{
"cells": [
{
"cell_type": "markdown",
"id": "71cf25ed",
"metadata": {},
"source": [
"# 4 - Distance extraction\n",
"\n",
"**Description:** This notebook contains an example on how to read SRX localization data (in csv format) and extract spatial features like center of mass distances bwetween different chromating segments.\n",
"\n",
"The following index has links to the different sections of the notebook. Some sections may have additional indexes to access the subparts. \n",
"If you are using VS Code to visualize the notebook, the links may not work. This is due to how VC Code render the notebook. To navigate the notebook use the outline panel. To know more about it, check this [link](https://code.visualstudio.com/docs/getstarted/userinterface#_outline-view).\n",
"\n",
"Content:\n",
"\n",
"- [Library imports](#library-imports-and-functions)\n",
"- [Setting some variables](#setting-some-variables)\n",
"- [Exporting the data with CIMA](#exporting-the-data-with-cima)\n",
"- [Spatial features intra-walk](#spatial-feature-intra-walk)\n",
"\n",
"Next notebook to run: \n",
"[Comparison with orthogonal methods](5_Comparison_with_orthogonal_methods.ipynb)"
]
},
{
"cell_type": "markdown",
"id": "08f63401",
"metadata": {},
"source": [
"## Library imports and functions"
]
},
{
"cell_type": "markdown",
"id": "2f9902e1",
"metadata": {},
"source": [
"[Back to the general index](#distance-extraction)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "4e7216b3",
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"from pathlib import Path\n",
"from collections import defaultdict\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.gridspec as gridspec\n",
"from matplotlib.colors import LinearSegmentedColormap\n",
"from matplotlib import colormaps\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"from scipy.cluster.hierarchy import linkage\n",
"from scipy.spatial.distance import squareform\n",
"\n",
"from cima.parsers.parser_csv import CSVParser\n",
"from cima.utils.walk_features import getSpatialFeaturesIntraWalk, convertToMatrix\n",
"from cima.utils.misc import calculate_rmsd_matrix, get_dtype_dict\n",
"\n",
"# Set the maximum number of rows to display in the output\n",
"pd.options.display.max_rows = 999\n",
"\n",
"# Set the options for saving the plots\n",
"plot_opts = {\"dpi\": 300, \"bbox_inches\": 'tight', \"transparent\": True}\n",
"\n",
"# Labels for the plots of the features, so they look nice\n",
"plot_labels={\n",
" \"volume\":\"Volume ($nm^3$)\",\n",
" \"area\":\"Area ($nm^2$)\",\n",
" \"sphericity\":\"Sphericity\",\n",
" \"sphericity_bribiesca\":\"Sphericity Bribiesca\",\n",
" \"density_kb\":\"Density (blink/bp)\",\n",
" \"density\":\"Density (blink/$nm^3$)\",\n",
" \"compaction\":\"Genomic compactness (bp/$nm^3$)\",\n",
" \"solidity\":\"Solidity\",\n",
" \"radius_of_gyration\":\"Radius of gyration\",\n",
" \"point_cloud_ellipticity\":\"Ellipticity\"\n",
" }\n",
"\n",
"# When showing dataframes we want that this are the first columns, so the user can manually search for them (not recomended)\n",
"first_cols = [\"experimentID\", \"nucleusID\", \"chromosome\", \"homolog\", \"timepoint\", \"name\", \"flag\"]\n",
"\n",
"## Regular expressions to get the metadata from the filename\n",
"regex_patterns = {\n",
" \"nucleusID\": re.compile(r\"(?i)nuc(\\d+)\"), # This searches for \"Nuc\" or \"nuc\" followed by digits\n",
" \"cellID\": re.compile(r\"(?i)cell(\\d+)\"), # This searches for \"Cell\" or \"cell\" followed by digits\n",
" \"locationID\" : re.compile(r\"(?i)loc-?(\\d+)\"), # This searches for \"Loc\" or \"loc\" followed by optional hyphen and digits\n",
" \"date\" : re.compile(r\"(\\d{4}[-\\.]\\d{2}[-\\.]\\d{2})\"), # This searches for dates in the format YYYY-MM-DD or YYYY.MM.DD\n",
" \"homolog\" : re.compile(r\"_([ABPM01pm])\"), ## Added just in case the homolog is in the filename.\n",
" \"chromosome\" : re.compile(r\"(?i)(chr[\\d+MXY])\") ## Added just in case the chromosome is in the filename.\n",
" }\n",
"\n",
"# Dictionary to change all the data types of the columns of the different dataframes, so the notebook is mor memory\n",
"# efficient.\n",
"dtype_dict = {\n",
" \"experimentID\" : \"string\", \"nucleusID\" : \"string\", \"chromosome\" : \"string\",\n",
" \"homolog\" : \"string\", \"timepoint\" : np.int16, \"Name\" : \"string\", \"flag\" : \"string\", \"segment1\" : np.int16,\n",
" \"segment1_timepoint\" : np.int16, \"segment2_name\" : \"string\", \"flag_seg1\" : \"string\", \"segment2\" : np.int16,\n",
" \"segment2_timepoint\" : np.int16, \"segment2_name\" : \"string\", \"flag_seg2\" : \"string\", \"coms_distance\" : np.float32,\n",
" \"surface_distance\" : np.float32, \"entanglement\" : np.float32, \"volume\" : np.float32,\n",
" \"area\" : np.float32, \"sphericity_bribiesca\" : np.float32, \"sphericity\" : np.float32, \"radius_of_gyration\" : np.float32,\n",
" \"point_cloud_ellipticity\" : np.float32, \"point_cloud_eccentricity\" : np.float32, \"mvee_ellipticity\" : np.float32,\n",
" \"mvee_eccentricity\" : np.float32, \"solidity\" : np.float32, \"holeless_solidity\" : np.float32,\n",
" \"numerosity\" : np.uint32, \"compaction\" : np.float32, \"density\" : np.float32, \"density_kb\" : np.float32\n",
"}\n",
"\n",
"# We create a color map that goes from white to red for the HiC plots (put it in CIMA)\n",
"if \"bright_red\" not in colormaps:\n",
" colormaps.register(name=\"bright_red\", cmap=LinearSegmentedColormap.from_list(\"bright_red\", [(1,1,1),(1,0,0)]))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f5555970",
"metadata": {},
"outputs": [],
"source": [
"# Function to plot mean vs variance heatmap of a given feature\n",
"def mean_vs_variance_heatmap(mean_matrix, std_matrix, nice_name, timepoint_name_dict, hm_color = \"Reds_r\"):\n",
"\n",
" \"\"\"\n",
" Plot the heatmaps corresponding to the mean and std matrices for a given feature.\n",
"\n",
" Parameters\n",
" ----------\n",
" mean_matrix : np.ndarray\n",
" 2D array representing the mean values.\n",
" std_matrix : np.ndarray\n",
" 2D array representing the standard deviation values.\n",
" nice_name : str\n",
" Nice name of the feature to be displayed in the plot titles and colorbars.\n",
" timepoint_name_dict : dict\n",
" Dictionary mapping timepoint indices to their names for labeling axes.\n",
" hm_color : str, optional\n",
" Color map to use for the mean heatmap (default is \"Reds_r\").\n",
" \n",
" Returns\n",
" -------\n",
" None\n",
" \"\"\"\n",
"\n",
" _, ax = plt.subplots(nrows = 1, ncols =2, figsize=(13,5))\n",
"\n",
" sns.heatmap(\n",
" data = mean_matrix, \n",
" ax = ax[0],\n",
" cmap = hm_color,\n",
" square = True,\n",
" vmax = np.nanquantile(mean_matrix, 0.9),\n",
" cbar_kws = {\"shrink\" : 0.9, \"label\" : f\"Mean {nice_name}\"},\n",
" xticklabels = list(timepoint_name_dict.values()),\n",
" yticklabels = list(timepoint_name_dict.values()),\n",
" )\n",
" ax[0].set_xticklabels(ax[0].get_xticklabels(), rotation = 45, ha= \"right\")\n",
" ax[0].set_title(f\"Mean of {nice_name}\", fontsize = 14)\n",
"\n",
" sns.heatmap(\n",
" data = std_matrix,\n",
" ax=ax[1],\n",
" cmap='Blues_r',\n",
" square=True,\n",
" vmax=np.nanquantile(std_matrix, 0.9),\n",
" cbar_kws = {\"shrink\" : 0.9, \"label\" : f\"Mean {nice_name}\"},\n",
" xticklabels = list(timepoint_name_dict.values()),\n",
" yticklabels = list(timepoint_name_dict.values()),\n",
" )\n",
" ax[1].set_xticklabels(ax[1].get_xticklabels(), rotation = 45, ha= \"right\")\n",
" ax[1].set_title(f\"Variation of {nice_name}\", fontsize = 14)\n",
"\n",
" if save_plots:\n",
" filename = f'mean_vs_variance_heatmap_{nice_name.replace(\" \", \"_\")}' + (f\"_{file_suffix}\" if file_suffix != '' else '') + '.pdf'\n",
" plot_filename = Path(plots_folder, filename)\n",
" print(f\"Saving plots to: {plot_filename}\")\n",
" plt.savefig(plot_filename, **plot_opts)\n",
" else:\n",
" plt.show()\n",
"\n",
" plt.close()"
]
},
{
"cell_type": "markdown",
"id": "dd945e05",
"metadata": {},
"source": [
"## Setting some variables"
]
},
{
"cell_type": "markdown",
"id": "128d65bc",
"metadata": {},
"source": [
"In the following cell you should set up some variables for the script to run properly. Change the variables at your convenience, and then you can press \"Run all\" in the Jupyter Notebook. \n",
"\n",
"Brief explanation of the different variables:\n",
"* __work_folder__ : this variable is where the plots and the tsv files that the script creates will be stored. \n",
"\n",
"* __data_file__ : this variable is where the csv files to be assessed are stored. \n",
"* __info_file__ : file that contains information about your walks, such as the chromosome, start and end of the steps. You need a columns that matches the 'timepoint' column in the csv files, to be able to show proper information. \n",
"* __column_round__ : the column that matches the 'timepoint' column in the csv files.\n",
"* __column_name__ : the column with the \"nice\" name for the steps. This will be used instead of the timepoint number. Use \"\" in case the information file does not have this column (in this case the name of the steps will be in the form of 'StepN' where N is an incremental number form 1 to the max number of steps).\n",
"* __column_size__ : the column for the size of the segment. Use \"\" in case the information file does not have this column (in this case the notebook will calculate the size automatically of the segments according to the start and end positions in the file).\n",
"* __column_start_pos__ : the column of the start position of the timepoint.\n",
"* __column_end_pos__ : the column of the start position of the timepoint.\n",
"* __number_of_steps_library__ : the number of steps in your library.\n",
"* __starting_step__ : the step at which analysis should start.\n",
"* __prec_mean_dataset__ : the worst precision of the three axes (usually the Z). This will be used as a blurring factor when creating the 3D maps to calculate the volumetric features.\n",
"* __save_plots__ : save the plots into a folder or show them in the notebook.\n",
"* __file_suffix__ : add a suffix to the different files created, in case you wish to save the results from different assessments in the same folder. It will be added as \"_suffix\" before the .tsv/.pdf\n",
"\n",
"The notebook will create a folder in the work_folder path called `4_distance_extraction`. Inside this folder 2 subfolders will be created, one for `tsvs` and one for `plots`. Inside each folder, a sub-subfolder with the suffix name will have the plots/tsvs for that experiment.\n",
"\n",
"
\n",
"4_distance_extraction/\n",
"|-- tsvs/\n",
"| |-- example_tsv_SUFFIX.tsv\n",
"|-- plots/\n",
"| |-- example_plot_SUFFIX.pdf\n",
" \n",
"\n",
"[Back to the general index](#distance-extraction)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "025d3f46",
"metadata": {},
"outputs": [],
"source": [
"work_folder = \"/scratch/CIMA_tutorial/\"\n",
"data_folder = \"/scratch/CIMA_tutorial/data/chr3\"\n",
"\n",
"info_file = \"/scratch/CIMA_tutorial/data/chr3/Info_chr3.txt\"\n",
"\n",
"column_round = \"Round\"\n",
"column_name = \"Name\"\n",
"column_size = \"Size(kb)\"\n",
"column_chr = \"Chr\"\n",
"column_start_pos = \"Start(hg19)\"\n",
"column_end_pos = \"End(hg19)\"\n",
"\n",
"number_of_steps_library = 16\n",
"starting_step = 6\n",
"\n",
"prec_mean_dataset = 30\n",
"\n",
"save_plots = False\n",
"\n",
"file_suffix = \"chr3\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "82af39ff",
"metadata": {},
"outputs": [],
"source": [
"work_folder = Path(work_folder)\n",
"data_folder = Path(data_folder)\n",
"pre_assessment_folder = Path(work_folder, \"2_experimental_quality_assessment\")\n",
"reconstruction_tsv_folder = Path(work_folder, \"3_3D_reconstruction_assessment\", \"tsvs\", file_suffix)\n",
"\n",
"info_df = pd.read_table(Path(info_file), sep=\"\\t\")\n",
"info_df.columns = info_df.columns.str.strip() # In case there are leading or trailing spaces in the column names\n",
"\n",
"info_file_dict = {\n",
" \"column_round\" : column_round,\n",
" \"column_name\" : column_name,\n",
" \"column_size\" : column_size,\n",
" \"column_chr\" : column_chr,\n",
" \"column_start_pos\" : column_start_pos,\n",
" \"column_end_pos\" : column_end_pos,\n",
"}\n",
"\n",
"del column_round, column_name, column_size, column_chr, column_start_pos, column_end_pos, info_file"
]
},
{
"cell_type": "markdown",
"id": "137d1fd0",
"metadata": {},
"source": [
"## Exporting the data with CIMA"
]
},
{
"cell_type": "markdown",
"id": "22012cbd",
"metadata": {},
"source": [
"Content:\n",
"- [Creating the list of CIMA StructuralObject](#creating-the-list-of-cima-structuralobjects)\n",
"- [Checking the information file](#checking-the-information-file)\n",
"- [Creating a color palette and the results folders](#creating-a-color-palette-and-the-results-folders-for-the-tsv-and-plot-files)\n",
"\n",
"[Back to the general index](#distance-extraction)"
]
},
{
"cell_type": "markdown",
"id": "7edca27a",
"metadata": {},
"source": [
"### Creating the list of CIMA StructuralObjects"
]
},
{
"cell_type": "markdown",
"id": "61dc37a1",
"metadata": {},
"source": [
"In this cell we create a list of StructuralObjects (the main CIMA class type). \n",
"This list is the basis to do the assessment through this Jupyter Notebook. \n",
"\n",
"When loading the data, we will also take out those traces or CS that did not pass the assessment in the previous notebooks. \n",
" \n",
"When reading the file, it will also add some metadata gathered from the filename of the csv file:\n",
"\n",
"nucleusID : searches for \"nuc\" (with any combination of lower and upper case) followed by digits. If there is not a match, the default is filecount (first file read will be number 1, ...). \n",
"cellID : searches for \"cell\" (with any combination of lower and upper case) followed by digits. If there is not a match, the default is filecount (first file read will be number 1, ...). \n",
"locationID : searches for \"loc\" (with any combination of lower and upper case) followed by optional hyphen and digits.If there is not a match, the default is filecount (first file read will be number 1, ...). \n",
"date : searches for dates in the format YYYY-MM-DD or YYYY.MM.DD. If there is not a match, the default is the file name. \n",
"homolog : searches for \"_\" followed by A, B, M, P, m, p, 0 or 1 (only one instance of this). If there is not a match, the default is \"A\". \n",
"chromosome : searches for \"chr\" (with any combination of lower and upper case) followed by a number, M, X or Y. If there is not a match, the default is \"chrN\". \n",
" \n",
"\n",
"[Back to the section index](#exporting-the-data-with-cima)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "23c69342",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of files found: 33\n",
"Loading the experimental quality data from the CSV files\n",
"Loading the bad flags from the CSV files\n",
"\tCreating the 'flag' column for reconstruction-based removal\n",
"Skipping file 2: 2018-07-10_nuc04_A_chr3 because it did not pass the experimental quality assessment.\n",
"Skipping file 5: 2018-07-10_nuc03_A_chr3 because it did not pass the experimental quality assessment.\n",
"\tExcluding timepoint 19 in experimentID: 2018-09-04, nucleusID: 7, homolog: A because it has less than 10 points.\n",
"Skipping file 26: 2018-09-04_nuc01_A_chr3 because it did not pass the experimental quality assessment.\n",
"Processing file 33: 2018-09-04_nuc06_A_chr3\n",
"Total number of objects created: 30\n"
]
}
],
"source": [
"# Get a list of all CSV files in the specified data folder\n",
"csv_files = list(data_folder.glob('*.csv'))\n",
"\n",
"if len(csv_files) == 0:\n",
" print(\"No files found, please input the correct work_folder\")\n",
"else:\n",
" print(f\"Total number of files found: {len(csv_files)}\")\n",
"\n",
"print(\"Loading the experimental quality data from the CSV files\")\n",
"traces_pass = pd.read_csv(Path(pre_assessment_folder, f\"experimental_assessment_pass_{file_suffix}.txt\"), sep=\"\\t\", names=[\"trace\"])\n",
"\n",
"print(\"Loading the bad flags from the CSV files\")\n",
"segments_to_remove_CCC = pd.read_csv(Path(reconstruction_tsv_folder, f'segments2remove_bycccvariation_t2{(\"_\" + file_suffix) if file_suffix != \"\" else \"\"}.tsv'), sep=\"\\t\")\n",
"if \"flag\" not in segments_to_remove_CCC.columns and not segments_to_remove_CCC.empty:\n",
" print(\"\\tCreating the 'flag' column for reconstruction-based removal\")\n",
" segments_to_remove_CCC[\"flag\"] = segments_to_remove_CCC[[\"experimentID\", \"nucleusID\", \"homolog\", \"timepoint\"]].astype(str).apply(\"_\".join, axis=1)\n",
" bad_flags = set(segments_to_remove_CCC[\"flag\"].astype(str).values)\n",
"elif not segments_to_remove_CCC.empty:\n",
" bad_flags = set(segments_to_remove_CCC[\"flag\"].astype(str).values)\n",
"else:\n",
" bad_flags = set()\n",
"\n",
"# Get a list of metadata keys to extract from filenames\n",
"metadata_keys = [\"nucleusID\", \"cellID\", \"locationID\", \"date\", \"homolog\", \"chromosome\"]\n",
"\n",
"# Initialize an empty list to store the StructuralObject instances\n",
"obj_list = []\n",
"\n",
"if len(csv_files) > 0:\n",
" # Iterate over each file in the list of file names\n",
" for count, filein in enumerate(csv_files, start=1):\n",
"\n",
" stem = Path(filein).stem\n",
"\n",
" if not stem in traces_pass[\"trace\"].values:\n",
" print(f\"Skipping file {count}: {stem} because it did not pass the experimental quality assessment.\")\n",
" continue\n",
"\n",
" print(f\"Processing file {count}: {stem}\", end=\"\\r\")\n",
"\n",
" # We mine the metadata from the filename using regex patterns. If not possible, assign default values.\n",
" # In the case of nucleus, cell and location, the default is the filecount (first file read will be number 1, ...)\n",
" # In the case of date, if no date can be found, the filename gets used.\n",
" # If no valid homolog denomination is found, the default value is A.\n",
" # If no valid chromosome denomination is found, the default value is chrN.\n",
" metadata_CIMA = {\n",
" key: (match.group(1) if (match := regex_patterns[key].search(stem)) else default)\n",
" for key, default in zip(metadata_keys, [count, count, count, stem, \"A\", \"chrN\"])\n",
" }\n",
"\n",
" # Adjust the metadata for nucleus and cell (if nucleus is count, but cell is something, use the cell match in nucleus)\n",
" if \"cellID\" in metadata_CIMA and metadata_CIMA[\"nucleusID\"] == count:\n",
" metadata_CIMA[\"nucleusID\"] = metadata_CIMA[\"cellID\"]\n",
"\n",
" # Set experimentID as date for consistency\n",
" metadata_CIMA[\"experimentID\"] = metadata_CIMA[\"date\"]\n",
"\n",
" # Read the CSV file and create a StructuralObject instance\n",
" objin = CSVParser.read_CSV_file(filein.as_posix(), metadata = metadata_CIMA, content_type = \"srx\")\n",
"\n",
" # Filter the atomList to include only the specified timepoints in the info file\n",
" objin.atomList = objin.atomList[(objin.atomList['timepoint'] >= starting_step - 1) &\n",
" (objin.atomList['timepoint'] < (starting_step + number_of_steps_library - 1))].copy()\n",
" \n",
" experiment_id = objin.metadata[\"experimentID\"]\n",
" nucleus_id = int(objin.metadata[\"nucleusID\"])\n",
" homolog = objin.metadata[\"homolog\"]\n",
" \n",
" full_flags = (experiment_id + \"_\" + str(nucleus_id) + \"_\" +homolog + \"_\" + objin.atomList[\"timepoint\"].astype(str))\n",
" remove_mask = full_flags.isin(bad_flags)\n",
"\n",
" if remove_mask.any():\n",
" removed_tps = objin.atomList.loc[remove_mask, \"timepoint\"].unique()\n",
" # removed_tps = \",\".join([tp_names[tp] for tp in removed_tps])\n",
" # print(f\"Excluding timepoints {removed_tps} in experimentID: {experiment_id}, nucleusID: {nucleus_id}, homolog: {homolog} due to poor assessment.\")\n",
" objin.atomList = objin.atomList.loc[~remove_mask].copy()\n",
"\n",
" for tp in objin.atomList[\"timepoint\"].unique():\n",
" # Take out the timepoint from the atomList if it has less tha 10 points\n",
" tp_mask = objin.atomList[\"timepoint\"] == tp\n",
" if tp_mask.sum() < 10:\n",
