diff --git a/examples/.DS_Store b/examples/.DS_Store new file mode 100644 index 00000000..f4e0177d Binary files /dev/null and b/examples/.DS_Store differ diff --git a/examples/example_usage_lymphnode/Lymph_Node_Tissue.pickle b/examples/example_usage_lymphnode/Lymph_Node_Tissue.pickle new file mode 100644 index 00000000..7daa6ec1 Binary files /dev/null and b/examples/example_usage_lymphnode/Lymph_Node_Tissue.pickle differ diff --git a/examples/example_usage_lymphnode/analysis.ipynb b/examples/example_usage_lymphnode/analysis.ipynb new file mode 100644 index 00000000..95b80f22 --- /dev/null +++ b/examples/example_usage_lymphnode/analysis.ipynb @@ -0,0 +1,1823 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/liuf9/opt/anaconda3/envs/spac-3913/bin/python\n" + ] + } + ], + "source": [ + "import io\n", + "import contextlib\n", + "import sys\n", + "print(sys.executable)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SPAC Analysis on Lymph Node Tissue Dataset\n", + "\n", + "**Date: 03-2025**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Module Imports & Utilty Functions, Define I/O" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "# Import functions from the updated SPAC package\n", + "from spac.data_utils import load_csv_files, select_values, combine_dfs, ingest_cells \n", + "from spac.transformations import arcsinh_transformation, z_score_normalization, run_umap, phenograph_clustering, rename_annotations\n", + "from spac.visualization import boxplot, histogram, hierarchical_heatmap, dimensionality_reduction_plot, relational_heatmap, sankey_plot, spatial_plot, interactive_spatial_plot, visualize_nearest_neighbor, plot_ripley_l\n", + "from spac.spatial_analysis import spatial_interaction, calculate_nearest_neighbor, ripley_l\n", + "from spac.phenotyping import assign_manual_phenotypes\n", + "from functools import partial" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "import numpy as np\n", + "import pandas as pd\n", + "from math import ceil, sqrt\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns \n", + "import copy\n", + "import anndata\n", + "import scanpy as sc\n", + "import plotly.io as pio\n", + "from PIL import Image\n", + "from pprint import pprint\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Setup working dir\n", + "data_csv = \"example_lymphnode_data.csv\" \n", + "output_data_pickle = \"Lymph_Node_Tissue.pickle\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Utility: Save processed AnnData using pickle\n", + "def save_pickle(data, filename=output_data_pickle):\n", + " with open(filename, \"wb\") as f:\n", + " pickle.dump(data, f)\n", + " print(f\"Saved processed object to {filename}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Utility: Generate a grid frame for multiple subplots with an optional n_plots parameter\n", + "def generate_grid_frame(adata, fig_width=12, fig_height=12, dpi=300, n_plots=None):\n", + " # Use n_plots if provided; otherwise, use the total number of annotations\n", + " if n_plots is None:\n", + " n_annotations = len(adata.obs.columns.tolist())\n", + " else:\n", + " n_annotations = n_plots\n", + "\n", + " # Calculate the number of rows and columns needed\n", + " n_cols = ceil(sqrt(n_annotations))\n", + " n_rows = ceil(n_annotations / n_cols)\n", + " \n", + " # Create a figure with a grid of subplots\n", + " fig, axes = plt.subplots(\n", + " nrows=n_rows, \n", + " ncols=n_cols, \n", + " figsize=(fig_width, fig_height), \n", + " dpi=dpi\n", + " )\n", + " axes = axes.flatten() # Flatten for easy indexing\n", + " return fig, axes" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-04-15 00:59:11,962 - INFO - CSVs are converted into dataframes and combined into a list!\n", + "2025-04-15 00:59:11,962 - INFO - Total of 1 dataframes in the list.\n", + "2025-04-15 00:59:11,963 - INFO - File name: example_lymphnode_data.csv\n", + "2025-04-15 00:59:11,963 - INFO - Info: \n", + "2025-04-15 00:59:11,972 - INFO - None\n", + "2025-04-15 00:59:11,972 - INFO - Description: \n", + "2025-04-15 00:59:12,042 - INFO - CellID DNA1 BG1 BG2 BG3 \\\n", + "count 4825.000000 4825.000000 4825.000000 4825.000000 4825.000000 \n", + "mean 2413.000000 30125.675971 883.482671 562.292221 1102.110284 \n", + "std 1393.001855 9488.749806 111.565519 111.174097 51.998103 \n", + "min 1.000000 6806.434783 609.449438 373.991071 975.745098 \n", + "25% 1207.000000 22830.342340 807.523148 495.817204 1073.873684 \n", + "50% 2413.000000 29107.907560 879.502762 540.023256 1096.061350 \n", + "75% 3619.000000 36504.000000 945.276498 596.254826 1121.433657 \n", + "max 4825.000000 63766.893620 1509.895833 1804.450382 2491.890995 \n", + "\n", + " DNA2 CD25 CD2 CD10 DNA3 ... \\\n", + "count 4825.000000 4825.000000 4825.000000 4825.000000 4825.000000 ... \n", + "mean 26084.026525 688.867612 683.228499 1607.336851 14274.116833 ... \n", + "std 8713.174558 78.113512 187.071266 137.272077 5044.422295 ... \n", + "min 6486.068493 386.840336 178.099099 1064.166667 2865.516129 ... \n", + "25% 19473.025480 638.398058 552.730000 1532.819277 10476.814960 ... \n", + "50% 25104.051280 697.299065 664.623377 1601.166667 13689.943750 ... \n", + "75% 31584.227720 741.085714 792.836538 1672.967949 17619.038460 ... \n", + "max 63234.846810 1054.023669 1826.163462 3996.360190 35351.882350 ... \n", + "\n", + " CD21_expression CD43_expression NOS2_expression PDL1_expression \\\n", + "count 4825.000000 4825.000000 4825.000000 4825.000000 \n", + "mean 0.291192 0.315440 0.105285 0.231088 \n", + "std 0.454359 0.464739 0.306952 0.421572 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.000000 0.000000 0.000000 \n", + "50% 0.000000 0.000000 0.000000 0.000000 \n", + "75% 1.000000 1.000000 0.000000 0.000000 \n", + "max 1.000000 1.000000 1.000000 1.000000 \n", + "\n", + " CD11B_expression CD57_expression MHCI_expression CD15_expression \\\n", + "count 4825.000000 4825.000000 4825.000000 4825.000000 \n", + "mean 0.317720 0.121865 0.921451 0.091813 \n", + "std 0.465638 0.327164 0.269062 0.288792 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 0.000000 0.000000 1.000000 0.000000 \n", + "50% 0.000000 0.000000 1.000000 0.000000 \n", + "75% 1.000000 0.000000 1.000000 0.000000 \n", + "max 1.000000 1.000000 1.000000 1.000000 \n", + "\n", + " ASMA_expression CD56_expression \n", + "count 4825.000000 4825.000000 \n", + "mean 0.242487 0.140104 \n", + "std 0.428632 0.347130 \n", + "min 0.000000 0.000000 \n", + "25% 0.000000 0.000000 \n", + "50% 0.000000 0.000000 \n", + "75% 0.000000 0.000000 \n", + "max 1.000000 1.000000 \n", + "\n", + "[8 rows x 82 columns]\n", + "2025-04-15 00:59:12,049 - INFO - \n", + "\n", + "2025-04-15 00:59:12,049 - INFO - Combining Dataframes into Single Dataframe...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 4825 entries, 0 to 4824\n", + "Data columns (total 85 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 CellID 4825 non-null int64 \n", + " 1 DNA1 4825 non-null float64\n", + " 2 BG1 4825 non-null float64\n", + " 3 BG2 4825 non-null float64\n", + " 4 BG3 4825 non-null float64\n", + " 5 DNA2 4825 non-null float64\n", + " 6 CD25 4825 non-null float64\n", + " 7 CD2 4825 non-null float64\n", + " 8 CD10 4825 non-null float64\n", + " 9 DNA3 4825 non-null float64\n", + " 10 CD163 4825 non-null float64\n", + " 11 CD3D 4825 non-null float64\n", + " 12 CD5 4825 non-null float64\n", + " 13 DNA4 4825 non-null float64\n", + " 14 CD30 4825 non-null float64\n", + " 15 ACTIN 4825 non-null float64\n", + " 16 CD45 4825 non-null float64\n", + " 17 DNA5 4825 non-null float64\n", + " 18 CD206 4825 non-null float64\n", + " 19 CD68 4825 non-null float64\n", + " 20 PD1 4825 non-null float64\n", + " 21 DNA6 4825 non-null float64\n", + " 22 KI67 4825 non-null float64\n", + " 23 CD11C 4825 non-null float64\n", + " 24 CD7 4825 non-null float64\n", + " 25 DNA7 4825 non-null float64\n", + " 26 CD8A 4825 non-null float64\n", + " 27 FOXP3 4825 non-null float64\n", + " 28 CD20 4825 non-null float64\n", + " 29 DNA8 4825 non-null float64\n", + " 30 CD4 4825 non-null float64\n", + " 31 HLADR 4825 non-null float64\n", + " 32 PSTAT3 4825 non-null float64\n", + " 33 DNA9 4825 non-null float64\n", + " 34 PS6 4825 non-null float64\n", + " 35 PERK 4825 non-null float64\n", + " 36 CD21 4825 non-null float64\n", + " 37 DNA10 4825 non-null float64\n", + " 38 CD43 4825 non-null float64\n", + " 39 NOS2 4825 non-null float64\n", + " 40 PDL1 4825 non-null float64\n", + " 41 DNA11 4825 non-null float64\n", + " 42 CD11B 4825 non-null float64\n", + " 43 CD57 4825 non-null float64\n", + " 44 MHCI 4825 non-null float64\n", + " 45 DNA12 4825 non-null float64\n", + " 46 CD15 4825 non-null float64\n", + " 47 ASMA 4825 non-null float64\n", + " 48 CD56 4825 non-null float64\n", + " 49 X_centroid 4825 non-null float64\n", + " 50 Y_centroid 4825 non-null float64\n", + " 51 Area 4825 non-null int64 \n", + " 52 MajorAxisLength 4825 non-null float64\n", + " 53 MinorAxisLength 4825 non-null float64\n", + " 54 Eccentricity 4825 non-null float64\n", + " 55 Solidity 4825 non-null float64\n", + " 56 Extent 4825 non-null float64\n", + " 57 Orientation 4825 non-null float64\n", + " 58 CD25_expression 4825 non-null int64 \n", + " 59 CD163_expression 4825 non-null int64 \n", + " 60 CD3D_expression 4825 non-null int64 \n", + " 61 CD45_expression 4825 non-null int64 \n", + " 62 CD206_expression 4825 non-null int64 \n", + " 63 CD68_expression 4825 non-null int64 \n", + " 64 PD1_expression 4825 non-null int64 \n", + " 65 KI67_expression 4825 non-null int64 \n", + " 66 CD11C_expression 4825 non-null int64 \n", + " 67 CD8A_expression 4825 non-null int64 \n", + " 68 FOXP3_expression 4825 non-null int64 \n", + " 69 CD20_expression 4825 non-null int64 \n", + " 70 CD4_expression 4825 non-null int64 \n", + " 71 HLADR_expression 4825 non-null int64 \n", + " 72 CD21_expression 4825 non-null int64 \n", + " 73 CD43_expression 4825 non-null int64 \n", + " 74 NOS2_expression 4825 non-null int64 \n", + " 75 PDL1_expression 4825 non-null int64 \n", + " 76 CD11B_expression 4825 non-null int64 \n", + " 77 CD57_expression 4825 non-null int64 \n", + " 78 MHCI_expression 4825 non-null int64 \n", + " 79 CD15_expression 4825 non-null int64 \n", + " 80 ASMA_expression 4825 non-null int64 \n", + " 81 CD56_expression 4825 non-null int64 \n", + " 82 detailed_cell_type 4825 non-null object \n", + " 83 broad_cell_type 4825 non-null object \n", + " 84 loaded_file_name 4825 non-null object \n", + "dtypes: float64(56), int64(26), object(3)\n", + "memory usage: 3.1+ MB\n", + "Loaded data:\n", + "\n", + "RangeIndex: 4825 entries, 0 to 4824\n", + "Columns: 85 entries, CellID to loaded_file_name\n", + "dtypes: float64(56), int64(26), object(3)\n", + "memory usage: 4.0 MB\n" + ] + } + ], + "source": [ + "# Data Loading & Preprocessing\n", + "file_names = [data_csv]\n", + "data = load_csv_files(file_names)\n", + "\n", + "print(\"Loaded data:\")\n", + "# Print a brief summary using info() with lower verbosity. \n", + "data.info(verbose=False, memory_usage='deep')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Phenotype definitions (top rows):\n", + " phenotype_code phenotype_name\n", + "0 CD3D+CD4+FOXP3+ Regulatory T Cell\n", + "1 CD3D+CD4+ Helper T Cell\n", + "2 CD3D+CD8A+ Cytotoxic T Cell\n", + "3 CD3D+ T Cell\n", + "4 CD20+ B Cell\n", + "\n", + "Data with manual phenotypes (top rows):\n", + " CellID DNA1 BG1 BG2 BG3 DNA2 \\\n", + "0 1 16640.56410 719.632479 527.709402 1100.273504 14726.17094 \n", + "1 2 16938.30097 686.553398 469.300971 1048.048544 14650.61165 \n", + "2 3 16243.54167 819.416667 604.391667 1098.150000 14324.90833 \n", + "3 4 20215.44295 695.308725 444.543624 1063.375839 17440.28188 \n", + "4 5 17922.32934 685.958084 521.664671 1075.023952 15913.23952 \n", + "\n", + " CD25 CD2 CD10 DNA3 ... CD57_expression \\\n", + "0 581.581197 618.384615 1606.777778 7182.247863 ... 0 \n", + "1 565.893204 442.291262 1539.398058 7244.252427 ... 0 \n", + "2 666.475000 574.333333 1759.683333 7296.325000 ... 0 \n", + "3 558.503356 408.577181 1557.738255 8583.442953 ... 0 \n", + "4 562.000000 524.455090 1596.982036 8090.395210 ... 0 \n", + "\n", + " MHCI_expression CD15_expression ASMA_expression CD56_expression \\\n", + "0 1 0 0 0 \n", + "1 1 0 0 0 \n", + "2 1 0 0 0 \n", + "3 1 0 0 0 \n", + "4 1 0 0 0 \n", + "\n", + " detailed_cell_type broad_cell_type loaded_file_name \\\n", + "0 B Cell B Cells example_lymphnode_data.csv \n", + "1 Follicular Dendritic Cell B Cells example_lymphnode_data.csv \n", + "2 Follicular Dendritic Cell B Cells example_lymphnode_data.csv \n", + "3 B Cell B Cells example_lymphnode_data.csv \n", + "4 Follicular Dendritic Cell B Cells example_lymphnode_data.csv \n", + "\n", + " manual_phenotype num_phenotypes \n", + "0 B Cell, CD68+ Macrophage, Dendritic Cell, Prol... 6 \n", + "1 Follicular Dendritic Cell, Dendritic Cell, Pro... 5 \n", + "2 Follicular Dendritic Cell, CD68+ Macrophage, D... 5 \n", + "3 B Cell, Proliferating Cell, Activated APC 3 \n", + "4 Follicular Dendritic Cell, Proliferating Cell,... 3 \n", + "\n", + "[5 rows x 87 columns]\n", + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "# Define the manual phenotype codes and names as a DataFrame\n", + "phenotype_definitions = pd.DataFrame([\n", + " {\"phenotype_code\": \"CD3D+CD4+FOXP3+\", \"phenotype_name\": \"Regulatory T Cell\"},\n", + " {\"phenotype_code\": \"CD3D+CD4+\", \"phenotype_name\": \"Helper T Cell\"},\n", + " {\"phenotype_code\": \"CD3D+CD8A+\", \"phenotype_name\": \"Cytotoxic T Cell\"},\n", + " {\"phenotype_code\": \"CD3D+\", \"phenotype_name\": \"T Cell\"},\n", + " {\"phenotype_code\": \"CD20+\", \"phenotype_name\": \"B Cell\"},\n", + " {\"phenotype_code\": \"CD21+CD20-\", \"phenotype_name\": \"Follicular Dendritic Cell\"},\n", + " {\"phenotype_code\": \"CD56+\", \"phenotype_name\": \"NK Cell\"},\n", + " {\"phenotype_code\": \"CD68+\", \"phenotype_name\": \"CD68+ Macrophage\"},\n", + " {\"phenotype_code\": \"CD11C+\", \"phenotype_name\": \"Dendritic Cell\"},\n", + " {\"phenotype_code\": \"CD15+\", \"phenotype_name\": \"Granulocyte\"},\n", + " {\"phenotype_code\": \"KI67+\", \"phenotype_name\": \"Proliferating Cell\"},\n", + " {\"phenotype_code\": \"PD1+\", \"phenotype_name\": \"Activated T/B Cell\"},\n", + " {\"phenotype_code\": \"HLADR+\", \"phenotype_name\": \"Activated APC\"},\n", + " {\"phenotype_code\": \"CD163+\", \"phenotype_name\": \"CD163+ Macrophage\"}\n", + "])\n", + "\n", + "# Display only the first few rows of phenotype definitions\n", + "print(\"Phenotype definitions (top rows):\")\n", + "print(phenotype_definitions.head())\n", + "\n", + "# Suppress any verbose output inside assign_manual_phenotypes,\n", + "# so that only the processed data remains visible.\n", + "with io.StringIO() as buf, contextlib.redirect_stdout(buf):\n", + " assign_manual_phenotypes(data, phenotype_definitions, suffix=\"_expression\")\n", + "\n", + "# Display only the top rows of the processed DataFrame\n", + "print(\"\\nData with manual phenotypes (top rows):\")\n", + "print(data.head())\n", + "\n", + "# Save the DataFrame with the new 'manual_phenotype' column to a pickle file\n", + "save_pickle(data)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "^CD25$\n", + "^CD2$\n", + "^CD10$\n", + "^CD163$\n", + "^CD3D$\n", + "^CD5$\n", + "^CD30$\n", + "^ACTIN$\n", + "^CD45$\n", + "^CD206$\n", + "^CD68$\n", + "^PD1$\n", + "^KI67$\n", + "^CD11C$\n", + "^CD7$\n", + "^CD8A$\n", + "^FOXP3$\n", + "^CD20$\n", + "^CD4$\n", + "^HLADR$\n", + "^PSTAT3$\n", + "^PS6$\n", + "^PERK$\n", + "^CD21$\n", + "^CD43$\n", + "^NOS2$\n", + "^PDL1$\n", + "^CD11B$\n", + "^CD57$\n", + "^MHCI$\n", + "^CD15$\n", + "^ASMA$\n", + "^CD56$\n", + "AnnData object with n_obs × n_vars = 4825 × 33\n", + " obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype'\n", + " obsm: 'spatial'\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/anndata.py:402: FutureWarning: The dtype argument is deprecated and will be removed in late 2024.\n", + " warnings.warn(\n", + "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/aligned_df.py:68: ImplicitModificationWarning: Transforming to str index.\n", + " warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "# Ingest the data into an AnnData object for SPAC analysis\n", + "feature_names = [\n", + " \"CD25\", \"CD2\", \"CD10\", \"CD163\", \"CD3D\", \"CD5\", \"CD30\", \"ACTIN\", \"CD45\",\n", + " \"CD206\", \"CD68\", \"PD1\", \"KI67\", \"CD11C\", \"CD7\", \"CD8A\", \"FOXP3\", \"CD20\",\n", + " \"CD4\", \"HLADR\", \"PSTAT3\", \"PS6\", \"PERK\", \"CD21\", \"CD43\", \"NOS2\", \"PDL1\",\n", + " \"CD11B\", \"CD57\", \"MHCI\", \"CD15\", \"ASMA\", \"CD56\"\n", + "]\n", + "regex_str = [f\"^{feature}$\" for feature in feature_names]\n", + "x_col = \"X_centroid\"\n", + "y_col = \"Y_centroid\"\n", + "annotation = [\"broad_cell_type\", \"detailed_cell_type\", \"manual_phenotype\"]\n", + "\n", + "# Create the AnnData object by ingesting the DataFrame\n", + "adata = ingest_cells(\n", + " dataframe=data,\n", + " regex_str=regex_str,\n", + " x_col=x_col,\n", + " y_col=y_col,\n", + " annotation=annotation\n", + ")\n", + "\n", + "# Print a summary of the AnnData object to verify it was created successfully\n", + "print(adata)\n", + "\n", + "# Save the AnnData object to a pickle file for later use\n", + "save_pickle(adata, \"Lymph_Node_Tissue.pickle\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualizing Feature Expression with Boxplot" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating Box Plot...\n", + "(
, , CD25 CD2 CD10 CD163 CD3D CD5 CD30 \\\n", + "0 6.367469 6.428726 7.382608 6.235047 6.170844 7.493546 6.989383 \n", + "1 6.340171 6.094227 7.339796 6.210249 6.186009 7.492722 6.963594 \n", + "2 6.503502 6.354950 7.473457 6.308190 6.204894 7.550736 7.073453 \n", + "3 6.327050 6.015125 7.351632 6.159875 5.852472 7.480882 6.986802 \n", + "4 6.333280 6.264265 7.376497 6.180153 5.923984 7.500814 6.949162 \n", + "... ... ... ... ... ... ... ... \n", + "4820 6.508043 6.314653 7.348776 6.348435 6.612809 7.481223 7.093852 \n", + "4821 6.465361 6.637015 7.346788 6.298223 7.046816 7.471629 7.046493 \n", + "4822 6.558302 6.660794 7.419973 6.319144 6.822848 7.470294 7.091032 \n", + "4823 6.337040 6.281594 7.239791 6.260537 6.503732 7.421273 6.917522 \n", + "4824 6.380558 6.180567 7.254785 6.207112 6.351758 7.434836 6.950466 \n", + "\n", + " ACTIN CD45 CD206 ... CD21 CD43 NOS2 \\\n", + "0 8.591015 8.001100 7.006796 ... 9.921513 6.629837 5.917445 \n", + "1 8.072101 7.971250 6.982403 ... 8.534789 6.674095 5.858516 \n", + "2 8.021604 7.828327 7.053262 ... 9.267817 6.662441 5.911880 \n", + "3 8.400875 8.051405 7.009409 ... 8.536332 6.567710 5.886794 \n", + "4 8.072366 7.885307 6.985614 ... 9.806921 6.588251 5.862389 \n", + "... ... ... ... ... ... ... ... \n", + "4820 7.674265 7.691455 7.378822 ... 7.016650 6.897488 5.955467 \n", + "4821 8.205470 8.044333 7.022732 ... 6.934527 7.188879 5.866742 \n", + "4822 8.031841 7.957066 7.077899 ... 6.992892 7.103793 5.965959 \n", + "4823 7.745531 7.382551 6.934563 ... 6.777241 6.759027 5.828322 \n", + "4824 7.795789 7.522550 6.941539 ... 6.828190 6.773870 5.817300 \n", + "\n", + " PDL1 CD11B CD57 MHCI CD15 ASMA CD56 \n", + "0 7.197186 6.878124 5.007782 8.327145 6.990933 5.391566 8.061951 \n", + "1 7.191159 6.767220 4.972103 7.903399 6.981601 5.108883 8.044872 \n", + "2 7.246237 7.121098 5.021905 8.403203 7.060813 5.432593 8.057412 \n", + "3 7.154794 6.515170 4.981444 7.831599 7.001728 5.052176 8.036493 \n", + "4 7.191393 6.732468 4.978302 7.892893 7.011101 5.066416 8.031105 \n", + "... ... ... ... ... ... ... ... \n", + "4820 7.183708 6.406173 5.049898 8.117857 7.059009 6.253754 8.059469 \n", + "4821 7.189375 6.500217 4.962337 8.338560 7.053823 6.239033 8.059759 \n", + "4822 7.183787 6.455869 4.987442 7.638962 7.118164 7.126528 8.069403 \n", + "4823 7.166918 6.417592 4.913991 7.476818 6.939489 5.750430 8.019550 \n", + "4824 7.160404 6.352655 4.903389 7.512570 6.909312 5.659422 8.035376 \n", + "\n", + "[4825 rows x 33 columns])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define parameters for the boxplot (consistent with NIDAP defaults)\n", + "annotation = None\n", + "second_annotation = None\n", + "layer_to_plot = None \n", + "features_to_plot = adata.var_names.tolist() # include all features (genes) in the plot\n", + "\n", + "# Plot settings\n", + "log_scale = True\n", + "showfliers = True\n", + "\n", + "# Create the boxplot for all features and capture the summary statistics table\n", + "summary_stats_table = boxplot(\n", + " adata=adata,\n", + " annotation=annotation,\n", + " second_annotation=second_annotation,\n", + " features=features_to_plot,\n", + " layer=layer_to_plot,\n", + " log_scale=log_scale,\n", + " showfliers=showfliers\n", + ")\n", + "\n", + "# Display the summary statistics table in the notebook output\n", + "print(summary_stats_table)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualizing Data Distribution with Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create the histogram plot for CD21 expression grouped by broad_cell_type\n", + "fig, ax = histogram(\n", + " adata,\n", + " feature=\"CD21\",\n", + " group_by=\"broad_cell_type\",\n", + " layer=None, \n", + " annotation=None, \n", + " together=True, # all groups in one plot (overlayed/dodged)\n", + " x_log_scale=True, # log-scale X axis (CD21 values)\n", + " y_log_scale=False, # linear-scale Y axis (counts)\n", + " multiple=\"dodge\",\n", + " shrink=0.8,\n", + " bins=\"auto\",\n", + " alpha=0.75,\n", + " stat=\"count\"\n", + ")\n", + "# plt.show() " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Transformation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Arcsinh Transformation" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Transformed data stored in layer: arcsinh_percentile\n", + " 0 1 2 3 4 \\\n", + "count 4825.000000 4825.000000 4825.000000 4825.000000 4825.000000 \n", + "mean 0.998491 1.153510 0.946259 0.993466 1.381178 \n", + "std 0.087849 0.220481 0.060394 0.098968 0.445698 \n", + "min 0.620529 0.372477 0.673539 0.639152 0.443195 \n", + "25% 0.944311 1.004977 0.912974 0.931807 1.003419 \n", + "50% 1.010656 1.150910 0.944820 0.994227 1.283893 \n", + "75% 1.057887 1.299170 0.977490 1.051533 1.722808 \n", + "max 1.351105 2.072196 1.727710 1.850659 3.149085 \n", + "\n", + " 5 6 7 8 9 ... \\\n", + "count 4825.000000 4825.000000 4825.000000 4825.000000 4825.000000 ... \n", + "mean 0.905535 0.970651 1.537216 1.348258 0.983339 ... \n", + "std 0.022254 0.072681 0.446920 0.336500 0.086420 ... \n", + "min 0.822723 0.667094 0.230647 0.346541 0.691305 ... \n", + "25% 0.893032 0.927133 1.260792 1.161916 0.928891 ... \n", + "50% 0.904657 0.977484 1.598099 1.377742 0.985173 ... \n", + "75% 0.916858 1.018204 1.857344 1.560473 1.034716 ... \n", + "max 1.287319 1.721377 2.686062 2.438061 2.018419 ... \n", + "\n", + " 23 24 25 26 27 \\\n", + "count 4825.000000 4825.000000 4825.000000 4825.000000 4825.000000 \n", + "mean 1.557485 1.094101 0.965048 0.897206 1.025099 \n", + "std 0.818497 0.199673 0.069998 0.015823 0.169995 \n", + "min 0.514273 0.623108 0.706777 0.852198 0.689194 \n", + "25% 1.029350 0.954571 0.918003 0.887419 0.919335 \n", + "50% 1.200700 1.050320 0.963825 0.894646 0.977050 \n", + "75% 1.836949 1.207134 1.013156 0.904383 1.088093 \n", + "max 4.262963 2.089742 1.825546 1.036937 2.605162 \n", + "\n", + " 28 29 30 31 32 \n", + "count 4825.000000 4825.000000 4825.000000 4825.000000 4825.000000 \n", + "mean 0.955569 1.353361 0.984244 1.653734 0.907990 \n", + "std 0.067851 0.350950 0.089682 0.863299 0.026346 \n", + "min 0.705911 0.247775 0.624278 0.428112 0.800144 \n", + "25% 0.912284 1.118419 0.930947 1.037514 0.893240 \n", + "50% 0.951388 1.368088 0.992459 1.363965 0.906785 \n", + "75% 0.998130 1.602061 1.038943 1.993058 0.921687 \n", + "max 1.964559 2.735524 2.039464 5.890664 1.346339 \n", + "\n", + "[8 rows x 33 columns]\n", + "AnnData object with n_obs × n_vars = 4825 × 33\n", + " obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype'\n", + " obsm: 'spatial'\n", + " layers: 'arcsinh_percentile'\n", + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "# Normalize the features with arcsinh transformation\n", + "norm_output_layer = 'arcsinh_percentile'\n", + "arcsinh_transformation(\n", + " adata,\n", + " percentile=10,\n", + " output_layer=norm_output_layer\n", + ")\n", + "print(f\"Transformed data stored in layer: {norm_output_layer}\")\n", + "dataframe = pd.DataFrame(adata.layers[norm_output_layer])\n", + "print(dataframe.describe())\n", + "print(adata)\n", + "save_pickle(adata)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Z-score Normalization" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Z-score normalization completed. Data stored in layer \"arcsinh_z_scores\".\n", + "Transformed data stored in layer: arcsinh_z_scores\n", + " 0 1 2 3 4 \\\n", + "count 4.825000e+03 4.825000e+03 4.825000e+03 4.825000e+03 4.825000e+03 \n", + "mean -7.304232e-16 -5.419269e-16 -3.534306e-17 -5.065838e-16 -1.649343e-16 \n", + "std 1.000104e+00 1.000104e+00 1.000104e+00 1.000104e+00 1.000104e+00 \n", + "min -4.302852e+00 -3.542771e+00 -4.516148e+00 -3.580472e+00 -2.104742e+00 \n", + "25% -6.167979e-01 -6.737455e-01 -5.511957e-01 -6.230825e-01 -8.476531e-01 \n", + "50% 1.384945e-01 -1.179618e-02 -2.382979e-02 7.693801e-03 -2.182979e-01 \n", + "75% 6.761846e-01 6.607149e-01 5.171605e-01 5.867871e-01 7.665848e-01 \n", + "max 4.014279e+00 4.167163e+00 1.294053e+01 8.662250e+00 3.967009e+00 \n", + "\n", + " 5 6 7 8 9 \\\n", + "count 4.825000e+03 4.825000e+03 4.825000e+03 4.825000e+03 4.825000e+03 \n", + "mean -3.652116e-15 1.178102e-16 1.649343e-16 4.241167e-16 -2.827445e-16 \n", + "std 1.000104e+00 1.000104e+00 1.000104e+00 1.000104e+00 1.000104e+00 \n", + "min -3.721686e+00 -4.177007e+00 -2.923797e+00 -2.977180e+00 -3.379588e+00 \n", + "25% -5.618852e-01 -5.988143e-01 -6.185732e-01 -5.538227e-01 -6.301097e-01 \n", + "50% -3.945392e-02 9.402152e-02 1.362430e-01 8.762905e-02 2.122173e-02 \n", + "75% 5.088883e-01 6.543329e-01 7.163714e-01 6.307186e-01 5.945589e-01 \n", + "max 1.715780e+01 1.033014e+01 2.570852e+00 3.238976e+00 1.197854e+01 \n", + "\n", + " ... 23 24 25 26 \\\n", + "count ... 4.825000e+03 4.825000e+03 4.825000e+03 4.825000e+03 \n", + "mean ... -9.424816e-17 -7.068612e-16 -1.030839e-15 -1.077963e-15 \n", + "std ... 1.000104e+00 1.000104e+00 1.000104e+00 1.000104e+00 \n", + "min ... -1.274678e+00 -2.359066e+00 -3.690060e+00 -2.844796e+00 \n", + "25% ... -6.453157e-01 -6.988660e-01 -6.721516e-01 -6.185767e-01 \n", + "50% ... -4.359478e-01 -2.192901e-01 -1.746770e-02 -1.618063e-01 \n", + "75% ... 3.414714e-01 5.661443e-01 6.873466e-01 4.536509e-01 \n", + "max ... 3.305765e+00 4.986865e+00 1.229442e+01 8.831929e+00 \n", + "\n", + " 27 28 29 30 31 \\\n", + "count 4.825000e+03 4.825000e+03 4.825000e+03 4.825000e+03 4.825000e+03 \n", + "mean -5.890510e-16 -1.145704e-15 -1.178102e-16 4.712408e-17 2.356204e-17 \n", + "std 1.000104e+00 1.000104e+00 1.000104e+00 1.000104e+00 1.000104e+00 \n", + "min -1.976171e+00 -3.679880e+00 -3.150590e+00 -4.014231e+00 -1.419843e+00 \n", + "25% -6.222198e-01 -6.380053e-01 -6.695147e-01 -5.943481e-01 -7.138704e-01 \n", + "50% -2.826804e-01 -6.162433e-02 4.196802e-02 9.161345e-02 -3.356873e-01 \n", + "75% 3.706022e-01 6.273394e-01 7.087200e-01 6.099874e-01 3.930960e-01 \n", + "max 9.295702e+00 1.487221e+01 3.938754e+00 1.176750e+01 4.908345e+00 \n", + "\n", + " 32 \n", + "count 4.825000e+03 \n", + "mean -1.814277e-15 \n", + "std 1.000104e+00 \n", + "min -4.093868e+00 \n", + "25% -5.599363e-01 \n", + "50% -4.574991e-02 \n", + "75% 5.199348e-01 \n", + "max 1.663989e+01 \n", + "\n", + "[8 rows x 33 columns]\n", + "AnnData object with n_obs × n_vars = 4825 × 33\n", + " obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype'\n", + " obsm: 'spatial'\n", + " layers: 'arcsinh_percentile', 'arcsinh_z_scores'\n", + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "# Z-score normalize the features following arcsinh transformation \n", + "norm_zscore_output_layer = 'arcsinh_z_scores'\n", + "z_score_normalization(\n", + " adata,\n", + " input_layer=norm_output_layer,\n", + " output_layer=norm_zscore_output_layer\n", + ")\n", + "print(f\"Transformed data stored in layer: {norm_zscore_output_layer}\")\n", + "dataframe = pd.DataFrame(adata.layers[norm_zscore_output_layer])\n", + "print(dataframe.describe())\n", + "print(adata)\n", + "save_pickle(adata)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Unsupervised Clustering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Unsupervised Clustering with Phenograph" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-04-15 00:59:13,402 - INFO - Using the table:\"arcsinh_z_scores\"\n", + "2025-04-15 00:59:13,403 - INFO - Using features:\"['CD25', 'CD2', 'CD10', 'CD163', 'CD3D', 'CD5', 'CD30', 'ACTIN', 'CD45', 'CD206', 'CD68', 'PD1', 'KI67', 'CD11C', 'CD7', 'CD8A', 'FOXP3', 'CD20', 'CD4', 'HLADR', 'PSTAT3', 'PS6', 'PERK', 'CD21', 'CD43', 'NOS2', 'PDL1', 'CD11B', 'CD57', 'MHCI', 'CD15', 'ASMA', 'CD56']\"\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finding 60 nearest neighbors using minkowski metric and 'auto' algorithm\n", + "Neighbors computed in 0.2260279655456543 seconds\n", + "Jaccard graph constructed in 6.4912190437316895 seconds\n", + "Running Leiden optimization\n", + "Leiden completed in 0.4735078811645508 seconds\n", + "Sorting communities by size, please wait ...\n", + "PhenoGraph completed in 11.04197382926941 seconds\n", + "\n", + "Number of clusters identified in \"phenograph_k60_1\": 10\n", + "AnnData object with n_obs × n_vars = 4825 × 33\n", + " obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype', 'phenograph_k60_1'\n", + " uns: 'phenograph_features'\n", + " obsm: 'spatial'\n", + " layers: 'arcsinh_percentile', 'arcsinh_z_scores'\n", + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "# Run Phenograph clustering\n", + "resolution = 1\n", + "K_NN_Value = 60\n", + "cluster_annotations = []\n", + "\n", + "annotation_name = f'phenograph_k{K_NN_Value}_{resolution}'\n", + "cluster_annotations.append(annotation_name)\n", + "phenograph_clustering(\n", + " adata,\n", + " layer=norm_zscore_output_layer,\n", + " features=adata.var.index.to_list(), # Use all available features\n", + " k=K_NN_Value,\n", + " seed=42,\n", + " output_annotation=annotation_name,\n", + " resolution_parameter=resolution\n", + " )\n", + "\n", + "for annotation_name in cluster_annotations:\n", + " num_clusters = adata.obs[annotation_name].nunique()\n", + " print(f'\\nNumber of clusters identified in \"{annotation_name}\": {num_clusters}')\n", + "\n", + "print(adata)\n", + "save_pickle(adata)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cluster Renaming" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster Name Mapping: \n", + " {'0': 'Myeloid cells', '1': 'Regulatory T cells', '2': 'Proliferative B cells', '3': 'Myeloid cells', '4': 'B cells', '5': 'CD8 T cells', '6': 'Follicular helper T cells (Tfh)', '7': 'ASMA+ cells', '8': 'NK cells', '9': 'B cells'}\n", + "The data type of the original column 'phenograph_k60_1' is category.\n", + "After Renaming Clusters: \n", + " AnnData object with n_obs × n_vars = 4825 × 33\n", + " obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype', 'phenograph_k60_1', 'renamed_clusters'\n", + " uns: 'phenograph_features'\n", + " obsm: 'spatial'\n", + " layers: 'arcsinh_percentile', 'arcsinh_z_scores'\n", + "\n", + "\n", + "\n", + "Phenograph Cluster Count: \n", + " 8\n", + "\n", + "\n", + "\n", + "Phenograph Cluster Names: \n", + " ['Myeloid cells', 'CD8 T cells', 'Proliferative B cells', 'Regulatory T cells', 'B cells', 'NK cells', 'Follicular helper T cells (Tfh)', 'ASMA+ cells']\n", + "AnnData object with n_obs × n_vars = 4825 × 33\n", + " obs: 'broad_cell_type', 'detailed_cell_type', 'manual_phenotype', 'phenograph_k60_1', 'renamed_clusters'\n", + " uns: 'phenograph_features'\n", + " obsm: 'spatial'\n", + " layers: 'arcsinh_percentile', 'arcsinh_z_scores'\n", + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "original_column = \"phenograph_k60_1\"\n", + "renamed_column = \"renamed_clusters\"\n", + "\n", + "mappings = {\n", + " \"0\":\"Myeloid cells\",\n", + " \"1\":\"Regulatory T cells\",\n", + " \"2\":\"Proliferative B cells\",\n", + " \"3\":\"Myeloid cells\",\n", + " \"4\":\"B cells\", \n", + " \"5\":\"CD8 T cells\",\n", + " \"6\":\"Follicular helper T cells (Tfh)\",\n", + " \"7\":\"ASMA+ cells\",\n", + " \"8\":\"NK cells\",\n", + " \"9\":\"B cells\"\n", + "}\n", + "\n", + "print(\"Cluster Name Mapping: \\n\", mappings)\n", + "\n", + "rename_annotations(\n", + " adata, \n", + " src_annotation=original_column,\n", + " dest_annotation=renamed_column,\n", + " mappings=mappings)\n", + "\n", + "print(\"After Renaming Clusters: \\n\", adata)\n", + "\n", + "print(\"\\n\\n\\nPhenograph Cluster Count: \\n\", \n", + "len(adata.obs[renamed_column].unique().tolist()))\n", + "\n", + "print(\"\\n\\n\\nPhenograph Cluster Names: \\n\", \n", + " adata.obs[renamed_column].unique().tolist())\n", + "\n", + "\n", + "print(adata)\n", + "save_pickle(adata)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### UMAP Dimentionality Reduction" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-04-15 00:59:24,493 - INFO - Using the table:\"arcsinh_z_scores\"\n", + "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n", + " warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "# Run UMAP Dimention Reduction\n", + "n_neighbors = 200\n", + "n_components = 2\n", + "min_dist = 0.1\n", + "metric = 'euclidean'\n", + "random_state = 0\n", + "transform_seed = 42\n", + "layer = norm_zscore_output_layer\n", + "run_umap(\n", + " adata=adata,\n", + " n_neighbors=n_neighbors,\n", + " min_dist=min_dist,\n", + " n_components=n_components,\n", + " metric=metric,\n", + " random_state=random_state,\n", + " transform_seed=transform_seed,\n", + " layer=layer\n", + ")\n", + "save_pickle(adata)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### UMAP Visualization of Annotations" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_umap(layer, selected_annotations=None):\n", + " # Visualizations\n", + " # Plot UMAP with cluster annotations\n", + "\n", + " # Setup plot parameters\n", + " feature = None\n", + " layer = layer\n", + " method = \"umap\"\n", + " fig_width = 14\n", + " fig_height = 14\n", + " font_size = 12\n", + " fig_dpi = 300 \n", + " legend_location = \"best\"\n", + "\n", + " # Determine which annotations to plot\n", + " if selected_annotations is None:\n", + " annotations_to_plot = adata.obs.columns.tolist()\n", + " else:\n", + " annotations_to_plot = [ann for ann in selected_annotations if ann in adata.obs.columns]\n", + "\n", + " fig, axes = generate_grid_frame(\n", + " adata,\n", + " fig_width=fig_width,\n", + " fig_height=fig_height,\n", + " dpi=fig_dpi,\n", + " n_plots=len(annotations_to_plot)\n", + " )\n", + "\n", + " # Loop through each selected annotation and create UMAP plots\n", + " for i, annotation in enumerate(annotations_to_plot):\n", + " ax = axes[i]\n", + " \n", + " # Plot the UMAP for the current annotation\n", + " fig, ax = dimensionality_reduction_plot(\n", + " adata=adata,\n", + " method=method,\n", + " annotation=annotation,\n", + " feature=feature,\n", + " layer=layer,\n", + " ax=ax\n", + " )\n", + " \n", + " # Set plot title and other properties\n", + " ax.set_title(f\"UMAP - {annotation}\", fontsize=font_size)\n", + " ax.legend(loc=legend_location, bbox_to_anchor=(1.01, 1))\n", + " ax.grid(False)\n", + "\n", + " # Hide any unused subplots (if any)\n", + " for i in range(len(annotations_to_plot), len(axes)):\n", + " fig.delaxes(axes[i])\n", + "\n", + " # Adjust layout to prevent overlapping\n", + " plt.tight_layout()\n", + "\n", + " # Show the plot\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running visualization using the coordinates: \"X_umap\"\n", + "Cluster: 0, Points: 971\n", + "Cluster: 1, Points: 801\n", + "Cluster: 2, Points: 652\n", + "Cluster: 3, Points: 650\n", + "Cluster: 4, Points: 417\n", + "Cluster: 5, Points: 332\n", + "Cluster: 6, Points: 326\n", + "Cluster: 7, Points: 284\n", + "Cluster: 8, Points: 266\n", + "Cluster: 9, Points: 126\n", + "Running visualization using the coordinates: \"X_umap\"\n", + "Cluster: ASMA+ cells, Points: 284\n", + "Cluster: B cells, Points: 543\n", + "Cluster: CD8 T cells, Points: 332\n", + "Cluster: Follicular helper T cells (Tfh), Points: 326\n", + "Cluster: Myeloid cells, Points: 1621\n", + "Cluster: NK cells, Points: 266\n", + "Cluster: Proliferative B cells, Points: 652\n", + "Cluster: Regulatory T cells, Points: 801\n" + ] + }, + { + "data": { + "image/png": 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RsXlQoa2tLdbX12N9fT1uvPHGeOUrXxmvetWrYnR0tJltAwAAAOzOuQcjHvpcxPn5iCt7I65+esTpa/Zt+cHh3iiX5urWW93M9HzD+k7DBLK5nYUrHIZyaa4mEKJcmovRsXzkC/1N6goAAOBoMXMAAAAAnCR3n707PnLvR6K8VI58dz5uvf7WuPGqG/dt/ZGBJIrltG79OJiavfzXuFHfaaBArntn4QoHrXRmuSYMolhOY7zQE4WhriZ1BQAAcHktFZRw++23x2233Ra///u/H6urq5cGFSI2n+TwhCc8IV7xilfEq171qhgfH29StwAAAAD74P7PRNzz0Yj42r+DxFc+HXHDSyKe8Mx92SKbS2J0LF/zgn1ExOhY/siFAezGalrdU70VLFbSLf8OIyKKk+XI9h29YAcAAIDDZOYAAAAAOGk+9IUPxVs/89ZYW1+7dO0DX/hAvOWZb4mXPeVl+7JHrjsT44WemhfsIyLGCz1HKghgL9KVtT3Vj7rKUnXLv8OIiInSQvRlj1aoAwAAQEQLBCXcd9998a53vSve/e53x/333x8Rm09y2LC+vh5tbW3xu7/7u/GSl7ykKb0CAAAA7KtzD9aGJEQ88vmej0acvjbi9DX7slW+0B/ZviRmpudjNa1GR5KJweHeY/NifUdS/5f1jeqtYGZ6vmH9uPx9AgAAbJeZAwAAAOCkuvvs3TUhCRERa+tr8dbPvDVuetxNceNVN+7LXoWhrujLZmJqNo10ZS2SzvYYGUiO1Yv1SWf7nupH3dRs2rB+nP4+AQCA4+FIBiWsrq7Gb//2b8dtt90Wf/7nfx7r6+ubBhXa2touXbvhhhvinnvuufTszTff3Ky2AQAAAPbXQ5+L2pCEDeuP1E9/275tl80lx/ZF+sHh3iiX5i5br65eiHs+85WWDohYTat7qgMAABwXZg4AAAAAIj5y70dqQhI2rK2vxUfu/ci+BSVEROS6M8f6RfqRgSSK5cuHCZxbvhB33neuZQMi0pWt/7+y3ToAAEAzHKmghImJibjtttvi/e9/f1QqlYjYfJLDxqBCb29vvPzlL4/Xve51ccstt0R7e2sn7wEAAABs6fz83upcks0lMTqWj+Jkecv62QfOXfpzuTQXo2P5yBf6D6u9fdGR1B+0aFQHAABodWYOAAAAAL6mvLT178e3W2ezXHcmxgs9MVFa2LL+1XPV+Oq5ahTLaYwXeqIw1HXIHe5N0ln/38ga1QEAAJqh6UEJlUol3ve+98Vtt90Wd955Z0TElic5tLW1xfOf//x43eteF9/+7d8enZ2dzWwbAAAA4OBd2bu3OpvkC/2R7UtiZno+VtNqtLW3xdkHz215b3GyHNm+JLK55JC73L3B4d4ol+bq1gEAAI4bMwcAAAAAW8t35/dUp1ZhqCv6spmYmk3j3NKF+OpCdcv7JkoL0ZfNRK67dQ40GBlIolhO69YBAACOmqYFJfzZn/1Z3HbbbfG7v/u7sbKysuWgwvr6ejz5yU+O1772tfGa17wmHv/4xzerXQAAAIDDd/XTI77y6YhY36LY9kj9EC1W0kshAx1JJgaHe1sqSCAiIpv7WvhBcbL+6Rgz0/Mt9fVlc0mMjuW3/LpGx/It9bUAAAA0YuYAAAAAoL5br781PvCFD8Ta+lpNrb2tPW69/tZD7aeyVI2p2TTSlbVIOttjZCBpqSCBDbnuRwIQ7rzv3GWDEiIipmbTlvr6ct2ZGC/0xERpoaY2Xuhpqa8FAAA4OZoWlPDP/tk/uzScEBGbBhV6e3vjZS97Wbzuda+LZz3rWc1qEQAAAKC5Tl8TccNLIu75aGwOS2h75Prpaw6tlXJpruYF/HJpLkbH8pEv9B9aH/tpNb38wMJ26kdRvtAf2b6k5QMtAAAAGjFzAAAAAFDfjVfdGG955lvirZ9566awhPa29njLM98SN15146H1UjqzXPMCfrGcxnihJwpDXYfWx35KV2oDKHZSP4oKQ13Rl80ci0ALAADgZGhaUMKGjWGFtra2+JZv+ZZ43eteF//iX/yLuPLKK5vdGgAAAEDzPeGZEaevjXjocxHn5yOu7I24+ul7CklYrKTxwL1nY/HhNCIisrkkHv+kqy77Mv1iJa0JSdhQnCxHti9pyRfxO5L6v8hvVD+qsrnW/PsAAADYDTMHAAAAAJf3sqe8LG563E3xkXs/EuWlcuS783Hr9bfuOSShslSNLz64FA8vViOiLfqyp+LJ13Rv+UJ9ZalaE5KwYaK0EH3ZTEu+iJ90tu+pflTlulvz7wMAADiZmh6UsDGw8KIXvSh+8id/Mm655ZZmtwQAAABwtJy+JuL0t+3LUuXSXE3owcpyNc4+eC5Gx/KRL/TXPDMzPV93zZnp+ZZ8MX9wuDfKpbm6dQAAAI42MwcAAAAA9d141Y17DkZ4tNKZ5Zrgg+WVi/HA2ZUYL/REYahrU21qNq273tRs2pIv5o8MJFEsX/5rGxlovTkKAACAVtP0iLq2traIiPijP/qjePaznx033nhj/NzP/Vw8+OCDTe4MAAAA4HhZrKQ1IQmPVpwsx2Kl9pf4q2m17rqN6kdVNpfE6Fh+y9roWL4lwx8AAABOGjMHAAAAAIenslStCUl4tInSQlSWNs8QpCtrdddsVD+qct2ZGC/0bFkbL/S0ZPgDAABAq2laUMItt9wS6+vrsb6+funa+vp6fOELX4if+ImfiJGRkXjRi14UH/jAB2JlZaVZbQIAAAAcGzPT87u6pyOp/8v7RvWjLF/oj7HnFiJf6I/+fM+mzwAAABxdZg4AAAAADt/UbO3hC43uSTrrv7bSqH6UFYa64nk39cdoPomr+zpjNJ/E827qj8JQV7NbAwAAOBGa9hPlX/3VX8Xdd98dP/qjPxoDAwOXhhfa2tpifX09Ll68GB/72Mfi1a9+deTz+fj+7//++NSnPtWsdgEAAABa3mpa3dU9g8O9dZ9pVD/qsrkkRsfyccMzr43RsXxkc0mzWwIAAKABMwcAAAAAhy9dWdvxPSMD9X8H36h+1OW6M/HU607HLU/JxVOvOx257tY9bAIAAKDVNDV67ylPeUr8/M//fNx///3x27/92/Gt3/qt0d7+SEttbW0R8ciJD/Pz8/Frv/Zr8Y3f+I1xww03xH/7b/8tHnjggWa2DgAAANByOpLGv4zf6p6NIIGttHKwwGIljeJkOe75zFeiOFmOxUrjky8AAAA4OswcAAAAAByupLPxKyiPvSfXnYnxQs+W944Xelo6WKCyVI077zsXn/5CJe6871xUlhofYAEAAMD+aWpQwoZTp07Ft3/7t8fv//7vx/T0dPzMz/xMjI6ObjrxIeKRAYYvfvGL8Za3vCWuu+66eNGLXhS/+Zu/2czWAQAAAFrG4HDvru/JF/pj7LmFyBf6oz/fs+lzKyqX5mLy46Uol+Zirryw6TMAAACtxcwBAAAAwOEYGWh8kMJW9xSGuuJ5N/XHaD6Jq/s6YzSfxPNu6o/CUNdBtHkoSmeW44675qJYTuOhh1eiWE7jjrvmonRmudmtAQAAnBhHIijh0a6++ur4iZ/4ifjSl74Ud9xxR7z61a+OK6+8MtbX16OtrS3a2tpifX09Ll68GB/72MfiO7/zOy8NNQAAAABwedlcEqNj+cvWR8fykc1dfqhh4/kbnnltw3uPssVKGsXJ8pa14mQ5FivpIXcEAADAfjFzAAAAAHBwct2ZGC/0XLY+XuiJXHfmss8+9brTcctTcvHU605f9r5WUFmqxkRpYcvaRGkhKkvVQ+4IAADgZDpyQQmP9tznPjfe+973xkMPPRTveMc74mlPe9qWJz482ktf+tL4xV/8xThz5syh9wsAAABw1OUL/TH23EJc9fjT0dmVic6uTFx1zekYe24h8oX+Zrd3KGam5/dUBwAAoDWYOQAAAADYf4WhrnjeTf3x+Ks6o6uzPbo6r4jHX9UZz7upPwpDXc1u71BMzdY/gKFRHQAAgP1xpIMSNpw+fTr+1b/6V/HZz3427rzzzvg3/+bfRF9f36aBhY0hhs997nPxwz/8w/GEJzwhXvCCF8S73/3uWFjYOqkPAAAA4CTK5pJ4ytOfEN/w/CfFNzz/SfGUf/yEyOaSZrd1aFbT+ic3NKoDAADQWswcAAAAAOyvXHcmnvGkXLzw5oF44c2Pi2c8KRe57kyz2zo06cranuoAAADsj5YISni0m266Kd7+9rfHgw8+GL/5m78Zz3/+86OtrW3TAMP6+npcvHgx/vRP/zS++7u/O4aGhuI7vuM74nd/93eb2DkAAAAAR0FHUn84o1H9OFuspFGcLMc9n/lKFCfLsVhxygUAAHC8mDkAAAAAYK+Szvqv4jSqH2eVpWrced+5+PQXKnHnfeeisuSwCgAA4OC07E9fHR0d8fKXvzxuv/32KBaL8R//43+Ma6+99tLwwsZpD+vr63H+/Pn4nd/5nXjpS1/azJYBAAAAOAIGh3v3VD+uyqW5mPx4KcqluZgrL2z6DAAAcNyYOQAAAABgt0YGkj3Vj6vSmeW44665KJbTeOjhlSiW07jjrrkonVludmsAAMAx1bJBCY82PDwc//k//+colUpx++23x0tf+tLo6OiI9fX1aGtr2zTAAAAAAMDJls0lMTqW37I2OpaPbO7kDSwsVtIoTpa3rBUny7FYSQ+5IwAAgMNj5gAAAACAnch1Z2K80LNlbbzQE7nuzCF31HyVpWpMlBa2rE2UFqKyVD3kjgAAgJPgVLMb2E9tbW3x/Oc/P57//OfH3NxcvPe97413vetdMTk52ezWAAAAADhC8oX+yPYlMTM9H6tpNTqSTAwO957IkISIiJnp+Yb1k/q9AQAATg4zBwAAAABsV2GoK/qymZiaTSNdWYuksz1GBpITGZIQETE1W/8AhqnZ9MR+bwAAgIPT3uwGDkp/f3/80A/9UExMTMRf//Vfxxvf+MY4ffp0s9sCAAAA4IjI5pIYHcvHDc+8NkbH8ic6CGA1rX9yQ6M6AADAcWP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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot UMAP with renamed clusters\n", + "selected_annotations = ['phenograph_k60_1','renamed_clusters']\n", + "plot_umap(norm_zscore_output_layer, selected_annotations)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Hierachical Heatmaps" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/liuf9/Projects/SCSAWorkflow/src/spac/visualization.py:878: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = pd.concat([intensities, labels], axis=1).groupby(annotation)\n" + ] + }, + { + "data": { + "image/png": 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Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " grouped = pd.concat([intensities, labels], axis=1).groupby(annotation)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define selected annotations to plot (set to None to plot all annotations)\n", + "selected_annotations = ['phenograph_k60_1', 'renamed_clusters'] # Modify as needed\n", + "\n", + "# Determine which annotations to plot\n", + "if selected_annotations is None:\n", + " annotations_to_plot = adata.obs.columns.tolist()\n", + "else:\n", + " annotations_to_plot = [ann for ann in selected_annotations if ann in adata.obs.columns]\n", + "\n", + "fig_width = 20\n", + "fig_height = 12\n", + "fig_dpi = 300\n", + "layer_to_plot = norm_zscore_output_layer\n", + "features = None\n", + "standard_scale = None\n", + "z_score = None\n", + "cluster_feature = True\n", + "cluster_annotations = True\n", + "Figure_Title = \"Hierarchical Heatmap\"\n", + "font_size = 16\n", + "matrix_ratio = 0.1\n", + "swap_axes = False\n", + "rotate_label = False\n", + "r_h_axis_dengrogram =0.2\n", + "r_v_axis_dengrogram = 0.2\n", + "color_map='seismic'\n", + "\n", + "# Loop through each selected annotation and create hierarchical heatmap\n", + "for i, annotation in enumerate(annotations_to_plot):\n", + " _, clustergrid, _ = hierarchical_heatmap(\n", + " adata, \n", + " annotation=annotation,\n", + " features=features, \n", + " layer=layer_to_plot,\n", + " cluster_feature=cluster_feature,\n", + " cluster_annotations=cluster_annotations,\n", + " standard_scale=standard_scale,\n", + " z_score=z_score,\n", + " swap_axes=swap_axes,\n", + " rotate_label=rotate_label,\n", + " figsize=(fig_width,fig_height),\n", + " dendrogram_ratio=(r_h_axis_dengrogram,r_v_axis_dengrogram),\n", + " cmap=color_map\n", + " )\n", + "\n", + " clustergrid.ax_heatmap.set_title(f'{Figure_Title}: {annotation}', fontsize=font_size)\n", + " clustergrid.height = fig_height*matrix_ratio\n", + " clustergrid.width = fig_width*matrix_ratio\n", + "\n", + " # Adjust layout to prevent overlapping\n", + " plt.tight_layout()\n", + "\n", + " # Show the plot\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sankey Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-04-15 00:59:56,579 - INFO - Source: phenograph_k60_1\n", + "2025-04-15 00:59:56,580 - INFO - Target: renamed_clusters\n", + "2025-04-15 00:59:56,581 - INFO - Source and Target are the same\n", + "/Users/liuf9/Projects/SCSAWorkflow/src/spac/utils.py:532: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " relationships = adata.obs.groupby(\n", + "/Users/liuf9/Projects/SCSAWorkflow/src/spac/utils.py:540: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " relationships.groupby(source_annotation)['count'].transform('sum')\n", + "/Users/liuf9/Projects/SCSAWorkflow/src/spac/utils.py:548: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " relationships.groupby(target_annotation)['count'].transform('sum')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ! pip install -U kaleido\n", + "# Set Up Figure Parameters\n", + "dpi = 300\n", + "width_num = 3 # desired width in inches\n", + "height_num = 2 # desired height in inches\n", + "# Calculate scale assuming 96 dpi is the default\n", + "scale = dpi / 96\n", + "# Convert inches into pixels based on the desired DPI.\n", + "width_in_pixels = width_num / scale * dpi\n", + "height_in_pixels = height_num / scale * dpi\n", + "\n", + "# Define color maps and font size.\n", + "source_color_map = 'tab20'\n", + "target_color_map = 'tab20b'\n", + "sankey_font = 8\n", + "\n", + "# Set the source and target annotations.\n", + "source_annotation = 'phenograph_k60_1'\n", + "target_annotation = 'renamed_clusters'\n", + "\n", + "# Generate and Customize the Sankey Plot (Interactive)\n", + "fig = sankey_plot(\n", + " adata=adata,\n", + " source_annotation=source_annotation,\n", + " target_annotation=target_annotation,\n", + " source_color_map=source_color_map,\n", + " target_color_map=target_color_map,\n", + " sankey_font=sankey_font,\n", + " prefix=False # Disable automatic prefixing if needed.\n", + ")\n", + "\n", + "# Adjust layout to the desired dimensions.\n", + "fig.update_layout(\n", + " width=width_in_pixels, \n", + " height=height_in_pixels\n", + ")\n", + "\n", + "# If you print or call fig.show() here, the interactive figure may open in a new window.\n", + "# print(fig)\n", + "# fig.show()\n", + "\n", + "# Convert the Plotly Figure to a Static Image and Display Inline\n", + "# Specify a path for the static image file.\n", + "image_path = 'sankey_diagram.png'\n", + "\n", + "# Use the 'kaleido' engine to export the Plotly figure as a PNG image.\n", + "pio.write_image(\n", + " fig,\n", + " image_path,\n", + " width=width_in_pixels, \n", + " height=height_in_pixels,\n", + " engine='kaleido',\n", + " scale=scale\n", + ")\n", + "\n", + "# Now load the generated image with matplotlib.\n", + "img = plt.imread(image_path)\n", + "\n", + "# Create a Matplotlib figure and axis.\n", + "static_fig, ax = plt.subplots(1, 1, figsize=(width_num, height_num), dpi=dpi)\n", + "ax.imshow(img)\n", + "ax.axis('off') # Remove axis lines/ticks for a cleaner display.\n", + "plt.show()\n", + "\n", + "# Optionally, you can also call fig.show() to open the interactive version if desired.\n", + "# fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Spatial Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Spatial Plot Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "... storing 'broad_cell_type' as categorical\n", + "... storing 'detailed_cell_type' as categorical\n", + "... storing 'manual_phenotype' as categorical\n" + ] + }, + { + "data": { + "image/png": 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WqEykZJrqyJEjOWmg/uM//mPGvkmSJN9www2KYzZv3iw/8cQTeVc2Pf/88/KGDRsU+3/ta1+b8Rrf+ta3FPtrtVr5G9/4hhyNRhX7+f1++dOf/nT2/k7/Tl/KlQWpVEq+8sorFde3WCzy1772tYIz1zs7O+Wvf/3rcn19/QWxsmB8fFzxPJrNZvm//uu/5Hg8nnf/VColv/jii/KnP/1puampKef3Q0NDcnd3t/ziiy8qrv/JT36y4Hd+X19f3mt97GMfU5yjoaFB/ulPf5p3pdCRI0fkyy+/XLH/Rz7ykRnvz9SVBVNXE37gAx/I26ep79Pjjz+uuNbq1avlp59+uuBKwFAoJD/66KPyHXfcId92220z9ouIiIiIiC4MDBYQTXH48GHF/yjfeeedefd79NFHFft94QtfKPoaU48DMml5fv7zn894zFNPPZUzSDyTfKkXbrnllpxB/KkikYjc0tKiOGamlEfTB01MJtOs9Qi+853v5AxQTeTwLuZ1lKq3t7ek/acP/M0WlCmUd75Ypby+v/iLv1Dsu2fPnpwB/Kmi0WjOgOCf/dmfFdx/erAAyKTUefHFF2fs1/e+9z3FMbfffvvML1penmABkMl3P9M9m2pqjnNBEIrq4x//+EdFmqOZBs+mf3YAyKtWrZIHBwdnvMadd95Z0oD5Yj8D0weIJ+7z9MHyqaYPSE4MnG/atGnG4MfRo0cVAcfZApr/+Z//qbjODTfcMGO/ZFmWfT5fNnABZAIy+QJ9sizLHo9HMRgriqL861//esbzTw8wLkewYHofqqqq5CNHjhR1bCKRKPgenU/Bgp/97GeK/R544IGizz/TZ6RQbZdiPfnkk4rjt2/fPmvALx6Py29729sUxx0/frzg/lODBaX+G+V//a//lT1GrVbLnZ2dRb+22Z4tIiIiIiK6MBReW0+0Ak1PWTA9BdGEd7zjHXA4HNnthx56KCfdR7E++tGP4r3vfe+M+7ztbW/D7t27s9uvvfYawuFw0deoqKjA/fffD41GU3Afg8GAL3zhC4q2559/vuD+/+///T/F9le+8hVceumlM/bjr/7qr3DzzTdnt4PBIH70ox/NeMx8NDQ0lLT/Jz/5SVx88cXZ7Z///OcL3aU5GR8fx09+8pPstslkwk9+8hMYDIaCx+j1evzkJz+B2WzOtv3sZz/DyMhI0df98pe/jCuuuGLGff7yL/8StbW12e2ZPjPLyWg04oEHHpjxnk149tln8fLLL2e377nnHnzoQx+a9bhrr70Wn/70p7PbjzzyCM6dO1d0Hx988EFUV1fPuM+Xv/xlxfZs93upnwGDwYCHHnoIer2+4D7vfOc7sXbt2uy2z+eDIAh48MEHUVZWVvC4LVu24LrrrstuHz58uOD3YDqdxje+8Y3sdk1NDX7+85/P2C8AsNlseOihhyAIAoBMypj/+q//yrvvgw8+mE0/BQAf/vCHceutt854/s9+9rPYu3fvjPsspng8jn/5l3/JbguCgIcffhhbt24t6niNRjPje3S+mP7cvfvd7y762Nk+I/Pxj//4j9k/G41GPPbYY7PeT61WiwcffFCReujf/u3fir7mtm3b8LWvfa2ofafet61bt6KlpaXo6yzmfSMiIiIioqXDYAHRm5LJJH76059mt10uF972trfl3Vej0SgG+AcGBnLyDxdrah71mbzjHe/I/lmSJEVe+tl87GMfg81mK+kaAHD06NG8+4XDYTz66KPZbafTWXTdhq985SuK7Yceeqio45bKjTfemP3z4cOHFfUrlsuvf/1rRd78v/iLv0B9ff2sx9XV1eEjH/lIdjuRSGRzV8/GZDLh4x//+Kz7iaKoqIUwOjqK4eHhGY957rnnIGdWtkGW5aIG4ufrjjvuKOqeAcB3v/vd7J81Gg2+9KUvFX2dT3ziE9k/p9PpnFz2hezZs0cRECxkzZo1WLVqVXa70DM6H/N5Bu644w5F8KiQq6++WrF91VVXYdu2bSUdN9P34FNPPYWurq7s9uc//3lYLJZZzw8AmzdvxlVXXZXd/t3vfpd3v4cfflix/fd///dFnf+LX/xiUfstht/+9reK5/Pd73634rW+Vbnd7uXuAk6dOoUXXnghu/3Rj3606O+kiooKvO9978tuF/pM5vPpT38aKpWq+I6+6Xy4Z0REREREtPQYLCB60+9+9zvF/xy/733vg1pduAb49FUHDzzwQMnXbG1tLXrm3rp16xTbY2NjRV+n2MK2dXV1MJlMs17j1VdfVRQ1fM973jPjqoWpNm/ejI0bN2a3jx49umSFJSek02n4fD709fWhp6dH8aPT6bL7hcPhbMHZ5XTgwAHF9p133ln0se9///tnPFchl112WdGDq/P5bC6VqQPgs3nuueeyf967dy+cTmfRx9bX16OxsTG7vX///qKOK6X49NT7Pdd7vVjPQKEA63SrV69WbE9dMVDKcYVe/7PPPqvYvu2224o6/4Spxd0PHz6MeDyu+H08HlcUgb3ooouK/i6/6qqrSvpMLaTp92VqMPGtZM2aNYrtv/u7v1v2wO9CfiYHBwfR09NT1HHvete7ir7G1PvW29uL//iP/yj6WCIiIiIiemsoPBJKtMJMH+wvlIJowuWXX46Wlpbs7NVHHnkEwWCw6AFWAFi/fn3R+05fGRAIBBbtOhOpPQpd47XXXlNsz5Z+aLpdu3bh5MmTAIBUKoWjR48WNat6rkKhEB555BE8+uijOHr0KLq6uiDLclHHer1exeDvcph6vzUaDbZv3170sdu2bYNer8+uTJj+3hWyVJ/NpVLMrHUAaG9vVwxANzY2Fj0oN6GsrAy9vb0AgO7u7qKOmev9LvZeL9UzMD1wVIjValVsT01LVMpxhV7/1CCNzWZDMpks6X2cGvxMJBIYHBxEc3Nztu3kyZNIJBLZ7Z07dxZ9blEUsWPHDvzhD38o+piFcvDgQUU/Lr/88iXvw1K49tprUV5ejvHxcQCZFGxHjhzBRz/6Udxyyy2K93KpTA8c2my2kj6TE6mxJnR3d6OpqWnGYxoaGhQpE2dzxx134Fvf+lZ2+5577sEjjzyCD3/4w7jhhhtKOhcREREREV2YGCwgQiYn/NRl/WvWrMEll1wy63Hvf//78dWvfhUAEIlE8Mtf/hJ//ud/XvR1i0kNNGH6zP1kMrno1yl0jemzeafP9p3N9FmfizkT/f7778fnP//5OV/jfBj4ntr3+vp6xczv2ajVajQ3N+P06dM555rJUn02l4rL5Spqv+mz6H/wgx/gBz/4wZyv6/F4itpvrvd76gqfQpbyGSj2dUxftTXX4wp91qa+j36/f96Dwx6PR3GO6bU/pqaGKsbq1auXJVgwNQVRfX19ScHtC4nJZMK3v/1t3HXXXdmg2JkzZ/CZz3wGn/nMZ9DY2Ig9e/Zgz5492LdvX87fSYth+nfL5s2b53W+Yr5biv3em7Br1y587GMfw/e+971s2zPPPINnnnkGgiBg8+bNuOKKK7B3717s27cPFRUVJfebiIiIiIjOb0xDRATgpz/9qWKW6F133VXUcR/84AcV29MLJM9GFJfmEVzo6/h8PsX29Nm+s5k+MOj1eufbpbzuvfdefPjDH55XMGKuhasX0tT7Xeq9BpT32+/3FzWjfKk+m0tlaqHnmRQ7uF+sqQVwZ7JY93upn4G5vo6Ffv2L/T76/X7FdqnP5Vye44UwMdMeAOx2+7L0Yanceeed+M1vfoOampqc3/X29uKhhx7Cxz72MaxduxYbN27EN7/5zUVNibcc3y3Ffu9N9Z3vfAf/8A//kFMMXpZlHDt2DN/5zndwxx13oLq6GldddRV+9atfFb1KiYiIiIiIzn9vrdEgojmaPsh/7733QhCEWX+mp8548cUXi0478lYyPT3CbJZiYOH555/HP/zDPyjadu7cifvuuw/PP/88uru7EQwGkUgkFMV2f/SjHy163+aj1HsNLM39fqtY6FURy3nv36rPQDEW+32c7/t6PjyTc/kuudDccsst6OjowP33348bbrih4OD5qVOn8Dd/8zdYt24dXn755UXpy4Xy3SKKIr74xS+iq6sL//f//l/s2rUrb/0mSZLw3HPP4fbbb8fevXsxNDS0KP0hIiIiIqKlxTREtOKdOnUKhw8fXpBzybKMBx98EF/60pcW5Hznq+kzUqfPsp3N9LQmZWVl8+1Sjq985SuK7W9+85v49Kc/PetxwWBwwfsyX3a7PZv2pNR7DSjvt81mWxGDhHM1PSf3v/7rv+JTn/rU8nRmnt5Kz0CpHA5HNuXO1q1bceTIkQU9//TvwFLTlS3XPXY4HBgcHASweCu6FtNcVnoZDAbcfffduPvuu5FKpXDkyBHs378fzz33HJ5++mnFDP2+vj5cf/31OHToUNF1NIo19bvFZrPlrNA731RVVeELX/gCvvCFLyAUCuHQoUN48cUX8eyzz2L//v2KFGgvvvhi9r6VkiaPiIiIiIjOP1xZQCteqamDZjO9UPJb0fQ8yB0dHSUd397ePuP55isUCuGFF17Ibl9zzTVFDZICypze54up96evrw/xeLzoY1OplGK1y0Lf67ea6Tm4z549u0w9mZ+32jNQqqnvY2dn54LPwp7+Oens7Czp+FK/MxdKVVVV9s99fX1Fp8laaFNnqhdTd2PCfAfY1Wo1Lr74Ynzyk5/EI488ArfbjQcffBD19fXZfQKBwKIE/Kd+Zvx+/6LW6lloZrMZV199Ne69914899xzGBoawle/+lVFqqJjx47hhz/84TL2koiIiIiIFgKDBbSiSZKEhx56KLttMpnQ3t6O7u7ukn4+8IEPZM/R2dmJl156aTlezpK56KKLFNsHDx4s6fhXXnkl+2e1Wo0tW7bk3W+uM+B7e3sVKR+uv/76OfVtNks1Q3/q/U4mk3jjjTeKPvbIkSOIxWJ5z0W5Nm3apEhV8swzzyxjb+ZuqZ6B89WuXbuyfw6FQiV/R81m06ZNikLTr776atHHSpKE119/fUH7U6zdu3cr+rFcf1dNrdlQymqpU6dOLWg/dDodPvCBD+Dpp5+G0WjMtj/xxBNIp9M5+8/nO3/qZxK4cL9bAMDpdOL//J//g+9///uK9t/+9rfL1CMiIiIiIlooDBbQivbHP/4xm5IBAN75zneitbUVTU1NJf3Mt9DxhWbnzp2KmaG//vWvi87HfPz4cZw8eTK7vWXLFphMprz7Tk9nMLUI9UzmWny0v79fMRt7NnPtX6kuu+wyxfbPfvazoo99+OGHFdtTBwspl0ajwZVXXpndbmtruyAHz5fqGThfXXvttYrt+++/f0HPr9PpsH379uz2a6+9hq6urqKO/dOf/gS3272g/SnWVVddpdiePti7VKaucAqFQujv7y/quKeeempR+rNmzRrFd2MoFFIUg54wn+/8xf5MLoc77rgDer0+u93T07N8nSEiIiIiogXBYAGtaNMH9e+44445nefqq6+G0+nMbv/iF79ANBqdV9/OZyaTCTfffHN22+1249///d+LOvaLX/yiYnvqqozpbDabYrvY9CjT84lPT3tUyJe+9KWSUmLMtX+luvXWWxUDMv/93/9d1ODawMCAYjBQq9Xi9ttvX5Q+vpV87GMfU2x/5jOfWfDipIttqZ6B89VNN92Empqa7PYPf/jDBa9b8P73v1+x/Y//+I9FHfe1r31tQftRihtvvFFxXx599FE8++yzS96PrVu3KraffPLJWY/xer343ve+t1hdygmoabXanH3m852/c+dO7NixI7v91FNP4Xe/+12JvTy/qNVqxYqMfPeMiIiIiIguLAwW0IoVCATw6KOPZrfNZjPe8Y53zOlcarUat956q+Lcjz322Hy7eF77xCc+odj+4he/OGsqju9+97uK+2I2m/HhD3+44P7TC0wWO6i1atUqxQDGAw88kHeW6FT/+Z//iR/96EdFnX++/SuV0+nEnXfemd0Oh8O46667FOmFpovFYrjrrrsUOcnf+973KnKWL5d9+/ZBEITsz/k2w/amm25SDOq9/PLL+PCHP1xyrYiHH3542Qbel+oZOF/pdDp84QtfyG4nk0ncdNNNOHPmTEnnOXr0KA4fPpz3dx/84AcVq6J+9KMf4ZFHHpnxfPfddx+ee+65kvqwkLRaLT7zmc9ktyVJwvvf/34cO3asqOMTicSCFEaevsLhG9/4xozfZ4lEAnfffXfRef5/9atflZSyaGRkRJEWqLKyMifgBmSKJU+tb/DCCy/kTVdUyL333qvYvuuuu3DgwIGijwcyqQ4X6zP03e9+t6RaCk8++SQ8Hk92e6GLQhMRERER0dJjsIBWrOmz/2+88UbF7O1Svfe971Vsv9VTEV155ZWK9EvhcBjXXXcdfvCDH+TMwg4EAvj85z+Pe+65R9H+zW9+M++AzNRrTPWZz3wG//Zv/5ZN+dHT05P9mToortPp8K53vSu7PTY2huuuuw4nTpzIucbIyAj+6q/+Cn/1V38FAIoVIrNpaWlBXV1ddvuBBx7A5z73Obz44ovo6OhQ9G++aUe+/vWvK1J3vPDCC9i3b1/e2dLHjh3Dvn378Pzzz2fbysvL8Y1vfGNefVhJfvKTnyhmGv/kJz/BJZdcgkceeaRgACCVSuHQoUP427/9W7S0tOCuu+5atmDBUj0D57N77rkHN9xwQ3a7r68PF198Mb7yla/MOCDa19eH73znO9i3bx+2bdtWMFjgcDjwla98JbstSRLuvPNO3HfffTmBpUAggL/5m7/B5z//eQC5Kz+W0qc+9Sns3bs3uz08PIwrrrgCX//61wsWEO7q6sLXv/51rFq1SvG9Mlfr169X5PA/e/YsbrzxRgwMDOTs+/rrr+Pqq6/Gb3/726Lv2+OPP45Nmzbh2muvxfe//30MDQ0V3Pell17C1VdfjUAgkG276667Cu4/9e+lzs5O3HbbbXjiiSfQ1tam+M7Pt/rrpptuwkc/+tHstt/vx969e/E3f/M36O3tLXjNsbEx/PjHP8aNN96INWvWFLUSYy7+6Z/+CQ0NDbjrrrvw6KOPIhgM5t0vlUrhgQcewPve9z5F+0wrBYmIiIiI6MKgnn0XoremhUpBNGHfvn2orKzEyMgIgEw9hKGhIVRXV8/rvOezf//3f8fRo0ezs1L9fj/+8i//El/4whdwySWXwG63Y3h4GC+//HLOrNG77roLH/nIR2Y8/+rVq3H99ddnB0Y8Hg8++clP5t33Rz/6ET70oQ9lt++99178z//8T/a6b7zxBjZv3oxt27Zh7dq1kCQJvb29OHz4MCRJyl7vnnvuwac+9ami78E999yDv/3bvwWQGSy87777cN999+Xsd/fdd89rBn1lZSUeeOAB3HLLLdmByIMHD2L79u3YuHEj1q5dC0EQ0N7ejuPHjyuO1Wq1+PGPf/yW/iwutHXr1uGXv/wl3vOe92QDUceOHcOtt94Kk8mEHTt2oLKyElqtFoFAAIODgzh16tSMs6OX2lI9A+crURTx8MMP4+1vfzsOHToEIBPU/NKXvoR7770XGzZsQEtLC2w2G8LhMDweD06dOlXSzOpPfOITePLJJ/GHP/wBABCPx/G5z30OX/3qV7Fr1y44HA6MjIzgwIED2fdhw4YNeNe73rVswTuVSoWf/vSnuOaaa3D69GkAQDAYxN///d/jS1/6Enbs2IG6ujrodDp4PB6cOHEi7yD+fN13333Ys2cPZFkGADz99NNobm7Grl27UFdXh0gkglOnTuHs2bMAMu/n/fffj1tuuaWo88uyjGeeeSa7YqCmpgbr16+Hw+GAVquFx+PBsWPHcl5bY2MjvvSlLxU878c//nE8/PDD2X4/+uijilWKU8+TL4f/t7/9bQwODuLxxx8HkBl4/+Y3v4lvfvObWL16NdauXQu73Y5YLAav14u2trZFuf+FxGIxPPzww3j44YchCALWrFmD5uZmlJWVAQCGhobwxhtv5NRFueWWW3DjjTcuWT+JiIiIiGhxMFhAK1JXVxdeeuml7LbVasX1118/r3OqVCrceuut+O53vwsASKfTeOihh/C5z31uXuc9n1mtVjz//PO49dZbFSl4xsfH8fvf/77gcX/913+Nb33rW0Vd4wc/+AHe/va3550RPZMNGzbggQcewAc+8AFFEcojR47knY3f2tqKJ598suTirp/97Gfx2muv4Ze//GVJx83F9ddfj9///ve47bbbFKkfTp48qSgaPZXdbscvf/nLnOKaNLu3ve1teOWVV3D77bdnB1WBzIDziy++OOvxVqsVorh8C/iW6hk4n9ntdrzwwgu455578IMf/CA7wCvL8ozPzQRBEHLy1E+lUqnwyCOP4Oabb8bTTz+dbff7/XmL8ba0tOB3v/vdsqfeqq6uxoEDB3DnnXcqZqlPrI6ZCK4spssvvxzf+ta38KlPfSr7viSTybzPlkajwX//938rauWUanBwEIODgzPus3nzZjz++OMzvue7d+/Gfffdh89//vMlpSCaoNVq8dhjj+FLX/oS/umf/kmx+qijowMdHR2znmOpVqbIsoy2tja0tbXNuN8dd9zxll9NSURERES0UjANEa1I0/+n9qabboJOp5v3eaevTlgJ//Nst9vxzDPP4OGHH8aWLVsK7qdSqXDNNdfgwIED+Ld/+7eiB1Frampw+PBh/PjHP8Z73vMetLa2Fj0Ie/vtt+Oll17Cnj17Cu5TXV2Nv/3bv8Vrr72GlpaWovo0lUqlwi9+8Qv88Y9/xJ//+Z9j69atKCsrg0ajKflcxbjqqqtw9uxZfOYzn0F5eXnB/RwOBz75yU+io6ODgYJ52LhxI44fP44HH3wQO3funPVzZ7fb8e53vxsPPPAAhoaGlr3g51I8A+c7nU6H73//+zhy5AjuvPPOnEK206lUKlx66aX48pe/jM7OTkW9kHyMRiP+8Ic/4Nvf/raiePBUNpsN99xzDw4fPoympqa5vpQFZbfb8fvf/x5PPPEErrzySqhUqoL7qlQqXH755fje976Ht73tbQvWh0984hN44oknsHHjxry/F0UR73jHO3Dw4EH82Z/9WdHn/drXvoZvf/vbuP7662d9v4FMkODb3/42Xn/9dTQ0NMy6/2c+8xkcO3YMn/vc53DZZZfB5XKV9G8IURTx1a9+Fe3t7fjoRz8643c5kAlabdmyBZ///Odx/Pjx7Gq2hfbYY4/h3nvvxa5du2b97hJFEddccw1+97vf4Wc/+9mC/BuKiIiIiIiWnyBPTOciIloA586dwyuvvIKRkREEg0E4HA7U1NRgz5492TQGy6Grqwv79+/H8PAwgMwAaXNzM3bv3r2ss7/nQ5IkHDx4EG1tbdnUKS6XC2vWrMGll1464+AfzY3X68WBAwcwNDSE8fFxSJIEq9WaTXHS2tp63t73t+IzMBepVAqHDx/G2bNnMT4+jnA4DJPJBIfDgbVr12LDhg2wWCxzOrckSdi/fz/OnDkDt9sNp9OJhoYGXHnllTAYDAv8ShaWz+fDSy+9hMHBQYyPj0OlUsFut6O1tRXbt29f9Nnsp06dwsGDBzE6OgqdTof6+nrs2rULtbW18zqvJEk4c+YMzp49i76+PgQCAQiCAIvFgvr6emzbtg2NjY0L9CrmRpZlHD16FKdOnYLb7UYgEIDRaERZWRlaW1uxYcMGOByOJe1TLBbDiRMn0NHRgeHhYYRCIWg0GthsNqxevRo7duxY8j4REREREdHiY7CAiIiIiIiIiIiIiGiFWzlTCYmIiIiIiIiIiIiIKC8GC4iIiIiIiIiIiIiIVjgGC4iIiIiIiIiIiIiIVjgGC4iIiIiIiIiIiIiIVjj1cneAiIiIiDLcbjdCodCCnrOurg5qNf/JR0RERERERDMTZFmWl7sTRERERAR86EMfwo9//OMFPWd3dzeampoW9JxERERERET01sM0REREREREREREREREKxyDBUREREREREREREREKxzTEBERERERERERERERrXBcWUBEREREREREREREtMIxWEBEREREREREREREtMIxWEBEREREREREREREtMKpl7sDyyUWi+H48eMAAJfLBbV6xd4KIiIiIiKiOUmlUhgbGwMAbN68GXq9fpl7RERERERztWJHyI8fP45LLrlkubtBRERERET0lnDo0CHs3LlzubtBRERERHPENERERERERERERERERCvcil1Z4HK5sn8+dOgQqqurl7E3REREREREF56hoaHsiu2p/49FRERERBeeFRssmFqjoLq6GnV1dcvYGyIiIiIiogsb68ARERERXdiYhoiIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiIiIiIiIiIiIaIVjsICIiFacZCKNdFJa7m4QEREREREREZ031MvdASIiOr/5x6IY7Q0gnZJQVmVCRYMFgigsd7fmJB5NofvIGALuKARRQHmtGU2byyGqGDsnIiIiIiIiopWNwQIiIirIMxRGx+GR7HZgLIpoMIGmzc5l7NXcdb4+ipAnBgCQJRnuviA0WhXqNziWuWdERERERERERMuLUymJiKigoQ5fTtvYuSCSifTSd2ae4pFkNlAw1fhgaBl6k58kyfAMhTHc7UckkFju7hARERERERHRCsKVBUREVFAilhsUkCUZyVgaGq1qGXo0d4KQP3VSofallkqkceaVYUT88Wxb3boy1LSWLWOviIiIiIiIiGil4MoCIiIqyOYy5LRpDWoYzJpl6M38aA1q2CqMOe2uBssy9CbXcHdAESgAgP42H+KR5DL1iIiIiIiIiIhWEq4sICKigurWlSHsiyMazKTEUWlEtGxzXbAFjldtd+HcKQ88g2GIagGVjVZUr7Itd7cAIG+KJMgyQt44dMYLLzhzvomGEhhs9yHsj8No1aGm1Q6jVbvc3SIiIiIiIiI6bzBYQEREBWn1amzaW4vgeAzplASr0wCV+sJdlKbWqtCyzYWWba7l7koOvVmDgDuat32u0ikJnqEwEpEULE49LA79eZN2aSklE2mcPjCEVDyTVisWSsI/FsHmfXXQ6pfun0KyLEOGDFG4cJ8hIiIiIiIieutisICIiGYkCAKsztx0RLSwqlps8AyGkZpSPNpRY4bJppvT+ZLxNE4fGEQs9GYao3agssWGxo3lC9HdvAZDg3hj9A2EEiHUW+qxo3IH9Gr9ol2vWOMDoWygYEI6KcHdH0LNavuiX1+WZRwdO4o3Rt9ANBVFnaUOe+v2wqY7P1a1EBEREREREQEMFhAR0XkonZbgHYogEUvB5jLMecD8QqI3abDxylqM9gaQiKZgdRpQXmue8/mGu/2TgYI3jXT5UdFogcG88Ol3hsPDeKzzMciyDAAYj41jMDyI97S+Z9lXM6QSUoH23ALei6Hd244Dgwey2/3Bfjze9TjuXHcnVxkQERERERHReYPBAiKi85Qsy4gGkxCETCqahRpwjaaiOOE+AXfUDafBiU3OTTCol37lgC/mgz/hh8vgglEzWXh4+oz4/tNA7doy1K4pK/kao70BDHX6kYynYXMZ0LixHFrD+ftXn86gRv06x4KcK+KL520P+xKLEiw4NnYsGyiYMBoZxXB4GNXm6gW/XinKKo0YbPfmtNsrcwteL4YznjM5bf64H0PhIdSaa5ekD0RERERERESzOX9HTIiIVrBYOImO10YR8WcGfM1leqy+uGLe+dUT6QR+c/Y38Mf9AIBufzfave24fc3t0KqKG0AOJoLwxrxwGpyKQf5iSbKEZ/ueRZunDQAgCiIuq7kMW1xbAABDnb6cGfED7T446y3QlTDQPz4YQs8xd3bbOxRGPJzExitrSw68JKUk/HE/zBrzeZFWpxgGqxb+sdwaCItV1Deayr3WTO1LyWTXoX5DOQbaPJDSMgRRQO0aO6zlSxMkkyHnb5fztxMREREREREtBwYLiIjOQz3H3NlAAQCEvDH0nhhH68WV8zrvWe/ZbKBggj/ux1nvWWx0bpzxWFmWcWDwQGYGOWQIgoCdlTtxcdXFJfdhIlAAZIIHLw28hEZrI2w6G8L5ZsTLMsK+eEnBgrFzwZy2SCCBkDcOi6P4Af92bzte7H8R8XQcKkGF7RXbsbNq56wBB1mS4R2JIOiJQWdUw1lnhlqjKvq681XVnKmBkIimsm3OesuiBQsarY0YCA0o2tSiGjXmmkW5XqmqV9ngqjcjGkpCb9ZAo12692Jt2VoMhgYVbRatZdHuTSKWgrsviGRcgq3CAJvLMOPnVUpLGB8IIxJIwGjVorzWBFHF9EhEREREREQrDYMFRERLYGIGcTEz2lPJNALu3NnYvpEIZFmeVzoif8JfUvtU54LncHTsaHZblmUcGj6EBmsDKowVRffhXPBc/vbAOWx2bYberEVwPJbze4NFU/Q1AEBKF5jNLRU/mzuYCOKZc89k37+0nMbhkcOoMFagydZU8DhZltH5xhg8g6Fs20h3ABsur4FGtzSD1FqDGhuvrIW7L4R4JAmby7CoaXc2OzdjNDKKDl9H5voqLa6qv2reKzGCnhi8w2GoVCKc9WbojDN/DuKRJELeOHRGDUx2reJ5UWtVsDgK339JkiFLMlTqhR0oX+dYh1AyhKNjR5FIJ1BlqsK++n2LUq8gGkrg9P6hbD2GkW4/qlbZ0LAhf2FrKS3hzMvDCHknn7mxviDW7apiwICIiIiIiGiFYbCAiGgRSZKMgTYvRnsDkCUZjmozGjY6oJ5hVrMoChBVIqS0sijrQgxg1phqcARHctqLyZt+LpB/kL830FtSsMCozj9gbdKYAGRmgHuHworis8760ovylteYEfIogw5agxrmElYV9Ph78qaK6fJ3zRgsCPviikABAMTDSYz2BFC7tvTaC3Ol0apQvcq2JNdSiSq8reltuDR+KULJECoMFdCoSgvwTDfc5ce5k+PZ7aFOP9btroK5LP97ONjhQ/8ZL/Dme2avMmL1RZUQxVlWgcgyBtp9GOn2I52UYCk3oHmrE3rT/Po/QRAE7KzaiR0VO5CW00Wn/JqLobP+nMLNw10BVDXb8tbr8AyFFYECAAh5YvAMReCsm3uBbSIiIiIiIrrwcMoYEdEiGmz3YqjDh3RSgpSW4e4Pouvo2IzHiCoRFY2WnPbKZuu8ixw3Whux1rFW0bbWsRYNloZZjy1Un6DUugWbnJtyBkvL9GVotDYCAPQmDTbtrUXt2jK4Gq1YfVElmrc6S7oGAFQ0WlDVYoOoytwzg0WL1p2zDxxPVWhQd7bB3kggkb89mL/9rcSms6HWXDvvQEE6JWFgWlFiKS1hoC23UDGQmVHff9qTDRQAgG84Andfbjqq6UZ7ghhs9yKdzAToguNRtB8amXNNgXg6ji5/F4ZCQ4pzqETVrJ+ddDrzuk++OIC2g8Pwj0VKunbez5gsIxoq8Jks8FmNFmhX9DUpIRJIID0tsElEREREREQXJq4sICJaRGN9oZw233AEyXhakY5GkiVIsgS1mPlarl/vgFqnwnh/CIKQmVlf2Wwt+rpBTwzu/hBkSYazzgyrM1PIVRAEXNNwDTY7N8MddcNpcBa9KmCdYx2Ojh1FLDU5C9msMaPV3lp0v4DMYPK7V78bb4y+AV/chxpTDbZVbINKnLwfWr0atWvmNwNfEAU0bCxH7ZoypFMSNHpVycGWFlsLXtG8gnAynG0TBRHrHetnPM5k0xVoX7wZ5W818UgqO3g/VbjAIHa+1FUAEHDHUNE487MzPpD7nMZCCYR98YKrGArp8nfhmd5nkJQyRborjBV4Z8s7YVAXV0y5640xeIcmP2/+0QjWXFJVdAopk12nqHcCZJ4FgyX/Z6/QZ9Von/mzOtjhw2C7D1JaglqrQsNGB5x1uUHOWDgJ/1gUGp0K9kpjScE6IiIiIiIiWloMFhARzYMsy5ACCaQ8MQh6NTQVBghT8nwXmpk80S7JEg4NH8IJ9wkk0gk0WBuwt25vpvjpajtqVttL7tP4QAidr49mt919QTRtcSoGTCuMFdkggSzJCIxHIaVlWJ2GgumOTBoTbl19K14bfQ2emAcVhgrsqNxRVEoVKS3BMxRGNJiEuUwHR4UD1zZeW/JrmwuVRoRKM7eFdBqVBjevuhmvDL+CkfAI7Do7Lq66GOWG/PnfJ5jsOjjrLYpZ7QaLdtZB6wtNYDwK30gEao0Kzjpz3jQ3c6UzqaHSiDkBg0KD21p9/muXUhQ7V2kD20kpiWfPPZsNFADAaGQUh4cPY0/dnlmPj4WTikDBhOEuf9HBgprVNvhHI4rC1rVrywren7JqE6wuAwJjk3VSrC4DyqpMBa8RcEczqzjelEqk0XXEDbNdD715ckXJaG8APcfHs6s99GYt1u2uKtgXIiIiIiIiWl78vzUionmId/gQ7wlktxNmDYwXVUJ8syaBs9aM4S5l8WCr05AdLDs2dgyvj7ye/d25wDk82fMkbmu9TTELPiWlMBwehlalhcvgmnGGfH+eNC0DbT646i0Qps3qjUeSOPPKMOLhzOCmWqtC685KWArk9bfr7bim4ZqC184nnZJw5uUhhH2Ts53tVUa0Xlw577RKS8Gut+P6putLPq55qxPltWYEx6PQmTRw1JigOg8KxsajKfSd8iAwHoXOoEb1ajsc1YUHhgsZPOtD/5nJAeOhTh/W7a7OGcyXZRlHx47iuPs44uk4mm3NuKzmslln2qtUIho2lKN7StoulUZE3br8K05sLgNMdp3ic6bSiKhoyp3tPp2z3pyTt99g0cI0y+z66dwRN+LpeE57f6i/qOOT8XRJ7fnojBps3luH8cEQkvE07BVGmOz5AyxApkbK2kuq4B2JIBJIwGjVoqzSmPNdMZUnT0ADsgzvcBjVbwY4U4l0pt7ElIBpLJTA4FkfmjaXnlaMiIiIiIiIFh+DBUREcyRFkopAAQCkQ0kkzgWhf3PArHZdJgXOREogW4VRkX+/zdOWc96xyBg8MU929vpgaBBP9TyFaCoz87fKVIUbmm/IO9gqS3J24H+qZDyFdErKKax87pRHsX8qkUb30TFs3le3YAP57v6QYgAXyKRiCrijsLmUs6U9g2EMdviQiKVgcxpQv94x59nqsiwvazBCEATYXAbYXMWln1kKsiSj7ZVhxN7MX5+Kp9FxeATrdldnU1UVI5VIY/CsMiiVTkoYPOtD68WVivaT4ydxYPBAdrvN04ZQIoSbV9+c99yRZASdvk6k5TRWVa3CJnsdvMNhqNQiymvNivRdUwmigLW7qjDSHUDQE4PepEFVsw064+y1E1wNFqQSaQx3BZBKpGGrMKJxU3nJn59C9TvMmuIKBZtsWqh1KqSmBQdsFaV9hlQasaRVLIIowFFtKjpoVGj10dQVPGF/AlI6d2VVyJsbTCEiIiIiIqLzA4MFRERzlC6QOz09JV+4SiWieasLDRvLIcsy1Jr8A52FSLKEp3ufzgYKAGA4PIxDQ4ewt35vzv6CKMBcps87SzpfKp6AO5rTFgslkYimihpkLcb0/OkTwv6EIljgH4ug47WR7Pb4QAiRQAKbrqydcZbzdKO9AQx1+JGIpWB1GtC4sVyRGmUxpKU0Ov2dcEfcKDeUY5V9Vbb+xHzFI0lEAgkYLFroTfN7HYHxaDZQMNVob7CkYEEsnMw7EBzx55771PipnLaB0AD8cT9sOpuifTg8jN92/jabxueVoVdwfdP1aFrTVFS/1BrVnGpdCIKAmtYyVK+2Q5Yx57z6Np0NrWWtOOs9O3luCNhWsa2o40WViFXbXeh8fQypRCZgYHUaUNs6v/odC81Vb8FIt1/xGVBrVYpgg96kBgRBsbIAAHRG/tOTiIiIiIjofMX/YyMimiOxwMCtKs/AdKGZuGsdaxWzrgHAZXTBoXcAADwxD0LJ3OKrvYHegv1q2FiOtoND2VzvolosOEtaq1cjmlQO8IoqMWcFQj6RZATH3ccxHh2Hy+jCZudm6NW56YuMVh2AYJ52ZYqX0d7cfaLBBIKeWNED2Z6hMHqOubPb/tEI2kJJbLmqrqSAQynSUhq/7fotBkOD2baT4ydx06qb5hUwkGUZ/We8GOr0ZwZcBQGVzVY0bHDMecVEOpW/hkY6lVtIeCZ6swaiSoSUnlZPIE+6m5SUymkDoMjrP2H/wH5FuyRLeGngJTRaG5dklYggCJjtMrIkwzcaQTySgrlMD3OZ8jVfXX81KowV6PH3QK/WY4tzC6rN1UX3weYyYuu19Qh54lBrRRit2iVbIZOMpzHSE0DEH4fRqkVlsy3vSg69WYO1u6ox0O5FNJCpQ1K7tkzxvaEzauBqsGCsd3L1lagSUdNqX4qXQkRERERERHPAYAER0RypLFpoq01ITMnfLepU0JaQ/mOLawti6Vi2wHG9pR776vdlBwcNagMECJChHOQtlO4EAMxlOmy9ph7e4QggZ+oDaAoM/levtqPrjVFFm61Bi+OeYwgnw6i31KPeUp8zWBlPx/Gbs79BIJEZCOwJ9KDD14Hb1twGjagMljjrzRjrCypWGNgqjDnpeaQCA9alDGSPncsNOMQjSQTGY4uWDqjL36UIFACZGfKdvk6sdayd83mDnhiGOnyTDbKMkS4/7BWGnPRNxbI5DXmLBpdas0CtUaFuXVkmJ/1Em1aF2jX2nH1X21fj8Mhh5fX0DpTrlUWiZVnGaET5WQSAQCKAaCqa9zMvSTIgyxBnqQUhyzIC7lg2vdVcU1ulUxLaDg4j5JlcuVPZbEPjpsnXohJV2Oraiq2urXO6BpBZkbTU6avSSQmnDwwiFsoEa3wjEYwPhrFpT23eVUkWhx7rds0cBGnaXA5ruT5TBFunQkWjBQZzaXUgiIiIiIiIaOkwWEBENA/6DeVQuwxIjccgGtTQ1JghFsipnk6nMTIyglAoBLPZjMrKSqhUKuyq3oVLqi6BJEs5M9FNGhPWlK1Bm1dZ22Cba9uM/VJrVHDVF1HYtc4MtUbEWF8QUlqG1inhuehTiA5m0hMdHTuKLa4tuKL2CsVxbZ62bKBggjfmRaevE+sc6xTtKrWI9ZdXwzMQRjSYgKlMh7IqU04AoqzaBP+YMi2SSiOWlB5nesqTbLOUv33mU8kY7Q1ifCAEQcjktS+vNef0ezw2nvd4d9SNtZh7sCAwlpsiCgD8o7m1Hoql0ohovbgS3UfdiEeSEEQBlU1WOOuLy6k/VVWLDZZyPXzDEai0b9YTyBOU2lG5A+FkGGe8ZyDLMlxGF65tuDbnPgqCgDJ9GTwxj6LdqDZCp1LO3pfSEs6d8sDdF4Isy7BXGtG0xZn3+qlkGm2vDGfrZgiigMZN5SXl9J8wdi6oCBQAwEi3H856c05h5wvN+GAoGyiYEA8n4R4IobKp9HsFZN7T8lozymsLf77kN5/ZC6HYORERERER0VsdgwVERPMgiAI0lSZoKmeemZ1Op3HkyBEEApMD7ENDQ9i2bRtUKhVEQYQo5J8dva9+H8r0Zej2d0Or0mKTcxOabc0L9hrslUbYKzODzy/0v4BoUDlIfWzsGDY7Nyvyy/vj/rznKtSuUolwNcwcvHA1WBANJTHaE4AsydAZNWje6iyYwikfR605J+Cg0alhdeamR5pNf5sXQ2d92e3geAyphISqFmWefafeiXychvztxdLo8/8VXai9WFanAVuuqkMskoRGqyoq5VQhJptu1kFytajGVQ1X4bLay5BMJ2HWFh44vrT6UjzZ82R2AHmiTSUq+9jf5sXolOLi3qEwZEnGmkuqcs453OlXFNiWJRm9J8ZRVm1SBBcm0guFvHHozRo4akxQTVuxUKg4b8gTv+CDBfFI/nRR8UhuuqiFkEwncWDwANq8bRAgYK1jLS6ruWzBan0QERERERFR6fh/ZERES2B0dFQRKACAQCCAsbExVFXlDnBOpRJV2FG5Azsqdyja49EURFHIm1N8rtxRd9728di4IlhQa67FcffxnP1qzDVzvrYgCGjcWI7aVjuSiTT0Rk22zoAkS/DGvDBqjDCoC680cNaZkYikMNztRzopwWjToXmrc9Y0NdNJaQkj3YGc9qFOf06woNnWjFpzLQZCA9m2alM1VtlXzXiNZDyNgTYv/GNRaA0qVK+yZ4M2AFBea8JQhw+J6OQgrkanntMqgAnBRBDt3nakpBRW2VfBqZ1fQKMUOpUuZ4XAdM22Zty+5na0e9qRltNoLWtFlSn3+XD359bx8I1EkIync56HwHgsZ19ZkhHyxFBWlQnyybKMjtdH4Z2SUmykO4D1u6sVKXgKFcpe7ALaS8FSrsdQR267tXxx0iG9MPAC2jyTK6ZOuE8AAK6su3JRrkdERERERESzY7CAiGgJhMPhotsjyQh6A73QqXVotDTmzKqOR5LofH0MIW8MEASUVRnRstWVN694qVwGF4bDw4o2AULOLPkmWxNay1px1ns227ahfAPqzHXz7oN62mz3/mA/njn3DMLJMARBwMbyjbii9oq8KzEEQUDt2jJUr7YhnZKh1ooF05uE/XEMdfgRjyRhLTegerUte10pLeetoZCMpyHLsuKcKlGFd7W8C13+LoxFx+A0ONFia5lxhrQsy2g7OJyt4xCPJBH0jGDdrqps2iW1RoX1l9dgqMOHSCABo0WL6tW2gvUnZjMcHsZvO3+bLSD8+sjr2Fe/D+vL18/pfIWMD4Qw2huELMlw1JhQ2WQtqbi00+CEs3bhghg6oxohT772yQH+4HhMESgAgIg/jrG+oCI4VNFogbsvqAjgWF2GOa1cmUqWZYR9cSTjaVgc+nmt9pgrm8uQKUg8pe6Hs94CW8XCBwtSUkrx3THhjOcM9tTuYUoiIiIiIiKiZcJgARHRfMgyMHwMGDoGyBJQuQmo3QFMG+yyWPKn4JneftZ7Fs+cewaSnBmotulsuHnVzYrULZ1vvBkoePP63qEw+nQqNG0uboA1nAwjkozAoXfkBCK2V2xHt78boeTkzO1tFdtg1VohyzLSKQkqdSZl0nWN12GLcwvGY+OoMFbMO+1OPsl0Ek/2PIlEOgEgM6h6wn0C5fpybHRuLHicqBIhzjDeGgkkcHr/EKR05j6HfXH43VFsvKIGgihArVXBXKafvM9vslcY8g5kqkQVWsta0VrWWtTrCnpiioLPb744jPQEFDUadAZ10e/rbF4ZeiUbKAAAGTJeHnoZrWWtC5b6ZbQ3gJ5jk6tTQt4Y4pGUogDwQnDWmTHcqUx5Za805l1lU9Vig3cokn2vgUx9DKN1stBuJJDIe53wtPdIq1dj455ajJ0LIBZKwVKuR3ltbv2NUqSSabQfGsnWQhBVIpq3OVFeM/cVJHMhCAKat7pQ0WRFxJ+A0aZdtNRK8pv/TSfJEmTIEMBgARERERER0XJgsICIaD76DgGdf5rcDgwCiSDQsk+xm8vlQllZGbxeb7bN4XDA6ZwcCE5KSTzf/3w2UABkagC8Ovwqrmq4CgCQiKZyCqwCgGcwPOugsiRLeK7vObR52iBDhkljwtUNV6PeUp/dx6w14451d6DD24FQMoQGSwOqTFXwDIXRd8qDeCQJnVGD+g0OOKpNqDRVotJUCWCyiHAps8hn0x/qzwYKpur0d84YLJiQltIYDA1Choxac202ODLaE1AMHgOZmeSB8cniwU1bnDj76kg2Z7vBos0Z9J5rcdZ0MnfVwkztCyFfiqlYKoZwMqxIMTUfw125NStGewOoXWuHWrNws+Xr1pZBSsvZAsdlVSY0bs68N8lEGn2nPPCNRKDWqlDVYsWGK6ox2hNEIp6CzWXMqZ8xNXCgbM8dLNfoVKhsscF9LgT/WBTxSBIVTVZo51hLYqjTr3impbSE7qNu2F3GBVktVKpi6lDMl0bUoNnWjC5fl6K91d5asHYLERERERERLT4GC4iI8omHgN4DgP8coLcDjZcB1mn5+GUZ6Hsl99j+w0DjFYBq8itWFEVs2bIF4+PjCIVCMJvNKC8vhyhODoyNR8fzDowPhgezfxZEIbNqQVbOyhVVsw9WH3cfxxnPmex2OBnGUz1P4e4Nd0OjmkzJolPpFAPx0WACna+PZoMBmTRIozDsrYXBrEUqmca5Ex6MD4YgCICzzoL6jY6c4rBzoVXlH8TVivnbp/LEPHi88/HsKgmTxoR3trwTToMTyXg67zGJ2GS70arFlqvqEPTGIAgCzGW6bFAgX3HW3TW7oRGLy11vLTdApRFzggP2KmPOvrIkwzMURtATg96kgbPOPKc0NU6DE4OhQUWbXq2HSTNzce5S5LuvsiRnUkItYFp/USWiabMTjRvLIcuyoiZFx+ERBN+sU5BKpNFzzI3mbS40bSkcTLOU61FWZYJ3eDIVkcGihashd3a/LMtoPziC4PhkIe2xvhA27qnJCRhIkoxYKAmtQVUwWBKYVpAbAKSUhJAvlg1czSQtpTESGYFG1MBpcM5plYMsZwIvo70BpFMyyqqNqGm1L8gzXMi+un0AgG5fNyAAq2yrsKduz6Jdj4iIiIiIiGbHYAER0XRSGjj6UyD85kzs0Bjg6QYu+hBgdin3TeYO9CGdBKSUIlgAZAIGLpcLLpcr9xgAFq0FgiBkZ6tPsGqt2T9rdCo4qk3wDCoLvFY0WjGbbn93TlsincBAaABNtqaCx40PhrOBggmyJMMzEEbtWi16jo1n+yMjM5McAhYkfU61qRoOvQOemDLpfDGrCl7of0GRTimcDOOF/hdwa+utsFUYFAPDQCYQY3MactryFXh9ceBFReDlhPsEZFnG3vq9Rb0ulUbEqh0V6D7iRjKeAgQBzjozKqe9j4UK7264oqbkwta7qnfhfzr/BylpMt/+7urdC5aCCABsLmPOZ9Ng0UKrX5wc/IIoKFLWRIOJbKBgqrHeIFz1+VOBAZmVIasvqoB3JIKQJwa9WYPyWjNU6tzB8oA7qggUAEAylsJobxB1a8uybZ6hMHqOu5GKpyGqBFStsqN2jT1nMF+rVyOMaSmp3myfzXB4GE/1PIVwMvP5qDJV4YbmG/IWAfePRTDU6UcylobNZUDNmsnVHmPngor0UUNnE0hEUli1oyLbJssyIv4EJEmG2a7Lu4JIlmVEAgkIggCDRTNj4EKv1uP6puuRSCcgQFAELImIiIiIiGh5MFhARDSdp2syUDBBSgGDrwNr3j7ZJgiAYxUw3qHc11YHaEoveGrSmLCxfCNOuE9k20RBxEWVFyn2a97qhForwjMUhkolwtVgQfXq2dPI6FT5U4sUap9QcLxPANIpKWfQHQDc/SE0biqfd6FSURBx46ob8crgK+gP9cOkMWFHxQ5F6qR8JtIPTTccHkYynYSz3oKAO5Yd2BZVAho3OaE1zP7XYkpKod3bntN+xnMGe+r2FJ1GxV5hxNZr6xENJKDRq/IODoe88ZzCu/FIEqM9AdROGZguRpWpCneuuxPt3nakpBRW2VcteJ2Jho0OxMLJbD0GrUGNlu2uJStYK6Vz8+ADmc/pbARRgKPaBEf1zCstYqFUgfbJehCJWEqxGkdKyxhs98Jk06KsSnn+qlU2+EYjioBcWZUJBsvMq2dkWc4W/p4wHB7GwaGD2Fe/T7FvwB1F28GR7IqkaDCBkC+O9ZdVQxAEjHQHcs4/PhhG/YYUtHo1ErEUzr46grAv877qjBq07qxUpG+KR5I4e3g0+94bbTq07qyEbpZnqtDqISIiIiIiIlp6DBYQ0coU8QCjpwBBBCo2AAb75O8SuYPfBdtbrwNivsnggqEMWPuOOXdrT+0eVBor0R3ohl6lx8byjXAZlSsRVOpMCpZSZ+5vcm7KWV3gNDhRZapStPnHIhg860c8koS13ABnvRmCKCgGMwVRQHmtGZBzMiJl5B+znROTxoRrGq8p6RhREGFQGxBNKWeA69V6qEQVxDdnkkfX2hEPp2Au05WU2idfcVYZcmZVSAnj4qIowGQvHKyJBvMX3o0UaJ+NRWvJCT4VK5gI4vT4acTSMTRaG9Fgacg7S37jnhpE/Amk0xIsZfoFrWExG6NVC51Rk60zMcFRs3CplsyO/O+XxTEZIPSNRHJW4wCZ1QbTgwUWhx7rL6vGcFcAyXga9goDKptnXynkjXvhj+fWiOgN9Oa0jXQHch7UkCeGsC8Bc5kOqUSeYIosQ0pljjl30pMNFACZwEDXkTFs3FOT/Qz0HHMrinZH/HH0HHNj7aXK7xciIiIiIiI6fzFYQEQrz+gZ4NRjwEQh4Z79wObbAEdzZtvRkgkiyNMG0MpX557LYAd2/iUQHMrsb6kBxLnn+RaETP77tY61cz5HIfWWetzQfAPeGH0D4WQY9ZZ6XFJ1iWLAN+SNo/3QSHag090fRMgXw6qLKjBwxotoMAGjVYu69Q7oTZm0IWVVxpzZ7846c1GzyaOhBJKxNExlugXNjy4IAnZU7sD+gf2K9u0V2xUz/w1mLQzm0mY2q0U1VtlWocOnXFGy2r46W0B5oRQKJMwUYFgM7qgbj3Y8mq2pccJ9AtsrtmN3ze6cfQVh5gDIYhJEAa07K9H5+iiiwUQ2qFW92r5g1zDZdKhaZcNw5+RAvaXcAOeU+gb50hfN1G4u02P1RaWtRtKr9BAg5ASu8qUgSiby1+hIvdleVmXMpA+beh6LFjpT5p+JvtFIzrERfxzJWBpagxrptAR/ntoL/rEopLSEdErGWF8Q8XASlnIDHDUmiEsYRCIiIiIiIqLiMFhARCuLJAGdf1IGAqQU0PXsZLBAbwXW3gCc/UOm/oAgAFVbgMpN+c8pCLnFjwuIJCNIpBOw6WxLlpplqmZbM5ptzQV/P9obyJkRHQslIQoCNu+rgyzJOTPFm7dkiqpOpCMqrzWjfoNjxn6k0xK6Xh/LHqPWqtCyzQV75ewFXYu1xbkFJrUJZ7xnIMsy1jrWotXeuiDnvrLuSsiQ0eXrKlicNZQIIZwMw2lwzjmIYLLp4Gq0YmzKQK7RpkNFY+H8+4vhtZHXcopvHxk7gi2uLQtaIHkhGK1abNpbi3gkBZVGhGYOxaBn07ChHOW1ZoQ8cehMathcBsXzbK8yQmtQIxGdTFkkiAJcDQv3vhk1RqxxrEGbp03RvtW1NWdfe6URIY+yloNKI8JSnglQ1K0vQzySzA7460warNpRkX1NGq0K8WmpnESVkA1+iIKQt2C3Si0gGU/j9IGh7L0YOxeEd8iE1RdXLMt3IBERERERERXGYAERrSypGBDLTd2B4Jv5vCcGr6q3AM41QGg4k1JHpcZ8cuskpST+dO5P6PJ1QYYMh96B6xqvQ7mhfM7nXAzTB/smpN5sz5dSRq1VYfVFFUinJQgAxCJWCIx0+RW1DlKJNDrfGMW2axsKzr4ulSAIWF22GqvL8qwImSe9Wo+3N70dyXQm3c3U4qxpKY3n+p9Du6cdMmQY1AZc03ANGqwNc7pW0+ZylNeYEPTEoDdpUFZlLOoeL6TpBaaBTM58X9x33gULgMx7P7HyZbGYbDqYbPlXUKhUItbtqkbfGU/2fatdYy+4/1ztq9uHMl0ZOv2d0IpabHJuwir7qpz9qpqtiPgT2RodE8G5iWdNrVFh7a5qxMJJpFMSjFatYiC/apUNvceVdVxcDVaoNJnjBVFARZMVQ2d9in0qm20YPRdUBE0AwDscRsgbz6ZuCiQCODF2AsFkEHXmOqxzrFvwVTpEREREREQ0OwYLiOgtIZFIYGRkBKlUCk6nExZLgRm8an1m5UBsWkFPsyu3kq+oAgZeA8beLGarNQLrb5pcgVCCV4dfRaevM7vtiXnwh94/4H1r3zfj7Nq+QB+OjB1BJBlBvbUeF1deXHJB0EgygmPuYxiPjsNpcGKzczOMmvwz+MuqjTkFi0WVAFtFbmqT6UpJI+QbyU1Zkk5KCHpisFfk9i0RS0FUCVBrzq8BxKlBggknxk8oZntHU1H8ofcP+LMNfzanYq6CIMDqNMDqnP09WCwVxgp4Y15Fm0pQoVx/fgW7zid6swatF1cu6jVUogo7KndgR+WOGfcTVSJWX1SB2LoyJONpmGzavAGnQgGWikYLVGoRY+cCkNIyymvNqGxS1lWoW1MGjVYFd38mIOGsM6Oy2YqOw6N5zxkNJmBx6OGP+/Gr9l8hns7UO+j0daI30Isbmm/gygMiIiIiIqIlxmABEV3wQqEQjhw5gmQyM8u7p6cHra2tqKury91ZFIGWq4DT/zNZ8FNUZdqm6zs4GSgAgEQkU+tg9z1vrjQoXpevK6fNG/PCG/fCoc+fsqc/2I/Hux7P5iQfj41jLDKGm1bdBEEQEAkkMNLtRyKWhs1lQEWjJWcAMJFO4Ddnf4NAIhMc6Q30osPXgdvX3J534Lq81oywL5FNR6TWqdC8xbngqVzUuvyBBY1OeZ1YKInON0YR9sUhiAKcdWY0biqf08z6WDiJsb4g0kkJZVUm2FyFB9+9MS8ODh/ESHgEDr0DO6t25hSCLmR6EWkg8z4MhAZmTAF1Pru48mL0B/sRTk4GknbV7IJeXTjPfiycRP8Z75sz69WoabXD5lq4NFNUOr1JM6cVF4KQefacdebC+4gCqlpsqGqxKdpNZbqcACSQqdMAAEfHjmYDBRN6Aj0YjYyi0rS4wRYiIiIiIiJSYrCAiC543d3d2UDBhK6uLlRVVUGtzvM1V7kBMLmA0VOZQsaVGwFjngF799nctmQUCPQDZU0l9VEj5h+gK9QOAMfGjuUULx0IDcAddcOYtOL0/iFI6Ux6IP9oBAF3FGsuUQ5ot3vbs4GCCf64H2e9Z7HRuTHnmoIgoHFTOWpa7UjEUjCYNYuS8qaq2ZZZXSBPvj5LuQFG62QAQ5ZlnD08gmgwkytflmSMnQtCo1ejbm1ZSdcLeWM48/Jw9n6N9gRQt86BmlZ7zr7xdByPdTyGSCpT1DWcDGMoPIT3rnkv7Prc/afTq/IPoBdqL0Y6KWGkJ4CQN5PSprLZCp1xcdPsTGXT2XDnujvR4etANBVFo7URToOz4P5SWsKZlyfz1CdjKbR7R7Dh8pplK35My6Oi0QLPYBgR/2RAoLLZln3W/fE8aeEA+OK+koMFPf4evDryKvxxP2rNtdhdvbuoZ5aIiIiIiIgyGCwgogteKBTKaUun04hEIrBarXmOQCbtkHnvzCcukKqnYPsMNjk34fn+5xVtjdZGWLSFC55GU7mpegAglooh2IXswPcE30gEYX9ckRc9EA9MPzzTnshtHw4P46T7JGLpGFpsLVjrWAtRWJzc+FanAWsvrcRwVwDJWAo2lxE1rXZF2pFoMJkNFEzlGQyVHCwYaPfl3K/Bsz5UNFlyUht1+jqzgYIJKSmF057T2F2ze9ZrbXZtRre/WxHocRldRa9MmE6WZJx5ZQhh3+Rgq3sghE17aqE1LN1f41qVFhvKNxS1r28kmpOnXpZkjJ4LopnBggueLMto87bh1PgppKQU1pStwRbXlrzfF2qNChuuqIF3OIx4JAVruV4RMKo2VaMv2Kc4RoCAanN1SX0aDg/j992/zz533f5ujEZG8f71758xKEtERERERESTGCwgogueyWRCLBZTtKlUKhgM88zxXncx4JmWPqisETBXFH0KOSUh7Y9jra4Vcp2M4+7jSKQTaLY1Y1f1rhmPbbQ2YiQyomjTqrSoMlWhIzqW95h4JKUIFtRaanFk7EjOfnVmZYqmvkAfHu9+HPKbM/17A70Yi47hyrori3mZM0q/OUg/vaaBzWWcMS2NqMqfr1zMU2R5NvmCDlJaQjySgtqmDBYk0rn7ztQ+Xa25Fu9oeQfeGH0D4WQY9ZZ67KzaOef8677RiCJQAACpeBqjvZnVEQtJkmSkEmlodKp55YtPp/IXyi5UQHshxMJJQAZ0JvUFketekmT4RyNIJSXYXAZo9RfOP8mOu4/jpYGXstvuqBuhZAhX1F6Rd39RFFBekz+F0RbXlmzaoQmXVF8CqzZ/oDedkiCIQs73wKnxUzkrscLJMM4FzuUt+kxERERERES5Lpz/MyUiKqC5uRl+vx+p1ORM5qamJmg085tNKtubgU23Qeg/BCTCQPkqoCn/YFg+ydEIoqfGIb85QNriqsDGzXdAKDKtz9aKrRiLjmVz4OtUOlzbeC00Kg2sTgOC48oAiSAKsDiUqW4aLA1Y51iHM54z2bb1jvWosyiDBa+NvpYNFEw4OX4SF1deXLAY8mxSiTR6jo/DMxSGIGTqITRuKodKXdzr15syrzPgVq6wcDUUWC0yA5NdlzPTXaUR8+Zvb7Y14+XBl3MGHltsLYrtSDKCE+4TCCQCqDZXY23ZWqjFzF+rjdZGNFobS+5nPvFp/c62R/K3z9VobwD9bV6k4mnoTBo0bS6fc40BW4UBgihAlpT3sKx65vMFxqMYHwhDAFBeZ875POeTjKfR+fpo9nNisuuw+qKKWdM0BT0xeIbCEFUCXHUW6M1LN/s8EU3h9MtDiIcz6dMEUUDLdlfBAfXzzZHRIzltJ90ncWnVpXmLfs9Eq9Li1tZb0RfsQzARRK25FmX63JVD8UgS3cfcCIxFIapFVDRaUL/OAeHNoEFKyv88JKVk3nYiIiIiIiLKxWABEV3wLBYLdu7cieHhYaRSKTidTtjt9jmfLx1OInZ6HClvHIJGD13ju6BtspY0W1lOSYiedENOTQ6WJseiUJ0LQtdsm+HISRpRgxuab4Av5kM4FUaFsSKbTqOq2Qb/WBQhTyZgIIiZWgPTCwQLgoCrG67GFtcWuKNuOA3OvLnmg4lg7muQZYSSoTkHC7qPueEdCr95LsDdF4QgCmjeUjjX/XSrLqpA3ykPvMNhqNQiKpttqGgqnLqpkLq1ZQh6YkjF05kGQUDDhvyBC5vOhqsarsJLAy8hkU5AJaiwo3IH6q312X3CyTB+1f6rbMHfdm87unxdeFfLuxZ8Vru1PP8KGatznitnpgi4o+g55s5ux8NJnH11BFuurp/TjHetXo1VOyrQc9yNVDydLX7rqDYVPGbsXBDdRydXzIyeC2LVdhfKa2ceQO89Ma4IKIV9cXQfdWPd7sJpbEa6A+g9Mfl6R7r8WHNJ1YLe05n0t3mzgQIgk6Kp9/g47JXGnBU456NYOpbTlpbTSErJkoMFACAK4ozBtUz9ktFs3QMpJWG40w+NVoXq1XYAwCr7KnT4OhTHqUX1ggXtiIiIiIiIVgIGC4joLUGv16OpqWne55ElGZE3RiG9OZtbTkqIdfgg6FTQljDrN+WNKQIF2XZ3tOhgwQS73g477Io2lUbE+suqEfTEkIylYSnXzzioWyhIMKHWXKtYfQAAerUeDv3c0tykkxK8w5Gc9vH+EJo2lxc9oK7RqtCyzQXANad+TDBYtNiyrw6eoTDSSQn2KiMMZm3B/dc51mGVbRV8cR8sWgv0auUM9+Pu49lAwYS+YB8GQgM5qzbmy2jVomZNGQbbvdk2e6UR5XULNwt9fDCc0yalZXiHI6hsKn0lBwA4qk2wVxgQC6eg1aug1qoK7itLMvrbvNMaZfSf8cJRYyr4eZFlGd7h3L4H3FGkEum810ynJfS3eRRtUjpz/Q1LFCyYvioIyKzEiQaSMJcpazrEwkl4BkOQZaC8xrykKyAKabQ2otPXqWhzGV0wqBfn/kWDSUWB5Anu/lA2WNBia8HOqp14Y/QNpKQUzBoz9tbvXbQ+ERERERERvRUxWEBENEXaF88GCqZKDoVLChaIuvwDo8IMA6alEgQB1nIDZFlGX7APnoAHFcYKVJuqS57dfmn1pRgOD8MX9wHIzMjdV78vm1an9M4BgpBZUTC9fbmotSpUNBY/8K1RaeAy5g9STNyn6fxx/4IHC4DMyghnrRlBbwwGswYmu25BVzAUOtVc6kMojleJMFoLB2UmpNMSkrHc5y4eydQhmOlzo1KLSCXS064rQChQ8yIZS+etnZCvrsVi0ZnUmdc2hSAK0BqU3w/+sQjaD41k0zkNnvVh9UUVKKsqvEJjKVxRewUCiQDGIpmVIFatFVfXX71otSIKnXZquyAI2Fm1E1tdWxFJRmDVWRetQDsREREREdFbFYMFRLQiyJKM5EAIqfEoBI0K2noLVEUMYs6VaNFCXaZHyjs5g1gQAG1D6Sl0ZpKW0nii+wn0Bfuyba1lrbi24dqSBu5MGhPet+596A/2I5aOod5SP68ZuSq1CEe1CeMDIUW7s858QRSfnU2VsQpdvq6c9kpT5YJeZzQyitdHX8/kcjfVYnv1dhimrXIIJ8OIp+Mo05XN+d666i0Y7Q0qojsqjYiyqrmloCqVSi3CYNHmDNib7LpsTvp8BEFAZZMVA+3KVQnOekvBdD5agxpqnWoyJdWUay0UWZYRcMcQGI9CZ1CjvMYMlWayPzWr7QiOxxQ1HSoarTmrg/pOeRT7yJKMcyc9sFcai36vI4EEQt4YDBYtzGULE2QyaUy4rfU2uKNupOU0KowVizowr38zQDa90LezPvf7VKvSQqtavO92IiIiIiKitzIGC4hoRYidGkdiaDJdSXI4DOPFlVDblAOEKrsOokGds7pAM0Ou9XwEQYBxmwvxbj9SnhhEnQraBivUZbMXbC1Fh69DESgAgLPes1hXtk6RY78YoiCiwdqgaEvG0xjtCSAaSsJk06Ki0aoY9JxJ02YnBFHA+EAIgiDAWW9Gw4a5pTU632ws34gufxeGw8PZtq2urTOmeiqVO+rGI2cfQVrODGqPRcbQH+rHbWtugyiISEkpPNv3LDq8HZAhw6az4brG61BhrCj5WhNFgQfavIiGMqlwGjaUz5g6aCEJQqbmRvurI5BSmVn/Ko2Ixk3lsx5b02qHqBIw1heCLMkorzOjptVecH9RFNC4sRydb4xlgyMqjYj69Qv32ew9MY7RnkB2e6jDj/WXV2eDAVanARuuqMFobxCpRBplVSaU1yq/Y2RJRiSQu9ohHkkinZKg1sz83shyJrAw0u3PttmrjFh9UeW8V4wAmfes0MqbhSYIAlovrkTPCTd8I1Go1AIqm22obJ5biiwiIiIiIiLKj8ECInrLkyJJRaAAyAzEJXr8UG9VDqwKogDj9grEzngyg/xaEdpGKwSDCtFT44AMaKqMUBcoOqs4l1qEvrUM6VQSwx1nETh9GgaTGVWta6E3LUy++ZHISN724chwycGC6VKJNE69NJhNl+IZzOS233B5NcQiirCqNCJatrkyBY0FzGtGczSUQCKahrlMl7co8VLTqDS4ZfUtOBc4B3/CjxpTzZwHTmVZhmcojPH+zCoMZ70FjmoTTrhPZAMFE9xRNwaCA6i31uP1kddx1ns2+zt/3I+nep7CXevvmtMsb0e1CY5qE2RZLvq9kmUZoz1BDHX6kIynYa8womGjAzpj6Xn1rU4Dtl5dD+9wGIIgoKzKWFSwQhAFVK+2Z3PXF6O81gyTXQfPUBgqlQhHjSmnOPhUsixjfCCM0d4ApLQMR40JVS22vIPu0WBCESgAMgP8I90BRUDCZNOheUvh1QyCKORdbaEzaop6BsK+uCJQAAC+4Qg8gyE46xZ2hdNS0BrUWLOzKrPSYp7fJ0RERERERJQfgwVE9JaXrwZBpj2dt11l0sB0USXktAyIQGokgsjh0ezvE4MhGNY7oC1iwE2WJJx64VkExzO5vb0ARnu7sfW6G6AzlrZaIRlPA0Km6O8Eu86ed98yXVlJ585nrC+Uk1c94o/DOxxBeW3xwY6Z0sjMRkpL6HxjDN43gz0qjYjmLS44ahYvZ7ssyxgMDyKUCKHGXAOLNv/7LAoimmxN877ecFcAfafGs9u+kQgaNpUjIucWiAaAcCpzL7r8uWmQgokgxiJj80qHVMogrGcwjN4T7uy2dziMWDiJTXtr5zSYq9GVVldiQjolwTMYRjyShKXcAKtTP+v19SYNaooMMIydC6Ln2OTrjPjjiEdSmUDYNPlWA0wcU6r69Q6cPTxZs0AQBdSvdxR1bwN5iigDQMAduyCDBRPm831CREREREREM2OwgIje8lQ2HQS1ADmlrLardsycEmiiQGqs05fzu3inH5oa86wDV77R4WygYEIqEcdwx1k0btk2e+cBJGIpdB8Zg38sCggCyiqNaN7qhFqrwjrHOpxwn1AU3K00VqLZ1jzjOb0xL46OHYU/7keNuQZbXFugUylnOcfDybzHxgq0lyKZSKPvlAe+0Qg0WhUqm615B4lHeoLZQAEApJMSuo6MwerSz5qGZS4S6QR+1/U7DIWHAAACBFxRewU2uzaXfC5ZkuHuD8E/FoVGr0JloxV6syZnn6EOX86xQ2f9aNjegJ5Aj6JdEATUWzIrRgrlZV/KfO1j54I5bdFgAiFvHJZZnq+FkkykcXr/EGKhNwfpz/pQ0WhFU56B/Lka7vLntLn7gqhfV5az+qFQQWejtfSaCPZKIzbvrcP4QAgygPIaEwyW4t5ffYHVHXpT6as+iIiIiIiIaGVgsICI3vIEtQj9unLETo1nZ+iqLFpom2afwSzLMqRI7soEKZEG0hIgzjxgHQ+F8rbHwvnb8+k55s4ECjIdgnc4DJVaRMt2F7QqLd6z5j04PX4a47FxVBgqsM6xDmk5jWQqCb06d8DWH/fj12d/jUQ6M7g6EBpAT6AH72l9jyJ9jaVcj9HeQM7x8x0ElmUZHYdHEHxz5nMqnkbPMTdElQhnnXLFgm8kd3a9lJYQHI+hrGruqwvCvjgG2r2IBBIw2XWoXVMGo1WLY2PHsoECAJAh46XBl7DKvgpGTWnFfruOjmVTCwGZgfUNl9coBpMlSUYqkbvCJRlPYZN9HYYiQ9lUQ2pRjT21e2DSZF73xvKNipoJAFBnqUOZvvCqklg4iVg4CZNNN2PanWJJkpy3XS7QvhhGuwOTgYKJtt4AXI0WmGwLU7Q4Gc99j2RJztQOmBYsMFi0cDVaMTbl2dEa1KhsmVt+fb1Zg9q1pa8UslcZYbTpFCsatAY1XAtcZH2CLMvo9HWiO9ANnUqHDeUb5l3DQ5Zl9AX74I664TK4UGepY/ohIiIiIiKiRcRgARGtCNpqE9QOfbYOgapMX1Q6C0EQoLbrkPIpU4iozBqgiLzh1or86WBsruKK0KaTEnyj0Zz28cEQmrc5IQgCdCodtlVsAwAk00k81/8cOnwdkGUZ9ZZ6XNNwjWKg+4T7RDZQMGEsMoa+YB8arY3ZtrJqE+xVRviGJwfsXQ0WWMrnFyyIBpPZQMFUo72BnGBBoQHt+RTejUdTOP3yULaQbiKaQnA8hs1X1WEgNJCzvyzLGAwNYnXZ6qKvEQ0lFIECAJBSEoY7/WjZPlnbQKUWYS7TI+RV3g9LuR4ajRrXNV6HnZU7EUgEUGmqVKz+WOtYCxkyjo0dQzQVRbOtGZdWX5q3P7Iso/f4OEbPBQFZzqazqWqxFf2a8imvNSPkUfZda1DDvESrCgAgXCC9T8SfWLBgQVmlCe5+5SoKg0ULrSH/P6OaNpejrMqIgDsKrUENZ515UVbCzEQUBazfXY3R3gBCvjgMZg0qmqwLEiTK5+XBl3Fk7Eh2+9T4Kdy06ibUmGvmdD5JlvBE9xM4FziXbWu2NePtTW+fU00OIiIiIiIimh2DBUS0Yog6FbTVpc9G168tQ/j1UcjJzOCyoBagX1tc3nCj1Yb6DZvRd+p4ts1eWY2K5lVFdhoQBECeNlFbVOW/9oHBA4qit33BPjxz7hncuOrGbFswmZs6BgBCSeXgtigKaL24EkFPDNFgEma7Dib7/AdfpbSUvz2V217ZbIV3OKyYqW526GEum3s/3H3BnGulEmmMD4QK1iew6kqbFR4LFZ/CqXFzOdoPjSAZy6xg0RrUaNw0OSPbrrfDrrfnPd86xzqsc6ybtT+eobBilYgsyTh3chy2CgMM5rmnLapotCARSWGkJwApLcFo06F5qzNv4d/FYrBq865AKZQOaC7qNzgQiySzgRGdUYOW7a6C3wGCIMBeYYS9orTVKPOVSqThGQojnZRQVmWC3qwpqfDzXEWSERx1H1W0SbKE10ZemzFYkJSSECFClWeFVpevSxEoAIBufzd6Aj1osbUsTMeJiIiIiIhIgcECIloR5JQECICgKn1Gqsqqg+XyWiTHIoAMqF0GiCXMbK/fuAXOhiYE3GMwWCywlBceZMy5tkpEea0Z7j7lAL+rwZL3HGd9Z3Pa+oJ9iKaiMKgNmf6Y69Hlyy2OW2euy2kTBAHWcgOs5Yai+lsMk00HnVGTUzw5X9Fii0OPtbuqMNzlRyKahs1pQHWrbV6pSNLJ/MGKdFLC1qqt6PR1IilN9q3B2gCXwaXYNxpM4NwpD0LeGHRGDWrX2BVpkcxvrlyZno4nXwonk02HrVfXIeDODERbXYYFH2z351mdMtE+n2CBIAio3+BAzVo70kkJGp1qQdLEJGIpuPuCSMTSsLkMsFcaC563sskKz0BY8XkqrzMvSGBrgkanwvrLqhENJiGlJZhsuvOu0G4kkMCZl4eyaa36znjRvNUJV/3iFzMOJUOQp0c0AUUtlanCyTCe63sO5wLnoBJVWO9Yj8tqLlMEDUYjo3mPHQmPMFhARERERES0SBgsIKK3NCmWQvTUOFLjMQiiAE2NCfo1jmzx4nySYxEkeoOQk2monQbomm0QNCK0NeaCx8zGYLHCYJlbzvLGzeVQaUSM94cgCAKcDWbUrsmfwzxfeg4BgqJ9nWMdzgXPodvfnfm9IGB39W7YdPNLSVMsQRSw+uIKdL0xhmgwAUEUUF5rRtUqe979FzpYYa8y5i1YW1ZlgtGQqQFxfOw4gskg6i312Fi+UTFQnU5JOPPyMJLxzEqAiD+Os4dHseHymuyKB41OhfoNDpw76ckuCzFatahanf8eiyoR9srFm4VeKPXMQqWkUalEqGYJxElSGkG3G6JKBbOjvODgfyyUxKn9g9lB79GeACqarGjanD//vVavxsY9NXAPhBCPpGAt1y/KjH5BEAquVpBlGcFkEAaVARrV8hQQ7m/zKOtfyDL6TnngqDHN+t7MV5m+DDqVDvG0MiVUjSn/qoI/9PwhWxskJaVw3H0cOpUOl1Rfkt2n0Goah96xMJ3OQ5Zl+EYi8Axl6sK4Ghau7gUREREREdGFgMECIrpgpNNpeDwepNNpOBwOaLWzz4iOHndn6w3IkoxEfwiCRoR+df7B9uRYBJEjY5PXDCWRDiZg2pG/9sDEeeVEGoJGNWMQYq5UKhGNG8vRuLF81n3XO9bjjdE3FG2r7KsUue5Vogo3NN+AscgY/HE/qkxVMGtnDoRIaQnptAy1Rpxx5njIG0dwPAqdSQN7pbHgDHmTTYdNe2sRj6Sg0ojQzKMGQams5QbUr3dgoN0HKS1BpRFRt86RHQh26B3YW7+34PG+kUg2UJAlyxjrCyrSI1U122CvyOSt1+hUsFUUvh+LzdVgwWhvQLGqQmfSwF61NGlywj4vzux/HvFIGABgtJVh/RX7oDPmXn+ww5dT9Hm0N4iqFhv0pvwD8WqtClXNhYNdYX8cY+eCkNIyHNUm2CoMC1Yoty/Yh+f7nkcgEYBG1GB7xXZcVHnRkhfiDXsTOW2pRBrxcGpBUzLloxE1uLLuSjx97unsCgOL1oKd1Ttz9g0kAooi4hPavG2KYEFrWStOuE/AHXVn21xGF1bZi0zhNgcD7T4Mtnuz22PnglhzSRVsroULVhIREREREZ3PGCwgogtCNBrFkSNHEItlUrWIooiNGzfC6cw/2xgApGgqpzAxACSHIgWDBYlzufn8U+MxpEMJqPKka0mORhBr80CKpSFqRehW2aGtW/y0H4VcUpUZbDs1fgqSLKG1rBWX1VyWd1+X0QWX0ZX3dxNkWcZguw/D3X6kk5M56fPNtu09OY6RKTP2TXYd1u2qhkqTf1azIAgFB38XW/VqO1yNFsQjKeiNmoJ9zEdK56ZbybTnpjfSmzTZ1xhOhpFKppZsBcf0fqy/rAZDHT5EQ0mYy3SoabUv+oxzIPMZ6nj15WygAAAifi96jr6OtbuvyNk/b70HWUYslJzT58U/FkH7oZFsSih3XxB16xyoabWXfK7pYqkYnux+Mpu2KiklcWj4EBx6B1rsylQ5w+FhnHSfREJKoMXWgjVlaxY0oGCwapAcUwaxRLUIXYEizAuttawV1aZq9AZ7oVfp0WhthFrMvbaAAnUeprVrRA1uWX0LznjOwB11w2VwYZ1jXd5zLoRUMo3hTp+iTZZkDLR7GSwgIiIiIqIVg8ECIrogdHV1ZQMFACBJEtrb2+FwOCCKBQY8C43DzTA+JxfIZ5+vXYokET02li0+LCUkRE97IJq1UC9QvnQpmkKiLwgpmoSqTA9trXnGugsqUYXdNbuxu2b3glzf3R/CwJSZthF/HO0HR7D1mjqIU/oRCSQUgQIACPviGO0NLEmB1blQa1RQ20pf0WCvNEJUCTlBA0eB4tnxdBxP9z6N3kAvAKDCWIG3Nb0NVu3MaanSKQmjvUGEvDHoTRpUNlmhncfAr9GqxaodFXM+fq6SsSjCPm9Ou3doIO/+RpsWIW9M0SaIhVMAzWagzZdTO2Kww4fKZitU6vkFS3oDvYr6FhPO+s4qggU9/h78vvv3kJHpR7e/G+Ox8YKBvLmoXVOGkCem+FzWttpLCoTNJp2SkIynoTOo89ZsMGvN2Fi+ccZzWLQW1JprMRBSvv9rHWtz9tWqtNji2jK/ThcpEU3nDQTmK0pORERERET0VsVgAREtm3Q6jVgsBp1OB7V65q8jn8+X0xaPxxGNRmEy5R+kFfVqqMv1SI0rBx5nqj2gdhmQDirTeYhaFVTW3MH/5FgUeWp6IjkSVgQL5KSEWIcXqdEooBagrbdAW5+/QPFUUjSF8KEhSIlMoCI5GkVqNArjRRVLluLEMxDKaUvGUwi4Y4oc+9MHd7PteVZ2XOg0OhVWX1SJnuNuJKIpiGoRNavtBWsOHBg4kA0UAJnCrc/0PoN3t7674DVkSUbbwWGEPJP31d0XwsYra6DVX1h/das0GoiiCpKkTC2k1ecWewaAmtV2+EejioLFNa32OQdK8g32SikJiVhqXsWdARSc5a4WlO2vjbyWDRRMODZ2DDsqdkCvzn8fSmVx6LFpbx3G+oJIJyU4qk2wOhdmRvzECqOhTj+ktASdUYOmLc45z7i/rvE6vDDwArr93dCIGmwo34CLKi8CAESSERweOYzh8DBsOht2VOyYdQXUQtCb1FDrVEjFlZ/TfEXJiYiIiIiI3qourBEHInrLGB0dxdmzZ5FIJKBSqdDQ0IDGxsaCg+B6vR6JxLRBfFGctW6BYZMTsTZPZqBeJUBbZ4a2yQopnkJqPAZRp4KqTJ+dJatrskIKJZAcjWauoVPBsMmZtxZBvpm1+dqjJ9xIujPnQwKItXkhCJmgwUwSfcFsoGBCyhtD2huHeqkGsAq8H9Nfo96cPz1MofYLnb3SiK2uesSjKWh0qhlnqHf6O3PahsJDCCfDMGnyB7r8Y1FFoADIBGlGewKoW7d4BV4Xg0qtQdWqVgyePaNor1m7Ie/+WoMam/bWwjMYRjKegs1lhGkeK3XMDh18wxFFm0avhs44/89mo7URJo0J4eRkiiUBAtaXr1fsF0zkpjeTZAnhZHjBggVAJt1U/SJ8PjxDYcUKo3gkibOHR7Dt2nqoNaWvzjFqjLi+6XqkpTREYbIOSlpK49GOR+GL+wAA7qgbvYFevHfNewsWPC4k7ItjpCeAVCINe6URrnpLwe9sIFNkvGmTE51vjGZXomj06kW5n0REREREROcrBguIaMnFYjGcOnUqWwgznU6ju7sbFosF5eX5i/g2NTXh+PHj2WMAoL6+HhrNzAN+olYF42ZX9jhBEJAYDCF2ajy7KkBl1cK4vQKiVgVBJcK4tQJSJAkpKUFl0RYcYFJXGiF0+CCnJgf0BVGAZko6GimamgwUTJHoD84aLJCiqfztkSSwRMECV4MF/lHlQKvOqIG1XHl9i0MPe6URvpHJfbUGNSqbZk61cyETxOJqLmhEDRJpZaBLEASohMKDrLFI/tQn8Uj+z8T5rnHLduhMZoyd64GoUqGyZTVcDU0F91epRbgaFqb2R/06B8LeRLYotSAKaNxUviDFptWiGjetugkHBg9gMDQIq9aKi6suRo25RrFfjbkGHb4ORZtJY4JdZ5/ztWVZXroVRoPhnDYpJcE/GkV57czF0SeMRcZw2nMaKSmFVnsr6q31UInKZ6A30JsNFExISSmcGD+BK2pz61sUEhiPou2V4eygv28kgpA3jpZtM69QcNSYYHbUwzcSgUotwl5lXJK6HkREREREROcLBguIaMm53W7FoP+EsbGxgsGC8vJybN++HUNDQ0ilUnC5XKioKD7/+sSgmpxMI3bGo0gflA4kkOgNQN86WfRYNGow2xCRqFXBuKMC8bNepP0JiGYN9KvsikLIcp6it5n2/EVyp1KV6ZCcNlCfaV+6tBiOahOatjgxeNaHRCwNm8uAxk3lOQEUQRCw+uJKjA+EEByPQW9Sw9VghUZX+qzjt5pNzk04OHRQ0bbGvmbGGeWFUp9Yymd/74OJIA4OHcRAaCAzeF15Meqt9aV1eoEJoojq1rWobs3NS7/YDBYttlxdB+9wGFJahr3SuKCpnMr0ZXhnyztn3GdXzS6MRkYRSAQAZIIM++r35QyWF6PN04ZXh19FIBFAtakae+r2wGkoXOh9IYh5VlbN1D5db6AXT3Q/kf3eP+M5g8tqLsO2im2K/SKp3O87AIimcgOuMxnq8OfUqXD3h1C7xj7rihKtXo2KxrdukJOIiIiIiGgmDBYQ0ZIrVJ9ApcoMnMmJBNJ+P0SbDeKUNEM2mw02m624i8gyMHwMGGsDVBqgehvgaEban8g7UJ/y5M+5Pxu1TQf1xVUFfy+aNFCZNUiHlDPFNQXy20+lrTUjNRpFako9AF2LDapps9lDiRCOjB3BeHQcLqML21zbYNTMfv5iVTRaUdFonXUmsygKcNVb4JplxcRsErEU3P2hTPqQCuOC5V1fLjsqdkAURJwaP5WdVb2zeueMx5hsOlSvtmOow5dts7kMcNbNPIs7LaXxWMdj2UHpcDKMx7sfx62rb0WlqXLer+V8Iksy0mkJKrU46wx7lVqEs27+KxUSsRT6T3vhH4tCo1eherUN5TPUQJlg1Vpx57o7cS54DkkpiQZLw5zSD/UH+/HMuWey20PhIfy287f4wPoPQKNavJRfrnoLxgfCmBpl1RrURdcsODh0MCdAfHjkMDY6N0IjTva73lIPAUJOfYcGS0NJ/U3kW5Uly0jE0guSfoqIiIiIiOitisECIlpyTqcTWq1WUYNAFEVUV1cjeuIkwvv3Q04kIGg0MF56CYzbtyuOl2UZUjABOSVDZdflTxPU+Seg79Dk9ugZYOO7IZhW5e2TOMfiqbMRBAGGLS5ET7iRDiQgCIC60gRdy+xBD0ElwnhRBdLeOKRoCiq7LidQEE1F8euzv87mTB8IDaDb3433rnnvgg8eLkXKk2gwgdMHhpBKZIqMDnf6UbumDLVry2Y8TpZlnHCfwDH3McTTcTRbm7G7ZnfeAVlZkmfMXb7QBEHA9ort2F6xffadp6hf70B5rRkhbwx6kwaWcv2s70FvsDcbKJggyzJOjp9c0mBBPJqprxCPpGBx6OFqMENcwHQuo70BDLT5kIynYLBo0bi5HNbyxQ0qybKM9kMjiPgzRbuT8RQ6XxuFSiUWLG49lUpUodnWPK8+nPGcyWmLpqLoDfRiddnqeZ17JlanAat3VGCww4d4JAlruQH16x1Fv6f+uD+nLZFOIJqKQqOd/J6y6Wy4su5KvDTwEtJyOlv/YU3ZmpL6aynXIzqtUL1KI8JoLb2gtX8sguGuydoHVatsTE1ERERERERvWQwWENGSkGU5OzNdrVZj27Zt6OrqQiAQgMFgQFNTE/SxGLzPPjt5TDKJ8Ev7oamqgqa6GgAgxdOIHBlFOpAZCBL1Khi3uqCyTimAmowBA6/lduLcAaguXgdNlRHJqQVPBUBXKO2EJGWK/M5joFxl0sB0SRXkWBpQCRC1xaceEQQBKqsWUAkQNLkDVG2eNkVxVSAzMNfh68gpsrrc0mkJnoEwIsEETDYdHDWmnLzxA+2+bKBgwmCHDxVNM6c0OjV+Ci8OvJjdPu05jWAyiJtW3ZRt8w6H0Xfai1goAaNNh4YNjmVftRD2xeEZDmdmvteaoZ0WtDJatSUNcCbT+WsdJKRE3vbFEI+mcPLFAaTimffRMxiCbySMNZdWFRVwkiQZsVASWr0K6jzPSsAdRc8xd3Y7Gkyg/dAItl5TD00Jz1apQt54NlAw1WhvoKhgwUKQ5PxpzSTkby+FLMsIuKOI+DPPh9WpDE45akxw1OQvyD2bKlMV+oJ9ijazxgyzJndVxkbnRqyyr8JYdAxWrRU2XZGryaaoXVOGkCeGyMTfEyoBTVucMxYiz8c3GkH7oZHsioqwL46wP441OwuvJiMiIiIiIrqQMVhARIvO7Xajs7MTkUgEJpMJq1evhsPhwObNmxX7hQ8dynt8vLMrGyyIn/VmAwUAIMXSiJ4Yh2l39eTAVjICSOncE8UyM64NG51Q20OI9/qRcscgaERET49Dv7oM6onB43gQaH8KGO8E1Fqg9mKg6Yo5Bw0EQYAwh9ULif4gYme9kFOZ2fDaRgt0q+zZ1xpMBPMeF0qGZjzvUGgIh4YPYTw2DpfBhV3Vu+Ayzlz8cz7SaQlnDgwh7JscbHX3GbD20irFLP/ps4GBzEqAaCgBja7wwP7J8ZM5bf3Bfvjjfth0NkQCCXS8NprNYx7xx9F+aARbrqrLGaBfKiM9AfQenxz0HurwYd2uapjsuhmOmlm9pR4qQYW0rPz8t9ha5nzOUo10+7OBggn+sSiCntiss/99IxF0H3MjGUtBVAmobLKhbn2ZYtDa3Z/72ZZSEnzDkQUripxPOpl/QD6dmr3+yEJZU7Ymp1CyVqVFo7VxXueVJRlnD48oCpSXVZuwekdFSatwEukEXh99HecC52DWmLGtYhtqzDXYXbMbY51jiKUyKdVEQcSeuj0QhfyD93q1HvWWudfZ0OhU2LinFoHxKFIJCVanYU71U4a7/IrUSwDgG44gFkpCb2Y6IyIiIiIieuvhOmoiWlThcBgnTpxAJBLJbh8/fhzRaG7Byqn1CaYSpqSpSLpzj0uHk5Cn5qjW2wF9npUCZU2Z84kC1C4D5LgE0aSBoFUhHUwicnQM6XAyMzh08hHAfRaQpcxKhZ6XgP5Xi3/hM4hHIug7dRxdr78Kz+BA3mLPE68retoD+c3BSFmSEe8OIDU+WcOgzlKX99g6c/52ILPy4Lddv8VAaACxVAx9wT481vkYIsn8xUUXgmcgrAgUAJkZ4t4R5TWNttzPgKgSYLDMPLs+KeWfUT/RPt4fyil4KqUleIbC+Q5bdOmUhP4zHmVbUkJ/m3de5zVqjLiu6ToY1JlBeVEQsdW1Fa321nmdtxSxcP73Ih7Ok0d+imQijY7XRpGMZfaT0jKGOn3wDCrfo4LxukXOLGVx6vOudHBUz222/Vw02Zpwee3l2fRaDr0D72x+J3SquQeYAMA7HFEECgDAOxSGL0+B9UJkWcbvun6H10dehzvqRk+gB491Poah0BCcBic+sP4DuLrhalxZdyU+uOGD807JNBtBFGBzGVFeay4YKEgl0hju8uPcqXH4xyI538XTg14TEvGZP8uKfWOp/DUUiIiIiIiIzkNcWUBEi2pkZCRnAEaSJIyOjqKxUTkbVrdmDcKvvgo5NjmoLGg00K9bl90WdaqcGb6COC1FjygC694JnPg1kHpzprrRAay6KrtLcjicM3gsSzKSw2GoqtKAfyD3xQwfA+ovKfxiw+7MPlIacK0D7LkzYyMBP048+0ekEpnXONzZjurVa9G8/eKcfVN5AiMAkBqNQPPmCogmaxPWO9bjtOd09vfbXNtQZSqcJqPN04aUpBy8SqQT6PB1YItrS+HXNw/hPOlbACASSCgGW2tby+AfiyoG6WrWlM2aXma1fTVeG1GmnrLr7CjXlwNATsHUCdM/Awsl6Imh77QH0WACRqsWdescsDgm6yfEI6m8M9Uj/vmnC2qxtaDR0ghv3AuTxpQNHMxVJJBAYDwKnUENe4Vx1pnmFocBvuHcQWazY+YBbf9oFFI69554hsIor51MV+Ost2DsnHJFjUojoqxqcVMBqVQiVl9cge4jbsQjSQiiAFeDBRWNi7eaIZ+trq3YVL4JCSkBvSq3joUsyzjmPobjY8cz9TtsmfodM30OQt78Bd5D3jjKqooLhoxGRjEUHsrpy1H3UVSbq6FVabHOsa7A0UsvEU3h1P7B7ED+cKcflc02NG4qz+5jqzBmUxlNUGtVMBex+ieZSKPrjTH43wy4WJ0GtGx3QavnP72JiIiIiOj8xf9jIaLzhmg0wv7udyP8ykGkRkehdpbDeOmlUFknVwloG6yInhpXHKepNUPQTBtMLmsCdt8DeHsAlQawN2WCCBMKpfiW5MxqgnwKrAAAAHi6gOO/mkx/1H8YWPM2oPYixW4DbaeygYIJQx3tqF6zDnqTMn+3UCC/tqCdbBcEAVc1XIUtri3wxDxwGVyw6+2F+4nZZ+HPZjw6jlAyhEpjZd4CwvkUSq1jmraSQG/WYPO+OowPhJBKSLBXGGEum31g7qLKixBKhNDua4csy3AanLi28drsQGp5rRnDXQHFeyiIwpxzsM8kFk6i7ZXh7MB3cDyGtoPD2LJvMuWRzqiGSiPmBAzyrayYC5WogtPgnPd5Btq8GGifXO1gsuuwdlcV1NOftykqGi3wDocR8kwOQNesKYPBPPNrU6nzByGm55m3OPRo2V6BgTYv4pEkzGV6NGx0zNinhWItN2DLVXWIhZNQ61SLWiNhJipRBYOYf/D/1Pgp7B/Yn90+4zmDYCKIm1ffXPB8hVbuGCzFp9qJpPKvQogmJ4Oe8WgK8UgSJqsOqjw1WHLOGUhgtDeAZDwNe4URzjrzrMGqaCqKTl8nJFlCi60FZm1uXQQAGOr058z4H+n2o7LJmk0xVLPajrAvjsCbgVu1VoWW7a6iCjv3Hh/PBgqAyVobay5hvQMiIiIiIvr/2fuv70iy6+oXneEjvc9EIuFNASiU7a7qqnYkm6QoSqQoUqREHen7vnHO0/2Xzvt1D+fKHBmKlFpUU1J7U97Ce6T3Lty+DwEEEIhIIIFCNbvJ/Ruje4zcyIiMjIwMoNZca86vLlQsoFAoL5VkMon19XXbdAHLskgk3P3x+XgcoR/+oOf+xIwfDM9A2WwAOgGf8kIc7tHZy0tAYsb9RykvmOWKrf7PMIAw4AN8AhBIAfWsfaPUfM/jwvJvnDkJK/8JDFwFuINbbbtaddmYoF2vOcQCIeVFd6kC41CXPcMzEAedxa+YJ4aYJ+ZYd2MyPIl7+Xu2NQbMibYgmqHh3bV3sVxdBgBwDIdvDn+zr27h2KAP+fW6rYAcSnoRTjq7wQWRw8D46UJNeZbHd0a/gzcyb0DRFQTFoK3j2heSMHk9gY0nJShtDbJfwMjFGCTv+fuOF7cajg55QzNQ3GogPRUGYBbAh2ajtswCTmAxNBM59+M5K52miq2Fim2tWekit1rD4HTv4+R4FnNvpFHNt9FtaQjG5BNtpADzepC8ArqtQ6IVw7h27seH/IhlfCAEjpBspaNB1wzIPqGvQGVVV7HZ2ITESUj70iduw7An22L9NnHL79hqbKHSqfQUEqMZH7IrVVsXvTckIXKMxZKuG2hWuhAlHrJfwKB/EAIrOETH0eAoCCFYe1hEbq0OEAKWZzF6KYZEr3s3zGvtyQfbMHTzJl3eaaJe6mDiWu9slWwzi39c/kcouvk+Ptj+AH80/keumQ5HJwYOr++LBZzAYvb1NJrVLrpNDZ22inrBvIeFEp6e1woxCMq7TouzSq4NXTNOHbRMoVAoFAqFQqFQKF8WVCygUCgvBaOlQtlsgFN0zCYmsFLdRKfbhcfjwdTUFLzes1uGCCkfhJSziKWVOlDWazC6Ovi4B9JosGd3PucT4LmSQOd5GUZbAytzkKcj4PaLgPN/Bjz7BVBeM4v9g9eB4du9D6pVcK6pHUBtAtxB4dsfjaFRtk9GMAwLX9hZfGV4Fr4bKXSXq9CqXXA+AdJECOwLFrgHfAN4K/MWPtn9BIquQOIkvJl5E1E5eux2j4qPLKEAAHSi472N9zASGIFXOP7zZDmz6FbeaaJVV+ALSYikTra0OS0e3tPTbiWW8SOa9kHXzWKdW6HP0A206yoEmTuzXch+cfOk9dRYEP6whNJuExzPIp7x/9bClt1olLuu0zT1krul1GEYhnEVgo6DZRnMvj6AjSdl1IsdSD4eg1Nh+CPu0ysMw9jyC3TNwPLdPMp7ORSegIjJV5LwBnsX9jfqG/jV6q+s4nLcE8cPJ37oej2ruooHhQfYamwhKAZxJXEFEfmrI+7sc9RizFonvX3zOY7F3BuDyG/U0aop8IZEJIYD4Hp00FeyLSzfzUNTTCEzMuDDxCsJfGfkO/j1xq+t8zkWHMOVxBUUt5rIrdas7Q3NwOr9AoJxD6Qe1/z2YsXxnSls1DE4HYbsc78HfrD9gfXaAGAQA/+1+V8YmRtxfN+9IRH1otPqzW26R5A4LH6Ws4SsnSUgORrE2JUe0zuMKSodtTlj2WMyNygUCoVCoVAoFArlK8BXpypBoVC+thDdABjGKvzqDQXNT7Mgmtld7QFwdfACxJkwOI7rq9v3tGilDlpfZK3apl5ToNcU+K4ne24jJL1ggyK6ixXoNQXqThOMyIGPyoAnDFz7K0DrAgxnmw5wJTAIVNbta1IAEO2ds5nZeZR3ttFtNay14fnLEGX3AjfrFeC59OJ2Mke5kriCuegc6modATEAgT1ZgFivrTvWDGJgq7GF6cjJAbosyyCW8aO/+YeXA8My4Fl365hKtoXle3kzL4Ex/ejHLsVOLWhEB33YWawceWHGtUvbF5Z6WjQdhRACEJy7wNKLXgXZXusnoRoqPs9+jqXKEgRWwOX4ZcxGZ233A8krYOrV3t/Z49h6XraEAgBo1xUsfZHDpW9m0GmoyK7a7WwMGPj1+q9txeVCu4CPdz7GOyPv2PZNCME/Lf+TzZN/obKAn03/7ETbr35pa218uP0h1mprkHkZVxNXcTF28dT7mQpP4bPsZ7a1iByx8jt6wQksBiZOnujRNQNLd3I2C63ybhPZZRET0xMYDgxjt7ULn+CzBMij4cmA2X1fzbWQHHUJo4eZ6+G+rva8Bndbu461mlJDW2s7BKD0RAjlnabNimhgIuS67+xyzT7xAiC3VkNqPOg6ZcLsTcTsLtknyeLDgb4sjCgUCoVCoVAoFArltwUVCygUypkxuho6T0pmEC/LQMj4IU9HoKzWLKFgH3W7CWksBMb3cgqdynrN0QStFdrQGwq4Hl7phBC07+Wh79lRGE0VWrEN780B8KG9Ai7fXyEXk98G7v1/TXEBABgWmPquPScBgOT14tof/jEKG+tQO22EBwbhj0TRqikobNRBiFlsPhyG+7IQOAFR7vhpgsP0mh5wWyeEoLzbQmW3BU5kkRwJfKWtWzRVx+IXORj71y0hyK/V4AuJPYuZvfCFJIxfNS2PNEUHL3EYuRg9tsP9OIhBsPmsjNxaDYZOEE55MXY5DkF6uX75vrCI8IDXFlbMixxS46c7H/v8x/p/YLGyePB44z9gwMB87Bh7r1NQ3nEWpNt1BaWtBlbuFy1rqH07m+AMg6bqtIrZqG841rYaW47wXkVXcL9wH98Y+sYLHzshBL9c+aX1Gm2tjfc23gPHcJiJulup9eKV1CtoqA08Kz9zze94Ueqljms4dyXbxuB0BAInYDhgD3fnRfcCOX9M5kMgJqN1JBid5dhjxbWIFEGpU7KteXgPJM65jejhcembGRS3mlA6GkJxDwIx9/tuq9Y7oL3XfW1oNgqWY637enzIj8yFcM9jp1AoFAqFQqFQKJSvAlQsoFAoZ6b9oAitvOdBrxMo63UwPAu95R6Ua7Q1cGfsSj6Jw77+hyFdHXDPt4Re7lpCgfV8Aqgb9QOxoF+CaeDW/wPIPQUMDUhcADzuFiUcLyA1Pmk9Lu82sfh5zrKsyK5UMX41gcRIbz/v3wZXE1exWF6ETg7OdcqbwqBv0PHczSdl7CxVrMf5tRpmbqe/FBHkLNTynQOh4BDl3d6dz8eRGAkglvFB6egQPbzDV/80bC9WbJMK5Z0mdM3A7O30mffZDwzDYOrVFIqbDdQKbYheHsnRYE/bmONoqS0sVZYc6w/yD85NLOgVkJxbd2ZIFDbqiIzFwTCMLU8FgGsgbkNtONYAoKG4r5+WUqfkECMAM6z4tGIBz/L49si38cbgG1ANFX7Bf67TXL1EKl7q3TGfHA2isFG32QrJfgHhVG+rqsGpMGr5Ntp18x7NsAxGL8WODbK+lb6FX67+0vaZvpZ+DVyPaSJe4JAaO/n77Q1KqOZdLIuOEQBZlsHQTOQrlUNCoVAoFAqFQqFQKCdBxQIKhXImjI52IBQcQt1pQkh6oVftRXiGZcCdorOaEIJyuYxKpQJZlpFMJsHzvW9ZfNzjKPwzAgvumC5UoroLDIZL12xfiD5g6NVTb7b5tOzwtt58WkZsyP9CRebzoqW2UGwXEZEj+PHUj3E3fxcNpYFMIIPryeuOQqTa1bG7YrffMHSC7YUKZm4NfJmH3jec0CPb4gWCSFmOhex7ccuRwoazIF3Lt9Fta2cq3J8GljXtmF5UuFJ0BQTO/IOufnL+Qb8kx4JYvW/PDgkPeKG03b/nrMpjLjqHx8XHtvVryWuO5w76B8GAcbyHTCDzYge9x9FQ4JPW+0HmZcg4f3HOGxQRiHnsfv8Mc2wouTcoYvb1NLYXK+g2NQSiMgYvhI+9vwkSh0vfyKCab0Pt6gglPCdmeoyHxvHnF/4cT0tPYRAD0+FppP0vLqqlJoIo7TRtVkTJsQMLIkIIOg0VLMe8lNB0CoVCoVAoFAqFQvmyoGIBhUI5d8SxoGkB1DworEjTYbDHWE4cZWFhAVtbW9bj9fV1XL9+HZJkFv+JTqA3FLASB1bmIY0GodcU0xIJplDgmY+BOcYfmovIriGUQtw9P+BFIIRAy7eh5VqAwELM+MH5RdMKqeEsCKpdDZqinzlkt9NUoXQ0+MJSz5DSfvh091N8lv0MhBAwDIPryev43uj3ju1U7rZUxzkFgI7L+/yqEIzJ8AREq4sZAMAwZ7bc+VJwCR/+qhKSQojIEZQ7Zdv6eGj81PvSVB0MwziEnH1BI7tSg64ZiAz4MDQTwebzsrudTUjCN+LfQFSOYqW6AomTMB+fd1joAEBQDOL1wdfx4faHlmAwHBg+U6aAG0lvEgExgLpSt61PhCbOZf9udLQODGKcGE5+FIZhMH0ziZ2FKqr5FgSZx8BEEMET7pv+iIwLN08nFjIsc+z0gRtxTxxvZd461TYnIco8Ln0jg8JWA0pbQzAuW++33VCw+FnOuneEkl5MvpI4dgKCQqFQKBQKhUKhUL6qULGAQqGcCVbmwUdlaCX7dIGQ9oEVOfhup6HlWyCKAS4qn8p+qNls2oQCAGi329jc3MTk5CTUfAudx0UYigGGAYQBH+SLMfiuJ6E3FJCuDi4kgTmhK5wVOXguxdB+UgLZmyYQBrzgEh4QnYDhzq+rv7tYQXe1Zj1WNxvwvpoEH5bhj0hoHDmPklc4kye9YRAs38mjtG12o3MCi4lrCUQGnOG6J7Hb3MWnu59ajwkh+CL7BYb8QxgKDPXczhMQwQmsw9f8q2pBBJhFyZnbA9h6XkEt34bo4ZGeCn0ljjmW8WF7oWJb80fll9LBrCo6avk2OJ5FMOHp2fmtKjp2FiqoFTuQ9s6VP9L7XDEMgz8Y/QP8avVXqHbNqZPhwDBupW/1fWxKW8PyvTxq+TYYlkF8yI/RSzErMNYMlQ06bKOO2tmA2bOz2RMvrySu4Eriyomvfy15DZPhSew0dxAUg4gLCRANwDlEcbAMi++PfR/vrr+LcqcMhmEwE5nB9eT1F9/5EVRdxX9s/AeWKksgIBj0D+K7I991tV/ax9ANbD2roLjdAMMwiA/7MTQbwfDF/jNPvi7ouoFavg2WYxGMyVagOCewDssiQgiWvsjbRMZqroWNJ2WMXzGD6dtaGw8LD1FoFxD3xHEpfgke/vwFaQqFQqFQKBQKhUI5D6hYQKFQ+ma/W3y/eOK5HDcDjvMtgGMgZgKQ9qwoGJaBkDp9gRoAGo0e/uCNBohmoP2wAKKZx0IIoOw0wQZFSCNBM8y4d83LgZDygY95oNcVGF0dykoVjf/aAiOwkMaCEEeDL+z3bSg6lHV7xzAxCLrLVfCvyBiei+L5J7tWcX3fm/ssr5tbrVlCAQDoqoGlL/K49geyo9PVaGvoLlegV7pg/QKk8RC44IFt03pt3fU11mprx4oFHM9i9FIMy3cLVve76OGRmQmf+v2cBc3QsFpdRUNtYDgwjJgn1td2osxbBb6XRaepQmlr8IbEvjuPBy9EoKmG5fkeSnpfynGWd5tY+iJv+fvLfgGzt9MO6xdCCJ59tGt167eqXVRyLVx8axC+Q1kfhkGgtDUIMgeOYxH3xPFXs3+FYqcIgRUQknrb1rixdCeHetEU1YhBkF+vgxc4R8G6We2ivNsCL7CIDvqsrvB9O5tgwnNm+6aAGICP82HtYRF3NtdBDIJAzIOJa/EXFm8S3gT+cuYvUe1WIfHSSysof7jzoS1oeruxjXfX38WPp37cc5u1RyXk1w7Ezq1npnXa0OzvllhQL3Ww8GkWmmJaV8l+ETO3Uj0/W6WtOaZWADNXZPxKHIqu4G8X/tYSyFaqK3hefo4/v/DnELmvbuA7hUKhUCgUCoVC+f2FigUUCuVEiGqg86wENdsCAAiDPsgXImBFDt6rCYeI8KL4fO4ig9/vh1bqWELBYbR8G9LI2SxjGJ4FFxDRurdlTRgQ1UBnoQLWK0BIHthg6DUFykYNhmKAj8kQhwK29010A0QzwIicVewnHc3VlsdoaQDMjvsr7wyjtN0EIQSRtA8MzIKcsufVHRnw9iUelHdbztfRDdSLHdt0AdEMND/LwuiYx6C3NGjFDvy302D3CmO9ipX92JbEhwIIRGVUsm3wIovwgNeyQyKEoFVToHZ1BKLyC+UCHKWltvD3i3+PSrdird1O38YrqVfO7TXOAjEIVu4VUNg0RSOWZzF2OYb40MlZACzLYOxyHCMXoyDEPUdBU3RUC23wAmfrhu4XQzewcr9gCwLuNFRsPitj4lrC9txaoeMokBKDILtSs55b3G5g/WEJalcDJ7DIXIhgYCJkdqV7Ti90dNuaJRQcprDVsIkFuytVrD8sWo+3FyqYfT0Nb1A8tZ1NL7aeV5A/JP7Vi20sfp7D/Nsvnl/AMAzCcrjv5xsGQbumgBfZvsWKhfKCY227sY2W2nL9buuaKVQdJbdWP7VYYBgEhJAXskZ7WRBCsHw3bwkFANBpKFh/XML0jZTrNizPAgzjsATbz0BZKC9YQsE+1W4VC+UFzMfnHetLlSVwLIfp8PSp7aEoFAqFQqFQKBQK5TygYgGFQjmR9tMi1ENFaGWzATAMPHuFovMSCfbx+/1Ip9PY2dmx1mRZxtDQEJi2u0870yOgtl+0QtsSCg6j7jYtsUCrdtH6LGsV/rVCG3qlC++VBAgxJwWU9TqIZoDzC5DnYuDDElifAEZgHfvnD4UvCxJn+eN3Gioevb9tFa3yazUkR4MY66ObvJd1EX8kL0LNtSyhYB+iEyhbDcjTEQDAdGQaX+S+QFNtWs+ReRkzkZkTjwMwrZRS4/YCpq4aWPg8i1rezJbgBBaT15PnVsi9m7trEwoA4OPdjzETnYFPOP2kCzEI8ht1VLIt8CKH1FgQvmNCs3uR36hbQgEAGJqBlXsFBOOevnMp2B4F1qMTAd6giJnb6VPZWLUbKrSuMwi4Vmg71g4XUw+j7m3faapYvpO3vie6amD9URHeoHiir30veulkh22SdNXA5lN7JoKm6Nh6Vsb0Tfdi71kobjknn5qVLjpNFfIp7NZelFqxjeU7eSht83scSfswcT1xYiGeZ3lHsDQDpqcYSQhxFzt1w8oyOQnDIFh/VERhowHDIAgnPRi7Ej9zJsvLoNvS0G06c1XcvgP7CCKH2KDPcU3s2xVVlarbZo71xfIi/m3930D2RIdPdj7Bn0z+CQZ8X81AeAqFQqFQKBQKhfK7y1evtYtCoXzpGB0NnedlNL/IorNYhnGoGEg0A1rW2a2u7jSswsZhiE6g7jbRXa5Cq3Rcn9MPMzMzuHLlCoaHhzE9PY0bN25AkiRwIQlc0G7fwDCAeFKHttICVv8bePi3wNoHgHqkANRL8Di0rKzWHEUzNduC3lShZVvoLldBNLNgqzdUtO/lzCkDjoU8E7UVPFmZhzThbsOyvVhxFGRzazV0XApZR0mNBx3ijT9i5iIcxk0YObou8zJ+PPVjzEXnEPfEMROdwZ9N/ZnV8UoIQaVTQVvrXUw7yvZSxRIKgD2bpDs56Lr78ZyW3dauY40Qgmwre6b9rdwvYPV+AZVsC4WNOh6/v41asf/3u08159yGGATV/On3dRhdN0WHwxMBrZqCrecHRfOO1sG9/D385+Z/YqmyBIM4z7Uo866in+R1FnMDPSYXwnuiWiXbci0ul3aajrV+EWUeoaRTUIoPH3iOdVoqDM353pouNjEvQi9xtFe+AwDsNHbwtwt/i//z3v+J/+v5/4WN2sYLHYOhG1j6/EAoAEzrm91F9+L0YdxCmSfCEz0niXiBQyjh/Fkk7evbKm37eRm51Zp5nRKCSraFpS/yfW17HmiGhufl5/h091Ns1jddfy8JIgfWJafmJEFj7Goc6akwJK8AT0DE6KW4JfwO+gZdt8n4D6ZQdEPH+9vv245JNVR8uP1hX++NQqFQKBQKhUKhUM6Tr05LF4VC+a1gKDqan+7C6JjFaa3YgZZtwXcrfXxAsIsGQFQDzc93odf3itpLgDgSgGfm9L7WDMMgFoshFos51r3Xk+guV6EX22BkHtJoEPxxQbRaF7jz/wRaJfNx/hmQfQS8+r8DnNkJzMdksBIH40h3tTh4UIw82om/D+loUHedhVBDMaCVOhCSXohpH/iIBC3fBiOw4BMeMD06gDsNd1GgXVdO7FwORGXM3BrAzlIVSltDKOHB4HTYUdTj4x4wC+Wj7hngwhI6z8vQSh2wMgffaBDvjLzjeJ1sM4t3199FtVsFwzCYi87hG0PfAMscr0G7Fc111UCz3D1z1/lhwlIYu02nYBCRIqfeV7elorBp7xgmBsHOYhXB2OmOle/R5X+WEOvDtKqKa6f/fjd0S23hbxb+BnXFnGp4WHiIyfAkvjf6Pds1IUgckqNBZFcOis0My2BwOuzYtyjzGL+awOqDglWcjw76kRg1BTu3giuAF7aembyewNqjIso7TbAci+RoAINTB8cneXmwHGsTTgDAGzpfb/jESACbT0q2tVDS68h22KehNPCPy/8IzTDvH/lWHv+88s/4y5m/PJXlkG2flS7UrvN+VM62kJk5/lp/NfUqAOBx8TFUQ8V0eBqvD75+7DbjVxNY/CJnBbGHkl6MzveXBQLA8T0CTPumbls7c35Evyi6gr9f/HsU2gVrbS4657ivcQKL5FgQu0t2wcXtO2DbjmMxPBfF8Jzz99xocBQzkRk8Kz+z1mYiMxgJjFiPW1rLNr21T66VO/Z1KRQKhUKhUCgUCuVlQMUCCuX3HHWnaQkF++gtDWq2BTHjB8Oz4JNeK69gH8Glq1TZqB8IBftr63WIg35wgfMr2LEiZ1kg9UX24YFQsE+zAOQeA+mrAACGY+F9JYnOszL0cgeMh4c0HgJ/qCjMR2XoNcW2G4ZjzFBgxj2U+fDEAivzEDM+oLQMbOYAfwqITjg8VnxhCY2y3Z+dYZm+7W+CcY+t8G4QA7vNXfAsj5hsBidzPgHybBSdhTKIRsAwgDASgLJZh14136NeN62WvDcHwB8KrtUNHb9c/aVV4CKE4HHxMcJSGNeS1449tl7FcUF+saL5PteT17FcXYaiH3xOM9EZROQziAVtzeFFDph2JaclNRZEcdMMKN7HGxQRekGBRPTwrp7p+wXYh4WHllCwz1JlCdlE1mFxMjIfhTckorzbBM9zSI4F4I+4i3DxIT8iKS8alS4kDw/ZfyBiRdM+bD4t20QMhmVsUwAnUdhsYHepAqVjZnYMX4xClHlMXk+CXHO3vuEFDkOzEaw/Osgs2M9LOE/SEyEQgyC3WoeuGYimfRiZ730/WqwsWkLBPgYx8Kz8DLfSt2zrhBBkV2vYXapCU3SrKH9UiOgVjs33YcfGMixuDtzEzYGbJz53H9HD4+Kbg+i2NXOS65zsg87XwM6dR8VHNqEAAJ6UnuBi7CJSPrs91fBcFB6/iNJ2AyzHIjEasCZmzgLDMPjO6HdwOXEZhXYBcU8cSW/S9hwP74HMy+ho9nt+v8HsFAqFQqFQKBQKhXKeULGAQvk9x2i7Fz4Pd9F75qIAA9OOiGEgDPggjgTQelCAVmyDlTiII0HoNXe7D72mnKtYcGra5b7WOb8I36spaJqOZlmBJnE4fNTSWBBauWMV0xmWgTwXAyOwEDJ+qDm7oMJ6ePvEg6EDD/5/pliwT3wamP8zgD0o8qWnQqjkWjb/7MyFMESZh6qrWKouoak2MRocPTEsttAu4Jcrv0RNqQEABnwD+P7Y9+EVvBCHAhBSPuhNBaxHgNFSoazZC8uEmIIPf/lALNhp7rh2wi5Vlk4UC9KTIdN651BxOzzghcd/PtdHRI7g5zM/x6PiIzTVJkYCI5gMT55pX76QBE5goR+xbArGj5li6YE3KGL29TR2FqvotlQE4h4MToVfOO9D8vCID/ltAbQMyyC913Ff7BRdtyt2ijaxoKbUsF5bh+yXMfHqGHj25D8POIF1tafhRQ4ztwew+bSMRrkDT0BE5kIEnj7vAeXdJpbvHHRVF7caaNcVzH8jA4bp7a0PAAMTIfgjEso7LXACi/iQv2fH/1lhWAaZC5G+RQiduGc8uK0Xtxq2gObyThPdlob5twdt73s//+Gon/6+/c3LYl+EIoRAMRSIrNiXFVFiOGCzxgKAYMJz7p+NG7069PPtvEMsYBgGiZEAEiMnB4+fhqQ36RAJ9uFZHrfSt/Cbjd9YayzDOoQkCoVCoVAoFAqFQvkyoGIBhfJ7Dh+VoWzUXdf3YQQO3ssJkIsGAAZggeYnu1aXva4aaD8uggu7FwNZ/9lCPwkhyK/XkV+vgxAgNujDwETo9AXW0Aiw8anL+rBjqZJrYflO3uqKDiU8mLqRAsezYAQOvpsD0MtdEEUHF5XB7gUHC3EPPPMxdFeqIB0dfFSGdCFiP9b8M7tQAACFBaC0ZIoGe4gyj0vfzKC807Q6q30hCU21ib9b+Dur8P/xzse4lb5l2YochRCCd9fetZ4PALvNXXy4/SG+M/odAGYwNB82P2u90nHfzxGbG4F1/zwF7uTPORj3YPb2AHZXqtC6BsIpD1I9shvOSkAM4Hb69gvvh+NZjF2JY+Vu3poI8AZFR5G42C7iefk5CCGYjkwj4U247s8fkTF98/RCw0mMX4mbBfLdFniRRWosaE0EJDwJrFRXHNskPQeFyyfFJ3hv4z2QPW+xkBTCn07+Kfxi/5MAR/GFJMzcOls4a27NeT9q1RQ0yl0EjrMb28PM6HB/3mp1FXdyd9DSWhgODOPmwM2eXv3nxWRoEp/sfuLwyZ8KTzmem193ee/VLpoVxZE7MnUjie3nFVRyZvj2wEQIkYHTh3gvlhfxRe4L1JU6hgJDeH3wdQTF3qLDanUV72+/j2q3ioAYwOvp1zEVcb6Xw6SnwzB0gtx6DYZOEE55MXb55MD28yAqR7GEJdf1o2iGhqbahF/wg2PPZ9qpH+Zj84jLcSxWFsGxHGYiJ09DdVsq8hsNaIqOcNKLUNLTd4YEhUKhUCgUCoVCofSCigUUyu85fMIDcdAHZfugU1waCYBzsbzZ99jXql2HHQ8AwDCtdg5PJQgpryOQuF92l6rYOOQN3qp2oXT1U3llAwBiU0ByDsg9OVgbuGRaAB1C1w2bUAAA1XwbO4sVDO3ZHjEM0zMfQRz02zIOHNS2e6xv2cQCwPTBjh8Jbf48+7mt8A8An+x+gtnoLHyCs0hYV+sodUqO9ZWas3gMmAIRwzEgur2oyR+xykl6k0h4E8i37AGll2KXXPd7lKM2SV9lYoN+BGNmBzcvsgjGPDYBaKW6gl+u/tIqBN/L38N3Rr+DC5ELX9oxMiyD5GgQyVFngfdS/BIWK4u26+Bi7KIlaCi6gv/e+m9LKACAareKz7Kf4VvD33qh4yIGOdPkhKG7h6LrLuHFp2GjtoFfrPzCelztVpFv5fFn03/mKLLqqoHceh3NShcev4DkWLCvfIlOQ0W91IHk4xGIymAYBmE5jO+Nfg//vfXfaKpNeHkvbg/edu00d8meNtdd7LB4gcPIfAwjp70fHmKjvoF/XftX6/FSZQmFdgH/2+z/5po/Uu1W8cvVX1oh2XWljn9b+zeE5fCxU04sy2D4YhRDcxEQcnwY9HlzKX4Jz8vPUe0eZBGMh8aR9qVtz3tUeISPdj5CV+/Cw3vwZubNL/V7nPKlHJMOvWhWu3j64Y419ZRbrSE9FXbNTaBQKBQKhUKhUCiU00DFAgrl9xyGYeCZj5s2Qg0VXFAEd0KILnoU8xiWgffWANTtBoy2Bj4ig096z9ztuLtcc6zl1+oYmo2cLiyVZYGLfwoM3QAaOSAwAATSjqyAZrnrGhZbybUxNHvqw3fi61HU8/bXYetmp0EIQb6Vhy/kFAv2LUKOFhp7dVIzAgfPfAztxyWQvcKskPJCHLaLFgzD4AfjP8CHOx9ivbYOL+/FteQ1TIQn3Hb7tUeQOMQy7iLQRzsf2c4vAcGH2x9iKjx1Ytjzl4HMy/jphZ9iubKMmlLDoH8Qg75B6+eFdgGq4QzU3mnunPk1K9kWNp6U0K4r8IYkjFyMnkociqZ9qBft9jq8xCEYe7GpjAeFB461bCuLXCtnK9IaBsHTj3bQrBzYqhU2G7j49iAEsbdgsPW8jK1nB1Y7oYQH0zdTYDkWk+FJjIfG0dbakDm5Z9d6NONz5JVIXgH+PvNKTsuj4iPHWrVbxVZ9C8NB5+TVYmXREgr2ISBYKC+caIkGYM9G6uzHexY8vAc/u/AzPC09RbVbRdqXxmR40vZ7abe5i99sHtgAtbU2/n3t35HwJM6Ud3KUUqeEj3c+Rq6VQ1SO4ubATUdmyGnYXqg47NF2l6tIjQfPLU+CQqFQKBQKhUKh/H5C/0VBofyeQzQD6m4TRlcHH5PBevvwKg9LYCUORlcH0QmMtgqGZcBNh8GKHKSxF7eVIYRAU52Fe0M3YOgE3DFNvsQwi7e2rmaGAUJD5n896Bm+20dHcV8k54GtL0zBYp9gGkj0p0RE5airYNCrmCXzMuaic3hcfGxbv5a41vM1hJQPfMwDvaaAkThwPgGGQbC7VDWDbwUWybEgwkkvvjPynb6O+6sIMQjA4IVsOwxioNxx5mE01SYUXYHM91fcJoSgUe5CVw0EYjI4/nxFBoEVMBOdcf1ZUAyCAWObLACAsBQ+02u16woWPsta38FWtYvnn+zi8jvDlt/9SSRHA+g0VeTWaiAGgeQTMHEtAfY0AqELXd09U6Wj24vz5d2mTSgATMuXwkYD6Un3e1u7odiEAsCcSsqvN6wcAZZhXSeADpMaDUJpa8it1mHoBnxhCeNXEz0nNNSujlatC9kv9n1+D3M0eNnar4uABABMj0ji36b9TbPSRTlrWnDFMn5XQUfiJFxNXO25j6WK06aIgGC5uoxXZXebNzeUjoZqzpxCCiW9YFkGHa2Dv1/8eyvAuKk2sdPcwc9nfo6QdLbflZ2G8/MhBkGnqVKxgEKhUCgUCoVCobwQ9F8UFMrvCIQQdBcWoCwuAjwPz/w8hEzm2G2MjobmZ1kr5Li7XIU0FoQ8fXwnJcMy8F5LoPHxLpSNGkAALiBC3ahDTHrBek/2rtfKHSjrdRBFN62QhoNguIOCE8MwCKe8KO/Yg3T9Ublndy/RDXSelaHubSOkvJBno2D6LL56AiJCSS+qh4OKGQYDE6cPDTUUHUTRwXqFg0IfLwLX/yew+wBo5gB/Chi4DHC9b8WKrqDUKSEoBvFK8hWsVFdsRc9L8UvHFpzezryNoBjEYmURAivgYuziidYaDM/arJZW7xVQ2DzwUq9kW5i+mTqTPzpgXqsGMVy7q3XVwMaTEorbDTNsdDSAzIXIudmWaKqO9Yd7+2cZJIYDGJ6LnKkQzTIs4p44Cu2CbT0khSBx/XWCq4qO5x/vWsVpTmAx9WoSoYT31MdzFvyiH/PxeTwsPLTWeJbHK8lXzrS/wmbDEgr2MXSC0nazZ6H9KAzLYPRSDJkLYWiqAcnLn0sxejw07piYEDnRNmkBAN2mewG903QvoANAveie91Ertk8VOsywDEYuxpC5EIGuGccWfneWqth8WtoTvhikxoMYuRg91bmaDE1ivbZuWxM5EcMB51QBAExFpvDp7qe2cGaGYb5Uu57D7CxWbFZ12wsVXHxjEPIpc3J6BXr3E/S9T2GzgZV7eev6l/0iZl8fwFJjyRIK9tEMDU9LT88cYuwLS2jX7VaALMfC22eIOIVCoVAoFAqFQqH0gooFFMrvCK2PP0br08+sx93nCwj+0fchTU723Ka7VrOEgn2UtRrEoQDYE7pUWb8IVuYgZvxmlgHLwOjo6CxU4L3qHvC6j1bqoPVFFvvuLVrFzEDwXrFvN3opBqWtWYVUT0DExDH77jwrQ9lqHLyXnSYIAbynCNKcupHE7mLVFhoaSnigayrqhQIEWYYv3FtMIQZB53kZ6pZZNGU9PDwXYwfFd14EhvrrVH1cfIz3t96HaqhgGRZXE1fxFxf+Ak/LT9FSWxgODmM8OH7sPjiWwyupV/BK6mzFX6WtoXDonO6zs1S1xAJCCHaaO8i2sghLYYwGR3ta8DwuPsanu5+iqTYx4BvA25m3bYHAK/cLKG0fvN7OQgUAMDxr9+I2iIHlyjK2GlsIiAHMRmfhFU4usK/cK1gCFDEIsitVMAws33eDGFitrtr2uz8hUOlUUFWqSHqTlpXTm5k38c/L/2x1aLMMizcH3+y7YLv1rGzrYtdVA0t38rj23ZGX5utuEAMttQWZl8GzPN7OvI20L43V2io8vAfzsfmzW6+4O5RZVk26oeNx8THW66Z91eXE5Z72NbzIgT/G9ue0XI5fRqFdwEJ5AQQEXt6cjjkazO2Pugs9x4UrSz0msnqtnwTHs8dOmLRqCjYeFw8WCEF2uYpQ3INwqn+haTY6i3K3jAf5B9CJjqAYxDsj7/QMKw+KQfzxxB/jg60PUOwUEZEjuJ2+7RoWfJ4U2gUU2gXEPXHrelEVHVvP7dMcWtdcm3zFmQdxHLPRWdzN3bWJICInYjo8fcxWB+iqgbWHBZtQ1mko2F6ooJt0n2jpNenSD4PTYVTzbaiH8oGG5iLn+n2hUCgUCoVCoVAov59QsYBC+R3AUBS07961LxKC1qefHSsWGC4hxYQAel05USwgHQ1GRwcj2IsTWtm9w/YwyloNR/M61WwLelO15SWIMo+Lbw2iXVdBCIE3KPYswhJCrIkC2/FkmyAXo1Y480lwHIvMTASZmYNiaWl7EwsffwBdMzuLw6k0Zt54GxzvLKip2w0oGwdd+EZbQ+t+HoG3MvYJB101A5dbBSCYAWLTZrbCHpVOBb/Z+I1lD2MQA3dydzDgG8DNgZt9vZfzQO3qcHxYANSOWVQjhODXG7/Gs9Iz62dpXxo/nPwhBNZ+fjZqG3hv4z3r8W5zF/+0/E/4H3P/AwInQFN1lFw+w/x63SEW/Pv6v2OhvGA9flB4gJ9O/xR+sXfAtKbqKO+2HOv5jbolFvx6/dd4Xn5u/ex+/j5+Mv0TfLLzCZ6VzffIMRzeGHwDlxOXkfFn8Fezf4XFyiIICCbDkwiK/XeSV/Ntx5rW1dGqKvBHek8ndBoqdpYqaNdVeEMiBqfCEPuwoVmrreG/Nv8LNaUGiZNwc+AmriSuYDoyjelIf4XR44hmfNhZrtquGYZlEE2bwtK76+/aLF+el5/jJ9M/cQ37PW84lsN3R7+LW+lbaKktxD1x1+mWQFRGcjSI3NpBZko45UV0sPckTTDugT8qo1E6uP/xIofU2OmnkvqhknNex4A59XMasYBhGLwx+AZeTb2KjtYxbalOELqGA8P4+ezPoRt6z+yF84IQgvc23sOT0kE4/Wx0Fu8Mv4N2XXENw25Wnb/XTiIkhfDDyR/ik51PUOwUkfAkcDt9uy8BEgCata4jQwAwJ07Gp8fx8c7HDquvidDZM15kn4Ar3xpCaacJVdERTnrhDdKpAgqFQqFQKBQKhfLiULGAQvkdgLRaIKrTOkOvOQOCD8MGRKDi7G7k+rBwYEQODMeAHCnWsH34JRtdd5sP0tWBI+HKDMM4iiBEJ1DWqlBzbTA8A3EoAP4UBTJrP4RAK7ShFdpgRHNK4ujx65qKhU8+tIQCAKhkd7D19AlGLl1x7FPNOot4RDWglTsQ9q1lNAW4+/8C6tmDJ8WngUs/tUKXV2urjuISAKxWVzEeOn6a4DzxBEUIMm/rYAWAUNLsrN9t7tqEAsAMx31eeo75+Lxt/Wn5qWP/ba2NtdoapiJTZn3ZRZg4amuTb+VtQgFg+oDfz9/HG5k3er+ZHl3v++RaOZtQAAANtYF/WfkXm9WQTnT899Z/YyQ4gpAUgl/041ry2vE774Eo8+getbdhGAhy7yKs0tHw+P1tK4y7Ue6gmmvj0jczx3ejqy38cuWXVvd0V+/iv7f+GxE50tN2phfEMK/Oo9MPvpCEyesJbDwpQWlrkHwCRi5GIfsElDolhze8TnTcyd3BH479IYA9cYpBT6sxpa2h29bgDYo93yshBK2aYoa3BwRH8TsgBhAQA67bAuY9Z+xKHImRABqVLjwBAYGofGwRnWEYzNwaQG6tjnqpDdkrIDUehNSHJZuuG2jXFIgevm+/+V7n56z5KhIn9W2dtc/LFgoAYKO+YRMKAOBp6Skmw5MY9A+BYRnH/eGsRfOMP4OfTP8EANBQGvho5yP8YuUX8Ak+vJJ8BVORqZ7bSl7BvHcfuX9JXh4ROYJvDX8L72+/D0VXwLM8bqRuYCjQOz+nHziBRWKk93VMoVAoFAqFQqFQKGeBigUUyu8AbDAINuCHUbfbxYhDx2cWSKNBaLkWjO4h64XhQF+ZAwzPQhwJoLtiFySk8SD0RgOtjz6CurUFNhiC9+YNiEMHhRE+6oFetxdIGYEFF+qvyNN5UoRyqANdK3fhMWIQ0j6bDREA8Clvz6mC7vMyuusHUwDKRh2+Gylw/oPjqBeL0FVnp2pld9tVLGD4HgGgh49h975dKACAwgJQXgGiZrdpr3BciTcLerpuoLTdRKepIhCREUp6HMVMpaOh01DhCYhnLiKyLIPJ6wksfp6zitP+iGxNXuy2dl23223tYh52sYC4CAEALFFEEDmEEh5Ht31s0D4tUOqU4Eap676+Dy9yCCc9qBwRdGIZ/7H7XaosOXIhCAg265tnDijdJz0ZQr3UsRUZYxnfsWG1hY269Vns022pKG03jy0erlRXbDYr+yyWF/sWC4hBsPmsjNxaDbpGEE56MHY5bptqiGX8iKZ90DUDnMBa12Vdqbvus67UoXZ1LN/Nm3khDINwyoOJqwnLVoUYBGsPi8it1wFCwAksxi7Hrc9un05TxcKnWcvP3R+RMXUjeabQV19Ygi/cfwGd41mkJ0N9ZzMAQHGrgdUHBeiqYWZojAQweil2Ynd/dNCHredlKIds5DiBRfx3rHi81dhyX69vYTQ4isHpsC1Ymhc5DE6Hj92noRvYWaqivNMEy7NIjQVt1xEhBP+0/E/W/aCttfGva/8KkRMxEhxx3afk4ZEYCSB/aBqFYRmkp8xjmYvNYSoyhWq3ioAYOFaYMYiB1doqcq0cIlIEk+HJU2UnUCgUCoVCoVAoFMqLQP/1QaH8DsCwLALf+Q5q//wLENUswnPBAHxvHNNlDYD18PDdTkPdaYJ0NPAxD7hYb1/uo0iTYbA+EVq2CXAMxEwAXEhA+f/9/4FerQIA9Fod1e0thH/25xBSptWINB6CXu1C25tqYHgGnvlYX1ZBRleDuuu0qlE26vC9mgIIzJ8TAmHAB3nG3Uvb6Gg2uyDAnABQVmvwXDrwUBdl9/Mh9FgXhwJQc/ZiN+cXwB22lGkcEQqs9ZwlFkyGJvGx8DGa6sF75VkeF6MXoak6nn6wg9aejdQOgOigH5OvJKwi49azMrYXKyAGAcMyyFyInFhEOwwhBPn1OopbZtDw0FwEgsRBEHn4wgd2UBHJ3dvebX0mOoPFyqJtTeIkjAZHrcfj1xJYuZtHNd8GgWm3EYx7rPcBwJZxcJik52Qrm/FrCazeL6C82wLDmIXt4YvmNZLw9NivN+nqL+4RPCe+3v553F2uQlMMhFNeDM9FLfEmnPKaHemrNWiqjnDKd2IgrtJxFvwBQO0xsbNPrxyJ03SI7y5XsbNYsR5Xsi0sKjnMvZm2FbgZlnH4p6e8KfAsb+U77JPxZ7ByP38QLE4IKrstrPFFTF43P9PCVsNmC6SrBpbv5hGIyTYhYOVe3hb82ih3sPawiOkbqb7f45eF0tGwfPcgEJcYBLnVGvwRGfGh3nZagClMzL05iO2FCpp70w+DU+FjRaZeNKtd7C5XobQ1BGMeDEyEwAmnD/x+GfSy9ApK5nrmQgSBmIxK1syYiQ/5TxSGVu8XbYHtjVIHhkGQGDaFlu3mtqtw+Kj4qKdYAABjl2LwRyRUsi0IIofkWNA25SCwQs98jn0IIfjlyi+xWlu11h4WHuJHUz9y2LpRKBQKhUKhUCgUysuAigUUytcQQgj0chd6XTEL0VEZ4vAwov/H/w5ldQ2MIEAcHQHDnVwEZEUO0ujZfLUZhoGY9kFMH3h5d5dXLKHAwiDoPHoIIfVtczuBhfdGCkZNgaHo4COy3c//GIhquDnVgCg6GJ6FZz4GeS4KEIDhenfnGk3VdT/6EUsYbyiMyMAgyrvbh1YZDF6Ydd0vH/PAeyWO7moNpKODj8mQpsL2TmF/j8Kl/6DYLXACfjz1Y3y2+xl2W7uISBG8mnoVYTmMnaWqJRTsU9puIDUeRCAqo1Zo24I/iUGw+bSEYFyGP9KfGLT1rIztvXBhAKgV2hiZjyGSsvu2jwRHMOgfxHbj4PyEpBAuxi469jkaHMXbmbfxWfYztLU24p44vjH0DYjcQUFNlHnM3E6jnG1i6Yscuk0Vi59nIfkEzNwagOwTEJWjuJq4inv5e9Z2ETmCK4krIITgcfExHhQeoKt3MRmexGsDr1mvIYgcpm+koGsGwJgZFfvEPDFcil/Cw8JDay0shfHOyDv4p6V/gmocXBtROYrRwIHI0YvCZgOr9w8sjAobdXSaKubeOCiuhxIehBInCw/7hBIe5FadFmOhxIEVV7PSRXm3CU7gEMv4IMo8JsIT+GD7A5vwwYDBbNT9Wu71fo7SKHfQaarw+I+fDJJ5GW9n3sZ7m+9ZUyYJbwJXolfx6AungFbabmLiqikSHZ0GAczruppvW0VeTdFRLzozUyrZFgghfYdOnxVFV7BQWUBTaWI4MIwB38Cxr1nNtR0WOgBQ3m2eKBYAZjf7+JX+w9vdaFa7ePL+tuX9Xy92UCu2Mft6uuext9QWVEPtK98AMM9LqVNCUAz2nQGwz3RkGnfzd1HtHvxOCUkhXIhcsB4HYx4EY/19f5SOe2B7drlqXUeqrjp+DsD2/SeEINfKoabUkPal4Rf95mTIcMDaz1nYqG/YhAIAyLayrrZuFAqFQqFQKBQKhfIyoGIBhfIVhOg6uktL0Esl8MkkxLExMHvht8QgaD8oQD0UcCkkPPBcSYCVJMgzF3rt1kGj0UC1WoXP50MoFDqXYhrpugcck459nWEYcCEJpzXHYX0CWC8Po2XvTuYPFUoZ9uT3wQZEV79rzsXvevr2m9j57BHqW3mwAQkD1y4glBzouW8h5YOQ6h2GioHLwM49c5Jgn9gUELFnEYSkEL4z+h3H5q2qs8sdMAt/gah8bPhpP2KBoRvYXXEWo3eXqxiYsFussAyLH078EM/Kz5BtZhGRI5iLzvW0UbqcuIz5+DxUQ4XIugdWE0Kw8bgMQzv4bLpNFRuPS5i+aQotbwy+gcnwJDbrmwiIAcuq41HhEX6z+Rtru/v5+6h1a/jjiT+2vUYvv/u3M29jMjyJrfoWglIQk+FJCKyAn0z/BHdyd1DtVjHoG8S15LW+OvLza07rnUapYwYTn9FbPZzyIjkWtAQDhmUwOB22LHN2V6pYf1i0nr+9UMbcG4PwBiX8aPJH+GD7A+w0dxCRIriZvukaLqypOrotDbJPsJ2rHk5SfTMXm8NIcASb9U14BS+G/EMwDOJm925+j/cuj6NTCvsc9u5nOAYsx8LQ7UGzh62QXhYNpYG/W/w7y2rps+xnuJ68jtcHX++5DS+6X4O93uvLILtSc4QE14sdNMrmveQwqqHivY33sFg2w7zjnjj+YPQPEJHdp4sA4HHxMd7feh+qoYJlWFxLXsOtgVt9fx4iJ+InUz/Bg8IDFNoFxD1xXI5ftgmMp0HXDPfAduXgmskEMpA4yTFNNBmaBABohoZfrf4Ka7U1AObvstfTr585t+Qw+Xb+VOsUCoVCoVAoFAqFct5QsYBC+YpBNA3V//v/hrq9Y62JY6MI/uAHYFgWWrFtEwoAQM23IeRbxxeoD78GIVhcXMTm5qa1FovFcOnSJbDsi9lPiKOjAMcCRwp24sTEC+13H4Zh4L0UR+t+HsaeHQsfkSEf8QknBoFe7oBoBvioDEawF+BYkYM0GULnUPc86+EhjTv3ozyqINiIIhgy7WqEbQ4kQVAoFrC6uop2u41wOIzJyUn4fH18BrwEvPK/gNxjoFkAghkgfsEKNz4JT1AEXKy8vQGzgNar2Mj3mVtg6ASGZjjWlY7u2qHNszzmY/OYj/XX+coy7LGe3UpHR6fhzIk4nGXAMAwGfAMY8NlFm8NTAfus1lZRV+rHhtoe3m/Gn0HGb8/72C+MnpajheuD9bNX3RmGwdjlOAYmQug0TNFhPzNAVw1sPi3bnq+rBraelTF9M4WEN4E/nfrTY/e/vVDB9kIFhm5mDoxcjFlZCPFhPzaf2C1afGEJsq9/ixSf4MNMdMZ6zHEM4kN+5NftwkpyJGBda8nRAAobdZu4J/tFBA9NZHAci8RoANll+2TTwPjxGQKEEBgaAcsxfQmNbtzN33VkMtzN3cXF2MWeuRahpBeyX0CncdCxzrAMkqNfXu6A0nG3rjqchbDPZ7uf2YLFC+0CfrX6K/x85ueuxf9Kp4LfbPzGyiQxiIEvsl9gwDuAsdBY38foFby4lb7V9/OPQ/YJjnMOAJHUgdgssAK+P/59/Hr916grdbAMi/nYPOZicwBMAWRfKADM6+fD7Q8xEZ7oaZvULzE55rp+kn0RhUKhUCgUCoVCoZwXVCygUL5idJ8/twkFAKCsrkFZXYM0MQ694t5VrleVvsWCWq1mEwoAoFgsIpvNIp1On+3A92C9XgS/9z003nsPRrsDsAw8ly9Dmpk5eeM+4UIS/G9moNcUMDxjCyQGAKOro3Una4UoMxwDz6U4hKTdAkMaC4GPeaAV22BEDkLS67BD0gptqEcCd9VCG53lHB5tPrHsVIrFIur1Om7dugWe7+PWyglA+upp3zoAs3Ba3GzYvNkjaR8Ce3kT8SE/dpeqthBcXuIcYbC94EUOvrCE5pFrLewSovwy4AXWtUNc7MOPXTGcIgNgtxA5DwzdwO5yFZVsG7zIIjUecrUSig76HJZRkleAr88w7+OQfYKjSN9pqa5CT7PHNMpRqvk2Np8eiAG6amDlfgH+qASPX0R6IgRdMZBdq8HQDISSXoxdib/wdTFyKQaOZ02bIwZIDAesEG0A8IUkzL6exvZCBd2WhmBMxuCFMNgjxf2RvTyI0lYDYExbmORY7+J7s9LF6oMCmpWuFY57dHqmH/ItZ+c3AUGxXewpFrAsg9nbaWw9L6NW7ED28khPh+EL9R+q/KKE4h7UjtzfGJax7iWHWaosOdZKnRLK3TKisjMbZrW2agkFR9ePigUbtQ18tPsRiu0ikt4k3hh8wyEEngcMw2DyehILn2UtQSQQ82Bo1j4dkfFn8Ndzf41qtwoP77FNSrmFLhMQcxop1p9YoBs6DBiOHIKR4AiGA8PYqG9Ya3FPHDOR8/v9SaFQKBQKhUKhUCjHQcUCCuUrhpZ3txvQcjlIE+Nge3Tw9lp3o3o0U+DQ+ouKBQAgTU1BHBuDViyB8/vA9tNtfwZYDwfGpYu+u1yxhAIAIDpB50kRfMzjyDHgAiK4vY58ouowujrYQx34eo8ia3EtC8LaC2GKoqBYLCKVevEw1VZNQaumwBsUHXY1vMDh4luDKG410Gmo8EdlRFJeq2Aryjzm3kxj+3kFrZoCX0jC4HTYZtlyEuNXE1j4NItuyzyPnoCI0UvuXa/nDcezSE0EsXNo6gMABqdPLuJOhCZsWQaAmWdwNHCZEIKnpad4UnoCzdBwIXIBVxJXeoYAH2XpTh7lnYPw6UqujQuvpRA+IkgNTIbRbWkobDZADAJvUMTE9eSZO9hPQvLyrkKLt09xouwSHr4fOOyZMq27hi9GkZmNgBBiy3w4DZqqo9NQIfkECCIHjmMxMh/DyHzvaywQlTFz6/gCMsMyGJwKY3AqfOIx6LqBZx/vWqKapuhYf1SE5OURGTjdPSvmiWGnueNYdyuiH0b08Bi/6h6s/WWQHA+iVuxY4dIsx2D0Utw1JLhXwC7Puv8p2cuK7OhUUblTxj+v/DMMYl6zu81d/OPSP+Kv5/761BkH/eALS7j67WE0q12wHNvTDoxlWFeLJb/gLrr6xZPFWIMY+GT3EzwsPISiKxgODOObw9+0JhJYhsUfj/8xlqvLyLVyiMgRTEemabgxhUKhUCgUCoVC+dKgYgGF8hWDi7nbDfAJc11IeaFs1KEf6lbmAgKEVP9FFY/HPQyy1/pZYHgeQsrphd4vqqrCMAxIkrPLVtmso7tUgaEYYD085NkohPjBseslZ26CoRjQGwp4l65dohloPylCy7ZAiGlr5LkUAyvzPUUYXQTg4uBhGO62M/1CCMHagyJyaweZAcnRIEYvx2zd2xzPInlMMLXHL2LylbOff29QxJV3hlAvdcCwDPwR6UuZKthnaCYC2SegtN0Ey5o2Na26grvvroMYQDTjw9BsxFGsfm3gNdTVOpYrywBMoeB7o99zHPv9wn28v/W+9bjQLqCu1PH20NsnHlunodqEAgAAIcguVx1iAcsyGL+awPBcFLpmQPTwL/U88gKHodkI1h8dZBZwAovMhd6+8ofhBPfi/9F1s6PfDB7OrtagawaiaR+SY0FHt/9Rsis1bDwpwdANsByD9FS47+M7T6q5tm36Zp/CZuPUYsG15DWsVFfQVA+ui0vxSwjL4Rc9TOiagdJ2E52WikBURihxfhM+HMdi5tYAmtUulLYGf1TuKSrOx+fxn5v/aVsbCY70tN6ZDE3iY+Fj2znhWd4Rfv6s/MwSCvZRDRULlQVcTZxt+uokzHtaf2HvR7kcv4xn5WdQ9IPfwQO+AQz5h07c9n7+Pr7IfmE93qhv4F+W/wV/MfMX1mfKsRymI9OYjkyf6fgoFAqFQqFQKBQK5UWgYgGF8hVDnrmAzqNH0HIH4bdCJgNx3Ay/ZTgWvldTULYbMOoK2IAIcdDvsM85jlgshkAggHr9wGNbkqRzmSp4UXRdx8LCAnZ3d0EIQTAYxNzcHLxeswirlTtoH/JMN9oa2vfy4N4aBCuZtzRG5oEjAcgMA9vEwGE6ixWouwc5EFq5g/bDInw3UhBSPhdxRkRsPI2dx0XbfjiOQyxm74xuVsrIrixCV1REM8OIZoaOLfRV822bUAAAubUaImkvQonz77I9DoZlEIyfTkDKNrN4WnoKneiYDk9jODh8ttfes5BJDJsWMlvPyth6fuDFn12uQlcMTFy3d2ULnIDvj30fTbUJRVcQlsKu5/te7p5j7XHxMW6nb0Pgju/iVbo9fN47zsLzPrzInXtwLSEEzYoCQgj8YcmaVhiYCMEfkVHebYITWMSH/K6d4m4khgPILtdskwm8xCGadhbPS9tNLH6etR43Sh20agomrvXulG/VFKw9LFiPDZ1g61kZgah86mvtNOiqAU3VX5pYExSD+IuZv8Cz0jM01AZGAqadzIuiKjqevL9jZXjsAIgPB449x2fBF5JOtD+aj83DIAYeFB5A0RVMhCZwe/A2AHMiZXe5Ck0xEE56zUkmQcCPp36MT3c/RbaVRVgK40bqhsOWSTfcvze91n/bhOUwfjr9U9zL30NNqWHQN4griSt9XVfPy88da8VOEcVOkeYSUCgUCoVCoVAolK8EVCygUL5iMIKA8J/9BJ3nz6GXSuCTSUhTU2AOBQ8zPAtp5OxBiizL4tq1a9je3katVoPX60Umk4EovriPOgBomoZOpwNZlvvz7z/E+vo6dnYO7DxqtRoePXqEGzdugGEYqC42KcQg0HJtiHuFZWksaIYbH3IJEgb9YHsUTN32qZU7MLoaWImH79UU1J0m9LoCLiBCSPvg4xhMdCawvr4OTdMgyzIuXLhgO4fVXBaP/+vXIHvTBvn1FWRm5zF6+VrP918vOKciAKCW77wUsaBZ7SK/XoehE0TTPoRdJlR01cD6kxJK2429ANYgMtNhh5XOcnUZv1r5leVT/rT0FG9m3jyX7uDcWt2xVtxuYPRSzLUb3if44BN6d4d3dOd51okO1VBPFAv8YQm8yDm60o9OFbxMum0NC59m0dqzyZJ8Ai7cTMGzZ6nlj0jwR07vfS/7BMy+PoCt5xW06wp8YQlDMxFXoWNnqeJYK2w2MDQb6SlOVLIuNkcAytnWSxELCCHYeFJCbrUGQyeQ/QLGrybMDv2kB4LEQz0i/uwLVL32V9puorTdBMMySIwErKwKD+/BteS1cz3+3ErNEfZd2KgjNR58oWyDulLHYmURBjEwGZrsawKCYRhcSVzBlcQV23p5t4mFTw9Eo3ZdQauuYObWAEJSCN8d/e6x+50KTzmswxiGwWR4sv839CUTkSP41vC3ftuHQaFQKBQKhUKhUCjnDhULKJSvIIwgwDM//1Jfg+d5jIyMnPt+NzY2sLKyAl3XwfM8JiYmkMlk+t4+d2iiYp9Go4Fmswm/3w/0sjg5tMzHPPDeGIC6WYehGhASHgiDvf2kGZZxxHAyzP7/THFGdCkgjo6OYmhoCIqiQJIksKy9aL355KElFOyz/fwJBmfmIIjuhT7R635b7rX+IlRyLSx8mgUxzHdf2KhjaDaKwemw7XnL9+z+/NvPy2AAWwAtAHy686kj0PSz3c8wH5vv6WveL7rutHciBoFBCM7Srz8aHHUEtia8CXj4kwvWLMdi4noCS1/koKvmcQViHsd5Oy2dporNp2U0yh3IPgGD0+GeBfT1h0VLKACAblPFyr0CLr41eOxrNKtdVHMt8CKH6KAPvOA8e/7IydkAAKB2XTq/CYGmGBB7OLxwLq8HmKHWLwohBE21CZmXrestv17H7tJBRkunoWLhsyyufmfYtOC5PYC1hwXUix2IHh6D02FXwWyf7ecV24RLabuByVeSJ4aH10sdFDbqIMQMIO9XGDkajm2tV5UziwVbjS388/I/QzNMkeST3U/wh6N/iInwxJn2l12pOdaquRbadcUSr44j5UvhneF38NHOR2hrbfgEH97KvNUzGPo01JQaHhUeoaW2MBwcxnR4+ku1UzvKTHQGha2CbS3uiSMmfzl5MBQKhUKhUCgUCoVyElQsoFC+JiiKguXlZRSLRYiiiOHhYQwM2At6RkeDXumC9fJgA+KXXhSpVqtYXFy0HmuahufPnyMYDCIQ6N2te5ijBfej62LaD3Wv6LYPI7COzAY+LIEP91dMEzJ+dJftoc980gu2D9sYjuN6Zj20684iGjEMKK1WT7EglvFhd6lqBQsDgOQVEMucf0j09vOKJRRYa4sVpMaD4PZsrVRFR/mQRdM++Y26Qywod8uO53X1Ljpap6/wz+OIpn0obNinC4JxDwSRQ6epAgSQfE6LGUVXsFBZQEfrYDQ4all9vJV5CzWlhnzLDBQPSSF8e/jbfX9nwkkvrn13BI1yB7zIwRt8se+brht4+uEOlLZZwFXaGuqlDubfzjgCWAkhqOScn0mj3IGq6D0953eWqtg4ZJ219byCuTfSkE8Rjn6YUMKD/Lr9MxE9PDz+3vuLDfqw9bwM7ZDQwAks4kfEOEIINNUAz7N9hUFv1Dbwm83foKbUIHESbgzcwNXEVZS2XaaGujrqhQ7CKS+8QRFzbwzCMAgYBsd+hrpuYOfIfQIAthcqx4oFxa0Glr44EEELG3WMXYkfmzmyjycouoZO9wrl7YcPtj+whALAPNfvb7+PsdBY3wHfh3HLfQAATe0/v2UuNocLkQtoa214BW9fx1ErtrH5tIxWVYE3JGJoNoJg7OBeXOqU8LcLf2tlCzwrP8NWfQvvjLzT93Edptqt4mHhIRpqA8OBYcxEZsCxp5Mqr8SvoKt1cb9wH6quYjg4jG8OffOl/K6u5vfyRFQDkYH+8kQoFAqFQqFQKBQKhYoFFMrXAEIIHjx4gFrNLD4rioInT56A4zgkEqZ3dXe1iu5ixSqiCwkPPJcTYDh7ccAwDGxsbFiZAAMDAxgZGelZpCeEoF6vg+M4eL3eY4sahUKh53q/YkE6ncbCwoJtLRKJWJkFXFCE52rCDDhuqODCEuTpCJgeHcv9II2HQLoauqs1MCIHcSgAeSp85v3tE4wnUNhYs63xogRPoHeRkBc4zL2ZRnalhlZNgTcoIjUedO0Af1HaDWfXsqEZUDs6OL95PRCDwKbM7D9Pd66lfWlsNbZsa0ExeKwdUL+MzEehqToqe8KFPypjaC6Kpx/uoFZoAwB8YQlTryYhec1idbVbxd8v/r0VsPrxzsd4Y/ANXEteg0/w4WfTP0OxU4RmaEh6k6culHI8e27WUJXdliUU7EMMgvx6HaOX7F3HDMOAFzmoHfvzWY4Fy7l/P9Wujs2nJftaR8P2QuXM/vdDs1G0agqaFXPCgRc5TFxPHFvc50UOc2+ksfWsgma1C29AxOCFMCTPwZ8jlVwLaw+L6DZVCDKPoZkIEiO97x8ttYV/Wf0XqwDe1bt4f+t9RKQIWM69qH70PB0uouq6gdxKDbVCG4LMY2AiBG9QhKYYMDRnAbzbcs+wAMz75+ZTp4i29ayCxHDgRCEkNRZEcauBbvNAPIwN+eHrUwh1O55Cy3mfrit1dLQOvMLpr+dwyuuYgOAl7tTHyLFc36Jit6Xi+cdZK1ujUerg+cdZXP5Wxvr+38nesYUQA8CT0hNcT1532C4pHQ27y1XrnjswEbJZaR0VHpYqS9iob+APx/7w2OMkhKBW6EDpaAjGPZA8PF5Lv4abAzdhEOPUYkO/HLWGqhdPzhOhUCgUCoVCoVAoFICKBRTK14J6vW4JBYfZ2tpCIpGA3lTRWajYfqbm2+B3GhCH7EW21dVVrK0dFLBXVlagqiqmp6cd+280Gnj06BFaLbNAGwqFcOnSpZ7ZBr3yCU6TW5DJZGAYBra2tqBpGuLxOCYn7d7VQsIL4ZyKtMQg6DwpQdlughE4MABYD3+qwOheDF+6inqxgG7LLFYzDIuJ6zfAcscXiESZx/Bc9IVf/yQCURmVrL1DXZB5m+WRKPMIxDyoF9u257l1Ur+ZeRP/sPQP6GhmHgDHcPjG0DfOpWuWFzhcuDkApaMBxOxgX/w8ZwkFANCsdLFyr4DZ182g7s+yn1lCwT4f73yMmegMPLwHDMP0HSpq6AbKuy10mioCURmBmHyu3cC9urD1HuvpyRDWH9kDtlNjQXCc+3XbriuOKRIAVqH/LAgSh4tvDaJZ6ULXDPijcs/XP4zHL2Lq1aTrz5S2hsXPspYYpXY0rNzLwxMQ4I+4exut1FZsnfL7LFQW8Oro645r3BMQEYi674sQgsVPs6jmD66r0nYTc2+m4Q2KkP0COg3Vtk0w3sNzCQAIbFNC+6hdDbpugD+hWCxIHObfHkRxs4luS0UgJh9rk3QSDMMgKkdR7NivHZ/gg8wf8z6OIT0dRquuWEKeIPGYfCVhE2Ca1S62npXRrJrF+KHZyAtlLhS3mrYQbsD8jha3mpYdmNukEwBUuhWbWKCpZoj0/udUy7dR2m7i0jczlkh7N3fXITwsVZZQaBd63kM0Vcfzj7NolPfyURgGo/MxpMaDYBgGHPNyhALAnCI6Sq88kXZdQaepwheW+g5Cp1AoFAqFQqFQKL+70H8VUChfA3Td3eZhf10vu4fiaqWOTSwghGBra8vxvJ2dHUxMTIA7VMQmhODp06eWUACYNkNLS0uYm5tzfb1UKmUF/u7D8zySSXthkGgG1N0mjI4OPiqDi0hW4ZVhGIyMjLyUPAU3tFwLynbj4NgI0HleBh+TwflfLPDZ4w/g2h/+EOXtTWiqikg6A8n75YXgnsTwXBSNSteyhGFYBmOXYw6risnrCSzfzaNWaIMQDb4wwcCEc1og7onjf8z9DyxXl6ETHePB8TN1Kh/HfjGLEOJqz1IrtKEpOniRsyyGDqMTHaVOCRl//zkaumrgyYc7toyAxEgA41eP79IlBkGnpUKQuBMnQyIpL9YfMY6CfiTtfv5S40FwAov8eh3EIIgN+ZEa6z2xIvsFM5vjyP5fxM4GML+vbkX8/SDg8m4LnMAiORroqzhc2m26Tq0UNhs9xQKe6SFSMjzCKS8mriews1iF0tEQSngxfDHas6O/WVFsQgFgFqGzyzVMXE9g7EocC59mLRFH9PAYudjbb55hzfPTOHKP9gREy+rrJHiBQ2rc/tm26wqyqzVoioFwyoPYoN/2ngrtAu7k7qCu1DHoH8T15HVInHn+Xx98Hb9Y+QUMYr4HBgxup2/3NVlj6AbaDfOa3v8uchyLCzcH0Gmq0BQd3pBku4coHQ1PP9yxzlm1o6FR7uDyt4YcxWnVUPG4+BjbjW0ExSAuJy4jKDqv66NCgdv6gG8AuZY9A4dlWCS99t9Hxa2mQ9BR2hqKm03rvFe7zuI7ANS6tZ5iQXa5Zv/cCcH64yIiae9LL8qrHfc8EbWrH9xDDYLle3kUN83ffwzLYGg2ivTki2dFUCgUCoVCoVAolK8vVCygUL4GhEIhiKIIRbF3Nu5bEDE9Cg/skXVCiKvwoOs6yBGrmW63i3q97nhuL6shAJBlGVevXsXq6ioajQb8fj/Gx8chSQdFQkPR0fx0F8aedUd3pQpxJADPzMvvpHdDK7Td10udvsUCo6VCrytg/SK4I/7vHM8jPjL2oofZk5bawt3cXWRbWUTkCK4lrjksNnrhCYi4+s4wylmzQBtOuRexRA+P2dfTWH/4EJtPH6CWNXDnl3cxcukqBi/M2p/LiZiNzjr28TLgeNbhl85yjGW9FZEjKHXs1jsMwyAshU/1Orn1uk0oAMzg3MRIEP6IewG8mm9h5V4BSlsDyzFIjYcwNBvpOY0genhMXEtg7WERmqKD5RgMTIR6dpEzDIPEcAAJl+Bt1/3v2ensLFasNU5gXziUuRebT8rYWTp4rcJGHRdeG0AocXywLwP383O0uE8Iga4a4HgW46FxyLxsTbTs72f/OowPBRAf6u88HbWC2qe7tx6MeXDtOyOo5FtgWQahpPdEH/iR+RiefXxQLGd5FqOXY2eeTGmUu3j64Y5VGC9tN1AvdTF+xSxaF9tF/O3C31rTFrvNXWzWN/HT6Z+aYmxwBD+f+Tmel5/DIAamI9N9TdhUsi0s38tD6+pgWPP6G70Usz4b2ScAe/c/QzegawS8yKK42XBMyOiqgeJmA+lDdm+EEPzLyr9gs75prT0tPcXPLvzMEXYcHfRje7Fqt0hjGEQPBdm/knwFa7U1W6H/dvq2Q8Ds9ZkfXk/709hp7th+zjAMUr6U67aAmalwFGIQNMpdRNMv98/vUMKD3JpdABFk3hY4XdxuWELB/rFtPC4inPLA84JCOYVCoVAoFAqFQvn6QsUCCuVrAMuyuHTpEp48eYJ2uw2GYTAwMIChoSEAMLvzQyL06oGYwAgsxCG/Yz/xeBz5vL3jOhqIAFUVRoCxQn05jgPLsjAMe5FHEI4PQw0Gg7hy5UrPnytrNUsosNbW6xAz/lN38jcaDbRaLQSDQcjy2Sw0GMm945vtsX4YQgi6ixV0Vw8sosSMH/Jc9MUtatploLQMCF4gNg1wztu1aqj4u8W/s4phO80dLFWW8POZn/ft/c0JbF+F1HqxgM0n96zHhq5h9d7nCMTjCET7s/I5Kw2lAZ7lbTYpDMMgNRbE1nO71Uh8OGBZ4byaehUb9Q2bfci1xLWeGQrVfBu5tUOBoKOmp3wvq55mpesqFmiqjoXPcpa/vaET7CxW4A2KxwbhxjJ+hAe86DRUSB4efB8B26dhaDaCQExGNdeGIJmfu+g5/z8DVEXH7oq9E5sYBNsLlRPFguigDxtPS/ZsAIZB/NC9rFZoY+1hEe26AkHikZkJ40eTP8IH2x9gp7GDsBTGzfTNYwu5qqGipbbgF/w233h/VHKdwAglDq49TmARG+w/sNsfkXD1O8NmUDgBwgPeniHU/bCzVHF01ufX6xicCkHyCnhQeOCwZcq1cthsbGI4MAzAFNJupW/ZnlMvdbD1rIx2Q4U/ImFoJmIVlzVVx+IXB9c0MQhyazV4Q6ItqJkQ81rfWapCVw14gyJEn/s1ph3Jf9hp7tiEAsDMn3hQeIC3Mm/Z1r1BERPX4lh/XILW1cFLHEYuRm2TMl7Bi5/P/Bwr1RW0tBaGA8OIyk5ROhiXsbPoPL7goc/8WuIa1mvrKLQPxPK5yBw+z34OVVcxEZ7AWHDMdt+XvALqRefUn+R9+X96Z2YjaFa79jyRa3ZrqKMTNIfXqVhAoVAoFAqFQqH8/kLFAgrla0IoFMKtW7dQqVTQarUQCAQOrHtYBr5XUlDW69DKHbA+AeJwAIzMQ6t0wHAsWL8AhmEwPT0NVVVRqVQAAsS6Pgx1A2iWc2BYBtJECNJ4CIIgYGBgANvb27bj2Bcozoped4bqAjDDivvt5DcMPHv2DLu7u+b7ZxiMjY1hbGzs1McjDgWgbDVADnW+cj4BfNzsPtWKbajZFhiOgTDoB3eoM1Ovdm1CAQAoWw3wCc+LZSps3wWe//Kga9YTBq79NSDb7TiWK8sOe4yu3sWT0hPcHLh59td3obS16bpe3t56aWJBtVvFu2vvItvKmtdueBrfHP4mBNYUrAanw2A5BvmNBgghiGX8tk75uCeOn8/8HE9LT9HW2hgLjlnFUsf7OBIIWiu00a4rGLsShyfgLpD1Wq/m2q5BuKXt5rFiAWBauryIl/txMAyDcNKLcPLlWmEpbc01H8HNu/8ogsRh5tYA1h8V0ax0Ifvt/vaqouP5p1nr/KpdDav3zZyKH03+qK/ju5u7i8+yn0HRFfgEH97OvI2J8AQAcwJj9FIMaw+L1nsIxDxIjb+YNQsvcH1PgZzE4bBjC0LQbWmQvIIjp2OfltpyXQfMsPNnH+1YFlDlHQ31UgdX3hkCL3Co5Tuu13R5t2UTC0rbTVugc6umoLFXsD46gREdsIt2x1n9uBEfCiA66Ifa0SDIvOuEB8/ymI4483gOE4x7kBwLInfoXp4cCyIYPxC2ZF7Gzy78DOu1dev8/ufWf1oTec/Kz3Bz4KbtvjswEUJpp2k7b+EB70v7fh9GEM08kUa5C101EIg780REyf2fADS3gEKhUCgUCoVC+f2G/ouAQvkasb29jcXFRavbPxqN4tKlS+A4DgzPmoV+mEUtvaag8f42jI7ZYcqHJHiuJSBJEq5fv452uw2t1IHx+KBAQgyCzmJlb1JBwvT0NCRJQi6XA8dxSKfTSKfTL/QeOL8IzaXbkvXbC6/EIDAaKhiRddgp5fN5SygAzG7WlZUVxGIxBAKnK8ixHh6+Gylz4qGpgQtLEMeCYDgG3bUaOoc615XNBrzXEuBjZhHJ7X0ApoWRm1hACIG604SWbQEcA3EoAP5o0KraARbftdtrtCvA2vvAzB/ZntrS3It/DaXhut4LwyDIr9dRybYgiKY/ui9sL2hxonthnBNeTgcqIQS/Wv2V1clLCMHz8nN4eS/eyLwBwBTJ0lNhm5XJUQJioC/hZGfRWajMb9SRmYkgORZEYaNhK3aHB7wIxNynWVjOfaqE5c8vEPmrjMcvgBc5h0VUr/N1lEBUxvzbGRBCHBM65SPF132KWw1bcbcXG/UNfLD9gfW4qTbxr2v/ir/2/jUConnvSI4GEU55US92IHp4+A9lqrxM2lobT4pPUOlWkPalMR2ZBs86/0zzR2W0anbRleVZeEPmd3EkMIK12prt5wzDYCjQW+gtrDccWRFaV0d5p4XESACc4J5nwB9ZL2w67z0syyCS9qFWaJvWUQKLzEzEcY8Z9A+6vkav9f19S97jp91OgmEYjF2OIzUeRGsvgPmwXY/1WgyLsdAYAOBvnv+Nw7rvTu4OriauQuTMbb1BEfNvDyK7UjPzMuJeJEb6m0jp6l3kWjkExaDDguk07+tokLdqqCi2iwiIASRGA8it12wWUZ6A+EIB2hQKhUKhUCgUCuXrDxULKJSvCd1uFwsLC7YCRalUwtbWliMMmBCC9qOCJRQAgFbtovu8DM8lswvc4/Gg0+zAzWBFLbTBBkUwOHvHfi/E0QDUbMt2bEctiLRSB+2HBRhdHQwDCAM+yBcPvLHL5bJjv/vrpxULAFPA8Mzbu+OJbqC77LRS6S5VLbHgqIixT6/17kIF3bUDcUbNtuC9moBwuNO7mQN0l87hqrOzfzgwjA/xoev6aVg5FHIJmF7Ws6+nbYWm5Og4tp4+hq4eFCk5QURidOxUr9UvNaVms/zYZ7GyaIkF54nScfqWE8MMBN0v+hU2G+g0VARiMiJpX88CcijpheQV7J30DIPESH/XZqepIr9eh9rVEUp6ED3mtb6KsByLsStxLH2Rs7rzJa+AoZkIAEDXDGwvVFDebYEXWaTGg662Pm7vued5OLSuawZYlnENMV6qLDnWDGJgpbqCK4kD+zRR5k+cAjlPWmoLf7PwN6grZk7M09JTLFYW8cOJHzre8+B0GLVCB53G3neRYTA6H7NCtC/GLmKrsYXl6jIAgGM4vDX0Vk/7LcA8Z8etB2MyPAER7cOTYQyD5JFQ7V75DYnhACauJtBpqZC9gqv4EJJCeG3gNXyy+4m1lvalMR+b73nc54nHL/Ztv1NVnOKiZmhoqk1LLNjf59jl001ePSk+wX9t/ZdlJTUbncW3hr/VVwD1cSxXlvEfG/+Brt4FAwYXYxdx481byC7V0WmqCERlDEyGTszgoFAoFAqFQqFQKL/bULGAQvmaUKlUHJ2MgFkgd4gFbQ16w1lwVgttHO69ZURn8YEQAq3QhrpZh6EY4KMyPHNRsC/YvbkPK/Hw3x6AstME6ejgIhL4Qx3BRDfQup+3bIEIAZSdJli/AGnM7LA8HJh8mF7rZ4F0dRCXApp+qAAspLzorlZtGQysxEFIO4tyRNWhbDgDo7srVbtYIIfNwufRz9oTcWwb98Tx2sBr+DT7qXVtzEZnMRmetD1PMzQ8Kz3DTnMHISmE+di8FfLZaao2oQAwi+Q7ixUEXhuw1kSPF5e+9V1sPLqPZqUCXziM4fkrEOWTu7nPAse4e7of9pc/K9VuFYQQhKSQVYgNxj0oHPl8RA8Pz97ECy9yGJjor8OXZRnM3B7A5tMyaoU2JC+PwekwgrGTz1WrpuDJB9tWt29ho476aBBjV15uLkS/1Esd7C5XoSk6wkkvUuNBsJzzPhJN++D/zjCquTY4gUU46bGet3wnj/LugVVOo9QxLdH6KM5HBrxYf8zaA3P3Mg2alS5WHxTQrHTBSxwy0xGkxu3FbLdO/ePWvyweFR9ZQsE+G/UNW87APqLM49I3M6jmWnuCkhfSoewJjuXw/fHvo9guoqbUMOAbgIc//tqLpL3IrR2x+2EYq8uc2bumt56VUSt0IHo4pKfCjs71xEjA9tkC5vcomPCAZZkTLXhuDNzAVHgK281tBMUgMv7MV1IoS/vSWKmu2NZ8gg9BMdhji/6oK3W8t/me7Xf909JTDPoHXyg4vq218W9r/wadmNM+BASPio+Q9CYxd23uhY6ZQqFQKBQKhUKh/G5BxQIK5WvCaQrkjMC61pvZI6GaQtpv2u8ohwpvXR16pQOwZmFPK3XQupuH7/X0uRVtGIGDNOJeVNErXVt+wD5avm2JBel0GltbW1DVg8K9z+dDPH5+BVVG5sFKHIyu3UqFO1TsYngWvhsDUNZq0GsK2IAAaTRonWeiGQADMBwLQzFcfdzJ0Y52OQhkXgU2Pzv0ojww6t5Nf2PgBmaiM8i384hIEURku6hACMEvVn5hCw59XHyMn134GXyCD0rb2VEPwHXdF45g9s1vuj7/vPGLfowGRx12Km5dxoQQLFYWsVJdgcRJmI/PI+5xXgsttYVfrf4KO80dAEDSm8Qfjv0hAmIAQ7MRtKpdy96FE1iMX024dqf3g+wTMPVq8tTb7SxW7IVwALn1OgYmQ5B95yPYnZVaoY1nH+9a13G92EGj0sX0DfcgYVHmHdMUnabqKCYDQHal1lMsaDcU1IsdyD4BgZiMmVtprD8uolHqQPKZEwveoIh7/75hWR9pXR1rDwuQvLzNVmU2OosHhQe2YqzMyw6B7cum0q24rpc7ZddJIZZlEBnoPSkAADFPDDFPrK/XDyW8GJqNYHuhCkM3wIscRuajtmtOlHmMX00cu59wyovxqwlsL1SgdDQE4x6MzsfAsgwIISCk9/SBtQ85jLAc7uu4D9NuKCjvNMFyLKKDvpfqvX87fRu5Vs7KL2AZFm8Pvf3CYuZGfcO1KWC1tvpCYsF6bd0SCg6zUl3BXIyKBRQKhUKhUCgUCuUAKhZQKF8TQqEQwuGwGUy8B8dxroHDjMBBGPRD2bJ3jItHCnesxMF7YwDKShV6QwEXEKFXu9Cb9kKx3lShVxXw4fPp3Nd1Hc1mE5IkOcQOhne3Wji8LssyXnnlFWxsbKDVaiEYDGJ4eBgc9+Jd59brsQzk2Sja9/OW6MKKLOQj/visxEG+cKRAr+poPylBy5mZAsKAD9KFCFiZt9kvAQAXden4nfouEMwAxUVA8AKD1wFf76JfQAxYfutH2Wxs2oQCwPRpf1h4iFvpW/CFJXAC6yhQB+IeEELwuPQYi+VFcCyHi7GLmAhN9DyO8+a7o9/Fh9sfYqmyBIEVcDlxGVcTVx3P+3D7Q9zN37UePyk9wZ9M/gky/oztef+59Z+WUAAAuVYO/7HxH/jR5I8gyjzmv5FBvdSBrhoIxj3gelyLL5O2y0QQCEGnqf7WxYKdpapD8CrvNNFpqJD9/R3b0etsH011FjIBYPNZGduHckOCcQ+mX0vh4puDIAaxxJzSdtORkQCYuROHxYK4J44fjv8Qn+x+gnK3jJQ3hdcHX4fEvfzQ2eNIeVNYKC+4rvcDMQh2lqoobNZBCBAf8iM9FT6VpczgtJnPobR1SD7eEYi7j2EQMEBPIS0xEkBiJGDLnMhv1LH1rAylrcEfkTEyH4M/cn7nvLDZwPLdvKWQbz0vY/Z22paLsNXYwt3cXTSUBoYDw3h14FXH567qKliGPbHoH5Ej+KvZv8JKbQWqoWIsOOZq80QIwb38PTwoPICiK5gMTx57vfWaAPHyL5YjIPPueSES/9u97ikUCoVCoVAoFMpXDyoWUChfExiGweXLl7G1tYVyuQxZljE0NAS/370bV56NgvXyULMtMHthuoJLJyrnE6wcAwBofroLwK3b3NnteBby+TyePXsGVVXBMAzS6TSmp6fB7k0ysEERfEiCVrWnKYjD9mK41+vFzMzMuRxTL4SkF9xbGai5FhiOhZD0gukR9HmY9pMS1OxB+LCy0wRYBp6LUbTuFyx7I87LQ54OO3fAMEDqovnfC1LtOr21gYNOZo5nMXY5jpV7eSvg1BuSMDgdxoc7H+Ju7q61zXptHe8Mv/OldaJKnIRvDX8L3xr+Vs/ntNQW7hfu29YMYuDz7Oc2sYAQ4rANAYDN+iYUXYHIiWAYpi+roJeJPyKhdeTaZ/qwb/kyULvuBX2lo/UtFniDIkQP75hccQtVbTcUm1AAmNMN+fU6BsZDfU19uE1DZfxDuE38KOQbYBhAMXiQSXLmKZLzYC46h4XyArKtrLV2MXYRKV9/YsHmszJ2FivW461nZeiqgZF5p8hICLG+/2EpbDtHvMBZ2QdHUToa1h4WUd5tgeUYJEcDGJqN9hQk9vdbK7SxcjdvrTfKHTz/ZBdXvz3cMzj5NBi6gfVHRdsona4a2HhawuztNABgt7mLf1j6B6trv9gpYre1i59M/QQMw6Cm1PCbjd9go74BgRUwH5/H7fTtY3MCBE7AhciFY4/tfuG+LVD7cfExmmoTP5j4gevzRwIjiMgRlDsH1z3HcC+c2zAcGHbsl2EYXIpdeqH9UigUCoVCoVAolN89qFhAoXxF6Xa7WF9fR7VahdfrxcjICPx+P0ZHRzE6Onri9gzLQBoLWdY9hyGEQK92AZ2AC8tguINij5D2QavYi5WslwcXdBYriWaAqAYYmevLokhVVTx58gS6rlvHsb29jUAggMHBQfO4GQaeawl0l6vQCm2wEgdxNGjLNXhZEFWH0dHBegXrnLAy39MyyehoUHeaIJoBIeUFF5RANMOaKDiMutOEPBdF4O0MtGIbDMeC2/P77ixWoO40AcY8/1KfhdB+GPANnLgey/gRjHtQK7TBixyCcRmaoeFh4aFjuy9yX3ylbCsaagMGcXaru4kkIiuiq9uvbY7hXjg49DwZnA6jmm+j2zyYMBiei0KQzm9q5qyE4h6HkMEJrNW9resGmuUuBImDJ+AeFMuwDKZeTWLx85wlGISSXmQuODM56sWO6z7qxQ4Gxu33tVDKA17ioB0RNOJDTjF143EJ2ZWD62PzaQm6bmB4Nur6el8GAifgx1M/xlp9DZVOBYP+QcdUQaPcwfZCxQqjzVyIQPTwIIQ48wYA5NbqGJqzF/MbSgO/Wv2VJUokvUl8f+z78Isn50Us38mjVmgDAAyNYHepCo5jkZlxfnaHKRzJRAEATdFRzrZcP5/TorR116mS5qHfY/fy9xz2PrvNXWRbWaS8Kfxy5ZdWoLpqqLibuwsP78H15PUXOrZHhUeOtbXaGupK3XUajGM5/Onkn+Lz7OfYae4gKAXxSvKVvu2kesEyLH40+SN8uvspthpbCIgBvJJ8pW8xikKhUCgUCoVCofz+QMUCCuWcaFa7qOZa4AQOsUEfeLGP4h4hwPYdYPc+QAwgdQnI3IBOCO7cuYN22yzM1Ot1FItF3LhxAx6PB0QzoGZbILoBIe45Vfiw0dXQupODXjeLkazIwXM1YVkMCRk/iKKju14HUQ3wERnyXNRWvCaEoLtQgbJRBzEIOJ8AeT4G/oTu51KpZAkFhykUCpZYYB3Tl1i4I4Sgu1yFsloDMYhpNzQTdZ3E2EevdtH8IguimQWo7moNntkohMEe2+ydPoZnIaQOntN+VoKyfhBs2l2uAjpxWBudlbgnjquJq7iXv2etpX1pXIzapxYEibN5xnf0DjTDOWHSUu1CiNLRsP6ohPJuE7zAITURRHoy9KWFkkbkCCROcogAg75B22OGYXA5fhmfZT+zrV+MXfyth9seRpR5XP5mBuXd/fBaDzx+98L7cSgbG2h99jmMeh3C8BB8r70G1ne8x/1JpKdDqJc7ZiAxAJY3cx04nkUl18LynbxVtA2nvJh8NelqZeOPyLj67WE0qwp4ke1pr9Rz3eV+x3EsZm4NYO2hmWUgyDwyF8KOiQVDN5BfdwaN51ZrGJqJ/FbDdDmWM22+XHK023UFTz/csaZ/Og0VtUIHl79lBgDrmnPyy9D3clIO3bt/s/kb2/RCrpXDe5vv4YcTPzz22LptzRIKDlPYbJwoFvQeSjufaTXBw7laqXmDB9+btuY8dgBoaS2UOiVLKDjMs9KzFxYL3O6hAKAb7lM6AOAVvHh76O0Xet196kodTbWJuCcOn+A7dkqLQqFQKBQKhUKhUAAqFlAo58LuctW0Qdhj63kZF98YPNmaY/0jYPm9g8f1LKA0UPDPW0LBPpqmYWdnB6OpYbQ+z1rBu93nZcgXY2DjHmw+LaO82wIvshiYCCE+7HcUv7oLFUsoAABD0dF+VID/jUEwDAOGYSBNhCGOhQCDuGYIqFsNdA91supNFe27efjfytimFI4iCO7ng+d/u7cirdA2i/R7GIqB9sMCuLAEtkdIZmepYgkF1tpiBULaB2HAZ1oPHUIYdH4WxCBQt5xdt8pWA9J0+NwKl29m3sSFyAVsN7cRlsIYDgyf2E3vF/wO2woAtrBVQggWP89ZxWO1q2HzSQkczyI15j6Ncd4IrIBvDn0T766/a00YBMQAbqZvOp57Y+AGBE7Ak+ITEBBciFzAK8lXAJgd1w21gZgnBoH97WYDsBzbM+wXMC1WytkWGAYIJ70OKxd1ZwfVf/gHYC9fQK9Woe7sIPKXfwmGdf/c1a6OZrULj1+A1EN85AUOc2+k0ax0oXZ1BGIyeIGDrhtY+iJnK9ZWsi3sLlZ7FpIZljnRsz4QkxGIeVAvHtwLeZFDctz92vKFJFx8cxCGboBhGdfvDyFmEf0ohk7M2vVvTys4ltxa3RIK9um2VFSybUQHfYikvI7g6FDSa8vd0AwN67V1x743ahtQDfXM171maNAMracvfmzIj8KmXaDhBNbVeqoXuqFjrb6GhtLAUGAIUflATOY4FkOzUaw9OCj4sxxju/bGgmPYbmzb9smzPDL+DBqK8x4MAMyhi0FXDXTb2rFZDm5MhadseSqAKeCGJBdF6AgGMdDW2pA5+dTBybqh473N9/C89BwEBDIv453hdzAeGj/VfigUCoVCoVAoFMrvH1QsoFBeEE3RsfnUXlDVujq2npcx+Uqy94aEAJufONe3voAy6v4P+m63i+5SxRIK9nfTeV7G1koNdatoC6zcy4NhgeigD5VKBZqmIRKJQCs6OyyNlgbS1sAcKhIyLGPrSD3MYT9+ax+KDr3cOdYuKBwOw+fzodk8KGoxDINMJtNzmy8DN9sgQgAt33ZkJexj1J1BtEQzYHQ0yLNRgGGg7u5ZCw363bMJCLEKujZ049wLlwlvAglvou/nMwyDbw9/G79Y+YXVlRuWwngj84b1nE5DtYSCw+TX61+aWAAAU5EppP1prNXWIHESRoOjrtMCLMPievK6rVvYIAZ+vf5rPCs9AwGBxEl4Z+SdLzXIGTALrpVuBQExcGzYbqPcwbOPd63CPC9yuPDagK3w3r7/wHFd6cUS1K0tiMPDOMruchUbT0pmFzpjetGPXoq5FtsZhoE/Yi8KN0pd1+DiSq5lK9gSQlDcaiC3Zk4kxTJ+pMaCPS23GIbBhVsp5NfrqBc7kL0CkuNBSJ7j/3RhjynmcjyLUNKL6pHvfDjl7cv6ixACQnCq4OB+aZTN6TRB5hAd9NmyA9xsdoCDYOjRyzFoqm5ZN/mjMsavxG3PZRkWAidA0RXbusAJ4Jjji9GSh0cgJtusoQxiYM3/BB8//BdohoYB3wDeGX4HEdkuEIUSHoxdiWPrWQVqV4M3JGH0UqxnNsJROloH/7D0D7bu/9cGXsONgRvW49RYEL6QiNJOEyzHIj7kt02mXIpfwm5rF8uVZQCAyIn49vC3IXESRFlE0ptErpWzve5M1MzE2V2uYvNZGYZmgBNYjFyMITHi/nvhKDfTN9HSWlgoL4CAIOlN4g9G/+BEIfh5+Tk+3P4QTbUJn+DD7fRt63j64XHxMZ6VnlmPO1oH7669i/81/79c7y9dvYut+hYkXsKgb/C3OmFDoVAoFAqFQqFQfrtQsYBCeUHaDdW1U7V5xNvbFdXFk1tXEQ27F1pjsRj0Z879thsqqt0O2CPWR1sLRazsPEWjYXZOchyHMS2OEOx2JAzL9BXce/j5rpxQQGNZFlfmLmFtYx3lWgWyLGNkZASh0EGXJTEIlI26WcBnGYjDAQjJ/jtQz4TL9ASAY88JGxRhHLHlYAQWrIcHw7HwzMcgXzS7X3sVXhiOBR/3QM3b98Mn+ytcvmxSvhT+58X/ie3GNjiWQ9qXtk0kGG5CB8zP8MvGJ/hwMXb6QOgnxSd4WnpqPe7qXbOodvF/9eyU3qdVU7D+uIh6sQPRwyNzIXImD/bn5ef4r83/Qlfvgmd5XE9ex43UDeckCiFYfVC0FeY1Rcf6oyIuvnVgu0S67l7/pONcb9cV21QUCEFutYZg3INouj/bol55Cket2HKrdaw9PCj4NitddFsaRi/19mPnOBYD4yFHRsFZ2ahvYCP+HLlqA4n2MEJsGIGY59hjAMxzv7tcw85SBVpXRzDuwdjleN/Bziex9byMrWcHovP2QgVzbw5awkg45UXxyBQSwzII7d0bRZnH3BuD6OxlXbhZOLEMi/nYPO7k7tjWL8Yu9pXbMflKEqsPCqhk22BZBuXYJjbEBTCGeZ3uNnfxi5Vf4K9m/8px7SZHg0gMB2DoBCzvPvXRi/v5+w6boE93P8WF6AUExYPflf6I7BCy9uFZHt8f+z4qnQoaagMpbwoCZ54jhmHw/bHv4zebv8F6bR0CJ+By/DKuJq6iXurYvh+6amDlfgH+iNQzl+MwAivgu6PfxZuZN6EZmmtOwVFKnRL+fe3fQfZsmppqE79e/zVinhjinvgJW5us1Jxh7qqhYqu+hYmwXQhdq63hX1f/FaphXjtxTxw/nPghvMJL/r1LoVAoFAqFQqFQvpJQsYBCeUFknwCGZRwF0hMLCQwDxCaBwoJ9PTQEXyiGqakpLC8vwzDMwuDg4CASiQRaGzkYHXuXKQFc7YJ2i1sQcdBFqus6VpUsLnNjtuKQkPGD6bPLEwCEIT/UI4Vyzi+AO8ZWxOhoaD8qQit1kGY8GBmIQ56NOo6787wMZePAskIrdeCZj0EcfPEgzF6Ig36omw3bZ8hK3LFTEvJkCM1KF0Q7KNzKU2Ewh7qa+ymIyXNREK0IrWwWcvmobE4muNBoNLC5uYlOp4NIJIKhoSFw3PkG3+qGjsfFx1itrULmZVyOX8ZIcMT1ud6gCE9ARLtu71Q+zkLny4IQgt3mLsrdMgZ8AzbbksMsV5cda5qhYbO+ianIVM/967qBZx/vQu2YnuTdporlOzkIEodQov8w7ppSw7+v/7sVvqoZGj7d/RRJbxKjQXuQuaETR8AwYE4bGLphddSL4xNQ1ux2M4zAQ3CZKqjk3L3cq7lW32KBNygilPCgelj0YhgMTNgL/LuHrL72ya+bWQGHrZQIIT2/O4QQVPNtdBoqfGEJ/ojUd+H5bu4uPtj+wHyQBIrqJv5o5I8wlUqfuG1xq4mNxwdF41qhjWcf7+LKO0PHCnuqoqOy2wLDApGUz2EZBZi5H9sLFftaW8POQgVje9MB0UEfGuUQcmtmrgonsBiZjzmmLHrlPOxzK30LMi9bAtlMZAbXkteO3WYfUeZx4eYAdN0AwzD4m8VPwbTs773arSLXytmCc6v5NnJrNRg6QTTtQ3z4dPeH3dauY42AINvM2sSCfgjLYYTlsGPdL/rxg4kfQDd0sAxrXVOlI3Zy5osTlHdbfYkF+3j4/u8JS5UlSyiwXhIES5WlvsUCmXMXTSTe/jtaMzT8ev3XllAAAIV2AZ/ufopvDn+z72OmUCgUCoVCoVAovztQsYBCeUEEicPgVBhbzw+6QjmBxaCb7cxRpr8HdGtmVgEAeGPA7A8AAMPDw0ilUqjX6/B6vfB4zGKDFwQQ9AABAABJREFUNBmCXunaCtuh2QjktQa6Lbs1DhG7OOplo8uAMeaFVGHMgOSUD8KR4q6umSGg9VIHHr+A5FgQ4iHvfiHhhWc+BmWtBqOjg4/JkC8cHw66LxQApvuOstMEBBaemYMiLlF1dw//tdq5iAW9ipBcQIT3ehLd5SqMlgouLEGaDIPhWbOIq5shoYeLglxQgv+NNNSdJohOICS9YCQORDVONaXBSjx8N1Iw9orOvTISGo0GvvjiCysgulwuo1wu4+rVq+dqGfHexnt4Vj6wr1isLOJPJv4EQ4Ehx3MZhsH0jRSW7+XRKHXAcgwSI2bA8W8T3dDxq9VfYbW2aq1dS17DG4NvOJ7bq4h3tKh2lGq2bQkFhyls1E8lFqxWVy2h4DDLlWWHWMByDASZd7yu6OFt16Y8fxFaPofO4ycAIWA9Mvzf/jZY2VlA7DUV0GsdMO8PxCC2yYGpGylsL1ZQzbUhSBwGJoKO86B2nVY6hk6g66a9i7o3JVHes5JJjgaQuRCx3puhG3j+aRa1Q6JEfDiA8atx6zvQrHaxvVCxxITMhTAkrwDVUB3h1pzA4F71DqZSJ1tOHfXcB8zMgHqpg2APUbGab2Ph06w1ecaLJczcHoDvSBB8q6q4TuPsT6fpmoHiVgMMA4zMx+DxC/CFJFfh4STcrLhOy75nPwv31z8sRJe2m1j8/CBQuZproVVXMDp//CTHYcJSGJv1Tdf18+ZoNgDXY+qs1/p50GvK4ySrqMNcjl92iA5xT9wR/F5sF13DnzcbzvNNoVAoFAqFQqFQfj+gYgGFcg5kZiIIxGQrXDg+HDjRVxsAIAeBV/8PoJEDiAEEBsyJgz1EUUQsZi+q8GEZvttpqFsNEM0An/SCj8mYSnixfCdvdnkzDGIZH3gSRrVq7+ZlGAb+wTCkcfdiKDEInn20i8Zep3sZQGGzgYtvDdoEA3HQ33cB3+jqllBwGG23CdjEAsO1aEZ6+HX3S6vVwsLCAsrlMkRRxMjICIaG7MVvPiqDj9qLqXqti/aTEvSaAlZkIY6HII0cdLKyEg9pLASjuzc1UeyAYQA+5YNnzjk1cRy9RIJ9Njc3LaFgn3K5jFqtZrNxehFqSs0mFACmwHInd8dVLAAA2S/g4puDUBUdLMu81CIaIQRrtTVsNjbhF/yYjc66WgU9Lz+3CQWA2VU+FZ5C0mvPEbkUv4SFyoKtYB+TY8j4j8/RcCvwA72tmXohcu7dyW7rDMMgcyGM1ft2S5bMEaGOYVkEvv1teF97DUazCT4WA9MjRDyS9kJ6JtiERk5gXT3Zdd3A2oMiilvmFE4o6cX41ThEmQfHsxiejWJ4tvd7Dae8KG3bxUBvSLKEieU7eStLwNB1bC9UwHIMBqdND/ziVtMmFACmOBMf9iMY86DTVPH0wx3LpqldV1ArtHH5W0No6S2HVz8AlLtlx9pp6HEZmNfqw4LNok5TdGw8LmH2dfskgycomvd94pxO01QdT97fsU3vRAZ8mLpxTB7OC6C0NWwtVNAodSD5eAxORXoGUc/F5pBtZW1rcU/c1v2+vVhxbJdbrSEzHXbYVPXiauIqFsoL6OoHUzUT4YlTZbCclfiQH7tLVdvnyIscopn+pm7OwnRkGp9nP4dmHIiCHMNhOjLd9z7S/jR+OPFD3MnfQV2pYzgw7Gpt5hN8YMA4Jhl8wst7fxQKhUKhUCgUCuWrDRULKJRzIhj39OwwPRaGAQKpk593CM4ngLtgD5GUCDCZkKH6eIiDfngyfhSLHB48eGArbA4MDECSendNV3ItSyjYR2lryK/XkTnymoBZFNPLXRhNFVxIAhe0FzmNrg412wRpa4DM2YsVRwoXjIcH5+Wht+yd03zsDOd1//UNA/fv30e7bRYZu90uFhYWIIoikskkCCFQ1utQtxsAAYQBL8SxEEAIWndyMBSzSGQoBjrPymBl3pGh0H5on5pQd5tgBBaeHnZC5vN6W6240XHxm99/P+dFU3Gx3ADQUJ3THkcR+iz8vQi/2fwNHhcfW4/v5e/hp9M/hV+0i1bbjW3X7bcb2w6xYMA3gD+Z+BPcyd1BTalZRbWTPNzDSS84gXUE+542s2AiNIGP+I/Q0g4CdzmGw1xszvX5ydEgJC+PwmZj7/UCPScZOL8fnP/44+E4FnNvpLG9WEGj3IUnICA9aXbjH2XzSRmFQxZh1VwLy3fzmL19so0PAIzMR9FpqpaVkuQVMHEtAYZhoLQ1R+gwAOTXG5ZYcPS+tE+j1EUw5kF+o+74PJS2htJOE9GMHz7Bh6Zqv8ZT3v7uvbGM3yFUiHuhv26oXR2dhjMEve4imkoeHgPjQZtNEy+aE2v59YbD5qu820S92Hui4awYuoEnH+6gu5d70K4rqOXbmH8742q5MxedQ1fv4l7uHtp6G2PBMbydedt2X1Ncpm+IQaAqet9iQUgK4S9m/gKPio+swvd02L1w3qx2kV2pQVN0hFNeJIYDx9pEaaqOar5tBl/HPY7nyj4BM7cHsPW8jHZNhS8sYmg2at3v2nUFufU6dMVAeMCLyID3hSe9gmIQP5j4AT7a/gj5dh5xTxyvD76OkHQ6UXg4OIzhoNN67DB+0Y+Z6Iwtt4UBg1eSr5zp2CkUCoVCoVAoFMrXHyoWUCi/A6i5Ftr381ZjqlLpglV1xMZiuHrpCnZWt6CyOuKpBNLpNPRaF92Vmmm5E5IgTYSszvZuy1ncAYBu073o076ftwX0ikN+M4uAYaDsNNF5XAQxCLRaF6RoQEj7LF//o/ZHDMPAcymO1r08jD3LEi4oQpp2ihT9UqlULKHgMDs7O0gmk1BWqugsHRTp9KUqDMUAH5UtoeAw6k7TJhYYivvUhLrbdBULtFIHnYUyjLoC1i9Cng73JYZEIhGUy/YuaJZlz22qAADi3jhETnR0YA/53acKvkyK7aJNKADM4M97+Xt4M/OmbT0oufuY9/I3HwoM9Zyc6AUnsLjw2gBW7xfQrium9dhUGOHU6UJBRU7En079KT7e+RjZVhZhKYybAzd7ZiwAQCjhRShxfuGjoofH2OWTvdCPBuwCQC3fhtLRbFNHPV9H5jH/9iBaNQWGTuAPS1ZxttekxuF12e8+hbEfMqy5fF/31zmWw9uZt/GrtV9Z+5R5Ga8Pvn7icQOmCKR2dOwuV6EpOvxRGWOX42B7FKJ5kQMvctCOTEW5iTAAMHwximDCY9o4yRziQ36IMo/2gnMaAjDDtc9bLKhk25ZQsI+hE+TW6662QQzDWJZGvcTPUNzjuG4krwC5x3noRUAM4Hb69rHPqZc6ePrhjjWdVsm20Ch3MXHNfQKhmm9h4bMcjL3cGdkvYOZ22jEVGIjKroJYvdTBs492YOjm6xU260hPhjF8sfd3t18y/gx+euGnrj8jhKCaa6OcbYHnzSmgFwna/tbwt5DwJLBSW4HESbgcv4xB/6Djeaqim4L6MRZlFAqFQqFQKBQK5esPFQsolC8bTTEthwT3jtSz0F2qOOwwuit7QZirDWT0IBiBhZwKgbR1ND/LguwVOPSGCq3Ugf/1NBiOhT/iflxuHbTqbtMmFACAstmAkPaD8wnoPC1ahRsh4YVWbMOoKxCSXgiZAKRxZ6GbC0nwv5WBXukCHAMuKDqKUHpdgdHWwIVEsNLxt7GTipDKhrMAqm41wIV6TF8cqYcxjKuDiGs3q9HR0LqTs86JXlfQupuH73Ya3AnBpENDQ1ZOgfm6DKampo6dEjktAivg28Pfxrvr71oWGHFPHDcGbpzba5yVYqfY9/p8bB6PCo9s3foJb8KRAfCiBKIyLn0zA7WrgxdYK2D4tETkCL4//v1zPbaXgWvHNMMc27ntto+jnv2AWUD2R2U0jghvh8OyE8N+5NZqtoK2PypbAk046UF+rebYdzhpFtUn/v/s/fdzJHl65gl+XIdWCGgNZCZSZ1ZWlq7q6u5pdveQnGGT7FkOh5y5O7NT/9XZ2d2e7eyu7QzJJofkDNnNFtVV1aUyK7UAkNAiAqGVy/vBAQcc4QGRmdXSP2ZlVvENDw+PCA+PxPu87/NkZvjL2F+yUFlAFmVmM7No0sm+P4IgMHI2w/BsGtt2jrXbEkWBkXMZlu4cOD8FgdG5TM/9ZwZiZA5NLcXSKgTYx0fiCsXVOu26QSIXIZWPvHBHu2kE272ZAVkTh+n13GMXcjQqOu26K3pIiuhmTOyeMw2jwePSYwzbYCY9Q1/05FkGh1l/Uu6ysSus1L3cioM4tsPCrYInFAC06wYr93eYvXEyi6e1x2VPKNhjY6HC0Gz6VAX1vWkIo2OR7o8yMJk88lqy+qjM2oGMpM3FKuffGur5230coiBypf8KV/qvBN5vGhYLXxQobTbB8duPhYSEhISEhISEhIT89hH+Sz8k5JeFZcCjf4Cte2Bb0DcLc78P2jG2JbYFtXWQoxAPLqTYre6uf6um035Y8nzzHcOmda+IMhDzhIKDjze3WyhDcRJZjcGZNJsHLDHSAzH6AjyarXKwBY5VaoNl45gHnkcUkPtjSEmVxDG2JYIodOUHwO4kw50CxqZbBBYE0M5m0SaDO8YBMpkMmqZ12fUMDg7iOA6O2d2N7NgOclZF1CRvwmEPZdj/PgiKhDwQ847J2y4gz8HYaHQVsxzbwdhoIM1mer4GAEmSuHbtGtVqlXa77b2ul81MZob/lPhPrNZXicgRRuIjLy1Aeam6xO3Cbdpmm6nUFNcHriOLJ/sZ6o8GdwcHrceUGN8/931uF25TbpcZig9xOX+5K7z0ZSAIwu9M0ax/IsHa47JvLTsUe2kWVGduDLBwa5vKdgtBFMiPJxk9l/Hul1WJS++OsLVUo11zA4zzEwmvuz8zGGNoNs3mrlAqSiLjF3IocZEvt79ktbFKSk1xJX+FpNqdyRCE4zi0aq44EU0qCKKAdEJxZGg6TTShUFxpIIhuGHMy4Lp2FP3jSQordc+6CSA9EGXlYcm3lh9LMn09/0Lf1XR/NFD5PO20zEG0qMyV90epFtvYlk0qH/WEls3GJn8z/zfeJNMnG5/wjYlvcD53RPDFEQROxTkOnabZJRa0GwZ6wO9mtRBsdRVEkM2UY7vPd1KxoF7q8ODna57oUNlqUttpc/ZmsD2WoVusH8qBsC2b1Udl5t4YCnxMoVXg081PKbVLDMQGuDl0s+eUVRBLd3Yobezbd1W2mizeLnDu9eDnCwkJCQkJCQkJCQn5zeZ3o8IREvLrwPyPYOPL/dvFp/Dgb+Han/V+TGUF7v4X6Ox2v+dm4NL3QPYXiaVsBLPg7/B3TBsx2l2wMIvdljzg2unsMXmpj/xYgka5QySukOwL7loVY8GXEDEmI/QooIonCX7ugbHe8BXlHQfaj0oo/VHEHrYWkiRx5coVHj58SK1WQ5ZlxsfHGRoaQhAE5P5oV6FfzkYQIwqxVwZoP9zBLHUQIxLadBolwP4lerEPQRYxNpsIooAyGkebCbAH6hV+2ysl9RCCIJBOp1+q9VD3oTiUO2V0SyejZV6aULBYWeTvFv7Ou73V3KLQLvDdqZN11GcjWa72X+X29m1vLaWmuNZ/LXD7hJrg7ZG3X+ygv2IM26BpNEmqyWMzEn4dGDmXxXFge6mGbTnkRuJMXHpxy5U91KjM3JvDmIaFIASHZe95+QchCAITF/sYmknTrhvEUiqSIvI383/DSm2/Pf/BzgO+f+77xxZMOy2Tx7/Y9IrysbTG2ZsDPa2EgnhRyyhJEbnwzjA7aw13iiCr0a4bLN/f8W1XWKnRP9lbjHAchwc7Dzxv+nO5c1zMXfR9v7WYwvTVPM/uFt2Oe0FgYDJJbuRkYbembtFpmkQSiu+zE0QhMFfjo42PfJZnDg4frH3AmcyZE4uIB0n2RbryHSRFJJ7pFlUVTUIQhS7xVg34zez5fLmILxh87/miyf3zw7EdyltNqsU2WlQmP55AVvafY2O+0jWdUFpv0KrpgTkRetPsOmYIFi4AanqN//rkv3rv8057h+XaMn9+/s97hqsfxHEcimvd03flrRaWYSMpv/7XrZCQkJCQkJCQkJCQ0xGKBSEhL4tOHSQV5B5/gG/e6V7bmQe9AWpAMca24d5f7QsFe9sv/hRmvwlb913xwbGJpM/RrA54HvuCJKBNpzADuiTlvgjGll8wEARQDvlfx9NaoF3IQZSRBPpK3TfZIKVU5P6YWzQfimMc6EgURAF1KoXjOFSrVWq1GvF4nEzmZEXpXkKHudNGPVDAc0wbc6eNIAlI2QjJZJKbN29iGAaiKCJJ+8WayFwOR7cwSx3v+KO7ntNSUiV+c8gtzgi9rTYEWSR6sY/oxaMtNOTBOMJ8xacNCAIogycrxn3V2I7Nf3/233lafuqtXc5f7gotfR5ubd/qWpsvz1PpVE4c3PnOyDtMp6dZqa2QVJOczZxFkZ7fq/tXyRdbX/DJ5ifolk5cifPe2HvMpGd+1Yd1JKIoMH4hx/iF3KkDum3bZn19nUKhgCRJjI6Oks0GZ5EcLKY+D2pE9qY91uprPqEAoG22ubN9h7dHjxaTFm8XfN37zUqHxdsF5k4Y6PyykCSR/vH9SYinn20FbteodHqKBZ9vfc6H6x96t9cb6zSNJq8Nvebbrn8iSW44TqPaIRJTUE8o7q49Lnm2PJLiTnQMHDHxBa5geJi22aau18lEMid63oOMnstS32nTrLqFcUEUmLqS7yk6DU75Q6XZtZo68fPNZagWW/sTCoLA5OU+3/PN39qmuLL/G765UOXCO8Pe+XlYbNij0zQDxYJIQgkMVg8SRADuF+93ZdA0jAZPy097hqgfRpQErEMChSAAoU4QEhISEhISEhIS8ltJKBaEhLwojQLc/xuobYAow8h1mP1XIB76Szqoc1gQgtcB6pvQ7vbfpvgEIml4/N+9Jam0SGLiXcz4DddCJx8F06ZeXvdZAYmqiHY+hxipoi/XcBxXWIicy/bszD8KUZWIvz6EvlzDbrhhyc24yRe3vqDVapFKpRifHkCpu3Y96kQSMaHw4MEDNjY2vP3k83kuXbqEKIo4toNd0xFUqWsKQewxrSAcsHwwiy2atwuevZCUcCcExIiMonS/RlGTiN8cwmoY4DiIcaWrCCqIAo5h0XpawSy0EFUJdSrlCzoGtwvTrupYDQMppSIdCmSV4grRK3naj8rYbRMxIhE5m0UKKAr9KnhafuoTCgDuFO5wNnOW4cSLFUgP5gccpGW2TiwWCILAaGKU0cRo133ldpmF6gKqqDKbmSUiH2/3Ut5ssr1cA1xv/NzwL0e0Wa4t88HaB97thtHgHxf/kb+88Jck1GNsyY6hWmixuVjF1G2yQzEGplI9Q3hfhNOKR0+ePGF1ddW7vb29zeXLl+nvD7aXOi3VQovl+zs0q25H9viFHOn+KOVOOXD7Xut72JZNZav7nK1st7AsG+k58yleBkFFZIBYj3XHcfhi+4uu9Vvbt3h18NWuqRZJEUmdIHR9j8p2i5UH+x76lmGzeLtAsi9CtEcoNbh5KGv1Nd+aJmnEg8TzE6BoEpfeG6VabGF0bNL90SPtgMYv5oimVErrDURJZGAqearXrcUUrnxjjPJGE1O3yQxGfVMnjXLHJxSAKw5sLlYZP+8K0qn+KI1Ddn6iJJLIBhf/JVlk4mIfC7cL3kSaosmMzQULby0zWGDvtb7HXqaPIAj0TyTZeFrx3d83mviVfgdCQkJCQkJCQkJCQr46QrEgJORFsG348n+H1m6hxDZh5RPQkjDxpn/boauw9KF/LX8WlB7FiV7rcgSWft61LKz9AuWdt2HPl12ViN8YpD1fwa7pSGkVbTaDpMlIcznUyZQbEpxQEU5gJWDbNrquo6oq4gEhRFQlIrt++/V6nduffoltu4X67e1tqlqV119/HVl2Lzc7Ozs+oQCgUChQKBTIySladwpeToAyFCN6MY8guYVJdSyBvlr35QxISRV5t8Dj2A6tu0Xf/VbdoPOkTPRy3vecjuNglTvYdQMxqSKl3SBlx3bQ1+qYOy1ETUYdSyBEZZpfbGPuFnXslol5a5vY9X7PluhwngKANplCO+ufmlAG48j9MRzTRpDFwHBYc6dN50kZq6EjpTQiZzNIqePzCZpGk483Pma1vkpSTXJj4AZjybFjH7fH4cLdHqv1VYYTw9iOzaebn/Jw5yEAc7k5bgzcOFEWwERyglK75FuLylHyUfdzcRyH2k6b+o5rfZUZip24yP1w5yH/vPTPOLgFro82PuKPZv/oyLDUrWdVFm8XvNul9QYTl1wLmxdl77XUCm3UmExuJO4rrB0WZMCd6lioLPQMGT0J5c0mj36x6RURa8UWzarOzPWTFeQd22F7uUZpo4miuZ3XvTqWT4Ou66ytdZ9bS0tLx4oFm41NnpafIokS53PnA4WlTtPg0ccbnp1Ls9Lh0ccbXPn6GMPxYJFrJDFy5PMKghDYwS0pIuJzTNkYtkG1UyWpJrvsX/S2SXGljm05ZIfjxFJHi4cDk0kKKzWf9UxmMEYip2E7dlfx33Is2mb3lJlu6Vi29dzB3Hsc9LP3rzeJnun9Wt4YeoO/mf8bL0wd4M3hN1HE558Wci2PTmb7JAgC/eNJ39TGaZEk0RfCfZC9CYfDtA6sD8+mqRXa1Evu5yOIAlNX+5B3c0As06ZaaCFKIqm+CILoFu+TfRHKm00kWSQ3HO9pBzSZmuRu8W7X+kRqInB727JZeVhie8ltJugbTTB2PosgCK6wurd2IVicCAkJCQkJCQkJCQn5zScUC0JCXoT6xr5QcJCte91iwfTXwLFh/QtXZBi4AGe+1Xvf0Qz0n4PtR/71sZtw76+7tzc7bojygcKtlNaIvzIQuHsxIvfs1D/M2toaCwsL6LqOpmmcPXs2sMi3vr7uCQV7dDodisUig4NuYGOlUul6HEB5p0R0s+NZKQEYG02kRBVt2i0QijGF+GuD6M9q2C0DKRNBm0x6BXe7aXQFEoNbfD9IUGFfHY4TudRH+14RfX2/+KWv1oic7/OEgoPoyzVPLDC3ml3ZB51nVeTBGPIhOydBFBB6hMJaDYPm51ueL7W506bx6RaJd0YQjwiStR2bv3761+y0XS/zSqfCan2VPznzJwzGg8MyD5PSgm1D9tY/XPvQ16H8i41foFs674y+c+y+bw7dZLu17QkSmqTxrYlved7ki18W2X62P0kTz2icf2s40ELkIKZt8tPVn3pCAbhWJh+uf8gfzPxB4GMcx+kK6gVYe1JmcCoVKOCchqV7O76A8PUnFS68M+wFAUtC8Of4ogHM60/LXfkXhZU6Y3PZE9nJLNwuUNidtAAortaZe3PoVN3W7bpBu2EQS6ue1Yqu616n8kEOh44f5m7hLv+y8i/e7S+2vuAPZ/+wa7KkuNro8n13bIfiSp3RuSw3B2/yyeYn3n3D8WEu9V068rkFUWBwKtV1ngw8x/nxYOcBP1v9GR2rgyIq3By6ySsDrwBQL7V58OGGmxEArD4uM3M9T36sdwFbViUuvjtCYblOu+HmGKwo8/x/7v8DDaPBeHKc90bf86x8ZFFmLDnWZcc0khh5KTZeco9Cda/1PYYTw/z78/+ehzsPMWyD2fTsia9Vvwn0EtoO2vvJisSFd4apFdsYHYtUfn8aolps8eSTLczdPKFIQmHuzWG0qEwkrpxI2JxMTXJ94Dq3tm/hOA6SIPHG8BueSHuYlQclnzXT9rMqtmkze2OA8QsvL58kJCQkJCQkJCQkJOTXl1AsCAl5EXoU/QLXRQnO/Cs3bwB2TX+P4cK/hdgHUHjkThqM3oSB825Wwc6Cf9vUCA4q+nwFq9JBjCuu7c8hQcCxHcxiC7tlImc0r2Pd2GrSma9gNw2kbMTtZk+oVCoVHj586D2+0+lw9+5d3njjDaJRfxHRNE2COLh++DF7xCzVJxR4j91uoU2nveO2yh2krEbkfBbhUEesoEoIQnde8OH3wCy0ugr7+noDKaX6hAIAx3TQnwXYQYFvguGwILGHtdPuEguOwlivdwVYOqaNsdFAm+jtAb5aW/WEAu9xjsOdwp0TF+DO587z5faX1I1964xcJMdMegbbsQM7VO8V7/Hm8JvHFro1SeOPZv+IYrtIy2wxFB/yOojrpY5PKADXwmN7qXZsQayqV+lY3UXnID/0PRyHfZ/xA5gdy/VcfwGxoFXTfUIBQLvuro3tWo9c6LvAneIdXwFdkzRmM7PP/bwAeqtbKMNxMDrWsWJBp2n4hAJwrxXrTyonEgscx2HxdoHtJXcfgigwdj7H8GyaWCyGpmld4kCvzAJwRaCDHvvgdsh/tP4Rf3L2T7qeOwh7d/314dc5kz3Den2dlJpiLDl2Ihul0bkssipR2LWSyY8lGJzyfwdtx+bhzkMWq4tE5SiX85d9hdhyu8wPl37oiVmGbfDztZ/TH+1nLDnG8v2SJxTsvhiW7u2QG44f2fEvK5L33XhceswHz37m3bdcW+ZvF/6WPz//596Uwftj7/OD+R9Q6bjnZlpL8/Wxrx/7HpyE/HiSjYWq73XImnSiYOSUmurKTfhtIZZSGZhMsXXg2hZJqAxM+88hQRBIHcoMchyHhVsFTygAV4hbvrfDmVeDGwCCEASBt0fe5lr/NcqdMrlIjqgc/H12HMezZTvIznqDqTDMOCQkJCQkJCQkJOR3hlAsCAkJwnGgsgLNAqRGIdHjj/PEACSH3LyCgwxf673v01hYSArMvO/+d5Cz34bb/xlaZfe2lsQ5+10an21i7VkcFFoYGw3ibwwhau5X3bFsmp9t+brktYkk8lCc1u1tr8huFlz7ksQ7I2xtdRddHcdhe3ubiQm/lUF/f3+XxZAgCPT19fm2WVlZoVbbL0rEYjHywwN01gocRlBEHKd7EkBfqhG/OYgg+y2RlPEk+tL+vgUB1EPFGasUXNjXAzzKD+7b1v3FWOWA3cXhfIXj1ntiBRc+sXus79Kygj2o21bwaw0iKkf503N/yu3t25TaJfpj/VzJX0EWZUzb9NmF7GHaplcI3WnvsN3cpi/aF9i5KghC4Pphz+496qWjO88BEkoCRVQwbH9QaC7SuwtWFAUSuQj1QwJPPKO9cEGsUQk+5kZl33okH83z+9O/z8cbH1NulxmKD/HWyFto0otZ/qT7o2w9878PiiYTPcbWBqATIJ5AsKgSxM5awxMKwBUalu8VyQxEiSZVzp8/z927dz3hMB6PMzPTO9C5YTQCRaBiq9i1lhuJs/a47BfZBIG+kX17mFwkd+Q5EYQgCAzNpI8UrP5l+V+4v3Pfu/1g5wHfO/M9huJDACxUF3xTL3vMV+YZS47RrHa/RrNjobctIvGTnYsPdh50rVU6Fdbqa54NWVpL8+fn/5zNxiYAg/HBLrui5yUSVzj/5jCrj0q06wbxjMboXObIoOpqsUVh2RVh+kYTpPtPPr3ym8TklT5yI3GqhRZaTHEtyY6ZlgI34LjT6A4/rmz3/o06irgSJ64cL9443Xo9jkPgORwSEhISEhISEhIS8ttJKBaEhBzGtuDuf4HC4/210Vfh7O91FfodQLjyfXjyP9zgYSUGY68fLRa8DGI5eP3/AZUl96/7zCRmoYNV3fa/lI6FvlL3MgX01XqXnU5nqYZVN7q68W3dcsN8Dwc177K37jgOxloDY6NBFJhKjrDU2MC2bRRF4ezZs0Qi+2GzkiRx/fp11tbWqNVqJBIJRkZGkGUZK6thHioQK+NJrFKnaxLAqunoq3W0SVcIsJsGtm67uQwJFWOriSAJqGNJ5Jw/7LZXmLOcj2JX9K7OfrkvgpyPunkKbQtBAHkwjnqg018ZTbhBzwdskKSEgnzIP9uxHXCcrqkI77kG43SW/N2dgkBXmPJhxpPjSIKE5fgFjan01JGPA/cz3FqcZ3P+CY5tMTE+xZvn3kA48NnLosxkapLF6qLvsZOpSSRB4scrP+ZO4Y63Ppeb45vj3zxRB3c0Gfx59Fo/iCqpvDb0mi8wWBIkXh96/cjHTV3J8/DDDYyOW7yWVYmpK8HWHKehV/js4dcymZpkMjX5ws93kNG5LI1KxxNfJEVk5pX8ibIf4mkt0KM/2Xd8UDS4Ibe91qNJlVwux1tvvUWpVEKWZdLpdM9rC7giUFSOdgWx9se67c+iCZWZV/pZvreD3jJRIjITF3NHev+bukV5q4kgCGQGYycq4B6mqle7CvW2Y/PZ5mf8/szvA6CKwcewl1sQTapdopWsSqiRk1tS9SrkHp64EAXxhYPKe5HIasy9MXSibQsrdeY/3xehC8s1pq7mGZjsPTn1m8re1MDhyYHjUFQJURK67LW004rPATQqHSrbLRRNcvMOds99QRDoG437RD+AzGD0SOEnJCQkJCQkJCQkJOS3i1AsCAk5zNZ9v1AAsPopDF6EtNulabTbLNz6lJ2VZSRFYejMOcbe+153YXSvWPMcgZhH4RgWVsNEjI97PvZ2jw5g58C61aOD264FBzE6lsPQ0BArKyu+LAJZlr3Mgs7TCp2FfduVHBEGz1zFysvEYjEkaff42ibGRgNsB3kw3jWVABC71k9nvoJRaCFqEupkCiUfpbMUbANk13Qcy3anDrbcoqKoSkSv5L2sBsdx6LRMZFX0QmaV4Tj6cg3rQOemlFTQxt38g86jkvfRSUkFdTKFqEok3hnFrhsIqthlbSSqEvHXh1zBoG4gpVXU8aQXzuzYDp0nZfTVGo7pIOejRC/kuvYjZzSi53O0n5ZxDBtRk4icy/YUOPaIylF+b/L3+OHyD+lYHQQELvRd4ELuwpGPA1h//JDFW596txvlEnqryfQrN33bfX386/zjs3/0cgeG48O8P/4+a401n1AAbujwTHqG6fT0sc+f7IuQHohROTDZocWUExcPrw9cpz/Wz9PyUxRR4ULugufX3otYSuXqvxqjut3CcSA9EPWFED8v8bRGfswNoN1DjcovJTj5OBTN9bKvlzqYuut/HlQEdxyHeqlDs6oTT2vEMyqSLDJ1Nc/CF9tegTKW1hg9d7IgU6VHcXvPfx38143jkESJd0bf4Z+e/ZNXDFcllbeG3wrcvm8kQW4ojqFbKKp0ZK5AtdDi8SebnjAiaxLn3xw+Nlj4MDW9Flior+r716vZzCwfbXzkCxiWBInz2fMAjF/I8fDDDWxr//o6dj5Lp2W6Yd8JhURWO1J0O5c915VHEFfix4Y4g3subMxX2VyoYOoW6YEYk5f7vLyJl43jOKw+7M75WX1Ypn88+cJ5Ib8tSIrIwFSKjad+S7PhM5kX2u/akzIr9/ft6tYelbnwzrD3eU9c7MO2HHbWGziOKxRMXz3ZdzYkJCQkJCQkJCQk5LeDUCwICTlMZTl4vbzkiQWPPvoZlS3XbsfuWCzfvY0oyYzO7RZmLRPmfwjrt9zO/4ELcOb3QDm+S9duGrSflrHKHcSYgjaTRs7uP67zrErnaRnHchBEAW063bXNQaQDXfU9O+rHkugL/qKEIAnI/VFUVeLKlSvMz8/TaDRIJpPMzs6iaRqOZaMvdxfyrZUmyen9EFJzp+0L7RXmK0Sv5FEG/bYIgiIRmcsRmTv0GhLBRTwxqdJZrHpCAbgTEa0vt0m8O0Z1p83i7QKdpoGkiAyfyTByJoMgi8Ru9KOvNrAbBlJKRR1NIkgi2oQrUJg7bQRNQu6LegUsQRSQUiq2bmFsNBAUESkb8e4XIzKRs8HFVf1Zlc4B72qz0KJ5e5v4a0NdhUB1PIkyksDpmAgR+dgCmuM4OB2L6eQU45f+E8VWkYSSIKEmjnzcHuuPu21MNuefMHHlGpK8f87ElBjfO/M9rxiaUt1i/t1Cd5YBwGp99URigSAInH1tkJ21OrVim0hcoX8iiXxEoPNhRhOjXcG3xyFJItmh4605Tsv0tTyZoZhnPZIfT3jhxl81giCQzPW+zji2w5PPtigdyObIjyeZvpanbyRBqi9KtdBCVkVSB8794xiYSLK1WPVNJkQSCtmhoydijuJc9hz90X7mK/NIgsS57DliSu/9CaLgK3K3ajrF1fpux3SCSEJxsxW+LPiO0+xYLN0rcv7N03Xd90f7Ay2wDhbpI3KEP5r9Iz5a/4it5ha5aI7Xh173xKxkLsKVr49SWKljWw654Tg76w0Wb+8X/zNDMc68OthzQmQuO0dNr3Fr+xa6pTMQG+Dr418/UWD29lKN5Xv71k6l9QZ6y+TiuyMnmgo6jOM4FJbrbC5WsUyb3FCckbnMvhDnuPkYhzE6JpZp+77ztmMzX55nvbFOWkszl5t7Yauul0GlU6HYLtIX6SOtfXUi4PiFHNGEys5aHVEW6Z9IkjliwsxxHCzH8kLjD6O3zS6hptM0WH9SYfKyaxUoKSKzNwaYMmwcnHCiICQkJCQkJCQkJOR3kFAsCAk5TK+O5KhbBG7X655QcJCthSf7YsHCj2Dlk/07N+6AbcKlPz7yqR3TpvHpJnbbtZKx2xZWuUP8jSGkhIpV1Wk/2v9j37Ed2k/LSBkNORdBm07RWdgvSCsDMZTdYqhjOyhjCYz1urd/ADkXITKbRpQFOotVt5s9KhM9n/OmFnK5HLlct9+3Yzk4ZndnrdMxcRzHKza1H5d81j6OA+1HZeT+2ImKkVJWQxmIYRzoPJcSCupIgsZnm13b27pNe7vJ48+2vY5dy7BZub9DRBHRdtqYhRaCLKCOJlEnUr7jEGMKag9hxdhq0vqy4L0eKaEQuzGIqB1dVDEOBScDWBUdu2kixbufS5AEhJjihhsXW64wke7uMDZ32rTuF7GbJoIsok2lGJwaPFWhz+h0T5zYtoVlGD6xYI89kWCPpJoM3G+v9SBEUSA/liQ/dvLH/LoiiAK54Ti54ZcvRLwoOxsNn1AArg3Mnm+8okn0jZ5MZDqIFlO4+M4I608rtGo6iVyE4dl0YEiv7dis1Fao6TVGE6NHToFkI1lejbx66uPZWWvw9IBAufakzNmbg8TSKu16d7G6VuzO9nDtuWpsPat6hfyDhW9VUvna2Nf45+V/9ix/spEsNwf9Ezl90T7PligILaZ4ExyNSof1J2Xf/eWNJsXVOv3jwd8NQRB4beg1zogXWHm0g7kFpapF/LxOtIfQusdhyxlwM0RaNePUkxYAheU6C7f27fDWn5ZpNw3O3nRD1oUeeSHRpOrLC3Ech39Y/AcWKgve2peFL/nTs39KRD6ZNdbLxnEcPlj7gFvbtwAQELjWf423Rt56LmHlOARBoH8iSf/E8dfEO4U7fLr5KQ2jwXB8mPfG3uvKh2kGWOwB1AMyfMIw45CQkJCQkJCQkJDfXUKxICTkMMPXYO0zaB/omE8MQP4cAE5QAiDgHLDpYf129wbbD8FoHzldYGy3fIV8d78OxmodaS6H0SPc0Cy03KL/mSzKcAKr0kGKK4gpFadj0Xqwg1logSy64oEsQNtCymgowwkEQUCbSqOOJ3EMG+EYG489BEVESqn7ocq7yPmoVzxxHCfQ5shumzim+1zH4bRM5MEYUlbDaVuIMRllKI4giwg9ihrVSsdn7bF7MFR+sUEu7XanOqZD51kVQRHRpo/vEHUsm9a9oq/gYtUNOvNlohf6jngk8By1JLPQovllAcd0X4eUUom9MuCJOI5h0by15Qk2jmnTflJGjCvHZhwcJDs8SnHlmW8tke1DjZ5sH2cyZ/hs6zMqnf3plISSYC47d8Sjjma9vs7j8mMEBOZycwzEeoSM/wqpFlqsP62gt0zS/VFGzmZONQ3xPBTX6l4Hf3YozvCZ4IJ8L+o7wVZktZ32C4fMRpMqM9ePtizRLZ2/fvrXbDX3PevfGH6DVwdPLwj0wnEclu/v+AVK21279N4IsiphHgor1wLEwc2FKkt397vu15+W0Tsms6/sn4tzuTnGkmMs15aJylHGk+MvFBwcJFoA1ArtnmIBQLOq8+QX295rLq27NkZXvzl2ZB7D4awab/2YQPVebB6aUAMobTTRWybqrt/+5KU+Hn604X0GoiwyeaXPV3Bfa6z5hAJwO/rvFu++1HPlNKzUVzyhANysiC+2v2AyPXnqqaaXyWJlkR+v/Ni7vd5Y5wdPf8BfXPwLFHH/vI4kemXDnF4UCgkJCQkJCQkJCQn57SUUC0JC9rBt2HkKrRKc/TZUV6FRgNQojLwCu5YOkUSSRLaPeqnoe3h+4qDdSq9CyzEFGLOHELG73qswLhwoBklxxetUdxyH5q3t/WK+YaMv14jMZdHOdNvlCJKIIIlYlsXO9g6WZZHL5VDV4GKCIAhEL/bR+MUGVsNAUETkpErkgM+5IAiICRXrkGAgRiTfcQe+bseh87iMvlTFcdzoB3UihTKa8ApL6kQK81CBTc5FkAM6agXTRmyZkPZbWRjrjROJBVbdwDG6PyNrt0vWsR3MrSZWVfcJGuDmJFiPy/7jTGuBUwV7+2rdLXqfPYBV1ek83RcmjO1W4GSHsdE4lVgwff0GnWad+o57TkcSSc687nrDm6bJ+vo61WqVWCzG6Oho1/mgSAp/fOaP+bLwJVvNLfqifVzrv/bcHcB3i3f5l+V/8W7fKdzhO9PfYSY9c+TjTNtkvjJPsVVkMDbIVHrqhQq3R1HbafPwow2vqNqq6dR22s9t33ISDgfDNqs6rbrBmVdPLqRo8eCf/UiP9ZfN7e3bPqEA4OP1jzmbPds1sfK8WKYdaHXTqukIgsDwmYzPegdg9Fyma/vNxW6LteJqg4lLls9WKq7EOZ87/+IHDl5B/TBa7OjPZ3up1lXgNzompY3GkdM6fSNxmhW/gBRJqMTS3ddPx3YwdAtZlXpaIpkB10ccB+vAdSye0bj6zTHKm00cB7KDsS6RrdgqHt7Lkeu/DJZrwRaFS9WlE4kF7YbB0t0ile0WakRm+Ez6pYQ6Pyh128g1zSbLtWXfNTMSVxiYSrF14LyWVYnhMy9upWToFqsPS5Q3myiaxNBsmr6R008ohYSEhISEhISEhIT86gnFgpAQAFOH2/8LVFb318ZuwpXvA64ly8qdW2wtPMUBMoNDIIrUi9sIosjA1CxjFy/tP3bwMqx+5n+OvjOgHN25K/dHER52d3vKu4VfZSiOvlDFPtAVKygiykiw3YldN7q6/mG3OD4RXKRotVp88cUXtNtuAVySJC5evEg+nw/c3txuukUqxwHTQR5JdGUjRM5maH6x3/UqCBA5mz12esEqdXw+/47jZjbI+Sjyri+7ko8Su96PvlTD0S3kfBRtOk0EUDQZo3Mg+FkQiKWDPa8dx6Fer2OaJqlUygtmPoioSQhC9+cjRGQc2xVmzMJ+foK+Uid+cxBBFlEnUjimg75SA9NGzkeJXOi2dtrDruu+z3mPg8LIXnjyYU4bEqpGY1z55ndoVsrYtkUi63b52rbNrVu3qFb3P4ONjQ1effXVLsFgz0u81C5RapeQBZlXB189kW/6QSzb4uP1j31rDg4frX90pFhg2AZ/8/Rv2GjsW4SNJ8f5g5k/+EoEg82FaldxtlHuUC91jswMeLHn7O7a3tn1mO9VZD5MfizB5kKVzoFw71hKJftLskxab6x3rTk4bDQ2XppYIMkiWkzpEgxiKRVBFBieTRNNKG6egSiQH3ezGg5jBYm3joNt2vAVTZBkBmPEMxqNA2H0iibTP3m0FU3gsQJWgJh4kKGZNHrHYnvXaimRjTB9Pd8leBXX6izf20FvmSgRmfEL2UARIjsU7zpPIwm1q6tdVqQjRYxek0S/rAkj0zZZqi0B7nVEERXiSvB3JKEcXxR3bIdHH294FlidpsHi7QKyKr24XdkpehMmL/eR7o9S3mqhahL9E8kTXzt6Pr3j8PgXm561lN4yefrpFqIofCWZMCEhISEhISEhISEhXy2hWBASAm4Q8UGhANzMgaGrkBxk6ctbrD267921/WyBwZmzXHjna4iS1O3rPvtNN6Ng864bcJw/C+f+9bGHIUZkopfztB7suHZAooA6mULORzEMg0KxgDVmk6gqyE0HMamiTacRIzJWtYOx5XrbK8Nxz6omkCPqR/Pz855QAGBZFo8ePSKXyyGK/qKrudOm/dQtDIlR9z3oPCmj9EWQUvtFebkvSuKtYfT1BjgOymAc6QTWB2ax1XNdPlCQVfpjKP3+TnoJmHtziOX7O7uhuTIjZ7NoqzXM8iErlgGNzz//nErFfS2qqnLp0iUymYxvMzEio4wk0Ffr3poggDadxtzNQTiIVdPR1+pou5kIkTMZtNm09/6bxRZ6qYYYlVGG475JC0ENFibEyP7nKuejiJqE3fGLCsohz/md9g6fb31OuV1mKD7EKwOvdAXFCoJAPOOfNikWiz6hAKDdbrO+vs7k5KRv/YO1D/iy8KV3+5PNTzBtk7dH3+Y0dKwOLbP7cy+3y74cjMM8KT3xCQXgdgI/qz47UcjyaTlsY7OH0QlefznPGVy8Ng0btYcOaVs2pmGjaBKCICArEhffHWH7WZVm1SCWVhmYTO4H0H7FpLV0YId2Wn15QbGCIDBxKceTT/czC0RJYPzivjiXGYyRGTx6+iY3FGfrmf/8j6W1Fy6uHoUoCpx/c5jNxSr1UptIQmFwOu0Lbg481uE4hWV//oAgCse+RkEUmLzUx9hcFttyUAKyV1p1naefbXsXI6NtMv9FgWhSJX5IfB2by9JpGpQ3Xcu8SELhzKsDp562GYwNMped42HpobeWj+a52HfxVPt5HgqtAj94+gOapvsaonKUP5z5Q+ayc3yx9QUNYz/zI67EOZc7d+w+azvtwKyM7aXaC4sF53LnmK/M+9aicpTx1HjXtoLgFvBfZhG/WdW7MigAtharoVgQEhISEhISEhIS8htIKBaEhABUV3quO4kBNuefdN21vTjP9PVXESUJq2HgmDZS0u1cRVLg/B+4dkaOA/LJPYGVoThyfxS7YSJGJQRFolqtcuvWLUzT7ZKXJInLly97ocOdpSrth/vBx52FCvGbg4gJBSmpYNX8RQplOI5V0zE2GiC4zynt2vaUy+WuY+p0OrRaLeJx/x/+h4vjexjbLZ9YAG5ocGQ2c+L3AUDoERrca92xHBzD8jIXYimVuTeGfNvYfRrt+7sZDpKIOp7gmbnlCQUAuq5z79493nzzzS6BJHI+h5RSMbd3hZnxJHJao7PY3fUN7nSH79gFAQeH1p2i+/7vPedSldhrQ57II0ZcAUFfaxx4LKhT+0VVQRKJ3Rig/biMtdNGjMloM2nk7L6QUtWr/B+P/w90y50w2Wxuslhd5M/m/gxZlLHbJu2HJTfwWRVRJ1Oo40kEQaDVCv58D69btsX9nftd290t3uXNkTdP1dkflaOktbQv/wBgMH50aPN2aztwvdAqfCViQWYwRvXQ+S9KIqn8Vxe+mh6IsrXoP5+0mEK0hxf5+tMKa49LWIZNJKEwdSVPKh9FUSVGznbbkD0PrZpOu2EQz2jHFrQBrvVf43HpMR1rX7CbTE2+9I7x7FCcK++PUVyrIwiQG0kQ6WH51YuxC1k6LZPKbrB6LKVy5sbpC9+nRVJERs5mTvWY9ECU0bks608q2JaNrElMXu5DOyBsVDoVfr72c9Yaa6TUFK8Ovup9NyRZROrx8e2sNbpVS8dhZ63RJRZIisi514foNA0s0yGaVJ7r/RIEgW9OfJNz2XOsN9ZJa2lmM7PIov8g94KlX+Zn8pOVn3hCAUDLbPEvK//C9899nz85+yd8vvU5xVaRfDTPKwOveFNVR2H3yIBweoVGnIKZ9Azvjr7Lp5uf0jJbDMYG+drY13x5BV8lVpD1FD0sqUJCQkJCQkJCQkJCfu0JxYKQEIBYj3DaWJ9rO2F1dwvbto1tmLRuFTxrGDEiEb3aj7xXQJGe7491QXKDg/d48uSJJxSA2+3/+PFjXn/9dTAdOk/Kvsc7hk3naYXYtX5i1wZo3Sti7rRdO5yxBIIi0vho3av/6ItVotf6UfpjRCIRdP1QvoAoBuYW9MpQOHKq4RSow3H0Z1Vf6LMYkVADOjH1lRrtJ2Ucw0aMSETOZVEGu7cTNZnY9YF9SyRRYOfn3Z7PnU6HRqNBMum3yhBEAXUsiXrIQqPXpETQul3VfUIBgNU0MVZqaDMZby1yoQ8xqWLuToyo40nfRAWAlFCJv9K70HqveM8TCvaodCosVBY4kzlD84ttL0/CaVu0H5bc82QkQTod3O19eN3GxrIDLJNs0y2GnaKOJwgC742+x39b+G9YjrtPVVJ5e+ToCYW+aPB3uC9yTPD0czIwlaJR7lDcnTKRFJGZ6/3IylcXcDx2Pku7YVDddkUKNSoze2Mg0HaqvNn0+fK36waPfrHJ9X81/lJCmB3bYeFWgcKK280uiAJjc1mGz2SOfFxaS/P9c9/nbuEuVaPKeGKcudzcV1KAjyQURs+dTBRxHIdWzUCUBE9UkBWJuTeG6LRMbMsmEn++wvfz0LE6NIwGaTV9IisvQRAYPZdlcDqF3rKIxGVf8LVpm/zVk7+ibrjna9ts8/cLf88fn/1jhuJDvXYL0DOf4PB5t1Zf43bhNm2zzVRqiiv5Ky/0fgmCwHhqPLBD3tAtnn1ZpLTRQJQEBiZTjM0db20H7mu/U7jDVnOLXDTH1fxVb9LKsq1Aq6yt5haGZZBUk3xt7Gunfi2pvki3LR68NF//q/1XuZy/jGVbKEf8u6PYKrLZ3CSrZRmKDwV+Pg2jwedbn7vvTyTHKwOvkNZ6T/4kshqyJmEemqr6ZVmbhYSEhISEhISEhIS8XEKxICQEYOQGrN+GzgEbh9w0ZCYRBIG+sXEKy898D8kOj2A+a/g85O22RevLAom3R07tG98Lx3F8Xe97NJtNDMNAajk4Vnd34l4BWIzKxF8ddINyd4+p/rM1X6Oo4+zaB/XHmJyc5M6dO76Ox/HxcRSluwChjMTpPKv6Qn9FVUI+xvripAiKRPy1ITqLVeya7touTaUQDhVkzXKH1v0d7/be5yAl1a78BG/fBz4fVVV91kvgFqqCXrNV07GbBlJaQzzQSS3lIigDUYyt/W5zKa2iBBRMDoc9768fmkIQBbSJVM98iZNw0DLj8Lpd0wOPxVito44kSKVSjIyMsLa25t2Xy+UYGPCLE4qoMJmaZLG66FufTk+fOrMAYCI1wV9e/Evmy/OIgshMZoaofHTex7nsOe4V77Hd3J8wGEuOMZWeOvXznwRRFJi9McDoXBa9bRLPaF+5lY+sSJx/c5hWTccybeJpred1pnjAKmsP27QpbzWP9Io/KcW1hicUgCseLN/fITMYI3pIILNtB4H971xaS5/angp2A9srOnrbJJGL+EKGX4RWXefJJ1u0dr8L6YEYszf2hR/tK7QdOozjOHyy+Qmfb32OaZtE5ShfG/sas5nZYx9r6hadpkkkofiEAnBDePeEAu+5cLhbvOuJBY7jsFxbZqe9Q3+sn5G4G9adG02w+qiMbR24zksC+bH9QvdydZkfzP8AZ9djba2+xlZzi29Pffu534ujmP9si8quaGbZDutPyoiScKw4tCeaFNuukLZYXeTRziP+3dy/IypHEQWRuBLvum5G5eiR17Jn1Wd8uvkpNb3GaGKUN4bfIKnuf89ESeTc64Ms3NqmWdURZZGh6RT58ZcXAiwKYtfnfpCfrf6MW9u3vNtTqSm+M/Ud3+syLIP/8vi/UNVd+62NxgbzlXn+bO7PemY2iJLImVcHmP98G71lgiCQH00wNPPyrMVCQkJCQkJCQkJCQn55hGJBSAiAloCb/xdY+wJaO5Aed0OKd7vupl+5iWUYlDbcoml6YIjZm2/Q+WSna1d2y8RuGMd68hvtNquP7lMvFoim0ozMXSCa6C7iCYJALBaj2Wz61lVVRZZlhJgbdHtYMDj8/Ht++I5hYbf93Y0AVt3AsR3y+TyvvPIKa2trWJZFf39/V3F4D1GTid8cpDNfcYv5KQ1tJv3SJgtgN8fhfO8gYABjs7sg7jiuHZI2efx0x/j4OHfv3vWtDQwMEInsd/E7tkPr7r51kCCANptBm07v3haIXulHKbawKh3EuIoyEAsMIT44NeJbP0GOw1FYDQOr3EGMykhZzfVuT07wcOdh17YTqQmcbptpwG/tMTc3x/DwMNVqlVgsRjabDexG/fr41/nHZ//IWt39jowmRp+rA3ePuBLnSv+VnvcbtsFSdQnDNphMTRKVo3zvzPd4UnriFTtn07NfSbjxQSJx5Vh7m+JqnfWnFfS2Sbo/yviF3Ikse3pxuBgfRC8R4WV1xu9NNxymst3yjs8ybJ7dLbpBwrtWQJOX+5Dk038mlmnz5JNNr0AsSgJTV/MvLHw4jsPTz7Y9oQCgstVk+X6J6avBoe5fJYvVRX6x8Qvvdsts8d+f/XcGY4Mk1ODCsuM4rD0qs/60jG05SIrIxMU++if23xvD7vbLP7hu2RZ/t/B3vjyJs9mzfGviW2hRmXNvDLJyv0Sj0iGWUhk7n/Od959vf+4JBXs8KT/hjc4bR3alPw96y/TOg4MUluvHigXzlXlPKNijbtR5uPOQ6wPXEQSBVwdf5ccrP/Ztc2PwRs9ryXp9nb+b/zvv9T8qPWKzucm/n/v3vkJ8PKNx6WujGB0LSRF/aTkhAJuNTZ9QAO659qT8hLncnLf2tPLUEwr2aJtt7hfvc3PoZs/9p/qiXPvmOM2ajqJJL3R9CwkJCQkJCQkJCQn51RL+az7kd5t2BVY/g04VslMw8SYEdA8qWoQL730Dvd0Cx0GNup3zuipCQM2slz3PHrZlcedH/51Wzf2jvFrYoriyxLXf+3202K4dgmXTaZhoMZnp6Wnu3buHqXewTRM5EmVqasr10xfdonX70X5mgaCIaL26+mQRMSpjt/yCgZe3gGsz08uC5jBSQiV2tR8AY7tJ+8EOjm4h90fRptK+0N6vip6F0RNOdwwMDCCKIqurq5imST6fZ3zcb31hbDR81kGOA+0nZeT+qJf3IIhCYNjyYaSUhjrizyOQ4gpqjy5TZ7ejVziiuNR+WqYzvz+BImcjxF7pZzYzy0ptxcsUEASBN4ffJBfJ4ahO4LmgHAqlTKVSpFK9pxvspoG42uE7xnt0Bh2knEZSO10R17ANPtn4hIXKApqkcaX/CueywcGh5XaZv3r6V173ryzKfHfqu0ykJrjQd+FUz/tVU95s8vSzLe92caVOq6pz6WujL1y4ty0bvWWhRKWuwmN+PNEVeCtr0rGBtydFiQQLggeLhM/uFr1jcMD7/5nr/ad+vs2Fiq9AbFsOi7cLpAdiLzRhoLdMmpVO13ppo/ErEQvmy/Nda7Zj86z6jEv5S4GPqWy3WD1w/bcMm4XbBZK5CJHdPIuJ1ASyKGPa/u/6mfQZwC3sHw6eflx6zPnsecZT46T6olx8t/d0T68JpqbR9MQC27EREF74vO/l838S///DWShB65fzl4krcR7uPMTBYS47x0xmpuc+7xbvdgkllU6F5dpy12STIAi/kkL6WmMtcH21vuoTC+p690QS4Mtw6IUgCl0ZFiEhISEhISEhISEhv3mEYkHI7y6tEnz6/wZjtwC1eQ+KT+Dyn/Z8iBrxF0u0iRTNLwu+NWUw5rOnCaK4uuwJBXuYeoethSeMX7rK9nKN5Xs7mLqFKIuMnE2TEyyezT/EcRxy/QMktcv7xzGZQspomFtNN3R3OI6oBR+DIAhE5rK0bm17VkSCKBA51JGpr9ToLFbdwn9flMhc9sjXZWw3aX6xbwFj1Q3smkHsCD/9l4UyHEdfqnk5BOBOUki5CK17RYytpuvDP55EnUgGFqvy+Tz5fO/ioLUT3IZv7rQ9seA0RC72oQzGMUttxJiCMhjrElYc06Z1fwdzd3JCGYoTOZ/r2s5qGD6hAMAstdFX62gTKb4x8Q1eGXiFcqfMQGzA8+cWRIHY9X5ad4tYVR1BCs5jOAqr2qHx6SaOuTuNsArKtARnTvd+/NOzf2K+sl8o3Xy2ieM4vkLWHh+sfeArTpq2yY+Wf8RfXvzLr3yS4LRsPat2rTWrOrWdNqm+o62VjmJ7qcbyffcaIasSY+ezDEzuCzqpviizNwZYfVSm0zRI9kWYuNjd1d+odNje/e7kRhKk+092TAOTSbaeVX3hptGkSmbIPbdsyw60QtpZqzN9NX9qm7agTnLbcqgV2+RewBtdlEV3TOhQofm00w+O42DXdOy2hZTRnnu6qpff/OFg34OUNwIKuY5DabPJcMIt1EflKN+Z+g4/Wv4RDaOBJEhcH7ju2RttNjcD973R3AjMDDjMeHKcUrvkW9Mkjf5YPw2jwY9XfsxiZRFFUriav8prQ68FXoerhRbbSzVs26FvJEF2ONa1nRZTSOQi1A9dk/vGjrf0GU2M8gt+0bU+khjx3Z5OT584GP1wJoy3bgev/ypIqcFi7+H1idQEH2983LXdePL4cyAkJCQkJCQkJCQk5LeDUCwI+d1l+Rf7QsEe24+gug6p4RPtQhmKE7EcNm9vU6/qxAbjjJzNHPs4vRncpddptWjVdRZuFbzilW3a3P2XT5HlVfr6dsNaHZuHH/yEV//ge4iSW5SS09p+sDK7xauqjq1byNmIr8Cs9MeQ3h7B2GyC4L6Og0KAsdHwZQAYW03spkH8zeGeXaH6Uq1rzSi0sBoG0jE2LSfFsWwcy+kqxEkJldj1ftpPy9h1AymlETmbofOohFFwP2PHsN3pC4HnygAQenRSH3zfHMvBWK+7VkAxBWUs0bNoKAgCcj6KnO9dnG0/2PFNM+jrDRAgeskvalilYCHDKrVh97VmIhkykYy7btpsL9WolzpEEgoD1/qRBQFBEk49CdKZr3hCgXecz2qoE6kTF0xres0nFOxxu3A7UCwI6pKtG3Vqeu2lW54EYegWy/d2KG82kVWRwek0A5PBIpRlBnc72z3WT0KzqrNwa1+YM3WLxdsF4hnN19nbN5qgb7R3AbW82eTxJ5ueyLa9VGPiUt+JvMa1mMLFd0dYf1Kh3TBIZiMMzaZ7huHu4TjulMFpe8t7dWPvrTuOg94ykWTxVAHOiirRNxqnuOIXNganT36NcCyb1u2Cd60RRFeQPY3otsfFvotup/oB8SKuxJlJ9+5sl3pMssm7647tYNsOk6lJ/uPF/0ilUyGmxNCk/XMlo2UC95HVThYQfXPwJpuNTU90UCWVfzXxr5AEib9f+HtvXbd0Ptn8BFVSuT5w3bePwkqd+c/3p3BK6w3GzucCf1PP3Bhg4XaBylbTzU8YTzJ6gt/e4fgwl/OXuVO4463NZGZOlAnRi9nMbFdeiyzKTCQnnnufL5up1BT5aJ5Ca7+5Ia7Eudh30bfdQGyA14Ze45ONT7xpiUt9l5hKTf0yDzckJCQkJCQkJCQk5FdIKBaE/O7S6s4b8NZPKBY4jsPCco2q6UBMoV7TqXywwcV3R1C03gWrzNAwz778vHt9cIjSRrOry7VV2UDWDLTYgYJ+p02tuE16YKj7uAyb5q0tzJJrryHIAtHLeZ89TqW6TbGwhCTLDGRmiUf2i0J6QEewVTewKjpyRvNe+8HiqGNYga/VXX8xscCxHTpPyugrNRzLQc5oRC72+UQIuS9K4kCntt02veLdQYzdbvvToo4l0VfqvjBnKaF4xX7HcWh+sYV5oNtVX60Tf30I8YhzoReO5fiEAu/4N5pELji+zuxeIc5itHvdsR0efrTh68otLNe49N4oyvN4yTe6vdAd28FumicWCzpWtw0MQMcMXk9raV+QMbghy8eFIL8snnyyRa3onlumbvHsywKiJNA/3l0czo3EvW33kFWJZD7Ste1J2VkPtnzZWW+cygZk5WHJN40DsPqoRP9k0mdrpLddj3hZEUkPxDxBIJpQe1oKiZJIbqS7CN83mjhWUAhiaCbNznrDd7yp/ijxjEqzqjP/+RbNqo4guoXjyct9J36eqat51IjMzloDSRbon0wxMHnyQr++Uvddaxzbof1gB7k/2nPCqxf5aJ4/nPlDPtn4hHKnzHB8mDeH3+w5cQDQP55kc6HqCyBWNJnsUIy1J2U2nlYwdYtELsL01TzZ5P61vt0wsEybuewcdwp3KHfK3n2DscETd9dH5Ah/cvZP2Gxu0jJbjCZGUSWVUrsUOLXwYOdBl1iw9rjUtd360zJDM6mu4F41KjP3xpA72SJyYv9/QRD42tjXuNh3ka3mFrlIjsHY4AtZI53LnqPQKvBl4UtsxyauxPn6+NeJyM//HX/ZSKLE9858jzuFO2w0NshGslztv+pNmdmWjeO4EzWvDb3G+dx5Cq0CWS27LzLbFh9vfMyDnQfYjs1cbo43ht9AEV9OM0BISEhISEhISEhIyK8HoVgQ8rtLahR2FvxrguCuH8ZouTZFRhP6znhiQmW71RX02WkabC9VGTnbuyMznskyfukqy3e/hN3uvf6pGfpGx9l61l2oFyQZMaAWIsnBf6R3FiueUADgmG44r/xeBEESWbl/h6U7+2GHG/OPufjeN/aFB7tH17PtYBRadJ6UsOsGYkolci6LnIkg56NYNX/hWNQkpNSLexjrKzU6B+xczHKH1hdbxN8e6VnkORz4fNz6cYgRmfhrQ+jPqthNEymjok6kvKK9tdP2CQXgChb6So3IbObY/du6hbndAlFA6Y+CKATaowQhZTXkbATzwISBqIooYwnsjoUgC17eQXmr2WXfobfMY8/ZXshpDb3p90EXZAEpcfICUi6SI6WmuoI1D/t973Fz8CZ/v/D3Pp/w6wPXUSW/HZTjOHyx/QV3CnfQLZ3ZzCxvjbzl66g+La263lX8B9harAaKBQMTSVo13bP60WIK09fzLxRuKgWEZh+13ot2vVvosQwbs2MhxdzjK67Wmf9i2yvSRxIq598aOpHv+tRldwJmZzebo28kweSlvlMd4x7xjMbFd0bYWKigt9yg6MHpNDjw+BebdJrua3Fsh+1nVbSYzMiZzIn2LUki4xdyjF84Oki9F2bA+eA4YJU6iEOn/2fWeHL8VLYvkYTC+beGWH1UplXTSWQjjM1lKW81WTkwIVbfafPwow2ufnMc27J5+umWZ+8USSj86+v/hmfGU4rtIgPRAc7nzvsCeo9DEASG4n7x+rCX/1HrnUPXEdg9Hw0btcf3pddUxR5626RdN4imVF+2RT6aJx89eSZFs6qz9rhMs6oTz6iMnst6Ac+CIPDO6DvcGLxBw2iQ1bKnet9eFpZhs3SvSHGtgSgK9E8kGZ3LeqKZKqncGLzhe4xt2Szd26GwXMO2ITMQZepqnmQkSVL1X88+XP/QF5J8e/s2hmXwjYlvfPUvLiQkJCQkJCQkJCTkl0YoFoT87jL2GhQfQ+1A1+PUuxDN+Ldr7sDn/1/Qd7t5F38Ks9+AiTcDi20ArQNFc7tlYuuWL0AYYPziFQamZqjv7BBNpYilXOuP3Gic1UclTH2/Uz89MA32I99zJHJ54tng4pZZ7LalcQwbq6JDUmL1wT3/fbbN0t3bXNkVC5ShOGbZ39UtRiSQRVofr3v1a6ui0/x8i8TbI2hTaeya4XXYippE9PLpvcmDMAI6qa2miVXVfdZLvuONyUhJFavm941WXiDgVYorRC8GFzuDOuzBDf89DrPYonlr2xMyOqpE7MYAylDMF4IMbj7D4fdUEARir/Sjr9axSm3EqIKU0WjdLmDVdARZQB1Poc2mAwtyAO36/rpj2Vg1HTEiH5u/oc2kMXfa2B1r91ggcjZ7KjsjURD59tS3+YfFf6Cmu3ZWE6kJXh96PXD76fQ0f3z2j7lXvIdpm5zJnAnsgL5duM3P137u3b5XvEfDaPAHM39w4mM7TC/7ILuHCCWIAlNX8ozNZTF0i0hc6WFXZGMZNkpEOrbLuW80werjMra530kuyiJ9p7S9Sea0riwANSp7QoBl2ix+WfB187frOmuPykydIPxXUkRmXxlg+qp7nIe7w4/CMmzq5Q5qVCK6mwkSz2jMHspAqZfanlBwkJ21xonFghelZz5MD+uyr4JENsLcG/5C/eKdQtd2esukVmxT2mj4Pvt23WDlVoVr71974QDig2S1bJf9DRAYXp7qi3Sdj5GE2jWlt9nY5Fn1GRE5wtns2cCJIsdxWH1YYv1pBcd2ECWB0bkcw7OntynT2yb3P1jz8jnadZ3qdpsrXx/1WV5F5WjP6aZmVadV04lnNE9keNks3C6ws+Y2G9jA+pMyCDB+vrcItvqozNbivkhb3mwy//k259/yT1c6jsO94r3DD+dh6SHvjr0bTheEhISEhISEhISE/BYRigUhv7soEbjxf3ZDjTtVyE5BPKAAtvjTfaFgj4WfwNBVEtngQnUiG8Gx3W7+PSsZUZWIXu5DPmCVo8XiaDF/OKeiSpx/a5iVBzvUyx1iSZUL71yjUx9k7dED9HaL7PAIE5d7F3VETcLqjhBA0CQ6rSaW2V1ca1X3CwbKWAK7ZXq2P1JSIXoxj7HZ6Gp0d0wHY7OJNpEi9soAVsPAMSyklHakUOAYNu3HJYzNJoIooIwl0KbTgY/p9ToFQcBx3JBTQ7dI5aNe96ggCESv5GndLWBVdITdbAbtBH7sz8OePdNhpGNsYRzHoXV/xzfxYOsW7cclYlf7QRA8sUQZjncFUe8hSKJrrzSRwrEc6j9b9Qr4junQWaggRmUS2WBrjGSfu25sNWndK+IYtvueDSeIXMghiO57bTomsiB7n4kYU0js5l84po2cj3ZlVJi2ySebn/Ck9ARJlLjYd5Gr+au+z3UgNsBfXPgLCq0CmqQdmz0wFB/q6mI+zN3C3a61Z9Vn1PU6CbXby99xHNoNAxy30zrovIulVbS4QueQOJQbOTpkV1alQC/9vaLmxkIV27SJJlWmr+V7fk7gFvTPv+leI5pVnVhKZXQuixY93U/62IUcjcqGJ0wKosDk5T7vO9is6r4A4z2qAWLkUZxGJAC30L9we9t77uxwnNlX+gP302vf4imnLF4EdSLpXhsPfIflrHbsd/+r5qh3oBQQityq6XQaJpFTTAUdewyCwHenv8u/LP8Ly7VlFFHhUt8lXhl4pWvbiUt9PPxoA73lCpeSIjJ1tc/3Pfx863OfAPjp5qf88Zk/9qxy9qgW2qw9Lnu3bcth+V6RVD5yKqsugMJyvet7YHRMiquNY7MtHNth4VaBwsr+D/LwmcxzT7H0wtStQHuy7aXakWJBUAh5tdBCb5moh64nltNtNejshZCckHK7jINDRsv0/F1v1XV3giP91QkrISEhISEhISEhISG9CcWCkN9tRBH6D3Q4Oo7730HPn3q33zK2CY1t4pkJ+idTbB+wyEnkIuQnEuhLVZ/nvK1bNL8skHx39Niu61hK5dzrQzim7VpcGBaJkQnyE1M9H2OaJo7joCgK6mQKs9jyFfaVgRhSXCFiJ1C0CEbHX/BL5ve9xwVBIHIuizaTxrFsBNXtdg7y0AewTJPHjx+zubmJKIoMDw8zmZpEOKJc1bpXxNhyC1YOblCuIIA2k+naVhlNYFb8kw5SUsXWRB78dI3G7hSEKAlMX+v3Ql2l1jMS0S+whTbC4EWE8QkcwNhuYm42QRZRRxNISfXwU54aKaWhjifRl/eLQnJGQx3pHTAL4HQs7FaA/UapgyCLRC/2Edkt9px0SsMq73f6H8TYaJB4dZDB6TSbCxVvPd0fpW80jq1btA50kjsO6Gt1pLTKTrbBj1d+TKFVIK7EeW3oNS8cs1k3WF6u0Sh3iCbcwnW6f18U+/HKj3mw88C7/bPVn2HZVpclhiiIDMT8neOO4zBfmedx+TGyIHOx7yIjiZETvQ+mHTxFEbSut02efLJFfdfKKZ7ROHNzsKsALwgCZ28O8vSzLVo11yO/bzTB8HN2sRdW6r6iZqum8+jjTa59a/xIq6JEVuvq/j0t8bTG1W+OUVpvYtsO2aGYz15Ii8qBVlgHs1Ms06ZR7qBG5K4ic3G1zsZ8BdOwyQ7GGD2XPdY2xtQt5r/Y9vnvl9YbbGa0wPc4mlRI5CJd1lrHZQ6U22UKrQJ90T6ykWAB7qRISXXfoqxtIeciqBP+wOuHOw/5YusLmmaTidQEbw2/5fnFf1X0jSW7OvW1mEKqL4KsiBiHNR9BQJRfvsiSUlP8m9l/g2EZiILY06InmlS5+o0xKtstbMshMxDznS8ts8XH6x/7HtMyW3yy+QnfmvyWb7281S2GgNs5f1qx4OCU30nWD7Kz0fAJBeB2/GeH4j2bDZ4HBwIt6w5nkliWjaWfYILp0F2CIHAmc4ZHJf+E42Rq8sg8jT2aRpN/WPwH1hvrgGsD9d3p75JS98UWx3F49mWRrQP/nhqaSTN+MfdSp11CQkJCQkJCQkJCQo4mFAtCQsD9I3v5I/c/owW5GTj7bdeSKN4PjUN2DqIEMbfjcepKH/mxBPWdNpGEQmYghiAKtLcDfKwNG6vc8UJxj8Kqdmh+voWt71p4qCKxVwa6MgDMA4V6x3Ho6+tjbm6O2KuD6Es1HN1C7o+ijrt/lIuixMyN13j04c9wHHffihZh8sp133Ea201wQO6Pen+oK0MxX3YAuAXsxeoqm6X992hxcRHHcZiZmQl8ba4/f3cxR1+tB4sFI3Ec00Z/VvVeT2Qux8rTiicUgNs9unC74BaZivfg/t+4rxmgvgx6iY7wKp35/UK5sVIj9sqAb+LjeYmez6EOuxZOYkxG7oseW+AXFAlBEX3ByeDaKHnbnNbKqVdhZXc/k5f7yI8nqJc6RBMKyb6IKwZtN7qKSwCtzSo/KP03dMu1dGoYDX60/CNSaopBdZgHH657nbf1UptHH29w+f1RogmVjtXhYelh1z7vFO50iQVBfLL5Cb/Y+IV3+3HpMd+e+jazmdljH3smc4Yvtr/wreWj+cCphcUvC55QANAod1i8tc3cm90F+VhK5fL7o3SaJpIi+rzQT8vOWrcAZ+oW1e0W2aHuaQW9bVJYrqO3Xd/+zGDshQppsiLRPxFcWFejMgMTSV/xThAFRs5mvGPvNQFQXK3z9LMt73Eb8xVadaPLKucwtZ22TyjYo7zVChQL9sSb5Xs7lLeayKrI0EzaEwwP4zgOP139KV8WvvTWLucv897oey/0PkpJlejlYGump+Wn/NPSP3m3H+48pNQu8adn/9R7zkKrQKFVOLWX/lH0jcYxOn2sPy1jdiySfVG3U18UGJxOsXjb/7vWNxI/URbF83KSorIoiYHnPUCpXQrsbt9ubXetKWqwKHXY0ugkZAZjbBz4zfDWh44Xe2qF4CmcaqH13GLBan2VzzY/o6pXGYmP8Prw68TVOOn+aJc4tPc9cByH9ScV1p+WsQybSEJh6kqe/HiStUf+YOl0fzTwPHh39F0M22CxsoiDw0Rqgq+Pf/1Ex/zj1R97QgG45/sPl37IH535I2+tstXyXWvAvW5khmKkXsLvc0hISEhISEhISEjIyQjFgpDfLWwLHBsOFy02bsPTH+7fLj6F9v8Gr/1f3RyD0gK+NsyJN0Fz/wgXBIFkLkIy57cNEXp10ArQflrG2i0oa5MpxJh7PM5uZ6AgCLQe7HhCAYCt27QflIi/7i+2zc/Ps7GxsX/oxSIPHjzg2rVryD2sTPrGJrjx+33srK0gyQq50XFkxT0Gq9qh8dmWV7wWJIHYtX7kvihSSiN6qY/OkzJ2x0KMysizSbYeznc9x9raWk+xAMcJzu3trhF674c2mUKbTOE4jldgqwYUYmzT9TpPL/286z5n+VN0cxLY//wdx51qOK1YYGw06DwtY7dMpGyEyLksUlJFSp/OfkSQBLTpNO0DBRtBAO0Eoci9kDIaUkzGOpRPoB6wyomnNeJpjU6zyfrjBzi2QyY+cHhXAGwbRXRJ71p/WHqIYqW6LDoc26GwXGf8Qg7TNr3z+iC63b2/wxiWwRdbX/j3jcMnG5+cSCx4bfg1GmaDJ6UnODgMxAb4vcnf6yoK27ZDebNb3Ktst7BMGylgEkgQhJdikSH2EIKCbHTaDYN7P1vD3J0a2Vqs0j+ZYvoE+QHPy+TlPuJZjfJmE1mVGJhMEk9rPScAtnIRhmbSbC5Uu/ZV2WrSbhi+981xHDoNE1kVe1o1wdFFXkWTmHmlv+f9B1mpr/iEAnCFq+nUNOOpk4cK7+E4jpdRE00GW1fdKdzpWttqbrHd2qY/2s8/L/8zD3f2BbWLfRd5f+z9F+6mFgSB4dk0QzOpXd/+/fO4f3fyYetZFcu0yQ7HPRHo15WMlkEURGzHf73pi3TnyOTHkqw/rfiuTUpEPtYuLIhkX4TRc1nWnpR9+QcnmVA4bOVz3PpxbDW3+Ounf+1dUyudCuuNdf5s7s+Yvt7Pwq0ClS3X2i83EvfsjkrrTVYe7Iddt+sGjz/Z5Mo3xrAtm+2lGrblkB2KM3klOJcnIkf419P/mpbZwnGcE0/GOI7DQmWha321vkrH6niB89VC9zUYoLrdCsWCkJCQkJCQkJCQkF8ioVgQ8ttB8SmsfupOBfTPueHFB60ObBsWfgSrn4FlQN8snPsuRHZH4Ndvd++zUYDaOqRGXNFg4w4YDeg7C9nJYw9JHU9iFvxWQFJapf24hLUXgLwDxmaT+GtDGKt19LU62A7yQAyz1OnqKDcrHdcW6EDRZ3Oz2yZpZ2cHXddR1d72OloszvCZua719sOSr8vdsRzaD0vE33K7z9WRBMpQ3PW0V0RMy8R50F0Mtu0elX/cQFA5q2GW/NZC8gk6NQ8W0LSoTPOQPdHeOp3uYqWj6zh2C2R/kdfeLao7lo3dMBAiMuIR3eJmqU3zy/2uXHOnTfOzLRLvjJwq2Nc73skUYlzB3GiAKKCMJHpmIJwEQRSIvTJA+5GbCWG3TKSkglUzkLKW99oqW5vc/+mPsC339S8JIuPx8yTlfY9rQQB7WIZS4FMFdoG76+45EVfiDMYG2Wz6z9OgQOLDtKwWht2dr1HVuz/bIBRR4fcmf493R9/FtE2SanAHvSCAJAtYhv88FmXxpQR0H0X/RJLSIXsvLa4EFsc2nlY8oWCP7WdVhmfSL9Vn/iCCKNA/nqR/3P/eVYs9JgA2mwzNpDEDsg4ATN2G3XptbafN/BfbdBqG+zwTSSYu5rpshfY64V8GK7WVwPXl2vKpxQK9ZfL4k01vuimW1jh7cwAt5v8sgs7hvfVn1Wc+oQDcIO7ZzCzjydOLF4ZlMF+Zx7RNptJTxJU4giAgHBKfBMF9v3tNlfw6ElNivDr4qm/SSJM0bg7d7NpWjcpceHuEtcdlL1h45GwGWTn9ZIEgCIzOZRmYStGq60ST6omnifLjCTYXqhidfeE2klCR+0z+eemf2WxuktWyvDr4Kv2x4wWvO4U7XeJruVNmubbMVHqKuTeGMHULQRB8Fk7Fte5sAsuwqRXaTFzsc0UFZ3+KbaOxwd3iXQzLYCYzw9nMWe+3t1eI81Fokkbb9Iv7kiAhCvvH+LKFlZCQkJCQkJCQkJCQ5yP8F3jIbz7bD+HO/7F/u7oGjW248G/215Y/gqWP9m8Xn8Ld/wI3/tOuJ3ePwvbeupaEybdOdVhyX5TotX70ZzWcjomUjyIlVVp3i/6nMGwaH6/jmPsFAGO9jl3uIB2aVhA1ybOS2SOo+1QQhOfqSnUcB7PcXXy3Gga2bmGXOxhbTQRRRBlLIGsaiqiQy+XY2dnxPWZgILhLfY/o5Tytu0XMnbYXPhw5ZTf90Gya8lbTZ52TG0m4hdPstHtuHEBI5RE7GexDhUwpq2FsNtygYcNGEAXU8STa2eAQRiMgFNLWLcxCC6WHhcZxKPkoygnsqU6KGFOIXspj1ddBFHBs6CxUMDYbJN4YRpBFFm995gkFAI5js2k+Izc1gV3qIEQktKk0k2kBtfqBZ0O0x1x2jqwYZ+Vhqcu+6GAH77cmv8U/LP4DhZYrsIwnx3ln5J1jX0NSSZJSU13iwEkzC/Y4rrglCAKDUylfdgC4vve9Ov+PwrJsRPFk38HMYIyZV/pZe1xGb1mk+iNMXOwLFCmateBpjGZN/8rEgl706vTfmwzIDsVYf+I/XjUqE0+7AqZt2Tz+ZNMTPxzbYWuxSiShcO71QdafVKhst9CiMkOz6a7JraNolDtszFfQ2yapfJShmbQ3HdJLMAoKvD6OxTsFnw1as9Jh4XaB84esq85kzrDV3PKtxZU4Q7EhPlz/MHDfq/XVU4sFpXaJv3ryVzRN1+LtJ6s/4dtT32Ym3T3h5TgOG08rbD2rYZm224V+PndspsSvmteGXmM0McpiZZGIHOF87nzPDvdYSuXMq0f/Dp0GRZNQtNNdo9WIzMV3h9mYr9Kqu6JF32SM/33+f6VuuL8jpXaJ5doy/9Pc/3RssHvH6v59PrweNJ3T6zq2d50RBMHLKXhWfcbfzf8dzm5y8XxlnkKrwNsjbwfuo222kUUZWQz+k0IQBK7kr/hEHnAnaBRx/7rVN5Zwv7cHMny0mELfMbk/ISEhISEhISEhISEvl1AsCPnNZ/mj7rXNuzD9/v7kwMaX3dtU16C5A/E+GLrs3j5INAtJf1HSsiyazSaqqqJp/s7v2k6b9SdlOk23QDVyNoPSH0Pp3y9kHAy/3cNxHMzN1iEbHMH1sbcdX9FQm053FSCHh4dZWlryrfX396Mopy8eCoIQaF8jqhLGco3OAWsRY71O9Fo/Sn+M8+fPc//+fUqlEoIgkM/nmZmawW6ZCJoUWPgUIzLxVwexd7sgD9s2dTodCoWC93qCpiSSuQgX3xnxOjfTgzEGJnc/89lvutMhzV1xRokiXPxDIu0srTtFr7gtahLKWJLW51v7wb62Q+dZFSmlBhb/Ay2U6A6T/KpxLAfHtLwA6sMYG42u8GS7aWJsNFBG4jTKO12P6bQbKLMJFHXfikIG/nDmD/nJ6k/Ybm57AcdROcqdyi06MxbyUhZRl5FVidFzWZK5CLbtIAiQ1tL8u3P/jnKnjCRKvlDLoxAEgffH3+fvF/7e686OK/GeRasXwQ3flSjsfkf7RhMMzx5duDtMo9xh8Uu3gKxEZEbPZfbPxyPIjyXJjx3f4Z3IaF1BvgiCV4D/ZZLIaiSyEV/Ow8EJgJFzGdoNg9K6OzWhxRRmbwx414Jqsd01JQGuldHQdJrxCznGL5z+uBqVDvc/WPMmW2rFNtVCm/NvDbn5BtmzfL71OTV9/1qcUBKcy57rtUs6TYPNxSqdhkmyL0L/ZBJREAKtq6oB1lVX8lcod8rc37mP4ziktTTfmvjWkd+FXqLGUfx87eeeUABgOzY/WfkJk8nJrlDhjfkqy/f3v/9bi1WMtsXZ1wZP/bwnxbYdNp6W2VlrIIgCA5Mp8uOJUwvbI4kRn2DYqHTccPWkSiKr/dqF4WoxhcnL+9fThzsPPaFgD8M2uL9znzeH3zxyX1OpqS5LH1EQjxWW+ieSFA+J3EpEJjPQLX58uvmpJxTscXv7NjcGbhCR90W7YqvID5d/yFZzC1VSuZK/wutDrwe+/zcHb6KICvd37mM7Nuey57gx4M+sUVSJC++MsDFfoVnRiWdUV+j7NRewQkJCQkJCQkJCQn7bCMWCkN989O6AUBwHjOa+WHBc8WDkBnTqsPoJmDqkx2Du90Hc/yO1UCjw8OFDdF1HEARGRkY4e9YdzW9UOjz4+bpXLG7VdGrFFpfeG/UVyqUegYZiQJiglFKJXOrD3A0sVIbjPuFhj+lp185lbW0Nx3EYGBjgzJkzR7/eI9DOZGh9WfAVxNXJpC8UGHa9/hcqKP0xNE3j+vXrdDodt1CwrdP5aJOWbiOqEtrZDGqP7sAgu5+dnR3u3LmDZbnFxPn5ea5evUo63V28jWe0QL9yW0piDP4ZTnkdJS0gTcyApKCkXU9/c7uFIIvI/VGMjWZgod/YbgaKBcpQDOOQdYwgi4Gfz1eB4zjoz6p0Fqs4ho0UV4hcyHVlVBwWCrz1tokgikRTaVpV/+eqxeLIcrfQNBQf4vtnv4/pmMiCzL3iPf7zw/+8/7gRjd8f/TcMpvMYus2jjzcob7WQFZHBqRQj5zJkI1lve9OwWLlfYme9gSSLDEylGJpJdRWaxpPj/MeL/5Fn1WcoosJEaqJnB+uLIIiuv/tpBYI9LNPm4UcbmLp7zhptk8XbBdSITGbw5ZwXQ7NpSptNOo19W5vB6RTby3Wqhf0u/JN4qb8ogiBw7o1B1h6XqRbaqBHJNwEgSSJnbw7SaRqYho0oCFiW7QmgQTkQgM9X/3nYnK96QsEetWKLRrlDIhtBkzT+5OyfcGvrFtutbfLRPNf6r/mKoAfptEzu/nQ/J6K00aC00WDuzaETW1dJosTXx7/OG8Nv0DE7pLV90fdc7hy3tm/5pmfSWppzmd7iRS8OBsju0TAa1PQamUjGt344SHbvtelt8ysLOX52p8j2geddKG9jW85zW0w5jsPil/59ZofjnDkgSr0Iju1Q3mrSqhkkspoXBP+itMxgb/6W4V+vdCp8uP4hG40NspEsNwdvcj53nu3WNncLd3Fw0CSN98fePzY/IJWPMntjgLXHZTpNg2RflImLucDvWzXAws92bBpGw/ue2I7N387/rSd66JbOp5ufklATXOq71PV4QRC4PnCd6wPXjzxOLSozeSk4MyEkJCQkJCQkJCQk5JdDKBaE/OaTm3GzCA6iJeFgWOvgZZj/kX+b1AjEdr3ZBQFm3nfDjC0DFH/hSNd17t275xWvHcdhdXWVZDLJ8PAwmwvVrmJzs6pTLbZIHyggSwmVyGyGznzZK8arg3GQBYw1t/js2A5YNvJwHHU4gTp89Ai+KIrMzs56YcIvWsxQBuMIEdm12nFckULQJNqHLFpg3+t/D03TsGo69Xv7Vku2btG+V0RKqUiJ4zugHcfhyZMn3nsNYJomjx8/5ubNbm/qIKyGQfOTjd2A6CidbYiILbRJtwguajLqgU5uQe5h0dCjoKn0x4icy9JZqOwX68/neodav2TM7Zbv87AaBs1b2yTfHfUds5TV4Fn34/dEhckr13n4wU9wPBsugYkr1xHE4NchCAKKoKBbOj9f9wdId6wOtyqf8Z3sd3j8i00vS8LULVYflZBUkaHp/UL8/OfblDeb3jbL94oIAgzNdBfrI3KEuVx3vsavE+WtpicUHKSwUn9pYoEakbn8tVF21hsYbZNkX5Tl+zvetEEdt+B74Z2RX4pgICsSExePLuzJisTil0UqW+5nrUZlzrw6QCKrEUtrXZkjA5Mv5qGvt4MFMr1lwa5WFVfivD16sumUrYVq1wRErdimVuwwOJ1m7UAwOcDgZKqn5UtUjnZZYu2JF7cLtym0CvRH+7mSv4IinX4yLKNlurJBFFEJLCQfFlSOW9+zhnle/3jTsLypnYNsLFSeWyyoFds+oQDcyZTSRvO5gowPYlk2jz7aoFbcn5zpG0swc73/hX9jJ1OTfLD2Qdf6VHrK+3/DMvivT/4rDcP9d0HDaLBeX+ffzf07vjb2NV4dfJWaXqMv2uez8jmKvtEEfaPHW/qMJEZ4Un7iW4srcTJaxru93ljvmo4AeLTzKFAsCAkJCQkJCQkJCQn5zSEUC0J+85l6D+qbUFl1bytRN6/gYMFz/A0w27C2G3Ccm4Vz3+meOBAlfzDyLqVSyVe83qNQKDA8PBxYJAQwOm4R1rZttre3qVQqRKNRBt8cRKhbiDEFKaXimDaO5dB5sINV7iBEZcSYglk8bE/Um5dpvSCnNeQDxUbHdhAjEnZ7/3XarQbUirQftdCmpxF2bY+Mze5JD8dxg5xPIhaYpkmj0b2PWq2GbduIPQrZB+nMV3aFggNrT8qoI3GEgIBLOR9DjMq+TnxBFHyCwmG0yRTqWBLHtBFU8ZdqfXF4qgHc7IvDmQlyPoo6knCDs3dRRxNeFkYmM8jlG9+kWFoFGfITUySyua59H6bcKXflFwBsNbdo1YzA0OnCct0TC/SW6QkFvsc/qwWKBSH7SLLohQ3XdtpdtkS25bC5UGXm+vFhqb8MVh+VPKEA3M/+yadbXPvmOOdeH2TlfonydhM1IjM8myb7nJkfe6T6o1QL/g5tQRRI9p088+Ag7WZwOHGnaTB6LoOsiBSWazgO5McSz3X+xpTYsfYzJ+G1odf424W/9QXgvjLwCqrUfd3NjcTZPDQtFs9oaDH/PwuNjsXTz7eo7k64pfqjzFzvP/X0gWU6gdNbvX47T8LBQv5BqsXWC4sFxZV61/6LK3X6x5OkXjBbJhvJ8rWxr/HB2geYtokgCFzLX2MqNeVtM1+Z94SCPSzH4l7xHu+OvktciRNXgl9juV3m3s49OmaH6fQ0k6nJU/0+vTnyJlvNLW/aRRZl3h9732dlJdJjMkgILYNCQkJCQkJCQkJCftMJxYKQ33zUGLzyH6G2AWYL0uNwuCtTFGH2G26OgWODdPSp7zgOdt1AkATEmIIsB2+/t54ZjHUVPwVRIN0fxXEc7t696/nvA6xGV7lx4wbSrg+/IIuoAzHM9QZSWnMDaQ2b5u1tku+OdXWsmzttjO2m+7jhOGLsqw03FUSByIU+Wre3cSwHY22Rzt0PkIdimKsSjUSCzB9/DymT6d2VLp2sWCFJEpqm0en4C87RaPTEBQ+72l2sdmwHq2EgZ7rFAkESiL86SOdpGbPUQYzJaNNpths7LD9YRtd1crkcs7OzvuwEQRIQpOCg16+UXu9DQPh19FIf6kQSq6YjJVWkpIrjOLTuFdF3PaxzQh/aTBotmznR06e1NLIoY9r+Lu5cNOcrVPbC7pHtYFs9gsaPwDJsVh6WKG82kRSRoZnUifz/XzaZgRiyKnUVP/NjX104p97DZsro0V3/q6C81S0K6S2TZlXvaSF2HK26TmmjiSSL9I3EfYGug9MpasW2J1CIksDklXzPQObjSPZFvNyFw+uCIDA0k/61EbgmUhN8/+z3ub9zH8MymM3MMpmaDNx2bC6L0bbYWW+A4xDPaG6mxKFry+KXBU8oADeT4dmXxVNnG6gRKXCSJDt4fFHfsi1Mx0ST/NMyWjz4dzkSf/Hfw3opOEi4Xu50iQXthoFl2sRSas/fKMdxcJz9oOHL+cucyZxhp71DWkt3Ff6DxFjoHXC8x2Zjk796+lfetfn+zn1uDN7oKUbpbVesOPj9SKkp/vz8n7NUW0K3dCZSE10TMYPxQTJahnKn7Fs/nzt/5PGFhISEhISEhISEhPz6E4oFIb8dCAKkhv1rWw/g2c+gXYHspBt4G83CwY64RgHWPnfzDfrOwsAFrKZJ6/Y2Vt3tKJVzETKXc8RiMZrN5oGndHMLAPrHk9RLHc9mQVJEpnYLVOVy2ScUALRaLdbW1piamvLWjM1GV7HXMR3Mor9bvLNY8VnQ6M+qxF4d9E0CfBUo+SjSu6MYGzU6d+6gjO0HU9r1Oo0PPyL13e+gDMfpLFZwDthZCLLgew2O42AW21iVDlJcQe6PeWKCKIpMT0/z4MGD/ccLAjMzM/vPp1voyzXsuoGUUlHHkj5BRUyqXSHNgigcKaqIUZno5bx3e2tri/v373u3NzY2aDab3Lhx41ceoKmOJrqmC0RN6jmFsicS7GFutzyhANzJj/bTCnI+hpQ6fvpDkzRuDt7kw/UPvTVFVHh96HViUZVYSqVZ9Re7DhbNtZgcWDh8nm7gJ59t+TrX5z/fRhCELrsNy7b4aOMjHuw8wHZs5rJzvDny5oktPI5DkkXm3hjaDzjWZEbOZV6aBVEQyb4Igih0dWynfknZGSdBViSguztfVp+vA3l7qcbC7YKXMr76sMT5t4aJ7Z63kuR+Do1KB71lkshFUAJyUU5K/0SS8kbTN60wci5L9ARTUr8K+mP99MeOF2AkWeTMqwMYHQvbdtAC7IVs26G00S32lDabWJaNdIp8CUEQmLnez+NPNr3MjUQuwvjF3pNMjuPw6eanfLH9BbqlMxAb4OvjXycfda/T2eE4sacV37VGiynkx19coIsmgz/f2MHrqGHx9NMtKrtiihZXOHtz0DsX917D6qMymwsVLNMhMxhl6nIeNSoTkSO+oOaDTKYn+enaT7vE15m0azfYaRpsL9UwOhbpgRjZoRiCIPDJ5iddIu4XW19wNX/VZ0elt03mv9j2hKDMYIyZ6/2e8CaJEpPJKeo7bayagJNxfL97oiDyBzN/wE9Wf8JydZmYEuP6wPUjg8JDQkJCQkJCQkJCQn4zCMWCkN9cCk9g45ZbNBq8BP3n9zuuS4tw97/sb7v9COpb8Pr/fd9mqLIKX/z/YO8P6817OJU1WqVLnlAAbhe//qTKtWvXWFxcpFQqEYlEmJyc9AJ3BdEthIyczaC3TOIZzQvwDLLUCVoXehVeDnTkO4bdHTRsOXSelpFvnK7T8yjMnTbG1u7kwsj+5IKoSkhRA0F2AH/B3Fh3wzXFqEzsxgCdx2WsutvNrp3JeiHOjuPQ+rKAcWASQ0qrxG8Men77w8PDxGIxNjdd/+2hoSFSqZT3HjQ+3vAsg4ytJsZmg/hrQ957qM2kMXfaOMZ+p7o2nQ4MU+7F2tpa11q1WqVWq3nH8qtCzkWIXs6jL1SwWyZSViNyLnvi6Q2zGBywaRZbnliws95g61kV23TIDscZnPZ7sd8YvMFgfJCFygKapDGXmyOluu/LmZuDXkeyKLsBx4NT+++ZIAicuTHA08+3aJQ7IAj0jcQZnctyGtp1wycU7LG5UO0SCz5c/5Bb27e8218WvsSwDb458c1TPedRxDMal94bxbJsRFF4IVGpVdMxOhaJrNYz9FeNyExdyfPsTsHzms8Mxhic+uVPVvRicDpFveS3c8kOxdGeYxrKsmyW7hU5mL5u6harD0tdne7xtPZSchskSWTuzSFqxTbthkGyL/JrKxQE0WmZrD8u06h0iCZVRs5kiCT23/ujJi4E3MkM2zwU4vyc53YspXL1G2M0KzqCKPiK6kE8LD3k442PvdtbzS3+dv5v+csLf4kkSkiSyPm3h9larNGodIglVQamUrsC1cnZWWuw9qSM3jZJ56OMX8jRP5Fge6lK+8C/BZJ9UdL9+4LsyoOSJxQAdBoGTz/b4vL7o977s7lQ9eValDeaPG5vcvHdka73sN0waDcMYimVVCTFN8e/yU9Xf0rH6iAJEtcHrjOVmqJZ1bn/wRrW7u/b9lKNwek0k5f7KLX9GRrghhFX9apPLFi45Z8YKW82eXa3yOwrbtZTo9Lh8S82vemlWFrj3GuDvsyKtJbmD2f+EMdxjjwf2nUDve3/d1FISEhISEhISEhIyK8voVgQ8pvJ2hfw8L/t3y48hpmvw+Rb+/cfplV2RYS+Wff2sw/2hYJdnGdfYFkTcMjuwNhukrrUx/nzR4/YR+JKlwVCMhlcuDu8rux2ix9sJBSjsq9b3G6bvo59b70e7KsNYFU76GsNsB2UwdixGQidhQrtJ2Xvtr7kn1wQk0mQRDhkGSNlMt7/y5kI8mtDwcdT6viEAgCromOsN1DH99+TdDrtiTEH0dfrvmwBAKtmYGw2UUfcArGUUEm8NYyx3sDRbeT+qBfqe1KCMirADbt+/Pgxm5ubrg3J0BDT09MnylI4Cse06SxWMYstRFVCnUge+Vmpw3HU4eBOfLPYwthuIUgCykgC6dA5KfYoEAq764WVOvOfb3nr9ZJbKJ2+mvdtP5oYZTQx2rWfSFzh/JvDWKbtTnQEBL5GEgqX3hul0zIRJcHX/W1bNo2KjqJJR1qKWGawbdHhdcdxuFe817Xdo9Ij3ht776VNF+xxmo7rw1imzZNP96clZFVi9saAr0h5kP6JJJmhGPWdNmpU/qUEG5+GvtEECG7R1DJsMkMxRs5mvPvbZptn1WcoosJEagJZ7P3Pkk7D9AqkB6mXj7ZmeVEEQSCVj76wV/0vG8uwuf+zNa/g2yh3KG82ufz+6IkyBwRRoH8i2ZVt0D+RDPxOm7bJWn0NRVQYig8FFpAFQSCeOdk5+qj0qGutYTRYq68xnhoH3MmVg+fTaalsN3ny6X4odHG1TrOqc/lro1x8d4TCcp1WTSeRjdA3Gkc48LqDpi5aNZ1Ow/QEmaBQ50a5Q7tueNMLjuPw7E6RrWc1cBwEUWBsLsvcmTlmMjOU22WSapKI7P6GrT8pd30PNherDM2kGIoPeVkDe6iSSi6yP8FhGXagyLqz1mDmuvvvi4Uvtn02Z81Kh6V7O5x5daDrcb2EAtuyefr5tmfjJSki09f6yfX43QoJCQkJCQkJCQkJ+fUgFAtCfjN59kH32tLPYfx1d3LA7uHZfdAHuLXTdbcgWAhmB+eQWCCcohvONAxW7n3JztoKsqoxfHaO4eFh1nc77wESiYRnYbSHnI0QvdpPZ7dbXM5FiJzJ+IoTYlRGUERfxzy4nflBGNtNWre2PQFCX60TmcuiTQR3xjuGTWchYHJhvoK823EoRiLEXnmF5iefHjgAkdhrrx39xuxiBeQJuOvBHs2HsZvBn+1hAUHUZLSp5/cS7+/vp1r1F100TWNra8ubeABYWlrCcRzOnDlz5P7spkH7cQlzp40YkVGn0r5if/PLAuau1YmFW/CPvTJw4oDrPbpsqpZq7n5y+2KJMpJwbZwOhECLMRll1zJn4+n+4/coLNcYO59FUSX3PFmqYpU6iFEZdTIZGF59ki7Sw/Yn1UKLJ59tYXZcsSY7FGfmRn9gAT6WUtFiCp1DIbSZoW4bHsvpFn8cx4HjIxZ+qaw9KfsKeaZu8fSzLa5/a7znhIGiSi8cDAyuNUlxpY5lOeSG48d2fp+UvpEEfSPd1jBL1SX+fvHvPduUhJLg387+WzKRDLZjs1xbpmk0GU+Ok1ATqFEJURK7si2iyaPFHsd2cCCwwP3bTHGt3pVrYeoWhZU6I2cyJ9rH+IUckiRQWHFty/rGEoye654A2mhs8N8W/hst072G5aN5/mDmD3qG8J4EgeDP63kndgzdorLVRBRF0oNRJEl0C/SHaNV0ajttUvnokXkUsiJiHM5YFgRE+cA0YI/ry8H18maTrcX93xrHdli+v0N6IEYspXbZSrWCmgMch3bD4LWh11itr3rhyAICb4+87Q+5Fgm0LxN3J9OMttVlIwfB+SNHsblY8+V9WIbN/OfbpPKRU09/hISEhISEhISEhIT88gjFgpDfPBwHOtXudbPj/qfGXEuiwmP//bIKuZn92+kxaPoFA0GTUQb60Tf9BW11Ing6wDEsjK0WjmWjDMQQIzKPP/oZpfXV3S1qPP6owNk33mHw+nXK5TKxWIx8Po8UEIyrDMSQ81GsagdBkbo89gVZJHI2S/t+0Ss2iKqINpsJPL7O00pXsaIzX0EdTQZa1vSeXPAXDmJvvok8MEDn6VNETSNy6RJyPt/1uCDEHhYeYuJk3d1yVkMP6NY87eTAcYyNjdFsNtnY2MBxHKLRKHNzc9y6datr2/X1dWZn3YmVQqHA9vY2oigyMjJCKpXCsR0an295QodVN2jdKSAqovt513VPKNjDcdxC/2nEAscMEHvsXbHngFggRmRiN4fQn1WxG7u5D1Mpz8bJ6HR3bzu2g6lbyLJI4/NNrMruOVFyraDirw91TTCcFttyu+oPhgSXNhpsPFEDLYoEUeDMqwM8+XTLEwyyw/GuTmNBEDibOcvD0kPf+mRqEuVwGPoLslhZ5G7xLqZtMpuZ5WLfRUTh5GJjZbO7IGfqlhusekrh6DTUS20efLiBvTuVsfa4zPTVPP0B1z7HcdhcrFJcqSMIAvnxBP0TyVMVcW3H5kfLP/L5q9eNOh+uf8j74+/z10/+mmK7CLif3/tj73Ox7yIj5zKs3N+/bouSGFi8BvecXXlYYutZdd8v/kr+RF31vyk4tkNlu0Wj3CGaUskOxjyB2egET0cZbcu1yhIEnxgdhCgKjJ3PMXb+6GyBf1r6J08oACi0Cvx87ed8a/Jbz/GqXM7nzrNcW/atpdRUT5//oyhvNXnyyZYnNKlRmfNvDnvn+2F6TS0dZHA6xeJtfx5R30jcd37lxxIs3/f/OyOW1nwCV3kr2BauvNUMFOwS2e68F9fWSUPRYvyH8/+Bp5WntM020+lp0ppf8JAkkfxYgu0l/+/owEQKQRCQZNG1nzr0b4HThoSXA65ltmVTK7ZfirgZEhISEhISEhISEvLV8NvzF3PI7w6CAJlJ11LoIIkBUHaLaYOXoFmAlV+AZUIkDXP/GuQDEwNT70F5ybUnAhBEOPN7RAYGEeIVzI0GSCLqWAJ5KI5jO77CilXTaXy66XX5dx6VEGZjB4SCfTaePOLKN79NNnu0J7tZatP6soC9W+SR81FiV/K+yQZ1NIGUVjG3WwiyiDwY6+nFbze6OxAdw8YxLASp++vfc3Ih5Z+06Dx6TPOTX2DX6ijjYwjyyS8lcl8EOR/1FcelhOJZCB37+P4YymDMZ2WkjiaQsi/XfkUURc6fP8/MzAymaRKNRjFNsytwEsC23ffr2bNnLCwseOsbGxtcvnyZDPHAiQh9tY6cj+L0KOrZevB6L+y2iWMGHF9jX+xxHAer2MYsd5AyGpG5XJdwlB6IdtlnaLsWW9ZOe18o2NunaaOv1IjO9S4onoR6qeMTCvYobTZ75hnEMxpXvzlGq2YgK6LPU/sg7469i2EbLFQWcHCYSE3w9fGvn+r4lqvLfLzxMaVOiaH4EG8Ov+mFrYJrm/I/nv0P7/ZqfZVSu8R7Y+917csybdoNAy0m+7ps5R4FudMW6k7LyoOSv3DquN3NfaPxromGlYcl1g9Mr9RLbUzdPpUdTE2vUTfqXesr9RU+2/zMEwrcQ3H46epPmUnPMHImQyKjsbPeQFZE8uPJnlZV608rrB+wVCtvNHmib3HxndMXm3+ZGB2LjYUKzXKHWEpjcCYVKHA4tsOTT7coHQg7T/ZFmXtjEFESSffHWH3o97A3OhbbyzU2FyrIqsTwmQxDM6lAocd2bB7uPORZ9RkxJcalvkv0Rfu6tqt0KlQ6la71w4X+03Imc4aW2eKzzc9omk3GkmN8bfRrXeKb7dis1dfQbZ3xxHiXAOjYDou3C76JFL1lsnS/SHY47ssdANcu5ySWU/0TSQRRYGvRFaNywzGGD30HhmbSmLrN5rMqtmmT7o8ydTXve797fbfVSPD6yJkMla2Wb6Jq/ELO248iKZzPHW2ZOHG5D0kWKay6gl//eIKRXdFNUkT6J1Nd9lPDs6eb1Ov1uuQXCBwPCQkJCQkJCQkJCfnqCcWCkN8MbNsVCfb+wD77e3Drf4HObkFTibpiwN79guBmGIy/AU/+hztlcPt/hf45OPttd/ogkoLX/m9QfAJG080yiKQRgMhsBmYzOIZN68EO7Qc7IAgow3Eic1kESaT9uOQrqjsO6A9Lrq3JobqLqR+y3rFM2LgNlWWIZmHkBo4S9wkFAGahRWehQuSsv1AqJdRA25fDSBkNc8fvkyBGZYQef6wHTy5IaAeKBPrSErV//Mf92/MLVIpFsn/xFwgB0xJdzyEIxK71Y2w2sSodpLiCMhw/sdWTIApEr+RRJ3Tsuo6UUrvEjINYdR3HsJHS2rFdtEGoqoqquu+1oij09fVRLBZ92wwMDGBZFktLS751x3FYXFzk2sTF4J3v2kBIGS1QpJFP6ZEuRhVEVfTZCwFIuz72juPQulPEOFBc1JdqxG8O+t7/8Qs5WjXdDR8GFE1m9pV+BEHAbgcLGE67h/XXKehVRFLUo88NQTg+LFWTNL47/V3aZhsHh6h8uve20Crwg4UfeGLRUnWJreYWf3HhL9B2bcs+3/y863F3i3d5beg1z28cYOtZleX7O1iGjSiJjJzNeIX2oem0L3gUID0Q+8pDdRuVbnswU7fQWxaRxP77b9uOzzJlj435CsNn0ieeLojKUWRR9k0WgNs5vlrvFlxN22S7uc14avzE+QGFle4JpPqOm79xVBbGrxLLtLn3szU6u0JvZbvFznqDS++NdH0/Ktstn1AAUCu62+fHkiSyGmPns6w+KrtWTA7obQtZkxBwP9/le0XUqBRoE/XD5R/ycGd/Gud+8T7fO/M9BuP+MOmIHEEURGzHf905zoLIdmw2GhtIgsRAbKDr3BEEgav9V7mSv4KDEzihU9fr/GD+B+y03e59VVL5ztR3GE+Oe9t0WmaXHZP7XrU5e3OQVt1ga7GKYztoMYXpa/kTWai5RfYk/eO9A8UFUWD8Yo7R81kc2wncb/9Eks2Fii+HQIspPbvv1ajM5a+PUlpvYHRcAeK0lmGSJDJxqY+JS93iD8DEhRxaTGZnrYG4m11xODT+OAanU5Q2Gj67o0QuQuIlC/shISEhISEhISEhIS+XUCwI+fWmVYJH/wilBZAjbvF/4k2I5+GN/6c7XdCpQ6voZhYkR2D0xv4EwconsHFnf39b98Fsw7V/796WZBjo3YHXul/c72B3HPTVOogC0fO5ru5qAEVUiagJ2oc6ZnMj+4ULHAe+/N/8kxHrt7DO/AefULCHsdVEUETMQgtBkVDHkz5LmaOInM3S+Gx/+kEQBSLnc0cWzdXRhCsybDcRZBFlMIZwoPO5fa87KNaqVDGWl1GnprDKZfSlJcRoFHV6OnDqQBAF16//OYMOBUFAzmhwRFCmY9g0b297YomoSUSv5pEzL2ZXNDc3x4MHD9jZ2XEtWPJ5zpw5g67rgaHIrVYLORcJFgN2MwIESSR6OU/rTsHbRslHUSeSOI5z4gKsIAlE5nLufgJsqqxKxycUgDsho6/W0Sb3cywUTeLiuyM0KzqWaZPIRTy/dzkXQRC6vbjl3Itb5MRSKun+aFen7+D082dPHOZg0f40PNh50DVV0jbbzJfnudB3AYCG2eh6nO3YtM2297zNqu6zLrEtm5UHOySyGql8lMxgjHOvD7G5UMHQbTIDUYZP6C//IsRSGrWi/32XVQkl6i9QO5YTGDJsGnagUNoLVVK53n+dTzY/8dYEBG4O3eRR6RGFVqHrMUm1d1H2VPya5VQcpLha94SCPTpNg8JqnaFD34NGj2DneqlDfsx9r0bOZsmPJ2lWdfS2xeKt7a7tC8v1LrGg0qn4hAJwcz8+3/6c78a/61uPyBEu9l3kTuGOb/36wPWer7PQKvB383/nTZcclXEgCELP/IKP1j/yhAIA3dL54dIP+cuLf+mJC4omIcpil+WQFlMQBIHJS32Mns1g6BaRmPJcovJxiKIAPfarRWUuvjPC+pMKrbpOPKMxciZzpGDhWgm9pO9DAIIoMDSd7jrnTkMyF2HujSE25ivobYt0Psrw2ZMLiiEhISEhISEhISEhvxpCsSDk1xfHgS//d2jsFo2MFsz/yJ0iGLnuFvpTI/Dp/wvau52u249g+z7c+D+5Qccbt7v3u7Pgbh8JDvn1nt60MQMC/Yw1NyRYjMtdgoGgSJx5+20e/+JndJpu4TA3MsbYxUv7G5UWuy2UOnXEwh1gquv5zO2mz8LG3G6eOPhWSqkk3xnF2GqC7bhWPbb72o7q5JfiClI8uEjgGMEd5I5p0rp9m/qPf+JVkqVMhsyf/DFi/KvxJ7bqOp35CnZNR0yqaDNpb+KiPV/2TVXYHYvWlwUS74y+UDFI0zSuXbuGrusIgoCiuB3KkiShaRqdjr+Al8lkEGSR2PV+2neLWE0TQRJQJ5IoB8QSJR9Ffm/UPackMNYa1H+6CggoI3EiZ7KBOROHUYbiSCkVY7uFIAkog3EExf2se4VIB60LgkA8QIwRozLauSydRyVPMFAGoiin7DrtxZlXB1l7XKa81UTRJIZm0mQGuwOLf9kc7oDfw7APWIEkx3lc8melpLW0zzM8yMcboLTR9LrlM4Oxnq/ZNCzWH1eoFFqoUYnh2QzJE4qHAJuLVTaeVjA6Jun+GBOX+9CiMmPnszz8sOOzahk7n+0KlpYUkWRftEtYSPdHu75XbbPNZ1ufsVJbIaWmuD5wnaH4kHf/a0OvkYvkeFJ5giIqXOq7xFB8iISSYKm65HvPz2XPkYlkfPu3DJvlBzuU1ptIisjgVIqBqf3shPxYgpUHfhueRDZC5IT5KL0wDQucr8ZOpRPQAQ+gB9iYRZPB3eSHu8zViIwakU8VUFvVA3KBgGpQXhDw7ui7ZLQMT8tPUST3s5xOTwdu6zgO//Tsn3w2VIVWgZ+t/oxvT337xMcIwVZHdaNOqV3yLJMkWWR4Js3qowPngiAwei7j3ZRV6VdqjxNNqsy80n/8hr9hnHQKKCQkJCQkJCQkJCTk14dQLAj59aW6ti8UHGTjS1csAFcMaB8qXtQ2ofAIBi50tz97vEBr6W49LDKbofn5lu8p5P4oYkXi0oWvY0R1lGSMSOJQEbXlDzvcQ7SLKP0XMA50Vbtd5v4CnONAZ7GKlNVYf/KIndVlJFVlaPYs2aFuL25BEVFHE3SeVWl8vIFjOa7d0JkM6hH2Cb3Qzp1FX1z0P4emIQ8MUPqf/2ffe26VyzQ//ZTE17526uc5Dlu3aHyyPzVhNU3MnTaJt0YQNakrMBjAblvYdTfQ90XZsybaQxRF5ubmuHPnjpdhoGkaMzNuqLaciRB/ewSnYyHIYqBYI0gici5C624RfW2vkOagL9XAgegRIaO+Y4kpaJPdBdFe1lVSMrh46tiOJ1ZJWc21chIEtIkUymAMq9xBjClIPYqWz4OkiIxfzDF+8fnzDxzH4dPNT7lTuINu68ymZ3l79O0jrYe2m9t8vvU5Vb3KSGKEGwM3fFMIs5lZ7hX9UzWCIPgKom8Nv0WxVaTYKEFJRRM1vnbt675OWkkJFul6rR9+XY8+2qReckWwZgUqWy0uvD1M4gQB38XVOs/+/+z9V5MkeXreC/5chtYRqWVp1VWtxXT3qB4MDgkSBAhyFwCPHTs3a3b2Yj/Mfoa1vdi1PQBJACQIkBAzGEzPTIuq7qounZVaRoZWrvfCMyPTwz1SVXZPz9B/Zm1d8c8IDw8PD4/M93nf5/ny4Jpa3WzTaxvc+t4kqXyUV74/ye5aa89/PREoFgHM3y7y5Fdb9PaCz+NplblXvHYmjuPwFwt/wU7H7WQvd8ssNhb5o8t/RCnuFkUFQeBS7hKXcpc8jx2Jj/BHl/+IB7sP6BgdZtIzgR7szz/f7osvhgZL98sgwOicKwSPX8xi6jbby01syyFTijF/u8hud5fHlceYjsnl7GXGk+PHHjtwxYkXX5SpbLTBcciMxLnwaulc8yQyxZgnD2KfoIJrdixOqhCluXsgisYzkaF2MeliDDUm+yx5itP++4/ERwJtooaFC4uCyO3SbW6Xbgf+/DBto+3JpNhnqbF07GMHSapJOqZXBBEFkbjiFdsmrmSJpVXXVkdybXVOI7L9tlHtVfmy/CUds8NMyv18nSaIPSQkJCQkJCQkJCTkt5dQLAj5FnOCQn+3GnyX/fXRm7D8sfdn2WkQFdA7bnbBEARZRB7xBukCKONJ1wanECPxzjjGRhvHtHEMG2PjwIZEUESUN7PYts3u7i6GYZDP54mmp4KfMDNNbKKI+KKBWe4gKBJSJoL2wh8c6egWzz/7FdsvnvXXquurXH3vuxSmpn33N2s9eoe6Kh3TzWKQshGklIqtW+7r0C3kYgz5iMJj5MoVrGqV7t27OIaJlM2S+uEPsGo1HDPARml9Y+i2XgZjo+2z9XEMG2OzTWQ2jahKgaHCwjH+92fBaupYDZ1sKsl7773H7u4ukiRRKBSQDuU4CIKAEBBU6nkNluOzCoKDiZaXsXCQchGUUswjSEkJBTWguOiYNu1PtzxTB+p0qi9YiBEZcfT0XyG7ay3Wn9bQOibpYpSZG4WX7vQe5O7OXX65+cv+7cfVx3TMDv/64r8O3qfuLn/+7M/7hdHtzjarzVX+3ZV/1y+gTaem+c7Ed/hk6xN0SyehJPhg8gOPNU5STfKvx/+QX/3kCbpmklJTbP1CJ/VGpz8pkJ9IsPa46glyFmWRUkDBdpBWVesLBfs4tsPWi4ZHLHAch3ZNo9s0SGQj/U7znRW/h3+3qdOqaqTyUSJxhYmBfJQgokmFV74/SbumIwgQz6i+83KttdYXCvaxHZsvy1/yw5kfHvschViB704NFxm1jhE4pbGz1OiLBYIoMHOzwNT1PI7jIEkiy41l/urFX/Utpe6X7/O9qe9xs3jTt61Blh7sUlk/6Iavb3d4cW+HK2+PHfGo05EqRBmZS3tyIYrTKTIjfrFAFAWuvjPG7lqbdl0jllIpTiWH2teIosCVt8dY/LJMq9JDjkhMXMqSD7CDi0gRPpz8kH9Y/Qccx0GzNNJqmtdKr730a1QlFUmQsBzv98Vggf8kvD7yOn+9+NeetRuFGz5hUBAE8uOJwNf6TWBoFuXVFkbPJF2KuZM4vyY7nnK3zJ89/bP+9W6htsB6a50fzf7oG90PU3ePid799R+TkJCQkJCQkJCQkJADQrEg5NtLagLieegMdOKP3jr4d2Ya1u/6H5vZK5jPfQiWDhtfgG1CZgocG372/3R/XrgE135vqGgQu15AEAW3eLsfcLwXRAogpdR+sb31U28op2PYNJ/s8NhYpdNxi1qCIHD16lXGp9+ClV8d2t8pGL+DILkd/+x5lDuWg7HW9AXW2kmB7UfPffu79virYLFg299lD24eAqJA55Mt7L3ipbbYIHIh44Y8ByAIAol33yX++uvYvR5iyrX9sOp+UQNcK6LDOI6DvrCAtrCAGIkQvXkTuRAcsngUjjEkaHfvdagzKcwBT29lNI54TLH+VPvgOPQeVdBXDwqI6niCsRtjL2F15ARPxDicyhM+CEEQiN0uoex0MGsaUnx4uLS+2vTZE+krTTfT4oyTBI1yl+efbfdv17Y6dBo6t38whSidn4gzOAEArl1JU28G+t7fL9/3dVCXu2XWmmtMpw8+T6+OvMrNwk06ZoekkkQS/R3lqw8rxEkQ32vKty2Hpfu7fZseRZW4/p1xVh9XadfcAu/klRyR+PGCiTEkXNo4JDw4tsOzz7apHhIuxy5kmL6Rx7aCBdjDAaQnRRCEI4NKB7u9j1s/LcNei2X61928DfeD8/HGx77siV9s/oJr+WuB7+c+juNQWfeLeLXtLqZhISvnM10gCAJzrxQZmU3TaejE0+qR4bWiJFKaSVHiZFNi8bTKjfcnsC0bQRSOLM5eL1xnLD7Gnz37M2q9Gqqo8p+e/yd+PPdjirHiqV/bPqqkcqNwgy/LX3rW75TunHpbF7IX+NcX/zUPdh9gWAYXshe4nr8+9P51rc5ud5divEhaPdqK8LzQOgZf/dMGhuZeYzYX6ozOZ5i9dfrvvfPg8+3Pfde7J9UnvDH6Brno8WLhUVimjaFZRGLykd+BWtfk4c/W+1Mumwt1RubSzL1y/Hn1ov6Ch7sPsbG5nL3MldyVUGQICQkJCQkJCQkJOUdCsSDk24sowq1/B0/+K9RWQFZh6i2YONTZOHIddh5B+ZBP+OTrbvEd3FyDK78LFz8Cx4JHfwU7h0Ibd5/B0/8GN//wYK217VobZSYRlBixW0WiN9w/6vf/+HUcB6uhYzd0xJSC4wQX3JaWl+lkDjqBHcfh6dOnFN/7HsroLfd1xfOQm3df7wCCJBC9WaT7ZRlnL5xRzkZwxhV45H8+vRtciBuWTyAoIvpivS8U9Lfzoo46lUIcsNcwy120pQZOz0QqxIhcOAgrlDIZojdv0nvw4ND2FeJvvO7ZRufnP6fz6Wf9293798n+m3+DMjnp2z9bM9Ge1jB3uwiqhDqbRt0L4pRLcbQXfv9secQVfpTRBPE7AvpKE8ewkUsxInPnF5QLYFV6HqEAQN9oI4/EUUbO5rMvSEMmWkbj5xK8KYhujoEyenSHbVCAt7uunVks2Fn2d7brXZP6Tpfc2NH7Y9sOjZ0ulmWTLcWPtO2xHX8A71HrwwrYQYHFiqSQkYafR82KP3RW6xjoewU0cP3JL785OnQbw0gXo4iS4CuUZw+da5WNtkcoALcQl59IUphM0qp4JxPUmEzya7BjmUpOIQqi75jPpmbPZfvRpEIspdJtes/T4zrHqz3/NFrP7NE1uyTVo6c7BBEY0GsEga+lUHmcSPCyiJKIYzt02zpKRBoqdjysPESztH5eRE2r8d8W/xt/eu1PX+p1vz/5Pik1xbPaM2RR5kbhBldyV860renUNNMpv0h+GMdx+OnaT/shzAICr42+xjtj73ztheaNZ/W+ULDP1mKD0fk00cT5TlWdhLoWLOw39MaRYoGhWzTLPZSoRDIX8Rw3x3HYeFZn/VkN27RRYzJzrxSHZq9sLtR9dljbe8ckNsQuD1wh+B9W/qF/e7mxTFNv8ubYm0MfExISEhISEhISEhJyOkKxIOTbTaIAr/2vYGogym5o8WFECW79EdRXob0D6UlIBRThJNkt8pSf+n+28wRsy+3m/uo/HtxH3BMaxm97irSO49B7sIt+qCCnFKNu4+pA/b5Fl8FWcMuyaLVa5HJjkPLbVzimDaLQf8794Fuz2kNQJddv33FQY3GfOJANyCwAUCYSbpHfPCjcCYqIMpags97y3d9xwG7piJEDKwez0qNz9yCjweo0seoaibfH+kWD5A++jzI5ib60iBhPELt10zNZYHe7dO7e9T6ZZdP+1a/IDogFjuPQubtz0N2u23Qf7CLIIspIHDkTIXo5i/a8jmM7CKJA5GIGOXPQ7ay8RNHef0wcer0esiz3Q43Nqr8wDGBVe/3ntXsm2mIDq6G5lj9zGaRjCkSx63lw3DBrAHk0TvTq2T38z4I4ZB/FAMsgx3HY2NhgZ2cHURSZmJigEDAtYg/pYB/WJb5Pr23w+ONNtI4bJiwpIpffHB0anHkpe4nPtz/3rI3ER4Z2Es+kZnhRf+FZEwSBqeQQy7AjiCZkOgMTGZIiopyD/ZWsSsy/WuLFvTL23mc5N55gZPagq7wRkNUB0NjtMn4xg94x2VpsYFs28UyE+TvFvc778yWuxPnB9A/4yepP+iHQl7KXuFG4cS7bFwSBS2+M8Pyzbfd479nMTFzNHvm4kfgIG22vNVpSSR5rgSMIrs/95nNvobUwMdz259tMfafDi3tl9K6JKAmMzmWYuu63OVuoL/gfq9Wp9Cr9AOGzIAoir468yqsjr555G6dhubncFwoAHBw+2/qMufScJ3T766DTDBBeHYduU38psUDrmvRaOvFMBOUU4cwTiQm2O9ueNUmQGImPDH1MebXF4hc7/Wt1Mh/l6ttjfdG2ttVh9dHBFKjeNXn26RZ3PpoJzPToDBGjOw39SLHg061PfWt3d+7y6siryGL4J01ISEhISEhISEjIeRD+Zh3ym4E8xO7CMmD1V7D73LUSShwxwi4Ibve+NdBdLIqAAOufesUE24Qnfw2Fi6AedKtauz2PUABglHvIxShm+aBrV1RFkrk8laa3k1UQBKJRfyev3THoflVxRQFFRJ1OEbmQAdtBX2thVXsIMRlRERHjCpfffo/HP/8nTN0tWCeyeWZu3MZxHF/BR4zKJN4YRVuoYTUNpLRC5GIWUZWQUipW0/AfqoE/2PWVps8dx2roWHUNORs9eG1XrxC9GtwhajWb/uOPG4TsW2voPhsccO1x9gvxkbkMykQSu2MixmXEUxRMTkOz2eThw4e0220EQWBsbIwrV64gxoIvocLeumPatD/Zwt7roLTqOsZOl+S740faIQmKRPxOqS/uDJsM2cdxHOy2AbaDmPL7xwdhGTaWZaNEpMD7q9MpjI02du+g+1MZiSFl/J/F58+fs7Ky0r9dLpe5ceMGo6Ne4S4/kfB1vUuK6OmMD2Llq0pfKNjf9xdflLn9g6nAfX9r7C16Zo/H1cfYjs14YpyPZj8aelyu5a+x1lrjWc3NAJEEiQ+mPji20zyIyas5nn6y7bGSmricOzebpcJEkmwpTqumocYkX2FtmJ1RJC4jCALTN/JMXM1iGcPf+/Piav4qc5k5ttvbpNRUvzv9vIilVG5+dxKt4xa81RNYjH1n4jv8xcJfoFvutUUURD6Y+uBE4a5T1/IICOysNHEch8JkkunrX7+IZ5k2vbZBNK4cG4TdaxlUNlogCBQmEoHng2lYPP1kuy842ZbDxvMasbSbeXAYVQou3B5er6y32XheQ+uaZIoxpq7n+1M03xSO46C1TUQ5+DxYaa4EPMrtTD9KLOi1DTae1eg0dBKZCOOXMieyDDtMPK36JnoQhDNPjjiOa222vdQEx0GUBKau5Rm7cLLJuddGX2OludIPmRYQ+GDyg6EB8KZusfhF2SPqtio9NhbqTF11JxEqG/4pLNtyqG11KM34LbISGZXmrl/YTAR8v+zjOA4t3d/coFs6uqWHYkFISEhISEhISEjIORH+Zh3ym81X/8lb4C8/hTt/ArkAqwtRgrHbsPaZd33sjisYVPwdlNgWVJdg9KAb1qz1/PcDpIRK9EIWY6eLoLpd+/O9DLXPP8e23aKMaMCklMf+qkEv3UPdC+Ltd9G33YKoY9hoC3UEVcTc6mIeCjU1Ntok3x4jMzLGG7/3BzR2thA6AvIOdH+2jRaXiV7K+mxmpLRK/FV/52BkPoNZ7nmsiNT5jM+CaDBM+Lj1IORcDiEawekNZAmMB0xEmEO2O9CFLqrS1yYSANi2zf379+n13Pdgv4s+FosxMzmNvtTov28AYkxGHXcLbsZ2py8U7OMYNsZ6i8iF7LHPfZxIAGDrFt17O/18BikuE7tTQhrSnenYDksPdtlZbuLYDvFMhAuvlnyFKzEikXhnDGO9hd0xkXJR1wppoLhsGAZra968DoDl5WW/WDCeoHc1x8bzOrZpE00qzL1SPLYA2ggoKmltA71rBhbuZFHmBzM/4P3J9zFt89iucUmU+PHcj3mz9yZNvclIfGRo4ew4cmMJbrw/QXmliW075CcSpHJRVh5VqG93USISYxfSZEpnn3iRFJFMKXj/SjMptpcaHouPeCbisXmSJBHpHDMijiIiRTy5D+eNIAin6s4eTYzyp9f+lOe151iOxYXshRN714uiK7ZM3/jmpny2lxqsPKxgGTaiLDJ1NTe0KFzZaPP8s+2+Jd76kypX3h7zTeDUt7t9ocD7+JZPLLhVvOWxfQGYS8/1sz/qO12efbrV/9nuWot2XeeV702ei23aSeg29YMJE9xpmwuvljwTHwkl2J4qoQ63rTJ0i4c/O8gaaNc0qlsdXvneJPJpOvkvZaltdTyfyfGLpxcd9qludDwB2LblsPzAzUWJncAiLibH+PdX/z3LjWU6Zoep1NSRn4FWVcMOEPkbO13YEwuGiaGiFHwOjF3MUN3seETgsQuZIz/LgiAwlZryCT/FWPHM1+uQkJCQkJCQkJCQED+hWBDym0t7128r5Diw8stgsQDc7AJRhs29YMWxV2D+e+6/A7qIHQesTgTjcQVREVEmkoixIfYsMRkpE/F0XqfVNG+++SZra2sYHZ3cmkScGGal5/633SHx7jhWy/AUnPfRntd9xXjHsNFXmkSv5pFkmUx+jNajtX6wp90x6X5ZRowprmURboEb23HtjYSD3AWz3MXc7SGPxUESEByQS7H+pMBh5JGYR7QAt5gt507udy4oCsnvfo/mf/9bd38AMZUk8e47vvtK2ShiRMLWvCbh8hAP5K+LZrPZFwoOs729zezsLPE3R9FXmthNHTGpok6nEPaK344WHEg7+Jpeht7jqifI2eqYdB/seuyhDrO5UPcUmjp1jaefbHH7+1O+4p6oSsfmPBiG0RfDDqNpfosmQRCYvJJj7GIGU7dRoyfrbI/EZDqGd8pElMRjC3aqpA7tjA4iH82Tj758ITiZi3jCfx99vOEW1vao73S5+s7Y0IL/y6BEJG68P8HWiwbdlk4yF2FkLn0qqyHbsrFt59xCe79txJU4r5Re+caf13EcGuUenbpGLK26oddHnP+dhs7iF+X+bdu0WX6wSyIbITWQM+HYDitfVTzZObblsPxVhVvf9Vq8DbNNChKQ9sOCv9z5Es3SuJC9wNtjb/d/vr3kz43ptXQau72v5fwexHEcnn267cmuqG60WY3JzN48sEm6mrvKve17nnySlJricvby0G2XV1q+rAGjZ7K71mZ0/uThyGpM5tb3Jqmst9G7JpmR+JHh4MdR2w7OWKltd08kFoA7UTOXmQNcO6PNhToIrqA7OJmhDpkSObxemk65mTSHJqqUiDw0s0CNytz67iS76y30rkm6GCNVOP53iQ8nP+QvFv6Cpu7m38TkGN+b+l4YcBwSEhISEhISEhJyjoRiQchvLro/LPXIdXCzCy595P43yNRbsP3QtR/aQ9Muoj2TAHeb2nKT+GslpKSC1Too7ksJBWVIsGYikeDKlStoi3V6OzXPz6yOibHVGeoP7xgWg5kHgKdb3dzu4JjebnvHAWOjhZTOY9Z69B5XsRo6YlQmcjGDOpFEe1pDO1ToERSRxJujQzvS1akUdkPH2GzjOG4hOXqzcKLu98NEr15BmRhHX1xEUCNELswjKP7XL0gCsTslevfLWB3TDeadTKJO+S0NToqtWwiC0C/mnwRJCi6Y7q+LqkT0YjbwPnIhBs9q/vViDKupY2x3+tkRx01H2JqFsdUG00EeifXfJzPAo95q6DiahRBgx7G77reL0NoG7bpG8hTCzz6xWIxYLEa3692PXG54UKYkiUixk78H45ezPP/U67E9diGNJIs4jkNzt0ez0iMSV8iPx8/N8uc8aNc1j1AAgOOw9aJ+5mKqqVvUtruIokBmNOYr8qoxmcmrWep7z3vSDm/HcVh7XGVrsYFl2CTzUeZvF09cgDwL7bpGp64TSykkspHf2qKfYzs8+2zbY8OVHY1z6c3RoULOoGVXf32z7RMLTMP2dGnv06lrPmu6dClGJK547y8IlGb911ZBELhRuDE0a2JY3khQJ/rXQa9t+EKuwT12h8WCuBLn3175t9zdvstud5dSvMRrI68dKSYOCgXHrR+FrEiMzJ5cYDgKJRr8XRGUDXActa0OTz/Z6otMq4+qXH1nzHN+xdMq2dE4ta0DkUIQBc+ESzIX4fKbI6w/rdFrG6TyUaav54/M85AU8dTHJBvN8qfX/pS11hqWYzGVmkIRv/mQ6JCQkJCQkJCQkJDfZkKxIOTbR20ZNu65RfuRG1C84proD5KacLMMzIEO5tz82Z43NeqGKa/8ArQGdmIOfWmKw8V6x7DRl5sk3hxDX2tiNXSkpIo6nUSQRRzDxuoYSHEZYaAr1+4Fd5M7PRNpPOETIMC1CNIXG76sAOnQH/LO4A/313HFhs7nO33ve7vndp0jgr7s7Qh1DBvtWQ15zx5FLsU8BWxBFIjdKhK5lMXWLKSkijDEYuA4pFSK2CvHd/bKmQiJ70zgdE0ERfQcU7tnor2o770HRwcH779us9JDEEAZSxC9lvcJHY5hYdV1N/9gzyIikUiQyWSo173BphMTwWHSnteZVoleyqI9r+E47mmsTKWweyaduzv9+2kLdRJvjCINKcpaDY32Z9v9KRNhoUb0RgF1IomgiJ7ganDfq2EizjBbiLNahgiCwLVr17h//z6G4Z6/8Xicixcvnml7QRQmkiiqxPZSE9u2KUwkyU+44tzSl7ue7ubN5yrXvjP+remKN/Xgz71xxumSRrnLk19t9W1klKjMtffGPNkF3abO419s9m1PZFXiyttjx3Yz7yw3WX9a699uVXo8+eWWmw0RcH60a5obSJpST90p7TiO773LTyS5+FrpG7Ov+SapbXd8xf/aVofqZpvCRHA2xjB7rqACrKyIqDHZY3UDrgWVL8NGFLj67hirj6o0yl0icZnxS1nShdOLV7mxOPWBTndJEYeGj78MjuOA471WDbPTCjpGaTXNd6e+e+Lny5TivkBrgMwxGStfN6XpFNt7gt4+kbhCbvx0+7WffeCZRjFtVr6qcOMD7/fbpTdG2FpsUt/poEZkRufTJLLez3xuLOGxO/u6kESJmfTM1/48ISEhISEhISEhIf+zEooFId8uth/Cg/946PYjmP8uzL3vv6+swrV/BQ//sxt0DJCdgdnvnOipHNPG1izEmHxQfEiPw80/AMCu9HCWt3yPs1sGgiL67Fm0pYZbFLYcBFEgcjHjuY+cj6Kv+KcepIJrRRG/U6L7qIK56wYcR2bSqPNpBFlEe1brCwZyPoo6eVBcUkbjaE9rnj/4wS2IG9tdXyEZQF/yhxXbPZPOF+X+hIQgC8RfHfHZDIlR+chw3rPgOA76StPdL91CLkaJXs0jRt1QVmHA29kxbdq/2uwLMFZDxyx3Sbw74ctaAPpCgftcuAHVikjs6oHljL7WovfowMZDHU8QvVFAEAVu3brF8+fP2d3dRVEUpqenfX78w4jMZ1AmEm6wdFxGUCWaP/V6/DuGjfa8FpgpAdB7VvPYUTkOaE+rKKMJ1JkUvcfeEG15IoGx2UZfbeJYDsponMh8BkESKc2kfGGbiWwkMGzT2O6gvajj9CykfITopVxgqHM2m+W9996jWq0iSRKZTAZRPN/u/nQx5itAtuuazwal09DZXmwycTnrWe+1jT0vf4t0MUpxOnUqa55BHlUe8cXOF3TNLvOZed4Zf4eI5C+YJ3NRJEX0FPaAofYcR+E4Di++KHv85o2eyfKDClffOQhpXXqw6ykam7rF4pdlbn44cWTnfnnVHx6qdQya1Z6nkOw4Di/ulSkfup4VppJceLV04smA5m7P995V1lvkxxN9IWgQx3ZYf1ajvNJyA4YnkkxezZ5qksQ0LDp1nUhCOVMIb9fs8qD8gHKvTClW4mbhJlH5+ImcVs1vywXQrmpDxYLCZJL1pzWP4CTKIsXpgAkAUWD6ep7nn+/0rWAEUWDqWvCETzShcOmN4OvNaSjNpOi2DLYXGzi2gxqTfXkBL4vjOGw8r7O5UMfUbbIjMWZvFYjEFdSYTG4sQXXTK8Qc17HeaxvsrDSxdJvsaJzMiN8SKl2MMn4xy8ZCnX21d+JS5lTCWFNv0tSbFGPFU1miHUU0oXD9OxP9Lv5kNsLE5eypc0hMPXgapVXzT6OIksj4xQzjF08WohwSEhISEhISEhIS8ptLKBaEfLtY/Cf/2srHMP02SAFd46UrkPt/QG0F1ASkxoKnEA7hOA7aQh19qYFjOYgRiej1PMpA4KiYVBBEwVeElwKKqlZDo/fkoGDr2A69pzWkbKTv/y+XYqgTSfT1g4JcZC7d354YV0i8PopjOSDS/0M9MpdBGYlj1jQ3F2HAqkOMyMRfLblWQ20DMSoRuZhFzkTQW/5CALgFf7tleF6budtDVA+KDY7p0HtcIfHOOIIgoGkapmkSj/tDbg9j93p0v/gCc2sbKZ8jducOUjK4GLaPsdnxFLyN7S52Z5vEu+OBz2Vstn2TGra+Fxw87y1m2JrVFwoOY262YU8ssHsmvYe7HgFF32gj5VxhRlVVrl+/fuRrADB3u/Se1bDbBlI6QvRKFikdQYzIiBH3cms19UABx2r4rTSO+pmt29g9081IkESMtRaObbvB1qJA92Glf1/tRQOnZxG7VaQ4lcQybbYWGhi6RXYkzszNvO84m5Ue3S92+sfE3uxgNXSS700Edn5LkkSxWDz2GJ0nnXrwMWsPFGa7LZ2v/mm9X7CvrLeo73S5/ObJBJ9BHlce83fLf9e/fb98n5pW4/cv/r7vvpIscvG1ERbu7vSLvtnROGNnKLrpPQstINukuXtwfu/74g/SqWtYhn1kzsOwj/XguVHf6XqEAoDd1RaFieSJRZDD+3yYxm53qFiw+qTKxqHJh43nNUzTZv72yc677aUGyw8qrkWOIDAym2L2VuHEAodu6fzZ0z+jrrnd5gu1BZ5Wn/JHV/7oWCuUWDL459Eh6+Daylx7b5zVxxXaNZ14WmXySm6oyFGYTBJLqeyutxAEgeJk8sjtnweCIDB7s8Dk5SyGbhGNK+c+GVJeabF66Hq2HxZ887uTCILAhddKrD6SqW62kWTX2mZkbrhdXauq8ejnG32rpO2lBhNXckxd9QorguAGWo/Mp+k23OM/zL9/EMdx+MnqT/hq9yscHBRR4cOpD7mWv3aGI+AnnlZPJPY4jkOnriPKgmf6CNxpFCUi+2yVYknlt9YOLCQkJCQkJCQkJCTkeEKxIOTbRa/mXzN1MDogDSmuyREoXjrxU5g7XbSFA2sBW7PoflFG+nDSY7sjqhKRS1mPCCBGJF8xGsAY9CQ/9Fz7YoEgCMRuFlCmEvS+qrie9estcCByMdu39Amy9hHjCmp8eNFHLsRIvBcF03GDiveKNXIp5tojDRSn1ZkUUkalt1d4cxwHLBsp5y30WU0D27B4/OwJ29vbOI5DIpHg+vXrpFL+YoxjmtT//M8xy7vuwuIi2pOn5P6v/xfE+PAiorHm72i2WgZWXUfO+rs4nSHWLnbQuuAWQX1uTYeKIeZuz/9z3DyAw1McR2G1dDp3d/oCjFnt0f5sm+R3JrznVUxGkAVfzoR4hC+8lFT94dKKiLgXEKxOJj372frZ2uAmMDbbRK7kEFWJsfkMYwHn8WH0tZZ/+qRjYlZ6KF+DxchZiKWCPxOD65sLDV9nf3WjTbuukcicPmj0fvm+b221uUqtVyMbzfp+lh2Nc+dH07SrGkpU8hXtToqsioFTCpH4wVe5IAioUclnRyOrEuIx3d7F6ZSviB9kMXRUof+kYkEkEfzrR3RYfovjsLPkn8wqrzSZuZk/tqu61zZY/HL34ELgOGwvNkjloxRO+Bl/Un3SFwr2qfQqPKs+43rhaDExP55g60XDI2TF0+qxzx1Pq1x5a+zI+wzeP55++ZDu0yKr0rGB42dlJ2Air9PQ6dR1EtkIkiwye6vA7K1CwKP9rD+t+jIVNp7VGJ1PowS8hkhMPvUUypPqEx7sPujfNmyDv1/5e6aSUyTVk51vL0unofP0k62+wJguxrj0xkj/fRJEganrOV4cssTbn1D5OrC7XexuFymbRTjnybOQkJCQkJCQkJCQkPMjFAtCvl1kZ2H3uXctloPI+QQDAhhbHd+aYzuYO/7CcGQ2jZyLYpa7CKqIkuwirP4d6C3IX4CxOyCKQwNzg3zjjbW2m00gCNi67YYMOw7Rq2f/A11fa6EtunYxciFK9EoOMa4gqhLx10r0HlWxmvrB1EEu6v5XiLkBuYqIFJWxB3zUxYjE0soyW1sHdkztdpsHDx7w9ttv+6xmtIWFA6FgD7vVovfVV8TffHP4CxiSu4AdvC4XYhDgJa0EeG6LqoRcimMM+Gorh95rQR3y/p0iMNLYaPumUBzDxtzqoB6yDRFkkcgFrwglyALRC8OL95FLGazPNHfqZI/oxSzCoQKp3TPdEOuE4hMiYO8QmzactKA3LKB0YN3WLYyNNnbXRM5HkYuxb8xzPpGNkBtPeLzgI3GFkTnv9SKoGx/cAvKgWDBovxGEbgdPNGhWsNUMuN7qL+vjLkki4xezrD6qeNYnrmQ9tyev5Hhxb8ezNnYxc6ztUnEqiWXYbDyrY+gWmVKMuVf8nffDCvqRIwTNQXLjCWLP6p5w2khcoTg1vJBqBUzkOLbjfu6OOa3r293A60xtu3NisWBQKOiv68HrhxElkWvvjVNeadGua8TTKqXp1IntehzHwTJtJEn8rcx0OIrB62p/fdj3xjF0m/7rgWM7aG0zUCw4C4uNRf9zOA5LzSVuFm6ey3McheM4PP9s23Pta5S7rDysMH+n1F8rTaeIJfenUaA4lQq0pHupfbFtWv/4j/S++gpsBymdIvWjH6FMTp7r84SEhISEhISEhISEnA+hWBDy7eLiR9DaAm2v01xS4Or/cqy10GkYFsoryMHrUlp1rYKam/D5/wusvY7dnSeu/dGN30cZS6At1D2+8oIiogzYaTiWjTEQcgmgr7eIXMmdafTf2O7Q/eqgQG/sdLHaRt8uRs5GSbwzBtbe1IEg4DgOzd0djJ5GenIERY0gSCLd+2XPtiMXs+ysPhh8SrrdLq1Wi3Q6jeM42PU6gqpiNxq++wJYDX9n6GGUsQTmgHXMvuVSEFImQvRiFm3hIDhYnUkjFYK9w2M3CwiKiLHVRhBFlMmkZ0JELsSQUgrWoSKSIAmoRxQuBxla0ApYj8ymkTIRzO0OgiygjCcDswD6+5eNknx33M1asBzk0TjyoSK3tlDvHwsAbAdH8NrHSCkV4RTdsfJI3DcxI8gCcv6g4G1rJu1fbmH33M+EvtJEHU8Qu/XN2BEJgsCl10eobLZp7vaIJtxi82CHczIfpVEeeC2iQOpQHke7prH81S7NikY0oTB1NTfUDudC5gKf9j71rKXUFKV4KfD+58n4pQzRpEJlvY0oChRnkr5g2tJMCiUisbPSdL39J5Pkx48PHhUEgbELGUbn0/3bQeQnEmw8r9NrHSr0JxSKJyi676612NoLZ00Xo+TG43QbBrGUK/IM604XBIH8eILdgSmkTCl2ojBrORJclD9NcXg8Oc69nXu+9YnE8WHn4FpS7R/b09Aod1m6v0u3qaNEZaau5ijNDLfZ+W2jOJXyWYtFk4ovYPekJHMRn1e/pIhDraLOQkwOFgaHrZ83Wsf0CHH7VLc6zA+sJXMRkrkIes9k60WDlYeu5dLofBr1hPlEVqOBvryCGI+jzs4gSAefq979+/TuPzh03yb1//JfKPzv/zuC8vXaZIWEhISEhISEhISEnJ5QLAj5dpEowDv/hztdYJtQuATK8eGR+9gdA7OmISUUxLQaWOxSJ5MY616LFTEqIe91/dqaiVnuIagicuFQl/TyxwdCwT5bD2D2fcREgcSbo2gLdayGjpRSiVzI9H3q+zgEd9Hbez87gyZirPstfOyOiVXtuR347BX99sQQQ9d4+NO/p1VxBQZRkrn89ncoTE0jxiSMdVfMUMYSbqf4ZvBlQpZlzEqF5n/7b+40gSAgl4o4luUpFAAoU0d3ECpTSeye6Qbymg5SWiW2Fy48jMiFDMpkArtpICaVI0OXBVkkdqNA7EawTYUgCsRfH0VfbGBWe4gxmchcGgOdlS8eYHS7ZMfGKU7PDrVPUEbj6MteUUQQQBkJtmWRsxHkbATHdrBqmptzkIsOFbPEuEL0Yta3bjV1es9r/vurUl+8kpIKsVN4swMo4wnsloG+0sSxHcSoTOxG3jNFoy83+0JBf22j7Qo359ydOgxBFChMJIeGxAKMXUhT3+54Co5TV3N9/3HTsHj8i81+pkCvpfPss21uxMZJ5vzXn9dHX6eu1Xlee46DQyaS4XdmfwdReHlrjWalx8rDCp26RiylMn0975lI2C+aH1f8z47GzxSivP8cRyHJItffH2d7sUGn7hYWR+bTSEMmrPbZWWl6LE+6TZ3CZJLLb50sO2LmVgHTsKnvTQmlClFPl/RR5EbjRBKKp9NalMQjg3Adx0HvmkiyiKxKzKXnuJi9yPPawfTbldwVplPTJ9qHs2BoFk9+udW3zTF6Ji/u7RBNKqTyJ/9uHIZl2dS2OtiWQ3YkjnKKaSqA3e4uT6pPsB2by7nLjMS9Pvq2ZWNZDrIintkHf2Quha65hWzbtEnmo1y44w3Tbtc11h5X6TR04hmVqav5oR3yk1dzNHZ7GPvXLsG13jnu/D0NNws3ebj7EMs5mNbLRDLMpmaPfNxCfYF72/fomB1mUjO8NfbWiQK0B5EUMTBzaZiwZhoWD3+20RdR6tsdKuttbn138tjj0v3yPq1//Mf+7zZSPkf2D/+wbz2oPXvue4zT0zDW1lDn5k770kJCQkJCQkJCQkJCvmZCsSDk24ekwMjpQwB7z2ueLAJlJEbslZKv4CxlIsReHUFfqGN1DORclMgl19LF2GzTfbDb/wNbSijE3xhxi/5BeQrgricKSEmV+G1/4coxbMxKF0EWkXJR5FIMY9vb5ayMxs9sLTHcoiH4/mtf3e8LBQC2ZfLsk4/Jjo0hZ6P9jIV9JiYmaAxMDORyOWKxGNU/+3OsarX/hMb2NmIshqMf6ji+dJHIpaMzJQRBIHo5R+RCxg2dPmG37+Hg4JdFVCWiVw4CLjv1Gl/+7d9gmW7xZGf5BbWtDS6//Z3Ax8vZKJELGbTFOtiuABW9mj9yYsDumnQ+28LqmHuvRyL+agkpffKOWXM3IC9DFFBG4kTm0m6hP3H6wEpBEIheyRGZT2Prtpu1MHCO2kMCtK2W/o2JBSdBViRuvD9BfaeL3jNJF2Ke4NfqZqcvFPRxHMorrUCxQBEVfjz3Y9pGG83SyEWOngraam/x8cbH7HR3KEQLvDP+DhNJfze61jV5/PFmvzDcrmk8+eUmt743NdT65+vEth2qG206DZ1EJkJ2LN63MlJUiclDn5eTsPXCP3m0u95m+oZ5og5mRZW4+s4YetfEAZ+PfKehY2gmyVzUZ+8jSiLX3xtn/WmNZqVHNKkwcSk7NAC409BZ+HybTkN3BanJJHOvFPjx7I/ZKm1R7pYpxoqMxke/1jDY6mbb568PbqB0kFhgGTaGZqHG5WNtp3otg0cfb/TzLURJ4NIboycWmRbri/zXxf/atwO6t3OPj2Y+4mr+Ko7jsPGsxsbzOpZhE89EmL9dHDoNYBk2K48qVDc6SIrAyFya0bk0guBOw01fyzN5JYdt2b6Ct941efTzjX6Wh941ae72eOX7U4HnVTShcPv7U1Q22piGTXY05ssRqWt1VporJJQEM6kZJPF0IkohVuDfXPo3fLb1GXW9zkRigjfH3jxyO0uNJf76xV/3b3+pfUm5W+YPLv3Bqc8xRZUoTCQpr3oF7LELweLY7lrbN22hdQzKay1G92zdHMfBwfGIonavR/uffur5hcOqVOl8+hnJDz8AGDo9IKjfnu+IkJCQkJCQkJCQkJADQrEg5LcCq6l7hAIAY7uLvNH25RA4joOUUIi9WvIUpR3Tpvuw4im+W20D7Xnd7UjPTENjw/vEogyp8aH7Zex06N4v9z3kpaRC9FYRHNcuSBBALsV9eQWO42YomNsdUETUySTSkFBUZTSBORA4KqoSckCRE6C2telbswydVqVCZsTf4Ts2NobjOKyurmKaJoVCgQsXLmDt7h4IBXsICIixGOl//+8wt7aQ8nnkkZETFzoESUT4ejIy90KcD6yYjmPt8Vd9oWCfnaUXTF67STztzRew2gbdB2WsuiuSyKUYsZtFxGM6MntPKn2hAPbCtr/aJfHO+MmP2RCxRIhIiAMe8pqmuQG4pyjSCIqEpEjYmonVtZCSSj+LQ0yrUPaLFd8moWAfQRSGFkGHCW72kPV9EkqChHJ0h3/baPMXC3+BbrnnxkZ7g794/hf88bU/JhPxnke7ay1fYdi2HHZXW0xePV1h/mWxLZtHH2/SqhxcWzKlGFfeHjuzsOkTZAAcxy3ynqJ5Wh0QCSzL5vmn29T28mgkRWT+Tsk3faHGZOZuH2+R5TiOJxjWsR3KK00icZnJKznGEmOMJYaHDjuOQ6eug+AGDn8tYsLAJveL8+tP69iWjRKVmXulQG5s+Pm58rDiCcK2LYfFL8vcKU2f6D3+xcYvfLkBH298zOXcZarrHVYfHXw/dOoaj3+5yZ2PpgPDqJ9/fvD+GRos399FQPDYNomigBhQbC+vtXyh35Zhs7vWZvxicBaMpIhDrZzu7dzjZ2s/698uRAv8/qXfP7WF0FhijH954V+e+P5f7HzhW9tob1Duls9kcTZ3u0AkLlPZaCNKAiOzaYrTwRNYesc8cv3LnS/5bPsz2kabqdQUH05+SC6aw9zawjH9n2tjba3/79grt9AXFz0/l0tF5PHhvzuZhsX2YpNWrUcseTpLpJCQkJCQkJCQkJCQlyP8zTvktwKz2gtct6o9OCQWWC2d7oNdrIbuWsSMJYheLyBIAlbLwAkI0LT2tz3zHlQXobXt3hYEuPwjUIcUIC2H3lcVT9is1TIwVprEXx3B1i0EwS3GDqI9q6EtHnThGqst4q+PBAoAykQCu2uirzRcC5+k4lr4DLGzicTjdBo137oaD34dgiAwMTHBxIS3E9oa2i2oIOfzyPmzBzafN2a5S+9JFattIMZkopezKKNHF3m7zeCchV6r6RELHMeh++WOJ+/A3OmiLzWIXsoes1/+89ZqGji6NVQEGEQZiaHHZY/oIKqiRyTTNI2HDx9SrVYRBIFiscjVq1dR9t5Ds9pDe17DahlIaZXopWx/usFxHHpPqhgrTTcfQhaJXs2hTiRRp1OYWx2sQ9Yu6nRqqLC1T6/XY3FxkXq9TjweZ2ZmhkxmeMDz101uLMHyg4qvUL8ffNvUmzyqPKJrdplPzzOVmjpxAfhp9WlfKNjHciweVx7z9vjbnvWhokXAmJBt2ZiGjRKRvpZi9O562yMUANR3ulS3OifKPwgiOxpne9E7XRBJKEO7+0/K1kKjX2gGt1C8cHeHTDF2JmuZTl0PDMWurLePnabotQ2e/mqr7xcfT6tcfmv0VOHPh8mNJ1h5WPEWwwXBFwRd2/IW542eybNPt7nz0fTQImuz4r/+6F0TrWMe+544jkOlV/Gtt402PbNHedVvj2dqFs1yzyfaaV3T8/7ts73UOFHGw6BQcLB+UMTeF3AEUSCWGj5p1TE6/PP6P3vWdnu73N2+y3sT7x27Ly/DsID0nhX8+81xiJLI5NXciYTGVDHKht8tiFQxyvPac3669tP+2mpzlb9c+Ev+9NqfIg25bkvZg3V1bo70//K7dD77HLvVQp2dIfHee0PfA9t2ePTzTTp193jU6LC71uLmh5OntskKCQkJCQkJCQkJCTk9oVgQ8uvHcWDll7D+GVg6lK7Dhe+BfHIrlmF+9cKhdbeoW8bas05xHNdfXYjKRC9lEaMSguC37xHjCpg6rPwCLMO1ScpfgEsfQXR4gdNu69gBnbTmXoFmmNWOrVs+73vHdtAW6shv+MUCu+UWwGO3S4gJ15Zn/49wWzNxehZiUu2LBxNXb1Db2sRxDgosxelZYsnTBWZKmQzq7Az60rJnPXrz1qm2cx44toO528UxHZRi1CPA2F2Tzr2dfiHW7pp0vywjxhWk1PCidrpYolXxBj4Lokgy7809sNuGRyjYx9hq98UCQ9eorK5g2xaFyWnUmFssE6ISzkBHpyAJ/c79kyBIIvE3x9CXGlh1DTGhEJlLez4Tjx49oro3BeI4Djs7O8iyzLVr17A7Bp3PtvvHx9zt0a5vk/zOBGJEwtzqeM5Hx7TpfbWLnI8iRmUS74xhbHWwuyZyPjo0lHofy7K4e/cu3a47kdDpdKhUKrz55pskEmcrQp8Ex3HYXWtT2WghiiIjs6l+FoASkbj81ghL93fptQzkPYudTClGuVvmPz77j/2C//3yfd4cfdNX6B+GaQd37Aat58cTrD2peS9CexkFh9l4XmfjWQ1Tt4gmVeZuF3whx+CKHF/tfkXLaDGdmuZS9tKJcxU6DX84Krgd4mcVC6au5ei1DRp7wdmRuMKl14MnjxzHob7ddS2DEgr5iYTPWmif2ra/0GybNs2KvzB9EsQhQiuiw5c7X/K8/hxVVLlVvMVMesZzl8Uvy55g2U5DZ/HLXa6+M3wS4SgUVeLK22MsP9ilXdNQozKZkRi9tkEkofQDmqsb/mPg2A61rc7QXIZIXPZNe4iSeKKCrCAIlOIltjvbnvW0miYmxxDE4LD7oFweO0CkB3fS4STkxuJsPKv51/fO025L5+mvtujtffcnc1EuvTkSKKJsdjZ90xLgdvifhP3HnkXAm8/M+45nVI4ynhjegX8WtK5Ju6oRTSr9XIdMKUZpNs3O0sH7VppNkynF+KcXD33baOpN1lvrTGeniV6/Ru/ho/7PBEUm9vrrnvtHLl8mcvnyifavutnuCwX76F2TneUmE5ezJ32ZISEhISEhISEhISFnJBQLQn79rPwSnv/dwe21T0Fvwq0/OvEm5GIMKa1iHSpwiaqIeqj70m4ZfaHgMOZWGy5lEaMyylQKfeWgMCqIAup8Gh7+Zyg/PXjQzmMoXoGx4WKBEJGDxYfo0YUYp2cFdhjbA0Xl/Y7vw4Xc/ZwGx3HoPar0g5xFVSR6vYAyEiczMsrN7/+IzWePMTSN3PgkY5e8f8SbNQ19qY7ds5DzUSJzGU+w7T6p3/1d2v/8z+gLLxAiEWK3XyF66+aRr+8kOKaNWe0hqBLSMTYedtek/ekW9p6dRk8SiN0uoewVgo2ttu94Og4Ym+0jxYLJqzeobq7TbRzYW82+8ipqdG+7vR4IDPWg3hdnWpVdHvzk77AM99xcuvc5V977kPzEJJG5DN2vdj2PU2dSCAE2HUchRrx5C4cxDINKxd8BvL29zdWrV9E3Ao6PaWNstYnMpDF2/DZDjuNOa6hT7r6qR4QLD7K7u9sXCvaxbZv19XUun7CYdBZWH1U9BcXKeotLb4ySn3ALiplSnFe+H8PQLGRV6vu9f7L1iW8y4LPtz7hVvEVcieM4Di8aL1isLxKVo9ws3PTYC13IXuBXm7/CwXuML2Yv+vYxllK5+FqJ5a8qGD0TJSIzfSNHInMgwFQ326wcOmd6e4XQOx9Ne7zca70a/+fT/7Pfrfy48piVxgofzX409Bg5tkO93MUy7KHd6PFT5GkMbluSRK69O063pWMZDomMGmh34zgOC3d32D3Unb65UOf6++OBAa3Dittn7UKOpVRShSjNAXu3xeQDVtYWDm43Fvnx7I+5lHMzWSzL7gshh6lvd7Bt59gMgWGk8lFufjhJt6Xz+ONNdpab7Cw3ESWRS2+MkB2NDxU4hgksAJNXcjz51ZbnS2r8YubE0xjvT7zPXyz8RV/4EgWR9yffd4WE6RS1Ta+AEYkrnrDufaJJhVhK9YgsALnxkwk9yVyUmZsFVh9XsU0bURaZunbwuVn4fKcvFAC0qj2WH1S49MaIb1vZSDbwOQYtwwZxHIdPtz7li/IXaJbGXHqODyc/JKme/Np4p3SH3e4uz2rPANfm7EezP0IWz+9X9fWnVVYf1/rveWEq6YZFiwLzt4uMzqXdkOi02hcSgsQTABtX5En+8Icok5PoS0uI8TjRV15Bzp3dNk0bYok0mKkQEhISEhISEhISEvL1EIoFIb9+1j/3r5WfgtaCyMn+0BZEgcTro+grTcy6hhSXUWe83dXDbHk4VJiNXs0hpVXMshtIrE6nkOSOVyjYZ+0TGPN30TuW3c8QkMcSGBvtg30QIDJ3dNFBTMgIiogzYK0w2LFt1XXfBIKx3UXe6oBlo68dFNps3aZ7v4z84SSCIpEulkgXgz2QrbpG59OtfgHZauhYNY34m/4gTzESIfWDH8APfnDkazoNRrlL98ty3xJKzkaIv1oKtGsC6D2r9oUC2Ld/2kX+YPLM3uoASjTKnd/5F1TX19F7HbKj48RSaYxej6e/+jm1zXVAID8xyXj6IjS8HbrqpDupsfjF532hAMC2LV58/gm5sXHUySSCImKstXBsB2UsgTJx0LVtbLbRFus4moVciBG5nD11oPN+QOhgwUcURff9HNa9u7ceJBIdtX4chhFc8Bm2fh5Yhs3Wi7pvff1ZrS8WgHusBovkla5faLEdm7pWJ67E+fn6z7m7c7f/s/vl+/zBpT9gJO4WIvPRPD+c+SH/vP7PdM0uESnCu+PvMprw54OAa32UG09gahZyRPIVmHfX2r7HWIZNbavrsab5fPtzn63J4+pjXht9jXzUbxGm90we/XyTXmvvXBUFRFHw5DakCjGyY6fr1Lcsm+UHFXZXXRurwmSS2ZsFpOTw86dd0zxCAUC3qbO91GQiwNpr7EKG2lbHI3qlizHimbNnZ1x6c5SVryrUtjrIqkhmJsKnzRe++322/VlfLBAFAUkRfbY4supOrb0sa49rAxkDNi++KHPno2lKMyl2VpqeY6BE5SMnK7KjcW68P87OchPLdMhPJMid4v0dT47zH67/B55Wn+LgcDF7kbTqTjHkxhLM3S6y8ayO1jXJFKPM3CoECiaCIHDpjRGef77jdpTvTdOcJqdj7EKG0nSKXscgGlf6gofeM2nX/PY+QbZH4H5eL+cu87R68J2vSiqvjbx25PPfL9/nl5u/7N9+UX9B22jzR5f/6MRTBrIo8+O5H/Oe/h5ds0shWjh1sPJRdBq6x6oK3KDs7Ei8b7l2WCTY50ruCivNFc9aQkkwmZwE3Im76PXrRK9fP5f9TBeCA0xSAdNTISEhISEhISEhISHnTygWhHyj1LU6lV6FYqxISt2zvbEC7C4cB+zg4qHjODiahSCLHrsWQRGJXMgwrO9VjCvI+WjfBmifw9MHgiC4XuyHO6Wb/mIhAEaQ37xO5/NtbM3q75M6ncLumgiygDqdQs4eneQpSCKxa3k3GHmv7iNGZaIDQY1WbXhOg6P57Y8cy8Hc7aEcEXgJoC03fZ3mZk3Dqmv9fbd1C+1p1RVVFAl1JoUymXxp73THcug9KHuyI8yahrZQ94VA72NV/YUgW7OwOwZSUkUZS6A9r3tekyCAcgIrFVGUKExNe9aeffLxnlAA4FBZX0WclJieuIaxvScyzaRQ9s6r5u6Ob7tap4Xe6xGJx1FG3P8GMXY6dL48sEHSN9pYLf1U4ccAsiwzOjrK5qY32Hp8L1xSHomjLXktQwTBXQf387EvZuwjxmTk4untXQDy+XygeFEoFIY84uUxdCvQ0uQknaoj8RFqWs2zJosyuWiOttHmXvme52embfLp1qf8i/l/0V+7mr/KxexF2kabhJI4tlNYFAVfiO/hnwUx6C40uM/99V4tUCxYfVQ9EAoAbAdBEZm9VUBrGSSyEXLjiVN3x688qHisTcorTRzH4eJr/q7ufdr1YRZIweupfJSr746xuVDH6FlkSjHGL2Zf6nqkqBIXXj0QVCu9Cs4j/znUMQ6KzoIoMDqXZv1pzXOf0fk0giCgdQzKqy1s0yE3niCZO92URmPXP7Vg9Ey0tvv+XH5rlPUnNXptg1Q+ytT13JGTBeB25ScDsnCGYRoWKw+rVDfbyIrIyFyaO3N3Ao/1yGyakdk0juMc+17EUio3P5xA65iIkl+0OwmSInqmcMCdrBAlwff5l9Xhx+WjmY+YTk2z3FgmoSS4Vbx17GTBw4rfqme7s02lV6EQO921LaWmDn4/OkcaAWH04GaRFCaHN2ZcyV2hZbT4fPtzdEtnJD7C96e/f64TD4dJZCOMXciwuXAg8ObGEx5hNyQkJCQkJCQkJCTk6yMUC0K+ERzH4Z/W/okvy18CICDw+ujrvDP+Doxch9VPvA9IjUE069uO1dDpflXGahquRdB0isil7Ik7yOO3i/Se1jB3OrA3OaDs/ZHs2A76ShNjq40guhZGylgCEiNuNkFvoDO5eMm3/d7jSl8oAHAMG6uukXzndJ7DylgCKRvB3OkiKCJyKeazphGHFRNjsqcb+DD73eBap0N5eRHbMilMzRDPZA/2OSBnAegLEI7j0L23g7nfranbdB9WQBROZUcThNXUsXW/f7W5OzzgUYzKnmMObtFO3LMgEaMy8VdLbsBxy0CKy0Qu544N4Q3CNAyqG+u+9d2NFS6/9z6xm/7zMJbK0Kl7uzllNYISPbpQaAQEhFpNwyPanJTLly8jSRLb29sIgsD4+Dhzc3PuvmQjxK7l6T2v4Rg2oiq6xyexF3DqgDwWd4UhUXAnHC5khk/qwJHFwVgsxtWrV3n69CmWZfUDtEdGhhePX5ZITCYSV3ziQJAlyiBvjb3FanOVjnlQFH5n/B2icpT11nqgRUe1V/WtyaJ8bMHxJBSnk5RXvRNFSsTfQT6aGPX5rAuC0J94GCSokGgZNslshNEhnvfH4TiOb1/BDQqeu20jDbHbGuxsPm4dIF2IBeY2nBfZSJaUmqKpe1/PdMorJk5ezSFHpP5kRHEqxchcimalx+OPN/sh2hvPa8zeKp4owHefaFyhpQ1mDAgoe9Z22ZE42QDhcRiO7VDf6aL3TNKF2ImCpp9/uk19z2rJ1CyW7+8iisLQXASgLw7WtjrUd7ooEYnSdMoniAmCQDTxcmHXg0iySHE65QvWHruQwXEc13ZMEREPnYuiIHItf41r+Wsnfp5hVj2D9mO/TpQhFojqMdaIgiDwxugbvFp6FdMxiUhnsyI7KYIgMHOzQHE6RbumEUspJLKR/ndKXavTMlqMxEdQxPM9X0JCQkJCQkJCQkJCQrEg5BtiubncFwrA/QP6061PmU3PMjb/PdBbbg6A40B6HK7/PoO+DY7t0Lm3jd2z+re1pQZCVCIyc3TBxdYsN/w1LhO7UQD8nX69J1VPXoFZ7REzbdSpFNz8A3jw59DbKzgULsLch779MwO63K2GjmPapwqtdXfawaz1sGoa4lqLyHwGOR+lXq+ztbUFDqRVkZh+8MeyGJVQJpPYHRNjs+3JS5CSClIuSnO3zFc/+Tss0y2crnx1n0tvvcvI3AXAzX8YnL4QRAE5vzdV0DYOhIJDGGutlxYLxCHdnsIR3uPqhQzW3W3Pa1VnUh7bIrkQI/Fu1J2uKHcxtzuYlR7qVPJUooEgCAii4Ju8EI+wipi5dZvH//xTT6D09M1XjnwMuHZWgZgHz221DfQXdayWjpRSicxn3EDuAWRZ5sqVK1y5ciVwk+p0CmUigd2zEKNyXwjQFur0ntf69xOTCpFL2aHh3FZTp/e4glnVEGMykQuZwHNifHycUqlEq9UiGo0SjZ5O/Dgtgigwf6fI00+2+hYxkbjC9PXgaZXDZCIZ/uT6n/Cs+oyu2WUuM0cxVgSgECsgi7IvrHiYxdB5kC7GuPj6CGtPqmgdk1QhysyNgq/w/mrpVZYaSx7h4u2xt4d6qEfissfiBtzjdlbff4Cz1kmTuQj5iSSV9QPBLJpUGZk96La2DJvKZhvLtMmNxokEnPenQe+a1LY7yIpEdjTmKR6DW0D+aOYj/uuL/9q3dypEC7w78a7nfoIgMDafYWzeKwytPa72hYJ9Vh9XKM4kh4omg0xczvoyBkbnM4E5DsdhGTaPPt7wWPRMXc8H2jzt02sbfaHgMNtLzSPFAoCl+7uegv3WiwY33p84kUDxsszeLKDGZCprLQRRoDSTIhKX+fIfVvuB5hOXs4xdOLuYdyV/hZ+v/9yzlo/mKURPPlVQ7VX5bPszKr0Ko/FRXh95/VSZB8eRG437siFkVaJ0QjFQEiUkzs8W6TgGLZFM2+R/LP8PnteeA6491A9nfsiFzIVjt7V/7qpRicxI/Mz5ISEhISEhISEhISH/MxCKBSHfCMuN5aHrY+NjcPMPQW+DZUAsG3hfq6b1hYLDmFudI8UCbamB9rTar68oYwliNwueaQTHsDHW/J3c+lLDFQvSE/DO/x1aWyBHIB5QZBTcoNnBLndRFeGUf5g6lu2G9u69XrtnYdU0WrMCj1ee9e+35sCV0iw5IYmYUFCnU4iqhKhKxF8bQVtsYPdM5FyUyEV3AmPpy7t9oWDv2Vi89xnF6VlESUKdSmHVNIxtt5NakAVi1wsHxfchHvdDi9unQIwrKGNxjEPBmG7Ow/D3VynGEN4cw1ht4lgO8kgcJcB3WxAEtBc1tEMFK2OtRfz1EeQT2nBIskxpZp7txeee9dH5i0M76fMTU7zy0e+ys7iAbVsUp+fIjPiLyY7jgH2QraGMJnzik6hKSHv7amsW7V9t9rMtrKaBudsj+d740HyHIxEF91zdexl2z0RbqHnuYrUM9KUG0ct+L3HHtOl8ttWfDLG7Jt0Hu4hRuS80HUaWZbLZ7On384ykizFe/WiG2k4HSRJJl2InLhhFpAg3i/7g7ogU4f2J9/nH1X/sryWVJG+NvXVu+x1EYTJ5pG0IQFyJ8++v/HsW64u0jBbTqWkykQy/2vwVT6tPkUWZm4Wb3CjccKdNLmVpVryF6NJM6kx2MPsIokBhMsnOQLZKbixxZIFcEAQuvlaiMJmgudsjmlQoTCT7PvTdls6jf97E0FxxY+WrChdeLR17TIaxu9Zi4e5OXwSMxBWufWecyEDn+0Rygv/t5v/GemsdWZCJtbLsPu3RTlie/Qui0/BbKFmGjd4xiR0RtH6Y/YyB7aUmlmmTfwlrlq3Fus/Lf/VRlcJEYqjwEmTlBWCZR1/7e22D7SXvOWDqFuvPah6rp68LQRSYuJTtCyGmbnH3f6xg7+23qVssP9glmlCOzHg4ijulO3SMDg92H2DaJuOJcX4488MTW2G19BZ/9vTP+kLUTmeHpcYSf3z1j1Gk8xFUREnk2nfG2Xxep1XtEUuqjF3M+M7zbyv3y/f7QgGAbun8j6X/weTNySOnHTZf1Fm+fxAKH0upXPvOOMoQ0TskJCQkJCQkJCTkf3Z+M/5CCPmNZ1h3XEI9VOhQjyl6DCvsHVHws9oGvSdeSxBjs42cj6IeKiw5pu3rFgewDwdViqI79TAEQRCIXMi4ljyHUOcypw7aNXe6PmHEtmw2vliFw3VaAVa1HSbf8XfWyYUYcoAtR7vqz2AwdQ2t2yGWTCFIAvE7JayWjqNZSJmIZypCTKmu1dFAF7Iycj5+wrGbRaR0E3On4+YhTKcCi82HkbMR5OzR1gi2bvkCoR3bQXtR94gFtmaiPa1hVnqIURl1Po1SOiggzb/2JpIss7O86Nq6zF1k+tYrRz53MpcnmRvexa4tN9AXG9iahZyNEL2WR5lMYrWNfl6AGJeJ3Sz2xQRjo+ULwbY1C2Ozgzp9Or9rs9Kj97iC1TIQI5IrLMkCQc4aVt0/VQJglruBFlLGeuvY9++bQlJECi85/TLIzeJNJpOTLDYWickxLmQunFtx72WRRbkfvgvwd8t/x6PKo/7tf1z9R0zH5E7pDtmRONe/M872UgPLsMmNJShOn+5YOY7D7lqL6man72c/c7OA47gFeYD8eILZV47vthZEgdxYglxAxsrqo2pfKAD3c7x0f5fcWNw3EXB434IKt5Zps/hl2XP91zoGa4+rgYVsRVSYSc2wcHeHtdWt/vrmQp3r708MLUAmMqqvK19WJdS4/9cwy7DpNHWiCcU32XHajIFhNIOs3RyHVlUbKhbEUoqvMx04VrDotQyCLiaD2zkres9kZ6lJt+VmNRw3rVHd6vSFgsPsrrV8YoFpm5S7ZRJK4sgcAVEQeX/yfd4ZfwfLsU5t1fOw8tAXSN7UmzyrPeN6YXhwsGXZtKsasiodadO1j6JKJ5qo+jay2Fj0rRm2wVprbeh0gd4zWfnK+ztPt6mz+azO9I3fzOMQEhISEhISEhIS8nUTigUh3whXc1e5u32XrnlQLEkqSS5nL594G1JGRUopWE2v7/jhgOJBrEqw171Z6XrEAiEqISUVrJZ32/vFdsd2MNZaGFsdBElAmUp6CsgH+5JCiEgYG21w3BDdoPDa4xgsAgPYto2lm771TqeDbdk0dnuYuk26GD2yGziezdIse0N3ZTVCJObdTympQnLvtW+294rnrs1R/E6J7v0yVsvYCwtOoh7R/X8aBFEgMpsm8hI+6XbLwNG9QofTM4MFoY636Nj5bLt/HtiahXVvB+H10X7BW5Jl5l97k/nX3jzT/g1ibHfoPT4QtMyaRufzbZLvTxK7lid6MYNj2Agx2VPsdAIK8+CKIqfB1i06d7dx9rqGbc2i+9Uu0SEFpSCbIwisBR65/ttENprl1eirv+7dOJKe2eNx9bFv/cudL7lTugO4QcGplxB2Bq1myqstrr4zxoVXS8ztCQTDivl616S+00VSRLKjR9uEtCp+wcrULXpt01cwLXfL/NPaP7HR2iAdSfP22Ntczh1873Sbet+a6jCBxfQ92jWtn0mwT69lsL3YYPKKf+oGYOpanlZt4+C5BIHp63lfUXtnucnSg11s00YQBcYuZJi6lnvp8PhBIgkFAiyFjrJzEgSBS2+M8PzzHTp1DQSBwmSCicvZI58rnlED7dsSxwi8J8HQLL76p/W+hVZlvcXueovr740PFemHh4R71xfri/zdyt/RM3sICFzJX+H7U99HOsJCThZl5DP8an34d6PDHM5KGaS+0+H5ZzuYe9f8dCnG5TdGj5xw2cfULcprLQzNDQRP5aPnfo6dNzE5OJMkLg//HatT1wO/95tDfjcMCQkJCQkJCQkJCQnFgpCvCduxWWwsstvdpRArMJee499e/rfc3b7Lbm+XYqzI6yOvo0r+TjjHcWjXdLSO2yW4H4IoCALxV0foPali7nYRVQl1No0yOryrURgS3CdG/MGKsZtFOvd2sHtu0UFKq0SvZAHQnlbRDnWlG+UusZuFQD92pRQPFBJOg1yKITz2FlolSUQqRAFvUSERS/Hgp+v9Lk1BFI605Jh95VW++snfY1umZ02Ugo9V76td9I12/7a+0iLx9hiJd8dxuiaCIp7N9uYUOJaDWem6YbuFqC/suX8/06Zzb6efuSAoIrFbRZRiDDGhICiiT4g5PJFgVXs+wchxQF9terrjzUqP3tMqdstwswIuZ4+1MnIMG2Ozjd01kfJR93UIAsaG3/7K1izMShelFEdQpMDjKxeiaEsN37pygtDew5jbnb5Q4NmHpo46nvC894IiDrWEUooxerKIM9Cxq4yfz8TJbwJHBTv/ujFsIzCEtWedT9FM75k+qxnHdth4ViNd9GcAHMZnA5RQuP7euC8Ad59oUvFMFoArQqgx7+dEt3T+8/P/TM90X2Ndq/Pfl/47SSXJeNKdElNjcmAh+ygv/SBLoaPWwS2Mv/L9KSrrezkLYwmfsNFrGbz4oty/8O8fv2QuEjhh8TKMXchQWW/3C80AmdEYlmmxu9YiXYwF5lXEUio3P5xA65hIingiKxc1KjN5Jcfqo4MO70hcOTIf4aRsLzV8WRutSo/6TneopVB2NI4ckTAHLANLMweTA5ql8bdLf4thu98HDg6PK48pxUrcLt0+1T5qHYNmpUckrpDMRQKvEdOpae6X7/vWZ1Izgdu0LdsjFAA0drqsP6sdOzmgdQy++tkGxt7vOhtPa4xfzjJ97dvdaX+7eJuF+oLnOjYaH2U0PjwjJpIYcg055yDtkJCQkJCQkJCQkN8mQrEg5NyxbIv/8uK/sNJc6a9Np6b5l/P/ku9Nf+/Ix9qWzbNPt6lt7XXT7XVfjl90gwfFqEz89sk9juVCzDeNIMhi4DSClFZJvj+BVdcQJAExpSIIAo5ho68OyTM4R0uTg7BaAymtErmURVtsuF3looA6m2Yul+L+/fvYtluQlWWZBCO0D9k5OLbD4pdlsqNxpIBQ5XRxhFd/9/coLy1imSaF6ZmhFjlWU/cUi8HtRNeWGsSu5RHOGCrqOI6bfSAJxxZXraZO5/PtfhbEfh6DFGC5oL2oe8KZHcOme7+M/OEkgiQSu5ane7/cF2HEqBvC27//sDyGQwVwu2PQ+Xy7X1w06xrW59skvzOBOGSiYz9foG/dtNRAnUy6Ydtn7LyX8lEi82n0xQaOszeRcSGDlHn5bl0ABIHojbwbeL3bRYjKqJPJoa9RUETir5XoPapgNQ1XzJtPn1q8+E3k4e5DPtn6hKbeZDI5yQeTH1CInTzY9CToXdO1iEnIJM7wHieVJMVYkXK37Fmfz8z3/+3YDrvrbRrlLtGETHH65JkFetcMHCPpdfzTUIcJtAFqG6w9qTJ/J/haP3kly+Nf9DyPGb/kD/p9UX/RFwr2cXB4VHl0IBZEZUbm0mwt1Pv3EUThyG75eDr4+CcyR9vAqFH5yBDd2nYn8BhWNzs+saDXNnBsh2hSOZNAFU0o3Pxwgq3FBnrXIp5RqKy1efzxJgCiJDB/J1h0FgTh1MXWictZMiMx6ttdlKhEfjwR+P10Wnpt41TrAJIscu3dcZa/2qW56xbxJ69mPVM1a821vlBwmMXG4qnEgo1nNVYeVfvva7oU4/Jbo76Jkrn0HK8UX+F++T4Oruj49tjblOLBn4FWTfMIBfvUtjrHigUbz+p9oeDw2shs+ludXzCeHOf3L/4+n29/TltvM52a5vXR1488/2NJleJUivLqgZApKSJjF88eZh0SEhISEhISEhLy286396+CkN9YXtRfeIQCgJXmCi/qLzz+2UHsLLcOhAIAx2HlYYXcWNxTnDArPYztjlv4n0gMtUYRRIH466Poyw2sqoYYl1Fn00fef7BD3DGsYPsa7XR2L0dha+ZAWK2OGJVIvjeOo9mIMbe7PAq8++677OzsIAgCpVKJx/+87dueZdhugKFmYe7u2QdNpZD2jmE0kWTqxq3j96sTXHCxjyjEHIex2ab3tIbdM5ESCtGrucBshX16jyueY23rFt1HuyTf9udHmAHWIY5hY9V15HwUZSyBlI1g7nQRFNGd4DhUtJHzUYSg7vhDVlL6Rtt3PjiWa9UUmQsuQOjLDV/Gg77WQp1OoUwkMQbsQMSIhJw/usguCALRSznU6RR220RMKohnCGyUR+IIT2ue1+xaSyUQRAFlLIFywq5mORsl8c44mDZI4qmzOn4TWW4s8/crf9+/vdZa4y8X/pL/cP0/IIvn8xW7uVBn5WGlf97lxhNcfH3kxAHN4J4vP5r9EX/94q+paTXADez9zsR3AFfAe/bZNtVD4uDWiyY3P5wY2uF/mFhaRVJEn6VPunD0xE2nEWwD1DjCBihdjHHzw0nKK81+l35mxP95sZ0hVl0D6zM38iSzETdrQRUZmU0f6f+eyPoLkNGkysgZrdP2GWYfc7h7X++ZPP9su2+TFM9EuPTGyJk6pSNxhZkbrqi1/GDXMxlhWw4vviiTHYmfyNbmJCQykTMJXUeRykd9llD760cRT6tce3d4BlFEDt7P02QR9NqGRygAt/t/Z6npE40EQeDDqQ+5M3KHaq9KMVYkoQy/7qqR4M+kMmSa8jDtoNwZx6Hb0L/VYgHAZHKSyeTkqR4zf6dIqhilseMKVSOz6XCyICQkJCQkJCQkJOQIvt1/FYT8RrLd9RevAbY728eKBY3dAN9ex6G52+v/cact1uk9rfV/rC83iL8xijykCCGqEtFLwT7SJ0GIyUhxGWugQ1Y+pgh2Goy1tj+stmdh7nRRp7yhipFIhKmpqf5tNSb7gyIFARYbdGsHRQF9vU3i7bG+YHASpJSKIPibXaVjOmiHYTU0T2e/1Tbo3N0h+X5wV75jO5hVf2HDqus4pu0JXgYQIhI0fXd31/cQozLKZBIEfB2JgiwSv12k+2AXW7PcovmUW9A/2Kkh0wdDphIAn7VRf72po04kiV7Nob9oYOsWciZC9Hq+H2R8HGJE9tlqDaJpGltbW5imSalUIpU6OKf2JzV6TypYdR0xLhO9mB36eToOQRDga7al+jbxsPLQt9Y22iw3l32hm4ZlUOlVSKkp4srJrMp6bYPlB7uetepGm/JK89TF6Xw0z59c+xN2e7vIgkw2mj3Y55ruEQoADM1k80W9X1A+CkkSmbtdZOHzAzuhaFIZ6uG/TyQ+xAbomOtUPK0yc/Po/ZrLzKGsKb4O8cOZBeCes4XJ5FDrtkEEQWD+1SL5iQTNivvdlJ94+U75/HiCtcdVj62OKIkee5zlBxVPnkKnrvHiXpnr3xle+D4JjbL/u9c2bdp1jfS3eDqoOJWksjcNs8/IXPpEeQi27bC92KC62UaS3UDu7J4wPJGY8E3iCAi8Ujw6zP4wzUov8PuiUe4OnTBJq2nS6vGf62hSITsWp7Z5qLlCEBibP75jPp6J0K4NfK8KArEBgcwybXbXWvTariVkdiT+GykAC6JAaTpFaXp4QHVISEhISEhISEhIyAGhWBBy7hSiwQWck9hyDOtg3feidgwb7ZBdBLhFWu15Dfn14b61L4MgCERvFene3emHx0pJhejlswsQg9hG8JSCM2AzYLV07I6JlFH7BeLxSxka5a6n2FYqRmGgGOCYNvpSw7W+Aeyeib7WwulZyIWo22E+UAgQ4wrqXAbtxcExl5IK6szZOmiNzY6vduLYDsZWJzjQWHC77AenOERVBFHAsiwWFxfZ2dlBFEXGkkUyiO4D91BKsb5AYncMuo+rmOUuoiqizqZRZ9Me0UAuxEh+MIndNhAikq9bXxlN9K1/+rspgDLEHxtASimYAcU4KeUWZyIzaVcUsp2DQOa99/NlizPNZpO7d+9imm4BcmlpiStXrjA5edCdKWcjJN8ex7Gd38hi0CCmbXK/fJ+V5gpxJc6d0h2KseLX8lxBOQBB648rj/np2k/RLR1RELldus174+8dayETVMQFqO90TyUW1LY6rD2p0m25hb/p62k4pHf22sF++93myaeIChNJUvko9Z0usiKSGTk6qBj2bIBm02y9OLkN0EmJyTH+xfy/4CerP6Gm1YjKUd4cfZOZdLAP/HF0Wzrbi003FHYkRnEyOdQX/yxIssi198ZZf1KjWe0RSylMXMr18xMcx6G62fY9rrnbxdQt5DNMFu2jxuXAzIWTTJX8OhElkavvjtEod91zOxc9cXDy4hdlyisH6nJtq8OlN0fJjycQBIF/deFf8cnWJ6w0V0gqSV4beY2J5MSJ921Yl/5RIdKDNCs9tl40sAyL7FiCkZlU/xp98fURNp/XqW11kFWJsQtpMgF5SYZu0ar0UGOuhdn4xQy1zY4n92P8Qsazv6Zh8fBnG/1GhM3ndXLjCS69MfKtzWUJCQkJCQkJCQkJCTkfvt1/BYb8RnIxe5H75ftsdbb6a6PxUS5mLx772NG5tGstcajLPpmL9jsb7Z4ZHMY6pHP7xFgmtLchknL/G0DOREh+MIlV7YEsICYUMJ3AQFPHcTB3upiVHmJEQplIIgYERR5GKcTQl/0t8fLe63Zsh+6DXYy9QpEgQORyjshsmnQhxo0PJth60cA0LHKjCTKKSPd+2bc9e286wu4Yroe+7h5nfb2FOp4gdstfUI1eyqKMxNzXE5WRS/ETd72fmCGbEwSByHyG7qFgTAB1LoMgCjz+6jFbWwfn2fN2mwsTM5SMFLZuoRRjqHsFVcdx6Nzb6Xf527pN72kNQZFQBzqKBVHoF/IHEZMKkRsF9Gc1bM1CjEhEr+SQkgf3d2zXlsiqudZX8mgCY6vTP/4A6lTS8xyCKIDoZmT0Hlcw9uy4lIkE0Su5oaHOx/HixYu+ULDPwsICo6OjyPJA0PdLCAXNZpNms0k8HieTyfxaC0p/s/g3LDYW+7efVZ/xh5f/kJH4yLk/15XcFRbqC561iBTxBJM29AZ/t/J3fQHBdmzubt9lLD7Ghax3+mCQYZkBp7ELadc1nn6y1Reg6tsd2jWNOz+c7lvMDCuwJnOnmzBRo/KpOnht22H6eo5k7uQ2QJ7HWzabCw1qWx3Xi3ygYDqVmuJPrv0JXbNLRIogiWcrqLfrGg9/toFtudfMynqL5m6PC6+ePEPnJEQTChdeG75NSRZ9XvWiJLz0NXn8Ypb6tld0LkwmvzV2LfufnaDriiAIZEpxMqd4K/SeSTnAvmjzeZ38Xih7XInz3anvnm2HgVQhSqoQ9UyCSIrI6PzJRL7adocnv9zqTyfUd7p06lo/y0OSRCav5I6c3imvNln8ooy993tTdjTOpTdGuPX9SXZXWxg9V/hKDUxK7iw1fROL1Y02zd3et3rSJCQkJCQkJCQkJCTk5QnFgpBzRxZlfv/S7/Os+oyd7g7FWJHLucsn8u+OJhRufDDB5kIDrWOQLkQZnTsoPIpxGUERfZY9Z7XFAaD8FB79FRhdtwo/fgcu/y6IAxY3koBUiKI9q6F/6gbcSgmF6I0C8qFCW+9RxROIrC83Sbw1OjQnAUAqRInMptGXD4XVXswg7QVpGpvtvlAAbu2g96SKXHS75hOZiKdoZWtmsH3QXuFPW2r0hYL+fm60UefSnqJ3/3HpSH9fXgZlPNF/jfsIknBkV746nUKIShjrbcBBGU+ijMTRdZ3tbb/l1WarzOw7fmHKauiBdkDGeqsvFjiOg7HaQl9vge2gjCdQZ9KuTYrjoC3U0VeaYNpIhRixO2mkVMRTZHcch+69HYxDHeHiaov46yNYlR5210TOR5GGeGp3H+72hQLAPZcEgdi14NDK48KiWy1/Qcw0TXq9Hsnk0bYrlmWxsbFBtVolFosxOTlJLOYtFDmOw7Nnz1hdXe2vFYtFbt68iSiej9f5aSh3yx6hAMByLO5u3+XHcz8+9+ebz8zz3sR7fLb1GZqlUYwV+e7Ud1Gkg8/7cmM5cALhRf3FsWJBphQjkfXahkiKa5niOA4NvYEsykf6m+8sN302P6ZuUdls9wv7saTK+MUsG89r/fvEM5ETFzZPi6lbLH65S3WzjSAIFKeTXHi1iHhKUWzhbpnK+sE5Xt/ucOXtMU/HvyAIJ7Z9GsbGs3pfKNinvNJk4nL2GyuoC4LA6HyatcdVz3pxOuULzD0tqXyUG++7gceGZpEdiVOaPRB9HMehvNKivNpCEKAwlaQ4lfzaRUHLtFn+qsLuagtBhNJ0iqlruVOfJ4MYmhVoEaT3jg7kPg2CIHDl7TG2l5o0yl0icZmx+cyJz5eNZ3XfPu6stJi8mjtR8LihWby45w0Pr2112FpsMn4xc2TYdtCUyf56KBaEhISEhISEhISE/HYTigUhXwuKqHC9cJ3rXD/1Y2NJlfnbwZYhgiQSvZyj93C3/ze0qIpELmbPtqNGF776j+5kAbh/mK/fhdQYTLzmv/t6G22x0b9ttQ2697ZJfjCJIIlYbcMjFIAbyKstNYhd99ow2ZqJud0FUUAZiRG9kkOdSWG3DcSk6plGMIOyHACr0nMtdjoV2LoPjg2l64ipUSKXc2hPq/3jJKVVInv2QcMCiu22ESgW7OPYDlg2yOKZikRSSiX2SpHes5prp5RSiV7JHeu5r5TiKAP2CpZlBRZgB7voD3b++P3TlxqePAzrqTs9ELuaR19peiywzHIXDJv4W177K6uqeYQCALtrYmy0iR5znjqmjbnd8a0bGy2iV3O+Y65vtNGe7YVFJxWiV/PIAyJEIpFA07yWVLIsE40enbnhOA7379+nUjmY6tjc3OT1118nHj94LxqNhkcoACiXy2xvbzM2Nnbkc5yFXstgd62FAxQmE8QGzteW7hdHAFpG8PrLIggCr428xu3ibXRbJypFfe+TKgV/pg6HqDqOg+Pgs+0RRIGr746xtdCgsdsjmpAZu5hBkzv85dO/ZbvjCmbzmXk+mvko8LnsIXkag+vTN/LkJxI0yl3UuExuLHGqEGWA3fUWG8/q6F2TVCHKzI18oO3Ki3vlvqWOg+sdL4gCs8fkEBym1zY8QsE+mwv1c7UH2n+uILSOcaLib69l0Kz0iMRlUgX/OXJSJi5nkWTRFYAch8JkkvFL2TNta5BENjJ0UmLjWY3VRwciRaPcxdSsc3vuYSx+WT4IMLbc9xY4Nq/iOOIpFTUme/IhADIj53veSLLI+MUM4xcPCvOWZYPDsRkXg/sGgOOgd60TiQWN3a5PJASo73Q8+xNEPBNhd83/2Yq/TGNGSEhISEhISEhISMhvBKFYEPIbhzqZRMpGMHc6CLKIMhpHOGugauXFgVBwmPLTYLEgwC/a1m3MSg+lFB9ehB/oaDfKXbr3DoJAe09FEq+PIKUjgUG/w4rpQkSCygJ8+f8De8+aYvljuPaviMzeQikd2AdJ+Wi/A17KRHzBwYLgrgfhOA76UgNtsYFj2Ehpldi1vO/+Zq2H9qSG1dAQkyrRS9m+ldI+ymgCeSSOY9pg2AgnKHoEEY1GSSaTvs75YjFYaJLSamBQtTJ+0JEdZAVlrLaIXspiBBQlzbqGVdewWwaObiEXY0cKMWcmoNZr1jWP1ZTVMujc3Sb5/qRHaJqfn6fRaHhElPn5eZ8F0SD1et0jFAAYhsHa2hqXLx8ExNZqtcDH12q1Y8WCRqPB5uYmtm0zMjJCPh88PdHf5lbHY6ez8azGxddH+rYhAKOJUSRBwnK8Vi1TySm+TiRRIiYGd9zOZ+ZJKkmPYCEJEjcKNwDYXWux+qiK1jFIZCPM3iqQzB2IObIiMXk1x+Shbf7Vk//cFwrAnVL4eOPjQNuUwmTC480OrgiRG/MXRhPZyIk93wdplLs8//Rgn6obbToNnVe+P+URHUzdorrlF8V2V1unEgsG7Xj20XvB6y9DKh+lU/deM0VJJHGCIPD1p1VPoT1djHH57dEzTQMIgsDYhaO7ws8bx3bYXGj41jee1xm7+HKWY5ZpY1sOSoBVn2XaVNb937k7K02mb+Rf6nkFUeDCqyWefbrdP48S2QhTV88vi2gQy7JZvr9LebWF40BuNM7c7WLgawdIl2LsLHm/N+SIRDx9ssmEYYKCeow4D1CaSVJe8VoR5fcySUJCQkJCQkJCQkJCfrsJxYKQ30ikhIKUOIdiiTLkD185eH2YL/S+n7yUVoPtfzLeDuLeo4qn488xbHpPaiTeDA5pVqeSbhixeWCDIaUUtxD/2T8cCAXuE8DC38PIDTegOKCrV51NY5a7Hlsedd49no7l+F6nud3xdtw3dLcwvTdRAe6kROfzbRzTfV1WU6dzb4fEu+P9gOF99GW3S98xbdfz/1oe5ZQdnYIgcOPGDR48eEC77RaUCoUCFy4E27oIokD0Tonew12smo6giKjTKZRDFkSD9lbgFsocywks2DuGTfuTrYOfPa+jTgTbwQwTYjz7KIvII3GPDRG4gsZgYczY8BfRHMvB3O6gHvKMT6fTvPXWW2xtbWGaJqVSiXT6eGuZXq8XuN7teqcmBm2JjlvfZ2dnhwcPHvSnQzY2Nrh8+TJTU8FFfcdxWP5q4HNjO6x8VSE3Fu8fn5gc43vT3+MfVv4B23Hfz7HEGK+OvHrk/nydKKLCv7n0b/hk8xM22htkIhneGnuLfDRPs9Lj+WcHBfZ2TePxLza588PpoYG1Tb3pEQr2eVZ7FigWZEpxpm8UWH9axTJs1JjM7K3CibqTT8P2kl9s09oGjXKX7Ak+38PCoocRT6vIEQlzIAA9O3J2m5TaVoeN5zX0nkWmFGPqag5ZlZi4nHVDdPeLp4LAzM38saHCvZbhEQrAFVV2lprfaMH/ZbBtJ1CYMXXLDUU/Q16CYzssP6yws9TAtpz+VEPscFaME+gUhOO/TAdi2iaiICIKwaJMuhjjzo+mae72kGSRZC7ytdoqrT6ssnNIkK5utrFth6vvBIuqk1eytKu9viWQKItcuFM6sQVTMhfxZSaIksDoheOv/7IicePDCSprbXotg2Q+QnYk7p9u65lYpk00oQQeO61jYGgW8bT60tZRISEhISEhISEhISHfDKFYEPLtpLEOS/8M3SqkJ2HuA4h+Dd7Z2TlIFKF9KAxYEGHy9cC7K5NJjB1vsVRKKEh7nbhiVEadz3jsasSYjHrY+1m3sAPsBazawR/0ju1glrs4ho1cjCLGFRJvjaIvNVz7nmwEddb10qe1499RrQVGByLBnvSiKpF4exyz3MHuud7N+koLbaGOoIhEL2Y9BeehExW7vX6R39js9IWCw6/D2GghXTro1jR3u/SeHBTPbM2i+2UZ6f2JwKmKYdi2TTwe56233qLT6SCK4pEFan2jjfa8ht3ds+y5lkc+1L0tCAJyKeYr1MvZCKIqoYwnsA4JJgCOZiEoAocTmo3NDsqot+AvpVVfiPIwYtfzIIC51QFBQBlLEL0c0O16ippWNBpldnb25A+AfkjxYAE3m816bheLRVKpFM3mQREsGo0yPj5+5PZfvHjh2/bi4iITExOBWQeOA72W30db6xjYpoOkHByQa/lrzKRmWGutkVASjCfGf62BywCZSIaPZj/yrQeFrFqGTXWzQ2kmOChYFmUEBJwBBUsRXVHONCyqGx1s2yE3FkeNyoxfzDAyl8LoWURi8kuFWQ9j0NO/vz5wXZBViexojNqm97NWnDp5MDK4nf0XXyvx/LOdfjE7VYgycSV7qu3sU9/p8OSXm/3b222DTl3n+vvjKBGJm9+dpL7dwdBcISHIXmmQZiVYdGvu9n5jxAJJFn1FZ3CL7WctAG++aLB16HuyXXNDuF/5/lT/syopYuB5Upj0i6eHaRtt/nHlH1lqLKFICjcKN3h3/N1A0UCSxBMJWedBedUvptW3Oxi6hRIgOqlRmZvfnaS528PUbdKlKPIppigFQeDKW2NsLtSpl7v968BJpmHAPTbDrkGWZfPibpnKRhsch1hK5eLrI/1gctt2eHFvp28hJUckLrxa+saOdUhISEhISEhISEjI2QnFgpBvH+1duPv/PrAHapehtgRv/d9AOudTVhThzp/A4k+huuQKEjPvQSa4u1kpxYndLLhF+56FnI8SvZLzFN6iF7MoxRjmbg8hKqGMxBEOeRMLioSoir6AYXGv+97umXQ+3erb5QiiQOxmAWUsQexmgMVOahQaG961aBqOCfR0g4UT2D2T1s/W+x3bjmHTfVRBTCiH/O+HFGYOLw/rCh6oHw4W42FPHNnpegSKYbRaLZ4+fUqtVusXwScmJo58jFnt+S177u2Qen/CY2EVvZrD6VmYe3YjUtINsO71elTVDkIBYjXAAjkfxY5Krtgy8FqUySTqTAqrqiHGZeRS/MTFWUGRiL9SwrnhHs9hXbvqWAJjpekLi5bPqRgTi8WYn59nYWGhv5bJZHzHWhRFXn31VdbW1mg2m8TjcSYmJlCUowupgxMK4NocGYZBJOIvZgkCxFKqxxYDIJJQECSoVCp0u12y2SyJRIK4Eudy7rJvO986TtlND+70xMXsRZ7VnnnWbxVv0a5rPP54s188X/lK4NIbo2RH40iSiJQ4urirdQx219ww8fx4kmjy5OG9+YkEtYHPt6SIZEp+EW/+ToklcT/g2BUKpq6f3gImU4pz50fTtCo9ZFUinlbPLAxtLfqtdlrVHu2aTjIXQRQFcmPDg6SDiMSDv7OGrX9TOLbDxkKd8koTx3YDiycuZ4dmVMzdLvLkF1toHXcaLZJQmHsl2PKt/xyOg2XYSLLou/4F+eH3Wkb/WO8zf6fEC3aobXURBMiPJ5i5cbRV1d8s/g0bbfc7Ubd07m7fRRVV3hx788jHDWLbDnrXRIlKLx0gDQSfl4JwpO4rCMJLBQpLiuhamJ2zvdL6k5onL6Tb1Hn26YHYs73YOMiaAEzN4vln27z6o5ljsxpCQkJCQkJCQkJCQn69hGJByLePjc/9OQLdGpSfwOiN4Mc01l3v/kgKStdBPkUIXyQJV/+FZ8lxHKyq5vr9x2Q3F2HvD1x1Iok6cXSXuJSJDLWdEUSByIUs3UcHfvCCQD+kWVuoe3z1Hduh+6iCXIx5RIc+F34AX/5/D46ZIMLFH7pCyAkwd4JDEI2tdl8sUCYSGAPBu2JUQs4fFDGUkTjas5qv9qkM+KIPtaw4QTHdsiy++OKLfmBvr9fj8ePHRCIRCoXhBaRAyx7Dxtjuejr+xYhM/K1RN1/AATGpsLa2xrNnz/pd8JlMhldu3kKJqnTvl9EHti0I7rSJGJWRs2f3dz7O2kPKRIjd2guL7h4Oiz5jfkcAs7OzlEqlvjCTy/lDlsENTJ6dncWyLJ4/f84vf/lLAEZHR7l06RKS5N+ndDrtyzuIxWKoavBnVxAEpq/nPZkFgigweTXDvXv3PNuam5tjfn7+jK/6m6UwmfRYk4BrN5INyBM4zA+mf0BcifO89hxZlLlZuMmd0h2PUABuiPHS/V0ypdixglV9p8vTX232g4/XntS49MbIiQvkhckk3YbB1mId23KIxBXm7xSRFP+1SFElLr0x4k4jCMKpg5QPI0kimdLLi2SmHjwZYRpnz0BIFaKkizEah0LPZVVidP5rmJQ7BWtPqqwfmpRaf1LF1K2hAkAsqXL7B1PupIQAqVz0yPOpttVh6cEuWttAjclMXctTnDp0rR3y2PK6zE4AAQAASURBVMHmf0WVuPLWGKZhISAEnkuHqWv1vlBwmMfVx6cSC3bXWiw92MXULCRFZOpq/qXfs+J0ks3ndc9abix+rJXVaXBsh/pOF71nki7ETiX2nYZKwHdqr2XQbRrE02o/vPwwlmHT3O2de/h4SEhISEhISEhISMj5EooFId8+DH/H8ZHrL34Ciz87uL34M3jtf30p2yLtSRXtUAFPW6yTeHPs3Aqx6nQKMaG49j6igDqRQEq74oJZ9dtWOIaN1TKQB4NH9Q5oDVcwMNwiDqXrkHAL592Wzs5SE9OwyY7GPd7ufYYVfA6tK6U4set5tBcN7J7pTlRczXkK2mJcIXa7RO9xFbtnIkYkIpey/dcFbrFfHk+gD3TEi6p4osyCSqXSFwoOs7GxcaRYcBoEQUBKugVrTdM8QgFAvVFnfWuD2dlZ1PkMxp5d1D7qbPpUdkovgzKWQB6Ng+2AKHwtVjvxeJx4/GTFnWfPnrG+vt6/vb6+juM4XLt2zXffS5cuce/ePQzD7VQWRZHLly8f+Rqyo3Fe+f4UlXU3ILQwkWS7suETHRYXFxkdHT3xfv86SRdjzN8psfq4itEziaVUZm8VAm1JDqNICh9MfsAHkx941oNsb/Z9w9XY0eflysNKXyiAPV/5BxWyowHXjQAEQWD6Rp7xyxlM3R5qd6R393zOk8q3ysc8NxqnNXD8JMW14DkJjuP4jpMgCFx+e5SdpSbN3R6RuMzofPpEFkaWZbP5rE51q4OsiIzOp0892TBsP4PyJcp7wcHDuugFUSCZi9Brm1iWjSwGn6Nax/CIenrXZOHuDrGk0g/PLs2kaA181yWykb6NzSCnsd95WXotg+ef7/SnfizDZul+mXhGfamA36mrORwHdpabOLZDfiLB7K3z+d4CV9R6/PEm7drBd+T0jQLjF8/f7mrYdIC49zvBMAHkOLFnH61jsPakRquqEUspTFzOnsg+yXEcWlWNXss48nwKCQkJCQkJCQkJCRlOKBaEfPsoXILN+941QYBCQHBtr+5mGwyurfwCLv/OmZ7eahseoQDA7pjoy41g7/gzIuejh2x+DhDjCnbHO1khCCDGBv74Lj+DB38O9t59oxl49U8g5u5jq6rx6OcbfR/x8oobqDlz01ucUEZi9J6KnoK3IOCbnlCnUqhTKTfQcojAoIzEkYsxHMNGUA6sJ1qtFk+ePKFer6OqKlNjYxQ6cey2iZRRiV7OIZygiHDaANT+fo0l0AdsLwTZzSg4ilqtFvic1WqV2dlZpIRC8r1xjPU2Zl1DkATEjHrkMTpvBEGAMwSMnje2bbO5uelb39ra4sqVK74cglQqxTvvvEO5XMa2bYrFIqqs0HtWw9zpIEgiynQKddxbHI0mFCYOfQ7rL7yduv31ep2IqmDbNop6Mo9ugOXGMp9ufUpTbzKZmuSdsXdIqifLmzgrpZkUxakklrVn2fISok8sqfQDUfeRVQlZPfrz5TgOnbpfiNM6BpZhn6r7WVakwOKuZdos3N2huteVPOhz/utm9EKGTkPvW+QoEZkLrxWPtaApr7ZYe1xF6xikClFmbhY8hU1JEhm7kDl1RsHC5wfHCtxg5EtvjpIff3nBwDL9UxS25bgF/iFvdWW9zeL9MqZmIUoCYxezTF7J+s7XykbHP63mOOyutfpiQXE6iWXabC7UMXWLzEic2VuFlxY8M5EMY4kxNtvea9HV3NUTb6Oy2Q60B6tstF9KLBAlkdmbBWZu5MHh3L8jNhcaHqEAYPVRhcJE4lih8LSMzqV5cc+bl5QZiRPds1McnUtT3ex4jmMyF/VYTA3DMm0e/vMG+l62U6+lU9/pcuu7k/3tB2HbDs8+3fJkXIxeyDBzI+87rzoNna3FBkbPJF2KMTKbfqnpppCQkJCQkJCQkJDfJkKxIOTbR+kaTL0Ja5+6f2hKClz6Ub8I7qG1Hez53fTbEJwUu+kPUQWwGsHr501kLo1V6XmKLcpUCjFy6ONqW/Dkvx4IBeCKJAv/ADf/EID1Z1Vf4OjWYoOxixnUQ53vgiKReH2U3tMqVk1DTChELmaQUkPsYEQBWzNxNAsxqXoKHmalt2f546CMJ5HzUSzL4t69e+i6e/x0XWdhZ5n4rVuUSkeH4A6Sz+dRFKXfjb7P6OjokY+T81FiNwpuwLFmIaUUolfziMcUQIcFJkejBwUjMSL3MxfADTjW0yqJN0aDbaP+J8NxHGzbplqtUqvViMVijIyMIMsyiqJ4gpA7X+5gHCr0mHUNHOdI26+g98ixbbaffMXiP2/j2DaZkTEuvfUukfjRRdaN1gZ/tfBX/eDgx5XHbLW3+ONrfxwYjnrk67YddM1CUcUTdc8LojC0U/s0TF7N8fQT73Vx4kq2vw+mbbp2LgPPJQhCYCaEGpPPzWN87UnVU/x2fc63eeX7ky9VJHYch/Jqi60XDSzDJjceZ/JK7tT7LYoCF18fYep6HqNnEc+oxxYQG+UuC59v9283d3s8/niTOx9Nv9Rx0zqG51jts7lQf2mxQBDc7IXDnvMA6VJsaAe/3jN5/vl2/3vJthzWn1RJZFTftMOwt/LweywIwpkElJPwu3O/yz+s/APLjeW+Rdfro6+f+PHiEPF12PppEQThVAH1J2VwKgbc61Cz2qMQO1/BszidxHEctl40MA2b3FicqWsHv6OlizGuvD3K5vM6es8kU4oHCktBVDfbfaFgH9u02VluMn09P/Rxu2stXxj21kKdwkTSI1K06xoPf7ben6KqbXVo7va4/ObRv0eEhISEhISEhISE/M9CKBaEfPsQBHcqYPod6NUgOQrykG60+JAR/kQpeN22j/XyF4d4/A4rnp83ci5K4u0x9NUmjmEjl+I+33+6VdD8AZHUlvv/7LUM348d20HrmB6xAEDaK24fh2M79B5VMPZsYMSIROxGAbkYQ19v0X2w27+vvt4mdj1PI6r1hYLDbG5uUioNeZ+GIMsyt2/f5vHjx7RaLRRFYWZmhmLx6KBNAHUyiTKecC17pJNZ9qRSKfL5PJXKQb6EJElMT0/3b9sdA23B291uNXT0lSaR+fMvhH1bEUWRUqnE1taWZ31kZISnT596pg5WVlZ47bXXPPkEtmZiBoRf68tN1IkkjmHTe1bF3OkiyCLqdAplKsnk5CSbm5seAclpVGkZWr9oWd/e5MkvfsYrP/jxka/hwe6DvlCwT02rsdpcZSY9c+JjUdvqsPhlGb1rIqsSE1eyjH1D50JuLMHNDybYWdm3OkmSKcXomT1+svoTntefIyJyLX+N70x+B0U8uN5N38jz9FcH9jHs2QqdVwd0dcP//vZaet/n/KyUV1qeLufN53W0tsnlt85W/IvEZCIn7MQur/qvw6ZuUdvqUJg8e4HW0IbkJ+gnz08wdQutaxJNKD7hYvZWAVO3+lkKyVyU+TvDr8e1rYBpAdxu+0GxID+RYPWRV6wWRIHC1Nc7obNPQknwexd+D8M2EBF9wthxFCaSrD2uYh2athMlgdJU6rx39VyJJBQo++0aj+rGPyuCIDAym2ZkdrjdY3YkTvYE9oKDDM0OOebcb+76xRJ3vesRCzaf1z12awDVjTadhv6tmXIKCQkJCQkJCQkJ+XUSigUh316i6eNzB+J5mHwd1j47WFPjrtBwmJ3HsPCP0NmF1Kg7qZANLv5JSRV1MumxrRGjMuqMv1DgOA7GRhtjrYVjOyijcdSZtK+45jgO2IDI0CK1bTtYpo2siEgpldj1I7yM1SSIsneyACCa7f8zmYv6BANRFomfQPRwHAd9pYmx7toxKOMJ1Jk0xlrLc1xszaLzZZnkBxNoz/12MNpCHef6yS1gTkI6nebNN9/ENE0kSfLZ2xyFIAonClLu318QuHXrFuvr61SrVaLRKJOTkyQSB8Uxs+a3btlfH3zljuNgN3TMmoYYk93Q6t8i64PLly/jOA47O27htlQqMTY2xr179zz363Q6rK2teUKIHcMOHBLat8fq3C9j7hfCNMsNCBcFYpNJ3njjDdbX1+l2u2SzWTY+q2IMfDSa5R167RbRxPCCpWYFv5fD1oPQu6bHr93ULZbv7xJPqaSLR9tenReJbKRv97LP36/8PS/qLwCwsHiw+wBREPlw6sP+fbIjcV753hTltRaO41CYSJ5r8UySg8/1k/qYD2NrseFbq2620brmiYv+Z2WYNdpZLdP2iWdU1Jjs67A+SfHVcRzWn9bYeFbDthwkRWTmRoHSoe8wJSJx7b1xtI6B4xxfUB42JRG0rkZlrrw9ysrDCu2aRiylMnUtd+S51NAbGJZBPuq3jDkrh4WwQZw9W6Tyiit8F6eSFKeTCILgHpt3x1l5dGj/r+a+trDg82LsQprKessjcuTGEyfy+v82kRmJwQP/+nHByNFE8Gd9MB9EG7B53EfvmqFYEBISEhISEhISEkIoFoR8WzB6rt3QWWw4Lv8Y8hehsgCRJIzddv+/T3MLHvxHcOyD21/8f+Cd/wMiwZ2C0et55FIMq9JDiMqoEwmEAHsGY7XlFi33sBo6ds8idu1gVN7YbNN7VsPumkhpleiVHHLO63u8uVBn/WkNU7eIpVTmbheP9kZWojD9Fiz9/GBNEGDuIOx08kqW5m4PrWP0fz57s3Ciwpz+ok7vUPHfelrD0W2sAIsmx7Qxd3vYPf8f4LZmkUtnUVXVN10wNjbmu79Z7aGvtsCykUfiKOOJwMKRIAgoyvkUbuyeibHexrFslNG4J5AZDiYJpqencQwLx3Q8QabikCKbFPdfXntPquiH8jDkTIT46yO/NXZFiqJw8+ZNTNM9F2RZ9gQeH6bV8nZkiwkFMS778jrkUgy7YxwIBYfQV5uok0lisRgXL17sr2/d+zTwOUVRxHEczN0eVl1DSijIpXg/qHs+M89SY8n7/KLMdGo6aHOBVDeDO7B319unEgsa5S6rj6p0WzqJTITp63mfAACuv3evbRCJy0MtZDRLY7G+6Ft/XH3sEQsAokmFqavnl81ymJG5NItflD1r2bG4r6BvOzab7U0cHMYT48daQB0ujvrWv2Z9pjCZZHdgukBSxGMLm8chigIXXivx/NMdDM39TKRLMSavHP/eNMpd1h5X+7ctw+bFF2VS+aiv4H24kGrbDrWtDnrXJFWIeorM2bG4T7wQRMEjQBwmXYxx88PJwNDnw+iWzt8u/W3/c5eNZPndud+lEDu/4N8gNhcarHx1MAnX3O2i98z+8U1kI1x793Q2eb9uYkmVmx9Osr3YQOuaZEoxitPf7mmIIGJJldlXiqx8VcG2bARRYHQ+fexnqjSTZnup6TlH45kI2YHJzFQx6gvXFiWBxAnyFEJCQkJCQkJCQkL+ZyAUC0K+FrpmF93SSavpo7sEW9vw+L9AY8O1Gpp+G2bfH256HIQgQPGS+18QW/cPhIJ9LBO2H7kF98BNCiilOErp6D9OtSV/R6ux1iJ6KYsgi5h1je79cr9j2mrodO5uk3x/su+XX9vqsHzIvqfb1HnyS9fzWlYk13t8+yFUnoOagInX3PyG+e9BYgR2HrnHbvxVjF4W467rn62MJbj5vQnqW10M3SJ7KHxwEMdx+oGL+1MFg+irTaQhAoaoSkgZFavuFQSklIqkutZBT58+7Qccz8zM+CyIjO0O3S92+sfK2Olit41zDZUexKxrdD7bwjHdJ9UWG8Su51EH7CYc26H3uOKKCraDlFKI3Sy6ry+topRiGDsHxWxRFVFnvFMxVlP3CAX7z6+vtYgcYeXwm4gsH3y1JJPBnfyD64IgEL1ZoP3FDsKeBYtciBK9mA0UogAICGkFGJ2/yPID7zRDbmwCJRqj+2UZ45DdkZTZy5eQRK7nr1Pull07IschLsf5/vT3iconDzUd6nd+igmSbkvn8S82+6JDo9zl0ccb3P7BNErkQBDYWmyw+qiCZdiIksjk1RzjF7+91lf7heWtFw0s0yY3nmBqoPhd1+r85cJfUtdcsTKlpvi9C79HPjrcqzw3FmdzwAosmlSIpb7+TvDsSJyZWwXWnxyIvbOvFIYKN6chXYhx50fTtGsasiISO6EVXnXTb/eE41DdbDN+KRv4GFO3ePTxpifkeuJKri8cSZLItffGWX1UpbnbI5qUmbicO7Zr/bgpgY83PvYIdDWtxt8s/Q1/fPWPz23CYBDHcdh4XvOtby7UGb+UPfFntaE3WKgtIAgCl7OXiSsvJxCdB9GEwszNr1do+SYYnUtTmEzQaehEE4rPOjEIJSJx44MJthYb9JoGiVyE0YDg4vGLGRo73X4YtCAKzN4qopwixD0kJCQkJCQkJCTkt5lQLAg5Vyzb4ierP+FR9RGO45CNZPmd2d+hFA/wQrYt+OL/z95/h8lx33ee+KuqOufu6ZnpycAMJiCDIEAShBhkBYoSlUyJtGxSXtunXdvnc5D9u33uvOfz3T6Pb/duZVs+Wytb6z1TkmVZgYqmoiVmgAFEzsAETJ7p6Zy7q+r3R83UdE1XT8KAQerX8+Ah+zvV1dW5+vP+fN7vr0BxsYBaKcLIc2D3Qds+8xuIj8GNY1qYb6BH66S3r+GDXNcOYqmCX4Gx57WCvCBB235NtFhHoUIt13roqoqKWlEQLCLl6WzNzasVlcpcTi9IL0zWel7LZYXEbJ5wpweufB+mTi3/ceok3PZx8DRD6y7tH1C8kaJweblrtzyfxzEQpGmNQnR5dnHyIadNPtj7A7r1i+G4ZS1oVo7mDfdJ8tqQgnacgyGyJ+f06woWEcdQEEEQ8Hq9HDx4EFmWEQTB1DqoOJKseaxKN9LYt/kR1mlToqoqxWIRi8ViKFjXo3gtoQsFSxSuJbSJhqpQ2tKNlDbxsIicLpM7PY/n7nYEUcC5rxnLdJZKrIDolLB1ehFXFDfkOnZFcnL9FjdvRXw+H5FIxJBZ4HQ66ejo0C/Lssz169eZnp5GURRC/gAD/QM4g5rdk2ixIrmtyFmjrZZlRafpwsICo6OjZDMZyi4f1nwGmyDQ1NXNtgO3I8cKBqEAQE6WKE9lsXV5EQSBezvv5VDrIXKVHEF7cMN+58GIi/GLksFfWxAFwl3r92uPTmRqphPkssLCVEbPPsilSoydXX6/K7LC+IUFPEF7zVSSXbKz3b+d4eSwYX0wOLjuY9oK1uNz/uzEs7pQAJAupXlm/Bk+3P/hutfpGAhSyJX1cFO720rfwZZbVmxeSWS7n5Yen24jJwia6JqJFylkynhCdpyezdmbCGjPfSqax5UtE2hxrWldVm96bLWpstmRlEEoAJi6Eifc6dFFZofbyo7bWzZ2B9ZgyRqrmnghTqKYIOi4NUKxqkKlWPvdLZcVVFldl1XdSHKEH4z+AGWxEeHl6Zd5qPch2jxvrWmEzZIpZTgxe4KZ7AwBR4DbW28n7Fw7O2gjWKwSvqaNjQbZHBa6huoLi0v73fW2dtILBUoFGV/YsS4xokGDBg0aNGjQoEGDnxcaZ8cNtpTT86e5GLuoX04UE3xv5Hs8tuuxWiuJxI1loaCa2XPmYkFqCk5/eXlKIBeD5Dgc+o3VQ4tbd8Pkq0bRQLRA82Kh7OoPYbqqC/n6T0CVoefuNe4tWMIuyjNZw5rksyHY1ygwVtcB69QlBAHtPlYLBQCVkiaY7PrA8u5UlZKJb3dpNKkVQesUP+RUkfxZ4+RD/vQ8UsBOJW4sHFmCDqwtLjjQQmk0iVKQsYQc2HcEEAQByW/He7SD8rxWsLM2O1FKCoUrcdSyjKXZhaXZWbeAp5p0j6uKilKS12WdlMlkuHTpEul0GlEUiUQi9Pf3r5ppoGRMbJXKCkpBRnIvX29lgRlAyVeQUyUsATuCKGDr8GhZF6US0UQMR8mB1+td065IdL25fbBvmrlLDKWfp7swSUYKovS+neZtuwxizujoKJOTk/rlWDbBlRvX2B/cD2hFZue+MPmzUeRMGUEAS6vbECCdyWQ4e/as7hUvujyI/iAH77hDD1IupmtzNUB73Vfjsro23SVssUkM3hVh/EKMTLyAw6P5nW/EN3xl+OYSatV6fMXnTvW6mYXZ/V33IwqiHnC8s2knR9qPrPuYXg8UVWE8PV6zPp2dpiSXsEnmBXfJKjJwOEIxV0auqDi91lWFAkVWKOVlrE4JSdoaCzBRFPRpMUVRuX5izvActe0I0LXTWMQsK2VGkiPkyjl6fD01xXFVUbl6YlYXQUCz9xm4oxVxleNu7vIyO5wyBAxb7RZC7e6611lpy7K8XrwlAblL2CQb2bLxtSwg1H2utwJRFPA1O0nNG63NPCHHur5rFFXh+cnndaEAtOfyxakXeXjg4S0/3o1SyleYuBwnFc1jc1po3xG4aVusaspKmW9e+yapknbOsVBY4EbqBo8MPoLf/uadbKpGEITXLUOmQYMGDRo0aNCgQYO3Gg2xoMGWci1xrWYtU84wl5sj4l7hUV+vmFPPn3rytVo7oWwU4iPQ1Gd+HQBfGww9BMNPa+KEK6QFHDv82jTD7DmT2zqxLrHAMRBEyZd1+x3RacG5u0kvVFkj7hpLH0ESsFSFVDZ3eWs8ry12Sftxn5w1v+HcgvGyouUDrEQpKaDU75Qs1Zl8kIJ2UDSbHECz3dmlFbqsYSfWxR/ZqqJSnspQWSgg2CVsnR5s7VoHdSVRJHdiOei1NJXFvs1X11ZICjpQVhTlRYcFcdHPXFEUYrEY2WwWn89HIBDQH2dVVTl37hz5fF7fdmpqCofDQU9Pj+ntAYgeG0rMWCQTrCKiwyj21BNbhBWWM1NTU1y9ehVF0V6noVCIPXv2IEkSUtCOJew0eO+LDgnbKp7S6XSa0dFRcrkcPp+Pbdu24XS+hQociXG48E0EVcXtsOMmB7NPw7Yhw2bVUwdLxGIxisUidrtWZJc8Ntx3taHmK2AR9cJs9T5WhsqWy2Xm5+f1KQaxTne3uMV2NW6/naEjm+8wDrW5mV1hqyOIAsG25WLvRgJnARwWB+/e9m5kRfuc2OjExErkssLMcJJkNI/daSHS57/pIFUBAafFSb5iLOLaJBuSsPbxrgwyNWP+RprxizEqiyJk187QqpMOm2FhMlMj5kxfSxBqXw6bzZazfPPaN/UpihenXuRox1H2N+/Xr5OYyxmEAtAsqWLTOW3qrA4Ot5WhIxEmryTIp0t4gg46BgOrWiM5PDaS87W5IM6bCPVVVZVUtEA2UcDhthGIuGosYfaF9/HMxDOGtd5AL25rfWFjK9i2N8zll2YoLk4r2V1Wtu9bX2d8oVIgXaptdJjLz62Z0XCrURWVS8dnKCwK4aV8hSuvzLLz7rbVc5A2wEhyRBcKligrZc4vnOfu9rXPmxo0aNCgQYMGDRo0aPDmpiEWNNhSrKJ5YcEimrzU/N2a934+blyP1LEgKtcWMgComHdEGve5B1p2gVzS/P2XfswrFc0OaRP7VFXNbsi5vxlKyqKXvc1QWLYE7Dh3N1G8ntC61T1WHIMhxKrJA1/YSe9tzUxeTlDMlfE2OeneHdKKft6IFvq88hj9ndUHogkQQZNpgIB99fDcOg5NglXCdbgVJVsGFUSPeadu/nyUclUxqzyVwX04guS1abZCK6xUSjfS2Hp8NYVeAEd/EDld0gNuBYuAc1cIQRRQFIUzZ84Qjy+/VlpaWti1axeCIJBOp3WhoJq5ublVxQLHjgDZ1+ZQq7zvHf1BgwURgLXDQ2WFjZDFb0esKqQVi0WDUABawXtiYoKenh4EQcC1r5nyTBY5UUB0WrF2ekwfC4B8Ps/JkyeRZe25z+VyxONx7rjjjnVZLG2ETCZDsVjE7/evue+lgvy6CmIzZ2ptwEpZWLiG2jQEglAjuKyGIAgIdQrC1Y97vXVLk6NGsJE8Vl3gerPgDTno2Rtm8nKcSknGarfQvTtk6PBu6vDooehLiBZxzUDTmxUJQHsNXH55hsyi0JZBm2jYebT9pgQDQRC4reU2Xpx60bC+v3n/lhx3LlVi5PS8flkuK4yeieL2283Do8sK0YkM+YxWcA+1u9flZ5+Omn9/pBcK+uNzYvaEwW4J4NjUMQaCAzgtmiCYTdZOPgFkE8VVxQIAT9DB4J21IfL1iPT6WJjKGOx5gm1u08dlPaiqyvCpeYMQ7gk5GLwrYpjm2NW0CwQ4Hz1PSS7RG+jlcETLEiorZc7On+VG+gYeq4d9zftocW2NDZLDbWXf/Z2k4wVQtffcWvZOS9glOy6Li1zFKOSE7KE3VCgASEbzulCgo6rMjaW2TCxYKeattf56o6oqsyMpZke1bJRQm5uuodC6pkYaNGjQoEGDBg0aNGjQEAsabDG7w7uZzk4b1iLuCE0Ok8A9UYR9j2g2QPFRLby3+wi07DTfeXgHLKyYXBAtENy2voMTRRBX/Fi2ubXCe3LCuN5s7HxeyVJwsZKrIAhgbffgGAqZFhts7R6sbW6QVZAE02JCuNNLuNNb25Voc0Pv2+Haj5fXXCHtcUrc0CyT0jPgDuOIHCWX96IUtGKPaJdwLHr3lvI55sZGqBSLhNo78TVrBRdrm8nkgyhgbXVp1kKr+GzLmZJBKADNJqU4msK1N6wJDStQFVXrDDcpkItOC54j7VQW8iCrWJqcelbB3NycQShYWotEIjQ1NdW1Gqperw5xXkLy2/Hc3aZlS8gq1hYXkkmIqLXNDYpKaSyFUlawhp3YB4KG5yqZTJoWrOPxuC5YCJJmV0TH2sXp6elpXShYolgsMj8/T1vb1vhiy7LM+fPnWVjQJlUkSWJoaIiWltqCnCrLZF98kcL5C6iKjL2/H8+99yLajcXESklmYSpLpSQTSMus7A9WyhL58zkq8jiCJGDt8BBpaeXGhNF+pqmpSZ8qWA8tLS0GKyPQis/VQdqCIODa30xlLkclWURyWbV8itUEtTeI1m0+mrs8lAoyNqelpkhttUsMHWlj8nKcbLKI06vZHdmdN/e1Lisyl+OXmUhP4LF52BPeg89m7LxPxwq6ULCEImsFut4DJvk0G2B/836cFieXYpdQURkIDrAzVOc7YYPEps2tm2LT2ZqieKUsc/GFafJprfA6N5piYdLFwB2taxaE7S7z56B6fSZbO02jqArRXJQuXxdQv6v/VgQ3211W9tzbwdxYmlK+gi/sILSKiKbICvGZHOWijL/ZWRO+nF4o1EzMZWLaWvUkhyAI7G7aze6m3YZtVVXl+yPfN9hSXU9c58P9H94ywUAQhQ174oMmuN3Zdic/Hf/p8r4EgTvb7tyS47oZZJO8odXW8+kS0ckMKBDqcK9L7Ovx9vACL5iub4ZMvMDE5Tj5VBl3wEbnUAiXb/M2VLOjKW6cX56+nBtNUSpUGDi8fvGsQYMGDRo0aNCgQYOfZxpiQYMtZSA4QEWpcHr+NPlKnh5fD0fajtQvrrhC0P9uWLiuBRWHB+rbE0X2Q2p6uVvZ6oCBB7WC+mqUspqFUS4K3nZoP6BNFyyx8yE4/w1IL1r+hLZD3zvq7k5VVPKn53XbH1WF0mQG0WXBvs3o16vKCuXpLHKqhOS1aUVnS/1Ck+nj1HVYs1laeoya+qGcgzP/rIUzA2Tmka5/G8/tv06lqBV4LEEHgiSQSyU599MfUSlpnfFTVy7SvXs/nbv2YPGbTD4MBBHta380KPnajAFAEwPQphpKK7YRLGJd735YFCqaa72VU6naPIal9aamJtxuN36/n2TS2Knb3t6OqqgUhxNaQHFFwdLsxDHUpE93iPba563muAQBW6dXD6U2o15heyMF72rK5VqxZbX1zTA+Pq4LBaCJB5cuXSIUCtVMGGSPHyd/ajnbo3jpMpTL+N77Xn2tkC1z8YVpykXteZ/MtdMljtEW1oqGqgr5+VYqTQGQNHGpdCNN+/YmlE5VDzhubm6mv79/Q/clEAjQ39/PyMgIlUoFu91Of38/Niwo+YpuZyWIAtaIG2tkbZuTYrHI8PAwsVgMm81Gd3c3ra2tGzqum0GURBzu+kKGy2ej//DWHs+Pxn5kCEK+uHCRh/sfJuAI6Gvlgsk0FlA2yR3ZKIIgMBgaZDC0ufDlpa7ipeD4cJeXlh4tO0SqM8UimXwmR8czulCwRHIuR3I+T6Bldf/35h4vc2Np/X0A4A7Y8VddL2APEM1HDdcTEPA7lj+Lgm1uPCGHQZhx+e00rUNs3Aw2h4XOwbVDhUuFCpeOTVPILH8Wde1qoq1v+dizdQLdM/EiLeuoKUfz0Zr8ClmVOT1/mnf1vGvtHdxidjbtJOQIcTVxFVEQGQwO0uQ0aYp4nfE3OxEl0ZBXARA0+bxLzOa4+uqyVeD0cJLeA81rTq0EHAHu7byXFyZfQFZlBAR2h3fTF1jFDrIOhWyZS8dm9ONNzFbIxIvsvb8T61rZT3WYH6u1iErM5CjlK9huUkxt0KBBgwYNGjRo0ODngcZZc4MtZ1fTLs1aYD1MvApXf7R82R2GA79sLgCIIgy9F7a9DYop8LRqkwWqWl9gKOXgxBNQWCwiz12CuQtw8OOavQ9oVki3/5pmhySI4Axo68W01tG/cA2sLui8AzoPISeKpvkA5bmcoeisyirZE7N6ngFAaSqD+1Brjc3NmrhC2r8lpi4tCwX6DSoIc+ew9r3dsDx+/qwuFOhrF8/S2rsDq8OxrskHMyS/Fuy70mpICmrFcXuvn0q8iLJYQBQEcAwGN9XF7XKZF+fcbvfivgX27NnDtWvXWFhYwGq10tnZSSQSoTSWojiyLDaU5/KopXncW9xluJSjkEgk9DVRFOns7Kx/pVVoampiamrKdH2riMViNWuyLJNIJAiHjf7dxYsXa7YtDo+gFAqIDm1iZ/JK3FAgxRViMn2AMK9ipYBiCVPx7gfJKBhVZnP0H+2nr08rNq0WSr0anZ2dtLW1USqVsIkWihfipKPatIElYMe5N4zoWN/XnqqqnDlzhkxGKzqXSiUuXLiAJEk1j002myWRSOBwOAgGg4iiiKqqzM/PMzs7iyAItLW1belztxa5VInpawnymTKeoJ32/gC2Ne77fG7eIBQAFOUip+dPc1/Xffqat8lh+t73r1FEfz2YuBxn+mpCv5xNFJHLMu39QZo6PExeTaBU2Y6JkmhafM+lzC2A8qnSmmKBzWFh1z3tzI4kKWTKeIIOWrf5DNMhB1sPciN9g5K8fDu7w7sNUxyiKDB0V4SFySzZZBGXz0ZTh6duLsXrxfS1pEEoAJi4FKOpw62/xlZOGixRb30lmXLGfL1kvr5eVEWlUlGwWMR12w7Vo9XdSqv79RMP14PFJrHj9hZGTkcpFysIokBzt5dwV+1rfOJSzPgeVlXteWx3r/nY7AnvYUdgB9F8FL/dj9e2uv1ZPRYmMjXChjadliGyfXURvx5ypY4lXZ3g+AYNGjRo0KBBgwYNGhhpiAUN3jhKWc1Gp5psFG4c0wKI6+Hwgc0Do89qEwNKRZtI6H832FYUcWbOLAsFS6RnIHrFaHckCMZivKrCua9rkwwAckoTDiw2BLe5RdFKAaA8lzMIBdpuNOse21qdoeW8dtzOEFhMiisrg55XWc8l4yabKeQzKSRFonAtgRwvIjgl7Nv9pp39Zog2CcdgkMKlmG5LL3lt2Hq8TExMMDc3h+CG5mCIZl8Ia7NL7+7eKJFIhKmpKbLZZRsRv99vKNrabDZ27aoVqcqTtcWlSqKIkisjriMQdb0IgsDevXuZnJwkFovhcDgIB/zERq4zVy4R6ugk0NpmKsYUi0Wy2SwulwvHYuG9qamJ7u5uxsfHUVUVSZLo6+vTBZKtwGYzL9yZTUOsLAxri6ohkyCbqC2wKt4O8rtvw+pTEBQnvFArgAhApVJhamqKZDKJ0+mks7NTfyxqbrYsUxhOIkfzCHYLth6v/rqVJAmn00n+XJRyVTZBJVEkf34B9+3rK+6lUildKKhmamrK8LobGxtjeHi5wO71etm/fz/T09Ncv35dX5+fn2dwcJD29nbT28uVc5yNniVWiNHsbGZv817s0uamUgrZMhdfnNKtR3LJIsn5PHvv60BcRahMFBPrWrc5LGzbG2bsXFQvwAVaXbT0bLxgOD+eZuZ6knJRJtDionNncE1Rox6Kok0VrGRmOEXbjgA2p4Whu9qYuBwjlyxp1k1DQdNgZHfATnS8tkN5vR7+dqeF7l31xaGwM8xHBz7KxdhFcuUcPb4eev29NduJkogv7MAdsOP0mmfHvN5k4rWZDKqikkuW9OfO3+zEF3aSqnoPOjw2mrvXNxXR5m5DEiRk1SjMd3o3J76CZjc1fiFGMVfG5rTQtTN0y6Y03kgCrS72v7OLfFp7Psw69FVVNRXESvkKlYqCtU6WTjUOi4N2Tzun5k5xOX4ZAW0qaH/zfkRhfYJW3cJ+nfX1EGp3M3PdeN7n8tmwu+t/riiywuSVBLGpLIIo0NLjpXW7703xfmvQoEGDBg0aNGjQ4PWmIRY0eONIz5iHC6/MDzDjxjEYO7Z8ee6iFkq8/5eM260MT15rfYnM3LJQUM30acTb9iH5bTVCgG3F6L6SNe9MNfPy11FVGHtBu29KRbNL2vFOaFsR+tw8CCPPGh8/QYBWo+8zgDsYIp82FtBEUcLh9pI9MbdsJ1SSyZ+eRzgUwbJKQUxOFSkOJ5HTmrWS80AzalFBsEtYQg6uD19nfHzZPiJBEgIWOp2+uvtcC4vFwsGDB5meniabzeL1eolEInoHNwobCsqF2tzdrcBisdDT00NPTw+p6DwXnv0JyuIEyOzwVbp276Nr117DdcbGxhgdHUVRFARBoLOzk76+PgRBoK+vj87OTvL5PG63G6t1c+KGnMmQO36c8uQkoteH6/AhbF1ddHZ2Eo1G9dBigGAwiMdTW0BzDA2SP33GsGbb1oPoXPb8dvlsNeGagijg9DvBLiGi2WNVVhQbLe1uzpw5Y7CRmp2d5fbbb68RDFRVJXdqfjlwOldBThQQbmvBUuU/Xp415mkAVGIFlJKMYBWpzOYoTWRQFQVrqxtbl9fQTbsyL0LfR2V5cqJQKDAyMmL4ezqdZnx83HQqZGxszFQsKFQKfP3q10mXtOL0SHKE64nrPDzwsHk4/BrM30jXeJQXs2XiM7lVi6MRdwQBAXVF8nm7p/aYm7u9BCIuMrECNqdF9zpXFJWZ4STx6SyiJNK6zUeo3Vzgik1lGTm1HDgcnUiTz5TY9bb2TRXpVFk1LTJWyooW5i6AJ2hn6K61Mz/CnR4WJjKGwnio3YO3aWtCYgH8dj93td1V9+9yWeH6yTkSi69lh8fKjttbb8rPfStweKymNkOOqowFQRQYuKOVhaksmXgRp8dKuMuDxbo+axmHxcH9Xffz9PjTumDQ7mnnQPOBVa9XKlSYHUmRS5Vw+220bvdjtUsUMmWuvzani56lfIXrJ+dxem1v+ON5KxBFYdX8AUEQcAfsNc+j3WXFsoEg4OPTxzk1d0q/fGzqGEW5uOrruppgm5uZ4RUNHYJgapu0XjoGg5TyspZRoqq4/HZ2HGxZ9TNl9OyCQRy8cX4BRVFp3xHY9HE0aNCgQYMGDRo0aPBWpSEWNHjjcNbxRnYudvgXUlp3vae1trt+5kzt9WIj2vZVns/4O2HqVO22/q7Vj02p472tVLSQ1AMtFK8mqCzkEWwitm4f1lbjj1vJZ/5DXVqtMBEfgZHnli9XinD5Ke1+VE8+OIOw60PatEMhqWUZ9N4P3lprna5de0nOzlAuLhe9unbvQ8ioNbkDqgrliXRdsUApVMiemEWtqIuX81QSRTx3tyPaJL07fCXj4+Nr2vEoikIul8Nms5l2vFssFrq6jM9baTJDcXgxb8FvwzEYwrKiQGJtcyOv6DK0+O1Iq2QnrEROlyheTyCnSoheG45eP9IaQZATF87qQsESkxfPE9kxgNWmXTeVShm60lVVZXx8nGAwqFvW2O32TecegBZMnPzGN5EX7ZHkVJrk9BSBj3yEQGsrBw4cYHx8nFKpRCgUoqury7So4j5yBLVcpnD5Migqtu3b8L7daHnV3h8gOZ8zFKrbdgQMna3OvWEKl2NU5nJgEbF1esl4KiRHjc9RqVRiamqK3l5jt7WcKi0LBUv3UYXSeNogFggWAbVkLHoLooAgCpQnM+QvLlswyckSSqGCc3D5Peb3+7HZbJRKRvGjOvw5mUwahJYlYrGYabZEsVisDTEHLsUu6ULBEguFBa4nrm/Ku79sYpO22voSXpuXO9vu5Pj0cX0t7Ayzr3mf6fZWm1RT1Bs9EzUU3dILeXqVZsImeR9zY7VTANlEkVyytO4O/mokq4i3yUl6IW9YD7Q4N2w5I1lEhu5uIz6dpZAp4w7a8Tc7X9dO44nLcV0oAChkylw7Mcfe+zve0I7n9h0BErPG93lzjw/His9UURJp7vLS3LU5i5rB0CDdvm6mM9O4rC5aXauHSy+FUhdz2nsvOZcjNp1l9z0dLExlaqejVJXYVAaXL2Syt7WplGRESVh1WqcaWZEZS49Rkkt0e7txWd9Y266unSGuvDyr2wAJokD37tC6X1uyInM+er5m/Vz0HHdE7ljXdIE35KB7dxMTl+MoFQXJKtK9q2lddlWqqpKcy2sB7x4bgYgLURSQJJEdt7dQLsrIFQW7y7Lm62bBZAJxbjTVEAsaNGjQoEGDBg0a/FzSEAsa3HLSC1EmL1+gmM3gb26lY+durHaHVvyO7IWZs8sbW2zQdSdc/j5Mn9KqgBYb9D8AkT3L25nZ8JQLMP4y2H2axZDDBy27tJyChWvL27Uf0Irvq+Ft0wryKycQWrTOfdEm4dy9uv+4JezE2uykPJ83rFlW87uev1K7pqoQvQrddxrXmwegaQdU8mBxapkOJji9Pg488D6iN8YoFwsE2zvwhsKUprOm26uyipwqUZpMo1ZUrK0uLItFsvJUVhcK9O3LCuWZLPZuH7Ism3Zkryy4riSRSHDx4kUKhQKCIBCJRBgYGFjVu74SK5C/UBXOmyyROzmH92gHQlVnpG2bH7WsUJrMoMoqlrAT5871F4eUkqwJJIuFMaWYJ5so4LmrfVVbpZXTHACKLFOIp7A0hxFEwTQzALRi81b525du3NCFguUDUSmcPYu1tZVAIEAgEFhzP4LVivcd78Bz772gqggmgo7LZ2PvfZ1EJ9KUSwqBFhe+sLETW7RLuPY1a4U7QetwjU6YTxPl8/maNbVsbk+xct3a6aW4omPV2uZGsIgUTYrU5YkMjr6AnqkhSRJ79uzh4sWL5PN5PXegejLAWTVVUY3H40FV1Robo0AgYFq0SpXqBHjXWV8Lf7PT1EJnLa990Lz0t/u3M5GewGPz0OPrWbelSKlQITpRW3SbGU6ZigX1PMTrWZOsh+37w1x9ZVYPJ3b57fTsDa9xLXNEUdhSmxpVVUkUE4iCiN++th97fKb2M7qQKVHIlNft/X8rcHpt7Lm3g7kbacoFGX+Lk1Db5jrB85kSM8MpitkynpCDSK/PMH3gtDjpDdTaM4FmHZNNlrDaJRxuK9GJjC4ULFHIlDVrmTrF4s2ILrlUidEzUTLxApJVm57pGAyuuq90Kc23r3+bZFH7TBIFkXf1vGtTocBbhS/sZN/bO1mYyqKqKqE2d43gsxoKCmWlVhQty2VNRF3nQxvp9dPc5aWYr2B3W5DWIb6oqsq1E3PEq85jvE0OBu+M6OKN1S6tKyRZkVVTm72b+Rxq0KBBgwZvfqq/t82afwDuv/9+nnnmGQB++tOfcv/9978eh9agQYMGbzgNsaDBLSWbiHP+6R+jLNrlZBNxkvOz7HvHexBEEQbfC8FtEBvWQo3bb4PUJEydXN5JpQSX/gWCPWBfLDi17jbaEOUWIDUF1sXC5OizsO9RCHTD3o9A4oaWh+BrB9/aFhSIona9i9/R7JJEiyYydB5e930XRAHn/mZsCwXkdAnRY8XStEaHq6VON231eimrWSQ5g+BuMg+DXoHV7qCt39ihbA07KEgC6oqCnWCXyL48rdv0lGey2Lf7cewIoNb58bxUqLXZbHi9XtJpY6FyqfBdKpWIx+NYrVYCgQCiKCLLMufOndM7sVVVZXp6GrfbXTNJUE15urYoqZYVyvM5bO3LBT5BFHAMhrD3B0FRNxywXJ7J1hSi1YpKeTqDvTdQ93qeUBPF3HIhQypKuDNe5FMZ0vYC9l5/3cyAzdoNmaHWEWqUYq2NiOF6ikp5MkMlmkewiti6vFqo9RrHZnNaaO+vMzVURfX7oJ5YYbZuCdgRrGLNc2JpNhbu7dv9CKJAaTIDqoo14tafL7VU+zpWFRW1ohheH36/nzvvvJNcLofVaq15vnw+H+FwmGg0unwcFgvd3d1UKhXOnDmjv67tdjv9/f2m97Pd3c656LnadRP7n/UQaneTXvDpnfuCKNC1K2SwialHIVuGtI0B35Cpl/9qyGXF1N+r3kRDsM1d439vdVjwhNZv9ZPPlMjEijg8VjxBOw63lT33dZBLlkDQBKw3g+94qpTi+yPfJ5rXXivtnnbe3fPuVbvLLVaRUq1e9oYHHINmV9M1tLmO/CUK2TIXnl/O1khF8yRmc+x+W/uakyDJ+TzXT85RWXxtBdvcWOr47BdzZZq7vUxdjRsEKmETYpCqqFx9ZVYXJeSywtTVBDanhZae+lZ7L8+8rAsFAIqq8MzEM/T4ejZlNbYZVFUlEy9SzGmh2w63FZvTQlvf5oKEraKVLm8X4+lxw3q3rxtJXJ/d1BKSVcRlXb8AlpzPG4QCgPRCgYXJLM3dG5tksS1+5mRixs+im7FCatCgwTK/9Eu/xD//8z/rlz/1qU/xyU9+clP7KpVKPPnkk3z3u9/lxIkTzMzMkE6nsdvtBINBenp62LVrF4cPH+btb3973fMuMBaBl/jWt77FBz7wgXUfzx/90R/xqU99yrD2v//v/zt/+qd/uu59KIpCd3c3k5OT+tqJEyc4ePDguvfRoEGDBg0abDUNsaDBLWX62hVdKFgim4iTnJslEGnTivKRPcapgeGna3ekKpqg0LZfu9zzNs2iZ/oMyGXNiic8sLy9XNHCk2//N5qXf7BH+7ceygVIjoPVpV2/lAXJZh40vAaCIGjTBGHzDuQa2vbD5Kva8S9hc0PzYqjyxAm4/q/LWQWtu2HoobpTBasem1XCua+ZwoUFlKKMIArYur1UEoWael9pLIW9x4elxWnalW1d7FgWBIGhoSHOnj1LoaD98PZ4POzYsYPZ2VkuXbqEoij6+v79+8lkMqaWLfPz87pYoKoqlfk8lXgB0WHB2uYG8waQ+vdXFGCDViQA1BNIKqsfQNfufaSi85QLeQRFwB1zE2rrQBC1QnfhcpzQvhB2u51iVeHearXS1taGUqxonvr5ClLQoXXFb+L4bd3dCBYJtWJ8H9p7zbt1lyhcXKA0tVyMKc9kcR1sxbKikKuUZEpjKeREEdFlxbbNZ2rxVCqVSKVSOJ3OmpBmj8dDT08PY2Nj+looFCISqbXVEiwirr1h8ucWUErafbJG3Ni6jYU6QRSwb/dj2+ajEs1Tmc9THEli6/BgCTsozxgzDSSvFcGkC1UQBMPxqqrKzMwMExMTlMtlmpqa6Ovr03+sdnR06BMHd911F/F4HEEQCAaDSJJ5Aa030Etfso/rieVA5N1Nu2l3b04sEASBbfvCRPr8FLJl3H77mh22qqpy40KM2aVpDEGgrc9P59DqHdPVODxW7G4rxRW5LIEW88+/yHYfxWyZ+fE0qqLi8FjpPdCCuM7X+filGNNXE8u30+pix6FWza99EzZGU5kpXpp+iYXCAs3OZu5qu4tW9/oCsdfiJzd+ogsFS7f1wtQLvKvnXXWv07LNx+iZqGEt2ObGtsmg+NcbuawQn80BKoFWV01ewdxYqiZbYymMO9Cqfaeoikp8Nkc+rVlT+ZudKIrK9dfmqJSWP9Pi01l8zeavM1/Yid1lpf9whPGLMXLJIi6fjc6d6xPQqknHCjXTCwALk5lVxYKpTK09X6FSIFaI0eJqMbnG6qiqSnqhQDZRxOm1aRZZq7xvZFnh2iuzJJcmHQWBzqHgTdvs3N91P98f/T7zOS17pMXVwn2d99VsV8iWGb8QIzmfx+aUaNsR2LQ9FWCamQGQTRZpZuP77T3QzLUTc+SS2n79LS66d92cGNagQQPNrvFb3/qWYe2JJ57YlFjwve99j3/7b/8tEybTqLlcjlwux+TkJC+++CL/7b/9NwB+9Vd/lX/4h39Y92088cQT6xYLZFnmS1/60rr3XY8f//jHBqFg6TgaYkGDBg0aNHgjeWv84mzwlqXaJ7+aUsGkXXKJep2W1euSBQYegL5fgGIaXvrb2u3TM1qX60a6SuevwMVvawIEaHZFez9qLhQoChRTYPNox7MGpakMpbEUaknG0uTE3h9EXFnAc4Vg/y/D6POQi2p2SNvv0yYm8nG49iNj5+7seU0EWRJR6qCqKnK8iFpRsIQceve0NezE8rYOlFwZ0W5BsIqkn609CVcVFaVYwRJw4BgIUryeQJW1Ln3HjgDSoiWGnC0j3Siy17KNQlDG0unG3xRAlmWuXLmiCwUAmUyGsbExgwd8NRbL8mNauGAsXJdupLHv8MOKzkLBImJt3lofaEuLC1ZkHmjrqwtALp+f297zfhbGxyjP5HF67FhsxgKmOl/ktttu48aNG6RSKTweD93d3VhViezLMyhLHdnTWSrRHM59zRvukhadTrzvfjeZn/4UJV8AUcC5Zw/2oaG611HyFcPjDYu5AGMpg1igKiq5E7PImcX3S6JIeT6H5842g0XTxMQE169f15//1tZWhoaGDDZTvb29tLa2kkwmcblc+P3+uvfV0uTEc08HSrqEYJcQHfXff8WrCYPAVRpP49zXhJKrIKdKqIqWIWDfXv/2qlkSvZaYmpoiFAqxf3/te9BisdDc3LzmPkVB5N0972a2eVYvHoad9a1zxtPjnJ0/S1Euss2/jX3hfaadvA63dd22Isn5/LJQAKCqTF9LEGh14V1np78gCPTd1sLVV2cpFzTB0xNy0FnH9ksQNVGjcyhIpby2t3g1uVTJIBQAJGZzLExk6nYWZ0oZjk8fZzw9jsfm4WDLQd0GJllM8p3r39HDdCczk3xn+Dt8bOhjuK0312FcqBRMi8XDiWHU7toMiyWau70IgsDsaAq5ohCKuGkfCNzUsaxEVVRi01kSczmsdokWk+yBzZBNFrl8fEYv6EtWkYE7IobXUilvPnFSXMzSUWSFyy/NkF5YPo8Itrlp7vYahIIl5LJCuMtrsOBq2ebTQ6n9zU78zR2muSFLKLLCwmRW98EPd3qQqmzt6hXk13rd+my+mlwSQRDwWDduc6WqKtdfmyc2tTxd52t2MnBHpK7QNj+WXhYKtJ0wcSm+YeuhlXhtXj7S/xHixTgCAgF7rdWaqqhcfmlGFxELGYWRU/NYrOKmu/fr2XBt1p7L4bay+552itkKgiRgf4sIcg0avNn5yle+ojcPLXHmzBlOnTrFgQMH1r2fz3/+8/zar/2a4XdEX18fBw4coKmpiVKpxNzcHKdPnzYU3hMrbTjX4Lvf/S7xeJxgcO0J2R/96EdMT09vaP9mPPHEEzVrX/rSl/gv/+W/bOmkcYMGDRo0aLARGmfDDW4pwUg78Slj8VkQRW2qoB4dB7UA4+qJBFcThHohn4DMLLibtcK6ZAVHQAv4La6wpXGHNyYUVEpw6bvLQgFAcgJuvKiJEtVEr8LVH2ohzFYHbLsHOg/V3XV5Lkf+/LK/fmk6i5wt474jUltk8HfA/kdrdxIbMbX4MExcmKAUZXIn55AXPbyXOrOXph0EUUDyLP/AlgJ2lFlj17VolxAXLUnsPT5s7R6UfAXRZdGFByVfIfvKjG4PYwWkQh5CAdLpNJVKbWh0IpFgx44dptZFS97wcrpUU7hWChWUdBnnzhDF4SRKUUbyaQHH1XkFS6iyQiWaR62oWJqdiHXsKsyQPDacO0MUriYWbWoE7L0BLIGqormqIieKyKkSktuK1OTQpkqsVsLdveTFDJWMST6BIOB0OhkcNFpEFa7El4WCRcpzeWypUk2A83qw9/Vh6+mhshBD8rgR3asXaJSCecD3yvXKfG5ZKFhEy4dI49ih/dDK5/Ncu3bN4AU6OztLMBikrc34OeB2u2umDuohiMKaIdNKoULphnESRq0olCezuO+IUBpPU7iwAALkzkSxhrM494ZXtapa2f0FWsZELpfD5aoVqkqFCqrKmsUnQRCIuCNE3LXTFNWMJkf53sj3UBdHa6az00Tz0VU71NdDat5cwE3O5dYtFgB4gnb2v6NL83O3iLgWA91nsjPEC3Fa3a2EHEbxwGKT6lrI1D3eBfPjTUXzpmKBoip8Z/g7xAtaDk2+kucHoz/g/b3vp8vXxeXYZV0oWKIkl7gav8qBlgMbOraVSIKEJEg1+7dJq1skCYJAc7d3w7YqG2H0bJT5G8ufvXNjaXYdbdeft80ydm7BUNCXywpjZ6Psvnc5nNkXdhgK3kv4F7+bFiazBqEAtAkCT9D8fW+xSfQeaKZ1u498uoTLZze9H/Ue86WidvVtzt9IsfPudl0w8ATsODw2ChmjvVt4jS7521tvZyo7Zfgc3Bveu6mQ41Q0X/O4pea1NbNsEKjzflmcTrhZcUgQhJr3tPG2CzXTRgDz42lTsaCQKTN1LUEupU2TtO/w11iiBVtdNWHmLp8m7qxGPlMivVDA5rTUBJYLgrDhSZMGDRqsTnUh3OFw6MLBE088sW6x4Pr16/zbf/tvdaHg8OHD/M3f/A2HD5tbw16/fp1vfOMb/Pf//t/XfZy7du3iwoULlEolvvzlL/Nbv/Vba17n85//fM31N0oqleIb3/iGfnnpMYpGozz11FN88IMf3PA+GzRo0KBBg63gjTe+bfAzTcv2Xpq7t+uXJYuVvtvvxOZYpSvb0wIHflkL73U1aTkG+38JRp6Flz4L557UJgmu/EArnosi9N5vFAZECXrfvrGDTU9p1kYriY0YLxdScP4b2n9Bsy26+iOIj9bddWmiNmxUTpWQU6sH/xqw1ylG2FYvUhSvJ3ShALRiaf7CgmmgH4BjRwDRUVW4E8DS6qI0lqI8n9M6sa0iks9mKKqWJtI1PvJyukwlmsfhMC82OhxaUX3fvn20tbVht9vxer3s3r2bcFjrrF5ZjNb3nS1j6/TiuacD39u7cN8RwWJiPSJny2RenCJ3Jkr+wgKZ5yYpz+dM9lgfW6cX7z0deO5qw3tPJ/YquwlVVSmcXyD76iyFK3GyJ+fInZxDkRXGL8Y4+cMbnD89z7UbaXL55WK7IIC1w7wwrpgUVlZbXw+CxYK1taVGKJibm+O1117j+PHjXLt2jUqlguS1mYouUnCFBVEdL3q1sLwei8VMQ8PqhTtvBlmWTcUoJVcx1deUbBkUKI2kQBL1z45yNE9xVOuuL2TKzI2lSMzlDO8Vs9tZOgbD5bLC1VdnOfXjcU7/+AYXXpgytS/ZKKfmT+lCwRJX41c3HYa8hLXOdMZ6LG/iM1muvjrLtRNzJGZziKKAr8mJ229HURW+P/p9nrz6JD8d/ylfvvRlXpx88aaOFcBRJ0/B7jI/3qnMlC4UVHN+4TwAFcX8ea23vhGskpWdTTtr1veE95hs/fpRyJYNQgGAUlGYvpa4qf2qilrj/w7aNEi17VC4y0uwKhhZEAW6qqyB6lnNyBUFn4m1X+t27XPZ7bcT7vRuWPCIz+ZqxIlcqmQI7RZEgYE7WvG3uEAQsDosdO9uoqnOZ/kSnd5OHu5/mJ2hnfQGenlH9zs42n50Q8e3RCZu/rjUWwfq5o/Ue7+sh2QxybMTz/Lt69/mlZlXKMrmt1/vXGNlXhJo4uqFF6aIjqfJJYvMj6W48MI0lbLx81UQBQbvbGX7/mZatvno2Rtm59H2VfM8Jq/EOfvTCUbPRLny0gwXX5xuhBg3aHALuX79Oi+88AIAoijyn//zf9b/9qUvfanu+dRK/uIv/kK36xwaGuLpp5+uKxSANnHwR3/0R1y4cKEmT6AeH/vYx/Qu/moRoB6pVIpvfvObABw4cIC9e/eu63ZW8tWvfpV8XhM9BwYG+MQnPqH/zWzi4GYRBAFBEBohvQ0aNGjQYE0akwUNbimiKNF/59107t5LMZvFEwxhqRPqqiOXtcmBfR9dXkuMw43jxu0mX4NQH4R3QGSvdp25CyCI0LpHmyyoIpsokkuVcPltuM06kusV3VcW6aNXjVMPS8xd1MKaTe9THX97WdUEj5mz2j9YzHDYVzsVEeoDTzNk5pfXJKs2ibEKFZOijVKUUTJlJJNiiuiy4rm7nUo0j1JWqMzkKFUVlCwhB67bWnQ7BlmWEUURtU7hWClUcLb4aG1tZXZ2dvl2RFHPJLDZbAzVscWRvOZFjqV1QRDAUr87t3gtgVJVvFYVlcLF2Nph0ysQLKJut1SNHCtQWmGHVFkoMH1ynunFdUEUqAQd3FgoMNjhxuKxYe/zG6YTDPctYKccre0EXauTfqPMz89z/vx5/fL4+DjZbJb9+/fj3Bkif25ZVJK8Nuy9xiDMlfkF+nE2LRfy7HbzY7bb7aiqSj6VRBBFnN76ft/1UBSFa9euMT09jaIohEIhBgcHdXFK8loRRKGmWCX57cjpop55UE1lPs+UKjBxaVnM8AQdDN4ZQbKKNDc3G7IVANMchvGLMUMAZyZW4PrJeXYd3VwOwRLZctZ0PVfO4bNt/DFcItzlYWY4qdsHgSYUhNpXL4LODCe5UTU1FZvKsG1fWPdvv5a4xkjSKLiemj/FjuCOTXm1L+FvduIO2A0FZau9fshsSTEXZsuKJuD0Bfo4NX/K8DcBgd5AbbaHIissTGXJL36fhNrciNLqvRdH24/ikBxcTVxFFER2hnayv3l1+7hbTaGO+Fhvfb0IooDdZa0Rxyx2yVDMFUWB/kOtZJNFCtky3qDDIE7Vs5Rx+exEev1MXU2QnMtjtUtEev0EWm7Ogi6fNn+NrFx3uK0M3hlZ1c7IjBZXCy3dm3/N67dfp/vd6al/btW6zUd0PG0Qa7xNDt2iaSXlkkxyLo9kEfC3uGrsjVKlFF+78jVdIJhITzCSHOEjAx9BFIzvBW/YgcUu6WHUS4Taa6cAohOZGoupcqFCbCpb894WJVGbvFlHRkEhU2byslEszMQKzI2maLvJ3IYGDRqYU13svv/++/nN3/xN/o//4/8gFosxNzfH9773Pd7//vevuZ8f/vCH+v//7u/+rukUZz36+vrWtV04HObBBx/k29/+NsePH+fq1aurhiNXF/l/9Vd/lePHj9fddjWqH6PHHnuMBx98kP/3//1/AfiXf/kXFhYWaGpq2tS+GzRo0KBBg5uhIRY0uCXIssLExTjRiTSCIBDu9NA51LJ6QUWuaJ78M2e1QONQHww+qFkM1evaj49oYgGAN6L9W4GqqAyfnmehqjuwpcdHz94m4w99dxM0D2i5BUsIAnTdYdyhiTe4tl5/fN3S6qKyoktStEtIAbsmglSHOiduaJZK21Z0HYqilmcwflzbxhmC7rs0O6ZVEO0SSt7YvSMImIa56n+XRKytbsrzOSpxo9hQiRWozOXIOStcvXqVdDqNw+Gg092Kj9p9LhWUh4aG8Pv9LCwsYLPZ6OjowOtd+0e+5LFh6/YaBAvJZakJtK2HnKgjluQrpkG8G0VOmndTLoyloMpaRbRJEHYi3NaCp9mFnC1Tns8h+e01tki2Ti/luZxh8sS+3Tw4+GYwC4mLxWJks1ncrW6koAM5VtAmSYKOGnFF8thw9AcoXkvoHfy2NjfW1uUfcqFQCI/HQyaz/P6TJImQz8fpH32PXFIr4PjCLQweuQfrYqFflVUq8znteQo5tEmWFYW50dFRgy1QLBbjwoULeiicYJWw9wcoVBWJRIcF+3Z/3W7XigoTK4tK8QKzoyna+wP09PSQz+eZn59HVVVcLhe7du0y5C8AxKZri/qZWIFSoYJtsYtfVVWKxSJWq7Vu+PFKur3dnC2eNaw5Lc5VMw7Wg9UmsetoG9PXk5r9h99OW5+/JpS2GlVRmVqRGwAwdTWh++1PZmptm0DLBLgZsUAQBYbuamNuLEU6rlmptG73152E6PJ0YZNslGRj4XdJDGh1t3Jf530cnz5OUS7itDi5u/3uGnsVRVa4dHzG0Dk/N5Zm6K7Iqt9vkihxR9sd3NF2R91tXm/cfrupmObZgO1UPToGAwyfnDeuDQRNBVq3324q4Ic7PczfSJGr+hz0NjkJtroQRIHuXU2w66YPdfk46oRi11vfaH7MVhGMuPGEHIbXoNO7ugWP5snfwcxwkmKugq/JQcs2n+l9iM9kuf7aPIqsCQt2t5WhI20GK7Xz0fM1kwTRfJSx1Bjb/dsN65IkMnC4lZHTUfLpEqIk0trrI9xVe7zlOk0HpYL5+hLFfIXojTTlkkygxYW/xWgxlI7XngeAFli9iilmgwbrJl0oM5MskC3JuG0SEb8Dr+Pn19ZKVVW+8IUv6Jcff/xxbDYbjzzyCJ/97GcBrVC+HrGg+lx1+/btq2x5c3z84x/n29/+NqBNF/zH//gf6267NH1gsVj45V/+5U2JBcPDwzz//POA9n3y2GOPsX37doaGhrh06RKlUol/+qd/4nd+53c2cW/enKRSKZ544gl++MMfcvbsWaLRKOVymaamJnbu3Mm9997LRz7yEXbv3r3qflRV5Zvf/Cbf/OY3OXbsGLOzsxSLRZqbm7n99tv58Ic/zK/8yq8Y8u9uNeVymX/+53/mySef5NSpU8zNzen3LRwO09XVxS/8wi/wwAMPsGfPGztZ2qBBgwbroSEWNLgl3DgfY74qVHRmOImiqGzbu0pBa+RpmDq1fHnhGlz8Dhz4WH0LnnrrVSTmcgahAGBuLEWo3V1rZbDzg+B9BWLXtUDlzkMQ6DZu0zwIwz/V7IeWEERtuqEOtk4vSq5CeTKDqqhILgvOPWFteGD8pdorTLwM3Uc0gcCwI1dtfsIa2Lb5kE/PG+xYrO2e2nBlE+SkeadlIZblzMJlfYS4UChwLT/GkLcHV1rbryCA1OSgcCUOsoql1UV7ZzsdHR0bOn4Ax0AQa4uLSqyA6LBgbXWt6itfjeC0QMl4PwRJWNf9r4eqqKCoIAmIdQr4otNSd6IkdzZKeWZ56sAxEMRW5XktWEXchyPadEe+giXkMJ1quFnqjYAvrYs2CXGNAEr7Nj/WiBs5VUJ0WQz5F6BNkOzfv5/x8XESiQROp5Pu7m5GXnlRFwoAUtE5Rk6fYODOo6hlmeyrswYLKnuPD8eAMXCuelJliWQyST6fx+nU3tv2bh+WkINKNI9gk7C2uAwB3ysnOEpeGyzUFpbSi4U5SZLYvXs3xWKRSqWCy+UyLbiJkkkhURD0YmkikeDy5cvkcjkkSaK7u5uenp41C5CHI4eZz88zk50BNN/7d3a/E4t4c1/nqqKSS5Wwu6yEOz24A/Y1j0WWFdOg2VK+omfLe+tMbJlNQZSVMi9Pv8y1xDUsooXdTbvZ37y/7nFIVpG2HYF1FfuskpX3bHsPP7nxEzLlDKIgsrtpN7tCy9Xm3eHdDIYGyZazuK1u08c0Np2tsdjJxArEZ3I0dWw8rPaNxGqX6NoV4sa55ckQh8dGW59/lWutj3CnF5vDQnQig6qqhDs9+DcYPi9ZRXYebSc6kSGf1gSspg533YmwJVulckHG1+ykqb3+tmb4m50E29yGiSBvk6PGYmj+RpqZ4SSVkkKg1UnnzhDWKsFXVVVmc7Mki0naPG03NfFjhigKDN4VYWEiQyZe1Lz6u4xBzGY43NbVz8EARVEZORPVhQKAYrbMxKUYfbcti3srw5qXyJRqMyhAm87ac18H5YKMZBXr2gUFWpzGoPWq9XrkUiUuvjilT03MjaZo6wvQtWtZ6KuXy7DpvIZCajE/KwzOtYNQG/xsoqoqx4YX+MKxMX54YRa5SniVRIEHdrfy2F09HOltesPExTeKZ555htHRUUCbvnz44YcBTTRYEgu+853vEIvFCIVWb3qqfuxGRkZW2fLmeP/7308oFCIWi/HFL36R//P//D9Nn7fR0VGee+45AB544AFaWjbX+PD5z39et+k8evSoLoQ8/vjj/PEf/zGgCSo/K2LBZz/7Wf7X//V/JR6vtYScnp5menqan/zkJ/zpn/4p3/ve93jPe95jup8zZ87wq7/6q5w6darmbxMTE0xMTPCtb32L/+v/+r948skn2bVrC7sK6nDlyhU+9KEPcfHixZq/Ld23s2fP8tRTT/FHf/RHXL16lR07dtzy42rQoEGDm6EhFjTYchRFZcHEoz86nqFnd1P9H++z52vX4qNal33LThh7EQpVPyJt7lUL9EukTAp/oIUE1ogFkkXr1u88rP2/GVYn7P8YXP8ppCa0XIXt95FSnaQnJ3G5XAQCAWNwnijgHArh6POjlhUEp0X7u1yBsknwYLmg2TFlYqBUwNdRKxwsoarL2Q1mh9vsQjjYqmcKWFtcWDs8KIpCPB6nVCoRDAZNcwWkOnYHibJJYLEAyUCJlt29KLkySq5Cocr7upIoouQrOAdX/1FghiAI4LUwl06RjCVx5p10dHToBeHVsPcGyJ+aM4glth7fusWGlZQmMxSvJ7RQZa8V+0AQi99OpWrCQHJZaOv2cf2UsbPW4bHhKMgUZpaLUaqiUrgcwxJ2agLD0n0WBaw3aauhKipKugSigOix1vzoCYfDho5/QM+N2Aiiw4K41C2/KJAIVcVym81mGAUvFwqko8bHBiA2MQ53QvFGuiarojiWwtrhMUxX1PvxvXJd8tgQ3VaUdBmlUEF0a4+Fc28YcTSpCQlWCVu3Vytijdb6/6/09rbb7XUtlkCbXqq2MgIItbmx2iQqlQrnzp2jXNbuoyzLjIyM4HQ6aW1trbtPAIfFwYd3fJi53BwFuUC7ux2rdHPdi3JF4fLxGTJV3bct23ymhUW5opCcy6Oi4m924vLbya2YrvE2OXTbkt1Nu7mwcMFgnxR2htnm21az76fHn+Zq/Kp++cWpF1FUhYOtq1utrZdObyeP7XqMRDGBy+LCYan9zLOIFrw2L2ejZ7kWv4YkSuxq2sVAcADA0OVeTS5ZomnjOugbTmS7Zt+zZOcTiNRazmwWX9hpmi2wESSLSOu2tYvt+XSJCy8sF4yjE2lSUS+9B5rXfVuCILDj9haS83myiSJOr41Aq/HxWJjMMHJ6+bNr/kaaQrbMzrs1e7GKUuF7I99jPD2u7ROBO9ru4PbW29d9HOtBkkRaeny09GzpbsmnSzV2QQCpqPE8qtPbybXEtZrtOr2ddfctCMKaGSi+sJO2vgDTw0lQVQRRoL0/gCdYf9pl6mrCYK8EMDOSpLXXp09xeYJ2/M1OklVB7habpOdcbIiR57TzUXXxNjtuh/531VpHNviZ5txkkk9+5RRXZs0FMllReersDE+dnWGg1cOfP3KAPR03L8S+Vai21/nQhz6kn1fefffd7Nixg2vXrulhwr/927+96r527NjBmTNnAPjrv/5r/s2/+TfrOv/fKNWTD6Ojozz77LPcd999NdtVF/k//vGPb+q2zCYvlnjsscf4D//hP6CqKq+++ioXLlx4XQret5Lf/d3f1e2VQGu8OXz4MP39/TgcDubn5zl16pQuMC0FYa/k2Wef5f3vfz+plHaebrFYOHToEIODg1itVkZHR3n++ecpFApcvnyZu+++m2PHjrFzZ21u1FaRTqd55zvfyfi49r0viiK33XYbO3fuxOPxkMvlmJyc5PTp00Sj0Vt2HA0aNGiw1TTEggZbj6qahoqqqhbLWf/nVJ2/CAJY7HDwcbjxEqSntRDkrjs1wSAb1YKJvW2mBfN6AX6mgX/Tp7UfgsU0+Nq1H4A+E49xb0SbeFi8X5cvX2Z6+oT+53A4zO7du2usSQSrhFBt6yFZINgDcaMHOu5mOP2PkF7snHb4Ye9HtPu9hCJrEw5Tp7T/bx6EgQc0MWMFlpDD4C9fKpU4c+YM6bQm6giCwMDAAO3txvtqaXbVFsK9VixNVqiTTyt5bUheG5kXp2r+Vp7I4OgN1ITnquUylXgcyedDNBEtFEXhzJkzJJPLYtHs7Cy33367LnKUSiUymQwul8sgfFjDTsTDEUqTGVRZwdrqxtK8uR8ZlViB/IXlLlw5XSZ/OornrgiVaAE5VUR0W7F1ePBYJRQVpq4lKBcq+JtddO8OIZuEh6qqtm/bFnYmy+kSudPzugWVJWDHub/ZYHnU3d1NNptlfl4rftntdnbv3o2gasV5OVFAdFqxdXkNQoYZalkhfylGZTarBX+2unAMhUxFGdEiIYoSyorsj6U8E6VOQVZOFg1iQSQSqekyMxO+5GyZ/Ol55EUvdot/8bGwSzh2BGHHcmeoRVXxt7hIzi2HYFtsmif6Rmjb4QcB5sfSKLJKqN1N55B2O7FYTBcKqpmbm9PFgkpZZvxCjNh0VrPt2OalbUdAD6drdZuLChWlQkku4bQ4193JOH8jbRAKQOvObe7yGixYsskil4/P6NMEFptE51CQiUsVfc1qt9CzZ1lkcFldPNz/MGeiZ4gX4kTcEfaE9yCtsHPLV/Jci9cWH89Fz60pFqiKSjKaR6loAsZqHdaiINZYC63kxakXOTN/Rr88lZmiLJfZHd5tnncDuAK1kz/5dImFKU0kCXd46nrNv9E43FYc243HlokXmbwcI5vUchk6B4OrFmzfaKavJ2sKxtHxNG07/Kt6+a9EEAQCLa66+QezJkJieqGg5SH5bFxcuKgLBQAqKi9Nv8SOwA789jd/odDmtJhaU608jxoMDjKWGtPzSAQEDrUewpp3kcrm8ZrY1q0HQRDo2hWiZbuPfFp7TG11wteXMMuaUBWVQqasX1cQBPoPtzI/niEVzeNwWWnZ7jNYK62L1BSMPm9cmzwBod5lS8wGP/M8d3Wef/eFE+RMJuvMuDKb4ZG/PcbfPn479/SvX8B8q5LL5fj617+uX37ssccMf3/sscf40z/9U0ArvK8lFnz4wx/WxYILFy5w11138b/8L/8LDz30EB7P1k70ffzjH9cnHz7/+c+bigVLRf5AIMAHPvCBTd3O888/z/DwMKCJFB/96HJOX3d3N/fddx9PP/20fhz/6T/9p03dzpuBz372swah4JFHHuFTn/oUnZ214vK5c+f43Oc+Z5pLMTMzwyOPPKILBR/72Mf4f/6f/6dmYn12dpbf+q3f4hvf+AbJZJJHH32UkydPrtvuc6P8/d//vS4U7Nq1iyeffJLBwcGa7ZbEn//v//v/Vm02atCgQYM3Cw2xoMGWI0oigVaXYZQftK5aURRQFYXk/ByqquBvbkVc+vJu2wdjx4w7a9qhCQKgWQ71v3P5b+U8nPxHzb8fwOGD3b8IPqMpRbjTw+xwyhC26PDYCK2wFiA2ApeeWr6cmoIz/wx3/bYmVtQhkUgwPT1tWItGo8zPz6/ZJQzAwHvgzFcgvziW6Qxot5es8pMvJDVLpkO/vty9NvocjL+yvM3cRW0aoToYug43btzQhQLQTmCuXbtGc3MzVmtV57Yk4Lq9hfJ0FjlVQvLasLa5sasylpHrNdMF1ffXLDxWVVTUimIQCwqXr5B59hnUQhHBIuG87SCuO+8wFDrj8bhBKABNHJiamqK3t5fx8XGGh4dRFAVBEOjo6GDHjh36PiS/HecWhAOXTXzo1YpCJVZctBEyduQ3d3tp7jau5W3mJ6uCbXOTDmaoqkr+/IIhq6KSKFK8EsdZVciVJIk9e/aQz+cpl8t4PB4EQSB3YpZKfEkgylOezuC+o21VwSB/KaZbK6GqWuizIODcXRvMJlmstGzvY+b6FcN6pF87uRbdVjAJeFYdAqOjo7qdUUdHB4qiMDU1hSzLhMNh00C6/PmoLhQAVJJFCldiuPbW/mgXBIH+Qy1EJzIk5/PYXVpo7kbtKgRBoH1HgHaT8MyVIqLZ+vCpeRIzmmAhlxUmLsVhcZ9mqKrKa3OvcXLuJCW5RNAR5P7O+2nzrG3Sk4kX665XiwVjZxcMtkOVksz8jTT739FFci4PAvhbnEgrvPs9Ng93t9+96jHIiowmJxtZCiCuRzFf4fLxaQqLkyiSVWTH7a34NykIluQS56O1U24n506yO7ybYJsbb5OT9MLy69MXdhJcYdcVn8ly7cScXnSdvpag/1ArgdabmxZ6PSgVKlx+aVovvqfm81yKF9l7f+fGi6uvE4WM+eukkClvSCxYC6WimK8v2vbUy+iYyEy8JcQCq02idZuPmSoroKXu/mokUeLB7Q8yl5sjUUwQEpuZOZ3jQlK7/zanhf7DrXXFtbWwOy3rfq25A/YawUCUBJy+FZZ4kjalsp5JlbrEhuuvN8SCnwvOTSY3JBQskSvJ/LsvnOAr/+7Iz/yEwZNPPqn/xmhpaeHd73634e+PP/64Lha89NJLXLp0iaGhobr7+/3f/32eeOIJvev8zJkzfOxjH8NqtXLgwAEOHz7MoUOHuPvuu02LtBvhyJEjDAwMcOXKFb72ta/x13/914YphhdffJFr17TGhkceecR0Kns9VE9ePPTQQwSDRjuzxx9/XBcLvvjFL/Jnf/Zndc8d38zE43H+5//5f9Yv/+Zv/ib/9b/+17rb79mzh09/+tOmf/vjP/5j3X70f/gf/gc+97nPmW7X2trKV7/6Vd71rnfx05/+lLNnz/K1r32NRx999CbuSX2WcicAPv3pT9d9DQqCwOHDhzl8+PAtOY4GDRo02Greet86Dd4SbNsXJhBxLSbpCgQjbnr2NJFPpzj5/e9w4dl/5eJzP+W1p75FJr7Yor7tHi1M2GLTQoRbd8POh+rfyPAzy0IBaB6yF77FyrEGi1Vi59E22vsDBCIuOgaC7DzaVlPQYsYYGgpodkALK7pdFVm7LUUrDqwsYi+RSCTqH/vSNrM5rpwvcUn5ALPhh1H3fQzu+HeaF+5KMnPaxMMS02dqt1m4BqXagvZ6jk2WZb1boxpBErF1enHuasLW5UWwiFitVvbu3at39NjtdgYHBw0nu5YmE1sjtxXBsVwsl1Mp0j/+EWpBK1aqFZncK69QGhk1XC+fN7FqWlzPZDJcu3YNZfH5UFWViYkJFhYWTK9zU9RrlNxAA6X2GK6wyfFakUIOxsbGePHFF3n22We5ePEipZJ5h/0SpVKJ2dlZYrGYfv8B1KKMbNJtudKffwmn04nP50MUReRYoUoo0FBKCqVxc49qAFVWtImClbc3k60bJLztwEG6du/D6fXh8gfZfuAQHYPamLWt21uTKWFpdXJ+9DIjIyPE43GmpqY4efIkkUiEo0ePcu+997J7925sNmOBSCnKptkblXnzxwK0olJLj4/+Q61072ravK91HUKhkOkPzLY2rbBfKlR0oaCa+bH6z8FwcpiXpl/SA3zjhThPjTxFWV692A7grNPxXt0Jr8hKzfQBQHYxuD3U7ibU5q79XF0nHpuHVletuNoX6DPZepmJizFDoVguK4ycnq953ZXyFebGUixMZpBl84IvaGKBrNYWgfIV7fWy5Bffd3sLbf0BdtzeysCdEYNVjaqq3DgfMxyDqqiMX4zp1gVvZhYmMjVd+kpFqcn+2SiqopKOFUjHClv+OHhCtUVpQRTqhhOvl0KmzI3zC1w/OcfCZEY7r1mBzWnRi+J1MzqsW5tbcCvp2hWi97YWgm1uwl1edt7dVnfSosXVwkBwgPjVksGOrJSvMHI6+rq83jsGAjX2Rp1DxhyJLcNWp4vZ/tbKK2mwOVRV5ZNfObVhoWCJXEnmD79y+i3xPXAzVBfCP/axj9WEzPb29nL06FH98lJYcD0CgQA/+tGP2LvXaD1bLpd55ZVX+MxnPsOv//qvMzQ0RHt7O3/wB3+gF/Q3w5IlUCqV4pvf/Kbhb9XHulkLonw+z1e/+tWa26vmox/9qC5STE5O8uMf/3hTt/VG83d/93e6cNTT08Nf/uVfbmo/8/Pz/OM//iMAfr+fv/iLv1h1e0mS+LM/+zP98tJ1bwXVv52bm3/2J4caNGjw80NDLGhwSygLRToP+Dj47m4Ovrub/sOtWGwSIydfpZBdLjiUCnmuv/qSduIsSrDjHfC2T8K9/z/Y9QFTSx2dlUV80Lrzc7VFYpvDQudQiIHDEToGgxv7EVl9Uj91Co79NRz7Gzj+GZi7VNc302yE0nD4kxmuvDxDYiZHaqHA2KiFG9NezUrJ5q69gmhZMeFQ58fGOn6E1Dvm1TpkVFWlkixSns2ilGQCgQCHDh3innvu4ciRI7qFkaqoVGIFzYO/qtgo2iWcu40hb6XRUS0oeAWlEWP3XiAQMD2mQCBALGbuh3QrxAJrW+3zIlhFrCbBnYVCgVQqhSwbf1RKbivuQxGsETeS34Z9mw/XwVYmpyYZHh6mWCwiyzIzMzNcuHCh7rHMzc1x7NgxLly4wOnTpzlx4oQuLgiSaGoBsdL+yYzqaYT1rG8WUZTo2rWX297zfg68+7209Q/qrw3RYcF9VxuOHQFsHR5ce8MUOyw1wlylUmFyUutkjY6PcfXlFxk9c5J8ZrmoLkhCncfi1owjr4el0OempiZEUcTlcrFz50495K+ewKLUWQcMXv9LFOUiY6kxk62NtGzz1RTb/M1OfOHlzwNBFLCa2IFY7RbzMOdN8M6ed9LsWv6htc23jSPtR1a9TtJEACvlKxSqJkkWpjKc/sk4o2eiXH9tjrM/nTD8vRq31U2To3Yaptu3HHQvigJN7R66hkKE2t01Hv9KRTVMsi2RT5cWI2Y0ixSzcOjNIlcUFqYymhhSri+GrHdfpuuriCxrkc+UOPP0BBdfmOLiC1OcfXqy7nOwGdr6AjhXhMB3DoXWtLBZjWyyyLnnJpkZTrIwkeH6a3OU8hXCXV59ws/hsdF/qFX/jNkT3oNdMgoUEXdkVS//NxuCIBDu9NB/qJXeA83rsp9KztW+D3PJImWT/IOtxu6ysve+Trbvb6ZzZ4g993Vu2DZu3bTs1Gwhq7E6IbLv1txegzcVx4YX6mYUrJfLs2mOD9fx8fwZYGJigp/85Cf65ZUWREtUF8i/8IUvGBpezNixYwcnTpzg7/7u77jtttvqbjc9Pc1f/uVfsmvXLv74j/94zf3WO7al89FqcaBYLPLP//zPAPT19RkEj43wjW98Qy8wh0Ih3vve99Zs4/V6+eAHP6hfrhZg3kp8//vf1///E5/4xKbtd3784x9TLGqC9Hrtp+688079t3h19/9W0929fH74mc985pbdToMGDRq83rw558kbvGXJlXP8641/1T17u7xdvKP7HVhwoaoqidmZmutkEzEqpSJWu2O50L0er22r09hpv3S9VSyDViWypzZk2WKH8KKtSWoKLn9v+W/FNFz4FuFDv4HX6zXY+jidTiKRyKo3N329diJhbixFx0AAS9cdcOWHxj+232a8b617YPxl4zah7evqcOvq6mJhYcFQyG5tbcXtNhEp0Kx2cqfnqcS0zmJBFHDsDGFr9xg6huRMidypZZ980Snh3NOEaLcgBew1RVvBZm4PsXLd4/HQ09PD2Nhy4TMUChGJRJibmzPdx8oO87VQFIXJyUnm5uYQBIG2tjYikYhB3LAEHTh3N1EcTqLkK0h+G47BkKEIrygKV65cYWZmBlVVsVqtDA0NEQ5X2f94bbhWhMdOTdVmPMTjcfL5fI24U6lUuHz5suFHUCaTYWxsjP7+fk3AaHdTWtEJbO9eu7tVqlMYkoL131eCJGKNuDXroSqsbe5N+VYDiDYJ+/blokxxunbqBTRR5vqJl5kbWRYPZ69fZc/b34U7ENQmYTo8NZMRtm7zDuBbgVKSqSwUECQBS5NTs/dyudi3z7zAZHdZ8QQdNZ38TSut06oQhbWtjephtUvsvqdDD2v1hhw0dbiNIe2CQMdAgNEzxnC29oHlMPdssqgH5Yba3KbZAXJFIT6TRa6oBFtdBpHCb/fzkf6PkCqlsIgW3Nb693cJu9NSE8gqiALWxckURVYYO7tgEGBK+QqTl+P0HWxhJYIg8I6ed/DU8FNkytr7J+wM87aOt615LEuIFgG720pxRTHc6bWRiRcYOR2lmC0jiALN3V56djdt+n0Ci1kSL83oj4NkFRm4I4K3KqdGLivMjCRJRQvYnRZae311LWKCbW6mriZq1kORtZ+Peizd5yUKmRJj5xYYvHP178n1or2G20nM5ikVKvhbnDdtPzR9LVljOxSdyLL/Fzrp2hmiUpZxuI3B8X67n48MfITT86dJFpN0eDrYG9677vyQtypWu0QxZ3ysREnQAuNfBwrkuWo5y0J5gZZsC3ude3FZb4Hll8UOtz0G4y9p54TuZui+qzFZ8HPCF4+vLb6vdz9H+mpF6Z8Fqgv/Q0NDHDp0yHS7Rx55hN/7vd+jWCzqAsM73/lO022XsFqtfOITn+ATn/gEIyMjPP300xw/fpzXXnuNM2fOGKZxy+Uyf/Znf8bExMSGC+09PT3ce++9PPPMM/zoRz9iZmaGSCTCt7/9bX0y22waYL1UH88jjzxS9/fK448/zpe//GVgWWDw+eqfx2/ke+aZZ55Zc/uenh7d+mmzvPTSS/r/v/3tb9/0fo4dW7YpvnLlCr/zO7+zrust3cd4PE42m637O/dmePTRR/n7v/97QJukeOWVV/jVX/1VHnjggVXttRo0aNDgzU5DLGiwpTw78awh3G88Pc6zE8/ynu3vQRAE7C4XxZyxoChZrEgCcPVHMHNGEwxa90DfL2iWRPXoPAyX/sW41rJLyzbYDKFeLSB47AUoZsDbCv0PLBfo50y6vFUFaeEqBw4cZmpqinQ6jdvtpr293eD9b0bJpFNbVVQqJQVL+0GQ7DB9CpQKtOyGjtuNG2+/T8somDkLqqzlOwy8Z1131efzcfDgQSYnJymVSoRCId0CxfRYb6R0oWDpOAsXY1ibnYYO7cLFmKEDXcnLlKeyuG83z26w9/aSdbtRssuvCcEi4di9u2bb3t5eWltbSaVSOJ1O/H4/giDQ3NzM6OgohcLy8VksllXvjxnDw8N6QBVo9lKVSoWuri7DdrZ2jzZhoGhd6yuZnp42ZFiUy2UuXLjAkSNHVn1N1BtLN+uKymQyNXkRoJ0ML+EYDCE6LJRnc1rxtNNjmIxQVZVUKkWxWCQQCOg/ViS3FXuvn2KVZ7Ul5FgzfNkxFAIByov2OdY2N46B4KrXWVhY4MaNGxQKBYLBINu3b6/pOlIVFTlRxCs7EFQBVTA+Ti67jdlLRksuuVJm8vIFBu7Uur4cA0FEh6RlKoiC9hwu3p9sNsvk5CTFYlF/H2ylL2w5mid/Zh5V1o5bdFpwH2xBXAxYV8sypfHMcjh2txfRbqHvYDPXT86TiRUQFjvZOwbrP547Qzu5ljBOW7mtbrq9yx1PiqwQn8lRLsr4m52GTmyrXarxJV9JS48Pm8NCdFGECnd6dA/+meEkN84vT/NMXomz8+42Q5B8PlPi0oszlIvaa/fGeYG+gy2Eql6XgiBsyNu9bUeAayfmDBNVrdt8WBanx/J1OvjTsVpLpSXCzjCP7XqMmewMkiDR4mrZ0I9wQRDo3hUyZBYIokDHYJBrJ+b0or6qqMyNpnB6bLRu37xNzdi5BYNgIpcVxs4tsPuedgRBQFVVrrwyQ3pBu89pIDadZdfb2nH5ar9j3X472/aFGb8YQy4rSFaRrp2hTVv6yGWFjMnjnZzLoSrqhoWSZDHJfG6ekDNkCKsWJZFQ+9YVAkwnH1SVQraCv9mpC1Ir8dv93Nt575YdxxvJ0vfSWq//SJ+fsbNGIbGlx/e6iAWFSoGvX/m6Lu6Np8e5lrjGIwOPYJVuQai4wwf979r6/TZ4U5MulPnBeROL0E3w/fMzpAtlvI43Z+j9zVDdib9aQT0YDPLQQw/pQchPPPHEmmJBNdu3b2f79u382q/9GqBZ+zz99NN87nOf4xvf+IbheD74wQ/yi7/4ixu6Hx//+Md55plnkGWZf/zHf+QP//AP9fsmCMKmxYKVlkKr7eeBBx6gtbWV2dlZ3broN37jNzZ1u28EqVTKYCPb29u76X1VN1S98sorvPLKK6tsbU48Hr8lYsG73vUu/uAP/kC3Rjp58iQnT54EIBwOc/ToUe6//34efvjhmt+UDRo0aPBmpiEWNNgyKkqFkeRIzfpIcoSKUsEiWugY3MXwSeMXfPvgTsTRZ2DyteXFqZNaAXzoffVvsG2fZl00+RrIRQgPQvfqlhVr0nEQ2g5oBXrJapxwEOrYlogWLBaLYQxxPfibnSxMruj8dlmxuy3a7Ub2aP/qIVlg8D2w452gKqsLKyZ4PB49hElVVEqjSUpTWtHeGnFj7/XrRZzKQm2hR1VUKvEi1kUvY7WiUEnUBqVWYoW6BSHBZiPwix8me/w45ekZpGAA9+HDWEKhmm0B3G634URPlVUkRG677TbGxsZIpVK43W66u7s3FDomy7JpZ//4+LjpiZ0gCFDn5RCNRmvWZFkmHo/T0lLbybxES0uLYXICtDFkMzsru92uFwGrqb7Pgihg3+7Hvt2PnC1TnslSGk1hjbhRrFpA3JKtjyiKDA0N6QHVjr4A1ogbOVFEdFqQgva6xSKlUKE0lkLOlJG8Ntx3tyHaLWsWABOJBGfPntXvw/T0NKlUikOHDunFeqVQIffanB5O3JcLM2qPUrFr12lqaiLgdmP2871QNekjiAL2bX7s24xF6Ewmw2uvvaZP2ESjUeLxOHv2rPK+2wCaqLagCwWg2TkVriVw7WtGlVWyJ2aR04tFyfk85Zkc7jsj2F1Wdh1tp1SoIEoCljVsk7p82hTXq7Ovkiql6PR0crTjKBZR+5ovFSpcOjZt8Pfv2tVEW9/G7DoCra6akN5ySWbiktFWoZSvMHklQe+BZVuhiYtxXShYenzGzi4QaHXVWPmsl1Cbm6G7IsyNpZErCqE2N+GuZWHL5tReiyutnapFDDNEQaTd076pYwIIRtzsva+ThakMggChdg+FbLlmCgIgNp3ZtFigKqppIT6XLCJXFCxWiUy8qAsFSyiywuxIku37zf11W3p8NHV6KOUq2FyWTWdRgCaqSlaxxh7JYpc2lPeiqirHp49zau6UHoa9M7ST+7vuvyWd+56g3eDDD1q3vNu/dYHJb1YUWWH8Ypz58TSoKqF2Dz27m0ynhQBaerxYrCJzY2lURSXU4aa1Z/k1rSgquWQJq11c8723US7FLulCwRLJYpJriWvsbNq5pbfV4OeXmWQBeRUrwI0gKyqzqcLPnFiwFFYM2nnyr/zKr6y6/eOPP66LBU8++SSf+cxn8Ho31/DldDp58MEHefDBB/na177GL/3SL+nndp/+9Kc3LBZ89KMf5X/6n/4ncrkcn//853n88cd1S523ve1tmy58f/GLX9SbgHp7e7n77rvrbitJEh/72Md0n/8nnnhiVbHgf/wf/8c1b/9v/uZvAGhvb+fDH/7wqts2Nd3c9Ev1xD2wLuugetTLB9wIZk1WW8Wf//mf8/a3v53/9J/+Ey+++KK+Ho1G+da3vsW3vvUtPvnJT/LhD3+YP//zP6enp+eWHUuDBg0abBUNsaDBliEgIIkSFcX4ZSyJEsJiRSCyYwCrw8ncyDVUVSXcvY3m7h54/vu1O5w9DzveDYkxiI+A3QeRvWCrKlS17tb+bSWiCKJJMSCyDyZe0QKO9Ttn1Txsl0hNQfQqWF3acdlWFHrjozD8NGTm6LE3U7buJlXW7GgsNontB8IbL3pIN/82Ll5PUBxdtnkpjiRRKwrOIa1oLzgsQK0QIFb7QYsCglVEXVEQEm2rF4SkQADfe9Y3EbGEqqgUrsQpT2ZQFRVL2En/zj7j8WwAWZZrsgVAmwrYKCuD3JZYa9Kkp6dHDyxWFAW/38/OnTtNXw9Op5PW1lZmZpZtvQRBMBWsyrNZ8mejeuN1cThJtKlgOPFWFIXLly8TCoX045TcVqQ1gn3Vskz2lRmUgvbYVWIFynM5PHe2wRrF36mpqRqxI5vNkkgkdO/+wuW4LhQA+Fxe9ti8FAftuFwuvF4vlWIRQRRRV0xgeJuMNk9mjI+P1zzv8/PzZDKZm/pRs4SSr+iPTTXyor1QZT63LBQsXadQoTyV0YWNjXiuD4YGGQwNmv5t+nrSIBQATFyK0dThvilfd4B8qoQi1xZRVhZazbr5y8UKxVx5TcuYfLrEwlQWAWjq8BjCl31hJ76weQ6L1SYR6fUzfS2hrwmiZql0q3F4rHRUTdfU828Xb6IQj6AJIisn1Sx2SS/wm02xrba+hCSJNTkAm0EUBVq3+5m6Ejest/X6N/R9N5ub5eTcScPaxdhFevw99Po337FYj/b+AKlofvl9Iwh07WrSp1Z+lhm/FGd2ZPk7IjquiQBm1l2gff80dXhoMplAS87nGT45rwuFoXYPvQfCN/e6ryJdMg9+r7feoMFmyG5hxgxA5nXI83i9qbbXUVWVbdu2rfu6uVyOr33ta/qkwM3wkY98hF//9V/nc5/7HKBZ2FQqlbrn52Z4vV4+9KEP8aUvfYkzZ87w7//9v9eLzZsNNgbj5MXw8PCGvgOff/55hoeH6woVf/3Xf73mPpbEgv7+/nVtfzOsFH5u5ty6ulHsL//yL/m93/u9mzq2W8H73/9+3v/+9zM5OcnTTz/Nc889x3PPPafnz6mqypNPPskzzzzDiy++yMDAwBt8xA0aNGiwOo2A4wZbhiRK7AzVdnHtDO1EEpd/XDd1drHznrez695foGVbryYkmFmwqCpc/QGc/SpMvArXfwKv/j0UbrK7QK7A3CWYPq3ZDdVDVWHyBLz0t/D8X8CNY9qkgzeihQ37O2H/Ly171d44DieegLEX4dqP4eW/g2xVyG4uBme+CqlpUGQs+RkGnc8wdNDNwB0R9r+zC1/TKoHOtwhVVWu87QGtEL9YALT3eGs6xS1hJ1KVhYUgCth7artjbdt8W971WRxJUlosXgBUonnyZ2s7+teLzWYz9QHdTFdNR0dHzf31eDx1Q5qXkCSJoaEhjh49ytGjRzl48GDdIGqAwcFBBgYGaGpqIhKJcPDgwZrb0ESVhOHtpSoqhavGoh1ogslS4BpoQkBxNEn+XJTijRSqSehpaTpbUwxX8hXN7mcN6nX4VK9XYrWhmWIJWgJhvE43yCpWh4Nt+w4atnF4fHTsXFtErB6PXm29XJKplOv/sM9n0kxcPMfkpQsGmzXRJplP1Cz69Cu51ydMGjDtPlcXu31vFofHano/HSsEgOoC/xKiJGKzr/4DPjaV5dyzk0xdiTN5Jc7ZZyZIzObWfXydQ0F2HGqlqdNDyzYfu97WbhAXFFlh6lqCCy9McfWVWVImocn1kMvKukNcPUE7LpOcgNZtm7cg0rIkau2p2vsD+nPibXKYPj8+k2D2W0XHQIBt+8J4Qg68TQ62728mssGplmqLw2om0hNbcYg12BwW9tzbQd/tLfTsCbPv7Z039Vy9VVBVleh4baE9Np3dcHi2LCtcf23OMFEUm8owM2yeQbMZOrwdG1pfN4oMcxdh7BgkJ83PUxv83ODeYpHQU8fG7K1KqVTSw383S3Uh/WZ58MEH9f8vl8ssLCyssrU51aLAP/zDPwDaBO9HP/rRTR3Tq6++qheON4OqqnzhC1/Y9PVfb3w+n+F3zMhIrfvAelmafAa4evXqTR3Xraajo4Nf+ZVf4bOf/Sznz59nfHyc//gf/6MueCwsLPDJT37yDT7KBg0aNFibxmRBgy3l7va7sYgWrsSvADAQHOCOyB3mG+dikI+Dr13rzp85Z/y7N6L58VdTzGihvpv1i83H4dSXoLD4Q1W0wK4PQrOJuj9z1hgyPHMWCgk4ZNL1UsrByHPGtXIeRp+D3R/SLs+e1+yNqhCUCr7KMHSY2CcpCowfh+kzms1Q627Y9jbNemkrUQG5tgCgKurij2MByWfHfThC6UYKpShjaXJg66odFbZt8yHYJcqLQbfWdg/WyNYXpMrTtcXoSqKIkivrXvArkWWZdDqNzWYztfYZGhri7NmzeqHY6/WyY8cO032pikIlGkV0uZBWdMkEAgH27dtX48W/XsFkvZ1PoijS0dFBR0f9gohaUVAKtYVna1nUnvcVh7SUF6BWFLKvzC539U9nKU9ncR+KGHIaVJOueQCluHaxOxwO1/x4kySJYHC58CnaLciVFdMdikruzDxysqRlMbS5iQwOEIi0kZiZxupwEGrvRJTWfp8EAoGa0WZRFHXhqFSoMHJqnuR8HkEUCLW52bYvbPDhXpgc58qx51FV7T00fuEsO992H/6WCIJVxNbjpTiyXBgTBPTgZilkh+u1x2WpEzK9FpWFBeRkCmukFXHFa9zpsZE1sQlzrDE9sh5sDguR7X6mryf0Nckq1mQgdAwEuPLyrMESqL3fz0I5Siwdo8XVYvCgB+3H8fjFmOE6qqKtrbRDqocgaM9ddTZCNddPzhOv+kyJz+YYvDOCv7m+WKfIWi5AdEKbbvKEHPQeaF718RQEgYE7Whm/GCM5l8fmkGjbETC9H6qikkuXsNgk7M7VPxOau73YnBat+1s1ZkmA9vz07Gli7Nxy0LO/xUXLts3ZPVTnMKwXQRBo6fHRYiIorxevzfx4PdZbFy4rSiJN7T9/4bWqiSawmVp5JlYwzQxJzObWzEhZL9t92xkMDXI5dllf2xPeQ7t78zZilAtw6h8hM7e81nVYs31s8HNJxO9AEoUtsSKyiAKtvs19z79Z+c53vkMsptkRWq1WDh48uMY1NCqVCidOnAC00N3R0dENTSTUY6UV6co8rPXwzne+k/b2doNN6Qc/+EH8/o0J3UtUT140NTXV/Y2xklgsphfIP//5z/Mnf/Int8R671Zw55138vTTTwPwk5/8hCNHNmcXfOedd/J3f/d3APzgBz/YqsN7Xejs7OQ//If/QF9fH7/8y78MwA9/+EOKxeKmXpcNGjRo8HrREAsabCmSKHGk/QhH2lc5GVAUuPzUshAgWmDbPZpgMK95XRLu1wKHU7U+8oYfbxtl+JlloQC04v2V70FTX20RfspodwBAYhyyUXCvsDjJLdQIAdqxVrmpq3W6T+utjz6nTSksMfYiVApaCPMWIogClhYX5RWdutawk4oqU8zkcDq1KQLnHuP9VisK5bkcaknG0uRE8tqwtXuw3eriSr1z5Donz7FYjAsXLui2Qs3NzezcuROpqqDsdru54447SKfTCIKA1+s1PRkvT06S+uGPUDIZEATs/f143/ELCFVF/lAopFvpvJEIFhHRIdV0/wfam5gScobw5HA4rI8Hl6ezBvsfADlVojKfwxpZLrhaQg6KY7UdopbQ2hMykUiETCaj2xHZbDYGBwcNdk22bT7yVaG5qqpCSUZe7IZXFZXSZAbBJuHcEcDp3Vghsquri1gspvuqCoJAX1+ffvI+fGqe1Hxev62FyQySVWTb3rB+PGOnX9OFAgBFrjB6+iT736V1tdn7AkgeG+W5HIIkYO3wYlkMipX8dmzdXko3lrt4ra0uLC0bE9hUWSb9ox9RvLoYcCyJeO65B+fevfo2bTv8xGeNncHN3V7Tbv/N0LkziLfJQWIuh9UmEe721hS5/c0udr2tnfkbaRRZJRBx8krhBa5fWVZM9jXv42j7Uf29J1cUirlaO7B8urSpcNyVFDJlg1AAgKoycz2xqlgweTXBfNXzlokVuP7aHLve1r7qj3ibw0LfbfWzSwBS0TzDp+Y1myBBoKndzfb9q9u2+Judqx5vS4+PYMRNOlbA7rTg8tv041RVldnRFAsTGQRBINzlobm79vNPkRVuXIgRHc+gqipN7R6694TWzNPYKvr8fZywnyBZXBb4XBYXQ6GhLb+tcknWXxfBiLtumPFbnVKhwsSlOKloHpvDQtsOP8GIm6ZOD/MrPtuDra66mQX1qPfa2Oh+VkMQBN7R/Q72N+9nIb9As6u5RnTcMJMnas81x1/RMq1Wnv81+LnA67DywO5Wnjo7s/bGa/DA7sjPXF5BdSH8oYce4sknn1z3dQcGBrh69areOf+//W//200fz6lTp/T/93q9a073miFJEr/8y7/Mf/kv/0Vf26wFUblc5p/+6Z/0y3/yJ3/C7/7u767ruhMTE/T09KAoCsPDwzz//PPcc889mzqO15sHH3xQFws+97nP8Ud/9EebKpA/8MADWCwWKpUK165d47vf/S4PPfTQFh/traX6eMvlMrFYjLa2tjfwiBo0aNBgdRo2RA1ef2bPGScGlAqMPA2998Pb/kD7t+dhCNQJ//FGjJeLad3aZ00SN2rXSjmt2L8SpY5fvWxi2+FqMu/491QVhZp31hazBQGaTQodqgpTr9WuT58BuYwqq5TncpRns6b2MBvFMRTCElruwrEE7cx6Mxw7doxXXnmFY8eOGfzxQesezxyfJn9+gcLVBJnj0xRHbz6Aaj2YiRGWkAPRpANXlmWDUACaL/3ERK11hSiK+P1+fD5z6yS1UiH1/e9rQgGAqlK8coV81Y+SNxOCKODoDxpzukWB4N42brvtNlpbWwkGg/T19bFr1y59m5VCQb11yWTCxN7tRQqu/UNAFEUGBgY4cuQIhw4d4q677iIcNhZhbO0eXAeasTY7sYQcOLb7ERy177P12B6ZsdT9tn//foaGhrjzzjvp7OzU9lmUdaGgmupQ8kqpSCFba+GVTcT0PAZBELBG3Lj2NePcHdaFgqW/OQdDeI604dzVhOeOCM694Q0XwAsXLi4LBQCyQuaZZ5GrwuWcXht77u2grT9AuMtL38EWtu3buqKXIAgEWl1s2xumYzBYtxve7bezbW+Y3gPNxOwzXE8YRyvOzJ9hNrcsskoW80BUp9d200IBQKnOFEypztTMErHJ2tdcNlGkmL05CylFVrh2Ym45T0DVRKqtsG2x2iVCbW7cAWNg+eTlODfOLZBNFMnEC4yeiTJ9rfazfPxinLnRFIqsoCoq0Yk0o2c2bu2w6eOXrHx4x4c50HKAdk87e8J7+MWBX8Rl3drptXSswOl/HWf0TJTRM1FO/+t4jTWVqqjMjqS4+OI0V16Z2ZAt1layMJnh7NMTvPq9Ua68MkOhzmd3IVsmEy+grJjQuXx8huh4mlK+QiZe4Oqrc6Siebp3hQh3LtoPCgLBiJtt+zf+eeHy2/CEajuoNxvovRphZ5jB0GB9oUAuaxOtyjrOmdLT5uupyc0fYIO3PI/dtTWhpFu1nzcL8/PzfO9739MvrxVsvJLq7c2siP7gD/6Ay5cv16zXY3Z2lr/6q7/SL79ng7lo1fzxH/8xr7zyiv7vgQc217D13e9+V5+mlSSJRx99dN3X7ezs5N5779UvVwszb3Y+8YlP6I1IY2Nj/P7v//6m9tPR0cFjjz2mX/7N3/xNJifX93msKArz8/Obut31EI2uzwb3xo3lGoQoim+KprIGDRo0WI2GWNDg9Sdm4ruhqlqIscWu/QNwhaD7TuN2zgB0La4pClz6Fzj2N3DiH7T/Lpjs23D9Wm9nRAvYTewNmmvzF3AGwROpXbe5oOeocc3qgJ63LV/2tmqZB7bFzmy7B3Z+oH6Xmmzyo1+pIKcKZF6YJHd6ntyZKOnnJ6kka+1FNoJok3Df3or3ng68b+ug2GtjdHxMD38tl8tcunSJXG65IFIcSdV4qxevJ1Feh9A2W48P+3YfglVEELRubOde88cxmUyaBhWv9+SumvLMDEqutoBcHB7e8L5eL6wRN+4727Bv92Pv9eM50oalyYnP52PXrl0cOHCA7u5uw5RFdUG7mpXrgiDgHArhubsd174wnrvbcQyGNjQebbfbtaDiSoWxsTGuXr1KLLZcbLc2u3AdaMF9eyu2Ti9mYyWCKKAoCgsLC8zNzW0omHrphL2trQ2bLFGezaLkyprAYnI/qgvUFqsNm7O2UOnyBTb0GEgeG7YOD6LPxtjYGC+++CLPPfccFy9eXNd9Kd0Yq11UVcrjRo93u8tK11CI3gPNNHV43vAx9smM+Q+9ag96QRDo3h0yPO6CKNC1a2t+ZLkDdtPAWn/L6tMx9YQK4SbPqjLxoqltS3yTgthaKIo2VbCSmeGkIYBcVTVxYCWb8bG/GVxWF3e3382HdnyIezvvxWfb2qKzqqqMnVtAqVRPC2mWU9WPx9j5BcbORUkv5EnM5Ljy8gwLU6tkIN3E8STn88yOpsiu+J5Pzue5/toc+XQJpaKQmMlx+fiMQRCQKwpXXp7hzE/GufD8FGd+Mq4HjadjBfLpFc0PqsrcWBrJItJ7WzMHH+jh9gd66D/cinUTnu2CIDBwuJXWXj8OjxVvk4P+w60ENjg9tR7KJbn+a/HGS/DiX2kZVMc/A/NXVt+Zq87ni6sxVfDzzJHeJgZab25ydrDVy129P1tFwn/8x3/U86Z8Ph/ve9/7NnT9arHg2rVrvPDCC4a//9M//RO7du3ioYce4qtf/SqZjPlnraqqfO973+Po0aN6g5Moivz7f//vN3Q81QQCAQ4dOqT/k9ZhcWlGdYH/He94h8GDfz1UP0Zf/epX62ZuvdkIBoP85//8n/XLn/3sZ3n00UdNG7YAzp8/z+/93u/xwx/+sOZvf/Znf6Z34k9OTnL48GG+9rWvGaakq5mcnOTTn/40Q0NDN52nsRpHjhzhYx/7GE899RSlknkO2MWLFw1TKe94xzsaFkQNGjR409OwIWpwSylUClyKXSJRTBBxR+gP9CPZ6pxom633vh2a+jUhwe6Dll1gWQzNnHpN67RfopSFC9+EI7+zLDisZNtRLWS42pC38xBYTQpD3XdpYcozZ7Xt3WFoHtQClwURInuhZci470A3LFwFq0vLGFgpQkT2avehlNXur1insiQIEB7QwvWqCW2nMJwzFOTVskLh4gLuO9sQBAE5U6J0I42SryAF7Nh7fAiW9VWwRIf2kRAdry2kq6pKNBqlu7sbANlEoFAVFSVdQrSvXmirxGLkX3sNOZHA0taG6+BBxFXCfFciiAKOHUHsfQFQtctytoxcqCB6bYYiaLWtTTX11le9XZvNdF18k53wzY5cZ/LiOYr5HIGWCNsO3I5zR2Dd17e0uLCGnZSrummtETeSSYcogOS2It2E930ul+O1117TC+MTExN0d3fT19dn2E50WrCEHFRWhPUqYQuvvPKKLmZJksTu3bvXHVCtKiqFiwuUprSCrCBoFkihNjexFQXAlu7l97QgivTsu42rL72IFgKxtHZA36ZYLDI1NUUul8Pn89HW1lY3l2J8fNwQADczM0O5XGbfvn2rHv/K3IwlxMUwtdL4OMXr1xFtNuw7d2IJmoimbwD1POh9dmMBOBhxs/e+ThamMggChNo9ejZAuSQzfiFGYjaHZBFp3e6jdfv6Q9UlSaT3QDPXT87phUZPyLGmn3pzt5fxC8auen+zU5+CUFWVG+kbjKfH8Vg9DIYGcVrW/oyrZ89i2ULblmpUWTUtsFbKSk2uST3PepWfneBXLfS79rtNK8irSFaBckk2WFAtMX0tuaX5BoqscOVlY+B2pM9P9y7tc83sGIq5Mqn5vJ5ZMXUlYZh6KOUrXH9tjv2/0KU9xybIVWHu0jrPHVbDYpPo2d0Eu9f3ebxRinktWyYV1bJlmjo89OxtQlqy7Vq4Dtd/UnWFtHaueNdvmTeKAHQcgtkL2rZLNA9oGVsNfm4RBIE/f+QAj/ztMXImou5auGwSn3pk/xsu1G811YXwhx9+uCYvYC127NjBHXfcwcsvv6zv7+hRYwOWoij8y7/8C//yL/+in+Pt2LGDpqYmVFVlZmaGV199tWYK+v/+v/9vbr/99k3es60hGo3y1FNP6Zc3OnkB8JGPfITf+Z3foVgskkql+MY3vqH737/Z+e3f/m3OnTvHf/2v/xWAr3zlK3z961/n8OHDDAwM4HA4mJ+f5+TJk4yOjgLw9re/vWY/bW1tfOtb3+K9730v0WiU6elpPvrRj9LS0sKdd95Ja2ur3jh07tw5hoeHDSL/raJcLvPlL3+ZL3/5yzidTvbt20dvby8+n494PM7169f1XA4Ap9NpsLZq0KBBgzcrDbGgwS0jX8nz9StfJ1XSuhYvLFzgavwqD7UdQZg+BXJVV7o7rGUUrEQQINCl/VtJ1KQzrFKC+Jh5YDFot3Hw4zB9CipFrfhvZgMEmq3Q0Huh7+3atrPnYeTZ5b8vXIPSu6Gz6iS03rGu3K9jHd2Q/e/WQpLjo9plfwfqwIPILyRqNpXTZdSyglLWgmmXrIkqsQLyQgHX4daNdTrX6ZypLnJKbityythBIQggulb/WJETCRJf/RrqYvdFeXqG0tgYwUcfRdhgx44gCKgVmezJqF5AFl0WXPuakbxaYd/j8RAIBEgkEobrLdnNbARLczPW9jbKU0aLAscaxdzXk9jUJNdfPa5fjs9MkX8uxYH3PIRYZZUll5VFD3uVQMRlsI0RRAHngWZssQJypozksyEtWpcohQql8TRKrqx57nd61y1G1WNsbKymg358fJyOjo6aH53OvWEKl+NU5nIIFhFbl4frhSnD1Issy1y+fJm77roLsZ4gV0VlPqcLBaAVRYsjKboPtiBZRRYmM4iiQHOPl/b+AIVsGckqYrVJNHdvw+XzE70xhiAKhBcvA5RKJV577TUKBe21OTc3x9zcHLfddpvpcU1P11pfLCwsUCgUVv3x7di3j8LFS6hVj6GluRlrVxe5V18le2z59ZA/fRr/Bz+Itb0dVVWZmppiamoKRVFoaWmhp6fH9NhkRWYqO4UkSETcEcRNtNCXS5q1k8Um4WtyMBQa4mz0LNny8mMfcoTo9dd+Fzg8VjoGakWO6yfm9GJqpSRz4/wCoiRsKEg30OriwDu6SccKWGwS7oBtzc/LSK8PVVGYHU0jlxVCbW66di93iz478SznF87rl0/Pn+YX+3/RIJDIskKlKGNzWPRJBZdPs23JrBDEWrdvLlBxLSSriLfJQXrBeHv+ZqdxmkMQCHd6mFsxhRCMuF63zILXA0EUsLusNTkZNqcF0aI9HpWibAjcXqK8hnXVRpkfz9TYH81cT9LU4cHtt9ftplTk5WOLm9gjlfIVsskS/rATySrWiEXBOkHgoE0qJGZzyBWFQKsLm+ON/xlx/bU5/f2iKirR8TQWm6iLKnoWVjWKrJ1DdtQpIjp8cOjXYPo05BNaI0iLiZVkg5879nT4+dvHb+fffeHEhgQDl03ibx+/nT0dt+az/I3izJkzhnyAzRTCAR577DFdLPjKV77CX/3VX+nnPQ8//DD/9E//RDweB7RzvDNnznDmzJm6++vs7OQv//Ivefjhhzd1PFvJl770Jf0c1+l08uEPf3jD+wgEArzvfe/TsyCeeOKJt4xYAPCZz3yGwcFB/uRP/oRUKoUsyxw/fpzjx4/XbCsIAi6X+fTZ4cOHefXVV/mN3/gN/vVf/xXQzq2/853v1L3t1tZW+vv7t+aOmOD1Lp/X5fN5XnrpJV566SXTbbdv384Xv/jFNZuAGjRo0ODNwBt/lt/gZ5bz0fO6ULDEeHqciZYDdN32ONw4DvmY9iOs+4i55/9q1JsesK7R0eJr0/6tF6sTJBuMm3zx33gROg7W/oDMzEH0qnbdlp3mkwtrYXPBgY9p0w2qAs4gAiA4Mqgr7H8Eq4hgESmOJGsyDCrJInKsgKVp9WPIp0tUygrugJ22tjYmJiYMxQibzUZzc/Py5W0+ytE8alWhwdrpRTTxFzfczrnzulCwhLwQozQ2hr3XRDBag8LVhKHTXMlVyJ+L4r5Lm7QQBIE9e/YwNjZGLBbDZrPR1dW1Ka9IQRDwve995F56idLYGILTieu227Bv377hfd0q5kau1awVshmSc7MEI1pXZD5T4tKLM5QX/dpvXBB0a5olBEHA0uQ0vG6Uokz25Rl9sqU8l6c8l8N9KHJT/vHZbK3FiqqqZLPZmiK5aJNw7Q2jqqpe0E28eKHm+sVikVwup3ulrsbKSQX9GFIltu8Ls33R2z+bKHLu2SkKmZImDHR56dnThDsQxB2oLWRPT0/rQsESqVSKhYUFw3tpiXrFv7U6oyzBIIGPPEzutddQUimsHR04b7sNtVwm9+qrxn1VZLIvv0zgQx9ifHyc69eXrdtGR0cplUoMDg4arjOfm+epkaf0on7QEeR9ve/bkAVMbDrL8Mk5vZDp8tkYvKuNh/sf5kz0DLFCjFZXK3vDe7GI6zs1KWTKNcVUgLmx9IbEAtCK5kvd2OtBEATa+4O099c+7/FC3CAUAGTLWU7Pn+ZtHZo13fS1BFPXEshlBZvTwra9YQKtLt22ZeJynORcHqtDItLr39CxbZTt+5q58soshYz2uezy2di2t7YLvGtXCEVW9dyOYMRtut1bGUEQ6BwKcv3kvGGUomMwqH/eONxWU0FhLeuqjbJSMFoiHSvg9ttpaveQmDGKAZJVNARdW2x1JlVsIpJVZMftLQyfilIuVBBEgeZuL81d5t32hUyZi8emKRe07w1BFOg72EJoFXHhVlPMV0wfp4XJ7LJYINY5J6m3voTNDT133+QRNvhZ5J7+Zr7y747wya+c4srs2vZjg61ePvXI/p85oQCMUwVtbW2mHeHr4dFHH+WTn/wklUqFZDLJN7/5TX7pl34JgL/5m7/h05/+NMeOHeO5557j1Vdf5fLly0xPT5NOp7FYLPh8Pnp6ejhw4ADve9/7ePDBB7HVmQZ+val+jN7//vcbissb4Vd+5Vd0seDHP/4xk5OTdHR0bMkxvh783u/9Ho899hj/8A//wA9+8AMuXLigW8KGw2F27tzJfffdx6OPPrpqcb+np4cf//jHHDt2jK9+9as8++yzjI+PE4/HsVgsNDU10d/fz6FDh3j3u9/N/fffX3eidys4deoUx48f56c//Skvv/wyly9f1ieKXS4XkUiEAwcO8IEPfIBHHnmkYT/UoEGDtwwNsaDBLSNejJuvF+J0Ne+D3R/S11RVRY7mkTMlJJ8dKWhfuxO+43atIF9dSPO0gH+Nzv7NIJe16YKVFDPa7Vcf68SrcPVHy5dHn4fbHqvvgbsWDuOPC/t2P/kV9hf2bT4EUUAtmIdrKqt0PMplhWsnZkkuhrla7Rb6bm9m//79jI6Oks1m8Xm8dInNFI7NUlDB2ubG3hfAc1cbpckMalHGEnZiaV67WKLU8Rqtt74WFZMQWjlTRslVdGscq9XKjh07NrX/lYgOB5777tuSfd0K1HoF56r1iUtxXSjQ/qb5dAcjLkSpfsd4eTJdk0khJ0tUonmsJh7UqqIip4oIFhHJU/9Hm9frJZ02WmoIgrBqob/688HhcFAsGt+foiiu+4eiWKc7VrAvC5iKonL11Vk9eFZVVObHUjhcFtrqWDxVTztUU89rtqWlxRCABpr/73pG+i3hML53v9uwVolGUcu1nwlyTPtsNguHm5mZobe3V7fpUlWVn9z4iaH7P16I88LkCzy4/cE1jwu0DvrRM1FDx3MuVWLySpxte8Pc3X63Yf3yhWnSsQJ2lzZNEGo3L0bK8tqd1TdLIVsmOp5GllVCbW68day4qlnIm4f+RvPaj+LEbI7xizF9vZSvcO3ELPt+oQubw4LFJrGtTgbLrcDhsbL3/g6yiaLW0ec3n6xYsmzatrcJdfHyeikVKoiiYJoP8WajqcOD3WUhOpEBFZo6PYbnXRAFth8Ic+3VOT1fwuWz0Tm0tfZe9jrWbksWXKF2N/lMkJnhJEpFwe62sn1f2GBl1brdV1NMD0Rc+j78zS72v6OLQqaM1S5htdd/fsYvxXShABa/N84uEGh1IW5B2PhmqHeaaDietv0wddJoP2lzaZOlDRpskj0dfn7w+/dyfDjGF46P8oPzs8hVE0cWUeCB3REeu6uHu3o3luX0VuJTn/oUn/rUp256Py0tLatmNFksFu655x7uueeem76tJZ5++ukt29eSDY0Z1RY0N8Mv/uIv3rStzuthy7MaTU1N/OEf/iF/+Id/eNP7OnLkCEeOHLmpfazn8VjrdSJJEkePHq2xzmrQoEGDtzoNsaDBLaPF1cLV+FXT9WpURSV3ep6KwR/dhXNPePWT6+A22PtRuHFM85UNboft99yaMXGrA7wRSBu9MAn2GHMHygUY/qlxm1IWRp+DXR/ckkOxdXgQ7RKlKa2QYY24sCwWai0hJ+U5YyFSEMCySoFr8mpcFwoAysUKwyfn2fcLXRw4cACAwuUYxRtpln5qF8dSqIqKcyiEoy+wsePv6aZ4tfZ1Ye3anMgj2ERYMQouCNq0xc8q5ZLM5OU4qWgem8NCpM+vB0Y2dfUQn5kybG+x2fG3LAdzZ2K1wlelJFPIVnD56hfYlVwdMSpfu15JFMifierigiXkwLWv2fR56e7uZmFhwVDw37Zt27q7b7q7uzl37pzhpL+9vX3dYoG13aNZK1UJIZLbinWxm1tVVbKJoi4UVBObztYVCwKBQI1/LoDfb95duG3bNkqlErOzs6iqit/vZ+fOnat+DqqqyvT0NBMTE5TLZcLhsF7sl/x+BIcdtWB8vi2t2mfwUiBhNYqiGCYccpUcC4Xa4veN1I2atXrkkiXT0N6VUwFyReHy8eWJl3y6xLXX5tjpaDMt0rt8Nhwem94Rv0RTHXFhowXrdKzA5ePTuvgwO5yke08TkTUsgcJO80J/i1N73GNTtZM0iqySmM1teCJiqxAEAU9wfT7TqwmKKylkywyfmicTK2h+8u0eevY1bUhoWEmymCRVTNHsasZhWb83dqVSYXJyklQqhdPppLOzs64Q5wk6Vn08fE1O9r+zi3S0gGgR8IYcW14MbOnxMn8jbSjQe5sc+uSAIAh0DgZp6/NTKcnYnJaaY2hq9yAgMDOSRC5r1kEr8zhEUVj1c3+JtEkHf7lYoZgt4/Teog7eSgnKOa1pwuTxtTksBFpdhlwG0DJFdLytsPcj2nlYbgF8nZq9ZL3p1AYN1okgCBzpa+JIXxPpQpnZVIFMUcZjl2j1OfA6Np/l1KBBgwYNGjRo8EbSEAsa3DRlpcxkehKLaKHd0657We8K7eJa/BqzuVl9252hnbS6Wo3Xn80ZhAKA8kwOW1sBS3iNTvWmPu3fBpFTRS0EeLEj3tbpRZDW+KE/+F44+xVtmgC0H6/9Dxi3yUWNWQxLrBQZzFAUSE9p4cneNtMfxqVSiXQ6jdPlxLWv1sbE2u6hspCnvFj8FwSwDwQRnfXf6onZ2i7nUr5CLlnCE7SjKqomTKygPJnBMRBEEAUKhQKVSgW3271mwcQ+OKgFrl5ezJyQRNxHjmw6dNXW5SVf1aULWhiv+BboYN0Mqqpy5aUZsgmtAFzIlEktFBi6K4Iv7KS5ZzvFbIapK5eQK2VcvgB9h+9EqhrBdXis/3/2/jNIsvw870R/x6T3vryv7q723dM9DjMgZuBBiyUgkCApURLFlXi/bEgR0H7YDQKxlLhLRcghdqkV76VELrTLKxG6AkGChCUGxAxmMMB097SpNlXd5W1WpffH3A+nKqtOnsxy3T0Gc34RE9P5r8yTJzNPmvM+7/s8pskCMAqATs/ez5kUccOytdAptxTVdE2ncn3DVHxXNqtU72fxHLdO2Hg8Hi5fvsza2hr1ep1oNNqxoN6OeDzO+fPnWVpaQlEUEokEXV1d+99wC9El4bvcRW0uj7aV0eAYCDA7P8fi4iKKohDwhlFUN7JkPvkX9/jcSCaTrK2tsbm5c3z29vYSDLYvCEuSxMTEBGNjY2iadiCxZHV1lTt37jQvLy0tUalUOH/+PILDgf/55yl869vNCSzR68G31YkVj8ctYkYwGDTdr1NyIosyimY+XnyOg1uPOD2y8WHU0sHlavlcyq6WLcclus76XKGtWCAIAuOXkkxfWaecqzXDTbvHzMdOrWwUrAsbRsE62u1j6Gx83/DWhdsZy5TC4p0Mif7AnrcNu8OcS5zj2vq15lrQGeRc8hzQ+Zg5TBH+3YCu60y/sdb8rNI1nfRCAYdLov/k4SftNF3ju/Pf5fam4UEvCRLP9T7Hqfip/W+raVy7do18fscacXV1lUuXLh3ZEkCSDmdddVicbplTz/ewNpOnWlLwR10kBgKW71hJFvc8HqM9vo7TOYfB7XNQbJksEyXx8eQW6LpR3J9/zfhN5YkYGVLhActVRy4kmLu5yeZyCVESSA0G6R5t+f444m9FG5uDEnA7bHHAxsbGxsbG5icGWyyweShWSit87cHXqCpGx1nYFeZnR3+WgDOAQ3LwC2O/wEx+hmwtS7evm25ft+VEV821sffB8NrfVyzoRDUHq7dAVyExAb4dX2UlV6P8o9VmQKGyWUXNVvGeS3bamkEgBU/9I8jObgUvD1pzFjwRY01r6aL17WMpUUrD9T+FypZ1kz9hTE3ssiCan5/n/v37za7f7u5ujh07ZgojFSQB7/kkar6GVlGQwi5E195v8708jZu0s/XQdVRFYfLO7abnpNfr5eTJk3v6cQqiSPAjH0G5dAk1m8WRSiH6jl7IcPT6QRSoLxRA1ZGTXlxD7QvNaqFOfb6A3lCR414c3b6H8tp/Oyhmas3iWxNdZ3UmTzDuQRAE+k+dpef4SRrFCvq6Aksq9WoRR5fxeHuPhbnzWtUU0tk9Fto3qNTR7UNZLzfFKADXYBCppStVKzbQ2lhiKesV6OD84HA4Hsp7NRwOEw6Hj3x70SObhIy5uTkePHjQvJwrblKuQ8IzaLrdXp3gkiRx9uxZstkspVKJUCh0IK/abQugg9DOSiiTyVAqlfD5fLhPnMDR1UXt/gMEpxPX+BjiVnF0dHSUarXaDP/2+XxMTEyY90V0cCZ+hitrV0zrF1IXDryPLo9MvM9Pen7HakoQBctEhtYmNBZoGya7jSfg5NTzPdSrKpLUfmpg+sq6KQB1Y7GI7JIYPLW3336lULesqQ2NelXBs4etFsCzPc8yHBpmvjCP3+lnPDyOUzJuE+8PsDZXMIknsksi0vX4Cs/b1CoKxUwVj995oG7yh7qvsmL9rAI2lopHEgvuZe41hQIAVVf53sL36Av0EXLtLS5ubm6ahAIwxPelpSWG30GZM6043TJ9J45oYbgPSl0lvVhEqamEkt59LbZ6j4W5+8NVy/eG9Dim+FZvwszLO5crGeM30jP/L8tEgOyQGDmfYOS8tYHCxsbGxsbGxsbGxubw2GKBzZHRdZ1vz327KRQAZGtZXl56mY8NfQwASZQYDe/dzSV18OXttL4vmVljAmC7w3/mZcMCKHkCgPqWhc5uGmtbeQn7FICQ5L2705w+GHjafJIrO2Hwub23e/svdoQCgOK6kXtw5lOAEQA7NWUOrl1eXiYSiZBKmSc1ACP3IWicUG9bs3Tq+O8aCTHVYi8Q6fY1PY0FUUBOeWm0BCnKCQ8zc7NNoQAMj/Zbt27x5JNP7jthIEejyEcIGW5FEAScPX6cPXsH2SrZKuUfrzVf+8ZaBTVXw3Py3RXQ2c7OxVg3+7cLdZ361exOAPVyCWWjgvdMgmDcw6nne1mfL6A2NKLdvgOFcwqigPtsHGe+jlZSkELOtu8ZoYMA9XZPeyiKwvr6Oo1Gg1gshm8PkaqdfZA7qhMIOqhkNBwuidRwEMFTJ51OE4lEkCTr4xMEgUgkQuSIkzP5fJ50Oo0kSaRSKYttiqq2Px52r0vhMN6L1uK+0+nkwoULlMtlNE3rOBn0dPfTBF1B7mXuIQkSJ2Mn9/1cb2X4bBx/xEVmpYzsFEkNBS02L5GUl1lZRGsJad+vK1oQBMuUwjadAlA3F0v7igW+sIvcWsvnnlPqeF+t+9Tj76HH32P5mz/iYvxSksW7WaqlBoGom/6JqKU7vFFTWZ7OUszU8PgddI+GcfuP3rm6eDfD4t1sU6SI9fkZOZd4bIJpJx/7vaZx9mI2P2tZ09FZKCzsKxZ0ygnptH5UdF1nbbZAer6AIAjE+vwkB63TAG831VKDyVd2woqX7mXpPRah93jnz6lQwsvJ53pYnyugKTqRbu/jm6xYv21dU2qw+aD5W87GxsbGxsbGxsbG5vFgiwU2R6bQKJCr5SzrC4WFQ23H0e2jvlBALe4EW0khJ3LiiCeh098xWwHpGkx/G+LHQBTbdjyDEQIstdabdR0yM1BaB3/KGIHf76R/6HkjZHljChwe6DpjCSk20ahAfsm6vjHdDE/OZNqHRW9ubrYVCwB0Vac2nTUshDQdR8qH+3gEoaUgFe32MX45xcr9PGpDJZzy0t3iaew+HgVFp7FlFyXHPbgnYqz/eNpyv+VymVKptGc47dtBfaaNSLRUxDUS6hhw+04kGPMgOUTUhrmg2tqVXJvN7wgFWzRWyqhDdaSA0VW8X7HUdNv1MrWpLOqWTY/7WKSjuCa6ZRwpL40WH2nn4P5d9Y+LSqXClStXmrkI09PTHDt2rOM0g9YmKFqUBAZORfH5fFQqFa5du0bl/lYwuMPBmTNnDmWftB8LCwvc25XvMTc3x7lz50w2RolEglLJbA3l8XgO9f7zevf+rBUEgVOxU5yK7W/30nEbokByMLjnJIbslBi/lGLmzTS1cgPJIdI9FibSdfTJo44BqAcoWPediFDMVHfea4Lx+m/bBW1nWaiKhj/qPpQPf6TLt+fj0lSNyVeWm3kMxc0qmZUyp9/fa9g6HZJyvs7iHfP3yMZCkXDSS6z38XxWOz0yoaTXIrgkBo6Wy+B1tD9OPfL+QmenqaOjinidWLybZenuzvNczFRR6iq9xx7t/ei6Tm6tQi5dwemSiPcH9gwnbmV5KmvKQgBYmsqSGAzsaSvkC7nwnXkLvP5bpzab6++e72obGxsbGxsbGxubdyv2r26bI+OW3EiChKqbO1sP42UNIMgivktd1JeKaMU6UtBl2MPsKubouk5muUx2rYzDKZEYDDQ7303oOhRXrevVvBGS5/IjR92oObO9hCAJyKGWE2BNhRv/1Sj6b5OcMKYU9hIMBAGiw8Z/+6GpgAiSA9SG+W9Ob/N+OgW17hXgWpvOUpvdsV2oLxXRNQ3vGeuo/n6FK9Ep4b2QRKuroBse7wCy3P4jpNP6o6K+UDAyJ+oqjrjHyGXYp2u9XQivrhvr7wSxQN/qpm4Vc1qRHCKjF5Lcv7puTBkIAvFeP8khcwGuYxhxuYHUIYyy0WhQq9XweDymLnm1UKdybb3pmqLm65SvrOF/X09HmyvPqTiiL4eyXkFwiDj7AziSD9+FWq/XqVareL3eQx1nMzMzpgBlMASDZDLZ1vYnlUoxMzNjWgsEAs3C+tTUlKkrudFocPv2bZ588knK5TKFQgGfz3cg2yEwPuNqtRqiKOJ0OlEUxWSDBMZkxMzMDGfPnm2uDQwMUKlUWFtbQ9f1phXYbnuyt5NC3bAeCjgP9jyEEh7OvthHo6oiOcWHCsIFw8Yl0uUjs2IWVEwBqB3whVycfaGfjaVis5N6236oUVO5+8Od7BDZKTF2KUkwtnfhupipkls3gsmjPb6OXvOZlbIluFmpq6zNFejbo/u7E7tD7FvXH5dYADB6McH8LcNPXpJFkkNBukaOJhacjp1mcmOShrbzXRl2hRkMGtZgqqKRT1cQRIFg3GOabAgEAgwMDDA3txPMHYvFOortR0HXdFYfWBsoVh/k6RkPP9LpgtkbG6zN7Hy/r9zPc/K5blzeg02elHJWiy1d06kU6o8ng+CwdJ+HtZbpAnfoYL+rbGxsbGxsbGxsbGweinfAGYHNuxWn5ORM/AxX16+a1i8mLx5+Y5KAFHQihVxIIaflpLr1xHhtLs/Esz1Wz2VBAH8SCi2CgcsPW12JrqEQaqaGslXkEUQBz8kYQqvv7vods1AAsDZpTAo8bFCeUod734C1W8ZlXTWEg93ddH1PNv8Zi8Xwer2UyzsdmrIs09NjtbjYpl0osbJaRj+hWR/rAWktyPf29prCVcEITW21SnmU1JdLpkDj+nIJrazgvZzasxgjRdym6RUwCvOdCucASjpN7e5dEEVcx449EtukVnRFozK5ibJqFDPlpBfPRBRhj/yAcMrL+Q/1U87XcbjltrYoUsiF0mK/Igg07alM+6DrzM7OMjc3h6qqOBwOxsfHm4W0xnKpNZsWXdVprJZxdegSFiQB92gYRsN7PPqDo+s6MzMzzM3NoWkasiwzNjZGd3f3gW7f6lcOhlVPqVRq23U8ODhIo9FgeXkZTdMIh8OcOHGieYy1m/YplUrcvn3bZGGUTCaZmJjYs3i/bd9VKBjWJalUit7eXhTFKvgUi8b7Op1OMzc3R61WIxKJcOnSJURRxOPxPDbLk3uZe1xZu0JFqTAQGOCp7qc6dnuXG2W+MfsNlorG1FSvv5cPD3644/V3IwjCkbrnOzF8Po48KbG5VESSRRIDAWsAagccLomuYet1F+5kTH78Sl3l/pV1zr3Y39HWZ+FOxtR1vnQvy8T7utsWZ+vV9vZS9Tai50HoFF7+KJ/ndsgOieFzCYbPPbyffNgd5hfGfoE31t4gV8vR4+/hYvIikihR2Kxy7/XVpk2by+vg+NNdpqaC0dFRurq6yOfzeDweQqHQI32vaLpumfgC49jQNd3UAPEwVIsN0+8hgEZNYXk6x9CZffKRtvAGnZRb8qIEUdg3i+MtIzpsNGbMvmxkUEWGYPTFzhMHNjY2NjY2NjY2NjaPDFsssHkonul5hrA7zFR2ClmQORk7yVBo6FDbUEsNylfWmp3fks+B93wCcatDrlZusDZbMN+mobF0L8vYE21CiUc+YAThbYcMCwKMvABbxTpBFvFeSqHm6ug1BSnibt+VnrcGhwKQW+goFuiqTmOtvDUhYVgptS0c3fsGrFzffUtwB8AdBkGE7rPQZXQP67qOJElcuHCBubk5crkcXq+X/v5+PJ49ulhbq7vNpc5hoYdlu1C7uLiIoigkEgmGhob2vI1WrVJ+/XXqs3OIPh/eixdwDg7ueZvdNBYLljUlV0Mrdu6YB3ANh1Az1aZgIIiCUZTv0Nlbu3eP/Ne/0Xweyz/+McFPfALXIw7DrN7ZpLGr63nbusd7du/imiiJFs/33bgGAyjpMmphRyBxjYQR2xQHNzY2TF3sjUaDyclJgsHgPsfYnrv4SNnc3DR1+iuKwp07dwiFQvva6AAWsQ2MonSnxyeKIseOHWNkZARd1y3TBy6Xy7I9RVFYWloyCQNra2vE43FSqRS6rrOxsUEmk8HlctHV1YXD4eDmzZtNEUDXdVZWVpBlGVmWLYKB3+9nc3OT69d3Pj+Wl5cpFApcunTpsQkFD3IP+ObsN5uXJzcn2ahu8Ivjv9j2Pr87/92mUACwWFzke4vfa+bZvJXIDonhs3GGz1oLqbWKwuai8dxHe3wH7sxutdYBo5BfKTbaBgfXKgpL97LmtXKD5elcWzuwUMLDfJv7PUi2SDsiKS+egNMU2iw7JZIHmLB4J5HwJvjo0EdNa7qu8+DauinPpVZuMH9rk/HL5skBn8+3Z1bJwyBJIsG4h3zaPMURSnia1lWPgnKb4G0wrKYOSs9YmOxaGaW285x1jYYeu3h0KFInjf9sbGxsbGxsbGxsbN5S3kFnBTbvRgRB4GTsJCdjRz+hq97aMFnEqKUGlTsZfBcMIaBaUtoWvqulhmUNgOgIXP4NWL1pdOwnTxrTBroOy1dh6SqCpiAnTxphxJ061bwdusi97X3edVWj/MZac2IBQI658Z5PmgUDTd2ZKGgiGOF9F361uT/KZpXqvQxqvo4UcOAejzA2NoaSrhh+9NdyVGJ1w3O/jdjh6PJRXzBPFzgSnj071ndTr9dZWVlpdi7HYjFLUVAQBHp6evaccNiNruvkvvpVlBVj8kPNZMgtLhL6hZ/H2dd3sG2o7SvUumrt6NyN6JLwPdWNsllFr6tIQRd6TUEtNSxh2rquU3z5ZfNxp+mUXnnlkYoFuqZbgqMBlLUyuqohPESBSXBI+J7sRklX0KoKctSN5Hei5GpNccLZ7UMKukwh1c192yps9/X14ejyUp/Lm54OQRQeia3QQem0j+l0moGBgX1vPzQ0RCaTMQX/9vf343Lt7b/dyepocHCQyclJ01ogEKBatYbpZrNZUqkUd+7cYXl5ubm+sLDAiRMnmkLBbjY2NhgZGeHu3bumfRkeHmZ21hr0WiwWyeVyHb3ZH5Yb6RuWtbXyGmvlNVI+c0G2oTXahtE+yD5A1VSkh+wOrlUU1ucKNGoqoYSHSJf3SCJJbr3MvddX0bY+UxbvZhi/nCJ0gLwch0uydvkLAnKHcO9yrtb2e2z3dMJuvEEnfSciLNzJNm8X7w8Q7T5aoVuURE48283K/RzFzRqegIOukXdYcfiI1Ksq1aL190An66XHydDZOPdeX22KMp6Ak8EDdvsfFF/IaTRBtBxPvvDBswTcfgdnfqqP9EKRRk0hnPQSiD2+iUAbGxsbGxsbGxsbm3cP7/6zRJt3NbqimYrr26gbFWNsXxTwhpyIktAs6Gzj3+vE2BuF4efNawuvw9S3dy4/+B7UCnC8Q6dr6jQsvgGlXUXKQAoSJ9pevbFStjwWZaOKkq4cuqiqVRTKV9aagbxqoUH56jruE1Gqkxs73vHlAmq+hu9yl6VY5h6PgKo3C8Ny3IP75MECbavVKm+88UbT431hYYGenh6OHz9+qMfRirK62hQKmug6lWvXDiwWOFJe1JYOStEtt7XXaUUQBRxxD/XlEqUfLjeFB0fKi+d0vCnq6LUaWsFawFU3M+iahvAo/eDb1TjbFD41TaVRreJwuxH3KbbmajmWiksEXUF6Ej3NY6O+VKRyc6N5vcZ8Ac+ZuCmfYDfb61LQhftUnNpUBq2qInpl3McibacUHhedivbt8gbaEQgEuHz5MsvLyzQaDWKxGLFY5/dDtVplZmaGfD6Pz+djYGDAlD+wPRWwtLSEpmkkk0kEQbAICABut5tisWgSCgBqtZrJsmg3oijS29tLMBhkfX0dWZZJpVK4XK629kRA2/VarcbCwgKlUolAIGCIPwd8znaz2yd+N3XN2s0sIiKJEopm3h9ZlB968qFSrDP58nKzi3x9Nk9yMMhQm6mBvdB1nbmbm6bvFU011k7/1P5WTt2jYaZ+bP4si/f5O/q9d7J38e4xDdUzHiHeF6CYNYr7D2sR43BK9J84nJWapmpk1ypoqk446UHeJxvm7UB2iIiSiNYiGLu8b/1PXLfPwemf6qWUNd4XvrDVVvFhcXkddI+GWJ7KWtYOg8MlHfo2NjY2NjY2NjY2NjY/+dhigc3biyggyGIz3HUbwSE1i6gOp0TfRJS5GztFTpfXQc94uPN262UoroAnYvwHhljQysqbMPoCyG0KzbILLvwaLF+D0hr4u6D7HEjt3zZqB2sAtVA3iwWiZAQlr+zq1NV1CHRDaR38KRorpaZQ0LyKplO5mbYUktVcHTVXR24RTwRZxHM6jvtEFHSMnAJdh+wcFFaMaYvwYNvC9LYX+m6Wlpbo6+vb08JB13VWV1dJp9PNTIVgcMfTXqu07/TUd3VjNxoN1tbWqFarRKNRwmFzMKRzIIhWUWgsGc+R5HeYCv37odVVqrc2TM9vY7WMFC40/fcFlwspFELNmcMq5UT8kQoFgijg6PFTnzdbKzm6vKapgvTcDDPX3qBereBwuRk4fY7UyFjbbV5Zu8KrS6+ib3kEdfu6+ZmRn0EWZWrTWdN1dR2qU1m6znY1i97bOJ1OEokdKyRntw9HyguqBrL42OxuOtHd3c3i4qJpMqB1H/fD4/EwMjKy7/UUReHKlSvNKYFSqcTm5iaXLl0y2Ra1Cg6qqjI3N0eptGMr5XK56O7ubptxAMbxHo1G2dzcNK1vT+sEAgFLSHI8HrdsT5Zly1RBvV7njTfeaD6OjY0N1tfXeeKJJzoKRJ0YCY2wUjILGx7ZQ7fPmhkhiRIT0Qmup6+b1k/FTiEKD/f+WZ7KmexmANZm83SNhtqH3ndA2wpzbaVSqKNpOtI+/vLRHh/HpC5WZ/Koika022cJGd+N2+8gORQ0ec3LLomufYq1To9M9G3q/q8WG9x+dbk5QSHKIuOXkgeavHgrkWSRrpGgxeapeyz8tuyPIAj4Iwfv8j8KfScihFPerbBsiViPH+mIWUQ2NjY2NjY2NjY2Nja7scUCm7cVQRRwDgSo3TcXZZ1DQVMxsms4RDjhJbtWxuGSCHd5kTpZtCz8GKa/A5piFMK7z8Oxj0KjTaFaU0GttxcLABxuGHjqQI+lk19+2/Xxjxj/X5s09qu8YVgm/eg/gD8BgQ+33Zau6AgOaxFLb7QPwwR2PPl1HW59xbjPbeLjcOq/a+Y5bLO72Nm6vpdYMDU1xcLCQvPyysoKZ8+eJboVDOzo7UVwOtHr5iKdc8vap1qtmoq0c3Nz9PX1MT4+vvN4RAHPRAz3WNh4PtzSoQrX6mbVIsSAMQXSFAsEAd9zz5H/y6/B1nUFWcL3vvcd+H4OintL9GosF0E37KPcxyLNv1cKee6+9grbAQGNWpXpH7+GLxzBHzV3xudqOZNQALBcWubGxg3OR8+htQlN1coKQZ+fs2fPMjs7S7lcJhgMMjIyYunmF0TBZNulKgqlzCYOjweP//F6n3u9Xs6dO8fs7CylUolgMMjw8HDHiYOHIZ1OW+yEFEVheXl5T7FhO1tkYWGhOZHQ19eH0+nE7/e3vY3f72dgYIDp6emmyNbb20tvb2/H++np6aFUKrG8vIyu67hcLk6cOGF5LlZWViyPo1Qqsb6+TldX135Pg4kz8TNkqhluZ26j6zoBZ4APDXwIWWz//D/b8yxOycmdzTsIgsCJ6AkuJi8e6j7b0a7AD0Zh+zBigSgKuHwOai12di6fA/GAwmM45SWc2imcLxYXubZ2jbJSZiAwwIXkBRzSzj4Nno4RThrfY063TLy/8yRCvp7nRys/YqW0QsQd4YnUEyS9bTJ6HiNzkxsmqyVN0Zh5c4OzL3gOLM6+VfQej+D2O9hYLCFKAomBAOG30CbtrUYQBAJRN4GobR1kY2NjY2NjY2NjY/NoscUCm7cd10gI0SXRWC6BAI4eP442vsxuv4Mu/z4j8+VNIzx4G12HpSsQHjAK46stWQGBLnBtFTkbVSgsGSHDnfIK9sDR5aW+WEDN7QqQjLqR420CKWUXTPwsHPs4XPt/QNolKBTXcfAyNeF9Zo94AZzDQUsOgSCLyHsE3TbZvG8WCgDS9yB9F5Jma6VAIEA2mzXfjyBYOpx3U6/XWVw0h0Lrus7c3FxTLBCdToIf+yiFb34TrWIUMV3HjuE5dw6A+fl5S3FzYWGB3t5eS4it4JAQdtUGlaxh+SQ4JZzdvo7ZDEIHGw2xxWvcNTJM9Fd+hdrUFAgCrvFxpGDnzuGjIkginhNR3McNgaBV+NhYmKNdknB6ftYiFqyUVkxCwTaLxUXOJ84j+R3NgOdtpKATQRSIRCJEIhHLbTuxubTA1OuvotSNCZRY3wDjTz6LeMiO9cMQCoU4e/bsY9v+NvV6+4J0p/XdOBwOhtvkWmwLB7vFtO2gcofDwYkT7e3NOuHz+QgGg4iiyOjoaNv3Zrv8BIBKhwmfvZBEiRcGXuCp7qeoqlXCrvCeUwKSKPFU91M81b232FqsF7mxcYNCvUCvv5fjkeN7Zhr4I26Lz/+2Xd1hEASB/okoUz9e2/F+FwT6T0SPNDWzWFzkz6b+rPn+WyuvsVpe5WdHf9Z0n+GUF0/QydpMnrmbmwTjbuJ9flMAbkNr8JWpr1CoGxNH2VqW+cI8nzn+GUKut842prBhPX5q5Qa1inIoYeatQBAE4n0B4n2PV7TMrJRIb30Hx/v8RLoeT1iyjY2NjY2NjY2NjY3N24UtFthYqBTqZFfLyE6JaLfvsY62l7I1lqdz1MoNgjEP3WOhg3kiL/4Y5l6FeskINB77EHjCRkG8HRtTxnWqechtFeu8MZj4OePfy2/Cva+DutVFmToFJ366c/hxGwRJxPdEF43VElqxgRR0Iie9zQ5MrdxAydYQvQ6k0JaPsa7t7M8uxNIcnlM/Q3W6gFZREN0y7vEwctLbzCHQdaPA7ToZo7Fcor5YAM0QLZxDIWvnZ26+/Y7nFixiQX9/P+l02lRU7O/vN1mwtFKtVtHbBHi2Fiadg4NEf/3XUdbXEX0+UwG+XdDr9nqrWGC67+msaTqlPpPHdymF6LUWtKSICynoNOUeCKKAs98qBEjhMN5Llzre76OkU4FS6HAMtivKB53txYyg05jUcR+LUL663pysEGTBNMVwUJRGg3uvvYKq7AgPGwtz+CJR+k6cOvT23mnEYjGmp6fbrj8MY2NjJBIJMpkMbrebRCJxpMmIW7dusb6+3rx85coVLly4YBEMwuGwRcAD9hSFNjc3WVpaQlVVEokE3d3dpmPT6/DidTyaju18Pc+X736ZimJ8RtzL3ONB7gGfGP5Ex/dD91iI7FrZNBHQezzSsUN/L6LdPk6/v5eNreJvrM+PN3i0XIBra9csQt18YZ50JU3cs5OnUCs3uPk3S00rpc2lIpmVMseeTDUf8/3s/aZQsI2iKdzcuMmzPc8CW0JsYY772fs4JScTsQmibqvIres6hc0q+XQVl0cm2uNDkg/2ne7yOoxg5l2IsojDdTRBUNN0wzrugPf/TmP1QZ7ZGzsZRpnlEgOnY3QNH0zA0TSdjcUihQ3jtUgMBo503O6HqqnMFeaoq3UGggN45M7f2zY2NjY2NjY2NjY2Nq3YYoGNidWZPLPXd06GF+9mOPFM92PpIizn60y+stQMmCxla+TSFU4917O3xcHqLbi7a3ogfQ8qGbj8G+Ds0OXn9Bn/Xfw1I7BYU8CfMtr1awW485dG4b55Hzch3A89Fw78eHRFQys1cCQ8CD1my5Ha/Ry1+9lmA6sc9+A9mzAKwbITlJaOZdmFoyuAnAqgKxqCLDafE8/pOK6xMFpNRfI7qc/nqe7yalanc2g1Fc9ES2HT26HQ6Y2CpkF21rBkigzhcrm4dOkSa2tr1Go1IpEIodDeBRGfz4fD4aDRMHeut/qoAwiyjKPb6nXu9/stEw3b653Qqgr1B2YbK62mUpvJ42kT6CwIAr6LSWozeZTNKqJbxjkURDpikfBxkxgYZOHWdVNhXhQlEoPW7vUuXxd9gT4WCjsClFNycjZudOPLMQ/+53porJYRBAE56UU8QuEvv75m2p9tMsuLb7tYoOs69Xodh8OBeMR8CZ/Px/j4ONPT02iahiAI9PX1EY8fLES30WigaRouV0uOiCAQDofbvicOSrFYNAkFYGQlzM/Pc/LkSdN6PB4nmUyytrbWXOvt7e34Xl5bW+PmzZvNy5ubm5TLZcbG2udjPCxvrr/ZFAq2mc3PslpepcvX3ibJ6ZY5/VO9ZJbLNKoKoaT3yAV+AG/Qiffk4SfJWikr5fbrjTLsqtWuPshbMhdya2WKmVrTUqaqtp8IqSo76z9a/RGvr+zk8NxI3+DnRn+Obr/5c3X+1iYru4TUpaksE892H6hI3TMeNk9eAN0joUMX+3VNZ+F2htXZPJqiEYx7GDobf8dNJ+yFruuWTASA5Xs5Ui22iZ1uP/3jNTIrOxZ/a7MFTj7fg+sRZlLk63m+Ov1VcjXjNZcEiY8MfYThkPX7wsbGxsbGxsbGxsbGph22WGDTRGmozN8yh2zWKwpL97KMnD94iOhBWZ3JN4WCbcq5GvmNyk6AYq0AlawRxrudK7B8zbqxUtrokI+NG8Xv8q7HITnMRX9fS8Fv84FZKNhmY/rAYkF9vkB1KmN46IsCrpEQrq1uQ7XUoNoSLKukKzSWijj7A9B7CWZfMW+w7zIIAoLQ3jZHdMuIW8We+lzB8vfGUgn3eGQnrwAgMQHzP4TiTuEQX9wIOf7R/8d4DsEQL059Ejk60gxZbYeu66TTaVZXVxEEga6uLo4fP86tW7eaQbkej6etJUsn+vv7WV9fN4Ur9/X17TlVoBUbtBlo6Bg4DYaFkXv88B31bwdOj5eJ519g9voVSpubeMNhBk6fxxOwThEIgsDHhz/OrY1bLBYWCTgDnE2cNVmXiC65mc1wVBzu9hkfDtfb65+9ubnJ3bt3qVQqOBwOhoaG6OvrO9K2+vr6SKVSFItFPB4Pbvf+j01RFO7cucP6+jq6rhMOh5mYmDjQbbdZW1trBoxHIhFGRkZMt+9kLdRuXRRFTp06RX9/P6VSiUAggN/vR1VVGo0GTqfTJKjMzc1ZtrG4uMjg4CAOx6Mv7GZr2Y7rncQCAEkSifd1FhDfDgaDg6yV10xrTslpCYCulqwiGxiZC9tiwVBwiFcWX7FMKgyFhozrKlXeWH3D9DdVV3l99XV+zv9zpm2utOQB1UoNVu/n6T+AQBLt9jHxbDfrcwVURSPW4yfSffipkpUHeZZ3fQfm0xWmfrTKqff3PlRQulJXmbu1SWalhCiJpIYCdI+FH0v4uqbpNGqKZb1RUw4UiF3K1kxCwfZtVx/kGGgjah+VHy7/sCkUgHFcvDT/EgOBgT3tvWxsbGxsbGxsbGxsbLaxxQKbJpVCA021Fs2LmVqbaz887U68AepV1ehknPoWLL5hFPJlJ4x9GLrPGkHA7dBVkGQ4/1nDoig3D54oDD67dwbBXtMIB0At1Knc3hEndE2nOpVFCruQI27UTPvinrJZNcSC4fcb97Vy3Zh06DoDPQcPAtUV62umazq6qiPsfodLMlz4VUNsKawYAkz3eZj65o5QAMaUw+2vwdO/ZQk+3s38/LzJqmVtbY3jx4/zzDPPsLm5iSzLRKPRQ3V3u91uLl++zOrqarNYup+Pvuh3IAhYBINOgdPvRoLxBGde+MiBrusQHZxLnONc4txj2x9/JEYgnqCQ3t3hLtA9dvyx3ed+1Ot1bty4gaoanw+NRoN79+7h9XqbmRmHxeFwHCrH4f79+6Yu/mw2y+TkJBcuHEx03NzcNHX2r66uUiwWuXTpUvN9tJ1TsC3IbbPXtEIwGCS4Zfe1sLDAzMwMjUYDt9vdtEaC9oKDpmk0Go0DiwWlUqkZ1JxMJve8Xbevm7m8VaAwFdiLa3D/u5BfBF8Chp6HyOCB9uWt5HziPCulFeYLht2bU3Ly4sCLpoBjgEDUTXbVOoWwO6g25Arx/v7388riKzS0BoIgcDZ+luGgIbwWG0XUNt+DmWrGdLmUa//d3Wm9HfuF6NarCptLJTRVJ9rtw+23vt4bi1Z7uXK+TjlfxxdqLzwehPtX15vPpdrQWLidQRAEusfCR95mJyRJxB91U9w0v0f8UTeStP93XKXYXiSqFNqvH5XFotV2rKyUydQyJjssGxsbGxsbGxsbGxubTthigU0Tl1dGEIWmn/k2nsDjsQoIJ71kV8xFE0EUCCU8RhDvwo92/qDU4c7XjKDi5EnItvjvuwIQ6t/59/iHD74jkWGjcL67416UofeJA91cWW9vP6GsV5AjbsQOFgPNdUGAvkvGf0dATnhptHQsyiFXe3sZ2QX9T5rXMjPW69UKUE4bz0sbNE1r24U8OztLT08PXV2du4L3w+Fw7NkNrtUUlLUKCBg2Ols2QrUH+eZ1RKeEs8+PWqwjemSElmKOkq1SnyugNzTkuAdnf2Bv6ysbE4IgMPG+D7AweYPsyjJOr5eeYxOEkqm3bZ/S6XRTKNjN2trakcWCw7JbKNgmm81Sq9UslkTtaJcvUCqVyOVyTdHC6XQyPj7O3bt3mxkhwWCQ/v7+fbefzWa5d+9e83K1WuXWrVs89dRTuN1uIpGI5TG43e7mZIOuaVTLJRwuN3IbEWBxcZG7d+82L8/MzHD+/Hl8vvbC65n4Ge7n7rNe3hGdLqUu7UzCNCpw9T8Z4fNgfO6/+Z/h0t8DXwxd19E0DekxhmofFIfk4GdHf5Z0JU2lUaHL12URCgCSQ0Eyq2VT0bnnWMRSZD8VO8VYeIyNygYhVwifY+c5DLlCuCQXNdVc9E/5zO+/TvZMnkdkuVbMVLn96gralmC9eDfDyIUEsZ6DTX08zARAvaK0FV3W5gqPRSwAGDwd4+5rq81GB9klMXj6YFMB/kj7938genSxpB1BZ5BSw/x7QBRE0/FjY2NjY2NjY2NjY2OzF7ZYYNPE6ZbpGgmxPJVtromySM94+LHcX7w/QGGj2uw6FCWRwdMxw0v5/pT1BroOm9NG1301Z4Qcqw0IpOB4SxixUjMsd7Kz4AoaBfJAhwK2KMK5X4a5VyA7B+4wDDzdsVBuoYN/87YFkBR1I4ddKNmdwo7gEI2pgn1Q6iobSyVURSPS5cXjtxZ53Mcj6DUVZWuCQQo4cJ86hK2BKwi1ls5PUQJn54KPoiiWbALYCTl+HDYQYNg3la/tCui9l8V7MYlrNIwc9aBsVBCcEnpDpfTjVcMWyiHiHo/g7DUej7JZpfzGanMSQdmsouZreM88equtg6LrOsp6hcZKCUEUcPT4kbe6eYuZKgu3M0YXbthF34lIx27cUqnE8vIyiqKQSCSIRqOP7bWQnU6Gzl2EXQMM1WoVRVHw+XxHul9d0Wgsl1DLDeSQyxQQvh8dA6LbrFcqlabvfzKZ3NMmqFgssrGxgcPhIJFI7Nkp326KRhCEAz8X7cSO1nVNVYkGgzz55GVyuTwul4tIJHKg+2gnZmiaxvr6Ov39/YyOjlIsFimXjSKsLMucOHECURTJra0w9fpr1MpFRFGi+9gJBk6fa96voiiWUOh6vc7MzAynTrXPsXBKTn5x/BeZzc9SqBfo9fcS8+z67Fqb3BEKmjuswMqbLLqPMTs7S61WIxQKMT4+bgl43s3j/FzaTdwTN2UUtCLJIhPPdJNLV6iVFYIxN54OU1AuyUWP32oF5xAdPNf7HN+Z+07Tqsgre3m662nT9TwBJ4mBAOu7rOocbpnukYMF8u7H/ORmUygAY6Jt7uYmkS4f4q73bbzfz1zLNIMv7Go2IuiaTn6jgtLQCMU9yG2s91rRtDbec1vbelz4Qi7OfrCP/LqRsxFMeA40VQDg8TvpHgubfl95Qy6SQw9nCdfKE6kn+IsHf9EUEsEQ5eyQYxsbGxsbGxsbGxubg2KLBTYm+k5EmjYJslMk3h84UgihpulsLBYpbFRx+2QSA0EcLZ3uoigwejFJz7Ew5Vwdl1feKYI6OpzYOrxGJ/7oCzD0nBHIu722ja7D9f9inj5YvwNP/J3OAoDTC2Mf2vtB6brRcS+7DVuk7V3q8lF/kEOrG0UTXdPRig0aKyXUUh3nQBDvhST1hQJqpobglXH1BzpOHGxTzte5/YPlZhjmwu0Mw+fiJFpEBtEp4buUQi01QNcRfY7DFcUGn4UbXzb7+HSfN56TDjgcDvx+P8WiWWQ4aNHyKOi6TuXOpqkYpCsatbsZfJe7kKNu5KgbJVOl9KPVnes0NKqTG0hhF5LPQW02b7EsaqyU0UYbiN6dY13XdbLZLPV6nXA4fKDO8KNSnzWHVNeXS3jPxNGCTm7/YKVpD2YEoVY584E+S0BpNpvl2rVrTXua5eVlhoaGDpUZcVQURWFycpJ02rCz8nq9nDx5cs/ibSt6Q6P0oxXULbuOOgUccQ+e84kDHVPxeNwSsC0IAt0tQdobGxvcuHGj+Tw9ePCAM2fOtJ0+mJ+fZ2pqR7icmZnhwoULeDztP5+6u7uZmZkxrSUSCZzOg3VyJxIJMhmzlYzD4WhaDK0+mGb2zSso9RoOl5vBsxeItgkK70QnS7Dt9W0bsGw2i6qqRCIRZFlGaTS4/fL3mqHWmqayePsm3mCoGbRdLpfbih2FgjVTxXTfgtg5fFVtb9Gykclxt7AzwZDL5XjzzTd5+umnLVMGjbrK3M0NMsuGr31yKEjvePjIk0SqqpGeL1LK1HAHHCQHAgcqbhczVZanctTKDQIxDz3jYcJJ62dsQ20wuTnJenmdmCfGRGwCl2T97DkePU6Xr4uZ/AwuycVIaASnZD3Ohs7GiXT5yK1XcHpk4v1+HAfY34NQylrtjBpVhUZNNYX2poaCqHWN1Zk8SkMjnPQwdCaOIAjUqwp3Xl2hspUxI0oiY08kCaf2zkZweWV8YZdlHw461XBUJEkk0nW0Lv3+iSjRHh/5dBWXVyac8ppElUfBQHCAT459klsbt6irdYZDwxyLHGt/5UYFKhnwxnYyod5pqArk5kByQbDH/FvPxsbGxsbGxsbGxuaxYIsFNiYEQSCc8u57or4Xuq4z9eNVk8XQ2myBk8/1WAqcuq6TniuyOpNDU3WcHpnhcwlCPRdg6arRRbqNJ2wEGG8jOYz/WsktWG2KNAUWXocTP320B5VbNGyQSmnD+7/vMgz/FAgColPC+0SK2v0cSq6GtlFBdEuopQZqqYGyVsF7KYVrKARDu7aZnoL5V6Gah+jwTnbBFot3Mk2hYOvJYv7WJtEeX9tuRumQoo6u62hlBSEwgnjul2HpDcPuKXEMujr73eu6TqlUYmBggHv37jWLsy6Xi7GxsUPtw6H2t6Ghla05F0q2ZuoabqxZrSl0HZS1MtJwCL3aPitDq6lNsaDRaPDmm2+SzxvWRqIocvz48YeyV+qErurUZvKW9dp0llzCa8kRURsam0slulq6g2dmZiw+9nNzc/T19T2WcNrW+94WCsAoHN+6dYsnn3zywOJRfanYFAq2aaQrODeryLH9u2IdDgfnzp1jamqKXC6H1+tleHi46dUPW59NU1Om50nTNKanpy1CV6PR4P79+6b7qNVqzMzMMDEx0XYfBgcNL/3l5WVUVSWZTDI6Orr/g9+iu7ubcrnM0tISmqbhdrs5ceIEsixTymaY/tGrO/tXqzL1+qv4I1G8ofCBtt/V1cXCwoKp63g7W2AbURQtwkl2ZakpFOwmvTDXFAvcbnfbLIW9wsn3JT4O9//aEkiyooWhJfy3Xq+zsbFheiwA96+sk9v6TNBUlaW7GUQRevYIONc1HUXRkB2i6ZjQNZ07r66YLITW5wqceq5nT8GglKtx+wfLaKqxz+V8nXy6wun395pEC0VT+G/T/23HlikDk5uT/OL4L7YVAkKu0L7ZJI/iO70TnoDTUqyXnZKlMUAQBHqPR+g5FgYd02NevJNpCgUAmqpx/9o65z/Yj7hH174gCIw9kWT6yjrFzSqCKBDr8dNzPPxIHtvjwhdyPVROw0Ho8nXtGRAOwOwrMPOy8dtIcsDIC9B3MOvFt4zsPNz8r1Df+k4PdMHZv3XgPCkbGxsbGxsbGxsbm6NhiwU2h0bTdFYf5JvTB6mhIMH4TjGvmKlZsgjqFYXVmTz9J8xFqI3FIsvTWdP1pn68yrkP9iOf/6xxQlvZNPIIht5nFOr3o9ahk7XTuq5D+i6s3wbJaXTVB3d166oNY1KhUdm6rMDsD4zw5O6zAEh+J96zCdR8neJry+bNazr12Tzy2V02N5kZuPGnO0WwpatQWIYn/m6zc67YpmtTqavUSkpHL+qDohbqVK6nUUsNBMGYjnBP/AKCtHdht1gscvPmzaZNSSQSIZVKNcOMwSgcb9u29PX1PTK/eEEWEZ0SWt3cvSy1TFK05hPsvj2AHPNYitKCQ0Ta9ZzOzc01hQIwCsp3794lFovtWXjXKhUQRcRDTCHoiobesIZUaxUFtU14NdB2ffs1MW1D06hWq49dLNgtFOzen1KphN9/sE5fbVfBcDdqsXEgsQAgEAjsGSasqmrb56lYLFq870ulkqXwDe075XVdJ5PJkM/n8fl8PP3004cK9t5GFEXGx8cZGhqiXq/j8Xia29lYsGaEgE56fo6BFrFA13Xy+TylUolAINCc8PD7/Zw5c4YHDx5QKpUIBoOMjo4iSRJra2uUy2VCoRDhcNj0nhI7fO7ufr6cTieDg4M8ePDA9PehoaF9H3e5XGZxcZFqtUokEqG7u9vYtjcKEz9rhN3Xy8ZE19DzkPdByWqp1Eq9ojSFgt2szxU7igXrcwUWbmdo1BTcfieDp6OEEkahPbtWtgTc1koN1ueLdI92tvZZmy00hYJtKoU6ufWKqYg/nZ025TeAEVp8N3OX0/HTez/Yt4G+E1Hu/nDFNO3VPxHt2C0vCAK0/CmftoZqKzWVSqGBL7z356jL6+Dk+3qoVxVESUB2vP3ZFe8KMrNw/6Wdy2oD7n0DQn2GreM7AU2Dya/uCAUAhRUj7PyoTR9vF9UczL1q/MbzJQ2bS+9bk6NjY2NjY2NjY2NjcxRsscDm0Dy4ut7MGQDIrJQ5/lSqWVCpFttbR1QL1vXN5ZJlTW1o5NYrxHp64eynobwJM38D1/4EfHGjWLRXnkB4wPDc11osMSIdrC5m/sbosNtm+U048ymIbXUEZ2Z3hILdrN1qigXbaLX2Xet6rWVfFn9s6ZalsAq5eWP/MYKlGy1d8KIsmuwdjoKu6ZSvraNVjG3rumF7I3hk3KPhzrfTdZNQAJDJZPD5fIyPGxMfN27caHrBA2xubnLmzBlisUNkKHRAEAVcoyEqk5s7awK4WsIsnT0+6nN59F3FOcEhIm8V5VzDQdRsDWXLQ1uQBDwnYyaRodUKBoxCcz6fb/tY1GKJ4re/RX1uHgQB19gY/hdfQDyA/YzgFJF8DsNGahdS1E2028fKdK7lBkJbG4xQKGTxpHc4HA/X2X1AZLn9MdlpvR1i0AltPg+kDn7uR0GSJNxuN9WquUC5uyi/e00QBFMXPmAJ69V1ncnJSVZXd6yvgsEg58+fP3LwrsPhsAg8oth+W6JsXtc0jcnJSdOx0NPTw7FjxxAEgVgsZjqGFUXhypUrJnGsq6uLEydONAWDcFcXbp+faslsO5YaGTddHhoaIhgMkk6ncTgcdHV1dbRs2qZUKvHGG2+gKMbnUTqdJpPJcObMma07OQXx40bBzRUA2UkqnW57rLcKk62v3X7rhc0qD67tfH5Vi3Xuvb7K2Rf7cbplKp2+24rtha5tlNbP/y0aLcJntpZte71M1fp5tBf1re+N1km+R00o4eHMT/WRXiigaTrRbn/HIN9OOD0ytXKLeCsKONwHf+88rsep6zob1Q1qao2UN4Us/oT8ZN6413n9nSIWVDaN93wrm/eta28nug6rN4yGE9kDvRfN+VhKDa58yZggBcgvG8/zpb8PrsdrmWVjY2NjY2NjY2NzVA7f+mjznqZWbpiEAgB0neVdBc1O3YC+NkWETt23TZudRsU40Vq9ZYgG63fhyv/V/iRyG5cfxj9iDjyOjUJvmxH7RhXmX2t5PBrM7hIPOhTpaFM4kMOutt35cqwlQFWxTg20rvcei1hsGHrHw0iOh3vbasV6Uygw3XWbDtzdlMvltl3Z213l5XLZJBSAUWyZn5+33KaVjY0NfvSjH/G9732Pa9euWbIQtnH2BfBdSuHs8+PsD+B7sgtHi++36HXgvZhCjroRXRKOhAffEynELZsQwSHhvZzCdzmF91yCwPN9lm10CrzttF741jcNocB40NTu3aP08sttr9uKIAi4J6LNyQcA0SXhPhbBH3EzeDrefM1lp8Tw2XjbyZLh4WFTroIgCIyNjR25YH0Yent7LWvxeHzP4OBWnD1+03QHgCPlRTpk8XEvBEFgZGTEPIkiCIyOjlrsklwuF/39/aY1WZabVkPb5HI5k1AAkM/nWV42Jow2Nze5ceMG165dY3l52VKortVqLC8vs7GxYZlk0HW9uRYfHLJ0+Euyg8TAkGkt3aaQvrS0RDabbX06AMMyabdQALCysmJaE0WJk+//ILG+ASSHE184wvFnnieUtBYWo9Eox44dY3h4eF+hAIxciG2hYPdjMO2TJIMv1syKicfjjI+PN7MggsEgZ8+etYhTLq8Df9R6DHbytbd8twGaqpNZNj73OhXC/ZG9j/N2FkCCKBBKmJ+fTtYx+1rKbFGvKtz+wTJXvznH1W/OcfeHK2Yru8eA2++g70SUgZOxQwsFAN1jIYsPfaI/8NiFjv2oqTX+bPrP+M93/jNfmfoK/9et/4ul4tLbuk+PDLnD8dpp/e3A4QGhzW+dd5oF0b1vwuSfG79Nl6/BG39sNJhss3ZrRyjYpl6Gletv7X7a2Ni87Xz+859HEAQEQeDzn/982+t897vfbV7nAx/4wFu6fzY2NjY2Nrv5CWmTsnmrqFfbFx7qlZ11b9BJaiTE6n2zgJAaDFpulxwMGNMFuwpoLq+D4HYRZe0W1Fu6jZW6caI19FznHe05b/hd5xbBHTR3epl2vGjYCrVS3uleJzwInogRBLib7vOWmwkOCc/JGJVbG83OdjnmxjnQ8tjjx8wnlGAUwramCgACUTenf6qX9fkCakMj2u0z2T0dmU42PXv4QwMdi87bBbp6vX13baf1bQqFAtevX28WUTc3NykUCjz99NNtO9PliBu5pTinKxq1BzmUdAXBIeIcCOJ7onOHpCAIyOHOhZGBgQFL8TaRSFi6ysGwHmrML1jWa3fvEXjhhY73sRs54ibwXC/KRgUEkOOe5uuRGg4S7/dTryg4vXJTSNN1nXq9jizLSJKE1+vlySefZH19HVVVicViByrWdkLXddTNKlpVRY64TOHPrWxnOSwuLqIoCvF4/ED2M7sRZBHfpS6U9TJqsYEUdiHH3I88MDuVSuH1epsF9VQq1dEqaWRkhHA43LTV6u7utgggrYX2bQqFAmtra9y8ebO5trm5SalUamZ7LC8vc+fOneax7/f7OXfuHE6nk3Q6zfT0NOVyGb/fz+joKCff/wKz169SzmbxhSMMnDmPy2s+JnO59kJqNpslErFa73QKIC4UCoRCO9Y6br+f48883/a6D0PrlMfu9d15E6309fXR09NDYXODhZtvcvMbf4Hb76f/1Fni/TuCzujFJA+urZNfryCIAvH+AL2H9LXfrlkGom7i/QHS8zvPWTDuIda78xooDZXCRhWHS8IXdiEIAvE+P4XNavN2oiwydCZmKohrmk6Xo4eR0Cj3c9PN9cHgICOhkQPt54NrafLpnSm47GqZ2ZsbjF7YYxLvkGi6xoPcAxaLi4RcIY5HjuN+iCJzOOll4tlu1rbCjyNdXhL95mD0Yr3IayuvsVhYJOAM8ETqCQaCAx22+Gh4feV1FouLzcsVpcI3Z7/Jr078KlKnBoJ3ALqmk0tXaFRVgnE3rnaf211njCYJZdd3s8MDyZNv3Y7uh9NnTG4uXTWv9z/9tuxOW2oFI+tpN5oKcz+AyNZnUK194wP1Dus2Nu9iPvCBD/DSSy91/LsgCPh8PuLxOOfOnePjH/84v/zLv7znd72NjY2NjY3N24MtFtgcCl/IieyULN2KrR2SAyejxHr8FDYquLwOwl3etj7GwbiHsSeSLN3LUq8oBOMe+iciO9dttC8ktbUFasXpM8J698ITMa7XKkiEd3UUiyKc+wxMfRsyD8AVgsFnIN4+zNfR5UOOuVGyNUSXhBhwWguePRehuGqIHrpu7MOJnwbZ3Jnp9jksOQ+d0FWdxlIRJVNFdMs4+/xtC7ySz4EcdaO0eG87+vYeiXe73SQSCcv0wHZXeSAQwOFwNAOPt9nPgqhdt3Wj0WB9fZ3u7u4OtzJTvp5G2VUkUzLreM8lLBMD+6HrOnpNJeD1c/HiRRYXF6nVasRiMXp6etrfSBSNztiWxyC02MM0Gg0qlQoej6dthoDgEHG0sRcCkGQRzy47nnw+z+3btymVSkiSRH9/P0NDQ8iyfODnbC90RaN8ZQ1lV26GezxshHS3QRAEuru7H/q+BUnA0eXj8SYsYPLx34tauUR1fRWfIBBP9eJqMynRTkDaXp+dnbWsLy4uNqcT7t27Zzr2i8Uic3NzdHV1cePGjebfisUi169f56mnnuLMCx/Zc58POxXTaf+Pal+laxqZlWXqlTKhZApPYO8iQDgctth+CYJwoOKBpqrcefkllLpxnFYKee6++jJOj5dg3MiIcXlkTjzdjVJXEUQBSe4siib6A6zNFkzvZckhEun2Nfdr+FycxECAYqaGx+8glPQ0P983l0vcv7LeDCUPxNwcu9yF5BAZOZ+gZzxMvaLgC7lME2KrM/lmoH2Xd4LhkWNUfDli7hh9gb4DCWZqQ2ubz7C5VGLkvP5IRDdd1/nm7DeZzu6IGdfXr/Pfjf93eB1HtzsLRN3gN743Ak7z+1LTNf5s+s+aFk3FRpG/uP8XfHL8kweeuDgKs3nre7fUKLFR3SDpfXTiy2HIrpZZ3xKc4n1+ix2dUle589rKTui0IDBwKkrXcMvntjsE538FZr4PxTWjmWL4/eB8/JZ1h2L8I+CNbeVJuQyLn/j4/rd7q6jmrXaSAJXszr+jI8bz3Er0YAKgjc1PErquUywWKRaLzMzM8JWvfIX/+X/+n/k//8//k09+8pNv9+7Z2NjY2NjY7MIWC2wOhSgZRY+pN9bQtkJWfWEXvcfCpusJgoA/4jqQLUGky4vDJaHrOoGIG2G3qBAbgwffs94o1r5Qf2hECY5/HG7+N9C2JgxcARhp6Qj3RIwcgwMiOCQciT1OvOtFSJwwphME0chgeIhuRV3XqVxfp7G+UzCvLxXxXe5C8llLr96zCapTGZT1nU58R/f+4/0nTpzA7XaTTqeRZZne3t5mV7kkSZw8eZJbt241BYNIJGKxbWmlXYjsXuutqKWGSSjYpj5fOJRYoGRrVG9tGKHPkoBzIMjx48f3LbKJLheusTFq98w+0O6TO12a8/PzPHjwAFVVkSSJ4eFhi8XNQVFVlTfffLP5HKuqyszMDB6Pp/laPCz1hYJJKACoTWVxpHyID5mZAYawVV8ooKQriC4JZ38AKfTo7IYeBZnlRW6/8j30reNw/sY1Tjz3AcIp83McjUaJRqNsbu5MI3m9Xrq7u5mbs4YSa5pGo9GgWq2iqtZJrWw22zYrQdM01tbWGBjYu6O6q6uLxcVFKpWd94TP5yOZbF/gjMVi3L59m3q9jtfrRRRFYrFY2ymE/VDqdW6+9G1K2Z3nYvDMBXpPdO5Y7uvrY2NjozmhsW0LdRALq8zSQlMo2EFnbeZ+UyzYRnbu//nqC7sYu5hk4U6GarGOP+Km/2QUx67bCoJAIOo2Cty7UBWNB9d2hAKAwkaVpaks/ROG4Ov2OXC3fB7n0xVmr+8EhNfLCsqkwNkXTx/Oikc0rI12hw0DiPuE1h+G1fKqSSgAyNfz3Ejf4MnuJ4+0zXKjzDdnv9ns4u/19/LhwQ83xYeFwoIly0FH50b6xmMVCzyyh1zNOqXzMFMUD8PqTN50nGSWSwycjpmEgJX7uR2hAEDXmb+1SbTbZz2WAl2H+k3ztiBK0P+k8d9bhaYZjRyya/8QYn8SHG5rU8uuCVFCvcYU7OwrhsWlIEDvJVsssPmJ5/Llyzz5pPm9q2ka2WyWN998szl1ub6+zqc//Wm+/OUv8/M///Nvx67a2NjY2NjYtMEWC2wOTTjl5cKHBshvVJCdEv6I68hdi9VSg3uvr1IpGOPwLq+DY0+mdrqoAykY+xA8+K5hFyRKMPAMRIb23nCjaoyHF5bBlzDyCjp53cbH4el/BJvTIDkNIULap7c5Mwvpe8aJYtcZo1PvIOi6IX7Mvbpz4tj/ZGebpAOi5esmoQBAb2jU5wt42kwmCA4Rz0QMJg53P7IsMzY21rRRaSUajfLMM8+Qy+VwOBz4/f5m4bNareJwOCzWQslksunvvo0oisTj8QPtk95ob43Vab3tdRWN8tU19IZR6NNVndqDHKJXxtnB33w3/hdfQHA5qd2bQpBE3KdO4b18GTCmAKampprXVVWVqakpQqHQkUavM5mMZXoDYG1t7ZGJBWrGmqmh66Bkqjg9Dx/KWLmxTmNt53htrJbxPpFC7pB3so1WVajP5g2boqAT52CwmUXxKNF1nQdX32gKBQCapjJz7Q3Of+QTpusKgsCZM2dYW1sjl8vh8/lIpVI4HA4ikYglP8Dj8exZCN/rb52CeXfjcDiaUzHFYpFAIEBvb29bG7GNjQ1u3LiBLMtUq1UKhQLnzp1jcHDwSJ/pS3dvm4QCgLkb14gPDOHqMKkgyzIXL14kk8lQrVaJRCIHts/qJCjqreH2hyDa4yPa40PXD9eNX8zUUBvW/cmtV+jf43N2Y8ka6q2pOpmVMqmhg38+SJJIvM/P+pzZVio5EHxkVl4b1Y2265vVzbbrB+GlhZdMdj+LxUVeWniJjw9/HDCyA9rRaf1RcT5xnr8q/ZVpbTQ8StAZRFU0Vh/kyW9UcLplukZCbXNkHhW6rrN0L2tZX76XIzUYbDZY5Desk5i6plPM1Ih22z/39yW/ZDSObGdixcbg5M83s1IsSA449jGY/KphPwSGwNBqkTn8PHSfM6Y4fDGj+cTG5iecT3ziEx19+QF+8IMf8Eu/9EvMzc2hqiq/9Vu/xcc//vFmFpGNjY2NjY3N24t99vAeRKmrLNzOkF0rIzslukZCxPexoGlFkgUizlUopUHsglC/JaTwIMze2GgKBWAEKD94M83J9+2yfOm/DF2njfvyRlHyIo1bGyAIOHr9yK0dyaoCV78ExS27nPW7sHoTnvh1w5e3HS6/cTJ3oJ1+Be7v8uScf80Y6T9IwT+3YNx+G12HudcgMgzR4c63a1RgY9o4OY2OGoGfu2gXWAygla1F5ceNJElEozsCRSaT4c6dO1QqFZNlznYBKxqNMjo6yuzsLIqi4Ha7GR8fN4X17nl/QReiS0KrmQuEcvwQUwWb1aZQYFpfLR9ILBCdTgIvvNA2o2A7ALrd+lHEgk6Fv4cpCNbrdWq1Gl6vF0mSEDpMD+yVW3BQ1GLdJBSAUdCqz+aRw4kOtwKtrlL64UrzdVY2qzTWyvif6jaFQ7e9z1IDZaOC6JSQE962IeSm6zcaVIvWLIJyLoOmqYgtU0CiKNLV1WURa0ZHRykWi81gcFmWOX78OKIo4vV6SaVSpnBkURQZGBhAEATm5+dN4oAoih2nA1pxOp0MD+/xeYJRaL979y6apiGKYvNYLBQKiKJINptlfn6eWq1GNBplYGCgbYbIbgob65Y1XdcobKzj8naeMBIEwfSZcVCiPb3MyA5Uxfw5F28JfT4Kh30/OT3tRatO6zv30369nW3ffgycjiE5RDYWSggixPsD9IyHD72dTiQ97Y+/hLfz+3YvFE1hJjdjWZ/JzaBoCrIo0x/oRxZlFM38HXfQHIejMhIe4RPDn+DN9JvU1BpDwSEuJC+g6zr3Xl81ZUNsLpU4+VzPoQSDcr7O/OQmxUwVt89B7/EI4Q6TcLqm06hav+MbNQVN05G2jhW3z0Fx0yoYtE6z2LRB08xCAcDGFMz8DYx9sPPtkhPGJMHmfZA9xu+4dlOi7qDxn42NDQDPPPMMf/qnf9qcPlhaWuK73/0uH/nI3laLNjY2NjY2Nm8NtljwHkPXde79aJXCVgdavaJw/8oaoigQ7dnfhgYwOqhufNkoXm+TOgkTP9ex8qErGkqmiiCLSFuhj7quk1u32scUN6soDRXZseuEy+GBcD+12TzVuzvF18ZSEc/ZFm/69ds7QsE2layRD/Cw4+yNCsy8bF5T6oYn7UFG+jfvd17vJBZs3jee7+0gZncQzv2yaUReCrna2ebvGeL7VqAoCjdu3EBRjH3ftszZLpRuMzAwQG9vL/V6HZfLhSjuXfzdjSAKeM7EqVxPNwvJjoQH1/DBT8yFToW5IxTsWulUYN2v8NqJ7c7r3TYzwJHyAnRd5/79+ywsLKBpGg6Hg/HxcRIDURorJZOAIsfcSKGH7/jSO4Ska22KYbtpLJcsgpBWVmislnH2dhZ0anN5qnd2PPFFr4zvUgrR1fn5lxwOXF4/tbI5hNLtDyIIBz823W43ly9fJpvNoqoqkUgESZIoFArous7x48ebAcpOp5Pe3t5m2PLExAT379+nWq3i9XoZHR19qMDqVmq1Wttw4Ww2Szab5erVq02xolAokM/nOXfu3J5FdLffT26t3fr++RBHweFyc+J972f6x69TLeaRnS76Jk4T6eqQL3JIdF0nl8s1JzSCwc5d+h6/k0iXj8zKzqSAIAp0jew9ddYxJ6Hr8P7xkiQycDLGwMm9c2KOSsKb4GTsJLc2bjXXYu4Yp+Onj7Q9URCRRZmGZhZ7ZFFG3HqfuWU3Hxn8CN+d/y5lpYwgCJyOneZE9MSRH8dBGQoNMRQaMq0VNqsmoQBAUzVW7ucYOX8w0URpqNz+wXIz+6mUrXHv9VVOPteDr40dmyiJ+KNuixDgj7hNGRxdIyE2l0tNi0iASLevKWLomo6qaEgO8ZEHx7/rKa2ZhYJt0vf2FgvAmFrtOvN49svm3UM1b0yn1EvGMRHssQWifbh8+TIjIyPcv2+cG01OTtpigY2NjY2NzTsEWyx4j1EpNJpCwW5WZ/IHFwvWb5uFAoDVW8bJUhsfVmWjQvl6ull4lAJOvBeSCE4Rh1OiUTMXCSWH2LarctsaxrSmQ206axYLqtn2+13JtF8/DJXMTrbBboptKmTtcHYoanZa1zS485c7QgEYJyT3/xpO/2JzSfTIuMbCVHdZFUghJ86BDkW68iaUN4xpCNfhCnmNeo303AyNao1ITw+BaGe7oM3NzaZQsJu1tTWTWADGRMJRi6FyxI3/uV7UQh3RIR66A16KuhG9MlrZvK+OPYrQByWVSjWnJpr7K8uWx78Xuy1RRFHk7NmzTE1NkclkcLlcDA4OHti2aTfpdNrkq99oNJicnCT09NP4n+yiPl9AqypIETfO3sAjKTBJIReCLKArZmVLju0tbHUSE/YSGbS6Sq3FvkMrK9Rm8niOd+5kFwSBwTPnuPvaK4C+tSYyePb8gZ8DXdPRyg1E186kTa1W4+rVqxQKhlWM1+vl9OnT9PT0oGkahUKBUqnUtDJKJpMoioIsy4+8uOd0OpFl2fL+9Hg8LCwsWCyPMpkMhUKBYDBIPp/nwYMHFAoFfD4fw8PDhMNhusdPkJ6fQ23sTItFe/vxRzo/1+Vymfn5ecrlMqFQiL6+vo42BLquUygUUFWVUCiEKIqEkl1c+NjP0KhVkR1OxDZ2S0dB0zRu3bplCnRPpVJMTEx0fC1GLyZYeeAit1bG4ZJJDQct2Qat+MIuxi8lWbidoVpq4I+4GDgZ2zNjQWmobCyUqFUaBGMeU8jy4+an+n6K8cg4S8Ulgs4gI+ERHOLROtdFQWQiNsGb62+a1idiE02xAIyi/a8Ffo1MLYNX9j5UmPLDUu8wxVffR+zcTWa53BQKttE1nfR8sa1YADB4Osad11ZQtgRT2SUxeNosCnmDTk4/38vqTJ56VSGU8BDvN77fN5aKzN/apF5RcHkd9J+MEj1ATtE7itKG8dsnt7Bj9/OovP/lDpOMjjbv3/yS0cTh9BuTBZ1ua/OTj64b0yc//AO4/Reg73pfCxJM/Axc/g0Yev5I09fvBbq6uppiQalkteV7WL7//e/zX/7Lf+F73/sei4uLZDIZPB4Pg4ODXLx4kY997GP8wi/8wr7nH/Pz8/zH//gf+cY3vsH09DQbGxv4fD4GBwf54Ac/yG/+5m9y7NixR77/e3H79m3+8A//kO9973tMTU2Rz+fxeDwkEgni8TgXL17kIx/5CC+++OKRJpltbGxsbN7b2GLBewxVae/x3Gm9LbnFDusLlhM3XdOp3NwwdSirhTq16SyekzG6RkPM3zL7IKeGgoiStXtXb6htrWJaC7yEOgTH7g6dOyremGEFpLbY+xw0cyB1EuZ+ALVdvtJOn2Gz1I5q1hAHWsnMWpZcQyHkhBc1U0V0y0hRt7VjXtfh7l/B0lXjsiAafrqDzx5o9yuFPDf++ps0aobgtDB5fc8A004TAoeZHDgogihYLakOcVvfhSTVexmUzSqiS8Y5HMIRf/hObpfLxYULF3jw4AHFYhG/38/Q0BDr6+usrq4iiiLd3d2kUilLwa+wkWbm2hsUNtJ4gyEGzpwj2tOH1+vl7NmzD71vuwuh2+i6zsbGBr29vbj3KKgfle28jMrNjWYYqxx24RrcuwNbjript/ixw94ig5avWwJfAdTs/n7n8YEhPMEQ63MzCAgkBofwhsJtr6soCoqi4HIZU1PKRoXKrQ20qoogCjj7A7jGw9y7d68pFIBRKL99+zZjY2PcvHmTWs3Yr0gkwqlTp3A4HDgcj85CRFVVVlZWKBQKeL1eent7mZ3d+SwRBIHh4eG2wcywY1d17dq1psiwHVZ4+fJlvMEQ5z70cVam7lCrVAinukgMdbZDqlarvPHGG80Mjmw2Szqd5tKlS5bPiHq9zvXr15tByC6Xi1OnThEKhRAEAafbeK9WKhXq9TqBQOChPmfS6bTl/bG6ukoqlSIWa9+5L0oiPWNhesbCHbebXS2zsVhEEAXi/X6CMQ+RLh+RroMVbutVhcmXl6ltWcytTOeI9wcO3NX+sAiCQK+/l15/7yPZ3jPdz+AQHdzZvAPA8ehxLqUutb3fmDv2tnfEB2LutkHSoUN8V2hq++yR3eHYrfhCLs59sJ/cloVbKOlBavM7ye13WESEcr7O9BvrzemVWrnB9BtreH+qD7f/EVsUqQ2jkK7rEBvdP//poCh1uPqfjK5tMH6HvvlfDHvJwAGE91Iapr4F2Tlwh2HofZA6tfN3T8TIr0rfM9+u77L58sz34cHf7FyefQUu/KrdQf5eZOkq/P/+IaxPtv+7rsKtrxj/JSbgk/8Oes6/lXv4rmB3Ztmjyt0CWFhY4O/9vb/HN7/5TcvfCoUCN27c4MaNG/zxH/8xTz31FK+++mrb7Wiaxuc//3n+xb/4F5ZpzHq9TiaT4erVq/ybf/Nv+NznPsfv/M7vvCXfU5///Of5Z//sn1kaPhqNBvl8nunpaV577TV+//d/n1/5lV/hS1/60mPfJxsbGxubnyxsseA9hi/swumRLd1x0e5DdOp5O1gctFnXSg2LdQiAsjXd0DUSxOESWZ8rous68T4/iQ7d8IJLQvTIFn9+qTUUNTwAPRdg6crOWuI4xI/v8aAOiOyC0Rfg7jd21hweGH7/wW7v8BgnlnOvQnEFfEkYfKZz+LLTZ+QTqC2CiCfc9uqSz4G0lz/x+p0doQCMkOX7LxlBfv79/dAXbt1oCgXbzN98k+TwCA6XtWgbjUZxu92WH9g9PUe3CVFLDdB0RL/jkf4gF70OvOcO5gl/WPx+P2fO7NgUTE1NMT8/37yczWZRFIW+vr7mWqNa5db3vtP0Yy/ns9x55W84+6GP4Qs/moDER22RdFAcXT6kqBs1U0VwyUgh576vpZzw4OzxU1/asQZyDQaR9hCIRG/7x7Hne2QXvnBkz+da13Wmp6dZWlpCVVX8fj/Hx47Bm7nm5ISu6dRm8wg+mY0Na0BsLpfj+vXrptDqTCbDzMwM4+Pj6LrO8vJy8z6SySQDAwNtA4v3QtM0rl692iy2A/h8Pk6dOsXGxkZTtAoGgxSLRXI58xSXJEmEw2GWl5ctJ6fbIsTw8DBuv5+h808caJ+WlpYsYd2lUol0Om3JZ7h//75p32u1GpOTkzz11FMIgoCqqty+fbsZKO10OpmYmDhSFgJgefy71zuJBfuxcj/H3M2dYyA9X2D0YpLYISaYVmfyTaFg93ZSw8GOXenvaFSBMe0UY5FThJNek60OwEZlg79Z/BuWikv4HX6e6HqCU7FTFOtFXll6hfnCPD6Hj4upixyLPP6uTqdbZvB0jNkbO2JnMOEheQjbu0iXl7lbVsFhv+lOSRKPNA2wsVS0eBTqms7mcpGe8UcYtltYhTf/BOpGRgsOD5z9DAQPb5FnIX1nRyjYRtdg+RoE9rEtURtw7f+B2tZ3R3kDbv2ZMRkQ2ZWlMvFzMPuyIRjILkMoSO1qhKjmrTaU1Zzxe+6YbZ3ynmL6O/AnvwqNA3bCr0/Cf/gE/NKXYPTFx7tv7yJ++MMf8uDBg+bl559//pFs9+bNm3z4wx82CRHJZJJnn32WRCJBtVplenqaK1euUKlU2loygvHb5jOf+Qxf/vKXm2vd3d089dRTJJNJisUir732GtPT0yiKwj//5/+c9fV1/v2///eP5HF04l//63/NF77whebleDzO008/TXd3N4IgsLm5ye3bt5mcnERV21t/2tjY2NjY7IctFrzHEEWBsSeSTL+xbhQcBIFYr29fX2UTXadh8cfGCdc2ga62xXjBKbX10hfdRqFLEATifQHifftb4QiCgGciSvnaOvpWZ57oFHEfi7ReEY5/zOjgKSyDLwHB3kc3Atz7hDG9kL5rBNolJ8B5CLHFEzb27yDILuh/ynyCKggw+NyhdrnJXpkJBxALitlNy5qmqVTyeRwJq1ggiiLnzp1jenqaTCaD2+1mcHCQSOTwBQq9oVJ+M42y5dss+Rx4zsaR/O0tS9ILRdZm82iqTrTbR9do6EihoY8aRVFYWlqyrM/Pz5vEgo2FOUtwq65rrM3cZ/iAxdj96OnpYXl5GU3b6Wh1u91HsjQ6LKJTQkwdvPAlCAKeUzGcgwG0YgMx4Ny36C96HTh7/dQXdwQGQRZxDj2aLtClpSWT6FMsFrnz2g3GxV6L+KGuV3A4HM3pgea6qlKv1y3X39jYYHx8nIWFBaampprrMzMz1Go1Tpw4nGd7Op02FdvBKMzX63UmJiZM6/39/eTz+aa4IcsyJ06cQJbljieeRzkhbX0u9lpvJ7RUKhXK5TI+n4+FhYWmUABGx9+tW7d45plnDi2sAB0tCbzeo1ngaJrOUoslFsDi3cyhxIJyrt5+PV9/S8QCTdVYupdlY6mEKAokB4Mkh45mUVbYrHL3hyuoWxODskvi+FNdzcehaAp/fv/PKW0V5IqNIi/Nv4RX9vLq8qtkqoa1YE2t8a3Zb+EUnZaMgcdBcjBIOOWlsFnF5ZHxbeUwHRSnR2bsiSSzNzaoVxQkh0jPeIRQ4vHYK3Xct0fd/Xrv6ztCARgZT/e+bnT/Pyxq++O+4/puNqZ3hILdLF8ziwWy02gGGX2h/XaKa4ZA0UrB+n1u8xPM0tXDCQXbNErG7f7u1+wJA+DVV1/lM5/5TPPyJz/5ScbHxx96u/l8nk9+8pNNoSAej/PFL36Rz3zmM5bPwlKpxFe+8hW+9a1vtd3WF77whaZQkEwm+eIXv8inPvUpy9Tin/7pn/Ibv/Eb5HI5/uAP/oAPfehD/K2/9bce+rG0Q1EUfud3fqd5+Xd/93f5J//kn7SdQt3c3OQrX/lK2yliGxsbGxub/bDFgvcg/oibsy/2USk0kJ0iTvchDwPZBRf/NixfhdI6BLqh66zRAd+C4BRx9JiLdcCRi3VyzIP/uV6U9QoI4Eh6EeQOVhOBroPbAx0Wf/JAxfVHwtDzhuCxNmmM9Hefh3AHq6X9cB0yM6EFXyhMJW/uuBVEEXegs9jj9XpNXfVHpXov2xQKwJgwqNxI43uq23ICsD5X4MG1nR/H5VyNWrnB8Lm3xqpjL1RVbVtYrdfNRY/dBfzd6B3Wj4Lf7+fs2bPMzs5SLpcJh8MMDw+biqtLS0vMzs5Sq9WIRqOMjY0duWB6ENRSg/qDHGqxjuR34hoJmTIoJL+zo0DUDvdEFDnmRklXEJwSzl7/oTMtOrG7OL1NTalT1arWYrMk0NfXx/S0Oe+lt7eX1dVVy3a2T/wWF622bysrK4yOjh7KoqhcLh94XZIkzp49S7FYpF6vEwwGm9MmiUSCmZkZS6ZBInH491YkEmFlZaXteitOp9PyHhEEofkcpNNpy20ajQa5XO5I0wVdXV0sLi6anh+/33+kxwmg1FWLTz1AtaSYMkn2wxdykluzvmZv1VTBzPUN0vM7VlqzN9Jomk736CEaDjCmcmavp5tCAYBSU5m7ucHEs8bk2VxhrikU7OYHyz8g2yab6ObGzbdELABjwiDWc/RMm0iXj3DSS62i4HBLbS2FHhXxXj/LU1nTJIMoCcQOmlN1EFSlvUVlftmwEJIP/pndltg4iN8GreU9lDiAaKp3EDI7rXfCF6Nt94vvLfotaPP2o+uG9dBhhYJtGiX4b/8I/tErP/EZBl/72tcs38uappHL5bh27Ro3b95srr/44ov8h//wHx7J/f7e7/0e9+4ZdmKhUIjvf//7HD/efrLc5/Px2c9+ls9+9rOWv83MzPDP//k/ByAQCPDSSy91bNL41Kc+RTQa5YMfNMLQP//5z/PpT3/6sdgR3b59u9k88b73vY//8X/8HzteNxqN8nf/7t995PtgY2NjY/PewBYL3qMIgoA3+BAnbw43DDzd8c+NlRLV6SxaWTGCdvsDaKWG0dXb50eOHd0LXtwq+P2koms6ynoZZcPIHnD0+hGTE8YEw8PSfd6YCmnsGrn1RAybpgPQd/IM2dUVlPpO52/fiVNNv/DHibJuLZCphQZ6RUFoKf4uT1stRNILRfomokao9kqJ2kweva4ixzy4xsOIewSKPkqcTieBQMDkXQ9YrE1ifQPMXr9iEQfiA4O0Q9d1VldXSafTOBwOenp6COwh4mwTiUQ6Tnqsr69z586d5uWNjQ3K5TJPPvnkY8md0Ooq5R+toNWNx6wWGigbVXzPdB/59REEAUfKh+MQUwyt6LrO2oNpVqbvoSoNor399J880/ZEsOEFUZO3c5G39gGcfQH6w3FkWWZ5eRld10kmk/T19aFpmqXzq7/fEARbbXq290dVVZNYUC6X2dzcxOVyEYvFLK9Pp3C71vXtk3lJkggEAvj95s9an8/H8ePHmZ6eptFoIMsyw8PDhEKHKxaD0am3ubnZFEsEQWBoaMhyn2A8H5OTZm/orq6uZhhyJ+HkqJZasixz8eJFlpaWKBaLBAIBuru7jzSlAOBwSbj9TqpFs+ARjLk7FhRK2Ror93PUqyqhhIfUSJDUcIiNpRK10s5xkRgMHun7XKmrzE9uklkpIzlEuoZDe04JKHWVjUVrh/baTP7QYoHa0CjnrV3hhY0quqYbeTvtrf1RtPZhwp3W36kIooD7gJZoD4Pb72D8coqFyU3K+TrekIv+iSiuRySaAiBKRjNCawe/0wviIzjVcAfh5M/DvW8Y9yE5YOAZIxdhP6KjhlihtBxvyVPtr98JT8SYLF340c6aw7Pnb2GbnzBm/qZzRsFBWbtlZF8MPxrLnXcqr7/+Oq+//vqe10kkEvze7/0ev/7rv/5I7rNWq/G//+//e/Py//q//q8dhYL9+Df/5t80G3s+97nP7TvN+eKLL/LRj36Ur3/960xOTnLlyhUuXrx4pPvei90TokdtXrCxsbGxsTkItlhgczSyc3D/u8ZYdqALRj4AIcNCRclWKV/f6SZRc3W0skLgfb0IjsfXPfeTQvXWBvXlna6l+kIB3+UuRI/57aprOnpDRXBI1iDjTriDcOFvw/yrRuBfsNc40T1gCKE3GOL8Rz7B2uwDlGqVSE8foaQ1XDCdTjftbVKpVNvw3sMiyCLUzYVzQQDaTJa06+DVNd3oYs3WTMdnfamIWqrju9z1loSSCYLAiRMnuH79etMn1e/3MzY2Zrqey+vlxLPv58HVH1MtFnC4PQycOksw3r6L8d69e6Yu9JWVFc6dO0c4HD7yvu72e92mUqmQzWYt3dqlXI3V+3nqVYVgwkNqOHjobtnGcqkpFGyj1VUaKyVcA29dgOS2J/92oXntwTTTP36t+felO7eolYr0jB4nk8mYbuvz+4idGaQ2lTMyGdwSruEQBSos3ZpGVVV6enro6to53iYmJvD5fKTTaWRZpq+vr3kSGI/HLd33gUAAl2unk3xubs40seD3+zl37lyzkA6GKJRMJk3TENGdrZs2AAEAAElEQVRo1JQNkM/nuXHjRtMGKBgMcubMGdN2wPDsTSaTVKtV3G73kQvooihy8uRJBgYGKJfLBINB3O72gdVdXV1IksTi4iKqqpJIJEy2XX19fRarolAodCDBrBVd18lms9RqNbq6ukzPNRiCytraGpubmzidTnp7ezvaFm0jCAJDZ2LcfX0VTdmx3ek/2X7qoZipMfnKUrMbvLBRobBZ5fhTXZx+vpeNpSK1skIw7iZ4xCD2qTfWyK8bgblKXWX2RhpBNGx22qGpetvAcKVxeAsqURaRnZLls9rldTS/z/qD/bhlN1XF7Cf9dNfTfH/p+5b1sbD5M7Qd9aqCUtfw+B17fm/qus7aTIH1+QK6phPr9b9jrOyOQjjpJZz0HmqK5VAIAgy+D+5+3bw++D54VMJy4riRr1TJGsKEfMBpGocbTn/K2LfyhnG7gWeMQOPDMvYhiI4Y1o1OnzFV22li0+Ynj9f/349uOz/hYsFBWF9f5+///b/Pt771Lb74xS8eyaJ0N6+++irZbBYwfif9nb/zd468ra997WvNf//SL/3SgW7z4osv8vWvG5+B3//+9x+LWDAwMND893e+8x0mJyctVpI2NjY2NjaPAlsseA9hBNqVyK1VcLglkoOBo3WWVTJw7f8L21182Xm49ifw5G+CO0hjyTqeqzc0GutlnA8xtv+WUC8Z+QDZWXAFjUJ6pH0ntwVNg1oOHL4jj9yrhbpJKADQaiq1uTye4ztFpfpSkdpUFq2mIrol3MciB++c9sXgxE8faf8AnB4vfSc6d+QtLS2ZutE3NzepVCoMDw8f+T4BnANBKrfNmQmOLl/bjvNwymuyygDwBJy4vDLl29bcBTVXR8vXEYNOstlss5M4FAo9lsKK3+/nqaeeIp/PI4oigUD7bt5Idy/hrh6UWg3J6UAU2xdla7WaJQdB0zRmZ2cfSixotZrptF7K1Zh8eQltK0skn65QSFc49pRZgCnncyzfu02tVCKYSNI9fhxJ3vkM0tuIPHutP2oUReHu3bvNgnosFuP48eMsT921XHdjYY6hc09w/Phx5ubmqNfrTZsmye3Ae2Yn92F9fZ0bV2/s3HZjg1Kp1BSIJElieHi47XtkdHSUarXaPAH2er1MTEw0n9dqtcr9++YskmKxyMLCAiMjI801QRA4efIkPT09FAoFfD4f0Wi0uR1d15mcnDTlBeTzeaanp9ueiEqShM/3aGxM/H5/22kCXdNYuneH9NwMgiiSGh7l3Llzbd8r0WiUM2fOMD8/33wthoaGDv3+VRSFN998sxlwLAgCx44dM4Wy37lzxyTgLC8vc/HixX2fj2Dcw/kP9pNdKyMIAuGUNdB3m5X7OUthPrdWppSr4Qu5Ohb0D0q11GgKBbtZmy103LZzy5+/lDVnSkS6Dn8ciKJAz3jYFPgM0HMs3Py3Q3Tw08M/zUsLL5GupHHLbi4mLzIeGSfoCvLtuW+Tq+WQBInT8dOcjJ2kE5qmM/NmmvSCEfbr9MiMXkwSiLYXp5ancyxM7nxXLNzepF5VGDqzf55LpVhnYTJDYbOK2+eg51iYcPLxWbcdhscqiPdeNH43rV437Fq6zhytIL8XomT8hjkskUF48h9AvWhkTbWxzTwQgmBMMxxkosHmJ4tqHib//NFsa/Krxvbcb10TxFvNb//2b/P5z3/esl4qlZiZmeEv//Iv+b3f+z3W19f5T//pP3H16lX+5m/+5qEEg1dffbX576effnpfEb8TGxsb3L2787vvX/2rf3Wgz85bt241/707z+pR0tfXx7PPPssrr7xCPp/n0qVL/Mqv/Aqf/OQnee65547UIGFjY2NjY9MOWyx4D/HgzbSpgLo2m+fk+3rwBMyFbV3Xya6WySyXEWUjwNBkcbByY0co2EZtGKO1A09b/VybG35Uj+QxoeuG6FHc6rwtpSEzAxd+FUK9e982fc/oWqsVDKFg4FkYfObQu6CVrJYjAFpxZ10t1Kne2mg+zVpVpXI9jehvCXzNL8HKdSOQL3UKwgPsh67qqNkqSAJSqHNoo65oKOkKuqojJzymgv3c3Jzl+vPz8wwMDBy5AxnA0ecHUaC+UABVR055cQ21t77on4hSLTUobmUcuLwORi4kjMejtj8QNUXj1o0bJo/VZDLJyZMnH0uBRRTFAxXyBUHA4XajlRs08lVEv8Pi2V+tVtsW9isVazHwMGzbxOzG6XRa9nvlfq4pFGyTW69QztXxhY3uz3I+x/Vvf70Z2pxdXSazssTpD3y4+fzKcQ+1GXMIr7H+1hTapqenTfkB28eC2mgfoqkqDXp6ekyF5HbMzs5a1hYXFxkcHNw3d8DpdHLhwgXK5TKqquL3+03HY6FQaPvabxe7dyMIQkfbqe2w4FY2NzfJ5XKsrKw0J4U6ZQDous7m4gLZ1WVcHi/J4RGcnqO/djPX3mB5akd4LG6mjef8WPsuung8/tDh3PPz86bnTtd17t27Rzwex+l0UiqVLJMeiqIwNzd3oO4+2SkR79v/ZL5ebW+pU68ojySfQFXaZ59o6t6ZKKMXkkz9eLVpIRRKeBjoMB2xH10jIdw+B+mFIoIA8f4AoYS5uJPypfj0sU9T1+rIgoy0JZh2+br47InPkq/ncctuZByszxUo5+p4Q05ivX6TELN6P2f6/VOvKNz70SrnP9iP2GYCavW+9XMoPV+gfyLaUeAB43m9/coKjZrx+hXrKvdeX+Xkcz1vWa7EoWhUYP41yMyCJwz9T0PAOi14YOJjxn/vRAQBXHYhzeaI5JcOn3PRCV2FwvJPtFjQCZ/Px6lTpzh16hS//Mu/zFNPPcXi4iI3b97kH//jf/xQ2QW7f7/tbpY4LK1Ttf/H//F/HHobrVOnj5I//MM/5IUXXmB5eZlyucwf/MEf8Ad/8AdIksSZM2d4//vfz8c//nE+9KEPHdmK0cbGxsbGxv4GeY9QKdYtndZqQ2N5OsfIebPn4eKdDEv3ss3L63MFjj/VtWN10MkXeGvd0eWj3jJdIMgC8lYRQKup6FUF0e9AeIyhfocmO7sjFGyja4bH/15iQa0AN//bzvOi1A2LJn9yp/tMqUH6rrG92Ljh49sGqYPvtLSryNBYKVn0GF0HZbWMNLJVPF+bhFtf2RFulq7C8Y9Dz/mOD0PN1ShfW0erGSdDkt+B90ISsSUAWy3WKb+x1ryeIAl4ziZwbB0fuzuTm7dRVRRFeSixQBAEnL3+A+VVOFwSE892Uyk0UBUNf9jVtJyQU16UnHkfRZdEplGwhLGtra2RSqUeugD5MOi6Tu1eltrsTvHK2evHPbHTFe73+5FluWmfs81eYkQpm6FWLhGIxXG4Olu/VKtVFhYWUBQFv9/P8ePHLa9jvdL+BLpWUZpiwcrU3aZQsE0hvU5+fa1pZSVH3LhGQtQf5NB1w9PbNRxCDu8c/2qxjpqpIbgl5Jjn4BZc+7Cd+dDKxsYGfalu1h5MmdY9gSCewMFO9LftpnajaRqNRuPAIcWdQqU7dc4dtqNOlmUEQbAID9VqlStXrjTXV1ZWGB8fN1kAbTP94x+anqflqTucfvEjePyHL9CpSoPV+1OW9eV7dzqKBZ3QdZ3a5CTVu3cRJAn3qVO4OhQStic4drOd45BIJDoKcJ0CpPdD0RRub95mobhAwBHgdPw0IVeIUMLTFDu3ESWhYyf8YfEGnW0zFKLde08JuP0OTr2/l2qxYfHc13WdjeoGqqaS8CYQhfbf79Vig+xaGdkpEen2Ek7tLSgJgoBLshbaBUEg5AqhqRqTryybJh7W5wpMPNvdFAIyK9bXR6mpFDZrFoEC2lsraaqOpuns9S2WWSk3hYJtdE1nfa6A78xbKxZsLBVZny2gaTrRbh+poaD581LTjAaJwpb4lV8yfqdc/HXw217YNjYm6kcMNe5Ea77He5De3l5++7d/m9/8zd8E4Etf+hK/+7u/S1dX15G2tzsLrN204kFp12xxWFp/jz9Kjh8/zrVr1/jd3/1d/uiP/qjZ1KOqKlevXuXq1av823/7b+np6eHzn/88/+Af/IPHti82NjY2Nj+52GLBe4RqsX3Heuu6UldZuW/+kaRrOot3sztiQXIC5l41XQdBgIQR/iTHPHgmotSmc2h1FcnvwH08iuAQqd7NUJ/LG4VAh4jnRBTHESwMHguNDl3Ynda3Sd9rL6CsTRpiQWEFrv0/O6HCkgPOfLqtvZHodeAaDlJ7sFMYlvwOnAO7im2diqO76zIPvmed8HjwPcNft41/sK7rVG5tNAUAALXYoHo3g/esuWhQu5c1XU9XdaqTm8jv60EQjc7lVu9wn89n8T1/nGiaxsrKStMDvlfqbQawbodtN5aK6DqIHhnP6Tir6fYjw/l8vikW6LqOsl5B2awiOiUcvT5E194fo7quo2ZqaOUGUsiFFDjc86DmaiahAKC+WEROeHAkjCKbJEmMj49z+/btZlHX6/UyNDRkfW5Ulbuvfp/NpQUARFFi+MIlUiPWblBBEBgeHmZgYKAZqNtuyiKUcFPYML9PREkgENspbNbK7U+0W9fdo2GcfcZrJPociK6d0lztfo7qdLZ5WQo68V1Mtc1C0TUdhMPZbnS6bt+pszSqFTLLRiaE2x/k2NPPoWkaMzMzrK2tIUkSPT099Pb2WrYTiURMWQEAbre7oz//YfD7/ZYsAlmWmwHJ25RKJdbX1xFFkWQyablvp9NJd3e3xc5K13WLgDAzM2MJ+y3ncxZBpVGrsnRnktEnnjz041IVBU2zFmwbbYSX/Si/+irlH/24ebk+M4v/xRfwnLLaqXV6TbbXA4EAoiiitQSPb3++NBoNFEXB7e4cXLyNruv81cxfMZffmcaa3Jzk08c+TddIiMJGlXzaeF+JksDQ2QTyIwpiFwSB8UtJpq+sU87VEESBWI+fnvHwgW7bOpFYbpT5q5m/YqVkFJ5DrhAfG/oYMY/ZMmZtNs/MmzuirOuOgxPPduPyHP3n6OZyyWKNVMrW2Fgqkeg3vjsluf1rIXfIUYp0+dhcMhfz/FE3jn2e/06TGZry1o5Wrs8VeHBtJzS9uFmlVlYYPL3r9cjO7AgF26iK0SBx/GOHu8N6GdZvG1Om8XHwHm3axMbmHYvzEZ+r2FkXAHz0ox9t/ltRFF566SU+85nPHGlbuy14isWjizG7LQXD4fBjnRI4KolEgn/5L/8l/9v/9r/x2muv8b3vfY/vf//7vPzyy80Q5KWlJX7zN3+T69ev82//7b99m/fYxsbGxubdhi0WvEfwbXVWt3og+6PmTrd6VbXYiYDhb9wk0AUnPmF0z9fLxg/o0RfBt9N97ewL4Ojxg6qBLCIIAo2VkqnoqTc0KjfSSGGXpXv9bSE8CKJsLfzvN1LfKRx4e33qWztCARgn0/e+AZd/Yyuh14x7LIIj4UXJVBHdMnLCiyDtXM/R5aM+kze9loIk7IgumgZlqy8/9RKoNRCtXZR6TUVtIygpG9bCnJJt0yVdVdCrCoLXwdjYGOVyudmB63Q6OXHixFsSHrzN1NSUKex3bW2Ns2fPGh7tooDnZAzXWBi9oSF6jY5qT2n/Du3q7U3qCzsnIPX5vBE+3SH7Q1d1Km+u00jvFNJdg0Hcxw7uydruNQBQNqs4El40TWfxTob1uRruWh+OgEbfiTCJVByxjTC0en+qKRQAaJrK/TdeJ9Ld09EyRpKkPadCUsMh8umdwqYgCgyejpsKa6FkV7PYvoPQNiBbdEkmkQBAqyjU7mdNa2q+Tn0+j2skvHO9qkJ1chNlowKyiLM/gGtk/+wJQRDo7u62+Mwmk0ncHg8Tz32AaqmI2mjgDYURBIFbt26ZphHu3buHruukUimKxSJerxe3283o6CjFYrHZfS7LMidOnGj7+hyFiYkJotEomUwGl8tFT0+P6bhdXV1lcnKyWfSfmZnh7NmzlsmT8fFxPB4P6+vrTfHj1q1bFrFguyC++5io5K22Lcb60Tr0nG4P/miM4qZZeIz0WCca9kJvNKhcu2bdrx+/0VYs6OvrY319HVXdESri8XizCOFyuRgZGWFqakcY8fl89PX1cfv2bVZWVtB1Hb/fz8TExJ7djavlVZNQAFBX61xbv8b7+97P8ae7KGXr1KsKgdj+herD4gk4OfV8D/WKgiiLD7X9l5debgoFALlajm/PfZtPH/t0872nNFTmbpq/m2rlBot3MpYJx8NQybdvhqgUdqYmkkNBci0ZDf6IG2+ovXg7cCpKvao0pzs8AeeB9jGc8rb9rRXteWubIpZ3iarbrM/l6TseQdoWSDp1NtcPWWQrrMK1/3vnd879v4aJnzXsD21sflII9oAgPRorIlGGQPfDb+cngO5u8/PQzrbxoKRSO78nHzx48Ei2k81mWV9fJ5F4Z05bORwOnnvuOZ577jnA+H32ne98h9/93d/lpZdeAuCLX/wiv/Zrv8bly5ffzl21sbGxsXmX8Q6o0Nq8FTjdMn0noszf2im8uP1OukfDpuu5fTKyU0JpCRS1WB90n4PkKeOk0hUwQudaEETBtN5oE6ao66CkKzgP4OH82HF6jRPcO18zbIMEwTjZ7b5gvp6qwIPvwvKbxuXEcZBdxm22EUSji1/XjQDoVkppY2Khkx1RyIUUcqHVVNRs1eiw3hJUJJ8D7/kE1aksWrGBFHDiGg/vCC6iaJzU5M0dwnhjILfvmhVksW2Bo7VgCyB6HKgFs3WFIIsIW9f1er08+eSTZLNZNE0jEok8lP3QYWkX9qvrOrOzsyavddEpwa7iWCqVYnFxkVJpp9N9u2sbQC01TEIBgFbXqM3k8ZxsH7jYWCmZhAKA2mweR8prspbai05C2vb60t0My1NZY00QUYsi+QWdVHf7QnR2Zcmypusa2dUVkkNH83iVZHGrsFmjXlGNwmbLsZMaGSO7skR21fCCFQSRwbPncXq8VEtFZKcLeQ9LHjVXaxuHomRrbD+Tuq5TvraOuuWnTkOjdj+H4BBxDexvGbQdMLy8vIyu6ySTyWYIMYDbt1P4rdfrlmkBgBs3bnD//n00TUMQBPr6+hgdHeXixYvcuHGDTCaD1+s1FaMfFlEU6e7utpx0gzFlMz09bSr4q6rK/fv3uXjxomU7AwMDDAzs5JssLi5arHk8Ho9lUsgXiQACreE0/ugRwki3GLv8DLdf/h7VoiFE+CMxhs9f3OdWZrRaHb1hnfzSSu0LooFAgIsXL7K4uNgUfEZHzWGm/f39xGIxNjc3cblcxGIx5ubmTD7HxWKRmzdv8uSTT3YUqnK19kLK9rogCPgjLuDx2dcIgoCrg9h5GGbz1gJPupKm1Cjhdxrvm3Ku3rbzvnUq4LD4wu2fn93rkS4fo08kWZnO0aiphJJe+k5EOr42TrfMxLPdVIsNNE3HG3QeSPB2umXGnkgyc32DRtUQYXrGQoSS+9uCqZrK7cxt5vPzeB1ezsTPEHEfLeyzUWtvo6Qo2o5YEBkyfqvoLa9J1Bq0vicPXjI3ROi60SQRP370IOF3M5lZYzpDqUL8GPRcbDvRafMuwx2EiZ8xLD4flhM/857MK2hHq4XfwzRRPP30081//+AHP6BSqRwp5Li7u5uBgYFmBts3vvENfuVXfuXI+/VW4nA4+OhHP8oLL7zApUuXuH79OgBf/epXbbHAxsbGxuZQvAd/xb936R4NEU56yK1XcLglIimvJdhPlEQGz8S4f2W9WTh2emT6jrc5YZVkIxDvgLSzCtlr/W0heWLHOsgVaP/4pr9jnAhus/ymcdItSpCbB08Uht8Pwa3CnTdq7fR3eg2BYQ9qMzlq0zl0TUcQwDkQxDVudDTLMQ/+2B4/gMc+BG/+iZGfAMZrNf5h0ySDVm6gVRSkoBPBIeHsD1jsbpyD1pMZ12iIyrV1U+HWNRQ05U+IotgxBPVxU6vV2ga+tvON340sy1y4cIHl5WWKxSKBQMBktaKVO4RPdwilBlAzHaYCsrUDiwWOlJfaTA6tvFPwFF0Sji1v8fU5a9Ezs1qmUVfbdgo7O3jfuzqsHxSjsOmGDrUtSZaZeP4FipsbVEtFgvEk9UqZq1//cyqFPKIo0TV2jMGzF9oW5URvB9FkV6FTKzZ2hIJdNJZLBxILJElibGysWRzeqzioqqrlOKvX66yvrzctgHRdZ35+nnA43Cy6C4JAPp/n+vXrnDlz5rHnYdTr9bY5ItvevoqisLS0RC6Xw+v10tvba7LiGRsb49q1azQaxnEuSRLHjh2zbM/t89M3cZqFyes7a/4APccPly+wG28wxIWP/QzFzAaiKDUnOg6D6PMixaKoG+bPYEd/58D3bQuCQqFAPp8nnU5z7NgxU7eh1+s15Ui0E47K5TKFQoFgsP2x1+3vRkBAbxFYevzmwOyG2qDYKBJwBpDFt+Znm6pqqHUNh1s60HPultzUVfN7TxREHLsm79w+R1tR2u1/OLEi0uUllPSSW9spOoWSXiItFoexHj+xnoNbf7SzWzrY/vgIJb3Uyg2cLnmnOL8P3577NlPZnYmVO5t3+OT4J4l7Dv8ZEUp4LTZKnoATp3vXd4I7CMc+Ave+tTNRmTwB3ecPd2f51okxjKnTag58RxcL35VsTMP1/7JjA5mZheIqnPjpt3e/bB4Nl3/j0YgFl3/j4bfxE8Ibb7xhutzbu0dG3D48/fTTRCIRMpkMhUKBP/7jP+a//+//+yNt66d/+qf5/d//fQD+9b/+13z2s599SyekHxan08mHP/zhpljQLpPLxsbGxsZmL2yx4D2GJ+Dc9+Q31uMnEHGTWS0jO0TCXV6kRxBE7Oz101gsmgoFokdGjrcUKdUGbEwZnfqxsUfj66lpUFg2Rn/9ybb2P00EEbJzsHbLEAC6z0PPBeM2mgYrVksLcvPw3D9u30U39Lz15GLwubbTGNuohTrVXSHTum50pEtRdzNIeE9CvfD0b8H6HaNrMHG86beqazrVWxvUl40OekEScB+P4hoLI3pkGqslkEScvX4cSWsB2ZHwIlzuorFYBE1HTnmRD7JPbxHb+Qj1urlwFYns36HpcDhMXdW7kQJOBMEaBdEplBr2KHAfwp9bkEV8l7qoz+VRcjUkr4xrJGxMRkBbYQRdtxTktukeO8767AyauiM++KNxggmrHdCjRhAEArE4gVgcTVV581t/SaNmCCqaprJ0dxJPINg2P0EMOHEkvTR2FQSNiYEDTCUd0i78QMVRt5tAIGAK1KtUKm2DiJeWlpoBdLtZWFhoigX5fJ779+9TKBTw+XyMjIzsGVB9UJxOZ9v3g9/vR9M0rl271vS3BSPA+NKlS7hchpgVCAR4+umnWV9fR9d16rKPr0/lWMmlifqcvG8sxljSeA0GTp8l2tNLdnUZp8dLrG8ASX64nxmCIBCIHl1QEQSBwAc/SP7P/wJtq4NRCofxP/9cx9usrq6appMUReH27duEw+Hm89JKp+mpvaaqgs4gT3U/xavLOxlAKW+KM/EzzcvX1q/x+srr1NU6btnN+3rex/Ho8Y7bfFh0XWd5KsfydBa1oeH2Oxg6E9/JLOrA2cRZvr/4fdPaRHTCFEzs9MikhoKmXCRRFg+Uk7AXgihw7HKK3HqFUq6GN+gknPQeKvxc143wYlEUHklBSBQFPP6DCw2b1U2TUADQ0BpcXbvKhwY/dOj7HzgVpVpqUM4ZQqHTIzNyIWF9bD0XjAmA/JLRHOE7wnvNG4fcgnlNdhoNF+815n5g/ZGwct34HWh3kr/7GXoeEhOwPnn0bSRPwlDn75/3Gv/qX/2r5r8FQeCFF1448rZcLhe/9Vu/xT/7Z/8MgH/6T/8pH/jABzh+/PDfmf/kn/wT/v2///eoqsqPfvQjvvCFL/D5z3/+QLddWVk5ckjzfmQyGUKh0IEmMLYnI4B3rI2SjY2Njc07F1sssGnL9kn9XuiaRnZ1mXqlQijVZbLoaIcUcOJ9IkntQR6t1ECOuHCNhk1+/JQ34er/DbWtApwowclfgIS1k/XAFNfgxpehkjUuB7vh9Kc6ixD3vglLV3YuF75udN31b4V0ti3OanSsSKZOGifNK28a10udgujedi9K2mrZtL1+ILEAwOGBnvOW5cZyqSkUwHZA8QZyzI2zP4Czf/8TfDnkAlWnNpWlcj2NFHTiGo8Y628zkiRx/Phxbt261bR68fl8TYuZoyK6ZVwjIarTuwpdHhnnHu8TR2+A+kLRFAgthZyHFldEl4TgktBLCvVMDbXYwHMiihR0Eev1s/rAbGcSDDkRqyq6U7IUzLyhMGde/AhLdyaploqEkl30HHtrMyUAcmsrTaFgN+n52Y5hy54zceTlkhEw7TamYXbbNIl+B1LAabHJ2p7CeJQIgsDExAS3bt1qBulFo9FmB37rdduxfd1arca1a9dQFEPAyeVyXLt2jSeffPJII/S7EUWRkZERbt++bVnb3Nw0CQVgTCIsLS2Z3i+yLNPd3U2ppvAfX5mhrhi2JZulOn/+5jKffcpBMmBMI/ijsSNbD+maRmN+Hr1exzEwgNihMA9GAT+dTtNoNIjFYm1Fmm0cqRTRv/O3aSwugiTh6OlB2ONEO51OW9Y0TWNzc7Ot1RNAT0+P5bkMh8OmoMR2XExdZCQ0wmJpkYAjQH+gv3m8LBWXeHnx5eZ1q0qV78x9h5Q3Rdgd7rjNhcICb66/SVWtMhgc5Fzi3IEnEjIrZRZu7whb1WKDez9a5dwH+5EdnYWPM/EzOEQHtzZuoeoqY+ExziXOWa7XfzKKP+omu1rG4ZRIDAZw+x7eBkkQBcIpL+HU4SekNpdKzE9uUis38AScDJyKEko83KTVYcnX2md+dLKq2g+nW+bU8z2UsjU0VccfdSN2Ek+c3v2zmfZi+P3w5n825z0NPW8IBp1QFVi7CblFwyKx+6zxm+XdTq1gXdN1IzPKFgve/QgCfPLfwX/4BDRK+1+/FYcPfuH3925Yeo+QzWb5p//0n/LVr361ufbZz372oYvsn/vc5/iTP/kTpqenyeVyPPfcc3zxi1/kM5/5jOW3WLlc5itf+Qrf/OY3+cM//EPT30ZHR/mf/qf/iS984QsAfOELX2BmZobf+Z3foa/Pmp2kqip//dd/zR//8R/zrW99y2KH+qj4yle+wv/yv/wv/MN/+A/51Kc+1fbcplqt8u/+3b/jy1/+cnPtE5/4xGPZHxsbGxubn1xsscDmSDTqNW699G1K2czWisDIhUt0je1d1JfDbuQL7X3zASM0effJlqbC3b8yrIH26MTviK7D5Fd3hAKA/DJMfxtO/rz1+krNKOq3svC6IRaIIiROwOpN89/jxzoHHQOE+43/ttCqilFErijIEReObr9JNBE6BE2Kzoef8GgnROi6EaTr7D3YFIdWblC+stbsXlcyNdQ3VvE/24Poevs/VuLxOE8//TSZTAaHw0E4HH4kYbKukTBy3IOSriK4JRxJL4LcebuiS8L3VBf1+QJaSUEKu3D2+g/V8QrQWCtTvZNpXlZzdcpX1vE/10PfRARV0dhYLKIrGlFFI1pqUHp9BdEl4TkdR27JHPGFI4w/9ezhHvwjRuzgZS3u0YktiALOXn/H41QQBLznElRubaBsVhFkEWef/0AC2FHw+XxcunSJcrmMJEnIsszrr79usrySZZnR0VHy+byluz8WM4rqa2trTaFgG03TWFlZeWiRCwz/Xb/fz9raGqIokkql8Hq9LCwstL3+djh5K/fWik2hYBtdh8nlQlMsOCpqoUDuv30FdSsfQXA4CH78YzgHBy3XrVarXLlypfk8T01NcezYsT3tCwRZbrutdjg6ZGdsr6+urjI7O0utViMSiTA6OkpXVxeqqrKwsICiKMRiMUvWQSfC7nDb4v90dtqypqNzP3efi+722Q3zhXn+fPrPm9ZGK6UV1sprfHz44wfal80lawFMbWjk1irE9vh+EASBidgEE7G9bacEQSDa7SO6h4BXytWYu7lJMVPF5XXQdzzy2AKCS7kaU2+sNZsAKoU6915f5cwL/bgOMQH2sCS9SURBRGvJD2i1pDoMTWu4x01kEC79PeO3k9owJhkje7zXdN2w6snM7KwtXYGLf7tjjtO7hsgwVK6Y15w+Y6LV5ieDnvPwS1+CP/nVwwkGDp9xuzZNPD+JfO1rX2srvJfLZWZmZvjBD35g+q107Ngx/uW//JcPfb/BYJD/+l//Kx/+8IdZW1sjnU7zy7/8y/wP/8P/wLPPPksikaBarTI9Pc0bb7xBpVLh3DmrsA3w27/928zMzPBHf/RHAPzRH/0RX/rSl7hw4QInTpzA7/eTz+eZnZ3l2rVrzcaR7d92j4v79+/zuc99js997nMMDAxw9uxZkskk+v+fvf8OcuS+z/zxpyNyBgaTc9qcE7kKFEXJoiVZsmwr0Jbs39fn0/nuXD7L5XIo+3Th63Nd9PmuXOU6V0mWw0mns/WVlUVRIiVSDEsudzbMhskZM8gZ6Pj74zNooNGNGczsLCmS/araIvGZRqOR0e/n/X4eVUUsFsMLL7yAdLp+zvDEE0/goYde39/8FhYWFhZvPF7/qp7FG5L1O7cbhAIAULEw9QpCff3gbPdxcto8yg6QjqxSCnA3jVAqCpBZAmSBZAaYZQBU82SyoJnkrHENIPtSTIJHxYbi2dhjgCICiRlyOTQKjP+U+f5MUCoSii/FtG5zMVaEFC/DcbJuEcBFnajOZ6FU6gVEiqPBteO3XM0TcaOYJFMUPWd0HXuUSWjxTutmCBtFg82NKqkQYyXYTHIO9oooishkMuA4Dj6fb09d71tbW1hYWEC5XIbX68Xo6OiBCAU1GK8NjLf9CQraxsI+ur+QyhrihvGEVBFkSMkKuA4nhk9GMHA0hMpcBtJyXWxTqjLKNxJwX+7RT/C0iSopEGNFkm0RsIMN2Q9sAsEbjsDh9aGc03fOmk0V7AXawcJ1JgpVUgCa2rMws1coitJ1j586dQpLS0vI5XJwuVwYGBiA0+nE4cOHMT09rQkGoVBIs7xqFXbcTgiylE5DisXABAJgo9GWz4/H44HHoxdNfD6f6bat7I8Us6mqFuulXBZbi/NQZAnhvgF4wzsXy4rPP68JBQCgiiLyT30fwU99ElSTgLS4uGjIIJmbm0NHR0fLQv9e6O7uRiwWg6LUC7dOpxPBYBDJZBLT09PaejweR7FYxLlz59Db26t1HJbLZdy7dw+ZTAZ2ux0DAwMtbQBUVUWsGEO6mkanqxNBO8l74VoI0Bzd+j5e27pmyEBYyC4gU8nsOI1Qg2rxUflaTR5Jooy7L8QgCeS1XykImL26hUP2LniCB1/4Tq0VDdOCiqwitV5E14j5++NB4OScuNxzGT9a/ZH2/IUdYZzqONXW9VVVfX39tF0hYKRN+5DUvF4oAIByGtiYAgYuHfihvaYMvQ3IrwP5bX9wlid5BftpdrH4yWXkXcCvfBP4yqfbsyTqOEwmCt4iQgEAXLlyBVeuXGlr2w9+8IP4i7/4C3R0HIyodvz4cbz00kv45Cc/iR/+8IcAiMj/la98xXR7t7t1A8rnP/95nD17Fn/0R3+EdDqt2RK9/PLLLa/z8MMPH8j9aHWsFEVpFqTLy8s6u6FGaJrGpz/9afzpn/7pAzseCwsLC4s3L5ZY8BZHkAVc27qGtcIa3LwbJyMnEXHu7muYjRuDklRFQT6ZRLB7/+FUcASIONAIzRq9b6t5YOqLQHG7a4XliV1RqKmTk7WRk7RmAYBr0b1m85ACe25Dvx5umJjgHMDRjwBiBYC659F5YTmvs6UBADFRBp+tgvWTYgjF0nCdi6I6n4WcF8C4OPCD3rrlSjkDpBdIp1Lj1IVQBF75q/p0RnIWiN8BTv+ylqfA97ohrhegyvUCCePhDN3njdR+lGrFiBZ++JBbrO+BeDyO27dva4VSj8eD48ePg+d393/OZrOYnp7WjjebzeL69eu4cOHCgRQRG1FFGdWlHOR0ldgRDXjB7CMM86BgWBpq2hhkqwgy5FwV7B47TBVBRulKDHItWHkxB77bBceRgwnkpWgah9/2CBanXkUmtg7e6UTPxGEEu43j3fva/w4THw8Su91u6o8bCARw8eJF5PN58Dyvs82JRCJYXFw05E/sduJcfOFFlBpOxvnBQXgff5+huN4Kj8eD/v5+3YlmMBjUBfkWCgWsr69DlmUEvX4wlPFtPtmp/3zObMZw+9kfQN0utsdm72Ho1Fl0jbb2DRZXjSGpSrEIOZMB29Sl12z3AxBhpVgsHkjOg8fjwYkTJ7C8vIxyuQy/34/BwUHQNG1qLVAqlZDJZLRQd0VRcO3aNU3QEEURt27dwsmTJw3HJysyvr34bSzllrS1kx0n8VD3Q5gMTGJqawqyWv++sDE2jAZaC2olsWS6XpSK8MNv+rdGIn0eJFf1wbicnYUv+tpYxKRjJU0o0FBVJFYLD0QseNCUpTJejr2M1cIqPLwHpztOt5wWOBo+in5vP1bzq3BxLvR5+kC3Um+2SZaTeHbtWawX1uG1eXE2enbPmRaiIuJK7ArmMnNgaRZHQkdwLHzswYkPpaT5ejH+YG7vtYR3AWd+heRYiRUyYWHWyGLxxqf7JPDrzwOLzwJX/hdw++tAw2c1aBaYfD8JMx68bFkPbWOz2eDz+TA6OoqLFy/iiSeewOnT5pNy98PAwACeeeYZPPXUU/jyl7+MH/3oR9jY2NA1cpw5cwY//dM/jQ9+8IM77utf/It/gU996lP467/+azz55JOYmppCPB5HpVKBx+NBb28vjhw5gne+8514/PHH0dfXt+P+7oef+7mfw8bGBr773e/iueeew9TUFObn55HZbrbw+XwYHx/H5cuX8clPfhKHDx9+YMdiYWFhYfHmxhIL3sKoqopvzH8DG8XtwngRmM/M4yPjH0HYsXNB0OH2oJAyjpfaW3RntM3gw8D1L29nAGzTdx7gmooE88/UhQIAkATg7jdJqG9jBxdrA7pOAGtX9dfvPd/6GCY/AFz7GyA5BzA88dIdfdS4XfMx1ZBFgGKIZZEJSsnoaQ4ASlFCYy2HtrNwHDYZZV1/Fbj3nXo3pCsMnPg4yWDYuG70zC3EgcQ9kp0AgHHzcJ2NorqY27ZBsoMf9Jp2YKuijMrdNMTNEsAQCxjbiJ9MPizqC3YUBbD78ItuRJZl3LlzR9dRnc/nsbS0hLGxsV2vH4vFDAVXURSRSCRaeo3vB1VRUby6BTm3bSuTqUKMl+A63wVmH/7bcrYKoRYY3eEEG3HoCjVct0sX7AsQiyM2pH8NUpz5a67V+k4IK/m6UFBbWy+C7/O0PVlRKBSQz+fhdrsNXe0AYHO6MHHpJz/oT1VVxJfzSK0XQdEUOgY8CHQabVFKpRJisRhkWUY4HNaFaqfTaayurkIQBIRCIfT19Wnhty6XC5OTk5ibm4MgCOA4DsPDw/B6W0/pSMmkTigAAGFxEZU7d+A4cmTH+yNlqhCWc1CrMnrDYUTPRJEr5OB0OnWTPOl0GtevX6932MdiOBeO4m7RgXRJhNvG4qHRELp8+kLy8s0pTSior11Hx+BIy8Bj2uOGUmwSihkatEkWgdPpRLFpW4qi7jvfoRG/328qPChN98tsPZVKGSYfVFXF+vq6YZ/30vd0QgFApgPG/GOIOCP4wMgH8FLsJaQqKXQ4O3Cx6yIcbOv72eftQ7KiL8baGBs6nO11bHrDDoyc7sD6TAbVkghPyIH+w0EwzMGIb6qqYio+hVvJWxBkASP+EVzsugie2RZaW+jNrQLb75dgjwsb81nddAHNUAdie6SqKr429zUkyuS3SrqSxkp+BT87+rOIuswD5b28F4dD7RV3REXE1+a+hpJEvhuy1SyeWn4KTs6JPk/7xapnVp7BvfQ97fKza89CURWc7DjZ9j72hLeFtZL3PhpNfpKgKMDf/3ofhcVrAUWRaZKhtwGVHJDfAKoF8nvc0/WWy6l4+umnX+9DMPDoo4/i0UdNzuH2iMfjwa//+q/j13/91/e9j89+9rO7hiS/853vNJzHNBONRvFLv/RL+KVf+qV9H4uFhYWFhcVuWGLBW5iN4kZdKNhGVmVMxafwaP/OP6y6Jw4htb4KWaoXvsN9A3B6dxjbrxYAqULC7Fp12ASHgTOfAtavAXKV5AOETXIQmkfYa/tfvwZs3iTWQ54oMPwIMPpuwO4DtqZJp0/XSaDzWOvjTC8CQolMGVA0yTFAGx1BhS2Sr5BdI767/ZeA3nOG+8r4bRDjRk9wxt9GAVYsA7Pf09smFBPA8vPEHqmSMb9ew7qqqlBFBbSLA9fhBBtxtrSoKd9K1o9VUYlAQFOwj/jhOBxCdTYNRVBA2xjYxwP7KpQ3ks/nDd7tAHTemzvR6gf2bj+8G29/YWFBK3APDQ2ZFmzldKUuFNRuQ1IhrOThmAy2dVs1xEQZ5Wtb2lMqbBRhH/HDNlx/L3ERJxyTQVQXslCqMli/DfbJIKimAh7f74GU0hcp2ZAdjHvvEw9KU0hwDTkv7ioWqKqKmZkZrK3Vu8U7OzsxMTFxoJZQrxWrt9PYmMtol7NbJQydiCDSXxdAaqHENaFrdXUVIyMj6O/vRyqVwvXr17XXYS6XQz6fx7Fj9c+hzs5OdHR0oFqtgud5TUhohdgib0BcXdtRLJAyVZRejmmvNylTBZdxoPuUsYC3tLRkKI4L2Tg+cekSFIoBz9CmoanN1lIAIIsCxEoFTAtB2XnmLHLf/Kbus81x7BhoEwFgYGAAqVRKJyr29vbCtkMg8m4IgoDV1VXkckQ06evrMxUfOjo6kEqldGscx+mEob3YSq0XzEMQ1wpriDgj6HZ340OjH2r7fpyJnsFWaUvbL8/weLT/0R2ti5oJ9bh3zCcwI1FOIFvNotPVCRfXutB+PXEdP17/sXb5ZuImCkIBjw+T8EV/1AmaoaHI+tddqOfBZBa4fDaMnu4wBBwfRF7BWmFNEwpqqKqKm4mbLcWCvbCcW9aEgkbupO60LRaUpTJm0jOG9ZuJmw9QLOghTRgbDflQvu01C4s3KnbvW04csLCwsLCwsHjzYokFb2GKLYK5WtkYNOLyB3Ds0fciNncPQrmMQGc3IoMtgjhlCbj7DWDrNikEOYMkXNjTab69pxOY2CUDwOYxdtBLVVKsr43tZ9eA618Ezv9ToP8i+bcbQpGEHwMAv10sqRXjzaYLGu/j9S8RwQIgYsPsU4DNC3RM6jblez0Qt0qQs/VirG3Q216hPR8jt9VMZttGxD9ABJNm/CRsUFVVVG4lITR44DNeHq4zUYNti1KVTUUNca0A+4gffI8bXKcLqiCDsjEH4g3fqtjXbhGwo6MDGxt6AYxhGITDu1vnVKtVXLt2TRMrUqkUstkszp07ZygaKhXzYqBaNXludrvd+UyzZTaqS1nw/R7dc8L3ecD1ugEVLR9rLuKE82QEwlIeqiiDDTtgG9rZd1sURVQqFTidTl2BmvbwgJmo5dn9dZrJZHRCAUCmPsLhMCKRCFRVhbCch7CUgyoqYCMO2CcCPxHh2M3IkoLNRaPtzfpsRicWLC4uGorBi4uL6O7uxsrKikGwSiQSKJVKOjsimqbb7o6nW0wdMN6dw5yFpZzh9SYmysTurMlGq1QyfhcoioJqtWo6KVLDHQwhuxXTrXF2B3hn6/tmGx6C/8MfQvnmLaiCANvIMGyHDmnHsb6+DlEUEQqFEIlEcPbsWWxsbGhr7bzHWyHLMq5du6ZNK6TTacTjcZw9e9bw2dPZ2YlSqYS1tTXIsgyn04mJiQndeycYDIJhGMProWYrpSgKyuUyeJ6H12b+PLZa3w0bY8PPjPwM4uU4KlIFXa6ultkHB4GsyHhy6UnMZ+cBkAmPS12XWhaabyVuGdYWc4soCAW4eTc4G4Oxc1Es3UygUhDB8gy6x/3wRR5c8G2w24VAlxOKrIJmqAOz3ylL5kHhZgX+GrIiQ1bl+qTFDjSHIWv7UM2/n8yQFMmQcQEAgmIuFh8IFAVMPE6aNrJrpIEkNNpyGtPCwsLCwsLCwsLC4rXlJ68yY/Ga0ePuAU3RhhPOdjvSnF4fhk+d233D5R8Dm/VASJRSwM1/AC58ev8nhwMPATf/Xt9hb/duTwE0IEtkoqCVULB+DVh5CRCL5GTVP2AecJxd2fl4Mkt1oaCR2A2DWECxNFxnOyEly5oNUNte9w5/i/XtrtbIJNBxF9i6U/9b7zlt7F/OCjqhAADknABhrWASTNzKD6LhvjAUqAPowKzhcDgQjUaxuVnPxKAoSguC3Y1gMIjx8XEsLCxAFEU4nU6MjY21lXewtbVlmGqQZRmbm5sYHBzUrZOgX0MuJtjQ3m1QlJJRYFAlFUpVBtMk4FAUpQ25qIoCYWkJcjoNtiMKrqcbFEWBizjBtVFYU1UVS0tLWvc4y7IYGxtDZycR8fg+Dwk3bjg+vtvVlgVRq0mQTCaDSCQCca2Ayr36NuJmCUpZgut85+sb0mmCLCqGLmcAEJsEo2ZbHIC8fiqVihZq3Ey1WtWJBXuBHxgAG+2AtFkPcKcddtiPHt3xemrVvJCoVGUwTfV/n8+HrS19QDzHcbse88DxU7j1zFOQRXK/KYrG0MkzoHcJ+eR6esD16K1Icrkcrl27phXeY7EYenp6MD4+jpGREbPd7JlEImF4/gRBwMbGhuG9T1EURkZGMDAwAFEUYbcbQ785jsPRo0dx9+5dVCoVMAyD3t5ebSqhtk7TNELREByMA2W5XliOOCMY9A5CVmTkhBzcnHtPBX+Kotq2HWoHSZSRjZfBsDR8YYdOrLyTuqMJBQD5XHl+/XkM+YbgsxmFSlExt+GTlPrnjC/iwLF39kKsymB5xnR6pRFFUVHMVMGwNBwebl+fIRRFgWEP9rOn19MLhmIMxfshn7GxQlVVvLr1Kl7dehVVuYqoM4p39L1jR0vIAe8AeIaHIOs/X8YDJtOYLXBzbkScEcRL+ryAYd9w2/vYFzWrHsuux8LCwsLCwsLCwuInDksseAvj5Jx4R+878MPVH2ons4PeQRwN14tNqqpCXC1AWC8Aqgqu0wW+39zfviXxu8a1ShYoxFp71+5GeIz49K9fJXkFkXGglAZWXjRuq7To9t68Bdz9Vv1y7CaQXgaphjfdP8ferGV2g6Ip04KuqqpQcgJUlXT8Gx5nR4BkMGxM1dcYllgeAUR8OfwhoG+DhAV6e0imwTZyzhiAS9aNxUzaxoIN2g22NlwXsYNQFAVra2tIJpPgOA69vb3w+XbuYm9EKYmQUhVQdnI7tfs6OTkJr9eLRCIBnufR09Ozp/329PSgq6sLkiSB49ovHLWyDjGzRaLtLOwTQVTupTUvbS7qBNe998wO1sSWirYzoHcQYVRJQvZrX9dZ0dgmxuF57DHD/VVKIhRBBuPhdbZFqVQKCwsL2mVJknDnzh14vV44nU7QPAP3hS4iGJQlMAG7LiNBlRWtyM8G7GACNu22W3XH2+3k+sK6UViTcwKUgvi6hkSbwdkZODw8yk22TL4O/X30eDyoVvXvL47j4HA4EAwGUSgUDH/bKZNgNyiahu9DH0Ll+nWIGxtg/H44TpwAs0PHPwAwITukrP44KZYCa2KDNjQ0hGw2q90viqIwNja2q0WSOxDE6fd9AMmVZciyjFBP377zbJaXlw3vzfX1dfT392uvp/ul+XmrUcsdyGQyWshzJBJBNBoFy7JgW+QvAES4vHDhAiqVCnieB8uykCQJt27d0j5TFEVBfCOOt4+8HZvsJjKVDDpdnTgaPor5zDx+tPYjlKUyOJrDmegZnI4efAjkbmS2Sph9ZQuKRAQzu5vDxMUuzaZnJW8U0lWoWCusmYoFo/5RTMWndGthR9iwLUVR4O27/0QtpKuYfWUTQpk8pp6QHWNno2B589eooqiQRQUsTz9wYdLBOvDugXfjBys/0Ar6E4EJ00yCmcwMXth4Qbu8WdrEN+a/gScOPQGWNn8ceIbHTw/9NJ5ZfQapSgo2xobT0dMY8raY8jSBoig81v8YvrP4HS3ros/Th0vdl/ZyVy0sLCwsLCwsLCws3kRYYsFbnEOhQxj0DSJWjMHDewxdbMJiDpXZjHZZzmegCgrs4wG0DduiE5lpw1qmlALWXiHign8A6D4J1DosAwPkX418zCgWUBQp9N/7DhENOg6RXASABAU3U80Bvl4yGi+WyD4BYOQR0kbeqrjgHyCBZs3TBTtlIzShlCWUrm1BLpDOS8bJwnGyw2hPNP5TgL8PSM4Sq6Tu04CrIQiZoogIYyLEtPKuZ9zmXauOoyFUplMQE2UicHS5YBshRZ07d+7oJgDi8ThOnDih8+5uRXUpp+ssZ7w8XKejoDgaNE2jt7cXvb292t91hemgHYzftmOhh6bptqYJGgmHw7rieY1IJGJYU1UVTMAG57ko1IoM2sHuu8htGwuQQvl2xzdFUySPYAdBrnrvnsGzvnr3HuyHD4PfftxURUX5VgJijFheUBwNx5GQJlIlEsaAclVVkUwmtc5xiqXB9xqLz4ogo/TKpvZarSILvs+j5TVEIhEsLy/rbGzsdrs2tdBqaAUPKMT0fqAoCkMnIpi5sglx22bK7ubRf1gvINYK66IoatcbGRkBwzAYGBhALpdDJpMBALAsi/HxccTjcSiKglAotC+/fZrn4Tx7dk/XsQ14IWeqmghIMRQch0MGGzKABAlfuHABiUQCkiQhFAq1XaDnbHZ0jpIOZ1VVoapqy/esJEkQBAF2u92QaWFmhaSqKsrlsuFYKpWKNgkRiUTatnRq9ZkVDAaRSCRw8+ZNzUYqkUigUChgdHR0x33mkmVkYiWwPINwLw+wZOLGTHwsZop46PhD2uW8kMeTy09qtykqIl7YeAERRwR93vaDa+8XRVGxMJXQhAIAqBRErN5JYeQUmVxolU/g5szFofOd51EUi5jLzEGFiogzgsf6jSJnO6iqirmrW5pQAAD5ZAWrd9IYPG7syI/NZ7E+k4EkyHB4eAwcC8G7j2mwvTDiH0G/px/xchxu3g0vby4Q3k0ZmyqKYhFrhTUMeAdMrkHocnfhoxMfRVkqw8bYwOwyvWOG3+7HL0z8AjLVDBiaaXmMFrsgi0A5QzKy2J8s0dvCwsLCwsLCwsJiL1hiwRscRVVAU/fn8+pgHS3H4oXlvGFdWM3DNuIzhKu2pPs0Kb43EhjQF7jNKKWAVz5ftxZKzJAC+YmPkYJ4dhVYfA4oJUk43tDbgcmfBuZ/sB1Q7AaCI8Dtf6z7xWxcJ4HHfefIiZ0ZQ+8AEveAa39HApE9XcDcD8hxDL/D/DoMCxz/KBElsqvbAccPGSyIVFFBZS4DKV4CxdHg+7zgul2gKAqVuymt+AoAcklCZToJ17mmbAeaJiLELkKEsF6AsJyDKijEu37UDyZgAxdx6DrZGScLvte8sEPbWDhPdUAVFYCCVlAsl8s6oQAgr5fl5eVdxQKlIqE6o7epkXMCqss52Ef8xu0FGaWXNyEXtwvT81nY+j2wTxzstIfb7cbExATm5uYgSRJYlsXg4KBhqkHOCyjfSGjHw0WdcBzZ5bW8A4yLg/uhbkiJMlRZBRt2gLbtEm4bi5muS7GYJhYIK3lNKADIa698MwH2bb2gWLplV/RO3dI1hJW87rVaW+N73WDcpIv61KlTWFtbQz6fh8vlQm9vLziOiFJcp8swzcI4WdDen8wCiztgw4lHe5FLVkDTFDwNkzDaNm43zp8/j62tLciyjHA4DJeLFFJZlsXJkydRKBQgCAJYlsXNmzc1eyKapnHkyJH78t1vF4ql4TzdASUvbIdl20FxrT/LGYZBNLq/MFZBEDA7O4t4PA6aptHd3Y2hoSFNEKhZYdWmB2w2G8bHx3WPg8/nM1gEMQwDd9OkQjqdxo0bN7QphIWFhbYfU4/Hg4GBASwvL2sF+mg0inA4jFdffdWQN7G2toaBgQHt9dzM+kwaq3fqn3Ebcxkceqi75URG8/pCdsE0lH0uO/eaigWVggixYhQ3con6tNmx8DHcTd/VWeFEnBH0enoN1ytmqijlBFwOvhOXey5DUiV4OM++O/wrBRHVkvF7PLNlFJjSsSKWbyW1y+W8gJkrmzjxaB9Ybu8F9r3AMRy63TtPUbZ6DGjs/juLoig4udbWYIqiIr1RRD5VgcPNI9zrBsMZLe4C9j00gVjoWX+1/juR5YGhdwK9Z17vo7KwsLCwsLCwsLDYF5ZY8AZlPjuPF9ZfQKaaQdgRxuWey7uejO4HVTRas6iySjqA2z2/7jwKqDKwegUQy0BozFB0F7ftHrjGTtHVl40ZBOlFkh/AuYBr/7tuMVTJApkV4PyvAdEjgFAgXfevfM5oLL/0LNB9ikwZ5JuKrnYv4OsjgcbhJt/flReJ/z/f4qTc3QGc/iWSk0AzplMIpZsJSIntQn1FRnk6CVCkeKqtNyBlqlALGVByAXBH61MVuyDGiig3FEaEtQKUogjn2SgcxyPgtkqQMlXQThZ8l3vHYiEAw99b2Xa0Wm9EzlYNTwkAyGnz6wrLea0wr93Och5cr6e9UOg90N3djWg0qnUtNxfOVVVF+XoccoOPv7hZAu1gYR8LGLaVNksQY0WApsD3uFtmGlAsDa7TvEPXDKaFIMME6wKKZBJOrEoqpHQFXMSJrq4urK6uQlHqXcM8z5tOUjSjmNhWAUT0qU2v8DyPoSFzOwy+zwO1IkFYLUBVVLA+G+xHQq9pXoGqqpA2NiBuboINBsH19+88rcLQ8Hfs7NXP87xuIkaWZaiqCpZlQVGUFgo8NTWlyzFQFAUzMzMIBoOGzvp2kXM5VO/ehSorsI2PgQ22FtMoigLjtbX9Ed6MIsvIxjdB0wy84QioFsd8+/ZtpFIpch1FwfLyMhiG0XIAksmkbpqnWq3i1q1buHTpkjYZNDAwgHQ6jXK5rB376OiooVA/NzensytSFAWzs7MIhdp7XQ0PD6Orqwu5XA4ul0sTI2pWRLr7rygQBMFULBAFGeszGd2aLCpYu5fGyOkInE6nYVqiu1v/3c3R5p9rrdYfFJydBNerTRM/tgaLNL/dj58d+1lMbU0hK2TR4+7B8chxXRODqqiYn4ojuVqfvIsMeDF47P7e8wxHwyw8xsyCKLlmkikiKshslhGuieW1yUDb/iyz7odDwUNYzi3r1tyc+75/16mqipkrm8g2CChbSzkcerjrgYskbxkKW8Ddb9cvSwIw813A27V/q00LCwsLCwsLCwuL1xFLLHgDkign8J3F79RtEcoJfH3+63ji0BMtLQEAElJIgTJ0lLWCoiiwESfEpi49NmBDWs4ino8j5AiZB/DVuvZrxe2uE+RfE2K1gtkrLyC9QSYP/J3dGDt3iYgGlYz5gZUzpPO/OYugmifrnUfJGDhAcgwMN1ohFkO954BymkwbqArx9j/0AdK5X0oar6fIRJRoJRbUYMzfVkpJNBUEhNU8uC4XKI6BKjSIM6oCLvsj4KU1EqHA2YGJx4HIxM63v73PZqRMlXjCuzlwjjQ4tkLCBZvsR1RZgZSsgKIpMCYd1ADpxK15cDfSjgUR7TAveNFO88dtp5yFZrGgNvGgKAo6OjoM3cftYNa1XEMpiDqhoIa4VTKIBdX5LKrz2fo2myU4j4X3JAq0wn74MCo3b0HetrUBAK67C3xDGCvFm7/Pqe0CkdPpxIkTJ7C4uIhSqQSv14uhoSGDQFJIp7C1MAdZlhDu7Uegqwe0mwNMXsuNNldKVYK4ST47uA4n6Ab/cYqmYJ8IwjbqhyqroFv4i+8FSZIgSRJstp0tqgBSQCs89RQqt+tB4FxfL3zvfz+oNiYrdkOWZczOziIWi2k2QxMTE5rVUDabNVynUqmgWq22bZ3TiLC6itzXvgZVIp8fpZdfhuexx2CfaD/otF3yyQTuPPcMxCopojs8Xhx62yOwu/TvmUqlogkFjTSGBjeHJwOkEJ9IJLQCut1ux7lz55BIJCCKIoLBoCFgWVEU5PPGz7xyuaxll7SDw+EwPP5+v99wnDabreXzVCmIUGSjGlrKCaBpGidOnMD8/DzS6TRsNhsGBgYMn5vD/mG8sPECylL9PUZTNCaDk8273TeKoiITK6GYrcLp5RHodIJumhbkeAYdg15sNnyOgaLQNaqftgrag3ik/5GWt5XZKumEAgCIL+UQ6nbBG96/DRBvZxHucSPR9H3XOWzMSmg1gEnRAIQicPtrQGpbuAoOA4feD/D3/1ndLiP+EVzuuYyrm1dRkkrocffgbb1v25etUCO5RFknFABkqiK+XEDXSPtZQBY7YJbLBQDxO5ZYYGFhYWFhYWFh8YbEEgvegNxL3TNYFEiKhNnMLE5EjAV5SZCxcD2B9LYlSaDTiaET4ba6yuyTAShVCXJ22y7DxeKVwB3cvDOtbTMRmMC7+t9FCnRiBZj5DrC1XYTrmCQe+y1yCxZefVkTCgAgE1vH3CsvYvLhd5BCdnJOfwWKIn79WWOoIrmzTV2gvl4yjdCIw0+mDmgamHgfMPxOcj27vz4N4O0BKjn99Vgb4Ny/3YwqtfBjFxUS5jjgQaWhI5Uu3gFPz4KitospYgWY/kfg0j8HeCdUUYGUKoNiaTABfVG/1W2plSJw76tAbmP7PvEkEDk0AoAICuWpLSgC6TanHSxcpztAO/XFNoZhMDk5idu3b2vdvDUrj91gvDy4DgfErXohjGJp8APmPsmMm4eUNHb3NucspNNpXL9+XeuUX15exuTkZN0n/wCgGPMidLPfuyopEJZzhu2qC9kDEQtomw3+X/h5VG5NQ06nwHZEYZ+c0HV4830eSFslXdMt67OB8dUL+n6/HydPnmx5O+mNNdx57odQVfKYxhfn0X/0BLqHJyHGSlAaLEr4LheYbRshKVVB6doWmUICUJ3JwHkiArapMEgxNKhdPoZUVYVYlcFwNBgT6zNVVbGwsIDV1VXIsgyn04nJyckdQ7HFtXWdUAAA4soqqjMzsB86tPMBtcHi4iLW19e1y8lkErdv39Yea6fTaShusyyry9mQZRmSJIHn+V3Fj+JzP9aEAgCAqqL43HOwjY227Pqvb6oin6yglBPg8tvgDrQWW1RVxezLL2hCAQCU8zksTl3F5ENv3/F2GvdRo11bnt2skGiahsvlMtgV2e32XcOYd2N4eBj5fF6bbGAYBhMTE6Bp2jSHweHhQDM0FFnRrbt8Nu2YDh82BtzKkgihUoHN6YSNseGDIx/ECxsvIFaMIWgP4mznWYQc+//+aURVVMy8FEO2YfrIHbRj8mKnQTDoPxyE08MjHSuCYWlEBjx79vnPmXx+A6SQfT9iAQAMHg/B7maR2iiBYWl0DHoQMgmaj/R5DIIFZ2PhjzqB21+pCwUAkJonloJHf/a+jm2vHI8cx7HwMahQ79teskYpZ263WG4xHWaxD5gW9nnt5HJZWFhYWFhYWFhY/ARiiQVvQNQW6aBmHscAsHgjifRGvYiS3iiCZigtoHAnaBsL17lOKEURUIEY4rg5N63b5m76Lob8Qxj2DZPR682Gv29Ok9a9Qx8wHq+iILlqLPqn1tcgSxKY7tNELMhsj+ZTFMkTcASIRVBtIqAYJ4V93kmK/I2MvAuY+t/E/gggGQRj7yFCQTFBOr8YHug4rLcNGno7ESRqtgQUBYw9dl+hdbSbA+1goZT1nelslHTJ8gNeUBwDcb0AqICNi4NRm8JEFQlIL0BihlG6EddEAcbFwXm6Q+ve5jqckPP6YgBtZ8CkXqoLBQAZl7/zdeDSv4BK0ajcTmpCAUBClyv30nCeNL5WIpEI/H4/0uk0eJ6Hz+dr21LCcSwCdr0AKVUBbSeZCc2CRA2+3wNxswilUi+G8t0uQ6Dw/Py8zlJHVVXMzc2ho6OjbWsXuShCWMhCzgtgPDz4IZ9ueoF2cuDCDohNXfXNIcCqpJgKNs3PvaqoJKtAkMGGHKAd7X8k0zYbnKdPtfw7G7DDeaoD1aUc1CrZPz/ggbRZgpwTQLs5cFFXSwEEAFamb2hCQY21O9PoGpuA+2InhPWiFjrdKARUZtKaUFC7n5V7abhC9j3ZjhTSVSxMxVHOC6BZGl3DPnSP+3X7iMViWFpa0i6XSiXcuHEDly5dalkolmIbpuvixsaBiAXNeR4AEbMqlQrsdjsGBwd1obkA0N/fD4ZhDOKHy+XC5OQkvN7WoaNSIm5YU4pFqOUyKFdrcUpVVMy+soV0rP79EOpxY/hUxPR5EsollHPGqYjspjFDw263w+/3a6HONRqL/l1dXdjY2NA9DjabTcsZUBQVW4s5pDaKYDkaHQNeUtw1YXh4WPeYUhSF4eHhfds61XA4HDh//jxSqRRkWUYwGARSaWT+/h8gbmyACfjhunABtu3AY5Zj0DsZ0PnjszyDngl/y9tYu3sbq9M3IEsieLsDQ6fOIdTbh58e/ul9H/dCdgH30ve0iYQ+Tz3rILNV0gkFAFBIVZBcKyLSr/8soygKkX6PYX0v2Fp8rtlafObXUBUVxWwVFE3B6TUXzWiGRvdYAN1jO0+1ecMODJ/qwNq9NKolCd6QHf1HQmCgkDykZhIzxFKwxaTgg4KiKFA4ODs2l8/8N4vT/5OZD/OGJHoEWHpOb5vJcGTK1cLCwsLCwsLCwuINiCUWvAEZC4zhevy6TjSgKRoj/hHDtoqs6ApBNVLrRQydUEGbWMw0hyZTFKXZi6zH1g3bA8Bafg3DngFg67bxj1u3iX2OyTg9zTCQJX0xkqZpUhRgeODkJ4hYUMmQSQPHdkEgNAr0XwRe/hxQShARwD4M3PoKcOZTdfsATxS48Om6bVF4nPgRb1wH7n6z7nW8+CPgxCeIxywAOIPA+X8KJO6SE8DQSP2220FViS0SwxP7IBDrFeeJiOZ5T1EA2+GEbcinPc58jxt8z3ZX5O0AEFsz7pqxozyd1BWj5aKI6mwGjqOkyMYPeqGURYgbRagqCY91HAuDml4w7A9CCShsQuU7DKG1AEy7+mtwHIeOjt1Fp2YomgLf6zEU2c2g7SxcF7ogbjQUpiPGbtRCoWBYEwQBgiDAbrcb/tYMCVKOaWKJXBAhJctwXerW2eQ4joVBzWUgbZVBcZQWUq27fzYGjJM1WBaxwfpxKFUZpVfqwc0UBdgng209Ju3ChhxaToKqqCi9ugUpVX8+xbUCnKejmmBQKpUwPz+PTCYDh8OBTDwBR5OYIEsihHIZDo8XNpNpEFVRDeHFAHmNQlIBrr1CmCwruPdSDNK2NZciEd93m4tFuOExMrOyEUUR6XS6Zbhty8wHf/vv8UQiga2tLVAUha6uLvj9/l2vUyt2hsNhnD59GhsbG5plVihEusabxY9isYgbN27g4sWLLcUPNhyB1PQ40C4XqF0sjVKxouH7IblWQKjXbZrPwPI8aIaFIutf15zd/HYOHz6MO3fuIJVKgaZpdHZ2ahZEAOD1enH06FEsLS2hVCrB7/djeHhYu59LNxKIL9cnMDKbJYyeiSLYbRRAwuEwzp49i83NTaiqimg0qmVEtIuqKFCrVVB2vahF03RdwKhWkfrHr0KtkMKgnEoj9+3vwP/zHnDbQkjnsA+ekB2ZWAkMTyPU4wbXwmorE9vA0vWr2mWhUsa9F5/F6eDPwObcxfKuBde2ruHH6z/WLs+kZ/Bo/6OYCBILu2LWvKu81Ea3uSwpEKsybA7W1KLOjHCfG5sLOV0Ysd3Nmz6PNcp5AfeubKK6/fno9Nkwfi4Kfg+CquE4et0I97r1EyGKTH6bNL2mQdOtvYseIEJFQnwpj2pJgidkR6jHZZj2aERVVKQ2ishslcDbWEQGPLA3CNyekB3BbjdS6/XvR5ffhkjfwX3PvOWxuclv1YUfAvkNki819Pa6HaaFhYWFhYWFhYXFGwxLLHgD0uHswLv634UXNl5AUSzCZ/Phcs9leHjzkz+KgmEWgXSv6VkrrOG5teeQKCfgt/lxsfsimRZooNVtaOtmN9Z4S0KRBBHbPKC83egYGsHGjN4OJDI4DLpWFKMoIDAAoMnehqKA4BAp4vt6Ac5JTvgrWWDtKjD0tvq2nJ3sY/UKcOcbgKeThBU3TmJIArDwDHDiY/U1lgc6j9UvlzNAdpWcAPp6TQOMAZCJhdv/COQ3yTF1HidTCTQDxsPD9VA3lKIIiqNB23Z4C/acIZMZjZ3drjAUvgdK1di53FgEpmgKjiNh2MYCUEUFtJMErMLmITkNzY8l7wLF0aBYytART9tf/xBEmmdMC9ONuN1u5HJ66x+bzaazdtkJcaOom6oAAEVQIG4UdbdNsTQcE0Fgh+gIiqJgPxxCaSoOVaxbOtnH68Xo6kJWF9ysqkDlXhpc1KnlChwkUryke40AxHZK3CyC73ZDlmVMTU1pga6iKCIlSAixgL3B8523O3T+9KqqQoqXIW6WQLEUuG63qVBC21lghymGZnLxsiYUNJJcK+rEglad4zt1lPODg+C6OiFu1DviGZ8P9sPtTRWsrKxgdnZWuxyLxXD48GGta76rqwuLi4u664RCIS2zACCFcrNpATPxQxAEZDIZTVBoxvXwQ7rMAlAUXA8/vKsFUSFlngdSSFVMxQKG5dA5Oo71u/rpst5DR0z3Y7PZcOLECUiSRERnE7EjHA6bijpCRUJ8xSgAbsxldEXmTCaDlZUVCIKAUCiEwcFB3e1IqRQqN29CqVRgGxoCPzpq2qFeuXcPxR//GEq+AMbnhevyZdiGhw3bCXNzmlCgoaqoTE9rYgFAbIdq1kM7kVhdNqypioLU+gq6RnfPp2lGVmS8svmKYf3lzZc1scDpbdFt3mIdIO/z9ZkMNuayUCQFvIPF4PHwrqHfAJm2OPRwFzYXcyjnBLh8NnQMecGwrV+fC1MJTSgAgFK2iqVbSYydbW1H1S66559mgK6TwOrL+o26ThLB4DVEKEu49ew6xG17t8RqHqmNIsbPR1tOZC1cTyCxUhfUtpZzOPRQt/ZcUhSFkdMRhPvcKKSrcLg503wKi/vE0wkc/4XX+ygsLCwsLCwsLCwsDgRLLHiDMhGcwFhgDIIswMa09pimGdLV2NidCZBOv8auwKJYxDfmvwFpOzQ4U83gO4vfwc+P/7wuwHjEP4Krm1eRqWa0NTfnJkUImiHj2BvX9QcRPUL+tnEduPdt0skHAIEBDBz5MGiawdbSPKCqiAwMof+oMXdBh6qSf8Uk6dxv9ostJfSXqwXglb8iQgUAbN4kgXRdJ/Sdg5llYO77QHqJCAL9F+vhdMsvAvM/qAsMwSHg6EfqAc6Nx3bz74HSdrCnIgPrrwJ2LzDwEAD9pMaOeLuB4x8FFp4m3f/BYWDwMiiKI5pMkyjTGCCrrfEM0NjR2n+R2Cs1Xjl6BLD7QAHg+726UF4A4IceYHecLBEx5D7snWqMjIzg+vXrWoYCRVEYGRlp24ZENSlM77S+G2zADs/lHkjJMkBTYEMO3XtOzhgLtapMuvLZPXqCt4OcN/euVrbtqlKplCYU1PB1dKIY34B9+2VO0TQGTpyGUKmAt9tB0TSqc1lUFxqCnNcK4Pq9UJZz2suMogDbqL/tTmRyWy0+05rWu7u7kUjo3/MOh2PHTn+KYeD7mZ9B5fZtiJubYINB2I8cAd3GBIosy7rO/xqLi4uaWDAwMABFUbC+vg5FURAOhzE2NrbrvgG0/Czfyb6J7+1F4BOfQPXePaiyAtvYKNgWwkIjdpe5DYx9h8+ngWMn4XB7kFhZAs0wiA6PItjdu+PtNIdmt4MkKMYPOQBitf5+TKfTmJqa0qyHcrkccrkcjh8/Trbd2ED2//v/NBGlevceHCc34X7bZf1tJRLIf/dJ7fbkbA65b30LwSeeANP0OlKVFtkzimK+DlJoT6fTKBaLmkhUez5bTYvQ+7S/qcpVVGXjZ0uumtM66gNRJ7xhB3INdmouvw3Bntad/ulYCWt360KzUJYw+/IWTry7r+XURCO8nUXfZLCt+yBWZRTSxom2zGbJNCfivhl+hEwnxm6QD6voUdIZvgeSawXE5rOQRAWBqBM94wEw3N4K8puLOU0oqJHdKiGfqpjmRFSKok4oAABZVLAxl9HZTFIUBX+Hsy1hx8LCwsLCwsLCwsLCwhIL3sDQFA07u3txq/9oCBRNIbFaAEUB4V4Peg/p7TZmM7OaUFBDVVXcS91DuKcuFnA0hw+PfRjX49exVdpCyBHCicgJONjtE9nRx0gBPnaTXO48Cow8Sord975TFwoAIL0Eeu0VDBy/jIHjJ9u70+vXiDdsJUe65IVi3XKoRnNuwca1ulAAkKBiqUIK+q5w7c6SgMPa8eVjJC/h9CdJIbtRKADItuvXgL5z+tvKx+pCQSNb05pY0Da5dWDue0AhTkQJ3gXwLtAUBa7PA6FBAKIogB/aufMeAJnEOPExYO0VEpgcHiMTDNvYhn2gnRykWBGgKXA9bnD7DKAsl8tIJBJgGAaRSARcQ3c6FBmY+wGw8SoRDIJDJGz6Psb2/X4/zp8/j83NTSiKgkgkArfbGHTZCjbiQHXRGEpsZnnULhRLg4uaF+BoJ2vIlaAotMxuuF8Yj/l+6e3sh5rI0ghns6HzxGl0+byQJQlitYKFV1+GJFRhc7owePQUuCV94U5VASVX1ayjoKrgOl1g2uiybsQbdsDm5HTWJQAM3umhUAiHDh3C0tISqtUqAoEARkdHdxWJKI6D4/hx7PXZlSQJomgUXmoBuACZahgZGcHwdmf6XoqbXV1dSCaTurXdxA+ATEY4z53bcZtmwr1ubC7mUCnUX4dOnw3BrtZFRYqiEB0eRXR4dE+3tVccbg68g4XQlPPha3g/rq6uGrJ6kskkCoUC3G43Si+/rA9+BlC+PgXn6VOgG7IcqjMzRmFCUVGdmTE8prbhIRSf/RFUUX9ctgnzKQBFUXDz5k3dc9rZ2YnJyUlQFIWOoRHE5mZ02SAsb0Oop89sd7viYB0I2oNIVfTfQ93ubu11SNEUxi90Ir1RRDFThcPLI9S9s91Nat1oZ6jICjKbpQO3tKFZyjQkmuWZgxcKAJJLMPII+bcPkusFzF2tTwTF5rMoF0RMXOjc034qJjaAtXVTsWCH7XdDqEgQqzIcHt7UjtLCwsLCwsLCwsLC4q2LJRa8CZBlBbHZLDJbJXA2BtEhn66gwjA0Bo+FMXCUdJqanWy3Ckc2C1N2sA5c6LpgfjAsT4q+4z+F7Rsj/40vksyAZtKLwOBl47oZyTng7rfql6t5YqnD2ut5CN4uYh/QSKUpkJNiAP8AEQxqiAVjoVqRSFHd12va4YrMklEsoFu8pWgWqqpCXC9C3CyCqhXiIy2KcrIE3PgyEVkAQBaBxWcBhx/oPAb7eACMm4e0VQJYCnyPR+eHvyOBQfLPBIqiwHe5wHe17jBth83NTdy+fVt7Xc3Pz+PkyZP14v3y88QWqkZqgeRNnP5Ua3unNrDb7RgYGNh9QxNYvx32ER+qCzmoigqKpmAb8oL1t35cVVkl4csFEbSHB9fh3DEwuBHboI+EGzcEAXPd7j2FHO8FNuIEG7TrrIhYv00TM4LBIBiGMYgG0WgnItEocvEt3Hz6JW29Wiri7o9/hDHvWfC8vpCllCQwHt4QQr0XaJrCxMVOLN9KIhsvg3ew6B71mwbcdnZ2orNzb4W5VijFIkBRoFv4xfM8D6fTiVKppFs3K+bvp7AZiUQwOTmpiR/BYLAt8WM/MByNww93YWs5T+xhtr3MfxIsSiiawvDJCGZf2dLsqFx+GzqHfZBlBQxDQxDMPfZr63LGGMYMRYWcy+nEgpafOSaPOe10wvv44yg8/QzkbBa0ww7n+fPge82nK+LxuEH8icViiEajCAaDcPkDOHT5nVi+dR3lfA6eUBgDx06C3bZPkyQJ6XQaNE0jEAjsLoJRFN7R+w58Y+EbEGTyODhZJx7uebjprlEI9bgR6mlPUKVbfK61Wr8fGIZGx4AHsaYpt66Rn0wP+M0Fo8ic3SqhUhBhd7cv/rqDdtOMKXfA/DvI5beBoinDtIt7h98CqqJi8WaSTJuqKjg7i+GTYfha/RaxsLCwsLCwsLCwsHjLYYkFbwLmXtlCZrNeuMpslTFxoVMnGAA7F65G/CN4YeMFKA3djRQojAXas84w0Hxbthadh43rqloPGzQ71th145qvBxh4mFgROQKkU745SNk/YLRG8nYD4+8DyttWRjQDzD9j3L9QbN3tbrbuCpNjyjYFE3edNNq1xMtwHA7VA40bSS/WhYJGNqeBzmPGMOSfIGRZxszMjE6AEkURCwsLOHZsOwNi85bxirkNIv44za0qVEmBuFmCUhLBBuxgQvaWr+n9WlXYhv3gej2k+O/iQNta22uosorS1U1IDXZCYsBGAoPb6NRkvDzpvl/NQxFksGEnuM4HV7ChaArOUx2Q4iXIOQG0g4UqqajOZcAEbODCDhw5cgR3795FtVoFTdPo6+vTAqwTK0brHZWmkCvGEeb7deuiU8Xdu3dRKBTg8XjQ39/fVsh0M3YXh/HzByMC7IZSKiH/5JMQllcAkFwDz2PvNlgTURSF8fFx3LhxQxNWeJ7H6Kh5p306nUYymQTHcejs7NTlFrSiq6sLXV1d93mP2oPlGXSP+g90n7lcDgsLC9rzPzQ0tOewYYBMl5x4dx/yyQokQcbmYg43nl4FzdDoGPQgEAgYckpYloVLJYIA190FOZPR/Z3ieYNFk21iAqWrV4GGTnaKZWBrYR3F9/cj8Eu/CLVUImHILayEACCbNREstteDQfJZ5+2IYtB5CRzHwdEQSp3JZHDjxg1IEhHaHQ4HTpw4odvGjC53Fz55+JNYzC2CoRj0e/vB0fc3sRTp9yCxWtAJ55ydNRXv2qUiVcDSLFgTkb3vUBC8g0VyrQCKphDp8yDc95P3fQcQ6x8zpBbrrejo9yC9UdRZMHWO+FpmSXA2Bn2Hgli+VRej7G5+R1FlaymP+FL9PSNWJMy+soWT7+7fMUNivyiKirU7acRX8lBVVZtsZX4CBEkLCwsLCwsLCwsLC3MsseANTjkv6IQCAICqIjafNYgFO+HhPXjf0Pvw7NqzyFazcHEuXOy6iA5nx+5XbusGOonVTGqhvkazQO958v+peWD2KRIO7AwSD+HIuH4fptMPFOCOAh2T9SVFAdILQGEL8ESByCEgcY/kFNTovwj0nKxfrhZI577SZMUSHAb8/YC/jwQz12BtOvue+uFQJMtg9ikgOQOwDqD3HNSOYxB+tGbYvLqYNS/4t+oebRZCGlAlUpigHsAJfzOyLKNcLsNutxv8yCuViqlNi75otrdCviLIKL28qQUCVxdz4LtdcBzRB6Pm83nMzs4ik8nA4XBgaGhI85FvF5pnQAd39+AWN4s6oQAApHQV0lYJXGd7kxmMiwMz0Z6P90FA0RS4qAuM347ilRiUmsXLEsB3uxE6EsLFixdRLpfB87zOOsosLJeiAduQH1S23t0qcwqm80sQ8+S9lMvlkEgkcO7cOW1/qqoil8uhVCrB6/XC5dr7JEu1WkWhUIDT6dy1eNoO+R/8QBMKAEBYXETh6Wfg/an3GrYNBAK4dOkSkskkKIpCKBQy9eVfWFjQBR0vLy/j1KlTe7LHakQUqsjGNsBwHHzRTtA7fB68XlQqFVy7dk0TUpLJJLLZLM6fP9+WUNIMw9DwRRy48fSaZpekyApic1l0T/gRCOSQThMvfU4UMbC4iNy1KXLdcAi0ww6lvF18pSm43/F2UE2h52wgAN/jj6Pw4x9DTqbARsJwXb4MxiSAWlFUpDeKKGUFOLw8gl2U7tNMkRWkNooo50W4/LaWIplze3IlnU7j9u3bqFbJZ0lHRwcmJydB0zTu3LmjCQUAsbqam5vD0aNHd33ceIbHeGB81+3axRO0Y+xsB9buZVAtifCE7Og7FNxX0TdTyeAHKz/ARnEDLM3iaOgoLnZfBN2QIUTRFDqHfegc/smcJmjE3+lEuclSjnewcPn2NlnFcDQOPdSFzFYJ1ZIET8i+a0h257AP/g4nMvESeBsLf9Sx42SQ2eSCLCrIJcoItPm9tRdWb6d0EyKbC1nIkoLhk5EDvy0LCwsLCwsLCwsLi4PBEgve4DSGPbazvhMD3gH0e/ohKAI4mtOduO+KVAWSs6SgHx4jxfRGakX01ZdJId/mAXrPERGhnAFu/H3dpqiUIpY05/6feqYAQEIHGwv+AMA5SEG/hiKTgOHkXH0tMg4c/hBQ2ARKSZJp0Ny9bnMT66SZ7xALIIAIEN0nybEf+wVg/SoJP3b4ybG36IAH7wIOf1C3pFYlqJJR7FArLZ4n/yC5nXJGv95lDH9WBBmV6SSk7bBKrtMF+2TwgYkGW1tbmJmZgSAIYBgG/f39GBgY0Dr5bTabqZ2NriDceQyYf1q/Y19vy8dUXM1rQkENYb0Ivs8Dxktea5IkYWpqShMqyuUypqenYbPZdvV73w9KC19oOS+0LRbsh5IgYStXhd/Jwe/cn82PsJyrCwW1tfUC+H4PGA9vWrzvGBxGbPaezlud4XhEj42BAQcpUQbFUtgoJyAu6J/7arWKra0t9PT0QFEUTE9PIx6Pa3/v7+/HyMhI28e/tLSEhYUFbYKkp6cHo6Oj+/YzV0URwsKiYb06NwtVecxUKKlNCrRCEAQsLy/r1iRJwtLSEg4fPoxYLIZYLAagbqNEURQEQYAoinA4HDrLmfTGGu698Bxkibzu7G4vjrzjXbA5H9xrbT9sbm4a3vuSJGFzcxP9/f0trrUzpaygy1WokYmVcfLtJ5HP5yEIAqhnfgi5UC+Gyokk+OEh2MfHoVQq4AcHwbSYcOAHBxEcHNxxKklRVNx9IYZ8sp5PEV+2Y+JCJ2iGhiwpuPP8BooNIqInbIPD4dBlWng8HoTDYciyjOnpaZ2d0tbWFlwuF6LRqO46NWrCyOtBoNN13wVlVVXxrcVvIV0h90NSJFyLX4OTc+Jkx8kDOMoDRBJIU8Mu1k/dY35UCiLSG+S1Z3NyGDkd2VOgew2Kpvb8GNvdHDrdelFFFGRsLuRQzFTh9PCIDnvB29mWoct7DWNuB1VVsbWcN6wn1woYOBaypgsaKSbIb2jOCUQmiaWnhYWFhYWFhYWFxeuEJRa8wXEFbGB5RvN0ruHrcKCYqSK5VgC2Q41bjbI3QlEUbMweuz9zG8D1L5LAXIAIBcd/gRR/G2E4YOAS+dfI1m1jnoGqAJs3geF31tci48Doo8DSjwGxDLg7SIG/8aQqflcvFABA/B6ZaAiPEvuhZlQVWHkJWH2JZAM4AsDE40Cgwfue5ck0Qv/FnR+Lap5MINi9RJSoBUryDBg3B7mpwMyGWliz0DRw/KPA7PeIJZHNA/RfIkJME5XpJMR4vagkbBQBhoLjUMiw7f1SqVQwPT2tWQzJsoyFhQV4PB6Etq09WJbF4OAg5ubqzwNN0xgcHKzvqO8CIFeBtauALADhMahDj0FYzELOCqBdHPg+N2gb+YhqDgKuIecETSxIJBKmEw2xWKxtsUAVFQgbBShlCazfBjbibFnwoVv48TNtvM/2y6vLafxoJgF5u4v/aI8Pj0527Dmgsvl1qK3nhZY5Ay5/AJMPvx3LN6dQzuXgDoUxePwUOBt5DdcmZITZDdPr1wqiW1tbOqEAIB33kUgEXpNO7mby+Tzm5+e1y6qqYnV1FYFAAOFweIdr7gBFgWJoQxguxbCmlmj5fB7Ly8sol8vw+/3o7+8H39StXiqVoChGG5JCoYDl5WXdfchkMqhWqxAEAevr61BVFQ6HA5OTk/D7/VAUGXMvv6gJBQBQKeSwfGMKYxf2GJz+gGnshG/ELEC7bVq8vGtPjcfjgSIISK4Zp7eExUV4H38caqWC6r17UCpV8EOD4DrMp+Z2EpzSG0WdUAAA+WQFqY0Swr1uJFYLOqEAAPKJKkZPH0ZRSqNYLMLj8aCrqwsMwyCdTpvmLiQSCfT29pqKrvuZzqghKzIERYCdaW3hViNdSSMn5NDh7ICD3X1yJyfkUBJLCDvCprZCNRLlhCYUNHIvfW9PYkE+VUFsPguxKsMXdqBzxHdwNjr5TeDet4HcOsA7yXdv3/mWmzMMjbGzUVRLIiRRgdPD70soaEVyrYDNhRxEQUYg6kTPeEAr7quqimpRAihi2waQHKs7P97Qph2yWyUk1ws48vYeRAe9SMdKuklNp88GT7uZR3ukOU+BHDNgEof15kEokd81dl97GUwrV8hvvRqLPwJO/WJrC0wLCwsLCwsLCwuLB4wlFrzBYRgawycjmHt1S/PN9UUcsDlY3Hp2XTsh3FzIYfRMxwMZM8fMd+tCAUCmDGa+C5z5lfsKqzWl7zyx/5EFEmzcvP/cuvn1cmtELDBj/VVg7vvbFyjSzT//NHD6k3s7/rWrwMyTROgAiNhw9OcAlgdFUXAcDqF0LQ5lW9ihnSzs4wHjforJbQsjG3DogwC3Q1ihqGgTBY2IseIDEQsSiYRpGHY8HtfEAoB0irvdbsTjcTAMg66uLn23Ok0TIWjoHYCqQgWF4pUY5Fy9cCZuFOG60Elsgdw8sGW8n42F7ZYh3S3Wm1EEmVjzlEixU1jOg4s64TgWNi2scR1OiAEbpHS9OMgG7WAfUFBkuijg6bv6IvvNtSz6gg5Mdu5eZG+E8fCmr5tWQkexWMTs7Cyy2SzsvjCGT5zVsgyaCQaDWFlZMV0HSGHcjEwm05ZYkEqlWq7vVyygWBa2yUlUbuqzNOxHjhie+2KxiFdffVUr4ubzeaTTaZw5c0Y3CeByuUDTtEEwcLvdpo/PrVu34HA4tNsrl8u4efMmLl26hEo+B6FifL6yW7F93d+dqBRF5FMV2JwsPMHWRWVFUUEBhqJoJBIxTFQA2L+QA8Dp5eH02VDK6gvxkX4yJSDLMiqVChSGBi3rH2+K4yGl08j9wz9odkSll16C+22X4Th5ck/HUcqZi5alXBWAu+XfhZKCgTFj8LqZdRVAplZYlkVvby+WlvRZIfsNcJ+KT+GVzVdQkSoI2oN4R+870OU25mLIiozvr3wfM+kZAABDMbjcexlHQkdM99u8vYN14NH+R9HvNZ8iafV62stUUCFdwZ3nN7RCdCFVQT5dwcSFTsN+VFVFYqWA1HoBNEMjMuCBv2OHz2hZAm78H2JNCJDC7+xTgM2rtzs0webksH8px5zkegFzV7e0y7H5LMoFERMXOlEtS5h7ZUvLOPCE7Bg53YFcomywRRLKEhIrBXSN+DB2tgMbc1kIZQm+iAM9E4F9T2XtBEVRCHW7kVjVTxf4o44Hko9w36QWyO9BWQAiE0DXSf1vwGICiN0gv/E6DgPepvePLAJ3vwVsTZPf3p5O8hvOtcNvMaFknLKs5IDF54DJxw/qnllYWFhYWFhYWFjsCUsseBPgjzpx8t39KKQr4GwsHG4OU99f0XWOqYqKldvpgxcLFNm8QJ/fJCdchU1g4YfkJMvbTYrDniYP+Y5J0knVmBdA0UCHeXECNAPQLTodW52UOXc4WduYMq7l1oFinEwvtEO1oBcKAGJZtPaKNknB+GxwX+6GlKqAoikwAbux+3D9GulorD13C9sdZq0sj1qd3z+AE3+gdXGLMQn4DHh88Nk8oB1s6y5LigIoCtJmUScUAIBSkSCuF2Ab9IHv80CMFbVCPgDwXS4wDX7O4XDYtBO3VVG7GXE1r9s/AIibJfD9VbB+o2BDMRScp6OQtkqkI9/L7ziJcL8sJo1e0wCwmCjuWSzg+z3kMW98PPs8YNxGsUCWZUxNTWme6sViEdPT0+B53nRiIxAIoK+vD6urq5qlS39/P3w+0iXZysO93QDk5g7+3dbbxf22t4HieFTv3gFAwX5oEs4LFwzbra2tGV5jhULBIFZwHIehoSHdhA3P8xgYGMDW1haayeVyhuwFURSJiOJ2gaJpqE3Cg811sIGv6zMZrN6pizHeiANj56I6uxBJkLF4I4l0rAiKohDuc6P/cFDzSfd6vRgbG8PCwgIkSQLLshgeHt5XwHENiqIwfi6KpVtJZDZLYDkGncNeRPo92NjYwNzcHERRhOxyoTOVQpStZ204jh9D+aUr9dyCbYovvADb5KQhwHonWk3n1XzlW/291brb7Ybf7zcIaD09PQCAoaEhOJ1ObG1tgaZpdHd3a6LbXljMLuK5tee0y6lKCt9Y+AY+efiT4Bn9sd1J39EK/wAgqzJ+uPJD9Hv64eGNz+GNxA3d9mWpjO8ufRefOvwpcIwxVDlkDyHijCBe0gufh4OH274/sfmcoWM9Fy+jlBXg8uvL9au309iYy2iX07EiRk53IGSWFQSQSb6aUNDI5s1dxYIHweZCzrCW3SqhXBCwfDOpC0POJytYupls+XqrlshkUis7KVVVkdksIbVRJMJKnwfuwP3JH/1Hg5BlRZtm8HU4MXT8gPIKVJX85jqI7Jb4XeDmP9QvpxZI48bYu8nl5ByxuKz9Tl15CTj0fmKpWGPxWWCzQXDOx4DprwBn/5/Wv8mKW8bJWoA0uFhYWFhYWFhYWFi8TlhiwZsEhqXh2+5olkQZQtl48lEpCFAV9WCLmRRNLHcqTSe0vAuo5IGpL9VPhJJz5ATo/D8lo/01HIF6KHApSbz6hx8B3Ps4oew4Qgr0hYZChLeLeMC2QjVahQAwhh0DJDw5t0au4+urexlnV8z3k17U2S5RDA2uVee5JABzT+mDnIUiEVuOfMj0KhRLg406Icb0Idd898EWEWuEw2HwPK+zzqBpGl1d9Q47VVFRmUlDXC1AVVTQDhaOwyGwDTYHcl4gHvccDS7qMvjn16gV72megftCF8SNIpSyBCZgAxvWF1Y5jsOxY8cwMzODYrEIjuMwODiom3jYiVbWPEpeBEzEAmA7MLjT9UAzCmq4beYf164W6ztB8wxcF7ogbpaglEWwQQeYFkWhZDKpCQU1VFXFxsaGqVhAURRGR0fR09ODYrEIt9utEwK6urqwvr6u26fb7W678zwSiWBxcRGVSr1Itlt+QDtQLAv35YfhvvzwjtuZ2ca0Wu/v70cgEEAikQDHcYhGo+A4zrRA7HK5TLt7WZYFZ7Ojc2QcGzN3Go8YPZMtBNV9UCmIOqEAIAXY+HIenUN1O4z5qTgy2583KlRsLeZA0xT6j9TfZ729vejs7ESlUjENQd8PvIPF2NmoLlOgWCzi7t272vQQ09eHdZqBV6jCzfGwHz4Ex+nTSP/N3xr2p4oS5HQadJexu74VgS4XPCGHzorIE7Ij0EXe/+FeN+LLed0EhK/DCV/EXNymKApHjx7F0tISkskkOI5DX1+f9l6gKErLs7gf7qXvGdYEWcBibtEQgrySM069qFCxml/FodAhw98Wsgum+14rrGHQN2j4G0VReN/g+/CjtR9hMbcIO2PHicgJHA61LxYIFfPvC6EiwdXQ2y+LCjYXs4btNmYzrcWCnzBqE6PNCGUJ2bhJpkWshOiguXjsDe9sJ7Uxm8HqnbpFVHw5j/FzUfij+5+WYzkGY2ejkAQZKgCOP6BQ9vVrpDhfzRPLy7H3GBtR9sLSj01u4yow+DDJxpp/2vibcP5p8puz9jswfqd5D+S3aCmpz99qxBEkQkLzBGSr7S0sLCwsLCwsLCxeAyyx4E0Iw9KwuzlUmoqfTp/t4LueKQoYvAzc+aZ+ffBhYPOGsWNKrADx28RKqJHQCAkqlkWSbdBOZ7xQBGhOn1nA8sCpXwI2rpOOLXcn6fxidnipdxwGCk2dvs4QGSFvpJwGrn+ZnPgBxE/22M8TUcPWorPbvoeO71KSCAbNtLJW2sZxKASKpiHGigBNge9xwzbib/929wDLsjh58iTm5+eRy+XgdDoxMDAAt7teeBHXCxAaQg2VsoTS9Tg8l3tAsTSqyzlU7tYLEtX5LGxmdkwAmIYuUYqlwfft3J0cCARw7tw5iKIIlmV1tjC7wXh5iJsl0/WfBIbCLgScHNKl+vuaZ2kc69mfrzHF0lrOwE6Y+e7vtF7D4XAYOuUB4rl++vRprK6uolQqwev1oqenp+3nimVZnDp1CktLS8jn83C5XOjv7297MuF+CQaDhswFiqJadnx7PB5DV/34+Dhu3LihBdg6HA6Mjo5idnZWt53b7dasmQZPnIbLH0BybQUsyyE6MgpvuM3JpzbIpyrm64mKJhaIgozMprFAmVgt6MQCgDxPjZ8LB0Eul8P6+jpEUUQoFEK1WtXbjFEUuN4eCH19CI7WbefYcAhyVl80plgGzB6Dz2mawsTFTqQ3iihlBVC8hIKUxs2bCQSDQXR1deHQw11IrRVRLpAud3eIx/zCPNLpNGw2G/r6+nQiG8dxGB0dxWjD8aqqiq2tLSQSCbAsi66urrYsuloeN2X+3qJhXHdy5oXhVut2tsWkUIt1AHDzbrxv6H07hknvhL/DgULT65VmaHiaMoBEQYYiG23oqi3EaQBAYBCwuY3TBY0d5CZUCiKK2SqcXh6OFrkv+yHQ6TRYCvEOFm6/DTRDQ2my3WJYCu6gDdFhHzbn66/5UI8bgR2K/rKkYH22SVhRVazdSxvEAllUsDGfRT5Zhs3BoXPEt2smFntQIgFAGk/ufqt+ObtKcrMu/jr5/bgfqsYgZigy+Z3JOcikqeE6BUAskdcLQMKwzdghwwN2L9B7luQW1GB5YGBn0drCwsLCwsLCwsLiQWKJBW9CKIpC/+EQZl7e1Eb1aYZG/+EgstUsnt94HuuFdfh4H852nsWAd38eyBpdJ0ixfPMm6Y6KHiHF/3vfNd9e3i521kbIKVqzo9EV/ltRTgO3v05OEGkG6DwOjD1WH0VnbUDfOf11ClvEbkiqkimD0EhdkOi7AAgF0qmmSMQuafL9RsFi5sm6UAAAlSxw95vAmU+R6wSHyOh6DYYFepuOYyccfnJS2Syw7NJhRrE0HEdCsB8mxcqdii+KIEOtyKBdHChmf8KRy+XCsWOtCydmBXdVVCClK2D9NlRnMvpjqsqQEiXw/R6dyMBFHIaO/WqphK2FWQiVMvzRbgR7eg33l6KofVnS8D3E6kjONxTju/VWRw8KVVEhxoqQkhXQNgZ8rxu0U1/0YBkaP3+2D1cWU1jPVBBwcjg7GITf+WDFjFAodF/2TmbY7XZdcXQ/15+YmNj39e+Hzs5OZLNZxGIkL4CmaYyNje1JrHC5XDh//jyy2wVsn88HmqbB8zxWVlZQrVYRDAYxPDysvb4pikLH4DA6Bod33He1WjV9D6iyjPLUFKqzs6BtNtiPHYdteEj7O+8w/zlgczatt5kBctBkMhlMTU1pIlUikWj5Pm+2RXOePw9hdQ1qwzSL8+xZ0CZi1m7QNIVQjxs2XwFXr97U3hfJZBLpdBrHjh3TshRUVcXVq1eRy5HJu3w+j1QqhVOnTu1Y/J+fn9flPmxsbOD48eP7siACgMngpGG6wME6TL/7j4aP4k7qDqSG76GwI4w+T5/pvo+Gj2Ixuwi1IbE26owi6ty9y3u/PvnRYR/yqSqyW+S7hmZoDJ0Ig+X0z7vNycLm4lAt6hsnfDvlyjAscPyjwL3vkN8YvAsYeIh42JugqiqWp1O6wnzHgBcDx0IHkgPQNeZHuSAivUFs6HgHi9EzHWA4BpEBj+52AaBj0AuapjFwJISOfg+K2SocHl6zymqFWJWhSEYBuNL02KmqirsvxjT7ozwqSG0UceRt3fctkhQzVZRyApxe3mAnpSN2w7gmlIiIsF+rqMCg3kIIIIV8x/Z7ztNlbNyw+4BGEa37FPmd2EhohPy224mRRwH/AJCcJfvrOrH7dSwsLCzeIjz99NN45JFHAADveMc78PTTT5tu1/id225enYWFhYVFayyx4E2KP+rE8Xf1IbVeBEUBwW4XaB74u9tfRkEkHXMVqYJvzn8THx77MDpd92dzgOAQ+ddIxySxBGqEooDwOCmqzz1FRrSdQWI7FBknhai1V8g/qUK2HX4n6ewCyN9v/kN9EkCRSSAd7wKG3mZ+bOlF4Pr/qY+Qx26QaYja9jRNxIahdwCKSKYfSknSoVabDFBVIDVv3HduHRDL5PiOfoQcd3oRsHmA3vN7s1LiHED/RTJaX4NhybG2wU6FCVVVUb2XhrCSh6oSGxr74WBrS6T7gGJbBFgyNOSCaPCaBgAlJ8L9UAR8txtytgrazYHx2XT3qZTL4uYPnoQkkILf5vwsosNjGDlz/mCOm6PhOtdJrHlKEtiADUzwtelWL99KksmQbYS1AlznooYMAZeNxTsn9EV6VVURj8eRSqVgs9nQ1dV1oF32NXunu3fvolwug2VZ9Pf372obJKyuovTiS5AzaXBdXXBeugQ2YD5BslcUQYa4UYQqyGDDDrCB1+Z5Aog4cOjQIQwMDKBcLsPr9YLj2utmrVQq2NjY0Drjg8Gg9hqXJAnZbBbVahUsy8Lj8exJ9KpUKrh9+7ZmbxQOhzE5OakdW+EHP0Dldt0mQ1hegfen3gvb2BgAwBu2wxOyI5+sd2yzPIOOBksTjmfgjzqRaRIEQ70Hb+lSLZVAUQDvIJ9RS0tLhmmWcrlsmpdSqVTwyiuvwOFwoK+vD55wGIFPfBzVO3eglCvgh4bA9/bc1/GtrKwYBLREIoF8Pq9NkmSzWU0oqKEoClZXV3H4sLntjiAIWF1d1a2pqoqlpaV9iwW9nl482v8orsSuICfk0O3uxuWey6aZAkF7EB8e/TBe3XpV2/ZUx6mW0wl9nj48Pvw4rm1dQ0EsoN/Tj3Od5x5IYG4NhqExcaETxWwVYkWGO2gzCAUA+U4cOhHG7MtbkATyXNndHPoO7fI55O4ATv8SCTummR0nHfPJiqFgv7WUgz/qvC/7nhoMQ2PsbBTVkghJVOD08NqEaN+hIFiORnKtAIDkh3QN1yfNHJ72pxxsDha8gzVYWDZPa+STFV1OAgAosoLNhRwGj+/POkdVVSxMJZBYqTcLhPs8GDoRbvE6alUEuo/i0PA7ScZWMUEuszww+dN1i6GRd5HpBXn78aFoYPTd9b8DZGK29htWqhCBafiR3W+booDwGPlnYfEmI5vN4lvf+haefPJJvPLKK4jH45rYHwgEMDExgXPnzuEDH/gALl261HI/n/3sZ/Fv/s2/Mf0bwzDw+Xzw+XwIBAI4duwYzpw5g4cffhinT5/e97G/8MIL+Ou//ms8//zzWFxcRD6fh8PhQDQaxalTp/ChD30IH/nIR2Cz7b+pqLEQflD84Ac/wDvf+c4D3aeFhYWFxVsPSyx4E2NzsOgaqZ84zmXmNKGghgoV08np+xcLzPD3A6OPkvBiSSDF8NF3k5PvG/+33kFfSgG3vgKc/f8R7//Gzqz1ayQP4cRHt7dNGi2DAGBrurVYsPis0Wt25QXS9c81nAgzHDD7vXrgMUUDQ28nmQMURQSJZmsClidWSLXr918k/xpRFECuAqx9d3ulwcuArwdIzJAJic7jrcON94C4UUS10RpIkFG+ngDzth7QB2kPAIDv9UDc0luVMG4OTMAGVVBM7XlpN3kMGQ8PimegmnQ4rt2d1oSCGpvzM+ieOASHe//hqY1QDP3A8h5aIRcEnVAAAKqkQFjKwXFk9+LL3bt3sbGxoV1eW1vD6dOn4XQ6IQgCNjY2UCwW4fV60dXVZVpc3Y1AIIALFy6gWq2C47hd9yElEsj+4z8C2xYZ1bl5iBsxBH/pF0HdZxCxXBRRejkGRdje92IOtmEf7AdsvaWqKqSNDYjr62D8fvBDQ6Aa7rfT6YTT2X4xMJ/P49q1a5Ak8rm3traGgYEBDA+TSYHp6Wkkk2RySRAEzMzMgKIoLex2N+7cuaPLQUgkEpidncWhQ4egFIuo3LlruE7p6quaWEBRFMbPd2JrKU/sRVwcooNe2F36gvLQyQgWryeQjpVA00C414O+yZ2Lr6qkkPySNj5rhEoZMy/+GNktMrnh7+zG2PlLuoyKGgzDYHx8XCvSO51OFItFbeojl8shkUjg9OnTcLvdcJ49u+vtt4vZ8dTWa2LBbvkWgiBAURSduFetVk0tvmqWVftlIjiBieBEW9Y/EWcE7xl8T9v7HvAO3P+E4j5w+WxAgwubqqpIb5SQTZTB2xhE+j3whhw48WgfcokyaIaGN2Rv345xJ/vCbXIJ8+cllygfiFhQw+bk0FyOomkKPeMB9LSw8dsLFE1h8FgYs69satZNnJ1F3yH974+d8iL2S3arrBMKACCxkkewy2X+GEaPAVtN+QCcHQiO7PsYYPeSIOLMEpl+DQyQ32A1/H3AhU8DW7fJ78mOSZK31QhFkanW5slWC4u3IKVSCX/6p3+K//yf/zPS6bTh74IgoFAoYGVlBd/73vfwH/7Df8D4+Dg++9nP4mMf+9ieBGdZlpFKpZBKpbCwsICrV6/ir/7qrwAAx48fx6c//Wn8k3/yT9rOT0qn0/jVX/1V/MM//IPhb/l8Hvl8HrOzs/jyl7+MP/qjP8IXvvAFPPTQQ20fr4WFhYWFxRsBSyx4CyEq5gGurdYPhL7zQNdJ4gdr95GT7+UXjFY7qkJsjMy691PzxHrIESAFfDNarQNEjGhGlsgxNYoF8Tt1oaB2TPNPkzFydwfQd5GICY30nCXiR2oBqGTIKHljcX/1FWDpWTIi7woD4+8lIooiA7Hr21MIXqDn9Pb9o0h2Q3BnqxFVViFulaAUBDBeHmzEuWMBRIqbWAMpKqRkBXzXwYbzsiEHnMfDqC7moFZksCE7bKN+UBQFysaAH/SiulDvtqVYGrYhH1RZReU26bBXVYBxsnAcC4PxkhP2clOHbo1yLrejWCCKIhRFua/On/0irBcgLOVIB3zIAdtYALRNXzCthTg302q9kWKxqBMKAHJ/V1ZWMDw8jKtXr2pFxs3NTWxtbeHkyZN7ynKoQVFU2xMLlelpTSiooZRKqM7Pwz45CVmWUa1WYbPZ9ixeCAtZTSjQ1hZz4Hs9hsf2fig88wwqN25ql9mODvg+/CHQO4gdqqpCVVXTx3dpaUkTCmqsrKygp6cHiqJoQkEj6+vrOrFAkiSkUinQNI1gMKjdjiiKpifj8XiciAWViql9kFLSfy4wLI2uEZ9OZG6G40lgqSIrAEWB3uFzR5UVVO6kyBSICrBBOxxHQqDtrX96zL38oiYUAEAmto6FV1+GPxBBqel4WZZFZ2en9hilUilMTU3ptpFlGWtra23ZVtWCu2OxGBRFQTQabZmnYRZSTdM0fD6fbhuapg3Ff7/fj1u3biEej0NVVfh8Phw6dAgOhwNOpxMcx0EURcN1DoIH2fF/0MiSiMTyEsqFPHyRDvg7u3c8/sXrCcQbRPHNxRwOX+6G3cUh8IBC6FvZd7Vaf1Coiop0rIRcsgybk0Okz73nnIDaRGp8OQ+WZxDuc4Nh9K99b8gBiqYME4LeFiHe7dA4zdS8bioWhEfJNOjSc+S3lScKjP9UezaWO0HTxgnZRmwe8pvWwsJiR5aXl/GBD3wA169f16339/fj+PHjiEQikGUZsVgMU1NT2NzcBADcu3cPn/jEJ7CysoLf+Z3fabn/7u5ufPjDH9at5fN5ZDIZLC4u4ubNm9r37vXr1/Hrv/7r+NznPoe//uu/3vW3QLlcxmOPPYZXXqlPxkciEZw6dQq9vb2Ix+O4desW5ufJ+erc3Bwee+wxfP/738eFCxfaf5C26enpwT//5/98x22eeuop3LlDBNLJyUk8+uiju+7TwsLCwsLifrHEgjchYlUGzVBgWP1JXr+nHwzFQFb1XfYjvvvoxmoHlgfY0O7bQa3nGTRTG/12BkmxPbOs/3vXyda79fUC8aauWt5p7AozEyoAIgS4O0gIHecgRX5VIdkMHYeBV/+GeBvXGH4H8ThOzQMzDbkNxQRw48skhO/uN4F4g4f0xhRw+lOAa/fHSZVVlK5uQsrUu+zZkB3Okx0tBQOKNS8Ot7IMul+4qAtc1Lw4Yxvxg/XbISbKoDgSskvbWVTnMxA26h32cklCaSoB98PdoGgKnmAIhVRCf/wUDXcLaxtJknD37l2tIOf3+3Ho0KEDs+iRs1VU5jJQ8iIYLw/biF8XhixuFlG+VS8ACxtFyCURrnOduoIXsVsy1nKZnTybt2kunjaub2xsGLqRs9kskskkIpE92GPtA1U0fx+rgoBYLIa5uTkIggCO4zA8PIzu7u629y0XjN3aqqJCKYo7igVyJoPS1auQEgmwHR1wnjkDxmMuMolbWzqhAACkrS1Ubt6C8/Qp0+usra1haWkJ1WoVPp8PY2NjumDjYrFouI6iKJq1k+kxN9jcpNNp3Lx5UxMcHA4HTpw4AYfDQYQ4ijJ4tNaK3EwgAMbrgZzTd+/yA/vvBqeZ3QWn6lwWwnr9fkupCso3E3CdNZ9kkyUR6Q1joHtydQWnTpxBNpvVHkeapjExMaETm6rVquG6QL2Tv1qtYmZmBslkEhzHobe3F319fdr7cWVlBXNzc9r18vk8BEHAyIjxO7Kvrw/pdFrLnaAoCqOjozrrKJ7nMTk5iXv37mnPW0dHB6rVKra26hNy2WwW09PTOHPmDBiGwcTEBKanp7Vih91ux9DQDkXMA6BSFJFYyUMSFQQ6nfCGHa+rsCBWK7j5gydRzhOReP3uNCIDQxg7b969WS4IOqEAACRBxsZcFkP7tMdph1C3GxuzWVQbg+cdLMIPwJprJ+avxbftiAibC1kcvtwNfgdhrplSTsD8q1so5QRQNIVSTsDA0ZBOEOQdLPqPhLB8K6kJBv5OJzr69z/dZ3O1yEtpsQ6A/B7rPk2sIxl+96lNCwuL14TFxUVcunRJm/CjKAof//jH8fu///s4cuSIYXtVVfHyyy/jf/yP/4G//du/haIoLX/b1hgbG8P//J//s+Xf8/k8vv71r+O//tf/ipdffhkAcOXKFVy8eBEvvPDCjoLBf/pP/0kTCmiaxr/9t/8Wv/VbvwVHQ8aRqqr40pe+hE9/+tPIZrMolUr4tV/7NUOzQjvsdl8A4Jd/+Zc1seDChQu7bm9hYWFhYXEQWGLBm4hKQcT8VByFVAU0QyHc50H/kfqJnpNz4r2D78Uzq8+gKBbBUAxOdpzEiJ8UQtKxIuLLeaiKilCvG6Eet75YkFkBFn4IFLcATzcpinvasC+SBNJBz7CAf5AEDC/8UG8NRFFAxxEyIbD0vP76rrA+5PfIh0iHf/weGRPvPUv+tWL4nUBurW4hRNHA2HuMFgO2Fie7Nnf9GDuPkn81ll/QCwUAuW8dh4xheQB5LJae1wsFAAleXn0JmHhf6/uxjRgr6oQCAJCSFUiJMrgOc9sDrtejdffWYJws2ND+uwH3C0VRxGc+rL/tZusiAFAqEuScANZvQ8/kYaRj66gU6gWhviPHNE/zZubn53UFuUwmg9u3b+PUKfNi715QKhKKVzehSuQBVRJlSNkq3Je6tYK1sFowXE/OClDygjYtAQC0jYFtLIDKvXpnOOPmwA+0DkCt4fF4TIvEHo+n5cnW/dqZ1JAkCYlEApIkIRQK6U6k+OFhVKZv669AUxCjUdy5fVs7XlEUcffuXbjd7h0DXxth3LwuhBogFho1KyszlFIJmb//eyglct+lzS0Ii4sIfPzjoE0mTqRNE6szANJmzHQ9kUjg3r36ezqbzeL69eu4ePGiVsz2er2G54RhGLhcLrAsC5fLZRAUaqKOoii4e/eubjKhXC5jbm4OR48eBcuyiEaj2sl5jZoIQ9E0PI89hty3vqU9BmxnFK5LTZZptfspSZAkCTab7b4Kxs32WgAgpatQKhJoO6sFRauqimg0Cp/Xu92Jrxe0aYaBzW7H2bNnkU6nIYoigsGgIdMhEAiYvh+CwSBUVcXNmze1DIFqtYq5uTkwDKN14TVnBQBEBBocHDRMwLAsi1OnTiGTyaBarcLv95sKkdFoFKFQCLlcDna7HU6nE88995xhu1wuh0qlArvdjkgkgosXLyKVSoFlWQSDwX3ZhzUjCAJUVTVMWRUzVdx+fkMLuN1azBF7m4mDyRjZD7HZe5pQUCO+tICu0Qm4g0ZRvVIwFyjLeXMrqIOC4WgcergLm/M5FHNVOD08Ood9e+7qvx+KmapOKAAAoSxhcyFnsBFqhaqomLmyqYkeqqIivpSDzcGie8yv2zY66EWwy4V8qgKbk901PHk3Qt1uxOazuufQ7uYQ2s0SkKYB+rWfGLSwsDBHEAT8/M//vPZbxG6343//7/+ND33oQy2vQ1EUzp07hy984Qv4nd/5HXz84x+/7+PweDz4+Mc/jo997GP4kz/5E/zhH/4hZFlGJpPB+9//fly5cqXltN7nPvc57f9/4zd+A3/wB39geswf+9jHwHEcfu7nfg4AmWC4ceMGjh07dt/Hb2FhYWFh8ZOAJRa8SVBVFTMvb2onxoqsYmsxB96uP9Eb9A2iz9OHnJCDk3PCxpATra2lHBav17u2s/EyqkWpXiwopYCpL9btg1LzpAB/4Z8SL/9WpJeAm39PiuEAmQw48TESBjz7PbJfuw8YeYSMkjtDJKNga5q0Wrs7gMM/o+8a411krV2cQeD8PwUS90h2QGisHlzcSNcJEkwnVvTXDe8wsto84QCQ486uAmhRZBOMRWQAdbskqQqUM2TywWSs3qyzGgDkvNBSLGB9NjhPdaC6kIVSlsEGbMQaqF3v5ibK5TLm5+eRTqfhcDgwMDDQMvBWURSsra0hkUiAZVn09PSYBnVSTKupCLLOO5w48djjSK4uQ6xU4O/sgsvfupjVKBTUqBX27teSSFwvaEJBDVVUIMaKsNWK/LJ52GLz9QDANuAFG3ZATlVA2RiwYUdbz43dbsfg4CAWFha0NafTif7+fiQSCYNFEQDToryULENYLwAqwHW6Wr6OapRKJVy7dk3r5J6dncXk5CQ6O4l4yA8OwnnhPMpXr0IVJdBOB9xvfzvWSyVDIRcgdjntigW2YR+kZAWKUC8o24Z8O/rhV+7c0YrkNZR8AdV7M3AcO2rYnmkxrcIEzAtvzUV6gJw0p1IpreA/ODiIdDqt634fHh7WAoiPHDmC6elpFAoFUBSFSCSCwcFBcvyViqnI02g9ND4+Do7jsLm5CYqi0NXVhYGGyQGuuxvBT30KYiwGiuPBdkQMQoCiKJifn8fa2hoURYHL5cLk5GTbz42BVkIDRWFzcxPT09Pa0sbGBiYmJhAZHMbm/Ixu8+jwqDY9EQq1nr6y2+0YHx/HzMyM1pXf0dGBrq4uFItFQ9hw7XZ7enqgqqppxoAsy1AUxbRYT1EUAk2vlUqlgtnZWaTTafA8j/7+fnR1dek+88xsjSiK0q3XwsqbqVQqSCaTYBgG4XC4LQ9mSZJw584dJBIJ0ymrtXtpTSiosT6bQceQF9wBFL0zmyWkNopgWBqRfg+c3t3tYooZo61Wbd1MLHD5bKb2OO42JrTuF97Oou/w/WcL7ZdSzvw3wV6EkmK2qpuOqJHaKBrEAgDgbAyCB2RhSASXbmwt5FDKCXB6eXQMecFwe7fLs7B4vSgIBWyWNlESS3ByTkSdUbj513bC6PXmP/7H/6h18gPAX/3VX+0oFDRz9OhRvPDCC7h27dqBHA9FUfi93/s9sCyr2RrNzs7iT//0T/HZz37WsH0ul8Pi4qJ2eTfh4kMf+hCcTqfWCHLv3j1LLLCwsLCweNNgiQVvEko5wfTEMLlWMJzoMTSDgF1f4NiYzRquG1vIomvUR+wmYjeMOQNSlYS99Z4lBfJymhSHavY+igLc+UZdKABIQXzuB2Q6IDgMyIJ+hJxhgcMfJEHIchWw+w9mvJzl9RMBZth9xApo+QWglAC83SSngKKBzWkSfGf3kdDh2rRBs5WRti8/0OUjj1sjnINYFG3dJlZGjfj7gOUXgcUfEtsllgdG3gV06zvhGbd5oYXx7FyAYUOOPU8SKBUJoCldIVaWZVy7dk0L+BRFETdv3sSpU6d0ft017t69qyumJhIJHDt2zCAu8H0ew8QEG7CBcfNQSiKq81nIOQFutwe2od5d72+rgtxBWGuoLYWA+nPKRp2Qsvr7Q9uYlvZCjIsD42rdHd+MLMsQBAEDAwMIhUJIp9Ow2WwIh8NgGAbRaBRbW1u6gnJXV5fhORLWCihP1+2SxM0S7OOBuuhhwsLCgq7oraoqZmdnEYlEwDAMKIqC6/x5OE6cgFIogPH5QLEsmGUTcQ0AU1BRenULiiCDDTtgG/SCamFzQzlY2I+EIMYKoHgWXIcT7C4FQcXEAminda6nG/zgIISGk0bG6zEVFnZDkiTE43EIgoDDhw+jVCpBFEUEnD64nC4tcNblcuHs2bMol8tgGEYnaPE8D4ZhdLZEAHSd7AzDYHR0FKOjoy2PhWJZ8L29Lf++vr6OlZUV7XKxWMTNmzdx8eLFfeVc8D0uVOb03y1cxAGKp3UCV43FxUVcOH8eLMcjvjQPUBQ6BkfQe9hoXVApihDKElw+m66o2N3djXA4jFQqhXw+D57nUWohUgHQ1mtCRCKhtzrz+XyaoLMbiqJgampKKxzUivQcx+k+77q7uzW/4xrhcNgwKdHM5uYmbjdM5thsNpw8eXLXoO25uTnE43HtciaTwZ07d3Dy5EkAQDlvLBKriopqUbpvsWB9JoPVO/XcoK2lHMbPd8K3i8e9yx9Aat046eFs0Q3Kb3fAr92tf97Z3Rw6d8jfaEYQBBSLRbhcrl2fi58kXC0+//bS8d/KVoxuIeIfNBzPvK6TLBYW+0FVVVyJXcEX734R31/+vs7mlaEYvKv/XfjYxMdwrvPcGyovZj+Uy2X82Z/9mXb5Z3/2Z/ELv/ALe96Py+XCww8/fJCHht/+7d/GV7/6VW2q78/+7M/wmc98RmcVCQCFgr6Za7esIIZhdFOjzflEb2Tm5+fxhS98Ad///vcxNzeHZDIJmqbR2dmJ48eP49FHH8VHP/pRdHR07LifYrGIL3zhC/jmN7+J69evIx6Pg2EYdHZ24m1vext+8Rd/Ee9617teo3tFSCQS+PznP49vf/vbmJ6e1rLAIpEIwuEwxsfH8Z73vAfvec97rPwHCwuLtzSWWPAmoVXIZDvdyaqqQqgYw1RlUYEsqaAZ7JAlIACVLHDrK0Buu4vZ30/EAKlK/tZMertIRFHERsgM3glg5wLIA8EZBCYf169Nf5WIBTXWXgFOf5IIBz1nSDBz4zRCcIjkJFAUcOgDwOKPyKSAr5eIIK4wsUaa+379Op4o4OkCbvzf+pokAHe/DXh7AXfdY57rdEJcK+gK0WzQbrD1uR+UkojSzQTkrECepqgTjsMhUAyNVCqlCQU1VFXF+vq6oRBdrVa14LJGlpeXDWIB1+mCQ1EhLOegCgrYsAP2MT9UUUHx5U0oVXISJhdFSMkK3Je6dgxK7e7uNhQk2ynItQPb4UR10dil3NiRz/d5oJREiGuFemDz0fC+pzlqqKqK5eVlLC8vQ5IkOBwOjI+Po7+/X7cdwzA4ceIEUqkUSqUSvF4vvF6v4YS1umB8jwqLWfB9npbHWvNpb0QURZRKJd3JF22z6Wx+Ojo6sLi4qCt62yoMPOsURJZ0zss5YtXkPGk8AVEEGaVrW5Czwvb+mV2nIACA7+9H+ZrRS5Yf6DfZmhSOvY+/D9WZGYjr62D8ftgPHQLtMH+PRaNRXTEWIAV+p9OJK1eu6N4vI/1DCGcckFJZFJAF4+XhOBZGspBGKpUCz/OGDAeWZdHb24ulpSXd+kBT5oCqqshms5pw1NHR0VbneQ2zaZxqtYpsNmvooG8HftAHVQXE1QJUWQEXdcI+TiyBzCYlqtUqFFXFwPGTGDh+0nSfqqJifiqO5LbNF83SGDoeRqin3sEpiqKWiwGQk96xsTFdB2CNxhPdsbExVCoVrWDgdDp13salUgmLi4soFotwu90YGBjQFepr3sXNrK+v6z7vau/V9fV1yLKMSCRimovQiCzLmJmZ0Yke1WoVCwsLpj7QjZg9r+l0GoIggOd5uPw2Q1c5zdJw7GDt1Q6yqGB9JqNbUxUVa/fSu4oFnaPjiC8voVKof85G+ofgCbbOH+gZD8AfdSIbL4O3swh0OQ0Bva1YXFzE0tISFEUBTdMYGBjQJnvaQVVU5FMVgAI8Aft9f87vBaeXR8egF1sN30kOD4/oUPsTQQ4PB3fQjkJK/93eMbD/LAILizcz08lp/MGzf4DZzKzp32VVxpNLT+LJpScx6h/F/3v5/8Xh0OHX+ChfO/7v//2/ut9Bv/Vbv/U6Ho0eiqLwW7/1W5pYkE6n8b3vfc8QkhyJRGC327XfbLdu3cL4+HjL/W5tbem+X0+cOPEAjv61pVqt4jOf+Qz+4i/+Qmd9WWNhYQELCwv46le/is985jNIJpMG0aXGl7/8ZfzGb/yG6fTt7OwsZmdn8bnPfQ7vf//78Td/8zemDWcHzVe/+lX8yq/8iq6Rqkbt3Orq1av44he/iJ6eHlN7SgsLC4u3CpZY8CbB7jY/0Yu0ETpHURS8YQeyW/oih9NnA8tvn2h3TAKrV5qvSCx67nyzLhQAxJpn5rvA+PsAmjVOJNj2aWnxepCP6YUCgGQfrF4hhX9nEDjzy0RAqGRJJkPXifo0RC3jQFXra6pKRBKbByhskqyGox8BFp4xP4bEPZ1YQDE0nGeiEDeLUAokXJftcB5YcUJVVZRuJCBvWxuoKiDGSqBtLOzjAUN3cw2z9ZpHdjOtgkj5bjf4Jp9iYTWvCQXaMUoKhLUC7CP+lvejv78fqqpiY2MDsiyjo6Nj14Jcu7A+G+wTAVTnslAlBRRHwz7q1007UDQFx6EQ7KNE8KAcrFaoV6oSqrNZSOkKaDsL25C37amPRCKh60oul8u4efMmLl26ZOiArnVLt7JuUVUVStl4MqAICiArIEqhEafTaXgOaZreNTzabrfjxIkTmJ+fR6FQgNvtRm/RD7asL+iJ8TLkomiYtKjOZjShAACUqozyze0Q7B269rj+fjhOnkR5akp7LzrPngXXZPNS6/IHAIphYJ+chH1ycsf7BJATzNHRUSwvL0MQBHg8HoyPj2N1ddUgrG29vAS3r0+ztZFzAha/fwvLrvqJy9raGk6fPg2Xq27zMTQ0BKfTiXg8Dpqm0d3dbSjgz8/PY7lhemNpaQmnT59u23ar1fTAfqYKAPIesI/4De9TCsQOq9kWqJbfsBPxlbwmFACAIimYvxaHJ2TXwlwXFxcNlkLz8/M4efIkZmZmkMvltMewr69P28a+nYuQz+ehqqpOXKtWq7h69SrE7fDuQqGAVCqFc+fOaQJkq67C5nWKojAwMGAQe3aiNpHSjJlw18xuU1a9EwHkkxWI1fpnQf/hoKkNjKqqyG6Vkd4sgeWIrZC9xUSUUJWgyMbHpFW+QCOczY7j7/4pJJYXUSnk4Y1EEejaPQjd5bPt2UM/k8nohGVFUbCwsAC/379rZylAJjsb/f7tbh7j56MtH5cHwcDREILdLuQTFdhcLAJdLr1QoqokRyl+h/wu6z4JBAa1P1MUhbGzUaxMp5DZKoHlaXQO+3QinIWFBeHH6z/Gb/7gN1GW2suAms3M4pe//cv400f+FA91m4e0v9H5/vfrDVD9/f0HPh1wv3zgAx/QCQE//OEPDWIBx3F43/veh6985SsAgH/37/4d3vve97ac3vvd3/1d7fv90Ucf3VFYeCNQKBTwnve8B88/X88OdDqduHz5Mnp7e6GqKtbW1vDKK68gmUxCFMWW54T/7b/9N3zmM5/RzgE9Hg8uXbqEvr4+yLKM6elpXLlyBaqq4utf/zre8Y534Mc//vGuk5L3w8svv4yf+7mf00QQh8OBixcvYnBwEDabDblcDnNzc7hx48auIdsWFhYWbwUsseBNAkVRGD3TgeVbKWQ2i2A4BtEhb9tdYQNHQrhbELWTXc7GYuh4uF6A8/UCY4+R8F6pSux0Rh8ldjzpReMO4/eAwx8Cek4DKy813VjDD+Vymvj7OwKAt6e15dDmLWDlRUAoAaFREq7MvQbhvMVEi/W6bQscASIc7ETj/Vq7SsQUAOCcZNJi9rutRRRWX4BVSiLEbWGH7/OAdhzs21gtS5pQ0Ii4WYR9PIBQKGRqiVLzZm/E5XLBZrMZCstmmQVKVYawktMEEL7PA4pjoArmBThVVKCqKtLpNMrlMrxer76rnaYxNDSEoaGhtu73XrH1e8F3u0lYq4NtbZvDMaC4etFdVVSUrm5B3i6YKWUJcqYC57lOsG0Uucy6hGVZRjKZ1DID2oWiKLABO6S0vqDNeHiAbV0gHhwcRDab1RVB+/r62rJr8fl8upDpwgvrkGFigyLIQFOxTUqYhGCXJShFUbPnUgQZwkoeSkEA46m/jtxvuwzHieOQkkmwkQgYd70Ils/nMTMzg2w2C4fDgcHBwT0/ln19fej0RiDlq+D9DjBuHnfv3jVsx+ZVCA5BC4QWRRGFjSyoQUDdfitLkoTl5WUcOnRIux5FUejs7Gx5XOVyWWchBBB/++XlZYyNjbV1H7q7uw3dVnsJn94Lo6OjuH79unbSxjAMxsbGdrVqyGwaT+BURUUuUUG4lzyn+XzesE3t8+rMmTMQBAE0TYNlWaiKiq2lHLJbZXA2Bh2DXtP7u7m5aSjWC4KAra0t9G5bO/n9fvA8bxAqGqcX0uk0EokEOI5DZ2fnrgJbDbvdvh3+rP88bOfEuru7W+fDXDum2vvV7uZw7JEepNaLkEQFgagTjhY2b6t309homBbYXMhh8lIX3AHjZ5fNyYGzsToRAgDcwfaK+SzHoXOk9Ws3Gy9h9U4alaIIt9+G3kPBfYXtJpPJluvtiAWL1xO6yYxKQcDSzSQmLpi/V1VVRTkvQlVVOL38gdiTUBQFb8gBbyvReeGHwNKP65e3bpMJ0I76ZwxnYzB8yvg9bmFhUWc6Ob0noaBGWSrjN3/wm/j8T33+TTlh8KMf/Uj7/wsXLryOR2IOx3E4deqUVgh/8cUXTbf74z/+Yzz55JMoFAp49dVXcfz4cfzhH/4hHn74YfT29iIej+P69ev4kz/5Ezz77LMAgEOHDumCkd+o/Oqv/qr2+DAMgz/6oz/CZz7zGV3jCkAE9WeeeQb//b//d9Pvr6eeegq//du/DVVVwXEc/vW//tf4zd/8TcN+rl27hieeeALT09OYmprCb//2b+PP//zPH9j9+/f//t9rvzk/8pGP4H/9r/9lOjVbrVbx1FNP4R//8R8f2LFYWFhYvBGwxII3EbydxeiZnb0DJVFGtSTB7uLANBQDSbGgF/lkGaoCeMN2o4dt71ni11/NEwsehiX2RGbTA7Vg3pF3EdudrTsAw5FutuAw+dvS86SbvtZ5HhwmHfZM08syfheYbvjCXn+VZAqcfOJg8gx2wtuik9FrDJ5sm+YJDQCI3SR5CSsv6i2fOLvuZF6Ml1C+ntBCHKtzWThPRvacRbAjrYKGtycXOI7DkSNHcPfuXVSrVdA0jb6+PlPfSpqmMTk5iVu3bmk/0Dwej6GAr4oyildiWpe7GC9D3CzBdb4TbMQBzGWM+w7ymJqa0hU3+/r6dvRsPyhUVYWUKENKlEHxDPged0uxoBk5VdGEgvr+AHEl35ZYcNDd3/aJAMkL2J7eoDga9kPBHQtYfr8fZ8+exfr6OiRJQiQS2TF4difYkANyk2c6zdNgvMbHgrIxQNOUCUUB1Lavuiop5HVU2n4dbZUhxsjriGJpMF4vmKZCsCRJmJqa0grB5XIZt2/fhs1ma9t6R1VVVG6nIKyRjncBGfB9HricToMHLhhKJ6qIoghQKtSmp2+vXU2FQsF0isdw+zvQ0dEBSZKwsrKCarWKUCiEkZGRB+K17PP5cPHiRS10t9EiTJYkiJUKeKcDdNN0C9vCQ5+z1R9Ap9NpsDmiaVoTaBqtyBotjQAgsZrHoYe6DT7wZuHHzesMw+Do0aO4c+cOSqUSaJpGb2+vFlS8tLSkmwpaWVnByZMnNZGzVCohFotp76nG1x/Hcejr69NZUdXscnajts3GxgYURUE0GkW0N4qp+BRkRcaIfwQ+mw8dO+SUAIBYlRFryqBQZAXrs2mMnzMWxmmawsDREOZe3dK+szgbi75J8zDgQrqK5ekkCukqHG4OvZMBBDrNQ3RLOQH3XtrU9puNl1HMxnD8Xb1gG8XZhkyKVrSypmvHsk4SZRSaxNba8TROKtUQKhJmX97SruPw8Bg7G4X9Pi2fdj7IKrD6knF96Tnd7wsLC4udUVUVf/DsH+xZKKhRlsr4g2f/AP/wwX9402UYNH437WaN93oxMTGhFcPNLFIBYHJyEs8++yw+8IEPYGVlBXNzc/jlX/5l0239fj+eeOIJ/PEf//EDaap4Lfne976HL33pS9rlv/mbv8HHPvYx021pmsYjjzyCRx55xPA3RVHwz/7ZP9MaGz73uc/hiSeeMN3PyZMn8dRTT+HEiRPY2trCX/7lX+L3f//3tQaMg6Ym7thsNnz+85+H220+OWez2fD444/j8ccfN/27hYWFxVsFSyx4C7E+k8H6TAaKrIDhaPQfDulsimiagi+yS5ciywNsQ1GQ4Yjtztor+u26T9cL+V0nyL9GSilg/mn9Wmoe2JgCes/o15v3DQCZFaAYB9w7iyP3jTMI9F8gwcM1XGGg91x711dVMnlR2ARcESKImJ1kqAoRBk5+Alj4EVDcIhkGQ2/fzm8gJynVe2mtOEKupqIyk4b7AMUC2saCizggxvXHyfXWXyuhUAgXL15EuVwGz/M7dpQHg0FcunQJ2WwWLMua+uYL60WDHY5cECFulsB3u4nlz2wGqqyCoinwA17EhYyhC3plZQXRaLSlf+ZBUZ3JoLpUt1ARVvJwnY22DJ9upDEEuZ31Zrq6urC5uakrDNtstn0X6xkPD/fD3ZCSFUBVwYYcoHaYKqjhcrna7ljfCduQD3JOgLRtoUZxNBxHwqBMRCvbgBelG/ppH67LrQVwixtFTSioIRe3X0ct7DRqo9TNxGKxtsUCKVHWhIIawkoevYe6kEyldL6vnrEI2HL9q9dm41H1Amh6yPd64tncsbXbeiu6u7t1mQn5fB6JRAJOpxOBQOBACxwcx2mF9Bobs3exfPM6ZFEAZ3dg6MRphPsHtb9Hh7xIrhV0n4NOn03XUT04OIhMJgNJkpDL5VAqldDZ2Yl8Pq+baqoURJ1QAACKrGJ9NoOxs1HdeigUMkxu1NYb8fl8OH/+PCqVCjiO02yVRFE0dPdLkoTFxUUcO3YMmUwGU1NT2gn22toahoeHdWLA0NAQvF4v4vE4WJZFV1eX4WRXVVXk83lIkgSfzweGYQxTVrFiDF+a+RJEhbzuX4y9iMf6H8NoYGehtVoSdY97DbOA5BrBbhfcgT6kN0tgWAqBqMvU3kgUZNx9cQOyqGzvU8DsK1s4fLnbdFogsZI3HIskyEhvlBDp96BSFLF0M4lsvAyOZ9A16kN0yPjdA5DMkaWlJd3nAMdxiEajhm2boWkKDEdrx61d32Yuai3dTOrEhXJewPxUHIcf3t1iad+IJUA22s2ZZkpZWFi05ErsSsuMgnaZzczi5c2Xca6zzfOINwC5XE73O6ediazXg0ZPfDPP+honTpzAvXv38Jd/+Zf43d/9XRSLRdPt3vve9+KJJ554wwsFAPBf/st/0f7/ox/9aEuhYDe+9rWvYWZmBgCxZmolFNTo7OzEv/pX/wq/93u/B1EU8X/+z/95YHkXNetLp9PZUiiwsLCwsKhjiQVvEXKJMlbvpLTLsqhg4XoC7qANjjYKnBqqClRzxBqnFk48+igpdG/eAigaCAyRLINGn/5mMsvm6+kFo1ggGbv2dlw/aIYfASKTpOhv923fNxm4912SJ8DaSNBx9yn9/VUUYPorxJKpRmgECIwAW7f0t+HuIPt2+IETHzU/DkmFXDKe8Mt5UsA5yEBFx9EwqJk0pK0SwNDg+zzgm/IvaJpuuxDJsuyOxWwz3/zGdVu/F3yXC3JRBO3gQNsY5KbXTa+TzWYfqFigVCQIy3qvdVVUICzm4DjaOnyzBhuyg2IoqLK+0MXuJtRt4/f7ceTIESwuLqJcLsPv92NkZETzwN8PFEO3FRR8v6iqimqpCJphwNtJcZdiabjORCHnBaiCDMZvazmlwXW64KQpCKt5QFLBdjjA99dP0lq/jloXM8268XdaN0NOmX8W8RUa586dw8bGBkRRRDAYRDAYhLhSgLhOCt62Th86GRZzC/WOc4fDYQis3g2n04menh6sra1pazabTefJvxdUVcXMzIxuf8FgEEePHtW91mRZRi6XA8dx933ylUtsYeHVl7XLYqWMmZeehysYgsNN3tMunw2Tl7oQm8uiWhLhCTvQPebXff55vV6cO3cOL774ImRZ1kSOqakpHDt2TAsbrrZ4XVRNPmf9fj8GBwextLQEVVU1K6OpqSl4PB4MDw9rhQiKorQphhrlctk006A2+bG4uGj4+9LSEnp6ejTBgaIohMNhQzi89niJIm7cuKHlGHAch6NHjxoKN8+vP68JBQB5rp9bfw7D/mHQFHnvVYoiYvNZVAoiXAEbOod9cLh50CwNpUnYNLMgaoR3sIgO7lxMSW8UDQV3VVGRWCmYigWKbP7+lCUFqqLi3kubqBTI1IdYlbB8KwmWZzSrKt3x8TxOnTqFpaUlLUtlYGCgrckCmqERHfJh/Z6+8NQ14jMIE6qqmtpoFVIViIIMrsXUzH1j2/5tUc7o17czC+az87ibugtVVTERnMCwb9hUVFEaLbt4YnXZPIFjYfFm5ot3v3gw+7nzxTeVWNBs/feTWoh1N9lPtiIej+N3fud38Ld/+7cQRRGdnZ14+OGHEQqFkM1m8eKLL2JxcRFf+tKX8KUvfQm/9mu/hj//8z+/r9/hryfVahVPP/20dvlf/st/ue99ffOb39T+v13B4V3vepf2/88+++wDEwv6+/sxNzeHdDqNv/u7v8MnPvGJB3I7FhYWFm8WLLHgLUJqw6QrQlWRiZXgGG1TLMitA3e+QXz8aRboOQUMv4uEoA69Heg9D0x/lUwCrL0COEPAkQ/rwnk17D7jGkBOaJuJTAL5pnFRm5tkHLwWUBSxI2q0JLr+FSC53V1UzQP3vkOEku6T9W1Sc3qhAACSc8D4TwFCvi6YOIPAoQ/ubqnEUqAdrKEgyrg4khh6gFAsDcehEHBof93qe4UN2CCsGH+4s4G6nzfFMWD99R/izcW43dbbRVVUgGptW6EURZjVkZuthVpBcQwcR8Oo3E5BEWRQFJna4LpbCy+KLCO5toJyLgtXIIhwV49pRsRPMuVCHjMvPIdCOgmAQrCnF2PnL4FhyVRKlZGwuLmI/GweLpcLg4ODcLvdEGNFVBdzUKsSmKAD9jE/XKfNO36ZgA1YMq43vo6aCYVCYFlW1xUHwLSruFKpYG1tDZVKBYFAAJ2dnaBpGlSL3BDawYK32zE0NIRqmRQsF68sg7cz6Brxa5Nd/fAjGA4hlUrBZrPh/8/enwdHkpjnmfiTmXXfBVQV7hvoRt/3NTPknKREiocokSZFk7S8Xp1WyLTkdcih8MrBXW3sKrSydkMK+kfLNiWuLa24EmmK1MEhh0POkJy7L3SjD6Bx3wWgUPeVmb8/EpWorMzC1d1zkPVMdAyQqMrKqsrKyvze73vfSCSyr4vOoaEhmpu31tPa2moqeCqKyvpihmyiiCfoINzqMVvOoXVgVQsFAGtraywtLemTB+vr69y4cUPvyA6Hwxw5cmRX2RVWrM6YRWRVVVibnaFjeMvj2d/kwt+0vde/IAioqmrKR5mZmdGL7d6gE1ESDSG8sqxQLspMXIvjb3LR1O5FFLUw4L6+Pj3X4ebNmwiCgCzL+lTA+fPn62YQeDwey6yXirBp1bkoyzL5fH7XhZeJiQlD4HGpVOLmzZtcvHjRYFO2nDXnnmRKGTKlDH6Hn2K+zM3vz1PetPxKxnMkFrMceVc73YebmLy2Nd1jd9noOLC7CZztUOsMVllNMoA2sbA8ZRRtBVEg3OYltZ7XhYJq4jMpS7EAtAmcw4f35yPecSCEwyWxOpfWQuU7fQQiLhRFRawSsQRBwGaXTBkOoiQgWkxSqarKwtgGSxNJ5LJMuNVL95HmulMLdRFFOPg+GPkrKG++Lq4g9D/JSHyE781+T7/pZHKSR9of4WTspGk19y6vsDa/NYmzOp9m+FLbjp/FBg1+FEgX0zw3/dzON9wF357+NuliGp/j7VlU3yu1DTp7sT98M6kWCOpNA9y9e5cnn3ySubk5nE4nn//85/mFX/gFwzmZqqp8+ctf5hd/8RfZ2NjgC1/4ApIkPVS//YfJlStX9OBnj8dzX5kT1eHI3/jGN7hy5cqO96k+b7Ga4HxQfPzjH+d/+9/+NwA+9alP8Rd/8Rd8/OMf56mnnjJNuTZo0KBBg4ZY8GOD1dj/dstNyGW4/v9BcbOgoZRh5lUt3LdjcxLg3vOalVCF7Crc/Cqc+x/NhfBwrxaavDG7tazSoV9L1wVtXUs3tGkFd0grrosWF8xySQvyW7qh/b31OPQ8ql0s74SqaoHLdvf24cm5xJZQUM3c60axIDlnvg1AbhVO/WMtJFkpga9lV9kLgiDgGgqRux7Xi9WCAM6h0Dve+9QW9WBv9VBa3Oq6dHT5teJvHdrb21lYWDCEJ4dCIcvw5N2gFGXyt9Y2pykEHB1+nIMh08SG6HcgiIKpiCUFrEU3taxQmExSjmcR7BKObj/2mAdbsxslU0Rw2hC3Kf7I5TI3v/ccqdUVfVm4vZPhR979lr3vqqKSWM6Sz5TxhZ34ws5tt0VV1SqhAEBlbW6Gqetu+k+do1QqcfnyZd3/PZvNsr6+zun+Y5Rvbl1EKIsZlHQR74U2y0kaW8SNo81LsUocdbT7kLYpZtntdo4dO8adO3fIZDI4HA56enpMkzC5XI7XX39dL4wvLy8Tj8c5duyY9phTKZT8VhFQ9Niwt2xZiN15eZFcSnt++bTCxNUVJLtIU5smEvl8Pnw+H+WizPztDZKrORxuG20DoR07tysIgkBzc3PdKR5FUbnzyiLJKosxX5OL4YutJsGg+uKtdnl7ezuKojA6OmqwbllfX2dqamrfuSFibV5NZblt78LJbjIGbA6JnqPNTF7XcmDkssLGcg4QKOaSrEwlWV/wMng2pu/fTqeTfD5v2t9lWWZpaaluhoDNZqO/v18fzwdt36tYAwUCAeLxGostu31P4qdVUG+hUCCTyRiKOc3uZpNg4LK58Ni0/XVlOqULBRVyqSLri1liPQH8zS4SSzlsm/vvrs8jtiHc5mFmVDBNDDR1WIuogYib7iPNzN1ZRy4p2F02eo4043TbKGSshdu9TAvtBUEQiPUEiPVoFlnTN9co5ctaPsPhMJEqC7+WvoBhyhMg2hNAshDsliaShtuuzqUpFWSGL+2jqBHuhUu/pp2jiXZo6kMVRF6f+BvTTd9YfoPj0eP6lAloll3VQgFo3wOL4xsNsaDBjwVL2SVkVd75hrtAVmWWs8s/MmJBIBAwNF0kEom3doPqUH1eY3WtUC6X+Zmf+Rm9UeILX/gCn/nMZ0y3EwSBf/SP/hGRSISnn34agM9//vP8/M//POfPn39IW//wqM5v6Orq0qcZ98P8/NbU91e/+tU93387e6j75bd/+7f57ne/y/e//31UVeVv/uZv+Ju/0b4D+/r6eNe73sUzzzzDhz/84R8Ja6kGDRo0uF8aYsGPCdEuP0v3koYOSptT0gtVO7IxsyUUVLM8ulXgj98x/z0T1wrwnpqTMkGA4x/XCuwbM+AKaQHKbosORVGCQx+E/ieglNcmFuoV/+8+q+UeVJh8UbMM6n9ih+c3C6Nf17ZVlKDtJAw+Y/04snURyrTcU6crv7Lca/H3YlazYrK7IdRrenx7ixfRY6e0mAFBs2XZjU/+rigXtWkIRYbmQc1ayoJEIsHKygqSJNHW1nbfnfygdYR6jkWRuwvI6RJSwIHk3/55OZ1Ozpw5w9zcHLlcjmAwSFtb274L6LmRuObbD1BWtUwCScA1EDLcTnRIOAdD5KtsJ0SXDWe/9bRM7nqcUrxSnC1RXsvjORnFHvVYhvjWEp+eNAgFAOvzsyQW5wm3PbzpGiVfRi3IujhSQS4r3H55kXSV9U6sJ0Dv8foWTIVspkoo2GJ1dob+U+dYXl42FXfL5TLxm3OEMF5My+kScqKAzaJAJQgC7qMRHF1+5FQRKeCsK+JUEwqFOHfuHOVyWfd4r2V2dtaUbbC6ukoymSQYDOI930JhKsnM9AzxYgKb5KZtQaGzs5P0ekEXCqpZmU4ZjsGqqnL75UUyCU0AyyQKJJayum97qZBn5uZ1EouLOD0e2g8eIty6e6/zxGLWIBSAZoGyOp8h2mXsDPR4rG2pKp/3dDptEOqqX5P9igXR3j7m746iVtnxSHYHkc6dQ3xr8fl8OBwO035VWyCIdvsJRt1sxHOszqURJdGg3a4vZkivFwwFUSs7oe2WV+js7CQUChGPx7HZbMRiMX3yo6+vj42NDX0fEwRBtxcr5sqsTKcoFWSCMTehFo/lca4iZFQjCIJp0uNC2wW+ce8bKFXt/BfbLiJtCvDFOnZeleVun2Nv9oW7wOGyMXimhamRVQrZEjanROfBsCGLopbW/iDRHj+lvIzDbdO7+P1NLpweO4Ws8fPaXCe3pB6yLLO8vKx/vzQ1bR/8nksXGb+8QkXNLxXK3LsSx+136FZKbYNBJLvIynQKVJWmDh9tdb47VqbN03bJeI58poTLW396J5ssklzN4XTbCMU8W8dvm9MQaKwoMpmS+bwuX85TVso4pK33uJi33icKdfaVBntEVbUGk0xcm2J92HlcDfZMtmS2ELsfrD5772R6enoYHx8H4ObNm2/x1lhz69Yt/efW1lbT3//qr/6KkZERQAs6thIKqnnqqad4z3vew7PPPgtoYb7vRLGgeuLifi2k6jWa7JbaKd8Hicfj4Tvf+Q5//Md/zB/90R/p+ytok5kTExP82Z/9GR6Ph1/91V/lc5/73AO5xm3QoEGDdyoNseDHBJfXzvClVubuJMilinhDTjoPhrHt1iNXrLOrVC+3ucyCgiBsZRvUYnNAzyXg0u62wenX/tWjXISlEfPy+cvbiwVyWRvPL25eCCjylo1SbX4CaEHFnmZt2qGa6MGa3w/B7GuQWtxa5otC7Ij1dqzchptf06Y2QAtSPvFzmuVSFZJ/50L6nkkvw9U/33oNbA449jEIGX3Tp6enDSdXs7OznDhxwhAadj9IQSdSlT91pRO0XoHG6XTS399/34+r5MtbQkEVpfmMSSwALWjX1uSivJpDycmoRZn87TXsLV5sVYU8OVOqEgq2KE6nsO8yoyC9vma5PLO+/lDEAlVRyd9cpbSYQVU1ccR9tBnbZtFuZSZlEAoAlqeSRLr8dTvgRUlC88qqmcbYHOu2ChgGkEsyWNTEVFmxDHLV11uzH+0Gq6JqNbmcRTD55vJgMIjotDEvrTMnrYEbCrkMY2NjlMtlmnzmi1LAIN4CpFbzulBQQVVUliaS9J2IMPri86TXtONOPp1kY3mJI48/TTBWZZmkqtqxSZG1glPVZyebNBf3teVmIaOpqYlgMGi48HO5XLoFUb3Xym63s7CwQDwex26309HRsesMEU8gyOF3Pcn0yDWyGwl8Tc30HDuJfdPaJ5EtMjKXJFeS6Y966Y946x4bRFHk0KFD3Lx5U9+/gsEgnZ2d5HI5XC6Xfl+H20a0y09iKWs55JVLFQ1iQTQaZWrK6HclCILBGiy5sszC2B3KxQJN7Z20DAwiipI+QVKLz+fjwoULLC8vI8sykUgEj8dDLlVk9AcLlItaR+vyVJJYb4DeY2Zxrqury3ShHovFTNZIXf4uPnHwE9xav4WsyAyGBmnxbu1DgYjbslAdiD7ci+ZQi4dgzE2pIGNzSAYLn3pIkojkNYp7gigwdK6FyWtx0ut5JLuWKxDt9qMoCmtraxSLRcLhcN1CQKlU4sqVKwY7jZaWFg4dOlR3n1ubz2DyqFNV1hYyulggCAItvYEdMxy0u9bJU6ljzQQwe3vdkJ/gCToZvtSKzW4+15NEiTZvGwuZBcPymCdmEApg07LLIq8iEGlMFdw3VvlWHWdg6D27mjpt8ObgsT/YXCevfZfNWu8QHnvsMf364OWXX36Lt8ZMsVg0WOJcvHjRdJu///u/139+4okndrXep556ShcLXnvttR1u/fak+hztfi2kvF6vfh5y5coVTpw4cV/re9DY7XY++9nP8tnPfpaRkRG+973v8cILL/DCCy/oEyXZbJbf//3f54UXXuA73/lOQzBo0KDBjy0NseDHCF/YxcEL1kWrHQl2asXrjNEmgfZTWz93ntFCf6uJHQKHVyvkz722FRLced46y+B+UBWtQFaLXN4hbHlqq0hezcqotVggCHDkp7V8hkxc+z16EHrfZbydZIOT/xgWr0N6EbwxaDuuFeJN21iC23+7JRSAtu7JF+HgT9Z9yg+MsW8ZX4NyUcthqLKQKpfLTE5OGjdblpmcnNRPBkulEqVSCbfbXd/zX1FYXV3ViqhNTTid5qKuLMuMj4+zuLiIqqq0tLQwODioj8aqqopakBFsIoLt/i0w6lO/KCP5HSi5MoWxhF4fKi3ncKYDuAa1CRm1aD2yrpa2lquyilpWEByi5WvmDYYs1+EJWS+/X4ozKYONj1KUyV6P43+sA8Emkl6zLjinE/m6YoHD5aa5s4vVWaMnfcvAAUDLDZiYmDDdL9AbgTmjkCDYRRSfyBtvvEEyqXmWOxwOjhw5oge5lldz5McSKOkSUtCBcyiMbRfiQalUolwuGwrJFYLBoMnmRRAEfVRZURSTxz9oglr3pW7sLhulmu7cpnZj0bhUsN5fSgWZ1GpcFwq2UFkYu70lFhTScOOvYWNzO7wROPqz+mSXu86UhcdiuSiKHD9+nIWFBZLJJB6Ph/b2dr0T3u12E41GWVkxTr2Uy2VD997S0hInTpwwhezWIxhr5dhT5u+p5WSeL78+S3GzWDkyt8GZnjDvPlD/e6SpqYlLly6xsbGBJEmsrKzwyiuvoCgKHo+H4eFhg9DpDTlZt8j3qQ1x9fv9DA8PMz4+TqlUwuFwMDAwoIsAicUFbr7wHSrHj43lRdLrqwydf2Tb514RV6pZGNvQhQL9tZhK0TYQxOkxCjbRaJRjx44xNzdHuVwmEonUDbgOuUJcbDMXSwCa2rxsdPqJz24KBoJA+1DIMmj4fsgmiyxNJinmygSjbmI9fkRJxOEynpom8gmuxa+RKqbo9HdypPkItnoNDJt4Ag4OP9ZOuSQjSiKiKFAsFrl69apeDBEEgaGhIdNrDrCwsGAqmiwtLdHR0VFXHLeyRgMQ91nwbWr3mYKTPUEnLp+1UJfPlEy3z24UWJ5M0j5knSvx7s538/V7X9e7nN02N493Pm66nWQX6TseYeLqim4V5Q05aR8M7fVpPTxUVZvMzKxCoE3LtdpvsX1jFlZugeSAlqPm6dgHycqoOd9q7nXt/Dm0v4D6Bg+eFk8LkiA9ECsim2Aj5vnRmh556qmn+NM//VMApqam+MEPfsAjj2z/nfdm8t//+383TEO+613vMt2m+hyunp1jLdW3u9+u+reK6oyumZkZyuXyvq2IWlpa9Nfh7t27bzuxoJqjR49y9OhRfvVXfxXQxI0/+qM/4j/9p/8EaKLXH//xH/Ov/tW/eis3s0GDBg3eMhpiQYPdUbENGv+25nnr8GlZAtXd9O2nQZBg/g2t+B09qOUFqCpc/0tIVIUWLY/CmZ/XilkPCrsLmvpgraboGBve/oJRqtOlX285aB275/5HyK5pxX+nX3ueG3OaaBHo0CyEbA5rwaGW9JJmsVRLoiatVZE12ybJAf62B9N1pqpbYcvVZOJQympiD1q4a204J2jBnIqiMD4+zvz8PIqi4Ha7GR4eNhUI8/k8V69eJZvVhAlRFBkeHjaFyY6PjxtO2hcWFlAUhcOHD1NOFMjfXEXOlBAkAUe3H+fA/eU2iC6bNilQ0zFv38GmqzCxYWokLU6ncPYGEWwiUsCJ6JBQaop9togbVVUpTiW18N6SguS14zrUZArjjfb2sTQxTiaxNWEQjLXuyX5mL5RXzMKZWlIoJwrYI27cfutClbtOAavC4LmLOFxu4rPTSDYbLf1DtB8YBrTi6+DgIBMTE8iyjCiKdHd309TdSlFKUJxNoyoqotuG+0gzY1OTulAAWsfY6OgoFy5cQM2WyV5Z0btvy+sF5DeW8T3SXjcbonb/9Xq9DA8PGzxLOzo6iMfjhsft6enR7XoURbH8fMiyjCAKHDjXwr0rK+RSRUSp4nFu7Lj3N7ss8zCCMTflornTG6BcbbMz9uyWUADaZ/jW1+G0NkofbvUSiLhJVk27+JpcNNcJ17bZbHWLzQCHDh3C5/PpUwSRSMTgyQ/a6zI9Pb1rsaAeL02s6UJBhcvTCU73hPE565/KSJJEU1MTc3NzhuC8bDbLyMgIFy9eRJIk1tbWWM3Os5pfw6H68LmCmhd9b8CySN7W1kYsFqNYLOJwOAyTLXO3b1IrNK5MTdJ99AROz966SXMWQb2oKrl0ySQWAEQiET3Aeb8IokD/qSitA0Fy6SLeoHNb2xsrFjOLvLr4Kmv5NVo8LZxvO0+Ta6vgmk0WufnivD5ds7GcJRnPceC8UShay6/x13f/muKmzd9Ucorp5DQf6P/Aro751R3109PTBgFAVVXGxsaIRqOmIPBqW4ba5fXEguYOH/N3EoaJIVHSAo/3Q/tQiHJBZmUmhaqo+Jpc9J+M1n3e6XWLcwggVUfgBS2/4h8f+sfMpmZRUen0dyKqEsl4DptDMgiJzR0+AlE3yZUcdqekHa/eLp3vigzXv2w8/2s9BsM/ZT5PUhTt3EqRIdwDUs2+PfuaZmlZYeZlOP6Jh1e4rz43NiyfbogFbyN8Dh9PdT/Fs1PP7nzjHXiq+6kfmbyCCh/72Mf4zd/8TT175w/+4A/eNmKBqqr8+3//7/Xfq7MGqqnuIF9bs57qraW6ieR+z3PeKk6ePInL5SKfz5PNZnn55Zd59NFH97WuCxcucOeOJn7+wz/8Ax/96Ecf5KY+VE6ePMmf/MmfIEkSX/jCFwD42te+1hALGjRo8GNLQyxosHtcATjykfp/FwQt4Lc65Be0C57aiyG5BLOvwsH3PdhtHP4pzcqnUvxuHtSyB7Yj2KlNOaSNHbKGqQkrBGErdyC/oV2oVtbhDsHRj+rTE2pZQd4oIDgkawshZ0BbX23l2VVVlEjOa3ZJhc1ih79VswqqtikqFzTbpY3ZTRuls9tbN1Wehyuk5TVUY3dp1lKbuN1uQ4BZBb/fz8LCArOzW2HVuVyOkZERLl26ZCiiTU5O6kIBaIXEu3fvEolE9NupqsriYpV10ybLy8scGBwid3UZpagVY1RZpTCRRPTYcVR1aSuKwtTUlB7a1draSnd3t6UXvf78jkbIj65SjudAFLC3+3D2h+reHkCx8GtWZRW1uDn1IAm4j0XIXY/rgoE94sbZG6S8kiN/N6HfT86UyF5Zwf+uDsO0hGSzc/TJ9xCfniSb3MDX1ExzZxfCbkK7t0FVVVDN3bBCnbDSyvJYT4D4TNrgBx6IuglEth/TlWx2+k6dpe/UWcu/d3V10draSiaTwePx6MU718EmnP1BlKKC6LEhCAJro+aLuMpFjm2hZCq2q2WF0lIGZ7e19cf8/Lxh/81kMnohubLP2Gw2Tp06xdraGvl8nnA4jNerFX5lWSafzxMIBAxiAmjd7aIo4g05Ofp4B8W8jG1z31iZTpFYzmJ32mjpDeAJOOg7EWHy2qpecAy3eYn1BFBkD5LNjlw2Tlo0tVd1Rcctgtc35jR7OIcXURQ4cKGV9YUMmY0CnoCDpjavKdx4t0iSRG9vL729vYCWZ2JlnVLPwmkvrGfMRXNFVUlki/icNorFIktLSxQKBcLhsMlfvnYCAjSRKZFIUCqVGB0dBcDZDPn0CuFmJ0OHBrYNl5ZLKumVMjaHQjDm0W1zClmLSTVUCtlsXbGgMrm1traG3W6nq6uLSCSCN+Q0WVMJomA5DWJ6RFXdVzE3kU8wmZzEZXMx0DKAvbaYugMbhQ2+Nv41ypuTcvc27rGQWeCThz6JU9Jez8XxDZMNV2IpS2ajYBBnri5f1YWCCjOpGZazywbrpGrKJZlMoojTYzOIHFZdn4qikEqlTF2klc92Ldv5OTvdNg5caGF2dF3/fHUON+1ZaKkgigK9xyN0HW5CUVTsO9hGurzW+0S9SYQKNtFGb7AXgI2VLONvzOvTLMGYh8EzMaTN7yS7Q9pz9sObwtINc6PI4nVNMAhXZZ7kEnDt/9UaPUDLhzr2Ue08ELSpyonvGtcjl2Hie3DqHz+cbXeH6iy3ngZp8NbxiYOfeCBiwSeGP/EAtubthdvt5td//df5n//n/xnQ/P//6q/+ip/92Z/d03oymQxXr159oELD7/3e7/HDH/5Q//2zn/2s5TG+u3vLevU73/nOrtb93HPP6T/vN6/prcbpdPLkk0/yd3/3dwD80R/90b7Fgg984AN86UtfAuC//bf/xu/+7u8Si72zpmg+8IEP6GJBdfhzgwYNGvy40RALfgRRFZX1xSzJ1Rwur51Ip2/32QSgFY2Xb2lBv7FDOxebd6Jg3aFHPmm9/H5w+rULunwSBNHk92+JPjXxHW1qwumDrosQGdr949591ig25BJw+xtw5ucprWTJ3VhFLWmFEVuTC8+JqNE+xxWA1uPGcGZBhO5NmwhVhdG/2RIKQMtCuPcdLfwZtC65K/+tKiPhrpbhcOaf6q+DnClRnEqiZEpIISeOngCiQ4Lex7T1V9PzqLYPbCJJEoODg9y+fVsvCNrtdvr6+kzdxKBZuiQSCUMRJpFIWN4unU4bujXreTWXV/O6UGBYx1LWIBaMj48bir+VjvWBgQHL9QKITgnPyRhqWQFBQJB20bUadlFaNhYGRbcNocpGw9bkwvdYB3JyUyzaLByVFs12J2pZoRzPYW+tCr1VVMgpRNt7EfvrH7LHltOMLiRRgcNtfgZj9T+3xdkUhYkNlLyMLeTEdbBJDwJ2dPopr+QMupUUdOh/tzslDr+rnZWpFPlMCX+Ti+aO+t7xe8Fut1t2Zgl2CamqQ9jhcJjCdSuZA6pSJ4B8G5/v5eVl07JCocDGxgbh8FbBRhRFU9f24uIiY2NjlEolVFXVbWlAE9IOHDhg2EanW3sPxy8vszq79XlenU0xfKmdSKefUIuH9HoBp8emB8mKop0DFx/l7is/pFwsAALR7l5aB7fWj91lPEaAlisjbhULRVGgucP3UAp+Pp/PUlCsfg33S2vQxVqNYGCXBCI+LdT3jTfe0PeJmZkZOjo6DK99PaFQFEWDvZoggNvvIKOs4QkO192vV+fS3KuaYHH57AxfbMPhthFqbWVxzPj9ZnM48YXrW5mMjIywvr4l2CYSCY4fP077YIiN5ZxBnOs8GNasepLzWoHU6YfoMNgcqKrK7OwsMzMzlEolmpqaGBoaMuUW1ONG/Abfm/0e6uZkxMv2l/npwZ8m6Nx9Ls3o2qguFFTIlXOMJcY40qxl9hRy1jklhWzZIBakStbnD8li0lIsWJlJMXV9S2yLdPnpOx5BEAXcbrdJzAMsX5uOjg6WlpYM4nY0Gt0xnyfQ7ObwYw/W31iyiezmDM4bchBu9bJe9d1ic0i09u2cjwBahsr4GysG26uN5SzzYwm6hh+iDc+DIGm2gNOXV4sF49/eEgoASjm49Q04/4vah7+Q0gSDWjJmsfGB0Xpcsx2qPif2RSFyoP59GrwlnGs9x2BokLGEhTC/SwZDg5xtsW6aeKfzr//1v+arX/0qb7zxBgCf/vSncTgcfPCDH9zV/a9fv87P/dzP8dGPfvSBiAWqqvJ7v/d7/PZv/7a+bHh4mF//9V+3vP0zzzzDH/3RHwFaGPKXvvQlPv3pT9dd/3PPPafnFQD8xE/8xH1v81vFb/zGb+hiwV/8xV/w4Q9/mE98Yu+i1s/+7M8yODjI2NgY2WyWT33qU3zjG9/YNhOsQjqdRhCEumL9/VAoFCiVSrsKcJ6e3pq2r86iatCgQYMfNx6m2XeDt4h7V1YYe32J5ckk0zdWGfneHMW8uQPakpXb8PIX4N7zMPZtePn/V39EukJqCSa/D3NvWFvpBLu0wnctTX2726b94ApsLxSsjsO1L8Pl/0cbObd74fCH4LHPavZCrUd3/1iqqq2vluQCaj5tEAoAymt5CpMWvpYHflLLJ2ge1B7/9Kch3Kv9LbduvMCtfh7VP6dqOvILaVi4Amhd8JlXFynOpSknChQmk2RfX9KKXa1H4eQntf/HDmmddl3nTQ/X1tbGuXPn6O/vZ2hoiPPnz+Pz+QzTA9XULrcKiRIEwVCsEQTBZEsE2tiwzWFdLK/evRRFYWFhwXSb+fn5uiKEYV2bXd+7wTUUQnRvbZNgE3AfajJ360sCtrBLFwq0hXUeo2qxnCyQ/sE86ZcWSL0wR/baCqpsFkuuzCT4m6vzjC2nGV9O8zdXF3hjet10O4ByPEdudA0lrxWEyokC2cvLmkgC2JrduE/GsIVdiB4bji4/npMxQ9HU7pAIdTiwNeUoSklkq6yQOii5MvJGYduQzp2wssZpbW3F6XRia7G6yFBBFMiNrpIfT6DUHA+3KyRvRzab5datW3qAriAIOBwODhw4wLlz5zhz5gypVIo33niDl19+WRcV8umSQSgAUGSVhfEEoFmnhGIeXSioEG7r4OwHPsKxp36CMz/1YYYuPIJYJejRYVGAaDthnZPyELDZbBw4cMDwunm9Xnp6egy3y2az3Lt3j7GxsV17/F7sb8Zf42X/rqEoLrvEzMyMSTyam5szFHorwczVeL1egsEg+bz5e6tcLptEjwpyWWHyetywD+fTJeY2/eK7Dh/DF94SSSWbncFzlzaDvs2k02mDUFBhdnYWh9vG0cc76DsZpfNQE0cf76RtMAT3vguv/6nW8XzrG/Daf4ZCWhevCoUCiqIQj8e5fv26lvOiqLrIMXt7nWLNZFRBLvCD+R/oQgFAppThtcW9hTbWTgJYLQ80W3wXiIIhSBqg3Wt+3wRBoM3bZl5/rszktbhhYiE+kyK++Vnr6uoyfSe1tLRYFibsdjtnzpxhaGiIzs5Ojhw5wuHDhx+47U56vcDY68vc/P48s7fXkUvm4/tuEQSBgTMx+k5Eae700T4U4ui7Oyztqiy3JVEw5WMAbCxZTcq8zfDU8Rd314gctdMHoJ1b5TePQ66gNm1Qi9+8vz0wHB44/U+g55LWpNL/OJz8lJZ71eBthSAI/O5jv4vbtj9B0G1z87uP/e7bx77rAeN0Ovnyl7+sd5Lncjl++qd/ms985jP69F4tqqry6quv8k/+yT/h5MmT3Lhx4763I51O8xd/8RdcuHCB3/qt39ItIpubm/n6179uCPSt5qd+6qc4eHDLXvcXf/EX+Q//4T+YLCZVVeUv//Iv+Zmf+Rl9WVdX176K628XnnnmGT72sY/pv3/qU5/ic5/7nOE8qoKiKHznO9/hIx/5iOkcTpIkPv/5z+vftc8++yzvfve7efXVV+s+9rVr1/g3/+bf0N3dbZlf9iBYWFigq6uL3/zN3+SVV16xvI2qqvz93/+9Ph0D8P73v/+hbE+DBg0avBNonIn+iJFJFFidMxahirkySxNJug7t0BmmKFrQrVp1sSqXYPw5OPNPrO8z84omKlSY+j6c+pRxfNoVgKFn4G7Vupv6d7b52S/lgjYhIIja49RaKCyPwo2vbv2emIHsKhyo0xFSLoBc1HIarE7wBUG72Kvt6JXsyCnVIBToq1zNQ+20qihqr4nV62J3a89HrVmXo6rIUWsjpC9PAFo3ee22yOkS5ZUs9hav1n0X7rFYgRGv12sqrnR0dJjCXyuFuGp6enpIJBIoytZ2tLe3m0KOBwcHUVVVH/+MRCIcPHgQSbIhemwoWWORy96xdeK/nXf8Xmw5VFmlHM+illVsUbc2gVGD6LHjvdhGeS2HoGiF9no2PrU4Onym6QLRKWHbtPNRFZXstbjB6qi0lEX02PQAZdBObl+ZqA2+hVcn1jjZGdKtUSoUF9Km2ypFmfJqTtsP0KyS7NvYCi0sLBgmTCYmJjh58uS2HTuqrJK7Eae0WXgSnRLuoxFsTbvreK6mpaUFSZL0INdoNEpnp2YjYQs5cR9qojCe0KyLXBKCXSR/e+vzUZxJ4T3Xqos37e3tpmKtz+czZBZYEY/HLQWoTCajZxyMjIzoy7PZLOl0mr4O647RfKbE8vIyGxsbeDweWlpaTCFzoiThb67jSd99URMGFq5qk0YtR7RsmTeRlpYWAoEAa2truFwuwuGwQTxYX1/n2rVr+jFgZmaGAwcOWIbMVhN02/nMpV7GltPkSjL9ES/hTduV2iDaCul0Ws+UiEQiHDp0iOnpaQqFAk1NTQwMDCCKIuFw2ORP7PV6QRFZmUlhd0gEo25dBMwmi5ZF3eSqJjrYnS6OPf0TpOIrlIoFgtEWbI76gk1FbKq3XLKJRLuqihu5BEz/0Hjj3DrMvMRC0vw9n06nSaVSxMcLW6HFwPJkksOPtes2OWu5NUqKeVsWs2ZbuFpkRUZBwS7a6Qv2MRIfMfxdQKAvsNUg0NofZCOeI72ZEyOIAj1Hm7HX5Iocjx5nJjXDQmZBX88j7Y9Y+n1vrOQsRcjEcpZotx+/38+ZM2eYn5+nWCzS1NRkKUxXsNls+nFlrxSyJRYnkuTTJfxNTmK9AUN+Amjna6M/mNe3Ob2WJ7WaY/hS276LiaIoEO32E+3e+0Ro7Wtfuzy9nmfxXpJyUSYY89DS69/Zwiw+pjUsKGWtEaH1+IPJWqql9ZjWsFJ9HhRoN0+IuoJalks1km1LIJBsMPAU3P7bLVtIm1Mr4D9MnD7of+LhPkaDB8Lh5sP84ZN/yGe/81ly5d1b7Lltbv7wyT/kcPPhh7h1bz39/f28/PLLfPCDH2RkZARFUfjSl77El770JXp7ezl+/DiRSARZlllcXOTKlSsmq5d6xfwKd+/e5dd+7dcMy9LpNIlEgsnJSUZGRkzXAZcuXeJLX/rSthPGNpuNP/3TP+Wpp54im82Sz+f5lV/5FT73uc/xyCOPEIlE2NjY4KWXXjJMJDqdTv7rf/2vpmuZdxp/8id/wtTUFK+88gqyLPM7v/M7/N7v/R6PPvooXV1dqKrK3Nwcr732mn7NZ3UO/Mwzz/D5z3+eX/mVX0GWZV566SXOnz/P0NAQp06dIhwOk8vl9Pffarr3YZBIJPiDP/gD/uAP/oCmpiZOnTpFR0cHTqeT5eVlrl27ZhArDhw4wL/4F//iTdm2Bg0aNHg70hALfsTIJq07+nKpOtYc1ZSy1tZAtd3qFYpZrbuxmkJamzI49AHj8o4zEDmohfO6gg8unLeWjTktTLky4eDwwomf07MDAHORBWD+CvS+Syv6V1BkTTypFN78rZrlj1Uoc9cFo2gC0HEawW194mhVeN4Wu1vrEJ6/bFxesSkCCHVjyeZytWDd/a3UWb4XmpubOXz4sKEQ19/fbyp4hEIhTp8+zfz8PKVSiUgkYlmssdlsHDp0iAMHDqCqqqFg6j0VI393nfJqHtFlw9EbMBS2bTYbzc3NJvEiEons2CleQcmWyLy+rHegC6KA+3gEe3Rr/1DLCvnb63rB397m1Qv9u8HW5MJzLKIVtXNlpCYXrgNhhM3ii5IuWmYilJdzUCUWyIpKxuI9zBZlyoqKo0YswHxevydkWWZ8fNxwgVAqlZiYmODYsWN171ecSupCAWj7Xe56HN9jHYZJDjlVpLSURRDB3upFrNMV2xwM0+QPIVqE2zo6/djbfKglGVVWyfxw3vB3taRQnNjAfVT7LMdiMWRZZnp6Wi8iDg4O7liwqzdRU9lfq62wKqyvr9PXW0aUREMHtKqqxHMzxG9sdbnPzc1x6tSpXY1vA9oxteOM9u8tQJZlxsbGWFxcRFVVotEogUDA8Lm7d++eQSwETWxqbW21fD1LpRL5fF7LsbBJHG43Czh+v99kcSYIgkm8am1tpbXVGKALmjh59epVfTrBbrcT9Xdy7blZvZDr9js4eLEVh8uG02OzDKKu9qYXBIFAdHc+vYFAALvdbhIN6gYVp5fM+TYAqUVU1dryKZsqGoQCgHJRZnF8g97j2uMEnVqoc+3Ff3UwcS1lpcwP5n/A6OooiqrQG+zl8c7HudB2gdeXXqeslHFIDh5tf5SQK6TfT7KLHHqkjdRqnmJeJtDswuG2+CxLDn568KeZS8+RLqXp8HXgd1gXkuoWu6u+b71eL0NDQ6wtZJi/m2D+6jT+Zhfdh5p39PbfLcVcmRsvzlPePC5vLGdZW8hy+LF2g3i7OLFh2odSq3kyiQK+8N5F1PvF7XMQavGQqJkkaOkPklzNcfulRX17k/Ec6fU8Q2friy0sXofRr2/9vjahdfEPPPngN97u1oLcF65qlkGBdk2YEGv2ie6Lxm0CbSLLVnWu1nYcAh0Qvw2SQxM5HA/eFqPBO5dH2h/hiz/5RX77xd/elSXRYGiQ333sd3/khYIKvb29/PCHP+Tf//t/zx/8wR/o38+Tk5OGInstJ06c4Hd+53f4yEe2ycdDmxT+4z/+411ty6lTp/jlX/5l/tk/+2d1z9mquXDhAt/5znf49Kc/rQf1Liws8Fd/9VeWt+/r6+NLX/rSvj3+304EAgGef/55/sW/+Bf85//8n5FlmUwmwze/+U3L27tcrrqv6S/8wi8wODjIL/3SL+lWtXfv3rW0ra1w5MgRmpoejuWd3W7H6XTq53lra2t8+9vfrnv7J554gj//8z9/KJZIDRo0aPBOoSEW/IjhDVkXp6s9gOtid2sXRMUaL3Wr4jhoF2SKhU1DymwBA2idU7FD2s+lPEy9CKv3tMfsOr+3jAArVBXu/J3RCqmYgbFnNYudCrUTAKB17JeyRrFg5hWtU61CalELGK5421bTeU57/RauauuKHYGO00iCgD3qprSy1X0kCODYR9cfQ+8FT5M2GSE5tAmE2PDW3wNt2us4UzVe2TyodRcDUpMLFsw++fvp7LaipaVl2y7NCn6/3zDmux1WJ6Gix47nxPZFuAMHDnDz5k19PDYUCjE0tPv9Kz9mtKpRFZX86Jo2ObBZ7MnfXqM4v/V6FufSoIL7SB07BAvsrV5DPoGBOh2bhqwLwCaJdITczCWMHW5tQRcOm3kd9javoWgPWnixzcIWxIpcLmfZCW3lBV5NacVilLkoI28U9H2wuJAhfyOu10ELE0k8p2KGfVSVFfKja5QWM6gq2IJO3EebTaKCIAkIko1yPGdZV5UzJYq5Mqm1PE6PjdbWVtra9mY1EYvFmJiYMLweoijqBel6NjaKKtNzrJnJa1tWNqqziCLlEKt8qDKZDAsLC4bQvZ3IZrMsLi4iyzLRaNQyA2IvqKpKIVNGtAmaT/42jI+PMz+/JcwsLy+jqipHj27ZumUy5mNQqVSiWCyabMqmpqaYmppClmVsNhuDg4OW71FXVxcrKysGO6HOzk59qmAnvF4vFy5cYG1tDVVVCfpDXH9+3lDIzaWKzN9N0HssgsNlI9rtZ3lya58XRIG2we397NPptC6kVCYwQDvOHT58mNHRUYpFTdiPRqOWdlsAeOp8J3ujxNwx02fR7XZjxwWYP6O59Na+67F7OBk9yeXlLVHaLto501JffHpl8RXDFMHExgRlpcwHBz7I0chRUsUUQWcQu2guxAuCsGMweuV2nf6dO/yDUTduv8PQHCFKArFeo8CUXM0x9vqyLrgkFrNkN4ocf7Jz32Hf1SxPJXWhoEJ2o8DGcpZw1fG+lLcW6ot1llsxlZzi5upNSkqJgdAAh5vuzypp4HSMhfENEktZ7E6Jlr4AoZiHO68umoSN9YUMuXTRZJe2tXEWjRlzr2l5SA/DGs3h0ax8tqP1GNjc5mmHWrzN4H1wAasNfvQ43HyYv/7QX/Pa0mv8+a0/57np55DVrc+uTbDxVPdTfGL4E5xtOfsjaz1UD5/Px7/9t/+WX//1X+cb3/gGzz77LK+//jorKyusra3hcDhoampieHiYCxcu8NM//dOcPn16X48lSRKBQIBAIEBTUxPHjh3j7NmzvOtd7+LkyZN7Xt/58+e5ceMGX/va1/jqV7/Ka6+9xvz8POl0Gq/XS0tLC2fOnOFDH/oQH/3oR3ff0PEOwO1284UvfIHf+I3f4M/+7M/49re/zeTkpP6etbW1cfz4cd7znvfw8Y9/fNspkCeffJJbt27xla98hW984xu89NJLLC4ukkwm9enZ4eFhHnnkEd73vvft673aLZUJ+Oeee44XXniB119/nbGxMVZWVigWi/j9fnp6ejh37hwf//jHeeaZZx7atjRo0KDBOwVB3Y2J948gs7Oz+oX4zMzMvkfN345MXo8bihhuv4NDj7TtLuR44Zrmf1xBlODoz0KzxdhmIQ0//GOzNU5sGI5s0xWiqnD1z2F9yrj8+D+yfpzdUszC9/8v67898VtbBf7Rr2sdb9W4gnDhlzUroAqv/okxtLjCmZ/XCvO7RJUVras6nkN0SDi6Aw+sQG9JekUL9fM0Q7BTf96qopK/uUpxUzAQBHAOhnD27j648kGTyWRYWlpCVVVisdiOo8d7JZfTCuhWWQnbkfruLIqFd7PvUhuSz4GqqKS+M2MqngiigP/JLlNmwX7JXF6mHDeKAJ5jEZPAsJIq8JXLs/qEgcch8ZFTHcQC1vtZYTpJcSKJUpSRAg7cw01IdQRFtSRTWs6hygr2mAfFBj/4wQ9MI97hcHjbE/3MG0ua/VYNvottSH7tNU2/OGeadJGCDnzntz5v+TvrFKaMRU8p4MB7vtXyYlwpyKRfnDO9Vxt2kaVMWV8ejLoZPNeCtMdiYTqdZmJigmQyidfrpbe3Vy/QT0xMmLroHA4HFy9eRJIkivkyyXgOm0MimYszfs+cfdLS0kJzczMzMzMUi0Wam5vp6+vTQ5SrqbX4AXTP9Z3YWMmxtpBBkgQiXX48AQfZZJHxN5a14qsg0NTmpe9kZOs1UlWtU1gQwNPECy+8YBJIBEHg0Ucf1S+mL1++bJoCcDgcXLp0yTCBsLa2xtWrVw23EwSB8+fPW4oApZJm4VQoFAiHw4RCoW2LM7lcjqWlJV1UqbacSsZz3PqhWfR2+x0ce6Jz86mrrM5lWF/MYHdIRHv824ryKysr3Lhxw9C1f+jQIcOkg6IopFIp7HZ7XaFDVRSK+Rz2ye8iLlW9Pg4PnP4MijPIvXv3mJ+fR5ZlAoEAw8PD2EQnV789Y5pIaBsMGSwKVVVlMjnJ5MYkLpuLw82Htw03/uLIF8mWzULgzx/5eTz23Yk1D5JSQWZ+LEFqVRMB2wZC+MLG9+Xe5RXTlAXA0LkWQzF/v9SGl1foPtJMa//Wa7kwlmBm1Gh/JUoCJ57pNkxD1OPu+l2enXrWsOxE9ASPdjz4DteR782R3SiYlh+82EYwWuf79Xu/r1lZ1nLpV7VzrgY/UvwoX1fthnQxzXJ2mUwpg9fuJeaJWdqlNWjQoEGDBg0avBNoTBb8CNJztJmmdi+peB6n10a4zbv7AljbcfBGYfmmJhS0HK0/WeD0QfcFY/eYzQk9j23/GJkVs1AAWtDw/YgFNifYXeaQZVfQOAnQ/4Rm45De9Ei0uzXbpFqLGrHOx6Pe8joIkoizP4SzP7Sn+21LKQcI2vOtxRfVbZdUVdX7lAVRwN2RwZl9ETW1jtA6gNj+7vvelGQySSKRwOVy7cnqZ3V1VQ/eBO3icnh42NImZDsURWFpaYlEIoHT6aS9vV0PTN6rSFBB9NhMYoEgCluWN3uUWEuFPIIgGnzLVUWlOJ3ctDESsLd7cXT5DQXOik1RaSWHYBdxdAcsJxGifif/w6N9TK1lUVXoafZg3+Yz7+wO4Oj0g6KCJNQtqsqpIpnXl/Ssi8LdBO5jEXp7exkf3ypsi6JIb2/vtq+Bo8tvEgtsYRfipvWHWpQtLbGUlLHYVFoyd6bLySJqroxgYVkkOiWcA0HydxP6srIksJAoGuyPNlZyrEylDMW83eDz+eraL3V3d5PJZFheXqaYAop2uoZ7QRFAAofLRqRTE8jUdWuhTJZlbt68qf9e6W47ffq06X2bmJiwtPhpa2vbdvy+tmi5NJlk6FwLMzfXtrq0VZW1+TROt42uw01aIOiNr0Bys6ge7EAqt1Bm+47hgYEBrl69qosKgiAwODhoOm7E43HTfVVVJR6PW05a2O12y9yDYrGIKIoGK7ONjQ2uXr2qC17T09MGUcXpsWnfGTWFdae3KsxcEIh0+oh07q4YNDExYbL3uXfvHrFYTH/uoiiacl6qWV+Y494br1HIppHsdrraztAeVsHp17qjnT5ENFulvr4+ZFk2iEodB0LMVWV3uP0OWgeMjycIAn3BPvqCfbydUVQFRVWw1Xwf250SLQe92PJ5Qk4fXrtZwJEtQuJBCxl/EASa3ZZiQe0URawvQGotr9v+iJJI7/EIdoeELCssjG2wvpBBsou09AZo7jDua28svUEtI/ERzraexSk9WO/sYMRtEgsku2gSYgyEeyFeYznhaQbn9lkwDRq8E/E5fA1xoEGDBg0aNGjwI0NDLPgRRBAEAs1uAru0FTERaNt953zf45on/uq4VnRvPa4FGm9HydyFuO3y3SJK0P2IFshcTW+NeOH0wdn/ATZmteDiULc5BBmg7eRWIaxCoL2+ePJmUMxqwXvxu1oxK3IADr7fJBqU4jkKd9eR0yWkgAPXUBibbQ2u/gWiqoAILF+B7Byc+R/MQskuGRsbY2ZmRv/d7/dz4sSJXY3k3rt3z1A8U1XVVDzbDTdv3mRlZWsCZH5+njNnzuxbKABw9gWRrywbaoWOHr8eXixIAvYWjz6lUcHe4jFMFRTzOcZefYnE4jwgEOnqpv/MBWx2O4WxhKFDXr5dhLJiEJUEm4jrYBOuXbg22SSRgejuL1QFUYAdJiDyd9cNodiqopK/vUbXo134/X5WVlaw2TQLn50sX+xRD54TUYpTSdSijC3ixtm/1f0tOCREp2SeLPAbi891pza2eS7O3iC2Zjfl1RyCQ2KjpCBcMxejN1Zy24oFqqqiKAqiKO7KUkCSJI4cOYKYCrG6lsLhdLA2WSAbn+PQo+2G7uFQKEQsFjMEvfl8vrqWT6lUyhTAbGXxUy6XKRQKdd8fuawwVyWkgPY+T16LU7TIzFhbyGhiwe2/Mx4fN+boKye5ZTtiuH0kEjEcDwKBAOfPn2d5eRlFUYhGo5bbVhvsvNPyWnK5HLdu3SKRSOjWUENDQ4iiyMTEhGkyppKbYLPZcHrsRLt8rExvdZ8LokDbQGhXj12LqqqW702hUECWZURRJFsss5wsEPLYCXnMgksxn+P2D15AUbTtlkslJqdX8PQ8RajV/H0tSZJJIOo4ECbU4iEZz+NwSYRbPfdtu3Ow6aDBtgigO9D90KYKZEXmpYWXuLl6k7JS1jMSKo93beUaP5z/IbIqIwgCJ6InuNR2yfB5bWr3sl5z7BZtIsHY/r8zqmnu9JFYyrJeFWDfPhTCEzC+r5IkcuB8K9lkkWKujK/JqYcgT1yJsza/JTik1/KoKgZxKl0yCxKyKpMv5x+4WNA2FCS1ntcDqUVJpO94FMnC6k5n8GnIrmrTR6CdIw6//+HkVTVo0KBBgwYNGjRo0OCB0RALGtwfggBN/dq/3RLo1C4aS0Z7lV1nFuQSW0HJwS7jhWf3BXCHYWkEBFGblLDaNkGAUB0/6AptJ7QR+tlXNSEjMgQDTz+cC93VcZj4LmRWNaGm/0kImrtkufN3W516qgortzWh49AH9ZvImRK5qyu6vYqcLJK9vIwvclUTCqpJr0BiCpqqukjLRe21k7Y/PGQyGYNQAJBKpZifn6enp2fb+6qqSjptLnQUCgXK5bKlxYoVqVTKIBSAZkcyOzu7p4yCWmwRN97zrRRn07r9ji1mLH65hjXrjtJiBlVWECQRJVcmd3sNZ3cA0W2rEgoAVOIzU4g2OwOnz1OcM9tgFKZTOPqCloXoXDqFgIDL9+A718rr6xQnJhGcDpyDg4hOrdAkW9hOKHkZNV8mHA4TDluHqdbDHvNgj1kXEQVRwHUgTG5kK7NAkAScgyHjOjr9yHfWjcuibsQd/PQlv0MXHpyrOcvbOC0CViusrKxw7949stksXq+XgYEBmpt3zqdIrxdIx4s4nVvFu3y6xPJkko4DW6+fIAgcOnSIlpYW3c81Go1y5coVy/XWFrtBK8SvrRltTRwOh+GxQfuMiKKoWyEpZXOntZVQACDZBO0YsTZh+luLlCTZ1sri0rJuLWb1OXQ6nfX9+DdpbW1ldnbW8DwdDgfRaHSbe2moqsqNGzdIpbTPmKIozM/P43A46Ovrszz2VESVihjReyyCL+wisZzF5pCI7WAztB2CIOD3+/XtqeB2u7HZbFyeXueFu3HkzWP20Y4gzxyKGY4D6/NzulBQzcrMpKVYUA9v0Lnv52HF+dbzyKrM6OooZbVMf7Cfd3fe/8RaPV5fep2rK1v2SxMbExTlIh8e/DCruVVenHtR/5uqqlxZvkKHr4OewNZ3UlObl/yBMAv3NlDKCk6Pnd7jEb1Qv1HY4OrKVdbz68Q8MU5ET+xJ/BBFgcGzMTKJIvlMEV/YZQi/Likl1vPr+Ow+PHYPnoDDICQUc2XWLPKFliY2DGJBl7/LFK4adAYJOOo3bJRLMquzGYq5MoGom0DEtSvh02aXOPRIG+n1AqWCFki9o7WlOwznfkE7x1BkCPdYN2a8E1BkiN/RplJ9LVqjRm14cjXLt7RcBLkEscNaxtQ+mzIaNGjQoEGDBg0aNHizaYgFDe6fykVUJg7+Nq04v91FkWSDIz8NN7+2FaYcPQBdF3Z+rOmX4d53tuwhwj1w7GPGC9DoAe3f/SII0HVO+/cwSa/A9f9vK/shMQPX/kLLUHBUWc6Ui+aRftACjw/+lP6alxYyJn92VVEpxcs4rd6WimiTS2jdwuuT2uvZfkoTLeq8l/UCbauXq6pKNptFEARD9/B2xbO9BIVls9bTKPWW7wUp4MR9uH5RTbCJuI9GcB4Ik3l1ESVbppwoQKJAeSmL81RTlVCwxerMFAMnz6GWLSwvyopmcVRVuylks9x56UVSq5ooEojEOHDpMRyuB9MFm795k9RzW5+p7EsvEfyZn8EWDiN67cgbRcPtBbuI4JRQywqlhQxKtoQUcmKLeu47q8He6kX02SktZRFEQfu9poDv6PaDqlKc2RJyXEN7Ey38TS78zW5Sm6KBqqrk0iUSy1luvjhPpMtHtHvLEiqTyRj85jOZDCMjI5w/f37HCZZssrjr5aIoEolEiES2ppei0ajps+ZwOExTBQD9/f0kk0mDxc/AwIDeYZ5Op7l9+zbJZBJJkujs7KSnpxe700apYBQHgjEPgoBukVIh1hvQimSSDWTjfUS7i4MHhxk6cFB/PvvF4/Fw4sQJJicnyWQyBAIB+vr6dnV8yOVypmMLwNLSEn19ffj9fpOoYrfbdfsy0MSraLef6B7D6HPpFHKxiDcURqh6/oODg1y7dk0XP0RRZGhoiES2xPO3jYLnyNwG3U0eDrZuPbZQ57UUtytYvglIosRjHY/xSPsjqKqKJEqkiileXXyVXDlHb6CXLn/XAwv3vL1+27RsLj1HqphiOjVteZ/JjUmDWCAIAh0Hw7QOBCkVZJxum37sypQy/PXdvyZXzunrntiY4GMHP2YZ0lwPQRDwhZ0mm57xxDjPzzxPQS4gCALHIsd4tP1Rw+tTLikmCyyActEo6l1qv0Q8FydRSADglJw82fVk3de6mCtz8/vzuhC4MJ6gpS9Iz9GdRc/Kc/LvNW9JFI3NCO9EFBmu/b9G+8xwDxz/uLVgMH9FO5eqsDEL+XUYbARmNmjQoEGDBg0aNHhn8KaJBXfu3OFv//ZvmZycRJZlurq6eOaZZzh9+vSe1vN//9//N1/96lcRBIFvf/vbD2lrG+wauayFFW/Mbi2LDGmhyNsVB8K9cOmfQ2pRC2Z076LYl0sYhQLQLt7mL0PX+f0+g32hKirIKtjq+73vmqXr5pDoclHrTOs8s7VMELSOf7Wmu1QQja91vcxyfydkbhmXiTbtvVBVuPHXkFrSlsslmHkF7B7ouWS5unq2JpXluVzO0N0bDAY5cuSI3uU8MDDA9evX9eJZpbC5l9czEAggCILJC9yqkPqwkNfyKFlj0VQpyJQXMgiCiFrz3gqiiGATsTW5KK/VePhH3KaC+73XX9aFAoBkfJl7r7/C8KOP3/e2q8Ui6Re/b9hnlGyO7EsvEXjf+3D1h8jW2DE5+4OgqGReW0JOb1rkTKewx9y4j0fv+/Mg+RxIvvqTJYIg4OwNmoK58/k8sizj8Xh23AZBEDhwvoWlySSpeI7UegG7U6GYK1PMlUmv5ykXZdo3RYhKCHc1iqKwvLy84xSNN2j9XHbb3d3Z2Uk2m2VxcRFVVXG5XBw6dMgyg8Dv93PhwgWWl5f14N7K51FRFK5fv04+r+1zsiwzNTWF0+mk+2gT9y5vTSPZHBJdh5pwum3M3FpjfTGLzS4S6w1oxXNB0MTEmVeNG9BxBgQB8QEVhoPBICdOnNjz/eq9/5XltaJKZdl2uQ47US6VuPPSi7pA6PL6OHDpXfjC2gRSKBTiwoULrKysoKoq0WgUl8vF5el1y/VNxDMGsaCpowvb1TcoF6unfQRa+u4j5+cBIgoiCBDPxfnq2FcpypoYNhIf4VTsFJfajd8jqqpSLpeRJOm+RKVqXJJ1Idttsxb0JJtostEZXR3VhYIKiUKCe4l7HGwy+8FVjgu7Oe5lS1menXoWZfM7QVVVrq1cI+qOGtbt9tlxeuwUskYLslqbJL/DzyeGP8F8ep6SUqLT37mtoLFwb8M0MbQ0sUFLbwCX7x3a8W+FXIbpH0L8NkhO7bjUcnj/61u5bc7ZWp/Sllutd+Zl87K5y9D7Li1bay/IZS3ny+nXLDQbNGjQoEGDBg0aNHgTeOhiwfr6Or/6q7/KX/7lX5r+9m/+zb/h4sWL/P7v/z6XLlkXJGu5e/cuzz///APrUmtwnyyNGIUC0Lrf1+7tHFYsStZWO/VITFsXwtenjGKBPi6+rE06NA8+0PHv4nyawngCJS8j+ey4DoSx7TcforK9lstrbEAkO7QcgYVrxuVtJwxigb3Vq/nCV71UggD2w8dhdhkWr2uvo82p5R04PNp0Q0UoqGZppK5YEAgEiEQihiBSp9Oph4zevn3b0N27sbHB3bt3OXr0KADhcFj3Lq8Uz3byva/F7XbT09PD5OSkvszn8+lBpW8GSt7arkUoizR3dROfnjQsj20W99yHmsheW0HeDPCVAg7d2qiCXC6zvliTmwGsbVqS3G9XcTmRQC2YrYZKi9q+YIu48V5oozSfRlVU7C1ebE0uCpMbW0JB5T7LORzrBWy76DxV8mXKa3lEp4TUtDsbjHrIsszo6KhuR+XxeDh8+DB+//Yd4ZJNpH0whNof5I1vThnyAwAW7yVpGwzd93eNN+Qk0uknPrv1WXD7HXgiArdv36ZYLNLc3Exra6tl0VQURYaHh+nr66NUKuHxeLYtrjocDsv9P5lM6kJBNUtLS5w+3YEv5GR9MYtkEwm3eXRLlt5jEXqt8pv7n9LExMUR7QDTegw631zRth5ut5twOMz6urEQ39am2fX4/X7Onz/P0tKSLqr47tPea2bkqmGSKJ9Jc+elFzn1kx/U9yGn02l6b7xO69Mwr9O4P9rsdo48/jRT1y6TXFnGHQjQefgYvibrrnBVVVmbm2Ftfhabw0lL/yCegDmPY21tjdnZWYrFIk1NTXR3d+86F8KK15de14WCCldWrnA8ehyvXZuUW11d5e7du+RyOZxOJ/39/bsOtj8YPshrS68ZlnX4OvA7/AyEBnhl8RUypS0LH4fkYLh5WAvHzsXJy3lava11i+pWOQCAYZ0A+XKeF+deZCwxhk20cbjpMBfaLiBtc0yeTk3rQkE1E8kJg1ggiAIDp2OMvb6kF/cDUTedw+amClEQ6fTv7vsuu1F/yulHSiy4/Q1Y2gqFZ2NWa8hoPbq/9aUX6y+3EguKFvuQUoZyfm9iwcodLaOqlNOaQtpPwtB7G5kPDRo0aNCgQYMGDR46D1UsWF9f5/HHHzfYN9Tywx/+kHe/+93863/9r/nc5z53X519DR4ea/k1ljJLhF1hWjwtWwW0VJ2LqNSiUSwopDVxwH4fRXV3yHq5q6oAIpc1C59ElZd+8wAc/egDEQzKiQK5G6tbD5cukb26gu/RDkSn9b5bzJcRJUEvvpmIHYJZY/EDQYSoRart0HtBtGvTCIKoFej6nkBVVAr3NigtpEEF0e9AyZdRiwqi24brQBjR54Thn9ICn/NJ8Ldu2TfVu/jc5qJUEASOHDnC8vIyiUQCl8tFW1sbTqeTcrlsKtQBxONxPSAWwOVy0d3dXfcxdkNfXx/RaJT19XVcLhfNzc333amqKirF2RTlFS0Q19Htx1anE7xecdzW5GLgwHlsdgcrUxMIokhL3yBdR7XKq+ix473QhpIugQCi124qTAuigGSzIZeNhXnJZkPg/gsGUiCAYJNQy0bByta8JVpIfgfSwRoRI2UO3QWQ00WksJPSQkZ77Wwijk4fUtVrV5xNkb+1potZUtCB91SLHh69VyYnJw25Fdlslhs3bnDhwoVdFfoVVUUumQt45aKMqmofgVgsxvT0tOF7TBRFYrHYjusXBIG+kxGaO70kV/O4vHYkb5mr166gKNrjxuNxNjY2OHToUN31OJ1OQ/ZAOp1mcXERRVGIxWKEQqEdt2O75U6PfdtwZxOiCD2PaP/ehhw+fJixsTE9hLujo8OQk+B0Og3HHlVVWbyXZGU6haqqNHf4aB8KIe7SWmttfta0LJ9OkUtu4AmG6t6vP+Il7LGzXtVF7rCJHO8w3kdVVRJLixRyWRweL00dXYTb2uuud+rqG8zf3ZokWxq/y5EnnsHfvGVxtb6+zrVr1/T9OpVKkUql9jXNUWEtv2ZapqoqiUICr91LPp9nZGRE3/cLhQK3bt3C4/HsaiLsTMsZSkrJFHAMmjDwkaGP8NriayxltfOVsy1ncUpO/vv4f2c+rYk5TsnJe3veS1fAnJvR6evk5upN8/Kagvx3Zr7DxIaW21GUi1xZuYIkSlxoq2+n6JCsp4ysJiJ8YScnnuois1FAsou4t5m22i2eoEO3XjMsD9zHuhVZsy5UyhDuA9v9b+d9UUhp1oy1zL6yf7HAW+c472uxXt7Ur02GGtYRAeceJh6LWbj537eaRlQF5t7Qztva9v/5bNCgQYMGDRo0aNBgNzxUseCXf/mXGRkZ0YsR7e3tegHn+vXr3L2r+a/Lssz//r//77z22mt85Stf2XN3cYOHyw/mf8CV5Sv67z2BHn6y9ye1DjpvnbDJyvJ8Ekb/RpsKEAStAH7w/XsfxQYtzDjcYxwHtzmh8+zW7yujRqEAtPDg1bEHkmNQWjSHDqqySnk5i6PL2Mmcz5S4d2WF9FoeQRRo7vDRe6wZUaopigY74eBPwsT3tAtEV0DztrUSRyQ7HHiv9q+Kwp11ClNVvuYFGUeHD+dgSPOYry4UuoJGgQXA0wyBdkjWeOy3Hq/3UgBawbS1tdXUFSoIApIkmUJYbTbbA50KUlWVxbE7rExNgADRnj6EKr/3/ZIbiVOq8movL2XwnGnBFjYXdaSAE2dfkOLkhl4Ad7R5scU0D//+0+foP22deyEIgh66a4UoSsT6Bli4ayw8tA4cqOthvhdElwv3mTNkX35la5vsNjznts/pkAIOy8+CFHBo++L0Vhd9aSGN51QMW7MbpSiTv71umHqRN4oUppK4aoKMd0v1ZEuFXC5HOp22nC5YXFxkZmZG76Tu7+8nEHGTjBuLaMGoWy8U+3w+jhw5wvj4OLlcDo/Hw+Dg4I55BRUEQSAY9RCMat9t169f14ul1dvV29u7q3XG43FGRkb0Iu/c3BwHDhzQp3qsCAQCeL1eMhnj+1bptv9Rw+FwcPjw7q1H5u8mmLu9JXDO31mnXJTpPba744nN4aCQtfhM2LcvntokkY+d7eLVyTXmE3nCHjtne5sIeoyd3jM3rjM7er3q92uUCwX6Tp2tXSXFXJaFsTuGZYoiMzs6wqHHnthax8yMqZFjbW2NdDq970mLmCfGet4oFEuCRJNLExxXVlZM+76qqiwtLRnEgkK2RHw2jVxSCLd5da98SZR4tONRLrVfQlEVbKLxNDbgCPBU91OGZd+f+74uFAAU5ALfmv4Wnz78adP9+0P9HEwe1LMRBAROt5wm5tkqGOfKOSY3Jk3PfXR1dFuxoMffQ9AZZKOwoS8TBIEjzUcsby+IAj6L75z90tYfZH0hY7AiaukL7n+qILumefnnEtrvNicc+yiE7q8B4L4o5a0nUIv3kWMUHdbsLqunaIOdELFo6AAYeBqyq9rEJmj2QcMf2NtEwPqEeboUtMndhljQoEGDBg0aNGjQ4CHz0MSCK1eu8OUvf1kvGv7e7/0ev/7rv27o+P3BD37Av/yX/5JXX9V8j7/1rW/x9NNP87d/+7eEw3sLrGywRbkos7aQQZFVQi0eXN79j5evZFcMQgHAVHKKu4m7DDcNa53tC1c0y58K4R7N+ge2hALQLuCWb4HNrRXH94ogaGHGc29AYgpcIU0o8FR1PdeddFgwiwWKDMs3tQtAd1i7ALufyYcqVFVl7PVlshuaxYuqqMRnUjhcEp01VjOA5v/delwLfHb49jQFoaoqxTnz2HtpIYPrYNPuivOCAEc+Ane/qQkrtk2f3879hTtLkkRbWxuzs8Zu246OjgcqFtQW0NJrq5QLBbqObC9ybIecKRmEAtB23eJU0lIsAHANhnC0e5GTRUSv3SQAlFdzFMY3kDNaGLBrMLStSFBNz/GT2BzadAJArKefjuH78F+uwXv+PPbWVgrj44hOJ67Dh5F26FJ3dPgoLWSQU1u2FvZWL4LbRnHGGCyrqlCYSGJrdiMnCqbwbQB53WyPs1vqTaNZWamsrKwwOrrVdbq4uEg2m+XwsWPcfXWZfFp7Pm6/g56aInE0GiUSiSDLMpIk1d2PC4UCMzMzpFIpvF4vXV1dJgHAyg6osnw3YsHExISpyDsxMUFbW1vdqRpBEDh27Bh3795lbW0Nh8NBV1cXLS11umO3QVVVCpkygiTgdG9/GrGxsaFnPrS2thIM7mF64U1kadIc2B6fSdF1qEn3tVdVlXy6hKqC22+cBGobGmbs1R8a7t/c2YNzF80PXqeNJw7Wn1JRVZXF8Tum5UsT4/QcP4VY8xnIZzKmrBSAXE3oc6lkPSFULBrtavL5PNlsFp/Ph8Ox/XHrbMtZZlOzBtuei+0X6+YGVKh+LdPrBW69tIBS1p7D4r0Nuo80GyZfREHUchJ2gVXwca6cI56L0+o1Ct2iIPJ0z9OcjJ1kPb9O1BMl6DTus6qqomI+jimYX/NqJFHiQwMf4pXFV5hPzxN0BjnTcoaop07TxQPG4bZx9PEOVmc1wSAQdROIWH+nKYrK4vgGawsZREkg1uOnucNnPO6NP7clFACUC1qw7/lffOuscrwR7XwuVzPZGBna0Ne0MgABAABJREFU/zolG5z4Oa0ZJb2kTRRED2nLrXAF4Ow/g+Sclv8U6rYOQt4OWx2RaD+NNg0aNGjQoEGDBg0a7JGHJhZ88Ytf1H/+X//X/5XPfvazpts88sgjvPTSS3zuc5/jc5/7HAAvv/wyjz/+ON/85jd37WHbYIvMRoHbLy1SLmod3TOja/SfitLcvr8uwbn0nPXy1JwmFtgccOrTmrd9Jg6BNu0iShQ166GE+SKd5Zv7EwtA66zvvqD9s6LepIOvphCjqjDyV9rUQYX5y3D6M+Dw1n14R5uX0mzKmAdgE7C1GAtC+UxJFwqqWZ3LWIsFoF1MuvYRzKsCskWRQlU3O+x2edHuCmhdgYqyGaZsfb9MJsO9e/dIJpN4PB56e3stxb2BgQEcDgeLi4sIgkBra6vBBuR+URXF1HEPsDB2h85DR/fdea8WrDMk6mUTVBA9dkSPWZiT00WyV7bCY8vxHNlkAd8jHbuy3hFFia7Dx+g6bGUc/2BwdHfj2IMdlGAT8Z5robSURcmWsYWcSM0ulFTJsqlT2exkFesUlust3w0dHR3cumXcD5qbmy2L7nNz5uNZMpmkpOQ59kQHmUQBEPCGHJZigCAI2/q5l8tlLl++TC6nTSkkEglWVlY4d+6cocgaCoVIp40CnyRJO+YsVMhmzV2ypVKJYrGIy1W/E9ntdnP8+HFUVd23aJfPlAxCaDDmYeB01NJmbXFx0SDOzM/Pc+jQobfdd7tax4pKkVX9c1vMlxl7fZn0Zii5J+Bg8GyLLsbHevsRBIGFsTvIpSJNHV10Htqn7YkFskVhX5HLKLJsEgs8wRCSzW6yLwtEjN+PTU1NJJNGkcRms+kd/qqqMjY2xtzcHKqqIooi/f39huO4qqqk02mKxSLBYJCgM8jPDf8cY4kxcuUcPYEeIu4t4S0WizExMWGYOqt8P1SYu7OuCwUVZm+vE+3yI+3Drsxj87CO2RZvOwGj2d1Ms9s6D8Jj99Dl72ImZZxiPBDeakgoFWTWN6evmtq82DYzUfwOP093P73n5/CgsNklWvp2Ps+Yuh5npWpCLL2WR5FVYj1V912fNN8xuwaFpHl68c1CEODwh+DGV7TJVtAaWPrefX/rlWxacwy7/B4WBG36YL+E+7SJz+yW7aWWW3B6/+ts0KBBgwYNGjRo0GCXPDSx4Pvf/z6gdWP+xm/8Rt3bCYLA7/zO73D69Gk++clPks1mGRkZ4fHHH+db3/rWAy0u/jgwO7qmCwWgdbRPj6wRbvXu2nu5mkAdj1XDcpsDOiwuYERJu2CqrR5K9xGktzgC0z+E/AaEe2Hwaa2LrELLEa3oXz1hEOqCSM1UQWLKKBSA1iE3f1nz9K+DFHTiPhohP5ZAyZW1UNoDYcSacNR6hThRevDddoKoiRWlRWMB0RZxI9j2UTDfpsheKpW4cuWK3nlaLBa5du0aZ8+exes1iiyiKNLT00NPT8/et2EXKIpiKoYBlIsFrRi6z/VKAQeCTUStKVbZmsyFJVVRKc6kKC1lEAQBe4cPe5vX8P6X5jOmbnqlqFBazuLo2J+IJ6eKqEUZKeg0vMeqqlJeyWl5AXYRe4cP6T4mi7ZDkEQcNSKk6LUjOiSUYo39VFjrhpT8DuwxN6XlXNV6BBxVBShVlincvUtpfh4pFMJ16BDiNt32lSLj7Ows5XKZSCRCX1+f5W1rbbGqlwvC/Vt+LC8v60JBhWKxyOLiosEfv6enh/X1dd0SSBRFDhw4sOtg2UAgQCKRMCxzuVw7dn1X2E4oSKVS5PN5gsGg5fruXV4xCKEby1lmbq7Rd8JYiFZVlYmJCdP9JyYmaGlpeaATRveLIAiEW72szRsFHH+zWy/yTo2s6kIBaKGwE1dXOPTIVm5AtKePaI/1vne/29fU0cnqrFF8D8ZasVm8Rza7nb5TZxl79SXY7IB3enx0HTEWOru7u0mlUqyuagVJm83GoUOH9P0wHo8bpsMURWFsbIxwOIzP56NcLjMyMqLn01TuH4lEONxsPf3kdDo5fvw4Y2NjpFIpPB4P/f39BtujbNIcxKuUFQq5Mp4dbJ2sOBE9YWp86A/1myYG9sLT3U/z3MxzTCenEQWRg+GDugVRMp7jzitLKJsi/szoGgcvtOrHF1VRWbi3wepsGkEUiHT6aOkLvG0+E+WiTHzWPK24eG/DKBa4glqTSDWSTZsefSsJtMOFX9EmSm1ObdrgnYYowsmfg4kXNFHGHYLuSxCsbzXXoEGDBg0aNGjQoMGD4qGJBZOTkwiCwGOPPbarAsgHP/hBnnvuOd7//veztrbG3bt3ede73sW3vvUtBgcHH9Zm/siRTpi72UuFMsVceV92RD3+HqKeKCvZrQBRj81T12PXgN2teb3Whs21ndzzdgBacX/0b7Z+j9/VLlTP/+JWgVuyw6lPwdINyKxoYXD+DojfAXcT+DctNzKr5vWD+cLXAnurV5skULVCvRUur51A1E1yxVg4jHbvrnN4r7gONqGWVcqbvuu2JheuQ9ZdkffDysqKyaJCURQWFhbe9M+pZLMRjLWysWy0ngq1tps6bfeCYBNxH24id2MVVdYKbVLQgdOiG7Nw1+jPX04UQFYN+RWq1dTHNsu3Qy0rZK/H9fdZsIu4jzRj3/TCL4wlKFTZqRRnU1rWQlXAsKIoTE9Ps7y8jCAItLe3097e/kAKVYIk4DrURO56XBdIRI8NZ1UegftYFNtcmvJqDsEp4ejyI22Gd6qqSvJv/47i5KR++/z164Q+9jHEOnYugiDQ1ta2K+/9aDRq6qR2OBz7tsYpFouaSGTXjq2Fgvn4a7Xc4XBw9uxZ1tfXKZVKhMNhQ3jxTgwMDHD16lXK5c2JDVFkaGjovoK9ZVnm5s2begZEZZ3t7VvF8GKuTNrCMmp9MUtfjY22oiiWdkv5fB5FUXT7KLVcJj96i9LsDKLPj/v4MaS3wKqo52gzpYKsB8B6Q076T2pFRi1c2DzNkVrNUy7KuqBwP8iyQrkg43DZLL9Xek+eoZDLkl7V3h9fuJmBs/X98WO9/QSiMdYX5rA7nITbO5FqzsUkSeL48eNkMhmKxSKBQMBg61UREWpZW1vD5/MxNTVlCLIvl8vcunWLS5cu1bUHA22y5uzZs4aw+2q8IQeJReMkl2QXcXq2P5csySVeXnyZ8cQ4kiBxJHKEk9GT9AZ7+UD/B7gWv0a+nKc30MuJ6AlW59LEZ7RJweYOH5Eu366Pgx67hw/0f4CivHkMELVjgKqqTI2s6kIBgFxSmBpZ5ci7tELvzOgai/e2cgumNwrIZYWOA28P+025rFjaxZWLNd9ZPY/Aza8Zl3Wef+tDjkE7J3ynF9adfhh+/1u9FQ0aNGjQoEGDBg1+DHloYsHGhnYhFI3u3ov13LlzfPe73+W9730vCwsLTE9P8+53v5tnn32WI0d2UZxugNvvMHQ/gnaRbXftr5ghiRIfHvgw1+PXWcosEXKFOB45jse+yxDqg+/XRIPlmyDaNKGg59F9bQvzl83LcuuQmISm/qqNtkP7Se3nqR/CrS9sTTfEhuHQhzS7JCsCu7u4FARhR3efgdMxZm6ssbaYwWYXifUGdjX+byAT13yBE1PaBEXPY9pzqEEtKTjavDh6/EgeO6LL4qNdzML4tzXhxOaCjrPQdX5P3sLbdWa/FQycucCt73+XbDIBgCcYrhsmvBfsLV5sTS7Ka3kEp0TeVmZ1Y51AIKB3W6tlhaJF92VhKmkQC+wtXtPtBAHssfqfoXw+z8TEBOvr67hcLrq7u4lEIhSmkrpQANr7nruxiu0xlzblMF2TFyCrFCc2sJ3csuG6e/cu8/NbYZ937txBlmW6u7tRVZWNjQ29s3y3Ab7V2GMepHd1UI5r0w22Zreh+CmIAo4uvykQHKA0N28QCgDkZIrctet4L9YvjO6Wzs5OcrkcCwsLqKqK2+3m0KFDey6y5/N5bt26xfr6OoIgEIvFOHDgAOFwmMma7QcsbbpEUaS5eX+CXiAQ4MKFC3pYbDQa1e2HFEUlvZ5HkkQ8QbOdUrlcZnZ2lo2NDdxuN52dnXg8Hubn5w1h0YqicOfOHZqbm3UhQ5QEBFEwFRIliwkmURTx+XwmuyWfz6e/3qqqkvz7f6BYNYGQHx0l9LGPYnuTc4vsTolDj7SRz5RQVRWXdyuTQBAEJLtIucaiTJQEhAcwLbYwvsH83XXkkoLDbaP3WITQprWdqqrMzMwwMzNDSXTi6xmkv7eXcDRmem8VRWV9IUMmUcAdcNDU7qVtsE4IaxVer9c0GQbUnVSpLF9bWzP9rVQqkUwmd5U7Ve9z13mwifRawTAlWZ0dUY/nZ5/n7vpd/fcfzv8QVVU53XKa7kA33YGt6Z7FiQ2mR7bEkGQ8RzFf3nPB3iEZXyO5pJBLmScjMpt5LaqqsjyVMv19aSJJ+1DobTFd4HDbcPsdpucRqv3Oajmind/NX9EyoGKHtGUNGjRo0KBBgwYNGjR4R/PQxAKPx0MqlTJ0ne2Gw4cP88ILL/D0008zNTXF4uIijz/+OP/wD//AmTNnHtLW/ujQcSDMnVcWDcWcjgNhJGn/HacOycGZln2+9jYHHPgJ7d/9otQpSNdbnlmFe88bly3f0oSFthOaoDB/ZetvgTZteQVV1Yr0qUUt8yDct6fCut0h0X8qSj/7DC+US3D1z7XsB4D0Ctz8Kjj+sWatxGbQ6B1jd7ujw4frkEWw8c2vwvqU9nO5qIkQog06d//eRiIRxsfHTeGq1aKgoijE43E2NjbweDy0tLTs2l5lr7h8Pk689/1k1tdQAafPr3d53y+CXUKKuhkdHWV5WQvwru62VmXr7ku11oKnyYXrQJjCvQ3UsoLolHAdDFsLOmiv37Vr13SLmkKhwMjICCdPnsQWz5lur5YU5I0C2ETr8ODMllVTuVxmcdEcAj47O0tHRwcjIyN6AVAQBPr7+w32OaBlVlTCe+t57IsOyWRRtBvkdXPxcbvl9SiXy0xOTrK6uorD4aCzs5NoNIooihw8eJC+vj5KpRIej2dfxbnR0VHdBkhVVZaWlrDZbAwNDdHd3c3MzIz+GWlvb9+3KLAdDoeDjg6juJnZKHD31SWKmxkR3pCToXMtODb3NUVRuHr1qmG6Ynl5mTNnzlgWflVVJZFI6CHINodEc7uP+Kyx2BnrMe8HgiAwNDTEtWvXdDFRkiSGhob017y8vGwQCgDUQoHclSv4n3xyT6/Hg6LeBF5rX4DZW8bzmWh34L6+WwESy1lmbm4VrYu5MmOvL3H8qS4cLhuLi4uMj29Z5qUyWcYmpzgXNebwqIrKnVcWDdNsy5NJhh9p2/c2trW1MTc3p0+wgGZ3FYloExc7iQn7xRNwcOyJTlbn08glhXCrF09g+3XmyjnG1sdMy0fiI5xuMdokqqrKwtiG6baL9zZoGwzty7KxgmQTsbtslGoybpxeO4IooJRUw9RBhXJJ0Ryj3nqtAEEQGDgd4+6rSxSy2veHr8lF12GLvKWmfmOzRoMGDRo0aNCgQYMGDd7xPDSxoKOjg9HRUe7cubPn+/b19emCwd27d1lbW+Ppp5/m61//+kPY0h8tglE3R9/dQXwmjSwrNLV5CUS2uoPz6RKr82kEAZraffuyJnrLiB2CtXvGZXaXll1ghVX4XmV52wk48JPQchQ2ZjSLosiQlrMAWsjvza/Cyu2t+zUPwtGf2brNw2Z1bEsoqKCqsHBVFwvk9YJBKAAozqWxxTzYq953smtbQkE1C5f3JBZUOrHv3r1LqVRCkiR6enpoamra3DyVGzduGDqU5+bmOHXq1AMr4tciCAKZUpnx8XEKhQJut5uBgYE9TTXVY2FhQRcKYKvbuqmpCafTiRRwINf4a9si5m58Z08Ae4cXeb2A4LZh89UvfCUSCV0oqKCqKnNzc/Q5o1hJY4JTQnTZrLMWqiyIZFlGUSwKVeUy8/PzhoKxqqrcu3ePaDSK2+3Ww06rPcxbW1s5ePDgfdnfGLZ1syhtXr63QNwbN27ozyWbzZJIJDh27JihyLnfgmahUDDlBYBWdD9w4AADAwO0t7frgkptx7aqqpTLZWw2m0mokGWZe/fu6RZRbW1t9PT07Or1VVWVe5dXdKEAtG7mmdE1Bk5pheX19XWTDVOpVGJubq6uDVLt69RzvBm7U2J1Po0oicR6/HUnpkKhEBcvXmRlRbOxi0ajhvXJCXPBFkDesF6+H+SywvxYgsRiFsku0toXpKm9foh9PdoGQ4g2kfhMGlVRae7w0TZw/3ZJa/MZ0zJF1myPYj0BS3Evk8mQTCYN9lmJ5azJ9i6TKLA2l9m3/Z3b7ebUqVNMT0+TyWQIBAL09PTo4m9XVxfr6+sG8TgSiVhOKSiKwvr6OoqiEA6HdxSQ7U6J1r7dv76yIqNiFktLijnXBlULIDato6SglBVTBtFeEESBzoNhJq6uVC3UloE26RmIuEnWCL/hFo9hAmtjJcvC2AbFfJlAxE3HgTB255t07oEm2Bx/spPMRgFREnH77W+LqYcGDRo0aNCgQYMGDRo8fB6aWHD06FFGR0e5du0a6+vruxpJr6ajo4Pvfe97PPPMM4yMjJBMJvnJn/xJDh069JC2+EcHt99h2QG2tpBh/I1lvft4/m6CoXMtBKO7tBR6q2k9Brk1mH0V5DJ4mjSbo3qByc46BZLKckHQiu4hixDttXtGoQC04n38jiZavBko5R2Xl9fMnuAA8mrOKBbsdSpjG1paWohEIuRyOVwul6Hok0gkDEIBaIWthYUFU4f6gyKVSjE6OqoXrHK5HDdu3OD8+fN46vjcVyiv5SncS6BkykghB86BkO6fD9Y2G6qqsr6+TltbG+7DzWSvrqBsFmilgAPXQfOxTsmWyF6P68KCLeTEfTyKaFH8qe7irUaWZRzdAcrxnCEz3BZx69vsOhAmP7qq/110STj7twpuTqeTQCBgKhhHIhHLAnils9ztdrOxsWEQCgAWFxeJRCIPRJgBsMdiuI4eIT9yY+v5bS7bLZlMxvJ9m52d1cWC+0EQBARBME3XVBf03W63pYXT8vIy4+Pj5PN53G43g4ODhm26c+eOoTg8OTmJqqr09+/cuVvMlS3tT6q99q0yBEATQHp6elhaWjKIScFgkFAoZLitJIl0HW6y7jK2wGoCooK9vU07Dte8lo46t98P9y6vsL64VZAfW8szQIzmPU6+CIJAa1/QsoCtKArFYhGHw7Fn4axe6H1lee1+VqF2eXbD/N6DNm0SRfvOk0sKM6NrWsOAKBDr9tNxIFw3e0dRFEqlEu3t7QQCAdNza2pq4sSJE8zOzlIsFmlubqary/x9msvluHbtGtmsti/abDaOHj265/PC7fA5fLR6W1nMGMWVwZA5S0cQBYIRFxs14oo35Hwg+RPRbj9Or43VuQyCAJFOnyE8vfd4hLHXlvQgZ2/ISc+xremj5GqO2y8v6Z+LfLpEer3AkXc9mGyZ3SKIFqHv2TVYvK5NPkYPWp8/NWjQoEGDBg0aNGjQ4B3NQxMLHnvsMb785S+jqip/+Zd/yS/90i/teR2xWIznn3+en/iJn+D1118nm83yxhtvPISt/dFHVVVmbq4ZbEoUWVsWfHyPYoEiw9IIJGbAHdJyCJx1Ci+pRS1XINABrj369dciCND/BHQ/AqUsuIJbtkCZVZj+4WaocRv0XILmAc0+KL3VGY7NCe2nLVdvIDlrvXxj7s0TC5oHNSFErumMjB3WfxTrZFEI7pqPtjei/asNcN7nc5EkCZ/P/J7X+pPvtPxBsLy8bCqcqarKysoKPT09de8np4tkL2+JZ8pyDnmjiO+RdoRNb+x63eeVLmzJ78D3SDtysogggug3e8QD5G6uGSYQyokC+dtreI6bi+zhcBhJkkw5EJFIBFuTC8/pForTSZSCjC3ixtmz9blydPiwhZ2U4jkEu4Q96tafS4VDhw4xMjKiTy+EQiEGBweZmrKYPAHdC7+epdz6+voDEwsAfE88gevgQUrz80ihEI6+PoQ9BFaXShadxNss3ysOh4NIJKJ3y1fYKWA5nU5z8+ZNg6g1MjKii1rlcpmlpSXT/RYWFujr6yORSJBKpfD5fITDYdN+JtlFyzwBu3PrWFBb+K9e7vP5OH36NDMzM+TzecLhMF1dXQ+1OCn5/XgvXSTzgx/qy2wtMVwnTmxzr92Tz5QMQkGFpYnknsWCeiwsLHDv3j2KxSJOp5PBwUFisdjOd9wk2uVnZTpleN9sDolwi9ad39LSomdAgXZsczmdJgswT9D6WOWtmiyauBZnbX7rWDx/NwFA57BZ+MlkMly/fp1cTiuou91ujh8/bhJgw+HwjkX/e/fu6UIBbAUhX7hw4YFNJQE83f00z049y3JW+87vC/Zxqf2S5W17jkW4/fIihU2bNofbRt+JB3ccCzS7CTRbZ764vHaOvLuDXKqEIIDLZ+zaX55MmQS07EaB1Fq+7jrrIcsKAiDep10WoJ3zXf2LrYaF2Vdh8Bnouv+coDedUh4Wr2nnRIF2bcpUegCXRBtzMPcaFDPQNAAdZx7Mehs0aNCgQYMGDRo0eBN5aGew73nPe/Sf/+N//I/7EgtA61x77rnneP/738/3v//9B7V5P3bIJUX3nq0mmyyiKmrdzkITqgojf6112VeYvwyn/4lRDFBkuPEViG+GDQriZqHfGFKaSxVJxvM43BKhmGd322FzaP8qFFJw+c+0iz/QBIq1cTj3P8LJT2oXtIkZ8DRD13kU0Ud5JgUC2Fs8CHaLQqSnTgey9wF5j6vqzvkHdjcc/Vm48/eQS2jPufuSZpdUuUmrl8JkUu9sB01AcLTV2EAIAhz5GRj9mvb6CCK0HtWElwdIPQ/7essfBPWKmTsVOUtzaVNhVSnIlJazut9+R0cHS0tLhsK93+8nGAwiJ4uoZQUp6MQWsrZwAS1ToLxu7uguL2dRVRUlW6YwnkDeKCB67DgHghw5coTbt29TKBQQBIH29na9GG1rcmFrcpnWV0H02HF217d88ng8nDt3jkwmgyAIumVIR0cHi4uLhsmGUCikF5grokEt9ZZXI8uyXkzdqTgoCAL29nbs7e07rtcKv9+Pw+GgWDR2Wu9nqqBcLjMxMUE8Hsdms9HR0UFbWxvDw8PYbDZWVlYQRZH29vZthSmoL2otLy/T29uLoiiWXeTlcpkbN24YxInm5maOHj1qeC1tdolot5/lSePUSLVVjtfrpb+/n4mJCf2xIpEIra2azZPf7+fw4cO8mXjOnMHR309pdg4p4Mfe1YVQZx+p2GVV8lA6Ozvr2icBlItmyy1t+e4mqvL5PNPT06RSKTweD93d3QaLnWQyya1bt/TfC4UCN2/exOfz7TjVVMEbcjJ4JsbcnQT5dAl/k5Ouw81Idu01aG9vp1AoMDc3R2YtTnFlEdHt5koiTs+xE0S6ewEtfDYY87CxvFWU9zW5aOrw6s95bcEsnKxMpy3Fgjt37uhCAWji1p07dzh58uSunlc1VkJjPp8nn8/v+nXaDUFnkI8e+CjJYhJJkPDa69tNubx2jj/RSWotj6qCv9l1X1kFe0UQhLo5DOWS9f5Zb3+2olSUmbwWZ30xiyhCc4eP7qPN95exMfE988Tj5Pc0W0fb/eVUvKmUcvDGn2lTEqBZOy7dgBM/B/cjXiVm4Mp/A3XzfVqf0hpPjv7s/W9zgwYNGjRo0KBBgwZvIg9NLBgeHubw4cPcvHmTy5cv87WvfY0PfehD+1qX3+/nm9/8Jh/+8If51re+9YC39McDySbicNsMftag+dLuWigA2Jg1CgWg+erPvQ4DVYGUC1e3hALQLp7Gn9MK3R6tMDF/d90QGOkJOhm+1IrNqngPmjXQ1A8hn4BQD/S9WxMoFq5tCQUV8klYHtVCjPverS8ux3Nkr87rReL8WALvqRhSsKbgFB3WRIbUpqWBqoIvCrHd26FYMvcGTL+kCRzhXhh6j/56WNLUBxd+GQpJsHtMlkuCTcR7rpXidBI5WUTyO3B0+60FEG8znP2n2msjObS8hwdMMBgkFosZfP59Pt+OXdf3Q0tLC9PT04ZCqyRJO3b3qmVrew/kreU+n49Tp04xMzNDLpcjFArR1dZJ/o0VyokCoIX5uo9HsFXsGooZSC5oUzfeCIggSAKqbHw8wS6ilhSyry+hbPpnK3kZOVEgdLGNixcvks1m78tf3/ScVZX5+XkWFhYALXOgEvLr8Xg4c+YMs7Oz5HI5wuEw7e1bthexWIzp6WlDh7DT6dQLzfWYnp5mamqKcrmM0+nkwIED92UHpKoqmUwGVVXx+XzmDntJ0r97KoJBJBIx2WCVSiWWlpYoFAp6d3TtukZHRw22Wrdva9Zk7e3tDA8PMzw8vOvt3knUcjgchMNhU2HV7XabphhWV1eJx+OmfbznSDMur53VuTSSTSTa7ae5w9hB39PTQywWI5lM4na78fv9b7kXuS0cxrZDd7pVOPPS0hJnzpypKxh4gw7L771Qy84F6nK5zOXLl3XrpmQyyerqKmfPntUFsurjXIXdTDXVEm71Em61LmxXgsZbo1Eu//3fIAQ1Ub6QTXPn5R/g8gfwhZsQRIED51pYX8yS2SjgCTgIt3r0jnJVxdStDlhmmMiybGlLtr6+jizLSHuY9AHtOFE72SOKoiHHRlZkLi9f5t7GPRySg2ORYwyEBvb0OBUCjt1NMQqiYMh0ersQavGY8idEm0ggsvvv7ImrKyQWtWO1IsPKdApBFOg9dh9WbJkV87JyUTufsT34EPeHxsLVLaGgQmJaO8eMmG2rds3My1tCQYWVO9rk64NqNGnQoEGDBg0aNGjQ4E3goc7G/uEf/iGvv/46YH1Buhfcbjdf//rX+bf/9t9aXqA32B5BFOg63MT4Gyt6wUAQBToP1RSqs2sw+QIk57Xu+t5HtRFt/e+r1g9Qu7xeuHBiCjxNFLIlZm8njKvYKLA0kaTjgEXRaGMOrn1560Js8Tok57TpgaK5WxIwLVdVldwtoxWTWlLI31nHe66m4CnZ4MQn4ep/hZlXteJ6ZAjk4v476FZuw51/2Pp97R5c+3/h/C9t380mCJrlUh1Ep4RraA/ez/drB7UNgiBw+PBhWltb9e7faDSKJEmUy2VEUXygthOgdUsfO3aMe/fukU6n8fv9DAwM1O14lzMlyqs52LRsqRbLBAFsUWPxqLbbOndrTRcKAJSiTG4kju/RDoSFN2Ds21tZELFDCIc+iL3DR7EmiNrR5ae8ktOFggqqolKaT+MaCltaPd0PU1NTTExM6L+nUimKxaLuie/xeDhw4IDlfSVJ4tSpU8zOzup2OJ2dndsKGaurq4yPj+u/FwoFbty4wcWLF7ftCK9H5f4VWxav18vRo0ctrVEuXbpEKpXCbreb/l4oFHjjjTf0QvD09DSdnZ0MDW1N7eTzeVP+BmiB3e37mHqoiC3V34WiKBoK/sPDw4yOjpJIJBAEgebmZpxOpynwGrTida1YIIgCrf1BWvvrHy+gfqbC25m1tTVT1kahUGB+fp6+vj7L+wiiwMDpGONvLOuCQTDmoaPmeKmqKqVCHslmQ7JpBeyVlRVTxkOpVGJxcZHe3l6AuseyB32MA0gszCKYAnxV4lMT+MLa97ggCjS1ey0DnO1OiUDUbSpC14pJsDndY7ebCvx2u31fz62np4cbN24YlnV2dhrEgudnnuf2+lZO0Hx6nmd6nuFAWDseleQSt9dvs5xdpsnVxKHmQzilnY8hqqpSVIrYRTui8ODfl4dBrCdAdqNIfDYNqorNIdF/Mlq/kaKGclEmsZQzLV+dS9+fWOBv085bqrG7tz0/eVtS9zw2DtyHWFBI1l++G7EguwYLV7TJh+Yh7ZyzESrdoEGDBg0aNGjQ4C3goYoFzzzzDM8888wDW5/D4eD/+D/+jwe2vh83mtt9uH0O1ubTWiGqw4fLV9WpXi7A5f9nq8ieS0BiEs7+s63u90Cd4Mna5fUK0k5teXq9YNnlmFrLa8tTC1rBNdChFdLn3zB3bGXXNFGieUCbbKilyRgKqhYVg11PBXmjYFoGaLkMqSUIbXYkr47Bjb+GU5/e3wXcwjXzslxCE1CarItd70QqRc7mZu3iOJVKcefOHZLJJHa7ne7u7gfuhV55PFVVTetVywoIIEgihekk+duVzm0VtSAjuCQQBESHhGs4jOjaOiyqqkoqlSKZTOL1egmFQpTj5iKMkpdRVuNId5817tfLoxDuwTV0EtEuUVrMaPZXHT4cXX6TgKA/bun+xFXLdaqqKaAYtOJ3b2/vroqADodjV2G7FWo74kETjuPxeN3Q2+0YGxsz+LdnMhlGR0c5c+aM6baiKBIMWhexKr781czOztLR0aELC9sFTe+HirAxPj5OJpPB5/MxMDBgKNq7XC5OnTql2085HA4WFxeZm5szre9B2rfshmQyyezsrCHPoDrc/GFTbYlTTb3Q5gr+JhfHn+oiu1HAZpeM33lAdiPB2KsvkV5fRZRstPYP0nP8lMnGqkKhsPV90drayszMjEEA2s1U0/6of7xcWFhgenpan5IZHBy0FIP6T0a5d2VFEwwEgaY2L121DQNon53Ozk6DsAjs+7gdi8Ww2+3Mz88jyzLRaNQwkZQtZbmzfsd0vyvLVzgQPoCsyHxt/GssZbcyPW6t3eJnhn4Gh1RfrFzMLPK92e8Rz8Vx29ycbTnLseixHbe3IGvv8W7EiIeBKAr0n4zScTBMKV/GE3DsLXPgYdWX+5/QmjTKm58BQYDBp995nvz+NuvzscD+rO90wn3aOWM1Nsfu1ptcgCv/D8ib3zsL16DrvPb6NmjQoEGDBg0aNGjwJvMOO8NvcL94Ag48gTq2N8uj5i59uayFwPU/of3ui2oXMDOvbN3G3wodNaHB7ae1i51yVSE+0KZdTKH5BVvhduThtf+8FUrsCsKxjxrXU005rwX+dp2D2dc2swBE6HuX9nhVCHYR0SGh1PhVCx4b11aucWf9DgICw83DHG46jLBwxfx4G3NaV5o3oo2Wz70G+Q3NFqnjtMkmyIBap8hYK4K8GSiy9nqt3NoKfY5ad5RvR6FQYGFhgWw2SzAYpLW11WBRIcsy169f1wtspVKJ8fFxXC7XQymoVReylKJMfnSN8koWBAEp4qK8XF1wFBDdNhztXhw9AUS3HUHaur+qqty+fVu37AFNlOizR6CmbikIIKRnLQUw1u4htJ/C2R/EWdPxbY+6KdxdN93NHtsqBFcHjN4PqqpahvyWy2UURakrFqiqytraGhsbG7jdbqLR6K6LxPXWuVcbkwpWnf7JZJJisbgnq6btgrgrRXiv14vH4zHYLsH+sg8qVESt7V5vwDB1EY1G9WmOCl6v9yEVpK1JpVJcvnxZL4pvbGyQSCQ4efLkfYt+lemAQqFAKBQiFotZvjb1wpnrCULViKKAL2yeNFIVhdEXv0shq+0Pilxm/u4tHB4vTW0d3Lt3z3SfiggKmmBTmWrKZDL6VNN+pmZ2ormzm+mRqyhytYglIAXChtyEeDxONpvl3LlzptfR4bIxfLGNUkFGENm2U72npwen08niombF19rauqPl2HYEg0Eto0VRTJZfuXIO1TQ1oS0HuLdxzyAUAKzl17izfoejkaOWj1eUi3z93tcpykV9XS/MvUDAGaAnYG0RlSvneH7meSY3JgHoD/XzRNcTb5lo4HTbcLr3fppus0uEWz2s12RURLruMzvI36LZIi6PalOWkQPvTHud1mOwfFPLGNCXHYVg1/2tt/sSbMxo54mgiSgH36+dY+3E1Pe3hIIKs69B1wVwPtgJwwYNGjRo0KBBgwYNduKdMZPdYGfkEtyn1RPlOh2atXkAg0/DmZ+Hgae04LbTnzFfDHmatNDj9pMQ7tGK98c/odvteENOwjUhvDaHRJv62pZQAFoh/tbXtZHsWkSbJj4IAgw+Axd/BY7/I7j0z7ULrLnXNeuiW9+A1CKCKOAcMBaWBAGuhu7y4tyLLGeXWcou8d2Z73J5+XL9Ir4ia0LBG1/UMghWx7U8huv/n3WxuELMIjjU4dWEhjebO/+gbXNyHtYmYOSvtIC/PVCxcpmYmGBpaYk7d+5w7do1Q3bA+vq6oRO3QqUA9SBIp9PcuHGDV155hVu3bunF9fzNVUrLWVRVs/YpTiYtpwLkdAnJ59ByBaq2PZFIGIQC0Gx1kn5zx7G91YsYqDNN46hfoBE9dlyHmxE2w0wFScA1EEJqdlEoFLh8+TIvvfQSL730ksE2Zz+IokhTk1koDIfD2xb/b926xbVr15iamuLWrVu88cYblqKDFW1tbaZissPh2HfBvdq2pMJ+rK3q2TtVLxcEgSNHjhg6+KPRqG5BY0UikeD69eu8/vrrTExM1J1O2Mv2SpLEyZMnGRoaorW1lcHBQU6fPv2mdvXPzs6arAQTiYRhykOVZUpzc5SWzEHO9cjlcrz22mtMTk6ysLDA6OioofBdjd/vp6vLWMxrbm6mpaVlj89mi9RaXBcKqonPTOL3++nv79f3X0EQ6OzsNIgFAE1NTZw9e5bHH3+c06dP70q8qFDMl+uG2dbi9HgYfvRxPEHNQsnl9XHg4qOsWwhf2WzW8N7UYndKO1raCIJAW1sbp06d4tSpU5af5d2SzWZ55ZVXuHr1KtevX+ell14yWEo1uZoscwZ6A70AJAoJy/Wu5dcslwNMJid1oaAaqwmGCt+d+S4TGxOom/+NJ8Z5cfbFurd/O9N3PEJzhw9BFBAlkVhvgK7hPdgV1sPhgc4z0HPpnSkUgNbUceKT2vlr/xNw8pMw/IH7t/yxu7TJ01OfgqM/A5d+DWKHdndfK2skVYGcORy8QYMGe+OLX/wigiAgCAI///M/b3mbyclJ/Tbbnef19vbqt5ucnHwo2/sw2e3zfKfx/PPP68/riSeeeKs3py7/7t/9O307/92/+3dv9eY0eAfyII9nbzW/9mu/hiAIeL1eU83lYSPLMv/pP/0n3vve99LS0oLD4bB8XSvLHpQjRqFQ0L9H3vve9z6QdT5MGpMF73Qycbjz91qHlN2tFcm7L+7voqd5CMa/Y14esSjUB9pMnfsmvM1w8H11/zxwOsbqbJpkPIfDbSPWG8Dx6qT5hqklzaan86xWnFcV7YL1wPu0/1dwBbe8c29+zVj8XroBJz+Jo7MT0WPX7GBEAbHVyej0N00PeXXlKqdihxEmvlfznCLgi2nF9nJNIWJ9UhvRD3ZaP+HWY5r4MfuKdl9fTOs6u58R/ty65iFs92rvk7iLju1iRst8qGX6JWjZfYDz/Py8qXidSCRYX1/Xi9I7hbqqqoqSKSHYRIP9TwVVVdnY2NA98kOhkLEjNZfj8uXLelE2k8mwvr7OuVNnTcKAYBeR00WkZpdhHZLXzsrKChMTE2SzWQKBAAMDA3WLbWmpQOxkF8WZFGpZwR7z4OgOAE3ae1otdkk26DiDoihks1lsNpspS8HR7sPe4kHJlhFdNl04uHv3riFkdGNjg9u3b3PixAnTa1S4fZv8jRuoZRnn0CDukycRLArSBw4cYGRkRO+s93q9dTMKQOvarxV2MpmMbl20E36/n2PHjjE5OalPn/T39++70N3Z2WnIQABNkNjr+jo7O02e9NUWRBV8Ph/nz58nm80iSVLdHAzQ9v0rV67ohfJkMkkymTS9X/vBZrPR2Wl9XFlfX2dhYQFVVYnFYkSj0ft+vFqsBD9At+opLS2T/Nu/Rdncr2wtMYIf+ADiDlZJMzMzJrufpaUlurq68PvNItvg4CCtra0kk0k8Hg/BYPC+Tt7EOsfLymenp6eH1tZW0uk0LpebjfkCI9+dQxAFol1+Yr37C4fOpYvcu7xCJlFAEAUiXX56jjYjituvK9TSyon3vA9VURBEEUEQmF29YnnbejlR+Xye+fl5PbC9dhrsYTA2NmawkSoWi9y6dYtz587pJ+DP9DzDP0z+A5mS1g3f5m3jQtsFAFo81oJQveUAQh0vnnrLS3KJiY0J0/K7ibs82f3kOybvoILNITFwOka/spVR1aAKUdzXNOWOCAKE9jGhEOgwhy5Ldu2cokGDdwhPPPEE3/3ud/d8v8uXL3Py5MkHv0ENGjR4R/HFL36Rf/pP/+kDXefExMTbumD+48q1a9f4D//hPwDwL//lv6StTasrTk5O1s2i2y//5b/8F4MAUCwWed/73sdzzz33QB9nNzidTv6X/+V/4TOf+QzPPvssX/nKV/jIRz7ypm/HbmmIBe9kFAWu/aVWgAYtFO3e89rIcuvOvrwmvM1w8Ce1gFa5pBWeuy+avP8tkUsQv6NNITQPgDu0411EUSDa7SfaXVUUsntBrinSijawuWDoPdDzCBRSWvhyvSJ7ds3cJa/IWjH82EexNbmwNWlFv4JcoKSYu6Tz5bwmvJSyMH8FlLImAgz/lHYxmK/TtZlL1BcLBEGbsOi+BHIB7J7762Sbv6yJFpUuXk+T1iHn3MFqoJS3npqoFxRdh3oe4tlsVhcLQqEQTqfTVGxsaWlBThfJXY8jp7XX3x514z4aQbBpRRlVVRkdHWVpact+IhKJcOTIEb0ze2FhwdS9nc/nWY4vU9s7LtglbEGnobgn2EQKEZEbN7YmIjY2Nrh27VrdLyqPx4M9qv2reQQ48XMw8zIkpsEdhq4LbJRt3Hz5Zb0wHYvFGB4eNhToBElE8m/Z6FR8/WtZW1ujXC4biuP5kRHSz29dnJWXl5GTSfwWnTVut5uzZ8+STqdRVRW/f/tiZ7X1TTX1bHysqM6vuF+6urqQJMlQHK/tNq+lXC4jCILh9Xa5XJw9e5alpSXd5z0ctu66rXQ87MTMzIypo35tbY1UKmVZ+Lbc1pLM2nyGclEh1OLBE9jeWmlxcZHR0VH99+XlZQYGBuju7ra8fT6fR5ZlPB7PnorcTU1NrK8bO1xFUSQUCmm5Hs8+qwsFAOWlZTI/+AH+HTKLai2eqpfXe818Pt8DC/72hpvwhsJkEsbn1tK3FXLqdDpxOp1MXo+zPLnVDT+1UUCWFdoHQ3t6TFVVGXttmVxKE0lURWVlKonDJdFxoH7ndyaT0Y+FsVhMfw1isZjpvXE4HJa2Tfl8ntdff10XaJaXl4nH4xw/fvyBdczIySKFyQ2UXBlbyImjL2javsrzKRaLumVTq7eVTx36FEvZJRySg2ZXs75NXf4uBkIDjCe2hMIufxeDofphtL2BXlw2l/ZdXsXBpoOAJg4U5AJeu1d7HEH7rNd+hkVBrCswvBNoiAT3SXHzGOXYXvi8b3of0/Kr8pvHmEoexG4sjBo0aNCgQYMGDd5B/E//0/+ELMv4fD5+8zd/80197P/z//w/DULB448/zuDgoN4UePHixYf6+J/85Cf53Oc+x9jYGL/1W7/Fhz70oYfeuLVfHopY8NRTTz2M1RoQBIFvf/vbD/1x3tZsTFsXrRdH9icWALSf0uxyMnGt2LmbC6RcAq78162LnDFB65hvO773x++6AHdrOv07TmkhcaDZ9jh2KNwVktbL84mtn7NrsHILp2ijyxFippgw3LQ70I1QykB0WBMoEIyvRbhH6+ivZrcdZZLt/gMBSzkY+5bR9ii7BlM/hAM7jDR5mjQxJ5cwLm8e2NMmBAIBQyG/QrUNhyRJHD9+XO+Sdzgc9PT0EI1Gyby8oAsFAKWVHMJYAvewJjSsr6+b1h+Px4nH47pfez07nLIiY4t5KC0Zi5Hu41FsYSfleA7BIeHo8DE+N2kqEJXLZb2YXl0wd7vdum+3qqrkUiXksoI35NS6gh0eGHhSv72iKNx46SWDWLK8vIzH49lWNa8Ut2uFEEmSTEW93OUrpvvnb97Ee+kSooV3uiAIuy5e1yvK7qZ4/jAQBIGOjo5dhSMXi0Vu377N6uoqgiDQ0tLC0NCQ/mVst9vrduvvh3qBuNXLNzY2DFMWvb29+jRDPl1i9AcLlAraez57a43e4xFiPXXsrcByBH5qaoqOjg7DSUepVOLmzZusrWmdqz6fz2SxtB0dHR0kEglWVzWrDFEUOXDgAA6HAzmRQLYoBhd3MZ4fCARMhWRBEAjUs/S6T7LJIiszKeSSQrjVQ6jFw/CjTzBx5TUSC/PYXS7aDxwi2mP8bMplhRWLMPKlieSexYJssqgLBdWszWfqigXxeJyRkRH9ODU9Pc3hw4eJxWK0tbWRz+eZnZ1FlmW8Xq9JjKwwOztr2k8reST1MiH2gpwpkXltEVXWtlNOFimv5XE6HORqptAkSTJNBEmiRLvPHAYrCALv7Xkvc81zrORWaHI10e3v3lbgsEt2Ptj/QV6ce5GFzAI+u49zrefo8HXw/bnvMxIfQVZlml3NPNX9FFFPlKHwELfXbhvWc6jpkGESbm0+Q3w2jSBoGQBNbW/NsfDtzGJmkVtrtygrZQZDg/QGe9/aDcqsQikD/vbdn3sVs3D7byF+V/u9eVBrFnlYooE7BOd+YbPpJqedj3nq5Is1aPAO4Ny5c5w/f35Xt30YE5ENGjR453Ho0CH++T//59ve5itf+Qrz8/PA7o4zD+uaosH+efHFF/nmN7V63y/8wi8YGvYCgcCO+8Arr7zCq6++CkB7e/uOnfmHDhktIf/0T//U8PNnPvOZPW3//SJJEv/qX/0rfvmXf5k7d+7wZ3/2Zw98ouZB8VDEgopv3MNCVdWHuv4fe2xOCO5cjNOZfGFLKACtgD32rFZot+0+dBTQQoJtTli4ok0DxA5Dx5nt76OqWm7Axox2cdU0oI1vyzWF5HCv9v/lUc2maLO7/hlV5h+CIeYlrVu92RnmqWwOXvq8tm6bU7NTqvaebT+tPWZiWvtdEGDg6S0bpIdNatEchgeagLQTggCHPqTlFFSmCQJtWyHWu6StrY2VlRWDVU5nZ6epEO3z+Th16hSKouiWE0q2hJyyCNtdzsKmWFDPBmhjY0MXC5qbm/UThmqamppwt3sQJIHSYhZEze7HORhGkATsLVsFnnr+6oIgcPLkSebn50mlUni9Xtrb27Hb7ZSLMndfWyK1qhXA7C4bQ2djphDVVCplaeESj8d3FAva29uZnja+n21tbaYioGI14SErqMUi3GfQaiAQIBaLsby8Za3kdrt3Vax/q7l165Ze3FZVlYWFBSRJYmjIwlZtj6RSKRYWFlAUhVgsRlNTE01NTQYfdtDsgyriWSaT4cqVK7o9TD6fJ5FIcP78eWw2G7O313WhoML0zTWa231IdrMFiqqqlhkW5XKZcrls2E/Gx8d1oQC0yZDR0VHOnNnh2LpJRfSr7M+BQEAPlBZcLhAFUIyfI2EXgdxdXV3/f/beOzySq8waP1XVOSe1cpZGGo0mZ4/HCSeMDRgbgxfjhD/CrllgWbzss8tH2G9Z4g+WsCywGJNszJJswPY4h/HkpEnKOUvdrc6xwu+Pqy51dVW3WmFmbNPnefSo+3Z1dcVb977nfc+Bx+NBJLJQ1VRbWysz805EI+BSKegtctkhfzSJg/1eTAbicJo02NXgRKlFLhcV9MbQfWgKwvx2ekZDqGi2oarVgdbLrsi7nTwniN/LBFeg30AmaEZ57JIrA1wQBPT390v6qXRbSUkJKIpCQ0MDampqwLIstFptzvFRvmqwXGSBIAgYm4shGE+hym6AVS/3DUkjORYSiYI0uHAKNRUV6I5LyfV0lVChoCgKVeYqVJkJwZdMJhEOh6HX63Oav5cYSnBr863gBR4UyLPnzOwZdMx2iMt44148NfgU7lp7F66ovAJqWo1uXzcoikKroxW7yheyi6b6AxjtXLiP/NNR1La7UFr/1piICoIAz2gY00NBcCwPR5kRFS02MEzhEkyDgUE8M/iMaFjdM9eDXeW7sKV0y4Xa7NzgUsC5PwLePvJerQfa3llYtWzvvgWiACDr6N0HrLuApeIqDTFaLqKItwBuuummt6Qm+5vRp6CIIt4s2LlzJ3bu3Jl3mbNnz4pz/7dqP/NWx1e+8hUAZGz/t3/7t5LPHA4Hvve97+X9/he+8AWRLGhubl50+UxEo1F0d5PEII1Gg7vuumspm75q+OAHP4iHHnoIwWAQX//613Hvvfe+IePbF0yGqFCDwyJWAGsNCU5nVxdc7MlGYFzexiaByOzSSAeABLLL2gvfB0EAzj9BCIA0jC6g4Wqg/wVCOACAuRSouYy873teIsOjpxi8i7Jiuvk60BSNkrlxUD3PZOxLAuj8E2CrWahqUGmI5E9glBAltuplEwWRQALjPXOIBpIwWDSobLHDaF0kyKu3k2OVfZ/pC8xEs1YCu/4WCI4BjAYwl4uSSCzLIhaLQa/X59WCZxgGGzduxNzcnJgpnY+9l5i6MrTi5qcliADkDABltjudTlRXV2NsbAyCIICmaTQ0NIgZ8fp1LmhbeaTGw+B8ccS7fdDUmMGYFkgst9uN8XHpNUzTNEpKSqBSqRQlXca65kSiAABScRb9J2ax4ZoqSUef6/gVorFfX18PhmFEz4DS0lLU1srNsDV1dUj0SE07VS4n6FWQaqEoCmvXroXb7UYgEIBOp0NZWdlFNdddDpLJpEgUZGJ6enrFZEF2lvfk5CSamppQXV2NYDAoBuVVKhVaW1vFY5UmFzKRSCTg8XhQVlaGiF9OKvEsj1g4BZNduULEZrPJMvONRqMYyM/c5mwEg0HE4/G8PgzZMJvNMjKQ1umgW9uG+Dmp9Jth8+ZF16dWq7F161Z4vV7E43HY7XbJ+jk2hd7DB+CbGAMA6EwWtOy+HEYbyUBJsBx+c2wUkQTp5wOxFMbmYrhrZy2sBmlQe6LHLwv4Tw0EUNZghUqzELTmUjw842HEI+S4O8qMUGsZmBw6hH1ScsZWuvSscr1JA7NTJ+k/AEjl+DIgCIKiXFM8HgfLsqLpt0qlWvS+tFqtitdCLlPmJMvjjyfHMe4nJANFAXubS7C1lhz/ZJyFbyICnhfgKDdCSCiTJy6rA5pSo4RgS1doLQdjY2Po7+8XCejy8nKsWbMm5yA702+g198r+zySimAqOoVKUyWuqLoCeyv3ytbF8wIm++UE9kSff9neFW80zI6EMHR64fqY7PcjEWPRtLVw3fyjU0dFoiCNEzMnsL5kPdR0bqLpgmDk4AJRAJCM/fNPEONhJs+28Bwwq2CEPdtDkjRWWhlaRBFFFFFEEUUU8VeInp4ePPXUUwAW5H8uJjLnzaWlpdL41EWEwWDAnXfeiR/+8Ifo7OzEs88+ixtuuOGSbEs+XJAR70svKZjkFrH6oGlgwx1Sg+OaXUDpRSYLDA5itJsJii7It2DFCIxJiQKASCjxKWD33wG+QRLgt9cteA0k5HrrVGgKZcb54EWfgjkXz5F1ZZIYFEUIhBUgGWfRdXASXIoEEZMxFiFfHOuvqoJGwfBXhN4GlG8kfgppMKp5yaQCwagWqi3mMTo6isHBQXAcB5VKhYaGBsUsco7jMDMzg0gkArPZjMrKyiV1trSWUZQJ0lQvBMxKSkowNjYmkQEyGAySIBNFUWKgNhqNKgZK4+e8kt9JTUVg3FYGZl4P3mazoaWlBYODg0gmk9Dr9Whubha1tJXgn5EH7xLRFGKhlERn3mg0wm63ywK6hWTm0zSNurq6RU2ZTJfvARfwg50m2f+MxQzzddetWvAqTZy8mcrE0xUsF4K0HhqSy1YNDQ2hoqICGzduRDgcRiKRgNVqlQRvsyWlstv1FjUSUWm1Dc1Q0Bpz9wNNTU3o6OgQpWVUKpVi0JRhGJlkV7aPw0pguvIKMDYbEn29oFRq6Ne3Q1sgKcMwjFgplI3Rc2dEogAA4uEgug/ux+YbbwZFUeidDotEQRpJlsfZiQD2NLkk7fGIvJKJ5wQkYqxIFrBJDudfn0Q8TI7nNABfmRFN29xo2FiC3mPTooSQyaFDzTpCzvr9fgwNDYmmwfX19XlJmKatpRg574V/OgpGRaOswQp3rTJZkPbMyKy+AEhfyDAMpgYDmB4Igk1xsJUaUNPmhFqrfF4rKiowOzsrqYCpra3NKSt2atQvEgUAIXdf653FmlITEOXQfXgKPEueXePdc6ipMiF7rykKUDn1cOnNcLlcWCmi0Sh6excC/oIgYGJiAjabDaWluQ2P02Ao5WOT2a7UdwqcADYpJ0NScRYQACVbA47jkYpx0OgZ0EvIzr9UmB6USzj6JiNIxtn845EMBBJyQiXJJRFjY1BrLjJZkEkUpJGKA8Fx2dhHBpoGuCxvJ4pemc9UEUUUUUQRRRRRxF8xfvrTn4rz6Pe9730X/fcz58OXiihI44477sAPf/hDAMDDDz/810MWXHnllRditUUowegCNt9Fyq0phkxwLjZqLwPmhokJcBpV2xb3FlgNhGeU20NThDhJB/cjXjJxVGmVJYpMGYFQdQ75jFztK4B3PCISBWlwKR6esfDiWthrbgSs1YCvnxhDV2wmJtXLRCAQQF/fwuSaZVn09PTAYrFIs305DqdOnZIEnOx2OzZs2LCkTle/zglar0JqOgpKRUFTaYa6aiEbnmEYUQYoHA6LMkBK2bNpE9JscOGkjJAQOAGJ4SD0bQ6kJiLgAgk4DUa4t+4ATwtQq9WLBtpVGgbJWFbwl6Kg0sj3f926dRgaGoLH44FarUZ1dXXO4ChAfA4GBwcxNTUFQRBQWlqKhoaGnIFd2miE7b3vBefxQGBZqEpLQV3ih9+lhlqthsvlwuzsrKS9vLx8xetWyvJmWVYkmnIZ8LpcLkxOTkraKIoSzZ8rm+0IeuJi8BUAyhttUGtyB/RNJhN27doFr9cLQRDgcDjETPNMVFZWor+/X9JWWlqquOxyQDEMDFs2w7Bl8WqCpcA3Pipri4eDiAb8MNrsiOeQAVJqN9l18MWkRLFKw0BnWjgGMyMhkShIY24qgpA3DotLj/YrKxELpQgXPl+dFAqF0NHRIVaNTE1NifJSue5ZtZZB4+bCsrXThOiZM2fE36BpGo2NjfCORTBydqGCxjsWRiLKYu1l5Yp9mEqlwubNmzE3NycSG/nMosfm5Ne6IADj/hj4/rDkWhV4ARMzUbSUG5CaJN+jaAq6Fjto/eoNNTPltLLb02TBaHAUPf4eqCgVWhwtC4kAANqcbRgPSyvJnDonSg35iQZGTcNo08oqgCwuvaKE1PRQEGNdPnApHioNg5p1DriqCvOKuVTgWF7eKAjK7TlQbirHSFAqn2fWmGFSr44p+ZKgzjEGzdWeBs0AZRuA8RPS9vIN5LMiilAAFw6DnZoCH42CNhigKisDswoVnn/tOHToEH75y1/ipZdewsTEBGKxGFwuF9rb23HzzTfjvvvuu6g+WnV1dRgeHgYADA4OLprQw3Ecfve73+HPf/4zDh8+jJmZGYTDYVgsFjQ3N2Pnzp145zvfiWuuuUb23P7CF76AL37xiwCAz3/+84vKrbz88su4+mrim3bllVfi5ZdfXtY+pjE8PIynnnoKr776Ks6cOYPR0VFEo1FYLBZUVlZiz549uOeeewoyA7333ntFnfCf/vSnuPfee+H3+/Gzn/0Mv/vd79Df34/p6WlwHIe5ublV8VECgBdffBE/+tGPcOTIEUxMTMBoNGLdunW444478JGPfGRJ4+DR0VE88sgjePbZZ9Hf3w+v1wuj0Yja2lq87W1vw4c//GGsWbNmxdv8yCOPiPrl99xzDx555BGwLIvHHnsMv/jFL3D+/HnMzs7C5XJh27ZtuOeee/Ce97xnSb+xGvtyqc7ppcDp06fx6KOP4qWXXsLw8DB8Ph80Gg0qKyuxadMmXH/99bj99ttzVuqm4fV68cgjj+CZZ55BV1cXZmdnodPpUFFRgauvvhr33Xcftm3bdpH2imB0dBQPP/wwXnjhBXR3d4seky6XCyUlJVi3bh2uv/56XHfddauS9PPoo4+Kr9/1rneteH2FQmleNDw8LGsvpO/s7u7GD37wA+zbtw+jo6OgaRr19fW46aab8OlPf7rg43TllVfC4XDA5/PhySefRCgUKthX8mKhWEv7VkG+kuoLDWsVsO0+kuXOxgDXGvJ3MWDKke1sypj4jx2XmiYnQuR4qeZzIGkGqM8guCq3AjPnFySMAELK2HNrzC8XuTSvswkERSxVsmkRZAdW0/B4PJKOa3p6WqbNPjc3B6/Xu6Tsc4qhoWu2Q9esbOoJIKcMUKHgswP66fZoCtGTM2DnFgI/9EQYxh1loqdCvD8Azp8AbVBB22CFKsOPoKzBioGTUqLKWWlUzL5Uq9Vobm4uWP5mYGAAo6MLQdK0cWlra2vO71AUBdVFyvxPJBLo6+uD1+sVyY/KysrVqWTgOcXsTTbJwTMWRiLGwurSw+rWL/p7LS0toGkas7OzogdEPp8IJYTnEvCOhwEKcFWZYLRqFU15dTpd3koUgEhm1dbWYnR0FDzPQ6VSobm5WZTVMtq0WH9lJWZHw2CTHOxlRlhLFico82Xmp1FdXQ2KojA5OQmO4+B2uxed4F5s+Hw+0dC8tLQUDocDjFrZ84aZn9w1lJjwWq9cVqexRB6gqWq1IzwXF0k+iqZQ2+6U6LHHgsom1dFgkgSFKUpSOQQAExMTMnmpeDwOr9eb97wIgoBEhAUoQGfM//x2OBzYsWOH6B3idruh1+tx7jW5BGDYF5dVOGWCpmmRoFoMufwJrHo1xgNy2axUnIOq0Q5dgw18lAVj1YBSLx5cjYWCmJucgEang6OyGnSeipfsyrE00hP+jtkOvD7+uth+3nseN9TdgAYb0alvtjcjySVxcuYkomwUNZYaXF5xeUH9V90GF3qOTJNqAgAavQq17fJjGZ6LY/jMwnXJJjkMnPLAaNVCb16ij9NFhL3MiOlBaWWA3qxZ9PrMxGUVl8ET9SDKEsKIoRhcUXWFRArqoqFqG+CTemXAUZ973JiJxreRseHUGfK+bD1Qf1Xhvy0IABsn48xiNcJbFoIgIHr4COYefRShF14AuIwxPcPAfO21sN95Jww7d7wlpMouJiKRCD70oQ/h8ccfl302Pj6O8fFx7Nu3D1/+8pfxk5/8BG9/+9svwVbmx2uvvYYHHngAPT1yWTOfz4fDhw/j8OHD+M53voN/+qd/EnW83wj4zGc+g29+85uKFbo+nw8+nw9nzpzBf//3f+POO+/E//zP/8BgKNwA/vXXX8edd94pme+sJpLJJD7+8Y/jRz/6kaQ9kUjgtddew2uvvYaf/vSn2Ldv36KBPZ7n8YUvfAFf//rXZV5hyWQSc3NzOHXqFP7zP/8TDz30EP7f//t/q3q/T01N4b3vfS/2798vaZ+YmMCTTz6JJ598Em9/+9vx+OOPLxpovJD7cqHP6aWA3+/HRz/6UfzmN7+R3QupVAo9PT3o6enBb37zG/zLv/yLKB2shO9///v4l3/5F5knYyKRQCAQQGdnJ37wgx/gvvvuww9+8IOc493VxA9/+EN86lOfknmapX3BhoaGcPToUTzyyCPYs2eP7BpcKk6fPi36Ma5du3ZVkvguNv77v/8bn/zkJ2WelKdPn8bp06fx4x//GM8880xBpA/DMNi7dy+eeOIJxONxPP/884uaNV9sFMmCIlYHRhfQfG3Oj/kYC9YbA6VhoMqRibcsWKuBkhZgtlu6LRWbyOtUDBh4UfodrZkQHJYKgFaRSaAhQ+vfUg5sfD8wcgiI+Um5et2eC1K1YS8zYqLXr9h+sVGovn62HEYa4XA4L1kg8AKSYyGwszFQahqaarMkAL8a4HkOAi+Amd9mxqoFRVMyrXJKRYH1STt5PsYiNR6GpsaMyPEZ8PMBIT7OgvMnYNxZJnoduKpMoGlqwQiy3ICyhpWbW6eNeLOR1tpfLdmY5UIQBJw5c0aUhuI4Dr29vWAYZmUP/LkhoO8FUilkcBCz7ZIWAESa6/zrE2KQd3oggJIaM+o35g/4qNVqtLW1iYO7pQ7cPWNhDJyaFY01pgeDaNxSgsbGRnR0dIhljDRNo7m5edGqmrQRbVVVFeLxOAwGg+ze0hrUqGrJTZ4tFxRFobq6GtXV1au+7tXAxMSEaDYFkIlRS0sLyprWoP/YIcmy9ooq6IyEDHAYNXjbWjde6/UgyfJgaArb6uyodconrDqjGuuvqsLcVBQcy8NWaoA2K+PdYNUScigLRltuImgxeSklJGMs+o7PIDxHJmomhw5NW915pV70er3Ms0TJdDlf+1KxucaOrqkQkhmZ5XUuA8osOvjMGlmWvUrLQKVlQNMUaENhAebJvm4MnjwmvteZzGi/6lpo9MpBB6fTCYPBIKnwYRgGFRUVYHkWx6aOSZYXIODI1BGRLACAda51WOdaV9D2ZcJo1WLjNVUIeuIARaoKaIWxjG9S4RkpCJibilxQsmA4OIwznjOIs3HUWeqwyb0JKrrwYX5Vix3xSAqBeZk9nUmNxi3uJfWdDp0DH1j7AQwGB8HyLOosdTCoCw8grSqcjUSqc+wokAwDzibiXVUIGBXQdC35Wyo8veR5FpsDdBbioVXatvT1FPGGRuzcOUx+9rNI9CrIXQEAxyG0bx9C+/ZB29yE8q98Bfp1S+93/hoRjUZxzTXX4MiRI2JbRUUF9u7dC5PJhL6+Puzfvx8cx2FychLvfOc78dhjj+H222+/hFstxa9//WvcfffdEsmLNWvWYMuWLbBarQgEAjh37hzOnTsHnudlgdtLjdHRUQiCAIqi0NLSgpaWFjidTqjVani9Xpw8eVKsWH3ssccQCATw5z//uaDnRV9fHz75yU8iEAjAbDbjiiuuQEVFBebm5vDqq6+uyvZ/5CMfwSOPPAKaprFz5060traC53kcOnRIHG+eOHECd999t6ifrgSO4/C+970Pv/vd78S28vJy7Ny5E263G+FwGIcPH0Z/fz9YlsWXv/xlzM7OykiK5SKVSuHd7343Dh8+DIZhsGfPHjQ3NyMcDuPVV18V54xPP/003v72t+PFF1/MGWS+kPtyMc7pxcbExASuueYayfzEZrNhz549KC8vRyqVwvDwMI4fP45QKJT3Hv7Upz6Fb3/72+J7p9OJXbt2oaKiAvF4HCdPnhT98B5++GFMTEzgL3/5ywWVyfnjH/+Ij370o+J7i8WC3bt3o6qqCiqVCoFAAD09PTh79qwod7tSPPfcc+Lryy+/fFXWWSj+7u/+DgCpCP/5z38OgHjx3X333ZLl8iV3PvLII/jYxz4GgCQlbtu2DXq9Hl1dXXj99dchCAK8Xi9uueUWdHZ2FlRNkyYLAODZZ58tkgVFvEnBJoncjcADjkZAXXiQNzkeRrzTK5rZMgYVDNtKQWtX4fKjKKDt3URiKDBKAo3udcSAGCAmy5xC0IaNA01vy71eW82K/QgKgdGmRU27E2Ndc+BZHrSKRlWLXdHQ9EKjrKwMIyMj4DIyo9RqtUwHOpdsRT45CwCId3qRnFgIorAzURg2u6FyrlzeSRAEjJ47jcnebnBsClZ3GRq37oTOZIKu1SG9/iwaMDatjCwAAD6SAjsbE4kCcf28gOR4GPqWBVLJUWGEo2L1SZ3sLGWA7N8bwTQ+HA5LPCTSmJycXD5ZEA8CZ/534T6N+oBzfyTVSiY3pgYCMsmn2ZEQSuutObOnM7HYxEUQBAQCASSTSdhsNmg0GgiCgLEun9SBWxAw1jmHDddUYefOnfB4POB5Hi6Xa9GqgkxoNJoLmi0SiKZwbiKABMujscSEGoXAeRrpe/1SklCCIGBoaEjWPjQ0JJa2T/V1g02m4KysQtW6DZLlNlTZ0FJmhi+ShE2vgV7DENKtz4+Z4RA4loe93IjqtXao1AxcVbn7KXeNGd7xMKIZWfPOSlPe/tjlcokZ/2lkykspYfC0RyQKAFINMHzGi+bti2vuZ8JRYUI0KJXl0ZnU0FvU8Hg8CAQC0Ov1cLvdyzIldxg1+JsdNTg15kcwlkKNw4D1lVZQFIWqVjt6jkxLiInqVodi8DwXUskEhjtOStri4RDGOs+hYct2xe+k5emGh4cRCARgMBhQU1MDg8GASCqCBCfv1/0JP3kx0wlMnCQyhO61QOW2JScB0AwNW2n+4DeTw5/gQvoWDAYG8fTg0+L7megMvHEvbqiT65/yHA+OFaDS0JL+kVHTaNlZhkQ0BY4VoDcvLsmnBDWjxhr7RaouXQzORvJ3sRD1AWd/T8bKAHm+dT5JklhMhRtFF/HGRvj11zH28b+HoCBLqIREbx+GP3g3qr77HZj27LnAW/fmxz/+4z+KRAHDMPj617+OT3ziE5LAWW9vL+68804cP34cLMviQx/6ELZu3brkCtILgZMnT+K+++4TiYLNmzfjBz/4AXbu3ClbdmpqCr/85S8Vx/6XElu3bsWNN96Im2++OWfm/WuvvYb7778ffX19eOqpp/CrX/0Kd91116Lr/upXvwqWZfF3f/d3+MpXviKZP6ZSqRWPSQ8dOoRXXnkF27dvx89//nNJZbYgCPjOd76DT37ykwBIkP3VV1/FFVdcobiuL37xi2Jw3e1247vf/S5uv/12WRD3t7/9LR544AEEAgH8+Mc/xrXXXos77rhjRfuRXm8ymcTmzZvx61//WiINxPM8vvGNb+Czn/0sBEHA66+/jn//938Xpasu5r5c6HN6scGyLO644w6RKNDr9fj617+OD3/4wzLpqmQyiX379uHhhx9WXNfDDz8sEgUmkwlf//rXcf/998vmgi+99BI++MEPYnx8HM888wy+8Y1v4KGHHlr9nZtHpqzZgw8+iK9+9auK1UHhcBhPP/00jh8/vuLfPHz4sPh6w4YNeZZcfXzve98DQOaXabLA4XCI7YXgox/9KEpKSvDzn/8cN954o+SzV199FbfccguCwSCmpqbwne98B//3//7fRdeZeRwyj88bBUWyoIjFEZ4BOh4DkvODYpUGWH8HYFs8S1VI8Yh3+yQxNy7KIjEYhL7VkfuLS4HAAakIIQDY5MIkDQD0diJrImQNwgx5fjseAEYOA5EZwFQG1Owk1QgXCGX1VpRUmRGPpqAzqMGoL43evE6nw6ZNmzA0NIRwOAyz2Yz6+nrZw8ztdmNyclJSRudwOPIGx/g4i1RWtqUgAImh4KqQBZO93RjrPCu+D8xMoevAq9h43duhqTRB5dSB9cVBaxkwDh24YBKJAbmZI2PTQsglAVWINNQKQVEU3G63rIzR6XQuK9i32sg1mVnRJGe2S07oCTwwfRYwXYNoSDmbIRZKFkQW5EMqlcKZM2fEa5mmabS0tKDE6ZZ7UoCYWAs88bV4I5ZOTgfj+O3xMTET/NSoH7sbndjVIL03k8kkenp64PF4QFEUysrK0NTUtOzBPBeOgJ2eAmO3Q+VYWr/O87yslBMgZbmCIKC0vhGl9QvBPkEQwEVSoNQ06Hk/B62KQbl1oR+ZHgxitHMhiD47HEQqzmLNjgXteiUwahpte8rhm4wiHk7C5NDBWpJf8srtdiMUCmFsbAyCIIiyY7kIJI7jxcztTMxNR8HzwpKC7WWNViRjLGZHQxB4AQarFg2bXOjs7JQQGGNjY9i8efOyPCrsRg2ubpEHOa0lBrRfWQnPWBgCJ8BRkZ9UUUJkbg48L5fiC3mVJfHS0Gq1ilq6BpUBFo0FwaS0by83lgOTHUBXRvZgcIJkfq+RB9MFXgCopVcjpeGsMmGyPwA+wyCXUdMXhFxO49TMKVlbv78fwWQQFo0FALl3xnv8mBoIgGd5GKxa1G9wySpntAVWhRShgNku+XhTEIDpc0Wy4C2C2LlzSyIK0hCiUYx9/O9R+4uf/1VUGDz11FPweOQygdn453/+Z1RWVorv+/v7RcNHAPjWt76Fj3/847LvNTc347nnnsOWLVswNDSEYDCIf/u3f8sZsLuY+PjHPy5mGW/btg0vvfRSzoSqsrIy/OM//uPF3LyC8JnPfGbRZfbu3YvnnnsOa9euRTwex3e/+92CyAKWZfHAAw8oBulWw0srkUigubkZL774ouy4UxSFT3ziE9i/fz9++9vfAiCVEUpkwdDQEL785S8DIBnIr7zySk5J2Ntvvx0OhwNvextJRPzCF76A9773vSuWI0omk6iqqsJzzz0nm2fTNI2HHnoIqVQK//qv/woA+NrXvoZPfOITcGSNxS/0vlzoc3qx8cgjj+D114mkpUqlwr59+7B3717FZTUaDW655Rbccsstss9CoRA+/elPAyDE51/+8pecxNTVV18t9mnxeBxf+9rX8OCDDy5J3qtQhMNhdHR0ACBStd/5zndynl+TyYT3vve9eO9737vi3z19+rT4Op+88hsZzz//vCLRccUVV+DLX/4yHnzwQQCkXymELFi7dq34+uzZs+A47g1Frl3y6FMgEMD+/ftx6tQpeDwehEKhggJPFEXhJz/5yUXYwrcgeA5IBAGNqTCvg97nFogCgATke54Btj8g1WKdOguMHwPYBPEsqN0DLsRD4OQZ0Zx/lcoteR44/Tjgz9DHmzwFbLmHVD9ozUS3dnShlBWMGqjNUfqUjAInfg4k5qUo/KOApwfY/iFijrwUcCwwdZpUPOhsQOWWnKQDo6ZhtF78aoJsWCyWRZlehmGwceNGeDwekVRwuVx5S+X4BAelxHghnluqYymYHR6UtUUDc4j452CyO0DrVNBUZJgnWzTQVJmQHFuQHFHZdVCXmyCkOFDdkG2vyn1xpBSamprAsqzEtHY1DLNWA2azGXq9XqZtmF19siTkqpiYD7gYLVoEZ2Oyjxe7X8JzCfgmw6AZGq4qk6Lu9ujoqIT04nkePT09cO52Qm/WIJZFVBjmZa3eqDg04JVIxgDA0UEfNlbZoM8wSu7u7hYn8YIgYGJiQpRTWiqiJ04gcvAgMJ9hrm1ZA/O11xZssk3TNMxms6xixWKxyAZLXCCB2FkPuCgLigLUFaRyKPuczAzLq1/801EkYyw0i5jtpq+XQpE2IK6pqUE8HofRaMw7yKMoCrSKlpgDAwCjopC5FxzLwz8TBUVRsLr1itnqNE2hboML1Wsd4Fgeah2DQCAgq3SIRCKYmJiQyRitFHqTBtUrIP11JhMACoC0D9CbLctaH0VRuLLqSjw99DRYnjxbdCod9lTuAc78Qf6FyQ6g/gpATYimeDiFobMeBGdjUGtVKG+2oqx+6fJyOqMaLbvKMNY1h2gwAaNNi+pWR16ZqZUi7REga09FRbLAMxbGRM+C30o0kEDPkWlsfFvViqseBEGAdzyCmeEgeE6Ao8KIsgbrksivNwVme4DRQ8T7yl5Prh9tRn+Ry5uhqFf/loAgCJj87GeXTBSI349GMfnZf0b9k0+85T0Mjh49iqNHjy663AMPPCAhC3784x+LcYANGzaIgRcl2O12fPWrX8X73vc+AMQ481vf+taiJqMXEocPHxaDjBRF4Wc/+9milddvZtTV1eHqq6/G008/jaNHjyIYDMJiyf8M1+l0+NrXvnZBtys7uz0b999/v0gW5LpO//M//1OswH3ooYcWDW5ec801uOGGG7Bv3z50dnbi5MmT2LJlyzL3YAFf+tKX8ibkPfTQQ/if//kfDA0NIR6P4xe/+AU+8YlPXNR9uRjn9GLim9/8pvj605/+dE6iYDE8/PDD8Pv9AIghdC6iII21a9finnvuwQ9/+EN4vV4888wzSzavLgSZ3pNOp/OiPI8EQRDN4QGgqqrqgv/mauPDH/5w3jjZ3XffjU9+8pNgWRbd3d0F9YdlZWWgaRo8zyOVSmFsbGzV52srwSUjC+bm5vBP//RP+NWvfrVsnb4iWbAMzHTOB/8jJPhdfwUJpueCIJBgdzYiHiAVBTTzmXJTZ4DOPy98PnIIiPlAN74LFCWPB9I5jBOXDG+flCgASBn41Gmgegd533gNkRTy9pGgQPlGUnGghOmzC0RBGvEAyQqrXMIDXxCAs78FfBlB7MkOYOu9RMP2TQhBEBAOh8FxHCwWC0pLSwsOEjMmDWgNDT6ZFSBbhaqCfMj18KMoCrpWB9QVJmJibFRD5dCBoilQjAr6dhdiXT4IKR4UTUFTY4aqALNZPs4iORoCH2MJ+VBhAsUs7QGsVquxfv16UR/wYhgcFQqaptHe3o6uri6EQiHQNI2KigrJRG/JcLcCg69IDcUpCiglxt2lDRb4piJIRBZ0X0sbrNCZcvchM8NBDJ1eyGib6vdjzc4yWLKut2yjYoBI8wSDQdSsc6L36LSYHUwzNGraHG/oCb43LK/CYHkBgVhKJAtSqRS8Xq9suampqSWTBazPh8jrByRtie4eaGproWtpKWgdFEWhubkZp0+fFnX+1Wo1mpqaJMsJvIBoxyz4BLlOBIFI3NFGNbS10j41M6Nb2n7hpLwWk5dKJTkEZqIiGTEzJM1+d9dZRNIjPBdHz5FpsEmyr2qtCi27ynJW0jBqWqxIC4flngv52peKpUhX8TyP6elp+P1+6HQ6VFRUSCoudEYTyhqbMdW/YP7IqNSobM2ddRuPxzE5OYlUKiVWtGXek9WWaty19i4MBgeholSot9ZDw2iIZr1sAzlSkajWQ+AFdB+eQiJK+plUgsXIWS/UWgbOitwBB4EXEJiNiebr6X7J7NBh7WUXr/qo1lKL07OnJW0GlQEl+gVvF5+CH0cqwSLoieeUVkrxKYyGRkGBQrW5OqcHwuxISNLnRgMJJKMs6jbkN458U8E3CJxd0HrGZAcQmgS23b9ABpS0AoOvAXxGIgRFi8+zIt7ciB4+ktujoEAkensRPXIUxp07Vmmr3lp48cUFn7n77rtv0THXrbfeCofDAZ/Ph0QigYMHD8rkIS4mnnnmGfH12972NrS1vfn9SkZGRnDkyBH09PTA7/cjFotJpFEHB8lcVxAEdHR0LBpYvf7662G3r74/Vxo6nQ4333xz3mU2b94svlaSwgQg8TJ4//vfX9BvX3PNNdi3bx8AYP/+/SsmC7Ra7aISQGq1Gn/zN38jVg689NJLMrLgQu/LhT6nFxPDw8Po6uoS3+cjLBfDco97urpq//79F4QsKCkpEZP/zpw5k1eKa7UQCAQkMd98BNgbFYtVV5jNZjQ2NqK7uxuCIGBkZATt7fnHfyqVCjabDT4fqYifmpoqkgXDw8O44oorxLL9xUBRlGy5N3LA5g2L2Bxw/smFEmk2QYgDkzu3Pj9Fkaz4WFZQTa0DVBm+BWNSU0EAwGwP6KYI1JXSDG6KoaCtX6WAeVQe9AJAyAzxBynA1UzM7SZOElKDooixcdkGacZXQi5NQ9rlmap54R+REgUAIWjGjwONVy9tXRcAPp8PIyMjiMfjsNvtqKury6u7nkwmcfbsWTELW6vVor29fVG2NA2KoaBrcyJ21gOBJfcyY9FAuwqmwADgrmvA4CmpdrfRZofBasu9TRQFlVULlUKGurrMCFWJHnwkBUqnEuVO8oGPs4gcngI/H+BLTUeRmiW+DMvpr3IaVAUCiJ48Cc43B1WpG4bNm0FfgBLFXDCZTNi6dSuSySQYhlm5PJLOCrTfBvQ9T4g+nYUYHJuJZIxGp0L73kp4J8JIxlhYXHqYnbk9UziOx1iXtL/iOQHj3XOwXCYlC3Jd81qtFiaTHhuuqRLNSh3lxguaGbwaKLPqEIilJG0aFQ27QlVFNpZzjaZGFYhkAMnh4YLJAgCwWq3YvXu3WO3gcrlk1xXnT4hEgWQbpiMyssBRYcRUf0DSZrBqoTUufv7CcwlM9vuRiLKwOHUob7ZBXcD9nw/+6Sj6js+IJIZGp4K71oygNw6AgqvahPL5vlAQBAyd9ohEATAfuD7nRevuxYPPuTLpzOaVSemxLIve3l7MzMxAEASUlJRgzZo1OcvLBUHAuXPnJDIUExMT2Lp1K3S6hfu3fvM2WErcmJuagFqrQ2lDE/Qm5W2NRCI4ceKESCqNj4+jurpaRiwZ1Aasc2YRDo5GQvpLFnSS8Q2AoDcuEgWZ8IyGc5IFbIpD18EpicdF1VoHKppsissrQeAFJGIs1Domp9dBIdheth2z0VlMRojZoU6lw7W114KhM67dXOR5juz/megM/jLwF8RYUtllVBtxc8PNcOrlE7ypgYCsbXY0hKp5r5BLgtAUMPAyCegbS4C6vYB9kQmYIJDlAcBcLj1mEyfky4dnSEJNegyttwHrbwf6XySfGV3E4Nj4FiJN/oox99hjq7aetzpZ8PnPf16iiV0IBEHAqVOnxPd7CvB3UKvV2LFjhxikP3HixCUlCw4dOiS+vvrqSz/fWwkOHjyIz372s3jttdcK9k0rRHpq69atK920vGhpaVk00SozUJlZYZyG1+tFT89CIsO3vvWtgsbJ58+fF1+P5hgjLwXr16+H0bi4hOHu3bvF1ydPSr2gLsa+XOhzejGReQ83NzevKAP+4MGD4uuf//zn+OMf/7jod8bGxsTXq3ENKUGtVuPWW2/Fo48+Co7jcO211+L222/H7bffjiuvvPKCBPIjEakctV5/YRNGLwTWr1+/6DKL9S1KyDwW2cfpUuOiRz4EQcCtt94qXvwbNmzABz7wATz77LN44YUXQFEUHn74YYRCIQwPD+PVV18Vy8NMJhM+//nP5zTaKWIRzPbItVQBYKYrv5lv3R5p1QAA1O4BMiehbI7qEDYBXWsJGJsOrCcGWkNDXWUGU0DwqiBYcgRPLBXytqHXgKHXF977R4FUDKjZtdBmrwdGFcoRHVmGWYJAMsdyyTjFfEtrv4gIBAI4ffq0OPCLxWIIBoPYunVrTimhgYEBSYeXSCTQ2dmJHTt2FBxkVJcYoLq8CuxcHJSaBmPTrhrpV9a0BmwygYnebnCpJGxlFWjYsn1F66cYGoylcGmo5EhIJArSYL1xcP4EVPbcwe1YLIbZ2VnRryAfacNHIvD/9rfgoyR4kxofR3JgEPb3vw/URdSEpChqSaa+i8LZCDgaCIGp0sqCWoyahrvWgvBcHGPdc4geT8Jg1aCqxSHTSU/FOUmgNY1oUJ51X11dDa/XK5G+c7lcYsBVo1MtS4bkUmF3gxNjc1FEMoLqVzSXQKtiEI/HEY/HYTKZ4HK5MDsr1YUvK8uv568EOscEhllGyb1Kpcq7DZQqR6BTIcBa2WJHKs7BOxEBBAFGmxaNWxYn7aLBJLoOTogVCNFAAkFvHOsuryhIfopjecRCKWgNKqi15PnI8wIGT3sk1Q7JOItUkseGq+W+P1yKV7xWgx6SybfYPlitVrjdbokUkdFoXLHHRl9fn8RLJb3+trY2zMzMYGZmBhRFoby8HE6nE8FgUBY0SCaTGBsbkwT3KYqCq7oWrurFs2iGh4dFoiCNsbExVFVVSQgIRTReA0Q9QGiavNeagLW3ZPQ1ueTQcgdIpgeCEqIAAMa65uCqNC0qdwUAc1MRDJ/1IhljwahpVK6xo2yZBLqW0eLdTe+GJ+ZBnIujzFgGNS19JpTUmGV+GVqjGhYF8lUQBLw8+rJIFABAJBXBa+Ov4d1N75Ytn1Ig8gReAJfiLw1ZkIwApx4lzxSAjPdO/4ZISubyrIr6gDO/XUhCMbqA9e8lBACwsK5sZLc76gHHh4hM5hINtIt444ILhxF6/vlVWVfouefAhcPLela+lREIBERTYAAFZ1fW1dWJrwsJVl9ITE9Pi68bGhou4ZasDA8//DAeeOCBgkmCNLIlJZVQUlKy6DIrQSEyVJmJDtnjCgCYnJyUvP+v//qvJW+HUvXyUlFTkyc+k4Hq6oXxZPb4/mLsy4U+pxcTq3UPh8Nhyf3wi1/8YsnrWI1rKBe+9a1v4cSJE+jq6kIqlcJjjz2Gxx57DBRFobW1FXv37sX111+Pd7zjHYuPsZeBN2Pi91L7lsznWT4stZ+9mLjoZMHvfvc7nDp1ChRF4YYbbsCTTz4JlUqFkZERvPDCCwCAe+65R/Kd48eP48Mf/jBOnjyJ//zP/8Szzz77pjXFuKRgcpzuXO1plK0nWvuTpwnZUNoOuKSZfHA1y4PsehtgLAFFUdCUG6EpXwgs8TwPj8eDWCwGq9UKq9Wq3Gn4BoDBV0mlgKWSZOWbMwJKtlqgdJ00Y9BWIy/55jlgTIEEGD0MVO9cCBg4GoDKraQCACDt1TsAa0ZQZ/QoMHKA+BtYK4E1N8qN6yw5WGirPDh0sTE+Pi7rlMLhMPx+v8wQKQ0l2ZJoNIpYLJbXeIdPckiNhcBFUmCsWmgqTFBfAO1/iqJQvW4Dqta2QxAE0JfAGIZXyEol7SyQozLT4/Hg3LlzYrB6cHAQ69evz1nKGT9/XiQK0uD8fiQGBpaUyf2GBEWRiqUcSMRYdB2aErXeg7MxdM1NYsNVVZLAnEbHQKVlwGYFr5Q8DqxWKzZv3ozx8XEkEgk4HI4VSSpFEiz293kw5InAoFVha40dbRUXT3bMbtTg7t116J0OI85yaHAZ4TBq0NPTg4mJCQiCAJVKhfr6etA0jZmZGdA0jbKyMtTX1y/+A1nQ1NeDcdjB+RYGs5RWC90iJZeJaBSj588g5JmBzmRG1dp2mJ35kwBoswaMVQMuIA2kaxT8BRiGRuMWN2raOfCcAG0BgVsAmB4KyqSKooEEAp4YbIv0W56xMIbPesDNS5eV1ltQvdaBRDSFlII3S8irTLDTKhoqDSMjvLQGdUEDa4qisHbtWpSWliIQCECv18Ptdq+oAigtJ5SN2dlZDA4OSjRIZ2dn847PosvU+gaUs20EQUA0GpVPZJJREvQ1OAGNgZADW+8jWeNcCrBWSRIezE49NHqVzNjcmce/IuRTOIeCgJAvDmdl/iBgMsai7/gMMVMGIYlGznmhN6thLVneM5KiKJQYck/YHeVG1G1wYbIvgGScVGnVtjsVibAkn4QnJg+6TYQnwAs86CxtflupAd4xqcyR3qwpiDS5IJjpkgfx+XkfqYarlL/T/bS0WjXiAXr2ARuJHjpcLcDcsPQ7Ki0ZhyqBZwEw0sSaIt60YKemAE5Oii0LHAd2erpIFmQhWy6vkIzq7OUKCVZfSGT+/pvVq6CzsxMf+chHxLnihg0b8MADD2D37t2ora2F2WyWPHPvvfde/OxnPwOAgnwnL3RG8WoEIQvNCM4HJRJiqSjU3DbzHojFYhKT1IuxL2/GLPFcWK17+I1yDeWC2+3G0aNH8c1vfhM/+tGPMDExAYCMqzs7O9HZ2Ykf/ehHsNvteOihh/CZz3xmRca72f15NBotuI9/o+BCERyZ8kxvtGNy0Ufxf/gDMZmjKAo/+MEPCprAbt26Ffv378d1112HAwcO4I477sCRI0cuCMv1lkbJWmDgFekEimaIFM9isNeRv1yo20uysrz95L3OCrS9W7HsnWVZnDp1StIZV1RUoCU72BmeJVleaS3zuSGSKbbzo2TyD5D1r72F+BAEJ0gmmKNRns3Fs8SYORvJKMkcTBsrBMZIEMG9lngymNxSf4PZbiKXkkZgnBgs7/yYlHQxlZCKhZGFUjZYq4DyTYqH72IiF8uZ74GkVqtFDf00KIrKe//ySQ6RI1Pg54Mvqako2KkoDNtKJcEJgReQmo6C88VB6xmoK82gtfkfRhzHYWJiAnNzc9DpdKisrITRaARF0xKTUCHFITUVhZDioHIZwOTQ/FZCOBzG5OQkWJZFSUnJogZAjF2HlIIRL2NTzsAXBAF9fX2SgTXHcejv78e2bco+IlwO3XH+Ek2OBE6AwPGg1PSKH6DhcBipVErR2BYAvGNhmSksz/LwjIclsh/EW8CJgVOzYlYwo6ZRlcOI1WKxFCynlQ+CIOCJUxOYDpIHfjTJYd+5KWhUFJrcK5OAWQp0agbrqxYyH6ampjA+Pi6+Z1kWfX192LVrlxjUzWdOng8Uw8D2nvcgdvIkUpOTYOx26DdvBpPnePIch3OvPI94mFyzsVAQgekpbLj2RkXZMI7jkEqloNFoYNjkRqJ3DqwnDp4BPDwQ7ZyDeiCIskarLKC/VPmgVEK5D1SqVMlEIsZisGNWDPwKvICp/gBMNh0sJTrQDCUjIbQG5b6TpilUNNswck5K0FY02wrcC3I+XS7XqlVh5rq3eZ5XLJEeHh7OWaq7EuNJi8UiCybRNC2fzA0fIFWEPAvQKqDucqB2N3nOWyrI2KL7aSDuJ8kFVTtAq3VYs6MMgx2ziPgTYNQ0yhuteYP+OqMaQY+8z8/np5LG3HRUvF4y4ZuILJssSIPjeLAJDhqdSkYEuGstcNcu3t+pKBV0Kh3iWVWjRrURUitugpo2JxIRFuE5srzWoEbD5pLVm1gJAvGPUhsAVQHPcU5hvAcQokgJbJLIR2bDN0DGoDQDVGwGIjMLiTNaE9B6s3x7oj6g5xlCLKg0JAGl/srlmRwLAvkrVihccvArIDoV1/cGkxp4IyC7L49EIgUFTjKJ5JVK7q0Umb+/Wl5BhaKQQH0h+Na3viXOCW+66Sb88Y9/zCk5CFx6guZCIPO6s9lsFzTDOx8KTbDIvAf0er1kHvVG2Zc3C1brHs7uu/x+/yU1X1dCWrXlc5/7HE6cOIFXX30Vr732Gvbv3y9Wac3NzeGf//mfcejQIfzhD39Y9rjOarVCp9OJgXGPx/OWqkhZLliWFU2wAay4Eny1cdHJgiNHjoCiKGzZsmVJ5g16vR6PPPII1q5di3PnzuHRRx/F/ffffwG39C0IjQHY9DdA/0tAaGJBw3WJWqqJRAIzMzPgeR4lJSWE9VZpgQ13kEkSlwSM7pyTm8nJSdnAYmJiAuXl5dKg3dRpqekpQIiO2S6p2TBFER3afFq0Ki0J1gfGpO2OBrKdbBI4878Lk0WaAZqvlxshT51ROCBhQmRkV1s0Xg2424ierd5OJI6WM+ELTgKjh8hE2VZLSAj18hl8l8slmqikwTBMXmOi6upqidkPQGRL8hp6ToRFoiANNpAA64lJqgtiZz1ITS8MhpJjYRh3lIHO0IcXWB6gKVA08S85e/asZB+mp6exZcsWyYOZj6YQOTa9oHPeH4BujV2mb66Eubk5nD59Whx4T01Nob6+XlLqnA1NpQnsTBSsf4GM09Zbc0pusSyLWEweaAqFQjnlRjTV1YifPSdrV1cXVqaaRjLOgqKpZWuxC4KA5FAQieEghBQPxqyGbq1T0f9hMbAsi3PnzonnU61Wo62tTVblwuUyrWXl7a4qE4w2DeYmI6AZGo4Kud9A+vjrdLq8k6BCMR1MiERBJk6PBS4aWcB6PEiOjoIxm6GprwfFMIpVQYIgwOfzoaJCQa5tiaD1ehgvu6zg5ecmx0WiIA2e5zA90If6zVKSbGJiAgMDA0ilUtBqtWhqaoJ7nRuCIKDr4CRC84HJWIhozrfsLIO1ACPyXLC5DfBPSSdmFE3B4sq/Tn+OwO/cdASOCiPKGqyY6PVnrJRC5Zrc/W1ZgxVagwqesfC8TI9p0cqGC4FYLAaWZWE0GlFWViZmHaXhcrkUr694PA6DwYDa2lpJ1YHZbF7RNVdbWwufzyfJwKmvr5c+h/yjJCkiDZ4luvW2GlIJGPECJ362EDT2j5KA8JZ7YLBosG5vJdgUB5qhQS8iPVXWYIV3IgwutdAH2cuNilVM2ci1bnoFvgUA8Q4Y75kDl+Kh0atQ2+6EvWzpWUoMzWCLewsOTEgNzLeVblN8Nqm1DNbuKUc0mATPCTDZtAVJdxUE/wjQ9RTxzmJUQNUOoP6K/MH3khZg8BW5jFRJjqoXmiGB/eykErWOGBQDZPzW8nYybk5GyNg5u2pAEIgJcto3i00CwwcBtRGo3l74PgNkvDn4Ghn7WSvJmDSzsraIi4rV9obKJeP31wyr1Qq1Wi0mNY2MjMDtdi/yLUieM5daqri0tFR8nTb+XS4Wk8rJxmpkMgMQlR4A4N/+7d8WHSNnHv+3CjLPo9/vx+zs7CUJbI6MKJDYiyyXfQ+8UfblzYLVuodtNhu0Wi0SCRIX6O3tzZkMeKlB0zS2bduGbdu24R/+4R/A8zwOHjyIb3zjG6LPwhNPPIHf/e53uP3225f1GxRFoba2Ft3d3QCIjOjatWtXaxfetJicnBTjTWq1ekUKBxcCFz1VJa1zm31xZGY2Zk4EM9HU1ITLLrsMgiDg17/+9YXbyLcyzGXApjuBvZ8Gttwt1+JfBIFAAIcPH0ZfXx8GBgZw5MgRiTYyDA7yG3mC4sGgsomwrJ3PMTDK1b4YWm6SBv8NTmDN9eT12BFpVhnPAb3PkgnhSmAuBaq2EU325RAFoWng5C9JSX1wklQqnH48r47yYigvL0d5ebk44U8HZ/MNBsvLy9HW1gabzQaz2YyGhgasWbMm7+/wEeXzlCnXwwUTEqIAAPgEh+QICSZykRQix6YQfGkUoVfGEO/zIxAIyMgOlmVlGa6JgYDMEDXR55f5CihhcHBQlqEzMjKSV3uOUtEwbC2FcbMb+lYHTLvLoctjdMkwjKLuv9FozMnaaxoboWvL6DspCobt26AuXXwyBRCSoOvQJE49N4KTz46g99g02NTSy+rZmSjifX4I80EyLpRC7NQMIXWWiOHhYcn5TKVS6OzsBJdV7u8oV55Y23O0600aVDQTDfBsomBiYgIHDx7EsWPHcODAAQwNDS15u7ORykFmJJdxTJaDyJEjmHvs14jsfx3Bp5/B3OOPg4/Fct7Xq0GQLAephLLudyopbQ8EAuju7hbvuUQigfPnzyMWiyEaTMplfAQB04NLnyjzSQ6xbh/ChyZg9MXhdCzckzRDo26Da1Fja5VauW9Pa7VXttjRuNUNR4UJrmoz2vaUw1aaP/BkLzOieVspmra6LzpRwLIsTp8+jUOHDuHYsWM4fPgwSktLUVFRAZqmRemqtWvXKmZ92u12UBSFhoYGbNu2DU1NTWhvb8eWLVtWdN3pdDps374dra2t4rpler7ePuUve3vJ//Hj8uzy4CQwtzAhVKmZRYkCgFQQrNtbibJGKxwVJtRvLEHjlsL6Ynu5AaosspaiCTG0XARmYxg55xXJi7TUUba0UqHYWLIRN9TdgHprPRqsDbip/iasc63LuTxFUTBatTA7dKtHFLAJUmEam8+E5FhSOZJtVp0Ng4Nk/aerUFVaoPk6wJZDCpJmgEqFSXzVDjkpoTWRsZ2SvFBoaoEoyMT02fzbm425YeIVFp/v0wLjQMevlStki7goUJWVAaslcalSQZURkCqCgKIobNq0SXx/4MCB3AvPg2VZHDlyRHy/ZcuWPEtfeOzateCD9+KLL65oXZkZzkrEfDbOnFFIaFsGMhMD1q3L3ecDCz54bzWUl5dLxhfPPvvsJdmOM2fOFGR4mmnKm30PvFH25c2CzHu4p6dHYji8VOzYsWBkv2/fvhVt18UETdPYs2cPfv/73+OGG24Q25988skVrXfjxo3i6zRp8NeOzGTc9vb2FUk9XQhcdLIgTQRklxpmvs8OBGaiubkZQPECu1To7++XBPGUpFQWQy79PVnQwa3ANlI04MofpM4JoxPY8WFg813Alg8CO/7PAnmQrUMLEMIguxIh2wsBIBPHfBJNK8H4MTk5EpwE/MvP4qBpGq2trdi1axe2bt2K3bt3F5SJU1pais2bN2Pbtm2ora1dVLqEsStnVzK2BfkwLqwcfOciKQiCgFjHLNg5EkQUWB6JwQBiw37F72STjFxIPqkWeAF8jt/MhFLGP8dxYnZALlA0BZVLD021GYwpv1QCTdNoaGiQEAPpAFvO9VMUzG97G+wf+BtY3n4jHHd/EMaMQc1iGOzwIJiWShIEzE1GMHJu6abbqUn5wJVP8mCVNLwXgdIEKJlMyqqPjFYt6ja4xACbSsOgfmNJQVm8mYhEIujp6RGztHiex+DgYN7nTiGosOlhVJDPai698FUFXDCI6BGpJwvn9SF26pQY4M2EwWCA0+nMub54PI5z587htddew5EjR2TmaJlITUwg+OyzCPz5L4h3di5q0mQvrwBFyfsOe7k0k0JCQs9DEATMzs7mlAVik0sjZgReQPTENJIjIXChFFhPDCVxDu07StGyqwybrqtGSfXi589WZoDWIA2C0wyFkhryXYqi4KwwoWmrGw2bSmC0aTE1GMC518Zx/vUJzI6ECjK34jgesyMhDJ3xYGY4mLPaRgnJZBJdXV14/fXXceTIEVmVQCaGhoYk92U8HkdXVxeam5uxd+9e7N27F2vXroVarUZLS4uEANDpdBIDY7PZjOrqapSUlCxb7ioTKpUK5eXlom6yDLmq7tTz446EcrKCEA9isj+As6+O49xr45gZDhZ0TnRGNWranGja6kZJjbkgkgEghETr7nJYS/SgVTSMNi2at5UuuT/LhE+hXxZ4AXNTy5NPoSgKjbZGvL3+7bix/kbUWeuWvW3Lhm9Q2Vh4tkvelo2ydmDX3wE7PwJc9nGSuJEP9VeQ7H1LOZGrWnMDUFt41RSA3NUOSy3bn1IIvqViC6RXERcdjMkE87XXrsq6zNdeW/QryIFrrrlGfP2zn/1s0X74ySefFJ9XOp0Ou3fvvqDbtxje/va3i69feOEFdHZ2LntdmV5Sp06dWnT53/zmN8v+rUxkPqsXk8H5n//5n4JNPN9seMc73iG+/va3v31JTEgTicSi5zWVSuHRRx8V31999dWyZd4I+/JmQW1trSSp+fvf//6y13XzzTeLr//7v/87Z0L0GxUURUmuHSX/sqUgkzzp6OhY0breKsgkW3fu3HkJt0QZF50sSMvMZD98MgMX/f39Ob+fLrFTCiQUQZCIsRg+60XXwUmMnvchlVh65nAuKOkSJhIJmZ59PlRWVsr8JpxOJ2w2m3RBWw3JBFPNT561JqDtXcQ4GSDB/EQIWIpGI02TzDJrlXTypsshTaPNane3Ak3XLmSrWauADe8j/gZjx4Cx4yuvRshErnUlVq6DqdPpJPrwsVgMAwMD6O7uhsfjWfFAQl1mhMopPc+aShMY60IQnckRGGEsGnDBJLiIfACqDzOKmffZMkq0gm40RQG0UY1wOIz+/n4MDAwoZmwoaQpqNJpVN3AqKyvDli1bUF1djZqaGmzbtq0g4kblcEDb1JRXGz4bbJJDYEY+6PdNRJZ+rnMFxJaRTJpLykqp3V1rwcZrq7H+6ipsvLZaDMYuBbmu7bQ243LB0BRu2VgB23zQmKYorK+0YnO1bUXrBQCB45Do60Pk0CEkenshZFVdsNPTitVGqalpmEwmbNq0CU6nEwaDARUVFdi0aVPOwK0gCDhz5gxmZmbAsiwikQi6urowOzsrWzYxOAj/7/+ARHcPkoODCD3/AiL7X8+7L1qDEY3bdoJRkeNEUTTKm1rgqpbKyOXaPpqmYXLowChk8y+WrZ+Ms5LnIeeLgwtJ+xiBF0B547CWGMTKgMXAMDRad5fBVWWG1qCG1W1Ay65yGHJ4pIx1zWHkrBcRfwJhXxyDHbOY6s9fFcFzPLoPTmGwYxYzQ0EMnfag68BkwYTBuXPnMDk5iWQyiUgkgu7ubkxNTSkuq3QvxGIxRCIRsbIgDavVil27dqG9vR3r16/Hzp07L605V2m73ChdrQdK57MjlaopKQqj0w6MnvciGkgg4k9g6LQHk4uck5XCYNGgZVc5tr29Duv2Vi56/S6G3NJG8vapyBSeGngKj3Y+ipdGXkI4WdiYQhAEDAeH8fLoyzgwcQD+uD/nshzLYqzzLM68+Cy6Xn8FgZllTDKZHJUohZoGMypSZZBrPZmgKKBqK7D1XmDrPUTucqlBflMp8brKRpmyh0dO5HomFwM8lxT2O+98Q63nrYj/83/+j/iMOXHiBH70ox/lXDYQCOChhx4S3995552XXBN8x44d2LNnDwDSX959993L1j3fvn27ON85fPhwXuLhv/7rv3Du3CIVVwUiM2npiSeeyLlcb28vvvjFL67Kb74R8elPf1qcIx87dmxJ+5prfLUcfO5zn8tbWfK1r31NrJDWarW46667ZMu8UfblzYJ/+Id/EF9/85vfxGuvvbas9XzkIx8R41tjY2P427/924Ln3B6PR1Zlv1oIhUIFx+4yJa5WKl913XXXia/379+/onW9VZB5bV1//fWXcEuUcdHJgsbGRgDyjiezzO3ll19W/C7P8zhx4gSAwt3h/9qQSnA4v38C04MBBD0xTPb70XlgAtwqSWEoBQE0Gs1CYC8eJPrAZ38HjBxWLJnWaDTYtm0bGhsbUVFRgbVr16K9vV1ZeqVqG3DZ3wO7Pgrs+lsSrAeA8RPAge8CB74HHP5vwJNDeqBQVO0gRoiZcDQo68NWbwd2fxy44h9JhUIiBBz+IdD7HJEuOvQDooO8GnAoZJnTzKpXMoRCIRw7dgzDw8OYmJjAmTNn8pJ2aQi8gNS8JE1qKiLR7aZoCobNbhi3uKFrscO4rRTqShOEjGAdY1RDWycNeDNmNbQ15pxxZ7VajaamJsn1YrVaZRpv2norqKyAoqbOilm/B8eOHcPIyAiGh4dx9OhRWXAsWweboig0NzdfkNIwi8WCpqYmNDY2yo06VxHUvOdDNmiGWrJZkbpCvp20joHKsXQypaqqStbmcrlkfXw8HsfExAS8Xg80egZMlrY3m+QwPRTERK8fMYWqkjRymXLnM+suFOVWPe69rA73XlaHD1/RgGvbSgvONM4FgeMQ+NOfEHz6GUSPHkPwmX0IPPknCWHA5PAbYew2AOT+2LBhA3bu3ImWlhZF+as0AoGA4sRWKRM9dvy4LHgVO3MavEJlTibcdQ3YevOtaL/6Omx9x7tQv1mug15WViYJSguCgFgshsnJSZw+3QFLjSASBt5ECiMMhxmNgLiCrFYqwaFblN8aRvfhKaSSXE5JMqEAqbJspA1d26+qgK4sgZ7Bc+jo6JD1LTzHY3pInt0+NZA/k903GRXNY9OI+BPwTSxOTofDYYl5Vhq5qguWeo+oVCqUlJTA5XKtSvXAUsBxHGZnZ0UiBFoTsPmDpDLR4CT/N38Q0MyPXco3Aa7mhRXQDLj6azEzKR8jTQ8oVyEoIRqNYmxsDLOzs6tmMrlUuKpNsj5epWFgL5f2pb64D0/0PYGh4BD8CT86fZ34Y98fwRYg8Xh06ij+MvAXnPeex6mZU/hNz28wFVEOJPQefh0jZzsQ8s7CNzGGc6+8gMDMEoMO9rqFBJFMlG9a2nqWi/AMSQTx9BaWmEJRQPttRHqSoghxVb8XqFiiNEqpgvSHSgM4m+TtRVw0GHbugLZ5ZedA29wMw44l+lf8FaGxsREf+chHxPcPPvggvv/978v61f7+flx//fXiXMViseBzn/vcRd3WXPjOd74jjrOOHTuGK664QiKVlImpqSl84xvfwNe//nXZZ2VlZWKWuCAIuPPOO2WSKCzL4pvf/Cb+/u//Pu/YbinIzIb+h3/4B0X5lBdeeAFXXXUVQqHQpU0QuIBobGzEv/7rv4rvv/jFL+Lee+/NKUvDcRyef/553H333asmh6XRaDA+Po7rr78evb3SyjKe5/H1r39dct1/5jOfUawcfiPsy5sJ9957Ly6b92NLpVK48cYb8V//9V+KVTTJZBJ/+tOfcOutt8o+s1qt+Na3viW+/+lPf4pbbrlF5gOZhiAIOHjwIB588EHU1tYqKh2sBo4fP47a2lp8/vOfz0kychyHX/3qV/jud78rtt10000r+t0NGzaIklhdXV15K9f/GsBxnEgW6HQ6XLtK1YuriYtucLxp0yYcOXIE58+fl7Tv2rULWq0WyWQSP/jBD/Cxj31MlmH77W9/G4ODg6AoCu3tCnIwRcAzGkIqLp3wxcMp+CYjBckpLIaGhgacOXNGMmhraGggAYJEmBgHprPeZ3tIqfjmD8r0+tVqtVxrOBcYldRrwD8K9GQMXOIB4NzvgZ0fzV0hsBjMpcTDYfwYCf7b64DKrbmzymgaAE0CZX3PS6WCuBTQ/wLJTlspKjYTL4XZedktRgU030ACIquIkZERmXnW2NgYqqurcw4+BV5A7PQsUrMLDzKVTQvDFjeo+UAuRVFQOfUQBCB22gM+yZH5c5kRujYnKJqCrtkOdakBrC8OWq+CqsQAiqZAW2gwJrVMqkhdYURVlRkulwt+vx9arRY2m00WbGRMGph2lyM1EYGQ5KAqMYC2aTBw+LAkKCcIAgYGBiT9jdFoxM6dO0VW3+l0yqph3mxgVDSclSZ4RqXVQcvJzle79NC3OZEYDECIs2AcOujW2EEpZLAuBpfLhQ0bNmBsbAypVApOp1PWN0xPT6MzQ+JGp9Nh06ZNYqVHLJRE58FJsPNE1FiXD3UbXHDPm1nzCRZcMAnGqIbb7cbQ0JAko4JhGJSVEWJQEASEPLNIJRKwuN1Qa5Y2+aIoCnZjfgmqpSA5MIDUqHQwnxobQ6KvH7oWIsmmcrmgbW5GImMiQet1MGRo/2ZD4DiwHg9onQ5MRiZerkCnUjsXlFeagePBRyKgF6nCUanVsLhy67sbjUasX78eAwMDiEajSCaToGlaJDL88KOupQ6DAT3OTiSgUlMY7ZnFsZE53LG9GhbdQibx0GkPAhn9VGAmiuEzXjS0kz4o25xYlcPQOBaLYXBwEH6/H3q9HrW1tTIj7u7ubkmZrs/nw7p160STRp4XFE25U4sQFLkIsHzEWBq5MpNytVdVVckyGF0u17Irq6LRKBKJBMxm86qQcmnEYjGcOnVKLOumaRptbW0k82ndu5W/RDPA+tuJH1DcD1gqIVB68Kfl0n5sistpNp+J0dFR9PUtJCwYjUZs2rQpZ9VUNgRBwGxsFsFEEOWmchjVC4EXT8yD49PH4Y154Ta4sb1sO6xa5cxZo5VIGY33zCEWTsFk16J6rUNWIXPOcw6cID33wWQQQ4EhNNlzB0JjbAwnZk5I2liexdGpo7il8RZJezQYgG8iOwghYKK7E1b3Ekx6aYZUb/a/SOQXtRagds+S/baWhcFXgaGMSilLObDxzoVq11zQ24ANd5DqV4peenUCQMiG5uuB4f1AMgqYSsjYL7tqpoiLCoqiUP6Vr2D4g3dDWESeRfH7BgPKv/IfS07Q+GvDN77xDRw7dgxHjx4Fy7J48MEH8ZWvfAWXX345TCYT+vv78eqrr4rPMJVKhZ/85CcS2Z5LiS1btuAnP/kJ7r33XrAsi5MnT4rJGps3b4bVakUgEMD58+dx9uxZ8DyPT3ziE4rr+vKXv4zLLrsMPM+jo6MDa9aswdve9jZUVFTA5/Ph1VdfxczMDEwmE/7jP/4DH//4x1e8/Z/61Kfwk5/8BLOzs5ibm8ONN96ILVu2oK2tDRRF4cSJE2KA8YYbboDb7cYvfvGLFf/uGxGf//znMTQ0hJ/97GcAiDTWL3/5S2zevBmtra0wmUwIBoMYHh5GR0eHOEbNJ/W5FNx+++3o7+/H4cOHsXbtWuzduxdNTU0Ih8N49dVXJUkfu3fvlhACb7R9eTNBpVLh8ccfxzXXXIPe3l5Eo1H83d/9Hf7lX/4Fl19+OcrLy5FKpTA8PIzjx48jGAzmrGq69957MTAwgH/7t38DAPzlL3/BU089hfb2drS3t8NisSASiWB8fBwnT55UTO65EJiamsKXvvQlfOlLXxKlpsvKyqBSqTA1NYXjx49Lgvl79+7F+9///hX/7gc+8AH8x3/8BwDgj3/8Iz72sY+teJ1vVrzyyiuiDPItt9yiLK96iXHRyYKrrroKP/rRjzA2NoaBgQGx1M1qteK2227Do48+iunpaWzduhWf+tSnsG7dOkSjUTzxxBP4+c9/Lq5nNS7WtyISOYzslmtwlw2Hw4Ht27djenwYdHAMjtJKmOeDbJg4KZfHCU4Avn5pJt9KMXNe3sZzgKdncU3afDCXAq3zumyCQKoXJk+RdbvXEu1aQQA83UDMT+SMDC4gqqB1HpwkyxYyIRAEIjek0spL5WkGaH8PMcyLB4iObi5N5hVASYpHEAREo9GcZAHrjUmIAgBg/QmkpqLQVC6QGQLLI3bGI5rfCgKQnIyAtmigrSHBXMaiBWPRQhAETAcTSHE8Kmx6GDa5Ee/ygfXGQKlpaGosUM+vW6fTiQHeXKC1KmjrFx7eqVRKUS8wEomA53lJVqxKpVp0/Vw4idQkqahQlxqhssmPFcdxGB4ehsfjAcMwqKysXHS9aUSDSSRjLEx2rcwMczmoXe8Eo6LhHQ+DoimUVJtQsUaalS7wAvwzUUQDSegtGthLDYoVCZpKEzSVpoKCaYvB6XTmHIxyHIeenh4JwROPxzE0NCRqSo51z4lEQRqjnT44K01gR0NI9PvFBHhNlQkbN27E0NAQQqEQDAYD6urqYDAYkEom0PnaSwj7SLkvzajQvOMyOKtymGJeBLAK8j9ie8uCf4v5+uugqa9DcmQEjNkM3bp1YHIMOpJj4wjt2wd+PtihbWqE+brrQKlUsFqt0Gg0svJUpdJTdWUlEj09kjbaaMxZ6bBUOBwOOBwO8DyPAwcOyDJ6BkdGcTpZJgmGhuIsjg768La1xDyS43jMTcuDOnNTEVCbS6BrcyLe5YXAkgtEU25UrJzhOA4dHR1ilk8ikUAgEMCWLVtEecV4PK4okTg2NiaSBSo1A5NDh3CWv4fNrc97H+XSsi9E495sNkOn08n6vlzlxOn+aXx8HCzLwuVyoba2VnHZfOB5Hp2dneIxUalUaGlpEY/FSjE4OCjZJ57n0dPTA6fTuXiFg7mU/IEMhBXPSakBVMRDxhYqLRkHaKQZlIlEAgMDA5K2SCSCkZERiXdDLrA8i31D+zAcJGQFRVHYU7EHG0o2IJwM4499f0SSI/eiP+HHWGgMd669E1pG+bzbSg2LyhnFOWXN3FztaYSSIfCCnOjyJ/yytlRcORsumaM9LwwOQvBcTER9UqIAIOO68eOF+xgUKpWUC1VbScIIlyTXXzHA/IaAft06VH33Oxj7+N8viTCgDAZUffc70C9iGFsEUQ948cUX8aEPfUjUax8bG8Ovf/1r2bLl5eX4yU9+IvEKeCPgAx/4AMrLy/HAAw9gcHAQAEkmyOW5mKuyeOfOnfjxj3+MD3/4w+A4DrFYDH/+858ly5SXl+Pxxx9fNckSt9uNJ554Au985zvF6sgTJ06I6g5pvPvd78YjjzySk+h4K4CiKDzyyCPYtm0b/u///b+Ym5sDx3E4duwYjh07lvM7aSmqlUKtVuMPf/gDbrvtNhw8eBAvv/yyogLH9ddfj//93//NW11yqfflzYaqqiocOnQIDzzwAP7whz8AAPx+v+z+SyOfOsCXvvQltLe341Of+hQmJiZEydd8puQ7duyQeIKtJvR6PVQqlZgoOj09jWeeeSbn8rfffjsefvjhVakevu+++/CVr3wFgiDg8ccf/6smC/73f/9XfH3//fdfwi3JjYtOFtx0003QaDRIpVL47W9/K9Ea/OpXv4qnn34afr8fY2Nj+PSnP624ji1btuCBBx64WJv8poK1RI8ZBYkDS45MyZwQBDIpmuwABJ7orVbtAGgahsgY6if/DHAsEDwGTB0mmV+xOeV15WpfLqgcEzAF00xFpGLkT2/PPfkaPUIy2dIY2g/EfCRoH84IBpVvJFn+2SSJwVnYxC40BXT9hayTUROyo/5K+XeNLvK3BCQSCVAUVVB2Y5rVzgRN03kffHyOjNZsY2F2Li4SBZL2mZhIFgBANMniiVMTmAqQgIVRy+CWjRUo3+wmmb8UVhyUVqlU0Ov1srI+k8m05Acg640hempWzEpOjoSgb3VAk1XB09XVJQkgBoNEbqS8vDznunmOR/+JWcxNkXNCMzTqNjjhqloZ48wwNGrbnahtVw7MC7yA3mPT8GcEVy0uPdbsKAXNKB+f9DmJR1LwT0fBqGk4yo1gVKsjRxKJRGRVL8CCfw1A5FiywaV4RKcj4Pv8kvbkWBgGp16xOm38/FmRKAAAnmPRd+wQbGXlYFYxI3opYJzK973KJT2HFE1D19ICXUtL3vUJLIvQvmfARxfugURfPxinE8YdO8AwDNrb29HV1YVoNAqaplFRUYGKigrZuoyX7QY7PQ1u/lxQahXM11wNagVyXdFgEt6xMARBgLPSBKONkIhKpb+BcBy8mpcZJk8HF64HCqQQjM+aQ6cJME25EeoSPbhgErSOAW1QHpj7fD5ZvyEIAiYmJkSyIJVKKUoJZRMv9Rtd6D06jfh81ZTBokHt+vz9u73MAKvbIPEdsZboYS9fvPyfpmm0t7ejs7MTkUgEFEWhtLQ0b3VfWVlZwaRmLoyPj0v6PpZl0dXVBbvdvioTIKXsq2QyiWg0Knt2cRyHmZkZ+P1+GAwGlJeXS56NDRtL0HN0GvEwOVdGmxZ1zjHg6LMLKxl6Ddj0AYkmfSgUUqy6yeyf8uG897xIFADkmnp9/HXUWevQ7esWiYI0omwUvXO9aHctv7q2zlKH3jmpnAEFCjWW/NWedq0dGkYj26ZSQ6lsWZPDBUatAZeSLmsrlfcjb0gElKUZcrYXCDbJYW4qCkEQYC8zQq1dpK+kaYAuVhO80WDaswe1v/g5Jj/7WSR6F5dB1TY3o/wr/1EkCpYAk8mExx9/HJ/85Cfxi1/8Ai+//DImJiYQi8XgcrnQ3t6Om2++Gffff/8bVgbnmmuuQXd3N37961/jz3/+M44dO4aZmRkkEglYrVY0NTVh9+7duPXWW7F3796c67n//vuxa9cu/H//3/+HF198EZOTk9DpdKivr8dtt92Gj3zkI3C5XDllnJeD3bt349y5c/j2t7+NP/3pTyIpXl5ejq1bt+Kuu+7CLbfcssha3jp48MEHcc899+AXv/gFnnvuOXR0dGB2dhbxeBxmsxlVVVVYt24drrrqKtx0002orl69JKPy8nK88sor+OUvf4lf/epX6OzshMfjgcPhwLZt23Dvvffitttue1Psy5sNDocDv//973H06FE8+uijePnllzE2Noa5uTno9XpUVVVh06ZNuPHGG3H77fmTGu644w68613vwq9//Wvs27cPR48exezsLMLhMIxGIyorK8XqkZtuuglr1qzJu76VYOfOnZiZmcHzzz+P/fv34+TJk+jv74fX6wXHcbBYLGhsbMSuXbtw1113SYyJV4rm5ma84x3vwJ///Ge88sor6O3tRXPzKiYVv0kQjUbx2GOPAQBaW1txww03XOItUgYlXAI79D/84Q+YmZlBZWWlRBcPAE6ePInbbrtNNGrJxpVXXonHH398xZlpaYkVgJSQK+lmvxkhCAIGOzwSqZHyRhuq1tqXFmgd2g8MZpm5VO8A6q8ADn4PSGVloFVtI8HsbgVWctt9ytr/y0VoGjj+CCEx0lBpgJ0fWzAeVgLPE0+BNAFicAJrbyGl5dk48D0iR5SJ4AQJEmR7G9TsAkYOLbynKGDdrUBJ/qAdeA449F9yoqHlRpJNtkzE43F0dnbC7/eDoii4XC60trbmlX/IlnMASGee775IzUQR7ZBnPevXOqDJCGqz/jgiR+XGhiq3HoZ1LmBeM3/fuSmcn5ASXTaDGvdeVreqJdsejwfnzp0TAzw0TWP9+vUyOZHFED4yCS4gDYRQahrmvVWiHE8ikcDBgwdlAUSTyYTt23Nr1k4NBDByTmpmRdEUNl1bs3hwYQWYm4qgV+FcNWx2w1WVmziaHQlh8LRH1K9X61RYe1k5dEZpQDCV5DDR40fQE4NGx6C8ybYokZlMJnHgwAHZMXQ4HNi4cSMAoPvwlMy8mWZotK2xIjUoJ081lSbo2+SEyal9f0E06Je1r7vyWljd8oDYxYDAcQj88Y9ITSyUgqrKSmG79VZQWfc06/Egfu4c+EQC2sZGaBoaZPdOcmwcgfkMmUyoSkpgf//7Fn5XEBCPx6FSqfIGdgWOQ2p0FHwiCU1tDegVyHXNTUXQd3xmQRaIotCwyQVXlVmxNFdnsuBwwCzz/FxXYcH16xaeOUNnPDISvbTBitp1yqQZH2ORnAgDLA9ViQEqhw6Tk5OKGqMlJSUi8cTzPA4dOoREQkpeVVZWygb9giAg4ieErsGqKaiPy6z6MVg1sLmVq35yfn/e90GlUhUskZMGy7KYnZ0Fx3FwuVwFybKdOnUKc3PyZIFMWaalguM4pFIpaDQadHR0yK4JmqZx2WWXSa5ZQRBw+vRpsdQXIJVpW7ZskWThCYKAaCAJiqagNwDUwe8BbBYR6WwCNrxXfBuJRBS1qMvKysTKp3x4auApDAWHZO3X1FyD2egsznjkWWdbXVtQE7cjPOeD0WqDu64RqqzzmTYiHgmNwKQ2odXRCoPaIH62f3w/znrOQoAANa3G3qq9aHW0Lrq9nd5OvDz6MgSQm86oNuJdje+CTWeTLeubGEPv4QPgWEKKWUpK0brnSqguUKbcqiIwBpxQkNWo3g40LU9TNjyXQPfhSXCp+bEHQ2PNjtKlJ/O8QfFWnVflgyAIiB45irlHH0Xo+eeBzMxulQrma6+F/c47YdixvSg9VEQRRRSERx55BPfddx8A4J577sEjjzxyaTeoiCJWGa+//jouv/xyAMAnP/lJia/DXwt+9KMfif48P/nJT4qVBZlQMgBJY/Pmzejq6sLvfvc7vPDCC5iYmABN02hoaMDNN9/8hnSJfiOBoig0bCpBWYMVsVASRptWFrBbFIIAjB2Vt0+cAByNcqIAAOaGgIariU+Bb2BhPQY7Mf5l1CQAvlgAvRCYS4mB3ODLQMQLWCuBxmvyEwUA2aeJkwvvo17g7G+JcXJ2uTirsI/xgHJ2v95GjI6nz5PqhrJ2KTnCpYjnQDJMDIvTWYn+YTlRAJD1rIAs6OrqEgMogiBgdnYWarUaLXkyjvV6PbZv347Z2VlRN36xTB2VSw+VQwc2Q7qBsWigLpN+j7FqwVg04IILgXU+kgQ7LSA4MwrGpIZujR1DHrkUkj+agj+akmnA8zyP0dFRTE9Pg6ZplJeXo6KiIudkTOAF8JEUKA0Dl8uFHTt2YGZmBhRFwe12L8uPgA/LM52FFA8hyYHSk66VZVnFTGOlLOlMZAe+0/sQ9MbgVJBIWS0oZein23ORBRzLY+S8V2J0m4qzGO+eQ+OWhYCgIAjoOTwl/kYsBAS9cbTuLofZkfv4azQaVFVVYXR0wTScpmmJLErlGjtCvrhEC76i2QaVQQWlI03lIFy0BoMiWaA1XLqsNYphYH3Xu5Do6wM7Oyv6E2QTBcmxMQSefBLgyDFIdPfAsH0bjLt2SZajdcolyrReeg4oiipIo55iGGjq6iRtbCqFsc6zmJsch1qjRfmaVjgrF89MGuuak/oHCALGuubgrDChpaUFp0+fFrP79Xo9Nqxbi9RYBMeHFwLSeg2D7XVS4q+mzQGaoeAZC4MCBVe1CZUtylJJXDCByPFpUZYoMRKCrskGZyWRtsnOIs+U8klr5p87d06sJrBarYo6yhRFwWRfWr9D0RTsZUbYy5Z3PVIUJTMOLwSRSASnTp0S96mvrw9tbW2LBvxzERL5iIp8FXFjY2MYGhpCKpWCTqeD2+1GIBCQ9LFVVVUycsvv90uIAmDBMD3z3FAUBWNaSi48IycKACAkNWMzGo0oKyvD1NSCca9KpRKDpqlUSjQ9ViJZTBrlftWoNsJoNcrIAoHnwZ4Zw2CYmHrOApge7Mf6a26QBOFfG38NZz1nxfcdsx14T/N7YNVaQVEU9lbtxZbSLQgmgnDqndAwhZFHa51rUWGqwGBgEDqVDg3WhpzfdVRUYevNtyLkmYFaq4PR7njzBEwtlYQY8mZkjWsMQOXypS5HzntFogAgFYRDZ7xYf1Xlm+e4FCEBRVEw7twB484d4MJhsNPTxLPHaISqtBRMnurcIooooogiivhrxJ49e3DDDTdg3759+PGPf4zPfe5zS07afDOD53l84xvfAECSc++5555LvEW5cWl0FRaBRqPBnXfeiTvvvPNSb8qbFgaLBgbLCkw2lSbJHJs7IK81E/PdDXcQQ96YD/D0A95eou8PAL5B4glQvmH525WGq4n8LQWzCs7ziTDJILNn6TG71gDTWe7wtmpAaVJscAHWKvKntP6Tv1yQYup/CWi4kmjeZlcopJEmLhIhsg1sgpAsBVRnJJNJxUzOmZkZRbKA4ziEQiFoNBpRmqFQUDQFw2Y32JkouEACtEkDdZlBNDcWl6PIcomBADhvDIIACDFWlFriwilET83CrKERhVQrhKYo6NTywG5fXx/Gx8fF96FQCBzHKcpqsN4YYue84BPz5sqVJuhaHMvS4M4EY9GCnZOSSrSWkQSiDQYDDAYDolm6ttnm7dlQ65SvjQtZVQAAerNyn5GvL4mFUpIASBrhOWkfEvLFZWSEwAuYHgzC7NBBEAQIAkArZEo3NjbCYrHA4/FApVKhoqJCIjNismvRfkUlPGNhcCke9jIDLC49BI5HYiAAPsOzhVLTEk+NTFS0tME/PQUho2rJVV0L3SWe8FMqFXStrUBr7szf6JGjIlGQRuzkSeg3bZJk+6tcLqirqpAak8pp6DasQr88j55D++GfIqZrMQBBzwxaLrsiL2EgCIKiWW8yxoJleRgMBuzYsQPBIKkQsFgsoGkae5v1qHEYMOSNwKhVoa3cAqNWev/QDI2aNidqFKpJspEYCIhEQWabucqEtrY29PT0iGbLlZWVsoC5zWbDrl27EAwGoVKpYDKZcgYCeY6HIGDVJLuWCu9EGLPDIfCcAEeFEaV1FsVKhYGBAYmUkiAI6O3thdPpBJNHcqqyshIzMzOSYL7FYlE0gUskEujs7BSfX+mKuHTgf25uDr0ZBt7xeBxjY2NYt26dWDbtcrkUCYzs/nexdgCAzkqSHLgsutEkX39LSwvsdjt8Ph80Gg0qKipgMBgQCoXQ0dEhksP9/f0LBszzWO9aj25fN1L8wu+UGctQZSLjiW2l23Bi5gR4gQdDMVhHN4IKeyS/HwsG4BkeRFkTqV4JJAISogAg5sQnZ07iquqrxDaj2igxUy4UVq0Vm9ybClpWpVbDXl65+IJsknhDsAkyttNZ5Z/PDZFxpq2OyPOsAIHZKMZ7/EhEWJidOlS12qWJNRRF/KKmzpDEDp2NJHHoFqQTkYoDw68Dc4PEeLl6B2CvU/w9QRBknhgAEA8nwaZ4qFfBk6iISwvGZCqSA0UUUUQRRRRRAL72ta/h+eefRyQSwTe/+U38+7//+6XepIuGRx99VJzTfPWrX807l7rUeEOSBUVcYlAUyajySDVtYa8lE+XSddJAOkUTKZ70d+21gKmUVBRkY/Tw6pAF2RAEUikACjDmCAhlmweL7QqB0KZrSbDeP0LeG13A5ruAzj+RCoM0XM3KJEEaI4fkng2DrxEPCEsVkUKKSuVmUL6JGOl1PEomyAAwfABYcwNQuSX3b4EE5imKkmWzK+nx+3w+dHZ2ikEgl8uFtra2JXVYFE1BXWaUVRNkg9Yw0LcSxjjeMycJ3gIkaLzVoMNTcWlgprHECE84AYdRIwYAWZbF5KQ0uxMg+tjZZIHA8oiezjJXHguDMWlk3gJLha7ZhsiJGXHdFAXoWuySYBtFUWKmcToj2uFwKGYaZ6K03gLfRBg8t3AeTQ5d3gz81YC93Cgz+jRYtXBU5j6/WqMKFE1JM8IB6EzS+41NygkFAGBTHDxjIYx3+5GIpmC0aVHb7oLJvpABn64AyZfJrDOqUZWVLU4xNIzbS5EYCoILJMAYNdDUWUDnIGOs7lKsu+paTPV1I5VIwF5eibKmpekoCskkoqdOITU6Btpkgn7TJqhLF7bbH03i2NAcPOEESi06bKuzw6xbuSwHp6DfLrAc+FBIJg1kuentiB45iuTQEGiDAfrNm6Ctrwfr8yHR1wdKrYZuzRrQy9ABjgYDIlGQiam+nrxkQTqrO5tQ0hrVUKlJ/0XTNGw2m+x7dS4j6lyrU/3BhRQqhngBfIxFSUkJHA6HaPyuYcPA4CsAzwLuNmJAD4BhGOj1egwODsLv90On06G2tlbMmuF5ASPnvPCMkkC91W1A/UYXNDmuy8Xg8XgwOTkJQRBQWloKt9u9aKby7EgIgxkycuG5OOKRFOoUvBOU9PeTySTi8XjeCjSr1YpNmzZhZGQEiUQCdrsdtbW1itvW3d0tIbo9Hg96e3vR1tYGAIrG0TzPI5FIoDUPiQZA9JQotB0AMZStvwLoe2GhjVEBdXJdaZqmFT0eBgYGJFVkPM+LJEv6mWzX2XHbmtvQMdOBYDKIClMFNpZsFI/RjvIdaHe1w5/ww6FzYKarB2OQkgUAEA0tnCNf3Cf7HAC8Ma9i+3LBBhJI9MwRvw+jGtomG9TLkdSJ+oBTjy5IP/Y9TxJLyuZ9GfyjpAo0XdWqtwMb30+qOpeBiD+BniPT4jPLNxFGeC6ODVdXSb15aAao2ET+siEIwJnfAIH5pIXwLEmI2fQ3JLEkCxRFQWtUIxGR9i9qrQqqS0QWFlFEEUUUUUQRRVwKbNiwAR/96Efx/e9/H9/+9rfx4IMPLilp9c2KZDKJz33ucwCAa6+9Nq/izhsBRbLgrwWzPcSwmI2TLPXqnXLpnUysuYHI5gTng7KmEqDl7eR16ztIUMTTC6j1QOVW+eSIjckdJQG5D8BqIOYHzv2eeBkARJZo3a2k2iETFZuBuWFpm8lNssLOPwEIHAn41O0lFRSbP0AmsTwLGEtINHjrvSTTLDZH9rmklbQLApAIEuJBnTFZDo5DBoEnxsauZlKJ0fc8kW7SmAjp4m4FOh5fIArSGHgZKG0n/gw5oFar4Xa7MT0t1Z3PNiflOA7nz5+XBDI8Hg9GRkYWDWRfKNS5jLil2oSO0QBSHI8kx6FvJozemTBoisKOegd2NzrBcZyioaSStA/rUzZXTs1GV0wWMFYtTHsqwE5HIfAC1CV6RXNUs9mMHTt2IBwOQ6VSFSQDYrRq0bq7AlMDASRjLCwuHcoarRdcqoCmKbTuKoN3PIJIIAGDRQNnlQlMDnNjAFBrGJQ1WjHZ619YD0Ojco1NspzFpQPN0OCzst/VOgYDJxeClhE/0XXe+LZqqBSqSpYClmURiUegrzdBrymsvNHiKoHFVSJrZ30+RA8dQmp6BiqXE4YdO6AulfoYCIKAwF+ekmTtJwf6Yb3tNqjdbkQSLB4/OopokvSNk4E4+mfD+ODuWmhVC/saiKbQNRUEJwhoKTXDaVKWDsqEuqJcZrRI63Vg7HK5HVqrhWnv5cDey8W2eGcnQi+8KMpJRY8eg/Xd74J6idrybFJZyiqVUG7PRHWbAz2Hp8VrhKIp1K5zXlSJDsaqAR+XkpmUihLvbYZhYDabSWDwzP8uPOdGj4p+MzzPo6OjQ8xcj8fjCAQC2LJlCywWC8Z75iQeCoGZKPpPzGLtZUsfJE9MTKC7u1t87/V6EYvFUJclDZWNyX45ATA7EkJVq1123xkMBhlhwDCMRO8fINc/x3FgGEY8ZzabTUbwZINlWXi98kD27OwsBEEARVE5DegLMaY3m82orKyUVKNZLJbFJyXVOwBzOeDpBhgtCV7rleWrlKBEsiQSCSQSCYnEl0PnwNU1V+dcj0FtEP0GzDmq0szOhT7LpXeBAiX6CqThNqzM6ysTfJJDNIMs50JJxE7NgN5VDsa0xKrWodekY0OBB/qeI2NVWgV0/UUqfxmbA/pfJJn/y8DMSEhGbidjLPzTMTgqCiQdgxMLREHmdo8fUyQLAKCqxY7+k7MSyb7KFtuSfEeKKKKIIooooogi3gr43ve+h+9973uXejMuKjQaDQYHBy/1ZhSMIlnw14Dp8yQYnkZoimSzr70l93e0ZmDLPWQy5OkhxEIiTEqxaYYYGlfl0W7V2RSz5jl9I1L9flAMyUjPleELQAwSLIrupxeIAoBsc++zxNcgE+61AJcERo8AyQjgbCQBgIFXFpYZOQSkYkDrTeS9ISPAmIwSeaXyjYA6I1M34iHHNzwz71mwnpAtNEMqEoLyLFsY5qsf9DZg/e3yz8Nyk1mwCVLVYCoh/8eOEjLDUkkIm/ltWrNmDdRqtajJX1FRIcu4DwaDisF1r9d7wckCdbkRyZGgxJSUoimoSw1o0qnQ5DZj3B/Db44uaNTzgoBDA15UO/SoshtgsVhEOZI0lKR9qBwZe7nalwpawxREOtA0nT+LVQEmuxZNW1cvuJMLAicgNRUBF0qCMamhLjOipMaMEhROplS12GG26zA3FYFKzaCkxiyrLFCpGTRuKcFghwfsfLDcWWVCVjwLAMCleMxNRVGyAkJnYmICfX194DgONE2juroa9fX1ywo887EYAr//PfgYCVglw2Gkxidg/5s7wWScV3Z6WibvI7AcYqdOQX399Tg/GRSJgjRCcRY9U2GsryKyGyPeKJ44NQ52Pph1ZNCHm9aXY01p/mNh3LULqckp8OF5HxSagunKK2XeBkoQWBbh/fslQSwhkUD04EFY3/UuAEC8pwexjg4I8QQ0DfUwbt8OSkFX3uRwQq3TIxWPSdodFYtLkVicemy4pgq+iQgEAXCUG6DNIOBYlkUsFoNer89r2L4SaBus4Obi4DMqYXRNdnmfMfiKnBAfeAUoXQ/fnF8mcSMIAsbHx2GxWOAdk3vVhLwxJGIstPN+J76JCDxjIQgC4Ko2wVFuVLx2R0ZGZG2jo6Oorq7OWyXGJuVkvsALYJO8jCyor6/H6dOnJSRtbW2t5BxMTk5icHAQiUQCJpMJTU1NsCsQVUpIkwHZJHAmEVBWVobx8XFJ1ZxarZZI+uRDc3MzSktLEQgEoNfrJdn9eWGrVg7+ciyRp6EowFarmHyRliLKxHLMpSWbU1oOZ1UtvGMLiQ+2sgo4qxa20awxY2vpVhybPiZp2+xevhdSNtjpqIyIFwQgNREBs2aJ+xcYk7el4mT8qNLJqzMBkuSRCS5F7r+Zc/PjsA1A3eWK50VJNg8g/jsFI5VDwiqZW9rKWWmC1qCCZzQMQRDgrDS9ZcyNiyiiiCKKKKKIIop4a+GCzLazJ6+ZgUqlie1yoaRPXoQCRg/L26bPAQ1XybPvM5EMA11/WvAcGD4A1OwkZsKLgaKAtTcDZ35LAvMAkqlqxDxrgTmSbZcYDMC4pRSMVZqdyCc5xLvnwM5EQaloqKtM0NZblbOv2ATRsc2GpxfgebmubflG8pfG6/8p/+70WSJDlJnBP7Sf7D/PESmChqsJWSIIwNnfkaA9QDLLJjuIrm3d5UD1LkK2ZGbFVWySkhBKMLlJ5momVBqi45sIAcd/Jh5XePtJ5uOWewCagUqlQnNzM5qbc8unZBtALta+HLAsi5mZGSSTSTgcDjFYzpg10K93Id7nBx9lwZjV0DbaQDEL53dwVm52DABDniiq7Aa0trbi7NmzYkDOarWivrQGsbMe8DEWjF0Lba0FjF0LxqyWSItQFKCpWllVwZsFAi8AFPIaP0dPToPN8BdIjoVh3FYqBkeT8RjmJsZBMwwclVVgVPJrhKIo2EoNsJXmr5qwlxlhKdEjGkhCo2OgNagxcGpWeWEFEqFQRCIR9PT0iIFFnucxPDwMq9UKp3Nx3fpsJHp7RaJA3LxUCvHOLhh37hDb+IjydcuHSXs4wSp+ntn+Wt+sSBQApIt5tWcWTSUmRT+HNBibDY67PoDEwCCEZBKa+rqC9ZO5UAhCXJ75z86ScxPv7kHo2WfF9tiJk+Dm/LDe/A7Zd2iaQcuuy9F9aL9IGNgrqlDZuk6y3IQ/hgP9Xnjn5Zgua3LCbdZBo1OhrEGuaT8+Po6BgQGwLAuGYVBXV3dBxgCMSQPj7vmKoRQPlVuvnCkdUbhuUzEgGQbLKp/ndHuu+zHdOjUQwMi5BaI9MBNFss2J8kbpcREEAfG4XAedZVkxwz8XrG69jLTQmzXQGuTDQrvdjq1bt2JychIcx6GkpERyH/n9fnR1LXgChcNhnDlzBrt27SooMM4wDEpLS2Xycpmm9WazGe3t7RgcHEQ0GoXVakVjY2PBzyyKomC1WhX9EpaM8Axw+nGSQAGQ5/2G98skEOvr63HmzBkJwVFXV7cibVKKorBm1x4EZ5sQ9vlgsNlgKy2XXVM7yneg1lKLkdAIjGojmmxNi5oYC4KA877z6PR2ghd4NNmasMm9CTQlJ1WyM/Mz17Fk6B1AXEr+g2aIDwDNkDEXl3VPabPI995ngcnTC++HD5DxWKO8YsNeboBvQnrt0wwFq3sJgXtrtbKnhbMx79dMdt2Sjc2LKKKIIooooogiiijiYuOCkAV1dXXixIWiKMnEOfOzlSB7vUXkgVIGlCCQwEY+smD08AJRILYdIXI+hZTiWyqAXX8LBEYhQIX4aQAZGV0CKyDe54dxq1TKI3bGA3ZeM11IckgMBEAxFLR1CpN8KsdEUqUVDXTzgpMbaoLniPQQ5ifWc0PEZ0D8Dkv8GKzVAIQFoiATM52ELDA6gW0fAiZPkcCCo4GU1i+G+itItl3mRLT+KkIYjB5eIArSCE0T0qBkzeLrBmAymWC322VmyFVVefwXloB4PI4TJ04gMS89Mjg4iPr6elEaQ11qhMptgMAJSA4HEDvrhcDyYKwa6Nc6oc9h9pduNxqNorQPTdPQCmpEj06JxqSsPwHWG4dxexkMm0uR6POD9cVB6xho6ixQLUH7n/XEkBgNQUhxULsM0NRaJMTGGxGsL454L9GSZgwqaJvtULvlgXx2NiohCgAiJ5GaikBTZYZvYgw9B/eDn8+gVuv0WHfl22CwLD/gxjC0xHvBVWWCZ1SafcuoadjLFpdrygWv16sYtPJ4PMsiC4QcEjpCluSOuqIClIqBwEqztjW1JKhd5zTi1Ihftp46F9lXQRAwG5L/VijOIs5yMGjyP7IptRq6lsL6gEwwJhMorVa2n4yTVOvETnfIvpMcHAQXCIBRCL5aStzY+o53ITI3B5VWC71J+pwJRFP4/YkxpOY9OQY9EUwEYrj3sjrFfQyHw+jp6RHfcxyH/v5+WCyWRSVuloOCKobM5URLPRNaE6A1w+EwKGbKp7PgXVUmjPdI+15riR4avQqCIGCizy/7uck+P8rqLTJPlLSxbiZMJtOiQfTqtQ7EwynRI0KjV6G8UYOQZxYmhxN0VkDbZDLlJKCzZe8Aco5mZ2dRWVmAuS1I5r9KpcL09DQoikJZWZlMSslut4NlWbAsC6fTKZHyuajofnqBKABIoLt3H9Grz4DT6cS2bdswOTkJnufhdrsLrrbIB4qiYHWXweouQywWw7lz5+Dz+aDValFbWyt6J5QaS1FqLF1kbQvomO3AgYkD4ntPzINIKoK9VXKfBrXbgESfX0YaqEuX4R1SdzkZ7/AZ47jqHUQOEgAqt5Gqz0zUXrbwmk1KfbTSmDhJkmKyxoKOciOizTZMDwTAcwLUWhVq2h2YHgxidjQECKTqrarVnluCT60D1r4T6PozSVoByNiuMk/F7SJIJROYHuhDLBiAyeGEu65BkZwvoogiiijirYt7770X995776XejCKKKKKICytDlC/DaFnZR0UsD45GMmnKhM4KGJS1b0WEpuRtgkAC05lkQfpcKgXnGRXgqAcfSUFIyeV4uJA0WM/HWJEoyERqPKxMFjAqQl6MHpW2V24rjCxwtcgnmfbahUkqAHikOuAivL1AyVrlz+iMW0tnIcF/LkWIiEK2y1IB7PgwqXLgkmQ7LfP6ynG/8ndytedAe3s7hoeH4fV6odFoUFVVtaxAqhKGh4dFoiCNoaEhlJeXizrXFEUhNR1BYmAho5ALJBE9NYO128twbMgnkWwxaBisLV8I4FEURbTDAcS6fCJRIK4rmATni0Pl0kO/bnn7lZqNIpqR+c4FkuDCSRg2FCZ9cSnAJ1hET81AmA/EclEWsdOzoHeWgzFLM0u5sFyKKt0u8DwGThwViQIASMVjGD59EmsvvwoAIKR4JAYDYH0x0FoVNLVLI2IAwOLSo26DC+M9fqTiLAwWDWrXu6DKQRgVgtWunNE0NCBySF6hpalvkLyn9XqYrr4a4ZdeEgkDTW0N9BuIqXud04BNNTZ0jPohCABNUdheb0e5lQQ9KYpCiVmLmaD03jHrVNCpln88FgOlVsO4ayfCr7ya0aaCcddOAFCsOgAAPp4Ak4M3omkGZqfyM+bcZEAkCtJIpHh0T4WwuUYeTJ2dVa4+8Xg8imSBIAiAIIBaRGaG5wWMd89hdiQkyoJUr3WAma+qYVMpeMdGwLMs7BWV0BkzKjUargZO/3rBW4aiSUUazUCjYdDW1obu7m6kUilQFIXKykqUzntcVDTbwHMCZkaC4DkB9jIjateTPkrgBbAJuUQQm+TA8wKYrOqS5uZmdHR0iBUGarUaLS0tiyZlaHQqtF1egWggiWQ8gYme4+g5RJ7Raq0Oa3btgdVdlncdi2EpiSEMw6CpqQlNTU2Kn8diMZw6dUrcz76+PrS0tFx8MzQ2oSwtODdMnu904STLSsHzPE6fPi1W2EWjUXR2dkKtVi/rWd4xKycFz3vPY1f5LqgZad9J61WkQrB7DnycBa1hoG20QmVbxF8lPAvMdpJEj9I2Mpa0VRM/qMkO4qvlWkM8ndJouIpIN850kjFf+SZpBr/AK3tkKbWBXJfVrQ6UN1iRjHPQmdQY6/RhamDBY2J6IACe5VG/Mc+zvmQNYH8QCE2SxJvFKkbzgE0mceaFZxEPk/HQ7PAgZoeH0H71taDz+YsVUUQRRRRRRBFFFFHEBcAFIQtqampyThLzfVbEBUL9FUQyIa0LqzESv4LF9HqNbnnmJEAkcgAi8zP0KiEiOJYY8zZdS4Lbg6+SybPeBtReBtpaB0pNQ8jSis0OXiIHiZSXW2q4BlAbFoL+5RuBqu359y2N5utIhYVvgLy3VhID50yocwQ/1XpSOWCrlh+nigxtYJ4D+l4gE2GeJWREy03k2OSDziLNnkvDVgtMnVVuXwJUKhUaGxvR2Cgvmxd4AZwvDj7OQuXQKRr35kO2TjNAAnjhcFhiipmaksu28HEO+kgKd2yrxuFBH2bDCZSYtNhZ78iZWS3kkHfhFYJuJJCIgkwFk8Py/UhNR8FHU0s+JiuFIAhITUSQHAsBvAB1qRGaOotsP1LTUZEoWPgukJqMyO43xqIsS8FYNIhHI0jG5FVJQc+suD3RUzNg5zOTuVAKrDcGw9ZSqJYos+CutaCk2gyeE0CrqBU/I0pKSkT99DQYhhEzbpcKldMJ01VXIXLgAIRkEpRaBcP27dBUybOmda2t0NTWIjU5CdpkgqqkRFJpd3WLG1uq7fBGEigxa2HWSa+jvU0lEs8CigKuWFOSV4JoNaDfsAEqtxuJvn5SodDaIlYNaBrqETshJZxpswmqktyEM5fiwQsC1AqkTzZRkEYyh2Z4Ln+C7HZBEBA7eQqxkyfAR2PQ1FTDdOWVYHJUH4x3zWGy3y++nxkKgmcFNGwuQTQYwLmXn0cqQYLTQx0n0LxjN1w1dWRhayWw4yMkgMmzJKs4I1hYUlICh8OBaDQKrVYrkeOhaArVbQ5UrbXL+iKaoWF26hDySklzk0MnkhiZMBgM2LlzJ+bm5iAIAux2e8EyNxRFwWjTwnOmE4HphQB4KhFHz6HXsfUd75ZVGCihrKwMExPSADrDMBIfmXT/LwgCzGbzku/xwcFBieSSIAjo6+tDSUnJBfOvUAStJmOCVFZSg8ZICKOLCL9f7o0BEL+W5ZAFcVaeqMEJHFJ8SkYWAKS6QOXSQ0hxoNTM4s/U6XNA558WBnTDB4ANd5AxkakEaL5W+XsUBZRvIH9KUOtI1WZ6HJeGuzVvcoZKw0ClYUhF16j8We8ZC6Om3Zm7uoCshGz/CjEz1C8SBWmEfR7MTYzDWVWUXC2iiCKKKKKIIooo4uLigsywhoaGlvVZERcIGgOw+S6is8vGAWuVoumbDDU7iRZ+Zrl95ZaFgMjwfmD44MJnU2dJ4D3qWzCkS4SAwP+C2nwXdE02xDoX5BIoFQVtk03yk5ReBcaqAReQVhyo80mS0DQJqisF1heDWg9sfB+RERA4kuUW9ZFjZSwhE82y9UT6h83YJo0BcLeR1+veA/S/SLwJ1AbiZZDpizB8ABg/vvB+bhg49weSSZc9keU58pfpl8DzgLcPiMwQ6Qt3G/ktT+/CMjW7AHN+uQGe5zE1NQWfzweNRoPKykoYjXLJACHFI3JyWnIOdGvs0NYWbtBrNBplhAFFUfLfyzWPpyjYjRrc2F5YcFfl1CM1IzVUpShA5VwIWgucgHjvHFITYUAg15RujQOUOncgQFAwAQUAPsmDXr5KzrKQHA0h3r0gXcKF/eDjLPRtBQaFFBg3lVMPtVt67FR2HdSlRjACC0alBsdKqw/089UcXDApEgWZP5EcDS2ZLAAA8ALYyTD4YBK0WQNNhSnvuckHlUqFTZs2YWhoCMFgEEajEbW1tTAYln/S9OvboWtZA9bvB2O1gtbmzqCl9XpoGxaqDgSOQ/z8eSSHR0AbDTBu3AhriXIWao3TgLt316FzKgheENBSaobTtEi27ipBXVYGtQKhYty+HdycH8lB4qNCm02wvP3tipn7HMdj+IwX3vEwBF6AxaVH/aYS0bgXAJrcJpwYlsrwUBRpV0JpaSmGh4clpuxK5E+iuxuR118X3ydHRhH4059h/8DfKG7rzEhQ1uadCKO23YmRM6dEogAABIHHwMljcFRWLwTQtSagOjcxzTCMWP2kBIqiFPvA2nYXeo5MIRkjJKhap0LdejkxE4vFQFEUdDqdLDjsn4libjICWkWjpNoMQw5iEADmJuWZ8qlEHOE5LyyuxU3WrVYr2traMDAwgHg8DrPZjKamJpEgicfjOHv2rPhMMBgMaG9vV3z+5EK2oT1AvBmi0eiSzeMzkUqlEAqFoNfrC5M1omniRTTwsrS99jLZ8zwSiWBiYkKUTSrJIA5XA9kyV4u1L4Y6ax36/f2StlJDKQzq3P0mRVOgtAVMJXiejJMyn0M8Cwy8RMZCK0XrTUDnn4lsJEUBziag6bqCv84rEJiCgBV55ywFsZD8+gaAmMJ1X0QRRRRRRBFFFFFEERcaFzEdq4hLCopaNJgsg85K9PanzpCgv71OWvo9KS9Zx+hREkDJNNITeGDiJDRrbwZjYpCa9IHSmqCuMIHWSS9BiqJgWF+C2HkvWF8cFE1BXW6Ett62tG1fKnQWQnScemzBMNnoIkSA0QlsuouQI+FZIgdUt5cQDQAhDtbenHvdSlq6oSlCSqQNEXkO6H8JmJyv0nA2AmtuJOTDmd8QgiENVzOw7tb5dXgBS6XMWFEJXV1dEm3pqakpbN68WRbMSo4GZWRNoncO6lKD7HzlQm1tLbxeryS4V1VVBZ1OGkTWVJjAZmXQ0gYVmMWkDLKgrjCB9cWRmiZZlhRNQbfGLtneeN8ckhnZg8mJCARegGF9bpkBlUsPLiINltMaJmdGvhIElgdoqqBKhnxIjihUOUxGoGu2S4LqarcBiV6pljRFAeryhcAcx/KYHQ0hMpeAzqiGo00PKs6BMamhKjGAoikwUKOytQ0jZzsy1kOjum092a8cREqu9nwQOAGR49PggvPX3WQEqYkwjNvLRKPlbHAsD+94GNFgEkarFs5KI+iMDFCDwYC2trYlb0s+UBoN1O7Fg6fZCD33HBK9C3Jmie5uWN/znpzrshrU2NWw9MxgPhZDorcXAstCU18PVR59dD4aBTszA8ZmU8y8F1gWrNcHxmQEbTTCevM7wAUC4OMJqEpcOSV+xrvmJB4UQU8M/Sdm0LanQmyrtOlxZUsJDvZ7kWR56NQM9ja7cpIiGo0GmzZtwuDgIEKhEEwmE+rq6mT9Sfx8p+y7nN8PdnIS6iztfEEQICjEVAVegAABIa9H9hmbTCAeDsFgtSluZyKaQjSYhMGigTZH5VEikUAymYTRaASd4xgaLBpsuKYawVlC4llcOsm1HY/Hcf78eQQCRDbF4XBg7dq1YnB+otePsa4FYn5mKIiWnWWwuJSD4eocxJdKk7sf5sJhRPa/juToCLk+tm7Frl27wPM8aJqWBMX7+vok5HE0GkVXVxe2bt2ac/3Z0Ov1iMWkhDBN07JrYCkYHx9HX1+fGFyvqKhAc3NzzvMiomYXGTNMnV1IKHBLJQmDwSBOnToFjiP94dTUFKqqqvJKEiWTSYyOjsLv90Ov16OmpgamPCbldrsdarVa8pwFAPcy+igAuLzycoSSIcxEZwAAVq0V19Rcs6x1yZCKSBNP0gjPLHlVIV8cUwMBpBIcbG4DShssYLRmYNOd5DcoilR6FAiKouCoMMoMv22lesVqnrSM6moSP2ZnCaYH5JKXZlfu6q0iiiiiiCKKKKKIIoq4UCiSBUXkh8ZAKgyUoBRp4VkopmJxCWD8OJjB18CkYvM6tdcDugbZorReBePWUggpou+fK1i46uh/aYEoAICIB+h8Ath6HyFa2m9b3npzSRNkTjSHDwBjGb4L3n7g/BNAxSYpUQCQigLfACENrIWZR0YiEZkJJcdxGB0dlQVUsw1vAZJhx/kToMsK6zIMBgO2b9+OqakpJJNJOBwOOBwkk5pL8fCMhRENJWG0amBusoIdC0NIcGCceuhb7EsKrPPRFFhfHOoKEzT1FghxDoxVCzpD/iQt4ZMNdjoKYS2f8xrT1ltJBv0cITQoNQ19u7Og7ePjLGKdPrCeGCiGgqbKDG2TTfZdLpJCciQIPkYknzRVZsXtyZbwAuYDmxwvIQtonQqGjSWI98yBi6RA61TQNtnAWEjgj+cFdB+aQnhugaTxGNRYt7dC5hNQtbYdRpsdntFhMCo13HUNMDlIEFtl04FSUTKvCJVLT2SsAglQDA3arF40qJKaiS4QBenjEk6JRsvZ4DgenQcmEQ0sXKuzoyG07i6/4HI9SwXr80mIAgAQUixiJ09BfcP1q/c7s7Pw/+GPoklx5MBBmK+7TtHwOHbqFMIHDgAcuaZ069pguvpq8TwlBgYRfvEF8LE4QFPQtbUROR+rNadHQRpehfss7IsjEWMl1QVbauxor7AiFE/BoldDnU/qA0T7ff369fl/fAkydukAYba5ttVtgErNQG+2SCoLAIBmVNAYFKqxBAGjnT5MDQTJj1EUyhusqFprF48pz/Po6enB1NQUBEGAVqtFa2ur2C9mg6Yp2EqVM7q7u7tFogAAfD4f+vr60NbWBi7FY6LXL90+XsBY9xzacpAF5c2tCMxIPYrs5ZU5jcwFQUDgySfBeQkhwcUTCD37HCiNBtr6etnyXq9X1hYMBpFMJiXyTPlQV1cHv98vyZqvqqoq+PvZiMVi6O3tlfhnTUxMwGq1Li5XRlFA6TrylwPDw8MiUZDG+Pg4ampqJFJ8afA8j46ODoTDJGAdDAbh8Xiwbdu2nBVRDMNg/fr16OrqQjQaBcMwqKysXLbcmlFtxG3Nt8Eb94IXeJToV7ESQm0kiSTZhIFpacRG0BtD96EpkQwP++IIz8WxZsf8Pmtzkyv5ULvOCZ4VMDcdBQQBVrcB9VneRBzLY/S8D57xMCgKcFWbUd1qlxB5y4WrphaekSH4pyfFtpLaelhKlpjkU0QRRRRRRBFFFFFEEauAi04WvPoqMVCsrKxU1EpfDIODgxgdJfrwV1xxxapu25sWwQkic5OKkYz08s2L+xEUgkSIBD50OUr83eukAW6AyO9EZudJgwxoTEDPswvvY3PA2d8BOz8GaE3gYyz4OAvGrBEDpZT6Ipu6ebrlbaFpIB5Y3F8gH8o3ECIiE7YaqRnetIIHQWAsd3ZcaFJqAJiN+YBVGplaz5nIztQECFmjBNqwtO5Cq9Witlaq5cuxPDoPTCA6HxieBdHibt1TCYoCOF8csfNe8DEWjE0HXaM1rzdAYiSIRM+cGAxkLBoYt5TmkK/JoSeQR2aAUtMwbHWDD6cgJDkwNi2oAgMDsTMeUaZH4AQkhoNEeqvBJi7DRVKIHJki1QcAWG8crCcOw1a3LEijLtEjOSkNxDIWDSit/D5RufQwOnUAKwCMtKrBPx2VEAUAyYieHQmhPEsWDCBBQ3u5nJSi1DT061yInfeKRIa61ADGokX49XHwcRIoU1m10G8qkZA32eAjyRztygbM3rGwhCgASNBobioCZ8XygkUXClxGUFfSHlRuBwA+mQRYFnRWkJCPRBB+bT+SQ4OgdDoYNv3/7J13lCR3fe1vhc45zXRPzju7s2E2ald5lUAykowFCFAgY3DAssU7GPMO+AEPZ+Nng8EgEwQIjMhBEsrSKu6uNs3myTn0dM5d6f3xm67u6qqe6ZmdXQnozzk62qmu7q5OFb73+723H8Zt20BRFMlTKA0VlySkXjgAQ2cHqBJPdz4SQfLAC4rHzZ46DV1TE4w9PRCzWSQe/w0kbmkfLkrInjwFtq4Opr7KxdEClcQarZqjnqXX1WLJ0LsBXLl3vt0GXYN2CG5rnwcCLyIyt1Qg9JnQvo108jb3bcXpA09DWipO0xyNJls3csdC4F0GGFrt8jEqEcpibrjk85QkzA5H4agzyd38MzMzmJ0tFgJzuRxOnTqFffv2rcpzn+d5hMNh1fJgMAhJkpDP8hAFtbCYrRBmDgDuhkb0XnEtZgfPgsvl4G5ohMXfgPPnz4OmaQQCAYVlED8zIwsFiuc4eUpTLNDpdKrAe4Zhqs5WAIjV0a5duzA7OwuO4+D1euH1epHJZDA7OwtBEODz+TQDr7UIh8MKoaB0+aqL7fk0EBokob3eboA1aGYJSJKETCajKRaEw2FZKCggCAKmp6eXnUZwOBzYs2cPstksdDrdBec3UBQFr2mdutkliZwPchkyAdl5nTKzgGZJUPgqmBuJKabmAHJMK0z0FBAFEdPnogjNJEHRFHwtNgQ6HBWFflbPoHt3Pbi8QGwKNY6r4wMhLE4VxcX5kRggAa2b1VNg+QyP+dE4sikOVrcRda02zSmFAjTNYONV+xGbn0M6HoXV7YHNs762VTVq1KhRo0aNGjVqVMslFwuuvfZaUBSFP/3TP8W///u/r/r+//mf/4l//dd/BUVR4HntUNPfKyLjwPEfFLv8Q8NEPNh4q3pdUSTe+/OF0fltxF+//GKEy5ALutCSd62zGdh4m1o06LiGTAzMnyI2Ou4O4hubmAPOPUIuoGmG5Bzw6m51CDyk4DlkY23gZpOkvs3SMG10Q+evfoR83WA1QgspWmmptBaa9gACRwSdbAIwWgFfD8lAYFd4bIsPCGqIGJYK1jmZKDD0JPns9BZil9C4EzabDTRNq7yMtQor+lY7uIW0opNd5zPJnekXwuJUUhYKChSKvE6rHumjC3IdQZxLQYjlYN3XAIpRXzCLOV4hFADERz83EYexU/m6KIqCzm9BvsxmgPWZVvTFpyhKHcS9AmKaU/n5A0B+NqUQC/ITcVkoKMBHshCiOZXvv6HHBTHDy4/LmFmY+jwViwkURQE69W3ZCgX4SsuXQ1dnBusxQojlQRkY0GYWqZdmZKEAAPhYDrnBKEx9pKCSjudJAYei4Gm0wGTVg3Fof7cq2VFlEtrbWmn564nO7wfFMpB4ZZexvlEtwEg8j+RzzyF79iwJsW4IwHbDDWAcDtLN/cgj4OfIhJDEJUnRX6eDqa8P3ILazkNMZyAkEgo7Im5iQnM78+PjMPb0ID8xURQKSm8fGalKLPC1WDF1VplH4PSboa/Swmw5JEmCwImgWVpTlDBu2gQxlULm2HFIuRx0DQEyMVFBPGd0NLp31YPPC5AARRizo64e2264GQujw+BTHGwhG4yMFXw0R/4LZYlNFk0htqAWXQEgFszIYkEwGFTdzvM8otGoIgh4JSiK0tyXF6xzDGYWrIEBXxbubnUb5OcMhUJkssLtlovL7oZGuBvId3JqagonBooC9vT0NLZs2SJPQUgVzr0kTvv319TUhOFhpRd+Q0PDqsQCgGThdHV1yX/HYjEcP35c7uCfmppCV1cXmpubV3ysShMJOt0qg+vDo8DJHxH7QGApB+ldcDgcKsGAYZiKtkL5vLZgWi6yaEFRVHV5C5cSLksaQqJL+xu9mdgn7voAEDxDhIK6TatuxOCy2jZ3XI4HUPxMxwZCiqmhqTNhSIKExg2VrdkAaAayA2SaLTSjtlEKTibQ0udWHIfzGR6nDswsbRMQmUshMpfCxn2BZacSKYqC0x+A068tbtaoUaNGjRo1atSocan4rbQh0uoG+71l8lW1HdDcSeKpX34RNvI0yRQoMPQkKfa3Xalcr1BsLhCdJMX/be9UrsfogN4/ICFyklD08DfYAPefERsfg41cJJ7/jebmc4tAPli8AJN4EZlTITAuI2iNzq6LSuMu8tpLqd9Etv9CoGmg/SrA5ifBxlwWGHySWA9tezdg9QH+rcDo88r7OVuA5stImHGpr6+jCfCqrUUgScDAw+R9B8hkyOATAGuE3r8Z3d3dOH/+vPz7sVqtmkUVxqKDdY8f+akkxCyxxtGtU7d2JqFdEMkmOOSjOZVdiJjhwS+moatXi0eCxvoAIGjYKAGAsdsFiBK4pS5its4MY6+2BcjForxMIFUofIgZHiiradB6BpbdfgjJPCCiKnsfLawu7QK81b0272+KocEu3VdIcRDS6kIiv0iKqaHpJIaPBuXO0tmhKLp31cNRZ4Ku3ixnTgCAzmsC69P+7Vmc2oU+i+MChb2LAG0ywXLV1Ug+9yyw1BHL+nww7dihWjd98KDCd5+bmUX8N7+B8+1vhxAKyUJBKdlTp2Dq6wPrdoObmVXcRhkMYMqKk+XTCgWYpc7xSsHNlMEAPhQiOQduN3T12vYYgU4nJBGYH49DFCS4Axa09F347ywZyWFsYBHpWA6snkGgywl/h13xG6AoCpY9e2DeuROSIICu0qKm3H6rgNnhRFv/TmTOhpFPK+2KhHgeQiRLQsKN2vcvXV6p43u1neCFYOeZsgmKxsZGUBQFiqHQutmDkaNBuQObNTBo7nUjFovhxIkTcqOFXq/H1q1bFbk1giBgdCnIuoAoihgdHZXFAl1jI2izCWJaKZIYurugRXNzM1iWxezsLCRJQn19PRpLxLJcLofZ2Vnkcjm4XK6qg4BHR0dVVj+jo6MIBAIrvq8ejwdms1lR0C/Y+FSNJJFzG6Fkn8dlgOGn0db7VkSjUXl6j6IodHd3V9wul4tYVpWf31ayqXrDM/ZCUSgASPPI6Z8De/8EaF/7VLDDZ0KqTIhndDSsJeK6wJE8m3IWxhOaYoEoCpg8OYCFsWFIkgRfSxtatvSDKf2spAouZxoLF8bjslBQIBnOIhbMVLQWq1GjRo0aNWrUqFHjjcRvpVhQo4RsBSuLXFwpFgg8MHNUvd7UYaD1iuJ0gSQBC2fV64VHSZFbp1FQLO+Oz8aB0efI1IPRDrRcTgIAZ44qL6xYA3jBD0B5USWJEvhQBvqLaCfC5/NIRSMwWq0wFDyom3aRSYiZo2QSoG4jeW9Ud84BQ08tdcfpgIbtZL3lrJ9EERh8nExgFMingZFngK3vAFr2AUIemDlCntvbDbReBQTPkskEPgtkwpAsdYiZWhCbnILZbIbH4ymGMcani0JBKbPHAf9mNDQ0wO12IxKJQK/Xw+VyVQxypM06GHuW78BbC1aXAQtj6uUWpwHSgtrrHIDKE79AJXuiSnZJFEtsc4y9IrA0xXKxoM06sC6DKv+hXHRh3EZwi8qCG0VBLr5rwVirKICmFoHxF8n/bQGg9XJ5f2BzG+FrsSFYEpjs8JngaSC/A0mSwM2mwC+kAYaCvtG27PYotl1Hg6LU9RNKT0MSia976Y2SKGHqbBjO+iaYtnihb8pBSOTBWHVg3MaKBUN3wILFySTiJe+ds94MZ90bsxBj2twHfVsruMlJ0BYLdE1NAEVBTKdBGY1y53v2/HnVffn5BYixGCRBW1jCUoe5+bK9iP/yF4oJBstle0CVdUrr29vBOJ0QolF5GaXXw7g0NaBrbgbjdkEIF6cDJJBA5MhD35eXGbq7YbvpRlXXPkVTaNzgWrGDdzUIvIjzB+fAL4Vn83kBk6dDMJhZuANqIZFiGFCr7FpfDimn3UlfmKDxNlkxOxwDly2upzex8DYWf++NjY1YXFTun202GxyOYi6AJIqILsxByOfh8AegqxAw3NXVBZ1Oh/n5eVAUBb/fj5aWFvl2T4MVVpcR0bk0aJaC228BzVI4efi4YiIzn89jaGgI27dvVyzTmtosLapTLAv7Lbcg8cSTxGaLoWHaskX+DpVDURQaGhrQ0NCgui2dTuPIkSNySO/MzAwCgQB6e3s1H6uUVEp9zBAEAdlsdtlgYIBMYvT392NiYgLRaBRmsxktLS0V8wE0ySeJpWI5sUkYjUbs3r0bi4uL4DgOHo9n2e5/k8mErq4uDA8Py1Mj9fX1a84fEEUB4ekp5FIpOOrq5ayZS0ZIHdaLXJI0PtjX3jkf6HQiGcnJ+36apdG+zaew+BElSWVVBJD9iBYTA8cxc74o0s4OnYPA8+javVdexrA0XH4zImVWgO4Gq+o4lU1p7y+y6Tfe5FuNGjVq1KhRo0aNGlr81okFhQtWo3FtXbC/czhb1QVi1gBYyy4wJUHZ/VaAz6n87cGw6swBmqkc1FuKKAIn/kfZ3X7yR0D/u8kI+ujzQDpE/Gu7bgA1pQeg7gBbzt/8QpkfHcbYsdcg8BwACvUdXejYsZtc8DXuIP8tx9lfAcFCUS9POugoqjihIUmku5A1kPcNAHIxIqKUU+i8o2mgcz/QcS2ZFAmPAEe+XfwcjHZI296NcxPzmD1/Qr67w+HAtm3biJ2DVuA0QD77JYxGIwKB12/EXavI6wpY4KgzgcdS138JFE2BrRDKydj00NWZwS2UFrFo6FvUgbiKx1yHMMJqMG3xIXs2BD6YARga+iYr9K1KKy99kxX8YgZ8eClAmSJ2Q/SFWLZk48DR7xQttZIL5Pu050MAawBFUWjb6oWvxYZkJAeTTQ+7t1iYzw1GkRsvflf5+TRMW33QVVGIp/UMdA1W5Mu6OvWtdvC8iHxGowgZz0OSJFAUBdZtrEqYoBkaGy7zIzKfRiaeh8VpgMNnWlUw9qWGsVrBbNwIAMhPTCD53PMQolHQZjPMl10G0+Y+UEyFz51hwNbVqYr8ACnaA4C+qRHOd74TubNnIXEcDF1d0GkUZymWhfOP3or0kSPgZmfBOJ0w79wJZqloTdE0HLf/IdIHXyXihs0OXUsz0i+/onic3OAgDJ0d8vMXkEQRQjgMymgCY10fO7nYQkYWCkoJTSdlsUDiOOQnp0DpWOgaGytaD60F1mMCt6Ah6nnId5XVM9h0RQCzwzHZOz3Q5VRMLLjdbmzZsgUTExPI5XJwu91ob28v/u7SaZx+/ilkEuS3RzMsevZeKVsDlcIwDDo6OtDR0VFxmw0mFvXtxf0Nx3EqT3wAcmiwbGNkMMBgMKjsb+z24mNJooRwzoJIzw1g+Czquzyw+itkG63A5OSkLBQUmJ2dRXNzMywWC0RRRHTpO+90OhUCt81mU4Un63S6qi15DAbDsnkAK8KayHG+3GbRRIQyhmFQX2ECR4umpibU1dUhHo/DZDIpciJWA5fP4dSzTyEdKwoZjRv60Lq1f02Pp4UkSZgbPo+FUSJu+Jrb0NC7EXThnEdv1hZSdCt8NvkUMP4yEB0nAnfLPsBe3I8xOhob9vqRjuXB5QTY3EYwZVaCOj0Dm8eEREj5m9USFiVJwvyIWtgIToyiffsuxXRB21YvIAGR+TQoCnD5LWjtU4swdq8RYQ3LIrvnDWYVVaNGjRo1atSoUaNGBX7rxIIjR44AwKo8fn+nabsCiE0WbWpoFthwi7rbnzUArlbS7V+Kp1PZEU9RpFN+/GXlevWbV/bXB4DomFq8kCRg+gjQ94eAb4NCnNA35cHNphRdYIWuYnBZ8noqFdDWQC6dwshrByHJhXUJ8yODsHt98LWqgxlV5FPA4qB6+exxIhZEJ4gtQWqRXCy3XkEmFvRW8v7xZTY85jKLAYoibbznHlUKNtk40qcexWxSWeiPxWKYnZ1FU1MTYG8CjA71tEn9yj7jl4pCkTe6kEZ6MgF9moOZksBNJ8E2WGBosyM/kYAkSqD1DIwb3cvaUZm2eMHOJMGHs6ANDPTNRCjIjceJ0FBvvqjC03LQBgbmbXXku01Bs0ueYmiYd9RBiOUhZXkwTsOFCQUAMHdCnb2RSwALZ4CGfvK8FAWry6iwbgAAiROQn1TarUgSkBuLVSUWAICx1w3azIKbTxPxpskKXb0FkiTBYNYhV9ZdaXYY1mSnRNEUKf5oFIDeyAjJFOK//rU8ASCm00g+8wxYlxPGvk1IvfiSYn19awuYJZsY+x/cgsSTT4KfXwDFMjBu2gRTSVc463KB3bdvxW2gLRZYr7qq4u2M1QLbddfJf6cPHdJcLz81pRALuLk5JB5/HEIsDlAUDD3dsF13nSJgeS2spFNzMzOIP/IIxAz53jNOJxy33wbGvvoCdi7DI5MgBf9CzoKuwQo+nJVtsiiagnGDUtQzmHVo27L8eUkhlFeLiVPHZaEAAESBx/Brr8Lpv71YgC1jpQyHUhiGgU6nUxXmjUajogBP0zS6urpw+vRp2RJHp9MphInRE4sKP/joayFsuEwn5zOsBq0g4MJySZJw4sQJWbgwGo3YunWrXERvb29HPB6XXxNFUejs7FRlIfA8T7Jn1nHaBAA5N2m7kkwaFqAoYgO5RvR6/QWf384NnlMIBQAwfe4U6to7YLKtTdQpZ/rcaUwMHJP/njh1HPlsBh07dpMFzZcBsZ8o71TXu3xGgSgCxx4qnkMmF4DQCLDzPYC1Tl6NoihYKuTZFOjY7sPwawtIRsg+wVFnrmiHJopqIVISJZUllG4pBFlYynMqFykKeJusiMymEAsWxYpAl1MRwFyjRo0aNWrUqFGjxhuZiyoWTFQIUgSARCKx7O2lcByH6elp/PCHP8Srr74KiqLQ39+/Tlv5W47eAux6P+nCyqcBV1tlj/0NNwMnf1IUFuwNQM+b1Ou1XQ1QDCk6SiIJoWu7Gpg9UbTJ8fWSjq/yQn55MbyAULK8pDDI2PUw76xDfiwOMcODcRlh8POgjn0HiE2TXISmXUD7Neog5lK4DCnU68zE07/CutG52RKhoEhkdro6sUAUtI1rRZ5sw8DDxfcgnyaZASYXEWVaLgdGnlW+D1pFhXSYiBLlLzE4BJjUUwHx+FKBiaaBLW8Dzv6ahEwzOqBxJ9CwwqTEOiPE8+AWUqBoEipcbhdE0RQsggR6yXeYD+fAh3MwZHgYu13Qt9oh5QTQZh2kHI/caAygKejqzapCOkVT0DfZoG8ixVRuPoXMwKL8EVHDUVh21K1LOHMpkiQhtjCPdCwCq9sDm6eyx/ZK3e4URYF1GgCs0zbmtYtvWt+pcsScoGnfIGUqWOCUrrMkNAixPGirDuZtPsXnRVEUWvrcGHptQX4OmqHQvFG7gJOK5TA3HEMuw8PmMSLQ6QCru7Bin8CJCM+mwOUEOOvNr0vxJj86ogo7BogFkfXaawFRRObEAKR8HoauTliuLGbKsG43XO94B8RUCpROB6pKT/4Lha5QdGdKLXQEAfFHHoVYsIaRJOTOnQfrcsG8e/eqn5PneSSTSRiNRjh8JuiMrMLmBwB8zTZIkoTEU0/LQgEACNEoUi++CPvNN1f9fJIkYeJ0GPOjcUCSQNEUmja4EOhygqIpmLf6ICTz5DjlMKy7CBmbn1Mt47IZZOJxWJxqS6dUNIfRE8UMB3+nA4FOR8X9EE3TaGtrw+CgUuxua2tTrVtXVwebzYbFxUXQNI26ujo5+DeX4bFYFhQviRJmh6JrEgtsNps8OVCAoijYbDacOnVKMeGQzWYxODgon//ZbDbs2bMHCwsLEAQBXq9X0Y2fy+Vw/vx5OdDZ7/ejq6trfUWD5j2A2QMsnCbnTYGt5BzkYiJJxC5x4QyZXgxsI7aJSyTCIc27JUKL6yYWzA2eUy1bGB1G69Z+MKyONIZseRuxuuSzxFqxea/GI5UQGVU3m4g8aTbZ8OZVbZ/BxGLTlQ3IpjjQNAW9qYI9IUXB29yK4Lgyp8MVaABbIey6kkhQgGZo9FzmRyKURTbFweY2wmSrCQU1atSoUaNGjRo1fnu4qGJBW1ub5oWrJEl48MEH8eCDD675se+6664L2bTfLSiKiAQrYXIRYSG1SO5j9mgX1QuBvO0lheyZo8C5x4p/p14AslFg463K+7raSJFaKPNmLQTyShIwf4qE9rIGoGE7WGcD2P6lDmdRBA5+rTi+LnBkykFvA5p2ar+uhTPEGqhgs+RoBLa8QzNfga3gAc1WCPVUYbQDzmYS+lxK3Sbi0asllsyfImJB6z7SHbdwmmQdBLYqxutlDFYyUVFmBcXa6srjHQBA6bFsrQN2vY8Uhhk9+SwuIfnpJDKni4WK3Ggc5h11YMs62PNj6qyN/GQChnYHKcLpGXALaWROBOXCf244CvN29WMVkEQJ2XMRhZYjcSKyg1FYdhatICRJgrgUwstYVv/+iKKAcy8+j8hcMWDU19KOrj371tQhvxYkTgAfzYE2seoMA08nMP2a+k4e7fDRUmizDrSRkb3YCzArWANJgoTUa/MQEku/+8UMuNkULHsDiqKqy2/BlmuaEJ5NAhQFT4MFBo3siXQ8jzMvzkIUiLCXDGcRD2aw6cqGNb/H2RSHsy/PylZIU2fDaOnzwN/hWOGe60yFNnmKpkFRFMy7dsG8a9eyD0Gv0Z6kHD4UQubYMQixOHRNjTD192uGAhs6O5H2vAYhFAZAhAExm4UQiyM3Ogp9Wxv4+fmiUFBCbnhk1WLB3NwcBgcH5Y7wQCCAnj1tmDgVRiKUgd7EorHHBWe9GUI8rrJmAoD8xKT6gZchOp/G/Ehxv1TI2LD7TLA4yPGBsepXzAyJzqcxPxoDz4lw1psR6HSArsL6zGCxIJ8ps2GjaOiN6gK8IIg4d3AOfK6Y4TB1JgyDiYWnJCehnKamJhiNRkXWQaUAXZPJhObmZtXyfIbXFMxzGhZj1dDS0oJQKKSYMGhtbQXLskUhvIRIJKKwTdLr9WSyToMzZ84gEiHnEpIkYWZmBgzDoKtr5X3hqvB0kv8uFSPPAhMltmDhUdKssGShaLbZES05PhUw29dvX8fn1ec6oihA5AUiFgBEIPCuwuapkqCdL4pToigiFAohEonAaDTC7/dDv4xoaqziGN/evwsCxyE8Mw1AgtPfgM5dl1W/3RpQFAW717RqAa0Q9p3P5+HxeOB2uy/ZeUWNGjVq1KhRo0aNGgUuiQ1R+ShvpWXVcvfdd+Md73jHhWzS7z6JOSA0TCYP6jaSwjxAxAGrjwgGk68CrFF5eyWmDquXzZ8COq8jz1FAZyTZBOceIWF2FE1sjQLbyO3DTwGTJZYWcydJwK97qas/MaPtczt/Ulss4PPkuUrzGGLTwMRLZNvKcDU0wGi1I5ssFiFomoG/s4dYteRTgMVXzBrQYuOtwJlfkUkGiiaj9e3XEAFEi9LiYGlRIRUCpl4DDLYlO6il59SZgObdSisoioZl041wTSbk4gdACjp+Tz34UAa0VQfasPST1l96axZJlJAbimouY3crMzTEnMbYvyBB4kVQLK1d+Bck5AajYPdoBz5KOUHzcYV4sTNVzPJIHw9CiJNCB+s0wLTVt6zVUTmhqUmFUAAQf2Nfazuc/oufB5GfSSJ7Jix35+vqTDBt9oFilgoK7g7S7Tp1iBT1aAZovxqwreydTdEUTJs8SJ9YhLQUBsmYWRi7ncvejw+mi0LBEmJOADedhKFdWaAyWnVo6F4+/HZhLC4LBQVS0Rzii1k4fGvzfZ4ZjKoyE6bOhuFpskJ3Ca2qDJ0dSL34IqS8ctrK0Lux8p0uAnwkgujDP4K0ZOHCTU+Dm5iA4447VMUpknPwR8icOAFuahrZ06dAmczInjyJ7MmTMHR3w7RTe4JptdMPuVwOZ8+elc8RCkVeu92OjZcHIImSYlqHMhpBsYxqWoO2LR9wW06sLJOgdHlBLFiJyFwKg4fm5b9T0RzS8Ty6d63822vauBlnDjwL4kNHqO/sgk4jnykezMhCQSmh6eSyYgGwvBVSNZgderB6RpUhsZapAoAU+3ft2oVgMChnOdhsNoiiqGmbpNfrqyqe5nI5xbGywPz8/AWJBZIggptNQUhyJDfHb14xBycSiWB8fBzZbBZOpxPt7e0wVNugUI7AAdMa52MTr8hiQaCnF8HJcXDZ4nfa09S6riHH7sYmLE4qbS1tHp/m97X6B20n50vl058lQve5c+cwN1ecwpmamsKOHTsuKMeM1evRe8U14HJZQMKFvYYLoDzse3p6Gk1NTReWq1GjRo0aNWrUqFGjxhq4qGJBS0uL6qJufHyc+GVbrRU72kqhKApGoxEejwdbtmzBHXfcgeuvv/5ibfLvBuMvK+1uxl8Ett9N/OwBMtJ9/jfF28cOAP13qf3zS+E0CimSRIL9ygvTnk5g75+QIGO9pXh7PkWeW/EYIjD+UlEsqGROXWl5fFq7mz88Cmg0+tE0g83XXo+pM6cQDy7AaLWisXcjzDMvLtkuSWR7e/+gcqeg0QFsv4u8HoopTjB4u0mhv/y98m9RP8bEK8DwM8W/rT7yGRTC/9qvAaz1QPAswBiAhn5Q9gZscQpYWFhALBaD2WyGO2NG/tUF5JZiIPRtdhg6na9LJ5qUEyBqhJAKSfXnw3qMqsBQxqoDtVS0lzgRYlbdqVpa+C+H0jOgdDQkTllooEs6CzOnQrJQAAB8NIfs2TDM23wVH7ecxGJQe3koeNHFAjEnKIQCAOAWMmCmEzC0LNlLUBTQdT3QtJv8Bq11qxKPWI8JtisbwYczoBgajNu4opWSWKGruNLylcjntO+X1/hOVEsqqv7uiIKETDwP3RoLnWuBNpnguP02pF54AdzsHBiXC5Z9e6Grr1v5zutI5vhxWSgowM3OgZuehl6jU5s2GmHZswdp9gi46WnFbbnBQRi3bIausVF1m2mrxv5vGcLhsGYzQSgUQp2vHouTSaRiOZjteviabWD0ehi3bkXmyFHF+uadRFxOp9OYmJhAMpmEzWZDS0uLZgCuroJgWL5cFESAojQzAuZG1BNTkdkUcmlOc4KmFJe/AZv334j54UHwXB7uxmbUtWkHGFe0PLsE+32GodG+zYvhI0FZ0DPb9WjsWV4AXP4xGfj9ShGYpmk0NzdjZGREsby1tbWq13kx3iNJEJE6PK84hnDTSZh31hfF2jLi8TiOHz8uf6czmQxisRh2796tyIqoGj6nbI4oUNKVbzBbsO3GmzE/MoRcKgVHXT28za2rf65laOvfiVwmLR8PzXYnunavYDNUIJdcOmEpOy4ZbMQuc/Dx4nSqfwvg3woASCaTCqEAIKLQ1NSUWgBaHARGnyO2jvZG0jxiX/74rDO8PiJBgfHxcZU4VhAMqg3trlGjRo0aNWrUqFFjPbioYsHY2JhqWeHi6D3veQ/+/d///WI+/e8nuSQp/peSjZOC/IabyYXm8NMa93kB2HRb5cf1dgMzx5TLLF5ibaQFzSgC6cjzJIjnfznZaPHftgB53HLf2sBW7ecxVhirr7QcgN5kLobwAWRqYvZ48e98Cjj9M2Dfn5F/j78IJOdJ8b71iqKoUn6hyxqAbe8Ehp4kNkUmJ8kkcJVdpGfjwMhzymXJIDB5EOi4hvxNUWTio07ZbcwwDAKBAAKBAPhYDqlzxQtnSSK2P6zbBHYF25iLAWVgQOsZlWAgmiiMjY0hmUzCbrcjEAjA2OOGmFqAkCIXxrSegWmTRy7kUDoatIFRTQrQy1iAUAwFY6cTmbPh4jKaLAMAiRfBh7Oq+/HBtKpbeTkqeT6vlxf0cgiRrGamAL+YKYoFBYx28t8aoHQ0dPUrCwySJJHg0Arft7V+Dx0+M6JzZZYsNAWHRlFfEiRwM0kibhhY6JttmvZSJpsemYRSuKJoCkbryjYVkiRByudBVdnVvBI6vx/Ot71Nfv9eD8REssLyYnCtkCTrMNZitzq/oC2WCYuLsN9yM1KvvIL82Bhokxmm/n5QLS0YHBxEOByG0WhEc3Pzso0Cuko+4QyLsy/PKkSfxckENl7RAMvll4N1uZAbHARYFqa+Pujb2pDP53H06FHkl6Y4EokEQqEQdu/erXoeX4sN82NxRce83sTC3UB+B1xewNiJRUTm0qBpCt5mK1o2uRUWQ5xGtz9ZLsJQRT643euD3buycGn3GqE3sapJGW/z6qYpVosoihAEkvfRf0MzYosZsDoGdk9RUBRFCVORDPKCiBa3GXp2DQXxJVpaWmAwGDA/T6Y1AoEAfL7qhF29Xg+Px4NQSOnfXy5KZFMckpEcTFbdiqG53FxaIRQAAB/LgVtIQ18haH1mZkYlfqXTaUQiEXg82p3+0WwU4WwYXrMXdn3ZPlxvIedWheypAoWGi8JqRhOaN61OqFsNeqMJW/bfhHQ8BkkUYXZU0aSQT5GpzPCSAOTpBHrfoszZCmwltpWJWXIOVXKOmdKwOdNcnpgj+VyFCYXoBHD8+8DejxYbMqpBksi2Lg6SphD/1uWbai4QrdcnSRLS6XRNLKhRo0aNGjVq1KhxSbkkNkTlXIgFUQ3gfOQ8Ds8dRpJLotHaiCsaroDT6CQ3pha0C/KJ2aXbF9V5AgAQnyF5AeFh0onlaCJ++oWLv45riT1QZGns3OQENt5GLsKCZ4nHvn8r6ZCvhNmr3XnvbCn+m6KALW8nwcDhYRJY3LxH7ixTP6abBOkFS8L2KJrcp1q07IP4PHnMkWeKgbHJILlw3P0hcnEr8EByjly8Fy5obX4yxSGKxCpg9Dng/GNEbOm8nuQRxGfUY/YAEJuqfpsB8EFt2wx+MaNZpI1Go5iampKtHpqbm8Gy2rsALptFdGEOOoMRDl8dqCo6ICmagqHHheypYsCwQAk4m5lEbpR854LBIObn57Fjxw5Y9gbALaTBB9OgrXp5qkB+rC4nMqdCimXGLqfiOSVRAr+QBh/Ogjax0DVaYbHpwM2lQTEUdAFL0WOcokAxFCShbP/D0sAq6rW+1nbMDZ9HJlG0srK6PHA3qv291xuqQvdzwUZJ4kXkxuMQwllQRhaGVjuYdQ7xlSQJr41HcHQiigwnoMNnwTU9Phha7ciNF98TXb0ZbF0VFVINfC02xBcziMyS4gnNUGjp86hCKiVJQmYgCK7kt8DNpmDZXa/ylm/odiIWTEMomTzxtzugNy5/GMwNDSH14osQ4gkwDjssV14JQ4d2x/dqeT29qPUtzciXC/oUBV1TE8RUCvHHnwA3RfZJuuYm2G+8EbTFAtbnJUX5MlivF7TRCNu118rLJEnCa6+9hsSSAFEokvb398PpdGpul9vthsViURTOaJqGhXFjLqoUONLxPELTSdS12mHctAnGTZsUt8/NzclCQYFcLof5+XmVz73exGLj5QHMDsWQTuRhdRrQ0O0Es1TsHjkaRGyBHAtEQcLCWBwMQ6N5U7F46KgzI5tUThfoDCzMjvX9DdIMjQ2X+TF+KoR4kGQ4NHQ74fJfPPu56elpjI2NIZ/Pw2q1oru7G54Gp2KdeJbDT49MI5wi77lBR+PWrQ1odq9tP1DIVSgv8FfLxo0bMTg4iGAwCJqmEQgEFIHOU2fDmBmMyn+7AhZ07airKByLKY1zJwBiMg9A+70v7xRfbrkkSTgwfQAnF08CAChQ6K/rx97A3uK+gqLI5OPAw6TRAyD5U103aD7PxWZVOQjnHysKBQCxyhz8DbGuLEVnVIkfAGC1aothNptNuWBuQH2OxefIOV1Df/XbO/o8abQpMHUI6L97xQmFtWKz2eR9ZYHCJHaNGjV+O2lra8P4OLl2Hh0dVRyDLhZjY2Nobyf70NbWVs3mzbXweryW14Nnn30W+/fvBwBcc801ePbZZzXXKz2Hr9W2atSo8bvIJRcLRkdHAQB2+8Xvwv1dZDIxiSfHn5T/Ho+PI5QJ4a6Nd4GhmWJocflBy7JUxDc5Sdd/uaBgcgLHvkv8/gs07gR6biL/1pmA/ncTn30hT7rsZ46Qon6B6deALW8jnulaMCyZbjj9i2J4r9FJQpGHnwEMdqC+j2zL1rcXX8NKBbWNtwGOIyRgWG8BGneRkONqqZTXEBkrCgUF8mmS1WB2A2d+WRQ+6nqB3lvJawSAuePA0FPF+82fBrIxYPs9lTvTCsvzafJeJudJB2HjTk0bmUo++5ReXdiPRqM4duyYfDITj8cRj8exbds21brBiTEMHXoZkkguti1OFzZdfV1VI/r6gAWMTQdunhTr54UIchPKokgymUQwGITP5CKWOrwIII38SAymrV7ofKSwpG+wgrHqwc2nSBEzYFF1jGdOLYIr6UDPTyZg2eOHqVf9HlMMBX2jFbkJ5cW4vtm2qqItq9dj83U3YX5kCJlYDBaXG/UdnaCZ9fG9LxQzeZ6H1+tV7CsZpwGs0wC+pLuaoinoW+ykA/HoQsltOfALaVj2+MHY1q9YOTAdw4HB4uTP4HwSiSyPd+5uhq7BAiGeB2PRgSnxeY+m8zg+FUMqx6PFbcamgF3TxqUATVPo3lWPdDyPXJqD1W3UzBUQE3mFUAAQwSQ/kYBpk7Jr12zXY/M1TVicSIDLC3DWmeGoW75bkw+HEf/Nb4ClaQ4hFkf80Ufheve7wbqqt13h5heQPngQQiQCtr4elsv2gKlQLC9FSCbBTU+DsVrBNqw93FkLY18f8hOTRcGApmC96iowNhtiv/61LBQAADc5heRzz8F+yy0w9vUhe/YshHDRD97Q1Qm2QR3WHovFVMUvSZIwPT1dUSygaRrbtm3D+Pg4otEoTCYTWlpaEJ/V7trPJMn+ReBFgCI2OQXKhYKVlptsenRsVwve+SwvCwWlBKcSCrGgsceJTDyP+CL5TrJ6Bq1bHJg4cQSRuRnojCY09GyEu2EVx6cKmGx69O4NrHo6JRaLYW5uDpIkob6+Hq4qvsfhcBjnzxdF9WQyiYGBAezdu1cxofHi4KIsFABAjhPx+Ol5vO/ytmV/72shk4hjYXQEAs/B3dgMZ71aUNDpdNi0aRNEUQRFUYr3KRXLKYQCgFhGhWZS8DZpF2crCa/MMpkWXq8Xi4vKSUmapjWna8bj47JQAAASJBxdOIp2Rzv8lpLXZ/MTq8foBDmfczSvfJ70eiPwpEO/nOB5cj66XE7UEhaLBc3NzZicLIaXm81mdcC1VsPMcsu1yKdIrlcpAk8mTbe8rfrHWQWtra0Ih8PIZosTkG1tbWvPt6hR4xJz7bXX4rnnlJPTP//5z3HbbctMrpfx8Y9/HP/yL/+iWPaZz3wGf/u3f7sem1ijRo0aNWrUqJJLLha0tq6vb+rvG6dDp1XLklwSk4lJtDnaiP1O025iaVNAZwRaLif/1luA5suU3VKMDjA4gNljygeefo2MhNtKLlItSwU4gSNdV6WIAjB6oLJYAJApgH1/QjrKWCMQGSVj6QUmXyEFdaO9+otfhiWTBKuZJiilcSe5iC0VWKx1gL5CN1c2Cow9r8xKWDhLLJRaljx7yy2bACLEFDzk6zYCC2eKt7EG8rnweeDod8l6ANmu+dPArvepRA2d34zcaExh1UPraegC6u2emppSdT2Ew2EkEglFVx7PcRh57aAsFABAKhrB1JlTaO/XCJjWgLHq5a7u7Pl5zXUymQyyk5BDdAHIocasxyR3djJ2fcUCjRDPKYQCgHj65ycSMFbwzzZ0u0DpGHBzKYACdA1W6JttEFIc8qMxCCkSWmnocIBepuNcpzegqbev8puwRpLJJI4ePQqeJ2La+Pg4urq60NxMphYoioK5v644PWBiyPSATQ8+klWICAB5T/MTCZj61i/Y8uR0XLVsLpZFKJWH12pQdfQvJnP4n0OTyC991ufmEpgMp3HzlpW7M812PczLTEasNivBYGLRuKH6In/u/HlZKCg+uITc4CDYPdXtb4RoFLGf/lTOBxBiMXDT03DdfRfoZcJ/MwMnkXz+Ofn5dQ0B2G+9ddn7rAaKZeG49S3g5hcgJuLQBQKgLRZIPI/86Jhq/dzIKCSeB200wvX2tyN77jyEaBS6xgbo29o0C9ar6aouxWAwoKenR7FMyqYxq7Gu0aLD4OF5RObSoCjA02BF6xYPGJaGx+NRFBYLlBZqeZ5HMBiEIAjwer2aQanVFuNZHYPefQGk43nweQEWpx5nXngG8SDZD2YSccSD89h41X64/GpxZS2Ublt8MYjQ5DgomkZdWwfMDqdi3fn5eZw5c0Y+FszOzqKnpweNjcuLF+U+8QB530KhkKLrfyKsFlTiGQ7RDAe3hXxvC7YqACn0rkUAiy8Gcfq5pyAuFX/nhs+jZfM2NG3crLm+VjZAfFFtSUeWZyqKBWydGazHCD5UvK/OawK7TOaJ3+9HIpGQ7Yh0Oh16enqg1/gdTybU39XCcoVYAJDiukb3/RsWiiLbXJ63QNNYzWhfZ2cnvF4votEoDAYD6urqwJQL9XUbgRllhgloFvAp9ynLkolqiwspbRu29cBoNGL37t1YWFhAPp+H2+2uNVbV+K3n29/+dtVigSAIeOihhy7yFtWoUaNGjRo1quF1sSGqsXaECp1RglSyvPM60q0fGiZ2Of6tSu/y9quJzdDiIJkYCGxVBiKXEptWigUF8kky1l1OuixrQOCJLVDpxbreQp4zHQZO/li5fjZOhI7udRyplyTS1a8zA6xGoc3VBmx+GzDxMslVcLeTrIFMWN1ZBpDH0QpVXhwsigWidrFSXr7xVvI8kTES6tewg0xUzBwrCgUFMhFg/iQRNUqgdAwsu+qRG41DSOTBWHXQtzs0Jw5yOe1g4PIO21QkBIFXF/JiC9pF/5VwOp2YLgs8BQCHwwFhRO2ZLmZ4SJwAyrDyrklIVrCEqGAVASzZG3U4YOgoWieIOR6pQ3NyMLIQz4MPZWDd1wDqAvy218Lo6KgsFJQu8/v9cgcvpaNVdkwACZjWQqwQFrxWhAqjtqJGlgIAHB6LyEJBgbNzCexpd8NjvbCOScZh0BykYl3rlNlRIVh9NQXO7JkzqiBhMZVCfmhIZZtTenvywPMKoYKbmUXm2DFYqhQpqkVXXweUhitTFCiWgcQpvzcUy8r7cUqvh2mLdmG2FKfTCYZhIAjK72Ylr/blcPhMcAUssjUVQGx/YgtpROdJ8VmSgMWpBCiGQvtWL5xOJ1paWjA5OSl34Le2tspTDalUCseOHZP3g0NDQ9i0aRPq6pR5OzoDIz9XKb6mMvuTJQoCVyoakYWCUuYGz6nEAkEQsLi4CJ7n4fF4NEWL5ZgbHsTIkWKTwOzgOfReeY3iecbGxlSi8djYGAKBwLJhu9V+361GFumyzBqGpmBemgrK5XI4efIk4nEiONpsNvT19a3aj33y1AlZKCgwdeYU/J09YKsU0wwm7WNMpeUAOX6Y++vAhzIQE3nQNr1C3Na8D0Whp6cHra2tyGazsFqt6uL2EtYKDQoW3cWzl7pk0Azg30aaUEoJ9CvPD1eAoig4nc6Kk0kASE5Uz02keYXLkCaanjeRc61qsXhJI025bad9fUS+SrAsiwaNKa0aNX5b+dWvfoVIJFLVFNsTTzyB2VmttoAaNWrUqFGjxqWmJhb8ltHl6sJYfEyxTM/o0Wwr8UunKBIc5+nUfhCt280VijeVLHMMduK/nysr+NqWLnKyceD8b0juAM0CjTuA9muVF4XlAX3ycnUX45qJjAHnHiVdYgxLuvfbrlJPLXi7yH+lGKxA25VkCkMSycVu6+VEXCifqgCUwXn1feoQY7OH2DcB5LEC28h/pZSGPZeSiWgups26qrrG3W63XKApwDAMHA6l37DBrF2sMFiUxYpsNou5uTlwHAePxwOXy6VZUPJ6vfB6vRg/NYB0iHzeTd29cDqdSFtyEMoCZ9NSDmNnTiGRTMBisaC9vb1iUaCS9QO9So9+bjolCwUFxKwAbj4NfeOl9QpOJtUCiiAIyGQyFYNfCzAuEjJaHoDMetY3GHGj34YDCaX45LHq4bNpfx6xjLblSzTDKcSCLCdgMpyGgWXQ5DJVZVtCG1kYelzInY/IggHrNEDfsoqi0DIYerqRfu0wIBS/HxTLwNBTfYeqmNXuYBaz2gIeAHCzs4rnlJdPTQPrqxWooBgGxr4+ZI4dVyw39vVpZpdIkgQIAsAwqn1AwQbm7Nmz8jRBfX39ip3smttFU+jaWYf4YhbpWA4mux5WpwFHHp9QrRuaSqJtCwlM7+zsRGNjI1KpFCwWi6IIPzIyohBMJUnC4OAgvF6vqnjesd2HsROLiM6nQVEk4Lhxg3PZbeYqiLRcXrk8k8ng2LFjsv0IRVHo7e2t2qtfFAVMnFR+XpIkYmLguCwWlHb0l5LP58HzvGanewG/36+aLtDpdPB6vYple9rc+NUJZaFna5MDRh0pjp8/f15xHEokEjh37hz6+/s1n1eSJGQSHBgdrSjiZ+Ix1bqiwCOXTlUtFjj9ZpgdBqRjxc+CNTDwtS6/76Boiljl+VaXw2AwGFa0k9ng2oDjC8eR5oufk01vQ5eza5l7/RbReR05D5tbslrybyHNKxeDxp1EnOAzgM6yKkECAJnk7LoeOPdYcZnBSs4fLyKSJCGX5kEz1Ip5OjVqvJHZtGkTTp8+jXw+jx/84Af46Ec/uuJ9HnzwQdX9a6yetra2mod+jRo1atS4YF7XM9F0Oo3vfOc7ePLJJ3Hs2DEsLi4ikUhUdYCjKErVgfv7QLezG7FcDMcWjoETOTgMDuxv3g89c4HWFA07SChctqSg7G4nhXEtaAbouhE4/fNikJzOCHTuJ+2dp35KgnwB0pk18SqxHWq9vPgY1jr14wKkoC5JK9sQSRJ5jtgkCRj2dCl9b7ksmVwoTAEIPDD2Iglartfo6M0lgaEnSfaBzkzsnNquBBq2k4kJs5dcLEoSyUQozXegKKBpV/Hv5svIlMLscTLKbg+QTIOVXpOjGcDL6uXOle27EokEotEojEYjPB6PotjV3NyMeDyOcDgMgAgFvb29qoBjo9UKX0s7ghOjxZdG02jcUHy/yq1ypqam0Nraig6N0FeapuGgJJi5DFijEQaDHoiFMHV6AIGuHmSOLchF3rzA4ZwwASlCPsNoNIoTJ05g9+7dmp2njEWnCtVlrDoYVlkoFvPaHfmVOvUvJlarVeFXDJDPqprOW9rAwNjrRvZsWBYMdD4T9CXdz5IoIT8WJzkQDAV9ow26BkvFzmFJkjAbyyKcyiPgMMJjNWBHiwvJHI+BqRh4UUKD04ibNvkrPkaD04SZaNlroin47cWi7ehiCo8MzMoTCF6rHm/d0QRrFRMmhhY7dD4zCbk2MmDcxnXz9mddLjhuuQXJl16CEAqD9XpgueIKMGUi27Lb196O7MlTquX69raK96Ft2tYTjH19RJCVsFx+OSidDtmzZwEAxt6NMO/epVovNziI1MsvQ4jFwfq8sFx5FfRNSiHA6/Vi3759SCQSMBgMMJlMEAQB8/PzstWGxaLdOS1JEtKxPECRbn2KouDwmeDwkd+DwIuakyXlriZGo1GzUz8WUxed8/k8MpmMapt0egbdu+ohCkv+91WIWTaPF6zeAL5MHHAHlB7ro6Ojit99qWhRKYS+FC6bUz0HoCyqUxQFh8Ohes1ms3lFIdLlcmHjxo3ydjocDnR1dam2rbvehjt2MDgxHQUniOius6GvgXyXRVFEKBRSPXYkEgHP86rHSsVyGHptAbmlSTGX34KO7T4wLA2r24PwzJRifVZvgNFa/e+Dpin07vVjfjSOZDQHo1UHf7v9dS3QmnVm/FHPH+HYwjGEMiH4zD5sr9t+4ed3bxQYlggGnddduudjLr5XthwAAQAASURBVGCf2bAdcLQsnRMaAV9v5YyrMgRBRDbJQW9iNfN2tMimOAwfWUBqyU7Q5bego98HRndpJxxr1FgP3vWud+Gzn/0sOI7Dgw8+uKJYEI/H8bOf/QwA0N/fjw0bNtTEgho1atSoUeN15HW7Knr44YfxkY98BNFoFEAtRV4TSQIWTiu6sKi6jdjt343+un7k+BwsusqFvlVhsAI77gWmjwK5GCla129evrhd10ssihYHSZG+biPprk+Hi0JBKXMnlWKB2U0K7FOHi8toltz3uX8gdkUt+0iHmNZ2DD2pvK89AGx7V/FiLjKqbRe0cFotFkgSERZkgSNGHp/Vk+5/Q0mHOUUBW95OhIfIKMk2aN6jFFZohoy9d1xLAqGrHX93dxCLptkTxWX1fUQIWYbh4WFMTBQ7bG02G/r7++UCDMuy2LZtGxKJBPL5PBwOR8UiVOfuy2DzeBGZnQZrNCLQ2QOruzi9MD4+rhLqJiYm0NjYqOqclEQRs0PnVMW62cFzaN60BZa9AXAzKUiShIgYhTSnvKgWBAFzc3Nob9f2ZjZ0O8HWmyGEs6BNLFifGRSzut8D6zUhP5nQWL5OVjaroL29HdFoVPH+tre3r1jMK6BvtIL1mSDEcqCNrCrYOHs2jPx0cXohEwsBogR9s/r7KYgSfnViBiPBou3LrjYXrur24doNdbiiywtekGBaoRCyq9WNsVAai0vTCBQFXNnthWVJCBBECU+cnlNYFS0m83hpaBE39VXXWU2b2Is2BaJva4O7rQ2SKGp21q+ErrUV5t27kD5yBBBEUDodLFdeuWxAMlvng76tFfmxcXkZpWNhqtCBvVYkUURuaAjczAwYhwPGjRtBG42gGAaWvXth2bu34n25hQXEf/O4XKnng4uI/+qXcN9zD+ilQjs3M4PMqVMAx8HY2QVDTzdyuRyOHj2KTKYYTF2ay1Egm+IweGgemaXpI7PDgJ7d9dCXdJgzLA13wIJQyXcaAHxVhpabzWZV8ZxhmGU7wGmm+u8Aw7Lo2XslBg++BC5LXq+nqQUNGzYq1tMSLXieRzqdrsqzXG80Qm8yI59RTg6U7rcB8j4fP35c3r8wDIOenp6q3iu/34/6+npIkiQL0aIoYn5+HqFQCHq9Ho2NjWjxWNDiUXfdUxQFhmFUxw5GYyJFkiSFUAAAkbkUZs7r0LzJjZYt/UiEFsHlCgILhbZtO8BoHNNmohkcGgsjnuHQ5DbjsnY3zPql46KeWVWGyXKIoghRFKsSd5bDrrfj6qaL1G3/O4gkSZBEEXQFa6cLxuIpZnVVSWg6ifGTIfB5ARRNwd/hQFOv9vRlKaVCAUC+85NnGbRt8S5zrxpvFPIZHslIDlxOgM7AwOoyKI5Xv294vV7cfPPN+MUvfoFXXnkFg4OD6O7urrj+ww8/LJ8XvOc978Err7xyqTa1Ro0aNWrUqKHB63IW873vfQ/33nsvAKVIUDiRLhcOKi3/nWfyVWD4meLf4RGSFdC8BzpaB52+ugLiikgSsdqZOki68V2tgLOFdGWthMkJNO9e+3N33UAK4YWi++TBYsE+lwQGnyACRH1ZmGxiXikUAEB8lnj+t1xG/qYrbD+j8b6lgtoCx8wxlVWQJEkAYwRVTa4CayD/JReIlZAtoMyPKIeigN4/IJMeyXkyfbGCR24qlVIIBQCZMpienlYFipeGGVeCphn4u3rg79K2WkmlUqplBYsLlVggSRA4tWAj8BxEUSRhyD1LBe0xdXAuAIXfuSRK4EMZQJDAeoygdAxYhwFsBUuiamA9Rhha7chPxMlAy1KuAWNf+TH5vIBYMANGR8PhXd67uhqsViv27NmD+fl58DwPr9e76oBDWs+A1rDIkDgR3Kz6s8tNxDXFgrNzcYVQAJD8gQ31NtTZjdAxNHRV1GdMegbv3tOCsVAKySyPVo8ZTnNRxAglc0hpTHFohaWuJxzHYX5+HrlcDi6XS2WlxeUEzI/FkYnnYXHqUddq14w8WQmKomDZuxemrVshxONg3O4VQ4opioL95puRGRgANzUF2mKFqX8bWHcFW7gKCNEoMqdOQcpkoG9rg76zU3E8TTz2GHLDI/L62RMn4Hz720GbV7ZYyZ07p2rplzgeuaEhmLZtQ25kFPFHHpHXyQ2PQAgtYtrrVQgFALEDqq+vV1jhjB4PykIBAKRjOYyfDKF7d73ivm1bvKBoCuGZJEBR8DZZ4W+3IR3Pw2TVLfubbG9vx4kTJyCWBLq3tLRccMG3FGe9Hzv/4HakIhHoDEYYrWpRy2w2qyaKaJquOreAomm09+/C+VdegLQ06cewOrRu265Yz263Y+/evVhcXIQkSfB6vcvaD6meh6IUv5Fz584p7Inm5uawfft2zeMMRVFoamrC2NiYYnlDQ4PKwz8dzyuEggLhuRSaN7lhtjuw/c23IjQ1AZ7j4G5ohEljGmchnsWPXpuCsDRptZjMYyqSwV17WqqyOasGURQxOjqK6elpCIIAl8uFDRs2rDqHYS0IgoBgMAiO45ad0LlYBNNBjMZGoWf06HZ1X9JsBUmSMDt4FtNnT4PLZWHz+tC5Y48q1PtSk8vwGDkWlKf7JFHC7FAUVpcBLn/l9yeX4RVCQYHwbKomFryBkSQJ0+ejOPnsFEaOLypsICmaQke/F5uvaUJjj3PdJh5/m7j33nvxi1/8AgCxGPrc5z5Xcd2CBRHLsnj3u9+9rFgwPz+P5uZmcBwHhmEwPj5elb2hKIpoa2vD5CQJk3/88cdx4403Vlz/qaeewsMPP4wDBw5gdnYWqVQKHo8HW7Zswa233ooPfOAD676vn5iYwAMPPIDHH38co6Ojct5De3s73vSmN+GDH/ygqrminLGxMbnJqrW1VXXcLUcQBHzzm9/EQw89hJMnTyKRSCAQCGD37t344Ac/uOx7tF6MjIzgwQcfxNNPP43h4WGEQiHQNA2/34+tW7fi+uuvx5133qnKlConlUrhwQcfxCOPPIITJ04gGAyCYRj4/X5cddVVuPvuu3HddZdoum2JxcVFfOtb38Jjjz2G06dPIxwOg6Zp+Hw+eL1e9PT04KabbsJNN920JpvOGjVq1LhYXHKxIBQK4SMf+QgkSYJOp8PnP/95vPe978VnP/tZfPnLXwZFURBFEclkEuPj43j++efxta99DcePH4fVasXXvvY1vPOd77zUm33pEUVgQuNEaeJlYo+zmpNOUQBycUBv0xYAZo8rPfgj48DAw8DuD2n7vAo8EJ8mVj1Wn/p2k4sUuMuL736NQEyKInZH7nYgOkmse7S2r76PPK8kkOJ7fEq9HkC2q4C7gwTbZcu6NgP96vutFEi8BDeXQnYoCjHDg7HrYdzgButcpqgsisCZXwALZ8jfFA10XFMMQq6EPUD+qwKtrlQAqoyC9cJms6kEA5qmNQsVNMPA6W9AdE75XXDU+VVdoD6fTzOA0+cj3zExyyP92jyENPlMKIaCaYuX+EdXQJIkEnhMUaDNrObFGkVRMPa4oG+xQUxxoK16zZDociJzKQwfCUJc8pY32fTYsNd/wTYWBoMBLS0tF/QYWkiCqMozAKDKaygwFcloLp+MpFFnX93UBUNT6HAaIPEMaJOyOGkxsKApCmLZ5243ElEvnuUwEUrDrGfQ5rGsS5Evm83iyJEjcvD3xMQEmpqa5K43nhNw+oUZ5NKkYBmZSyE0ncKmqxrArKKzvBTabK6qCF+AYlmYt28Htm9feWUN+GAQ0R//RA5Xzp45C9O2rbBeTbqW+dlZhVAAAEI8gcyJAVj2XiYvkyQJ/Nwc+MUQ2Po66Fa4UCuQPnRIJSZkjh9HfNs21bqFY757SQzhOQGJkDrrITKfloOKCzA6Gh39PrRv80IUJYyfCOH4M9OAJMFg1qFjuw82t/b31eVyYefOnZidnYUgCPD5fGsKX14JmmZg81Qu+LW2tiIajSpEi6amJrmQz3MCaJpadqrB09SM7TffitDUJGiGhrepFToNsUGn0yEQWPnYIggionNp8JwIZ71ZFfybTqdVOQaCIGBiYgJ9fWXi/hJtbW1gWVYOsKyvr9cserAVbFdKl7N6Peo7lp+4OzYZlYWCAouJHCYjabR6iscrURSRyWSg1+urnuIqMD09rRDrI5EIBgYGsHv37hWLg5IkIR6PQxRFOByOZUOmy8lmszh27JhCeOvu7kZTU9My91odhe0DyHG/dPtOLZ7Cc1PFXKbD84dxe+ft8Jk1zgkvAqGpCYwdPyL/nVgM4vSBZ7DjlttA0xdpyqAKovNpzeNsZDa9rFhA0xS0PNXWerypcfEJTiTw5LdOIzyjbsIAiFA0fCSI4SNBuBssuOG9m+Bbpzyl3xZuvfVWuN1uhMNhfPe738VnP/tZzf3i2NgYDhw4AAB405vetGJBuL6+Hrfddht+/OMfQxAEfOtb38KnPvWpFbfn8ccfl4WC1tZWXH/99ZrrTU5O4t5778Wzzz6rum12dhazs7N4/PHH8Xd/93f4wQ9+gKuuWp8sky984Qv43Oc+p2oeWFhYwMLCAl599VX84z/+Iz7zmc/gr//6r9flOaenp3H77bfjtdeU4fOjo6MYHR3FD3/4Q3zwgx/El7/85XV5vnJyuRzuv/9+/Nd//ZemvXRhO37+85/j/vvvRygUqtj49vDDD+NjH/uY6twEAIaGhjA0NIRvfvObeMtb3oLvfve7qty+i8HPf/5zvO9970Mkos4enJiYwMTEBI4cOYIf/OAHaGxsxNRUhfpGjRo1arwOXHKx4Gtf+xpSqRQoisIXvvAF3H///ZrrWa1W9PX1oa+vDx/5yEfwj//4j/jkJz+Ju+66C4lEAh/60Icu8ZZfYkQe4DSKdfk0Kf5X0/UPAPOngKGngHyKdOh3XEN8WBXrnFTfLx0mhXdn2YV8eJTkFBS2zd0O9L1V6eNKUWRZIeCY0ZFO+eYVCuRSBY94kQfOP77k/88TEaBeQ3gAlEHNNANseycw/DQJOjY5gdYryOREObYAETnKg4TrinZFfCyH9MCi/LcQzyN9dAG2KxtAVWqxnj9ZFAoAku8w/Azg6V71aHslzBUKkJWWXyhtbW0Ih8OKYND29nbNDtVsikPTph3gshmkouS9NTtc6Nx5mWpdi8WCDRs2YHh4GBzHgWVZtLe3yydzuaGoLBQAgCRIyJ4Jg/Vod/SLWR7p40EIcbKdrMMA01Yv6ArFfNrIVrxN9diCiNHji7JQAACZRB5TZyPo6K9cLOHmF5A9dQoSz8HQ1QV9e/sl6zajDAwYu15+PwrovNpdUQ6TdtGs0vJKSJKE1EsvITswAInjwdbXwXb99WCXirIWA4vNjXacmCr1Vwd2t7txYiqKp88Wcy28NgPetqNpWesjMc0hN5GAmOTAOPTQt9pBl60/OTkpCwUFpqam0NjYCLPZjMXJpCwUFMgk8ojMpuBten0u9iVBgJTPgzJWl8mQPnxYFgoKZE4MwLR9OxibDXworHk/IVz0lZdEEYnf/Aa5oWF5mbGvD9b918LQswGZ4ycUxS2KZaDvJAVcMaEWKyVegJmmUS4JUxSl6M6jaQo0S0PklUIWq69cOKMoCvOjMSxOFR89l+YwdHgB265vqlhot1qty1ojXAqcTid27dqFmZkZeaLI6/Uim+QweiKIRCgLmqVR32ZH0wZXxWkJo8WKxjKLo7WQTXE4+/Is8hmyv504RaGj3wdPidVX+XTISssB8hk1Nzev2BVpMOvg9JsRnVNOF9W3r27KKsNpn1OkS3JqgsEgzp8/j3w+D4Zh0NzcjLa2tqr3y1pFiVQqhWQyKRc0EokEIpGInCfEMAxyuRxOnDghh9obDAZs3ry56kmy8fFx1Xs9PDyMurq6VU2LVCKTyWBgYEBuDDCbzdi8eTMsFgs4gcPLs8pspbyQx6tzr+ItHW+54OeuhuDYiGpZPpNGbGFeDvV+PagkdK2UO6AzMHAHLGRCqoS6FQK3a7w+TJ4O45H/GgBfZbZVeCaFn/zLEdzyx1vQvGl1E4K/zej1erzjHe/AV7/6VYyNjeH555/HNddco1rvwQcflBuFCs4DK/HhD38YP/7xjwEA3/jGN/A3f/M3K+63//u//1v+9/ve9z5NgfbMmTO4/vrrZVGboij09/ejr68PZrMZ09PTeP7555FIJDAzM4Mbb7wRjz76KPbv31/Vdlfiz/7szxQFeYvFguuuuw5+vx9zc3N45plnkEwmkc1m8clPfhLz8/P44he/eEHPGQ6Hcf311+PcuXPysu7ubuzZswc6nQ7Hjh3DsWPH8MADD8CqMRV5oSSTSdx00014+eXi8cRsNuPKK69EU1MTmdyZnsZrr72GUCgEjuMU0+alfPGLX8T9998vf49sNhv27duH5uZmCIKA06dP49ChQ5AkCb/61a9wzTXX4KWXXrpo18oAcPjwYbztbW+TRRCTyYS9e/eira0NBoMB8Xgcw8PDGBgYQDp9caepa9SoUWMtXHKx4MknnwRAxuE/9rGPVXUfiqLwiU98AqlUCp///Odx33334brrrkNnZ+fF3NTXF1avDtEFSPG+WqEgFQLO/LJYzOEywLnHSIBwqbVNtfZOAk+65EtFjPAosTDqLDtJMtqBrW8n9xHywMizwIv/RkSFxp0kALj8pM7RTO6XLSsyiTwwXdLxEB4BhBzg6QRCxSIWjHby2KWY3cCWtylf68wxYPYYedy6TWRbaIasd+YXxOKIZoj9UHOxqM2VXcQBJBw3dTQIigIoPQ19ix2sq6SbMzKqug9ZPrZuYoHD4YDH41GERxb8oy8GJpMJe/bswcLCAjiOg8fjUXV55NIcho8EkYyQ7hhH3Q609evAsBQszsrevYFAAF6nB6mxCHQ8DR1lgiRKoGgKfETdaSzmBIgpTuXNDwCZ0yFFYZyP5ZA9G4a5v7rO6OXIJDjwGsHIWt3QBfJjY4j9+tfAUtdh7tx5mC/bA8uePRe8PdVAURRMfR5kjgdl0YV1GmDo0fbs3tLowImpqMIiqM5uQLt3dRcM2RMnkDlyVP6bn19A/Ne/huvuu+UMgP0b6lBnM2IomICBZbC1yQGPxYBfHZ9R7J4WEzkcHg/jqm5tQUbM8UgdmoOYJ0VmPpIFH8zAcllAkWVRKNCVk0wmYTabkUtrTxplUxUmkArPL4qYmprC7OwsRFFEfX09WltbVTYrq0GSJGSOHkP6tcOQsjmwXg+s+/dD518+z4HX6GKCJEGIxcDYbGDrtX8HbH3R5ic/PKwQCgAge+oUDD090Dc1wnbjjUi9/BLERBKM2wXr1VeDsZLuWV1jo+q+tNWK5k2bECrxzQeIFY1CLGBo1LfaMTscVdzf3+5YthgQ0bDZ4nLER9peQRRbDn5xEbnhEVB6HYw9PXIWw8XAYrEoRAtJknD+0DyySbIPE3kRs0NR6AwM/B0X3g2XzWblIOfy4vLU2YgsFACkQ3b8ZAhOv1nudC50mpdOQwBE+FgPOrfXYfpcBJG5NBgdjfp2+6qFunavRWWlxtAUWpcyFXK5HE6fPi2/BkEQMDY2BqvVKk+0rUSl72Nh+djYGEZHi+cBFosF/f39GB4eVuyHcrkczp49W9VEAqA9OVg+oXMhnD9/XjFBmE6ncf78eWzfvh3xfBx5QW0vuJheVC37fcPpN0NvYhW/H4qmquoob9/mhc7IIDyTAs1QqGu1w9+xOoGsxsUnOJFYlVBQgM8JeOS/BvBH9+/4vZowuPfee/HVr34VABEFtMSC73znOwDI8eO2226r6nFvvPFGtLe3Y3R0FCMjI3j22WeXLdiHQiHZEommabzvfe9TrZNOp3HHHXfIQsENN9yAL3/5y+jpUdqyxuNxfOITn8BXv/pV5HI53HXXXThz5syaO9V/+MMfKoSCe++9F//xH/+hEI/j8Tj+9E//FN/97ncBAP/2b/+GK6+8EnfccceanhMA/uqv/koWCoxGIx544AHcddddinWefPJJvOtd78K//du/rXrybiU++MEPykIBwzD49Kc/jfvvv181qS6KIp577jn8v//3/zSPj0899RQ+/vGPy64Vn/nMZ3DfffepHufYsWO46667cPr0aRw/fhwf//jH8Z//+Z/r+ppK+fznPy+f695xxx34+te/DpdGXlkul8NTTz0lfz9r1KhR443CJZ9vPXv2LCiKwt69eysedCqpxv/7f/9vuFwuZLNZfOMb37iYm/nGoOdmZTCu0Q70vLn6+wfPagsBpZ3uAODfol7H7AbsZcXmxCyZbCgnNFR5GxgWOPsrMhXA54gQMPyMOm8AWCrYv71ov8PqSSCy1oRFbBrovJ74+we2komJne9VBhFrMf0acO5Rkm+QDAIjz5FcBACweIGd7wP2/Smw96NA901KGyaNt5JfSCM/GQcfzYFbyCD92jz4cEnBuFKwcbWBx0vkszzmRmKYGYwim1R2C1MUhc2bN6O3txd+vx9tbW3YtWtX1X7Xa0Gn06GxsRFtbW2a46Ajx4pCAQDEFtIITYuwutxLVmMSZodjOPPSDAYPzSMWJJ+xmBOQPRwENZUFP5dG5nQI6eNBEqqp0fVP0RQoDcsgiRfBaxTu+cWMyiJAkiTw4Syy5yPIjcUgVnEBqDMymt29y4XZpQ4elIWCApkjRyDm1UWX9UYUJWSSecDAwnJ5A6yX+WHdF4Blt1/VdV/AYmDxrj0t2NXmQofPgiu6vLhjRxOYVdoAZc+fVy0TYnHwJR25NE1hS5MDb93ehFu2BNDkMmMungWvYedQyR4JAPJTSVkokJ8rxYEPlgW/VuiQKiyvZFtj9yz/m5qYmMDw8DDS6TSy2SzGx8cxNLTM/hFkvPzQoUM4cOAATp48qeoWzo+MIPXii5CyZBKCXwwh9stfQlrhe6PTsJqhdCxYL7HD0dXVwVhmF8P6vDBuLk5t5afLxOoluKXlxg09cL/nPfD88Yfheve7oS/pGLdcfjkYe3HfQOl0sF23Hza7Hbt27UJraysCgQD6+vo0O/ubel1o6fPA7DDA4jSgdYsXga7lL8Qrde+u1NWrRebkKUS+/wOkDx5E6oUXEf7eQ+CDwYrrcxyHoaEhHDp0CAMDA4hGo6t+zlJS0bwsFJRSHua8WiRJwtDQEF555RUcO3YML7/8smzLUCCpIczyeUFx7NHr9eju7lZcuFsslnWzUGNYGi19Hmy7vhmbr26ETyNXZSU2NziwqaFYbNGzNG7qq5cDjkOhkErsAMi0QbX4NUQ7m80Gi8WCTCaj8opOpVKYnJxUiPult5XbT1RCqxuSoqh16ZIURRHhsHryKBqNgud52PV26Bm1QO8xrb+FVyV8re2qZXqTGY66eo2118AaM9IYhkbvvgA8jVboTSzsPhM27PXDbF952oNhabT2ebD9xhZsu64Zgc7lxdEalx5JkvDkt06vWigowOcEPPmt079XGXz79u2Ti+0/+tGPVOc4L730knye9I53vKP6rB6Kwgc+8AH579KpAS2+853vyBPRN954o+ax6l/+5V9w5gy5Rn7zm9+MRx99VCUUAKTh8Stf+Yo8BTE7OysLIqtFFEWFpdAdd9yBb33rW6opM7vdjgcffBC33367vOwTn/iE5jGsGs6dO4dvf/vb8t9aQgFABJOf//znoGkaXNm06oXw5JNP4n/+53/kv7/73e/i05/+tLalLU1j//79+NnPfqYSZERRxEc/+lH5ffjmN7+JT33qU5qP09/fj6eeekq2uXrggQcuqu3PCy+8AIBMDn7rW9/SFAoKt99yyy1r/g7VqFGjxsXikosFhQuQcl/VUuGg0hi7Xq/HtddeC0mS8Oijj168jXyjYPWRovW2O8l/l32EFLSrRSvIV2t5YBvQfjWgWzpBc7aQon35eKa+QldlpeUAyQsIDauXzxxVLwNIoO/O9wJX/AVw+V8QEYCq0JVLM0Qo6P0DIiqUbocoEEshoawTePKg+nHmThAho/DvIw8CL30JOPwNkqOwhC5Q1umQFyBmeNCW4vspSUB+oqTjr2G70qIJIJ+rp/qpmEQ4ixPPTGHiVAhTZ8MYeG4KobIpB5qmEQgEsHHjRrS3t6uChi8l+Syv7Tc+V+xSHD0exOTpEBKhLCJzKZx7dQ7R+TTyUwmIWeVnxi9mIERyMLQ7VMMo+iardrGbpkCxGhfZLA2ULc6NxJB6bR658Tiyg1EkX56BoFGkUzyvkVV1hlE0hYbuysVMQSNbQuJ4iBqB0etJdD6N409NYuCZKRx9YgLT56OgbXow1pWLFzajDld1+3B7fyP2tLthrCbRuAyqkg/3Ct32leyOnMvYIEkVLuDLv1PNzc2qC9Lm5ma50Obym+FuUAoKvhYbbCuIBdMaxfW5uTlNH1aAHA9PnTqFZDIJnucRDAZx/PhxxcVfrmQ8vICUzSE/Pr7stph37wbjUF5sWq64AnTJ67buvxaOt74V5sv2wHbTTXC+7W2gS/YdTIUuOcZZXE5RFGi9XlXUYhwOuO6+G/Y/+APYbroJ7ve+B/qlwHWTyYSOjg709vbC5/Uhk+CQL/uMKJqCv8OBzVc3ou+qRtS32VcsnNW3qbtwrW5jVYW6UqR8HqmXXlIuy+WQqhC4KEkSTpw4gcnJSSSTSSwuLuL48eMXlBtDXaSzs1AohMnJSblYJYoihoaGFF3uRov6N0YzlCq3oKGhAZdddhk2bNiALVu2YNeuXetigVMtAi9i7MQiXntsDEceH8fU2bBCDKZpCm/q8+P9V7TjbTub8KGrOtDrL35HKk38rGYSqCCa63Q6UBQFj8eDzZs3g6IoJBIJzaJgPB7XfJ9omq46XFsriLuhoWFdmgQoitJs5mFZFjRNQ8focJlfaSWoZ/S4LKC2F7xYeJpb0bp1B1g92V/ZPD5sumr/hecVLA4CB78OPPv3wOFvAtGJle9ThtGiQ+eOOvTf0ILevQHYPRcYgCpJpEFm5hhpcqnxujF9Ploxo6BawjMpzJyPrs8G/ZZwzz33ACD7vp/97GeK2wrBxkD1FkQF3v/+98v7wR//+MfLivSlTYYf/OAHVbdzHIcvfelLAMi++Ktf/eqK++O/+7u/k89Lvve9761q2wsUgowBUuf4j//4j2Un1r785S/L++fh4WE88cQTa3reUnFl7969mkJBgcsvv3zZ29fCv/zLv8j/vvPOO9ecR/nLX/4Sg4ODAIDrr79+xe30+/34y7/8SwDkM//hD3+4puethsI5oNlsvig2TjVq1KhxsbnkNkQFf8DyC5FSBX1mZkZTyQcghw/+3gTA0Azx6F8LdRuBsQMAX1L4pFm13z9FAW1XAC37SG5AJZHB7Aa83eRiqpSmZWxUxGVyCJZDX9Id59+iDGAGSO6Ayal93+VyGngNIUoUiFiQmAPOPlJcnlwABn4I7P0TQGcC6zLCtMmD3HAUYk4AbWCg81tAlXlhKzrTTS5gx3uAyVeBTBhwNBVtj6pk8kxY4d0tiRImToXh8q9P2Ot6QzMUKJpSdfAXPMNzGR6hqbLuWIlMGrRatXdJYoqDvtkG8y4/uKkEJEEE6zOrBJwCFE1B32hDblxZrNM32RQn4WJOQH5MuY7EiciNxmHesrww19rngcVhQGQuBVbHwNdqq9iRDgC6hgbkR5S2VLTFUrEgux5wOQFDr81DFJYKg4KImfMRmO16uCu8d+uNcdMmcDOzimWs1wN2hQA7t0WPjQEbzswWPeh1DIWdbdqdOQDAuo3Ia3Res2XFGqPRiF27dmFhYQHZbBZut1thn0LRFDp3+ODvsCMdz8PiNMDiWFmA0xIFRFGs2PlVGHUvJZPJIBKJFIN2K4ktZcu5+XmkDx4EHwpBV1cH8969cL3rXciNjkLKZKBvbQVTZhFDURT0TY3QN2lblhk3bkT2xAkI8eJnwHo9MFRpAUgxDAwd6g7gAvHFDEaOBZHP8KBoCt4mK9q2eCt68q+Ey29B5446zI3EwOUEOOvMaOytbHtWCSEeh1SWaQEA/IJ2oS4ajaqEAVEUMT09XbUHfTlmux5mhwHpmHI7LtS+QqujHSDCVeFitqHbiUQ4q9iH+zscYJeEWYEXEZlLgedEuOrNaGh4fTziR48vKjzeZwajAICmXqUNj8Osg8OsPq/xer0wGAyK/BKKohQB0IIggOd56DUEscL67e3taGtrIxNwJb/L5fKE6uvrFT7RACn2V2vzYLPZ5JyLgh2g17uKZpJlKGRLjIwocwGamprk17fFtwV15jqMxEagZ/TY4NoAq/7SFUMoikLjho1o6N4AURTBVCmyLEtyATj5E5ItBZBzwhP/Qxp1VjkNum6IInD6p0CwZEKvaTfQdb3ayrPGRefkc+tz7Tnw3DQaN1Q+l/ld45577sGnP/1pSJKEBx98EO9617sAEPuVQnd5Z2cnrrjiilU9biAQwFve8hb87Gc/QzabxUMPPYQ/+ZM/Ua1XmPgDyH5fy+ro8OHDWFhYAECmIVpbNfLtymhoaEBvby/OnDmDkydPIhqNrtqK7+mnn5b/ffPNNyuOP1o0NjbizW9+M375y18CAJ555hm86U1vWtVzFu5XoCDmLMe9994r20VdKLlcThEe/ed//udrfqxHHilet1crOFx33XXyv1944QX81V/91ZqffzlaWlowPDyMSCSChx56CO9+97svyvPUqFGjxsXikosFXq8XU1NTqgvr0kmDkydPVhQLxpe6KROJ8ojEGioMNmDrO0leQGKWdO23X0OK/lrQNFYcNtl0OzDxMhEM9BbA2QoEz5BJAW8X4N+mLGKZXICtnuQAlFLXW/3raNkHiBwwfQQQOMDXQyyCtFgpp8HTBcyfVt7HVk/eq7EX1I/H54HF82T6AoC+0UoK1IIECRKSL85A4spCOMsLxhYP0HtL9a+3jPJiEQBwWR5cTlB1er4RYHUMPA1WRdAoANS3kYttLqstIOWzPJhGC7h5tdUVs1SoZZ0GsM7qpiYMXU5Qehrcko+5rsEKfZmVhZjiVKIGAIgrTBYARR/iaot3lssvBz+/IE8SUCwD67XXVu68Xwei82lZKCglPJOSxQKBE8FzAvQm9qJYHhh6eyHlckgfPQYxnYK+rQ3Wq6+u6rlu2uRHk8uMsVAKFj1LsgysBvkzKy8qs3Vm6AMW5Jc+c4oC9O0OzUyLgpVWJSiKgtVlhNVlBJfLYujwq4jOTkNnNKFhw0b4WtpU9/H5fJifV+7rnE5nxW7rSpZ7pcuNGzciN6i0MqItFuhLRuiFeByxn/5MDjTOJZLgZmbguvtuGCscS6uBNhrhfPvbkTkxACEcAltXB+OWLaCqKMwJySTyQ0MATcPQ1QW6rHAqCCKGXluQsz8kUUJwIgGTTX9BnvyeRqsiiHctMHY7KJ1OFRDNerVtViqN5ucvwGKMoih0767H+MlFROczYPU0/O2OCxYLKhWjS5fbvSb0XdWI4EQCAifCFTDDWU8+v2ySw5mXZ8EtTYJMng6jfZsP3qb1KRTH43HMzc3JmR+VxvZ5TkBYI6NiYSKhEgsqwTAM+vv7MTIyglgsBpPJhNbWVtjtdkiShNHRUUxNTUEQBNhsNmzYsEHTdg8gn1f5Ps1qtaK+vl6xT9DpdPIUE8uymJmZgSiK8Pl8FfdHmUwGCwsLkCQJdXV1sghhMpkuWnZXS0sL9Hq9LGjW19erRKF6Sz3qLUXbH0EQsLi4iHQ6DbvdDrfbfdFtdCiaBrNex9C5gaJQUEDggYWzQPPu9XmO1RI8oxQKAGDqEGkGclycXKoa2uQzPEaOrU8uR0EkX8668neJ1tZWXH311XjuuefwxBNPYG5uDn6/H7/4xS/kaYBqCtZafOhDH5KnFf77v/9bUywo7aK/9957Nc/JSkN2FxcX8Wd/9mdVPX9h+wthvKsVC44eLU7aVyuWXHHFFbJYcOTIkVU9H1Cchixw2WUrT4Xt2bMHFEWti4XWsWPHZMs9s9lc1fNXovRz+/Wvf41jx46teJ9YyaR3uQ3jenLnnXfiC1/4AgDg7rvvxg9+8APceeeduO6661YUhWrUqFHjjcAlP0vp7e3F5OSkqmOpv79f/vfPfvYz/NEf/ZHqvrOzs3hpyRqg2vC533scjcD2dRwdZHTEsqj9ahLSe/x/ihdXoSHSibXh5uL6FAVs+kNSwI/PEG+F+k1A21VAZJxMDKSCpJDfcS1g0wjtpGlyW/s1RARY7sJwuZwGewPQdQOxRioER5tcQO+tq+rQomiK2NwAJDD2ZAjSUuc/6zLC0L6+neImmx6pqFIwYA0MdBpe/etJNpvF7Ows8vk83G43vF5v1Rf+rVs9YA00wjMpUBQFX6sNgaUCoNmuA2tgVJ6vDp8J+kYr+Pk0+BKBRN9sA7NKGxGAfE6GNgcMbZU/D9qq05yC0CouXyisywX3PXeTTm+Og6Gt7aIGpgIArWXFBIBhyWuePBPGwngcoiDBZNOjfZsPVtf6WlhRFAVTfz9M/f2QJGnZ75AkSZiOZpDlRDS7TTCwDDY3OrC5kXyGoihh/FQIwYkEJFGCy29B6xYPdEsdzxRNwbTZC32bnQRf2w2gL/BiXJIknHnhOSTDpEiQz2Yw+OqLoBkGnsZmxbpdXV3gOE6227Pb7ejtrSyM1tXVqTq9WZZVBJTqW1thu/46pA8dghBPQNfUBOvVV4EqKe5mT59RFbbFTBa5wUGYtmhk0qwC2myGZe/qLuTyY2OIP/ooJJ78xlMvvQzH7bcpchQSoaxmSHhkLrUuAb4XAqXXw7JvL5LPHygu0+lg3rtXc32n06kZ9itPh4D40U9PT8v7U7/fr+hC18JgYtGz2y9fnFf67UiShEQ4Cy4rwO41LXtsCAQCmJ6eVkzBGI1G1TmV2a5H62a1ODJ1LiILBUBh0i0EV6AYfrxWgsEgTp06Jb/e2dlZ9PT0aBbRJQmax3ot8Xc5zGYzNm/erFo+OzsrN6cApEFlYGAAe/fuhSRJWFhYQDKZhN1uh8/nq/hZ9vb2wuPxIBKJwGAwIBAIyFZBdXV1sndyJcLhMAYGBuTv1tjYGPr6+i76OXBhwqLaggbP8yrrLZ/Ph76+vt8i3/0K351yAaFaRAHIxQG9jeR3rYVKNkjR8ZpYcIlJRnKr3r9UQhIlJKM5uH9PxAKAFOmfe+45CIKA733ve7j//vtlCyKKotYsFrz5zW9GS0sLJiYmcOTIERw/fhzbtm2Tb89kMvjBD34g/12ac1DKzMyM/O9z586pJr+qIRKJrPo+pRk51UwzAEBbW5v878XF1QtYsVhM0cxQTdaQ3W6Hw+G44DwmAAoBvbm5uWr7PS1KP7dyi6tqWMtnVi2f+tSn8Nxzz+HFF1+EJEn45S9/KYs87e3tuOqqq3DDDTfg9ttvX/MUao0aNWpcTC75WcrevXvxxBNP4NSpUxAEQfaG3blzJ5qamjA1NYXvf//7uOWWWxTjZIlEAu9973uRSpHi45VXXnmpN71GOeMvqy+iZo8DrVeQMOYCZjew8z0k3JjREWugVIiMdxdsisKjREy47CNKC6JSKGrlov5KOQ16C7D9HiC1SKyQbP7iY/o3k+0vhdUD3sqduTqfGexVRvDRHGg9DdqmbVVwITRvdOP8wTlFh3hzr/uiWhClUikcOXJELijNzMygqalJM4hUC4ah0bLJg5ZN6mITzdDo6Pdh+MgChKWpDKvLiMYNLlAsDfOuevCLGeTjOYgmHfT+Cw9srAStZ2DodCC7ZF8hL7tIxUpKp7ugTu/V4qw3Q29ikc8Ui3tkIsKOhYkE5kaK3TWZRB6Dh+ax7fom2TJqvVnut5HO8/jZ0RnMx0m3kZ6lccuWANq9RUFl+nwE8yXbHJ5JQuBFbLhMKTIy1uoyGaohFQnLQkEp88ODKrFAr9dj27ZtyGQykCQJJpNp2ddcX1+PdDotdy+bTCZs2LBBdeFk3LQJxk2bKootUl49fQRA00rnQpAkCUI0CtpsVmQblK+TfP6ALBQAgMRxSB44ANc73iEvY9gKYcRLy/PZDGbOnUEyEobF4UTDho0wmNXiWmxhHrODZ8HlcnD5GxDo6V0XSxLTtm1g6+uRGx4GrdfD0NsLpkJXuV6vR29vL86dOydPhdTV1cmd2IlEAkePHpVvCwaDiEaj2LRpU1Xbstx3SOBEnDs4h2SY/G4omkLbVm/FQGCTyYTt27djfHwc6XQaNpsNbW1tVV+sLxd+XI1V13KMjo6quhbHxsYQCARUxXidnoHdZ0I8qLQW9DRUnnCQJAmpVAo6nW7FXJ/yCSGAWCeEQiGMj48rpltdLhe2bt2qKRjQNI36+nrU168teHd4eFghQkmShOHh4VWJ95eC+fl51cRwMBhEJBJRiJ8XFVEEpg+T5hBGBwT6SXNKtdT1AZOHlMtoZnWTsAXmBoDhp4F8mpzzdu6XJ1RXhdG5uuU1LhrcGkONKz5ehSnb31Xe/va348///M+RTqfx4IMP4p577sFjjz0GALjyyivR0bE2y12apvGBD3wAn/nMZwCQKYJ///d/l2//0Y9+JHeS79u3r+JxN6aRK7ZaKuVTLUdpXpBWKK8WpeutxWmh9DmBypZ5Ws+7HmJB6TZfqJf/hX5ua/nMqsVsNuOZZ57Bl7/8ZXzpS1/C8HAxw3F0dBSjo6N48MEHYTab8Sd/8if47Gc/C5PpAjNuatSoUWMdueRiwY033ojPfe5zSCaTeOmll3DVVVcBIBfDf/mXf4n7778foijirrvuwt///d+jr68P6XQazz33nOKAUO14YI2LSFbjAC1JQC6hFAsKlC6bO6HOM+Bz5CKvaefat6manAaKIiHD5ThbgI1vIdMO2TgRErpvJBd6y0CxNHTeknW4LDB1kHSEGR0ko8C6fPfgcti9Jmy+ugmLUwmIogRPgxWWKq141sr4+LjqBGp6elozGHYlJF5EbjQGfjEDSs9A32qHs86M/htakAhlweppWJyGYuGDAubCWcyPxCAKEnRGFu1bvbINxnpjaHOAdRnBLWZA6Wjo/Bbt0OQ3CPl8HpIkVRVizTA0evcGMHk2jEQoC6NFh4ZuJ6wuAybPqL3LuRyPRDgHh+/Sn6y+MhKShQIAyPMiHj81hw9c2Q52SbxYnFDnEcQW0shneeiNFz5BMHP+LOZHBiEKArxNLWjevA0Cr20xw1ewngFQ9ck+RVHo6OhAS0sLOI6D0WhctgBY6TZ9Rycyx09oLC9efIu5HLIDA+Dm58F6PDBt2bKqyRZuehqJp56CEIuDYhkYN2+B5corVNskZbOaYd78/IJC7LC6DJqe/HWtdvAch5NPP45sinze8eA8QlMT2HbTLdAZivuf2MIcTj33NAodwYlQEMlICL1XXFP161oOnd8PnV9j2k2D+vp6eDwexONxGI1GxcX35OSkynJqfn4era2tVRcHKjE7EpOFAoB0rI4PLMJVb5YzBsqxWq3o6+tb0/MZrTqF+Ahohx+LuRxyQ0OQcnkYOtpVeRnlSJKEdFptQZfP58FxnOb+rqPfh5FjQSIYUBTcAQuaN2oXpuPxOE6fPo1MJkOm3Xw+9Pb2VgwzrjQpEA6HVcWZSCSCUCgkd/snk0nZSqmurm7VthQFRFFUFXUA0inL83zV+QaXgkoFq0QicenEguGngKnDxb8j44CQBxr6q7u/PUDOAUeeBXJJMnnadQM5j1sNySBw9tdKO8yzjxA7TK3p2eUIbAWmXyPn1QWsdcs2sdS4OKz3NK/O+MY9z7wY2Gw2/OEf/iEeeughnDhxAp/4xCfk64zVBhuX84EPfACf/exn5amFf/qnf5KPGaUWRJWmCgBlAf6+++7DF7/4xQvapmopLZanUtWFZ5euV8kar9rnBIB0Ol3VuUi127cSpdusdYxbDRaLRa4PHTt2TDFV8kZAp9Phvvvuw3333YeTJ0/i+eefx4EDB3DgwAFMTxOXg3Q6jX/+53/GgQMH8Mwzz9QEgxo1arxhuORiwRVXXIGGhgbMzMzg29/+tiwWAMDHPvYxPPbYY3jiiSdAURQGBgbkQCIAcsfZ3/zN3+Dyyy+/1Jv++0NyAYhNARYv4Giu3M3vagUyZeN7OiO5kBF4IDkH6K3aQcSVAo7FygW4qlhtTkM5/i1EWBB4IDEDhIbJ+1HfB7BVFOgliUxMxAtjkZPEGmnn+8j7WSUSLxKro6XpAaNVV7UP83qgVbQpFHNWKxakjwfBy8UsDnw4C8v2OrBek6YAEJ5NYbak05/L8hh6bQHbbmiW7WZU28aLJHTaxK4pHJVxGORchDcqHMfh7Nmz8six0+nEpk2bKooGvCAiluFgM+rQvUvd1VppeoBmXp9u1fGQ+juXzgtYTObhd6zuO1cJgRMxfT6CyFwarJ5Gfbsd3iZy0TJ97jQmBo7J684MnkU+l0XXrr3QGU3gsmUdzGVTBRcCy7IXNIatb2qEZd9epA8fhsTxxEbniivALhXpJJ5H7Cc/Ab9IBKL8yChy587BeeedoKv4PUv5PGKPPAIpm1t6PAGZY8fAuF0wlRWdKYMBtMUiZ3MUYNzKoGGKorDhMj8mz4QRX8xAZ2AQ6HTCWW/G/MiQLBQUyGczWBgbReOGjfKymXNnUG4dEp6ZQjoeg9l+6a2Myi2kCmQyGY21idXbhYoF8UX1Y4uChGQkp9q/iqKAmXNnEJqaAM2wqO/ogq+1XVOEyuVy4DgOZrNZUThv6HYiGc4qJt38nU6FMMFHIoj95CcQ02TbUi+9BNv118G4sfjZlUNRFOx2u6pL0Gw2V8z80BtZ9O4NgMsJoChUFEdEUcSpU6dkj+SCjZDZbEZ7u3YAdyAQkO3ESrelkmCXTCbh8/kQCoUwMDAgn69OT09XtFLK5/MIBoMQRRFer1dVIKBpGhaLRVWgMRqNF7S/UMHngYVTQDoE2JtIIXqVOQCVvscX2jVaNVyWZGeVM/lq9WIBQM4B6/oAPksaRdYyvVHJDjN4dvVigd5CJnOnDi99Pg1Aw4612xrVWDNWl0HTtnIt0DQF60Vu+nkjcu+99+Khhx4CAHzrW98CQPZnb3/72y/ocRsbG3HzzTfjV7/6FcLhMH7605/ine98J4aHh/H8888DIPuiO++8s+JjlE5/DQ4OXtD2rIZSS7mJiQq2Y2WUWuStJdje4XBAr9fLVkQTExMrWtvF4/F1mb4AlO/15OQkeJ5f8zGtvr5e3q7BwcE3nFhQyubNm7F582Y5V+PYsWP40pe+JAtar776Kr785S/j4x//+Ou5mTVq1Kghc/GSNStAURTGxsaQyWTwla98RXEbwzD45S9/ib/+67+GxWKBJEmK/xobG/GNb3wDn/vc5y71Zv/WIUkS8lMJpA7PIXV4HvmZZHWhRENPAof+Gzj/G+Do94CBh9UTAAXarlIWwGkW2HAL6ah/+UvAke8Ar3wFOP1z9WP4Nqgfj6LXp1uqkNNw9ceBHfcSUUMUiMXQqZ+R0fBykUOxHRQw9jxw7CFg/CXyXhz6b2VnVyUiYyVCwRICTzrDqkBI5pE6NIf4M5NIPD+F3EhU8blJkoR8lofAr9FDtwSe52WbgHKvba1OFZqmV33hLyTyJUJBkdxk5fcyPKPuXBEFEbEFbQEjOxxF4vkpJF+aQfLFGfAaxbPVIokSuLkUMqdDyI3FIGp4q19qhoaGFN6k0WgUZ8+e1Vz31EwMXz8wigdfHsfXD4zg6IT6+64VlGqy6dc1s0DK5yHEYpDElb+vVoP6QoGiAEtJN59WiKrDZ6p6qmDoyALmRmLIpTmkojmMHA1icYoUpeeH1ReHixPjEAQeG/ZdBaPFurRNNOraOhHoKe7DxCwPIZaDpBEmfakw79oF9/veB+ed74Dnfe+FaXOxiJ8bHpaFggJCPIHsmTNVPXZ+aloWChTLh4ZUyyiaVmcc0BQs+/ap1tUZGHT0+9B/Qwv6rmqEu4EUHHMaYiUA5NPKfUM+q/1bLxd2LjY8JyC6kEYmoR1o7HCohQuaptfUEVhOpe++VnDm6NHDmDh5HKloBIlQEEOHXsb8iPIzFEURZ86cwcsvv4xDhw7h4MGDigKB3UPCj/0dDnibbejZ40djj1PxGOlXXpGFAgCAJCF54AVVrkY5XV1dioIBTdPo7u5e0W6H1dFIxXIITiSQS6ufI5FIyEJBKct5PdfV1aGnpwdGoxE0TcPr9WLr1q0VP7PCci0rpdHRUdVkSSKRwMGDB3H+/HkMDQ3h1VdfxcLCgupxOzs7FWINRVHo7OxcPwsiPgccfRA49xix4Dn1U+DUT7SL3csQCARUgoHb7b50UwV8VvtcNb+GrlWaJnaYa32PK9lh0mss8BtsxMZoy9uA1stJU06NS47exKKjf/WFWS3a+32/N+HGpdxwww2qoPTbb79d8xi5Wj784Q/L/y4UX7/xjW/I++M777xz2WuY0pDd5557Drl1tnGsxPbt2+V/F3IZV+LFF1+U/71jx45VPydFUdi6dav89yuvvLLifQ4ePLgu4cYAyaksNJ6l02m8+uqra36s0s/tN7/5zQVv26Wkv78fDzzwgOK7+4tf/OJ13KIaNWrUUPK6nKks10Wp1+vxhS98AX/7t3+LgwcPYmZmBjRNo6OjA9u3b39DebS+kcmNxJAr8fbmI1lInAhD6zIBOvEZtV9raBiYP6nttWqwArs+AERGyYWaq534u778JaUN0PxpwOoHWkoKSM4WYvEz+jy5WNVbyLh3tRMAq+XML4CFksLqzDFgx3sAi9pTH+kwMHlQuSwbIx1qXTcs/zyVBIUqhAZJlJA+FoS4ZPEgcSKywzFQBhb6RitSsRxGjy8iHcuBZijUtdrRvNFNOp0kCaFQCIuLi2BZVvPCvZRwOIxTp07JI8AWiwXbtm2Tu9RbW1sRDocVBZb29vaKHZ4VXxOnXSSWlim+V/Iy1+qE5xfSiu+5mOWRPhGE9crGNVsJSZKEzMAiuBJxIj+ZgGWPH7RGQftSURqCViAcDoPjOIUdRSiZwxOn5+VaT54X8ey5IPwOIwKOYueqO2BB+zYfZodj4HI8HD4zWja5QVEUcukUwtNTJMS3qQXsaj93SUL60CFkjhyFxHFg7DZY9++HfpkQtV1tbkxHpxU1qo0BO2zG4mtr3OCEIIhYnExAFAFXvRltW6u7eM+mOE3BaX40Bm+TFYKmb6kEkRdg9/qw/c23IpNMQKc3QLd0kSOJErJnQuBmUyR7Xc/A2OdR2pJdQmiDAbRGYKqWLdByy8uh9BWKXxWO48ZNm8C43cidPw9QNIy9G8CuIpDV6fdj6syAarmjXhm26qxvQCqqFMIYnR5Wd+XvBJcXkInnYbTqLti6CgBC00mMnliEuCTguvwWdO7wKfZXLS0tiEQi8rg9RVHo6upa9f5Ui0CnA9H5lKLT3+k3w1wWCs/lc1gYHVHdf+b8Wfg7i1k0k5OTmJubk//OZDI4deoU9u7dKxetTTY9Wvo0jp2F55pT+/1LuRyEaHTZ74HdbsfevXsRDAYhSRK8Xu+Kdms8J+DcK3NIRZcKOxSFlj43/O3F4lOl881KFkQFGhsbVRMBer0es7OzCgHF4/HIRXEtmwaO48BxnOL5hoeHwZWIJ5IkYWhoCF6vVyEOeDwe7N69G/Pz8/J7kkwmcfr0aZhMJjQ0NMjvkSiKmJ+fRygUgk6nQ0NDw8qC1OxxYptTyuIgaXxwa09daMGyLHbs2IH5+Xmk02k5+PmSnbMbHaR5JVUmAHm6Ls3zl1K3CRh7ARBKhCumzA6zxm8lm69pwvAR9bnYatlyze9nODXDMHj3u9+Nf/7nf5aXXagFUYFbbrkFjY2NmJ6exlNPPYXh4WF8+9vflm9fzoIIIM4HTqcT0WgUyWQSX//61y+J5fF1112Hf/qnfwIAPPLII1hYWFg2+H5ubk7Oeijcfy3s378fhw8T27bvfve7+NM//dNl1y99Ly8Ug8GA/fv349FHHwUAfOlLX8IVV1yxpsd6y1vegu985zsAgIceegj/9//+32Xfvzcib3nLW/C1r30NgHZeUo0aNWq8Xrxh2xr0en0txHiNSKKE/IS6OJ0fj0PfYqt88RadrLy8UjAbTQOezuLfi0NKoaBAaFApFgBA0y7yuLkEudCjL5J/Z3JBKRQARKCYfBXovUV7fS0Sc9rLS3G1km608u4L18oX3UI0JwsFpXCzKegCFgwempe9okVBwtxIDHozC3+7AyMjI4rx1enpafT392t264iiiLNnzyoyCVKpFEZGRrBxySbCaDRi9+7dCAaD4DgObrd7TXYCjEMPWk9DzCtFA3aZYmpdq410e5e8hwazDs469X24eY1pA0ECv5iBfpmgy+UQ4nmFUAAAYlZAfiIBY7drTY+5HtA0repOpWla9XseWkhqNoUOzicVYgFApgvKJwxCUxM4/8qLkJbCy8cHjqHvmuthcRZfuySKkHI5UBU89vMjI0i/WhTchHgC8Ucehfu976loe9PuteCOHU04PhVFlhPR6bNga5NT+XoZGm1bvGjp80CSJDCrCGKuNI1TWO5palZ1Wds8PhiWvOcpmlZZ2+SnEsiXTMKIeQGZgUWwVzWC0hC9RFFEOp2GXq9fl0JxtegatAsTeg1rFO37N4BxuSBElIV50+bKxa9q/P4lUYSYzoA2GUGVFFJtHh8aejZi5nxx8qG+oxuugLIjsXFjHxLhRcSD5OKKYXXo3rOvYsDx3EgMU2fDEAUJFE3B3+lA0wZXxWNiOp3G5OQkstksnE4nGhsbFYVnLi9g9HhQUaiPzKWwMG6EvyQkXa/XY+fOnQiHw8jn83C5XOvmSWtxGrDxigbMj8bBZXk46syoa1UXiAWOk3/TpfBl4dhaomQul0MsFoPLVd3+j3W7kC/zIaZYBrR9mWaFJQpF7mqZH4kXhQIAkCRMng7DHbDIYpDFYoHL5UKk7PurZQ20EgzDoL+/H8FgEKlUCjabDR6PRy7w2+12VQCk0WhU/d61PP5zuRxyuZzqu1GwS5IkCSdOnFDYI83MzGDnzp0wGo0YHBzEzExxsnFubg7btm1bPjOh0vlOcmFVYgFABAOt91QQBEiStL7WSeVQFLDxVmDgR8XmDFs90Lm2QtoFYbQD2wp2mHMkq6DjGm1Lzhq/VTT2OOFusGhOwFaLu8GChrJprN8nPvWpTynsgEo76y8EhmHw/ve/H5/73OcgSRLuuece2RN+06ZN2Kcx3ViKwWDAfffdh7/9278FQCyPr7nmGmzZsqWq55+fn19TkP1NN92E9vZ2jI6OIpfL4b777pOtmsqRJAkf+9jHZPugzs5O3HDDCk1sFXj/+98vixSvvPIKvve97+Guu+7SXPell16quE1r5a/+6q9kseAHP/gBbr/9drzzne9c9ePccccd6OrqwtDQENLpNO6++278+te/rirTJ5lMgqKoC7aD1KJg5VjNtXPp9ftKdlA1atSocSm55DZENS4BgkQ878uQ8kK5vbMSU4VCwGoucCqFAVdazujINMHFEgoAMimgRabC8kphxGYvMHeS2BjNn9YeeTc6yMRE6evxdlfnmVupAY8CEpGsKlQSAMLTKeTzeUxNTSmWi6Ko8LQsJZ1Oa47XlhdSChMKLS0ta/Ydphgaps1eRZe/rs4EQ1vlopHVZUTP7npYXUawBgbuBis27PVrThZQFfz1tQq11SImta0yxNTq8zQkSUJueBjxJ55A8sAL4Mve49WgVUCrq6tTFWB0FV67ruT9K1i7lSOKAkaOHlYUFfl8TuHlnz19GuFvfRuhB/4bke9+D3mN71luUG1PI3Ec8mNjimVcPofpc2cwdOgVzI8MocGux1u2NuBtO5uwvcUFpkL+BE1TywoFo4sp/PL4DH5+bBpn5+KQJAlmmx4Gs/riweUnFwmtW7bD1dAkL7e6POjes3w2Dh9U291IvKhpvRWJRPDKK6/g0KFDeOmll3D+/HmV/dfFQtfYAGOJLREAGLo6oe/srHAPJRRNw3H7bTB0d4MyGsD6vLC96SboW1vXvE25kVGEH3wQ4W9+E+FvfhOZgZPF56MotG3bge0334aevVei/01vQefOPaqiPqvToe+a67H1hpux8cprsfMtb4W75DMsJRXLYeJUSC7sS6KE2cEoYhqfIUD2k6+99hpmZmYQDocxMjKi8KIHgMSi0ru/QFRjgqVgZdPQ0LCsUMDlBMwMRjByLIjgJAm1XwmLw4COfh827A3A3+HQ3FcazBaY7U7V8nIBplJBdzWFXvOePaBY5THdtHMn6CpC2VdLPKT+rUmihGRYeYzr6+tDY2MjjEYjbDYbNm7cuKbCDkA+y/r6enR0dMDn8ykmATo7O1VWSl1dXarA5NIA7AIsyy4rIsZiMVWOQj6fx/T0NLLZLGZnZxW3iaK4sge2tcJ7YFvmvRE4Iibwy9t0iKKIwcFBvPjiizhw4ACOHz+uaQe1btj8wN6PAv3vJj7/O99HLHxeDxxNwPa7l+ww7yHTtDV+66EoCje8dxPYNYYdswYGN7x30+/1lLzT6cSuXbvk/1aa8FoNH/zgB+V97csvvywvX2mqoMD999+PvqUcpkQigSuvvBJf//rX5eJ8OaFQCA888AB27twpF95XC03T+Pu//3v57+9///v40Ic+pAr+TSQS+MAHPoCHH35YXvYP//APqmNLtfT29uKee+6R//7gBz+I733ve6r1nnrqKdx+++0QRbGqAny13HDDDYqsirvvvhuf/exnNTPzRFHEM888g7e+9a2q3ASGYfCVr3xF/h498cQTuPrqq3Ho0CHV4xQ4ceIEPvnJT6KlpQWjo6Pr9IqUzM7Oorm5Gffffz8OHjyouY4kSXjsscfw6U9/Wl52yy0aTYw1atSo8Trxhp0sqLF2KB0N1mkAH1VeyDEe0/Lhr54uwB4A4iUXnAYrEOiv/sntDeS/ct9+exMw9Rpg9S0fmlwtXIb4v1byhi3fJooGyrsqHRUCSs1uoHEHMH2kuExnAqLjygA9Vxuw9U51EGDjTsC7AYhPA0bn8hfdJTAOA2gzCzGtFAV0AQukCieDFE0hm81qFh21TrgA0uVKUZSqWLyS3cNaYT0mWK9shJDIgdYzoDUKtuU4681w1psh5gVInAjarL2r0jXaZAuYArSRBevRLsaJeQH58Tj4SBa0iYWh1QGmzK6DcWgXaxj76t+f1IsvIXO0+J3JnhyA461vXbHjWou2tjZQFIXZ2VlIkoS6ujp0dHSo1ttQb8MrIyHkSiygdAyFTQE7JFHC1PkIFsbiEAUJLr8FrVs8cnB0LpXS9HuPh4i1Azc7i8RTT8vLhWgU8Ucegeuee8FYi5055YXC4vLSruwcBp56HNlkHACwMDaM4Pgo+q65HtQaL34A4OR0DE+cLo7xjgRTiKU5XNbhQdfOOgy9tiD7mrsCFjR0OwEArF6PjVdcg3wmDVEQYbBYVrygp3QVfpdly3mex8mTJ+VpHkmSMD09DYvFsqbu5tVCURRs+/fD2NcHfiEI1uMG6/evqmDB2Gywv/lNy64j5fPIjY0BggB9WxvoCkVxIZFA/LFHAYF8R8VMFslnnwXrcUNXIoqZrDaYrMsX+yiKgtW1sn2dlgUVAETn03DWqQu3U1NTiukrgOSERKNRucNeZ9T+nusqFJIkSUI2xYFhaU0LpHyWx+kXZmRheHEygchcCt276i+4uERRFLovuxznXnpeDo+2eXxo26r0O25sbFQJxw6HY1WCsS4QgPOd70T29GlI+TwMHR2awpIkSZiampLfa6/Xi87OzlVN3RjMLBIhjeWWMhFVp0NPTw8SoUUsjI0gMTkKIyQ4/QH1nS8Au92Oyy67TA4u9vl8sjdzKe3t7RgYGFAcu9vb25ctnFU6pqfTaWSzWU0BWA7XFkVg4iVyXiPkSW5U1w1AYCswPwAkSqwPfD2As4IQOHOMNEzwOXL+1X410LxHc9Xx8XFFI0PB/nDnzp0VX+MFQzNkwrNGjYuEr8WGW/54Cx75rwHwuerzrFgDg1v+eItmXlSN9aGlpQVvetOb5I51gFzzVGt1ZLVa8Ytf/AI33HADRkdHEY/H8eEPfxj/63/9L+zbtw+NjY2gKArhcBhnzpzBuXPn5H34/v3717zd73jHO/D888/jy1/+MgDggQcewP/8z/9g//79qK+vx8LCAp5++mnFRNp9992HO+64Y83PCQBf/OIX8fLLL2NoaAjZbBZ33303/s//+T/Yu3cvGIbB8ePHcXTpGua+++7DT3/604qNaGvhgQcewPj4OA4ePAhBEPCZz3wG//iP/4grrrgCzc3N8rny4cOHEQqRA73Wce6GG27AV77yFXz0ox+FIAh45ZVXsGfPHnR3d2P79u1wuVzIZDKYm5vDsWPHNPOBLgbRaBT/+q//in/913+F2+3G9u3b0djYCIPBgIWFBZw4cUIhVvT09OAv/uIvLsm21ahRo0Y1vCHEgoGBATzzzDM4evQogsEgEokEbDYbvF4vduzYgf3791c9Bvh7QSpELHQyYdK91HyZqnPfuNGt8L9nLDqYNqxgIUDTwLZ3kYvB+BRg9pDCt2EVXeUUBWx9BzD2IhAeIVkEfJZcXBbwdgN9f6QusldDOgyc/TUQmyIesIHtZMy88FgCR7x2KZoU82mGjIR3XAMMP1N8HGtdxQtcAED3TUQ8iYwChqUu+KGnlOtExoi9klZYs8GqvXwZKJqCub8O2bNh8OEsaD0DfZsduoAFOgBmhwHpmFIAqmu1wWw2gmVZVWHLXsHyQa/Xo6GhQR7PLdCyjJ/8hUIxFFhn9aF8kighez4CbipBvOBNLEybvWCdyoI96zTAtM2H3EgMYoYH6zLC2O3UnDiQRAnpIwsQlkJIhVgefDADyx4/GGuxOMVY9TC02JArsfJibHrom1d3gSemUsgcP6bcBl5A+tBhOG59y6oeCyDdR+3t7WhvX94awmJg8bYdTXhxeBHz8Ry8VgMu7/TAYdZh+nwEs4NRed3wTBICJ2DDXlIw05tMYFgdBF45RVGw38mdP696PokXkB8egmlb0arMuGkTsmfPKaykaKtVUTBcGB2RhYIC8cUFROZmNLvDJUmCEM9DyvBgXIaK+REHR9UTQ4fHI9jZ6oLFacDW65qQSXBgdDQMGgGDepO6cFwJfZMN/EJaIVYxdj2Ysu9pNBpV/T4BYvlyKcSCArq6Oug0vFy5+QVkjrwGIRaDrrER5p07QWt0PvPhMLjpaTB2O3TNzQpRhw+FEPvZzyEuFTQpHQv7H/wB9M1qUTY/PCwLBaXkBgcVYsF6wlbIMKlU2K/UAV263OoywOo2IlkySULRlMIvv0AqlsPwkSCyyTxAUfA2WtG21aOYApgfjasmyKJzaSQjOdjcFx5qanG6sP3NtyIZCYNmGJgdTpUI4fP5sGnTJkxOTiKfz8Pj8aC9vb2iWCEIAoLBIDKZDBwOB1wuYuvEulywruBBPDMzg6GSkOy5uTnkcjn09/dX/ZoCnQ6EZ1NyZgRApoUsDrW4G5qaxLmXD6AwYhkcG0Hbtp1o6Omt+vmqQa/Xr/i7drvd2LVrF+bm5iAIAurq6pa3C4J2UHZhudVq1TwPkK2jJl8FRg8Ub5g7SZoutr4D2H4PsHAGSIcARxPiUgOmXppFOp6HxWFA80YXrC4jyTY4VyzCQeDIeZEtADjVv3Mt7+V4PI50Oq05WVGjxm8LzZvc+KP7d+DJb52uypLI3WDBDe/dVBMKLgEf/vCHFWLBbbfdBq+3+mDqjo4OHD58GB/5yEfwox/9CJIkIRaLKXICynE6nRdcp/jSl74Ev9+Pz3/+88jlckgkEppht0ajEZ/+9KfxyU9+8oKeDyCZOE8//TRuv/12WRQYHBzE4OCgYr33ve99+Id/+Af89Kc/veDnLMVut+PZZ5/FX/zFX+Ab3/gGBEFAKpXC448/rrm+0WisKKh/6EMfQldXF/74j/9Y3n6t11JKX1+fnDe03uh0OhgMBnmSPxwO46mnnqq4/rXXXovvf//7F8USqUaNGjXWyusqFjz33HP4xCc+seyoWCG0Zvfu3fi7v/u7C1LufyfIRIAj3y6Of0cnSQjxzvcqrG8Yqx7WyxsgRHMATbrWq+pMZA1L2QKXrbhqRXQmoHvJQzE8Chz/gfL2xUFg8RxQt7HyY8SmgfEXSVidoxFou4rYJJ38cTHATuCBqUOkMN+yl0wzDDwM5Je674wO0vlv8ZDbPd2kwG+0A+7O5cUKiiJZDIU8hsEntNdLzK1aFFgOxqKDZWc9JFECKCg+s57d9Zg4HUZ0Pg2dgYG/0wFPIxFyurq6cO7cObnjwmAwLFtU7urqgsViQTAYBMuyaGhouOATJkmSAAnLT69USX4qgfxksVgvZnhkjpPg4nIhQOczQ+dbufDAh7OyUCBvsyAhP5WEqVf52g09LrB+C4QwmUBgfWZtAUKSwM/NgV8Mga2rg66+WIgV4nFAw0Kk3Pf9YlBnN+Kt29UF98XJpGpZLJhBPsNDb2LBsDo0bdqC8RPFqRqKptHct3XpjwqfbdlvSdfQAPvNb0b60CEIUVKAtlx5BaiSEeZMXDtcNx2PqcQCSRCRPh4Ev2Q5QlGAcYNbU8BJZNVF+TwvIseLYBmS8VAe/rpWWLcR5v465MbiEHM8WI8Jhg6Hal9b6eJmNdYuQjIFfmEBjMsJtkrv+GrgQyHEfvoTSBx53/jgIvKTk3C9850KMSD1yqtIlxyrdQE/HLfdBmqpCzz1wguyUAAAEscj+cyzcN1zt/rYU6l7+iLa0bkbLJg+HwVX8v1gdDR8FURAl8sld7IVoChKUdClKAo9e+oxOxxDPJiB3sTC3+GApUwskkQJQ4eLEy2QJCxOJWCwsGjsKX6W2QoWaNkkV1EsyGd5zAxGkQxnYbDo0NDlVD2/4jXQNGye5Qsn9f+fvf+OkuWu7/zhd6XOOU1PT87h5qSrKwkBEiCCjYXNWmAWHMDp8WPjtTlr73qfY2zvDwy7Dgu7a7D9O+CAsU00JhgwEkISylc335m5k2PnnKorPX98Z6q7uqpneuYGCejXOfdI8+1UnaqrPu/P5/3u6mrLokcQBFy4cEFjl9Dd3Y3JyfaK743++jtkMpl9FZOtThMOv6oHsWUitLiC1pYFubWrl9Dsxbh+/QrCI2Ogb6EVRrvY7XaMtGkFtnP9/v5+jbWQy+VCJBIBy7IYHx/HzMyM2ulqt9sxsCPQbl3U32FqAajmyTFRN9nHV0sC5h5fV+21CqkKZp/lceQ1vTAl9WIxAHI8x3DA0veAYoxYGw3d3/KY85ZYsAgVIDFDjgOD4+R4r0OHO0iw34l3/P/uwuZcFpcfX8fihSQ5dt+GpikMHQ/iyKt7EBnXC7Mdbg9vectbNEXa973vffu+D5/Ph3/+53/GlStX8NnPfhbf/e53sbS0hFQqBZqm4fF4MDo6ipMnT+J1r3sdXv/61xtOkO2X//bf/hve/e5346//+q/xzW9+E0tLS8hms/B4PBgeHsZDDz2E973vfbe0uauvrw/PPfccPvWpT+Ezn/kMrly5gmKxiO7ubpw6dQrvfe978aY3vemWPV4zVqsVf/mXf4nf+q3fwt/+7d/iO9/5DpaXl5FOp2EymdDd3Y2jR4/i9a9/PR555BE4na0Ft9e+9rWYmZnBl770JXzta1/DM888g2g0inw+D5vNhq6uLkxOTuKee+7Bm970pn01JuyXnp4epFIpPProo3jiiSfw4osvYn5+HolEArVaDU6nEwMDAzhz5gweeeSRA2dPdOjQocPthFKM5rnuAL/7u7+r+vu1uwkUReG3f/u38dGPfvSmH399fR192x2Pa2tr6O019jl+xbHwKLD6rH79yNtJx/4rjaUngOUn9es9p4DxNxjfppwGXvh/yUngDmYHMP0w8NLf66/vCAKn30tuU2wKZ/QNA8ce0d9mv2xdBGa+rl8/9DYgdGu7Eg9KpVJBKpUCy7IIBoM35wOa2yCWSxJPLJW6Du1qHVXbKIJfzEKuSmA9ZlgmfWCcBy/Ilp6P6my0AMB+MqRaDCkKCTIW4xVQHA0uYtdMCBhtY+Wa3q+CC9lgO7b/QClFllH45jfBzy+oa5ZD03C89rWgKApyrYb0pz4Npcnr1DI1CefLdFB44d9XDbMvjj3Yp/Hzz8aiSK2vgGFYhIZGYHN7AJAO9OznPqeZGKA4Dr73vNuwE303YovzWHhRvy879OrXwR3SFir5lTyqc1qRhaIAx6t6dBMGX3ppHctJrV1HwGHCf7x74EAn65IgI7acQz5VhcXGITzshsWxP99WWZbxwgsvoFTSdiAeO3asLZGufP4llJ7+vio+mScn4Hzw5uyadih897uoNuQF7OD6sbfAvC04ipkMMn+v97K133svbCdJOGHyL/4Ciqi3ZPD9/M+BabKwkSsVpP/277TfDZqC95FHwO6jA3C/VEsCNm9kUcrysDpNiIx5WgpHkiThypUrqkc8RVEYHh4+0El6MVPFtSf1hXGby4TDr64fe2zOZ7F+XT8Zc/jVvYbbKcsKrjy+QaYVtqEZGofuj8C6y77wVrG6uoqFhQXd+qlTp1pOtjXy7LPPGlrrnDlz5sA5Obvx9Bc+C8XAsu/0j71tXxNFtwtZlpFKpZDP52G321v+jhcKBWSzWVitVvh8Po1nNc/zSKfT4DhOe9n3/3c9+LeRu39Fk1e1PpvB5pxe0O4/5EfYdMO4caLnJBC7AogN32fWhNXuN2FhTTtd4PF4bj7QtBADLv4DIGxP9FA0MP0TBzsWE6pk+tXivnl7zB9xfmDPq24RtYqIYpaHUJXAWRg4PGaYDKYXO9xevvvd76qNhX19fVheXj6wr3+HDh06dOjwo8zLchTze7/3e5qCP0VROHfuHM6dO4e+vj7Y7XaUSiWsrq7imWeewdNPP60Gcv7Jn/wJGIbBhz/84Zdj019+qvn9rb/ctApNtu1SINu6oBUKAIAvElsjIygaEMp6oQAgkwSKcvMngaFDRDDINVj3eAeBwPjN3e8txGq13pqTs9QCmdDYKQgn5ki34OiDhlcXkxVNEV7M8iifj8NxXwTULiG0u9IqoLjh/vjFHPjFend6ba0A28kQWK9xdw/rt4CiNHVudf0g1BYXNUIBAFSvXoN5fBym3l7QJhMcr7oPhUcfUx+UcTlhu8vY/kqRJICmb6r7TJZk5JNVUDTg9FtBN015+HsdGhsiAHD4LLrgX09XGJ4ufa4C1xWC601vROnpZyBlMmC7QnC86lW7CgVyrYba/DzkKg/T0KDaFR8cGEJidRn5RL2YFBwYgiuot8kxCgxWFEDK8KDD2p+xV4+HkCquqxMGVhOD100fzPNdkRXMPLOF0rZwlUcFqc0iDr2qBxZ7+4IBTdM4duwYFhcXkU6nYbFY0N/f35ZQIKbTKD31lGaNn5mFqb8flombn2pSKvqMCgCaKQGxKTh1B2FzE9gWC2i3G1JKW+imzGbQBt12tNUK98M/gdKTT0GIRcH6fLCdPXtgoaCQriK2lIfAi3AHbegadhkGYFvsHIaP64VBuSICFMk72YFhGBw9ehT5fB6VSgUej+fAnYNMi/0Z3bTeNeBCerOksZvrGna3FDSysbJGKADIPiC+UsDAIf+e2yWKImKxGGq1GrxeL9xu/VTMbuTzxscdhUKhLbEgFAphuSn03G63w263I5fLYX19HTzPw+fzoa+v76aDMF2BEHLxqGbN4nCCsxABWhRFKIpyS0Mc20WWZVy5ckUzzbKxsYHjx4/rnrfT6WzZXWk2m9HdbZDD0DWtbzRxRXTHaLKBPZi6HpoClp+oF+kBYgdJUVqhAADEGnrZLMSBAWxsbECSJAQCAYyN6ZtaNjc3sba2BkEQ4PP5MDIysnuG0uJj2m1QZGD+26Rhpt3pJHn7NlsXAVkC7AFg6q1tZ0x16NCMycrC1xEHXnb++q//Wv3/X/iFX+gIBR06dOjQocMBueNHNefPn8dHPvIRNWD1oYcewsc+9jHDE4gd5ubm8Bu/8Rv41re+BUVR8D//5//Ef/gP/wEnT55seZsfWnxDxFu2Ge/gnd2Oao5kAOzY+vTfY9zVFZwkXrnFhjAhqxfoOtz6vkV9RzkAgLXoA5gBoPsYwJgB1qQ/YTU7b023GMMCx36GjL2X4oAjTOyHfhgPQle+r6+ob7wIDNyjy8YAgNqW3tpGrkkQkxVwXQfzXjT1OiAmtUVMxmVSw4cVQUZtWVuoUmQF/GIO7Cnjgh5tYWGZ9KE6m1FHxbmwHVzkYB2sQlPmg7q+vgHTtmhjmZ4G19OD2soKKLMF5uEhjRUPQAquxSeeJBYzbhdsd98Ny7hWhJJlGTzPw2QytSyYlXI85p6LqTYrZhuH8bNdmg7jnjEPJEFGcq0AWVLgDtkwdHR/BVrzyAjMIyNQFGXPwqKUyyH7xS9B3rYpKT31FByveTWsR46AZhgcuv8BZKJbqORzcPoDcAaChvdJt/CVpwwCZn12E37+3iGspsuQZAUDfhu4A4pWuWRFFQrU5yTIiC/n0d9GMbYRs9mMqaldrNdaIKytGa7XVlYOJBbsTPLtvM6mgQGd6AWa0uRLMC280pkGSx77XXch/2/f1Ow7bKdPaUKtG+G6uuD5qZ/c9/Y3U0hXMfP0lvqdLqSqKGaqGL9r7xBxuSqicjmpTjGxfgushwOgt/MNKIqC2+1u6RXfLlanCU6/FYWUdp8WGtAW1BmOxvR9EWSjZfBlAU6/FQ5v66KpWDMO1xSqEmRJRnqrhFK2BquTg7/XoRFQeJ7H+fPn1QyG5eVl9Pf378sWx+FwIJHQi/Tteu729/eD53lEo1EoigKn04mpqSnk83lcuHBBtdPJ5XLI5XI41pCLchAGj53E1ce/A7FG3m+aYTF84gxkWcaNGzcQi8UgyzK8Xi8mJydvia1Eu6TTaZ3tVT6fRzQaRU9PDyRJQq1Wg9lsPljxa/B+Yt0TvUKK655+YPItuqv5uh2ILjRZxFEUvN12wGQix0FL3wMKW4A9SAKOU8ae0LRcw/DwMIaGhqAoiuF2x2IxzM7Oav4ul8s4depU69+XvMFvL18kx6W7NaI0sv48CXveoZQErnweOPurP5zHdR06/AiwubmJz3/+8wCI4H8QC6IOHTp06NChA+GOiwV/8Rd/AVmWQVEU3vnOd+Lv//7v9yw4jY+P4xvf+Abe9a534R//8R8hyzL+7//9v5rugR8Zug6TDvv4DPmbokl4r71F4UpRyL9befIjy8DFfyJheAA5Ab36JYB9BxEzGmFY4MR/JJY2hS3AHgIiJ4BqFrjxLFDJkpPW/rvrhejAOAlZboSiSNdY1zRw41tAch7gLEDvGSByklzedzc5iW1k4J5b85wrWSIUAOTxrJ5bc7+vRKpZ/ZosEQsDA7EAt8HIjAvaYDsSAL+ch8JLYP0WmMe86r5Crooab1h1M0vGnt87mHqdYEM2SPkaaCsLZrs7nOd55HI5WCwWOJ3OtrprWxdQ3brrWY8eNbyuXC4j95V/hSKQ7ZZyeRS+9W0wbje4bc/wZDKJubk58DwPlmUxMDBgaIWyfCmp8WPnywJWrqQweXe9y5RmaAweCSA06MT69QxK2Rrmz8fRM+6Bu43ch0baeY3Kzz+vCgU7lJ56CubxcdBmMyiahi/SA0R2DwM19TshxEpQxPp7znotYLZDTKV8DbW1ApSaBDZgBdfjwFDg5kPCjCybAIBvsX47oFsUXputffZCURRUXngBlUuXIFerMA8Pw3H//TBPTkLY3ET1Otm/URwLx/33a+6fjURg6u9DbbUuXNBWC6xH64F+5tFReH7Shur161BECebxMdXG6GaoVqvgeR4Oh8NQKIsu5nT7gmysjHK+pnbkS4UaZJ5YpFEN3fyVaymN3ZmYqqI6m4HtyK23Qho7HcLaTAbZaBmsiUZ42I1Ar/49pGkKvkh7n1130AqjcSlX0IrZZ2MacSKxWsDkPd2qYLC6uqoLcV5bW0MkEoHVarCfNyASiSAajaLSMJ0SDAbbFlcYhsHk5CRGRkYgSRLMZpKtdPXqVVUo2CGdTqNQKGg66hVFwdZ8DonVAiRJhq/bjr4pX8tJDrvHi5Nv/gmkN9agyDJ8kV5wFgvm5+ex1TA9k8lkcO3atT0bUhRFQTlfAxTA5jbd1FRYsagX3XfW19bWsLy8DFEUYTabMTo6ipBBUPmuMCwRB0ZfB8giYDL+jDm8ZgweDWB9JgOxJoEzs+ib9tVFZ2cXcPQ/aG9E0cDK0/o7CxAxk6Kolq+NUW5FoVDYfTrF5tc3jbAm0hzSLgmDpptqnggRBmHNHTp0eGUjSRJ+8zd/U80q+Omf/ukfOSusDh06dOjQ4VZyx8WCRx99FADpPPvEJz7R9skVRVH4xCc+ga9+9asolUp47LHHbudmvnKhGeKTPxAn3v6uCOnsb0ZRyLj4+guAVAP8o8DYG4yvu1+yK3WhoJHNl/RiAbAdmnx3/e9iAnjp7+pWQ/lNMqFw8meJqOEbJkX+tWdJkZo1ASMP1jvGDv+UsbXQwD2kiB+7Ri7rPk62J3oFyK2RiYbwUcC0T2/i1AJw5YvkBBsgOQyHf7IefrwfhAoRNFLzpPDed5bkAQDkOW2eB6KXyd9dR4gX8J320fX0k9ewEZOdnKAbwHXbIcS0vtMUR6vZAgeFC9vBhY0LGrSNA8XRUARtQYnZJdhTva2JAR2ob9vm5iZu3LihFqd8Ph8OHz68p+WFeWoKlUuXIOXqEw6M3wfzPjpz+YVFVShQURTwMzPgurrA87ymcCaKIhYWFuBwODQWNqIg6TrgASCfqECRFU3otCzJmHs2phbCBV7E3HMxTN8b2TUYtfH2oiCDMzN77r+FaEy3pggipFQKdCRifP9lAUKyAoqlwYVsoFgajMME+5kwaisFyFURrM8CUx8RdcQcj/ILMbVgLCQrELNV2I7sP4eiGVeLz7A7eHOf7f1gGhoC4/NCStd9xCmzGZbDu0xnGVC9dAmlZ+o2JPz8AuRSCZ63vx3O170OtjNnIOXzYEMh0E0WIBRFwfWWt6B6/TqEjQ0wLhcsR46AabJC4SIRcC3e1/0iyzJmZ2cRi8VUa5ipqSn4/dr9UCtBp1YVYbWzKF9KqlNKFEvBOu0H12WHIshqYHYjYrzc1tTMfmFNDJniMdYND4TZxmHwiB+rV9PEJoaiEOx3gmEp3RRDKcsjtV5UpxkKBb1/vaIoKBaLbYsFJpMJp06dUrvBPR4PAoHAvl87juM01j87xZ5meJ7XiAVb8zmsz9Str+LLeYg1GaOnWhfSWY5DaHBYsxaPx3XXy+VyqFarLacLahURc8/HVMsoq9OEsdNdu+aZlEolpFIpcByHYDCoCThvldGgKArm5+fVv3mex7Vr1+B0Ott+nzSwZgBN+3lJJMcktRLgG0JowIdArwO1qgSTldXZ2elwdZPjy6XvkulO1gQMvYas70GzKLTXOgAyzXDpc2RCYofBV5GQZZAsj9RGUQ39DvY7wZmafs/pFqc/rdbvIJVCDblkBWYrC3fItvfr36HDjyj/9E//hOeffx7FYhGPP/44ZmZI04PZbMYHP/jBl3fjOnTo0KFDhx9w7vhR8dbWFiiKwmtf+9pdE+2NcLlceOCBB/CVr3xF0wX2I4kjRP61Yu05YLnB5zp5g5wInnzPzRefpRbd263Wm9l4UZ9JUIgC2WUiFFAUmZboPUO63G0BcvLZiNFzoCggNE3+7XRbXvkCee7qY58nr4F5+8Q8v0k8ayWB+PH6R7X3rSgkVFpu2F5ZJGs727ofrnwRyK6S/6/mgWtfASiGWDitPEWEiB3yW4BQIifGd5KhV5PXpZIlf9MsMPGmll7AXNAGy4QXtaU85JoExmWCddKn6eBtZLdCnCJIqK0VIBVqoB0mmPqcqiVIIxRDwTrpQ+VKUm2qpc0MzCOefT1VnucxNzenCVlPp9PY2NjYM8iUNpvhefvbUbl8BVIqCTYUguXwYZ3N0O4Yj2XsbE8ymTQsmsTjcY1YQDM0GI6G1CSemKws0PRSZ2MVXYFVkRXEV/IY8rQusO908W4tZCEJMiwOEwaP+lsW1AGA8XogZZrCMmmq5VRGbaOI6vWU+p7y81nYT3eBtnFgHCZYDax/asv6znIhWoY0LKiTI4oog1/JQ8pUQVtYmPpdYFr4wDdicXDom/JhbSajdm97wjbDjvDbBcUw8LztbSi/9BLErS0wHg+sJ0+CacMTvpHqtWu6NWErCjGTAev1gnG7W74vAECxLKxHjsB65EjL69xKNjY2EI3W/eUFQcC1a9dw7tw5TZHVHbTqhDKapeH0WlBbyWvszBRRQeVaigiZNEDRlH5CifnBKsyFBlzwddtRytVgsbMw2zisz+oDagGQLvhtHA4Hcrmc7jrtWgjtwHFcW92bgiAgHo+r3vW2XXJOfD6fbtsYhtFNLMRX9JkJ6a0ShJqkLw7vQqvfo91Ej5UrKU22RKVQw9KlBKbuMRbLNjc3Nb81S0tLOH78uPo6+Hw++Hw+NVAbINkESrMlIMi+OJlMqmGyNwVfBC78Q70BhKKA0deD7j0Fi30fE6m9p4DwEXLMZvHoj9laEAwGddkXZrN598wL3zBw+ueB6CVyLBmaVK04FUXBjedjyMXrDQyJlQKm74uAa7Szi5wAsk0Wb84w+fcysnkjg/WZ+vfX5jZj8u4w2H18njt0+FHhG9/4Bv7mb/5Gt/4nf/InGG+y8+zQoUOHDh067I87LhY4HA7wPI9w+GAH5F3b1hyturA6bBO9pF/Lb5JphFaWRe3iHSTdac3ZAsEJ0lW2/D1ik8SYyAlZ72ltUb1mPG4PvmndZDOeAiiliKVRo2CiKMDqM8D6c6R73z9KRINkk5duNUe694fuJ1ZGVz5ft3CIXSUiRaN1kSwSL1vdNiTJZcw+CsPFRF0oaGTjRfLarT+vv2z9BWDgvjvroWv1AHf9ErG7EquAb2TPaQxzvwumXicgKwBjbDkglQRUZ9OQ0lVQZhbmoe3bbKOIMkovxCAVt0WneAVCtATH2W5D4YEL28G4zRASZU0X+n7IZrOGxZhMJmMoFkiiiLVrl5FaWwHNMOgaHkX3XWcO3IVsHh5G6amnoAja4v2OF30rb+rmdZqm0D3i0XTZAkD3iEe3bZJo3LEpicbCxQ6ZrbLm/qvFGm48H8PxB/vBcMbbaTtzBsLaumZ6wnr8uKG1jiLKqM5lNI4qMi+hupDb1RZGrhj7titVEbBzxCrkpXiD3QwPIVaG/a4wGOfeBa3uUQ98PQ7SpWrjYPfcnN3IQaBtNjjuvfem7kNp1am7Wwfvy0izfztAJmsymQyCwbqo1T3iQSHNq530NENj6FgADEejajA5oIgKxEwVXNAGLmJHbV37u2Pqddzx9/dmYU2MZtrF7jb+XDdODvX19SGRSKBWqwsIPT09uxbxD0qxWMSFCxcgbO8HFhcXMTk52fI4sLe3F9lsFpltoZFhGExMTOiCh2XJYJ+lKFCM1nehu7sbS0tLmjW/398yZFdRFGTjZd16IVWFKEhgOW1hVxRFzM/Pa35reJ7H8vIypqenAZB9+pEjR5BMJpHP52G32xEKhXTbtcMtC+1cfVo7KbrTIBGa2v8UJmvavYnFgN7eXlSrVWxtbUGWZdjtdkxNTe39/BwhYqnURD5Z1QgFALHki6/k0TPeEObcdYhM3a49Rxpp/KPAyAP6BhBFIcesnK398OQDwpcFrM9mNWvlHI/oUh69E17jG3Xo0AEAEVdPnTqF3/qt38KP//iPv9yb06FDhw4dOvzAc8fFgqGhIaRSKcRienuKdti53eDg4C3cqh8l2juJFgUB8aV5lDIZ2DxedA2NgDVtFyBYE7Hhmfk6Kb7TDLHL6T4GXPsXbQDz/L+Tx+y7q77mG9IX8Sl675BmRQHmv6MtqoePEB/ezZeAxe/W15M3gNgVgDbpT/52iv/L39MH+a58H+g5Xe+Ko1liX1Rp6tS0evc/ri7qC1fquiIDgsHlIk9ECbq9Lr39INckSDketIXVF01phmRE7AOKpoAW4/KKTAq28nZHu1IVUbmeBmViwIVIQUKIletCwc42lkUIWyWY+pzq/QibRYjp7Q7xXgfM/Xt3WNeqIpJrBdQqEtwhKzxdNlAU1bIY1Gp98fxzSKzUizfLF89DkRX0TE7vuQ1G0HY7XD/2Yyg+/jikdAa0wwH73WfBdRP7hmAwiIWFBbXIBpBu1+5uvb1D96gbJiuL1EaRRHz0Og29zz1dNtAMpSu0ebt3LwylNvUinyTIyMbL8PcYi7dcKATvO9+B6rVrkCtVmIYGYWqx75ZLAhQDIUPKGVuS7MD6LJAK2mBziqXqeQZZXuNLD5DPUW21YDipYITZysLc4jn+oGCZmEDp6Wc0a2wwAKZhQqUVUqGA6tWrkItFcP39MI+OgrrNAibbKhi5qWDMcDQmz4VRytYg8CKcfotarKVadOPSZnLflnEyASVEywAFmCIOmAZdSKfTWFtbgyAI8Pv96O/v39OWrBFFUVDOZQEANrdesLsdCDUJiqzAZGHhCdng6bIh22AP5/Rb4G/YH1itVpw5cwbRaBQ8z6ud7QeF53nIsgyLxaJ7vouLi5p92I61TjAYNHxdWZbFsWPHUCgUUKvV4Ha7de87APgidsSbgu4dPguZqNoH/f39UBQFGxsbkGUZwWAQo6Oju96G4WiIvFaopFna0DKmVCpBkvSiZnNHPU3TCIVCmjyCcDisbtcOHMe1zCyQZRmyLINh9raJA0AsGnV3IpKGjINYLe4TmqYxPj6OoaEhiKJo+PnZD9Wi8YRrpWCwHjlB/rUitUAysipZYhs5dD851r1NFDO8/pgUQDHd4tixQ4cfcT796U/j05/+9Mu9GR06dOjQocMPJXdcLPipn/opPP/883j00Ud1YXV7kc/n8eijj4KiKPzkT/7kbdzKVxiyTOxo9tPZ1HVYWzwHSDBdC9/5RiRRxJXHvo1ybrtAvrqExPIijjz4BjDs9gm7dxA4+yukiG6ykROpWqkeAtzIxotasaD7OOmw3wlppllg7HV75ynk1vTd99HLJBDZaJJCEsg/U1ORz7VtE9AsAOzcRijVxQKKAoZfQ0SQHX9cigZGXtvSgkhRFAhbJQibJUBRwHXbwfU4QLkixP6oeYIiOEHeV98w6eZvxDtgOM4viiLW1taQTqdhNpvR19fXdqgkANQ2i6heT6sWHFzQCuuRIKjbZMEhpauqUNCIsFlUxQK5YnyS33i7yuUkhIauwdpmEfYzYdVuxohqScC1Jzch1kixJr6SR3DAhaGjAbjdbng8HmSzWfX6DMMY2moINR7J1RXdenThxoHFAkVRQFutcL7xjaAdDtAcpynCsiyL48ePY2FhAfl8HlarFUNDQ4b7TYqiEOh16CxyJElGYqWAXIJ4IHcNuzByMoTlSykIvAiaodA17Iave3f7kVa+yXTTZ0aUZCwlS+BFGUMBO+xuN+znzu35WlBW1tAWpvG9VRQFUo6HlKuBcXBgfBaYh1wQM1VI2xYrFE3BMulXp0wU3njyQObvXEjxy0VyvYjYUg6SKMMTGoT7SBnCzDUoggiupwfOBx/YszAnZjLIfv7zUKpEcKlen4Gwtgbngw/e1m3v7e1FMpnUdGM7nU7D/RxFUXB49V7spgEnxERZU39jfRbQTvKZohgKljEvLGP1rt1UKoVLl+q/J4VCAcViEUfatF+qFouY+f731N9Ph9ePiXvuh7mpY1+o8Vi5+BJSG2tgORPCo+OIjE/uu1AqiTKWLiaR3iK/Nw6fBSMnghg73YVsvIxSrgark4M3bNd9h00m0552a3shiiJmZmbU98rpdGJ6elozodBcFAeILVG1Wm1pe0RR1O5WNAD6Jn0QeAmZaFnz3PcLTdMYGhrC0NBQW3kVFEUhPOzG+nXtJFdowAma0YtoVqsVNE3rLOXasXxyOBw4cuQIlpaWUC6X4XK5MDw8bCierK2tYXV1FbVaDU6nE+Pj43u+hrD6gIJB847t4MIRANRqNVAUZbidRjTnVhyUVrk7ZP+wD/iCNqtKqABz3wTsAZLrdBtolXexWw5Ghw4dOnTo0KFDhw63gzsuFvziL/4iPvaxj2Frawu/9mu/hr/9279t+7a/9mu/hmKxiJ6eHvzSL/3SbdzKVxDJG8CNb5MOfpONdDbt1gm1Q99ZQCiTjntJIN38429sy2M/ubZSFwq2KeezSK6uoGu4oduOprWWRpJg2BUFSdv1q4Y0DyZJx5Yr0t64e0ZfqAVAApcVAysNk4OIGpnl+pqzq/76uftJqF8jFhdgbipGhSbJiXPsKvm769Cuo/a11QKqc/XXT8zykKsSLKMe4NBPAte/Qp43RZFR/77t8Ofxh4DLn6tPPtgD5D1rQlEUXL58WVPgTqVSOH78eFuCgVyTNEIBAAiJCpj1AswDtyAA2wAjqx+yXv9/1msBv6QvKjHbJ/lSvqYRCgBAEWTUVvOwTrUWwbYWcqpQsENiJY/uYTcsDg5HjhzB+vo6MpkMLBYL+vr6DG3OZFGCYvA5k0RjkUNRFAgbm1BqNZh6e0CZtKKPlM8j//VvQEwkyPPvCsH15jeDaXpsh8OBY8eOtXx+u6EoCuafjyGXqPu2pzaLmL43gmOv60O1KMBkYdryQw70OZHaaLJssbIa+5NcWcDnz68jvy38MDSFNx8JYzSkFTdqFRGiIMPq5NTCHMXRoCMOCGt50DtrDAXTsFt9LtWrKdS2Sur9sAErbMeCsN8VhpSuQhFkMD6LJueC8VoMRYibDeB+OREFCWvX0shEy2BYGqFBF8LDLk2RM7VRxOJL9eDWaFFANTyOsfeegyJJoFsEtzZTOX9eFQp2qF67DuvJk2C9+7PGkHke1avXIGUzYENdsExOgGoxQeDxeHDkyBGsra2B53l4vV4MDg7uq5jOeiywne5Sg7FrDgWWIfeu97G2pu+0TiaTKJfLbVn0LLz4rOb3s5hJYfH8c5i67zWa69145ilkYyR7SRJqWLl0HjRDo3uUWJApioLMVhnZWBmMiUao3wmrgW3W+kwG6Yapn2K6ioWXEpi+NwJv2A5vi5D4W8XS0hIS2/swgIgrV69exenTp9XX2W63a36vACKEtprgaheGozF2ugsCL0GWFZj3OVFgRLufr+4RN1iORmK1AEUBAr0OdA0a/36aTCb09fVhZaV+DMMwDAYGBtp6rHamPpLJpCYIuVAo4NKlS7j77rtbTukAAPrPkeOgxsyp7mNkenIHoUqOf6pZwDNAJg5avE61Wg0zMzNIpVKgKAp+vx+Tk5O3RAhoB4fXjNCAS5Nn4fBaEOzfX0YaEnParKodYtdum1hgd5vh7bYj0/gbZ2IQHm6/EaRDhw4dOnTo0KFDh1vBHRcLvF4vvvCFL+DNb34zPvOZzyCbzeJjH/vYrrZCS0tL+I3f+A187Wtfg8/nw+c///mbGpf/gaGaA65+CZC3C521MjD7b4A9CLj3CBSkaWD0QdIVL0tth80BQKWgL9i2WlcUBan1VSTXVkDTNLpkJ9x0QXul4KTxA9kD5F+7tJo8MLvIJEVzd5w9ABx9BMhvkKkEq5dMIexMZ4y8loza17ZPzGiWFOeN7DWaA6XzW2SqQZGBrmn15FFRFNQMQhdrawWYh9yg3D3AXb8MlJNkGsPccAJr9QBn3kfCngEStGdwQl4oFHSFF1mWsb6+3pZYIGWq+lBPAGKyctvEAtZnBW1mIDd1eXMNhSzGZ4Ep4kCtofDFhe1qUbfl5EF59w7xSpNFjbperMHi4MCyLAYHB/e0NjPbbHD4AiimtRkWvh59yKRcKiH3r/8KMUGuS5nNcL3pjTA1BFIWH3tMFQoAQIzFUfzu43D/2Ft23Y79UMzwGqEAINZB0aU8ho4GYGsj5HcHd9CKkZMhbMxlwZcFuAJW9B/yaTppn1pIqkIBAEiygu9cj2PQbwfL0JAkGYsvJdRiiMXBYeRkCFCApUtJlHI86JqEgNuEcL8Tph6nOlkgpasaoQAgn1khVoap296y+E+bGVgmfajONEzSBKyavIx2KRQKiEajUBQFoVAIHo9n3/dxK1g4n1B9ucWahLVrKVA0EB6qf/+ji/rw2my0DL7mh8XenlAAQB9Q3bC+H7FA5nlkP/f5+v1dvQZ+dhbutz3c0tLI7/fD77+5jB3WY0GFIeHI5XgZVIJCKBTCxMSEoQVOo4d/8/peYoEkCsjFo7r1zNYmFFlWn2e1WFSFgkZiC/OqWLB2La15DxMreUye64bDq33vjOzBiukq+Ip4S4rne9EoFKiPXyyiUqmor9fQ0BAuXryo6awfHBzcvYi9DzTBtXcIiqIQGnAh1OZv5tDQENxuN5LJJDiOQzgcvqX5EI1h4DsIgoB0Ot3SsggAaaA4/QuksaRWIkJAqGFSji8CL/0daXAAiMd/+Agw9WOGdzc3N6fmjewEMd+4cUPNZrgTDBzxw9/rQCFdhcXOEeu9FpNxLWlls3abcwtGToaQ2igin6zAZGURGnDdke9xhw4dOnTo0KFDhw6N3PEj0J1Jgve///340Ic+hK997Wv4+te/jnvvvRd33303+vv7YbPZUC6Xsbq6iqeffhrf//73oSgKzGYz3v/+92N2dhazs7O7Ps573vOeO/F0bi+JubpQ0Ejs2t5iwQ40s++TG1cgiE2Dl9fp14/3r1+/grWrdcuGpGDBuE9EwLxdoAyMQeq/D1K1As58c160CE6REONyw+i/2UlOXFkLCaHbOE865Ny9JMuApgFPH/nXjD1ArJRS84AskIA7UxtdmIlZIuLstMVvvgRMvFGdWFBq+vdMEWViJ8UwZJtaTSZQFODS+9E3slsxqx2oFoUV2nL7ToIphoLteAiV6ylI+Roojoa53wUuXC+WUBQF6yE/TH0OSPkaGKcJtKseJsu4zaAo/fAK08J2YAeHx6z3/KUo2Nz772odO3sP5p5+EqUs+Qx6wxEMHtVP+pSeeUYVCgBA4XkUvv3v8P3se0AxDJRaDbVVfQdzbXkZiiSB2oc/+m7UDKyfAKBWNhZe9sLf42iZTwAAG5mKbq1ck5ApCwg6zdicy2q6JqtFAXPPxyBLMqSaDAqAYmKQqEhw2U2wNlgQtcoukHI8sIeFkqnHATZohZTdzujYh0iyQzKZxJUrV9QpmY2NDUxMTCASibR9H6JI3o+bKZLyZUEX4AkAiZWCRixoHWS9v0BjNtwNYaupEElTYENd+7qf6rVrOuFB2NxEbXkF5uGhfd3XfpBlGVeuXEG1SvYBiqIgFoupll7N+P1+lEpaUYrjuLYsEymaBsNyumkj1qTNzpGNftcb1mtVEbEmL35ZUrB5I4vxu7ShwAxDQ0TT/VHU/oujB6RVlkPjusfjwZkzZ7C1tQVJkhAMBuHd51TKDwrlchmCIMDpdGpCene67I3Er1pVBE1TbU14taLVsVVbx1w2H2kuMWLjxbpQsEP0MtB7mjQ0NCBJEpJJrZgOEEFJluUDhTLzPI9cLgeLxQKn09nW86EoCk6fBU5f+6KojsAEsPAYyY1S75gmx5u3EZqmEOxzIti3fzG7Q4cOHTp06NChQ4dbxR0XC37u535Od7AvyzKefPJJPPnkk4a32fGQrdVq+OAHP7jnY1AU9cMhFrxMnU3ecAT+3n6k1lfVNV9PH3yRHs31JFHA5ux17Y05K9apMAJn74FCMVi5sYjo178KWRJh9/gweuZu2D0HLBKwJuDEfyS5BYUoYAuQ7vxL/wiINeL9f/evkaIM1+ZJImsikwH7YckgGHnpCSB8FBTNgPVbISS1RVPWbQbF7e99UxQFikKeTuN3xu12g2EYXWBiu9M2jNsM1muGmKmfBFM0BVMbQcE3A+MywX5XGIogg2LolvkIjMsMxqUv5NMWFuZRD6o3spr73Ak4VmQFYrwMMVkBZWJg6nWAtnEIj7iRiZXBl+oFvJ4xT9vdeuVyGdVqFS6XC1aHE0df90ZUiwXQDAOzzbhIbSQEyKUSpHQabDAIMAwojoMiaIuKlMnU+nt/AJw+YwseZ6A9Cx5FUQBlO7y6Ddw2DsWmLACGpuC0kNc6Ey3pbpNPVMCwFEwW7fuR2ihqhAm6RS4FbWvvfaRNDOhQXZxqfF/bKd4vLS3p7LSWlpYQDof3LIIJgoDZ2Vm1kBYMBjE+Pn4gaw7ZYCoIgD6wusuOrWJWs2a2cbAZWNnshu3kCdSWlzWFfvvdd4Nx7M/epvWEQhrAwcUCSZJQKpVgsVhgMumfW7FYVIWCRhKJhKFYMDAwgEKhgMz29nIch+np6bYCjmmaQXhkHBuzVzXr3aPjmn241emCze3V2f35e8mEGl8WDae/qiW9yBfsd2J9Ruud7w3b7li3fSQS0djfAOTz3WwxZLPZMDJy+wNzd5BkBZvZCmiaQsStb1RIp9OIRqOgKApdXV03Pa0qiiKuXbumdtWbzWZMT0/vOn3EV0QsvhRHIVUFRVPwRewYPBIAwxrvT+LxOFZXV1VbruHhYVi27cTC4TDi8bjm+iaT6eancIvx1utNYgFAjlWa95MURR2oUWRjYwM3btxQ78/n8+Hw4cP7Chs/MCYbcOwdwMKjQG6DWG4OvdrwOe+XUo5HtSjA7jHDskveUocOHTp06NChQ4cOLxcvy2yrkX95K0/zdi//oSQ4SUKKxYaOcaPOJkkkdjom+02H0pGHoDF+933IJ+IoZdOwe7xwBbt0J3sCzxv6tVdLJcDmQ3R+Fpuz19T1UjaNmacex4k3/TjoRsFDUcj4O2sBmD0+kiY7sVYCyBTB3Dfrl60+A/B5YPon9vuU20dRgHJKv14rAWIVMNlhmfBCroiQtgs7tJWFZVr/vtSqpKjaXCQFgFyigrVrKZTzNVgcJvRNeVXvaY7jMDk5iZmZGVUw8Pv9hqG8RlAU6fLnV/KQ0lVQFhbmASeYfRYR90IRJAAUKE7bXUndRPekedANNmjb3m4izOwUsqszadQaPPVrGwXYT4dhcppw+NU9SG+WIFQluIPWliGIjciyjOvXr6sFGIZhMD4+jnA4DKtzd2GFcTogF5vsQWgK9LbtBMUwsBw5jMr5lzRXsR49enPTN02YrCz6pn1YvZpWBS6n39rSW3sHWVawdj1N/LhlBd6wHYNH/Ht2vt495MeXshuQG/bXJ/o9sGwLZUZFMIoyDk9ufh3YoA2M2wQpV98fMjYWpu7Wkw7Gz03/vk5MTKCra/dO+eZuc4BM8wiCsKf3+tzcnMauJR6Pg6KoA1lzWOwcbG4zyk2TFr6ItngfGfegUqohGyVTCGYbsXxqV/jZgbbZ4H3HI+AXFyGXSjD194M9gDUQ29UFXL1mvH5AotEobty4AVEUQdM0ent7MTw8rPnstCosthKIdkLFi8UiarWaKs7uUEhXsT6TQaVQg81tQt+kT7M/6T98FKzZjOTqEgAKocFhhEfHNY9BURQmzt2HG899H8V0ChRFIzAwiL5p8ttuc5rAcDQkQTsF0mxBBBDvfEBBfKUAWVLg67ajb6r+eyMJMtLREhRZgafLZvh7I4kyxJoEk5Xd9/6nt7cXiqJga2sLoigiGAxieHh4X/dxq4nnq/jKxU0Utn9jAw4TfuJED1wWUpjd2NjA3Nycev1oNLrvKaFmlpeXVaEAIB3x165dw913391STFw4H1en3hRZQWq9CNbEYOCQ/vuVTqdx9WpdhIrFYigUCjhz5gxomobf78fExASWl5fB8zw8Hg9GR0dvvrDuCOmznQDAof/eMgyDrq4ubG1pLba6u7v3/bmqVqsaoQAgr8Hm5ib6+gwmRW8HrghpULlFKLKCxQsJTfZP95gHfZM/AraqHTp06NChQ4cOHX6guONiwc/+7M/e6Yf8wcVkB469E5j/DhEDbNudTY0WNqkF4Pq/AsJ2J3twAph6695Fd5En4W0tbHcoioI71AX3LlYTZpsdFrsD1ZK2KLpzm+SaPpCYL5dQSCbr95vbAGa/TkJ9WRMJ+x24R+vV32pbN17Ub1T8OjDyIBFV4tcBiSc5BY3ZCIUo8d3lCyT4ufcMwLTZ3UVR5AQyt6Fdt3oBjhSCaRsH+7luUtRUFGKf01Cgq1VFLF5IIL/tJe8O2TB8IghuuxDLlwXceD6qdgpXizXMvxjH4ft71IDLUCgEr9eLfD4Ps9lsGMi769NgaVhGPMBtaPSUaxKq11IQEhVQFMCGbLBO+TWiwW4oioLEagHRxTzEmgRPlw190z719WHsnOpjrz5mWdAIBQCgiAr45RxsR4JgGFod649Go7j6XL07c2RkBFarvtN+c3NT06kpSRJmZ2fh8/kMO5gbsZ48CeFrX9esWaamQdvrn2H7uXOgrVZUZ2ZAURTMk5OwHj++9wu0T8JDbnjDdhRSVZisDJk22KNwszGbQazBLz29WYQsyxg/s3tXZb/fhnfc1YfL6znUJBmjIQfGQvXPZmjQhaULWo/z0IAL1ZKgs0wK9Gk/0xRNwX6yC7XNIuR8DbSDg6nH0fbnagej93VmZgZer3fX99XlciGX0+YAWK3WPacDJEky9HU/qDUHRVEYPRnCwktxlLI8KJqCP+JAZNyjuR7D0hg/E0a1JEASZdicpn0LBepjsiws4+N7X3EXLBMT4GfnIGzU953miXFwPT273Ko11WoVMzMzajFRlmWsrq7C5XIhGKxb5tntdni9XnVSYIe9CsNG+9RqScDsM1HIEini5xMVzGS3cOQ1vWoRnqJp9ExMoWdiatf7tzpdOPrgG8GXy6BZBpypLjgwHI3+Q34sXUyqIp/ZxqFnwotSlkcuWYHZysIbtoFmaETGvIiM6Sf2Sjkes89E1YB3mqEweroLnu0JG0VRsDmXxdZiDrIow2zjMHQsAFcbk0eKomBz9jo2b8xA5Hl4Iz0YOnEa5lvow38QFEXBN6/FVKEAAJLFGh6fTeDHj0UgyzKWl5d1t1teXj5QUXuHRqFgB57nUSwW4XLpxVm+Iurt8QCkN0qGYsHm5qZurVwuI5vNqtMDkUgE3d3dUBTlQJY/hvSeBhIzWvvHyHGSdWDA2NgYGIZBLEYypMLhsOEEz15ks1nDJqF0On3nxIJbTHqrpBEKAGDrRha+sL2tBoYOHTp06NChQ4cOHe4Ud1ws+NSnPnWnH/IHG1cEOPlu48vEGnDtX7SeqolZwPkcKbgbIYnAjW8BsSskD8HTR7z9rfu3BqIoCiOnz2Lmqe+pEwYmqw2Dx04CgHZ6oPF2OyexYg24/Lm60CHWiMWP1UusgSSBTA7ErpIgYU8/CdWzbPtyi/oTbSgKCTSe/TogbF++9D0SXBw5ToSC839HxAcAyK6Sf0cfMQwTNmTkwbr1EUCCkcder7k9RVFgW5z8LV9KqkIBAOTiZaxcTmH0FBGBUpslnaWIIitIbhQ1HWgcx910+OftoHqdCAUAeTuEWBkUQ8F6qL0w69RGEcuX6r7HybUCqiUBU/d0qxYHsVgMm5ubkGUZoVAI3Vbj+24OP04mk7h+vW6dlUgkUCqV1O7MRtJprbUHQAqSmUxmzy508/Aw3G97GNVLlyDXajCPjMBy6JDmOhRNw3byJGwnT+56X4ooAxRAMXsXf6RiDfxSjhTTnSaYh91gHCaYrSzMve0LSom1gm4tGy1D4KU97U26XBZ0TRvbgAV6HYACxJaJEOQN29E74UWtKmLlagr5BAl1jIx51EmaRiiWVm2nDopRUa+d93VkZASXLl1Scwdomsbo6GhbRTkja46DUMzwSK6TaY/eSR8sDg4Ms7vX+SvF5oJiWbgf/gnUllcgZdJgu8LgeiIGE2sS4it58CURDp8ZgV6HJkR7h1QqZfiaJpNJjVgAAIcOHcLS0pIaLtvb24twWCt8lUolrKysoFgswuFwYHBwUBdAm1ovqkLBDpIgI71ZQnh473B5I1oV14N9Trj8FmRjFbAmGp6wDVs3sthssGGzOEyYuqe75Xdy7VpaFQoAYlW1cjkF9wNWUBSF9FYJG3N1EYUvC7jxQgzHHuwDu4dtXmxxHiuX65NR6Y011MplHHnwoVs6HbVfSjUJyYI+32QlRSaDZFk2zPfheR6yLB+4E7+VaNhqvdVLRLew52u2HWy1flDLn5aY7MCpnwfiV0l2gXcA8LYu/jMMg7GxMYyNjd3Uw+7YK7W7/oNAvsmesnG9IxZ06NChQ4cOHTp0eCXxstgQdbhF5Na0QsEOqfnWYsHKk8DWxfrf2TXg6peBUz/XfrG8AXcojFNveRjZ6CYohoE3HAG9fbIdGhpBLq4NxrS5PHD6twu7meW6UNBI7CoRC5a+R4L01G1dJeLIye08isA4sSJqxB4Ati7VhQKAVKwXHgW6DpGJAllbQEZ6iYgITcHCO9YKsVgMFEUhHA6jq6sLlLsHOPurpNtOUYDgOAlabgNJlJGN659zZtsmYtfO3zvkxJVKpRCNkvetq6sLgUB7RX6AFLbFhP75CdEyLNNKW0WM+Iq+UF1MV1EpCLC5TNjc3NRYSBQKBVS6yuimbTqf7+bw42Z7BEDfnblDqyLPXlMF6vV6e2HawxpKURTElxcRX14AAAT7h9A1PAqKoiDzIirX0iSDgabAddthmfC1zHqQaxLKL8Yg10gxUyqLENNVOM5FQDcVE+WyALkmgXGaW97f7YCiKAT7nQj2a78vVs6Eybu7tzMSFBRSSeSTVTh9gbq4eIto9f7t9b663W6cPXtWnQgIBoNtFa5aWXO0k3XQSCZawo0X4mqneWK1gP7Dfk2osRGVQg3rsxmUczXYXCZExj2wHyDc+1ZA0fR2mLFxsbFWFXHtyU11yiS5XkBmq4Txs2G9LdUuNkLNcByH8fFxjLeYjuB5Hi+99BKE7QyRUqmETCaDM2fOaD4XknRrQqPbxWzj0DVE9kPVkoDNee1kS7VYQ3Qp19LGpGDQuc6XBQhVYjmU3tRba0mCjFy8smuQOQB1n9VIMZNCOZc9eC4RyD4xk8mgVCrB5XLB5XKp730px2P1ahrFTBVWB4feSR88XVqxxcTQ4BgKQpPgbjORzwXDMHA6nSgUtL8zLpdLFQpEUYSiKPvKFOnt7dVNHgUCAcOpNYDYD3rDdl2OS/O+UV0PBnUCNsuydyYomjUBkRO3/3EacLvd8Hg8yGaz6hrDMOg54CTSnSKfrGBzPquKnb0TXpht5HNkapGT1Gq9Q4cOHTp06NChQ4eXi84R6g8yXItx/1brALHmaaYQBSqZA+cdsCYTAv2DuvVA3wCkWg0bs9chVCvwdEcwdPxUvehDtQpw3l6P6/2tkdsg3W1WD7FkqmSB9CK5zOYDph8mXf/NiDx5jry+EA2AZB1AKxYsLS1hZaVupZTJZCAIAhmBN9mAnt07wo0g/uxkqKMRmqGA7ZfF123HxmxGW/imqD2LN7eCzc1NzM7Oqn/H43GMjY21nYcACuRJNnf87qPeK7covO109K6t6cODo4kY+kaOQpzPqw/N2DmYB7WF1FbdmbKsf8ze3l7E43HNZU6nc9fAyv2yMXsNq5cvqH8XkgkI1Qr6Dh1F5UoKYoOfdW2jSOyjxo2LQ8JWSRUKdlAEGUK0BPPAdgi0pKByNQkhRnzsaRMNy6EAuCbbkUCPA9FFbeHLHbq50FRFVpBPVaDIgDNgAWPQLV4p5DHz5HdVazOLw4WpV70GVkd7Ylw79PT0HPh9NZlMBypWjY4SAajRmmO/Ya/rMxnd92pzLotQv9Ow8x4gXfrXv7+ldpfzZQH5VAVHXt37iixQxVcKOjuqXKKCQqqqs8YJBAKwWCya8GKaptHdrd2Pt0MsFlOFgh1qtRri8bhm3+frtiO6oP1egKLg695f2PNBKOV4/X4VQClj0DCwjcXOoVLQdtGzJgasiXxeWnWxt1pvxCiAmawfXDiRZRmXL1/WFMW7u7sxMTEBSZAx8/SWmuNQztdw44UYpu+LaMQvE0vjWJ8HLyxrbadOD5L9JkVRGBsb00wJcRyHsbExiKKIubk5xONxKIoCn8+HyclJNZOkXC6jUCjAbrfrbKpCoRAoisL6+joEQUAgEMDAwMCuz3foeADsdQbpzSJohkZowLmdQaGnu7sbpVJJnaizWCyYnJxsK5z9lYKiKOB5HhzH7TnBQVEUjhw5gvX1dWSzWVgsFvT29u7bcvFOUsrxmH02qn43+LKAYprHkdf0gGZoBPudZKqOrx+HWJ0meMMvr3VXhw4dOnTo0KFDhw7NvKLPMr74xS/iK1/5CmKxGILBIN7ylrfgkUceebk365WDM0xshLINxVOKAnpOtb4N1eIErVXh/iagKArh0XFduKOKbwiwuIBqXrvefZz8l27x8dyxN+IswLFHiAggCYA9SJ6/PQjwTeGyDEfsi7yDZEKh+f7cWg9cSZKwsdGUSwBSqL4Zv1yaoRHodSK+on3OwX6nKqJY7BzGTndh9VoK1aIAs41D75QXNtdNBBDLMhC9RIQVsxOInATsWgsjRVEMvZxXVlYQiUTas1thaHBhG2pNHaumiKNtawRfxI5yXlvgMts4tSBkZCEhyzLosBWOkANiqgrKRIMN2nSTGqFQSOddznGcYXem0+nE8ePHsbq6qgZGDgwM3DKLhx3P72Y2b8yie3hCFQoaEaKllmIBCZQ2WG+wIamt5VWhAADkmozKlSTY+3pANYQP9056IUsKkusFyDLg7bJh8Gj7EybN7Hi982VSkGXNDMbPhOHwajvcF158VpOBUi3msXT+eUzf/8CBH7sZl8uleV+9Xi/6+vogrBdR2ySPzYXtMPU5D+zx3wzLspiYmFA72w/yGaqW9GHyYk2CKMgwtRALUhtFjQ0NQDrHk+tFRMY8+96G2021qH+OAFApCjqxgGEYHD9+HEtLS8jlcrDZbBgYGDhQMdFon2K07vBaMHAkgPWZNCRBBmti0DftU7NkbidWh/FjWBwcahURlWINVqdJE2DcM+HF/ItxjcgQGfOo4lKwz4nUuva30mRl4Q7WX+tCuqr6rAd6HWrIcqB/EKWsttPd6nTB7t296UAqliClkmD8fjBN71UsFtN1z29tbSEcDqOW0wc+K7KC5FpRNylz32gALguH2VgBDEXhSK8b4111wdHtduPcuXNIJpOgKAp+vx8sy2J2dlYV9ABiRTczM4OjR49iYWFBI1SHw2FMTk5qvsvBYFBngbUbLMdg6GgAQ23sW3dEjsHBQdRqNVit1luXS3AHyGQymJubQ7lcBsuy6Ovr2/P3lGVZDA4O3rmNvEkSqwWdiMaXBWRjFfgidpgsLA7dF0F0KY9KoQaHx4yuYXdLsbdDhw4dOnTo0KFDh5eLOy4WpFIpvO1tbwMA3HffffjQhz6ku44sy3j729+Of/mXf9Gsf+Yzn8EnPvEJfPWrX4Xdfvs7+V7xUBRw+O3AylOkCExzxNt/5qvEZ7bvbmLn00j3MWLJ04h3kHTq32loBjj6DmD+34klkcVF7JP82x233ceAxce1t/GP6i1/mvMWBl9FLJokUbvGmkmYcXaVPN7ONoy/kUwKNCDLstp12EitVoOitGen04r+Qz4wLI3kehGggGCfA5GmArCnywZ3yApZVECzt8CDeOZfgVjDpMbWRWLn1BCWvdP110ytVmsZxCrLMhKJBPL5POx2O0KhECyTPoChIWyVAIoIBeYRT9ubGh7xgC+LSK4XocgKrE4Thk8E1cKt3+/XBNQCJIzUbDaDoiiYbK2tI7q7u1GpVLC+vg5ZlmGz2TA5Oal2OdZqNeRyOZjNZjidTrjdbhw5cqTtbd8PiiJDrOlfb0motezaxS4fAzZoA7+UN1zfwcgiShFkiFleM11AMzQGjwbQf8gHBTCcAthBrkkQ1guQCjUwThO4XifoJg/91aspVSgAAJGXsHwpgUP396ifbVEQUEjqg4CzsS3IsgSaZiDmeNSWcpArIhi3GeZhN2jL/n/Gmt9XfimH6nxW/VvK16DUJFgMQmNvhpv5Hju8FhRS2vfPbON2nfYQBeMub7GFsPRy4/Cakd4sGq4bYbVaMT09bXjZfvD7/YYTS0aZMF2DLgT6HBAqEkxW5rYU+hRFQbYsgKYpuK1kf2ZzmRDodSK5Xp+OY0ykgH7hO2uAQmzsesa9qhDk67Zj+t4IkmsFyLICf48d7ob9gStgxeipLmzeyKBaFuEKWNA/5VefU3K9gMWX6t/J+HIewydCCPQ6EBmbgFApI7o4D1kS4QwEMXr67l0/46Vnn0P5hecBWQEoCraTJ2A7d069TT6v338BQC6Xg0VuIZIa7CspisKxPg+O9XlabgvLsrrciubfFYAIBslkUvf5iEajCAQCenFAUYDUArGDNNmA8NFbenzFcdy+7JHuFJlMBmtra+B5Hj6fDwMDA+rUgyAIuHLlinpMJYoilpaWYLPZEAqFWt6nIAhgGOYHRhQRa3vvb802zjDAGiBCbnQxh3yqArONQ3jYfXNNIh06dOjQoUOHDh06HJA7LhZ8+9vfxpNPPgmKovD+97/f8Dr/43/8D3z5y182DIX83ve+h/e+9734x380sJr5UYSzAKMPAsoDwPm/AQrbXXF8kfj70yzx1N+h7y7i2b/xIiDxQHCSBPa2i6KQnIC1Z4BaCfANA6OvO/jJsN1PpgOM6LubiB8b5wGpBoSmgJGmDuPcOrD2LLEX8g4C/ecAdw9w5n0k70Cskefv6SfXZ03AsXcAhS0IxQxSsg00Y4dfkjRj8RzHweVy6YoXPp/vpgv3NEOjb9qHvundOzApigLD3YLO5lJKKxQAZBJj9Rlg+q317aJpuN1une+y0+lEpVLB5uYmBEGA3+9XiyxXrlzRBMZubGzgxIkTsE76YG3ho63ZDFFGOV+D2caqHbE0TWHoWBB9Uz6IggyzjdW85qOjo6hUKqrntMViwdTUVFvvC0VRGBkZwcDAAARBgMViUW8XjUYxOzur2tN4vV4cPnz4ttk80DQDT1c3sjGtl70rEAJnt4ALWtWg6B24SOuuadZthmXMA34hp+ZfmIfdmqBtymRcdKG5Fut7FEIVUUb5+Sik7SBpIV6BsFWC/Wy3ZlIhZyBSlPM1CLxUf98ZGgxngiRou7k5swUURUMq1lB+IaYWB6WiADFThePuyE3lLiiKgtqq3p6stl6AedhzRzMddqP/kA+zz0TVSQGaoTBwxL/r594btmFzLmOw/soU24P9TqS3Sig2TNV0Dbv3lbEQW1rA1twMhBoPb3cPBo4cA2euZ0soioJSqQRRFOFyuUDTNLxeLwYHB7G6uqoKo4ODg3C7jS1hGIYG47g9BcxcWcBXL28inidCYr/Phjcf6YbVxGDoWADuLivyySpMFgYmK4ulC/ViviIrWJ9Jwx20qoGpDq+5pdgCkEkuX0T/eVAUhVhfNbExm4G/xw6KpjF4/BT6Dh+DLIma19gIYWsL5eeea3wAlF88D66/X812aeXvb7PZ4HbYsHqN0okDRtt+UIy+SxRF6X4Td8hkMnqxYOFRko20w/rzwIl3a4T5VwqKoiC9WUI2VgZnZhAacMHi2L8Qkc1mcfHiRfV4vVgsIp/P4/jx4yRIO502bL6Ix+OGYkGpVMLs7CxyuRxYlkVvby8GBwfb+o3fscG6lVk3iqxAlvZu3PB223RiJ0VTulwNw8dQFMw+G0UxQ/Z9hVQV6a0SDt0XuSOTSx06dOjQoUOHDh06NHLHxYJvfetbAIj385ve9Cbd5TzP46Mf/ah6QP7QQw/hLW95C1ZXV/Hxj38cPM/jc5/7HD7wgQ/g9OnTd3TbX9EUokBeH96KzfNasYCigMF7yb+DEL8G3PhW/e/kDWIDdOZ9BwpI3hWaBgbvI/+MyG8CF/6hHgCQ3yLiwfF3kWmDofuNb0dRyEhWXJ6fhySRTkKz2Yxjx45pJlYmJiZw+fJl1RPbZrNhbGzslj29ZiRJwubmpsaft1XxZF9U9AWfVus7Xs479hscxyEcDuP8+fNqEX1nkiAQCGiEAoAUCba2ttqyakptFLF8OQlJkEHRJPh24HC9+Em8tfVd02azGadOnUKxWIQsy3A6nfvuPGRZViMC1Go1jVAAkELQ+vr6bbVBGD55F64/+RgqBSJKWRxOjJw+CwCwHvKDms0Q2yCGgqnHAfN2mK0ikSDgxoI8AJgH3eAiDshlAbSN03X4m/pcEBMVjfU56zGD3u5elGUJydUVZGNbMFvtCI+OwWxrXYwToiVVKNhBKosQoiWYeusTQCYLq5ksAACapcE0iBQ0zSAyNoG1a5c114uMEyGotlHUFQrlsggxWQbXdXMFQyMLJ0VUSAc0Q6Gcr6FaFGD3mmF+mbz+7W4zjj7Qi8xWGYqiwNNl01jOtLpN/yE/1mcykCUZNEMhMu6F09e6sKvICko5HizHHKhweDMwLI2pc93IJSqolgQ4fRa16N0OiZUlLLzwjPp3fGke1UIeh1/7egD1Dued0FSz2YxDhw7B7XZjaGgIkUgE5XIZdrudBBsn5oh9GwCEjwDBiVv2XFvxzatRVSgAgNV0GY/PJfDGw2FQNAV/xAH/tmi4ciVleB/ZeHlfr5sRsqTo8iMAYqsiywqYbRGNYVlQsozKhQsQEgmw/gAsh6ZBm7WPX2vI/9GsL6+oYkF3dzc2NzdRqdTFRZfLBb/fD5qmMXa6CytXyJQSa2LQM+6FK2CFwEtYvZpCJloGw9HoGnShe9S9b2G/u7sbq6tam8JgMNhyklUXcM4XgPUXtGtiDVj5PnDo4X1ty25US0UsXzyPbHQLJqsVPRPT6Boe3ff9LF9OIdFgiRhfLWDqnu59B6Cvr6/rGnuy2SwKhYIqyBnRalrx8uXL6mdAFEUsLy/DbDYjEom03AaxVsPShReQXFsBRdEIDQ5j8NhJ0HtkI+xFbDmPjbkMRF6CzW3GwGF/y/2nr9uO0ogbsaU8FFkBa2IwcNi/534aIOLAjlCwgyzKiC3nMXjk4BaAHTp06NChQ4cOHTochDte9bh69SoA4PDhw7DZ9N02X/va15DJZEBRFB5++GF84QtfUC87duwY3v3udwMA/v7v/74jFjQitQg5FFuHHx6IrYv6tVKSFOk9B/fyPxDrz+uTgrNrRERwtw4hVRQFs7OzmrBbnucxPz+PY8eOqWsOhwNnz55FLpcDRVFwu3cpPlRzwNL3yONbPcDAvYB393DD5m26dOmSWsQCiH/zqVOnbl4wcHUTu6Xm18rg/XI6nTh79qzqG+3z+XDt2jVdAPDW1lbLgMJSqWS43kitKmLxQkIt/iqygvhyHg6vBYHevT3HKYqC03nrQm9zuZxhyHEmk7mtYoHF4cDxh34MhVQSgAKnL1DviGRpWA8HYDlEXiOKokhA8UwawkYRUBSwASssU37QDVY0tInRiQQ7sD4LbMdD4FfyUGoSWL8V5qH65/rGs99Har1eLIstzePIgw+1DBiWDYqJRuuRMQ+WLmothsLDbp29Ue/0EZisNiRWlgCKQmhwGMGBIQCA0sLiQWlhtdMuFEWBDeinOFivGWAoLLwUr/u6UxR6JzyI3KQ9UXK9gM0bWdQqIpx+KwYO+dsqzLMcA3+PHeszGVyZ2YCiKPD3ONA37WtpFRUediPQ50C1KMBi5wwFuB2KmSrmX4yrRWJ3kNjUMC0mT24H7XbiGhFduKFbyyfjKOeysLk9WFxc1OxjeZ7H9evXcfbsWVAUBbPZrIbZYv0F4Ma363eUvEGm6PrOHGjb2qFcE7GR1U/hLCT01kwAWlpQ7ayXc1msXr2Eci4Lu8eLvukjsLk9bW0LzVCwuUy6/Bib2wy6IctDEQTkvvhFiIkkAIDHLKoz1+F9+9tBmeod0bTB8V7zOsdxOHnyJLa2tlAqleByuRAOh9WisqfLBneQiAOsiVYnn+ZfjKsWXbIkY30mDZqhEB42ngxpxdAQ2ddsbW1BlmV0dXVhZGQEFEVhdXUV5XI978VsNutsjFBOk2nIZkp6ezUjUuurWL16CdVCAc5AEEPHT8Hu0e5rFFnG9SfqAnO1WMDCi8+CNZnh723/GKxaEjRCAUCK01vzOYye2t8URHM4+A47TQc+nw9ms1lnc2gURp7P5zVi0Q7RaHRXsWDx/HNIrhFBSoGM6MIcKIrC0ImDnydk42WsXE6qf5dzPOaei+L4g/2G+0SKotA/7Uf3iAe1igiLk9vVwq+RWtX4t9RIsOvQoUOHDh06dOjQ4XZzx8WCRCIBiqLUoMdmdiYPAOADH/iA5rJ3vvOd+M//+T8jGo3imWeeab7pjzauXuKPWytr1291J6TRiTAAKC+DB3atRVG6ZlxY2YHnecOT0cYi0g47FhW7IolkwqGyfftqjognJ99DQqjbIJvN6h5fEARsbGxgdHRUd92lpSUUi0U4nU4MDw/D5XK1vnOTnVhV3fh2PejSESQ2TwawLKuxBjB6rRRFaemb3E7AaC5eMfSazkRLbYkF7SLla6itF6CIMtigDVzYZij4mM3GnZSt1g9KJpNR7ZwCgYAaHO0KECsLRVHw4koaL65kUKnJGAra8ZqJIFwW8lrzi1nU1uqWOUKiAkVKwn6qS/M45VwWtUoFDn8AbNP7xAasYAN6AaqUzWiEAgAQazw2Z69j5NRdhs+HadG9zHi1nZfBfidYE43EWgGKDPh77PD36N9niqLQNTxq2CXLBa0QoqWm68PwuewXy6QPMp+AtF0YZRwcLFN+pDZL2gDYbWsWT5f9wF7S2XhZ4wOfi5cxWxRw5LW9miJsK9auZxBbqtuixJdJF+vQsdbBqizHwOHdvcNWkRUsnE9oilO5RAXrc5mWHtuvNCQDq5PG9eZJKIDs30qlkna/pSikG7yZ1e8DPafI1FsDqY01ROfnINZ4+CK9iExMgzmAfRlDU2BoClLTvrFVgHWgz4HoYk4TYm2ysvBF7KhVyrjy3X9Xc1GqxQJy8RiOP/QWmCx7f2coikL/IT/mno9BFsnvPs3S6D+kteLj5+dVoWAHKZVGde4GrIcPqWvm8XGUX3gRcoOYTNussExqj1FMJhMGBloL7RRNwdQw3VMtCbosD4CEze5XLKBpGiMjIxgZGdFdduLECayvr6NQKMBut6O3t5dMnzRiDxLrR7npc+hq3bywQz6ZwOzTTwIg730+EcPVx7+Dk2/+Cc0+PJ9MqEJBI7Gl+X2JBXzZ+LtiFKS+Fz6fT3f8wjAMPB6P+v/Hjh3DwsICMpkMrFYrBgYG9j62amC3KRFREJBcW9Wtx5cXMXj8lOFtJVFGYq2AUoaHxcEhNODSiW/N4d8AyRXIxMoI9DogCAKi0Siq1So8Ho86AcOZmV2zZIxw+a2gaL3Nlit4C6ZLO3To0KFDhw4dOnTYJ3dcLEgmyUllKy/gJ554AgAQCARw7tw5zWU0TePUqVP46le/ioWFhdu7oT9oMCxw+KeAa18hxWqKBsKHSaBvKypZYPExEvZrdpFu+NDk7o8Tmibd841YXID7Dk8VACQvIdNkbUCz9XyCFnAcB5ZldR66hh38lQzx97cHW9sspebrQsEOsgRsXgAm3qguZbNZrK2toVqtwufzob+/Xy24GxXkjdbL5TIuXryodsFnMhlcvHgRd9111+6F7Z5TgG8EyCwBJid57dq07vF4PJqOSoAICj09PSgUCkgk6oVPp9Op77Y0gG3hnc/t0vW8X8RMFeXzcfXkW4iVIeWdsE7osxScTid8Pp86UQGQ/U1PT0/LcOcdpEIB1atXIZdK4Pr6YB4dNfRLTqVSuHz5smrXkMlkUCwWMTlZ/85d3czje3P1wttCvIh8RcC7zvaDoigSGt38PNNVyLwI2sxCEkXMPfMkMlsbAACG5TB65m74e3f/TgBAJW/sy10t1sWJWrWC2OI8qqUiXIEQAv0DMHXbUWvYLlO3Haxfb9PgDdtvyiuf7bLBlHVCWC9AUQCKpWAZ9x0o4LgZ2sLCflcYclEAFAW00wSKopC/kTW8fj5ZObBYkDDIR+DLAvKJyp4d9YqiILGmv31yvYiBw/6bCtstF2o6qygAyEbLGDjkR7UoILFegCwp8HXbd7Uy0myzJKG2vAwplwPX0wOuq2vvGx2QQG8/VnNaezWzzQGHl3znTSaTrruZoii98CmLxmJ0rbwtjNdf59T6Gmaf/p76dymbQTmfw8S5V6lriiyjkE6BZhjYPV7D4qWiKFAUYDLsxNVNbTG4VVCvycJi6t5ubN3IoVyowe4xIzLqBssx2FhY1gWoizUeydVlRManDO+vGVfAimMP9CGzLdJ5u+26fbSUMba5a16nLRZ43v5TKL/wIsREAmzAD9upUy0nDtqlVRh8sy3OzWIymTA8PAyA/C5ns1lYrVa4XK76+2myAcOvAeb/vX5DsxMYuAeSJGF5eRmxGMmV6u7uxsDAgPrbklhZxI5QsINY45HeWENocLj+vAwm4ABAlvbXsGF3m0AzFGRJ+5i75Vu0ore3V3MswLIsJicnNVZ/drsdR48e3fO+XC4XbDab7pijneOKdpFlBbPPRDW2P8m1IqZfFdF+vlsc8lEUaTo5f/68alO5vr6OcDiMqan2vlvNmKws+g/5sXo1pX6mPWEbQv23boKyQ4cOP9y85jWvweOPPw4AeOyxx/Ca17xGd50PfvCD+IM/+AMAwO///u/jgx/84B3cwg4dOnTo8IPEHRcLdsaSjcLO0uk0ZmZmQFEU7rvP2Kd+54ShOXi2AwB3L3D2V4Byipy0mnYpzMkScPEf6771QhW4+iWAfQfgG2p9u8gJgM8TiwZJIJ3zE28mNje3itQCkJgBGBMQPgo4WxSXek6TDv7ktvUEw5Ft4ZqK/vktYOsCIFaBwASY0BT6+/uxuLiouZqmm1HkSUB0aluUsvmAQ28zDikUq/q1pvVcLocLFy5oAgBzuRxOnDgBiqLUDrxmmtdjsZjOLkcURcTj8b1zAqwewHoCACDwVSRWlsCXy/B0heEJR9SChyLLyES3UC3m4QwEMTAwgGw2q5680zSN8fFxsCyL6elppNNp5PN52Gw2BIPBlvZEjbhDNpjtHPiGLkaKphAcaDoxFrctMNj9F2b5pZyukCSsFWAedIE2a3d9FEXh8OHDWF9fRzqdhtlshs1mw8zMDMrlMhwOB0ZHR3WdkGImg+znPw+lut29e+06hNVVOF/3Ot32rK6u6gpY0WgUQ0NDqtBzdVNfsE8UeMQLPLpclpbFix225mZUoQAAJFHA/PPPwN3VrZswaMbhD4A8gHYbnX7Ssc6Xy7j8nX9DrUoErMTyItIba5i899Uw9TkhFWpgnCYw+/S7bheKomCd9ME86IJcEcE4TbrMhv1QyvFIb5ZAUUCg1wmLgwPTFCRpsrSweWmx3g6tiphyi6Kn9sbGxVFFaX7X9k8reyLWRCOfrGDuuahaWIwt5jBwJICuwV0mmgDItRpyX/oyxHhcXbMePw7Hq1rk0NwkkckpVEoFJFeWoSgyrE4Xxs7eq4p3fX19uHZNG/be1dWlF1oZjljZ5Ta06+4eclkDm3PXdduRWl9FtVSExe5AKZvBzFPfA18mXcoOrx+T994Pk7VeJF9MFPH4XALZsgCHmUGPx4IiL4FlKByKuHGy39PyOVsdJgyf0E+ViLWawbVbr7diJ/i2FWxYbyUj8zzEVArlF16AeXQUzE6HucsF5wOv3dfj74XFwcHmNqOc0woj/l3C4G+GlZUVLC0tqd9jv9+PQ4cO1X/3+s4A3kHSRGCyAcFJgDVjfnYWm5ub6v0sLy9DlmV1isHIBg/QiwOuYAicxQqhqm0kCPYP7ut5sCYG/Yf8WL6cUicOLQ4OkTHPvu4HIJMDhw8fRqlUQq1Wg9Pp1AgFrVAUBZIgg+Fo9fiDpmkcPXoUc3NzyGQy4DgOfX19u4oFLMfB19OL9Ia2kSU4MGQozGVjZV0+AF8WkFgtIDLqUdcCvU7ddAFrYuAJ2bC8uqQKBTtEo1H09vYe2CKxa9AFb9iGYoaH2cbuOzuiQ4eXm8ZiNUB+c2/cuNHWlO7v/u7v4iMf+QgA4Gd/9mfx6U9/2vB6g4ODWNnOwPnUpz6Fn/u5n9vzvr/1rW/h4YcfVhuwhoaG8Oijj95Wm9EOHTp06NDhB507LhZ4PB4kEgmsr6/rLnv88cehKAooisKrXvUqg1vXRYZ2CpI/ktA0KdyvPQcIFSAwBvhH9V3xmWXj4NutC7uLBRRFOucG7gWk2u6CxEFYfQZYeKz+98Z54MjbAVcEKMZIcLFleyqFYcllxQQRMFw9ANfU7ZpeAi79c90+KT4DFLbQP/IAbDYb4vE4aJpGOBzWFoKXvlcXCgDiRXztX4yDnP0jxpkAgbrVllEAYC6XQz6fh9vths1mw9DQEJaWltTLvV6vzqNXatE92GrdCL5cwuXvfFMt+m7dmEHX8BhGTt0FSRRx7YlHUUjWpwXCo+M4c+YM0uk0BEFQ/YcBcmIfCAQQCOwvgI+mKUyd68bGXAaFdBVmGylSqCfHIg/MfROIXwegkM+xkRC0C0Z++ooCyFVJJxYAZJ8yMDCAgYEBFItFvPDCCxpx59KlSzh79qwm1LLy0kuqULBD9foMrKdOgW0SFpo7msn2KOB5Xn09W9WL5e3t4CIO8ItaQYENWNXnk4lt6m4riQLyiTh8kd2tMCx2B/oPHcXq1Xouid3jRfc4sQmJzs+pn5kdMlsbKKQScAVCt00k2EHmRRL2LCvgQjZDoaCY4RFbzkHgJXhCNoQGnIbd9sn1AhYvJNUi2dZCDuN3dcEd1HY5BwdciK8UNDYvVqcJ3gN66gOkiJmNNk3qmBi427CboGgKvohdV8Dyhm3g+SqKxSLsdnvLQNbdMFtZeLvtyDRNr4SH3Vifzeg6kDdmMwj0OXb15K5evqwRCgCgcuECLNNTYP233tqIphmMnTmHwSMnIAo1WBxOTbGwq6sLFEVhc3MToigiEAigv7/F1M3YQ8Clf6pPGJjsZK0JweB7DQAiz0Ox2TH//NOqUAAAxUwKyxfPY/xuIphkyzV89dKWaj1U5CWUahL+490DCDhaf6dkWUFmq6QGQTv9Fs1z9UZ6sDF7VXc77x77gXZRFAWlUgl0Vwjm0RHw8+T3UsrlICaToEwmCGtrKD33HFxvehPMQ7scV9wEFEVh9FQIixcSKKarRHTuc6L7AEXvvSiXy7omg1QqhWg0ip6ehtfVEST/tpEkCdFoVHd/m5ubGB4eBkVRCPYNIrGsvW+aYeGL9DatMZi699WYf/4ZlPNZ0AyL8Og4QkN666S9CA244ApYkUtUwJkYeMK2tqzQWrGffU8mWsLq1TT4sgCzjUPvlFcVeKxWK44dOwZZlkFRVFtB1SOnSe5Ian2NfAb6hzBw9LjhdVtZLVWL2nV30IqhY0FszGVQq4hw+CwYOOQHw9Ets5l27CEPisnCwtd9x0/NOnS4LaytreGTn/wkfuM3fuNl24avfvWrePvb364eg4+NjeHRRx9Fb2/vHrfs0KFDhw4dfrS540ekExMTiMfjePrpp1GtVjWFt89//vPq/99///2Gt9854fLfhkLDDwX5LeDCZ0jXP0ACifvPAiMPaK8ntfClbbXeDMPpOizbppoDinHA5icd+zuINWD5Se11FZk8H85KsgEoCoicBMZeXy/aN52Ya1j5vj5nYeNFUP3nEAwGEQy2uF1iVr9WShLRwN702TM7gakfB+b+jUxo0AzQcxII1cfRay26ORvXBwcHEQqFkMvlYLFY4PF4dCfJwWAQa2va7jmKotTnoSgKakt51aefC9lgHvdqAm83Z6/rir6xxRvoHptALhbVCAUAKRKHBkf2LQjshcnKtvZZn/8OEGsodCXmyH8P/1Tb9896LKiVtUVViqPBtBEkG4vFdOKOLMuIx+Oa4mJLC450WicWeL1ena2UyWTSeKVPhJ2I5rTdil4bh7CL7CfNQ25AUlDbKAKSDDZkg2Wy/h1q5UVusugtY0RBwtr1DDJbJTAsja4hF3qmDsHX24dcLAqTzQZvdwT09tRQuWBsU1TJ5+EK7C8Qc7+I2W1Lqe2CNb+Qg/VoAFxDcb+QrmLm6S218z6fqKCQrmLstHYySZEVrF3P1PM7GtaaxQKzlcX0fRFEF3KoFAU4vGaER9w3Zffji9hRLXkRXcxBEmRYnSYMHg2AaXNKYuCwH7KkILMtOLiDFkiOHJ59tt4xH4lEMD4+3laRrZHhE0FsOThkomUwHPlM+CMOLF9O6q4r1iQIVQmMvfV2CwYF0p31/YoFiqIgn6yiUqjB5jLpiuONcBYLOIPPPACEQiGEQiFIkoRCoaBODulwdgF3/3+IdRsAeIeIQN2ErzuCzRvaSUeT1Qa7x4tapYJSVr+PyGzVRb25WFGXUaAowGy0gMCosVggiTJmnt5CKVsXKgK9TgwdD6iviSsQxMCRE1i7egmyLIFmWPQdOgqn7+b346VSCVevXlULpp5wGONT00A6hfLTT4N2u0DtjEFJMkpPPAnT4CCUchlCLAbG5QJ7gN8ToSahkKrCZGFh95jU52qxc5i+NwKBl0AzVNvfpf1ilGsEEEs5jVjQhKIohpMDjWuecDeGjp/G2rXLEGs8LA4Xhk+eMfwcO3x+HHvDm1GrVMCaODDsAY/FQF47i/3gtz8I1aKA+RfrFoF8WcDC+QSsDpPG3m03+79mOJMZE+deBUkUQVEU6F0ailpZqBmtB/udCPQ5oCjQCClOp9MwA+VmhIIOHX4Y+fCHP4z3ve99sN2k5dxB+OIXv4h3vOMdagj79PQ0vvOd79xSW7MOHTp06NDhh5U7LhY8+OCDeOKJJ5DP5/G7v/u7+PM//3MAJKvg85//PCiKQiQSwcmTJw1v/9JLL4GiKMMAug4AVp7SF/zXngd67wLMDQUR3xCxdhEbithChXjvX/484BkAIscPLgi0YukJso07hbqek8DYG0jhv1bUb7tQIdMO/dv5FYoCbLxIcgmCE6SQU0oCzm5iw9RcPDKanpAlgC8Qi4BWsGZynUYoqrUdTmiKTHCUkiTDoWniwu/37xoAuIPNZtv1gNrtdmN8fByLi4sQRREcx2F0dFTt5qutFlBdqD9ObasEmZc0AbilXBZGlHNZFFIJw8sKyYTq+33bURStULBD8gb5vLZpSWQecUPKViFtBzlSNAXrlA/UTRR6mwUEtisMYXNLeyWaAmvgyz40NIR8Po9ikQgYO77OjQWRYz1uVFMVLC5nUWQpeLtseP2hbrUoRtEULONemMc8gEL+bqR7bALpjXUoDQKZOxSG3eC9WzifQC5OCs5iTcLq1RQJGB5yw+bSZ8o4/QFkNvUTYU7/rRWRjODnsqpQAJDifnU2A3Y7FBIAoot626nMVgmVQg3WBnshoSZBqOqnTioFY0HPYucwePTWPUeKotAz7kV4xA1JkMGZmX0V9VmOwdjpLoiCBChAsVzASy/NaK6zubmJQCCgE9VlScbaTAbJ7dwDf48DfdM+dTqAYWj0TvrQO6n9vNjdZuSTWqGLM7OaoFnDbfV6UcOS4fp+UGQF8y/GVe98gPjnj54M6b4D7ZDJZHDt2jVVrPX5fDh06JDeOoVhyVTTLvROH0Epl0UuToQRzmLF+Lb1EcNxoGkGctPUGddgydDqrd/tWSVWCxqhACDTMsEBp6bg2TM5jdDwCKqFAixOJzhTe9M/+WQF2VgZrIlGoNepeZ8VRcH169c1ndXZbBarFgsmjx1D+anv14WCbaRcDuXz51F+9llAIvsm8+gInG94A6g2p0ST60UsX0qoEy6ugBVjZ7o0wsB+Q2X3i6WFANVqfQeWZeH3+3XF5WAwqPnud49NoGtkFGKtBs7cWgwDyH7E/DIU3/aiWhSwdj2NQroKi51MDDZnsaQ2i3o7NUVBerMIm6v1cUYmk8HGxgZEUUQwGER3d7dOUGgnWNzhNSM44EJipS7yuYNW+HuMpyLIdIN2raenB/F4XJOt0NPTYyw8NiHLCrLRMko5HjaXCd6w7aYE6A4dXslEo1H87//9v/Gf//N/vqOP+9nPfhbvec97VEeC48eP49vf/vYtb3zq0KFDhw4dfli542LBL/zCL+AjH/kIqtUqPv7xj+PLX/4y/H4/Ll++DHG7I+iXfumXDG977do1xGIxUBSFEydO3OEtfwVQKwFbl0hnvneQ2Nw0d16V9Z1OUGRSNG8UC1gz6dKe+Tq5P6kGVFLExqecIoXZ9AJw9JHW1Yz9kt/STw5snCdhu4ExYi9kdgB8Qzd4JUPCl5tJzAHRS1qroK5DpMO/cXs9/frCs8lGphp2o/c0MPtv2rXgBJkiaAXDAS69fzNATiLz+bwmAHBiYkIfrNkGPT09CIfDqn1NoyWXsFHUXV9MVyFXRNDbBR+Hx4t8Iqa7nt3raxlyazUoHt9WDD9z+/sc0hYW9nMRiKkKFEEG67eCbrOYFAqFsLa2phEHaJpGKKTtoLedPEHCWxsmDOxnz4IxKBiYTCacPn0a2WwWoijC6/VqipOKrIC/lsKhpIApuw2yrMBms8Niq39GFEWBlOUBSQHj1ReoXIEQDr36QWzOXUetUoEn3I2eyWld0YkvC6pQ0Eh8JY+uofr3TcrzJLxYAYKBAaS9ayhm6vuYyNgkbG6P0Ut4YKQ8D6kogHGbwdg58pzzeqsXuSJCEWVQ21MzNQPbKQDgK6JGLOBMDExWVnf9gwYWHxSGoXe18NkLliPPO72eNrw8nU7rxILVa2nEl+sFsvhyHrKkYPh4iwmfbfqmfJh5ZguSQAq9FE2h/5BvT8sSy9FjqM7OQS7W90umoSGw3cb7yVZkYmWNUAAQISgbL+87NFuWZY1QAJDXanl5GaOjo/u6LwBgTSYcevWDKOeyEGs1OPx+dRqH5Th0DY9ia147qdYYMDze5cQzCymIDcVTmqIwEW79W1PKGVsflbK8rjuaM5nB+du3CNuYy2Bjtr4/21rIYeqeiPr94HkehYJByHYyCUxOgvF6dRNXlNmE8tNPa4I1+PkFcH0zsB4+tOc2iTVJIxQARNCILubQM74/4elm8Hq9cLvdyOXqv5Msy+46VbDDxMQErl27pjYN+Hw+w88bTTMtJ8QakWUZhUIBNE3D4XDse4rodiBJMq4/vaWKscWahBsvxDB9bwR2T6NAtktycAuSySQuX76s/p3JZFAsFjExMaG5nizLWFlZwebmJiRJQigUwsjIiOZYi6IoDB0NINjnRDFbhdVhgiuwuzjTzM7veTweR7VahcfjaZk91YgiK7jxXBS5RF18dfgsmLw73BEMOvxQcfbsWTz77LMAgI985CP4lV/5Fbhcu+cc3So+/elP473vfa86vXXmzBl885vf1OWOdejQoUOHDh1ac8fFgt7eXvzpn/4pfvVXfxUURWFtbU1TlJucnMRv//ZvG972n//5n9X/bxWA/ENLNQec/9t6IX3zJVIcn36r9nquHmKV0wjDAXaDYpB3kAQiV7PA8lNA7Ir28vQSCRD27BGc2y7pxdbrgTFi3zP2EHDty3X/f7OznlHQSDlBrIwaiV0FwoeJ+LDD0P1AfoNMTADkMcbfaGgnoaH7OAAK2DxPutmD48CgcY5GOzQGAPI8D5fL1VYA4G73ZzSBYBR+2rwemZhCenMd1VK9gBcZn4LV4UTXyBjiy4vgy/XCnDsUhjvUImT6dkBRJNh640Xtemhq30HHFE1prGqakWUZW1tbyGazMJvN6OnpgdVqhdPpxNTUFBYXF1GtVmGz2TAyMgKrVVvEoW02eN/xCPjFRcjFEkz9fbvaa1AU1fJkRUxWIGxby9AUBZqhUNsqgQ3bwQWskKsiyi/FIW37KtMmBtbjQbBNWQGuYAiu4O62QM3+80brQqyEyuVk3a1nDZiYugdF5FAtFeEOhuDwtWclI/MS+IUsxFQVtJmBadAFLqR9XxRZQeVKkuQSbGMedMEy5gXt4CAVtFNHtJnR5Ba4AlZdtzXN0nA2iSoUTaF/2o+Fl+o2GDRDo2/6Dk3OtKCU4yFUJTi85pZhw0a02+2syAqSa3oxMbVRxOAR/66FKrvHjKOv7UNqswhZUuAL22HZtvMSBAGiKMJi0RfbGIcd3kd+GtWrVyHl8+B6emAeG9t3YbM5jFRdT/P7FgsKhYKhLVw6rf3dTG2sYWPmGoRqBe6ubgwcPtbS2ghAS9Fs8NhJmO12JFdXQDE0wsNjCDSE0bqtHN56PILv3UgiWeDhs5tw31gA/l3yCqwO4/2g1XlzgpdQk7B5I6tZkwQZG3MZ1c6LYcgkjG7KimVBURTs99yD/De+Xg9goSiY+vvB35jXP97qSltiQSFdNdxn5RKVA4sFlUJte3qCga/bDobbu1BLURSOHj2KjY0NZLNZWK1W9Pb26n4XjDCbzThx4gSq1SqZCmgj8LMVxWIRV65cUW3tnE4njhw5clP3eSvIRsu6qS1FVhBfLWCoQSzwRezYvKHNQaFoCoGe1l35q6ururWtrS0MDg5qnvfq6iqWl5c11xEEAUeOHNHd3uE1w+E92GumKAqy0QqKWzQY1gHWbW1rv5aJlTVCAQAU01WkNkoI9ncsjH6Q4ctlFNNJ1KoVmCxWOHyBV+T0z53i3e9+N7LZLGZnZ5FOp/Fnf/Zn+P3f//3b/rif/OQn8au/+qvqb9S9996Lr3/963dMqOjQoUOHDh1+WHhZUrR++Zd/GV1dXfiDP/gDXLxIwjStVive9ra34c/+7M8Mi6CCIOAv//IvAZCT0te97nV3dJtfdtaf13bcA6Q43neWeCvvMHgfCS9utNAZeUAf/LsDTZPcALFifHk1C+AWiQXmFieCpob14DgRMFI3AJojhf+X/q5e7AeI+GFx68UCAMhtaMUCqwc484tkSkLkSRhxO6HMFEVsmCLHd7+eLJNtLWwRQSYwsasQYRgAWM0BFL3r1IIsy9jc3EQymQTHcejp6THsYuPCdvBL2ukAxmUCbatvk8lqw9HXvxmptRXw5RI8Xd1wBoiYZLJYcfTBNyK2OI9KkXjRBweG2i7uyeUylFoNtNt9c52OIw+Q92DrIrEl6joEjD548PszQFEUXL16lXTEbrO1tYVTp07BZrOhq6sLoVAIoiiqhTAjKJaFZXzc8LL9IGWNu4WlTBVcwIrqjawqFACAXJNQvZKE/Z7Ivl9ri4ODzWVCOa8tmvoi5LOpKAqq81k01QNRW8zDd1/vvqxfFEVB+UIc0vZjyVUR4sUE7CdDYP31IpsYL2uEAgDgl/Pgumwwj3pRuRDXbI951KPZju5RNwrpKoppUlimGdI9alQE9EXssLl6kd4qgqIo+Hsce1rq3C4kScbCi3Fkt587zdAYPBpAoHdvOwuATMGsrq5q8jDMZjP57NYkMCytvk7NBV6ypmn4bglnZhAeqgu3sixjYWEBm5ubkGUZNpsNU1NTuhNy2maD7cyZtp5LK1oVxy1t5I8002qaq3E9G93C7Pe/p/4dX5pHKZPG0de9cd/fNYqmERmf0kwTNDPgt+PdfjskWQFN7dJ5vU1owInkekETyOoO2eAK7G6HsxfVomAoODdadHEch3A4jK0trf3aTlikeXgI3ne+E/zcHKAoMI+PQy4UDMUCug3LFgAtv5vmA35nY8t5rDTkcKzPZjB1T3db3v0sy2JgYAADAwMHeuy9LIv2YscGqvH7XigUMD8/j0OH9hZebictRWhRm9dgsXMYOxPG2vU0yjkeVqcJfVO+Xb/P1apeMFQUBbVaTSMWNH8uATKVsDOJuRupzSISKwVIogxftx1dw+6W01Pr1zPYarB8TK4XMX6mS2e51Ezzb+5e6x1e2SiKgrWrl3HhW1/F/PPPQGnIIaFoGmNnzuHYG96CvkNHXhHTP3cShmHwwQ9+EO985zsBAH/6p3+KX//1X4fPd/saM/7X//pf+M3f/E3179e+9rX413/917aD1/eLJEn4whe+gK9+9at49tlnEY/HUSwW4XK5MDY2hrNnz+Ktb30rHnjggT3f/+effx7/8A//gMceewwbGxvI5XLw+XyYmJjAm9/8ZvzSL/3SHZ+MePTRR/GZz3wGzz33HNbW1lAqleB2uxEMBtHV1YV7770XDz30EM6dO3egSfkOHTp06PDK5uWpjgB4+OGH8fDDD6NUKiGfzyMYDO7aac3zPD772c8CIMKC232HbVFebkr6gEmyntCKBVYPcNcvAclZ4vfvH9WGCLfC06+19AFIsdZ9i4QCAAhOkcDhxsI/ZwW6j2qvZ3EBPafqfx9/F8k5yK0T+6CBe8j/J2/oH6PZXkgSAaEM+Mf0lk0AKfZvnieBxqyZZCg0ig27IcvAlc9rXzdXBDj+M+1lPVTzwLV/Ic8FIO/V1I+R16SJubk5zUlwIpHAkSNHdDYj5iE3lJoEYasERVbAes2wTvtBURRqVRE0TYE1Mao9hhGcxYLe6cN7b38Diiii8Oij4OduAIoCNuCH8w1v2HeIqQrDkhDr0W1R8DacZBUKBY1QAACiKGJtbU21NqAo6o4dADcKOtp18vhiSi/oSWURSkUEZdvfNlIUhZFTISycT6Cc4wGKgr/Hjsi4h1xBAeSy3tZH5iVAUoB9iAVSjleFgkZq6wWtWJA27h4X01WYB92g7+6GsG2JxHXZwDRNVLAcg6l7ulHMkA59Z8ACbpcOfYuDQ2Ts5R9Jjy3lVaEAILkCy5cScIesu27/DizL4sSJE1hbW0OhUIDD4YCT82PmyTj4sgCTlUXftA/+iAP+iAPJda2FjDdsO5Ad0ubmJtbX6xkW5XIZly9fxrlz5/YVTNoOvogdsaWcpqBmc5vha+Exvhs2mw2BQED33e/rq//WRRfmdLcrZdMopBK3NcybafN7xZoYTN8XQXKtiGpJgMNrgS9iv+lilNXBgWZoyJK2uGtv+q6NjY3BbDYjHo+DpmlEIhFEIpH69vl8YO++W/1b8XrBBoMQE/VMHIrjYDHo9gaIEJVOp8HzPHw+H2wuC9xBq6Yjm6IphIf3fxwoChLWrmmnSISqiM25LIZP7G7HBZDpC5q+fSHKe8HzvJp704hR2O5+kGUZqVQKhUIBdrsdwWBw399jd8gKmqF0osGOCK25btAKd7AHiqy0JT77fD6dEGA2m3VFQCNBdLf1HRJrBSxdqH8+S1ke1ZKAoWP6z4RYkxBtasqAomBzPrunWGBrMf1zp23wOtw8scV5fOP//ClS6/qpFwBQZBlzzz6FuWefgr+3H2/6td9qedz9w8ojjzyCD33oQ7h8+TLy+Tw++tGP4o//+I9vy2N99KMfxe/8zu+ofz/00EP40pe+1Nbk10F44okn8L73vQ9zc/rjhXQ6jWeffRbPPvssPvaxj+F3fud3Wj7vTCaDX/zFX8QXvvAF3WWxWAyxWAzf+9738Md//Mf4q7/6K7z97W+/5c+lmWKxiHe96134yle+orsslUohlUphZmYGjz/+OD70oQ/hr/7qr/C+973vtm9Xhw4dOnS4s7xsYsEOhp3WBjgcDrz61a++A1v0CsXZTWyBjNabYU1A2PgkvCWRk0BqHsiukb8pChh+DREfbhWsCTjxH4HVZ4HCJunE7zu7ew4AQMSDiTc1rXlI3kFjRoOrm+QK7LDxIglUFipkEmHs9fqwyhvfBDYv1P9O3iBZDsGmTnGRJ93/jSJAelEvsOQ3ycTHXhMJADDz1bpQAJDXf/47RDBogOd5RKNRzZqiKFhdXdWJBRRDwTrth2XcC0VWQJsYVEsCFp/aRDFdBUVT8EXsGDwaUAuEgiBgfX0d2WwWFosFfX19bYX0NVJ+4QXws/UDZjGZQv4b/wbvu37m5gpYFIVyPofNuRlUC3m4giF0j0/uGdQpiiI2NjaQyWTU59S8n2nszGxn/XbDhe2orRYglerdwoyDA7ddfKDNjOoZvwNFU6C41gVlMV2FEC0BNAVTxA7GVX/drA4TDr0qglpFBM3SmsI0RVNgXCZdkZ+xcwC7v/dTadrm+rq2eENbWogl293DjMMEZmz3ggpFUTrP9lc6ubj+8yZLCgqpKnzd2s9srSoil6iA5Wi4Qza169VsNqv+59WigMuPr6sd4rWKiIXzCVgdJvQf9kGSZGS27a48XdYDhzfH4/rJrlqthmw2e8s7BxmWxtQ9ESTWCijnarC5TQj2OQ+c+TA9PY3V1VV1Uqu3t1cTeigKguHtpBbrtwtFUVDgRXA0DWuTcMRyTNvFclmWUSqVwHHcrp3trIlB76QXq1frv6usmamLiNswDIOhoSEMDQ219fgUTcP98E+gcuEChI0NMG43rCdOgPF4IEmSJnenVqvh4sWLakGcoiiMjo5i9EwEscU8cokKTBby3Bt98NulUhB0YggAFLPGYuUOfFnA4oUkCqkKsczpdWDg8O72XbcDlmVB07Tqxb2DyXTwYrMsy7hy5YpGcHC73Th27JjmvdkLk4XFyMkQli+nIFRF0AyN7hH3rgX0VkJBtSRgYy6DYoaH1cEhNBBBoVBQPxcsy2JyclInaOzkDTXidrv3nOiILerzmpLrRfRO+XSiba0qGU7g8CXj3JxGPGEbXAGrJjDe4bUcSPjs8PKxfOklfOV//j8Q+N33Gzuk1lfxTx/8Xbz1A7+HwaM/Opl7FEXhj/7oj/Dwww8DAD7+8Y/jP/2n/4SurltrbfqHf/iHGoujt771rfjc5z53U/vF3fjHf/xHvOc974HQcEwwPj6OkydPqrk2V69exdWrVyHLsuFkFEDCnx944AFcv35dXZuamsLx48fhdDoRj8fx5JNPIplMIpvN4qd/+qfxd3/3d3jXu951W57XDu9+97s1QsHo6ChOnDgBn88HQRCQSCRw+fJljeVbhw4dOnT44eNlFws6tEnvGSA5p50w6LsLsB+wc3sHWQb4PLHmOf4uILtCbHE8/YD1NnTdmp3A2C2wkOIswMl3E5uaUoKIJuGjJJMAALKrwNy36tev5oCrXyIWR5Ztmwy+SAKjm1l9ui4WVHMkBDqzDNAs0H2M2OHQDFCM6m8LAEV9eLCOWhnIrOjXE9cNxQKjrjieN7atAQCKpUGBFJsWzsdVL3dFVpBaL4IzM+if9kNRFFy6dAn5fD30NJFI4NSpU/sa2zWymJAyGUip1K4e/ntRKRZw+TvfhCSSA/J8Mo7M1gaOPvhGUC26HhVFweXLl9UgSYAUNpufk3vbKqn5tW0npPBmUSQZwlYJUr4GxmkC120HxdKwn+lCdTWPxFYMZaoGb38INppEO5sG3ahc0XZDm3odoFp4bfOreVQbgkqF9QKsR4OarABJkJFYK6KYqcJi5xAedqtWHJYJL8ovxaGI5PWhaAqWCe++xR/WawHF0TrRgA1pu724Hgdq6wUyvbAN4+TABmxQFAXJ9SLiy3lIogJvtw2RMc9NBQS/UjBZjItxzeupjSIWLyTUIpXFYcLkuTBMTSJLarOoL2QpCtKbRfRO+jB2uguiQF5jdhehaS9aFRH3U1zc1+Nx9IE6yQ3va49it7+nTxcCz5rMcAW1BY7EagGb81kIVQnuoBX9h3ww7zLloygK0pslZKJlsByN4IBT17W/Q6ZUw79djSKaq4KigIkuJ1433QWu6TOvbPtItSq6ZjIZXL9+HTzPg6IohEIhwyLrDuFhN5x+C7JR4ufv77HvK0OjFbTFAnvDtMHW1haWnn4aPM/D6XRibGwMbrcba2trms55RVGwsLCAUCiEyJgHkTHPTW2Hxc6Boindd6SV1dXONsy/qP0dTawWwJoZ9E1qhbFyPofEyhIUWUagb6DtXJd2YVkWkUhEM9UD1G2gmhEEAZlMBgzDwOv1Gr7v6XRaN5mQy+UQj8fRvc8wcm/YDnfIRqaazGxbWRDNSKKMmae31BB6viQgn6zi8P3HUBVKkCQJHo/HcBp5aGgIgiAgFotBURR4vV5MTk7u+Zi1ht+dHRRZgVSTdWKBxcGBs7C6fAanf2+hmqYpjJ8NI7NVQinHw+YywddthwKSzWGysge21+pwZ4gtzu9LKNhB4Kv4yv/8f/DIB//4R2rC4Cd+4idw5swZPP/88yiXy/jwhz+MP//zP79l9/9f/+t/xYc//GH175/+6Z/GZz7zmZvKhduNl156CT//8z+vCgUnTpzAX/zFX+Ds2bO660ajUfz93/+9TtwFiEj7Mz/zM6pQcPLkSXzyk5/E6dOnNderVqv4yEc+gj/4gz+Aoij45V/+Zdxzzz1ti/X75cKFC/jyl78MgDRq/vM//zPe9KY3GV53cXERn/3sZ2+5+NOhQ4cOHV4ZdI5If1Aw2YBTP0fscqo5Ek7siux1q91JLQBz3yT3x5qA/nPk3w+KryZnBfrvNr4sdk2/JktEcOndPhATyoBi0PW8k/egKERgyG+PvssimVbgrMDQqwC7gR1FMUaslpJzxPpo+NWGtkKgGTKp0Pz4tL7QZLfbYTKZdKGc7XhX8mVRF/oKAOnNEvqn/chkMhqhACAenBsbGxjfhw8/1cKqh7rJg/XYwg1VKNihlM0gE92CL9JjeJtcLqcRCgDynNbX11V7IYB4Rw8NDWFxsR687XK50NNjfL+3CkVWUD4fh9jwvtQ2irCf7oLCUJgtrCAjkCL/1lwKnvgWjh49ClO3HRRLQVgvQpFkcF12cC0CIRVJAd/UKakoAL+YVcUCWVYw80yU2BAByCcqSG+WcPj+HpisLFiPBY57eyBuW+SwISto8/7fT4qlYTsaROVqEnJVAkUBXMQBU692oog2M7DfFVanKxiXCeZ+JyiGQmK1gKWLdYuIrRs18CURo6dunyXMnSI87EZ62zZsB6ffqumalkQZy5eTmutUizVszmV1kwEtszUa1m9GJNghEonoQoEdDscrKkSwVhVRztVgcXBt+dHvEB4ZQymXRXxpAYACk8WKsbP3gGnYn6W3SprPZCZaQqUo4Mire1oW7teupxFdqH8vE2sFTJwNwxXQ/kYoioKvXd5CorBdnFaAmWgBdjOL+8frtijxlTw2b2RRq4hwBawYOOzXhBxLkoSrV6+qRQ1FURCLxWC323f13Le7zS1FjN3I5XJYWVlBqVSCy+XC0NCQYQZVJpPBzMyM+nehUMClS5dw99136/bdACmq5PN5zfTHQZAkGRQFhEfc2GoIcqZZWjc90UjL39GNkkYsyEQ3MfPU46pv+ebcdYycvhtdQyM3td3NjIyM6GygjIo16XQaV69ehSiSorbNZsOxY8d0XfaFQkF32531/YoFACmI7ya+7EV6q6QKBTvIkozkWhF9U8ZTSzvWVcViEcFgEKOjo1AUpe3OYk/IhuSa9nWwODiY7frfPJomeTjzL8bVKRWzjUPfVP2YrJjhsXY9TQQBpwm9k171e07TJCfHv/37nYmWsHQxCbEmARQJeh48FmiZl9Dh5UNRFHzj//zpvoWCHQS+in/7v3+G9/yP//0jlWHwR3/0R3jjG98IAPjEJz6BD3zgAy0Fzv3w0Y9+VNOV/+53vxuf+tSnblvTAgD8+q//ujopcPr0aTz22GMtp7HD4TA+8IEPGF72mc98Bo899hgA4Pjx43j88ccN78diseD3f//3Icsy/vAP/xClUgkf/ehH8Rd/8Re36BlpefLJJ9X/f//7399SKACA4eFh/N7v/d5t2Y4OHTp06PDy0xELfpBgOCC8Py/5ltTKwNUvEk9/ABBrwOLj2yG9TVY9ivLKERDKaWLzo0gkA8HZopuBbvHRphq63GwBMunAN50o72QWVDJ1oaCR2FUiFvhHiWiTWSbrxTixIbIFyNTC5kvEJumEwbgoayahvdHL2vWek7qrMgyDyclJXL16FZJEut8cDkdbXSWtTjZphqy3mk7YbWrBCMuRwyg++phmzdTfB6ZVl341R+yoSnHA0UXsqCz6IiNfLhvcGKiVCsD6C0D8GhFYIseBEAkQbTXua/ScBgYGEAwGVbuiVp2XzSiSBDGZAm23gdmnZZMYL2uEAgCQCjUI0RKypgoymYzmsmw2i0QigXA4DC5oAxfc3RMZABRBMrT/kRtsErKxsioUqNtWkxBfLaB3ghQ9aBMDU5+xTZiYqqC2WQRkgAvbwIZsLU9+WR8RHuSSAMrEgDYbn8jRFhaWcb0IFmv2h8Z2Qakq6jrr90sxw6OQrsJsZeEJ2+54gcbuMWPqngiiiznUqqTo2z2sDQgv52s6CyoAyKf0n3VfxI7NGxmNbzi1XZy6lQSDQUxOTmJtbQ21Wg0+nw8jIyOvmALI1kIO6zNpIrBQFEIDTgwc9re1fRRNY/T0WfQfPgqhWoXN5dZNMiVW9QXWarGGQrqqK/4DgMBLiC1phVlFVrB5I6u7frYsqEJBI3OxgioWZKIlLF+qTxrlkxXMPhvF0Qf61M9wLpfT2CTskEwmDxzQ24pyuYyLFy+qv1HVahXZbBZnz57VdXg22+oBxDoulUrBarXqBGwAe/pOV4o1JFYKEAUZ3rANnq76/kiRFaxeTyOxUoAsyXD4LBg47EelIIA10Qj0OXcVk1qJP1TTT8Xq5YuagFOydgHBgUHQ9K0rXtE0jf7+fvT397e8jizLmJ2dVYUCgLxHi4uLmJ6e1ly3VaFrv3aE7VKpVLC2toZyuQyXy4Xe3l5NUd9oXweQ3ycjjGyUfD4fjrTIxDCib8qHalFAMUP2qZyFxfDxUMv9hafLhmOv60MuXgHDUhpbuFpVxOyzW+rzKGaqmHsuisP39+pCnEVBwsL5RN0aS1GQXC/A5jFpAuU7vDJYu3q5ZUZBuyTXVrB+7TL6Dh3d+8o/JDz00EN41atehSeeeAI8z+OP/uiP8MlPfvKm77dRKHjDG96AT3/607c8M6mRZ599Fk899RQA0oDxN3/zNwfeT/7pn/6p+v8f//jH97yf//Jf/gs+9rGPIZvN4rOf/Sz+z//5P7fluTb+/gaDe+f4dOjQoUOHH146YsGPKqn5ulDQSPxaXSwop4Eb3ybFcLOTdPEbFLPvGJll4NLnSIc/AKw+A0y+xTifIXyETAE0du6zZiDYMI5O08Ty58oXSSYBADhCwND95P9bFZV2KgQ0DRz9aSAxAxS2gLXniC0U1VAUyK4S6yi7QUfk+ENk6iB+jdym+yjQf4/hQ/r9fpw7dw7ZbBYsy8Lj8bRV9DJZWXi6bJoAVQAI9pPCvNfrNbTiaWdqoRHL9DQgy6hcvASFr8I0NAz7vcbPBUIFOP93dZEmu0YmMU6/l9hLNeDpCiO1rrdr8lZmgfWG6ZHMMnkPI8fV16bd52Sz2Qy7X1tRW19H4VvfhlwqARQF88Q4nA88AKrNTiapaOx7LpcEFJqFq22MAi13gzIzoK0s5KbuzMZQ4ObOTXXdINi4GSFaQvlyvVApxMuwjHhg3sUmhqIpMC3CHfdCNCoeKQok0bio1C6r11KaTm+b24zJc+G2Ou8lSUYlL8BkZW5asHB4zbtOSZitLNkfNX2mzQah2BY7h7EzYaxdT6O8bXPRO+XTFaluBd3d3QfqPL7dlPM1rF1rsFVRFMSX83AFrLociN0wWawwWYyL1Eae5QCZ2DGiVhUNb1Mt6fcHLGO8b2+0IEqs6fcVtYqIfKKiesS3smG4HfYMW1tbqlCgbk+thng8rgk/3ov+/n4kk0nNfXV1de1qi1dIVzH7zJYqkCXXCuge9ahd6NHFnMaTvpiuQhJkHH51T1u/o2YrqwtYBoBgk5BazmV1txX4KkSeh8m6929MKccjsVqALCnwddvhDlkPLL5VKhVD4bxZjAbI8YXX69Vc5nQ6ddMK1ZKAWlWE3W3eNeA5n88jnU7DZDIhGAyCa5g85Hke58+fVyclM5kMkskkTp8+rRa+PCEbVq+ldfs7b9j4M5BMJnU2Sul0GslkEqFQe9NnnJnB1L3dRJgVZTi8FrX4L0syEqtF5JJlmCwsuoZcsDpM4EwMAr36Al96q6QTPGRJQWK9oLOtyierhhka2Vi5Ixa8Arn4ra/dkvu58K2v/0iJBQDw3//7f1ezBz/1qU/hd37ndzA8PHzL7v+73/0uvvGNb+Atb3nLLbvPZv7t3/5N/f8HH3xQJ7y2y9bWFi5cuAAA6OnpwX333bfnbSwWC86dO4dvfOMbyOVyuHLlCo4evfWfoUYR+m/+5m/wvve9b1+2tB06dOjQ4YeHjljww0xmBVh5ihT93b2kCG7bPlFp1Xm/Y4MjS8ClfwIqWfJ3NUcsi0wOffjvnWLhsbpQAJATyYXHgNB0PatgB2cXCSpeepx097t6gJEHiJ1TI95B4Nz/lxT1WTN5nXZOzq1ekt2QbeoiahQnaIZMCHQdIgXrYgI6xBZd+gxH8g9GH2zn2YPjuAN1eQyfCGLtWhrprRIYlkZo0IXwMBELLBYLxsbGMD8/r3pqBgKBfRV3ANJhYz1yBNZ2OvliV/XTHNU8We89pVkODg4hG4uqggFF0eifnoY58U39/a49C0SOw2KxYHR0FPPz86pg4PP59v2cjFAEAflvfANKdfs9VRTwM7Ng/QHYTrYXWse4jQvmjNsMB3VrOjwpioJl0ofKxbrHPcXRmq59o+5nAHAF9/ZdbrY4AgB+JQ/TgBPUbcgR8HTZEF/WdhtbHKZ9Wcs0UynUNEIBAJRzPOLLhT190VObRaxcTkGsSaBoCqEBF/oP+W5bV73JyiLY70Ripf4aUDTVcjvdQSvcwR4oinLLtkmo/v/Z+88gSfLzvBf9ZWZ5b9v77umemR4/OztrsBYLR0AgIQKSKFAARFFHEo8iFBIPQ1QcMgiaE3E/UAqZUIi6kkKEDkOXAglBBCg62AWwWL/jXfe0d9XlurzPzPshu6squ7K6e7pngMVu/SImduvfZbKqMrOq3ud9n6fEwrW3Sa6tYrJY6J2Yom/qxLtmkqCZ3UXd+nq08EBiwV4E+py6kFIAs9WE02thcyFT9yMPD7qRzCJ2lxmTRWrpjjbyOXfbzIyFnczH8rr10wNNxUNjTUInkrrd7nrYYjPtrNYymQzz8/NkMhmcTiejo6MHDqtu7mDfb72np6dlusBkMhEMBjGbzTz22GOsra3VJ1b280Nen03pJmlAEwh6xr2YLRKJtVaxtZitUMhUDmy3NHahi+VbCbY2Cogmge4RT0uGhisQJJvQfwewOpyYrfufU9OxIjNvROrn6/hKlv4pP/0Gk1YHwWKxGAYhGwX9iqLImTNniEajZLNZXC4XXV1ddSsPRVFZuBYjsaq9jpJZZPRMmEBf67G0tLSks/ZbXFzk/Pnz9cmQ9fX1FkvFfD6vK+zbXGZGz4RYupVAqSkIokDPuBdvl/Fn1l42SgcVC0D73DTaH+6/EyUVaTRcxFdznHy6D4fH+LN89764g2qwbmqT6fAwrOI6PFzKhQKzb776UO5r9o0fUi4UsD5Ao8pPOs8++ywf+tCH+MY3vkG1WuU3f/M3+dKXvnSk+/zlX/5lfv/3f59EIkGlUuFnf/Zn+frXv86HPvShh7TVel577bX6/7/wwguHvp9XX23sR6qq8o//8T8+0O3m5ubq/7+ysvJIxIKf+qmfwuVykcvluHLlClNTU/zdv/t3+fjHP87Fixd14m+HDh06dHhv0xEL3qvkolqxX9kuTETvQHoVLv8DrUgdOqaFGleaihGCoAX4ghZ0vCMUNLNxzVgs2Cn2ymUITR49T8GIvEEhvpLXsgesbv1aZh1sPrj09/a/X5MFQk1hY3JNey1ECaZ/Bmb/CmIz2vX6L2qWOUaEj7eKBTaPFr58RFRVZX19ndXVVarVKsFgkPHx8QP58ZrMEqNnw4yeNRYa+vv7CYVCZDIZbDYbbrex7cxDo9xqMdG8XiqViEQi9ec5+cTTFNLTlHJZ3MEQFqEKmwZ2BJVGQWhgYIBwOEw6na4/p4dR1KyurzeEguaHnp87sFhgCtoxh+1UmwqapoANU5eDMHZ8Pp/Ot9vr9baKRDsFwT2ekzlkR/pAP7VYAQQBc5dDF4bs8Fjon/SzNpuq31+gz0Wwb39hYvfEAoBaU1CriqFYoFZlygsZaskSok3CMuLB5Nu/gLbDwHE/5UKNdFQr2FidZsYvhI/0nua2jEW8XKrRjSvLCqVcFavdVA95rZRqzF9piDCqorK5kMbpsxp2mT4sRk4FcfmtpDa14NmuPcJxd3iQ16eYqxBfyaEoWlezO9B4f1RV5e6r3yMb185vlWKNpRtXkEwmeiZ+TOLxHpjb2Fy1W9+LWq1GNBqlXC7j9/vrwejhITflfI3NxQyKrGB3Wxg5HWLmjU2dv318JcuJD/QhSSLDp4O6fcfqMNctv3bz0VM9/GA2zmw0h0USOTvo4/ygr/73YL+rZWLMbNU64HcQBIHTp0+zsLBAIpHAarUyODho6P1fqVS4du1avbifyWS4ceMGjz322IG6CkOhEOvr67o1QRAMH8vv9zM1NcXi4qIu4HinCOFwODh27FjL7dpRMpjWUhWVcr6mhdMeIMdjP8wWifHzXbDHaX74zDnufP+79ZwdQRAZOXuhxcLKiLWZrZbJk437abpHPYcqHJvNZvr7+1lZWamvCYLQ1rpIFEV6enro6elp+Vt0KVMXCkCzCZq/GsMTsunCr8vlMouLi7rblstllpaW6iHD7SwOd09BhIfcBHqdFHMVrA7znsduu/3zQSYG25FPl3VCAYBSU4jMpxk7Z/ydKtDjZO1e6/tpJK64gzYcXqveElAQ6B5992S/dNDIJeMtNmOHRVUUcsnE+0osAG264Bvf+AYAf/AHf8Cv/uqvcuLEiUPf36lTp/jGN77Biy++SCqVolwu8zM/8zP8+Z//Oc8+++zD2uw6m5ub9f8/ylRE82fl+vo6//7f//sHvg+jKbGHQSAQ4L/+1//KZz/7WSqVCmtra/zO7/wOv/M7v4Pdbufxxx/nueee45Of/CQXL17c/w47dOjQocNPLB2x4L3KxrWGULBDOavZvXRPa4LBub+tdeanlrQu+pFnwLvdcai2a1s0+KKc2YBr/13LPQBYehWOfagRJPywcHVrIkAzVheYm36Arb0D97/ZeO5dx+HEJ1snD4yoFrXpidg9zWqo5xRMvATTnzpQcZbBJ7Qpjuht7frWbaHg9d/T7q/3rCY0HMJjcnNzk5mZmfrlSCRCsVjk/PnzD6UIbrVaDzS1oKoqa2trrKys1Iv5ExMTWK0PEIbpH9XyCnYTGK13suwUrFZXVxkZGWF0dBSnz7+zEZqtUz6+6/b6EEmr1fpAXYUHQWjzPIUDdI7WrysK2M+GsSRKyJkKotuMKWhHEAUEBM6ePUssFqt3eIbD4UZYm1yD+e9A5Lr2OnSf0iZmTMaikWiVWoKEm+mf8hMccJFPlbG5zAfuspUCNmq7uqolpxnBoKCjqir5K1HktHZ+kLNQS5RwXupG8ugfr5jNsHL7BrlkEofHw+D0GZw+PyazxNTlHkr5KnJNweGx7Lnfp9NpVlZWKJVK+P1+hoaGWrqh2tny2J3aa5lYy7F0U5seECWB3nEffZM+0rGioZ3MViT/SMUCQRQID7pbrE8eBru7mjfn04ycCdE1rBWsitlMXShoZnNh7l0pFvh7HVjvmSkXGkVkySwSHn6wAly5XObKlSsUi9q+vri4yODgIBMTEwiCwODJAH2TPuSqgtmmdbDvDsItZCok1/KEh9wE+1y4A7Ztn3MRX7cdsc0kjtUk8cET3XzwhHFXfaDPSbkYIDKXplaRcXitjJ4Ntdyf2Ww+UFh9NBptmQJQFIVIJML4+P4BvYFAgJGREZaXl1EUBZPJxPj4eNuCbV9fH729vciyjCRJR/occwWsuvcatPfb7taO8fCQm6Ub+vfF6bPW/76bWlXeFmIE/N0OpDbd37vxhLo4/9FPEF9ZQlEUggND2F0HO16N7KgUWaFakg/dZT4+Po7T6SQWiyFJEn19fQ9sMQiQ3iVK7WxbOl7Uicv5fL5lkgH0nf8+n4+NjdYsKKPtkswiLv/+n63hcJi1tTWd17bb7X4on//lvPHETHkPuz6by8zYuTDLt5JUyzVMFomB437D5yIIAlNP9LB2b4tMvITFLtE77tOJtR3eHVRKxhNrh78/40yu9zKPP/44n/zkJ/na176Goij8xm/8Bl/+8pePdJ/nz5/nL//yL3nppZfIZrMUCgU+/vGP81d/9Vc8+eSTD2nLNZrPZUfJdNk97XcY2k3zPQw+/elPMzU1xW//9m/zJ3/yJ/VpsGKxyMsvv8zLL7/Mb/3Wb3Hx4kX+1b/6V49EmOnQoUOHDj9+OmLBe5WaccirzhLHGYIznzG+nm+4dfIAoNvAn3Hx+w2hYIeFl6HnTNsi5qEYf0GbltjJWhAEGP9go/heSmtTAM1CR/Su9lwOkrVw7881oQA0UWT9qpYlMPnhgwU8SyY4+UmteFsraRkGG9caf5//rmajNPqM7mbFYpH5+fl6yO5O6G4zuzs2Qfuymc/nH1kIoRGRSITZ2dn65Wg0SqlU4sKFCwcv9vhHYOASrL6pXRYETVjyDbN0+3bLF+Dl5WX6+voagoQgwPFPwM2vNOyMXF3a635IavE4hXfeQclkMPf1YT9/HtEgUNPU3Y2pp5taZFO3bj9z8CBF7SkImEJ2TAZWQKIo0t3dbWy9MfdtLYtjh/Ur2j514hMP9PjN2JxmQzufWqpEdUM7/s29Lky+RmHfNumnkKuglDRRTjCL2E4Y2/DIW+W6ULCDqqhUlrPYTzXus1apcPO736S6/YO8lMuQjm5y7iMfx+pw1rd1P7LZLFevXq0XrbLZLKlUqmUfdfmt+HucbEUa5zjzth91uVBl/mqjA1yRVdZmtnD6rO1tIyzvbtuIXC5HLpfD7Xa3dOLWg4B1a1uEBlyIkti2m1LZLUi/S5AkkRNP97I+m6oLYX0TPi374QFYWVmpCwXNa319ffUiuGQS6/7txTZ5JMVsY/+32DRLqaMiCAJ9Ez56xrwoNQXJLB6p4G5U5N1rvZmdz7B0Oo3D4aCrq4v+/v59sxEEQXgo+Qn9k36yiVIjh0UQGJoO1t+XrmE3clVhcyFDrSrj63a0DbvOJrUw2h3PeZNFYvLxHlz+xrlKlhWy8RKCKOAJ2nQByBa7g77JB++UdfttunMRgMkqYW1zzlNVlVq5jGQxtw1PFgThoeSKtDu3mXetOxwOw7yg5u8oXV1dJBIJotFofRuHh4f3nGhUFBlBaL9/S5LEuXPniEQi5HI5XC4XPT09DZH9CLgCVgRRaDk/egzsw5oJ9rvw9zqpFGtYbFJbURC013HktEGuVYd3Fe3yaw5/f++vqYIdfvu3f5uvf/3rqKrKH//xH3P16lXOnTt3pPt8/PHH+bM/+zM++tGPks/nyeVyfOxjH+Nb3/rWQ+1+bz5PPWiWWDPN38F+5md+hq9+9atH2q5HwenTp/nyl79MJpPh+9//Pt/73vf4/ve/z1tvvUW1qn3Xefvtt3nhhRf4wz/8Qz7zmTb1hA4dOnTo8BNLRyx4rxKagshN/ZogQnDC+Pq7kUxw+jNw7880SyOTReuK7z7Vet3cZutarQKllFbEfVj4huDx/wM2b4MqQ/iEFii8w9ai8UREcn5/saBW1qYudhO5rk1JNP1IVRSFZDKJLMsEAoFW/0arCyQLbO56/QHW39GJBYqicO3atXpBqlqtcuvWLc6d04J6d9gdHLnfOvFZ7fF3gpP9I8bXe0CMRItMJlMvQurIx7fDsT0QHG9MdwgCHHtJe0/yMW0fsWtdhfn8LnEK7TUqFov66QVPLzzxjyC9ouVsePr2FXRkWaZarda9nHeobW2R+uOvoG5/+a1uRKgsL+P7G3+jxT5CEAS8n/gE+ddfp7q8jOh0Yj9/Acvw8J6Pved25SrU4kUEi6RZBbULjlRViFxrXY/e1sKyJfOuq6sk1nKkNouYLCJdw562Hsu7qaznKN5qBEZWVnPYT4WwbPu9S04zrqf6qSWKoKiYQva2261WjfdRZZd3e3xlqS4U7CDXqkQX5h4oCHB1dbWlwJnJZEilUrruVUEQGL/YRXI9RyZewurQirgWm4nIQtpweiC5kWfkTAir00y5qRNYyy04WgE4V65xfTVFulCl32/nZK8H00PIf1BVlXv37um6efv7+zl27Fi9+GZU5K5VZKplGatDxOH1Yfd4KWb03XDhwZEjb199OxWVfLqMZBKxHzIIuxmLzXTkAlw7L/RcLmfYMe/yGU/mOP0PMHn1gIiigPgQhKpwOMz8/HxLoXe/7mxZlrl69WrdRqZcLpPP5/H7/Xg8h7dSURWVyHya+GoOQYDQoJvuUY9hwdjmNHP6+QG2InlqVQVfl0MnLAqClu/Rd8y3Z46Hqqos3UzowmlrFZnlWwlOfkCzVsxtlZh5c5NaWTt/2VxmJh/vOVJ+CsDACT+5VJlqSRM8BFFg5FSoHrLbTDoaYf6dNylmM5gsVganT9M7MXWkx9+L7lEPyY287pzo9Flb8jZsNhuDg4MsLzdynsxms876SBRFpqenGRoaolAo4PF46nkGuylk0sy/8yaZ2CZmm52B49P0HjN+npIktc3iOAoWm4nBkwGWbzUCl11+W0tehRGiKBx5v+jw7sEVCCGI7cXzB0GUJFyB4P5XfA9y5swZPvOZz/DlL38ZVVX59V//db7+9a8f+X4/8IEP8LWvfY1PfOITFItF0uk0H/7wh/nOd77z0Lz9m5t4FhYWHsr9NDdgvRvxeDx8/OMfrwdHZzIZvvrVr/LFL36RxcVFFEXhl37pl/jEJz7R9lzeoUOHDh1+MumIBe9VQsdg+Emtu12RwWyDYx/RPPQPiqcXHvsFLRNAsmoCghGubijv6rAwWbTMgIeNzas9LyMsbTrsrQ/PtqNYLOqK+5IkMT09TTC460u/KrfaQIEmoqhqvbCdTCZbOld38gmaxYKurq6WLha73W7cjbf8utaBvsPmLTjx1zRbpSOyu5C0Q0v36dIPYf7lxmVXl2Z7ZW76IukINAK3t3G73S2CgSiKOBwOVFVFrcgIJlHzxRelA4sgy8vLLC0tUavVsNlsTE5O1t+z0s2bdaFgh1osTmVpCevoaMt9iXY77uefP9Dj7kd5OUPpXsN3tDyXxnmpG9FmcKypqrEYpiqG60s3EkSbAnHjK1mOP9m7r62DqqqU51pHpMtzKcw9jnqhTZC0HIT9kPw2w87M3VMVtYqxl3W1UkbOVqhGCwgmEXOPE3EP/+rd4Zl7rYuiQGjATWiXVVP70EkRURQ48WQvq/e2yCZKWJ0m+iZ8LRZO+XKN2xsZcuUao0Enw0FH2yJltlTlD99YIVfWCoV3I1lmN3P89Qv9R7YZSyQSLbYfa2trhMPhunji9FrJJnaF9dpMmLf3Q0EQOP7Us8y+8Sq5ZBxBFOkenaDveKODulqRyW+VsTpN2F0PVuzPp8rMvrVZ7wz3hOxMXOz6sU9ruFwuXX7IDu080n1dDvy9TrY2Gucwb5eDQE97z39VUUlFCxTSFRxeC74uh65Tfcf6bWNjA1VV6enpYWBgQCd4PgzsdjsnT57k/v37lMtlzGYzo6OjeL36oqiiKKyvr9etbWw2W4vf/M5n2I5YUMrlWL1zk9xWEqfXR/+JaRyevYutq3e32JhL1S8v39KK+P3bGQ/VahVVVeu5PZJJbDmOd1PMVthczFAty/i6HIQGXLrXWqmpeu/4bXJbJRRFRRBg4Vq8LhRoz63Kyu0kxy7tHcK8H3aXhTMvDLAVKSDXFPzdDiwGkzDVcom7r3yvnotQq5RZuPIWdpcHX8/R85GMcPltTF3uYWMuTaVYwxO203fMZ3huGhsbw+fzkUwmMZvN9Pb2GtoUut3ufacJbn/v21SKmlVLtVRk4epbWOx2ggPGuQstFJLaP3eP1sRxSHpGvfh7tEBzi82EJ2R7Vwa7d3i0WB0Ojl16kpnXXznyfU1cevJ9l1fQzG/91m/xla98BVmW+dM//VNef93AmvQQvPjii3z1q1/lp3/6pymXyySTSV566SVefvnlI2Uj7PDEE0/wF3/xFwB8+9vf5l/8i39x6PvZ4datW6yurjIwMHDk7ftR4PF4+PznP8+zzz7LiRMnKJfLxONxXn31VV588fAT3h06dOjQ4d1HRyx4ryIIMPY8DDyuBcc6gi2dxwe+H8s+4Yajz2od3s1WRKPPP1wLooPgHwV3N2SbJh3kMlRLcP9bWlaDuzW8DwCTVQtm3rEh2qHnjK5jfW5uTlfcl2WZmZkZLl++rC/emO3gH4atJf39had093fQiYHBwUFKpVK9YOR0Ojlx4kRrwUiRYfmHrXe4+IOHIhaEw+GWbtsW0aKUhoXv6W+Yi2q2Q6Oar2W1WqVQKGC323UhzcPDwySTSV1hd3R0FLGokn97AzlXRTAJWIY8WMe89R/sSrlGZTmLUqgiea1YBtz1Tvd4PM7c3Fxj80olbt26xRNPPIHFYkFpM0qs5B+tn6xSkSnPpvRrpRrl+TT2kwYdZ6IIXSdaJ4ZCky3HWrlYI7qsf58UWWX9forJS22OgR1kFaXU6oWqFGugqCA9WJFEtEjYp4MU7yRQa5pgYO5xtGQp+Hv7Wb7ZOjnhFcPkXmsUu8sLaZwXu5HadJ8Hg0GSyaR+G0Txgby6/T1OzLatepcvgCgJdfsYi93UNtwSIFWo8IdvrlDcnp64upziwrCf5yaNb3N9NV0XCnZYThZY3SoyGDhaQaFdCN7W1lb9NRk8EeDe6xv1jmpBFBiaDui6mu1uD2c++BEqpSKSyYRkanyeRJcyLN9KoMja+xvsdzF2LqwrxLZDVVXmrkQbFjJAJl5k9d7WQ7XmUFWVzc1N4vE4ZrOZvr6+fcPcBwcHicViulDWvr6+tmKBIApMXOwiEy9RSJexeyx4gjZyqTKCIOD06bM2FEVl5o0Imaawc2+Xg8lL3fXXbmlpSdfBODc3R6VSYWJi7ynBdKzIxlxKK+4G7fRP+fcNeO7q6iIUClEul7FYLIY2Lvfv32dtba1+eUfE3m2Ht2Mnp9mLfaNe9C2kt9iKrHPuwz+FxW68byuKymaT0LnD5mKGngkPMzMzbG5uoqoqPp+P48eP79vRmE+XufPKBoqs7eNbG3myyZLuOBYlAbPVRHXXsWixmxAEqJZknaXUDumm929HUD9MMVkTPPYuaifX1+pCQTOxlcVHJhaAJuB5DGzzdiMIAsFgsLWB4gFJRzfr+0wz0cX5/cUCRdGmYiM3tMuiBGMvwOClQ2+P1W7aNy9GrimIonCg816Hn0zOfvjjD0UsOPfhn3oIW/OTy9TUFD//8z/Pl770JQB+7dd+7aHZBX3kIx/hy1/+Mp/+9KepVqvEYjE++MEP8vLLL3Ps2LEj3ffHPvYxvvjFLwLwrW99izt37hxKhBgdHeXEiRPcuXMHgH/9r/81v/u7v3ukbftRMzo6yvT0NO+88w6gD3/u0KFDhw7vDR5ua1qHdx8Wh1YgNxIKiilYfEXrAM9FD/8Y7h7NHmj8BRh+Ch77uzDw8DwiD4wowtmf0yYPvP2atY0iazYtK2/A27+vddm3Y+qntEwGQQTRBH3ntefUhFGXaalUapkOAOD4xzV7nB0Co1pgchOBQMCwILM7s0AURaampnj66ad54oknuHTpknGhq1bSxJGWjUy1D61+AAYHB+nv76+LFG63m1OnTulFi8y68WOlVwHNJubVV1/lnXfe4dVXX2VhYaFeYHE4HDz++ONMTk4yOjrKY489xmD/AMWrUeRtqxS1plKeT9f99JWyTP71COXFDNVokdJsivzbm/VO9lisNZhVlmXicS0g2TxkUHgQBCxDg4d7kQ6IkqsaWt3IBp2tdSY+pIV2C4L2L3QMJj/acrVyoWr4HrQLa9QhCUgGwZ+SxwKHLIKYe5y4nxnAeaEL11N9OE63FpKdPj+j5x9D3J5gEkSRwalTmJP6jym1qlBu6jjeTV9fn+74kSSJqakpnSi1H5JJ5MSTvQT6XFjsJjxhO5OXew5sj/PGQrIuFOxwZXmLdNHY036rYDwN0W79QbDZjCdJmtddfitnXhhk6FSQwRMBTj8/oAsubcZis+uEgnKxxuKNhlAAWjh0bMXYwmc3pVyVkoENUmpXqKqqqNQqctvppv24f/8+d+7cIRaLsb6+zjvvvGN4Pm/GZrPx2GOPMTExwcDAAGfOnKmHBauKYpjZIAgC3rCd3gkfVoeJGy+vceeVdW7/YI1b31vTBfFubeR1QgFAOlpgK6I9d1VVWV1dbXmM9fX19hZ0NHz3M7EipVyV6FKGe69HDvTaiaKI3W43/FyqVqstUyp2u93QrmnnGIyvLLUUfWuVMtGF+bbboCoqSq3V6qNWVViYXyASaTyXVCrF7du3931uG/fTdaFgh/hKVhcsLIgC/VO+ltv2T/kRBAHJLBp6z1vsEuVCgbuvvMxrX/lD3vzaV1i9c/PQ++petBMhBOHhfJ1XVRW5qhxo21VVpba1hWJgH/gQNuTB1puJ3m4IBaB9D7z/TW3K4BFQzFa4/co6b//5Ile+scz6/dQjee87/PgZnD598MmWNoQGhxk4+WA5V+9FfuM3fqNu4/rNb36Tl19+eZ9bHJxPfvKT/Pf//t/rn2MbGxt88IMfPJJ1EGjZCE8//TSgnf8+97nPHTq74J//839e//9/82/+Dd/85jcPfNtIJHKoxzwIO7+N9qNWq+m+D+z+3dqhQ4cOHX7y6UwWvF9JLevDgpdf1YrbPYf8Amt1w9AT+1/vUWO2axMVAK//f8Hc1LmoqlrIcPhEIxRZd1sbnPxpLTxXrkIxqWUZNAktNputHuy0gyiKxoVImxcufl77gSpK2uXdD2k2c+rUKe7du0epVEIURQYGBozDbbev35KRoLuCQwuuzu/6sucbOlBIc2V5meK166iVMpbRMexnzyA0FY1EUWRycpKxsTFkWcZisbQWL+wBDLEHyOVyOn9ORVFYXFzE6/USCATqz7HZe7gaK6BUDApHmwUsfS6qa1mUsr5wJme0HABzV3vrlx2Bw3b8ONWVVco72yWJuD7wAaQj+G0fBNGhdavurimIrr3eXxtMf0rbL1VVu2yA02NFNIktBbfdHtNGCIKAbSpA4Wq0PgkgmARsk/4jWS8IJhFTcO/O1N6JKcJDoxQyaewuN2JFJLe50XI92aC7dwdRFDl16hT5fJ5SqYTH49n7mGmDzWVm4uLhMlcS+dbtU1VI5it47a3b0uu1M7vZ+oOzz3d0/9eenh5WV1d1VjF2u73Fi95slegZ3d+HezeZWNGwgJeOFeka3v8YkswiRgdCswVRbDnL6j1t0sPmMjN8Kog3fPCJi3K5rOuGB+3cs7S0pLN7M8JisTA42BAOFUVm6fo1Nufvo8gygf4Bxs5fwmwgyixci+uyLQqZCks3E0w+rk335FPGwmA+XSbQ59SKsbVWgU+W9xZNoouZFiGykC6TTZQO1B1uhCqrVCqVFss5SZIIhUJYLBYqlUr9M2xn/6qWDcTrPdZBE+s8YXuLkOLrthOLtxZ7MpkMpVJpz+mCZlGgmXKhqvOV7xr2YHWYSazmQIDQgKv+mkkmke4xDxu7JsJ6xr3c++H3yG1pOS+1Spnlm9eQzOaHniUQ6B/EdO2dXbZtAl0jrZZ5D0pqs8Dy7QSlXBWrw8zgiQCBPuMpmlosRuYv/wp5awsEAeuxY7hffAHhgOfafD5PMpnEarUSDAZbxClvVw8Wm53Krhyb8PABnmeyjRCVXGixPjwq2nTQZl0ErFVkVu8ksdikfW2xOvzkIQgCH/s//xn/44u/uuc5rB1mq42P/tI/7dhYoXWm/72/9/eWfwj4AAEAAElEQVT4vd/7PQBee+21h3r/n/70p/nSl77E5z73ORRFYWVlhRdffJHvfe97us/0B+Xf/tt/y1NPPUW5XOatt97i2Wef5fd+7/d4/PHHW64biUT4gz/4A1RV5Vd+5Vd0f/v5n/95/tt/+298+9vfplar8fGPf5zf+q3f4h//439sOL2Yy+X4+te/zn/6T/+JYDDIH/3RHx36OezFr/zKr3D//n1+8Rd/kU9+8pOGU7mxWIxf/uVfrosFHo+nLqJ06NChQ4f3Dh2x4P3K/HcbQgFohZq5b0PXyUYQ7YNSLWmBtY7A/tZFjxpFgUKidb2UAbkC4h5F08R9bYS9WtKmDPrO10OOR0ZGuHlT3zE4ODi4dzFynx+ngUCAy5cvUywWsVgshyps1hEErdP8xh9pBWXQ3otdEw1GlOcXyPzv/12/XF3foJaI4/nQh1quazKZMJnanD7c3Vr3e/RuY81sg8HHScQM3hO0TpYdsaD1KbX5UbWt9yhF4275nfXe3l5dJypoBcBQSLM4ESQJz0c/Qu3xS8ipNOaebsQ2XrJqrUZ5bh6lkMcyPIypzTYfBNFmwjLkodxktyGYRKwjByjYmvYOTJXMIiOngyxci9eLhjaXhb5jvgNtm8lvw/V0P7Wo1hFs6nLsG6JarVZZWFggkUhgNpsZHBxsK3rt+dgWC56Q1qGkmhQEk1AXLXaQDuCJ73Q629rFPGq6PVYiaX0hQRQEQm22+3S/l7lojrVUozB2cdhPyHX0YFyz2cyFCxdYXV2tB5EPDAy0P34f9P7bWNvsZ3mzg8VmItjnJLGmF0u6RzWhIZsssXCtMR1UylWZfXOTMy8OYjHK9jCgXC4bFtcNJ8L2Ye3OLdZn7tQvJ1aXqVUqTD/3Qd31alWZXLK1mJSKFushu/Y2geM7EyyiKBIMBls6/fx+/57vX63aKq6CNgWycidJcj2PKAl0DXvoGnEjCALVskxsJUulWMMbtuPr1oRWpVCleCdJLVlCMIt481bSjjI0nZYHBgY4fvw4hUIBq9Wq+wzz9/azcut6y7b4e/tRVZVsokQxW8UVsOpyP0bPhJh9K1rPEHD6rIycCpG8tmj43PYrvrmDtpY8AlESW7JGALxhO95wq/CQT22RT96knI+hyk6Cw5P0H+vBbC3XhYJmogvzD10sMJnNnHz2RRavvk0mHsPmcjM0fRpPqFXYVBSV5HqOXLKMzWUmNOjCZDY+Lkv5KrNvNSbyyoUqc1ei2Fz9OHbtp6qikPnzv0BOb2fbqCrlmRkkrwfnE/s3jaysrHD//v36ZYfDwfnz53VNF6IkceKZF5h7+w1yyTgmi5X+qZMEB4f3vf+23z+PkFvQjmyipJsW2iG+muuIBe9Ruscm+OT/9X/ztd/9fx5IMDBbbXzy//q/6R7b20Lu/cSv/dqv8fu///stuTcPi89+9rOUy2V+8Rd/EVVVWVxcrFsS9fYezrbtwoUL/Jf/8l/4whe+QK1W48qVK1y+fJmpqSnOnz+P1+slnU5z+/Ztbt68iaIo/JN/8k9a7keSJL785S/zoQ99iCtXrlCpVPjVX/1Vfuu3fosnnniCoaEhLBYLW1tbzMzMcPv27Xqz2s/+7M8e6XXZC1VV+cEPfsAPfvCD+mTuyZMn8fv9FItFVldX+eEPf6izi/3d3/3dTrhxhw4dOrwH6YgF71dyBt6ClQJUcoYd8Puy+jbMf1sTIAQRhi7D6HMH6mZ/JIiiFqq7217J7t+70FrJw+2vgbJdgFYVWHtbs1rqPUMoFOLcuXNsbGwgyzLhcLilQ/dwmys+vMKmbxCe/D810UOQIDh+oLyK4pV3WtbK92aQn3wSyfWAP7JPfBIC47C1AFaPJrjYfZhMxsW5vQQSKWBDtJtaRAFzv/ZDXPLZYL3VBsHk195nr9fL9PQ0i4uLFItFvF4v4+PjLcU2UyCwZ/FfyedJ/c+vIm9bl+R/8ArOp5/GceF829vsh/WYD8lvpRYrIlgkLP0uRINQy8MQGnDjCdpJx4qYLCLeLofOg75Q0IQARxthRLRILbkCe3Hz5s26rUupVOL27dsIgnCk40MwiVjHfJRmtvRr44c4R/0IeWwkwHwsT7Yp8+DyWAC3zXg/t5hEPn1xgKVkgVShQr/fTpd7/ymQg2K1WhkfH39o99eMN2zH4bFQyDR+OIqSSPfIwSdzRs+GsDnNJDfySGbttsF+7ZyzW0QALX8juZHH3+OkVpFxuC17+oQ7nU7MZnPLVNh+UwVGRBdbO9vT0QjlQh6ro3EOF0XBcLrH3CS6BfqcRBczugkDV8BGoLdxTE5OTlKpVMhkNFHR5XIxNbV3AdrX7SAd1Vv/iJLIViRPKtJYX7oZR1VV/D0Obv9go+7VH13MEB72MHI6SOFqDHm7K1+tKgwQRC7GyDmq9e3Z2bcURaFarerO5y5/gKHT51i5dR1VURAEkd7J47hDXcy8HtH5/XeNeBg+FUQQBKwOM9PP9FHMao9jd5sRBIG+vj5dBg1oOSXt7LZ26JvwkYkVG5kDgpbL0S5EW1XV+vvi9Fkp5XPc/M43kGtVJAmQSpTSN3AHhyjljCdEHpUVjcsf4NQLH6qLTu0ee/bNTd1+EF3KcPLpPsPnnFzPt0yjqIpKYj2Hw6P/XKzF4w2hoIny/bl9xYJyucz8vL7zv1AosLy83JLD4fT5OfPBjyDXqoiihNA0Ebpj0bVjx9Hd3d0I/u47DxtX9TlazhAEH36RttMg/v5k5Mx5/uYX/z/8+b//VyRWl/e9fmhwmI/+0j/tCAW76O/v5x/+w3/Iv/7X//qRPcYv/MIvUC6X+aVf+iUAZmdn64LBYa1zPvvZz9Lb28sv/uIv1q2N7t27x7179wyvvzvTZ4dgMMgrr7zCP/tn/4z//J//M7VajUKhwLe//e22j2232x9avoMRzRa3sixz+/Ztbt++3fa6//Jf/kv+/t//+49sezp06NChw4+PjljwfsXVDWm9LQMWB1gO0XmVj8PsXzUuqwosvQreQa1Q/eNi4oNw/Y8ahX9R0jrs9/p1l5xvXL+Z+Az0ngG0AtNhikyqqrK1tUU+n8flcuHz+R7dKLLJqgU6b6MoSr2Q6/P5WoORwdh3WFVR8oUHFwtESXu9tl+zHbq6ulhcXNR1pJhMJl2Hj6KopCIFirkKLr8VT8iO80IXpZktaokSgk3COurFvG0NYe51UosVqDYVnazDHiRPQxQKBoOEQqEjvd6Fd96pCwU75F97FdvUJOIhhR5BEDCHHZgfwFLlQbDYTfVQ3h12Cvnp7WLPjphitR6+iz2Xyxn6v6+trR1ZTLMOe5C8VmqxAoIkYu5zIh6wo/zHhcdm5u88OcxMJEeuXGM05KTHu3cxUxQFRkNO4PCi4YOGqx4mjFVVVQpp7fh1eLUi/dSTvUTup8kkiticZnrGvQfOdwCtkN0/5ad/qnXc3WjbFEVl7d4Wyze1bm6L3cT4hS7cAePXWJIkjh07xt27d+s2Ona7nZGRkQNvY4ODFYBFSaR71MCyZsxTf06SJHL8qV6Sa3ny6TJOr5VAv1Pni2+1Wrlw4QL57fOz0+nc9/3qGnKTT5WJr+ZAVTFZJAZPBli41upFvLmYoZSvtoT6xpYyhIPWulDQ2B4bxz1jVI/ZEEURr9dLNpvlnXfeqXeHBoNBTp48WRdkB45P0z0yTj6dwu72YHU4iC1ndUIBaCJFaMCNa1voFQShpat9cHAQRVFYX1+nVqvh9wTpCw1SLct7TrOYrRLTz/aTjhaolmW8XQ6s28JstSwj1xSsDhOCIGhd9m9u1oUFm8uCzbnZEixcLuRIrq0QGhrB4fFRyKR0fw8PjbTdnofBXvtBOlZsEYxKuSqx5Sy9Ez6DO3uAx20j7h/EgiibzbZYWQH1zyMjmjNSdlhYWGBpaal+OZfLUa1WNeHKEYDzn9PsNYtJ8A7A0JOHn5rdA3fAhtVhbpku6EwVvPfpHpvg87/771m9fYOrf/m/mX3zVdSmfVuUJCYuPcm5D/8UAydPd6yH2vAv/sW/4D/9p/9U/4x7FPyjf/SPKJfL/NN/+k8BuHPnDi+99BLf+c532k4178eLL77IvXv3+MM//EP+9E//lLfeeotoNEq5XMbr9TIxMcGTTz7Jpz71KZ555pm292O32/kP/+E/8M//+T/nD/7gD/j2t7/NzMwMiUQCRVHwer2MjY1x9uxZPvjBD/LRj34UzyO0Sf13/+7f8Uu/9Et885vf5LXXXuPWrVssLy+TzWYxmUwEg0Gmp6f58Ic/zN/5O3/noTTMdejQoUOHdyeC+j5N4VpdXa17Fq6srDAwMPBj3qIfMbszCwTh8JkFy6/B3Hda1/vOw9R2+GopDfFZLTg4fNzYa72Y0n7cZTc0MWPoyVYLH0XRwuuS89pIed95bVqgHaUMLHwfNm9oo+nh49r9thtHj9/XLHx203tGe30OiaIo3Lp1S2cnEQ6HOXnypGHh/mGSz+e5fv16vZBjs9k4c+ZMyyRD9rvfpXTjpm5NdDoJfP5zutyCo1IoFFhcXCSbzeJ0OhkeHq53ssiywr3XIjr7jkCfi/EL4T1/aKmqipwuo+SqSD5r3aYmm80yOztLOp3GarUyPDysy0N4ELa+/GVqm61B4J5PfBzr6NH9og+Dqqqk02kymQwOh4NAILDv/nT9+nUSCb1lRigU4vTpwwfupVIprly50rLucrm4dOnSoe+3g0apKjO7maNckxkLuwg49QXUQqXGd+7GmIvlMEsiZwe9PDEa1E2SNFOpKXx/NsbdiBZMe7LPwzMTIUwG4a267dhVRHV4LBy71I3V0b5IWKvIFDIVbE4zlkNMzeTTZW59Xx+ankuVsbstSFLj+ZmtJs6+NNj2OYPW1ZxMJus/eHeOFbmmEF/JUcxWcPq0gr3U5rVYvnmN1Tv686Qn3M2p51ut3lRVJbqY1aYjBAgPugkNuh5K0UhVFNZm7hBdmENVFEKDIwxOn0ZsOldXijUqpRoOj4VqWebat1Za7sdkkbC7zWQTrTYQY5N+zMuZ1tv4rDgvabkLiqLw+uuvt9hIDA4OtnSKNzN/NUbcIAR78GSQ3gNMDqmqyuqdLTbm06CqWjjxpP/AVmsAiqywcD1OYi0PqorDY2HsfBfLtxMteQnF7Dpm81LLfYycvUjf5HGKuSxzb71OJraJZDLTPTbB4PRZFreKbKZLBFwWJsKufY+x+rYpKhuzKeKrOVRVJTTgom/Sv+f+3UxkPs3yrVZrpNCAm7Hzrd205UKVG99d1QWVC6LAqWf7DYW/1P/6X1RX9OHb7pc+iO3EiT23q1Ao8Prrr7es9/T0cGKf2+6gKAqvvPJKS56HyWTi6aeffuTfqXZTzFVYvJ4gmyhiskr0jvt0ouD7hff776pyoUAumaBSKmCxOXAFgljbTG526NChQ4cOHTq823l3t2d2eHT4huDS39cK73IVuk5otj2HwdSmY9a87V8Yuwe3/pc2cQAw/x0491n941VLcOX/hfK25UR2U7PRufSLev/ZmT+HjSb/4/UrWgeZq80oaa2sPUdV1e579S3YWoTHfkHXZaYoCplMBsEUxGP3IxQbtidabsGFA70U7YjH4y2+07FYjGQyWffOf1TMzMzoCjmlUomZmRnOn9fb5zgvX6YWjdYL4oLNivtDLz08oSByE5ZfxVHOcjIwCmdfbLG8iq/kWny+k+s5uobdewZzCoKAyWcDX2NflGWZ69ev16cYyuUyMzMzWK3WQ73mkt9vKBaYDMK/fhSoqsq9e/fqAWOgTQmcPXu2JSxyB1mWSSaTLeuJRAJZltvebj88Hg9Wq5VyWW/HEQ6HUSoy1Ugetapg7nIgPUDH+buJQqXGD2bjLMTz2C0SF4b8nOp/9HZIW/kKf/T2CvntEO/vz8Z56UQ3pwcaj/1nNyKsJLUuYlmReX0+iUUSeWzEuGPuO/ei3F5vFIGvLqdAhReO7/0ZsHg93rBxQQvsXbyRYOpyj+H1NxcyrNxJaAVIQaB71MPQycADFdGcXisTF7tYvbtFKacV843sfarlGvlUue10AWhZJUFfGMki6oSCO6+sN2yUliC2kmXiYhebixmyiRJWu4mecS9Or5WBk6eQq1U2F+ZQZBl/bx/jF1uDDUE7L3WPeur5C/uxkS5yN5JFFARO9Lr3tKJavXOTlds36pfX7t2iWikz8djlxvO1m+oCjcUu4PBaW3z7/b1OJEloFQsEAWe/EzleQC40irKqqpK2l1i9dw+LxYLb7Tb0m47H43uKBTan8dfPduu7SceKbMylGtulqKzeTeIN23H6tMmEfLrM6t0tCukKDo+Z/qlAfWoBYH02pQUZb1PIVJh9c5NSodrSaK+qLlRF+zrQjL+3DwC7y82p51+iVqkgSpplzteurTMfa3TL9npt/OzFAcwHEAxW7yaJzDW67ddnU8iyyvB0sO1tKsUamUQJi13C7jEW8HZem91YHWYmHutm5XaSYraCzaUFHLebEPJ87GPkX32VyvwCgs2K/exZrMeP7/u8HA4HPT09dfsg0Ir8Q0ND+962GVmWW9Zqtdojs37aC7vLwomnelFkBUEU3nciQQcNq8PREQc6dOjQoUOHDu8ZOmLB+xm7D4afOvr9dJ2Axe83Cv2geeT3ngVF1iyK1KbCTrWkTSKc/ZuNtegt/e1By1CI3IChbQ/cQlIvFIDmSbvyGpz4a8bbtv5Oq61QPq5NJoSOaRfzeW7cuFEPu3RaT3I6uIW9sA42Hww/CR6DICxV1cKSJcu+xrU7ftO7SafTD1S4TiaTbGxsoKoqXV1dhMN7d9zLsmxoD5NKpVqKw6Ldju8zn6G2uYlaLmPu6zuQrcCBiN+HO19vXI7ehVxME4OaugCbvbubyafKe4oFRiSTSZ3d0Q6RSORQYoHj4kUqC4uoTQVx2/RJpCZLKlVVkVMpRIvl0NZEByWTyeiEAtD2p42NjbYdfYIgIIpiS6FFkqQjFThEUWR6eprbt29TKpXqWQV9gR7yr66jVLTjvzyfxjblxzp08BFqWZaJxWIUCgU8Hs+BpiceNqqq8vVr66yntKJooSLzjdubmCWRqZ5Hazfx6nyiLhTs8L3ZGJM9LqwmiXShWhcKmrm5ljYUC6qywr1Ia0f37Y0Mz0+1P5/IskIm3po5ko4WUBS1peO5mKuwdLNJIFVVNufTeII2/D0PdmwEep0Eep11j/Y7P9wgm2jdFsnUfr/QgpLjlHIVRJNI77iXvmM+Ems5Xd4CaKGlV7/R8KHOAVuRAtPP9GF3Wxg9/xjDZ8+jKirSQwqKvrWe5q9uNbKEri6n+PiZXia6jKfgInOzLWuxpXlGz10wtG0RBIHxC2HuvxWtCz7eLgeDJ/wosspWpKCzUukd92J3WVDOd+kCjlfFONFYSnffu3MKYO8cGoDwkIfokhaovIPLb8PXdbBiWzpqnH+TihZw+qxUSjXuvrqBvB32nI7VyG5tcPq5/vokTHKj1failK+gqkKLKOAO+vB3TW6/7iqiKDF89jx2t/5cZtoO6V2M53VCAcBGusTdjaxO6DNCVVSiS63HaGwpy+CJgOF0weZihuVbiXrugCtgw9/rYGujcW5w+W2EBttbCvq6HHjDdlRF3bfoLVqtuJ9/Hp5/fs/nYsTU1BR+v5+trS0sFgt9fX0PFI4piiKBQKBlQi4QCBxa8H4YiAecGunQoUOHDh06dOjQ4d1ORyzocHRMVm1SYOkVyKyDIwgjH9DEiEKyVQQAyOjH16m08aqsNN220NoRra23jtrvf7+N9bt379aFAoB8Wea+e4zTT/x0+/uN3oH572rWSY6glo+wRz5DuxDZBwk1jkQi3Llzp345FosxNjbG8PBw29uIoojFYmkpmpvNZsNCgCAImHuMu4SPxMbV1rVCAtIr4G9s/25/6h12uhsVRSESiZBIJDCZTPT39z9S785mTIEA/r/1NynduoWSz2MZHsbS1DlbSyTI/OVfIieSIAhYJyZwf/DFhye47KKdANVuHbT9oa+vj5UVvR1JX1/fkQvwXq+Xy5cvUygUMJlM2Gw2CtdjdaFgh/JcCkuvC8G8/+PVajWuXr1KNtsonIXDYaanp3+k3ZuxXLkuFDRzbTV1ZLFAVVVUVW37+kfSrY9bqSls5av0eCXUNh76SpsGW1UFxaD7VlZUVLW97ikKApJZrBdfdzBZJMPbtC3mbhYeWCzYYec97x71tIgFnpAWtKwUqiiFGqLHgrgd5CrXFGbf3KRW0UQXpaawdm8Lm9PcIhQAlItVKsUanmCjgKnICpsLGUbOaEKjKErwkGqDiqLyw/v6zzFFVfnhXLytWCDvCmsGzZpIkWVDsQC0DuhTz/VTylURJaFhH2WGU8/1k1zPUynV8ITs9Q580WHGebEbVVYolkrE3pxruV8jD/pmwbKQqbAVySOZRIL9LsxWCbNV4uQH+ogtZSnmqrj8VsJD7j2DqpsxW41f/J3cguR6vmVfVWoK8dUc/ZPaNJhRcVcQBLpGPMSW9OfRnlEv/VMjdI+dYOV2hHLZTC5lI5ssGU6zbGZaj9ud9dPsIxaAzg6ovv2Kut05r3+NKqWaTigAyCVL9E/56Rr2ktsqYXOZ8fc497UxEgQBQXq051ZRFOnp6aGnzXeNYrHI/Pw86XQah8PB8PAw/l0TfJOTk9y8ebP+2eB2u5mcnNz7geUqJBe08RD/CEidn0AdOnTo0KFDhw4dOhjR+ab8fiS1AhvXtI77rpNah/1RC2+OgHF3v9UNJos2AaC7/q7O7sAYLL7SevtAUwHe3aNZBym7xs+9e/iiBsc1G6RmBBECmsd8tVo1LK4mEol6F2sLuSjc/pOGh3YhATe/Ao//H5pAYkBXVxerq6u6AC+320043MY+yYDFxcWWteXlZQYGBtp20wmCwODgIHNz+gLP4ODgj7Y7W24tbBmthwZdRJeylHKN/cUTtuMNa0W72dlZ1tfX63/b3Nzk7NmzLYUE0LoMjYSS7u7uwz4LJI8H55NPtqyrqkrmz/68EYCsqpRnZ5E8bpxPHX16R60p1FJlRLOI6LFowZ+HFKDGxsYwm811G4ienp66z/BREUURV1MYtmxQiFVrKkqhiuTdP1A5EonohALQRLJUKmX4nj8qqgaFO229tUh6UFRVZXV1leXlZSqVCn6/n2PHjrW8f0GXhXRRf5yYRAGvXSv0eu1mer02NnaJCsd7jUUMi0lkPOziflQv4k71uPcsJAqiQPeIh/Vdgb3do5o3d7UiIwhgMmvnIpPF+JzUbv1BCPQ6Gb/YxeZ8hmpFxtftoO+Yl+LtBJW1XH17rcd8WIc8pKPFulDQTGI9R6DXSXRRvy7XVCzW1q9HlV0hwA+Lck0hZ3DfiVyl7edQcGCI2PKCbs3b1YPZuneQtiAIhtYykklsCUPX3U4SKZaKhjYvgUCAYDBIPB7HbDbT399fP89GlzIsXm9MmKzNbHH8yV6cXisWm8kw1PoghAbdROYzuvfVYjcR6NOOn91CwQ5yk31V17Cbxev6aTZv2M7I6SBOr2U7IFr7XAoPuVFVlcUbafIpEZAp5/KkNguc/EAfzl3ns7Db+PwWarPejCgK+HscbO2afPB12w2zNLLJkk4oqK8nSvRP+uufnz8JyLLM1atX69ZW5XKZdDrNhQsX6tlGoGUvXbx48eDB35kNuPFlbWIVtO+mZ/8WOB+tDWSHDh06dOjQoUOHDj+JdMSC9xvRu3D7fzUK3dE7MPbcw7EjMkIyw8gzcP9bjTVBhNFn9NfzDmjTCEs/1CyLBAEGH9e6v3awumDsBbj/zcaaI6gFFrej+zSkVxv2RZIJjn247pUviiKSJLXYslgslvY/PDdv6sI2AU3AiN1tWCbtwmQycf78eSKRCLlcDpfLRW9v74FH5lVVNfSFrtVq1Gq1+v3ElrNszKWoFGW8XXaGpoMMDg5itVrrxeHu7m66u7tRVZX19XU2NjZQFIWuri6GhoYejYjQdVzLithBqWl2UEuvQOwODF4GVxcms8T0B/qIrWYpZau4AlYCvU4EUaBcLrfY7qiqytLSkmHhWJIkTp8+zezsLJlMBovFwtDQ0AMJNAdFTiQaQkET5ftz+4oFqqIib5VAEJB81pbO2mqsQPFmAnW7yGXyWXGc68Lv99etHHaw2+309hpYZjUhiiLDw8N7TqQ8LCSXGaWoL4IKooDoONhHz26hoHn9RykW9HpsuG0msiX9c5nsPvxUQTQa5f79+/XLW1tbXL9+ncuXL+uOwcujQVaSBZ1gcXHEj3276C4IAj91ppdv3NpkOVnAJAqc6vdyebS9t/lLJ7pRgflYDgGBY90unpvc/7jon/Jjskp1n/fQoBt/t517r0dIRwsgCAR6nYyeCeHvdWC9Z9ZZ24j7FKQfhGCfi2BfQ5iqRvJ1oQC046p0bwtT0I7YplNaFEUCvU7iKzmdxVLPiIfsVondQxve8KPxo7aZRXwOM6mCXhTq8drafg6NnLtAtVImFdHEU1cgxMQl48+fw1ItlVAUGatDK8C7XFo4827BwOfzMT4+zvi4frpOrims3NFPBMpVbapj8vGjTbBZbCZOPN3L+myKYraK02uh75ivLlb5e52szWy13C7Q2xDjNAFAy9aoVWX8PU4Gj/u16YJhD13D+qm1TLzYYpWnKiqbCxnGzumPn5Ggk+Ggg6VEwwYo7LZysvdgk3Ajp0PINaUetOwO2hk5bVzYttqNJ0kOEyj+4yYej7d811EUhY2NDZ1YANq5r1mcbouqanlXlSa7tnIWZr8B537uYWx2hw4dOnTo0KFDhw7vKX7yfkl0OBpLP2gtdC+/CgOXtML+o2DwcXCGtWK6aIbeM8ZhyqPPQN85rXPfGWoJv9Xu65I2LZCcB4tLm4oQ9yi4iyIc/7gmhhRT4O4Fc6PzUpIk+vv7WV5e1t1s707rdt1r2+s74ch2fTHTbDYfuoNbEAR8Pp+uMAxaN51l2yM5uZFn4Vqs/retjTylXJVTz/XXBYJmlpeXdRMHCwsLVCqV/Uf5D0PvOW0CY+2KNk2wtQCubs22KrOuTX9c/AI4Q0hmkZ7R1ve+VCoZdrUaiSg7uFwuLly4gCzLiKL4yKYp2lkNCZa9jyk5W6FwNYpS0sQqyWHCcb4LcdseRJUVircaQgFALVWmvJDGNunn9OnTbG5ukslk6kLBzv7wbsA67qO2VdZtv3Xci2A+mEjWrhB0oALRQ0QUBT55to8/vxkhma8gCgIn+zxcGDq8YNEc8LlDqVQilUoRCDSyBnq8Nv7OEyPcXE9TrsmMh10MBfRFa4/NzM9eHKBUlZFEwTBAtSYr5CsybqsJu0Xik2f7KFW1aQCr6WDvhyAI9Ix6dcdnXSgAUFWS6zkks8jomRDHn9KKublkCbvbQu+EF5uzcUwoskJsJaeFCDtMdI14sB6ywFkzyFMAqCWKeAbcWOwmnT8+QHjIhSiJTF3uIRUtUMxWcHiteMN2YstZlm8l6nYw/l7nQxM6diMIAi9MdfH1a+vUtjvELSaRZ/cQcMxWGyefeYFyIY+qqNge4jEh16rcf/M1EqsrgIorEGTy8gewuVyMjo4yPz9fv67dbm8bTlsu1Aw7/PPp1omjw2B3WRg/bxzK7fBYGDkTYuVOErmqIJlF+qf8uPyNz39B0KZlukfaF/CbJzuq5dbplHbroijw0+f6mY1miaRLBJ1WpnrcWPbI1WjGbJU4/kQv5e19dq/jwumz4O1yNI5DNGGuZ+zRB7A/bGo14+mddusHu9MSZDdb17cW2dN7rUOHDh06dOjQoUOH9ykdseD9RrG1045aBaoFkB7hD8vAaN36Z0+sbu1fE9WKTHQhQz5dxu6x0D3iwTLw2IM9vt1fL94rikI8HiebzeJ0OhkZGcFqtRKNRrVi2B5eugB0n4KVN/ShzaJJm4545//VJhkAfINw8qdbns9hOXbsGNeuXaO8HbBrMpmYmpqqFzJiy61d2MVshWyypPPe3mF1dbVlbWNjg7GxMUwPENpZKpVYWlqqv57Dw8OtFjmCABMvaVMmsbtw93+jE13kKqy9TXXkJaolGZvL3GKJ4nK5MJvNVHd5dRt1mBeLRWZnZ0kmk5jNZgYGBtoWtB4GkteLZXiIypJedLKdPt32NqqqUrydqAsFAHKhRmlmC8c5rQAmZyuoBsW2WqII+JEkib6+Pvr6+h7OE3nISG4Lrid7qa7nUWsKpi47Jt/eNinN9Pb2srGxobPvCgaD9fdclVWUfBXBJtX96R8VXR4bn3tymHSxitUk1Tv7fxR4HWaentjfLsPWRoS5srzFa/NJSlUZt83EC8e7GA+72l7/oNQqsq5AuUNiLcfomRBWu4nRM8bbraoqs29FdbePLWeZfqav4aX/AAhW4+ciWiVEUeD4E70s306QiRex2M30HfPVJwXKssLVVJ65WA5bQuJc1cepYS/+Xie5ZAmrw9ySp6KqKuv37rC5cB9VUQgNjjA4fRrxkAGrIyEnX3h6hNloDlEQmOx2ISo1KpXKngLgTtf/w2TpxlUSq00Bz8kEM6+/wpkPfoTh4WECgQDJZBKLxUI4HEaSJBJrObYiBUxmkfCwG6fXitVuQjSJKDX9OaxdNs1BKeVzxBbnqVWrBPsH8YRbBQNVVfH2WPH19lMrqVgdpj0DsHcTX82xNrNFOV/FHbQxNB3EE7IjiEKL5Y+3S/t8VWQtEyGXLGNzmQgPeTjeo/0zolIsoMjKnkKP2SKS3CiwmSnj9Frx97bmDgiCwMRjXcSWsqRjRSx2Ez2jHkO7qXc7wWDQcHolFDqCXZBk0ZpEqrsaC2yejlDQoUOHDh06dOjQoYMBHbHg/YZvGBK7AgrtPrA+xJBYuQbVPFjcWmf/Ue5KVrjzykbdwz61WSC5lmf6mT6d97WqqMRWsiQ3tBDFrmGPoU+voijcuHGDZLJhjbC+vs7Zs2d1gYyqqqLKqnHQnysM05+C+e9oocvOkFYIX361IRSAlg0x85dw+tNHeg12cDqdXL58mWQyiaqqBAIBXVHfKBARMPQyBuNOPUVRDMMq21Gr1bhy5Uq9uz+bzZJIJLh06RJWq4E3s8mKJhLoX1dVheWZEtHZZVRFxWzTioy+7oboIEkSU1NT3L59u76NO2KP/r5Ubt68SS6nWZJUKhXm5+cxm80HKqor+TxqtYro9T5QiK77Ix8h/+qrVOYXEKwW7GfOYjt5su311api6Olfixfr3aztCuDtCqPvRkSbCeshO1xNJhMXLlxgc3OTQqGAx+MhHA5rHvnRAqU7CZSKgiAKWAbdWI/5dO+ZrKjcXs+wnCzgspk4O+DF5zh8AU0QhCPdvpnu7m7deQjAarXi8/keyv3vsJIs8N17jYmjbKnG/76+wd99egS37WjTZIIgGBZP9wtRBchtlVuEhlpFZnMhw9B0ewuldlj6XVRWc7opFslhwhTSziE2l7mt9c2f3dio28VkSzW+cXsTSRQ40etpG8a8ducWy7euNS7fu0W1XDqSFZDbZubCkJ9iscjtG9fIZDIIgkA4HGZqauqBRNyjkFhZblnLJeOU8jlsThdut1tnCbN8K0FkPl2/HFvJMvVED56gnYEpP8u3GuHNokmsBwwfhmwyzu2Xv41c00Tjjdm7DJ8+T//xxrk2m81y9+5dcrkckiQxMDDA6OgBmhW2ycSLzF+JNu4vUeLe6xHOvjjI6NkwizfidQEk0Oeia9iDqqrMvLGps7OKLmWZfqa/Hrq8Q61SYfaNH7K1sQZoFlKTTzyNzakXDRRZ4e5rEXLJRpHbHbQx9URvyzEmSdokwU/iNEEzNpuNEydOMDs7S7VaRRRFBgYGWuwD8/l8PQDZu99ntSjB4BMw/139+qOy3+zQoUOHDh06dOjQ4SecjljwfmP8RchtQnnb21kyw+RHte6qzDqsX9FGtkNT0D394F1Xa+/AwvegWtQyBiY+pPnVNyNXIbMGZqdWeN+D5FpeF3YLUC5Uia/mdD+Kl24liC42goq3NvJMPNat8ycGLbh4d4EunU4TjUbrXu/l5QyVhQxKRcbkt2I7HkBy7SoQhic1CyRFboQuX/8frU8gcV8TT6SHc6hJktTWcz/Y7ySb0FtxmK0m3AHjTu5QKMTmpn403+PxPJCNTTQabbEBqlarRCKR9p74/mFtv2rqHIynHGwWQ+DR1qqlGvffiXLupcG6BzVAOBzmySefZGtrC5PJhN/vb7EWymazdaGgmUgksqdYoFYqZL/9bcr350BVMYVDuD/8YUxNljB7IVqtuJ9/Hp5//kDXFyQRwSSg1vSFVsFqqhc+RIcZc7eD6majqCoIYB1+iOLeEShk0mTjMaxOF96u7gcSVw6KyWSiv79ft6ZUZIo34vUitaqolJcySB4L5qbi7l/cjDCz2Zi4ubmW5m9dGiTo2j9k9FHT3d1NuVxmZWWFarWK1+tlcnLyoVtlNT//HWRF5X40x/kj2CgBSGbN8z+xpj/eDmLXU8oZh56XCm3C0PdBdJhxPtZNeTGjBWj7rFhHvAiS1qWcTZSoVRQ8IZtOaN7KV3S+8jtcW0lxYttfXlVUVPQiyMbcTMttYssLjJy7iKmNLdlBUFWV27dvk8lk6pej0SgWi4Vjx47Vr1etVkmn09hstoduyyWZTFTLu1cFJIPPsWpZZrPpsxe012tjNoUnaKdnzIvTZ2Urogn5oQHXoSZHdli5daMuFNTXbt+ge2wCk8WCLMvcuHGjPoEnyzJLS0vYbDbd+T+fLtfzDlx+K/2Tvvp2xVdaPz9qZZnUZoHQgAtft518qozFbsK+/d0gHSvohAKASrFGdCnTIo4sXnunLhSAJsTcf+NVTr3wId31khsFnVAAmnCxtZEn2K+958VchchcmlK+hjtgpWfM+1BCxH+cdHd3EwqFKBQKWK3Wlu8kc3NzOuvIYDDI9PS0LgOqkKmwtZFHlASC/S4sQ09o1pabt7QP0d6z2ne4Dh06dOjQoUOHDh06tNARC95vOENw+R9qRWylBsEJMNu1DIDrf9Sw1onNQC6idcwflPSq1km/QzkHt/8E3N0N//7EHNz5WmMcPDgOJ38GTMYF6nLR2Ke2XGisV8uyoQXPxv1Ui1hgVERuXq9u5inda1g11bbKFK5EcT3d3xI8iyA0RABB1KyI5F2FLtGk/e1HQHjITTlfY3MxgyIr2N0Wxs6FEQ38ywHGx8cplUqk01pHqNPp5MSJEw/0mJWKsff0TqHGEJsXjn1IC71WNAueLXUU3PquX6WmkI4WCfa7ULYLiKLDjMViaclfaMYo12Cv9R3yb7xJebYROFuLxcn8xV/g/7mfe6AiuFpTqG4WUEo1TH4bkt9qeHtBErAMeigvpHXr1l3+2fbpEJInQy1WRLCIWAY9mNoIQD9Klm9eZ/XOjfplT7ibEx94HulH0P1cixcNJ2aq0UJdLIhlyy2F8kpN4e2lLT48fbRw1XYUi0VEUTSeqtmFIAgMDw8zODiIoiiPrGtcatPl35xrUCnVyMRLWGwS7qBxqK6iqEQXM6Q2C0hmke5RD56gnZEzISSTSGI9p3XBD7npn9pfhGgnYroDrRNhB0VyW3DsCoGtVmRmXo/Ug2lFSWTsfLj+2VCRjSepKrKCIiss304SX8mhqir+Hicjp4OYLBKKwWSWqiiosgxHEAtKpVJdKGgmGo3WxYLNzU3u3buHLGvnT6Ni6VHoHjvG0o0rAAg1AUEV8I8MYLa1vmflQs3wWCzlG6+PO2Br+34/KIV0qmVNkWuUC3lMFgvpdNrw8ycajdbFglK+yp0fbtSnA0q5Cpl4kdPPDyCZxD0+Q7T/msxSS9h1sZ34ZbDebPG0QyYepVIqYrE19v9CxvhztJCuEOzXnsftH6zXcyGyiSKpaJHpD/S1fl/ZRWw5y/psikqphidkZ3g6iM31iHKrDoEkSS2BxqA1A+zOmEokEmxubtbf3/hqlvmr8fobtjab4vgTPbi6T0J3+2m/Dh06dOjQoUOHDh06aHTEgvcjkhm6dhWFl36o9+AHbUpg6Cmw7PKfb0f0buuaqmjhtUNPaNkIt/8Eak0/gBNzsPIajD5reJeeoI11o/VQo/BQLcuGxYpKqTV0cL/A1OpGvuVvSklGTpYwhfYoYoki9J3Xsgya6Tt/JCumSqVCNBpFlmVCoRBOZ3t/akEQGDwZoG/Sh1xVMNukPYvcVquVCxcukM/nURQFl8v1wJ3hgUCAhYWFlvVgcB8bkf6L2vRKZg1sPqRZAdZahRxRUcm/GaG2Xegz+a3YT4cR97Dh8Xg8OBwOCgV9t/BeAgNA+f5sy5qcSCKnUph25SIohQLlmRmUcgXL6AjmLs0zW6nIFN7aRM5rBaIyaSyDbuzHjacTrONeRLtJ2+9EsPS5dJ3xoIkK1hEv1pH97SVKpRLr6+tUKhX8fj9dXV2PpNu/kEnrhAKATGyTzfn79E0eb3Orh4fQxnu8eT1dNBayUsUH61yvVmSUmoLFbmr7WhaLRV03eDAY5MSJE5ibisaVUo2VO0nS0SJmq0TvhJfQgPuRBm8DnOzzcG0ljdJUALWZJSa6tHNebDnLYtOUhstvY/Jyt26iB2DhWozEauMY3YoUmLrcjTfsYORMiJE22QTtsLnM9E36WZ9piLOugI2uYeOphFS0QGQ+TaUo4w3b6Z/0HaiDen02VRcKQLN2WbgWwxu2I5lEwi4rHruZzK79YiLsYuXulm5iLbmeQ1VUjl3qJjAwSGxxXncbT6jLsKD+ILTbF3aEgEqlwt27d3V2cYlEgtXV1fbTXA9I39QJ1JpK+q1lxJyAw+vBpwwi5yotU3Z2jxmTRaJW0X/eNosD5XKZra0tLBYLfr//SOcklz9Asqg/t0smc933v919N6/HlrMtOQqVYo2tSJ7QgJtgv6tlWkYyi/i6t7MJFIVkMkkul8PtduP3+3H7jd93p79VOJRMppbpCEEQEUX9/uz0GouODq/2HkQXMy0B0oV0mXSsqLPw281WJM/CtYY1WTpa4F6uyukXBg5kIfbjJJVKtV3v6+urC3zNk4tKTWHlzhYnnur9EW1lhw4dOnTo0KFDhw4/2XTEgvcih8kMKKZa1xQZytmDiwVim8KNuL2bZdb0QsEOibm2YoE7aKNr2EN0qVGwCQ648HU1tsnuMmOxm6jsmkLwGhT3d8JRt7YaBSqPx0PXdrGXNs3ne/ekbzP2gubJH7mpXe45pYkthySbzXL16tV6tsDCwgJTU1N1u6R2SCbxgYIc9xIgAFRZobqRR85XkdwWzN3OepaDx+NhdHSUxcXFus/+wMAAgYNY91hdEJ4CIDxcJLGe1/3At7nMWKKFulAA2qRH6W4Sx9n29lWCIHDq1Cnu3btHOp2ue1bvtrJpuV2bbuDd67VkkvT//J8oRW06pvDGG7iefQb72bNUlrN1oWCHykoWy4Cr1cpqe1st/S4s/Ue3Ecnn81y5cqUeAL2xscHW1hbHjz/84n02HjNcz8SjPxKxwBSyI9pNKE3HvCCAZaDxOvZ47YiCoCuSAwz4Dta5rsgKizcSJNa0ArHDa2XsXNgwnPXOnTu6bvBEIsHc3Fz9td/xMy+ktX25VpGZvxJDlMSW6aeDki5WubWeplxTmAi7GAwYn6e73DY+ea6PV+cSJPNler12njkWwmaWqFZklm7GdWJrbqtEZC7NQJPAVS5UdULB9pNiYy7d0mH9IAxM+Qn2OckkSlgdJrzbAbK7ycSLzLyxWT8/lHIV8qkyJ57u3bfwnIkVW9bkqkI+XcYTtCOKAn/tTC9/dmODrUIVQYDJbjeXRgPc+OZKy223NgvUKjIjZy9QLZVIRTQ52xUIMvH4k4d5GQDtfJ9KpbDZbIRCIeLxuO7vO13T6XTaMFcmmUzuKRaUazKLca3IPhpyYtnjM0IQBIKmXtzN56WiQvFmHOdl/WsuSSLDp4LMX43V9yOrw0z/cU1g3djY4N69e/VufY/Hw5kzZ3RC2oMwdOosmXiMWqXxuTBy9gKSSbs/r9drKBY3WxDtFjYa69rr6ut2MDQdZH02Ra0iY3dbGD4dxGSWUBSFmzdvkkg0chiCwSCnTp2ia8SjE5dcAZuhJVfP+KQu7wIgNDSMaZfdjr/HgTtoI5toziyw49+ZijFoiNDWjScyd4ittE5ilgtVsoninsdzrVpFVWTM1h/fZJvdbnz+3lmvlGRq5dbXpd2URocOHTp06NChQ4cOHVrpiAXvNdavwPzLTZkBL7VOERjhG9K8XJuxOMBh0CFeLWmPk4uAs0vrnrc4oOc0rL5Zt5YBNHuhnce3tCmKWZoKEnINlKpmjYRWtBg5E6JrxEM+VcbhseB0S7DxDmwtgc2L0H+B0bNh7r+9We+ys7stDJxotcIQRZEzZ84Qi8XIZrO4XC7C4XC9a9Pc66S6y3dYtEqY/Dao5KG4BY4QmA1+LIsijHxA+/cQWFhY0IUQq6rK3NwcXV1dD81uYj/UmkL+7U1dEG91PY/jQle9qDcyMkJvby+5XA6n04ntEJ21nqCdyUvdrN9PUS7U8Ibs9B3zUn51o+W6tVhBK0oJUMxWEUTqvtE7OJ1OLly4UA9IPMjrZT99mtzL39OtWUZHkXZNoxRef70uFOyQf/U1rMePI2eNu9nlTGtH7sNmx/u+mY2NDQYHB/cVhB4UW5sJnd0Bne3YKSruZ5XRjFKWqW7mQVExdzk0f/r7KWpbJUS7GeuoB8nT6MR1WU08Mxni5aZw3y6PlQvDB/Pp37ifJt5UVCuky9x/e5PTzw/oiqXlcrlu5dVMLBariwX5VLkuFOius5Q5lFiwmSnxx2+vUtnujr66nOKp8SCXx4wnekZDTkZDrY+T3yobBqNn4vr9u21Rsmi8vhu5qiDXjKed7G4Ldvfex8bmYkYnJIImauRTZVxtOrp3sNhNFA2OS4ut8fWny2Pj80+NkMhXsJklXFbtb3tZl5ktVk4+8wLlQh5VUdseE6B1rVdKMg6P2dAWbn5+nqWlpfplp9NJT08PyWQSURTp7+9ncHBQ2+42mTJ7WV9F0iW+emWNUlV7v+wWiU+d76fb0/61q0VbcxzkbBW1WEPYlTkQ7HfhDtpIR4tIJq0DX5REKpUKMzMzutcxk8mwsrLC2NiY4eOqqkoxk0aUTIavqcPr4/xHP0F8ZQm5WiXQP4jD05i62vmMv3//PslkEqvVytDQkC7rx9ftMLQu9HY1CtE9Y166RjzINQWTWazvt/F4XCcUgCYOJhIJhk+FCA24yW2VsDnNeMPG4lf/iWkQBaILcyiyTGhwmMHpMy3XEyWRqSd62drIU0hXcHgt+Hud9e5/b9hOcr11Is8T3FsQ3T1Eut+6XKsx/84bxJeXUFUFb1cPE5eexOo4uFBYSyZRsllMPT2IB7Bpa0cgEMDj8ejEWYvFUheDLDbJcNLFSOTt0KFDhw4dOnTo0KGDMR2x4L1EZh3u/UXjcjkHt78Grm5w7NPpPfacdvvidse9aILJj7UG88pVuPoHkNspwN2FyA24+AUtD+H0p7WA43wM3H0w/kJDJHB1QWAUkk22NYIAA49phaDF72tiQ60Cnl6Y+intNmg/9Bwei3a9G3+sZS7sELmO98LnOffSEJm4Vqxo57sNWjGhu7vb0JbG1O3AVvZTWUyjVBRMPiu2KT/C8vdh+TVNCJFMMPYiDFzc+zU9ItlsazGjWq1SKpX2LP4m1/PEVrKoikqgz0l4yH1o24dqJK8TCgBqWyVq8SLmpukOq9V6IJ/2vfB22XGZRc3qwmNFtJuoSALq7mKmJFIqVJl7O0phe9tcARsTF7t0BUDggbpXbadPA1C8fgO1XMY6MY7jydZO4Vo02rKmVqvIqRSSy0It3trJLO1TDH0Y7O6kbV4/qFhQq8qgsq+9iyfcjberh3Q0Ul8zWaz0TEzueTulLFO6m6AWK4IkYul3YZ3w7Ssa1NJlCu9EUbeL4+X7KeynQ9hP7W19c2HIz1jIyXKygMtqYiToPLDNRtLAkqyUq1LIVHT2IKKoFRJ3F5abBSqjgjyA3GZ9P16bT9SFgh3eWEhydtCH1SSytrbG+vo6siwTDocZHR01FMwsduOvAFaHft3ptRgW4Lzh/YqSKku3EsRXsijy3tMZe7FfJ/he9I57yTRlXKiqisNTIZ+KYLL01MOIBUEgtCv4OjToZnNeLwR5whZktYakau+71dH+2FIVlYXrceKrOS003SIxdi6ss4jJ5/M6oWBnrbu72zBDxuPx4PP5dHYsoigS7O7l5ZkYq1sFvHYzl0YCdHtsqKrKt+5u1oUCgGJF5rv3ovzNS0Ntt10wibCrQ1sQgDYZOBabqaWLPpPJGE5BNE/2NVPIpJl59QcUMtpz83X3cuyJpzFb9O+L2WqjZ3ySWCzG8voGlniC3t7eene53W7n9Pb53Ahft4OecS+bCxlURUWURAZPBlpEZ1EUEHedC43yJHbWw+EwLr8Vl9+qnQ/aHN6CIDBwfJqB49Ntt7F5G4L9LoIGg3HBARepaIGt7XOVIAoMHA/smz0Q7HeS3iUGmaySzt6xmeUbV4ktNb63paMRZt/4Iaee3z/TSq3VyP7VX1Ge0yy7BLMZ1wsvYJtq/1lRq9VYWFggGo0iiiK9vb0MDQ3VLdvOnj3L+vo66XQah8NBf39//fuHKIkMngjobJZESdRNSrWgyBC5DluLYHVD34X9vzN36NChQ4cOHTp06PAepiMWvJeI3m5d28kMGN7HHsHmhcf/vhZ0XCtBYMx4EiB2t0ko2Ka4pU0lDFzUbhcw7hgEYPqvw/KrkJzTJgoGLmkCwvpVWHylcb3MBtz4Iy2MudneKLOuFwpAm3RYfQtp8sP4e47WQS0IAtZhD5ZBNyiqVjBJzuu3Ta7B7F9p0xiu9nY4R8XpdLYECJtMpj2L8tGlDIvXG/YVmXiRcrHG4F4/lPdAbhPaKGcrOrFgB7WqUFnJUkuXkRwmLEMexDYFSd3tFJXi9RjVJssQS68Tc5+Tyoq+c9Iy6GLherwuFADkkiWWbyWZuNjVct/lcpnFxcW6xcfQ0BB+f2t3uSAI2M+cwX6mtcOzGSkUQs7ohRzBJCF5vUg+E9WIFm7c/DyaxQI5X0XJV5E8FkTbAV4bVQWFuvVTOzweT0uHuyAIhiGRu6lVZRauxdmKaAUkX7ed0bNhzG1EA0EQOP70c0QX5kjHNrG53PROTO5ZOAUo3ohT29ruWq8plJcyCCYB65hvz9uVZ7fqQgFommFpZgtT2LGv0OBzWPA5HlysEdu83rvXzWYz3d3dRCIR3Xqz7ZXLb8VsNVEt6+1BDmtBFM+1dsrXFJV0sUolHeP+/cY5cmVlhXK5zPR0a2HS4dE6lbeahBFREukZ1+djiJLI2Lkw99+J1r3enT4rfZO+PbczMp/W2bIU0mVm39zkzAsDDzRV4ut26qxYQPOQP0horidk58RTvWwuZCjnCyTWrlArFcjGNK/7ySeext9rbFE2cNyPKqvEV7MoikrFnCJSyLLxwxlcLhdTU1N4PB7D2wJEl7K66ZRaReb+O1HOvTRYz4RoV3w2mlYB7dg7ffo0KysrJJNJbDYbff39/O+7aWJZbXolmimzEMvzc5eH8NjMRA0sWNZTJWqygmm7+L+RLrIY10S1yR4XlkE3xbtJ3W1M3Y4982J2084yxmj6TFVV7r/xal0oAEhtbrB0/SoTj11uuf7s7Cxra2v1y2tra5w/f75tLpFSKqHWZCSXE0EQGDoZpGfMSylfxeGxtGR0tKOd8LqzrqoqG/dTROYz1KoKvm47I6dCbYW5oyCKAsce6yafLlPO13AFrC2CuRHBfhflQo3IfBq5quDwWBg9GzacegGILS+2rGVim1SKBSz2vacLitdv1IUC0IT13Le/hWVoELHN/jEzM8Pm5mb98sLCAqqqMjo6Cmjfg4aG2gtd4SE3Do+F5EYeURIIDbiwOvYQUG7/ifY9eYeNa3DhC+DcJ3upQ4cOHTp06NChQ4f3KB2x4L2E2ObtbLfecj0JQse0StzaO7BxBRRFsxEafkr7e9G4I5Bi0nh9NyaLNsUw9px+fbcFEkApA+kV8I80PU67x29al7cLcrunIh4AQRRgp5gVv298pcTsIxULRkdHyWQyyHKju3NkZASTqf3z2rjfWmDaXMjQd8yH1KYQsBftOuIlg85gVVHJv9OwLKoB1UgB5+UeRJsJVVHYXJgjubaCZLbQOzGJJ6wV92vRgk4oAKhs5HGc70K0SFQ28giAuc+F0Oske6d1P9iK5Ou5CTsoisL169fJ5TTBoVAosLW1xfnz5/F69w8MNsL5+ONUV9dQm4Qcx+OPI24XwFxP9FBZz6OUapj8Nkzb3deqqlK6k6SyHZwpCGAZ9WIb97V9rMp6jvJcGqVUQ/JasE0FMLUJvRwaGiKRSOgmDEZHR3WFuVqtZhiou3QzoSsYpyIFFoU4xx5rHwotmUz0Hpui99hU2+s0oxRrDaGg+Tlu5PcVC+R0a3FcKcmoFRnhAMWxw9A17GEhpRdG3UF7S/cxwOTkJGazud4J29fXV7eNAa3YfuxSF/NXY5RyVQRRIDzkpnukfaFZUVQWE3kKFZnhoAO3rVHs6vHYWgJ5LSYRn8PMldtru++KWCxGpVIxtLAZv9BFdClDJlbEbDPRPeIx7Pz3dTs4/9IQmUQRk0XC5bfuO7FkNJ1RLlTJpcoHKvTv0D3qoZAu10Nndzr0JfPBzmkuvw2X38b8lTeRpMbxIdeqzL7xKo994lOIBpMXkiQycibE0KkgG+vrzMw2zq+5XI6bN29y+fLltjZnW5utz1+pKWTipbpQ5Ghj5dJuHbRi6ejoaL14uhjP14WCHWqKyrWVFC9MdeG0SuR3TQm4bSak7c+4V+cSvDbfsNZ5fSHBZx4bwH4iQGU1i1pTMXc7sI55kRWVYlXGYZb2ndJxOp2Ew2FisaYub1E0LPRWigVyW4mW9eTaCuwSC4rFIuvr6/rnW6uxvLzMyZMndetqtUr2O9+hPDurWZj19uD+0IeQvF4sNtOBiuvNdHV1sba2ppv8c7vddZuj6GKW1buNz6dUpMBMcZPpZ/oeSdg8aEHI7cKQjRAEgf5JP73jXuSaiski7rltxqHbAsIBMrEqy0sta2pNprq2hnViouVv1WqVqMH03sbGRn1/N0JVFDLxGKqi4Al34fRZcfoO8JpkN/VCAWjTrSuvw/Gf2v/2HTp06NChQ4cOHTq8B+mIBe8luk/DyhvtMwMOysrrMPedxuXFH0AlB1MfA++A8W28g8brB0Vo86Nz97p3QKuy7vaS9g1q4cmzfwXRO9rfu47DsY8Y5ws0o6raxEJqGew+CE3qpxnMbaw2TDbIx2Hph1BIgKdfm+Cw7t/JfRC8Xi+XLl0iEolQq9UIh8P4fL49b7O7cxm04pRcVQ4lFph7nFTXc7qQYXPYjsnAE7kWL7ZYFikVmcpaDtu4j/krb7E5P1v/W2J1mRMfeA5/b7/u/puR02Vs4z5dMVmWFURJaLF2MZlb/dBTqVRdKNhBVVXW19cPJBaotRrl+XnkrRTmvl7MAwOYwmH8n/3blO/eRSmVsY6NYm4KzxTMEtbh1iJwLVasCwXadkB5Po05bNd57devnyxRvNUonsnpCoUrUdxP9yMYFEktFguPPfYY8XiccrlMIBCod9lms1lmZmbIZDKYzWaGhoYYHBzU7HMUleR6a1FzK1JArikPFJa9J+383w/gxCO6zC37lmgREcwSqqJSnk9TXdeCiM09TmwTPm0qyHAz1AMV7UKDLhRZZXMxTa2i4Ot2MHjSeEJHkiQmJiaYMCh+7eDy2zj9/ADlQg2TWdzT6qlQqfGVt1frEwSiIPDSyS6m+7R99snxIKtbBQpN9jzPHAthNUk6cbH5ORutg9ad3DPqpWd0/+NBMosPNL3Vbnqg3dRGO0RRYPxCFwPH/VRKMk6vpW0X9F6kdk1/ANQqZfKpLdzB9pZWoigQMwj1LpfLpFIpgkHjDuR23eqmpuPX4/G0BBpbLBYGBhqftfHlRSJzsyiyTGBgkL7J44hNn1H5inGgbb4iI4oCj48G+c5dfQH28mgQQRDIlqq8vqAv0mdLNd5e2uLF491YBhqfZzdW07wyF6dYkfHYzbwwFWYsvHdOycmTJ1lfXyeZTNafl1H3v2gyIQgi6i7jfJOBlVyxWDTMkzCyYsu/8QblezP1y9WNCJm/+Et8f+MzhyreS5LEuXPn2NzcJJfL4XK56O7urgtG8dVW+8BCutxiX/ZuQJRE3VeddnSNTrB654ZuLdA/cKCgY7GN6NVuXVEUw/e23fkLoJTPcef736GY1aZ0zDY7J55+DlcguP33KvHVHHJVwd/jwBNq+v5ykAaUw1JKa98RnWGwtReGO3To0KFDhw4dOnR4t9ERC95LOINw+jOw8PJ2ZkAvjL2gBR0/CKtvta5FbsD4i+Af1YKMI00/HMOTWoH9KPSe0fxim3EEwLNLnLD7YPRZLcR5B08f9F+E+9+EyM3G+ua2LdPJn977see+BStvNi67uuDcZxsiQ89pWH1D6zbbweLUxIF3vtRYz0Y0y6JLfw+kg3vl74Xdbt+zm2433rCDrYi+8OvwWDDvso5QVZXoYraebRDsd9E77m0p7gmSgONiN7VYATlbRfJaNKFABaVUQ7BI9ds0W+/oHqtYo1IqEl2Y2/0XVu/ewt/bj+gwPhVJztbXUZJEQoNunb0JaN3Hu9kd+LvfejNKpUL6q/9Ll1FgPT6F+6WXkFwuHI89BkAtVaZwI45alTGF7FgG3IZF0lqiNctAWy8ZigVVg65stapQjRWw9Bkf05IktWRxyLLM9evX65ZW1WqVubk5bDYbXV1dIGhF3R1P9x0EYduj/CEhOsyY/FZqW3phyHwAKx7bhI/C1ZhuG63jPgRJoDS7RblpX6isZKGmtOQZZJMlVm4nyW2VtAD04/49C9+CINA96jHcrw6LIAjYDPbp3by+kNRZDSmqynfvxRgPu7CZJQJOC59/aoR7kSzlmsJY2Fn32w+Hwzp7FtA6nw8TPH5UwkNuckn9NInTZz102KjVYd7bTmTf2zso5Xbb/ghYtu1QVEUlHStSyFRweCy6gNq9MnCqpRKpaASz1Ya3q7t+3a4RtzZd0VT8dHituION90IQBKanp9nc3GRrawu73U5fX1/dbm5zYY65t16rXz+3laCczzF+sdFtPxx0IgoCyq4i62hQ27/PDfrw2s3c2cggACd6PYxsB17HsmVDHW9zl3XRWqrIN+80rGEyxSp/en2DLzw9gsdmZmYzy43VNLKqMtXt5syAF0EQEEWRgYGBuvhRKdWIrWQxmUW8XY76dILZYiU0NKzzxgcMc1BcLheiKLbkIRhZQpVnZ1vWatEoSjqNZCC+K7JCYi1PNlnC5jITHnK32LGZTCadzVgze2Ri15Gr2nYfdDLmx83gyVOASmRuFlVRCA4MMXL2woFuaz97lvL9+yA33itzbw+m3l7D61ut1pZMDtAmOtqxePXtulAAUC0Vuf/W65z90MfIpyrcfW2jbp+2uZBm4HiAvmM+7cqePq0pZXe6s+8IDTCqCvPf1RpvVFX7IB16Akafe7gfqh06dOjQoUOHDh06PCI6YsF7jcCo9q8duRjMfVuz97H7tcJ76Jj+OrVWqxAUWQs3Nlnh+Meh7zzkIuDsanT7H4Wuk1AtankGlbyWe3DsQ2A05j78FISPa+KCzasJGGBsZRS9C1Mfb29JlIvphQKAXBTW3oaRp7XLdp8mHiz+QOsS8/TCyDNaIF5tlz1KcQviM9C9f3Dho2BoOkAxV6W0XWg020yMng23FLo25tKs3mlYR63eTVItywyfau2QFUQBc7cT83YNurKSpTSXQq0qiDYTtuN+zGEHJr9xMVIK2KgUiy0dowCV7U5QS6+L6koWudAQHCS3BVPYuPtwaDqIxSaRWMsjCBBqY+ni9/sNi0rtOoGbKd++3RJmXL57D/upU5i3Cx21ZInCO5v1AlEtUULJVAyDd0Wr8T4otPUAP1z47W62trZasi8AIpEIXV1dCIJAeNDN5oLewirY7zpU9/Ze2E+HKN1JaiHQkoCl34111Issy1SrVaxWY2sbU9CO84lequs5UFRMPc66HVN1Pddy/Wokj+14oD5dUC3LzLwRqRfpitkKs29FmX6m713X7QuwutUqLFVqCrFsmcGAdkzYzBJnB30t1xsdHaVUKpFIaN3iLpeLEydO7NtFrSgKyWSSbDaLw+EgHA63sR85OKEBF0pNJTKfplqR8XU5GJoOPDI7lv3omzpBOrpJ87EVHh7B6nCiKiozb27qgl+9XQ4mL3UjiAK9vb0kk3q7PYfDQSWV5K1vv4Gq7GQ5BDj57AuYrTY8QTuTj3ezcT9NpVTDG7LTP+Vvef47Ia69BgXU9Zk7LWvRhXmGTp+rB/+6rCY+eKKL796LUt2euDre42a6r3FOHA05GQ21imNBp9VwWG932PNMpLVjXlZU7kdzmEVRJySsbRVJF6s8O6m36Utu5Jl7J1oX/awOM8ef6sW67ec/fvEyVoeT+MoSomSiZ2yC7vFd30/QJi/GxsZ02Rx2u93Q3kho99lvYOenqiqzb26SbrLEiy1lOfmBvhbBvR3BfheFtF5osbstODwWalWZxeuJuj2Xv8fB6JnQvoHyB6ValkltFkCAQI/zoYkRgigydOosQ6fOPvBtzd3d+D71KYpXriBnc1iGBrFfuLDnOeDEiRPcvn2bdDqtBY+HQoyPj7e9fiqy0bJWSG9RLRVZm8nUhYId1me36Bp2a6+7zQNjz2vfi3dwd8PA4w/8XBsbtAzLDYEPVYWlV7Xvtb72WQsdOnTo0KFDhw4dOrxb6IgF7ydqFbj2/9OK8aAVxW9+BS58Tuuu2iE02Vp49/Q1JhQEAbz92r+HhSDAwGPav51OrL1wBLR/OygKYHCb3feTmNPyGOSyJji0m8HP7vrx6e6B05/Wr1VaO7/3XP8RYHWYOf1cP9lkCVVVcQfthr7Sm/OtoZqx5QwDJ/x72hXVtkq60EulVKN4PY70dB+S24J11Eu5qehs7rJj7nFiwo7ZZqda0hdBvd1acUwwizgu9VBdyyHnKkgeK5Z+V9tQX1EU6Dvmp+9Ya1BxMxaLhZMnT3Lv3j2q1SqCINDT02NYlNtNdbPVNxmgtrlZFwvKi+mWIls1ksc67msJdjb3O6msZFGarGNEhwlzt7EgYu51UdllDySYRMzhNrZYD0hzsWbwhB9BgPhqDlXVJk3aWe4chGpZJp8qY3WYsDflXohWE45zXaiyAoKAIAosLy+ztLRErVbDbrczOTlJIND62JLTjGTwfu+eiIDtwmfTG5PcyNeFguYrxVdzP3KxQFVVsokSqWgBi81EsN/VUoj02s3Es63WXB7b/l31ZrOZM2fOUCqVkGUZh8Oxb3FeVVVu376t85b3er2cPXu2rR//QXgU0xlHwd/Tx4lnXmTj/gyqXMXf20/PhFaM3ooUdEIBQDpaYCtSINDnpKuri1qtxtLSEpVKBb/fz+jwMLe//Zd1oQAgn0qydvd2vfPa1+XAZxAGf1CqpVbxXlUV5Eq1LhYAnOr3MtHlIpIu4bWb8Tu1465SqbC+vk6xWMTn89Hd3a0TgbwOM+cGfVxZTtXXHBaJSyP6Y61dPoEkCLy52JpZdH01xRNjQSzbgp0iKyxej+uO13KhytrdLcbOa6KCKEkHLkoPDg4SCARIJpOYzWbC4bDhvmqbnib/yiu6NcvICJKBFVImXtIJBTvbGF3K0D+592fNDj2jHmplmc0lrUjtDtoZPRtCEASWbiZINombWxt5BEFg4mIXsqwQX8mRT5VxeCyEB90PVOxPx4rMvrmJst3Bv2JJMvVEzwOd32RZrk+DPEzMvb31z8yDYLPZuHDhAqVSCVEUDbNWmrHY7ZTyetFYlExIZgvFrEHejaxqdnA7Is3QZa1pprkB5SivQXL3FOU2ibmOWNChQ4cOHTp06NDhJ4KOWPB+IjHbWshWVdi4phcLJj4I5azWHQXgDMGJv/bot0+uah6vVo+WtfAgiCL0nIL1q/r1rhONqYLoHbj1vxp/S62Ab9j4/hz7d54TGION68brR0DOVqis50DW/NdNDxAECtokgM6TdxeqqlKrtvr/KrKKIqvsVRusRgyscRSVarSAdciDbcKHudeJnC4jOc2IHguCICAgMfHYZWZeewW5plkAOTw+hqZP1+9HtEhYD+Cb/qCEw2ECgQC5XA6r1XpgOxZTMIBRkoLUNJWglo384UEp11rEAtFqwnmpm/JSBiVf1QSRYQ9CkzhTS5WoLGdRKwqmsB3b8QCVhTRKWUZyW7Ad9yNs+6CrioqSrYBJNLRr2sHv92O1WimX9c+mp6ensW2SyNB0kKHpA+z3+7C5mGH5VqJeFAz2uxg9F9YVG3eeczweZ26uUVgpFovcvHmTJ554Yt8C0Q7mLqd2vDRhCtnrrxNg6IENxkLDbiqVCktLS6TT6Xr3stt9+FyS1TtbbMyl6pc37qc58XSvzp7o8ZEAS/E8tabtm+7z4H0AC54HsR1KJpM6oQAgnU6zublJX1Mex08yqqqyPpMislBCrg7gCtjw9YTq3v/5Nrkp+VSZQJ/Wkd/X16d7PVKbkfr5rJl0tDUb4SDbZyTq+Pv6iS3O69bsHi9WZ+uUgM0s1e2FQMtUePvtt+vHfiQSIR6Pc+rUKd1jPTcZZiToZDGRx2k1cbLXg3PXJNTJXg9Xl1M6qyOLSWSy2833Z1vzHKqySkVW6mJBMVelVmk9X2ba2LMdBKfTidPgdWjGfv4cqArF6zdQq1WsE+M4n37a8LrFXGthGaCYbX2PK5UK5XIZh8OhEykEUWDwZID+KR+q0rAaUtpmw+SpVWVmXt8k1xQAH1vWJhp2MmMqxRrJbXHB3+vQBTOrqsrSzXhdKACoVWSWbyU58dT+Rfpyucy9e/dIJpP1gPaxsbGHLho8KAc9h/Ufn2bu7dd1a70TU0gmE06flUpRb5EomUVsrl3n0t0NKEfB0ubz4SHlWXXo0KFDhw4dOnTo8KjpiAXvJ+Q2Pu3KLq95ixPOfxYKSc1+yBl69D6ra+9oHq+1smZ1NPaclkPQsq3bP4aNfsSOf1D7b+QmoGpWQBMfavx9+dXW26SXwT8MW0uNNatbm3DYj/BxzY5p/cr2NknaOLuzfVDmflTjRYpXo/Wm6MpaDtuUH+vQw/VN9/c4dR2OAK6ArcWbueW2bbpLm9clp9mweO3v7efix3+GdHQTk8WMJ9SFcIRiRC1ZojyfRilUkXxWrOO+tkVzSZIOFGjcjO3UKUp37iI3eSdbRkYwNwWPSgEbck5/XAlmEcltXOgWHWbsJ4wL8i2WRlslzN0OXM/0g6yCJNQLfLV0meL1eD0nwhSy4zgdMgz1lSSJs2fPMjs7y9bWFlarleHhYcLhcMt1j0q5UGXpZkLX1Z9Yy+EO2ugyCH2ORlunN2RZJpFI1Kc/arUa8/PzRCIRBEGzgxkdHa0X6GyTflRZoRYtoKpgCtiw75qKCPQ4Wb2TbAnFDvbvneeiKApXr14ln9eKfNlslkQiwcWLF/ctUhpRLtbYmNfbPVXLNTbm0oyeaZw3erw2/tbjQ1xfTVGoyIyGnJzsfXTd+dlsq8XMXuuPAkVWqFYULFap7XnmKMRXcqzNNEJLc8kSs29ucuaFAQRRwOY2Pne0WwctA8F4/eD7RrZU5Tv3YizE8jgsEheG/VwY8tWP9ZHT5ylmMuSS8fp9H3v8KRQVVhJ5ZFVlKODAbDARtrq62iISxuNxMpmM7nwoCAIjIadOaNhN2G3lr53t5YdzCRK5Cr1eG89OhrFbJIaDTu5H9Z8nIbcVZ9PnicVmMsxGOUoGxUEQBAHHxYs4Lhp8n9iFy2dcnHb5G935qqoyNzfH2toaiqJgNpuZnJyse+rLskKlWMNiN+kmAwS0r1FG8uRWJK8TCkCzSouv5uge8ZCKFrj/1mb9/LVyV2Ty8W48Qa0poFqWKeVav9/tvs923Lp1i3Q6vb39MisrK5hMJkZGRg50+x8bxS3YWqLb68b0xNNsLi6gKgqhwWG6RjXbooEpP9lkiVqTsD94IlAXYR4J3dMNS80drK4fmz1lhw4dOnTo0KFDhw4PSkcseD8ROgaz32gVB8IntP8qshZcvDOK3XceXAadVqqqTR2UM9pIte2I3eDZTZj5y8blWhlm/koLEHb3NNZmvwHR24CgTRFMvKQPEjZZYOpjcOwj2uXdhehyq7c5qqrdTz6mCQZ2H/Se1QST/RAEmPqoNsJeSGrbepDb7UF5LtVia1OeT2Ppd7e15DkMQ9MBKqVaPXzU7rYwdm7/4rG5z0VlJavbRsEstrXS2Y3JYiE4YBwcqCgKW1tbZLNZnE4nwWCwbWejnK1QuNLwvlY2C8ipMq6n+gwL5odBtNnw/Y3PUL57l9rWFubePqwT47qOXOuoFzlVRs5oHamCJGA/GdRNCxyUylKm1dJos4B1vKYTQVRFpXgjrguUrsWLlOfT2HZZZVSKNXKpMjanmXPnzqEoijbp8YjEv0y8ZJjwmY4VDcWCdu9v8/rs7CyRSKNTe2VlBVVVOXZMs48RzCKOM2HN3kkF0cBb3GI3MfFYN0s3E5TzVcxWEwPH/bj3mdpJJBJ1oWAHWZZZX1+vP/6DUMxUDF+f3R7noBVnn5sIoarsK+IdFZeBJQtwKEFkh1KuyvKdBNlECavdRN8xf71DfzeRhTTrMylqFRmrw8zwqSC+A55TDkp8tfX8Xy5UySZLeEJ2An1OoosZ3YSB02cl0OekWJEpVGr4HRbdhIzd7SE0NEJ8ebG+JogifVMnD7RNqqryJ1fXiW1bTuXKNb43E8NqEjnVr32umm02Tr/4YQrpFHKtijsQIlWs8T9+uEimqBWI7RaJnz7XR69XP1FWKOhtlXbI5/OG4qmqqry5uMX11RTlmsJ42MVz24IAwFjYxVi4dV95bipMqlCph3K7rCY+crJbd54xWyW6RzxEmsQyQRQaQbOHRFVVKkXNUuaoBWCX30rXsIfoUqZpzUZ4qNERHo1GWVlZqV+uVqvcuXMHr9dLOlJm5U4SuapgskgMngjUbyuIAqEBt+6+QRMsy4XWiQvQBANVVVm+ldAJnUpNYeV2kulnNCtIk0XCZJFaJjcOEqZeLBbrQkEzkUjk3S0WrLyh5Qxsn0+Dnl6CT/wtMOvP6Xa3hTPPD5DcyFOrKPh7HDprvEeCxQEX/o6WU5Db1L4bDj0B5odjIdihQ4cfHSMjIywtaQ1lCwsLhufFL3zhC3zpS18C4L/+1//KF77whT3v81vf+hb/8T/+R9544w02NzcpbdsNDg8Ps7i4+DA3/z1D8/eJdtPCHd4/fPGLX+Q3f/M3AfiN3/gNvvjFL7Zc57vf/S4vvPACAM899xzf/e53f4Rb2KHDe4OOWPB+wuKEU39dK8yX0lpxfegpCE1oP7hufRXis43rb1yFC5/Xj2bXKnDjy5qFD2gF8/EPwuClw29X7G779R2xYOYv9TkK61eB7WL9btp1qwfGNDGkGZsXHCFwdR2+68vuB7tfK75v5LE6TIY+weVymWQyicViqQfv7kbJt3YHqlUFtSIjbNvaKIpCPp/HYrFgtR7Ob91iM3HiqV5KuSqKouLYtgvaD8ltwX42THkurVnpeK3YJn06y5fDoCgKt27dIh6P19f8fj9nzpwxfJ0q67mWDlWlLFONFbH0Hq7AqSgqS8kCuVKNoYADr8OMaLViP9veP1u0SDgf70HeKqNWZUwB26FfC6VcM1xXyzI0FX2UXBWl2HrdarSgEwvW76dYu7fVsAMacDHWFHa982V7r/ddkRW2IgUqxRqekB2nb+/9rV0IaLNlRjO9vb1EIhHdF3+LxVIPoJZl2XD6YGNjg4mJCd22i/sU1H1dDrwv2KlVFUwm8UDd69Wq8TSWUWD0QXB4LIbd1Y5d5wu5pvm7JzfyqIqKN2xn9Fy47et4VAKBAH6/n62tRue9y+XSWVU1U8xV2IoUkEwigT5ni5ihyAp3X9uo238UqhXuvxPluLWn3g29QyZeZPlmon65XKgy+9YmZz84+FCfb9vdfHtdkkSOP9lLYi1HPl3B6bXg73Xyvdk411fTKKqK22biI9M99ZBpgIlLT+AJhtnaWMNss9MzMYnLfzA7k2i2XBcKmrm1nq6LBdq2Czh9jWP75ZlYXSgAKFZkvnknys9fHtIdEx6PR3dObV434p3lFK/cb1z/zkaGQqXGX78wYHj9+v3ZzPz8E8Osp0vIskq/345kcHwNngzg9FlJbuQxmUW6hj37nlP2IpMosnAtTjlfRZREusc8DBgESD8Iw6eDBAdc5JIlbC4zvi6H7lxh9HoqisLa0ibxe00CbkVm4VoMh9dS/z4wOB0AoSFchQa0bJhs3HgCwOW3IVcVw6mBfKqMqqgIoqBl+Ez6dMcRgnDgnIWjkNossDGXolKS8Ya1AO9HLW5SysDcd/TCa2YDVt+E0Wdarm6ySHT1iJCPg1kAHrFYANr3wuM/9egfp0OHdxHPP/88L7/8ctu/u1wugsEgZ8+e5aWXXuJzn/vcA0/9/qTz67/+6/zO7/zOj3szOrzL2e9YEgQBp9NJKBTi7NmzfOxjH+Pnfu7n2n6/69ChQ4fD0BEL3m8Ex+HyP9SmAizORmd+NqIXCgCqJe3H1+RHGmtrbzWEAtB+rM19G8JTYDvkB5SpTbFA2v5BJ1e1vIHdbN7Qtu2ghYGx57Uur9x28dFs17IYHoIv726fdn+Pk/ELYcTtDvNIJMLdu3frRVGXy8XZs2dbfNklr5VaUl84EG0mhO0ibDKZ5O7du5TLZS08tLubqamploJ6sVisF1nD4TAOA7sMQRAO1WFnDjswheyoxRqCWTyyUADa89pdhNna2iIajRoXLGtK69pe6/tQqsr8z3fW2Mxor70gwDPHwlwc3r/YIgjCA+dKGGEK2JGzBpZGHkvLmuF2WBrrxWyF1Tv60NHEag5v2EGw20FpZovqZh5EAUu/C+u4r6V4Xq3I3P3hhi4gsu+Yj4Hj7Quh3rAdh9eq65QXTSJdI8ZezV6vl5MnT7K4uFgPYB0fH8dk0j6aVFU17CA6bFeRIAgPVMjy+7XC4+7HMwpgPggWu4necS/rs6n6mtlmom9C/2N55U6SxFqjEz4dK7JwNcbUEwcPCX0QRFHkzJkzRKNRstksDoeD7u7u+vvQTGwly8K1eL1Qt3Zvi+NP9uJo2k9T0WKLTziqSnw51yIWJAx83FVFZWuj8FCDkUODbjJxvT++zWXG7W8cu5JJ1E3AXF9NcXUlVb+cLdX4+vV1fvEDY3UvflGU6JmYpGdi8oG3SW6TmSHvcxpbTrZODMSzZQoVGafVpO2vqkp/fz+xWExnJzU4ONh2kuTWemuH+VKiQLpYxWvfu0tdEAT6fXYKmQqxpQw2hxlv2K47rwiCQLDfta/910GQawr334rWu+kVWWFjNoXdZSE0cPj7FwQBd8DWdurI6JgAKCSNpwO2IoW6WCBJIiOnQwyfCtYfC8DbZcff62Rro3EseMPatIuAdo6olvTHk81l0b22PaNe7C4zibX89hSDa9/JKQC73Y7P5yPVZLcHtBUKm0nHisy8uVk/F0TzVfKpMic/0PfIptcAyKyBanCQ7ORs7Wb5NVj4njY9KwjQ/5iWzfWo7TU7dOigI5fLkcvlWFpa4mtf+xq/9mu/xr/7d/+Oz33ucz/uTfuR8Oqrr+qEgunpac6fP18XTIJNmWjvZTpTAkdHVdX68bS4uMif/Mmf8Ou//uv8x//4H/nUpz714968Dh06vEfoiAXvdXIxSM5pwkBoSpsmEEXNbqeZYtLw5hR2rRv9GFMVSK+A7ZCd+d3TsPSKNrWwg2SG7lN7305F+5F60B98Vhc89guQXgW5olko7YglpQwsvNywYNqZuDgA5WKtxad9K5Intmyne9RDtVplZmZG94Vo58vybisT2zE/+Xc2UavaD2FBFLBN+RFEgVqtxq1bt6jVtKKBqqpEIhFcLheDgw1rn2QyyY0bN1C28x0WFxeZnp4mFDp8lkIzcrZC8WYcOVdFEDRrItvxwJF8xjOZjOF6Nps1LFqYuhxUdhUZBQFM4cON+b+zvFUXCkB7K38wG2eqx43L+qM5TVpHvcjpMrVtG5S6pdEuaw3RbsLc5aAa1RcMm3Mt0jHj0NBMrIgjWaS6uX1bWaW8qL32tmN6YWRzPq0TCgDW76cJDbrb2lsIosDxJ3rYmEtr9jNOE73jPuyu9qJUV1dX3e97NyaTiWAw2CIkdXV1PfRilKIoKIqiKwba7XYmJyeZnZ2tH089PT10d3cf+nH6p/x4uxykogUsVhPBfiemXQJGs1CwQzpWpFqW205vHBVRFOnp6dmzSCjLmv1J87muVpFZvZtk8vHG7XZnQzTfvvVxjd9H8SHarsmyQqDXQa0SZON+mmq5hjdsZ/h0aM/z1m4ffoByVWE5WWCi6+gF7x6PDZ/DTKqgFwmP9+4dhOqymkgX9bexmETMosritXfYnL+PIssE+gc5ffYCmXy+Lsbt1XVWa/O+KQcIAgdYuZtko0kIc/ltTF3u0Xn3PyzSsaJhYHJyPXcksWA/+vr62NjY0H2e2+12fH4PhVir2CIZ7Me7z12CIDBxsYtMvEQ+XcbhtuiEloHjfhauxppvwMDxViHbG3bgDT+4fdfJkyeZmZkhkUggSRJ9fX0MDQ3te7voYqbFVi2fKpNPlXH5jy6gt8XeRsQ3Ws9ualMIO6iq1gTjH9asOTt06PBIuHTpEo8//nj9sqqqpFIp3nzzTWZntea0TCbD5z//eYrFIv/gH/yDH9em/sjYsSoC+IVf+AX+83/+z49WWO3wnmD3sQTab5ZUKsX169e5dUtzXojFYnzmM5/hK1/5Cj/90z/949jUDh06vMfoiAXvZVbegPvfaly2fV8LLjbKGPD0b6fv7SoK+Hb5y7fLJ7D5Dr+dVjec/dtasT63Ca5uGH22MakgmbXJhd3TBd3Te04FqKqKnNb85CWnGSlg076U7X5OigLX/hAK2yP85Rzc/GM497c1QWEfMvGisU97XOuMzWazyHJrUWN3Jx+A5LHgfrqParQIioopbEfctuJIp9N1oaCZeDxeFwtUVeX+/fv1wqb29BTu379PMBg88pdSVVEpXIvVbXBUVQthFm0mrGOHHyVu543ebt0UsmMd81JZzKAqKqJFxHY8UH+tHpS1rdbiuqKqbKSKHOveu3D3sBDMIo7HupHTFdSKjMlvaztFYD8VRFwwUYsVEUwilkE35p7Ga9XOvsVsFqhFWju5q+v5FrEgl2q1R0FVyW9nILRjx6v7YTE1NQVo+QGgTcpMTDSEvHg8ztraGrIsEw6H6e/vb5uFYISqqiwtLbG6ukq1WsXn8zE5OVnf9/r6+giHw2SzWWw2m+GUzoOwu3NZVVViy1mSG/ntzna3cQFbEB6oEbYmK8xs5kjmK/R4bYyFnG0L8welnK8ZFmjzKb2o5OuyI5pElF2TPsG+1iJuaNBFdCmjs2YyWST8PUfPLChkKiz+/9n78zBXDvLOF/9Uad+lVqv3/ez75rN4jW0wBEMgJBAwZjGESe6PcG8ySYY79869CSSZMJPMMyHhkpBkkgHClgQCTMBgbIyNwcuxffa9T+97t1qtfa+q3x/VXa3qKnWr+/Q5dmx9nuc8z1F1SSqVSqXS+33f7/d8lHQsj9VuoXVLgANv7EBAqEncNAsNBnCs4o2vKErN51lRFHj7gTYevzTDVCKPzSKwvyPIwY7gqvc71tvA45dmdMuOdIeYvnqZyWvL35Pz4yNIpSK777lfW1YoFJiZmaFcLtPY2KgTD3a0+Dg5pG8QaPI7CNYQQpxLFXVCAagBu7OjKVq3bL7NRLVj+WaEY1fi8/k4cOAAIyMj5HI5AoEAvb29iNiYHkzpjnmLTax5ikIQBAIRFwETwTvS6dOmBhBU+yIzq8ON4nA42Ldvn3bdUOv5s1wyn6YoFzc24Vczvha10F85DWu1Q+cx47qxQfPHmB+oiwV16txEHnzwQVMfcYBvf/vbfPjDH9Z+B/3mb/4mb33rW+noWN3y7tXKF77wBb7whS+sud6pU6e0/3/kIx+pCwXr4PU8gbDaZwnUiZX3vve9jI6OIkkSH/vYx3jLW95icC+oU6dOnfVSFwteqxQzMPiUflk+oQaumfn8u4LQc7c6qr2Er1kd166k46gaMlw5BdDQC/62G9tefysceK9+WXoWUlNqpsBSaPHcVVXUaNqlBhNXQVEU8hfnKVaM9dsaXbgORIzFhIWhZaFg+QFg8nRNYkG1wuzScqfTvMPO5TLvghdsFuwmBYZq9geVyxVFMQSygmpLJElS1cdYSblcJh6PY7PZ8Pv92gWtnCpW8cvP3JBYEIlE1IDIiqBFr9dbtYNbEAScW4I4uvzI+TKi23ZDAdBBt51xE8EgUEORbDMRBAFrDR7egkXEuTUEW807LIOLIY6VkwFWu4VIh5fClInti8lFuNNjI2kyoeD03tp9Yrfb2bdvH6VSSd0/FcfwzMwMly5d0m4nEgmy2awmMNTC9PQ0Q0ND2u14PM758+c5duyYVjSz2Wwbth5ai9GLMWaGlo/72FQGX4ODVEFfiGtoNU4gVKNYlvnGy+O6aZktTV5+YX/rDf04dbispiKAy6c/Jqx2C9tua2b4XJRCtoRoFWntCxBqNQoAnoCDbbc1M351gXy6iCfopGtPQ82vtRqyrHDt5LRmh1QuSoxdjmF3WWsu4B7oCBqmCxq9dtqDxnN3Pl1i5EKURDSP3WmhdWuQ5p61bZTCXgfvPdZFrihhtQhVBYpK9rYHcNstXJhMIssKO1p87GzxcerRZwzrxmemKGSzONxuUqkUZ86c0UTnpem2pQLN8d4GMoUyl6dSyIpCW9DJz++p7ZhJL5iIi0AqlrspYoE/4sLhtlFYMZXR1L154q4sScQmxijm8wRbWnH71dcRCoUIhYzn3p0nWhi/ukA2UcQdsNOxowG7a3Mus70hp65bX5YVErNZykWZQJNrU/I91iOygmq3mJrX2yZabCK+8E2cKlhizzvVXK2FYXD4of2IPl9rCXsV0dG+8fD2OnXq3Bi/+Iu/iM1m421vexugith/+Zd/yR//8R+/wlt2c6nMhWptvTm2knVef9x+++184xvf0KYPJicneeqpp3jTm970Cm9ZnTp1/q1TFwteq6RnVX/WlSQnqt+n5061g39hRJ0gaOijWJTJzGdwem2qlYinEQ4/omYX5JMQ6oG2g8tWQMkpiF4Dq1Pt/HfoizJLY3OyLBMKhbBYTApCigL9j8PEy8vLmnbCrnfATgkQwLL6oSvF8jqhAKAUzWGdyRoDcKUqYaXliuLH/IC6PaUcNG5XRZPFbfA3OvEEHWTiep/2pUKR2+2mpaWF6enp5b+LYk1j/pX4/X58Pp/Ofxqgvb1d+78gCLjdbrJZvUWNy+XS9rUsy4yNjTEzo3amtrS00NnZqRWE5ufnuXTpklZQ8vv97N+/H5vNBlUK8kINBa7VEEWRAwcOMDMzQyqV0oQC0+Oj8nltIhbbjXdOHOkOcW0mRbGiCLq1yUuT7xYUPW4Coiiw845WpgcSpBfyOD02WrcEcXptSGEn5RUFnsqphCVatwSITWUoVxStw+2b29G6Hmw2o0gxOmq0RZuamqK3t7fmjprKz+USuVyORCJhWhCsREpnKFy7ipLPY+/txbbOH3+losTsyAoLLkVBKiu0bgsyN5JCURQa2rx0rWNa49JUUicUAAzMphmNZekOb7xIZrGJtG8PMXZpWVwVLSLtO8wsUVzsv6+DQq6MzWHBsko3frDZTbB5/ZME+XSJ6EQaRVJoaPfojs1k1CQ3ATVctlaxoCvs5hcOtPLi8AKpfImuBg93bg0butoVWeHqC9Na4bqYKzNyPorNYaGhxsB1V4U4Ek0XmIznCLntdIRcpsX6voiXvoj+dVTvvFOXDw0NGabTBgcHaWlpwWq1YrWIvGlPC/dsjyDJCp51WLA5PObrujzVP4dSWWbqepz4bA6bw0JLX8C0s94MURTYcaKFsUsxEtEcDpeVtm3BDdnwmFHM57jw4yfIpxc/n2ehe/9h2nfsqnofb8jJzpuUK6LftjJXnpsmn1avXQRRoO9gZFOyINZDU4+fTKKgTjwoClaHhS2HIqt+1jcN0aIKBO1HVl8vsguGf6Y2yyxhc0LrgZu7fXXq1FmVt771rRw8eJAzZ84A8MQTT7zmxYJSaVncXq84W6fOahw9epS+vj4GB9VpusuXL9fFgjp16tww9W+q1yruBnMvf88avvWeRug4Ao1bmRpMcvZHY/S/OMP5H48zeGZOtYrwhNVg4f3vhs6jy77/4y/By1+AkWfV0OOTf6P6xS6Sy+U4efIkZ8+e5fz58zz//PO6TnKNxJheKACYvQLRq+pzLQkFUlkt4i8Mq1ZCFUgJ8y5H0+Wh3uXXUEnjYmBltB/O/ZP6XMlJdWLj6ve01QRBLVq0bw/hCztp7PSx+842XXjwjh072LFjB42NjbS1tXHkyJFVvaPNEASB/fv309bWhtPpJBAIsG/fPl3HsyAIbNmyRVdcEgSBvr4+bdng4CCDg4NkMhkymQwDAwMMDw+r+0eSuHz5sq6glEwmtb+LHptp57ttE4oUS17JO3bsoL29veYpiM2gwWPn4eNdHOoKsq3Zyxt2NfHgvlvT9aNIClKyiGxi77JRirksgiDTuauBXXe00Xsgok0EuPY0YmtUC3KCAPZWD86tQcNjONw29t7TTvuOEJEuH1sON9F3MFLzNiiKQimaI3dpnvy1BaR0FVHuBigWjY+pKIruB9laVOuaXqubuhyNsvDVr5L52bNkXz5F/BvfJFsxYq7bJllGzuVQVpynSnlJZ79TubxzZwOH39zNkZ/voXd/47p83+dS5ue/2SrL10PrlgA772iluTdA27Yge3+uvWqQqiAKOD22m1I8TMzlOP/0OJPXFpgaiHPxmUnmxpaF1M2a7t/a5OOhY1382j1b+Pm9Lficxu+K5Hze0OEOMDeqF3YlSWZmOMngmTmmBhKmNi7P9M/xD8+N8KPLs3zj5XH+5dQE5bUSjxeJdPcalgWaWnC4VcEinTZmMEiSRC63IvjZZlmXUADga3ASaNIX6m0OK02rhFRff3mWyf442USBxGyWqy9Mk5gzhjdXw+mxse1oM7e9pYd993bUXCwvl8tks1mdXd9KJq9cWhYKFhm9cIZi3jhtpcjmQew3i4lrcU0oWHr+4fNRpLLx9ciSRHxmmmR0btO3URQFthxq4sAbOtl9VzsH39i1aWKNoihMD/Rz9vFHOfX9/8XI+TPIJnaOa2K1w6H3Q9shdVq2ZS8c+sCyzWVuASbPqNd3qxwPdeqshZwvU5rJUBxLUZrJIOeNYnUdPbfffrv2/6Ui5xKf/OQnEQQBQRA0C5ZcLsff/d3f8aY3vYmuri7sdjuCIGiCQyXpdJq/+Iu/4M1vfjMdHR04nU5CoRB79+7l4x//OC+88MKmvY5HHnlE29aVdkT33nuv9reRkRFteW9vr7Z86V81SqUS//AP/8Cv/Mqv0NfXh8/nw+Px0Nvby0MPPcS3vvWtNc/vTz31lPY89957r7b80Ucf5aGHHmLbtm14vV4EQeAzn/mM4fkfe+wxPvGJT3Dfffdpv0NdLhcdHR08+OCD/Pmf/7npNYbZ81eych8s/Vv63Wm23kp+4Rd+Qfvbpz/96VX3QyV/8Ad/oN3vl3/5l1ddd2xsjD/8wz/k7rvvpq2tDYfDQUNDA4cOHeJ3f/d3uXbtWs3Pe7OozBwzcxm4UX7605/ym7/5mxw6dIimpibNfWDfvn186EMf4mtf+5rhetKMV+O+vHLlCp/4xCc4ceIEjY2N2O12AoEAW7du5cSJE3zsYx/j29/+dtWMxTp1XqvUJwteqzgDasfV+EvLy6x2Nbi3BnKpImOX9d7F0bEUgYjL/Ad5uWC0PSoXYPgZ2PcuAK5fv677EikWi1y9epWjR4/qv/zNQpSXljctdvUlJtRcgeJiYcEdhgPv0TIVxCr2MaLb5JC3OdWR9quPqnkFokX9YbnUeTb6vPE+M5eg717t+aw2C+07QrRj3oksiiJtbW20td2YXZPdbl/TYqWxsZGjR49qkwNNTU14vep7JkkSk5OThvtMTEzQ09NDOp02LbTGYuqxIAgCrgMRCv0LlKM5BJsFW6eXnF0kMZrC2+BYNcy2kng8zvDwMJlMBr/fT29vr7adrwRBt517d5gH7d4sSjMZcpdjKCUZQRSwd/pwbAtu2Comm0xw/cXnSMfmEUSRpp4t9B46gigudy2LDgvuQ01qiLaAIUC5ErvTSvt24zEtJQqU5nIINhFbiwfRJHS3OJQgP7AsBhbHUrgPNWGtUljeCA0NDYbJAJfLta5cgZaWFt1o+NJjrCXmZU+eRCkUDMucu3cjVliPFfr7Sf/sZ8ipNBa/D8+dd+JYzFxweW3YXVZDB7w/sv59VOmV31jlMxjxqkJfviTxwlCMkfkMHruVI90hehprnzjwh134w8sd4PMTY0xcuUQpnyPQ3Er33gPYqtivVSOXKlLIlvGGHDVZEI1fiemFFkVh/PIC4XYvoijgC7tM9+3NCL+t+iO9YrksK1x9bpr0wvLEx9xoij13tWlC0Gwqz0vD+mNxNJbl0lSS/WvkGAB07tmHVC4xOzigTu+1trHlyLKPu9frpbDimLVYLFUt8daDIAhsu62J6HhaDTd3W2nq8Ve1x8kmiyRWhLSjKEwPJjet4LySpXySJV9fp9PJ9u3bCYfDhnWT83PG+8sy6ViMhjZ1mq9clBi5ME9sKoMgCkS6fHTuaqgpG2RhepK5YbU41tjVqz1mLay0/gGQSjLZZFEn3KXmo1x59ieUFgUOTzDErrvuxe7a3P3rcFlxbJLd0hLT168xdGb5+nXiykWK2Szbjtd2DavD6Te33xw7qTa2LH1O/a2w/73qNWGdOjWgKAqFwQSZ5ybJXZqHSr1JVJszPCdacfQF6v70JlROb65VhLt8+TLvfve7tTDX1fjud7/Lv/t3/85wfVgoFIjH41y8eJHPfe5zvO997+Nv//ZvbziL6mby1FNP8dGPfpSBgQHD34aHhxkeHubrX/86J06c4Bvf+IZu2nw1EokEH/7wh/nWt7616npjY2McOnRIyw1bycTEBBMTE3z/+9/nj/7oj/jqV7/KAw88UNM2bBbvf//7+e53vwvAV77yFf6v/+v/qul+X/nKV3SPYYYsy3zyk5/kT//0T8nn9d+9xWKRhYUFzpw5w5//+Z/ziU98gj/6oz96xT7rU1NT2v8rhYMbZXx8nI985CM8/vjjhr+lUikuXLjAhQsX+NKXvsTx48d5/nmTugmv3n35yU9+kv/8n/+zYfK2VCqRTCYZGBjghRde4K/+6q94+OGH+fKXv3zTt6lOnVcLdbHgtczWN0KwG2IDYHOrxW9XsKa7Jky8ygESszlzsSC3AJJJN29q+UJtqeBcSSaToVAo6H39q4UlLy1XFLjyvWWhANTMges/gr2/BIC1yY3Fb0dKLnffWdxW7K1VCkXhLXDiY+rj2L16n9tiFXW+mKke+PwK4/F46OvrMyxXFMU0bLlcLqMoSlXrFodjeZpAtFtw7VEnVCRJpv/FGZ23fdv2EB0mtiSVZLNZzp49q3V2RqNREokEx48fN7WbeS0iF8rkLsxrBU9FViiMJLH47aa2QGuhKApXn/0JuVRy8fFkZgb7cbjcdOzea1i/WnjyWhRGkuSvLRc0C0MJPEeasVRM0iglmcKw/oefIqs/qmsVC6RymbmRIdKxeVz+AM29W7CuOD77+vrIZDKaNZfdbmfXrl3LGRuyzPT0NAsLCzgcDtrb2w2F0ebmZorFIqOjo5RKJUKhENu3b19zRLwcjRqWKaUyUiKhiQXl+XmSj/1QK0ZJyRTJxx4jFA5jDYUQRIHeA41cf3mWYq5MuSjjCzvp3Lk8LZSJFxi7EiMTL+D222nfEdIV6meTeZ66NqfZ1ty+JcyetgAXJ5O6CYPeRg/dYTeKovC/zkwyEVc/s/MUGVvI8suHO+hsWP8P5vj0FFefXc66mR26Tja+QO+Re5m6HiefLuNrcNC+PWTq3y7LCoOn54hNqh1pokWke1+YSOfq3vPZpHGqpFQoUy5I2F1W1abmeAvD56Ok5vNYHRbatgZpaNt8r3J/2InNaaW0opM0XCFMLExndEIBQD5dZG48RUuv+j0yGTcWgQHGF3I6sUCWZSYnJ5mbm9MmshobGxFFC32HjtKz/zCKImOx6s+lvb29JBIJ3Q+ivr6+TZviEi0iTd1+mrrXnpozC8oGKBU2b8JqJdFoVJdPks/nuXDhArfffrvhu8/l85OOGYsjLt/ycTl4do74tHodosgKM4MJRFFYM+B9ZvA6Ay8vd7VGx0boPXQbrVtry1pxuK26yQIABEFXsFcUhf6Tz2lCAUAmvsDwudNsP35nTc+zGSiyQjZVxGIVcXpq/26fun7VsGxudJieg4exOTahmJ9PwsCPdYIeySnVYrPnrht//DqveYoTaWL/dJXyTJVpKBly56PkzkexNrtp+JUdpnlkr2cqGzUCgeq/p+bn5/n5n/95RkdHcTqd3H333XR3d5NKpQyFyX/8x3/k4Ycf1n7rWCwW7rrrLrZu3Uo6neaZZ57Rmqa++tWvMjQ0xJNPPlk1X+5Geec738neveo1+Je+9CXtevWDH/wgPt/q1zn//M//zMMPP6w1cTmdTk6cOEFPTw8Wi4Vr167x3HPPUS6Xef7557n99tt58cUXq+a9LaEoilZgFwSBo0ePsmvXLhRF4cKFC7oCbSaT0YSCUCjEnj176O7uxuv1UiwWGRoa4vnnnyefzxONRnnwwQd5+umnueMOvbDb3t7Ob/zGbwDwuc99Tlu+tGwl65m+f8c73oHf7yeZTHLx4kXOnj3LgQOrW829+OKLWgd7KBTirW99q2EdSZJ4z3vewze/+U1tWWtrK8ePH6epqYl0Os0LL7zAwMAA5XKZP/7jP2Zubo6/+Zu/qXnbN4uTJ0/qrm/uvvvuTXncixcv8sADD+iEiKamJu644w4ikQj5fJ6BgQFOnz5NLpcziABLvFr35Wc+8xk+9alPabcbGxs5ceIEra1qXlcsFuPKlStcvnzZtH5Sp85rnbpY8FpGECCyXf23TmxO885Om6tKx6crpFr5rBQMvMsXLE6n0+Clb7FYjMXhyE4Yex7SFZ19Tj+07FP/X0gaA4kBYssjrIIo4DnSTHEyjZwsInpt2Nu9qxdIRQt4TTrLG/qMtkh2j+61vdIUpzIUx5IoJRlbxK12MZl0jFutVkKhkKGTOhwOI4oiLpeL5uZmbSoB1I7Rzs5O0+eNjqYNIbiT1xYIt3l0NkwrmZqaMlhAlEolZmdnta6YbDLByLnTJKNzuLw+OnbvW1f3ZTWkZJLsSy9TnpvDGmnEffgwlmDwhh93vZSjeXMLmrnshsSCTHxBEwoqiY6NaGKBoiikUimKxSKBQGDdwoxSkikMxI3LBhO4DyxbFMn5MopkfG2yiVWL6fPIMpeeeZJUdPkcMDt0nX33v1knGDgcDo4cOUIymUSSJAKBgC7n4tKlS8zNLT/G1NQUR44c0XWRCYJAV1cXnZ2dKIpSs4+stbERKaHf34LNqjuWCv39+mIUgKxQ6O/HuhhE5m9Up7VGL86DIFAqSMRnszR1+ykVJK48P4VUUj8rqfk8116YZu/PdeD02MiXJL55aoL8op1NLFPk0fNTvOdoJ+852snV6RTzmSKtASdbIup4+XQirwkF2v5W4PRYfENiwdSAcVx4YWaB5BMD2J2qqJFPF0lG8+y7tx1xRb7J3EhKEwoAZElm+FyUQGT10FZP0EE6tiJ7w2nFVjHl4vLZ2XVHG7KkTu5stENpIVPk6kwKAdjR4iPo1p/bRIvI9mPNDJ2Nkk0UsNhEWvoCOmE9nzY/9iuXB13mn8eVy69fv87ExHL+0Pz8PLt379YKBKLFAhi/q30+H8eOHWNmZoZyuUxjY+O67fDWolQqMTw8TCwWw26309nZSWOj0f7QszhBslI0CDbd+JRDNSrPBUvIssz8/LwhbLJ95x5ikxNIpeWifFPvVlw+dX+VipImFOieYyy1qligKApjl84blo9fukBL3zaEGs4/bduCJKM53fdHU5dPJ8YVMhmDjRKo4t6tIpMocP2lWc2iK9DkZsvhCFbb2pNDZROLOVCQSmVsZrE5pbw63Rq9BjaXOlnbdqi6H1lyAhQT26Fqk6116lSQ719g/h8uoRRrs64qz2SZ++uzhD+wG+e21ZtpXk/87Gc/0/7f22u00Vvi85//POVymXe961381V/9le47RZZlrYg3MDDARz/6Ue32bbfdxle/+lW2bdumW/8zn/kM/+E//AdkWea5557jE5/4BH/xF3+x2S8PgN/8zd/U/v/d735XEws+9alP0dPTU/V+Fy9e5JFHHtGEgt/6rd/i//1//1+d9Syo9k0f+tCH+OlPf8rY2Bgf/vCHefTRR1fdpmeffZZyucy+ffv4yle+wr59+3R/r5xAdLlc/O//+//O+9//fm677TbTa+RkMskf/uEf8t/+23+jXC7zyCOPcOXKFd2627Zt4//7//4/QC8WLC27EZxOJ7/0S7+kWUB9+ctfXlMsqOwOf/e7323aLPepT31KK243NTXx2c9+lne9612GffCNb3yDj370oyQSCf72b/+WN77xjfzKr/zKDb6q2nn++ed5z3veo91+5zvfqTvmN0oymeSd73ynJhQ0Njby2c9+lve85z2G6+lMJsN3vvMdnnjiCdPHejXuy3K5zB/90R9ptz/96U/zO7/zO6a/jWOxGN/5zndMryPr1HktUxcL6qjWO2PPq11V7jB0nSDUHMTpteu61yw2kaauKl0QVgf0/hxcf2LFsmVlu6uriytXruju1tHRYQyxtVjh4MMwcQpSU2qOQvtty93+Vqe6jrTCD9ShL3oIVhFHl18NJZ48DddmwdcCrQfB5kRRFCYnJ5mYmNAKJ729vcYvid67IT0DiXH1ts0Ju9+uigubTC3WMCspTmXIXVjuci6MJJGzJdwHzS11duzYwcWLF7UL1kAgwPbty4LSzp078fl8RKNRbDYb7e3tVYNek/PmEyipWH5VsaCaOr+0XCqXufT0jzR/6PTCPFd+9jT77n8TvvAauRurIBcKxL/5L8iLvprl2VmKQ0OEHnoI8RaPIQvWKl75G/R3F6uEQS8tL5fLnD9/nng8DqhC3a5du4hEas8hkLMlUxFASukLO6LbhmgXkVf8kLbUGI4cm5zQCQUAuVSS2eFB2rbv1C0XBMG0Iy2VShku6srlMmNjY6ZWXmt5xq7Effw4xYkJlHxBt0ysmMJBMH8vKwuC8Zkss8NJretWkRWGz0Xxh13EZ7OaULCELClEx1J07GxgYC6tCQVLKApcnEjyxt3N7G037peciU8+QH6DmRmSSVEvl7LhCujPz4VsiYWZLOE2fWelmUe9Iisko/lVLYM6dzVw9flp5EU/f0EU6NrTgGBiAbNSoFgP12fTfO/cFPKi6PPCUIy3H2gz2DZ5Ag723N1GuSRjsQiG5/SGzI/9yuVdDW7agy6dmONxWNjfGdRuF4tFUyu5sbGxNbsJQRXYurq61lxvJYqiMDeaIjqeRhCgscNHY6dX95lRFIXz589rWUTZbJZ4PM6BAwcMBQ6LRaTvYISB07PaMR5octNakZ8iFyXkbGnxfGJ+fpMlmeh4mmQ0j8NjpbnbbzrBAtUDJc2Wu/0BDjzwFmYGrlMs5Ag1txLu7K7YIaYPpS1XFIVULE9yLofdZSXc5sViE1EUmWLOeMyXCnkkScIqiuQzJWaHkxRyZfyNLiKdXt3x5GtwsvuuNmZHUpSLEsFmt+GzYrXbEUTRkJOyJOCZkZjLMT+RRhQFGjt9VY/ZWlAUhYFTs7osj8RslvErC/TsW/s7vKG9k9mh67plnmAIh6eKkH7p2xBb7KosZuDaY+o1WrUgY1eVgm215XXqLFKcSK9LKFhCKcrM/8MlIr9+oD5hAHzve9/j3Llz2u03vOENVdctl8u86U1v4h//8R8N52tRFLVlf/AHf6D55vf19fH4448TXNEMJIoiv/3bv40gCPz2b/82oBav//2///erCha3mv/j//g/tAa7P/qjP+I//af/ZLpeX18fP/jBDzh69CiXL1/m+9//Pi+88ALHjx+v+tjlcpmWlhaefPJJUzG/cpq8u7t7TSHF7/fzp3/6p6TTaT7/+c/T39/PY489xlve8pZaXuqm8P73v18TC772ta/xX//rf636nS9JEv/4j/+ou+9KhoeHtcBtn8/H008/zc6dOw3rAbzrXe+ioaFBO4Y/+clP8u53v3vTLHQeffRRoiummWVZJpFIcPbsWZ011/3338///J//c1Oe90/+5E/o7+8H1FrBT3/606pWyB6Ph/e97328733vM/zt1bQvK7ly5Yo2NXPnnXfyH//jf6y6bkNDAx/+8Ic3fRvq1Hm1UxcLXu9IJTjzFcguWgQlxiF6DfG2j7DrjlamBuKkFwo4PTZatwZwVMkCANSw40C72tllcahBco5lcaG1tRWbzaZ1lTc1NVX31LO5oKfKqLzVoXaNja4Ip+o6YVy3XIBT/7A8iTB7GWYuwOEPMTUzpwvRmZiYIJ/Ps3//fuO2HHq/aqlUzkGg0zwQ+QaQixL5S/OqD7wA1mYPrl0NNRWOi2PG7sHSXE4rsqzE5XJx5MgR7SLUs+LHtyiKdHZ2Vp0mqMRZ5XhwmGVDVBCJRHSdsaAWa5cuWhcmx02CJBVmhgaqigXp2DzJ6CxOr49QS5tph2bh2jVNKFhCzubIX7mC+/DhVbd5s7E2uhFdVuQKT3VBFLB3rD6WXA2Xz48vHCG1wmu7uU/1xx8ZGdGEAlAvlq9cuUIoFKrZhkR02xAsgkEwsPj0x4FgEXDuaCB3Iao11osOC46tQRRFITqeJjaZQbSoPt/BFcGouZRJ8Pkqy03XrRKytVr4llIqURwfR7DZsbW1rtrlaw2HaXjf+8hfvYZSLGDv7cW2oljr3LGd7MsvQUVArWC14Kjo+IlXsTCIz2aRTYQZQFtezSpfWiXorj3owmETKawQIfoi+vNAIVdmqj9OetH+qG1rUAvJrqShvZNkdFa/ULBpobqVlE2KKzaTvIvVli/ha3Cy/74O5iczKLJMQ6vXdPtuBEVR+Mm1OU0oAJBkhWf650wzHgRBwFalqL00QTI/sXz+CURcNFSIJ6Io8IuH2rkwmdBspfZ3BPBWhA2XSiXTjISVWQSbzWR/nImryxNpqfk8paJEW0VxP5VKaUJBJePj4waxACDY7ObgA11kFgpY7Rbc/mWBuTCYoDCUQJEVBFHAsSWAo0cvfimKQv9Ls7rsg6UcCLNrlba2Nqanp3X7z+FwmBZLAJweL937D5r+zeawEGhyG3IXlor2Y5diTA8u74up6wl23dmK3Wk1PU97gg1YrFZy6SKXfjqpCSgLUxkSc1m23das+7HsCTjo3V+9mG+122nu28r0df3kT9uOXabrTw8lGL2wPLE5O5pi65EmGlo3ZtuVS5VMp2niM1nYZ3KHFXTvP0gxmyE+o3Y0uvwBth2/07xgkI0tCwWVTJyqLhb4WqBxG0T7l5dZ7dBxzHz9OnVQzzmxf7q6bqFAu39RJvZPV2n+rcOv6wyD73znOzzyyCPabbvdzsc+9rFV7/OZz3xm1cnPeDyuKwD/6Z/+qUEoqOQ3f/M3+bu/+zsuXryILMv8zd/8zbrCcW8mZ8+e5cknnwRg+/btqxYxQf0d93u/93s89NBDgOrFv5pYAPB7v/d7Vb/7NsqHP/xhPv/5zwPwxBNP3FKx4L777qO9vV3LUHj66ae57777TNd9/PHHtQn67u5u7rrLaD3353/+51oD2yc+8Ymqxe0l7r//ft785jfz2GOPcfnyZU6fPs3hTfpd+eKLL/Liiy+uuk4kEuFP/uRPdJ+rG6FQKOgmQP7Lf/kva2YmVuPVtC8rqcxJWU/jXJ06ryfqYsHrnbmry0LBEqUcTJ3F1ns3XbuNwX+r4m9T/1WhsbFxcy5O+u5TO8BmL4Nog7aD6g+/lcxcMFoWpedg7goTE0Zfvfn5eXK5nDHwURDU8LubxJJQAGoBsDSdQbAIuGrZ/yXzHy1KuXrBUBAEg0iwEZp6/cyNpyhX+Ex7G5z4G1e3kgiFQmzZsoXh4WEkScJms7F161bNHqba5IG8cppkkeEzLzPZvzy14m1oZM/P3W/w7JYz5oXZastvJoJFtcoqDMQpLxQQ3VYcvQHN+1+SZIrZMna3FUsNndGCILDzjnsYOvsyC5MTWO12WrftoKl3C4DBegrU7qJkMmlayDN9DpuIY0tQl1kg2EQcfUHDurYWD5aAg9JcFsEqYmtyI1hFxq7EmOqPa+stTGXYcrhJZ9lSTRDyNiwvz+fzzMzMIEmSqZ2K3+9HEARDYbWaL25pYoLEo49qkwKWcAOBt78dyyqh26LHg/vwoap/twSDBN72NjLPPkt5Loo10ojnzjuxVGxDtTBfq13EE3QwfnXBoAqEFgt4fREPNotAaYWosKulurWM3Srylr2tPHZxmtziNMH2Zh8HK7rXyyWJyz+b1MKBs4kC8Zkse3+u3WAN1Lp1O9lEnNnhQUDB7nKz644DzAyvOC8JgqnFTHNvgPmJtE4Y8QQd+BvX9g+2u6y0btmc3Jglv11BEGhqasJms1EoyyRyxoJnNF1EkhUsNQTZLiEIAn2HIkS6fGTiBVw+O56wg4G5NLmSRHfYQ8Blw24VOdwV4nCXeYezy+XC5XIZRK+lz7AsK0wm1L+1BVw1he2uhSIrusL3EtMDCVq3LAd3LtklrGRlaFwlFoto+L4ox/PkK+zOFFkh3x/HEnJirZhOSi8UDMX6ckFiZihJ1x7jd6ff72fv3r0MDw+Ty+UIBoP09fUZpxtXQZYVFEnBYlMnI4bPRVmYySKK6rRFx84Q+XTJsL8KWXVZ1+4wvYdu4/IzP6ZUUK9BrHYHfUeOIggCM4NJwzRRfDpLNlHEE1xfp3/vgSO4vH6i4yNYLFaa+7YR7jA2AciSzOS1uH6hojBxdWHDYoG1iuVjLeHlADa7g9333E8+nUYql3AHgtWLq2Z5WastX2LPO2HqLCwMgSMA7YfBXdt3oUZiHGYWuzqb90CgY333r/NvisJgonpGQY2UZ7IUBhM4twQ3Z6NepZh1Q8fjcZ1X/BJ/9md/tmqD0v79+9m1y1zoXOLZZ5/VRPNwOMzb3/72VdcXRZGPfOQj/M7v/A4AP/7xj1dd/1ZSaSP07ne/u6bvqPvvv1/7/09/+tNV1xUEQWdbUyulUokXXniBs2fPMj09TSqV0n2/L02sA5w5c2bdj38jiKLIQw89xH/7b/8NUAWTamJBZbDxww8/bPrdUvkevPe9761pG+6//34ee+wxQH0PbkaBuxpzc3P86q/+Kk888QSf/exnqzoC1Mrzzz+vNZj5fD4+9KEPbfixXq37snLK9sknn+Ty5ctrnmfq1Hm9URcLXu8U0+bLC4tf+LNX1MC3ch4ad0DX7aoF0CuNIKh+tG0VhbpSHkpZNQh5qfskayyQqstjSJL5D++bEWAj58uUJtPIRRlrowtr2KldnCglWRMKKilNZ3Dualiz+8ja5EZaESYruqyIm9xla4bDZWXP3e3MDCUoZMr4wk4a2t3EYjGsVqtWsDWjq6uLtrY28vk8LpdLdzHc0NrOkGhBlvXvRbjDaJ+RiS/ohAKAdCzK9MB12ld0Udq7u8iadGfYe7oNy24FosuKa6+xMD43mmLscoxyUcJiE+nY0UBzr74ALCUKFMdSyAUJa6MLe4cPm9NZNbyylvDqWnB0+7EEHZRnswg2EWuLG6FKAUh0WVUrsKVtLsnMDBonYSb74zqxwB9pJtLVy9zocrdooKmFSFcPoHaDnDlzRvusjoyMsH37di3vAlQP076+PgYGBrRlPp+Pjg5jMUeRZVI/+pHOUkiaj5H52bP43/ymtXbJqti7urB3daEoiulnIdLlY2Y4iVxeLhDaXVZCLR4sVrUgOXppnnJh+VjwLYZEu+1W3n6gnSevzLCQLeGyWzjRF6YrvLqlVm+jh4/e1ctsqoDHbiWwogs7NpnRhIIlykWJ6Fiatm1B3XJBFNl69ARd+w5Qyudx+wPq+VmIMTOcBEVBtIp07wmbdnu7/WquwNRAgkK2hL/RpStAVyLnyxTH0ygFCWvYibXJbWo7tF6i0ajWXQiqB/CBAwfw+XwEXDaDYBD22tclFCwhCAL+Rhf+RhepfIkvvzBKfNGmRRDgjbvMraMqEUWRnTt3cuHCBa047/V66evrI5Yp8u3TE9r2Bt02fvFgOyFPdUu4WpBlxVDABvWYUJRlW/hgMIjNZjOIBuHw+poOyibfh+ryrE4sqJoDkaleJN5ow4KyWDyfGVaL+b6wk979EbYdbUaSZASW7a4ySfNiYjahWnZ5Qw0cfvDtLExNgqIQamvXhO18lVyXfKakEwukcompa1eJz07jcLlp3b4Tb0hf6BZEkdZtO2jdtno3YLkkmwZOr7Yf18LustLQ5tXlkQA096wvI8O5ilir4W1Si/wrG18ia3RBihZVIGjfYBFi+gJc/tfl2xOnYNcvqFO1dV6TZJ7fnMyPzPNTr3mxoJZuaJ/Px5//+Z+vae9x5MiRNZ/v9OnT2v+PHz9e08TsnXcuXy+fPn266nXarea5557T/f/jH//4mvepbIwZGxtbdd2enp6am4RAncj94z/+Yz7/+c8bBKBq1LreZvKBD3xAEwu+8Y1v8LnPfc7wGyebzfLtb39bu21mQTQ/P68TtP7sz/6spuPi0qVL2v/Xeg/Ww+///u/zyU9+0rA8k8kwPDzM97//ff7kT/6Eubk5vvKVr3DmzBmeeeaZGxIMKoPDT5w4YWyirJFX276spKOjgzvuuINnn32WZDLJbbfdxsMPP8w73/lO7rrrrjUDyOvUeT3wKqj61nlFCfUCJt0UDX1qt9Sl/7W8LD2ndunv+cWbuklyQUIpy4hua20XbYoCAz9Sf6jJEriCsONBCHWrXV7jJhergQ4iCoyO6sPs3G73pnTcVyKli2RemlHzCIDiWApHj3855ExQiy0GZ4mKQE6lLKMUJQSXcZ84egPI2RKlWbXAIrqsuPc3bkoRrRYcLqs2gRKLxXjh5PNap4nf72ffvn1VC9VWqxWvSTHA5nSy4467GTz1IoVsBovVRvuO3TS0GQu9qXnzC1LV5kEvFthaW3EfPapaw8hqlct18CA2kwLyRlAUhdnZWWZmZhAEgdbW1nUXprLJIkPnotoBIZVkRi5E8QTteENqkbgcL5B9eUYLuCzH8kjxgi5keCWdnZ3EYjHdD4rGxkbd8V4qlRgaGiIWi2Gz2ejs7KSpyZh9YQ04ELxWBgYGmD6p2npEIhG2bdu2amhyuSRpHvOVFPP6wrQgCGw9djtNvVtIx+Zx+QOEWpZtgYaGhgyi3uDgIC0tLTrRqauri3A4TDwex+Fw0NDQYDrGLiUShrBigNLY5oVdrvzcKopCaj5PNlWka3cD8dks+XQZb8hB+/YglkULssYOLw2tboo5CZvLYpgy6Qq7+dAdPeRKEg6rpeYittUi0hY0v/gvFcwF02rLQfVCr/RD794bpnVrQC1y+h1YVgmX9wQdbD2yfJxFo1FGRkYoFAqEQiH6+vqwlkUyL04vn0cn09jbPLj23NikmizL9Pf36wLXy+UyAwMDHDp0iHu2N/K9c9OaFZFFFLh7W+3jypKskM6XcTss2CreuxcGY5pQAOrH/elrc2xr9uKwrt5FGAwGuf3224nH41gsFgIBVVz5zvkxnbARz5Z48sosv3zkxs5vFquIL+witSKjxh/RTy5YLBZ2797N5cuXKS5mWTQ3N9dkaVeJUOVYEVYE4y6JZiuptvxGmB1OMVkxEZWaz3PtxWn23dth+ExW2ilV4qpYbrHaaOw0itS+BifJlWKJIOCteE2KonDlZz8hMTutLZsfH2Xv/W8yCAa1YHNYcLhtunyBpW25EXoPNuLwWFmYymK1iTT1+GjcoM3eqgiCOiVw6TuQiaq3m3ZDdxUry81AUWDoaePyoafVCYNXQcGxzuYi58vkLm5OATR3MYqcLyM6X18/w71eL+FwmP379/PGN76RD37wg6taBS1Ri0VIZUZVd3dtDUCVAcPFYpFUKmWYUn0lqMwlevLJJzVLoloxmySuZD2WKwsLC9x///3rnhSonDK4Vezfv599+/Zp2Unf/e53+eVf/mXdOt/+9re1XIvDhw+bdpIvBfou8Zd/+Zfr3pa13oPNwOPxsGfPHvbs2cNDDz3E8ePHmZiY4OLFi/z2b//2DWUXLNk0gZqLsVFe7fvy7//+77nvvvuYmpoim83yt3/7t/zt3/4tFouFffv2cc899/CWt7yFN77xjTVb9tap81qiftS/3vE1Q+89MPzMcrW69YDakfXyF4zrz12BfBKcm38xpUgK+cvzlKYzKApY3FZc+yJYqvzw1pg6C2MVgkAuDhe+Cbd/HBq3Q2Q7zFWMvDbvgYY+eoIy+Xyeubk5FEXB4/Gwe/fu5aKeokBsUBVI/O2qvdIGfgAWhpJagWuJ4kgSe6cP0WlFsIpYmz2UpjO6dextXhRFoTCQoDiaRJEUtRN9dxhrxY94wSriPtCEnCurIovHdsuEgkpkWeby5cu6kdRkMsnw8LAuQLlWQq3tHH5LK/lsBrvTabAUWsLlMz8Wqy33nDiOc+8epGgUSziMZRM7B0ZGRhgaWu6Gj0aj7Nixg7a26tZcK1mYzpia0cemMppYUBxJakLBEqXZLFK6iMVr/nkJhUIcPHiQ8fFxisUi4XBY12WvKAoXLlzQxk5zuRwXL15EEATTHxZDQ0O63ImZmRlkWWbv3updlXaXFafXZugINrOtEgSBQFMzgSZjaGs6bZyIKpfL5PN5g9jn8XjWFABFlwssoi5bAECspat1A8iywvWXZnR5BY2dPvbd22wqkIoWEae3erFdEATc9s37Og9E3Dp/em25iY3QatidVoNt0VosLCxw4cIFTdRaGnXf6+kznkcnM9h7Alg8G5+iKhaL5PNGS7olL9OtTT4+cLuDK9NJBAR2tvhq7tTvn0nx1NU50oUyDpvIib6wZi+0ZBWk25ayzFyqQEdo7bB1i8Wi69gvlmUmFoyPORrLUpZkrDcQ8gzQu7+RqyenKSx2mzu9NtOg2oaGBm6//XbS6TQ2m21D3Wi2Vi+FYf33pmgXsa2wxHF6bbRtC+qK+N6Qk6bu2q5PZFlhfjxNKpbH4bbS1O2vmpVRmTWxRD5dIhMvaOflJVxeO03dfmZHlgVIu8tKa9/allktvQHiM1ky8eUpp86dIRwVoc3p2LxOKFBfi8RU/xW2HbtjzedYiSAIdO8Lc/2lGc0OzGq30Ll7/cJDJRaLSOfOBjp33tjj1IS3CY5+FHILaq6VfXObPgzIZfVaeCX5pPq3Tc61qvPKIyUKsLGoAiMySMnia1osqNYNvRFq+R6pvC6stelr5XqvFrHALPtnPaw1Ib+e7+Xf+I3f0IQCh8PBI488wlvf+lZ27dpFS0uLbjJ8eHhYC4mubMC4lTz88MNaxsNXvvIVg1jw5S9/Wfu/2VQB3Pj+h9XtF28G7e3t/P7v/z6/9mu/Bqiv89Of/nT1bMg1qBR7zJr6auXVvi937NjB2bNn+fSnP80Xv/hFYjF1QlGSJM6cOcOZM2f4i7/4C9ra2vjkJz/Jv/t3/+6mbUudOq9GXrtXKXVqp+dOaNmnBvi6w+BZLECUTKwAFEVdfhPEguJIguLUcsFcypbJnp3De2fb6sXvuSvGZeUCLAyrQsGeX4LEmDoZ4WtWC/+CgMViYc+ePRQKBSRJwuVyLRfqpDKc/2f1MZZoPQA73rJuwUDOFA3LFAXk7HJXkWtXA4JFUAUDUcDe5sWxNah6mw4tf9HKuTLZc3P47mo3hB+Lrlf245xOp7Vu0kqWvngBSkWJ+HQWBAi1uLHaVu+gFUQRl9dYzFdkZXEiQ8AfaSLY0kZ8erkTx+500bq1ukBh8XpX9aLfCJIkmY5Kjo6OrksssFQJta5cLufNL5yUvASrvKxgMFi1iyuTyegCkJeYmJgwFQtWdouAKo6USqWq0wWCINB7IEL/izOa7YXDY6Nz1/qKSV6vV3dcgTql4nRurBNWdDpx7d1L7uw53XLXTfIbXZjKGIKNo2Mpwu1eApGNjfpuJt6Qg46dISauxRc/awItff51bZssy0SjUXK5HIFAQOt+X4vJyUlDzkQmk2EhF8OL0TJLzpRuSCyw2Wym1jlL+SkADR47d2xZ3wRDMl/i0fPLEwmFkszTV+eIeB10NrgJuGzMp/XnS0GAgGtjr8UqCjhtFvIlfZHAZTdOmyilEoosI67DgszptbH/3g7Si0Vsb8hR9f0URfGGCi6iw4LntmYKQwnkVAnRZ8PRF0Q0sTvr2NlAQ5uX5HwOp9tGIOKqSSxXFIX+F2cM4ci772ozF7iqPqT5H7r3hQk2u0lEczhcVsId3qrh15VYbCK772wjEc1RzJXxN7pwrji+izlzm6PiKuHtaxFscrP//k7iM1kEUaChxbPqNNCNIssS8+NjpObncHn9RLp7sVaZQKwZQVh/5sBGEa2qQJFeEe7ubVL/Vuc1x0ZDjas+3iqTenXWT2VBM5PJrLLmMivXe7XYjlSKGN/+9rd5xzve8Ypsx8TEBF//+tcBtUHhhz/8Iffcc0/V9V+JaYKVPPzww/zf//f/jSzLPProo8Tjce13z9zcHI8//jigvp6lQOiVVO7/YDB4S6YENoM3v/nN2v/L5TJPP/30hrIpQP9ZMGvQqpV/C/syEonw3//7f+e//tf/ygsvvMBPfvITfvrTn/Kzn/1MaxyanJzk137t1zh//jx/8Rd/8QpvcZ06t476Fe3rkXwSotfUH1aRnWoHltNvFADCW2HiZf0yZwA8NycxvjRr/AEs58tIqaLOpxhQq+3pWTVLQazyA3yps0sQINil/jPB1LN95oJeKAB1gqFlHwTXZ6lg8TuQUvpClCAKukwBwSri2h02ZBSsnDYANeOgPJ/D1nxzO+cURWFhYUELglyrU8dut5sGyi7t3+R8jmsnZzRv9lGbyI7jrXhDtRespHSR/NUFyrE8osOCozeAvdPHzjvuYW5kiGR0FqfHS/OWbTpLlFuBJEmm3Q/5fH5dPqgNbR4mri3oPMJFi0hjx/IPIWvYiZRcUWi0ClhWfk7WQbXOjc3u6PA1ODnwhk6S0RyiRcAfrq24V0lvby/JZFK3besNKl2J5667sIQaKAxcR7DacO3dg71iRH0zScWMnewA6VheK8grskI6XkAQVJueW+2j27YtRGOnj2yyiMtn13U2r0W5XObs2bPaRTZAa2srO3furOm+ZihuC6zQIgWBtSfPzJ4jlqc4nkIpyVgjLnq6e+i/3l/xuILWHbdRrs+mNaGgkmszKTob3BzvDTM6n6VcMSF0oCOIz7kxsUAUBQ53BXl2YF63/Eh3qMLOrkz6J8+Qv3IZJBl7VyfeN7zBIJyWixKzIyly6SKegINIlw+LVUQQhZti8WOGxWvHva+2aw23317V+qcaqfm8IRy5mCszO5ykw6QTvrHDS3rF59bls+MJmj+vIAgEm90Em5dFp3ymxNxIilJRItjkJtTqNv1cC6JAsKn6dIm/sQlBFFFWdG4GmjfWQbiE3WmteSrjRlAUhavPPsPC1PJk2tT1a+x7w5uw2Tf+HXZLEQTY9gCc+6flIGWLTV1WtyB6TSLYN1c8E6pMMdXZGJVNLSstZqsxMjKi/d9ut79qxILm5uWJ2v7+/lXWvLk8+eST2m+6Bx98cFWhAPT785Wio6ODe+65h6eeeopCocA///M/a93gX//617VrzDe84Q1Vu+4r9388Hmdubm5d1k2vFK2trbrbN/J+VO6Dyon5G3mcV/u+tNls3HXXXdx1112Aas375JNP8ulPf5qnn1ZtBz/72c/ygQ98gKNHj76Sm1qnzi2jLha83pgfgAv/oo5JAww+Bfvfo3r7r6T3HtWCZ6lo7vDB7ncshwdvMkIVmwTBsuKHVymn2gzFF7u4pYIabuysGPF3hyF4A6G1yYnqy9cpFjh6A5Tnc8j55S4ix1bzLklD4WDla1/iJtsMlctlzp8/r+s07+7uXtW30Ol00tzczPT0sj2CIAh0dnaiKAoj5+d1Ia5SSWb00jy771zuupeLEqXxFFKmhCXgwN7m1SYoFFkhe3pO66qXCxK5KzEEhwVbk5vmvq00923drF2wbmw2G16v19CBEQqF1lXotTut7Ly9lfErC2TiBdx+O+07QrpwWEd3AGmhQHmxy1cQBVy7wlW9vmvB7/djt9sN0yFLmQu5dJHUfB6nx4YvrL7XlTZEoAaZrpZZsITFKhJqMRefFEWhOJaiNJFGkRVszR4cvQHdecDv93P06FFmZ2cpl8tEIhHtR16pVGJ4eJj5+XnsdjsdHR2muQsrEUQR1769uPbd/HDKlZ3C2vJFATGXLnLt5Ixm+eLy2dl+rNk0IPhmUmkjVMiWSMUKOD02PEH7qsf01NSUTihYWtbW1rZmx3kkEjGdGmna00HxzDxSReiqY0tw3TYO5WiO7JlZzemrHMsTbvPgOXiQ2dlZRFGkpaVl1aJBLlXUbGnC7V5cPmPB2Fble3LJDqgl4OR9x7s4N5EgX5TojXjY0XxjhYpjvQ14HFYuT6n7fnebn92ty/s7e/Ik+YsXtdvF0TFSjz1GsGJMv1ySuPjTSe3Ymx9PMz+RZtedbbp8gluBIiuUJtOU53MIDiv2Tt8NTZFUUi28N1clNDnS5aNckpkeSFAuyQQiLnr2hWs+t2cSBS4/O6V9B0bHUjT3Bujeu77wZ1AzffoOH2Pw1ElNMAg2t9K6tXqg71JGSmIuh81pobHdi7WGSYebQXJuRicUAOTTSWYGr9Oxc88rsk0bItgFJ/5/MHdVvR3ZcfPtj+q8YlgCDhDZHCsiUdiQ0F2nOocOHdL+f/LkSSRJWrOB5Gc/+5nu/q+GcGNQA5p/+MMfAvDYY4/xu7/7u6/IdlRmJ+zZs/a5+Sc/+cnN3Jyaef/7389TTz0FqFZES2LBV77yFd061WhtbaWrq0sTnX74wx/y8MMP37wN3iSyWX0DhFlGW62cOHFC+/9zzz1HLpfbkK3kv9V9Cerv+je/+c3cd9993HbbbZw/fx6Af/3Xf62LBXVeN9TFgtcTigL9jy8LBQDlIlz/ERz5kHF9mxMOPqQGxpXz4Gut3sVfyqv+/habGppsWf+hZe/0acXPJawhp9GDfegny0IBgMUBigyeRiim1effct+NiRruKj/gXesfcRddVry3t1GayaIUJKwRFxaT4pIZ9nYfpekVX/4uK9bwze2an5qaMljSjIyM0NzcvOqEwY4dO/B4PMzPz2O1Wmlvb6ehoYFySSKXMloUpWN5FFlBEAWUkkTm5DRyTj0+S9NZStMZPLe1IIgCUixvar9TmkxjW6UL81YhCAI7duzg3LlzmqWJ0+lk27Zt634sT8DB1iNhoqMj5JJRitkSSrBDC/gVbCLu25qREgWUgoQl5DQVn0D1i5ydnUUQBFpaWqp6T4qiyJ49e7h8+TL5fF7LKujs7GT86gKT15ZHR31hF1tu60WWZWZmZlAUhcbGxg1lU6ykOJIkX+FBXhhKoBQkXHv0n0mr1UpjYyNOp1N3QXzx4kVtzDWXy5FIJKrmLrxSNHZ6mR1J6rIb3AEHoRb1OB46G9WKtaAWp0cuzLP9mHkXlCzLTE5OEo1Gtc9dKBTatO2dvB5n/MqClqURbHaz9UgTYhWBt9ooejKZXFMsaGlpIZ1Oa3ZEDoeDnTt3Ync7sB1vpTyXRS5IWBucNZ9HKykMJw2RIKWpDIEt7YR2rL3PFqYzXH95VssMmRpIsPVIk0H82tbs5afXozpbIIsosKdt+fWHvQ7u27G2kFVJPp9HkiTcbmNXuiAI7G0PsLfd3Bs/f/WaYVlpcgopldKyW6Jjad2xB5CJF1iYzhBuuzkZHtXIXYhSqrDrKk2l8dzWsqH3fSWeoHkH+8r8gSUEQaBta5DWLQFQWPc01GR/XCeWA8wMJ2ndEsC+AQvB5t4tNLS2k4zO4XC78YQaVi10jV2OMT2wbGk4PZBg151tNU0MSWWZ8asLxCYzWKwCTd1+mnv9Gy6sZUzs7gCyCfPlr2rsHmi/OXZ1dV5diE4rrj2N5M7feMixa0/4NZ1X8Epwxx134HA4KBQKzM3N8b3vfY+3v/3tVddXFIUvfvGL2u3777//VmxmTbztbW/jD//wDwH40Y9+xPnz59m3b98t347Ka+uVheiVZLNZvvSlL9X0uE6nU8uKWs26dKO8613v4uMf/zj5fJ6f/OQnjI2NUSgUeOGFFwDVZvKd73znqo/x1re+lb/6q78C4DOf+Qzve9/7XjViUjVOnTqlu93e3r7hxzpx4gShUIiFhQVSqRRf+tKX+PVf//UNPda/xX1Zid1u54EHHtDEgsrw5zp1XuvcPEPSOq8+Slk1/G0lqSnTQFUNT6M6eVBNKFgYhuc/B5e+A+e/ASf/GrIx83VXwdbiwbUnjMVnQ3RYsHd4cR8w8YmeHzAus7pg19vhrn8Pe35RP2WwGuXCYkDySf02tx4AV1C/bqBDtWbaAIJVxNLiIupIc218gJGREYNHthnWBifu/Y1YfDYEq4ityYXncNNNDzA2866H1YOKSqUSExMT5PN52tvb2bNnDw0NqrhisYjYHMYfRg73chhzcSKtCQVLSIki5ajqw1z1CF3l0L3V+P1+br/9dvbt28f+/fs5fvy4zvu8VsqlEueffJyBl19gsv8KV597hivPPaOzeBIEAWvQia3ZU1UomJyc5NSpU4yPjzM2NsZLL71ENFr9h24wGOT48ePcdtttnDhxgj179lDMSTqhACA1nyM2kWXnzp3cddddHD10kI5IY81fKFJZJjGXJZMoGP5WHDN6Y5am0lrYqaIojIyM8Oyzz/LCCy/w/PPPMzc3B6i+mmZ+mCsnIF5prDYLu+9so2NnA+F2L117wuy6vRXRIlIuSQa7E4D4bM5g8bXEtWvX6O/vZ2Fhgbm5Oc6ePbvq+wyQL0lcmU5yfTZNWareKplPlxi/HNN9R8RnskTHq3uYVjvma/ksiKLI9u3bueOOOzh69CjHjx/XziOCRcDW4sHR7d9wwVguGAVHRanNP1pRFEYvxXTh4oq8uGzFe+O0WfjlI+10h93YrSKtASfvONhGo3djNiulUolz587x3HPPcfLkSV566SWD37IsKwzMpTk3HieeNYqzVb83Kn60rQwfX2JJQJBlxRCufjOQUkWdUACglBWKI8kq99CTLZbJmLzXS3gCDppXBA57gg6aulaf7hAEYUPfv6b7VVGqTjjUgs3pJNzRibdh9QmHfKbE9KB+vxVzZaaux2t6nsEzc8wMJijly+TTJUYvzjMzVNv7YIa3wbwZwxu6RXkDdepsEM+J1rVXuoWPU2eZYDCo82f/D//hP6zqof+5z32Os2fPAup1x6spuPTYsWPce++9gHrd8f73v98wrVmNYrG4ab7wldPk3/ve91a1Jf2d3/mdmouo4fDyd8DNuD4PBAK87W1vA9T999WvflU3VfCLv/iLa4b2/s7v/I42mfLSSy/xqU99qubnr5ywv5X82Z/9mfZ/QRC47777NvxYDoeDj33sY9rt//P//D+5evXqhh7r1bovFxYWag7irrQ2ezU1n9Wpc7OpiwWvJ6wu8xFpd3jjHquKAle/r04oLJFPwsCTG3o4e5sX74k2fPd0LNqqmBRB7SYFJ0EA2zq77TPz8MJfw5VH1emKk38DU4sBpzYXHP4Q9P0cNO+BbW+CA+/d8LSCLMucPXuWa9euMT09zeDgIC+//HJNgoGt2YP3RBv++zpxH2hCvAVWJNWKetVGEAuFAi+99BLXr19nYmKCixcvcuXKcvC0IAq07wga7tde0ckrZ80vQuXFYoo15EQ08Xi1tb66xv4tFguNjY2Ew+ENj4DODl0nm9Bf7C9MjpOYrb2bQZZlg8+koihrek+KoojP59PCglPz5v76qfk8iiwzeOokZ3/4PS795Ee89N1vMTNkIuZVEJ/JcuaJUa4+P83Fn0xw5fkpXT6DUjZeuCkKmt1GLBZjcHAQSVKLu4VCgUuXLlEoFKr+kKnlc3arsdottG0LsuVwEy19AS1MVBQFRJOQ62rhqIVCwXAxrSjKqp69o/NZ/u6nQ3z//DT/enaSLzw7bFpcBjVrxIzEXPUw1ba2NsO5IhwOG6YdFFlhdiRJ/0szDJ+Pkq3I4VAkkcnLaU79YJTTPxxlaiBRVSxZD2ZTWaJdRFw5wWaCLCuGrntQC+mySQG9yefklw538Bv3beW9x7roDm/8XDU4OMj8/HIeQTqd5vLly9o+yRUlvnpylP91ZpIfXZ7lC88Oc2pUfw5x7t5teFx7d5cus8BbJZPA4bbR/+IMLz06zMuPjTB6ad70NW8WK4XjtZYvkS9JfOfMBH/99CB/85NBvvnyeFXRoHtPmN13tdO5O8y2o83svrPtpoX6mu1X0SKuO2thI+RSRdOGkGzS/DNfSTFfZmHa2FE6M7xxscAXbiTSrc8E8QQbaOp95WwE69SpBUdfAGvzjU2yWpvdOPpqbGiqsy5+//d/XysCX7t2jTe/+c0MDg7q1pFlmc9+9rP81m/9lrbsN37jN244p2iz+exnP6u9lnPnznHs2DGeeOKJqutfv36d//yf/zO9vb06e6Ub4f7779d+Dw4MDPDII48YmsmSySS/9mu/xuc///k1s+2WqJyS+Kd/+qdN2daVVNoMfeUrX6nZgmiJLVu28P/8P/+PdvtTn/oUjzzyCOPj46brS5LEE088wQc/+EEOH76102bxeJxf//Vf51//9V+1Ze973/uqZjLUyic+8Qm2bNkCqM2Cd911F1//+tdNr8Wz2Sxf+9rX+MhHPmL426t1X37nO99h27Zt/Omf/mnV38b5fJ7PfOYzfPOb39SWPfjggzdtm+rUebVRn4F8PSGKag7B1e8vLxNE6P0547qpaRh6BtIz4GtR7+c1sUvIJyAXNy5fGQ68mXQeh4vf1i9r2mUMaF6LoaehWNGZqShw/Qn1sSw2VZTovuOGNxdgfn7e0JWfy+WYmpqiq8s8ePmVpL29nenpaZ1/fSgUIhgMmq6/NFFQyczMDB0dHZrtSFO3H6fHRnQ8jSBAY6dPF5ZpCTpgwtitbFkMQBYsAu5DTeQuzyMligg2EUeP/4Z/uN1qFFkBwSSfooJM3LwrKBNfIFhjiGWpVDLkDwCGbuS1qOqv77YxOzLE3PDyDzFZKjP48kmCza04TAQnSZIZPDOnEweSczkmB+J0LoaK2ppcFCf122gJ2BEXJ1NmZ2cNjyvLMtFolNbW1lVzF14pFEUhmywiSwreoGPVzmTRItLc62eqwooJoKXP3PajWCyaXrgXCsapDVAL3o9fnqFYIcqk8mV+0h/l7QfaDOtXs0hxuKtfPtjtdo4cOcLU1BS5XI5AIEBTU5Nh+wfPzjFfMaEQHUuz645W3AE7/SentWJmqVBm7NI8VptIZI3O77Vw9AWQEgUtIFywCjj3NBqzcUwQRQGn104+rT++nF77Dfn5j85neXYgSixbpMXv5K5tjTT59MVls0mRVCpFPp/H5XLx8sgCc6nl91xR4JlrUXY0+/AsfnZcR46gSBK58+dRSiUcW7fivftu3WM2tHmYn3Drwn8bO33MjiQ14VAuK0wPJLBYRJ3gu5lYAurnZOUUg6WKTdAST12dZXBu+fwxGsvy+KUZfvGQ+Ti+N+TAG9p4qG6pWCAxPYXFZiPQ3IJYZQKzfVuQ5FyOQnZRbBIEuvY03JLcAJfPrjZUrDhP1CJUyJJiKjTI5Y0LRYIgsPXo7US6+0hFZ3H6/ITbOxFvIKC+Tp1bgSAINPzKDub++ixKcf3hBYJdpOFXdvybsuD4t0RfXx//43/8Dx5++GEkSeK5555jx44d3H333WzZsoVMJsMzzzyjK1KeOHGCP/mTP3kFt9qcvXv38rWvfY33vOc9ZLNZrl69ygMPPEBnZydHjx6lsbGRYrGoTZNWK7zeCKFQiN/93d/lD/7gDwC16P7973+f48eP097eztTUFE899RSZTAaLxcJf/uVf8qEPmdgar+CXf/mX+cEPfgDAf/yP/5Ef/OAH7NmzB4dj+bv4P/2n/3RDdpoPPvgg4XCY+fl5zT4GoKmpiQceeKCmx/j93/99hoeHNbuqL37xi3z5y1/m0KFD7Ny5E6/XSzKZZGRkhLNnz2qZdZWTE5vBo48+anoNmM1mGR4e5rnnntP9Bt++fTv//b//9xt+Xr/fz7/8y7/wwAMPMDs7SzQa5aGHHuK3fuu3uOOOO4hEIuTzeQYGBjh16hS5XI4DBw6YPtarZV+uZHBwkE984hN84hOfoKuri/3799PU1ISiKExPT/P888/rJnUefvhh7rhjc2pDder8W6AuFrzeaDuo2grNXFKFgpZ94GvWr5NPwpmvLE8LFFKQGINjv2acTLC51cK6tKLbcqWFz2bStAsEC0y8rGYpRHZAx7H1P05y0risXFBDnX3GgqyiKFpg1nov9Kt5Pa7lAflK4XQ6OXLkCBMTE+RyOYLBIK2trVVf98pQ3yUymQx+vx+5IKHky/hCDvyN5tMJthYPpZmsZjsEYG/3qqFyi1h8drzHWtXuc3FjdhCvFHKhTP5KjPJcDqwi9g4vjr6g6WvwBBuYGzF2OXjXceFss9l0vqBLrOUZvxJf2Ikv7CJV0WFutVto6vUzfOaiYX1FkYlPT5qGTWcWCpSLRruXxGyOzp3q/53bQ8gFifJiYdLis+Has1zsrxZYZ7FYtNyFpUkDUMdFX0lBrpgv0//iDJnFPBaH28a2o82rFuo6doSwO6xqiK4AkU4fjZ1qh5ksyTorFI/HYyqQLFn3rCSVL5PMGbvjx2Lm56JAowtvyEl6Yfk4stotNHWvfhzZbLZV93s+XdIJBaC+tqmBBK1bAqZdz3NjqRsWC0S7Bc+xFqR4AaUkY21waiHqayEsFnj7X5zRitiCKNC1e3W/+NWIpgt8+8wE0uLjjcxnmUlO8OE7e3BWTNaZHfeCIGjLJ+PGSQ9ZUZhK5Nna5F3cVhHPiRO4jx/X7m9Gz74wuZSffKaEJ+jA5rRw7kdjhvWi42nad4TIFss8NzDPaCyL12HlaE8DPY03NvElOiw4t4fIX41ptWqL345jleNOURSuzRi/i4bnMxTKEg5r7cVoRVFIzOXIJYu4Aw78jU7D/lqYnuTacz9FKi9m1Hj97Pm5+3G4ja/d7rKy99524tNZSkWJYJO7qhC72Tg9Nlp6/UwPLjcs2F1WWrcG17yvw23FHXCQXWEZF2q9MZFeEASCzS01i98bYunAqRdm62wi9nYv4Q/sZv4fLq1LMBDsIuEP7MbefmuzX15vvOc978Hj8fDRj36UmZkZyuUyP/7xj/nxj39sWPehhx7if/yP/6FN0r7aeNvb3sazzz7Lr/7qr/Lyyy8DMDY2xtiY8ft4iZ6eHjo6OjZtG37v936P4eFhLY8gFovx/e9/X7dOMBjkf/7P/8nBgwdresxHHnmEr371q/z4xz9GURTT9+fjH//4DYkFNpuNd7/73Xz+85/XLX/ve9+L1Vpb+UsQBL7whS9w22238Xu/93ssLCwgSRIvvfQSL730UtX73HnnnRvebjNefPFFXnzxxZrWffvb385f//Vf09S0vjysauzfv5+TJ0/ywQ9+UAuwnpmZ4Vvf+pbp+tXsnV4t+3LltgqCoDVcjY6OVp3KFkWR/+1/+9/4zGc+c9O2p06dVyN1seD1SKBD/VeN6fN6WyFQA4xnLkHnivR3qx06j8HwipHH7pt3cgcgsl39dyN4GlUhpBLRapp3MDU1xdDQEIVCAa/Xy7Zt26p22ZsRCJiPHK+3cHsrcTqd2vjhWvj9fp1FxhJer5fc1RilsRSKogbzunY1YGs2FlMEUcB9MIIUyyNlSlgDDp1QoFu3xuLeq4ncuehygHdJpjCURLCKOHqMx0aorYfRi0MUcwtYbepFTLijC3+k2bBuNURRZNu2bVy8eFHzZLRarTW/p0sIgsD2483MjaZIzedxum009fpxuKzYHOY/sGzOKoKQiY3UyuWCzYLncDNytoQiK4gem65I19raqoXfLmG327XpgWAwyIkTJ0in09hstqrWWbeKscsxTSgAKGRLDJ6eZc897VWLtYIg0NyrhoguUcyVGT4fJT6bQ7QINHf76dgZQhRFdu3axcWLFzUbJq/XS09Pj+lju+wWbBaBkqTvDA64zAuXgiiw43gLM8NJUvM5HB4bLX2BGy505rNVvPGzpap2Q0sFekVRiI6lWZjJYLVaiHTrp5TWQhAErCGnKjqus44YbHKz794OYovTLw1tnhvaF5cmk5pQsES+JNE/k2Zfx/K5ob29nevXr+vWa2pqwm5XRaeA28aEiWAQNLGtq3bcRcdTjF1aoFQoY3Na6drdgK/BudwNb4KiKPzLqQltqiGeLTERn+BdRzroCN1YQdne6cMacVGezyM6LVhCTk0kUxSF9EIBqSTjCzuxLH4nWETBsD9FQUBcR8FYlhX6X5zRTVeEWj1srcgLkmWJgRef14QCgHw6yej5s2w7bt51ZrGIhF+hQmHn7gaCzW4SszlsLguN7d6aphoEQWDr4Saun5rVBINQq0ebBHtFyETVjCl/KzhMxENFgZFnYfxFtaEkvFW1klzv9GmdOlVwbgsR+fUDxP7pKuWZtZt+rM1uGn5lR10ouEW87W1v4/r16/z93/893/3ud7l48SLRaBSXy0VbWxv33XcfH/zgBzm+KJy/mjlw4AAvvfQSP/zhD/n2t7/Nz372MyYnJ4nH4zgcDiKRCNu3b+fEiRO8+c1v5vbbb9/UyRWLxcIXv/hF3v3ud/M3f/M3vPDCCywsLBAKhejq6uId73gHH/nIR2hra2N4eLimx7RarTz22GP8/d//Pd/85jc5f/48sVjMdBr6RvjABz5gEAtqsSBaycc//nE+9KEP8Q//8A88/vjjnD17lrm5OfL5PD6fj46ODvbs2cO9997Lgw8+SGdn52a9hFVxOBwEAgG2bt3KiRMnePjhh2+KbU93dzdPP/00P/rRj/jnf/5nnnnmGaampkgmk3g8Hrq7uzly5AhvfetbVw0Vh1fXvnzXu97F1NQUP/zhD/nZz37G2bNnGRwc1Ky2AoEA27dv56677uKDH/wgu02sPOvUea0jKJthAvxvkPHxce0ENDY2tqkq/L95rv9IDfxdSc9d0Hu3cbmiwOxlmL2kThm0HoRQ9+ZuU7kIC0Pq4wd7NpwdoCMxDme+BnKFn3Hv3errrCAej3P69GndMovFwokTJ7RCzVooisKVK1d03uKhUIh9+/ZV7ZR+JVAkWe3sV8Da6KpelC+kwWJXxSJUy5vTp0+TSWcQS6CI0NrVRq+vndxFvYggiALeu9pN8wduePsVhdhUhuRcDpvTSqTLh6OKjcqtRMqUSD9rnGSxeGx479Bbv0wPJhi7HEMqS+RSSTz+MluOtNLQ2o6wgeM+n88zNzeHIAi64uJmkE3EOffED5Dl5WkBtz9I34m7mJyaolwu09jYSHNzs/bj5drJaeKVP64FtRgdiJgX9RVZoRzLgyRjDavHZCwWY3h4mGw2SyAQoK+vr2av1FvNyz8Y1tkuLXHgjV3rOjYv/WzSEHzcsbOBtm1BAMrlMvF4HKvVSiAQWPXH4rMDUV4YXA50FwR4675WtjXfWNf+eigXJc48MaranFTQsiVA584Gzj01bsgH6NobpqU3wPD5KLMVnumCKLD9WDOBSG3FablQJn8pRimaQxAFbG0enNsbarIiWvOxZYWJawtER9MoikK4w0vHzhAWi/ln98krM5wdMwbH37M9wpHu5a46RVGYmJhgcnISSZJoamqip6dH+/6Ipgv844tjOnupHS0+HtynD9IsSzKFsozbrp+QyyaLXPjJhN5yRhDY93PtuHx2Lj87pZsuAmjbHkKJOPjGy0b7g+3NPt66/+aEeJaKEtdemNZEOKvdwpbDTQQiLp7pn+OlYb2N2972AA/srl1onZ9IM3DKaHe2/VgLwUXbu2wizpkffs+wjs3p4ugv/FJNzyOVZVLzeUSLgC9snFx4NaEoCoVsGdEiYHeufd4q5spkU0XcPntVK7N1I8tw5bswszjRJohqrlTXCf164y9D/w/1y3wtcOSR+pTBTeT1+LtKURQKgwkyz0+RuxiFyq96UcC1J4znRCuOvtW/k+vUqVOnTp06dV5tvPJVtDqvPiI7zMWCxiqd/IIAzbvVfzeDhRG48E3VIgjA3QD733PjVkeBDjj6qzB1RhUjGrdBQ59htZkZY6isJElEo1Ha2owe32YIgsDOnTtpbW3VlPhQKFRTAK4iKcjZEoLDgngT/Y2lVJHsqVnkRZsYwSbiPtSEtbK7PxNVf6wnp9QpjLZDsOV+bDYbh3btZ/a5YcrJPE6nE28uRClr9MdXZIXyfA572+Z3WA2fizI3ujwtMjucZNedrbhqCC99RVih1ebSRUYXxRVRFPEEggAIQsOGhAJQJ0RuVmeGOxBk730PMHH1Evl0Cn+kGW9LO6dOn9a6w+fm5kin02zdqtoSbTnSxPRAgvhMFpvTQktvoKo1lZwtkTk1q4WaCjYR9/4IDQ0NVW12NoNSqUQul8Ptdtc8rlwNq91iEAsEUcBirb1wkE+XDEIBqJ3gS2KB1WrVpivy6RKx6QyiRaCh1WMo7t3eFybscXBtJoXNIrC3PbChLnBFUcgmiogWQfVFN/l7KpXScgsqR/2tdgvdexsZPh/VJgbcAQetW4Na8X/oTJT0Qh7RKtLc7ae520+pIOk+46CeUyb7EzWLBbnz85QXbZUUWaE4nkawiji33bj//sSVBaYG4trtmcEEUkmm72DEdP1tTT6DWCAKgmYdtIQgCHR0dJgW4LLJItacxHsOtXNxNk06X6Y77GZ363IntaIovDyywMnhGIWSTIPHzht2NWnve2wybfSmVxRikxnad9jZcjiiTrbMqJMtkS4fbduCDEbNLejyJb3dmCRJxGIxBEEgFArdkEg+cWVBN61TLkoMnpnjwBs6uWNLIxZB4OJkEllR2Nnq584t6/O8TcfN8z5SC3lNLLA5nQiiqAWvL2FmQWRGMprj+suzmi2b229n+/GWmgrxrwSCINQ0QaMoCuNXF5i6nlCPJ0GgdWuAjh2hGy+Wzl5cFgoAFBkGfgzhbeCpeI+nzxrvm5qGzJx59ladOhtEEAScW4I4twSR82WkZBGlICE4LFj8dsRX6ee5Tp06derUqVNnLepXMXWMBDpgy/0w/BOQymo3f999xmyDtUjNwNjzkFtQH7PrDjU0eD3IMlx9dFkoAHX8fPAp2POL63ssM9wN6mu9BQiCQDAYXJd9UWkmQ/5KDLkoI4gC9i4fjq3BDf/oTiaTjI2NUSgUCIVCdHZ2asXQ/NWYJhQAKCWZ/OUYnuMt6vPJMpz/hvp+gjqRMf4iOP0oHUcpXFrAK7ggqBZ+y3M5rVhg2BfrtBGSyvKiDUoeh9tKS28Ap1dfuMinS4YiYrkoMXU9UbVQd6sQ3VYsATtSQj9ia232UJrNohQlrI0uErNGGxGA+GyWhrab1zkvpYoUrscpJwpYPDYcW4JYa7R18TaE2XH78sTRmTNnDDYy4+PjdHV1Ybfb1VDU7SFatwRYmMmSTRaxOSymxeZ8f1wTCkA9JnOX5/He0bbmZyAajTIxMUGpVKKxsZHOzs41C5SKojAyMsLIyAiyLGu2TbWKgma09AUYOa8PJot0+bDabo7wNz+RZuD0nFb4nbi6wM4TrXiCy6KfIAjsaPGxo2XjkwTZZJH+l2a07n9f2MnW25qxLQqasixro/9Lz9nb20t39/LUWaTLRyDiIjGXw+awEIi4NJsXl9fO7rvaKBclRIuAuNiZX8yXDaG3wKpWOZXI+bImFFRSms7ULBYoskI6XkAQwBN0aMeioijMjiYN689PpOneG9ascirpbHBzz/YIzw/OUyzLeBwW7t3RVNUWSvdaZIXB03NqoR8QLQK79oRp2m483w3MZXimf/k4jGWKfOfMJL96Vy9Om6Vq/svStIXdaWX70RZkSQZB0AKdO0Ju7FZRN9EAsKVC7EilUpw7d06zGLDb7ezfvx+fz/z4KxXU96eazVliznieLOXL5FJFPAEHd2xt5I6tGw81d3nN932l6GxzOGndsp3J/isVawh07Nq75uMrssLgmTldfks2WWT88gJ9h6p/V+UzJUoFCU/Arn0eXm2kYnl9OLuiMNUfJ9DoqioK10zMmOMDqFOnlWJBtYFpZf2BtHXq1IrotNbFgTp16tSpU6fOa4b6VU0dc7qOQ+sByMfBFQKruXd8VTLzcPofloOPk1PqD73bPgLiOopk+Tjk4sblC1V+NN4EmpubmZzUW8hUdvHeLORCmdyF+WWfblmhMJzE4rebev6vRTKZ5PTp05p/fSKRIB6Pq4FUCpQXjN2UUqoIZQVsAqSmloWCSmYuooQPIZkEkoIaxFpZ3BPdVqzrKBooisLVF6Z1ndXzE2n23N2u63TMpc29LvPp2oqINxNBEHDvj5C7HKMczSFYBawRN6XpDIWhxOI6YDHZL4osk5gd5NyPTmG12Wjeso1w++ZNCigliczLMyiL3e/leAHp9Cye4y1YNjCRkcsZC3mKopDP5zULpFJB4spzU+RSy+9Zx64G2lYEbpZNuunlbBklV0Yw8WJfYm5ujgsXLmi3U6kUmUyGPXv2rLrtCwsLDA0tn1vK5TJXr14lEAhs2OaoqduHxSowO5JClhTCbR6a+8wzTKrh9NrwNjgN0wWNHfpiqywrjF6M6YplUklm7HKMnbdvniWMoigMnp7V2QSl5vOMXYppwtzU1JQmFGj3GRwkEongdi+LxnaXddXQ4pW+6i6vDavDQrmg71y/4UJkjeEFuXSRayeXRRKXz872Y804Fo9HMyFDkZWqOQwAR7pD7O8IkCmU8TltWGoMbp8bTWlCAYAsKYxcmCfY5DZYv1ydTq28O8WyzPB8hp0tfsLtXqaux3W2UKKJx/7KIrXTZuEte1t4/NIM2aKEIMDuVj/725eP8f7+fp0XcbFYpL+/3+CtWyrkuf7i8yxMTQAQam1n69ETBtHA5rQYxSFBwOawMDk5ydjYGKVSiXA4zJYtWwzWa8V8mfmJDHJZJtTqMYSNh9u9zA4ndSHbnqCDhhWhvt0HDuMOhpifGMNqtdG8ZSv+xrU71/OZEsUKEXQJMxEE1ODvgdNzLEypk3pWu4W+QxGCTTeWCXEzqCZ4J+ZyN/4ZNcsnMFvevBfST+qXeRrBu86Glzp16tSpU6dOnTp1XqfUxYI61bE5wdaysftOnloWCpbIRCE2qNr91LwNbtXuRl7xw9px64LqgsEgu3btYmhoiHw+rwUcr8v7XZbU17AO0aUczZsWnkqz2Q2JBePj45pQsEQ8HieZTOL3+xGdVuS8fj+Ldgss+XhXE3lEC1hEBMHY0Cd6rLh2hSkMJ5CzZawhJ44tgapdrGak5vOGIqlUUicNuvcsdxN6gg6DMAHgCa1T6LpJiE4rnkNNaqiqKKgTI5Vd8wrY53M4XFYKFcvjM5dweRNYbeLi7Sm2Hb+TSFfPpmxXaSarCQXatsgKpakMlm36Yzw6NsLM4HWkcolwRzdt23YY7JGCwaAumwPAZrPpiu3TAwmdUABqB3xju1dX5BRdFqTUCgsfi4Cwhh3X2NiYYdns7CxbtmzRWeGspLK4Xcn8/PyGxQJBEGjs8BkK+yspFSWioykK2TK+RicNLR7d52Tr4SZDwHHrFr3oUMyVKRWMRchMwtxWZaMUc2VdIXWJyiyKpYCwlSwsLOjEgvUiWkR69zcycGpWK2w7vXY6dqhTAblUkXymhDfkNA3UFp2qWFmO6ouathond4bORnUiSS5VZPj8PDsWJ7AaWr1Ex/WF+UCTe81JEptFJOhenziXmDMGayqyQiKaI9KpP96qNaJbFqcinB4b24+1MHY5Rjapduh37ArVlKvRF/Hyq3e5iaaLeBwWfM5lIU+SJBIJYyZDIpFAkiTdtM/gqRc1oQBgYWqCwVMvseN2fY5Q65YA/QbhzMtCYp6rV69qy6anp8lmsxw+fFib/sgkClx5bkqzBpu4tkDP/kaaupevKSxWkV13tDE3ltL2RWOn1yCUCIJAU08fTT1G+8LVsDospt9Vdpf5MTI9mNCEAli0XTo9x4E3dlbNwtgIpYJEuSThXBEqvx5qCbHfMG2HYPK0ftLU06gGGFfScRRKGZhYvA4NdsGOt9TzCurUqVOnTp06derUqZG6WFDn5lA09zGuurwaNie0HzZmKHTfsbHt2iAtLS00NzcjyzKiKNb+Q1pRYOhpGH9J/6PVvbbfulDF03y9Fj5LVHZ2VlIoFBAEAUdfgNwlfRixvde/XLD0NqtWVKkVGQ6tBxAdFqxNbkoz+uKVvcOHtcGpWdosTE0wcuoisiTR2NlNpLt3zX1ZyBqLnwDFFcvtTivtO0KMX14ObnV6bYaC6s1AlmWtc34tj/ul908y88WWYfu+MDNzOdILBWx2mXwyqQkFS0xevWQQCwrXr5O/eBGlLOHYvg3n3r01HaeKZN7xvHL57PAg1198Trudjs2TT6fYcuSYbr3e3l4SiYQ2YSCKItu3b9cVBVMmNjCKrJBJFHRigaMnQHaFhY+9y7fmZ6DasV4sFlcVC6q9dzeaW7AWxXyZSz+d1LqNZ0eSLLR52XpE7VJWFAUENe9BQC1SmgludqcFq92iszcBTC2ebgSLVTQtdlrty++Lw2Eu0q22/2sl1OLhwBu7SM7lsFhFLRx74NQs8xPqd4wgCnTtDtPcaxSWXXvC5K/GKM9kwSpib/fi6F37PFEuSabZEYm5HIqiIAgCXXsbkMoyCzNZUBQCERe9B27OFJrdYX5c2p3GwuyetgCXp/QihsdhoadxWSTxN7rYc3e7dnssluXxl8dJ5Ep0hFzcviWsEwIqsVpEWgLG91YURex2u+EzabfbdZk9siQRmzAGJccmxpAlCbHi/BFq8bDjRAszw0nKRZmGVg9NPX7Onj1juH8ymSSdTmuWR+NXFgwZImOXY4Q7vLrCu8Um0rLOCaBasdktRLp8upBugNYtQdP14zPGbv1yUT0Wa83pWA1ZVhg+F2V+Io0iKzi9NrYcatJZl9VKuMPL1PWETrS0OayEOzYho8gVhMMfUu0tszHV3rLzuLGRQRRVe8mee0CR1j8ZW6dOnTp16tSpU6fO65y6WFDn5tDQB7NX9MsEAUK963+sLfer3WOzV9T8hLZD0LCBx7lBBEFYfyjj+EswslxgJT6qhjUf/eiaXW7WRjeiy6rrPhcEsLdvzGe8oaGBhQW9jZAoilqGgr3di+i0UJxMgwK2Vg+2ykKEIMDed8H1J2B+QM2f6DgGLfsBcO0OU1QgNZbE47Hh2RLEXtHdOjcyRP/JZ5d3xfQkuVSS7n0HV91uX9iJ2diCr9FYmGrbGiTY5CYxl8PutBBscW9q56UZc3Nz9Pf3UygUsFgsdHV10d3dvWahXnRbkTL66RtBAEfQQU+LWsDLJhPMjxkfp5jXFyxzFy6S/vGPtdulyUmkRBLvXXeuuf22iItC/4JhKsS2wuJi4uolw31nhwfo2ncAm325GON0Ojl27Bjz8/OUy2UaGhoMhWOX12ZadF0ZoGlr8eCxiRQn0iArWJvc2FrX7gAPh8OMj+sLjw6HA6939YJVS0sL4+PjSNJysd1utxOJ3NzMi5mhpMGWJDaZJt0XQBDVbvZsooBoEWnu8dOxy9xbX7SItO8I6TISRIugdd2DahNVKpXwer01BaybYbVbCLd7iY7pi8/NFQX39vZ2pqamKJeXX5fP5yMUuvEQYVALrpUWOXOjKU0oAFV8Grk4T6DJZTiuRLsF974Iyh5VhKlV/BVFAYtNNBSbK0USq83CtqPNlIoSiqzc1MDa5l4/0fG0miOwiDvgwB822r10Nrj5+b0tvDA4TyJXprPBxT3bI9iqnB9nknn+5dQE8uKJIZErMRnP8YHbe2q2SQJ133Z3d9Pf369bbjhHCqiBwdKKSSJRNHWICkTchkJ55ee22nKzKRupJFPIlA12RDeT7j1hXD47C1MZLFaRSLevqq1Q5fGlX745uSfTA3HdZzmfLtH/0gwH7u9c1xQgqJ/LXXe2MjWQIJso4Pbbad0a1LJMbhhPGHa+tbZ1LVbqP3Pq1KlTp06dOnXq1Fk/9avoOjeH5n1qYXx60TdctMLW+9XOsPUiCGp+QuuBTd3EW8LMBeOyTBRS0+Bf3UNcsAh4DjeRH0ggxfOILhuOvgCWDRY02tvbicfjzM+r0wOiKLJjxw6dnZI17MJqUmjScPph7y8ZFiuKwsjlGLOjKUCAjERrtkxHxTrjVy4a7jfVf5WOXXuwWKv7zzs9Njp3hhi7sqAJBoGIi6YqPuduv/2WFX0KhQKXLl3S7J0kSWJoaAiv12uaaSFlSpQm0yiSgqXBSXlebzVl6/DpAvJcPj9Oj5d8Rj+RE2rRB+7mTp0yPFf+wnk8x44irGGXJbptuPY2kr+6gFyUEKwijr6AIeC4lDebBpApF4s6sQDUY2u1AnvrliAL01ldB3xjh8+0A97smIzFYgwPD5PNZgkEAvT19elsgnp6ekin05oVjt1uZ/fu3WsWx91uNwcPHmR4eJhMJoPf76enpwebbe2w2RthpSXTEplkgan+uCYkyJLM1EAcu9tKc4+5FVtzjx+3305sKoNoEWjs8OLy2pEkicuXLzM3Nweo4snu3bvXFbheSc++MA63ldik+jxN3X4aO5eL9y6XiyNHjjA2NkYulyMYDNLe3l6zQCGVZCavx0nMZrE6LLT0Bgg2V++iNvV7VxSS0ZxBLFii1kKoIivEZ7Pk0iW8DU7i0xldobu1L2AQHDatOGpCqSiRiRdwemzsurOV6YGEal8VdtK6is3brlY/u1prs/A7N57QhIIlFrIlhuczbImsr0u8o6MDh8Oh2ZO1tLQYzg+iaKGpp4/pgWu65U09fYg15hw1NTWRSukFLKfTid+//Jo9frvhWLHYRBzuW3s5LIgCzT3+qp/jSpp7/cRnczrB3Bd2mX7PKYpCfCarCeaNnb41BavYlNHOqpgrk44X8NUYdF+J02Ojd//NzXSqU6dOnTp16tSpU6fOzaMuFtS5OYgi7PoF6L5TDcX1taqd6K83qnWs1trJ6rbh3rc5P7otFgv79+8nlUpRKBQIBAI1F0HlokShP045mkWwWbB3+bC1e7UCWWI2p7dUUBSm+uMEm9xasaGYNRYkZKlMqVBYVSwAaN0apKHNQypWwOG24g05NuypvJlEo1FDDgSo0wYrxYJyLE/29KxOHLB3egEBpSRhi7ixhJ0okoKwmBMhCAJbj93B1eeeoZRXC1zehrBhGkPOZliJUiojF4tYasjWsLV4sDa5kXNlRIfF1OYn1NrG3Ig+WHxJzFgvTq+NPfe0MzuSpJSTCDS5aKhhYgDUsOJz585pgbHRaJRUKsWxY8c0uyCbzcbBgwdJp9OUy2X8fn/NU0F+v5/9+/ev+zWZIcsK0bGUWrhzqQV+s8K1J+jQ+f1rKJgGoc5PpFctMvoanIYi3+joqCYUgCp0Xbx4kdtvv10r4KcXCkxcjZFZ8qzfEcITdCBJEslkEovFgs/nQxAEdYphe4j27dUnBdxuNzt27Kj699W4/vKMrqibnMux/XhL1e5rm4n1DnDDnf2SJHPthWlS86pYpqDaqjg8VgRBINLp04kkN5vpoQTjl2NaXkNTt5++Q5FNPx/mS+Zd+oWlIPSixNT1BMl59dhu3RLEu0o+TCQSWXNCp+fAYUSLhdnhQUAVCrr21t4k0NHRQS6XY2pqCkVR8Hg87Nq1SydQte9oILUwhVxePm937GjAYnLOK0kyQ9EMZUmhL+LBuUbuxM0iEHGz/Wgz00MJSnn1fNm2LWj6no9cmNd9F08PJtl9ZxtOb/XvWEsVy0OzfVKnTp06derUqVOnTp3XPnWxoM7Nxd1Qkz//a5aWfZCc0i/zNqn+/zVSjuYojqWQSxK2Rjf2br9WTN4IPp9P829WFAWpXMZitVYtNimKQu7sHOUlj/2iTO5yDEQBe5taJDPt6kUt8C0VLQNNzcQm9dYwLp8fh7u2IrHDbcPhvrkd3uulWgHabHlhIG7weC9NZfHd3Y5Slsldmqd8PopgEVQP9W0hBFHA3xjhyIPvIDU/h2i14g2FDe+VvauLwsCgbpm1MYy4jlBeQRSwVOnABujef4hcMkl6QZ1MsTtdbDt2x4aLlA6Xlc6d6z83LBUCKykUCszPz9PcvPy5EgRBO85vFoqikJrPU8yX8YVdhjDYgVOzumDS6FiK3Xe2GSYomnv8xCYzugmD5t5A1QkZcZ3WIGAe3lwsFkkmkwSDQQq5MleeXy6iJmazpBfydB/2cbX/iuY57/P52LdvX9VMgs0gmyyanlNmhpJVxYLmbj9zoyldEdjtt2t5BhtlfjytCQWgOuKUixJbb2sytfu5meTTJUYv6HNlZkeS+BqdhNs2V7DYEvFyfVY/0WQRBXoa3SiywpXnp8kuWvpk4gUSs1l239V+Q1NdosVCz4HD9Bw4vLH7L07L9fX1US6XcTqdhvOTN+Rg370dzI+nkEoKoVaPqcgRTRf4l1PjZAqqaGK3irz9QBudDa9M00Ow2b3qZA1APlNidkQ/WVEuSkwNxOk9UF2oaer2645xAG+DE5fvxr5vZUkmPptDlhSCTS7NNimTKDB1PbEYRO6gbVvwptp11alTp06dOnXq1KlTZ33Ur87r1LmZtB2GUh7GX4RyHhq2wPY31TxZUJrLkj2z3A0sJYpI6SLu/Tfuob4wNcHQmVPk00mcHi/d+w8R7ugyrCdnSstCQeW2TaQ1scAsUBPQhdX2HDhCNpkgn1aLGVa7gy23Hd+0jthcqsjsSIpSQSLU4qahzXPTpw8aGxsN4Z2CINDaarSYWplPAKCUZaR8mfyleaSE+hiKpFAYTSHYLDgWAzZFi4VAU0vV7fDcfTflhQWkmJpJIXo8eN/whk19/Xani31veDOZhRhSuYyvsbFme5DNpBZf8luyHWWZayeXO84RBLp2N2ihqJlEQScUgGqtMzWQoO+g/vNrtVvYc3cbC9NZCtkSvrBLK2C6fHaDTVGkigXXalSbIlqaxpgfT+sK7aAWGk+dPIetQnNKpVIMDg6ya9eudW9DrawMaF6iVKj+Hju9Nnbf2cb0gFqE9DU4adla3ZKnVtILJkHkQGahsCGxQCqXkctlbGsEPcuyQnw6SzZZwB1wEGp2E58zmT4BEjO5dYkFS+fKclEi2Gx+rtzV6mMmmdfsiJw2C2/c1YTbbiUxl9OEAm17JYWZocSqRemVKIpCYjbHwvSib3+XuRXZerHZbKtOzTlcVtq2rZ6d8ZNrc5pQAFAsy/zo8gwfuqNH21eKrDA9lCQ2mUYQBSJdPho7vDd03i2XJLKJIg6PzSA+rkU+XTJk+wDkUsbvnkrC7V5kWWFmMEGpIBNsdtGxq+GGXkc+XeLK81PaZJRoFdl2WzMOt5XLzy6LktlEgWQ0x9572hEX8zMUWSGbKmJzWOoiQp06derUqVOnTp06rwD1q/A6r07SczB+EvIJCPVA+21gvYk+9MUsxAbAYlcL+pZN+mgIAvTcCd13qD/i1xkoWhxNGZaVZrLI2RLiDXTZ59Nprjz7E5RFC518Js3V537KgQfegie4oogiGYsPgC6IsrHTx/RgklJh2TLF4bbR0LZcZXR6vRx689tIzM4gSWWCzS1r2g/VSnqhwJXnJjVrjthkmlTMT88mWThVw2q1cvDgQQYHB0kkErhcLnp6ekw72i0BB+WovltatFtAQRMKKilNpSk0CgwMDJBMJnG73fT19REOh42P7fMRet/7KE9NoUgStrY2hPWGcdeAIAh4G4zPvx6KxSJzc3MoikIkEll3h3okEtG8z5cQRdF0v1RDkRXkdBHBKm74czQznNR34yoKY5djNLR6sLusFDJG+yCAQta8cCdaRMLtXoplmWszKZILabrDHrYda2bsYoz4bBa700pLX0AL9pVlmbGxMWZnZxFFkdbWVlpbW02LfB0dHYaA81AopIU+S2WjnVZJKpAr5rF59IXtWCxWfcdsAp6QA6vdYhAN1uqsdvvt9B1aLlYrioIsKxuaxFjCVcW+Zb1FbUWWGT53mpnB68hSGW9DI1uPnsDtDxjWlWWFay9Mk6w4XwQiLhrazQUBm2P5s57Ml7CKAm67+XdYeiHPleemtHPl/IT5uVIQBO7b2cSx3gZS+TJhr10LQ64m2qxcrigKY2NjTE5OIssyTU1N9Pb2apNXk9fiTFxbPiZnR5JsP95iKsIUc1nKxSIun18NPb7JjC8YJ1sWsiXShTI+p3pMjF6KMTOU0P6ejuWRyjItvcb3tBZmR5KMXoypgdWCQFOXj+59xkmyarj9dgRRMEywuQNrH6uRTh+Rzs2bxBq9NK+zUJPLMsPnogRbXAZRMp8usTCTJdzmJRnNMXhmTr2voGau9OxvvKHPcJ06derUqVOnTp06ddZHXSyoc+tQFEhOQGwIHD5o2gVWk0Jheg5OfRGkxaLawoh6n4Pvq7kjf11Er8PFb4G8+MPWGYCDD4Fr9c7DdSEIG9p2pUpRRi7KiDfghhAdH9GEgopnIzo6YhALRJ8d0WVFXuGdbmtaFgJsDgu772plaiBBNlnEG3TQsiVg8DwWRJFgy+rBzhth6npcK34tMTuSonVrcN3dmevF4/Gwb9++Nddzbg2SSRRQFj2/BQGcO0KIVSylSrLEhbNnKZfV/Z5Opzl//jy33XabVuCtRBAEbG1thuWvJhKJBOfOndNe08DAAHv37l1XoT8cDtPb28vo6CiSJGG329m+fXvNokM5USB3LoqcV7fBFnHh2ttomtOwGqmosZioyAqpWJ5wuxerQ6SQLWO1i7rPgW+VbvRMocw/vjhGIqee+14YjHGkO8Q9R81ty/r7+5mcnNRuJ5NJZFmmo6PDsG5jYyN79+5lbGyMUqlEOBymu7tb+3tDq4ep63HdfSyiFbfbWGi015CDUQ1ZVpi4usDcWAoUCHd46dgZwmJZ3kcWi8iWwxEGTs1pgkGwxU3r1tqLsJcmkzw3OE8yV6It6OTeHU00+9cf1hrp8jE3llK7thfxhV3rtjea7L/KVP8V7XY6FuXKz37CoZ9/m6EYHJvM6IQCUK3ewh1enF6bblssNpFIt49EtsSjF6aYTuQRBNja5OVNu1uwrziuJ6ucK9u2BnWTYEt4HFY8Dv1yf6PTtCgdWGERNTo6yuDgsj3a2NgYxWKR3bt3Uy6p9jiVyJLC5LU4/ttdFcskrr/0PNHREUDB6fGy7fid+MK1CcHFfI6JK5dIzc/h8vlp37nHVKBZSdBtYz6tF3EdNhHXYm6BVJaZG00a7jczmNyQWJDPlBg+P788GaAoqsVU2KmJg2thd1lp3x5k/MqyAONw22jbGlz39qxGMV8mGc1jc4j4wy7T6Z3kClsjUIXSfMpcfCsVJCRJ5vrLs8sioaJmvrj9dm1i66azMAzT59X/N++Fht5b87x16tSpU6dOnTp16ryKqIsFdW4dQ0/DyHPLt0eehcMfUIWDSiZeWhYKloiPQmIMgkabnBtCluDa95eFAlCnGQafgj3v3Nzn2gDWRpfBvka0W7BsglWDKSZ1a0EUcB+IkLsQRUqXEASwtXqxrwhYdbhtpp38yegsYxfPk0sl8YUb6dyzH7c/gFKSKU6lUfISlgYn1rDRX7pW8iYWPygKhUzpposFtWLx2fHd2UZpJosiKdgiLq2r3Rp0GKye4q4c5ZReoFEUhenpabZu3YpUksmlSzg8Vmz2m2sHlC6UuTCRIFMo0x12syWyMauN69eva0IBqJ3x/f39NDTUbnkhCAI9PT10dHRQKBRwuVy6ANPVUGRFJxQAlOZyiEMJnGvYkqxEzc8wCgY2p4Whc1HmRpKUChLzE2n8jU68ISfugIOWvurBxC+PLGhCQeWy/R0BgiuK9qVSyTBhATA+Pm4qFsDqIbOeoIPufY2MX4khlWQsNpGeXS0s5BWdIIECHe3mj18L45djTA8ud2PPDCaQy7LBviYQcXPwjZ2k4wXsDuuqAa0rGYtleezi8r6ZjOf51ukJPnxnDw7r+j4rVruF3Xe2MTeWJpcq4g05VKuZdXY6R0eHDcvyaTUDxNegP2+utPhZIpcqsfP2Vib746QXCjg9Ntq2BXF6bHzr5CjTicUQZgX6Z9J4HFHu29GkewzTiRdFIZ8tmYoFZtidVnr2NzJyfl7tggca2rwGeyzdcbPI7OwsW7dupZRTDKIFQC6tP/4nrl7S7Tt1Cu4ZDj/4ds0GrSTJXJ9Nky2W6Q57aPSqwqEsSVz48RPk02pRPx2bJzYxzoEHHsRpIrhWcqIvzPfO6fOGjvU0YF0UtaSybLr9q1llrUZiLmdqIRSfydYsFgC0bQsRiLhJzGWxOaw0tHk2Nah4fiLN4Jk5TShy++3sONGqm24BcLqtZJN6sUW0ioTa1G1bSbDJTWo+b2pBFpvK3BqxYOosXHl0+fb0Bdjx89B26OY/d506derUqVOnTp06ryJeHVW0Oq99cnEYfV6/LJ+A0Rdg2xtXLDd26wFQMFry3Ph2LUAhbVweH93859oAjt4AUrJIeUEtAgk2Edfe8A0FHAM0dnYzfvE8srz8w1wQRCLd5l10Fp8dz4lWlFwZrKJqn7NIOV6gNJ1RRYQ2r07IyCYTXHr6Se155sdHSUbnOHDfgxTOzC9PK4wksbd7ce3emMWNr8Fp8HUXrSKegL7bXC4UKI2PI9jt2NrbTe0s5FwOpVRC9Pk2VBBXFAVJVrSiUiWCzYK9w2j14NofIX8lRnkuC1YRe4cPi00Ak0NelmVmR5KMXVaLuoIo0Lo1SPv24E3JaIhni3z9xTFyi0Wcc+MJ9rUHeOPu2kO6Qd0vyaTxs53L5SiVSuvuVrdarZrffq3IqaJOKFiiPJeDdYoFzX1+5ifTSKXlCZ1AxEUxV2ZuRH2d3pADp9dGIVuia0+Y5h7/qkXmmaSxGxdgNlUwiAWSJCEbpoNUEWGjNPf4aezwUsyVsbutWCwijbIXt9vN3PQszlmFkOTBc6lIdj6Ka2cDgq32QqSiKOpEwQqi42m69oZ10wWgWjNtJBfg4qTJcVaUGIpm2NlSXayphtVuoXXLjRUrq73vZrkfriohwW6/XS3UrxBlE7mSJhRU0j+T4kBHkIG5NHaLyPZmH95q50r/Ou3AOn2EWtykFwo43FZcXuM2m+WIqNZQMk6v3dRqamXYcGxizPAYxVyWdCyGvzFCulDmnyqmcSDK3dsaua2ngdjEmCYUaNtULjEzeJ3u/QdXfX3bm324b7NwcTKJJCvsaPGxJbJctLc5LLgDDoOws5ZVVjWqCb5Wx/qFYE/QgSe4+QHkUklm+HxUN1GSTRaZvB6ne4/+u7ttW4jrp2Z1AkhrX4BIp49svMjsaAoUBdEi0LkrjNNjq5pVYl3HOWbDKAoMPWNcPvxTaDmwbgvJOnXq1KlTp06dOnX+LVMXC+rcGtKzpl1zpKaMy0I9EBvULxPEG5oqKBXypBdiuLx+fUeh3QuiVT9ZAJtrQXQDCDYR95Em5HQJpShhCToQTIrQ68Xp8bLzzp9j+Owpssk4Lp+f7v2HVrVnEAQBYYW/e3EiTe7S/PLtsRSuAxFsEbVgMjs8qBMkAEr5HPOnB3DnvYbHsnf5sJgUnZYoFArk83m8Xq/mew3Qtj1IIpqjsDRhIAh07wljqSgyFEdGSH7/ByiLxVRLuIHA29+BxavaKSmlEqknf0yhvx8UBWtTE743PYA1VPuxcHYszsmhGOlCmfagi3t3RmjymVuflEolZmdnyefzBINBGvY3ggII6r5uyjsZGh4yFIT9ngaGTy/bVSiywuS1BbwhB8GmG/CmqsJLwwuaULDE+YkER7pDhDy1F/gFQcDj8ZDJ6EN/7Xb7uov+1ZDKZYr5HA6327QIW62wvZ6C9xIur53dd7UxM5SkmCvjb3QR6fYxcm5et57VJmJdFK3W6kZv9DlMvdLDJvvZ4XDg8/lIpfTF9/VYOplhsYo6P35RFOns7KQx5aZoV4VVRYHSdAZQcO9bX9i6WTe2oqAe++ugVCoxP6/u63A4vCLQ1vzBTLSVW0Zz71bSMf2x4Q2FcQeChnXDbR7mRlKkF5YFAG+Dk1Crx7AugFUUEATjV2w0XeRLzw1ry58dmOcde1pwrDxX7tWfK2vFarOses6JRCKG6YJAIIBzMdy5e29Y16Vuc1jp3NmgW79aro118f1+cShmmMZ5dmCeXa1+inlz8a2YNw+KXklHyE1HyPz1CYJA38EI/S/OaDkknqCDrj0NpuuvRbDZZbCYEi0iTd0bzxHIZ0oUc2U8IYdBiNsImURBJ44ukZwznrMa2jzsdLQQHU0jSTLhNi+hVrc6Gba/kZYtAQrZEu6AQxNKlkSOzIopu6bFKUZFVrTvx01HlswbUgpp9fpQvImZWXXq1KlTp06dOnXqvMqoiwV11kc+AZOn1e7/UA807wGTopwBTxV/YY9Joan9MCwMqTkFoAoF295otCuqkan+q4ycO60VrZv7ttJ3+Jj6g9PmhI7b9FMPggDddwJqF/fc3BzpdBqv10skEqnZ8mSzEARhXbZDyWSS4eFhMpkMfr+f3t5e3G5jwSPY0sqB5gdRFBlBENf9A1yRFQorPKcVBQrX45pYIJWMwb2gdnhjUgOS0yVTsUBRFK5fv87ExASKomC1Wtm+fTvNzWp3u91pZd/PtROfyVEuSQQirkWbmMX7SxKpJ36kCQUA0nyM7AvP43vDGwDInDxJ4do17e/l2VlSjz1G8D3vqWnfDM6lefLKrHZ7Ip7j26cn+PCdvVow6BKFQoHTp0+Ty6lFltHRUVpbW9m5c6e2jtPpZPfu3Vy/fp18Po/NZqO3txclbzO3q5jO3hSxIJYxfw/nM8V1iQUAvb29XLx4EaVi+3t7ezflMzV57QpjF88hlUvYHE56Dx6hsatHt47otmGLuCitKG7Z1xHsudQZbbFYcHnthi5vm9P8fFhteSVHukNcn0mTrggK39ceIOw1dgkLgsDOnTu5ePEi2axa/AwEAmzdurXm11IriqIsigN6yjNZlF1yzXkPgiDQ0OZhflw/zRVsdq3LKmVl9oXVamX//v0EAqrYubPFz+UpfeHPbhXpi5gX228FTb1bKJdKTF27TKlYoKGtg96DR0zPLaJFZOftLcxPZMimingCdhpaPVVDXj0OK1ubvPTPLO9XSVbIFMqaxz5AviTx4kScX6g8Vza5b5pV25YtWygWi0SjUQD8fj+7du3S/h5u9+INOViYyWK1iYRajJY5LVu3k4zO6pb5I82ayDJlMlEhyQqzqQLNLa1w1rhdoZY2FEUhlyohSwqegH3dtlKgTnrsv6+DTKKg2vX57abvZ3qhQGJODShvaPWYCjPqe75oMRXL4/CoWQNmExtrIcsKg6fniE2qx4PFJtJ7IEJDq4dSUWLyWlzbnpYtgZq/N6rZVDk85sv9YVfVySCnx4bTo78IEASB7cdaGL+6QGJ2efvcfjv9L82wMJ3FYhVo7vHTvj20ofesKhYr+FshuaKBxdcMltot0OrUqVOnTp06derUeS1QFwvq1E42pgYPlxZ/nM9chPnrsPeX1r6vu0EVASZOLS+ze6DruHFdiw32v0edOsgnINAJjto9eyvJpZIMnXlJt2xm8Dr+SDORpUJi373gbYa5K2rgcutBCLQjyzJnz54lHo9r9w0Ggxw4cOCWCwa1ks1mOXPmjGb/kM/nicfjHDt2bEXnrYogCAjCxvzulbKMbOLPLGdKKIqiFgbbO5kZvL7yWfF1NKPMGO1SxCq+5LOzs4yPj2u3y+Uyly9f1nWpihaRhjbzYqAUiyFnjd2kxbFli4vi9ZXbCeW5KFI8XtN0waUpo/VJpiAxMp9la5P++J2YmNCEgiWmpqbo6OjQhRdHIhHC4TDFYhG73Y4oisyNmttxbaQzuBaaA04m4vptFQWB5nXaloD6eo4cOcL09DSKotDU1EQwGLzhbUzMzjB89mXtdqmQp//kc3gbGg3e5K69jYiDCcpzWdUWqsuHraW2IvLU1BTDw8Pk83n8fj/btm3D79fb2kS6fMyOJHUduE6vjVAN9iR+p433n+jm0lSCZL5Md4Ob3sbq2+b1ejl27BipVApRFPF4PDen63Y1Fp9OLhZRiiVtUqca3XvCyGWFhZksKAqBJje9+2ufTlAUhf7+fl32Rblcpr+/nyNH1OJ7T6OH+3Y28cLgPNmiRKPPwf07m3DabjzbQyrLRMfSZJMF3H4HjZ3emoQOQRBo37GL9h271lwX1PPZygyA1XhgdzMeu5VrMymsFpGesJtz43HDetOJ/Krnys3EarWyb98+CoUCsizjchkLxw63bdVA4MbObhRFYeraFUqFPKHW9v8/e+8d3thd5/u/zjnqVrNkWe69TPH0mcykZxJIINRkA4SlJAEuly08d2F/cB8WWMq2ywW23d1lYZeQbdRAgCUQEiAhvc1kerHHHnfLlqze2/n9IftYx5Lcxmmg1/MERl9LR0ftSOfz/nzeb1oHdip/d9ToSuy7BAEcJh0mUw0du/YydvIY8sJYSX1nD1Z3C+eemiGyEMKrN2np2V9fYlu3FgRRwFxbOTh76nyAqcGlwOHpoSBbr2gsW3jXGTS09NcS8MRBAL1pYz/R50bDilAABfugkRe8WJx6hp6dUyZWktEM4fkkWw41YK1b3e7LUKOlrsWCb3LpO0gQBRq77Rvaz3Jo9RKdO9UC7Jknpon6kwuPRWZ6KIikEWnc5OBmem+EE99Z+o2r0RfWXupjapUqVapUqVKlSpUqLzNVsaDK2pl8bukkahHveYh4wNKw+u17bwRHd2FqQG+Bhh0FwaAcggDWpsJ/l0DQU8bmCAjOTC+JBYIA7m2F/4rwer0qoQAgGAzi9XqVjvZsNovH4yEej2Oz2V6WyYNiPB5PiU90Op3G6/XS1LT6cynLMrFYjGw2i9VqXfGxCFoR0aQhH1dbOElWvVKwtLsbad2+k6mzp8nnc2h0ejp27cXc6CYW9ixlFlDo7q5kQbTYmbp8X/1+/5oel2gygShAXt2RLxUXkitY4QhrtMgp57K18JeSlWi0TE7Gwrp5WXFbFEVFEAFwNNYweS5Apqj7vLiwmM/LhObiJGNZrE7DJXtX72+vZcQbJRhfEncOdjmwGDbWbWmxWLBYNm6tUY75qdKMEVnOMz81UVKcFTQihr5a6Fuf1VggEODcuXPK5XA4zIkTJzh06JDKRslQo2XrFU1MXwhwdibCbD6Hy6rDHkzS5qwsGOTzMoIARp3Evva1W5kIgqASLFKpFJlMBpPJtGnHIkEQ0DbWkF42EaBx1wAykYcfJnn2LOTyaNz1WF5b2b5Lo5PoPeAmk86BTEkw6mrk8/kS6yWASCSiTHwA7G61s7PZRjqXR68pPznlj6U5OhYgmMjQUmtkd6t9RUEhl8tz9smZIp/6CN6JCFuvbNwUm5dLQa+ROLylnsNbCoHG6Wyec54I6azaNmb5lEoylsE7HiGdzGJzmXA21WxuxzYFy6xLwdXWsfR9vYwDHbWM+KKkisS5nS02bAuTZU19W6lr6yDq92O0WjGaLYwc8ypCAUAqnmHkBS8D1zZvqtiWTmSZGgqq1lLxDNMXgiUTSQARf5LBZz2K0DiuFek/2FAiRsiyTCyYIhnLYnHoVVN0UAhFXk4+l8czElZZWy1sjNnR8JrEAoDOXXWYHXqCs3E0Ogl3p3VDIstaScYyilBQjHciuvligbUJDv0++IYAGZy9henTKlWqVKlSpUqVKlV+y6iKBVXWTtxfeb2cWJDLgn8YssmCSKA3Q11P4b+XCK2h/IlepfViKhV0I5EIbrebTCbDCy+8oHiwT01N4XQ62bFjx6YUHORMDjkrIxikNW+vUrhpcRfuSrc9deqUIpDo9XoGBgZKOqcXEQQBQ7+DxPElz2lBI6IvKsIKgkDrth009PSRjMaIzMP8dIqQ14erx44pmyefzKKpNSA5DGQyGTweD4lEQiW+VPK0L56WiMVijI6OEg6HMZvNdHR0KEVpsaYGw7ZtJE+dLn4AGPftUy4at28n+tjjqu3rOjqQ1ljY3tpo5cKc+j1j0km0O9WCWD6Xg2SCVDiEzmJVvbbLhYJySFqRrVc0Mnk+QCyYwmjR0tRbi6FGSy6T59zTMyrP54ZuG20bDI6GgsXJuw+1M7Rgj9PhNFFvvbQCSiaX58x0mNlwEqdZz/Ym65q7vmVZJp+VETWC8tyJUvn3R3GuxaXi8XhK1jKZDD6fj4YG9fHPZNXhsUhcmM8DAhF/nBF/nDfsbKTPrX4/RVNZfnVujhFvFL1GYnernUNdjnUfQ3K5HOfPn2dubg5ZljEajWzdulWx5rlUDH21IENmpnC807pNGLY4SBw9ovpcZWfnCN//U2rf9bsrPoZKga6rIYoier2eVErta67X60vEEVEUMIgSyUyObF7GrF96nwTjab717LhSTJ/wx7noi/GO/a0V7X78U7GSQNt4KIV/OoZrFSsr79hFPMNDZDNpnM1ttGzdjriJ78/l6DQih7qcPDroVdY0osDl3UvHgkQkzZknppXi9PxklLDPQtfu9eVQvJw4zXrefaidU1MhYqkcnXUmVRAxgM5gxNHUrFwOzpUW0xORNKl4tsQa51KIhVJlVeR4qNTaTZZlxk7NqyaScpk8Y6fm2X710r7nc3mGnp8jtPgYBIGWLbU0FRXONRU+W5Xe15WChcshiAL17Vbq29cfFL6cguiRJhYqfI9ZHIbSY8Y6RPi13J/H42FqaopsNovL5aKjo0P9PaHRQ8PAurddpUqVKlWqVKlSpcpvElWxoMrasTVDYFS9tjgBsJxkCI59ExLBwmVRgq1vgvq1WTBsFo6mFgxmK8nokkWMpNHi7u5d9baVCreL6zMzMyVhrfPz8wQCARyOjYUcQiELIHnOT2Y6iiyDZNFi3F63ptyCurq6kkBJQRDWFHo6MjKimqRIpVKcOXOGgwcPViz6aeuMSFc2kZmLIwgCGrcJsUyhQqvTMzEexjex1BEcmI3Td8CNvaVQZEun0xw9elSx55mamqKuro6BgQGamprweDyqsF+j0ag8z4vCzaJYsmi/dODAAaUr33zttWjqXKQvjiDodBh37EDbvFSEMezahSzLJE+eRE6n0XV3U3PFFas+b4v01Ju5rt/Fsxf9xNM5Gm0Grt9Sr8oriPrnOfvEr0nGooRnZpAlDY6+bWj0BpqamtYkFkDB1qZnX33J+uxYuCQc0jMcoq7Fgsm68YBGrSSyrenSi0NQ8BP//pFJldf46ekQ7zjQil6zcvE0OBdn/LSfZDSN3qSldasDR1MN9R1dzAydU6xGADQ6Pc7WjYeiXwqpbI4XxgMl689e9KvEAlmW+cnxaeW5SGZyPD0yj04jsq99fZMPExMTzM7OKpcTiQSnT5/m0KFDlzRhIMsy3rGL+MZHEQQBV28XzpY2pfs8OTRUcptcIEDO50Pj2vyisyAIdHR0cP78edV6R0dHyXEqnc3zy7OznJ+NIMvQbDdy00ADNqOWYxPBkq57TyjJuD9ORwXrp+LwWdV6pPz6InOjI1x47inl8mT4JMlomL5DV614u0VkWWZ+KkbAE0OjFalvt65pYmhfey1uq56huSg6SWR7kxW7aek4MDMcKgms9U1EaOyxbcgr/+XCatByRXeFXKQyaHUS2WUWeoIobLqVm7HCd7bRUipI5HNyiRAFEAumyOfyiAvfI96J6JJQACDLTJ7142isUYQOd6eVgCemiPhQCA92d1jxjJS+5rVrtGFbL/m8zMxQkPnpaOHY0WbB3VkQyGVZ5uJxn+o3QW1DDT376lWTLfoaTdnQY2fz+q0pZ2ZmVMeN8fFxEokEAwNVcaBKlSpVqlSpUqVKlWKqYkGVtdNyoDCeHS0KG+y4Coz20utefHRJKADI52DwAXD2vKRhcaIkMXD4NUydO0PYO4fRaqW5fxtG8+rd4i6XC7vdriqgL3a7AyVCwSKxWOySxIL0aIj0VJHfcCRD/IQX8xVNq3YbOxwOOjo6GB8fJ5/Po9Fo6O7upqZm9WLA/Px8yVoikSAej694e9GgQd+2ciE5ncjiW2ZhgiwzMxzEvuDlPj09XeLj7/P5CIVCSlbE2NgYiUQCu92u6gicnZ0tmarIZrPMzMzQ2dkJgCCKGHcMYNxRvjAgCAKmPXsw7dmz4mNZiT1ttexqsZPNy+iW+ZjLssyF558hk0wgSRJNTU1EozF08Qg7LjtI7RpyEVYjFigtNkGh4HQpYsFmMuyNloSSzkfTnJ2JsLvVXvF2qXiGoedmlQJYKp7hwtE5BszNmKw2tl19mPHTJ4iHQlgcTtp37kGr3zwLCbfbXTJdoNFoygpxiXShk3054aT6PRqIZ8oGtJ6ZDq1bLPB6vSVrqVSKSCRySdMFk2dPMXH6hHI54JmmK32Ahp4+AIQKUx1U6JpPJbLkMnmMFu2qx7N8PE4uEEByOBCL/O6bmpowGo3K69HQ0FD28/PEsI9znqVi5FQwwQOnZnjHgTYiyfLTVsXh0supVKCvqV25cD8zdK5kzTcxTseuODrj6lkWE2f8eEZCS7edjNJ3WQM21+rWMS21Jlpqy99HRfEjmnlViQXrxd1pZfSE2trO2Wxe97RLJp1j4ox/wZJHxN1po77doryvDTVa3J02Zi8uvXYavVTWPkeUBHRGDemE+v2nM2pUxfOwL7H8psr6olhgcRjoP9jAzHCIdCKLzWWkqdeORifRvbeekWPeglgiCDiba6jvWPr+DnhizI1FyGXzOBprcHdYN2xLNX5qnrmxpUaN8dPz5HMyTb12IvNJlVCweN/+mZhKCBAEgZ79bkaPewl5EwXLvXaL6jlctHBb7XgyNTVVsub1ekkmkyqrvypVqlSpUqVKlSpVftupigVV1o7WCPvuhPlhSIXB3g7mCp2jwYnStUwSYj6wNr6ou7kcncFI5+59q19xGaIosnPnTrxer+Il73K5lAK1xWIpa02y1u7wSmTK+Q3Hs+QjaaRVQmUFQaCzs5OWlhYSiQQmk6mihc9ytFptibWHIAhrvv1KZFK5snYM6cRSd+dK4ovdblf+K0clm6W12C9tNqIooCtTXMkk5E+ziwABAABJREFUE8RDgaLriVitFkQ5f0niUjGGCgHRldZXwh9Lc2IySDKTo8tlprfevCn2WvPRUgsOgECs/LqyP9PqTlkAZJn5qSgmqwNbfQM76teQnbJBHA4H/f39jI6OkkqlsFgs9Pb2lg0Otxq02IxaQgl1MbbNoS7a5isEXZRbzefzeL1eAoEAer2exsZGVYGr0ud0LVZMqVSK6elpkskkdrsdt9uNKIrk8zmmz58tuf7kudOKWGDYto3o3Jzq79qmRjTL3tO5bJ6RY14CCzZGBrOOnn31FUWs2DPPEj/yPOTyCBoJ08GDmPbuVf5eW1u7qsA2NFuabTAdTBJOZmhzmEpswwQBWisU1gFqG0zY3SaVJ7y9wbRqeHU2Xe69LZNNp1cVCzKpHLOj6vB0OV8IeV2LWLASZoe+xMNeEIVLzjl5peNqsyBKAnNjEfLZPI6mGho2ENJ74flZJfsgm84xdtKHKAkqS6q27Q5sLiMhbwKtQaKuxYzOUPpZFQSB5r5aLh5Xi37N/bWq466+TDAylIYhW+uMZXMI7PUmdt/QSjycRmvQqLbnm4wy8sLSZznqT5KMZcrmK6xGLpvHO1H6+Zu9GFbEgnJE/MmSqQG9UUP/oUZy2TyCgDJlkYxmGD3lI+xNFESYLhsN3baK31OvpN8JVapUqVKlSpUqVaq8kqmKBVXWhyiBq2/16xlrC1ZExQgiGDbHyuSlQpKkEj/yRRoaGvB4PKqwzfr6+ooF7bXfaYWC7Dq6+7Rabdki5kq0trZy9qy6MOh2uy85nBLAaNWh1WtUobwAtvqlYobFYmFuWdFxcX016urquHjxYtn1tSDL8qYGW5ZD0uqQNFpyWXUBWWe8tIJfMe4OK77JKJmirmm724R5Wedzdn6e+NGj5IJBtA2NmPbtLYRAL+AJJbn3yASZXKFsfXYmwu42O4f7S62P1kujrXwHZ0OF9ZeK+WiKJ4fnF3IUdBzqctJoU782TU1NNDY2ksvlkKTKWSKiKPDabW7++8S0ErxqN2m5ukctrjprdNRb9cyF1SLd1sbS4+T58+dV4uTU1BR79+7FtPC6NTc3lwSy2+12zGYzsiwTDocJhUKYTCYcDodiTZRMJjly5AjphYK2x+PB5/MxMDBALpsteb8CpBMJ5TNjGNiOnM2QOH4cOZlC19mJ+epSe52pwYAiFAAko2kuHJllx3UtpfZBk1PEn31WuSxnc8SeeBJtcwta99rfg5IoAsvsZgSQBIGBZhuj8zFGvIV9EgWBq3rrlGBcKBSAp4eChLwJdAaJhm4bvQfchLwJ4uE0NTYd1jrjqseO2qZmPBcGVWsGswWjdWniIxFJk0pksdQaVHY46WS2VCSjMFlzqTR22wnNJUhElsSM1q0OVTE7mUwyMTFBLBbDYrHQ0tKyKd8JLyeCIFDXYqGuZeNB64lIumzB2zsWUYkFgiBgd5uUCbpKyLKMzqjB7jaRiGSoqdVT32YpKfjXLxzji3MGzA7DmgOKoVBsXx6aDOAZDpY+nvEILf21FXMQKpHPyWXft7lsYb8rCtsrZEZIRdN6cl7m/LMeUrHC5yCbyjFx1r8gyJR/Xevq6picnFStmUymNU1eVqlSpUqVKlWqVKny20RVLKjy4tB+OQTHQS7yxm3ZB7qX/6RssYvsUjvmNRoNe/bswefzEY/HsVqtOBzrDyZdjq7ZQiKktgTS1OqRXmRbiIaGBkRRVIX/tba2XtI2U4ks81NR5LxMU5+NyXMBxS+5xq6nuX+pM7ipqYnZ2VlVsHRjY2PFgOVizGYzvb29jIyMkMvlEEWR9vb2VTuP02NjxJ58kqxvHo3LRc1VV6FraV7xNutFzsvI6RyiVqShp4+pc6dVf2/esn3T7ktn1LD96ia84xFS8SwWpwFns3oiIBcMErz3+8gLxeGsZ5b0+Bi1t9+OsNCF/szFeUUoWOT4RJADHQ7Meg2DsxGeuegnnMjQUmvkml4XtTVL7898XsYzHMI/HUUQC17VrraCPUe700Sf28JgUdf34tpKOJrNTA0GyBftlyAKG/KuXk4yk+N7RyZJLBTgIsksU4EE7znUoSoew9qnbVodJt5/VSfj83G0kkirw4S0TPATBIE37mziF2dmGffH0UoCO1rs7GtTv29jsVjJFFMmk2FiYoL+/n6gIFTm83kmJyfJZDI4nU7FgmtwcFCVZWKz2di1axeSJDE5OakIBYv4fD7C4TBWqxVzrZNoQH08srsblPfUWu27AjOlE1PJaIZEJFMyXZAuI/wtrq9HLNjRbOOJC2q7mS6XmZqFoOO37G5mNpwklMjQaDNgMSy91rIsM/jcLFF/oSCciEDIl2TLoQbs9Sbs9avbBy3Stn0XiXCY0FzhNdSbzPQdvBJBEMjn8gwf9RLwLIgWGpHOnXXK+9po1qLRSSUhtFZn+eKwLMt4wkni6RzNduOKweFavcT2a5oJeuKkUwW7mmL7ocUcmcWJs0AggNfrZf/+/at+BoKzHsZPHSMRDmNesAUz127OBNVGkfMywbk4EX8SQ40WZ5N5wzkF+Vz5qaDcshyMNe2XLDNyzMt8kVWfRieWnfAw1GjZdlUTnpFQ4RjvMBSsgjZB7E6nSoOO5bxMNp1ft1ig1UuYHQbl87PIYj5CbYMJk02vymnQ12ipay287zML+6LVl7/fiD+pCAXF+CaiFcWCzs5OEomEYrloNBrZtm3bi94oUKVKlSob4Z577uGuu+4C4I477uCee+55eXeoSpV1spb38OjoqHK+0t7ezujo6Eu4h1WqVFmJqlhQ5cWhtgP23QHTL0A2CXV9UL/tZd2ldDrNuXPn8Pv9QKFrvre3t6TokcvlyGaz6HS6VU8iJUnC7XZv6n5qm2ogL5MeD5PP5NG6jOh7Vy56y3kZ70SEgCeOVidR32Et6SZfC/X19dTXX3r3OBRO5s8/7SGfWyieCAKdO51o9RokrYi5Vq96fjUaDXv37sXn85FIJLDZbNjtdhKJBKlUCrPZvGKBqqWlhYaGBuLxOEajEa1WiyzLZCYnyUejaFtakIqmFLKBAKH774eF/ct6vYR/8t/UvutdqutdCllfgsQ5P/lEFkEr4m7vwLDfgm98FFEUqe/swdlyaYLMcnQGDc19ld8viVOnFaFgkZw/QHp0FH13NwDBMl3LsgzBeJpALM39J2aU9RFvDG8kxZ1XdKBZsIcYPz3PXJF1SiGkU6ahq2ARcfOOBna22Ba6+PV0OE0ln7V4OstkIIFZr6HRZkBv1NB7wM34aT+JSBqDWUvLFseqWQzzUxPMDJ4jk0pS29BEy7YdaHTq25z3RBShYJFMTub0TGjV4NR8XmbqfADveIR8XsbZbKZtqwNJK6LXSPSuIoLYjFp+Z18LqWwOSRCU57CYShZd8bi6AN/Q0FAyCRUOh0tCz0OhEDMzM7S0tJRso3jbNpuNrn2Xce7xR0gnC17phhoznXv2r/iYylGpKFtuXTSVL4SLRnU3tCzLzM3NMT8/j1arpampSdUlvL+9FlmWOTkVIpOT6XObuapX/Xq6rQbcVoOyPTmZQ9CIxKLpkkInsszsaHhdXdwAGp2O3isP4/P5MWlkbA4nwsJkx+zFsCIUAOSzeS4e92JzGdHoJERJpGNnHSMvzCkFan2NluYtpZ/xZCbHj49NMxUsvFY6jchN29301Fd+D4qigKOpvIg/OztbYk2XSCSYm5ujqamp4jbj4RBnH39YCRwPzXk48+iv2PP6N6HVvTxTCUpBvigPyDMSYuuVTSVZBSFvgqnzARLRNGa7npatDmps6v02WXXoa7QlBWtn8/obIqKBlEoogMIx0zseoaGrNG/EUKPdkDXQathdJnyTausgfY0Wfc3GThW6dru4cGROEQQsTiNt2wsZL6IksvXyRubGI8SCKYwWLfUdVuQ8nH/Go4Q4290muna71ixWVHB2Awq/MXbu3EkikSCXy1FTU1MVCqpU2USuu+46fv3rX1f8u9lspra2lu3bt3P11Vdzxx130Ny8uQ06Vaq8VBQXwjeLixcv0tHRsanbrFKlSpWNUhULqrx4WBqg//Uv914onDt3ThXi6/F4kCSJvr6CrZIsy4yOjjIxMUEul8NkMrFly5ZLCgfdCIIgoGu1oGtde8H64gmfKixwfjpK/8GGdRe1NpOJs/4loQBAlpk8H2T3Da0VAxOLxZd8Pq9Yr8iyjEajoa+vb0VxRqPRKJMI+XSa0I9+RNYzW/ijIGC+5mqMO3cCkDp/XhEKlF3MZEkNDam80TdKPp0jftyrWDHImTypCyEce5pwX9u97u3lYhlSgwGy/iSCXkLfaUO3ga76fIXCc/F6k92If1mGgE4j4rLo+dXZUquoSDLLmD9Ot8tMLpPHO17eq3qx8CUIAq0OEwatxInJIKemQnTW1bCt0YooCpyZDvOLs7PkFp675lojb9ndhM1lYuBaI3JeRhCFVQs9/ulJzj/5qHI5EQkTCwXZfu0NquulKnQDV1ovZmowwMyFoHLZOxYml8nTs299opteUyiG5XI5JXBzMW/Aai10DsvLKmHlpm7kfJ7IvA8EAYuzjlAoVHIdKIgIi9soF26+uG1zrYO9N7+FkHcWQRCxulyI4vq6jKFgkbXcj93eYCrrwa7v30L86FHk5FKhWjQZ0fepLfCGhoZUoaUzMzPs3r1b2XdRFDjY5eRgV2kI9XJy4TSJ0z5y0QyCKJA2aQuVx2XvseUd/mvhyJifp0f8pLN5TDqJ6/oN9DcUju8hb2lgbT4nE55P4mgsFJ4djTVYHG0E5+JotCK2ehNimWPo86MBRSgASGfz/Pz0LG2OmpLA9bWQTJb3lV8uICxn7uKwIhQskk2nmJ8Yp6G7d937sRnEgimVUACFyZa50bBKXI2H0ww+61GO2yFvgljIw87DLaqCtSAK9O53M/LCHPFwWplyWp59kPHGSY9FkNM5NHVG9J02hGUCWSxYIZg+tPLzvNm0bK0lHkkrxX2NXqJrt2vDBXVDjZbtVzeRXPhMLbcYkrQijd3q31dDz80qQgFAcDbO2Kl5uveqj6cWhwG9SVtix1XXsvp3onETrf+qVKmydqLRKNFolImJCR544AE++9nP8qlPfYpPf/rTVeHuFUSx6PPwww9z3XXXvbw7VKVKlSpVXhaqYkGVVz7JEMyeATkHrq1Qs3rhZzmZTKZsQWx2dlYRC+bm5lSjb/F4nJMnT3Lo0KFNCfl9sUjFM/iWdSXKeZmZ4dDLKhbEyxQ6MsksmVQOXYWQxmJmZmaYmVnqYM9ms5w7d47a2lp0utUtmRIvHFsSCgBkmehjj6Hv7kasqYF8hUJwpfV1kvUmyno2Zz0xtOt8XeS8TPyFOfKJgoWWnMiSODOPoBPRusrboSQzOc7OhAnGMzTZjfTWmwvhy+1tpAYHS66vLbKcOtTlYMIfVwJ6BQGu7XOh10hkyzwmgOxC13Muly/7uDPLiqyeUJLvPT+hbO/CXJTpYIKre138skgoAJgKJDg6FuTybieCICBUyvVYxszQ+ZK10JyHeCiIyWZX1rpdNTw57CvpSu1xrV54KieM+GdiZDM5NAsWMLIs45uI4p+JIUoC9e0WbGVet6mpKUZGRshms2g0Grq6umhubsZgMNDR0aHK5TCZTCU2YfFQkLOP/5pUvHA8MFntuLfvLLvfxVkHPp9Plb3S1tam6tAXJYnahsqd5Gth0V5kdrQgptQ2mFQ2ZMVI5hrst95K/LnnFIsw02UHEIuKfMlksmRiIpfLMTY2xo4dO9a1b3JeJn58jnwyp1zWhFMYElmSy2yo1mM/BDDhj/Po4JIVUjyd44FTHhqsBmwmbUWbleXrWr2k8sIvx5i/VAhMZ/N4QknanKX7nczkeHTQy9BcFJ0ksrPFxmWdS1Z6tbW1JR7vi+srkc+VF1TyubUFyWampkgODiKIIvotW9dlPVWJeLh8gPrydd9kpOT4lU3n8M/EqG9Xi3Mmq47t1zSTTmSRNGJJ93t2PkH82JJAlotlyIVTmPa5VYUxo6X891ml9RcLnaFgY+ebihILJHE2mbE4Vs6SSSQSjI+PK5kWbW1tqkwLQRDW/Dhy2TyB2dJJJ/9MjK4FgVjZrijQd5mb0ZM+IvNJNDqJhi6rcpypUqXKy8uBAwe47LLLVGuhUIjjx49z8uRJoHBu9pnPfIZgMMhf//Vfvxy7WaXKhtm6dSt/8Ad/sOJ17rvvPuW3arnPxHLWYr1bpUqVKi8Vr9wKaJUqUMg9OPEdWCwyjD4OW98M7vVbGpXrzC0+YZ+dnV1+EzKZDIFAAJfLVfK3VwrpZK7s7H06UVqYyadzZKaj5GMZJLsBbUPNmguv68Vo0ZV0TGr1GjQVimPLKSfu5PN5/H5/xdDpYjJFHcdLG5DJzMyg7+lB39tL/OgL6udOFND39Kxp/1alUiD1OoKqF8n5k4pQUExmOlpWLEikc3z7uXHFTujYRJDuejNv2tmIvq+PzOQkybPnCleWRMxXXIGmqABoMWh57+XtjPhiJNI5OupqsBkLRdM+t4ULc2pxSqcRaV8oRmr1EjV2fclrX7ss4PPZUX+J8HB6Oky9VV9WkJjwx7m8e31CYTZdvkCYWdYZ7TTrec1WN78e9JLO5tFKApd1Oml1rF4YLieMIMuqt9XEWT+e4aUO/8BMjO599TiblgpbkUiEwSIRJ5vNMjg4iNVqxWKx0NHRgdPpJBAIoNfrqaurUyYPFrnw/NOKUAAQDwcJjg5TW1tLIBBQ1g0Gg2Ijo9Vq2bt3L/Pz8ySTSex2+5pCxdeLICxlV6wFjdOJ9XWvq/j3xELIcrn19ZILpRShYBFBFGh0GpjILU0TOJrM1LdbmJ+KEppLoDVIuNosK4ayDs2Vikl5WeaCN8q+9lrcnTb8MzHV+8jsMGzIRs6s1zBHqUhrNpT/qffz0x4l4DmdzfPk8DySKLC/o5At4HQ6aWxsVIm2ra2tq07b1bW24xlWC5KCIOJoXt1yLXHqNNGHH166fPIU1te/TrFI2ygma/nns8amLmRXyiKotC4IAnpT+dc/XUZIzAZS5CMZpCL7NGudAbvbRLCoUG4wa6lf42elHOH5BLMjYTKpHDaXkYZumyoguBKT55YmpeZGIziazHTvcZWdBkylUhw9elTJPAmFQszPz68p06IcggCiCPllWpMgClDma9No0bH1iiZy2TyiKFScWKxSpcpLz80338xnP/vZsn978sknuf3225mYmADgb/7mb/jd3/1d9u9fv8VhlSovFwcPHuTgwYMrXufUqVOKWLDSZ6JKlSpVXolUxYIqr2yGH14SCqBQ2B3+Fbi2FM4q14hWq8XlcjE3p7ZQaWxsVP4tVthepfXVkGUZz0gY30QEWS54mTf22MvaR1wKJpsOSSsqwcGLWJzqjsB8OkfsWc9S0Xk6RsYTw7S3/pLHfzPpHKG5OKIkYq83IkoirVsdDD7rWSqyCAItW2tLHn8sGMA7dhFZlnG1dWB2FArCWm35Akyl9eVIVguZMnqBuNC1oXG5sLz2NcSefIp8NIpktVBz1VVIdvvaHvQqaF1GUjqJfFFHvSCwIeugckVRACoMQZyYDJbkDgzPRZkKJmipNWF5zWsw7ttHLhhE63YjmkqL4hpJLBs63Oc2Mx9zcHQsQCYnYzNqee02txKkKggCXbtdDD0/SzJa2Aezw0DrNnW46eLUQsljLf+QKhY8V8LR1Ews6FetafUGLM5Sv++BZht9bgvBRBqrQbtiMGwxziYzc2Nh1ZrNZVR80LOZnCq/YZGZCyGVWOD1ekuus7i+WLy3WCwVC/mZVJKov1RgC3pmOPDWq5ibmyMUCmEymWhsbFRN54ii+LILorIsk52ZIev1Ijnr0DY3rXhcMpvNSJJEblkX+0Zs4yoJpqZaA7t2u4gFU+gMGgw1WkaOeVWWb3NjYbZd2VSxe1pT4ftDt5BNYa7Vs+XyRjwjIdKJLFaXkaZu+4aOyfvaaxn1xckXHS966s04akr3LZLMKEJBMSenQopYIAgCW7ZsoaWlRekcN5U5VizH6qqnc/d+xk+fIJdJozMY6dyzH0PNysc+OZcj/szTyxZlYk8/fcliQY1dR12LReXJb7ToSqYFHI01JZ9XQRSobaj8uDPJJP7pSRAEHM0tSi6DnCl/gJYzy4QpQaBnv5vATKwQvmzWUtdiViaT8nmZRCSNzqCpOIlSTHg+wfmnl6yUooEk0WCK/oMri+zRQEplqQbgn45S22AqGyTv8XhKwtETiQRer1f122qtiJJIXYul5HjqarOs+HlYiwhSpUqVVw5XXHEFP/rRj9i3b5/y+/ZrX/taVSyoUqVKlSpVXkFUxYIqr2yipd3+pCKQiYF+fV13fX19SJLE7OwsoijS2NhIZ2en8vfGxsaSgp3BYFjVciEWTOGdiJDPyTiaahSbiunBIFODS928U+cDZNN52gfWb6O0EpIk0rnTxcixpQBMk1VXEnKbmYyWdKdn/Uly80k0l2BXFPDEGD5aFL5p0tJ/qJCXMHBtC/OTUfKyjKOxpiQkcn5qgsGnHkeWC0WVmaHz9Bw4RH1HwX5lbm6OfJEt0GI4GhQsHfLRNKJZh1Sms9e4Zw+pC8PImaWitK6zE21RgLOhvx99by9yMolgMCiho5uBoBEx7a0nORQgF0whmrTou2xItvV3DGscBsRlwgOApqF8mKYvWr6j3hdN01JbeH9qamtV0wRrRRAEruiuY3+7g0Q6h9WoKSnkGC06dlzXUvDyFgSMFm3JdVpqjfgi6i5onUZka4OV8fm4qpCpEQX2ta9/X5v6txELBfFPFbrXdAYjvQevRJTKF9x0GpF6y8q2G8tp3eYgl80r3eG2ehOdu5bEiGw6X7Yrefnkz/IpgdXWS66n0SJptOSyahFGazCg0WhoampaMZT25USWZSIPPqSyx9J1dmK9+fUVP5NarZbe3l7Onz+vFBuMRiPt7e3KdbyRFKPzMUw6id56S0XfftGiQ7LqyC2zpNE1m5EkEauzcHxMRjMqoQAgl8kzMxyia3d5sWV7k5VjE0GVrZZBK9HrXiq+WhyGinYvsiwz4U8wE0rgNOvorDMjVRCcW2pNvG1/Cy+MB4mls3TV1bC71V72upXc1nJlJmXMZjNm8/pEzsbefuo7u8kkk+hMRiXnIj05SfLkSeR0Gl13D4ZtW5XXWE6lyMdLJ0NygSCyLF+SqC0IAp2763A01RQK8jVaHE01JYVma10hhHdqMEAuk0er19A+4Kw4PRCa83DuiUeVz93ocR3brjmMxVGHxmUku8yOT9CKSPbCd0Aml+eiL0Y6m6fLVYOz2VxSlA/Oxhk57iWbyiGIhemc9gHnis/F7Ei4ZOIpNBcnHk6vGAgfni8/lRP2JcqKBZWyK1bLtECWwT9S+H1ndoOjS8kGadvuQJQEfFNRBATqWs2KXVkslGJ6KEgymsHsMNDca1+TpWGVKi8FyWSScDhMOp1Gp9NhtVoxGNb3e+K3iT179nDttdfyyCOPAPDoo4+ufIMqVapUqVKlyktK9Vd2lVc2NS6IeNRrejNo1+cbDYXi0pYtW+jv7wcoOdl2Op1s3bqVsbExkskktbW19PT0rDhZEJyNM/jcrGJl45uI0LrNSUOXldky3cTe8TAtW2uRpM3thHM01WCpayPsTaDRSVidhpKR/FysfCd3Lp5Bw8bEgnxeZvTEvKoYmopnmDwXoGdfPYYabUVfcoDxk8cUoaCAzPip47jaOrBarezatYvx8XHFHqWjowNBEEie95MqsnjQtVoQ2w1MnztDZN6H0WKleet27O94O4njx8lHY+haWzBs316yD4IoIqyhW3YjSBYdNXsrBzKvFUESMe12kTg7Ty6SQdCI6NstaCt0u7qtegZnSy0w3BWsODaCTiOuGJoqCEKJOFTMwU4Hk/64ImyIgsB1/S4MWok37Gjk+GSQUV+cGr2GvW126q3rP+mWNBq2XHENyWiUTCpJTW3thsJ5V74Pke699bRncsgyykTBInqjpmwQ5/I8Ebfbzfj4ONnskoig0WhWDPQuRpQkGrr7mDp/WrXe1Ld1PQ/nZSEzPl6So5G+eJH08DD63sqBuI2Njdjtdvx+P1qtFqfTqYgrz4/6eWxoKSvg6RE/b9/fgsVQWvQVBAHT7npSQwEyvgSiTkLXbkW7TIxLVjiGLk7QAMxFkhwdCxBOZGlxGNnbVsste5p5anie+ViaRpuBK3vq1jS5IssyD5zycM6z9Fluthu5ZW8z2grfIU12I0321Y/nVqOGBpsBT0gdYlxummijSBoNUpHIkBoZIXz/T5XL6fEJcvM+zNdeC4BgNCLZbOSWhXJrG9xrFgrSySxTg0HCvgR6k4amHrvyWRMEAbvbhN298vG+ocuGq91CJlnI16k0DSjLMiNHn1MJdLlMmtFjR9lx/Y3o2qzkImkyC/ZCok7COOBEkEQCsTT3Hpkkmip83jWiwBt3NdFZt/Sey6ZzXDgyRz5X+I6U8zJzo2FqbPoV7bwyqfKZEelkdkWxoFzYOIDeVH7d4XCoAsaL1yuSz8PpH4BvaGnN2Q0DvwOihCiJtG130rZd3VSRjGU4++QM+YXQ+UQkTdibYOC65k3/PVW6zzmYOQb+i4UmleZ9UFM6nVbltw9ZlhkdHeXZZ5/l3LlzqilQQRDYunUrBw4cUH67VlGzZ88eRSxYnkFUibNnz/If//Ef/OIXv2BsbIxAIIDNZqOrq4ubbrqJD33oQ+tqjPjpT3/K17/+dZ555hl8Ph9Op5MtW7bwnve8h3e9611otVruvPNO/u3f/g2Ab3zjG9x5550l21lvKPBnP/tZPve5zwHwmc985pLtaY4cOcKDDz7IE088wZkzZ5ibmyOdTlNbW0t3dzeHDx/mf/7P/0lbW1vFbZR7jx4+fLjsdSs9DwCnT5/mnnvu4Re/+AUTExNEIhGcTid9fX28/vWv5wMf+ABO58qNc/fccw933XUXAHfccQf33HMPuVyO733ve3zrW9/i5MmTzMzMkEwmue+++xgZGeGP//iPAbjpppt44IEHVtz+Ig8++CA33XQTAC0tLYyNjW3YUeCVwokTJ/jmN7/Jww8/zNjYGH6/H51OR3NzM7t37+bGG2/ktttuW3USd35+nnvuuYcHHniAc+fO4fV6FRvTw4cPc9ddd73k00ATExPcfffd/PKXv+T8+fMEg0F0Oh11dXW4XC62b9/OjTfeyGtf+1rq6qrf01WqXCpVsaDKK5uu6+DkvZBfKKAJQmHtEgp+K/1gb2hoWJMf/iKT5wMleQHTQwFc7WZy2dLWzXxOLnT8bVK9MhGN4Bu7SC6Xo66lDWdz5R9fGruejKfUdmKx0312dpbR0VGlMN/T06MKOS1HMpohkyr10o/MJ8tcW42cz5OIlAoq6UScbDaDVqfHbrdjX2YLlPUnVUIBQHIsyPCpY6TlQmdkNDCPf2aKXa99PZZVfrC/WOSyGXzjYyRjUWwuNzZ3wyWdLEo2PTUHG5HTeQSNuGLWxECzjXOeCN6izv1tTVYaNlBw3wzOeyI8P+YnlsrS7qzhqp46avQa3nWwndH5GPF0jnanSSnkaiSRfe0O9rU78EVTPDk8z2woidOs41CXc03F0GIMZjOGCp3RsiwTnI0T8MSRNCKuNsuKBbVKaCoUfwVRoHNXHUPPzypWYQazrsSWyWAwsGvXLi5evEg0GsVsNtPZ2bmuzsS2HbvQaI34psaQNCLuzm7q2jrW/VheajJFnvjL15eLBdl0jmgwhaFGi6FGi9FopLm5WXWdeDrLk8NqS6ZwIsNzo36u37IkvsiyTC6TR9KIiHoJ40DdirKpyaZDEIWSrm2zo3AM9UVTfPe5CTIL4ulUMMH4fJx3HGjl7QdakWWZeDqHvozIFopnOOcJk5Nl+twW6sx6JgMJlVCwuM2zM2F2tthX2NPVEQSBm3c08vNTHqaCCURBoL/Bsu5ckPUQf/75krXE6dOYLrsM0WhEEATM115D+Kc/Rc4WCt6CXk/N1VerbiPLMtm5OeRMBm1jI8KCQCTnZc4/7SERKQiQqViGyHySrVc0Yq5d37FPkkSkmpULBtlMuux3WGTeW5iEkARMO13k4xnymTySRaeI+I9d8ClCAUA2L/PLs7O878pORZwIeROKUFBMwBNbUSywuYxEA+rvYEkrYlnlOahtMGG06JTnDwo5Q3UVgrWdTifNzc2KYCAIAu3t7SsHNM5fUAsFAPPD4BuE+srCpncsoggFi6TiGYKeeNmph03lzA/BWyRmek7C3veC+dKDt6u8epmenua+++6raCEoyzJnzpzhzJkzuFwubrnlllfsdN/LhdG49I2bTK583pBKpfijP/oj/uVf/qXEftDn8+Hz+Xj22Wf50pe+xP/9v/+XP/zDP1x1e+9973v57ne/q1qfnp5menqaX/3qV3zta1/j3nvvXeejeum57LLLeO6558r+bW5ujrm5OZ566im++MUv8ud//ud8/OMff1H2I5vN8tGPfpR/+qd/KnmNZmZmmJmZ4de//jX/5//8H/72b/+WO+64Y83bnp6e5vbbb+exxx4r+/c77riDP/mTPyGVSvHQQw8xPj6+ojCyyN133638+6677npVCwXBYJAPfehDfPe73y2xr81kMgwODjI4OMh3v/tdPvnJT+LxeCpsCf7xH/+RT37yk4SWNW+kUilCoRBnz57lK1/5CnfddRdf+cpXVNamLxZf/epX+chHPlKSTZZOp4lGo4yOjvLcc89xzz33cOWVV/L444+/6PtUpcpvOlWxoMorG0cnHHg/zJ4GOQeurWC59E7tzaK4o3SRXCZPLp3H7jYRmFEX5611xopFxfUSmpvl7GMPk19IA5w+f4bufQdxd5UP6NU21ZDxxMgWBc/qms1IVh2BQIAzZ84o636/n+PHj3Pw4MEVbVB0BglREkpsVvQ1S4eWfDxDeiJCPpFFqjWgazEjSCKCKGKudRINqIt6BrMVjbbyj46sv9QqIRj0EA8E0BTlNOQyaWZHLtC+Y3fFbV0K2XSuYD0jF4osuiJP/UwqyamHH1IKSVPnTuPu6qF738pBWKshCALCGjyrDVqJ2w+0MjQXJRBP02I30eowviydbSPeKD89uVQMPjMdxhdN8buXtSGKAl2uyoWeZCbHvUcmSSzYL0VTWaaDCd5zqANbBVuQ9TI9FGTq/JJd2NxYmP6DDSWd/5eCtc7I7te0EfYlECWx7OQPoEzTbIR0MsvF4z5Cc1oEsReHowZHc92Kr3nW6yX29NNk5+aQHE5qDl6G9mUoZlTKCVm+PjcWZvz00iRTXYuFzl11Jc/lXDhV1k5npqiL3j8dY+Ksn1Q8g96kpXWrA0fTyuKozqChdauD8dNLxyyDWUdjd2E/j40HFaGg+D4nAwlEUeCXZ2eZj6bRaUQOdDg40FGLIAhM+OP88IUpJdj72Yt+XjfQQDRZKsQCeEJJdrasuKtrwmbU8vYDrcRSWSRRWHNORyUSkTBzF0fIZlLUNrZQ26jOnchHS8Vqcnny8TjiQtFI196O473vJTUyAoKIvqcbsUgwy8dihH5yP9mF/CHRZML6hpvRNjQQ8iVUhW5Y7MaPrFssWAsajRat3kAmpS5yGcxqj33RpGV5+WEyEGc5kWSWUCJD7ULGhKQtX7SotL5IQ7eNaCBJyFv4rhQ1Ip27XKveTpREtlzewIUjQwRmvNjqHHTv71N9txUjCAJ9fX2qTItVxc1wmSChxfUVxIJMuvy0RPEURS6TJxZKoTNqVgwdXxfRObVQULgjmHgGtr5pc+6jyquO4eFhvv3tb5PJlJ82W47X6+Ub3/gGt99+O92XmL/ym0TxNEF9fWXxLRaLcdNNN/HEE08oa52dnezfv5/a2loCgQBPPvkkU1NTJBIJPvzhDxMOh/mTP/mTstuTZZm3v/3t/PjHP1bWXC4X1113HTabjdHRUX7961/z1FNPceutt9LTU/686pXC+Pg4AHq9nu3bt9PT04PNZkOWZWZmZpSpiUwmw//+3/8boKxg8Ad/8AcA3Hfffcpr89a3vrWkIQNg61b18Tqfz/M7v/M7qufU4XBw3XXX4XA4mJiY4OGHHyadThMMBrnzzjsJBAL80R/90aqPL5VK8eY3v5kjR46g0Wi44oor6OnpIZlMcvToUaAgXt96661861vfIp/Pc8899/Cnf/qnK27X7/fzwx/+ECh8ny1OMrwamZ6e5vrrr+f8+fPKmt1u58orr6SxsZFMJsPY2BhHjhwhEomsKM595CMf4W//9m+Vy06nk0OHDtHU1EQymeSFF17g1KlTyLLM3XffzfT0NPfff/+LKrT88Ic/5EMf+pBy2Wq1cvnll9PS0oJGoyEUCjE4OMipU6dKspSqVKmycapiQZUXh3wOAqOFrvvaDpAu4a1mckDn1atfj8IPysnJSVKpFLW1tTQ1Na3Z83sl8vk8MzMzqlE+s9mMxaFXTsgX0Rk16AwFn+NsOqd02dfY9Sov80tl/NRxRShYZOzkMVztnWU92QVJxLTPTXY+QT6WQbIbkGw6BEFgpkxnbyqVwu/3rxh8qtFJuDtszAwHl+5HFGjqtQMFoSD6rEcJesx4E2S9CUz7CqHKHbv2cuaxh8kvhFgLokjn7r0rFjjFMoWLTCYFmtLbpJPlPZgvlWggxflnZpRO8YkzhYDKxbwKz4XBko7T2ZELNHT3UWNfv/f+esnm8szH0rQ5TGxtXKHL8yXgxGSoZG0unMITTtJoW7kgf94TUYSCRTI5mdPTIa7oufTPUjaTY+aCev/kvMzUYGBTxQIo2BWZrAKhuRlCOWPJpEksleWxIR9j8zFMeg0HOmrZ0rD2164gFMSVxzA/FUXSiHTsLP885RMJgj/8IXKyIB7m45OEZj3U3n77poV8rxV9Tw+JY8fIepdsg6TaWvRbtiiXU/EMoyfnVZNcvskIFqehpMu6tkaHIJQMfeFcKMImommGX5hTJgRS8QzDL8xhtDRXDCpepKHLhq3eSMibQKfXYHcXAt0BVad4MYF4micuzJNcCLZNZ/M8ccGH3aSlz23hsSGfIhRAYb8fG/RxeEv5Y6/TvHl2YgA1+kv/KRjx+zj9yC+VY/nsyAVatg7QNrAkfmlbW0idO6+6nWg2Iy3LThFrajDu2FH2fmJPPaUIBQD5eJzIgw9R+553K8fj5WQz5QvNq5HLZgnNeRBFCVu9uyQ/QxBF2gZ2MXzkmeJV2rbvJJ+XOTUdYtgbxaiV2NliV01E2Y06ZjPqk3WtJGAqEoNtdUYMZh3J4gwaQSgJZV6OpBHpP9RILJQik8xhcRhWFQqgMO134fknCExPAhCam2D4+Vm2Xn3divZtJpNpTcHXQGX7npqVA9bt9aaSvJDFdYD5qSgXT/iU6QNHk5muPa6KFlJrJhFc33qV33imp6fXJRQskslk+Pa3v81dd91VnTCg0IX+y1/+Url86NChitf9/d//fUUo6O7u5p//+Z95zWteo7pOLpfja1/7Gh/5yEdIpVL86Z/+KYcPH+byyy8v2d6//Mu/qIran/zkJ/nMZz6DVrskMk5MTPDOd76TJ554gmPHjm30Yb4k3HrrrbzxjW/k8OHDqmmNRXK5HP/xH//BH/7hHxKLxfjUpz7F2972NlVuH8A//MM/AHDq1ClFLPhf/+t/rWqpBPClL31J9Zx+/OMf5/Of/zx6/dLvFY/Hwx133MGDDz4IwMc+9jEuv/xyDh5cuZHq3nvvJZvNcu2113LPPffQ0dGh+vtiTs4HP/hBvvWtbwEFm6RPf/rTK55P/td//Zdy2xtuuKHk+Xi1kM1mefvb364IBUajkS9+8Yt88IMfVL2nodCF//Of/1w1UVHM3XffrQgFZrOZL37xi7zvfe8rmRx4+OGHec973sPU1BQPPPAAX/rSl160iRVAZdP1h3/4h3zhC18o+7sjGo3ys5/9jCNHjrxo+1Klym8TVbGgyuYTm4cT34bkQrFUVwM73w6Wtdv7VELO5snMxSEno3EZVYXjWCzGkSNHlNHH+fl5/H4/O3fuvOSO6rNnzzJXVKCYnZ1lz549tG5zEntqhuxCQVOUBDp2FDpddQYNW69oIhnLIMsyhprSkNdLIR4Klqxl0ynSiURFyxVBFNC6TLDsvDxfIe2y0noxLVtrMdl0+GdiSBqR+nYr5trCj8P0REQRCpR9DCTJBVJoHAasrnr2vv5N+CbGARlnSxt608rdvdqGGlKjYVVYs72+Aa+/tGOxtmHlE7KCnYUXOZ0q2Flo1nZIHD8zrypM5XMyY6fmsR0udO9Hg4Gyt4sG/C+6WDDsjfKLM7PE0zlEQWBHi5Xr+uovvWiyQdJl7LhWWlddp4wFB0BqDbddC+lErqzNRzJavuh7KcyOXGDk6HNKRoe51snWaw6j1emRZZkfHptiLlw4aYmnc/zspAetJNK9wuTFIpl0ThEKipmfjlYUC1JDQ4pQsIicyZI8d46aFU7aXwwEjQbbrbeSPHWarNeLps6JYft2xKKTk5A3UVr9B4Jz8RKxwGbUsqvFzrGJoLKm1xa6+QH8U7ESKyE5LzM/HaOlf+k+c5k8IW8CQSxYuyyKAkazDqO5VFRod5q46FN3z4uCgCyjCAXFnPNE6HNbVHZhi0RTWdwWA60OExP+pdfWUaNje9P6BMBYKks4mcFZo18xZ+RSmDxzShEKFpk6f4bGnn60C93mNZdfQXZujpy/cHwUdDosr7lhXcHy6bGxkrVcKEQuGMTqspaddKutEAS/EmGfl3NP/JpsuvDaGMwWtl19veq7NRZKgVBP245rSESmEEURV3sn1joXD572cHp6STA+74ly695mWh2Fk9tDXQ5+fHxa9Zbe3+FAr1kqyguiwJZDDUyeDygZDI099oph2MupselhZUtiFQHPtCIULBKa8zA/MY6rfZOKKK6tMPm8OovKXA/120qumsvkmZ+Okk5ksTgN1HdYmRuLgCwjSiKt2xwYzFoy6RwXj3tVr7t/OorFYcDdeYliua25YHu5rDED++r2FlV+85Blmfvuu2/dQsEimUyGH/7wh/ze7/3eb32GwV/8xV8wMTGhXP7gBz9Y9nqPPfYY//7v/w4UPOUff/zxsnaxkiTxe7/3exgMBt73vveRy+X4/Oc/z89+9jPV9bLZrKrw+OEPf5g///M/L9lea2srP/vZz9izZw/Dw8MbeYgvGf/0T/+04t8lSeLOO+/EaDRy++23k8lk+Od//me+8IUvbMr9h8Nh/uzP/ky5/NGPfrTsthsaGvjxj3/M1VdfzXPPPUc2m+UTn/gEv/rVr1bcfjabZceOHfzsZz8rK4YsChLXXXcdfX19DA4OMjo6yi9/+csSUamY4oL5+9///lUf5yuVe+65RxHTNBoNP//5z7n66vJNljqdjje96U286U2lk3GRSETJfZAkifvvv59rrrmm7HYOHz7MQw89xN69e0kmk4r115obB9ZBNBrl+PHjQOFz+fd///cVj59ms5m3ve1tvO1tb9v0/ahS5beRqlhQZfMZenBJKABIx+D8z2D/pY335WIZ4kdmyS+MnQvnwbijDq27UAiYmJgo8Uj0+/1EIpGVPXRXIRaLqYQCKHRpjI+Ps337dnZd30pgNkY+J2N3m0pG9jdtHH4ZNfZawj71fmkNRnSm9XdEu93uEt9VjUazclDhAoIg4Gw2l/UNLi7oV1rXGU009W0pe71YMMDM0HnSyQR2dyMN3b2IGomaA27SYxFykTSSWYulvZnMGIyfOkY+lyMW8KMzmvBPT6I31WBxlhZM84kEoZ/8hKxnFgDRZMT6+tevasMiyzLRQGlxLxXLkEnl0Bk01NjsJUUXgBqbfcVtXyrJTI6fnZxRrFDysszxiRD1FgMDzeuoGm0iPW4zU0H1hIdJJ9G8htyBbpeZJy74SmrEPfWb41FtqNGg0UtklwWCLnrQQ+H1PjEZ4vR0GBmZrY1WdrfY1yW+ZFJJLr7wvCrMOxqYZ/r8Wdp37GYmlFSEgmJOTAbXJBYIwsL/LHuiVipGyBXGdOUNFkHWQz6RIP78ETJTk4gWC6a9e9E2NmLau6fibbQV7LcqrV/X76LVYWLUF8OklxhotmFdyMQQKtSmi5+uiD/J4LMeRRTUGTX0H2ooKxIssqPZxkQgwfBcFABJFDjcX6/qFi9GWrhDl0XPbFjdZW4xaKjRa3jr7ibOeSJ4QkkcZh3bGq1rtguSZZlHh3wcGw+Sl2V0GpHD/fVsW4fYMBVM8MSQj9lwEpdFz5U9dUrBu5hEuHSCSM7nScaiilggmWuofec7yUxPI6fTaFtaVILQWhBNJvLxZRNjooBoMCDqJLr21DN6wlcQ8AWB+jYLdS3qz1AmlWNqMEDYl1wowNuwOpeOR7Isc+G5pxWhACAZjTB6/AhbriyEMY+fnsczsvSYLc52+g66kSSRcDLDmRn1ZFlelnlu1K88d10uM+840MqpqTCZXJ4+t7nsZ11n1NC1e+Wu+80i6p+vuL5WsSCdyOIZCRGPpKmx6Wnosqk/o5IGdr8LZk9CZBbMbmjYAdKy7sdklrNPzpBaDBUfAnenjV03tJKKZTBZdWgWwuTD3kSJQAQFIXG5WJBIJPB4PORyOerr61f/bairgZ4bYOihpeOrpQFaL81SsMqrk9HR0YoZBWtlbm6O0dHRV20X86UQDoc5duwYX/nKV/j2t7+trP/RH/0RN954Y9nb/PVf/7Xy77/6q79aNVfuzjvv5P/+3//LuXPn+PnPf47P51MFnT7wwAPKNLXZbC4rFCxisVj4/Oc/z7ve9a41Pb5XOrfddhtms5loNMovfvGLTdvuN7/5TaLRwu8et9u94nOq1+v5h3/4B2Wa4OGHH+b8+fP09/eveB9f+MIXygoFy/nABz6gdLh//etfrygWHDlyRJkYcTgc3HLLLatu+5XKl7/8ZeXff/zHf1xRKFiNu+++m2AwCBQ+R5WEgkW2bt3KHXfcwVe/+lXm5+d54IEHuPXWWzd03ysRDi/9nnI6nb/1QmuVKi8lVbGgyuaSzxfsh5YT8UAmAdqNW3ukLgQVoQAK523JcwE0dSYESajov5dIJC5JLKi03cV1SStS11I5bPDFon3nHs48+ity2cXinkDHzj0r2gVUoq6ujq6uLsbHx8lms5hMJvr6+krGF2VZJhXPotVJa7I1kGoNZLylVkCa2tVtNKL+eU49/JBitRT0TBP2zbHlimsQ9RoMfeoO/eb+rbjaOzj72MNkMxm0Oh2+8VHmJ8bZevVh7G71CUbsqacVoQAgH08QfvBBHO99b0mnazqZIDQ3i95owlLnwmjWlnhja/SSUrxo7OnHNz5KMhZV/u5q68TsePHCQwHG5uMlnulQmDZ4ucSC3S12/NE0p6fD5GUZq1HL6wYa0Eirv38cNTpes9XNo0NeUpk8WkngYJezbLFyI4iSSPuAk5EXvEqnudagoXXLkkj27EW/Kix3LuwlnspxVe/abZAi8/MllmFQyB0ByFSYoMhkS1/Lcmi0Eo7GGvzTUdX6SiGouu5uYk8/UyIw6F9kP2U5nyf0ox+TXSy4eH2kx8aw33Yb2hU8i231peGroiTi7ih/bBcEgZ56c1lhydFkZmowqJouEERBETxlWWb0hE81PZROZBk/7af/YOVChUYSefOuJryRFKFEhma7EaNOIpvLYzFoiCzLIBhoLuz71b11qswCQYCreusQRQERgYFmm+rzG0pkmAklsBt1uK36iidOQ3NRjo4tTTmls3keOjNLi8OoCCcrEUlmuO/opHJMmQkl+eELU7zn8nbsJnWR3+ysUx3vACSNFqNVfdwRRBFdy8YDF4x79xJ58CHVmmHrNiXzwNFYg63eSCKcQWeUSsR7OS9z7qkZ5X2UjKYJ+xJsu7KJGvvCRFwiTjJaGly8+HmNhVIqoQAgMp/ANxHF3WElmsyWG4IhnFALcY0246pWbC8lJmv57wjTGkXuTDrHmSemSS80A4S9CfwzMQauaUYqnmjR6KB534rbmr0YXhIKlLUQ9R2WEou4ikKiTr0eDAY5ceKE0lQyMTFBX19fWT9uFc37wNkDgTHQm6G2U60sVvmtoVKI7Ea285suFnzuc5/jc5/73IrXcTqdfPzjH69oX5LNZnnoocLxXqPR8Du/8zur3q8gCBw+fJhz584hyzJPPvkkb37zm5W/P/LII8q/3/jGN656fnjLLbdgNBpLQlVfqZw8eZKjR48yOjpKOBxWbHYWWfy9cPLkSfL5/Kb4zBdPBtx+++2rFvUvu+wyduzYwcmTJ4GCYLCSWFBbW8tNN920pn258847+dSnPkU6nea+++7D7/eXbXwrnip497vfrbJLejUxNjbGuXPnlMurBXuvxE9/+lPl37fffvuabnP99dfz1a9+FYDHH3/8RRELXC6X8hk8efIkjz766KpCRpUqVTaHqlhQZXMRBNBbILXMW1ZrAGl9HYTLyQVLO2/z6Rz5RAbJrFNCrtS7I2C/RP9ti8WCKIolljyXut1LxeKsY8/r3oh3fIx8Louzpa3iyf5qCIJAe3s7LS0tZDIZ9PrSAlTEn+TicS/JaAZRKvgmt25zrKjw61rMZH0Jsv4ksiwjp3Loms0Ia+iMnR48W1Jg9U9NEA8FKxYv5LxMLBhEW9StKst5ps6dLhELytlZ5CNRcn4/mqIupNmLw4wcfRZ54fW3OF24ew4weiKjKrS29Ncq3eYavZ4dN7wO38QoqWgUa72b2sZVChKbgL6CxUil9ZcCURR4zTY3V/Q4SaRz1Jp06+rKH2i20ee2EEyksRq0lxzCuhxnkxlLrYHAbBxJI1LbYFIKW7Is80KRlc0ixyeDXN7tRFrj4zDUlLdBWbQ0abYbMekk4svyGXrclacKIv4k3vEI+ZyMs7mGjh1OJK3I/FQUURRwtVlo7q9seaWprcVyw/VEH38cOZlC0OnWHXC8OGWTTeewOA1rCm/PTE4uCQWL5PIkT55Ee8MNFW8nigJbLm9k5kKQ8HwSQ42Wxh5bScZAMpphbixMJpXDVm/E2WQuCUA21Gjpu8zNxBk/8XAak1VHy1aHMgWWSeVKxECAsK+0WJDN5ZmLpKjRaZTQbZdFj8uydOKpkURu3dvCrwfnmPAnsBo0XNbppN1ZeF+0Oky894oOzs2Eycky/W5LxVyC50f9PF40bdPlquENOxrLim8j3mjJWl6WGfXF2NliL7v9Ys57IiXiYzYvc3YmwuXdauGzdftOwnOzRTkxhUwajXbjk3W5cJjoo4+RHh9DqqnBuHcfxh0DCBoNyVOnkDMZdN3dGJeFgkuSqFjhLadSCPLsaFjp4NfodIiSpsRWSbdQAIn4yzcQRP1J3B1WXBY9Bq1UYj3V5tz88fzNxNHSiuWCi8j80uezxl5LXVs7ALlsBlGUKtpGzU9GFaFgkVQsg386tqJwWY54qPT3XmE9XTLdY3EaqLHriRX9RhREoWSq4OLFiyXTpyMjIzQ0NKyebWWwQePOdTyCKr9pJJNJzp49uynbOnv2LMlkcvVA8N9gJEniC1/4wor2LydOnCAWK1j7GQwGPvaxj61p28WiTrHVEaDKH7jssstW3ZbRaGRgYGDThKIXi3/7t3/jL//yLxkcHFz9yhQssUKhELW1lX8nrpUXXnhB+feVV165pttceeWViliwGFJcid27d69Z1HC5XLzlLW/he9/7HqlUiv/6r//iwx/+sOo6yWSSb37zm8rlD3zgA2va9iuRp59+Wvl3b28vLZfQjPHUU08p//73f/93Jfx5JSYnl6bol3/WNgutVsstt9zCN7/5TXK5HK95zWu47bbbuO2227j22mtxOl/cRrwqVX6bqYoFVTYXQYD2y2HwQfV668GC7+slIJo05JcV0wRJUHILmpub8fv9ygidIAj09PQgabQ8N+pnxBvFoJXY01q7rpN2nU5Hb28vg4ODyAsVGovFQlvbS+dZm05kiYfTGK069Malj63OaKK5fytyTi7r5w2QjEXJZTKYbPZVR/ckSSp70pzP5Rl6flaxa8nnZDwjIQxm7Yphi4IkYtpbT3YuQfz4HEgC2fkkkccnMW6vQ1tf+XVIxmIV1yuJBelEHCh9HlLxUj930WQiH11WTBMEpUMVFuxjjj6nCAUAkXkvtvoJtl/Vj3cigiyDs6kGa52RbDbL0NAQc3NzCIJAY2MjXTt2rztkOxfLkJ1PIBo0aOqMJcXOSrQ5TDjNOuaLAjEFAaUwmM3leX4swEVfDINWZE9rLR116/fz3ggmnQaTrvQrR5YLhTrvWKHw7WiqoanPjlRU/NRpROotL95Jtc6oKduhXslrPp3Nk83nkdZ4TDPZ7Dhb2pifHFfWRElDU99WoFBMftOuJn5+2kMwnlGyJnZXKOj6p2NcODqnfOb901Fatjjo3FlHZ4WMAliwhTl7lszYGILRiHHnTpx33UUuHEYymxHWYQmTzeQYfHaW6ELhVNSIdO9xreoPn6/QnVdiLVMGrV6ibXvlk4JYKMXZJ2eUkNP5qShhX7KsjYvNZcJ2rQk5L5d8vjRaEUkrlgTm6k3q9++oL8YDpz1KCHev28zrtpefmnHU6LhlT+WTOJtRy8GulU94ArE0jw35VGsj3hhnZsJli//6CuLNWgW3bL78d0quzLrRbGH3696Ef2qCbDpFbWMzRsvGJ/rkfJ7Qj/+b3EIDQC4cIfrII4hGA/qeng1PwGTTFUKQi35bSBotjb39TJ07rbpOy9YBoLK14OK6VhJ57bZ6HjjlUcSWOoueQ6u8vpWQ83nizz9P8vQZ5GwGfU8PNVdeuWYLp3wuh29ijGhgnhpbLXVtHUhl8nlEUWLbNdfjGx8t5OvY7Lg6OklGowwfeZao34dWb6B5y/ay1oGpCraDldZXwmjVFXJKlq+XCSAXBIH+gw1MXwgS9iXRGSUau+3KpMgi0eXf9xQ6l1Op1Ivis1zlN4twOKycA1wqsiwTiUR+o8WCAwcOqIrx0WiU8fFxnnzySVKpFLlcjg984AOMjIzwF3/xF2W3sRiyu3j7f/zHf1z3fixvIvP5lr5D11pYbW5ufsWKBbIs8/73v59vfOMb675tJBLZFLGg2Jqrvb19TbcpDikufk3K4XKtz4rvgx/8IN/73veAghXRcrHgBz/4gVIrOHDgADt27FjX9l9JzM4uTch3dXVteDvRaJRIZKnR8z/+4z/WvY3ln7XN5G/+5m84evQo586dI5PJ8K1vfYtvfetbCILAli1buPrqq7nxxht5wxve8Bt9XK1S5aWmKhZU2Xya94HODJ6TIOfBvb1seN160Xfbyb0wp7KO0HdYERa6gDUaDbt37yYUCpFMJrHb7RgMBn56cobznqUvwIu+GG/Z3UznOoqkTU1NOBwOAoEAer0eu8WEmA6BaCvx2l0vkUiEqakpstksdXV1uN1upagvyzJT5wNMXwgVCoOCQGOXjZattQiCgJyXSQ4GyExFkfMymjojxq0ORIOGbCbD0LNPKt75BrOV/suv2lDAbtiXLPF1h0LRciWxAAon8rlQCgRBmSiQszKJM/NonAaECnY0tno3Ub/6B6QoSljqKhdDTTY7Gp1e5TW9uK2S6+7dQ/iBn6vWDFv6EYu6wCvbx3hoG9hZUow4f/68Kt9icnJSEa3WSmo0RHIoqFyWLFpMe92IutICnyzLhBNZ9FoRg1ZCFAVu3dvCU8PzjPvjCx3MDpoW8gEeOO1haHapYDLqi/OW3U10LXhlJzM5BmcjpLN5eurNJVYjLwaekTATZ5ZsfmYuBMkkc3TtWTo5CM7G8Y5HkGUZZ7MZR1PNpnpWZrOFYpZmWQFNFAU662oY8aqFq5ZaoyqIdC30HrwCm8tNYHYGncFIY0+fSvRqshu584oOgvEMBq2Esczrvcj0UKBEHJwZDuLusqpEluVEf/UrkmeXxpVT585hu/VWtO7Sz8dqTA8FFaEAIJ/NM3LMy+7XGNWWI8vQtbSAJMIy6yVdx9pOMFdi5kJIEQoW8U1EaOq1VyzwlhPiREmksdvG5Dn1iU9Tr135dzqb56enZkgVCQpDs1Hc1qASpLwRoqksk4E4Zr2GZrtR9T6fDJQXVMb98bJiwY5mG6cmQ6qiv9WopWuN33299WaeHpkv0aH73GaCs3Gmh4IkYxksTgOtC5MZ9R0bP1ktJjszowgFxSTPnEG/juPpcmyugvi6PODa7lYXi9sGdmG0WPFNjCFKEu7ObmU6zFZnxOI0Eplfej10Rg2u9qXu+Z56Cx+42sS4P45BI9FSa9xwyHzi6FHizzyrXE6eOo2cSGC9+eZVb5vP5zjz6K9U+Uae4SEGDr+2rGAgaTS4u3pYPCLkslnOPPYwmYWJkUwqyejxI+hNNThbWlW3tToNzC6zZwKw1lU+cc/nc8wOXyA4O4POaKSxpx+TzU5Dlw3/dEw1qeBqt2Kylv9O0ugk2ratLMZYLJaSYoZWq33V2k9UeWlJV8j52SjL7WF+07j55ptVQcKLeDwePvrRj/Ktb30LgL/8y79k586dvOMd7yi5bihUejxZL4u/7xYpFg3XKhLWVJgOfSXwL//yLyqh4I1vfCPveMc72LNnD83NzZhMJnRFwnJHRwdjC5PVyyfmN0rxc7rW56r4esVF6nKsJaugmBtuuIHu7m6Gh4c5fvw4R48eZe/evcrfv/71ryv/fjVPFYD6uTObN57n9mJ81jaT+vp6nnvuOb785S/zta99TRESZVnm7NmznD17lq997WvU1tby8Y9/nI997GPrbtSrUqVKKVWxoMqLg6u/8N8monEYqLmsgfR0FLJ5NPUmNMu8a5fbDoXiGZVQAIUa25GxwLrEAiiMwDY2NsLkETj9CGTToNFD92FoqhzMuRKBQIDjx48r3Uper5dIJEJvby8A0UCK6aLCMbLMzHAQq8uIzWUkNRIiPbH0+LK+BIlTPmr2NzBx+oQqZDcZDXP+qcfZ87o3rhx8Ksslfxel8tevtL6c7HxpkUvO5MmF02hqyxcSmvu3EZqbVQQDQRDp3HsAra7yib2k0dC9/yBDzzypWEiYbLW0bi/tGtH39mKVNCRPnSSfSqEvY2ehr3AiUW49m82WDb6bmZlZs1iQT2ZJXQiq1nKRDOnxMIYetcgzG07y89Me5qNpJFFgoNnKdX31mPUaXruttPgbjKdVQsEiR8eDdLnMeCMpvn90UumSfvyCj5u2N7C1cePdwWthbrTUG3x+OkrbdgcancTcWJjRE0uiUXA2TiruUBVuN0omk+H8+fNKV5PL5SrJ6ji8pZ5IchpvpHBi7zTryj6/qyGKEg09fTT09FW8jiAI1NasLtAkY6U/yHOZPNl0HslYvlCfCwZVQgGAnM2ROHIE7RqKjssJl+n6zWXyxIKpEk/xYsSaGiw33ED04UeUMGV9fx+GbWsTlKMBP7FggBp7LeZadVE+FS8fzpyMZdYdNN/YY0dfo8U/FUMQBVxtZmyupc/9dDChEgoWGfFGNywWnJgM8vA5L/mF74PmWiNv2d2kCFMWQ/mfbJXyB+rMen5nXwvPXvQTiKdpshu5vNu5prwQAKdZz+sGGnhs0Ec0lcWkk7iqtw5TDs48N6sIVoGZGLFgip2HWxDXuO3VkHOlIi0U3rOXglYv0bXHtZRJIQjUtZhxtaptcgRBoL6jq6z4IYgCfQfd+MajRPzJhQk7S0k+gkEr0ecubFeWZRInT5IaHELQajBs377m6YjEqVMla6mRi+TjccRVil2B6SmVUAAQC/rxjY/i7lr9eyk051GEgmK8YyMlYoHdbcLVZsE7vvSbpKHLhsVRWSwYfPoJ/FNL1gXesVF2XH8jNfZaBq5pxjcVJR3PYq0zYqu/tHyHrq4ujh8/rhQ0BEGgu7u7WlCosiZ06wxjX43fVpGqoaGB//zP/8Tv9/Pznxcadn7/93+fG2+8saTLvbigvHv3bpXdzUYp3ma8zNRxOWIVJp0vhc0q1H/pS19S/v0Xf/EX/Mmf/MmK11+tML8RzGazUmxe63NVfD2LZXNz/wRB4AMf+ACf+MQngII4sCgWXLx4kYcffhgoiEVr9eZ/pVL83JWbnlsry0WeYDCIzfbyZN1Vwmw285nPfIZPf/rTHD16lEcffZTHHnuMxx9/XDmPCwQCfOITn+Dpp5/mvvvuq4YhV6lyiVTFgiovLfnCyflGw+Ekiw5j/9oLMfFMeZU7ltqg+h2ehqEii6VsCs4/ANZmMFcO56zE2NhYyVjz1NQUbW1t6PV6QnPlf8iGvHFsLiOZmdIfZdlAinwii39qsuRvyWiYRDhU1sZnbm6OixcvkkgksNls9PT0KD9CLA5DSbgosOpUwSKCQQPR0kKeWCGYEAq+0Tuuv5Gwd450MoGt3o3OsHqxwNncivWNbyXkmUGjN2Bz1Vf0WNZ3daLvqhwyV2OvpbapRSW6CEhY6rqIBlLU2HWqKZByyLJcVoApRy6UKusmtTyvI5eX+fGxaaIL7+NcXub4RAibUce+9vKTI8v98JfWC9t4ctinCAWF/YZfD3rprTevubi4EbJlbH7kvEx+MVT1Qmm3y8xwkIZu24Y7dRcZHBxUCTxzc3OIosjWrVuVNatBy7sOtuGNpJCBekvlQNnNRM7LTA4GVPZMbdsdaLQSFqeh5NigN2nRGSp/nnIVThBz4VKxZi1oDRoIl3ZaLi+YlsPQ34+us5Ps7CySxYK0IPDKsgzZLGg0Jc+xLMsMP/8Mc6PDypqrvZOeA5cr1zU7DCrfcigImssngFZClmWmggm8kRR1Zj09++vLvt6VJj82mqkRS2V55PySUAAwFUhwbDyo2BO1OUw02Ax4QksTHXqtyK4V8gea7EbeumfjeSlbGqz01luIpbPU6DRIosDIMW/JZEs6kSU4l8DRWDjhzKRzZNM5DDXaDX1etM3NiDU15JcVHvR9lcW2teJsMmOvNxEPp9EZNSprv7UiSSLuTmuJL34lYo8/QaLIKzs9No7lhuvXJpKVE05kWWWPV/F+F6wWlhMPlV+/FARBoHOXC3enjUQkTY1Nj8FcWaSLBQMqoQAgn8syff4svQevQKOTaOjcvGKF1WrlsssuY25ujlwuh8vlekV3DFd5ZWG1WgsTvZtgRSSK4qYXSF9NiKLIv/7rv7JlyxZisRh+v5+//Mu/5Itf/KLqeu6iqceRkZFNCeStK5pOLvZbX4mpqalVr1PcZLKWDuvN6OSemJhgaGgIQOmoXolwOPyiWMW4XC7l8YyPj68pC2KsKDeuboWJ8Y1y11138ad/+qdkMhm++c1v8qUvfQmj0cg3vvEN5TP8tre9bdWA61c6xZ+Rixcvbng7drsdvV6vTDwNDQ2xf//+S96/FwNRFNm/fz/79+/nox/9KPl8nqeeeoovfelLSs7Cj370I77//e9z2223vbw7W6XKq5yXL/Wyym8XEQ8c/Q/49Rfg6a/AzImX5G5dZj2mMkWd9o0GDXrPr299FZLJ0qBEWZaVL2utvnwRQynIVarBCKDRlT9Jl7Sl3VGhUIgzZ84Qj8eRZZlgMKjuwBMF+g424GgyI2lFjBYdXXtcJdYNldC3W0v0IW2DCdG0crdvPJwmGtCRy9YiCJW7uiKRCJOTk/h8PvL5PFqdnrq2DuzuhopCwVrpP3QVHbv2Ym9owlLXiajbzcTZJGcen+LsEzNkFgrsWq22bMhSsa3UalR6PpavTwcTilBQzNBs5Y6hekulz0KhWFJcgFwkkc4RSpTv1t4IoXiG2XCSfJEFyGJxsZgaux6dUVP4LJTxu85l8uSyl9aVlcvlyk6CzM3NlXR8CYJAvdWA22p4ybpUpoaCzAwFyaZz5HN5fBMRLh4vdM60bXMUivULiBqRjp11K+6bpr4eQVt6PNE2b6yQ3NhtK7HwqW2sWbE4WIyo06FrbVWEguS5c/j/7d/w/fNXCX7nO2SWnZwHZ2dUQgGAd+wigZklT+OmHrva01wQaN3mRLuCpVMx+bzMT096+N7zkzxy3su9Rya5/+SM6v26SL1FT3Pt8sk22NO6Mf/f6WCibBbAuH9JFCrYjDVzRbeTdqeJXa023nmgTQlWfrGQRAGrQasEeudz5Ytl+VyefF7m4gkfxx4a5+TDk5x4eJJooHwg8EoIkoT1jW9A4yoUEQStFtP+fRi2X7qlIYCkEbE4DBsSCtZLPp0meepkyXr86FKXbC4aI/rY4wR/cB/RRx9ViXv6hUnDYrRNjUhrsBwwO8o3V9TUrq3pwu5uLCvSu1awmzJZdTibzaseC1LxSrlEG++OXA29Xk9raysdHR1qoSCXhQu/hMf/tvDfhV8U1qpUWcBgMKgaCS6FLVu2/Nb7are0tPBHf/RHyuV/+Id/wOPxqK6ze/duZQIjHA6rAlg3yu7du5V/P/vss5WvuEAikeBUmemu5RSLP/Pz8ytcs8BiuO+lUJzp0N/fX2KluZzHH398TWLXen/n7tmzNF3/5JNPruk2TzzxhPLvYougzcLtdvOmN70JKHTJ/+AHPyCfz3PPPfco13m1WxABHDp0SPn34ODgmgWwchSLPItTP68GRFHkyiuv5Ac/+AE33XSTsv7jH//4ZdyrKlV+M6iKBVVefLJpOP5tCC18gSVDcO5+CIy+6HetkUReN9CAXrv0Vm+2GzccNIhUoWBdaX0Vyo34abVa5STW2VyDblkxQ6vX4GwpFAl0TaWFVo3DgGjQ0NBd2oHpaG4ta6EzMzNT8gMyk8moQqf0Rg09++rZ97oOdlzXQl3L2ruiNA4Dpv1utG4TGocBQ18txu0rd5J4LoY4/egUU4MBxk/Pc/KRSeJlOpmHh4d5/vnnGRoa4uTJkxw7dmxTfRNFSaKpbytbr7yOXK4FQVx6raOBpMrXvL+/n7q6QtFWFEUaGhroXkcQp2TRoW1Qvz6CVkS3bIJDW6HTf6UJAI0k8vqBRlXnc0utkYOdhaKRo4z9jU4jYqlgcbIe0tk8Pzo2xd1PXOSbz4zzjSdHFXGidasDW1HQtcmqo3tPYUpHEISyftcmmx6N9tK/vl7J46nFVh6LBDxxMukcRouOnde30L2vnq49Lnbf0IrNtfLUjajXY77mGigq8EtOB6Z9+za0f9Y6I1sub8TRZMbiNNK6zUn3nvWF0C2SmZ4m8tAvyEcKRcKs10fov3+iCkMOz82VvW3YuxTuptVLbL+mmZ79btp31LHzcEvZ4OpKXJyPMbhMcBuajTLiKy1qCoLAm3c1sbe9FqdZR5vDxFt3N9O2QSHaaiz/OVu+rtdIHOxycuveFq7f4l6TbdVmU9tY+hhFScRWb2L2YhjvWFjJBEjFMgw9N1dWcFkNbX099ne8A+f77sL5/vdRc/nlr+jPbCXkVKqsfdLi1EQ+nSb0g++TOHaMzNQUieMnCH7vXuX9X3PoUGGiYuGxa5uasNx449L2ZZkLc1F+eXaWp4bniSSXBN7ahiYla2ERq8tNXevaMkJESWLr1Yex1hWOyTqDkc49+3E2t65yy1Ki0SgTExOKIGtx1iGWCYm31Tese9uXzMjDMPEsZBKF/yaeKwgGVaoUceDAgVfUdl7t/PEf/7FSZE8mkyWTBUajkeuvv165/Dd/8zeXfJ/XXXed8u+f/OQnhFeZrrzvvvtIJMrnBRXT2bk0pXysaIqsHNPT0zz++OOrbnM1iqcs1mKp9JWvfGVN2y0WsjKZ1RuGil+jb3/722Ub4Yo5evQoJ04sNQ0ePnx4Tfu1Xj74wQ8q//7617/OQw89xMREYZqtv7+fq6666kW535eS9vZ2lYi5kRDwRd74xjcq//7nf/7nVV/HVxqCIPCGN7xBuVwc/lylSpWNUbUhqvLiMz9UOPlajuck1Ha86Hff7qzhA1d1MR1MYNRJl2Yj0jAA409BrujHk0YH7o11O3Z2dhIKhZQfoqIo0tfXp3joanQSW69oZOZCiFgohcmmp7HbpnTK6jpsyHmZ9ORSjoNhS6H4W9/ZDYKA58IguUwaR3NrWe9+qGyhs1memsT9aNJzaHrqwbR6QTGXyZeEi2bTOaYGA/TuXxq5jEajjI+Pq64XCoWYmZmhtXX9xYyVSEQzqrBF5f6K7GB0Oh07duwgm80iCMKGvJCN2+vQOGPk/EkEvYSuxYK4TDByW/XUW/XMhdWWKztbVrZsaHOa+MDVncwEkxh0Ii7z0mfh8m4n9x2dUoWhHupyoFshrHatPHvRrwoJDicy3H9yhruu6ECjk+g/2EAqniGfl0tsS9q3Ozn/jEd57jV6iY4dlbvofRNjTJ8/SyoRx97QSPuO3UpnrCzLxONxRFHEaDTidruZmZlR3b6hoeGSx9w3g+UBrIVFWVmXJBFn0/rCzAzbtqFtayMzPo5oMqFta7ukyRuLw7CiH/laSZ4vncySMxlSwyMYB7YDYKjQRW2oUa+LolB2WmUtzATLnxhNBxP01Jfev0ErcW2fC1g6psmyzEwoSS4v02Q3Kt34y4kkC3k6mZxMT72ZeouejjoTo76l44lWEtjbtrFJhdWYn5/n4sWLxONxrFYrXV1dax7HdzTWkOi14xkJkc/JaA0aOnfWodVJBMpY42VSWaL+5IpZFpUQBAFhnVYxsiwzNxYphKLnC6Ho67UtSyeyzI2FScWzWJwG6lrMG85jEM1mJEctOb/6O03XVviOSg0OkQupC1b5WIzkuXOY9uxB0Omw3nQj+WuvQc7mkMzq5+Ph83Mcn1iytDg2EeT2A63U1ugQRJEtV1xDwDNNZH4ek9WKo6UVcR3fTTX2WgYOv5Z8Locgihv6/TQ6OqqySKipqWH37t107tnPyNHnkOXCbw2zo46mvi3r3v4lkc/DzLHSdc9J6H0tlBE0qvx20tHRgcvlKjuVuFbq6+vp6OjYvJ16FVNbW8uHP/xh/vIv/xIoFCg/8YlPqGxp/vf//t/87Gc/A+D73/8+99xzD3feeeeatu/xeGhoUIuPr3/962loaMDj8RCNRvn0pz/N3/3d35W9fSQS4U//9E/XdF/FXdnf+ta3+OxnP1sxl+IjH/nImorwq9HZ2alYY506dYrh4eGKDUrf+c53+MlPfrKm7RZPSa/Fgul3f/d3+fjHP04kEmFmZobPfe5z/NVf/VXZ66bTaT784Q8rlw8fPkx//+ZmHC7y2te+lo6ODkZHR3nkkUdUos/73//+F+U+Xw4++tGP8j/+x/8A4Mtf/jI333wzV1999bq38z//5//kr/7qrwgGg0xOTvL7v//7fP3rX1/Td77P56O2tvZFyQCKRCLo9fo15cYU1wRcro01MFWpUmWJl78iUuU3n0ojj/ImFaLXQCaVwEyCWsPGTnQVDDbY9c6CyKEzgaMLdv0u6DfmPWowGLjssssYGBhgy5YtHDp0iPp6dfaB3qSlY2cd269upnNnnSqoUxAFDD21WK5twXJ9G6adLsQFIUEQBNyd3ex67evZe/Nb6Ni1F0lTvnu12PNwEUmSLt1HUpYL3XnPfBVO31f4/8EHK78nFkhEM+TL2MzEQ+rJgkodQZvhBQqFolMul0eWZTQ6sWzWhnYhd0HO5cmnc4XrajQb/sEkiAK6JjPGgToMvbUlQgEUXtu37G5ma6MFvVbEUVMI3V0M01wJrSTS5jRRb1Fb6rTUmnj3oXYOdDjY3Wrntn0t7GvfWFDrcoa9pbYS4UQGb3RJ7NCbtBjNupLPZ6GLvpW+yxroPeBm1w2tmGvLn4D5p6cYfPpxooF5MskE3tERzj72CLIsE4vFeP7553n22Wd5+umnOXHiBB0dHTQ1NSFJEpIk0dzcvOYwaii8Pyb8cU5MBpUA5M3C2VxanLbWGdeUCbASktmMYds2dB0dl2zR9VLibG3HYFYXsw1mC3XtneSyebzjEaaHgsRCG38d7BXsfGpNa+vejyQz/OfTY3znuQnuPTLJ3Y9fZDZcKkDMhBL8+1NjPDbk4+mRef7rmTHOzIR5484mrumro6POxECzjdsva8Nl2fwQzGg0ysmTJ4lEIuRyOQKBAMePHyedLp3cKocgCLRscbD7tW3sONzCrhtaFUs6UVP++1XaBNFxrXiGQ4yd9BEPpUhE0kye8zN+enVbiEVSiSynHptieijI/FSU0RM+hp6f27BXuSAIWF7zGlUYseR0ULPQ1ZivEEq4fF00GEqEgmA8rRIKAJKZHM+N+pfuXxTJZTL4xkcZevZJTv3qoZLQ47UgStKGfj8lEglGR0dVa7FYjMnJSdxdPey9+S30HLic7dfewI7rb0SzrCAQC6YYPjrHmSemmRoMXLIFXSlyQTAoWc69pL9Tq7zyEQSBW265ReVPvx60Wi1vfetbX5UTUi8WH/3oRzEvNAPE43H++q//WvX3a6+9ljvuuEO5/L73vY+PfexjFa1+UqkUP/rRj7jlllt485vfXPJ3jUajEgD+/u//nk996lMlxfuJiQluvvlmhoeH1xRG/aY3vUmZkhgbG+MDH/hAyUSC3+/nve99L9/97nc3JeC6rq6OgwcPAoXmrre97W2cX9Z8kc/n+cd//Efe8573IEnSmuyvduxYaiy79957V/3us1qtfOpTn1Iu/5//83/49Kc/XfKbYnZ2lltuuUWxKtJoNBVFhc1AFEVFFJBlmaefflq53/e+970v2v2+1Nx5551cccUVQGES5HWvex3/9E//VFaQSqfT/Pd//ze33HJLyd9sNptqeucb3/gGb3rTmzh37lzZ+5Vlmaeeeoo//MM/pL29fU0TOBvhyJEjtLe385nPfIbTp0+XvU4ul+O//uu/+H//7/8pazfffPOLsj9Vqvw2UZ0sqPLi4+wBjb4QBlyMe+BFv+t8Ps/Zs2eZW7CwEEWRnp4emjfo0w2ArRl2vxPS8UI32uSzYGmCxl2FKYN1IoqiSv2WZRn/TIzQXAKtQaK+zYK+qIgly3KhaC4ULFsEQSiceKzx3COXyyEu6w50OBz09vYyOjpKJpPBZDLR29uLIAiMj48Ti8Uwm800Njau6ompIjheGOcvZuoIOLsL/1XAUKNBlETyOfWJutGqPkEzGst3qlZaXw/B2TjjZ+ZJRjMYzFpatzqoazHjm1DblLi7rCQvBEhPRJCzMpJVh3GbE8lS/r0Qi8XI5XJYLJY1nzCWC0g26zW8bqBxTbedCibwx9I0WA3UWyufKNTW6Liqd2MCkSzLZD0esnNzSM46tM1Nyj7rKxQKDZq1CSqiKKwpH2N2eLBkLRb0E/Z5GRobJ1pUfJufn2dsbIz+/n76FkJT13MCn83l+fHxacbmlzrB97XXck3f5nSytGytJZfJMz8dRc7L2FxGOne/MrpkctEoyTNnkBMJdO3taNvbL6n4YejvJ3lKfQIgaLXou5d80TVaLTuufy0zQ4PEQgFqbLU09vSRzwqcfXKKVLxwUjR5Dlq2Omjqsau254+lueiLYtRq6Kk3l52Y6W+w8MJEEF+R8OM06+hvsJDPy4zOx/BGUrgsejqcNSWd6r8e9OKLLp0cR1NZHjzt4d2H1M/P40M+0kUFT1mGx4Z89Lst7Gt3bJpIVwmPx1Ny8p/NZvF6vev6btRoJTTLAp3r262EveoTxhq7HpPtpbNLmh0tFZF9ExFatzrWJFrMXgyRTaltg0JzcaKB1IYnabRuN4473ktmehpBo0HT2Ki8J3StLcSfe67kNro1TMf5Y+UFnuL1sG+OoWeXfKRjQT9nH3uEvW94C3JOKkxQJLJYnUacLWblfZ3P54j4fEgaDTW1jg1/xiORSNli06KorzeZqK+QgRALpTj75LSSkxH1Jwn7kmy5vGHzCq6iBK5+mDurXq/rBenFzQOp8uqjqamJ22+/nW9/+9vr6g7XarXcfvvtNDU1vYh79+rD6XTyB3/wB3zhC18ACtkFH/vYx6itXZqq++pXv8rMzAwPPvggsizzpS99ib//+7/nwIEDdHd3YzQaCYVCDA8Pc/LkScU+ZV8Fm8UPfehD3H///dx///0A/MVf/AVf+9rXuO6667DZbIyOjvLrX/+aTCbDwYMH6e7u5pvf/CZAxclTk8nEpz/9aSVk+D//8z958MEHOXz4MFarlYmJCR599FHi8TgDAwPcdNNNfPnLX77k5+/P//zPufHGG8nn87zwwgvs2LGDK6+8kq6uLqLRKI899pgyQbv4OIvDhctx66238olPfAJZlrn//vvZuXMnV1xxhSqX4fbbb1cF4P5//9//x+OPP85///d/K/v1la98hcOHD1NbW8vExAQPP/ywkskH8MUvflERO14s3ve+9/G5z31OZU/7pje9qWyT3KsVjUbDd77zHa6//nqGhoaIx+P8wR/8AZ/85Ce56qqraGxsJJPJMDY2xpEjRwiHw2VtkKEgPIyMjPBnf/ZnANx///389Kc/ZWBggIGBAaxWK7FYjKmpKV544QWCweBL8hg9Hg+f//zn+fznP4/b7WbPnj00NDSg0WjweDwcOXJENSl+9dVXc/vtt78k+1alym8yVbGgyouP1gA73gZDP4eot9CR337VisXizWJmZkYRCqAgHgwNDeF0Oi8tXCyTgKP/DokFW4HZMzB3Gva855JH1sdOzjM3tlTsmBsNs+3KJowWHYlomqHnZklGCycoNXY9vQfca+o2DofDDA4OKuN8i13Vi7S0tNDU1EQmk0Gn05HL5Th69Cix2JKthMfjYe/evWvvmg9crLA+uuLrr9FJNPXZmTy71B0paUWa+2qVooMgCNjtdhwOB37/0vV0Ot2liUFAMpZh6PlZxfIlGc1w4cgc265uwmjWEvDEkbQi9e0WarJ5EheXXq9cOE38mBfzlU2qANh0Os3p06eVH1ZGo5GBgQGlo6ocuUia5GCAXCCJYNSg77ShW4f1TC4v85MT0yoLoF2tNg73129qZ5ssy0R+8QtS55Y6mnRdnVhf/3oEUWRPWy0zJ9V2P12umk0PZs1VyKpIxGNEIpGSda/XS39//4aeizMzYZVQAHBkLMCWBsuKgsxakSSRrj0u2gecC5MtrwwrjKzfT/D730dOFk74EidOYtyzB/NVV254m9qmJiyvfQ2xp58mH4micdVhvvpqxGWin1ZvoG1gp2pt9KRPEQoWmTofoK7FrBwXj08E+dW5pe+BJ4c1vG1/K7ZleQBaSeRt+1o4PR1iLlwQBQaabWhEgR8fn+ZiUXZBZ10Nb97VpBIMlr8fAHzRNJFUFmtR9kfxRM0iiXSOaCqLfY1TDJdCJXu5zbCdczTW0LWnHs9IiEwyh63eSOvWjReay5GMZpgbD5NN5bHVG3E01ai2n02XyQfIyeRzMtIafvUmY+ULgMloRiUWLIavrzUkWdBo0LW1laxrmpow7tlD4oWlwGPDwHa07Uu5ArPhJE8O+5gLp6gz67mix0mjzUi91YAoCOSXFePdtqX99I6Vfg/nshk8F8bwTuoVYWR+MkpwNk7P/nqi/nnOPfkomWRB+DE7nGy98jq0BgPpZJbZ0bDyfLjaLCuKMKYyOUkrrRczOxIuCdSOzCeIBVOYazcxILbvJshnwTdUuOzshr7Xbd72q/xG0d3dzV133cV99923Jkui+vp63vrWt1aFggr88R//Mf/wD/9ALFb4rfZ3f/d3fPazn1X+rtfr+elPf8rnPvc5vvzlLxOPx0mn0zzxxBOqoNxitFqtKvy1GEEQuPfee3n3u9/N97//faDwe/B73/ue6nqXX3459957Lx/72MeUteKCebnHMTg4yL/+678CMDc3x3e+8x3VdQ4dOsT3vvc95TqXyg033MA//uM/8uEPf5hsNksmk+GRRx7hkUceUa4jiiKf+tSn+MQnPsHXvva1VbfZ29vLJz/5Sf78z/8cgFOnTpWEPA8MDKjEAlEU+cEPfsBHPvIRvvKVr5DL5Zifn+fee+8t2b7NZuNv//Zv12wndSk0NTXxhje8gR/96EfK2m+SBdEiLS0tPP3003zgAx/gvvvuAwrBzpWsp1Y69/z85z/PwMAAH/nIR5ienkaWZU6ePLliKPdll1224Ymr1TAajWg0GkXwmZ2d5YEHHqh4/dtuu4277777FWEpW6XKq52qWFDlpcHeCvvfD9kkSHp4iQ7gxUXkRWRZJhAI0Ni4eld2RTwnl4SCRcIz4BuE+q3lb7MGkrGMSiiAgn//zIUQXXtcXDzmU4QCKIznj52aV3z8c5k8mXQOvVGjKlRns1lOnDihdEGlUinOnz+PwWDA4VjqYhVFURmNnZ2dVQkFULCv8Hq9NDQ0kEmnmB0eIh4KYrLX0tDVW2IfUNGeSb+6N3ZTjx2Lw0DAE0OjFXE0mZkbDXNuIkI+J+NoqqF9u5OBgQFmZ2cJBoMYjUaampouebzXv9DNXYyclwnMxGnpr6WxqGs59ryn5Pb5ZJZcMIWmqLA0PDys6sBIJBKcPXuW/fv3ly2kybk88RfmyC8UcuR4lsTpeUSDRrVd1f3mZQRhqUN+cDaiEgoAjk+E2NJgpcl+6dMXi2QmJlRCAUB65CLp4WH0vb30N1iQkTk2HiSZydHlMm88ZHwFHM2tJfYaGp0ee30DwsWxku7W4imZXF7m5FSIUV8Mk05id5udekvlYtR0sPy47WQwsSliwSLSJgQ5bybx559XhIJFEseOYdy9C2mFk4/VMGzZgr6/H7JZ0GjWXFyOBUsL73JeJh5OozNoSGZyPDakLuZEklmeGZnnxu2lQaoGrVTS2T80G1EJBQAXfTGGvVF6i6y/TDpJNTEAoBGFksmaOrOeqYD6/WPQSpj1L81Psvr6+hIf4uIJt3Qyy8RZP6G5BDqDRGOPvawtViXqWszUtWz8vbAShU7zGcWmzjcZIeK30rFjaSLK7q7BP6228DHXGhTLuGLS6TS5XA6DYcmWzVxrIOgpFX4WhYJ0MsvIC17CvsJraHEa6d7r2rBFmCAImK+6EuPAdrJeL1JdHZqirtpoKsu9RyaV99a4P47naJL3XN6O1aDlUJeDJ4eXLDlsRi0HOlafTvHPpMim1Psc8MSIBpIMPfukIhQARP3zjJ06TtvAPk4/Nk0mWThpD8zE8M/E2Hp5o+o3RzFmsxm3260KG9RqtWvKFUonywvA6UQONjPOQ2uEHbcVJkaRQbex3JMqvz00NTXx+7//+4yOjvLcc89x9uxZ1W8MURTZsmULBw4coKOjo2o9tAIul4vf+73f40tf+hIAf/d3f8dHP/pRVY6OJEl8/vOf58Mf/jD//u//zi9+8QvOnDmDz+cjk8lgtVppb29nx44dHD58mJtvvnlFz3KDwcC9997L/fffz9e//nWeeeYZfD4fTqeTrVu38q53vYv3vOc9aLVa1bmk3W6vuE1RFPmXf/kXbrnlFr72ta/xzDPPMD8/r2zz3e9+t7LNzeRDH/oQV155JX/zN3/Dww8/zPT0NEajkebmZq6//nre9773sWfPnnVt88/+7M+48sorufvuu3n++eeZnZ1dNURZo9Hw//7f/+NDH/oQd999N7/85S+ZmJggEongcDjo6+vj5ptv5n/8j/+hykV4sfmd3/kdRSxobm7mda/7zRSCHQ4HP/jBD3juuef45je/ySOPPMLk5CSBQACj0UhLSwu7d+/mda97HbfddtuK23r729/OW97yFr797W/z85//nOeeew6v10s0GqWmpobm5ma2bt3K1Vdfzc0336xMaL8YHDx4kLm5OX7xi1/w+OOP88ILLzA8PMz8/Dy5XA6r1Up3dzeHDh3i3e9+tyo/pEqVKpeGIG/UhPVVzuTkpHKiMjExQUtLy8u8R79lJMNw4SGYHylMGrQehOZ9ZT3hL4XBwcGy4Uw7d+6s/EMlFYHhh8E/AnoztF0O7u3q65x/AKZfKL1t5zXQsfEO2+BsnMFnS4vPNXY9fQcbeOHnpaOjgiiw7/XtTA+F8AyHyOfy6IwaOnfVYXMVOvdmZ2c5c+ZMyW3dbjfbtpUPZx4aGmJycrJkvb29nbbWVk7+8gESkSVhw2S1s+OGm5CKbYoySXj+bkgWeSrrLXDg/YWT83UwcdbPzIWgaq22oYbeA5s/Sjo9FCgJWAZo6qulpV9doYgdmSXrL/UlrzngRmNfKho//vjjZUfWDx06VNY2KTMbI37CV7Kua6zBOKC2CpoNJ3nk/BzTwSRWo5Yrup1sbbTy0JlZTk2V5jdc2VPH/nY7fr9fCTi12WwbPpmNPf1MWRsN466dmK+5Zs3bCYVCTE9Pk81mqauro6FhfVYTcj7PyAvPM3dxGFnOozeZ6b3scqyues6cOaMqVgH09PQo3wP3n5hhcHZp+kAjCrxtfysNtvKF/6eG53l6pNQz9617mums+80tNAW+/W2y3tL3pe2tb1mTbYosy2QmJkhPTCCZzej7+xFXmPKS83nSY2NkZ2aQamvR9/QgFJ1ojxzzlliDIQjsur4FvUnLZCDO954vPY45zTree3nHqvsL8NiQl+dHS48H+ztqubp3qRhxairEQ2fU77G97bULIchLTAUT3Hd0kkxRx/RrtrrZsUpA+WYyNTXFxYsXyWQyGAwGenp6cLlcyLLM6UeniIfV9jZ9lzWsyQpsLeQTCZJnz5GPxdC1t6FtbV3z53zo+dnSEOWi1xsKBeYLR+aILhyXjRYdvfvdGMxL75tsNsv58+fxer3IsozFYmHbtm2YTCZymTznn/EQDSwd15t67bRscVTcB3uDib4DpeLTZnBkzM+jg6WfuSu6nRxcEF3nwknG/HFMOok+twVtURhz2DfHqYcfUt1W0mix1F9O1F/6ndTUq2f85CMl61qDkaa+w0wNln4WVnt/5PN5vF4vfr8fg8FAY2PjmqY7Zy4EmTirbvoQRIHdr21D+wqZtqpS4Lf9vCqZTBKJREilUuj1eiwWy6VNMFd5xdDc3Mz09DRQmFhfHppc5ZXNnXfeyb/9278BqCYmqlSpUqXKylQnC6q89MgynPweRBc6gJNhGHqokGvQsGPhKjLe8Qj+6RiCKFDfbqG2Yf0FuObmZjweD7ncki2BxWJReWGW7NuJ7xTskqBgN3Tmx4VpiLqi4FNbc3mxwHZpJ0cmmw5BFEq62s21BkRJQJSEkpF8jU4i4IkzXXQCn05kGXp+jt03tK7ZvkSWZbKpFKJGg6TRYLPZyooFVqsV3/ioSigAiIeD+CbGcHcW2QtpDbDn3TDxLEQ9YHZD62XrFgoAvMsLgkBgNk4mnSspGsTDIeKhIOZaJ4YNdDs7msxMDQZVr4MgCjibS9+DumZziVggmbVINvV0g1arLRELBEGonAFRMRdc/YdkJscPjk6RzBTe4+FEhgdOebAYNNRWsPmxGiSOHz+umnRobGzcsCWPZC9f5JRW6MBazvz8PCdPnlQ683w+H9FolN7eXtX1MqkcU4MBQt4EOoOGxh4b9vpCkUoQRbr3XUbb9p1k0imMZosS4tvf349er8fr9SKKIk1NTYpdlT+WVgkFANm8zPNjft64s7xtwM4WG6emQkRTS52vTXYD7Y7NKai+HOQTCVIXhiGfQ9fdXXZSQFPvLhULJBHNGrvEYo89RuL4CeVy/OgL2N92W9n7kmWZyIMPkhq6oKwljh/HduutiAtTTI09NoKzcZX1jLvDqhSO7SZdWZuWtYYWAzhryk8qOWrU2xhotqHXiJycCpHNyfQ1WNjZXPrZaLYbec/lHZybCZPJyfS5zZs6jbIWmpubCxNiC7Zzi+Pa0UCqRCgAmBsLb4pYkAuFCN77ffILHYqJY8fWZWOVKmcRJMskY1nlNdcZNGy9opFkNEM+LyvZPsWMjo6qLAojkQinT59m//79SFqRrVc0EvImSMYzWJ1GTNbCa53PywTKTB0EZxPkcnkkafMngVIVAn2Lxab6FfJorHX19By4nPFTx0kn4phstXTt2U80qCXqLy3821xWBEFEXhbuqzMYSMYrWDRVsG5aRBRF3G73un2i6zuthOeThOYKz7koCbTvqKsKBVVecRgMhqo48BvIE088oQgFLS0tVaHgVUY4HFbspQRB4H3ve9/LvEdVqlSp8uqhKhZUeemJzCwJBcXMHFfEgsmzAWaGg8qfQnNxOne5cLVV9oosR01NDXv27GFiYoJEIoHdbqetra2yj11oYkkoKGb6BbVYUL+tEIY3P7y01rgT7KV+xOtBZ9DQssXBxJmljmV9jZbGHhuSJOJqtzI7ou4Ub+i04p+OLd8U+Wye4FyCuhYzTqezbLF68UdvLBhg+PlniAbmESUNjT39tGzfQV1dHT7fUmHQ5XLhcDgYnywfjpWMlhb0MVih9zVrfg4qUq54LsuqdVmWGT7yLHMXF4uLAs3922jbsWtdRXBDjZbe/W7Gz/hJRtNKwLHRXFpg1LhNGDMOUqNh5HQOjdOAob/Uo7u5uZmhoSHVWkNDQ8VxZE2dEUErImfUBRtto1qwGPHGFKGgmDPTYa7udXFsIkikyMrBbTVgzkWZWRZKtdgttdKIdSX0PT0kjh1TFZElux39li1r3sb4+HiJTdDU1BTt7e3oFgrDsixz/hkP8VDBeiYVyxDxJ9lyqAFr3ZIApTUY0C47aZckie7ubrq7S7Mywonyha5worwFBkCNXsM7D7ZxYiKIP56myW5koMlWEnq7HnLZLN6xi0R8XgwWC+6uHnSGzbOLWonM7ByhH/0IeTF87oknsL7+9eg7O1XXM+3fR3psjHxRWHTNoUPkgkGijz2OnE6h6+rCsG1byWcgGwiohAKAfDRK4oUXMF99dek+TU2rhAKArNdH6swZjLt3A2A06xi4phnvRETxyC8uapv1Gva02TkytlQU1WlEDnauPUS4z23m2ISB2fCSKOi2Guh3l34f9botKmuiStiMWqUr/OVCkqSS/JlchcJ0pfX1Ej9yVBEKFkkcO4Zx5w4k6+r2dGaHoUTMECWBmmUByoIgYKwQMg+U9RmPRqMkEglMJhNChVB1YeH+8ln1sUoUhRfNZqS33sIzI6WWij31axfC6zu6cLV3ks9lEaWCzZfJniPgiausvJp67VicFlwdXUXfowt/69uKjIH5yejyzWNxvjhFUkkS6T/YQCyUIp3IYnYYqkJBlSpVXhIymQwf/ehHlcvvfOc7X8a9qbIR/vVf/1WxT7rxxhvp6up6mfeoSpUqVV49VMWCKi89+dLCZvF6LptndjRc8ueZ4eC6xQJAsRdYE7kK3XG5ZZ2WolQIbQ6MQnweLI1gbbpkGyVZlqlvt2CtMxD2JdEZJOwNJqVbsW2rA51Bw/xUFEEAV5sFV5uFi8dKLQoKu1nYH41Gw86dOxkaGiIcDisBxw6HAzmf59wTvyYVLwgO+VyWqfOn0ZtMDAwMEAgEiMVimM1m7HY7giBgqauHoXMl92etq+wPeqk4W8wlQomt3qTyofZPTy4rcMhMnT+No7kFi1Nt3bMadrcJW72RfF5GFAWi0SjHjx8nHA5jMpno7OzE4SiIArpWC7rWld+bzc3NSJLE9PQ0uVyO+vp62sqEXS4iaERMu10kz/rJRTMIWpF0Uw1DmSy2YIImW8FjW64wgiADRp3EOy9r4/hkEH8sTYPVwI4WGyNDg2VvEw6HFbFgcYJBlX2Ry3POE2E6mMBu0rGj2YZRJyFoNNhuvZXkqVNk57xo6pwYBgaU7u+1kEyWWjnJskwqlVLEgog/qQgFRVdidjSsEgvWS4PNgFYSVJ26AK2Olbdp1mu4omd976tKyLLMuSd+TWhuyYZs7uIwO2646SURDGKPP74kFADk8sQefRRde7synQEgWa3Uvut3SQ0NIcf/f/b+K0iW/LzuRVfa8t5XdbX32/uxwAwwGIAGogwtyDikJEYche6j9KxQhEKPimDoXS/n5dwr0YkgAREkQRLAAOO37b3b+/LeZ1W6+5Bd2ZWdWd3VvXvPAFL+IiZi+r/LZFWlqfrW963VBjMxAbndRvVP/0wR7wD0dvcglko6CyqxpLdtAmBoa6SsG4jKAPhCAYPvCGujkZgfbmD+9lwQCZ8N24UWbAyFawnPucK1aYrEr98Zw2q2jkJDCT5ejLpBv4Iu8i8bV8AK2kKpobd9/LHLySAQSgaftSxDKJVGEgvic17UCp3jCQOCQHI5cO4A8GENA2cF4hEkgfC4C9kT16LQhOulhMLTCLks+MZyBD/eKILjRVgYEm/OBIdapA2DIAhQ9PF+TzMUlt+Mo5pvo9sW4A4eT1BM374Lm9OFUmofFM0gOjOPwFgSkiihkmmhVjjOM4jOeODw6Kdv+uLvZYgoDo/F8DlMTExMLsJ/+A//AcFgEL/7u79raEv74sUL/Jt/82/w8ccfA1AC2f/tv/23X/RmmrwEu7u7+M//+T+rfw8KPyYmJiYmZ2OKBSZfPO4EYPVofewBpVsfgMBLkER9F2OvM0RkuEy844pFDn8ivDRs0CFNEIB/SvnvEqgVOthfKaHT6IG10Ugu+XWhkgRJIDbjQWxGa20RmnChmGqqxTpAKaB5w8clNbfbjTt37kAURZAkqf6ArxcLqlAwSOFgF9HZefj9fk0IMgD44wkExiZQGpgwCI1PwRs1tmy5DMYWfZAECcXDJmQZ8IZtmLyuLdTWcvq8BwCo5jLnFguAo+IKRYDneTx+/FidzKjX63j69Cnu3LkD54g2RwRBIBaLnStYm/Za4XgtBpmX8DBdw483i+pHnPTb8Ws345gJOcHSBV2w6lJUKbw5LDTemNG+dofD2NLLbrdDFiRwq2XwOaUTh4naYV3wAxSB7z5JY7d43BX85LCK7zwYh52lQbIs7Ldvj/zaTuL1epHNaj8/lmU12yryQ7qeh6yPipWh8LXFCP72RQ7ikUgScVs1IaE9TkBup45OoweH14LIpPvcBcrTqOWyGqEAALrtFnJbG0heuX7hxxWrVbQ++QRCLg864If93j3QQf2xwBscO2K9AandAeXU7i8ky8J25TjHpfrHf6w59wBA5+lT2O/eBWk/7s42el4AoEND1ofd/pzHMkEQmAk5MRO6eMGbpUlcH/Ne+P6jUm330OwKiLitGt/5LwqKIjF3N4LthwV02zwIkkBo3IXwxPmFeiPoUAhCVpvrAIIY+lmfhLXSuPbVhGJB1xXhDdthdZw/LNJo0isYDI5kIzK25AdJkygdNiHLMoJJF+Jz3nNvw3m4mvBgIepCvcPDbWMubd8gSALesA2NUhFCrwdZDoIgCJAkhcTiMhKL2kYLkiIx/yCKRokD1+Lh9FlVgaGPKEo4WCmjeNgEICMw5sL4sh8U/b+fuGZiYvKLyf7+Pv7Tf/pP+Hf/7t/hxo0bWFhYgNvtRqPRwLNnz/DkyRPNtOsf/dEfYXJy8svbYJOR+Pf//t8DANLpNL773e+ieTQF++677+L999//MjfNxMTE5BcOUyww+eIhSaUrf/W7QCMHUDQQv6UEHANgrRRsLhadhrab3xO+vO5aSZLA8zwYhtF2ElIMcPVfAKt/BXQqygRB7CYQu3Vpz21EryNg45OsmkfQ6wjYeliA1cHA4T27m87lt2Lubhip9Sq6Rx7LySU/SIOCwknbCWJoh+XwQihBkph/7U00SvNoVStweP1wBYJDOwhlSUat2IHIS3CHbOeyEehxAlrVLmxOFlM3Qhi/GgAkgGL0283ajT21LfaXC5wtFAo6CydJkpDNZjE7OzvkXpcDQRCoi5JGKACAg3IbTw6ruDPhx6/djOPvV/MoNntwWCi8Nh3AeGC4v3gsFkM6nUancyyKeb1e+P1+cM/L6A2Ed/bSLQAEijGbRigAgAYn4PFBDa/PvLydytTUFOr1ujouTFEUFhYWNMenO2ADSZOQTggj3ujLe6kvx92YCNhxUGnDwdIY89nU/ZnviXj+kzR6R7ZE1Vwb5XQLV96OGx5jF+FkBoi6bmTtNSJSt4vqn/ypavsiViroHRzC953f0WUE0D4fhKK285+0WUHazi6eig29LQkkGVK7rRELKK8Xtps30Hn0+Pg5XE7YbhmfX5mxMbBTU+jt7Bw/RsAP6xXjSTGx2YTMcaD8/qHntfMgSTIOKm10BQnjfjuszKuzPxElGX+9ksVaVvm8LQyJ95ej57KauSxcfiuuf20M3ZYAmiUvVRSz37mD3s6uxsbKfuc2KNfoYgRJkQjEX+59SSQSkGUZqVQKoigiFAqNbE9AkgTGFvRh968ahiIRcI7WXd9t88jvNdDrCHCHbAgmnJopsT7teg2rP/kHcC3l87C53Fh6691Ts34IgoA7aBs6zXWwUkZ+7/h8VtirQ5ZkTN98dZOHJiYmJhdBEAR89tln+Oyzzwz/3e1247/+1/+K3//93/+Ct8zkIvyX//JfdGvhcBj/7b/9ty9ha0xMTEx+sTHFApMvB2cIuPMvgV5LsR8qbQA7/wD4p0F4JzB1I4T1T7KqFYLVyWJ8eXSP6dMoFArY3NwEx3FgWRZTU1OIxwc64r1J4MH/rYgFjO1CYbznpZxp6YKLIcsoppojiQUA4Is6LhQC7QoEYXd70a5XNevhKb23e59aoY3D1Qra9R4cXhecftdQoaDHCVj7MKuKPyRFYuZ2aKRtTW9UkVqvqJY4oQk3Jq8FQFDGzxWZnEFmYw08d1wEtzrdCIwlz3yu0xgMyB5l/bJJVTonG7cBAAflDu5MAGM+O37vtQl0BQksRZ5ph8EwDO7cuYNMJoNWqwW3241oNApCJtSJgkH4bAtFp3HxtdzSh6GOilAsovPsGWSOAzs1hbt376JarUIQBPj9fl2eA8WQmL0dxvbjgnJuIAgEx5wIT5xtXzIKDguNxaj+sQr7DVUo6NNp9FDJtnXTPxdl2OTLRSZi+nTXN3T+8HK3C+75czju39es2197DfXvfQ8YCNC2P3gAgjq7UMyMJdBdXdOskXY7KIMgecdbb4GdmgK/vw/S5YJlfh6kxfgcRxAE3L/8S+htb4PPZEH5fLDOz4E4YW8lCwIaf/dDdDc2AFkG5XbB9c1vgnmJIMIGx+NPP0+p+zdLk/iVazFMBl9OeASATk9EVxDhsTHqefPRQVUVCgCgy0v465UsxnxTlypStNttcBwHl8s1NC8FUN57q/P8HftnQblc8H3nd9BdX4fUaoEdHwd9jmmry4IgCCSTSSSTL3dt+HmEa/JY+UlKnbgqpZqo5TuYvRPW3Xbr049UoQBQRMvth59g+e13L/TcsiSjeKgXOEupJiavBUYSV2VZRqvahdCT4ApYzYkEExOTS+eP/uiP8M477+CHP/whnj9/jkKhgEKhAFmW4ff7ceXKFbz33nv4wz/8Q910tcnPPxRFIRqN4v3338d//I//8VTbVxMTExMTY0yxwOTLgyAAWQQe/j9A9+jH6v5HQPI+nLNfx82vJ1EvcSBJAi6/1bAr7rx0Oh2srKyoo6W9Xg9ra2twOBzweAasfQgCsJ/x5VCWgXZZmT6weV9uw4a8tFfjgHziOQgCS2+/g52Hn6KSTYO12hBfWEIwOWF4+06zh/WPc2oBv1nmsPZRFtffHQNr1Z9SUmsVzZSIJErYeVyEJ2Q7tXDQqnVxuKoNdSzs1eEJ2uCPGxfsGKsV1772PjLrq2jXa3D4/EjML2l8mk9DFEWUy2X1xwJNK68nGAxia2tLF8AbDuuLL316vR52dnZQKpXAsiySySQikchI23ESt834VO2xHb8ugiDOVVRkGEb35Vk+KVgNEBvijx3zXizYks9kUPvzP4csKIJLd2MT1kwGgXfeOfV+3ogdN7+eRLvOg7VSYIe8N5dJr20cdNxtD8k4uQBOfwCx2QVkNo+L7u5gGOHJ4aLdWchcZ8i6Ph/CMjUF32/+JrjVVciCAOv8PJhEYqTncbz+OoRcHmJFCREmGAaur3/NUGggCALs2BjYsbGRHpsgSVhmZ2E5ZYKn/fnn6K4f53CI9Qbq3/s+/L//f40kdhjxwWZJI4T1BAl/8zyHf/XWFKgLXotEScYPV/N4nq5DkmUEnCy+dSWKsNuK7YJ+OqMnSDisdDAbdmK/1MYHW0WUWz2EXRa8PRc6l2e9JElYW1tTrb4oisLc3Ny5bNH4dBrtzx9CajbAjCVhv3sH5Ai2PSchLRbYrl079/2+DHpcB7mtDXQadbgCIYSnpke+nnxZZLZrOmu2crqJ9pxXYxkk9HpolPRBz9VsBrIkXXg6x0jYHhW+J2L9o6waukwxJGbvhOEJvfz0mImJiUkfr9eLP/iDP8Af/MEffNmbYnKJnPydZmJiYmJycUyxwOTLZf/DY6Ggz+EnQOIOSJsX3vDl/kDsd42cJJ/Pa8WCs+hUgJU/U2yUACW3YPnXRp5CaLfbKBSUH+nhcBj+mAOHLyrarAaCQGDsi7GgsNgdWHzzqyPdtnjYVIWCPpIgoZxuITqtfw/rRX1hUuiJaNd5OH3DpybqBeNCZ63QHioWAIDV4cTUrbtD/30Y/QDjXk8pEDIMg2vXrsHj8cBms2F5eRkbGxvo9XqgaRqTk5PwGXROA8qX1WfPnqFWU3I5ut0unj9/DpIkEQqd34oh4bVhzGfDYeX4PWFpEjeTXt1tOV7EB5tFbBWasNAUbia9uD7mGSlkkqAIMBG7xoYIAJioA1GvDTeSHjw+OM4aiXmsuBo/x3EzQPvTz1ShQN32Zyuw372rs8g5CUmRp+4750ESJXQ7AlgrPbSD1RWwamw1jtcvPnXUqnZRybVBMyQCY04wLIWpW3cRnJhEo1iEzeWCNxJ7KTsddnISrQ8/Mlw3gg6F4LzA/kk5nfB953fAHx5C7nbBjI8PnRZ4FfS2t3VrUqsFIZcDE79YjsphRT9h0+wKKLd6CLku9to+36/gWer4+Ck1e/iLx2n8qzenYGeNv47ZWQrlVg9//iil5mkcVjr4k88P8QdvTMJhOb5fYb+BzFYVfFeEJ2TH+LJfFdOy2awmE0QURaytrSmiKMPi0UEV24UmbKxyzhjzaa+9fC6H6p//OXB0jRIKRfDpFLy/8RuXEmD7ZSJLMqr5tjIp57HAE7KBIAnwHIenf/fXaqZP8WAPxcM9XP3qe5dic/Wq4JrGIibX5DViAUlToGgGoqC9PWOxKA0TF4AgCQQSThQPtNMFvqhjpKmC1FpFFQoAJY9m+2ERN95LvrIAaRMTExMTExMTExMTLaZYYPLl0szp12QZaBV03fqiKILjOFgsFrXj+7yQQ/35z/nD/8VfHgsFAFDeATb/Flj69pl3LRaLWFlZgSQpRZfd3V1cu3YN8/cj2H9eRrvWhcXBYGzRB4fniyu4jcqw7nNJMl632GldBzZBEmBtp3f8MgZTCqetvyx9IaAPz/NYX1/H3bt3QRAEwuEwgsGgug9KkoR8Pg+KouDz+TT7ULPZVIWCQVKp1IXEAoIg8Gs3E3iaquKg3IHbRuNW0gefg9Xd9ntPM9grKYXOVlfED1fzoEgCVxOjFfWti8pEjTbgWBFF3l0IYzHqRrragdfOYDrovHABRzR4fyDLkOr1M8WCy6J42MT+SglCTwTFkEjM+wwFL3/MgUrciXL6WNiMTHkuLFhkt2vYXznOB0hvVLH0Rgw2FwuXPwiX/+LWQ4PQoRAcb72J9ocfKsIMRcJ++zaYV2C9QpAk2C9pzJtgh9gYDREshFIJUrMJOhodKmq4rDQanHaihCIJOC2jn3/yDQ67xTbsLIW5iBPrOb09S4MTkK1zuDnuxWa+CWlAzI55rIh5rPhgs6QKBX16goT1XAO3xpVjs5xuYefxcZd4Od0E1+zhylcSIAgCpZI2jwJQRM1yuYxHRWB1wAJpM9/EP7uVwETgWJTtPH6sCgV9hFwefCoNdmy0CZSLIooieJ6HxWK5dGFCkmSsf5zViNPeiB1zdyPIbm+oQkGfRrGASjYDf1z7miVRhCRJoE+xdvqicPktaJS0YjtBErrzFUlSiM0t4vDFU816fGEZ9SKH7HZNEZ7CNsRnvIY5QUZMXAlAlmSUj0RnX9SByeuj5drU8vomAb4roF3rXZpAbGJiYmJiYmJiYmJyOqZYYPLl4owAtZR2jSAAh7agmk6nsbW1BUEQQNM0pqamMDaijcUgoVAIOzs7EITjIhBJkoiex9u62wRqh/r1wtqZYoEsy9ja2lKFAkCxh9jc3MS9e/dw5e04ZEkGQRIgCAKyLKNR4iD0JLiD1ksNmrwo/rgT2W1toZcgCfhjxt3+sVkvGmVOM40QSroMLYsG8cXssKwz6LaOhQaapRAeHz0I8ySlUgk7OzuqT//MzAzcbjdkWUa1WtXdvtlsQhAE1dubJEnY7XaUy2WsrKyo+5HdbseNGzdgPbLkGNy/Bhm2PgosTeLOhB93jN2hAADVdk8VCgZ5fFgdWSwgaBK2q0FYl5XPa9D+iyAIxL02xL0vn+PBxOOqbY36+CwLOng5hfKz4Jo8th8VVM8MkZewv1KC3c3qgjsJksDM7RCi0x50mkr38WCH7nkQeiIOVyu6tdR61dBT/GWx37oF69ISxFIJlNcL0vHynvs/b9iuXwOf0l5HmEQCdEBboJR5HvW//oEamEwwDJxfexfW+XndY96b9OMvHqc1lirXxjywnTgH9wQJn+9XsFdqwWGhcXvch7jXhk93y/jxRlG93YfbJTBDOqtpikDYZcU/v53Ap3tlNDkB4wEHHkz5QRAEBEkyvJ8wcE7N7+snX9r1HpqVLlx+K1jWeH/lJBKrWe35XJaBT3crGrFA7gyxtOrozzeXhSzL2N3dxcHBAURRhN1ux8LCArxe76U9RyXT0k2xVXNtVPNtcEPCxblmHYAiFsiShL1nj5Hb2oAo8HCHIpi5+wA259nXKUmUQBDEpVgsDhKd9qCaUyYl+iQWfIaWbckr18DabCjs74AAgfDUDCyOKNY+yqrnxnati1a1i8XXRrOsohgSM7fDmBQlQMa5MgdYG6W3dyMIsNYv/7uPiYmJiYmJiYmJyf8pmGKByZfL+GtAcQPoDvwoT97XTBU0Gg2srR37eAuCgI2NDbjdbrjd5ws2tVgsuH79Ora2ttBoNGC32zE9PQ3HeQpoFKPkFEgnwm3ps72bRVFEu60vrrRaLciyDJIk1fBeviti7aMs2jVlJP88wcCXjSzL4DgONE3D6bNg6kYIB6tlCF0RrI3G+HIAVodxR6UnZMPSGzHkdxsQeBG+qAPBEeyVKIrE0hsxZLdqaFa6sDoZxGe9F/aobzabePr0qWpDVa1W8fjxYzx48AAsy8JqtYI74eXOMAyoE57nkiRhdXVVU/hvt9vY3t7G8vKy8po9HrAsq5lUAHChqYLz0BONi4q8YLx+klqthv39fXAcB6/Xi4mJiaFFxpfFfv8++FQKYl+kIQk4v/oVXXjtq6KSbRmaa5czLZ1YAChCidNnObO7VZJEVNJpcM0G3OEwnL6Aphu60+S1dmNHtGpd3dplQVqtIEfMHzgNqddDd2MDcrsNZnwCTOTyxY2LYJmdhev999F59Agy1wE7OQn7a6/pbtd58kQVCgBFPGj+8Idgx8d13vvTISd+/c4Ynh7W0BUkzIaduBLXX2/+8klaI9Bt5Vv41RtR/HRL28nf4AT4DM6Rca8VIaeyTyX9diT9euu9+YgLD/ermjWSIDAXPj6PSkMmvvoibSKRQDab1QjVTqcTtM0JQD/l0+xqhU12chK9/QPNGkFTYC4g2o9KPp/H7u6u+ne73cazZ8/w2muvXXi68CTNqvFx16p24Q6GUdjb0f2bO3i836c31pBee67+XS/ksPbBj3Dj/V8eOgXR7QjYfVJELd8GxZAIT7oxNu87VTSQZRmQMZKwQLMUlt9OoJZvo9sR4AnaYHMZn1cJgkB0Zg7RmTl1bf2TrO7cWC900Kp1zzXtSI1gO3SS2IwXjVJWsxZMOL+QbBoTExMTExMTExMTEwXz27fJl4vVA9z710BuRREM/NOAV2tlUSwWDe9aKBTOLRYASiH39u3bF9pcAABtASJXgcxj7Xrijvq/sixDajZBsKzG5oKiKNhsNnROdGna7XZdYSG1XlGFAuA4GNgdsl3oR/hZ8D0RlUwLkiTDH3WoP84bjQZevHiBVqsFkiQRi8UwOzuLwJgTQlcEY6HOLGA4fVY4fcZiSrveQ363jl5XgCdkR2jcpVrbsFYa41dGsy84i2w2q8urEAQB+XweY2NjmJiY0IhSADAxMaGzqOp0Ouh29QWmykCXPEmSuHr1Kp4/fw6O40AQBCKRCJKvwP5lkJDTAp+dQeVEZ+Zc5Owu10ajgUePHqnFxGaziWq1ijt37pzfpusEYrMF7tkziLUamHgM1qUlUE4HfN/5HfT29iB1OmAnJr4w+yEAIId0u45qtWGEwPN4/o9/h2bluFAcm1vE1M3jc4PVyYCkCF1x96KTCl8UYrOJ2p/8CcT6kbD74UdwvPYA9nv3vvBtqXV49AQJQSernjetC/OwLugnBAbp7e3r1mReAJ9OwzI9rfu3MZ9d590/SL7O6SZ5JFnGj9f1tkEAQJMkvrEcwef7FbR7IqaCDrw9F9Sd+0VJxk6xiWZXxITfjrjXhq8vhfHTrRI6PRFOC42vLoTgtR/vM4G4E83yCbHTSsPpV867TqcTt27dwv7+PjqdjioGEhQNK0OB47Xi90RA+7qtV6+Cz2TR3dgAoEwBOd99B6Tt5aeMhpHP53VrPM+jUqkgFAqp4rvFYjlT1BQFCbIk66bz7EOK6DYXC190CsWDPdTyx8Xr2OwCnP7ja1JxXy8mtOtVtGtVOLz6TBtZlrHxSU69tou8hMxGFTRDITajn/6SZRnZ7ToyW1UIPQmekA0TV4eL831IkrhwY4HQHSI6d0XD9cvEG7Fj4bUYcrtKSLMv6kB48vzf80xMTExMTExMTExMLo4pFph8+TA2YGx4IO3Jzu6z1r8Q5t4HWAeQfw6QNBC7AYwpRTOhUEDjb/8WQrEEUCSsy8twfuUrIEgSBEFgZmYGKysrauG6v3ayYFQv6m0fhJ6Idq0Hl//0KQZJlJBaq6KcaYEggdC4G9Fp99BOx2ali7WPMhB5pUhw8LyMubsRuENWPH36VC2OS5KEVCoFm82GZDL50t1+rVoXLz5Iq4XTaraNRol7JXYsRsHWg+vxeBwWi0UVFSKRiOEkAMuyIElS06ELQLUg6uPxePDgwQO0220wDAPLFxD4ShAEfvVGHN9/mkGx2QNBAAsRF+5P+c+8byqV0r2mvmDg8/mQy+XUjIZ4PD403PkkYrOF6n//75Bain91d30d3c0teP7pr4GgKMMi7ReBP+5Aaq0CoXdcACMpAqGxi9tcZbfWNUIBAGQ2VhGenFYLhwxLIT7nw+FqWb1NPy/hIvDpNFo/+xBCqaRkFLzxOphIxPi2uRy66xsAScC6uKiz6TmNzmefHQsFR7Q+/hiWpWVQzotPO/G5PDpPHkPuKBMB1itXQAw5t3cFEf/rWRbbhSMvdDuDX74eQ9h19lQXAJB248L/sPWzONl9r0LIIAj94ErQyeJqwnOqJVi7J+CPPztEqXk8lfTVhRBuj/uwHHOjdSQWUCcE2vCEC902j/xeHZIow+ZiMX0zpMkUcbvduHr1qu45v3klgu8/y6J3NIEU81jx2rR23yAoCu5vfRPCg/uQWi3Q4TDIEwV6SZJRybTQqnZh97Dwx0YLtR3GsOsVQRAoFApYX19Hr9cDSZIYGxvD9PS0XngRJew9LaGUakKWZHjCdkzdCKo2eP6EA7ndukaYd/qt8MUcIEkCy1/5Gmq5LDrNOlyBEJy+k+fS4UK5JMkoHTZRK3TA2iiEJ9yQRFnzXH1Khw1DsaB42MTB8+NzSi3fxvrHAq69k3hlwdKesA3NilZ4ohjyzO8dl/b8IRs8oVcnQpmYmJiYmJiYmJiYnI4pFph86ciShE6zAcZiAWPR/xiNRCLY29vT2L5QFHW+nIEB+K6Iwn4dXFOAK2BFIHGBggZFA9NfVf478Vrq3/vecVFNlMA9fQbK7YH99i0AihXN3bt31a7JSCRiaIPE2mhwTQPv3hEK9LtPSygeHBf2Dp6XIMsy4rNew9vvPy+pQoHyOmTsPSth/JbTsIs+n89fSpd8ZrOm67Aup5voLHhhcxp3fHY7AnLbNXSaPFx+C8KTbtDM2cJRKBTC4aE2a4IgCAQHPPIDgQACZxRQGYZBIpHAwcGxJQdBEBg3CHclSRLOl+yWz9U5fLZXQYPjkfTZcXvCB+sprzfotOD3XptArcODpUnY2dFO8yctkwbXt7e3sb9/3JWdz+dx9erVkWyVuGdPVaGgD394CP7wEOzAPiRJEvb391EoFFRB4qLH+CgwLIXF12M4eFFGq9qFzcUiseCF1XnxgNJmyXgKqlkuabqM43NeuAJWVLIt0CyF4JjzzAwPI8RaDbW/+AvIvHJu5A8PUfuzP4fv935PV8DnXrxA42//Tv278+gRPL/yK2AnJ0d6Lj5nEEYvyRCLhQuLBXw6jeqf/7kanNvb2wefycL9zfcNb/+zrZIqFABApc3j+0+z+L9enxipcGq7eQPdrU1goOuficdBDxFXziLutYGlSbXI3mcx6kZXkPD53vG0kYUhcW/ybNHu092KRigAgJ9sFLEYdcHO0vDYjK9VBElg/EoAiXkfBEECa6VGLiZPh5z4w7encFjpwMZQiHmsQ+9L+3yAgVAoSTLWPsxqgnXzew0svha9sGAQj8dRKBQ0a1arFU6nEx999JEqbvbPHU6nE5ETn+XhakVzLazl29h+WMDi64r/ft/urpRqol3rweG1wJ9wqCILQRDwRmPwwtivPzw1jZ2HZc2a0xeA3ePF5md5VDLH+2thv4GpG+ezohvc9j5c8ziL4jR6nIDD1YoiVlgpxGa88MfPPlajMx60ql1Uj0LuKYbEzK3wubIHTExMTExMTExMTEx+cTHFApMvlXohj42Pf4ZuuwmCJBGZnsXUjTsgBmxPLBYLbty4gZ2dHTSbTTgcDkxNTek6uUehxwl4/pM0eh2luFY8bKCcbmL+QfRSuvSEXE7XfQsA3Y0NVSwAFEuIs4rIsRkv6kVO054aHHPCcoZYIPAiSqmmbj2/Wx8qFrQMfJu7bV4Xy9Dn5FRHJdtCYb8BWZIRGHMikHCO9H7qggz76y3BUCzocQJWfpyCcGSHUMu3Uc60sfxWXNNBa4TX68X8/Dx2dnbA8zysVitmZ2dhu4CNxszMDBwOh6awPWqn/XnINzj8908O1CDTdJXDfrmN37qXPPX9JQhCY1EyCoFAAKWStiueJEm4XC6dPRMA7O3tjSQWiAbB0er6gFiwvr6OTCaj/l2r1SBJEuLx+Ggv4ALY3SwWHlyeIGFze4C0PvzcZmCX5vJbX7pTl1tbU4WCPjLPo7u+rjnfyKKI1k9/pr2zJKP14YcjiwV0IAAhd8IWhiBA+c8ugA+j/flDVSjo011fh/jgPiiDENvNvP68Vm71UG71EHCePbnDRKPw/vN/js7DhxCbTbDj47Ddvn3hc7+VofCN5Qh+sJIFfyR6TgTsuD3uA0MRSPps2C21YGNoXEm44baeLUSlq/qJMlGSka1xmA6NkPXCkBey0rLQFGZGePxhVLItjVAAAM0yh1K6hVDyYtM6fr8fS0tL2NvbA8dx8Pl8mJ2dRaVS0U1BAYpl4UmxoHSo32fqxQ56nKAKdBRNIjxxMaub6Mw8xB6P9MYqhF4PvngC07fuoV3vaYQCQLEcqubacHgtumtuYMhE05CBuKGTcoP/vv7xsd0RzwnY/CyHeToKb/j0SRqKIjF/P4pOowe+K8Lhs7wS60MAaFY45HbrEHoSvBE7wuOuSw98NjExMTExMTExMTE5H6ZYYPKlIQoCVn/6Iwg95cesLEnIbq7D5nIjNrugua3b7caNGzfO/RyyLEPkJZA0CZIkkN9rqEJBn1qhg0aJMww1PTdD7DOIC4QxHgcD1yH0RHgjDoQnzi66SKKshloOIp4ScmtzMmjXtd2stIWC1++By+VCo6EVQGKx4y7L/F4du0+OO6prhQ66LQGJhbOL5+6ATVc0ISliaIhsfq+hCgV92rUuavm2oT/zQbmNJ4c1dAURs2Enrh51q/M8r9oJnUQURWxtbSF31Ekdi8UwNTWlEUgIgkAsFtO8D6+CR/tVVSjok6lxSFU7p3qpX4RYLIZ6vY5sVvHnpigK8/PzIAjCsDB3Mgx6GEw0iu7Gpn594L3r9Xrq8w5yeHj4SsWCyyY2O4/C3g56nWMfe198DK7Aqwm2lnljse3kusxxkAyC1YUT4tBp2G7fRm9nB1Ln+HO3Xb8G6gK5MX2kRt1wXWw2DcUCC0Ohwemtf9hzdDwzsZhm33tZ5iMujPvtSFc7cFpohFwWVXyYDjlHKvAP4rUzyNT0x5bvnOLfIF1BRL7ehdvKwGO/+OTMaZy8fpy1fpJOo6ec33sivBE7/HGHEr4bjeomjFonJpX6GIUeGxaeCeLSLHwIgsDY8lUklq4Asqw2OrTSxtvYbQuYvRtRAo4LHVA0gfCkG9Ep4+MoOKbPorDYGbgGMoBkWQbX4kHRpCqANCtdQ7uj/G5dIxZIkoxqto1OswenzwJ30Ka+NzYXC9vFXdnOpF7sYO2jrPp9pZZvo1XtYvrmqzlfmpiYmJiYmJiYmJiMhikWmHxp1As5VSgYpHR4oBMLLkKr1sXukyJa1S4ohkRsxotOw7hw0Wnyw8UCWQayT4D0Q0DkgfASMP46QOqFAToUAh0J6zpwrVevXOg1nNZ9LEkSOI4Dy7KaIgl7FGp5ssBwWthhYsGHzc/yGpFhbMEHiiJx7do1bG1toVQqgWVZJJNJTfdmZrOme7zsTg2xWc+Z9hOxWQ9qxY5a1CBIAhNXg7oQyj69trFHeNdgfbvQxF88TqudmXulNorNLr62GDk172J9fV1TuD44OIAsy5ibmwOgvO+lUgntdhsejwcej0dXeKrVaqrYEI1GLxTEDQCtnvHrHeqVPoAsy0ilUjg8PATP8wgEApidnR0aBEqSJJaWljA5OQmO4+ByuUDTNCRJgtVq1YkDo05SWK9cQXdrC3z6eGrAdvMm6AH7J0EQDDtl+SHF8G5HQDXbBsUQ8EUcLxVKfJmwNjtuvPdLyO1sgms2wR5NraTXVxEanwBru1yBxzI7h87nD7WLBAHL7Ix2yWYD5Xbppp7o8OjZILTPB+9v/w66qy8gtVpgxsdHnkoYBjOWVLJdBreVZYdu162kF3/zXGuHNBdxwjVCx/5Z9AQJG/kGOF7CTMhxrskcK0NhOuQEx4v4aKeMXJ1DwGHBzXEvnJbzfc26O+nHVqGlsTZajrvhc1xMLFjN1vF3L/Lq4y3H3fjGUuTMSaxeR0Al2wZBAv6YY+g5uY/DbSzwOjxnb3ez0sXqz46za0qpJhplNyavBQ1v7/f7deekvoB7ktC4C+n1imbNF7GDsRi/HlmWUS6X1SlGv98/UsA7QRDAwHXA6bOAIAmdcO8KWGGx0Vh4EIUkSiAI4tRO+tC4Cz1ORG5HCfx1+q2Yuh5U79OqdbH1eQFcswcQBPwxB6ZuBoc2Bwyui6KEtQ+zmu8K/rgTM7dDQ8UUoddDcX8X3U4b3kgM7lD4wsJLZqume3+Kh00k5r2wvCJRy8TExMTExMTExMTkbEyxwORLg6KNfwxSzGg/EmVZRqej2B7YTwRUSqKE9Y9y4I+KqiIv4XC1PDQ0b1gnOwAg/Tmw/oPjv3d+DHB1YPGXdTclCAKeX/kVNH/yAXq7uyBtNthu3YJlfn6k1zQq5XIZa2tr4DgOFEUhmUxicnLyuKP1Zghbn+fVrn1P2I7x5eF2Ib6oA8tvxVE8VEIgAwmnKlJYLBYsLy8b3k+WZfQMOn1FXoIoyEZ6igaapXDlrTjqpQ56nAhP0HZqJoMrYEXxUG/z5AroBZVPdss6C4enh3W8Nh0Y6uMviqKaJTFIJpPB7OwsRFHE48ePUa8fd0THYjEsLCyo7302m8WLFy/Uf0+n01haWtLZY4zCRMCB3aK2I5wiCSRHmCrIZrPY2NhQ/87lcuA4Drdu3Tq1uGOz2TTWTCRJYmFhASsrK2puiM1mw/RAMDHHi/h8v4JsjYPPweL2uA8em3IcEwwDzz/7Z+APDiBWq4pH/An7IpvNBofDoesYNsqPKKWa2H5UUItMjKWCxTeiQzMuLotWq4VqtQqbzQafzzf0PWSsVowtXUVhbwcbH/8MgLKdh8+fYvkrX4MrYFwAvQhMJAznu++i9bOfQua6IG1WON58UxdcTJAkHG+/jfr3v6/69RMMA+ebbw59bKnVAre6CqndBjsxASaZBOV0wH53eBj9ebHfvQM+lYJw5EtP0BSc776jC87tcyWuiG6PD6voCRJmw048mFJea6PMoZptg7ZQCCQcmgyISqWCg4MDdLtd+Hw+TExMgBm4ztTaPP7HZwfq1MKPNwp4byliGEScq3PYyDXBUAQWY251PxdECf/j0wMUj/IGtgstrGbr+N0HE7CdUWgfJOi04HcfjOPJYQ2troCJgAOL0WEWNTLa9R5EQYLTZ9UJAK2ugB+s5CAOFGSfp+uIe2y4NjY8ZLmaa2Pj05x6jB28KGPxtRgc3uHXSW/UDnfIhnrh2IrI6bfCHzvbIz+9WdFl1+T3GojPeg2vBxRF4ebNm9jZ2VGPyYmJCUNRNjHnhSzLKOw1IIky/HEHxq8YXwslScLKygqKxeNJOb/fj2vXro0kGAzC2miMLfo14cR2j0UzQTBKlgNBEBhb8CE+54UsyhphVJZkbH6aP7bzk2WU001YHTRic17QLKUJcAcA38DnUTps6poKyukmQuMuw+9K3XYLT3/4A3VyKrW6gvjCMiav39LddhROTnn2X0OPE02xwMTExMTExMTExORLxBQLTL40XMEQ7B4f2jVt1190evbM+3Ich5WVFbVo6/F4cOXKFVgsSjGjXuRUoWAQSZJ1XfeRKQ8cnlPEgsNP9WvZp8DMuwCj/0FNOhyagE6e47D3+HPUCnlYnS4kFpbg9J8eonsaPM/j2bNnEEWlCCCKInZ3d+FwOBA+6si1OhgsvxVHtyWAoAhNzkG3IyCzWUW73oPdzSI264XFRsPhsZz+PhhAEATcQRtqeW1B2+6xgGZHK64QJAFPyA5ZlpHdrqOwX1eLOomj6YY+gTEnqrk2KtnjonJszmu43UZ2JZIso9kVhooFsiwbdrj317LZrEYoABQhIRaLwePxQJZl7Ozs6O67vb2NcPj8HZjXEx4cVjrYOvJqp0kC7y6G4RihWzmdTuvWarUaWq3WuUOX/X4/Xn/9dZTLZVAUBZ/PpxbPThZJ90ptbOQa+M6DCbWrmiBJsBMTwMSE4eMTBIGlpSU8e/ZM7Rb2er0aQQJQRMC9ZyVNNyrfVUI85+5eLKR2FHZ3dzWfq8fjwfXr1w1tTwBAkkTsPv4cfaEAAESBx97TR7j6znvqWo8T0ChxYKwUXP7hobKnYbt6BdaFeUitFkinc6jlmWV6Gv7f+z10t7ZAkCSYySnIXAdiowHKpS1GC5UKan/yJ6rlUOfRY9hu3zpVXLgIpM0G72/9JvhUShElkkmQp2SIEASBqwmProifWq8gtXZ8HclsVrH0Zgw2J4tqtYrHjx+rx3Cz2US9XteIZj/bLmrOF7IM/ON6AXMRJyz0caH/6WENf/vieLLhk90y/vntMcS9Nmzkm+ox0KfBCVhJ13B3hGDjQbx2Fl+ZP92Khe+J2Pgkp17LGCuNubthOAfsafbLbY1Q0Ge72BwqFvTD7QePMZGXsP+8jKU3hts3kSSB+ftRVLIttGvKtcUXc5w5wQAoGTX6DZHBtfmh4rHNZhsqYg9CkASSi34kF/2QZfnUY6xUKmmEAkAR5ovFonpt7XECCvsNdNsCXH4rAmNO3WtsdgV8sFnEfqkNi4fAvMuGxbgbnpDtwn78JEkAJ+7bbvQMc3/KmTbGFv2YvRPG9qMCeh0BBEkgmHQhMpDNYJRVBCjTCkZiQWrtucZiDQDSay8QnZmD1XH+vAt30Kab9qQYEvYRplFMTExMTExMTExMTF4dplhg8qVBEASW334He08foZrNgLXZkVhchi+WOPO+a2trmqJtrVbDxsYGrl69evTgxvejaBJzdyOo5tvotgU4fdbTpwoAgNd7fUOWAKFrKBZobyZh5Uc/VAWRVrWMSiaF6+99C3a3vlgjSzIq2TbqxQ5YG41g0qnpkAWUgkZfKBgkn8+rBQ1AeX+tTm13Ht8T8fwnafBHhbFmmUM118bVryZAM6N3vw4ycSWAtSavFi0YC63YJJyz8JndquHgRVnzN98VMXMrjE6jh3KmpRR+rvgRm/Wg0+Th8ll1r7HPuN+OlbS2sO+00Ag4hn/eNE0jEAjoCkb9Qv9JoaBPvV6Hx+OBKIqGXv4cx0GSJJ39kSzLkGRlWsBweygS/+RGHIVGFw2OR8xjG7lL2Shn4LR1AOCaPIqpJmRZRiDuhN19XLShaVqzf/XZKrR0RdJWV8SzVA2vTY8uirlcLjx48ACNRgMURRkKGlxL0HXKAkCzbFz0AoC9Ugs/3Sqh1Owi4rbi7bkQop7Rg4Xb7bZOAKrVakin0xgfHze8T6/dAd/V7wetyvH+nd+ra4qyroAV8/eiF7JUIhjG0OP/JJTHA/vt2+ju7KD2x/9DEQMIAtbFBTjffRfE0f7Z+ewzTTYBAHQePoLt+nWdsPCyEAQBdmzswvfnuyLSG1XNmtATkV6vYuZ2GKlUSicA1mo19ZgFlODwk/QECeVWDzGPco4XRAk/2dSeF3hRxgebRfzG3STqHWPLrNrAOseL+GCziO1CC1aWwu1xL67EjYv2gijhp1slrGUbIAjgasKD+5N+tTB9+KKsEb15TsDWwwKuvzt27Dk/5Jw+bB1Q3k+jAnTL4D06CUkSCMSdCJwzZsTpt+qKxiRNDrU2uihnXZNOZvP0qdfrCIfD6HECVn58fP0sHjRQybYwdy+iPrYsy/izhykUG8o5qQngZ10esXEXvJcc3DssdJiiledxB2248bUkOk0ejIXSWS/ZXMZFeduQa2qrUjFYldGqVi4kFsTnvWiUOdWGkKQITF0PvbIwZRMTExMTExMTExOT0TDFApMvFdZmx9z9N851H0EQUC6XdevFYhGSJIEkSbiDNljsjK7oEUy6QJDEqf79OgJzyiTBIM4QYB1u49Cnks3oJickUUB2cx3Tt+/pbr/zuKix2cnt1LH8dlwzGTDMb/80H/4+pcOmWujo0+sIKB22EBkSsHgWVieD6++OoV7iIEsy3EHrmfYK2WwWBwcH6PV6CAQCmJ6eRn5PX6gppVpw+erYfVZC31MovV7FwmtRhJKnFy3fmA0iV+fUQjZLk/jGcgQUSaBSqSCXy6kBmv2iIQAsLCh5GaWj8NdgMIjx8XF0Oh2d3VUfh0PZnyiKMrTTcTqdOhuLzXwDP9kootLmEXRZ8M58CEm/8eOHXBaEXOcrnIXDYTSbTc2azWYbOlVQzbex8cmx9Uhms4aZWyEEEqcXgRqccZHUaLLjLEiS1HwWJ2FtFEiKhCRqBY9hglGp2cX/fJRWu6sPKx386cND/MEbk0OnS05Sq+kzOQCgWq0OFQtYmw00a9Flstg9XgBKQfZk93ajxCG7U0NifrQsiIsidbto/PUPjkOQZRnci1XQoRBsRyHyJ3ME+rcTy+VLFwtelk6zZxjo3g/W7fWMc2oG1wNOVlPUBxQBr28xBCj7M8frhapCU/mMx/x2YEv/vg0e0999nMZhRbHpaR5ZBFEkgcWo/tz792sFPEsd73s/2ypBkmS8MavYWFVzHd19ui0eXItXLbnG/XYEXRa1cN1/XTeTXt19+9AsaWhfY32FNl+JOS/qxQ66raPPgCAwcSXwhWeRDDu/99dzO3Xd9bOaa6NZ6aq2fYeVjub97vPksIaJwDm+d4yA1cnAE7KhVtDuC4PXcoIkNKLvIMGkE4X9hkaocQdtmgDkQRxeHxqlwolVAg7Pxc5ZDEvhyttxNEoc+K4Id8gG5hyWXYOIvITUegXVfBs0SyEy5UYgfn4Bw8TExMTExMTExMTEFAtMfgEhCAIURem66ymKUrv7SJLA/IMI9p6VUC8oXfqxWe9I/sk6Zr4GcFWgeqD8bfMBS7+mCTMchlF3MQD0OH2hp13v6fz4+a6A7FYNE1ePO7TPE+6of17jAu6w9VFRrIROn7Lok8/nNZ7+mUwG7XYbMq+36pAlxf5iMHxAEiUcvChj+c3T21edFhq/+2ACqWoHXUFE0m+HhaaQSqWwvr6uef7BTAGWZXHt2jXwPA9BELC1tYVPPvkEsizDbreDpmnVux9QPo9+2C9BEJibm8PTp0/V/ZOiKMzNzWm6WvMNDn/5JKO+rGKji//5KIXff2PyUsJaASCZTILjOGSzWUiSBKfTiaWlpaHe24cvytqiqyzj4EUZ/phDCeqUZXR4EQxFghkQg8aHCBzD1l8GmqEQm/VoLGcIkkBi3mt4++eZus6GpctLWM81Ty2YDmIbYoszbB0ASIrCxLWb2Prso+M1ksL4VaUY3yhzhgXuepFD4nLjTXTwh4fHQsEA3Z0dVSygw2E1R0CFJEBdYt7CZWFzsoZBsn0rk0AggGq1qvk3iqLgHZjEeDAVwEG5DX7AN//2uE8jKLmsNGwshc6JInrYpRSJ4x4rbo578Wj/+LkWoi7MhpSCZanZVYWCQZ4c1HRiQU+Q8CKjn2J6fFhTxQLGQoI/UZMmSEIzIUaSBP7F7QQ+3injoNyG28bg3qQfYffwyRqSIpGY92Hv2fEUBUEqvvmvCtZG49pXE6jmOhB4EZ6Q7cKe9bIso13rge+KcPmt5xIcQqEQUqmUZoLM5XKp1wauaSyMck1eFQt6ovHkVm9I4PDgdqdrnPI5WRnMRZya8+wwZu6EcbhaQTXXBs2QiEx54AmxyG6uo8d14I3G4A4aB4bTDIXlN+MoHDbANXg4fBYE4o6hVknxhSWUUwea7y+xuQVYz2lrN0jfyvBl2fwsNyCa8GiWORAg4I9frkBjYmJiYmJiYmJi8n8Cplhg8gsHRVGIxWI4PDzUrCcSCU1B1uZksfha7Eyf4jNh7cCt3wNaRUDkAVd0JKEAALyRGAiChCxrCwW+qL7QfdKGQV0/YfFCURRu3LiB7e1tVCoVNdyxX/ziuyLqpQ5YKw2nz6J57Z6QHdktfaf0qIX+yyCVSunWarUaIv4Amjntus3JgmvpCzR92wJAmYzIbtfQafJweC2ITLnV7kS53UIofwjS6QRDOSFJEnZ3dzWPJcsydnd3dQHEDMNgZ2cHhYGiabvdhsPhwMTEBNrtNjwejy6LwOfz4cGDB6qVUSgUAnsisHU109CFL/OijPVcE3cmLqco1w8mnp6ehiiKsFgsQ4+DflDqSXodAQIvodLl8YPnORQaXbA0iVtJL16fCYAgCITdVjyY8uOjneNpn8WoC3PhV9PVGT/KqChnWqAYEqGka2jnrGBQkAcA8RQrppN4PB74/X7NNBPDMBgbsM6RZRnl1AHKqUPQLIvIzBwi07NweH0oHu6DoiiEJqbVoppliA/7sPWTyEdi1bB8gtMgLMaFYtJ6vG6/ewe9vT1IA5Mp9nv3QDl//gpvjIVCYt6Hw9Xjz4e2UEjMKcdRIpFAvV5Xj2OaprG4uKgJOI56rPjdBxN4lq6B4yXMhByYCmpfK02ReGs2iL99kVOPXZYm8easIuQSBIF3F8K4lvAgV+cQcFg0dlfDishdg3VJlg2zBgRRUq9n0RkPth9qBZ1AwqmzmrGzNN5Z0BaLO50ONjc3UalUYLFYMDExgWg0qv57ZMoNm4tBOd068rp3njvPBgC63S4ymQy63S78fj+CweH2dCRFvnRhV+QlrH+SQ6OkFI0phsT0zdDIk4T9a2sul0Oz2YTD4UA0GlWn9pw+iyYvp89g8HPSZ4eFIdHltZ/r7Bnnwx9tFPH53rEI+skui9+8mzzTdo5mKExeCwLXlL+77RYe/8331GyBwxfPMLZ0VRUqda+ZIRGdGj7NJYkSJEkGzVCwOpy48f4vo7C3g16nA280Dk94tKyYTrOH7HYd3ZYirESm3YbWh1yLRyXbBkkqhf6T+/Owxz45XQEAud26KRaYmJiYmJiYmJiYXABTLDD5hWRmZgYMwyCXU6rLsVhMU7zrI8uyak30UoIBADjO31Vrsdsxffsedh5+CklSOlJDE1MIT07rbjtYcDhr3W63H+czDFA4aGD3SXGoD7o7aEV02oPsTl3p1icIxKY9cAVG93B/WYzyFgAgPO0EDR7VnFLkcHgtmLoZwtrPsrqw6r7XMt8VsTKQwVDLt1HJtHDl7Ti6z1fQ/NGPgKP3golFYfvWtwxtSdrttqGoVDjZXQ2g1WohHA7Dah3+nlksFiQSZ2dv6DEubr8MDMNoCqNGEAQBu8eiEWEAKN29JPA/H6XRPPoMeoKEj3bKcNsYNWj2jdkgluNuZOsc/A5W7bZ+FRAEAW/EDm/k7MmF+YhL0+kNACRBYDY0upUOQRC4evUqstmsKs7F43HNZMHek4dIrx9Py+S2N7H81a/DHQxpwsxlWYbc7cLmYuAJ2zXB4CRFIjJ9uhWY1O2i+Q//iO7mhpI1MD8P51e+AoId3SKGScRBh0LayQGCgO3aNfVPyu2G7zu/g+76hhI8PDkBJvLqAqRflvicF+6gFZVcGwxLaYrmFEXh6tWraLfb6Ha7cLlchsHUPgeLt+dODxW+mvAg4rZiI98AS5FYiLp0k0BBpwVBp/6cHXFZ4bLSOnsuI1HNylCYCNixV9Lm5cxFXOo5KjjmAkmSyO/VIQoSfDEHotNnW+NJkoTHjx+j01GKq+12Gy9evADDMAgEjvdVd9D2Uh3fnU4Hn3/+uXq+TafTiMViWFxcvPBjnkV6s6oKBYAiHmw/KuDmezZQ9GgTBjRNDz13hyfcKGdammDg6LRHI1ayNIlvX4/jr1eyaHACSILAtTE3riWGfzblVk8jFPTXHu5X1EmSUUmt6kOID1+sIDI9C4t99MK5LCmTZfm9BiRRgitgw9SNIKwOK+LzS+faJq7F4/lP0hCPBJR6sYNqvo3lN+OaKYZypoWtz/Pq95fDtTIWHsTOzJUSesZCnFG+jYmJiYmJiYmJiYnJ2ZhigcnPFbIoAiMU9kmSxOTkJCYnJ4feplAoYGtrS/Wan52d1RRDvigi07PwjyXRKpdhcTphcxoXKq0OBrFZLzKb1eM1J3tq198gfE/E3tOi3gd9u4bEwrFNzviVAMKTbnQaPdjd7IXtHi5KKBTSBUlaLBb4/T4EgyR6HQGSJMNip0EQBJLLPmw/KqpWRCRFILmkWBYVDho6D+lOo4fSThH48Y9VoQAA+EwWzMpz2O12tNvaYorH4zHc54wsewiCGGrlMyqLURc+369opgtoksBc5Ivxg++2eRT2G+C7IjwhO3wxO8aX/Vj/OAvpyIqFIAkkl/1I1zlVKBhkNdtQxQIA8NpZeO3n8zXneyIOX5TVIm902oPQ+Pneg0qrh8/2Kqi0e0h4bbg94YP1qGM14bXha4th/HSrBI4X4bTQeGchBM8593mKopBIJAyLiD2ug8zGmmZNkkSkXjyD++13j2+3u4vmj34MsVYD6XQief8+PKEEaoUOWCuFyJRn6IREn+bf/wO6GxtHfylZAyBJuL72tZFfC0EQ8PyTb6P18cfgD5SpG/ud22BOvDbSYoHtml6Q5NNpND/4AEI+DzoQgOO118Cech4eRJZliMUiZFEEHQ6DeMnjaBAlrF4RqURBwsFqGdVsGzSrWLP4Y46hnvTn4SL5IYBiCfTtG3F8/2kGlTYPglDOA3eHTBJ9YzmC7z/LInVkXTQdcuCdBa2Y4Y87DDunOV7Eo4Mq0tUOvHYGt8d96rFZqVRUoWCQdDp9qdfH/f19nTCbyWSQTCbVjJfTEHkJ+b06mpUurE4GkUk32DMmb4y6y0VeQqvafSnhQ5Zl9Ho90DSNpTfjqOba6LYFuPxWtZBdLpext7eHTqcDr9eL79yZQlsi4WDpM6cDcnVju8JcQ78uyzIyWzXkduoQeUk5d18JqNN0zYpB3ghktKpVjVjQEyRs5pvoCiKmQ05NPgcAZLZryG4fTyE2Sh1sfprDla8kzt14kdutq0JBn1a1i1qxo+YjyJKM/RVtjovIK5aDS2+cbrHo8FrAWGnddwFf9PKt8ExMTExMTExMTEz+T8AUC0x+LugdHqL1k59AKBRB+XxwvPEGLNNTF368VquFlZUVyEfV2Ha7jWfPnuH+/funeo0P0m63sbGxgUqlAqvViomJiZFyAYxgWAu80bPvm1zywxd1oF5UchZ8MTuoEXyLAaBZ5tRC7yC1YkcVC/pYHQysji9WJOiTTCbR6XSQzWYhyzJsNhuWl5fVAvzJglBwzAWbi0U50wJJEAiMOdVt77WNsxa4vRSsBvYe/OEh5r/2riZTgKZpzM7OGj5OPB7H9va2Zs3IVui8hN1WfOtqFD/ZKKLBCfA7WHx1PgT3QJeyLMmQZHnkz39UOo0enn9w3OVZ2G8gPOnG5LUgrr0zhlKqBVmWEYg7YXUyaJXbho/zspslyzI2PsmhWVYKYkJXxM7jAkiKODNUuU+tw+P//WRftfw4rHSwXWzhd+6PgzrqWL2R9OJK3I1WTxELqCF+3Cfp9XrY399HtVqF1WrF+Pg43G5953+31dLZjAFAp3ksiImNBmrf+x5wtE9KzSZaf//3CPzGbyA6HdXd1wiZ59Hd2tQ//9oanO+8c67CO2m3w/XOOyPfvo/UaqH2F99VMw+EQhG1v/or+H7nd0D79Zkjuvv+1V9ByOUBAJTHDfev/AroVyDgbj3Mo5o93m8bJQ6zdyMXy6y5RCJuK37/jUlU2jwsNAmHZfhXMJeVwW/eTaLO8SAJAs4Tt+0XVU/6y0uSjD97mEK2phxXeyVgLdvEd+6Pw2Nn1GviSaRzWHONwklBdnD9LLFAlmSsfpjRdPAXD5u48nYcrHX4ezbMsoaxXiw0F1CCzNfW1tBut0HTNMbHxzE+Pq4pmNfrdTx58kR9b3O5HOr1Ou7du6daGJ1GYEh4dMChF6VyO3Ucvji23CodNtHriGpB3eH1oVk+KRgQsA8Ex1daPfzxZ4eqCPyj9SLevxLBUuz4/FZONXGSdr2Hdr13bkuqXmdIVtLAeq8rGt5ucB8YBkkSmL0TxtbnefUxfDEHYnPec22niYmJiYmJiYmJiYmCKRaYfOmIjQbq3/0uZEEp3oqVCurf/x58v/3bFy4k5XI5XVFEkiTk83lMTEycef++VUM/RLjT6WB1dRUMwyAYfLUhn06f5cyxeyOGdV2O6oP+RdH30g954mg3uwiPeWGxnS5cODwWwwKFK2hFfk8fBOoeD6L3XP84lMcNl8+H1157DcViEQRBgGVZlMtlNJtNhMNhjUVJvyiUTqchiiLC4TCmpi4uYg2yGHVjIeJCT5TAUtppmux2DenNKoSuCKfPiolrgQt5hhuR3qzqujzzew3EZjyw2BnETxRYEl4bfHYGlbY2O+JqfLSJl2F0GrwqFGi3pT6yWPD0sKbzBi80utgptjQe4TRFwmMbvZjeP/6bR579jUYDpVIJd+7cgfNEmKfd4wFFMxAF7fvjCh53gXc3N1WhQEWW0V1fAxMxDh89Fy9rsTYi3Y0NfTiyJKO7ugr6jTdOvW/zxz9RhQIAEGt1NP7mb+H9rd9U931ZlsHv7aF3cAjK5YRlcVGTpTAKXIvXCAV9sts1jVggyzJKpRJKpRIYhkEsFhtZSH4ZCIKA3zG62Og+YXMk8hL2VkoopZogCCWnYPxKQLXZ2Su3VaGgD8eLeHxYxVfmQ/D5fGAYBvyJz/FkZsvL4nK5dMHSBEHojh8jqvm2rkjMcwIK+w0k5odnusRmPMp0wcC13xd1wDakGH8WPM/j6dOnaqC9IAjY3t6G3W5HKHR8fKfTad33jU6ng3K5rLndMMIuK5ZiLrzIHAuMLiuNW+Ne3W0L+w3dWqPUAdfiYXUwSCxcQTmdAj8QQhyfX4TVcfy+/3SrpJkWk2QZ/7BWwGx4IFR5yDnlInaOnpANlYw+62Fw2oNhSdAspbMOsrlGa2pw+a248bUk2vUeKIb80pohTExMTExMTExMTP534OerimjyfyTdjU1VKFCRZHTX1s4sQL0qKpWKKhQMks1mX7lYMIgkySCI0X6gOzwWAx90JQhzEFmUAAkgmMvtWFcfX5JRPGyimm+DsVBKWOZAsUbgRax/lEOzory/2fUmJq8Fz20/AwD+qAPVhBOlgS7I6IwH7lk/6pOT6A2EGRMMDdvNmwAAlmURj8exu7uL1dVV9TZ7e3u4deuWmkdAEITaSfoqIAgCFlrbeVrOtLC/ctwZ2qxwWP8oh+tfH7uUKQOuqQ+Mhiyj0+QNLalIksCtpA//30/3ka5yiHqs+PXbiZe2TBIF405mURg9t6HBGbwWwNA26TxUKhVVKOgjSRJSqRQWFhY06xTNYOrWXWx+8iH6mRMWuxPJ5eMMgKHHLzH650kwDCxzc+iurWvWLYuLL5/HMiLykO5zeUh47yC9E8HiACAUCpBabTU4ufkP/wDu2Yr67+1Hj+D99V8HNVBg7nYEFPbq6HEiPCEb/DGHprt+uH+5dn1rawsHBwfq36lUCjdv3oTL9cVYgV2U3WdFlA6VfVPGUfGYIDB1Xbku1TvGx0Q/K4GiKFy7dg2rq6tot9ugKApjY2MIh8MoHDRQybZA0STCE264/BfPHkkmkygWixrLo4mJiZEEme6QibFu6/Tj2h20YfH1KHI7dfBdEd6wHdEzckBOo1wuq0LBILlcTiMCGN3mtHUj3l+OYjbsxH65DbeVwZW4x9C+aNhkSH/SxOp04uY3fhn5vR3wnbYSQhzRTi9lanq7Jo4XUWn31LyZYNKJ/RMZNg6vZeTi/SDBpAu1fEcNhyZIAmOLfk1Bn6RIjC36sPukqK4RJKGbijwNgiSGZj+ZmJiYmJiYmJiYmIyOKRaY/Bww5MfvkB/FoxCJRLC/v695DJIkEQ6P1sU7zJLhsq0ahtFt89h9WkIt3wbNUohMuhGf9xoWBXsdAQRFgGEpzN4NI7/bQK3QBmulEZlyqx3psiiDWyuDz7QgSzLogBW25QDIU2wdLsL244JazAKA4kETS2/G1O3IbtVUoQBQihx7z4rwRu2q77IRsiSjVuiA74pwh2yw2GgQJIGZ22FEZzzoNHg4vKwqTLh/6Vvgnj1D7+AApNMJ240bGquUbreL3RMFTI7jsL+/j/n5+ct4Ky5E8VDfOcp3BdQLHfiiZ9uo1Dken+6Wka93EXJZcHfSr/Gjdngtuq5dgiSGTi7slVr44VoeYZcVYZcFAIHNQgt3J/0vVaR2ei1gbbTOesLIKqZR5pBar6Bd78HptWBs0Q+7m8V4wI7VrP79Gve/nFe1UQj2aevhyWm4Q2FUM2nQLAtffAzUwIQKOzsH4sMPIfMDr5UkUI5P4slmEXYLjcWoS81aGEbfbohbX1eEpoVFON9669yvT5YkSI0GCJsN5DkstSwzM2h9+KFuSsIyP3fmfUmbFeKJbnaCpkCwyr4plMsaoQAApEYTnYeP4HxbeY1ck8fzD9Jq93HxoIFa0oXpm8eFW7uHNfYvHwjE7na7ODw81Py7IAjY29szDI5/FUiihMxmDeVMCxRDIjLpPnOiRhQllNP6Du3SYQOTVwNKzsiQfT/pPy7Sezwe3L9/H91uFzRNg6Zp7K2UkBvwqC+lWpi/H1E95c+LxWLBvXv3UCgU0O124fP5DG28jBgmUrgCZ4sX7oAN7sDlTIgMy6Y5uR4KhVAYDAw/us15MiBIksBs2IXZ8OlilT/uRHpdG4Zs91hgdR6f4xmrFYkFJYRYlmQ0ShxkWYYrYANJEvDZWV3QNk0SmimWyKQbkiAhu60EaHsjdkxcDVzonE+SBObuRdCqdsG1ebh8VsNJyPCEW7EcTLdAkgSCSSdsrpez/DMxMTExMTExMTExOT+mWGDypWNYgCIIWF+iYOtwOHDlyhVdwPGoNhN+v/8LsWowou/l3q4rhUmhJyK1XlFEg6njYku3zWPrYUGxciEI+GMOTN0IIjbjQWxGbxHT3a6iN9CBL5Q4dJ4V4bg7mmf6KHSaPY1QAChFsexWDTO3FaGmXtJPbEiijGaZG1oM53si1j7Mot3vdCQITFwNIDKpvB9GNkUErUwS9KcJTtJsNg0FqXpdb2skSRKazSYYhnnlViUELl6A53gR//2TA7UQlKlx2C608HuvTahdqvE5L2r5DroDtkLJJT8YCwVZlvEi08B2sQkbQ+H6mBePDqqarQOAbI1Dts4h5rn4e0EcFZC2Pi+Aa/ZAkEpWwclJGK7FY+3DLKSj80M110az0sW1d8awGHVjt9jGek4RDEiCwBuzgXPZvBjh9ytCyMn9o1/8K6WaaminP+ZAbNYDq8OJ6KzxOYtyOuD59rfR/IkSDEz5fViZuI5Pt1oAlOLvJztl/Obd5KnhyyTLwvXee3AeBRpfJCC4d3iI5g9/CLFWP5q2uQX7g/sjFQEpjwfub30LrR//GGK9AdJuh+P118CMcF603byJ5o9+rFmzLi+rYoVQLBrdDULpeD2zVdXZlBQPGojNelSRsO9fvvlZXhUMPGE74vNe9T6dTsfw2B/ms/8q2Hlc1ExENcscJElGKPlykw1+B4s3Z4P46VZRdeOZDjmwHNMW6gmCUCeo+K6I/O6J854sI71RvbBYAChTDNHo+a8vDq8F0RkPslvH4oUnbEdgbLiY0ul00Gq14HQ61dc1DKHXQ3Z7A61KBQ6PF5HZOTCsXiz1+/2wWCzodrXi6snsonA4jEajgVQqBUmSwLIs5ufnXzrbRpZkZLdryn5CEAglXYjNeiB0RRQOGpAlGU6/FdM3Q4bHL9fisfZRFt2Wcq5nrDTm70fwYNqPVLUDcSBM+M6kTyNWEgSB+JwPsVkvZFkGgbPPNz1OQG6nDq7Jw+mzIDzhBjUwwejwWs7s/Hf5rS810WJiYmJiYmJiYmJi8vKYYoHJlw7l8cD9S7+E1k8+gFitgnQ54XjjDdAjeP2eRigUQjAYhCiKoCjK8Me0LMsoFAoolUpgWRaxWAx2u121alhfX0ez2QRN00gmkyNPJrwM/RDBkxQPGxqxQBUKlBeCcroJmiUxec3YJonP6jtShUoXEidc2nTBMJsIrnVcmLbYaOijE2FogdMnu1k7FgoAQJaxv1KCP+44dRrhNOx2u2FB+KSndrVaxfPnz9WCUSgUwtLS0kjBlRchMOZU7Rr6MBYantDZhfnVbEPXMdrsCniRreP2uGLnwFppXH0ngUqmDb6rWLnY3UpR64ereTw5PC7QPU/XYRliV8XxLz9l4/BYcO2dBLotARRLGn6WxcOmKhT0EXoiSukmolMe/Mr1GO43/Ki2e4h6rHBZX96r2mKxYGFhARsbG2oQdiQSQTQaReGggZ1Hx13EqUYPXItXxbBhMIkEfL/1m5BlGe2eiM9/vIPBqapmV8BHOyW8f+Xs4upFRAIAkLpd1P/qe5CPJiRkXkD7k09A+XywLowmzlqmp8FOTkLudEBYrSBGPA6s16+DYFlwKyuQBRGW+TmNkDfsfD+43jGy0IIycTBodebyW3Hj60m0ql0wLKXpugYUMZmiKPWz7TNq5/vL0uMElAwmBHI79VPFAooi4Y85NCIDoOQWDFox3Z/yYyHqQqbWgdfGIuK2nCoG9ThBtbHRrA8Jph1E5CUUU01wLaVj3Be160KXL8L4cgDBMRda1S6sTgZOn/FrkGUZGxsbSKVSAJQi9+TkJCYnJ423VxDw7O//Bu16FQBQOtxDYX8H177+LdCMdj+hKAo3btzA5uamGnQ+OTkJn09rjUMQBGZnZzE+Po5ut6t+h3hZDl6UkR2Y9tirdSEKIiavB5Fc8kOS5KGhzgCw96ykCgWAkvuw87iIK2/H8bsPxvEsXUeXFzEbdmIqqBfqZVnG4fOnyGyuQ+j14IsnMH3rHix2vYDU4wSs/DitCnSVbAvlTAvLb8ZP3R96nIBWtQuLnVGvQyYmJiYmJiYmJiYmXy6mWGDyc4FlakopQPV6IFj2zC7XRqOBdrsNt9t9aqc3QRCawNqTbG5uauwoUqkUbt26BZfLBY/Hg7t374LneVAU9dI//iVJRm67hkq2DYomEJ50G3fSj+C+1OsIhuGw5UxrqFgwNAT1Eu3OHT4LSIqAJGpfxKAtRHTGg0q2rSkA+6KOUwsFDYPXKksyWpUuvJGLdb7abDaMjY1pfMsZhtHkE4iiiJWVFY39TKFQgMPhuLSg45P4Yw5MXA0ivVEF3xXg9FsxeS0IcoS8gtYQr/6T6xRFIniiS7fO8XiaqmnWBEmG2D2RJwLAylAY813OhAVBELpi7iDDsg2kgfWQy4KQ68huS5bBd0VQNKmGvl6EWCyGYDCIRqMBq9UK+1GBbNCqpU8p3UJyWQB7JLpxTR6llDK54o87Nfs2QRAoNruQDDrb842ubu0sJElGfreOaq6tTh8N68zt7e2pQsEg3c2NkcUCQBErCMfZllia+xAErEtLsC4tGf477fPBdvMGOo8eq2uUxw37gKDg9Fl0571BC62VdA0f75TR4ASM++346nwILoOgU4ZhMD09jY2NDXXNarViYmJipNfSKHOKRZyFQiDhPLdgKfKSJoS3z8mpiZNIkoyxJaVQXT4KjO0HHJ/EY2M09mOnYXOxYCw0+BPnibPsfISeiOcfZMA1lX0qhxp8MQdm74QvJUfD7mbPLCCXSiVVKACU439nZwd+v99Q/Cke7KlCQZ9Oo47i3o7hZJDD4cCNGzdG2l6WZV96mqCPJErI7+kt1rI7dcRmvaAYEqftdbKs2PadpF3rQuAlBJwWfHX+9IaM7OY6Dp4/Vf+upA+xxnVw7Wvf1H2+hf2GzvqrVe2imm8PnRjM7dSx/7ykClX+uBPTt0IgL0FsMjExMTExMTExMTG5OKZYYPJzA0EQICynj6hLkoTnz5+r/sAEQWBiYuJChVuO4zRFBkApDg/6VhMEAZZl0Ww2sbe3h1arBZfLhYmJCbV4OCq7T4ooHhz/+K8VOpi5E0Ygri3a2j0sbC4WnYa2qDdowUCQhFL8P1FwOu1HNht3gNvSFjqZoA2k5fJOAwxLYfxKALtPS+q22d0sorPH1jIOjwXLb8WR26kpIaVhG8JH4caiKCG/20C92IHFTiM65YHVycBip9Gs6J/P4ni5bZ+ZmYHP50O5XAbLsohGo7AM7IONRsPQp75YLI68z8myjGw2i3Q6DUmSEAqFMD4+PtQPGwAiU26EJ12QJXkkkaDPRMCOj3fK+nX/CFkHHd6ofgmvnUHMa8OLTB2yDDgtNL55JQqSIPDZXhlb+RYsDIkbY15MGnSnviz+mENfoCcIwwJUq9bFzuMi2rUuSErxgR9b8l24cMkwDPwDORcAIBhNVMiyUgC2ArVCG+sf59QCWHqzhplbIY0ffcBpAUkQOsGgL3hI3S66a2sQGw2wySSYZHLoa9h+WEA5fdxpXsm2sPAgCndQX+glaOPi8bD1sxDrdYiVCqhAUA0pfhkcb70Fdmoa/OEBSKcLlvk5TaZCbMaLaq6jFqcBILHgA2ujsVNs4QcrOXV9p9hCsdnFv3xzCpTBeXFsbAw+nw+lUgkMwyAUCp0qLPdJrVeQWjs+GWU2alh6M6YJaz0Lq5OBxcFour4BDBU+ZVlGer2K7E4NIi/BFbBi+a0YbE72XOeHYZAkgakbQWx+lldFXKuTQWLx9HDZ/F5D81kAQCXTQqPMXVpuwFmUy/rzXX/dSCzgmvoC/Gnrw5Bl+ZUGi0uSrJuoAo6EphEgCAKsldJNh1AMCYoabbvzu1u6tWa5hE69BrvHq1kfNlU4LKyaa/HYWylpvsOU0024g1aEJ76YCR8TExMTExMTExMTE2NMscDkF4pcLqcJEpRlGbu7uwiFQjr7GAAAVwcKa0phPbQIWI5vM6pvdbfbxcOHDyEIyo/eVquFcrmM+/fvg2FGKxD1OAHFQ735TnarphMLCELxct99WkS90FHDL/v+/ADAWCj4onZUMlori9N+ZLOTHsiSjN5hExBl0GE7rAunF4MuQnjCDU/IhnqRA2Oh4AnZdDYEdjeLqRvarkZZlrHxcQ714nE3ZCnVxJW3EobTCP64U2M9chEIgkAgEBgaRDmseDjq5w4A6XQa6+vr6t/NZhMcx2FxcfHMbSNGLOr0SXhtuDfpx6d7ZciystvfHvdpwk0BoN0TQIBQcwwApVDN0iR6Jzr5k347vr4UwZuzQbS7AgJOCyiSwP96lsWLzLHP+XahhW/fiGM2fHpI63lx+a0YvxLA4VoFkiCBZikkl/y64EtJUrI++sUxSZSQ2aqCtdOaY+dl8YbtyO9p/d0tDkadjjh4XtZausgyDl6U4Y851OPAaaFxd9KnEXZsLIX7k36IzRZqf/LHEOtK8bLz+UNYr12F6513dNvCtXiNUAAc+5wbiQXseBKU26U+dh/rlSujvwFQjtXWTz5A5/FjpdhHEnDcvw/7vXvnepyTEAQBdiwBdixh+O+MhcLVr8RRybYVoXHAQutZSj/x0eAE7JfbhhYrgNI17jjHhESPE5DeqGrW+K6yNhiyfBYEQWD2dhgbnx7vr+6gDWNDzseF/QZSA6G2jRKHzc8KuP7O2MjPeRbeiB0330uiVuiAokm4Q7YzO7yN7PL66y8rFvA8j1arBZvNphFwTzKsk3/YfdzBEFIG667QaBaDqVQK+/v7amjz3NzcuRsHRoFmKLgCVjROZPx4I3b0Om2kVp+jWSnD4fUisXAFrM2Ow9WK+j0jMOZEZMqNg+daMSU65RlZYDISj5V1/T+4AlYUD/WCy7BQ6nqxY/gEtULHFAtMTExMTExMTExMvmRMscDkF4pqtWq4XqlU9GJBaQt49qeAdNTZtv0PwPXfArxJAIo3vZFvtcejDVjNZrOqUNCn1+shn88jkTAuap1E6BnbTvAGFi8AYHUwWHwtBlGUQBKEoefv9I0QDiwUyukWSIpAeMKN2KzH4NEUCJKAddYHy4xX+fsVdkVa7AxC48cFdVmWUdhvoHjYBEEAwaQLwTGnZhsaZU4jFABKF2V2p4bJa0Fc+UocuZ266rMffMkgUEmSIMvyqfZSTqcTPp8PlYp2rGHUzx2AxuaqTzabxczMzLlEh1EgCAJvzQVxPelBsdFFwGnRWJG0ugL+eiWLvVIbBAHMhJz4xnIEVoaChabw7kIYf/M8p3a8+x0sHkwrQorTQsN5NIXS4HisZvVB0J/tlS9dLAAAl1+CJ5AD1+wgPDWOYFL/HM0yZ+ixXk43L1UsGFv0gWvx6r7K2mjM3g6r+RdGBdReR4AgSBq7mjdmAhj327FTbMHOUliKueGw0Gj+5BNdMZ97+gy269dBn5hyGOYpP2ydoGl4fu3X0PrpT9E7OFRsfu7eHVqcHwa/t4fOo0fHC5KM1ocfgRmfABN5tbkuJEVqpjSON8G4silKivglCwK4tTUIuRworw/WK8sgz5hkOwnX5A29/TV5KiPi8Fpw42tJtGpdUDSpE78GMRKauy0ezWr3UsNgaZYyfG+H4fCwKKeN1s/3vp4knU5jc3MToiiCIAgkk0lMT08bXrNisRgODw/B88dTGlarFaEhGRjeaByh8SkU9nfUtcDYBPyxs4+BQqGgEX7L5TKePHmC+/fvnzopdlGmboSw8UlOnTJ0eC1IzLvw7O9/gG5baRRolosopw7hS7yGcvp4P8xt1xCacGP2TkQJQ5ZlBBJOnf3caYQmprD3RHvts3t8uqkCQBEnypkWavnjZovojGfovsAOyUkatm5iYmJiYmJiYmJi8sVhfis3+YViWLeg1XqiYCLLwObfHgsFACDyytrdfwlA6Q6fmZnBxsaG2iln5FttZENz2roRNicD1kbrinie8OkdidQpHYAUo4QZD80oGMLLiATNCqcU7HsivGE7whOukboU0+tVXWes0BURm/Wqa8MKnH0bA5uTPfdrNUKWZezt7eHg4ACCIMDr9WJhYWFod+iVK1ewu7urhmCPjY0NLUQZMVjEGtwGQRAuXSzo47YycBsE/f7N8xz2Su2jbQA2802wNIlvHoXqLsfdSPpt2Cu1YWMpTAYchhYunZ5o2HXaGiJ+DSLLMpqVEjr1OlyBIGwupZAvSzIyW1W1MBoccyE240GjVMDKj/4O8lHRt1FKoV2rYOrmHc3jDgvRPG/YqrIdNTVENjTuQmTKrR43NEth8fUYOs0eRF6Gw8Oqz0EQBOwei654bLEzoE/kJxAEgaTfjqRfu98JxQKMEIpFnVjg8FpAMaTOmsR9Shg25fXC/cu/PPTfR6G3tzdkffeViwXDWIi6sF3QTlpZGQrjfgdkSULtu38JfkC441ZW4P2NXwd58tpxClYnA4IkdIKB3X2x4jhBEnD6Lq/YP4weJ4DnRNhczIVtiyRJQrFYRKfTgdfrhdvtRmjChVKqqRHIAgknnD79+yHLMnqdNiiG1QUJD9Jut7G+vq5ek2VZxv7+PjweD4JB/fnfYrHg9u3b2N/fR6vVgtvtRjKZHDoVRhAEZu+/jujsPFqVMuxeL1yB0EjXxUwmo1vrdDqoVqs6uzIAyOfz2NvbA8dx8Pl8mJmZMcxYatd7qBc7YK00vFG7OtFhdTC4+tUE2vUeCIKAzcUgt72pCgV9ehyHvadrcAUmNeulwwYmrvjhj1/MIiw+twC+yyG3tQFR4OEJRzFz54Hhe0WSBObvR9Aoc+CaPJw+66l5E56QTXeuJGnyUoVdExMTExMTExMTE5OLYYoFJr9QxONxpNNpTQHW6XTqbWQEDmgbeBk3slD9WaB0iPd9q1mWRTAY1HWaBwIBw+5w9TnLO8D+h0C3DngngKm3AVb745wgCcwc2U4IRwVVp8+KsTM8oYHjkf9XOQkwCo0yh9WfZdRCWb3QQaPMYe5u5NT7SZKM7I7eIiSzXUN0xqO+LpffapjDYGSn8jJkMhns7Bx3lVarVTx9+hT37t0z7A5lGAZzc3OYm5u70PMFAgFks1nNmsPh0AhcsiQjs11D8aABWVK6NONz3ksNeuR4ETvFlm59PdvA+8uR48/ByuBK3I21XAN/8Vgx7FiKubEQcam3CTgtcFpoNE8Eok4GTxe/JEnExkc/RelwX11LLFzBxPWbOFgtIzuQqXG4WoYoSGgUnqlCQZ/s5joSi8tgrcf7htNnMcz6CJ1zAuXgRRnZgYyE/ZUSRF5C4oRFzDALrPFlP9Y/zqoh3wRJILnsH1m0oIMh8Af68w1tUCilaBJT10PYflRQLbocXgviAyLcq4AcIqyRA5Y+fD6PzqefQihXwEQjsN+7B8ozfPLpZVmIuFBt8/hsr4KeICHoZPH1pYhirbW7qxEKAECsVsE9fw777dsjPwdrpRGb9SI9IHzSLIX4nPeyXoYhoaRLF+xsdbKGRflBZEnG3koJhf0GZEkGbaEwdT04NHB2GIIg4NGjR2g0jideEokE5ufnsfRWHOV0C1yLh8tvVWznTlyrmuUSNj/5EO16FSRJITIzh8nrt0AYnG9LpZKhzU2xWDQUCwDAbrefaes2CEEQcAWCcAXOJz4bbdew9UqlgpWVFfXvQqGAZrOpm0JIb1RwuHq8P9lcLBbfiKlTSARBaLrzex19aDEACD1OtyZJwBAnIQCAKMlodgU4WAr0gIjE8SI+36/gsNKB1xbDza8vwG9jThV5+tvqDth0FlRcs4ke14HT5wd59P2KIAksvhZFZruGRomD1cEgOu05NezexMTExMTExMTExOSLwRQLTH6hsFqtuHPnDg4ODtBut+HxeDA2NqYv8lIWJZ+ge8K+wR5QhQJ1yW4/1XPY5/NhYmIC+/v7kGUZJEliampKCU+sHgBP/n/HBe52GaingLv/Svc8Lr8VN7+eRLOi2E7YPeypAgDfFbH3rIRKtgWKJhGedCMx5z13p/Rlkdmq6jpqK5kWuCZ/6g98WZQNQxmFrqhUMo5ejsXOYHzZj/3nZfX9dAdtCE++nN3QSU4W7gGlm7XRaOgsqC6DmZkZcBynWmjZbDYsLy9rPvvUekXjhZ5er0DoiWdOUrS6Av5hrYDtQhNWhsLtCS9ujxsH+pIEAYokIJ74DI3CLj/fr+BH60X1791iG62ugDsTSvcsRRL41tUo/vJJBhyviF8xjxWvT5++vcX9PY1QAACptRX4Eknk9/R+1/m9OiDq12VZQrfd0ogFBEFg/kEU+ysl1PJtMBYasVnPuWxVJFEy3I7cbh3xee9Igp07aMO1d8ZQSrUU64+4ExYHDaFSAUEQoLzeU+9vu3kTva1NjRWR9dpV3VRBH3/cAXfQinpJyQhx+iyvXFi0LC2j8/gxpM5xgZJ0OWE5EtTEWg21P/0zyEeirlipoHdwCP/vfgfEEI/5l4UgCLw2HcDdCR+6ggQ7S6nvg1A2SEcHIA4Jxz2NxLwX7oAV1aN9LDjmBGMxtjIrp1tIb1TAtYWj7A3/UJGJa/Eo7DUg8CK8ETu8Ebu6/cGkE3xPRHarBqGn2LBNXAue+TkXD5vI7x7bhQldEVufF3DzPStodrj92knS6bRGKAAU7/5YLAaXy3WqICdJIlY/+Ef0uI76d2ZjFVanE7HZBd3th01bvaoprPMQiUR0gcosy8JrcEyn03p/pk6ng0qlojYadDsCDteq2ts0eshu15BcND7evdEYDl881awRBBCdSaI7ELckyzIomsTW53kwFiW3ZbDTfzVbx4/WC2h1RdhYCm/NBnE14YEkyfizhylka8qxnap0sJFv4jv3x+E750cgiSI2P/kZigfKJBLNWjB3/3X4jiyfaJYa+jpNTExMTExMTExMTL48TLHA5BcOm82G+fn5029EksDUV4HVvzpeIwhg+qvnfj6CIDA9PY1EIoF2uw2Hw3Ecqpj+XJ9F0MwD1T3AN6l7LIGXQDEkbE7mzELP5md5NEpKgUXoiUivV0BRhMa654uk1zG2mOl2hFPFAooh4fRbdZ2xnrBdJ3xEpz3wxRxolDqw2BnDwme91MHhagXtWg92D4vkkv9SfbsvG5ZlcevWLbRaLYiiCKfTqRG3ZFk2LFAXDxpILvuHWlHJsozvPk4jc1TUaXYF/Gi9CIYicX3Mq98OmsRC1IXnaW3WwLWER/MeS5KMT3b1xdVPdysaISLpt+MP355CqtKBhSERdVvP3KdrhZzxej4LSdQLdqIgwxsKobuvFf1o1gK7W/8aLTb6zEmX05AlaEK0+wi8pBG2zsJiZ9Ruc7HRQPV/fB9CLg8AYOJxuL/1TU0X/iCU0wHvb/82uuvrkBoNMMkkmLExiM0mejs7IFgWlqkpTdGdZin4YxezGrkIlNMBz7/4F+h89hmEUhl0JAz7nTsgj7aJe/FCFQr6SM0mupubsC4vX9p2yL0e+GwWhNUKOqRYydAUqemSBjDUGomORM/9nARBwB20nTnx1Chz2Pw8r14favk21ho9XHt3THdMt6pdvPhZBtJRuHhhv4HYjBfJZb/6nPFZL2IzHiVPekTBuJLVTxJJooRaoXOqiCbLMurFDjoNHnYPi1pNPxkGAPV6HS7X6WJuo1hQhYJBigd7hmJBMBiE1WoFxx1fLyiKQiwWO/V5+oiiiMPDQ5RKJTAMg7GxMfh8Z0/wjUIkEgHHcaqFncvlwsLCgmHuzcksJKP1ZoUzzDJqlodnYLgCQYwtXcXhixX0T0rxuQUklpaw+6SESq4NyDJ6HRG0BFSzioJQOmxg6Y04HF4Lyq0e/tezrPrUnZ6Iv3meQ8hlQacnqkJBn54g4dFhFe8unM9iLLOxpgoFACD0ulj/8APc/fY/A0Uz6DR6yGzVjmyLLIjNeocKbyYmJiYmJiYmJiYmXxymWGDyvy+x68okQf65IhRErgGuixcSLRaLPjOBN7YEAK/9sX1eOwiuxatCwSCFg+aliwW9gwN0Hj2C1GqDnZyA/fZtw+5fT9Cm82KnGBJO79l+3VM3glj/OIduSykgWp0sJq4GDG/LsCQomgTPiZBEGRR9XBjrtnmsf5RTC7rNMoe1D7O49u4YLDbldCaKItrtNqxWq2E3ajQa1RW/7Ha7MilyAkmSkM1mUS6XYbFYkEgkTp1COQ3HkOIwAIiCvkAtiTIkUULpYBe57U3IkoRAcgLxuQUQJIlSq6cKBYM8S9UNxQIA+NpiGCxNYi3bAEko9kJBpwV/+zwHt43B1YQbDEWi09MXuto9EaIkgx6YRGAoEpPB0YvUVrvxbe0uFzwhVhOOCQDeiA0TV26gWSqAaymCAUGSmL51F9QQT/JBaoUOigcNSJKM4JhT061tBMWQcIdsqBe0x54vohe2RqX5wx+qQgEA8Ok0mj/6Edy/9EtD70NaLLBdu6b+3d3cRP2v/xo4mgppORzw/LN/CvqSiqAXgfb54HrvPcN/k4ZYpUicfn+9KL29PdT/+geQu8o5iUkk4P6VXwbBskqY+oGyvwQSToQmYrAsLqC7uqben4nHYF3UF6svi8JeQ1cI7nUE1HIdnYd8eqOqCgV9sjs1RKbdmsBXgiCOnNpkyJIEgiTP3J/Psw4oYuHGJznNsSjQgGyRdc912jlN3WbSuPhLDlmnaRo3b97E7u4u6vU67HY7JiYmRj7vvnjxAoXCce5HqVTC9evXDTMFzgtBEJicnEQymYQoimCY4aJ/OBxGqVTSrNE0rdmOYVMmtiPxXeB5pNeeo5rLgLXaEF9YgjsYxvjVG4hMz6JVrcLu9sDqVISfuXsRCD0R7UYPqz/V5itIopLFMnsnjI1cwzBzZj3XgM9uvE1NzjhT6DTKGb2dmijwqOXzcHjDeP5BWp06bFY4VPMdXP1K/MK5GiYmJiYmJiYmJiYml4MpFpj8b4Esyajk2qgXO7A6GATHnIrNgieh/HdEr9dDPp+HIAgIBoNwOke3KDEkOKdkFgxC0bqpgnPbQQwxGh7mmXxRegcHqP3Pv1CLWkKhACGfh+ef/BPdbWNzHjTKnNINCYCkCExeD55aeOpjc7K4/s4YiqkiSge7YG0Eeh0WVoe2U7Fd72Htoyz4o8IEzVKYvx9RQ0BLqaau81sSJZQOm4jPeZHJZLC5uQlBEEBRFCYmJnSB1bFYDDzP4+DgADzPw+fzYX5+3rDo8+LFC+Tzx4XeTCaD27dv6/abbDaL/f199Ho9+P1+zMzMDA3jPglBEPBFHSintd3z7pANxb0t7Dz6VF1rVkroddqYunkHkmS8L4in7CMMReLdhbDaIfr9pxl8OjBF8Pigit+6n0TCa0Oqqi34Jnw2tWOb40U0uwJ8dtYwAHmQTrMBgiBgdTgRmZ5FdnsT/ECnscPrgy+egCsgY/PzvDqB4vRbMXktCNZK4+Y3fxWVTBpCrwtfLA7WdnbhsHjYwPbD46JhJdNCcsl/ptg2dT2IjU/zqjDm9Fkxcc1Y2DoLqddDb/9At97d3oYs64uvRsiCgOY//qMqFACA1Gqh/eGHpwoOL8PL5qSwk5Pgnq0Yrl8ESZQgirLq4y4LAhp/8zeqUAAAfCqF9iefoh5Z1njANysc+J6IxHvvwbq0DCGbAeX3g52cNPTMvyyGHZ9G651mT7cmSzK6bUEjFgBAKXWAvSePwDXrsLu9mLxxG96ocdd9ZNKNcrqlsY+zuVh4TpmKqGRaOtEOXSsI0gKwA0HGgcBItm2uQBB2jw/tmnZaKTozPAPGZrNhaWnpzMc+Sbvd1ggFgLIvHxwcXIpY0IeiKMNpgkEikQja7TYODw8hiiJsNhsWFhY0wct2Nwt/3Kk599MsheiMB7IsY/WDf0R9YBqrkknjyjvvwR0MwWJ3wGIgvtIsBUkw3ve6bUWspw2s5wDFXi7psxtFB2Hcf36RnGGNr4GMxYL8XkNnT8g1e6jk2gjEX/J7mYmJiYmJiYmJiYnJS2GKBSb/W7D9qIBS6vgHd3a7huW34ppCS7PZxKNHj9Rw5J2dHSwsLCAej6u3EQQBvV4PVqvVMOxWR+yWEpqcfar8umZswOKvAIzWFqeSO58dhMVBw+G1oFXVdvIHz+G/PgqdR4/03a97+xCKRV2gKs1QWHozhmalC54T4Q6ez/e6USpg6+MfQpKUrvXs5hqmbt5FbO64u3f/eUkVCgDFfmn3SRFXvpIAQRBqaOxJJElGq9XC2tqaWugURRHb29twu90aGwqCIDAxMYHx8XGIgohmuYdmQQAZ0GYvNJtNjVDQf8yDgwNNIatQKODFixfq37lcDu12G3fu3Bm52DpxNQChJ6JeVIroTp8VUzdCePbDj3W3zW1tYPzqdYRcFvgdLMotbaFxMTpaxkO+zmE1q7U/anYFPNyv4mtLYfz5wxQaR5+Fy0rj64thyLKMH28U8eigClGS4bTQ+PpSGNMh/X7Zbbew9rOfoFlWsg884SjmH7yJ61//JjLrq+g06nAGgojNLoAkKbA2YPnNOLj+9ImDgdATIfRE0CyFwFhypNfVJ7Ve1a1ltmqITHtOtXGx2BlceTuOToMHQSrbcdGiOUGSIBgaMq/tyj2Pb79Yq0Fq6zv1+XTG4NYvh9TpoPmjH6O7tQmCYWC7dg32+/fPXVRnJydhu31LOb9IMgiGhuONN4bmLgxDlmUcrlWQ26lDEiQ4vBZM3QiBaRY1eQl9ent7yLbGdOu5nRric16wYwmwYwndv78K/HG9AEjSJLxhfaHe6bOCa/K629pc2smodq2K9Z/9BLKsFFnb9SpWP/hH3PqlbxsWjp0+K+bvR5DeqKHXEeAKWDG26Dt1SqZR1r+vNEUhnpgD4eqg0+nA6/UiHA6PdFwQBIGlt97B7uPPUc2mwVhtSCwsITA2rt5GFEXkcjk0m004HA5EIhFNUX1Uul1j+55eTy/GnITnecXG6gLPa0TfvnB8fBw8z8NqNbZpm7kVgjdiR73QAWujEJpww2Kj0SyXNEIBoGS1ZDbW4A6GTn1up88CktJfL/vWWQtRNz7cLqM3MM1CkwSWY2547Ay+Oh/Cj9aLkI6upTNhJ64mzp/nE5tbQDmdwmD3gysQgtMfQGG/aHgfnjO2bzIxMTExMTExMTEx+eIwxQKTX3ha1a5GKAAUu4fcbl0Tnrezs6MKBX22trYQDodB0zT29/exu7sLURTBsizm5uYQDp/h0UuSijgw+TbQbQDOiDJZcAKaNi6qU7RxEY4gCMzejWDncQH1QgckRSCYdCF25IN+WRgVIYHhNiIEQWjyAYSeCIGXYLHTZxaO9p89VoUCdW3lCcJTM6Bo+sgnW1+oatd7EHgJDEvBF3MgvVnTChwEAX/MgUIxYzh5USgUDD2rRUHC2oc5jSAz2HneGfIenFw3CrJsNBqo1+sjByYzFgqLr8fQbfOQZaVADQB8V/9+SJIIURBA0Qy+fSOOH6xkkalxoEkCV8c8uDM+mjVNqWVcQCs1uwg6LfiXb07hsKJ0GI/57KBIAi8ydXy2N9C13RXwvacZ/OHb07Ay2n1869OPVKEAUHIJth9+ioXX38LkzTtDt8vqYCDwIjY+zaGSVfy3vRE7pm6G1M7ys5BlpSv7JEJPhMhLIM/wxSYIQhMGelEImoZ1eRmdx08067Zr19XjRazXFXHO7zcMPyadTkPB4ayg5IvQ+MEP1EkIWeyi/cmnICgK9nv3zvU4BEHA+eabsN+8CbFaBRUIgLSeP1eksN9AZiD4u1XtYv3jLK7eNhbECLsdgoGFlshLSnf9FxgO74vaMbboQ3qzBkmQYLEzmLweNBRYE/Ne1Isd9DrHn/H4sh/0iWOqsLerCgV9JElEcX8PiUXjLAhPyA5PaPSu8GHWOC6fHYHE+Tzr+1jsdiy8/pbhv4miiEePHqFeP568y2QyuHXr1pnd+ydxu91gGEZ3nT9tqoDjOKyurqJSqYAkSUSjUczOzo783BwvotMT4bUbi4o0TZ8qQBAkgeCYE8ExreBqlPOgrLcN1zXPyVKYuBrE7tOiOlVi91gQm1GuR04LjX9+O4EfbxSRr3MIOi14czYI75EF0a1xH+YiLmSqHXjsDMKui2UCecJRLL39DtJrL9DrtOGNxjG2fBUEQcATtqF4qM/q8YROzwIxMTExMTExMTExMXn1mGKByS887bpx0bNzYr3R0P8wFQQBnU4HPM9ja2tLXe/1enj+/DncbjesoxS5rG7lvyGEJlwoppqaIrfVyep+GAuCgFwup3ZvLjyIQhQkECQxNOj2ZWAnJiCc6J4nLBYw0dODP09mMFidDKZvhlS7ICPadX1Ipsj30Ou0YXO5QRAELDZatUroQ7OUKqo4PBZM3wxi/3kZQlcEY6GRXPbB7mZBN4xPZ8MKNbntum5y42C1An/CCYuNhtvtBkmSkCRtcc57okg7SpDlaQza0Vjs2k5iXyyB0uGeZs3pC4CxKO+z38Hit++Po90TQJMk2CHikxFRt/Fn1V+nSAITAW238ka+qbs9L8rYLbWwGD3e/wWeRzWn73wvpw5Gst/Ze1ZCJXM8jVPNtbH7pDhyeLESQmvVZQ/YXCxo9ov1w3a8+SYIixXdtTWAJGFdWoTt1i3IsozWT3+KzsNH6nnBduM6HG+/rXl/SIsFtlu30f54YMqEImG/f74C/lmIzaahZRL34sW5xYI+pMMxNMh5FE6KwIAiBLclKywz0+hubR//A0HAcfsWPFmLzkbHFbANFWaV5zlAZn0VPY6DLxZHcvka6BPTHz1OQPGgiR4nwBOynZl/QRAE4nM+RKY9ELoiWNtwQdViZ3DtnTFUsi0IPQnesP3U0PiTyMN8606h2+aRWq+iVe3C5mIRn/PC7mYRHHMit1sHN2CN5PBa4IteLKvlLAqFgkYoAJRrdT6fHznUuA9FUVhcXMSLFy8gCIrw4vV6MT4+jk6zh2quA5ol4Y851P1hZWVFfX5JkpBOp8EwDKanp099LlmW8aONIh4fTVl5bAzevxLBmO9y3id3MAySoiGJWpHQF40PuYeW0LgLnrAN9WIHjIWCO2DTTJTEPDb85t3h01pOC425yClTaqIACBzAOpRMqCH4onHDbfbHHKglXSgeKN/LCJLA2KIfNtfLi7QmJiYmJiYmJiYmJi+HKRaY/MLjGBKw6/Bo1x0Oh86mgKIoWK1WpFIp3f1lWUaxWMTYmN7W4ry4/FYsPFDsILptHu6gDWMLWjuIXq+Hhw8fot1WCl0HBweIRqMX8m4eFfvtWxAKefR2lYI0YbXA/Y1vgDAIBh4kt1fXZDBwTR7rn+Rw8+tJECSBcupACWW02RGZmgFrs8Pp8+sKyDRr0dhnxOe82Hms9ZyOzWhtY4JjLvjjTvBdEYyFUv8tHA7rpkcoikJ0iPDRqBiErcoymmUOloQTFosFMzMz2NzcVCcWnE4nkkltgSUUCukCk1mWPXOqoJJt4XC1gk6Th9NnwfiyXye2TN28Da7ZQKtaBgBYHU7M3ntNV3S0s9pTuSjJeJaqYbfUgp2lcSPp0XWH+hws7k76NJkFASeLW6dMJrBDBCvmxDpJkiBJSjdJQo5g8SFLMsppvW1XJduGKEoji2bjywFN/gXFkJi8HrywpdBFISgKjgf34XhwX7POp1LofP5Qs9Z5/ATs5CTY8XHNuv3+PdChELpbmyBZFtYrV3Q2YS+NpA/ZBgB5yPoXwbDPiiAJON9/H/SjR+ju7IC02WG7cR1sMomJII+NTwR0Gkqx2+pkMXVj+HtVyaSw9tMfqX9nNupoVcq48s576vNzLR7PP0hD6Cr7c363jvCEG5PXz/4MKIoEZT97n6VoEsGx0y3EguMTSK09x6CtC0GSCCYnht/JAJGX8OKnGXWSodPooVZo4+pXlaD45bdiKOw10GnwsHtZhJKulw6dFUQJoizDcmLKrn+9O0mrpT8HjEIwGMTrr7+OWq0GhmHgcrmQ32tg7+nxlFNqrYKlN2KQCEEnVACKldygWCBJss667Fmqjs8HpqxqHR7ffZzBv35r6lyi7TBolsXc/dex+cmHEAXlmuaLJRCbW1S3KbNRRSndBEEQCI27EJlya44Z1kqfuU8N0umJaHR5+O2smk+jQ5aBg4+AvZ8CQhdwBIH5bwHe89nEESSB6ZshxGY94Jo8HF6LLp/DxMTExMTExMTExOTLwfxmbvKLQz0N5FaUH6vRq4Bb6Vazu1mEJ92a4rXNxSIype30n5qaQq1W03R8T05OgmGYoZYDRuu9Xg/7+/uoVquwWq1IJpMj2c307SAqlQp2dnaQ/mwNbrcb09PTcDqdSKVSusJJNptFIpGA2z18auFlIFgWnm9/G0KpBKnTAROJnCkUANB0ffcRuiIaZQ6FvafI72yq65mNNVz7+jcxfu0mGuUSRL7fsUpg6uYdkAPvcWjcBcZKoXjQhCzLCMSd8MX0nZokqUwhDMIwDG7duoXt7W3UajU4nU5MTU3Bbjfu9LTaGdSht3roWwABwNjYGAKBACqVCiwWC3w+ny7LIpFIoNPpIJPJQJIk2O12LC4unmpj0ap1sflZXrWIaJY5rH2UxfV3k2AGLHJYmx3X3/sWWtUKJFGEyx8YyT/+BytZTR7Bi0wdv3F3DDGPdpLlrdkg5sIu7JfbcNtozIacw4tEAK6PebCarWtcoDw2BpMnJhBIikJ4egbZzXXNemzWOEhaA6EUkuQTQbAEAZynzG93s7j+tTHU8h3Ikgxv2K4J4+ZaPKq5Nij6qNN4hKDuy6R3oO/iB5TMkJNiAUEQsExPwTI9pa4JpRI6j59AarfBTozDurwM4py2LYNQbjeYWBR8JqtZt87P624rSxJ6e3sQK1UwsSjoaPRCIkypVEKhUABFUYjFYrrg8GDSpeZ4qNvjZOH0WRSrqLt3Yb97V/vvDgZXv5pAq9oDIMPhtZy6bZkT+ygA1It5tGtVOLyKcJbdqqlCQZ/8Xh3Rac+5JgBeFofXh4XX38Lek4fgWk3YXG5M3rgNq+N8WTblTEtjeQQoAkJxv4HEgg80Qw0NApdlRcwrpZogSKVI7Q0P76aXJBk/2SziyWEVvCgj6bfjG0sReI6mqFwu42L2sPX+Nmzmm3ieqYMgFK/92fDxe0DTNAIBJZRc4EUcPC9r7t/rCEitVxFfHGJndbS/bOab+GCziHKrh7Dbgq/MhZA8CvrdyOsnFTlexEGljRmDDJeLEBgbhycSQ6NUgMVmh93jVf9tf6Wk+c6zv1KCJEqIz41mQzeILCuf0cN9ZUrCzlL4+lIYs2GD96e4Dmz9/fHfrSLw9H8Ar/9/ANq4ceM0bE52qPWViYmJiYmJiYmJicmXgykWmPxikHsOvPiLYxuf9OfA4q8qogGUgFh/zIFGiYPFQcMXc+g6kN1uN+7du4dsNgtBEBAKhVRLmVgshlQqpfG8ZxgGwRPdu5Ik4cmTJ6qlUaPRQKlUwu3bt08tbvRptVp48uSJam1TKpVQr9fx4MEDNJt6yw1ACdp9VWJBH/qosDIqw7pMe52mRigAAKHXRXrtBWbu3Met938Vmc1dgBQRnhiHzaV9XVyLB9fk4Q5a4Y87dJ7dZ9HpdNBqtcDzPLrdrs67epDotAeldBMif9w57Ys6dJMqNpsNNttwH2WSJDE/P4+pqSnwPA+bzXZm4bR02NQVw0VeQjnTQmRS+54QBAGnb/Rg2Gq7pwsuFiUZn+5W8O0b2tdBEASiHiuintE8qeNeG37tZgIfbZdQ53gkfXa8MRsEZeAFP3njNmjGguL+DkCQCE9NI5BIopw+hN3jHVrgJAgCoaQLuR3ttEZwzHnu7maKUoSAkxT2G9h5UlTPJ4dHncaDQtGrZpg9D+lU1rkWj3K6CUkCAnGHxp6Dz+dR+5M/gSwoBezezg74VArub33rpbbJ9c1vovF3fwf+4BCgSFgXl2C/r52IkHkete/+JfiBaSzrlWU43333XILB3t4etrePbYRSqRSuX7+u8ZcPJBwQ+ACyWzXwXRGekA0TVwNnPo9yzIxWuBR6xqG4/MAUWrsxxOqu2Tu3WCAKEjoNHhYHfWoGRzXXxuFaBVyzB4fXguRSAE6fBYGxcfgTyaPckrOzYozgu8YWabxB3sNJ0utVpNaPO+ormRamb4V1nvt9Pt+vaHJODsptfPdJGr/7YBwEQSAQCCAQCKBUKqm38fv9CIWGh/h+vl/Fj9aPJ9C28k28uxjGzaRXd9t2vQdJ1E/HtKpdWK0h+P1+lMtaMSEWi6HQ6OKvnmTUkN98vYv/+SiFP3hzCk4LPVRUHTZ9dVFohtHZ+IiCpNr3DJLdqWvEAuloSqtR5mCx04oYb7DPreeamgmzdk/E959m8a/ftumm1pBb0W+k0AVKW0DEODcDUASJToOHKEhwei2nhmybmJiYmJiYmJiYmHy5mGKByc8/sgzs/KM21La/FrkCEMSRR7kN7uDp4Xg2mw1TU1O6dafTievXr2NnZwftdhsejwfT09NgTnTZV6tVXfaBJElIpVJYXFw886X0u88H4XkehUIBTqcTxWJRd5+T3bY/D4QnXDpfcLubBUEaWPsAaNerqBU62H1SRLdtAUmRoBgRiflj//pSqontRwW1iH64WsHi67GRg2ZbrRaePXumCj7tdhvPnj3D/fv3DacLrE4GV95OIL9XR68jwh20Ipgc3bLhJAzD6PYXjhdxWGnDylBIeI9FBEky9hg/KSAY0RMkbBebkGVgKujQBQvXO/pgX0CxybgMpoIOTAXP9qEnSQrjV69j/Op1yLKMvaeP8PB//SUUCxUC8YUlTFy7aVjsTC75QBBA8VCZMAmOuTC2dP6OWSNEQcL+85LmfMJzAg5XK5i9c7EA14tgmZ9H+7PPIDWORULS4YB1cRG1Qgcbn2Qhico2pjeqmLkdQiCunAs6nz9UhYI+3Y1NCPfLoE8Jcz0LyuWC95/+U0gcB4IkQbD6Y49bXdMIBQDArTyHdWkJzIge84IgYG9Pm8UhyzJ2d3c1YgFBEIhOeRCd8oyUdXER/LExNMslzRrNWuAOHherHV4LmuUT5zaCgN1zvk7qwkED+ysliLySQxOd8Sh2dCdeV7vew8anOfV80ChxWPsoo04eEQQBeoQJsGF4I3Ycrpb166dMCACAKErIbOuzZ9Ib1aFiwYuM3uan0Oii2Owh5LKAJElcvXoV5XIZzWYTTqcTfr9fM8HVP6cTBAFJkvHJrn7bP9kp48aYR/deWh2M4aRSX+RZWlrC5uamOuGSSCSQTCbxwVZJFQr68KKMtWwDdyZ8uJ7wYOtEhovfwSLhffUBvbIkq+eGQUReUo8TWZax+VkO1ezxdTq/W8fyW3Gd3c+mQRaNIMnYKbZwJX5iapIcInANW4ciTm18mlOPIYudwezdsM4q0sTExMTk/8/ef3Y5kp9XvugOi4D3Hul9Zfmq7uquduwmKVGGomZIamaOxJkzc+95cb7YWfdKI86MLCWRI9G07y5flVmV3iHhvQt/XkRmAIEIpKvqJinFby2uxfwjEAgAEYHqZz/P3jY2NjY2Nr8Z2GKBzW8+igx0a+b1XgOQRYB+NSPsoVDIUKiyQhCsO0xHrauqina7DZIk4XK5TgzDTafTKBQKBiuiRCLxlU8VXIRgwo3pG1Ecrvc7fscuhaAqPDSzGGMhw+ULY+2LPBRJE0oUWUH2RRVOD4Nw2gNFVrDztGwo6EiCjP3VCuZfPzls+ZhCoWCYDAG0zz+fz1sKRIBWSBq/ZD1VIUkSCoUCer0eAoEAgkFzUe8kNoot/ORJDkXV5ZAAAQAASURBVMLRe477OPy7G2k4WQrhtMdgIQFo1jtWXfCDFBo9/Pj+AbpHHcAOhsT3rqcNBaqYzwGWJvXXPWY89NUElJ6FRjGP7PNnAysqss+fIZhIwR8zhxaTFInx5TDGl8MQez2U93dR2CwhnBkD63y599FtioZpkmOGw66/akiHA4Ef/ADde/cgFYugwmG4bt4E6XRi7/MDYzFQVbH3rIJQwg2CJCBbhIUDgNJoAC8hFujHdkKou5gzB1cDgHiYO7NYIAiC5b1wlH89MDq/4GVJLSyhXa/pQeIM58T8nbsGe7TkjB+1XMcQvp6aC5is0E6i1xax9bA/zaIeec57Ag4EE8brvrTXPPPk0UVw+ViML4exv1qBIquacDHlhz92cqFbFhT9Hj6IcIIQOTJ3YmCZJElEIhHTJJ8gKfj5iyKe547shlI+3JkM6fe/QVq8BEUFqKGXYzka8Skfchv9a4akSaTmAtrjLItLly6ZxKjRuq32wGTEjd+/ksTn2xU0exImwi68PRcxZRt8FdAsBW+YQ7NsFLCCCbf+HpqVnkEoADT7pcJOE5kFo/A6KmPBYbWeuKpNeho29EBwTYASFUs7t72VikFs4zsiNu8Xcfm99NeeIWNjY2NjY2NjY2Njczq2WGDzmw9JAZ4Y0CoY190RgPr6bEMA6J71w9MBYQsbn263iydPnuj2QoFAAMlkEtls1rAdQRCIRCJgWRa3bt1CoVBAt9tFIBA4Vbz4OlBVFXt7ezg4ONDtm2ZmZhDJeC3CE2mMXbqMvWeP9RXO44M7OIFy1txhWjlsI5z2gO9KJk9wAGhVX76Ae5FixHDY9M7ODlKpFBYWFs70fElW8E/P8oaCfb7RwyebZby/GIM3xGHqWhT7q1WIvASHi8HE5TDYU4qP//K8aCiU8aKC/71awJ8dWXoAAMdQ+GAxhn96lod8VPGK+Rx4bdJ8Lqmqip1yB1ulNjiGwnLaBx/36q+p6ogCcy13aCkWHNMoFbDyy3/RAz53Ht3H4lvvIZA4W1HaCoebPrHT+OuE8njgefddw5qqqug0zOKj0JUgiQoYBwU2k4GUN94PCZoCPSLM+1VCB4OwuiqpYODM++A4DizLmkTWX4cwSlIUFt58G732dYh8D+5AEORQlzTL0bj8XhqVbBtCT4I/6jqzzdExtULHOB13RDXXMYkFoyaPFFlBvdiB0JXhDXMvZZuVmPYjnPGg29CslM4SLstwFDgPi15r6Hs7YaLvUsqHnz83htYn/BzC7tNF/v+9msfK4fEkn4oHuzX9+bm6sVCeDjot7dAAYGwpBG+IQy3fAc1SiI57TZ/d8O/EUsKL+7tVw1dGkQTm4v3fvIWEFwuJi0+jvQxT16JY/7KATl27Gr1hDhOX+/8O6bWsBZyuhaXW1Ywfz7INwySFzyKLBgAQmgKWvgvsfAh0a+hyk9hsXUf7f2dBUgQiY15MLIcNNkO1vFkE7DYF8B3pa7V+s7GxsbGxsbGxsbE5G7ZYYPObD0EAs98CHv85IB9ZrFA0MPdtY3viIPln2n/M8g0gOAnMfAA4X97GxOFwYGFhAS9evNA7Y+PxOJIWHbWrq6uGHIJarQaWZTEzM4Pt7W3IsgyWZTE3N6d74tM0jVQqZdrXMKqiQNjYgJjNgvL74VhaAun4akb6Dw4OsLGxof99eHgInudx7do1y+3Hlq8imMqglj+Ew+lCKD2GRokHYBYLyKM2UJajQdKkqWvV6T17ISEej2N3d9cg5JAkiVgsBkVWcPCihtKe9n1EMh6kFwIjPfCtwqaz2SzS6fSZbKEKTd6y+3Wn3A+Gjo57Ec54IAmybi1yEoqi4qBmDmQuNXnwkmKwI1pK+jAecmG30oGLpTAWdFl2vH60UcZnW31Lj3u7VfzwdgYx79kyDM4Ky1kXE9kTsiAAYPvhPV0oAABFkbF5/wvc+M4fXrgjlWEpJGf8yK7V9DWSIpGeD1xof68agiDg8rF6EfAY1kmDPuradd68CWFvH1LhSDAgCbjffffEiYCzogoCFEEE6XZZfsbc8jJ6z55BrvevZyaVAjsxcebXOM75ePbsmX69siyL6elpy+1lScTO4wco7+2CpGjEZ2aRXrik2600St2XLqBzbo9ljoYiKxB5GQyneb5bUS92cLhRh9DVpqxS8wGTNzw9IkCbZs3rVpNHqgoUdpvgj4vABIHxSyEkpv2m558VhqXAnGLdNwhBEJi6FsHa53lIx9NNLgaZhRDKBy302iK8IQ7eMKefOzfGAuBFBQ/2auAlGVMRNz5YjJ16/QqSguc5sz3Os2wDP7iVxv96kEX7SGD2OGh8sDjaQowgCAQTbpMocxIxH4ffXU7gw/USmj0JQReD9xZi5xJTFUVFsyfByVIju/eP6bVF7K9W0ar2wHkYpOYC8IVHfzecm8HyOyn0WiIIgjCJncPZO8d4htZVVYWjp+BtvxvPqx20WAJjYS2LZmTYfeIykLgMVVWx9i/76B1NliiyisJ2A6yTRmogIJtmKf18OYYgiZHXhI2NjY2NjY2NjY3NrxdbLLD57SA4Adz5v4Hic+3v6ALgGFG0rWwCz/5X/+/iC6BVBF7/v0701T0riUQC4XAYzWYTHMdZ+uGLooharWZaL5VKuHTpElKpFHieh9PpNHgznwVVVdH8yU/Ab/TDQbuPHiPwwx+APKX4ehGGJyEAoFKpoNvtjgz+9QRDhlBef5QE66QhDPrpE4RefKNoEum5APZW+oVrgiSQnj+7wONyubC8vIyNjQ10Oh24XC7MzMzA5XJh50nZEJh7uFGDoqiGTsxBhnMpBtfPIhZ4OBoEYW4k9g4VmkiSOFNHL6DpYj4ng8aQ5YeLpSxDNd0OGkvJ0Z3abV4yhFoCWoHus60K/vDq6YLVeYhOTiH7/BmEXl/sYDknIhOTI5+jKorJSx4Aeq0GJFEAw15cHEsvBOEJcqjmO6BpUus0PudkgdCToCoqHK5X3xk7thQyZBaAIDB2KaR365Ich8APfwBxfx9KpwMmMwbKc3ohVKpW0fn4Y4j5AqhgAO47d3TrIFVV0f7oI/QeP4YqSqAjYXi++U0wMWMRlnQ6EfjhD9F7+hRStQomkQS3uADinPexaDSKO3fuoFQqgaIoRKNR0LT1tbD++Sco7+/qf+8+fgAASM4s4fmnObSqvf7ntBRCcsZcQFcVFfVSF7KowBd1nhgufEx+u4GD51VN0ONoTCyHEUoZP+dGuYvnn+b1i73XEtCq9nDp7ZShIB5MuME6q4Z7IEkRlgKEN8Rh8moE+6vaa7NOGpybQaM0IBaqKvZWKgil3Ge+h7wKvCEO1745hnqxC5Ik4A448PzTnEHcio57MXVNy3wgCAJvzoTxxnQIqopz2fSoME9YKIqKmJfDf31rCruVDghoFmsjC9svwVLSh4W4F4KswEGT5wvwLrfx05UCGl0RLE3i9kQQr0+FLPchywpWPz7Uzw2hK6FZ7mH5nfSJmT0EQRiCzwdx+x2ITfoMopPL70Bsov+boKoqNu4VUclqoswsSLidDiwuxUGdIm4AQKcuWE4wVLJtg1iQmPZh+5ExjymS8YA+wzVoY2NjY2NjY2NjY/P1Y4sFNr89ODxA5tbp22UfmNe6VaC6DYRnXsmhMAxzokUQQRCWdkU0TWvhlDQ9sjA2iFQsgt/aAslxcMzPg+Q4SIeHBqEAAOR6Hd3Hj+F+/XUAgNLtgqBpEC8RgnnM8HuwWhd6EvLbDXSbAjwBrSAxWAggKRKLbyaxt1JBo9SFw2XunEzOBuDyO1A9bIOkCUTHvCMLIaOIRCIIh8NQFAUkSeqBmMVdc/G/uNvE2KWQZfHK4/GgXDYXqs8aNu3jGCwmfIZwT4IAbk9efLqFIAi8MR3CPz7NG9bvTIdPLMC1eQkrhw10RRnTUY+eb1DtCKYATwCotK3zN14GhnXg8ge/g4PVZ2jXqvAEQ0gtLJ1Y8CdIEpzHh17L2GHNck7Q9Mud1wRBIBB3IRA/f/6BLCrYfFhENafZyniCHKZvRM/V0S43m1AlCVQgYFk89EeduPxeBuUDLcg6nHKbrgWCJMGOj5/5NRWeR/3HP4bS0QrOSquF+uEhAv/xP4IOBtF78gTde/f17aVSGY2//TuE/vOPQFDGoh7pdMJ1+/aZX3sUHMchk8mcuI2WWbFnWs9vrIMgU32hANAL6OGU22DpJfQkPP8kp1uwkBSB6esxU+F/kGalh53H/QKn2JOwcb8Alz9j+K7zWw2TKtiu8WhVeXhD/UkPitbugQfPq2hVeb173OmxvsfFJnyIjHkh8drk0fNPc6ZtVEVFs9LTg6+/Liia1PNVDjfqpimY4m4T0XGfwaqJIIiRg4BWsDSJmajHFL67mPSBIAgwFIGZ6Ff3vvlOGwRBgHW6wFk0GfCdDrIvVrT7WSCI5PwSHEeNA11Bxl8/zEI8EvsEScFHG2WEPQ7MxszHXMt1jEI6tO+2uNscKWifhYnLYYTTHjTLPTjcNIIJt+G3olnp6ULBMe0aj+Ju80wTK8SI353h7zk24QNJkSjsNKDIKkJJNxIWgp6NjY2NjY2NjY2NzW8Gtlhg868PRTrf+lcATdNIJpM4ODgwrKfT6TPvo/vwIVq/+KX+d+fzz+H/9/8ekkURGwDkchlSuYzmz34GKV8AwTBwXr0C15tvnrkjUqr2wG/WobRFUAEHHDMBxGIx7OzsGLbzeDz6RIUoyHj2q6xe7KjlOqhk27j0dspg88O5GczdtvanV1UVqqLCH3XCH3256QiCIEANFjdV1RR8DBz5gqsqtEBmI8dh091uv5M3kUjA6z27P/W3L8UR9zmwWWzDQZPgWAq/WCtBWClgNubBm9PhU60phllO+eHjGDzNNqCqKhaTPkxFRhc8Sy0ef/HFPnqiZgHxxXYVb81G8PpUCBGPAzRJQBryR3/VFkTHcG4PZm69jo1iCx+ul1D5+BDJAIf35qOI+6xfc+LKNTz/+FcYDMwev3L93F3sg/TaInKbdfAdCb4wh9ik70xdtMfsrVZQPezbSbWqPWw+KOLSW6dPYyi9Hpr/+I8QdrQueToahe87vwsqEDBsJ1WrEO8/gLtRB5tOwzFlbfl1Hvj1dV0oOEaVZPArK6Dv3gX/Ys18vK0WxMNDsKcU9L9KFEXGcGA6oFkTNSs98xPUowJ6ul+Uzb6oGbzaFVnF9uMS/HEnqBEd6ZVs27SmKiqquY5hcsEqLBuAyXYF0O6BMzdH2+UMQ5KELno4XNb/XPt1e76PCgZv13i4fAzy203Uix0wDgqJKf9IexwrvrWk/V5sFFsgQGA+7sG785FTnvVy8J02Xnz6IZolLWchmEhh9s5dg7ApCQKe/PM/gu9o50ijmEf5YA/Xvv37oFkWm6WWLhQM8iLftBQLpBHn0Khz66wQBKHZQoWs76+durUwfLzea4uQJQUuL2spDDi9DDxBzijYAYbphWMiGQ8ima9X1LKxsbGxsbGxsbGxuRi2WGDzr4/oIlDeMK7RDiA49ZW+bLvdxsHBAbrdLoLBIKampsCyLPL5PEiSRCKR0LtolU4H7U8/hbi3B9LjhevWTYPnt8LzaH/8sWH/SqeLzqefwXnjuuXrU5EIGn/zN5AbWhe9KorofHkPpMcD59Wrpx6/3BLQuVfQg1+VfAdyjcf4nTHwPI98Pg9VVeHz+bC0tKQLEKW9lqkrstMQUM11DAW7UeQ268iu1yDxMjwhDpNXIidaL5wXkiIRiLsMBV4ACCZcIzMLHA4Hbt26hXw+j16vh0AgYBlifRIUSeDGeBA3xoN4tF/Dz1b6gbT3dqpodEV899r57X7GQi6Mhc7WEf/pZkUXCvprZVxJ++FkKbw1FzGEj3ocNN6cvngnq6qqyG+uI7+5BlmSEM6MI7N0GdTRFE2h0cPfPDzUJxoOql385b19/Le3pgyZC8eEM+O4+q3voLizBVVVEBmbhC8SPfU4Og0Bhe0GRF6GP+ZEZMwLkiTQa4t4+ssDvQhXL3RQK3Sw+GbyzIKaVRG5VelB6EqnBlS3P/xQFwoAbXKo+dOfIvCDH/TXqlXU/vwvoB6F/4p7+xB2duD//vcvnNMAACpvXRhU+KNi74hr4WWEmZNo9kQ8zzUhyArmYl5EvdZFZIfLDU8oglZlyMZkfAIExQAw53gMW0M1yuZtJEFGpy6MLKSOmtY5zlk5JhB3Ge2BAJA0eaLf/EVITPtROWwbCsiBhAtu/1eTVXNWRuXKOL0MNu4VUc31r5dKto2lu0l4gmcTJJ0she9eS4GXZBAgzi2uXoT1zz/RhQIAqOay2H7wJeZev6uvFXe3dKHgGL7TRnF3C8nZBTAjriV6xDkViLuw+9Qcuh5MnnyfV1UVrSoPoSvBG+JOvf8MM+q7c7govPg8h1quc/S3JnINh3oTBIHZ2zHsPq0chUeTSEz7ERmzRQEbGxsbGxsbGxub32ZsscDmXx+JK0CnDBx8oQUiO4PA4u8DtLEALYoiqtUqKIpCMBg8d3bAIO12G/fu3YMkaUXzSqWCcrmM69evY3Jy0rCtqqqo/9VfQSpqxS+53kA9m4X/j/8YbEabPJArFaiieRJCKhTAxOPgLi2h92xFX6ejEdCRCDoNs90O/+LFmcQCMds2FSsUXoZS5rG0tITZ2VnIsgxuKESV75g9iwGtK3EQucFDqvEgXQzoEAeCJFDJtrH7tD8p0ar08OKzHK6+nxlZyB+FsH8Afn0NBMOAW1oCPWATNXklAkVWUS9oxQ9/zIXJKyd3qDIMc6pFyll5uFczra0XWmj2RFOOwWmIsgKKIM7k/V1smjuvJUVFpSMgzTpxczyIsaALW6U2nAyF+YQHDvriPtK5jRfYuv+F/vfB6lMInQ7m7miFtqeHDZP1ES8qWC+0cDltbUsxnH9xGu06j5UPD6HIWlG1mmujUeph9lYM+a2GqVu3We6hWe7Bd8agV4omzV3jBAGCOv37GLYPAwDxMAe51dYzB3qPH+tCweA24v4+2LGxMx2jFY7pKbQ/+shkmeOY0azZnMvLEPf2DY9R4RBoi/D2l+Ww3sWP7x1AOAo0/2yrgm8txUeeA/NvvIW1Tz9Cs1wEQCCcGcf45esQeRWVbMtYQI+74A4Y7/UOJ232VicIOAaKq9lsFnt7exAEAaFQCOnEOHJbxgIuxZAm66LYpA/tOo/yvmbnQrMUpq9HQb3i8Fanl8Xy22nktuoQezJ8ESei47/+omxs0ofSXsvwOxBIuEAxpEEoALTJjMONOuZuW4sFPVFGsckj4GIM98Xhe5IkK2j0JHg5emRhfphuU8Dus4pmyeOikZ4Pmr5LUeBRL5jtnsr7e5h9TdXFOr7TsXwN4WhyZyrihsdBo8X3f8MJAiPPb4eTxvT1KHaelCEJMgiSQGLGf6JNmiwrWPs8j0ZRe02CJDB+KYz4lLGr/1hQUBUVnhBn+N3wRZzwx1z67yKgnWeiIOtCgfZ+RWzcK+Dq+xnThAHL0Zi9dfZpGRsbGxsbGxsbGxub33xsscDmXx8EAcy8D0zcBcQOwAVMJrqVSgVPnjyBLGtFP5fLhWvXrpkK4Wfl4OBAFwqOqdVqqNfrCAxbjGSzulCgo6roPX6kiwVUIACCpqBKxqIkHdG6vj0ffADHwgLEgyyogB+OmRlIpaF9HnPGUGd1hOWBelTQYxgGjEUGgjfEGUIU9fVw/7PsPq9AGMgNoAMOuG7GUNo3ixtCV0Kj1DuXn3zn/n20f/Vh//UePoT/j76nf56Mg8LCnQSEnvYdjQoElSWt4EUNeOIrioJCoYBKpQKHw4FUKjUy2HkUvGT92VpZVYyi1OLxv1cKOKh14WQp3J4I4tZE8MRu85iPQ3VIzKFJAiFXv5ga9TpGdnWfl8O1F6a14u42Jq/dBMNxmvWTBcNWSC91DOt1XSg4ppJtoTsfAN+1Frb4ztktyqITXuwPBHEDQCjpPlNgLsEyUPkh2xaSAMH0z0d5RLi23Gig9+wZes+eQZUVOObn4Lx27cyd/1QgAO83P0Drl7+CyvMgGBquW7f03APH3Bw8vIDuvS+hdDpgx8fhfuedC08z7FU6WM01QQC4lPIhFehfM79aK+lCAaDpF79aL2Ex4bUMquXcHlz54HfAd9ogSQrM0X2aZoDld9LIbzcgdCWtgD7mMR1zcjaARrlnKPxHx716J3Y+n8fz58/1x44tyOZeu4Tsixo6R1ksY0sh0/dMkgRmbsSQWQhC6Mlw+9lzC51nQehJKOw00GuLcPlYBJOjJ6OsqBy2cbhe06Ztok5kFkNgHKefsyIvI7dRR6vGw+lhkJjxG6yPGJbC8jsplPZb6LVEeMMcgkm3XsQ2vY+u9bX2cK+GX64VIcoqCAK4PhbAe/NR03f5LNvAL9aK6AoyHAyJuzMRXB8LnPgeZFnB6ic5iEf3/25TwPq9AhYdCcMECEmSIEgS6lBOD0lRhuMIxBLIPn9meh1/PKF9JhSJ79/K4JdrRexXuwi4GNyZChuugWHCaQ8CCRd6LRGskz71flLYahg+Y1VRsfusjGDSpf++8R0RLz7L6xZcrJPG3GtxfRqFIAjMvRZH9bCt52hE0h48/dWB6fX4johOQ9BtpISuhHadh9PL/tqtsGxsbGxsbGxsbGxsXi22WGDzrxfaof1vCEVRsLq6qgsFANDpdLC5uYlLly6duEtZUlDcbeqBgfFJHxwuBr2ehXc2YLmuDBcLLdZJpxPOW7fQ+fQzfY1gWbhee037/wQBNpMxeInT8TiocAhy2VjI5C4tnfie9OfHnBCGwg4JAmCiJxftQ0k3Kkm3weYnNunT7T3khmAQCgBAqvEQLexcLoIqCOh89rlxUVbQ+fQTsJnvG5ZHiQSSIGDz3md6kGo4M4bpm6+DZlmsrq4in++HCmezWdy8eRNu9+isgGFmYx7c360Z1sIeFsEju5RCo4fdSgcejsZs1GMqmMqKiv95/wDN42KXIOOXayV4OBqLCbM/9DFvTIexW+mgO9AJ/+ZMGM4zFLaPUVUVD/ZqWDlsgiS0wu+VtN+yiCyLVlY3KmRJAgNgPu7Fo/264VGaJCx9vE+i0hYgSApiXodpwmLUpIuWUeA0dMwCAAjCIGwd02uJWmHWzxrOm2O/+uJOUwvrTLmRWTxbcLXzyhW0PzLai3ELCyAd/fsUm8lA2NwyHaNcraF7fyCAuFCA0mrD887bJ76mKggQDg5AOhxwLC7CMTsLuVYD6fMZXhcAnJeX4by8fKb3chJPDur4p2f9a+bxQR2/dyWhn6vFlvke2BVktHgJAddoCzKHy3zNcW4GE8snW2f5Ik4s3U2hsNOAJMgIJtwG//RsNmt6TrPZBMlJuPR23ypMqlQg5qqgYzGzSJPbh/L4EeqCAMf0NJzXr5uCoS+KNJQL0yh2UT3s4PK76TNNMNTyHax/0f8+irtNdBoCLr2dOlEMkmUFKx8dotfSrutmuYtKro3L76YN1wTNUqZAXE/IAZIiTcKdVSZNtS3gf6/2bdpUFbi/W0Mm6MRsrJ8TU27x+MdnOX04hhcV/PNqAXGfA0n/6EJ8Ld/RhYLBFynttQxiAUUziE5Mo7C1btg0MTNvfA/xBJKzCzhc7wtMydkF+GP9TJ6Qm8X3rp89owgAKIo8s61Uo2z+t4WqqGiW+3kdu08rhqwOoSth62EJy+/0v3eSJBBOewyWgTRDATDfR4/PtYPnVWTXa5r4RhCIT/owvhwCQRAQtrfR/vxzKI0GmHQa7jffBOW3w4xtbGxsbGxsbGxsfpuwxQKbf3N0u13wFgX7arV64vNUVcXzT3NoDYRqlvZaWH43jUAggPJQ8DBBEKapAgBgMhkQDANVNP7HuGPKmKngfv11MKkUhK0tEA4HuKUlUCcE7BIEAf93v4vWL34BYXsbpMsN180bcCwsoF3nUS92wXI0gkmXZagnHXHCMe2HsN2AqqggGBLcQgjkKT7IBElg9lYM7RqPblOEO+AwZA7IdWtxRKr1EM54UMsbi7cMR8MXOfuEh9xum2xbAK2wd1a27n+B0l4/xLm0twMQBNKXrxuEAgCQJAl7e3tYXFw88/7vzkTQ6EnYKGhiTNjD4vevaD75H2+U8clm/9wJuVn88HYGLrb/ue9XO7pQMMjKYeNEsSDkZvGf35zAaq6JniBjOupBwn++6ZmPNsr4bKv/WR7We+AlBa9Nmq2BQukM8pvGQpvLH4TjSFgZC7nwwWIMH2+W0RVk+JwMPliMweOg0el0cHBwgF6vh2AwiGQyaQyqhmZT8tcPs9ivah21fieDP7yWNIQy+8JOU+gqSRFwBx3wRjjUCp1+Ry5BYGwxaOiMVRUVW49KKO1pAhdBEhhbCunFUIIgkJoNIDUbOM/HCABw3rwJkCR6T58BsgTH3Bxcr79u2IZbXoawuwdhe/vo4Am4795F98FD0/56T5/A/cYdEBYTPwAg7O6i8ZN/0KcZ6FgM/u/+Iejo6bkPF0VRVHy8YQ5h/2i9jIW4FwRBIOJx4KBq7DznGAoex1f3TxJP0AFP0Pp9K4r15M/xusLzaPzd30Pc12yaSK8Hvt/7fTBxzX6FX19H4+9/oj9PyuUhVSrwffvbZzo2SZC1zvy2CF/YiWDCZbB7KR2Yc2H4johytmUZJjtMYcc8+dWu8WhV+ZGZDQBQPezoQoF+rLyM4m4T6fkgZElB+UA7bm+IQyDWP26aoTB1LYKth0UoRxNUnhCH5EzA9DqbJWvheLPYNogF64XWsIsWAOBFvnWiWDBsr3eMYjHZNX3jNmiWRWlnCwRJIT41g/SisYmAIAhM3biNxOw82rUq3IEgnN7Tv4dXyah8gsH1etFsl9Sp8xB5eaRwDgDxKZ8ptDiQcIFzM2hVeRy8GPi3kqoiv1WHP+qEW22g/jd/q1ud8WvrkPJ5BP/0T0HQ9n9u2NjY2NjY2NjY2Py2YP/r3ebfHCzLgiRJU4HoNAuiRqlrEAoArchT2GogvZBGpVLRBQeCIDAzM2O5T5Jl4fvO76L5s59B6XQBggC3tAjuyhXzsQ5ND5wG5fXC/wd/AFXt+yvvP68iO/Af99wai6W7SZMFBUEQ4GYCcIx7ofRkkC4axBltLgiCgCfIWQZXki7r2wzpYhBKuiEuh00Bx+ex16B8PpAup/ZZDsAkEmd6vqLIBqHgmPLeLgJTs5bP6YzwrB4FS5P4o2spNHoiRElByM2CIAjUuyI+3TIWVittAfd2anh77uRMhUFkRcXn2xU8zzVBkgQup3y4PhYAQRBwsTRujp+t891qvw8s8ha+3KnitoUF0viV6+DbbdTyhwAAp9eH+TfeMmx3bSyA5ZQPPUmBi6FAkoQp86NUKqFSqeDKlSuG5/5qraQLBQBQ74r4yZMcfvTGhL5dctaPeqmLzpFIRZAExpfDuq3Hwp0EGqUuem0RgZjLFIZbzrZ1oQA4svd4WoY/5oTT83LB2wRBwHXjBlw3bpgeU44EL5Jl4fvDP4BUKECu18GkUqA8HlPgOQCoogRVFC3FAlWW0fzpzwy2R1KhgPann8L7/vuWx6cqCvjVVfCbWyCdHLjLV/SC+FkRZMXg1X5MvStCUQGKAN6ajeB/3Ns32HC9PRuxtCB6GfhOG7tPH6FZLIDzeJFeXDZ0fx8Ti8XQaBgL6hzHwefTCsDtjz/WhQIAUJotNP/hHxD80Z+BIAh0BiY+9Nd+/gLym3f1LIpRCD0JKx8e6hMxhe0GQikPZm72LXhGWffwI9aHkUZYzMkj7NEGj816XYYkyFj56FDvXM9t1E3HHU574Is60Sz1wHAUPEGH5SSDa8Sk06BgCgDMiIBj5pS8kEDMBZImoQy933Da/N2QFIXJqzcwedV8jQ7j9Pq+dpHgmMSUD+WDluE9+SJOQwgx46BNk1YkRZ46jXI8ZZDbrEOWFATiLqTntd8QKwECAGqFDqjCU1MmitxoQtjZ0bNRbGxsbGxsbGxsbGx+87HFApt/czAMg3Q6jb29PX2NIAiMj48DlS3g4EtA7AKROSDzmu75P8rXvNcRQVEUrl27hnq9jl6vh0AgcKL4wE5OIvRf/gukchmk2w3K82qDKvtBjCKyazXj8bYE5DbqGLsUgixJOHyxilr+EKzTieT8IryhCCjm1dhnAAAV4kCHOEgDQgvJUWAzWpdxYtqP+KQPiqpaTjycBkFRcL/zDpr/9E/AUQcpwTngfvPNs++DIEwdqwRBwOv1Hj1mfNA/wlZBURQUi0XU63U4nU4kEglDzoNvKMy40OhZdsoe1o3CRybogpejTdMFl5Lacfz8RQEP9/r2Pv/yvAhJUS27/8+DpCgGb/ljeqIMVTVFgYBhHbj07gfotVqQJREuf8CyOEhTJDwD3/X+/r4p86NcLqPRaBg+682S0SYLAMotAbWOiKBbK+TTLIXlt1NolLsQejL8EafebascFf5Le5qFUDXSwdS1iEEwGFUMqxe7Ly0WWKHwPFr//M/g1zcAAI6ZaXjefx9MPA4m3i9sOyYnTQHJdDwG0mVtEyaVy1Da5o5tcXd35LG0fv5z9J481f/ura7C/71+8PpZcNAkIh4WpaGO9ISfA3XUdZ4OOPGf705iJduApKiYi3kQ810sL2YUiiLj6c9/hl5LE3567RbqxTyufPC7psDsdDqNbreLw8NDKIoCt9uNpaUlPfRen/IYQK7XIVcqoMNhqFbioapC7XaAU8SCwnbDVNCtZFtITPv1wq8v7ERuo256rv+ModyhpNskdNMsZWm/Zdh/1In9FfO6L8KhsNs0WNwcH3d8ymeYVmBYyhQkPMxszAOfk0FjIFOEpUlcThsL8QtxLz7ZLIMfED8YisCl5MkFe5qlMHc7ju3HJfBtERRDIjkTOFcuzm8aTi+LS2+lkN+qQ+hK8EaciE/6DPfbxIwfO4+NWUbxKd+ZfmeHrYmOGTWRwHK05YQfANMUpY2NjY2NjY2NjY3Nbza2WGDzb5KZmRm43W4Ui0VQFIVUKoWgUgEe/UW/M66+D7TywKXvAcBIu4Zjz+NRtkOjIGjaUAz8KmjXBFOnHwC0arxmq/TRL/QucAAoH+zh8vvfhjd09q72UaiyCrnWA2gSzmtRSLk25BoP0kWDSXtBOigIPQmKpMLhpkGdMajVCm5+Hkw8Dn5jEwTDwDE3C/KMYdUkSSEyMWXyqY5MTMHpdGF6ehobGxv6utvtxtjYmPn9qiqePn2K0kDQ9MHBAW7evAmWtS4yHxe4hwkPFaUpksC/u5HGz1YLOKh24WIp3J4MYj7ugSApeHpgthl5sFt7abHAQVNIB50my5ipiNuUFTAId07x66TMj0GxgGMotHlj6DdBAI6jTtnjEFehK8MX5TC2GDLYchyu1Qxh3I1SF+tfFgze7ewIK5xR6y9L6+c/B7/WP/f49Q2AIOH7zu8atnO/+y7kRhNSsQgAIN1uMKk02p98AnZsDHTK6D9PutzahzN0/ZMjvhu51dLskQZRVHS//OJcYgFBEPjGQgx/9TCrC00sTeIbC0YLIB/H4M60MWtAUVRk12ooH7RAkgSi417Ep3yWgtNpVA+zulBwjKooyG+uwXPrjmGdJEnMz89jamoKsizD4TB2wJOcE0pzSKgiCBAO7R7DjI9DHhBZAM2qiAqfnKUAAJ2mdYG12xR0scAfcyI26UN+qwah2wRJMcgsJk8t9h8Tm/Sh2xRQ3GsBqgrWSWP6evTUorHb70BqPqgJzkfnUWTMi1DSjY17Rev3UxdOtDaygqFI/PB2Bp9tVnBY7yLoZvH6VMiUX+F20Pj+zQw+XC8h3+AR9rB4azZyYs7FMf6oE1ffz0DoyaBZ8kLC9K8bQRBQrVbBMAwCgQBcPhZT1/rXlSxqmUoiLyMQdyE+6QPNkCjuNaEqKsJpD6Ljo60Mz0Io6UZ2rWYQuGiWQmTMA0Wd0UXPYwiaAjsx8VKvaWNjY2NjY2NjY2Pz9WKLBTb/JiEIAslkEslksr/44O/NhfX8M2DqPcAZgNPLaoWTAUsfX9SJyPirnQp4lTi91l7mTi+DdrViEAoArZh2+GIV3je00FRZlpHL5VCv1+FyuZBKpUYWvgeR6jy6D4tQjgq7lI+F63oMbMZ7tF8F618WUDlsA6oKl4/FzM0YnN6Ld25Tfj9cN0+3jrBi6votEASB4o4WLBudmMLktZsAgPHxcYTDYVSrVbAsi0gkonccD1Kr1QxCAaDlY2SzWUxOTlq+bsTjwFLSh5XDfgHbyVK4NW4u8oc9DvzJ7TFIsgKKJPRipqTIkCw8uXuibFq7CN9eiuOvHmZRaWtFzYjXgfcX+9Y0iqLiabaBjWILDprE1bEA0oGzdTwfEwgEUBnKmCAIwjTBcXM8aAjOBYDFhA8ulka92DWEuJb3W+jUBVx+N637qJcOzJMJ7RoPvi2B82jXSnTCi8JuA/JA9zLnYRFInK8LWRUEdB8/hri/D9Lrg/P6NdAh4/eqyjL4tTXTc/mNdajSNw0+35THg8B/+BNIxSKUZhOtX/xCDzzufP4FnDdvwPPWWwPbu8EtLaL3zNga7ryhndd8VwJJErodmdJqWQqLct0sRJ3GWMiF//bWFNYLLRCE1jnOnWFaaedJGcUBf/3dp2UosorUXODcxyCN6HIetQ5oU2eMhaWT8/o1NP/pp4Y1x9ycbjHkfuMNyOUyxMMcAIB0OeH79rfNIcgWeAIOc+g2AJe/fy8kCALhFJB78RB8qwGGo9CpT0CR74Kire/xg5AkgalrUaQXgpAEBU4PY8hEOIn0XACci0a7LiCS8cAd0AQMt59FxZwLbTju8+DjGHzr0uniedzH4d/fPLs13yAEQcBxSgbPMZ2GgFa1B87DwBviLiRYvUqKxSKePXum2ye63W5cu3YNjqOQcr4jYuWjQ92yan+1gvHlMBLTfssJgYtCMSSW7iaRXa+hUxfg9DJIzga0yYK5OcjlMroPHkCVZJBuNzzvfwOk83y/BzY2NjY2NjY2NjY2v15sscDG5hjeXEgEAAhtwBkAAGQWgoikPWhWenC4aHjDX30RQel0oPR6oAKBMxWfBnF6WUTGvAYPdtpBITHtR6eet3wO39UKV4qi4NGjR6jVavpjuVzuxE55QOuw7z4p6UIBAMgNAfxaFc7L2sTCwfMqKtn+591pCFj/soDL76W/lqJMo9HA/v6+HqY7NjaGmVuvY/rmawBgOga32w23+2QrjbaF5ctJ68f8zqU4pqNu7JQ78HI0Lqf9Jwa9Dvu6u1ga6YATBzVj9/9s7NUUiIJHIcn5Bg+CAGJeY9f1Pz8v4NF+3yLleb6JP76exmTk5M9rkHQ6jXK5jHpd28+ozI/llA8kQeDRfg2irGA25sVrk5qXtlWIa7cpoFHuwR/tT/9YMrDMuRks3U0ht1FHt6V1SSdnAydOUgyjqirqf/t3Bp97/sULBP7kh0bBgCBAkCRUZWhagiTNHk9Hx8/EYmitrkJpGc+r7v0HcF65AsrXt2TxfOMboMNh8JtbIBwsnFevQgkl8PSXB1oINEEglHRj6loEdDgMwuEwZBwAWiD7RXCyFK5krO26rJBFxXCfOia/3biQWBBMpo4+W6ONVih1/vfDLS5qwdSPH0MVBLDTM3Dduqk/Tjqd8H//+5AKRagCDyaZPHOga2zCh/JB22DpE5vwwe3ve8+rioIXn/wKitLTw+Or2X3sP3uKiavXz/w+WI4Ge46m/15bxIvPcui1tC7ySraN+TtxuP0ORCe8KO23DMcdSnkMnvm/blRVBd+RQDGknllylufsPqsgv9m/pwXiLszejp/rHvAqkWUZz58/N+QstdttbG9vY2FhAQBw8KJmyrbYX60gnPGc+b2fFdZJY/KKefqQIAi433wTzps3obTboPx+EEMh9aqqQjo8hCqKYFKpkeHsNjY2NjY2NjY2Nja/PmyxwMbmmNAU0DGGzYJ1AR5jtyPnYfQu5K8SVVE0D/FnzwBFBeXzwvutb4FJn90SBACmrkbgi3I43C2CZIDppQQ4NwOKiYKkaCiyscAQjKcAAJVKxSAUANB9vSdOsBVQOhIUi3wHqdy3mqkemjtpu00BvZaoTxe0Wi1sbm6i0WjA7XZjcnISweDFgnoHaTabuH//vl54qdfrqNVquH79ul5MlkUF5WwLfEeCL8LBF3GeKmJ4vdb2DqPWjyFJAvNxL+bjo7frCBKqHRFhN2vZof07y3H89aNDlJpaoTcddOK9IduXl4EgCCT85ipjm5fwZMgCSVWBz7Yr5xILaJrGjRs3UKvV9MwPp0U3KkEQuJTy4VLK7FE+HF6qr8v99eiYB3srxgkGb9gJzm28nl0+FtM3Lv75SYeHBqEA0Hy7uw8fGsKFCZKEY2ERvadGCxvHwoKpyGbYf9HCAkZVIZVKBrGAoCg4r1+H8/r1o01UPPtVVhMKjp5TybbAcBQmlsPwfvA+mv/0T1Clo4mgUBCu11+3PoZKBd379yHXamCSSThv3HipDmJFUaFaTMjII8J5T4PlnJh7/S42730OSeBBECQSM3OIjE8athPzebQ//hhyuQw6GoXrjTfAxMyhztz8PLj5+ZGvRxDEucOgAc3C5dI7KVQP2+DbErxhzmQv1KpVwHfMomMlu3cuseC87D4t60IBAIi8hK2HJSy/kwLNaMddOWij1xbhDXHwx06/T35ddBoCNu4V0G0KIEgC4bQHk1fCIE+xH2rXeINQAAC1fAflgxaiYy9n4XNRWq0WRAvf/8HfZ/2aHkCRVXQbApgTsi2EnoTsWg3Ncg+cm0Fy1g9P8OXyQ0iHA6TDLBop7Tbqf/03fSs1Jwff7/3euf9NY2NjY2NjY2NjY2Pz1WKLBTY2x0y+DTQPgfqB9jftABb/EKB+PZdJ7/FjQ9io3Gii/nd/h/D/+X+eqxuPF3hsHqyg3WsDPaB6P4vl5WUEg0HM3HodG198CuWos9kfSyA5r3UqdqxCO09YP4ZgSCurdBCOfpGGoq0LSiR9FCgqCHjw4IFeIKnVanj06BFu3759aof/aezv7xs6NI/3fxymK/Iynn2YBd/WXvtwHYhO+DB19eQcB5/Ph0QigVwup695vV6kUqkLH6uqqvh4o4wvdqqQFRUMReCt2QhujBtFk4CLxZ/dGUe5LYAiiJFZCK+aNi9BsbCuGQxi7oky1vItyKqK2Zhn5NQEQRAvJQYFk27Ui8bpCooh4Ys4oaoqqocddFsiWCcNoSeDIIBgwo2Jy9a+8rVCB5VsGySleecPdnqfhjzsb3+E0jR3znveeRsERaK3sgoAYBfmQfn9qPw//w8gSXDMzsL12muGa54KhyFmD037GrY5GobvSJZFxUq2jYnlMByzs2BSKQh7eyAdDjDj45bTTHK9jtpf/Hc90FTMHkLY2UHgT/7kRJHjJBgHBU+IMwXxBpMXC6FVFBXdphckewuQu4hOBDB+JWEoZsvNJur/43/qAazCzi7EwxyCf/qnusXQ1wFFkYhkRheiadb63Bu1fhqqqgkzw4VzRVFRy3cg9CT4I07T9QQAnToPkZfBcjQoijR44EuiDEVSwXDUS4kGCs9DyudBer2gL3BPUBUVa5/ndV99VVFR2mvC4aKRnj95f82ydX5Ks9w7VSxQVRVQcWaLp7NynKGhDt1rHQMFeaeXNQVOEyRxYmODoqhY/TiH3lEYebcpoF7s4NLbaX2C5VXS/vhjg9CpdHto/vSnCP7oR+eemrSxsbGxsbGxsbGx+eqwxQIbm2MYJ3DjR0AjC0g9wD8G0P3/YBZFEVtbWyiVSqBpGul0GqmhUFEr5GYTvcePITeaYNJpcEuLZ7Ko4Dc2TWtqj4d4cAB2hAe+FZubmwYrHFEUsbq6ijt37iA6MYVAMoVGsQCH0wV3MKS/n2G/+GNGrR9DshSYtAfCvrFgyk70nxeb9GH7kdHfPxB36X7SxWLR1EmpKApyuRxmZmZOeccnw/PmYungen6rrgsFxxR3GohP+kA5VCiKAo4z208RBIHFxUUkEgnUajW4XC5EIhFQFyyeAsBOuYNPt/qd8KKs4l+eFzEWciHiMRYKCYIwrX3VhD0OuFgKHcFoozMe0gq8+UYPf3lvH/xRd/gvXhTxh1eTmI6++pyP6LgX3aaIwk4DqjIQ4kqT2H5UMtgUUQyJpbeScHmtP6/seg37AxMIxd0m5m7HEYifrXDNpFMASQBDnfJMxhyMTTAMPO+9B/e77wIAug8eoP2rD/XHO1/eg9xuw/ftb+trrps3IWxuQRm4rp3Xr4E6JWCdpEaIdAPrpMsF7sjaZBTdx090oeAYqVSGsLMLx/TUic89ienrUax/WUCnrl2LvogT48unhwRbsb9SQe6oQ5xmOFSyPZBk2TAxwq+u6kLBMaoggH/x4lz5J3xHxMHzGppVrTs7NRc4d8jvSTg9XgSTaVQPDwzrydnRkw6jyG3WkV2vQeJleEIcJq9E4PKxkAQZqx8fotPof6+9tgTObfytImkSFGMWGXaflPUgXZffgenrUUPBeb3QxKP9OiRZxWzcg+sZa2uv3vPnaP3zv+jfi2NuDt5vf+tcIlSnIRgCeI+pZNunigUOt3VxffhzGERVVeS3Gvrn6o86MXElYppYuigcxyGRSODwsC8QEgRhmPBLzQVQL3YMkziJKT9YbvRx1wsdXSg4RpFVFHYaljZDL4uws2takxtNyLXaqUKnjY2NjY2NjY2Njc3Xhy0W2NgMQhCA33okfmVlBeWyZlPE8zxevHgBgiBO7ByXGw3U/vzPoXS1bkV+bQ3C1iZ83/3uqSLDqOkBwiIvQFFUdOo8aJYyFSiq1app+16vh263C7fbDYZ1IJw2FzF9Ph9SqRSy2X6KZSAQQDxuHULJ8zxIkgTDMOAWQiBdDKRCB6AIsBkvmFi/0Bod90JVgcJ2A5KoIJhwYWyxXyyQZetw3lHr5yEUCpk+E5IkETgqtLbr5gBUWZHx4P5D8IomgPh8Ply6dMlklXPcHT/cIb+aa+DBbg09UcZMzIM7U2Gw9OmdlFsl67yDzWLbIAyoqopeS4SqauHVX5cVCEUS+PalOP7u8SFEWSuMhz0s3pzRCry/eFHUhQIAkBUV//y8iMmw+5X6fyuKikaxC1+EQ2LGB0VSwbm1ENdeWzTlGciigtxGA9PXzVZDsqTgcL1mWFMVFQcvqmcWCyiPB5533kHrl7/UBQNmLAPnlcsjn3P8nfUePzY9xr94AeXtt3WbH8rnQ/A//Uf0jrIL2IlxMGPma3gYlqMRTLhRzRnPq9iE2dbpJJTWiMmJ9ojclzPCuRksv5NCry2CIIgLF1tVVUXRIv+gnG1h4koY1NG1NywU6M8/IQR5GFlWDMGyfFtEs9zF8jvplwpsH2b+jbew9+wJKgf7oFkWydl5ODwJ1Aod+MLcqfY6gFYs333at9prVXp48VkOV9/PILdZNwgFgHYtSKICekAcSEz5QA29Vm6zbrjGOnUea1/kcfX9DAiCwLNsA//wtD9xdVDrot4RDUHpgJbP0/zZz4AB6zB+bQ1MKgnn1aunvr9jRoli1BnuuYG4C+6AwzCBwzppRMdHXyPlA+PnWi928fzTHK5+I/PKpgzm5+fh8/lQKpXAMAyi4ThcDg9UVQVBEHD5WFx+L4PibhOSICMQc8EfO9kWTBKsLb5E/uV/Z60gPR4ow5OJJAGSe3XCmo2NjY2NjY2NjY3Ny2OLBTY2Z6Db7epCwSAHBwcnigXdh490oeAYYWcX0uEhmFPsaZxXLkPY3jas0dEI6GTSsNYod7FxrwjxyPolmHBj+mZUL+g4HA4IQ8UvkiQNIcWyLEOWZTBMv9BMEATm5+eRSCTQaDTgcrkQDAZBDtkF9Ho9rKysoFargSAIxGIxzM/PwzHhg2NEEZIgCMQnfYhPWj8eiUSwublpsl2IRl/ehz+dTqNWq+nfJ0mSmJ+f1z8Pl59FvWAsaJQaWTgcIhiH1t3aaDSwsrKCmzdv4jSe55r4+8f9QtkX21VU2gK+d/10n2YHY13ccg7kFghdCWtf5PXiljvgwOztuD6lcVaqbQE/f1HEXkULWn5tKoTl1OkBtdNRD/6/70xjt9KBgyYxFnTpQsBh3Wzp0eiKaAsSvByDZk/EL9dK2Cl34OFovDYZxGLifIXrbkvA809yerGWdlBYeD2hF+kGPdcHGbUu8rKlT36vbb39KJxXr4KdnoaYzYLyekEnjBY4UrWK3qNHUDodsBMTcCwugiBJKFaTL4oKVTLmgJBOJ1w3zt79fsz09Sj2VilUsm1QNInYhBeJ6fN95uz4GPi1NdO6VRhyp9NBpVIBy7KIRCKm+8cwBEHA6Xn5IrtV/oGqwnBPYWdm0Pnynmk7x8z0mV+nluuYgmUVWUVht4mJC05FWEHRDCav3sDk1RsQehJefJZHp64JuTRLYe61+KnTDKV9s4AidCU0Sj00K+bzzu1nER3zQuBlqKqKcMqDyJh5KqiSNYuafFtEuybAE3Tgy52K6fHHB3W8ORM2ZLAIe/sGoUBf39k5l1jg9LLwhjmTpVB04vTMAZIksPhGEoXdJlrVHpweBrFJn37vt8IqmJtvi2hWevAd5QWoqopmuYdmuQeHm0Ew6TKJLicfF4lUKoV4NIHNh0VsrtcA1OAOODBzMwbOzcDhpJFZOLttkz/qBEESpmvlrKLoeXHdvIHGT/7BsMZdugTS9dW8no2NjY2NjY2NjY3NxbDFAhubM3DRTnd5KCB4cP00sYCdnITvO7+Lzr37UFotsBPjcL/5pqHgqCgqNr4sQuT7xapqro3DdVYvGoyPj+PpUIBqKpUCwzBQVRU7OzvY29uDJEnwer16ByOgFe78fv+J1kPHQgFwZMeQz4NhGMzNzZ34/k7C5XJhaWkJ6+vrEAQBNE2/soBjiqJw9epVNJtN8DwPv98PZmCKIz7pQ+WgbbCxUB09MA5jAbNer6PX04pRtVoNHMfB7/ebuvrv75onOzaLbdQ7Ivyukzunl1N+3N+tQRgI7/U4aMzF+wW77cclQxdsu8Zj+1EJC3cSJ+57EFlR8eP7B2h0tfdc7Yj4x6d5uFgaU0dBxc2eiPu7NZTbPOJeDjfGg3CyWgGNYyjMRd3oddpQFQkgtfcVdLN66PIxTpaCk6GgKCr+5/0DlI5sMHqijL9/nIODpvTXPEaUFQiSAhdr9kLfeVI2FGslXsbWIy2ElSAIuPysZUHMHbC2IHI4aTAcrYtvx1wk9JPyeEBZhOKKhQLqP/4xVPGoG319A8LBAXzf/jYcMzPoPX1m2J6OxUB6Xo11E8WQmLwSeSmbEcfiIoTdvb5gQBJwv3nX5C+/v7+PtQFRweVy4fr16wav9a8CgiAQSnlMRdxAzAl6oDjNxOPwvPcu2h9/AlUQQDgccN+9C/ocouSo7mx5xPpZUHo99J48gVQsggqH4bxyxRAevb9S1a2atGOQsXm/iKsfZC48VcR5GDTL5oyC+LTfYCekqqrmjU9okyAEQYycEjru8G8L5t9JWVHRE2WDWEC6rYvGFwnOnr0dx/5KBdVcBzRLITHtQyRztmuIYkgkZ/wAThdLAXM+jxXbj8soDkxfuDZYLN5NgmYotNttrK2t6b8jk5OTSCSs7997qxVUD/viTLvGY+NeAcvvnD8kmHXSmLwawc6TshYQT2j5LJH0xe41qixD2NyEVK2CSSbBZIzno2NuDn6G0W3MHLMz4K5cudBr2djY2NjY2NjY2Nh8ddhigY3NGXC73XC5XKZw39M63ZlU0jQdAMA0HTAKx9wcHCcU3ds13iAUHFPLtXWxIBaLgaZpHBwcQJZlRKNRJI9ev1AoYGtrS39es9nE48eP8cYbb5i89kVRxN7eHur1OpxOJ8bGxkBRlC4UDFIoFF5KLACAeDyOSCSCXq8Hh8MB+gw5D+fB6/XC6zV3mrIcjeV3Uyjvt8F3RfjCTkgbOVPWAUEQyOVy2N7e1ruVg8EgLl++bDjWnmgtKPUkGX6cLBb4nQx+eDuDTzcrqLQFxH0OvDHd78ZVZAW1grnAVy90IMvKmTtXdysdXSgY5MlBHVMRN7qCjP//53t6cPF2qYO1Qgv/x51xMBSJ6uEBNr78DEK3A4pmkFpYQmbpMu7OhPE3Dw8NIchvTIdBUyT2Kh1dKBjk0X5NFwtUVcVHG2U82NMEk6jXgd+5FEfMx+mPN0rm6YVOnYcsKqBZCixHI70QxP5KBZIsQlZkeP0eJGetC4EESWDyShjrXxZ0gYF2UBhbenWe2t1793Wh4Bh+9Tmk27fhvnsXSqul+3tT4RC8v/PtkUVgoSuhXuyCZkn4Y65Xau80CoIk4fvO70J67bbmNx5PmAKBBUHAxsaGYa3T6WB3d/fEe8Ox8MOeczLG8DoNAf6IE0JPRqPUBVQVgbgLU9fM92vn1avgFhcht1qgvF4QDANVUdB98BD8cy10mltaAnftmuV3EIg7sfPUnOgeSFysW1oVBNT+8i8hV45ExvUN8M9fIPAf/gTk0fRTrWgOmec7Inpt8cSpjHDGg1re+FyGo+GLcODcDKqHbUgDhf1QymMQCviuhPWBKSZPkMPsrRii4160qsbr0BPi4PRq97fJsAsrh0bhJuhi4Hca739MOg06FoNUKPQXKRLcOaYK9H2xFKauRTF17dxPPTeRjMcktDhcjD7p0a7zBqEA0M7RwnYT8WkvHj58qP++dLtdrKysgGVZhCx8/CuH5imOdo0H35XOPU0GANExL0IJN9p1Hg4XDccpAvYoVEFA7X/+T0j5/nfnWFyA91vfMlw37OTkuTKXbGxsbGxsbGxsbGy+fmyxwMbmDBAEgeXlZTx79gztdhsEQSAajWLylP/o5a5cAb+5CSmX19dcr71m6sC9KPQImxqaNRb6Q6GQZeEhn8+b1gRBQLVaRSTS7zxWFAUPHz5Es6kVfGq1GorFIq5evQqCIEx2QadZjZwViqLgdrtP33AEpVJJF0kikQgymcyZjo1mKMSn+tYs6V4am5vGwOlAIGAQCgAtHyKbzWJ8fFxfm4l58MW2cbrAy9GIWoQRK4oKSVHBUIReYIl5OXz3mvUUCkEQoGgCsmj8/CmGBHn0vRzWe9g9shaaj3vBWAgIsoVlCwC9yP80W9eFgmMqbQFr+RbmQiyef/RLKIpWZJQlEXtPH8HlD2AmPYb/dGcMT7MNKIqK+bgXY0fhx9KI1zzOPtBet4HPBgKei00e/+tBFv/t7SlQpPYZsRxlsoGhGBLkgD95fMqLfG0X+d0sSIoA7fKDF4NgOWtbkmDCjWvfHEM11wFFEwjG3aZQ15dBrtct15VGA3QwCP8f/RHkRgOqJIEKBkcKBcW9JrYflXRRg/OwWHwzcWKo6UVptVrI5XK64BgKhUCHw6DD1lY7zWYTimLurq+PeO9CT8LmgyIaRa3o6os6MXMjdqL9yzCKomLjXkHvvCZIAmNLQUTHvKZ74iAEyxoCVjuffGKwJ2r98ldQejzcb9wxPdfhYjB1LYLdp2XIogKCJBCf8iF4QbGAX1/vCwVHyLUa+OfP4TzqwmY5GtKQrzxBEpbvsdMQcPCiik5dgNPLIDrhQzXXNgQckxQJzkNi+d00CjsNCF0J/qgT4ZSxw3z7YdEwxdSq9rD9pIS523HIsoL8ZgOSKCMQd2H8Ulg/b9+ei6LcFlBoHFmlOSh853LSMiTe/70/QueLLyHu74PyeeG8eRNMzJht8JtGZMwDoScht1mHLCrwhDhMXY3oVmiDn9kg7TqPSkU0CdEAkMvlLH+zKYqEhCEB+oTpjrNAMaRul3RReisrBqEA0ARQ5/LyqVOUNjY2NjY2NjY2Nja/WdhigY3NGfF4PHjttdfQ7XZBUdSZrDRIlkXg+9+HuLsLudEAk8kYilIvi9PLwh9zmTz2BwvdJzGqCDm8XqlUdKHgGEmSUCwWEYlEUCwWDY8lzzg58VVSKBQM9kv1eh2dTgeLi4vn3tf4+DgIgkA2m4WiKIhGo3C73Zbh0dVq1SAW3JkKo9IWsFnUCpg+J4M/uJI0FXce79fxyWYZLV5CzOfA+wsxpAInF3AIUst+yK7VDOuxCR8IksAvXhTx5U7/GL/YruKHtzNwscZb/0TYBSdLoTtkFzIf14rpjZ61X3+jJ6JyWNSFgkHK+7sIp8cQ83KILZgtfDJB54jX7BcoV3NmL/AWL2G/2sFEWBORUnMBbD8qGbZJzgYMn+/u7i5qzTI8Qe2a7fW6ePLkCe7cuWMQj46DoimGBMvRIzM1XhYmlTJ2TwMgaAr0QFGU8p382rKoYOdJ2WCv1GsJyK7VXspiyIpqtYpHjx7pxf9sNouZmRnDeT7McPj3Ma4R/uQ7j8u6UAAAjWIX24+1QvRZKe40DRYtqqJif7VqKnqfhCrL6D4yh0x3Hz2C687rlvfM6JgXoaQb3aYAh4s5l8AxzCghSa7115MzfmzcM54/0XEvmCGxQORlrH58qE8L8B3t3L78Tho0R5kmjxxO2hA0b3h9SUG9aJ5iquW7UFUgMeVHYsp6WsfjoPF/vD6OXKMHUVKRCnCgKeN1164JaJQ6YJ00gm++Cc85/Px/3RAEgfR8EMnZAFRZNQmLo4KunV4WimIdpm0ltAFAbNKHvWfG/KRQ0v1S59yrQLRoPDhet8UCGxsbGxsbGxsbm98ubLHAxuYcEAQxstg18jkk+crH7nu9HsrlMhiGwfT1CA436qjlu2AcJOJTfrj8Dmw/LmndpD4WyRk/OLfZXiCRSKBUMhZaOY4zZQNYdT4ery8uLoJhGBQKBVAUhWQyeWIR8etid3fXtJbL5TA1NaWFPncllPZbkGUFoYR7pIc9oH3v4+PjhvdlZb8EaJ/fICxN4nvX06h3RPCSjIjHYRIKdssd/HSlX2wpNHj8j/sH+P+8PWXw9LYiPR8ExVC6P3sk40Fi2o9qWzAIBYA2DXB/t4a3Zo3FZIYi8UfXUvjpSh7llgCWJnFzPIjFhCYWjIdceLhnLmKOh1ygmi3L4yKpk39eGIrEd6+l8A9Pcqh3RVAkgasZP66k+wXHUfVCcqBgG5vQwkdLey0thDXtQShlnEYZFrMA7RpqtVp6Pke7rnl/91oiQBAIp9yYuqZ1Xb8KVFWFXC6DYBi4bt+CuL8HqXRU9CMIuN9+B6TTCUUQ0Hv6FFK+ADoSBnf5MkjOLLa067zmMz7EcKjrq2Bra8tUvNze3kYqlRppD+ZyuZBMJnF4eKiv0TRteW9QZAXVvNlap5rrQJGVM38HdQt7HlVR0Sh3EcmcHm4LAJBlqKJZHFMFAVAUgLK+HimavFCuxTDMCKGVSfcLruG0BxRNIr/dgCIrCCbdiFuEyZcPWgZbIUATmcrZNlJzgXMdF0ESIGnSdM5RNIGzxCQQBIGk31pA2n9exeGA4Mmt1bB0N/VrL4CfF5IkAIsOf0/QgWDSbRCyHC4G8UkfCEoFTdOQhgLM43Frkew4jLyw04AiqQil3Mgsar/XrSqPcrYFAprllNv/1WaDDEKHw7D6V8KoySMbGxsbGxsbGxsbm99cbLHAxuYVwPM8isUiVFVFJBIZ2VX7KsjlclhdXdXtbziOw/Xr1zF+SfuPckmU8eTnB7o1S6vaQy3XweX30qbiSzQaxcLCAnZ2dsDzPILBIGZnZ01WPaOChYPBIGiaxsLCAhYWFkyPi4IMkiLO7J3/KhEEc8emqqoQRRFiB1j95FAvfB2u1TB5NYKYRcFtFH6/H8Fg0DBdQFEUMpmM9fYuBhiRUfDssGFaEyQFm8U2LqWMx6SqKnYrHRxUu/C7GMzHvUjO+I8COfvkm9ZF43zDej0VcOJHb0ygLchw0KTBrmg64sFS0oeVgeO8ORFE0s9B8aTBck4IvcGuYwLx6RnL1xkkHXDiv741iXpXBMdQJmHkcsqP7ZKxABx0MUgPTVwEE24EE6PtqobzN4bXVUXF+heFfqi1qqJ80ALnZpBeeHnLMKlUQuPvf6IHnrOTE/D9u38H6fAQSrsDdmIclNcLVZJQ//H/gHQkbvBra+itrCLwJz8EOTTJ5HAzAGH2yne4L/6zrqoqWq0WFEWB1+vV7wPDWS2AFu7O8/yJWSLz8/MIBAKoVCpgWRbRaBSNRgP1eh2RSKQ/nXVko6LIQ3ZmA3ZcZ2GU/RLjOPtnQrAs2PExCLt7xn1PTIAYcR69SpiJCTgWF8CvPtfXHHNzJsE5EHchEDcK16qioJLdR7NUhNPnh9C17vSXRuSonARJEohNeJHbMIqG8SlzqPt56LVFHK4b99lricht1l9pTsivE4IgMHszhmqug0a5C87NIJLx6LZRV65cwYsXL9But3VBbdAGcHhfVvf70n4Lm/f70ya5rQZmb8UQSl7cxu88cMvL6D1b0e9xAMBOjIMZG/taXt/GxsbGxsbGxsbG5tVhiwU2Ni9JvV7Hw4cPIctaAWZzcxPLy8sj/2P/ZZAkCWtrawaf/F6vh+3tbSwtLQEAygdtk4e7yGtd9McFBllUIMsKGAeFVCqFVCoFVVX1oo8sKui2RHBuGjRLweVyYWZmBpubm/prR6NRJBIJy+PstgRsPSihVe2BpEjEJr0YWwzpHs6vGqlYRO/ZM6iiCMfsLJiJCYTDYWSzWcN2HMfB5XLhxWd5U4fs3koF4YznzMIGQRC4cuUKDg4OUK1WwXEcMpnMhTIWzlNr+8dneTzL9ov293aq+OHtMVOhPey27ioNW2Ql9I+DgMeisEqSBL5zOYGbEwGUWwLiPg4ht2atQdE0Lr33Tew+foB6sQCnx4vMpSvwhs52/hMEgYDL2qZjLu7FN5dkfL5dRZuXMBF24RvzsXP7c6fTaTQaRkEmGAzq31W7LvSFggEqh22TWCCVy+h8+SXkWg1MMgnXzZsgT/jOVVVF4x/+wVBEE7Z30P30U3jee8+wLb+xqQsFx8i1GvjVVTivGZNaHU4asXEvCgPBqSRFIDUbGHksJ8HzPB4/fqzbjTmdTly5cgVutxs+nw/lstH6hGVZOJ1OdLtdrK+vo1KpwOFwYHx8HKkj2xGSJJFIJJBIJNBoNPDw4UO9g3p9fR2XL19GOBwGSRKIjnuR3zIWjaPj3nPdM2KTPpT2W1Dk/rXtDjjgi5yv49/z/vto/N3fQSpqU1d0LAbP+9841z4uCkEQ8H7rW3BevQqpUAQdCYNOJE4tyKuqitWPf4lqdl9fo1kPFHURJGUUKU8S1k5ibDEEmqVQ3temiaLj3pGWd/lGD59uVVDrCEj6nXhjOgQvZxZL23XeJHgBo33+z0Oz0sPB8yq6TRHuAIvMYsgQ2Pyq6TYF5Dbr4LsSfGEn4lM+UEfZKQRJIJRym6aeAC3/5rXXXoMgCKBp2iRutus8irtNyJKCUNKNQNxlOB80u62KcaeqtvZ1iQUkxyHwJz8Ev7ICqVoFk0zCMTf3UkKSjY2NjY2NjY2Njc2vB1sssLF5STY2NnShANC8htfW1hAKhV5Z0O8xnU7HZFcAGENDxZ758eN1RVGx+7SM4m4TqqLCHXBg+noUTi+r/0d9fquBvdUKFEnRio/zQaRmAxgfH0c8Hke9XofL5YLHY+0Drioq1j7Pa3Yu0CxGcht1sByNxLR1p+vLIOztof5XfwUcebf3VlbhfvMNTF29ilarpReJWZbF0tISSJJEp2GeOpBFBUJHgtPLoppr43CjDrEnwxd1IrMQtLTEoCjKZE8EaL76z3MN8JKCuZgXUe/JdhCXkj6DAAAADobEdNRY6MnVe6btSi0Bj/breH3K2IUb9TpM0wBejsbN8YDp9TuCBFFS4XPSJxZ3Yl4OMa+58Ko43PAuv44pDwsH/Wq7r69mAriaCbzUPhKJBFRVxf7+PnptAW42gKnMpP44xVi/52HvcbleR+2//6VmSQNAyhcg7Owi+B//A4gRHfZyrWYKrAUAfnPLJBbII6ytRq1PXAnDE+JQy3dAsyRiEz64fCxK+03ktxqQRAXBhEuzqqJPvhetra0Zckm63S5WV1dx69YtTE9Po9ls6tM6BEFgbm4OAPDo0SN98qDb7eL58+dgGAbRaNSw/42NDcO9a/A+SRAExi6FQNEESkeF6EjGg9T8+aY6XD4WS28ltYJtR4IvzCExc/7Od9Lrhevtt8E/eQLS44Hz9m1QFlZQF0XYPwD/fBUA4FhYADs0jUQQBJh4HMwIKxor6vmcQSgAAElowRttgu9Gju7nJNLzAXhD5vci9LqoF/JgOSd80ZjlZ0aQmhh1miBVaQv4iy/29LDyckvAXqWDH705YQpYd3qsi/ecx3oK66z02iKef5LThaNaXkKryuPK+xlTtsOroNsU8PRXWV2EbhS7qBe7WHzzdKEH0L5zqxykerGDF5/l9WyS8n4L6fmgQcSUZcXUIABoExqqon5lIv0wpMMB5/XrX8tr2djY2NjY2NjY2Nh8ddhigY3NCCRRRmm/hV5LhCfIIZRyW3Y0D3csA1q3vyiKZwpBHsVxB/9gocHhcIAgCMNkAWAME/XHXKbAW23didxGDYXt/vG2azzWvsjjyjcyIAgC7TqPnSf9DANFVrG/UoEn6IAv7ITD4UBsIITVinad14WCQcoHra9ELOh89pkuFOhrX3yJ0NWruHnzJprNJiRJgt/v1zs23T7WFNZJMSRYF416sYu1Lwp6t2txR0S7xmP5ndSZij75Rg///ct9CEdFo083K/j2pTgup0e/97GQC9++FMcnm2U0exISfg7fWIiapgUKI6yFRq3/7nIcszEP9iodeDkayyk/nAOFMlFW8E/P8niRb0JVNYHh968k9amB01BVFT9/UcTDvToUVQVLk3hvPnrie/0qkSUFnYYA1knD4TT+vCWTSahtJ/bzVUiqiucf5xFMujFzMwanh4Uv4kSjZDwnhm2puk+e6EKB/prVKoStLTiOiufDEAxraRdEOMyfMZOy9qunB3zsVVVFry2CpEg4nDQiGQ8imb5wV9pvYvN+fzoht1EH35Yw99rJhefhyQFAu7fxPA+Px4PXX38dpVIJsiwjHA7D6XSiWq1aWhQdHh6axIK6RXBvt9uFIAhwOLQcj8xiCJkRAbtnxe13YObGyfeo02j/6kN0HzzQ/+bX1xH4wQ9AjRBIjxG2t9H+7DPI9TqYVAruu3dBD1m49VZW0Pzpz/p/P1uB54P34VxePvW4WlUepX3tWg2n3fCF+/f9dr1m+RzOLeLSW+PotUU43DRoiwyUwvYmNr78FOpRLoUnFMGld94HzV6sC//xQV0XCo6pd0VsFttYSBizI1w+FpExr565Ami2UcM2O+eltNc0TJgAgCTIqGTbX0lweX6rYZpWa5a7aFZ6hu/pvBy8qBlCzAHgcKOOxLRfFzMpmgTnYdFrGe9NLr/jaxMKbGxsbGxsbGxsbGz+9WCLBTY2FkiCjGcfZvWid2G7gfKBC/Ovx00FY7fbjVbLGPLKsiwY5mKdkaqq4nC9jtxWHZKgIBB3YuJyBA4nDYfDgUwmg729vp82SZKYmJjQ//YEHUjNBZBdr2sFSoJAYsoHX8SJ3acV0+v1WiI6dQHugAM1i5BRAKjlOmcueIwqTgyu810JfFuEy8fqvs0XRa6au7ZVUYTSboMOBvUA20EyiyG0aoeQxX5xZ2wpBIoiNVuXocJup86fuejz4XpJFwqO+cVaEQsJr6mrdpDLaT+WUz7Iigr6aLtmT8TjgzpaPQkTYffIIn7kyFqo2RNxUOvCyzFI+TnNKzvmwWzMusj5yWYZz3P9Il2xyeNvH2XxZ29MnEkYWSu0cH+3pv8tSAp+upLHWNB1lNHw6ug2Bew/r6Jd4+H0ssgsBA2h1OVsC9uPStp3ShCIZDyYuhrRz7tuS8D+ivH8rx62Ud5vITruxeytGPZXq6jmO2BYLSh8sAgPAIpFYfykdQCgPG44ZmfAr60b1p1Xr5m2ZTIZcEuL6K2s6mvs1BQcMzP6e9j4sqBPxvhjLszcjBoKwPkts3hZzbXBd0Q4TvhOGIYxBZmTJKkLbAzDIDkUvjscenzSusvlQrvdNqwxDHPh++RXhVyrGYQCAFCaLXTv34fnnXdGPk/M51H/m7/V7x3C5hakQhGhP/tTEEfvUVVVtD/91PTczqefgbt06cRrrpxtYeNecUDEbGDqWhTRca347hmRK+MJhEAx5MgAd1HgsfnlZ7pQAACtSgnZFysYv2w+R89CV7DOROiOyEqYuhZBIO5Co9gF66QRGfOMzJ8Y5PDwEHt7exAEAeFwGDMzM2CPBA5ZMlsbaevW5+zLwlt09gOA0D1/PsQgvbZZeFdkBUJPgpPR3itBEBhfDmH9i7ye+0FSJMaX+8JbNdfG4XodQk+CP+pEZjH0WxcgbWNjY2NjY2NjY2Pz9WCLBTY2FhR3m6bu+Hqhg0apC3/UGCo5NTWFJ0+eGLr9p6enL2xBVNhpGvyHa7kOhG5e72yfmZmBz+dDqVQCTdNIpVIGSyCC0Dp0oxM+dBsCnF5GLxKS1MmF/GHblWNotr/ebrexubmJZrMJt9uNyclJ+P39LlCXj4XL70Cnbiw8Rse8UFUVO0/KKOw0AVXVCxrnCRY2HVsyCWFzy7BGulygLESCY9wBB668l0H5oAVZUhBMuuH2a8W0QQFhkFHrwxSaZq9tXlTQ6IqGvABJVrCaa6LY5BHxOLCY1MQE+ug7qrYF/P8+30PvqMD2NNvApZQP83EvXuT7Bf6Ai8G1TAAP92r4l+dFKEfnYSboxPeup8GeYD/zIt8yrZVaAipt4cRsg2M2i23TmqoCW+U2rrsCpz7/GEFS8OlWGRuFFhwMhRvjASwm+t+fKMhY+egQ0lERUuhKaFZ6uPJeGg4XA1GQsfWg2A/IVVWU9prwBB36udUoWU9f1ItdRMe9oFkKk1cjmDzhONnxCUPw7DHMkA3VMN5vfhOUzwd+fQMEy4K7chncpUum7QiCgOeb3wS3vAypUAAVDoNJp/Vpoo17RYOFVr3Qwf5KFZNX+/kQkmB9nkqigpO+0bGxMayvGwWNZDIJRQQUQrOwGSYQCIBlWVOYeNzCPmdqagpPnz413CenpqZOvU+qqnqseY4spquKim5LBM2SZyoyn4RUKlmvF4qW68f0nj41iYxKqwVhe7s/dSLLUJrma05pt6GKIogTOvkPnldN+99frSKS8YAgCfiicYQz4yjv7+qPuwMhRCenTzzuZqkERTEXtGv53IXFgumo22B/Bmjf31S4b6vWFWTUuyJCbhYsTSKUdJ/LXz+fz2N1tS+q5XI5dLtd3LhxAwRBIJhwmTIwcLSuKipkSQHFkK/MU98XcaJeMIqGBEnAF345+ypviEP1cEhkc9BawPkAgZgLV98fQ+WwDRBAKOnWr4V6sYO1z/P6tsXdJtp14czTcsf0XrxA54svoDQaYNIZuN9+yzQ5Y2NjY2NjY2NjY2Pz248tFtjYWNBtmrv5jtf9RncNRCIR3L59G7lcDqqqIhaLGYrn52XQjuGYTp1HpyHA7ddsiGKx2Kl2QA4LK5bouNcUHOkJcXB6tcJDOO1B9kVNL8oCmoAQzmjdq6Io4v79+xBF7fPheR71eh23b9+Gy6WJKARBYP61OHaelo+81Ckkpv2IjHlQOWwbbJAUWcH24zJ8ESc498U6jN1370LK5fvd3RQJz3vvgqBO7ppknTSSFt7bgYTLZEdDMSR8kbNNVkQ9DuxWjEUjB0PC5+y/P1lR8eN7Bzio9V/nSbaOH9zK6NMHX+xUdaHgmGfZBn70xgQWEh7sV7sIuFgsJryQFNUgFADAfrWLh/s1vDY52taFHSEeMaf42x/DjRCXnENWJ5W2gGZPRNzHmayVAODvnxwOCA8i/v5xDgB0waBy0DackwCgSApKey2kF4JoFLt9oWCAWr6jiwXD18Ixo9Ytt52fg3iwj97TZ9oCRcJz9y6aPIvCpzmoiopQyq0F8w4U4QiGgfvuXbjv3j31NQiCAJNMghnq4he6kkmAA4BKrm0QC4JJF3IbxiKpw82cGuyayWRA0zQODw+hKAqcZADtHQYPnu+CZilkFoMmUY+iKFy5cgWrq6tot9ugKAqZTMYy+DwajeLmzZuG+2TwlEJjo9TF7rMKOnUeDjeDscWQKSC2Ue5i835R82w/miiZvBo5dwi2/p7CYct1OnpyYLcqWneWq2L/t4SgadCxGKRCwbRv4oQJC1VRLa3dRF6CLCmgWUq77955C9WJKTRLJTh9PoQz46BGZGkcw40I5x61fhbmYh5cH9cETFUFWJrEu3NR+F0MVFXFxxtlfLFThaxc3LpsOLwe0Kyu2u02PB4PfBEnxi6FcfCiCuXoMxq7FEKrwmP1oxxEXgLnYTFxOQx/9OI2QcfEJr1oFDu6vR1BEhi/FAZ7jvuLFWOLIbSqvJ5FRJAEJq6ELc9v1mmdC1TYtv43RavKW+ZXWCHs76P5D//Y/3t7G1K5hNCf/dnIvBYbGxsbGxsbGxsbm99O7H/h29hY4AqwwL7Fut+64ObxeDA7O3umfTfKXeQ3GxB5Gf6YE4kZP6iBrl3V2j0BGLV+DqLjXiiyivxWA6IgIxh3YXw5rBc2GZbC0t0k9p9X0akLcPoYpOeDekG1UCjoQsExsiwjl8therrfwco6aczdjkNVVUPRtJ43FuG196WiVuggMWUucijtNrqPHkEqlUFHo3BeuwrS6dSsmjbqKO40oSgqgrf/ADG6AkKRwE5NneotfhLxo4mM4l4LUFUwDhrTNyKnBsQec3c2jNy9nsGK6K2ZiMGCaK3QNAgFgBZe/DzX1Itm1bY5hBkAal0RszEvZmN97+/nuaZBKDhmt9w5USy4kgngn1eNhcvpqBs+7nThRlVVXM0E8GTIn9znZPRgZllR8ZMnOX0SgqVJfHMpZpgaqHdEywmF+7s1fTtZsrbykI4+48HJl0EGLa78USfcAYdBLKNZCrFJr9VTTecuoBXyvR98ANfNm5BrNdCxGMplGVsDXbuNUhe9tojxS9ZF54tCUqRl9gE9JNik54PotUXUcppg5XAxmL1lHVg7CEEQSCaTSCaT4DsiHv3zPtSjjnNJkLH9qASnlzUVF30+H1577TUIggCapnXbIit8Pp+lLZgVQk/Ci8/yuu883xaxfq+AZXdKnwJSZAXrXxT6QtLRRInTy17Y854OBuG8dhXdh4/0NdLjgfPGDf1vVVUhZbMQ9vZAuj1wLMxrVlMvXhj2RdAU2MlJw5rnvXdR/6u/hnpk+USwLDzvvnvi90OQBDxBDq2qcTqG87CGaTCCJBFKZRBKZYZ3MRKXP4BQKoPKQDgySVJIzS+deR+m4yUIvL8Qw+2JIOpdERGPQxcJt8sdfLrVn5w7ti5LB5wInjErBdB+d05bT874ERv3gu9KcLhptGs8Vj861B/vtQSsfZ7H1Q8yLz2RQlEk5u8k0K7x4DsSvGHupfcJaEHPV9/PoJbvQJYUBOKuc+9XOmVaTlVV9B4+RPfRIyg8D8f0NNxvvQVyINS79+Sp6flKswVhdw+O6alzHY+NjY2NjY2NjY2NzW82tlhgY2NBdMyL8n7LUFgMZzxn7sIbRaPUxeonOb3g16r20K7xmH+934kbyXiwO9RB7PSyI4WK80AQBBLT/pFBw7KkIL/VQKPUBUEQ4NwMnN7+644q0EiSdVftcAGMdlgXdRmL3AKF51H7y7+EXNcmEYTtbfBrawj+hz/B4U7HYNVU2JUgZ8IvHWwKaIW5qWtRpBeCEHkZTi9r6OKUaj1IhS5AEWCTbpBDPvBJvxM/enMCK9kGRFnFXNyDuM943pRb1kJAeUAgSPg5k6BAEgTiPrOZjG9E9+rgNIMV1zJ+qKqKh3s1CLKC2ZgHd2e0Duq9SgdPsw0AKpaSPkwcWYhU2wJ+/qKInXIHHo7G5ZQf9Z6IWkdEKuDEnemQLow83K8ZLJMEScE/Ps1jPOSCi9WOmR8hBPADUxWBuBv7q+ZsimBcm2bxhZ1w+ViDRQ9BEoYgU4IksPBGAvmtBpqVHjgXg8S03+TjXy92sLdSPZrkYTG2FDJNlVCBAKhAAABw+KlZVSxsN5CeC4609boIjINCOOVG+cBoYxMbCmulaBLzryXAd0RIogKXjz1VKBgOU6/mOqZQVQCoZNuW90CCIAxh7oqioFAooNlswuPxIBaLnSgiWFHJtk0BtVBVlPdbuljQrPRMEyfa8bdfKiDX/c47YCcnIezuaZkTi4uGwmn7w4/QvX9f/7t770v4vv99uF5/Hd3796CKEkiPB55vvAfSZbStYxIJhP7Lf4awuQlAy6QY3PcoxpdDeP5pTi/wkhSJicvhV2KjM//G28htrKGWPwTLOZGcW4A7YJz6qOU7yK7V0OuI8IY4jC2FTp0G83IMvEPC40bBbMOkqsBmqYVb7rOHW0ejUTSbxo55juPg9RrFP4oh4Try9i8fmEVJRVYME0gvA0Fooo5n4KPjOyKy63W0azxcPhapucC5p+gomkQ4fXEBPJh0oVk2/pbQLAVvRDvvek+eovXLX+mP9Z6tQG42EfjjP9bXVHnE5IxkPYVpY2NjY2NjY2NjY/Pbiy0W2NhYQNEklt5KoZpro9cS4Qk64Is4X7owk9usmzqDa/kOOg1BtwmJT/og9mTkdxpQJAXeMIepq9ELvXaz0sPeSkUvVGQWQydaLuw8LqO03y/AHNuZHHdJh8NhbG5uGnzHAa1wcxZi4z4UdppQBrruHS4GwYTLtC2/uqoLBcfItRr49XUUsubCSSXbxsSy/NKBycewHG3q4OR3Gui96BethZ0GXLfioP3GAr6PY3BnenRnuVXBf3j99mQQW6U2KgMCwpszYVPxDQASPg4TYRd2yn37I5YmcWM8AADoiTI+3ihjq9SG20Hh1kQIszEPCILAjfEgbowbC4NPs3X849N+t/zKYRMfLMZwOe3H/7h/gHpXKxA1uiLu79Xw3WspyxDl7ZK5OCcrKvYqXSwktKJexOOAz8mg0TUWnWYG9ufysZi8GsHeSgWyqPnnp+YDehFfEwKSOHhRRaPUg8NFIznrN4S6yrKC8r52PXuDHKITXtP322uJePFZXi+Ut2s8XnyWw5X3x0baFYm8uYimyCokUQbFkFBVFc1yD/ViFwxHIZL2XPgcnbwWAcvRqBy2QVIEYhO+kZMRDhdzYkYBoImDu0/LWhGV0ETSsaXgCSHlpx+joih4+PAharWavpbNZnH9+nVLwcBqguMkBu88FG39OZ51CmgUBEGAHR8Ha5FFIdfrpgBkudFE7ygA2XnjOpR2G5TfD2JEHgPpcIBbsu7cVxQVQlcCw1GGiTNPkMO1D8Y0IUdVEYi7wLAkDteeo7S/A4qiEZ+eQzgzdu73S1IUUvOLSM0vWj7eqvJY+6J/XVQP22jXeFx9P2OZZXESVjZkAOAY8V2OYmxsDN1uV7e1crlcuHTp0okZGK8onmAkfFeC0JXg8rGgaBKSKOPZh4e6hVCnzqNW6ODKexkwDgqqouLgRRXF3RZUVbMwG1sKWZ6/zUoPh+s18B0JvqgTqbmApchuhWlajqMxcyOqn1+9p09MzxH39iHXaroo6pibM2UDESxrmpyxsbGxsbGxsbGxsfntxxYLbGxGQJIEwqmLd/NZIfLWXdSD6wRJYOxSCOmFABRFhSKpyG3V0WuJcAcciE/5QI8ouAwidCU8/zSnF+b1wud7GXAec8FZlhSUs+auz+JuE2NLIRAEAbfbjYWFBayvr0OSJFAUhYmJiVO9x4/hPAyW7iaRXauBb4vwBDmk5gKWBSe50bDYg7YuS2ZxQVVUKBbd0K8KVVLAb9aMa7IKfqMG+qY50PUkpiMeTEXc2Boopo+FXJgbsBZysTT+9M44NopttHgR4yE3ol7r8i9BEPjutRQe7dewW+nA62BwYzyAsMcBVVXxvx4cIFvTLEzqXRHZWhZ/fCONqYjZl/zYU3yYT7fK8DlpXSgY5Gm2bikWHE8PmNf75y9JEviDK0n87eNDXTCYjrpxZyoMVVGhHgVhxyZ8CKc96LVFCF0Jhxt1ZNdqcPsdGFsKwhPkMHnF2ldeVVS8+DSHZrlv41Lca2L5nTQYR/9YSgctU0e9IqsoH7SQssi3ALRg0+EAUs7D6l7leysVQ4ZAbqOOpbdSJ2YlqIqKaq6Ddo2H08cglHSDpEhQFImxSyGMXTp7B/ZJbD8uobzfv+aPA2FTcwHsr1YMod4ESSCS6Z+fo4r8pVLJIBQAQKPRQD6fRyqV6m+338TBi6PiZ4TDxHLYMMUUSrqxv1oxZlEQBCIDHdbuAGuylgJgmCgZPN6VwyYeH9QgyCrmYh68NhkCNSCMyM0mug8fQa7VwKSScF6+bAodlopFS6+44wBkkmVBnhBUfBKVwzZ2npQh9iRQDInUXNAwIUGzFKLj/e9g6/4XOFzvB27X8oeYfe1NxE4JNT4vxd2G6boQuhJq+a4pQ+I0Lqd9eLBXNViXeRw05uLG+4coyKjlO1pYcdxlmtLptZoIsjTCszNwBUNwuVynik6RjAeFnabh+6MYEsFzBCtboSoqtp+UUdzV9k0xJCavRCCJii4UHCPxMkp7TSRnA9h/UcXhWk1/rLDdgCwppgm5do3H6seH+nfQbQpolntnDigenpZzeVmDIDgyb2NgYtAxNwe5WkP3/n2oogjK74fngw8ufK7b2NjY2NjY2NjY2PzmYosFNjYvSbvOawU3QgsIdvtH9/P6o05TYYtiSHiC5ueQFAlZkvH0V1m94FDLd1A9bOPS26lTOzrL2bahgx/QihqlgxYyCxbFfdU6L0EdcgJJJpOIxWLodrtwOBxgjoI5u00Bu88qaJS6cLhopOaCiGTMBWS334G526cX15l0Bt0HDy3W0wg5Oa0wM4An9Go8okehdCWokvkDUiyCR0+DJAn80bUUtsptFBo8ol4W0xGPKbSSpki9A/80GIrErYkQbk0YC8mFJq8LBYM83KtZigWKCjR75uJRm5chWLx/QJsWsOLGeAAv8k3D4wk/h0zQON2S8HP4r3cnUWrxcNAUvByNvWcVFHePMikSLkxeiYBxUKBoEhv3CnoRuVnuYvUTrct51PdfL3YNQgGgFTsLOw2k5/vXwvDEzMAD1usAxpfD6LVEdJvaBAjtoDB9PQKCINBri8htGkUvoSvhcL12srDxeR71Qn9KJL/VwOLdpKHTfJhuU8D+ahWtGg+nh0F6IWhpGdRtNY+6i92oZM2TH8W9JsaXQ1i4k8TeShntGg/OwyKzGITLx6Jd57H7tIxmuQeHS3udweu83Tbvc3i9Xuxg835R/7tR1OzZrn3Q71RnnTTmXotj92kF3aYA1kljbClkmBbRQn0TOFitolbogOW0gNdA3CwmPjlo4Kcr/WmZUpNHvSvid5c1Czi51ULtz/8cSkezaxG2tiBsbsL/7/+9YULgogHIpyF0JWzcK+gFYVlUsPesDJePgT9qfj+SICC3uWZaP3j+7JWLBfKo637YJuoMBFwsfnBrDJ9sllFpC0j6Obw5EzZMFjRKXbz4PK//ftEshYU3Evpv6+6Th9hf6XfD+2MJLL713qlhzp4gh5mbUeyvVnWxeuxS6Mwd+qMo7bdQ3Olf57KoYPNB0SDsDHLcHFDcMQcPV7JtTF5WDOJIfsss1nTqPBql3rnCma2m5QDAMTeLzudfGNaoUNBwrhMEAfed1+G6cR0Kz4P0eF6JBZaNjY2NjY2NjY2NzW8etlhgY/MSlA9a2Ljf7zTNbTYwezM2stsyORNAq8ajUdQKUhRDYvp6dKRtRnG3aepM7DQEVPOdU6cerDzHAa0b3gqKIRGIO/Vg1GNCKbepKEBRFDwDIcKKrOD5pzkIXe1Yey0Rm/cLYBzUuYoZcqsF/sUaIEtgZmbgWFwAv9rvnOUuL4PJZDCWULTO06Nj9QQ5zNw4mxXSRSFdNAiGhDoUFkn5LtZZSZIEZqIezETPPr1S74r4fKuCfLOHsNuB16dCCJ0SCtoTradZRq1TJIGkn8Nh3Vhcj3odmI644HZQaA9NyAwGFg8S93H44e0MvtiuotETMRFy4/Zk0LLIRJIEYkfZDnsrFb3LHdBsTxRZxcKdBEr7LWO3OQBFUlDJtkdmcfTa1oLO8Ho45cHhutEqjCAJhJKjvyOHk8bl99JoVnpQZBW+MKcXvLtNwVJoGMxWGKZe7BqEAkDrLC7vt0b6qkuijJWPDyEdfS9iT0Kr2sPyu2k4Pdr5IfS6ePHxr9AoaYHWLn8QIj8Bmhm6Po+O1xN0YOluyvCQLCl4/klOzwngO9p1znKUbgnlGREuPrhe3DVPMIk9CfViF8FE/97pj7pw+T0nFEkFSROW5w3DUpi8enqh/v6eOfNi9bCJd+eicLIUeo8f60KBfkyHOYi7uwarFToYhPPqFXQfPdbXhgOQL8JJORGWYoEoQFXMxXqhaxEif4SqqqgXuqgVOmCOphTYEyZcjgkmXagMTZ2RFIFAzHxcx/AdEQcvakdiE4PUXEAv9if8HP74RnrkMW4/LhmEbkmQsfesgsU3k+g06gahAADqhRwK2xtIzi6c+l7CKQ/CKQ9URR1pt3USsqSgtN9CtyHAHXAgnHajlu+Ytjtp//6jz81qEk5VVCiqikH5QrTI5QBgmdeh7+fI/qxd1ywOfRFuZHHfdfs2lFYLvefPAUUFHY3C+7u/Y7k9wbKg7GkCGxsbGxsbGxsbm3/V2GKBjc0FUVVVC10dLAaqKvZWKwgmrS0RKIbE4htJtOs8RF6GN8Sd6K/Nd6yLnHzH2jZgkFDSjYMXVWMBiiAQSo+2XJi6GsWWWtSKHwSBUNKNieXR3vvH1ItdXSgYpLjbPLNYIB4eov6//gqqePSeP/0M3t/5NpzXrkEul0FHo6AjWlGQZijMv5aA0JOgKqohpFboSjhYq6FV6YFzM0jOBiwnN84LQZHg5oLoPutb9BAMCcdM4KX3fRZ6ooy/+GJP7/ovNHhsldr40ZsT8Dj6t3JFUVFuC+AYEl6OQSrghJOl0B0qLM1Y2AYd8/5iDD++d6ALCg6GxAeLMTA0he9dT+OfnuVRbPJgaRI3x4NYSo6efkj6nfjutbMLRgBQ2jMXk+uFDoSeZA69PULoisiuVdFrS/CGOIQz/UmNUcHkw+suH4uZG1HsrVQgdCWwThrjl8KWtl2DEAQBX9j8Hp1eVjNKHxIMXCcITJ0Gb71eHy0wVLJtXSg4RpFVlHZbumXR1v0vdaFA218VvTYPT/ia4Xnh9OiO4Vq+Y1mgLO21dLEgHA4jFAqhUukHkPv9fsRifWuVURMcVsVTgiBAMS/fwTx8/gOAoqrgJRlOljLloxxjZYfmfvfdfgCy1wPHwgJI5/nO8WFIyvo9kiN+HxwuN5xeH7pN4/EFkynL7QFgf6WKw42a/nduq46lu6kTz0dA+y3pzgWQ26xDkTXP+8krYYOF1yCypGDlo0P9N6HbFFAvdnH53fSp4b4iL6NnMa3VKPegqioaxYLFs4BGsXAmseCYiwoFKx9m+2LfjmanNcpSzB9xgqZJZNdr2u8wQSA57YfvKFg4nHKbJuT8Uadp0iEQd5kERJIi4Bvx26oqKtbvFQz2aMGEG7O3Ypbvm6BpeL/1LbjffhuqKNpTAzY2NjY2NjY2Njb/xrHFAhubC6LIqmUxn2+LWlfhiOIPgBOtigbxRZymYgIAy8LkMJyHwfSNKPaeaYVPxkEjsxQ88bUZB4X51xNaQZDAmbIRAOsiH3CCrYsF7Y8+6gsF2pPR/tWHCP2X/wwmFrN8zrClgiIrWPn4EPxRx/hxkWr5nZTBD30U+UYPn2yWUW4JSPg53J0JI+DqP49Ne0D5WUiFLkATYBJukK8oUFmqVgFFARUKWRZq1vItkz1QT5TxLNvA61NaQThX7xm8/+fjXvzOchx/cCWJnzzJocVLIAhgMeHFzXELK6oj4j4O/+3tSWyV2lBVYCri1oNJ4z4Of3pnHF1RBkuRoM8ZcPqyhJIeQwYAAMiyivx2UxfGSntNVA7bmH89rtlnBByIT/kN0wq+iNPSJiuc9iCUdEMSFdAMeaGi4jGcm0Fi2mc4XtZJIzkbOApcbqFV1cLHI2Me0AwF14jwa5d/9Pk70ibmqDtbVVVUDvZMjzNcG74Ii0ZZBEFoReHjMHMrRrs09R8gSRJXrlxBuVxGs9kEDRXhUNgQPBtOe0w5DxRDImDRQf+qmIq48TRrLKyHPSz8Tq14zaTT4NfMtj5M2twBTxAE2IkJsBMTr+z4gkkX9lYogxhDkASiY9ZCHEEQmH39Tax++AuIPW2awOUPYvKq9YSD0JVwuDl03YgKDtdrmLlpfX8dfK3MYgiJGT/EngyHmzFZpg1SzbVN4rEiKSjuNTG2eHLeBs1SoFnKJEpxbgYEQYDzWH8enPtsdm0vQ2m/ZZoKapZ78C1ooeCDwrzTy8IfdSIQdyE64UWnIcDpZQ3CwvilMGRJReWwDagqfFEnpq6bJ+Si4160qj09X+Q4E2GUfVKt0DFdX9VcG9V8B6ET8hlIjgM4a2HVxsbGxsbGxsbGxubfDrZYYGNzQUiKgNPL6l7lx7h87EsVGAcJJd2oJN2G//BPTPvhDpzNBiCc8iCUcEPkZdAO6sQCzyD0URFCUVQUd5q6bUV8ymfwDD8mENUCKOUhi57zBERLBXPHqNJuQ+l0QHnPVgiq5ju6UKDvQ1ZQ2G2eOiFR74j471/uQzgqsNa7IvarHfyXu5MGP23Kw4LyvDobBqXTQePvfwIxmwUA0JEwfL/3e6ACAcN2bcF6muR4XVFU/M2jrEFQeJFvIuhmcHcmgv/29hRKLR4uloKXO7m7FwAcNDXSXoggiJHhxa+CyJgHh+s1w5o/5tI9tyevRrC/WoUkyGAcNNwuCu2qsSO/XuigWenpwtrE5TAiGQ+a1R6cHga+iHNk9yxBEmAcFBqlLvLbDciigmDCjdiE98RrW2610Hv2DGq3C3ZyEsz4OMaWQgjEXKgXumCcFCJpD0iaxOrHh2hVBgKXd5u49FYK/qgT/pixk9gdcCBsIWwcE0y4sLdSMVXzB4NbKYaBJBg/I4ahMfdaAlBJgNCKxzt6HgGN1FxAnxgAgEDcaXmdO70sNu4XIPIyAjEXYpM++L0e5J88QKNUwD4AdyCEhbvvgHN7EEy4MLYUQna9BllU4PSymLwaMYXYvkremYui1hVxUNUK634ng+9cTujnALe0CGFrE8LOrv4c12u3QY/IKHjV0AyFxTeT2FupoFXVpqLSC0FT17+qquA7EmiWhDcUwa3f/x4apSJIioI3HBl5TvfaoqXaM/z7ddoxnkVAFnnr6Z/h6RcrSJJAai6A3afGkPX0fAAA4I/F4YvEDFMyjINDYnbu1H2/LCd9VgtvJHC4XtcDu1NzAf1eMSorgGJIzN6KQRJkqCpGTmqQJIGZGzGk54MQuhLcAceJE4mtivV0UqvaO1EssLGxsbGxsbGxsbGxAWyxwMbmwhAEgfHlENY+z+se6iRFYOxS+JWN8BMkgdlbMbRrArotAZ6A40wd8sP7OIsvtRVbD4ooH/QtYcrZFhbfTJrsWyiGxNxrcWw/KqPXEkAxJJIzAQSTxk5hqVqFuL8P0u0BOzlhCg6V8kbBgHQ5QbrO3m0sCWcrUsmyjGKxiF6vh0AgAL/fjyfZui4UHNPmZazlW5gNuNAodcFyNPxR5ysTgwCg9ctf6UIBAEilMpo/+xkC3/++YbupiBsfb5SHn46psFb8yTd7lsHEG4UW7s5EQJEE4r6vrmt0vdDEvZ0auqKM6agbr0+FDCLLeUjPB6DIqing+JjYhA+RjAciL4PhaGzcK6ANc4Gs1xLhCzuhqipaVS0rhHXS8ARH+3cfU821sfZFQS+wNkpddJoCpkb440vlMmp/+WOovHYc3UeP4bp1E+67d+GLOA1F93K2ZRAKAK0QWdpvIT7lw9xrcVRzbXRqAjgvg1DKfWK4MedmMH09gt2nFUiCDJIikZoLgHPT2uSCn0ViZh77K48Nz4tNz+ihsIqiYvWTHHotrSDKd0Q0Kz0s3U3pNl40o00ebT8qodsUQLMUAgmXwe6sUeyiVeUhCy8MBd12rYL1zz/B5W98CwRBIDkbQHzKB1lSQbPkme+ZqqqitN9C9bANiiYRHfcaPttROFkKf3J7DKUWD0lWEfM6DOIpQdPwffe7kLJZyPU66GQSdHD09M1XgcvHYuFOYuTjzUoPmw+K4NsiCJJAbNKH8UshBOL95/REGYf1HvxOxpBn4vSypu53AJbi78sSiDux98xq/Wz38sS0H5ybQTnbAkEQiI579d8cgiCw9M77yG+uo1EqgPN4kZydh8P11RfBR31Wbr8DvrDzTBN/VtBnnE7j3MypNk4ARtqmOV+hyG1jY2NjY2NjY2Nj868XWyywsXkJ/FEXrr4/ptkIQJsEuGhhfhQEQcATdLwS331JkrC7u4tKpQKWZTE2NobgiIJYryUahAJA80I+3KjBGzIXtHxhJ658I61NMTCkHvJ6TOfePbQ//Ej/m45G4P/jP9asDwC4795F46