" print(f\"\\tExcluding timepoint {tp} in experimentID: {experiment_id}, nucleusID: {nucleus_id}, homolog: {homolog} because it has less than 10 points.\")\n",
" objin.atomList = objin.atomList.loc[~tp_mask].copy()\n",
" \n",
" # Append the object to the list\n",
" obj_list.append(objin)\n",
"\n",
" # Nice print to tell the user the number of objects created.\n",
" print(f\"\\nTotal number of objects created: {len(obj_list)}\")\n",
"\n",
" # Clean up memory by deleting some of the variables no longer needed\n",
" del count, filein, stem, metadata_CIMA, match, objin\n",
"\n",
"del csv_files, metadata_keys\n",
"del bad_flags\n",
"del experiment_id, nucleus_id, homolog, full_flags, remove_mask\n",
"if 'segments_to_remove_precision' in locals():\n",
" del segments_to_remove_CCC"
]
},
{
"cell_type": "markdown",
"id": "c423346f",
"metadata": {},
"source": [
"### Checking the information file"
]
},
{
"cell_type": "markdown",
"id": "d00061de",
"metadata": {},
"source": [
"This cells makes an adjustment in the info_df. \n",
"\n",
"It checks if the column of the info_df that we will use as the link between this data frame and our walks has the same timepoints. This happens because most programs start with timepoint 0, while most information files start at timepoint 1. \n",
"\n",
"This will create a new column in the dataframe that is called 'timepoint'. This column will be modified so it has the same range as the timepoint column from the csv files.\n",
"\n",
"[Back to the section index](#exporting-the-data-with-cima)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c8d9643c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"List of timepoints found across all objects: [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]\n",
"List of timepoints in the information file: [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21]\n",
"\n",
"Note: The column for the information file that has the timepoint is offset by 1 compared to the objects, adjusting accordingly.\n"
]
}
],
"source": [
"list_of_timepoints = sorted({int(tp) for obj in obj_list for tp in obj.atomList.timepoint.unique()})\n",
"info_of_timepoints = list(map(int, info_df[info_file_dict[\"column_round\"]].tolist()))\n",
"\n",
"print(f'List of timepoints found across all objects: {list_of_timepoints}')\n",
"print(f'List of timepoints in the information file: {info_of_timepoints}\\n')\n",
"\n",
"if list_of_timepoints == info_of_timepoints:\n",
" print('The timepoints found in the objects match those in the information file.')\n",
" info_df[\"timepoint\"] = info_df[info_file_dict[\"column_round\"]]\n",
"elif set(list_of_timepoints).issubset(info_of_timepoints):\n",
" print('Note: The timepoints found in the objects are a subset of those in the information file. Not all timepoints are present.')\n",
" info_df[\"timepoint\"] = info_df[info_file_dict[\"column_round\"]]\n",
"elif list_of_timepoints == [x - 1 for x in info_of_timepoints]:\n",
" print('Note: The column for the information file that has the timepoint is offset by 1 compared to the objects, adjusting accordingly.')\n",
" info_df[\"timepoint\"] = info_df[info_file_dict[\"column_round\"]] - 1\n",
"elif set(list_of_timepoints).issubset({x - 1 for x in info_of_timepoints}):\n",
" print('Note: The timepoints found in the objects are a subset of those in the information file, which are offset by 1 compared to the objects. Adjusting accordingly.')\n",
" info_df[\"timepoint\"] = info_df[info_file_dict[\"column_round\"]] - 1\n",
"else:\n",
" print('Warning: The timepoints found in the objects do not match those in the information file.')\n",
"\n",
"if info_file_dict[\"column_size\"] == \"\":\n",
" print(\"Calculating size column from start and end positions...\")\n",
" column_size = \"size\"\n",
" info_file_dict[\"column_size\"] = column_size\n",
" info_df[column_size] = info_df[info_file_dict[\"column_end_pos\"]] - info_df[info_file_dict[\"column_start_pos\"]]\n",
"\n",
"if info_file_dict[\"column_name\"] == \"\":\n",
" print(\"Setting name column from round numbers...\")\n",
" info_file_dict[\"column_name\"] = \"name\"\n",
" info_df[\"name\"] = [f\"Step{i}\" for i in range(1, info_df.shape[0]+1)]\n",
"\n",
"tp_names = info_df.set_index(\"timepoint\")[info_file_dict[\"column_name\"]].to_dict()\n",
" \n",
"del list_of_timepoints, info_of_timepoints"
]
},
{
"cell_type": "markdown",
"id": "9f9ca642",
"metadata": {},
"source": [
"### Creating a color palette and the results folders for the tsv and plot files"
]
},
{
"cell_type": "markdown",
"id": "0ead225c",
"metadata": {},
"source": [
"Here we create a color palette automatically based on the different experiment ID found across the files. Experiment IDs are usually the date of the experiment. This allows to easily check for a possible batch effect.\n",
"\n",
"We also create the folders were to store the results.\n",
"\n",
"4_distance_extraction/tsvs : a subfolder using the suffix name will be created, where the different tsv files will be stored. \n",
"4_distance_extraction/plots : a subfolder using the suffix name will be created, where the different plots (in pdf format) will be stored. \n",
" \n",
"\n",
"[Back to the section index](#exporting-the-data-with-cima)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f342977e",
"metadata": {},
"outputs": [],
"source": [
"# Define the color palette for experiments. Use the date or the experimentID (date) as the key.\n",
"color_palette = {exp_date: color for exp_date, color in zip(\n",
" # We get a set of unique dates from the metadata of the objects\n",
" set([file.metadata[\"experimentID\"] for file in obj_list]),\n",
" # We assign a color from the tab10 palette for each unique date\n",
" sns.color_palette(\"tab10\", n_colors=len(set([file.metadata[\"experimentID\"] for file in obj_list]))) \n",
")}\n",
"\n",
"# This palette is fixed for the current experiments used in the tutorial, which aim to reproduce the figures in the CIMA paper.\n",
"color_palette = {'2018-01-11':\"#a6cee3\" ,'2018-06-28':'#1f78b4', '2018-07-10':'#b2df8a', '2018-09-04':'#33a02c'}\n",
"\n",
"# Create the folders to save the results. If the folders already exist, do not raise an error.\n",
"tsv_folder = Path(work_folder, \"4_distance_extraction\", \"tsvs\", file_suffix)\n",
"tsv_folder.mkdir(parents=True, exist_ok=True)\n",
"\n",
"plots_folder = Path(work_folder, \"4_distance_extraction\", \"plots\", file_suffix)\n",
"plots_folder.mkdir(parents=True, exist_ok=True)"
]
},
{
"cell_type": "markdown",
"id": "edc97d89",
"metadata": {},
"source": [
"## Spatial feature intra-walk"
]
},
{
"cell_type": "markdown",
"id": "4e70ea93",
"metadata": {},
"source": [
"Content:\n",
"\n",
"- [Spatial feautre intra-walk calculation](#spatial-feature-intra-walk-calculations)\n",
"- [Boxenplots for the different distances calculated](#boxenplots-for-the-coms-distance-surface-distance-and-entanglement-between-the-different-segments-of-the-same-walk)\n",
"- [Mean, variation and RMSD matrices calculation for the different distances](#mean-variation-and-rmsd-matrices-calculation)\n",
"- [Plot the variation matrices for the different distances](#plot-the-variation-matrices-for-each-spatial-feature-analysed)\n",
"\n",
"[Back to the general index](#distance-extraction)"
]
},
{
"cell_type": "markdown",
"id": "ba4c37a4",
"metadata": {},
"source": [
"### Spatial feature intra-walk calculations"
]
},
{
"cell_type": "markdown",
"id": "a1078f8d",
"metadata": {},
"source": [
"Here we will calculate the COM distance, surface distance and entanglement for every pair of segments for every walk. \n",
"\n",
"If this has already been calculated and saved into a file called \"spatial_features_SUFFIX.tsv\", the file will be loaded. \n",
"\n",
"If the file is not located, then the notebook will perform the calculations and store that data in the file.\n",
"\n",
"[Back to the section index](#spatial-feature-intra-walk)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "81837c22",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Trying to read pre-calculated spatial features by pairs from TSV file...\n",
"Pre-calculated TSV file not found. Calculating spatial features by pairs from scratch...\n",
"Processing contact matrix for file 1/30: 2018-09-04_nuc03_A_chr3\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 2/30: 2018-07-10_nuc02_A_chr3\n"
]
},
{
"data": {
"image/png": 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S5T2ff/55tm3bRkJCAsOHD6esrIySkhKj6i1MSxIWM7C3twf+TkRqU/HLXFP52pKaJ554ghMnTpCens7atWsJDg6ucqqmWq1mwYIFfPXVV7Rt25b777+f2NhYfbNvdSr+Ma3qH63OnTvXeC1AbGwsx44dw9XVlX79+vHaa69V+Q9IdRISEujZsyc2Nja0bNmS1q1b8+WXX1JQUFCp7I1JSEXyUpGgVdy3e/fu1d7v/Pnz5Ofns3LlSlq3bm2wPf300wCcO3euzvWv8Msvv+Di4lLpv2PXrl3156/Xvn17o+8B8PHHH/Pqq68yadIkpkyZYnDO1ta22n94r1y5gq2trdH3Kygo4L777sPX15eYmBjGjBnDCy+8wKeffsp3333HmjVrgGtfnjk5OQZbRZ0AiouLq6zT9WVulJiYSIsWLRg+fLjB8aKiIoP7nD9/3ujnMsdnVdvPpzHOnDlT488x3PwzpKamMmnSJLRarb6b1BgnT57khx9+wM/Pj59++km/DR48mOTk5Cr/+KrOmTNnsLCwqFPyfuPnC9c+46o+35p+v7p06cLQoUMZP348ycnJFBUV6f+AEfVDEhYzsLe3x8XFhWPHjtWpfMWX1ZEjR6otU3Guul/Y/v3706FDB55//nnOnj3LE088UW2s559/nh9//JGYmBhsbGyIiIiga9eu+r5uc3jsscf4+eefWbZsGS4uLixcuJBu3bpValGoykcffcSECRPo0KEDq1evZsuWLWzbto0HHniA8vLySuWr+4vJmH9oKuI++eSTbNu2rcrNz8+vzvFu1s18IW7bto3x48czYsQIVqxYUem8s7MzZWVllRKukpIS8vLycHFxMfqen376Kbm5uYwePdrg+KBBg7C3t2f37t3AtUTK2dnZYANo0aIFarWa7OzsSrErjlVVr8zMTFJTUwkKCqo0XuuNN94wuE/fvn2Nfi5zfFa38vNZVlZm9P1u5hnS09MZPXo03bt3Z+PGjVhaGj/c8aOPPgJg5syZ3H333fpt0aJFXLlyhU8//dTomHVhzOdrzO9XYGAgBw8e5Mcff7zpuolbI4NuzWTkyJGsXLmSvXv34uvrW2PZ4cOH06RJEz788MNqB95+8MEHWFpaMmzYsGrjPP7448ybN4+uXbtWGoh6ow4dOvDCCy/wwgsvcPr0aXr16sWiRYv0/8jcyN3dHYDTp09XOnfq1Kka71XB2dmZqVOnMnXqVM6dO4e3tzfz58/X/2Vc3eJdGzduxNPTk88++8ygzNy5c+t03xt5enoC1JhQtm7dGjs7O8rKyqpdmO9muLu7880331QaQPq///1Pf/5W7N+/n7Fjx+Lj48Mnn3xS5RdNxc/GoUOHePjhh/XHDx06RHl5ea0/O1XJzc0FKn+hKopCWVkZV69eBUCr1bJt27ZK11tYWNCjR48qFzjcv38/np6eVbYurlu3DkVRquwOGj9+PAMHDtTv30zyZ47Pqi4cHR0rLdZWUlJSKaHr0KFDrX8YGfsMZ86cYdiwYbRp04b/+7//0w9+N4aiKKxdu5YhQ4YwderUSuejo6NJTEzUt1bWpkOHDpSXl3PixAmzfea1qeg6q6pVV9we0sJiJi+99BLNmjUjNDRU/4/59c6cOcNbb70FgKurK08//TTffPMNy5cvr1R2xYoVbN++nUmTJtU4Iyc0NJS5c+eyaNGiastcvny50niCDh06YGdnV2VzfAVnZ2d69epFQkKCwS/stm3bOHHiRLXXwbUvsRt/ydu0aYOLi4vBPZs1a1blPwYVfzFd/xfS/v372bt3b433rU7r1q25//77ef/998nMzDQ4V3GPJk2aEBAQwKefflrlF8LNdC8APPzww5SVlfH2228bHF+8eDEqlapSt4YxTp48yYgRI/Dw8CA5ObnaL+gHHniAFi1aVPpZW758OU2bNmXEiBFG37tTp04ArF+/3uD45s2buXTpEr179wau/RwNHTrUYKtQ8Rfs9UnLqVOn2L59O0FBQVXed+3atbi5uRkkJhU8PT0N7nMzLWLm+KzqokOHDuzatcvg2MqVKyslhAEBAaSnp/P5559XilHxs2zMM+Tk5PDQQw9hYWHB119/TevWrW+q/rt37yYjI4Onn36awMDAStu//vUvduzYUecxbY888ggWFhZERUVValU1dRdNVV29paWlfPDBB9ja2t70mDJx66SFxUw6dOjA2rVr+de//kXXrl0ZP3483bt3p6SkhD179rBhwwYmTJigL7948WL+97//MXXqVLZs2aJvSfn666/ZtGkTgwYNqjERgWt/ndf2/p4ff/yRBx98kMceewwvLy8sLS35/PPPyc3NrXXqaUxMDCNGjGDgwIFMnDiRCxcusGzZMrp160ZRUVG11/3555/cddddBAYGcs8996DRaPjmm284ePCgwTP16dOHjz/+mFmzZtG3b180Gg2jRo1i5MiRfPbZZ4wdO5YRI0Zw9uxZVqxYgZeXV433rcnSpUsZOHAg3t7eTJ48mfbt25ORkcGXX35JWloaAK+//jo7duygf//+hIWF4eXlxYULF/j+++/55ptvuHDhgtH3HTVqFEOGDOGVV14hIyODe+65h61bt7Jp0yaef/55/bR0Y/35559otVouXrzIiy++yJdffmlwvkOHDvqWPltbW6Kjo5k2bRpBQUFotVpSU1P56KOPmD9/Pi1atNBfV1BQoF/CvaJb5+2338bBwQEHBwemT5+uf65u3boRFRXFL7/8wr333stPP/3E22+/jbOzM5MmTar1GaZOncqqVasYMWIE//nPf7CysuLNN9+kbdu2vPDCC5XKHzt2jCNHjjB79uxal9a/0S+//MKHH34IoE+Q5s2bB1z7PXrqqaeM/qxMKTQ0lGeffZaAgAD8/f1JT0/n66+/rjS1+MUXX2Tjxo0EBQUxceJE+vTpw4ULF9i8eTMrVqzgnnvuMeoZhg0bxs8//8xLL73Ed999x3fffac/17ZtW/z9/etU/8TERJo0aVJtQjd69GheeeUV1q9fz6xZs2qN17FjR1555RWio6O57777ePTRR1Gr1Rw8eBAXFxf90gGm8Mwzz1BYWMj9999Pu3btyMnJITExkf/9738sWrToplqchInUx9SkO8mPP/6ohIWFKR4eHoq1tbViZ2en+Pn5KcuWLVOuXLliULa4uFhZvHix0qdPH6VZs2ZK06ZNFW9vb2XJkiVKSUlJpdh1WdXxxmnNf/zxhzJt2jSlS5cuSrNmzZTmzZsr/fv3Vz755JM6Pc+nn36qdO3aVVGr1YqXl1edFo4rLi5WXnzxReWee+5R7OzslGbNmin33HOP8u677xpcU1RUpDzxxBOKg4ODwVTp8vJy5b///a/i7u6uqNVqpXfv3kpycnKl+16/cNyNqGKa6LFjx5SxY8cqDg4Oio2NjdK5c2clIiLCoExubq4ybdo0xdXVVbGyslKcnJyUBx98UFm5cmWtn1VV05oV5doS9DNnzlRcXFwUKysr5e67765x4bi6qG6xuortxsXGFEVRVq5cqXTu3FmxtrZWOnTooCxevLhSHWqKe+N/8wsXLigzZ85UOnXqpKjVaqVVq1ZKcHCw8vPPP9fpGRTl2iKKgYGBir29vaLRaJSRI0cqp0+frrLs7NmzFUA5cuRIneNX2LFjR7XPNWjQoErl6/JZ1ebG38Ub63L9KrNlZWXKyy+/rF9cTqvVKj/99FOVC8fl5eUp06dP1y8EeddddykhISGVpuPX5Rlq+hmq6nOpSklJidKyZUvlvvvuq7Fc+/btld69e9cpZoX3339f6d27t6JWqxVHR0dl0KBBBqs4V/dv4qBBgwzqX91/C0VRlHXr1ilDhw5V2rZtq1haWiqOjo7K0KFDlU2bNhlVV2F6KkWRIc9CCCGEaNhkDIsQQgghGjwZwyKEELegYvn2mrRo0cLopegbqgsXLtS4gFqTJk2MGqxb2xpQtra2BotVijuXdAkJIcQtiI+Pr3V67o4dOxg8ePDtqZCZDR48mG+//bba8+7u7mRkZNQ5Xm0DpkNCQoiPj69zPNF4ScIihBC3IDs7m+PHj9dYpk+fPgavi/gnO3z4cI2r8tra2ho1hfybb76p8byLi4tMJRaAJCxCCCGE+AeQQbdCCCGEaPAkYRFCCCFEgyezhG6DZ1X2Zos9skUzs8X+tbjUbLF7NLMxW2x7G/P9WLu7m++/pd0b/zVb7G9GTDZb7AeXv2S22AClSZvMFtsq4FGzxeZE9S8zvVVNXllltthcNt+7cg537Gm22Gq1+f7+7n72rNli65nyc2/aOGdVSQuLEEIIIRo8aWERQggh6pvMf6mVJCxCCCFEvZOEpTbSJSSEEEKIBk9aWIQQQoj6Jl1CtWrwLSznz59nypQpuLm5oVarcXJyQqvVsnv3buDass5JSUlmuff8+fMZMGAATZs2xcHBwSz3EEIIIVAU022NVINvYQkICKCkpISEhAQ8PT3Jzc0lJSWFvLw8s9+7pKSEoKAgfH19Wb16tdnvJ4QQQoiqNegWlvz8fFJTU1mwYAFDhgzB3d2dfv36ER4ezujRo/Hw8ABg7NixqFQq/T7Apk2b8Pb2xsbGBk9PT3Q6HVevXtWfV6lULF++nOHDh2Nra4unpycbN240uL9Op2PmzJn06NHjdjyuEEKIO5Ziwq1xatAJi0ajQaPRkJSURHFxcaXzBw8eBGDNmjVkZ2fr91NTUxk/fjwzZszgxIkTxMXFER8fz/z58w2uj4iIICAggPT0dMaNG0dwcDAnT540/4MJIYQQ15MuoVo16ITF0tKS+Ph4EhIScHBwwM/Pjzlz5nDkyLUVJFu3bg2Ag4MDTk5O+n2dTsfs2bMJCQnB09MTf39/oqOjiYuLM4gfFBREaGgonTp1Ijo6Gh8fH5YtW3Z7H1IIIYSQhKVWDTphgWtjWLKysti8eTPDhg1j586deHt7Ex8fX+016enpREVF6VtoNBoNYWFhZGdnc/nyZX05X19fg+t8fX1vuYWluLiYwsJCg62sETfRCSGEELdDg09YAGxsbPD39yciIoI9e/YwYcIE5s6dW235oqIidDodaWlp+u3o0aOcPn0aGxvzvcMGICYmhubNmxtsP1Bi1nsKIYT4p5MxLLX5RyQsN/Ly8uLSpUsAWFlZUVZWZnDe29ubU6dO0bFjx0qbhcXfj7xv3z6D6/bt20fXrl1vqW7h4eEUFBQYbL2xvqWYQgghGjnJV2rVoKc15+XlERQUxMSJE+nZsyd2dnYcOnSI2NhYxowZA4CHhwcpKSn4+fmhVqtxdHQkMjKSkSNH4ubmRmBgIBYWFqSnp3Ps2DHmzZunj79hwwZ8fHwYOHAgiYmJHDhwwGD6cmZmJhcuXCAzM5OysjLS0tIA6NixIxqNpso6q9Vq1Gq1wbEmqEz8yQghhBB3lgadsGg0Gvr378/ixYs5c+YMpaWluLq6EhYWxpw5cwBYtGgRs2bNYtWqVbRr146MjAy0Wi3JyclERUWxYMECrKys6NKlC6GhoQbxdTod69evZ+rUqTg7O7Nu3Tq8vLz05yMjI0lISNDv9+7dG4AdO3YwePBg838AQggh7gyNeLCsqTTohEWtVhMTE0NMTEy1ZUaNGsWoUaMqHddqtWi12hrju7i4sHXr1mrPx8fH1zi4VwghhDANSVhq848cwyKEEEKIO0uDbmERQggh7gjSJVSrOzZhUeSHQwghREMh30m1ki4hIYQQQjR4krAIIYQQ9a5+FmLZtWsXo0aNwsXFBZVKRVJSUrVln332WVQqFUuWLDE4fuHCBcaNG4e9vT0ODg5MmjSJoqIigzJHjhzhvvvuw8bGBldXV2JjY42qJ0jCIoQQQtS/enqX0KVLl7jnnnt45513aiz3+eefs2/fPlxcXCqdGzduHMePH2fbtm0kJyeza9cuJk+erD9fWFjIQw89hLu7O4cPH2bhwoW89tprrFy50qi63rFjWG6nkS2amS128oVLZot9r7269kI36Z5eTmaL/cuPeWaL/Weh+V6zYGe2yNDMoon5gv+RY77YQFnhFbPFtjp51GyxlYsXzRbbrP4qqr3MTcoqNt/vj5ul+f69uh1MOa7SmKVKhw8fzvDhw2ss8/vvv/Pvf/+br7/+mhEjRhicO3nyJFu2bOHgwYP4+PgAsGzZMh5++GHeeOMNXFxcSExMpKSkhPfffx9ra2u6detGWloab775pkFiUxtpYRFCCCFElcrLy3nqqad48cUX6datW6Xze/fuxcHBQZ+sAAwdOhQLCwv279+vL3P//fdjbf33a2q0Wi2nTp3iohGJvbSwCCGEEPXOdC0sxcXFFBcXGxyr6rUxdbFgwQIsLS157rnnqjyfk5NDmzZtDI5ZWlrSokULcnJy9GXat29vUKZt27b6c46OjnWqi7SwCCGEEPXNhGNYYmJiaN68ucFW04rx1Tl8+DBvvfUW8fHxqFT1/048SViEEEKIRiQ8PJyCggKDLTw83Og4qampnDt3Djc3NywtLbG0tOSXX37hhRdewMPDAwAnJyfOnTtncN3Vq1e5cOECTk5O+jK5ubkGZSr2K8rUhXQJCSGEEPXNhINub7b750ZPPfUUQ4cONTim1Wp56qmnePrppwHw9fUlPz+fw4cP06dPHwC2b99OeXk5/fv315d55ZVXKC0txcrKCoBt27bRuXPnOncHwT+gheX8+fNMmTIFNzc31Go1Tk5OaLVadu/eDVDrvPGblZGRwaRJk2jfvj22trZ06NCBuXPnUlJivlHuQggh7lT1sw5LUVERaWlppKWlAXD27FnS0tLIzMykZcuWdO/e3WCzsrLCycmJzp07A9C1a1eGDRtGWFgYBw4cYPfu3UyfPp3g4GD9FOgnnngCa2trJk2axPHjx/n444956623mDVrllF1bfAtLAEBAZSUlJCQkICnpye5ubmkpKSQl2e+qasA//vf/ygvLycuLo6OHTty7NgxwsLCuHTpEm+88YZZ7y2EEELcDocOHWLIkCH6/YokIiQkhPj4+DrFSExMZPr06Tz44INYWFgQEBDA0qVL9eebN2/O1q1bmTZtGn369KFVq1ZERkYaNaUZGnjCkp+fT2pqKjt37mTQoEEAuLu7069fPwB9H9rYsWP15zIyMgDYtGkTOp2OEydO4OLiQkhICK+88gqWltceWaVS8e6777J582Z27tyJs7MzsbGxBAYGAjBs2DCGDRumr4unpyenTp1i+fLlkrAIIYQwrXp6l9DgwYONWgOm4jv2ei1atGDt2rU1XtezZ09SU1ONrZ6BBt0lpNFo0Gg0JCUlVZqiBXDw4EEA1qxZQ3Z2tn4/NTWV8ePHM2PGDE6cOEFcXBzx8fHMnz/f4PqIiAgCAgJIT09n3LhxBAcHc/LkyWrrU1BQQIsWLUz4hEIIIQTUV5fQP0mDTlgsLS2Jj48nISEBBwcH/Pz8mDNnDkeOHAGgdevWADg4OODk5KTf1+l0zJ49m5CQEDw9PfH39yc6Opq4uDiD+EFBQYSGhtKpUyeio6Px8fFh2bJlVdblp59+YtmyZTzzzDNmfGIhhBBCVKVBJyxwbQxLVlYWmzdvZtiwYezcuRNvb+8a+9bS09OJiorSt9BoNBrCwsLIzs7m8uXL+nK+vr4G1/n6+lbZwvL7778zbNgwgoKCCAsLq7G+xcXFFBYWGmyl8tpwIYQQNamndwn9kzT4hAXAxsYGf39/IiIi2LNnDxMmTGDu3LnVli8qKkKn0+lHPqelpXH06FFOnz6NjY2NUffOyspiyJAhDBgwoE4vaqpqwZ4NZnw3hxBCiEZAEpZa/SMSlht5eXlx6dK1l/5ZWVlRVlZmcN7b25tTp07RsWPHSpuFxd+PvG/fPoPr9u3bR9euXfX7v//+O4MHD6ZPnz6sWbPG4NrqVLVgT5Ct5lYeVwghRKMnY1hq06BnCeXl5REUFMTEiRPp2bMndnZ2HDp0iNjYWMaMGQNcmymUkpKCn58farUaR0dHIiMjGTlyJG5ubgQGBmJhYUF6ejrHjh1j3rx5+vgbNmzAx8eHgQMHkpiYyIEDB1i9ejXwd7Li7u7OG2+8wfnz5/XX1bQyX1UL9lg1gCWNhRBCiH+yBp2waDQa+vfvz+LFizlz5gylpaW4uroSFhbGnDlzAFi0aBGzZs1i1apVtGvXjoyMDLRaLcnJyURFRbFgwQKsrKzo0qULoaGhBvF1Oh3r169n6tSpODs7s27dOry8vIBrq/D99NNP/PTTT9x1110G15nyNeBCCCFEI24YMZkGnbCo1WpiYmJqfGnTqFGjGDVqVKXjWq0WrVZbY3wXFxe2bt1a5bkJEyYwYcIEo+orhBBC3BT5Q7hW/8gxLEIIIYS4szToFhYhhBDiziAtLLW5YxMWGYcihBCiwZDvpFpJl5AQQgghGrw7toVFCCGEaDCkhaVWkrAIIYQQ9U4SltpIl5AQQgghGjxpYbkNfi0uNVvse+3VtRe6SfsKi80W+75fC8wWu2VL494XZYw/C83331K5VGi22H/e8PoKk7ruhaLmUG7G3x+src0WWvnzktlim5UZXyVizhfB/vGXGX9ObgfpEqqVJCxCCCFEfVPK67sGDZ4kLEIIIUR9kxaWWskYFiGEEEI0eNLCIoQQQtS3cukSqk2Db2E5f/48U6ZMwc3NDbVajZOTE1qtlt27dwOgUqlISkoyy71Hjx6Nm5sbNjY2ODs789RTT5GVlWWWewkhhLiDKYrptkaqwScsAQEB/PDDDyQkJPDjjz+yefNmBg8eTF5entnvPWTIED755BNOnTrFp59+ypkzZwgMDDT7fYUQQghhqEEnLPn5+aSmprJgwQKGDBmCu7s7/fr1Izw8nNGjR+Ph4QHA2LFjUalU+n2ATZs24e3tjY2NDZ6enuh0Oq5evao/r1KpWL58OcOHD8fW1hZPT082btxocP+ZM2dy77334u7uzoABA5g9ezb79u2jtPQfPn1OCCFEw6KUm25rpBp0wqLRaNBoNCQlJVFcXHlNkIMHDwKwZs0asrOz9fupqamMHz+eGTNmcOLECeLi4oiPj2f+/PkG10dERBAQEEB6ejrjxo0jODiYkydPVlmXCxcukJiYyIABA7CysjLxkwohhLijSZdQrRp0wmJpaUl8fDwJCQk4ODjg5+fHnDlzOHLkCACtW7cGwMHBAScnJ/2+Tqdj9uzZhISE4Onpib+/P9HR0cTFxRnEDwoKIjQ0lE6dOhEdHY2Pjw/Lli0zKPPyyy/TrFkzWrZsSWZmJps2bboNTy6EEEKI6zXohAWujWHJyspi8+bNDBs2jJ07d+Lt7U18fHy116SnpxMVFaVvodFoNISFhZGdnc3l61bl9PX1NbjO19e3UgvLiy++yA8//MDWrVtp0qQJ48ePR6khgy0uLqawsNBgM+fqjkIIIRoB6RKq1T9iWrONjQ3+/v74+/sTERFBaGgoc+fOZcKECVWWLyoqQqfT8eijj1YZyxitWrWiVatWdOrUia5du+Lq6sq+ffsqJTsVYmJi0Ol0BscetrJlpHVTo+4rhBDizlHTH8LGUpksUsPS4FtYquLl5cWlS9fe02FlZUXZDe9J8fb25tSpU3Ts2LHSZmHx9yPv27fP4Lp9+/bRtWvXau9b/v/nyVc1nqZCeHg4BQUFBpvWytboZxRCCCHE3xp0C0teXh5BQUFMnDiRnj17Ymdnx6FDh4iNjWXMmDEAeHh4kJKSgp+fH2q1GkdHRyIjIxk5ciRubm4EBgZiYWFBeno6x44dY968efr4GzZswMfHh4EDB5KYmMiBAwdYvXo1APv37+fgwYMMHDgQR0dHzpw5Q0REBB06dKi2dQVArVajVhu+kNBK1VjzXSGEECYhC8fVqkG3sGg0Gvr378/ixYu5//776d69OxEREYSFhfH2228DsGjRIrZt24arqyu9e/cGQKvVkpyczNatW+nbty/33nsvixcvxt3d3SC+Tqdj/fr19OzZkw8++IB169bh5eUFQNOmTfnss8948MEH6dy5M5MmTaJnz558++23lRISIYQQ4pbIGJZaNegWFrVaTUxMDDExMdWWGTVqFKNGjap0XKvVotVqa4zv4uLC1q1bqzzXo0cPtm/fblyFhRBCiJshkzNq1aBbWIQQQgghoIG3sAghhBB3hEbclWMqd2zCYsopZEIIIcQtke+kWkmXkBBCCCEavDu2hUUIIYRoMKRLqFaSsAghhBD1rVy6hGojXUJCCCGEaPCkheU26NHMuPcXGeOeXk5mi33frwVmi73wZK7ZYr8x0stssZu7NzFbbM5nmy20vaUZ6925u/liA1aHjpgttur+YWaLbcEWs8X+pxrap53ZYl+6eLn2Qg2ZdAnVShIWIYQQor7JLKFaSZeQEEIIUd/qaWn+Xbt2MWrUKFxcXFCpVCQlJenPlZaW8vLLL9OjRw+aNWuGi4sL48ePJysryyDGhQsXGDduHPb29jg4ODBp0iSKiooMyhw5coT77rsPGxsbXF1diY2NNfojkoRFCCGEuENdunSJe+65h3feeafSucuXL/P9998TERHB999/z2effcapU6cYPXq0Qblx48Zx/Phxtm3bRnJyMrt27WLy5Mn684WFhTz00EO4u7tz+PBhFi5cyGuvvcbKlSuNqqt0CQkhhBD1rZ66hIYPH87w4cOrPNe8eXO2bdtmcOztt9+mX79+ZGZm4ubmxsmTJ9myZQsHDx7Ex8cHgGXLlvHwww/zxhtv4OLiQmJiIiUlJbz//vtYW1vTrVs30tLSePPNNw0Sm9o0+BaW8+fPM2XKFNzc3FCr1Tg5OaHVatm9ezdApSYscyguLqZXr16oVCrS0tLMei8hhBB3oH/I25oLCgpQqVQ4ODgAsHfvXhwcHPTJCsDQoUOxsLBg//79+jL3338/1tbW+jJarZZTp05x8eLFOt+7wbewBAQEUFJSQkJCAp6enuTm5pKSkkJeXt5tq8NLL72Ei4sL6enpt+2eQgghxM0oLi6muLjY4JharUatVt9S3CtXrvDyyy/z+OOPY29vD0BOTg5t2rQxKGdpaUmLFi3IycnRl2nfvr1BmbZt2+rPOTo61un+DbqFJT8/n9TUVBYsWMCQIUNwd3enX79+hIeHM3r0aDw8PAAYO3YsKpVKvw+wadMmvL29sbGxwdPTE51Ox9WrV/XnVSoVy5cvZ/jw4dja2uLp6cnGjRsr1eGrr75i69atvPHGG+Z+XCGEEHeqcsVkW0xMDM2bNzfYYmJibql6paWlPPbYYyiKwvLly0300MZp0AmLRqNBo9GQlJRUKVsEOHjwIABr1qwhOztbv5+amsr48eOZMWMGJ06cIC4ujvj4eObPn29wfUREBAEBAaSnpzNu3DiCg4M5efKk/nxubi5hYWF8+OGHNG3a1IxPKoQQ4o5mwi6h8PBwCgoKDLbw8PCbrlpFsvLLL7+wbds2fesKgJOTE+fOnTMof/XqVS5cuICTk5O+TG6u4dpbFfsVZeqiQScslpaWxMfHk5CQgIODA35+fsyZM4cjR64tJNW6dWsAHBwccHJy0u/rdDpmz55NSEgInp6e+Pv7Ex0dTVxcnEH8oKAgQkND6dSpE9HR0fj4+LBs2TLg2tucJ0yYwLPPPmvQNyeEEEI0ZGq1Gnt7e4PtZruDKpKV06dP880339CyZUuD876+vuTn53P48GH9se3bt1NeXk7//v31ZXbt2kVpaam+zLZt2+jcuXOdu4OggScscG0MS1ZWFps3b2bYsGHs3LkTb29v4uPjq70mPT2dqKgofQuNRqMhLCyM7OxsLl/+ezVEX19fg+t8fX31LSzLli3jzz//NDorLS4uprCw0GArkQWBhBBC1KSeBt0WFRWRlpamn1By9uxZ0tLSyMzMpLS0lMDAQA4dOkRiYiJlZWXk5OSQk5NDSUkJAF27dmXYsGGEhYVx4MABdu/ezfTp0wkODsbFxQWAJ554AmtrayZNmsTx48f5+OOPeeutt5g1a5ZRdW3wCQuAjY0N/v7+REREsGfPHiZMmMDcuXOrLV9UVIROp9P/R0hLS+Po0aOcPn0aG5u6LZO/fft29u7di1qtxtLSko4dOwLg4+NDSEhItddV1Xf40aU/jXtgIYQQdxRFUUy2GePQoUP07t2b3r17AzBr1ix69+5NZGQkv//+O5s3b+a3336jV69eODs767c9e/boYyQmJtKlSxcefPBBHn74YQYOHGiwxkrz5s3ZunUrZ8+epU+fPrzwwgtERkYaNaUZ/gGzhKri5eWln8psZWVFWVmZwXlvb29OnTqlTzKqs2/fPsaPH2+wX/EfbenSpcybN09/LisrC61Wy8cff6xv5qpKeHh4pazxUMeudXouIYQQ4nYaPHhwjUlOXRKgFi1asHbt2hrL9OzZk9TUVKPrd70GnbDk5eURFBTExIkT6dmzJ3Z2dhw6dIjY2FjGjBkDgIeHBykpKfj5+aFWq3F0dCQyMpKRI0fi5uZGYGAgFhYWpKenc+zYMYMkZMOGDfj4+DBw4EASExM5cOAAq1evBsDNzc2gLhqNBoAOHTpw1113VVvnqqaOWatUJvk8hBBCNFLy8sNaNeguIY1GQ//+/Vm8eDH3338/3bt3JyIigrCwMN5++20AFi1axLZt23B1ddW3jmi1WpKTk9m6dSt9+/bl3nvvZfHixbi7uxvE1+l0rF+/np49e/LBBx+wbt06vLzM96ZfIYQQokqKYrqtkWrQLSxqtZqYmJga54+PGjWKUaNGVTqu1WrRarU1xndxcWHr1q11qouHh4fRfYNCCCFEnUgLS60adAuLEEIIIQQ08BYWIYQQ4o5QLi34tbljExbp3hFCCNFgSJdQraRLSAghhBAN3h3bwiKEEEI0GNLqXytJWIQQQoj6Jl1CtZIuISGEEEI0eNLCchvY25jvY/7lxzyzxW7Zsm7vXboZb4w03wJ9/0k+YbbY7/z3cbPFbvLQk2aL3d3rI7PFtujzgNliA1hlnDZbbFULZ7PFZmDN60Ddiazb2pstdtPubrUXasikS6hWkrAIIYQQ9a1cuoRqI11CQgghhGjwpIVFCCGEqG/SJVQrSViEEEKI+iazhGrV4LuEzp8/z5QpU3Bzc0OtVuPk5IRWq2X37t0AqFQqkpKSzHJvDw8PVCqVwfb666+b5V5CCCHuYPK25lo1+BaWgIAASkpKSEhIwNPTk9zcXFJSUsjLM9/smOtFRUURFham37ezs7st9xVCCCHE3xp0C0t+fj6pqaksWLCAIUOG4O7uTr9+/QgPD2f06NF4eHgAMHbsWFQqlX4fYNOmTXh7e2NjY4Onpyc6nY6rV6/qz6tUKpYvX87w4cOxtbXF09OTjRs3VqqDnZ0dTk5O+q1Zs2bmfmwhhBB3mvJy022NVINOWDQaDRqNhqSkJIqLiyudP3jwIABr1qwhOztbv5+amsr48eOZMWMGJ06cIC4ujvj4eObPn29wfUREBAEBAaSnpzNu3DiCg4M5efKkQZnXX3+dli1b0rt3bxYuXGiQ9AghhBAmIV1CtWrQCYulpSXx8fEkJCTg4OCAn58fc+bM4ciRIwC0bt0aAAcHB5ycnPT7Op2O2bNnExISgqenJ/7+/kRHRxMXF2cQPygoiNDQUDp16kR0dDQ+Pj4sW7ZMf/65555j/fr17Nixg2eeeYb//ve/vPTSS7fp6YUQQghR4R8xhmXEiBGkpqayb98+vvrqK2JjY3nvvfeYMGFCldekp6eze/dugxaVsrIyrly5wuXLl2natCkAvr6+Btf5+vqSlpam3581a5b+//fs2RNra2ueeeYZYmJiUKvVVd67uLi4UmtQiaJgrVIZ89hCCCHuJDJLqFYNuoWlgo2NDf7+/kRERLBnzx4mTJjA3Llzqy1fVFSETqcjLS1Nvx09epTTp09jY3Pzy83379+fq1evkpGRUW2ZmJgYmjdvbrCtLii46XsKIYS4A5QrptsaqX9EwnIjLy8vLl26BICVlRVlZWUG5729vTl16hQdO3astFlY/P3I+/btM7hu3759dO3atdr7pqWlYWFhQZs2baotEx4eTkFBgcE2qXnzm3lMIYQQQvx/DbpLKC8vj6CgICZOnEjPnj2xs7Pj0KFDxMbGMmbMGODaWikpKSn4+fmhVqtxdHQkMjKSkSNH4ubmRmBgIBYWFqSnp3Ps2DHmzZunj79hwwZ8fHwYOHAgiYmJHDhwgNWrVwOwd+9e9u/fz5AhQ7Czs2Pv3r3MnDmTJ598EkdHx2rrrFarK3UXSXeQEEKIGkmXUK0adMKi0Wjo378/ixcv5syZM5SWluLq6kpYWBhz5swBYNGiRcyaNYtVq1bRrl07MjIy0Gq1JCcnExUVxYIFC7CysqJLly6EhoYaxNfpdKxfv56pU6fi7OzMunXr8PK69hZhtVrN+vXree211yguLqZ9+/bMnDnTYFyLEEIIYRKNeHaPqTTohEWtVhMTE0NMTEy1ZUaNGsWoUaMqHddqtWi1Nb/e3cXFha1bt1Z5ztvbu1KXkRBCCCHqR4NOWIQQQog7gnQJ1UoSFiGEEKK+NeLZPaZyxyYsivQXCiGEaCikhaVW/8hpzUIIIYS4s9yxLSxCCCFEgyGt/rWShEUIIYSobzKGpVbSJSSEEEKIBk9aWG4Dd3d7s8X+s7DEjLFLzRa7uXsTs8V+57+Pmy32tDnrzBZ7yfEfzRb74NFzZovdbmDN6x3dqj3nCs0We2jcZrPFTv/dfPUelZdttthK1k9mi73pyxNmi/1b8VWzxX5hsdlC/00G3dZKEhYhhBCivskYllpJl5AQQgghGjxpYRFCCCHqm3QJ1UoSFiGEEKK+ySyhWjX4LqHz588zZcoU3NzcUKvVODk5odVq2b17NwAqlYqkpCSz3f/LL7+kf//+2Nra4ujoyCOPPGK2ewkhhBCiag2+hSUgIICSkhISEhLw9PQkNzeXlJQU8vLyzH7vTz/9lLCwMP773//ywAMPcPXqVY4dO2b2+wohhLjDSJdQrRp0C0t+fj6pqaksWLCAIUOG4O7uTr9+/QgPD2f06NF4eHgAMHbsWFQqlX4fYNOmTXh7e2NjY4Onpyc6nY6rV/+e9qZSqVi+fDnDhw/H1tYWT09PNm7cqD9/9epVZsyYwcKFC3n22Wfp1KkTXl5ePPbYY7fr8YUQQtwpFMV0mxF27drFqFGjcHFxqbLHQlEUIiMjcXZ2xtbWlqFDh3L69GmDMhcuXGDcuHHY29vj4ODApEmTKCoqMihz5MgR7rvvPmxsbHB1dSU2Ntboj6hBJywajQaNRkNSUhLFxcWVzh88eBCANWvWkJ2drd9PTU1l/PjxzJgxgxMnThAXF0d8fDzz5883uD4iIoKAgADS09MZN24cwcHBnDx5EoDvv/+e33//HQsLC3r37o2zszPDhw+XFhYhhBCmV15uus0Ily5d4p577uGdd96p8nxsbCxLly5lxYoV7N+/n2bNmqHVarly5Yq+zLhx4zh+/Djbtm0jOTmZXbt2MXnyZP35wsJCHnroIdzd3Tl8+DALFy7ktddeY+XKlUbVtUEnLJaWlsTHx5OQkICDgwN+fn7MmTOHI0eOANC6dWsAHBwccHJy0u/rdDpmz55NSEgInp6e+Pv7Ex0dTVxcnEH8oKAgQkND6dSpE9HR0fj4+LBs2TIAfv75ZwBee+01Xn31VZKTk3F0dGTw4MFcuHDhdn0EQgghhNkMHz6cefPmMXbs2ErnFEVhyZIlvPrqq4wZM4aePXvywQcfkJWVpW+JOXnyJFu2bOG9996jf//+DBw4kGXLlrF+/XqysrIASExMpKSkhPfff59u3boRHBzMc889x5tvvmlUXRt0wgLXxrBkZWWxefNmhg0bxs6dO/H29iY+Pr7aa9LT04mKitK30Gg0GsLCwsjOzuby5cv6cr6+vgbX+fr66ltYyv9/lvrKK68QEBBAnz59WLNmDSqVig0bNlR77+LiYgoLCw22YiMzXiGEEHeYeuoSqsnZs2fJyclh6NCh+mPNmzenf//+7N27F4C9e/fi4OCAj4+PvszQoUOxsLBg//79+jL3338/1tbW+jJarZZTp05x8eLFOtenwScsADY2Nvj7+xMREcGePXuYMGECc+fOrbZ8UVEROp2OtLQ0/Xb06FFOnz6NjY1Nne7p7OwMgJeXl/6YWq3G09OTzMzMaq+LiYmhefPmBtubv56v45MKIYS4IynlJtuq/MO5imEVtcnJyQGgbdu2Bsfbtm2rP5eTk0ObNm0MzltaWtKiRQuDMlXFuP4edfGPSFhu5OXlxaVLlwCwsrKirKzM4Ly3tzenTp2iY8eOlTYLi78fed++fQbX7du3j65duwLQp08f1Go1p06d0p8vLS0lIyMDd3f3ausWHh5OQUGBwTbLtfUtP7MQQghRF1X94RwTE1Pf1bplDXpac15eHkFBQUycOJGePXtiZ2fHoUOHiI2NZcyYMQB4eHiQkpKCn58farUaR0dHIiMjGTlyJG5ubgQGBmJhYUF6ejrHjh1j3rx5+vgbNmzAx8eHgQMHkpiYyIEDB1i9ejUA9vb2PPvss8ydOxdXV1fc3d1ZuHAhcG3sS3XUajVqtdrgmGLxj8wLhRBC3C4m7MoJDw9n1qxZBsdu/F6qCycnJwByc3P1vQ4V+7169dKXOXfO8OWqV69e5cKFC/rrnZycyM3NNShTsV9Rpi4a9DepRqOhf//+LF68mPvvv5/u3bsTERFBWFgYb7/9NgCLFi1i27ZtuLq60rt3b+Ba31hycjJbt26lb9++3HvvvSxevLhSy4hOp2P9+vX6gUTr1q0z6AJauHAhwcHBPPXUU/Tt25dffvmF7du34+joePs+BCGEEI2fCWcJqdVq7O3tDbabSVjat2+Pk5MTKSkp+mOFhYXs379fPwbU19eX/Px8Dh8+rC+zfft2ysvL6d+/v77Mrl27KC0t1ZfZtm0bnTt3Nur7tEG3sKjVamJiYmpsyho1ahSjRo2qdFyr1aLV1vzaexcXF7Zu3VrteSsrK9544w3eeOONuldaCCGE+IcoKirip59+0u+fPXuWtLQ0WrRogZubG88//zzz5s3j7rvvpn379kRERODi4qJf9b1r164MGzaMsLAwVqxYQWlpKdOnTyc4OBgXFxcAnnjiCXQ6HZMmTeLll1/m2LFjvPXWWyxevNioujbohEUIIYS4I5iwS8gYhw4dYsiQIfr9iq6kkJAQ4uPjeemll7h06RKTJ08mPz+fgQMHsmXLFoMJLImJiUyfPp0HH3wQCwsLAgICWLp0qf588+bN2bp1K9OmTaNPnz60atWKyMhIg7Va6uKmEparV6+yc+dOzpw5wxNPPIGdnR1ZWVnY29uj0WhuJqQQQghx56qnpfkHDx6MUkOypFKpiIqKIioqqtoyLVq0YO3atTXep2fPnqSmpt50PeEmEpZffvmFYcOGkZmZSXFxMf7+/tjZ2bFgwQKKi4tZsWLFLVXodqnpP5AQQgghGhajB93OmDEDHx8fLl68iK2trf742LFjDQbmCCGEEKKOyhXTbY2U0S0sqamp7Nmzx2DFOrg2vfj33383WcWEEEKIO4a8rblWRics5eXllRZqA/jtt9+ws7MzSaWEEEKIO4oMU6iV0V1CDz30EEuWLNHvq1QqioqKmDt3Lg8//LAp6yaEEEIIAdxEC8uiRYvQarV4eXlx5coVnnjiCU6fPk2rVq1Yt26dOer4j2f3xn/NF9tskUG5VGi+4OezzRa6yUNPmi32kuM/mi3284mHay90k97RBZotdtE3h8wWG2BYc+vaC92kNkO6mS12s93/M1tsc1K5dDRb7MAo8/1uKr/+arbYt4W0sNTK6ITlrrvuIj09nfXr13PkyBGKioqYNGkS48aNMxiEK4QQQog6KpcxLLW5qXVYLC0tefJJ82XKQgghhBDXu6mEJSsri++++45z585RfkNW+Nxzz5mkYkIIIcQdQ7qEamV0whIfH88zzzyDtbU1LVu2RKVS6c+pVCpJWIQQQghjScJSK6NnCUVERBAZGUlBQQEZGRmcPXtWv/38888mr+D58+eZMmUKbm5uqNVqnJyc0Gq17N69G7iWJCUlJZn8vjt37kSlUlW5HTx40OT3E0IIIUT1jG5huXz5MsHBwVhYGJ3r3JSAgABKSkpISEjA09OT3NxcUlJSyMvLM+t9BwwYQHa24UyWiIgIUlJS8PHxMeu9hRBC3GGkhaVWRmcdkyZNYsOGDeaoSyX5+fmkpqayYMEChgwZgru7O/369SM8PJzRo0fj4eEBXHstgEql0u8DbNq0CW9vb2xsbPD09ESn03H16lX9eZVKxfLlyxk+fDi2trZ4enqyceNG/Xlra2ucnJz0W8uWLdm0aRNPP/20QTeYEEIIccvKy023NVJGt7DExMQwcuRItmzZQo8ePbCysjI4/+abb5qschqNBo1GQ1JSEvfeey9qtdrg/MGDB2nTpg1r1qxh2LBhNGnSBLj2+oDx48ezdOlS7rvvPs6cOaN/jfXcuXP110dERPD666/z1ltv8eGHHxIcHMzRo0fp2rVrpbps3ryZvLw8nn76aZM9nxBCCCHqxugWlpiYGL7++mtyc3M5evQoP/zwg35LS0szaeUsLS2Jj48nISEBBwcH/Pz8mDNnDkeOHAGgdevWADg4OODk5KTf1+l0zJ49m5CQEDw9PfH39yc6Opq4uDiD+EFBQYSGhtKpUyeio6Px8fFh2bJlVdZl9erVaLVa7rrrLpM+oxBCCIGimG5rpG5qpdv333+fCRMmmKE6lQUEBDBixAhSU1PZt28fX331FbGxsbz33nvV1iE9PZ3du3czf/58/bGysjKuXLnC5cuXadq0KQC+vr4G1/n6+laZdP322298/fXXfPLJJ7XWt7i4mOLiYoNjViWlqK2tqrlCCCHEHa8RJxqmYnQLi1qtxs/Pzxx1qZaNjQ3+/v5ERESwZ88eJkyYYNC1c6OioiJ0Oh1paWn67ejRo5w+fRobGxuj779mzRpatmzJ6NGjay0bExND8+bNDbbXE27PmB8hhBD/UDKGpVZGJywzZsyottvkdvHy8uLSpUsAWFlZVXp7tLe3N6dOnaJjx46VtutnN+3bt8/gun379lUav6IoCmvWrGH8+PGVxutUJTw8nIKCAoNtdkjQzT6qEEIIIbiJLqEDBw6wfft2kpOT6datW6Uv8c8++8xklcvLyyMoKIiJEyfSs2dP7OzsOHToELGxsYwZMwYADw8PUlJS8PPzQ61W4+joSGRkJCNHjsTNzY3AwEAsLCxIT0/n2LFjzJs3Tx9/w4YN+Pj4MHDgQBITEzlw4ACrV682qMP27ds5e/YsoaGhdaqzWq2uNDi4XLqDhBBC1ES6hGpldMLi4ODAo48+ao66VKLRaOjfvz+LFy/mzJkzlJaW4urqSlhYGHPmzAGujamZNWsWq1atol27dmRkZKDVaklOTiYqKooFCxZgZWVFly5dKiUdOp2O9evXM3XqVJydnVm3bh1eXl4GZVavXs2AAQPo0qXLbXlmIYQQdyBJWGpldMKyZs0ac9SjSmq1mpiYGGJiYqotM2rUKEaNGlXpuFarRavV1hjfxcWFrVu31lhm7dq1dausEEIIIczmpl5+KIQQQggTkhaWWt1UwrJx40Y++eQTMjMzKSkpMTj3/fffm6RiQgghxB2jEc/uMRWjZwktXbqUp59+mrZt2/LDDz/Qr18/WrZsyc8//8zw4cPNUUezUBSFRx55pL6rIYQQQog6MDpheffdd1m5ciXLli3D2tqal156iW3btvHcc89RUFBgjjoKIYQQjZusdFsroxOWzMxMBgwYAICtrS1//vknAE899RTr1q0zbe2EEEKIO4EkLLUyOmFxcnLiwoULALi5uekXXzt79ixKI/6ghBBCCFF/jE5YHnjgATZv3gzA008/zcyZM/H39+df//oXY8eONXkFhRBCiEZPWlhqpVKMbBYpLy+nvLwcS8trE4zWr1/Pnj17uPvuu3nmmWewtrY2S0X/yba2djFb7GYWTcwW+88bXnlgSvaW5qt3d69WZot98Og5s8Ue/O+a1w26FdPmbjRb7LdnDjVbbIDDaw+aLXafpweaLfblg6fMFtv+GzPOxrxsvrGIm1w7my325TLzzbJ5PN98v/cVrkaON1ksy6gPTBarITF6WrOFhYXB+3iCg4MJDg42aaWEEEKIO0ojbhkxlZtahyU/P58DBw5w7tw5ym+YOz5+vOmyRCGEEEIIuImE5YsvvmDcuHEUFRVhb2+PSqXSn1OpVJKwCCGEEMaSFpZaGT3o9oUXXmDixIkUFRWRn5/PxYsX9VvF7CEhhBBCGEEG3dbK6ITl999/57nnnqNp06bmqI8QQgghRCVGJyxarZZDhw6Zoy5VOn/+PFOmTMHNzQ21Wo2TkxNarZbdu3cD17qhkpKSzHLvH3/8kTFjxtCqVSvs7e0ZOHAgO3bsMMu9hBBC3MHKy023NVJGj2EZMWIEL774IidOnKBHjx5YWVkZnB89erTJKgcQEBBASUkJCQkJeHp6kpubS0pKCnl5eSa9T1VGjhzJ3Xffzfbt27G1tWXJkiWMHDmSM2fO4OTkZPb7CyGEuEM04q4cUzE6YQkLCwMgKiqq0jmVSkWZCdfuyM/PJzU1lZ07dzJo0CAA3N3d6devHwAeHh4A+gXr3N3dycjIAGDTpk3odDpOnDiBi4sLISEhvPLKK/r1Y1QqFe+++y6bN29m586dODs7ExsbS2BgIAB//PEHp0+fZvXq1fTs2ROA119/nXfffZdjx45JwiKEEELcRkZ3CVUsHFfVZspkBUCj0aDRaEhKSqK4uLjS+YMHry0otWbNGrKzs/X7qampjB8/nhkzZnDixAni4uKIj49n/vz5BtdHREQQEBBAeno648aNIzg4mJMnTwLQsmVLOnfuzAcffMClS5e4evUqcXFxtGnThj59+pj0OYUQQtzhZNBtrYxOWG4nS0tL4uPjSUhIwMHBAT8/P+bMmcORI0cAaN26NQAODg44OTnp93U6HbNnzyYkJARPT0/8/f2Jjo4mLi7OIH5QUBChoaF06tSJ6OhofHx8WLZsGXCtBeabb77hhx9+wM7ODhsbG9588022bNmCo6PjbfwUhBBCNHqSsNSqQScscG0MS1ZWFps3b2bYsGHs3LkTb29v4uPjq70mPT2dqKgofQuNRqMhLCyM7OxsLl++rC/n6+trcJ2vr6++hUVRFKZNm0abNm1ITU3lwIEDPPLII4waNYrs7Oxq711cXExhYaHBVtKIf4CEEEKI26HBJywANjY2+Pv7ExERwZ49e5gwYQJz586ttnxRURE6nY60tDT9dvToUU6fPo2NjU2d7rl9+3aSk5NZv349fn5+eHt78+6772Jra0tCQkK118XExNC8eXOD7ePLRUY/sxBCiDtIPcwSKisrIyIigvbt22Nra0uHDh2Ijo7m+lcMKopCZGQkzs7O2NraMnToUE6fPm0Q58KFC4wbNw57e3scHByYNGkSRUWm/977RyQsN/Ly8uLSpUsAWFlZVRo74+3tzalTp+jYsWOl7fr3IO3bt8/gun379tG1a1cAfUvM9eUr9m98HcH1wsPDKSgoMNj+1VRz8w8rhBCi8auHLqEFCxawfPly3n77bU6ePMmCBQuIjY3VD40AiI2NZenSpaxYsYL9+/fTrFkztFotV65c0ZcZN24cx48fZ9u2bSQnJ7Nr1y4mT55s0o8HbvJdQrdLXl4eQUFBTJw4kZ49e2JnZ8ehQ4eIjY1lzJgxwLWZQikpKfj5+aFWq3F0dCQyMpKRI0fi5uZGYGAgFhYWpKenc+zYMebNm6ePv2HDBnx8fBg4cCCJiYkcOHCA1atXA9e6hxwdHQkJCSEyMhJbW1tWrVrF2bNnGTFiRLV1VqvVqNVqg2PW172+QAghhKikHoYO7NmzhzFjxui/0zw8PFi3bh0HDhz4/1VSWLJkCa+++qr+O/eDDz6gbdu2JCUl6SeqbNmyhYMHD+Lj4wPAsmXLePjhh3njjTdwcXExWX2NbmFp0qQJ585VftV2Xl4eTZo0MUmlKmg0Gvr378/ixYu5//776d69OxEREYSFhfH2228DsGjRIrZt24arqyu9e/cGri1ul5yczNatW+nbty/33nsvixcvxt3d3SC+Tqdj/fr19OzZkw8++IB169bh5eUFQKtWrdiyZQtFRUU88MAD+Pj48N1337Fp0ybuuecekz6nEEIIcbsNGDCAlJQUfvzxR+Da+M/vvvuO4cOHA3D27FlycnIYOnSo/prmzZvTv39/9u7dC8DevXtxcHDQJysAQ4cOxcLCgv3795u0vka3sCjVZIHFxcVYW1vfcoWup1ariYmJISYmptoyo0aNYtSoUZWOa7VatFptjfFdXFzYunVrted9fHz4+uuv615hIYQQ4maYsIWluLi40lIgVbX+z549m8LCQrp06UKTJk0oKytj/vz5jBs3DoCcnBwA2rZta3Bd27Zt9edycnJo06aNwXlLS0tatGihL2MqdU5Yli5dClyb7vvee++h0fw9LqOsrIxdu3bRpUsXk1ZOCCGEuCOYcEn9mJgYdDqdwbG5c+fy2muvGRz75JNPSExMZO3atXTr1o20tDSef/55/WKrDU2dE5bFixcD11pYVqxYYdD9Y21tjYeHBytWrDB9DYUQQghRZ+Hh4cyaNcvg2I2tKwAvvvgis2fPJjg4GIAePXrwyy+/EBMTQ0hIiH5F99zcXJydnfXX5ebm0qtXLwCcnJwqDRO5evUqFy5cMPmK8HVOWM6ePQvAkCFD+Oyzz/7xi6dV17UlhBBC3HYm/E6qqvunKpcvX640E7ZJkyb6mbDt27fHycmJlJQUfYJSWFjI/v37mTJlCnBtgkp+fj6HDx/WrwK/fft2ysvL6d+/v8meCW5iDIu8rVgIIYQwsXr4I3rUqFHMnz8fNzc3unXrxg8//MCbb77JxIkTgWtDQJ5//nnmzZvH3XffTfv27YmIiMDFxYVHHnkEgK5duzJs2DDCwsJYsWIFpaWlTJ8+neDgYJPOEIKbSFjKysqIj48nJSWFc+fOVVqTZPv27SarnBBCCCHMY9myZURERDB16lTOnTuHi4sLzzzzDJGRkfoyL730EpcuXWLy5Mnk5+czcOBAtmzZYrAIa2JiItOnT+fBBx/EwsKCgIAA/bhXUzI6YZkxYwbx8fGMGDGC7t27o5I1RoQQQohbUw8tLHZ2dixZsoQlS5ZUW0alUhEVFUVUVFS1ZVq0aMHatWvNUMMb6qIYOZijVatWfPDBBzz88MPmqlOjU7ZxifmC/2HaaWMGrnvvksl17m620BZ9HjBb7FMDa54qfyucXZqZLXYzn45miz198Tdmiw0ws2Nrs8X+Jf8vs8U+/VeJ2WJPK/rDbLHLtsabLXbxyvfMFrs0z3yvQGm+I81ssStcnVr9gqTGsnz3S5PFakiMXjjO2tqajh3N94+fEEIIIcSNjE5YXnjhBd566y2ZZSOEEEKYiKIoJtsaK6PHsHz33Xfs2LGDr776im7dumFlZWVw/rPPPjNZ5YQQQog7QnnjTTRMxeiExcHBgbFjx5qjLkIIIcSdqRG3jJiK0QnLmjVrzFEPIYQQQohqGT2GBa4tu/vNN98QFxfHn3/+CUBWVhZFRaYfpX3+/HmmTJmCm5sbarUaJycntFotu3fvBq5NuUpKSjL5fQG+//57/P39cXBwoGXLlkyePNkszyiEEOLOppQrJtsaK6MTll9++YUePXowZswYpk2bxvnz5wFYsGAB//nPf0xewYCAAH744QcSEhL48ccf2bx5M4MHDyYvL8/k97peVlYWQ4cOpWPHjuzfv58tW7Zw/PhxJkyYYNb7CiGEuAMpium2RsrohGXGjBn4+Phw8eJFbG1t9cfHjh1LSkqKSSuXn59PamoqCxYsYMiQIbi7u9OvXz/Cw8MZPXo0Hh4e+nurVCr9PsCmTZvw9vbGxsYGT09PdDodV69e1Z9XqVQsX76c4cOHY2tri6enJxs3btSfT05OxsrKinfeeYfOnTvTt29fVqxYwaeffspPP/1k0ucUQgghRM2MTlhSU1N59dVXsba2Njju4eHB77//brKKAWg0GjQaDUlJSRQXF1c6f/DgQeDauJrs7Gz9fmpqKuPHj2fGjBmcOHGCuLg44uPjmT9/vsH1ERERBAQEkJ6ezrhx4wgODubkyZMAFBcXY21tbfBiqIoE7bvvvjPpcwohhLjDlSum2xopoxOW8vJyysrKKh3/7bffsLOzM0mlKlhaWhIfH09CQgIODg74+fkxZ84cjhw5AkDr1tdWwHRwcMDJyUm/r9PpmD17NiEhIXh6euLv7090dDRxcXEG8YOCgggNDaVTp05ER0fj4+PDsmXLAHjggQfIyclh4cKFlJSUcPHiRWbPng1Adna2SZ9TCCHEnU3WYamd0QnLQw89ZPDeAZVKRVFREXPnzjXLcv0BAQFkZWWxefNmhg0bxs6dO/H29iY+Pr7aa9LT04mKitK30Gg0GsLCwsjOzubydcvN+/r6Glzn6+urb2Hp1q0bCQkJLFq0iKZNm+Lk5ET79u1p27ZtpddxX6+4uJjCwkKDrbj0arXlhRBCCFE7oxOWRYsWsXv3bry8vLhy5QpPPPGEvjtowYIF5qgjNjY2+Pv7ExERwZ49e5gwYQJz586ttnxRURE6nY60tDT9dvToUU6fPm3whsnaPPHEE+Tk5PD777+Tl5fHa6+9xvnz5/H09Kz2mpiYGJo3b26wvf65ed+1IoQQ4h9OuoRqZfQ6LHfddRfp6emsX7+eI0eOUFRUxKRJkxg3bpzBIFxz8vLy0k9ltrKyqtRF5e3tzalTp2p959G+ffsYP368wX7v3r0rlWvbti0A77//vj55qk54eDizZs0yOGb55coa6yGEEOLO1pi7ckzF6IQFro0tefLJJ01dl0ry8vIICgpi4sSJ9OzZEzs7Ow4dOkRsbCxjxowBrg32TUlJwc/PD7VajaOjI5GRkYwcORI3NzcCAwOxsLAgPT2dY8eOMW/ePH38DRs24OPjw8CBA0lMTOTAgQOsXr1af/7tt99mwIABaDQatm3bxosvvsjrr7+Og4NDtXVWq9Wo1WqDY2VWN/UxCyGEEOL/u6lv0qysLL777jvOnTtHeXm5wbnnnnvOJBWDa7OE+vfvz+LFizlz5gylpaW4uroSFhbGnDlzgGtdVLNmzWLVqlW0a9eOjIwMtFotycnJREVFsWDBAqysrOjSpQuhoaEG8XU6HevXr2fq1Kk4Ozuzbt06vLy89OcPHDjA3LlzKSoqokuXLsTFxfHUU0+Z7PmEEEIIoFGvn2IqRics8fHxPPPMM1hbW9OyZUtUKpX+nEqlMmnColariYmJISYmptoyo0aNYtSoUZWOa7VatFptjfFdXFzYunVrtec/+OCDuldWCCGEuFmNeOyJqRidsERERBAZGUl4eHiNs2WEEEIIUTcyhqV2Rmccly9fJjg4WJIVIYQQQtw2RmcdkyZNYsOGDeaoy22lKAqPPPJIfVdDCCGEkGnNdWB0l1BMTAwjR45ky5Yt9OjRAysrK4Pzb775pskqJ4QQQtwRpEuoVjeVsHz99dd07twZoNKgWyGEEEIIUzM6YVm0aBHvv/8+EyZMMEN1hBBCiDuP0oi7ckzF6IRFrVbj5+dnjro0WqVJm8wWu6zwitlilxeXmi221aEj5oudcdpssfecKzRb7GHNrWsvdJP+t/ag2WLP7NjabLEBFv903myx5/ZpZ7bYZRkFZottThbdfWsvdJNO7qn+lSq36o9S8/17VfMCGSYiXUK1MnrQ7YwZM/RvNBZCCCGEuB2MbmE5cOAA27dvJzk5mW7dulUadPvZZ5+ZrHJCCCHEnUApr73Mnc7ohMXBwYFHH33UHHURQggh7kzSJVQroxOWNWvWmKMeQgghhBDVktcICyGEEPVNZgnVyuhBt71798bb27vS1qdPH/z8/AgJCWHHjh11jnf+/HmmTJmCm5sbarUaJycntFotu3fvBq6t7ZKUlGRsNetk/vz5DBgwgKZNm+Lg4FBlmczMTEaMGEHTpk1p06YNL774IlevXjVLfYQQQtyZFEUx2dZYGZ2wDBs2jJ9//plmzZoxZMgQhgwZgkaj4cyZM/Tt25fs7GyGDh3Kpk11m8obEBDADz/8QEJCAj/++CObN29m8ODB5OXlGf0wxiopKSEoKIgpU6ZUeb6srIwRI0ZQUlLCnj17SEhIID4+nsjISLPXTQghxB1EluavldEJyx9//MELL7xAamoqixYtYtGiRezatYv//Oc/XLp0ia1bt/Lqq68SHR1da6z8/HxSU1NZsGABQ4YMwd3dnX79+hEeHs7o0aPx8PAAYOzYsahUKv0+wKZNm/D29sbGxgZPT090Op1By4dKpWL58uUMHz4cW1tbPD092bhxo8H9dTodM2fOpEePHlXWb+vWrZw4cYKPPvqIXr16MXz4cKKjo3nnnXcoKSkx9qMTQgghxE0yOmH55JNPePzxxysdDw4O5pNPPgHg8ccf59SpU7XG0mg0aDQakpKSKC4urnT+4MFri12tWbOG7Oxs/X5qairjx49nxowZnDhxgri4OOLj45k/f77B9REREQQEBJCens64ceMIDg7m5MmTdX7WvXv30qNHD9q2bas/ptVqKSws5Pjx43WOI4QQQtRIUUy3NVJGJyw2Njbs2bOn0vE9e/ZgY2MDQHl5uf7/18TS0pL4+HgSEhJwcHDAz8+POXPmcOTItVVQW7e+toKmg4MDTk5O+n2dTsfs2bMJCQnB09MTf39/oqOjiYuLM4gfFBREaGgonTp1Ijo6Gh8fH6MWvcvJyTFIVgD9fk5OTp3jCCGEEDVRyhWTbY2V0bOE/v3vf/Pss89y+PBh+vbtC1xrCXnvvfeYM2cOAF9//TW9evWqU7yAgABGjBhBamoq+/bt46uvviI2Npb33nuv2vcVpaens3v3boMWlbKyMq5cucLly5dp2rQpAL6+hktM+/r6kpaWZtwDG6m4uLhSa5FSVo66idG5oRBCCCH+P6MTlldffZX27dvz9ttv8+GHHwLQuXNnVq1axRNPPAHAs88+W+1A1qrY2Njg7++Pv78/ERERhIaGMnfu3GoTlqKiInQ6XZUL2NWlZaeunJycOHDggMGx3Nxc/bmqxMTEoNPpDI690sOdV3u2N1m9hBBCNDKNuCvHVG5qHZZx48Yxbty4as/b2tredIUAvLy89FOZraysKCsrMzjv7e3NqVOn6NixY41x9u3bx/jx4w32e/fuXed6+Pr6Mn/+fM6dO0ebNm0A2LZtG/b29nh5eVV5TXh4OLNmzTI4pjwzqs73FEIIcedpzF05pnJTCUt+fj4bN27k559/5j//+Q8tWrTg+++/p23btrRrV/e3n+bl5REUFMTEiRPp2bMndnZ2HDp0iNjYWMaMGQOAh4cHKSkp+Pn5oVarcXR0JDIykpEjR+Lm5kZgYCAWFhakp6dz7Ngx5s2bp4+/YcMGfHx8GDhwIImJiRw4cIDVq1frz2dmZnLhwgUyMzMpKyvTdxd17NgRjUbDQw89hJeXF0899RSxsbHk5OTw6quvMm3aNNRqdZXPpFarK527It1BQgghxC0xOmE5cuQIQ4cOpXnz5mRkZBAaGkqLFi347LPPyMzM5IMPPqhzLI1GQ//+/Vm8eDFnzpyhtLQUV1dXwsLC9ONhFi1axKxZs1i1ahXt2rUjIyMDrVZLcnIyUVFRLFiwACsrK7p06UJoaKhBfJ1Ox/r165k6dSrOzs6sW7fOoGUkMjKShIQE/X5F68uOHTsYPHgwTZo0ITk5mSlTpuDr60uzZs0ICQkhKirK2I9NCCGEqJ50CdVKpRi5LN7QoUPx9vYmNjYWOzs70tPT8fT0ZM+ePTzxxBNkZGSYqarGUalUfP755zzyyCP1XRWuPDnEbLHLCq+YLXZ5canZYlu11Jgvtl9fs8VOCI83W+xhd7cyW+xffy8yW2wHO2uzxQZY/NN5s8We26fuLcLGSssoMFvs4X9kmS22klX7khQ363ufh8wW+49S8/17pT1vvs+7QuEDdR+uUBv77T+YLFZDYnRfxcGDB3nmmWcqHW/Xrp1M9RVCCCH+QX7//XeefPJJWrZsia2tLT169ODQoUP684qiEBkZibOzM7a2tgwdOpTTp08bxLhw4QLjxo3D3t4eBwcHJk2aRFGR6f9IMjphUavVFBYWVjr+448/6tdJEUIIIUTd1ce7hC5evIifnx9WVlZ89dVXnDhxgkWLFuHo6KgvExsby9KlS1mxYgX79++nWbNmaLVarlz5u3V/3LhxHD9+nG3btpGcnMyuXbuYPHmyST8fuIkxLKNHjyYqKkq/qq1KpSIzM5OXX36ZgIAAk1fwZjXmF0AJIYRoZOrhO2vBggW4urqyZs0a/bH27f9egkNRFJYsWcKrr76qnwjzwQcf0LZtW5KSkvSrx2/ZsoWDBw/i4+MDwLJly3j44Yd54403cHFxMVl9jW5hWbRoEUVFRbRp04a//vqLQYMG0bFjR+zs7CotjS+EEEKIOqiHlx9u3rwZHx8fgoKCaNOmDb1792bVqlX682fPniUnJ4ehQ4fqjzVv3pz+/fuzd+9e4NorbBwcHPTJClwb62phYcH+/ftN8MH8zegWlubNm7Nt2zZ2795Neno6RUVFeHt7GzyQEEIIIepHVSuuV7Xkxs8//8zy5cuZNWsWc+bM4eDBgzz33HNYW1sTEhKiH5da1StqKs7l5OTo1ymrYGlpSYsWLUw+rvWm1mEB8PPzw8/Pz5R1EUIIIe5IphzGUNWK63PnzuW1114zOFZeXo6Pjw///e9/gWtLexw7dowVK1YQEhJisvqYSp0Tlr1795KXl8fIkSP1xz744APmzp3LpUuXeOSRR1i2bFm1C6rdyawCKr9CwGSxTx41W2yszTddVXX/MPPFbuFstthD4zabLXabId3MF9vKymyxt7/3rdlig3mnHusO/2622E+1aW622OZUtuw1s8Xu3LvqV5qYQherJmaLfTso5aaLVdWK61V9Nzs7O1datb1r1658+umnwN+voMnNzcXZ+e9/V3Nzc/XvC3RycuLcuXMGMa5evcqFCxeqfYXNzarzGJaoqCiOHz+u3z969CiTJk1i6NChzJ49my+++IKYmBiTVk4IIYQQxlGr1djb2xtsVSUsfn5+nDpluO7Ojz/+iLu7O3BtAK6TkxMpKSn684WFhezfv1//cmFfX1/y8/M5fPiwvsz27dspLy+nf//+Jn2uOrewpKWlER0drd9fv349/fv31w/QcXV1rbLJSQghhBA1q4+ZrTNnzmTAgAH897//5bHHHuPAgQOsXLmSlStXAtdmAT///PPMmzePu+++m/bt2xMREYGLi4t+UdauXbsybNgwwsLCWLFiBaWlpUyfPp3g4GCTzhACIxKWixcvGgy8+fbbbxk+fLh+v2/fvvz6668mrZwQQghxJ6iPlTj69u3L559/Tnh4OFFRUbRv354lS5YYvNz4pZde4tKlS0yePJn8/HwGDhzIli1bsLGx0ZdJTExk+vTpPPjgg1hYWBAQEMDSpUtNXt86Jyxt27bl7NmzuLq6UlJSwvfff28wqOfPP//Eyoz95EIIIYQwrZEjRxqMTb2RSqUiKiqqxnfotWjRgrVr15qjegbqnLA8/PDDzJ49mwULFpCUlETTpk2577779OePHDlChw4dzFJJIYQQojGTxU5rV+dBt9HR0VhaWjJo0CBWrVrFqlWrsL5uFsn777/PQw8Z92Kr8+fPM2XKFNzc3FCr1Tg5OaHVatm9ezdwLbNLSkoyKmZdzZ8/nwEDBtC0aVMcHByqLPPcc8/Rp08f1Gq1fkS0EEIIYWqKYrqtsapzC0urVq3YtWsXBQUFaDQamjQxnEK2YcMGNBrj3sAbEBBASUkJCQkJeHp6kpubS0pKCnl5eUbFuRklJSUEBQXh6+vL6tWrqy03ceJE9u/fz5EjR8xeJyGEEEJU7aZWuq1KixYtjIqTn59PamoqO3fuZNCgQQC4u7vTr18/ADw8PAAYO3as/lxGRgYAmzZtQqfTceLECVxcXAgJCeGVV17B0vLa46hUKt599102b97Mzp07cXZ2JjY2lsDAQP39K8bfxMfHV1vHikFD58+fl4RFCCGE2UiXUO2MfpeQqWg0GjQaDUlJSZWWEAY4ePAgAGvWrCE7O1u/n5qayvjx45kxYwYnTpwgLi6O+Pj4Su8xioiIICAggPT0dMaNG6d/SZMQQgjR0EiXUO3qLWGxtLQkPj6ehIQEHBwc8PPzY86cOfqWjNatWwPg4OCAk5OTfl+n0zF79mxCQkLw9PTE39+f6Oho4uLiDOIHBQURGhpKp06diI6OxsfHh2XLlt3ehxRCCCHqoFxRTLY1VvWWsMC1MSxZWVls3ryZYcOGsXPnTry9vWvspklPTycqKkrfQqPRaAgLCyM7O5vLly/ry1Wswnf9/u1oYSkuLqawsNBgKy4tNft9hRBCiMasXhMWABsbG/z9/YmIiGDPnj1MmDCBuXPnVlu+qKgInU5HWlqafjt69CinT582WMimvsTExNC8eXOD7fVPt9V3tYQQQjRg0iVUu3pPWG7k5eXFpUuXALCysqKsrMzgvLe3N6dOnaJjx46VNguLvx9n3759Btft27ePrl27mr3+4eHhFBQUGGyzA/zNfl8hhBD/XEq5YrKtsTJ6lpCp5OXlERQUxMSJE+nZsyd2dnYcOnSI2NhYxowZA1ybKZSSkoKfnx9qtRpHR0ciIyMZOXIkbm5uBAYGYmFhQXp6OseOHWPevHn6+Bs2bMDHx4eBAweSmJjIgQMHDKYvZ2ZmcuHCBTIzMykrKyMtLQ2Ajh076qdn//TTTxQVFZGTk8Nff/2lL+Pl5WWwBs311Gp1pZdMlckKwEIIIcQtqbeERaPR0L9/fxYvXsyZM2coLS3F1dWVsLAw5syZA8CiRYuYNWsWq1atol27dmRkZKDVaklOTiYqKooFCxZgZWVFly5dCA0NNYiv0+lYv349U6dOxdnZmXXr1hm8RjsyMpKEhAT9fu/evQHYsWMHgwcPBiA0NJRvv/22UpmzZ8/qp10LIYQQt6oxd+WYSr0lLGq1mpiYGGJiYqotM2rUKEaNGlXpuFarRavV1hjfxcWFrVu3Vns+Pj6+xsG9ADt37qzxvBBCCGEKkrDUrsGNYRFCCCGEuFG9tbAIIYQQ4hpZ6bZ2jTJhkf/wQggh/knka6t20iUkhBBCiAavUbawCCGEEP8kjXlJfVORhEUIIYSoZ5Kv1E4SltvhxBGzhVYuXjRf7D8vmS22BVvMFpuBNU95vxXpvxeaLXaz3f8zW2yrZlUvdGgKp/8qMVtsgLKMArPFfqpNc7PF/vCc+ertZ7bIYPHoU2aLfeHLmWaLfTG/2Gyx7zFb5L/J2MvayRgWIYQQQjR40sIihBBC1DNpYKmdJCxCCCFEPZMuodpJl5AQQgghGjxpYRFCCCHqmVJe3zVo+Oq9heX8+fNMmTIFNzc31Go1Tk5OaLVadu/eDYBKpSIpKcks954/fz4DBgygadOmODg4VDqfnp7O448/jqurK7a2tnTt2pW33nrLLHURQghx51IUxWRbY1XvLSwBAQGUlJSQkJCAp6cnubm5pKSkkJeXZ/Z7l5SUEBQUhK+vL6tXr650/vDhw7Rp04aPPvoIV1dX9uzZw+TJk2nSpAnTp083e/2EEEIIcU29Jiz5+fmkpqayc+dOBg0aBIC7uzv9+vUDwMPDA4CxY8fqz2VkZACwadMmdDodJ06cwMXFhZCQEF555RUsLa89kkql4t1332Xz5s3s3LkTZ2dnYmNjCQwM1N9fp9MBEB8fX2X9Jk6caLDv6enJ3r17+eyzzyRhEUIIYTKNuGHEZOq1S0ij0aDRaEhKSqK4uPKiPwcPHgRgzZo1ZGdn6/dTU1MZP348M2bM4MSJE8TFxREfH8/8+fMNro+IiCAgIID09HTGjRtHcHAwJ0+evKU6FxQU0KJFi1uKIYQQQlyvXFFMtjVW9ZqwWFpaEh8fT0JCAg4ODvj5+TFnzhyOHLm2Mmzr1q0BcHBwwMnJSb+v0+mYPXs2ISEheHp64u/vT3R0NHFxcQbxg4KCCA0NpVOnTkRHR+Pj48OyZctuur579uzh448/ZvLkyTcdQwghhBDGq/dBtwEBAWRlZbF582aGDRvGzp078fb2rrabBq4Nho2KitK30Gg0GsLCwsjOzuby5cv6cr6+vgbX+fr63nQLy7FjxxgzZgxz587loYceqrZccXExhYWFBlvx1bKbuqcQQog7g6KYbmus6j1hAbCxscHf35+IiAj27NnDhAkTmDt3brXli4qK0Ol0pKWl6bejR49y+vRpbGxsTF6/EydO8OCDDzJ58mReffXVGsvGxMTQvHlzg+31b9NMXichhBCNh8wSql2DSFhu5OXlxaVL1168Z2VlRVmZYQuFt7c3p06domPHjpU2C4u/H2nfvn0G1+3bt4+uXbsaVZfjx48zZMgQQkJCKo2RqUp4eDgFBQUG2+xBvYy6pxBCiDuLtLDUrl5nCeXl5REUFMTEiRPp2bMndnZ2HDp0iNjYWMaMGQNcmymUkpKCn58farUaR0dHIiMjGTlyJG5ubgQGBmJhYUF6ejrHjh1j3rx5+vgbNmzAx8eHgQMHkpiYyIEDBwymL2dmZnLhwgUyMzMpKysjLS0NgI4dO6LRaDh27BgPPPAAWq2WWbNmkZOTA0CTJk3042lupFarUavVBsfKLJuY8mMTQggh7jj1mrBoNBr69+/P4sWLOXPmDKWlpbi6uhIWFsacOXMAWLRoEbNmzWLVqlW0a9eOjIwMtFotycnJREVFsWDBAqysrOjSpQuhoaEG8XU6HevXr2fq1Kk4Ozuzbt06vLy89OcjIyNJSEjQ7/fu3RuAHTt2MHjwYDZu3Mj58+f56KOP+Oijj/Tlrp9eLYQQQtyqxtyVYyoqpZF+SiqVis8//5xHHnmkvqtC2fwws8VWLl40X+w/L5kttsXdHcwWWzVQa7bYX44w3wyxAZ1ami22VTNrs8X+cF+m2WIDeNqYr+72TczX+vnhuQKzxV6hFJotdvnB/zNb7N8mzTRb7Iv5lZfGMJV7MjPMFrtCupuHyWLdjvrWhwY5hkUIIYQQ4nr1vjS/EEIIcadrnH0dptVoE5ZG2tMlhBCiEVLK5TurNtIlJIQQQogGr9G2sAghhBD/FNLAUjtpYRFCCCHqWUNY6fb1119HpVLx/PPP649duXKFadOm0bJlSzQaDQEBAeTm5hpcl5mZyYgRI2jatClt2rThxRdf5OrVqzddj+pIwiKEEELc4Q4ePEhcXBw9e/Y0OD5z5ky++OILNmzYwLfffktWVhaPPvqo/nxZWRkjRoygpKSEPXv2kJCQQHx8PJGRkSavY6Ndh0UIIYT4pzjo7GayWH2zjVsbqaioCG9vb959913mzZtHr169WLJkCQUFBbRu3Zq1a9cSGBgIwP/+9z+6du3K3r17uffee/nqq68YOXIkWVlZtG3bFoAVK1bw8ssvc/78eaytTbeOkrSwCCGEEPVMMeFmrGnTpjFixAiGDh1qcPzw4cOUlpYaHO/SpQtubm7s3bsXgL1799KjRw99sgKg1WopLCzk+PHjN1Gb6smgWyGEEKKembKzo7i4mOJiw5V/q3rPHcD69ev5/vvvOXjwYKVzOTk5WFtb4+DgYHC8bdu2+nfr5eTkGCQrFecrzpmStLAIIYQQjUhMTAzNmzc32GJiYiqV+/XXX5kxYwaJiYnY2NjUQ02NIwmLEEIIUc9M2SUUHh5OQUGBwRYeHl7pnocPH+bcuXN4e3tjaWmJpaUl3377LUuXLsXS0pK2bdtSUlJCfn6+wXW5ubk4OTkB4OTkVGnWUMV+RRlTqfeE5fz580yZMgU3NzfUajVOTk5otVp2794NXHuJYVJSklnuPX/+fAYMGEDTpk0rNXkB5OXlMWzYMFxcXFCr1bi6ujJ9+nQKC8334jEhhBB3nnITbmq1Gnt7e4Otqu6gBx98kKNHj5KWlqbffHx8GDdunP7/W1lZkZKSor/m1KlTZGZm4uvrC4Cvry9Hjx7l3Llz+jLbtm3D3t4eLy8vk35G9T6GJSAggJKSEhISEvD09CQ3N5eUlBTy8vLMfu+SkhKCgoLw9fVl9erVlc5bWFgwZswY5s2bR+vWrfnpp5+YNm0aFy5cYO3atWavnxBCCGEudnZ2dO/e3eBYs2bNaNmypf74pEmTmDVrFi1atMDe3p5///vf+Pr6cu+99wLw0EMP4eXlxVNPPUVsbCw5OTm8+uqrTJs2rcok6VbU67Tm/Px8HB0d2blzJ4MGDap03sPDg19++UW/7+7uTkZGBgCbNm1Cp9Nx4sQJXFxcCAkJ4ZVXXsHS8loOplKpePfdd9m8eTM7d+7E2dmZ2NhY/dSs68XHx/P8889XavaqytKlS1m4cCG//vrrzT20EEIIcYPdbV1NFssv9+a/nwYPHqyf1gzXFo574YUXWLduHcXFxWi1Wt59912D7p5ffvmFKVOmsHPnTpo1a0ZISAivv/66/vvYVOo1Ybl69SqOjo6Ehoby+uuvV8rGzp8/T5s2bVizZg3Dhg2jSZMmtG7dmtTUVEaOHMnSpUu57777OHPmDJMnT2bChAnMnTsXuJawtGzZktdff53777+fDz/8kJiYGI4ePUrXrl0N7lPXhCUrK4snnniCu+66i48++sikn4UQQog713dt7zJZrIG5v5ksVkNSr2NYLC0tiY+PJyEhAQcHB/z8/JgzZw5HjhwBoHXr1gA4ODjg5OSk39fpdMyePZuQkBA8PT3x9/cnOjqauLg4g/hBQUGEhobSqVMnoqOj8fHxYdmyZUbX8/HHH6dp06a0a9cOe3t73nvvvVt8ciGEEEIYo94H3QYEBJCVlcXmzZsZNmwYO3fuxNvbm/j4+GqvSU9PJyoqCo1Go9/CwsLIzs7m8uXL+nIVg4Ku3z958qTRdVy8eDHff/89mzZt4syZM8yaNavassXFxRQWFhpsN86HF0IIIa5XnwvH/VPUe8ICYGNjg7+/PxEREezZs8ega6cqRUVF6HQ6g5HNR48e5fTp02aZS+7k5ESXLl0YPXo0cXFxLF++nOzs7CrL1nX+uxBCCFFBEpba1fssoap4eXnppzJbWVlRVlZmcN7b25tTp07RsWPHGuPs27eP8ePHG+z37t37lupWXl4OUG2rSXh4eKUWGFOPlBZCCCHuNPWasOTl5REUFMTEiRPp2bMndnZ2HDp0iNjYWMaMGQNcmymUkpKCn58farUaR0dHIiMjGTlyJG5ubgQGBmJhYUF6ejrHjh1j3rx5+vgbNmzAx8eHgQMHkpiYyIEDBwymL2dmZnLhwgUyMzMpKysjLS0NgI4dO6LRaPi///s/cnNz6du3LxqNhuPHj/Piiy/i5+eHh4dHlc9U3fLHQgghRHXKG3PTiInU6yyh4uJiXnvtNbZu3cqZM2coLS3F1dWVoKAg5syZg62tLV988QWzZs0iIyODdu3a6ac1f/3110RFRfHDDz9gZWVFly5dCA0NJSws7NqDqVS88847JCUlsWvXLpydnVmwYAGPPfaY/v4TJkwgISGhUr127NjB4MGD2bFjB6+88gonTpyguLgYV1dXHn30UWbPnl3lQnNCCCHEzdjRpp3JYg0597vJYjUk9ZqwmJNKpeLzzz/nkUceqe+qCCGEEDXabsKE5YFGmrA0iEG3QgghhBA1aZCDboUQQog7SePs6zCtRpuwNNKeLiGEEI2QfGPVTrqEhBBCCNHgNdoWFiGEEOKfolzaWGolCYsQQghRzyRdqZ10CQkhhBCiwZMWltvhcoH5Yv9VZL7Ythrzxf6HUrJ+MltslUvNr5poqMq++9ys8S26+9Ze6CaVLXvNbLEtHn3KfLH7Pmy22M+q7M0We/nZVLPFppmj2UKrWruZLXYFmSdSO0lYhBBCiHom+UrtJGERQggh6pkiKUutZAyLEEIIIRo8aWERQggh6pm8rbl29d7Ccv78eaZMmYKbmxtqtRonJye0Wi27d+8Grr3EMCkpySz3nj9/PgMGDKBp06a1vn05Ly+Pu+66C5VKRX5+vlnqI4QQ4s6kmHBrrOq9hSUgIICSkhISEhLw9PQkNzeXlJQU8vLyzH7vkpISgoKC8PX1ZfXq1TWWnTRpEj179uT33xvnWzCFEEKIhqxeW1jy8/NJTU1lwYIFDBkyBHd3d/r160d4eDijR4/Gw8MDgLFjx6JSqfT7AJs2bcLb2xsbGxs8PT3R6XRcvXpVf16lUrF8+XKGDx+Ora0tnp6ebNy40eD+Op2OmTNn0qNHjxrruXz5cvLz8/nPf/5jsmcXQgghKkgLS+3qNWHRaDRoNBqSkpIoLi6udP7gwYMArFmzhuzsbP1+amoq48ePZ8aMGZw4cYK4uDji4+OZP3++wfUREREEBASQnp7OuHHjCA4O5uTJk0bV8cSJE0RFRfHBBx9gYVHvPWhCCCEaIcWE/2us6vUb2NLSkvj4eBISEnBwcMDPz485c+Zw5MgRAFq3bg2Ag4MDTk5O+n2dTsfs2bMJCQnB09MTf39/oqOjiYuLM4gfFBREaGgonTp1Ijo6Gh8fH5YtW1bn+hUXF/P444+zcOFC3NzMv3CQEEIIIapW700GAQEBZGVlsXnzZoYNG8bOnTvx9vYmPj6+2mvS09OJiorSt9BoNBrCwsLIzs7m8uXL+nK+voYrZPr6+hrVwhIeHk7Xrl158skn63xNcXExhYWFBltVrUdCCCFEBUUx3dZY1XvCAmBjY4O/vz8RERHs2bOHCRMmMHfu3GrLFxUVodPpSEtL029Hjx7l9OnT2NjYmKxe27dvZ8OGDVhaWmJpacmDDz4IQKtWraqtX0xMDM2bNzfYYt5402R1EkII0fiUm3BrrOp9llBVvLy89FOZraysKCsrMzjv7e3NqVOn6Nix5nev7Nu3j/Hjxxvs9+7du871+PTTT/nrr7/0+wcPHmTixImkpqbSoUOHKq8JDw9n1qxZBsfUZVfqfE8hhBBCVFavCUteXh5BQUFMnDiRnj17Ymdnx6FDh4iNjWXMmDEAeHh4kJKSgp+fH2q1GkdHRyIjIxk5ciRubm4EBgZiYWFBeno6x44dY968efr4GzZswMfHh4EDB5KYmMiBAwcMpi9nZmZy4cIFMjMzKSsrIy0tDYCOHTui0WgqJSV//PEHAF27dq123Ra1Wo1arTY8eLkRt9EJIYS4ZfItUbt6TVg0Gg39+/dn8eLFnDlzhtLSUlxdXQkLC2POnDkALFq0iFmzZrFq1SratWtHRkYGWq2W5ORkoqKiWLBgAVZWVnTp0oXQ0FCD+DqdjvXr1zN16lScnZ1Zt24dXl5e+vORkZEkJCTo9ytaX3bs2MHgwYPN/wEIIYQQgNKYB5+YiEpppJ+SSqXi888/55FHHqnvqsDlAvPF/qvIfLFtNeaL/Q+lZP1kttgql5q7OBuqsu8+N2t8i+6+tRe6SWXLXjNbbItHnzJf7L4Pmy32syp7s8VefjbVbLFp5mi20KrW5p8lusGxrcliBV3MNVmshqRBDLoVQgghhKhJgxx0K4QQQtxJGmVXh4k12oSlkfZ0CSGEaITkG6t20iUkhBBCiAav0bawCCGEEP8U5dIrUCtJWIQQQoh6JulK7aRLSAghhBANXqNdh6UhOezibrbYWcUlZotdasYfjaF92pkttnVb860jsenLE2aLHRhV95dsGiv5tUSzxfYfYt71Y07u+dVssTv3djJb7Au/5pstttuRU2aLrWSkmy32lPb3mS12t6bWZov970t/mC12hY8c2pgs1pP550wWqyGRLiEhhBCinpVL00GtpEtICCGEEA2eJCxCCCFEPStHMdlWVzExMfTt2xc7OzvatGnDI488wqlTht2NV65cYdq0abRs2RKNRkNAQAC5uYZL/2dmZjJixAiaNm1KmzZtePHFF7l69apJPpfrScIihBBC1LNyxXRbXX377bdMmzaNffv2sW3bNkpLS3nooYe4dOmSvszMmTP54osv2LBhA99++y1ZWVk8+uij+vNlZWWMGDGCkpIS9uzZQ0JCAvHx8URGRpry4wEaQMJy/vx5pkyZgpubG2q1GicnJ7RaLbt37wauvcQwKSnJLPeeP38+AwYMoGnTpjg4OFRZRqVSVdrWr19vlvoIIYS4Mykm3Opqy5YtTJgwgW7dunHPPfcQHx9PZmYmhw8fBqCgoIDVq1fz5ptv8sADD9CnTx/WrFnDnj172LdvHwBbt27lxIkTfPTRR/Tq1Yvhw4cTHR3NO++8Q0mJaSeF1HvCEhAQwA8//EBCQgI//vgjmzdvZvDgweTl5Zn93iUlJQQFBTFlypQay61Zs4bs7Gz91iDeAC2EEEKYUEFBAQAtWrQA4PDhw5SWljJ06FB9mS5duuDm5sbevXsB2Lt3Lz169KBt27/fNq3VaiksLOT48eMmrV+9zhLKz88nNTWVnTt3MmjQIADc3d3p168fAB4eHgCMHTtWfy4jIwOATZs2odPpOHHiBC4uLoSEhPDKK69gaXntkVQqFe+++y6bN29m586dODs7ExsbS2BgoP7+Op0OgPj4+Brr6eDggJOT+aY/CiGEuLOZcpZQcXExxcXFBsfUajVqtbr6+5eX8/zzz+Pn50f37t0ByMnJwdraulIPRNu2bcnJydGXuT5ZqThfcc6U6rWFRaPRoNFoSEpKqvThAhw8eBD4u4WjYj81NZXx48czY8YMTpw4QVxcHPHx8cyfP9/g+oiICAICAkhPT2fcuHEEBwdz8uRJo+s5bdo0WrVqRb9+/Xj//fflxYpCCCFMypSDbmNiYmjevLnBFhMTU+P9p02bxrFjxxr0kId6TVgsLS2Jj48nISEBBwcH/Pz8mDNnDkeOHAGgdevWwN8tHBX7Op2O2bNnExISgqenJ/7+/kRHRxMXF2cQPygoiNDQUDp16kR0dDQ+Pj4sW7bMqDpGRUXxySefsG3bNgICApg6darRMYQQQojbJTw8nIKCAoMtPDy82vLTp08nOTmZHTt2cNddd+mPOzk5UVJSQn5+vkH53Nxcfa+Dk5NTpVlDFfum7ploEGNYsrKy2Lx5M8OGDWPnzp14e3vX2E2Tnp5OVFSUvoVGo9EQFhZGdnY2ly9f1pfz9fU1uM7X19foFpaIiAj8/Pzo3bs3L7/8Mi+99BILFy6stnxxcTGFhYUGW4m0yAghhKiBKWcJqdVq7O3tDbaquoMURWH69Ol8/vnnbN++nfbt2xuc79OnD1ZWVqSkpOiPnTp1iszMTP33q6+vL0ePHuXcub9X1922bRv29vZ4eXmZ9DOq94QFwMbGBn9/fyIiItizZw8TJkxg7ty51ZYvKipCp9ORlpam344ePcrp06exsbExa1379+/Pb7/9VmUXFlBlU9yaogKz1kkIIcQ/W7kJt7qaNm0aH330EWvXrsXOzo6cnBxycnL466+/AGjevDmTJk1i1qxZ7Nixg8OHD/P000/j6+vLvffeC8BDDz2El5cXTz31FOnp6Xz99de8+uqrTJs2rcYxMzejQSQsN/Ly8tLPA7eysqKsrMzgvLe3N6dOnaJjx46VNguLvx+pYtrV9ftdu3a9pbqlpaXh6OhY7X+IqprintY0v6V7CiGEEKa2fPlyCgoKGDx4MM7Ozvrt448/1pdZvHgxI0eOJCAggPvvvx8nJyc+++wz/fkmTZqQnJxMkyZN8PX15cknn2T8+PFERUWZvL71OksoLy+PoKAgJk6cSM+ePbGzs+PQoUPExsYyZswY4NpMoZSUFPz8/FCr1Tg6OhIZGcnIkSNxc3MjMDAQCwsL0tPTOXbsGPPmzdPH37BhAz4+PgwcOJDExEQOHDjA6tWr9eczMzO5cOECmZmZlJWVkZaWBkDHjh3RaDR88cUX5Obmcu+992JjY8O2bdv473//y3/+859qn6mqkdjWKpUJPzUhhBCNTX28S6guE0hsbGx45513eOedd6ot4+7uzv/93/+ZsmpVqteERaPR0L9/fxYvXsyZM2coLS3F1dWVsLAw5syZA8CiRYuYNWsWq1atol27dmRkZKDVaklOTiYqKooFCxZgZWVFly5dCA0NNYiv0+lYv349U6dOxdnZmXXr1hn0qUVGRpKQkKDf7927NwA7duxg8ODBWFlZ8c477zBz5kwURaFjx468+eabhIWF3YZPRwghxJ3CmCX171T1mrCo1WpiYmJqnG41atQoRo0aVem4VqtFq9XWGN/FxYWtW7dWez4+Pr7Gwb3Dhg1j2LBhNd5DCCGEEOZXrwmLEEIIIeqnS+ifRhIWIYQQop4ZM7vnTtVoExZZjVYIIcQ/hbSw1K5BTmsWQgghhLheo21hEUIIIf4pZJZQ7SRhEUIIIeqZjGGpnXQJCSGEEKLBkxaW20CtNl9e6GZp2nc1XO+Pv0rNFvvSxcu1F7pJTbu7mS32b8VXzRZb+fVXs8W+XGa+v99K84rMFhvgj1Lz/Rx2sWpittgX86t+35gpmO8nHGjmaLbQ3Zpamy328cslZot9O8ig29pJwiKEEELUM+kSqp10CQkhhBCiwZMWFiGEEKKelcvaYbWShEUIIYSoZ9IlVLt67RI6f/48U6ZMwc3NDbVajZOTE1qtlt27dwOgUqlISkoyy73nz5/PgAEDaNq0KQ4ODtWWi4+Pp2fPntjY2NCmTRumTZtmlvoIIYQQonr12sISEBBASUkJCQkJeHp6kpubS0pKCnl5eWa/d0lJCUFBQfj6+rJ69eoqy7z55pssWrSIhQsX0r9/fy5dukRGRobZ6yaEEOLOIrOEaldvCUt+fj6pqans3LmTQYMGAeDu7k6/fv0A8PDwAGDs2LH6cxXJwqZNm9DpdJz4f+3de1xM+f8H8PcpbZZKUpSNWiFyLSmFWGlLSVbCLsUuftZlWR7bd1nSt1gWa9ll0bosa1tsLJtrSK2wKJfcY93SlkoRqek2r98fHnO+DdI0zdRMvZ+PRw/mzMyr93ymM+c955zPzLVr1LJlSxo7dizNnTuXGjR48XAEQaA1a9ZQdHQ0xcfHk4WFBS1dupSGDx8u/v6wsDAierEH5XUeP35M8+bNo71795K7u7u4vGvXriobA8YYY4yIDwkpotYOCRkYGJCBgQHt2bOHiope/byCxMREIiL6+eefKSMjQ7yckJBAQUFBNGPGDLp27RpFRETQ5s2b6euvv5a7f0hICPn7+1NycjKNHj2aRo0aRdevX1e4viNHjpBUKqV///2XOnbsSJaWljRixAh6oMbPymCMMVY/AVDZT11Vaw1LgwYNaPPmzbRlyxYyNjam3r1701dffUWXLl0iIiIzMzMiIjI2NiZzc3PxclhYGM2ePZvGjh1Lbdq0IQ8PD1qwYAFFRETI5QcEBNCECROoffv2tGDBAnJ0dKRVq1YpXN+dO3dIKpXSokWLaOXKlbRz507Kzc0lDw8PKi7W7g8oYowxxrRNrZ506+/vT+np6RQdHU1eXl4UHx9PDg4OFR6mISJKTk6m8PBwcQ+NgYEBTZw4kTIyMqig4H+fnuri4iJ3PxcXlyrtYZFKpVRSUkI//PADeXp6Uq9evWjbtm1069YtiouLq/B+RUVF9PTpU7mf4jrc8TLGGKs+qQp/6qpa/+C4hg0bkoeHB4WEhNCpU6do3LhxFBoaWuHt8/PzKSwsjC5evCj+XL58mW7dukUNGzZUWV0WFhZERGRnZycuMzMzI1NTU0pNTa3wfosXL6YmTZrI/Wx48kRldTHGGKt7pFDdT11V6w3Ly+zs7Oj58+dERKSnp0dlZWVy1zs4OFBKSgq1bdv2lR8dnf89nNOnT8vd7/Tp09SxY0eF6+jduzcREaWkpIjLcnNz6dGjR2RlZVXh/ebMmUN5eXlyPxPeMG2aMcYYY5WrtVlCOTk5FBAQQJ988gl17dqVDA0NKSkpiZYuXUp+fn5E9GKmUGxsLPXu3Zv09fWpadOmNH/+fBo8eDC1bt2ahg8fTjo6OpScnExXrlyhhQsXivlRUVHk6OhIffr0ocjISDp79qzc9OXU1FTKzc2l1NRUKisro4sXLxIRUdu2bcnAwIDat29Pfn5+NGPGDPrpp5/IyMiI5syZQx06dKD33nuvwselr69P+vryX0j4liCocOQYY4zVNXX5UI6q1OosIWdnZ1qxYgW5ublR586dKSQkhCZOnEirV68mIqLly5fTkSNHqFWrVmRvb09ERJ6enrRv3z46fPgw9ezZk3r16kUrVqx4Za9HWFgYbd++nbp27Uq//PILbdu2Te7wzvz588ne3p5CQ0MpPz+f7O3tyd7enpKSksTb/PLLL+Ts7Ew+Pj7Ur18/0tPTo0OHDpGenl4NjBBjjLH6Qgqo7KeuElAH50AJgkC7d++moUOH1nYpRER05d131ZZdVqa+p+9RYYnasu2sjNSWbda3g9qyv484rrbsGdPcK7+RkqJ+ildbtrd9S7VlExGdvpKltuw+va3Vlv3P+XS1ZXdLvae2bGRXfI5eda22dlBb9tUC9c3eXIenasuWmaXbRGVZ35XlqSxLk/B3CTHGGGO1jA8JVY4bFsYYY6yW1eXZPapSJxuWOniUizHGGKvX6mTDwhhjjGkTPiRUOW5YGGOMsVpWl2f3qAo3LIwxxlgt4z0sldO4T7pljDHGGHsFmMaQSCQIDQ2FRCLh7BrK52zO5mzNzNfWbKY+dfKD47TV06dPqUmTJpSXl0dGRqr9YDVtzVZ3PmdzNmdrZr62ZjP14UNCjDHGGNN43LAwxhhjTONxw8IYY4wxjccNiwbR19en0NBQ0tfX5+wayudszuZszczX1mymPnzSLWOMMcY0Hu9hYYwxxpjG44aFMcYYYxqPGxbGGGOMaTxuWBhjjDGm8bhhYUyDlJSU1HYJSlHXufvlc7VpfoA6a62pMdGm8ZYpKysjIu2snVWOGxY1kq00UmnNfA+nNr14PXnyRKV55V24cIEyMzPVkh0XF0eXL19WS/aOHTto5cqVRKT68ZZIJPTs2TOVZpYnCIJacgsLC4mIqLS0lARBUPm6pK51U5b78r+q8OzZMyoqKiKJRKKWMbl48SIRvXhOVf13uH//fkpISFBppkx0dDQtXrxYHBdW93DDokb3798nIiIdHR21vDD+/ffftH79elq1ahWdO3dOpS8wMTExNGfOHAoKCqJ9+/apNHvr1q3k4uJCSUlJKskr78cff6QhQ4ZQXl6eyrM3btxIH374IR04cICeP3+u0uyff/6ZPvzwQwoJCaHr16+r9AU3KiqKxowZQ87OzhQaGqrSxuXw4cO0aNEimj17NkVHR6t0A7d9+3YaOXIk9e/fnwIDA+nWrVuko6Oal6xjx47R9evX1bJu7t27l6ZNm0a+vr4UHh5Ojx8/Jh0dHZWMTVRUFI0cOZLc3Nxo6NChlJ2drbIxISLavXs3OTg40IQJE4hItU1LREQE+fr6qrRemY0bN1JgYCAZGBhQdna2uLym3iyyGlKT37RYn2zduhWCIGDlypXisrKyMpXlb9y4ES1btoSrqyvs7OxgaWmJv/76SyXZGzZsgKmpKQICAuDl5QVBEJCQkFDtXKlUCgAYOHAgBEFAu3btkJSUVO1cmXXr1qFBgwbYtm2byjJldu/ejcaNG6sle926ddDV1UV4eDgcHR3x448/AgBKS0urnb1582YYGRlh9uzZmDt3LgRBwObNm6udCwCbNm1CkyZNMHz4cAwdOhSCIGDs2LE4e/ZstbO3bdsGfX19hIeH47PPPoO7uzsMDAywdetWFBQUVCt7x44dEAQBXbt2xeXLlwGobt3ctGkTDA0NERwcDD8/P/Tp0weTJk1CcXGxSrIbNWqEJUuWYNGiRXBxccHkyZPF61XxGH777Td06NABzZo1w8iRI6udJ7N+/Xro6ekhKirqtddXp/ZTp06hRYsW2Lp1KwCguLgYpaWl/E3MdRA3LGoQHx8Pa2truLm5wcTEROVNy59//gkTExPs2LEDRUVFSElJwYcffogpU6agrKysWr8jKioKpqam2LlzJ6RSKXJycuDq6opjx45Vu25ZXWFhYVi5ciUCAwPRsmVLnD59utrZW7ZsgY6ODvbs2QMASE9PR2xsLP744w9cvHix2vmff/455s+fDwC4ceMG5s+fjxEjRuC7777DpUuXlM5dvXo19PX1ER0dDQAIDAyEjY0NioqKql3z9evX0a5dO7mNxPjx47Fx40Y8e/asWtnJycmwsrLCrl27xGW//vorBEGAv78/Tpw4oVSuVCpFcXExfHx88OWXX4rLS0tLMWvWLOjp6WHjxo1i81tVp0+fhoODA0aPHg1fX184OTmprGmJi4tD69atsWPHDnHZt99+i27duuHx48fVyt63bx/eeecduedy+vTpWLBgAQoKCpCfn1+tfJmoqCgMHDgQx48fR9OmTfHRRx+J1925c0epzM2bN0MQBERGRgIAbt++jR9++AHTpk3DokWLkJWVBUD58d+4cSOGDBkCALh27RoGDx4MJycntGnTBps2bUJmZqZSuUzzcMOiYoWFhZg7dy7+7//+D+fOnUN4eDgMDQ1V1rTk5uZi1KhR+M9//iO3fMGCBejSpYvSuQDw+PFjeHh4YNGiRXLLnZycMGLECLz//vtYvnw5cnNzq/V7VqxYgYCAABQUFMDd3R2tWrXCmTNnMHLkSBw5cqRKWVKpFNnZ2WjWrBmcnZ3x/Plz3LhxA46OjujcuTPMzc2hq6uLFStWKF1vWVkZ3NzcsHTpUqSmpsLKygpDhgzB8OHDYW5uDl9fX8TGxlY599y5cxAEATt37hSXnT9/HjY2Nli3bp3S9ZbP79Chg1xD5eTkhN69e8Pc3ByffPIJDh06pFR2XFwcHB0dkZubK76jvXDhAjp27AgLCwuMHj1aqb0KsobF2dkZixcvBiC/pyk4OBiNGjUSm9yqrksHDhzAsGHDcP36dRw9ehQ+Pj5yTYuye7VKSkqwfPlyjBkzBnl5eWJORkYGLCwscOHCBaVyZdauXYtZs2bJ7V0aMGAA2rdvj86dO8PW1hbHjx8HUL3Xl/T0dAwaNAhFRUXYvXs3jI2N8dFHH8HFxQUrV65ESUlJlTO//PJLCIKAY8eOITExEe+++y4GDRoEe3t7dO/eHRYWFrh//77StS9duhQBAQHIzc2FpaUlpk2bhvXr12PmzJkwMTHBN998U+03ckwzcMOiBlevXkVcXBwAIDMzE2FhYa80Lcq+QywoKMC3334rviOX5Rw+fBh2dnYoKiqq1op5+fJluT0SQ4YMQcuWLREcHIyQkBAIgoB58+YplS2r9ciRIxg0aJC43NPTE7q6unBwcMDTp0+Vyj548CDatWsHX19ftGrVCp9//jmuXr2Ku3fvYsWKFRAEAdu3b1cqu6ysDIGBgZg7dy5Wr16NTz/9VNwDkpycjB49emDChAlVzn306BFu3LgB4H9j8+zZMwwYMAA+Pj5K1VrehQsXIAgC/vvf/yI2Nha+vr6wsbHB1q1bERkZCUdHRwQEBCj17vzgwYPQ0dHBlStXxGWRkZEYMWIEoqKiIAgC/vzzT6VrHzt2LDp27IjCwkIAkGt+AgICYG9vj+fPnyuVfe3aNfH/hw4dgre3N5ycnOQaO2U2zHv37sXBgwfFy2VlZcjIyICJiclrD5NVZT0tLi5GamqqeDkwMBBWVlbYs2cP4uLiEBQUhObNm1d7b0JmZiZatWol1rt371689dZbMDY2FvfKKfP6Mn36dAiCAAsLC3z11VfiHqeUlBT0798fvXr1UvpQ36ZNm9CsWTP8/vvvGDdunFzTuWzZMjRq1Ah3795VKptpFm5YasDDhw9faVoyMzOxefNmPHnypMp52dnZ4v9lG7rTp0+jY8eOcrv6z507V626jxw5goCAANy+fVtctnz5cjRt2hSZmZlKN125ubno2bMnSkpKIJVK0alTJ5iamqJly5ZVficqlUrFOg4dOgRzc3N8/PHHr7z4jRw5Ep6enigsLFSq7sjISAiCAFtbW4SEhIi/GwB27dqFhg0biu8SlSXbEBw/fhz6+vrYvXt3tfIAICIiAi1atIC/vz/MzMzkNtYxMTEQBAGJiYlVzn3y5An8/f3Rtm1bLF68GPPmzYMgCOJ5BB988IF4SKey8ZZdX/5d8JkzZ+Do6IiJEye+0rTs2rULVlZWuHfvXqV1ls+uqI6YmBixably5QpKSkowbNgwca9LZdmyDWT5DbnsOolEgjZt2oh7hKRSKWbPnl3pIaLydb8sOzsbc+bMkXv8ly5dQpMmTRTeQ/m6fNn/fXx8xL+TTp06oXPnzjA2NsbYsWOrnF2+efjPf/6Dvn37Ij09Xe65iIiIgKWlpVxDVpW6AcDNzQ1vv/02evXqJe7xA148N61bt5bbi8m0FzcsKlDRO47yK2tGRgbCwsLQpEkTfP3113Bzc4Otra1C71YUyY+JiYG1tbV4uV+/frCxsQHw5g1GZb9f9u5blrF8+XIMHDhQ6bpLS0vx8OFD9OnTB4mJiXB2dkb//v1x//59+Pj4QFdXV9zrUNVsAEhMTMThw4dfWT5mzBiMGjWq0tyKsouLizFjxgwIgoBJkyaJG1EAiI2Nhaurq0LNZ0V1l3+OMjMz0a9fP0yZMuWN91E0Ozc3F+fPn4ezszMKCwvFvxvZ+RzKjvfp06cxbdo02NraolevXmKDJZVKMWDAAEyfPl2husu/+5X9nuLiYixduhQ9e/bElClT5PamnDlzBra2trh586ZS2TLlxzwmJgaDBw+Go6Mj7O3t0bx580r3spTPruhQUllZGdq2bSueXD5o0CBYW1tXeuiporpf3mDL/j158iR69uyp0HP5pnwAmDFjBr788kt069YNffv2xcOHD8XmNiwsrMrZ5R9r+T1ysuW//fYbevXqhZycHKXr/uOPP+Do6Ahzc3Ncv35dXJ6RkYGuXbuq5Bw8Vvu4Yamm8itNSkoKzp8/j6KiInFlLP+il5WVJR7PdXR0FN8xKtpQvC5f9m9MTAxsbW1RXFwMb29vdOrUqdJzCCrLfvldqUQigY+PD6ZOnfrmQXlDtmw8PvroIwiCgH79+okn3T1//hyzZs2q9MX8ddmFhYVi9ssvwPn5+Rg4cCAWLFigdN1SqRTp6ekYO3YsGjRogIULF+L8+fP4999/4evrC29v70r3JCj6XALA999/j8aNGyu0Ua4ou3xz8vfff8PAwEDc6/bs2TMMGTJEoebz5eykpCS5v42cnBzk5eWJt8nNzYWbmxvWrl1bad2vm00nex4LCgqwcOFCODk5wc3NDWfOnEF8fDy8vb3Rv3//SutWZKZe+edMNntI9i4dqLgRUTQ7Ozsb77zzDhISEhAQEID27durLFumqKgIgwcPhp+fn0LNbUX5svsuW7YMgiDA29tbXDelUilOnTpVaRNXWfbLioqK4OXlhTFjxlS6/rwuWzaGxcXF2L59Ozp06ABzc3Ns2LABkZGR8PX1haurq0pm3LHaxw2LigQHB8PKygoNGzZEz549ERwcLO6dkK3kT548Qffu3dGjRw9xmaLHyt+UDwBJSUmws7NDz5490aZNG/FFUZH8yrIlEgmuXr2KwYMHo2vXrmKmIodWXpctkUiwfft2fPrpp3j48OFr76fIC0xV6u7evXuVzkson+3o6IjZs2ejoKAAEokEYWFhMDIygoWFBezs7ODk5CSOtyIbjDfVLct5+vQprKysEB4ernDNFWXLzgsaPXo0dHV10bt3bzg4OMg1zVWt29HREcHBwXKHIAsKCnD+/HkMGjQI3bp1q3S83zSbTlaXRCJBdHQ03N3dYWhoiE6dOqFfv36V1l3VmXp5eXno168fOnfuXOm6WZXsvLw8tGnTBiYmJujQoUOl62VVsiUSCeLi4uDl5YUuXboo9Fy+KV+2zuXl5WHZsmUVng+jitoLCwsRGxsLDw8PhV5T3pQtu29paSmuXbuGoKAg2NjYwNHREUOGDKm0QWTagxsWJZVfAX/77TdYWVlh7969SExMRHBwMFxcXDBmzBhxV3ZxcTHCw8PRo0cPhZqJquYfOXIEgiAolK9MtqenJ9zc3Cpd+SvLdnZ2xvjx45WaQVLVug8dOgQ3Nze4urqqpO6goCAx+8qVKzhx4gT++uuv1+5Nq07dwIsX7vXr11dpb1NF2YGBgSgsLMTz588RERGBL774AqtWrap0w1zVuu/fv49Ro0Zh4MCBlY63IrPpXv4buXr1KtLS0sS6KqpbmZl6Bw8ehIeHR6XrTlWzCwoK0L59ezg5OVU63lXNTkpKwsyZM+Hn56fQGyBF8pX97JKq1n727FlMnjwZXl5eKhnzl++bnp6OZ8+eiQ2QMidRM83DDUs17d69G2FhYViyZIm4rKioCOvWrUOPHj0QEREhLr9z506lG7eq5sumvz548ACLFi2q0p4bRWtPT0/H0aNHq1T7m7K7d+8uNy5VpWjdaWlpOHDggMrqdnBwqPAwhyLv3hSt++Ws6mbb29vjp59+UnvdwItzDCprKGQUmU338jkQ5ZdXN7v8Cduyy6qqW5ZdVlaG3bt3K/w3WJUZhmVlZUhNTa3SRlmdMxirWvvt27dV+rcilUrFcS7/GHg6c93BDUs15OXloUGDBuKJmC/z9vaGn5/fK8sVXYEUyZd9YFJ5irxwKZutyAZO2XFRRF2uu6bHRFXZ1fkbL0/Vs+kUzS5/sqcyG+uKsjdt2iR3crYyhyTelF3+IwCUbTJqY8xfrl3T/laY5uKGpQpe96KQlpYGGxsb8WPmy69833zzDdzc3BT+vAhl8xX5HA1NzFZkXOpb3XU5W52z6Ti7btWu7nFh2okbFgWVXwnS09ORk5ODjIwMAEBqaipatGiBvn37Ij4+Hs+fP8fjx4/h6uqKESNG1Ho+Z3O2JmWrejYdZ7+ettau7nFh2osbFgWU/+NfsGAB+vbtiw4dOqBfv37id9c8ePAALVu2RKNGjeDq6ophw4bBxcVF/ETUN61A6sznbM6u7ezy1DmbjrPrVu3qHhemfbhhqYKQkBA0a9YM0dHROHnyJNzd3aGnpyd+4mR6ejpsbGxgbm6O/fv3i+8IFP0iO3XmczZn10a2OmfTcfbraWvt6h4Xpv24YVHQw4cP0bdvX/HL4vbu3QtjY2OsWbMGAMST69LS0mBmZoYBAwbg1q1bCp9op858zubs2s5W52w6zq5btat7XJj24oalAi/v3k5JSUHTpk3x4MEDHDx4EAYGBuIUV9kXEt66dQvAi13nlpaW6NGjR4WfVKrOfM7m7NrOLk+dM404u27VXpOz0pj24YblNcp/wuP69etRWFgIiUSCYcOGYebMmTA0NJTr8q9fv44hQ4YgJiZG7PLv37+P9u3bv/YL2tSZz9mcXdvZ2jqLSVuztbl2dY8Lq1u4YXnJ0aNH0bJlS1y9ehUzZsyQ+2py2Vekl/8unadPn8Lb2xseHh6vfAjS63aVqzOfszm7trPrwiwmbcrW5trVPS6s7hEAgBgREUmlUtLR0SFXV1f6559/SCKR0F9//UX29vbibfz9/ens2bPUp08fMjU1pUuXLtHjx4/p3LlzpKenJ2YQEQEgQRBqJJ+zObu2s8v/f+HChXT48GHKzs6mFi1a0MyZM8nPz4/S0tLI2dmZnjx5Qt27dydzc3PKyMig+Ph4euutt15ZZ2Q4+9Vsba5d3ePC6qgaa400XExMDBYuXIgHDx5gwYIFEAQBrVu3xoULF145mWvp0qUICgrCiBEjEBoaqtB0OnXmczZn13Z2edo0i6kuZGtz7eoeF1a3cMMCYNOmTXjnnXcwefJkXL16FZcvX0ZKSgpcXV1hY2ODEydOoLS09JUTu8pfftNMCXXmczZn13Z2edo6i0lbs7W5dnWPC6t76n3Dsm3bNjRq1Ag7dux47XdQ9OnTB1ZWVvj777/FZeHh4Qp/q6k68zmbs2s7W1tnMWlrtjbXXlOz0ljdVa8blqysLPTv3x+rV6+WW/7s2TOcOHECN27cAPBiKl3r1q2xfPlyvP/++7C2tlaoy1dnPmdzdm1na+ssJm3N1uba1T0urH6o9w2LnZ0ddu/eLS5bs2YNhg8fDkEQYGZmJs75DwwMxHvvvQcvLy/xUxUrm/uvznzO5uzazNbWWUzamq3Ntat7XFj90aC2T/qtbU+fPqX9+/eTkZERrVmzhm7evEl9+vShmJgYysvLo1mzZtHq1avpl19+oezsbDI1NSVBEKi0tJQaNKh8+NSZz9mcXRvZUqmU3N3dycrKivr3708SiYROnDhB1tbWRET0/fffU1paGv3555+Uk5PzykwjHR0dkkqlYrZsxhFnvz5bm2tX97iweqa2O6badvToUTRp0gRt2rRBt27dEBsbi0ePHgEAcnNz0b17d8ybN0/uPlX5JlB15nM2Z9d0trbOYtLWbG2uvaZmpbH6o943LMCL3eZ37tx5ZXlubi769u0rd2xV0/I5m7NrKltbZzFpa7Y2115Ts9JY/cINSwWysrLg4+MDZ2dntaw46sznbM5Wdba2zmLS1mxtrl3d48LqL25YXpKdnY3FixfDx8cHPXv2FE8+VNXGQp35nM3Z6sjW1llM2pqtzbWre1xY/VbvT7p9WVpaGp08eZLatm1Le/bsoQYNGih8gm1t53M2Z6srOysri9555x3x8tq1a+nYsWO0a9cuMjU1JVdXV9q/fz8FBQXRvn37SF9fn27evEm6urpyH+XP2Ypla3Pt6h4XVo/VdsekiR4/fiyedKiOrl+d+ZzN2arOzsrKgqWlJSZMmIDY2Fj4+/ujS5cumDx5Mg4fPoyoqCi0atUKq1atEm8vy67spEnOrlu1q3tcWP3GDcsbVGU2kKblczZnqzJbW2Yx1ZVsba5d3ePC6i8+JPQG6v4mUHXmczZnqzLb3d2dbt26Rfn5+fTuu+++cr2hoSG1atWKs1WUrc21q3tcWP0lAEBtF8EY007Z2dn08ccf06NHj+jkyZOkq6vL2WrMVne+tmaz+oH3sDDGquzRo0e0YcMGOnHiBGVlZYkboLKysmpviDi7btWu7nFh9Qefjs0Yq7LyM41OnTpFenp6VFpaqpINEGfXfL62ZrP6hQ8JMcaU8uTJE2rSpAkJgqDyd8ucXfP52prN6g9uWBhj1QJAbSdNcnbN52trNqv7uGFhjDHGmMbjc1gYY4wxpvG4YWGMMcaYxuOGhTHGGGMajxsWxhhjjGk8blgYY4wxpvG4YWGMMcaYxuOGhTHGGGMajxsWxmpYdnY2TZ48mVq3bk36+vpkbm5Onp6edPLkydouTWWsra1p5cqVtV0GY6wO4S8/ZKyG+fv7U3FxMW3ZsoXatGlDmZmZFBsbSzk5ObVdGmOMaSzew8JYDXry5AklJCTQkiVL6L333iMrKytycnKiOXPm0JAhQ+RuN2HCBDIzMyMjIyMaMGAAJScny2UtXLiQmjdvToaGhjRhwgSaPXs2de/eXbx+3LhxNHToUFq0aBG1aNGCjI2NKTw8nEpLSyk4OJhMTEzI0tKSfv75Z7ncBw8e0IgRI8jY2JhMTEzIz8+P7t2790rut99+SxYWFtSsWTOaOnUqlZSUEBFR//796f79+zRz5kwSBOGNH8UuCAJt2LCBPvjgA2rUqBG1a9eOoqOjxevLyspo/Pjx9O6779Lbb79Ntra29P3338tlqOtxMsY0CzcsjNUgAwMDMjAwoD179lBRUVGFtwsICKCsrCw6ePAgnTt3jhwcHMjd3Z1yc3OJiCgyMpK+/vprWrJkCZ07d45at25Na9eufSXn2LFjlJ6eTsePH6fvvvuOQkNDafDgwdS0aVM6c+YMffrppzRp0iRKS0sjIqKSkhLy9PQkQ0NDSkhIoJMnT5KBgQF5eXlRcXGxmBsXF0e3b9+muLg42rJlC23evJk2b95MRER//PEHWVpaUnh4OGVkZFBGRsYbxyQsLIxGjBhBly5dIm9vbxo9erT4OKVSKVlaWlJUVBRdu3aN5s+fT1999RX9/vvvNfI4GWMaBIyxGrVz5040bdoUDRs2hKurK+bMmYPk5GTx+oSEBBgZGUEikcjdz8bGBhEREQAAZ2dnTJ06Ve763r17o1u3buLlsWPHwsrKCmVlZeIyW1tb9O3bV7xcWlqKxo0bY9u2bQCArVu3wtbWFlKpVLxNUVER3n77bcTExMjllpaWircJCAjAyJEjxctWVlZYsWJFpWNBRJg3b554OT8/H0SEgwcPVnifqVOnwt/fX+2PkzGmWXgPC2M1zN/fn9LT0yk6Opq8vLwoPj6eHBwcxD0UycnJlJ+fT82aNRP3yBgYGNDdu3fp9u3bRESUkpJCTk5OcrkvXyYi6tSpE+no/G81b9GiBXXp0kW8rKurS82aNaOsrCzxd//zzz9kaGgo/l4TExOSSCTi75bl6urqipctLCzEjKrq2rWr+P/GjRuTkZGRXNaPP/5IPXr0IDMzMzIwMKCffvqJUlNTa+RxMsY0B590y1gtaNiwIXl4eJCHhweFhITQhAkTKDQ0lMaNG0f5+flkYWFB8fHxr9zP2Ni4Sr9HT09P7rIgCK9dJpVKiYgoPz+fevToQZGRka9kmZmZvTFXllFVb8ravn07ffHFF7R8+XJycXEhQ0NDWrZsGZ05c6bSDFU8TsaY5uCGhTENYGdnR3v27CEiIgcHB3r48CE1aNCArK2tX3t7W1tbSkxMpKCgIHFZYmJitetwcHCgHTt2UPPmzcnIyEjpnLfeeovKysqqXc/JkyfJ1dWVpkyZIi5TxR4QVT1OxljN4UNCjNWgnJwcGjBgAP3666906dIlunv3LkVFRdHSpUvJz8+PiIgGDhxILi4uNHToUDp8+DDdu3ePTp06RXPnzqWkpCQiIvrss89o48aNtGXLFrp16xYtXLiQLl269MYZOYoYPXo0mZqakp+fHyUkJNDdu3cpPj6epk+fLp6wqghra2s6fvw4/fvvv/To0SOl62nXrh0lJSVRTEwM3bx5k0JCQlTSmKnqcTLGag43LIzVIAMDA3J2dqYVK1aQm5sbde7cmUJCQmjixIm0evVqInpx6OLAgQPk5uZGH3/8MbVv355GjRpF9+/fpxYtWhDRiw3unDlz6IsvviAHBwe6e/cujRs3jho2bFit+ho1akTHjx+n1q1b07Bhw6hjx440fvx4kkgkVdoTER4eTvfu3SMbG5tqHWKZNGkSDRs2jEaOHEnOzs6Uk5Mjt7dFWap6nIyxmiMAQG0XwRirPg8PDzI3N6etW7fWdimMMaZyfA4LY1qooKCA1q1bR56enqSrq0vbtm2jo0eP0pEjR2q7NMYYUwvew8KYFiosLCRfX1+6cOECSSQSsrW1pXnz5tGwYcNquzTGGFMLblgYY4wxpvH4pFvGGGOMaTxuWBhjjDGm8bhhYYwxxpjG44aFMcYYYxqPGxbGGGOMaTxuWBhjjDGm8bhhYYwxxpjG44aFMcYYYxqPGxbGGGOMabz/B0XYjY20zvC2AAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 