//GqrUL+y733wTBHX2gnMg5sSOhUf8YJFKEAQ8ePAA7XZ/WiOTyaAnWXfRF7cb6FT7XdvugAMLbyQMHba1Wg1bW1totVrwer2Ynp6Gz2e9v2GEzQ3Tmpg9hNLp6EJJqcWj0hZwOe3Hs2wDiqqCIICb40FMhLVtRhXmL1qwPw/rhSb++uGh/nelLaDU4vHvbmQutD+SIjFxOaz57auq6Vw63sbh0tY9AYfJdgPQgq8Bs1d7dr2GpbtJy27fYw436qbzqLTXRHo+YPm8zudf6EKBvnb/Prir10B5jIVMK092AOgeFepJkjgKYh15eCYiGS+CSTf4tgSKJbD7pIL9VS03gOFozFyfBcUwKGytQ1VVRMcnkV5a1p/fKHZ1oeAYVVFR2GnAE+xbo3hDHC6/l4YkKqBoEhtfFkwF6PJBE0J7GxRtFAAaxTxEgQfDavcykiJBnvP03HtWQW7ATqecbWPudswQjNxtCeg0BLh9DlPhNOIZfR8lCAJMOm1pPfR1oCqaJU290AXjoBCd8OrFYVlWsPZ5XrfnURUV+c06nB5GD75+clDHP68WIB19H/NxL75zOQHqaFImsxjC3kDmCuvUpkdeNU4Pi4nLEeytVKDICgiSQHzSd6JYoKoqDmpdVNsiEn4O0bhr5PYUTSM1v4jU/OIrP/aTCKfcKO210Cz3Q6SDSTf8sZfLq3jVhNJu5Lcb6NT79yOXjz0xr8jGxsbGxsbGxsbGxuYYWyywsXlJWCeNxLT/130Yp6KqKp48eYJqtaqvVSoVXL9+HYEhyxsA4C0CiwFA6PaL+d2WgP3VKto1Hk4vi/R8EJ6gA7KsaKLBUcew3Gqh/fHHhv1IxRK6Dx7A/cYbAAA2k0HwP/0n9FafQ5UlOObmRmYVjMLhYjB1NYKdp2UokgIQBGITXoRS/SLJwcGBQSgAgP39faRnL+PR8A5FBVSBBwYsH9o1HrnNBjILmsjS7Xbx6NEjyLL2uVSrVTx8+BCvv/46HI7TBR7CwUGVhgrdFAmCpqGqKn66UsCTg35xdD7uwXLKh5DHAd+AnVDIzWI85MJuxRiEeW0scOoxvCz3d2umte1SB5W2gJCbhaqqKDR5dAQZqQB3ZgFD6/w+veM8NuFD5bCNdq1fHItP++Hysei1RYNQAGi5IrnN+on+/FaB3aqiQuRlS7FAqpinPqCokGtVk1gwSvh7WUGQoki4fCwOnlcN4onYk7B+v4jr31xAemEJgPZeWjUeBCHCHXBAEq2ncoYth4CjovpRN/So+4Sq0gCMEz0kSYE8rzowgCTIyG8PBQ6rKrJrNQQTbqiqip0nZRQGtolP+zF+yToH5DeN7cclQ0ZNYbehBxA3Sz3LcOnKYRuxCR9avISfrRSgDAhcL/JNZIJO/R6QnNHCdY/FiFDSfWHrp15bxP5qFc2jIPn0vNGyKj7lQzjtRqchgPMwJwpz8pGF2maxf87eGA/gGwvnu/9/1ZAUicU3EqjmO+g2BbgDDm3S7Dfs3KIoEktvJlHca6JTF+Dys4iOeU+cTrKxsbGxsbGxsbGxsTnGFgtsbP6N0Gq1DEIBoAkIe3t7lmKBJ+AASZNa0X0AX1jr1pZEGSsfHeoWP0JXQqPURTjlRiXXgSIpcPkdmL4eBVXIARYhyGL20PA3FQjA/cYdy+OXm01079+HVCyBjkbgvHkTlMfs4x4d9yKUdKPd4MG5GNOkR6PRMD0HAPy0hDvTIXyxXYWsqGBpErciPpD7HdO2zXLfQiaXy+lCwTGSJKFQKGBsbMzytQZxXr2C9sefGNa4S5dAsCy2Sm2DUAAAL/ItXEkHDELBMX9wNYmPN8vYLLbhZCjcnAhgIXGx4E9JVnBvt4atUgscQ+HmeBBjIetO355o7UXeFWXwkoy/epDF/pFXPEuT+M7lBGaixu9OlhUQgOUUwTDHgbrHRTqKIbH0Vgr1Qge9tgRviNML7+26tX93u3ayV7s/ag4XZzhayylpCdh9WtG9/dPzQTDxOORyxbA9QVOWnve+iBOhlAeVbH9yxxfV1l4F1bz5nJV4Ga0aD1/YiW5LwNrneX3CwellMXUtApIidEu1YwKJk61j/BGnoYMZACiGwsTlSzh4brY9IilKC4C/gJWXyMumKQagL1jUi12DUAAA+c06gnHXmayKfp302qLpfJNF5f9l7z+/I0nPM2/wCp+R3lt4W0C5ru7qalvt2E2KFCXNSKIkjkYz88559+ye/bN2P+zuGZnRK4kURUqURNO+u7xBwbv03ofdDwFEIhCRQKIK1d0in985PBIeREZGRkQGqu/rvq8L2bUaZq/FQTPO5+twfbvcsQgFh2yW2xbB0BMQTgy5HwVV1fDow6wpqMk9BY8/7mH5zbRl3yzPjHTeH+UaFqEAMATIC0k/koFvVuAuRVOG7/8p3v9STzkILjYyRQT36fZB5wnD0f8hmhgIBAKBQCAQCATCNw8iFhAIvyVIknNxVJadLVEYjsb0lSg2bhfNAqInKJi2FZX9ti0LoFXpoV7omAWiTr2PlU9yWL7iXLRggqMVM7ReD7W//CtoLaO4Ku/vo7++jtAPfwjaoXuf4eih/tFerxeVSsVx/fWUD9fGQ6h1jY54pa3gvoNY4PIMHp2aNqQjWz09zBMAxJdeAsVxRjCuqkFYmIf7pZcAADsV+3sDwHalg0xIxEq+ib1qFwE3h0vpAESewbuLcby7ONJbn8iP7+WwWhgUszdKbfznaxlMRuxFstmYF6WW9Zx6BAZJvwsfrpVNoQAAJEXDT+7n8H++OQOepaFIKjbvllHNGcXCSMaLyUsRxwBPTdWw+6iK4k4TuqYjnPZi4mIYLGeEdx+1ojnEPSTj43hw7HEyiyG065JZCGc4GjMvRKHrOh59mIN8kA/RbUpY/aKAhUuXQW9tQzsyteJ+5VXQov0+pCgKsy/GEJ/0oVXrw+3jzzULg+WdBZdD66zNOyWLFVK3KWFvpYaZa3Fs3ilBkVRQtOEVHz0hWBkAUnMBNCs9tKqGgEYzFKavRBFOT4JzcchvrEHXdEQnJkEzGXz5T9tQZA3BhIipS9Ez2ba5PIb4d3zqI3DwvGkUu04vQ73U/eaLBUOsqQ7XfWGXIVQdC9mNTxgWRJ4h4bieMwSRHwba14sd8C4W8Sm/4/ekluvYroGuGRkjnstnFyKOPh+s6x1HsaBSqWB7e9vMnJmenh5piuurolnp4fHHOVNo33lYwfz1xMiZDaOg6zpKOy2UdlugaMOGLJLxfOOmHAgEAoFAIBAIBMJ/PIhYQCCcE5qqoVHqgaIp+COucw3BHRVVUZBdfYx6PgdeFJGavwBvKAwACAQCYFkWimIt8oTD4aH7i2S88EdFNEqGbYUvMgiGdbIt6TQlcMeKVlJXQY/2QpifQ//JqrlOCQLEa9dG+lz9x49NoeAQrdlCf2UF4uXLI+3jkLGxMeTzefSP+MsnEgn4fEYHvsgzEHmjsCgEGIRSHouly/GOzVgshu3tbct7UBSFWCyGUaAoCuLVqxCvXrX9zi86d6P6XAz+4W4Wa0eK+bd3avjhjQl4hGd/rFfbkkUoAAz7/s+3qo5iwcvTYZTaknk8XoHF966kwNAUNsv2LIG+rCHf6GE87MbGnZLl/JZ2mqBoyjFIePdx1eJXX9ppQlN1zL003K5E9PGITfpR3Bp0nHMuFsnZk4Uq3sXi4s00mpUeVFmDPyqCYWlU9tumUGCi66hUKUz9+X9B/8kq9G4H/NQU2BPuAYqibMHH50Viym8rnPujItx+HqqsWSZjDqkXu1h4OYHg++PoNGTwIgPexaJR6mL/SQ29tgxvyIWxCyFLyCrLM1h6I4VmpQe5r8IfFU2LovTCEtILhu1RbqOO7XsDq6ZaroMnvTyW30yPXOCkaArTV6N48lnBLMS6vBzGloxn2DDhQRhRkFAVDftPaqjlO2B543vuJEA9DzxBwTGA+DB3g6IpLLySxM6DykHYOoPUXNAsQI+H3Ej4Xcg3BteWpSksx7zYuldGu25YxaVmA0NDcte+KFi/i7stLL2Rsk0iqMrollWjEBzynAs6dOM3Gg3cuXPHnC7qdrtoNBq4fv06aPqbYbOz86BimcjTNcMeKxC3WxZ1GhL2HlfN63No5Xca+ys17K0MJgUbxS4UKUKmCQgEAoFAIBAIBMIzQ8QCAuEcaFX7WPk0Z3bau7wcFm4khxZlnge6ruPxh79ALbdvrpV3tnHpvW/DGwqDZVksLS3h4cOHpmAQiUROtcrhBAaRjL27OJR0Y/dR1RICS1EUXF57JypFU/B+8AH4iQlI2zugfV6Ily6BCYxW2FCPCQWHaM2m4/pJCIKA69evI5fLodfrIRQKIeJgFXPI7ItxlHaaqBe74EUW8bQLXK8OXQiA4nn4/X4sLCxgY2MDsiyD4zjMzc3B43n2IuOFpA+fb1XR6A66joNuDgGRw1qhaNm22VNwa6eGN+bsRfaz0pacfejbh+Gquo7CZhO5jToUSUUo4cF3lxPozMfQlVXEfAKYA7HMK7AoNu1WQG6egapoqObs0xPl3RamLkdshbXSjv0+qGTbUGTVEjh9nKnLEQTjIurFLgSRRXTcZxO1nKAoyjahojnY4Byu04IA8dJFx99/lYSSHsxdTyC3blyfQNyNzEIQAEAxFBiOthV2WY4GKICmabNY2WlIePxxzixgV7ottKo9XH53zOJ/fvQ86ZoOTdVsdlJO165d66PblE+d8jhKIObGC++Po17sgmFoy0RGdMyL3Hrd0vUuuDlEDuydem0Z+Y0G+h0ZvoiI+KTPMsGy+nkB9cLgfmyWe5h/OWEKBv1OB3uP7qNZLsHtDyCzdBFu//kUZzmBwfhSGNv3B4KKy8shNTfYvyCyNmGsUTbEnH5bwYt+HvmkgP1uH34XhxfHAih8WUa/Yzw/WpUeqrk2Lr2VsWUIdBqSLSRcUzXk1uuYvWZ9z2DC7ShsPK2wcnksgLt7dTSPiHAJvwvTUfvfnb29PVMoOKTdbqNarZ74HP+q0HUjC+Q4/Y4MRdIszx1ZUvHow6yZRSF1FTQrPVx+O3OibZGm6cht1G3r2dU6EtN+Ml1AIBAIBAKBQCAQngkiFhAIz4iu69i4XbRY8vRaMrYflLHwcvIrO452tWIRCgBA01RkVx5h/pXXAQDRaBSvvfYaGo0GBEEwC9qNRgMbGxtoNpvwer2Ynp5GYEghX5MkQFEget2YvhLF9oMyVFkz7EeuRm1dyy4vD29IMISE5WW4lpeHfgZdlqF1u6C9XlBHukT5iQl0v/jStj03MQEAqLQlrBVbEFgaCwkfXCcUjgGA53lMHLz2NGiaQnzSj/ikH50vvkD7//cJdFkBJQjwvP46xEsXkclkkEwm0e/3IQgCGGb4+1cPjtXFMZiLe088VhfH4M9eHseX2zUUWz3EvC5cmwhio2Tv1geAcvtkH/5RSfhdcHGMLYtgKmJ0MZd2Wti6VzLXS7tN9Lsyll5PIwBrkeulyRA2y+2jmhJmYh5EvAJURQNFWfQmgyG1ruNFwoNFwLl+P9gdZVgUnVTM7Eoq9modeAQWSb9raMEtGBcdszyOhmh/EwinPHB5OEPkcjEHYdHG/ZyYDmD/SFcyACRnA7bPXNhq2ArCUldBLdexCYj6QdBwfqNhCBQxEZOXowPB1OnaPSUsx5gCgGWdZ7D8RhrZ9Tq6DSPYNTkTAMPR6LVl3P/FnimS1PId1PJtXHgtBYqi0G1JFqHgkNx6A6GkB6oi497Pf4p+xxA92rUKKtk9vPDt34XgPh97meRMAMG4G7ViB5zAIJRwn5jh0WlIePzRQMzpd2QE3RzefMcQc4rbTVMoOETpqyjttEw7uUOObzdYtwuHvIvF7LU4Nu8allU0QyExE0Ao9XTnwc2z+LMbE7i9U0O5LSEdcOHyWMAUHI8yzDbv+MTc1wVFURC9nM0uihNYQ5A7QmWvbQut1hQNpZ0WMouhoe+hqZrjFIcsqcazkGgFBAKBQCAQCAQC4RkgYgGB8IzIfdVWGACG+2c/L/pdZ3/7fsdaWGZZ1mI91O/3cfv2bbPYUq1W0Wg08PLLL0M84reuKwpa//4L9B49BFQNXDqF8PvvI/z+BHotGYKbBcPRKGw2kV2rQe6rCMRFTF60d4gfR9d1dD//HJ3PPocuy2D8PnjfeQf85CQAgBsbg3j1Crq375ivEV94AVwmg3t7dfzsYd6sRf56rYwfvDSGiPd8PazlvT20f/XrwTH3+2j9/OfgUkmwkQgYhoH7lKKh/VhL+MFL4wh5hndWewQWb85bpwUSfufQz9Q5hYFyjBFC/KO7WUgHRfFMSMTLU8Z9U9iyh0Q3yz10mxLEYxkB42E3/vilMXy5XUNHUjAd9eLaRBAAwLA0QkmPJegXMDrEne6ZSMZrC7ANJtxg+dOnBE7iUa6Bn97PQzkouo6FRPz+C2kIrH2/LM9g/noCm3dL6LdlMByN1GwAoVOCgL9q9ldr2H04yJFweTlceC0F3sUisxAEJzAo7xnnPTbuQ3TcXnwfajfjsF7YamLv8UCAqBe7ePJpHpfezoCiKEQyXnQa1lwLt5+H6Dvf6SteZDF50d5hnt9s2AqszXIPzXIP/qgIRXL+rIfF3PLujikUHKLKEgobqxi/eOWcjt64TkmvVajVNR31YhfNag+il0M45QHN0I5iTr8jo5bvIJL2Qjpul3WA07o35HKcFjgMtD9OOO1BMCGi25IhiCxYnkG71sf2gwratT5EH4exCyEEYqN9L7wCO9JUVDQaRblctqzRNI1QaHhx/atm7EIIq58XLOdy7ELIZk2oKs65NsqQ790hLMfAG3KZOSGHBKJfj/0hgUAgEAgEAoFA+M2CiAUEwjPCcDRohoamWv8Dn3N9tV8vfzQGmmagadYCRDCROvF1hULB1pWpqiry+TympqbMtc5nn6F3/775s7yfRePH/4jgn/4JPEGjMK9JEjy7tzGxtw4IAtyzL0Bwnz5dIW1sov3hR4P3bzTR+PGPEf7v/x20aPg8e996C+KVK1DKZaM4HwxCUjT820rR0rTclVT8eq2M37uaPvV9z0J/fd352NfXwY5gf+F0rO2+cay/e8V+jfqKip6kwS+ytsJ5zCfghYkgbm3XLGuXM87TILqun9maYjrqwf/t5gz2a12IPIO4TzD3cRh4fZxh62MhN8ZCzkXD6StR0AyF8l4LFEUhOu7F+LJzjsb4UhiaqqO814KuA8GEiOkrp2dDNEpdVPbboBkK0XGfxfamJ6v42YOBUAAYgaufb1Xx+qxz8TIQE3Hl3TFIPRUsT1sseUZF13X02wpYnn5mseM4Uk+xFO4BY9opu1Y3xbvElB+JKf+J+wklPSjvWgvkFE0hGLdfy9KO3RKs25TQqUvwBAUkZwJQJA35rQY0xciAmLoSHUlI/GK7hgf7hu3KhZQfL02EzEmJUTmtc94TFMAJLOS+9VkYPBCBpJ6z+Cv17PkPhyiyjO27t1De2wHDckjNLSA5t3Cm76Ku61g9liWQW29g6fXU0IyAw/VAzG27DwA4Xj9OYDB5KYKte2WzyO0JCidme9AMbeYZyJKKRx9lzfdu1/pY+SSPizczcPt5SD0F/Y4Ct48Hwz19tkAymUSz2UQ2m4Wu6+A4DouLi+D50a2sjtJryahk26BoCpGMx2bP9DSEkh5cvJlBabcJXQMiGY+ZPXGUYMJjWPnZXn+6wDJ1JYqVT3Km5ZbLy2Hy8rNb0BEIBAKBQCAQCAQCEQsIhGeEYWgkZvzIPqlZ1tNzwa/0ODjBhZmXbmDt84+hawfFongSqYXFE1+nqsO6G61Fs/7KE/s2xSLUWg3sQVdn8x//EdLWYdhvE82f/gygaLgWF048hv4T+751WYG0uQnX0pK5xgSDYIJB8+daVzI7349yNOTzvKA452IUJYw2wVDtOB9r7tix6rqOX62WcWunClnVEXRz+GA5YSu2v7MQw2LChwf7DdS6EibCHkvBGwBqHQk/f1zAVrkDr8Di5akwro4HRzpeAOBZGlNRu71OJOPB7iPrNI3g4eAOnL1gx3A0Zl6ImYHGJ3XGMqyx7eSlCKBjpKJjbr1u8YHPbzYw/3LCLJju17qQHUSO7XIHr88O3y9FUSMH5x6nWelh/VYR/bYMiqYQm/AZRfxz6gpu1/q2DnEAaFftXuonEUq6kZoPIrdWh67pYHkGk5cjQ4OEnTgUxyiawvhyGJkLIeiqPnLB+MP1Mj5eH0wk/PJJCT1Zxc35gUjUqvawt1JDt2kIE2MXQhCPZaf4IyJqDvkYvoPOeZqmMPtSDGufF03BIJhwm8/xUDKN7bu3bK8PpYaLkk8++TWq+7sAABldbNz6DKCA1NzJz+SjNMs9W5ZAp95HcaeJYNJtToccQtEUvCEXannDyig1H0R2tW5eiPiUH4G4c6h2fNKPYNyNeqkL3sXCHx1ux3Wcyn7bJl7omo7iTgMURSG/YUxB0CyNyYsRxCZ8o54CCzRNY3FxEVNTU+j1evB6vSfavp1Eeb+F9S+L5ndlb6WKxVeS8IVHm9BSFQ3tWh+8i4XLa52Qcft5TCyfLCK7/TymrkSx87ByYOVHI7MQtOWkDHvtlffG0ar0AArwhchUAYFAIBAIBAKBQDgfiFhAIJwDY4shuNwcKvsts/j3tGGPz0J8agahZBqNUgG86IY3bHQRK5KK/dUaGqUeeJFBajZoFkSi0Sg2NzdtfvCx2LGO7SHd04fZAkq1ekQoGNC9c/tUsYDihjyKTikC+V0cOIayFXsjDiHLz4pr6QK6t76ELg9EFMolQJifH+n1AZEDS1O2gn7kmAXRg2wDn24OiqO1joz/6/Y+/s83Z8Cz1lDZRk/Gvf06dB3YqXTx6WYFf/hiBqmACE3T8ddf7KF+EI7c7Cn4l0cFuHkG84mnK9QdkpwNot9VUdppQtd0uAMCZl6IPVOw5mGhq9Ooo7C+CkVREBkbRyhpL8YeDaVtVXvIrtbN0Nr0fNAMEVVVDXvHvPl1Tcfe46opFvhczjY4w9afFU3V8OSzvJlxoms6CpsNw35mevSwXF3T0WvLYAUG3LHJhOOF8kOOFzR7bRmaqkP0cY7XjqIojF8IIzUTQL+rQPRyQz30o2M+tI8Fu4o+Hp6g9VhomgJGLGrquo5bOzXb+p3dOl6fjYKhKfTaMh59mDMnuw5DYq+8O2YJvY5N+lArdAb2cBRlPLePhND7IyKuvj+Odq0Pjmcs58sTDGHy8jVs3799IMZSSM0tIJTKOB57v9M2hYKj5NaenEksaNedc0g6dQnTV6PozAaR2xiIOcGEGw9+uW+eD39UxKW3M+i3ZYg+3vJ5neBFFrHxsz8fnMQpwBA7Okc+g6Zo2LhTgi/iOvVYTkIQBAiCAF03LJpqhQ44nkF03DvSdICu6di+X7Ect6Zo2HlYwfIbp0+lVbJtbNwumgJJKOXB7LXYiRkTTsQn/YhkvOi1DSs/p6B2XdPRrPSgaTr8EZf5HjRNwR89XVggEAgEAoFAIBAIhLNAxAIC4RygKEMgeNpuyfOEc7kQGRuE9+q6jscf58xCXqcO1AtdLL+RhicowOv1YnFxEWtra5BlGSzLOgYcu5aX0f7lr6zvNTYG5mA7XXK2+dD7p4fuupaX0Xvw0BKCSns8EKanT34dx+CVmQh++WQQtssxFF6dOd0W6KwwgQAC/+k/ofPxx1DKFbDxODyvvQpaHK1Y4+IYXJ8K46P1QZc7x1B4ZcZqufMk3zr+UvRlDduVNubig/tL1XT822OrrZGkaPjlkxJ+cH0cu9WuKRQc5f5+wyYWdCUVj/NNyKqGuZj3xAwFwChSTV+JYnwpBFXRwbuYZxIKDqkX8njwi38xJ2MKG6uYuHgVY8uXHLfvNCQ8+jBr2h91GhIapS4uvZUBRVOQe6qjVUu3NTgvMZ+AmZgH68VB9zZDU3hxMvjMn8eJZqVnCUM/pLLfHlksaJS6WL9VhNRVHCcTXF4OsQkfitsDayCWZ5CaM/avyCrWPi+gflA4d3l5zL0Ut9gzHYXlGUerpGalh9x6HVJXgT8qIjETQGmnCVUe3WboJHQdjtM4kqJB1XQwNIXiTtNmAaf0VVT224hPDmyWGIbG4itJtKp99NoyfGHnYjVNU0M7yzMXlhGbmka7VoXo88Plsec8HKIOCdzVzhjE6/Y7F9Tdft4Qc5bDSM4GIHUVcC4Gd36+azkfhxZcYycE5p4HoaQbOw8rNtHAsdtd11ErdM4kjg1j93HVMtWXW69j6Y3UUMHsELmvQnbIbujUT5++UWQV618WLee5mm0jHxSQeoqJQoYd2Dkdp9eW8fjjHPpt45nFCSwWbiRM6z8CgUAgEAgEAoFAOG+IWEAgfAMwu4R5xuyKPi+a5Z6t41fXdOQ3Gpi5ZkwPpFIpxONx9Ho9uFwuR1sH8YUXAFVF985d6FIf/MwMvDdvmr9nY1Ewfh/UhtW7XJidOfUYuWQS/u99F51PPoFaq4PLZOB543VQ3PDO056s4t5eHaVmHwsJLziGhldgcTEdQE9R8ZP7OXQlFdNRDy5lAmBoCrquI7/ZQGmnBYoyuqHjU76RC5pcMonAH/zBSNs68epMGOmgC6uFFlwcg4tpP4Jua1GLZZyPhaWtHautnoKOZC86F5rGtdZ0505f9Vgxr9Ds4a8+30NPNvb1q9USvnMxiaXUyX72gBG0yTpcosOO8IdZ415YTvtxdSxw6nneuX/HFAoO2X10H8n5RbAO90J+s2HLSeg2JdSLXQQTbggiC15kTV/vQ7wha6Hte5dTuL1Tw0apDa/A4tpECMlzCos+zrDO46PTEiehqhpWPy+YwbuHkwmil0dienDNpq5E4Y+JaBS74FwsYhM+0zZp52HVFAoAoNeSsP5lARffyoz8XWhVe3j0YdYsDrdrffgiIq59MAEdeKoch+PQNIXpqFXIAYDJiNucsjnNt/8oFGUIAcPEgHa7jWazCY/HA5/PWfjlXSL45OkCoejzwx0IoVO3TrYcFXJHwR8VEUy4UcsPLJREH2/p/ucE4+9GrdCB5iCu1Aud5y4WCG4Osy/GsX2/DKmrgOUZZBZD6HdkR/ur4x30Uk9BcbuJfscQniJpz6m2OlJPQW6tbllTJBX7T2qYvRY/8bWswIAVGJtwdzyg3YlmuWcTqACgVug8lVhwEtv3y6ZQAAByX8HG7eKZvqsEAoFAIBAIBAKBcBaIWEAgPCd0TUdpt4V6sQvexSA+5XfsZG1Welj/soh+x/Avj455MXk5euYAz2HIDl3MgBFIeRSGYeDxDLdOoigK7uvX4b5+3fn3NA3f73wXzZ/8I9R6AwAgzM0O3f44wswMhJnThQXA6Cz+X5/toNQaTC1EvTzeeXkCxVYff/X5rlkU3yi1ka138TuXUth7XMX+kS7Udq0PRVKRec6FtEMoisJkxIPJyPDzfDkTsE0XBN0cJsLWzAKPwEDkGXSPXcfoQUftWEiEV2DROhbYeiFlLYL+arVkCgWA0c39bytFzMe9YJ+y4PvhWhkfbwyslPKNHnqyeurER7fZsK1pqgKp0wYbCNp+59ShDwzubYqmMHExgrUvCmZRm+UZjC9Zpzk4hsb1qTCuTzkHK58n3pAAd0CwdTDHJ0ebSmqWeqZQcJRKtm0RCyiKQiTtRSRt736v5tq2tU5DQr+jjGwNk1tv2LrIm+UuOg3ZJsY8C+9diKMjZZGrG9kecb+Aby0lzN+Hkh4UNo/dNxRlBhMfRVU0s+gejLvN3ARd1/HkyRPs7e2Z2yaTSVy4cOGpC7IURWHh1Tfw5ONfoV2rAqAQHZ/A+MXLZ97P/PUEKrk2WtU+RC+HSMZrikuKpKK400KvLYMTGMcw8+MZE1JPQacuQfTzT5274UQ45UEo4YbUV8HxNGiGRq8lo7Bpnf7gRRah1OD69LsKHvxi38yKKO00Uct7MffSyQX/blN2tD/qNk6fZqNpw2Jr43bRXKNoCmMXTn8GDAsk54Szn0upp6DXMiyinBoFjop6h3QaEuS+ei5hzAQCgUAgEAgEAoFwHPJfGgTCc2L9VtESPlncaWLp9bTF6kNTNax+VjCLJLqmo7jdhMvLIzV7YO+j66jlO4boILKIjo3myXyIPyaCZihbB/awkMtngUvEEfqLv4BaLoMSBDBDunOflZV80yIUAECpJWEl38RasWXrnn+YbeKV6Qjyx4uKMLrT0wvBb0yX5mTEg+9dTuGTjTIaPQUTYTfemo/ZxCOWofHmXBQ/fZAfrNEUXp+Nmr//g2tp/OxBAflGDzxL48WJEJaPTQzkG/au366kotFTED7FjsgJVdPxpYPP/JfbNbwyHT7xPPsiUVSO+byzvACX1/k+CibctsI3RVMIxAb3djjlgee9cVSzbdAMhXDKM7TY91VAURQWbiSw+7CKWrEDXmCQnA2OnHFCs87nj+FGv39ZjrYLLRRlm26Q8wWo1QrYRMIMMTd/N0yo6SsAzk8s8Lk4/NnL46i0JegwMj6O3kOBmIjMYgjZ1Rq0g+DkieWIzYamXevj8cc5U2hheQYLN5LwhgTUajWLUAAAuVwOsVgM0Wj0qY/d7Q/gyvvfRb/dBs0y4F1P98ylaGfhR+6rePDLffQ7g87zXluBy8Oa54iiKSRnBnY/e4+r2F+tGUV2ikJyxo/xJefvpabpyK7WUN5rgaIoRMd9SE77HTv+dV1Ho9Q9EDR4U6xxeTlceC2F/dUqei0Z3pALmYWgZfIkv143/wYeUtlvoT0bONFuR/RxoGjKJhi4h1j6HCc24YPbz6O83wJNU4iO+Wy5Hk54QwK8YZcRLnwARVMWse40dF3H3koN2YNrQdEUMgtBpOet3zPexVquLwDQLD1yQDiBQCAQCAQCgUAgnBUiFhAIz4FuU7IIBYBhi5Fbr2PmhUFwcKvatxVJAMP/+FAs2LxbRnFrUOTOrzew/GYKgntQ1FBVFWtraygUCgAMW6Hp6WnQNA2OZzB9NYaNOyXToiKc9lr8vE9Dl2X0NzagSzL4qSkw3kFhU5MkdD75FNLmJmiXAPHq1ZFDfw9RymX0Hz+GrutwLSyAPR6ufIxqx7lztNqR0HDwoQaAekdytCZRJBW6UTc7EV3Tkd9qoJrtgOEoxCf9ZkjuebOY9GExebrQcikTQMwnYCXfBEvTWE75EThyX8R9Lvzwxjh6sgaOoRwnBcIeHnuStXuVZw1Lp6dB1XRHn/merELTgSEuSwCAicsvoFkuQe4bRTiKojF97TroIUHX0TEvmpUeSjuG3RHN0pi6HLGJaYLIWgqmo6DrxmRQ4cDqKJzyIDUXOHOAqRO8izUtwM6KL+waMpkw+vc5MRXA1r2SZS2S8ZidzbqmoflP/4T+k1Xz9+KL1+B94w3z50BcRLNsvW9ohoYvcr72TZqmo5pto9OUDF93Nw8cu4cyCyEkpvzoH7GbOt5hv3WvbJnIUCQVW/dKuHgzg2rVahV0SLVatYkFlWwbubU65L5qCBUXQraA6aNQFAWXd3i2wbNQ2GzYCsmCh0Uk40W/oxjHGHeb17VV7VkDv3UdubU6AjERgZj9WbbzoIL8Rv3Iz2VoimabxNJ1HWtfFFHZH/zN84ZdWHw1CYah4Q0JWHg5OfRzHM0Qsa5LJ4oFvItFZiGE3UeDKSbOxSI9Hxz6muN4gsKZ/f8PBb/skzrqJWNyMDkTGGpv5USz3MP+kWuhazp2H1Xhj4rwhgb7Sc0FsHnH+l1NTvvPxeaLQCAQCAQCgUAgEJwgYgGB8BzotZ2LH8fXh/mUMwfdw92WZBEKAKNzN7tWx9TlQRHryZMnyGaz5s/b29vQdR1zc3MAgEjGi2DcjVatD0FkR+qePESt1VD7m/8NrXVQCGJo+L/9bQgH+27+5CeQNreMbQHI2Rz8FGX+/jT66+to/PjHwEF3aPfLW/B/59snCg7poAjAXuBLB0Womo5S01pI5VkaqZCI3oGH+1ECcfdIlk+b96yiTS3Xwdz1BMKp0TrCnxcJvwsJ//AiFUVREE8oZr4+G8HffLEH5Uh37muzEdMTvier2K50wDM0JsKnnyuepTEedmOn0rGsT0XdYE55rdsfwLXv/j7Ku9vQFAWhdObEEFmKpjDzQgzp+SCkrgJPQDi3jtvidtNSpNtrGjY9T1vkPy/MyYRHVdQLXfAig9Rs8EzCVXzKB4oGCluGPUwo5UHmSIG1/2TVIhQAQPeLLyHMzYFLGBZAyWk/WtUeajnjOtMsjemrUYsXvSRJ2NjYQKVSgSAIGB8fR+wUIfAomqrh0Uc5Swd3IO7GwssJe3c7hYNzYhyP4OEw91IcnoAAVdXQqvZwnHatD1XR4HI5f3+Or9fyHax+NpjkKWzJ6DQkLL2R+lomkzpNu2hKUxREP49eS4bUVVDcaqC43cTkxYjNeu6QWqFrEwtUVUNxe7RJrEapZxEKAKBV6aG820J80g+11QY0FYzfWdDyBgXzulnXB+dfVTTsPqqaUwDxSR9Ss0Gk54PwR0XUCx2wAoNIxmPcg/u3gJ1PAKkFRGaB2fcA4fwm3ViOwfhyGONP+fqaw+cFjHvsqFgQn/SDExgUtprQdR2RtBfR8ecjPhEIBAKBQCAQCAQCQMQCAuG54AkKjvYIxzsP3QEe3pDLVsiKTxlFlW5jSMflkSKRqqrI5/O2bbLZLGZnZ82iDsPRFnuWUWl/9NFAKAAAVUPr3/4N/NQU1GbTFAosx3f79khiga7raP/q16ZQcLCI9q9/DX5ubmgBbjriwULCh5X8IEx5PuHFdMSDdEDEbrWL4oFgwNAUvrUUh8AymLocxZNP8+b5c/t5TF02fPQ1TYfSV8EKjK0gLvdVs3v9KNnV2pnEAk3TcX+/gfVSCyLH4Op48MRC/2nUOhIe7DcgqRrm4l6Mhc4+6TAWcuO/vjqJB1ljP/NH9rNZauMf7mbNSYGwh8cfvpiBz3Wy2PT+Uhx/d3vftIqK+gS8dyFx4msOYTkOienZkbZVZBXdpgyXl4Pf43xvawf31lkzQPIb9kJpaa+F8eXwuYeQnxXexVomlM4KRRmTMcOmEeS9Xef13V1TLKAZGgsvJ9FpSJB6Cnwhl0Wo0XUdd+7cQbNpfG96vR7q9TquXr2KcNjqC99pSNhbqaJTl+D288gshgx7mL22RSgAjLDeWqFjs206KhQAQL8tY+2LIi6/kwFNU+BcLORjU0ecwIJmKMTjcezs7KDTGbze5XIhmbR2wzvZmLWqPbRr0rnmNBylvNcyg7zDaQ+SMwHzXvaGXKhmHfInahI6R337dR3bD8rILAQd34N3uJ91TbdZ1wFG0f447brdygwAWoUGhLu/gLSxAQBgkwn4v/Mdm2iQmPajmmtbjjk1F7SI2hu3SxZBYvdRFbpuTJV4Q4L1/BceAo9/PPg5/wDolIGX/o/TR8i+IoZNo7AO1yKU9IxsU0YgEAgEAoFAIBAIzwoRCwiE5wDvYjG+FMb2/bK55vbzSM5arVAoisL8ywnsPqqgVuiCExikZgNmYcAd4I3ihm4t2hy1TdB1HbpuL+pomr2o8zTI+1nbmtbpQq3VoCvOlj9az97F64iqQq3V7MuNJnRZBsXz0DUNnU8/Q+/BA0DTICwswPPqK/je5SSujgdQbPYR8wnIBEWzi/6/3JjAbrWLjmx4/rt541Hn8nC49HbGLEq5/Yb/eWm3iZ0HVch9BZzAYuJiGJHMoHtT7quOQZrDfNuH8bOHedzfHxQcH+Wa+KOXxpAJnl3E2at18Tdf7EI+KOh9uV3DWwsxvDR59rDmkIfHG3NWuxVV0/HTB3mLpVClLeFXq2X8zqXhliIAEHTz+K+vTqLQ7IMCEPMJ5955nduoY/dhFZqqgaIppOeDyCwMPruqaNi6VzbtwCIZLyYvRkaePHDswtZ1qIr2tYsFz5thWSP0kXVd16GWSmDbbbjSadDHzmuj0TCFgqPs7e1ZxAK5r+LRh1nTIqjfkdEod3H5nbGhReh2XbIVTw+Di4/Sa0notWWIXh6ZhaDNziWzaHTIsyyLa9euYXd3F81mE16vF2NjY+A4qyjmVCg31s/2HBiVwlbDcsydeh/9joLpK8Z3NT7hQ3mvZbGkik36HQN+dU0H72bBiyykI3ZNrMAgMmbvVGc5Bv6oiEbJOokVSnps32VxyKQa++RLSOWBmKzk8mj+9GcI/tEfWrfjGSzfzKCaa0PqKPBHRcvfOEVSUXEQRYrbTct33mT/S/taMw80s4A/7Xisz41+C1j/V6CyBvBeYPwVIHkJkTEvsmt1izWWMRlBpgYIBAKBQCAQCATC1wsRCwiE50RyJoBgwm0EE7uYoXY3nGBkCjjh8nBIzQWQfVIz1wQPZ/FfZ1kWkUgEpZK1EBaPx0FRFORsFr2HjwBNhbCwAH5i4kyfgwkEoLWPhciyDGivFxTHgfZ6rZMHAITp6RF3zoCNRqCUytblUAjUQaGu8/HH6Hz2ufm77q1b0KU+fN/6FsZCbsdu+m5TgrrbBiNraEsUxDGvaVtCUZThfX5Au97H+q2SKcjIfQVrXxbh9vMQfUZIqujlbEU2APBHRy/yN3oyHmStncmqpuPTjQoy1zIj7+eQD9fKplBwyEfrZVzOBEwLoWeh2pHQcsjTOG4vpGo6HmYb2K12ERA5XBkLwCMYAavPMjWhqhpU2SjMHy9Otut9bN8b3DO6pmPvcRW+sMu8Jlv3ypZpkMP/f9SO/FDSY7MAE308BPc358+mrumoF7votWV4gkZ39XmIMq7lZXTv3IV2pNOeiYQhzMwY7ytJqP/oR5B3jAkEiuPg++B9CLODiRBliJB4fL2817IUTAEj36W027J8T49yNCT+EJajcSx6wxLaHJ/0gxdZlHcPxKMxw5pN13U0Kz00il14xSgml6eGCkqhpMc26cDyDLxn8Ko/C7l1h+mWnSbGL4TA8gwYjsbym2lUc2302zK8YRd8YRfWbxXRcohh8AQELL2eQna1jna9D9HHIz0ftGV8HDJ9NYrVzwto1wwxwhdxYeJi2LZdMO62CQuij4e4u2/bVt7fh9Zug/ZYxR76IMTZCU3TbYI5MFy8geo8kTd0/Xmh68Dd/wU0c8bPUgd4+HcAw4OPLWDpjRT2n9TQqRt5HOmF4In5FwQCgUAgEAgEAoHwVfDNqXoQCL+BuDwcXJ7R8wGcGFsMIXQoOogswimPLetgcXERmqahUqmAoihEo1HMzc2hv7qKxj/+xCy09B4+gvetmxCvXh35/d2v3ED9b//WYhUkXrsG+sDP2/8730HjH39iCgb89DTc16+PtG+KouB58000/v7voR925zI0vG++AYqioOs6uvfu2V7Xe/wY3ps3QfH2omGj3MXjj3LmJEA120a71sfUlahtW8AILLUVonQdlf02MovG/g+98Vc/L5iFTXdAwNiF0bv4G13Zqd6FRu/pCljllr3rWlI0NHsyIt5nt0Tx8CwYmoJ6bKLCLw7+bOi6jr+/s4/14kBMurtXww9vTJxqVTQMXTcK/7mNBjRFg+jjMX01ZrEZceoiB4BqvgN/VISm6baAccAoTE9diY5kSTR+IYReSzZDfAU3h5lrsa/Fm94JTdWw8kneUqCNjvswfTX6zMdIezwI/skP0L11G2q1AjaRhHj1CijWuPadL740hQLACEBv/uyfwY+Pm9/JQCAAlmVt4sDxwGDFIXQcAFRJQ2Laj8JWwyxWA4ZAJ3o41PIdeEKCWVxNTAewcbto2Uc45bEUwoNxty3bYfdhFdm1mvlzdrWOpTdSltfpug5NVRCf8qHblFDabQG6Dl407KCeV9jscREFMAQiRdbAHnxupyJ7ajaIaq5jBtoDhjgieo1rM+xZeBzBzWH5zTR6bdkIah7yt4yijRyN8n4b7aohQkTHvKit89CUY883mgLYs/3Tk3ex8EVcaJatQs0wcQHxJaBxTKgQfEBg7Ezv+8w09gdCwVH2vwRiCxC9PGavxb/aYyIQCAQCgUAgEAiEUyBiAYHwDYeiKHhDLkvo4XF4nsfVq1chSRIoijLtMyoff2wrhLc/+QSuS5dAMdYORq3bRffOXSilIthoDOKVy6BFEfzYGEJ/8ifo3r8PXZIgzM6CP+gwBgAulUL4v/83KMUiaJcLTMBqtXQa/Pg4Qv/1vx4EquoQ5uasntZOHcqqBl3T4FQSza7WbZZBhe2m0UEr2h95wwrHFGNd90dFXH1/HM1SDwxHn7mLO+5zgWdpi60PAIw/Rc4AYAQbb5SsEx8ujoFffDZx6hCRZ3B5LIBb2zVzjaKAl6cGncX79Z5FKACAdl/FrZ0abs4/nad+aaeF/SOTNN2mhJVPc3jhW+OgD4qy7DC/73MKNz58j6XXU+i2JGiKblhWHblX6sUOdh9V0WvL8AYFjC2Fh3bCPw/Ke22bRUxpp4nouBf+yNltrY7D+Hzw3nzT8XfStj2nRJckyLmcObnEsiwuXryIR48eod/vg6IoJJNJZDLWKZpQwo39FXsbfDDpBsPQuPB6CpW9NjpNI8+gXuzi7r8dTDTQFCaWI0hM+83Q18JWA6pihDanj4Q2O9Fry8iu1y1r/Y6M7FodkxeNLJP8xhp27t+B1O3AEwxh+tp1jF0Yh9xX4fYN7olOow6l34c3HAHNnE93eDDuRmnXauU0ynSL28/j0s0M8lsNyD0VgZiIqIPV0ChQFGWKDCdBMzRi4z7ExgdWVeLlS2h/9LFlO2F+HrRw9u/JzLU41r4oGJMdFIVQ0o3xJfuUAwAgcx3o1oDsLUBTAU8UuPB9gP6Ku/ZVux2Use5sr0UgEAgEAoFAIBAI3wSIWEAg/AbBH+u0d8oD0Ht96L0eqCM2EJokofaXf2VuL61voL+yguCf/glongcbi8H3zjtD35eiaTP49GlgfD64X7xm3y9FgZ+bQ//RY8s6PzFuTjYcp99xEBd0Hf2u4igWRDJeZFdrljBPmqEdvaMZhkYwYS3u97sKynst6AcBpIfWRcfhWRrvLyXwk/s5s1s/6uVxY9pa8FJUDc2eAq+LBXdCx/LrcxFk6z30ZKP7mKKAtxaittfUOhJ6soa4TzhzyO87CzHEvAJWCy3wLI0rYwGL7VO17VwMqxxZl3oK8usNdJoSPAEeiZnAiVYbR0NMD1H6KhqlnnnuI2kP9laqUI5kRjAcjehBoZKmKUQyXlsodSTtPfM5cCqUdhoSVj7Jm6JUvdhFu57DlffGwHJfTUGyWXHOBWlV+yeKBbqmoZrbR6dWgzccQSCRPPMkwnELGXPdbf1uhMNhvPrqq2i32+B5HoJDkdgTFDBxMYLdR0b+BM3QyCwEzTB4hqERmzCua3GnicqRiRFd07F1v4xAXITLwyE24TO3HYVOXXK0tznMAKgX8lj77CNzvV2r4uEv/hUv/u4fmMKQqihY+fhXqO4bAgbLC5h/5XWEks/ujT++HEavLaNVNa71adMtiqSiVe2DczHwBART8Pi6EK9fB2gavfv3oSsqhPl5uF+5gYfZBh4eWLItp/1YTPhOvQcFkcXyG2lIXQUUTZ2cG0LTwMK3gem3AKUHuAJfT7BxYBzg3Yb90FFiF776YyEQCAQCgUAgEAiEESFiAYHwGwyXSkPe27OsMcEgqGNFvf7jFZuwoNZq6D9egXj50vM+zBPx3rwJvdeHtLkJAOAyGXi/9a2h2/sjLvRa1iI2w9GOPueAYRW1cCOJ3UdVdBp9015IcBAWjtOs9PD4oxw01ZgW2HtSw+y12NCQysWkD+NhEVvlDkSOwUTYmmNxf7+OXzwpoSupcHEM3piL4MpY0HFfcZ8L/+P1KTzONyGrGmZjXoQ9g88oKRp+fC9rdv77XCy+dzmFtEOYsqRo+NVaCSu5JhiawuVMAC9PhUHTFC5lAriUcZ4WSQWcBZvDwGZFUvHgl/tm1kO90EEl28HFm2mbldYh1LBJjyPrLM9g+fU0dh9X0a734fYb3utHr9lhodQMOE57MXnpfIqnpZ2mbXpFkVRU9tuIT/pt2yuSimquA13XEUy4h3rEn4VhobLD1gFAU1U8/OW/ol4YWKNExiaw8OqbZxIM3C+8YHwfj5wDfmoSbNRub0PTNHxDApMPSc4EEB33otdS4PKyQwWXeuF4KAEAXUej1IXLw0FTNZT32+jUjSmEcMZzokXQsGfCoeBX3N60/U5VZFT2dpGYNvIZ9h8/MIUCAFCkPlY++hWuf/8/gzmj3c5xOIHB0hspdBoSVEVDr5HF1p1fg6JpJKZnEU4PbHVKuy1s3imZz6JA3I256/HnZpE0ChRFwf3SS3C/9JK59ulmBb98MsjX2Sp30O4reGlyyJTAMZwE36FwLuN/XxcMC1z6IyOnoFsDKBpIXTUmHwgEAoFAIBAIBALhGwoRCwiE32C8N99E/W//FlrX6EylOBbed962FQbVRt3p5UPXv0polwuB3/s+tHYbuq6D8Z5sp5FeCKJR7pmCAUVTmLocHVqcBgyLoeU3B0V0VdNR78rw8AzYE4ptOw8rZnEOAKDr2L5fQSjlGdrB7uZZLKXsBeVSq4+fPsibjc49WcU/Pywg4XcNDQoWeQYvjAcdf/fxRtliEdTsKfjR3Sz+5xvTtmP754d5PMoNuvB/vVaGDuDVmZOL6xGvgOtTIXy2ObCRSfhduDxmiAul3ZYtFLrXklDZbw/tAI9N+GyZBIKHgz9iPQcuL4e5l4b7fTMcjZkXYoY/u66bFkbngaY6hE8MWW/X+nj0URbqgTc/zVCYfzmBQOxk+ylN1dAo9QDKuD+PX7PYhA+FrSb6nYEnvDfssnnyH6W0s2URCgCgvLuNWm4fodTAHqiW7yC3UYciaQjGRaTmg5aiM5fJIPif/hO6t29DbbfBT07Cfc0+GXQWWI6BN3TyVAbncv49JzDQNB2PPspZAogLWw1ceD01tGDu8nKIT/lR2BwECXMuFqm54MjHXc3aQ3xVWUKzXEIwkRx5P8M4DGTfeXAXO/fvDN53fxezL72CxMwcZEnF5p2i5f6rFzrIbzSQPsNned5omm55Vhzy2WYVL06Ezp610a0Bu58C7SLgSwLjrwC889TL10ZgDHjl/wF0KgAnGpMGBAKBQCAQCAQCgfANhogFBMJvMGwshtB/+2+Q1tehqyqE6WmbVQgAcOk0ul98aVvnj/mLf50Msz45Du9icentDBrFLmTJ8OvmXazNomMYD/Yb+MWTIjqSCjfP4M35KC6mnTvrO3W7DY/cVyD31ZEmE47yJN9yDEB+km8NFQtO4niWAGAIBoVmH8kjEwE9WcXjfNO27b29+qliAQDcnI9hIeHDbrWLgMhhJjoQShwtoWBYNw0jlPRg+moM+6s1yD0F/piIieWIZbJAlTX0uwoED3tq57RxLOdrQRJOe1DYaljWKJpCKGW/R7ful02hADAEha17ZVx+RxxaHG3X+1j5JA+5Z5wnXmSx+ErSYnHF8gyWb6ZR3G6i15ThCQmIjnuHTmYAQKtadl6vlE2xoJbvYOWTgaDQqffRaUpYeNla+OYyGXBf8fMhMelHcbtpCe4VfTwCcTeq2bZFKAAMoaayN1yYAoDJSxEE4240Sl1wLgbe8OC7EZ+cRmFj1bI9w3IIZwYd/dwQ//1h66OiSCqq+Q4oCghEXdh//NC2ze7D+0jMzKFZ7jkKVY1i9xslFiiabtqmHaUjqVA1HSxzhu+p1Aa++H8Z/xcAqltA6Qlw/X8CzPnktpwbFAV4vl5LKAKBQCAQCAQCgUAYFSIWEAi/4dA8D9eFkz2S+akpCBcWLdkAwoVFcJOTz/vwzpXSbhPZ1TqkngJ/VMTEchi8i0V5r4WN26dbdBSbffzTg5xZtO9IKn76II+YT0DcZy/Yu/286Sd+CCswJ/tpD4FnnQtloxTQis0+6l0ZqYALHsF4rLuGhP2KxyxeVE13FCkk1RrErKoaWpUeGJaBJ8hbCt3Dph/8URfyG/bplONTAqqioZJtG53sCfFE7/n91Rr2V2rQVA0sz2DiYhjRMfu2Uk9BpyEZgbBnFG4AoFQqYXt7G/1+H6FQCNPT06bnvj8qYuJiBHsrVaiyBs7FYvJixPY+uq6jVbWHmfZaMuS+OtSOaOtu2RQKAEDqKti8W8bS6ynLdhzPnKkY7PY5i17uwGAfuXX79arlOui1ZLhOsDh6FhRVw8NsE3u1LkJuDpfHAnDz9nPj8nJYfiON7GoNvbYMX8SF1GwQNE2h03TOzzi6rmk66oUO+h3j+eD2G/dxMOGGy8th7YsCdh5UAACBmIjZF+OYe/k17Ny/g36nDU8wjOlr18HxAyEgNX8B1VwWwOBLFIgn4QmGnvp8NCs9rHySM0UmitLQbangj33FpK5hbcUPm7gYsv51wbM0MkERezWrndRYSDxxgsuR7J2BUHBIpwIUHgKpK894pAQCgUAgEAgEAoHw2wsRCwgEAiiKgv+DDyBfuQqlVAQbjYFLDLd4OW/kvoqdhxXUC0Z3b2o2MNT3fxi1fAfrXxbNn6vZNrpNGUuvJbFx28GiY72B9HzQso8nhaatcK7rwGq+5SgWjF0IYeWT3GDfFIXUXAA7DypolLrgRRap2QD80eGBs4csJv34aL0C6UjXNMdQjpZFh6iajh/fy+JJ3vDlZ2gKby3E8MJ4ENcmQtivZS3bz8Q8CLitBV+PwCITErFXtRbwFhODAnyj1MXq5wUoktEV7A25MH8jcWJQMQAEE25Ex3wo7Q4mF+JTfviOiAX9joyHv86adkU7D4DJy1Ekpuyfu17sYvdhxfxZkVSs3yrBG3RZCtn7T2rYW6kauQIUheS0H+PL4ZFtTqrVKu7evWv+nM1m0Ww2cf36dXMfyZkAYpM+yD0VvMg62k5RFAXRy6F7rJDNCgzYIedOlTWbAAUAzXIXmqafOaD5KLGpaeTWV9GpD6xgfNEYQunBhIDct3d+A4AsqXDh/MUCXdfxt7f2sV0ZWE/d3avjhzcmTOHrKG4/j9kX4+g0JMh9BfSBmDZsWuhwXZFVPPowZ4YXA0B6IYSxRaOov3G7iHZt8Lt6sYvt+xXMXJtBbHIamqqCZhjbPRRMprB08x1kVx5B6vUQSqaRWbpo/l5VNOQ3G2iUuhBEFsmZgDkhoms6CltNlPdboGkKsQkfwmkPtu6WrNMoOo1+NwzeVbK892E4tScowBcR0SwPvsMUTSE57SwOfZ28txTH//5yD80DMcwvcvjWUuLsO+o3zrZOIBAIBAKBQCAQCISRIGIBgUAw4RLxr1QkAIxi4conObNQJ/cVrH1RAM1QCCVH958ubNuLRL2WhNxGw9Gio17s2MQCbkh3KzOkQOuPirj09hjKey1omo5Q0o3NO2WzINltSmiUurjwWgq+8MlWQl6BxR+9OIZfrZaQb/YQ8wp4fS6KgDi8QHt/v24KBYAhHvzr4wKmox4sJHzAFeDWdg1dWcVszIsb00aIqKJquLNXx1a5DQ/P4vpkCNCBvVoXFAXMxb14c94Iq9U1Heu3iqZQAACtag97j6pGHsAJUBSFmWsxJGb8aJa7qGQ7KO20UM11kJj2IzUbwN5KzZZrsPOggkjaYyuoV3N2ayXoOqq5tukz3671sfuoYvl9br0Of1REMDGaX/jesVBwAGi1WqjX6/B5/dA0HRzPgGFoMJ6TO6IzCyGsflHAURUqsxAaWvSnGQosz1jON2B46Z/V0v04DMvh0rsfoLi5jk6jBm8ogujEFGh6cJ6DCbejuOEJOIcBPyvblY5FKAAMu6w7u3W8Nmu3blEVDaufF1AvGK85zKYIJdwIxN3mOgD4IiLCaeMZUthsWIQCANhfqSI65gXD0miW7QJNJdfGDGKgKAoMy6JVKaNZLsHl8yGYSJnCQSiZRiiZtr3eeLblLUX88n4bF99MQ/Tx2HlYsUxyNEpdSL0wOg3r+acAuIMZsHwLimQcp+D2YvoFIziYoigsvJxAbr2OeqkL3mWIEp7gQEBRFAX7+/uo1Wpwu93IZDIQxdNFzPMm6hXwf7wxbYqTmZA49Pl6IqEpYO8Lh/XpZztAAoFAIBAIBAKBQPgth4gFBMJvCbqioHvrFvobG6BdIsQXroIfH/+6DwvtmmTp6D0kv9k4k1gwLHR2WLCxkwXMYtKHj9fLkI/si2MoXDihu9/l4ZBZMLqTG6WurSCpazoKm41TxQIASAZc+KOXxk7d7pCtcse2puvATqWDQCaAhYTPEA2O8aN7OawVBiLD41wTf/LyONw8A4amLBYwnaZkK+YDRuf1qHgCArbvV0xPeU3VsPuwApqhHK+9pmroNCX4I9Zi5rBryRyxXKoX7ecEAGqFzshigaLYP6+uGeHVUr0KTdXhDbsw80IMLs/J3fbhtAfLYhql3SZ0TUck4z1x0oSiKaRmA9g5MkEBAOm54NDJiGalh/0nNfRahjVPZjE01HqJ5Tik5heHvn96PohOQzKL7izPYO7F+LkGRB+l0na2D6p2nNeza3WLIKDKGtZvFfHC+xNYeDmBWqGDdl2C28cjmHSbokyzYr/PAEP4CiU8oGjKmEQ5wtH7bePLz5BdHdi0+WMJLL35Dhh2+D+jWtW+RSgAAE3RkNtoYGI5bMu9AID8RgOcwELuW+9BfySAi2/9PhrFAmiahj8et4g8DEcjsxhCZtFuf6RpGu7cuYN63RAmyuUycrkcrl+/Dpfr7HkozwpDU5iIGN/FRqmLwlYTqqIhnPIYuRsO97ncV1HJtgEdCKXc4KMLht1Q9iD0maKMgGO/XbQhEAgEAoFAIBAIBMLoELGAQPgtofmzn6H/ZBDWKW1tIfD93wU/NfX1HRRg5gjY1hXn4r/cV1HLd0Azhtf4YUEvkvaicayAzfIM4tM+NEpdNEpWi46Eg0WH38XhD18cwy9XSyg2+4h5Bbwxf3J3/1EUyfmzHO8SPy+8DjYtJ60DRr7BUaEAMIJHP9+q4nuXU7btOYExCnHH/Jk4gYGu6yi3JbA0haB7eOd5ryXbiqYAUNpuwuVg00PRFASRxd5KFYXNJlTVKCTGJ33Ib9QtwhDLMwgfCRbmhnz2Yb7uTkSjUVSrVctav8qgw2mgaeN+a1V6ePJpHpfezpxqb+QNCfCGrDY5qqohv95ArdAB72KRmPabglJyNgBeZFHabYGigOiYz+yQP06nIeHRh1mz0N3vyGiWe7j8TuapCvwMS2PxlSS6TQlyX4U3JDw3oQAA0kFn4SQVcC5iHxUKDjm0bgrE3AglPY4io8vLoV6w78/l4cFwNKJjXhS3rUHfiSlDaGtVyhahAAAaxTyKWxtIzs47HicAR5HtcF2VNUeBU5E0TFwMY/OO1XIosxgEy3EIp88eKl2tVk2h4BBZlrG3t4fZ2dkz7++8qObaePLZYOqmXuig25QwcdE6UdKs9PD445wZbL3zkMb8ywkELvyuIRC0i4AvCYhPnxNBIBAIBAKBQCAQCAQDIhYQCL8FqPW6RSgAAOg6Ol/e+trFAm9IcOykDaXsBb9aoYPVzwqmwMAJLBZfTcLt5xEd96LXkpHfNIrJLi+H6asxsCyD+ZcTyK0dtejw24q3iqrhcb6JQrOP5ZQfi9d8Q22JNE1DNptFtVoFz/PIZDLweDzwR12gGdomgARG7Gg/K1fHg3iQbVhyDhJ+FybCw9+v2ZPPtM67WETHvCjtWAupQlrE//ujLZRbRqF/IuzG715JwcXZi/Ka5iz8aJrRyV4vds1CIAAkpv0o77Wx93hQsC/tNKFIKhZfTWFvpYpuU4Y3KGDsQshiVxROebC3UrUUalmeQXTcOTDZiXQ6jXa7jWw2C13XIQgCRDECWrPeD92mhG5Thtt/douetc8LqOUHhe9qro3FV5PwR0RQFIVIxjtSbkdhq2HriO93ZFTzHUTSZ8v9OIro4yE6nDJd19Gs9NBryfAEhaFZAaOS8LvwwngQt3Zq5lomKOJSxtlvf1ho7zCR6JDktB/lvRaUI5kMoaQHnqBx7SYvRcAKDCp7bVAH+QHJGWOiqFEqOu6zWSpaxIJu07A9kzoyfFERoYTbcWLBHxXBuRi4/bzNcigQFxGf9ENwsyjvtgEKiI6dPI1yGr2e3WLppHUnFFnFzsMqqtk2aIZCfMqwERs1B8SJ/Sc1mwiZ3zSyZI5+p7fulS3PB03VsH2/bAh1nijgOdkOjUAgEAgEAoFAIBAIo0PEAgLhtwCt42zNorUdPOBPQNc0QNdBMaN3aZ8GzdCYux7H+pdF9DsyKJpCdMyLxLTV+kfXdGzdLVsK8XJfwc7DChZfMYI+x5fDSM8HochG6OxhIYthh1t0AIbX/19/sYe92qD7/e5eHT94aQysg2Dw8OFDFAqDNuVcLocXX3wRXq8XM9di2LhdNANKI2NexCeH2xidhXpXxi+flLBT7cDv4nBjOow/fXkcn29VUe/IGAuJeHFyuB8+AKQCIliagnKsgDkeGi4wTF2JQvTxqObaYFga8UkffrxVNoUCwPCe//eVIr59MWl7vejjHAujkbQHnoCAS29lUNxpQumrCCbcCCbcuPMvu7b91PIdTF2J4sKr9gmIQxiOxtIbaWSf1NCu9yH6eKTmAo62U8OgaRqLi4uYmpqCJEnweDx48It92/Fruo6eqsJ1xuDhTkOyCAWAcX/n1xs266XTOBqEO8r6s6BpOlY/z6OWGxx7fNKPycuRZyoav3shjqWUH3u1LkJuDlMRz9DzmZwOoJbvWorMgbjbItioiobyXgvdpiFohNMeCG4Ol25mUNhqoN9V4I+IiIwNLG9ohsb4hTDGL4Rt7yn6nIUm15H1blPC/V/um0XterGLRrGL8aUwdh5WTMEgEBMRn/KBoihMvxDDk0/zprDl9vOYPOiqD8TcCMROFhl1TUenIYHh6BPtsAIBZ+ElGAyeuP+jrH9ZtNyzuw8roCjDMutp6TtMXuiaDllSTbFA03SbtRtgnG9N0cFwzxjkQSAQCAQCgUAgEAgEC0QsIBB+C2BjMdBuEVrHagXDT06O9HpdltH61a/Qf/gQuqZBmJuH9+23QJ+T37Uv7MKV98bQa8tgOcawvjmG1FPQ79i7348HkzIcbfGwH4UnhaZFKACAXL2Hx/kmLqatxbBWq2URCgBAVVXs7OxgaWkJ4ZQHgbiIdq0P3sWe6mk/Kqqm468+30W9a5yDrqTi7+/s449fGsN3HAr0wxB5Bu8txfHPDwtQDwqYqYALL04OhBRd16HrMAu29IGP/mFhsNmTkb9r70peLbbwbYf3pCgKc9cTWL9VRKvSMzq3x31IHQRMuzycrUir687TCMe7tJ0QRPbU8OVREAQBgmB0zkcnfNi+VzZ/t9vp42G/jw8/24HPxeLmfAyLydGmF45P0Rwi9Yz1fldBNWt0uIdTHsfvwyHBpBvlPautFEVTCMYHhWZV0bC/UkMl2wbD0UhM+Yd6w59EZb9tEQoAY7IhMuYdKZMDsN9bhyQDLiSPWA/puo78RgOlXeOzHQqI/qiIC68mkduoQ+6pCMbdSB4pWKuKhoe/zloKzKVdEYs3kuBFFmMOYsBpBBMp+KNxNEqD773g9iA5M5gqyG00LN3vgOHHn1kM4eq3xtEs9yC4WXiCgnnePQEBV94bR6vSA81Qlt+dRqvaw+rnBVNoCCbdmL0Wd8z18Hq9mJqawubmprkWDoeRTI723JC6ik3cAoxr/yxiQSAq2u5dXmThcg+emRQFCG7O9uznRRY08xyFgmYeWPtnoL5r2BtN3QTiF6zbaBpQWQeaWWO6IboA0OcnpBMIBAKBQCAQCATC1wERCwiE3wIoloXvgw/Q+MefQO8bRTQunYL7xsvmNrqmQa3XQbtcoEVrd3P7ww/Ru3vP/Lm/sgKoCvzf+96p791tSagXumB5BqGUG8wQax+KoiB6h9u5sAIDhqNtHdMu77MX40tN5zDVUsu+Psy6o9sdiA0MQ5+5Q/w0tsptUyg4RNeBe3t1jJ0wFeDExXQAUxEPdqodeHgWYyHD+kbTdHy0Xsat3RpkRcdMzIP3LsThOWbxwjE0aIqCdqyg72KHF8pcHg7Lb6Qh91VomoLS1hqefPwI7kAAyZl5cEeEJ1XR4I+JKB3zkPeGXRDc5yO+nJXElB+aYhSwK50+bks9+GLGNW72FPz4XhYRL4+o93RbHm/QBZqlbcXlQExENdfG6ucFUxTZfVTB4ispm23WIeGUB+2ZAPKbhh0Rw9GYvBQFfyTgeP1WEdXsYIpo43YRuq6feeKlWXG+95vl3qliga7r2F+pIb/ZgCKpCMTdmLocGXo991Zq2F8Z2FBt1/tQJBVjF8LwR8Whtjyl3ZatE71R7KJW6IwUmN6s9FDaaULTdETSXgQTblA0jaWb76KwuYZmuQTR60Ni1nrPSg5CJmAU2n1hF/xRFoosA7BeR5qmzmwxpGu6RSgAgFqug/0nNYwvOYsh09PTSCQSqNfrEEURgcDoFkLDbMRGEe5OYmwpjHa9j17LOHcMR2P6agzUESGJoiiMLYWw9kXRMk0ydiFk2e5cUfrA7f8PIB8809sl4MH/BoT/CgQOAuh1Hbj/10DpyeB1gTHg6g8BhvzTmkAgEAgEAoFAIPzHhfwXDYHwWwI/MYHI//jvkLNZUC4RbDxmFovkbBbNn/4Uar0B0BRcS8vwvvM2qIMw197DR7b99dc3oPX7oIXhxdHcRt3SjS085rD0espSyDxOtymhXupCEFkE4m6zA5lhaKTmgth9WBlsTFFIzwega/ozFY4SfufP4LTu9/tB0zQ0zVroPYulx9MgO4ShAoB0bL3elVHrSIj7XBD54cV7j8DiQtJaLP5iu4qPNwbnd7XQQldW8SfXxy3buTgGSykf7u83LOsvTARP/RwMCzz4l39Bu2a8T3kXKG6u4/L7vwOG4bB1v4LSjhFqLHUUcC4GDEPDFxEx88LX501OURTS80Gk54P4cK2E4Lr1vOs6sJJrIjp3uljAcDRmrsawfqto2mr5IiKS0wHc/+W+pQiryhq2H5Sx/EZ66HFNXIwgORuA1FUg+nmLICcdTCkcp7DZOLNY4HI7f28Fz+n/lChsNrF3pPhfL3Tw5DMVF2+mbUVrXdOR36gf3wXymw1kFk4uEncbzsJftymdKhZUsoZQc1iULu+2ML4URmouCIZlkZpbRGpu0fG1/qiI+rGAdYqm4AlyWP3sYxQ316HrGkR/AAuvvAFPcLQw3n5HBigj8PuQdl1yDE+u5jpDxQIAcLvdcLvPnp9yOBHRrllFmLBDrsyZ9iuyuPz2GOqlLjRFRyAmmlNhuq5D3tuHWi7BH49j+Y0Uyntt6LqO6JgX3tD5TLU5UnoyEAoO0XUge2cgFlTWrUIBYEwhFO4DqavP79gIBAKBQCAQCAQC4TlDxAIC4bcIiudt1kO6oqDxox8NLIo0Hb3798GEgnBfu/bU7yVLqrWwD6Pwtf+kNtQiZv9JDbuPBq9x+3lceC1l+len54Jw+3iU91ugaQoUTWH7fgWrnxXgi4iYvBR5qrDZ2ZgXU1E3NksDq43xsBvzcbutDM/zmJ2dxerqqmmV4/P5MD4+btt2GJqqQeoZuQqjet1PRtzgWdoSZgwA83EjxFbXdfzLowLu7tWh6wBLU7i5EMML48GRj+t48R8A9qpd1DoSgm7reX3vQhxeF4uVXBMsQ+NyJoArY6dbklT2dkyh4JBeu4Xi5jo0LYHilnEMNEXB5eEg+ngsvpo8U+bA84ahh0/HjEo47YE/5kKz3AMnsPAEech91dFq63iR9ii9tozKftvc5/HJHVVxzi5QniLTIDrhQ2GraTlGd0AYqWO/tNu0rXXqfXQaki0kWdd1x8wFVdag6ToYDD/PnqAAbNnX3UMEwaPsr1Rtgbv7qzXEp/1gGBq6rqNV7aPfkeENuSwWY/FpP+olI6cAMISC8eUwSltPUNgYhMt3G3U8+tW/48Xv/h5URUd5rw1FMrI6PMHBMUo9BWtfFNEsG/vzRUTMvhgD72LB8s7337D1Z4WiKMy+GLfYiIXTHmQujCZ4nLjvY5ZZgDHl1vjxjyGtb5hrwuICJj744JmyMUZGc7YJgz4Ix0Yz67xNI3u6WFDfBXJ3AV0DEheB0NRTHSaBQCAQCAQCgUAgPA++OdUXAoHwtSBns7YsAwCQ1tZMscB1YRHdO3ctvxdmpk+cKujUJWgO3fCtqrOVSb+rYPdx1bLWaUjIrdctPuOHAbjVXBtPPs2b681yF48/zuHqe2Ogh1gdDYOmKfzB1QzWS20Umj3EvAJmYl4wQwr5Y2NjiEQiqFarEAQBoVAI9JAC8nEKWw3sPqpCkVRwAouJi2FEMt5TX+fiGHz/Sgo/fZBHs6eApSm8MBHEhQOf/JV8C3d2B93Yiqbj548KmAy7EfKMJqActxU6xGmZZWi8PhvF67Nn6/bvtuxFYwDoNpto1ezn4TDIVOopaFX6EDyspbhc3mshv9mAKmsIJd1IzQctBXNV1VDLdaDIGkIJ94lTLaOymPTh4/WyJSSaoSkspUbLLDiE5RhLoZ3lGbACA6WvWrYTfc7Xr1bo4MmneXMSYW+livnrCQQTg+Kry8vB5eXRO2apNUqB/zgcz2D5zTTymw10mxK8QQHxST86tQr2Hj9Ev9NGIJ5AZnEZLG895iG3liM0QyMQd6NesPrkB2Ki5doqlQp6d+9C63TATUzAtbSEcMaD4k4TrSOWSaGkkSNyGr22vUisyhoUSQN4YPXT/GB6gKIwdiGE9FwQgDH5tPhKEq1q37Qe4kUWt3/6K9s++50WynsF7DyUzPyKvZUqxpcjZgbA5t2SKRQAxvNt624Z8y8n4PJwCCbcthyB46Hw58mhjZjUVUAzlCngPg+ktTWLUAAA/ccrcF24AH5i4rm9r0l0AVj9KaAeux/iy4P/3xNzfq13yPoh+fvAg/9r8HP2DrD4O0D66YV5AoFAIBAIBAKBQDhPiFhAIPyWQ3HOnuHUkWKf5/XXoasa+o8fGQHHs3PwvvP2ift1eTkjnfK4r/2QXIJWtedYUWxWnLuqD4NPjyL3FNSLXXiDDLKrj9GuVeEJhpCaW7T4iztB0xTm4l7MxU8v3AOAKIoQxbN5jbeqPWzeKQ2Ot69g7csi3AH+xLyGQyYjHvzPN6ZR68pw8wxc3KBgt1GyW80AwGa5PbJYsJTy48O1smUtFXAh+Aw5AbKqYbfaBc/SSAdc8Efjjtv5Y3G0G87iTHGngdx6wyyKh5IezL4YQyXbwfqXg9DZblNCr61g7iXjPXptGY8+zJqWLdv3Kcy8EBtJnDmJgMjhP13L4N+fFFFo9BHzCbg5H7VNX5wVmqYwthiy3CPUwdpxdF3HzoOKxbJI13RsP6ggEBfNDmyKojD3Uhyrn+dNb/hgwu24z1HgBMby2natins//yk0zRA4WpUS6oU8Lr/3bUsXeHTMi+1jWQKijx86CTR1OYInn6lm/oDbz1smkuRCAfW//mvo8kEo9Ooa5P19+D/4ABdeS6GabaPbkuEJ8AjG3SN1pPsiLptAIbg58AKD/FbDajOk69h9WEE45TEnDCiKsmU30EP86wtbXch96/Nu73EF0XEvGIZCLW8XcKv5DjRNB00bnf77KzVU822wPIPEtB+RtHFfK5IKWVLhcnPn7ut/HmLbachZ5659eX//qxELeDdw6Y+BlZ8A3SrAuYDJN4HI7GCbyDwQmgSqR8ZYvHEgcfnkfW/8wnkteRUYUXAmEAgEAoFAIBAIhOcJEQsIhN9y2EQCbDwOpVCwrLsuDYoeFMfB99678L79FqDroFgWuiRBV1VQjHOHqSCySEz5Ld7jDEcjPR903P6opcdRxGEBxkM6lVVFxt2f/zN6Bx3s1eweSjtbuPL+d8EOEUa+KioO3vHQdVSzHYjzoxWaaZpC2KH47xGcr4ObZw/eRsdnW1Xc3qlBVnXMx714cz5qERxengqjK6u4v1eHrOqYjLjx/nLiqa0/diod/MPdLLqSUUiO+wX8wdU04tNzFmuWUHoMkbFxdFt17NV7lu5x0c8ju9awCEnVXBvFbdHR2qay34K0HAYvsth9VLV4u+uajq17ZYSSbsfpk25TQmmvBWhAOOOx2eMcZTzsxp+/Mgld1089P6qqobDRQKPUBe/mkJz2D50WiE8avyvvtUAzFKJjPseCuqbp6DoEc/daxkQPww6Oye3ncfmdMXSbMhiWOteQ6OyTx6ZQcEirUkKjWEAgnoCu69A7HcQnPJAlFYWDKRB/TMTU5ejQcye4OVy8mUbnIIPA7ect23a/+NIUCg7pP3oM5fp1sKHQUwlC40thdOqDbn+aoTF1JQKKptAsDQ93HvbsAoDk7Dya5aJlzReNQZFZAFbLKU01rqk35AJNU7bJLJqhTAMmhqUxvhzG+PJg6krXdew8rKCw2YCm6uBFFtNXYwjEzjds/XnDDMl/Gbb+XAhPA6/83wGpBbCiPbSYpoHLfwIUHxrWQ54okLgEsCc8xzXNEB+OI7UBtQ/Q/7GuE4FAIBAIBAKBQPjNhIgFBMJvORRFIfD930X7ww8hbW2D9rghXnsRwsy0fVuGgVqvo/nzn0Pe2QXFcRCvXIb71VfNMOSjTFwMwxdxoZbvgHMxiI37hhbWPAEB4bQXlf3BxADLM0jOOPvgRzJeVHPW4jsrMOh38qZQcEiv1URpexPJ2flTz8fToqsqlFwOYFmw8bhjEXRYPgHNjFaM13Ud9/cbuLVTQ1/RMBf34rWZCHjWyAy4s1u3ZBoE3RxmY4bdzOdbVfzyyaBj/e5eHR1Zxe9fHQTnMjSFdxfjuDkXharrENintxrRNB0/uZ8zhQIAKDT6+PVaGd++/goSM7NoVypwB4LgxCAe/TqPZrV3YF8FBOIuRNJeuAM8dh5UbPtvlLqGPYwDiqyBF50trxRJPeg4twoBtXwHTz4bWPpk1+uYvXb6FMJpQoGu63jySR6N0mGneBflvRYuvpkeKhj4wi5Lh7qu6yjttlDea4ECEB33IZRyw+XlzGmBQwQP53g/URT1VHkepyH17B3wh+v9jQ20f/ELqPUGaLeI6KuvIvPtZeiaDoY9vYuaoqihgo1atwcgA4DWaAChp5uacPt5XHlvDLV8B5qqI5h0gzuw2+GHhTsPWT8kOjEFTVWx/+QR5F4P4fQYJq+8gK17Ddu1o2gKopcHTVOITfqQX7d+xvik78RJgdJuC7m1wWukroLVz/N44VsTZnDwfwSECxfQvX0Haq1mrrGxKITZ2eEveh5QFCCcYC3GsEDysvG/UaBpwJ8GGvvWdU8UYJ9jYDOBQCAQCAQCgUAgnAEiFhAIBNAeD3zvv3/qdrquo/GjH0EpGVY1uiyj8/kXoFwi3C/aPZcpikI45UE4NZo/+uy1GAJx0ejAdrGIT/khDLG9CKXcGF+OILtagyKp8AQFTF2Jorj1wHH7XttuW3ReyIUCGv/wI2gt4z3YWAz+738fjNf6uaNjPuTW65aOYYajEU6Pdn7u7zfw0weDnIYvtqqodST8wQsZBN08fnB9DJ9tVlFpS0gHXbgxHQF70EF/d89eXF0rtNDqK/AK1nPMMvTQPw66riNb7yHf6CHqFTAWEh0L5pWOhGbP7gG/VTZsXnzhKHxhw1bm/i/20K71QQFmkTwxFcDkpQjqxY5tHwDAuRgERbdlcgUwOtIPp1FcHs4yWQAYwozTPbXz0Grpg4Mu7XDK80xWLq1q/4hQYKApGnIbDUwPCfo+Tna1ht1Hg47kerGLiYsRjC+Fsfp5wTxuiqYwvhQ+txBYRVJRzRnnP5R0O/rUBxMp1HLW4idF0/CKbjT+118CqiHoaJ0uWv/yc7DhMLhU6pmPjUunbdNQFMuAjTvbXI0Kw9KOAlFiyo/STtMSvOwNu+CLnFzkpSgKiZk5JGbmLOvpeRr1Yseyv9RcENzBhND4UhgsS5t2a9ExL1JDprIOqTpMLqmyhnqxO/Iz5psAzfMI/uCP0bt3D0qpDDYeh+vSxaGWecPQNQ3y9jaUSgVsPAEuk/5qApJPYv4D4Pb/F1AOLLkYDpj/tiFMEAgEAoFAIBAIBMI3ACIWEAiEkVHLZVMoOEr/8SNHseCsUDSF2LgPsfHTg2IpikJqNoDktN+wXTnonJVicew/tgsGgXjimY/PCV3X0fzZz0yhAACUYhHtX/0K/u9827Kty8th4UYSu4+r6DQkeAICxpfC4F3Go1jTdKi6Dm5IQPPt3Zptbb3YRr0rIyByiPtc+N5l50Ks4hA2DQDqsfWOpGCr3IHIMZgIuy3TELqu4yf383iYbZhrs3Evvn85ZZuacPMMaIqyhSZ7jgkT/Y6Mds2eS1HZb2PyUgT+iAhPULBsQ7M0EtN+cAKDXksyveR5kcXsi3GzuJ+eD6JZ6VlEgORMwFb01nVnSx+pq0BRNLO7/Gk4Llactn70mCiKgqbpyK7ZhZ7sah0vfDCOS29lUN5rQdN1UKCwv1LF9v2ykUtwIQSWe7pjb1Z6WPkkZxaztx/QWLiRtHnyJ2fn0SgVUNnbAQDQNIOZl24Ae/umUHCU/srKuYgF7usvQd7dGTyPKAqem2+BPmOOiJzPo3vnDvReD/zUNFwXlx2npFweDhdvZpDfaKDXluGPuBCf8j918dnt53H57TGUdluQJRWhhNsiPNA0hcxiCJkzZEsMC3an2W9+IVrrdND58ksouTyYcAjua9fgvn7dtp2u65B3diDv7YH2+eFamLfk65jbqSrqf/d3kHd2zTVhYQG+b3/w9QoG/jTw6v8TKK0AumaEKfPu019HIBAIBAKBQCAQCF8RRCwgEAjPztdYfKFoCsyRQnUwmUZ8ahaFzTVzLT41i2Di2QuUTmitFtSy3SZH2tx03N4fFbEctRY0NU3Hr9fKuL1bg6RomIy48a2lBAKitZO2Lzvb7hy1HhrGQtKHL7asftnJgAuBI/71j3NN/OR+DupBcT3qE/BHL2bM3IPtSsciFADGdMJasYX5hFXgcfMsLqb9tomGl6esxU+KphyDsA+tdCiawuKrSeTXG2iUexDcLFKzATMQevHVFLotCaqswxPgLVMA/qiIizczKG4bHeGhlBvBhL0wR1EU3AHBDNM9RHBzYJ/RvsUXdoGiKevUAgD/kI70WqGD3YcVdBoS3AEBmfmgpfv8ELmvALoREjx2IYzidhMbtwfe+IXNBvodBYuvJM98zLpuZDscfV9V1rB1r4yLN63d2TTD4MLrb6FTr6HfacMbiYLjBXTv3HHeOf30wotlN6KI4J/+KaStLWidDviJCTC+00XGo0i7u6j/7d8CB9dG2tyCUizA9957jtu7PBwmL0We+dgP4UV2aIbL0xCf9Bm5KEe+Sy4vh0D0/L3wNUlC/9EjqNUq2GQSwtzc0Pya09AVBbW//huoVeP5JO/vQ1pbQ/DPfmibzmr9/F/Ru3/f/Ln75ZcI/tEfgnZbv9f9lRWLUHC45lpeAj8+/lTHeW5wLiB15es9BgKBQCAQCAQCgUAYAhELCATCqaiqikKhgGazCd3nQ6DRAHOkYOi6cOFrPDorFEVh7uVXkZpfRLtWhScYgic4KFCrsoZKtg1FUhFMus2i81O/H88DDG3roj5evDqJL3eq+HRzIDhslTv4+zv7+C83JiyF2bm4F58fK/iH3ByiI3yG12cj6PQVPM43oetAOujC71wcCCiSouFnD/OmUAAApWYfH69X8O4Fw9plr+bsT79b69rEAgB470IcES+PJ4UWBJbGlbEgpqPW4h/vYhFKum0WKvHJwf5YjjG6rId8tpOuodvPj1TgnVgOY+WTnGkRRdEUJi4+u6UPL7KYWI5g+0HZFAz8URHxab9t215LxpNPB7kJnXofa18WIHg49NtWf3t/TLQII4Utq4gDAPVCB722fGIArxOaptuEk8Pj0TQdjEMmgjsQhDsQBGCIDcLcHNoffgRdOjKxQVNwLdmfFVq/j+7nn0Pa3gHt9cJ97QVwGeerrXU66D1+DL0vgZ+ehjBtz1YZle7nn5tCwSG9Bw/hfvnlMwsP3wT8URHz1+PYf1JDv6vAHxExvhR6JhstJ7R+H7W//EuolYNn0Z276D96BP/v/Z7jVMZp9NfWTaHAfI9uD70H9+G5ccNcU4pFi1AAAGqthu6du/C8+oplXc7lHN9LyeW+frGAQCAQCAQCgUAgEL7BELGAQCCciKZpuH37NuoHgaJ6KomCpmG+3QbrEiBeuQrX1asAjEJ8u94H72Lh8p6tQPk06LqOej6HejEPl9eH6PgEGNZ43+MiAQD02jIefZg1LWB2HlYweTmKxJS9cDsqtCBAvHQJ3dvWTmrx2ui2TA/27YXeQqOPcltC1DsIeH11JoJaV8ZawbA8Crk5fO9KaqSCNsfQ+O7lFN69EIei6bacgkKz5zihsFMdZAYEReeifMjtvE7TFK5NhHBt4ohYo2gobDXRqvTg8nBITPsxczWGHYFBZb8NhqURm/QhOescbP288EdFXH53HJW9FnQdCKc9Zy6yDyMx7Uco6Uaz0gMvsvCGBMdrVtpr2SYQNFWHL+KCrunmfSu4OUxdsuYdqEOmS4atnwRNU+BF1maVxIvs0JBuAOivr6P94YdQqzVwyQQ8r72G/spjyPk82HAY7ldfBRu1Hreu62j8/d9D3s8aC8UipK1NBP/wD212RUq5jNpf/zX0niFkdD79FN63bkI8eP6cFbXRtC/qOrRWyyYWqK02+o8fQev2wE9NgR8bJl19vYSSHoSSzzefoPfgwUAoOEDa3oG8vQ1+aurM+9OG5MkctXYDAKVUctxOKRZta+yQkGvmKcOvCQQCgUAgEAgEAuG3BSIWEAiEEykWi6ZQABid9Mr0FLT5eUQyGbPoWd5vYfNOybQuCae9mLkWO7G4+KysffaxxW5of+UhLr37AThecNx+f6VmK4DuPKggkvE8tbc7AHjefBO0z4f+6ioohoXr0kW4FhZG38GI3es8S+P3r6bR6MmQFA0RD3/mznfXkM/pc3FObkAWK6SFhBdfbAsoNgdd5yE3h6XUoLCab/SwXenAK7CYi3st+Qu6puPxRzm0qj1zrbTbwsW30pi6HMXU5dECf4/S78go7rSMSZGEG4GYc+DyKAgii9Rc8Kleexq8yDoG5x5FP37yDxBEFlfeG0ez3AVFUaa10VFCSQ+yqzXr6zwc3P6Tp05a1T5y63X0OzL8MRGp2YAxybEQstgaAUBmMTT03MqFAho/+rF5A8nZHJRyBeH/9hcn5ggoudxAKDhE09G9fccmFnQ+/tgUCg5pf/gRhKUl0E6+9bKM9kcfof/4MQBAuLAEz6uvgGKNf/pw42NQazXLayiXYBM0lEoFtb/6K/O9u19+CfeNG/C8cgO/jagVu+0aYJynpxEL+PFx2KOZYZsAYCLOE0Js1L4uLC2he+++ZWKBSyXBP8MkCgC0a33sPqqg3ZDg9vMYWwzDG3L+e0MgEAgEAoFAIBAI/xEhYgGBQDiRdtupjAO0u12zcChLKjZuFU0LFwCo7LfgDQlIzjyfDvFWpWwRCgCg26gjv/oEY8uXnF/jEKSrqRq6TRm+8NOLBRRNG4GcZ5gmOMpyyod/b1qPLeF3IeJxLvT6XaN3vOu6jla1j+aB338o6XYMQg2IHJZSfsuUA0NTuD4VNn9mGRp//NIY7u/XkW/0EfUKuDIWgMAa5+7XayV8vD4oJIY9PH5wfczMPKgXuxahADC89wtbTYydIcj1kHa9j4e/zkI76J4vbDaQng9i7EL4lFc+X3RdR2W/jXqhC05gEJv0DZ1SUFUNtVwHiqTBG3LZ8hsomkIk7QVNUwjEhltbpReC6HcU07Pe5eUxdSWC3YdVVHLGxEZiyo/ouNf83rbrfTz6cN/83rZrfTRLPSy9kUJswgfBzaK02wJFAZGMF/4TvO/7jx7ZlCZdktBfXYN42fn7CABa19naSut0bGtOHeS6LEOt1kAn4rbftX7xS5u/PTQV3rfeAgB4btyAks2aIckUy8D33nugOOu16nzyqU2k6Hz+GcTLl85kN/abAhuPAw8eOq8fQVdV9J88gby7a4QRX7xoyyAAADYWg/uVG+h88ql5D7mWl8DPzVm24+JxuJYuoPfwkbnGBPwQr9j9/2lBQPAHf4ze/QdQK2WwiQRcFy445ioosorcWh3NSg+Cm0NyJuAoskk9BY8+ypqCeKPYxaNqFpffGYMgkn9OEwgEAoFAIBAIhN8MyH/dEAiEE/EN8e4+ut4s9SxCwSG1Que5iQXtWtVxvVUtD32N6OXQa0mWNYqmILi/3kfhtfEQ+rKGWwcBx1MRD95bij+zXz5gTE7k1geTIW4/jwuvpcDy9qLZB0sJpAMi1kstiByDq+NBJPzWIF4Xx+ClSXsxvt6V8cmGteO40pbwxVYNb84bndq9Y777h/Q7zuunsf+kZgoFh2TX6khMB8AJ5xOk+zRs3i2jeCRDoLDdwNLraVsBst+R8fDXA1ssUBTCKTda1T6krgLBzWF8OTySpRfD0Jh7KQ6pp0CVNbi8HFY/L1iyIA4nBWITxnc3v9GwfW9b1R6a5R78UdH83yjo2hC7I0098XVcOg2KY6HLxyyPpiZt2zKRqM06iOJYMEH7M0ZXFPQfP7Kt9x48hOfNN0HRNGi3G8E//VPIe3vQul3w4+OOUxBK2cH+RtWgVqu/lWKB68IF9B49gpLLm2vC/JwtZ6L5T/+E/upA0O3du4vgD34Axm+3ffPcuAHX0hKUQgFMKAQ27Cz4eb/1LfCzs5B398AE/BAWF0ELzp39tCDA/eLJAu7htFP7QEhulnuoZNu4dDNj+96Vd1u2sHFN0VDebZ1rUDWBQCAQCAQCgUAgfJ0QsYBAIAxF13WEw2FEIhGUy4MifDAYRPxIFykrOIdaPmvBttOQUC8a3dmhlBvMkY74wzDV4xzPKThKeiGIeqlrKTAnZwLgXcMfhZqmo1HsQtd1+GOi5RhOQ9d15NYbKGw2oKoawikPxi+EwXDWfdA0hdfnonh1JgJN18Ge4T1OotuULEIBYJzT/GYDmYXBeWr1FaiajoDI4fJYAJfHzi7wFBo9m4URAGTrg85xX8Rl3wCAPyKi35GRXa2jc2DvkZoLQHCfXCTvNiXbmq7p6LXlcxMLuk3JOKYAP1IYdq8tW4QCwMjyyK7WMPuitfN67/ExWyxdR73YxdX3xqEDYDn6zIIR72IBFyB1FVtoNADkNxumWCD3nQv5w9ZPwrWwgN7de5Y1imXAz84NeYUB7XLB9/77aP7zv5hhyMLsjGO3uOeVG5D39iyhye4brzgXi3UdumoXMHTVKkpQNH1q4C0bi9k8+imWATOkoP2bDsVxCP7hH0JaX4dSqYJLJsBNWMPY5XzBIhQAgNbponv7Nrw3bzrul/H5Tg2WpigKwjMGWx+lXuqaQoF5nIqG/GbDFoyuOgjiwNPlghAIBAKBQCAQCATCNxUiFhAIBBtar4fWv/+76cE/vbyE5NIS2t0uPB4PotEoaHpQ0PaFXfAEBWvRhTK6nW//8w5kSUUw7sbExfCJhfmjZFdr2Hk46FQXVjgsvZ4yX+8NRxCdmEJpe9PcxuX1ITk7PCvAExBw6a0MijtNKJKGUMKNQHx453S3JeHxRzmzoMvyDBZuJEf2qM5vNLDzYCCyFDYbkPsq5q8nHLenaQo0zj5NoOs6co0eKm0J6YCI0IF9kZPtEgDzOvVkFT+5n8N60Sgqp4MufPdy6kw2R4eEhlgmRY4U2D0BAanZILJrNXMtEHcjEHPh/i+zkHvGeW5Ve6jmO7j8dsZxAsLcX1BAr2WdSqAZGqLv2YOJdV3H1r0yCpuDwn98yo/JS5ETC/jDpie6Lft6s9Kzramyhl5bNiyJngFFHhJ4fGQ9EBNRL1jtfiiaGnma4ChcOg3vu++i8/FH0DpdMIEAvG/ddLSdOY4wNwd+YgJyPg/a6x0aTsvGYgj9+X9B//FjaL0ehJkZW66B+Tk4Dvz0FKT1jWPvNQ+KPpsY5375Zcg7O9A6A+HL/corJ2Yx/CYi5wvoPbgPXVHgmp+HMD+PYU9Cdcjk19EMgUN0TYMuy6D4s2ewPCtyz1kYk3qKbS2UdGN/xX784dTzDZQmEAgEAoFAIBAIhK8SIhYQCAQbzZ/+DNLmJgBAVyX0bt2Gh2URf+01x+0pisLiK0lkV+uol7rgRQaCm0P+SFd7Zb+FfkfG8ptpUBSFZqWH4lYTiqIilPQgOjbwUpd6CnYfW4sy/bbReX7Y7UlRFOZffg3R8Uk0Cnm4vD5EJ6fBcicXil0eDuMjetpv3ytbOr8VScXm3RIu3kyPVNQqHOswB4Bqtg2pp4wsmiiyDE1VwLucC5OqpuPv7+ybBX8AeGU6jNfnokM74Q/Xf/GkZHndfq2Hf7yXw59ct3ZaZ+tdfLReRqUtIx1w4bXZCIJu676jXgHLaWvmgZtn8NKE9VyPL4cRGfOiVe3B5eXgC7uQ32yYQsEhck9Babd1oo1VZiGERqlnee34UviZwqoPqRe7FqEAMMSeUNKDQGx4kdgTFEAzlM3exxe2F/9dXs5mwWTYYj272CH6OLi8nE1MCSYHtjnxSR+alZ45gUAzNCYvR556KkO8dBGupQvQez1QbveZCr8Uz5/a4Q8AjNcL90svjbRP37vvoqlpkDa3AIoCPzUF79tvjXxMh7ChEEJ//ufor6xA63TBT0+BSzgLfr+p9Dc20PiHH5mZAv1Hj+F543W4X3zRcfth54dNJC0/9x49QvvXH0Jrt8GEQvC+dRP8xMT5HvwJ+CL2nBAAjt9xT0DA1JUodh5WoMoaGI7G2IUwPEEScEwgEAgEAoFAIBB+cyBiAYFAsKB1OqZQcJTew0fwDBELAKPrfnw5jMNy34Nf7du2adf66DQkyH0VK5/kzQJNLddBpyFh8qIhBHTqEnTNbvlwPByXommE02MIp8dG/HSjo+s66iV753en3ociaSMVVFXF2bbCKd/Bto2mYuPLz1DYXIeuafBFYpi78RpEr9Wm42G2YSn4A8DHGxXMJ3yIBnmE015U9lvm73iRRWLa8AxfyVv93wFgr9pFR1LMUOJKW8JffrYL5eB6NLoydqtd/PfXp8Cz1g7tD5YSmI56sF3uwOticSkTgFew/5lx+3mLf/+w7t5h64e4PByuvDOGSrZtTq84BZM+DU2Haw8AjVL3RLGA4xmMLYWxfW8wUeLyckjN2UWP9HwQzXLXcj8kzylvgaIozL4Yx+rnBfQPph2CCTfGjthP0QyN+esJdBoSpK4Cb0g4cZJjpPdlGFCeb0anNe12I/B7v2eGKD/LJADtcjlaI/2moTab6Hz8MeT9fdB+Pzwvvwwuk0Hn409sBfXOp59BvHwZFMdBbbWhNepgolHQPA8mGIT75evofPqZuT0bi0K8OjiHci6H5k9/NnjvahWNf/gHhP7iv400kXIeuDwcJi6GsfOgYv7NCaU8iI472yHFJ/2IjHkhdRTwbvZMtnQEAoFAIBAIBAKB8B8BIhYQCAQrTsbzAKCfzZfZqdgPGIXy7GrN9j6FzQbSc0FwAjM00FX0nU8heBQoioIgsrbOb4ajwbCjdUyH0x7LdAVgdJ6PEqi89/A+8uur5s/NchGPf/0LXP3gu5aO7d1qx+nl2Kl2EPMJmL0WQyjpRqPcg+BmERv3mcVonqEhHfPbpikK9JH939urm0LBIa2+gtVCC8tpa1ApTVNYSPiwkDjZd/w4gZho3BPH10+wiDqE4WjTg/884UXnazRs/SjJ6QCCMTdqxY6Rt5Fwgz5SVFQkFYqkwRsScPFmBoXtJlRJQzDpRih5foG5noCAK++OoduUwbDDJxbcfh6i99n+OaB1u+g9fASt3QI/Pg5ucvIrt5QZxm+bXdDToisK6n/zN1DrxkSNWm+gtr+P0A9+ALVWs28vSVDbbfTu3kX3zh1A00FxHLxv3YRreRmeV1+FMDsLaXcXjM8HfnoaFDMQo/qPHzscgwppbRXi1avP7XMeJzkdQDjlQavah+Bm4QmcPCnAMPRX+reIQCAQCAQCgUAgEL5KiFhAIBAs0B4PuPExyDu7lnVhYfFM+wmnvbbgSMHNwRsU0O/Y/aB1TYfUUwyxwMMhPum32PgwHO3Ynf08Sc8HsXG7aFlLzQYthd+TGFsMQe6pqGTbgK7DExQw+2J8pCJqcXvLttapV9Ft1C3hzsPyBQ7XKZpCJONFJOO1bXN5LIAP18qWtcWkD64jNj79IeGdPeXsIbjD8EVcSM0FkV2rGyISRSE1E7AFIuu6DujGZ3reRMY8yK3XLWKR4OYQyYzW8ezyckh6rferrunYul9GcbsJXdMhuDnMXIuZEzXPA4qiTpy20CUJrV/+Cv3HjwAAwsICvDdvguJHL4aqjQZqf/lX0NrGhEv31m2IVy7D+/bbZz5eaWcHvbt3ocsy+Nk5uC4uf2NEh98kdE2Dks8DNA02bjyTpK0tUygwUTV0790Dl05B2tq2/Ir2eaEUCujeuj3Yryyj+S8/B5fJgAkEwMZiYGMx54MYlh3xNVxv3sUinCL/JCYQCAQCgUAgEAgE8l9GBALBhv+DD9D8l59D2toCaAquC0vwvPbqqa/TdR1qrQaK45Gc9kPqKihuN6CpOtwBATMvxIwA1YiI0q7VAocTWEu35uTlCPxREfWD7uzYpB/CCF3d50lswujCL243oes6IhkvwunR7TEYlsbcS3HIfRWaqoEX2ZELnzTjbAdDHVu/PBbA3b06OtKgeJ/wuzATPf04b0yFQVMU7u3VoWo6FpI+vD5rLVzPxjy4t2edjqAoYDZqFx+eFoqiML4URnzSh25ThujjLF3wuq4jv9FAdrUOua8gEBMxeSk6dALlPGA5BktvpJBbr6PTkODxC0jM+J8pD6Gw1bTkIPQ7Mp58mscL74+PLECdN61f/hK9+w/Mn3sPHgK6Dt/774+8j84XX5hCwSHdO3fhunJlaFixE/3VVTR+/I/mz9L2DtRqBd6bN0fex28qSrUKeX8fTCAALpN5JgFFqVbR+Lu/h1o3vtdMJIzA978PredsvaX3+/C88QaUYtEMeaZYBt6330Z/ddXhBTqkrS2IV65A1zT07t1Df3UNFM9DvHwJ/OQkAEBYXET39h3LlBnFcRDm5p76sxEIBAKBQCAQCAQC4dkgYgGBQLBBezwI/N73oUkSKIoCdUpoMAAopRIaP/kJ1EoVoCgIc7OY+Na3MLYYgqpo4FyMWeAauxBCq9Yzw1dphsb01SjoIx3jFEUhnPZYivNSV0El1zZ+l/Kci7f7aQQTbgQTz2YNYxzn4FilnoL9JzU0yz0IHhap2aAtADcxPYuNW59Z1vyxhC2zwOfi8Gc3JnBrp4ZqW0Iq4MLV8aDlXA6DpincmA7jxvTwwOfpqAevTIfx2VYVqqZD4Gi8vRBDwMHSptuUsPOwgmalB5eHQ2YhNPK50zUdtUIX1WwbDEsjNulDMG68trLfxvb9wQREvdjF409yuPLO2HOdMuBdLCaWz6/rv5Jt2dYUSUWj3EMw7kar2sf+kyq6TRnekIDMYgguz/MTRHRNc7SC6a2swPvOO6DY0f6JoJbLzuuVypnEgs5nn9vWunfvwv3yy6Bd9oDo3xbaH3+CziefmD9zY2MIfP93R3ouO9H65382hQIAUMsVtP7t3+F9912AoQHVOk3ET8+AjUQQ/ou/QH9jA7qsQJieAu3xQN7dc3wP6uB6tf7939G7e89clzY24P+d70CYnwcXj8P/O99B+8OPoNZqYONxeG++Cdp9flZcx+m1ZWiqDtHHkYkVAoFAIBAIBAKBQHCAiAUEAmEo9IhWJLquo/Hjfxz4Wus6+k9Wwfj98Lz+OhjO2jXNiywuvT2GRrELVdEQiImnBqvW8h2sfp43w2B3H1WwcCNpK7J/09E1HY8/yqHblAAYBfZ6oYvlN9MWr+zk3AI0VUV29TFUWUY4PYapF1503GdA5PD2whCrj2eEoii8PhfFtYkQGj0ZITdvCzYGAFXR8OjDHOS+YTHVrvWx8mkey2+k4Q2d7AEOAFv3y5au+2qujbmXEginPSjt2IOY+20ZzUoP/uh/HD/6YdMDDEuj15bx6MMstINCbb8jo1Hu4co7Y7bvz7mh64a1k8P6WWDjccj7WesiRYGNRo/sUodSKEBrtcCl0445AlrbLqZA1aB1u7+1YoFSqViEAgCQd3fRe/DgqXz9tX4fcjZnW5e2tkB73PC9/z5a//Zv0Ht9gKYgXrkKYWEeAEDxPFyLVjs616WL6N2/B10eWMsxfh+E6Wkjx+L+fdt7db74EsK8sU9hbg7C3Bx0TQM1zJboHFAkFatfFNAoGpMRoo/H3PU4RC/JHiAQCAQCgUAgEAiEoxCxgEAgPDNquewYgNlfXYPn9dcdX0PT1Ohd57rh9X4oFACAKmvYeVjB8hvppzrmr4t6sWsKBYfomo7CVhPTVwZFdYqikLmwjMyF5a/6EB0ReQbiCYJOLd8xhQITXUdxp3mqWCBLKorbdkEgu1ZDOO0Znrl9tpr2105iyo96wRpI7Q4I8IYE7D6qmkLBIXJPQSXbPjXAuVXtobjdhKbpiKS9jt8rTdPRqvZA0zQ8Qd6YGGIYCPPz6D+yThcI8/MjTxUAgHjtRUjr61Abg2vofvEamICR2aBLEuo/+pGZg0KxDLzvvAPX0pJlP9zYOPorK5Y1xu8z9/PbiE2EOVzf23MUCxRZRWGzgXZNgujjEJ/yg3cNriXFMKA4DrpsDW4/FG9cCwsQpqehVCpgfL5Tu/zZUAiB//yf0fn0M6i1GrhUEu4bN0BxHNRmE3AIutdadlHoeQoFALDzsGIKBYAh0q59UcTFm2kyYUAgEAgEAoFAIBAIRyBiAYFAeGaG2WGcJST1JBRJQ78t29Zb1T50Xf/GFHsUWUW3KUNws5YC3VFkyTkYWBmyDhiF3k83K7i7V4ei6VhM+PDGXNTW4d/syXhSaIGhKMwnvHDzg2PQdR35Rh9tSUEmKFpCjM+Do0KOdd05IPkoSl+F7lBUlLrGOYmMedEodS2/40XWFoBs2WexiO6dO9A6HfATE3BdumTLe/iqCSbcmH0xjuxaHVLPyF4YXwqDoigosvN5GrZ+SDXXxpPPCqZyUt5tYWwpjPRc0NymXe/jyad5SF1DzHEHBCzcSIB3sUYIsa6j/+QJAECYmz9zMDHj9SD4wx+iv/IEWqsFfmIcbCpl/r57544lMF1XVLT+9V/BT01ZJgw8b7yRI4cTAABwOElEQVQOpVQ0rMwAUIIA77e+da6FZK3bBWgatHD6tMuz0N/YMLIgVAX83Bxcy08X1MwE/I7rtIOAoqoaHv4qa4qR1RxQ3mvj4s20OblFsSzEq1dslk/itWvm8VEcBy6RGPkYuUQCge//rv3Yg0Ewfp9FRAIAbmJ85H2fF9Vcx7bWqfch9dSvPAuHQCAQCAQCgUAgEL7JkP9CIhAIzwwTCICfmoS0uWVZd12+dD7752hwAmvrXBe9z8932kmE6PV6WF1dRaVSAc/zmJiYQDptTDbkNxrYeViBpmqgaArJmQDGLoRs+wjERFA0ZSuOH/rzO/HpZgW/Xhv4wt/aqaErq/je5UFBdqPUxt/d3od6sN9frpbwn69lkA6K6Csq/vbWPvaqRsGdZ2l852ICc/GTO9bPQiAugmYom2gQTtmDllVFgyJr4A9yLFweI9C437EKQoGYUUiOjnkhdRXk1utQZQ3ekAtTV6JDcxnkfAH1v/4r6IohNkibW5D39+H/7nfP46M+E5GMF5GMPRw6lHCjuNWwrPW7Cko7TRS2GvBHXMgshmwi1N7jqm3EIrtaQ2LaD4ahoes61r8smkIBYBRJt+9XMPdSHDTPw//tb0N/7z1A15/aB5/meYiXLjr+Ttresa3pigp5fx/C7Ky5xni9CP3wh5D39qDLMvixsXMTHNVWG82f/dQQLWgKwtw8fO++M/L+++vr6HzyKdRmA/zYmGGvNmTioff4MZr/9FPzZ2l7B2qtBu8bb5z5uLmxMXCZDOS9QTYALbogXrli27aa7dimlvodGaXdFpIzg2N1v/oqaI8HvcePQdE0XEtLEI5NeZwHFE3D9/77qP/oR4atEQA2GoHnNedps+cJw9I2QZaiKTDMN0NoJhAIBAKBQCAQCIRvCkQsIBAI54LvO99B58MP0V/fACXwEK9chWv5fCx0aJrC2IUQNm4XB4uUsXbetGt9bN0vo1XpQfBwGFsMIZLxQtd13LlzB+12GwDQ7Xbx+PFjsCwLnxjE1r2SuQ9d05FdrcEXdtksYXgXi+mrMWzdK0GVNYCiEBv3IjpmLyAfcnevbltbyTfx7mIcIs9A13X8/FHBFAoAQFI0/PtKEX92YwKfblRNoeDwdz+5n8dE2OOYP/A08C4Wcy8lsHm3BKmrgGZppOcCls+v6zp2H1eRX29AUzW4vDymr0bhC7swfTWK1c8LZkHP7ecxtmRcX4qikFkIITUXhKZqYE+Ziuh++YUpFBzSX12DUqmADQ8Pcz4vNE1HNddGpyHB4xcQSrpPDWIOxEWk54PIrtWhazpURYMqa2bxt9iW0az0cfntjGVfvbZi25cqa1D6Khg3Damn2grIAFAvWjutz2I7dFZor10wMtbtYhVF0+DHz7/z3BQKAEDT0V9ZAe0SRpqikPf20PjRj01Rpr+6BqVYROjP/9xxWqXz2We2td6dO0ZQ8xFxQqlWoWSzYAIBsGlnOxyKohD4ve+jd/8+pL09MIEgxCuXwfjs585p+gowQn2P71O8csVRcDhvuEwGkf/xPyDv7YHiuKGf83mTmPZbQtIBQ7g7LSuHQCAQCAQCgUAgEH7bIGIBgUA4F2ieh/ftt89sYTIqsQkfXF4O5b0WKJpCdMxrCQQeRrclobDZNG1fouO+oR3piqzi8cc5s2Ddb8tY+7IIXmSh0j1TKDhKNpuF6nHuTq7lO47+8dExL0IJN9r1PgQ3C8F9cje37GDxo+uAelC87Moq6l17oTDX6Bl5DxX7cUuKhly9h4nIaLkRw9B1Ha1qH5qqwR914ep74+h3FXACA+aYEFHabSH7pGb+3GtJePJpHlffH4c/KuLqt8bRLPdAMxR8EZetqEjTFGj69OKe2mg4rmuNxv+/vTsPjuS8z8P/dPdMz31iAAyAwX3sfXLJJbk8lyIpkqLLkijrZ0qWJSWVSEnKKcuVSElVLKkqkXyU44qsShyVYylSFDmRddk6I0oiKZJaHnty78Uu7nMGmPvq6eP3xywGGMwMMDj2Ip5PFVmYFz3dPcAAu/s+7/v9Ajc4LNA1HZden0FybjGc8TTa0H9PsOb7DihO4Ia2+9Hc40E+XcD01Tjmp8q/b7mUgng4W/aecjVYK/ogWOzm0g4Ek0msuuPjZk6S2vbvh3L1almAY24PwdR0Y5pya6k0AAOSsxjA6ZlMWRmkBbnLl+v6fZU9e65i94YWT0AZHYWlu7vieD1V+fNmqBqMXA64Hhak33gDmdcXGxeb20PwPPNM1Z0dgtkM2/79sO3fv+J91irLtXzc0HUoIyPQ5uZgamqCub39hk7gC2Yz5K6uG3b+ejR3uyGIAsKjSWiqjoZWB1r7vbf0noiIiIiIiG5HDAuI6LagFXTErk96epvskMyVK95dfitc/tp16pfLJBScf3USulqs+x6dSiMRyaHvrqaqx0enM5W9AwwDkfEUPKHqK/B1Xa858WqSa6/al8wi3AFbxXihUMD09DQURYHP54PP58O2oBOnx8p3F7T5bHBair/CrSYJDouEdL783hscxUa2TosJs8hXXMtZo69CvZSsistvTCOTKK5cN1kkDNzdDKev+vdofrJyElVVNCTCWfiCDkgmse6m1yuRQyGoM7NlY4LZBFMwuOFzr2Z+KlMWFADFptax6Qz8rdVX2C9lliWYZQm6Eav6+eU9DNp3+JGJKyjkVeiaCslsQueehtLuA8ksorHDjZmh8vdPS+/mNQ02FAWFmRmITidMvsrdPuamJnje/35kT52CnkpD7miHbe/eVSeoCzOzyLx+DGpkDqbGRjjuPQxTY+2AQc/lkPz5z0vl0MxtbXA98QQEkwQIQsWEv1BH8AQAhlp9xf7yJsEL5I525Aevlo1JXi/E67sB1Gi0LCgAgMLYOHIXLmxotb+rwYqmTjdml5Sz8rU44A8uvu8MTUP8H/+xLDyx9PbA9dRTt03vl2ri4QwiYykYBtDQ5oAvuPrP0lKCIKC5y43mruo9IIiIiIiIiKiIYQER3XKpaB6X31hc0W+SJQzcE4TTt7EmpNNX46WgYMH8ZAqZfi/s7iq7Aar36IWhG/B6vbBYLMjnyyfdm5qa4G9yYPxSFIXcYkkY0SSisWNtPQFyuRxOnDhRusbo6Cja29txpK8bGUXD4GxxsqzNa8OTuxYnvkVRwP29Afz8/MzimCDgvt4AAOBghw/DkQz0JZOlvU1O+GvsiKjX6Pn5UlAAFBsVXzsVxp5HQlUnHmutrBc3uW647eBBKOPji4GBJML58MMQrfUHTeuVjleGMgCQTuTrCgsW+JodiC1ryipKAjxN5QGT3S2j54AN5156FelYFK4GJ7KJvfA2bSsd07HTD4vdhPnJNARRQFOnq2rfhGryg4PInj0Lo1CApa8Ptn37yhoO5wcHkfzFL2EoxfeBpa8XrscfryhrZG5qgvmJJ+p+/Voqhfj3v186r5JOozA1Bf+HnofoqP51TL30clnflMLEBFK/+iU8zz4LS29PxQS+dVd9ZdIsfX1Qrg2VjQlmM+TOzqrHO44cgTo3Dy1abNQs2qxwveux0s9EYWKy6vMK4+MbCgsEQUDX3gAaO11Ix/Kwu2U4vJayn8X84GDFLov81Wuwjozc8tX/tYTHkhg6tViCbn4yhY5dDWV9GIiIiIiIiGhzMCwgoltu5GykbEW/qmgYORvBrgfbNnTeXKb6yt98plA1LPAG7RDPiRUBQyDkhCiK2LNnDy5evIhUKgVJktDW1obW6zW4d9zfgsnLMaRiedhcZrT2e1ctL7Tc6OhoRRgxPj6OtrY2vGdvKzKKCk034LJWnnd3mwd+h4xL00kIArCz1Y0mV3FyvN1vx3OHQjg5GkVG0dAdcOBAu3dN91bN8rr3AJBLFZDPqLA6Ku+xscOF6HT57gKLwwx3Q+UOi40QrVZ4P/ABFCYmoKfTkEOhmhPMm61qCAXA7lpbMBMIOZGO5TE7mgQMAyZZQteeAMzLdrFoagGXXnsJMPJweGToqoKhk2/BYnfCGwwiOjmBTDwGh68BO+5vKZvoX03u4kUkf/5C6bE6PQMtFoPr0UcBAHo+j+QLL8AoLIZk+cGrMDUHYT94YE2vd7n8xYuloGCBkc8jd/ky7Acqz20YBvJXByvGleER6IoC52OPQbBYkb98GYJJgnXXLtjvuaeue7EMDECbm0P29GkYqgbR5YTr6FGIluphpuR2w/f876IwObnYqHlJeSHJU311u+jenMlvh8dSs0SbOjNTdbwwPXPbhgWTl2OVY1diaOpyr1jai4iIiIiIiNaOYQER3VKaqiMdq1yNnY7loWk6JGn9DXhdDVak5nNlY4Io1CyTY5aLZXSG355DLqXAZJHQNuArlQtyuVw4dOgQFEWBJEkwLVk9bXWY0XNgYzXYU6lUxZhhGEin07DZbLDLK//KbvXa0OqtPvHe5rWhrcbn1ku2mpAtlE/oCqJQs/ySt9mOngONmLwSh5It9pBo3+lftfnvegiCADkU2tA5lLEx5C9fBkQR1p07YW5uXvU5Da0OhEeSSEUX33euBit8LWssmyIWV4m3DnihZFXY3HLVn4XY9BRUpfLnZ2boKiYvnUcisliOyd8awrb7H6q73EzmxImKsdz583Dcey9Emw2FiYmyoGCBMjy84bBAz1ffoWHkK5s1LxBMZhjasudJIgRBgGA2w3X0UbiOPrrmexEEAY7774ftrrugZzKQPJ5VQxdBFGu+/8yhEMytrShMLu4wEG1W2PbuWfO9rZXkq96zQ/JvfrP4zWAYBvJVQl9V0aCrOkQ2KCYiIiIiItpUDAuI6JYSJQFmq6mshA8AmK2mDa8abenxID6bRWahNIwgoGNnA8yW2hNM7oANex5pg1rQIZnEinsQBAGWGiuKN8rpdCIeL68tLwgCHDdpVfxqDN3A7EgSsZk0JLMEd8CKbLJ88rapyw2TufbXNxByIRBaW3mmqvdiGMhfuQJleBiizQ7r7l1V6+WvV/b0aaRe/nXpce7cebiffgqWnp4VnydKIrbfF8TcZBqZhAKHR4a/xbHu97JsNZWaFa9FMjJbESLMT44jNj0JX0t9O3aMTOXOEegG9FwOos0G0VY9fBLtG+87YentRfbEySrj1b/+giDAtnsXMsfLAw7r9h1Vmwavh2ix1NxNsBaCIMDz7HuQPXsOhclJSB4PbPv2QnLf+Hr61m0DyJ19G2pkrjRmbgnC0tt7w6+9HoJQbHaenCsPfe1uuWpfGyIiIiIiItoYhgVEdEsJgoC2AS+Gz0TKxtsGvBtuuGmSJex6oBXxcBaFvAZ3wFpRGkjJqigoGmwuuTShKwhCqdyLrhuITqeRSxXg9FnhDlg3rRGocb2HwML5Ojo6EIlEykoRtbe3w7ZsUtZQFOQuX4EWi8HcEoTc3b2m8jLrNXQmgshYcnFAEBDs8SCbKkDXdPhbnWhaY5+G9Uq99BJyb58tPc6dOwvP+94Hc1P15tVrYagq0m+8sWzQQPrYsVXDAqAYGDS235yvgzfYCrPFikK+fDLV6nAiVWXHQSo6X3dYYO7sRP7ipbIxyeuF5PUCAEzBIMwtQRSmphcPEAXY9q2/7n7p2sEgnA8+gPSx12EUChBkGY7771uxwbH93nsByYTchfOAbsAyMADHvYc3fC83giDLxd0XG9yBsZ7ret7/fuQvXIA6NwdTYxOs27dBkG7fFfqduwO4eGwK6vUG7pJZROeeQM3fw4WZmWIZK12HdWAA5raNlbMjIiIiIiLaShgWENEt19TphsVuQmS8WIYnEHLC07jx1clAsZyLt7nyXLpuYPh0BJGJFGAYMFtN6D3QWCo5BBRLJF38zVRZmaRAyIXu/bUnquqhqDpeuhzGxalEqb/Ag/2NsFqtuPvuuzEzM4N8Pg+/3w/v9YnZ0n3n84h95zvQ5uYBANmTxdXWrqee2rQQo+o9Z9XS96fEMJCOK9hxf8uKzzV0A/msCrNV2lBZqQVaMonc2XPl1yioyB4/DvNTT234/HouDyNXOdGuxWIbPnc1hmEABtZVjkkymbDjwUcxdPItJOfCkK02hHbuAQwDqehcxfF2t7fuczvvvx/afBTqbLGUkehwwPXE46X3mSAIcD/7LDJvvYXC2BhEpwv2A/thbln5/VAv2/79sOzcCT2RgOR2Q5BX7vsgiCIch++B43B9vQi2KlGWYdu371bfRt3sbhn7HmtHfCYLwzDgbbLX3FWQHxxE4qc/A64Hsbmz5+B89FHYdu+6mbdMRERERER0x2JYQES3BU+jfdMCgnrMXIsjMr64Sr6QUzF4fBb73tVemtAOjyUr+ilExpNo7HTB5a/e96Aev7w4iwtTidLj02PF0kNHtzfDbDYjtEKt/dy5c6WgYEH+6jVYJyYhh27cClolp5Um4MrHi+WjcukCwqNJFPIavM12+IJ2CIKA6HQaI2fnoGRVSGYRbQM+BHs21shVi8er3osajW7ovAtEhx2Sxw0tnigbN7e0bsr5l5odSWDySgxKVoU7YEPn7gbYajRDNgwD81NpzI2nAKEYXPlbHHD6/Nhz9AmoGQWF8RT0WAGCXYTD6UM6tfg1cTc2w99a/3tEdDjg/Z0PQJ2dhVFQYW4JVqxAFy0WOI8cWd+Lr+ceZBliIHDDzk+3Tjycwdx4seF5oN1ZFtQuJ0ki/K2rl2NL/+ZYxe+GzOuvw7pzx03ZfUVERERERHSnY1hARFtSdKayHruqaEjN50qhRbXGywvj6w0LCpqOS9PJivHzkwk8uq1p1d0BaiRSdVyLhIEbGBbY3WaYLFKpFMgCT8CGTELBhdcmoRV0AEBkLInmbg9a+jwYPD4LQy9O3mkFHaPn5mBzmUtf4+KqemNNE3mmQACC2VTRXNfcujmT+YIgwPnww0j8+Mcw1OLrFawWOI7cvynnXxCdTpeV30pEsrj0+jT2Hm2v2uNg+loCY+cXdwvEpjPo3B1Ac7cbhqojeyIMPXv9azIPdNl3I9OTQzYTh9PXgEB755onTAVBqKux82bSFQXpV19FfnAQgskM2+5dsN1112072avF41DGxyG53TCHQjd0h887xexIouy9HxlPont/44bKdxmGUXX3j57JwMjnIdTosUFERERERESLGBYQ0ZYkmapPPEqmxZXTtVZ421yb0zB1qetz5lhtntEUaET+0uXK8RVqudcjmSvgajgNsySgr8kJi2nZCnJJRM++RgyemIWuFkMBu8eCtm0+jJydKwUFC2aGE5BMQikoWGp+Mg13wIbsyVPInjwBPZuD3NEO58MPQ/KsvutAtFrheOBBpF58sbSKWPJ4YD909zpffSW5sxP+j3wE+aFhCJIIuadnU5rbLhUZS1WMKVkViXC2onSWoRuYGoxVHD95JYamLhcK0+nFoKB0MgMN9hbI2wY287ZvuNQLLyB/9RoAwEAe6WOvA4IA+6FDt/jOKmVOnET6tddK70NzSxDu3/otiKuUTLqdGIaB5HwOmYQCu0uGq6F6XxZN0zE/kUY2qcDhtcC3zsbdhm5g4lKsYnziUhSBkHPdYYsgCDAFm6FOz5SNS14vBOv6d4IRERERERFtJQwLiOiOkcgVcGUmCcMA+ptc8NjXP2nf3O1GfLZ8d4HTZ4XDuzjJ19ThQmQsiVyqUBrzNNkrymUYhoFCPgfJZIZkWvnXqlkS0dfkxOWZ8t0F24KuuiberLt2In/pItTI4gpzS18vTBtYVT84m8SP356Gdn1i/5UrEbz/rhACzvLJcW+zHfvf1Y5EJAeTWSxNKuZSSuVJDQMFRa8cR7E2f/7iRaRffbU0poyMIv6PP4TvQ8/XNVlo270LcnsIysgIRJut2OR5la/9WokOxw2tdW5UKaVUa1zXDKiKVjFeyKswDEDPqRWfA1AZINxghlJ8L6zWX6AWPZ1G/tpQxXju3LnbLizQksmyoAAAClPTyJ05c9vday2GYeDqiTDmJxeDK1+LA30Hm8p6aGiajouvlfdvcTfasO2e4Jp7beiagUK+8n2pZNW6AtOVOB98EPEf/MPi+9AkwfnwQ9ztQUREREREVCeGBUR0Rxidy+AHpyagXp/Qfu3qHJ7d14ruwOp1rKvxNtnRf3czpq7GUchpcDda4fJbMXpuHmaLhEC7E7LVhJ0PtCIylkIuVYDTb4G/tXzla2p+DoNvvY5MPArJZEZL/za079q74uTUYzuaAACDs8UJum1BJx7eVt/OANFigfe555C/cgVaLAZTsAVyV2fF9QzDQHw2i1QsD5vTXHMVsKYb+NXFcCkoAICMouGVKxH89oFiWaNkroBXByMYnc/AZTXj7i4/+pYEJg6fFZlEeWAgSgJaet2ITqXLJrkFUUBjhwu5F16uvJdoFOr0dN0NciWPB7a9e+s69nbUEHIitqwclskiwd1YWS5FMotweC0VpbFcDTaIogCTz4r8UKLieaYl5bIWQogbMXGq53JI/epXxR0BAmDp7YPz0Udq7sYwCgXkBwehzs/DHAwWwx5RhKHrVftRGOrNDT3qUZicqnqvhYkJ4A4JC+Kz2bKgAACiU2lEZzLwtyz+bp0bT1W89xLhLGKzGfiCa/sdLJoE2D0WZOLl53P6rOvaqbCUORiE/yO/V3wfGjosPT0QHev7M4KIiIiIiGgrYlhARHeEl66ES0EBUJzkfunSLLoautY9+ekLOkoTXSPn5nDtZLj0uemhOHYeaYXVYa7ZkFfXNFx49SUUctniPakFjF84C4vDiebu3prXtZolPLO3BYqqQxCKuw3WQjCbYd25s+bnDcPA4PFZRKfSpTGnz4pt9wVLzZsXJLIFpKqs8p2MF1+Trhv47okJzKeLYUA6r+GHZybx/oMhtPuLpXLa+r1IhLPIZxZ3YIR2+GF1yNh+XwvGzs8hGS2GFm0DPjg8FsRQfVV9tcnXlRiFAgxFgWC3VwYmigJlYgKiLMPU2rru94lhGMieOoXc2XMwCgVY+vvgOHx43avnF/hbHFB2+DF1NQ5V0eDwWtC1N1DxPVrQtTeAy6/PlFZlyzYTOnc3AAAkvxVyuwvK2OKOFTnkhNRghabqGDs/j8hEcVI4EHKifae/5nXWI/XiS8gPXi0+MID8lSuAJML9+OMVxxqKgth3vwc1XPx5ywKQu7rgfs8zkFwumFuCKExNlz3H0t+/afe6WSSPu+q4WEcprdtFMpqrOp6az5WFBcvDwKXjaw0LBEFA5+4GXH5julS+zCRL6NjVsKbz1CLabDd0RxAREREREdE7GcMCIrrtabqBSLKy2XA0U0Be1WE1S1WeVb98poCZZauy1byGqcEYuvfVXvEfD8+UgoKlIqPDK4YFC+QafRM2KhHJlgUFAJCK5jA3nkJTZ/kEp8NigmwSoajlJYP89uJE+Fg0UwoKFhgGcGY8XgoLZJsJux9pQ3QqA1XR4GmyweYsPt/ulrHt3sqdApaBbcWV2UtIHjdMwSCAYpNbQRAgmKuXmjIMA5ljx5A9fQZGoQBTYwDOo0dhbiru2lDGx5H48U9g5IvvG1NjAJ5nn13XKuPsyVNlJZOyp05DT6fhfve713yupQRBQEufF809HuiaDtMq72OHx4J9j4WQiBQneN2NttJKbEEQYNvuhxxyQk8VIDrNkK5/D0bORhBZEiLMDicAoxg+bAZDVZG/Olgxnr9yBcbRoxCk8teVu3ixFBQsUIaHURgdhdzZCdcTTyD58xdQmJwEBAGW/n447r13U+51M5mamyF3dUIZHimNCRYLbPv23bJ7MnQd+UwGZqsFkmn1Mm1WR/VjrM7ycYen+g6RWuOrcfmt2PdY+/WdNQJ8zXZI5tuzgTUREREREdFWwrCAiG57ogD4HXLFpLXbZoZlEybcs8lC1RXttVbTlu5LrH7tWuM3SzpW/b7TsTzQWT4mm0Qc7vbj11cipTFREHBfb3GV7/IQYUFBKx+XJBGBkLPue7Tu3gU9nUb29GkYigJzawucR49Cz2SR+uUvoIyMQjBJsGzfDueDD1b0I8idP4/MW8dLj9VwBIkf/gj+3/8IIAhI/vyFUlCw8Pn0sWNwPfZY3fdYutbZtyvG8oNXoWcyEO32Ks9YG1EUIIr1BV6iJFY0P15KcsqlkAAAdE3H3ERlI+XIeBKduxvWXG++JkEAlu0WEQShagF6NRKpGFsYlzs7Ibnd8L7/fdBSaQgmCeJt2pxWEAS4n3oKufPnoYyNQXK7YduzB5LXe0vuJzYzjatvvY58JgXJZEbrwHaEdu4p7ahJx6KYvnoFhXwOvpY2NHV2w9/qwMy1eNnvOptLRkNb+c+yv82B8FgSqfnFnQieJjs8VUpmVVXIAqO/AaIjgM0LtN8Lk7sFgZBrw6+biIiIiIiINg/DAiK67QmCgCN9AfzozBT0Ut114IG+wKbUX7e7ZQiiAEMvn+x0eFdeNesONMHqdCGXKm9W3NTTt+Z7UBQF8/PzMJlM8Pv9Gwoc7O7q5XFsNcYPdfnR6LLg8kwKJknA7lYPGl3F197RYK+686Cvqf5goBpBEOC49zDsdx+CoWkQr5f0iX3nu8UV5QAMVUPu7DmIFgsc999f9vz85SsV59TTaRQmJiDa7dBTlRPkyujYuu7VKBSqDBprqqOfmMtiajCOfEaFu8GK1gEvZOut+yPYMIpT+5sRFQgmE6zbtiF3/kLZuGX7dkAo/lwtDSVMgeo7GpaPS87bv9a8YDLBtnfvLe+dUVDyuPTay9DU4ntVUwsYO/827B4vGkIdSM5FcO7FF6Drxf4h8xNjSM5F0HfoMHbc34rZ0SQy8TzsbhmNnS5Iy0JYSRKx/d4gotMZZJIKHB4LfM32+sImXQdOfwtIzhQfJ6eByCBw10cBZ329WoiIiIiIiOjmYFhARHeEviYnPnRvBy5OJWHAwLagC02uzVlxLNtMaO3zYuJytGyspc+74vMEUcTOB49i6NRbiM1MwWKzo237LjS0ta/p+uFwGOfPn4euFyfk7XY79u3bB+s6V1R7Gm1wN9qQCC+WSLK7ZTSGXNA0DePj44hGo7BYLAiFQnC5XOhscKCzoXJy1mKS8J69Lfj5+RkkcyokUcDekAe7WqvXa18rQZJKZWq0ZLIUFCyVu3S5IiwQatXbFyWINltxO8qy8Edc5+Szpa8P2TPluwtMTU0QXfWtik7H87h0bLoURuVSCpLzOex+qG3zVvbXIEoifEFHRRNbf2v1htfr5XzwQUAUkb90CYAA88AA5v07cemnIzB0A/4WBzp3N8AkS7Bu347c+QtlpYjkri6YOzo27X62mtjUZCkoWCoyNoKGUAcmLp4rBQULZoeuIrRjF6wOJ1p6V++zIEoiGtqcWHNngdjwYlCwQFeBiePAto2V8iIiIiIiIqLNxbCAiO4YAacFD/Svr0a2klMRm8lcnzy1V6ycbdvmg6fJjvhsBmarhIZWZ101tK1OJ3Y88Mi67gkANE3DpUuXSkEBAGQyGQwPD2P79u3rOqcgChi4J4j5yTRS0Rzs7mJZEVEScPr0GUSji6HI7OwsDh48CNcKE9+dDQ58/Eg35jMKHLIJNnljPSJWuPEaw5WT2tadO6GMjJaNSV4vzK0tEEQR1h07kTt3ruzz9oMH13Vb9vvug55OI3/1GoBiUOB+8omqu1oMRUHq1VeLOx9EAdYdOzHr6K3YtZJNKoiHsyuWFNosXXsaYBgGotMZCEKxsfdCY+T10lQdsyPFsjRWhxnN3W64Hn0UzkceAQCMX4xiZjBWOn5uIgVN0zFwdxCCLMP7/vchPzgIdX4e5uZmyD09m7JL6E6SzxQQD2dhtkjwNNk3FN6IUvW/zonXg7hclZ02gIF8OgWrY2O7hFaVr3ZtAEqNcSIiIiIiIrplGBYQ0Tve/FQaV0/MliZszRYTtt8fLDXhXeD0WeD0rS+MWK90Oo1ClTI3Syf010MUBQRCzrI+AolEouK8uq5jfHwcO3bsWP18zhv7tZGcDsidHRUhgGV75b1Z+vrgfOQRZE+egJZKQe7ohPPBByBcL9/kfORhmBr8yF+9BsEiw7ZnD+RVVq5rySTUcASmBj8kz+JKa1GW4X76aWipNKCpEN3umhPbyZdeQv7ipdLj7MmTKNjngaZdFceqheJKbyWnIjySRD6jwtVgRUPIuamr/k2yhP5DzdAKOiCgIihbTsmpMHQDFnuN5tK6gUvHppGKLtavj4ynsOuh1lJppfBYsuJ5sZksCooGsyxBMJthXeU9dzvLZwqYn0xDEAX4Wx1rLikVHk1i6Eyk1CvF6pSx/b7guktT+VpaYbE7kM8sbWwuoLm7WBLN3dSETCJW9hzJZIbDt7HQqC7+7mIQaCzrf+LvufHXJiIiIiIiojVhWEBE72i6bmDk7bmyld2FvIrxC1H0391c9fjJy1FExlMQBAGBdida+7w3rFyMxWKBIAgwljVYXm8JopXkcrk1jd8KrscfR+rlXyN/dRCCyQzb7l2w332o6rG2Pbth27O76ucEUYRt3z7Y9u2r67rpY68j89Zbpclb2769cDz4YFkosFoNfUNRkL98uWLcGhlGvHFnWbNfQRTgDtigZFWc+/UkCvli/4PIeBLR6TT6727e9JX2q+2UURUN106FEZvJAACcfit6DzbBYiv/q0I8nC0LCoDiz1R4JIm2bb7iQGW/8MVGCXcARVEwMTGBdDoNl8uF1tZWmM3F8CQ6ncbg8cXwcfxiFAOHm+FuqK/Zr1rQMHJ2rqypei6lYGowvu4dH6IkYedDRzF85iQSszOwOp0I7dgDd2MTACC0YzfiszPIJuIAAEEQ0X3gEEzm6oHQprK4gIEngSs/L5YfAoCmHUBLfT+bREREREREdPMwLCCid7R8plCaiF0qOV99gnz03BxmhxOlxxOXotB1A+3b/ateq5DXMD+Zhq4b8AXtsDpWn4izWCxobW3FxMREaUwQBHR2dq763LXyer0QRbGs5BEA+P3VX1s+q0JVNNhd8g2vrb9AtNngfvIJGMbjAHBTStMUpqeRefPNsrHs6TOQOzogd3XVfR6j9L9ydpcJgU43ImMpwDAgmUV07QlAtpowdn6+4v0Zm8kgFc3D5a8eGKkFDTPXEkhFc7A6ZTR3u+t6r61m9Px8KSgAgNR8DtdOhrHj/pay43LpKg2fAeQyi+OBkBPT1+Jln/c02WG2lJew0nUD8dkMVEWHp9EGeUkwkVU0RFJ5+BwynJab99eVQqGAEydOIJst9vwIh8Olcl2iKGL03HxZ+KhrOsbOz2PXg211nT8dU6BresV4rd9J9bK53Nhx5OGqn5OtNux7/CnEpqdRyOfgbW6Bxb7xEljhsSRmhxNQCzp8QTvaBnzVd6607gcatwGJScDqBRw3YUcDERERERERrRnDAiJ6R5MtJoiSWDE5Z3VWTq7qmo5IlfIps8MJhLb5Vpy4TsfyuHhsqljqBcD4xXn0HGhEQ+vq9cD7+/vhcrkQiURgMpnQ1tYGt3tzGggvJcsyBgYGcPny5VJg4PP50NZWPsmpaTqunQwjOlUsaWKxm9F7sGlDJZoMXUfmrbeQv3ABhmHAun077HffXWpuvNzNrF+/vOxRaXxsbE1hgSjLkLu6oAwNlY1btw2gcV8j2gZ8ULIq7G65NKGaTStVz5VLFaqGBbpu4OJvppGJ5wEUV/nPTaSw+6G2son29ZifSleMJeeyKOS1skl+V0P1EGPpyvrQdh80zcDceBK6Dvia7ejaGyg7XsmpuHRsGtlk8WsgiAK69gbQ2O7CidEoXr0SgaobEAUBd3X6cKSv4aa8L6anp0tBwYJUKoVwOIwGXyPymcqwJB1XYBhGXfdnsVf/PtUa3yyiKMHfWl+gUY/wWBJDpxabVE9fjSOfVqvu2AIAmG1AQ++mXZ+IiIiIiIg2H8MCInpHk8wiWvo8mLi0WKtfEAW0DXgrjjUMQNcql4br2vXyKSvMA45dmC8FBUCxrvvouXn4go5V688LgoCWlha0tLSseNxmaGlpQUNDA2KxGKxWK1wuV8UE5+SVWCkoAIq7MwaPz2Df0fZ17zDIHDuGzPETi4/ffAtGPg/nw9VXQt9MoqN6eaFa4wBgFApQhodhFAqQu7ogXl+l7Tr6KJK/MKAMDwOCAEtfLxwPPggAsNhMFSV9nD4rYtOZ5aevGczEZjKloGCBqmiYHUkgVMful5VIkghdLQ/VBFGoeP86PBa09HoxdTVWGvM02dHQtvj1EiUR3XsDaOl1Y+xCFMm5HC4dm0Kw11vqozF5JVYKCoDiz8zI2TnoThNeurQ4Ca0bBt4cnkfIZ0NXYOVSUJtheVCwdNzUJMJsNaGQK98NYneZ6w4yrA4zGjtcCI8uBpOiJKK1z7vuezZ0A7OjScRmMjCZRTR1uWvuTKl4rmEgHVOQjudhd8tw+ix1vZaZoUTFWHQ6jXxWrXifExERERER0Z2B/5ojone81n4v7G4Z0akMRJOAxg4XHJ7KyVjJJMLTZEd8tnzy1hd0rDpJnorlK8YKORWFnFqzUeytIssympqaan6+2uS1klWRjivr2l1gGAayb5+tGM+dPw/HkSMQTLX/KNLTacBkgmi5cc2VLQP9yB5/C1piyeSt3Qbr9u1Vj1ejUcS/9/3ivQEQTBLcTz1VCg08z74Hei4HCMKq993c6UZ0Ko30kvdPS58XNpdc9XglW1lSqziurXidejR1ucpCNQBoaHNW7XXQvtOPhpDzeikkM1x+a8UEs2EYGDweLoUbqqLh2slZSCYBvqADybnKsju6quP8SKzq/V2LpDY1LMilCyjkNdg9MiRp8TV6vd6ysmBLxwVRQPsOH66dXAwzBFGoGdRkkwoKigan1wJxyTW69gTgarAiNpOF2SKhqdNV83tej6EzkbJdUfNTaQzc0wxP48qlhgzDwNDp8uf6W53oPdC46u+8peFoxXh97RuIiIiIiIjoNsOwgIje8QShODnpC64+0di9N4DBE7NIXa8f7m601dV01OY0l034AoBJlipqtN8JajXCNa3SILcmw4ChVpZuMTQd0GtMOCYSSP78BRQmJwFRgGVgAK5HHoFwAxqyirIMz/vfj+zx4yjMzsLUEID9roOl3QLLpV99rRQUAIChaki++CL8H/kIBFGEnskg/cYbKIxPQHK7YDt4F+RQ9fIvklnEziOtiM1mkM+ocDVYqwZZC9yB6rOwrkDlKnK1oGHiUqy42lwWEezxoKGtdlms1j4vBEFAeDQJXTfQ0OZYbFhchd0tw+6uPcGdiuYrdkEAwOxIEr6gA1aHuWxnAQBAEOB2ykC44mmwmTfnryy6puPaqQjmJ1MAij+nPfsb4W0ufr8DgQAaGxsRDi/eREtLC7xeb/HzIRdsThlzE8Um6A0hZ8XXQSvoGDw+g3i4uEvBZJHQd1dTqVSTIAoIhFwIhFwbfj1KVkVkPFU2ZugGpgbjq4YF8XC2ovTa/GQK/lYH/C0r/770Be0VfSksDjNsrtsrHCUiIiIiIqL6MSwgIlpCtpmw80hrsS65IEC2iFCGh5GJxWFubYGpublqiY7Qdj8uvzFd1vi0bcBXtpr4VknlVYSTefjtMjx17HJo7nKXwpIFniZ71T4P9RBEEZbeXuSvDJaNy50dEOTqk82Jn/0M6vRM8YFuIH/xEkSrDc4HH1jXPaxGcjrrLolUmJysGNOTKeiJBES3G/Ef/ABqZA4AoEWjUMbG4H3uOZibq9dyF0ShriALKE7Qtw74MHklVqybBcDX4qgaAgwen0Xi+mR1PgNcPTELCKjZR0MQBbT2e9Ha763rXlZTrYkvAGjXSx219HkQD2fKSn81tjvR2uXFick4UksaP8smEbvaKvt46LqBRDgLTS02SDbJq4dzM0OJUlAAFHc8XD05i/2PdUAyixBFEbt27UI8Hkc6nYbL5aroIeLwWuDw1g51Jq/ESkEBAKh5DVdPhLHvsfZVy5KtlZJTS++FpfI1dqEstfznfEFyPrdqWNA24EMuUyjtRLI4zOi7q+mm9hshIiIiIiKizcWwgIioCovdDENREP/u91GYmi6NW/fshuuRRyqO9zTasPuhNkTGUtB1A/5WR901w5eq1SR1NpHDy1cimIpl4XPIuL+3AT2NqzdPfnN4Hq8NzkG/Ppm4r92DR7etPKG3MPE8fS0OVdHhDdoRGqi9wrwezocegp7LoTA2DgAwt7bC+ejRqsdqicRiULBE/sqVGxYWrIXk8UCdnS0bE8xmiHY7CuPjpaCgRDeQPXMG5scfX/G8um5A13RIJrH0/TEMA/HZLGKzGchWCYF2F0LbfAiEnEhF87A5zVUnrbNJpRQULDU7nKir6XYhr2Hs/DyiM2mYzBKCPR40dVX2t1iJy2+FySJBzZeXSPK3FiehnT4rdj7QhtmRBAp5Dd4mOwIhJwRRwO8casexoTnMJHJocFhwT7cfbmt5WJXPqrj4mynk08VdK6Ikou+uptIOgVpis5VltrSCjuR8rvRcQRDg9XpLuwnWKjpTeY1CTkUmnofTt/bfCyuxu2WYZAmqUv519tTYhbKUxVE9ALTWESpKZhEDdweRzxSgFnTY3TKDAiIiIiIiojscwwIiohpy58+XBQUAkHv7LKw7dsLcXFnz3+aS0b5zfU1mZ0cSmBqMQ8mpcAeKpY+s1yfycgUN3zkxgVyhOBkYTubxj6en8LuH29Hkqj3xOJvM4ZUrkbKx02NxdPjt6GtaufxJQ5tzxZI1ayXa7fD+9m9DSyYBw4Dkrlwlvnhw9dXhgun2KOlkv+duJH7047LV3LaDByDIcrFXQRXGknGjUICezUJ0OiGIIgzDwPS1BKYGY1AVDXaPBd17A3B4LRg7P19W6mX6WgI7jrTA5pRL749q1JXqya/CMAxceWumtOpcK+gYORuBKBX7fSw/NhXNQ1N1uBqsZbX/RUlE/6FmXDsZRj5TgCAWn9/cufi9t7tldO0JVNyDx27Gk7uCK97n+IX5UlAAFHcyDJ2JrLp6v9buA5O8ebuAzBYRuVTleD07HxYYRrGx+mq9A0RJRPe+AK6eCJd2c9jd8oolpBb4Wx2YvhovKwdldZpLTajrYbGbceM6ihAREREREdHNxLCAiKiGQpXV7QCgzkxXDQuW03UDSkaF2SpBMtWeiJyfSmP4zOKkfnw2g0uvF7D3kRAEUcCVmVQpKCid2zBwbjKBpm21w4KRucrVzQAwHMlUhAW6biA2c71uvt+6rkbG9ZBcq9dol5wOyF1dUIaHy8atu3bdkHtaK0t3N7zPvR+58+dhKAVY+vsg9/QAAOT2dggmCYZa/v2Su7oBAJkTJ5B58y0YigLR5YTrkUeQkhsxdn5xN0ImnselN6ax474gpocSZedRFQ1Tg3H07G9c8R4dXgtkm6miIXI95Y5yqULV8jSzI4mysEDJqbj8xkypL4FJltB3aLEuP1DcXbD3aAj5tApJFmFew2T5ahKRynss5FTkUoUVeyk0d7kRnc6UhT1Ov3XFskK16JqO6EwGSlaDp9FWum6wx1PRwHmhT8NqSuHR1RhUpVheaWl4WI0v6MD+d1mRiORgkkW4GiobTlcjSSJ2HGnB7EgS6VgedreMpi53zb4lRERERERE9M7GsICIqAbJV31lbq3xpean0hg5O4dCToVkFtHa50VLn7fqseHRZMVYPl1AYi4HT6MNWpV65ACgadXHFzjk6r/iHZbyca2g4+KxqbIGzc09HnTuWr2xs6EbiM1mkJrPw+oyw9/qKFtdvl6uJx5H+tVXkb8yCMFshnX3LtgOHNjweTeLORiEOVi58l202eB6/HEkf/krGPk8IAiw7tgO666dUIaHkX71tdKxejKFxE9+grk9z1ScR81rmB1NVa1Fn0koFWMV9yEK6LurCVdPhEv9N/wtDrT0eUrHFDQdJ0aiGJnLwGEx4WCnFy0eW1kPgaWWj49fjJY1MFYVDUOnItj7aKhsNbwgCKV+F7lUAWMX55Gcy8HqNKO13wtv08plg2qx2E0o5MvDEEEUIFtXDiTcARu2HW7G9NU4lFxxkr+137vmEjqFvIaLv5kqrcofAxDa7kNrvw++oAP9dzdjZigBVdHgbbajpc5eEJHxVFl4FJ/N4PIbKvY80rbiPZpkqVTiaS1MZgmtNX43ERERERER0dbCsICIqAbbnt3IXTgPPblYT0TuaIc5FIJhGAin8sjkNbR6bZCX7BxQsiqunpgtNTvWCjrGLszD5parT4zWCAMWnt/b6MDLlwVoevlx24Irr9Lvb3bi2DUz4tnFUi1Ws4TdyxrFzo4kyoICAJi5Fkdju2vFFdqGYWDwxCyiU+nF5w0lsOO+lg2vTBYtFriOHoXraPW+BrczS18f5M5OqOEwRJertJsid+VKxbGGqkENhwFTZQBlc5ohiEJZ02wAcC5bAa+l0jCyGUh+PwRpcaLc6bNi76MhZFMFmMwiZFv5H/k/PDOJ4cji7pOr4RQ+cCiEoMcKq9OMXKpQdnxDW/lEdLxKT4R8poBsjZX9mlYMpRZ2O6TmNVx5cwY7j7Sua1V/a78Xl9+cKfv5ae5y11Xqx9Noh6dxfSHFgulr5eV7AGD8UgwNIRcsNhN8QUfdjauXioxVhoe5lIJUNL+uPihERERERERE9WJYQERUg2i3w/c7v4Pc+fPQYjGYWlpg3bYNBc3AP56exOh8caJVNol49+4geq83HI5OZyomeAFgfjJdNSzwtzkrJl7NFhPcgeLEoMtqxjN7W/Cri7NI5lRYzRLu7fGj3b/yZKdZEvE7d7fjzeF5TMdz8Dtk3N3lh2tZo9hUNF/1+alobsWwIBHJlQUFQLGETngsiWCPp8aztgbBbIa5tbV8zFT9j9xAiwXpcPmY2WpCIOSEqugYvzhfGpdtptIKdUPTkHrxReQuXAQMA6LDAdcTj0MOhRavKQpVv4ezyVxZUAAAmm7g+EgU79nbir67mnHtVBiZeB6CKCDQ7kKw11t2vGyVUMhVruw3W6pP1semMxVlkQzdQHg0ua6wwNtsx477WzA7koCm6vC3OKr22TB0A0pOhdkiQdyEXS8LUtEq/SkMA+loHhbb+v96VSM7LPYw2CSGYWB4LoNr4RRssoRdrR54bKuXSCIiIiIiIqJ3NoYFREQrEO122A8dKht7azBSCgoAQFF1/OzcNP7pAz2QTSJEU/VSIbX6FgRCTuQzKmaG4tAKerHB7b5A2cRmb6MT3Q0OpBQVdrMEU52Tnk6LCY9uW7m/gtVlBqarjDtXnjysVQ6nnjI5W5F1507kzp0vmw0W7TYEDg5AmMph8koMSlaFq6FYo16URLT2e+FpsiE+m4HZYoK/xVHatZF7+23kzl8onUtPp5H4yU/Q8Pu/D0GuHfIAQGrZJP+C9PWyPna3jF0PtkLJaZBMAkzmygAg2OvB1eOzZWON7a6aYUGt8kaatnrT5VpcfuuKq+2j08VyYEq2WA6sbZsPwe7NCbKsTrmiL0FxfPHnJptUkE0V4PBa6g4QAiFnRc8Ii90Ml2/1XQW6riMeLzbE9ng8EMXqvydeHZzDm8OLIdTJ0Rg+cCi0YsN0IiIiIiIieudjWEBEtEbDVRoH5ws6puM5dDTY4Q86MGaZh5pfbHJbXJ1dueoZKNZ0D23zobXPA001YJLFqrXJRVGA21p7Aj+raLgaTkESBfQ0OmAx1ddMtrnLjbnxVNmqb0+TfdWSJ7V2Hay0G6Fe+aEhZE+dhpHLQu7qgv2uu1adAL/RtFQKRi5XLPdTYxJ2JebmZrifeRqZ19+AFovB3NYKx/33Q5BlNHXKxebBBsrq/QOAw2OBw1O58j5/9VrFmJHLozA5Cbmra8V7afXaYJYEFJZN4Hf4F8vmCIKw4gR3Q6sTkiSWVvb7Whxo7nTXPN7TZIMoCRWhgb9l7aV66qFkVQweLy8HNnp2DnaXDHfAtsqzV9fS60F0Kg1VWfw5bwg5YXfLMHQDQ2ciiyWFBAFtA160Daze76SxwwUlp5XCQ6ffiu69gYr3xXKZTAZnzpxBNlvcpWSz2bBnzx44HOVf33RexfGRaNmYoup4Y2ge79lbvhuGiIiIiIiIthaGBUREa+SosXJ6YVwyi9h+bwvGLswjFc3B5pTROuCtOuG7lCiJEOub368wNp/BP5yehKIWV2nbZAnvO9CGJvfihL+uaUjHopBtNljsixOIstWEnQ+0IjKWRC6twtVgRUObc9WGr+6AFd6gHbHpxfDE7pbR2L5yL4XV5IeGkPjhj0qP1cgc1EgEnmef3dB5a17v2hCyJ45DT6dhbu+A497DEO2LJZ6MQgHJX/wC+SuDAADJ44brySdhbm5e87Us3d2wdHdX/ZwgCMAaeuwKlurvp1rjS1nNEh7fGcTPz0+XAoMOvx13da4+mb2Ut9kOb3N9tf9lqwm9B5swfGYOhbwKURLR0uup+/lrNT+drlkObDPCAqvDjN0PtWF2NAklq8LTaCsFH/PT6fLeA4aBiUtReJvtq/4eKIWH/V7oml51V0c1ly9fLgUFAJDNZnH58mUcWNYYPJpRoFcpaTSf5o4gIiIiIiKirY5hARHRGh3s8GEoki6rLd7T6ECDc3ES0O6Wse1w8Kbcj2EY+MWFmVJQABR3Gbx0OYwPHGoHAESnJnDljd9AVYr9CRo7utF792GI19MJ2WpCa//aJooFQUD/Xc2IzmRKoYi/zQGpRokkTTcwFEkho2jo9DvgsVffJZE9dbpiTBkegRqNwuRb2z2uRhkdReJHi8GEdu4c1NlZeD/4O6WwJHP8eCkoAAAtnkDiJz+B/yMfWdcOg81i27sHytBQ2ZipqQmmYH3vu21BFzob7JiIZeG0mNDksqwaEG2UL+iAp8mOfLoAs1UqmwjPpQuYGoyVyva09HogW9f/1xSxxkp8Qdq81yjbTAhtq3xPJqo0f14YXy0sWCCKQunnczWapiEajVaMx2IxaJoGaUnj64DTUnVXSbObJYiIiIiIiIi2OoYFRERr1O634/0HQzgxGkVW0dAVcKx5RXY1GUXFRDQLp9WEoNtaMXFrGAZOjsVwcjSGXEFDb6MDDw00AgCimULF+SZiWRiGAU1VcfnYq9DUxWPCo0Nw+HxoHdixoXsWRAH+FseqpWTSeRXfOTGOuVRx9bIgAEe3N2FvyFtxrJGrPtFqZDLAJocF2bffrhhTw2GoU1OlBsX5a5XlfvRkCursLMx1TszfCHJHB9zPPI3siRPQUinIHZ1w3Ht4TRP+VrNUasxdjRoOQ0ulYG5pgWjdnMlkURRgc5WXlFJyKs6/Mlkq6ZOazyE2k8Huh9tqhk+r8bc4MH4xWlYmSBCFDe98qUetkENeVtYpnylgeiiBXKoAp8+C5m533TsJlhJFEWazGYVC+e8Bs9lc8X6wmiUc6QvgxUuLXbVdVhPu7W5Y83WJiIiIiIjonYVhARHROrT77Wj3Vy+fYhgGZoeTmBmOQ1V0+IJ2tO/wwyTXngQ8NxnHLy7MQrteNqXdb8dv7WuFvKQp8tmJBF5aMsF3YSqJRFbF++8KwSZLyC6ZFAUAn12GIAhIhGfKgoIF85MTGw4L6vXG8HwpKACKPX5fuhTGQLML1mWTo3JXF9TIXNmYaLfBtI6yP6sx8tVLr+j5/OK1LRZoVY6pp9zPjWbp6YHc0QFldBRGQQWkddaxWsYoFJD46U+hDI8AAASzCc5Hj8K6bWBTzr9ceDRZNqkPAPl0AdGpNAKh9U3um2QJ2+4NXi8HlofNaUbbNt+KPTUMw0B8dgap6Bzsbi98wZZ17R5p7HBhZjhR9pqsThm+4OLvDCWn4twrk6XeJvHZDKLTGex8oLXmrohaBEFAe3s7ri0Lttrb26s2OT7Q4UO7346hSBo2s4T+ZmfdPU6IiIiIiIjonYthARHRJguPJjFyNlL2OJ9Vsf3elqrHZxUNv1wSFADFHgQnRqO4t2dxte/bE/GK507EsohlFBzu9petFBYElJ5rkqtPaptuYsPgyVjlbgFVNzCTyKGzoXxXgv2uu6BGIqWJatFug+vJJyGYNv+PLEtPNwoTE2VjgsUCua2t9Ni6Zw8Kk1Nlx5jbQyuWRFLn5pA5cQJ6PA5TSwvsBw9CtK29Tr6haYBh1HztWiyG+A9+AC1RrI8vmM1wP/M05Pb2NV9rqezp06WvPwAYBRWpX/4CcmfHpu0wWKqQqxbHAEq2+ni9HB5LzZ+75QzDwOVjr2JufPF1e5qC2PHgI3WXA1og24p9QKavxpFNKXB6rQj2eiAu2SUxO5Isa4IOAJl4HrGZzLqaPnd0dECWZczMzMAwDASDQQRX2PkScFoQcN76wIuIiIiIiIhuHwwLiIg22exIsmIsEc4ily7A6qis0z8Ry0Kt0oh1dD5TFhZoul5xTHHcwIEOH3x2GRenk5BEATtb3WjzFienXQ0BOP0NSM0vXa0voKVvW/l5CjoSc1mYZAlO3+bWr/faZMwm8lXHlxNkGZ5nn4UajcLIZGBqbr4hQQFQDALUuTnkLlwEDAOiwwHX4++CsCRIsQ4MAIaB7KnTMHJZyN3dsB8+XPOcWiyG2N9/B4ZS3LVQmJqGMjIC3wc/CKHOlf9GoYDUr3+N3MXifVn6+uF85GGIy3YzpF59tRQUlJ73y1/C93u/t6F+CsroWOU9qRoKk5Ow9PSs+7y1uBttmB1JVIx7mjbeiLhesZmpsqAAAOKz04iMjqCpa+2v2eowo2tvoObnlYxafTxbfXypfCYDwChrVC4IAlpaWtDSUl84QkRERERERLQcwwIiok2mazUm9dXq464a9c1dlvLxgWYXIqny8jx+h4xGV3ECuSvgQFegckWyIAjY8cAjGDv/NmLT07DY7WjdtgOepsWyPvFwBoPHZ6EVivdo91iw7XAQZsvmlCa5u8uHoUiqrKnqrlZ3qclxRlFxaiyGuZSCZrcVe0MeWH2+Te9RsJwgSXA99hjsh++FnknD1NBQdULfum0brNu2VTlDpezZc6WgYIE2Nw9lZKTuifbUK68gd+586XH+8mVA1+B+6qmy4woTkxXP1RJJ6IkEJK+3rmtVIzqqr2yvNb5RvqAdjZ1uhBcCA0FA24C37mbAmyE1F6k+Pj+3rrBgNa6AFZHxymDR1VB750ZByePK668hNj15/RyNGDj8ACz26iXRiIiIiIiIiNaCYQER0SbztzgweSVWNmZ1yjVrpTe5LOhssGNkLlMaM4kCDi5rmnyoy49UXsW5yQQ03UCz24p37w7WtQPAbLGi58DdVT+n6waunYyUggKgWA5l4lJ0xZXRa9HktuJDhztxejyGjKKhO+DAtuZiLfpcQcPfvTGGeLbYV2FwNoVLM0n87t3tMK2zue1aSU4HJOfmTITrqVT18XS6rucbhoH8pUsV4/mr16ArCsQlux4ktwtquHzHhmA2Qdjg5LFt/z7krw4CS4IvcygEU1PThs5biyAI6N4bQEuPB9mUAofHUtEMeK3S8TxmriWQzxbgbrAh2OOBZK79frK5PTXG3Ru6j1oa2pyIzWQQnVp8X7T2rxyQDJ88XgoKACAZCePqW8ew86GjN+QeiYiIiIiIaGthWEBEtMla+71QshrmJlMwdAN2jwW9BxprTuoLgoBn97Xi1FgMI3MZOC0mHOzwosldvsJYEgU8tqMZD/QHUNAMOC2b8ys8m1BQyFeWPomHK/sMbITPIeORbZWTzecmE6WgYEEkmcdgOIXtwbVP1Bq6DmV4GIWJCUhuNyzbt1eU77mR5M4O5K9cqRzfYB8BAFj+DrLffTcSP/lpsWP0dbb9B8oChfUwNzfD+773IXvqFPRUCub2DtgP7N/U0lTVWJ1mWJ2VpbrWKpNQcOHVqdIun+RcDvFIFjvub6n5GvxtIbgaGpGcW+z9YXd70di5+bsKAEAUBfQfakY6li/2NfBZq5YpW2AYBubGRyvGYzNTKCh5mGv0JiEiIiIiIiKqF8MCIqJNJkoieg40on2XH7qqQ7aZVp1kNUsi7u7y4+4u/6rnt5gkbFJOULy2VSp2RDaMyvGbIJ5Vqo7HMoWq4ysxDAPJn79QLNtzXfb0aXifew7iTSrVYtm2DcrYGPKXrt+DJMJ5//11lwUSBAGW7duRe/ts+Xn7est6KQCApbcX3vf+NrLnzgGqCrmvD5b+/rrvtTAzg8L4OESXC5aenrLeEOZgEOZ3v7vuc91OZoYTFeXAUvM5JOdycAeq90EQRQk7HzqK8MgQUtF52N0eNHX3wmTeeHixEofXAoe3cqJfU3Uk53KQzCKcvuLnRZMJulLeFFkQRYgb6E9BREREREREtIBhARHRDWKWJUC+cRPueVXDsWvzGAqnYJMlHOjwYeB6aZ+1kK0mBEJORMaW1E8XBLT2edd8rmxKQWwmC5NZhL/FsWLZlwVtXjtOj8WrjK+9ua06O1sWFACAFk8ge+ZtOO6t3ZR4MwmiCPcTT0A9dAhaLA5zc9Oaa/07jxwBDAP5ixdhGAYsfX1wPvxw1WPNbW0wt7Wt+T5Tr76K7ImTpcfZQAM8730vRGvtmvm3gqEbyGdVmGWprvcTULtJsJLTqo4vkEwmBHvrD1tulHg4i8HjM6XSYA6vBQP3BBHs7cf4hfIQqamrB5LpxgYaREREREREtDUwLCAiukP96MxUqc9BNFPAZGwKwl6gfx2BQdfeAOweGdGpDEyyiOYud80V2LXMjiQwfGaxSezE5Si239eyYmkVAOhvcqKvyYnB2cVa/3vaPAj51hEWhKs3qVVrNK+9kUx+P0z+1XeKVCOYzXA9+mgxIDCMqk2XN0KNRsuCAgBQI3PInjkDxz33bOq1NiIRyWLodAT5TAGiJKK5x43QNt+qO3U8jTbEZzNlY4IowB24vYKQanTdwLVT4bIeIulYsYdI5+49EEUJM0NXYRg6Gju60b5rzy28WyIiIiIiInonYVhARHQHmk8rZQ2RF5wci60rLBBFAcFuD4Ld1Zu8rkYr6Bg9P182pmRVTFyOovdAeZ+C6HQaE5djULIqXA1WtO/w4z17WzAZz2EulUfQba3o11AvU1Nj1XHzJjXmLczMInvyBLREAua2NtjvuuuGrsQXblB5GXVmZk3jt4JW0HHlrcXV9bqmY+pKDDanjEDIueJzmzpdSESyiM0Uf0YEUUDn7gbI1tv/rz3ZpIJCrnoPEUEUEdq5G6Gdu2/BnREREREREdE73e3/r2YiIqqQK1Qvp5KvMX6jZZIKdFWvGE/H8mWPk/M5XHlrttQfITqVRiauYM8jbWjz2tZVemgpc1MTrLt2InfufGlM8vtg3bPx1ddqJIL4d78DQy1+jdWZWRTGxuH9nQ/csEn9G0XyVd/xUGv8RoqHs5ifTEEQBTR2uODwFOvzx8KZstX1C+anUquGBaIkYuCeINLxPJSsCqfPCrNlY7sz8pkCJi7FkIzmYHOa0drvhdO3+UGR2XJre4gQERERERHR1sWwgIjoDtTstsJpMSGVL1+B3Nu48iTqjWJ1mCGIAgy9fILT5ixvyBseSVZMguYzBcTDWfiCa6vrX4vz0Udh6e9HYWICktsNS38/hE1oUps983YpKFighsMojI9D7ujY8PnroSWTyJ44ATUSgSkQgO3gQUiute8kMTU1wtLXi/zg1dKYaLfDtm/vZt7uqqavxTF6bq70ODyaRP+hZnib7ZCk6gHM0ma+yfkcxi7MIxNXYHfLCG33lZXPcngspfBhIzRNx4XXpkq9EPLpAhKRHHY91FrxHt+oqj1EALT0rm/XDxEREREREVG9GBYQEd2BJFHAM3tb8OO3p5C8XrKkr8mJu7tv/spwoLgaOtjjwdRgrDQmmkS09nvLjtO0ypXiAKBrRtXx9RAEAXJ7O+T29k07JwDomcqyT7XG1WgU6swMJJ8f5ubNKYGk53KI/f13oKeKvR0Kk1PIXxuC73f/v6qlkApTU1BGRiE67LAMDEC0LE6aC4IA15NPQu4ZRGF8DJLbDevOnWtuxLwRmqZj4nK0bMzQDYxfisLbbIe70QaL3Yx8plB2TFNnMRzJZ1VcOjYN/fp7KhXN4fIb09j9cGjVPhlrFZvOVDRN1jUd4ZEkOnY1bOq1gOs9RNwyotNpSOZiDxFPo33Tr0NERERERES0FMMCIqI7VKvXho8f6UY4lYfVLMFj29wJ0rUKbffB5bciOlNsktzY7qqYtPW3OBCdSpeNiSYRnsaVyw/pmo7o9Qlbd6NtU1aLA4BhGMhfuFDcNaDkIXf3wHH4Hghy5WpxubMDytBQ+aAowBwqDyXSr72GzPETpceWvl64nnxyw6WK8pculYKCBXoqhfzly7DtLd8RkD72OjJvvll6nHnrOLzPvb9sF4IgirBuG4B128CG7mu91LxWtcxQLlUMB0RRwLZ7gxi7MI9EJAuL3YzWPm9p58DcRKoUFCzQNQNzEym0DfhqXlfXDUxfjSEyngIgINDuREuPB4JYu2lyQale3kutcv+1GIaB2ZEkZocTUAs6fEE72rf7IZkr3xeiKCDY40Gwh7sJiIiIiIiI6OZhWEBEdAcTRQHN62wGvNkEQYC32Q5vc+0V0P5WB7JJL6avJaBrOmSbCd37AjDJteuxq4qGC69NIZtUigMXgJZ+L9q3L+6iMDQNhfFxGIUCzB0dEKtM9leTv3AByV/8svQ4e+oUtHgcnvc8U3GsdedOFCYmkL8yWHy9JgmOhx6C5FxcjV+YmS0LCgAgP3gVcs9gxaS8ns9DuXYNhqpB7u4uO0812rKgoHSeZeNaKoXM8bcqjsm89RZcjz664jVuJtlqgmwzVazYd/kXgyCrw4z+Q81Vn2/U2I2i6yvvUhm7MI+Za/HS4/EL89BVHaHttXfleJvsGBXmK0porfReXy48msTI25HS49nhBJSsioF7gnWfg4iIiIiIiOhGYlhARHSH0lQdglBs5lqNrumYm0wjHcvD7pbR0OaEZNp4I95sSsHscBKFvAZvsw0Nrc4VV2UvJQgCQtv9aOn1opDXYLGbVn3u9FBiMSi4bupKrLRzQUskEP/+D6DFixPAgizD/czTkEOh1V/LmbcrxpShIWjJZEUvAEGS4H73u6EejkKPx2EKBivK/xQmxqtepzA+VhYWqJEI4t//PvRsrnjuV34N17vfDUt3d817lTs6kD1xsmLcvKxfghoOA1UmzNVwuOa518rQDcTDWaSiOdhcMnxBe833YS2CKKBzdwMGj8+Wel2YZAmhHfWV0vK3OjBxJVY+gS8I8LfUDl0WSgctNzOcQNs2HwSh+nvR6jCje28Ao+fnoBV0CKKA5m43fMH6w4LZ4UTFWGwmg3xWhcXGv44RERERERHRrcd/nRIR3WGUrIqhMxHEZzMQJRGNHS607/RDXDLprusGLr0+jeRcrjQ2O5LEjiMtNRvH1iMdz+PCq1Ol8i/zkykk53Lo3te4pvNIZrFq+ZWq14zmqo/H8rA6zEi/9lopKAAAQ1GQ+sUv4Pu931u19I+h5KuP5/NAjcbBJp8P8FUvc1Or2bC4bDz96quloAAADFVD+uWXIXd21rxncygE2/79yJ4+XZwgFwTY9u+Hua2t/P4aGgBBqFgFbwoEqp53rQzDwOCJ2bJyUk6fFdvuC9b13tIKOgpKMSjyBR3Y91g7otMZiKIAX4sdJnPtXSZL2VwyevY3Yuz8PAp5FSaLhPYd/hVLVBkGKkoXAYCmGoABYIXcqrHDBX+LA5mkAovdBNm6tr9CaWqNnRBq/aWMiIiIiIiIiG4khgVERHeYwROzSM0XJ5p1TcfMUBySWURo2+IEdnQ6XRYUAEAmnsfceApNne51X3vySqxisjU8lkJLn3fTm8ousDplxMPZKuPF6xXGK1fza4kktHi8OLG/Arm7B9lTp8rGJK8XUsP6mtbK3d0wBRqgRuZKY6LdDtuuXWXHFaamqt6znkpBclf//giCAOeDD8C2dw/UuTmYGhogeSpr2ktuN2z79pW9LtFug/3gwXW9puUSkWxF34lUNLfqe8swDIydn8fsSAK6ZsDqNKN7XyNcfiuau9b3ngyEnPC3OlDIazBbpLLArBrpen+M5e8nX7O9rt0xklmEy7++sl++Fjumr8bLxmwuufQ+JiIiIiIiIrrVGBYQEd1BculCKShYam48VRYWZJOFqs+vNV6vfEatHDQM5DNqRVigFXTMTaaKTYkDNrgarDXLvKwk2OPG3GQKan6xyay/1VlaQS46XWWr9IFiPwHRvnqJGMfhe6Al4lCuFRsXS14v3O9+cl33WbyuCZ73vhfZ02egzkxD8vlh278PoqO8NI7k9UINR8qfa7HUdc+Sx1M1JFjK8cCRYkPmkRGIDges27fXde56pGNKjfE80Fn7eeHRJKaX9ArIpQq48uYM9r2rfcUdCQvNhc01+lqIorCmMj5d+xox+NZM8X4BOP1WdO5pQCahIJtU4PBabkjw1Tbgg5LVMD+VBgwDNpeM3oNN636vEREREREREW02hgVERHeQmvOKy8YdnuoNfh3e+hr/1uL0WZCJl5fuESWx4npKTsWFV6eQzxTDickrMTT3eNC5a+0r9i12M3Y/1IbwaBL5jApPo62sLr390F1I/OSnZc+x7t0L0VK7HM0CQZbheeYZaMkkjHweUkPDhidvRasVjsP3rHiM/fBhJH7847LeAva7D0Ewbc4fy4IgQO7ogLysn8FmsLurv4dsNcYXzE+mK8ZURUMykqvaKLigaBg6FUZsJgOg2Ey4e39jRWigKhomr8SQiGRhtprQ0uuBO2CreR8Wmwk7H2hFPq0CAmCxmzB0OoLI2GIvg5ZeL0I7avcwWA/JJKLvriYoORW6asDiMDEoICIiIiIiotsKwwIiojuIxW6GO2BDIlJeRqWx3Vn22NtkhzdoR2w6UxpzNdhWbP5aj9Z+LxKRHHKp66vLBQEdu/wwLZvAnb4WLwUFC2auxdHc6V5X2RXZakLbQPWSQpa+Pnje+9vInT0Lo6DC0tcLy/btazq/5HLV7FFwI1i6u+F97gPIX7wAQ1Vh6e+/IRP7N4Kn0VZRysfultEYWvnrJ0rVJ8ZrjQ+fiZSCAqDYDHjk7Tn03dVUGjMMA5ffmEFqoa9FQkEiksX2+1pWLBckCELpfTg/lS4LCgBg6moMvhY7nL71lRxayVp7HRARERERERHdLPwXKxHRHabnQCNGzs4hNpOBKAlo6nSjpddbdowgCui/qxmx2QwycQU2lwxv0L5qTffVyFYTdj/chthMBqqiwdNog8VeOfmfidcoVRPP1wwL0nkVrwxGMDqXgcNiwt1dPvQ31zeBL4dCkEOh+l/IbcDc3ARzc9PqB95mBFFA/z1BRKfSSEXzsLnMaGhzQjKt3Ny4qdNdNvkPFGv2V5vU1zUd0elMxXh0Og1dN0rv41Q0vxgUXGfoBmaGEnX3FlgevC0dvxFhAREREREREdHtimEBEdEdRraa0H+oGYZuAAJqljIRRAG+oAO+4MZ2EywnisKqOxRsbrnqJGytEjaGYeC7JycQSRZLHKXyKn54ZgrvOyiis2Fz7/9GMAwDiUgOiXAWZquEhpCzZo39leTSBSg5FQ6vZcU6/reaKApoaHOioc25+sHXeZvt6DnQhKnBGJScCk+jHe07/dUbCwsCRBHQteXDQlnFrUJ+2QHXqUr18WrkGv0Oao0TERERERERvVPxX8JERHeoqpOst4mWHg+iU2ko2cWGyE2dbthc1cOCiVi2FBQsdXo8fkeEBWMX5jF9dbF579TVOHYeaam666IaXdNx9WQY0aliXX+TLKFnf2PVWv4rySQUzE+li5P5IeeaGv/eDIGQE4HQ6gGDKAoItLswO5wof367s+x97w5YIUoidE0vO24tX7fGdhdmhhIo5Bbfq1anGb4NluwiIiIiIiIiutPcXrMIRET0jiDbTNj9UBsi4ykoWRXugA2eptpNZxVVX9P47SSfKWD6WvmkdiGnYupqHF17AnWdY3ooUQoKgOLK+KsnZ7H/sQ5I5vp2GETGk7h2KgIYxabJk1di2HZvsO5yPLebjp1+iKKAyHgKQDEoCG0r71thMkvoOdCIodNhaIXie8Xf6kRTl7vu65gtEnY+0Irpa3FkkwocHguCPZ7bemcHERERERER0Y3AsICIiG4Ikywh2OOp69iQzw6rWUKuUF4+pq+p/jI3m8EwDKSieSTncrA4TPAFHav2ecgklNIEfcV4nZbX8gcAraAjOZ+ra5W8rhsYPT9fdh+6pmPswjx2Hmmt+z5uJ6IkomNXAzp2Nax4nL/FAU+jDelYHrLNBKtj7Q20LTYTOle5DhEREREREdE7HcMCIiK65WSTiPfsbcHPzk0jmVMhCgL2hNzY21Zf2LBZRt6ew+zI4i4Bh9eC7fe2rLi63+6WAUGoCAxq9WeoplZ/A1OdfQ8KORVqlfr9tRpNv9NIJhHuQO2dK0RERERERES0OoYFRER0W2j32/HxI92YzyiwyxLs8s39Iyody5cFBaWx0SRaemuHFha7GS09HkxdjZXGZJsJLX3euq/d3O1GdCZTFji4GqxweOsLHMxWE0wWqSIwsHvqDyy2qly6gNnhBPJZFZ5GGwLtrlV3kxARERERERG9EzEsICKi24YoCgg4Lbfk2qlYZYNlAEhFcwBW3uEQ2uGDp8mGeDgL2WpCQ5uj7l0BAOAO2LDtcBDT1+Io5FS4G21o7fdCEOqbtBZFAe07/Bg6vdizQJREhLb7Vnnm2hmGgXRMgabqcPktEO/g2v7ZlILzr0yW+h1Ep9KIh7PoP9R8i++MiIiIiIiI6OZjWEBERATA5qxe697mWn11viAIcAdsGyqF42m0wdO4/uc3trvg8FgwP5mCKAloaHPCYl97/f6VFPIaLr8xjfT1YMVkkdB/qPmObaI8fTVeCgoWRKfSSMfzcHhuTWhFREREREREdKswLCAiojuKpuqYHIwhNp2BSRbR3O2Bv8Wx4fO6GqzwNtvLmg1b7GY0d7k3fO6bxe6WYXf7b9j5xy7Ml4ICAFDzGq6dDGPv0VDduyBuJ7m0WnU8n1YZFhAREREREdGWw7CAiIjuKFdPziI2vTihn5zLoe+uZvhb1x4YaJqOZCQHQRTgbrCi71Az5ifTSM5lYXWYEehw1Ww+vFaGbmB2JIn5qRQEUUBjhwsNrc5NOffNEp/NVozlMwXk0gXYnHdefwRXgxXJufLXJIgCnD4GBURERERERLT1MCwgIqI7Ri5dKAsKFkwPxdccFqSiOVx+c6bUFNjqNGPgniACIScCoc2fxB+7MI/pa/HS40Q4C62go6nzztm5YLZKKOTLV+MLorCm/gy3k2CPG/HZTNluidB2P2Qb/3pEREREREREWw//NUxERHcMVdHXNF6LYRgYOh0pBQUAkEsVMHZ+Hv13b35zW03VMTuSqBifuhq/o8KCll4Prp6YLRsLtG/e7oubzWSWsPNIK+LhLJScCnfABqtjc/s8EBEREREREd0pGBYQEdEdw+GRIdtMULLlq9t9zfY1naeQ05BNKhXj8XBlmZ3NoBV06JpReR9Lwoo7QUObE6IkYHY4AU0z4G9x3FE9HaoRRAHeNb5/iIiIiIiIiN6JGBYQEdEdQxAF9B5swuDxWRRyxcDA02RH64B3TeeRzCJESYSule9IkG03ZoW82SrB5pIrAgpPo+2GXO9G8gUd8AU33lCaiIiIiIiIiG4vDAuIiOiO4vJbse+xdqRjeZhlCVbn2svGSCYRzT1uTF2JlY239Hk35yaXEQQBPfsbcfnNmVLIYXPJ6NjVsPaTpeeAzBzgCgLWO3tVPxERERERERHdPhgWEBHRHUcUBbj81g2dI7TNB6vdjLnJFERRQGOHa2Mr5jPzgK4BjgAgCBWfdngt2PdYO5JzOYiSAKfPAqHKcTXpOnD5J8DUmeJjQQS6HgC6jqz/nomIiIiIiIiIrmNYQEREW5IgFAOCxg7Xxk6kpIFz3wNiY8XHzkZg1/sAu7/iUFEU1l96KHJpMSgAAEMHhl4GAv2As2l95yQiIiIiIiIiuk681TdARER0R7vy88WgAABSYeDijzb/OvPXaowPbf61iIiIiIiIiGjLYVhARES0EZErlWPx8eKOg81kqbEDwuLc3OsQERERERER0ZbEsICIiGgjTJbKMdEEiGtvvLyiln2AeVmfBrsfCGzb3OsQERERERER0ZbEsICIiGgjQndXjrXsBUzy5l7H6gEO/n4xNPCEgPZ7gAMfBiS2HyIiIiIiIiKijeMMAxER0UZ03AtIMjB1EtB1oHkn0HHfjbmW3Q9sf/rGnJuIiIiIiIiItjSGBURERBshCEDoruJ/RERERERERER3KJYhIiIiIiIiIiIiIiLa4hgWEBERERERERERERFtcQwLiIiIiIiIiIiIiIi2OIYFRERERERERERERERbHMMCIiIiIiIiIiIiIqItjmEBEREREREREREREdEWx7CAiIiIiIiIiIiIiGiLY1hARERERERERERERLTFMSwgIiIiIiIiIiIiItriGBYQEREREREREREREW1xDAuIiIiIiIiIiIiIiLY4hgVERERERERERERERFscwwIiIiIiIiIiIiIioi2OYQERERERERERERER0RbHsICIiIiIiIiIiIiIaItjWEBEREREREREREREtMUxLCAiIiIiIiIiIiIi2uIYFhARERERERERERERbXEMC4iIiIiIiIiIiIiItjiGBUREREREREREREREWxzDAiIiIiIiIiIiIiKiLY5hARERERERERERERHRFsewgIiIiIiIiIiIiIhoi2NYQERERERERERERES0xTEsICIiIiIiIiIiIiLa4hgWEBERERERERERERFtcQwLiIiIiIiIiIiIiIi2OIYFRERERERERERERERbHMMCIiIiIiIiIiIiIqItjmEBEREREREREREREdEWx7CAiIiIiIiIiIiIiGiLY1hARERERERERERERLTFMSwgIiIiIiIiIiIiItriGBYQEREREREREREREW1xDAuIiIiIiIiIiIiIiLY4hgVERERERERERERERFscwwIiIiIiIiIiIiIioi2OYQERERERERERERER0RbHsICIiIiIiIiIiIiIaIsz3eobuFVUVS19PDU1dQvvhIiIiIiI6M609N9SS/+NRURERER3ni0bFoTD4dLH99xzzy28EyIiIiIiojtfOBxGV1fXrb4NIiIiIlonliEiIiIiIiIiIiIiItriBMMwjFt9E7dCLpfD22+/DQBobGyEybRlN1kQERERERGti6qqpV3be/bsgdVqvcV3RERERETrtWXDAiIiIiIiIiIiIiIiKmIZIiIiIiIiIiIiIiKiLY5hARERERERERERERHRFsewgIiIiIiIiIiIiIhoi2NYQERERERERERERES0xTEsICIiIiIiIiIiIiLa4hgWEBERERERERERERFtcQwLiIiIiIiIiIiIiIi2OIYFRERERERERERERERbHMMCIiIiIiIiIiIiIqItjmEBERHRO0BXVxcEQYAgCBgeHr4p13zxxRdL13zkkUduyjWJiIiIiIiI6MZgWEBEREQ3nKIoePPNN/Hf/tt/w8c//nHs2bMHJpOpFDZ89KMfvdW3SERERERERLSlmW71DRAREVG5rq4ujIyMAACGhobQ1dV1a29og7785S/jj/7oj6Aoyq2+FSIiIiIiIiKqgTsLiIiI6IaKRCIMCoiIiIiIiIhuc9xZQERE9A5ws/oUbER7ezvuvvvu0n9//dd/jb//+7+/1bdFRERERERERGBYQERERDfYxz72MXzyk59Ec3Nz2fg3vvGNW3RHRERERERERLQcwwIiIiK6oTo7O2/1LRARERERERHRKtizgIiI7ihjY2P4/Oc/j4ceegjNzc2wWCxwuVzo7u7GPffcg4997GP41re+hUgkUvHcj370oxAEAYIg4Gtf+xoAYH5+Hn/2Z3+Ge+65B42NjbDZbOjp6cE//af/FMePH6/rnnRdx69//Wv88R//MZ544gl0dHTAbrfDarWitbUVR48exRe+8IWq97RgeHi4dG8LzY0BoLu7uzS+9L8XX3yx7PldXV2lz61Ukigej+Nb3/oW/vk//+c4fPgwAoEAZFmG2+1GX18fnn/+eXz729+Grut1vXYiIiIiIiIiemfgzgIiIrpj/Pf//t/xh3/4h8hms2XjiqIglUpheHgYb775Jr72ta/hyJEjeOWVV1Y837Fjx/Dcc89hYmKibHxoaAj/43/8D3z1q1/Fpz/9aXzhC1+oeY5CoYDu7u6KcyyYmprC1NQUfvWrX+ELX/gC/vqv/xof/vCH63zFm+u73/0unn/+eeTz+YrPFQoFJJNJXL16Fd/61rewf/9+fO9730NXV9fNv1EiIiIiIiIiuukYFhAR0R3h+9//Pj7xiU+UHrvdbtx3330IhUIwmUyIx+O4fPkyzp49C0VRVj3fyMgIPvWpTyEajcLhcODo0aNobm7G9PQ0fvWrXyGdTkPXdXzxi1+Eqqr4sz/7s6rn0TStFBQ4nU7s2rULPT09cLvdKBQKGB8fx7Fjx5BIJJBOp/F7v/d7MJvN+OAHP1h2HrfbjX/5L/8lAODrX/86kskkAOAjH/kIXC5XxXXb2trq+8ItMTs7WwoKQqEQdu7ciWAwCLvdjlQqhQsXLuDEiRMwDAOnTp3Cgw8+iFOnTqGhoWHN1yIiIiIiIiKiOwvDAiIiuiN87nOfK338r/7Vv8Kf/umfwm63VxyXSqXwk5/8ZNUSQl/4whegKAqef/55/Nf/+l/h8XhKn4vH4/jEJz6Bv/u7vwMA/Pmf/zmeeuopPProoxXnEUURH/vYx/CRj3wER44cgdlsrjgmn8/jS1/6Ev79v//3UFUVn/jEJ/DMM8/A6XSWjvH7/fjyl78MAPjhD39YCgs+//nPb9rq/ra2Nnzxi1/Ec889h76+vqrHDA0N4ZOf/CR+9rOfYXx8HJ/+9KfxN3/zN5tyfSIiIiIiIiK6fbFnARER3fZSqRROnz4NAGhvb8eXvvSlqkEBUFzd/4EPfAB/8id/suI5FUXB008/jW984xtlQQEAeDwefPOb38STTz5ZGvv0pz9d9TyyLONv//Zv8cgjj1QNCgDAYrHg3/ybf4P/+B//IwAgFovhG9/4xor3dyM8++yz+MxnPlMzKACKPRL+8R//EXv37gUAfPOb30Q0Gr1Zt0hEREREREREtwjDAiIiuu0lEonSxw0NDRAEYcPnFAQBX/rSlyCK1f8oFEURX/rSl0rXevPNN0uBxXp97GMfK338wgsvbOhcN5LZbMaHPvQhAEAul1u19wMRERERERER3flYhoiIiG57jY2NsNlsyGazePvtt/Hyyy/joYce2tA5jxw5gt7e3hWPGRgYwH333YfXXnsNAPCrX/0K+/btq3m8rus4fvw4Tp06hfHxcSQSCRQKharHnjp1at33vhlisRiOHTuGc+fOYW5uDqlUCrqulz5/8eLF0senTp3Cs88+eytuk4iIiIiIiIhuEoYFRER02zObzXjve9+L//2//zc0TcO73vUuPPfcc3juuefw8MMPr6sB77333lvXcUvDgpMnT1Y9RlVV/NVf/RX+83/+zxgfH6/rvJFIpL4b3WTj4+P4zGc+g7//+78vNTteza26VyIiIiIiIiK6eRgWEBHRHeEv//IvceLECVy8eBGFQgHf+ta38K1vfQuCIGD79u148MEH8cQTT+CZZ56B1Wpd9XwdHR11Xbe9vb30cTgcrvh8Pp/Hb/3Wb+H//b//V/+LAUoNjG+mkydP4rHHHltzD4Jbca9EREREREREdHOxZwEREd0Rmpqa8Oabb+Jzn/scWltbS+OGYeDChQv4yle+gueeew6tra34kz/5E2iatuL5ajVIXs7hcJQ+rjZp/vnPf74UFIiiiOeffx7f/va3ceHCBcTjcSiKAsMwSv8tve+bKZ/P4/3vf38pKGhubsZnP/tZvPjiixgbG0M6nYau66X7/OpXv1p67tLyRERERERERET0zsSdBUREdMdwOp347Gc/i//wH/4DTpw4gZdffhm//vWv8corr5RK5USjUfy7f/fvcOzYMXzve9+r2Qw5k8nUdc10Ol362OVylX0un8/jr/7qr0qPv/71r5caA1dzK1fof+c738HQ0BAAIBQK4a233kJzc3PN47mbgIiIiIiIiGhr4c4CIiK644iiiEOHDuFTn/oUvve972FmZgavvPIKfvu3f7t0zA9+8AN85zvfqXmO0dHRuq619LhAIFD2uTfeeAOpVAoAsGfPnhWDAgAYGRmp65o3wi9+8YvSx3/4h3+4YlAA3Np7JSIiIiIiIqKbj2EBERHd8URRxJEjR/Dd734XTz75ZGn8H/7hH2o+5ze/+U1d5z527Fjp44MHD5Z9bnJysvTxrl27Vj3Xyy+/XNc1a+2G2Igbda9ERERERERE9M7AsICIiN4xBEHAM888U3o8MzNT89jXXnsNV69eXfF8ly9fLgsVHn300bLPi+LiH6OrlTXSdR1f+cpXVjxmwdIGzYVCoa7nrGYt93r8+HG8+eabm3JdIiIiIiIiIrozMCwgIqLbXjKZhKIodR27tGxQY2NjzeMMw8Af/MEf1Gzeq+s6/uAP/qDUiPjQoUPYt29f2TE9PT2lj1966SXE4/Ga1/vzP/9znD59uq7X0NDQUPp4YmKiruesZum9/uAHP6h5XCaTwT/7Z/9sU65JRERERERERHcOhgVERHTbO378ODo7O/HZz34W586dq3qMpmn45je/WdZw+Omnn655TlmW8eMf/xgf+chHKib54/E4PvzhD+NnP/tZaeyLX/xixTkOHDiAtra20nM+8IEPlJX7AYpNkP/4j/8Yn/nMZ+BwOFZ/sSj2P1jwf//v/63rOat5z3veU/r461//Ov7iL/4CmqaVHTM4OIgnnngCJ06cqPteiYiIiIiIiOidQTAWlkwSERHdpl588cWyEkDNzc04cOAAgsEgTCYTpqencfz4cUxNTZWOefDBB/Hiiy+Wld/56Ec/iv/5P/8nAOBzn/sc/st/+S+IRqNwOp04evQompubMTMzg1/+8pelxsUA8KlPfQp/8Rd/UfXevvrVr+LjH/946bHD4cD999+Pzs5OzM3N4cUXX0Q0GgUAfPOb3yxrglzrj+AXXngBjz/+eOnx4cOHcfDgQdjt9tLYJz/5SfT29pYed3V1lZoSDw0Noaurq+K8jzzyCF566aXS4+7ubhw8eBAejwdXrlzBa6+9Bk3T0NbWhn/9r/81/u2//bcAgN///d/H1772tYrzLf2+PPzww3jxxRervh4A2L9/f8XY6Oho6Wvj8/nQ0dFRccypU6dqnpOIiIiIiIiINo/pVt8AERHRamw2G0wmE1RVBVDsRfDTn/605vHPPfcc/vZv/7YsKFius7MTP/rRj/Dcc89hcnKyajNkURTxR3/0R/jTP/3Tmuf52Mc+hsHBQXzhC18AAKTTafz85z8vO8ZqteIv//Iv8fzzz5eFBbW8613vwoc//GH8r//1vwAAr7/+Ol5//fWyY97znveUhQX1+D//5//g6aefxokTJwAUQ4WhoaGyY3bu3Ilvf/vbeOONN9Z07tWsVoIpGo2WggMiIiIiIiIiuvkYFhAR0W3v8OHDmJ2dxQsvvIBXXnkFJ0+exNWrVzE3NwdN0+B2u9Hb24t7770XH/7wh3HPPffUdd777rsPp0+fxle+8hV897vfxfDwMFKpFFpaWvDoo4/iX/yLf4FDhw6tep7/9J/+E5566il8+ctfxiuvvIJwOAyXy4VQKIR3v/vd+Cf/5J+gv79/Ta/561//Op555hl885vfxKlTpxCJRJDL5dZ0juWam5vx2muv4W/+5m/wd3/3dzh79iwymQyampqwbds2fPCDH8SHPvQh2O32TQ8LiIiIiIiIiOj2xjJERES0ZSwtQ/TVr34VH/3oR2/tDRERERERERER3SbY4JiIiIiIiIiIiIiIaItjWEBEREREREREREREtMUxLCAiIiIiIiIiIiIi2uIYFhARERERERERERERbXEMC4iIiIiIiIiIiIiItjiGBUREREREREREREREW5xgGIZxq2+CiIiIiIiIiIiIiIhuHe4sICIiIiIiIiIiIiLa4hgWEBERERERERERERFtcQwLiIiIiIiIiIiIiIi2OIYFRERERERERERERERbHMMCIiIiIiIiIiIiIqItjmEBEREREREREREREdEWx7CAiIiIiIiIiIiIiGiLY1hARERERERERERERLTFMSwgIiIiIiIiIiIiItriGBYQEREREREREREREW1xDAuIiIiIiIiIiIiIiLY4hgVERERERERERERERFscwwIiIiIiIiIiIiIioi2OYQERERERERERERER0RbHsICIiIiIiIiIiIiIaItjWEBEREREREREREREtMUxLCAiIiIiIiIiIiIi2uIYFhARERERERERERERbXH/PyDIakxp33DqAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "annotation = \"renamed_clusters\"\n", + "feature = None\n", + "layer = \"arcsinh_z_scores\"\n", + "\n", + "alpha = 0.5\n", + "spot_size = 8\n", + "image_height = 6 \n", + "image_width = 12\n", + "dpi = 200\n", + "font_size = 12\n", + "vmin = -999\n", + "vmax = -999\n", + "color_by = \"Annotation\"\n", + "\n", + "prefilled_spatial = partial(\n", + " spatial_plot,\n", + " spot_size=spot_size,\n", + " alpha=alpha,\n", + " vmin=vmin,\n", + " vmax=vmax,\n", + " annotation=annotation,\n", + " feature=feature,\n", + " layer=layer\n", + ")\n", + "\n", + "plt.rcParams['font.size'] = font_size\n", + "fig, ax = plt.subplots(figsize=(image_width, image_height), dpi=dpi)\n", + "\n", + "# Use the existing adata object from the previous computation\n", + "ax = prefilled_spatial(adata=adata, ax=ax)\n", + "\n", + "# Set the title based on the \"color_by\" parameter\n", + "if color_by == \"Annotation\":\n", + " title = f'Annotation: {annotation}'\n", + "else:\n", + " title = f'Table: \"{layer}\" \\nFeature: \"{feature}\"'\n", + "\n", + "# If ax is a list/tuple of axes, set title on the first axis, otherwise directly set on ax.\n", + "try:\n", + " ax[0].set_title(title)\n", + "except (TypeError, IndexError):\n", + " ax.set_title(title)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Nearest Neighbor Calculation and Visualization\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running SCIMAP 2.1.3\n", + "Preparing data for spatial distance calculation...\n", + "Processing Image: dummy_image\n", + "Spatial distances stored in adata.obsm['spatial_distance']\n", + "Preview of the distance DataFrame:\n", + " Myeloid cells CD8 T cells Proliferative B cells Regulatory T cells \\\n", + "0 23.951263 14.393124 76.939216 66.463845 \n", + "1 13.418854 21.946570 128.137355 130.921068 \n", + "2 20.247170 32.127516 161.278346 179.462600 \n", + "3 13.340312 34.250638 189.037034 166.806641 \n", + "4 15.548248 24.043808 179.559171 165.763012 \n", + "\n", + " B cells NK cells Follicular helper T cells (Tfh) ASMA+ cells \n", + "0 80.954973 86.664061 154.489135 426.731652 \n", + "1 145.389003 141.920128 169.805128 407.928653 \n", + "2 195.348749 98.025538 150.610770 394.408492 \n", + "3 308.352498 76.612886 171.308555 392.324838 \n", + "4 220.610750 76.687992 143.623516 386.624885 \n", + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "# Nearest Neighbor Calculation\n", + "annotation = \"renamed_clusters\"\n", + "spatial_associated_table = \"spatial\"\n", + "imageid = None # If multiple images exist, provide the column name; otherwise, \"None\"\n", + "label = \"spatial_distance\" # Key under which to store the distance DataFrame in adata.obsm\n", + "\n", + "# Perform the nearest neighbor calculation.\n", + "calculate_nearest_neighbor(\n", + " adata=adata,\n", + " annotation=annotation,\n", + " spatial_associated_table=spatial_associated_table,\n", + " imageid=imageid,\n", + " label=label\n", + ")\n", + "\n", + "# Save the updated adata object for future use.\n", + "save_pickle(adata)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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SpWseu3HjRr3rXe/SgQMH+HcXAAAAAACggRA0BwAAQMMhaA4AALB8xsbG9PDDD+uhhx7S0NDQnF67NebTHR1h7WkLym/RVRUAgIVyXFc/HM7qW+eSGi/Y1zx+y5Yteve7361bb72VwDkAAAAAAEADIGgOAACAhkPQHAAAYGml02k9+eSTeuyxx/TCCy9oLh9Jxn2Wbu8I6WUdYbUHPYtYJQAAjavsuHp8MKN/700qWXSuefzOnTv1nve8Rzt37lyC6gAAAAAAALBcCJoDAACg4RA0BwAAWHyFQkFPPfWUHnvsMT399NOy7Wt3SZ1mGdItrUHd0RnWjrhfJh1TAQBYEkXb1aMDaX23N6VM+dqB81tuuUXvec97tHXr1iWoDgAAAAAAAEuNFkAAAAAAAAAA6qJcLuvo0aN67LHH9MMf/lD5fH5Or+8Oe3VHZ1i3tQcV9lqLVCUAALgSn2XoVd1NenlnWAf70/peX0p5+8o9q5577jk999xz2r9/v972trdp27ZtS1gtAAAAAAAAFhsdzQEAANBw6GgOAABQP47j6KWXXtJjjz2mxx9/XKlUak6vD3lM7V8X0h0dIXVHfItUJQAAmI9sydH3L6T00IW0is61bynu3LlT999/v/bs2SPTNJegQgAAAAAAACwmOpoDAAAAAAAAmLPz58/rscce02OPPabR0dE5vdaQtKPZrzs7wtrdGpTHNBanSAAAsCAhr6k398R07/qIvtuX0qP9aZWvkjc/fvy4jh8/ru7ubr3lLW/RXXfdJY+H25EAAAAAAACrFR3NAQAA0HDoaA4AADB3juPoxIkTOnLkiA4fPqz+/v45n2Nzk0/720Pa1x5Uk89ahCoBAMBiShTK+vfzKT0+lNF1NDhXS0uL3vjGN+rVr361QqHQ4hcIAAAAAACAuiJoDgAAgIZD0BwAAOD65HI5Pfvss3rqqaf09NNPK5VKzfkcnSHPVLg8pLYgHU0BAFgLRnNlfft8Uj8czup6bjQGg0G99rWv1Rvf+EY1Nzcven0AAAAAAACoD4LmAAAAaDgEzQEAAK5sZGRETz31lJ566im98MILKpfLcz5H3G9pf3tI+9cF1RXyyjCMRagUAAAst+FsSd+/kNYPhjIqX8cdR8uydM899+jNb36zNmzYsPgFAgAAAAAAYEEImgMAAKDhEDQHAAC4yHEcnT59uhouP3/+/LzOE/aY2tse1P72kHqiPpmEywEAaBjJoq2H+9N6ZCCt3PUkziXt379fb3nLW7Rjx45Frg4AAAAAAADzRdAcAAAADYegOQAAaHTj4+M6fvy4jh07piNHjiiRSMzrPD7T0C2tQe1fF9SOeECWSbgcAIBGli87enwoowcvpJUo2Nf1mq1bt+o1r3mN7rzzTgUCgUWuEAAAAAAAAHNB0BwAAAANh6A5AABoJK7ramhoSMePH6+O4eHheZ8v6jV1c2tQN7cEtD3ul88y61gtAABYC2zH1ZHRrP6jN62BbOm6XhMMBvWKV7xCr3nNa7Rp06ZFrhAAAAAAAADXg6A5AAAAGg5BcwAAsJY5jqO+vj698MILevHFF3X8+PF5dyyftj7s1e6WgHa3BtUd8co06FwOAACuzXVdHZ8o6Ht9Kb00Wbju123btq3a5dzv9y9ihQAAAAAAALgaguYAAABoOATNAQDAWlIul3XmzJlqt/IXX3xR2Wx2Qee0DOnGuF83twS1uyWg5oCnTtUCAIBGdT5V1Pf6UnpmNKfrvTkZCoWqXc43bty4qPUBAAAAAADgcgTNAQAA0HAImgMAgNXIdV2Nj4+rt7e3Ovr6+nThwgWVSqUFnz/sMXVTS0C7WwPaEQ8o4DHrUDUAAECt0VxZD15I6YmhjErO9b9u+/btevWrX60777xTPp9v8QoEAAAAAABAFUFzAAAANByC5gAAYKVLpVLq6+vT+fPn1dfXVw2VL7RT+UyWIW2M+LQ15tfNLQH1RH0yDaNu5wcAALiabMnRD4YzOjSY0WC2fN2vC4VCuueee/Sa17xG3d3di1ghAAAAAAAACJoDAACg4RA0BwAAy811XaXTaY2Pj2tsbEzj4+MaGBiohsoTiUTdr+kzDfVEfdoS9WtrzKfNTT75LLqWAwCA5eW6rs4ki3psMKOnR7Iqz+HO5Q033KC77rpLd955p1pbWxevSAAAAAAAgAZF0BwAAAANh6A5AABYTK7rKpVK1YTIp5cz10ul0qLWEfQYU6Fyv7ZEfdoY8cky6VgOAABWrsxUl/PHBjIazl1/l3NJ2rFjh+666y697GUvUywWW6QKAQAAAAAAGgtBcwAAADQcguYAAOBaHMdRNpu96sjlcspkMjXrmUxmSULks4n6TG2N+rUlVgmXd4Y8Mg2C5QAAYPVxXVenk0U9NpDRM6Nz63JuGIZ2796tl7/85br99tsVDocXr1AAAAAAAIA1jqA5AAAAGg5BcwAAlpbjOCqXy9Vh2/Z1LafXHceRbduybVuu61bXp+evtJw+R6lUqlkWi8VZ52cuC4XCcv+xXZFpSB1BjzrDXnWFvFof9qor7FWL35JBsBwAAKwxmZKtHwxn59Xl3OPxaM+ePXr5y1+u2267TYFAYJGqBAAAAAAAWJsImgMAAKDhEDQHAODqbNtWJpNRKpWqWebzeRUKheq4dPvSMb3ftu3lfkurVmvAUleoEiTvnAqVtwc98pgEygEAQGNxXVenJos6NJjW06M52XO8w+n3+7Vv3z69/OUv1969e+X1ehenUAAAAAAAgDWEoDkAAAAaDkFzAEAjcV1XmUxGExMTmpiYUDKZrIbH0+n0rCObzS532Q3FbxmK+yzF/ZY6psLknSGPusJe+S1zucsDAABYcXJlR8+N5fTUSFYnJgpy5vj6YDCoW2+9Vfv27dOePXsUi8UWpU4AAAAAAIDVjqA5AAAAGg5BcwDAWmHbthKJhCYmJjQ+Pq7x8fHq+sxloVBY7lIbVsAyFPdXQuRxn6WY31Kz36PY1Haz31LAQ5gcAABgvtJFW8+M5fTUcFank0XN9canYRjaunWr9u7dq3379qmnp0eGwdNjAAAAAAAAJILmAAAAaEAEzQEAq4Vt2xodHdXw8LCGhoaqy7GxMY2Pj2tyclJ8tLM0LEMKekwFPaYCllFZt0wFPMbUnKng1HrUdzFYTogcAABg6SQKZT09Wul0fj5Vmtc5mpubtXfvXu3du1e33HKLAoFAnasEAAAAAABYPQiaAwAAoOEQNAcArCT5fL4aIJ8ew8PDGh4e1ujoqGzbXu4Sl4wpyTINWYZkGYYss7I0Dck0KvNmdVsyVVmfeUxlu9KZ0jIkj2nIYxiVpakZ69Pzsx/jnwqUhzymAh5TXpOulgAAAKvJaK6sIyNZPTWS00B2fqFzj8ejXbt26bbbbtPevXv53AgAAAAAADQcguYAAABoOATNAQBLzbZtDQ8Pq7+/XxcuXFB/f78GBwc1NDSkycnJ5S7vqgxJIY+pkLcSvPaZhryWIb9pymcZlWFWln7LrK7PnPNOBbtnBsg9hiFzKug9MygOAAAA1NtApjQVOs9qND//L3KuX79ee/bs0U033aQdO3YoEonUsUoAAAAAAICVh6A5AAAAGg5BcwDAYikWi+rv768Gyi9cuKCBgQENDAyoXC4vd3nymlKT11LYa1bD42GPWd2uzntMhb2WQh5TQY9BABwAAABrguu6GsiWdGw8r+fH8zqbLGq+N0oNw9DmzZt10003adeuXdq5c6fC4XBd6wUAAAAAAFhuBM0BAADQcAiaAwAWKpfLqa+vT319fTWh8tHRUS3XRy1hj6mY31LcZynmtxTzWYpPLae3Qx5DBqFxAAAAQJKUKdl6YaKgY+M5HZ/IK1ee/8/yBM8BAAAAAMBaRNAcAAAADYegOQDgepXLZfX396u3t7c6+vr6NDIysqR1mIbU4veoLWipNeBRa8BTEyiP+S15TQLkAAAAwHzZrquzyaKOjef0/Hheg9mFPZGI4DkAAAAAAFgLCJoDAACg4RA0BwBcynEcDQ8PV4Pk06HywcFB2ba9JDX4LUNtUyHy6UB5W8CjtqBHcb8li07kAAAAwJIZy5f1/Hhez4/n9VIirwU0O5dUCZ53d3dr69at1bFx40ZZllWfggEAAAAAABYBQXMAAAA0HILmANDYJicndf78+Zou5RcuXFChUFj0a3sMaV3Iq46gR+tCHrUHvWoLWGoLeBT2mjIIkwMAAAArTsF29FKioBOJgk5OFtSfKdXlvD6fTzfccENN+Ly9vZ3fCwAAAAAAwIrhWe4CAABAff3xH/+xPve5z9XMffGLX5w1VDsXP/ZjP6annnqquv37v//7euc733ldNWzYsEHf+9735n3tr3/96/r1X//1y7qJ/uzP/qx+5Vd+Zd7nXQv+8R//Ub/xG79R3X7HO96hT37yk5cd98QTT+jHf/zHq9sve9nL9NWvfnVJagQAYLnk8/ma7uTTI5lMLvq1gx5DHUGvOkIedYSmlkGvWgKWTEIjAAAAwKrit0ztbg1qd2tQkpQu2To9WdTJyYUFz4vFol588UW9+OKL1bloNFoTPN+yZYuamprq8j4AAAAAAADmiqA5AAAN4Ld+67f0jW98Q/F4fLlLmbN//Md/1G/91m/JcZya+Q9/+MP6qZ/6qWWqCgAArCS2bWtwcPCyQPnw8LAW+0FuMZ85FSSvdCmfDpY30Z0cAAAAWLMiXku3tgV1a1t9g+eSlEwmdeTIER05cqQ6t27dOm3evFkbN27Upk2btHHjRnV0dMg0zQW/FwAAAAAAgKshaA4AQAMYHh7Wxz72Mf2v//W/lruUOfmbv/kb/c7v/E5NQMw0Tf3O7/yOfvRHf3QZKwMAAMvBcRwNDQ2pr69PFy5cUG9vr/r6+jQwMKByubyo1w5YhtaHveoMebU+7FVX2KvOkEdhr7Wo1wUAAACw8i1m8FyqfL47PDysH/zgB9U5n8+n7u7uavB8ehmNRhd0LQAAAAAAgJkImgMA0CD+9V//Va997Wv15je/eblLuS5f/epX9Xu/93s1IXOPx6NPfvKTuv/++5exMgAAsNgcx9HIyIj6+vpqRn9/v0qlhQU0rsVrSh0hr7pClTB5ZelRzGfRoRxAw3NdV5myo/G8LWeRnxgBYGUzDUMtAUthD09xAWYzW/D8fKqoc1PjfKqkbNm5xlmurlgs6vTp0zp9+nTNfDwe18aNG6vh8+7ubnV2dioUCi3oegAAAAAAoDERNAcAoIF87GMf04EDB9TR0bHcpVzVl7/8ZX3qU5+qmfP5fPrsZz+r17zmNctUFQAAqLdCoaChoSH19/drYGBAAwMD1UB5sVhc1GsbktqCHq2fDpSHPeoKedUW9MgkLAUAVQXb0RODWR0eyWo4V1KuTMAcwEVBj6F1Qa/2t4d0R2dIfstc7pKAFSnitXRTS1A3tVSC567raixvzwieF9WXLqoe/8wmEgklEgk999xzNfPxeFydnZ3q7OxUV1dXddnR0SGv17vwCwMAAAAAgDWJoDkAAA1kcnJSv/mbv6kvfelLy13KFX3hC1/QZz7zmZq5UCikP/3TP9XLX/7yZaoKAADMl+M4Gh8f18DAQE2gfGBgQKOjo0tSQ5PXnAqTe7U+7NX6kFcdIa98FoFyALiSkuPqO+eTemQgrSzhclzi9a9/vZqamqrbqVRK//7v/76MFWG55MpuNSj7rfOTekVXRK/fFJXH5Ocs4GoMw1Bb0KO2oEf711U6jduOq/5sqdr5/HyqqKFsWfX6V3g6gH78+PHLa2lrqwbPZ4bQW1tbZVlWnSoAAAAAAACrEUFzAADWOMMw5M54pPkjjzyiv/7rv9b73ve+Zaxqdp/73Of0x3/8xzVz0WhUX/ziF7V3797lKQoAAFzTdJh8ZGREw8PDGhoaqobJBwcHF707+TSfaagzPLNLeSVUHvERjACAuciUbH3p+TGdTi7N399YfV7/+tdr/fr11e3+/n6C5lC27Orfe1M6OVnQ/3dTq8JefgYD5sIyDW2M+LQx4tPdXZW5fNlRb7qoC5mSBjIl9WdKGsyWVXLq9yUw13U1MjKikZGRy7qgm6aplpYWtbW1VUd7e3t1vbW1VT6fr261AAAAAACAlYegOQAAa9yrXvUqnThxQn19fdW5P/zDP9Tdd9+tzZs3L2NltT7zmc/oC1/4Qs1ca2urvvzlL2vnzp3LVBUAAJAqwYNUKqXh4eFqAGF6fXh4WKOjo7Jte8nq8ZpSR9CrzrBXnSGPukKV9Wa/JdOgeyYALMRYvqzPHx3VSK683KUAWKVOJ4v67DMj+tndbWoNcBsKWIiAx9SN8YBujAeqc47rajRX1kC2EjyfDqCP5e26dT+vXstxNDo6etWnUcXj8Zog+vRobm5Wc3OzotGoTNOsc2UAAAAAAGCp8AkfAABrXDgc1qc+9Sl94AMfkOM4kqRsNquPfOQj+n//7/+tiEeffvKTn9RXvvKVmrmuri595Stf0Q033LAsNZXLZR07dkwvvfSSJiYm5LquotGoenp6tHv3bkUikXmf27ZtPffcczp37pzGxsZk27ZaW1vV3d2tvXv3rrguQKlUSs8995zOnj2rVColn8+neDyudevWae/evQqHw8tdIgBggfL5vCYmJqpjfHxc4+PjGh0drQbK8/n8ktflMaR1Ia+6Qh51hqaD5V61BgiUA8BicFxX//f4OCFzAAs2kivr/x4f1y/vaefnNqDOTMPQupBX60Je7Wm7OF+wHQ1myzXh84FMSZmys6j1JBIJJRIJnTx5ctb9hmEoFospHo+rublZ8Xh81vVYLCaPh1vXAAAAAACsNPy2DgBAAzhw4IAeeOABffnLX67OHTlyRF/84hf1sz/7s8tWl+u6+vjHP66/+qu/qpnv6enRV77ylZrHcC+V06dP6ytf+Yq+9a1vKZlMznqM1+vVa1/7Wv3sz/7snLqt9/X16U//9E/13e9+V5OTk7MeEwqFdN999+mDH/ygtm3bNq/3UC8PPfSQ/u///b86dOjQFbvUer1e3XrrrXr3u9+tt771rSviiwsAgIts29bk5KTGx8drQuSJRKJmLpvNLmudAcvQuqCnEpYIetQRqnQqbwt6ZBFMAoAl83B/WudSxeUuA8AacS5V1MP9ad23oWm5SwEagt8ytbnJp81NtU0sMiVbI7lydQzPWC869e6BfjnXdath9LNnz1712KamJsXjcUWjUTU1NSkSiaipqemKw+/3L3r9AAAAAAA0OoLmAAA0iF/5lV/RI488ohMnTlTnPve5z+mVr3zlnMLS9eK6rn77t39bf/u3f1szv337dn3lK19RW1vbFV65OGzb1h/90R/pL/7iL1QuX717X6lU0r/927/pO9/5jj74wQ/q537u5655/j/7sz/Tn/zJn6hUKl31uGw2q3/7t3/Tt7/9bf3ET/yEPvShDy35o2VLpZI++tGP6mtf+9p1HXv48GEdPnxYX/3qV/Unf/In6urqWoIqAaDxuK6rTCajVCp12Uin00qlUkomkzXzmUxmucuuMiW1Bj2VQPn0mAqWR7ymDALlALCsJgu2/uXs7F+2BYD5+pezSe1tCynm54vpwHIJey2FvZZ6orWhbNd1lSw6Gs6VLguhj+XLshc/g36Z6d9lr5fP56sJnofDYYXDYYVCoWuOQCDA76EAAAAAAFwHguYAADQIn8+nP/iDP9C73/3uati5VCrpwx/+sP7hH/5BPp/vGmeoH8dx9Fu/9Vv6x3/8x5r5PXv26Itf/KJisdiS1SJJ5XJZv/RLv6T/+I//uGxfMBjUhg0bFAwG1d/fr7GxsZrXffazn1Uul9Ov/uqvznpu27b1a7/2a/rmN7952b5IJKL169fL6/VqaGhIo6Oj1X2O4+hLX/qSTp06pc997nPyer11eKfX52Mf+9hlIXPDMLR+/XrF43FZlqXR0VH19/fXHHPs2DH95E/+pP75n/95Sf//BACrgeM4yufzyuVyyuVyymaz1fVLt2dbnw6YO87iPvJ8oQxJMb+lVr+l9hlB8vagR60BjzxmfW/i58uO/r03qZcSBSUKsz99AwBwfYq2uyRdTQE0lqLj6hM/HJTPIswJrCYhjynHlRy5cl3JcSVXbmXOlVbKTwzFYlFjY2M1n9leL8MwaoLnwWBQfr9fgUBAgUBg1vUr7fd6vfL5fPL5fEveNARALcdxZNu2yuVydVxp+0rLK+2bHo7jqFwuV691PfOO48h13er6zO1LlzP3u+6V/8a92j6p8vfc9DBN86rrl86ZpinLsqrLmevXmrMsSx6Pp2Z56dy15qfXZ5ubrhUAAABLh6A5AAANZNeuXfqFX/gFffazn63OnThxQp/97Gf1a7/2a0tSw5WC1y972cv0+c9/XuFweEnqmOnTn/70ZSHz7du365d/+Zd177331oSmDx8+rE984hM6evRode7P//zPdfvtt+uee+657Nyf+cxnLnuvd9xxh37+539et99+uyzrYkevEydO6Mtf/rL+6Z/+qfoB4YMPPqhPfepT+u///b/X5b1eyw9/+EP93d/9XXXb6/Xqgx/8oN7znveopaWl5ti+vj59/vOfrzn+9OnT+qu/+iv95E/+5JLUCwDzkc1mNTk5WXOD6XpHqVRSsVhUqVRSoVBQsVhUsVhUoVCYdW56/VpPy1hNwh5TrQFLLYFKeLw1YKk14FFLwKNmv1X3MPmVZEq2/vjZEQ1m186fLQAAwFpUcFwV+CILsGbFfJbu6AgpU3Y0kbc1XihromCrsBwt0edg+qlh9X4SmGVZ8vl81fD5lZbT65eGKa81Lg1bXin0ea1g6MxgKRrHdHB5trDzzED0ldZnBqhd160JU89nzAxwzzXwfaUg+Upv0oCFMwxj1r8TZwu4X+9yZujdNM3L5q81Zgvnz7a8dH16zAz483czAABYiQiaAwDQYH7mZ35GDz74oJ5++unq3Fe+8hW9+tWv1oEDBxb12uVyWf/tv/03fetb37psXyQSWZaQ+Ysvvqj/83/+T83cj/zIj+gP/uAPZu3KvX//fv31X/+1fvqnf1pPPPGEpMqHs5/5zGcuC5ofOnRIX/rSl2rmfvEXf1G/8Au/MOuHRNu3b9cnP/lJ3Xvvvfq1X/u1auf5r371q3rVq16lu+++eyFv9br8/d//fc32Rz/6Ub33ve+d9dju7m59/OMfVywW01/8xV9U5//mb/6GoDmAFalcLusLX/iCDh06xE2nKzAlRX2Won5TcZ+luL82SN7itxTwrIzubA9dSBMyBwAAAIBlNlm0ZRjSu7c118wXbEfJoqNk0Z4xHE1esp0tr63fz23brj6lDABQf67rqlQqVe+hNZpNmzbpda97nV7zmtcsdykAAKCBEDQHAKDBWJalT33qU3r7299e/bDbcRx95CMf0de//vVFC3sXi0X91//6Xy/rHD7te9/7nr785S8veUD5z//8z2vChjt37rxiyHya3+/XH/7hH+p1r3udCoWCJOn555/Xs88+q1tvvbV63J/+6Z/WPLrwve99rz74wQ9es6Y3velNGhoa0ic/+cnq3Oc///klCZq/+OKLNdtvfetbr/maX/zFX9Tf/u3fKplMSpLOnj2r/v5+rV+/flFqBID5+ta3vqVHH310uctYNiGPqZjPUsw/tfRZivmtmvWI15S5SjrmHBvPL3cJAAAAAABJx8by+pHNsZo5v2WqPWiqPXj129Flx1WyaE8F0B2lS7YyJUfpkqNMyVGmXLtd5AkJAIAGdv78eX3pS19SNBrV7bffvtzlAACABkHQHACABtTT06MPf/jD+h//439U5/r6+vT7v//7+vjHP17365VKJX3wgx/UQw89VDMfCASUz18MiX3605/Wvn37tG/fvrrXMJtMJqPvfOc7NXMf+tCHrhoyn9bR0aE3velN+trXviZJCoVCOn78eDVofvz4cT355JPV40OhkD70oQ9dd23vf//79Rd/8RcaHR2VJD355JM6deqUtm7det3nmA/btmu2T506pd27d1/1NYFAQB/72Mfkuq66u7u1ceNGtbS0LGaZADAvl36ZZi1oC3jU5DMV9pqKeEyFvZbC3pnbpiLeSojca66OADkAAAAAoHF4TKPyBK3A9d22LtqusmV7RhDdmQqi28qVXeXKjnK2o/zUerpU6aIOAMBacvjwYYLmAABgyayM510DAIAl9773vU+veMUraub+7u/+Tt///vfrfq3h4eHLQuY/93M/py984QsyzYs/jpTLZf3Kr/yKJiYm6l7DbH74wx9WO5JL0rp16+bUNfznfu7n9Jd/+Zc6ePCgjhw5ove85z3VfQ8//HDNsffdd5+i0eh1n9vn8+m+++6rmXv88cev+/Xz1dPTU7P9oQ99SCdOnLjm6970pjfpzW9+s/bs2UPIHMCKZVnWcpdQd2P5soazUyNX1nCuVFlWtytzI7mS0iW75kkbq93NLYHlLgEAAAAAIOnm1sX//azsuEoUbI3kSrW/806tj1z2O3FlnZA5AGAt8nq9y10CAABoIHQ0BwCgQRmGoU984hO6//77NTk5WZ3/6Ec/qq9//euLGhb+8Ic/rJ/6qZ+SJP30T/+0vvCFL1T3DQwM6CMf+Yi+8IUvyDAWt/Pq0aNHa7b37t1bE3y/ls2bN2vz5s2z7jt8+HDN9k033TTn+m666Sb9wz/8Q3X7yJEjev/73z/n88zFO9/5Tn3729+ubp85c0Zve9vbdPvtt+u+++7TK17xCu3YsWNRawCAxbJnz56ap02sBa5U6d5WdjScu/bxliHFfJUO5zGfNcu6qZjPks9a+d9Lv29DRM+O5TSYLS93KQAAAADQsDpDHt27vmnOr3NdV5myo2Sx0nE8OTXSxcrvuOmSXelYPtW1vGCvnS9OAwCwEJZl6a677lruMgAAQAMhaA4AQAPr6OjQRz/6UX3oQx+qzo2MjOh3f/d39Ud/9Ed1v55hGPrt3/5tve9976vO/dIv/ZIOHTqkZ599tjr30EMP6Ytf/KJ+5md+pu41zHT+/Pma7W3bttXt3GfOnKnZ/vSnP61Pf/rTCzrn0NDQgl5/Pe677z699rWv1Xe/+93qnOM4euKJJ/TEE0/oD/7gD9TW1qY777xTd999t+655x61t7cvel0AUA+vfOUrNTExoe9973saHx9f7nKWhe1K4wVb44Wrd3QLegzFfJbifkutAY9aAx61TK23BDwKeYxF/0LYtYS9lv7rnnX6996kXkoUlLjGewIAXF227Ij8FoDFYBlSyLPyv8gIYG7ifks3xv16/caoAjP+G3dcV6mSUwmOFyrh8cni1HZpOlDuKFW0+dkDAIA5uuOOO/TqV79au3btWu5SAABAAyFoDgBAg7v//vv13e9+V9/61reqc9/+9rf1z//8z3rb295Wt+tYlqVPfOITevvb314z7/F49OlPf1pvf/vblclkqvP/+3//b9122206cOBA3Wq4VCKRqNmOxWJ1O/fMLvEr+ZyXMgxDn/70p/Wbv/mb+pd/+ZdZjxkdHdU3v/lNffOb35RhGLr55pv1hje8QW9729vU0dGx6DUCwHwZhqF3vvOdeuc73ynXdWXbtsrlssrlcs16uVxWqVSadV+pVFKxWFSpVFKhUFCxWFSxWKyuz5y7dF8+n1c+n1ehUFjuP4prypVd5crlqW7hl9cbsAy1BDxqDcwIogcstfory6XqiB7wmHrrDfEluRYArHUP96f1D6cSy10GgDXoHVviesX6yHKXAaBOyo6rRMHWeKGsibyt719IaaJgayJfmUsUGitA7vV65ff75fV65fP55PP5quvXs/R4PPMapmlWl5ZlVZeWZckwlv/L4Vg7HMepDtu2q0vXdVUul6vbcx3Tn7ldun3p53HXWs4c15pz3Qb6y2kNsCyr+nfezPWZY3r+Ssdeuv9K+6bHzL9XL913tWGaZs3fx/ydDAAA1hqC5gAAQL/7u7+rw4cPa2RkpDr38Y9/XHfccYc6OzsXfH6Px6PPfOYzesMb3jDr/k2bNum3f/u39ZGPfKQ6Vy6X9au/+qv6p3/6J7W0tCy4htlcGvQLBAJ1O3cqlarbuaal0+m6n3M2gUBAn/nMZ/Sud71Lf/mXf6lHH31UpVJp1mNd19XRo0d19OhR/dEf/ZF+/Md/XL/8y78sv9+/JLUCwHwZhlG9qbDUbNtWLpdTLpdTNpu9bH22uUwmo1QqVR3LfWMsb7vqz5TUn5n934cmr6n2oEfrgh6tC3mr620BjyyTGysAsBLd2hrUN85MqugQvgBQPz7T0C2tweUuA8Ac2K6r8bytkVxJEwVb43lbE4VydZksOlrNPy34/X6FQqHLRiAQqA6/33/Z+qXL6XXT5IkNWNumQ7NrwcxQ+1zD7DND8bOF6y+dcxynJojvOI5c15XrujXh/entK+2b7TPAS+eu9DnhdMDZNM1Z16e3L90v6bIQ9aVfaLl0e+YxM4Pclwa2L913tYA44WwAAICVg6A5AABQc3Ozfu/3fk8/8zM/U51LJpP6jd/4DX35y19e8Ic5HR0dVwyZT3v729+uRx55RN/4xjeqc0NDQ/rwhz+sL37xi4vyQWYoFKrZzufzdTu33+9XuVyubv/O7/yOenp6FnzOpXTXXXfprrvuUjKZ1MGDB3Xw4EE9/vjjGhoamvX4UqmkL33pS3rxxRf1Z3/2Z/L5fEtaLwCsFpZlKRKJKBKZX1dHx3GUzWZrgufTI5lMXjaXSCSWvIt6quQoVSrqdLJYM29Kap0OoF8SRG/ymtxAAoBlFPNbenNPVF87vfhPUgLQON7cE1XMby13GQAu4bquJou2RnJlDefKGpkaw7myxvJlrfTvnXm9XjU1NV02IpFITXg8HA4rGAxWl6FQaFm+cA5gZZgONnPvAgAAAJgbfpMGAACSpPvuu0/vec979Ld/+7fVuccee0x/9Vd/pQ984ANLUsPv/u7v6siRI+rr66vOPfLII/r85z+vn//5n6/79WKxWM12Mpms27nj8bgymUx1e926dbrrrrvqdv6lFI1G9Za3vEVvectbJElnzpzR448/rkOHDumRRx6peZ9S5X+zv/7rv9YDDzywDNUCwNpnmmY1qN7V1XXN413XVS6X0/j4uCYmJqrj0u1EIiHHcRa1dkeqBhiOXbIvYBnV4HlHyKOukFedIa9aApZMAugAsCTuWR/RUyM5nUsVr30wAFzD5iaf7lk/vy9XAqiPTMnRcK5U/T1sOkw+miuvqKeY+Hw+xePx6ohGozXh8UsD5X6/ny8qAwAAAACwRAiaAwCAql//9V/XoUOH1NvbW537n//zf+ruu+/+/9m77zi57vre/+8zvWzfnS3aVVsVq9pWs2S5S8Jyt4xtjCE2JOQCITYhD0hIbsrjF+J7Q0J5kFwucHMTSiDJIyHh4hgwJGBbsiWrWF1adWl77236Ob8/VjvSqKx2tTuzZV7PB+cx53zn+/2ezxjbK++85zNpuX9WVpa+8pWv6MMf/nBSN/Cvf/3rWrNmjdavXz+h9yspKUm6Pnv27JjWRyIRvfrqq6qoqFBFRYVKS0vldDolSaWlpWpoaEjMPXnypLZs2TL+oqeA+fPna/78+Xr++ecVDof1s5/9TH/xF3+hnp5LnQ//4R/+gaA5AEwRhmEkurlVVFRcd55pmurp6UkKore1tam1tTXxeOWHiyZSKG6ptj+q2v5o0rjTZqjE51CpzzkUPvcPnee7CaADwESzGYZeXFKgbx1rV1swduMFAHAdAa9DLy4p4M9rQJrETEvNg1E1DUTVOBBV0+DQY28ktR8mvhGv16u8vDzl5+cnBckvv87Pz5fX6yU4DgAAAADAFEXQHAAAJPj9fn3xi1/UCy+8kOhoGgqF9PnPf142my0tNdx+++166aWX9LWvfS0xFo/H9dnPflY//vGPVVRUNGH3WrVqVdL1kSNHZFnWqN/UOHHihP74j/84cb1w4UL99Kc/lSStWbNG+/fvTzy3fft2vfTSS2Oqb/v27Tp16pQqKio0a9YszZkzRwUFBWPaY6x6enp04cIFXbhwQXPmzNGaNWtGnO92u/XUU08pPz9fn/jEJxLjDQ0NCgaD8nq9Ka0XADBxbDab8vPzlZ+ff905g4ODScHztra2pPNIZOI74EZNS/X9UdVfEUB32QyV+hwq9Q91Pi+92AU9z20noAAA41DocegztwX091UdOt9LZ3MAY1eZ49LHlhXJ70zP75KATGJZlrrC8aEw+WWh8tbBmNIdKbfb7SooKFBRUdE1j/z8fHk8njRXBQAAAAAAJhpBcwAAkGTt2rX6jd/4Df3d3/1dYuzIkSNpDWx94hOf0K5du7R3797EWFtbmz772c/qO9/5zoSF3levXi2n06lodCi41tTUpH379umOO+4Y1fo33ngj6fryUPaGDRv0t3/7t4nrI0eO6MCBA1q9evWo9o7H4/qf//N/qrq6OjH2wgsvJAXbJ9r3v/99vfLKK4nrhx9++IZB82F33nnnVWPd3d0EzQFghvH5fJo3b57mzZt31XOWZam3t1etra1qaWlRU1NT0jHRIfSIee0O6B67oTL/UPfzWX7n0LnfKZ+DoBMAjJbfadenVgb0n7W9eqepX4Mxa7JLwhTzn//5n8rOzk5c9/X1TWI1mCp8DpvuLvPrwTk5ctj44B8wXnHTUuNgVLV9ETX0DwXKmwaiCsXT83PZ6XQqEAhcM0QeCASUn5+ftuYkAAAAAABg8hA0BwAAV/md3/kd7dixQ6dPn06MWVb6ggU2m01f+tKX9MQTT6inpycxvnv3bn3961/Xpz/96Qm5T3Z2th555BG9+uqribGvfvWr+qd/+qcbvknS29urf/3Xf00ae/TRRxPnd955p+bPn68LFy4kxr7whS/oX/7lX+R2u29Y2/e///2kkLkkPfnkkzdcNx5XhuDfeOMNtbS0qKSk5IZra2trk65dLpcKCwsntD4AwNRmGIZyc3OVm5urRYsWJT1nmqa6urrU2NiYCJ4Pn3d0dEzonzNCcUsXeiO6cEUX3jyXXWX+S+HzWX6Hir1OQlAAcB0Om6FH5uVq8+xs7W0Z1Hutg2oLRgmdQ9JQ0ByQJJ/DUMDr1Npin+4o8cltJ3QK3AzLstQRiqumL6KavshQuHwgomiK25QbhqHi4mKVlpaqtLRUZWVlKisrU2lpqQoLCwmSAwAAAAAAguYAAOBqLpdLX/rSl/TMM88kun2nW2lpqV555RW9/PLLSePf/OY3tXbtWm3cuHFC7vOxj31Mr732mkxz6F2bgwcP6gtf+IL+9E//9LpvpESjUf3+7/++Ojs7E2PLli3T+vXrE9c2m02f/OQn9fnPfz4xduLECf3O7/yOvvrVr8rn8123pnfeeUdf/vKXk8YeeOABrVy58qZe42gtX75cS5Ys0cmTJyVJ4XBYv/d7v6f/+3//74jh+Fgspr/6q79KGrvrrrvkcrlSWi8AYPqw2WwqLCxUYWHhVT/PIpGImpubEwH0+vp6NTQ0qLGxcUL/HNIdias7EteJrtClugyp2OsYCp77LnU/z3fbZUvjt7kAwFTmttt0z6ws3TMrS5I0EI2rIxSXmcYPIwOYemyGoUKPXX6nfbJLAaal/khcNf1DgfKhYHlUg7HUpcrz8/MTAfLhQHlpaalKSkrkcPB2MQAAAAAAuD5+cwAAAK5pyZIlevnll/XVr3510mp48MEH9YEPfCCpc7hpmvrc5z6nH//4xyouLh73PW655Ra9/PLL+uu//uvE2D//8z/r9OnT+sxnPqO1a9cmAuemaWrPnj368pe/rGPHjiXmOxwO/fmf//lVe2/btk1vvfWWXn/99cTYm2++qW3btunll1/W5s2bkwLnzc3N+t73vqd/+Id/UCwWS4zn5ubqj/7oj8b9Wkfj5Zdf1m//9m8nrvfs2aNnnnlGn/nMZ3TvvffK6XQmnrMsS4cOHdJXv/pV7d27NzFuGIY++clPpqVeAMD053K5NGfOHM2ZMydpPB6Pq7W1VfX19aqvr1ddXV0igB6Pxyfk3qYlNQ/G1DwY00EFE+Nuu6FSn1NlvqEQetnFEHq2iyAVAPidBEsBABiLuGmptj+i6t5LwfLO8MT8N82VsrKyNHv2bM2ZMyfxWF5eLq/Xm5L7AQAAAACAmY+gOQAAuK7f/M3f1JtvvqmDBw9OWg3//b//d+3fv1/nzp1LjHV0dOizn/2svvvd78puH3/A4bd+67d07tw5/eQnP0mM7d+/Xy+88IJyc3M1a9Ys2Ww21dfXq6enJ2mtYRj6sz/7M61YseKae/+P//E/1N7ern379iXGampq9LnPfU4ul0uzZ89WVlaWOjo6VF9ff9V6r9err33ta5o9e/a4X+dobNmyRc8++6x++MMfJsZOnz6tT33qU3K5XJo7d678fr9CoZDq6+vV399/1R6f/vSndfvtt6elXgDAzGW32xNf275u3brEeCwWU0tLSyKAPnw0NzdPWAA9HLcSX1l/uSynLRE6L/M5VHoxhO5x8HXyAAAAAIYMB8vP9oR1tjusC70RRcyJ/SYQu92u8vLypED57NmzlZ+fL4NvZwIAAAAAABOIoDkAALguu92uv/zLv9S2bds0ODg4KTV4vV595Stf0Qc+8AFFIpfCXnv37tXf/M3f6Hd/93fHfQ/DMPTlL39Z8+fP1ze/+c2kbuI9PT1XhcuH5eTk6Atf+IIefvjh6+7t9/v1ne98R1/84hf1T//0TzLNS1+BG4lEkgL0V5o7d66+/OUv69Zbb72JV3XzvvCFL8jj8egHP/iBLOvSm2CRSERnzpy57jq3263Pfe5zevHFF9NRJgAgQzkcDpWXl6u8vFzr169PjMdiMTU2Nqq2tlZ1dXWJo6OjY8Lu3R81daYnrDM94aTxPLddJV6HSnxOlfgcKvU5Vex1KMtpI+QBAAAAzHCpDpZnZ2ersrJSc+fOTXwbVGlpqRwO3uYFAAAAAACpx28gAADAiObOnavf//3f1//3//1/k1bD0qVL9dnPflZ/8Rd/kTT+f/7P/9GaNWt07733jvsehmHopZde0uOPP65vfOMb+uUvf3nNbt3S0FfQvv/979dv/uZvqqSk5IZ7O51O/cmf/Imef/55fetb39Jbb72lvr6+686vrKzUBz7wAX34wx+Wy+W66dd0s2w2m/74j/9YjzzyiL7zne/orbfeSgr5X6msrExbtmzRRz/6UVVUVKSxUgAALnE4HInQxeUGBgaSgufDx0R+iK47HFd3OK5T3ckBdJ/DphLfxQC615E4z3fbZSOADgAAAExLqQyWu1wuzZs3TwsXLtSCBQu0YMECBQIBPsAKAAAAAAAmjWFd3qYSAAAAkoa6oh46dEh1dXXq7OxUPB5XXl6eFi1apBUrVsjpdN703vF4XMeOHVN1dbW6uroUDAbl9/tVXFysFStWTLmwdjAY1KlTp3Tu3Dn19vYqGAwqJydHhYWFqqys1C233DLZJY5ZS0vLNT+gsGPHjlF9eAAAML1ZlqXOzs6k7uf19fVqaGhI+maTVHHaDBVfDJ4XeRwq8g49FnodyqELOgAAADClWJallmBMVZ0hneoKTViw3DAMVVRUJALlCxYsUEVFBZ3KAQAAAADAlELQHAAAABmHoDkA4FpisZhaWlqSwud1dXVqaWlRun594rQZKvTYE8HzIs9wGN2ufLdDDhshdAAAACDVoqalsz1hVXUEVdUVUkcoPu498/LytHjxYi1YsEALFy7U/Pnz5fF4JqBaAAAAAACA1OEj8QAAAAAAAJIcDofKy8tVXl6uDRs2JMbD4bAaGhoSwfPhEHpnZ+eE1xA1LTUPxtQ8eHVndUNSvtuuIq9DBR6H8lx25brtynXZlOe2K9dll89BR3QAAADgZnSH4zrRGdTxrpBOd4XH3bU8Ly9Py5Yt09KlS7Vs2TKVlpbyZ3UAAAAAADDtEDQHAAAAAAAYgdvtVmVlpSorK5PG+/v7VV9fr8bGRjU0NCQe29vbU1KHJakzHFdnOC4pfM05TpuU6xoKnee6Lz3mXXad47LTGR0AAAAZz7Qs1fZFVNUZUlVnSPUD0XHtR7AcAAAAAADMRATNAQAAAAAAbkJWVpaWLFmiJUuWJI2Hw2E1NTWpoaEhKYDe3NyseDye0pqiptQeiqs9NPJ9XDZDfqdNPoftxo8Xz70Om2wEZQAAADCNhWKmTnaFdLwzpBNdIfVHzZvei2A5AAAAAADIBATNAQAAAAAAJpDb7da8efM0b968pPF4PK7W1tZE+LypqUmtra1qaWlRZ2dnWmuMmJYi4bi6wqMPvhuSXHZDLptx2aPt0rXdkHt47LJ5bpshp90mhyHZbYbshmQ3DDlshmyG5DAM2W1DY/Yrzy+usRmSTSK4AwAAgDGLmpaqOkM62Dao450hRU3rpvZxu91auXKlbrvtNoLlAAAAAAAgYxA0BwAAAAAASAO73a6ysjKVlZVd9VwkElFbW5taWlrU0tKSCKC3tLSora1NsVhsEipOZkkKxy2F45YUnZwabNJQ6Nwwkh7tV4zZDcnQUGjdcTHU7kg6N+QwJIfNkN1myGEYcg7PuXjtshvyOWzy2G3yOAx5HTZ5L57T2R0AAGBqi5uWTnWHdLAtqCMdwaE/w96E4uJirVq1SqtWrdLSpUvldDonuFIAAAAAAICpjaA5AAAAAADAJHO5XCovL1d5eflVz5mmqc7OzqQAekdHh7q6utTZ2amuri6Fw+FJqDr9TEmmJckaDgrdXGBovNx2Q167TV6HIY/DdjGEfuk8x2lXnvvSkeW0EU4HAABIMdOydK4nrINtQR1uD2ogZo55D7vdrltuuUWrVq3S7bffrlmzZtG1HAAAAAAAZDSC5gAAAAAAAFOYzWZTUVGRioqKtHz58quetyxLg4ODieD5cPj8yvPe3t5JqH5mGursHld3ZHTz7YaU6xoKnee67cp32y9eO4bO3XZlE0YHAAAYM8uyVNMX0cG2oA61D6onMvZweU5Ojm6//XbdfvvtuvXWW+Xz+VJQKQAAAAAAwPRE0BwAAAAAAGAaMwxDfr9ffr9fFRUV150Xi8XU1dWlvr4+DQwMqK+vT/39/UnHlc8NDg7Ksiana/hMErekznBcneH4defYLobRS3wOzfI7VepzapbfqWKvUy47AXQAAIDLNQ5EdKAtqINtg+oIXf/PWNczZ84crV69WqtXr1ZlZaVsNlsKqgQAAAAAAJj+CJoDAAAAAABkAIfDoUAgoEAgMOo1pmlqYGAgEUQPhUIKh8OjOi6fG4lEFI/HFYvFFIvFks4Jsg8xLakrHFdXOK6TXeHEuCEp4HWozOdUqf9SCD3gddABHQAAZJRQzNSBtkG92zyguv7omNeXlZXpzjvv1J133qny8vIUVAgAAAAAADDzEDQHAAAAAADANdlsNmVnZys7Oztl9zBN86rw+fD58KNpmorH4zJNM+k8Ho8nnV/+/PARjUYVi8UUjUaTzkd6jEQiCoVCGhwc1MDAgOLxsXfJnCiWpNZgTK3BmA53XBp3GFKpz6lS/1Dn8zK/U/OyXfI66MYJAABmlrr+iHY1DehA26DC8bF9SLGoqCgRLp87d64MPqgHAAAAAAAwJgTNAQAAAAAAMGlsNptcLtdkl3FdlmUpGo1qcHBwVEdfX5+6urrU2dmp/v7+lNUVs6T6gajqBy518zQkzfI7VZnr1oIclxbkupXtsqesBgAAgFQJx00daB3UrpvoXp6bm6sNGzbozjvv1KJFiwiXAwAAAAAAjANBcwAAAAAAAOA6DMOQy+WSy+VSXl7emNaGQqFE6LyjoyPpcfh8IsPolqSGgagaBqJ6u3FoLOB1aEGOayh8nutWgdtO2AoAAExZ9Re7l+8fY/dyv9+vO+64Qxs3btTSpUtls/EtLwAAAAAAABOBoDkAAAAAAACQAh6PR2VlZSorK7vunEgkkgifNzc3q66uLnFMRAi9LRhTWzCm3S2DkqRcl10Lcl2qzBkKnpf4HLIRPAcAAJMoHDd1sC2oXU39qh1D93K32621a9dq48a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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Nearest Neighbor Visualization\n", + "# Define parameters for visualization.\n", + "annotation = \"renamed_clusters\" # Specify phenotypes from calculation node.\n", + "image_id = None # For multiple images, use a column name; otherwise \"None\".\n", + "method = \"numeric\" # Options: 'numeric' or 'distribution'.\n", + "plot_type = \"violin\" # e.g., 'box', 'violin', 'kde', 'hist', etc.\n", + "source_label = \"Follicular helper T cells (Tfh)\"# The phenotype from which distances are measured.\n", + "target_label = \"Proliferative B cells, NK cells, CD8 T cells, Regulatory T cells, Follicular helper T cells (Tfh)\" \n", + "distance_label = \"spatial_distance\" # Must match the key used in the NN calculation.\n", + "log_scale = True # Apply log1p transform if True.\n", + "facet_plot = False # True => display as subplots; otherwise, a single figure.\n", + "fig_width = 10\n", + "fig_height = 6\n", + "fig_dpi = 300\n", + "font_size = 10\n", + "fig_title = f'Nearest Neighbor Distance Distribution Measured from \"{source_label}\"'\n", + "\n", + "# Process target_label to create a list (if not \"All\").\n", + "if target_label is not None:\n", + " distance_to_processed = [x.strip() for x in target_label.split(\",\")]\n", + "else:\n", + " distance_to_processed = None\n", + "\n", + "# Configure Matplotlib font size.\n", + "plt.rcParams.update({'font.size': font_size})\n", + "\n", + "# Define extra keyword arguments for the plot.\n", + "extra_kwargs = {\n", + " \"col_wrap\": 2,\n", + " \"hue\": \"group\",\n", + " \"palette\": \"Set2\" # Change palette if desired.\n", + "}\n", + "\n", + "# If not facet_plot, remove facet-specific kwargs\n", + "if not facet_plot:\n", + " extra_kwargs.pop(\"col_wrap\", None)\n", + "# Visualize the nearest neighbor distances.\n", + "result_dict = visualize_nearest_neighbor(\n", + " adata=adata,\n", + " annotation=annotation,\n", + " spatial_distance=distance_label,\n", + " distance_from=source_label,\n", + " distance_to=distance_to_processed,\n", + " method=method,\n", + " plot_type=plot_type,\n", + " stratify_by=image_id,\n", + " facet_plot=facet_plot,\n", + " log=log_scale,\n", + " **extra_kwargs\n", + ")\n", + "\n", + "# Adjust figure properties (size, DPI, layout, title).\n", + "def _title_main(fig, title):\n", + " \"\"\"\n", + " Adjusts figure size, DPI, layout and sets a bold, centered title.\n", + " \"\"\"\n", + " fig.set_size_inches(fig_width, fig_height)\n", + " fig.set_dpi(fig_dpi)\n", + " # Adjust layout to make space at the top for the title.\n", + " fig.tight_layout(rect=[0, 0, 1, 0.90])\n", + " fig.suptitle(\n", + " title,\n", + " fontsize=font_size + 4,\n", + " weight='bold',\n", + " x=0.5, # center horizontally\n", + " horizontalalignment='center'\n", + " )\n", + "\n", + "# If multiple figures are returned (facet_plot=True), apply _title_main to each.\n", + "if isinstance(result_dict[\"fig\"], (list, tuple)):\n", + " for fig in result_dict[\"fig\"]:\n", + " _title_main(fig, fig_title)\n", + "else:\n", + " _title_main(result_dict[\"fig\"], fig_title)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ripley-L Calculation and Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Processing region:\"all\".\n", + "Cells in region:\"4825\"\n", + "Saved processed object to Lymph_Node_Tissue.pickle\n" + ] + } + ], + "source": [ + "# Ripley L Calculation\n", + "# Convert radii to numeric values (if the function expects numbers)\n", + "radii = [0, 50, 100, 150, 200, 250, 300]\n", + "\n", + "annotation = \"renamed_clusters\"\n", + "# Provide the phenotypes to analyze \n", + "phenotypes = [\"B cells\", \"Regulatory T cells\"]\n", + "\n", + "regions = None\n", + "n_simulations = 100\n", + "area = None\n", + "seed = 42\n", + "spatial_key = \"spatial\"\n", + "\n", + "# Call ripley_l to compute Ripley's L function.\n", + "ripley_l(\n", + " adata,\n", + " annotation=annotation,\n", + " phenotypes=phenotypes,\n", + " distances=radii,\n", + " regions=regions,\n", + " n_simulations=n_simulations,\n", + " area=area,\n", + " seed=seed,\n", + " spatial_key=spatial_key\n", + ")\n", + "save_pickle(adata)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Ripley L Plotting\n", + "# Define the center phenotype and the neighbor phenotype \n", + "center_phenotype = \"B cells\"\n", + "neighbor_phenotype = \"Regulatory T cells\"\n", + "\n", + "plot_specific_regions = False\n", + "regions_labels = [] # If you have specific region labels, list them here.\n", + "plot_simulations = True\n", + "\n", + "# If plot_specific_regions is True and no region labels are provided, then raise an error.\n", + "if plot_specific_regions:\n", + " if len(regions_labels) == 0:\n", + " raise ValueError('Please identify at least one region in the \"Regions Label(s)\" parameter.')\n", + "else:\n", + " regions_labels = None\n", + "\n", + "# Plot the Ripley L results.\n", + "fig, plots_df = plot_ripley_l(\n", + " adata,\n", + " phenotypes=(center_phenotype, neighbor_phenotype),\n", + " regions=regions_labels,\n", + " sims=plot_simulations,\n", + " return_df=True\n", + ")\n", + "\n", + "# Optionally, adjust figure properties (if needed).\n", + "fig.set_size_inches(10, 6)\n", + "fig.set_dpi(300)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Neighborhood Enrichment" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [00:08<00:00, 115.60/s]\n", + "100%|██████████| 1000/1000 [00:08<00:00, 120.21/s]\n", + "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/anndata/_core/anndata.py:402: FutureWarning:\n", + "\n", + "The dtype argument is deprecated and will be removed in late 2024.\n", + "\n", + "/Users/liuf9/opt/anaconda3/envs/spac-3913/lib/python3.9/site-packages/squidpy/pl/_utils.py:555: FutureWarning:\n", + "\n", + "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", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "annotation = \"renamed_clusters\"\n", + "analysis_method = \"Neighborhood Enrichment\"\n", + "stratify_by = None\n", + "seed = None\n", + "coord_type = None\n", + "n_rings = 1\n", + "n_neighs = 6\n", + "radius = None\n", + "image_width = 15\n", + "image_height = 12\n", + "dpi = 200\n", + "font_size = 12\n", + "color_bar_range = \"Automatic\"\n", + "\n", + "# Determine colormap and vmin/vmax based on the color_bar_range\n", + "cmap = \"seismic\"\n", + "if color_bar_range != \"Automatic\":\n", + " # If you provide a numeric value for color_bar_range, use it to calculate limits.\n", + " vmin = -abs(color_bar_range)\n", + " vmax = abs(color_bar_range)\n", + "else:\n", + " # Let the spatial_interaction function decide the limits automatically.\n", + " vmin = None\n", + " vmax = None\n", + "\n", + "# Set the global font size for Matplotlib\n", + "plt.rcParams['font.size'] = font_size\n", + "\n", + "# --------------------------------------------------\n", + "# Call the spatial_interaction function using the current adata\n", + "# --------------------------------------------------\n", + "spatial_interaction(\n", + " adata=adata,\n", + " annotation=annotation,\n", + " analysis_method=analysis_method,\n", + " stratify_by=stratify_by,\n", + " return_matrix=True,\n", + " seed=seed,\n", + " coord_type=coord_type,\n", + " n_rings=n_rings,\n", + " n_neighs=n_neighs,\n", + " radius=radius,\n", + " cmap=cmap,\n", + " vmin=vmin,\n", + " vmax=vmax,\n", + " figsize=(image_width, image_height),\n", + " dpi=dpi\n", + ")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "spac-3913", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/example_usage_lymphnode/example_lymphnode_data.csv b/examples/example_usage_lymphnode/example_lymphnode_data.csv new file mode 100644 index 00000000..97108535 --- /dev/null +++ b/examples/example_usage_lymphnode/example_lymphnode_data.csv @@ -0,0 +1,4826 @@ 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+595,27060.5,792.9876543,475.1851852,1099.388889,24416.35185,650.8765432,794.2469136,1589.345679,13360.65432,547.0493827,1098.654321,1811.185185,18474.5,1244.246914,5904.024691,3231.901235,6857.709877,1261.82716,470.1728395,4343.62963,12517.51235,5913.358025,1037.753086,765.8518519,14840.75309,509.4444444,123.8703704,4250.67284,12210.25926,1831.901235,1005.962963,2811.364198,9812.111111,579.9135802,261.1234568,4275.925926,7946.67284,1176.728395,427.2901235,1334.981481,6031.611111,867.4814815,165.382716,4286.253086,4892.635802,1241.030864,232.4938272,3210.530864,545.2222222,200.9320988,162,16.16177215,13.94725137,0.505241756,0.9,0.560553633,1.507758603,1,0,1,1,0,1,1,1,1,0,0,0,1,1,1,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells 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+628,28323.125,1074.71875,542.3958333,1101.333333,25016.9375,774.46875,902.3958333,1560.760417,13672.69792,655.84375,1164.572917,1766.0625,19170.66667,1387.114583,4754.4375,2677.833333,6935.583333,1365.510417,406.25,2674.46875,13185.52083,1593.770833,1095.9375,929.25,15722.48958,517.2083333,544.96875,3745.09375,12828.5625,2214.052083,749.1145833,2852.114583,10554.57292,802.9166667,286.0416667,1543.385417,8406.645833,1175.583333,456.5625,1331.760417,6577.46875,870.1770833,172.875,4057.729167,5168.53125,1312.989583,887.0833333,3265.583333,329.1666667,205.15625,96,12.4156994,10.27206596,0.561694192,0.914285714,0.727272727,1.270309919,1,1,1,1,0,1,1,1,1,0,1,0,1,1,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells 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+836,49894.68675,981.7349398,501.4819277,1137.626506,43266.66265,787.1807229,820.5542169,1699.807229,24980.59036,654.2289157,530.2409639,1739.156627,35858.81928,1455.554217,3471.759036,3399.759036,12923.98795,1541.746988,461.4939759,2455.951807,25243.39759,463.1566265,446.7951807,531.5662651,29871.3012,516.3975904,155.060241,3117.036145,24304.93976,1744.759036,909.2289157,2843.73494,20139.81928,694.9518072,335.5783133,1807.060241,15996.50602,1020.084337,514.6987952,1342.168675,12215.73494,799.5421687,201.4216867,5119.46988,10285.87952,1546.46988,403.1807229,3192.698795,335.8915663,247.3373494,83,14.60474031,7.830649193,0.84410891,0.912087912,0.538961039,-0.454471803,1,1,0,1,1,1,0,0,1,0,0,0,0,1,0,0,1,1,1,1,1,1,0,0,Macrophage,Other Cells 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+838,46644.56977,1127.918605,620.627907,1158.255814,40902.67442,857.3139535,820.3604651,1736.325581,21894.03488,705.0232558,612.6627907,1787.72093,31249.18605,1544.534884,5295.569767,4311.046512,9830.790698,1446.290698,432.255814,2441.255814,15671.46512,403.9069767,489.3139535,468.2790698,18566.72093,417.5930233,131.1046512,3708.872093,15411.77907,1501.313953,893.0,2812.72093,12460.0,614.6627907,290.9069767,1953.906977,9953.72093,864.744186,461.9418605,1325.093023,7365.569767,723.8488372,172.8604651,3061.872093,6190.023256,1316.127907,342.1976744,3368.209302,419.2325581,247.5348837,86,13.0167181,8.902900807,0.729520499,0.934782609,0.558441558,-0.393682998,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells 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+1673,52390.83206,921.2061069,580.7480916,1171.801527,50594.8855,783.8778626,649.2748092,1784.450382,27011.55725,603.7099237,845.7633588,1817.740458,38105.25954,1388.061069,6854.389313,6738.206107,13792.92366,1494.984733,423.389313,2478.916031,27726.56489,470.9694656,202.3816794,690.7099237,33495.98473,532.1832061,147.0229008,5387.335878,26044.45802,1666.419847,842.7557252,2835.610687,22334.72519,648.8549618,328.8015267,5037.160305,15850.41985,986.2671756,475.3816794,1314.29771,12363.37405,691.0610687,190.5419847,4266.671756,10192.84733,1433.366412,222.2290076,3336.335878,215.8091603,417.2519084,131,16.33325449,11.05541386,0.736106861,0.885135135,0.592760181,-0.114820732,1,0,1,1,1,1,0,0,0,1,0,1,0,1,1,0,1,0,0,1,1,0,0,0,Cytotoxic T Cell,T Cells +1674,29995.85981,840.3925234,495.1121495,1086.542056,26460.38318,672.2990654,789.2149533,1537.616822,15641.53271,543.2242991,1189.074766,1776.831776,20717.73832,1262.682243,4700.121495,4077.663551,7978.074766,1349.317757,376.635514,3549.299065,15909.7757,445.364486,953.728972,1305.168224,17351.43925,452.6728972,131.3551402,2856.224299,13729.14953,2028.037383,786.7943925,2822.514019,11947.63551,672.588785,289.8037383,1486.869159,9504.271028,1257.327103,457.2149533,1436.280374,7214.579439,845.046729,178.2990654,4336.64486,6282.785047,1336.514019,205.4205607,3347.074766,370.8504673,416.3271028,107,13.46391057,10.36795704,0.637977023,0.963963964,0.685897436,-0.478813995,1,0,1,1,0,0,1,0,1,0,0,0,1,1,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells +1675,30931.59072,820.8860759,507.6962025,1101.485232,25988.23629,729.6455696,621.5864979,1616.898734,14675.43038,542.3375527,1673.054852,1815.046414,20580.37553,1303.451477,6519.400844,3597.974684,7400.409283,1278.767932,355.8649789,2572.725738,14699.1519,452.9493671,556.4725738,1225.417722,17178.92405,422.2236287,930.8438819,3524.919831,13303.62025,1989.135021,817.185654,2805.983122,11530.45992,675.9873418,265.4050633,1986.767932,9170.886076,1043.485232,404.7088608,1292.578059,7052.07173,742.185654,156.5485232,4895.49789,6091.666667,1291.49789,329.3755274,3242.257384,684.1561181,420.3755274,237,21.48099806,14.57776183,0.734475486,0.911538462,0.626984127,-0.592370124,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +1676,39056.93333,885.9333333,493.2222222,1083.333333,31847.4,702.4,832.7555556,1572.688889,19845.53333,537.2666667,922.9333333,1746.488889,27534.66667,1281.622222,5693.288889,3302.044444,9639.111111,1277.155556,356.4666667,2824.466667,19246.02222,491.4222222,729.6,788.8,21699.13333,432.4888889,131.9333333,2878.777778,18974.11111,1843.933333,696.4222222,2804.866667,16076.31111,611.9777778,277.8,4987.444444,13262.04444,1273.511111,429.5111111,1321.711111,9161.0,845.5777778,168.0,3266.888889,8134.555556,1325.977778,904.4,3294.222222,788.6444444,414.0222222,45,8.534560882,6.913560582,0.58633822,0.918367347,0.625,0.164167986,1,0,1,1,0,0,1,0,1,0,0,0,1,1,1,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells +1677,18336.08108,788.8738739,1026.423423,1162.756757,16316.10811,637.7387387,851.6126126,1818.297297,8813.513514,476.9459459,506.3333333,1865.405405,13160.10811,1170.747748,5650.918919,3657.477477,4693.801802,1223.594595,338.8018018,2645.342342,8825.342342,1378.648649,1229.243243,513.4864865,10218.18919,448.3063063,122.8558559,5982.351351,8160.567568,1398.18018,768.6216216,2805.801802,6822.432432,584.8198198,265.6036036,9547.828829,5741.405405,982.6396396,400.7927928,1335.414414,4021.261261,926.0720721,165.5855856,4832.522523,3436.900901,1196.261261,177.8738739,3242.333333,846.4954955,415.0810811,111,15.59933996,9.236440802,0.805861126,0.932773109,0.630681818,1.036373348,1,0,0,1,0,0,0,1,1,0,0,1,0,1,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells +1678,47161.5566,917.1981132,592.8867925,1152.820755,39145.91509,716.5188679,667.2924528,1667.622642,21335.41509,581.490566,766.245283,1807.141509,30421.01887,1327.490566,7611.367925,5680.320755,11176.64151,1415.122642,397.1886792,2825.792453,22574.63208,453.5566038,133.5754717,738.3396226,27407.16981,439.6320755,132.1415094,4622.811321,21194.32075,1604.528302,823.6886792,2820.075472,18195.49057,629.3207547,316.8207547,3290.490566,13646.39623,897.2358491,462.0849057,1309.764151,10955.67925,656.6698113,184.7358491,3094.773585,8932.90566,1418.943396,171.509434,3297.235849,256.1886792,417.3396226,106,18.376479,7.988394918,0.900571658,0.828125,0.509615385,-1.073452378,1,0,0,1,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,1,1,0,0,0,Follicular Dendritic Cell,B Cells +1679,45995.13043,899.9565217,542.9130435,1121.208696,42400.01739,758.8869565,691.6173913,1666.852174,23625.8087,600.1217391,790.0,1805.0,32357.24348,1372.895652,6793.634783,4211.721739,11729.74783,1445.643478,486.2173913,3196.356522,24290.33913,470.6521739,1016.947826,585.4521739,28207.2,443.9652174,139.626087,3637.782609,22210.75652,1846.895652,820.7217391,2816.147826,19294.32174,649.973913,325.6695652,1537.573913,14682.41739,1007.243478,477.2956522,1348.878261,11538.3913,855.1478261,231.1130435,2679.53913,9920.156522,1450.347826,239.0521739,3296.565217,284.5652174,418.2956522,115,14.987296,10.77038991,0.695387855,0.833333333,0.638888889,0.322672816,1,0,1,1,0,1,1,0,1,0,0,0,1,1,0,0,1,1,1,1,1,0,0,0,Helper T Cell,T Cells +1680,32610.7957,877.1505376,548.7956989,1111.247312,29504.10753,750.0537634,563.7741935,1643.344086,16150.6129,567.0322581,607.9032258,1839.247312,22082.21505,1290.763441,5592.494624,3732.365591,8254.913978,1346.655914,452.4731183,2818.688172,16621.16129,435.1612903,2145.827957,458.9462366,18893.16129,436.6236559,134.4086022,4016.795699,14766.01075,1753.731183,962.6236559,2817.236559,12920.69892,651.9139785,294.8494624,1887.215054,9780.247312,892.5376344,441.5053763,1348.72043,7768.333333,1096.032258,186.2150538,4338.182796,6432.623656,1368.494624,233.2365591,3247.655914,294.0,416.516129,93,13.14310451,9.825729694,0.664153991,0.885714286,0.553571429,-0.502770935,1,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,1,1,1,1,0,0,0,Macrophage,Other Cells +1681,27926.35393,1051.410112,574.2865169,1094.814607,24745.93258,749.8651685,619.5168539,1573.853933,14254.67978,612.7921348,714.3539326,1793.921348,19546.44944,1318.949438,4943.370787,3173.061798,6912.55618,1377.949438,359.7022472,2452.022472,13515.41573,408.741573,292.2247191,519.1348315,15982.5,452.011236,130.0280899,4934.331461,12597.32584,1618.977528,859.241573,2815.089888,10766.55056,856.1910112,282.5842697,1888.634831,8441.544944,938.258427,438.2022472,1327.207865,6567.162921,665.9325843,170.7359551,3781.741573,5727.196629,1310.348315,278.3146067,3461.455056,337.0898876,421.6516854,178,18.88314526,13.88909433,0.677493621,0.89,0.523529412,-0.149647811,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells +1682,42666.78947,1096.789474,584.0300752,1164.548872,37876.95489,876.0300752,595.3759398,1685.639098,21963.17293,667.2631579,738.1203008,1761.766917,30647.00752,1687.473684,5702.586466,3655.977444,10811.24812,1617.93985,464.3759398,2478.315789,20813.47368,545.2857143,467.1954887,792.5338346,23880.54135,525.887218,160.0601504,3643.556391,19013.61654,1876.75188,803.2706767,2826.834586,16674.83459,781.2105263,355.0225564,1792.774436,13472.81955,1222.902256,543.2556391,1337.421053,10346.13534,811.5037594,216.6616541,3892.233083,8965.631579,1657.616541,326.556391,3339.473684,432.5789474,417.9323308,133,17.38217101,11.35231748,0.757270604,0.801204819,0.59375,1.409566118,1,1,0,1,1,1,0,0,1,1,1,0,1,1,0,1,1,0,1,1,1,1,0,0,Macrophage,Other Cells +1683,29967.2126,792.007874,494.1338583,1069.031496,23246.4252,615.7244094,622.8110236,1462.03937,13444.50394,489.1102362,1129.110236,1735.858268,19478.04724,1206.622047,4184.133858,2792.070866,7123.283465,1284.385827,339.6377953,2754.582677,13783.19685,431.7244094,752.976378,1200.905512,16036.01575,685.1968504,117.8976378,1961.818898,12974.62205,1550.96063,592.2047244,2817.685039,11233.9685,716.8188976,255.511811,1618.188976,9060.417323,1135.401575,401.4488189,1335.220472,6773.566929,807.488189,156.0393701,3385.0,5978.582677,1276.787402,1648.496063,3130.76378,709.6377953,417.976378,127,16.21055169,10.79186455,0.746191946,0.808917197,0.566964286,-1.023507493,0,0,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +1684,37940.15625,961.734375,457.828125,1102.015625,31804.64063,748.734375,612.21875,1654.0,18918.14063,572.421875,689.953125,1738.84375,26668.03125,1381.28125,3492.21875,3319.3125,9411.5,1310.65625,384.953125,2931.640625,19008.67188,495.625,529.09375,631.015625,21615.90625,416.9375,129.828125,2210.484375,18139.78125,1573.046875,789.65625,2780.375,15689.54688,674.96875,281.421875,2232.640625,12819.375,980.875,422.65625,1328.796875,9426.421875,767.53125,171.890625,3021.203125,7822.625,1400.15625,1148.828125,3219.703125,763.015625,415.921875,64,11.96174874,7.022464286,0.809531295,0.941176471,0.581818182,-0.937538921,1,0,0,1,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells 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+1700,37310.76471,827.9411765,497.6960784,1085.392157,30568.60784,690.3235294,635.8235294,1593.794118,18031.57843,551.754902,1060.990196,1796.656863,25175.69608,1319.95098,6264.77451,3496.970588,9232.156863,1325.588235,360.2352941,2501.95098,18681.22549,471.745098,387.8333333,804.7352941,21515.01961,459.872549,156.3921569,3264.333333,17223.28431,1800.941176,669.1470588,2800.833333,14934.47059,632.9509804,280.7156863,1852.754902,11849.40196,988.2058824,420.2941176,1320.215686,9159.009804,728.8823529,164.6176471,4587.078431,7920.313725,1381.137255,264.6862745,3246.735294,612.3627451,420.6960784,102,12.50222895,11.26304275,0.43406246,0.886956522,0.603550296,-0.068149567,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells 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+1800,22344.08696,750.1521739,574.6195652,1075.853261,11792.81522,464.8804348,368.8043478,1304.777174,5261.11413,372.5652174,301.375,1643.065217,9243.211957,999.0978261,6516.597826,2508.875,3322.190217,981.9456522,281.3423913,2440.48913,6165.054348,789.7554348,929.2880435,388.798913,7329.195652,303.75,102.326087,10249.58152,5804.413043,1205.461957,594.25,2811.418478,4597.413043,475.9184783,201.5597826,5756.413043,3494.179348,628.0380435,327.1793478,1265.706522,1809.858696,779.7445652,135.8478261,2978.445652,1863.907609,893.6847826,123.7880435,2960.831522,1063.222826,439.0923913,184,18.76749794,12.87658888,0.727496764,0.948453608,0.691729323,0.148756463,0,0,0,1,0,0,0,1,1,0,0,1,0,0,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells 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+1802,44243.87234,849.9148936,437.6382979,1095.851064,37363.17021,700.893617,677.6808511,1582.659574,22652.61702,558.3617021,626.6595745,1754.170213,30651.89362,1332.787234,4291.085106,2130.851064,10930.51064,1371.234043,361.6808511,2498.021277,22463.10638,445.3191489,183.106383,600.7021277,25688.23404,394.9787234,141.0638298,2266.638298,21258.51064,1618.06383,777.3404255,2817.553191,18695.44681,651.4680851,287.2553191,1755.510638,14614.34043,903.5319149,438.1276596,1311.12766,11225.2766,680.893617,164.9574468,2012.276596,9742.297872,1398.851064,414.3191489,3225.234043,629.5957447,434.9787234,47,8.939110964,6.793463427,0.649957201,0.94,0.734375,-0.827503348,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells +1803,19744.47191,752.6067416,618.5280899,1110.94382,16805.98876,615.3370787,486.7303371,1733.224719,8006.764045,439.1123596,420.1235955,1741.786517,12226.06742,1101.651685,3567.797753,1549.438202,4479.438202,1187.808989,327.1797753,2439.876404,8152.876404,829.494382,137.0674157,464.1797753,10097.34831,432.0786517,112.1573034,3971.438202,8029.404494,1366.47191,668.0224719,2814.235955,6353.426966,609.9550562,251.2921348,12061.64045,4990.191011,696.5505618,369.8651685,1298.449438,2904.123596,629.1460674,145.9662921,3651.820225,2828.382022,1138.191011,144.247191,3233.213483,1007.640449,438.247191,89,12.85949237,10.16895277,0.612108171,0.917525773,0.618055556,-0.811425817,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells +1804,35133.56021,821.5759162,544.1937173,1118.340314,27419.13089,595.6387435,362.2774869,1559.413613,14284.48168,490.026178,503.3455497,1795.507853,20572.68586,1126.089005,5779.34555,2646.120419,7371.094241,1230.21466,336.1413613,2366.539267,14726.71204,360.1780105,128.6492147,434.6282723,17458.38743,371.2931937,117.5549738,4096.848168,13642.58639,1346.958115,665.0732984,2825.827225,11691.11518,604.1256545,259.4712042,3698.293194,8100.774869,726.5445026,388.7329843,1294.062827,6500.513089,599.0890052,157.2094241,1880.340314,5407.937173,1176.209424,160.7696335,3195.287958,223.0314136,441.6125654,191,19.15062997,15.05898625,0.617788674,0.734615385,0.589506173,0.378971687,0,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells 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+1977,8814.285714,738.5833333,467.0714286,1018.607143,9268.928571,612.7380952,516.6547619,1407.464286,4077.369048,484.0238095,680.5833333,1768.238095,7397.952381,1147.809524,6422.083333,3370.27381,2601.095238,1180.202381,372.2261905,2774.904762,5018.654762,415.797619,1756.333333,628.2738095,5929.321429,562.1547619,111.1309524,2318.333333,4493.166667,1715.797619,645.4642857,2774.619048,3929.166667,969.0357143,222.5238095,1772.75,3311.785714,1100.27381,372.2380952,1499.321429,2835.797619,1060.309524,158.2261905,6250.059524,2234.964286,1202.25,632.4166667,3075.190476,744.8690476,465.1428571,84,11.97275174,9.810340716,0.573237923,0.933333333,0.636363636,-0.755606117,0,0,0,1,0,0,1,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells +1978,21385.66019,800.8640777,631.5728155,1073.31068,19109.7767,638.3980583,811.1165049,1660.786408,10286.23301,491.2621359,1227.718447,1817.466019,15416.36893,1230.349515,8264.631068,4370.242718,5410.92233,1168.61165,349.5048544,4147.223301,10386.81553,6017.563107,1898.825243,968.4174757,12406.84466,479.4466019,122.3883495,6868.737864,9633.339806,2155.893204,740.9126214,2797.427184,7861.805825,719.7475728,261.2330097,8902.504854,6494.116505,1042.262136,393.1359223,1366.184466,4569.728155,1123.213592,152.1067961,4831.650485,3871.165049,1208.407767,314.3009709,3369.330097,864.2718447,466.7669903,103,14.188272,9.757302687,0.725993108,0.919642857,0.613095238,0.443008458,1,0,1,1,0,0,1,1,1,0,0,1,1,1,1,0,0,1,1,0,1,0,0,1,Helper T Cell,T Cells +1979,21382.78095,706.7904762,511.9238095,1083.238095,17618.91429,563.9142857,454.8857143,1683.314286,8620.352381,432.0,538.7904762,1783.180952,13668.90476,1058.161905,5524.771429,2651.52381,4888.990476,1095.390476,310.8285714,3172.752381,8837.819048,5959.114286,627.6285714,494.952381,10795.8381,408.2761905,111.7238095,8266.07619,8723.380952,1453.209524,662.5619048,3269.67619,6945.704762,585.247619,238.8285714,13259.81905,5483.838095,762.447619,364.0857143,1322.361905,3273.485714,769.3333333,147.5714286,3830.733333,3067.209524,1051.580952,194.3904762,3149.409524,1008.8,467.5904762,105,13.7326773,10.21365702,0.66845964,0.954545455,0.535714286,-0.701286448,0,0,0,1,0,0,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells +1980,48582.22642,951.3962264,619.8113208,1129.528302,44318.71698,776.0754717,749.2830189,1697.754717,25579.69811,624.6415094,754.8867925,1776.735849,35194.18868,1418.962264,8635.660377,6147.792453,12585.28302,1479.226415,404.3962264,2670.45283,25326.0,490.9056604,139.2830189,581.9622642,30079.4717,452.754717,139.0,6347.660377,23987.49057,1704.698113,898.6415094,2881.754717,21079.84906,667.8679245,323.5849057,2670.679245,16132.92453,987.6037736,491.3396226,1315.660377,11963.37736,679.0,198.6037736,3382.226415,10593.41509,1464.301887,283.7924528,3354.415094,271.754717,467.5849057,53,12.57679079,5.514231332,0.89875801,0.946428571,0.736111111,0.162581082,1,1,0,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,1,1,1,0,0,B Cell,B Cells 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+2057,24901.48171,813.3902439,924.7317073,1164.591463,20538.18293,634.0731707,796.5670732,1762.609756,10901.94512,473.847561,907.5487805,1804.646341,16161.59756,1224.012195,5544.262195,2669.902439,5841.487805,1259.371951,339.9695122,5710.481707,11435.81707,486.6402439,307.2073171,815.0914634,13528.62195,419.445122,121.2134146,3507.72561,11308.64634,1570.341463,545.6036585,2823.835366,9157.621951,569.9268293,266.0426829,8998.256098,7506.396341,1094.945122,406.0365854,1346.128049,5217.134146,674.2195122,155.902439,3564.134146,4668.567073,1215.04878,201.4817073,3234.707317,938.2439024,483.6463415,164,17.49957363,12.13268983,0.720636146,0.942528736,0.616541353,-0.057703852,1,0,1,1,0,0,1,0,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,T Cell,T Cells 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+2060,47905.46825,921.6468254,540.9365079,1140.420635,43476.94444,748.6349206,909.0912698,1694.468254,23903.51984,599.1785714,1406.448413,1893.238095,32689.0119,1370.892857,7441.353175,6150.111111,12086.87698,1464.146825,392.6428571,2715.349206,24529.50397,480.1825397,145.3611111,1102.214286,29135.65476,1164.809524,138.9603175,3708.464286,22379.53175,1783.09127,782.952381,2832.539683,19979.28571,641.7579365,322.3809524,2047.015873,15367.4246,1384.630952,474.8134921,1308.809524,11934.54365,676.3492063,186.1984127,4441.357143,9953.011905,1444.031746,223.4444444,3351.468254,278.0515873,486.1269841,252,19.77468615,17.36885377,0.478040541,0.868965517,0.571428571,-0.14382948,1,0,1,1,1,0,1,0,0,1,0,0,0,1,0,1,1,0,0,1,1,0,0,0,Cytotoxic T Cell,T Cells +2061,35671.19883,1122.923977,739.3216374,1178.05848,30445.66667,828.2280702,925.8479532,1750.116959,17032.82456,640.6725146,973.0760234,1834.157895,24338.61404,1472.035088,3079.982456,2773.093567,8044.614035,1460.005848,380.1520468,2523.54386,15741.10526,595.5789474,334.2865497,1003.71345,18265.88304,490.4678363,352.0409357,3084.859649,14346.05848,1933.637427,735.497076,2817.590643,12456.4152,782.1520468,299.1345029,1667.637427,9824.052632,1010.122807,466.251462,1327.918129,7646.22807,696.6374269,184.8830409,2499.754386,6603.929825,1404.906433,252.9473684,3415.269006,469.4502924,480.8011696,171,18.97616029,11.53101317,0.794198912,0.988439306,0.863636364,1.484137068,1,1,1,1,1,0,0,0,1,0,1,0,1,1,0,0,0,0,0,1,1,0,0,1,Regulatory T Cell,T Cells +2062,35349.832,992.512,577.704,1081.144,29585.52,701.632,745.08,1545.248,17077.624,576.88,1400.488,1865.688,24052.792,1359.016,5518.6,3387.824,8390.184,1378.224,370.856,2660.68,14031.176,421.04,204.696,744.152,16839.624,418.992,124.184,2513.792,12904.112,1937.32,788.632,2828.096,11350.392,691.6,269.992,1474.168,9085.68,1066.984,430.096,1328.52,7300.992,649.216,171.832,2866.912,6324.744,1267.112,151.616,3307.92,518.44,481.608,125,16.35273102,10.6098051,0.760950986,0.868055556,0.558035714,-0.804005147,1,0,1,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +2063,27122.52299,972.7068966,577.8045977,1092.758621,22302.67241,745.1724138,599.4195402,1515.04023,13319.81034,587.8505747,832.4712644,1744.034483,18103.6092,1388.91954,3854.741379,2307.425287,6360.706897,1396.844828,366.6551724,2496.844828,12509.03448,482.454023,574.3850575,623.5287356,14568.5977,940.591954,125.4655172,1513.350575,11499.25287,1851.321839,715.2183908,2794.925287,10202.6954,685.0747126,288.591954,1541.632184,8008.724138,1025.66092,443.5114943,1336.396552,6242.954023,993.1436782,171.5229885,3419.258621,5570.011494,1659.413793,308.0689655,3181.948276,563.9885057,483.4137931,174,18.46512902,12.19094498,0.751077147,0.956043956,0.602076125,-0.803514064,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,0,0,0,1,0,1,1,0,0,Helper T Cell,T Cells 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+2066,33481.70833,878.8680556,609.6944444,1138.194444,20099.625,608.1527778,847.4583333,1633.166667,10124.0625,491.7291667,1488.451389,1772.659722,14239.34722,1145.423611,12700.125,8085.756944,5886.451389,1204.138889,332.375,4506.409722,11800.65972,394.4791667,131.0972222,1054.0625,13446.66667,424.3194444,127.2708333,10614.71528,9709.451389,2554.8125,804.9930556,2796.659722,8402.263889,571.0833333,272.8819444,10162.21528,5457.333333,1059.611111,402.9652778,1316.0625,4717.631944,594.1458333,164.9930556,4216.145833,3682.229167,1199.090278,395.8055556,3253.902778,175.5486111,485.7708333,144,17.16835802,11.67297242,0.733293727,0.857142857,0.615384615,0.103871724,0,0,1,1,0,0,1,0,0,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +2067,59882.76522,959.326087,578.4086957,1161.017391,59431.45652,861.8521739,874.5826087,1991.504348,31927.69565,624.6652174,1310.386957,1827.669565,44262.4087,1463.152174,8618.969565,7117.021739,16959.93043,1545.786957,424.0130435,2550.256522,32569.20435,495.9652174,167.2913043,1071.873913,38854.06957,612.6173913,381.0434783,6775.547826,29736.58696,1802.282609,666.0608696,2850.9,24931.86087,663.1869565,340.9521739,4288.869565,16383.81304,1021.873913,486.5782609,1328.382609,13097.24783,677.0782609,187.7913043,3742.521739,10742.09565,1448.256522,256.9521739,3367.765217,195.626087,486.1130435,230,23.9491477,13.31871586,0.83109877,0.864661654,0.511111111,-1.11774585,1,1,1,1,1,1,0,0,0,1,1,1,0,1,1,0,1,0,0,1,1,0,0,1,Cytotoxic T Cell,T Cells +2068,33674.46067,951.2752809,616.0449438,1110.764045,30460.70787,757.2078652,671.7078652,1581.606742,16698.36517,578.3595506,1041.101124,1801.769663,23105.17978,1385.679775,5012.320225,4725.533708,8312.58427,1403.904494,377.5224719,2498.050562,16357.64607,474.3707865,1560.241573,948.5280899,18262.51685,459.6235955,148.6966292,5348.382022,13862.81461,1998.623596,884.7134831,2818.865169,12278.42697,764.8820225,299.6966292,1880.337079,9889.561798,1181.573034,460.4101124,1380.483146,7847.095506,1075.938202,183.8764045,5956.769663,6715.449438,1412.966292,444.8707865,3228.786517,423.3370787,485.2977528,178,21.97536074,10.47436054,0.879097972,0.931937173,0.551083591,-0.901884982,1,0,1,1,0,0,0,0,1,0,0,1,1,1,0,1,0,1,1,1,1,0,0,0,Helper T Cell,T Cells 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+2169,25727.95652,827.8695652,619.5652174,1090.282609,22866.82609,656.5652174,893.7173913,1621.391304,12123.43478,491.9130435,1839.434783,1783.021739,17718.73913,1219.956522,6934.108696,5071.282609,6359.847826,1226.652174,340.7391304,3422.608696,12180.67391,2291.630435,962.4565217,1997.086957,15043.28261,455.6304348,269.0652174,3945.782609,11440.67391,2116.304348,708.7608696,2809.282609,9603.717391,661.5217391,264.0869565,5826.26087,7726.173913,1038.5,418.0652174,1336.26087,5699.76087,907.2608696,160.326087,5781.086957,4705.543478,1248.891304,553.3913043,3216.26087,880.5434783,500.9130435,46,8.770331525,6.976330457,0.606023675,0.901960784,0.638888889,-0.540285667,1,0,1,1,0,0,1,1,1,0,1,0,1,1,1,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells 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+2187,31935.32571,855.4857143,483.3771429,1074.977143,27336.97143,692.0171429,754.7142857,1564.474286,15975.52571,532.2457143,1770.04,1901.371429,22930.15429,1318.44,6179.377143,3875.285714,7994.885714,1266.165714,390.3257143,2643.125714,16150.46286,505.8857143,254.9885714,1944.92,19367.77714,465.48,133.5542857,2123.491429,15031.87429,2308.28,547.4742857,2807.462857,12853.20571,962.9771429,278.0057143,1748.805714,10717.55429,2001.994286,423.4457143,1304.062857,7680.285714,668.4285714,164.1085714,3404.102857,6711.868571,1322.948571,329.2228571,3224.2,790.1257143,507.0742857,175,18.77067909,12.2135939,0.759357144,0.921052632,0.614035088,-1.247359359,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +2188,31991.26136,886.1363636,490.7727273,1060.829545,27829.17045,696.1136364,756.75,1498.909091,15882.80682,548.3977273,924.7840909,1725.477273,22535.56818,1309.204545,6299.386364,2452.647727,7871.011364,1341.5,358.3181818,2437.840909,15028.23864,419.0113636,184.4204545,657.125,17483.89773,399.125,123.4886364,4582.965909,13683.44318,1682.909091,727.4318182,2805.409091,12002.97727,593.7045455,274.3068182,1742.227273,9522.238636,926.8863636,426.2045455,1320.329545,7367.920455,665.0454545,172.9886364,4178.011364,6475.568182,1312.829545,523.2727273,3299.068182,466.875,505.6931818,88,12.17800095,10.13249067,0.554727121,0.846153846,0.523809524,-1.557348483,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells +2189,20140.4625,775.19375,429.55625,1038.99375,17687.9,629.125,550.35625,1372.35625,9872.5625,493.7875,456.26875,1732.325,14431.0375,1245.3875,1980.75625,1325.0,5149.51875,1281.1375,336.31875,2425.01875,10781.76875,407.53125,277.10625,441.29375,12042.33125,382.2125,121.41875,2008.25625,9431.2375,1409.175,681.11875,2904.0125,8445.66875,895.49375,252.95,1480.25625,6711.75625,797.35,411.39375,1298.79375,5260.7125,649.78125,161.95,2319.63125,4601.8875,1356.04375,6180.5125,3160.50625,480.05625,507.45625,160,20.3367924,10.209487,0.864855712,0.958083832,0.561403509,-1.044224449,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells 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+2340,31185.03774,791.3018868,510.3018868,1071.660377,20349.35849,587.8679245,441.2641509,1345.90566,10489.98113,854.2264151,568.0943396,1726.245283,17321.39623,1136.207547,3954.584906,2707.301887,6169.679245,1374.566038,391.5849057,2517.0,11879.01887,373.0566038,546.7735849,562.9056604,14943.98113,350.7735849,111.754717,2456.886792,10600.98113,1652.54717,733.1320755,2772.830189,9350.037736,906.8301887,233.3396226,1660.113208,8072.566038,892.3584906,370.2641509,1309.962264,6353.509434,731.3773585,155.1320755,3316.037736,5312.490566,1200.45283,343.4528302,3008.773585,731.0943396,535.3773585,53,9.89978599,7.254657181,0.680433864,0.868852459,0.588888889,-0.616106975,0,1,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells 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+2343,26748.64567,775.7480315,514.1338583,1073.401575,22936.83465,646.6220472,1261.181102,1610.330709,12288.41732,471.8503937,2127.496063,1829.110236,17417.22047,1184.165354,8487.92126,3041.874016,6432.566929,1181.653543,325.9291339,4929.771654,12415.44094,517.2440945,1416.425197,1185.519685,14680.9685,445.6692913,218.4724409,3048.574803,12368.5748,2293.874016,505.0551181,2815.574803,10175.70079,718.984252,263.6141732,10175.47244,7681.543307,1553.574803,395.7086614,1352.472441,5104.0,1106.086614,154.8267717,4480.0,4574.614173,1161.299213,417.3700787,3198.267717,971.7007874,536.2519685,127,17.88841007,10.26640366,0.818915784,0.852348993,0.529166667,-0.514182378,1,0,1,1,0,0,1,0,1,0,1,0,1,0,1,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells +2344,47182.66667,913.7063492,545.9126984,1143.952381,24993.27778,569.7777778,456.047619,1515.888889,11570.83333,409.8095238,756.4126984,1856.809524,17690.96032,1049.238095,7050.960317,3374.047619,6651.063492,1096.380952,294.8888889,2367.531746,12270.63492,345.1190476,98.57936508,920.6904762,14757.4127,403.9444444,120.0714286,4023.269841,11544.76984,1860.746032,467.4285714,2794.515873,9108.190476,519.9365079,229.1587302,1341.142857,6244.595238,771.3492063,349.9444444,1274.34127,3103.896825,527.7777778,135.4920635,2053.571429,3413.730159,992.1904762,134.3571429,3037.214286,1096.396825,535.4761905,126,15.82867288,10.47767441,0.749554445,0.940298507,0.7,-1.157395665,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells 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+2449,26275.7381,821.9047619,587.0952381,1124.52381,27072.97619,653.6666667,828.5,1740.47619,11751.21429,518.6428571,827.1904762,1816.738095,15824.35714,1233.071429,10364.85714,8935.119048,6677.809524,1309.428571,344.3809524,2571.452381,14305.04762,439.4047619,150.1666667,498.9285714,15766.42857,750.047619,127.0238095,5831.214286,10539.57143,1462.952381,644.0,2821.690476,9319.095238,630.2142857,287.0714286,10703.40476,6702.5,860.7857143,411.5238095,1347.952381,5532.142857,633.0714286,165.0,4167.880952,3757.642857,1252.97619,514.3571429,3362.261905,191.3571429,551.9047619,42,9.028741716,6.211408558,0.725749088,0.954545455,0.666666667,-0.308123329,1,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells 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+2451,31237.53714,1092.828571,591.52,1150.405714,26705.28571,771.7142857,979.9085714,1635.0,15802.06286,611.8571429,1254.857143,1797.971429,21352.6,1378.88,4699.76,3890.765714,7315.457143,1354.822857,355.44,2421.182857,15466.34286,566.6457143,239.64,1481.085714,17611.63429,628.48,128.2457143,2242.725714,13683.25714,1472.102857,742.8171429,2815.228571,12019.57143,627.2171429,284.7885714,1781.651429,9517.982857,1548.234286,436.6914286,1325.931429,7357.994286,690.0514286,168.5314286,2855.485714,6472.137143,1337.034286,204.6457143,3526.097143,536.2171429,558.8857143,175,23.62698897,10.0274906,0.905470917,0.857843137,0.662878788,0.141795963,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells 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+2467,23498.29457,935.6899225,548.0232558,1092.75969,22054.06977,723.1550388,624.6356589,1538.48062,12155.47287,569.1705426,1073.48062,1800.627907,16379.89922,1332.790698,2529.705426,3866.093023,6065.147287,1573.023256,358.2248062,2505.953488,12487.53488,477.6589147,447.7364341,1109.356589,14450.04651,490.6124031,128.9767442,2500.604651,11284.82946,1921.023256,836.6511628,2810.627907,9935.697674,812.0542636,284.2790698,1874.852713,7921.914729,1262.054264,457.0930233,1388.449612,6332.682171,725.1550388,176.5736434,4303.697674,5489.379845,1367.100775,155.0,3380.550388,394.4341085,556.4728682,129,16.97725283,10.3039925,0.794755813,0.895833333,0.583710407,1.373956519,1,0,1,1,1,0,0,0,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells +2468,20902.0,861.4244604,733.6906475,1084.42446,18758.03597,697.7913669,530.5611511,1535.647482,10311.79856,510.5611511,498.6330935,1722.230216,15223.07194,1368.928058,1628.633094,2054.115108,5254.316547,1317.611511,337.4964029,2555.769784,10514.23741,473.2805755,100.7266187,485.4172662,12909.34532,419.0863309,119.9208633,1119.798561,9524.100719,1414.618705,636.1942446,2794.410072,8447.913669,591.5683453,262.1079137,1994.115108,7035.928058,1025.834532,409.8201439,1293.366906,5680.453237,629.6402878,163.6690647,2323.359712,4996.0,1451.71223,1914.661871,3134.57554,630.7338129,558.1654676,139,17.45110886,11.18397437,0.767645493,0.852760736,0.643518519,0.018041924,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+2480,50352.06767,939.3157895,564.1428571,1148.834586,37159.71429,802.2406015,653.2030075,1777.030075,18973.49624,498.8571429,908.6616541,1836.586466,27726.05263,1266.766917,8570.421053,3764.338346,10424.13534,1322.225564,350.1428571,2420.496241,19484.63158,1173.729323,124.9172932,1289.984962,23703.6391,431.0827068,154.6466165,5095.473684,19027.7218,2060.556391,515.7142857,2818.293233,15339.21053,610.7593985,281.4736842,1991.165414,10811.69173,871.9699248,410.6616541,1304.661654,5632.285714,609.4586466,157.0977444,2735.398496,5844.015038,1231.879699,237.3082707,3215.112782,1074.488722,557.1052632,133,14.54238191,12.13371443,0.551206103,0.93006993,0.738888889,-1.428769198,1,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +2481,35537.72826,821.5543478,486.3804348,1095.152174,32951.38043,680.0543478,774.3478261,1745.51087,14764.55435,479.423913,1361.206522,1774.0,23440.6087,1219.98913,11175.6087,3217.173913,8642.380435,1273.684783,341.5543478,2763.086957,16794.23913,6675.076087,142.8152174,1464.206522,20527.80435,503.8804348,134.4891304,4621.967391,15799.34783,2337.913043,442.4565217,2816.934783,12469.43478,715.673913,266.4456522,2021.586957,8667.73913,998.5978261,397.6413043,1295.163043,4412.271739,601.7608696,150.4891304,2586.586957,4804.543478,1162.880435,250.826087,3270.880435,1102.032609,555.6956522,92,11.20471562,10.68516188,0.30097891,0.978723404,0.696969697,-0.688639938,1,0,1,1,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +2482,45972.71774,919.6854839,631.8709677,1182.725806,41521.68548,726.6048387,619.2741935,1847.330645,20701.81452,556.4516129,541.6209677,1780.362903,27959.3871,1302.604839,10492.62097,7513.596774,10751.55645,1403.862903,390.0725806,2416.596774,21586.49194,452.6209677,552.4677419,460.6451613,26318.85484,458.7741935,135.7580645,9097.258065,19100.72581,1569.096774,631.5403226,2811.145161,16118.80645,617.1048387,320.4274194,5952.564516,9957.798387,860.8145161,433.483871,1313.290323,7546.91129,726.4596774,170.8145161,3226.435484,6427.758065,1313.290323,190.4354839,3324.693548,157.7096774,558.483871,124,19.62763486,8.507110805,0.901189564,0.905109489,0.459259259,-0.903744505,1,0,0,1,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells 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+2484,58298.5873,949.3333333,566.6507937,1144.206349,52413.8254,753.3492063,648.7301587,1774.539683,29333.92063,597.6349206,526.3333333,1790.587302,38319.4127,1371.746032,7856.285714,5868.984127,14285.52381,1481.285714,402.7142857,2341.126984,28505.66667,475.0634921,445.0,425.4126984,34940.57143,448.3809524,140.8730159,5738.603175,27109.71429,1584.52381,614.7460317,2807.698413,22766.63492,655.6190476,335.1428571,4104.063492,16029.87302,907.0793651,479.4444444,1314.746032,11470.60317,737.4285714,182.5079365,2777.460317,10102.33333,1434.68254,207.9206349,3318.380952,198.8730159,555.5714286,63,10.26279083,8.337271461,0.58313038,0.940298507,0.63,-1.027139104,1,0,0,1,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,1,1,0,0,0,B Cell,B Cells +2485,52824.19118,928.5735294,607.0294118,1129.264706,50803.67647,744.1176471,721.1176471,1799.735294,26917.79412,616.2352941,613.4264706,1797.911765,35556.89706,1363.867647,7617.823529,6018.838235,13570.55882,1473.132353,394.4411765,2863.911765,27205.23529,482.1176471,1298.926471,528.8235294,32878.97059,459.8970588,139.7058824,6241.132353,25323.94118,1779.073529,743.2794118,2803.058824,21386.63235,635.8529412,321.5294118,4082.382353,15369.63235,946.8235294,469.3529412,1317.926471,11316.32353,946.9411765,185.6764706,3481.808824,9730.088235,1446.382353,190.7941176,3307.676471,206.6470588,557.9852941,68,11.1098039,9.022153114,0.583533147,0.819277108,0.515151515,-1.126220979,1,0,0,1,1,0,1,0,1,0,0,1,0,1,1,0,1,0,1,1,1,0,0,0,B Cell,B Cells 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+2532,24674.42276,879.5772358,442.3739837,1077.829268,21487.39837,699.9837398,565.1463415,1458.081301,12619.6748,536.2926829,1170.821138,1721.552846,17423.1626,1383.162602,1412.756098,1765.642276,6231.439024,1289.203252,340.804878,2346.325203,13410.82114,484.4146341,168.9430894,1150.447154,16303.03252,1027.02439,125.2682927,792.2276423,12561.57724,1401.658537,597.8780488,2820.943089,11258.78049,646.9349593,279.3333333,1873.365854,9289.520325,1512.276423,421.4390244,1314.707317,7041.138211,670.7886179,166.8617886,2005.227642,6202.691057,1579.333333,6308.804878,3131.804878,666.3658537,566.495935,123,14.99225214,10.87629445,0.688263261,0.904411765,0.732142857,-0.589724018,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +2533,22033.30769,914.2,454.6307692,1028.892308,19386.83077,695.8,407.1692308,1394.292308,11237.64615,531.9538462,412.3384615,1663.6,16570.21538,1364.769231,1708.753846,1347.953846,5827.276923,1239.723077,337.4769231,2351.523077,11807.86154,456.8461538,161.2923077,509.2923077,14329.95385,419.3384615,119.8307692,1346.6,10565.58462,1380.384615,604.2923077,2785.4,9398.815385,669.0461538,266.4461538,1866.907692,7962.184615,897.7692308,404.2461538,1307.769231,6141.861538,636.9230769,158.8615385,1648.707692,5629.846154,1452.907692,2375.8,3064.738462,684.7692308,566.7846154,65,11.81798869,7.607843676,0.765234913,0.915492958,0.601851852,-0.346894851,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells 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+2535,36670.46392,853.8350515,459.8350515,1086.597938,33097.4433,697.443299,582.7319588,1599.525773,18922.82474,542.4226804,1271.876289,1769.71134,26571.20619,1287.515464,4206.597938,3733.56701,9472.237113,1290.154639,343.2989691,2403.85567,19351.52577,471.5670103,148.5257732,525.3402062,23225.45361,538.1649485,126.6804124,2709.474227,17179.01031,1402.876289,566.3298969,2796.639175,14969.36082,616.1649485,287.8659794,2027.793814,12555.51546,1659.670103,425.5154639,1293.226804,9193.350515,662.185567,172.1134021,6015.278351,7843.0,1375.381443,415.0515464,3341.639175,777.4948454,566.4123711,97,14.40017938,8.959024768,0.782900648,0.941747573,0.573964497,-0.877239581,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +2536,30800.13793,902.7471264,682.9885057,1133.195402,25936.64368,705.0,604.908046,1727.0,13136.22989,498.3218391,691.3678161,1732.241379,20420.09195,1278.574713,8291.965517,5052.333333,7497.195402,1275.218391,352.7126437,2548.505747,13774.5977,721.5747126,1432.563218,592.4022989,17386.54023,798.5172414,130.0344828,6432.931034,13212.97701,1686.287356,614.5977011,2820.275862,10786.97701,604.5747126,274.6091954,5237.264368,7852.218391,1030.528736,391.5977011,1317.367816,4264.747126,1050.229885,159.137931,4521.816092,4339.609195,1226.367816,505.4367816,3216.793103,1061.057471,566.7126437,87,11.88013289,9.676070892,0.580198691,0.896907216,0.725,0.279191186,1,0,0,1,0,0,0,0,1,1,0,1,0,0,1,0,0,0,1,0,1,0,0,0,B Cell,B Cells +2537,54735.19048,979.3095238,618.202381,1202.869048,52549.45238,827.0833333,815.0357143,2013.821429,27544.25,628.5119048,548.4880952,1828.404762,37988.35714,1465.357143,9116.02381,8461.285714,14163.78571,1544.72619,418.3452381,2423.25,27391.11905,562.8095238,175.5714286,473.9880952,33919.19048,520.202381,143.5714286,8908.535714,25197.92857,1667.0,597.9761905,2835.642857,20659.10714,669.0238095,351.8571429,7053.77381,12329.15476,903.452381,484.0714286,1327.75,8814.952381,683.6785714,187.1666667,2720.97619,8136.095238,1453.095238,249.797619,3439.035714,149.5833333,568.1428571,84,13.65141527,8.191824046,0.799946436,0.903225806,0.587412587,0.624622099,1,1,0,1,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,1,1,0,0,1,B Cell,B Cells 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+2685,42140.125,1041.1,575.9166667,1117.4,39528.375,769.5416667,813.9583333,1635.791667,20906.775,610.6416667,1046.391667,1783.566667,27182.54167,1353.15,7166.966667,4834.783333,9585.366667,1399.625,352.9,2610.025,20233.24167,473.375,351.1916667,659.75,24475.24167,448.125,163.1833333,5193.9,18812.18333,1875.5,688.5916667,2828.591667,16328.70833,613.575,307.975,1764.766667,11827.85833,1021.108333,461.175,1320.75,9154.416667,712.0833333,177.0916667,3916.066667,8042.841667,1358.05,216.225,3474.833333,294.9416667,596.2166667,120,15.59395241,10.0344287,0.765461189,0.975609756,0.588235294,-0.246087854,1,0,1,1,0,0,0,0,1,0,1,1,1,1,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells +2686,37273.76074,1143.932515,586.3128834,1106.625767,33546.84049,819.6441718,738.0920245,1612.644172,18921.9816,647.4233129,1045.159509,1766.773006,24235.02454,1456.423313,5087.797546,4226.202454,8475.92638,1431.871166,367.4417178,2438.871166,19366.54601,578.5521472,270.6319018,1020.226994,19573.10429,584.196319,132.208589,3621.742331,15201.03067,1872.116564,658.607362,2827.546012,13421.03681,654.3680982,309.7177914,1599.306748,10154.47853,1143.006135,451.7484663,1317.687117,7911.625767,659.5214724,171.3496933,2535.0,7016.521472,1379.840491,243.3865031,3546.251534,364.3865031,593.8834356,163,21.16664653,10.23484381,0.875324261,0.890710383,0.617424242,1.549245152,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells +2687,26110.48,1121.6,581.32,1106.08,24547.06,794.78,1046.46,1587.89,13366.34,644.57,1314.02,1803.65,17848.23,1388.59,4898.65,5007.13,6161.28,1358.09,373.03,2534.23,14181.13,494.41,587.68,868.56,14392.41,1447.31,130.68,2955.54,11229.23,1653.19,677.14,2816.07,9889.87,632.27,286.56,2011.41,7576.54,1603.34,447.43,1340.58,6073.56,843.9,180.59,5506.67,5124.75,1327.24,222.12,3470.82,380.86,593.46,100,13.32355098,9.793048004,0.67804774,0.925925926,0.694444444,-0.87926681,1,1,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,1,1,0,1,0,0,1,Cytotoxic T Cell,T Cells +2688,30663.29545,892.7878788,722.6818182,1100.083333,27329.67424,717.9924242,726.2727273,1599.795455,16048.90152,538.5075758,1198.621212,1773.75,21139.14394,1362.598485,5279.204545,2804.613636,7564.659091,1365.5,341.5909091,2572.181818,15395.57576,528.2348485,164.8333333,995.0984848,19193.15909,506.4015152,170.0833333,1676.484848,13974.75758,1947.022727,712.8409091,2819.666667,12405.81818,928.9090909,292.3863636,1537.015152,9913.19697,1373.878788,451.5,1326.886364,7689.348485,648.2424242,169.3712121,2787.931818,6877.75,1418.348485,653.0454545,3378.810606,577.9469697,595.1363636,132,15.34804087,11.49853632,0.662359749,0.88590604,0.676923077,0.217896227,1,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,0,1,0,1,1,Regulatory T Cell,T Cells +2689,41501.76724,866.0344828,467.8189655,1113.060345,38104.05172,717.0431034,1077.956897,1564.939655,21519.5431,551.4741379,2253.224138,1876.913793,29717.2931,1327.163793,4283.336207,4357.715517,10607.81034,1332.163793,348.612069,2674.181034,22314.00862,457.7931034,155.7758621,1615.698276,27768.47414,500.5775862,401.0,2044.818966,20052.38793,2066.224138,611.8793103,2801.103448,17857.87931,615.3448276,289.7672414,1911.112069,14489.61207,2301.155172,438.9827586,1296.060345,10679.47414,662.0172414,167.5775862,3879.413793,9314.0,1411.767241,267.3189655,3268.655172,730.3965517,592.6465517,116,14.78692,10.04152049,0.734063091,0.966666667,0.828571429,-1.343235411,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +2690,16327.93077,714.2615385,492.4846154,1038.015385,16165.66154,652.0923077,610.0307692,1460.107692,7732.515385,451.1,969.3076923,1750.761538,12156.33077,1135.3,4113.923077,2680.984615,4406.3,1143.138462,308.2538462,2460.353846,8384.746154,397.0076923,625.6769231,1192.230769,10509.49231,455.5307692,153.7692308,3117.230769,7850.930769,1579.592308,525.6615385,2803.076923,6693.623077,1000.515385,237.5,1969.484615,5433.446154,1000.576923,378.8923077,1294.9,3890.238462,734.7615385,158.4076923,5862.461538,3324.753846,1152.2,1113.892308,3160.953846,911.9,593.4307692,130,15.60238726,11.70757391,0.661017281,0.828025478,0.546218487,1.520261004,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells +2691,42801.87861,961.0751445,596.6589595,1120.150289,38415.54913,752.0809249,665.8612717,1709.479769,21384.58382,544.6184971,452.8728324,1735.473988,29639.61272,1315.364162,5185.289017,3613.606936,10684.17919,1359.416185,362.3930636,2353.317919,20744.41618,446.7745665,779.0404624,474.7976879,25668.16763,439.4508671,134.7745665,4044.699422,20215.07514,1528.583815,639.0289017,2801.959538,16942.61272,625.3179191,287.5606936,2501.277457,12600.80925,860.5722543,437.0346821,1322.630058,8026.121387,817.8265896,162.1618497,2731.693642,7450.184971,1312.236994,256.0982659,3343.618497,986.5549133,598.0,173,21.45778346,10.57976683,0.870000799,0.930107527,0.823809524,0.041446411,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells 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+2724,36686.34058,926.1956522,491.3188406,1097.15942,34831.0942,729.384058,731.5217391,1547.601449,19199.94928,554.3188406,654.7391304,1723.384058,26444.44203,1347.717391,3485.34058,3030.282609,9225.485507,1290.297101,339.2608696,2357.188406,19143.78261,451.5362319,276.442029,1372.753623,23581.44203,446.5072464,134.9057971,2467.775362,17178.18841,1523.072464,590.8768116,2785.528986,15213.62319,741.7028986,283.9275362,1905.608696,12435.58696,1598.137681,429.173913,1306.050725,9015.934783,913.0,168.4057971,3162.536232,7734.637681,1368.717391,501.3188406,3440.369565,786.1666667,602.6231884,138,16.73658995,12.18977484,0.685225633,0.816568047,0.5390625,1.002275965,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,0,1,NK Cell,Other Cells 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+2842,18770.95902,1127.237705,785.5,1100.303279,15647.86066,630.6885246,533.5819672,1457.95082,9360.47541,583.5081967,544.1229508,1736.852459,12348.48361,1237.754098,3627.278689,1912.598361,4704.221311,1358.02459,328.8442623,2402.147541,9447.934426,558.3688525,311.3770492,470.5327869,11445.64754,444.8770492,115.9836066,2184.032787,8458.040984,1496.5,698.4754098,2795.622951,7402.57377,993.5655738,262.4344262,1509.47541,6007.147541,897.2540984,425.6803279,1331.52459,4633.032787,712.8196721,158.7131148,1952.016393,4185.336066,1277.942623,210.2377049,3272.532787,579.8934426,622.1311475,122,13.59217399,11.72817284,0.505439277,0.945736434,0.625641026,-0.400856791,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +2843,30681.71503,887.626943,516.4663212,1107.450777,27976.45596,723.0259067,513.7512953,1618.689119,15492.36269,524.9170984,477.4663212,1742.917098,21855.21762,1304.699482,5360.803109,3198.80829,7651.145078,1299.709845,369.3316062,2338.243523,15670.85492,451.6321244,836.6373057,526.8134715,19304.19689,450.1709845,133.6943005,3272.818653,14672.65803,1493.699482,546.642487,2792.720207,12693.25389,732.0362694,280.5181347,2361.393782,9684.036269,922.8911917,428.119171,1321.601036,7089.92228,844.9067358,168.9481865,3891.528497,6088.963731,1385.031088,1175.968912,3260.103627,882.6062176,627.1502591,193,24.02766863,10.45567265,0.900357315,0.901869159,0.670138889,-0.048715406,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells +2844,28460.46207,783.5724138,529.537931,1077.882759,25525.51724,628.0068966,842.4758621,1660.317241,10748.34483,461.2689655,1941.42069,1810.165517,16842.8069,1168.813793,10953.24138,3810.413793,6449.841379,1158.358621,297.1931034,2442.117241,12160.33793,1420.096552,1659.089655,2008.634483,15242.43448,475.2413793,413.2827586,4179.296552,11425.24138,3159.22069,418.9517241,2820.434483,8728.848276,571.5517241,247.4206897,978.9724138,5569.241379,1374.165517,376.7517241,1292.917241,2648.751724,918.2206897,144.3034483,4212.717241,2975.993103,1057.475862,376.9241379,3184.965517,1123.586207,622.0275862,145,14.75828722,13.65257891,0.379775168,0.895061728,0.56640625,-0.784138476,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells 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+2877,39670.47945,887.4794521,532.8493151,1119.863014,35172.87671,712.8356164,424.0410959,1568.054795,20482.79452,551.4794521,549.739726,1769.164384,27176.21918,1314.630137,3886.945205,3121.876712,9872.876712,1344.739726,345.9452055,2359.232877,20805.17808,434.6986301,150.369863,521.5616438,25769.68493,423.3287671,127.3424658,3391.589041,18568.39726,1484.041096,962.9863014,2792.150685,17145.46575,634.5479452,277.6027397,1959.205479,13254.67123,968.1506849,421.6849315,1305.534247,9688.767123,651.2465753,163.2191781,2578.09589,8464.273973,1387.821918,355.6986301,3239.958904,754.3150685,625.3287671,73,12.29705796,8.657027313,0.710208153,0.890243902,0.561538462,1.49161951,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells +2878,38911.58036,878.6919643,523.6964286,1091.96875,36945.02679,739.2142857,843.0089286,1622.075893,20131.37054,528.6428571,1593.776786,1796.084821,28392.30357,1265.200893,5798.258929,3571.808036,10083.26786,1335.508929,328.7098214,2500.464286,19907.33036,435.7857143,475.6785714,1286.90625,24127.65625,462.3035714,450.0267857,2583.254464,18905.92411,2004.446429,516.6875,2797.933036,15867.90625,777.4642857,277.5535714,1492.665179,11960.48214,1229.245536,420.3616071,1299.991071,7762.741071,694.375,163.7321429,3955.973214,7110.861607,1277.370536,614.2946429,3342.482143,965.0491071,634.2946429,224,22.50492693,13.37484069,0.8042381,0.875,0.608695652,-0.313456749,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +2879,38554.10929,999.0874317,601.2349727,1125.836066,36102.68306,761.8142077,552.3661202,1712.661202,20093.49727,609.9453552,654.5464481,1787.284153,25761.74317,1351.191257,5599.15847,4505.344262,9374.994536,1444.945355,358.4972678,2410.693989,20885.74863,493.0163934,392.9508197,529.0874317,22227.98907,479.4918033,144.8579235,7249.065574,17052.77596,1633.978142,737.8360656,2823.295082,14841.79781,648.9016393,307.7322404,1855.759563,11097.44262,937.0819672,459.7486339,1315.989071,8837.568306,708.6120219,188.8032787,4013.770492,7444.73224,1417.601093,149.6393443,3394.147541,323.7486339,629.4590164,183,18.84420845,12.58805256,0.744155494,0.905940594,0.687969925,-1.326986731,1,0,0,1,0,0,0,0,1,0,0,1,0,1,0,0,0,0,0,1,1,0,0,1,B Cell,B Cells 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+2890,24383.41085,903.8527132,544.6434109,1078.883721,22285.81395,704.372093,723.1937984,1496.899225,12428.03101,524.3333333,1355.651163,1797.379845,17213.03876,1250.666667,2096.317829,3400.612403,6341.27907,1304.023256,321.7906977,2498.844961,12922.86047,2322.395349,461.2868217,1307.015504,15479.32558,1271.410853,193.8837209,1205.023256,11568.27132,1573.379845,631.9302326,2808.813953,10161.72868,961.7674419,257.255814,1583.178295,8170.821705,1694.643411,398.255814,1306.418605,6474.457364,969.9534884,156.0465116,5265.744186,5713.348837,1319.968992,334.3100775,3234.046512,642.379845,634.3023256,129,19.04528896,9.21840058,0.875054036,0.889655172,0.597222222,-0.580346778,1,0,1,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +2891,36667.02326,873.7906977,531.3100775,1103.930233,33185.13178,715.4341085,498.6124031,1591.418605,18772.10078,640.5968992,612.5658915,1766.984496,25563.79845,1277.992248,4800.023256,3202.325581,8931.728682,1308.410853,341.627907,2366.751938,19648.39535,429.1162791,813.8527132,557.4883721,23827.42636,518.0077519,127.1317829,3245.193798,17223.72093,1565.217054,698.9767442,2804.224806,15620.07752,635.9922481,285.4651163,1897.829457,12103.31008,993.9302326,410.7596899,1326.658915,9025.976744,849.2635659,165.5581395,4041.96124,7782.48062,1356.48062,256.627907,3262.093023,746.0077519,632.627907,129,16.65585079,10.91449089,0.755373315,0.895833333,0.542016807,-0.556896578,1,1,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells 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+2893,35589.10811,874.2342342,642.5675676,1111.954955,33932.85586,729.4594595,717.5495495,1731.801802,17226.27027,514.8738739,1016.666667,1776.342342,24392.94595,1257.90991,7560.531532,4296.765766,9024.126126,1310.756757,338.3693694,2396.27027,17291.8018,484.6846847,1025.837838,726.5855856,22008.01802,462.027027,163.5225225,5975.144144,16471.0991,2093.414414,519.6936937,2784.0,13361.27027,874.7837838,282.8018018,2325.927928,9806.234234,1002.765766,414.1351351,1303.792793,5763.666667,854.2882883,163.3153153,4790.594595,5667.126126,1296.918919,821.5135135,3286.486486,1026.459459,630.5855856,111,12.23026202,11.80501068,0.261403626,0.932773109,0.770833333,1.526524631,1,0,1,1,0,0,0,0,1,0,1,1,1,0,0,0,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells +2894,19074.66667,851.8425926,479.2592593,1057.444444,18020.59259,721.1203704,596.8425926,1439.787037,10133.07407,528.75,471.8796296,1717.675926,13063.83333,1290.25,2205.685185,2999.296296,4911.666667,1321.842593,350.7222222,2386.962963,10317.25,451.3333333,2113.037037,483.3796296,10812.26852,437.962963,126.9444444,2259.925926,8236.62037,1585.314815,731.5925926,2802.842593,7352.166667,704.6111111,274.6111111,1849.101852,5623.481481,820.962963,428.2314815,1385.175926,4517.842593,1163.101852,169.2222222,3391.935185,4020.805556,1378.388889,734.25,3123.574074,419.3333333,631.2314815,108,15.58248957,9.303273736,0.802216045,0.9,0.6,-1.169422141,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,1,0,Dendritic Cell,Other Cells +2895,22953.84375,930.6197917,648.4427083,1109.026042,21829.84896,721.9114583,687.9427083,1584.458333,12089.96875,557.4791667,590.75,1771.84375,16071.41667,1351.177083,3742.760417,2832.0,5492.838542,1424.640625,338.2395833,2376.666667,12904.58854,464.671875,1220.234375,567.0,14117.32813,438.015625,136.6875,2474.541667,10576.90625,1612.979167,951.546875,2824.770833,9459.755208,764.1354167,297.3177083,1931.890625,7365.520833,965.78125,449.828125,1336.5,5774.401042,888.8645833,175.9947917,2848.578125,4999.390625,1468.354167,2386.635417,3318.192708,451.3489583,635.9114583,192,20.37545997,12.27871518,0.798026223,0.932038835,0.685714286,0.275282776,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,1,1,0,Dendritic Cell,Other Cells +2896,46478.01667,988.2083333,591.1083333,1136.741667,41481.425,730.0166667,666.7166667,1887.941667,24025.08333,558.4,614.625,1931.733333,32715.34167,1351.125,5943.575,4426.041667,11640.66667,1364.058333,346.6583333,2350.608333,25077.24167,459.1083333,123.8083333,717.0916667,30456.83333,450.175,134.4916667,4428.433333,22026.3,1628.225,768.3333333,2798.558333,20086.73333,634.675,300.0916667,2076.433333,15735.025,1073.716667,430.05,1294.8,11282.63333,652.7083333,171.95,2918.05,9928.7,1432.416667,146.2416667,3274.316667,760.2333333,633.3166667,120,14.94757003,11.67167203,0.624730101,0.863309353,0.5,-1.208262421,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells 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+2898,30457.11024,888.6850394,531.5826772,1061.874016,27969.55118,711.1102362,682.1811024,1535.795276,15602.51969,530.6535433,1751.165354,1879.80315,22222.14173,1218.307087,4202.440945,2926.377953,7866.212598,1246.188976,314.8425197,2499.212598,15340.97638,1804.125984,379.9212598,1475.007874,19333.71654,531.8582677,307.5275591,1606.488189,14582.08661,2490.322835,699.8346457,2818.519685,12520.3622,943.7322835,253.4724409,1369.188976,9766.913386,1485.259843,402.1259843,1311.346457,6612.141732,682.4251969,155.5354331,3915.031496,6078.165354,1218.031496,335.519685,3330.80315,900.1653543,632.992126,127,14.50085103,11.8226496,0.579028512,0.907142857,0.564444444,-0.904955948,1,0,1,1,0,0,0,1,1,1,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+2900,22123.6135,785.5644172,563.809816,1061.435583,21336.70552,629.1595092,575.1349693,1523.595092,11468.51534,497.809816,1038.91411,1819.404908,15114.83436,1168.533742,6940.803681,4984.944785,5409.159509,1270.447853,312.6380368,2451.693252,11647.73006,581.993865,1089.564417,751.0122699,13896.23313,711.8834356,123.2944785,6363.447853,10721.99387,1742.570552,709.7300613,2807.791411,9250.478528,608.6319018,265.9509202,2065.668712,6529.779141,1311.196319,416.9386503,1312.871166,5114.355828,847.0245399,168.6196319,5877.674847,4473.466258,1276.797546,1032.552147,3272.907975,293.5030675,633.3619632,163,15.81371237,13.80946192,0.487256854,0.895604396,0.646825397,-1.41332419,1,0,1,1,0,0,0,0,1,1,0,1,0,1,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells 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+2902,36008.4902,912.0686275,535.5588235,1123.166667,33899.37255,753.754902,1064.245098,1619.117647,19522.5098,579.4313725,838.0882353,1818.696078,25754.57843,1382.303922,3884.617647,2897.686275,9072.588235,1467.911765,359.872549,2680.656863,18906.59804,1794.911765,1756.568627,693.2647059,22563.18627,502.9019608,147.1764706,1786.627451,17004.35294,1934.431373,981.1470588,2851.0,15023.23529,653.1568627,317.8921569,1643.843137,11558.95098,1305.666667,474.0882353,1322.441176,8814.980392,1042.313725,184.9509804,3196.794118,7997.588235,1476.823529,185.9607843,3326.431373,473.5294118,634.1960784,102,14.04143994,10.10208457,0.694546406,0.86440678,0.618181818,0.036996991,1,0,1,1,1,0,1,1,1,0,0,0,1,1,0,1,1,0,1,1,1,1,0,0,Helper T Cell,T Cells +2903,33075.25243,1011.941748,585.7087379,1109.543689,28742.51456,764.6116505,586.3592233,1601.864078,16932.18447,565.631068,767.9126214,1746.320388,22676.2233,1370.019417,4406.543689,3849.514563,7505.708738,1325.786408,318.5728155,2424.067961,15906.59223,453.7864078,196.9417476,618.9223301,19162.56311,979.3009709,135.4271845,3414.262136,14865.32039,1568.757282,766.815534,2805.757282,13093.1165,731.5145631,291.8349515,1815.61165,9866.941748,1012.359223,422.592233,1323.514563,7668.970874,638.4271845,163.2621359,2912.708738,6815.776699,1345.184466,1037.116505,3331.708738,594.4271845,633.8446602,103,12.23747779,11.56267904,0.327480262,0.872881356,0.565934066,-0.254215079,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells +2904,35659.36449,832.271028,512.2616822,1088.953271,29960.48598,692.1121495,623.411215,1539.859813,18261.66355,780.3457944,1193.420561,1781.607477,24871.7757,1268.411215,3735.981308,3914.878505,9121.925234,1288.831776,357.728972,2557.738318,19016.3271,405.5327103,1127.383178,1516.878505,23957.28037,521.4953271,344.1775701,1733.476636,17314.85981,2025.850467,650.2149533,2785.35514,15879.53271,629.1588785,285.0373832,1689.878505,12570.07477,1119.859813,411.9439252,1389.46729,8816.719626,924.1401869,160.7850467,3736.504673,8226.224299,1363.859813,246.3271028,3240.672897,735.6074766,631.7570093,107,12.06002912,11.99711796,0.102008779,0.938596491,0.633136095,-1.227801634,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells +2905,32587.632,791.744,507.456,1071.656,27884.264,667.488,901.152,1583.632,16420.536,484.728,2180.832,1742.272,23023.68,1270.904,5422.448,3392.536,8438.488,1265.688,321.92,2462.096,16105.04,768.216,741.992,772.216,19517.92,469.52,451.784,3719.248,15954.8,2401.272,553.112,2810.328,13464.536,1206.528,271.736,1585.168,10042.272,1159.496,407.424,1311.848,6150.248,767.752,169.0,6316.584,5937.352,1244.352,491.776,3230.888,978.608,633.008,125,14.40363759,11.55973945,0.596575513,0.925925926,0.686813187,-1.129961744,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +2906,36537.13253,938.373494,613.2891566,1104.313253,30738.14458,648.0843373,589.1927711,1595.759036,16649.59036,460.6385542,895.626506,1753.795181,22893.38554,1159.349398,7106.289157,3586.084337,8647.819277,1222.361446,315.0481928,2407.228916,16501.66265,414.5301205,218.4819277,1022.819277,20732.46988,401.5903614,128.5301205,6081.385542,16040.86747,1782.301205,483.0120482,2823.289157,12971.0,658.4457831,265.746988,1739.783133,9344.481928,852.1686747,387.2409639,1292.156627,5125.493976,619.9036145,152.9277108,4434.614458,5310.915663,1147.542169,448.9518072,3187.012048,1051.987952,631.5662651,83,11.52218136,9.30011067,0.590348542,0.976470588,0.685950413,0.828369441,1,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells +2907,35125.7,840.1842105,555.1894737,1087.463158,31263.12632,703.5421053,927.0157895,1690.368421,16129.34211,489.8578947,1656.094737,1741.231579,22122.31579,1241.026316,6783.931579,3793.326316,8493.578947,1238.326316,322.4631579,2478.278947,15903.68421,663.4105263,1072.978947,2252.8,19809.24737,443.2526316,601.1578947,4766.457895,15406.21579,2099.836842,494.1789474,2807.905263,12414.74211,654.2263158,263.3631579,1596.3,8463.794737,1001.4,401.2684211,1291.531579,4366.810526,843.6578947,157.8473684,5158.405263,4709.1,1167.573684,505.2368421,3281.752632,1069.268421,632.9368421,190,20.71510387,12.29396337,0.804850035,0.892018779,0.730769231,1.48118489,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +2908,32315.22024,843.797619,576.8333333,1095.339286,25695.30952,626.7261905,701.1785714,1593.702381,12284.01786,451.7380952,1004.404762,1752.940476,17708.44048,1122.446429,9068.577381,3586.654762,6730.613095,1184.160714,290.4107143,2470.517857,12880.43452,391.1130952,603.9047619,1249.267857,15823.89286,411.4880952,127.7738095,5191.994048,12338.45833,2035.083333,404.2380952,2795.059524,9702.392857,627.8869048,250.0952381,1505.029762,6501.595238,890.8988095,374.3452381,1277.517857,3330.684524,712.1964286,153.6190476,3632.970238,3675.440476,1090.636905,580.4404762,3175.458333,1084.488095,636.0416667,168,20.35704898,10.70551869,0.850554102,0.918032787,0.6,-0.491285418,1,0,1,1,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +2909,31999.40171,869.4444444,558.0512821,1074.854701,27225.65812,613.5811966,962.5213675,1591.145299,12773.47009,440.2991453,1436.880342,1722.401709,19061.87179,1118.410256,8185.786325,2381.290598,7162.700855,1157.111111,303.9401709,2431.350427,13796.51282,513.6410256,1481.08547,1500.068376,16663.58974,425.0940171,118.5726496,3559.367521,13285.25641,2146.529915,419.4529915,2814.726496,10476.30769,540.2478632,241.9316239,980.3504274,6840.982906,818.2649573,377.2222222,1300.059829,3362.128205,933.7094017,147.1965812,2805.777778,3747.564103,1059.91453,240.4102564,3130.692308,1097.299145,632.8888889,117,15.07977174,10.26970659,0.732259854,0.906976744,0.642857143,-0.900226658,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +2910,47821.28169,899.4507042,541.4929577,1145.753521,46183.38732,759.1408451,765.6690141,1743.267606,25287.6831,591.8591549,547.9647887,1784.711268,33265.54225,1359.035211,6286.246479,4797.352113,12085.11972,1460.239437,374.0352113,2416.112676,24583.69718,474.6197183,145.8873239,439.2042254,30053.21831,447.4225352,136.7464789,3573.838028,22767.33099,1581.866197,593.4366197,2821.478873,20322.05634,642.084507,332.1690141,3033.394366,13455.73239,897.7887324,480.6126761,1311.15493,9522.253521,651.3450704,176.6197183,3900.34507,8433.549296,1437.669014,189.9577465,3339.647887,211.3098592,638.6760563,142,22.85473087,8.828306722,0.922381913,0.788888889,0.52014652,-0.287285922,1,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,1,0,0,0,Follicular Dendritic Cell,B Cells +2911,32087.39506,929.1358025,538.7654321,1073.432099,29618.49383,721.7530864,560.308642,1565.148148,17027.8642,567.5061728,539.6419753,1776.555556,21451.39506,1286.518519,4737.82716,3484.037037,7828.246914,1364.432099,337.3580247,2347.308642,16366.74074,436.1728395,159.7530864,447.0,19505.65432,430.9382716,128.382716,2921.246914,14824.69136,1491.333333,517.1111111,2802.765432,13075.20988,683.8765432,299.7901235,2715.567901,8889.0,904.2469136,434.7407407,1323.851852,6590.024691,644.9753086,170.0617284,3589.432099,5944.765432,1310.790123,424.1604938,3289.580247,245.4074074,632.4567901,81,11.92247727,9.407566254,0.614314377,0.9,0.613636364,-1.397700303,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells +2912,25006.55725,881.6717557,849.8473282,1148.778626,22132.98473,679.8015267,692.3206107,1649.083969,12636.92366,492.3282443,760.7099237,1844.78626,16674.96183,1213.793893,2741.21374,2405.083969,5925.725191,1288.10687,319.1984733,2460.832061,12544.08397,462.9923664,182.6870229,779.9236641,14884.87023,928.4580153,117.389313,1693.198473,11443.28244,1602.007634,932.9541985,2806.78626,10106.45038,635.7557252,268.1145038,1505.580153,7846.755725,1420.351145,391.5496183,1300.015267,6204.007634,630.7480916,157.2977099,4847.801527,5466.687023,1288.282443,513.5648855,3264.290076,621.8015267,634.3053435,131,15.27830003,11.04852243,0.690689661,0.942446043,0.668367347,-0.698896771,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Activated APC,Other Cells +2913,24724.21359,1169.407767,543.2718447,1084.980583,21743.0,774.7378641,903.9514563,1479.990291,12690.21359,619.8349515,1602.291262,1759.796117,16686.09709,1413.087379,2782.834951,3261.990291,5330.747573,1262.262136,321.038835,2757.864078,12488.47573,1659.883495,194.1359223,1061.834951,15035.97087,973.7378641,119.2718447,1337.815534,11206.53398,1846.504854,590.4174757,2780.281553,10020.65049,611.7669903,276.2330097,1554.436893,7654.019417,1721.747573,397.0873786,1307.145631,6057.135922,641.1747573,156.2330097,2716.378641,5210.495146,1355.320388,667.8834951,3435.048544,672.2621359,633.9708738,103,13.62475089,9.812353037,0.693781173,0.944954128,0.613095238,-0.638119346,1,0,1,1,0,0,1,1,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells 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+2946,56829.0177,995.6902655,612.4690265,1202.867257,56173.56637,814.9557522,692.4424779,1903.849558,26341.73451,615.2123894,529.3716814,1775.044248,36834.0531,1479.176991,6180.070796,6637.522124,13466.38938,1545.955752,388.920354,2377.362832,27631.74336,498.539823,142.8938053,469.3628319,33234.02655,495.0619469,148.079646,5118.778761,24008.47788,1643.327434,592.6460177,2921.938053,20716.16814,667.9557522,354.1415929,5524.283186,12258.92035,951.0530973,489.7256637,1296.964602,8574.132743,663.9911504,184.5752212,3811.283186,7493.80531,1467.486726,165.8584071,3357.035398,148.8318584,640.0088496,113,13.00425096,11.10180246,0.520755865,0.982608696,0.724358974,-1.280493104,1,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,1,1,0,0,Follicular Dendritic Cell,B Cells 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+2957,33169.06731,880.6346154,502.5096154,1082.711538,29258.78846,696.2115385,567.8557692,1506.932692,17213.29808,531.5769231,423.9038462,1693.913462,23324.18269,1314.971154,2419.144231,1540.961538,8330.75,1289.086538,337.2788462,2320.711538,16968.46154,425.6826923,126.375,469.9807692,20651.21154,448.1923077,126.0961538,1132.461538,16601.13462,1399.048077,474.9326923,2806.980769,14594.41346,683.0673077,285.5865385,1424.692308,11034.64423,818.6057692,424.7980769,1304.057692,7678.846154,643.2884615,165.6057692,2091.259615,7220.423077,1398.076923,1851.653846,3190.144231,869.7788462,641.7211538,104,15.54804183,8.801280435,0.824357159,0.936936937,0.577777778,-1.002388199,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+2961,30183.12088,857.8241758,559.4285714,1128.714286,29096.72527,702.1098901,708.3846154,1725.241758,14617.20879,503.4175824,970.3736264,1927.593407,20706.57143,1234.021978,8055.428571,4853.681319,7710.032967,1287.593407,329.6923077,2576.56044,14707.9011,1653.318681,468.2087912,1139.989011,18413.47253,469.8901099,130.4175824,4383.274725,14002.87912,2090.43956,492.7692308,2782.384615,11383.12088,813.7142857,277.0769231,2348.0,8171.142857,978.1978022,414.8901099,1294.021978,4690.89011,717.7582418,158.6043956,4352.824176,4678.351648,1259.0,782.4615385,3297.912088,1029.549451,642.2307692,91,11.1802262,10.40505606,0.365869993,0.968085106,0.827272727,0.269972108,1,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +2962,60670.30189,987.7169811,601.5849057,1202.584906,58246.13208,814.4339623,641.1509434,1858.622642,31418.5283,632.490566,500.1509434,1752.773585,41328.71698,1467.924528,5866.660377,6344.849057,15166.01887,1541.45283,393.3962264,2374.886792,30099.88679,498.0,148.6792453,442.5849057,36064.07547,479.9433962,158.509434,4400.320755,27880.13208,1634.207547,640.4150943,2820.283019,23887.30189,679.5471698,363.3773585,5821.188679,15039.22642,914.2641509,487.8301887,1326.301887,9898.943396,671.3018868,188.5660377,3406.924528,9023.641509,1488.245283,226.9811321,3398.698113,167.3396226,642.5283019,53,9.712602911,7.260350715,0.664240948,0.946428571,0.588888889,-0.729721963,1,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,1,1,1,0,1,Follicular Dendritic Cell,B Cells +2963,40595.01176,868.7294118,609.7882353,1115.364706,39028.25882,721.9529412,728.2470588,1702.247059,21487.84706,560.6941176,514.3764706,1781.258824,27173.94118,1292.0,8791.223529,7619.435294,10225.35294,1388.188235,356.1294118,2359.705882,20899.4,455.3294118,252.7411765,430.3176471,25094.77647,432.1294118,133.1058824,5999.082353,18992.14118,1516.152941,624.5294118,2816.152941,16895.90588,615.1411765,315.3647059,3072.882353,11268.71765,893.7882353,450.3647059,1313.717647,8182.458824,673.9764706,182.2235294,5315.964706,7181.635294,1389.482353,246.1882353,3341.047059,225.1411765,642.8588235,85,12.81062923,8.750293734,0.730372095,0.904255319,0.653846154,-1.364357906,1,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,1,0,0,0,B Cell,B Cells +2964,45748.53143,949.3657143,545.92,1127.6,41648.11429,813.3085714,883.8228571,1648.965714,23372.29714,573.5028571,1297.828571,1821.234286,32380.42286,1364.491429,4090.24,4019.508571,11447.46286,1368.537143,350.1771429,2367.891429,24583.95429,467.8457143,150.3714286,852.3657143,30015.47429,466.1314286,366.2057143,3528.342857,21735.64571,1950.588571,732.5942857,2793.068571,19547.58857,637.3828571,300.1371429,1881.234286,15261.28,1168.434286,440.64,1307.091429,11018.23429,654.3542857,162.6628571,2211.057143,9479.88,1405.834286,198.12,3301.594286,759.2742857,644.8971429,175,20.44037392,11.45504771,0.828213417,0.906735751,0.571895425,-0.883761309,1,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+2996,34263.72024,833.0535714,483.7738095,1063.428571,30163.2619,672.3928571,840.7857143,1509.952381,17621.41667,520.1964286,1680.053571,1789.517857,23923.79762,1256.994048,3817.666667,3801.97619,8413.77381,1346.125,310.0416667,2485.375,17618.86905,461.1488095,179.5238095,2109.904762,21459.8869,848.9345238,145.3511905,1770.35119,16264.01786,1885.375,620.4761905,2801.85119,14523.33333,672.625,270.1904762,1499.285714,11131.58333,1928.375,408.9761905,1302.517857,8429.892857,708.8928571,152.1428571,2786.077381,7684.892857,1402.607143,248.0,3309.309524,639.4761905,649.4821429,168,15.80614131,13.69947204,0.498797931,0.954545455,0.75,-1.349824597,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +2997,36218.08182,1016.318182,672.3363636,1112.172727,31350.78182,750.7545455,816.1909091,1576.263636,18767.03636,571.8,1272.309091,1775.945455,24875.60909,1353.809091,5218.154545,3932.290909,8787.309091,1302.336364,338.8181818,2520.381818,18249.36364,448.3636364,138.6090909,1334.954545,22377.26364,535.1454545,168.9818182,2895.372727,17004.12727,2126.281818,650.5454545,2792.654545,15081.0,598.5090909,285.9090909,1831.290909,11684.14545,1157.045455,433.2818182,1311.227273,8297.545455,622.1545455,168.5909091,2107.363636,7389.854545,1358.663636,180.5818182,3287.481818,787.5272727,650.4181818,110,13.77026828,10.6824739,0.631023553,0.887096774,0.604395604,-0.521597933,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +2998,24364.88667,799.9533333,578.0466667,1083.033333,21367.26667,659.9933333,563.4,1488.093333,12343.41333,481.9933333,595.5266667,1768.926667,17222.24667,1246.826667,3602.086667,3247.046667,6236.38,1215.14,314.4133333,2404.446667,12497.68667,397.9333333,1331.98,601.38,15424.52,459.2133333,118.6466667,3552.04,11587.24,1522.193333,612.8933333,2786.106667,10190.82667,714.0533333,257.94,2077.06,7935.966667,879.9933333,403.74,1346.106667,5754.64,981.58,155.6466667,5330.82,5092.126667,1249.766667,374.1666667,3208.42,825.4,649.7266667,150,15.63733346,12.34767553,0.613585939,0.955414013,0.769230769,-0.330026016,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells 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+3000,46446.51852,973.7037037,526.7530864,1138.259259,37427.50617,733.0246914,608.0123457,1802.382716,20086.41975,505.5925926,1027.691358,1798.888889,27107.77778,1263.0,6584.148148,3300.395062,10349.81481,1307.382716,331.7654321,2433.024691,19680.54321,473.5185185,340.2345679,904.345679,24445.8642,453.4938272,135.4938272,3529.790123,18942.32099,1915.506173,404.8888889,2814.814815,15262.62963,638.5308642,279.4938272,1246.753086,10705.67901,980.2098765,418.2222222,1298.123457,5839.493827,696.2592593,151.3333333,2717.91358,6143.604938,1232.765432,249.0864198,3380.555556,1053.061728,648.8641975,81,14.97560581,7.260063405,0.874629122,0.952941176,0.525974026,0.915341344,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,Helper T Cell,T Cells 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+3015,42182.20661,893.7272727,599.6694215,1119.900826,36266.4876,703.9586777,1010.446281,1632.53719,21558.96694,530.7190083,1743.363636,1786.264463,29372.87603,1380.628099,3343.719008,4402.727273,10621.44628,1323.975207,341.2066116,2527.421488,21492.80165,449.7768595,528.0661157,1238.983471,26613.1157,1123.909091,128.1570248,1655.669421,19908.28099,1766.140496,570.9090909,2802.933884,17781.95868,733.0743802,292.677686,1733.694215,13900.49587,1984.578512,438.661157,1319.264463,9727.661157,743.6363636,167.5785124,3893.933884,8517.504132,1388.099174,344.553719,3272.173554,813.0082645,651.2892562,121,14.54661861,11.38136313,0.622768573,0.846153846,0.617346939,0.520278789,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3016,24571.54167,816.5952381,947.7380952,1084.922619,22597.35714,662.202381,760.0,1546.392857,12678.81548,476.8452381,1610.0,1857.85119,17792.53571,1191.392857,7345.940476,3953.482143,6435.732143,1215.64881,314.547619,2577.470238,12485.51786,411.4047619,1517.27381,1692.642857,15517.8631,441.1071429,205.452381,2208.517857,12074.38095,3163.928571,2531.779762,2810.255952,10395.25,660.9821429,256.1964286,1489.821429,7992.928571,1525.97619,395.547619,1336.339286,5478.458333,943.5178571,166.5654762,11645.95238,5021.583333,1238.505952,327.577381,3244.892857,900.5952381,653.0892857,168,17.17026883,12.70375468,0.672750643,0.971098266,0.666666667,-0.222012516,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +3017,57040.79412,999.7529412,602.6058824,1193.217647,55084.00588,818.7882353,719.7764706,1861.952941,27074.12941,614.6823529,717.4588235,1817.470588,37486.5,1452.194118,6777.570588,6114.958824,13507.80588,1518.547059,384.0058824,2448.717647,27824.29412,492.1647059,141.8294118,584.3647059,33577.14706,833.4,142.5058824,5140.817647,24850.48235,1615.658824,570.2117647,2821.988235,21405.27059,658.9823529,343.9,4875.035294,12299.02941,957.0882353,476.4117647,1316.570588,8251.911765,669.5235294,177.1058824,3609.394118,7569.570588,1439.758824,175.4411765,3376.582353,151.7058824,655.3764706,170,21.62908579,10.42458919,0.876187243,0.899470899,0.596491228,-0.52561593,1,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,1,0,0,1,Follicular Dendritic Cell,B Cells 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+3050,37392.87755,846.3265306,625.047619,1078.734694,33268.53061,688.6734694,760.7006803,1571.394558,18648.03401,517.1360544,1057.306122,1807.115646,26453.14966,1251.027211,5607.598639,3225.789116,9398.92517,1288.367347,339.9931973,2369.884354,19078.93878,425.0612245,1165.319728,956.707483,23287.22449,472.8979592,128.3197279,1691.70068,18206.53741,2354.07483,1201.061224,2822.210884,15841.95918,662.1632653,287.3265306,1445.836735,12130.94558,1786.748299,426.7959184,1325.503401,8272.29932,893.9251701,163.6666667,4686.346939,7422.129252,1321.095238,278.7755102,3252.204082,885.9387755,660.6462585,147,20.41717227,9.996705232,0.871934567,0.849710983,0.628205128,-0.290133532,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +3051,26112.38182,751.9181818,443.1272727,1062.863636,24256.20909,652.9,752.7818182,1544.336364,13667.54545,476.6,1065.909091,1754.209091,18760.36364,1166.545455,4821.345455,2681.909091,6786.009091,1216.845455,310.7727273,2423.636364,13312.7,586.5727273,278.1090909,810.0363636,16115.88182,888.4,128.7454545,1922.418182,12623.25455,1631.9,462.6090909,2850.581818,10598.06364,1217.709091,265.5272727,1697.245455,8068.890909,1448.718182,404.6090909,1284.936364,5448.145455,677.7454545,159.7909091,4030.609091,4969.036364,1219.663636,757.4454545,3192.354545,925.2363636,658.6272727,110,13.26375787,10.74716184,0.586063354,0.956521739,0.705128205,0.465739656,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +3052,44206.3964,916.7207207,553.1261261,1114.324324,40369.33333,739.5765766,578.1351351,1634.810811,22270.15315,586.1351351,514.8558559,1779.315315,28345.47748,1319.423423,6214.189189,4811.855856,10604.18919,1413.459459,346.4054054,2332.324324,21659.58559,446.963964,147.8288288,425.4954955,25782.46847,421.1531532,126.2882883,4084.234234,19829.67568,1498.405405,676.954955,2802.783784,17424.18018,614.0990991,310.6216216,2092.612613,11335.8018,840.2612613,449.6036036,1290.324324,8350.945946,635.8468468,169.9009009,2656.603604,7407.207207,1352.108108,234.8378378,3431.648649,231.9459459,657.4504505,111,17.79606654,8.455901611,0.879901759,0.860465116,0.560606061,-1.376472534,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells 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+3067,40709.55455,1015.745455,510.6090909,1098.263636,38521.63636,784.0636364,787.8727273,1589.836364,21928.70909,584.9363636,1937.790909,1806.245455,29856.37273,1376.481818,4067.972727,2898.3,10520.28182,1470.018182,357.5272727,2425.872727,21480.75455,443.5818182,520.7818182,1201.627273,26248.77273,470.9727273,561.7909091,1308.681818,20139.50909,2391.454545,485.3454545,2814.327273,17684.60909,757.4272727,293.8727273,1316.172727,13600.99091,1536.572727,436.4363636,1324.936364,9180.463636,761.9454545,168.2181818,2165.9,8082.509091,1401.490909,700.3545455,3325.472727,868.3363636,662.0181818,110,17.89522542,8.169783952,0.88970582,0.887096774,0.431372549,-0.891951464,1,0,1,1,1,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells 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+3069,34940.09302,941.2403101,538.4496124,1084.937984,32479.24031,744.5891473,589.6821705,1544.248062,17976.93023,570.255814,518.7984496,1758.054264,23630.96899,1383.75969,2998.689922,2449.596899,8374.27907,1417.209302,348.9844961,2393.899225,18120.06202,455.7984496,181.1162791,478.9922481,20970.35659,434.8217054,133.9612403,3054.023256,15689.49612,1531.674419,756.0465116,2808.736434,13992.70543,1081.682171,304.6821705,1995.922481,11077.50388,934.5348837,455.8914729,1315.232558,8413.627907,672.3953488,174.6124031,4038.031008,7640.75969,1393.147287,577.6744186,3349.852713,457.3953488,661.1627907,129,14.12113244,11.87377883,0.541265504,0.962686567,0.826923077,-1.527638883,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells 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+3082,41152.19853,891.7647059,534.3235294,1120.397059,37529.58824,723.1838235,782.1985294,1623.132353,21732.07353,544.4779412,1155.933824,1797.139706,29344.22059,1334.720588,2957.485294,3581.985294,10681.125,1342.742647,366.3088235,2475.985294,21883.52941,447.7794118,614.6470588,938.6029412,26943.13971,692.6102941,129.1617647,1914.691176,20167.52206,1803.610294,576.4632353,2803.816176,17774.43382,683.3676471,293.3970588,1650.661765,13723.82353,1339.779412,439.6397059,1320.698529,9539.610294,786.4632353,172.375,2439.727941,8548.897059,1399.919118,255.6323529,3301.713235,829.5147059,667.1617647,136,22.47163359,8.332290687,0.928716138,0.860759494,0.68,-0.149234864,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells 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+3084,40534.07031,863.5390625,587.75,1141.164063,37832.88281,711.3046875,618.4296875,1716.164063,18428.71875,552.15625,622.4296875,1770.132813,24995.27344,1277.242188,6730.53125,6672.554688,9181.78125,1355.75,346.4453125,2566.40625,18863.48438,435.421875,127.9140625,524.625,22709.60938,439.609375,130.4921875,5304.09375,16745.03125,1674.414063,767.0546875,2813.03125,14392.59375,615.78125,302.484375,5419.328125,8452.320313,899.4140625,439.5390625,1313.671875,5829.9375,614.359375,168.609375,3230.632813,5245.617188,1328.296875,255.8984375,3235.960938,161.78125,665.0,128,14.87248106,11.52361411,0.632172158,0.876712329,0.703296703,-0.594012567,1,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,1,0,0,0,B Cell,B Cells +3085,11703.58683,736.9101796,424.5628743,1074.191617,11597.72455,574.8562874,392.9520958,1385.622754,6449.814371,629.9580838,487.742515,1725.730539,8099.718563,1117.449102,3010.437126,1196.167665,3099.862275,1778.766467,331.1556886,2335.898204,6552.760479,339.9520958,254.502994,434.4550898,7644.598802,347.005988,111.6047904,1233.922156,5867.91018,1429.05988,512.6167665,2832.125749,5259.047904,737.6047904,246.1616766,1051.60479,3843.874251,707.4491018,380.5988024,1307.269461,3020.838323,604.742515,152.4431138,1771.083832,2782.071856,1185.634731,260.7245509,3135.365269,336.0898204,665.994012,167,16.75105541,13.02933244,0.62848515,0.943502825,0.662698413,-0.038860755,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells +3086,36358.96154,916.6538462,545.474359,1114.576923,33925.11538,745.3589744,825.2692308,1627.5,19162.07692,568.0641026,1387.294872,1877.897436,24215.83333,1350.217949,5656.910256,4214.410256,8878.358974,1422.576923,345.9871795,2517.602564,18291.01282,452.6282051,229.8846154,662.9871795,21385.4359,472.4615385,133.7051282,3407.75641,16396.0,1979.641026,613.5897436,2812.653846,14479.97436,686.8846154,327.0897436,1543.538462,10843.46154,1378.179487,459.7435897,1329.461538,8319.75641,679.5512821,175.9230769,3422.846154,7491.179487,1416.333333,171.0,3251.128205,386.5641026,662.9487179,78,11.07138343,9.319608721,0.53982925,0.906976744,0.590909091,-1.300940112,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3087,26563.175,799.7375,512.425,1088.2625,25110.1375,691.1,932.225,1536.3,13831.8625,484.125,1671.6375,1868.8,19457.7875,1578.8375,4216.875,4439.2625,7226.475,1241.0875,316.475,2757.1125,14429.3375,1179.2,287.5375,1383.875,17677.6125,458.9875,122.15,2015.0625,13035.9375,2131.675,583.9375,2788.4875,11451.4125,706.25,267.5125,1699.5375,8884.0125,1310.5125,409.05,1322.9375,6448.4,679.6625,161.4625,5399.8,5589.35,1280.25,182.325,3268.4,822.1875,663.275,80,12.7551543,8.445918474,0.749364875,0.879120879,0.740740741,-0.128658375,1,0,1,1,0,0,1,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells 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+3122,25572.51111,837.9555556,476.2111111,1039.477778,23035.44444,740.6888889,676.9555556,1468.444444,13442.95556,523.7333333,1314.433333,1763.3,17227.95556,1282.3,2743.644444,3455.1,6108.155556,1343.522222,330.8888889,2350.444444,13251.46667,427.0,1856.144444,958.6111111,15752.63333,679.6888889,126.5777778,1982.044444,12214.97778,1511.5,578.4222222,2819.344444,10784.04444,651.2888889,288.2,1605.7,8364.533333,1120.3,440.3333333,1403.544444,6317.811111,1034.9,173.1333333,3103.844444,5873.322222,1428.355556,483.2444444,3179.4,404.8666667,670.9111111,90,13.0637445,8.961333235,0.727630081,0.918367347,0.692307692,1.406658002,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +3123,31604.8843,839.661157,538.661157,1088.710744,29317.65289,679.8595041,658.4793388,1511.07438,16553.7438,525.8016529,486.1404959,1753.090909,21617.20661,1267.504132,4535.206612,3902.165289,7860.165289,1390.528926,329.8429752,2367.884298,16965.41322,512.1322314,180.6363636,459.9256198,19851.61157,409.6694215,128.4132231,3385.0,14297.81818,1421.884298,791.8512397,2821.545455,12960.97521,840.2396694,297.6280992,2019.14876,9988.057851,827.1983471,451.1735537,1311.512397,7671.809917,657.4793388,171.1983471,3460.214876,6967.322314,1390.727273,1162.528926,3235.371901,478.107438,671.6528926,121,15.9287153,11.41978715,0.697144303,0.876811594,0.547511312,1.461062938,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells 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+3181,31355.61364,859.7272727,502.7272727,1054.034091,29731.39773,692.0113636,931.3636364,1520.784091,16453.67045,561.9204545,1402.818182,1796.113636,20551.71591,1213.034091,6933.534091,4624.011364,7640.602273,1311.875,313.8409091,2593.125,15828.51136,392.5795455,378.3977273,648.3068182,19003.63636,1473.522727,127.0227273,4056.090909,14863.17045,1517.715909,465.9318182,2810.715909,12966.73864,576.4318182,283.8522727,1664.988636,16837.43182,1412.772727,764.6818182,1571.727273,6486.102273,673.0340909,168.9545455,4564.011364,5859.272727,1290.068182,241.6363636,3488.238636,253.7386364,682.6931818,88,13.42739628,8.613754392,0.767118072,0.888888889,0.571428571,-0.586805724,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,1,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +3182,28529.24324,1243.945946,655.2702703,1097.689189,26212.2027,795.6621622,746.1621622,1617.486486,15018.16216,639.5945946,896.472973,1796.013514,19163.68919,1395.486486,8184.77027,4117.337838,6408.297297,1358.27027,320.7567568,2330.094595,14371.44595,630.3378378,254.2432432,616.0405405,16753.58108,912.7162162,129.7432432,6346.297297,13184.40541,1601.216216,573.2297297,2802.432432,11779.81081,612.8378378,315.6891892,1586.175676,8541.959459,1069.689189,428.8108108,1305.851351,6736.527027,643.0810811,174.2837838,3638.243243,6041.932432,1313.067568,184.527027,3459.891892,376.8918919,681.1891892,74,14.89655613,6.512604553,0.899369849,0.948717949,0.569230769,-0.990973291,1,1,1,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +3183,35802.18812,822.980198,466.6633663,1096.861386,33591.61386,691.029703,850.7227723,1603.079208,18367.13861,510.950495,1167.534653,1753.415842,25409.44554,1233.356436,4434.069307,2499.584158,9127.29703,1284.673267,334.5544554,2686.148515,18504.78218,427.8514851,1166.712871,1508.871287,22737.55446,445.8514851,749.5445545,2147.386139,17414.38614,2102.366337,497.0990099,2783.920792,15084.33663,811.2376238,277.6336634,1458.19802,11316.40594,1058.425743,429.2871287,1339.287129,7750.267327,931.7722772,164.4158416,3777.128713,6852.29703,1276.405941,273.5742574,3197.752475,894.019802,680.6633663,101,11.8163218,10.99507814,0.366293889,0.943925234,0.834710744,-0.867821095,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +3184,38930.42194,909.1265823,522.978903,1110.924051,35882.49367,797.4008439,822.8649789,1622.535865,20838.54008,551.649789,1653.886076,1842.746835,27302.1097,1358.337553,3596.797468,4269.818565,9752.649789,1364.485232,335.1476793,2523.995781,20435.22363,463.1687764,148.1434599,1488.447257,25671.96624,1142.654008,215.4514768,1903.232068,18622.18143,2147.767932,569.3459916,2800.468354,16665.4135,632.4219409,299.8396624,1705.303797,12719.87342,1795.240506,433.0,1303.367089,9265.586498,649.0295359,165.9409283,3607.966245,8317.42616,1414.333333,187.0042194,3265.696203,722.5991561,685.5527426,237,24.81478842,12.46189061,0.864753752,0.948,0.572463768,-0.929626472,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3185,17418.90741,841.7962963,603.0,1062.185185,19932.35185,712.6481481,763.8148148,1499.592593,9188.425926,604.537037,918.0555556,1780.925926,13604.57407,1204.037037,5601.833333,4641.222222,4745.166667,1207.166667,314.4074074,2395.351852,9915.833333,418.962963,1839.759259,1195.277778,12264.90741,434.5925926,174.0925926,3464.037037,8393.092593,1785.685185,659.2777778,2787.388889,7360.611111,823.6481481,247.9814815,2004.685185,5764.0,867.7962963,404.3518519,1353.37037,4586.222222,1037.203704,159.2962963,6039.703704,3652.12963,1250.425926,264.3703704,3250.722222,800.6851852,681.2407407,54,12.02409634,6.612328679,0.835215273,0.830769231,0.490909091,0.802702085,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,1,0,0,0,T Cell,T Cells +3186,29090.53191,811.3829787,480.8723404,1061.010638,24552.17021,645.6595745,714.1595745,1545.340426,14730.89362,488.0,788.0531915,1744.117021,20190.93617,1259.0,2943.265957,2930.978723,7504.542553,1251.457447,325.1808511,2618.457447,14391.8617,674.787234,151.6382979,662.0,17276.04255,548.0425532,124.5106383,1979.021277,14019.08511,1769.021277,469.893617,2782.425532,12141.65957,762.0531915,263.9787234,1594.840426,9081.425532,1161.680851,404.8723404,1297.117021,5985.5,618.6914894,163.5531915,5157.893617,5639.510638,1249.478723,194.3723404,3277.212766,916.6382979,682.9468085,94,11.47121093,10.75334821,0.348199393,0.921568627,0.602564103,0.458335784,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3187,30996.32407,829.0277778,614.3055556,1094.777778,27267.31481,684.0,591.6666667,1710.12963,13472.72222,488.5555556,721.712963,1778.074074,19779.0463,1210.87037,8561.962963,5115.138889,7681.324074,1312.990741,322.4537037,2432.712963,14666.7037,419.1944444,1333.712963,726.8055556,18004.62037,482.5277778,157.4537037,7481.453704,14241.18519,1722.833333,457.9537037,2784.055556,11705.88889,656.0462963,266.7037037,1704.259259,7847.601852,878.5925926,390.0092593,1295.342593,4154.148148,919.962963,160.8425926,7617.453704,4418.824074,1196.240741,716.3148148,3191.712963,1062.259259,682.2222222,108,12.52425473,11.05288936,0.470277252,0.990825688,0.755244755,0.133001174,1,0,0,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,1,0,1,0,1,0,B Cell,B Cells +3188,36258.97619,830.8452381,528.9880952,1115.095238,25678.14286,589.8809524,848.0119048,1500.297619,12358.36905,431.4761905,1639.904762,1776.321429,17976.33333,1099.428571,7268.25,3457.5,7010.880952,1105.511905,297.5119048,2994.309524,13282.72619,360.8095238,297.3571429,1155.059524,16931.70238,647.0952381,127.7857143,3876.72619,12895.2381,2047.678571,386.7619048,2806.297619,10397.36905,555.8214286,248.5119048,1125.511905,6872.916667,1275.404762,381.2857143,1284.607143,3555.404762,632.3214286,156.4761905,5890.964286,3781.047619,1066.916667,582.5952381,3220.166667,1073.130952,683.3571429,84,12.32426622,8.959545737,0.68665428,0.954545455,0.587412587,0.606420485,0,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3189,32009.54495,827.7082569,563.7504587,1089.869725,14252.89908,474.3706422,400.4678899,1321.566972,5637.293578,367.0477064,1134.411009,1647.809174,9323.504587,902.946789,5135.372477,1868.40367,3509.833028,934.3394495,230.2605505,2399.776147,6362.255046,327.1743119,324.7724771,931.0275229,7423.684404,317.5394495,163.2183486,1197.449541,5691.662385,2017.574312,372.906422,2792.440367,4502.99633,456.612844,191.8495413,731.5027523,2422.051376,789.2495413,312.3229358,1259.831193,1244.115596,535.2238532,124.6917431,1598.370642,1348.456881,849.9834862,115.9504587,2913.427523,1115.820183,694.146789,545,32.67746087,21.96921086,0.740274528,0.936426117,0.660606061,-0.360204778,0,0,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Regulatory T Cell,T Cells +3190,25919.03175,945.3068783,596.4814815,1079.074074,23514.12169,726.2116402,609.5608466,1512.169312,13214.48677,560.4708995,702.4497354,1744.037037,17165.98413,1311.851852,4554.417989,2896.285714,6239.232804,2559.470899,327.037037,2370.645503,13170.95767,418.6560847,526.4126984,531.6719577,15616.94709,441.4867725,126.1375661,3389.719577,11521.47619,1595.486772,714.968254,2815.280423,10195.56614,907.973545,291.0634921,1880.322751,7959.058201,919.3492063,449.2857143,1331.047619,6134.444444,737.9100529,179.973545,5505.285714,5557.68254,1376.470899,271.2698413,3277.174603,482.9153439,685.8465608,189,20.23007327,12.49714758,0.786373783,0.908653846,0.555882353,-0.974180933,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells +3191,20077.32759,903.2068966,585.2241379,1085.517241,18736.7069,739.4482759,718.6724138,1491.465517,10642.36207,527.6034483,1327.172414,1783.344828,14384.43103,1350.206897,1900.913793,5222.224138,5211.413793,1556.206897,320.8793103,2447.051724,10776.41379,451.7758621,817.0862069,1008.206897,13086.17241,518.4137931,179.4827586,2571.206897,9952.896552,1841.5,1028.965517,2802.637931,8937.362069,920.0689655,292.8965517,2294.37931,6823.844828,1212.327586,434.9482759,1329.327586,5331.862069,833.5689655,177.2931034,4578.396552,4813.034483,1412.517241,489.8103448,3235.051724,560.6896552,681.1724138,58,10.82021989,7.320918651,0.736354336,0.878787879,0.659090909,-1.360892999,1,0,1,1,1,0,0,0,1,0,1,0,1,1,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +3192,38213.04667,1070.526667,635.9266667,1120.413333,34595.36667,790.6066667,666.26,1617.06,20072.68667,608.3333333,1025.786667,1805.986667,26985.10667,1434.68,4776.06,3188.826667,9115.226667,1352.486667,331.6066667,2333.806667,20289.39333,484.1466667,250.1933333,606.3266667,24800.23333,473.0133333,221.5,3708.76,18382.78,1844.76,688.4,2786.753333,16476.48,698.3933333,294.44,1710.606667,12529.92667,1211.526667,423.8066667,1324.14,9447.026667,686.9533333,163.6,2261.793333,8323.4,1414.613333,456.96,3354.66,681.3933333,684.36,150,16.33118399,12.14125688,0.668802537,0.903614458,0.669642857,1.52265389,1,0,1,1,0,0,0,0,0,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3193,36894.97701,873.2030651,496.8735632,1088.735632,34299.83142,718.48659,732.210728,1619.781609,19091.82759,521.1877395,1092.678161,1801.766284,26777.3295,1259.988506,4796.900383,3205.835249,9681.478927,1299.923372,329.1494253,2450.590038,19544.08812,1118.409962,779.2605364,1390.409962,23810.29502,466.183908,724.9923372,2625.145594,18364.64751,1940.007663,542.5938697,2791.421456,16053.66667,758.5019157,285.6206897,1655.302682,12121.61686,1095.812261,428.0957854,1325.770115,8225.210728,820.137931,163.7547893,4247.287356,7423.609195,1338.716475,203.2375479,3261.084291,881.9118774,689.0268199,261,24.61230625,14.66506529,0.803101094,0.831210191,0.614117647,0.071734005,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells 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+3316,37319.43269,992.4230769,578.7980769,1109.346154,34954.00962,758.1923077,722.8653846,1691.173077,18836.51923,582.3557692,676.6153846,1798.644231,23264.14423,1331.528846,6558.134615,5243.096154,8801.846154,1411.307692,347.2211538,2392.240385,18297.71154,423.75,195.9903846,508.6730769,22243.0,490.4711538,152.2307692,5760.740385,17126.00962,1585.980769,587.625,2816.471154,14838.22115,688.3173077,318.6538462,1919.019231,9168.471154,888.7980769,453.3653846,1325.673077,6993.317308,662.2211538,177.7211538,5287.884615,6163.778846,1376.048077,477.8461538,3422.817308,250.3269231,705.1346154,104,12.55255259,10.80468027,0.50901842,0.912280702,0.666666667,-1.362964475,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,B Cell,B Cells 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+3349,40570.68966,876.2241379,517.3218391,1105.568966,36862.70115,719.9310345,807.4482759,1611.068966,21458.58046,546.6781609,1241.212644,1797.5,28115.68391,1327.798851,3498.028736,3484.816092,9422.58046,1471.775862,386.3275862,2586.798851,21281.05172,466.954023,216.2471264,1047.781609,25970.27586,543.5287356,156.9022989,2396.16092,19500.95977,1833.189655,631.3965517,2791.505747,17525.5,633.5574713,278.7701149,1702.022989,13122.32184,1251.097701,425.9252874,1303.063218,9586.293103,683.2126437,164.2816092,3885.275862,8519.143678,1391.95977,187.2068966,3291.310345,710.8908046,712.4827586,174,22.81201537,11.12996812,0.872899878,0.794520548,0.517857143,-1.142961306,1,0,1,1,1,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3350,36095.97842,906.471223,556.8345324,1097.478417,31528.48921,716.2194245,709.971223,1596.338129,18029.67626,539.705036,1529.068345,1783.406475,24364.77698,1287.305755,3018.478417,3787.723022,8955.532374,1318.744604,325.7266187,2652.064748,18135.36691,414.1582734,150.4316547,879.4640288,22289.59353,916.0971223,129.3669065,2059.546763,17124.24101,1917.47482,531.294964,2805.017986,14779.05755,674.1151079,285.2697842,1959.413669,11322.06835,1507.352518,429.6223022,1310.107914,7686.010791,659.4352518,168.5683453,4873.841727,7137.733813,1369.456835,604.4964029,3306.946043,849.2769784,715.7338129,278,22.67893821,16.88457203,0.667617419,0.888178914,0.549407115,0.75341294,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +3351,48807.34286,922.6952381,620.647619,1152.361905,34992.55238,668.1238095,506.7714286,2791.304762,16925.41905,535.1047619,471.1904762,2052.171429,23056.17143,1248.190476,10064.22857,5887.933333,8356.952381,1296.590476,332.7142857,2307.419048,17941.58095,401.9714286,154.0190476,421.4666667,21349.59048,430.2666667,127.9619048,10704.80952,15961.29524,1432.72381,442.447619,2810.485714,13665.32381,582.7904762,286.2761905,2145.152381,6642.828571,749.9428571,407.6095238,1296.161905,4898.685714,612.3619048,161.6190476,3512.92381,4631.161905,1221.885714,145.847619,3236.961905,172.9333333,709.8380952,105,17.29013444,8.027854241,0.885676636,0.913043478,0.648148148,1.452826454,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells 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+3384,29125.29915,794.3760684,556.2051282,1054.136752,25542.2906,764.6324786,702.6495726,1631.632479,13701.81197,486.991453,2031.709402,1917.641026,19096.90598,1170.205128,7978.051282,4008.17094,7236.965812,1238.042735,303.9316239,2603.564103,14166.37607,399.2991453,417.8034188,2409.350427,17120.23932,440.5299145,415.3418803,3224.0,13890.84615,2850.025641,641.7948718,2785.888889,11570.90598,574.8034188,262.042735,1619.538462,8098.452991,1271.435897,389.4102564,1300.538462,5055.717949,646.957265,156.9316239,5457.094017,4964.606838,1212.74359,335.9487179,3276.512821,979.8803419,719.7264957,117,16.6532377,9.511807453,0.820832725,0.886363636,0.6,-0.686344627,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3385,27222.84706,785.3529412,526.6235294,1068.729412,24856.95294,641.3647059,671.1764706,1522.435294,14122.12941,505.9764706,728.1411765,1785.2,18519.94118,1209.894118,2346.564706,2624.611765,6625.917647,1703.141176,316.5882353,2417.705882,13886.35294,427.0235294,345.9882353,582.9529412,17076.58824,889.9058824,121.6352941,2114.870588,12720.68235,1611.623529,645.8,2839.529412,11346.82353,645.0941176,276.9058824,1661.129412,8604.411765,1080.317647,428.1411765,1312.2,6458.835294,704.1529412,161.0235294,5164.129412,5957.858824,1301.2,195.8823529,3258.270588,560.0,718.6941176,85,12.21976912,9.747590095,0.603067444,0.885416667,0.594405594,-0.851364042,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells 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+3433,33904.97273,933.7727273,511.2272727,1108.990909,30232.99091,730.8909091,730.3363636,1662.054545,17102.42727,561.3363636,888.3272727,1774.172727,22431.34545,1332.981818,5683.481818,4069.472727,7827.736364,1480.6,373.8636364,2455.227273,17580.83636,498.4363636,152.5181818,1256.081818,21883.27273,438.3727273,155.0727273,2143.336364,15930.32727,1997.490909,594.4454545,2783.218182,13859.44545,644.7636364,285.8636364,2019.836364,10563.42727,1319.9,412.3090909,1317.490909,7668.118182,768.5090909,166.3454545,3490.645455,7080.909091,1405.827273,182.6363636,3316.618182,679.8545455,726.8,110,13.28180526,10.72281554,0.590098604,0.964912281,0.714285714,-1.253454434,1,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells 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+3436,29803.01587,945.3492063,606.6825397,1104.309524,15501.35714,526.515873,386.5079365,1368.484127,7749.388889,434.8095238,1061.404762,1756.428571,9528.285714,1186.238095,8902.984127,4596.047619,3592.706349,1077.103175,254.0,2375.174603,7905.785714,460.2619048,170.3888889,817.9206349,9213.460317,558.1190476,110.7380952,4664.595238,6937.920635,1590.888889,429.3492063,2843.666667,6154.166667,519.3650794,228.3888889,1337.31746,3717.246032,961.0952381,354.1825397,1279.365079,2818.380952,558.5952381,147.2142857,2347.309524,2523.190476,1049.531746,405.5952381,3044.190476,247.0079365,729.2777778,126,13.79336783,11.69993079,0.52963009,0.961832061,0.692307692,0.888092007,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3437,29410.62319,916.5942029,620.0,1079.130435,26390.30435,661.115942,561.4782609,1553.521739,14591.71014,512.8405797,662.9855072,1796.637681,19086.18841,1209.028986,4315.289855,3685.594203,6804.869565,1602.115942,306.6231884,2405.202899,14422.47826,413.0144928,517.5507246,596.3768116,17950.89855,719.6956522,122.3623188,2580.521739,13102.84058,1475.043478,707.4492754,2803.101449,11738.82609,650.2028986,272.5217391,2028.521739,8730.536232,937.3478261,418.4492754,1301.84058,6788.231884,716.7246377,170.057971,6511.434783,6152.855072,1304.797101,164.173913,3215.84058,559.0434783,728.3768116,69,11.4007868,8.781305554,0.637758003,0.793103448,0.570247934,0.607694294,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells +3438,37256.83251,909.4581281,515.8374384,1094.684729,31968.97044,758.0295567,805.9064039,1683.403941,17685.04926,523.5862069,1400.990148,1803.256158,23640.48768,1241.610837,4519.487685,3333.083744,8798.167488,1278.635468,320.6896552,2453.433498,17496.71429,549.0591133,130.2216749,1550.960591,21511.51232,490.9901478,292.6256158,2761.128079,16540.68966,1997.364532,564.5024631,2808.487685,14210.30542,631.1773399,278.2315271,1346.714286,10099.97537,1056.078818,412.4236453,1289.251232,6355.862069,606.9310345,159.9211823,3577.827586,6105.172414,1263.497537,326.5418719,3317.596059,939.4876847,732.0295567,203,20.4143163,13.14743509,0.765000112,0.902222222,0.667763158,0.282000155,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+3441,32827.8169,788.8591549,483.5352113,1049.464789,29253.53521,650.7183099,886.1126761,1443.394366,16929.6338,541.5915493,1941.056338,1730.774648,22449.73239,1238.43662,3390.267606,3181.633803,7739.71831,1385.492958,309.5633803,2712.957746,16674.42254,510.7605634,565.6056338,1990.126761,20439.39437,409.8309859,355.943662,1850.450704,15512.28169,1937.760563,875.7042254,2807.985915,13769.98592,670.028169,283.3239437,1466.591549,10271.23944,1244.422535,434.5352113,1379.577465,7800.380282,735.5352113,170.7887324,5404.704225,7201.338028,1349.690141,1148.816901,3280.408451,521.0140845,729.5352113,71,13.78173987,7.196326407,0.852845185,0.865853659,0.493055556,-0.855215985,1,0,1,1,0,0,1,0,1,0,1,0,1,1,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells +3442,41706.04412,1005.308824,555.9852941,1122.088235,36407.77941,813.8970588,802.6176471,1670.720588,21758.64706,635.1911765,1439.794118,1774.191176,27612.83824,1470.794118,2723.897059,5475.0,9960.955882,1496.632353,363.6911765,2407.235294,21018.16176,501.4117647,506.7058824,985.7058824,25668.13235,1183.5,138.6911765,1863.897059,19593.23529,1621.882353,788.1617647,2822.794118,17463.08824,827.8235294,333.7352941,1843.161765,12977.30882,1616.367647,477.4411765,1339.661765,9753.852941,769.5588235,183.7941176,3000.794118,8853.029412,1531.955882,762.7205882,3296.411765,537.2794118,729.5147059,68,12.419182,7.687623735,0.785381461,0.839506173,0.472222222,-0.901068453,1,1,1,1,1,0,0,0,1,1,0,0,0,1,0,1,1,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells +3443,39741.0,871.4347826,768.0144928,1126.550725,35443.10145,729.4637681,777.1884058,1703.782609,20854.76812,554.4057971,770.9565217,1799.811594,27858.0,1306.507246,2364.115942,2664.637681,10162.53623,1339.376812,338.3478261,2435.0,20537.3913,432.1014493,212.5652174,622.9130435,25257.53623,572.1594203,131.1594203,2518.304348,19936.62319,1526.202899,528.9275362,2796.304348,16982.53623,743.9565217,279.942029,2017.782609,12826.23188,1043.15942,441.884058,1332.246377,8631.231884,697.1884058,163.4347826,4802.695652,8317.695652,1404.753623,650.3188406,3265.15942,849.1304348,729.8405797,69,11.3104941,8.077682009,0.6999663,0.884615385,0.638888889,-0.095154126,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+3445,40219.49438,914.9438202,485.9325843,1102.910112,34723.02247,753.9213483,655.1460674,1564.741573,20293.65169,546.4382022,968.7752809,1740.752809,27214.57303,1407.786517,2849.224719,2716.11236,8869.382022,1575.438202,437.4269663,2379.078652,20299.29213,455.2247191,224.0898876,830.1797753,25188.25843,606.9213483,124.5280899,1654.865169,19229.59551,1502.494382,552.752809,2799.337079,17117.44944,716.6629213,289.3033708,1476.606742,12572.83146,1233.764045,430.5617978,1312.752809,9187.988764,662.0337079,171.3595506,1632.898876,8391.337079,1450.078652,571.3370787,3261.168539,718.0337079,729.8876404,89,12.00918528,9.608503503,0.599871713,0.946808511,0.674242424,-1.042576677,1,0,1,1,1,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,Cytotoxic T Cell,T Cells +3446,34096.2,926.6571429,964.4,1195.371429,27968.84286,732.9857143,911.8142857,1777.7,17524.42857,545.8571429,475.9714286,1772.1,22028.58571,1367.285714,1014.957143,972.4285714,7992.757143,1420.628571,343.0,2347.285714,16850.68571,478.8285714,127.5,476.3857143,20430.57143,489.5857143,133.3571429,1138.757143,16234.14286,1515.642857,472.3428571,2809.685714,13947.41429,683.7142857,309.0285714,1570.471429,10604.15714,870.8571429,455.2714286,1319.771429,7151.114286,632.0571429,165.3571429,921.6142857,6969.557143,1445.057143,195.3,3251.585714,818.2142857,729.3428571,70,10.86676762,8.403102825,0.634059226,0.933333333,0.7,1.175203449,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells +3447,41364.58025,927.3580247,646.7530864,1165.333333,25603.24691,660.3950617,964.0987654,1627.592593,14703.71605,487.5185185,1170.617284,1755.061728,20580.23457,1221.358025,2996.814815,2621.407407,7591.740741,1370.08642,312.2839506,2541.950617,15161.58025,417.7901235,152.7407407,1099.419753,18999.19753,770.6296296,129.1975309,1208.888889,14743.66667,1816.308642,449.6790123,2803.91358,12952.83951,1153.728395,269.5185185,1225.185185,9560.975309,1341.851852,416.2962963,1305.049383,6345.864198,617.9753086,165.345679,1749.703704,6089.012346,1293.061728,621.8271605,3196.567901,895.345679,734.7283951,81,19.06609731,6.562829733,0.938890987,0.801980198,0.473684211,-0.218572878,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +3448,38370.55172,960.4367816,743.2413793,1169.103448,23553.41379,633.5172414,723.5172414,1602.057471,13798.11494,493.908046,795.5287356,1776.54023,18789.58621,1228.954023,2850.712644,2191.436782,6999.413793,1257.724138,311.5632184,2377.0,14155.70115,412.816092,144.6091954,795.1034483,17675.01149,602.1034483,128.2183908,2940.758621,13749.68966,1568.551724,486.0,2777.597701,11988.73563,1190.574713,275.5172414,1397.137931,8845.988506,935.0574713,417.0344828,1297.229885,5850.597701,614.6896552,162.0229885,2330.632184,5655.103448,1311.908046,310.6666667,3136.517241,904.3448276,729.7126437,87,11.27674321,10.22066347,0.422530147,0.945652174,0.659090909,-1.285110803,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3449,34349.6375,821.625,479.2375,1067.75625,31432.55,709.48125,635.61875,1621.64375,17389.7875,520.89375,1566.19375,1764.3875,23222.30625,1241.125,3675.7,3559.03125,8699.30625,1297.925,327.58125,2388.9875,17288.7375,408.73125,133.825,1275.15625,21525.525,771.50625,186.3625,2522.55625,16508.74375,1938.0,494.7375,2794.475,14242.3625,691.275,286.3625,1446.63125,10232.73125,1298.2875,417.5875,1304.225,6698.8375,624.1875,161.3625,2720.73125,6284.875,1299.925,794.48125,3194.20625,927.19375,733.2125,160,16.84203385,12.90437022,0.642601904,0.888888889,0.62745098,0.596630757,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +3450,29242.09392,818.0331492,546.9337017,1081.176796,11467.53039,508.2209945,460.5745856,1297.679558,5475.176796,372.9668508,1250.430939,1695.005525,8021.58011,912.7016575,4431.502762,2367.198895,3089.850829,983.558011,237.0110497,2381.414365,6028.707182,325.1491713,255.0110497,1282.0,7365.0,348.801105,103.9944751,2463.994475,5576.618785,1873.729282,380.121547,2779.39779,4525.044199,543.9116022,194.3259669,835.5690608,2981.707182,1289.872928,318.961326,1261.138122,1580.414365,546.2983425,130.6629834,2400.276243,1662.331492,897.7845304,563.9171271,2949.524862,1060.679558,734.7127072,181,21.58397586,10.73783307,0.867469155,0.952631579,0.718253968,0.271429915,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3451,24722.60656,857.295082,544.6229508,1072.131148,23961.52459,699.3114754,712.3442623,1564.409836,12772.78689,555.9016393,1019.360656,1770.131148,16268.29508,1284.803279,6531.655738,4945.852459,6166.868852,1319.180328,321.9672131,2571.557377,13089.57377,415.6557377,1065.278689,732.2131148,14766.21311,422.6885246,125.2295082,3843.131148,11370.78689,1821.409836,706.2295082,2814.770492,10184.31148,810.9672131,281.8360656,1706.47541,7253.344262,1110.344262,447.2295082,1330.065574,5714.311475,815.8688525,176.9836066,4471.655738,4903.95082,1374.95082,1631.147541,3208.836066,355.9672131,729.1311475,61,12.52982438,6.644827276,0.847797017,0.835616438,0.635416667,-1.413066117,1,0,1,1,0,0,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,1,0,Helper T Cell,T Cells +3452,26392.51261,908.7731092,1044.201681,1189.521008,24221.65546,726.6302521,817.5630252,1817.588235,13729.0,543.3781513,598.0504202,1783.89916,19126.57143,1347.058824,1090.07563,1454.647059,6920.016807,1431.798319,337.6134454,2368.521008,13677.65546,447.6806723,154.5546218,599.487395,17317.44538,477.7310924,133.0504202,1284.369748,13326.28571,1544.042017,487.605042,2806.445378,11384.84874,814.8403361,289.7731092,1788.806723,8657.12605,848.2352941,440.2689076,1319.344538,5933.033613,630.6722689,165.7731092,1821.428571,5683.042017,1402.89916,794.697479,3275.865546,858.0756303,732.6806723,119,14.27186029,10.83579675,0.650808327,0.937007874,0.772727273,-0.068988959,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +3453,29096.18812,987.7920792,612.0792079,1115.366337,26950.70297,769.1485149,1031.39604,1628.148515,14895.43564,585.8217822,1746.306931,1770.782178,18657.59406,1370.376238,4134.108911,4007.39604,6731.267327,1572.811881,342.2079208,3179.782178,14799.60396,586.4653465,1310.811881,1268.574257,17702.60396,512.9207921,138.8712871,3099.643564,13093.43564,2051.287129,804.3861386,2839.613861,11711.14851,671.7128713,312.2079208,1783.39604,8643.643564,1373.257426,466.2178218,1397.891089,6652.49505,1066.544554,180.3564356,4468.445545,5979.336634,1473.950495,257.1584158,3334.544554,450.9306931,732.4752475,101,13.23028605,10.05930935,0.649543534,0.926605505,0.601190476,-1.072642881,1,0,1,1,1,0,1,0,1,0,0,0,1,1,0,1,0,1,1,0,1,1,0,0,Helper T Cell,T Cells +3454,25513.86544,868.1865443,522.4250765,1050.553517,22899.32416,679.8256881,764.6024465,1487.495413,12971.78287,533.7033639,1074.926606,1767.275229,17042.55352,1237.06422,3729.987768,2906.412844,6011.278287,1307.324159,325.5932722,2370.868502,13213.9633,429.2507645,1086.541284,821.17737,16118.6055,440.2752294,142.1987768,1253.850153,11909.83486,1867.085627,579.0856269,2798.902141,10520.0367,1070.29052,265.7186544,1475.391437,7843.278287,1084.2263,405.4495413,1348.905199,5899.779817,1007.957187,152.6727829,2096.844037,5546.04893,1289.348624,506.0428135,3276.388379,589.2293578,737.4770642,327,28.20388511,15.322315,0.839558264,0.913407821,0.571678322,0.85739017,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells +3455,35643.71728,916.539267,665.617801,1135.198953,16206.18848,498.0366492,340.7172775,1288.732984,7777.282723,417.0366492,530.3036649,1695.649215,10317.08377,969.8010471,7604.026178,2215.581152,3890.827225,1005.528796,241.5602094,2279.926702,7936.842932,289.9895288,454.0104712,471.7801047,9238.570681,321.8743455,98.65968586,3757.267016,6928.120419,1362.109948,317.5811518,2785.13089,5872.670157,480.8010471,216.0680628,1167.115183,2978.617801,707.5968586,336.895288,1277.418848,2284.408377,613.7643979,137.434555,1596.91623,2137.937173,978.6858639,152.9109948,3036.790576,193.591623,738.0157068,191,20.45852729,12.38354886,0.795997346,0.950248756,0.535014006,-0.63816587,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells 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+3462,36483.43128,870.2227488,497.0947867,1116.023697,21294.82938,601.521327,474.4028436,1551.132701,10402.66351,447.2654028,1549.018957,1765.341232,14982.49289,1089.251185,6361.696682,3174.630332,5627.327014,1171.824645,287.8436019,2683.507109,10911.61611,364.4123223,870.92891,1346.156398,13820.38863,423.0331754,117.478673,2538.265403,10400.9763,2153.094787,428.0331754,2800.781991,8381.962085,799.7725118,238.2274882,1042.218009,5826.943128,1261.123223,363.8104265,1289.578199,3304.161137,754.943128,146.4691943,2967.459716,3296.791469,1085.464455,471.3649289,3129.748815,1030.691943,736.0616114,211,17.55615827,15.63212476,0.455165379,0.959090909,0.732638889,-1.14818044,0,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells 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+3466,29432.78814,932.8305085,608.1440678,1093.067797,25852.23729,708.0508475,592.7542373,1516.516949,14406.54237,554.9915254,665.1186441,1748.474576,18661.33898,1274.720339,2864.432203,3082.805085,6733.872881,1341.008475,309.5169492,2422.635593,14361.86441,422.8050847,908.3983051,534.7966102,17146.22881,435.8220339,127.9745763,1922.59322,12622.70339,1589.881356,1359.686441,2793.144068,11371.68644,675.6694915,281.8559322,1796.491525,8435.194915,979.559322,428.5169492,1368.90678,6631.305085,810.9491525,173.6779661,7020.169492,5802.627119,1323.313559,371.6186441,3405.584746,527.3050847,735.5338983,118,13.37038558,11.42090369,0.519954363,0.967213115,0.648351648,-0.838315139,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,NK Cell,Other Cells +3467,27977.5125,1056.725,588.55,1066.075,25730.875,609.2625,930.9875,1469.825,13893.8125,470.0125,2106.375,1822.15,19756.7125,1177.325,5305.5375,3730.3375,6833.675,1293.9375,294.0625,3271.25,14944.275,714.5125,134.3125,1551.0125,18429.325,445.95,151.9625,1320.5375,13394.5875,2443.2125,661.725,2810.1875,11806.4875,799.7875,260.3125,1356.6625,9097.8,1722.4875,386.5625,1283.15,6961.075,604.5625,151.5625,2736.4125,6292.4125,1267.45,256.9875,4425.4875,639.5375,733.7625,80,10.96741784,9.538906954,0.493493349,0.930232558,0.661157025,-1.158358743,0,0,1,1,0,0,1,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells +3468,34162.20134,940.0469799,539.2348993,1092.42953,30083.07383,738.9395973,669.8255034,1619.228188,17305.08054,569.9932886,817.1342282,1744.134228,23588.26846,1343.362416,4300.228188,3946.463087,7972.389262,1545.228188,400.5234899,2384.328859,18076.61745,479.2550336,162.2684564,890.0805369,22183.75839,469.3758389,181.295302,3166.805369,16653.7651,2001.503356,582.7315436,2782.362416,14492.03356,638.3624161,282.0268456,1803.919463,10963.00671,1240.697987,415.5503356,1310.818792,8038.946309,685.4697987,169.0067114,3226.704698,7503.463087,1387.389262,256.5704698,3335.536913,686.7516779,737.4496644,149,16.13665098,12.53735862,0.629563251,0.861271676,0.62605042,0.102300909,1,0,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3469,19401.90741,886.5802469,911.8641975,1154.246914,17916.07407,713.3395062,819.4074074,1700.17284,9696.419753,527.4012346,970.0864198,1833.117284,13680.20988,1298.506173,1600.12963,1970.67284,4845.611111,1344.314815,322.3641975,2443.67284,9917.030864,467.2098765,179.7839506,963.462963,12186.74691,572.1975309,135.3518519,952.8024691,9173.450617,1698.493827,458.5123457,2818.882716,7987.604938,1237.444444,274.1481481,1850.191358,6069.253086,1150.074074,433.5185185,1331.962963,4403.635802,627.845679,167.8518519,2275.574074,4106.265432,1368.82716,295.5,3238.030864,828.7839506,736.308642,162,15.86299186,13.59087112,0.515705464,0.870967742,0.675,0.569861402,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3470,25666.39259,829.9925926,599.2592593,1080.874074,23575.51852,673.2814815,775.037037,1611.377778,13388.38519,535.162963,695.2592593,1831.296296,16844.52593,1227.42963,6068.844444,3795.362963,6287.325926,1528.644444,317.2,2378.703704,13312.85926,407.5703704,3152.266667,638.6,15711.6,447.4444444,141.5555556,2561.82963,12258.59259,1899.888889,898.7037037,2867.703704,10867.5037,731.8444444,285.6222222,1526.325926,7565.422222,1067.037037,438.6296296,1330.644444,5731.207407,1236.118519,176.0666667,3170.496296,5196.77037,1347.066667,442.8296296,3300.422222,325.7777778,738.037037,135,16.66465968,10.42482836,0.780172027,0.944055944,0.767045455,-0.223995974,1,0,0,1,1,0,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells 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+3483,44446.26957,1138.817391,579.7652174,1135.695652,39615.88696,854.973913,762.6782609,1846.869565,22334.73043,663.6347826,947.0,1849.191304,27029.49565,1459.982609,5166.269565,4345.226087,9919.226087,1500.608696,371.0695652,2415.113043,20977.10435,466.5304348,339.2869565,974.6434783,24502.54783,636.3826087,144.3565217,4131.756522,18930.22609,1867.226087,525.3652174,2821.817391,16755.66087,656.3304348,333.1565217,2036.321739,11256.38261,1363.965217,480.0434783,1342.626087,8248.069565,757.6695652,191.3565217,6287.973913,7243.878261,1455.678261,188.2956522,3438.565217,300.026087,737.4956522,115,12.81832945,11.53712816,0.435788136,0.950413223,0.798611111,-0.839395202,1,1,1,1,1,0,0,0,1,1,0,0,1,0,0,1,1,1,0,1,1,0,0,1,Helper T Cell,T Cells +3484,23401.70476,860.6190476,537.8761905,1075.895238,20009.68571,682.0190476,969.7238095,1556.095238,11710.19048,537.9142857,1148.619048,1905.2,15232.06667,1259.238095,3516.847619,3212.371429,5336.952381,3087.819048,311.2666667,2387.428571,11715.47619,430.1333333,529.7333333,1211.371429,13839.51429,436.4095238,119.1428571,1641.180952,10667.58095,1835.552381,601.7428571,2810.92381,9424.419048,999.2285714,281.1619048,1613.409524,6955.552381,1213.857143,435.7809524,1333.295238,5299.028571,750.9619048,174.2952381,5857.990476,4856.266667,1339.980952,183.9714286,3243.809524,570.5428571,737.9904762,105,12.49931276,10.98410794,0.477232724,0.945945946,0.625,0.45059468,1,0,1,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3485,26306.24706,835.9764706,682.8470588,1127.458824,24044.8,670.2470588,699.9882353,1607.941176,13092.90588,502.1411765,1099.611765,1782.270588,17760.15294,1237.058824,2624.976471,2805.011765,6329.423529,1303.023529,303.2470588,2570.270588,13240.03529,413.2705882,126.9294118,464.3294118,16133.68235,441.4,115.6588235,1836.105882,12223.70588,1563.082353,510.5294118,2790.047059,10448.25882,655.4588235,267.0705882,1755.364706,7961.152941,916.1058824,412.2352941,1321.011765,5730.458824,605.2235294,159.5411765,2258.588235,5187.023529,1309.282353,173.0823529,3239.141176,814.3764706,737.3529412,85,12.14341295,9.16227859,0.656293085,0.923913043,0.594405594,1.341436171,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells 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+3487,27123.74194,841.6451613,582.5483871,1064.137097,24833.54032,719.8548387,804.4516129,1530.427419,13625.52419,537.8306452,1479.233871,1790.137097,17923.08871,1245.362903,4226.491935,3432.056452,6346.612903,1360.5,314.1129032,2490.572581,13732.3871,409.9758065,658.9193548,1069.548387,16512.10484,441.9758065,523.2580645,1431.620968,12193.98387,2064.354839,921.5967742,2811.233871,10869.08871,676.516129,270.8306452,1527.677419,8133.870968,1365.016129,426.5403226,1369.451613,6370.733871,805.7016129,171.6048387,5686.274194,5665.258065,1355.806452,918.0403226,3279.169355,514.1370968,740.6129032,124,14.7585535,11.29100826,0.643972741,0.911764706,0.59047619,-0.489302477,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells +3488,27788.51429,848.6428571,520.9857143,1079.15,24780.98571,742.3785714,776.7071429,1673.85,13779.28571,516.0714286,1505.314286,1830.878571,18644.95714,1252.014286,4877.521429,2483.1,6800.0,1316.085714,326.9857143,2374.871429,13516.87143,2973.992857,225.6142857,1621.835714,16645.57143,501.7571429,819.3214286,1860.185714,12626.4,2292.064286,646.4857143,2785.914286,11100.75714,652.9857143,283.4785714,1352.778571,7979.764286,1175.657143,423.55,1304.228571,5478.971429,650.8285714,165.0928571,4545.557143,5083.171429,1325.571429,321.0857143,3231.264286,882.0357143,738.9,140,14.7643422,12.76623078,0.502346492,0.933333333,0.666666667,1.261650576,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+3498,39066.5625,881.03125,641.015625,1105.65625,33189.01563,714.984375,888.984375,1637.109375,20054.01563,561.015625,1421.953125,1747.40625,25733.90625,1312.09375,2878.609375,2940.828125,8954.203125,1403.265625,340.125,2659.109375,19350.125,421.109375,166.765625,563.921875,23235.20313,596.0,129.5625,1581.78125,18047.875,1855.421875,550.40625,2776.0,15913.53125,677.859375,282.59375,1581.390625,11831.89063,1261.9375,433.859375,1311.078125,8425.734375,635.59375,162.546875,2725.453125,7854.109375,1395.625,241.609375,3269.34375,768.046875,738.703125,64,11.74691077,7.145962142,0.793686556,0.927536232,0.592592593,0.963884105,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3499,31037.32065,824.4456522,587.548913,1089.119565,27995.41848,671.6195652,588.0869565,1587.434783,15406.86957,517.4293478,715.5380435,1767.847826,20431.41304,1242.027174,3789.826087,2823.608696,7234.217391,1407.032609,344.4565217,2386.809783,15700.33152,7243.483696,423.2119565,653.2445652,19380.79348,504.2554348,131.8586957,1997.695652,14262.04891,1783.728261,666.8423913,2819.766304,12487.76087,737.6413043,267.1141304,1409.494565,9245.581522,1286.146739,384.2826087,1293.603261,6973.875,725.9565217,151.2608696,3029.673913,6322.054348,1281.630435,167.9130435,3239.88587,660.9728261,744.0054348,184,20.07199669,12.52712051,0.781337019,0.855813953,0.605263158,-0.795274997,1,0,0,1,0,0,0,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +3500,36857.15464,849.2371134,618.6597938,1083.041237,32349.24742,690.5876289,537.3814433,1536.319588,19433.62887,655.8247423,917.2164948,1726.773196,25241.04124,1307.123711,2190.216495,3570.154639,8240.731959,1622.886598,433.6597938,2356.103093,18670.20619,429.556701,456.8247423,1123.247423,23647.59794,559.5670103,146.9793814,1635.938144,17950.24742,1654.618557,572.9175258,2785.556701,15621.70103,741.8247423,286.0824742,1465.793814,11670.25773,1313.175258,422.0309278,1327.989691,8496.927835,725.5773196,160.185567,2653.628866,7922.649485,1382.71134,274.9072165,3170.876289,734.5154639,741.2783505,97,13.53322674,9.553972306,0.708247614,0.923809524,0.621794872,-1.037160361,1,1,1,1,1,1,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3501,26877.72832,851.4566474,668.6184971,1103.271676,23054.95954,690.3641618,796.9884393,1594.16763,13450.24277,518.583815,1295.028902,1782.179191,17388.71098,1246.364162,2745.549133,2290.549133,6080.508671,1404.728324,352.9248555,2442.508671,13233.56069,464.2427746,108.4797688,1132.132948,15988.98266,877.9768786,265.5433526,1759.936416,12179.80925,1565.213873,556.6300578,2801.219653,10700.11561,667.0404624,273.9306358,1820.028902,7905.901734,966.4797688,406.3526012,1312.65896,5803.976879,593.6820809,159.3699422,4053.225434,5314.537572,1301.768786,190.3236994,3266.739884,763.3988439,744.9942197,173,23.22532035,9.85463752,0.905518973,0.887179487,0.480555556,0.888640309,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3502,27502.40952,991.8095238,1181.095238,1277.114286,24778.64762,769.3142857,1156.542857,1960.161905,14260.87619,567.752381,689.6761905,1913.657143,18514.28571,1373.447619,921.0666667,1126.619048,6686.542857,1469.409524,341.7047619,2539.752381,13815.99048,499.952381,171.0571429,552.9047619,17235.06667,558.3047619,136.6,886.5809524,13329.64762,1602.104762,466.6380952,2824.914286,11467.37143,1167.447619,300.7047619,2050.87619,8567.771429,897.4,460.2095238,1359.352381,5879.085714,644.647619,171.4190476,1172.685714,5601.895238,1439.571429,148.6380952,3426.114286,844.5047619,741.847619,105,13.88935377,10.14793755,0.682776768,0.921052632,0.621301775,-0.674948754,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells 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+3504,32847.20769,896.7461538,546.3923077,1112.661538,29798.26154,728.5769231,743.3538462,1639.561538,16483.85385,569.0461538,1171.584615,1758.338462,21919.14615,1327.853846,6441.238462,4277.7,7693.692308,1570.761538,395.0076923,2515.723077,16857.93846,530.2692308,223.9,897.4076923,20843.87692,647.2769231,121.7692308,2892.384615,15384.23077,2127.830769,616.2384615,2787.0,13618.69231,655.7615385,279.8461538,1611.930769,9959.707692,1782.261538,410.3461538,1293.838462,7412.138462,836.7538462,159.3769231,3189.130769,6811.592308,1386.4,278.6153846,3233.238462,671.8076923,745.7153846,130,19.93209248,9.044804813,0.89111324,0.82278481,0.601851852,-0.223115984,1,0,1,1,1,0,0,0,0,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +3505,18809.2454,967.5705521,577.5460123,1056.220859,17015.68098,705.4846626,767.208589,1502.748466,9632.079755,544.392638,1248.312883,1742.239264,12460.58896,1285.723926,3161.306748,2509.460123,4435.190184,1465.055215,391.4969325,2784.386503,9198.90184,422.0920245,113.6257669,1166.447853,11650.80982,458.2147239,137.4785276,1263.601227,8769.417178,2194.717791,545.2699387,2784.233129,7697.98773,638.1717791,252.7300613,1417.993865,5647.226994,1229.834356,391.8159509,1314.435583,4273.190184,585.9263804,154.7239264,1777.546012,3873.030675,1258.220859,430.1472393,3295.134969,718.0184049,744.5153374,163,17.5467492,12.19491312,0.719014009,0.953216374,0.603703704,0.523961173,1,0,1,1,1,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3506,40449.22105,834.9578947,477.7157895,1073.873684,35299.17895,695.0736842,816.8631579,1594.936842,20693.67368,528.9473684,1579.915789,1781.652632,26845.70526,1270.252632,2679.515789,2528.747368,9793.231579,1335.305263,318.7157895,2731.694737,20500.14737,410.7368421,148.9157895,607.3052632,24888.53684,433.7263158,131.2947368,1844.210526,19091.54737,1818.515789,485.7894737,2793.863158,16609.49474,660.6842105,281.4842105,1453.652632,12467.25263,1066.421053,426.6947368,1294.242105,8554.484211,646.8526316,161.5368421,2421.463158,8010.905263,1355.884211,239.7263158,3264.084211,809.4736842,745.2421053,95,18.03330761,7.767567679,0.902478694,0.778688525,0.465686275,0.388306836,1,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells +3507,36919.00556,858.4333333,550.3111111,1097.161111,31133.73333,696.2444444,557.5888889,1744.9,16502.12222,508.7888889,1452.144444,1784.427778,22586.67778,1216.033333,7155.355556,3279.277778,8485.116667,1271.05,326.3444444,2541.4,16894.06111,411.2888889,796.2666667,1306.194444,20895.37222,468.5611111,320.5777778,2507.905556,16293.36667,2174.005556,657.0222222,2835.427778,13668.32778,673.2,276.55,1159.516667,9482.1,1495.272222,415.1166667,1317.277778,5757.316667,727.9166667,163.5888889,5069.372222,5587.866667,1257.711111,782.1055556,3286.055556,987.7888889,744.8277778,180,20.31797606,11.97557584,0.807835573,0.882352941,0.557275542,-0.927585422,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +3508,38600.54032,1018.528226,619.1572581,1124.810484,33249.92339,804.0040323,1021.495968,1702.399194,19409.87903,608.4798387,1814.548387,1829.471774,24977.31855,1430.040323,4086.971774,4385.294355,8751.649194,1592.737903,330.4395161,2491.245968,19112.91532,511.4596774,275.7137097,1218.008065,23193.6129,477.0887097,154.4637097,2065.818548,17506.52016,2404.141129,623.108871,2815.947581,15489.21371,710.1209677,318.2217742,1480.270161,11304.72581,1253.479839,460.4475806,1340.596774,8697.459677,694.7298387,173.7540323,2639.649194,7690.576613,1449.854839,196.1814516,3371.766129,579.2459677,750.5604839,248,22.19390555,14.41831795,0.760231618,0.942965779,0.645833333,0.106365011,1,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells 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+3510,19408.77778,1073.305556,848.5138889,1133.944444,18366.93056,635.0138889,720.7083333,1647.916667,9398.319444,525.8333333,1350.527778,1852.680556,12335.125,1211.041667,10767.58333,5247.958333,5002.75,1279.180556,314.5277778,3248.916667,10526.61111,472.2638889,275.4583333,1037.083333,12008.69444,436.8888889,139.8611111,5399.75,8820.361111,2193.902778,563.0694444,2796.263889,8226.763889,705.5555556,261.5694444,1965.819444,5912.208333,1449.569444,429.9027778,1319.194444,4759.375,647.625,175.3194444,5793.013889,3961.5,1320.5,1359.430556,3370.291667,356.125,743.875,72,13.52916698,7.718338677,0.821300224,0.818181818,0.6,-1.142590862,1,0,1,1,0,0,1,0,0,0,0,1,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells +3511,32753.26531,871.2108844,646.5034014,1113.278912,30999.94558,732.4081633,814.0204082,1634.496599,17268.66667,549.2312925,1185.517007,1768.265306,22468.90476,1318.163265,3034.346939,2496.183673,8118.006803,1356.102041,325.7959184,2501.632653,16361.89116,428.8911565,170.2585034,1016.734694,20053.46939,452.5034014,173.4353741,2471.408163,15055.88435,1846.714286,498.3945578,2825.136054,13126.05442,666.9251701,282.5510204,1618.07483,9789.62585,1055.455782,415.6190476,1302.591837,7035.068027,646.0748299,167.8979592,3514.598639,6486.809524,1370.945578,275.2108844,3249.278912,801.4693878,748.8571429,147,17.140145,11.71761394,0.729823483,0.875,0.628205128,0.059862169,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3512,22188.37594,983.7894737,869.7894737,1094.661654,19905.90226,718.3984962,1056.661654,1606.315789,11297.76692,661.8120301,1058.097744,1791.285714,15542.78195,1253.015038,2593.406015,2368.947368,5646.383459,1284.578947,311.3383459,2693.323308,11224.3609,408.075188,486.5413534,819.2406015,14300.84962,1364.466165,120.9022556,1301.729323,10881.85714,1572.120301,453.924812,2797.984962,9283.37594,962.2180451,271.8571429,1487.218045,7090.06015,1172.533835,403.924812,1398.924812,4882.323308,706.2030075,158.5037594,2604.488722,4607.842105,1244.293233,325.3984962,3375.887218,854.0977444,745.8646617,133,14.87872116,11.50927643,0.633748263,0.95,0.682051282,-0.465014871,1,1,1,1,0,0,1,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +3513,44648.96923,1012.938462,602.6615385,1140.0,41642.23077,818.8923077,875.4,1676.215385,23914.56923,632.4,2512.830769,1872.261538,29678.50769,1497.369231,4318.015385,5299.723077,10635.52308,1575.0,374.1076923,2468.107692,23212.95385,731.2461538,226.0461538,1882.861538,27952.38462,505.0461538,150.0923077,2623.030769,21572.87692,2515.015385,668.4461538,2813.8,19228.03077,1870.292308,354.9692308,1671.753846,14258.0,1780.923077,511.4307692,1358.169231,10576.84615,710.3076923,195.1692308,2903.461538,9592.076923,1596.153846,207.5076923,3358.676923,451.2769231,744.8153846,65,10.4679295,8.2371199,0.617091967,0.902777778,0.590909091,-0.141555815,1,1,1,1,1,0,0,0,0,0,0,0,1,1,0,1,1,1,0,1,1,1,0,1,Helper T Cell,T Cells +3514,28012.76147,895.7568807,594.3577982,1091.389908,24179.29817,745.206422,1159.045872,1571.880734,13724.55963,528.2614679,2178.105505,1903.715596,17817.18807,1223.711009,3685.279817,4485.330275,6452.779817,1272.307339,296.3944954,2719.830275,13425.05963,405.8899083,110.266055,1315.614679,16503.22936,991.4770642,386.4036697,1295.853211,12393.97706,2054.266055,490.440367,2789.041284,10926.90367,621.0091743,263.1513761,1362.720183,7978.96789,1314.752294,402.3119266,1315.761468,5833.288991,589.3623853,154.3348624,2555.37156,5357.256881,1271.298165,329.0366972,3305.266055,786.6880734,749.4082569,218,20.02353022,14.77568699,0.674892367,0.927659574,0.637426901,0.875941695,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3515,26564.31387,981.1094891,917.1313869,1229.029197,23384.88321,776.540146,1137.532847,1912.007299,12660.29927,554.2919708,1016.175182,1856.759124,17166.90511,1339.394161,3001.905109,2224.992701,6061.291971,1403.839416,326.1021898,2413.233577,12213.64234,473.6861314,131.6423358,940.189781,14893.33577,551.2408759,132.2262774,1637.649635,11602.56204,1929.189781,474.4452555,2840.875912,9945.277372,704.5547445,288.7737226,1361.963504,6976.131387,1004.072993,425.9635036,1310.043796,4615.189781,612.5693431,161.189781,2623.452555,4241.70073,1339.021898,382.3138686,3341.489051,927.9635036,746.3941606,137,13.97376666,12.70239427,0.416758594,0.951388889,0.752747253,-0.468669711,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3516,36083.22222,934.2936508,606.6904762,1118.293651,33341.03175,798.8095238,918.6904762,1730.706349,19091.98413,593.8095238,1474.515873,1913.111111,23711.92063,1335.047619,6938.261905,5943.404762,8536.857143,1444.111111,348.8333333,2517.722222,18627.85714,434.2698413,981.8174603,1045.293651,21893.53175,475.5555556,712.7539683,4387.365079,17453.10317,1937.873016,621.3730159,2818.626984,15298.34127,678.7698413,320.7063492,1697.420635,10474.03175,1148.531746,461.1666667,1332.785714,7856.269841,869.4126984,182.3174603,5857.547619,7265.539683,1455.420635,764.2380952,3358.873016,330.015873,748.1507937,126,19.56946403,8.831849188,0.892368415,0.834437086,0.494117647,-1.03408367,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,1,1,0,1,1,Regulatory T Cell,T Cells +3517,35791.37931,1021.735632,597.5172414,1125.643678,31730.12644,804.1034483,778.5172414,1752.735632,18214.1954,624.9770115,814.8735632,1866.367816,22443.77011,1403.057471,6497.034483,4630.275862,7800.83908,1474.402299,375.2413793,2757.643678,17303.56322,479.7241379,317.2068966,713.1609195,19935.4023,460.2413793,137.9425287,4356.62069,16354.13793,1947.045977,546.6551724,2832.643678,14345.09195,838.137931,333.2413793,1720.195402,9774.287356,1020.034483,468.3908046,1331.333333,7245.735632,777.0344828,188.0229885,5085.965517,6774.770115,1477.816092,1110.655172,3345.735632,344.7816092,745.6896552,87,12.62015944,9.051060347,0.696877013,0.925531915,0.659090909,-0.957890009,1,1,1,1,1,0,1,0,1,0,0,0,1,0,0,0,0,0,1,1,1,1,1,0,Helper T Cell,T Cells +3518,42316.67797,1013.016949,498.8983051,1099.237288,37053.25424,767.0338983,695.6101695,1634.305085,20959.62712,591.220339,539.4237288,1758.661017,28132.32203,1351.949153,3786.305085,2615.288136,9238.59322,1528.338983,407.7288136,2355.40678,21431.45763,466.7118644,119.8644068,571.1355932,26084.27119,447.2033898,119.3389831,1874.830508,19353.0678,1521.186441,604.0,2768.0,17200.20339,614.3898305,288.5423729,1489.813559,12778.52542,940.779661,399.9322034,1281.20339,9268.949153,647.5423729,152.6779661,1518.118644,8318.59322,1354.016949,306.559322,3306.322034,678.8644068,746.5423729,59,12.2541068,6.458897781,0.84981551,0.983333333,0.567307692,-0.479417122,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells +3519,35882.39796,866.8112245,500.7704082,1088.076531,29042.90816,687.1479592,555.8979592,1550.494898,16562.80102,505.2346939,1623.831633,1771.719388,22746.15816,1263.066327,4000.454082,2740.403061,8249.056122,1302.755102,316.494898,2365.158163,16612.29592,418.6326531,179.5153061,1618.867347,20641.57143,1055.352041,431.3418367,2147.193878,15909.04082,1820.612245,476.8418367,2804.882653,13894.7551,631.0918367,286.1479592,1224.091837,10088.32143,1108.045918,419.5663265,1302.816327,6751.147959,637.0561224,164.7295918,3427.035714,6420.382653,1337.770408,1702.239796,3162.591837,888.8571429,750.5969388,196,18.80904776,13.74802328,0.682456655,0.91588785,0.6125,-0.269078976,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +3520,30769.36957,832.173913,525.4347826,1082.01087,26071.16304,619.5434783,999.326087,1602.467391,12595.16304,455.5543478,2099.326087,1865.369565,17915.33696,1096.76087,9675.228261,4288.978261,6827.934783,1141.858696,279.9456522,2642.956522,13855.25,361.0543478,672.5978261,3037.826087,17155.28261,519.8152174,139.1956522,1752.826087,12960.95652,2979.891304,379.7173913,2798.641304,10405.17391,577.9782609,250.9021739,917.2065217,7076.184783,1425.391304,375.0108696,1283.097826,3817.271739,681.4565217,146.326087,2579.706522,3983.271739,1084.771739,328.6521739,3135.554348,1041.032609,747.1630435,92,14.61684939,8.203455008,0.827658002,0.92,0.681481481,-0.084158406,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3521,35553.8,927.1857143,574.0857143,1108.5,32942.32857,743.5428571,699.1142857,1646.371429,18721.62857,573.6714286,2074.314286,1808.542857,23452.1,1363.371429,4267.571429,3793.4,8589.042857,2150.285714,335.7,2396.2,18499.11429,440.5285714,969.3142857,1360.642857,22430.4,490.1142857,147.5285714,2072.228571,16843.04286,2246.842857,604.9428571,2875.985714,14976.61429,716.5285714,317.6857143,1627.057143,10971.61429,1595.457143,476.8142857,1379.014286,8402.614286,925.0285714,179.7714286,3744.771429,7697.028571,1446.7,206.8857143,3389.957143,460.1,746.8285714,70,10.70949992,8.585160385,0.597807477,0.945945946,0.578512397,-0.88747844,1,0,1,1,1,0,0,0,1,0,0,0,1,0,0,1,1,1,1,0,1,0,0,1,Helper T Cell,T Cells +3522,35822.17568,1068.445946,760.2027027,1121.108108,31547.2973,774.2567568,842.5675676,1670.567568,17640.58108,610.7162162,1133.891892,1754.256757,23186.14865,1432.486486,1666.972973,2055.094595,7866.202703,1358.77027,323.2027027,2471.108108,17376.47297,882.7567568,534.9594595,787.9324324,21065.45946,1245.0,124.3243243,997.2162162,15943.17568,1750.297297,541.8108108,2822.094595,14094.09459,1053.540541,278.0,1419.324324,10278.59459,1053.162162,413.1081081,1328.689189,7709.824324,752.2297297,149.9189189,2661.445946,6987.864865,1380.702703,385.3783784,3299.297297,614.472973,746.027027,74,13.31809973,7.083248719,0.846837759,0.973684211,0.616666667,0.984850478,1,0,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3523,26785.31897,827.5344828,604.0431034,1087.793103,24210.41379,675.6551724,735.0431034,1608.094828,13692.56034,508.2672414,536.0086207,1757.181034,18836.7069,1236.465517,1504.094828,1273.956897,6857.724138,1293.137931,308.3189655,2368.844828,13923.44828,420.9827586,197.7931034,478.7672414,17131.43966,479.5344828,121.7413793,1297.025862,12837.74138,1449.094828,473.5603448,2877.206897,11099.65517,1245.715517,275.5344828,1621.974138,8390.146552,825.6465517,413.112069,1332.405172,6012.741379,639.5948276,153.3534483,1686.715517,5587.405172,1342.060345,703.4655172,3276.62069,817.7155172,750.6551724,116,18.85418322,8.408430375,0.895047108,0.846715328,0.585858586,-0.209172365,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells 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+3525,35708.92771,826.7650602,482.7710843,1087.343373,31241.96386,670.8253012,883.3915663,1677.560241,17066.43373,555.2289157,2551.903614,1821.644578,23184.10241,1199.012048,5396.614458,4375.108434,8743.825301,1270.915663,318.0843373,3131.740964,17383.12651,440.9337349,492.9156627,1665.192771,21174.9759,1310.710843,131.7228916,2049.042169,16870.21084,1987.728916,473.373494,2791.668675,14098.72289,609.2108434,275.3975904,1158.174699,10002.27108,1864.463855,409.6746988,1338.807229,6234.987952,696.8614458,161.0,4274.108434,6036.692771,1267.975904,550.1807229,3275.433735,965.3554217,749.1927711,166,19.99197071,11.29321337,0.825167964,0.887700535,0.574394464,1.025074103,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3526,36655.71053,1046.931579,652.6631579,1132.5,18121.23684,514.0473684,291.6105263,1312.1,8769.994737,422.8526316,429.2947368,1685.215789,11916.68421,996.6631579,7479.910526,2685.178947,4320.278947,1027.557895,245.4684211,2287.984211,8896.073684,285.2368421,199.8631579,425.6473684,10433.51053,312.1894737,106.8947368,6412.0,7692.794737,1283.194737,325.8105263,2805.521053,6532.736842,476.8578947,219.0473684,1084.184211,3183.810526,643.3631579,336.4684211,1262.973684,2407.331579,548.3842105,136.1842105,1991.778947,2258.126316,976.7210526,101.6210526,3092.663158,199.3,751.4894737,190,19.97122421,13.03287378,0.757717577,0.900473934,0.558823529,0.893324409,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells +3527,39511.8,1109.093333,725.04,1188.8,35342.53333,861.0133333,807.4666667,1940.36,19662.70667,665.4,871.8933333,1768.133333,24416.98667,1543.173333,6271.573333,6356.253333,8766.04,1590.12,399.2666667,2653.133333,19089.98667,518.12,2442.146667,870.9466667,23253.28,576.4933333,162.0533333,6154.826667,17845.10667,2209.92,613.6533333,2821.053333,15788.06667,707.2,346.2133333,2132.706667,10469.78667,1369.253333,504.8533333,1341.32,7853.546667,1349.653333,196.2266667,5958.16,7002.026667,1559.493333,264.5866667,3446.08,300.76,747.1733333,75,13.4261784,7.382101489,0.835277279,0.872093023,0.641025641,-1.259522644,1,1,1,1,1,1,0,0,1,1,1,1,1,0,0,1,1,1,1,1,1,1,0,1,Regulatory T Cell,T Cells 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+3529,32908.80882,933.6176471,483.8088235,1072.102941,28850.47059,713.3823529,1247.191176,1583.544118,16426.45588,555.2647059,1260.544118,1758.235294,20950.16176,1330.441176,3937.794118,3066.117647,6923.941176,1343.897059,323.4117647,2468.220588,16112.95588,619.6617647,415.1176471,1375.088235,19822.89706,467.3970588,133.5147059,1266.102941,14821.64706,1916.25,547.6617647,2857.735294,13195.98529,703.25,287.9117647,1556.470588,9610.779412,1282.794118,416.5735294,1328.911765,7149.0,739.0294118,158.3970588,1887.882353,6703.926471,1359.588235,723.8235294,3310.0,603.4705882,747.7352941,68,11.43392258,7.708734268,0.738550124,0.985507246,0.618181818,-0.781613298,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +3530,28150.41803,809.3606557,617.3442623,1076.696721,25500.12295,652.6229508,555.6393443,1556.713115,14325.05738,494.557377,434.6721311,1702.836066,18955.85246,1222.786885,3729.270492,2518.442623,6650.196721,1382.434426,321.6639344,2357.959016,14494.13115,1697.778689,399.5409836,446.4672131,18018.60656,437.6721311,114.8688525,1976.016393,13181.61475,1557.860656,634.8688525,2788.745902,11685.40984,907.3032787,266.3114754,1420.647541,8688.877049,910.7704918,393.0409836,1302.918033,6617.401639,704.0,151.1557377,3398.54918,5912.934426,1299.737705,438.9836066,3230.647541,646.1721311,749.7295082,122,14.02146994,11.72567126,0.548324767,0.897058824,0.625641026,-0.583986249,1,0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells 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+3532,23211.09375,759.046875,517.28125,1048.453125,21152.5,674.421875,666.75,1510.203125,11849.53125,483.140625,1263.625,1813.296875,16510.3125,1141.03125,4987.4375,3806.46875,5803.015625,1202.765625,290.890625,2309.28125,11741.15625,607.6875,377.640625,1659.96875,14605.5,478.578125,323.640625,2006.515625,11128.14063,2234.515625,991.859375,2793.421875,9556.78125,625.609375,247.34375,1523.640625,7086.015625,1180.515625,386.9375,1297.078125,4836.171875,659.5,154.234375,6353.859375,4567.0,1223.046875,244.890625,3136.921875,876.609375,748.703125,64,11.72790529,7.287295444,0.783522218,0.96969697,0.761904762,0.049162265,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3533,35251.47059,945.6323529,595.2279412,1124.235294,31203.79412,754.0882353,705.0367647,1698.941176,17950.24265,555.6470588,468.5147059,1742.580882,24578.875,1386.102941,1531.375,1128.838235,8693.617647,1432.257353,344.5294118,2342.036765,17640.94118,528.1985294,191.1470588,513.2205882,21747.06618,524.5588235,140.8088235,1196.897059,17161.28676,1603.007353,504.0,2815.169118,14908.57353,765.0588235,298.9485294,1265.779412,10668.63971,880.4117647,439.9191176,1314.698529,7104.676471,647.8897059,173.2794118,1499.007353,6734.183824,1459.345588,3073.801471,3206.279412,899.3823529,752.8529412,136,19.13596194,10.0504822,0.850969956,0.824242424,0.596491228,-0.083059159,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +3534,41183.75439,854.8947368,492.9824561,1105.263158,34601.03509,686.5263158,871.5087719,1762.315789,17057.87719,505.7719298,2182.684211,1908.333333,23931.36842,1205.22807,8850.877193,4394.087719,8987.491228,1246.929825,319.1929825,2868.807018,18022.94737,415.5438596,209.7192982,3270.192982,22645.84211,505.1403509,129.2982456,1174.807018,16914.24561,3273.052632,422.8947368,2833.192982,13518.31579,612.2631579,276.7017544,942.1052632,9074.877193,2084.596491,408.6491228,1271.789474,5096.859649,600.7894737,154.9649123,2300.45614,5159.333333,1191.070175,241.5789474,3214.614035,1032.77193,747.7192982,57,9.183090202,8.462445887,0.388319376,0.919354839,0.7125,-0.791207352,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3535,38269.2314,848.107438,488.4876033,1083.454545,23624.18182,567.7603306,761.0330579,1487.586777,10991.38843,426.8429752,1452.115702,1749.22314,15626.06612,1040.198347,6714.132231,2457.429752,5898.595041,1126.264463,268.553719,2407.909091,11961.23967,367.6363636,186.1487603,1769.528926,14558.66116,611.0,133.1487603,2496.049587,11135.43802,1724.933884,394.0826446,2913.818182,8901.289256,518.6280992,236.4214876,877.2975207,5903.586777,1016.247934,358.0082645,1280.132231,3098.198347,568.1900826,143.5867769,2474.578512,3269.107438,1025.752066,283.3636364,3067.595041,1050.652893,749.2809917,121,14.72739808,11.00316916,0.66468647,0.896296296,0.581730769,-0.230518178,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3536,23567.76023,1045.187135,599.6374269,1073.672515,14306.1345,471.8011696,492.3157895,1264.309942,7145.578947,400.5497076,1046.789474,1701.017544,9504.94152,946.994152,7990.80117,2580.204678,3499.795322,985.5964912,233.748538,2297.397661,7178.023392,316.5964912,1728.766082,990.3391813,8484.877193,320.6783626,127.5146199,1728.339181,6354.245614,1870.736842,326.2748538,2811.549708,5406.157895,487.2046784,212.4327485,886.0,2852.725146,814.122807,331.5964912,1289.473684,2179.140351,851.0701754,132.1052632,1414.467836,1972.274854,966.9356725,121.128655,3016.883041,213.1695906,749.871345,171,15.34886779,14.52695003,0.322847731,0.977142857,0.76,1.082471082,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,Helper T Cell,T Cells +3537,37643.49254,985.5298507,520.1119403,1110.432836,33846.91045,776.9104478,795.8432836,1595.38806,19030.72388,604.0970149,1270.104478,1786.798507,24091.29851,1421.619403,2803.208955,3612.559701,8757.910448,1468.440299,360.1716418,2343.179104,19001.36567,454.7462687,413.5895522,1178.350746,22982.51493,533.4104478,141.8656716,1947.022388,17589.24627,2021.820896,746.0895522,2838.641791,15790.39552,708.6641791,336.3283582,1810.283582,11460.5,1389.835821,478.6492537,1317.291045,8647.432836,725.1865672,187.1044776,2152.873134,7663.559701,1548.186567,3326.283582,3325.268657,397.7014925,748.6641791,134,17.64469128,10.0060641,0.823658326,0.864516129,0.676767677,-1.344084628,1,0,1,1,1,0,0,0,1,1,0,0,1,1,0,1,1,0,0,1,1,1,1,0,Helper T Cell,T Cells +3538,24756.47917,949.0486111,623.4930556,1088.125,20900.84028,712.0833333,568.375,1556.583333,12036.50694,561.6597222,508.3402778,1766.020833,16201.20139,1286.138889,2548.902778,3034.048611,5656.8125,1357.625,310.8055556,2366.652778,11897.8125,418.7916667,635.3055556,457.9791667,14363.45833,485.7083333,125.4791667,2764.6875,11020.02083,1473.916667,746.2430556,2826.388889,9807.159722,937.5138889,282.1666667,2149.840278,7167.798611,888.3125,425.9166667,1305.541667,5427.951389,744.4097222,165.9375,3078.847222,5022.0625,1346.673611,874.5555556,3431.708333,536.3194444,750.2361111,144,16.13047039,11.84881196,0.678542825,0.905660377,0.642857143,-1.106236686,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells 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+3569,22296.94737,821.4947368,599.9052632,1086.936842,21206.08421,668.2842105,707.7894737,1488.094737,11439.97895,517.4631579,1426.273684,1847.578947,14745.98947,1211.705263,3580.178947,4248.442105,5483.926316,2489.621053,302.3473684,2659.473684,11814.10526,695.2105263,773.7684211,1166.6,13646.4,450.9684211,253.0947368,1795.957895,10707.41053,2182.852632,617.4736842,2806.389474,9527.252632,1520.242105,269.0842105,1653.115789,6926.505263,1338.526316,426.7473684,1328.6,5294.526316,815.6,163.8631579,4273.021053,4815.305263,1328.947368,315.4631579,3233.063158,455.4842105,755.3684211,95,15.46515515,8.875784915,0.818910326,0.818965517,0.527777778,1.197970382,1,0,1,1,1,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +3570,33486.46667,883.9083333,536.3583333,1065.15,29429.36667,715.125,725.8666667,1533.65,16858.36667,578.975,1092.166667,1781.233333,21955.26667,1339.7,3064.158333,3898.766667,7853.708333,1767.433333,325.85,2515.783333,17293.93333,466.7416667,1356.325,1018.433333,21074.98333,589.175,509.5583333,1582.058333,15737.35,2010.183333,667.675,2817.883333,13893.875,752.6666667,306.7083333,1529.216667,10119.18333,1421.641667,439.425,1349.325,7753.75,1060.941667,170.8583333,4876.75,7100.95,1427.583333,383.6916667,3208.008333,565.65,755.8916667,120,12.8384648,12.19122815,0.313506259,0.967741935,0.612244898,-0.070604191,1,0,1,1,1,0,0,0,1,1,1,0,1,1,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells +3571,23503.80625,846.19375,505.73125,1043.43125,21508.86875,650.58125,691.86875,1481.80625,11876.73125,499.075,941.2,1766.63125,15973.59375,1183.825,3052.5375,2910.2,5631.66875,1265.5125,284.40625,2385.225,11995.075,409.6875,186.88125,779.925,14390.11875,570.6875,124.05,1465.88125,11080.0375,1562.85625,559.4875,2810.6375,9934.69375,1178.3125,275.3,1669.7875,7173.23125,974.35,394.91875,1309.46875,5390.35,609.1125,154.58125,2120.9625,5210.2,1272.125,1100.33125,3280.225,598.3,757.35,160,15.66908016,14.00999382,0.447833074,0.855614973,0.588235294,1.247827253,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +3572,24387.45513,845.4487179,829.1538462,1147.24359,21779.33333,678.3910256,739.6153846,1672.967949,12294.32692,513.1474359,1013.929487,1803.679487,16244.61538,1270.769231,1701.50641,2353.025641,5571.987179,1517.621795,402.1474359,2566.685897,12471.95513,419.2307692,122.6794872,552.6410256,15244.73718,1204.410256,118.9166667,1021.217949,11537.52564,1404.564103,558.4294872,2803.147436,10087.78205,2157.237179,268.3782051,1562.269231,7586.621795,1406.634615,408.5320513,1308.564103,5582.275641,612.8461538,156.6858974,2156.269231,5094.679487,1317.724359,266.1282051,3500.378205,750.2179487,759.0384615,156,18.88669519,11.23393776,0.803868571,0.912280702,0.6,0.084810101,1,0,1,1,1,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +3573,20618.6,1287.314286,655.6742857,1083.068571,17916.90286,719.88,601.5771429,1555.548571,10219.35429,538.0285714,893.0114286,1774.788571,13483.67429,1260.931429,3366.777143,2455.211429,4706.211429,1367.068571,354.3485714,2400.022857,10160.6,393.1085714,164.2228571,890.4171429,12140.19429,970.0342857,123.2742857,2986.234286,9395.588571,1461.085714,600.0285714,2799.485714,8212.84,651.7885714,259.6857143,1645.914286,6059.514286,907.6,390.7828571,1302.64,4447.188571,601.8628571,153.9714286,2561.434286,4066.902857,1274.834286,186.2742857,3282.548571,767.4285714,757.8971429,175,21.35260562,11.06130507,0.85536203,0.888324873,0.614035088,1.116044474,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3574,29213.70968,930.4032258,534.0725806,1051.677419,25638.71774,711.7580645,615.3548387,1547.016129,14143.3871,532.9919355,1228.645161,1765.467742,19569.83065,1235.322581,4160.927419,4401.709677,6985.346774,1247.233871,309.4435484,2353.459677,14114.74194,447.6774194,194.4516129,960.4274194,17453.83065,501.8870968,244.6370968,3198.790323,13526.68548,1983.975806,557.6854839,2790.475806,11488.87097,730.3951613,253.8548387,1580.330645,8174.403226,1166.58871,401.4274194,1289.935484,5453.693548,618.0,160.4354839,4885.83871,5276.66129,1248.604839,566.0322581,3281.58871,916.233871,757.0806452,124,15.97670132,10.56583146,0.750097312,0.925373134,0.635897436,-0.920463967,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3575,34026.18824,983.7647059,566.0117647,1092.529412,30300.08235,740.1647059,1102.152941,1664.835294,15690.29412,551.6,1561.352941,1761.870588,22076.16471,1256.682353,11062.50588,3486.223529,7850.305882,1305.988235,305.5882353,3420.458824,16045.41176,634.0705882,231.4470588,1451.870588,19937.72941,573.6941176,129.8705882,3404.623529,15331.88235,2723.811765,525.7411765,2806.905882,12891.04706,592.7529412,279.2117647,1233.152941,8937.047059,1346.235294,403.2823529,1293.729412,5326.576471,612.5882353,158.8117647,4425.6,5248.694118,1218.705882,415.1882353,3432.223529,998.2470588,756.2705882,85,12.09301883,9.01431404,0.66660102,0.944444444,0.653846154,-0.019361438,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells 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+3584,27310.30702,897.2017544,752.254386,1112.026316,23511.73684,715.4385965,801.2807018,1651.991228,13095.65789,686.745614,797.3421053,1757.877193,17063.5,1281.114035,3490.201754,2275.640351,6237.587719,1345.105263,327.2368421,2625.04386,13209.81579,477.4298246,1291.298246,672.1578947,15921.91228,482.0701754,113.3596491,1820.684211,11790.11404,1695.508772,572.0789474,2794.438596,10318.38596,871.1578947,266.2719298,1599.350877,7563.833333,891.6140351,403.1842105,1386.535088,5931.429825,961.2719298,151.9561404,2703.842105,5329.561404,1369.605263,298.8333333,3279.184211,613.4035088,759.0526316,114,16.1127674,9.502141844,0.807602309,0.876923077,0.690909091,-1.510624475,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,T Cell,T Cells +3585,27497.34254,818.5745856,687.7403315,1109.121547,24084.67403,662.6850829,995.5856354,1600.922652,13638.88398,536.5690608,1072.977901,1820.077348,18467.51934,1204.491713,2570.994475,2443.530387,6572.287293,1282.751381,310.8618785,2436.41989,13674.87293,412.2928177,419.5082873,710.7624309,16549.59116,938.679558,330.5745856,1806.491713,12752.40884,1751.359116,527.9226519,2802.320442,10957.23757,1168.740331,261.5966851,1580.497238,8139.066298,922.6464088,411.8895028,1326.729282,5934.867403,712.0497238,165.6961326,4892.160221,5551.220994,1302.563536,297.2983425,3226.635359,805.8674033,761.7237569,181,17.96306792,13.37196105,0.667718239,0.900497512,0.595394737,-1.213182822,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3586,23402.14667,888.0066667,696.4066667,1128.893333,21135.68,670.8133333,831.6266667,1620.62,11597.43333,584.84,1456.753333,1773.453333,15956.56,1241.22,2260.08,2404.733333,5784.886667,1347.14,314.0933333,2550.186667,11776.60667,404.0,442.3266667,731.12,14532.17333,1514.26,120.8866667,990.58,10963.86667,1475.726667,471.7866667,2792.746667,9589.433333,920.4066667,271.2066667,1449.073333,7098.1,1033.686667,422.9533333,1354.46,5047.4,710.3333333,165.54,2572.273333,4710.986667,1320.266667,260.06,3246.313333,835.2266667,759.1666667,150,17.67753046,11.1975486,0.773796733,0.882352941,0.607287449,1.46025363,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3587,28030.0339,844.4491525,566.6355932,1103.101695,25464.71186,680.7033898,602.2881356,1730.711864,10331.59322,488.9237288,704.6186441,1741.576271,16392.36441,1191.610169,5802.644068,3007.525424,6093.872881,1230.288136,303.8050847,2323.923729,12237.99153,453.9830508,884.3389831,791.2288136,15159.48305,464.720339,178.8474576,3515.949153,10890.82203,1820.016949,428.5677966,2802.983051,8475.864407,850.8474576,256.940678,1151.491525,5007.788136,933.7966102,380.3050847,1284.330508,2656.720339,728.2881356,155.1525424,3215.466102,2825.889831,1131.686441,1669.915254,3147.466102,1081.305085,760.1694915,118,13.43606063,11.24298739,0.547543735,0.967213115,0.648351648,0.915127693,1,0,0,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +3588,35530.54128,853.0642202,458.0,1053.559633,33641.94495,698.2844037,513.6330275,1518.155963,18134.42202,549.4220183,551.9541284,1737.724771,23176.29358,1311.394495,2789.073394,2483.100917,8508.642202,1393.577982,332.0183486,2336.990826,18275.93578,416.2568807,493.0642202,479.7431193,22246.3211,521.6972477,134.4678899,1729.743119,16980.37615,1592.972477,512.7614679,2831.036697,15122.22936,648.9174312,307.6330275,1322.431193,10639.54128,1241.93578,442.6422018,1302.59633,8113.642202,766.9357798,178.8623853,3473.761468,7220.366972,1429.614679,256.9816514,3289.055046,378.2752294,760.5504587,109,15.75648348,9.748380921,0.785635103,0.858267717,0.534313725,-1.426537662,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +3589,25935.06122,874.1938776,610.9591837,1049.122449,23386.20408,682.7040816,1055.72449,1496.836735,13010.13265,538.1122449,1600.0,1811.377551,17038.55102,1306.153061,2534.591837,3537.632653,6189.408163,1366.102041,328.2244898,2568.673469,13482.64286,445.7244898,1622.663265,1082.122449,16439.39796,1275.632653,170.7959184,996.3673469,12055.29592,1746.734694,659.8571429,2819.806122,10834.83673,764.255102,281.9897959,1451.428571,7929.632653,1582.571429,440.8877551,1389.520408,6128.428571,1020.255102,171.2653061,3274.153061,5495.479592,1382.010204,605.0816327,3185.071429,556.6122449,761.255102,98,13.58107701,9.442916634,0.718720075,0.98,0.538461538,0.797945379,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +3590,30286.99167,766.5583333,494.6666667,1047.741667,27757.99167,637.8166667,442.5583333,1509.125,15756.71667,503.7666667,533.55,1750.808333,20654.23333,1192.283333,2818.858333,2281.375,7227.233333,1435.658333,333.8333333,2356.225,15802.99167,425.15,535.1583333,528.4583333,19548.425,394.6166667,114.9416667,2026.183333,14596.575,1536.175,660.8916667,2792.016667,12898.0,909.5416667,259.8833333,1501.683333,9494.716667,929.2166667,383.4916667,1293.841667,7116.35,745.9666667,150.3333333,2212.233333,6492.783333,1268.366667,977.65,3255.5,650.4833333,759.7666667,120,15.47514724,10.7661938,0.718324073,0.875912409,0.576923077,-0.986335142,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +3591,31635.83158,808.7052632,525.0368421,1052.994737,29102.18947,656.0,709.9947368,1525.094737,16322.27895,536.5947368,657.5473684,1728.857895,21874.44737,1233.315789,5020.452632,3597.921053,7468.105263,1518.926316,385.7052632,2428.978947,16962.36842,482.1736842,816.0473684,543.9842105,20907.32105,656.3473684,128.6157895,2807.952632,15519.31579,1745.589474,775.9157895,2805.157895,13671.18421,649.2842105,267.4473684,1647.978947,10336.9,1020.2,390.9789474,1300.189474,7500.194737,782.8,152.7,2344.594737,6828.510526,1331.031579,629.8052632,3245.7,668.9842105,764.4210526,190,21.99107514,11.52911451,0.851556193,0.859728507,0.616883117,0.173794001,1,0,0,1,1,0,0,0,1,1,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells +3592,25578.77778,791.1333333,421.0555556,1087.788889,23208.07778,644.5,1011.244444,1538.955556,13676.08889,520.0222222,880.3666667,1750.644444,17514.5,1200.788889,1812.233333,1838.255556,6349.388889,1471.555556,378.7111111,2530.055556,13641.38889,4268.8,178.0444444,704.4,16656.42222,753.6777778,709.5777778,1118.644444,12828.24444,1606.866667,581.4444444,2777.877778,11489.74444,569.1666667,258.5666667,1400.355556,8430.933333,900.1,393.5777778,1301.711111,6267.055556,665.2777778,153.4666667,2258.2,5903.955556,1286.066667,268.8555556,3278.055556,678.9777778,761.6333333,90,13.17677678,9.064717149,0.725775812,0.957446809,0.692307692,0.52166876,1,0,1,0,1,0,0,1,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells 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+3595,38215.3,868.4666667,503.5166667,1096.166667,33428.76667,703.8666667,840.15,1663.466667,19274.63333,568.9166667,2177.716667,2106.066667,25167.4,1298.3,4438.233333,3412.133333,9643.9,1335.15,329.5833333,2848.166667,19064.5,425.3833333,431.0833333,1503.383333,23930.95,495.2666667,140.3,2270.6,18899.13333,2501.816667,459.2333333,2778.183333,15721.7,645.1666667,286.35,1234.6,11140.13333,1530.983333,429.8833333,1343.333333,6685.883333,682.6333333,167.2333333,3111.983333,6686.683333,1303.1,282.7833333,3250.166667,965.85,758.15,60,11.62451017,6.584129654,0.824130056,1.0,0.779220779,1.183541862,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,Helper T Cell,T Cells 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+3600,23973.97656,923.234375,829.140625,1112.640625,21919.32813,684.1953125,504.28125,1620.507813,12421.5625,547.3515625,477.0703125,1776.164063,15756.73438,1245.46875,4809.765625,2802.328125,5642.148438,1345.140625,314.796875,2387.84375,12085.89063,450.234375,268.7265625,485.09375,15027.10156,484.0,117.15625,2327.273438,11134.97656,1477.75,622.78125,2789.742188,9829.117188,746.671875,260.609375,1781.351563,7145.867188,868.109375,378.609375,1308.484375,5508.882813,666.4609375,155.3984375,2449.078125,5004.078125,1302.617188,305.5234375,3340.90625,639.359375,764.4375,128,14.72642464,11.1469059,0.653493345,0.955223881,0.711111111,0.10038108,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells +3601,33529.17614,934.2613636,536.0852273,1094.125,30617.82386,751.3352273,840.7670455,1594.318182,17577.19886,566.4318182,1402.375,1742.664773,23122.33523,1379.039773,1988.647727,2977.198864,7641.272727,1545.232955,405.2670455,2502.181818,17453.86932,451.9090909,131.4204545,877.8238636,21611.06818,906.0681818,193.0795455,977.2215909,16375.11364,1662.0,529.2840909,2791.113636,14419.1875,710.7045455,285.9772727,1446.829545,10770.51136,1523.965909,418.3409091,1308.977273,7853.886364,632.5454545,167.4375,1652.397727,7201.443182,1430.056818,857.9431818,3216.579545,702.8011364,763.6931818,176,17.18968395,13.51475293,0.6179556,0.926315789,0.785714286,1.3807378,1,0,1,1,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells +3602,26644.40645,915.1677419,606.0258065,1106.077419,24444.57419,717.5354839,666.8129032,1599.141935,13837.13548,538.483871,429.2516129,1713.651613,18141.95484,1372.2,2040.883871,1917.135484,6086.987097,1561.735484,413.516129,2372.251613,13867.94194,444.883871,259.3032258,476.6129032,17162.09032,464.7032258,125.5612903,1729.045161,12938.10968,1449.651613,701.2645161,2797.019355,11263.2129,660.0193548,288.5741935,1637.8,8395.451613,1020.477419,413.9483871,1321.283871,6253.348387,651.883871,166.6580645,1520.63871,5622.935484,1437.406452,1517.812903,3193.819355,717.6322581,763.6258065,155,16.16270534,12.60676877,0.625790418,0.928143713,0.688888889,0.731686344,1,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,Macrophage,Other Cells +3603,28003.88095,786.1309524,484.7142857,1058.154762,24139.75,677.9761905,1092.142857,1556.880952,14047.29762,501.8809524,1757.52381,1806.214286,18038.71429,1197.27381,4623.5,2958.738095,6627.535714,1241.571429,301.8214286,2681.488095,13999.44048,520.5833333,100.6666667,1930.285714,17174.28571,735.5238095,646.702381,1413.511905,13144.09524,2227.154762,488.8333333,2803.785714,11643.36905,610.5714286,273.0952381,1450.583333,8478.678571,1264.488095,409.4047619,1315.142857,6111.797619,594.3214286,158.6071429,1980.297619,5775.083333,1294.738095,398.5238095,3213.345238,785.297619,760.202381,84,13.99044423,7.825760475,0.828921676,0.943820225,0.7,-1.563630353,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3604,32930.66848,823.3097826,568.3423913,1085.923913,25520.00543,648.0706522,908.6902174,1634.63587,11259.63043,465.923913,2702.777174,1778.027174,16569.56522,1135.923913,10942.13043,4072.559783,6417.668478,1161.896739,285.1902174,2526.559783,12833.04891,453.3152174,1108.657609,1825.005435,15702.28261,503.1304348,227.6304348,1714.206522,11605.43478,2861.293478,422.8043478,2832.875,9416.271739,569.3043478,244.826087,874.923913,5826.396739,1844.173913,366.4293478,1292.282609,3100.836957,815.0706522,159.2282609,2945.173913,3349.380435,1089.418478,393.576087,3121.092391,1065.070652,763.9021739,184,18.68010319,12.87882899,0.724341846,0.93877551,0.773109244,-1.184543313,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +3605,28922.66827,902.4086538,555.2644231,1100.610577,26975.21635,724.3125,916.8461538,1613.048077,14752.77885,570.1634615,1270.591346,1764.899038,18597.11058,1301.975962,3279.024038,3892.456731,6631.067308,1649.951923,331.7115385,2526.403846,14618.91827,507.7932692,1104.519231,876.7019231,17629.81731,814.8461538,171.7884615,2010.927885,13295.1875,1726.086538,600.5096154,2811.918269,11823.62019,741.1971154,307.7115385,1588.75,8610.951923,1364.447115,455.4278846,1389.355769,6563.735577,1070.634615,175.7115385,4750.552885,5809.384615,1429.634615,267.7403846,3257.735577,446.7019231,767.7115385,208,21.011014,13.74268006,0.756433773,0.822134387,0.576177285,1.188282674,1,0,1,1,1,0,0,0,1,1,1,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +3606,33761.4,844.7111111,607.5555556,1088.311111,31495.57778,710.2,838.6222222,1492.022222,17420.46667,531.9555556,1267.444444,1815.355556,22223.91111,1268.444444,3097.777778,3495.222222,7993.6,1873.466667,328.7555556,2451.422222,18008.35556,447.4222222,756.5777778,1144.244444,21723.68889,546.8888889,418.2,2218.666667,16936.55556,2006.488889,570.0888889,2782.177778,14839.55556,735.1777778,296.4222222,1524.577778,10962.31111,1120.244444,451.3333333,1360.4,8198.888889,825.7555556,178.5111111,4359.511111,7663.244444,1398.355556,241.2666667,3264.0,452.3555556,760.9111111,45,10.16858013,5.81623762,0.820266664,0.957446809,0.642857143,1.224823143,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,0,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells +3607,17930.12879,862.4848485,456.3181818,1040.333333,16674.53788,694.1742424,427.3560606,1387.371212,9305.174242,525.2045455,410.8409091,1694.265152,12039.16667,1323.30303,1184.19697,1782.454545,4314.015152,1324.757576,324.8636364,2308.060606,9673.590909,405.3333333,240.5909091,453.8560606,11666.23485,427.8257576,130.5833333,1087.901515,9074.492424,1488.492424,674.5075758,2826.121212,8096.234848,673.3863636,288.0984848,1512.522727,5947.492424,850.9393939,441.530303,1324.030303,4588.515152,656.7878788,182.5833333,1939.068182,4245.863636,1516.045455,7392.515152,3125.19697,415.0757576,766.5606061,132,15.20727323,11.37702637,0.663551515,0.936170213,0.733333333,-0.144377432,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,1,1,0,Granulocyte,Other Cells 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+3625,26826.17757,1071.990654,566.4392523,1103.373832,25144.27103,808.2523364,575.4766355,1551.747664,13258.76636,624.0093458,908.5140187,1723.560748,16617.41121,1531.925234,1894.252336,2243.869159,5710.280374,1468.065421,370.1962617,2403.186916,12949.16822,462.0,243.1121495,743.5514019,15358.45794,1004.056075,145.1401869,1299.757009,11676.3271,1657.542056,561.2429907,2831.663551,10372.28037,684.3925234,323.4766355,1414.915888,7350.028037,1220.271028,483.9626168,1333.53271,5780.056075,688.9906542,196.8971963,1711.551402,5044.457944,1596.233645,3011.317757,3222.028037,404.3551402,768.682243,107,14.33166564,10.15845234,0.705397738,0.914529915,0.594444444,-0.397436902,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,1,1,0,0,1,0,1,1,0,Cytotoxic T Cell,T Cells +3626,23915.22018,964.9266055,758.3302752,1133.40367,21734.02752,737.3761468,806.8256881,1680.009174,11870.24771,562.9724771,672.0091743,1741.504587,15507.30275,1348.247706,1521.752294,1710.449541,5625.917431,1365.623853,329.0,2383.0,12061.72477,475.5504587,309.266055,600.146789,14374.30275,610.587156,131.4495413,1112.357798,10807.91743,1480.100917,606.587156,2833.917431,9740.733945,1047.247706,299.9541284,1693.614679,7163.082569,954.2201835,450.2018349,1336.743119,5471.256881,671.6880734,178.1651376,1545.550459,4881.412844,1430.440367,959.4770642,3398.110092,549.0091743,768.733945,109,16.19620086,9.999935381,0.786629944,0.893442623,0.486607143,-0.490902134,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,NK Cell,Other Cells 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+3633,29060.19444,865.1666667,532.2777778,1071.935185,26505.86111,689.0462963,937.4722222,1607.759259,14430.13889,522.0185185,2364.212963,1846.388889,19046.72222,1217.527778,5025.814815,4338.712963,6921.638889,1280.694444,308.962963,2748.157407,14207.44444,399.962963,356.4907407,1662.324074,17658.97222,458.6666667,140.9722222,2334.37037,13407.83333,2512.287037,451.6388889,2812.194444,11278.15741,615.5648148,264.7037037,1165.101852,8051.268519,1225.416667,406.0925926,1305.194444,5222.490741,638.4907407,158.6574074,4057.805556,5026.361111,1221.898148,353.4351852,3312.398148,925.8148148,767.9444444,108,12.73780147,11.83068675,0.370617438,0.9,0.692307692,-0.582548171,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells 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+3636,46631.65563,987.8013245,540.0596026,1121.715232,43833.33775,774.7483444,815.9271523,1682.642384,24617.96026,611.7350993,1722.231788,1770.211921,30689.38411,1425.721854,3838.847682,4060.84106,10952.6755,1511.476821,357.2317881,2404.291391,23927.68874,457.5629139,226.7284768,1105.708609,28447.23841,658.3377483,298.6622517,2422.569536,22392.33113,2119.066225,528.0397351,2836.708609,19610.64901,667.8344371,343.0794702,1426.794702,13709.25166,1386.655629,486.8145695,1327.331126,10274.07285,684.4039735,187.4966887,3155.84106,9225.880795,1515.980132,339.9470199,3312.649007,373.8940397,773.6357616,151,17.81112131,11.84158739,0.746983719,0.877906977,0.503333333,0.301116314,1,0,1,1,1,0,0,0,0,1,1,0,1,0,0,1,1,0,0,1,1,1,0,0,Regulatory T Cell,T Cells +3637,28851.89247,912.0967742,511.2365591,1079.55914,27617.49462,717.2795699,508.1935484,1503.763441,14874.76344,565.1505376,540.8064516,1753.83871,18987.43011,1326.010753,3166.827957,2578.591398,6776.634409,1369.860215,323.344086,2303.247312,14702.21505,406.6451613,595.6666667,496.1935484,17601.44086,460.0537634,137.7311828,2002.494624,13574.55914,1704.247312,593.5376344,2826.397849,11907.98925,666.6989247,304.9569892,1449.752688,8286.247312,1180.83871,439.5698925,1311.989247,6408.27957,733.7096774,173.6236559,3467.956989,5646.569892,1378.0,525.2365591,3318.860215,383.4516129,768.8602151,93,12.58579465,10.18961825,0.586964562,0.902912621,0.553571429,0.942189317,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +3638,26691.92222,985.2666667,788.7666667,1142.455556,23524.14444,764.1666667,903.2333333,1709.022222,13578.78889,583.6111111,792.0666667,1798.477778,17242.78889,1380.144444,2846.755556,2096.422222,6142.388889,1469.177778,342.1333333,2415.3,13458.46667,2794.344444,156.2777778,631.0666667,16077.32222,528.1,141.9888889,2046.977778,12503.95556,1676.411111,536.8666667,2834.822222,11076.84444,1278.955556,308.9666667,1884.677778,8020.833333,1071.322222,475.4888889,1343.655556,6161.466667,707.2888889,180.8555556,2745.466667,5725.544444,1475.7,240.9222222,3350.977778,486.9888889,771.0444444,90,12.77196437,9.754714603,0.645500403,0.849056604,0.584415584,0.319620298,1,0,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,1,1,0,0,Cytotoxic T Cell,T Cells +3639,37198.01299,932.7662338,655.2077922,1118.909091,31204.44156,742.7142857,768.4935065,1637.324675,18973.77922,578.2857143,478.1558442,1752.701299,24162.53247,1382.597403,2376.077922,2381.337662,8340.0,1432.532468,349.1818182,2370.896104,18023.42857,485.3376623,159.8181818,451.2337662,22316.49351,465.4675325,135.1818182,2202.311688,17081.2987,1508.181818,779.6233766,2827.792208,14970.51948,721.3896104,315.974026,2042.909091,11066.66234,930.7922078,488.6103896,1339.441558,8104.896104,656.8571429,179.1688312,1503.220779,7686.519481,1496.61039,365.1168831,3273.168831,540.4805195,769.5844156,77,12.34642319,8.58065061,0.719018622,0.93902439,0.592307692,-0.334552108,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,Granulocyte,Other Cells +3640,24081.60784,797.1764706,492.4411765,1078.45098,21627.35294,651.372549,668.372549,1537.558824,12409.96078,518.1960784,656.2745098,1735.411765,16228.42157,1237.058824,3059.205882,2327.372549,5620.215686,1594.333333,399.5196078,2472.294118,12606.82353,422.0882353,905.3431373,590.2352941,15605.23529,448.9607843,126.8137255,1338.470588,11684.14706,1547.764706,737.0392157,2827.490196,10099.01961,653.2254902,261.8137255,1717.166667,7693.95098,1207.480392,389.9803922,1306.607843,5706.284314,832.9411765,161.9803922,2856.196078,5244.568627,1312.872549,283.9313725,3169.558824,729.8333333,768.3137255,102,14.3878183,9.292147764,0.763477537,0.935779817,0.6375,-1.270018595,1,0,0,1,1,1,0,0,1,0,0,0,0,1,0,1,0,0,1,0,1,0,0,0,Macrophage,Other Cells +3641,24578.96154,954.5128205,756.8653846,1149.115385,21463.19872,744.3846154,857.6153846,1683.692308,12391.25641,569.8653846,439.9166667,1770.128205,16454.69231,1354.038462,1408.038462,1186.416667,5996.224359,1330.025641,320.2307692,2361.75,12079.33974,455.1858974,225.9230769,465.525641,14514.20513,529.8782051,126.1602564,1331.897436,11463.94872,1414.814103,455.0897436,2803.615385,9900.012821,921.2307692,284.3653846,1522.198718,7221.096154,803.8589744,425.9358974,1314.141026,5122.634615,648.6538462,167.6602564,1329.910256,4788.660256,1382.878205,332.775641,3237.955128,834.724359,770.5320513,156,19.34595247,10.50955549,0.839575439,0.945454545,0.666666667,1.121144866,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells +3642,15667.86842,680.4605263,420.2434211,1020.717105,14233.09868,558.6973684,374.2105263,1393.592105,7799.006579,443.2039474,371.5263158,1697.421053,10476.78289,1074.710526,1699.631579,906.8618421,3958.315789,1139.052632,263.6644737,2281.611842,8015.625,330.9276316,116.5328947,472.2368421,9762.578947,409.6052632,112.2039474,1074.723684,7578.348684,1255.631579,427.4934211,2838.230263,6589.888158,569.3815789,234.0,1137.657895,4825.578947,692.5328947,370.0855263,1296.539474,3278.875,606.4473684,147.2105263,2445.967105,3154.453947,1156.736842,2196.184211,3085.197368,883.2828947,770.9736842,152,16.29169421,12.07540742,0.671284012,0.938271605,0.730769231,-0.218915401,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +3643,25904.4031,867.9922481,534.7364341,1066.96124,23155.91473,695.1317829,695.8914729,1535.046512,12909.81395,604.2945736,1259.635659,1725.310078,15979.08527,1272.410853,2807.139535,2599.364341,6019.271318,1312.75969,301.2170543,2542.294574,12612.02326,669.4418605,490.7829457,897.0542636,15057.91473,1124.271318,172.0852713,1508.0,11523.84496,1547.031008,568.2635659,2817.341085,10266.07752,665.0620155,270.124031,1550.604651,7428.178295,1153.426357,392.2403101,1337.224806,5643.728682,718.875969,157.9302326,3261.44186,5219.930233,1334.100775,434.8992248,3189.728682,617.3255814,770.8217054,129,15.4391937,11.64528528,0.656566996,0.854304636,0.661538462,-1.000438791,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells 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+3646,18617.50962,885.5961538,965.4903846,1140.134615,17948.85577,714.6153846,905.1923077,1653.653846,9252.067308,520.9038462,919.0384615,1773.961538,12658.71154,1287.105769,1941.144231,1521.5,4496.163462,1381.721154,310.9326923,2595.644231,9749.576923,482.8942308,118.8269231,781.8365385,12176.27885,526.7211538,129.3557692,1502.730769,8732.519231,1656.269231,484.7211538,2807.471154,7660.826923,888.1442308,273.6538462,1693.605769,5793.778846,1005.576923,433.2019231,1336.038462,4391.326923,603.0,164.8942308,1437.605769,4014.192308,1380.067308,243.3846154,3256.182692,784.3653846,768.9807692,104,16.50273535,8.447713768,0.859046362,0.881355932,0.611764706,1.268081719,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Cytotoxic T Cell,T Cells +3647,43348.01282,896.5769231,529.2179487,1098.820513,39153.94872,718.9230769,1153.717949,1659.307692,21939.02564,761.5641026,2850.448718,1833.858974,28250.70513,1285.435897,4354.230769,4433.871795,10585.74359,1350.346154,347.8461538,3420.897436,21667.65385,439.1538462,842.6282051,1852.025641,26964.94872,479.0897436,134.7435897,1622.333333,20844.14103,2691.884615,437.7820513,2837.666667,17798.87179,668.7179487,286.7307692,1137.666667,12489.0,1425.692308,437.7820513,1421.217949,7556.641026,783.3974359,170.6153846,2846.551282,7482.205128,1350.461538,320.9102564,3304.794872,950.4615385,769.3717949,78,11.59625202,9.036068951,0.626746486,0.896551724,0.6,-1.415360666,1,1,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells +3648,34241.0,832.3716216,458.5743243,1082.0,31256.27027,684.9459459,805.7364865,1613.256757,16815.93243,521.9864865,1780.027027,1742.506757,22695.7973,1220.898649,4009.925676,2553.864865,8428.040541,1292.135135,310.3378378,2436.844595,16706.66892,574.0,555.2432432,1252.22973,21376.09459,464.3716216,169.1081081,1275.094595,16539.73649,2102.121622,465.3445946,2820.574324,13729.90541,628.8310811,273.1756757,1083.087838,9589.290541,1266.695946,415.8108108,1298.108108,5882.182432,720.9459459,162.0337838,2426.155405,5849.993243,1302.459459,744.4459459,3218.283784,971.9864865,774.1621622,148,16.55130097,12.0093865,0.688131864,0.925,0.669683258,-0.345844981,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +3649,27631.70833,795.875,507.1041667,1066.958333,25608.0625,658.7708333,1077.520833,1579.583333,14235.8125,509.9375,1593.791667,1826.166667,18672.0,1217.645833,4408.520833,2848.520833,6522.479167,1412.666667,373.625,2436.0625,14040.79167,399.6041667,513.2083333,1517.583333,17563.72917,455.2708333,322.5208333,1695.916667,12972.10417,2065.083333,591.1458333,2794.916667,11460.72917,643.0,260.1041667,1375.604167,8512.729167,1213.5,389.2291667,1288.520833,6423.833333,746.125,157.375,2099.833333,5941.25,1282.270833,425.3541667,3222.020833,651.4583333,770.125,48,11.36848871,6.094780825,0.844146995,0.827586207,0.444444444,1.027609033,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3650,32036.44604,973.2805755,670.1870504,1088.517986,28589.38129,707.1007194,702.2877698,1575.446043,15799.30216,718.7841727,1164.302158,1760.223022,21883.21583,1303.510791,4392.928058,3153.208633,7006.647482,1422.884892,377.1007194,2398.316547,16155.20144,400.1366906,314.323741,955.1366906,19260.02158,1118.820144,120.4460432,3161.309353,14608.97842,1677.47482,536.5467626,2805.496403,12672.54676,646.1438849,269.3165468,1610.316547,9369.834532,1108.280576,399.7266187,1341.100719,6712.057554,678.5539568,162.2589928,4106.676259,6125.805755,1292.992806,155.8489209,3340.453237,767.7482014,772.2661871,139,16.52206205,11.44438973,0.721251569,0.902597403,0.551587302,-0.9690617,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3651,31771.56364,826.1909091,535.8090909,1093.2,30009.78182,674.1636364,742.3363636,1668.854545,14361.67273,498.7636364,580.7272727,1747.709091,20252.78182,1207.790909,6731.890909,3391.045455,7710.681818,1568.845455,380.5636364,2369.718182,15289.38182,500.8727273,2069.272727,601.3272727,19203.44545,496.6818182,132.0181818,3609.863636,14669.53636,1809.063636,597.8454545,2805.436364,12025.2,719.3454545,270.8545455,1141.654545,8229.072727,956.0727273,403.7727273,1316.009091,4670.236364,1084.809091,162.4636364,3365.454545,4736.581818,1228.918182,594.6,3199.581818,1024.081818,770.7909091,110,13.11033279,10.83277094,0.563263484,0.93220339,0.769230769,1.277111115,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells +3652,34030.66102,899.1864407,583.2881356,1107.364407,30673.55085,729.0338983,739.7288136,1654.576271,17180.83051,566.4576271,1712.423729,1837.40678,21031.08475,1311.440678,5702.90678,4535.305085,7780.389831,1381.118644,329.9576271,2351.728814,16479.22881,595.5508475,302.3050847,1178.313559,19739.09322,458.6271186,161.6694915,2250.881356,15412.85593,2296.398305,791.8728814,2814.271186,13501.69492,741.4745763,304.2118644,1293.542373,9146.279661,1246.559322,445.220339,1306.059322,6871.855932,663.6355932,173.7966102,2672.694915,6146.559322,1352.830508,201.4322034,3337.262712,354.0338983,773.9067797,118,13.20579558,11.4902484,0.492890511,0.929133858,0.648351648,0.023605136,1,0,1,1,0,0,0,0,1,0,1,0,1,1,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3653,21595.90295,732.1561181,571.0337553,1054.953586,14497.94937,540.0253165,583.8059072,1417.147679,5413.616034,475.7383966,446.5527426,1681.337553,8948.704641,985.5907173,4160.628692,1473.101266,3319.561181,1046.594937,250.7974684,2285.514768,6282.28692,337.2995781,1347.151899,526.4852321,7520.160338,403.1940928,106.9957806,1918.21097,5552.35865,1803.683544,503.5527426,2786.49789,4414.270042,574.257384,208.7679325,812.835443,2294.991561,749.4556962,335.0759494,1281.046414,1262.270042,781.6160338,133.8101266,1590.181435,1420.223629,953.7848101,675.0295359,3051.662447,1099.097046,776.1223629,237,18.9627017,16.19268071,0.520399931,0.951807229,0.658333333,0.470884102,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Dendritic Cell,Other Cells +3654,34964.81818,824.5454545,508.9090909,1090.311688,31798.12987,703.038961,835.1558442,1683.597403,16142.02597,503.6493506,1933.766234,1810.402597,21931.15584,1212.649351,5351.532468,3603.935065,8269.714286,1407.935065,318.0519481,2562.558442,16479.11688,427.2207792,589.9090909,1345.675325,20642.35065,1080.818182,149.6883117,3354.558442,15841.49351,1844.636364,498.1688312,2826.831169,13115.45455,612.3766234,273.5064935,1132.558442,8851.558442,1533.818182,413.3376623,1297.116883,5110.155844,751.1948052,161.0909091,4287.207792,5200.974026,1238.805195,570.8441558,3243.701299,1008.519481,771.3246753,77,15.41973833,6.728019442,0.899789072,0.885057471,0.641666667,-1.353550678,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3655,32845.37805,824.5365854,476.1585366,1053.45122,29300.91463,672.3414634,695.2560976,1555.560976,16282.56098,542.6097561,749.8780488,1768.121951,19948.03659,1206.963415,4593.560976,2076.280488,7269.109756,1307.621951,306.2073171,2355.743902,15393.65854,376.5487805,239.1585366,961.6707317,19125.32927,472.7073171,143.8658537,2089.560976,14712.71951,1595.829268,394.2926829,2815.987805,12872.82927,589.1707317,289.2804878,1102.097561,7735.341463,908.6341463,418.7439024,1301.304878,5790.341463,636.5365854,162.2439024,2428.902439,5329.731707,1283.585366,150.8780488,3221.853659,269.1829268,774.8780488,82,12.22969242,8.773730526,0.696648934,0.953488372,0.573426573,0.350007143,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells +3656,32878.47573,844.9029126,753.0485437,1147.213592,28211.97087,681.0582524,661.9514563,1691.417476,16413.03883,524.4368932,497.407767,1750.242718,21498.70874,1275.087379,1223.106796,1834.339806,6981.31068,1513.398058,406.5533981,2371.786408,16351.02913,420.6116505,167.1067961,560.1747573,20130.59223,453.0291262,120.4951456,1315.174757,15252.33981,1431.660194,564.0,2793.796117,13245.39806,886.3106796,278.7572816,1572.15534,9860.640777,991.4563107,408.5728155,1311.932039,7059.106796,633.407767,156.8640777,2261.825243,6511.592233,1333.145631,155.3495146,3206.669903,738.961165,775.1067961,103,13.66496258,9.998740016,0.681619985,0.887931034,0.668831169,-0.087415654,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells +3657,27826.80357,900.7053571,518.2410714,1088.875,24516.51786,710.1696429,649.7321429,1538.089286,13804.39286,541.7857143,409.5357143,1684.482143,18689.64286,1343.0,1434.5625,1043.741071,6595.9375,1329.142857,321.6696429,2301.410714,13618.16964,429.6964286,109.8392857,511.3571429,16947.5,445.9732143,131.3571429,1294.089286,13062.04464,1438.080357,447.7767857,2813.330357,11196.88393,643.25,288.4107143,1298.857143,8113.446429,851.6428571,426.3035714,1307.678571,5590.285714,618.4732143,168.7232143,1667.678571,5356.5625,1432.580357,3388.098214,3133.357143,871.7321429,774.75,112,12.87886912,11.26250034,0.485035413,0.973913043,0.717948718,-0.978649908,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +3658,32811.46575,811.5479452,504.3835616,1068.246575,30446.31507,676.7123288,1158.39726,1619.753425,16817.68493,522.5068493,2470.753425,1816.630137,21465.0411,1182.520548,4888.424658,2835.808219,8179.260274,1262.356164,303.1917808,2521.890411,16653.63014,525.7671233,208.6438356,3375.90411,21069.58904,468.5479452,956.3972603,1968.246575,15976.83562,2324.561644,449.1780822,2841.424658,13677.58904,615.4657534,267.1917808,1130.90411,9505.712329,1024.753425,405.6986301,1309.671233,6122.876712,616.1506849,160.3287671,2928.561644,5947.739726,1234.150685,281.109589,3255.109589,940.9315068,773.8493151,73,10.5195456,9.675388005,0.392496691,0.901234568,0.506944444,1.51609009,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3659,34687.71756,821.9618321,484.3816794,1094.885496,19754.29771,539.5954198,564.6870229,1432.053435,8967.717557,410.0152672,1197.519084,1720.923664,12920.51908,997.7328244,7159.290076,2184.641221,5004.412214,1037.641221,244.389313,2369.839695,9769.870229,1988.534351,150.8244275,1616.526718,12182.51145,413.610687,146.8931298,1651.091603,9109.351145,1963.603053,394.6793893,2795.083969,7290.633588,537.7633588,222.5725191,838.7862595,4857.923664,1041.435115,344.2977099,1266.625954,2662.763359,554.8549618,139.0992366,1815.992366,2761.038168,996.1221374,238.1068702,3027.748092,1041.183206,775.1068702,131,13.53352079,12.63227712,0.358820553,0.95620438,0.623809524,0.861043488,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells 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+3691,24117.56122,1003.234694,526.9897959,1032.102041,21573.62245,677.3979592,470.0102041,1517.193878,11382.64286,547.8163265,516.3877551,1722.642857,14717.16327,1244.255102,4932.306122,2731.285714,5430.010204,1273.234694,298.2857143,2313.755102,11371.7449,359.744898,256.744898,466.3979592,13951.30612,526.7857143,125.3367347,4226.265306,10285.93878,1458.785714,381.8265306,2807.938776,9004.142857,583.377551,264.3061224,1192.22449,5520.081633,784.9387755,406.2857143,1306.081633,4180.744898,634.2346939,156.8877551,2993.908163,3605.5,1189.755102,137.2142857,3404.673469,260.8877551,780.0510204,98,13.03062612,9.802142612,0.658890569,0.942307692,0.7,1.473707455,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells +3692,54093.69014,992.8732394,563.1830986,1146.056338,50499.23944,807.4366197,880.7887324,1745.774648,28410.98592,639.9577465,1112.112676,1771.408451,34699.59155,1489.239437,4405.084507,3861.549296,12385.11268,1546.0,367.084507,2418.042254,27093.39437,952.2957746,172.4507042,717.6056338,32257.61972,538.3661972,145.4084507,2268.774648,25615.67606,1980.661972,507.1126761,2842.943662,22377.26761,1089.985915,371.6056338,1239.661972,15661.69014,1154.788732,512.5211268,1317.690141,11729.84507,689.3802817,194.2253521,1971.56338,10420.85915,1552.676056,235.1126761,3426.830986,363.8309859,778.7464789,71,12.86389763,7.699885676,0.801073847,0.845238095,0.606837607,-1.32300983,1,1,1,1,1,0,0,1,0,1,0,0,1,0,0,1,1,0,0,1,1,1,0,1,Helper T Cell,T Cells +3693,19257.01875,815.2125,500.48125,1047.8125,17639.3875,664.31875,582.68125,1482.99375,9853.61875,505.8375,485.80625,1731.825,12476.0,1202.75,2578.15,1916.1,4537.5125,1377.675,300.5625,2346.9625,9829.1375,965.8125,576.56875,492.375,11836.63125,430.39375,126.275,1191.9625,9209.1875,1809.225,894.875,2810.21875,8102.14375,666.0625,273.175,1648.24375,5731.875,916.2375,421.88125,1372.6375,4436.29375,751.9375,166.35,3250.0875,4047.7125,1398.70625,4356.16875,3223.35625,414.64375,781.90625,160,16.37987766,12.58285969,0.640221826,0.958083832,0.769230769,-0.195288375,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Dendritic Cell,Other Cells 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+3700,24684.46875,789.1875,686.0625,1125.71875,22401.76563,636.484375,796.046875,1739.234375,11976.42188,483.671875,878.546875,1768.8125,16629.71875,1149.34375,2974.4375,1718.109375,6035.9375,1216.4375,285.6875,2394.625,12109.84375,7848.5,161.328125,1021.765625,14850.9375,494.484375,170.40625,3140.796875,11413.89063,1714.265625,496.140625,2807.71875,9599.28125,596.59375,258.421875,1163.65625,6819.4375,817.1875,393.03125,1295.265625,4332.703125,614.28125,154.0625,3565.828125,4203.3125,1208.203125,155.921875,3217.625,937.84375,781.71875,64,12.22500712,7.13392956,0.812075645,1.0,0.666666667,0.457337695,1,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells +3701,19839.32609,820.8913043,1095.652174,1156.891304,17598.25,652.4347826,967.4347826,1759.206522,9436.782609,903.5869565,909.0326087,1782.271739,13345.04348,1165.271739,2517.956522,2208.717391,4938.326087,1288.184783,392.0543478,2750.902174,9576.358696,441.0652174,1278.847826,876.2282609,11664.11957,453.6304348,124.4347826,1592.826087,9181.206522,1939.923913,436.3913043,2817.26087,7825.434783,730.2717391,262.1847826,1251.586957,5420.391304,892.75,405.8586957,1423.847826,3507.293478,868.8478261,154.1304348,2938.434783,3475.163043,1235.054348,202.923913,3321.728261,948.5869565,780.0108696,92,11.45253469,10.27551172,0.441571662,0.968421053,0.696969697,-1.086564678,1,1,1,1,0,0,1,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells 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+3703,42566.78571,1087.650794,576.9365079,1107.269841,41739.0,815.6269841,1116.81746,1599.968254,23038.28571,629.3333333,982.6031746,1750.555556,28642.75397,1417.293651,3305.833333,2937.333333,10195.44444,1508.555556,357.047619,2375.65873,22290.94444,453.3650794,327.8492063,778.0555556,27079.79365,525.8650794,875.047619,2155.595238,21096.24603,2020.81746,620.4365079,2825.15873,18350.31746,657.8412698,329.7698413,1464.103175,12952.18254,1043.611111,482.5079365,1339.706349,9821.071429,717.0238095,184.0634921,2910.388889,8621.642857,1510.238095,2257.111111,3450.539683,401.1190476,782.6349206,126,19.94732197,8.677592831,0.900418154,0.887323944,0.570135747,-1.047604445,1,1,1,1,1,0,0,0,1,1,1,0,1,0,0,0,1,0,0,1,1,1,1,1,Regulatory T Cell,T Cells +3704,28600.5875,977.9375,667.95,1138.0,25927.725,752.4625,666.275,1626.2625,14296.8125,582.1,525.8875,1771.6875,18463.725,1363.8125,1905.2625,1977.2,6588.0375,1445.0375,325.725,2405.9,14169.7625,518.45,133.9125,462.475,17228.9625,500.6375,130.775,1837.3375,13145.2875,1471.825,559.825,2831.0375,11621.675,756.45,306.425,2118.0,8329.75,927.65,468.8625,1335.625,6528.2875,636.625,169.525,2053.8625,5640.2375,1426.8375,173.025,3374.0625,484.7625,780.7,80,11.31928732,9.556737649,0.535889814,0.941176471,0.555555556,0.962143343,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,NK Cell,Other Cells +3705,37661.33155,801.9411765,505.9411765,1077.775401,31567.82353,787.4385027,926.486631,1593.898396,15271.77005,469.9839572,1823.823529,1820.705882,21444.29412,1114.203209,5948.893048,2655.764706,7977.786096,1212.336898,285.8449198,2470.609626,15936.1016,391.8663102,541.7326203,2089.262032,20023.72727,409.5347594,700.2834225,2754.588235,15563.48663,2261.994652,519.8983957,2830.957219,12509.19251,564.6417112,258.8823529,986.657754,8354.0,1025.508021,386.7165775,1293.508021,4795.176471,679.7326203,152.5989305,3745.802139,4897.994652,1143.86631,412.9572193,3180.395722,1015.224599,786.1390374,187,18.07846808,14.51125903,0.596407389,0.89047619,0.519444444,-0.716060437,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3706,24212.46409,747.7403315,466.6519337,1069.359116,22077.58564,630.6132597,465.4364641,1609.077348,10112.83978,458.198895,567.4640884,1729.033149,14390.61878,1100.022099,3996.044199,1788.740331,5619.430939,1167.690608,335.6298343,2404.78453,10768.48619,5392.513812,1515.281768,614.1767956,13676.22652,514.6629834,125.4475138,1974.143646,10208.39779,1654.254144,482.679558,2807.237569,8168.220994,643.5524862,249.4585635,953.7845304,5429.149171,804.679558,371.519337,1312.790055,3032.790055,914.7679558,147.3480663,2600.513812,3111.662983,1113.027624,677.4861878,3217.895028,1029.342541,782.6243094,181,16.59016751,15.14755334,0.407861013,0.923469388,0.560371517,1.062195603,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells +3707,25862.16197,922.5633803,577.5140845,1103.78169,24749.34507,741.8028169,944.7464789,1594.34507,13430.62676,577.0070423,1181.830986,1782.65493,16765.37324,1316.302817,5401.098592,4633.035211,6245.147887,1374.507042,330.0985915,2652.450704,13160.62676,449.3521127,529.028169,1089.626761,15590.17606,616.2676056,269.1126761,3847.93662,11788.40141,2049.971831,582.556338,2816.704225,10326.79577,779.6830986,305.1126761,1807.852113,7315.492958,1350.507042,456.8309859,1368.866197,5626.894366,733.1690141,178.4788732,5769.450704,4864.232394,1392.866197,616.7957746,3292.908451,383.3591549,782.6408451,142,16.56654765,11.38131902,0.726651664,0.959459459,0.657407407,-1.436475953,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells +3708,33973.36527,936.508982,826.9640719,1135.670659,30073.17964,753.0299401,956.4491018,1707.215569,17302.62275,581.7904192,1053.712575,1798.449102,21332.15569,1365.616766,2538.323353,2881.419162,7742.820359,1451.263473,338.8682635,2397.580838,16846.14371,584.7365269,169.0299401,899.6107784,20329.56886,823.6407186,132.6167665,2182.08982,15560.13772,1750.856287,615.9461078,2846.808383,13606.61078,727.508982,317.6167665,1911.802395,10189.32335,1118.532934,471.3413174,1335.419162,7434.167665,660.497006,174.3473054,4046.041916,6851.011976,1449.964072,351.3233533,3312.54491,542.9281437,786.3413174,167,19.65830996,11.26754494,0.819436789,0.878947368,0.73245614,-0.027300155,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3709,15879.70423,890.3521127,808.7887324,1139.873239,14867.57042,695.8591549,787.2957746,1581.619718,7764.471831,736.1126761,495.2394366,1741.492958,11254.19014,1294.429577,1581.725352,1083.612676,3948.823944,1346.056338,317.9084507,2345.915493,8049.732394,468.0070423,414.1478873,534.0633803,10141.91549,437.8521127,122.1408451,799.0211268,7576.894366,1523.612676,472.971831,2785.140845,6606.084507,1178.077465,268.0070423,1363.690141,4999.570423,814.415493,409.4929577,1346.183099,3725.915493,690.084507,162.2253521,1791.852113,3552.84507,1370.056338,234.971831,3187.971831,809.5211268,784.4366197,142,14.14226044,13.6240668,0.268217079,0.904458599,0.591666667,1.264710475,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells +3710,27314.89933,962.114094,562.0067114,1079.067114,24935.73826,705.7114094,698.5234899,1556.362416,13671.31544,574.0,1195.711409,1764.449664,16489.0604,1289.221477,5762.248322,3143.436242,6020.154362,1369.395973,413.0268456,2346.503356,12789.37584,540.0268456,483.8724832,724.1208054,15237.67785,996.2483221,127.1610738,1558.986577,11900.74497,2057.342282,650.0469799,2833.120805,10397.77852,838.6510067,286.4295302,1100.194631,6821.503356,1601.073826,427.9328859,1321.060403,5275.892617,698.1812081,168.0268456,3038.973154,4746.489933,1296.228188,685.6644295,3359.120805,345.9932886,784.7181208,149,15.92958836,12.20008081,0.642988942,0.943037975,0.591269841,-1.562318837,1,0,1,1,0,1,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells 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+3717,36745.64,904.11,565.27,1111.67,32894.96,743.49,704.85,1709.98,18587.51,581.12,926.71,1816.06,22522.62,1339.54,4467.54,3617.57,8149.96,1426.52,345.8,2375.03,18145.32,446.99,521.95,672.61,21554.84,459.85,135.36,3475.46,16396.48,1906.23,474.41,2831.7,14561.83,648.0,313.52,1374.68,9144.86,1289.75,455.35,1324.38,7009.25,719.11,180.68,4846.25,6203.83,1387.44,1049.09,3308.17,301.18,787.13,100,13.59371786,10.576485,0.628212119,0.833333333,0.591715976,-0.665165012,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +3718,28263.09804,1029.333333,737.0686275,1139.352941,24592.87255,782.5784314,767.745098,1691.490196,14239.2549,579.6960784,522.1764706,1775.764706,17875.11765,1409.539216,1162.205882,1173.823529,6457.862745,1457.911765,350.1568627,2402.990196,14206.12745,493.9705882,433.0392157,474.4313725,17189.29412,509.3137255,136.6078431,899.5588235,13257.78431,1620.990196,548.0294118,2811.588235,11792.81373,756.5392157,325.0686275,1839.705882,8355.539216,963.7941176,471.1372549,1349.333333,6404.705882,726.2843137,177.4509804,1400.352941,5833.656863,1505.823529,265.6470588,3435.578431,494.0980392,786.4607843,102,14.99069243,9.420605417,0.777865896,0.85,0.607142857,-0.457689303,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,1,0,1,NK Cell,Other Cells +3719,29642.76364,904.4727273,709.0242424,1093.206061,25824.81212,663.8181818,609.8242424,1550.987879,14699.20606,527.1515152,746.8848485,1744.018182,18793.26667,1231.581818,3867.29697,4011.842424,6927.969697,1348.618182,306.3272727,2450.866667,14565.55152,420.0060606,104.4242424,664.2181818,17695.55758,1096.369697,120.8606061,3159.509091,13392.9697,1444.442424,699.0242424,2788.684848,11892.69697,599.8787879,261.5393939,1876.539394,8721.745455,1213.654545,400.6666667,1301.636364,6679.660606,606.5757576,156.5818182,3694.339394,6061.315152,1340.412121,421.2909091,3236.448485,634.6060606,790.1515152,165,16.53617208,13.95648521,0.536347364,0.868421053,0.539215686,0.687498929,1,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Activated APC,Other Cells +3720,17573.48889,937.1333333,453.8777778,1026.411111,16529.43333,710.6333333,581.3333333,1394.8,9286.988889,547.1111111,861.6222222,1684.811111,11905.3,1394.988889,2321.266667,1486.666667,4326.633333,1452.077778,394.6444444,2326.744444,8967.966667,416.2666667,102.0333333,802.9333333,10802.45556,907.9777778,128.4555556,985.2222222,8344.722222,1395.533333,517.1777778,2795.766667,7328.944444,663.3666667,276.9777778,1170.188889,5493.244444,1307.433333,395.7222222,1287.233333,4128.255556,602.7666667,165.4666667,1439.277778,3811.855556,1498.722222,5561.311111,3159.422222,661.7,786.6111111,90,11.17734464,10.57914575,0.322759161,0.967741935,0.576923077,0.823074031,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells +3721,30608.41016,820.1171875,449.140625,1062.988281,27069.10938,675.4804688,621.0390625,1504.855469,15216.16016,512.6835938,1068.363281,1727.621094,20566.86328,1255.210938,2801.132813,2888.316406,7401.832031,1274.015625,308.4921875,2374.535156,15042.63672,399.3007813,120.7226563,1397.90625,18884.42188,614.46875,296.4453125,1870.894531,14594.63672,1698.074219,503.2890625,2792.574219,12350.60547,605.1992188,271.6015625,1362.929688,8977.878906,1043.773438,408.8320313,1302.292969,6172.355469,605.0664063,163.9882813,2813.199219,5888.261719,1359.78125,2698.625,3130.707031,862.6992188,791.2304688,256,26.06630706,12.86954829,0.869618944,0.937728938,0.585812357,-0.648838742,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +3722,28815.53043,1097.956522,768.8608696,1174.93913,25900.08696,852.9565217,883.5130435,1754.904348,14540.50435,635.4869565,728.1913043,1807.556522,18015.35652,1457.713043,3087.965217,3068.443478,6400.382609,1499.565217,351.7130435,2420.826087,14288.08696,469.6347826,242.5304348,673.2086957,17407.75652,474.6521739,140.1391304,2308.478261,12911.5913,1989.608696,586.373913,2813.304348,11606.18261,664.9652174,324.4173913,2144.669565,8080.608696,1045.113043,477.3913043,1341.269565,6240.121739,686.9217391,188.9826087,2785.495652,5396.86087,1480.86087,378.426087,3368.034783,463.8521739,786.9478261,115,14.01580148,10.63050293,0.651713105,0.92,0.737179487,-0.480746738,1,1,0,1,1,0,0,0,0,0,0,0,1,0,0,0,1,1,0,1,1,1,0,1,NK Cell,Other Cells +3723,25749.71429,1019.302198,772.467033,1116.175824,23902.78022,716.8241758,703.7087912,1624.126374,13427.08791,550.0604396,465.0714286,1753.494505,17098.73626,1314.340659,1497.489011,1567.087912,6338.093407,1432.873626,323.3461538,2373.175824,13591.2033,458.6813187,276.4615385,452.7912088,16421.10989,459.1813187,129.5054945,1863.016484,12548.54396,1493.379121,558.8791209,2826.313187,11019.75824,874.6318681,306.1758242,2083.714286,7921.67033,883.6428571,455.0989011,1346.708791,6167.769231,672.8461538,173.9010989,2813.445055,5505.335165,1451.016484,369.6538462,3335.543956,477.0164835,788.6428571,182,16.49988321,14.28112211,0.500859368,0.952879581,0.669117647,1.112842346,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Unknown,Other Cells +3724,22730.28689,949.7131148,650.9590164,1118.377049,20724.45902,742.1065574,660.8606557,1589.770492,11490.05738,557.1967213,481.4344262,1725.311475,14472.69672,1381.803279,834.3688525,861.1147541,5177.311475,1431.262295,333.6885246,2369.819672,11550.52459,467.5245902,193.2540984,465.704918,13924.78689,518.3606557,132.9590164,857.3770492,10501.66393,1497.540984,615.352459,2819.590164,9457.721311,756.3360656,306.5655738,2062.336066,6792.286885,851.557377,458.795082,1335.844262,5351.0,658.352459,176.0,1669.52459,4713.106557,1475.983607,436.647541,3334.942623,503.6803279,788.1967213,122,14.15050772,11.08539343,0.621528034,0.960629921,0.677777778,-0.247964178,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,Granulocyte,Other Cells +3725,38764.45455,859.1590909,520.3636364,1082.136364,34669.51136,698.6136364,1092.613636,1566.011364,20023.86364,633.2727273,1401.238636,1767.227273,26423.125,1287.545455,2757.522727,3127.738636,8408.090909,1532.738636,410.0227273,2403.261364,19997.42045,416.3295455,255.1704545,1719.068182,24698.61364,707.0681818,208.3522727,1301.522727,18962.04545,1915.920455,537.6590909,2788.465909,16244.26136,642.3181818,277.7045455,1326.386364,12217.46591,1823.386364,413.9545455,1312.75,8702.704545,667.4204545,157.5795455,2216.761364,8022.079545,1346.397727,177.25,3122.670455,735.6590909,785.3409091,88,15.27816617,7.719190568,0.862976965,0.846153846,0.55,1.524472109,1,1,1,1,1,1,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3726,30604.12821,865.3012821,628.2692308,1106.358974,25858.41026,702.3461538,844.5576923,1632.974359,15279.95513,742.1089744,455.9038462,1727.865385,19847.61538,1290.50641,1339.891026,941.6089744,7106.134615,1415.564103,318.525641,2323.224359,14618.07051,425.3525641,347.6730769,481.9679487,17817.34615,455.0064103,123.8461538,780.4487179,13871.98718,1540.403846,469.8525641,2803.00641,12043.46795,1002.737179,284.1282051,1362.102564,8709.891026,880.7115385,419.7564103,1345.673077,6236.346154,681.9294872,168.6858974,1376.038462,5923.480769,1378.512821,253.3205128,3240.205128,797.8333333,788.3589744,156,23.88749914,9.02470173,0.925887151,0.881355932,0.464285714,0.942913177,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells 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+3742,29840.46316,902.8421053,456.6105263,1076.273684,27239.41053,741.6947368,762.7578947,1558.526316,15993.13684,633.7473684,1319.652632,1781.378947,19204.44211,1325.431579,3283.894737,3269.136842,6632.778947,1532.168421,410.9578947,2354.894737,14680.09474,423.8210526,214.8105263,2075.578947,18334.32632,482.5578947,325.3368421,1301.178947,13806.11579,2015.063158,557.6421053,2835.021053,11842.54737,614.3789474,280.1473684,1255.336842,8696.378947,1608.389474,410.2631579,1313.536842,6423.315789,640.9473684,156.6105263,1921.410526,5739.789474,1319.926316,254.0631579,3190.694737,724.2210526,789.6315789,95,12.94383794,9.914811445,0.642856075,0.922330097,0.56547619,0.3804225,1,1,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3743,27763.23171,1123.817073,702.7317073,1098.52439,23952.45122,656.8780488,592.4512195,1567.365854,13597.10976,531.4512195,590.8658537,1772.792683,16241.04878,1207.439024,9465.0,3101.036585,6134.439024,1355.54878,387.0487805,2334.134146,13073.30488,388.195122,1161.707317,500.3414634,16122.53659,424.0365854,137.0121951,2693.792683,12123.0,2114.243902,708.3658537,2805.0,10871.36585,627.1341463,285.2804878,1220.5,7090.256098,1160.646341,425.8658537,1306.621951,5523.060976,846.1463415,172.0853659,3611.743902,5070.536585,1314.52439,936.6463415,3334.585366,335.0609756,790.1463415,82,10.95624669,9.77540367,0.451597177,0.976190476,0.621212121,-0.787196367,1,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells 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+3759,31364.91729,779.8007519,490.1654135,1054.93985,28489.33083,651.1315789,711.5676692,1582.090226,15214.08271,496.8646617,1794.796992,1770.120301,20308.34962,1171.834586,3930.43609,3099.093985,7541.007519,1239.827068,291.0676692,2372.338346,15376.6015,1373.669173,172.2857143,1624.932331,18989.07519,970.2932331,232.2067669,2238.778195,14603.34211,1983.695489,459.4924812,2801.774436,12370.3797,685.8646617,262.0225564,1144.360902,8479.984962,1443.278195,396.2218045,1294.112782,5329.071429,605.9398496,155.3233083,3741.417293,5203.609023,1199.31203,198.5075188,3209.041353,937.0526316,799.093985,266,24.5447984,15.11505752,0.787890703,0.828660436,0.532,-0.238508915,1,0,1,1,0,0,0,1,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3760,40482.3945,845.3302752,535.3761468,1088.559633,37263.09174,699.8899083,918.9449541,1692.357798,19007.87156,521.5045872,2155.082569,1839.321101,25953.6422,1245.440367,5260.229358,3274.055046,9666.697248,1301.733945,312.3853211,2423.954128,19466.73394,427.4678899,205.9633028,2538.357798,24071.27523,460.3761468,582.3944954,2082.623853,19039.04587,2413.844037,483.4862385,2844.0,15634.72477,672.0275229,280.0733945,1013.651376,10283.16514,1316.926606,412.0825688,1309.53211,6045.40367,614.1009174,162.6880734,2984.87156,6029.926606,1274.201835,299.8623853,3262.146789,995.1926606,795.3302752,109,22.1809719,6.7385761,0.952735875,0.838461538,0.409774436,-0.925409555,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3761,36622.255,1003.42,623.295,1119.77,34782.53,762.58,721.515,1688.97,19073.835,592.23,567.01,1758.27,23403.15,1388.775,6215.235,3817.175,8565.635,1449.215,334.085,2347.345,18520.99,1149.385,347.25,534.955,22183.47,472.24,141.57,3949.02,17016.86,1628.535,527.385,2815.195,15059.925,886.395,320.805,1654.16,10089.015,982.065,467.19,1316.6,7709.01,713.53,183.315,4772.92,6855.675,1448.085,497.045,3370.1,364.05,794.945,200,21.58496296,12.64282302,0.810510839,0.917431193,0.732600733,-1.545837393,1,0,0,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,1,0,0,1,NK Cell,Other Cells +3762,37753.67219,992.281457,532.8543046,1085.34106,34907.77152,828.5993377,776.8509934,1602.933775,18949.92715,600.486755,1433.92053,1763.642384,23381.03642,1351.400662,2233.996689,2903.983444,8316.152318,1451.350993,336.2649007,2440.854305,18111.68874,443.3410596,341.589404,997.9271523,21966.23179,453.281457,396.9834437,1467.178808,16909.85099,1926.556291,519.2317881,2822.655629,14797.40397,720.9635762,308.6523179,1536.927152,10149.10927,1143.94702,454.6192053,1361.344371,7759.811258,704.1821192,176.0397351,3245.582781,6821.599338,1433.463576,1928.774834,3331.291391,400.6423841,802.7913907,302,28.26013988,14.0669919,0.867310249,0.898809524,0.567669173,-0.388414313,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells +3763,35927.46154,867.5128205,525.1282051,1089.064103,30993.55128,697.4871795,649.9230769,1564.641026,18589.52564,547.9358974,602.7820513,1762.884615,22757.65385,1299.358974,2902.974359,2409.294872,8076.25641,1334.602564,302.3205128,2317.75641,17295.29487,620.525641,244.3205128,477.974359,21625.84615,425.7564103,158.0128205,2562.987179,16684.37179,1569.205128,694.9102564,2828.384615,14502.25641,628.1923077,297.0897436,1554.397436,10246.23077,938.9487179,429.4102564,1325.807692,7674.653846,651.0512821,167.0641026,1956.282051,6998.487179,1362.564103,228.1923077,3292.128205,576.7307692,795.1282051,78,11.98483002,8.639062967,0.693108611,0.928571429,0.6,0.149961191,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells +3764,21656.04669,817.0622568,442.614786,1030.692607,19850.29572,663.0583658,452.8287938,1366.509728,11290.61868,505.0038911,688.5525292,1657.509728,14598.45914,1293.136187,1419.793774,1641.540856,5030.159533,1437.894942,384.9961089,2346.696498,10868.15175,399.9299611,93.85214008,923.688716,13610.12451,427.4669261,114.7198444,1110.2607,10179.96109,1402.140078,541.2840467,2785.81323,9068.653696,618.2607004,254.5058366,1386.280156,6759.381323,940.770428,394.5058366,1286.583658,5086.276265,602.8988327,158.1712062,1458.392996,4748.743191,1464.797665,7686.684825,3130.478599,671.2490272,802.6303502,257,29.9609469,11.68539199,0.920806054,0.823717949,0.633004926,-0.065736937,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells 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+3766,22464.11409,724.8926174,491.5167785,1064.724832,19290.79195,549.1610738,437.3758389,1593.557047,8360.362416,426.4228188,628.5771812,1689.993289,11983.8255,1087.013423,4169.832215,1371.744966,4541.087248,1069.637584,254.5167785,2306.302013,8861.597315,5727.322148,328.6241611,609.5167785,10944.04698,468.6174497,112.1208054,2988.979866,8137.872483,1658.107383,452.6375839,2767.503356,6489.563758,532.2416107,228.147651,832.9597315,3823.181208,816.8590604,348.147651,1287.90604,2013.187919,612.8926174,140.8389262,3919.42953,2191.644295,990.114094,861.1073826,3138.57047,1056.61745,795.6778523,149,15.4760202,12.2931562,0.607478977,0.961290323,0.760204082,-0.836916034,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +3767,28578.02564,886.034188,511.0512821,1088.675214,26988.24786,717.3589744,460.5470085,1608.247863,13470.08547,560.3760684,435.0854701,1737.735043,17868.80342,1345.965812,2554.615385,2469.34188,6654.17094,1372.692308,329.5299145,2299.760684,14417.92308,419.2820513,610.0854701,458.2991453,17402.89744,421.6239316,132.2051282,2871.470085,13231.13675,1629.401709,382.5213675,2853.384615,11593.80342,743.9401709,298.2136752,1411.948718,6532.837607,803.5982906,440.034188,1373.786325,4895.153846,737.4273504,178.6581197,4723.179487,4383.529915,1395.128205,669.1623932,3230.358974,238.0940171,796.2905983,117,17.3061795,9.073026244,0.851555098,0.9,0.557142857,-0.840873569,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Dendritic Cell,Other Cells +3768,16692.79167,890.8802083,532.6041667,1072.390625,15161.61979,689.3229167,524.4583333,1471.807292,8515.364583,534.3854167,419.7708333,1723.744792,10589.95833,1290.947917,899.4739583,1153.03125,3888.244792,1305.776042,308.125,2310.307292,8620.890625,426.8958333,239.125,467.6875,10338.91146,532.4322917,122.625,962.390625,7871.828125,1396.833333,736.109375,2837.552083,7054.494792,663.6614583,284.125,1958.567708,5060.546875,811.90625,430.171875,1319.6875,4014.4375,673.3489583,171.3697917,2477.848958,3613.057292,1364.75,655.0052083,3220.411458,523.859375,797.4375,192,16.920436,15.13505663,0.447100273,0.918660287,0.564705882,1.221564319,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Activated APC,Other Cells +3769,26799.48276,964.0689655,671.75,1109.758621,23947.4569,719.7413793,878.1034483,1625.12069,13537.00862,678.5775862,477.3275862,1741.887931,17153.96552,1337.491379,1483.491379,1277.905172,6087.939655,1348.025862,315.1896552,2347.241379,13376.7069,486.1551724,497.7586207,515.4396552,16007.12931,456.4310345,122.9655172,1056.577586,12099.81034,1523.887931,529.9655172,2813.543103,10841.5431,677.7155172,283.4913793,1457.465517,7717.5,823.2327586,413.2758621,1342.655172,5750.698276,720.6034483,164.2155172,1833.922414,5333.353448,1394.025862,263.0,3248.974138,603.5775862,796.1465517,116,13.92351966,10.77220847,0.633588858,0.950819672,0.637362637,0.826023493,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells +3770,34901.46535,824.9108911,492.5346535,1076.386139,31283.36634,687.1881188,810.9009901,1546.594059,18155.10891,559.009901,1120.742574,1776.90099,23129.84158,1263.158416,3247.871287,2978.287129,7694.930693,1529.287129,402.8712871,2405.376238,17411.12871,416.1980198,123.2475248,1450.940594,21477.83168,438.5247525,171.7722772,2405.108911,16869.28713,1894.19802,627.5742574,2787.613861,14373.50495,616.3861386,280.5742574,1281.326733,10549.65347,1505.178218,406.2970297,1300.386139,7652.524752,620.9207921,154.2376238,1835.039604,7041.118812,1322.653465,196.3564356,3161.534653,731.7326733,796.049505,101,15.85873467,8.338808515,0.850597088,0.918181818,0.655844156,-0.442755986,1,0,1,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3771,33194.27848,801.4050633,697.5443038,1065.670886,29741.67089,664.8607595,652.7721519,1608.582278,16680.0,507.7468354,947.4177215,1721.35443,20813.59494,1203.974684,3108.886076,2724.911392,7939.620253,1279.189873,303.0126582,2442.696203,16468.31646,423.1772152,195.9873418,873.6075949,20629.75949,424.2405063,135.9367089,1897.810127,15542.39241,1718.949367,471.0632911,2791.936709,13293.77215,591.2658228,274.8227848,1173.962025,9325.632911,933.6835443,411.0253165,1306.683544,5713.911392,614.4556962,160.164557,1772.860759,5614.341772,1253.848101,445.7721519,3201.873418,927.0126582,794.5189873,79,11.33302231,9.316371588,0.569407593,0.94047619,0.658333333,0.046177155,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells +3772,36455.86765,1089.960784,674.8480392,1137.215686,28689.82843,673.1078431,480.6715686,1590.710784,14411.58824,545.9264706,626.1764706,1761.142157,18357.03922,1225.843137,8397.789216,3898.328431,6625.367647,1313.372549,300.9166667,2316.745098,14115.31863,375.872549,348.1568627,557.2696078,16821.23039,419.1960784,124.4166667,7679.245098,13231.37745,1497.367647,451.5294118,2819.147059,11340.0,574.0196078,280.0980392,1524.764706,6514.686275,850.8235294,411.0931373,1303.666667,4730.764706,659.3578431,156.9656863,3607.553922,4246.671569,1242.269608,155.7843137,3325.95098,254.3186275,800.7058824,204,18.66317113,14.17437404,0.650526346,0.962264151,0.596491228,0.643544928,1,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,B Cell,B Cells +3773,18692.03704,835.7654321,694.3333333,1086.666667,16292.08642,637.8271605,671.691358,1571.814815,8614.604938,509.0987654,2212.91358,1905.259259,10391.08642,1126.271605,8453.283951,5600.950617,4019.358025,1276.814815,301.3950617,2389.407407,8612.530864,417.3580247,868.4197531,1507.320988,9913.703704,452.2962963,174.7407407,5160.814815,7380.061728,2399.641975,444.308642,2817.222222,6640.493827,556.2592593,258.7530864,1491.469136,4243.641975,2006.938272,392.7901235,1311.45679,3388.444444,759.9876543,156.5555556,6076.469136,2858.641975,1219.061728,235.1358025,3201.703704,305.6790123,797.6790123,81,14.66990974,7.191586202,0.871594782,0.952941176,0.578571429,-0.420347702,1,0,1,1,0,0,0,0,1,0,1,1,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3774,22191.73256,882.5,547.5348837,1052.732558,20999.15116,681.127907,776.6976744,1506.174419,11223.37209,578.4418605,596.5116279,1786.767442,13913.74419,1210.348837,6279.872093,2144.662791,5220.604651,1482.94186,327.2674419,2339.837209,11036.52326,528.4767442,1043.918605,753.3023256,13213.73256,453.0,167.9418605,2051.709302,10056.81395,1870.05814,990.0,2840.77907,9071.511628,651.0348837,279.8255814,1177.94186,5800.918605,1017.139535,415.6976744,1305.988372,4617.534884,815.7325581,156.2906977,2053.232558,4156.813953,1265.104651,262.3372093,3329.267442,341.744186,797.1627907,86,13.10863445,9.610778114,0.680051935,0.826923077,0.477777778,-0.066729088,1,0,0,1,1,0,0,0,1,0,1,0,1,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells +3775,25934.13131,929.4545455,623.7171717,1091.353535,22733.0101,728.2323232,736.5454545,1576.111111,13310.33333,556.7777778,1495.888889,1789.979798,16173.31313,1321.181818,3053.393939,3912.141414,5962.717172,1718.090909,316.6565657,2403.464646,13068.35354,409.4747475,1061.929293,779.7272727,15911.0202,784.3636364,141.0505051,1995.767677,12192.42424,1793.787879,546.2626263,2816.878788,10739.17172,630.6666667,302.4242424,1481.080808,7614.848485,1502.323232,443.1717172,1356.080808,5709.040404,908.9090909,182.3030303,3268.828283,5208.333333,1425.0,276.4848485,3225.151515,424.2929293,796.6262626,99,12.92027738,10.47382745,0.585530529,0.933962264,0.589285714,-1.435991659,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,1,1,1,0,0,0,Cytotoxic T Cell,T Cells +3776,21729.16514,928.6055046,749.7247706,1113.082569,20292.81651,707.8165138,979.0458716,1596.220183,11443.6055,566.3027523,1104.587156,1846.513761,14404.19266,1268.348624,4734.724771,4012.678899,5062.201835,1963.394495,311.559633,2380.807339,11539.66055,410.8623853,1632.183486,1027.201835,13699.20183,613.9541284,127.3394495,2984.431193,10819.38532,2157.0,655.293578,2837.33945,9557.706422,739.5321101,287.6605505,1619.440367,6654.87156,1551.477064,438.3211009,1366.917431,4985.605505,1090.678899,171.0275229,5700.256881,4700.917431,1498.330275,267.0825688,3297.46789,438.3577982,796.559633,109,12.9933179,11.18176116,0.509318977,0.923728814,0.644970414,-0.556586039,1,0,1,1,1,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,1,0,0,Helper T Cell,T Cells +3777,24432.37427,931.3859649,635.6549708,1084.011696,22114.23977,741.1345029,571.9707602,1580.274854,13558.50292,584.9122807,577.2807018,1772.380117,16820.1462,1348.672515,2253.280702,3033.421053,6338.730994,2171.602339,339.245614,2348.175439,12359.68421,427.6842105,997.8011696,545.9883041,15096.33333,465.4678363,130.2280702,2327.953216,11451.50292,1743.672515,739.8362573,2828.122807,10302.73684,755.502924,294.1520468,1841.584795,7233.175439,1019.157895,448.7660819,1339.666667,5412.596491,895.6432749,178.4619883,3821.777778,5057.976608,1437.461988,1019.146199,3282.789474,451.2573099,797.6959064,171,15.28268513,14.29084042,0.35438369,0.966101695,0.7125,-1.014185281,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells +3778,31249.39779,777.0607735,504.9060773,1044.088398,27138.45304,666.2209945,683.2983425,1517.342541,15354.10497,500.4751381,810.5082873,1724.18232,19920.34807,1169.226519,2761.635359,2687.403315,7305.922652,1267.917127,288.5138122,2366.237569,15119.9337,417.9447514,181.5911602,802.3149171,18522.75691,545.6353591,327.3425414,2837.679558,14316.60221,1611.790055,496.839779,2795.640884,12414.45304,682.6850829,262.6353591,1617.331492,8925.414365,1005.232044,395.3867403,1306.447514,6165.906077,630.9171271,157.2541436,3706.618785,5837.828729,1238.889503,292.1325967,3173.40884,842.3977901,799.3977901,181,17.69730244,13.52617368,0.644852445,0.918781726,0.558641975,-0.883078843,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3779,40067.78481,855.7721519,598.3797468,1104.0,36753.29114,743.721519,940.4810127,1763.582278,18241.26582,530.5189873,2081.379747,1816.493671,25346.07595,1239.455696,7407.607595,4469.658228,9504.962025,1310.253165,306.1392405,2664.405063,19258.22785,461.5696203,211.4177215,1837.835443,24089.41772,463.6835443,209.3417722,3896.329114,18770.46835,2879.367089,549.9113924,2819.481013,15191.51899,594.7468354,292.0,1257.632911,10095.01266,1267.936709,415.1139241,1294.734177,5946.810127,626.7088608,160.8481013,4055.835443,5894.898734,1252.455696,231.9620253,3241.822785,1002.962025,797.1518987,79,14.28537763,7.387402509,0.855906647,0.918604651,0.552447552,-0.706982219,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+3807,32053.27891,818.7687075,510.6734694,1079.414966,28657.63946,673.047619,817.0408163,1540.884354,16045.20408,524.0544218,1441.122449,1784.646259,20728.91156,1245.571429,4381.469388,3329.122449,7385.102041,1277.571429,288.8027211,2439.816327,15800.31973,442.6802721,126.047619,1632.972789,19111.35374,1260.197279,427.5782313,3658.265306,14606.2381,1887.29932,643.8503401,2786.931973,12752.44218,628.1428571,259.0408163,1517.877551,9260.251701,1290.129252,390.829932,1308.789116,6981.0,609.3061224,155.1156463,4380.489796,6368.517007,1320.020408,1033.782313,3230.088435,630.0544218,803.7006803,147,15.32165353,12.67318453,0.561992849,0.936305732,0.6125,0.656807468,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells 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+3809,36325.5625,859.2625,543.2875,1085.05,32625.9125,701.6625,632.3625,1679.925,15475.775,536.1625,2023.35,1756.25,21102.3625,1258.0875,7062.025,5291.3,8405.875,1312.725,318.9625,2342.8125,17319.8,386.3,272.7,1671.3375,21435.6625,472.875,167.3625,6084.925,15983.25,2260.425,397.95,2818.0625,14019.7625,663.575,311.925,1590.175,7346.3625,1660.125,437.2375,1298.35,5123.2,660.8375,166.0,3932.625,4973.4625,1309.9875,248.75,3271.1125,213.9625,802.225,80,11.29925294,9.170298959,0.584235004,0.952380952,0.615384615,1.33921625,1,0,1,1,0,0,0,0,0,0,1,1,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3810,25527.78205,899.4102564,689.1666667,1121.230769,23679.25641,719.6923077,729.1923077,1621.051282,13040.47436,554.1282051,453.6538462,1723.910256,16496.60256,1329.730769,1421.333333,1208.782051,5868.128205,1403.987179,324.6282051,2379.089744,13075.96154,469.4230769,643.8717949,458.4358974,15790.30769,455.6666667,131.8076923,1029.25641,12213.55128,1525.987179,510.8205128,2818.423077,10684.48718,863.4487179,301.4102564,1766.576923,7463.24359,851.2051282,459.9102564,1344.820513,5768.717949,772.5769231,181.2307692,1776.615385,5112.948718,1438.141026,320.9871795,3285.769231,471.6538462,805.3717949,78,11.81300784,9.667067203,0.574733162,0.821052632,0.464285714,-1.517464959,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,1,1,0,0,0,Dendritic Cell,Other Cells +3811,29394.83333,945.8571429,666.202381,1112.666667,25467.04762,735.2380952,561.2738095,1604.821429,15024.95238,561.4761905,459.9285714,1736.22619,18192.57143,1337.059524,3351.630952,2846.0,6624.261905,1385.892857,323.25,2376.666667,14676.27381,450.9166667,231.7380952,441.9047619,17463.59524,449.1785714,131.297619,3623.857143,13312.4881,1537.214286,954.0238095,2817.619048,11979.59524,646.7380952,295.7380952,1841.738095,8149.357143,954.3928571,444.25,1328.166667,6306.488095,653.702381,166.1309524,1667.369048,5719.130952,1397.416667,158.9285714,3312.666667,506.1309524,805.797619,84,14.71305254,9.996485038,0.7337406,0.730434783,0.428571429,0.574942633,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,Activated APC,Other Cells +3812,25782.20202,966.3030303,641.4040404,1095.848485,23545.62626,756.0707071,646.5959596,1593.464646,13389.42424,584.7474747,445.7979798,1740.79798,16350.19192,1384.676768,1609.151515,1138.242424,5876.0,1387.484848,331.3636364,2339.363636,13190.42424,469.040404,236.8787879,482.1616162,16092.26263,509.0,136.3838384,1754.949495,11991.0404,1488.525253,642.4949495,2816.454545,10734.52525,632.0808081,307.959596,1903.434343,7372.606061,1003.333333,449.969697,1341.707071,5858.989899,656.8080808,172.3030303,1552.020202,5205.727273,1459.727273,579.1717172,3236.363636,514.8080808,805.040404,99,13.8418492,9.304603276,0.740362248,0.99,0.634615385,0.727959861,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,Granulocyte,Other Cells 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+3845,29168.75714,797.5857143,470.9857143,1071.571429,25466.34286,676.4571429,749.8285714,1606.314286,14221.11429,503.9714286,1544.671429,1783.042857,18001.37143,1172.214286,4810.428571,2746.785714,7007.514286,1233.371429,294.4714286,2466.114286,13908.5,470.7428571,144.4428571,1899.242857,17499.05714,880.7428571,1359.028571,2134.514286,13452.82857,1892.742857,443.1571429,2819.471429,11469.18571,628.8714286,268.8142857,1242.442857,7673.557143,1011.585714,398.7285714,1280.371429,4905.328571,610.9,153.0142857,2627.814286,4798.828571,1216.2,420.6,3171.257143,929.7142857,810.2285714,70,11.28687858,8.187536844,0.688324288,0.886075949,0.636363636,0.743584942,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3846,30311.56436,800.7425743,510.5643564,1077.485149,31135.15842,717.7326733,874.039604,1788.80198,15104.64356,524.5247525,2418.425743,1838.930693,21164.07921,1212.831683,5778.247525,3652.227723,7526.257426,1240.732673,292.7425743,2481.049505,15722.63366,1230.910891,699.5841584,2132.554455,19326.16832,459.1287129,178.1485149,1386.60396,15223.43564,2303.940594,399.3762376,2797.257426,12223.68317,756.7326733,268.8316832,1015.544554,7753.49505,1919.722772,413.2475248,1310.831683,4439.49505,709.6138614,156.1386139,4971.386139,4513.722772,1205.29703,923.6534653,3316.584158,1010.712871,812.6435644,101,13.98384086,9.761074957,0.71607308,0.918181818,0.554945055,-1.030060293,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +3847,27072.47581,891.733871,491.6693548,1053.233871,24466.32258,733.3951613,693.4919355,1497.596774,13641.40323,562.7096774,1177.612903,1731.048387,16562.54839,1261.201613,2488.564516,2527.16129,6055.403226,1635.806452,315.4919355,2311.475806,13024.45968,400.5,448.4919355,763.6048387,15796.91935,437.9435484,241.733871,1622.66129,12284.95968,1877.75,490.8548387,2807.717742,10796.33065,662.2096774,289.2096774,1372.532258,7416.741935,1028.685484,435.75,1367.709677,5597.516129,740.8870968,166.1854839,2666.806452,5047.387097,1357.580645,976.7258065,3261.016129,409.7903226,813.75,124,14.43791816,11.33811107,0.6191142,0.939393939,0.688888889,0.396295214,1,0,1,1,1,0,0,0,1,0,1,0,1,0,0,0,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells +3848,23630.39744,885.7179487,616.1025641,1111.012821,20848.52564,703.474359,572.4487179,1649.807692,11398.55128,552.3333333,479.0769231,1728.858974,14848.32051,1301.974359,1481.602564,1860.282051,5416.717949,1326.679487,309.7564103,2329.974359,11222.30769,435.1666667,158.8076923,473.1153846,13653.97436,585.0,120.9230769,1457.74359,10478.02564,1378.666667,497.7307692,2787.115385,9126.551282,719.1025641,277.2179487,1659.987179,6662.871795,841.7820513,418.4871795,1313.948718,4852.730769,626.3846154,157.974359,1159.807692,4511.641026,1378.205128,354.5,3296.897436,780.8846154,813.0769231,78,14.87393072,7.117838223,0.878063284,0.876404494,0.5,0.525116575,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells 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+3859,26549.45528,747.699187,482.8373984,1034.707317,23590.0813,747.9837398,839.2113821,1540.333333,13614.17886,481.8130081,1575.861789,1848.02439,16635.10569,1150.186992,2670.113821,2339.682927,6286.723577,1284.02439,263.5284553,2423.113821,13296.06504,907.3170732,99.17886179,1542.390244,15633.74797,391.5934959,412.0569106,838.2357724,12327.66667,2009.154472,531.0894309,2780.260163,10875.36585,602.5365854,255.1219512,1207.0,7795.487805,1164.162602,383.6829268,1296.373984,5988.780488,577.2520325,149.2276423,3384.626016,5384.788618,1241.382114,347.8536585,3152.788618,610.0731707,815.7235772,123,14.95153232,10.62848078,0.703331201,0.946153846,0.630769231,-0.611175258,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+3861,29130.98684,839.0921053,573.9868421,1067.631579,26293.89474,687.0657895,743.7894737,1638.605263,14343.06579,534.7236842,972.1315789,1785.552632,19648.39474,1196.921053,5868.565789,4452.578947,7297.671053,1275.131579,302.7236842,2299.236842,15079.63158,389.1052632,2145.407895,921.1052632,18801.14474,791.2105263,125.6184211,3562.171053,14368.23684,2048.039474,572.5394737,2788.671053,12204.10526,805.1315789,277.8684211,1865.552632,8712.868421,1224.828947,404.1578947,1341.947368,5745.539474,1232.078947,161.3552632,4684.513158,5643.947368,1285.657895,262.5131579,3274.407895,887.6842105,813.5657895,76,10.85234983,9.39952961,0.499821369,0.926829268,0.633333333,-0.140818107,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,0,0,Helper T Cell,T Cells +3862,31731.10417,877.0833333,574.234375,1090.203125,23010.06771,582.1875,632.6927083,1476.286458,12133.08333,479.515625,923.7552083,1729.8125,14758.79167,1094.765625,5574.276042,2856.84375,5700.291667,1293.026042,279.2916667,2432.927083,11950.72917,891.578125,225.0208333,662.5364583,14305.03125,845.0833333,117.2291667,3288.510417,11007.83854,1375.276042,393.3645833,2793.536458,9762.130208,556.6354167,260.5989583,1187.489583,6048.083333,989.0677083,396.7604167,1303.067708,4690.625,608.6302083,156.6875,2215.994792,4197.239583,1197.619792,277.4270833,3238.036458,318.7447917,817.7604167,192,17.01304134,14.79344182,0.493870607,0.905660377,0.666666667,-0.67200496,0,0,1,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3863,22535.50633,827.5949367,482.4810127,1039.734177,20895.17722,650.1265823,492.1772152,1479.987342,11295.92405,502.556962,623.1139241,1722.139241,14167.70886,1183.367089,5360.962025,2964.303797,5125.164557,1348.139241,313.4556962,2333.21519,10943.50633,418.4177215,1138.506329,542.8734177,13120.4557,437.9746835,122.0759494,3556.898734,10077.68354,1491.379747,446.278481,2810.278481,8864.78481,602.1898734,267.6582278,1257.987342,5622.974684,892.0253165,395.7974684,1331.025316,4414.582278,852.2025316,164.6582278,3844.696203,4019.379747,1256.911392,317.5822785,3190.670886,343.4303797,816.1518987,79,12.98514101,8.310593963,0.768368255,0.918604651,0.564285714,0.283107834,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells +3864,25443.55102,798.7857143,548.4795918,1072.765306,22683.97959,648.6734694,580.1836735,1538.540816,13523.96939,523.4285714,484.0714286,1717.561224,15968.07143,1204.806122,4983.836735,3304.765306,6084.571429,1344.153061,300.0204082,2413.5,13436.56122,394.0816327,698.0102041,444.5102041,15889.36735,405.3061224,119.1938776,3146.357143,12262.39796,1571.183673,760.2244898,2811.142857,11127.42857,600.1326531,283.0306122,1545.357143,7678.336735,889.8877551,417.9183673,1314.94898,5856.459184,754.6326531,168.9081633,2722.826531,5381.663265,1319.357143,189.6530612,3236.530612,503.9489796,815.255102,98,12.21363637,10.50312492,0.510377139,0.907407407,0.685314685,-0.984122823,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells 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+3881,27597.54701,910.7735043,591.6923077,1090.089744,24568.2265,683.9230769,992.2393162,1556.846154,14160.24786,551.1282051,1591.354701,1817.649573,17278.25214,1284.41453,4855.764957,2650.692308,6222.376068,1394.58547,302.2820513,3086.042735,13595.88034,1112.448718,293.8376068,1512.081197,16292.17521,434.4102564,157.7179487,1297.512821,12602.26496,2153.290598,642.5128205,2803.884615,10970.92308,778.1196581,278.1581197,1235.820513,7837.717949,1296.931624,420.6282051,1333.811966,5872.534188,641.6111111,167.2435897,3620.042735,5355.91453,1316.713675,432.025641,3302.888889,558.3504274,823.6068376,234,23.00999947,13.3070007,0.815814394,0.906976744,0.585,-0.846227466,1,0,1,1,0,0,1,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+3888,19675.76289,802.1958763,524.3814433,1062.597938,18188.40206,630.9072165,516.3608247,1542.618557,9348.536082,509.7319588,783.0309278,1786.381443,11475.34021,1176.350515,3478.216495,2724.072165,4453.206186,1319.56701,399.0309278,2426.185567,9414.845361,356.8659794,363.6804124,723.185567,11215.46392,583.0103093,121.1546392,2220.185567,8659.041237,1693.391753,394.5876289,2829.876289,7813.773196,634.3402062,266.9278351,1096.268041,4912.597938,1196.649485,408.8969072,1327.814433,3790.43299,649.6701031,154.9278351,2327.917526,3402.938144,1240.896907,247.8453608,3263.505155,307.9175258,824.0,97,14.55660842,8.679661594,0.802784333,0.96039604,0.673611111,-0.102172982,1,0,0,1,0,1,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells +3889,35199.36054,941.0204082,501.0612245,1071.054422,30464.13605,707.4081633,847.7414966,1573.544218,17318.42857,562.3061224,996.4965986,1719.863946,21995.56463,1251.639456,3302.163265,3677.197279,8281.040816,1279.442177,300.3265306,2393.081633,16980.68027,391.9387755,493.4353741,997.0884354,21495.5102,1142.496599,124.122449,2600.442177,16438.44218,1578.863946,535.4217687,2804.659864,13948.77551,616.6190476,280.2517007,1425.421769,9809.666667,1280.047619,409.9591837,1322.653061,6383.07483,724.2993197,160.8843537,3417.503401,6262.598639,1258.55102,190.4285714,3368.408163,879.6802721,822.0136054,147,17.21409972,11.15607293,0.761574282,0.936305732,0.680555556,-1.402093967,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +3890,41734.04688,960.09375,552.328125,1109.125,33597.8125,687.359375,713.09375,1582.953125,16875.01563,558.171875,1314.828125,1744.671875,22656.46875,1267.0,4897.0625,2817.0625,8606.03125,1344.8125,314.484375,2439.46875,17618.28125,391.640625,384.6875,987.359375,21806.48438,774.90625,139.921875,3019.140625,17146.95313,1832.6875,352.625,2817.25,14898.01563,600.9375,296.953125,1053.1875,7732.875,1180.140625,429.390625,1303.375,5475.546875,679.0,158.1875,2235.40625,5363.921875,1288.453125,195.1875,3277.8125,235.953125,822.78125,64,11.41722678,8.282279367,0.688306977,0.888888889,0.52892562,0.854275874,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +3891,25980.77301,845.993865,531.8895706,1096.202454,23577.15951,750.3865031,830.006135,1644.944785,12015.08589,547.9693252,1886.067485,1908.478528,15813.30061,1271.680982,4411.300613,5806.582822,5630.453988,1314.441718,310.4478528,2545.613497,12305.11656,395.5030675,487.1411043,2622.276074,14949.5092,464.4417178,721.4355828,2992.503067,11483.25153,2336.539877,434.7852761,2816.981595,10016.46626,609.2453988,292.4110429,1505.392638,5916.638037,1259.331288,426.196319,1315.687117,4531.503067,683.3128834,170.006135,4618.245399,4094.06135,1320.521472,1355.539877,3274.116564,280.398773,825.7546012,163,21.85838567,10.2665727,0.882833664,0.867021277,0.479411765,-0.847887367,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +3892,35262.86486,863.1891892,432.5,1048.675676,29997.36486,687.5540541,749.7837838,1486.554054,17492.97297,543.3378378,1192.878378,1726.567568,20892.87838,1263.837838,2182.243243,1905.202703,7697.081081,1485.148649,310.8513514,2370.675676,16574.21622,394.0540541,143.4864865,775.1891892,20550.0,520.5135135,135.2837838,1177.72973,15862.90541,1543.486486,464.0810811,2827.297297,13873.5,770.5675676,300.7027027,1221.121622,9539.418919,1244.918919,437.7567568,1304.878378,7042.635135,613.8513514,169.6351351,1689.135135,6662.337838,1346.324324,847.3648649,3285.581081,404.1756757,821.9054054,74,11.35568908,8.732078906,0.639296022,0.891566265,0.616666667,1.298066964,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells +3893,28556.29508,868.3442623,497.4262295,1102.131148,24057.21311,678.5737705,629.5409836,1580.016393,14222.42623,544.3934426,495.557377,1733.213115,16846.22951,1191.163934,2363.491803,2501.262295,6321.262295,1391.196721,293.9672131,2346.836066,13493.70492,2262.098361,236.2786885,462.7868852,16233.5082,422.6721311,123.5245902,3146.377049,12878.01639,1486.04918,566.0491803,2808.0,11311.47541,586.1967213,281.5901639,1341.836066,7764.180328,810.295082,418.6229508,1300.704918,5772.885246,636.4590164,164.852459,2504.409836,5283.983607,1310.672131,169.6065574,3373.213115,422.2786885,821.5901639,61,10.65649504,7.49321903,0.711031843,0.910447761,0.61,-0.927819484,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,NK Cell,Other Cells +3894,36450.98795,870.4096386,580.626506,1076.481928,32087.79518,704.313253,729.5903614,1608.084337,17986.04819,537.373494,625.2168675,1745.108434,22555.22892,1258.192771,2858.39759,2412.963855,8038.638554,1518.216867,322.2409639,2384.662651,17529.75904,465.746988,1237.349398,551.7951807,21086.07229,500.7831325,128.8795181,1603.807229,16795.56627,1718.024096,688.1084337,2800.795181,14543.75904,692.7108434,302.686747,1277.759036,9902.156627,885.5180723,437.7590361,1368.86747,7478.819277,912.3855422,175.9879518,4866.987952,6691.662651,1362.927711,186.0120482,3315.108434,432.0,823.5662651,83,13.55824572,8.701619042,0.766875955,0.882978723,0.538961039,0.434112003,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells +3895,19391.63014,824.8150685,547.9931507,1058.767123,17578.44521,668.9726027,580.9863014,1464.59589,9687.821918,510.7328767,573.3356164,1745.958904,11974.39726,1188.09589,2014.294521,1939.109589,4358.972603,2316.356164,293.1849315,2347.39726,9342.479452,377.5273973,1882.349315,525.8835616,11228.4726,429.2123288,130.4863014,1428.123288,8691.136986,1613.554795,522.4794521,2868.30137,7703.890411,724.3972603,265.4383562,1342.541096,5324.321918,803.0205479,410.869863,1350.136986,3993.410959,1101.19863,173.8356164,5219.40411,3670.178082,1284.993151,381.5958904,3238.136986,443.260274,823.369863,146,14.80851922,12.71433355,0.512675639,0.948051948,0.695238095,-0.743598272,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells +3896,17274.52174,799.6770186,498.6521739,1068.149068,15610.82609,637.9254658,649.0621118,1463.273292,8869.465839,649.7142857,641.5962733,1772.906832,10769.26708,1150.677019,3448.031056,2039.391304,4018.571429,1344.223602,306.9254658,2381.552795,8706.428571,363.0310559,2406.298137,706.6521739,10292.98137,484.5714286,132.2360248,923.1304348,7977.695652,1703.267081,549.0745342,2785.931677,6984.006211,683.1863354,261.0496894,1372.354037,4807.546584,884.5217391,401.068323,1416.751553,3724.248447,1207.993789,157.1242236,3610.689441,3448.565217,1253.217391,198.757764,3261.832298,488.0621118,822.9378882,161,16.43507941,12.73039078,0.632467976,0.958333333,0.71875,-1.268086501,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells +3897,24922.76744,874.0775194,948.2248062,1127.922481,22008.46512,727.620155,737.4263566,1682.0,12220.87597,800.1550388,684.6899225,1774.744186,15801.65116,1278.03876,2718.736434,1988.147287,5619.751938,1435.410853,348.9767442,2438.984496,11678.25581,462.5968992,565.1550388,590.0852713,14707.07752,597.9069767,120.2403101,1267.007752,11242.77519,1665.178295,522.751938,2794.503876,9768.705426,670.8139535,285.4031008,1389.806202,7208.100775,909.0542636,408.627907,1380.953488,5215.984496,731.3410853,158.8372093,3005.379845,4863.015504,1347.813953,240.2325581,3188.550388,753.9147287,823.5891473,129,13.9371813,11.86584612,0.524548408,0.948529412,0.767857143,-0.221919569,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells +3898,23110.97744,988.8195489,811.0902256,1095.691729,20026.54135,744.556391,862.6466165,1641.330827,11580.50376,806.7518797,4797.729323,1789.150376,14354.75188,1295.24812,2320.842105,1891.774436,5277.541353,1325.225564,316.2631579,2356.661654,10953.55639,446.4135338,508.2105263,912.1879699,13555.09023,482.2857143,120.2857143,852.2406015,10693.06015,1988.631579,480.2781955,2817.969925,9260.0,785.6616541,276.8496241,1475.353383,6748.834586,1018.428571,412.1203008,1392.894737,4817.781955,721.481203,159.1654135,2391.022556,4554.699248,1343.368421,233.2932331,3329.067669,766.6390977,824.7744361,133,15.81287236,10.93188562,0.722540815,0.943262411,0.639423077,0.497661957,1,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,Helper T Cell,T Cells +3899,27360.88889,874.6904762,777.5952381,1111.02381,25043.38889,704.5079365,860.4365079,1658.095238,13746.63492,534.4285714,1173.349206,1782.365079,17689.0,1263.539683,3174.031746,4646.97619,6642.261905,1293.246032,301.2460317,2569.968254,13425.22222,422.8571429,111.452381,736.8412698,16814.40476,1457.436508,123.7142857,2541.515873,12589.80159,1584.198413,580.8650794,2784.365079,10805.45238,646.3571429,279.9365079,1876.992063,7999.714286,1341.960317,421.0793651,1311.539683,5655.769841,595.3492063,166.0793651,4196.031746,5165.666667,1350.420635,586.5793651,3236.896825,812.7857143,825.1507937,126,16.58505663,10.03624791,0.796120599,0.875,0.636363636,0.327418163,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3900,26667.70909,917.6272727,713.2090909,1128.445455,23460.48182,697.1545455,822.6363636,1632.963636,13068.89091,536.7272727,620.9181818,1733.381818,17302.5,1270.218182,1733.1,1818.963636,6219.227273,1281.027273,302.4636364,2326.718182,12524.22727,418.3454545,118.5454545,582.2545455,15137.24545,752.6818182,124.6181818,1168.181818,11761.0,1392.745455,466.6818182,2820.409091,10069.38182,1009.363636,270.2727273,1431.281818,7304.354545,1063.209091,410.8,1296.5,5126.727273,593.6,159.6909091,2036.372727,4868.727273,1287.163636,895.5,3211.472727,825.2818182,822.5454545,110,13.77088908,10.27462424,0.665820569,0.916666667,0.654761905,-1.138400214,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+3902,21423.70667,833.8666667,575.1866667,1027.24,13295.76,591.56,699.72,1471.053333,6189.533333,450.1466667,1390.586667,1716.973333,8891.866667,1049.733333,5031.013333,2076.173333,3504.36,1247.626667,260.6933333,2412.72,6938.626667,356.28,508.8666667,1056.813333,8674.693333,436.5866667,261.8933333,1175.106667,6536.573333,2305.213333,408.6,2774.866667,5418.88,1015.586667,231.6533333,826.88,3299.813333,1315.626667,359.0,1307.226667,1769.186667,630.7466667,141.48,2139.746667,2000.013333,1056.24,1261.693333,3277.186667,1044.706667,820.6133333,75,11.1817518,8.606947064,0.638367725,0.949367089,0.757575758,1.467511118,0,0,1,0,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +3903,17195.72917,752.5763889,436.6527778,1044.993056,15764.04167,614.3680556,543.2638889,1452.944444,9006.215278,479.5208333,531.375,1733.909722,11239.38194,1157.423611,1956.548611,1432.583333,4234.041667,1329.25,329.2777778,2342.625,8752.048611,376.0277778,99.38194444,540.5277778,10594.95139,536.2847222,128.4652778,1407.048611,8260.736111,1303.25,534.9583333,2793.736111,7303.944444,615.6944444,244.9930556,2101.131944,5381.027778,831.1666667,382.5208333,1329.166667,4007.75,701.1111111,148.9583333,2635.5,3697.861111,1281.763889,2936.423611,3130.0,675.4097222,824.75,144,15.0195967,12.95947455,0.50548103,0.9,0.6,0.750504572,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+3905,36107.46512,818.0697674,469.744186,1061.116279,32676.69767,1014.372093,1178.139535,1697.0,18923.93023,540.3023256,2101.72093,2024.651163,22933.16279,1268.395349,3068.209302,3339.395349,8227.325581,1310.44186,285.5581395,2375.302326,18156.18605,480.5813953,109.3488372,2721.953488,22571.27907,440.9302326,1511.697674,992.3023256,17291.2093,2146.325581,532.5581395,2796.395349,14959.04651,612.7674419,276.6511628,1206.069767,10698.5814,1384.813953,405.8604651,1295.046512,8011.534884,595.2790698,155.2093023,3346.255814,7351.837209,1321.55814,720.3953488,3173.604651,613.4186047,823.5116279,43,9.912005819,6.012952849,0.794981782,0.934782609,0.5375,-0.548027341,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +3906,26076.31544,924.2281879,497.9328859,1051.637584,22554.79195,736.4362416,618.557047,1518.389262,12518.00671,661.0536913,917.1275168,1779.013423,16162.14765,1321.926174,3196.100671,2552.52349,5673.926174,1332.134228,298.2147651,2352.926174,11912.10067,413.5436242,296.852349,1120.711409,14572.65772,444.738255,371.6241611,1550.026846,11003.01342,1718.241611,561.9127517,2790.778523,9606.986577,628.8120805,250.5234899,1298.422819,6924.47651,1012.610738,382.4228188,1297.671141,5290.651007,643.0268456,158.1677852,2685.66443,4644.375839,1342.234899,2887.530201,3137.583893,623.6442953,826.3422819,149,17.73523896,12.07826657,0.732253586,0.792553191,0.551851852,1.238646687,1,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells +3907,32302.06494,864.7142857,465.3246753,1073.87013,28590.81818,696.0,833.8441558,1563.948052,17008.96104,573.2987013,1695.194805,1783.987013,20123.24675,1267.792208,2649.298701,3080.87013,7017.766234,1494.181818,396.4805195,2470.792208,15644.16883,499.5714286,167.6103896,1240.38961,19263.01299,453.5454545,120.4545455,1363.116883,15005.23377,1840.935065,568.2337662,2789.532468,13030.4026,701.7922078,289.9480519,1401.298701,9352.818182,1470.675325,411.7792208,1291.207792,6673.727273,642.6103896,163.9480519,1833.909091,5956.987013,1361.038961,900.961039,3207.038961,732.4545455,824.7792208,77,11.78573102,8.40364524,0.701127877,0.974683544,0.712962963,-0.397421986,1,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +3908,23344.58,757.56,462.52,1043.04,21512.2,612.99,539.67,1503.6,11845.15,495.94,471.17,1755.88,15312.65,1157.52,1756.67,1604.07,5514.31,1417.18,345.91,2337.3,11380.24,2948.15,333.53,534.37,14324.39,506.14,116.44,927.89,10898.76,1461.42,773.86,2770.39,9328.13,698.35,251.89,1226.77,7022.92,879.79,383.03,1301.63,5127.68,680.02,148.9,2047.73,4700.92,1247.76,365.91,3140.04,742.26,824.42,100,12.90652812,9.93164296,0.638640317,0.970873786,0.833333333,0.314986826,0,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +3909,31157.73043,899.573913,593.3043478,1080.634783,27761.18261,711.0695652,623.0956522,1599.973913,16224.38261,556.9826087,680.8695652,1780.817391,19608.03478,1257.6,2906.93913,3023.869565,6978.721739,1287.695652,288.0608696,2325.13913,15027.26957,433.3478261,287.173913,600.1652174,18452.92174,463.2086957,123.2521739,2938.052174,14190.75652,1539.991304,791.4,2800.13913,12367.33913,827.6434783,273.3217391,1591.46087,8760.443478,978.3913043,407.8086957,1308.678261,6425.678261,650.2347826,154.6521739,2371.4,6060.504348,1313.582609,593.1478261,3328.617391,596.0695652,824.9652174,115,13.56040791,10.93623152,0.591257977,0.942622951,0.638888889,1.454437372,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,Activated APC,Other Cells +3910,19261.0,805.8762887,478.6804124,1055.103093,17559.07216,652.8556701,578.4123711,1553.958763,10168.70103,493.9690722,404.9896907,1776.979381,13040.54639,1218.680412,1513.979381,1225.43299,4699.072165,1290.154639,310.0,2298.628866,10065.0,433.9278351,138.4845361,479.8969072,12278.15464,538.4123711,116.8969072,934.4020619,9486.402062,1310.989691,520.3917526,2802.783505,8377.412371,711.2886598,260.6804124,2037.020619,6159.597938,999.443299,388.2268041,1300.340206,4687.0,1846.278351,157.3195876,1803.907216,4335.134021,1338.71134,390.9484536,3163.752577,664.2371134,826.5154639,97,12.84622247,11.07281628,0.506991331,0.91509434,0.621794872,-1.363239063,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Unknown,Other Cells +3911,30606.45263,1049.357895,526.3368421,1057.0,27338.64211,732.4842105,657.9263158,1532.831579,14950.35789,608.3894737,1041.326316,1737.494737,18324.22105,1288.926316,3289.515789,2309.663158,6321.694737,1337.821053,310.5263158,2345.442105,13954.26316,710.8631579,436.6526316,694.3789474,16428.53684,897.7368421,127.6421053,1540.789474,12946.42105,1518.684211,376.3263158,2819.021053,11258.45263,635.5052632,283.4631579,1114.536842,6979.221053,932.9894737,412.4210526,1331.294737,5254.821053,671.4842105,159.1473684,2145.463158,4700.410526,1261.305263,1157.357895,3380.557895,327.3473684,825.8,95,13.59404157,9.190374074,0.736847499,0.922330097,0.678571429,-1.323482184,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,1,Cytotoxic T Cell,T Cells +3912,24810.00694,825.0347222,751.0138889,1123.152778,22494.28472,677.5902778,848.4305556,1646.8125,13332.23611,563.4305556,625.4583333,1789.305556,16176.22917,1247.576389,2658.597222,1470.548611,5727.770833,1348.125,293.3611111,2434.055556,12478.95833,1092.104167,663.0902778,577.3055556,15026.41667,443.4027778,124.25,892.7430556,11847.41667,1687.118056,606.8125,2823.993056,10263.4375,678.2222222,286.8680556,1294.368056,7372.4375,895.4236111,417.1597222,1352.625,5498.513889,725.1875,160.3055556,2004.493056,5027.576389,1318.861111,177.6388889,3314.326389,573.5138889,826.8611111,144,14.38888121,12.77947713,0.459554709,0.96,0.738461538,-1.240525474,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells +3913,22132.90678,876.8559322,623.1016949,1088.29661,18908.38136,702.3813559,679.9915254,1622.584746,10982.47458,627.7711864,471.4661017,1715.127119,14003.41525,1267.932203,1076.466102,1677.127119,5091.686441,1373.220339,307.9067797,2335.533898,10625.29661,446.5423729,186.9661017,506.0,13167.90678,530.4576271,123.8050847,1210.194915,10147.90678,1409.90678,493.8813559,2798.483051,8850.262712,1291.262712,279.6101695,1695.084746,6455.661017,826.6694915,412.7711864,1320.813559,4598.813559,632.7966102,162.1779661,1554.279661,4356.305085,1366.491525,343.0084746,3254.050847,787.4745763,826.9237288,118,12.5739294,11.99843208,0.299070847,0.967213115,0.756410256,1.063767582,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells +3914,21968.35088,849.7280702,742.4649123,1141.482456,18901.26316,685.1140351,796.7280702,1670.192982,10939.25439,522.6140351,749.8421053,1768.631579,13968.90351,1237.105263,1317.72807,2334.815789,5133.22807,1295.017544,297.1315789,2454.508772,10552.16667,412.2807018,133.5877193,761.7982456,13020.53509,653.7192982,122.9385965,1266.570175,10033.54386,1505.403509,516.2807018,2823.77193,8728.017544,1168.22807,275.245614,1564.289474,6339.236842,1103.815789,410.4298246,1312.192982,4565.587719,606.6403509,156.7982456,2126.72807,4320.403509,1324.122807,437.0701754,3217.342105,802.0789474,826.8947368,114,13.22627555,11.16774155,0.535775829,0.94214876,0.730769231,-0.101460103,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells +3915,35837.4697,903.6060606,789.4090909,1127.333333,32230.5,730.5454545,789.2727273,1779.772727,16585.60606,543.1969697,501.2424242,1765.757576,23026.75758,1283.045455,2877.545455,1909.348485,8341.590909,1293.848485,323.6060606,2435.727273,16989.10606,493.9545455,530.4242424,565.1818182,21198.18182,471.6363636,132.7727273,1679.409091,16239.93939,1536.590909,451.5,2819.227273,13794.75758,1071.469697,280.9848485,1167.424242,9012.030303,931.5909091,416.8484848,1323.621212,5570.045455,702.1818182,159.3484848,4516.060606,5569.545455,1287.272727,264.6666667,3286.651515,947.1515152,825.6212121,66,12.34305343,7.1616387,0.814462548,0.916666667,0.545454545,0.824964631,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +3916,25390.05556,828.0444444,582.1944444,1086.605556,19408.9,626.9833333,700.0944444,1601.566667,7681.855556,566.7333333,1152.894444,1769.25,12381.42778,1095.677778,7106.061111,3257.872222,4612.85,1181.638889,281.3611111,2464.594444,9111.088889,503.9944444,1809.361111,1064.011111,11024.83333,1026.016667,123.9333333,3110.077778,8300.705556,2227.333333,379.9,2818.872222,6555.272222,636.9833333,240.2944444,891.55,3498.861111,985.6222222,361.5666667,1304.488889,1865.133333,964.8166667,138.6111111,3347.194444,2112.572222,1053.494444,887.6555556,3228.338889,1069.066667,828.2944444,180,15.7410207,14.74244802,0.350500903,0.957446809,0.75,-1.312627797,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,0,0,0,1,0,1,0,1,0,Helper T Cell,T Cells +3917,27090.68027,832.5034014,536.1836735,1069.816327,24880.55782,671.7142857,794.3605442,1624.911565,12826.35374,539.0204082,1310.503401,1778.789116,16248.16327,1226.292517,4561.244898,3600.646259,6281.442177,1331.163265,314.0068027,2676.605442,13329.71429,404.0680272,1077.102041,1294.102041,16017.09524,553.6054422,127.5510204,2164.380952,12226.34694,1831.904762,467.462585,2811.653061,11023.78231,599.0340136,293.2653061,1374.986395,6558.829932,1202.92517,429.2993197,1326.265306,5124.659864,811.9319728,166.3809524,3611.802721,4542.102041,1304.870748,316.9251701,3273.115646,294.8707483,827.3333333,147,16.90295582,11.44879657,0.73568382,0.960784314,0.765625,-1.280480325,1,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +3918,37491.82353,933.3921569,512.4901961,1089.176471,33552.09804,752.0,865.9215686,1658.843137,19422.58824,585.745098,1971.666667,1757.078431,23652.62745,1332.333333,3617.54902,3499.352941,8558.078431,1490.921569,332.5490196,2677.294118,18710.03922,493.627451,284.8627451,1000.647059,22063.03922,1209.529412,144.5882353,1781.137255,17638.76471,1710.137255,475.3137255,2841.607843,15321.17647,830.8431373,311.4117647,1253.0,10271.52941,1362.54902,451.7058824,1324.45098,7605.803922,687.3137255,178.4509804,4000.980392,7009.392157,1399.568627,389.2941176,3363.45098,377.9019608,825.6078431,51,10.655652,6.597649271,0.785257769,0.944444444,0.6375,0.447355336,1,0,1,1,1,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells 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+3924,30861.34409,902.7634409,561.9677419,1105.526882,28069.62366,721.1397849,695.5483871,1664.548387,15824.0,575.6236559,791.3010753,1740.634409,19059.24731,1340.956989,3781.494624,2589.182796,7055.451613,1582.763441,349.3870968,2473.096774,15372.05376,665.2795699,985.9139785,577.0967742,18183.32258,979.0967742,130.4408602,1580.397849,14081.96774,1852.677419,594.827957,2915.311828,12515.32258,726.9569892,301.0215054,1261.752688,8258.903226,1287.494624,444.9569892,1320.806452,6381.365591,855.8924731,181.5913978,2410.268817,5662.849462,1405.354839,512.1827957,3272.086022,370.2150538,828.2258065,93,13.1115657,9.680591604,0.67444553,0.920792079,0.664285714,1.248705118,1,0,1,1,1,0,0,0,1,1,0,0,1,0,0,1,0,0,1,1,1,0,0,0,Helper T Cell,T Cells 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+3929,7796.084337,1151.73494,754.686747,1123.795181,8114.325301,672.1566265,677.5903614,1491.746988,3810.518072,524.8915663,524.3493976,1818.313253,4859.192771,1172.578313,1011.783133,1128.590361,2008.795181,1327.518072,267.626506,2357.783133,4489.493976,378.2650602,132.626506,491.6144578,4725.096386,396.4457831,114.4216867,1004.277108,3705.686747,1392.903614,469.4698795,2792.771084,3559.337349,534.4939759,244.7228916,1445.036145,2550.180723,804.0843373,394.1204819,1330.722892,2183.180723,569.2289157,151.253012,860.5903614,1791.204819,1184.301205,135.1325301,3310.060241,512.3373494,830.6144578,83,12.58840992,10.42854086,0.560101492,0.783018868,0.532051282,0.876820864,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells +3930,36696.02326,818.503876,510.3488372,1071.48062,32538.99225,756.2635659,1087.054264,1576.139535,19066.49612,538.744186,1576.44186,1832.271318,23026.51163,1264.875969,2915.457364,3766.581395,8428.364341,1300.829457,298.0930233,2419.542636,18155.21705,425.9224806,112.1472868,1632.379845,22008.96124,431.248062,377.0077519,1484.162791,16967.4031,2081.666667,595.8062016,2798.844961,14694.94574,741.5426357,276.6744186,1479.131783,10549.45736,1227.224806,402.2403101,1301.488372,7907.860465,607.1627907,161.124031,2682.465116,7084.945736,1341.031008,489.4883721,3249.387597,606.751938,831.1937984,129,13.26535027,12.87970733,0.239369478,0.955555556,0.5375,0.288923186,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +3931,17567.92917,822.5583333,430.9833333,1037.920833,16301.12083,638.1416667,570.2583333,1417.075,9196.333333,500.5291667,546.8333333,1720.95,11890.79583,1187.8125,1183.029167,898.9583333,4408.825,1321.770833,340.0958333,2307.454167,8922.679167,387.1125,103.9291667,591.6208333,11027.325,545.6666667,109.5916667,778.1541667,8598.583333,1344.991667,501.1708333,2824.854167,7524.116667,609.2208333,245.45,2005.241667,5648.820833,866.5708333,381.5291667,1308.108333,4191.629167,644.525,149.4125,1999.4125,3842.016667,1346.7625,6300.458333,3216.854167,702.6958333,834.3416667,240,20.33984669,16.01486542,0.616488238,0.875912409,0.601503759,-0.410531049,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +3932,17337.25806,772.5,483.6290323,1058.927419,15636.67742,737.1370968,914.8629032,1533.903226,8012.733871,1007.862903,1079.120968,1784.983871,10764.54032,1101.483871,2664.169355,2063.459677,4140.419355,1150.798387,302.9112903,2678.524194,8158.685484,362.8145161,4081.604839,1498.91129,10081.32258,459.4919355,545.9274194,1482.822581,7876.33871,2045.725806,439.5967742,2793.209677,6639.532258,587.7096774,257.1209677,1018.717742,4425.08871,806.3306452,381.8387097,1496.983871,2661.798387,1474.201613,155.1290323,6557.983871,2727.064516,1121.153226,300.6532258,3123.798387,964.1290323,830.0887097,124,14.54161435,10.97302223,0.656191389,0.96875,0.681318681,-0.559487916,1,1,1,0,0,0,1,0,1,0,1,0,1,0,0,0,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells +3933,29541.44118,941.0294118,690.5588235,1114.757353,24086.18382,707.7720588,884.4191176,1771.117647,10896.39706,515.4632353,1678.110294,1802.279412,15297.40441,1193.647059,6408.022059,2688.007353,5961.838235,1497.845588,300.9926471,2717.75,11985.83824,411.7279412,2496.669118,1534.786765,14762.54412,477.7279412,155.0147059,1453.676471,11211.95588,2214.544118,682.0661765,2820.602941,9113.882353,583.4191176,258.9852941,928.375,5278.573529,1279.919118,388.4705882,1319.669118,2765.911765,1056.397059,155.2867647,5319.161765,2995.073529,1136.227941,466.7647059,3247.904412,1037.058824,831.0735294,136,15.45905227,11.4862813,0.669276662,0.877419355,0.604444444,0.700512212,1,0,1,1,1,0,1,0,1,0,0,0,1,1,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +3934,39356.84932,901.3835616,538.3835616,1110.061644,26817.75342,601.3972603,737.5136986,1524.150685,11593.74658,458.2123288,1489.068493,1716.068493,17452.4589,1087.363014,3928.10274,2466.863014,6635.869863,1155.719178,269.0479452,2400.308219,13451.20548,364.260274,165.0479452,1530.513699,16628.00685,547.2739726,114.5410959,1255.363014,12567.22603,2281.006849,359.2191781,2794.143836,10170.63699,562.9109589,250.739726,799.1986301,5760.321918,1313.883562,372.6712329,1275.273973,3060.013699,574.4931507,144.0136986,1224.952055,3359.013699,1071.356164,323.0890411,3108.883562,1049.582192,831.4178082,146,16.81935001,11.523181,0.728435369,0.895705521,0.608333333,0.743735773,0,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells 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+3949,32920.91954,910.8045977,1218.114943,1153.333333,28495.45977,847.2068966,1161.195402,1778.471264,16454.70115,549.9770115,951.1034483,1834.390805,21329.41379,1290.827586,1345.011494,1939.482759,7618.229885,1339.425287,310.9655172,2504.011494,15784.02299,456.8045977,120.6896552,659.1034483,18998.70115,507.3678161,299.0114943,1451.643678,15063.5977,1629.321839,487.5747126,2814.218391,12786.37931,940.9655172,282.5977011,1648.264368,9246.206897,1112.45977,426.7701149,1336.287356,6341.494253,604.6896552,165.6091954,2972.586207,6057.62069,1341.218391,484.2988506,3328.436782,821.2988506,833.7126437,87,11.66391843,9.819431378,0.539689951,0.896907216,0.725,-0.381985358,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells 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+3951,40425.63636,887.1688312,574.1168831,1133.337662,34156.01299,783.2727273,1150.298701,1822.909091,17232.98701,551.9350649,2496.675325,1882.519481,23043.42857,1272.285714,6518.285714,4046.649351,9003.415584,1341.142857,323.3116883,2742.597403,18159.84416,1026.87013,328.7012987,2432.727273,22629.14286,561.7922078,366.987013,1644.038961,17547.19481,2727.116883,387.8831169,2841.636364,14333.16883,658.0,285.9480519,978.3636364,8786.168831,2012.194805,416.8961039,1317.38961,4908.662338,657.7532468,158.6623377,3175.974026,5154.25974,1244.532468,274.5974026,3263.311688,1011.935065,831.9480519,77,11.21886781,8.94138918,0.603985004,0.927710843,0.658119658,1.45322501,1,0,1,1,0,0,1,1,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+3967,36956.96429,886.2428571,620.15,1129.971429,32414.77857,697.4071429,549.4785714,1689.628571,16296.95,541.8214286,638.4071429,1784.714286,21034.07143,1246.321429,5636.635714,2995.157143,7888.771429,1338.528571,319.1642857,2299.714286,16361.31429,393.9785714,610.3857143,522.85,20071.38571,404.6357143,128.0857143,3952.742857,15473.59286,1506.614286,355.2285714,2807.157143,13473.27857,597.8714286,289.0857143,1258.464286,6988.178571,862.0285714,420.3142857,1318.8,4948.621429,707.4214286,161.3642857,2925.492857,4621.971429,1252.814286,152.1214286,3280.685714,247.8428571,841.6928571,140,17.92531931,10.42420991,0.813521012,0.880503145,0.614035088,0.044796981,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +3968,22180.45113,1064.691729,599.4586466,1062.451128,18691.71429,701.7293233,682.8496241,1485.270677,10137.01504,586.4887218,1153.819549,1723.390977,12580.65414,1276.135338,3432.18797,2459.857143,4628.120301,1274.368421,302.2406015,2794.075188,9961.37594,375.9924812,241.4210526,691.6992481,12084.94737,512.8571429,119.8120301,1716.383459,9405.195489,1761.661654,350.1804511,2817.518797,8489.368421,563.4360902,276.556391,1091.413534,5186.06015,1038.345865,410.6842105,1295.398496,3930.43609,606.7744361,160.2481203,1989.75188,3584.969925,1263.075188,3419.458647,3250.037594,309.5488722,839.7293233,133,14.05652585,12.2566785,0.48958343,0.977941176,0.682051282,0.333463042,1,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells 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+3977,28198.8216,845.2910798,535.4929577,1096.126761,25089.83099,677.6713615,644.8356808,1597.525822,13925.53991,583.8638498,1060.624413,1739.478873,17730.30516,1247.394366,2417.140845,3424.159624,6492.530516,1284.901408,305.8732394,2413.643192,13377.13146,408.7230047,228.7699531,920.0892019,16704.21596,1161.751174,131.2910798,2516.164319,12586.22535,1470.286385,564.0751174,2809.929577,10920.68075,1053.234742,274.7840376,1769.201878,7913.328638,1273.859155,411.4507042,1317.816901,5517.159624,656.1173709,162.7793427,3552.502347,5123.469484,1332.732394,424.4882629,3216.746479,791.4835681,838.7981221,213,22.96251645,11.95338213,0.853824705,0.938325991,0.806818182,1.536024316,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +3978,32944.99065,997.3084112,537.7196262,1082.261682,27283.74766,720.9953271,622.0,1565.635514,15839.34112,572.7336449,843.3271028,1722.64486,20053.0,1270.247664,2596.742991,3233.378505,7411.345794,1258.957944,301.9859813,2375.046729,15405.72897,561.3504673,128.5841121,672.682243,19052.25234,634.4158879,126.0093458,3149.962617,14478.98131,1635.023364,521.0373832,2797.831776,12586.23832,634.182243,279.4672897,1487.116822,8785.200935,1004.443925,402.2897196,1288.172897,5791.971963,597.4859813,162.9205607,3141.443925,5582.285047,1238.845794,169.3037383,3338.163551,856.3457944,841.7897196,214,20.52244529,13.68480889,0.745217427,0.938596491,0.594444444,0.57022225,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells 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+3980,30921.45783,1000.939759,553.9879518,1079.337349,27512.96386,737.5060241,642.1445783,1575.084337,14368.18072,606.8433735,1343.301205,1809.698795,18310.98795,1292.493976,4926.349398,3436.060241,6401.722892,1341.578313,314.746988,2479.168675,14153.92771,472.8433735,440.253012,871.2650602,16855.92771,945.5783133,125.686747,1873.759036,13203.75904,1716.843373,374.5542169,2797.73494,11700.21687,593.1686747,272.5180723,1134.060241,6920.433735,1371.963855,420.3373494,1298.542169,5321.253012,662.8313253,160.4819277,2526.578313,4700.409639,1274.180723,305.4939759,3541.048193,297.626506,838.5542169,83,11.20154759,9.629551594,0.510862215,0.954022989,0.754545455,1.000725259,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +3981,28893.77381,826.0833333,543.1547619,1083.47619,26156.41667,691.297619,795.1904762,1555.440476,14752.66667,547.0119048,1454.0,1812.488095,18297.25,1468.833333,5170.22619,3461.404762,6595.619048,1403.75,317.5714286,2886.380952,14301.88095,428.047619,561.0595238,1021.154762,17692.15476,447.4761905,170.6904762,2047.119048,13457.75,2272.845238,624.9880952,2806.559524,11647.58333,757.3690476,284.9285714,1979.214286,8452.107143,1391.821429,427.2261905,1347.416667,6309.083333,743.3333333,171.4166667,5709.452381,5613.119048,1336.642857,296.0119048,3276.071429,553.8928571,838.7142857,84,13.32389709,8.339987942,0.779869543,0.865979381,0.646153846,1.372598662,1,0,1,1,0,0,1,0,1,0,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells +3982,35172.35526,898.5789474,581.3026316,1096.592105,30504.44737,739.6842105,712.2763158,1634.539474,17862.48684,548.7894737,743.2894737,1725.802632,20980.75,1335.078947,3445.763158,3137.868421,7696.828947,1315.736842,293.4736842,2379.631579,16451.46053,453.7105263,350.6052632,641.8947368,20030.60526,459.8289474,121.5,2059.421053,15233.15789,1644.289474,581.8684211,2805.697368,12990.85526,672.2236842,287.9342105,1698.868421,9272.263158,1055.368421,418.1184211,1308.157895,7113.407895,702.5263158,155.6315789,2902.276316,6005.697368,1391.407895,522.3421053,3337.026316,600.6184211,840.1052632,76,10.96389201,9.291866252,0.530800086,0.894117647,0.575757576,0.191453047,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +3983,21689.9604,891.3168317,535.7821782,1062.366337,18824.0,645.2673267,404.9405941,1498.148515,10282.0099,547.0,421.7227723,1715.425743,13615.80198,1163.158416,3201.663366,2245.158416,5123.950495,1335.415842,291.009901,2265.188119,10082.09901,360.990099,761.1089109,507.2079208,12387.24752,407.5049505,122.0792079,2889.960396,9611.267327,1408.712871,474.8514851,2796.435644,8230.425743,740.7128713,249.039604,1209.049505,5592.792079,771.2772277,378.5643564,1301.732673,3604.60396,809.2772277,152.5445545,2485.60396,3548.376238,1174.39604,394.6633663,3272.910891,899.6534653,840.8217822,101,13.74226437,9.565191143,0.718001212,0.943925234,0.706293706,0.519230633,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells +3984,37110.79775,947.3820225,754.2359551,1147.735955,26140.38764,728.5,851.0449438,1701.331461,12375.16854,493.3595506,1945.02809,1770.932584,16890.22472,1145.606742,3795.308989,2345.882022,6604.157303,1253.831461,288.1235955,2705.247191,13156.12921,448.5505618,233.3595506,1357.308989,16383.20225,461.9325843,793.3876404,1594.550562,12635.25843,2096.865169,379.011236,2811.078652,10420.97191,636.7022472,259.6404494,914.511236,6190.747191,1006.157303,384.488764,1298.202247,3436.91573,600.0168539,151.0898876,1687.516854,3575.061798,1135.533708,382.9269663,3154.764045,1013.247191,841.1910112,178,22.12887811,12.45886209,0.826447546,0.763948498,0.551083591,1.240824027,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Regulatory T Cell,T Cells +3985,24576.55556,928.5277778,988.75,1175.055556,23213.52778,735.7777778,921.0277778,1744.75,13248.5,574.9722222,568.4444444,1851.166667,16206.38889,1355.166667,777.3333333,1071.083333,5913.972222,1429.194444,319.6666667,2410.583333,13056.44444,511.5277778,153.3611111,532.8055556,16357.5,472.1944444,127.5833333,942.8611111,12344.77778,1624.888889,476.6666667,2819.111111,10563.55556,643.7777778,309.9444444,1672.583333,7403.861111,911.5,463.1388889,1335.416667,5779.333333,627.2222222,171.4722222,1047.611111,5327.472222,1418.638889,147.4444444,3407.777778,511.7222222,837.4444444,36,7.758807268,6.061285457,0.624263864,0.923076923,0.666666667,1.505355168,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,NK Cell,Other Cells 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+3995,23652.75,836.8684211,484.9342105,1065.822368,21818.82895,677.7039474,580.9144737,1562.572368,12313.25658,520.5460526,953.2434211,1784.453947,15936.34211,1268.559211,1521.421053,1527.927632,5691.546053,1278.493421,312.5065789,2344.651316,12189.86184,473.0328947,139.75,849.125,14923.52632,685.4013158,117.5328947,775.1644737,11591.61842,1325.052632,542.4078947,2806.506579,10214.375,658.4013158,268.75,2070.690789,7471.611842,1137.506579,401.7828947,1328.5,5624.605263,1649.815789,153.8157895,1723.019737,5126.585526,1466.993421,2121.368421,3214.539474,686.1710526,844.7697368,152,20.00042848,10.34321846,0.855894876,0.888888889,0.527777778,-0.885682191,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,1,1,0,Cytotoxic T Cell,T Cells +3996,30072.3125,942.6125,842.35,1116.1875,27683.05,693.1625,802.95,1731.025,15695.5875,541.3875,700.6,1757.7125,20795.4125,1273.725,1443.725,1609.3125,7637.65,1339.175,321.0,2429.3625,15217.3,6458.55,121.825,642.2125,19233.9125,526.9,120.7,1094.5375,14765.525,1565.05,500.475,2826.1125,13071.4,2971.4875,278.6,1466.575,9373.525,1016.0625,406.3875,1325.0125,6919.9375,621.0375,157.6375,2137.1625,6442.2875,1373.6375,285.65,3301.1625,734.4375,842.55,80,12.62609916,8.653272209,0.728215679,0.879120879,0.512820513,-0.924257557,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells 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+3998,28513.46429,879.1173469,679.0255102,1103.505102,26044.43878,698.627551,740.1734694,1676.47449,13632.90816,518.2653061,704.122449,1739.673469,18177.31122,1225.77551,4877.433673,3712.561224,6927.341837,1287.591837,305.0255102,2319.188776,14161.57143,424.6173469,493.0918367,708.1836735,17863.16837,487.5918367,136.4693878,4019.632653,13443.39286,1703.454082,472.9336735,2798.806122,11552.2449,661.0204082,288.2857143,1674.352041,7522.923469,923.5663265,415.9285714,1316.02551,4700.765306,721.744898,163.2142857,4630.326531,4657.94898,1318.061224,296.7602041,3255.545918,934.7959184,845.1479592,196,16.87995379,15.11349885,0.44535936,0.942307692,0.720588235,-1.147930144,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +3999,28429.85714,829.6285714,565.8571429,1076.542857,17600.00952,543.7142857,692.4095238,1409.704762,7183.87619,434.0857143,1861.27619,1746.409524,11348.74286,1008.580952,5455.219048,3241.714286,4389.666667,1164.533333,243.9142857,2601.885714,8734.4,346.1714286,919.3142857,1591.933333,10889.41905,584.5238095,123.2952381,1390.0,8131.933333,2148.266667,401.3142857,2789.942857,6710.961905,541.1809524,225.4666667,821.7809524,3878.695238,1424.085714,350.1714286,1282.447619,2089.828571,773.7904762,142.5238095,2602.152381,2301.2,1005.695238,464.1428571,3035.619048,1043.971429,842.1142857,105,13.96003552,9.693401574,0.71962012,0.921052632,0.681818182,1.568768728,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +4000,14118.34586,822.112782,457.7669173,1064.135338,13086.8797,680.481203,532.9398496,1577.616541,5896.609023,523.1729323,559.3157895,1787.706767,8302.0,1200.887218,4848.789474,1880.902256,3148.992481,1257.759398,387.2105263,2400.789474,6718.827068,404.9097744,2399.315789,592.1654135,8294.571429,439.8045113,122.0075188,2069.233083,6007.06015,1825.120301,293.6541353,2842.729323,5395.789474,915.8270677,262.037594,1124.609023,2717.12782,770.9172932,391.4661654,1361.706767,1958.473684,1355.541353,150.7744361,2486.887218,2024.992481,1237.150376,269.2255639,3195.639098,222.4511278,843.3759398,133,15.63494878,11.44128506,0.68154489,0.898648649,0.692708333,-1.382500165,1,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Dendritic Cell,Other Cells +4001,39731.37624,901.0891089,567.0594059,1106.138614,35935.42574,739.6732673,633.7326733,1667.584158,20302.06931,577.2673267,737.8712871,1790.574257,24719.80198,1361.811881,2504.792079,3438.148515,9034.792079,1504.29703,335.3663366,2354.336634,19664.28713,2553.574257,305.4257426,655.009901,23517.56436,606.1980198,139.3762376,2252.168317,18537.38614,1694.623762,557.3564356,2833.118812,16361.13861,1077.772277,316.8811881,1594.425743,10720.9604,1219.316832,452.4158416,1315.217822,8011.019802,678.6336634,177.9306931,3109.168317,7342.277228,1452.435644,506.6633663,3303.683168,378.6633663,844.2079208,101,15.29645989,9.216246796,0.798112481,0.870689655,0.554945055,0.766219336,1,0,0,1,1,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Macrophage,Other Cells +4002,33128.76871,859.8061224,552.9251701,1090.908163,30036.94218,763.2823129,873.7176871,1643.646259,17337.92177,613.744898,1439.605442,1828.044218,21070.15986,1293.020408,3638.326531,3807.442177,7544.445578,1325.401361,306.5340136,2396.738095,16012.40816,427.7108844,490.0272109,1438.918367,20061.64966,892.5748299,248.7959184,2269.581633,15422.90476,1807.003401,700.6360544,2813.435374,13281.4966,847.4591837,286.9319728,1706.204082,9387.57483,1352.061224,425.1870748,1339.622449,7018.714286,735.1360544,161.6632653,4030.462585,6376.197279,1376.013605,402.3979592,3273.503401,589.9285714,847.9285714,294,25.56613122,14.9276763,0.811836498,0.939297125,0.636363636,0.941938924,1,0,1,1,0,0,0,0,1,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4003,35258.56757,904.8333333,568.0900901,1083.657658,31744.38739,715.8828829,671.8558559,1684.342342,16388.5045,614.8243243,1133.801802,1743.274775,22045.0,1328.162162,3886.247748,3654.945946,8106.337838,1277.184685,319.8198198,2316.936937,16723.83784,421.3918919,1295.738739,876.8063063,20857.25225,471.3423423,125.8873874,2770.995495,15988.73423,2001.378378,454.8558559,2813.698198,13589.13063,998.509009,282.3018018,1174.783784,8704.671171,1187.986486,414.2027027,1353.193694,5247.662162,913.1216216,160.9954955,4318.234234,5300.094595,1258.716216,654.8063063,3281.234234,949.2432432,847.8378378,222,20.55095805,13.98849847,0.732586646,0.936708861,0.621848739,-0.498852663,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells 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+4019,32075.89286,917.8035714,591.1785714,1125.785714,28690.0,782.6428571,868.8392857,1644.125,16721.85714,623.4642857,1752.339286,1826.178571,20638.42857,1319.75,3732.982143,3871.982143,7160.785714,1365.553571,325.8392857,2521.5,15691.51786,442.6607143,1217.428571,1509.089286,18779.80357,463.6964286,517.0535714,1592.017857,15086.01786,2146.160714,610.0892857,2839.553571,13181.14286,746.875,306.75,1566.821429,9249.303571,1186.642857,440.0535714,1367.303571,6788.839286,890.5535714,172.9642857,5416.0,6091.339286,1403.446429,470.125,3295.160714,553.5178571,846.875,56,9.13002961,8.286927752,0.419714508,0.903225806,0.777777778,0.822958016,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,0,0,Regulatory T Cell,T Cells +4020,17106.07087,844.480315,445.8503937,1025.023622,15271.38583,661.2755906,621.8503937,1461.826772,8640.165354,836.2992126,456.4645669,1714.574803,11008.08661,1242.866142,2688.070866,1439.826772,4056.527559,1386.299213,308.0708661,2381.330709,8602.244094,401.2125984,529.519685,506.015748,10417.90551,424.7874016,114.8346457,968.488189,8056.007874,1631.165354,630.2755906,2784.622047,7106.76378,806.3700787,250.7637795,1381.362205,5167.598425,771.1181102,379.992126,1323.952756,3988.346457,715.2834646,151.3700787,1885.338583,3525.023622,1391.685039,6563.535433,3167.944882,616.1181102,851.4488189,127,17.88118076,9.542189485,0.845709053,0.894366197,0.533613445,-0.518941633,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells 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+4036,24461.12583,841.8543046,473.794702,1057.02649,21524.62914,673.5629139,843.3178808,1512.556291,12536.72848,568.4966887,1919.92053,1748.423841,15869.07285,1215.589404,3378.754967,3398.589404,6010.039735,1255.900662,297.0794702,3309.192053,11930.80795,588.6490066,235.1456954,1824.754967,14668.50331,884.3311258,118.0463576,1224.927152,11537.57616,1884.84106,543.4503311,2790.225166,10072.74834,630.4635762,263.794702,1426.417219,7195.860927,1438.0,391.8874172,1341.86755,5355.377483,639.5298013,156.1456954,3610.178808,4803.384106,1297.582781,1217.589404,3233.960265,719.9470199,855.5099338,151,16.80107867,12.01909827,0.698739109,0.909638554,0.599206349,-0.013779848,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells +4037,16040.28462,833.3615385,604.8846154,1069.661538,14064.59231,671.5230769,623.2076923,1492.630769,8042.976923,519.8923077,501.7153846,1743.892308,9896.992308,1194.684615,2045.046154,2008.930769,3647.830769,1698.346154,294.6153846,2307.2,7953.276923,375.8846154,2074.0,484.1153846,9634.807692,421.0769231,120.6769231,1499.753846,7523.284615,1578.276923,607.5153846,2862.992308,6664.815385,778.8307692,261.2461538,1621.053846,4556.930769,839.0538462,414.5538462,1339.415385,3429.446154,1142.0,169.1230769,5272.246154,3192.623077,1311.276923,1323.030769,3222.138462,438.3538462,854.4,130,15.36506802,10.82862242,0.709449867,0.977443609,0.738636364,-0.185929967,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Macrophage,Other Cells 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+4067,31901.6646,910.3975155,607.515528,1111.596273,29106.09938,759.173913,890.1614907,1602.26087,16693.99379,597.4658385,1178.993789,1795.192547,20130.8882,1321.47205,4455.080745,3628.751553,7205.590062,1373.757764,322.2298137,2451.888199,15537.07453,429.9565217,1213.993789,1166.608696,19233.65217,976.2111801,160.8571429,1983.310559,15100.19255,1751.757764,657.7018634,2811.546584,13178.31677,881.0496894,301.7826087,1395.31677,9285.52795,1192.708075,445.2484472,1369.0,6770.204969,901.8819876,169.6335404,5094.515528,6084.931677,1378.664596,300.4596273,3281.937888,549.3850932,856.7950311,161,24.03292009,9.149952653,0.924687984,0.809045226,0.522727273,-1.249434732,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +4068,31998.98718,904.4807692,475.8782051,1062.75,28431.02564,757.4551282,1188.910256,1586.967949,16167.85897,554.0192308,1249.429487,1828.371795,20136.14103,1236.314103,3893.25641,2015.974359,7521.621795,1268.403846,295.1858974,2312.660256,15214.55769,5263.955128,162.2179487,1967.121795,19171.32051,582.3076923,743.4679487,1701.775641,14827.57692,1835.083333,528.3461538,2806.455128,12950.77564,599.9935897,265.7371795,1287.288462,9306.301282,843.1602564,408.2371795,1307.897436,6491.75641,620.1538462,158.3653846,3138.141026,6008.512821,1295.698718,388.1794872,3360.365385,752.6794872,858.4230769,156,16.88432649,12.23075816,0.689395326,0.876404494,0.65,0.370800743,1,0,1,0,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells +4069,26199.23009,810.1415929,596.1415929,1072.088496,23460.65487,643.9911504,715.1858407,1641.911504,12600.0885,523.0088496,606.0176991,1761.938053,16502.23894,1176.292035,4961.159292,4094.761062,6164.017699,1231.300885,307.3362832,2530.176991,12772.15044,408.6902655,912.7876106,648.7522124,16109.81416,466.3097345,127.6902655,4089.19469,12095.26549,1731.646018,461.8230088,2793.955752,10272.07965,624.4070796,265.1858407,1439.212389,6838.884956,1054.221239,402.7345133,1328.973451,4211.929204,1006.884956,159.7699115,4362.20354,4196.982301,1215.300885,264.3716814,3250.893805,919.8495575,856.8141593,113,14.52279808,10.38703205,0.69889682,0.911290323,0.672619048,-0.184419119,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells +4070,37193.57463,840.7985075,525.1940299,1093.768657,31272.90299,674.119403,888.358209,1676.067164,14972.78358,513.4776119,1569.5,1758.828358,21020.21642,1172.91791,4989.514925,3545.074627,7887.925373,1268.029851,303.1791045,2555.783582,16201.45522,404.8059701,369.4626866,1515.902985,20649.84328,816.3134328,128.9776119,4903.955224,15415.79104,2131.88806,488.1044776,2819.022388,12686.86567,604.3955224,271.0671642,1070.91791,7914.783582,1203.044776,396.3208955,1296.067164,4534.880597,713.4402985,157.7462687,2975.791045,4640.246269,1209.910448,475.3507463,3229.873134,980.2014925,859.7014925,134,19.19865419,9.592859282,0.866219819,0.8375,0.587719298,-0.133224221,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4071,16066.42174,892.9217391,451.0304348,1058.965217,14790.7087,694.9391304,538.9565217,1476.76087,8164.569565,528.873913,635.5086957,1721.226087,10697.7,1308.391304,935.1695652,1032.9,3861.695652,1222.169565,292.373913,2261.973913,8324.813043,413.0913043,106.6695652,690.6695652,10067.56522,567.2826087,126.9391304,783.8391304,7998.186957,1380.373913,562.0130435,2815.482609,7005.973913,630.926087,269.7695652,1629.095652,5295.234783,907.9826087,396.5391304,1314.313043,3912.643478,636.9478261,161.8956522,2329.93913,3650.565217,1511.452174,7938.221739,3193.304348,684.8043478,861.5826087,230,20.11604718,14.65476417,0.68503397,0.962343096,0.71875,-0.380760123,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells +4072,27186.27174,872.6086957,487.8478261,1088.467391,25275.45652,701.25,651.0869565,1597.086957,12999.52174,558.7934783,477.7065217,1747.815217,17028.58696,1318.858696,4164.923913,2025.423913,6150.195652,1346.445652,330.2391304,2284.576087,13785.75,501.7065217,238.8478261,497.2608696,16847.11957,455.3152174,131.8695652,2256.728261,13165.75,1509.347826,345.5326087,2801.75,11670.29348,610.7934783,293.3369565,1396.01087,6785.369565,1052.391304,435.326087,1296.413043,5074.945652,647.6956522,165.1630435,2803.456522,4612.836957,1405.043478,5022.5,3239.01087,294.423913,858.8369565,92,12.59146257,9.916068596,0.616285037,0.876190476,0.58974359,0.993388346,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+4086,30041.26984,854.8888889,737.3968254,1112.21164,24346.87831,669.3068783,830.0846561,1766.280423,11540.2963,510.9259259,1684.005291,1791.851852,16784.69841,1195.592593,5245.439153,3656.100529,6310.354497,1293.544974,293.3915344,2439.100529,12935.74603,509.8412698,447.4126984,1510.444444,16340.71429,777.5343915,121.4867725,2068.84127,12352.82011,2421.677249,416.1481481,2811.84127,10169.65608,1352.666667,259.4761905,1117.195767,6274.608466,1404.084656,397.3544974,1301.597884,3621.095238,651.5132275,154.4656085,2459.624339,3742.396825,1214.222222,531.4550265,3300.78836,991.5767196,862.6878307,189,18.47888947,13.20930507,0.699296029,0.935643564,0.694852941,-0.773624049,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells 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+4088,24783.76289,891.7216495,855.257732,1132.71134,22211.30928,678.8453608,625.2680412,1715.57732,11472.75258,577.9690722,499.5051546,1778.670103,15409.1134,1325.907216,2491.57732,3109.463918,5675.185567,1404.340206,309.3917526,2310.154639,11328.23711,435.1443299,859.5463918,535.1443299,14707.37113,558.1340206,124.6597938,1976.680412,10925.86598,1545.257732,462.3402062,2809.958763,9290.350515,2921.752577,266.7835052,1312.103093,6295.546392,925.1237113,403.7319588,1325.154639,4005.845361,873.9278351,161.5463918,3905.71134,3978.989691,1279.268041,625.1546392,3239.783505,895.1134021,861.2061856,97,13.41729701,9.492127784,0.706758844,0.906542056,0.678321678,0.905672218,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells +4089,31117.76039,839.8704156,525.8410758,1071.420538,28625.77262,675.8337408,895.596577,1655.476773,13872.98778,575.7017115,1825.92176,1764.821516,18685.46455,1174.03423,4477.775061,3776.117359,7104.933985,1229.782396,299.1026895,2481.07824,14635.63081,2255.929095,585.6259169,1995.136919,18494.82152,545.5354523,148.2518337,2593.110024,14048.9511,2386.501222,413.9633252,2804.317848,11645.19315,635.4205379,267.207824,1075.706601,7233.01467,1285.601467,399.0171149,1338.132029,4163.246944,708.2616137,157.8728606,3620.848411,4277.689487,1196.249389,322.2469438,3247.325183,964.0342298,867.5599022,409,24.56103689,22.05648654,0.439939325,0.93166287,0.715034965,-0.221191203,1,0,1,1,0,0,0,1,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4090,22533.19101,811.1235955,502.7865169,1078.539326,19517.66292,646.5168539,496.258427,1580.674157,8837.078652,844.8089888,377.2022472,1688.191011,12638.49438,1191.921348,2225.359551,886.1011236,4793.303371,1190.561798,332.8314607,2270.651685,9995.168539,399.6179775,542.1235955,510.2247191,12655.13483,411.1797753,133.0898876,1098.505618,9651.303371,1542.438202,368.7640449,2840.011236,7988.022472,777.0,264.5617978,893.1348315,4778.123596,716.7078652,388.8089888,1301.853933,2686.359551,676.8876404,154.8426966,1872.483146,2879.438202,1165.910112,753.5730337,3099.449438,1005.617978,860.6179775,89,11.99586322,9.664712945,0.592363966,0.917525773,0.741666667,1.33415999,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells 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+4092,29269.68571,949.1571429,552.9428571,1107.614286,26154.32857,705.0428571,622.8285714,1661.271429,13783.85714,536.9428571,479.7285714,1757.1,18283.95714,1316.028571,4705.271429,2723.242857,6410.742857,1320.242857,335.5571429,2303.171429,14425.25714,410.7,205.1142857,469.5,17400.52857,431.7571429,132.7857143,2771.857143,13968.7,1482.471429,358.6428571,2822.957143,12207.02857,617.5714286,301.7,1519.842857,6906.242857,834.1142857,448.7285714,1295.042857,4958.014286,659.0,169.8142857,4766.514286,4592.4,1382.014286,2750.457143,3186.385714,285.3428571,860.9571429,70,11.94796941,7.469468902,0.780491502,1.0,0.707070707,0.949865375,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+4094,30702.35294,867.0,572.3235294,1089.343137,28250.46078,708.9215686,748.5098039,1598.95098,15568.87255,557.5980392,1189.45098,1789.686275,18803.08824,1272.401961,3162.176471,4646.382353,7023.264706,1391.029412,325.4607843,2404.470588,15222.9902,407.0490196,479.7352941,1253.627451,18430.97059,838.5784314,133.4117647,3092.529412,14179.65686,1777.745098,542.1078431,2811.852941,12482.20588,923.1862745,298.6470588,2202.862745,8304.45098,1327.078431,435.1862745,1325.617647,6204.45098,727.5098039,180.2843137,5661.598039,5635.352941,1393.421569,863.0784314,3266.264706,377.627451,862.872549,102,14.16480967,9.423330159,0.746608693,0.927272727,0.566666667,1.048819752,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells 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+4097,26083.43939,783.9090909,433.0,1040.863636,23353.5,647.1363636,742.6212121,1494.787879,13944.5303,506.6212121,1747.681818,1750.409091,17217.86364,1231.090909,1346.287879,2610.484848,6343.121212,1280.5,283.0757576,2369.545455,13662.43939,419.4393939,137.2727273,923.0757576,17185.89394,1824.227273,109.4393939,940.6363636,13156.25758,1373.848485,540.8636364,2782.287879,11449.4697,603.3030303,254.2424242,1623.681818,8490.439394,1947.787879,391.8484848,1280.666667,6285.212121,630.5606061,155.6363636,2520.121212,5900.818182,1397.954545,5646.863636,3175.015152,633.2424242,862.7727273,66,10.54003061,8.347841092,0.610504245,0.929577465,0.66,-1.202539228,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4098,23528.03175,908.4761905,667.6349206,1085.650794,22605.87302,693.3650794,683.2857143,1582.68254,11802.55556,532.5873016,1265.301587,1735.301587,16194.85714,1245.206349,2101.079365,3568.206349,5977.507937,1290.730159,289.7460317,2527.84127,11851.65079,430.6507937,113.015873,881.4603175,15072.88889,504.9206349,134.4920635,1744.52381,11328.09524,1916.015873,567.984127,2811.301587,9728.587302,662.0634921,268.968254,1378.15873,6877.714286,1502.079365,406.0634921,1305.555556,4958.714286,590.7936508,153.0,2884.063492,4444.698413,1281.698413,670.4444444,3309.746032,801.3968254,862.2063492,63,12.83399869,7.523005235,0.810182434,0.807692308,0.477272727,-1.03361637,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells 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+4101,21418.64286,937.2261905,579.577381,1098.934524,19917.43452,748.0535714,830.3988095,1540.547619,11103.30357,561.8035714,807.9702381,1791.803571,13663.16071,1353.404762,1471.916667,1612.696429,4912.035714,1415.047619,322.1488095,2319.964286,10707.15476,443.2142857,168.1309524,888.4464286,13135.28571,486.3690476,130.4107143,885.4285714,9981.833333,1650.767857,450.1071429,2820.142857,8856.0,697.6011905,291.8095238,1659.869048,6212.184524,1229.839286,440.6011905,1328.321429,4653.541667,635.9940476,172.5654762,1448.642857,4144.910714,1423.60119,326.5357143,3212.714286,499.327381,866.6309524,168,18.20573139,12.40546044,0.731907385,0.903225806,0.717948718,0.052284887,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,T Cell,T Cells +4102,35976.85915,910.1408451,588.8873239,1118.619718,32134.02817,791.5352113,998.7746479,1659.183099,18159.38028,585.5352113,1949.591549,1811.577465,21458.04225,1351.873239,2718.492958,2604.169014,8045.605634,1424.380282,335.5633803,2470.943662,17203.84507,437.9859155,744.0704225,1149.253521,21182.28169,577.8450704,507.3802817,992.8732394,16377.97183,2102.71831,488.7605634,2805.253521,14391.92958,1036.0,310.3943662,1261.647887,10128.15493,1436.140845,456.056338,1342.676056,7590.647887,798.4225352,173.6478873,2879.535211,6707.915493,1430.169014,297.8309859,3679.887324,534.2957746,863.084507,71,12.67321803,7.43910937,0.809590914,0.934210526,0.657407407,-1.049335554,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,0,1,Regulatory T Cell,T Cells +4103,30527.9816,879.2331288,732.7055215,1149.96319,27822.91411,721.7177914,1311.595092,1698.257669,16218.69325,588.4969325,1533.895706,1823.895706,19428.49693,1303.233129,3102.957055,2900.030675,6830.337423,1380.509202,321.8466258,2754.055215,14889.38037,434.2515337,413.3803681,1074.447853,18319.80982,770.7852761,446.0736196,1037.834356,14420.17791,1814.576687,489.398773,2818.91411,12661.34969,741.7361963,305.6871166,1320.466258,8969.355828,1420.91411,445.8895706,1375.90184,6460.09816,708.7668712,168.0368098,3094.791411,5912.92638,1380.588957,345.5030675,3271.490798,552.0184049,865.4907975,163,20.70238691,10.21694654,0.869737064,0.947674419,0.659919028,-1.158102547,1,0,1,1,0,0,1,0,1,1,1,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4104,34559.02454,1069.98773,559.5644172,1090.993865,30526.46012,793.6564417,849.2822086,1607.840491,17943.50307,676.2699387,1472.742331,1772.539877,21839.09202,1383.196319,2928.141104,3025.122699,7914.294479,1353.368098,310.3435583,2486.233129,16228.44785,439.8711656,188.2638037,1050.042945,19965.05521,478.3435583,299.3190184,1172.558282,15762.66871,1951.895706,478.7300613,2794.110429,13673.76687,635.9079755,277.2331288,1287.453988,9663.09816,1253.251534,409.8343558,1310.754601,6892.325153,637.4171779,162.803681,2313.779141,6094.907975,1322.552147,337.1104294,3356.521472,730.5030675,868.202454,163,21.23137718,10.63774541,0.865424776,0.831632653,0.626923077,-0.226806925,1,1,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4105,30338.28804,977.5,690.3532609,1159.592391,18594.68478,585.3369565,494.7826087,1498.282609,8580.054348,470.7065217,795.2391304,1726.043478,11976.52174,1074.804348,4758.467391,2106.423913,4520.722826,1161.288043,274.3152174,2293.163043,9276.429348,329.2065217,985.5923913,672.798913,11209.79891,394.701087,246.5380435,2953.880435,8385.461957,1623.853261,302.4945652,2816.913043,7287.576087,573.8369565,242.8152174,995.7173913,3316.548913,808.1684783,371.2228261,1296.538043,2404.641304,764.3206522,144.9347826,2231.608696,2362.375,1072.201087,399.201087,3126.353261,234.1086957,867.4782609,184,17.63969987,13.4533348,0.646783471,0.943589744,0.721568627,0.393828675,0,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells +4106,44242.47727,938.2954545,485.6136364,1101.454545,38385.22727,783.75,777.3181818,1678.340909,22526.93182,606.4318182,2392.386364,1814.818182,27402.5,1355.636364,2095.522727,4433.886364,9866.795455,1463.795455,345.2045455,2391.954545,21431.45455,417.5909091,308.75,1935.5,25962.45455,1046.5,175.2272727,1269.977273,20987.43182,1966.772727,437.3181818,2853.977273,18466.81818,633.4090909,332.9090909,1336.272727,11984.75,1855.227273,472.0454545,1351.636364,8517.090909,680.3863636,179.8409091,3054.136364,8116.090909,1475.204545,303.1136364,3314.863636,366.8636364,863.2954545,44,8.037324885,7.101722787,0.468255997,0.956521739,0.611111111,-1.461398567,1,0,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,1,0,0,1,1,0,0,Regulatory T Cell,T Cells +4107,33967.70492,1026.606557,601.5901639,1113.213115,29789.03279,755.1147541,656.295082,1698.606557,17078.40984,799.5737705,754.8852459,1758.459016,20822.04918,1358.245902,3743.704918,2481.885246,7755.131148,1324.819672,323.1311475,2422.721311,16599.7541,420.9836066,807.4590164,721.5409836,22089.55738,669.4098361,134.8852459,3567.836066,16609.34426,1788.42623,449.9180328,2778.95082,14187.06557,820.9672131,295.557377,1254.868852,9798.0,1002.114754,423.852459,1374.819672,6054.114754,875.3442623,169.8196721,3888.213115,6025.540984,1352.344262,240.295082,3294.180328,887.2295082,864.7868852,61,10.24049147,7.719821939,0.657043482,0.983870968,0.616161616,0.526461268,1,1,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells 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+4121,14601.63934,786.6721311,451.0983607,1051.45082,13255.64754,639.0245902,592.0901639,1504.098361,6992.983607,495.0163934,473.8360656,1746.237705,8834.959016,1180.303279,1343.655738,1062.54918,3302.098361,1236.286885,288.4672131,2288.07377,7549.57377,367.0491803,159.3360656,518.2295082,9081.606557,467.3852459,123.0,1428.770492,6985.245902,1378.819672,411.6639344,2848.065574,6380.5,617.9918033,271.6639344,1654.147541,3896.827869,843.5491803,408.6803279,1318.655738,2920.262295,883.852459,164.1557377,2199.663934,2688.336066,1391.581967,4409.090164,3183.778689,315.9180328,871.2213115,122,15.7813425,10.1088683,0.767909628,0.910447761,0.625641026,-0.511168223,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Unknown,Other Cells +4122,23839.72727,952.6262626,473.9494949,1069.787879,22317.18182,758.6262626,453.969697,1474.545455,12486.36364,570.5050505,930.2020202,1706.454545,16162.31313,1392.30303,996.7676768,2578.656566,5660.151515,1287.444444,313.3838384,2305.131313,12561.31313,476.2424242,149.2222222,754.6363636,15954.52525,863.2121212,122.7474747,904.5050505,12311.26263,1528.111111,721.989899,2786.626263,10632.9697,610.4949495,271.5555556,2116.939394,7955.969697,1269.616162,408.0707071,1324.545455,5829.232323,637.3030303,183.4646465,3735.858586,5515.878788,1558.787879,6609.939394,3212.424242,671.4949495,868.5757576,99,12.04216295,10.93345969,0.419118477,0.951923077,0.818181818,1.443892648,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells +4123,29132.73134,1037.223881,561.3134328,1065.283582,24176.20896,728.9402985,662.3432836,1499.104478,13973.01493,636.1343284,629.5671642,1716.641791,18288.35821,1279.41791,2851.0,2949.776119,6538.492537,1255.328358,295.2835821,2340.970149,13330.43284,456.6567164,218.880597,867.7164179,16632.02985,687.1791045,117.8358209,2586.447761,13295.92537,1526.80597,631.1940299,2791.985075,11433.08955,574.9253731,246.7462687,1354.313433,8119.522388,819.8955224,394.0447761,1300.656716,5666.283582,616.3432836,148.3134328,2143.432836,5421.238806,1262.746269,1160.059701,3286.343284,760.8059701,868.5522388,67,9.893167663,8.785254835,0.459819647,0.905405405,0.67,-1.444589126,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4124,30876.224,914.944,583.456,1096.8,20635.88,706.008,730.952,1583.984,10588.136,517.008,1795.664,1820.0,14919.144,1176.2,3112.12,2756.536,5560.816,1191.704,291.008,2560.296,11319.984,391.536,502.608,2030.8,14464.744,524.688,618.728,3067.536,10909.824,2216.032,400.56,2801.664,9178.648,742.616,256.352,1016.768,5971.28,1063.416,388.792,1317.728,3584.592,716.528,150.288,3244.384,3605.04,1169.32,1151.896,3391.928,937.696,870.36,125,14.81552912,11.11052838,0.661523419,0.919117647,0.744047619,0.007569202,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,0,0,0,1,0,1,1,Regulatory T Cell,T Cells +4125,30917.84685,920.2432432,600.8378378,1108.225225,27104.9009,748.3783784,1014.072072,1662.603604,14971.09009,615.7567568,1395.207207,1829.630631,18025.54955,1324.531532,4747.477477,4189.756757,6736.963964,1373.324324,330.5765766,4417.990991,14955.11712,415.1891892,1555.855856,1578.63964,18083.12613,476.2792793,137.5225225,2606.207207,13769.72072,2369.072072,482.0,2819.171171,12337.88288,823.9099099,300.6396396,1699.657658,7660.756757,1234.72973,450.963964,1441.207207,5630.324324,1031.072072,176.1531532,4464.387387,5069.666667,1397.072072,1720.126126,3268.963964,336.4054054,871.4774775,111,14.62550931,9.976411014,0.731236514,0.932773109,0.566326531,0.802454685,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells +4126,26646.36601,923.6666667,510.0718954,1090.588235,24381.51634,733.3856209,702.1764706,1556.013072,13471.96732,570.1830065,1130.810458,1826.464052,16580.21569,1315.882353,3327.738562,3059.718954,6086.509804,1379.0,330.3856209,2321.0,13311.72549,401.8627451,1323.346405,1016.424837,15776.30065,623.3529412,138.8366013,2182.522876,12268.94118,1723.947712,485.8562092,2816.183007,11100.6732,1079.803922,299.8888889,1619.699346,7084.183007,1372.45098,440.9281046,1334.20915,5226.875817,881.0653595,174.9542484,3296.48366,4658.0,1419.830065,2482.607843,3215.496732,354.7973856,870.4313725,153,20.18591575,10.03942589,0.867551102,0.884393064,0.607142857,-1.188699276,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4127,37203.824,923.28,505.504,1097.448,34297.016,759.736,794.368,1644.984,18832.984,595.864,1227.072,1770.8,23212.32,1341.632,2281.704,3407.208,8419.4,1435.6,343.168,2432.552,18658.576,415.344,551.664,931.84,22583.096,479.08,189.624,1917.752,17681.928,1858.288,537.904,2821.944,15674.176,757.928,321.536,1742.168,10271.48,1184.768,463.616,1369.912,7560.088,751.264,179.976,4447.144,6864.336,1465.576,725.864,3294.656,374.24,872.6,125,17.43064013,9.70047342,0.830835229,0.905797101,0.525210084,0.644638735,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,0,0,1,1,1,0,Regulatory T Cell,T Cells 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+4138,44002.97436,875.991453,523.3333333,1096.982906,36681.92308,729.1880342,827.4529915,1689.709402,19928.13675,539.9487179,1832.461538,1835.034188,26064.81197,1240.538462,3369.726496,3386.803419,9819.0,1294.521368,321.7008547,2364.444444,20375.46154,501.3333333,788.3333333,1599.358974,25230.29915,489.6581197,279.025641,1267.188034,19683.97436,2484.547009,428.4871795,2820.564103,16717.4188,650.3162393,298.8119658,977.3846154,10565.58974,1304.34188,432.957265,1323.735043,6246.273504,792.025641,156.7179487,2419.435897,6371.760684,1306.521368,172.8974359,3305.401709,925.1880342,871.1367521,117,15.93042181,10.3934306,0.757851937,0.829787234,0.609375,1.219964997,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +4139,16901.43902,775.7398374,421.6504065,1063.300813,15553.09756,623.0406504,557.796748,1568.747967,7967.341463,501.1707317,552.8617886,1761.99187,10348.26829,1201.073171,1389.308943,1004.837398,3920.723577,1225.04878,285.6097561,2259.780488,8610.439024,365.1463415,137.3089431,541.5609756,10491.95935,443.3821138,119.7154472,1038.252033,8107.130081,1401.414634,314.6585366,2890.902439,7207.650407,584.9186992,267.0162602,1157.00813,4157.186992,776.7317073,403.3821138,1315.382114,3026.878049,629.7642276,158.1056911,2373.747967,2790.739837,1310.325203,6082.894309,3164.772358,287.0325203,872.8211382,123,13.80947598,11.77521831,0.522415312,0.953488372,0.732142857,1.551507869,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4140,26610.19626,847.1028037,422.7102804,1055.719626,24479.36449,696.7943925,569.7476636,1481.64486,13825.95327,542.8878505,1161.401869,1708.102804,16937.91589,1279.803738,1441.803738,2078.663551,6368.588785,1541.719626,302.5420561,2356.495327,13099.60748,450.2897196,313.8598131,558.5794393,16053.94393,979.2897196,154.4766355,891.1401869,12338.20561,1380.364486,618.411215,2794.102804,10769.26168,621.7476636,272.3084112,1651.457944,7834.158879,1445.943925,400.2429907,1303.672897,5878.869159,702.0,151.4205607,1711.102804,5111.158879,1526.878505,10784.26168,3164.841121,632.3271028,871.682243,107,13.74003179,10.60576283,0.635758786,0.899159664,0.636904762,-1.145231821,1,0,1,0,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells +4141,17922.35338,829.2932331,486.1654135,1065.691729,16644.6391,684.5413534,726.7593985,1552.496241,9019.593985,805.962406,554.518797,1754.616541,11833.85714,1231.390977,3036.894737,1881.142857,4400.804511,1233.458647,311.7518797,2342.443609,8989.729323,461.1954887,767.7293233,619.3082707,10904.40602,587.3834586,118.5413534,1269.578947,8766.691729,1720.571429,545.3834586,2792.24812,7611.406015,1061.390977,258.037594,1454.383459,5667.142857,896.0601504,398.4736842,1408.345865,4133.947368,837.2932331,156.8045113,2778.744361,3798.864662,1333.774436,1019.714286,3258.917293,706.6616541,873.2631579,133,16.46872059,10.97397049,0.745637016,0.956834532,0.738888889,-0.533997056,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Macrophage,Other Cells +4142,23696.58537,807.6146341,541.6731707,1085.892683,21328.21463,685.8390244,841.3853659,1657.170732,11034.99024,582.2634146,1389.126829,1795.02439,14393.77561,1164.878049,2871.556098,2797.731707,5556.053659,1202.858537,302.6341463,2512.829268,11382.34634,6235.331707,321.3268293,907.1365854,14458.97073,558.6682927,165.2243902,1299.673171,10766.00488,1784.307317,439.3804878,2786.156098,9128.839024,736.1121951,261.4829268,1188.170732,5934.04878,1976.15122,396.995122,1329.507317,3626.019512,673.8585366,153.5317073,3436.053659,3616.819512,1215.887805,837.5073171,3248.907317,911.697561,874.004878,205,18.22146514,14.74125373,0.587801962,0.949074074,0.709342561,0.640593541,1,0,1,1,0,0,0,1,1,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4143,38857.11236,897.8426966,555.7640449,1130.280899,26217.89888,608.6179775,945.2359551,1546.168539,11808.37079,618.7640449,1593.022472,1707.191011,17139.04494,1113.438202,4586.179775,2591.685393,6455.898876,1164.41573,279.3595506,2318.808989,13328.88764,364.0224719,527.8202247,1462.797753,16785.40449,548.6741573,113.6404494,1323.202247,13221.80899,2494.752809,361.6966292,2775.044944,10857.0,717.5393258,246.3595506,856.3033708,6036.764045,1186.988764,380.8202247,1291.191011,3339.157303,665.4494382,145.4494382,2141.662921,3639.955056,1103.213483,333.3033708,3202.134831,1010.617978,872.3707865,89,12.90020041,9.114412776,0.707680447,0.936842105,0.622377622,-1.065388904,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4144,37359.1844,1011.659574,703.4326241,1191.695035,22904.51773,628.9574468,482.5035461,1567.156028,10924.68794,494.3262411,928.8085106,1719.503546,15030.05674,1174.58156,7167.212766,2993.113475,5749.829787,1226.163121,294.4822695,2308.950355,12172.6383,367.0921986,561.7588652,692.2553191,14772.50355,410.3546099,144.0070922,3954.595745,11171.46809,1789.106383,378.8794326,2821.326241,9786.319149,600.4893617,273.1276596,1147.716312,4625.234043,906.1631206,404.5035461,1299.361702,3350.496454,707.5886525,155.3262411,2018.234043,3192.41844,1187.382979,972.5602837,3189.765957,245.3333333,874.8014184,141,17.66820744,10.37626371,0.809380603,0.94,0.5875,-0.730601931,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells +4145,28616.10042,994.8284519,733.5732218,1141.711297,25739.79079,782.2887029,915.9330544,1713.719665,14645.43096,602.3933054,789.7824268,1804.506276,17602.11297,1357.786611,2170.92887,2992.439331,6462.125523,1400.112971,330.8158996,2408.292887,13769.92887,552.7364017,164.1882845,868.7656904,16815.20502,534.6443515,148.9790795,2400.16318,12921.75314,1564.301255,541.6276151,2818.820084,11438.41423,727.2426778,301.4979079,1845.301255,8054.012552,1005.435146,452.6066946,1348.485356,5953.171548,636.6903766,172.1087866,2521.832636,5203.334728,1410.267782,213.5271967,3336.154812,511.3430962,876.7991632,239,19.29326013,16.87570513,0.484674983,0.885185185,0.598997494,-1.004200974,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells 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+4149,35194.90566,1018.037736,593.9811321,1080.245283,32748.92453,761.2264151,944.9811321,1592.830189,18943.64151,622.2830189,1796.264151,1736.735849,22291.77358,1352.471698,3377.90566,3158.056604,7760.339623,1309.207547,301.3773585,2737.377358,17199.13208,606.8490566,144.9433962,953.0754717,21910.07547,1748.264151,137.3396226,1196.849057,16763.75472,1725.773585,519.1886792,2802.415094,14347.13208,640.9245283,295.2830189,1158.150943,9989.830189,1181.226415,441.8113208,1330.641509,7532.773585,628.0,164.5283019,2262.056604,6638.566038,1344.679245,356.5849057,3396.660377,578.6226415,871.7169811,53,11.3399294,6.049853926,0.845799976,0.963636364,0.688311688,1.232758635,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +4150,31860.16049,920.8024691,440.1975309,1066.407407,29001.83951,770.1111111,588.6049383,1552.061728,16785.95062,582.0493827,1393.432099,1719.259259,20157.87654,1436.135802,1606.185185,2010.925926,7070.049383,1374.469136,313.3950617,2431.444444,15948.34568,656.7283951,143.0987654,708.2962963,19969.07407,1249.962963,713.2962963,969.5185185,15399.5679,1499.641975,591.5432099,2802.209877,13319.22222,669.4938272,294.9259259,1560.407407,9548.259259,1487.283951,429.9382716,1297.814815,6906.876543,645.0246914,169.8271605,2027.246914,6075.716049,1566.802469,4738.506173,3216.814815,639.8024691,875.4938272,81,16.47821609,6.658627258,0.914720708,0.870967742,0.482142857,-0.660016524,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +4151,21117.84921,929.9126984,467.2142857,1034.801587,19230.7619,735.0634921,788.3888889,1557.825397,10855.53175,740.8492063,1097.404762,1767.428571,13464.15873,1321.436508,2554.539683,3012.84127,4948.47619,1250.190476,300.0396825,2483.02381,10317.45238,1546.34127,499.8253968,679.4206349,12560.59524,714.7063492,116.968254,1521.746032,10088.07143,1545.031746,638.8412698,2782.253968,8763.388889,765.7142857,267.1507937,1462.97619,6376.277778,1451.396825,403.7857143,1355.968254,4642.920635,723.1349206,157.5,2570.571429,4200.531746,1362.595238,448.2698413,3262.547619,696.0238095,875.7301587,126,15.44873567,10.66832979,0.723271966,0.940298507,0.763636364,0.09393026,1,1,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4152,25187.14667,1005.0,551.2533333,1073.873333,22348.18,715.4066667,616.5333333,1521.466667,12110.06667,566.5866667,1250.853333,1755.626667,15546.27333,1263.953333,2774.54,4240.833333,5538.4,1270.14,293.0733333,2357.14,11722.98,389.0666667,117.6933333,1275.153333,14785.34,595.7,121.4533333,2510.966667,11324.74667,1897.873333,509.62,2786.86,9668.346667,626.04,273.8133333,1450.36,6495.186667,1192.833333,393.4066667,1287.7,4518.953333,585.9266667,159.1333333,2716.413333,4285.12,1243.173333,309.14,3364.393333,827.3666667,875.4066667,150,16.13220658,11.87131368,0.677115646,0.955414013,0.714285714,-0.844825048,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells +4153,28216.48889,836.7111111,572.2111111,1083.144444,25292.94444,669.3444444,776.3666667,1704.388889,11865.62222,555.3222222,1773.055556,1796.288889,16550.74444,1172.366667,4542.055556,4654.0,6373.744444,1371.166667,379.2777778,2412.055556,13093.15556,436.6555556,1246.011111,1581.822222,16703.98889,791.7777778,123.4666667,2426.311111,12406.1,2302.611111,445.9111111,2801.888889,10243.31111,640.7,264.4222222,1095.133333,6165.711111,1783.288889,405.3444444,1322.977778,3528.066667,1200.611111,155.4333333,3298.766667,3686.133333,1212.044444,362.4777778,3268.133333,980.6777778,873.5,90,12.99018122,9.285266801,0.699337963,0.927835052,0.629370629,-1.375205089,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +4154,32836.0,943.7692308,644.2,1090.076923,30440.86154,763.5692308,680.4307692,1646.292308,16496.46154,593.2769231,1823.615385,1821.569231,19959.49231,1303.907692,3210.523077,4746.892308,7392.261538,1387.784615,335.0769231,2415.246154,16285.8,406.6153846,542.7846154,1243.676923,19000.15385,547.6,143.4923077,2639.076923,14979.76923,2075.584615,953.5230769,2828.2,13615.18462,628.6153846,308.0461538,1540.6,8665.969231,2011.630769,450.5076923,1343.707692,6441.076923,707.4461538,191.9692308,8739.892308,5661.723077,1417.030769,562.3846154,3274.323077,365.4923077,874.6923077,65,11.78204618,7.461075537,0.773940726,0.915492958,0.541666667,1.136925125,1,0,1,1,0,0,0,0,1,1,0,0,1,1,0,1,0,1,0,1,1,0,0,0,Helper T Cell,T Cells +4155,26099.43023,822.6627907,646.6162791,1081.837209,17750.33721,586.0,589.5813953,1542.116279,7717.604651,673.5581395,846.5930233,1692.023256,11128.39535,1058.348837,5171.406977,2891.337209,4447.988372,1308.953488,272.5232558,2365.453488,9160.081395,346.5,660.9651163,634.744186,11787.11628,732.2906977,113.9883721,2752.848837,8909.872093,1805.302326,379.6744186,2781.813953,7328.755814,600.127907,233.5116279,946.6511628,4094.976744,984.3372093,362.0697674,1291.465116,2294.930233,690.6860465,148.6744186,2932.848837,2472.290698,1056.569767,933.0116279,3097.348837,1020.267442,876.1860465,86,12.65666064,8.806394653,0.718243994,0.934782609,0.661538462,-0.002879625,0,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4156,22571.8932,750.2524272,505.0776699,1045.650485,18547.75728,587.3398058,501.4660194,1471.436893,7567.378641,659.4854369,863.4757282,1669.776699,11830.5534,1094.912621,2097.902913,1784.058252,4476.368932,1296.038835,271.4368932,2338.194175,9233.475728,354.7087379,546.5631068,712.8834951,11795.49515,402.3398058,111.0776699,2437.621359,8924.058252,1625.679612,370.3300971,2800.145631,7205.572816,607.776699,229.6019417,891.2038835,3985.165049,838.3300971,364.961165,1282.398058,2227.854369,660.2815534,144.3300971,2896.980583,2444.970874,1114.38835,4847.854369,3078.514563,1029.184466,876.6893204,103,13.34422198,10.88859008,0.578083112,0.851239669,0.66025641,0.025862607,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells +4157,28833.81203,1112.473684,749.6390977,1123.533835,21258.4812,594.962406,381.3984962,1468.225564,10185.00752,481.3233083,484.5789474,1674.022556,14181.93233,1115.488722,4886.81203,2135.180451,5170.451128,1151.526316,263.0827068,2257.714286,11071.1203,425.6015038,232.2857143,492.3157895,13260.05263,357.7142857,111.0300752,3721.353383,10510.65414,1410.12782,335.5037594,2780.398496,9221.75188,532.3157895,247.7443609,1044.661654,4388.496241,785.0526316,369.6842105,1288.308271,3101.646617,579.0676692,148.112782,2256.93985,3022.526316,1111.180451,170.2631579,3206.721805,252.2932331,880.7969925,133,18.06876882,10.28446132,0.8222099,0.904761905,0.558823529,-0.607826424,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells +4158,22578.74545,993.4272727,741.2909091,1105.036364,19122.73636,592.9545455,417.7272727,1551.027273,8879.363636,489.9636364,460.4909091,1735.3,12099.04545,1136.1,6125.636364,1774.536364,4588.272727,1182.936364,279.4909091,2265.9,9855.018182,6486.245455,479.2727273,417.8454545,12030.64545,439.0090909,117.8727273,3903.245455,9159.463636,1391.863636,338.0545455,2812.727273,8130.554545,619.5727273,268.1272727,1068.890909,4211.272727,827.3545455,383.6636364,1303.690909,3032.854545,704.8545455,151.0909091,3099.954545,2849.518182,1172.454545,319.1727273,3218.5,263.3545455,876.9818182,110,14.68841339,9.958887378,0.735052916,0.924369748,0.705128205,0.786152507,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +4159,34763.0,1063.96,605.44,1085.813333,29950.04,797.9466667,746.48,1620.186667,17097.14667,624.3333333,1287.56,1754.12,20617.26667,1359.746667,2581.933333,2716.24,7395.226667,1441.533333,338.5333333,2341.28,16094.97333,478.6666667,448.1733333,1098.093333,19336.30667,457.1866667,345.7333333,1877.24,15472.14667,2048.066667,590.96,2815.293333,13615.14667,729.04,303.5866667,1395.8,8967.626667,1147.386667,448.5866667,1326.84,6695.933333,715.0933333,174.32,3546.08,5976.666667,1376.373333,273.1066667,3425.986667,418.3866667,876.48,75,12.13746349,8.615687368,0.704360442,0.862068966,0.619834711,0.51063641,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells +4160,23532.37349,1058.963855,641.060241,1093.204819,21258.77108,776.9277108,608.9036145,1573.614458,11709.85542,620.746988,624.0843373,1762.927711,13966.61446,1334.26506,2765.927711,2403.903614,4782.072289,1532.024096,307.3975904,2324.891566,10524.33735,397.6626506,1108.891566,562.0,12489.78313,434.8192771,127.1445783,2172.180723,10092.26506,1593.156627,514.4819277,2812.144578,8954.927711,688.253012,283.4337349,1313.951807,5874.674699,870.4096386,427.060241,1364.349398,4328.795181,869.0240964,174.4578313,4216.686747,3762.506024,1340.686747,206.5783133,3346.26506,427.1927711,875.7349398,83,10.79164525,10.43580607,0.254676076,0.943181818,0.685950413,-1.280120918,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells +4161,29509.06338,1096.598592,736.8732394,1124.521127,26442.96479,804.1197183,868.4859155,1660.161972,14624.60563,627.5492958,1159.274648,1772.978873,17448.1831,1401.366197,2199.295775,2082.204225,6338.816901,1474.669014,332.443662,2362.450704,13622.03521,435.4788732,137.8450704,1010.619718,16303.88732,487.0070423,135.6056338,956.7605634,12816.10563,1972.295775,436.8450704,2828.802817,11280.0493,629.2394366,307.584507,1474.049296,7515.901408,1170.119718,449.2746479,1327.676056,5620.683099,620.9084507,169.9577465,1191.669014,4874.690141,1384.021127,223.3309859,3433.373239,458.6056338,877.2746479,142,15.37469022,11.88831581,0.634114243,0.959459459,0.676190476,-1.010863728,1,1,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,Helper T Cell,T Cells 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+4163,25686.51572,911.5283019,663.245283,1324.566038,23455.40252,725.2389937,780.3962264,1794.333333,12513.68553,571.3459119,924.7295597,1834.006289,15458.93082,1296.062893,1759.069182,2511.91195,5791.748428,1400.981132,316.0503145,2529.91195,12458.45283,434.7735849,208.5597484,549.3018868,15033.03145,589.0691824,129.3773585,1505.176101,11594.54088,1590.622642,463.5974843,2831.069182,10282.91824,637.591195,297.0,2300.150943,7043.194969,1131.503145,448.4402516,1347.503145,5333.283019,645.5408805,171.7861635,3352.201258,4700.113208,1405.761006,315.8176101,3331.779874,481.1761006,879.3584906,159,17.05503674,12.46104705,0.682765733,0.924418605,0.719457014,-0.233259892,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4164,25017.27481,1033.198473,1804.450382,1250.076336,22695.94656,796.1068702,1586.267176,1911.198473,13237.39695,614.0305344,1423.480916,1856.068702,15453.66412,1374.419847,2553.770992,2482.022901,5539.358779,1443.717557,333.0152672,3003.610687,12357.43511,524.6946565,316.0992366,742.5877863,14885.42748,479.2671756,136.9389313,1304.732824,11610.0687,1844.51145,482.8320611,2832.832061,10317.12214,726.7175573,308.5419847,1534.0,7239.29771,1031.007634,471.9389313,1410.152672,5311.938931,665.5572519,174.0305344,3152.335878,4802.648855,1392.625954,307.8549618,3428.694656,557.3740458,877.5877863,131,15.85779244,10.8592945,0.728738277,0.909722222,0.668367347,-0.743705213,1,0,1,1,0,0,1,0,1,0,0,0,1,0,0,0,1,1,0,0,1,0,0,1,Helper T Cell,T Cells +4165,30984.34375,1134.822917,551.0833333,1084.854167,28413.63542,792.6875,680.7083333,1631.322917,16171.28125,617.8020833,918.9270833,1764.427083,18538.84375,1378.208333,3359.8125,3253.395833,6468.697917,1304.90625,299.71875,2379.583333,13674.52083,411.4166667,132.7291667,839.40625,16601.35417,1059.708333,118.8020833,2154.541667,13023.3125,1486.479167,559.2395833,2797.052083,11287.02083,623.6875,286.2395833,1380.895833,7826.083333,1154.895833,408.8958333,1305.354167,5638.229167,592.5,150.4270833,1748.666667,4579.697917,1268.59375,304.6770833,3359.333333,590.4791667,877.5,96,13.65027656,9.398386671,0.72522443,0.96969697,0.615384615,0.966143667,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +4166,31072.94186,992.7093023,510.3837209,1097.534884,28577.53488,794.872093,742.8139535,1609.44186,16704.63953,594.1162791,938.5813953,1740.569767,20074.90698,1491.627907,860.9418605,1775.895349,7341.255814,1441.337209,339.0697674,2403.895349,15383.48837,505.627907,112.1162791,979.8372093,19052.0,705.6627907,136.8488372,805.5116279,14681.45349,1743.116279,595.1860465,2811.046512,12926.27907,827.4651163,305.9186047,1773.860465,9359.197674,1409.767442,440.744186,1323.069767,6929.546512,648.8604651,175.0465116,1874.593023,6079.94186,1598.348837,1487.872093,3196.953488,656.5465116,877.4767442,86,12.28733201,9.303741222,0.653204474,0.945054945,0.558441558,-0.012729042,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +4167,25490.93103,881.7471264,480.0114943,1075.517241,21936.74713,697.3908046,538.6666667,1512.264368,12381.44828,684.1264368,415.6781609,1686.54023,15856.48276,1314.195402,1723.034483,2162.770115,5585.08046,1312.149425,308.137931,2264.873563,11558.98851,410.4252874,267.4597701,521.6896552,14206.62069,535.4252874,119.2183908,1267.114943,11335.04598,1397.471264,527.7126437,2843.229885,9871.367816,618.1954023,266.954023,1531.931034,6938.850575,835.816092,409.4597701,1311.632184,4846.689655,644.862069,164.091954,1445.425287,4465.206897,1427.701149,4991.942529,3182.034483,764.3448276,877.5747126,87,12.35057511,9.192712797,0.667829204,0.966666667,0.743589744,-0.361016837,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Macrophage,Other Cells +4168,21107.21212,897.3787879,495.3333333,1086.69697,18648.40909,648.6363636,578.0151515,1570.015152,10000.51515,495.7727273,680.0151515,1763.212121,12850.57576,1157.984848,3258.257576,2855.833333,5025.984848,1287.242424,275.1212121,2376.0,9763.575758,2711.878788,197.0,765.9848485,12225.16667,836.0757576,117.1818182,1575.651515,9504.530303,1693.227273,657.8636364,2785.0,8191.984848,761.8939394,257.0151515,1273.606061,5708.363636,1018.621212,381.0,1302.590909,3760.636364,637.1969697,160.6212121,2730.363636,3663.5,1231.272727,153.7878788,3319.333333,846.1060606,875.5909091,66,9.846357746,8.89385532,0.429086347,0.891891892,0.66,1.200075505,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells +4169,20243.05172,818.2586207,665.4655172,1104.017241,18832.44828,661.5344828,788.0517241,1562.706897,10481.98276,502.2586207,515.8103448,1785.189655,12357.87069,1222.827586,5286.068966,1544.663793,4440.146552,1343.060345,296.3275862,2341.793103,9740.862069,422.9137931,204.8448276,502.8965517,12133.89655,451.3706897,123.8017241,2930.551724,9461.396552,1407.560345,482.4741379,2788.198276,8393.672414,967.862069,277.0603448,1434.594828,5920.224138,822.1982759,424.137931,1332.275862,4326.939655,639.7844828,160.9741379,1834.396552,4001.241379,1309.060345,351.9224138,3309.767241,544.5258621,878.2844828,116,13.12705098,11.73981345,0.447423463,0.935483871,0.686390533,-1.038609272,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells +4170,17207.09829,809.1623932,415.0683761,1031.858974,15185.02564,647.4273504,524.4529915,1405.021368,8692.457265,491.6068376,548.4401709,1696.32906,10644.73077,1237.705128,992.7051282,1233.115385,4003.799145,1252.337607,269.7521368,2320.440171,8567.081197,398.7948718,173.3846154,532.6965812,10616.65385,516.4230769,112.4957265,980.2094017,8153.653846,1303.217949,599.8076923,2800.982906,7254.978632,710.6752137,255.0982906,1768.628205,5277.995726,848.8888889,387.8205128,1298.24359,3971.217949,634.517094,154.7564103,1745.880342,3536.653846,1390.07265,6168.833333,3161.529915,613.1196581,883.4786325,234,23.56236359,13.52038647,0.818986471,0.906976744,0.565217391,-0.437882742,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4171,37556.40659,933.6739927,537.996337,1091.74359,33883.53846,740.7435897,913.1062271,1635.344322,19356.67033,682.1684982,1661.930403,1748.395604,24273.68864,1326.47619,3152.014652,3921.472527,8823.89011,1362.087912,328.3186813,2521.622711,18429.31868,497.3186813,482.981685,1224.267399,22768.7619,979.6007326,123.8315018,1726.010989,18049.00733,1881.003663,519.3846154,2790.967033,15547.32601,730.7912088,283.3406593,1419.622711,11147.47253,1468.172161,414.2307692,1331.879121,7880.3663,747.4945055,162.1538462,3333.102564,7197.490842,1418.575092,1040.461538,3234.095238,714.3076923,881.959707,273,25.47444581,14.74182367,0.815547135,0.875,0.56875,-1.040425984,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4172,24819.21154,882.6153846,462.5865385,1061.682692,21781.52885,710.5961538,566.7019231,1498.288462,12298.43269,559.8942308,718.1442308,1701.798077,15997.69231,1369.326923,1102.798077,1229.913462,5762.653846,1279.336538,313.4615385,2315.951923,11882.23077,415.8269231,109.375,699.7403846,14810.73077,622.5,123.4423077,790.6538462,11677.25962,1412.951923,461.6826923,2809.336538,10079.73077,746.4230769,280.9807692,1464.346154,7153.326923,1053.807692,412.2403846,1307.038462,5118.932692,615.3846154,168.0769231,1443.817308,4696.211538,1591.528846,15255.07692,3106.75,774.8365385,876.8365385,104,13.65583218,10.10948463,0.67227085,0.95412844,0.787878788,-0.968343656,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells +4173,25855.06522,922.4927536,469.1956522,1053.818841,22692.84058,723.2391304,754.7826087,1487.086957,12708.28986,594.8115942,1559.043478,1768.384058,16328.76812,1284.978261,4443.869565,2659.275362,5867.644928,1275.753623,294.9275362,2419.891304,11898.42029,397.8478261,285.8768116,1468.065217,15013.07246,472.0652174,243.7971014,987.0652174,11715.86232,2000.652174,454.2173913,2793.753623,10087.26812,600.5144928,265.7463768,1128.355072,7109.84058,1484.123188,405.6376812,1297.130435,4902.289855,648.9492754,165.7028986,2317.586957,4508.768116,1332.333333,2569.608696,3231.514493,794.7391304,878.442029,138,14.50740546,12.29297391,0.53102119,0.945205479,0.704081633,-0.725250502,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4174,29843.25,1007.138889,470.8055556,1067.041667,25684.22222,734.0277778,541.8611111,1541.111111,14563.125,584.7222222,843.1666667,1753.916667,18313.38889,1276.208333,1977.625,2041.527778,6597.402778,1251.166667,291.8055556,2593.819444,13730.73611,681.4166667,100.5416667,796.0694444,17718.01389,444.4722222,144.4444444,2126.416667,13755.61111,1585.333333,480.625,2772.972222,11989.20833,752.75,263.4166667,1186.041667,8305.361111,900.1944444,388.4166667,1290.541667,5599.444444,593.0416667,155.6527778,2914.097222,5313.263889,1264.222222,571.25,3227.875,806.7083333,875.6111111,72,12.38052255,7.691815087,0.783585823,0.923076923,0.818181818,-1.463322214,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells +4175,21334.4717,781.4528302,565.9433962,1076.471698,18707.88679,644.3207547,949.0754717,1612.849057,8231.396226,475.4150943,2605.54717,1744.528302,12134.16981,1161.622642,5749.188679,6312.075472,4659.056604,1156.603774,280.490566,2736.811321,9522.471698,443.0188679,217.7924528,1496.358491,12344.32075,2145.415094,149.245283,2561.471698,8929.528302,2133.471698,387.5849057,2787.924528,7283.301887,628.1132075,249.4716981,1149.716981,4453.849057,2055.283019,387.0943396,1264.264151,2515.924528,602.4339623,153.1698113,3576.754717,2686.566038,1166.698113,1127.188679,3220.377358,992.1320755,874.8867925,53,9.016280278,7.849761672,0.491954593,0.946428571,0.736111111,-0.931348401,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4176,35406.20284,855.2920892,547.4705882,1100.261663,27472.74442,660.9249493,791.2312373,1623.598377,12268.67748,493.5334686,1972.488844,1762.720081,17964.58621,1176.079108,4468.795132,3491.119675,6868.770791,1191.939148,291.2474645,2444.099391,14136.67748,391.4685598,200.8864097,1695.056795,17865.91481,785.6572008,202.1419878,2302.823529,13751.92292,2501.505071,362.5841785,2803.237323,11269.53955,599.68357,260.5091278,933.2860041,6245.762677,1638.807302,390.3914807,1297.685598,3518.586207,610.9655172,157.474645,2431.770791,3775.200811,1189.574037,1632.014199,3151.776876,1003.371197,885.969574,493,27.02157059,24.26051777,0.440361782,0.901279707,0.652116402,-1.530312202,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4177,26988.33333,1000.266667,610.4777778,1089.366667,21689.08889,637.3333333,729.6888889,1502.744444,12038.08889,514.6444444,1409.8,1739.8,15939.25556,1212.388889,3757.211111,3402.422222,5716.4,1216.688889,294.6333333,2723.344444,11907.35556,416.5888889,122.3888889,1460.1,15494.16667,1371.3,126.8444444,2149.077778,11862.02222,1656.888889,441.7888889,2788.7,10077.88889,596.5222222,259.8555556,1198.633333,7023.055556,1385.088889,397.8888889,1306.111111,4629.1,594.2444444,159.0555556,2544.966667,4531.5,1228.344444,447.6444444,3282.077778,855.0333333,878.4777778,90,11.80876504,10.19774759,0.504221376,0.909090909,0.681818182,-0.580223415,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4178,23566.47436,877.1025641,578.5128205,1075.166667,21203.71795,744.7692308,695.8717949,1603.358974,11154.87179,559.2564103,1289.730769,1853.461538,14083.57692,1290.358974,4710.487179,4156.217949,5295.102564,1368.230769,309.2692308,2374.615385,11716.39744,387.9230769,1466.358974,1235.153846,14618.0,437.6666667,206.9230769,2654.564103,10759.51282,2002.423077,497.0897436,2806.820513,9616.75641,754.9230769,308.1410256,1571.551282,5988.012821,1068.897436,432.0512821,1332.0,4442.871795,921.1538462,175.3205128,5335.435897,4059.820513,1429.512821,4134.589744,3244.858974,322.3974359,878.5769231,78,11.19217879,9.047472817,0.588668447,0.928571429,0.709090909,-1.063265731,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells 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+4188,27116.08163,994.7142857,467.5102041,1086.091837,24948.70408,783.1530612,594.3469388,1583.44898,13828.37755,689.0408163,632.9795918,1699.295918,17257.41837,1458.397959,1866.071429,2375.785714,6069.336735,1494.265306,325.6836735,2348.408163,12405.27551,466.6326531,223.8877551,555.877551,15394.05102,897.5510204,130.8877551,1210.142857,11782.90816,1529.581633,741.6734694,2778.285714,10160.94898,700.6836735,293.2653061,2044.94898,7414.020408,1057.438776,431.8673469,1341.663265,5467.122449,690.377551,168.0714286,2196.612245,4325.612245,1424.5,1040.163265,3224.602041,644.0204082,882.4387755,98,12.95680059,9.829857996,0.651482121,0.98,0.628205128,-0.730094082,1,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells +4189,38293.89954,904.3561644,552.9634703,1115.744292,33245.27397,715.7260274,840.8127854,1664.525114,17042.6621,542.0913242,1516.598174,1785.561644,23540.07306,1279.045662,3698.812785,3941.328767,8653.671233,1295.273973,328.9908676,2455.118721,17779.73973,1173.146119,237.6712329,1504.940639,22548.25114,859.6438356,129.2237443,2583.634703,17153.95434,2099.178082,427.4018265,2796.894977,14222.94521,615.5525114,286.1826484,1098.429224,9221.872146,1452.767123,419.4931507,1298.328767,5420.90411,678.6621005,161.7351598,2971.73516,5569.621005,1292.351598,501.1141553,3309.579909,926.0182648,883.9086758,219,18.04693704,16.45071139,0.411186062,0.897540984,0.675925926,-0.839738626,1,0,1,1,0,0,0,1,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4190,37756.2,906.1428571,642.8571429,1105.785714,33753.97143,783.8857143,1108.114286,1675.557143,20033.07143,604.7714286,2089.528571,1816.657143,23599.67143,1323.6,3568.3,4552.314286,8494.857143,1383.0,321.6857143,2899.285714,19728.98571,494.0142857,222.1285714,1182.542857,22990.32857,601.1714286,154.5,2966.771429,17661.22857,2254.971429,518.5285714,2844.357143,15469.87143,655.0142857,301.8,1395.6,10842.47143,1454.114286,440.6,1323.371429,7952.557143,661.7142857,178.5857143,4831.1,7057.942857,1392.742857,292.0,3372.571429,566.7714286,881.9285714,70,12.70143345,7.696866342,0.795476779,0.843373494,0.538461538,1.190753199,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells +4191,27848.33333,813.6161616,568.4343434,1070.79798,25675.74747,651.030303,929.2727273,1669.717172,12132.9697,622.1212121,807.040404,1739.838384,16224.46465,1150.181818,6189.959596,3616.121212,6292.424242,1227.494949,325.6262626,2415.979798,13377.9899,413.3939394,891.4848485,909.1010101,17357.79798,527.9494949,124.1818182,5544.212121,12769.0303,2020.434343,448.0,2784.838384,10567.26263,611.7979798,267.8181818,1252.747475,6154.232323,1045.79798,391.8383838,1325.89899,3505.010101,954.969697,159.8282828,5480.161616,3676.626263,1171.666667,299.8484848,3246.323232,974.7878788,882.6565657,99,11.53553297,11.10833494,0.269620097,0.942857143,0.75,-1.17690393,1,0,1,1,0,0,0,0,1,1,0,1,1,0,0,0,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +4192,12779.16187,773.3956835,462.6330935,1037.852518,11765.16187,603.5503597,397.3309353,1486.061151,5810.176259,485.4820144,479.8021583,1734.71223,7671.809353,1195.122302,1607.866906,952.1618705,2954.471223,1226.017986,277.9856115,2291.388489,6535.352518,352.6546763,322.1834532,473.5863309,8015.122302,419.1330935,118.7302158,1189.057554,6115.089928,1386.352518,323.0,2841.669065,5496.399281,590.323741,254.3489209,1027.510791,3049.456835,750.9316547,390.1906475,1298.877698,2210.877698,636.4892086,157.6402878,1850.302158,2094.546763,1253.888489,6227.564748,3172.528777,279.9964029,888.8093525,278,22.98223483,16.3358817,0.703389371,0.920529801,0.631818182,0.646186958,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +4193,22586.15167,854.4832905,490.311054,1077.393316,20931.00771,678.1182519,551.8714653,1578.246787,10520.51671,534.7197943,674.8560411,1740.102828,13636.82519,1291.136247,2107.053985,1562.167095,5068.305913,1356.03599,317.0102828,2284.976864,11335.14139,381.7429306,460.2390746,618.059126,14041.32905,441.9280206,128.8303342,1316.678663,10595.59383,1602.275064,366.9023136,2839.994859,9564.012853,859.6812339,292.6246787,1125.573265,5488.547558,934.1748072,431.9048843,1309.336761,3997.550129,689.1748072,167.933162,1921.930591,3703.357326,1404.845758,7498.521851,3191.755784,299.5475578,885.5192802,389,31.72055931,18.62788004,0.809406029,0.832976445,0.572058824,-1.362907324,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells 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+4195,39188.26786,877.7321429,472.4285714,1066.803571,35538.76786,738.0357143,803.2857143,1578.464286,20015.60714,555.1964286,1714.75,1824.321429,24753.80357,1342.25,1917.821429,2394.946429,8806.160714,1419.410714,335.3392857,2376.142857,19687.75,413.5714286,540.2142857,1101.375,24275.375,463.8214286,138.1428571,1155.535714,18978.67857,1875.392857,486.9821429,2840.053571,16868.01786,935.1785714,320.8571429,1479.428571,11042.58929,1368.767857,461.0,1360.607143,7962.875,747.6785714,177.0714286,3045.535714,7314.982143,1480.660714,1542.392857,3330.946429,371.4285714,882.9107143,56,9.484211359,7.882021664,0.556171276,0.918032787,0.565656566,0.052908768,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,1,1,1,0,Helper T Cell,T Cells 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+4202,11927.18841,836.7391304,529.3188406,1092.652174,10976.78261,663.2826087,642.8188406,1548.753623,4214.992754,509.6666667,461.1594203,1687.318841,6672.043478,1220.768116,2216.898551,1094.166667,2628.369565,1192.036232,289.9710145,2271.623188,5534.905797,390.8695652,364.7463768,603.8985507,7059.528986,479.3550725,113.884058,1466.586957,5304.188406,1542.971014,340.6449275,2815.949275,4393.108696,829.5652174,257.8043478,1022.369565,2398.456522,776.3768116,371.0869565,1294.202899,1375.507246,621.9057971,154.9565217,2603.695652,1601.934783,1265.644928,13685.51449,3152.57971,1039.376812,885.3478261,138,13.85249592,12.80690358,0.381134573,0.945205479,0.704081633,0.750225452,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells 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+4204,26400.55769,1061.423077,934.3846154,1511.173077,23658.01923,773.6634615,752.3557692,2024.394231,13252.64423,673.1442308,664.4903846,1835.240385,15981.94231,1350.634615,1726.5,2578.221154,5722.663462,1442.557692,321.9038462,2367.519231,12806.73077,437.9038462,329.3557692,506.7788462,15653.36538,509.4615385,130.8653846,2813.038462,12309.34615,1693.673077,486.7788462,2810.0,10843.77885,660.0769231,305.4903846,1929.807692,7345.548077,906.7115385,447.3653846,1360.192308,5487.278846,674.2115385,173.3365385,1648.480769,4977.221154,1372.692308,174.9519231,3385.317308,468.7403846,886.75,104,12.67550131,10.45978538,0.564845065,0.945454545,0.727272727,-0.050355497,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells +4205,24644.75325,971.3766234,516.8831169,1050.577922,21981.14935,679.1558442,605.1428571,1438.87013,12092.22078,555.6883117,1184.87013,1737.668831,14571.28571,1318.863636,2428.357143,2767.201299,5519.084416,1262.558442,290.9545455,2310.714286,11275.98701,398.3766234,303.7662338,1241.136364,14169.83766,1220.344156,117.2987013,2352.441558,10476.12338,1446.006494,513.3181818,2791.876623,9070.967532,603.9220779,267.2142857,1362.506494,6400.188312,1213.961039,411.7142857,1301.24026,4835.305195,816.0,156.6168831,2323.532468,4127.38961,1343.5,1946.409091,3198.409091,591.1428571,887.5194805,154,19.10355775,11.30771135,0.805999279,0.823529412,0.578947368,1.468604957,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4206,36604.65116,1056.488372,459.8255814,1075.72093,31591.0,783.5581395,499.3023256,1543.383721,18567.69767,616.5581395,748.1162791,1682.05814,22217.10465,1458.686047,1899.244186,2175.395349,7368.011628,1373.127907,334.127907,2502.244186,16177.86047,459.9883721,138.7093023,871.8837209,20199.67442,792.372093,133.0348837,976.4651163,15759.66279,1416.825581,605.5465116,2783.709302,13479.05814,642.2093023,276.5465116,1529.627907,9720.406977,1152.790698,410.5,1321.534884,7094.162791,640.0930233,169.3837209,1101.639535,6253.034884,1433.488372,1773.569767,3211.093023,632.0,887.1976744,86,12.08955052,9.27155604,0.641758734,0.977272727,0.651515152,-0.736425656,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Unknown,Other Cells +4207,22810.37423,926.6871166,466.1104294,1059.07362,20352.79755,740.1349693,515.5889571,1488.815951,11549.23926,628.5030675,752.202454,1698.895706,14280.03681,1368.337423,1657.674847,2369.883436,4972.460123,1274.828221,309.6871166,2267.03681,9255.398773,404.9815951,453.5705521,716.392638,11369.88344,462.8282209,115.2638037,1087.208589,8940.815951,1413.619632,610.190184,2792.337423,7901.693252,602.3803681,265.5705521,1365.08589,5730.214724,1153.496933,401.1595092,1314.527607,4161.969325,697.8773006,165.8834356,1865.018405,3893.644172,1431.208589,2202.392638,3197.907975,686.0736196,886.0552147,163,19.82572536,10.59379208,0.845266005,0.931428571,0.740909091,-1.410177375,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4208,21780.30303,842.7373737,414.7070707,1048.838384,19127.05051,665.1111111,491.9393939,1455.20202,10685.66667,533.020202,378.7272727,1677.777778,13697.28283,1265.767677,947.7171717,951.1717172,5085.444444,1229.30303,296.7575758,2265.818182,10440.92929,447.1212121,193.1616162,488.3232323,12925.93939,439.8080808,121.1818182,771.6767677,10180.60606,1391.292929,556.4747475,2834.313131,9002.565657,866.2828283,263.8888889,1434.676768,6391.040404,819.2727273,403.0505051,1307.59596,4544.060606,614.5858586,157.7171717,1633.606061,4259.343434,1474.989899,10514.83838,3157.313131,751.6969697,885.8585859,99,13.58052893,9.477364229,0.716230154,0.961165049,0.642857143,-1.217033427,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells +4209,28829.86047,805.2790698,457.4263566,1072.55814,26603.96899,682.8062016,701.5426357,1564.728682,14635.04651,516.1472868,1285.209302,1756.116279,18425.42636,1185.72093,3581.255814,3189.178295,6820.046512,1251.100775,294.7751938,2504.565891,14267.69767,389.5658915,114.5581395,1513.806202,17857.02326,808.1007752,278.0155039,2097.945736,13817.51938,1590.914729,486.3875969,2790.860465,11861.56589,637.8914729,271.3565891,1459.976744,7933.984496,1107.449612,409.3255814,1308.953488,5379.682171,598.5503876,155.744186,3747.612403,5120.085271,1259.666667,347.3953488,3266.116279,830.0310078,888.3178295,129,15.83141275,11.57978094,0.681902254,0.865771812,0.5375,0.550069269,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4210,29709.05747,850.7816092,506.954023,1097.551724,27530.41379,714.6551724,941.8735632,1583.62069,15142.68966,529.908046,1963.022989,1846.885057,19181.13793,1230.275862,3090.448276,4191.16092,7097.057471,1271.356322,304.3333333,2433.758621,14726.93103,405.137931,128.1149425,2011.126437,18380.49425,1974.885057,151.816092,2481.022989,14327.57471,1696.045977,537.6091954,2785.83908,12406.98851,595.3218391,274.1494253,1501.137931,8308.885057,1644.137931,420.2758621,1307.011494,5514.505747,608.9655172,164.2988506,4843.793103,5299.011494,1294.425287,275.2528736,3268.252874,839.1954023,887.7931034,87,15.66255117,7.378763472,0.882075185,0.90625,0.564935065,0.556556027,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4211,23555.60465,826.5271318,463.9302326,1052.255814,20934.97674,662.255814,725.9767442,1577.767442,11220.56589,529.6821705,897.0542636,1812.635659,14401.86822,1193.124031,4262.232558,2191.302326,5308.232558,1248.046512,284.7906977,2348.333333,11035.27907,4667.403101,309.9844961,865.8139535,14379.86822,588.0775194,169.0620155,910.7364341,10789.45736,1946.317829,673.2945736,2778.744186,9216.79845,1259.744186,266.2713178,1115.550388,6248.829457,1136.984496,397.3875969,1309.341085,3986.534884,657.2945736,156.7596899,2535.186047,3979.96124,1264.031008,1235.604651,3286.224806,869.0775194,888.6356589,129,15.73101806,11.15869895,0.704862738,0.816455696,0.551282051,-0.073255533,1,0,1,1,0,0,0,1,1,1,1,0,1,1,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4212,33667.91045,1021.656716,540.6119403,1084.373134,28365.1194,750.2985075,762.6119403,1546.402985,16236.23881,618.3283582,1321.19403,1804.626866,19268.8806,1297.925373,2444.895522,3136.850746,7083.686567,1397.41791,311.6567164,2333.791045,14734.29851,389.5671642,195.0149254,1268.402985,17927.40299,437.0597015,132.9552239,1631.686567,14289.83582,2074.432836,517.7164179,2805.80597,12538.73134,594.3880597,296.1791045,1397.477612,8298.402985,1206.149254,432.7910448,1315.985075,6010.014925,637.641791,160.6119403,1862.656716,5581.746269,1311.328358,187.1940299,3416.970149,422.7462687,886.358209,67,10.82608878,8.840841074,0.577170402,0.87012987,0.553719008,-0.46890596,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells 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+4216,15371.144,806.4,481.992,1073.856,13514.384,637.768,592.464,1482.272,7540.744,500.968,876.392,1695.912,9607.24,1165.6,1304.304,1720.576,3588.896,1244.528,281.608,2266.68,7336.232,386.424,98.696,1250.648,8984.136,1346.232,120.056,975.92,7154.512,1302.216,534.168,2811.048,6259.72,596.376,260.744,1968.432,4431.352,1010.96,394.192,1329.656,3141.936,624.104,153.96,2221.976,2992.136,1302.688,818.992,3214.168,774.12,888.544,125,13.30604674,12.28461413,0.384234684,0.932835821,0.686813187,-1.471422456,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells 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+4219,31347.86957,899.6956522,618.9130435,1098.478261,28566.52174,756.7608696,564.0652174,1716.543478,15206.80435,582.7826087,1037.76087,1797.913043,18672.02174,1277.086957,4747.826087,4857.043478,6888.608696,1389.347826,325.1086957,2518.630435,15538.93478,409.4782609,991.1304348,855.6521739,18740.5,444.326087,193.5652174,4789.934783,14612.6087,1700.26087,529.2608696,2809.0,13086.36957,1015.73913,305.5869565,1625.956522,7907.891304,1056.065217,454.326087,1346.282609,5736.086957,859.4130435,182.326087,7234.913043,5229.23913,1413.847826,710.5869565,3267.521739,322.9347826,886.6304348,46,10.10729776,6.123909488,0.795548519,0.884615385,0.597402597,1.501220559,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,1,1,0,1,0,T Cell,T Cells +4220,27343.11667,911.3916667,623.6,1127.666667,24407.04167,750.225,640.35,1621.033333,13464.45833,573.575,557.0416667,1739.041667,16157.84167,1333.216667,1661.416667,2693.291667,6047.941667,2055.758333,334.3083333,2329.108333,13242.63333,416.5083333,196.6583333,494.2,15684.94167,445.9166667,129.075,1730.658333,12502.65,1487.066667,496.125,2822.566667,11375.68333,692.8083333,306.0916667,1586.525,7528.483333,904.1416667,447.9083333,1309.2,5571.908333,645.3166667,174.1416667,2680.1,4964.408333,1436.95,947.6416667,3285.116667,436.3083333,893.1333333,120,16.5276393,9.748414418,0.807531114,0.923076923,0.606060606,-0.090260937,1,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4221,24347.6,914.8933333,714.4933333,1138.96,22097.66,723.6533333,923.5066667,1688.8,12218.57333,567.8,928.0533333,1807.34,14793.75333,1325.14,1411.206667,2215.486667,5269.833333,1390.193333,327.9,2400.586667,11653.04,465.1733333,228.7466667,593.1,14246.58667,917.26,125.1133333,1286.96,11238.14,1492.5,476.48,2813.526667,9999.833333,971.9266667,291.6066667,1562.193333,6872.38,1054.353333,456.1533333,1345.14,5030.113333,655.18,169.9133333,1910.513333,4591.586667,1413.006667,452.2133333,3360.52,541.14,891.0733333,150,15.54964903,12.45988646,0.598266818,0.949367089,0.669642857,-0.34072622,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +4222,25417.67213,979.9836066,514.2131148,1041.639344,22250.67213,701.5245902,614.1967213,1494.213115,12637.77049,702.0163934,787.9836066,1708.311475,15939.91803,1283.459016,2073.57377,3359.295082,5779.901639,1317.901639,305.8032787,2350.885246,11954.59016,757.147541,377.9836066,645.3442623,14942.55738,862.6065574,125.8360656,2058.754098,11875.90164,1607.704918,767.704918,2789.967213,10354.18033,719.6885246,268.6885246,1857.704918,7306.311475,1061.655738,399.1147541,1311.491803,5304.754098,683.8032787,152.4918033,2944.754098,4891.688525,1349.655738,3153.655738,3186.098361,739.3278689,887.0819672,61,11.50566914,6.896564627,0.800445318,0.968253968,0.693181818,1.074731303,1,1,1,1,0,0,0,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4223,26399.84615,931.0,559.6923077,1060.935897,23843.39744,705.8461538,676.2948718,1544.935897,12852.57692,558.3076923,2703.679487,1750.641026,16431.88462,1253.730769,3139.448718,3944.641026,6003.346154,1245.705128,311.0512821,2496.782051,12487.58974,585.1410256,503.7820513,1778.974359,16199.44872,1609.269231,191.6923077,1036.846154,12242.07692,1977.282051,485.0897436,2795.269231,10541.14103,643.8974359,271.3461538,1078.525641,7184.858974,1873.153846,416.0641026,1338.282051,4655.435897,682.0128205,159.5,3251.910256,4554.358974,1283.371795,569.7051282,3271.089744,858.7179487,888.2051282,78,11.94265677,9.026524432,0.654776976,0.906976744,0.644628099,0.605559802,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4224,14798.11215,754.3271028,424.0093458,1058.817757,13024.56542,601.4205607,512.0327103,1555.098131,5135.308411,473.4158879,380.8084112,1699.570093,7782.845794,1098.38785,1194.747664,639.6588785,3059.028037,1126.850467,259.7570093,2243.836449,6317.448598,351.3971963,134.3224299,511.9345794,7932.556075,437.088785,111.8831776,1021.957944,5966.61215,1298.915888,340.6308411,2822.266355,4919.331776,608.3411215,239.0560748,995.8598131,2585.149533,672.9672897,358.9299065,1306.509346,1487.35514,598.1962617,146.8457944,3004.415888,1648.060748,1119.462617,2753.88785,3117.420561,1027.943925,892.9626168,214,18.58496106,14.88973211,0.598435465,0.959641256,0.703947368,0.004564381,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4225,31227.98113,856.6226415,543.1320755,1088.45283,27333.5283,701.8867925,659.8301887,1583.584906,15024.11321,572.0377358,679.4528302,1769.301887,18453.09434,1260.584906,2657.716981,4156.283019,6883.981132,2174.283019,318.245283,2478.716981,14676.54717,403.2641509,903.0377358,616.1886792,18118.75472,597.0943396,124.9622642,1643.509434,14113.98113,1632.566038,566.2264151,2800.698113,12540.37736,647.8490566,290.6226415,1637.018868,8302.566038,1035.603774,443.6981132,1341.886792,6153.603774,877.7735849,168.245283,3889.09434,5650.415094,1393.54717,236.5283019,3321.037736,428.9811321,889.4716981,53,10.60792958,6.580453993,0.784338166,0.963636364,0.736111111,-0.573671065,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells +4226,35562.5411,1007.80137,736.6232877,1102.726027,31464.63699,775.8493151,950.0547945,1596.657534,18724.52055,613.3561644,1204.171233,1757.527397,21245.26712,1359.979452,3181.80137,2525.691781,7778.760274,1372.513699,318.109589,2389.616438,16946.69178,446.2945205,121.9589041,919.4931507,20856.36986,452.869863,132.4520548,2113.732877,16126.67808,2031.931507,512.760274,2802.616438,14226.65068,625.8082192,307.0410959,1212.219178,9932.226027,1162.047945,449.7465753,1314.383562,7209.753425,622.0890411,162.8219178,1573.80137,6366.842466,1368.178082,178.9589041,3415.041096,563.8150685,890.5342466,146,17.22237989,11.37055076,0.751072722,0.906832298,0.640350877,1.380610614,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,Helper T Cell,T Cells +4227,31588.09375,1129.0625,576.8125,1060.125,29093.0,788.40625,640.59375,1551.25,16304.125,852.1875,1621.28125,1782.8125,18752.90625,1353.0625,3270.90625,2816.21875,6669.84375,1403.5,297.90625,2335.375,14319.25,420.875,273.34375,678.1875,17171.90625,566.3125,125.875,1477.625,13361.21875,2038.65625,465.0625,2780.21875,11958.84375,794.8125,283.0,1079.75,8108.125,1173.4375,416.0,1319.4375,5890.0,662.46875,154.75,1282.71875,5008.46875,1263.0625,168.0,3355.21875,575.21875,887.5625,32,7.225725822,5.697434629,0.615043659,1.0,0.666666667,1.414799554,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells +4228,36228.73,890.37,496.83,1091.94,32624.95,719.07,775.28,1590.48,17879.57,551.68,1697.68,1781.78,22774.29,1281.39,2848.0,3803.9,8440.42,1332.38,303.54,2616.28,17151.31,399.4,135.01,2030.53,22419.15,481.83,130.99,2235.87,17092.13,2363.05,521.73,2796.68,14956.35,641.87,292.54,1251.51,10331.51,1615.62,419.09,1298.41,6844.41,625.6,164.66,2042.73,6517.74,1350.48,836.61,3267.21,811.47,890.59,100,12.51794471,10.87920311,0.494656442,0.884955752,0.591715976,-0.449148635,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4229,36279.6625,835.0625,562.4,1083.3375,23876.6,616.075,660.725,1538.65,11808.675,500.3125,849.975,1709.5,16245.8125,1109.825,4343.9375,3313.25,6207.7625,1151.95,270.1375,2277.0125,12720.5375,370.325,329.0625,755.65,16150.8125,531.2625,116.9125,3306.925,12193.5625,1630.3875,419.2625,2771.775,10224.075,545.275,250.9875,1082.5125,6162.6375,1006.7125,376.9125,1296.6375,3528.4,639.8875,149.375,2418.775,3748.425,1118.6375,316.3125,3159.4,953.6,891.6375,80,13.23517559,8.047833686,0.793888017,0.909090909,0.615384615,-0.290741728,0,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4230,18410.78448,1033.982759,782.2155172,1156.474138,17163.30172,813.8103448,1105.896552,1753.568966,9027.706897,670.6982759,1326.215517,1819.732759,11148.16379,1432.905172,981.5258621,1688.172414,4070.155172,1530.517241,339.0775862,2499.017241,9044.732759,478.9482759,218.3534483,1103.534483,11343.16379,553.7931034,269.387931,982.4741379,8465.793103,1822.060345,449.3706897,2822.258621,7506.758621,1125.137931,313.4137931,2249.146552,5170.086207,888.6206897,472.3793103,1353.758621,3944.060345,655.3448276,178.4310345,2836.258621,3492.275862,1446.439655,307.0689655,3385.344828,503.1206897,891.0172414,116,15.06146947,10.77435562,0.698757256,0.852941176,0.743589744,-1.213288019,1,1,1,0,1,0,0,0,0,1,1,0,1,0,0,0,1,1,0,0,1,0,0,1,Regulatory T Cell,T Cells 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+4232,16434.53165,1028.050633,498.6455696,1037.886076,16092.03797,736.5316456,408.1012658,1391.822785,8919.582278,592.1139241,921.2531646,1699.139241,10991.98734,1387.35443,1400.56962,2158.911392,4258.974684,1422.607595,300.8227848,2281.037975,9253.518987,431.3291139,245.7088608,1208.898734,11555.64557,493.7848101,118.4050633,868.6835443,8705.037975,1510.506329,553.6329114,2765.303797,7801.189873,724.8481013,274.3797468,1397.21519,5794.164557,1317.139241,411.2658228,1296.455696,4362.683544,692.3924051,164.7721519,1685.278481,3993.189873,1443.303797,1542.063291,3130.164557,623.0253165,891.4050633,79,12.80220255,8.319553484,0.760059667,0.877777778,0.552447552,0.526872957,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells +4233,38632.20536,926.875,479.2589286,1092.633929,34845.79464,739.5178571,632.1428571,1620.098214,19765.9375,597.7857143,465.1785714,1702.633929,25182.5,1346.875,2067.464286,2716.205357,8884.098214,1310.285714,317.4732143,2289.794643,18602.6875,411.1785714,196.4553571,498.5089286,23644.71429,456.1160714,121.4732143,2091.955357,18432.20536,1469.053571,561.0089286,2785.3125,15883.23214,624.7053571,279.9732143,1742.232143,11402.875,868.1964286,411.2053571,1312.178571,7991.866071,672.1160714,160.8125,2740.616071,7376.446429,1400.0,594.2410714,3281.669643,698.3482143,891.7321429,112,14.43830059,10.33808674,0.69808156,0.941176471,0.583333333,-1.34439397,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4234,32659.48193,805.8313253,574.6144578,1096.13253,28208.93976,656.8433735,774.4096386,1686.783133,12992.45783,524.7831325,1436.795181,1813.325301,18332.60241,1143.26506,4812.168675,5157.60241,6968.481928,1199.698795,294.3373494,2340.686747,14606.6988,432.3614458,415.1686747,1827.313253,18826.03614,817.2409639,121.4216867,4324.686747,13880.54217,2261.26506,467.3975904,2783.144578,11538.03614,598.8915663,264.060241,1318.084337,6654.204819,1346.746988,382.9518072,1302.843373,3771.73494,673.1204819,152.3855422,3960.168675,3977.650602,1157.120482,187.253012,3249.204819,977.7831325,890.7831325,83,15.90207163,7.166173981,0.892703724,0.83,0.488235294,-1.379740584,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4235,21323.0,846.6516854,594.7191011,1109.393258,19504.04494,682.4382022,650.0786517,1666.101124,9935.764045,541.5280899,1367.314607,1870.044944,12657.38202,1262.404494,3099.820225,3371.359551,4821.494382,1316.41573,309.0674157,2361.898876,10475.69663,393.8988764,445.6629213,1314.05618,13003.65169,444.7865169,212.4044944,2557.640449,9537.853933,1912.52809,417.6853933,2835.404494,8503.719101,1296.247191,277.7640449,1670.303371,5088.808989,1155.651685,428.1235955,1323.741573,3725.449438,706.9213483,160.247191,3056.977528,3361.134831,1333.685393,1371.595506,3197.606742,312.0224719,890.6853933,89,15.92573355,7.958711597,0.866175988,0.839622642,0.581699346,-1.349806637,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4236,19145.52903,1056.535484,613.6258065,1062.903226,17607.56129,688.5870968,662.9806452,1508.845161,8756.141935,555.9290323,1100.83871,1774.212903,10565.84516,1186.987097,5772.154839,3702.43871,4165.303226,1267.219355,282.3741935,2503.329032,8870.529032,356.5290323,840.7677419,777.0709677,10204.73548,517.9806452,131.6387097,3243.819355,7691.509677,1708.554839,477.316129,2808.845161,7075.870968,607.3677419,265.3225806,1447.522581,4324.664516,1069.974194,400.0516129,1316.374194,3175.787097,780.5032258,161.4,4106.567742,2794.483871,1227.412903,550.4,3335.812903,332.3290323,892.1870968,155,21.035324,9.70917229,0.887106319,0.885714286,0.640495868,-1.475796837,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,T Cell,T Cells +4237,24421.60448,911.5746269,525.5447761,1073.746269,22593.76866,703.8432836,597.880597,1533.402985,12154.51493,570.8731343,1014.970149,1730.828358,14424.70896,1290.753731,1991.425373,2326.507463,5546.477612,1529.567164,311.8283582,2425.514925,11794.56716,408.9328358,423.5970149,732.9850746,14562.26866,609.3059701,122.6268657,1382.455224,11284.90299,1664.559701,505.358209,2836.022388,10062.1791,627.2313433,288.5074627,1503.276119,6756.268657,1054.970149,429.1716418,1319.947761,4935.350746,767.7164179,165.7238806,3151.126866,4422.246269,1363.067164,384.9925373,3286.58209,404.1641791,895.1791045,134,14.80526692,12.06115586,0.579948625,0.917808219,0.525490196,-0.391878626,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4238,31845.39024,909.7682927,647.3414634,1270.890244,29362.39024,749.3170732,904.4390244,1747.54878,16147.56098,628.8780488,1632.5,1768.52439,19675.87805,1342.097561,1178.02439,3319.609756,7220.317073,1397.890244,331.6585366,2837.182927,15908.56098,440.1585366,270.8414634,869.2073171,19686.70732,1605.353659,172.1707317,958.0,15351.91463,1613.804878,463.4756098,2835.097561,13487.43902,646.6097561,301.4268293,2107.731707,9217.536585,1158.780488,457.5731707,1362.841463,6869.060976,672.6829268,176.195122,2574.414634,6137.353659,1424.719512,597.9390244,3270.585366,479.9512195,890.7073171,82,14.81955351,7.615545853,0.8578591,0.88172043,0.650793651,-1.209057283,1,1,1,1,0,0,1,0,0,1,1,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4239,21108.42268,915.5773196,849.5876289,1125.649485,18716.49485,693.7835052,1012.082474,1581.989691,10568.25773,560.0309278,1215.587629,1849.948454,12608.81443,1281.484536,2543.639175,2405.103093,4517.237113,1344.958763,309.7938144,2639.164948,9859.041237,419.1443299,131.7216495,482.8041237,12239.52577,517.9072165,123.814433,1301.56701,9464.525773,1873.443299,449.0309278,2801.721649,8396.783505,829.9381443,272.556701,1331.216495,5865.247423,981.8350515,430.4742268,1328.701031,4371.793814,602.1649485,172.1649485,2426.515464,3950.587629,1332.907216,875.8350515,3310.587629,552.3298969,893.4742268,97,12.7684196,9.925446606,0.629076506,0.923809524,0.62987013,0.02256922,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4240,27610.3937,1000.944882,492.3937008,1037.472441,24316.96063,729.5984252,656.7086614,1458.637795,13718.35433,588.3937008,916.4330709,1714.992126,17248.72441,1328.559055,2032.669291,3150.629921,6334.275591,1334.968504,295.015748,2336.818898,13057.80315,478.0629921,165.3385827,746.7322835,15854.32283,1380.070866,123.8582677,1816.307087,12631.09449,1451.574803,687.1811024,2785.488189,10947.04724,664.7401575,273.9527559,1493.700787,7703.425197,1043.511811,391.8425197,1298.76378,5494.377953,613.7480315,160.5511811,1856.818898,4978.787402,1339.937008,1380.968504,3253.779528,735.7795276,894.511811,127,15.61012275,10.95951803,0.712100413,0.907142857,0.604761905,1.096788405,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4241,25124.62602,929.2682927,503.0325203,1069.097561,21997.53659,727.3333333,453.6504065,1436.821138,12436.65854,670.8455285,522.7723577,1715.406504,15426.9187,1317.512195,3245.845528,1756.373984,5801.780488,1362.861789,304.8699187,2279.617886,11807.33333,410.0569106,548.9186992,758.7723577,15053.69106,431.5121951,126.2276423,1402.886179,11709.21138,1716.98374,538.8292683,2801.04878,10305.73171,615.0162602,275.2439024,1160.195122,7126.373984,883.7073171,411.8130081,1324.593496,4915.642276,736.6097561,164.2764228,2194.300813,4628.455285,1426.414634,3884.560976,3106.878049,800.195122,892.7235772,123,14.50891008,11.10268303,0.643754539,0.92481203,0.683333333,1.193623719,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4242,37651.77451,1012.823529,509.4215686,1108.401961,33537.0098,755.9901961,720.2156863,1620.77451,18219.03922,586.7254902,1697.04902,1763.421569,22943.52941,1319.892157,3670.235294,3050.156863,8033.647059,1285.313725,309.9607843,2359.147059,16927.45098,412.9215686,217.254902,1267.637255,21409.57843,729.127451,187.0980392,2159.77451,16368.85294,2070.558824,479.7941176,2808.039216,13976.88235,599.3529412,278.4705882,1155.196078,9199.509804,1367.0,398.0196078,1311.72549,5982.715686,627.2156863,156.8137255,2312.803922,5594.598039,1260.470588,240.0490196,3364.686275,850.5784314,893.3333333,102,13.01510667,10.41611745,0.599586708,0.918918919,0.607142857,-1.324881801,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells +4243,20224.88679,722.3773585,562.4339623,1020.311321,17789.64151,584.745283,585.1603774,1461.679245,8396.528302,731.3301887,633.9433962,1715.764151,11984.42453,1072.698113,4641.320755,2999.264151,4596.820755,1110.40566,286.1037736,2306.59434,9288.056604,341.1320755,1796.95283,721.3490566,11875.59434,462.4622642,112.9339623,3125.349057,8774.801887,1725.971698,502.7641509,2804.830189,7357.811321,643.1226415,235.4433962,1206.141509,4510.358491,862.754717,357.4716981,1390.575472,2538.45283,1029.764151,144.8679245,3845.320755,2745.867925,1078.660377,446.4339623,3112.584906,962.8018868,892.3113208,106,12.64433071,10.74132914,0.527592413,0.963636364,0.803030303,-0.379551961,0,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells +4244,24748.90769,810.9384615,571.4615385,1060.307692,23614.07692,665.0769231,655.6307692,1584.384615,12250.66154,556.8307692,570.9846154,1786.707692,15093.21538,1188.153846,4799.046154,2343.276923,5556.2,1532.523077,316.4769231,2309.446154,12186.2,609.4,2510.523077,506.4461538,14766.69231,463.0,120.4769231,1274.938462,11497.0,1781.153846,768.0461538,2821.492308,10325.61538,639.7230769,276.1384615,1340.769231,6362.230769,987.6769231,420.3076923,1329.015385,4556.446154,1131.892308,158.9692308,1889.261538,4238.692308,1293.446154,259.3538462,3224.892308,345.8615385,893.9230769,65,10.74328448,8.174752129,0.648848754,0.915492958,0.677083333,0.037052998,1,0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells +4245,29566.67416,915.752809,701.2921348,1129.348315,27231.16854,771.1685393,925.9325843,1704.359551,15447.30337,571.6629213,1408.382022,1814.752809,18762.29213,1337.505618,1474.820225,1883.191011,6793.348315,1402.88764,332.9775281,2355.764045,14858.23596,457.9775281,157.8202247,942.6067416,18256.89888,504.1123596,312.6067416,856.2696629,14566.60674,1905.88764,518.8426966,2816.539326,12834.06742,777.9438202,307.4382022,1667.719101,8976.674157,1417.865169,453.7078652,1328.853933,6534.808989,625.6067416,172.6292135,2009.370787,5924.123596,1433.696629,217.5730337,3329.786517,522.6853933,893.4157303,89,12.86229758,9.930601663,0.635536786,0.801801802,0.570512821,0.809045931,1,0,1,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4246,19958.20567,877.2624113,575.3546099,1090.390071,18761.00709,714.1205674,603.1205674,1543.992908,9981.312057,630.1489362,765.1134752,1743.326241,12305.91489,1303.304965,1470.163121,1387.453901,4700.453901,1433.326241,317.0638298,2402.588652,10222.7305,424.822695,442.6382979,657.7446809,12349.0,606.7801418,128.4184397,864.4751773,9593.12766,1583.489362,452.5106383,2853.524823,8684.276596,832.9574468,294.6808511,1966.957447,5923.93617,923.0780142,438.8723404,1346.865248,4481.546099,678.9716312,174.7304965,2354.865248,4099.496454,1412.205674,1079.156028,3225.191489,488.7021277,895.5744681,141,17.17709416,10.92492357,0.771675061,0.946308725,0.677884615,-1.096740141,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells +4247,29801.64948,1119.721649,538.3814433,1071.927835,26714.92784,783.443299,540.0824742,1545.360825,15459.59794,688.257732,578.257732,1704.505155,18305.5567,1407.783505,2042.082474,2561.43299,6394.494845,1357.030928,308.4639175,2302.824742,14191.29897,421.0206186,141.8041237,566.9072165,17937.09278,849.6391753,118.9896907,1544.185567,13653.03093,1429.113402,527.8659794,2780.28866,11828.57732,677.5773196,283.5154639,1569.43299,8343.247423,1187.886598,396.5257732,1308.257732,6079.57732,629.3917526,159.8762887,1796.402062,5518.0,1442.412371,1003.494845,3393.896907,646.0103093,894.3814433,97,11.68477312,10.74648353,0.392622304,0.950980392,0.621794872,-0.081724248,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,1,NK Cell,Other Cells 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+4275,31163.01235,996.691358,459.4197531,1070.851852,27237.95062,746.5061728,623.6790123,1557.962963,16502.04938,588.5555556,547.8395062,1703.506173,19584.62963,1374.506173,3070.432099,2217.91358,6855.604938,1299.271605,305.5802469,2290.123457,15187.83951,411.1234568,387.9135802,645.308642,18911.08642,477.1975309,120.4074074,1687.493827,14674.4321,1483.419753,517.0493827,2774.296296,12997.25926,593.8518519,275.1358025,1371.716049,9201.654321,988.9876543,428.691358,1300.814815,6528.432099,678.7283951,161.5308642,2099.160494,6047.024691,1410.209877,343.2098765,3281.901235,671.2469136,899.8271605,81,11.7760997,9.243932375,0.619528676,0.91011236,0.613636364,-1.120757969,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +4276,31594.15455,841.0545455,660.3727273,1120.063636,28723.34545,706.7818182,983.2363636,1725.9,14817.37273,528.1363636,1844.972727,1787.145455,19518.61818,1236.172727,4070.845455,3694.681818,7365.590909,1289.963636,324.2363636,2329.854545,15472.81818,424.9909091,376.1636364,1921.990909,20163.29091,571.3090909,128.4181818,1873.136364,14999.4,2162.1,525.5454545,2810.218182,12583.49091,710.2,291.2090909,1231.354545,8134.236364,1470.445455,420.8818182,1318.454545,4905.790909,673.3909091,158.6636364,2450.118182,4899.654545,1292.309091,1181.409091,3258.345455,907.5090909,900.2727273,110,15.16012592,9.821918667,0.761743745,0.901639344,0.564102564,-1.035468775,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4277,39236.06897,992.3103448,471.5,1059.189655,35045.03448,788.2068966,547.0344828,1549.103448,19721.96552,623.1896552,550.0862069,1701.327586,24072.46552,1490.87931,1485.37931,2068.413793,8803.586207,1468.586207,364.4655172,2278.068966,19093.08621,456.4655172,296.2241379,511.3448276,24337.98276,527.0,139.5172414,1606.982759,19127.58621,1562.327586,536.5862069,2800.862069,17121.0,668.0862069,332.3793103,1274.862069,11305.93103,1028.224138,479.6896552,1312.448276,8070.689655,711.6206897,181.8793103,1697.896552,7632.741379,1610.224138,435.2068966,3186.913793,396.2758621,900.6206897,58,11.90913143,6.413714026,0.842590801,0.935483871,0.58,0.65223071,1,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1,0,0,Macrophage,Other Cells +4278,23830.78512,965.8181818,735.4545455,1143.545455,21069.47107,741.1983471,872.0330579,1685.07438,11615.61983,595.5371901,547.6363636,1760.586777,14092.29752,1335.380165,1033.669421,1360.942149,5106.735537,1436.421488,322.9752066,2345.413223,11455.80165,441.2644628,214.7272727,441.5867769,13874.32231,465.3636364,127.5867769,1299.950413,10884.3719,1517.735537,443.5041322,2858.008264,9677.545455,665.2892562,300.5289256,1641.520661,6498.371901,1002.190083,450.4958678,1344.85124,4727.305785,636.5785124,169.785124,1467.595041,4272.942149,1403.066116,315.3636364,3358.380165,443.4297521,902.0826446,121,13.76151651,11.31747841,0.568908935,0.96031746,0.715976331,-0.7535337,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,NK Cell,Other Cells +4279,24948.2293,980.8343949,612.477707,1118.33758,22625.52866,763.6433121,694.8917197,1656.66879,12328.64968,617.2356688,498.5159236,1766.535032,15259.15924,1384.267516,1027.624204,986.2101911,5634.484076,1450.796178,340.5159236,2333.038217,12129.70064,457.4140127,250.2993631,475.1273885,14789.61146,508.4649682,134.9490446,942.3566879,11599.80255,1513.082803,426.9363057,2900.363057,10248.33758,1301.694268,309.4904459,2098.11465,6948.910828,888.9235669,457.8535032,1351.318471,5134.426752,671.4203822,172.0509554,1663.585987,4580.66879,1431.394904,374.4585987,3330.88535,499.7770701,902.5732484,157,16.80709436,12.41238581,0.674230886,0.963190184,0.615686275,-0.982003593,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Unknown,Other Cells +4280,43085.98113,1046.886792,547.8301887,1111.113208,37286.50943,800.5660377,623.754717,1643.641509,21444.81132,595.2641509,528.8679245,1717.849057,27085.81132,1360.566038,2987.377358,4680.396226,9378.09434,1316.773585,312.5471698,2273.622642,18621.50943,402.2075472,106.9433962,579.6981132,23491.49057,479.5660377,129.5849057,2742.113208,18413.69811,1455.056604,625.8113208,2792.056604,15771.01887,593.754717,281.509434,1819.113208,10922.0,965.6226415,413.3018868,1299.377358,7631.377358,629.0754717,166.9433962,3832.90566,6845.433962,1342.943396,181.5283019,3350.698113,702.6792453,899.5660377,53,10.93773002,6.553780255,0.800606736,0.913793103,0.588888889,-0.86551795,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells 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+4293,22507.72727,1119.954545,608.6022727,1066.795455,20509.75,796.9886364,982.8522727,1577.681818,11160.96591,609.0681818,1025.443182,1803.863636,13582.77273,1280.295455,3091.772727,2296.136364,4755.715909,1233.659091,293.875,2490.670455,10050.13636,401.3522727,552.3522727,1143.75,13443.875,481.0,231.4545455,2669.977273,10214.86364,2259.284091,622.6363636,2798.465909,8816.590909,667.7159091,265.7727273,1082.159091,5696.272727,1107.852273,395.1590909,1309.590909,4068.875,717.3181818,159.7613636,2493.488636,3706.443182,1225.568182,510.9090909,3884.568182,807.4204545,903.25,88,12.40789916,9.602891541,0.63326661,0.926315789,0.611111111,-0.887623552,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells +4294,37960.65094,873.8867925,561.990566,1113.716981,19541.5,568.1132075,496.9811321,1492.188679,8369.169811,449.1226415,1212.084906,1692.537736,12926.93396,1053.792453,4180.141509,2750.603774,4930.0,1089.641509,268.0,2300.188679,9994.90566,334.5943396,226.0849057,1819.377358,12714.28302,517.2924528,112.009434,2643.40566,9666.113208,1839.188679,350.5754717,2774.518868,7897.566038,558.5943396,234.6509434,858.9339623,4352.433962,939.6981132,356.8018868,1274.896226,2408.745283,608.245283,139.4245283,1953.915094,2689.518868,1090.698113,1920.226415,3063.150943,995.0283019,904.2264151,106,12.2346491,11.65418154,0.304365138,0.946428571,0.627218935,-0.732774252,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4295,19368.67742,793.3612903,524.283871,1078.612903,16675.72903,622.2387097,500.5870968,1646.858065,6572.0,469.7548387,356.0193548,1705.045161,10376.60645,1110.470968,2044.812903,1215.619355,4007.212903,1138.922581,269.0,2226.277419,8335.716129,432.1290323,112.8967742,479.0967742,10484.4129,444.2387097,115.8,1920.967742,7828.819355,1290.541935,344.8451613,2805.812903,6437.432258,636.8967742,248.0774194,992.6903226,3373.522581,694.8322581,366.0322581,1300.496774,1918.470968,613.9483871,150.316129,2187.948387,2167.645161,1124.187097,1029.729032,3133.367742,1017.367742,905.4451613,155,15.08504189,13.23085239,0.480336599,0.93373494,0.691964286,-0.237649764,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+4298,21736.05128,910.5299145,548.6666667,1034.213675,19439.94017,665.1452991,634.3247863,1496.307692,11378.59829,540.6581197,681.4188034,1727.333333,14015.84615,1206.384615,2223.0,1923.777778,5265.871795,1424.350427,284.8290598,2293.974359,10423.68376,368.6666667,335.4444444,879.2393162,13073.5812,724.4017094,114.5042735,1694.34188,10318.37607,1470.230769,504.2649573,2779.649573,9039.692308,615.4358974,254.8974359,1417.367521,6357.367521,1006.991453,387.7094017,1330.726496,4530.247863,655.0769231,152.8888889,4321.74359,4241.692308,1249.717949,198.1709402,3269.931624,719.0512821,906.6666667,117,16.40753675,9.378019055,0.820554869,0.9140625,0.664772727,0.261480621,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells 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+4307,26281.76471,776.9852941,602.3088235,1048.411765,22704.45588,637.4852941,668.2352941,1557.073529,11839.19118,494.2205882,845.9264706,1753.838235,15260.54412,1135.764706,4320.426471,3478.882353,5748.176471,1143.838235,281.0588235,2340.558824,12008.08824,373.8235294,670.7794118,827.7941176,15614.45588,843.6323529,144.6029412,3142.455882,11670.85294,1606.808824,898.7352941,2773.838235,9764.132353,644.6176471,246.1176471,1233.808824,6380.705882,961.3382353,390.6470588,1285.205882,3797.926471,684.7941176,157.0441176,6064.735294,3886.897059,1198.529412,826.1176471,3160.764706,896.7205882,904.1764706,68,10.87279516,8.075357029,0.669610833,0.931506849,0.686868687,1.167272029,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4308,31201.41748,899.5242718,962.9417476,1180.087379,28075.98058,739.9805825,1120.825243,1866.009709,13837.04854,628.0194175,1340.38835,1906.951456,18839.71845,1280.951456,3246.15534,2410.533981,7053.019417,1361.883495,332.5339806,2463.291262,14418.70874,459.3203883,569.6116505,1616.640777,18586.39806,511.7087379,130.9320388,1052.058252,13765.20388,2276.281553,419.368932,2817.087379,11490.41748,682.8446602,296.9805825,1069.737864,7200.194175,1101.592233,424.1747573,1346.718447,4317.718447,734.1262136,160.368932,2135.368932,4304.514563,1274.067961,434.8252427,3335.417476,914.0,906.6116505,103,13.31562316,10.04115648,0.656772974,0.980952381,0.66025641,-0.766640688,1,1,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,Helper T Cell,T Cells +4309,39624.71429,962.2410714,516.3928571,1092.830357,35066.38393,792.8303571,615.4375,1617.616071,20027.64286,619.1785714,1138.839286,1752.776786,23935.05357,1440.375,2241.383929,3417.875,8841.946429,1446.633929,355.8660714,2321.303571,19610.74107,478.0892857,180.3125,834.7857143,24048.69643,939.6428571,137.3392857,2071.678571,19079.70536,1607.910714,555.3125,2823.366071,17239.78571,799.6696429,334.8660714,1483.276786,11614.10714,1515.089286,484.0803571,1321.098214,8112.1875,672.8839286,190.3482143,2623.392857,7308.526786,1573.223214,1872.544643,3174.125,392.2946429,908.1071429,112,13.57876811,11.09253589,0.57677513,0.903225806,0.615384615,0.503523964,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells +4310,17323.25954,949.1374046,646.1603053,1103.916031,15372.46565,754.9465649,805.6717557,1603.664122,8510.206107,650.8091603,545.4122137,1756.946565,10483.40458,1340.778626,1154.847328,1331.992366,3771.908397,1446.267176,333.389313,2353.938931,8348.977099,466.6335878,610.740458,499.8320611,10052.62595,495.9694656,129.2061069,1172.068702,7988.473282,1497.961832,498.0763359,2819.114504,7160.351145,745.7099237,286.2061069,1524.908397,4996.076336,863.2137405,445.7328244,1380.030534,3567.450382,706.870229,176.3206107,1967.129771,3369.51145,1423.099237,605.129771,3257.48855,531.4274809,907.648855,131,14.98383932,11.22531613,0.66238734,0.97037037,0.850649351,-0.151509624,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells 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+4312,18052.18644,827.7711864,489.2881356,1069.381356,16511.5678,658.3389831,687.940678,1514.90678,9311.135593,502.6101695,475.4915254,1734.347458,11890.00847,1216.305085,1186.644068,954.1016949,4472.966102,1214.898305,292.9237288,2272.90678,9022.533898,388.5677966,95.88983051,573.2288136,10942.72881,510.9152542,119.4745763,972.1949153,8974.720339,1339.864407,490.220339,2836.610169,7696.576271,600.8220339,257.6864407,1935.466102,5340.40678,863.3474576,399.2881356,1320.838983,3834.711864,629.3898305,156.2118644,2489.118644,3603.423729,1327.322034,2078.144068,3178.59322,769.0254237,908.6355932,118,15.2281597,10.25779562,0.739089678,0.951612903,0.524444444,0.780898766,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4313,31683.20161,1025.919355,595.3306452,1088.858871,26313.19758,623.0080645,468.2016129,1497.572581,12870.81452,504.5685484,1013.169355,1750.399194,16111.45161,1164.544355,5804.520161,2777.899194,6091.903226,1228.633065,282.4758065,2392.25,13293.5,347.75,359.7862903,1136.862903,15957.49194,461.7862903,239.2701613,3256.58871,12951.50806,1913.314516,347.0604839,2816.241935,11526.17742,559.3266129,271.3145161,1065.870968,6235.108871,1056.620968,398.3306452,1297.040323,4197.737903,654.0685484,155.4153226,2235.298387,3992.475806,1217.75,232.375,3199.870968,301.0725806,912.3266129,248,30.05275557,11.1706184,0.92835278,0.846416382,0.476923077,-1.023941329,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4314,33057.50224,906.1704036,587.4932735,1113.878924,25851.84305,702.6412556,766.9775785,1662.394619,13526.74888,561.2466368,2177.269058,1816.515695,16593.90135,1267.363229,5120.38565,5348.29148,6137.470852,1293.609865,307.9237668,2453.668161,13860.45291,390.2914798,412.2197309,1284.632287,16545.36771,777.5964126,140.264574,4468.569507,12848.87892,2080.408072,482.7040359,2827.0,11629.23318,627.6098655,301.2107623,1958.668161,6773.278027,1770.618834,432.6995516,1313.349776,4754.022422,682.8071749,170.8878924,4962.58296,4319.668161,1325.847534,970.9775785,3232.300448,320.8475336,910.6636771,223,20.24252114,15.07069532,0.66761484,0.85440613,0.655882353,1.521386915,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4315,20719.24242,932.8989899,846.3333333,1157.555556,19503.75758,745.4949495,822.5555556,1665.666667,10641.57576,639.1010101,510.3939394,1748.020202,13043.71717,1312.939394,1534.010101,1464.323232,4790.747475,1386.454545,324.4545455,2391.555556,10442.60606,2713.383838,604.979798,471.1717172,12810.41414,496.8383838,128.1515152,1428.222222,9982.393939,1500.454545,437.1313131,2818.020202,8733.484848,1343.030303,288.3333333,1993.383838,6098.464646,849.6868687,451.1717172,1385.010101,4394.808081,718.0606061,172.010101,2210.666667,4012.525253,1397.989899,362.0909091,3357.808081,516.2424242,909.3333333,99,14.79817597,9.230654848,0.781608132,0.970588235,0.642857143,0.438113394,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,NK Cell,Other Cells +4316,13994.25,1084.944444,508.0,1024.347222,13473.93056,743.0833333,738.0,1402.472222,6730.180556,576.625,1699.277778,1723.652778,8483.861111,1228.166667,1877.555556,3772.930556,3062.180556,1156.5,262.1388889,2450.222222,6188.875,361.125,113.6805556,1228.680556,7692.152778,1382.513889,115.3888889,1125.555556,5715.861111,1537.416667,518.1805556,2786.583333,5118.680556,609.8333333,238.6111111,1465.986111,3711.555556,1791.361111,369.7361111,1322.986111,2862.333333,569.375,151.875,2786.388889,2520.805556,1183.777778,937.0972222,3296.958333,675.8333333,906.5555556,72,12.50194955,8.38561514,0.7416884,0.808988764,0.467532468,-1.333706855,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4317,29624.13433,801.9651741,462.6865672,1025.845771,26044.08955,643.6368159,597.5621891,1452.114428,14875.43284,522.1940299,1018.616915,1707.164179,19039.82587,1178.383085,2507.995025,2526.895522,6900.800995,1340.179104,284.6467662,2309.726368,13650.16915,361.1144279,182.6169154,949.4726368,17763.35323,412.3681592,112.7910448,2000.537313,13632.57711,1697.004975,496.8308458,2796.378109,11782.23881,571.8258706,260.3482587,1310.164179,8427.820896,1046.985075,380.6865672,1297.273632,5811.049751,601.7761194,150.159204,3138.880597,5511.900498,1252.915423,185.5024876,3235.920398,706.960199,911.9502488,201,21.41202499,12.50224011,0.811833695,0.862660944,0.591176471,0.687322921,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,T Cell,T Cells 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+4322,26313.43871,1094.696774,575.1935484,1066.754839,23888.62581,751.8322581,712.1870968,1524.025806,13559.38065,580.2645161,733.0709677,1727.270968,16467.11613,1348.367742,1246.135484,3096.916129,6211.63871,1251.019355,285.2709677,2281.774194,13070.30323,419.3096774,142.4903226,908.3677419,16521.97419,537.116129,117.2322581,1737.36129,12495.54194,1589.354839,565.9419355,2787.63871,11127.34839,794.4967742,266.1935484,1659.741935,7800.625806,1055.329032,397.0645161,1316.141935,5766.4,598.6064516,155.3870968,2135.812903,5162.870968,1337.354839,1020.825806,3407.277419,615.8064516,911.2322581,155,18.03805495,12.64828053,0.712964824,0.82010582,0.543859649,-0.300519039,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells 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+4324,25527.46591,1033.579545,791.4090909,1167.170455,22911.22727,783.2159091,902.0795455,1746.443182,12964.81818,610.7272727,462.2159091,1774.715909,15572.92045,1365.079545,949.1477273,736.7613636,5631.636364,1460.909091,333.1477273,2338.704545,12148.63636,447.25,154.9545455,451.5340909,14653.06818,476.7045455,126.7045455,787.5795455,11733.71591,1493.079545,401.7840909,2836.431818,10342.56818,1625.420455,304.7727273,1562.397727,7003.965909,975.2272727,448.4090909,1323.909091,5062.420455,623.8181818,168.0909091,749.3522727,4521.193182,1412.25,260.5227273,3314.386364,491.4090909,910.7954545,88,12.79006147,9.262531671,0.689592527,0.926315789,0.523809524,0.480479057,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Macrophage,Other Cells +4325,33542.55556,962.5833333,523.9953704,1078.791667,28781.14352,731.9490741,778.8657407,1589.462963,16909.83333,580.6296296,1389.550926,1797.712963,19926.14352,1314.796296,2280.578704,4000.106481,7339.990741,1336.0,309.337963,2345.759259,15590.77778,432.2407407,131.9166667,938.0694444,19736.46759,1317.032407,122.9768519,1858.194444,14836.2963,1655.212963,515.8240741,2795.564815,12890.18981,681.2592593,277.712963,1597.5,9060.680556,1546.060185,408.1527778,1322.953704,6608.907407,614.6990741,160.9444444,3324.347222,6043.62963,1385.273148,777.662037,3304.87037,632.5972222,912.5462963,216,20.11199158,14.06558869,0.714766383,0.935064935,0.66873065,0.509264472,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4326,15297.58333,804.9791667,467.4583333,1039.895833,16630.16667,649.2916667,492.2916667,1441.0625,7780.375,510.7291667,656.5,1673.208333,10918.75,1202.166667,3309.395833,4242.458333,4280.625,1166.833333,274.6666667,2287.979167,7928.791667,379.3958333,123.1041667,689.2083333,9809.375,414.7916667,127.6041667,3004.645833,7175.541667,1409.3125,619.1666667,2769.604167,6449.0,630.8333333,237.875,1844.791667,4658.208333,908.6666667,374.6666667,1287.645833,3541.020833,576.8125,149.8958333,3225.625,3014.270833,1275.125,701.7916667,3247.583333,695.4375,909.8958333,48,11.06065121,6.252403567,0.824896703,0.888888889,0.623376623,-0.35721766,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4327,30285.18293,854.5853659,531.6890244,1074.695122,24198.59756,679.0487805,703.6036585,1552.835366,12317.14024,506.2317073,1716.219512,1826.786585,16244.64634,1154.585366,4055.268293,3173.128049,6096.5,1176.609756,280.5304878,2373.762195,12611.9878,366.5426829,363.3597561,1592.676829,16090.37195,537.9878049,453.2621951,1256.329268,12179.88415,2267.079268,585.5853659,2802.02439,10330.78049,577.597561,253.195122,906.1707317,6661.121951,1422.512195,383.1707317,1302.22561,3987.47561,629.4329268,151.6829268,3048.579268,4034.0,1172.012195,443.5670732,3212.506098,894.652439,912.7256098,164,22.2311573,10.22689817,0.887905729,0.849740933,0.479532164,0.819043086,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4328,25199.26531,1043.302041,618.4857143,1099.028571,22984.41633,721.6857143,563.8653061,1717.530612,10475.77551,579.0285714,1252.938776,1767.253061,14360.53061,1280.044898,4951.485714,2965.861224,5399.359184,1290.293878,311.5877551,2386.387755,11465.98367,415.8285714,546.8408163,1329.84898,13532.8449,462.2244898,123.4285714,3459.942857,9994.130612,1915.363265,349.8244898,2808.510204,8724.044898,788.9428571,271.477551,1117.897959,4090.17551,1022.179592,389.4571429,1287.326531,2862.395918,672.8408163,156.1306122,2591.253061,2844.738776,1193.473469,614.0734694,3315.404082,269.0653061,913.7836735,245,21.1024005,15.1437421,0.69642328,0.949612403,0.716374269,-0.895661261,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4329,29814.32911,889.7974684,641.6835443,1101.088608,27568.86076,727.8481013,789.443038,1689.594937,15187.68354,566.443038,1133.962025,1797.35443,18719.35443,1281.392405,4201.316456,4760.886076,6866.227848,1335.810127,315.3670886,2511.886076,15788.8481,414.3164557,378.8481013,769.7468354,18849.92405,508.3291139,134.6329114,4321.620253,14541.21519,1760.936709,540.5063291,2830.101266,13182.41772,612.8860759,303.6582278,1805.379747,8103.582278,1348.367089,448.1392405,1322.037975,5724.873418,676.443038,170.2025316,4193.075949,5141.455696,1400.924051,358.5949367,3291.594937,337.1265823,909.3417722,79,11.82870672,8.722555771,0.675450096,0.887640449,0.658333333,-1.342726313,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells +4330,18111.525,843.2,409.85,1044.575,17518.95,683.975,517.7,1454.35,9035.3,543.525,415.225,1674.075,11288.875,1274.5,844.675,965.7,4445.3,1292.2,306.0,2254.05,9451.275,395.575,129.675,441.375,10917.575,422.275,125.2,949.7,8668.05,1400.8,521.275,2826.675,8063.45,850.45,264.6,1468.975,5370.525,807.275,408.475,1335.25,3945.275,610.95,173.925,2841.275,3477.125,1412.425,8487.35,3091.975,383.65,908.4,40,8.825010511,6.196707955,0.71200371,0.930232558,0.634920635,0.617634504,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4331,21201.96154,808.7564103,414.0833333,1038.807692,18778.28846,661.4166667,693.0576923,1465.461538,10329.55769,624.2371795,917.3461538,1671.423077,13304.91667,1218.878205,1490.224359,1473.871795,5012.480769,1254.076923,289.0961538,2282.282051,10080.66026,375.7628205,213.5320513,946.6987179,12476.94872,450.0705128,174.3910256,809.8910256,9898.384615,1466.916667,479.1282051,2810.147436,8568.512821,630.1602564,259.6923077,1318.205128,5985.980769,1108.634615,386.9871795,1311.666667,4268.166667,623.9487179,156.6666667,2030.660256,4044.064103,1368.083333,5212.314103,3131.641026,755.4871795,912.3397436,156,16.71531067,13.16484146,0.616197348,0.876404494,0.573529412,-0.948765282,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells +4332,35923.16788,877.5328467,533.3357664,1089.788321,32836.16058,775.2554745,848.7080292,1651.591241,17956.08029,537.7883212,883.2846715,1842.992701,22699.21898,1257.547445,3700.153285,3382.708029,8293.766423,1299.328467,309.9854015,2419.131387,17173.24088,501.2992701,152.9124088,1219.452555,22307.9854,477.7007299,503.7372263,3420.649635,17127.34307,1822.357664,629.810219,2809.014599,14787.70073,681.7007299,277.1021898,1418.985401,9781.357664,1056.510949,412.1386861,1298.708029,6476.817518,633.4087591,162.8613139,3512.036496,6145.649635,1309.29927,194.6277372,3457.540146,813.8029197,910.9051095,137,16.4036067,11.71666578,0.699866416,0.867088608,0.619909502,-1.508999099,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells +4333,28648.04314,924.3882353,549.745098,1087.235294,26474.33333,729.2,772.6823529,1623.164706,14153.6902,549.827451,1190.258824,1840.286275,18041.98039,1240.282353,4403.568627,3451.858824,6585.72549,1262.533333,292.572549,2459.427451,13872.74118,722.0705882,326.7019608,1305.329412,17741.85098,583.1686275,133.4666667,2987.007843,13399.3451,2048.4,626.1372549,2802.062745,11617.72157,645.0196078,274.8235294,1230.34902,7687.992157,1476.360784,397.8627451,1307.490196,4965.333333,646.0352941,156.4784314,2036.917647,4863.039216,1247.027451,188.9411765,3409.643137,829.3568627,915.0941176,255,22.05813136,15.0245774,0.732157336,0.934065934,0.639097744,0.613233511,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells +4334,43294.26389,911.4444444,533.9930556,1134.388889,39534.09722,755.6736111,732.9722222,1738.083333,21332.70833,588.8194444,1119.236111,1770.041667,26150.61806,1339.152778,1944.125,4779.409722,9737.826389,1423.527778,337.5972222,2650.368056,21701.59028,430.1666667,324.1736111,706.5208333,26490.75694,748.4861111,134.3958333,2655.097222,20502.65278,1708.854167,626.4652778,2825.375,18552.9375,630.8472222,318.3611111,2106.5,11575.59722,1389.083333,463.9027778,1336.770833,8013.888889,712.2638889,180.4791667,4587.020833,7435.6875,1471.236111,423.8125,3258.944444,356.3958333,913.2777778,144,15.06009178,12.87577013,0.518694585,0.9,0.6,-1.237387358,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,1,0,0,Cytotoxic T Cell,T Cells +4335,41673.15714,1017.542857,559.7571429,1129.285714,36256.52857,752.9428571,916.2,1613.7,21815.38571,595.3142857,1484.657143,1807.4,25850.92857,1357.157143,3042.6,3444.371429,9301.7,1372.871429,326.1714286,2612.014286,20343.82857,450.5857143,121.4142857,1123.085714,25259.62857,617.2571429,133.4142857,1912.242857,19908.04286,2026.642857,514.1142857,2804.057143,17355.75714,702.5285714,318.1285714,1290.585714,11758.95714,1387.214286,466.7428571,1318.514286,8596.4,634.4142857,171.9428571,1964.642857,7842.385714,1457.214286,1677.5,3294.814286,576.3428571,911.0857143,70,13.42845302,7.624659011,0.823167398,0.786516854,0.48951049,0.864563244,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4336,40559.46154,956.0769231,460.4871795,1072.679487,35032.58974,794.8846154,693.9871795,1587.089744,21046.32051,570.0128205,1775.0,1817.5,24698.07692,1349.666667,1464.602564,3651.153846,8557.397436,1300.910256,316.525641,2302.961538,18841.70513,443.6794872,111.7948718,1573.0,23776.44872,886.2179487,309.6410256,996.0,18259.21795,1793.948718,480.0,2797.051282,16083.38462,616.1282051,292.2307692,1343.012821,11536.60256,1742.448718,424.7820513,1316.141026,7731.74359,610.7435897,154.1153846,1877.217949,7244.294872,1439.410256,490.5128205,3299.576923,667.1923077,910.6282051,78,12.71465521,8.104811554,0.770501186,0.962962963,0.545454545,0.973504067,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4337,44933.07784,937.257485,505.8982036,1109.281437,39246.50898,750.0958084,832.3952096,1678.401198,23549.5988,588.6706587,1465.598802,1764.640719,28719.77844,1361.227545,2477.347305,4172.131737,10291.58084,1369.431138,334.245509,2523.221557,21682.7485,429.1317365,113.0359281,1244.766467,27792.07784,1968.916168,176.1317365,1520.035928,21452.86826,1537.832335,548.9520958,2798.730539,18853.18563,666.2035928,309.8742515,1466.155689,13482.09581,1726.299401,427.2095808,1299.856287,9242.137725,633.994012,167.6107784,2794.035928,8487.610778,1478.329341,641.0239521,3292.862275,683.7964072,913.245509,167,20.57767869,11.11872993,0.841453427,0.893048128,0.545751634,-0.786699362,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +4338,26290.90909,1112.636364,513.9090909,1060.191919,22045.75758,782.0808081,752.0909091,1542.242424,12257.83838,618.7070707,1361.59596,1779.070707,15072.62626,1266.747475,2531.606061,3028.191919,5107.323232,1293.727273,288.9292929,2311.585859,10462.07071,386.6767677,418.8585859,1557.606061,13422.54545,542.0707071,127.7070707,1657.030303,10573.19192,1982.89899,461.9090909,2781.585859,8978.181818,737.1717172,269.989899,1137.090909,5974.222222,1420.848485,389.9393939,1284.424242,3888.151515,657.6969697,161.1010101,2190.727273,3434.323232,1204.626263,702.8484848,3386.191919,797.6767677,911.7575758,99,13.30908102,9.829548333,0.674188292,0.908256881,0.642857143,-1.115450261,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells +4339,37979.37037,854.0493827,492.691358,1106.024691,32883.34568,761.1481481,730.0,1786.024691,16143.98765,530.2839506,1461.567901,1817.839506,22138.7284,1245.197531,4791.839506,2765.716049,8198.950617,1271.08642,309.4567901,2408.790123,17125.74074,760.5185185,129.2839506,1683.617284,21480.48148,665.308642,157.8148148,2047.54321,16026.7037,2167.246914,382.345679,2794.493827,13352.45679,723.4691358,280.7654321,997.654321,7595.185185,1100.703704,403.5432099,1294.839506,4287.666667,598.345679,159.6049383,3207.580247,4498.024691,1223.074074,722.4197531,3300.098765,942.7283951,911.6296296,81,14.21532149,7.593461061,0.845374291,0.931034483,0.642857143,0.29578102,1,0,1,1,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4340,39768.41026,943.2692308,571.4615385,1120.858974,34694.29487,743.4230769,726.7948718,1626.217949,20389.98718,591.6282051,1648.974359,1804.846154,23996.30769,1344.564103,2664.397436,3458.987179,8576.166667,1390.141026,353.5769231,2785.153846,18911.51282,432.0384615,153.1794872,1078.576923,23465.76923,894.7564103,135.7307692,2278.474359,18276.78205,1916.307692,493.0,2812.5,16120.20513,635.4358974,309.1666667,1447.410256,10943.4359,1471.205128,455.3589744,1322.294872,8010.384615,644.2179487,171.525641,3022.615385,7151.807692,1409.166667,229.8333333,3310.897436,559.1410256,912.0,78,14.20096917,7.501378094,0.849101322,0.886363636,0.590909091,-0.947242936,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4341,24929.08333,1120.194444,554.8981481,1055.037037,22153.62963,712.25,911.6296296,1492.851852,13297.7037,558.1203704,2161.212963,1718.12963,15708.03704,1285.62037,1954.685185,3418.481481,5710.407407,1266.527778,287.9444444,2489.148148,12468.35185,411.1666667,104.1759259,1668.212963,15512.35185,2443.425926,116.462963,1253.074074,11841.25,1525.722222,465.8240741,2791.268519,10319.06481,592.5,266.5277778,1345.472222,7264.425926,2337.305556,392.5833333,1304.675926,5244.712963,592.5648148,155.0648148,2598.361111,4723.87037,1310.212963,507.8888889,3348.703704,649.6481481,913.3796296,108,14.25972586,10.10699274,0.705430704,0.947368421,0.654545455,-0.347262392,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4342,23277.20879,836.4615385,448.5274725,1069.791209,18766.42857,653.7472527,725.4615385,1524.56044,10635.30769,935.2527473,512.8901099,1727.692308,13135.40659,1227.791209,1736.483516,1294.252747,4923.010989,1411.593407,301.1868132,2307.868132,10244.10989,366.4395604,561.9340659,567.2197802,12763.91209,456.0989011,125.8901099,806.989011,10078.3956,1588.934066,548.2637363,2796.912088,8863.296703,724.0,262.5714286,1453.428571,6122.604396,838.0879121,391.0549451,1344.296703,4311.912088,741.7142857,159.1208791,2480.010989,4145.0,1331.967033,2133.736264,3192.406593,744.6593407,912.1428571,91,12.5834983,9.347959525,0.669430754,0.957894737,0.758333333,-0.342188482,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Macrophage,Other Cells +4343,22712.56044,790.6923077,639.032967,1077.769231,18863.61538,642.2637363,683.8131868,1652.824176,8224.197802,524.2857143,1708.153846,1790.912088,11978.14286,1127.054945,5935.351648,4482.978022,4677.208791,1131.692308,293.8351648,2330.241758,9402.065934,384.978022,335.5384615,1191.758242,11957.97802,477.6263736,114.0879121,5986.10989,8942.659341,2151.153846,402.4615385,2790.395604,7361.285714,728.1538462,247.1208791,942.1868132,4179.395604,1473.10989,361.978022,1294.274725,2289.351648,624.4285714,147.8791209,3874.21978,2535.32967,1148.901099,2070.241758,3200.802198,974.1318681,910.8571429,91,12.93071218,9.325296531,0.692753719,0.919191919,0.7,-1.450695549,1,0,1,1,0,0,0,0,1,0,0,1,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4344,24563.87047,871.9740933,674.3626943,1107.041451,18541.50259,583.373057,569.8341969,1516.466321,7620.352332,683.3264249,1301.751295,1711.735751,11529.08808,1032.704663,4020.005181,1934.673575,4405.38342,1074.554404,269.253886,2325.051813,8891.067358,328.5181347,537.5958549,1067.715026,11069.35233,485.761658,551.7409326,1816.989637,8335.005181,1881.948187,364.4196891,2779.979275,6804.792746,672.0207254,220.3471503,827.1709845,3573.901554,1007.046632,347.7512953,1293.61658,1974.544041,637.4715026,141.8238342,2755.196891,2158.626943,1021.42487,1249.559585,3083.963731,990.0932642,915.2797927,193,17.41527822,14.92989825,0.514838176,0.93236715,0.59752322,0.72202905,0,1,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4345,28594.14458,977.7951807,504.3614458,1056.192771,25899.41566,746.6927711,689.126506,1505.210843,14328.13253,594.2048193,1403.156627,1758.777108,16871.25904,1328.704819,1987.060241,2512.560241,6354.042169,1370.626506,320.0421687,2305.650602,13957.03012,556.873494,373.5421687,1012.903614,16852.40964,1113.512048,130.7650602,1275.891566,13211.56627,1532.433735,533.8614458,2811.855422,11930.98193,704.753012,287.7771084,1376.373494,8008.76506,1626.487952,438.1686747,1315.156627,5583.114458,674.9096386,172.7891566,2819.783133,5066.975904,1387.801205,423.0361446,3239.590361,400.8554217,916.0843373,166,19.60902728,10.97650133,0.828649535,0.927374302,0.650980392,-0.612924949,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4346,32547.26667,915.0333333,575.2666667,1096.05,28970.53333,743.3333333,848.1166667,1637.016667,17197.63333,596.4,2588.166667,1788.516667,20321.36667,1342.016667,2454.1,3354.383333,7011.766667,1395.316667,328.9333333,3345.716667,16324.9,440.7166667,211.6833333,1286.066667,19424.71667,571.1166667,134.9,1553.133333,15778.5,2002.333333,491.4,2809.95,14283.25,758.3666667,302.6333333,1330.15,9579.95,1654.283333,444.25,1342.85,6931.866667,654.3166667,173.7166667,3039.533333,6178.65,1418.283333,768.75,3252.7,549.4833333,913.2,60,10.56771247,7.793951201,0.675319928,0.923076923,0.6,-0.645846781,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells +4347,25126.9313,924.2366412,627.5419847,1083.580153,22662.03053,694.3435115,977.0152672,1623.366412,11637.9771,774.6793893,1941.969466,1797.70229,14779.94656,1233.48855,4834.580153,4948.389313,5394.160305,1246.206107,318.2366412,2906.763359,11565.58779,472.6870229,1212.183206,1600.427481,14697.9771,2051.427481,137.3816794,1675.450382,11274.70992,1910.335878,639.5954198,2791.938931,9806.916031,809.2519084,264.610687,1221.251908,6370.083969,1723.793893,399.7251908,1395.473282,3981.51145,950.9312977,158.778626,4456.89313,3886.244275,1279.236641,997.4580153,3337.931298,864.4580153,914.778626,131,14.21589584,11.93608162,0.543159979,0.95620438,0.671794872,-0.009664712,1,1,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells +4348,41788.42857,873.9428571,503.5142857,1092.114286,26502.64286,648.9571429,647.3428571,1563.528571,14133.24286,590.3571429,1660.071429,1771.728571,18145.07143,1163.0,3508.342857,2820.471429,6843.942857,1212.585714,303.3428571,2337.914286,14816.58571,389.8571429,460.5714286,2122.914286,19134.88571,521.1142857,140.7714286,932.6571429,14472.6,2247.357143,427.9857143,2846.5,12407.61429,614.9142857,263.8571429,899.5857143,8068.0,1475.4,399.9428571,1312.542857,4840.942857,678.3428571,154.6428571,1647.014286,4977.3,1200.585714,334.2857143,3247.2,884.5857143,912.7142857,70,13.43437,6.988339315,0.854054444,0.921052632,0.53030303,0.871507914,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells +4349,24289.89063,881.7421875,445.2265625,1060.34375,22780.99219,716.6796875,530.4609375,1475.023438,11970.80469,561.4453125,472.3203125,1705.375,14553.48438,1341.679688,967.2265625,1313.007813,5564.835938,1335.710938,323.3984375,2288.203125,12239.875,416.859375,267.921875,458.6640625,14813.20313,438.3046875,125.8203125,975.484375,11577.64063,1462.921875,468.28125,2854.132813,10602.82813,805.2734375,288.953125,1386.5,6937.664063,862.71875,433.4140625,1316.046875,4961.507813,653.6328125,173.4375,2351.929688,4500.671875,1502.734375,8555.796875,3262.640625,377.8828125,915.1953125,128,13.67936648,12.13650915,0.461360415,0.977099237,0.703296703,-1.377497227,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells +4350,31995.39623,1007.669811,644.9245283,1114.377358,28408.66038,689.745283,962.1698113,1605.103774,16119.26415,558.990566,1913.556604,1868.867925,19118.46226,1272.349057,3800.726415,5274.726415,7304.877358,1353.641509,314.7641509,2524.584906,15253.29245,414.3018868,174.3018868,1272.179245,18964.82075,738.0283019,125.0943396,3286.084906,14366.60377,1762.990566,670.7358491,2807.301887,12696.31132,605.0660377,290.5,1556.40566,8607.915094,1688.981132,422.2735849,1325.877358,6385.90566,632.4622642,172.3018868,3303.792453,5566.867925,1352.566038,249.9339623,3311.018868,565.5471698,916.3584906,106,17.36722674,8.725631451,0.864624056,0.848,0.471111111,-0.812820228,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4351,38063.26563,933.125,480.46875,1101.421875,34182.73438,798.515625,665.28125,1615.9375,20531.875,575.046875,2036.96875,1839.84375,24574.95313,1338.78125,1967.765625,4599.796875,9068.71875,1349.34375,325.0,2336.484375,19243.09375,430.703125,105.25,1563.921875,24126.875,694.84375,377.0625,1393.640625,18609.1875,2158.09375,512.546875,2828.859375,16435.07813,626.53125,292.390625,1579.96875,11755.17188,1929.4375,430.84375,1321.25,8205.84375,631.125,167.25,3071.828125,7448.75,1500.953125,288.234375,3259.921875,660.734375,914.3125,64,12.19186281,6.922216043,0.823184856,0.955223881,0.581818182,0.83853188,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,1,0,0,Regulatory T Cell,T Cells +4352,36815.25,833.8942308,513.9519231,1114.355769,28744.47115,673.0865385,826.4230769,1638.038462,14138.92308,497.3846154,2089.538462,1894.384615,19541.13462,1171.173077,6980.875,3336.403846,7323.0,1201.913462,300.9519231,2478.509615,15244.16346,473.0576923,146.2596154,1181.076923,19191.57692,1132.75,274.0865385,1711.817308,14554.89423,2034.048077,372.7692308,2817.740385,12071.74038,595.6634615,267.0673077,910.9519231,7146.278846,1329.192308,394.1057692,1302.009615,3991.634615,584.2211538,158.7403846,2698.836538,4183.971154,1154.711538,278.3365385,3224.836538,935.0192308,915.0961538,104,13.21295037,10.19967289,0.635689148,0.928571429,0.727272727,0.430157098,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells 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+4355,33280.35366,913.0853659,661.6646341,1120.890244,30481.52439,751.2804878,945.25,1715.579268,16341.5122,585.8292683,1748.158537,1792.664634,19872.37805,1310.378049,4331.70122,4959.890244,7395.182927,1376.054878,324.0731707,2623.737805,16731.84146,462.75,1000.567073,1242.079268,20064.02439,1007.719512,143.25,3196.25,15230.42073,1834.72561,474.554878,2816.841463,13922.14024,618.1707317,311.695122,1577.908537,8541.109756,1460.829268,456.7682927,1393.103659,6027.670732,824.9939024,181.0365854,5296.579268,5368.317073,1409.756098,524.695122,3263.085366,342.1280488,918.847561,164,16.93082549,13.50450067,0.603149696,0.863157895,0.575438596,-0.433999364,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,1,1,0,0,0,Helper T Cell,T Cells +4356,18133.56731,949.4615385,932.6538462,1185.826923,16723.0,729.9711538,792.8365385,1679.971154,9161.144231,632.5,499.7596154,1808.913462,11442.15385,1327.538462,1195.125,967.9711538,4205.673077,1439.365385,341.4134615,2380.730769,9279.182692,434.9711538,327.1153846,465.5,11520.875,497.9807692,127.8557692,993.9423077,8946.336538,1475.134615,415.2980769,2809.355769,7960.875,1360.788462,296.0576923,1634.230769,5561.432692,892.9615385,457.8173077,1349.432692,4064.086538,664.8173077,167.7596154,1417.778846,3793.913462,1407.144231,276.6057692,3284.105769,483.6153846,916.9230769,104,12.22593711,10.95741408,0.443562812,0.95412844,0.666666667,-0.031811845,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Macrophage,Other Cells +4357,25497.09211,898.8157895,661.9605263,1381.131579,23366.61842,729.7368421,723.7894737,2349.697368,12717.76316,558.1447368,781.4210526,1769.513158,15472.57895,1288.223684,1490.276316,3131.25,6111.973684,1936.184211,317.7368421,2389.039474,12996.53947,422.3947368,220.9078947,1408.710526,15871.59211,526.3421053,124.1052632,1830.552632,12196.32895,1546.171053,587.0394737,2826.710526,10974.27632,763.3815789,288.0131579,2309.855263,7446.197368,1055.315789,445.0394737,1321.171053,5315.618421,691.2631579,168.7763158,4888.881579,4737.973684,1389.5,263.4605263,3339.907895,420.2631579,917.3552632,76,13.45210684,7.821544327,0.813591872,0.873563218,0.584615385,0.061484774,1,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells +4358,19888.42446,917.1223022,656.0935252,1086.266187,17565.61151,694.2805755,553.8201439,1524.410072,10047.69065,627.4748201,471.5395683,1711.661871,12259.97842,1260.47482,1333.618705,1480.913669,4402.863309,1327.194245,309.4964029,2327.52518,9570.359712,396.6546763,341.4100719,445.0863309,11860.02878,438.2661871,122.0503597,1385.971223,9399.848921,1465.856115,456.8992806,2843.76259,8366.194245,662.6330935,274.647482,1799.985612,5636.352518,825.4604317,416.8345324,1337.705036,3994.633094,653.6978417,163.6115108,1986.640288,3692.467626,1338.122302,1286.309353,3203.115108,459.0647482,918.2230216,139,14.53418711,12.47193593,0.513465365,0.932885906,0.661904762,-1.112373837,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4359,36768.48,984.576,515.352,1080.672,31698.176,749.104,711.888,1593.592,18842.088,581.368,949.696,1790.792,22007.84,1321.392,1675.072,3650.128,7957.024,1304.704,302.72,2390.336,17182.84,404.384,185.184,1277.928,21570.52,493.328,137.936,1769.768,16632.856,1729.32,520.648,2802.168,14667.84,737.16,287.608,1427.2,10019.776,1008.728,421.384,1315.472,7273.688,634.304,159.656,2469.688,6594.76,1370.704,1216.2,3301.768,592.784,918.808,125,17.89569313,10.05941586,0.827059906,0.838926174,0.490196078,-1.078150978,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells +4360,34266.95238,935.3333333,510.8571429,1083.68254,30799.69048,747.5793651,544.6428571,1546.706349,16542.12698,574.8095238,712.7142857,1710.15873,20371.49206,1382.746032,2422.015873,3000.460317,7477.603175,1377.055556,333.6190476,2311.039683,17002.56349,434.7619048,400.8095238,514.2063492,20991.96032,554.3809524,134.1507937,1693.880952,16248.84921,1630.857143,595.0634921,2809.928571,14950.23016,656.4444444,314.6904762,1931.063492,9460.293651,1218.785714,455.4365079,1325.873016,6549.777778,698.2460317,174.984127,3161.325397,6130.650794,1500.563492,1508.849206,3181.857143,366.9285714,920.5555556,126,15.95346289,10.3351983,0.761781396,0.90647482,0.65625,-0.114486499,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells +4361,25564.62295,975.3606557,518.2131148,1089.360656,22557.94262,740.6229508,538.4098361,1500.590164,12773.12295,600.4754098,452.942623,1686.327869,15448.33607,1363.409836,1602.04918,3004.040984,5653.565574,1416.418033,332.6229508,2285.114754,12938.54918,418.0655738,804.0491803,568.704918,15854.68033,458.2622951,130.5819672,1361.163934,12724.65574,1544.614754,741.1557377,2815.606557,11448.58197,609.7540984,289.9590164,1932.52459,7731.770492,934.5655738,445.704918,1318.762295,5389.237705,800.3278689,171.8852459,2877.5,5096.860656,1433.360656,226.4590164,3140.868852,412.2622951,920.4590164,122,15.2936369,10.54855908,0.724061745,0.924242424,0.677777778,0.158030965,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells +4362,38044.42623,891.8688525,506.6393443,1106.344262,33261.32787,768.6229508,1156.721311,1655.114754,20081.22951,566.3114754,2214.57377,1893.622951,24014.01639,1299.377049,2021.704918,4585.57377,8916.590164,1324.819672,311.0,2476.819672,18410.29508,456.3442623,105.6721311,1909.344262,23266.60656,1333.590164,126.0655738,1535.081967,18028.22951,2032.131148,467.6393443,2809.852459,15920.0,619.1147541,287.2131148,1548.934426,11299.90164,2600.213115,431.2622951,1342.065574,7923.065574,614.295082,165.6065574,3040.016393,7367.114754,1652.704918,358.7213115,3337.016393,672.0327869,918.6557377,61,10.71768815,7.897166427,0.676072751,0.938461538,0.564814815,-0.425906121,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,1,0,0,1,1,0,0,Helper T Cell,T Cells +4363,28760.33641,945.2764977,864.9585253,1166.092166,23455.85714,707.6129032,879.3133641,1798.552995,12146.21659,588.6359447,1000.612903,1782.654378,15403.16129,1253.050691,2324.230415,1922.414747,5643.557604,1284.414747,297.6820276,2378.179724,11963.47465,2103.967742,458.5852535,912.8617512,15211.78341,551.3041475,178.6589862,1171.741935,11426.0,1912.24424,447.0092166,2832.976959,9764.202765,1126.465438,274.3870968,1032.023041,6203.046083,1103.580645,404.4193548,1338.24424,3797.285714,683.6082949,155.2626728,2738.9447,3778.211982,1230.898618,416.0645161,3353.976959,879.9631336,921.8986175,217,19.8158345,14.73808056,0.668454867,0.871485944,0.638235294,1.396152058,1,0,1,0,0,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4364,24185.02817,1185.929577,595.0140845,1058.521127,21810.33803,754.5070423,604.8591549,1478.746479,12795.09859,618.5211268,523.5774648,1688.112676,14801.70423,1339.408451,1544.112676,2000.112676,5151.309859,1285.760563,283.2535211,2280.633803,11222.08451,368.2394366,131.7605634,695.8591549,14786.43662,463.0140845,114.3661972,1794.788732,11274.6338,1525.15493,508.3943662,2768.507042,9935.971831,820.1408451,267.971831,1347.957746,6783.464789,847.7887324,396.1126761,1302.746479,5079.042254,581.4647887,149.915493,1315.746479,4614.084507,1258.549296,1133.478873,3377.816901,608.5774648,919.028169,71,12.57756363,7.312375296,0.813630381,0.959459459,0.58677686,0.676274081,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,NK Cell,Other Cells +4365,18340.58537,1261.268293,550.6341463,1034.0,18264.65854,777.7560976,613.8292683,1396.0,8818.707317,627.2926829,881.8536585,1743.97561,11753.36585,1283.97561,2954.780488,1796.097561,4257.658537,1145.756098,266.097561,2279.731707,7776.682927,350.2926829,97.29268293,693.8780488,9926.634146,634.0,151.0731707,1669.219512,7179.195122,1528.609756,434.6829268,2757.414634,6248.02439,742.902439,236.5853659,1194.390244,4450.97561,1047.731707,357.2926829,1291.463415,3435.97561,553.4634146,145.9512195,1642.512195,2850.780488,1136.707317,946.3170732,3349.634146,689.804878,918.8292683,41,9.349524699,6.618422815,0.706324004,0.82,0.585714286,0.041516241,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells +4366,35352.6478,966.0062893,509.6918239,1085.522013,30885.96855,727.3773585,787.5660377,1658.075472,16400.41509,584.9496855,1546.490566,1814.345912,20737.91824,1271.830189,5086.974843,3000.320755,7495.27673,1269.09434,309.5345912,2560.981132,16171.79245,426.6981132,234.3144654,1415.044025,20124.02516,703.8553459,124.918239,1690.861635,15419.68553,2027.90566,428.8616352,2853.106918,13366.72956,608.3396226,277.3584906,1015.553459,8614.113208,1497.396226,410.4402516,1322.188679,5317.352201,640.6855346,159.4339623,2056.691824,5212.962264,1247.345912,220.6163522,3379.654088,854.0377358,922.5534591,159,15.77287398,13.40152106,0.527336937,0.929824561,0.55017301,-0.385046387,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells +4367,27162.47143,869.1357143,810.0607143,1129.507143,21247.18214,595.5178571,790.0214286,1561.664286,8870.982143,562.3821429,1031.064286,1696.082143,13423.96786,1078.846429,3518.696429,1791.107143,5151.446429,1153.528571,263.5214286,2356.639286,10293.76786,353.4571429,348.6607143,1184.642857,12861.73214,448.9714286,288.9821429,1744.714286,9686.264286,2100.021429,348.325,2785.625,7930.257143,600.8714286,234.8928571,804.8321429,4102.578571,959.4285714,362.5035714,1296.203571,2249.771429,602.5392857,142.0071429,1515.132143,2462.746429,1064.310714,384.4107143,3126.653571,980.2285714,925.3178571,280,24.60474699,15.03081519,0.791714816,0.89456869,0.56,0.600401213,0,0,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Regulatory T Cell,T Cells +4368,36712.66129,955.9677419,610.1935484,1095.354839,32666.51613,769.3709677,703.8387097,1668.548387,19007.24194,588.0483871,800.6129032,1743.725806,22805.17742,1363.419355,1973.274194,2284.596774,8362.096774,1703.822581,337.2903226,2331.854839,18804.32258,438.8870968,306.3870968,1263.5,23249.53226,575.2903226,133.8064516,1535.983871,18292.51613,1626.290323,496.6290323,2810.854839,16404.04839,711.016129,319.3225806,1545.419355,10928.3871,1202.387097,467.6935484,1325.435484,7595.370968,727.8548387,186.2096774,3801.209677,7052.983871,1490.822581,1068.241935,3281.467742,427.1774194,920.5806452,62,11.57577506,6.98201762,0.797621975,0.925373134,0.626262626,-0.507940966,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells +4369,26326.80741,890.5703704,543.5111111,1082.348148,23991.26667,726.762963,671.0888889,1533.644444,13122.14815,622.3481481,794.4444444,1727.325926,15968.18519,1301.274074,1807.903704,2694.733333,5990.977778,1676.740741,324.5185185,2325.148148,12838.11852,401.237037,702.1259259,607.0888889,16098.63704,587.1185185,124.5703704,1431.37037,12146.39259,1552.859259,525.1259259,2811.518519,10873.33333,650.5851852,291.1185185,1607.933333,7190.140741,1038.896296,439.9481481,1350.251852,5083.459259,792.1777778,174.3333333,4307.555556,4636.62963,1397.918519,283.8518519,3186.377778,438.6518519,921.1925926,135,14.58736548,11.94656554,0.573841145,0.9375,0.642857143,0.977538206,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +4370,26790.51163,896.9767442,827.627907,1137.604651,24703.88372,725.4418605,932.0930233,1678.418605,13521.39535,594.0930233,718.2790698,1783.081395,16583.63953,1305.046512,1770.767442,1941.790698,6157.581395,1380.883721,324.4767442,2363.755814,13663.5814,542.8953488,448.255814,681.9186047,16440.02326,798.9767442,130.755814,1674.604651,12731.32558,1526.976744,478.4186047,2807.918605,11096.94186,956.7209302,308.8604651,1755.593023,7495.872093,916.4534884,451.4186047,1366.186047,5342.069767,703.5,169.9186047,2307.395349,4933.988372,1393.627907,278.9418605,3332.639535,523.4302326,919.9883721,86,11.60779916,10.15083349,0.48505454,0.945054945,0.601398601,0.176350277,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells +4371,37859.35,915.3833333,482.2,1099.016667,32553.76667,735.1666667,912.35,1606.8,19180.41667,561.7333333,1436.383333,1764.2,23336.7,1334.866667,3058.65,2652.716667,8372.4,1345.033333,307.4,2331.316667,17114.1,495.3666667,430.15,1084.65,22096.65,495.25,456.1833333,1613.333333,17244.85,1965.316667,571.7666667,2813.033333,15092.31667,627.9666667,286.95,1358.116667,10549.23333,1495.216667,431.0166667,1314.216667,7210.733333,699.6,155.8833333,1910.35,6712.85,1395.983333,275.5166667,3346.2,697.4166667,918.2333333,60,10.94649242,7.447063054,0.732919841,0.923076923,0.625,-1.402616959,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4372,24866.0566,826.7641509,501.1792453,1071.660377,22118.41509,679.4811321,787.8301887,1551.009434,12843.19811,640.1886792,1156.066038,1756.311321,15355.84906,1240.103774,2833.339623,3843.471698,5755.339623,1306.981132,292.6886792,2593.679245,11761.04717,370.0471698,418.3962264,977.5566038,14918.28302,1466.132075,123.0,1577.811321,11468.34906,1595.198113,566.1981132,2790.754717,9981.150943,728.3584906,265.0849057,1407.688679,6916.59434,1513.716981,393.8867925,1342.95283,4830.622642,670.7924528,160.0754717,3933.877358,4474.933962,1314.066038,904.2264151,3179.150943,726.009434,920.1603774,106,12.17299934,11.29741314,0.372402181,0.938053097,0.679487179,-0.343376676,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4373,40391.77381,919.452381,525.1666667,1097.0,36020.70238,735.3095238,729.5238095,1669.547619,19973.97619,556.5238095,787.9047619,1757.285714,25145.55952,1278.880952,2915.02381,3786.952381,9191.119048,1442.190476,320.547619,2349.464286,18932.63095,530.4642857,122.8928571,773.452381,24462.44048,756.9404762,132.0595238,2841.97619,19013.42857,1599.0,542.9285714,2782.369048,16406.53571,863.1309524,295.4047619,1334.595238,10762.14286,1320.488095,433.0833333,1304.857143,6920.5,622.1904762,166.6666667,2870.178571,6604.452381,1384.761905,174.1785714,3345.559524,808.3214286,919.6071429,84,12.2935894,9.185001815,0.664669494,0.923076923,0.646153846,-1.203828365,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4374,30047.08392,927.048951,771.0,1131.538462,26383.12587,754.8601399,890.2097902,1702.195804,15236.97902,629.8601399,1024.93007,1785.41958,18300.33566,1349.545455,1882.118881,2633.643357,6566.769231,1396.251748,339.3286713,2567.965035,15165.43357,1354.370629,656.2447552,633.5594406,17996.85315,753.4475524,131.027972,1288.713287,14149.67832,1528.888112,564.7762238,2814.272727,12526.97203,808.965035,308.2727273,1486.923077,8372.867133,1171.93007,457.3496503,1389.916084,5959.657343,775.5104895,174.979021,3027.692308,5510.020979,1444.034965,586.4475524,3332.426573,532.6293706,923.3356643,143,18.4841009,10.91936501,0.806859315,0.807909605,0.6875,-0.2458078,1,1,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +4375,36902.00901,1072.378378,607.1891892,1104.567568,32080.66667,727.5315315,1000.153153,1604.171171,18787.03604,569.0720721,1547.72973,1842.522523,22513.89189,1328.720721,3863.765766,3940.198198,8057.459459,1336.936937,308.8918919,3317.045045,17378.05405,707.6216216,107.6216216,1046.630631,21841.68468,529.3783784,134.963964,1866.108108,16970.0991,2226.27027,520.3513514,2805.315315,14767.92793,755.2972973,295.1081081,1267.243243,9853.153153,1500.855856,439.3963964,1331.603604,7258.918919,620.3513514,166.8018018,2158.306306,6350.594595,1369.981982,1050.495495,3345.432432,575.1711712,920.4504505,111,15.42110252,9.310774963,0.797159755,0.940677966,0.74,-1.350498622,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4376,33534.16176,925.8382353,529.7647059,1085.911765,29447.5,716.9411765,970.0441176,1607.794118,17090.13235,568.1176471,2712.882353,1819.823529,20388.0,1280.823529,4288.897059,6185.941176,7448.308824,1262.470588,304.1470588,2449.632353,15484.95588,409.8676471,113.75,1421.264706,19553.83824,1637.970588,136.9558824,1872.911765,14957.91176,2063.308824,455.9705882,2785.676471,12886.16176,597.9558824,277.6911765,1459.647059,9188.323529,2614.073529,410.3823529,1319.176471,6528.102941,609.4558824,163.1617647,3337.117647,5988.441176,1341.720588,330.1764706,3249.926471,654.4264706,920.8235294,68,11.6026762,8.005451121,0.723841857,0.971428571,0.686868687,-1.084358891,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4377,27050.83158,789.3368421,464.6736842,1050.926316,23894.93684,632.0947368,788.5263158,1473.757895,13690.81053,586.5789474,1311.684211,1757.947368,17075.78947,1205.168421,2149.694737,2054.442105,6391.557895,1262.2,288.4210526,2365.221053,12744.91579,370.6210526,298.1157895,1454.421053,16406.47368,504.7684211,128.4210526,1066.726316,12701.31579,1690.631579,462.6631579,2799.031579,11107.17895,882.8631579,261.4,1477.978947,7612.978947,1298.389474,389.1052632,1312.4,5379.0,661.6315789,151.8421053,1866.031579,5105.242105,1307.263158,1005.231579,3189.915789,735.9789474,921.9789474,95,13.82474235,9.150162514,0.749619897,0.887850467,0.562130178,-0.632478611,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells +4378,27376.3894,880.9953917,532.8456221,1066.458525,24493.59217,729.6935484,931.7534562,1562.970046,13641.05991,547.3317972,1827.463134,1847.912442,16799.7235,1234.633641,3455.317972,3973.341014,6346.076037,1275.820276,298.59447,2600.089862,12777.74885,400.375576,693.1728111,1822.364055,16073.87097,1021.599078,316.140553,1425.329493,12881.49309,2125.603687,694.09447,2803.177419,10965.28341,646.40553,265.5737327,1216.930876,7304.721198,1345.640553,403.0506912,1337.202765,4955.953917,775.4078341,157.7442396,4333.253456,4624.506912,1308.182028,724.6059908,3243.361751,782.3133641,931.6843318,434,31.21491273,18.26111542,0.811024246,0.951754386,0.723333333,0.368355696,1,0,1,1,0,0,0,0,1,1,1,0,1,1,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells +4379,27127.52222,1089.233333,499.1777778,1067.477778,23239.68889,774.4444444,927.8666667,1538.622222,12458.48889,606.6555556,1607.311111,1797.455556,15297.0,1271.988889,3138.344444,4386.155556,5451.122222,1252.888889,284.5666667,2521.2,11040.77778,386.4111111,147.0111111,1700.366667,14117.36667,1312.844444,121.4111111,1253.166667,10912.96667,1762.766667,421.0444444,2799.833333,9347.722222,581.2333333,257.9888889,1080.233333,6136.111111,2212.244444,392.6555556,1295.811111,4151.311111,586.4888889,155.2888889,1949.466667,3924.677778,1182.422222,235.3888889,3431.722222,797.8888889,921.5777778,90,12.10129708,10.25117117,0.531412129,0.9,0.681818182,-0.765905177,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +4380,19271.08491,821.5283019,640.8301887,1070.943396,18208.83962,672.5471698,719.5188679,1610.009434,8891.820755,535.4811321,1297.245283,1814.566038,11327.25472,1230.669811,4732.650943,5122.962264,4321.264151,1247.566038,307.2169811,2405.273585,9402.018868,373.6886792,2917.632075,1073.0,11715.37736,468.8396226,158.0283019,3219.707547,8695.518868,2018.566038,658.6981132,2802.066038,7987.698113,774.6226415,299.7830189,4042.113208,4755.59434,1285.915094,404.745283,1369.037736,3315.924528,1286.981132,157.9245283,5129.707547,3091.245283,1283.09434,720.6886792,3234.301887,326.3679245,921.3584906,106,13.68907416,10.2465057,0.663115521,0.972477064,0.642424242,-1.330922914,1,0,1,1,0,0,0,0,1,0,1,0,1,0,1,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells +4381,20611.56364,929.8909091,898.8727273,1168.781818,18641.69091,752.9818182,817.5090909,1704.727273,10577.98182,594.5090909,483.6363636,1753.636364,12943.87273,1328.963636,1116.854545,1604.272727,4816.690909,1428.563636,341.8,2390.018182,10495.49091,457.0727273,224.3090909,451.0909091,13048.63636,453.4,133.3090909,1497.690909,10189.49091,1522.345455,481.6545455,2812.872727,9165.872727,659.1090909,322.6727273,1734.127273,6233.672727,846.4,459.7272727,1398.6,4522.909091,639.3818182,178.0181818,1433.781818,4252.381818,1474.036364,541.4727273,3270.345455,468.8,921.9454545,55,9.514098095,7.712667711,0.585521695,0.964912281,0.611111111,0.401859098,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,Granulocyte,Other Cells +4382,30269.63158,1129.936842,536.2421053,1043.863158,25745.69474,785.7473684,744.8842105,1499.842105,15643.78947,633.2315789,1362.052632,1752.042105,17848.92632,1356.231579,2223.978947,2216.863158,6742.547368,1412.505263,287.7052632,2386.052632,13954.10526,378.2210526,110.5368421,1775.094737,17866.86316,451.0842105,134.2631579,1301.852632,13578.29474,2028.968421,440.4210526,2795.684211,11922.21053,648.5684211,265.5578947,1178.084211,8005.547368,1138.884211,407.0736842,1310.578947,6100.536842,590.9789474,154.7894737,1619.905263,5292.168421,1299.968421,1134.463158,3470.189474,601.2947368,923.7789474,95,12.18212064,10.61443814,0.490727963,0.95,0.56547619,1.489428986,1,1,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,1,Helper T Cell,T Cells +4383,30860.25991,920.3303965,481.030837,1074.422907,27622.03084,780.3348018,886.3259912,1534.259912,15505.68722,563.3259912,1417.07489,1761.502203,19204.84141,1286.334802,2328.145374,3385.643172,6900.929515,1298.251101,296.0176211,3100.462555,14455.23348,382.4185022,222.4757709,1587.700441,17975.0,1242.585903,464.0837004,1237.731278,14415.71806,1687.991189,458.9118943,2792.792952,12265.08811,647.7973568,267.5947137,1239.414097,8258.237885,1339.599119,400.0220264,1301.352423,5532.973568,623.6696035,158.1806167,3821.85022,5261.022026,1319.770925,1704.651982,3292.54185,766.2070485,927.9162996,227,21.93813335,15.22921923,0.719792402,0.807829181,0.606951872,-0.22930331,1,0,1,1,0,0,1,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4384,26386.35514,868.364486,446.1682243,1061.682243,23700.64486,697.2990654,538.953271,1517.616822,13210.86916,560.5140187,441.271028,1706.953271,15979.91589,1278.130841,685.7757009,1073.794393,6172.392523,1330.056075,319.8224299,2277.53271,13231.91589,678.0093458,141.046729,444.5046729,16242.35514,449.1028037,125.1869159,1091.616822,12754.61682,1476.813084,661.2429907,2820.476636,11572.23364,993.9252336,296.8504673,1489.962617,7595.915888,868.0093458,439.6635514,1312.317757,5325.345794,627.046729,168.1214953,1643.130841,4864.186916,1539.130841,13631.41121,3217.878505,387.5981308,924.046729,107,12.88736955,10.74285516,0.552375141,0.938596491,0.636904762,-0.376979275,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,Granulocyte,Other Cells +4385,22425.62903,964.1209677,1089.991935,1170.314516,20449.39516,731.3548387,1422.951613,1769.0,11598.47581,588.2741935,745.2580645,1837.435484,14205.58065,1318.991935,1143.637097,1556.532258,5172.169355,1412.782258,349.9919355,2505.830645,11494.44355,608.3870968,326.9516129,659.4274194,14093.74194,562.233871,126.6774194,1041.290323,11162.33871,1487.919355,444.6612903,2823.104839,9745.879032,2189.83871,301.2177419,1780.169355,6746.596774,1103.298387,459.7258065,1377.943548,4734.298387,667.7741935,167.6774194,1445.201613,4383.935484,1410.83871,194.9435484,3346.354839,508.483871,924.0080645,124,13.77456177,11.67012121,0.531237914,0.946564885,0.738095238,-0.35256575,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Dendritic Cell,Other Cells +4386,27490.07317,892.0487805,672.8292683,1130.146341,24956.70732,705.9512195,716.4878049,1725.731707,13445.95122,519.4878049,740.4878049,1769.146341,17145.21951,1192.121951,1866.02439,2666.195122,6772.95122,1245.487805,307.804878,2384.609756,13253.46341,9968.487805,171.0,756.7073171,16819.09756,504.6829268,150.9756098,1807.487805,12909.26829,1614.780488,702.7317073,2803.195122,11260.58537,2510.268293,265.6097561,1202.829268,7285.853659,1356.463415,401.5609756,1304.95122,4814.853659,605.4390244,162.7317073,2046.146341,4602.170732,1263.243902,150.9756098,3308.439024,818.7317073,920.7317073,41,8.307053758,6.589474512,0.608911118,0.891304348,0.650793651,1.297332826,1,0,0,1,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Proliferating Cell,Other Cells +4387,37739.47788,853.079646,526.8761062,1101.362832,16940.22124,549.7433628,694.9292035,1439.814159,8093.690265,425.5309735,1172.017699,1742.230088,11265.21239,1022.070796,4665.39823,2094.362832,4327.035398,1046.221239,237.7345133,2356.946903,8933.495575,317.5486726,111.6637168,1935.743363,11151.53097,612.079646,323.1504425,2703.60177,8314.469027,1996.256637,373.9911504,2785.318584,6896.628319,686.9823009,224.9026549,915.6460177,4053.19469,912.8761062,344.4867257,1272.150442,2191.168142,537.9557522,138.0176991,2808.672566,2379.442478,1015.884956,839.4513274,3097.858407,947.5840708,924.4070796,113,13.3355525,11.0012204,0.565199544,0.933884298,0.672619048,0.483468399,0,0,1,1,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells 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+4389,38852.24186,1041.223256,654.3767442,1162.172093,27901.20465,715.3581395,579.5488372,1730.939535,12267.90698,573.3488372,1163.227907,1795.139535,16820.01395,1269.344186,6895.539535,4099.846512,6337.437209,1320.530233,315.3348837,2411.511628,13119.87442,357.2372093,330.6465116,872.6418605,15871.47442,721.8511628,120.9255814,4492.130233,11574.86047,1872.251163,333.2651163,2806.795349,9898.581395,591.0930233,275.8418605,1090.055814,4460.934884,1174.04186,393.6790698,1303.390698,3065.730233,620.3674419,151.5953488,2942.213953,2977.274419,1145.506977,510.3348837,3346.693023,271.6046512,927.2372093,215,21.88692102,13.33987566,0.792793188,0.911016949,0.568783069,-1.212451551,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4390,34286.34043,841.4893617,460.8297872,1085.531915,31294.80851,692.8510638,945.2978723,1563.106383,16778.74468,563.4680851,951.1276596,1726.617021,21018.46809,1272.638298,2366.87234,3172.489362,7688.595745,1339.404255,305.893617,2332.702128,17605.70213,593.0425532,430.2340426,758.4893617,21484.93617,1147.680851,128.9148936,1344.404255,16777.70213,1522.319149,429.1702128,2821.382979,15200.3617,628.8510638,300.2553191,1503.510638,9349.723404,1075.617021,440.212766,1313.382979,6491.042553,693.106383,167.7234043,2911.765957,6046.574468,1386.957447,642.1276596,3166.553191,352.3191489,922.5744681,47,8.860946382,7.496048059,0.533238864,0.810344828,0.580246914,-0.132955298,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4391,30094.60377,883.1069182,584.163522,1106.125786,26872.96855,713.6540881,881.5283019,1620.075472,15383.01887,556.9748428,1334.993711,1789.72956,17981.91195,1283.924528,3896.572327,4432.377358,6868.968553,1359.509434,317.0377358,2459.377358,14470.0,413.427673,180.3396226,1057.220126,17808.74214,744.8679245,133.6540881,3469.974843,13568.86792,1704.748428,523.2264151,2802.792453,12074.51572,825.7358491,297.2578616,1676.371069,8115.446541,1237.591195,442.4968553,1319.238994,5967.421384,635.5974843,166.0943396,3875.811321,5234.830189,1382.698113,773.3710692,3354.861635,557.2955975,925.0314465,159,19.38014262,11.55800152,0.802699483,0.85026738,0.611538462,1.252647465,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4392,34084.09091,853.3030303,514.6363636,1089.560606,29663.77273,711.6818182,745.2121212,1601.969697,17761.5303,524.530303,1202.0,1770.954545,21073.16667,1240.348485,2190.969697,3651.454545,7865.030303,1278.272727,286.0757576,2347.075758,16244.78788,400.5757576,104.5454545,980.5151515,20472.0,617.2424242,123.7121212,2050.939394,15878.95455,1779.363636,506.2272727,2775.772727,13834.78788,607.5,274.6969697,1795.681818,9763.80303,1310.727273,410.0606061,1294.333333,6851.984848,620.5,155.9393939,3834.136364,6385.909091,1383.924242,204.8939394,3283.560606,664.5909091,923.3787879,66,10.93552631,8.063290384,0.675512892,0.88,0.611111111,1.34445126,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4393,23862.35043,782.7606838,504.974359,1038.401709,21955.34188,630.0512821,535.3504274,1490.042735,11944.70085,628.2393162,931.4188034,1759.119658,15490.34188,1159.376068,2359.17094,2832.239316,5774.65812,1485.846154,261.2735043,2303.504274,11181.08547,348.4358974,416.1709402,1044.871795,14648.88889,692.6495726,120.042735,1987.794872,11109.60684,1547.102564,503.4444444,2794.119658,9672.521368,632.9487179,245.2820513,1502.615385,6852.316239,1129.487179,377.1623932,1335.102564,4825.521368,659.5726496,151.2649573,4089.965812,4474.91453,1245.82906,215.9230769,3192.094017,702.8376068,925.017094,117,15.49528993,10.99569314,0.70458944,0.860294118,0.529411765,1.475777369,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4394,14283.46429,850.6428571,613.7857143,1056.678571,15512.82143,736.6785714,846.6785714,1475.035714,7462.964286,515.9285714,1548.75,1734.964286,8874.607143,1230.642857,1315.0,4264.642857,3657.071429,1229.0,308.0714286,2300.035714,8150.0,406.9642857,228.7142857,1006.285714,8811.214286,888.9642857,124.2857143,1370.642857,6483.928571,1884.75,634.8214286,2782.035714,6417.285714,899.6428571,268.4642857,2184.25,4125.607143,1414.785714,434.25,1279.142857,2968.678571,617.0714286,159.25,4407.321429,2486.785714,1357.821429,1618.821429,3153.892857,358.4642857,923.6071429,28,7.235299911,5.238926758,0.68971733,0.875,0.666666667,-0.524605349,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4395,27434.57843,928.3235294,696.1568627,1113.5,24037.57843,728.7352941,851.9411765,1617.333333,13715.93137,588.7843137,1347.509804,1793.019608,16112.32353,1306.294118,3567.745098,2352.411765,5938.921569,1365.401961,332.6176471,2756.245098,13015.95098,432.8235294,284.6568627,595.7058824,16171.67647,556.0588235,142.4803922,1121.509804,12378.60784,1828.147059,421.1470588,2792.901961,10866.64706,765.0980392,295.6078431,1173.117647,7301.539216,1133.411765,432.9411765,1337.705882,5308.872549,657.4019608,166.3529412,2436.303922,4833.264706,1382.872549,1491.245098,3318.117647,542.7647059,924.9607843,102,14.19925884,9.446445633,0.746596287,0.918918919,0.713286713,-1.19815156,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4396,24130.45238,807.3809524,658.9166667,1078.130952,14957.46429,574.3452381,555.5238095,1496.571429,7631.869048,465.7619048,570.5952381,1723.345238,10208.94048,1085.72619,3968.619048,1922.857143,3858.154762,1116.321429,260.5119048,2351.357143,7978.416667,374.9880952,865.7261905,682.1547619,10056.38095,438.1071429,119.2380952,965.547619,7663.238095,1813.77381,789.1904762,2796.345238,6525.964286,582.4880952,244.6785714,903.3452381,4180.0,1010.833333,370.6309524,1379.345238,2494.607143,741.9761905,148.8333333,5011.619048,2612.095238,1124.107143,489.8452381,3134.166667,894.25,925.2142857,84,10.88060302,10.18269649,0.352378067,0.954545455,0.694214876,-1.070093736,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells +4397,38264.54167,923.8916667,570.7666667,1120.341667,30807.99167,720.2666667,779.8083333,1753.516667,15725.275,541.3916667,2472.933333,1827.883333,19715.9,1251.333333,5916.808333,4003.65,7299.25,1306.75,315.0583333,2525.433333,15963.19167,404.8333333,1447.466667,2181.283333,19579.56667,436.5083333,893.925,3116.158333,15129.06667,2186.525,425.3916667,2826.983333,13636.55,626.9166667,305.2583333,1247.1,7330.066667,1204.241667,428.9083333,1345.891667,4982.483333,1034.6,168.675,3299.091667,4698.691667,1291.908333,664.925,3268.675,315.8583333,926.675,120,13.70359317,11.34021265,0.561413088,0.975609756,0.615384615,1.156838839,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells +4398,34790.95833,977.0555556,831.1388889,1162.25,29869.29167,784.8611111,763.3472222,1772.569444,16670.625,767.6805556,499.25,1743.152778,20717.68056,1405.361111,1536.472222,1270.611111,7629.027778,1524.736111,392.0555556,2337.152778,16196.30556,494.5694444,404.3055556,463.2361111,20564.625,472.875,141.4861111,1332.888889,16073.52778,1584.430556,486.8888889,2814.236111,13977.05556,913.5972222,329.0833333,1759.680556,9461.791667,867.0555556,486.7777778,1385.25,6645.652778,712.0138889,179.6527778,1663.805556,6270.083333,1486.277778,338.7361111,3278.097222,476.8611111,925.5555556,72,12.026041,7.910238219,0.75322834,0.923076923,0.553846154,-1.060136471,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,1,0,0,Macrophage,Other Cells +4399,27932.01149,882.1494253,589.045977,1104.218391,25043.86207,732.2988506,987.9885057,1619.632184,14438.33333,596.2758621,1675.068966,1767.45977,17693.05747,1298.908046,1940.931034,3037.942529,6353.229885,1372.563218,306.0344828,2337.954023,14170.13793,448.7011494,866.1034483,1570.965517,17053.71264,1399.298851,128.4712644,1221.241379,14028.52874,1494.402299,516.8965517,2826.551724,12386.49425,912.8275862,303.0,1574.551724,8364.655172,1349.0,452.4942529,1383.471264,5785.298851,786.8275862,168.4022989,3282.781609,5358.333333,1398.034483,401.6896552,3263.954023,518.1724138,927.7241379,87,11.70256847,10.04932102,0.51243199,0.956043956,0.608391608,0.130017208,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +4400,25173.568,994.224,510.312,1060.336,20358.512,716.448,598.384,1489.944,12197.088,571.52,758.92,1733.048,14171.936,1299.808,1561.392,2005.048,5421.952,1267.488,286.768,2333.288,11235.192,400.472,107.56,845.104,13766.552,470.688,129.632,1574.216,10717.176,1662.944,469.048,2820.008,9422.616,1781.4,270.608,1365.024,6524.664,974.528,416.104,1308.648,4798.944,589.952,155.168,1520.448,4219.384,1339.864,2757.096,3302.8,585.696,929.848,125,16.06967737,10.9052808,0.734485158,0.868055556,0.534188034,-0.110960924,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4401,30958.68182,940.6590909,720.3181818,1097.568182,26342.46591,733.8068182,1011.647727,1617.375,15888.19318,576.4772727,1589.102273,1794.375,19081.11364,1309.022727,2679.613636,2700.784091,7124.647727,1276.488636,301.8068182,2330.170455,14487.76136,395.7840909,102.8863636,1059.034091,18116.80682,682.0340909,122.6363636,1024.261364,14190.26136,1976.727273,437.625,2809.772727,12441.14773,785.5681818,268.0,1295.511364,8671.0,1993.852273,412.6590909,1327.568182,6143.477273,601.5795455,158.3863636,1454.056818,5590.840909,1384.102273,1365.727273,3318.829545,678.2159091,926.4886364,88,11.16641357,10.04623862,0.436542676,0.977777778,0.727272727,1.045273198,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,Helper T Cell,T Cells +4402,36037.35,856.4,477.325,1103.7625,31969.7125,743.675,751.0875,1648.0375,18056.6375,546.9,712.65,1725.6625,21797.4125,1294.85,1824.025,3459.375,7990.425,1324.025,318.9875,2443.475,16870.2,582.4625,176.8625,734.475,21019.7875,596.7125,129.35,1755.6875,16458.1625,1493.6,449.6,2787.0875,14164.325,855.6625,275.975,1360.3125,9479.3,953.15,421.8,1296.7625,6268.875,629.775,164.9,2661.4125,5963.5625,1392.9125,966.475,3222.3625,756.0375,926.55,80,11.76188609,8.842823959,0.659368133,0.963855422,0.683760684,-0.200341912,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4403,40230.01515,934.6060606,505.6818182,1097.0,34971.90909,737.1969697,982.530303,1684.69697,19089.0303,555.6666667,1297.121212,1836.833333,23928.39394,1288.409091,4071.424242,2292.227273,8584.863636,1278.227273,318.4393939,2517.909091,18187.22727,11142.75758,334.0,793.8030303,22950.95455,914.1666667,123.6818182,2010.484848,17520.45455,2024.651515,487.3181818,2819.484848,15058.69697,658.0909091,277.1818182,1044.621212,9722.166667,1207.484848,410.7424242,1317.818182,5925.151515,689.7727273,156.7272727,3081.060606,5895.287879,1305.106061,233.5909091,3350.030303,839.7727273,925.4242424,66,11.51006834,7.421920344,0.764334602,0.970588235,0.6,-0.933958516,1,0,1,1,0,0,0,1,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4404,17418.14407,814.3644068,613.9152542,1060.025424,16237.94915,654.9661017,610.4322034,1493.550847,8349.991525,526.1525424,791.2881356,1754.135593,10181.77119,1207.152542,2797.186441,1881.686441,3880.677966,1239.711864,302.2627119,2312.338983,8808.474576,431.0,1085.288136,751.279661,10559.08475,580.6525424,126.2118644,1169.525424,8123.661017,1677.398305,993.4067797,2805.652542,7589.889831,639.5423729,271.059322,1399.652542,4593.898305,1164.610169,413.6694915,1325.694915,3217.652542,801.559322,165.4152542,3179.177966,2909.855932,1310.245763,1868.118644,3187.042373,333.940678,929.0677966,118,13.18725211,11.61823925,0.473078118,0.975206612,0.648351648,-0.157724206,1,0,1,0,0,0,0,0,1,1,0,0,0,1,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4405,31760.69466,877.9083969,489.0229008,1067.580153,28294.15267,692.0687023,590.4503817,1587.068702,16417.9542,556.4351145,686.4732824,1723.099237,20233.38168,1259.625954,2531.366412,2947.282443,7453.381679,1286.78626,289.3664122,2299.022901,14971.9084,377.6717557,182.6183206,691.0229008,19159.71756,673.5114504,119.5496183,2363.068702,14775.25191,1384.053435,480.8625954,2782.038168,12858.05344,657.9389313,273.7099237,1609.091603,8946.007634,954.5496183,395.3358779,1283.839695,6298.969466,620.9389313,157.8549618,2937.175573,5736.687023,1327.610687,476.1679389,3228.320611,692.3969466,928.9236641,131,21.64282704,8.162266399,0.92615832,0.891156463,0.467857143,1.073096651,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Unknown,Other Cells 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+4408,33992.56303,848.2521008,479.6554622,1071.02521,30113.7479,686.1008403,745.3445378,1509.151261,17313.13445,552.7815126,1477.840336,1735.487395,21217.36134,1309.714286,2589.159664,2880.487395,7869.773109,1356.773109,298.3109244,2315.915966,16307.60504,388.302521,383.1176471,1535.193277,20654.79832,460.6134454,293.1848739,1038.042017,16179.4958,1959.218487,463.3277311,2794.705882,14008.73109,769.2352941,280.8823529,1216.394958,9546.773109,1200.806723,413.1008403,1283.109244,6493.731092,683.6470588,161.6386555,1384.857143,6223.243697,1370.697479,982.7731092,3252.0,744.9663866,928.0420168,119,15.56469087,10.70835486,0.725719972,0.85,0.636363636,1.449294958,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells +4409,19340.70423,1131.323944,643.3098592,1067.295775,18274.56338,767.971831,791.7887324,1500.535211,8733.422535,579.7887324,1186.352113,1749.985915,11635.74648,1225.0,3666.15493,2844.915493,4347.225352,1179.070423,264.1267606,2279.0,8125.633803,1553.830986,145.7605634,750.5070423,10634.73239,424.5774648,258.1830986,3050.267606,7645.492958,1691.887324,484.2676056,2765.380282,6605.070423,1153.929577,230.6478873,1169.478873,4418.014085,984.6619718,366.8309859,1278.126761,3041.647887,567.5070423,148.6478873,2920.309859,2763.450704,1094.239437,159.3380282,3386.633803,814.4225352,927.8169014,71,11.74473167,8.904381998,0.652068938,0.806818182,0.537878788,0.170390765,1,0,1,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,T Cell,T Cells 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+4411,31848.0303,814.9090909,541.0050505,1089.106061,18995.5303,564.4494949,695.3787879,1480.510101,8856.782828,566.9090909,1892.474747,1784.363636,12304.5202,1052.989899,5881.893939,3032.671717,4731.161616,1092.373737,251.0656566,2397.368687,9404.055556,333.9292929,546.3131313,1325.323232,11720.0303,574.7272727,150.7373737,1307.924242,8886.636364,2555.328283,536.6515152,2845.424242,7328.111111,628.1868687,225.2575758,825.8535354,4346.0,1407.454545,342.5858586,1314.944444,2424.358586,663.3383838,143.8333333,1922.363636,2477.525253,1027.20202,261.8838384,3072.454545,918.6161616,932.2323232,198,19.174781,13.5503479,0.707537802,0.942857143,0.613003096,0.585043309,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4412,36485.17647,843.4248366,582.9509804,1107.065359,19544.32026,551.3398693,517.3006536,1473.330065,8992.591503,435.3986928,1146.77451,1700.254902,12568.19608,1013.614379,3531.702614,1873.70915,4810.392157,1039.607843,245.2320261,2286.545752,9645.79085,328.6928105,240.6764706,1774.392157,11948.25817,381.130719,107.620915,1321.19281,9025.058824,1721.794118,544.8986928,2827.630719,7334.960784,630.8398693,222.6405229,772.9869281,4165.228758,1196.179739,344.869281,1282.643791,2259.405229,645.2385621,137.3954248,1385.303922,2362.594771,998.8660131,276.5947712,3099.607843,937.9901961,933.8627451,306,22.40721099,18.11057757,0.58884259,0.924471299,0.607142857,1.243864679,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,T Cell,T Cells +4413,28442.95714,931.8714286,577.0714286,1094.471429,25526.82857,730.7,611.8428571,1518.7,14103.17143,576.3857143,858.5714286,1702.757143,17349.45714,1385.971429,1963.885714,2202.214286,6148.285714,1355.085714,346.0285714,2335.0,14715.42857,434.9428571,493.6142857,669.8285714,18160.45714,954.0857143,131.6142857,1415.2,14199.77143,1578.571429,471.3142857,2821.571429,12997.68571,711.5285714,312.0857143,1461.071429,7990.671429,1064.214286,474.5714286,1321.914286,5496.528571,737.6285714,187.1428571,3434.014286,5163.442857,1519.114286,5341.014286,3165.542857,346.5428571,930.1428571,70,10.31802141,9.297293083,0.433666921,0.864197531,0.53030303,-0.192251967,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells +4414,27418.83333,997.9901961,512.245098,1089.705882,24925.14706,752.1960784,567.9411765,1518.323529,13481.02941,603.8627451,406.6862745,1705.078431,16690.65686,1392.078431,1248.441176,2286.470588,6162.27451,1334.098039,325.4411765,2284.843137,13788.64706,429.7156863,195.4215686,444.7843137,17060.02941,455.7647059,129.6862745,1649.392157,13076.31373,1461.607843,633.3921569,2825.009804,12236.44118,649.2647059,305.1078431,1800.607843,7643.127451,841.0196078,449.4803922,1316.313725,5341.519608,640.8235294,174.7647059,2357.166667,4973.931373,1531.568627,11002.7451,3203.27451,376.9509804,930.1078431,102,12.87032378,10.22553711,0.607257558,0.944444444,0.708333333,-0.861370627,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells +4415,22930.40476,928.5119048,991.6904762,1163.208333,20813.52976,722.827381,811.8690476,1693.714286,11851.57738,559.2857143,506.7440476,1795.220238,14111.77976,1292.488095,1007.755952,1489.738095,5191.708333,1389.392857,315.3511905,2403.392857,11607.52976,454.1011905,183.7916667,454.375,13945.1369,483.0535714,127.3511905,1097.964286,11224.34524,1439.339286,481.4583333,2830.666667,10113.41071,788.1964286,294.5178571,2097.827381,6737.261905,915.6904762,447.7142857,1432.64881,4701.839286,625.1309524,167.0059524,1312.559524,4394.708333,1408.017857,928.0357143,3322.904762,464.625,932.7202381,168,16.32501953,13.60990687,0.55224185,0.943820225,0.65625,-0.869888575,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells +4416,35220.43629,919.5019305,562.7027027,1089.467181,31033.22008,714.3243243,876.5212355,1611.169884,18164.46332,563.3745174,1262.687259,1805.861004,21296.27027,1285.702703,3210.756757,4244.007722,7836.625483,1285.814672,291.5366795,2402.362934,16287.78764,413.7915058,102.6872587,1088.65251,20664.22394,644.5096525,153.03861,2617.312741,15656.98456,1886.525097,604.4015444,2788.34749,13500.19691,605.4864865,274.2664093,1643.355212,9162.772201,1422.633205,410.8918919,1298.274131,6711.455598,609.7606178,153.7606178,3042.328185,5964.679537,1337.648649,205.1930502,3314.181467,622.3745174,932.6911197,259,23.02709043,14.5450222,0.775255082,0.931654676,0.674479167,-1.513869581,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4417,28289.97115,998.6538462,565.8461538,1068.548077,22939.77885,738.4134615,1114.846154,1511.817308,12966.13462,547.4038462,1856.855769,1746.596154,15142.63462,1222.269231,3633.067308,4453.673077,5758.951923,1221.711538,276.8076923,2335.182692,11650.54808,378.5480769,111.0865385,968.8076923,14358.125,800.5673077,113.5384615,1807.326923,11109.44231,1541.211538,484.4230769,2777.442308,9676.471154,573.3076923,258.75,1336.769231,6692.788462,1408.259615,378.6057692,1317.086538,4866.259615,584.4519231,152.0384615,1984.326923,4377.961538,1248.240385,428.375,3402.028846,655.1057692,929.6730769,104,13.46195714,10.42750261,0.632463225,0.912280702,0.619047619,1.409711325,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +4418,32763.16484,964.8351648,584.0989011,1116.538462,29478.87912,759.1208791,639.967033,1656.263736,16592.58242,583.7032967,453.7912088,1729.054945,19726.56044,1381.274725,780.2417582,910.4285714,7240.56044,1431.318681,338.032967,2306.142857,15771.58242,1102.714286,141.978022,459.5494505,19242.71429,510.2527473,132.5824176,901.3406593,15277.41758,1494.285714,489.3186813,2823.571429,13733.56044,958.6373626,309.1428571,1704.351648,8936.615385,1020.912088,458.0659341,1329.857143,6097.175824,629.1208791,169.4175824,2092.901099,5414.263736,1454.417582,3038.10989,3263.417582,395.9230769,929.6373626,91,15.92692195,7.533244554,0.881068815,0.968085106,0.7109375,-1.303258764,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Proliferating Cell,Other Cells +4419,32383.42308,996.7615385,514.4461538,1054.653846,28245.76154,773.1384615,864.9769231,1542.269231,16478.38462,608.4307692,1691.192308,1859.115385,19290.09231,1331.330769,2807.153846,3040.546154,7051.092308,1321.2,313.3538462,2359.146154,15010.26923,409.9769231,104.4,1978.584615,18729.71538,465.8923077,168.1384615,966.0384615,14279.26923,2450.223077,431.8923077,2791.823077,12539.73077,644.9923077,283.8615385,1090.507692,8378.8,1467.869231,428.5769231,1313.115385,6035.546154,597.0692308,163.5153846,1239.930769,5377.407692,1312.669231,357.5153846,3446.346154,574.1307692,932.0846154,130,15.67481471,10.72472426,0.729293467,0.955882353,0.619047619,0.66107616,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,1,Regulatory T Cell,T Cells +4420,22842.08871,952.8790323,653.7258065,1120.524194,20285.31452,746.1129032,545.5806452,1644.870968,11276.6371,993.7016129,731.733871,1768.072581,13925.6371,1437.354839,2830.096774,2222.717742,5135.290323,1390.879032,406.1290323,2332.008065,10311.66129,410.4032258,530.8467742,1121.08871,13478.98387,550.0564516,135.0806452,1128.41129,10314.70161,2148.556452,455.766129,2804.806452,9135.774194,1102.33871,278.4274194,1161.25,6275.467742,1357.282258,430.5,1365.782258,4369.209677,739.5645161,168.266129,2556.846774,4132.854839,1461.903226,1118.975806,3199.540323,720.9596774,931.7580645,124,13.09285398,12.49006535,0.299932309,0.939393939,0.794871795,1.010733725,1,1,0,1,0,1,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,1,1,0,Macrophage,Other Cells +4421,34785.56863,870.4117647,561.4705882,1095.088235,30688.38235,714.2843137,870.3235294,1627.882353,17133.57843,546.9607843,1347.196078,1780.254902,21899.43137,1272.529412,3998.45098,5100.813725,8365.686275,1316.166667,316.1470588,2531.745098,16639.07843,545.3333333,457.6176471,1020.784314,21428.88235,1732.745098,148.1862745,2581.45098,16694.0098,1601.313725,741.3921569,2801.480392,14509.39216,626.1764706,290.6862745,1406.656863,9507.382353,1639.647059,405.4901961,1332.568627,6184.245098,695.7647059,166.6470588,5392.862745,5861.803922,1337.215686,284.9313725,3284.911765,805.5294118,930.9019608,102,12.48581645,10.60223316,0.528164361,0.944444444,0.713286713,-1.417995326,1,0,1,1,0,0,0,0,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4422,37006.34513,901.6283186,534.420354,1089.960177,32611.9469,691.2256637,621.9115044,1652.823009,17471.65487,532.9911504,1065.088496,1783.415929,22610.82743,1254.743363,3483.473451,3781.792035,8097.836283,1314.486726,300.7743363,2418.477876,16976.31858,696.1238938,215.6946903,848.4778761,21382.55752,477.6283186,162.3185841,2955.982301,16489.96903,1893.836283,551.0353982,2807.929204,14179.03097,623.3495575,280.6061947,1308.893805,9015.513274,1230.579646,410.7035398,1305.792035,5711.300885,639.7389381,158.7566372,3347.734513,5585.469027,1307.061947,858.9247788,3272.769912,830.3362832,939.0707965,226,26.45231709,12.07555268,0.889722056,0.821818182,0.620879121,-0.196672967,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4423,31162.68338,1036.598945,531.9973615,1071.509235,23945.12929,624.7308707,541.2137203,1495.46438,12409.63852,492.1002639,1209.728232,1736.783641,16175.33773,1139.920844,4906.6781,2648.823219,6053.377309,1215.134565,272.6754617,2415.881266,12339.58575,502.8548813,128.3667546,958.2823219,15589.84169,435.525066,286.8496042,2188.562005,11897.43799,2124.683377,425.2084433,2792.870712,10184.92084,561.1503958,251.4010554,974.5145119,6529.55409,1119.287599,374.4722955,1280.751979,4076.369393,582.3166227,150.5329815,2237.506596,3968.585752,1175.274406,587.8575198,3227.915567,845.3139842,939.591029,379,25.82117327,19.435851,0.65835242,0.885514019,0.633779264,-0.57261406,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4424,39084.36364,959.1818182,529.6363636,1115.981818,32659.0,737.2909091,704.7818182,1702.309091,17592.49091,577.2727273,2103.472727,1766.836364,22248.32727,1309.454545,4401.818182,3688.381818,7557.945455,1290.163636,323.5636364,2803.690909,16600.23636,412.0909091,205.5454545,1192.163636,20995.90909,503.2181818,127.1090909,1630.8,15851.30909,2510.690909,435.6545455,2817.127273,13497.90909,593.4545455,270.6363636,1013.072727,8619.0,2039.690909,411.7636364,1318.8,5186.527273,629.2545455,155.2363636,2004.345455,5169.618182,1242.745455,219.0727273,3404.381818,860.5090909,930.3272727,55,10.75189208,7.000646263,0.758984829,0.859375,0.55,-0.582503821,1,0,1,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells +4425,22154.29358,892.853211,461.266055,1061.513761,20785.68807,705.2568807,584.0183486,1455.366972,10516.53211,567.559633,919.0917431,1725.651376,12996.17431,1320.697248,1518.477064,1908.495413,4954.486239,1304.605505,315.9174312,2378.431193,10784.10092,393.8715596,597.8256881,517.8073394,12956.91743,489.4311927,124.3944954,966.4770642,9826.036697,1649.908257,488.8807339,2824.587156,9201.229358,860.2385321,286.3119266,1345.12844,5693.972477,1262.954128,420.1743119,1352.642202,3872.550459,702.2385321,178.8899083,2211.53211,3563.733945,1451.990826,10224.34862,3144.706422,357.8990826,931.733945,109,14.32841928,10.52419524,0.678610856,0.819548872,0.605555556,-1.505516418,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,0,1,0,T Cell,T Cells +4426,17982.21687,962.9277108,929.1927711,1137.927711,17165.46988,744.6746988,765.060241,1680.746988,9488.638554,706.9277108,532.1445783,1803.903614,11362.38554,1346.216867,2105.120482,1313.084337,4389.518072,1475.072289,353.1204819,2391.879518,9769.662651,1846.349398,1148.614458,468.9638554,11727.15663,487.060241,134.8433735,1136.349398,8915.759036,1640.759036,445.6144578,2822.783133,8096.975904,1726.096386,307.0361446,1721.843373,5653.46988,848.9638554,473.4698795,1447.192771,4066.53012,881.5662651,178.8554217,3865.204819,3693.385542,1457.361446,398.8433735,3282.963855,478.5180723,933.5301205,83,13.88971249,8.150437988,0.80973427,0.892473118,0.628787879,-0.80677668,1,1,0,0,1,0,0,1,1,0,0,0,0,0,0,0,1,1,1,0,1,0,0,0,Macrophage,Other Cells +4427,32443.59829,1132.435897,767.1196581,1180.931624,28961.76923,899.7521368,617.0769231,1826.726496,16804.62393,772.0598291,463.5811966,1752.205128,20826.92308,1666.957265,1086.153846,1148.042735,7252.102564,1650.401709,406.3418803,2353.068376,17888.23932,2825.333333,778.8888889,473.6324786,21018.57265,555.1794872,150.8547009,1333.521368,16542.65812,1775.222222,445.3162393,2823.196581,14511.46154,4022.08547,364.6666667,1544.136752,9869.376068,1008.068376,525.7948718,1408.094017,6982.418803,852.1623932,201.982906,3084.282051,6548.0,1704.692308,399.1282051,3415.136752,488.7521368,932.8974359,117,13.66157183,11.19088051,0.573578943,0.959016393,0.75,-0.287185318,1,1,0,0,1,1,0,1,1,1,0,0,0,0,0,0,1,1,1,1,1,1,0,1,NK Cell,Other Cells +4428,32906.80226,963.7740113,692.519774,1101.090395,28688.57062,709.7457627,1078.19209,1651.242938,16717.63277,564.8813559,2253.785311,1791.011299,19812.75141,1275.022599,3264.141243,3928.050847,7270.033898,1262.20339,290.079096,2409.99435,15155.53672,415.1129944,185.2316384,1254.525424,18975.77966,1378.711864,136.1299435,1361.124294,14675.9209,1880.033898,459.5141243,2790.531073,12667.40678,649.8248588,273.1864407,1297.039548,8749.384181,1508.80791,401.3728814,1318.254237,6174.847458,614.6214689,157.0056497,2252.169492,5629.39548,1343.779661,1414.355932,3330.548023,664.7627119,935.2485876,177,20.87654637,11.03758177,0.848804233,0.917098446,0.578431373,-0.842373994,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4429,33953.72165,886.0618557,550.9587629,1105.701031,29892.87629,716.1752577,730.5051546,1640.793814,17352.5567,1003.71134,1404.298969,1792.505155,21169.06186,1431.309278,3005.835052,3160.123711,7820.680412,1404.092784,330.2989691,2450.773196,16339.1134,388.4226804,419.8350515,1887.597938,20602.20619,586.6494845,335.0721649,2045.340206,16316.0,2193.061856,445.8453608,2821.824742,14300.46392,837.1649485,284.2989691,1391.505155,9625.762887,1364.474227,408.9896907,1335.061856,6678.103093,737.0721649,163.6701031,3674.195876,6127.371134,1369.216495,384.0206186,3297.020619,731.9896907,933.0515464,97,11.69680406,11.43183946,0.211641971,0.91509434,0.678321678,0.137701442,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4430,25236.53659,923.1341463,505.8536585,1084.146341,22477.62195,676.1097561,521.6707317,1621.878049,11475.2561,544.0,657.8658537,1764.487805,15192.92683,1195.073171,4110.243902,2339.487805,5547.792683,1218.658537,358.0853659,2328.792683,11552.28049,453.7195122,187.6829268,641.6219512,15135.60976,530.1829268,124.1341463,2120.743902,10949.58537,1957.243902,442.7560976,2790.341463,9209.512195,620.5853659,252.0853659,1079.609756,6047.621951,1312.353659,391.8658537,1313.195122,3634.890244,612.4268293,156.5853659,1561.280488,3673.060976,1181.621951,191.3170732,3372.621951,868.1585366,932.597561,82,11.53780219,9.62125726,0.551930752,0.88172043,0.683333333,-0.110448269,1,0,0,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,1,NK Cell,Other Cells +4431,38406.45274,1094.522388,653.1492537,1154.80597,28522.11443,665.1293532,622.3283582,1710.477612,13180.72139,528.6865672,1474.905473,1777.875622,17308.29851,1214.044776,5856.154229,3713.179104,6566.562189,1273.507463,302.7711443,2452.447761,13601.0796,348.0,830.0547264,1527.273632,16337.51244,841.4079602,124.2487562,3350.169154,12636.0,1726.512438,335.119403,2813.81592,11023.10448,566.2587065,276.2089552,1113.079602,5180.552239,1327.427861,398.6169154,1295.925373,3511.353234,798.0199005,157.9253731,2517.109453,3332.38806,1178.099502,259.800995,3224.308458,291.0298507,937.9104478,201,24.74481739,11.9371988,0.875944397,0.75,0.56302521,-0.325545928,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +4432,22503.67969,889.609375,905.109375,1166.804688,11518.89844,602.015625,727.0390625,1590.671875,4602.15625,458.2421875,727.0390625,1677.804688,7279.039063,1121.742188,2430.171875,1563.648438,2831.945313,1222.257813,268.1875,2338.554688,5809.601563,393.0859375,126.4609375,737.296875,7177.0,498.96875,130.3359375,1580.273438,5314.734375,1738.953125,346.8671875,2784.296875,4546.632813,851.8203125,234.1484375,906.9375,2387.296875,820.1875,359.1953125,1276.007813,1400.59375,533.953125,152.15625,1054.351563,1558.117188,1070.84375,685.0703125,3134.5,972.484375,935.1015625,128,14.13177327,11.78978536,0.551348528,0.984615385,0.703296703,0.705047907,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4433,30391.08046,917.1494253,567.7471264,1096.425287,27772.13793,717.6551724,723.9885057,1628.551724,14268.08046,572.7471264,2154.908046,1799.643678,18306.48276,1320.137931,3852.183908,3621.632184,6602.816092,1331.321839,325.5172414,2302.908046,14647.50575,439.8965517,1235.344828,1372.057471,18201.09195,473.5517241,145.816092,1506.931034,13735.56322,2196.632184,578.4137931,2835.91954,12500.35632,643.6781609,291.6551724,1177.666667,6974.609195,1541.241379,425.7701149,1325.103448,4689.574713,892.6321839,171.6551724,3261.804598,4323.643678,1353.574713,1371.666667,3238.908046,323.6781609,934.4482759,87,11.00617675,10.55541825,0.283253914,0.956043956,0.659090909,-1.128339435,1,0,1,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,1,0,1,0,Helper T Cell,T Cells +4434,22761.36296,963.6074074,871.4888889,1169.496296,20034.62963,750.8962963,829.9555556,1776.044444,11332.9037,608.6740741,546.8888889,1779.562963,14296.96296,1360.925926,1063.896296,1608.02963,5167.525926,1409.488889,324.4444444,2361.733333,11250.57778,482.5851852,533.9555556,513.9777778,14164.13333,513.6814815,132.8740741,1376.148148,10963.28148,1533.177778,419.8592593,2815.688889,9521.681481,874.6666667,305.5037037,1612.955556,6607.777778,1313.585185,460.6666667,1364.837037,4651.007407,700.6074074,170.7259259,1878.392593,4297.940741,1435.451852,269.5185185,3298.688889,501.0518519,936.1851852,135,16.06558775,10.72905323,0.744315416,0.971223022,0.692307692,-0.609500913,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells +4435,27122.34375,989.79375,664.31875,1112.83125,23332.8875,781.7875,793.7,1692.54375,13689.94375,597.66875,1605.95625,1836.9,15773.375,1345.5125,3227.325,2919.7375,5720.08125,1353.59375,319.86875,2418.04375,12369.06875,475.075,117.1625,1410.69375,15073.41875,610.20625,527.21875,1136.9625,11640.3,1997.50625,415.88125,2833.4875,10133.725,759.4,295.39375,1183.3625,6688.675,1452.1125,441.075,1324.99375,4757.875,601.7875,168.28125,3287.9625,4207.20625,1338.46875,741.35,3345.4125,546.9125,934.69375,160,18.60961119,11.09771356,0.802729647,0.930232558,0.740740741,-1.461811503,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4436,28875.74708,1061.501946,530.4980545,1066.11284,25120.65759,760.2178988,815.4513619,1535.540856,14768.59533,612.3891051,1316.863813,1743.439689,17430.26848,1335.824903,1864.568093,3329.85214,6015.789883,1264.066148,285.2996109,2362.929961,13053.96109,389.4708171,111.3657588,913.8287938,16756.01946,1395.392996,117.2568093,1481.774319,12879.87938,1568.319066,462.6848249,2791.832685,11368.0,637.1089494,273.6809339,1208.918288,7681.805447,1292.027237,405.8793774,1314.385214,5480.058366,583.4319066,151.463035,1687.747082,5034.719844,1295.035019,811.9883268,3351.264591,592.7315175,940.9455253,257,23.75493504,14.4581887,0.793446984,0.924460432,0.594907407,-0.498997528,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells +4437,47539.19565,945.7173913,509.0,1104.108696,40860.43478,764.4130435,693.9782609,1693.978261,23252.13043,571.5869565,874.3043478,1703.782609,29332.43478,1349.630435,2987.195652,3176.043478,10505.1087,1354.369565,320.8913043,2372.521739,22501.06522,493.1956522,119.9782609,670.6304348,28908.5,553.7608696,148.5434783,3415.391304,22286.3913,1808.913043,518.1956522,2812.956522,19215.13043,712.0434783,310.3043478,1237.543478,12634.47826,1156.391304,452.0869565,1307.5,7699.0,625.5869565,169.7608696,1826.5,7523.217391,1409.130435,168.5217391,3269.108696,820.1521739,933.8043478,46,8.451682822,7.218573947,0.520110448,0.958333333,0.575,-0.047420203,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4438,24595.33491,819.4716981,643.8867925,1083.537736,21981.61792,661.004717,682.5801887,1687.764151,11038.7217,564.0,1578.273585,1767.882075,14664.04717,1195.042453,5880.273585,4239.716981,5436.334906,1226.481132,293.6698113,2492.792453,11233.06604,2240.504717,384.4009434,803.6698113,14410.00472,952.3820755,131.0471698,4436.632075,10754.43868,1708.608491,596.4669811,2801.773585,9139.509434,658.759434,263.8207547,1306.136792,5789.853774,1586.683962,392.1556604,1329.915094,3429.896226,662.9056604,156.8773585,6542.679245,3524.509434,1214.212264,713.1226415,3285.45283,879.8396226,937.3254717,212,19.58138915,14.94298979,0.646254392,0.876033058,0.623529412,0.042971579,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4439,21641.14815,736.1759259,573.4351852,1054.75,18588.69444,599.2222222,688.9351852,1507.351852,8911.305556,543.4722222,1969.935185,1775.740741,12176.17593,1081.953704,10979.61111,3295.425926,4539.111111,1146.638889,255.4444444,2440.0,9552.305556,341.0462963,865.0,1727.953704,12240.71296,709.1111111,112.7777778,970.8703704,9036.685185,2601.972222,640.8611111,2805.527778,7598.240741,573.287037,241.8148148,833.9259259,4720.888889,1232.722222,362.1944444,1336.861111,2738.222222,754.0277778,148.7592593,4122.027778,2810.861111,1093.564815,241.4907407,3142.925926,898.7685185,934.7685185,108,12.82927317,11.11183379,0.499816707,0.964285714,0.553846154,-1.40267304,0,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4440,34634.93304,1023.620536,719.2723214,1139.013393,26422.74554,638.9464286,770.4241071,1615.227679,11706.98661,514.09375,1038.888393,1736.732143,15656.72768,1156.34375,6971.754464,3054.933036,5973.361607,1190.674107,278.8526786,2391.553571,12617.74554,325.9285714,364.6160714,1019.830357,14996.29911,735.7857143,112.3526786,3826.205357,11211.38393,1584.991071,290.2544643,2803.705357,9660.790179,556.7946429,254.9375,984.1696429,4368.28125,1149.241071,382.25,1281.544643,3006.607143,642.3392857,151.3258929,2231.65625,2860.482143,1098.151786,198.0267857,3175.638393,277.8928571,938.5758929,224,22.01246531,13.11612308,0.803095894,0.953191489,0.65497076,-0.86466504,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4441,41732.23377,925.4935065,542.6623377,1119.61039,36716.7013,764.4675325,781.1818182,1698.636364,22017.24675,602.974026,1918.922078,1843.25974,25502.41558,1370.714286,2456.402597,3492.883117,9173.415584,1425.272727,357.1428571,2335.051948,20195.93506,449.5454545,116.5064935,1326.441558,24983.88312,592.2987013,157.012987,1802.961039,19461.02597,2009.792208,472.1948052,2803.974026,17142.50649,642.4935065,309.4025974,1285.194805,11454.66234,1480.649351,465.3376623,1332.493506,8170.350649,636.3116883,184.5064935,2099.844156,7303.207792,1448.649351,228.7922078,3316.337662,562.9090909,934.4415584,77,11.62633953,8.895777517,0.643863936,0.905882353,0.641666667,-1.293921406,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,1,1,0,0,0,Helper T Cell,T Cells +4442,34944.10448,953.8656716,526.5522388,1087.962687,29840.70896,731.0597015,955.7238806,1600.589552,17036.25373,587.619403,1824.835821,1986.141791,20775.96269,1260.649254,3125.149254,4048.246269,7485.671642,1258.410448,290.4328358,2303.940299,15234.08209,379.1044776,128.1641791,1475.686567,19943.17164,554.7910448,122.8283582,1514.708955,14871.37313,2198.171642,476.3507463,2798.30597,12833.26119,582.5671642,268.0447761,1194.925373,8738.835821,1557.067164,398.8507463,1304.276119,6155.447761,588.4253731,149.0447761,1584.074627,5649.104478,1287.283582,441.8358209,3293.828358,643.3059701,935.2910448,134,16.5599343,10.4434014,0.776073325,0.930555556,0.71657754,1.449557892,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells +4443,31661.9505,1025.425743,513.9009901,1056.782178,28137.87129,755.8019802,683.4653465,1602.257426,16307.78218,588.3168317,867.6039604,1713.742574,19546.9802,1318.118812,3134.188119,2856.891089,6861.267327,1265.0,291.8118812,2298.960396,14649.62376,387.5247525,136.3465347,673.4059406,18316.60396,456.4752475,161.2475248,2399.326733,14433.82178,1664.069307,498.950495,2819.306931,12592.34653,694.3762376,263.970297,1385.346535,8592.376238,1009.009901,398.7128713,1303.29703,6041.128713,598.1881188,148.0,2256.079208,5445.039604,1302.49505,1149.831683,3335.633663,687.2475248,935.7821782,101,15.40475539,8.810637959,0.820293549,0.90990991,0.612121212,1.159402096,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells +4444,30400.07368,949.0210526,482.4526316,1082.663158,27089.31579,812.2736842,633.9894737,1605.168421,14366.74737,593.9368421,1108.789474,1759.515789,17690.46316,1382.557895,1498.789474,3639.010526,6233.084211,1356.094737,321.8,2365.094737,13663.37895,423.4,710.0315789,1191.726316,17044.11579,862.7578947,349.6631579,1433.494737,13249.08421,1628.410526,607.2,2809.494737,11870.52632,649.9473684,301.2421053,1958.0,7617.168421,1293.947368,449.5578947,1328.715789,5216.326316,789.5263158,174.7263158,3510.873684,4721.484211,1434.694737,2379.863158,3203.284211,410.5157895,937.0315789,95,12.66811399,9.622560993,0.650403288,0.95,0.730769231,-0.157778447,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4445,28540.02162,921.6972973,740.0648649,1150.713514,25563.41081,746.3567568,828.0378378,1712.367568,14442.41081,586.6540541,587.1783784,1801.178378,17296.0,1365.091892,1190.702703,1635.778378,6377.92973,1411.989189,337.772973,2370.740541,13939.12432,464.6540541,291.6540541,517.2486486,17258.49189,541.4918919,131.0972973,1209.151351,13402.6,1518.691892,456.7513514,2807.891892,11947.97838,999.8486486,305.5783784,1480.097297,7853.897297,996.8162162,458.6108108,1343.859459,5534.378378,669.8918919,172.4810811,1451.210811,5170.416216,1436.854054,263.4432432,3275.881081,528.3891892,937.0378378,185,19.60892035,12.25607651,0.780604281,0.934343434,0.695488722,1.331720355,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,Unknown,Other Cells +4446,36943.97143,1094.6,645.2428571,1118.021429,33420.64286,705.5642857,507.3928571,1732.6,15556.32857,550.1,1244.307143,1737.914286,20225.41429,1269.828571,4568.65,3439.692857,7573.321429,1333.371429,312.6071429,2399.928571,15774.32143,381.45,695.2857143,641.7928571,19583.17143,586.2357143,128.8571429,3376.7,14944.6,2059.778571,376.9428571,2812.692857,13204.0,604.5428571,284.7857143,1103.414286,6807.057143,1080.692857,412.5714286,1304.521429,4543.771429,724.35,163.3357143,1866.035714,4232.614286,1279.121429,517.4428571,3291.864286,301.4428571,939.9857143,140,15.63494366,11.44209763,0.681488827,0.992907801,0.729166667,-0.435745835,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4447,28495.08523,958.4488636,500.0113636,1072.136364,25822.23295,747.4318182,492.8579545,1503.113636,13717.67045,589.0454545,431.2386364,1691.596591,16802.23295,1350.869318,1173.636364,2560.477273,6336.659091,1329.551136,319.7102273,2299.801136,14106.01136,411.5965909,397.8181818,455.0227273,17290.23864,470.2272727,127.1875,1528.420455,13284.10795,1499.255682,690.5681818,2814.471591,12508.73864,672.1306818,299.0227273,1801.039773,7869.227273,904.5056818,443.1818182,1331.073864,5307.005682,666.6079545,176.7329545,2812.931818,4959.880682,1531.977273,11649.22727,3205.897727,375.1818182,941.3068182,176,24.61470183,10.3962171,0.906429087,0.811059908,0.421052632,-0.886784109,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells +4448,23795.17808,998.1917808,600.1917808,1095.547945,23163.60274,787.1232877,601.4794521,1573.849315,11778.08219,604.0273973,608.1917808,1712.150685,14321.76712,1375.424658,955.1506849,1305.0,5530.849315,1470.90411,332.6849315,2342.821918,12126.0,473.0684932,143.3013699,701.3287671,15026.63014,509.3287671,206.3150685,1016.589041,11299.08219,1593.931507,413.4109589,2825.479452,10300.24658,691.4520548,301.9041096,1476.027397,6911.438356,974.1780822,474.3972603,1321.931507,4834.383562,616.4931507,177.1232877,2832.986301,4400.452055,1495.287671,1343.808219,3273.013699,401.6438356,937.1917808,73,11.43480745,9.263106043,0.586319697,0.811111111,0.663636364,0.078269686,1,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,1,1,0,Macrophage,Other Cells +4449,28641.47321,928.4732143,541.9821429,1066.821429,26129.88393,701.1785714,775.7678571,1558.294643,14337.73214,545.125,1111.455357,1778.928571,17863.90179,1534.553571,3910.741071,4093.348214,6465.928571,1424.330357,291.7767857,2328.276786,13116.83036,689.7053571,596.375,1092.508929,16533.59821,851.0357143,119.6785714,1892.303571,12976.15179,1679.25,527.8482143,2800.633929,11241.625,931.1339286,265.6964286,1281.839286,7490.669643,1923.080357,400.5803571,1305.491071,5187.0,732.8839286,161.6160714,3146.267857,4799.473214,1293.401786,211.2410714,3286.5625,744.5178571,938.9375,112,13.77107598,10.64377114,0.634518426,0.888888889,0.662721893,0.394453253,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4450,31743.38462,819.1384615,491.8923077,1091.353846,27866.09231,693.4153846,651.5846154,1605.615385,16375.04615,530.4615385,601.0769231,1750.753846,20211.66154,1475.646154,3812.2,3782.323077,7187.984615,1450.892308,302.8923077,2504.507692,15074.06154,384.0923077,737.2461538,804.2923077,18969.46154,520.7538462,118.9692308,2868.046154,15019.26154,1656.846154,553.8,2793.492308,13016.84615,602.2153846,273.4615385,1430.184615,8603.923077,983.2307692,398.4615385,1297.246154,5809.692308,810.9692308,159.9692308,3794.123077,5664.446154,1314.476923,227.8923077,3207.461538,754.3692308,937.6615385,65,10.99833896,7.722546446,0.712023431,0.970149254,0.656565657,1.019845528,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Dendritic Cell,Other Cells +4451,28063.80952,1136.626984,635.1031746,1075.690476,24992.09524,753.8730159,495.0,1559.595238,12591.24603,616.3730159,766.0079365,1725.142857,16431.1746,1317.126984,3478.246032,2698.619048,5966.515873,1295.626984,298.5555556,2395.142857,13130.5,375.2539683,688.4126984,686.7460317,16085.80159,520.3333333,120.0714286,2812.595238,12533.98413,1678.079365,418.7301587,2811.444444,11404.5873,578.3650794,282.3730159,1271.809524,6239.904762,933.2301587,417.5555556,1319.103175,4220.039683,744.3174603,162.9761905,3042.992063,3974.730159,1266.412698,1903.936508,3299.269841,313.5634921,940.7936508,126,14.80254259,11.15600346,0.657270744,0.954545455,0.605769231,-0.247951007,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +4452,26602.32353,916.7941176,497.8014706,1085.375,23594.13971,718.8970588,658.6102941,1578.573529,12469.73529,572.9632353,1786.242647,1747.786765,15582.88235,1350.580882,1726.0,1916.213235,5926.602941,1326.617647,319.8970588,2348.080882,13448.08088,416.0588235,223.1176471,1000.419118,16204.06618,506.4558824,127.7205882,937.3235294,12731.15441,1546.242647,439.2573529,2834.169118,11826.04412,665.6323529,296.0073529,1450.933824,6953.683824,1418.875,447.125,1325.985294,4806.948529,656.2867647,179.6029412,2764.477941,4392.514706,1597.610294,18309.16176,3235.764706,343.9117647,941.5147059,136,18.6376807,9.751772443,0.852192208,0.877419355,0.566666667,0.587418069,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,0,T Cell,T Cells +4453,34533.5,953.2826087,499.6521739,1104.195652,30201.69565,767.4130435,580.9347826,1638.347826,16619.36957,588.7391304,464.2391304,1682.043478,20395.41304,1383.282609,677.326087,1296.717391,7545.652174,1429.23913,343.7173913,2297.76087,16061.58696,446.7608696,136.6086957,478.5869565,19663.73913,503.826087,134.9347826,1069.217391,15703.86957,1514.5,462.826087,2840.5,14262.73913,713.1304348,328.6521739,1636.76087,9083.73913,885.1521739,475.1956522,1327.065217,6129.347826,625.0,174.8695652,1670.673913,5557.804348,1482.913043,2191.065217,3188.978261,392.8478261,937.2826087,46,9.485779162,6.475864257,0.730706384,0.93877551,0.575,1.133633817,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,0,Granulocyte,Other Cells +4454,35836.42437,976.4789916,543.5378151,1102.836134,31913.63866,788.6806723,898.2394958,1638.571429,17384.20588,624.3613445,1520.189076,1766.235294,20523.9916,1388.928571,1853.827731,3313.848739,7650.306723,1415.252101,337.8445378,2500.315126,16425.76471,613.9957983,395.7857143,2317.172269,20646.86975,725.512605,138.6470588,1136.079832,15921.13445,1830.57563,507.3109244,2817.642857,14230.23529,747.8403361,308.5168067,1610.197479,9182.428571,2173.663866,457.6596639,1332.088235,6208.978992,764.907563,175.2394958,2802.844538,5751.554622,1464.617647,2581.340336,3288.647059,429.987395,941.0546218,238,18.86058538,17.00596454,0.43243138,0.878228782,0.62962963,-1.550743678,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,1,1,0,Helper T Cell,T Cells +4455,28009.424,812.456,610.352,1071.768,18537.064,570.576,831.512,1474.208,9261.608,595.824,1668.872,1724.088,12603.488,1086.608,7851.344,4047.968,4813.632,1171.52,264.504,2793.096,9866.84,379.928,611.224,1958.656,12506.64,1873.912,112.72,2507.272,9609.064,2186.56,506.712,2774.064,8173.248,566.872,232.76,999.096,5020.512,1840.224,365.128,1314.208,2883.424,698.576,144.432,4781.032,3067.976,1096.976,363.864,3190.384,891.096,942.136,125,14.7847026,11.48116618,0.630046846,0.939849624,0.641025641,0.582306094,0,0,1,1,0,0,1,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells 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+4458,35280.15966,840.8571429,531.4285714,1093.613445,12011.51261,451.1428571,398.2184874,1210.310924,5677.806723,354.3697479,895.1092437,1623.798319,7993.142857,870.1344538,3262.436975,1430.563025,3128.462185,949.697479,197.4369748,2235.201681,6164.428571,249.6134454,95.80672269,900.6722689,7593.823529,613.8151261,342.9663866,954.4285714,5779.512605,1392.310924,363.2941176,2786.890756,4936.394958,453.2773109,194.0336134,697.3865546,2895.268908,757.7226891,314.6638655,1245.705882,1664.327731,484.9327731,130.0336134,1402.294118,1703.983193,875.302521,165.3193277,2986.647059,905.9159664,942.1344538,119,14.28299496,10.97424985,0.640037412,0.983471074,0.653846154,-0.567222618,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Cytotoxic T Cell,T Cells +4459,34248.42593,885.1111111,695.7592593,1121.314815,12759.36111,550.1574074,550.2962963,1492.555556,5473.935185,437.6759259,904.9259259,1707.694444,8426.361111,1102.157407,3616.972222,2448.703704,3242.740741,1070.916667,244.25,2408.601852,6470.175926,347.4259259,101.4074074,917.5,8089.601852,924.287037,106.4259259,3168.861111,5838.12963,1400.287037,358.3425926,2775.574074,4881.037037,750.6111111,232.5740741,1024.361111,2595.435185,1175.083333,342.9351852,1285.37963,1482.694444,531.2962963,139.8981481,2668.203704,1592.37037,1018.935185,916.2685185,3086.175926,959.9444444,939.1111111,108,14.01969414,10.22421615,0.684220424,0.981818182,0.701298701,1.130018755,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4460,34342.1875,1059.8125,500.65625,1094.645833,30615.52083,803.34375,742.3020833,1593.510417,16181.08333,624.15625,922.0208333,1761.270833,20183.28125,1415.677083,1470.135417,1291.6875,7114.09375,1360.802083,328.3229167,2352.28125,16113.76042,421.9895833,185.1770833,761.875,19870.14583,472.09375,131.4895833,923.0729167,15465.0,1715.6875,420.7708333,2815.354167,14218.39583,897.2395833,310.78125,1399.072917,8484.572917,1210.291667,449.3541667,1314.822917,5689.09375,632.2395833,173.7604167,2540.510417,5160.260417,1661.03125,26175.34375,3245.166667,353.9583333,940.9375,96,13.10555539,9.582317397,0.682201153,0.932038835,0.615384615,0.796041324,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,1,1,0,T Cell,T Cells +4461,34649.29054,974.5,499.7297297,1077.459459,32978.13514,772.1824324,584.0,1521.804054,17670.37838,613.1959459,685.7702703,1696.871622,21508.76351,1410.689189,1283.594595,2884.418919,7978.675676,1403.47973,342.9527027,2341.297297,17927.2027,426.5337838,416.5405405,505.4594595,21652.76351,662.5202703,138.3986486,1447.709459,17050.34459,1577.108108,576.3513514,2814.547297,15961.57432,629.5,313.9932432,1598.0,10072.69595,1133.047297,463.777027,1333.331081,6747.898649,700.027027,173.1351351,2551.75,6066.993243,1474.506757,1486.324324,3224.209459,385.7027027,944.7635135,148,14.79798843,13.18505551,0.453996963,0.948717949,0.660714286,-0.449565686,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Dendritic Cell,Other Cells +4462,34638.40741,998.5407407,582.0444444,1098.288889,30342.63704,773.6888889,822.6148148,1595.192593,18335.45185,616.2666667,1233.807407,1816.740741,20975.11852,1385.407407,2138.585185,3651.355556,7454.059259,1360.881481,334.5925926,2433.851852,16257.62963,444.8888889,132.7333333,950.7703704,20724.42222,631.637037,256.437037,2290.022222,15990.7037,1987.511111,560.7111111,2812.6,14076.88889,657.4444444,306.1111111,1534.711111,9351.118519,1362.8,443.6222222,1324.022222,6587.42963,626.0222222,175.1851852,2547.37037,5806.674074,1400.644444,815.1185185,3349.118519,571.6296296,944.637037,135,16.5268797,11.26171624,0.731894301,0.84375,0.567226891,0.381806791,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4463,23275.93043,786.7826087,496.7913043,1039.373913,20998.4,632.2173913,538.2,1509.043478,11589.38261,611.7043478,574.9304348,1726.113043,15021.46957,1188.695652,2777.704348,3657.443478,5649.721739,1321.156522,305.8086957,2285.704348,11077.55652,354.6608696,447.2956522,644.1391304,14430.30435,583.6608696,115.1913043,1859.678261,10981.69565,1464.156522,614.8434783,2788.06087,9703.843478,642.9304348,257.2782609,1584.617391,6746.678261,938.1304348,383.9565217,1308.756522,4734.921739,720.9391304,149.0956522,2910.095652,4351.73913,1265.93913,528.3652174,3159.634783,698.3217391,942.2173913,115,13.80141365,10.67849801,0.633521673,0.950413223,0.68452381,-0.374432555,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +4464,30514.94203,918.5724638,557.4855072,1079.26087,26708.55072,716.1956522,686.0507246,1617.188406,15018.36232,746.0942029,1575.210145,1787.847826,18616.34783,1285.34058,2393.978261,2745.268116,6799.427536,1299.34058,348.9782609,2344.811594,13892.46377,382.1086957,349.3043478,1442.181159,17761.55797,1079.057971,365.3043478,1321.0,13782.37681,1881.536232,453.7753623,2791.884058,12124.77536,752.9057971,276.442029,1289.637681,8265.130435,1641.543478,407.826087,1325.92029,5606.181159,680.2173913,157.3333333,2319.202899,5142.731884,1357.137681,525.0144928,3238.746377,711.1304348,943.5434783,138,17.08577096,11.52716021,0.738124679,0.867924528,0.613333333,0.685377968,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4465,30099.23158,881.4842105,518.5052632,1067.515789,26462.0,695.9368421,896.5473684,1542.210526,15324.87368,551.9368421,1031.926316,1817.715789,18368.22105,1275.621053,3855.926316,3557.052632,6664.947368,1353.042105,282.8526316,3412.947368,13821.90526,366.0421053,409.9263158,1481.494737,17157.84211,544.7578947,159.6210526,2213.094737,13841.91579,1899.747368,481.3368421,2782.631579,11827.23158,561.7789474,256.6105263,1155.536842,7854.8,1116.273684,394.1263158,1295.894737,5149.126316,700.0736842,153.6947368,3961.852632,4999.094737,1235.336842,286.4,3308.463158,767.1052632,940.9052632,95,11.68309449,10.48433397,0.441230966,0.979381443,0.664335664,1.252101349,1,0,1,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4466,33629.2963,902.3518519,562.1111111,1117.851852,27268.33333,675.2962963,497.1851852,1687.388889,14123.92593,522.3703704,698.9814815,1760.203704,18194.72222,1201.074074,5226.925926,3302.092593,7103.388889,1287.037037,303.2777778,2320.222222,14474.09259,403.8703704,133.8888889,669.2962963,18032.16667,459.7592593,127.2037037,4295.962963,13936.92593,1815.5,481.4814815,2776.537037,12036.72222,587.5185185,270.1296296,1287.092593,7546.425926,1086.203704,391.6481481,1299.722222,4589.407407,598.962963,149.7962963,2293.62963,4562.185185,1269.240741,1575.148148,3285.907407,859.2037037,940.1111111,54,10.76259293,6.647858925,0.78642804,0.915254237,0.675,-0.200650722,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4467,21625.78378,962.8716216,676.4391892,1100.074324,19408.88514,733.0405405,716.3513514,1585.486486,10989.76351,584.3513514,827.0337838,1767.351351,13077.81081,1328.22973,1911.155405,1917.013514,4784.540541,1353.256757,306.6418919,2327.128378,10511.92568,1019.222973,169.9932432,639.0810811,13157.41216,679.5878378,176.4121622,1102.263514,10256.59459,1632.331081,418.7837838,2814.108108,9259.702703,815.7972973,286.9324324,1394.006757,5974.513514,1129.682432,426.9662162,1323.567568,4075.540541,609.1891892,167.5675676,2425.141892,3854.837838,1368.195946,1808.601351,3245.695946,452.1756757,943.7567568,148,15.54013366,12.53250886,0.591287539,0.967320261,0.660714286,0.396699975,1,0,1,0,0,0,0,1,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4468,25231.98246,964.6929825,1035.885965,1191.403509,22812.02632,755.6491228,926.4736842,1789.482456,12965.0614,665.3596491,667.4122807,1844.403509,15869.99123,1392.710526,1732.45614,1765.412281,5660.859649,1437.815789,335.6929825,2526.903509,12910.68421,511.5877193,699.9210526,656.5350877,15901.39474,518.8684211,130.745614,1526.850877,12373.85088,1669.324561,429.5964912,2831.859649,10826.96491,823.1315789,306.9824561,1559.789474,7299.798246,1020.114035,468.3859649,1414.27193,5096.649123,756.5614035,175.1842105,2473.157895,4780.675439,1449.72807,368.7894737,3376.245614,509.8859649,942.9122807,114,12.45427657,11.95012261,0.281641822,0.926829268,0.626373626,-0.411560059,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,NK Cell,Other Cells +4469,37408.10526,1000.565789,519.3421053,1101.184211,30628.57895,727.3157895,687.3552632,1611.039474,17446.01316,584.5394737,634.6578947,1735.842105,21705.71053,1541.078947,3421.447368,2921.184211,7540.355263,1296.552632,294.2105263,2398.828947,15630.36842,377.7105263,133.4736842,839.8947368,20339.39474,485.2894737,121.6973684,2586.355263,15907.0,1433.171053,461.9605263,2767.697368,13561.13158,589.0394737,275.7631579,1351.065789,9126.605263,981.7894737,394.4342105,1310.618421,6366.131579,599.8552632,159.3157895,1583.881579,5947.763158,1277.355263,176.1578947,3349.736842,734.2105263,941.7894737,76,12.64255833,8.510678406,0.739481468,0.853932584,0.584615385,-1.314981415,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells +4470,25888.55932,838.0677966,524.3276836,1073.067797,23240.68927,711.3615819,673.5536723,1598.248588,12497.09605,531.1242938,1278.20339,1786.576271,15896.58192,1267.485876,3615.853107,3738.757062,5938.310734,1259.214689,308.8305085,2352.129944,12195.73446,395.3107345,322.4519774,891.1073446,15866.72881,535.9265537,246.5367232,2741.971751,12041.33898,1861.858757,567.5988701,2787.412429,10447.27119,628.7514124,279.3050847,1553.79661,6785.644068,1262.813559,402.6892655,1307.723164,4432.20339,682.7175141,164.8587571,4560.836158,4207.141243,1337.107345,2301.80226,3193.045198,803.5819209,943.5988701,177,21.27417846,11.39649127,0.844410947,0.880597015,0.618881119,-1.406308775,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4471,28160.42857,829.8195489,618.112782,1107.864662,15615.64662,494.8947368,301.4210526,1356.804511,6804.56391,414.4285714,369.1203008,1634.518797,9833.556391,953.8195489,3410.932331,1684.240602,3804.300752,979.1428571,221.7293233,2208.511278,7657.834586,283.443609,276.1428571,533.1879699,9133.601504,351.8796992,98.94736842,2138.586466,6765.503759,1417.669173,372.0300752,2768.43609,5690.12782,490.4210526,215.7218045,809.8421053,3004.43609,751.0526316,322.8947368,1256.030075,1655.902256,570.9699248,130.9849624,1403.037594,1722.496241,927.7819549,210.2406015,2998.669173,951.1278195,944.7894737,133,14.78885373,12.07945544,0.576928616,0.97080292,0.59375,1.225824661,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells +4472,37683.88235,953.4117647,546.9705882,1071.970588,32432.89706,723.0588235,936.6176471,1629.235294,18684.97059,877.1029412,1743.764706,1778.955882,22942.47059,1447.205882,3248.102941,3976.117647,8367.441176,1383.588235,318.6176471,2565.102941,16838.01471,394.5882353,396.0294118,1548.25,22038.73529,2355.75,126.9852941,1452.897059,17092.05882,2033.441176,436.8382353,2795.867647,15141.82353,768.3235294,288.5,1195.161765,10144.07353,2342.132353,416.8823529,1365.794118,6886.411765,713.8676471,154.2941176,3277.588235,6471.073529,1374.117647,263.6029412,3280.441176,720.2352941,941.3823529,68,11.11565788,8.390095766,0.655955289,0.957746479,0.686868687,-1.508150604,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,0,0,Helper T Cell,T Cells +4473,22366.65,1118.25,568.725,1057.425,21233.85,751.475,654.65,1496.65,10152.7,588.275,1366.1,1783.225,13490.075,1233.125,3130.75,3674.225,4807.95,1187.025,265.475,2331.425,9228.625,407.575,116.775,1402.225,11749.825,436.1,130.625,1898.1,8539.125,1950.2,466.0,2786.475,7356.975,566.5,241.475,1078.425,4824.175,1278.1,373.8,1305.45,3263.15,541.45,148.325,1668.275,3030.15,1111.75,203.175,3395.075,822.125,941.525,40,8.551409268,6.181698758,0.690966738,0.930232558,0.625,-0.799148278,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,Helper T Cell,T Cells +4474,37862.37209,883.8139535,665.5930233,1119.244186,24651.88372,621.1511628,445.0697674,1495.767442,13081.5,553.9418605,416.3023256,1700.523256,16972.97674,1142.77907,3170.697674,1992.906977,6435.488372,1245.523256,289.0,2282.116279,13570.12791,388.3023256,205.4883721,469.9418605,17095.36047,413.3023256,113.2906977,2626.651163,13231.37209,1445.77907,444.4069767,2800.383721,11330.75581,569.9186047,254.5116279,1087.104651,7219.94186,875.4302326,383.3488372,1290.05814,4346.883721,601.9069767,154.1162791,1359.093023,4433.290698,1215.139535,997.627907,3136.313953,866.4186047,943.1744186,86,12.6825897,9.298717241,0.680026451,0.87755102,0.511904762,-0.866475923,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4475,42364.0122,889.9878049,512.597561,1097.743902,39100.92683,757.0121951,886.5853659,1644.073171,21333.06098,593.0243902,2256.036585,1825.207317,25884.92683,1337.792683,2592.463415,3541.414634,9697.426829,1413.939024,343.3292683,2373.695122,21529.19512,430.1829268,333.2073171,1706.304878,27120.10976,1063.987805,159.1097561,1380.731707,21066.85366,2071.02439,546.2926829,2811.158537,19073.73171,645.5121951,326.3658537,1797.731707,12411.7561,2091.902439,468.4756098,1320.902439,8301.207317,742.2682927,174.8292683,2886.743902,7776.439024,1480.573171,524.902439,3238.878049,417.7195122,944.5365854,82,10.72602189,9.850792749,0.395650098,0.987951807,0.67768595,0.38826119,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,1,0,0,Regulatory T Cell,T Cells +4476,23685.94017,1045.666667,752.0,1155.880342,21325.52991,823.8376068,631.3333333,1728.25641,12068.75214,780.5042735,551.5042735,1775.145299,14518.39316,1473.982906,1125.717949,1593.247863,5200.376068,1444.692308,362.0854701,2337.290598,11525.74359,1224.65812,1173.820513,516.9059829,13982.35043,508.4957265,137.6495726,1198.957265,11022.82051,1704.521368,429.4273504,2842.786325,9980.871795,2465.897436,326.4444444,1599.871795,6553.333333,948.1111111,476.2649573,1426.034188,4517.324786,926.1282051,188.7264957,4245.692308,4197.854701,1493.735043,348.8632479,3290.615385,477.4871795,943.9145299,117,13.61421796,11.25934605,0.562160017,0.921259843,0.75974026,-1.554151119,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,1,1,1,1,1,0,0,Macrophage,Other Cells +4477,26646.44762,881.5904762,575.4571429,1092.790476,24018.20952,726.1714286,735.5047619,1602.647619,14182.71429,571.6857143,1617.92381,1800.819048,16233.21905,1302.866667,3566.647619,4473.52381,6117.247619,1356.371429,317.352381,2381.161905,13023.89524,454.9142857,203.7142857,1272.485714,16188.52381,1173.0,125.6952381,2519.714286,12336.01905,1512.828571,484.8,2807.009524,10886.61905,637.0857143,290.1904762,1613.771429,7347.742857,1909.790476,432.3809524,1344.514286,5233.92381,632.2666667,170.5619048,4291.171429,4573.228571,1366.533333,780.1714286,3287.009524,560.5428571,944.3904762,105,12.03532858,11.2629197,0.352474182,0.945945946,0.729166667,1.140883405,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4478,24983.67593,877.1296296,816.5,1148.638889,22180.38889,713.3611111,844.7592593,1669.194444,12872.84259,554.8703704,1019.62963,1788.240741,15278.5463,1281.444444,1233.62037,2900.231481,5512.055556,1413.074074,318.5925926,2456.351852,12585.81481,449.5740741,164.3796296,968.5648148,15322.68519,931.712963,136.1481481,1255.333333,12055.62963,1462.87963,430.8333333,2802.472222,10840.62963,755.6296296,297.0092593,1532.101852,7108.046296,1133.564815,444.3518519,1335.037037,4914.981481,622.9259259,164.7222222,2123.981481,4554.731481,1370.768519,254.0740741,3229.916667,521.3981481,946.4722222,108,12.74426464,10.98474631,0.507016316,0.931034483,0.642857143,0.304873116,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4479,22034.58156,811.8085106,593.177305,1106.163121,19598.24113,665.4113475,717.5602837,1598.06383,11420.73759,535.7021277,2186.12766,1803.64539,13346.56028,1208.212766,3355.219858,3328.070922,5055.425532,1290.234043,300.6808511,2402.085106,10720.09929,1773.780142,136.5106383,834.7304965,13225.24823,513.9503546,124.751773,2021.659574,10232.86525,1642.453901,481.6737589,2826.049645,8951.617021,651.4397163,265.5460993,1424.184397,6000.014184,2155.22695,413.8014184,1322.680851,4229.758865,612.9716312,157.9078014,4591.276596,3814.014184,1285.148936,364.5177305,3287.099291,548.4184397,947.1631206,141,14.46896587,12.69681294,0.47953928,0.94,0.671428571,0.227906303,1,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells +4480,30244.75936,880.7112299,529.315508,1069.823529,26809.06952,693.4331551,839.5454545,1599.540107,15287.63102,621.7647059,1481.315508,1774.010695,18452.1123,1264.358289,3451.262032,3875.224599,7006.294118,1265.326203,290.4973262,2449.347594,14007.59893,514.9037433,244.6470588,1348.625668,17825.24599,1037.572193,116.828877,2169.074866,13541.8877,1849.871658,474.8235294,2786.71123,11828.68449,625.1283422,266.2459893,1265.010695,8041.363636,1633.117647,394.8823529,1302.57754,5672.331551,653.0106952,153.6898396,2458.508021,5102.315508,1330.368984,845.8342246,3245.721925,645.5294118,946.7165775,187,21.27191362,11.37419769,0.84503882,0.954081633,0.703007519,1.158665529,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4481,27157.91176,974.7058824,555.3235294,1059.990196,24061.78431,649.3431373,462.8137255,1483.921569,13740.97059,548.4607843,435.6862745,1718.0,17195.02941,1225.480392,2206.303922,1936.970588,6363.068627,1289.901961,289.2745098,2323.147059,13144.71569,360.8431373,297.3333333,487.7058824,16430.2451,407.7058824,115.1862745,1751.647059,12906.18627,1513.54902,590.4607843,2803.401961,11308.48039,597.0392157,268.8529412,1187.009804,7842.254902,848.5098039,396.745098,1334.882353,5437.627451,634.4901961,151.1862745,3402.215686,4910.578431,1290.22549,969.245098,3184.813725,685.8921569,945.6078431,102,13.1271902,10.38526516,0.61165285,0.879310345,0.662337662,-1.424395049,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4482,16674.49038,896.8942308,538.7980769,1063.413462,15221.29808,690.2884615,459.1538462,1498.846154,7480.721154,576.1153846,544.1826923,1710.009615,9571.413462,1287.548077,2806.913462,1942.759615,3576.788462,1268.355769,310.2788462,2268.913462,7794.153846,1226.692308,1228.298077,476.0384615,9237.057692,429.5769231,122.9038462,1176.701923,7218.048077,1832.019231,662.3365385,2809.942308,6631.5,690.1057692,271.1730769,1064.576923,3675.442308,998.4326923,411.9903846,1321.086538,2519.057692,883.4903846,174.0288462,3428.528846,2346.653846,1402.067308,10434.18269,3121.884615,321.5384615,946.4423077,104,15.04570594,9.081458398,0.797293827,0.936936937,0.619047619,-0.864950737,1,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,1,0,1,0,Dendritic Cell,Other Cells +4483,38553.93233,1051.654135,540.7669173,1114.338346,35260.38346,845.8345865,699.3684211,1651.676692,19130.33835,638.7067669,763.4586466,1784.699248,23136.1203,1412.804511,2685.37594,2987.676692,8349.43609,1427.879699,345.1278195,2330.112782,18789.06767,435.6165414,304.7443609,858.7443609,22857.15789,567.5037594,276.5789474,2387.887218,18145.30827,1667.503759,461.6616541,2828.045113,16388.01504,642.5714286,317.1578947,1670.639098,10608.86466,1066.12782,461.1278195,1312.428571,7070.81203,686.887218,172.5112782,4492.007519,6255.729323,1461.729323,843.2030075,3331.278195,401.6090226,946.3909774,133,22.93708132,8.67839055,0.925660017,0.773255814,0.604545455,1.455470666,1,1,0,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,1,1,0,Macrophage,Other Cells +4484,35351.17995,894.059126,540.8046272,1085.758355,31358.08997,711.81491,968.4061697,1615.452442,18467.17224,553.8046272,1633.061697,1797.269923,21393.88946,1282.730077,3598.377892,3914.167095,7995.673522,1311.141388,295.3316195,2366.856041,16251.53985,430.8843188,130.1362468,1542.290488,20676.39589,1055.043702,117.6478149,1961.115681,15817.05398,1845.899743,457.059126,2793.087404,13905.12082,839.933162,269.840617,1302.195373,9259.467866,2553.508997,399.3419023,1304.069409,6668.005141,624.840617,154.6940874,3120.118252,5913.14653,1319.437018,193.1336761,3294.267352,616.2210797,951.966581,389,28.2517293,18.76635685,0.747505912,0.894252874,0.623397436,-0.535651747,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4485,15402.37908,807.1503268,445.869281,1061.69281,14383.81699,624.7189542,573.8496732,1498.339869,7137.052288,511.4248366,479.1372549,1733.921569,9004.496732,1191.039216,1356.875817,941.5882353,3503.457516,1196.562092,278.1176471,2265.359477,7834.261438,354.6928105,249.7647059,491.4901961,9326.477124,426.0326797,117.8104575,1033.575163,7414.960784,1379.490196,348.9738562,2832.431373,6813.666667,639.5228758,261.1111111,1323.339869,3961.424837,780.6601307,399.2091503,1327.104575,2734.751634,705.7843137,161.869281,3302.111111,2574.150327,1430.882353,8914.464052,3111.235294,335.2156863,949.0196078,153,14.14901961,13.87323063,0.196477855,0.95625,0.68,-0.365105933,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4486,21668.32889,874.9288889,677.72,1099.466667,19923.49333,699.6133333,638.8533333,1559.097778,11142.46222,587.4888889,800.64,1722.155556,13256.97778,1282.884444,1024.542222,1771.564444,4938.497778,1332.555556,313.1244444,2383.951111,10730.54667,433.8088889,542.1688889,682.5866667,13373.28889,478.2977778,148.8755556,1103.6,10312.74222,1571.6,436.2488889,2808.168889,9372.106667,714.7333333,281.0933333,1547.4,6068.244444,1176.244444,435.1911111,1350.995556,4097.551111,700.8977778,168.1022222,2806.426667,3902.2,1390.977778,700.4355556,3238.377778,462.2844444,951.04,225,23.59083371,12.8672359,0.838153966,0.903614458,0.5625,-0.748729081,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1,0,1,0,T Cell,T Cells +4487,39311.69124,887.9953917,497.797235,1092.041475,35120.14747,733.0,918.9585253,1662.354839,20514.97235,564.2903226,1741.926267,1846.875576,24201.57604,1281.723502,3143.35023,3959.797235,8967.552995,1299.414747,305.0184332,2755.875576,18706.92627,411.0092166,197.1797235,1441.087558,23446.1106,547.6175115,375.7557604,1472.294931,18041.0,2202.861751,524.359447,2809.792627,15687.4977,599.6129032,277.2626728,1166.626728,10689.57143,1388.506912,408.5115207,1303.557604,7378.829493,651.2580645,159.7419355,2528.990783,6741.460829,1369.741935,1134.686636,3248.442396,662.5990783,950.6036866,217,20.38094327,15.17797819,0.6673835,0.818867925,0.601108033,-0.621092857,1,0,1,1,0,0,1,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4488,28419.31507,989.8219178,548.0273973,1046.178082,24246.20548,711.5479452,629.1780822,1487.219178,14283.86301,854.109589,1405.90411,1783.69863,17846.65753,1492.356164,2708.917808,2816.191781,6420.547945,1290.205479,305.5890411,2315.69863,13418.54795,370.7945205,325.2328767,1383.39726,16978.45205,782.4657534,118.3835616,1468.09589,13574.23288,2108.767123,422.4246575,2814.712329,11755.0,607.6986301,271.2876712,1168.986301,7980.424658,1491.958904,403.7534247,1340.328767,5500.767123,661.5342466,160.3013699,1938.328767,5182.657534,1273.479452,202.8630137,3420.383562,725.3561644,948.2328767,73,10.45692789,9.373627585,0.443238788,0.9125,0.675925926,-0.199674771,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells +4489,29737.275,1031.6125,762.4875,1093.9625,26963.925,762.2625,861.1,1615.875,15280.7375,597.95,1703.3,1776.0625,18189.3125,1373.5,3486.575,2988.2375,6468.675,1311.45,313.55,2379.5125,13398.1375,422.2375,105.625,1713.0125,16948.8625,858.0625,124.6875,1152.95,13056.0375,2146.225,439.6625,2793.0,11599.7875,614.3625,280.8125,1072.2875,7808.2125,1686.2,418.45,1319.9625,5421.4375,596.525,162.6625,1293.45,5065.8375,1408.225,546.9,3290.325,602.3,948.6875,80,11.76994007,8.959130017,0.648531997,0.963855422,0.606060606,-0.680999256,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells +4490,34212.97222,821.2777778,506.8194444,1077.666667,31021.15278,694.6527778,732.9444444,1603.138889,17636.52778,521.1111111,945.6527778,1786.861111,21477.79167,1568.930556,2728.819444,3946.027778,7709.902778,1319.055556,296.8611111,2403.138889,16240.81944,647.625,145.2083333,1236.125,20656.91667,620.8888889,130.4444444,2228.847222,16217.31944,1818.277778,571.75,2792.458333,14034.76389,790.9305556,262.4027778,1319.777778,9242.041667,1149.111111,409.4861111,1293.041667,6155.416667,622.6666667,157.7083333,3833.333333,5841.041667,1307.986111,270.7222222,3285.736111,752.0,946.625,72,12.60795122,7.796766387,0.785862916,0.935064935,0.553846154,-1.066017514,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4491,34644.5,863.2777778,481.4722222,1098.125,30774.97222,710.7638889,884.7361111,1614.361111,17852.375,543.8055556,1314.902778,1918.527778,21273.84722,1425.472222,3719.541667,3243.805556,7794.416667,1283.597222,300.5416667,2510.194444,16216.80556,392.4166667,125.4444444,1807.041667,20231.375,589.2222222,331.6666667,1777.694444,16240.48611,1808.305556,457.375,2787.152778,14153.05556,575.4305556,270.2222222,1151.569444,9292.694444,959.3611111,410.5416667,1303.694444,5996.375,607.0972222,155.0416667,2452.402778,5795.013889,1287.847222,528.25,3341.875,762.0416667,948.5555556,72,11.89872866,8.021414825,0.738603137,0.923076923,0.595041322,0.68561497,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4492,24751.60909,888.3636364,515.1454545,1080.181818,21544.53636,705.7181818,949.2181818,1651.790909,12349.30909,547.4454545,1287.027273,1802.181818,15091.8,1281.036364,4866.654545,3387.745455,5707.018182,1258.436364,299.6454545,2520.736364,11446.1,377.7818182,595.6090909,1785.845455,14597.71818,506.7818182,540.4636364,2366.654545,11662.57273,2342.909091,520.2636364,2788.490909,10119.75455,590.9090909,274.1363636,1148.2,6713.027273,1234.645455,399.8363636,1335.509091,4415.836364,858.7727273,162.2363636,2947.254545,4271.563636,1299.254545,604.3363636,3252.063636,773.6363636,949.5909091,110,13.15748167,10.89353505,0.560824578,0.894308943,0.650887574,-0.684354772,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells +4493,23255.32911,871.2151899,645.2405063,1095.037975,21290.83544,695.1265823,669.9240506,1529.43038,11311.83544,542.9493671,830.4050633,1751.139241,13689.21519,1284.64557,1401.56962,3391.936709,5293.746835,1297.088608,308.0126582,2357.316456,11289.8481,3981.417722,331.8481013,1476.898734,14287.50633,572.7468354,125.1392405,1487.316456,11010.13924,1680.746835,669.7088608,2814.56962,9955.670886,698.0632911,281.443038,1814.164557,6484.303797,1986.379747,428.3417722,1324.582278,4282.075949,698.9240506,170.7594937,3657.291139,4077.481013,1393.21519,1748.481013,3226.405063,436.8227848,950.5443038,79,14.86465924,7.258459346,0.872674093,0.918604651,0.467455621,-0.778130658,1,0,1,1,0,0,0,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4494,28980.17323,890.5275591,574.2362205,1107.448819,25233.80315,715.9606299,728.5748031,1635.165354,14434.27559,573.496063,998.2362205,1783.614173,17121.6378,1291.086614,2804.07874,3066.275591,6183.488189,1329.771654,322.2677165,2388.188976,13600.27559,429.7795276,391.8740157,647.0629921,17084.05512,569.9527559,138.6062992,3043.165354,12986.65354,1604.015748,455.1102362,2810.629921,11517.92913,708.1023622,345.8110236,1592.92126,7539.456693,992.1889764,441.9212598,1337.0,5255.992126,687.1338583,167.0944882,3765.149606,4837.433071,1361.0,400.7795276,3275.771654,531.6377953,950.2992126,127,17.86582704,9.433834457,0.849220782,0.927007299,0.564444444,-0.771907848,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4495,37815.17355,1020.140496,536.0743802,1081.545455,34139.84298,730.9917355,683.6033058,1676.644628,18181.42149,545.1570248,1613.892562,1805.297521,23736.03306,1305.793388,3525.413223,3540.661157,8629.247934,1331.958678,333.1652893,2367.099174,17817.39669,419.6033058,162.5619835,1856.735537,22727.13223,613.9752066,138.8842975,2262.231405,17345.21488,2222.0,436.7355372,2841.165289,14914.50413,606.3719008,282.8512397,1129.603306,9544.694215,1771.826446,412.5123967,1286.190083,6071.586777,640.3057851,159.2561983,1979.330579,5802.173554,1344.495868,361.1239669,3260.363636,817.4793388,950.8347107,121,13.50037208,11.73002624,0.495045792,0.909774436,0.617346939,-0.823185514,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4496,28614.24324,876.972973,796.5225225,1150.225225,17846.63063,611.5405405,487.3063063,1569.882883,9015.666667,1108.621622,558.4774775,1787.243243,11919.03604,1117.396396,4594.666667,2176.684685,4559.207207,1542.36036,469.1531532,2301.234234,9426.927928,400.5135135,598.9189189,557.2072072,12068.93694,454.8288288,113.4234234,1941.558559,9023.459459,1747.675676,458.2702703,2801.720721,7723.378378,825.7657658,241.4954955,1017.720721,4962.099099,842.8558559,370.1351351,1332.603604,2918.936937,733.7207207,143.1351351,2249.576577,2990.486486,1161.153153,411.7747748,3187.54955,872.8558559,950.2252252,111,13.86726213,10.58283608,0.646218405,0.917355372,0.569230769,-1.123112098,0,1,0,1,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Macrophage,Other Cells +4497,23674.90551,887.1574803,575.6614173,1075.661417,21130.7874,675.3464567,577.984252,1499.826772,11917.93701,720.015748,459.8188976,1750.645669,14524.25197,1230.338583,1404.07874,1623.527559,5480.574803,1334.346457,306.1259843,2317.496063,11514.08661,1808.433071,1064.370079,447.6929134,14557.50394,434.6062992,118.7086614,1601.220472,11012.34646,1547.181102,431.5433071,2803.614173,9784.393701,957.1496063,266.4645669,1286.559055,6479.291339,871.7874016,421.7165354,1383.858268,4462.858268,873.5511811,168.2440945,5285.590551,4262.874016,1319.543307,406.1732283,3272.393701,488.0393701,950.9370079,127,13.54041333,12.28027439,0.421270644,0.976923077,0.647959184,0.195920416,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,Macrophage,Other Cells +4498,29679.03478,1078.66087,719.7304348,1184.156522,27190.93043,834.4869565,549.7652174,1758.591304,15488.76522,750.0,597.8173913,1758.356522,18877.7913,1512.113043,1733.347826,1811.956522,6749.852174,1499.46087,365.9043478,2438.565217,14633.90435,551.1391304,1010.147826,582.4869565,18581.62609,489.0434783,145.2434783,1949.278261,14390.18261,1748.930435,439.6521739,2833.382609,12710.05217,1140.321739,336.4695652,1358.234783,8388.634783,1011.313043,497.1565217,1387.826087,5778.052174,882.026087,189.0173913,2625.052174,5416.26087,1533.417391,245.4695652,3329.982609,502.1043478,951.3043478,115,14.23666446,10.65711835,0.66305748,0.93495935,0.586734694,0.74820348,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,1,1,1,1,1,0,0,Macrophage,Other Cells +4499,17912.43878,1134.459184,535.9489796,1040.479592,15549.65306,736.2755102,890.2244898,1422.265306,8226.653061,634.3673469,2159.234694,1746.153061,10209.17347,1443.969388,2022.928571,4108.602041,3889.622449,1173.897959,263.9693878,2406.785714,7314.295918,340.7142857,204.2346939,1816.030612,9002.642857,1782.755102,108.0612245,982.8163265,7122.602041,1697.928571,413.5102041,2779.040816,6385.979592,542.9489796,237.4387755,1176.183673,4233.27551,1463.785714,369.3265306,1301.030612,2922.27551,572.7755102,143.7244898,1987.744898,2674.061224,1135.816327,273.255102,3399.561224,734.7142857,951.7959184,98,16.42896207,8.80366112,0.844305403,0.830508475,0.544444444,-0.412357581,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +4500,30220.19328,1093.478992,591.6386555,1080.142857,26366.20168,668.3109244,723.1008403,1569.277311,15091.55462,533.1512605,1074.218487,1762.218487,18088.26891,1216.705882,3697.176471,3081.084034,6710.235294,1241.184874,267.6806723,2361.722689,12864.21849,679.2016807,99.33613445,628.6302521,16711.2521,492.7394958,114.6218487,3513.87395,12655.03361,1685.369748,476.5210084,2775.058824,11026.84034,592.0672269,246.7815126,1262.722689,7276.588235,1381.403361,377.0504202,1284.386555,5152.159664,574.9579832,146.3361345,1930.89916,4542.277311,1231.739496,244.2521008,3314.672269,633.1596639,953.4201681,119,13.57979851,11.3694369,0.546848416,0.944444444,0.704142012,0.907256414,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells +4501,26451.58559,874.2162162,514.2072072,1056.945946,23422.74775,724.2432432,988.981982,1546.306306,13124.37838,719.5585586,1299.369369,1786.288288,16017.64865,1202.54955,3137.279279,3889.441441,6054.243243,1230.468468,281.7567568,2475.072072,11765.2973,369.6756757,863.4504505,1354.846847,14737.31532,444.1621622,252.5945946,1342.693694,11278.28829,2148.756757,528.5765766,2791.36036,9770.324324,591.8288288,250.3513514,1140.0,6672.441441,1192.063063,376.2702703,1363.297297,4583.243243,889.6936937,149.7747748,2970.657658,4143.171171,1247.288288,1559.738739,3210.234234,674.0540541,952.7747748,111,13.59752953,10.42762222,0.641795017,0.956896552,0.711538462,-1.002540501,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells +4502,32665.73973,900.6438356,559.8013699,1089.986301,29021.58219,731.8835616,969.3287671,1624.287671,16347.73973,825.869863,2206.856164,1852.171233,20273.16438,1544.821918,3541.465753,4952.623288,7187.219178,1283.356164,311.0958904,2556.410959,15248.29452,389.0136986,527.2671233,2411.431507,19408.83562,1084.575342,331.5547945,1254.328767,15242.92466,2574.164384,454.0068493,2809.828767,13289.60274,611.239726,276.1849315,1262.089041,8755.006849,1609.260274,423.8219178,1331.390411,5849.561644,759.1986301,158.8150685,2919.554795,5527.356164,1338.808219,461.4178082,3309.582192,744.9383562,955.8972603,146,19.87478813,10.39211176,0.852406842,0.802197802,0.521428571,0.348245107,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4503,45043.70833,898.9583333,494.0,1103.041667,39822.375,757.0,800.7916667,1758.125,22172.77083,584.2916667,1613.625,1802.166667,27559.5625,1349.75,3546.9375,4279.666667,10012.4375,1386.166667,325.625,2375.625,21220.95833,423.6875,167.7708333,1136.708333,27086.875,501.8333333,438.0625,2915.125,21208.22917,2130.416667,455.3541667,2821.041667,18172.8125,633.8125,299.0625,1231.25,11799.16667,1227.4375,438.75,1319.8125,7249.479167,653.3541667,164.6041667,2261.0,7044.25,1426.4375,574.25,3287.020833,807.3125,951.5625,48,8.957561934,7.197482258,0.595292512,0.923076923,0.666666667,0.399434426,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4504,34053.09649,889.3245614,563.3333333,1153.385965,12191.04386,484.3421053,394.5526316,1347.280702,5758.131579,467.8157895,1106.684211,1691.780702,7991.54386,946.0175439,5894.210526,2328.763158,3141.122807,1044.131579,218.8333333,2349.368421,6284.578947,283.8157895,438.2894737,946.3245614,7835.368421,390.9385965,160.1754386,1581.184211,5964.824561,1959.105263,513.245614,2770.473684,5079.394737,494.4824561,209.8508772,838.0614035,3030.552632,963.1754386,328.1929825,1299.903509,1753.561404,588.5,140.1052632,2606.368421,1849.710526,966.9122807,325.9385965,3020.140351,897.0350877,952.877193,114,13.94302034,10.5097092,0.657148306,0.957983193,0.74025974,1.279625828,0,0,1,1,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4505,24810.48333,917.6916667,660.8916667,1104.2,23303.16667,732.8166667,747.8416667,1608.35,12305.05833,581.8583333,923.25,1764.475,15026.74167,1324.558333,1571.375,2177.341667,5865.133333,1394.725,324.8833333,2338.516667,12806.14167,467.4583333,255.4416667,1065.141667,15651.71667,561.425,139.4166667,1283.45,12058.70833,1708.95,454.9916667,2843.733333,11200.64167,1055.291667,299.4416667,1691.658333,7407.8,1411.366667,448.0583333,1326.608333,4958.508333,675.3,169.8,1968.733333,4643.683333,1461.525,1625.45,3197.883333,421.6666667,953.6833333,120,18.88895056,8.599921965,0.890343968,0.857142857,0.666666667,-1.520900238,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +4506,31340.73034,1050.438202,619.4157303,1098.988764,28263.46067,800.6853933,775.011236,1592.52809,16364.60674,632.1573034,1074.47191,1790.191011,19093.08989,1346.842697,3042.516854,3100.404494,6815.213483,1378.88764,324.7752809,2321.898876,15717.78652,449.0561798,144.2359551,923.6741573,19772.20225,495.5505618,259.6741573,2936.865169,15097.1573,1803.606742,539.988764,2823.41573,13364.59551,644.8764045,307.3483146,1498.022472,8779.853933,1192.797753,445.2696629,1319.404494,6204.146067,624.6853933,159.8202247,2126.235955,5671.741573,1352.58427,290.3820225,3377.910112,534.741573,957.8089888,89,18.3836078,6.978914979,0.925139609,0.839622642,0.402714932,-0.641497161,1,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,1,T Cell,T Cells +4507,26431.76543,818.6296296,550.7407407,1086.45679,23741.09877,676.345679,1075.82716,1523.950617,14194.45679,544.6419753,2030.111111,1762.185185,16282.2963,1225.209877,2799.592593,3598.62963,6072.407407,1331.703704,307.3950617,2413.530864,12907.97531,526.7654321,192.9259259,2063.197531,16425.35802,478.4938272,124.9876543,2060.283951,12478.06173,1507.049383,471.2962963,2788.62963,11023.76543,864.8395062,276.0864198,1431.469136,7371.444444,1743.753086,429.8518519,1320.814815,5143.345679,665.9753086,164.8271605,4293.876543,4544.580247,1313.209877,1219.580247,3259.851852,557.7901235,954.9259259,81,11.16740012,9.528531306,0.521509839,0.931034483,0.623076923,0.214682335,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells +4508,33627.61644,839.7945205,479.369863,1073.712329,30368.87671,692.4794521,1053.876712,1628.917808,16828.94521,570.4383562,1846.520548,1828.438356,20879.87671,1472.479452,3054.09589,5446.684932,7815.506849,1285.09589,297.3972603,2938.109589,15717.19178,389.9041096,225.9863014,2382.082192,19886.56164,2060.767123,150.7260274,1731.561644,15530.19178,1877.589041,468.0821918,2776.068493,13566.49315,586.9041096,264.6986301,1338.643836,8894.671233,1427.342466,402.2054795,1304.69863,5919.260274,649.2739726,159.0821918,4534.123288,5564.178082,1339.068493,414.7534247,3209.356164,754.9041096,954.9315068,73,12.45319115,8.208579737,0.752007349,0.9125,0.51048951,-0.722341679,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells 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+4510,29882.11905,1136.869048,627.0,1108.428571,26946.79762,814.1547619,735.202381,1637.392857,14261.14286,709.3214286,1310.404762,1767.452381,17290.61905,1413.714286,3053.72619,3206.119048,6486.130952,1429.285714,326.5357143,2323.321429,13910.03571,427.5357143,530.1785714,1352.809524,16461.05952,523.1071429,134.3928571,1948.309524,12925.80952,2114.97619,452.0714286,2895.238095,11737.34524,624.0357143,296.9761905,1566.404762,7364.702381,1397.392857,438.6904762,1342.47619,4990.285714,697.1666667,166.047619,3203.47619,4295.440476,1371.488095,403.8214286,3367.047619,399.1071429,955.2261905,84,11.93631064,9.569213121,0.597740902,0.893617021,0.636363636,0.187581408,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,0,1,Helper T Cell,T Cells +4511,31362.0119,942.7142857,557.6666667,1090.666667,27812.16667,712.4047619,694.6666667,1573.833333,16536.46429,565.7380952,565.6785714,1738.559524,19177.67857,1294.321429,2204.321429,3899.511905,6948.5,1305.797619,303.5,2309.214286,15304.15476,418.7380952,475.2380952,592.202381,18954.80952,654.1428571,117.7857143,2121.297619,14697.17857,1480.904762,600.4404762,2810.97619,13140.25,618.75,282.702381,1459.964286,8847.928571,1104.464286,428.3571429,1306.130952,6329.619048,776.6666667,158.797619,1675.297619,5590.47619,1382.440476,678.047619,3237.071429,591.6428571,955.3095238,84,12.87680425,8.582647329,0.745487166,0.933333333,0.583333333,-0.766101209,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Dendritic Cell,Other Cells +4512,26485.6478,976.4150943,791.6477987,1151.289308,23537.8239,751.4591195,807.163522,1765.886792,13023.71698,713.5974843,795.8553459,1778.169811,16257.44654,1364.251572,2099.377358,2305.0,5827.672956,1344.528302,348.1509434,2381.396226,12057.06918,438.1257862,284.9119497,802.4150943,15494.10692,677.3647799,120.5283019,1651.987421,11847.47799,1688.402516,448.7610063,2799.54717,10364.98742,782.5031447,289.8993711,1721.930818,7001.459119,1051.251572,421.1509434,1338.025157,4830.194969,654.8050314,164.8867925,2236.295597,4320.012579,1398.283019,502.7106918,3289.679245,711.2641509,955.6415094,159,17.22235619,12.41591297,0.693019987,0.913793103,0.668067227,-1.380493639,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4513,22353.66667,800.975,441.7,1067.433333,20457.975,645.55,528.1416667,1574.425,10675.2,499.825,1088.025,1794.291667,13546.41667,1177.183333,3250.441667,3013.191667,5244.4,1258.8,377.3416667,2301.683333,10282.175,368.4583333,180.4166667,936.3166667,13337.15,1024.625,124.525,1349.75,10225.9,1955.966667,434.8083333,2795.008333,8882.125,584.2416667,252.775,1073.316667,5893.775,1432.216667,391.6583333,1300.733333,3766.658333,628.4166667,150.4,1898.725,3575.725,1266.191667,980.225,3196.783333,792.875,956.7333333,120,16.79655252,9.610135921,0.820149479,0.845070423,0.571428571,0.548125233,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4514,35909.68852,864.5409836,495.2459016,1085.163934,31535.40984,737.8032787,1020.901639,1617.213115,17559.21311,536.1639344,2694.098361,1846.819672,21756.19672,1285.983607,3784.032787,4699.42623,8058.590164,1308.95082,304.7377049,2467.245902,16862.47541,405.5737705,133.3934426,1185.786885,21421.7541,714.0,144.0491803,1594.491803,17096.08197,2420.918033,434.2786885,2815.639344,14833.09836,620.0819672,286.4098361,1064.508197,9488.622951,1587.393443,425.5081967,1301.967213,5956.327869,621.5737705,160.2459016,2636.016393,5773.327869,1367.606557,1380.901639,3188.491803,800.8032787,954.6229508,61,12.12388585,7.235126425,0.802415099,0.835616438,0.462121212,0.734469796,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4515,17445.5445,810.7748691,490.2251309,1067.633508,15932.59686,630.9424084,652.486911,1513.591623,7596.659686,509.9424084,865.6230366,1742.596859,10104.2356,1207.314136,1465.790576,1522.068063,3818.86911,1204.905759,288.8324607,2287.193717,8503.633508,360.0837696,183.3507853,633.3246073,10282.31937,409.6492147,120.6387435,990.1884817,8095.089005,1492.141361,314.8062827,2865.382199,7284.989529,631.8429319,267.565445,1231.65445,3969.570681,1042.900524,400.8010471,1312.659686,2732.832461,777.973822,159.1675393,2737.256545,2608.858639,1461.513089,7697.879581,3124.031414,325.1413613,959.3664921,191,17.2817493,14.54162083,0.540344639,0.945544554,0.660899654,-0.539710026,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,0,T Cell,T Cells +4516,37776.38983,1096.118644,733.7966102,1115.033898,35912.86441,844.9661017,796.4237288,1689.237288,19253.74576,656.8474576,1431.474576,1790.966102,23124.45763,1461.016949,3260.627119,2873.610169,8489.355932,1429.508475,343.3389831,2357.932203,19490.05085,474.9661017,382.3559322,974.8644068,23850.79661,576.9322034,216.559322,2509.084746,18633.79661,2081.627119,437.3389831,2813.932203,16959.45763,716.8474576,316.1864407,1326.118644,10757.0339,1272.067797,472.3728814,1321.20339,7425.847458,715.8135593,172.5084746,2577.40678,6701.677966,1502.169492,1100.847458,3324.457627,407.5423729,954.7627119,59,9.089673336,8.878124919,0.214488516,0.907692308,0.655555556,1.528422337,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,1,0,0,0,1,1,1,0,Regulatory T Cell,T Cells +4517,23813.64045,823.5730337,584.2247191,1072.696629,21805.94382,664.9438202,813.1460674,1497.820225,12079.50562,533.1460674,1719.58427,1802.898876,14312.22472,1181.314607,2396.348315,4427.191011,5482.662921,1305.179775,292.6067416,2625.370787,11826.80899,420.4606742,1113.629213,1118.52809,14748.26966,978.5955056,121.8314607,1678.393258,11684.57303,1881.123596,472.7865169,2779.752809,10413.8764,650.1910112,277.2808989,1558.52809,6656.393258,1756.168539,413.2022472,1385.05618,4413.719101,845.1797753,162.7977528,5384.11236,4169.52809,1303.325843,711.4831461,3278.314607,442.8764045,956.6853933,89,11.21341903,10.48400342,0.35477544,0.946808511,0.618055556,-0.382139179,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells +4518,26511.14151,1031.660377,691.9528302,1102.735849,24000.91509,743.5471698,676.5283019,1629.462264,13613.85849,692.1698113,473.6132075,1725.528302,16372.03774,1362.622642,3493.40566,1471.04717,5967.820755,1378.584906,329.6509434,2330.320755,13351.61321,525.6886792,669.3962264,458.0849057,16712.12264,470.9622642,133.7735849,1171.132075,12681.27358,1645.462264,440.0660377,2830.103774,11493.03774,971.9339623,304.6698113,1390.339623,7468.415094,900.5849057,456.2735849,1370.254717,5167.726415,766.7735849,172.2735849,3147.113208,4878.075472,1450.5,457.0943396,3242.933962,479.0943396,956.0566038,106,15.98376739,8.653990676,0.840749882,0.938053097,0.602272727,1.012722223,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells +4519,23004.94949,865.8888889,671.979798,1105.979798,21107.61616,697.8484848,999.3333333,1627.959596,11800.21212,591.3030303,2269.434343,1824.464646,14118.9899,1281.969697,1850.808081,3012.464646,5308.020202,1389.909091,315.7070707,2766.59596,11532.42424,757.4747475,336.9494949,1174.555556,14404.84848,503.6868687,124.8585859,1079.848485,11101.52525,2170.838384,414.2222222,2819.343434,9714.737374,915.040404,284.5454545,1454.969697,6411.060606,1205.454545,451.2626263,1334.989899,4457.080808,675.1313131,170.3232323,2645.424242,4190.888889,1400.505051,482.2323232,3252.787879,512.4848485,956.0909091,99,14.09820461,9.264555838,0.753764733,0.942857143,0.585798817,-0.719767214,1,0,1,1,0,0,1,1,1,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4520,39376.15385,896.0769231,534.4423077,1113.211538,34234.25,714.1538462,696.3269231,1617.75,20155.67308,575.4230769,886.25,1819.923077,23093.63462,1278.192308,2757.134615,2702.538462,8575.576923,1379.307692,323.6346154,2308.923077,18488.57692,471.1538462,163.5961538,1028.769231,23831.26923,424.6730769,133.4807692,2797.596154,18125.98077,1715.384615,576.25,2806.211538,15688.40385,618.4807692,308.8076923,1340.634615,10356.5,1183.326923,456.2884615,1305.307692,7111.923077,635.4038462,164.4423077,2002.903846,6655.211538,1367.788462,171.8461538,3247.884615,543.0769231,955.8653846,52,8.63027316,7.916579522,0.398188828,0.945454545,0.65,0.014031403,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells +4521,30041.88785,944.0280374,573.271028,1090.242991,26807.13084,716.2242991,1026.317757,1544.700935,16043.52336,592.364486,2299.401869,1781.373832,18435.93458,1305.981308,2666.71028,3580.542056,6639.747664,1302.327103,299.8785047,2898.934579,14257.91589,528.7009346,147.1588785,1301.616822,18200.5514,1037.420561,124.317757,1626.336449,14082.1215,2087.28972,495.8878505,2816.560748,12488.27103,710.9906542,285.0186916,1237.439252,8161.962617,1334.757009,421.9813084,1327.495327,5759.53271,617.8411215,162.1775701,2244.906542,5111.841121,1334.28972,1060.149533,3359.252336,569.7196262,956.1028037,107,14.38839189,9.636168346,0.742615306,0.930434783,0.685897436,1.056292264,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells +4522,14332.81429,863.1,516.4714286,1081.457143,13450.18571,659.1428571,697.3,1505.828571,7590.014286,682.5428571,470.1714286,1749.785714,9208.885714,1207.328571,1107.9,1021.028571,3479.157143,1340.814286,365.9285714,2492.385714,7799.114286,385.0142857,720.9428571,481.9571429,9218.571429,411.6714286,118.1,898.6714286,7508.742857,1572.842857,358.3714286,2810.314286,6876.985714,1045.771429,257.1,1217.171429,4595.071429,805.0857143,402.4714286,1358.885714,3162.457143,754.7571429,156.9428571,2527.585714,2908.314286,1289.842857,444.8142857,3211.657143,496.6285714,958.1428571,70,11.01174695,8.477304671,0.638234582,0.95890411,0.53030303,0.564927978,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells +4523,35920.86111,886.5277778,445.0833333,1093.041667,30897.58333,720.6666667,994.0277778,1652.222222,17840.13889,548.3888889,1309.208333,1813.652778,21218.25,1303.611111,3362.458333,4035.708333,7751.513889,1310.458333,312.7083333,2273.458333,16408.36111,406.6666667,283.0833333,1687.277778,20562.25,1199.041667,153.0277778,1088.319444,16488.65278,1876.152778,443.0138889,2803.069444,14327.18056,575.8611111,287.2638889,1024.097222,9077.555556,1815.652778,418.6527778,1303.236111,5750.541667,678.0833333,162.75,1926.555556,5611.472222,1371.875,762.4861111,3234.138889,783.3888889,956.8194444,72,11.7808668,8.072094424,0.728367386,0.947368421,0.654545455,0.828396029,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4524,22484.3937,1037.850394,616.8267717,1083.472441,18618.19685,650.8582677,417.6850394,1541.716535,9664.692913,522.1574803,604.3937008,1760.307087,12050.24409,1180.811024,4956.220472,2032.110236,4454.456693,1180.527559,274.8031496,2319.740157,8771.992126,362.0314961,797.5275591,627.2283465,10716.43307,804.0,110.2677165,2346.330709,8460.409449,1703.23622,581.3937008,2789.897638,7170.88189,583.2440945,239.0629921,1143.19685,4609.251969,988.1181102,364.1102362,1360.968504,2816.173228,765.2204724,147.7322835,3459.377953,2782.472441,1149.858268,516.976378,3298.0,827.8425197,958.1732283,127,15.28154317,10.99423026,0.694549387,0.940740741,0.604761905,0.952118571,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Dendritic Cell,Other Cells +4525,25330.11189,842.6293706,613.8531469,1088.356643,21410.17483,693.5034965,509.4055944,1700.601399,10560.91608,728.0,1699.020979,1780.902098,14177.40559,1211.307692,5953.041958,2707.034965,5296.258741,1483.258741,292.3916084,2332.923077,11178.86014,383.1468531,886.6853147,1585.293706,14014.17483,489.034965,134.0769231,1025.951049,10590.13986,2672.447552,698.3986014,2796.937063,8996.398601,767.5174825,278.5174825,929.5804196,5412.160839,1389.573427,396.006993,1357.902098,3118.58042,825.3006993,151.6433566,2798.020979,3263.811189,1258.566434,1844.34965,3207.58042,889.9160839,959.7972028,143,19.00002823,10.35139151,0.838559991,0.87195122,0.647058824,1.162626891,1,1,1,1,1,0,0,0,1,0,0,0,1,1,0,1,0,1,1,0,1,0,1,0,Helper T Cell,T Cells 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+4527,29695.08955,867.1940299,536.7164179,1077.462687,26824.35821,668.238806,944.3731343,1556.880597,15436.74627,563.0447761,1663.208955,1783.343284,18210.92537,1214.283582,2736.328358,4359.074627,6925.074627,1268.567164,290.1940299,2369.850746,14026.79104,417.1940299,680.7164179,1574.373134,17580.31343,920.4328358,116.1641791,1891.164179,13500.02985,1746.283582,595.7164179,2833.61194,12115.56716,689.5522388,270.641791,1472.716418,8140.298507,1950.134328,402.1044776,1313.119403,5744.119403,970.8955224,155.8955224,2121.791045,5161.776119,1307.313433,329.0447761,3275.597015,598.0447761,958.9701493,67,16.29509673,6.388391554,0.919946555,0.752808989,0.398809524,-0.922565389,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +4528,32312.20952,1001.952381,573.1238095,1088.104762,28036.15238,744.2190476,922.6571429,1636.628571,15894.28571,589.1714286,1733.2,1848.457143,18245.18095,1315.142857,4175.67619,3745.771429,6746.628571,1272.190476,284.9619048,2394.028571,13647.3619,392.1238095,105.647619,1601.085714,17372.00952,698.9333333,116.1809524,1857.895238,13093.41905,2176.533333,482.4095238,2830.752381,11455.33333,627.047619,257.8761905,1089.390476,7695.847619,1386.27619,392.0095238,1299.571429,5284.057143,587.1619048,152.0095238,1830.609524,4703.666667,1257.819048,376.4380952,3383.761905,648.0857143,959.2666667,105,12.54583212,10.99844604,0.48110798,0.905172414,0.673076923,0.968690507,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,1,Helper T Cell,T Cells +4529,33498.14754,928.1311475,560.7704918,1104.491803,29542.47541,731.9344262,729.2295082,1661.885246,16790.34426,701.8852459,2820.836066,1810.327869,20668.36066,1492.983607,1815.377049,5150.803279,7234.360656,1318.557377,298.9016393,2363.622951,14975.21311,400.8360656,354.8196721,2273.737705,18938.42623,1877.344262,120.9672131,1132.57377,14859.65574,2193.229508,491.6557377,2788.918033,12830.09836,666.2131148,279.442623,1475.393443,8624.114754,2352.278689,424.6393443,1313.245902,5724.360656,705.1147541,163.0327869,2943.360656,5348.377049,1371.47541,357.3934426,3248.0,726.4918033,957.4098361,61,11.36070777,7.698193804,0.735416195,0.871428571,0.616161616,0.748713052,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4530,37697.01316,1019.421053,509.9868421,1095.513158,32935.59211,729.3684211,676.2236842,1666.828947,19352.96053,570.9210526,1023.039474,1771.381579,23219.84211,1524.855263,3529.973684,3239.25,8513.986842,1311.618421,310.8684211,2363.552632,17945.75,397.2763158,290.6315789,1189.263158,22384.39474,590.8552632,503.8552632,1925.289474,18094.26316,2168.697368,428.7105263,2836.460526,15699.05263,602.7631579,294.6052632,1086.144737,10205.06579,1138.460526,415.2368421,1332.394737,6491.065789,777.9078947,162.5263158,2482.078947,6240.197368,1390.671053,285.6842105,3221.855263,764.9473684,958.5263158,76,11.04462787,8.983186277,0.581769844,0.938271605,0.633333333,1.200877822,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +4531,23853.78261,894.8478261,988.0869565,1202.76087,15321.54348,658.4565217,736.0108696,1755.673913,7537.086957,641.8913043,821.5217391,1818.0,10265.6087,1198.282609,2761.782609,1807.652174,3921.554348,1281.521739,292.8695652,2396.532609,8304.706522,394.423913,302.6630435,795.1195652,10597.02174,637.9782609,114.1956522,894.0978261,7983.195652,1965.923913,382.0,2792.380435,6832.663043,776.8478261,259.5869565,937.2826087,4400.108696,1085.771739,389.9673913,1316.152174,2624.51087,653.6630435,155.6521739,1629.869565,2720.815217,1250.73913,1209.630435,3209.086957,876.9565217,959.4456522,92,11.41507967,10.52786031,0.386530675,0.978723404,0.696969697,-0.243744923,1,1,1,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,Helper T Cell,T Cells +4532,33869.08621,1086.442529,621.3045977,1102.166667,14939.44828,553.0517241,452.8563218,1406.54023,7817.551724,449.4770115,1153.83908,1689.471264,9956.511494,1094.293103,3342.729885,2033.298851,3831.436782,1126.931034,242.862069,2284.114943,7835.385057,326.5287356,129.1781609,1302.436782,9616.706897,1227.706897,108.1149425,3298.471264,7390.195402,1495.701149,373.0862069,2783.086207,6387.586207,1103.913793,243.3505747,999.6609195,4013.977011,1154.804598,364.6091954,1293.109195,2436.396552,568.7356322,147.4770115,1491.109195,2473.465517,1142.965517,1459.747126,3242.436782,849.1321839,961.7701149,174,16.7195543,13.31744634,0.60461321,0.956043956,0.682352941,1.213306632,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells +4533,29464.22388,815.0,530.7761194,1065.238806,26712.91045,696.7164179,825.7014925,1535.074627,15869.16418,579.5970149,1599.402985,1846.074627,18246.80597,1262.134328,2665.865672,3235.089552,6876.80597,1351.820896,309.3134328,2348.19403,14453.31343,591.8507463,265.8656716,1583.746269,18749.35821,463.6268657,134.2089552,1830.791045,14113.80597,1871.671642,552.3283582,2804.283582,12324.50746,818.4179104,269.2686567,1235.686567,8279.761194,1427.880597,418.8358209,1331.447761,5686.268657,639.6119403,158.6567164,3890.701493,5161.477612,1325.567164,272.761194,3242.298507,550.8208955,960.4328358,67,10.890184,8.345914105,0.642399011,0.917808219,0.515384615,1.186749039,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4534,39009.70149,986.9552239,569.1791045,1073.910448,34815.50746,752.5671642,850.4925373,1653.343284,20240.13433,601.4626866,1426.149254,1744.985075,23256.55224,1341.358209,4413.910448,3741.61194,8668.820896,1336.820896,305.7761194,2302.522388,17455.64179,404.1940299,106.9701493,1226.164179,22465.08955,564.880597,121.0298507,4569.865672,17173.1791,2171.313433,507.5373134,2811.701493,15129.02985,607.8059701,282.5074627,1431.567164,9862.567164,1307.880597,405.9104478,1296.716418,6959.41791,592.8059701,149.1343284,2159.761194,6310.208955,1340.597015,174.7164179,3354.850746,623.7014925,960.7014925,67,10.99451527,8.146089351,0.671589974,0.930555556,0.62037037,-0.164906614,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4535,25048.32075,866.5408805,490.8113208,1070.861635,22627.27044,688.8490566,831.6100629,1550.861635,12810.96226,636.5157233,1769.314465,1837.106918,15191.47799,1215.295597,2893.471698,3688.389937,5796.050314,1222.389937,280.8993711,2502.201258,11826.86164,370.8805031,239.8679245,1565.886792,14890.49057,652.9811321,176.9874214,1736.540881,11482.2327,1958.540881,476.6289308,2797.471698,10012.67925,666.0691824,266.1069182,1338.918239,6798.962264,1596.150943,388.8301887,1318.157233,4560.842767,613.7044025,152.0440252,2931.716981,4243.163522,1250.90566,749.9622642,3266.295597,683.5283019,962.4842767,159,18.2377521,11.27792207,0.785876608,0.940828402,0.597744361,-1.146651524,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4536,27458.39326,1083.94382,543.9662921,1080.707865,25166.08989,739.4606742,684.6516854,1607.955056,14151.05618,560.0674157,1590.730337,1795.269663,17187.40449,1280.752809,4153.213483,2930.640449,6512.393258,1367.719101,305.247191,2308.213483,13516.23596,396.258427,399.6516854,1808.41573,16952.22472,638.1011236,145.5280899,1148.730337,13476.58427,2446.191011,433.3483146,2794.741573,11872.58427,604.0449438,288.2022472,951.5617978,7651.853933,2012.044944,424.8651685,1321.629213,5080.078652,864.0674157,164.0898876,2389.359551,4820.516854,1380.494382,233.3370787,3174.382022,776.3595506,962.0674157,89,11.53014354,10.07466704,0.486343501,0.967391304,0.570512821,0.524773382,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +4537,36814.05556,1012.54321,539.2901235,1088.148148,31791.01235,667.5617284,674.5061728,1580.246914,17106.82716,524.8271605,1498.777778,1753.919753,22183.53086,1231.512346,4132.216049,3764.685185,8071.907407,1281.919753,290.3641975,2328.530864,16554.66049,376.2098765,138.9506173,1760.574074,21196.80864,592.7654321,119.3580247,1768.203704,16581.87037,2250.722222,435.6790123,2787.271605,14019.51235,610.5432099,271.191358,1037.740741,9089.179012,1301.364198,405.1851852,1288.123457,5649.0,606.0740741,152.154321,1838.759259,5502.969136,1300.395062,596.654321,3229.246914,812.3765432,964.0432099,162,19.37535057,12.81110926,0.750203879,0.861702128,0.54,-0.407675882,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4538,29131.3615,960.6338028,533.5023474,1090.774648,26605.46479,759.5915493,686.6713615,1582.356808,13053.74178,600.3849765,1421.877934,1766.234742,16917.95775,1380.685446,2517.276995,3677.746479,6392.478873,1369.85446,340.6760563,2504.544601,13969.723,429.3051643,420.5305164,1469.779343,17072.65728,709.8403756,142.8685446,2012.586854,13304.46948,1781.971831,456.2676056,2812.478873,12119.09859,625.0328638,289.1784038,1432.784038,7003.093897,1051.873239,444.5915493,1320.173709,4659.107981,694.8309859,174.1267606,3479.586854,4278.323944,1403.225352,1118.577465,3171.859155,363.084507,966.3521127,213,20.34850043,13.47960269,0.749117493,0.946666667,0.760714286,-0.176719161,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4539,38110.7957,989.1290323,538.6021505,1117.086022,33988.30108,795.655914,648.2150538,1698.860215,17645.15054,608.3010753,1224.88172,1748.27957,21616.6129,1429.215054,2339.107527,4083.774194,7858.129032,1413.451613,342.6774194,2357.462366,17253.19355,438.5913978,250.9784946,987.6774194,21463.7957,652.9784946,204.7311828,2780.602151,16559.21505,1727.698925,496.2473118,2831.043011,14975.52688,664.4301075,325.1612903,1931.075269,9184.010753,1141.483871,468.4193548,1327.290323,5867.806452,654.1935484,181.9892473,4106.053763,5442.075269,1488.322581,956.688172,3229.419355,389.4623656,961.172043,93,13.28377944,9.169363088,0.723554134,0.958762887,0.65034965,-1.199881738,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,1,1,1,1,0,Cytotoxic T Cell,T Cells +4540,26786.34513,1086.849558,609.1238938,1096.061947,23138.0,753.3982301,576.1504425,1514.097345,12965.69027,623.5132743,587.3274336,1757.380531,15016.25664,1314.99115,2377.026549,2312.345133,5489.265487,1362.725664,312.0088496,2310.415929,12378.9115,417.2389381,877.380531,571.0884956,14933.04425,435.2123894,124.7345133,2317.566372,11934.74336,1635.566372,460.5929204,2806.504425,10726.02655,699.5044248,274.2123894,1336.681416,6834.920354,970.7256637,422.0619469,1356.707965,4548.256637,788.3097345,165.0619469,3121.787611,4100.247788,1293.362832,1993.017699,3265.982301,433.7522124,962.1238938,113,14.51047444,9.971930422,0.72644661,0.974137931,0.627777778,1.092922027,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Macrophage,Other Cells +4541,26327.91111,1130.388889,912.3444444,1160.888889,23896.34444,734.9777778,814.6555556,1712.966667,13339.85556,570.6888889,519.2,1774.633333,16198.92222,1280.033333,965.3333333,1028.422222,5794.766667,1377.077778,315.6333333,2401.7,13062.61111,437.0111111,145.0333333,453.2666667,16398.76667,486.4222222,129.8555556,906.7444444,12440.63333,1498.633333,389.1333333,2841.122222,11335.64444,787.7888889,308.1333333,1646.511111,7187.777778,896.5555556,455.2666667,1361.855556,4911.488889,613.3333333,170.3777778,1456.233333,4589.077778,1419.866667,780.1222222,3333.133333,472.9666667,963.1222222,90,11.41543454,10.64622821,0.360867772,0.9,0.576923077,1.361885079,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells +4542,24557.48544,918.407767,763.3592233,1082.048544,23509.67961,724.1941748,687.9902913,1574.38835,12627.14563,1445.76699,810.6116505,1733.048544,15088.0,1350.262136,2261.466019,2307.009709,5799.640777,1761.184466,374.5048544,2363.660194,12650.04854,435.3495146,911.3106796,627.8543689,15488.25243,727.6407767,130.0291262,1702.407767,12018.3301,1791.854369,427.9902913,2828.436893,11006.74757,742.1359223,292.0582524,1583.601942,7170.058252,1112.543689,438.0873786,1437.223301,4802.873786,809.4271845,168.1262136,3331.543689,4479.873786,1438.349515,820.223301,3249.398058,419.0582524,962.2718447,103,13.70793039,9.721442482,0.70502362,0.944954128,0.735714286,1.568519578,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4543,37454.01534,942.4785276,538.2668712,1094.662577,33794.46012,746.6319018,752.7760736,1618.046012,19862.54294,585.5276074,1411.392638,1799.07362,23540.02147,1313.720859,1860.217791,3746.46319,8326.386503,1337.779141,310.7177914,2459.812883,17813.18712,449.3343558,136.5705521,1173.092025,22853.07362,1069.383436,186.904908,1821.141104,17691.3681,1791.5,487.2760736,2810.91411,15812.48773,639.4018405,299.1564417,1406.257669,10296.95399,1450.990798,441.7546012,1323.941718,7083.312883,633.7822086,164.7055215,2932.53681,6317.730061,1382.125767,502.0153374,3296.08589,573.1319018,970.3159509,326,28.13496739,17.66687841,0.778267288,0.835897436,0.464387464,0.714470818,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4544,35677.46617,1033.954887,624.7293233,1131.661654,31894.8797,825.1428571,957.1578947,1803.466165,17745.50376,664.1954887,1952.488722,1781.18797,21625.61654,1494.62406,1891.12782,3373.804511,7711.796992,1375.93985,331.7819549,2353.721805,14967.99248,443.8270677,271.3233083,1715.789474,18885.30075,1630.729323,126.2406015,931.1278195,14826.6015,1711.300752,468.7443609,2808.353383,13022.06767,704.6015038,293.1879699,1669.030075,8571.315789,1826.601504,425.1879699,1334.969925,5637.428571,667.037594,160.3082707,2280.684211,5118.43609,1403.195489,973.6390977,3261.075188,718.3233083,964.5263158,133,16.29169487,10.63379506,0.757605582,0.93006993,0.59375,-1.083921487,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells 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+4546,32550.15702,916.9173554,692.4545455,1147.933884,10342.50413,427.5454545,245.3966942,1206.115702,4505.900826,351.0082645,326.9586777,1596.14876,6350.578512,848.6198347,2313.661157,1275.859504,2376.867769,890.7933884,190.9090909,2233.123967,4870.876033,245.661157,103.9752066,482.6033058,5898.016529,323.1487603,90.95867769,1765.719008,4299.057851,1236.553719,341.4049587,2760.68595,3536.033058,444.1570248,183.0661157,667.3884298,1846.578512,605.9752066,303.892562,1259.471074,1062.46281,475.0413223,126.9256198,720.1983471,1067.768595,843.785124,121.6528926,2910.413223,927.3801653,964.3553719,121,13.52805472,11.59213986,0.515488849,0.96031746,0.775641026,-0.378745816,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells 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+4549,36844.04717,870.0471698,493.3301887,1100.141509,33298.5283,712.2075472,1198.867925,1648.858491,18774.86792,569.9622642,2089.622642,1805.433962,22580.40566,1316.773585,3074.037736,3642.54717,8492.320755,1320.660377,309.9245283,2723.066038,17418.66038,404.3773585,116.5660377,1269.830189,22352.67925,1174.433962,132.7169811,1295.132075,16921.96226,1847.962264,484.5,2789.764151,14786.9717,623.1981132,288.8113208,1219.811321,10074.43396,1809.349057,410.0,1317.396226,6999.04717,613.0188679,157.0,2144.066038,6360.292453,1377.962264,282.6132075,3269.103774,659.1981132,964.4811321,106,12.45111852,11.08611781,0.455235169,0.938053097,0.679487179,1.398777514,1,0,1,1,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4550,25284.92913,852.0551181,554.6614173,1068.503937,22988.48031,680.2125984,595.9212598,1535.409449,12660.14961,656.2204724,1309.228346,1749.566929,16003.0,1541.952756,1479.84252,3199.110236,5880.748031,1262.228346,299.3307087,2390.543307,12487.98425,397.4094488,349.2992126,956.3464567,15648.13386,1031.84252,147.0708661,1106.913386,12381.80315,1674.259843,442.7716535,2801.566929,10895.15748,614.9370079,268.3543307,1454.307087,7059.76378,1326.393701,409.3700787,1316.606299,4805.566929,707.0787402,163.8267717,3153.811024,4519.850394,1400.086614,3470.708661,3215.275591,756.4015748,966.0708661,127,15.2480717,11.5418245,0.653488247,0.907142857,0.533613445,-0.063120549,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4551,16862.30108,808.2043011,450.2365591,1088.021505,15384.17204,625.9892473,518.3870968,1493.397849,7465.505376,506.0537634,602.0752688,1722.978495,9804.827957,1199.935484,1069.010753,1024.107527,3807.129032,1190.322581,302.311828,2271.516129,8408.021505,355.4623656,145.8817204,672.6451613,10257.50538,422.5483871,119.688172,930.8064516,7973.924731,1404.376344,321.9462366,2844.548387,7220.150538,608.5483871,288.2043011,1216.505376,3950.27957,889.6021505,413.7096774,1301.946237,2710.129032,869.5268817,165.8494624,1790.333333,2578.311828,1550.096774,4532.88172,3161.505376,334.2365591,966.7311828,93,12.66615374,9.907681067,0.623006043,0.948979592,0.603896104,-0.025114203,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,0,Granulocyte,Other Cells +4552,24136.11927,875.9816514,479.7155963,1054.192661,21990.08257,706.0825688,627.2568807,1490.385321,10748.29358,546.7889908,1097.816514,1714.311927,14115.66055,1319.091743,1725.550459,2084.53211,5463.880734,1307.963303,318.6972477,2250.247706,12152.06422,371.8990826,226.9174312,715.9082569,15000.02752,423.3394495,327.146789,927.9816514,11721.84404,1655.330275,358.3302752,2813.926606,10655.85321,603.9633028,285.6788991,1116.697248,5936.211009,1001.045872,423.2110092,1304.201835,4139.477064,627.9724771,169.2752294,2468.06422,3912.678899,1527.834862,18086.95413,3141.93578,345.1100917,964.2844037,109,13.97413127,10.0533789,0.694567204,0.956140351,0.778571429,-1.520205272,1,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,1,1,0,T Cell,T Cells +4553,20882.58252,948.776699,667.8737864,1129.815534,18802.47573,738.9126214,858.592233,1663.563107,10362.92233,674.8058252,593.3883495,1778.699029,12619.31068,1310.68932,941.2038835,1268.203883,4641.407767,1387.368932,331.9514563,2353.757282,9811.970874,429.0679612,596.1165049,578.7961165,12196.8835,570.2038835,124.2330097,942.0291262,9542.07767,1502.990291,379.9514563,2803.757282,8376.106796,757.2038835,284.6796117,1520.592233,5458.436893,950.5242718,434.9708738,1354.067961,3638.728155,717.4854369,165.8349515,2757.92233,3443.252427,1359.271845,336.3786408,3252.038835,505.0194175,965.6213592,103,12.95685448,10.40885488,0.595510718,0.953703704,0.66025641,0.919721713,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Macrophage,Other Cells +4554,31738.5,922.2555556,600.3777778,1071.388889,27283.24444,711.4555556,778.6777778,1615.3,16021.5,567.6111111,865.3555556,1750.922222,17958.53333,1341.155556,3336.055556,2392.955556,6809.733333,1258.644444,280.7888889,2330.911111,13871.92222,1308.477778,249.0777778,654.0777778,17290.1,596.0666667,122.0,2222.044444,13131.07778,1647.2,597.9333333,2793.177778,11594.66667,1724.477778,265.7222222,1340.211111,7851.444444,1198.144444,396.2666667,1320.333333,5592.455556,677.2,152.6,2514.7,4755.677778,1254.511111,175.9777778,3426.455556,602.4222222,964.2222222,90,13.57936627,8.54026465,0.777474214,0.967741935,0.642857143,-1.22186156,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +4555,22214.58163,931.6938776,686.744898,1089.836735,20047.92857,714.5306122,905.755102,1625.867347,11024.29592,618.3163265,1923.428571,1808.173469,13788.91837,1275.530612,4082.285714,4384.040816,5118.969388,1217.081633,285.3979592,2767.408163,10294.10204,394.744898,236.5204082,1990.55102,13513.73469,1858.826531,117.3673469,1653.061224,10340.81633,1729.061224,444.6836735,2808.959184,9055.510204,700.4387755,263.4897959,1732.897959,6124.673469,1686.295918,392.2755102,1341.377551,4141.571429,642.9081633,157.8469388,3682.704082,3883.346939,1302.5,967.4489796,3273.591837,702.8571429,965.6020408,98,12.15531546,10.58686492,0.491343515,0.951456311,0.636363636,0.126901515,1,0,1,1,0,0,1,0,0,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4556,33119.53731,858.6791045,499.2537313,1066.276119,30062.02985,700.9104478,766.3208955,1624.335821,16228.3806,533.7089552,1635.865672,1765.858209,20301.18657,1259.19403,3626.977612,3601.597015,7444.597015,1296.455224,302.5522388,2365.932836,15655.80597,397.6716418,295.7238806,1377.940299,19828.15672,1105.552239,308.9328358,1254.156716,15739.34328,2025.619403,471.0671642,2800.358209,13371.09701,621.858209,282.0,1028.485075,8550.514925,1501.61194,408.8208955,1315.634328,5456.544776,644.4477612,157.7462687,3654.365672,5278.619403,1356.0,1758.813433,3183.902985,802.1343284,968.0447761,134,17.95873507,9.726041658,0.840651012,0.930555556,0.71657754,-0.259140508,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4557,23445.35955,1039.539326,634.8988764,1080.685393,21180.48315,800.1235955,880.6516854,1592.539326,11705.32584,625.5168539,1932.044944,1820.505618,13014.53933,1312.853933,7187.258427,4850.842697,5040.494382,1307.067416,306.9101124,2499.595506,10835.4382,434.9325843,170.6629213,2039.078652,13290.88764,1054.606742,423.752809,2803.910112,9765.044944,2009.101124,462.6179775,2802.202247,8705.101124,661.1011236,278.1011236,1383.898876,5922.426966,1529.179775,415.9662921,1327.359551,4135.932584,604.3033708,160.0,3402.325843,3594.067416,1259.696629,576.0561798,3376.011236,538.2921348,966.0786517,89,13.21435497,9.304195099,0.71010325,0.936842105,0.526627219,-0.723946252,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,1,Regulatory T Cell,T Cells +4558,43085.32039,956.5048544,566.9126214,1130.941748,38308.53398,759.7475728,691.0873786,1691.737864,19564.09709,596.184466,1473.747573,1742.776699,24701.40777,1357.359223,2467.631068,4316.747573,9225.184466,1402.796117,344.8058252,2406.009709,20433.48544,470.6699029,244.2038835,1005.407767,24981.53398,1630.553398,130.9805825,3253.601942,19714.09709,1552.524272,598.9320388,2815.92233,17763.38835,664.3009709,318.0679612,1669.495146,10397.30097,1202.184466,462.1456311,1331.15534,6695.058252,657.038835,170.1941748,3177.61165,6241.145631,1454.621359,903.7378641,3225.718447,378.7087379,967.6893204,103,13.32331203,10.1453179,0.648198788,0.919642857,0.613095238,-1.129836484,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4559,34784.71963,959.7663551,702.3457944,1138.056075,31081.85981,767.9345794,860.8598131,1716.411215,16384.2243,605.6074766,2088.214953,1779.037383,20322.74766,1391.214953,1476.074766,2616.149533,7736.934579,1501.897196,352.4579439,2553.551402,16978.37383,454.7009346,198.9252336,1078.224299,20916.52336,867.8785047,322.9813084,1561.728972,16292.20561,1768.252336,422.8130841,2854.981308,14821.56075,854.4392523,325.4953271,1663.878505,9160.64486,1325.149533,474.7570093,1343.757009,5940.728972,643.3831776,175.411215,2451.168224,5567.579439,1478.084112,526.3457944,3273.663551,393.9065421,968.2336449,107,16.86052158,8.481937749,0.864248597,0.938596491,0.548717949,-0.929611695,1,0,1,1,1,0,0,0,0,1,1,0,0,0,0,1,1,1,0,0,1,1,0,0,Cytotoxic T Cell,T Cells +4560,24510.72941,874.8294118,638.6882353,1104.476471,22956.21765,701.7176471,781.1235294,1601.270588,12167.05882,546.0470588,1082.047059,1764.417647,14768.04706,1231.429412,2175.729412,2964.829412,5506.935294,1351.041176,317.0117647,2322.058824,12062.21765,383.8823529,692.9352941,1043.152941,14915.92941,508.9352941,144.3882353,2323.505882,11677.82353,1785.6,512.7823529,2821.158824,10534.20588,685.7294118,283.9941176,1586.835294,6495.441176,1086.270588,429.8529412,1354.241176,4352.011765,768.9529412,169.6176471,3050.452941,4148.776471,1346.194118,635.8235294,3204.694118,453.0470588,969.4,170,19.77713719,11.66034003,0.807704987,0.862944162,0.588235294,-0.702925124,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,T Cell,T Cells +4561,25851.57692,889.9038462,713.0865385,1126.990385,23674.83654,717.7403846,740.7307692,1682.817308,13230.39423,566.5096154,506.1346154,1763.038462,15604.32692,1277.442308,817.6730769,1142.673077,5919.278846,1391.298077,321.5288462,2353.913462,12644.44231,564.8365385,250.0480769,455.6923077,15949.51923,475.9615385,125.2692308,965.8653846,12032.0,1428.298077,390.9038462,2824.846154,10816.43269,842.4615385,292.3461538,1644.096154,7051.759615,911.1826923,437.0673077,1333.461538,4654.894231,636.6346154,169.6153846,1452.076923,4411.615385,1384.105769,352.3269231,3291.788462,483.0865385,967.9038462,104,12.75008178,10.60181269,0.555510701,0.945454545,0.666666667,-0.400779207,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Unknown,Other Cells +4562,27806.42056,892.3364486,519.9719626,1083.457944,25033.41121,815.9345794,895.4299065,1589.934579,13856.59813,603.4953271,2199.775701,1879.626168,16985.03738,1285.813084,2724.018692,3913.345794,6450.364486,1243.523364,288.9252336,2985.757009,12871.91589,424.3457944,216.7850467,2021.878505,16513.26168,501.1028037,605.8037383,1691.794393,12620.21495,2269.308411,475.3084112,2805.990654,11199.65421,646.1028037,266.635514,1502.766355,7605.205607,1523.757009,405.7570093,1345.074766,5129.28972,632.6915888,163.2242991,3976.102804,4632.794393,1354.121495,3343.747664,3248.214953,689.9158879,969.8504673,107,19.27514608,7.609489297,0.91877463,0.849206349,0.457264957,-0.718601209,1,0,1,1,0,0,1,0,0,0,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells +4563,28147.05,933.725,573.3,1113.125,25241.075,827.55,798.05,1683.525,14173.35,594.475,1419.6,1861.5,16553.9,1369.675,2405.675,2242.725,6146.775,1348.175,307.4,2355.825,12900.85,1153.625,188.3,879.75,16269.05,510.125,312.95,1436.625,12249.1,1857.025,518.15,2794.425,10710.65,1238.175,282.6,1293.0,7186.625,1209.125,430.45,1326.65,4902.225,612.05,156.15,3053.075,4219.975,1285.5,246.025,3278.7,546.925,966.825,40,8.307496559,6.870625949,0.56214414,0.833333333,0.49382716,0.665021809,1,0,1,1,0,0,0,1,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4564,36876.07018,863.0701754,501.4561404,1054.473684,33145.63158,727.7017544,795.0350877,1646.684211,18712.54386,541.9122807,1409.666667,1817.614035,22218.05263,1265.280702,3552.964912,2819.087719,8236.192982,1347.105263,302.3157895,2293.807018,17528.15789,401.2807018,468.9649123,1632.0,21678.35088,791.4912281,388.3859649,924.2280702,17451.42105,2248.701754,526.8596491,2802.140351,15357.63158,591.7368421,284.4210526,973.6491228,9707.263158,1733.140351,409.4385965,1366.54386,6267.017544,711.5789474,157.4912281,3612.508772,5998.596491,1350.122807,297.7894737,3211.736842,784.0701754,966.754386,57,10.84097146,6.817767651,0.777495101,1.0,0.633333333,-0.831211332,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells +4565,27243.07143,847.3877551,527.9795918,1116.163265,23795.56122,689.6428571,741.8571429,1655.765306,13622.93878,534.1326531,901.0816327,1794.959184,15950.96939,1277.5,2661.806122,2570.244898,5684.469388,1277.571429,303.3265306,2346.632653,12112.57143,11403.07143,162.7142857,1054.683673,15627.77551,1722.122449,122.3265306,1645.265306,11511.77551,1411.714286,488.3571429,2795.306122,10061.36735,1069.510204,275.9897959,1340.755102,6751.44898,1204.816327,421.4285714,1325.336735,4643.265306,624.244898,158.7857143,4382.602041,4019.836735,1272.091837,415.1938776,3325.214286,554.1428571,970.4489796,98,15.13643601,8.54219553,0.825537985,0.867256637,0.636363636,-0.494066076,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4566,32022.43158,1137.873684,541.8736842,1089.0,28481.12632,660.1473684,530.6947368,1514.084211,16124.54737,522.2526316,1388.947368,1733.831579,20127.83158,1365.442105,2182.442105,2655.431579,7436.484211,1271.347368,289.6421053,2300.684211,15753.26316,382.4736842,213.4315789,1002.968421,19648.85263,654.6105263,318.9894737,899.6736842,15874.05263,1936.010526,413.2421053,2787.389474,13825.64211,585.5052632,265.1263158,1040.421053,8970.0,1481.957895,403.1684211,1301.136842,5929.947368,638.5894737,163.6947368,2519.757895,5694.821053,1379.357895,3137.452632,3156.831579,765.9263158,969.0842105,95,13.26239969,9.171638259,0.722326735,0.95959596,0.785123967,-0.79380187,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4567,29552.25926,800.0493827,530.617284,1055.246914,27043.87654,682.4444444,766.8395062,1535.814815,14925.08642,506.9259259,1447.753086,1799.740741,18324.25926,1199.691358,3816.962963,3187.851852,6874.938272,1273.950617,292.1111111,2319.419753,14082.79012,373.9753086,738.2716049,1618.197531,18065.17284,775.7901235,261.5802469,1051.296296,14297.67901,2366.91358,567.6666667,2783.111111,12436.79012,572.8148148,263.7160494,1009.012346,8029.17284,1334.790123,405.7777778,1385.222222,5156.802469,760.308642,153.8148148,4902.567901,5060.37037,1284.185185,396.2345679,3208.259259,791.9259259,968.9012346,81,11.66208791,9.261562049,0.607708914,0.91011236,0.669421488,-0.60102345,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,0,0,1,0,0,0,Regulatory T Cell,T Cells +4568,18688.2987,918.3636364,491.3116883,1113.922078,16956.97403,738.0,445.6363636,1635.233766,8218.363636,549.8051948,392.7792208,1718.168831,10696.01299,1418.220779,991.8441558,661.4025974,4053.25974,1239.636364,325.3766234,2261.584416,8679.467532,407.8571429,143.7402597,494.3506494,10770.03896,430.6883117,122.1428571,818.8051948,8313.831169,1381.155844,356.9090909,2820.909091,7149.727273,933.1298701,275.038961,955.7532468,4364.909091,784.0909091,404.5324675,1284.584416,2470.402597,627.8441558,162.0779221,1290.025974,2565.402597,1405.311688,9011.480519,3124.220779,885.2727273,967.7012987,77,14.51044492,6.884822058,0.880269769,0.916666667,0.641666667,1.566628103,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4569,41938.95745,891.4468085,485.6382979,1130.0,36131.34043,728.2765957,930.7234043,1653.531915,22090.44681,585.8297872,1769.574468,1763.297872,25740.59574,1314.12766,1913.319149,3456.404255,9022.085106,1407.765957,338.1489362,2435.978723,19469.85106,564.2553191,127.9361702,2196.361702,25432.17021,1431.914894,130.4893617,1424.212766,19607.68085,1536.425532,437.5957447,2807.021277,17298.0,731.9787234,313.3404255,1156.787234,11202.80851,1844.510638,462.3617021,1332.276596,7824.93617,635.4255319,168.1489362,2449.638298,7080.510638,1378.595745,423.0851064,3316.829787,562.6595745,969.7659574,47,9.171090678,6.801972611,0.670758942,0.94,0.746031746,0.611568653,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4570,29687.7619,925.827381,585.4821429,1075.571429,26355.5119,704.702381,802.3392857,1633.303571,15143.02381,562.7380952,1389.910714,1875.744048,17855.77976,1300.654762,4141.285714,4268.702381,6559.255952,1268.970238,287.6607143,2421.238095,13403.72619,538.3928571,112.0178571,1089.35119,17103.64286,672.1488095,122.0059524,3671.809524,13007.44643,1981.684524,489.6845238,2791.577381,11624.29762,1220.875,260.672619,1755.47619,7698.839286,1756.708333,395.8809524,1306.571429,5341.583333,611.4107143,152.577381,4779.017857,4990.880952,1324.363095,330.1607143,3303.678571,617.0535714,972.547619,168,16.87709997,13.34292614,0.612341294,0.879581152,0.581314879,-1.078778961,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4571,41966.3956,995.967033,571.8351648,1097.494505,36637.06593,771.1648352,829.2307692,1683.538462,20672.96703,607.0989011,1493.274725,1788.384615,24169.92308,1400.340659,3590.307692,3994.010989,8601.197802,1314.648352,303.7802198,2544.868132,17473.49451,418.021978,109.1868132,1279.593407,22737.05495,1452.978022,118.2857143,2118.384615,17008.48352,1773.296703,542.5824176,2782.021978,15103.08791,675.9120879,289.0989011,1293.417582,9978.802198,1523.054945,402.5824176,1301.912088,6764.010989,615.8131868,160.6923077,2675.164835,6053.483516,1334.461538,247.989011,3307.054945,646.2857143,968.8901099,91,14.10147992,9.362100633,0.747813297,0.85046729,0.551515152,1.545713877,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4572,34430.03797,896.7088608,485.5822785,1086.455696,30366.74684,743.1012658,492.6329114,1531.392405,17262.51899,626.556962,652.3164557,1705.075949,21740.72152,1417.56962,894.6455696,2428.329114,7806.670886,1320.405063,328.0506329,2292.316456,16882.58228,449.1139241,210.0,644.2911392,21267.17722,750.0379747,124.8607595,1467.012658,16884.37975,1460.240506,698.6329114,2785.012658,14813.22785,640.6708861,295.9873418,1718.329114,9758.810127,1022.582278,429.0253165,1315.088608,6402.240506,679.6962025,174.7594937,1913.43038,6081.632911,1610.506329,8861.696203,3209.898734,729.1139241,969.9873418,79,12.33618748,8.365883257,0.734916209,0.975308642,0.598484848,1.013776536,1,1,0,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,1,1,1,0,Macrophage,Other Cells +4573,25918.92593,1124.918519,608.8888889,1083.103704,19159.95556,641.6,600.1111111,1472.711111,9923.140741,503.2740741,978.962963,1738.740741,13643.06667,1266.659259,4597.177778,2592.237037,4817.874074,1216.659259,293.4,2337.718519,9881.666667,368.2518519,382.2296296,888.3333333,13027.43704,1342.888889,119.7703704,1434.77037,9881.859259,1644.711111,444.7037037,2784.614815,8344.155556,772.7333333,256.9111111,989.9703704,5490.955556,1312.4,396.9555556,1312.481481,3447.348148,666.9555556,163.2962963,1813.525926,3363.577778,1333.896296,3132.859259,3240.066667,819.5777778,971.9777778,135,15.76563049,11.24373982,0.700980465,0.971223022,0.610859729,-1.147016248,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4574,17148.08571,907.4285714,1200.514286,1161.971429,12005.27143,510.9,569.7285714,1536.471429,5016.114286,449.8142857,386.6428571,1665.7,7704.557143,1017.885714,1697.214286,1356.642857,2996.328571,1142.042857,248.5285714,2309.4,6127.871429,328.7142857,518.4,478.3714286,7657.642857,465.4,101.5571429,1152.342857,5480.985714,1372.914286,329.0,2783.028571,4600.171429,592.1571429,214.0285714,778.9714286,2170.357143,751.5,346.4714286,1274.285714,1252.571429,625.2,139.7714286,1279.957143,1404.442857,967.7,251.9428571,3069.828571,956.7285714,968.7142857,70,9.9814382,9.124550514,0.40537185,0.95890411,0.7,1.54884996,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Dendritic Cell,Other Cells +4575,47414.19512,972.902439,578.7682927,1138.939024,43033.52439,785.4268293,1014.95122,1750.536585,22510.7439,707.5365854,3234.731707,1897.658537,28000.4878,1406.02439,2614.060976,4452.792683,10350.79268,1499.256098,357.9878049,2945.341463,23018.04878,448.7560976,462.695122,1299.841463,28682.02439,1180.268293,315.3170732,1738.402439,22364.58537,2133.963415,465.1707317,2849.853659,20244.9878,889.5853659,339.5853659,1582.914634,12442.80488,1789.402439,487.6463415,1396.768293,7922.95122,727.195122,179.4512195,4315.231707,7455.646341,1503.792683,869.7560976,3313.707317,402.0121951,971.2682927,82,13.77397483,7.935817599,0.817346946,0.976190476,0.630769231,-1.003879036,1,1,1,1,1,0,1,0,1,1,1,0,1,0,0,1,1,1,0,0,1,1,1,0,Regulatory T Cell,T Cells +4576,39896.58951,976.5771605,605.1882716,1132.990741,36802.79012,785.3796296,817.0617284,1711.574074,19029.70679,687.6450617,1384.348765,1767.91358,23643.69444,1400.268519,2559.092593,4193.382716,8705.324074,1461.743827,347.6759259,2531.891975,19484.48148,435.6141975,411.2345679,1058.549383,24182.3179,641.7098765,233.3209877,2653.459877,18821.53395,1966.771605,516.3333333,2823.185185,17059.35802,807.7469136,326.4320988,1802.191358,10446.49691,1297.688272,470.6728395,1330.759259,6693.169753,722.9753086,176.058642,3272.867284,6136.694444,1503.324074,2060.104938,3263.953704,410.7808642,979.4320988,324,26.89642077,15.92225582,0.805949577,0.917847025,0.623076923,-0.428345861,1,1,1,1,1,0,0,0,1,1,1,0,1,0,0,1,1,0,0,0,1,1,1,0,Regulatory T Cell,T Cells 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+4583,35708.7973,956.3783784,495.7567568,1054.648649,31399.48649,723.0675676,649.3108108,1520.905405,17937.25676,620.5,821.9324324,1729.486486,21324.45946,1276.743243,2686.0,2217.337838,7897.054054,1275.567568,295.7027027,2325.108108,15847.94595,394.3378378,138.7702703,669.2162162,20658.25676,1745.135135,115.8378378,2394.567568,15546.41892,1445.743243,449.9459459,2788.337838,13677.48649,586.2567568,270.0945946,1138.72973,9085.108108,1096.297297,392.8243243,1301.891892,6331.783784,609.6351351,155.1486486,3503.432432,5790.351351,1309.959459,196.7837838,3337.432432,638.3918919,973.7972973,74,11.89447505,8.463037124,0.70267604,0.913580247,0.560606061,0.630779339,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells 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+4585,18620.17059,884.0294118,560.0117647,1105.694118,8901.447059,609.2176471,390.7058824,1477.958824,4021.323529,686.3647059,356.1823529,1696.782353,5709.241176,1217.905882,2663.129412,1087.382353,2161.470588,1232.082353,359.8823529,2222.417647,4535.588235,348.2470588,407.1411765,473.3411765,5735.152941,386.2823529,118.1705882,1245.247059,4232.511765,1567.4,344.9294118,2775.023529,3667.152941,846.9411765,240.2411765,845.1411765,2068.776471,732.9647059,367.8,1285.964706,1234.264706,677.9882353,150.1411765,1475.811765,1387.1,1215.776471,5791.494118,3101.152941,907.5058824,975.5176471,170,16.80829025,12.91121109,0.640275426,0.960451977,0.708333333,-0.536332147,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Macrophage,Other Cells +4586,26145.07609,880.0543478,517.7391304,1107.684783,22394.51087,689.4021739,486.8369565,1624.923913,10660.19565,549.326087,610.8913043,1733.163043,14205.65217,1301.586957,2428.967391,1569.956522,5448.576087,1299.945652,324.3804348,2375.23913,11650.25,463.5217391,484.6086957,573.2934783,14296.01087,407.4782609,133.5434783,1047.956522,11005.32609,1627.01087,451.8478261,2836.445652,9805.902174,681.6195652,284.576087,1037.25,5252.369565,907.0978261,415.8695652,1311.5,3529.826087,692.8804348,163.1847826,2601.880435,3293.978261,1368.5,2855.108696,3150.945652,348.7282609,973.423913,92,14.08286403,8.610340819,0.791317439,0.929292929,0.613333333,1.343778561,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +4587,17761.96552,902.4712644,886.183908,1132.988506,16519.81609,727.6091954,861.4252874,1661.08046,8787.448276,569.7241379,589.5862069,1807.091954,10652.32184,1270.091954,1519.747126,1388.62069,3836.862069,1368.666667,309.0804598,2397.54023,8698.988506,439.6666667,217.6666667,530.9770115,10434.09195,470.2183908,123.3678161,1136.816092,8177.563218,1462.057471,378.4597701,2816.103448,7552.724138,856.4712644,283.3218391,1738.563218,4840.37931,893.2413793,443.8390805,1356.114943,3207.436782,624.4022989,164.6321839,2063.218391,2950.45977,1393.873563,1697.126437,3290.298851,473.5977011,973.6436782,87,11.77279028,9.543547857,0.585538617,0.945652174,0.669230769,1.518341558,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,0,Unknown,Other Cells +4588,30710.27083,888.4375,484.8541667,1067.229167,26890.70833,746.6666667,632.9583333,1526.1875,15331.04167,578.9583333,1628.104167,1740.9375,19503.3125,1327.041667,1092.0,2307.75,7056.604167,1272.270833,317.5625,2444.041667,14454.35417,397.1875,141.3125,1622.0625,19362.16667,541.5416667,129.6666667,841.2083333,14861.33333,1805.104167,416.7291667,2819.5,12988.14583,786.8125,273.0,1412.9375,8681.166667,1360.6875,419.7916667,1323.083333,5895.229167,626.0833333,163.875,1643.458333,5541.125,1507.125,6532.375,3250.625,698.1041667,973.375,48,11.03704913,6.117728502,0.832323459,0.941176471,0.545454545,0.580710181,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells +4589,19976.32203,838.3686441,434.1186441,1055.419492,17901.80508,700.3898305,576.6864407,1499.381356,9804.978814,537.6779661,765.059322,1704.779661,12580.97881,1238.45339,811.1313559,1115.360169,4724.538136,1206.288136,284.9872881,2554.533898,9748.783898,384.8008475,125.3728814,622.7161017,12365.61441,538.6822034,115.9830508,846.7161017,9876.885593,1393.347458,476.75,2832.563559,8686.90678,975.3474576,255.5254237,2022.305085,5799.966102,865.9194915,398.690678,1314.144068,3877.84322,618.7966102,152.3601695,1291.338983,3618.576271,1417.233051,9141.940678,3221.555085,711.3983051,978.9830508,236,21.09611088,14.52540635,0.725203308,0.936507937,0.69005848,0.869890999,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4590,25086.95882,850.1470588,447.2647059,1059.970588,22307.82941,681.0588235,535.6941176,1499.547059,12279.80588,546.1,426.7647059,1692.923529,15502.74118,1298.088235,1299.958824,1541.235294,5788.464706,1233.382353,299.6235294,2264.605882,11771.11765,389.6882353,121.5352941,500.8823529,14858.13529,475.0235294,121.2235294,1282.935294,11650.65294,1340.094118,500.2117647,2799.288235,10317.07059,706.0647059,268.3588235,1447.664706,6721.382353,807.7176471,399.1764706,1294.852941,4472.747059,617.5,159.0705882,1748.182353,4227.964706,1471.364706,8099.564706,3151.864706,725.0823529,979.3588235,170,20.72181936,11.25386092,0.839672992,0.871794872,0.566666667,0.483511946,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,Granulocyte,Other Cells +4591,21932.21805,898.3984962,532.2180451,1089.571429,19588.85714,710.3834586,610.0676692,1565.714286,10686.43609,553.6315789,877.3157895,1758.218045,13194.5188,1472.736842,1059.736842,1774.345865,4771.112782,1270.909774,301.0150376,2351.578947,10015.78195,466.4210526,126.7518797,1096.37594,12543.12782,759.3533835,121.3909774,783.5639098,9844.218045,1480.278195,395.8195489,2787.285714,8679.842105,782.7218045,273.1503759,1188.037594,5616.007519,1953.849624,405.0902256,1296.962406,3730.947368,615.8947368,163.4962406,4019.300752,3516.819549,1413.0,5493.81203,3161.007519,751.3082707,976.481203,133,16.13999337,10.89202102,0.737957961,0.923611111,0.633333333,0.594741234,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4592,17323.48905,944.379562,870.8029197,1150.686131,16734.87591,745.9635036,728.6423358,1673.773723,8679.386861,570.1386861,637.9489051,1794.138686,10654.85401,1346.861314,1474.992701,1650.474453,4024.014599,1414.226277,323.4452555,2366.021898,9057.751825,440.9343066,375.0583942,548.2554745,11378.90511,540.8613139,131.0583942,1383.080292,8755.510949,1557.985401,384.4379562,2831.854015,8051.437956,971.6277372,295.0072993,1468.605839,5180.591241,983.729927,453.0364964,1365.10219,3438.817518,671.9124088,172.5766423,1688.372263,3323.547445,1445.875912,1901.635036,3259.832117,460.5255474,977.3649635,137,14.34125735,12.39189186,0.503366686,0.964788732,0.652380952,-1.028379197,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Dendritic Cell,Other Cells +4593,28238.4878,995.8373984,661.8861789,1136.97561,26342.35772,789.1463415,786.2520325,1736.829268,14692.39837,605.8130081,486.7154472,1766.813008,17832.97561,1409.284553,740.6747967,1102.178862,6392.869919,1444.902439,349.3658537,2335.170732,14556.26829,463.9186992,171.7317073,485.9268293,18332.52846,521.8455285,134.4065041,1047.910569,14006.31707,1517.739837,384.4390244,2814.650407,12397.39024,836.1382114,316.2276423,1579.439024,8201.235772,1233.634146,477.699187,1340.04065,5423.845528,645.9349593,171.1138211,1399.707317,5015.552846,1496.756098,307.6097561,3278.056911,504.5609756,976.9430894,123,17.00543559,9.595295957,0.825604831,0.904411765,0.591346154,0.624828281,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,Granulocyte,Other Cells 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+4602,39693.10965,1098.149123,625.6929825,1140.02193,35447.45175,791.8157895,789.6403509,1714.587719,20875.2193,637.5570175,1245.504386,1789.381579,24280.63596,1404.504386,1943.372807,3505.714912,8708.52193,1390.092105,332.377193,2337.20614,18733.95175,528.4035088,121.2192982,1121.631579,24163.75877,932.6008772,136.0438596,3704.600877,18473.9386,1642.008772,510.3508772,2820.307018,16249.65789,731.754386,314.4298246,1498.824561,10818.08772,1538.026316,467.4692982,1336.122807,7374.508772,634.5877193,174.6666667,1951.710526,6573.412281,1428.631579,741.9122807,3323.118421,562.7061404,981.8815789,228,22.38032952,13.55323785,0.795779064,0.908366534,0.59375,1.221908207,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4603,28623.24725,888.1483516,510.3241758,1086.692308,26030.37363,705.0989011,629.0604396,1549.884615,14329.56044,601.0714286,1158.21978,1754.120879,17659.41209,1302.318681,1684.846154,2637.428571,6564.302198,1466.478022,305.0989011,2418.126374,13660.6044,956.1043956,198.1373626,711.4615385,17852.64286,454.0714286,118.8406593,1457.230769,13576.25275,1679.901099,470.521978,2800.357143,11868.75275,653.3406593,275.4010989,1360.615385,8130.554945,1322.401099,402.7087912,1310.565934,5577.725275,642.2252747,159.0989011,2904.93956,5029.950549,1389.461538,1117.725275,3185.82967,656.5659341,982.8241758,182,21.19897073,11.31836521,0.845540635,0.923857868,0.631944444,-0.62222065,1,0,1,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells 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+4605,24017.18248,911.5474453,470.9854015,1083.379562,21616.44526,728.3576642,584.8613139,1568.445255,11952.86861,579.4525547,1233.708029,1748.868613,14600.82482,1354.781022,1500.131387,1732.416058,5236.722628,1238.905109,301.0291971,2275.773723,11238.36496,411.729927,163.4160584,1057.138686,13905.54745,1017.948905,121.3722628,791.1167883,10955.18248,1359.350365,447.9489051,2812.890511,9715.467153,837.7591241,272.810219,1378.890511,6271.10219,1565.824818,399.8686131,1317.605839,4118.277372,728.6861314,159.6277372,2248.467153,3884.992701,1863.007299,9812.50365,3212.474453,740.5620438,981.4014599,137,14.87875673,11.75466154,0.613068413,0.971631206,0.761111111,-0.40889353,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +4606,17214.41333,939.5066667,1407.746667,1188.34,11601.85333,607.92,704.2266667,1731.3,4902.76,527.7933333,685.28,1707.8,7523.966667,1100.2,4488.226667,2446.813333,2798.5,1124.0,264.7533333,2359.68,6059.626667,372.7333333,303.6266667,1115.846667,7668.073333,465.42,109.2466667,3011.233333,5541.113333,1702.006667,323.32,2788.653333,4528.833333,704.0266667,229.22,1005.726667,2326.593333,841.7866667,364.3066667,1330.973333,1384.32,604.8,140.6866667,1959.18,1517.966667,1033.946667,430.0733333,3245.386667,935.0933333,981.4666667,150,15.4650461,12.55528548,0.583867158,0.925925926,0.669642857,0.313876173,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +4607,32141.94656,911.6793893,590.3358779,1101.687023,29897.94656,752.0839695,711.8778626,1658.412214,14990.74046,705.0229008,1773.419847,1832.160305,19346.9771,1329.717557,3532.648855,3526.51145,7261.564885,1368.931298,337.9770992,2466.587786,16133.93893,431.8931298,792.2977099,1468.229008,19935.70992,734.8015267,492.4122137,2485.801527,15740.29771,2087.305344,417.6946565,2879.129771,14371.0687,923.5496183,311.5572519,1710.022901,8627.534351,1230.908397,455.2824427,1374.435115,5450.305344,807.2290076,174.6641221,5725.038168,5163.625954,1436.961832,1116.061069,3265.923664,394.3435115,980.6717557,131,14.99517857,12.11357981,0.589413292,0.873333333,0.592760181,-1.378078565,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells +4608,38554.12782,964.556391,576.7894737,1144.458647,34739.72932,776.8646617,778.1503759,1740.338346,19985.11278,617.3233083,1089.413534,1761.451128,23185.64662,1381.533835,2765.962406,3699.413534,8545.037594,1388.225564,347.5714286,2314.699248,18872.67669,467.4887218,129.6390977,912.6015038,24393.28571,545.3082707,135.3909774,2567.81203,18067.15789,1706.0,479.9022556,2816.669173,16129.74436,901.8646617,318.0676692,1685.37594,10627.96992,1137.045113,477.4736842,1336.398496,7229.616541,637.9022556,171.2180451,2330.503759,6424.518797,1452.428571,919.4887218,3316.233083,537.0526316,980.4586466,133,16.95280339,11.71420094,0.722865257,0.768786127,0.511538462,-1.553801934,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4609,38333.77027,989.472973,488.8243243,1079.972973,34099.68919,754.4324324,636.8783784,1583.864865,19325.08108,689.2567568,845.9324324,1735.405405,23316.14865,1329.297297,1881.094595,3030.945946,8515.013514,1306.864865,299.0945946,2443.27027,17833.59459,419.8648649,232.1486486,715.2837838,22868.71622,437.0945946,134.3783784,1853.391892,18004.10811,1637.743243,517.8108108,2780.202703,15632.75676,612.0810811,271.8243243,1365.202703,10407.21622,954.8783784,408.7027027,1322.648649,6970.959459,626.4324324,157.3378378,2218.797297,6313.094595,1371.932432,643.3243243,3228.621622,667.6486486,981.6351351,74,11.72959217,9.434732846,0.594151685,0.850574713,0.560606061,0.119155367,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,T Cell,T Cells +4610,24509.74419,866.1472868,449.379845,1072.48062,21887.49612,694.1472868,689.7286822,1533.976744,11778.97674,549.8139535,1153.333333,1704.728682,14676.70543,1313.837209,1857.875969,1904.062016,5310.255814,1247.565891,301.8837209,2276.069767,11303.43411,394.4186047,150.3953488,1323.930233,14152.79845,894.5581395,123.9457364,858.8837209,11280.11628,1459.751938,389.1550388,2788.356589,9858.069767,629.6976744,275.1937984,1168.651163,6339.945736,1813.100775,406.3565891,1307.728682,4177.852713,677.5891473,162.9767442,1942.612403,3961.612403,1490.573643,7297.449612,3180.837209,764.4263566,980.620155,129,14.62901145,11.3273966,0.632805902,0.948529412,0.767857143,-1.072385461,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +4611,37035.9604,1047.138614,590.1584158,1161.138614,30066.13861,767.8415842,611.1584158,1861.970297,13997.10891,597.039604,1021.059406,1823.712871,18939.75248,1362.465347,5775.069307,3139.970297,6688.90099,1360.712871,327.6633663,2579.712871,14266.11881,851.049505,773.5445545,653.0,17582.87129,488.3366337,214.5544554,2702.287129,13179.44554,2287.60396,550.2475248,2818.217822,11418.90099,678.1485149,290.950495,1244.475248,5960.940594,1114.60396,428.960396,1315.564356,3880.267327,739.0594059,173.7821782,4059.376238,3557.544554,1333.039604,2032.821782,3311.930693,356.4356436,981.009901,101,15.22737015,8.775526024,0.817238563,0.89380531,0.573863636,-1.097814081,1,0,1,1,0,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4612,23932.78218,848.9207921,438.8910891,1062.70297,21269.93069,674.5346535,715.3861386,1532.574257,11710.29703,577.8019802,1619.118812,1751.089109,14045.29703,1198.376238,1755.455446,2560.881188,5478.762376,1322.950495,282.0,2324.534653,10505.35644,3962.891089,315.9405941,727.2277228,13436.14851,635.980198,124.3366337,1043.168317,10006.58416,1510.663366,418.7326733,2784.366337,8978.782178,639.3168317,260.3168317,1237.722772,6112.108911,2127.356436,389.3168317,1304.851485,4106.554455,673.8217822,162.2376238,3753.287129,3710.168317,1293.445545,548.5940594,3160.831683,625.5544554,983.4059406,101,14.73858176,9.385635679,0.771023041,0.870689655,0.485576923,0.601300238,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4613,45517.61538,939.0384615,505.1923077,1112.576923,36136.93269,746.3365385,730.25,1623.182692,21109.82692,563.1826923,1277.259615,1792.115385,24461.21154,1308.653846,2651.076923,3764.548077,9139.663462,1319.365385,292.375,2329.557692,19099.46154,471.3076923,127.3461538,1519.951923,23949.75962,654.2019231,262.5288462,1714.221154,18315.82692,2211.221154,468.0192308,2804.278846,16393.17308,659.3461538,291.5865385,1410.923077,11062.45192,1474.826923,416.4807692,1297.663462,7560.163462,679.7403846,154.5769231,1892.711538,6688.740385,1373.413462,288.5288462,3264.913462,611.9134615,983.1346154,104,13.91267721,9.924171902,0.700839872,0.920353982,0.615384615,1.067161883,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4614,32587.08696,957.5565217,744.2869565,1124.008696,14413.66087,550.373913,480.9043478,1563.565217,6210.895652,437.6695652,1101.991304,1699.626087,8585.147826,999.2521739,2221.252174,1902.373913,3125.434783,1024.486957,240.2521739,2251.513043,6394.495652,1038.104348,136.5826087,1242.191304,8022.017391,736.8,105.0,1221.991304,5708.121739,1647.417391,317.5826087,2788.556522,4681.921739,1773.773913,220.8782609,815.9913043,2314.347826,1225.217391,343.2086957,1293.078261,1337.834783,530.3478261,133.573913,1736.982609,1438.252174,991.8782609,367.1217391,3055.573913,920.8608696,982.9826087,115,12.78275393,11.57695023,0.423984404,0.942622951,0.737179487,1.25267039,0,0,1,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4615,36493.87709,1058.653631,651.1787709,1153.005587,31280.84916,817.2402235,734.5810056,1885.117318,15146.29609,611.8547486,1852.346369,1834.100559,19939.02793,1412.586592,5803.335196,5714.547486,7107.061453,1375.424581,339.2793296,2587.156425,15792.51955,414.5586592,302.4748603,1181.675978,18919.72067,817.2067039,201.0055866,7667.882682,14824.68156,2595.296089,420.9050279,2833.050279,12908.61453,650.972067,311.6256983,1560.681564,7001.078212,1599.407821,444.2793296,1315.413408,4503.597765,673.4804469,174.5139665,4060.921788,4094.357542,1431.027933,6412.01676,3268.832402,371.4301676,988.2849162,179,21.42057042,11.23865836,0.851307779,0.8647343,0.608843537,0.252846224,1,0,1,1,0,0,0,0,1,1,1,1,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4616,27603.19527,913.8047337,625.8698225,1106.982249,25038.32544,749.2840237,805.9585799,1643.331361,13305.97041,590.1656805,1314.485207,1762.727811,16051.24852,1281.721893,2249.609467,3377.272189,5892.16568,1352.668639,322.6804734,2376.408284,13196.65089,413.1538462,819.8934911,1073.934911,16613.0355,1035.893491,127.3313609,1716.840237,12809.4142,1671.822485,425.1775148,2816.704142,11438.70414,699.556213,289.1656805,1385.236686,7060.934911,1392.390533,440.0828402,1361.923077,4623.905325,813.5798817,168.7337278,3147.621302,4459.325444,1389.242604,1323.763314,3231.461538,447.3550296,985.3727811,169,15.19747043,14.69424939,0.255201688,0.960227273,0.584775087,-0.19611786,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4617,29962.81132,886.7169811,561.8773585,1136.764151,27727.74528,730.1981132,741.0283019,1642.811321,15136.99057,597.6603774,1353.367925,1838.311321,18063.34906,1322.773585,1644.188679,3053.971698,6800.377358,1364.773585,330.1603774,2365.981132,14473.08491,554.5188679,202.3396226,829.7264151,18527.67925,460.4150943,130.1886792,2319.688679,14082.78302,1670.0,475.8113208,2806.858491,12253.09434,645.0377358,302.6886792,1641.839623,7959.481132,1500.433962,450.3396226,1335.018868,5110.273585,652.6603774,172.8018868,2812.339623,4859.415094,1418.981132,393.7075472,3248.283019,489.9811321,983.3490566,106,12.25663057,11.92939348,0.229531557,0.913793103,0.582417582,0.149011361,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,T Cell,T Cells +4618,32410.18987,958.4683544,554.3797468,1110.873418,28354.96203,812.9367089,600.9493671,2033.417722,13549.65823,558.7974684,483.8227848,1859.708861,17460.62025,1277.443038,2260.101266,2354.556962,6321.012658,1241.64557,307.9873418,2257.64557,14021.10127,393.9620253,163.443038,564.4556962,17022.6962,510.9620253,122.9367089,2269.683544,13321.56962,1401.594937,367.1012658,2771.329114,11379.3038,617.4303797,276.4683544,1108.063291,6630.607595,1063.278481,407.0253165,1305.734177,3768.088608,1980.329114,156.2025316,1079.151899,3876.0,1289.291139,1028.835443,3330.607595,865.8987342,983.1518987,79,11.38897086,9.10062558,0.60123326,0.877777778,0.658333333,-0.495097128,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Unknown,Other Cells +4619,21257.15504,1159.410853,608.751938,1106.193798,18522.27907,762.1007752,470.7209302,1661.294574,8465.984496,663.8914729,545.0077519,1717.108527,11289.65116,1354.697674,3376.170543,2150.75969,4111.302326,1456.596899,335.0155039,2260.44186,9058.0,386.4573643,643.6821705,493.7364341,10617.66667,447.2403101,122.0077519,2457.860465,8324.829457,1636.806202,355.2713178,2807.124031,7440.697674,618.1550388,258.2248062,1082.263566,3696.984496,838.0930233,393.6821705,1306.705426,2532.472868,716.8914729,155.5736434,1804.403101,2372.124031,1260.72093,11432.96899,3325.697674,339.6821705,986.5813953,129,15.07862773,11.02630491,0.682105399,0.984732824,0.671875,0.476935407,1,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4620,33330.48416,1000.579186,601.1900452,1120.597285,30028.81448,779.8190045,754.0859729,1636.217195,16013.58824,615.2895928,1632.013575,1775.443439,19060.99095,1406.158371,2015.873303,3577.515837,6884.176471,1423.529412,340.9004525,2578.036199,15486.70588,421.2850679,566.918552,988.2488688,19479.69231,1016.538462,142.2850679,1749.59276,15039.17195,1873.049774,469.8868778,2819.117647,13185.29412,676.5429864,305.7420814,1410.687783,8131.904977,1464.321267,456.4524887,1360.40724,5279.076923,745.5067873,175.1266968,4070.316742,4706.434389,1442.941176,1609.434389,3204.226244,426.3031674,986.1447964,221,20.01908669,14.31514432,0.69904795,0.928571429,0.701587302,1.552937516,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells +4621,18342.96988,796.6927711,485.5722892,1070.138554,16640.90964,671.8975904,505.9457831,1752.421687,7538.018072,543.2891566,369.5421687,1818.373494,10349.04819,1164.674699,1756.331325,1281.789157,3889.253012,1182.566265,288.2168675,2218.554217,8253.198795,377.4036145,212.8855422,495.253012,10406.39759,458.373494,114.4277108,877.8253012,7923.644578,1362.771084,342.4518072,2827.343373,6742.26506,648.6445783,257.2289157,1102.475904,4013.722892,1001.379518,384.9277108,1314.289157,2320.114458,2266.53012,149.4277108,1573.144578,2412.445783,1281.554217,1573.319277,3218.722892,877.3554217,987.8192771,166,16.38974195,13.58112849,0.559787954,0.869109948,0.610294118,0.787374397,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Unknown,Other Cells +4622,28582.4898,983.2857143,780.1326531,1148.704082,25881.66327,819.622449,866.9591837,1720.061224,14639.37755,611.5510204,775.5,1766.693878,17860.65306,1424.27551,835.9081633,1186.153061,6281.173469,1446.653061,346.0306122,2351.520408,14324.09184,484.4387755,249.0,587.6938776,18539.40816,526.9081633,142.6734694,965.5816327,14458.28571,1645.418367,407.9387755,2813.265306,12701.61224,663.4795918,319.9387755,1814.816327,8265.642857,1060.816327,473.744898,1357.071429,5333.244898,659.2040816,178.8367347,1855.938776,4976.714286,1506.316327,919.5714286,3266.918367,499.6836735,986.3979592,98,12.19855848,10.57717136,0.498162461,0.960784314,0.628205128,-0.37243689,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,1,1,1,0,Granulocyte,Other Cells +4623,40237.03896,1158.805195,582.5974026,1120.753247,35786.66234,829.987013,740.7662338,1680.61039,20962.05195,690.038961,1505.636364,1829.727273,23755.48052,1435.454545,2265.883117,3449.077922,8677.428571,1411.155844,345.4285714,2391.649351,18529.42857,472.6103896,126.7922078,1732.753247,24424.68831,705.3376623,128.038961,1843.090909,18024.5974,1716.0,464.8961039,2810.818182,15841.5974,647.4935065,321.987013,1505.532468,10487.0,1323.74026,459.4025974,1323.038961,7071.922078,617.8831169,173.8701299,2036.168831,6072.948052,1364.831169,418.4155844,3293.181818,544.7792208,985.5714286,77,15.29365729,6.675866527,0.899698384,0.905882353,0.458333333,-0.910946946,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4624,33969.64948,969.8556701,590.9072165,1121.092784,31070.16495,782.2268041,799.0103093,1770.226804,14604.10309,618.556701,2259.072165,1835.948454,19288.40206,1395.020619,3127.381443,4913.649485,6950.71134,1355.546392,342.7319588,2328.556701,15570.64948,413.7113402,344.1958763,1364.268041,19117.06186,1613.298969,137.5051546,2948.113402,15033.51546,1965.917526,400.371134,2849.917526,13220.64948,740.7319588,307.9381443,1562.783505,7440.43299,2289.082474,449.6597938,1319.298969,4742.907216,691.3298969,173.0927835,3906.721649,4477.85567,1407.71134,1444.484536,3259.113402,382.6907216,985.9896907,97,11.40745037,10.9642243,0.276040819,0.950980392,0.801652893,-1.303586541,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4625,28473.82456,936.5877193,1187.052632,1203.77193,26213.5614,775.2719298,1041.45614,1777.596491,14191.84211,676.7105263,1161.210526,1861.605263,16941.84211,1325.385965,1542.780702,2155.692982,6306.482456,1463.587719,327.4912281,2448.692982,13883.02632,475.7631579,290.5,656.4385965,17380.10526,477.7280702,141.877193,1318.122807,13571.18421,1677.95614,392.7982456,2809.973684,12001.61404,645.5438596,304.0789474,1659.517544,7573.824561,1252.245614,467.5350877,1396.526316,4901.526316,675.6578947,170.5614035,2876.877193,4592.096491,1432.394737,479.9824561,3333.105263,480.4649123,987.4210526,114,14.00742364,11.08922483,0.610951926,0.926829268,0.674556213,0.587242253,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,T Cell,T Cells +4626,16918.83019,928.7672956,529.3710692,1069.81761,14438.04403,631.327044,555.1698113,1687.006289,7019.157233,498.3773585,367.5597484,1806.27673,9215.886792,1144.591195,1838.559748,1580.377358,3558.45283,1149.886792,275.7421384,2240.716981,7104.930818,407.6415094,219.3962264,492.6352201,8863.295597,446.0062893,113.2138365,799.572327,6874.786164,1303.591195,343.7987421,2799.704403,5971.591195,692.0251572,245.3836478,1155.069182,3658.886792,1293.836478,374.5283019,1293.471698,2185.36478,3266.213836,148.4465409,937.5345912,2220.106918,2198.503145,648.1949686,3283.672956,840.9559748,989.3836478,159,20.52762709,10.4190973,0.861613692,0.883333333,0.557894737,0.389340086,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,1,0,Granulocyte,Other Cells +4627,40225.87037,1108.796296,599.962963,1159.611111,37519.40741,874.4814815,662.0,1959.277778,18284.75926,633.1111111,1167.333333,1871.148148,24142.01852,1546.222222,5434.166667,3673.388889,8650.425926,1473.0,365.7407407,2419.62963,20862.77778,448.8703704,212.3518519,1252.407407,24390.77778,517.3148148,161.037037,5594.074074,19901.94444,2479.666667,409.8333333,2871.351852,17660.46296,666.2222222,339.2222222,1377.5,9241.722222,1430.240741,472.5,1328.462963,6124.537037,675.037037,181.9259259,3011.37037,5542.666667,1465.148148,5779.851852,3332.222222,362.3518519,986.6481481,54,9.829844386,7.822425832,0.605581512,0.830769231,0.490909091,1.348806411,1,1,1,1,1,0,0,0,0,0,1,1,1,0,0,1,1,0,0,1,1,1,1,0,Regulatory T Cell,T Cells 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+4635,18145.0,909.8907563,563.4201681,1062.789916,16912.13445,763.605042,724.9327731,1561.94958,8768.890756,538.605042,1591.957983,1767.436975,10744.14286,1242.932773,2162.798319,2818.008403,4011.378151,1262.07563,341.697479,2421.436975,9281.714286,468.2689076,242.9243697,1373.655462,11296.79832,457.2689076,140.512605,1348.403361,8882.680672,2026.756303,370.2352941,2788.815126,8053.0,727.9243697,281.0504202,1407.058824,5034.605042,1529.588235,419.0420168,1327.705882,3284.02521,620.8991597,163.7983193,2585.705882,3121.310924,1341.705882,2449.436975,3262.193277,454.605042,994.6722689,119,15.91924448,10.1870029,0.768443629,0.9296875,0.583333333,-0.295852439,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4636,24343.05814,878.8372093,429.8604651,1056.430233,21932.0814,704.6046512,692.0465116,1527.511628,12207.96512,587.1627907,1009.116279,1726.732558,14629.30233,1257.44186,1482.593023,2491.953488,5575.5,1346.313953,298.8953488,2289.906977,11219.04651,906.7790698,367.5348837,872.9651163,14187.39535,543.8023256,120.3953488,919.4534884,10732.60465,1546.290698,408.9418605,2807.77907,9773.05814,650.755814,264.2209302,1170.674419,6656.348837,1642.418605,403.8953488,1307.895349,4484.906977,1210.023256,154.2674419,1849.569767,4047.790698,1323.290698,235.6046512,3191.05814,620.4302326,991.627907,86,12.54936636,8.930574235,0.7025489,0.966292135,0.661538462,0.376214616,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,1,0,1,0,0,0,Cytotoxic T Cell,T Cells +4637,18563.89147,777.5503876,424.3255814,1057.03876,16709.29457,635.2015504,482.8449612,1491.186047,9120.596899,495.3643411,559.6744186,1714.922481,11368.70543,1188.023256,772.4728682,786.1937984,4218.883721,1149.542636,272.1085271,2295.666667,8911.604651,409.7751938,101.6666667,545.0852713,11387.66667,458.9069767,113.2635659,784.5193798,8926.20155,1293.426357,391.5503876,2823.139535,7845.542636,583.9844961,249.0542636,1330.550388,5198.550388,795.7751938,373.3488372,1302.868217,3398.775194,598.4031008,150.9534884,1682.883721,3186.108527,1334.968992,3561.581395,3148.674419,691.1782946,991.0930233,129,18.33824442,9.036944513,0.870147005,0.969924812,0.632352941,-0.991914304,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4638,34855.51415,935.5283019,603.6698113,1117.721698,31312.39623,743.2641509,755.9433962,1615.985849,17250.98585,641.259434,1368.396226,1771.79717,20645.28774,1343.042453,1893.820755,3588.641509,7736.919811,1453.051887,348.0896226,2416.514151,16871.28774,441.8632075,262.9386792,979.4811321,21848.32547,1191.415094,168.0943396,1726.396226,16318.0283,1625.632075,536.3396226,2818.966981,14545.54245,773.5660377,308.2830189,1482.174528,9319.5,1233.481132,453.3537736,1338.735849,6188.075472,650.3584906,172.2877358,2334.830189,5712.495283,1430.443396,285.1132075,3232.523585,525.2924528,994.5330189,212,20.80119338,14.41042333,0.721159497,0.85483871,0.531328321,1.129784248,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4639,25210.30328,929.3606557,472.1147541,1056.131148,22437.45902,714.6065574,525.4836066,1492.393443,12480.44262,648.3688525,449.2459016,1733.360656,15168.51639,1315.254098,2446.811475,1840.614754,5667.581967,1238.229508,300.852459,2265.745902,11589.84426,389.7704918,229.1967213,511.3442623,15061.94262,423.4344262,123.1967213,2616.778689,11570.52459,1371.336066,425.5,2792.131148,10088.7377,670.0327869,269.3852459,1549.52459,6873.5,801.4344262,395.5901639,1300.631148,4573.442623,633.057377,165.057377,2597.368852,4157.803279,1430.704918,4797.836066,3186.008197,668.557377,991.8032787,122,15.30084708,10.63395828,0.719017976,0.93129771,0.677777778,1.117444965,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4640,21579.25871,741.0447761,420.0,1046.60199,18699.83582,607.0995025,553.1343284,1472.79602,10187.0796,487.9651741,429.2736318,1686.338308,13060.47264,1134.716418,1189.014925,1148.681592,4921.930348,1154.771144,259.8258706,2261.716418,9734.154229,362.7562189,95.15422886,529.9850746,12615.25871,508.4129353,111.840796,1231.676617,9804.621891,1266.512438,429.7711443,2813.507463,8522.651741,675.4726368,275.7263682,1670.626866,5576.716418,763.2039801,379.5323383,1300.313433,3587.40796,614.8109453,148.9004975,1385.074627,3381.084577,1254.452736,945.7512438,3149.736318,701.6616915,996.6467662,201,19.76914188,13.40454249,0.735012241,0.971014493,0.755639098,-0.247941512,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4641,27216.38,885.97,493.4,1089.92,23605.42,691.16,548.68,1721.77,12044.92,529.51,393.3,1772.36,15645.29,1233.53,1551.32,1592.3,5866.11,1213.31,296.4,2246.46,12641.86,491.92,224.35,484.42,15533.91,436.7,115.07,906.33,12222.65,1342.57,355.94,2818.23,10538.6,793.04,262.11,1095.35,6338.16,1036.27,397.64,1306.25,3787.17,3283.12,147.3,787.15,3773.77,1646.06,414.74,3249.43,832.22,992.8,100,14.15914562,9.584581121,0.736058398,0.917431193,0.591715976,0.778887041,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,Granulocyte,Other Cells +4642,19826.35052,776.4948454,427.0412371,1039.958763,17419.50515,666.7628866,484.1649485,1458.56701,9453.412371,500.2783505,420.6494845,1711.43299,12321.96907,1194.474227,892.8041237,1142.752577,4572.56701,1176.443299,281.4020619,2256.113402,9695.938144,391.0721649,90.93814433,528.6701031,12480.81443,570.2989691,114.4639175,901.4020619,9642.329897,1285.628866,461.9072165,2778.278351,8501.082474,686.4123711,262.443299,2315.072165,5623.804124,761.0824742,403.8453608,1313.402062,3636.041237,628.0206186,153.742268,2004.56701,3509.494845,1371.319588,5481.618557,3284.092784,714.5463918,992.1649485,97,14.70653218,8.844050003,0.798971548,0.923809524,0.76984127,1.533417374,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4643,27688.27331,940.9228296,737.7909968,1117.585209,20927.59807,638.7395498,827.5337621,1608.073955,9149.884244,492.7106109,1727.237942,1741.787781,13574.9582,1174.115756,3763.932476,3030.07717,5089.051447,1163.305466,282.562701,2423.395498,10723.23473,391.6398714,228.8199357,1287.996785,13758.45016,1250.909968,176.4758842,1782.697749,9966.266881,1845.649518,336.681672,2791.311897,8378.241158,671.8938907,255.2411576,942.5369775,4223.18328,1604.170418,380.5209003,1298.736334,2438.646302,596.2379421,148.755627,1922.88746,2611.617363,1166.530547,1447.987138,3184.897106,912.2829582,995.5016077,311,26.43935848,15.26151902,0.816583532,0.933933934,0.747596154,-1.46424017,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4644,36128.08392,990.3356643,619.8811189,1126.706294,35322.4965,818.5174825,919.4055944,1751.657343,15841.65734,710.993007,1443.811189,1832.818182,20709.12587,1390.867133,3460.944056,4112.41958,7435.447552,1367.741259,343.5384615,2397.965035,16638.58741,415.4825175,828.0839161,991.1258741,20553.20979,733.9300699,211.0559441,3313.685315,16154.94406,2210.734266,413.5454545,2818.895105,14331.01399,712.1678322,304.027972,1391.517483,7778.496503,1446.958042,438.2377622,1356.79021,4851.384615,805.2797203,166.1118881,3747.356643,4608.097902,1387.363636,595.4055944,3277.573427,388.2027972,995.1538462,143,16.12372549,11.62688931,0.692826422,0.928571429,0.647058824,-1.298963949,1,1,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,1,1,0,1,0,1,0,Regulatory T Cell,T Cells +4645,21073.84,1165.1,853.335,1131.56,18409.25,744.48,743.245,1632.785,9723.18,629.23,957.815,1803.945,12230.165,1326.59,2579.54,2718.73,4522.475,1621.645,307.39,2407.84,9888.085,550.84,579.465,681.535,12774.725,766.945,129.195,3211.785,9828.39,1681.13,401.12,2813.64,8665.56,633.925,269.055,1379.41,5248.375,1204.85,427.01,1341.885,3364.01,765.045,161.575,5626.93,3295.025,1313.455,485.04,3375.48,440.08,999.385,200,22.6797008,12.09450997,0.845942153,0.884955752,0.634920635,0.359098046,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,0,1,Cytotoxic T Cell,T Cells 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+4647,15907.70513,1003.230769,585.1538462,1088.705128,12934.42308,596.3333333,571.7948718,1550.320513,6396.576923,532.0128205,903.0897436,1788.012821,8724.846154,1131.730769,1304.615385,1482.423077,3360.423077,1124.833333,267.5897436,2278.012821,7002.75641,342.2692308,130.1025641,772.3461538,8796.820513,745.4358974,108.6153846,929.4871795,6752.910256,1267.102564,332.6410256,2790.653846,5771.935897,575.4358974,226.2948718,1122.051282,3568.205128,1237.166667,374.6282051,1309.076923,2124.512821,1277.358974,146.6923077,1813.153846,2169.512821,1164.102564,947.6282051,3217.448718,867.4615385,993.4487179,78,10.77409469,9.312622204,0.502885383,0.962962963,0.709090909,1.324447551,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4648,24730.48529,1039.955882,655.3970588,1123.911765,22516.60294,804.9117647,809.6029412,1696.823529,12663.35294,693.1470588,993.9852941,1791.029412,14761.13235,1470.5,1000.544118,2660.955882,5326.117647,1481.632353,347.9558824,2433.661765,11466.20588,482.6764706,351.0882353,1348.955882,14155.0,951.7794118,138.7205882,1243.808824,11039.91176,1712.352941,564.5441176,2818.220588,10099.57353,825.3676471,307.7205882,1876.161765,6623.573529,1386.544118,467.75,1358.470588,4381.117647,675.3676471,179.9852941,2807.75,3630.720588,1447.955882,752.7058824,3231.441176,545.2647059,994.7647059,68,10.04019848,8.852342327,0.471829197,0.957746479,0.686868687,0.044464458,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4649,32466.98008,979.5219124,528.1474104,1071.721116,28648.25498,763.3984064,585.3027888,1490.677291,16627.93227,644.063745,1475.171315,1741.187251,19303.44622,1404.290837,1155.864542,2712.633466,7185.059761,1408.191235,321.8167331,2318.49004,15690.14343,455.3346614,175.0199203,1021.876494,20775.60558,679.1553785,214.2231076,1240.705179,15542.52988,1579.187251,432.4780876,2811.494024,14047.43028,706.4741036,300.1912351,1658.095618,9364.266932,1776.673307,450.7250996,1322.904382,6301.649402,656.5418327,177.7569721,2206.115538,5553.027888,1509.741036,3802.191235,3230.14741,570.6414343,998.752988,251,19.72891052,16.88464754,0.517252667,0.896428571,0.6275,0.584476194,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +4650,23751.88462,898.6153846,556.2,1101.007692,21389.65385,707.5692308,840.1692308,1623.653846,10932.92308,550.8923077,1087.907692,1787.384615,14379.06154,1246.669231,2360.623077,1851.384615,5259.807692,1199.961538,289.2461538,2272.884615,11427.79231,390.8692308,119.1307692,1350.069231,14565.93077,474.6923077,116.1153846,1132.930769,11320.34615,1718.061538,365.6538462,2800.138462,9763.446154,654.4769231,260.1307692,1275.130769,6000.430769,1567.538462,399.0230769,1317.953846,3635.123077,751.6153846,151.2846154,1556.246154,3679.430769,1299.176923,766.7846154,3247.707692,819.8769231,997.4846154,130,14.36804366,11.87198117,0.563264277,0.935251799,0.666666667,-0.143353238,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells +4651,32567.15015,1030.795796,707.9189189,1121.249249,28041.36336,751.4324324,702.6426426,1665.294294,13555.85285,610.7717718,1304.882883,1795.342342,17576.43844,1355.432432,2380.204204,3173.996997,6482.132132,1339.387387,331.1291291,2424.291291,14501.96396,410.8228228,243.2012012,805.7687688,17745.62763,653.6456456,130.5405405,2050.285285,13764.8979,1815.246246,389.1771772,2827.858859,12478.35435,658.0840841,294.2402402,1383.777778,6885.603604,1450.537538,443.978979,1331.498498,4337.204204,639.5315315,165.2642643,2737.399399,4024.243243,1345.138138,1138.405405,3371.975976,405.6396396,1002.726727,333,26.37268756,16.49010187,0.780406935,0.938028169,0.660714286,-0.568511512,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,1,Cytotoxic T Cell,T Cells +4652,35118.95775,961.7535211,506.5985915,1083.246479,30419.54225,744.7253521,616.7394366,1592.626761,17348.83099,598.8802817,1065.619718,1761.239437,20790.16901,1317.387324,1753.760563,2518.394366,7692.809859,1275.795775,307.5915493,2268.394366,15486.83803,397.8380282,130.8028169,745.2253521,20505.16901,460.4647887,204.8098592,1685.676056,15690.02113,1826.584507,431.7042254,2779.507042,13675.40141,714.5352113,279.0985915,1190.985915,9330.901408,1143.549296,408.0211268,1311.478873,5927.943662,604.1478873,159.6901408,1637.042254,5344.535211,1406.725352,2719.725352,3248.330986,659.2676056,998.028169,142,16.59453295,11.46081585,0.723200585,0.898734177,0.596638655,0.98887274,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells +4653,19287.86842,969.0438596,534.2368421,1071.026316,16833.83333,707.3333333,664.7368421,1716.236842,8863.421053,558.8859649,444.0350877,1855.324561,11395.44737,1234.947368,1849.052632,1585.921053,4293.763158,1161.184211,268.5087719,2236.675439,9099.535088,469.0526316,237.1754386,535.9385965,11429.52632,438.745614,114.0964912,768.6666667,9039.912281,1346.736842,349.754386,2801.701754,7659.991228,693.8947368,252.4824561,1058.166667,4951.175439,1042.535088,388.0,1315.412281,3073.421053,2986.359649,145.2982456,566.8508772,2992.807018,2696.587719,237.1666667,3277.54386,779.9912281,998.7017544,114,13.47116457,10.84410046,0.593293646,0.95,0.74025974,-0.157026363,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,Granulocyte,Other Cells +4654,24728.50435,892.2695652,1042.913043,1166.191304,22951.48696,718.3304348,777.226087,1685.356522,12197.66957,556.7913043,596.1304348,1788.234783,14912.16522,1276.182609,1261.695652,1265.226087,5540.773913,1315.426087,320.0695652,2416.773913,12349.75652,447.6173913,213.2956522,476.573913,15552.54783,448.7826087,130.5652174,1125.26087,12110.61739,1441.991304,442.4434783,2842.617391,10538.18261,873.4521739,300.4956522,1597.26087,6658.878261,903.2869565,458.1913043,1360.33913,4293.73913,623.8608696,166.5217391,1372.556522,4104.678261,1392.852174,1154.356522,3279.208696,482.5043478,999.0782609,115,14.15859914,11.1788285,0.613694729,0.8984375,0.68452381,-0.435445923,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells +4655,21022.42105,923.8631579,769.4,1147.978947,19518.42105,710.1684211,813.9473684,1613.631579,10453.67368,556.9263158,566.9473684,1781.536842,12529.83158,1294.168421,794.3578947,897.7263158,4672.715789,1349.821053,314.3578947,2363.810526,9980.315789,434.1684211,123.0315789,492.4105263,12873.82105,472.5473684,124.8315789,930.4210526,9790.157895,1423.410526,369.7368421,2805.189474,8680.168421,820.7684211,293.4421053,1594.452632,5538.452632,853.5052632,453.1368421,1337.147368,3461.273684,601.8210526,166.1052632,1354.978947,3392.821053,1411.821053,1119.157895,3256.768421,492.0315789,999.2842105,95,13.13251376,9.573938353,0.684486461,0.95,0.730769231,-0.324159635,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4656,31136.17757,1010.336449,477.953271,1055.976636,26906.36449,728.6448598,763.9018692,1607.761682,15585.33178,601.9439252,1297.518692,1753.042056,18457.85514,1279.696262,1831.598131,2274.696262,6747.453271,1309.686916,287.4392523,2319.948598,14259.0,402.1775701,229.0233645,1155.490654,18081.41589,559.3411215,116.0,1132.327103,14216.84112,1558.845794,382.1775701,2792.672897,12768.80841,593.2476636,267.1261682,1277.205607,8435.186916,1278.761682,394.2943925,1310.182243,5400.551402,760.864486,148.9065421,1855.780374,5221.462617,1292.850467,228.8831776,3270.602804,611.5514019,1001.630841,214,19.71939558,14.03291528,0.702554349,0.959641256,0.629411765,-1.219492397,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4657,27734.60759,959.7468354,463.1012658,1054.721519,25066.50633,737.1139241,821.4936709,1562.822785,14168.86076,601.8481013,1319.949367,1825.974684,16974.39241,1276.582278,1974.708861,3194.544304,6088.417722,1302.189873,281.4050633,2326.518987,13161.03797,403.9367089,274.3417722,1597.303797,16772.49367,583.4556962,129.7848101,1167.265823,12786.91139,2152.417722,404.3544304,2802.202532,11222.53165,607.6962025,264.2531646,1132.126582,7490.987342,1787.56962,396.4177215,1314.43038,4950.177215,667.5189873,153.7848101,1595.341772,4374.683544,1323.075949,1138.974684,3257.050633,647.6962025,997.5063291,79,11.2545097,9.300085777,0.563167096,0.908045977,0.718181818,1.064210769,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,Helper T Cell,T Cells +4658,28760.44214,857.8694362,559.0326409,1103.910979,25250.29674,698.9317507,777.727003,1637.608309,10993.09199,523.9910979,1588.41543,1737.94362,15999.44214,1257.433234,2491.344214,3163.896142,5919.05638,1191.231454,295.7032641,2465.139466,12819.94955,440.6735905,170.8041543,1464.403561,16315.19288,987.5192878,180.0356083,1585.498516,11962.0,1744.881306,357.2818991,2808.593472,10119.52522,634.347181,265.8545994,965.8635015,5435.884273,1544.64095,402.2344214,1303.252226,3088.341246,629.4035608,154.8575668,2381.023739,3195.62908,1281.246291,1721.169139,3206.186944,889.9376855,1004.014837,337,24.44893189,19.4628181,0.605217636,0.875324675,0.563545151,-0.200651161,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4659,34077.60584,996.5182482,607.7737226,1091.211679,29262.38686,740.4671533,698.3284672,1592.481752,14794.42336,593.7956204,1296.781022,1741.817518,18840.94891,1294.49635,1951.905109,2633.664234,7015.620438,1323.328467,319.5328467,2460.087591,15271.92701,395.7883212,151.1532847,930.2554745,19686.83942,612.5839416,226.4744526,2125.678832,15076.91971,1779.10219,415.4525547,2854.941606,13337.24088,861.4817518,299.5912409,1501.065693,7785.19708,1437.781022,441.4087591,1329.372263,4927.810219,622.1824818,164.7810219,2224.313869,4596.328467,1344.175182,2165.839416,3292.240876,421.810219,1001.0,137,15.37671679,12.12354368,0.615117914,0.88961039,0.652380952,0.270119871,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4660,20568.49333,953.8933333,579.4133333,1082.826667,18293.02667,701.7866667,459.2266667,1565.546667,9333.8,630.6933333,633.96,1763.933333,11688.69333,1353.226667,2207.56,2577.826667,4295.213333,1270.12,305.9466667,2302.96,9332.973333,690.1733333,298.6,563.44,12028.12,585.5866667,122.4933333,3444.933333,9252.0,1471.133333,469.28,2804.4,8202.04,745.1466667,270.8533333,1388.6,4977.4,1018.533333,415.92,1323.56,3204.706667,635.48,165.7066667,3717.533333,3028.306667,1347.933333,2282.0,3194.88,431.1466667,999.7333333,75,13.26294046,7.266300391,0.836566783,0.9375,0.625,0.530823306,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4661,27575.17647,843.0882353,557.1372549,1093.401961,24577.32353,653.9019608,616.4313725,1795.382353,13347.31373,528.0784314,380.5490196,1846.107843,16823.29412,1194.637255,2433.627451,2483.137255,6310.990196,1224.431373,285.2647059,2262.784314,13398.34314,389.754902,214.754902,472.4215686,16751.15686,426.0,114.0490196,1459.284314,13227.2451,1320.784314,425.9117647,2811.078431,11556.62745,649.1862745,273.7843137,1325.745098,7308.215686,1253.117647,394.2647059,1281.45098,4615.941176,3067.215686,149.3823529,807.2156863,4566.333333,3348.088235,404.1078431,3242.745098,744.4117647,999.5588235,102,13.69270124,10.05556143,0.678745225,0.902654867,0.56043956,0.52032285,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,0,0,Granulocyte,Other Cells +4662,29691.95575,911.0353982,532.5044248,1082.415929,25670.9469,707.6106195,708.079646,1651.884956,13794.35398,551.8938053,701.4247788,1770.185841,17359.61947,1247.814159,1851.876106,2076.132743,6465.884956,1221.115044,288.1769912,2271.327434,13863.42478,389.1858407,137.6725664,639.6902655,17373.0,442.9557522,127.4778761,1749.238938,13778.42478,1533.814159,416.380531,2802.433628,12022.82301,615.7345133,268.5132743,1343.929204,7563.415929,1104.39823,395.8584071,1302.353982,4737.610619,1570.628319,156.5044248,1472.230088,4614.327434,1672.115044,300.7079646,3308.141593,764.5840708,999.7876106,113,12.77525434,11.28679186,0.468452617,0.957627119,0.724358974,0.918511914,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,Granulocyte,Other Cells 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+4673,33425.21739,906.8043478,521.6304348,1091.478261,30502.82609,729.3478261,744.7173913,1620.597826,16604.1087,640.4891304,2157.206522,1743.75,19945.77174,1331.586957,2130.206522,4415.097826,7334.206522,1354.543478,336.5543478,2493.23913,16623.95652,431.1847826,333.2608696,1383.119565,20788.45652,1769.793478,138.1086957,1390.445652,15887.48913,1629.032609,563.0543478,2811.913043,14341.17391,718.7391304,309.1304348,1427.619565,9040.108696,1289.054348,452.4565217,1338.402174,6012.597826,670.673913,166.6195652,2827.836957,5481.076087,1407.336957,401.173913,3205.043478,520.673913,1003.228261,92,16.17953525,7.680625965,0.880140977,0.876190476,0.522727273,1.090418251,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4674,18658.29545,756.1666667,423.530303,1053.878788,16449.63636,598.5681818,557.2878788,1452.931818,8773.575758,483.6060606,429.6363636,1676.856061,11086.33333,1131.575758,868.9772727,838.9621212,4393.416667,1128.318182,268.1212121,2255.878788,8388.25,356.280303,91.06818182,518.2272727,10880.43182,464.1060606,114.0378788,894.2727273,8303.507576,1254.30303,384.6136364,2817.44697,7427.045455,645.6590909,245.6060606,1456.924242,4890.5,756.5227273,372.4772727,1316.643939,3168.469697,588.8030303,148.4318182,1496.992424,2935.924242,1238.25,3229.583333,3155.575758,689.1287879,1004.583333,132,15.20161527,11.24066648,0.673223614,0.942857143,0.733333333,-0.262999702,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4675,38370.58042,1003.213287,515.1048951,1077.706294,33986.02448,770.9440559,751.2587413,1631.160839,18995.87063,636.7412587,1545.79021,1835.423077,22424.13287,1399.818182,2461.48951,3112.951049,8274.727273,1406.70979,376.4335664,2433.979021,17356.0,412.6153846,133.9020979,1110.765734,22109.25874,965.8566434,200.8776224,1838.954545,16823.08392,2091.909091,393.1748252,2803.898601,15013.09091,635.3356643,308.2377622,1071.905594,9900.534965,1372.632867,435.9160839,1315.017483,6423.874126,637.1608392,160.7552448,1869.22028,5745.863636,1368.566434,208.0804196,3351.041958,641.020979,1013.129371,286,26.79517095,14.87697561,0.831709483,0.856287425,0.578947368,0.414773456,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4676,22821.17751,1058.011834,537.852071,1046.224852,20094.46746,764.3668639,437.8461538,1407.639053,11075.77515,702.9940828,1145.195266,1724.378698,13473.60355,1397.384615,829.3076923,1507.95858,5033.443787,1438.491124,331.6213018,2299.538462,11143.21302,436.1360947,372.8047337,891.7810651,14716.38462,538.887574,238.2544379,921.8106509,11092.43195,1606.615385,426.0473373,2799.923077,10204.05917,728.8934911,283.0532544,1325.254438,6786.325444,1274.112426,434.3727811,1323.538462,4567.491124,668.5443787,174.4260355,1686.455621,4242.727811,1462.639053,3545.266272,3167.059172,560.8639053,1009.319527,169,15.08901544,14.77487848,0.202988686,0.928571429,0.704166667,-0.53901796,1,1,1,0,0,0,0,0,1,1,1,0,0,0,0,1,0,0,0,0,0,1,1,0,Cytotoxic T Cell,T Cells +4677,17100.04348,956.5797101,478.6304348,1058.101449,15735.8913,734.8913043,462.9710145,1409.391304,8456.181159,583.0289855,663.6304348,1699.724638,10396.44203,1388.456522,842.2391304,1808.963768,3888.688406,1236.652174,300.7463768,2301.427536,8546.862319,439.8768116,179.3115942,728.942029,10968.45652,802.4782609,121.4565217,1071.884058,8459.065217,1462.594203,432.5434783,2799.181159,7563.471014,600.6666667,271.8695652,1643.115942,5124.688406,1053.492754,414.5869565,1327.26087,3430.152174,666.1449275,164.0869565,2588.804348,3263.123188,1456.826087,2971.224638,3169.449275,592.5,1008.014493,138,15.93239937,11.37038805,0.70048766,0.926174497,0.624434389,-0.473526005,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4678,22415.77922,864.2251082,690.1818182,1106.17316,18920.00433,637.4329004,582.3982684,1495.194805,8153.861472,505.7402597,718.8917749,1659.554113,11886.31602,1221.298701,1681.930736,1533.554113,4517.82684,1161.614719,285.4891775,2289.95671,9571.515152,363.9004329,307.1298701,816.1341991,12135.2684,547.8484848,116.047619,1791.982684,9062.805195,1714.406926,345.8268398,2845.532468,7685.229437,649.9393939,253.3549784,932.025974,3906.822511,951.6277056,384.5930736,1287.177489,2248.670996,622.8614719,152.2640693,2188.78355,2422.774892,1221.939394,3931.904762,3091.497835,904.3506494,1010.65368,231,19.49141882,16.20189306,0.555925526,0.905882353,0.679411765,-1.203638237,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +4679,21261.82249,797.1715976,505.2781065,1063.207101,19589.0,653.2721893,668.5798817,1533.088757,10041.38462,519.1360947,517.8047337,1764.242604,12251.65089,1172.260355,2226.928994,2418.284024,4621.414201,1246.284024,316.5680473,2298.449704,10374.42604,364.0946746,561.4497041,585.8047337,12812.78698,533.5621302,121.035503,1551.059172,10063.56805,1534.769231,416.4674556,2819.591716,8895.686391,888.8698225,268.9526627,1333.414201,5381.869822,1064.455621,414.4260355,1325.295858,3407.573964,758.443787,157.739645,1768.16568,3380.609467,1304.236686,2173.514793,3203.544379,475.2248521,1010.763314,169,16.39776535,13.21241055,0.592263178,0.965714286,0.710084034,0.304554772,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +4680,45412.93333,881.9666667,448.7333333,1109.333333,41441.23333,804.7,843.0333333,1661.133333,23226.56667,619.1333333,1360.5,1956.8,27673.1,1300.866667,1293.733333,3230.266667,10585.96667,1371.533333,361.1333333,2376.8,21574.43333,433.0333333,113.9,1278.266667,28060.5,525.2333333,440.6666667,1444.4,21133.93333,2020.033333,406.0333333,2816.333333,18644.0,643.3,315.4,1112.166667,12595.3,1484.9,472.5333333,1331.133333,8178.833333,647.6333333,163.3333333,1575.933333,7204.366667,1468.733333,213.2,3295.666667,648.4666667,1004.866667,30,7.533379014,5.490535348,0.684697141,1.0,0.714285714,1.036351385,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,1,0,0,0,0,1,0,0,Regulatory T Cell,T Cells +4681,41996.30435,1030.043478,486.0434783,1094.608696,35740.43478,770.1304348,606.9347826,1649.934783,21062.93478,728.7608696,1058.130435,2077.043478,24749.5,1503.847826,1427.217391,2374.23913,8862.369565,1340.869565,386.5434783,2408.086957,18680.5,421.2826087,305.3913043,967.3478261,25108.65217,487.4130435,409.6521739,1270.23913,18780.8913,1897.891304,417.4565217,2847.586957,16655.52174,638.8478261,360.9782609,1068.673913,11747.5,1215.913043,515.9347826,1377.065217,7268.630435,825.8043478,204.4347826,1308.652174,7232.804348,1495.108696,877.9130435,3506.782609,656.0434783,1006.891304,46,9.718437718,6.482926717,0.744990578,0.867924528,0.575,1.265391984,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,1,1,1,1,0,1,1,1,Regulatory T Cell,T Cells +4682,22620.96053,942.8421053,654.6184211,1122.763158,20949.22368,696.8947368,853.5394737,1633.460526,10980.18421,658.9210526,1645.960526,1755.644737,13574.36842,1262.105263,2331.552632,3594.065789,5068.697368,1307.25,317.0,2636.039474,11374.84211,401.2631579,668.8421053,937.4473684,14579.03947,732.4868421,128.4210526,1763.776316,10841.19737,1920.118421,455.6842105,2815.171053,9915.092105,981.4605263,277.0,1406.526316,6300.947368,1139.697368,434.1184211,1349.131579,4138.815789,729.0,166.5921053,2299.710526,3959.144737,1372.710526,945.7105263,3215.565789,515.0789474,1009.197368,76,12.88569221,8.244561033,0.76852238,0.835164835,0.487179487,1.11252695,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells +4683,29075.37895,1042.747368,588.9210526,1091.036842,25597.43158,766.8315789,963.5526316,1634.778947,14349.64737,619.9736842,1398.368421,1778.405263,16738.3,1303.768421,2039.8,2736.626316,6290.884211,1273.036842,291.3315789,2341.915789,12714.9,544.2105263,274.3894737,1714.536842,15970.64737,906.3684211,210.9263158,897.0368421,12241.03158,1913.189474,351.9473684,2789.657895,10949.62105,1444.847368,266.4684211,1198.7,7405.573684,1348.563158,401.4,1314.215789,4563.826316,744.2631579,148.7842105,2185.257895,4110.705263,1267.826316,223.9631579,3317.184211,625.7210526,1012.773684,190,18.4006919,13.71217467,0.666842302,0.88372093,0.666666667,0.152825527,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4684,31873.22581,1071.591398,540.827957,1075.419355,27457.54839,781.3978495,713.7634409,1611.311828,13269.77419,640.0645161,1802.032258,1802.182796,17517.73118,1328.451613,2549.989247,3485.204301,6517.44086,1324.376344,304.9784946,2360.591398,14495.89247,369.688172,239.0107527,1697.537634,17719.37634,565.516129,135.0215054,1468.645161,13775.34409,2233.88172,335.0537634,2870.107527,12594.37634,739.1075269,282.5698925,1042.602151,6906.032258,2143.225806,413.3010753,1313.354839,4374.956989,616.827957,156.7096774,2083.569892,4056.548387,1278.849462,1465.236559,3341.870968,414.7849462,1011.215054,93,13.25097578,9.69904562,0.681358842,0.877358491,0.550295858,-0.909065362,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4685,34174.80583,1030.805825,505.0485437,1058.194175,30780.49515,779.1067961,613.0776699,1524.572816,16740.94175,655.8640777,2160.271845,1743.495146,20055.47573,1369.912621,1431.728155,3233.864078,7181.359223,1357.339806,338.368932,2466.475728,16038.26214,428.0194175,174.6990291,2812.262136,20898.32039,973.6116505,435.2135922,1349.194175,15774.52427,1799.15534,422.5825243,2800.92233,13915.50485,642.2718447,299.4854369,1277.368932,8951.252427,1498.203883,444.4951456,1323.029126,5627.533981,625.4174757,168.2524272,2447.504854,5319.61165,1392.893204,672.7572816,3217.194175,531.8058252,1012.621359,103,14.97775689,9.058211139,0.796394446,0.944954128,0.686666667,-0.147982308,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4686,29250.97799,859.4654088,527.4402516,1087.040881,25573.42767,688.4433962,725.091195,1616.902516,12005.36164,523.4339623,1599.603774,1772.455975,16137.86478,1230.77044,2575.996855,3026.015723,5955.066038,1200.644654,300.5283019,2453.100629,12954.20755,382.7735849,182.8144654,1392.295597,16463.91195,480.9339623,258.9748428,1747.694969,12564.22327,1847.616352,370.6194969,2812.880503,10636.53145,632.4056604,266.1666667,1004.465409,6017.41195,1400.31761,395.9150943,1297.974843,3485.927673,617.7578616,155.0660377,1673.852201,3493.924528,1257.720126,1479.078616,3222.811321,849.8867925,1015.993711,318,23.28327242,18.9450849,0.581315944,0.878453039,0.630952381,-0.804070098,1,0,1,1,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,1,0,Regulatory T Cell,T Cells +4687,26715.14537,844.3744493,541.6651982,1097.303965,24041.96476,676.3876652,770.4669604,1622.497797,10458.68722,529.0176211,948.2378855,1723.23348,14763.19383,1236.488987,3527.211454,3131.281938,5540.740088,1166.348018,294.4889868,2513.810573,12042.21586,433.061674,222.1629956,850.7004405,15232.3348,585.7268722,118.4229075,2711.449339,11308.59912,1695.572687,357.6035242,2786.268722,9712.819383,600.0484581,259.5022026,1083.828194,5258.621145,891.7092511,389.9911894,1306.409692,3021.69163,636.3524229,154.1497797,2881.23348,3066.132159,1249.361233,987.753304,3182.321586,875.4669604,1013.215859,227,23.58955696,12.86472277,0.838204079,0.926530612,0.675595238,1.437224574,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4688,36324.875,1041.357143,600.0714286,1111.357143,32365.57143,809.125,656.4107143,1751.857143,16074.42857,627.0357143,664.5357143,1720.732143,20853.41071,1424.928571,3284.339286,3067.392857,7292.303571,1424.017857,353.75,2323.660714,17413.51786,414.1964286,244.7678571,590.6071429,22599.69643,553.5178571,142.5,3795.142857,17384.26786,1923.125,495.8928571,2802.142857,15468.30357,656.9642857,317.4285714,1352.839286,8341.571429,1041.803571,451.2142857,1322.803571,5203.535714,693.25,174.0535714,2625.035714,5137.267857,1449.053571,1814.589286,3283.357143,426.7678571,1010.839286,56,9.527658623,7.668464894,0.593459946,0.965517241,0.691358025,-1.070635423,1,1,0,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4689,24116.9434,950.9150943,567.1132075,1076.613208,21961.43396,725.9716981,725.9339623,1599.339623,10840.93396,651.4811321,622.1981132,1779.254717,13422.64151,1284.254717,1816.556604,1911.443396,5025.254717,1474.04717,319.1226415,2261.830189,11068.31132,486.8207547,619.7735849,557.8962264,14093.62264,449.5,132.0566038,1573.830189,10758.80189,1643.235849,415.6509434,2833.075472,9453.084906,689.6509434,276.0,1217.235849,5439.188679,921.1509434,422.7830189,1317.254717,3471.867925,858.3490566,165.4716981,4457.509434,3361.735849,1273.792453,323.9056604,3250.660377,455.0283019,1011.462264,106,13.3221863,10.18659763,0.644464683,0.954954955,0.757142857,1.451699156,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,Macrophage,Other Cells +4690,25236.28729,1122.187845,1186.066298,1218.049724,17810.19337,719.2707182,786.718232,1891.779006,7959.944751,576.8895028,605.2928177,1775.066298,10825.18232,1275.121547,2255.850829,1612.441989,4022.563536,1338.066298,309.5248619,2478.845304,8688.127072,372.3314917,220.3646409,599.5027624,10478.57459,626.519337,115.7127072,2002.607735,8057.342541,1800.198895,337.6243094,2845.718232,7075.574586,671.8121547,273.2486188,1134.917127,3409.154696,897.7403315,405.878453,1321.519337,2181.801105,594.3370166,152.9392265,1953.243094,2147.093923,1190.19337,761.4364641,3394.436464,388.2872928,1017.370166,181,20.34961832,11.3864303,0.828803186,0.967914439,0.822727273,-0.010954761,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,1,NK Cell,Other Cells +4691,32102.76429,1172.035714,586.2785714,1182.778571,29635.51786,991.5392857,755.5821429,1990.364286,14118.24286,706.9535714,880.0464286,1795.882143,17704.21071,1588.010714,2144.889286,1470.910714,6809.310714,1522.175,391.1178571,2328.303571,14910.58214,1989.525,331.0,723.8392857,19064.87857,528.9642857,487.0857143,1236.328571,14367.28571,2519.896429,389.7392857,2881.546429,12643.53929,889.1571429,354.9857143,1097.767857,7048.207143,1152.621429,496.9821429,1339.714286,4475.328571,871.1892857,182.7178571,2827.996429,4337.278571,1568.714286,2372.771429,3324.253571,437.6714286,1017.9,280,25.13359168,14.98621536,0.802789615,0.840840841,0.589473684,-1.30573461,1,1,1,0,1,0,0,1,1,1,1,0,1,0,0,1,1,0,1,1,1,1,1,0,Regulatory T Cell,T Cells +4692,35961.33962,991.3584906,537.4716981,1099.132075,32861.58491,750.9056604,698.1132075,1608.320755,17856.07547,611.5660377,1789.792453,1763.943396,21793.67925,1389.0,3416.245283,3962.754717,7541.981132,1371.056604,348.3584906,2415.226415,18116.0566,431.0,189.4528302,1377.981132,22708.39623,965.6603774,142.0566038,2858.433962,17673.30189,1790.641509,489.6226415,2826.301887,15854.69811,679.9433962,303.5849057,1347.169811,10108.73585,1500.981132,459.3962264,1308.622642,6544.509434,659.1320755,174.6037736,2149.169811,6179.622642,1436.698113,602.0377358,3219.226415,523.4528302,1013.283019,53,9.820690379,7.130260818,0.68764744,0.981481481,0.841269841,-0.269674258,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4693,29886.72,928.31,501.2,1060.34,27255.91,715.61,702.65,1473.23,15036.3,585.07,1499.48,1719.26,18117.79,1323.71,1363.77,2461.77,6729.75,1324.58,331.69,2294.57,14818.7,418.93,140.37,1288.26,19596.91,1234.39,138.59,1015.68,14841.77,1499.04,428.95,2816.84,13163.12,671.79,282.67,1439.16,8662.38,1418.54,436.54,1330.96,5581.86,620.61,162.21,1717.34,5272.56,1458.24,4913.94,3172.14,540.5,1015.39,100,13.52125025,9.896574741,0.681382529,0.934579439,0.595238095,-0.483980722,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4694,38409.44898,883.4285714,502.6734694,1089.897959,34388.65306,712.4081633,653.5102041,1681.061224,19742.10204,1460.77551,2224.44898,2877.22449,23931.46939,3022.918367,1843.204082,2362.0,9363.571429,2935.469388,1284.530612,2999.387755,21735.32653,733.6122449,239.9183673,1151.591837,28703.81633,757.4489796,319.8367347,1839.142857,21780.5102,3343.346939,745.0,2992.204082,21920.87755,1189.77551,944.2244898,1249.816327,16627.08163,2007.081633,1127.081633,1597.387755,12638.89796,1185.836735,425.7755102,2595.836735,13563.77551,3150.77551,383.1020408,4174.612245,650.877551,1013.142857,49,8.288124256,7.600064067,0.398927662,0.942307692,0.680555556,-0.451454904,1,1,1,1,1,1,1,0,0,1,1,0,1,1,0,1,1,1,1,1,1,1,0,1,Regulatory T Cell,T Cells +4695,21828.73684,846.3368421,456.2421053,1043.463158,20202.42105,678.1473684,521.8105263,1433.536842,10611.70526,581.4631579,383.5894737,1658.515789,13259.4,1260.326316,1313.263158,1630.642105,4923.284211,1207.473684,304.5684211,2235.494737,10488.54737,373.8947368,126.5473684,593.7052632,13383.06316,412.3263158,116.3894737,1060.157895,10524.30526,1304.578947,387.2631579,2789.610526,9245.105263,677.2736842,262.9789474,1145.463158,5826.105263,787.4421053,398.7894737,1285.210526,3778.936842,640.6105263,155.5473684,1544.052632,3638.052632,1450.0,9255.147368,3140.684211,716.8736842,1014.157895,95,13.75826127,8.98380184,0.757379388,0.969387755,0.664335664,0.89314231,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4696,16725.32283,831.2598425,456.9606299,1051.377953,15140.88189,676.1338583,608.9685039,1518.944882,7559.740157,721.6535433,398.5275591,1707.992126,9736.464567,1249.787402,2004.488189,1398.480315,3729.007874,1383.173228,304.4488189,2248.992126,7804.322835,378.1653543,469.8661417,515.4094488,9849.0,444.2755906,117.6614173,1094.708661,7717.535433,1482.102362,430.6220472,2803.244094,6800.362205,766.2440945,261.3464567,1058.370079,4334.448819,770.2992126,392.1653543,1298.929134,2664.629921,791.9055118,156.9685039,1908.811024,2594.551181,1386.488189,6148.086614,3398.433071,772.9133858,1014.897638,127,13.77041362,11.817903,0.513299185,0.940740741,0.651282051,1.32706388,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,1,NK Cell,Other Cells 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+4699,28334.94949,1001.030303,698.8686869,1132.959596,25607.39394,758.6969697,725.5959596,1713.10101,12048.33333,564.7474747,1015.555556,1767.080808,15846.59596,1369.080808,2782.747475,3240.141414,5261.373737,1218.090909,305.030303,2299.090909,12050.60606,398.5454545,175.7171717,1027.646465,14841.67677,531.4444444,126.8686869,2579.939394,11503.88889,2091.121212,387.8686869,2811.262626,9857.030303,626.3333333,280.3636364,1089.909091,5584.353535,1335.989899,402.7070707,1307.717172,3457.626263,625.7171717,167.3434343,1595.444444,3297.838384,1350.292929,2556.313131,3358.444444,836.8686869,1016.151515,99,11.88692251,10.80017279,0.417719534,0.942857143,0.634615385,-0.153358149,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,1,Helper T Cell,T Cells +4700,22788.35507,968.1521739,474.9927536,1053.971014,19767.14493,746.1304348,448.8695652,1479.782609,10691.54348,601.8405797,570.7971014,1684.289855,12780.49275,1377.73913,831.7391304,1124.188406,4627.92029,1223.833333,291.9202899,2273.101449,9657.514493,492.3043478,292.6884058,771.8695652,12610.96377,518.9565217,120.615942,839.6376812,9705.065217,1420.797101,402.9782609,2827.188406,8674.971014,613.7971014,277.1956522,1523.275362,5854.826087,1026.355072,420.8333333,1316.355072,3681.782609,807.8333333,163.0797101,1235.282609,3451.115942,1503.188406,7171.210145,3190.818841,596.6521739,1019.442029,138,16.01163711,11.26300894,0.710768063,0.93877551,0.58974359,-0.414491475,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Granulocyte,Other Cells +4701,23356.12987,833.9025974,577.8961039,1079.616883,21569.34416,666.6103896,861.9350649,1560.636364,10620.64286,554.9935065,1421.149351,1755.428571,13191.00649,1222.62987,2523.272727,4475.87013,4884.844156,1248.564935,309.8766234,2566.155844,10839.64935,378.7337662,700.9480519,847.9285714,13568.9026,1775.324675,122.7922078,1749.376623,10204.31818,1488.818182,559.3311688,2808.175325,9094.038961,642.4025974,285.9675325,1296.883117,5391.915584,1238.766234,428.1753247,1344.662338,3423.324675,799.6168831,166.6493506,3542.844156,3372.38961,1300.084416,1529.850649,3206.62987,487.2337662,1018.675325,154,19.77784189,10.55551306,0.845671363,0.88,0.6015625,-0.687054163,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4702,27681.41584,938.7821782,838.4752475,1181.168317,25055.85149,738.990099,839.3762376,1758.267327,13199.18812,670.3762376,867.5049505,1818.950495,16410.0198,1344.851485,1090.445545,1953.386139,5793.069307,1424.613861,339.1089109,2419.70297,13691.91089,447.1287129,253.9009901,687.9108911,16939.83168,507.8811881,132.9405941,1415.752475,13036.62376,1583.940594,406.2871287,2833.861386,11842.0198,705.0990099,293.049505,1463.950495,7304.722772,1058.19802,461.6633663,1354.059406,4655.217822,640.6930693,172.6039604,2120.277228,4455.910891,1427.980198,551.3861386,3284.524752,512.2871287,1018.148515,101,12.55772875,10.78308954,0.512509567,0.926605505,0.647435897,0.134291725,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,T Cell,T Cells +4703,23316.5,884.5983607,435.8196721,1041.385246,20835.97541,682.147541,481.6557377,1447.508197,11223.98361,550.9180328,1035.377049,1705.204918,14403.21311,1323.639344,2499.213115,2219.893443,5340.418033,1228.213115,300.0409836,2245.581967,11175.83607,388.147541,112.4262295,1765.081967,14711.40164,466.0983607,120.1967213,1246.811475,11482.88525,1489.754098,375.8606557,2787.868852,10027.39344,677.9590164,267.147541,1239.655738,6459.762295,1176.114754,408.8278689,1316.631148,4057.02459,611.0491803,162.1147541,1296.139344,4017.590164,1407.47541,2728.147541,3126.795082,707.0901639,1018.631148,122,12.92250281,12.15799196,0.338854486,0.93129771,0.67032967,0.367832725,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells +4704,38535.36364,1029.636364,593.5324675,1149.714286,33352.12987,821.8701299,916.3636364,1777.428571,15624.45455,623.6623377,1907.077922,1822.012987,20620.49351,1380.064935,3200.558442,5423.922078,7539.974026,1345.285714,337.025974,2392.116883,16095.07792,403.1558442,156.7922078,1826.363636,20087.33766,934.1558442,257.5064935,2361.922078,15495.76623,2620.909091,352.7662338,2843.038961,13517.83117,643.987013,301.2987013,1243.311688,7026.675325,1401.467532,439.8571429,1315.194805,4354.428571,639.1948052,165.6493506,2976.337662,4126.831169,1305.25974,744.7662338,3301.545455,419.3636364,1018.584416,77,11.11143162,9.478335113,0.521869145,0.905882353,0.534722222,-0.599183756,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4705,19652.01527,982.5114504,598.1908397,1136.152672,17300.41221,744.1450382,574.4122137,1568.206107,9330.450382,600.5648855,835.6335878,1749.946565,11677.75573,1405.412214,653.8091603,1200.381679,4315.458015,1282.251908,316.351145,2345.236641,9369.839695,461.5114504,131.1984733,674.1679389,12542.36641,693.8091603,129.870229,891.6335878,9751.740458,1555.366412,414.1145038,2816.656489,8970.656489,641.9541985,302.0229008,2254.374046,5828.450382,1399.541985,451.3587786,1370.877863,3783.328244,660.7099237,173.9618321,1879.083969,3555.152672,1479.40458,2901.10687,3298.312977,571.4351145,1020.236641,131,16.86744547,10.60278577,0.777733104,0.897260274,0.623809524,-0.470678975,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,1,1,1,0,Cytotoxic T Cell,T Cells +4706,23683.45238,1031.357143,533.0238095,1091.154762,20014.09524,727.0,501.3333333,1615.22619,10618.20238,566.9404762,497.0714286,1736.035714,12876.70238,1378.797619,2110.809524,2208.904762,4282.72619,1202.761905,305.3571429,2335.428571,8767.357143,385.547619,109.2619048,580.25,11242.72619,462.8571429,118.2261905,1963.619048,8713.285714,1354.333333,401.3928571,2771.761905,7757.47619,779.0595238,263.8452381,1219.404762,4871.166667,886.2738095,389.547619,1306.297619,3060.059524,598.3928571,160.9285714,1455.178571,2896.916667,1417.52381,3835.321429,3159.333333,692.1071429,1017.928571,84,11.32091525,9.589187874,0.531540438,0.933333333,0.636363636,-1.380229167,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4707,30207.77551,872.0,598.3527697,1113.367347,27686.99417,707.7813411,620.8629738,1646.306122,13157.74344,571.1428571,703.2069971,1775.790087,15688.33528,1240.221574,3202.241983,2872.848397,5903.906706,1336.046647,312.7492711,2308.311953,12733.23032,464.7959184,540.0670554,664.361516,15968.08163,442.7696793,127.3294461,2843.504373,11811.97085,1526.740525,489.0204082,2810.653061,10403.99708,652.941691,272.877551,1431.379009,5847.790087,999.5247813,417.6588921,1314.48688,3618.046647,736.6151603,161.8979592,4080.463557,3494.367347,1274.944606,454.4723032,3217.982507,460.0816327,1024.087464,343,26.68036602,16.96915946,0.771675258,0.902631579,0.668615984,1.39678328,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +4708,18812.90517,1111.189655,489.8017241,1029.767241,17379.03448,764.137931,480.2931034,1361.724138,9390.232759,626.6724138,1178.310345,1716.439655,11450.27586,1333.284483,897.0,1503.818966,4058.37069,1262.103448,302.5258621,2262.508621,9340.094828,403.9482759,98.25,880.0948276,12475.87931,797.8793103,279.9482759,854.8189655,9476.818966,1475.086207,352.112069,2801.818966,8450.836207,606.8275862,267.7672414,1160.387931,5465.784483,1116.801724,406.7241379,1322.008621,3560.793103,585.0344828,162.3189655,1297.37931,3413.87069,1429.517241,8803.655172,3129.086207,547.9051724,1021.862069,116,13.08230897,11.69105548,0.448756992,0.943089431,0.637362637,-0.526143902,1,1,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells +4709,23174.95062,999.8888889,498.4938272,1097.382716,20570.39506,756.7407407,528.8765432,1487.308642,10920.02469,622.3950617,1283.148148,1721.925926,13155.18519,1443.876543,818.6296296,1567.864198,4730.049383,1298.45679,328.7160494,2326.283951,10592.44444,437.7160494,138.4567901,1098.728395,13532.24691,541.0987654,139.5802469,911.617284,10386.44444,1648.814815,384.4938272,2826.765432,9563.691358,591.5432099,297.0246914,1432.148148,6476.08642,1319.382716,454.4444444,1344.320988,4139.37037,634.8148148,174.8641975,1687.555556,3472.790123,1504.45679,6394.259259,3204.222222,561.4938272,1020.518519,81,11.23210516,9.694424434,0.5050339,0.931034483,0.669421488,-1.370649154,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,1,1,0,Cytotoxic T Cell,T Cells +4710,33636.03846,1100.634615,543.8076923,1084.240385,29637.09615,820.4903846,850.0673077,1635.644231,16615.08654,658.5384615,2019.057692,1783.336538,19347.81731,1405.192308,1827.461538,2880.432692,7158.278846,1349.307692,315.4711538,2296.836538,15427.75962,442.5096154,198.4807692,2508.192308,19339.54808,577.1538462,166.4326923,829.6057692,15076.69231,2220.288462,356.1538462,2802.336538,13424.43269,672.7019231,291.5,1347.548077,8453.557692,1743.865385,415.4038462,1318.980769,5633.442308,707.9615385,158.8942308,1422.75,4824.307692,1379.067308,391.0865385,3246.923077,617.9134615,1023.471154,104,17.2756083,8.304136519,0.876893,0.845528455,0.509803922,0.324891089,1,1,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,Regulatory T Cell,T Cells +4711,25539.2562,827.6446281,527.0495868,1071.735537,23566.61983,726.8512397,869.3636364,1623.016529,11130.2562,536.7933884,1659.495868,1788.330579,14866.43802,1201.495868,1836.396694,2437.07438,5423.421488,1172.545455,292.7603306,2352.859504,11800.64463,400.4049587,290.3305785,2258.107438,14921.59504,966.6694215,655.8677686,1183.561983,11460.84298,1779.380165,342.9173554,2798.123967,9681.545455,816.2892562,259.3553719,1005.132231,5683.198347,1059.586777,393.8264463,1305.429752,3360.652893,644.9090909,157.0991736,2906.380165,3282.983471,1263.404959,1995.710744,3193.016529,818.7190083,1021.785124,121,14.15102413,11.55916241,0.576860306,0.9453125,0.775641026,1.416154778,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4712,23719.19178,963.0821918,1124.479452,1165.863014,20385.47945,756.0,852.7808219,1756.90411,9895.479452,559.8082192,1071.876712,1812.136986,13067.13699,1263.356164,1627.534247,2168.205479,4842.60274,1204.136986,301.0958904,2359.863014,10391.09589,432.260274,409.8356164,1015.835616,13209.06849,751.1780822,662.8356164,2267.657534,10211.93151,1749.465753,369.5479452,2797.260274,8696.205479,612.890411,257.0,1391.671233,5055.712329,905.3150685,397.4520548,1339.986301,2902.013699,667.3013699,144.3561644,2513.356164,2957.164384,1196.191781,880.4383562,3409.136986,828.6164384,1022.369863,73,12.35848392,8.128200913,0.753278128,0.948051948,0.623931624,-0.121691093,1,0,1,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,1,1,Cytotoxic T Cell,T Cells +4713,29764.37425,858.1736527,555.5628743,1091.862275,25874.73054,686.9610778,795.8682635,1626.050898,11498.51497,556.9670659,1597.008982,1751.452096,15727.53293,1195.997006,2959.655689,3064.766467,6040.98503,1165.982036,292.1886228,2435.197605,12680.48802,375.9071856,388.008982,1266.143713,16232.06886,842.8502994,387.7694611,2031.077844,12229.2515,2110.847305,346.6646707,2802.673653,10225.71257,895.991018,260.242515,978.5898204,5473.062874,1359.886228,387.6437126,1302.805389,3176.535928,654.5838323,153.0449102,2715.110778,3191.116766,1179.45509,1155.311377,3192.353293,856.0449102,1029.976048,334,26.73364869,17.53562439,0.754814501,0.865284974,0.580869565,-1.023897536,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4714,34536.57328,1122.409483,663.9525862,1133.331897,27870.13362,700.3189655,572.6681034,1661.047414,12310.13793,549.4310345,1046.241379,1758.017241,16541.95259,1216.418103,3710.724138,3756.663793,6001.405172,1221.267241,291.6637931,2324.590517,13372.75862,883.3793103,192.1637931,1231.650862,15823.21983,1188.62931,117.4525862,3144.073276,12130.31897,1620.866379,346.2715517,2817.918103,10738.14655,615.0387931,270.3793103,1081.551724,5208.280172,1231.810345,395.4439655,1302.310345,3324.237069,598.3793103,155.012931,3034.357759,3152.491379,1172.823276,572.0172414,3244.913793,407.7543103,1026.637931,232,19.75284407,16.1395778,0.57652976,0.865671642,0.560386473,-1.310521036,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4715,33807.40143,1005.182796,643.688172,1121.752688,31009.53047,732.0573477,742.9032258,1690.519713,15104.22939,601.5949821,1108.774194,1750.541219,19417.89247,1311.784946,2392.781362,3117.670251,7042.236559,1245.802867,310.6630824,2300.659498,15351.72043,405.1577061,230.4802867,983.344086,19312.32258,634.688172,134.8494624,1647.802867,15051.40143,1820.21147,394.6451613,2804.362007,12763.2043,619.6845878,277.1075269,1073.752688,7506.0681,1056.953405,415.0035842,1310.057348,4428.473118,640.6774194,160.1397849,1654.827957,4362.935484,1324.874552,1001.422939,3312.523297,791.3691756,1026.663082,279,22.40826502,16.27964726,0.687164449,0.891373802,0.634090909,1.237345935,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells 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+4720,20717.34328,1184.0,499.3134328,1021.164179,18172.49254,788.5373134,412.2238806,1350.552239,10076.85075,642.0447761,1246.328358,1652.044776,11663.41791,1362.104478,618.8507463,1502.208955,4404.985075,1243.164179,293.7313433,2251.910448,9268.358209,404.6716418,106.3731343,1642.149254,11727.79104,501.0298507,259.4776119,799.6865672,8971.014925,1564.223881,347.0597015,2782.089552,7965.41791,563.8059701,263.8507463,1270.865672,5380.134328,1160.731343,384.3134328,1312.656716,3462.074627,596.1343284,149.6567164,897.7462687,3213.552239,1334.791045,1663.134328,3141.970149,610.8656716,1025.910448,67,11.04816158,7.820671158,0.706341919,0.957142857,0.744444444,0.593112598,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells +4721,22888.26923,913.8230769,639.8307692,1086.407692,19887.90769,739.6230769,826.7384615,1603.484615,10022.44615,590.4846154,1037.230769,1783.723077,12638.14615,1224.884615,2469.684615,3073.3,4979.815385,1261.515385,288.6076923,2314.792308,10017.77692,386.3307692,328.5846154,1098.430769,12734.66923,613.8846154,307.0076923,1299.361538,9881.015385,1957.876923,424.5230769,2792.961538,8522.615385,615.0923077,262.0692308,1063.315385,5285.530769,1357.030769,395.8769231,1301.330769,3112.638462,662.5846154,149.7230769,2632.0,3084.730769,1284.069231,1048.546154,3251.9,769.3384615,1027.861538,130,15.98465536,10.66758182,0.744731787,0.955882353,0.787878788,-0.157997836,1,0,1,1,0,0,0,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4722,33554.21875,939.1953125,637.3671875,1128.046875,28735.28125,722.4609375,568.2578125,1674.71875,13161.08594,636.1796875,1409.210938,1754.695313,17262.79688,1244.726563,2608.992188,3549.453125,6668.828125,1275.703125,324.3125,2359.453125,14369.40625,385.671875,381.2734375,1111.960938,17904.57813,516.8046875,181.4375,2730.0,13590.92969,2248.007813,381.5078125,2842.070313,11699.8125,784.3828125,286.984375,1104.445313,5971.429688,1302.5625,433.5703125,1341.304688,3792.59375,719.3359375,161.625,3463.507813,3613.414063,1305.054688,1170.9375,3193.71875,422.28125,1028.617188,128,18.79264588,9.332797509,0.867968264,0.888888889,0.533333333,-0.958342894,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,1,0,0,1,0,1,0,Regulatory T Cell,T Cells +4723,21439.78261,1234.663043,729.1521739,1140.380435,18783.67391,851.2282609,453.326087,1689.782609,10173.71739,678.2282609,570.2717391,1700.391304,11962.02174,1553.891304,2820.021739,2038.608696,4664.945652,1360.456522,359.0869565,2296.304348,9626.467391,476.3695652,343.576087,1730.771739,12185.13043,509.0326087,132.6304348,806.9021739,9486.934783,1967.815217,351.4673913,2785.445652,8708.358696,721.6847826,293.0869565,1184.01087,5732.25,1297.076087,434.0543478,1325.456522,3727.467391,833.0869565,170.326087,1092.717391,3498.75,1458.73913,235.9782609,3272.173913,627.0869565,1027.673913,92,12.51905858,9.76544466,0.625721866,0.92,0.696969697,-0.428672525,1,1,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,Macrophage,Other Cells +4724,30662.9875,1164.95,613.4125,1143.1375,27134.4625,798.1875,824.35,1691.05,14240.1125,643.025,1048.525,1846.6625,17174.2625,1363.4125,2482.675,3847.0125,5813.0,1268.2375,304.575,2420.5375,12243.6,381.2125,125.1375,1156.3875,15400.825,903.2,121.1125,2260.7875,11919.3875,1867.5875,409.575,2832.7125,10327.275,654.825,277.6375,1231.7125,6373.775,1236.625,406.9875,1361.725,4096.375,592.9,157.7875,2151.1625,3688.55,1277.9375,1383.4,3465.2125,686.3625,1026.3,80,12.34999977,8.350748804,0.73674196,0.930232558,0.740740741,-1.359985527,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,1,1,Helper T Cell,T Cells +4725,21683.57616,894.7417219,491.8675497,1053.099338,19967.46358,735.807947,607.5364238,1489.417219,10820.63576,612.192053,719.4966887,1720.774834,12915.70861,1333.099338,1475.562914,2431.543046,4734.715232,1583.139073,332.4701987,2274.251656,10827.94702,446.8807947,915.384106,679.9006623,14126.0596,581.986755,136.2582781,1402.874172,10640.59603,1575.10596,637.3311258,2805.099338,9574.887417,750.8874172,288.6490066,1438.278146,6239.119205,1066.377483,428.9470199,1326.89404,3780.490066,830.192053,165.4768212,1476.278146,3715.423841,1418.324503,1438.728477,3161.430464,534.9801325,1031.231788,151,16.58092042,11.65147287,0.711482689,0.967948718,0.683257919,0.439455776,1,0,0,1,1,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,Macrophage,Other Cells +4726,14765.48077,997.5576923,500.7051282,1053.403846,13174.85897,717.4423077,455.5064103,1486.628205,7227.0,582.8910256,461.974359,1690.865385,8631.596154,1343.512821,467.3141026,879.9166667,3669.891026,1233.179487,280.1794872,2286.987179,7533.160256,430.0384615,222.3333333,619.9871795,9398.339744,561.3333333,117.6089744,824.1730769,7312.794872,1343.108974,391.5,2820.019231,6675.339744,604.0961538,264.1538462,1719.916667,4509.647436,878.0576923,409.0897436,1335.051282,2965.391026,728.6089744,154.0192308,1381.858974,2691.532051,1428.00641,6019.314103,3284.0,601.8846154,1033.217949,156,21.38734336,10.22156029,0.878400284,0.876404494,0.619047619,0.161742399,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4727,25416.85714,1121.571429,506.8979592,1066.112245,21677.68367,758.9795918,739.1428571,1577.22449,12066.09184,702.2857143,1010.387755,1760.05102,14427.14286,1358.520408,2675.122449,2463.173469,4823.530612,1248.234694,303.7244898,2309.214286,10434.59184,373.5204082,276.122449,1478.030612,13428.32653,589.6734694,118.877551,1050.326531,10254.30612,1975.5,361.1530612,2787.887755,9092.826531,624.1122449,268.8673469,1009.27551,5561.918367,1293.193878,391.9489796,1333.336735,3447.397959,676.4081633,155.3367347,1547.581633,3058.653061,1278.132653,999.5102041,3256.244898,672.5612245,1028.306122,98,12.94074284,9.791618034,0.653819697,0.924528302,0.685314685,1.381178399,1,1,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,Helper T Cell,T Cells +4728,25922.05263,887.8,609.3578947,1080.642105,23341.93684,698.3684211,627.1578947,1595.589474,11985.91579,561.4,625.1368421,1763.915789,15360.16842,1248.936842,3145.147368,3339.094737,5637.0,1287.084211,291.2947368,2273.178947,12371.78947,398.6631579,407.5578947,704.8947368,15651.74737,434.8842105,126.0,3643.642105,12199.09474,1566.715789,796.1263158,2794.084211,10419.12632,609.0105263,267.8947368,1274.715789,6353.189474,965.4526316,396.9789474,1339.368421,3867.694737,664.2526316,160.1473684,4860.778947,3777.736842,1310.936842,1573.147368,3164.463158,759.5263158,1028.936842,95,13.26228369,9.891787231,0.666104402,0.871559633,0.608974359,0.285343886,1,0,0,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +4729,29016.97041,884.3017751,612.7810651,1110.402367,25599.12426,724.9408284,697.0532544,1642.940828,13152.97633,624.6213018,1589.828402,1762.905325,16539.38462,1263.781065,2566.065089,4527.378698,6189.597633,1317.514793,319.739645,2417.100592,13628.49704,406.9053254,258.6331361,1190.278107,17488.9645,959.6982249,213.4319527,2549.0,13190.01775,1693.905325,421.8402367,2797.64497,11739.2426,661.852071,288.7928994,1438.366864,7212.627219,1482.147929,432.7573964,1329.088757,4390.213018,648.4911243,166.5443787,3293.514793,4304.940828,1358.502959,995.887574,3206.112426,507.6923077,1030.863905,169,15.99359172,14.06000795,0.476632595,0.918478261,0.586805556,0.89221266,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4730,27642.8301,902.8592233,748.3398058,1106.364078,24569.43689,701.6165049,909.2427184,1650.694175,11219.78641,547.1941748,1542.5,1775.097087,15335.30097,1223.014563,2777.320388,2825.029126,5683.087379,1198.31068,295.8834951,2385.441748,12417.63107,395.5679612,145.3786408,1048.723301,15741.57767,1425.509709,308.8592233,1975.184466,12017.95631,1710.485437,337.9660194,2798.878641,10065.12621,617.7718447,262.961165,1042.18932,5561.15534,1300.912621,387.7135922,1303.5,3183.043689,587.8737864,157.2815534,2658.213592,3277.529126,1203.237864,418.0825243,3325.985437,836.8786408,1033.208738,206,20.83789013,12.99869405,0.78158331,0.927927928,0.572222222,0.53460285,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4731,36704.125,1058.416667,530.5416667,1101.520833,32080.34375,765.5520833,747.75,1638.645833,17652.8125,617.4791667,1386.5,1764.375,20975.95833,1363.0,1780.40625,3807.760417,7495.145833,1321.760417,299.6979167,2346.4375,15965.1875,421.8958333,140.7395833,1807.979167,20339.08333,1367.75,141.9895833,1555.0,15434.83333,1826.677083,370.71875,2784.229167,13778.07292,619.1770833,287.6145833,1171.375,8701.197917,1444.0625,404.09375,1306.4375,5600.354167,631.5416667,156.5416667,1520.78125,4900.010417,1337.322917,348.03125,3332.760417,643.1354167,1030.177083,96,12.71322774,10.84337132,0.522040982,0.880733945,0.571428571,0.439114027,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,0,0,Helper T Cell,T Cells +4732,31997.18987,886.2278481,517.0379747,1086.329114,28030.27848,720.3544304,872.6075949,1614.64557,14861.26582,554.1139241,1764.544304,1726.632911,18541.40506,1273.721519,2064.759494,2801.151899,6816.810127,1252.265823,303.9367089,2357.582278,14269.60759,466.6835443,110.721519,1671.506329,18591.65823,636.0886076,129.4936709,1126.063291,14642.5443,2074.594937,384.9493671,2794.43038,12482.91139,940.1898734,274.4303797,1129.417722,7658.075949,1686.620253,408.4303797,1300.721519,4646.227848,596.4177215,152.4050633,1352.443038,4550.455696,1365.025316,1216.607595,3228.683544,709.4303797,1030.607595,79,13.6376268,8.198823775,0.799105072,0.887640449,0.626984127,0.318396001,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,0,0,1,0,Helper T Cell,T Cells +4733,26550.68613,1003.124088,969.2116788,1205.372263,24797.37956,793.2554745,668.620438,1888.226277,11623.83212,712.8394161,1383.510949,1817.058394,14458.48175,1401.058394,2798.474453,2995.591241,5400.474453,1369.824818,374.0656934,2334.182482,12159.82482,564.0656934,310.9635036,767.0145985,15366.54015,453.1678832,196.8759124,2233.014599,11502.12409,2145.430657,348.7664234,2814.021898,10261.09489,690.5547445,295.5839416,1161.080292,5546.167883,1794.722628,438.4890511,1337.927007,3475.547445,773.0072993,169.3284672,2391.810219,3365.824818,1373.941606,704.0437956,3213.686131,440.7664234,1030.49635,137,15.7795497,11.35883711,0.69413437,0.958041958,0.713541667,1.439949994,1,1,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,1,0,Regulatory T Cell,T Cells +4734,30754.34146,856.2926829,465.0365854,1065.256098,26854.79268,683.0731707,798.2317073,1584.5,14293.08537,538.195122,1969.231707,1803.439024,17877.20732,1264.682927,2021.780488,2992.597561,6648.670732,1218.426829,292.2195122,2397.134146,13919.80488,754.0365854,115.0487805,2434.0,18066.34146,465.1463415,123.5365854,1055.353659,14137.56098,2065.097561,379.4390244,2803.585366,11988.08537,743.5121951,270.0731707,1089.609756,7457.439024,1781.268293,398.097561,1300.109756,4554.780488,590.1829268,154.1463415,1928.121951,4494.939024,1300.073171,503.4268293,3210.414634,699.6463415,1032.536585,82,12.41076035,8.765185145,0.707955641,0.931818182,0.630769231,-0.580481361,1,0,1,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,Helper T Cell,T Cells +4735,25961.24419,951.244186,899.4418605,1162.476744,22868.98837,747.7325581,1007.825581,1811.430233,11590.9186,592.5581395,713.1046512,1789.081395,14227.32558,1326.732558,913.3255814,1228.965116,5476.418605,1321.755814,316.3139535,2352.151163,11071.23256,526.6395349,137.255814,702.2906977,14320.44186,531.0116279,128.5813953,1009.918605,11027.04651,1505.0,357.744186,2795.523256,9655.72093,1809.872093,281.1395349,1240.325581,5918.581395,953.4186047,425.2906977,1325.965116,3583.453488,621.8372093,163.127907,897.9418605,3425.860465,1403.604651,2581.290698,3366.244186,717.7325581,1030.802326,86,12.2885835,9.117460568,0.670460076,0.977272727,0.796296296,-0.148951894,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,NK Cell,Other Cells +4736,29530.9697,912.7435897,562.4778555,1104.328671,26698.87646,724.4289044,844.2191142,1655.081585,13610.64336,562.5221445,1413.561772,1785.354312,17076.02564,1293.920746,2683.757576,3278.400932,6423.424242,1240.822844,313.7575758,2510.5338,13501.65967,501.6177156,181.0722611,1032.755245,17242.19114,976.955711,175.8554779,1621.011655,13238.18881,1798.090909,423.7972028,2797.801865,11531.17716,797.4498834,278.6083916,1176.72028,6872.268065,1389.107226,405.8228438,1312.37296,4233.237762,626.9254079,154.3076923,1917.745921,4071.282051,1349.463869,1786.969697,3260.216783,730.2797203,1037.193473,429,29.46937776,19.35868235,0.753970377,0.910828025,0.662037037,-0.780997237,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4737,27872.9096,820.5084746,537.9943503,1078.355932,24890.76836,648.220339,746.1299435,1558.084746,11619.70056,530.6327684,979.700565,1761.553672,15370.36158,1166.129944,2647.242938,3100.519774,5742.045198,1139.909605,276.5706215,2357.779661,12203.88701,381.2711864,216.9435028,981.2090395,15501.68927,793.5423729,123.5367232,2012.237288,12051.57062,1577.293785,379.0056497,2796.022599,10004.9435,566.8700565,258.480226,999.5254237,5784.062147,1173.655367,385.1355932,1305.898305,3316.40113,611.8870056,147.7062147,2192.502825,3301.0,1194.169492,294.9548023,3225.440678,817.6214689,1032.785311,177,20.24170244,11.50732756,0.822686003,0.893939394,0.665413534,1.270190362,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4738,27046.11688,920.512987,575.5,1103.292208,24037.53247,715.6233766,753.0194805,1695.409091,12252.18831,549.1233766,1287.694805,1822.993506,15553.12338,1261.88961,2546.272727,3058.766234,5763.519481,1313.162338,309.525974,2389.948052,12444.25974,726.5324675,347.0974026,1388.37013,15645.12338,474.1428571,257.7467532,1933.532468,12002.44805,2638.324675,591.0454545,2795.324675,10243.13636,626.474026,276.0,1092.636364,6202.084416,1403.422078,410.0519481,1320.61039,3694.246753,811.1558442,166.7857143,4458.155844,3659.253247,1278.941558,535.4545455,3266.62987,748.7922078,1034.74026,154,17.3462877,11.43637035,0.75188186,0.950617284,0.647058824,-0.521608172,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,1,0,1,0,0,0,Regulatory T Cell,T Cells +4739,32998.50948,896.3199052,585.7867299,1111.554502,29641.22038,735.0023697,815.8649289,1655.973934,15383.9218,630.4004739,992.049763,1785.637441,19253.35782,1367.327014,1741.672986,3146.0,7133.862559,1344.85545,333.4312796,2421.677725,16028.87441,465.7772512,260.5450237,818.7985782,20672.45024,709.6018957,138.7867299,2188.827014,15714.52607,1585.71327,573.9004739,2806.677725,14230.37441,966.3530806,305.0616114,1550.665877,8723.552133,1174.976303,442.7582938,1329.746445,5045.566351,643.3270142,167.7701422,3011.599526,5035.398104,1413.684834,1190.635071,3207.981043,521.3127962,1042.21327,422,27.01022427,20.45323128,0.653136337,0.923413567,0.632683658,-0.053113041,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4740,14497.71166,937.1226994,494.0858896,1043.748466,13196.07362,701.1840491,478.9079755,1415.411043,6898.263804,575.1717791,476.4110429,1703.97546,8397.496933,1274.300613,625.0184049,928.4110429,3193.754601,1227.993865,308.5705521,2277.717791,7152.460123,398.5398773,139.8650307,606.0245399,9183.423313,523.3680982,123.0368098,960.208589,7160.03681,1367.104294,400.3374233,2836.779141,6550.368098,595.0122699,275.4171779,1523.067485,4280.325153,820.2699387,414.2147239,1334.214724,2702.570552,616.7055215,158.9202454,1455.441718,2793.208589,1437.484663,5953.312883,3272.190184,550.5214724,1034.907975,163,17.16933321,12.08218106,0.710490231,0.976047904,0.783653846,1.104463187,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4741,15156.9703,970.8019802,502.950495,1032.70297,14190.9901,723.3465347,473.6732673,1315.742574,7258.524752,587.029703,460.6732673,1677.722772,9124.544554,1409.445545,437.8217822,1056.821782,3474.792079,1219.376238,295.4752475,2278.435644,7916.990099,444.6039604,156.1287129,613.7920792,9931.881188,603.029703,124.6039604,859.980198,7648.762376,1340.653465,480.4356436,2817.138614,7035.534653,581.0594059,271.1881188,2231.524752,4365.089109,847.5148515,423.8217822,1342.237624,2867.168317,661.3564356,157.3069307,733.6039604,2644.524752,1386.940594,3190.881188,3238.178218,611.8118812,1035.257426,101,13.71663726,10.53845521,0.640093179,0.89380531,0.597633136,1.050541156,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,Unknown,Other Cells +4742,24176.96842,851.0631579,700.9473684,1089.010526,21968.46316,670.8526316,1041.442105,1629.505263,10599.62105,531.8105263,1674.252632,1761.231579,13866.52632,1204.873684,3349.063158,4457.189474,5202.389474,1196.284211,291.2210526,2485.210526,11248.35789,490.6842105,473.8736842,1878.652632,13800.25263,2284.410526,118.4947368,1157.252632,10844.4,1533.189474,376.2315789,2798.168421,9326.442105,584.2736842,260.8421053,1162.484211,5504.894737,1743.8,398.7894737,1330.557895,3301.210526,700.0631579,153.8105263,2645.810526,3215.6,1219.305263,246.7157895,3367.989474,781.4315789,1034.726316,95,13.24652635,9.379337782,0.706152099,0.95959596,0.664335664,0.964788241,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,Cytotoxic T Cell,T Cells +4743,27646.0146,969.5766423,1269.29927,1225.350365,25128.41606,755.7664234,1052.10219,1885.445255,12275.83942,784.0948905,1331.781022,1891.474453,15617.40146,1331.766423,2276.160584,2427.087591,5496.963504,1540.379562,372.8175182,2440.50365,12370.9635,476.9562044,547.0,792.1459854,15741.70803,557.5839416,144.0583942,1189.788321,12066.05109,1762.029197,486.649635,2820.963504,10466.13869,775.379562,297.2627737,1253.562044,5913.832117,1087.262774,451.620438,1356.430657,3649.605839,718.1313869,169.8613139,3369.569343,3560.452555,1358.087591,319.5109489,3310.043796,489.8540146,1037.291971,137,15.22782348,11.73862489,0.636996265,0.919463087,0.619909502,-0.204444493,1,1,1,1,1,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4744,35926.82639,1019.736111,527.0902778,1081.368056,31884.45139,759.4166667,675.9166667,1562.201389,17518.61111,615.25,1605.395833,1730.354167,20836.43056,1340.159722,1312.4375,2527.333333,7799.152778,1314.090278,318.7986111,2415.472222,16390.49306,411.7152778,197.9583333,1876.694444,20826.36111,753.0138889,146.9375,822.4652778,15909.84722,2015.229167,346.7291667,2796.486111,14195.56944,627.7916667,281.9930556,1107.791667,9169.638889,1654.361111,414.0486111,1309.319444,5856.930556,829.4722222,156.7569444,1240.770833,5369.875,1396.590278,2411.423611,3227.590278,636.7986111,1038.215278,144,17.51362659,11.24940524,0.766434054,0.917197452,0.571428571,0.373795857,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,1,0,0,0,1,0,Helper T Cell,T Cells +4745,32491.33,1050.415,501.105,1066.485,28450.245,765.09,641.41,1779.36,15698.945,647.855,982.82,1886.65,18895.45,1332.57,1852.04,2495.945,6891.46,1266.05,302.545,2308.095,13941.1,394.68,161.49,1242.67,18327.005,575.61,257.11,1777.825,13898.68,1817.24,371.83,2787.03,12221.34,609.705,266.355,1110.53,7764.94,1247.49,387.51,1318.415,4867.015,619.39,153.245,1405.085,4504.33,1295.1,843.59,3302.21,656.495,1035.205,200,20.87281461,12.6258786,0.796304609,0.952380952,0.732600733,-1.447851881,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells +4746,31115.7,998.05,554.4333333,1097.25,27064.32917,750.4208333,1053.079167,1645.5625,13829.12917,599.5583333,1649.466667,1856.708333,17508.67083,1316.05,2928.733333,3589.195833,6637.841667,1267.679167,311.9,2605.933333,13011.02917,392.2625,157.0666667,1948.620833,16748.52083,523.4083333,131.1458333,1440.641667,12716.03333,2378.391667,427.7833333,2820.7875,11108.43333,666.9875,270.5291667,1206.333333,6821.966667,1497.816667,410.9375,1325.6625,4283.616667,610.0291667,158.1208333,1982.8,3910.541667,1301.8125,1058.429167,3435.7375,688.3666667,1039.895833,240,20.33254972,15.46380828,0.649285844,0.902255639,0.705882353,-0.042830754,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,1,1,Helper T Cell,T Cells +4747,25520.97967,859.203252,631.504065,1076.00813,23486.56504,684.0934959,677.9105691,1589.569106,10719.89837,534.9065041,1333.020325,1776.613821,14492.23171,1220.430894,2069.906504,2628.577236,5415.585366,1214.012195,290.0731707,2327.573171,11538.23171,376.0284553,407.5243902,1691.146341,14303.3374,498.0569106,314.8658537,1307.796748,11254.80488,2019.585366,387.1869919,2794.219512,9452.174797,682.2479675,255.4146341,1017.300813,5481.849593,1380.979675,386.6788618,1314.03252,3263.402439,664.3455285,152.3821138,2081.073171,3194.845528,1226.711382,692.1097561,3247.682927,801.1422764,1040.276423,246,23.82105311,14.06325788,0.807132043,0.904411765,0.602941176,1.411836843,1,0,1,1,0,0,0,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,Regulatory T Cell,T Cells +4748,26680.61111,1053.079365,689.2777778,1117.912698,24323.77778,756.952381,518.0555556,1673.777778,10786.53968,593.1587302,518.0793651,1789.261905,14454.3254,1275.603175,1285.492063,1159.888889,5454.730159,1273.301587,312.3730159,2290.357143,12150.98413,363.6984127,172.5793651,568.2936508,15506.95238,430.7460317,120.6031746,1699.111111,11454.68254,1573.595238,330.1825397,2923.888889,10105.68254,1111.873016,271.0873016,1018.198413,5164.68254,856.468254,421.3253968,1308.904762,3268.968254,619.9047619,157.8333333,1909.888889,3175.468254,1270.626984,1872.563492,3186.912698,426.7460317,1037.079365,126,14.77400528,11.25853983,0.647517458,0.940298507,0.617647059,-1.246869728,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+4751,24534.49057,888.3962264,693.1320755,1147.924528,22349.16981,697.009434,788.1603774,1672.95283,10176.0283,550.0188679,1175.386792,1800.981132,12357.9434,1232.320755,2948.09434,2349.424528,4434.518868,1251.716981,307.6226415,2374.858491,10135.73585,367.9339623,325.745283,1717.292453,12662.19811,505.754717,121.5,1413.896226,9226.528302,1776.386792,356.009434,2804.04717,8105.924528,651.6320755,264.8396226,1122.45283,4339.028302,1239.613208,408.5283019,1316.443396,2663.311321,653.6320755,161.6320755,1536.971698,2644.745283,1268.962264,910.9528302,3239.792453,460.6603774,1039.0,106,13.1374878,10.6564965,0.584835707,0.946428571,0.803030303,0.155932194,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,T Cell,T Cells 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+4753,23057.57627,1075.644068,554.9661017,1017.847458,21047.49153,748.9661017,473.9661017,1439.40678,11538.98305,595.3050847,1077.152542,1694.016949,13564.62712,1314.847458,940.1694915,1574.169492,5303.898305,1247.661017,295.9491525,2295.694915,10439.83051,388.2711864,141.1864407,1187.525424,12850.49153,452.0338983,319.8813559,809.5762712,9693.084746,1720.830508,346.5932203,2785.79661,8560.474576,551.1694915,245.2033898,1102.440678,5770.237288,1271.440678,377.6610169,1293.305085,3965.372881,665.0677966,149.8305085,932.5423729,3410.118644,1271.711864,344.2881356,3186.338983,628.3559322,1038.898305,59,12.30090375,6.226273355,0.862437309,0.893939394,0.702380952,0.174954242,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,T Cell,T Cells +4754,25178.93103,779.5724138,462.3034483,1077.434483,22373.88276,629.7241379,821.6482759,1566.227586,11261.81379,507.5310345,1243.4,1763.2,14113.29655,1198.606897,1551.22069,1994.772414,5663.986207,1148.634483,266.0413793,2542.055172,11155.78621,4729.386207,125.8137931,1420.2,14500.0069,497.6758621,113.8,1007.62069,11259.95862,1799.710345,373.4068966,2784.013793,9693.717241,670.7103448,252.9724138,1182.2,6061.448276,1551.275862,379.1793103,1309.634483,3569.524138,587.8896552,145.6413793,1640.213793,3525.372414,1235.337931,304.6965517,3184.055172,704.7310345,1041.710345,145,15.29270817,12.70536497,0.556553208,0.947712418,0.56640625,-1.011349282,1,0,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,T Cell,T Cells +4755,39601.61017,934.9745763,670.0932203,1153.957627,35315.22881,778.5169492,1060.20339,1776.0,17771.28814,606.3220339,2374.177966,1852.881356,22445.69492,1349.872881,2481.101695,3830.101695,8373.262712,1350.559322,346.0677966,2576.711864,18477.76271,446.3559322,165.8474576,1500.898305,23912.28814,962.6610169,166.4152542,1241.635593,18136.62712,2066.533898,362.5932203,2835.338983,15838.01695,660.0932203,313.8050847,1174.991525,9217.050847,1966.09322,459.7966102,1318.364407,5477.711864,632.2288136,170.7288136,3087.228814,5393.313559,1406.864407,463.1779661,3301.652542,502.6779661,1041.008475,118,15.70779374,9.791627036,0.781934129,0.944,0.702380952,0.98320973,1,0,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,0,0,0,1,0,0,0,Regulatory T Cell,T Cells +4756,23072.21875,1060.6875,559.3958333,1075.083333,20558.94792,760.6979167,556.1770833,1662.322917,10500.78125,800.9791667,836.9583333,1820.239583,12526.375,1291.5,2107.6875,2801.854167,4871.791667,1246.0,286.6666667,2307.958333,7371.645833,355.1354167,898.1666667,802.46875,9274.177083,976.4375,115.25,1859.083333,7139.864583,1503.447917,405.2083333,2756.46875,6288.8125,643.4270833,241.8645833,1175.395833,3988.760417,1120.072917,366.1041667,1339.125,2553.78125,845.125,143.2916667,2768.125,2243.75,1156.302083,739.5416667,3270.75,666.8958333,1041.90625,96,12.34388873,10.36729674,0.542783227,0.989690722,0.623376623,-0.230621759,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4757,24340.49,805.43,592.71,1075.51,21549.17,660.03,1119.66,1587.79,10646.07,508.12,1957.47,1742.16,13749.08,1188.21,3793.67,4128.05,5132.63,1241.42,287.34,2599.19,11279.09,433.73,467.91,2666.89,13985.61,2429.24,118.02,985.25,10896.21,1671.74,488.26,2808.19,9317.32,591.31,254.05,963.52,5445.8,2152.53,395.96,1327.13,3241.57,751.62,150.66,5433.85,3226.19,1242.38,477.38,3155.54,772.39,1041.01,100,12.09622312,10.72036316,0.463193718,0.952380952,0.641025641,-0.168241197,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4758,30880.11864,1135.144068,919.1355932,1130.567797,26252.28814,775.4830508,645.1864407,1676.364407,11441.83898,630.4152542,575.0932203,1781.788136,15389.13559,1368.991525,2120.245763,1991.847458,5517.533898,1314.771186,315.1186441,2330.033898,12756.29661,382.8644068,135.440678,619.9322034,16008.52542,459.2542373,121.1016949,2565.016949,11921.71186,1630.728814,357.0932203,2883.822034,10412.5339,795.2711864,275.6610169,962.5423729,5153.161017,910.6016949,414.7966102,1323.550847,3221.59322,581.3220339,157.220339,1971.644068,3250.635593,1243.194915,1588.635593,3240.779661,434.4067797,1043.847458,118,16.52677159,9.310932101,0.826194622,0.959349593,0.631016043,-0.492241305,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Macrophage,Other Cells +4759,35168.2967,928.5824176,728.956044,1108.274725,30633.81319,729.4065934,637.0769231,1673.120879,13901.67033,607.2527473,976.1208791,1811.252747,18379.96703,1242.989011,3866.32967,3530.978022,6864.989011,1282.263736,309.7802198,2308.89011,14863.64835,453.9120879,866.2527473,637.0989011,19382.57143,854.2087912,125.4285714,4374.835165,14148.26374,1822.483516,399.9120879,2807.978022,12471.52747,599.7912088,278.5274725,1044.56044,6037.384615,1745.527473,414.3626374,1330.131868,3731.593407,834.956044,156.9450549,2794.087912,3812.813187,1261.989011,315.8021978,3284.263736,445.3626374,1041.417582,91,11.72661207,10.05529502,0.514523025,0.989130435,0.827272727,-1.073761547,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,1,0,1,0,0,0,Helper T Cell,T Cells +4760,17911.10132,948.5022026,540.2731278,1103.643172,15993.34361,720.0352423,561.3039648,1564.788546,8230.572687,577.0660793,369.9603524,1724.590308,10378.77533,1345.0837,898.8942731,1011.180617,4132.894273,1247.53304,304.0969163,2274.246696,9018.427313,440.2026432,118.9911894,486.092511,11844.30396,490.8193833,117.7665198,923.7180617,8938.920705,1335.295154,334.9118943,2836.577093,8151.960352,669.0440529,276.3480176,1434.687225,5309.334802,899.1409692,419.6167401,1311.515419,3271.806167,1435.440529,160.2290749,964.2334802,3308.603524,1625.696035,5361.471366,3245.22467,585.0792952,1048.30837,227,22.2344127,13.51944284,0.79390534,0.890196078,0.720634921,0.05518181,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Granulocyte,Other Cells +4761,25995.21538,1015.753846,460.7692308,1035.353846,21154.49231,726.8461538,497.2769231,1481.646154,11751.81538,582.1076923,1199.307692,1723.446154,14541.61538,1288.6,678.5538462,1814.092308,5521.076923,1238.138462,296.4615385,2372.492308,11007.38462,388.8923077,98.61538462,1196.061538,15178.69231,641.6615385,113.7538462,790.5538462,11288.15385,1531.430769,347.9538462,2793.184615,10065.86154,724.0769231,260.5076923,1069.230769,6676.338462,1178.738462,386.6769231,1317.246154,3996.430769,585.8923077,155.9230769,1273.861538,3977.446154,1451.569231,11826.2,3183.507692,646.6307692,1043.969231,65,11.11773678,8.075572043,0.687305631,0.844155844,0.5,-1.316573025,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells +4762,28168.90761,898.7880435,577.7391304,1078.108696,25246.68478,709.951087,812.0108696,1607.152174,11433.00543,655.701087,905.0923913,1796.201087,15695.08152,1227.630435,3111.755435,3261.771739,5847.461957,1218.11413,304.5706522,2365.021739,12552.70652,364.8695652,1559.684783,1185.168478,16077.29891,427.7445652,153.8913043,2908.847826,12277.1087,1970.266304,399.5815217,2789.413043,10066.89674,684.5923913,259.7228261,1067.788043,5543.815217,1015.413043,387.4782609,1351.706522,3186.309783,1003.11413,150.5054348,3054.608696,3226.608696,1190.375,433.5923913,3248.413043,819.173913,1046.461957,184,16.84929562,14.43827253,0.515471715,0.915422886,0.721568627,-0.059834265,1,1,1,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1,1,0,1,0,0,0,Helper T Cell,T Cells 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+4764,31727.97531,942.4938272,487.2469136,1057.08642,28326.19753,708.8518519,834.962963,1524.888889,14452.0,551.4814815,1219.518519,1743.592593,18092.03704,1221.296296,1458.604938,2686.876543,6903.617284,1198.308642,299.1111111,2413.691358,14695.7037,1908.802469,128.8765432,1142.691358,18602.59259,906.3580247,117.0864198,1302.753086,14467.93827,1633.716049,398.382716,2774.703704,12550.71605,588.4814815,259.7654321,995.2345679,7362.82716,1535.098765,397.037037,1294.098765,4480.617284,605.2839506,149.8395062,1543.08642,4449.222222,1243.308642,948.9012346,3289.617284,741.345679,1045.37037,81,11.76469011,9.243159246,0.618646342,0.91011236,0.623076923,1.393205262,1,0,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,Cytotoxic T Cell,T Cells 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+4780,20826.0,901.1048387,432.0,1037.709677,18641.54839,674.3064516,712.8548387,1441.137097,9398.298387,549.8306452,751.3709677,1742.145161,11836.49194,1236.266129,1609.5,2046.169355,4444.395161,1149.290323,289.3387097,2387.935484,9151.935484,362.2741935,121.8387097,613.6612903,11662.03226,471.5967742,111.5967742,875.3225806,8983.145161,1599.983871,360.5967742,2785.548387,7945.258065,657.9758065,242.4677419,1093.08871,4739.274194,1023.669355,375.8790323,1293.677419,2958.596774,581.1854839,149.6209677,1714.596774,2910.693548,1396.572581,4699.879032,3095.637097,676.7741935,1051.685484,124,14.23376129,11.1312498,0.623238896,0.96875,0.738095238,-1.102055152,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells 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+4783,28489.87586,856.9448276,477.4758621,1061.217241,25199.3069,664.6482759,732.8413793,1529.67931,12134.08966,521.7517241,827.5241379,1744.124138,15627.91379,1201.441379,3052.531034,2694.751724,5859.865517,1168.672414,289.5655172,2283.548276,12621.54138,757.9517241,347.0,927.3758621,15923.30345,705.3689655,114.0482759,1762.455172,12081.1069,1692.468966,389.2482759,2791.234483,10376.22414,616.7896552,251.0724138,972.1413793,5794.068966,1214.996552,383.4931034,1313.489655,3532.196552,641.2724138,147.8689655,1743.534483,3438.293103,1223.437931,1036.717241,3244.368966,739.6931034,1057.634483,290,23.1918836,16.3617149,0.708716743,0.911949686,0.604166667,1.307742274,1,0,1,1,0,0,0,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4784,33259.44444,967.7070707,728.7979798,1162.282828,30705.88889,776.6464646,806.4747475,1722.626263,15239.56566,610.8686869,766.2323232,1764.131313,18941.89899,1385.434343,1392.818182,2049.090909,7111.828283,1386.10101,352.3939394,2448.626263,16406.63636,485.9494949,137.8080808,907.7979798,21159.41414,969.2323232,136.0909091,1936.757576,16072.74747,1589.424242,454.3232323,2832.79798,14669.94949,755.4040404,318.3030303,1914.89899,8945.959596,1028.434343,485.1515152,1350.767677,5249.222222,649.8787879,179.8181818,2549.30303,5102.505051,1510.949495,2469.181818,3355.575758,544.7171717,1056.434343,99,12.77340459,10.73352062,0.542118186,0.846153846,0.507692308,-1.500329263,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,1,1,1,0,Granulocyte,Other Cells +4785,16082.94304,909.3227848,435.1835443,1024.056962,14563.79114,685.5759494,481.4873418,1385.651899,7130.506329,566.0189873,421.7468354,1685.379747,8898.189873,1268.64557,726.3481013,1218.943038,3301.411392,1201.518987,297.8607595,2276.981013,7479.626582,394.6139241,97.20886076,634.7405063,9653.71519,438.3481013,115.6392405,879.2278481,7596.411392,1576.873418,395.2088608,2798.303797,6847.132911,555.2974684,268.0189873,1237.329114,4182.620253,1011.829114,400.9683544,1316.71519,2503.702532,597.9556962,161.2278481,889.778481,2584.183544,1311.158228,1364.075949,3125.708861,569.8544304,1059.202532,158,16.16435037,12.59684282,0.626653752,0.963414634,0.658333333,-0.404150934,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells 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+4787,30825.56494,912.5844156,526.7272727,1108.103896,27820.48052,749.9285714,748.6948052,1605.571429,13318.28571,590.9415584,1057.0,1761.428571,17089.34416,1369.350649,2024.662338,3215.051948,6332.305195,1301.201299,351.4805195,2282.844156,14342.05844,438.4480519,524.2337662,1106.402597,18709.93506,468.0194805,243.5,1851.993506,13871.53896,1734.181818,489.8961039,2818.194805,12402.19481,724.5909091,298.5519481,1395.532468,7162.272727,1162.383117,437.8831169,1318.876623,4053.902597,810.4090909,174.1753247,2476.448052,4169.922078,1399.019481,1417.318182,3222.493506,525.538961,1061.948052,154,17.18159561,11.87152473,0.722908044,0.916666667,0.647058824,-1.376946507,1,0,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1,0,1,0,T Cell,T Cells +4788,22957.40945,841.6299213,511.2125984,1056.787402,19791.47244,654.6299213,699.8503937,1500.622047,9441.779528,519.1811024,1504.307087,1724.267717,12108.6378,1173.354331,2546.188976,3634.464567,4640.874016,1122.141732,278.8267717,2497.125984,9594.275591,362.2598425,206.2913386,1234.614173,12414.29921,2064.755906,114.3779528,1685.07874,9414.779528,1501.913386,364.9606299,2780.19685,8157.637795,875.6850394,243.9606299,1103.96063,4557.637795,1713.259843,368.5433071,1308.897638,2683.133858,609.1417323,150.5275591,2848.724409,2696.401575,1200.086614,1694.645669,3190.944882,720.519685,1062.377953,127,14.86433643,11.04196923,0.669458129,0.940740741,0.705555556,0.270000148,1,0,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4789,33883.98,908.29,659.0,1140.53,28827.81,717.35,831.14,1721.8,12747.23,533.71,619.93,1755.44,17573.74,1254.88,3367.83,2332.86,6313.85,1244.97,306.45,2276.69,13727.01,491.53,457.49,718.79,17108.95,465.4,119.44,1930.83,12459.75,1773.62,411.28,2801.47,10283.03,614.79,268.33,1088.85,5346.84,1068.91,394.16,1299.9,3031.63,664.81,153.79,3112.57,3046.88,1209.74,336.32,3218.31,801.93,1060.85,100,13.89115792,9.626906655,0.720914456,0.934579439,0.606060606,1.263036259,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +4790,22610.30973,889.079646,874.0,1160.938053,19668.0354,696.1061947,754.7256637,1666.20354,9121.743363,777.7610619,788.3362832,1826.283186,11983.37168,1223.522124,2653.362832,1762.646018,4457.752212,1311.318584,344.8938053,2352.654867,9680.061947,391.8938053,610.2654867,784.2035398,12733.30973,455.3185841,124.3628319,1586.044248,9097.831858,1828.477876,340.8849558,2825.247788,7960.584071,830.8584071,273.9911504,1042.362832,4114.59292,927.3185841,418.0530973,1366.80531,2444.80531,724.2123894,158.6283186,2209.300885,2645.734513,1314.185841,344.1150442,3306.415929,478.3716814,1061.424779,113,14.44723379,10.06806492,0.717182593,0.926229508,0.684848485,-1.345878463,1,1,1,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,1,0,0,0,Helper T Cell,T Cells +4791,18141.02874,892.954023,471.2068966,1046.781609,15951.74138,703.0057471,452.5287356,1427.95977,7867.66092,681.8218391,340.7873563,1672.074713,9854.724138,1368.982759,1161.867816,1100.367816,3735.109195,1541.37931,285.2758621,2246.574713,8221.597701,407.1091954,548.1264368,473.1091954,10566.76437,419.1551724,118.8678161,1102.448276,8145.729885,1405.189655,466.4597701,2800.097701,7415.097701,655.5114943,270.0,1114.747126,4571.413793,820.6091954,401.316092,1312.373563,2730.091954,735.0287356,163.2701149,1213.017241,2792.810345,1531.022989,9732.741379,3164.626437,599.5689655,1064.143678,174,16.09614417,14.06886761,0.485832312,0.945652174,0.6796875,-1.228590075,1,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Macrophage,Other Cells +4792,22525.23776,861.027972,516.7412587,1079.552448,20331.83916,676.6363636,630.6223776,1546.265734,9331.65035,668.4475524,1130.832168,1775.874126,12195.41958,1231.174825,2455.13986,3404.972028,4456.51049,1175.251748,285.3076923,2276.293706,9731.608392,355.9020979,397.8321678,1263.20979,12264.76224,750.972028,133.9370629,1663.874126,9119.041958,1834.377622,390.4335664,2799.685315,7853.895105,701.958042,252.7762238,1135.65035,4370.412587,1497.167832,374.3426573,1315.979021,2621.433566,665.1748252,150.3006993,2525.762238,2572.272727,1257.979021,1643.972028,3152.538462,710.3496503,1065.657343,143,16.40202738,11.54039623,0.710600497,0.940789474,0.647058824,0.158414576,1,1,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4793,27302.64327,859.7836257,529.5964912,1085.929825,24749.74854,677.5321637,685.1345029,1592.561404,10842.80117,540.7953216,1077.690058,1744.473684,14773.61404,1198.081871,3387.222222,2925.315789,5323.561404,1187.426901,291.6783626,2330.035088,11816.02924,419.8888889,427.2631579,984.6432749,14476.60234,798.9532164,125.9766082,2771.19883,10791.94737,1674.140351,366.5263158,2788.619883,9040.397661,643.1578947,258.4035088,1031.380117,4806.578947,1004.619883,389.2163743,1302.005848,2985.222222,692.4152047,142.3859649,2492.77193,2818.45614,1186.239766,896.1578947,3245.666667,766.251462,1065.368421,171,15.57633683,14.12707941,0.421221603,0.960674157,0.7125,0.416310223,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4794,34750.58333,980.7361111,632.2638889,1119.125,29753.83333,778.3888889,874.2361111,1668.013889,14510.27778,614.1666667,1064.180556,1785.569444,18241.27778,1422.027778,2335.944444,3440.194444,6717.444444,1366.291667,353.2222222,2324.611111,15056.73611,453.8194444,129.1666667,1356.25,19313.19444,537.4444444,155.2222222,3168.361111,14735.83333,1866.597222,419.6111111,2795.847222,13246.45833,648.9444444,299.8888889,1574.944444,7557.569444,1399.625,449.8888889,1345.875,4293.75,622.3611111,162.0277778,3089.638889,4290.791667,1399.958333,918.9305556,3277.0,538.0138889,1063.958333,72,11.52649677,9.018382904,0.622770587,0.837209302,0.5,-0.850510248,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0,1,0,1,0,0,1,0,1,0,Helper T Cell,T Cells +4795,29211.48718,1023.945055,493.8681319,1084.56044,25821.13187,762.1831502,468.4615385,1531.710623,12622.78388,617.9047619,587.6556777,1684.996337,15751.85348,1386.395604,944.2417582,2100.967033,5845.772894,1321.131868,310.7838828,2267.047619,12875.2967,421.0622711,152.003663,559.2490842,16476.1978,446.0659341,120.2490842,1504.567766,12538.27839,1450.080586,454.0769231,2815.010989,11225.19414,618.3223443,280.7472527,1414.589744,6606.692308,1006.85348,420.4065934,1323.179487,3849.197802,620.4871795,157.2967033,1396.410256,3762.369963,1375.347985,1225.490842,3190.186813,584.9267399,1069.25641,273,20.70105099,17.37116136,0.543909421,0.944636678,0.758333333,0.339435932,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4796,18436.92742,951.1209677,496.75,1063.854839,16801.94355,703.8225806,487.6935484,1443.008065,8134.66129,566.9354839,512.0322581,1655.564516,9799.153226,1331.919355,941.1532258,1262.887097,3615.548387,1164.556452,290.9596774,2241.879032,7405.08871,365.0725806,152.3387097,598.8306452,9254.306452,411.0403226,122.4516129,1422.491935,7076.008065,1282.604839,371.6854839,2786.258065,6260.814516,600.266129,249.5725806,1172.741935,3697.258065,855.0564516,369.6290323,1277.58871,2302.846774,590.6612903,150.2741935,1594.387097,2163.637097,1330.983871,4518.370968,3136.322581,641.6935484,1066.798387,124,14.98539306,10.70398765,0.699844986,0.932330827,0.681318681,0.570226752,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,Unknown,Other Cells +4797,23839.61212,880.3393939,517.1939394,1061.084848,20848.06061,667.5212121,614.3090909,1480.490909,10580.97576,612.7818182,705.5272727,1694.09697,13217.9697,1212.678788,1503.527273,1893.733333,5057.060606,1211.393939,286.0727273,2503.975758,10735.81212,367.3515152,531.830303,1156.806061,13865.35758,545.8,113.2666667,1559.018182,10662.21818,1550.412121,382.630303,2786.49697,9456.448485,750.3757576,251.5090909,1201.175758,5562.557576,1075.363636,374.2848485,1325.230303,3449.587879,681.6363636,154.6242424,2185.727273,3359.272727,1355.624242,7283.260606,3146.139394,655.1212121,1068.436364,165,22.54146782,9.867942881,0.899087763,0.89673913,0.515625,0.947708204,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +4798,16170.33333,858.75,596.9444444,1054.319444,14433.52778,677.6805556,547.4444444,1485.652778,6682.083333,513.7222222,707.1111111,1747.833333,8887.902778,1178.152778,5027.541667,3317.347222,3287.611111,1129.944444,262.5694444,2363.972222,7383.972222,515.4444444,231.9861111,696.625,9376.819444,648.3333333,108.375,2276.625,7130.722222,1764.819444,488.2083333,2797.944444,6225.763889,741.0972222,242.2638889,1128.083333,3472.819444,1064.527778,377.0555556,1301.861111,2181.138889,595.25,151.3194444,5151.763889,2147.069444,1179.694444,1128.25,3228.180556,730.7777778,1066.541667,72,10.84778039,9.028164788,0.554386743,0.947368421,0.654545455,0.936922052,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells 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+4801,22499.2638,849.4294479,642.3803681,1104.153374,19364.34969,669.3803681,706.7668712,1591.07362,8123.552147,507.6319018,1375.01227,1774.668712,11357.69325,1187.883436,4933.582822,3782.251534,4234.760736,1159.325153,284.3067485,2466.625767,8922.509202,419.0368098,722.2331288,1304.834356,11100.55828,680.0122699,124.8404908,2643.08589,7998.141104,2110.834356,442.8159509,2813.398773,6722.595092,650.5092025,248.6564417,1031.018405,3462.944785,1363.441718,370.4969325,1313.766871,2074.08589,720.196319,150.5889571,2835.705521,2098.907975,1145.472393,606.398773,3147.276074,787.9263804,1069.220859,163,15.98932889,13.63734773,0.522069296,0.931428571,0.639215686,0.624189469,1,0,1,1,0,0,0,0,1,1,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells +4802,23029.04587,860.6238532,1005.183486,1161.119266,19857.28899,664.2981651,805.5412844,1656.591743,8614.481651,620.9082569,1248.697248,1803.137615,11437.50459,1168.348624,3371.779817,2844.619266,4170.545872,1195.87156,292.4770642,2422.068807,9264.119266,379.4862385,469.6788991,969.7293578,11525.65596,706.0275229,116.4770642,2449.298165,8199.926606,1777.944954,340.8669725,2818.174312,7088.142202,600.3990826,248.766055,1003.444954,3427.706422,1093.56422,389.4311927,1332.495413,2120.293578,659.9082569,146.5321101,2143.068807,2166.119266,1139.770642,418.2981651,3185.307339,488.5,1072.279817,218,20.81652941,13.49777718,0.761285945,0.956140351,0.741496599,-0.006868039,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4803,17261.27551,852.5612245,411.4387755,1027.704082,14568.87755,653.7244898,485.1020408,1401.040816,7341.479592,604.8061224,364.5306122,1625.163265,9180.816327,1238.326531,652.1632653,1168.77551,3596.193878,1252.622449,275.5918367,2231.132653,7888.642857,375.5918367,325.122449,545.9591837,10078.12245,396.2755102,108.5714286,1000.602041,7809.071429,1304.367347,354.4489796,2799.622449,7125.571429,811.1326531,259.5306122,1155.102041,4199.0,795.3571429,371.1734694,1321.469388,2491.27551,665.255102,149.4387755,1051.918367,2580.55102,1466.214286,12060.18367,3122.27551,611.6734694,1068.632653,98,12.83376749,10.10560406,0.61641299,0.890909091,0.636363636,-1.398471384,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,Dendritic Cell,Other Cells +4804,18794.78704,821.3703704,508.4722222,1063.546296,17145.16667,671.3611111,522.1666667,1429.083333,8521.361111,546.4074074,810.3333333,1731.009259,10593.59259,1294.175926,1014.435185,1889.37963,4065.722222,1273.046296,306.2685185,2544.546296,9116.388889,404.0740741,346.4259259,1027.074074,11684.23148,425.3148148,119.1111111,1154.824074,8927.212963,1502.462963,352.4259259,2802.731481,8031.175926,579.4351852,263.3888889,1192.916667,4660.583333,1127.814815,409.1018519,1334.722222,2770.157407,628.2407407,166.4814815,2918.796296,2861.305556,1341.916667,1959.768519,3108.916667,565.2222222,1071.268519,108,13.84214344,10.28876638,0.668966161,0.923076923,0.642857143,0.613997034,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells +4805,31072.72274,990.3115265,539.0560748,1142.049844,28316.45794,760.3115265,612.6137072,1647.560748,12872.1215,616.2024922,746.7352025,1733.507788,16551.42991,1372.523364,1962.34891,2628.227414,5807.94704,1354.417445,333.2554517,2348.161994,13095.33022,427.1090343,149.9345794,633.423676,16656.86604,478.7102804,141.6417445,2104.975078,12371.07165,1613.417445,447.9065421,2816.161994,10939.64798,636.4984424,294.1931464,1367.336449,5911.130841,998.8193146,432.1246106,1323.682243,3439.358255,615.1838006,164.4267913,2064.049844,3435.728972,1360.738318,1063.274143,3204.087227,546.3800623,1079.71028,321,26.41768806,17.38862769,0.752826391,0.881868132,0.587912088,0.276998166,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Unknown,Other Cells +4806,18232.04317,961.2374101,529.676259,1053.23741,16454.20863,671.381295,655.1294964,1482.94964,7856.906475,553.5251799,961.8057554,1711.352518,10285.1223,1252.294964,2182.784173,2694.532374,3920.913669,1145.381295,284.2446043,2468.517986,8533.553957,353.4604317,436.9280576,829.4460432,11064.23741,444.6690647,111.0719424,2031.007194,8287.28777,1764.94964,362.7625899,2793.165468,7276.877698,624.1366906,249.6978417,1154.467626,4109.079137,1296.942446,369.6690647,1301.359712,2550.158273,678.7697842,147.2302158,2618.223022,2401.971223,1213.719424,1734.079137,3268.705036,686.3165468,1072.366906,139,14.37730296,12.35724369,0.511141383,0.945578231,0.712820513,1.181165756,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,T Cell,T Cells +4807,24445.95,865.0333333,863.225,1129.858333,15548.68333,604.9833333,657.9583333,1443.425,6896.841667,573.7333333,651.15,1733.416667,8596.1,1084.75,3871.066667,2325.266667,3231.875,1100.6,271.15,2309.633333,7174.225,313.5416667,331.5083333,889.9416667,8301.866667,416.3333333,109.4416667,2427.658333,6150.933333,1722.1,349.3166667,2814.325,5444.491667,557.8333333,233.4166667,998.4333333,2471.333333,921.8916667,364.225,1313.158333,1513.066667,588.6666667,142.4333333,2172.366667,1576.491667,1070.933333,381.3916667,3084.083333,475.8416667,1072.958333,120,12.72280328,12.16969136,0.291647263,0.94488189,0.769230769,0.109413252,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,Dendritic Cell,Other Cells +4808,32778.04348,940.2536232,668.3478261,1123.731884,28790.77536,724.4855072,694.8333333,1657.021739,12814.30435,648.6086957,831.4275362,1815.869565,17091.28986,1284.326087,1977.173913,3188.007246,6122.144928,1272.811594,335.2173913,2358.905797,13928.76812,422.2536232,713.2391304,819.942029,17602.75362,641.2753623,148.4492754,2359.594203,13120.7029,1719.65942,358.3985507,2811.123188,11513.53623,877.8550725,291.6304348,1161.15942,6077.797101,1286.673913,425.3188406,1351.768116,3545.108696,883.7536232,161.615942,2623.456522,3535.804348,1325.65942,1009.101449,3261.014493,516.9130435,1072.166667,138,17.90533174,10.44483305,0.812230608,0.884615385,0.660287081,-1.298206662,1,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,1,1,0,1,0,1,0,Cytotoxic T Cell,T Cells +4809,30556.76966,927.9719101,560.9831461,1094.258427,27251.58427,702.0842697,731.3370787,1568.780899,12572.8427,576.5730337,939.3202247,1733.08427,16523.19101,1263.926966,1966.747191,1841.882022,6034.488764,1254.280899,331.5898876,2289.061798,13858.70225,443.3595506,193.1741573,915.0337079,17501.8764,685.8483146,339.505618,1927.196629,13359.67978,1623.539326,320.2022472,2802.977528,11749.44944,709.8988764,275.1011236,1033.533708,6460.337079,1124.803371,418.2191011,1304.662921,3675.573034,626.9044944,159.9775281,2047.421348,3735.657303,1277.224719,707.3595506,3216.101124,530.1067416,1076.286517,178,17.5424078,13.50753682,0.638051947,0.903553299,0.585526316,-0.203951662,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,Cytotoxic T Cell,T Cells +4810,15474.28916,1056.204819,533.0,1082.831325,13832.16867,850.4216867,542.6626506,1675.831325,6593.036145,651.2168675,424.3855422,1696.722892,8256.168675,1453.421687,1539.072289,1811.156627,3191.518072,1404.301205,353.6506024,2264.722892,7189.168675,458.9036145,545.2048193,568.8795181,9395.253012,485.7108434,121.2891566,1209.506024,6992.759036,1652.0,390.6144578,2806.361446,6374.46988,662.8674699,309.4819277,1141.144578,3826.554217,1111.686747,430.3012048,1307.445783,2312.168675,960.8313253,160.3855422,1287.0,2446.53012,1521.13253,2560.180723,3114.457831,624.1204819,1071.156627,83,11.9824211,8.922110148,0.667510985,0.93258427,0.768518519,1.5634626,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,Macrophage,Other Cells +4811,19662.48315,837.0,527.8202247,1100.05618,17461.82022,651.8314607,662.8988764,1565.752809,7984.921348,599.4606742,758.4606742,1750.089888,10627.06742,1151.786517,1614.842697,2164.539326,3901.359551,1157.573034,295.0561798,2467.044944,8816.089888,368.5842697,468.8651685,847.5505618,11006.07865,559.6853933,111.0337079,1456.033708,8218.910112,1670.370787,366.0224719,2790.134831,7097.123596,660.4831461,252.258427,1054.88764,3847.505618,1091.539326,382.494382,1277.921348,2332.393258,727.258427,149.3033708,1858.11236,2344.460674,1220.932584,1225.842697,3162.47191,704.2696629,1074.168539,89,13.44971799,8.707708494,0.7621276,0.946808511,0.622377622,1.018829707,1,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,Dendritic Cell,Other Cells +4812,34056.93233,1069.766917,666.0902256,1134.864662,27998.54135,753.1578947,623.6992481,1714.488722,12493.85714,607.7744361,935.924812,1797.714286,16791.28571,1308.721805,3866.714286,3419.0,6024.977444,1193.578947,310.2030075,2361.744361,12566.65414,369.8496241,557.7293233,1073.864662,15881.28571,648.6090226,120.5714286,3491.984962,11570.74436,1721.676692,356.406015,2785.428571,9487.330827,603.2406015,260.9774436,966.7067669,4781.593985,1198.586466,384.9774436,1308.315789,2824.954887,729.8646617,145.443609,2467.203008,2821.165414,1172.556391,395.3759398,3280.571429,754.2706767,1076.518797,133,16.56223616,10.52759306,0.771986945,0.956834532,0.633333333,-0.76149213,1,0,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,Cytotoxic T Cell,T Cells +4813,29851.11864,907.1016949,603.1355932,1096.855932,25880.90678,691.0423729,709.2118644,1646.338983,11602.27966,528.5,1038.169492,1750.847458,15451.88983,1235.118644,2773.305085,3738.372881,5613.822034,1162.70339,297.3220339,2375.466102,12128.02542,355.7288136,241.8305085,1833.127119,15294.92373,452.7033898,130.7881356,2436.432203,11421.63559,1917.042373,370.3644068,2783.788136,9527.847458,753.2627119,256.0084746,1039.305085,4880.822034,1277.788136,381.2966102,1305.084746,2862.279661,625.3474576,145.1694915,2620.737288,2840.686441,1219.330508,988.279661,3271.601695,719.6186441,1076.813559,118,12.67232743,11.8602121,0.352227875,0.967213115,0.819444444,1.033448945,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,1,0,Helper T Cell,T Cells 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/dev/null +++ b/examples/example_usage_lymphnode/phenograph_k60_1_to_renamed_clusters_relation_matrix.csv @@ -0,0 +1,11 @@ +,target_ASMA+ cells,target_B cells,target_CD8 T cells,target_Follicular helper T cells (Tfh),target_Myeloid cells,target_NK cells,target_Proliferative B cells,target_Regulatory T cells,total +source_0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,100.0 +source_1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,100.0 +source_2,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,100.0 +source_3,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,100.0 +source_4,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0 +source_5,0.0,0.0,100.0,0.0,0.0,0.0,0.0,0.0,100.0 +source_6,0.0,0.0,0.0,100.0,0.0,0.0,0.0,0.0,100.0 +source_7,100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0 +source_8,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,100.0 +source_9,0.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0 diff --git a/examples/example_usage_lymphnode/sankey_diagram.png b/examples/example_usage_lymphnode/sankey_diagram.png new file mode 100644 index 00000000..6b2fc627 Binary files /dev/null and b/examples/example_usage_lymphnode/sankey_diagram.png differ