3/30: 2018-07-10_nuc05_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 4/30: 2018-06-28_nuc07_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 5/30: 2018-06-28_nuc09_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 6/30: 2018-07-10_nuc11_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 7/30: 2018-09-04_nuc01_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 8/30: 2018-07-10_nuc06_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 9/30: 2018-06-28_nuc05_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 10/30: 2018-07-10_nuc06_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 11/30: 2018-06-28_nuc08_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 12/30: 2018-06-28_nuc05_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 13/30: 2018-07-10_nuc07_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 14/30: 2018-07-10_nuc01_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 15/30: 2018-07-10_nuc02_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 16/30: 2018-06-28_nuc01_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 17/30: 2018-09-04_nuc04_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 18/30: 2018-07-10_nuc04_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 19/30: 2018-09-04_nuc03_B_chr3\n"
]
},
{
"data": {
"image/png": 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wHg8ICMDb27ve6x0dHdm/fz/Z2dkNvme1Vq1aYW1tDVT9JX7x4kXKy8vx9fU1dild7a9//StOTk7G/erPoXq2yYULF9i9ezeTJ0826RKAqqZyAEVR+OSTTxg7diyKovDzzz8bN71eT2FhYa33rs9//vMfWrVqxdNPP21y/LnnnkNRFD7//HOT40OHDm3Q51ubf/7zn3z55Ze88sorODo6Go//9ttvxs/zWjY2NjVmrzWUk5MTffv2Zc6cOSQnJ/Pqq6+SmZlJUFBQnTOVrq4TgFarrbVOV5cJDw83fs/v3buXM2fOEBcXZ+yerK/+jblXaWkpzz77LE899dQNfx2u9dRTT5ns33PPPeTn59f6s309lZWVJCcnM3bs2Fpbi6q/l3/77bcGPevVPv/8c/7zn/+wePFi3N3duXTpUqPqVs3T05Pt27ezfft2Pv/8c15//XUKCwsZNWpUvTOyrvbJJ5+g0WiYN29ejXPVz1ltxIgRxpZmgD59+mBvb1/rbLNrvxZXe+WVV9i2bRurV6/m7rvvprS0lPLy8gbXWZifdAmpwN7eHvg9EalPdTJyvfL1JTWPPvooS5cuJSMjgw8//JDg4OAaP8hQ9Y/0woULee655+jUqRN33303Y8aMITQ01Ni3XJsff/wRgNtvv73GuTvuuKPeX97x8fGEhYXh5uZG//79efDBBwkNDcXLy+u611VLSkpi8eLF/Pe//zWZ4t2lS5caZa9NQqqTl+oErfofrjvvvLPO+124cIGCggJWrlzJypUray1z/vz5BtX9aj/++COurq41vo7VzfXVn3O12p6vIT766CNeeuklpkyZwrRp00zO2draGsc3XOvKlSsNGm9yrcLCQu655x6ef/55nnvuOeNxX19fhg0bxpo1a5g2bRq//fYbhYWFJtc6Ozsb71lSUlJrnarrDVW/gD788EOeeuopY7eCs7Mzr7/+OtOmTTN2JRYXF1NcXGyM06pVK+N4pYbea8mSJfz8888YDIZGfyZ1ud73Z/W/HQ1x4cIFioqKrvt9DFXP0pBnvdrw4cMBGDVqFOPHj+fOO+9Ep9M1eo2TNm3amCy7MHLkSIYMGYKvry+vvPIKixcvblCcM2fO4OrqStu2beste+3nC1WfcW1/oF3v5+vqrubHHnsMHx8fJk2axMaNGxtUZ2F+0sKiAnt7e1xdXTl27FiDylf/sjpy5EidZarP1fVX3qBBg+jatSvPPPMMZ8+e5dFHH60z1jPPPMN3331HXFwcNjY2REVF0bNnT+PYBjU8/PDD/PDDDyxbtgxXV1cWLVpEr169arQo1OaDDz5g0qRJdO3aldWrV7N161a2b9/OfffdR2VlZY3yrVq1qjWOck0f9fVUx33ssceMfyFeuzW2D/5G3EjysH37dkJDQxk9ejQrVqyocd7FxYWKiooaCVdpaSn5+fm4uro2+p6ffPIJeXl5jBs3zuT40KFDsbe3N65h8dFHH+Hi4mKyQdXgXq1WS05OTo3Y1ceurtfEiRPJzs7mwIED7Nu3jx9//NGY/Hbv3h2AV1991eQ+1YN5q+9Z172q61JYWMj8+fOJiIigqKiIzMxMMjMzKS4uRlEUMjMzbyhpre/7s7Y/NKBqPMiNcHFxITc3t8b3f22fa226du1Kv379WLt27Q3d/1rVg+d3795tlnjXaszPf0N/vqytrRk3bhyffvrpDbdAij9OWlhUMmbMGFauXMm+ffvw8/O7btlRo0bRqlUr3n///ToH3r733ntYWloycuTIOuM88sgjzJ8/n549e9YYiHqtrl278txzz/Hcc89x+vRp+vbty+LFi/nggw9qLe/h4QFUzZa41qlTp657r2ouLi5Mnz6d6dOnc/78eXx8fFiwYAGjRo0C6v6HeuPGjXh5efHpp5+alKmtebghqn+xXS+h7NChA3Z2dlRUVNS5MN+N8PDw4MsvvzQOIK323//+13j+j9i/fz8TJkzA19eXjz/+uNaZGNXfG4cOHeLBBx80Hj906BCVlZX1fu/UJi8vD6j5S1VRFCoqKoxN6Xq9nu3bt9e43sLCgt69e9c642P//v14eXnVaJWytrY2mVH05ZdfAhi/XqGhoSaDSat/OXXu3JkOHTrUeq+rB3H/8ssvFBcXEx8fT3x8fI2yXbp0Yfz48SQnJ9c490dUt7hcOyPl2ta3Dh06YG9vX+8fRn379uWdd97h5MmTJn/w7N+/33i+Pr/99lutrTQ3qqKiwqT1qz5du3bliy++4OLFiw1qZVHDb7/9hqIo/Prrrzf0h4T446SFRSUvvPACbdq0ITw83PiP+dXOnDnDG2+8AYCbmxtPPPEEX375JcuXL69RdsWKFezYsYMpU6Zcd0ZOeHg48+bNu24z6+XLl2uMJ+jatatx9kVdXFxc6Nu3L0lJSSZN+tu3b+fEiRN1XgdV/zhd2w3QsWNHXF1dTe7Zpk2bGuXg97+Yrv4Laf/+/fVOx6xLhw4duPfee3n33XfJysoyOVd9j1atWhEYGMgnn3xS6y+ExvS/X+3BBx+koqKCN9980+T4kiVL0Gg0xuTtRpw8eZLRo0fj6enJli1b6vxH9b777qNt27Y1vteWL19O69atGT16dKPvXd2qsX79epPjmzdv5tKlS/Tr1w+o+j4aMWKEyVZt4sSJHDx40CSROHXqFDt27CAoKOi69z99+jQrVqxgzJgxxrp4eXmZ3OfqFrHAwEC2bNlisuJqSkoK3333nfFeHTt25LPPPquxDR8+HBsbGz777DMiIyMb/VnVx97envbt29dogXj77bdN9qtf9/Cvf/2r1uSr+nt5/PjxWFlZmVyvKAorVqygc+fOxpmM5eXltXabHDhwgKNHj9Y6TuZG7Ny5k+LiYu66664GXxMYGIiiKLV2zTWm5bQhams1Kygo4JNPPsHNzY2OHTua9X6i4aSFRSVdu3blww8/5K9//Ss9e/YkNDSUO++8k9LSUvbu3cuGDRuYNGmSsfySJUv473//y/Tp09m6dauxJeWLL75g06ZNDB06tN7+Xg8Pj3rf3/Pdd99x//338/DDD+Pt7Y2lpSWfffYZeXl59U49jYuLY/To0QwZMoTJkydz8eJFli1bRq9eva7719Kvv/7KbbfdxsSJE7nrrrvQ6XR8+eWXHDx40OSZ+vfvz0cffcTs2bMZMGAAOp2OsWPHMmbMGD799FMmTJjA6NGjOXv2LCtWrMDb27tRf6VdbenSpQwZMgQfHx+mTp1Kly5dyMzM5N///jfp6elA1aC7nTt3MmjQICIiIvD29ubixYt88803fPnll1y8eLHR9x07dizDhw/nxRdfJDMzk7vuuott27axadMmnnnmGZPBgo3x66+/otfr+eWXX3j++edN1lKBqu/H6pY+W1tbYmNjmTFjBkFBQej1elJTU/nggw9YsGCByV+whYWFxiX7q7t13nzzTRwdHXF0dDSOaRg7diy9evUiJiaGH3/8kbvvvpvvv/+eN998ExcXF6ZMmVLvM0yfPp1Vq1YxevRo/v73v2NlZcVrr71Gp06dTMbFQFXXaFBQEO7u7pw9e5bly5fTtm3bWrvAajN37lw2bNjA8OHDmTVrFsXFxSxatIjevXvzxBNPAFXTpGt7/1NycjIHDhxQ9d1Q4eHhvPLKK4SHh+Pr68vu3bv57rvvapT75z//ybZt2xg6dChTp06lZ8+e5OTksGHDBr7++mscHR257bbbeOaZZ1i0aBFlZWUMGDCA5ORkUlNTWbt2rfEPguLiYtzc3PjrX/9Kr169aNOmDUePHmXNmjU4ODgQFRXV6OcoLCw0ttqWl5dz6tQpli9fjq2tLXPmzGlwnOHDh/P444+zdOlSTp8+zciRI6msrCQ1NZXhw4eb9f1Bo0aN4rbbbmPQoEF07NiRrKws1qxZQ3Z2Nh999JHZ7iNuwM2fmHRr+e6775SIiAjF09NTsba2Vuzs7BR/f39l2bJlJlMnFaVqtdIlS5Yo/fv3V9q0aaO0bt1a8fHxUV5//XWltLS0Ruzqac3Xc+205p9//lmZMWOG0qNHD6VNmzaKg4ODMmjQIOXjjz9u0PN88sknSs+ePRWtVqt4e3srn376aa0r3XLV9MuSkhLl+eefV+666y7Fzs5OadOmjXLXXXcpb7/9tsk1xcXFyqOPPqo4OjqaTJWurKxU/vnPfyoeHh6KVqtV+vXrp2zZsqXGfaung9Y2ZZtrpoMqiqIcO3ZMmTBhguLo6KjY2Ngod9xxhxIVFWVSJi8vT5kxY4bi5uamWFlZKc7Ozsr999+vrFy5st7Pqq6VPn/99Vfl2WefVVxdXRUrKyvl9ttvVxYtWlRj+XwasWpn9bPXtYWFhdW4ZuXKlcodd9yhWFtbK127dlWWLFlSow7Xi3vt1/zixYvKs88+q3Tv3l3RarVK+/btleDg4EZNYf3f//6nTJw4UbG3t1d0Op0yZswY5fTp0zXKBQcHK25uboq1tbXi6uqqPPXUU0peXl6D76MoVV//Bx54QGndurXi6OiohISEKLm5ufVe90enNV+4cMHkePXP6NXTxS9fvqxMmTJFcXBwUOzs7JSHH35YOX/+fK3fxz/++KMSGhqqdOjQQdFqtYqXl5cyY8YMk6UAKioqjD9D1tbWSq9evZQPPvjAJE5JSYkya9YspU+fPoq9vb1iZWWleHh4KFOmTKlzKvv1XDutWaPRKG3btlXGjRunHD58uNHxysvLlUWLFik9evRQrK2tlQ4dOiijRo0yiVXXz4yHh4fJz0BdXwtFqVqJd8iQIUr79u0VS0tLpUOHDsrYsWOV3bt3N7rOwrw0imLm9jQhhBBCCDOTMSxCCCGEaPZkDIsQQvwB1673UpsOHTrUOd32z+bChQvXnWJtbW3d4Jk8FRUV9Q5g1+l0xrV1xK1NuoSEEOIPePnll+tdWO7s2bONfg9Uc+Xp6VljivXVhg4danzRZ30yMzPrXRxx3rx59U4mELcGSViEEOIP+OGHH2pd9v1qQ4YMMS6F/2e3Z8+e6y6e5uTkRP/+/RsU68qVK3z99dfXLePl5dXgFbFFyyYJixBCCCGaPRl0K4QQQohmTxIWIYQQQjR7MkvoJnhK0/A3sDbWS3c1/kV1DeXy1EOqxVYyM1WLrXlwgmqxObxXvdiOKr4jxc5Bvdjf/1e92AAqzhAp23/9t4z/EUppuWqxNVbqzTiysLFWLXbxiXOqxXZcuki12Ba+N/7KjAa7XPO1JDestYo/701IWliEEEII0exJC4sQQgjR1GT+S70kYRFCCCGanCQs9ZEuISGEEEI0e9LCIoQQQjQ16RKqV7NvYblw4QLTpk3D3d0drVaLs7Mzer2ePXv2AKDRaEhOTlbl3gsWLGDw4MG0bt0aR0dHVe4hhBBCoCjm21qoZt/CEhgYSGlpKUlJSXh5eZGXl0dKSgr5+fmq37u0tJSgoCD8/PxYvXq16vcTQgghRO2adQtLQUEBqampLFy4kOHDh+Ph4cHAgQOJjIxk3LhxxpeJTZgwAY1GY/JysU2bNuHj44ONjQ1eXl4YDAbKy39fF0Gj0bB8+XJGjRqFra0tXl5ebNy40eT+BoOBZ599lt69e9+MxxVCCHHLUsy4tUzNOmGpfq14cnIyJSUlNc4fPHgQgDVr1pCTk2PcT01NJTQ0lFmzZnHixAkSEhJITExkwYIFJtdHRUURGBhIRkYGISEhBAcHc/LkSfUfTAghhLiadAnVq1knLJaWliQmJpKUlISjoyP+/v7MnTuXI0eOANChQwcAHB0dcXZ2Nu4bDAbmzJlDWFgYXl5eBAQEEBsbS0JCgkn8oKAgwsPD6d69O7Gxsfj6+rJs2bKb+5BCCCGEJCz1atYJC1SNYcnOzmbz5s2MHDmSXbt24ePjQ2JiYp3XZGRkEBMTY2yh0el0REREkJOTw+XLl43l/Pz8TK7z8/P7wy0sJSUlFBUVmWwVLbiJTgghhLgZmn3CAmBjY0NAQABRUVHs3buXSZMmMW/evDrLFxcXYzAYSE9PN25Hjx7l9OnT2NjYqFrXuLg4HBwcTLZvKVX1nkIIIf7sZAxLff4UCcu1vL29uXTpEgBWVlZUVFSYnPfx8eHUqVN069atxmZh8fsjp6WlmVyXlpZGz549/1DdIiMjKSwsNNn6od7LxIQQQrQAkq/Uq1lPa87PzycoKIjJkyfTp08f7OzsOHToEPHx8YwfPx4AT09PUlJS8Pf3R6vV4uTkRHR0NGPGjMHd3Z2JEydiYWFBRkYGx44dY/78+cb4GzZswNfXlyFDhrB27VoOHDhgMn05KyuLixcvkpWVRUVFBenp6QB069YNXR1vkNVqtWi1WpNjrdCY+ZMRQgghbi3NOmHR6XQMGjSIJUuWcObMGcrKynBzcyMiIoK5c+cCsHjxYmbPns2qVavo3LkzmZmZ6PV6tmzZQkxMDAsXLsTKyooePXoQHh5uEt9gMLB+/XqmT5+Oi4sL69atw9vb23g+OjqapKQk436/fv0A2LlzJ8OGDVP/AxBCCHFraMGDZc1Foyi35qek0Wj47LPPeOihh1S/11Mae9Viv3SXq2qxXZ56SLXYSmamarE1D05QLTaH96oX27GterHtHNSL/f1/1YsNUEdrpjmU7f9GtdhKaXn9hW6QxqqVarEtbNTrwi4+cU612I5LF6kW28J3lGqxjX7JMV8sJxfzxWpG/pRjWIQQQghxa2nWXUJCCCHELeHW7OxolFs2YblFe8KEEEI0R/I7qV7SJSSEEEKIZk8SFiGEEKLJNc1CLLt372bs2LG4urqi0WhITk6us+xTTz2FRqPh9ddfNzl+8eJFQkJCsLe3x9HRkSlTplBcXGxS5siRI9xzzz3Y2Njg5uZGfHx8o+oJkrAIIYQQTa+J3iV06dIl7rrrLt56663rlvvss89IS0vD1bXmzNSQkBCOHz/O9u3b2bJlC7t372bq1KnG80VFRTzwwAN4eHhw+PBhFi1axMsvv8zKlSsbVddbdgzLzaTm1OP5GdmqxY57/9+qxT7+/S+qxb676FfVYpfmFagW27q7u2qxNR4eqsVWrno/lyoKClQLXfLjz6rFzsm+pFpsOzsr1WJ30vdVLfaZs3/sXW3X45OTqVrsm8Gc4yobs1TpqFGjGDXq+tO2z507x9/+9je++OILRo8ebXLu5MmTbN26lYMHD+Lr6wvAsmXLePDBB3n11VdxdXVl7dq1lJaW8u6772JtbU2vXr1IT0/ntddeM0ls6iMtLEIIIYSoVWVlJY8//jjPP/88vXr1qnF+3759ODo6GpMVgBEjRmBhYcH+/fuNZe69916srX9f40ev13Pq1Cl++aXhf7xKC4sQQgjR5MzXwlJSUkJJSYnJsdpeG9MQCxcuxNLSkqeffrrW87m5uXTs2NHkmKWlJW3btiU3N9dYpkuXLiZlOnXqZDzn5OTUoLpIC4sQQgjR1Mw4hiUuLg4HBweTLS4urtFVOnz4MG+88QaJiYloNE3/TjxJWIQQQogWJDIyksLCQpMtMjKy0XFSU1M5f/487u7uWFpaYmlpyY8//shzzz2Hp6cnAM7Ozpw/f97kuvLyci5evIizs7OxTF5enkmZ6v3qMg0hXUJCCCFEUzPjoNsb7f651uOPP86IESNMjun1eh5//HGeeOIJAPz8/CgoKODw4cP0798fgB07dlBZWcmgQYOMZV588UXKysqwsqoaML59+3buuOOOBncHwZ+gheXChQtMmzYNd3d3tFotzs7O6PV69uzZA1DvvPEblZmZyZQpU+jSpQu2trZ07dqVefPmUVpaavZ7CSGEuNU1zTosxcXFpKenk56eDsDZs2dJT08nKyuLdu3aceedd5psVlZWODs7c8cddwDQs2dPRo4cSUREBAcOHGDPnj3MnDmT4OBg4xToRx99FGtra6ZMmcLx48f56KOPeOONN5g9e3aj6trsW1gCAwMpLS0lKSkJLy8v8vLySElJIT8/X9X7/ve//6WyspKEhAS6devGsWPHiIiI4NKlS7z66quq3lsIIYS4GQ4dOsTw4cON+9VJRFhYGImJiQ2KsXbtWmbOnMn999+PhYUFgYGBLF261HjewcGBbdu2MWPGDPr370/79u2Jjo5u1JRmaOYJS0FBAampqezatYuhQ4cC4OHhwcCBAwGMfWgTJkwwnsvMzARg06ZNGAwGTpw4gaurK2FhYbz44otYWlY9skaj4e2332bz5s3s2rULFxcX4uPjmThxIgAjR45k5MiRxrp4eXlx6tQpli9fLgmLEEII82qidwkNGzasUWvAVP+OvVrbtm358MMPr3tdnz59SE1NbWz1TDTrLiGdTodOpyM5ObnGFC2AgwcPArBmzRpycnKM+6mpqYSGhjJr1ixOnDhBQkICiYmJLFiwwOT6qKgoAgMDycjIICQkhODgYE6erHtho8LCQtq2bWvGJxRCCCGgqbqE/kyadcJiaWlJYmIiSUlJODo64u/vz9y5czly5AgAHTp0AMDR0RFnZ2fjvsFgYM6cOYSFheHl5UVAQACxsbEkJCSYxA8KCiI8PJzu3bsTGxuLr68vy5Ytq7Uu33//PcuWLePJJ59U8YmFEEIIUZtmnbBA1RiW7OxsNm/ezMiRI9m1axc+Pj7X7VvLyMggJibG2EKj0+mIiIggJyeHy1ctI+7n52dynZ+fX60tLOfOnWPkyJEEBQURERFx3fqWlJRQVFRkspVUVjbuoYUQQtxamuhdQn8mzT5hAbCxsSEgIICoqCj27t3LpEmTmDdvXp3li4uLMRgMxpHP6enpHD16lNOnT2NjY9Ooe2dnZzN8+HAGDx7coBc11bZgz1vnLzbqnkIIIW4xkrDU60+RsFzL29ubS5eqXixmZWVFRUWFyXkfHx9OnTpFt27damwWFr8/clpamsl1aWlp9OzZ07h/7tw5hg0bRv/+/VmzZo3JtXWpbcGeGR1l3IsQQojrkTEs9WnWs4Ty8/MJCgpi8uTJ9OnTBzs7Ow4dOkR8fDzjx48HqmYKpaSk4O/vj1arxcnJiejoaMaMGYO7uzsTJ07EwsKCjIwMjh07xvz5843xN2zYgK+vL0OGDGHt2rUcOHCA1atXA78nKx4eHrz66qtcuHDBeN31VuarbcGeogYkOkIIIYSoW7NOWHQ6HYMGDWLJkiWcOXOGsrIy3NzciIiIYO7cuQAsXryY2bNns2rVKjp37kxmZiZ6vZ4tW7YQExPDwoULsbKyokePHoSHh5vENxgMrF+/nunTp+Pi4sK6devw9vYGqlbh+/777/n++++57bbbTK4z52vAhRBCiBbcMGI2zTph0Wq1xMXFXfelTWPHjmXs2LE1juv1evR6/XXju7q6sm3btlrPTZo0iUmTJjWqvkIIIcQNkT+E6yV9FUIIIYRo9pp1C4sQQghxa5AWlvrcsgmLjEMRQgjRbMjvpHpJl5AQQgghmr1btoVFCCGEaDakhaVekrAIIYQQTU4SlvpIl5AQQgghmj1pYbkJXJ56SLXYce//W7XYkXt/VC328z07qRb7qw3pqsXu281JtdhKWaZqsW3+/03maqjMzlMtNkDugUzVYpdXqPdX7c+/lqgW2/2uulfb/qM0d/moFrtHn+9Vi833/1Uv9s0gXUL1koRFCCGEaGpKZVPXoNmThEUIIYRoatLCUi8ZwyKEEEKIZk9aWIQQQoimVildQvVp9i0sFy5cYNq0abi7u6PVanF2dkav17Nnzx4ANBoNycnJqtx73LhxuLu7Y2Njg4uLC48//jjZ2dmq3EsIIcQtTFHMt7VQzT5hCQwM5NtvvyUpKYnvvvuOzZs3M2zYMPLz81W/9/Dhw/n44485deoUn3zyCWfOnGHixImq31cIIYQQppp1wlJQUEBqaioLFy5k+PDheHh4MHDgQCIjIxk3bhyenp4ATJgwAY1GY9wH2LRpEz4+PtjY2ODl5YXBYKC8vNx4XqPRsHz5ckaNGoWtrS1eXl5s3LjR5P7PPvssd999Nx4eHgwePJg5c+aQlpZGWVnZzXh8IYQQtwql0nxbC9WsExadTodOpyM5OZmSkpprGhw8eBCANWvWkJOTY9xPTU0lNDSUWbNmceLECRISEkhMTGTBggUm10dFRREYGEhGRgYhISEEBwdz8uTJWuty8eJF1q5dy+DBg7GysjLzkwohhLilSZdQvZp1wmJpaUliYiJJSUk4Ojri7+/P3LlzOXLkCAAd/n8xLEdHR5ydnY37BoOBOXPmEBYWhpeXFwEBAcTGxpKQkGASPygoiPDwcLp3705sbCy+vr4sW7bMpMw//vEP2rRpQ7t27cjKymLTpk034cmFEEIIcbVmnbBA1RiW7OxsNm/ezMiRI9m1axc+Pj4kJibWeU1GRgYxMTHGFhqdTkdERAQ5OTlcvnzZWM7Pz8/kOj8/vxotLM8//zzffvst27Zto1WrVoSGhqJcJ4MtKSmhqKjIZCspK6+zvBBCCCFdQvVr9gkLgI2NDQEBAURFRbF3714mTZrEvHnz6ixfXFyMwWAgPT3duB09epTTp09jY2PTqHu3b9+e7t27ExAQwPr16/nPf/5DWlpaneXj4uJwcHAw2V75ou7yQgghhKIoZttaqj9FwnItb29vLl26BICVlRUVFRUm5318fDh16hTdunWrsVlY/P7I1yYeaWlp9OzZs877Vv7/PPnaxtNUi4yMpLCw0GSbo7+70c8ohBBCiN8164Xj8vPzCQoKYvLkyfTp0wc7OzsOHTpEfHw848ePB8DT05OUlBT8/f3RarU4OTkRHR3NmDFjcHd3Z+LEiVhYWJCRkcGxY8eYP3++Mf6GDRvw9fVlyJAhrF27lgMHDrB69WoA9u/fz8GDBxkyZAhOTk6cOXOGqKgounbtWqMr6WparRatVmtyrMKqWX/MQgghmposHFevZt3CotPpGDRoEEuWLOHee+/lzjvvJCoqioiICN58800AFi9ezPbt23Fzc6Nfv34A6PV6tmzZwrZt2xgwYAB33303S5YswcPDwyS+wWBg/fr19OnTh/fee49169bh7e0NQOvWrfn000+5//77ueOOO5gyZQp9+vThq6++qpGQCCGEEH+IjGGpV7P+01+r1RIXF0dcXFydZcaOHcvYsWNrHNfr9ej1+uvGd3V1Zdu2bbWe6927Nzt27GhchYUQQogb0YLHnphLs25hEUIIIYSAZt7CIoQQQtwSWnBXjrncsglLS576JYQQ4k9GfifVS7qEhBBCCNHs3bItLEIIIUSzIV1C9ZKERQghhGhqldIlVB/pEhJCCCFEsyctLDeBkpmpWuzj3/+iWuzne3ZSLfaik3mqxX7B21m12D+dK1Ytdlen1qrFVvN70MJa3X9GXId0Uy12wTeZqsVu76rez491186qxea2LqqFtupor1psi3FhqsW+KaRLqF6SsAghhBBNTWYJ1Uu6hIQQQoim1kRL8+/evZuxY8fi6uqKRqMhOTnZeK6srIx//OMf9O7dmzZt2uDq6kpoaCjZ2dkmMS5evEhISAj29vY4OjoyZcoUiotNW6OPHDnCPffcg42NDW5ubsTHxzf6I5KERQghhLhFXbp0ibvuuou33nqrxrnLly/zzTffEBUVxTfffMOnn37KqVOnGDdunEm5kJAQjh8/zvbt29myZQu7d+9m6tSpxvNFRUU88MADeHh4cPjwYRYtWsTLL7/MypUrG1VX6RISQgghmloTdQmNGjWKUaNG1XrOwcGB7du3mxx78803GThwIFlZWbi7u3Py5Em2bt3KwYMH8fX1BWDZsmU8+OCDvPrqq7i6urJ27VpKS0t59913sba2plevXqSnp/Paa6+ZJDb1afYtLBcuXGDatGm4u7uj1WpxdnZGr9ezZ88egBpNWGooKSmhb9++aDQa0tPTVb2XEEKIW9Cf5G3NhYWFaDQaHB0dAdi3bx+Ojo7GZAVgxIgRWFhYsH//fmOZe++9F2tra2MZvV7PqVOn+OWXhk8cafYtLIGBgZSWlpKUlISXlxd5eXmkpKSQn59/0+rwwgsv4OrqSkZGxk27pxBCCHEjSkpKKCkpMTmm1WrRarV/KO6VK1f4xz/+wSOPPIK9fdWMr9zcXDp27GhSztLSkrZt25Kbm2ss06WL6eyzTp06Gc85OTk16P7NuoWloKCA1NRUFi5cyPDhw/Hw8GDgwIFERkYybtw4PD09AZgwYQIajca4D7Bp0yZ8fHywsbHBy8sLg8FAeXm58bxGo2H58uWMGjUKW1tbvLy82LhxY406fP7552zbto1XX31V7ccVQghxq6pUzLbFxcXh4OBgssXFxf2h6pWVlfHwww+jKArLly8300M3TrNOWHQ6HTqdjuTk5BrZIsDBgwcBWLNmDTk5Ocb91NRUQkNDmTVrFidOnCAhIYHExEQWLFhgcn1UVBSBgYFkZGQQEhJCcHAwJ0+eNJ7Py8sjIiKC999/n9at1VsjQwghxC3OjF1CkZGRFBYWmmyRkZE3XLXqZOXHH39k+/btxtYVAGdnZ86fP29Svry8nIsXL+Ls7Gwsk5dnuvZW9X51mYZo1gmLpaUliYmJJCUl4ejoiL+/P3PnzuXIkSMAdOjQAQBHR0ecnZ2N+waDgTlz5hAWFoaXlxcBAQHExsaSkJBgEj8oKIjw8HC6d+9ObGwsvr6+LFu2DKh6m/OkSZN46qmnTPrmhBBCiOZMq9Vib29vst1od1B1snL69Gm+/PJL2rVrZ3Lez8+PgoICDh8+bDy2Y8cOKisrGTRokLHM7t27KSsrM5bZvn07d9xxR4O7g6CZJyxQNYYlOzubzZs3M3LkSHbt2oWPjw+JiYl1XpORkUFMTIyxhUan0xEREUFOTg6XL182lvPz8zO5zs/Pz9jCsmzZMn799ddGZ6UlJSUUFRWZbCXlFY2KIYQQ4hbTRINui4uLSU9PN04oOXv2LOnp6WRlZVFWVsbEiRM5dOgQa9eupaKigtzcXHJzcyktLQWgZ8+ejBw5koiICA4cOMCePXuYOXMmwcHBuLq6AvDoo49ibW3NlClTOH78OB999BFvvPEGs2fPblRdm33CAmBjY0NAQABRUVHs3buXSZMmMW/evDrLFxcXYzAYjF+E9PR0jh49yunTp7GxsWnQPXfs2MG+ffvQarVYWlrSrVvV8uC+vr6EhdW9BHRtfYcL007WWV4IIYRQFMVsW2McOnSIfv360a9fPwBmz55Nv379iI6O5ty5c2zevJmffvqJvn374uLiYtz27t1rjLF27Vp69OjB/fffz4MPPsiQIUNM1lhxcHBg27ZtnD17lv79+/Pcc88RHR3dqCnN8CeYJVQbb29v41RmKysrKipMWzB8fHw4deqUMcmoS1paGqGhoSb71V+0pUuXMn/+fOO57Oxs9Ho9H330kbGZqzaRkZE1ssZWMVMa9FxCCCHEzTRs2LDrJjkNSYDatm3Lhx9+eN0yffr0ITU1tdH1u1qzTljy8/MJCgpi8uTJ9OnTBzs7Ow4dOkR8fDzjx48HwNPTk5SUFPz9/dFqtTg5OREdHc2YMWNwd3dn4sSJWFhYkJGRwbFjx0ySkA0bNuDr68uQIUNYu3YtBw4cYPXq1QC4u7ub1EWn0wHQtWtXbrvttjrrXNvUsXLLVmb5PIQQQrRQ8vLDejXrLiGdTsegQYNYsmQJ9957L3feeSdRUVFERETw5ptvArB48WK2b9+Om5ubsXVEr9ezZcsWtm3bxoABA7j77rtZsmQJHh4eJvENBgPr16+nT58+vPfee6xbtw5vb++b/pxCCCFucYpivq2FatYtLFqtlri4uOvOHx87dixjx46tcVyv16PX668b39XVlW3btjWoLp6eno3uGxRCCCEaRFpY6tWsW1iEEEIIIaCZt7AIIYQQt4RKacGvzy2bsEj3jhBCiGZDuoTqJV1CQgghhGj2btkWFiGEEKLZkFb/eknCIoQQQjQ16RKql3QJCSGEEKLZkxaWm0Dz4ATVYt9d9Ktqsb/akK5a7Be8G/5K8caKP5GrWuwnXRv+ZtHGyv9foWqxXT3aqxa7PF+970GAorP5qsW2sNCoFtvSwVa12JqevVSLbdGtr2qxrfr3US22UlaiWmz1vkuuIl1C9ZKERQghhGhqldIlVB/pEhJCCCFEsyctLEIIIURTky6heknCIoQQQjQ1mSVUr2bfJXThwgWmTZuGu7s7Wq0WZ2dn9Ho9e/bsAUCj0ZCcnKzKvT09PdFoNCbbK6+8osq9hBBC3MLkbc31avYtLIGBgZSWlpKUlISXlxd5eXmkpKSQn6/ezIGrxcTEEBERYdy3s7O7KfcVQgghxO+adQtLQUEBqampLFy4kOHDh+Ph4cHAgQOJjIxk3LhxeHp6AjBhwgQ0Go1xH2DTpk34+PhgY2ODl5cXBoOB8vJy43mNRsPy5csZNWoUtra2eHl5sXHjxhp1sLOzw9nZ2bi1adNG7ccWQghxq6msNN/WQjXrhEWn06HT6UhOTqakpOYc+4MHDwKwZs0acnJyjPupqamEhoYya9YsTpw4QUJCAomJiSxYsMDk+qioKAIDA8nIyCAkJITg4GBOnjxpUuaVV16hXbt29OvXj0WLFpkkPUIIIYRZSJdQvZp1wmJpaUliYiJJSUk4Ojri7+/P3LlzOXLkCAAdOnQAwNHREWdnZ+O+wWBgzpw5hIWF4eXlRUBAALGxsSQkJJjEDwoKIjw8nO7duxMbG4uvry/Lli0znn/66adZv349O3fu5Mknn+Sf//wnL7zwwk16eiGEEEJU+1OMYRk9ejSpqamkpaXx+eefEx8fzzvvvMOkSZNqvSYjI4M9e/aYtKhUVFRw5coVLl++TOvWrQHw8/Mzuc7Pz4/09HTj/uzZs43/36dPH6ytrXnyySeJi4tDq9XWeu+SkpIarUGWpWVora0a89hCCCFuJTJLqF7NuoWlmo2NDQEBAURFRbF3714mTZrEvHnz6ixfXFyMwWAgPT3duB09epTTp09jY2Nzw/UYNGgQ5eXlZGZm1lkmLi4OBwcHk+2Vtck3fE8hhBC3gErFfFsL9adIWK7l7e3NpUuXALCysqKiosLkvI+PD6dOnaJbt241NguL3x85LS3N5Lq0tDR69uxZ533T09OxsLCgY8eOdZaJjIyksLDQZJsT8tANPKUQQgghqjXrLqH8/HyCgoKYPHkyffr0wc7OjkOHDhEfH8/48eOBqrVSUlJS8Pf3R6vV4uTkRHR0NGPGjMHd3Z2JEydiYWFBRkYGx44dY/78+cb4GzZswNfXlyFDhrB27VoOHDjA6tWrAdi3bx/79+9n+PDh2NnZsW/fPp599lkee+wxnJzqfgGeVqut0V1UId1BQgghrke6hOrVrBMWnU7HoEGDWLJkCWfOnKGsrAw3NzciIiKYO3cuAIsXL2b27NmsWrWKzp07k5mZiV6vZ8uWLcTExLBw4UKsrKzo0aMH4eHhJvENBgPr169n+vTpuLi4sG7dOry9vYGqxGP9+vW8/PLLlJSU0KVLF5599lmTcS1CCCGEWbTg2T3m0qwTFq1WS1xcHHFxcXWWGTt2LGPHjq1xXK/Xo9frrxvf1dWVbdu21XrOx8enRpeREEIIIZpGs05YhBBCiFuCdAnVSxIWIYQQoqm14Nk95nLLJiyK9BcKIYRoLqSFpV5/ymnNQgghhLi13LItLEIIIUSzIa3+9ZKERQghhGhqMoalXtIlJIQQQohmT1pYbobDe1ULXZpXoFrsvt3qXtH3j/rpXLFqsZ90Va/eCdm/qBZ7yKUbf89Vfbw+O6pabEuNRrXYAJ3a26oW+3/nL6kWe6C3q2qxsXNQL7aaWrVSLbSFs5dqsW8KGXRbL0lYhBBCiKYmY1jqJV1CQgghhGj2pIVFCCGEaGrSJVQvSViEEEKIpiazhOrV7LuELly4wLRp03B3d0er1eLs7Ixer2fPnj0AaDQakpOTVbv/v//9bwYNGoStrS1OTk489NBDqt1LCCGEELVr9i0sgYGBlJaWkpSUhJeXF3l5eaSkpJCfn6/6vT/55BMiIiL45z//yX333Ud5eTnHjh1T/b5CCCFuMdIlVK9m3cJSUFBAamoqCxcuZPjw4Xh4eDBw4EAiIyMZN24cnp6eAEyYMAGNRmPcB9i0aRM+Pj7Y2Njg5eWFwWCgvLzceF6j0bB8+XJGjRqFra0tXl5ebNy40Xi+vLycWbNmsWjRIp566im6d++Ot7c3Dz/88M16fCGEELcKRTHf1gi7d+9m7NixuLq61tpjoSgK0dHRuLi4YGtry4gRIzh9+rRJmYsXLxISEoK9vT2Ojo5MmTKF4mLTpSuOHDnCPffcg42NDW5ubsTHxzf6I2rWCYtOp0On05GcnExJSUmN8wcPHgRgzZo15OTkGPdTU1MJDQ1l1qxZnDhxgoSEBBITE1mwYIHJ9VFRUQQGBpKRkUFISAjBwcGcPHkSgG+++YZz585hYWFBv379cHFxYdSoUdLCIoQQwvwqK823NcKlS5e46667eOutt2o9Hx8fz9KlS1mxYgX79++nTZs26PV6rly5YiwTEhLC8ePH2b59O1u2bGH37t1MnTrVeL6oqIgHHngADw8PDh8+zKJFi3j55ZdZuXJlo+rarBMWS0tLEhMTSUpKwtHREX9/f+bOncuRI0cA6NChAwCOjo44Ozsb9w0GA3PmzCEsLAwvLy8CAgKIjY0lISHBJH5QUBDh4eF0796d2NhYfH19WbZsGQA//PADAC+//DIvvfQSW7ZswcnJiWHDhnHx4sWb9REIIYQQqhk1ahTz589nwoQJNc4pisLrr7/OSy+9xPjx4+nTpw/vvfce2dnZxpaYkydPsnXrVt555x0GDRrEkCFDWLZsGevXryc7OxuAtWvXUlpayrvvvkuvXr0IDg7m6aef5rXXXmtUXZt1wgJVY1iys7PZvHkzI0eOZNeuXfj4+JCYmFjnNRkZGcTExBhbaHQ6HREREeTk5HD58mVjOT8/P5Pr/Pz8jC0slf+fpb744osEBgbSv39/1qxZg0ajYcOGDXXeu6SkhKKiIpOt5KquKCGEEKKGJuoSup6zZ8+Sm5vLiBEjjMccHBwYNGgQ+/btA2Dfvn04Ojri6+trLDNixAgsLCzYv3+/scy9996LtbW1sYxer+fUqVP88kvDVw9v9gkLgI2NDQEBAURFRbF3714mTZrEvHnz6ixfXFyMwWAgPT3duB09epTTp09jY9Ow5c9dXFwA8Pb2Nh7TarV4eXmRlZVV53VxcXE4ODiYbK98eaiBTyqEEOKWpFSabav1D+dahlXUJzc3F4BOnTqZHO/UqZPxXG5uLh07djQ5b2lpSdu2bU3K1Bbj6ns0xJ8iYbmWt7c3ly5VvQPEysqKiooKk/M+Pj6cOnWKbt261dgsLH5/5LS0NJPr0tLS6NmzJwD9+/dHq9Vy6tQp4/mysjIyMzPx8PCos26RkZEUFhaabHNG+NZZXgghhDCn2v5wjouLa+pq/WHNelpzfn4+QUFBTJ48mT59+mBnZ8ehQ4eIj49n/PjxAHh6epKSkoK/vz9arRYnJyeio6MZM2YM7u7uTJw4EQsLCzIyMjh27Bjz5883xt+wYQO+vr4MGTKEtWvXcuDAAVavXg2Avb09Tz31FPPmzcPNzQ0PDw8WLVoEVI19qYtWq0Wr1Zocq7Bs1h+zEEKIpmbGrpzIyEhmz55tcuza30sN4ezsDEBeXp6x16F6v2/fvsYy58+fN7muvLycixcvGq93dnYmLy/PpEz1fnWZhmjWLSw6nY5BgwaxZMkS7r33Xu68806ioqKIiIjgzTffBGDx4sVs374dNzc3+vXrB1T1jW3ZsoVt27YxYMAA7r77bpYsWVKjZcRgMLB+/XrjQKJ169aZdAEtWrSI4OBgHn/8cQYMGMCPP/7Ijh07cHJS723AQgghbkFmnCWk1Wqxt7c32W4kYenSpQvOzs6kpKQYjxUVFbF//37jGFA/Pz8KCgo4fPiwscyOHTuorKxk0KBBxjK7d++mrKzMWGb79u3ccccdjfp92qz/9NdqtcTFxV23KWvs2LGMHTu2xnG9Xo9er79ufFdXV7Zt21bneSsrK1599VVeffXVhldaCCGE+JMoLi7m+++/N+6fPXuW9PR02rZti7u7O8888wzz58/n9ttvp0uXLkRFReHq6mpc9b1nz56MHDmSiIgIVqxYQVlZGTNnziQ4OBhXV1cAHn30UQwGA1OmTOEf//gHx44d44033mDJkiWNqmuzTliEEEKIW4IZu4Qa49ChQwwfPty4X92VFBYWRmJiIi+88AKXLl1i6tSpFBQUMGTIELZu3WoygWXt2rXMnDmT+++/HwsLCwIDA1m6dKnxvIODA9u2bWPGjBn079+f9u3bEx0dbbJWS0PcUMJSXl7Orl27OHPmDI8++ih2dnZkZ2djb2+PTqe7kZBCCCHErauJluYfNmwYynWSJY1GQ0xMDDExMXWWadu2LR9++OF179OnTx9SU1NvuJ5wAwnLjz/+yMiRI8nKyqKkpISAgADs7OxYuHAhJSUlrFix4g9V6Ga53hdICCGEEM1Lowfdzpo1C19fX3755RdsbW2NxydMmGAyMEcIIYQQDVSpmG9roRrdwpKamsrevXtNVqyDqunF586dM1vFhBBCiFuGvK25Xo1OWCorK2ss1Abw008/YWdnZ5ZKCSGEELcUGaZQr0Z3CT3wwAO8/vrrxn2NRkNxcTHz5s3jwQcfNGfdhBBCCCGAG2hhWbx4MXq9Hm9vb65cucKjjz7K6dOnad++PevWrVOjjn9+jm1VC23d3V212EpZpmqxuzq1Vi12/v8KVYs95FLD3kV1I74uvFJ/oRtk36qVarGLamlxNauf1QtdpuJftRaOKs6Y7OhSf5kbpNG2US02HdSrN63+5Kt0SAtLvRr9Fb7tttvIyMhg/fr1HDlyhOLiYqZMmUJISIjJIFwhhBBCNFCljGGpzw2lpJaWljz22GPmrosQQgghRK1uKGHJzs7m66+/5vz581RekxU+/fTTZqmYEEIIccuQLqF6NTphSUxM5Mknn8Ta2pp27dqh0WiM5zQajSQsQgghRGNJwlKvRs8SioqKIjo6msLCQjIzMzl79qxx++GHH8xewQsXLjBt2jTc3d3RarU4Ozuj1+vZs2cPUJUkJScnm/2+u3btQqPR1LodPHjQ7PcTQgghRN0a3cJy+fJlgoODsbBodK5zQwIDAyktLSUpKQkvLy/y8vJISUkhPz9f1fsOHjyYnJwck2NRUVGkpKTg6+ur6r2FEELcYqSFpV6NzjqmTJnChg0b1KhLDQUFBaSmprJw4UKGDx+Oh4cHAwcOJDIyknHjxuHp6QlUvRZAo9EY9wE2bdqEj48PNjY2eHl5YTAYKC8vN57XaDQsX76cUaNGYWtri5eXFxs3bjSet7a2xtnZ2bi1a9eOTZs28cQTT5h0gwkhhBB/WGWl+bYWqtEtLHFxcYwZM4atW7fSu3dvrKysTM6/9tprZqucTqdDp9ORnJzM3XffjVarNTl/8OBBOnbsyJo1axg5ciSt/n+tidTUVEJDQ1m6dCn33HMPZ86cMb7Get68ecbro6KieOWVV3jjjTd4//33CQ4O5ujRo/Ts2bNGXTZv3kx+fj5PPPGE2Z5PCCGEEA3T6BaWuLg4vvjiC/Ly8jh69CjffvutcUtPTzdr5SwtLUlMTCQpKQlHR0f8/f2ZO3cuR44cAaBDhw4AODo64uzsbNw3GAzMmTOHsLAwvLy8CAgIIDY2loSEBJP4QUFBhIeH0717d2JjY/H19WXZsmW11mX16tXo9Xpuu+02sz6jEEIIgaKYb2uhbmil23fffZdJkyapUJ2aAgMDGT16NKmpqaSlpfH5558THx/PO++8U2cdMjIy2LNnDwsWLDAeq6io4MqVK1y+fJnWratWWfXz8zO5zs/Pr9ak66effuKLL77g448/rre+JSUllJSUmByzLCtHa/UnX4VRCCGEelpwomEujW5h0Wq1+Pv7q1GXOtnY2BAQEEBUVBR79+5l0qRJJl071youLsZgMJCenm7cjh49yunTp7GxafzS6mvWrKFdu3aMGzeu3rJxcXE4ODiYbK/8O7XR9xRCCHELkTEs9Wp0wjJr1qw6u01uFm9vby5dugSAlZVVjbdH+/j4cOrUKbp161Zju3p2U1pamsl1aWlpNcavKIrCmjVrCA0NrTFepzaRkZEUFhaabHNG33OjjyqEEEIIbqBL6MCBA+zYsYMtW7bQq1evGr/EP/30U7NVLj8/n6CgICZPnkyfPn2ws7Pj0KFDxMfHM378eAA8PT1JSUnB398frVaLk5MT0dHRjBkzBnd3dyZOnIiFhQUZGRkcO3aM+fPnG+Nv2LABX19fhgwZwtq1azlw4ACrV682qcOOHTs4e/Ys4eHhDaqzVqutMTi4QrqDhBBCXI90CdWr0b9JHR0d+ctf/qJGXWrQ6XQMGjSIJUuWcObMGcrKynBzcyMiIoK5c+cCVWNqZs+ezapVq+jcuTOZmZno9Xq2bNlCTEwMCxcuxMrKih49etRIOgwGA+vXr2f69Om4uLiwbt06vL29TcqsXr2awYMH06NHj5vyzEIIIW5BkrDUq9EJy5o1a9SoR620Wi1xcXHExcXVWWbs2LGMHTu2xnG9Xo9er79ufFdXV7Zt23bdMh9++GHDKiuEEEII1UhfhRBCCNHUpIWlXjeUsGzcuJGPP/6YrKwsSktLTc598803ZqmYEEIIcctowbN7zKXRs4SWLl3KE088QadOnfj2228ZOHAg7dq144cffmDUqFFq1FEViqLw0EMPNXU1hBBCCNEAjU5Y3n77bVauXMmyZcuwtrbmhRdeYPv27Tz99NMUFhaqUUchhBCiZZOVbuvV6IQlKyuLwYMHA2Bra8uvv/4KwOOPP866devMWzshhBDiViAJS70anbA4Oztz8eJFANzd3Y2Lr509exalBX9QQgghhGg6jU5Y7rvvPjZv3gzAE088wbPPPktAQAB//etfmTBhgtkrKIQQQrR40sJSr0bPElq5ciWV/z+aecaMGbRr1469e/cybtw4nnzySbNXsEWwc1AttMbDQ7XYNv//9ms1KJmZqsV29WivWmyvz46qFtu+VSvVYv/n4iXVYj/cwU612ADevq6qxb6cV6RabI3vQNViW9zuo1psbNqoFlrTs59qsWn1516lQ5FZQvVq9FfYwsLC5H08wcHBBAcHm7VSQgghxC2lBbeMmMsNpaQFBQUcOHCA8+fPG1tbqoWGhpqlYkIIIYQQ1RqdsPzrX/8iJCSE4uJi7O3t0Wg0xnMajUYSFiGEEKKxpIWlXo0edPvcc88xefJkiouLKSgo4JdffjFu1bOHhBBCCNEIMui2Xo1OWM6dO8fTTz9N69at1aiPEEIIIUQNjU5Y9Ho9hw4dUqMutbpw4QLTpk3D3d0drVaLs7Mzer2ePXv2AFXdUMnJyarc+7vvvmP8+PG0b98ee3t7hgwZws6dO1W5lxBCiFtYZaX5thaq0WNYRo8ezfPPP8+JEyfo3bs3VlZWJufHjRtntsoBBAYGUlpaSlJSEl5eXuTl5ZGSkkJ+fr5Z71ObMWPGcPvtt7Njxw5sbW15/fXXGTNmDGfOnMHZ2Vn1+wshhLhFtOCuHHNpdMISEREBQExMTI1zGo2GioqKP16r/1dQUEBqaiq7du1i6NChAHh4eDBwYNX6Bp6engDGBes8PDzI/P/1PTZt2oTBYODEiRO4uroSFhbGiy++iKWlpbGub7/9Nps3b2bXrl24uLgQHx/PxIkTAfj55585ffo0q1evpk+fPgC88sorvP322xw7dkwSFiGEEOImanSXUGVlZZ2bOZMVAJ1Oh06nIzk5mZKSkhrnDx48CMCaNWvIyckx7qemphIaGsqsWbM4ceIECQkJJCYmsmDBApPro6KiCAwMJCMjg5CQEIKDgzl58iQA7dq144477uC9997j0qVLlJeXk5CQQMeOHenfv79Zn1MIIcQtTgbd1qvRCcvNZGlpSWJiIklJSTg6OuLv78/cuXM5cuQIAB3+fyVWR0dHnJ2djfsGg4E5c+YQFhaGl5cXAQEBxMbGkpCQYBI/KCiI8PBwunfvTmxsLL6+vixbtgyoaoH58ssv+fbbb7Gzs8PGxobXXnuNrVu34uTkdBM/BSGEEC2eJCz1atYJC1SNYcnOzmbz5s2MHDmSXbt24ePjQ2JiYp3XZGRkEBMTY2yh0el0REREkJOTw+XLl43l/Pz8TK7z8/MztrAoisKMGTPo2LEjqampHDhwgIceeoixY8eSk5NT571LSkooKioy2UrKyv/YhyCEEELc4pp9wgJgY2NDQEAAUVFR7N27l0mTJjFv3rw6yxcXF2MwGEhPTzduR48e5fTp09jY2DTonjt27GDLli2sX78ef39/fHx8ePvtt7G1tSUpKanO6+Li4nBwcDDZXvnsy0Y/sxBCiFtIE8wSqqioICoqii5dumBra0vXrl2JjY1FuaqVRlEUoqOjcXFxwdbWlhEjRnD69GmTOBcvXiQkJAR7e3scHR2ZMmUKxcXFZvtoqv0pEpZreXt7c+lS1cvcrKysaoyd8fHx4dSpU3Tr1q3GdvV7kNLS0kyuS0tLo2fPngDGlpiry1fvX/s6gqtFRkZSWFhoss2ZMOLGH1YIIUTL1wRdQgsXLmT58uW8+eabnDx5koULFxIfH28cGgEQHx/P0qVLWbFiBfv376dNmzbo9XquXLliLBMSEsLx48fZvn07W7ZsYffu3UydOtWsHw/c4LuEbpb8/HyCgoKYPHkyffr0wc7OjkOHDhEfH8/48eOBqplCKSkp+Pv7o9VqcXJyIjo6mjFjxuDu7s7EiROxsLAgIyODY8eOMX/+fGP8DRs24Ovry5AhQ1i7di0HDhxg9erVQFX3kJOTE2FhYURHR2Nra8uqVas4e/Yso0ePrrPOWq0WrVZrcqzCqll/zEIIIZpaE4w92bt3L+PHjzf+TvP09GTdunUcOHDg/6uk8Prrr/PSSy8Zf+e+9957dOrUieTkZONEla1bt3Lw4EF8fX0BWLZsGQ8++CCvvvoqrq7me9t6o1tYWrVqxfnz52scz8/Pp1WrVmapVDWdTsegQYNYsmQJ9957L3feeSdRUVFERETw5ptvArB48WK2b9+Om5sb/fpVvbpcr9ezZcsWtm3bxoABA7j77rtZsmQJHh4eJvENBgPr16+nT58+vPfee6xbtw5vb28A2rdvz9atWykuLua+++7D19eXr7/+mk2bNnHXXXeZ9TmFEEKIm23w4MGkpKTw3XffAVXjP7/++mtGjRoFwNmzZ8nNzWXEiN97CRwcHBg0aBD79u0DYN++fTg6OhqTFYARI0ZgYWHB/v37zVrfRv/pr9SRBZaUlGBtbf2HK3Q1rVZLXFwccXFxdZYZO3YsY8eOrXFcr9ej1+uvG9/V1ZVt27bVed7X15cvvvii4RUWQgghboQZW1hKSkpqLAVSW+v/nDlzKCoqokePHrRq1YqKigoWLFhASEgIALm5uQB06tTJ5LpOnToZz+Xm5tKxY0eT85aWlrRt29ZYxlwanLAsXboUqJru+84776DT6YznKioq2L17Nz169DBr5YQQQohbghmX1I+Li8NgMJgcmzdvHi+//LLJsY8//pi1a9fy4Ycf0qtXL9LT03nmmWeMi602Nw1OWJYsWQJUtbCsWLHCpPvH2toaT09PVqxYYf4aCiGEEKLBIiMjmT17tsmxa1tXAJ5//nnmzJlDcHAwAL179+bHH38kLi6OsLAw44rueXl5uLi4GK/Ly8ujb9++ADg7O9cYJlJeXs7FixfNviJ8gxOWs2fPAjB8+HA+/fTTP/3iaXV1bQkhhBA3nRl/J9XW/VOby5cv15gJ26pVK+NM2C5duuDs7ExKSooxQSkqKmL//v1MmzYNqJqgUlBQwOHDh42rwO/YsYPKykoGDRpktmeCGxjDIm8rFkIIIcysCf6IHjt2LAsWLMDd3Z1evXrx7bff8tprrzF58mSgagjIM888w/z587n99tvp0qULUVFRuLq68tBDDwHQs2dPRo4cSUREBCtWrKCsrIyZM2cSHBxs1hlCcAMJS0VFBYmJiaSkpHD+/Pkaa5Ls2LHDbJUTQgghhDqWLVtGVFQU06dP5/z587i6uvLkk08SHR1tLPPCCy9w6dIlpk6dSkFBAUOGDGHr1q0mi7CuXbuWmTNncv/992NhYUFgYKBx3Ks5NTphmTVrFomJiYwePZo777wTjUZj9koJIYQQt5QmaGGxs7Pj9ddf5/XXX6+zjEajISYmhpiYmDrLtG3blg8//FCFGppqdMKyfv16Pv74Yx588EE16tMyff9f1UIrV70bydwqs/NUi21hrd5ieuX5v6oW21LFBL3IzG87v9rDHexUi/3xBfU+bwDN/v+pFvtShflmZlxr5L49qsWudL5NtdgWPQaqFlvJ2KdabNx6qhe7tYN6satVyrjK+jR64Thra2u6deumRl2EEEIIIWrV6ITlueee44033pBZNkIIIYSZKIpitq2lanS7/Ndff83OnTv5/PPP6dWrF1ZWVibnP/30U7NVTgghhLglSJdQvRqdsDg6OjJhwgQ16iKEEELcmlpwy4i5NDphWbNmjRr1EEIIIYSoU6PHsEDVsrtffvklCQkJ/Ppr1QyB7OxsiouLzVo5gAsXLjBt2jTc3d3RarU4Ozuj1+vZs6dqBL5GoyE5Odns9wX45ptvCAgIwNHRkXbt2jF16lRVnlEIIcStTalUzLa1VI1OWH788Ud69+7N+PHjmTFjBhcuXABg4cKF/P3vfzd7BQMDA/n2229JSkriu+++Y/PmzQwbNoz8/Hyz3+tq2dnZjBgxgm7durF//362bt3K8ePHmTRpkqr3FUIIcQtSFPNtLVSjE5ZZs2bh6+vLL7/8gq2trfH4hAkTSElJMWvlCgoKSE1NZeHChQwfPhwPDw8GDhxIZGQk48aNw9PT03hvjUZj3AfYtGkTPj4+2NjY4OXlhcFgoLy83Hheo9GwfPlyRo0aha2tLV5eXmzcuNF4fsuWLVhZWfHWW29xxx13MGDAAFasWMEnn3zC999/b9bnFEIIIcT1NTphSU1N5aWXXsLa2trkuKenJ+fOnTNbxQB0Oh06nY7k5GRKSkpqnD948CBQNa4mJyfHuJ+amkpoaCizZs3ixIkTJCQkkJiYyIIFC0yuj4qKIjAwkIyMDEJCQggODubkyZMAlJSUYG1tbfJiqOoE7euvvzbrcwohhLjFVSrm21qoRicslZWVVNSyIudPP/2EnZ15V9O0tLQkMTGRpKQkHB0d8ff3Z+7cuRw5cgSADh06AFUzl5ydnY37BoOBOXPmEBYWhpeXFwEBAcTGxpKQkGASPygoiPDwcLp3705sbCy+vr4sW7YMgPvuu4/c3FwWLVpEaWkpv/zyC3PmzAEgJyfHrM8phBDi1ibrsNSv0QnLAw88YPLeAY1GQ3FxMfPmzVNluf7AwECys7PZvHkzI0eOZNeuXfj4+JCYmFjnNRkZGcTExBhbaHQ6HREREeTk5HD5qqXs/fz8TK7z8/MztrD06tWLpKQkFi9eTOvWrXF2dqZLly506tSpxuu4r1ZSUkJRUZHJVlKu3pLrQgghxK2g0QnL4sWL2bNnD97e3ly5coVHH33U2B20cOFCNeqIjY0NAQEBREVFsXfvXiZNmsS8efPqLF9cXIzBYCA9Pd24HT16lNOnT5u8YbI+jz76KLm5uZw7d478/HxefvllLly4gJeXV53XxMXF4eDgYLK9suvbRj2vEEKIW4x0CdWr0euw3HbbbWRkZLB+/XqOHDlCcXExU6ZMISQkxGQQrpq8vb2NU5mtrKxqdFH5+Phw6tSpet95lJaWRmhoqMl+v379apTr1KkTAO+++64xeapLZGQks2fPNjlmufS569ZDCCHEra0ld+WYyw29MtfS0pLHHnvM3HWpIT8/n6CgICZPnkyfPn2ws7Pj0KFDxMfHM378eKBqsG9KSgr+/v5otVqcnJyIjo5mzJgxuLu7M3HiRCwsLMjIyODYsWPMnz/fGH/Dhg34+voyZMgQ1q5dy4EDB1i9erXx/JtvvsngwYPR6XRs376d559/nldeeQVHR8c666zVatFqtSbHKixbmfeDEUIIIW4xN5SwZGdn8/XXX3P+/HkqK01fz/7000+bpWJQNUto0KBBLFmyhDNnzlBWVoabmxsRERHMnTsXqOqimj17NqtWraJz585kZmai1+vZsmULMTExLFy4ECsrK3r06EF4eLhJfIPBwPr165k+fTouLi6sW7cOb29v4/kDBw4wb948iouL6dGjBwkJCTz++ONmez4hhBACaNHrp5hLoxOWxMREnnzySaytrWnXrh0ajcZ4TqPRmDVh0Wq1xMXFERcXV2eZsWPHMnbs2BrH9Xo9er3+uvFdXV3Ztm1bneffe++9hldWCCGEuFEteOyJuTQ6YYmKiiI6OprIyMjrzpYRQgghRMPIGJb6NTrjuHz5MsHBwZKsCCGEEOKmaXTWMWXKFDZs2KBGXW4qRVF46KGHmroaQgghhExrboBGdwnFxcUxZswYtm7dSu/evbGysjI5/9prr5mtckIIIcQtQbqE6nVDCcsXX3zBHXfcAVBj0K0QQgghhLk1OmFZvHgx7777LpMmTVKhOkIIIcStR2nBXTnm0uiERavV4u/vr0ZdWi6dTr3YBQWqhc49kKlabNch11+F+I8oOpuvWuxO7VVczfln9UJ7+7qqFluz/3+qxQb46MKvqsUe1ba1arELDp1VLbZTjwzVYiut7VWLzdkzqoWu+DZFtdit7r8J629Jl1C9Gj3odtasWcY3GgshhBBC3AyNbmE5cOAAO3bsYMuWLfTq1avGoNtPP/3UbJUTQgghbgVKZf1lbnWNTlgcHR35y1/+okZdhBBCiFuTdAnVq9EJy5o1a9SohxBCCCFEnW7o5YdCCCGEMCOZJVSvRg+67devHz4+PjW2/v374+/vT1hYGDt37mxwvAsXLjBt2jTc3d3RarU4Ozuj1+vZs2cPULW2S3JycmOr2SALFixg8ODBtG7dGkdHx1rLZGVlMXr0aFq3bk3Hjh15/vnnKS8vV6U+Qgghbk2Kophta6kanbCMHDmSH374gTZt2jB8+HCGDx+OTqfjzJkzDBgwgJycHEaMGMGmTZsaFC8wMJBvv/2WpKQkvvvuOzZv3sywYcPIz1dvamq10tJSgoKCmDZtWq3nKyoqGD16NKWlpezdu5ekpCQSExOJjo5WvW5CCCFuIbI0f70anbD8/PPPPPfcc6SmprJ48WIWL17M7t27+fvf/86lS5fYtm0bL730ErGxsfXGKigoIDU1lYULFzJ8+HA8PDwYOHAgkZGRjBs3Dk9PTwAmTJiARqMx7gNs2rQJHx8fbGxs8PLywmAwmLR8aDQali9fzqhRo7C1tcXLy4uNGzea3N9gMPDss8/Su3fvWuu3bds2Tpw4wQcffEDfvn0ZNWoUsbGxvPXWW5SWljb2oxNCCCHEDWp0wvLxxx/zyCOP1DgeHBzMxx9/DMAjjzzCqVOn6o2l0+nQ6XQkJydTUlJS4/zBgweBqoG+OTk5xv3U1FRCQ0OZNWsWJ06cICEhgcTERBYsWGByfVRUFIGBgWRkZBASEkJwcDAnT55s8LPu27eP3r1706lTJ+MxvV5PUVERx48fb3AcIYQQ4roUxXxbC9XohMXGxoa9e/fWOL53715sbGwAqKysNP7/9VhaWpKYmEhSUhKOjo74+/szd+5cjhw5AkCHDh2AqqnUzs7Oxn2DwcCcOXMICwvDy8uLgIAAYmNjSUhIMIkfFBREeHg43bt3JzY2Fl9f30Ytepebm2uSrADG/dzc3AbHEUIIIa5HqVTMtrVUjZ4l9Le//Y2nnnqKw4cPM2DAAKCqJeSdd95h7ty5AHzxxRf07du3QfECAwMZPXo0qamppKWl8fnnnxMfH88777xT5/uKMjIy2LNnj0mLSkVFBVeuXOHy5cu0bl213Lafn5/JdX5+fqSnpzfugRuppKSkRmuRZVk5WiuZkCWEEELcqEb/Fn3ppZfo0qULb775Ju+//z4Ad9xxB6tWreLRRx8F4KmnnqpzIGttbGxsCAgIICAggKioKMLDw5k3b16dCUtxcTEGg6HWBewa0rLTUM7Ozhw4cMDkWF5envFcbeLi4jAYDCbHokb5Me/BwWarlxBCiBamBXflmMsN/dkfEhJCSEhInedtbf/YC+K8vb2NU5mtrKyoqKgwOe/j48OpU6fo1u36L9BLS0sjNDTUZL9fv34Nroefnx8LFizg/PnzdOzYEYDt27djb2+Pt7d3rddERkYye/Zsk2OWq2VWkRBCiLq15K4cc7mhhKWgoICNGzfyww8/8Pe//522bdvyzTff0KlTJzp37tzgOPn5+QQFBTF58mT69OmDnZ0dhw4dIj4+nvHjxwPg6elJSkoK/v7+aLVanJyciI6OZsyYMbi7uzNx4kQsLCzIyMjg2LFjzJ8/3xh/w4YN+Pr6MmTIENauXcuBAwdYvXq18XxWVhYXL14kKyuLiooKY3dRt27d0Ol0PPDAA3h7e/P4448THx9Pbm4uL730EjNmzECr1db6TFqttsa5CukOEkIIIf6QRv8mPXLkCCNGjMDBwYHMzEzCw8Np27Ytn376KVlZWbz33nsNjqXT6Rg0aBBLlizhzJkzlJWV4ebmRkREhHE8zOLFi5k9ezarVq2ic+fOZGZmotfr2bJlCzExMSxcuBArKyt69OhBeHi4SXyDwcD69euZPn06Li4urFu3zqRlJDo6mqSkJON+devLzp07GTZsGK1atWLLli1MmzYNPz8/2rRpQ1hYGDExMY392IQQQoi6SZdQvRqdsMyePZtJkyYRHx+PnZ2d8fiDDz5oHMPSUFqtlri4OOLi4uosM3bsWMaOHVvjuF6vR6/XXze+q6sr27Ztq/N8YmIiiYmJ143h4eHBf/7zn+uWEUIIIf4Q6RKqV6OnNR88eJAnn3yyxvHOnTvLVF8hhBDiT+TcuXM89thjtGvXDltbW3r37s2hQ4eM5xVFITo6GhcXF2xtbRkxYgSnT582iXHx4kVCQkKwt7fH0dGRKVOmUFxcbPa6Njph0Wq1FBUV1Tj+3XffGddJEUIIIUTDNcW7hH755Rf8/f2xsrLi888/58SJEyxevBgnJydjmfj4eJYuXcqKFSvYv38/bdq0Qa/Xc+XKFWOZkJAQjh8/zvbt29myZQu7d+9m6tSpZv184Aa6hMaNG0dMTIxxVVuNRkNWVhb/+Mc/CAwMNHsFb1RLfgGUEEKIFqYJfmctXLgQNzc31qxZYzzWpUuXq6qk8Prrr/PSSy8ZJ8K89957dOrUieTkZOPq8Vu3buXgwYP4+voCsGzZMh588EFeffVVXF1dzVbfRrewLF68mOLiYjp27Mhvv/3G0KFD6datG3Z2djWWxhdCCCFEAzTByw83b96Mr68vQUFBdOzYkX79+rFq1Srj+bNnz5Kbm8uIESOMxxwcHBg0aBD79u0Dql5h4+joaExWAEaMGIGFhQX79+83wwfzu0a3sDg4OLB9+3b27NlDRkYGxcXF+Pj4mDyQEEIIIZpGbSuu17bkxg8//MDy5cuZPXs2c+fO5eDBgzz99NNYW1sTFhZmHJda2ytqqs/l5uYa1ymrZmlpSdu2bc0+rvWGFwjx9/fH39/fnHURQgghbknmHMZQ24rr8+bN4+WXXzY5VllZia+vL//85z+BqqU9jh07xooVKwgLCzNbfcylwQnLvn37yM/PZ8yYMcZj7733HvPmzePSpUs89NBDLFu2rM4F1W5lZfu/US12yY8/qxa7vEK9PtWCbzJVi21hoVEt9v/OX1ItdpmKfdiX82oOlDeXSxWVqsUGGNW2tWqxP794WbXYPS/qVIvteO6carHpnKVa6PIz6sW2vM98r2VpCooZf4xqW3G9tt/NLi4uNVZt79mzJ5988gnw+yto8vLycHFxMZbJy8szvi/Q2dmZ8+fPm8QoLy/n4sWLdb7C5kY1eAxLTEwMx48fN+4fPXqUKVOmMGLECObMmcO//vWv666nIoQQQgj1abVa7O3tTbbaEhZ/f39OnTplcuy7777Dw8MDqBqA6+zsTEpKivF8UVER+/fvN75c2M/Pj4KCAg4fPmwss2PHDiorKxk0aJBZn6vBLSzp6enExsYa99evX8+gQYOMA3Tc3NxqbXISQgghxPU1xczWZ599lsGDB/PPf/6Thx9+mAMHDrBy5UpWrlwJVM0CfuaZZ5g/fz633347Xbp0ISoqCldXVx566CGgqkVm5MiRREREsGLFCsrKypg5cybBwcFmnSEEjUhYfvnlF5OBN1999RWjRo0y7g8YMID//e9/Zq2cEEIIcStoipU4BgwYwGeffUZkZCQxMTF06dKF119/3eTlxi+88AKXLl1i6tSpFBQUMGTIELZu3YqNze9dcGvXrmXmzJncf//9WFhYEBgYyNKlS81e3wYnLJ06deLs2bO4ublRWlrKN998YzKo59dff8XKysrsFRRCCCGEOsaMGWMyNvVaGo2GmJiY675Dr23btnz44YdqVM9EgxOWBx98kDlz5rBw4UKSk5Np3bo199xzj/H8kSNH6Nq1qyqVFEIIIVoyWey0fg0edBsbG4ulpSVDhw5l1apVrFq1Cmtra+P5d999lwceeKBRN79w4QLTpk3D3d0drVaLs7Mzer2ePXv2AFWZXXJycqNiNtSCBQsYPHgwrVu3xtHRsdYyTz/9NP3790er1RpHRAshhBDmpijm21qqBrewtG/fnt27d1NYWIhOp6NVq1Ym5zds2IBO17hpfIGBgZSWlpKUlISXlxd5eXmkpKSQn5/fqDg3orS0lKCgIPz8/Fi9enWd5SZPnsz+/fs5cuSI6nUSQgghRO1uaKXb2rRt27ZRcQoKCkhNTWXXrl0MHToUAA8PDwYOHAiAp6cnABMmTDCey8zMBGDTpk0YDAZOnDiBq6srYWFhvPjii1haVj2ORqPh7bffZvPmzezatQsXFxfi4+OZOHGi8f7V428SExPrrGP1oKELFy5IwiKEEEI10iVUv0a/S8hcdDodOp2O5OTkGksIAxw8eBCANWvWkJOTY9xPTU0lNDSUWbNmceLECRISEkhMTKzxHqOoqCgCAwPJyMggJCTE+JImIYQQormRLqH6NVnCYmlpSWJiIklJSTg6OuLv78/cuXONLRkdOnQAwNHREWdnZ+O+wWBgzpw5hIWF4eXlRUBAALGxsSQkJJjEDwoKIjw8nO7duxMbG4uvry/Lli27uQ8phBBCNEClophta6maLGGBqjEs2dnZbN68mZEjR7Jr1y58fHyu202TkZFBTEyMsYVGp9MRERFBTk4Oly//vsx29Sp8V+/fjBaWkpISioqKTLYSlZcuF0IIIVq6Jk1YAGxsbAgICCAqKoq9e/cyadIk5s2bV2f54uJiDAYD6enpxu3o0aOcPn3aZCGbphIXF4eDg4PJtujYj01dLSGEEM2YdAnVr8kTlmt5e3tz6VLVC+asrKyoqKgwOe/j48OpU6fo1q1bjc3C4vfHSUtLM7kuLS2Nnj17ql7/yMhICgsLTbbn7/RQ/b5CCCH+vJRKxWxbS9XoWULmkp+fT1BQEJMnT6ZPnz7Y2dlx6NAh4uPjGT9+PFA1UyglJQV/f3+0Wi1OTk5ER0czZswY3N3dmThxIhYWFmRkZHDs2DHmz59vjL9hwwZ8fX0ZMmQIa9eu5cCBAybTl7Oysrh48SJZWVlUVFSQnp4OQLdu3YzTs7///nuKi4vJzc3lt99+M5bx9vY2WYPmalqttsZLpq60anZ5oRBCCPGn0mQJi06nY9CgQSxZsoQzZ85QVlaGm5sbERERzJ07F4DFixcze/ZsVq1aRefOncnMzESv17NlyxZiYmJYuHAhVlZW9OjRg/DwcJP4BoOB9evXM336dFxcXFi3bp3Ja7Sjo6NJSkoy7vfr1w+AnTt3MmzYMADCw8P56quvapQ5e/ascdq1EEII8Ue15K4cc9EoLXDyt0aj4bPPPjO+TbKpXXn8PtVil/z4s2qx8/OvqBbb3k69906p+R19KrNQtdhlKla8l2ft6yeZw4Ezv6gWG6AC9T6Xzy9err/QDZp9e0fVYnsFDlAttmbgYNVil3+WrFpsy4inVIvd6p4g1WJX+99dPcwWyy3jv2aL1ZxIX4UQQgghmr0m6xISQgghRJUW2Nlhdi0yYZEvvBBCiD8T+bVVP+kSEkIIIUSz1yJbWIQQQog/k5a8pL65SMIihBBCNDHJV+onCctNoJSWqxY7J/uSarF//rXmW7TNpb1rJ9ViWzrYqhZ7oLerarEtHHWqxdb4DlQt9sh9e1SLDVBw6KxqsXteVO8zf+30edVih675WrXY/c78pFrs3TvPqBZ7GCtUi30zpjXL2Mv6yRgWIYQQQjR70sIihBBCNDFpYKmfJCxCCCFEE5MuofpJl5AQQgghmj1pYRFCCCGamFLZ1DVo/pq8heXChQtMmzYNd3d3tFotzs7O6PV69uypmnmg0WhITk5W5d4LFixg8ODBtG7dGkdHxxrnMzIyeOSRR3Bzc8PW1paePXvyxhtvqFIXIYQQty5FUcy2tVRN3sISGBhIaWkpSUlJeHl5kZeXR0pKCvn5+arfu7S0lKCgIPz8/Fi9enWN84cPH6Zjx4588MEHuLm5sXfvXqZOnUqrVq2YOXOm6vUTQgghRJUmTVgKCgpITU1l165dDB06FAAPDw8GDqxaM8LT0xOACRMmGM9lZmYCsGnTJgwGAydOnMDV1ZWwsDBefPFFLC2rHkmj0fD222+zefNmdu3ahYuLC/Hx8UycONF4f4PBAEBiYmKt9Zs8ebLJvpeXF/v27ePTTz+VhEUIIYTZtOCGEbNp0i4hnU6HTqcjOTmZkpKai5QdPHgQgDVr1pCTk2PcT01NJTQ0lFmzZnHixAkSEhJITExkwYIFJtdHRUURGBhIRkYGISEhBAcHc/LkyT9U58LCQtq2bfuHYgghhBBXq1QUs20tVZMmLJaWliQmJpKUlISjoyP+/v7MnTuXI0eOANChQwcAHB0dcXZ2Nu4bDAbmzJlDWFgYXl5eBAQEEBsbS0JCgkn8oKAgwsPD6d69O7Gxsfj6+rJs2bIbru/evXv56KOPmDp16g3HEEIIIUTjNfmg28DAQLKzs9m8eTMjR45k165d+Pj41NlNA1WDYWNiYowtNDqdjoiICHJycrh8+bKxnJ+fn8l1fn5+N9zCcuzYMcaPH8+8efN44IEH6ixXUlJCUVGRyVZSIcO/hRBC1E1RzLe1VE2esADY2NgQEBBAVFQUe/fuZdKkScybN6/O8sXFxRgMBtLT043b0aNHOX36NDY2Nmav34kTJ7j//vuZOnUqL7300nXLxsXF4eDgYLItOvk/s9dJCCFEyyGzhOrXLBKWa3l7e3PpUtVL/aysrKioqDA57+Pjw6lTp+jWrVuNzcLi90dKS0szuS4tLY2ePXs2qi7Hjx9n+PDhhIWF1RgjU5vIyEgKCwtNtud7ujXqnkIIIW4t0sJSvyadJZSfn09QUBCTJ0+mT58+2NnZcejQIeLj4xk/fjxQNVMoJSUFf39/tFotTk5OREdHM2bMGNzd3Zk4cSIWFhZkZGRw7Ngx5s+fb4y/YcMGfH19GTJkCGvXruXAgQMm05ezsrK4ePEiWVlZVFRUkJ6eDkC3bt3Q6XQcO3aM++67D71ez+zZs8nNzQWgVatWxvE019JqtWi1WpNjv7VqlnmhEEII8afRpAmLTqdj0KBBLFmyhDNnzlBWVoabmxsRERHMnTsXgMWLFzN79mxWrVpF586dyczMRK/Xs2XLFmJiYli4cCFWVlb06NGD8PBwk/gGg4H169czffp0XFxcWLduHd7e3sbz0dHRJCUlGff79esHwM6dOxk2bBgbN27kwoULfPDBB3zwwQfGcldPrxZCCCH+qJbclWMuGqWFfkoajYbPPvuMhx56qKmrwm9/vVe12D8ePqda7J9/rTnV3Fz69OmkWmxLB1v1YtupF9vCUadabI3vQNViK/v2qBYboODQWdViX7yo3vf4a6fPqxY7tJODarH73eupWuzdO8+oFnvYqMZ19zeG9r0U1WJXy3D3NFusu7IyzRarOZG+CiGEEEI0e02+NL8QQghxq2uZfR3m1WITlhba0yWEEKIFUirld1Z9pEtICCGEEM1ei21hEUIIIf4spIGlftLCIoQQQjSx5rDS7SuvvIJGo+GZZ54xHrty5QozZsygXbt26HQ6AgMDycvLM7kuKyuL0aNH07p1azp27Mjzzz9PeXn5DdejLpKwCCGEELe4gwcPkpCQQJ8+fUyOP/vss/zrX/9iw4YNfPXVV2RnZ/OXv/zFeL6iooLRo0dTWlrK3r17SUpKIjExkejoaLPXUbqEbgKNVSvVYtvZWakW2/0uZ9ViW3ftrFpsTc9eqsXGTr31L+joolpoi9t9VItd6XybarEBnHpkqBbb8Zx66xiFrvlatdjv5RWqFrvV7kzVYqcXX1Et9qCz6q17o62/yB/WlD1CxcXFhISEsGrVKpPV4gsLC1m9ejUffvgh9913HwBr1qyhZ8+epKWlcffdd7Nt2zZOnDjBl19+SadOnejbty+xsbH84x//4OWXX8ba2tps9ZQWFiGEEKKJKWbcGmvGjBmMHj2aESNGmBw/fPgwZWVlJsd79OiBu7s7+/btA2Dfvn307t2bTp1+XwxUr9dTVFTE8ePHb6A2dZMWFiGEEKKJmXMpjpKSEkpKTFdxru09dwDr16/nm2++4eDBgzXO5ebmYm1tjaOjo8nxTp06Gd+tl5uba5KsVJ+vPmdO0sIihBBCtCBxcXE4ODiYbHFxcTXK/e9//2PWrFmsXbsWGxubJqhp40jCIoQQQjQxc3YJRUZGUlhYaLJFRkbWuOfhw4c5f/48Pj4+WFpaYmlpyVdffcXSpUuxtLSkU6dOlJaWUlBQYHJdXl4ezs5VYxydnZ1rzBqq3q8uYy5NnrBcuHCBadOm4e7ujlarxdnZGb1ez549VS9U02g0JCcnq3LvBQsWMHjwYFq3bl2jyQsgPz+fkSNH4urqilarxc3NjZkzZ1JUVKRKfYQQQtyaKs24abVa7O3tTbbauoPuv/9+jh49Snp6unHz9fUlJCTE+P9WVlakpPz+8sdTp06RlZWFn58fAH5+fhw9epTz538f9Lx9+3bs7e3x9vY262fU5GNYAgMDKS0tJSkpCS8vL/Ly8khJSSE/P1/1e5eWlhIUFISfnx+rV6+ucd7CwoLx48czf/58OnTowPfff8+MGTO4ePEiH374oer1E0IIIdRiZ2fHnXfeaXKsTZs2tGvXznh8ypQpzJ49m7Zt22Jvb8/f/vY3/Pz8uPvuuwF44IEH8Pb25vHHHyc+Pp7c3FxeeuklZsyYUWuS9Ec0acJSUFBAamoqu3btYujQoQB4eHgwcOBAADw9PQGYMGGC8VxmZiYAmzZtwmAwcOLECVxdXQkLC+PFF1/E0rLqkTQaDW+//TabN29m165duLi4EB8fz8SJE433NxgMACQmJtZaPycnJ6ZNm2bc9/DwYPr06SxatMhsn4EQQgjRXF9/t2TJEiwsLAgMDKSkpAS9Xs/bb79tPN+qVSu2bNnCtGnT8PPzo02bNoSFhRETE2P2ujRpwqLT6dDpdCQnJ3P33XfXyMYOHjxIx44dWbNmDSNHjqRVq6r1TFJTUwkNDWXp0qXcc889nDlzhqlTpwIwb9484/VRUVG88sorvPHGG7z//vsEBwdz9OhRevbseUP1zc7O5tNPPzUmV0IIIYQ5KE26Esvvdu3aZbJvY2PDW2+9xVtvvVXnNR4eHvznP/9RuWZNPIbF0tKSxMREkpKScHR0xN/fn7lz53LkyBEAOnToAICjoyPOzs7GfYPBwJw5cwgLC8PLy4uAgABiY2NJSEgwiR8UFER4eDjdu3cnNjYWX19fli1b1uh6PvLII7Ru3ZrOnTtjb2/PO++88wefXAghhBCN0eSDbgMDA8nOzmbz5s2MHDmSXbt24ePjU2c3DUBGRgYxMTHGFhqdTkdERAQ5OTlcvnzZWK56UNDV+ydPnmx0HZcsWcI333zDpk2bOHPmDLNnz66zbElJCUVFRSZbSUVlo+8phBDi1tGUC8f9WTR5wgJVTU4BAQFERUWxd+9eJk2aZNK1c63i4mIMBoPJyOajR49y+vRpVeaSOzs706NHD8aNG0dCQgLLly8nJyen1rK1zX9fdPxHs9dJCCFEyyEJS/2aRcJyLW9vby5dugSAlZUVFRUVJud9fHw4deoU3bp1q7FZWPz+SGlpaSbXpaWl3fD4lWqVlVWtJdeuIlittvnvz/fy+EP3FEIIIW51TTroNj8/n6CgICZPnkyfPn2ws7Pj0KFDxMfHM378eKBqplBKSgr+/v5otVqcnJyIjo5mzJgxuLu7M3HiRCwsLMjIyODYsWMmL27asGEDvr6+DBkyhLVr13LgwAGT6ctZWVlcvHiRrKwsKioqSE9PB6Bbt27odDr+85//kJeXx4ABA9DpdBw/fpznn38ef39/4wyma9W2/PGVVs0yLxRCCNFMVLbkphEzafJZQoMGDWLJkiWcOXOGsrIy3NzciIiIYO7cuQAsXryY2bNns2rVKjp37kxmZiZ6vZ4tW7YQExPDwoULsbKyokePHoSHh5vENxgMrF+/nunTp+Pi4sK6detMFrKJjo4mKSnJuN+vXz8Adu7cybBhw7C1tWXVqlU8++yzlJSU4Obmxl/+8hfmzJlzEz4dIYQQt4rmMkuoOdMo5nzjUjOi0Wj47LPPeOihh5q6Klx5bLhqsfOP1z6WxhycvNqpFtu6a2fVYmt69lItNnYO6sXu6KJaaIvbfVSLXXkirf5Cf8TJDNVCK+fOqRb7wJqvVYv9Xl6harGf6KTe9/iuwkuqxX7SV71/UxxTj6oWu9qOjuar/33n1fu+bkrSVyGEEEKIZq/Jl+YXQgghbnUts6/DvFpswtJCe7qEEEK0QPIbq37SJSSEEEKIZq/FtrAIIYQQfxaV0sZSL0lYhBBCiCYm6Ur9pEtICCGEEM2etLDcBBY21qrF7qTvq1pszV3qrd3BbV1UC23Rra9qsdWk0bZRL7iNerEtegxULTaA0tpeveCds1QL3e/MT6rFbrU7U7XYa1Rc42Wmp3prO6n57+zNIPNE6icJixBCCNHEJF+pnyQsQgghRBOTpfnrJ2NYhBBCCNHsSQuLEEII0cTkbc31a/IWlgsXLjBt2jTc3d3RarU4Ozuj1+vZs2cPUPUSw+TkZFXuvWDBAgYPHkzr1q1xdHS8btn8/Hxuu+02NBoNBQUFqtRHCCHErUkx49ZSNXkLS2BgIKWlpSQlJeHl5UVeXh4pKSnk5+erfu/S0lKCgoLw8/Nj9erV1y07ZcoU+vTpwzkV3+4qhBBCiNo1aQtLQUEBqampLFy4kOHDh+Ph4cHAgQOJjIxk3LhxeHp6AjBhwgQ0Go1xH2DTpk34+PhgY2ODl5cXBoOB8vJy43mNRsPy5csZNWoUtra2eHl5sXHjRpP7GwwGnn32WXr37n3dei5fvpyCggL+/ve/m+3ZhRBCiGrSwlK/Jk1YdDodOp2O5ORkSkpKapw/ePAgAGvWrCEnJ8e4n5qaSmhoKLNmzeLEiRMkJCSQmJjIggULTK6PiooiMDCQjIwMQkJCCA4O5uTJk42q44kTJ4iJieG9997DwqLJe9CEEEK0QIoZ/2upmvQ3sKWlJYmJiSQlJeHo6Ii/vz9z587lyJEjAHTo0AEAR0dHnJ2djfsGg4E5c+YQFhaGl5cXAQEBxMbGkpCQYBI/KCiI8PBwunfvTmxsLL6+vixbtqzB9SspKeGRRx5h0aJFuLu7m+mphRBCCNFYTd5kEBgYSHZ2Nps3b2bkyJHs2rULHx8fEhMT67wmIyODmJgYYwuNTqcjIiKCnJwcLl++bCzn5+dncp2fn1+jWlgiIyPp2bMnjz32WIOvKSkpoaioyGQrqahs8PVCCCFuPYpivq2lavKEBcDGxoaAgACioqLYu3cvkyZNYt68eXWWLy4uxmAwkJ6ebtyOHj3K6dOnsbGxMVu9duzYwYYNG7C0tMTS0pL7778fgPbt29dZv7i4OBwcHEy2+IwfzFYnIYQQLU+lGbeWqslnCdXG29vbOJXZysqKiooKk/M+Pj6cOnWKbt26XTdOWloaoaGhJvv9+vVrcD0++eQTfvvtN+P+wYMHmTx5MqmpqXTt2rXWayIjI5k9e7bJMc2swAbfUwghhBA1NWnCkp+fT1BQEJMnT6ZPnz7Y2dlx6NAh4uPjGT9+PACenp6kpKTg7++PVqvFycmJ6OhoxowZg7u7OxMnTsTCwoKMjAyOHTvG/PnzjfE3bNiAr68vQ4YMYe3atRw4cMBk+nJWVhYXL14kKyuLiooK0tPTAejWrRs6na5GUvLzzz8D0LNnzzrXbdFqtWi1WpNjpa2aRUOWEEKIZqoF9+SYTZMmLDqdjkGDBrFkyRLOnDlDWVkZbm5uREREMHfuXAAWL17M7NmzWbVqFZ07dyYzMxO9Xs+WLVuIiYlh4cKFWFlZ0aNHD8LDw03iGwwG1q9fz/Tp03FxcWHdunV4e3sbz0dHR5OUlGTcr2592blzJ8OGDVP/AxBCCCEApSUPPjETjdJCPyWNRsNnn33GQw891NRVoTRcr1psi/ZOqsXW3OWjWmxu66JaaItufVWLrSaNto16wW3Ui638kqtabAAl67/qxc7NUi126bqPVYt9ZHemarHX5BWqFnumZzvVYrt3a6tabPvth1WLXW2DUyezxQr6Jc9ssZoT6asQQgghRLPXLAfdCiGEELeSFtnVYWYtNmFpoT1dQgghWiD5jVU/6RISQgghRLPXYltYhBBCiD+LSukVqJckLEIIIUQTk3SlftIlJIQQQohmT1pYboLiE+dUi33mbMNf5thYPfp8r1psq4726sXu30e12LRqpV7sDi6qhdb0bPgrKRpLydinWmwAzp5RLXT5GfXWYdm9U716pxdfUS22mmulvJmZr1rs1/09VYt9M7TkdwCZiyQsQgghRBOrlD6hekmXkBBCCCGaPUlYhBBCiCZWiWK2raHi4uIYMGAAdnZ2dOzYkYceeohTp06ZlLly5QozZsygXbt26HQ6AgMDycszXfo/KyuL0aNH07p1azp27Mjzzz9PeXm5WT6Xq0nCIoQQQjSxSsV8W0N99dVXzJgxg7S0NLZv305ZWRkPPPAAly5dMpZ59tln+de//sWGDRv46quvyM7O5i9/+YvxfEVFBaNHj6a0tJS9e/eSlJREYmIi0dHR5vx4gGaQsFy4cIFp06bh7u6OVqvF2dkZvV7Pnj17gKqXGCYnJ6ty7wULFjB48GBat26No6NjrWU0Gk2Nbf369arURwghxK1JMePWUFu3bmXSpEn06tWLu+66i8TERLKysjh8uOplj4WFhaxevZrXXnuN++67j/79+7NmzRr27t1LWloaANu2bePEiRN88MEH9O3bl1GjRhEbG8tbb71FaWnpH/5crtbkCUtgYCDffvstSUlJfPfdd2zevJlhw4aRn6/eaPJqpaWlBAUFMW3atOuWW7NmDTk5OcatObwBWgghhDCnwsKqN3W3bVv15uvDhw9TVlbGiBEjjGV69OiBu7s7+/ZVzQ7ct28fvXv3plOn3982rdfrKSoq4vjx42atX5POEiooKCA1NZVdu3YxdOhQADw8PBg4cCAAnp6eAEyYMMF4LjMzE4BNmzZhMBg4ceIErq6uhIWF8eKLL2JpWfVIGo2Gt99+m82bN7Nr1y5cXFyIj49n4sSJxvsbDAYAEhMTr1tPR0dHnJ2dzfXYQgghhAlzzhIqKSmhpKTE5JhWq0Wr1dZ9/8pKnnnmGfz9/bnzzjsByM3NxdraukYPRKdOncjNzTWWuTpZqT5ffc6cmrSFRafTodPpSE5OrvHhAhw8eBD4vYWjej81NZXQ0FBmzZrFiRMnSEhIIDExkQULFphcHxUVRWBgIBkZGYSEhBAcHMzJk41ft2TGjBm0b9+egQMH8u6778qLFYUQQpiVOQfdxsXF4eDgYLLFxcVd9/4zZszg2LFjzXrIQ5MmLJaWliQmJpKUlISjoyP+/v7MnTuXI0eOANChQwfg9xaO6n2DwcCcOXMICwvDy8uLgIAAYmNjSUhIMIkfFBREeHg43bt3JzY2Fl9fX5YtW9aoOsbExPDxxx+zfft2AgMDmT59eqNjCCGEEDdLZGQkhYWFJltkZGSd5WfOnMmWLVvYuXMnt912m/G4s7MzpaWlFBQUmJTPy8sz9jo4OzvXmDVUvW/unolmMYYlOzubzZs3M3LkSHbt2oWPj891u2kyMjKIiYkxttDodDoiIiLIycnh8uXLxnJ+fn4m1/n5+TW6hSUqKgp/f3/69evHP/7xD1544QUWLVpUZ/mSkhKKiopMtpJKWcNQCCFE3cw5S0ir1WJvb2+y1dYdpCgKM2fO5LPPPmPHjh106dLF5Hz//v2xsrIiJSXFeOzUqVNkZWUZf7/6+flx9OhRzp8/byyzfft27O3t8fb2Nutn1OQJC4CNjQ0BAQFERUWxd+9eJk2axLx58+osX1xcjMFgID093bgdPXqU06dPY2Njo2pdBw0axE8//VRrFxZQa1Pc6+d+VrVOQggh/twqzbg11IwZM/jggw/48MMPsbOzIzc3l9zcXH777TcAHBwcmDJlCrNnz2bnzp0cPnyYJ554Aj8/P+6++24AHnjgAby9vXn88cfJyMjgiy++4KWXXmLGjBnXHTNzI5pFwnItb29v4zxwKysrKioqTM77+Phw6tQpunXrVmOzsPj9kaqnXV2937Nnzz9Ut/T0dJycnOr8QtTWFPdM5/Z/6J5CCCGEuS1fvpzCwkKGDRuGi4uLcfvoo4+MZZYsWcKYMWMIDAzk3nvvxdnZmU8//dR4vlWrVmzZsoVWrVrh5+fHY489RmhoKDExMWavb5POEsrPzycoKIjJkyfTp08f7OzsOHToEPHx8YwfPx6omimUkpKCv78/Wq0WJycnoqOjGTNmDO7u7kycOBELC4v/a+/u42q8/z+Av6+SGpVEFKlWyN2ipBRi6BtSmYTN7b7jt2HfGY/5jhG/cjcs7Ds2ZllmDd+2ZTGE1IS5yU3uzQyxUimim9PNOa/fHx7n+nUonU7n6pxT7+fj0YNznXNe53M+dZ3rfT7X9bkuSk9Pp8uXL9OyZcvE/Li4OPL09KT+/ftTbGwsnT59mqKjo8X7MzIyKD8/nzIyMkgul9OFCxeIiKhjx45kbm5Oe/bsoezsbOrbty+ZmZnRoUOHaMWKFfTRRx9V+56qOhK7wkgv60LGGGN6QhfXElJnAomZmRlt3LiRNm7cWO1jHB0dad++fdpsWpV0WrCYm5uTt7c3rVu3jm7dukXl5eXUoUMHmj59On3yySdERBQVFUVz586lLVu2UPv27enOnTsUEBBAe/fupcjISFq1ahWZmJhQly5daNq0aSr5ERERtHPnTpo5cybZ2dnRjh07VPapLV68mLZt2ybednd/dkXb5ORkGjRoEJmYmNDGjRtpzpw5BIA6duxIa9eupenTp9dD7zDGGGssanNK/cZKQAOdoysIAsXHx+vFSd7yfXtIln3r9hPJsru4tZEs26SNpXTZvd0kyyZjY+mybewkixa6ukuWjfTfJcsmIqLbtySLrriVIVl2yv7an0JBXRcKZZJlB9q2kCx7wx3pTgi6fkJvybLNvk+WLFvp8+attJY1u0j6E6/qgk5HWBhjjDGmm11ChoYLFsYYY0zH+OQXNWuwBUsD3dPFGGOsAeIRlprx9BXGGGOM6b0GO8LCGGOMGQqeJVQzLlgYY4wxHeNjWGrGu4QYY4wxpvca7HlY9Ikibb9k2ci6I1k2/Xldsmij4CmSZaO86us8aYORrbNk2WQs4YCnlNmyIumyiUh+PqnmB2mqqXTXHqvYskmy7JLbOTU/SENGZk0ly27aVrrzL30Ye1ay7E2Q7nxXSsvNrLWWtVCWr7UsfcK7hBhjjDEd411CNeNdQowxxhjTezzCwhhjjOmYgo/OqBEXLIwxxpiO8S6hmul0l1Bubi7NmDGDHBwcyNTUlGxtbSkgIICOHz9ORM8uYLh7925JXnv58uXk6+tLzZo1Iysrq2ofFxMTQ25ubmRmZkZt2rShWbNmSdIexhhjjFVPpyMsoaGhVFZWRtu2bSNnZ2fKzs6mpKQkysuT/kqTZWVlFBYWRj4+PhQdHV3lY9auXUtRUVG0Zs0a8vb2pqKiIrpz547kbWOMMda48Kn5a6azguXx48eUmppKKSkpNHDgQCIicnR0JC8vLyIicnJyIiKiN954Q7xPWSz88ssvFBERQVevXqV27drRlClTaOHChdSkybO3IwgCffnll5SQkEApKSlkZ2dHq1evpjFjxoivHxERQUTPRlCq8ujRI1q0aBHt2bOHhgwZIi53c3PTWh8wxhhjRLxLSB062yVkbm5O5ubmtHv3biotffG8GWfOnCEiom+//ZaysrLE26mpqTR58mSaPXs2Xb16lTZv3kwxMTG0fPlyleeHh4dTaGgopaen04QJE2j8+PF07do1tdt36NAhUigU9Pfff1PXrl3J3t6exo4dS/fu3avDu2aMMcZeBEBrPw2VzgqWJk2aUExMDG3bto2srKyoX79+9Mknn9DFixeJiMjGxoaIiKysrMjW1la8HRERQfPnz6cpU6aQs7Mz+fv709KlS2nz5s0q+WFhYTRt2jTq3LkzLV26lDw9PemLL75Qu31//fUXKRQKWrFiBa1fv55+/PFHys/PJ39/fyorK9NSLzDGGGNMHTo96DY0NJQyMzMpISGBhg0bRikpKeTh4VHtbhoiovT0dIqMjBRHaMzNzWn69OmUlZVFxcXF4uN8fHxUnufj41OrERaFQkHl5eX0n//8hwICAqhv3760Y8cOunnzJiUnJ1f7vNLSUnry5InKT2lZudqvyxhjrPFRaPGnodL5iePMzMzI39+fwsPD6cSJEzR16lRasmRJtY8vLCykiIgIunDhgvhz6dIlunnzJpmZae8023Z2dkRE1K1bN3GZjY0NtW7dmjIyMqp93sqVK6lFixYqP5/G7NJauxhjjDU8Cmjvp6HSecHyvG7dulFR0bNrk5iYmJBcLle538PDg27cuEEdO3Z84cfI6P/fzsmTJ1Wed/LkSeratava7ejXrx8REd24cUNclp+fTw8fPiRHR8dqn7dgwQIqKChQ+Zk/dZzar8sYY4yxF+lsllBeXh6FhYXRP//5T3JzcyMLCwtKS0uj1atXU0hICBE9mymUlJRE/fr1I1NTU2rZsiUtXryYRo4cSQ4ODjRmzBgyMjKi9PR0unz5Mi1btkzMj4uLI09PT+rfvz/FxsbS6dOnVaYvZ2RkUH5+PmVkZJBcLqcLFy4QEVHHjh3J3NycOnfuTCEhITR79mz6+uuvydLSkhYsWEBdunSh119/vdr3ZWpqSqampirLFE1NtNhzjDHGGpqGvCtHW3Q6S8jb25vWrVtHfn5+1KNHDwoPD6fp06fThg0biIgoKiqKDh06RB06dCB3d3ciIgoICKC9e/fSwYMHqU+fPtS3b19at27dC6MeERERtHPnTnJzc6PvvvuOduzYobJ7Z/HixeTu7k5LliyhwsJCcnd3J3d3d0pLSxMf891335G3tzcFBgbSwIEDycTEhA4cOEAmJlyAMMYY0x4FoLWfhkpAA5wDJQgCxcfH06hRo3TdFCIiUqTtlywbWXcky6Y/r0sWbRQ8RbJslL84TV5bjGydJcsmYwkHPKXMlhVJl01E8vNJ0oU31d5xb8+r2LJJsuyS2zmSZRuZNZUsu2lbS8myP4w9K1n2JjyRLFtprnELrWWtlRdoLUuf8LWEGGOMMR3jXUI144KFMcYY07GGPLtHWxpkwdIA93IxxhhjjVqDLFgYY4wxQ8K7hGrGBQtjjDGmYw15do+2cMHCGGOM6RiPsNRM7850yxhjjDH2AjC9IZPJsGTJEshkMs6up3zO5mzO1s98Q81m0mmQJ44zVE+ePKEWLVpQQUEBWVpq9wRLhpotdT5nczZn62e+oWYz6fAuIcYYY4zpPS5YGGOMMab3uGBhjDHGmN7jgkWPmJqa0pIlS8jU1JSz6ymfszmbs/Uz31CzmXT4oFvGGGOM6T0eYWGMMcaY3uOChTHGGGN6jwsWxhhjjOk9LlgYY4wxpve4YGFMj5SXl+u6CRqR6tj9yrmGND9AyrbWV58YUn8ryeVyIjLMtrOaccEiIeVKo1DUz3U4DenD6/Hjx1rNq+z8+fOUnZ0tSXZycjJdunRJkuxdu3bR+vXriUj7/S2Tyejp06dazaxMEARJcktKSoiIqKKiggRB0Pq6JNW6qcx9/l9tePr0KZWWlpJMJpOkTy5cuEBEz36n2v47/PXXXyk1NVWrmUoJCQm0cuVKsV9Yw8MFi4Tu3r1LRERGRkaSfDD+/vvvtGXLFvriiy/o7NmzWv2ASUxMpAULFtDkyZNp7969Ws3evn07+fj4UFpamlbyKtu4cSMFBwdTQUGB1rOjo6PpzTffpH379lFRUZFWs7/99lt68803KTw8nK5du6bVD9y4uDiaOHEieXt705IlS7RauBw8eJBWrFhB8+fPp4SEBK1u4Hbu3Enjxo2jQYMG0aRJk+jmzZtkZKSdj6wjR47QtWvXJFk39+zZQ++//z4FBQVRZGQkPXr0iIyMjLTSN3FxcTRu3Djy8/OjUaNGUW5urtb6hIgoPj6ePDw8aNq0aUSk3aJl8+bNFBQUpNX2KkVHR9OkSZPI3NyccnNzxeX19WWR1ZP6vNJiY7J9+3YIgoD169eLy+Ryudbyo6Oj0a5dO/j6+qJbt26wt7fHb7/9ppXsb775Bq1bt0ZYWBiGDRsGQRCQmppa51yFQgEAGDp0KARBQKdOnZCWllbnXKVNmzahSZMm2LFjh9YyleLj49G8eXNJsjdt2gRjY2NERkbC09MTGzduBABUVFTUOTsmJgaWlpaYP38+Fi5cCEEQEBMTU+dcANi6dStatGiBMWPGYNSoURAEAVOmTMHp06frnL1jxw6YmpoiMjIS//rXvzBkyBCYm5tj+/btKC4urlP2rl27IAgC3NzccOnSJQDaWze3bt0KCwsLzJs3DyEhIejfvz/effddlJWVaSW7WbNmWLVqFVasWAEfHx/MmDFDvF8b7+GHH35Aly5d0KpVK4wbN67OeUpbtmyBiYkJ4uLiqry/Lm0/ceIE2rZti+3btwMAysrKUFFRwVdiboC4YJFASkoKnJyc4OfnB2tra60XLb/88gusra2xa9culJaW4saNG3jzzTcxc+ZMyOXyOr1GXFwcWrdujR9//BEKhQJ5eXnw9fXFkSNH6txuZbsiIiKwfv16TJo0Ce3atcPJkyfrnL1t2zYYGRlh9+7dAIDMzEwkJSXh559/xoULF+qc/+GHH2Lx4sUAgOvXr2Px4sUYO3Ys1q5di4sXL2qcu2HDBpiamiIhIQEAMGnSJLi4uKC0tLTObb527Ro6deqkspF45513EB0djadPn9YpOz09HY6Ojvjpp5/EZd9//z0EQUBoaCiOHTumUa5CoUBZWRkCAwPx8ccfi8srKiowd+5cmJiYIDo6Wix+a+vkyZPw8PDAhAkTEBQUBC8vL60VLcnJyXBwcMCuXbvEZZ999hl69uyJR48e1Sl77969aN++vcrv8oMPPsDSpUtRXFyMwsLCOuUrxcXFYejQoTh69ChatmyJt956S7zvr7/+0igzJiYGgiAgNjYWAHDr1i385z//wfvvv48VK1YgJycHgOb9Hx0djeDgYADA1atXMXLkSHh5ecHZ2Rlbt25Fdna2RrlM/3DBomUlJSVYuHAh/ud//gdnz55FZGQkLCwstFa05OfnY/z48fj3v/+tsnzp0qV47bXXNM4FgEePHsHf3x8rVqxQWe7l5YWxY8fiH//4B6KiopCfn1+n11m3bh3CwsJQXFyMIUOGoEOHDjh16hTGjRuHQ4cO1SpLoVAgNzcXrVq1gre3N4qKinD9+nV4enqiR48esLW1hbGxMdatW6dxe+VyOfz8/LB69WpkZGTA0dERwcHBGDNmDGxtbREUFISkpKRa5549exaCIODHH38Ul507dw4uLi7YtGmTxu2tnN+lSxeVgsrLywv9+vWDra0t/vnPf+LAgQMaZScnJ8PT0xP5+fniN9rz58+ja9eusLOzw4QJEzQaVVAWLN7e3li5ciUA1ZGmefPmoVmzZmKRW9t1ad++fRg9ejSuXbuGw4cPIzAwUKVo0XRUq7y8HFFRUZg4cSIKCgrEnKysLNjZ2eH8+fMa5Sp99dVXmDt3rsro0uDBg9G5c2f06NEDrq6uOHr0KIC6fb5kZmZi+PDhKC0tRXx8PKysrPDWW2/Bx8cH69evR3l5ea0zP/74YwiCgCNHjuDMmTN49dVXMXz4cLi7u6NXr16ws7PD3bt3NW776tWrERYWhvz8fNjb2+P999/Hli1bMGfOHFhbW+PTTz+t8xc5ph+4YJHAlStXkJycDADIzs5GRETEC0WLpt8Qi4uL8dlnn4nfyJU5Bw8eRLdu3VBaWlqnFfPSpUsqIxLBwcFo164d5s2bh/DwcAiCgEWLFmmUrWzroUOHMHz4cHF5QEAAjI2N4eHhgSdPnmiUvX//fnTq1AlBQUHo0KEDPvzwQ1y5cgW3b9/GunXrIAgCdu7cqVG2XC7HpEmTsHDhQmzYsAHvvfeeOAKSnp6O3r17Y9q0abXOffjwIa5fvw7g//vm6dOnGDx4MAIDAzVqa2Xnz5+HIAj43//9XyQlJSEoKAguLi7Yvn07YmNj4enpibCwMI2+ne/fvx9GRka4fPmyuCw2NhZjx45FXFwcBEHAL7/8onHbp0yZgq5du6KkpAQAVIqfsLAwuLu7o6ioSKPsq1eviv8/cOAARowYAS8vL5XCTpMN8549e7B//37xtlwuR1ZWFqytravcTVab9bSsrAwZGRni7UmTJsHR0RG7d+9GcnIyJk+ejDZt2tR5NCE7OxsdOnQQ27tnzx40bdoUVlZW4qicJp8vH3zwAQRBgJ2dHT755BNxxOnGjRsYNGgQ+vbtq/Guvq1bt6JVq1b473//i6lTp6oUnWvWrEGzZs1w+/ZtjbKZfuGCpR48ePDghaIlOzsbMTExePz4ca3zcnNzxf8rN3QnT55E165dVYb6z549W6d2Hzp0CGFhYbh165a4LCoqCi1btkR2drbGRVd+fj769OmD8vJyKBQKdO/eHa1bt0a7du1q/U1UoVCI7Thw4ABsbW3x9ttvv/DhN27cOAQEBKCkpESjdsfGxkIQBLi6uiI8PFx8bQD46aefYGZmJn5L1JRyQ3D06FGYmpoiPj6+TnkAsHnzZrRt2xahoaGwsbFR2VgnJiZCEAScOXOm1rmPHz9GaGgoOnbsiJUrV2LRokUQBEE8juCNN94Qd+nU1N/K+yt/Cz516hQ8PT0xffr0F4qWn376CY6Ojrhz506N7aycXV07EhMTxaLl8uXLKC8vx+jRo8VRl5qylRvIyhty5X0ymQzOzs7iiJBCocD8+fNr3EVUud3Py83NxYIFC1Te/8WLF9GiRQu1Ryirylf+PzAwUPw76d69O3r06AErKytMmTKl1tmVi4d///vfGDBgADIzM1V+F5s3b4a9vb1KQVabdgOAn58fXnnlFfTt21cc8QOe/W4cHBxURjGZ4eKCRQuq+8ZReWXNyspCREQEWrRogeXLl8PPzw+urq5qfVtRJz8xMRFOTk7i7YEDB8LFxQXAyzcYNb2+8tu3MiMqKgpDhw7VuN0VFRV48OAB+vfvjzNnzsDb2xuDBg3C3bt3ERgYCGNjY3HUobbZAHDmzBkcPHjwheUTJ07E+PHja8ytLrusrAyzZ8+GIAh49913xY0oACQlJcHX11et4rO6dlf+HWVnZ2PgwIGYOXPmS5+jbnZ+fj7OnTsHb29vlJSUiH83yuM5NO3vkydP4v3334erqyv69u0rFlgKhQKDBw/GBx98oFa7K3/7Vb5OWVkZVq9ejT59+mDmzJkqoymnTp2Cq6sr/vjjD42ylSr3eWJiIkaOHAlPT0+4u7ujTZs2NY6yVM6ubleSXC5Hx44dxYPLhw8fDicnpxp3PVXX7uc32Mp/jx8/jj59+qj1u3xZPgDMnj0bH3/8MXr27IkBAwbgwYMHYnEbERFR6+zK77XyiJxy+Q8//IC+ffsiLy9P43b//PPP8PT0hK2tLa5duyYuz8rKgpubm1aOwWO6xwVLHVVeaW7cuIFz586htLRUXBkrf+jl5OSI+3M9PT3Fb4zqFhRV5Sv/TUxMhKurK8rKyjBixAh07969xmMIasp+/lupTCZDYGAgZs2a9fJOeUm2sj/eeustCIKAgQMHigfdFRUVYe7cuTV+mFeVXVJSImY//wFcWFiIoUOHYunSpRq3W6FQIDMzE1OmTEGTJk2wbNkynDt3Dn///TeCgoIwYsSIGkcS1P1dAsDnn3+O5s2bq7VRri67cnHy+++/w9zcXBx1e/r0KYKDg9UqPp/PTktLU/nbyMvLQ0FBgfiY/Px8+Pn54auvvqqx3VXNplP+HouLi7Fs2TJ4eXnBz88Pp06dQkpKCkaMGIFBgwbV2G51ZupV/p0pZw8pv6UD1Rci6mbn5uaiffv2SE1NRVhYGDp37qy1bKXS0lKMHDkSISEhahW31eUrn7tmzRoIgoARI0aI66ZCocCJEydqLOJqyn5eaWkphg0bhokTJ9a4/lSVrezDsrIy7Ny5E126dIGtrS2++eYbxMbGIigoCL6+vlqZccd0jwsWLZk3bx4cHR1hZmaGPn36YN68eeLohHIlf/z4MXr16oXevXuLy9TdV/6yfABIS0tDt27d0KdPHzg7O4sfiurk15Qtk8lw5coVjBw5Em5ubmKmOrtWqsqWyWTYuXMn3nvvPTx48KDK56nzAVObdvfq1atWxyVUzvb09MT8+fNRXFwMmUyGiIgIWFpaws7ODt26dYOXl5fY3+psMF7WbmXOkydP4OjoiMjISLXbXF228rigCRMmwNjYGP369YOHh4dK0Vzbdnt6emLevHkquyCLi4tx7tw5DB8+HD179qyxv182m07ZLplMhoSEBAwZMgQWFhbo3r07Bg4cWGO7aztTr6CgAAMHDkSPHj1qXDdrk11QUABnZ2dYW1ujS5cuNa6XtcmWyWRITk7GsGHD8Nprr6n1u3xZvnKdKygowJo1a6o9HkYbbS8pKUFSUhL8/f3V+kx5WbbyuRUVFbh69SomT54MFxcXeHp6Ijg4uMYCkRkOLlg0VHkF/OGHH+Do6Ig9e/bgzJkzmDdvHnx8fDBx4kRxKLusrAyRkZHo3bu3WsVEbfMPHToEQRDUytckOyAgAH5+fjWu/DVle3t745133tFoBklt233gwAH4+fnB19dXK+2ePHmymH358mUcO3YMv/32W5WjaXVpN/Dsg3vLli21Gm2qLnvSpEkoKSlBUVERNm/ejI8++ghffPFFjRvm2rb77t27GD9+PIYOHVpjf6szm+75v5ErV67g/v37Yruqa7cmM/X2798Pf3//Gted2mYXFxejc+fO8PLyqrG/a5udlpaGOXPmICQkRK0vQOrka3ruktq2/fTp05gxYwaGDRumlT5//rmZmZl4+vSpWABpchA10z9csNRRfHw8IiIisGrVKnFZaWkpNm3ahN69e2Pz5s3i8r/++qvGjVtt85XTX+/du4cVK1bUauRG3bZnZmbi8OHDtWr7y7J79eql0i+1pW6779+/j3379mmt3R4eHtXu5lDn25u67X4+q67Z7u7u+PrrryVvN/DsGIOaCgoldWbTPX8MROXldc2ufMC28ra22q3MlsvliI+PV/tvsDYzDOVyOTIyMmq1UZZyBmNt237r1i2t/q0oFAqxnyu/B57O3HBwwVIHBQUFaNKkiXgg5vNGjBiBkJCQF5aruwKpk688YVJl6nxwaZqtzgZO035RR0Nud333ibay6/I3Xpm2Z9Opm135YE9NNtbVZW/dulXl4GxNdkm8LLvyKQA0LTJ00efPt13f/laY/uKCpRaq+lC4f/8+XFxcxNPMV175Pv30U/j5+al9vghN89U5j4Y+ZqvTL42t3Q05W8rZdJzdsNoudb8ww8QFi5oqrwSZmZnIy8tDVlYWACAjIwNt27bFgAEDkJKSgqKiIjx69Ai+vr4YO3aszvM5m7P1KVvbs+k4u2qG2nap+4UZLi5Y1FD5j3/p0qUYMGAAunTpgoEDB4rXrrl37x7atWuHZs2awdfXF6NHj4aPj494RtSXrUBS5nM2Z+s6uzIpZ9NxdsNqu9T9wgwPFyy1EB4ejlatWiEhIQHHjx/HkCFDYGJiIp5xMjMzEy4uLrC1tcWvv/4qfiNQ90J2UuZzNmfrIlvK2XScXTVDbbvU/cIMHxcsanrw4AEGDBggXixuz549sLKywpdffgkA4sF19+/fh42NDQYPHoybN2+qfaCdlPmczdm6zpZyNh1nN6y2S90vzHBxwVKN54e3b9y4gZYtW+LevXvYv38/zM3NxSmuygsS3rx5E8CzoXN7e3v07t272jOVSpnP2Zyt6+zKpJxpxNkNq+31OSuNGR4uWKpQ+QyPW7ZsQUlJCWQyGUaPHo05c+bAwsJCpcq/du0agoODkZiYKFb5d+/eRefOnau8QJuU+ZzN2brONtRZTIaabchtl7pfWMPCBctzDh8+jHbt2uHKlSuYPXu2yqXJlZdIr3wtnSdPnmDEiBHw9/d/4SRIVQ2VS5nP2Zyt6+yGMIvJkLINue1S9wtreAQAIEZERAqFgoyMjMjX15f+/PNPkslk9Ntvv5G7u7v4mNDQUDp9+jT179+fWrduTRcvXqRHjx7R2bNnycTERMwgIgJAgiDUSz5nc7ausyv/f9myZXTw4EHKzc2ltm3b0pw5cygkJITu379P3t7e9PjxY+rVqxfZ2tpSVlYWpaSkUNOmTV9YZ5Q4+8VsQ2671P3CGqh6K430XGJiIpYtW4Z79+5h6dKlEAQBDg4OOH/+/AsHc61evRqTJ0/G2LFjsWTJErWm00mZz9mcrevsygxpFlNDyDbktkvdL6xh4YIFwNatW9G+fXvMmDEDV65cwaVLl3Djxg34+vrCxcUFx44dQ0VFxQsHdlW+/bKZElLmczZn6zq7MkOdxWSo2Ybcdqn7hTU8jb5g2bFjB5o1a4Zdu3ZVeQ2K/v37w9HREb///ru4LDIyUu2rmkqZz9mcretsQ53FZKjZhtz2+pqVxhquRl2w5OTkYNCgQdiwYYPK8qdPn+LYsWO4fv06gGdT6RwcHBAVFYV//OMfcHJyUqvKlzKfszlb19mGOovJULMNue1S9wtrHBp9wdKtWzfEx8eLy7788kuMGTMGgiDAxsZGnPM/adIkvP766xg2bJh4VsWa5v5Lmc/ZnK3LbEOdxWSo2Ybcdqn7hTUeTXR90K+uPXnyhH799VeytLSkL7/8kv744w/q378/JSYmUkFBAc2dO5c2bNhA3333HeXm5lLr1q1JEASqqKigJk1q7j4p8zmbs3WRrVAoaMiQIeTo6EiDBg0imUxGx44dIycnJyIi+vzzz+n+/fv0yy+/UF5e3gszjYyMjEihUIjZyhlHnF11tiG3Xep+YY2MrismXTt8+DBatGgBZ2dn9OzZE0lJSXj48CEAID8/H7169cKiRYtUnlObK4FKmc/ZnF3f2YY6i8lQsw257fU1K401Ho2+YAGeDZv/9ddfLyzPz8/HgAEDVPat6ls+Z3N2fWUb6iwmQ8025LbX16w01rhwwVKNnJwcBAYGwtvbW5IVR8p8zuZsbWcb6iwmQ8025LZL3S+s8eKC5Tm5ublYuXIlAgMD0adPH/HgQ21tLKTM52zOliLbUGcxGWq2Ibdd6n5hjVujP+j2effv36fjx49Tx44daffu3dSkSRO1D7DVdT5nc7ZU2Tk5OdS+fXvx9ldffUVHjhyhn376iVq3bk2+vr7066+/0uTJk2nv3r1kampKf/zxBxkbG6ucyp+z1cs25LZL3S+sEdN1xaSPHj16JB50KEXVL2U+Z3O2trNzcnJgb2+PadOmISkpCaGhoXjttdcwY8YMHDx4EHFxcejQoQO++OIL8fHK7JoOmuTshtV2qfuFNW5csLxEbWYD6Vs+Z3O2NrMNZRZTQ8k25LZL3S+s8eJdQi8h9ZVApcznbM7WZvaQIUPo5s2bVFhYSK+++uoL91tYWFCHDh04W0vZhtx2qfuFNV4CAOi6EYwxw5Sbm0tvv/02PXz4kI4fP07GxsacLWG21PmGms0aBx5hYYzV2sOHD+mbb76hY8eOUU5OjrgBksvldd4QcXbDarvU/cIaDz4cmzFWa5VnGp04cYJMTEyooqJCKxsgzq7/fEPNZo0L7xJijGnk8ePH1KJFCxIEQevfljm7/vMNNZs1HlywMMbqBIBkB01ydv3nG2o2a/i4YGGMMcaY3uNjWBhjjDGm97hgYYwxxpje44KFMcYYY3qPCxbGGGOM6T0uWBhjjDGm97hgYYwxxpje44KFMcYYY3qPCxbG6llubi7NmDGDHBwcyNTUlGxtbSkgIICOHz+u66ZpjZOTE61fv17XzWCMNSB88UPG6lloaCiVlZXRtm3byNnZmbKzsykpKYny8vJ03TTGGNNbPMLCWD16/Pgxpaam0qpVq+j1118nR0dH8vLyogULFlBwcLDK46ZNm0Y2NjZkaWlJgwcPpvT0dJWsZcuWUZs2bcjCwoKmTZtG8+fPp169eon3T506lUaNGkUrVqygtm3bkpWVFUVGRlJFRQXNmzePrK2tyd7enr799luV3Hv37tHYsWPJysqKrK2tKSQkhO7cufNC7meffUZ2dnbUqlUrmjVrFpWXlxMR0aBBg+ju3bs0Z84cEgThpadiFwSBvvnmG3rjjTeoWbNm1KlTJ0pISBDvl8vl9M4779Crr75Kr7zyCrm6utLnn3+ukiHV+2SM6RcuWBirR+bm5mRubk67d++m0tLSah8XFhZGOTk5tH//fjp79ix5eHjQkCFDKD8/n4iIYmNjafny5bRq1So6e/YsOTg40FdfffVCzpEjRygzM5OOHj1Ka9eupSVLltDIkSOpZcuWdOrUKXrvvffo3Xffpfv37xMRUXl5OQUEBJCFhQWlpqbS8ePHydzcnIYNG0ZlZWVibnJyMt26dYuSk5Np27ZtFBMTQzExMURE9PPPP5O9vT1FRkZSVlYWZWVlvbRPIiIiaOzYsXTx4kUaMWIETZgwQXyfCoWC7O3tKS4ujq5evUqLFy+mTz75hP773//Wy/tkjOkRMMbq1Y8//oiWLVvCzMwMvr6+WLBgAdLT08X7U1NTYWlpCZlMpvI8FxcXbN68GQDg7e2NWbNmqdzfr18/9OzZU7w9ZcoUODo6Qi6Xi8tcXV0xYMAA8XZFRQWaN2+OHTt2AAC2b98OV1dXKBQK8TGlpaV45ZVXkJiYqJJbUVEhPiYsLAzjxo0Tbzs6OmLdunU19gURYdGiReLtwsJCEBH2799f7XNmzZqF0NBQyd8nY0y/8AgLY/UsNDSUMjMzKSEhgYYNG0YpKSnk4eEhjlCkp6dTYWEhtWrVShyRMTc3p9u3b9OtW7eIiOjGjRvk5eWlkvv8bSKi7t27k5HR/6/mbdu2pddee028bWxsTK1ataKcnBzxtf/880+ysLAQX9fa2ppkMpn42spcY2Nj8badnZ2YUVtubm7i/5s3b06WlpYqWRs3bqTevXuTjY0NmZub09dff00ZGRn18j4ZY/qDD7plTAfMzMzI39+f/P39KTw8nKZNm0ZLliyhqVOnUmFhIdnZ2VFKSsoLz7OysqrV65iYmKjcFgShymUKhYKIiAoLC6l3794UGxv7QpaNjc1Lc5UZtfWyrJ07d9JHH31EUVFR5OPjQxYWFrRmzRo6depUjRnaeJ+MMf3BBQtjeqBbt260e/duIiLy8PCgBw8eUJMmTcjJyanKx7u6utKZM2do8uTJ4rIzZ87UuR0eHh60a9cuatOmDVlaWmqc07RpU5LL5XVuz/Hjx8nX15dmzpwpLtPGCIi23idjrP7wLiHG6lFeXh4NHjyYvv/+e7p48SLdvn2b4uLiaPXq1RQSEkJEREOHDiUfHx8aNWoUHTx4kO7cuUMnTpyghQsXUlpaGhER/etf/6Lo6Gjatm0b3bx5k5YtW0YXL1586YwcdUyYMIFat25NISEhlJqaSrdv36aUlBT64IMPxANW1eHk5ERHjx6lv//+mx4+fKhxezp16kRpaWmUmJhIf/zxB4WHh2ulMNPW+2SM1R8uWBirR+bm5uTt7U3r1q0jPz8/6tGjB4WHh9P06dNpw4YNRPRs18W+ffvIz8+P3n77bercuTONHz+e7t69S23btiWiZxvcBQsW0EcffUQeHh50+/Ztmjp1KpmZmdWpfc2aNaOjR4+Sg4MDjR49mrp27UrvvPMOyWSyWo1EREZG0p07d8jFxaVOu1jeffddGj16NI0bN468vb0pLy9PZbRFU9p6n4yx+iMAgK4bwRirO39/f7K1taXt27fruimMMaZ1fAwLYwaouLiYNm3aRAEBAWRsbEw7duygw4cP06FDh3TdNMYYkwSPsDBmgEpKSigoKIjOnz9PMpmMXF1dadGiRTR69GhdN40xxiTBBQtjjDHG9B4fdMsYY4wxvccFC2OMMcb0HhcsjDHGGNN7XLAwxhhjTO9xwcIYY4wxvccFC2OMMcb0HhcsjDHGGNN7XLAwxhhjTO9xwcIYY4wxvfd/rfiQE5MlXbkAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 20/30: 2018-07-10_nuc03_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 21/30: 2018-07-10_nuc01_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 22/30: 2018-09-04_nuc07_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 23/30: 2018-06-28_nuc02_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 24/30: 2018-07-10_nuc10_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 25/30: 2018-07-10_nuc08_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 26/30: 2018-09-04_nuc05_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 27/30: 2018-06-28_nuc01_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 28/30: 2018-09-04_nuc10_A_chr3\n"
]
},
{
"data": {
"image/png": 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QWFhY6/f2tVRVVZGamsrYsWNrbS2q/rfcUI35XBqioqKCDz/8kH/84x+Gutx11104OjqSkpLSqLp98sknaDQa5s+fX+Pcn59zxIgRhpZmgL59+2Jra1vrTKc/fy3+6KWXXmLz5s2sWrWKQYMGUVZWRkVFRaPqLUxLEhYV2NraAr8nIvWpTkauVb6+pOahhx7i6NGjZGdn88EHHxASElLrDyytVkt8fDxffPEFnTt35s477yQhIcHQdVCXn376CYCbb765xrmePXte81qAhIQEDh8+jKurKwMHDuSFF15o1FTJ5ORk+vbti5WVFR06dKBTp058/vnnXLx4sUbZPych1clLdYJWfd9bbrmlzvudO3eOoqIi3nrrLTp16mS0PfLIIwCcPXu2wfWv9tNPP+Hi4lLj69i7d2/D+T/q2rVro+8B8OGHH/L8888zdepUpk+fbnTO2tqasrKyWq+7cuVKrd0t9bl48SJ33HEHfn5+xMXFMX78eJ566ik++eQTvvnmG1avXg1c/YV35swZo626TgClpaW11umPZfr27csHH3zAyZMn8ff3p3v37ixdutQwJb66K7GkpMToPtVTlhtzryVLlvDLL7+g1+sb/ZnUpb5/nw117tw5iouLr/nvuDEa87k0xObNmzl37hwDBw7khx9+4IcffuDUqVMMHz6cNWvWUFVV1eBYJ0+exMXFhfbt29db9s+fL1z9jGv7fK/1/dWvXz8CAgKYMmUKW7ZsYe/evUyePLnBdRamJwmLCmxtbXFxceHw4cMNKl/9y+rgwYN1lqk+V9dfeb6+vnTr1o0nnniCU6dO8dBDD9UZ64knnuD7778nLi4OKysroqKi6N27t2FsgxoeeOABfvzxR5YtW4aLiwuLFi2iT58+NVoUavP+++8zefJkunXrxqpVq9i0aRNbtmzhrrvuqvWHXps2bWqNo/ypj/paquP+85//ZMuWLbVu/v7+DY53va4nediyZQuTJk1i9OjRrFixosZ5Z2dnKisrayRcZWVlFBYW4uLi0uh7fvLJJxQUFDBu3Dij40OHDsXW1tawhsWHH36Is7Oz0QbQvn17tFot+fn5NWJXH/tjvSZOnEheXh579+5l9+7d/PTTT3h6egLQo0cPAF5++WWj+wwYMMDw/H+M++d7Vdfl4sWLLFiwgIiICIqLi8nJySEnJ4eSkhIURSEnJ+e6ktb6/n3W1TJSWVnZ6Hs1RmO/BvWpbkV54IEHuPnmmw3bhx9+yOnTp/n6669NU/E/acz3f0O/vywtLRk3bhyffvrpdbdAir9OBt2qZMyYMbz11lvs3r0bPz+/a5YdNWoUbdq04b333qtz4O27776Lubk5I0eOrDPOgw8+yIIFC+jdu3eNgah/1q1bN5566imeeuopTpw4Qb9+/Vi8eDHvv/9+reXd3d0BOHHiRI1zx48fv+a9qjk7OzNjxgxmzJjB2bNn8fb2ZuHChYwaNQqo+wf1xx9/jKenJ59++qlRmdqahxui+hfbtRLKTp06YWNjQ2VlZZ0L810Pd3d3vvrqqxqDF//73/8azv8Ve/bsYcKECfj4+PDRRx9hbl7zW7z638b+/fu59957Dcf3799PVVVVvf92alNQUADU/KWqKAqVlZWGpvTAwEC2bNlS43ozMzNuvfXWWhc43LNnD56enjVapSwtLQ1JCMBXX30FYPh6TZo0iSFDhhjOV/9y6tKlC506dar1Xn8cxH3hwgVKSkpISEggISGhRtmuXbsyfvx4UlNTa5z7K6pbXIqKioyO/7n1rVOnTtja2jb4D6P6XM/XoC6XLl1iw4YN/OMf/2DixIk1zj/++OOkpKQwfPjwBsXr1q0bX375JefPn29QK4safvvtNxRF4ddff72uPyTEXyctLCp55plnaNeuHeHh4YYf5n908uRJXnvtNQBcXV155JFH+Oqrr2pdCXLFihVs3bqVqVOnXnNGTnh4OPPnz2fx4sV1lrl8+XKN8QTdunUzzL6oi7OzM/369SM5OdmoG2bLli0cPXq0zuvg6i+xP3fdODo64uLiYnTPdu3a1drFU/0X0x//QtqzZw+7d+++5n3r0qlTJ+68807eeecdcnNzjc5V36NNmzYEBQXxySef1PoLob4VUety7733UllZyeuvv250fMmSJWg0GkPydj2OHTvG6NGj8fDwIC0trc4fqnfddRft27ev8W9t+fLltG3bltGjRzf63tWtGmvXrjU6vnHjRi5dukT//v2Bq/+ORowYYbRVmzhxIvv27TP6hXn8+HG2bt1KcHDwNe9/4sQJVqxYwZgxYwx18fT0NLrPH1vEgoKCSEtL43//+5/hWHp6Ot9//73hXo6Ojqxfv77GNnz4cKysrFi/fj2RkZGN/qzqY2trS8eOHdmxY4fR8TfffNNov/p1D5999lmtSUZjWhSr/ZWvwR+tX7+eS5cuMXPmTCZOnFhjGzNmDJ988sk1f+b8UVBQEIqi1No1dz3PeS21tZoVFRXxySef4OrqiqOjo0nvJxpOWlhU0q1bNz744AP+8Y9/0Lt3byZNmsQtt9xCWVkZu3btYt26dUb9oUuWLOG///0vM2bMYNOmTYaWlC+//JINGzYwdOjQayYicPWv8/re3/P9999z991388ADD+Dl5YW5uTnr16+noKCg3qmncXFxjB49miFDhjBlyhTOnz/PsmXL6NOnDyUlJXVe9+uvv3LTTTcxceJEbrvtNnQ6HV999RX79u0zeqbbb7+dDz/8kDlz5jBgwAB0Oh1jx45lzJgxfPrpp0yYMIHRo0dz6tQpVqxYgZeX1zXvey1Lly5lyJAheHt7M23aNLp27UpOTg6ff/45WVlZwNVBd9u2bcPX15eIiAi8vLw4f/483377LV999RXnz59v9H3Hjh3L8OHDee6558jJyeG2225j8+bNbNiwgSeeeMJosGBj/PrrrwQGBnLhwgWefvppPv/8c6Pz3bp1M7T0WVtbExsby8yZMwkODiYwMJCMjAzef/99Fi5caPQX7MWLFw1L9ld367z++uvY29tjb29veG/L2LFj6dOnDzExMfz0008MGjSIH374gddffx1nZ2emTp1a7zPMmDGDlStXMnr0aP79739jYWHBK6+8QufOnXnqqaeMynp5eREcHIybmxunTp1i+fLltG/fvtYusNrMmzePdevWMXz4cGbPnk1JSQmLFi3i1ltvNYxRatu2ba3vf0pNTWXv3r2qvhsqPDycl156ifDwcHx8fNixYwfff/99jXIvvvgimzdvZujQoUybNo3evXuTn5/PunXr+OabbwyDrd977z1++uknLl++DFxdfn7BggUAPPzww4aWvcZ8Da4lJSWFDh061Lmsw7hx41i5ciWff/45999/f73xhg8fzsMPP8zSpUs5ceIEI0eOpKqqioyMDIYPH27S9weNGjWKm266CV9fXxwdHcnNzWX16tXk5eXx4Ycfmuw+4jo0xdSk1uT7779XIiIiFA8PD8XS0lKxsbFR/P39lWXLlhlNnVSUqwukLVmyRLn99tuVdu3aKW3btlW8vb2VV199VSkrK6sRu3pa87X8eVrzL7/8osycOVPp1auX0q5dO8XOzk7x9fVVPvroowY9zyeffKL07t1b0Wq1ipeXV4MWjistLVWefvpp5bbbblNsbGyUdu3aKbfddpvy5ptvGl1TUlKiPPTQQ4q9vb3RVOmqqirlxRdfVNzd3RWtVqv0799fSUtLq3HfPy4c92fUMpXz8OHDyoQJExR7e3vFyspK6dmzpxIVFWVUpqCgQJk5c6bi6uqqWFhYKE5OTsrdd9+tvPXWW/V+VrVNa1aUq8ufP/nkk4qLi4tiYWGh3HzzzddcOK4h6lqsrnoLCwurcc1bb72l9OzZU7G0tFS6deumLFmypEYdrhX3z1/z8+fPK08++aTSo0cPw8JeISEhyo8//tigZ1CUq4soTpw4UbG1tVV0Op0yZswY5cSJEzXKhYSEKK6uroqlpaXi4uKiPPbYY0pBQUGD76MoV7/+99xzj9K2bVvF3t5eCQ0NVc6cOVPvdX91WvO5c+eMjld/j/5xuvjly5eVqVOnKnZ2doqNjY3ywAMPKGfPnq313/FPP/2kTJo0SenUqZOi1WoVT09PZebMmUZLAdS2MGP1Vr2gYbWGfg3qUlBQoJibmysPP/xwnWUuX76stG3bVpkwYUKD41ZUVCiLFi1SevXqZVh8ctSoUYbFJxWl7u8Zd3d3o++Bur4WinJ1ZfEhQ4YoHTt2VMzNzZVOnTopY8eOVXbs2NHgugp1aBTFxO1pQgghhBAmJmNYhBBCCNHsyRgWIYT4C0pKSuodS9WpU6c6p9veaM6dO3fNKdaWlpYNnslTWVlZ7wB2nU5nWFtHtG7SJSSEEH/BCy+8UO/CcqdOnWr0e6CaKw8PjxpTrP9o6NChbN++vUGxcnJy6l0ccf78+fVOJhCtgyQsQgjxF/z444/1rto8ZMgQw/L2N7qdO3dec/E0BwcHbr/99gbFunLlCt988801y3h6ehrWThKtmyQsQgghhGj2ZNCtEEIIIZo9SViEEEII0ezJLKG/wWMaW9Vi32Wv3jstfG+yVy22y5DrW9G1Icxu6qJabKWWVweYjIovVdP0b9iYguuhnKz5filT0qg4Q6T8qHp1/+GbU6rFttFZqhbb8RYn1WJbr1HnhYctwmUT/mxpa2e6WM2ItLAIIYQQotmTFhYhhBCiqcn8l3pJwiKEEEI0OUlY6iNdQkIIIYRo9qSFRQghhGhq0iVUr2bfwnLu3DmmT5+Om5sbWq0WJycnAgMD2blzJwAajYbU1FRV7r1w4UIGDx5M27Ztsbe3V+UeQgghBIpiuq2FavYtLEFBQZSVlZGcnIynpycFBQWkp6dTWFio+r3LysoIDg7Gz8+PVatWqX4/IYQQQtSuWbewFBUVkZGRQXx8PMOHD8fd3Z2BAwcSGRnJuHHjDC8TmzBhAhqNxujlYhs2bMDb2xsrKys8PT3R6/VUVFQYzms0GpYvX86oUaOwtrbG09OTjz/+2Oj+er2eJ598kltvvfXveFwhhBCtlmLCrWVq1glL9WvFU1NTKS0trXF+3759AKxevZr8/HzDfkZGBpMmTWL27NkcPXqUxMREkpKSWLhwodH1UVFRBAUFkZ2dTWhoKCEhIRw7dkz9BxNCCCH+SLqE6tWsExZzc3OSkpJITk7G3t4ef39/5s2bx8GDBwHo1KkTAPb29jg5ORn29Xo9c+fOJSwsDE9PTwICAoiNjSUxMdEofnBwMOHh4fTo0YPY2Fh8fHxYtmzZ3/uQQgghhCQs9WrWCQtcHcOSl5fHxo0bGTlyJNu3b8fb25ukpKQ6r8nOziYmJsbQQqPT6YiIiCA/P5/Lly8byvn5+Rld5+fn95dbWEpLSykuLjbaKltwE50QQgjxd2j2CQuAlZUVAQEBREVFsWvXLiZPnsz8+fPrLF9SUoJerycrK8uwHTp0iBMnTmBlZaVqXePi4rCzszPavqNM1XsKIYS40ckYlvrcEAnLn3l5eXHp0iUALCwsqKysNDrv7e3N8ePH6d69e43NzOz3R87MzDS6LjMzk969e/+lukVGRnLx4kWjrT/qvahMCCFECyD5Sr2a9bTmwsJCgoODmTJlCn379sXGxob9+/eTkJDA+PHjAfDw8CA9PR1/f3+0Wi0ODg5ER0czZswY3NzcmDhxImZmZmRnZ3P48GEWLFhgiL9u3Tp8fHwYMmQIKSkp7N2712j6cm5uLufPnyc3N5fKykqysrIA6N69O7o63iCr1WrRarVGx9qgMfEnI4QQQrQuzTph0el0+Pr6smTJEk6ePEl5eTmurq5EREQwb948ABYvXsycOXNYuXIlXbp0IScnh8DAQNLS0oiJiSE+Ph4LCwt69epFeHi4UXy9Xs/atWuZMWMGzs7OrFmzBi8vL8P56OhokpOTDfv9+/cHYNu2bQwbNkz9D0AIIUTr0IIHy5qKRlFa56ek0WhYv3499913n+r3ekxjq1rsu+ytVYvte5O9arFdhnRTLbbZTV1Ui61cvKhabH77TbXQmv63qxZbOXlCtdgAmjpaM02h/Kh6df/hm1OqxbbRqdfN7HiLk2qxrdd8rVrsG96FfNPFcnA2Xaxm5IYcwyKEEEKI1qVZdwkJIYQQrULr7OxolFabsLTSnjAhhBDNkfxOqpd0CQkhhBCi2ZOERQghhGhyTbMQy44dOxg7diwuLi5oNBpSU1PrLPvYY4+h0Wh49dVXjY6fP3+e0NBQbG1tsbe3Z+rUqZSUlBiVOXjwIHfccQdWVla4urqSkJDQqHqCJCxCCCFE02uidwldunSJ2267jTfeeOOa5davX09mZiYuLi41zoWGhnLkyBG2bNlCWloaO3bsYNq0aYbzxcXF3HPPPbi7u3PgwAEWLVrECy+8wFtvvdWourbaMSx/JzWnHm8tUm8qrKVGvQXvNDtPqha7/U2/qBa78jf1XrNQWVqhWmw7J/WmqlaeLlAtNoCZZaFqsfO+/Vm12DnFV1SL3VPbRrXYFk7tVYst6mbKcZWN+ck9atQoRo0adc0yp0+f5l//+hdffvklo0ePNjp37NgxNm3axL59+/Dx8QFg2bJl3Hvvvbz88su4uLiQkpJCWVkZ77zzDpaWlvTp04esrCxeeeUVo8SmPtLCIoQQQohaVVVV8fDDD/P000/Tp0+fGud3796Nvb29IVkBGDFiBGZmZuzZs8dQ5s4778TS8vf1gwIDAzl+/DgXLlxocF2khUUIIYRocqZrYSktLaW0tNToWG2vjWmI+Ph4zM3Nefzxx2s9f+bMGRwdHY2OmZub0759e86cOWMo07VrV6MynTt3NpxzcHBoUF2khUUIIYRoaiYcwxIXF4ednZ3RFhcX1+gqHThwgNdee42kpCQ0Kg4RaChJWIQQQogWJDIykosXLxptkZGRjY6TkZHB2bNncXNzw9zcHHNzc3766SeeeuopPDw8AHBycuLs2bNG11VUVHD+/Hmc/n/snJOTEwUFxmPdqvedGjG+TrqEhBBCiKZmwkG319v982cPP/wwI0aMMDoWGBjIww8/zCOPPAKAn58fRUVFHDhwgNtvv/rOsq1bt1JVVYWvr6+hzHPPPUd5eTkWFhYAbNmyhZ49eza4OwhugBaWc+fOMX36dNzc3NBqtTg5OREYGMjOnTsB6p03fr1ycnKYOnUqXbt2xdramm7dujF//nzKytSbJSKEEKK1app1WEpKSsjKyiIrKwuAU6dOkZWVRW5uLh06dOCWW24x2iwsLHBycqJnz54A9O7dm5EjRxIREcHevXvZuXMns2bNIiQkxDAF+qGHHsLS0pKpU6dy5MgRPvzwQ1577TXmzJnTqLo2+xaWoKAgysrKSE5OxtPTk4KCAtLT0yksVG+qI8B///tfqqqqSExMpHv37hw+fJiIiAguXbrEyy+/rOq9hRBCiL/D/v37GT58uGG/OokICwsjKSmpQTFSUlKYNWsWd999N2ZmZgQFBbF06VLDeTs7OzZv3szMmTO5/fbb6dixI9HR0Y2a0gygUZrxS3WKiopwcHBg+/btDB06tMZ5Dw8PfvrpJ8O+u7s7OTk5AGzYsAG9Xs/Ro0dxcXEhLCyM5557DnPzqzmaRqPhzTffZOPGjWzfvh1nZ2cSEhKYOHFinfVZtGgRy5cv58cff2zUc3zk0LlR5RtDzXVYRjq0VS229012qsVur2LsG3YdltF+qsWuOHFKtdgAZpbq/V31v52N+15ujKNnflUtds9O7VSL3XXUrarFNl+yXrXYNzrljOnWptI4dTNZrOakWXcJ6XQ6dDodqampNaZoAezbtw+A1atXk5+fb9jPyMhg0qRJzJ49m6NHj5KYmEhSUhILFy40uj4qKoqgoCCys7MJDQ0lJCSEY8eO1Vmfixcv0r69LKokhBDC1JqmS+hG0qwTFnNzc5KSkkhOTsbe3h5/f3/mzZvHwYMHAejUqRMA9vb2ODk5Gfb1ej1z584lLCwMT09PAgICiI2NJTEx0Sh+cHAw4eHh9OjRg9jYWHx8fFi2bFmtdfnhhx9YtmwZjz76qIpPLIQQQojaNOuEBa6OYcnLy2Pjxo2MHDmS7du34+3tfc2+tezsbGJiYgwtNDqdjoiICPLz87l8+bKhnJ+fcTO5n59frS0sp0+fZuTIkQQHBxMREXHN+paWllJcXGy0lTffXjchhBDNQRO9S+hG0uwTFgArKysCAgKIiopi165dTJ48mfnz59dZvqSkBL1ebxj5nJWVxaFDhzhx4gRWVlaNundeXh7Dhw9n8ODBDXpRU20L9qReudSoewohhGhlJGGp1w2RsPyZl5cXly5dTQIsLCyorKw0Ou/t7c3x48fp3r17jc3M7PdHzszMNLouMzOT3r17G/ZPnz7NsGHDuP3221m9erXRtXWpbcGe+6zUGyAnhBCiJZAxLPVp1tOaCwsLCQ4OZsqUKfTt2xcbGxv2799PQkIC48ePB67OFEpPT8ff3x+tVouDgwPR0dGMGTMGNzc3Jk6ciJmZGdnZ2Rw+fJgFCxYY4q9btw4fHx+GDBlCSkoKe/fuZdWqVcDvyYq7uzsvv/wy586dM1x3rZX5aluwx6IZLGkshBBC3MiadcKi0+nw9fVlyZIlnDx5kvLyclxdXYmIiGDevHkALF68mDlz5rBy5Uq6dOlCTk4OgYGBpKWlERMTQ3x8PBYWFvTq1Yvw8HCj+Hq9nrVr1zJjxgycnZ1Zs2YNXl5ewNVV+H744Qd++OEHbrrpJqPrmvFMcCGEEDci+bVSr2a9DouaNBoN69ev57777lP9XrIOS02yDkstsWUdllrJOiw1yTosLY/y839NFktzUy+TxWpObsgxLEIIIYRoXZp1l5AQQgjROrTKzo5GabUJSyvtCRNCCNEcye+kekmXkBBCCCGavVbbwiKEEEI0G9LCUi9JWIQQQogmJwlLfaRLSAghhBDNnrSw/A18b7JXLbaliqvobrpwuf5C18nSTL16dzirXr1LVWy2rVLxD6wh+fmqxS7LL1ItNoCmjXp/V/10Tr33fDlrLdWL3a2DarE1ffupFltcg3QJ1UsSFiGEEKKpKVVNXYNmTxIWIYQQoqlJC0u9ZAyLEEIIIZo9aWERQgghmlqVdAnVp9m3sJw7d47p06fj5uaGVqvFycmJwMBAdu7cCVx9iWFqaqoq9x43bhxubm5YWVnh7OzMww8/TF5enir3EkII0Yopium2FqrZJyxBQUF89913JCcn8/3337Nx40aGDRtGYWGh6vcePnw4H330EcePH+eTTz7h5MmTTJw4UfX7CiGEEMJYs05YioqKyMjIID4+nuHDh+Pu7s7AgQOJjIxk3LhxeHh4ADBhwgQ0Go1hH2DDhg14e3tjZWWFp6cner2eiooKw3mNRsPy5csZNWoU1tbWeHp68vHHHxvd/8knn2TQoEG4u7szePBg5s6dS2ZmJuXl5X/H4wshhGgtlCrTbS1Us05YdDodOp2O1NRUSktLa5zft28fAKtXryY/P9+wn5GRwaRJk5g9ezZHjx4lMTGRpKQkFi5caHR9VFQUQUFBZGdnExoaSkhICMeOHau1LufPnyclJYXBgwdjYWFh4icVQgjRqkmXUL2adcJibm5OUlISycnJ2Nvb4+/vz7x58zh48CAAnTp1AsDe3h4nJyfDvl6vZ+7cuYSFheHp6UlAQACxsbEkJiYaxQ8ODiY8PJwePXoQGxuLj48Py5YtMyrz7LPP0q5dOzp06EBubi4bNmz4G55cCCGEEH/UrBMWuDqGJS8vj40bNzJy5Ei2b9+Ot7c3SUlJdV6TnZ1NTEyMoYVGp9MRERFBfn4+ly//vgqqn5+f0XV+fn41WliefvppvvvuOzZv3kybNm2YNGkSyjUy2NLSUoqLi422Uhn9LYQQ4lqkS6heN8S0ZisrKwICAggICCAqKorw8HDmz5/P5MmTay1fUlKCXq/n/vvvrzVWY3Ts2JGOHTvSo0cPevfujaurK5mZmTWSnWpxcXHo9XqjY7M7tefJzh0bdV8hhBCtx7X+EG4s9V580rSafQtLbby8vLh06eo7QCwsLKisrDQ67+3tzfHjx+nevXuNzczs90fOzMw0ui4zM5PevXvXed+q/28pqW08TbXIyEguXrxotM3o1L7RzyiEEEKI3zXrFpbCwkKCg4OZMmUKffv2xcbGhv3795OQkMD48eMB8PDwID09HX9/f7RaLQ4ODkRHRzNmzBjc3NyYOHEiZmZmZGdnc/jwYRYsWGCIv27dOnx8fBgyZAgpKSns3buXVatWAbBnzx727dvHkCFDcHBw4OTJk0RFRdGtW7c6W1cAtFotWq3W6NgFsxsyLxRCCPF3kaED9WrWv0l1Oh2+vr4sWbKEO++8k1tuuYWoqCgiIiJ4/fXXAVi8eDFbtmzB1dWV/v37AxAYGEhaWhqbN29mwIABDBo0iCVLluDu7m4UX6/Xs3btWvr27cu7777LmjVr8PLyAqBt27Z8+umn3H333fTs2ZOpU6fSt29fvv766xoJiRBCCPGXyBiWemkUU3ac3UA0Gg3r16/nvvvuU/1eP93aU7XY352+qFrsTRcu11/oOo3r0E612B3M1Ws4LFXx26VKxe/EIQ/0Uy32byfOqBYbQNNGvb+r9u0/rVpsWxX/Hfbs76RabOuJ96oWu80j81WLfaOrOrzDZLHMbrnTZLGak2bdwiKEEEIIAc18DIsQQgjRKrTgrhxTabUJSyvtCRNCCNEcye+kekmXkBBCCCGavVbbwiKEEEI0G9IlVC9JWIQQQoimpuY0wRZCuoSEEEII0exJC8vfwGVIN9Via3aeVC22pZl6b6TYWHhJtdjjO+hUi+1u17h3UTWGhYV6fz9orvHKib/K2sZGtdgAXFLv34rDobOqxba2aqNa7DY6FRevbN9JvdiibtIlVC9JWIQQQoimJrOE6iVdQkIIIURTa6Kl+Xfs2MHYsWNxcXFBo9GQmppqOFdeXs6zzz7LrbfeSrt27XBxcWHSpEnk5eUZxTh//jyhoaHY2tpib2/P1KlTKSkpMSpz8OBB7rjjDqysrHB1dSUhIaHRH5EkLEIIIUQrdenSJW677TbeeOONGucuX77Mt99+S1RUFN9++y2ffvopx48fZ9y4cUblQkNDOXLkCFu2bCEtLY0dO3Ywbdo0w/ni4mLuuece3N3dOXDgAIsWLeKFF17grbfealRdpUtICCGEaGpN1CU0atQoRo0aVes5Ozs7tmzZYnTs9ddfZ+DAgeTm5uLm5saxY8fYtGkT+/btw8fHB4Bly5Zx77338vLLL+Pi4kJKSgplZWW88847WFpa0qdPH7KysnjllVeMEpv6NPsWlnPnzjF9+nTc3NzQarU4OTkRGBjIzp07AWo0YamhtLSUfv36odFoyMrKUvVeQgghWqEb5G3NFy9eRKPRYG9vD8Du3buxt7c3JCsAI0aMwMzMjD179hjK3HnnnVhaWhrKBAYGcvz4cS5cuNDgezf7FpagoCDKyspITk7G09OTgoIC0tPTKSws/Nvq8Mwzz+Di4kJ2dvbfdk8hhBDiepSWllJaWmp0TKvVotX+tdllV65c4dlnn+XBBx/E1tYWgDNnzuDo6GhUztzcnPbt23PmzBlDma5duxqV6dy5s+Gcg4NDg+7frFtYioqKyMjIID4+nuHDh+Pu7s7AgQOJjIxk3LhxeHh4ADBhwgQ0Go1hH2DDhg14e3tjZWWFp6cner2eiooKw3mNRsPy5csZNWoU1tbWeHp68vHHH9eowxdffMHmzZt5+eWX1X5cIYQQrVWVYrItLi4OOzs7oy0uLu4vVa+8vJwHHngARVFYvny5iR66cZp1wqLT6dDpdKSmptbIFgH27dsHwOrVq8nPzzfsZ2RkMGnSJGbPns3Ro0dJTEwkKSmJhQsXGl0fFRVFUFAQ2dnZhIaGEhISwrFjxwznCwoKiIiI4L333qNt27YqPqkQQohWzYRdQpGRkVy8eNFoi4yMvO6qVScrP/30E1u2bDG0rgA4OTlx9qzxekYVFRWcP38eJycnQ5mCggKjMtX71WUaolknLObm5iQlJZGcnIy9vT3+/v7MmzePgwcPAtCp09UFjuzt7XFycjLs6/V65s6dS1hYGJ6engQEBBAbG0tiYqJR/ODgYMLDw+nRowexsbH4+PiwbNky4OrbnCdPnsxjjz1m1DcnhBBCNGdarRZbW1uj7Xq7g6qTlRMnTvDVV1/RoUMHo/N+fn4UFRVx4MABw7GtW7dSVVWFr6+vocyOHTsoLy83lNmyZQs9e/ZscHcQNPOEBa6OYcnLy2Pjxo2MHDmS7du34+3tTVJSUp3XZGdnExMTY2ih0el0REREkJ+fz+XLlw3l/Pz8jK7z8/MztLAsW7aMX3/9tdFZaWlpKcXFxUZbaWVlo2IIIYRoZZpo0G1JSQlZWVmGCSWnTp0iKyuL3NxcysvLmThxIvv37yclJYXKykrOnDnDmTNnKCsrA6B3796MHDmSiIgI9u7dy86dO5k1axYhISG4uLgA8NBDD2FpacnUqVM5cuQIH374Ia+99hpz5sxpVF2bfcICYGVlRUBAAFFRUezatYvJkyczf/78OsuXlJSg1+sNX4SsrCwOHTrEiRMnsLJq2NLqW7duZffu3Wi1WszNzenevTsAPj4+hIWF1XldbX2H8d/+2LgHFkII0aooimKyrTH2799P//796d+/PwBz5syhf//+REdHc/r0aTZu3MjPP/9Mv379cHZ2Nmy7du0yxEhJSaFXr17cfffd3HvvvQwZMsRojRU7Ozs2b97MqVOnuP3223nqqaeIjo5u1JRmuAFmCdXGy8vLMJXZwsKCyj+1YHh7e3P8+HFDklGXzMxMJk2aZLRf/UVbunQpCxYsMJzLy8sjMDCQDz/80NDMVZvIyMgaWaPZv4Mb9FxCCCHE32nYsGHXTHIakgC1b9+eDz744Jpl+vbtS0ZGRqPr90fNOmEpLCwkODiYKVOm0LdvX2xsbNi/fz8JCQmMHz8eAA8PD9LT0/H390er1eLg4EB0dDRjxozBzc2NiRMnYmZmRnZ2NocPHzZKQtatW4ePjw9DhgwhJSWFvXv3smrVKgDc3NyM6qLTXX2hXrdu3bjpppvqrHNtU8fK26j3EjQhhBAtgLz8sF7NuktIp9Ph6+vLkiVLuPPOO7nllluIiooiIiKC119/HYDFixezZcsWXF1dDa0jgYGBpKWlsXnzZgYMGMCgQYNYsmQJ7u7uRvH1ej1r166lb9++vPvuu6xZswYvL6+//TmFEEK0copiuq2FatYtLFqtlri4uGvOHx87dixjx46tcTwwMJDAwMBrxndxcWHz5s0NqouHh0ej+waFEEKIBpEWlno16xYWIYQQQgho5i0sQgghRKtQJS349Wm1CYt07wghhGg2pEuoXtIlJIQQQohmr9W2sAghhBDNhrT610sSFiGEEKKpSZdQvaRLSAghhBDNnrSw/A3MbuqiWuz2N/2iWuwOZy/XX+g6je+gUy32hsIS1WLfp1pkqFCxSdhtz7eqxS7NL1ItNsClC+r9O8y5dEW12Pf4XvvVIH+F5ZABqsU287lbtdjiGqRLqF6SsAghhBBNrUq6hOojXUJCCCGEaPakhUUIIYRoatIlVC9JWIQQQoimJrOE6tXsu4TOnTvH9OnTcXNzQ6vV4uTkRGBgIDt37gRAo9GQmpqqyr09PDzQaDRG20svvaTKvYQQQrRi8rbmejX7FpagoCDKyspITk7G09OTgoIC0tPTKSws/FvuHxMTQ0REhGHfxsbmb7mvEEIIIX7XrFtYioqKyMjIID4+nuHDh+Pu7s7AgQOJjIxk3LhxeHh4ADBhwgQ0Go1hH2DDhg14e3tjZWWFp6cner2eiooKw3mNRsPy5csZNWoU1tbWeHp68vHHH9eog42NDU5OToatXbt2aj+2EEKI1qaqynRbC9WsExadTodOpyM1NZXS0tIa5/ft2wfA6tWryc/PN+xnZGQwadIkZs+ezdGjR0lMTCQpKYmFCxcaXR8VFUVQUBDZ2dmEhoYSEhLCsWPHjMq89NJLdOjQgf79+7No0SKjpEcIIYQwCekSqlezTljMzc1JSkoiOTkZe3t7/P39mTdvHgcPHgSgU6dOANjb2+Pk5GTY1+v1zJ07l7CwMDw9PQkICCA2NpbExESj+MHBwYSHh9OjRw9iY2Px8fFh2bJlhvOPP/44a9euZdu2bTz66KO8+OKLPPPMM3/T0wshhBCi2g0xhmX06NFkZGSQmZnJF198QUJCAm+//TaTJ0+u9Zrs7Gx27txp1KJSWVnJlStXuHz5Mm3btgXAz8/P6Do/Pz+ysrIM+3PmzDH8f9++fbG0tOTRRx8lLi4OrVZb671LS0trtAaZV1SiNW/TmMcWQgjRmsgsoXo16xaWalZWVgQEBBAVFcWuXbuYPHky8+fPr7N8SUkJer2erKwsw3bo0CFOnDiBlZXVddfD19eXiooKcnJy6iwTFxeHnZ2d0fbS11nXfU8hhBCtQJViuq2FuiESlj/z8vLi0qVLAFhYWFBZWWl03tvbm+PHj9O9e/cam5nZ74+cmZlpdF1mZia9e/eu875ZWVmYmZnh6OhYZ5nIyEguXrxotM0d2u86nlIIIYQQ1Zp1l1BhYSHBwcFMmTKFvn37YmNjw/79+0lISGD8+PHA1bVS0tPT8ff3R6vV4uDgQHR0NGPGjMHNzY2JEydiZmZGdnY2hw8fZsGCBYb469atw8fHhyFDhpCSksLevXtZtWoVALt372bPnj0MHz4cGxsbdu/ezZNPPsk///lPHBwc6qyzVqut0V1UKd1BQgghrkW6hOrVrBMWnU6Hr68vS5Ys4eTJk5SXl+Pq6kpERATz5s0DYPHixcyZM4eVK1fSpUsXcnJyCAwMJC0tjZiYGOLj47GwsKBXr16Eh4cbxdfr9axdu5YZM2bg7OzMmjVr8PLyAq4mHmvXruWFF16gtLSUrl278uSTTxqNaxFCCCFMogXP7jGVZp2waLVa4uLiiIuLq7PM2LFjGTt2bI3jgYGBBAYGXjO+i4sLmzdvrvWct7d3jS4jIYQQQjSNZp2wCCGEEK2CdAnVSxIWIYQQoqm14Nk9ptJqExZF+guFEEI0F9LCUq8bclqzEEIIIVqXVtvCIoQQQjQb0upfL0lYhBBCiKYmY1jqJV1CQgghhGj2pIXlb6BcvKha7MrfylSLXapiE6W73fW/06k+96kWGVILS1SL3dlSvRWR/U4UqBa7+Ff1/g0CaLXqfS5dtJaqxbZ0slctNjpb9WJrNOrFFnWTQbf1koRFCCGEaGoyhqVe0iUkhBBCiGZPWliEEEKIpiZdQvWShEUIIYRoajJLqF7Nvkvo3LlzTJ8+HTc3N7RaLU5OTgQGBrJz504ANBoNqampqt3/888/x9fXF2traxwcHLjvvvtUu5cQQgghatfsW1iCgoIoKysjOTkZT09PCgoKSE9Pp7CwUPV7f/LJJ0RERPDiiy9y1113UVFRweHDh1W/rxBCiFZGuoTq1axbWIqKisjIyCA+Pp7hw4fj7u7OwIEDiYyMZNy4cXh4eAAwYcIENBqNYR9gw4YNeHt7Y2VlhaenJ3q9noqKCsN5jUbD8uXLGTVqFNbW1nh6evLxxx8bzldUVDB79mwWLVrEY489Ro8ePfDy8uKBBx74ux5fCCFEa6EoptsaYceOHYwdOxYXF5daeywURSE6OhpnZ2esra0ZMWIEJ06cMCpz/vx5QkNDsbW1xd7enqlTp1JSYrwExMGDB7njjjuwsrLC1dWVhISERn9EzTph0el06HQ6UlNTKS0trXF+3759AKxevZr8/HzDfkZGBpMmTWL27NkcPXqUxMREkpKSWLhwodH1UVFRBAUFkZ2dTWhoKCEhIRw7dgyAb7/9ltOnT2NmZkb//v1xdnZm1KhR0sIihBDC9KqqTLc1wqVLl7jtttt44403aj2fkJDA0qVLWbFiBXv27KFdu3YEBgZy5coVQ5nQ0FCOHDnCli1bSEtLY8eOHUybNs1wvri4mHvuuQd3d3cOHDjAokWLeOGFF3jrrbcaVddmnbCYm5uTlJREcnIy9vb2+Pv7M2/ePA4ePAhAp06dALC3t8fJycmwr9frmTt3LmFhYXh6ehIQEEBsbCyJiYlG8YODgwkPD6dHjx7Exsbi4+PDsmXLAPjxxx8BeOGFF3j++edJS0vDwcGBYcOGcf78+b/rIxBCCCFUM2rUKBYsWMCECRNqnFMUhVdffZXnn3+e8ePH07dvX959913y8vIMLTHHjh1j06ZNvP322/j6+jJkyBCWLVvG2rVrycvLAyAlJYWysjLeeecd+vTpQ0hICI8//jivvPJKo+rarBMWuDqGJS8vj40bNzJy5Ei2b9+Ot7c3SUlJdV6TnZ1NTEyMoYVGp9MRERFBfn4+ly9fNpTz8/Mzus7Pz8/QwlL1/1nqc889R1BQELfffjurV69Go9Gwbt26Ou9dWlpKcXGx0VZaUfkXPgEhhBAtXhN1CV3LqVOnOHPmDCNGjDAcs7Ozw9fXl927dwOwe/du7O3t8fHxMZQZMWIEZmZm7Nmzx1DmzjvvxNLy95WlAwMDOX78OBcuXGhwfZp9wgJgZWVFQEAAUVFR7Nq1i8mTJzN//vw6y5eUlKDX68nKyjJshw4d4sSJE1hZNWxJeGdnZwC8vLwMx7RaLZ6enuTm5tZ5XVxcHHZ2dkZb/J7/NvBJhRBCtEpKlcm2Wv9wrmVYRX3OnDkDQOfOnY2Od+7c2XDuzJkzODo6Gp03Nzenffv2RmVqi/HHezTEDZGw/JmXlxeXLl0CwMLCgspK4xYMb29vjh8/Tvfu3WtsZma/P3JmZqbRdZmZmfTu3RuA22+/Ha1Wy/Hjxw3ny8vLycnJwd3dvc66RUZGcvHiRaPtWd9ef/mZhRBCiIao7Q/nuLi4pq7WX9aspzUXFhYSHBzMlClT6Nu3LzY2Nuzfv5+EhATGjx8PgIeHB+np6fj7+6PVanFwcCA6OpoxY8bg5ubGxIkTMTMzIzs7m8OHD7NgwQJD/HXr1uHj48OQIUNISUlh7969rFq1CgBbW1see+wx5s+fj6urK+7u7ixatAi4OvalLlqtFq1Wa3Sswly9l7cJIYRoAUzYlRMZGcmcOXOMjv3591JDODk5AVBQUGDodaje79evn6HM2bNnja6rqKjg/PnzhuudnJwoKDB+AWv1fnWZhmjWLSw6nQ5fX1+WLFnCnXfeyS233EJUVBQRERG8/vrrACxevJgtW7bg6upK//79gat9Y2lpaWzevJkBAwYwaNAglixZUqNlRK/Xs3btWsNAojVr1hh1AS1atIiQkBAefvhhBgwYwE8//cTWrVtxcHD4+z4EIYQQLZ8JZwlptVpsbW2NtutJWLp27YqTkxPp6emGY8XFxezZs8cwBtTPz4+ioiIOHDhgKLN161aqqqrw9fU1lNmxYwfl5eWGMlu2bKFnz56N+n2qUZTW+YpIjUbD+vXr/5aVayueUW/tlkv7vlctdvbRX1SL3VFnWX+h65R78Ur9ha5TamFJ/YWuU2dL9VriHvfuolrs4l/LVIsNoNWq97mczrukWuz+QX1Vi625fYBqsc0CH1Qttsalh2qxb3SVbz1nslhtpi2sv9D/Kykp4YcffgCgf//+vPLKKwwfPpz27dvj5uZGfHw8L730EsnJyXTt2pWoqCgOHjzI0aNHDWNCR40aRUFBAStWrKC8vJxHHnkEHx8fPvjgAwAuXrxIz549ueeee3j22Wc5fPgwU6ZMYcmSJUbTn+vTrLuEhBBCiFahidoO9u/fz/Dhww371V1JYWFhJCUl8cwzz3Dp0iWmTZtGUVERQ4YMYdOmTUYTWFJSUpg1axZ33303ZmZmBAUFsXTpUsN5Ozs7Nm/ezMyZM7n99tvp2LEj0dHRjUpW4DoTloqKCrZv387Jkyd56KGHsLGxIS8vD1tbW3Q63fWEFEIIIVqvJlqaf9iwYVyro0Wj0RATE0NMTEydZdq3b29oTalL3759ycjIuO56wnUkLD/99BMjR44kNzeX0tJSAgICsLGxIT4+ntLSUlasWPGXKvR3aaU9YUIIIcQNqdGDbmfPno2Pjw8XLlzA2tracHzChAlGA3OEEEII0UBVium2FqrRLSwZGRns2rXLaMU6uDq9+PTp0yarmBBCCNFqyNua69XohKWqqqrGQm0AP//8MzY2NiaplBBCCNGqyDCFejW6S+iee+7h1VdfNexrNBpKSkqYP38+9957rynrJoQQQggBXEcLy+LFiwkMDMTLy4srV67w0EMPceLECTp27MiaNWvUqOON77ffVAtdWVqhWmw1u0ItLNRbs7BCxb9U1FwrpaBMvZdknr+g3to0Fy6quw6LhZlGtdiF5Sp+/1wpr7/QdWojf423PPI1rVejE5abbrqJ7Oxs1q5dy8GDBykpKWHq1KmEhoYaDcIVQgghRANVyRiW+lzXOizm5ub885//NHVdhBBCCCFqdV0JS15eHt988w1nz56l6k9Z4eOPP26SigkhhBCthnQJ1avRCUtSUhKPPvoolpaWdOjQAY3m9/5ljUYjCYsQQgjRWJKw1KvRIx+joqKIjo7m4sWL5OTkcOrUKcP2448/mryC586dY/r06bi5uaHVanFyciIwMJCdO3cCV5Ok1NRUk993+/btaDSaWrd9+/aZ/H5CCCGEqFujW1guX75MSEgIZmbqzfL4o6CgIMrKykhOTsbT05OCggLS09MpLCxU9b6DBw8mPz/f6FhUVBTp6en4+Pioem8hhBCtjLSw1KvRWcfUqVNZt26dGnWpoaioiIyMDOLj4xk+fDju7u4MHDiQyMhIxo0bh4eHB3D1tQAajcawD7Bhwwa8vb2xsrLC09MTvV5PRcXvUxg1Gg3Lly9n1KhRWFtb4+npyccff2w4b2lpiZOTk2Hr0KEDGzZs4JFHHjHqBhNCCCH+sqoq020tVKNbWOLi4hgzZgybNm3i1ltvxcLCwuj8K6+8YrLK6XQ6dDodqampDBo0CK1Wa3R+3759ODo6snr1akaOHEmbNlfXyMjIyGDSpEksXbqUO+64g5MnTxpeYz1//nzD9VFRUbz00ku89tprvPfee4SEhHDo0CF69+5doy4bN26ksLCQRx55xGTPJ4QQQoiGaXQLS1xcHF9++SUFBQUcOnSI7777zrBlZWWZtHLm5uYkJSWRnJyMvb09/v7+zJs3j4MHDwLQqVMnAOzt7XFycjLs6/V65s6dS1hYGJ6engQEBBAbG0tiYqJR/ODgYMLDw+nRowexsbH4+PiwbNmyWuuyatUqAgMDuemmm0z6jEIIIQSKYrqthbqulW7feecdJk+erEJ1agoKCmL06NFkZGSQmZnJF198QUJCAm+//XaddcjOzmbnzp0sXLjQcKyyspIrV65w+fJl2rZtC4Cfn5/RdX5+frUmXT///DNffvklH330Ub31LS0tpbS01OhYm8pKtG3UWyFVCCHEDa4FJxqm0ugWFq1Wi7+/vxp1qZOVlRUBAQFERUWxa9cuJk+ebNS182clJSXo9XqysrIM26FDhzhx4gRWVlaNvv/q1avp0KED48aNq7dsXFwcdnZ2Rlv8/h8afU8hhBCtiIxhqVejE5bZs2fX2W3yd/Hy8uLSpUsAWFhY1Hh7tLe3N8ePH6d79+41tj/ObsrMzDS6LjMzs8b4FUVRWL16NZMmTaoxXqc2kZGRXLx40Wh71qf79T6qEEIIIbiOLqG9e/eydetW0tLS6NOnT41f4p9++qnJKldYWEhwcDBTpkyhb9++2NjYsH//fhISEhg/fjwAHh4epKen4+/vj1arxcHBgejoaMaMGYObmxsTJ07EzMyM7OxsDh8+zIIFCwzx161bh4+PD0OGDCElJYW9e/eyatUqozps3bqVU6dOER4e3qA6a7XaGoODK6Q7SAghxLVIl1C9Gp2w2Nvbc//996tRlxp0Oh2+vr4sWbKEkydPUl5ejqurKxEREcybNw+4OqZmzpw5rFy5ki5dupCTk0NgYCBpaWnExMQQHx+PhYUFvXr1qpF06PV61q5dy4wZM3B2dmbNmjV4eXkZlVm1ahWDBw+mV69ef8szCyGEaIUkYamXRlFa56ek0WhYv3499913n+r3qvjXWNViFx84pVrsgz8UqRa7S/vGjyVqqOPnLqkWe1/JFdViF5RV1l/oOj3V01G12BculqkWG8DCTL11jwpKy1WLfdd9t6oWu81gv/oLXSezkQ+pFlvj0kO12De6yhenmSxWm3lvmSxWc3JdLz8UQgghhAm1zraDRrmuhOXjjz/mo48+Ijc3l7Iy47+uvv32W5NUTAghhGg1WvDsHlNp9CyhpUuX8sgjj9C5c2e+++47Bg4cSIcOHfjxxx8ZNWqUGnVUhaIof0t3kBBCCCH+ukYnLG+++SZvvfUWy5Ytw9LSkmeeeYYtW7bw+OOPc/HiRTXqKIQQQrRsstJtvRqdsOTm5jJ48GAArK2t+fXXXwF4+OGHWbNmjWlrJ4QQQrQGkrDUq9EJi5OTE+fPnwfAzc3NsPjaqVOnaKUTjoQQQgihskYnLHfddRcbN24E4JFHHuHJJ58kICCAf/zjH0yYMMHkFRRCCCFaPGlhqVejZwm99dZbVP3/aOaZM2fSoUMHdu3axbhx43j00UdNXsGWQNP/dtVi2zk5qRZ7SH6+arE1f3oFgim57VFvpprfiQLVYp+/oN4aL4uPn1Utdp+2lqrFBuihYvzBfTurFrtNULBqsc36DVUttsZOvTV7RN0UmSVUr0YnLGZmZkbv4wkJCSEkJMSklRJCCCFalRbcMmIq17UOS1FREXv37uXs2bOG1pZqkyZNMknFhBBCCCGqNTph+eyzzwgNDaWkpARbW1s0mt+XzdZoNJKwCCGEEI0lLSz1avSg26eeeoopU6ZQUlJCUVERFy5cMGzVs4eEEEII0Qgy6LZejU5YTp8+zeOPP07btm3VqI8QQgghRA2NTlgCAwPZv3+/GnWp1blz55g+fTpubm5otVqcnJwIDAxk586dwNVuqNTUVFXu/f333zN+/Hg6duyIra0tQ4YMYdu2barcSwghRCtWVWW6rYVq9BiW0aNH8/TTT3P06FFuvfVWLCwsjM6PGzfOZJUDCAoKoqysjOTkZDw9PSkoKCA9PZ3CwkKT3qc2Y8aM4eabb2br1q1YW1vz6quvMmbMGE6ePImTitOJhRBCtDItuCvHVBqdsERERAAQExNT45xGo6GysvKv1+r/FRUVkZGRwfbt2xk69Oq6A+7u7gwcOBAADw8PAMOCde7u7uTk5ACwYcMG9Ho9R48excXFhbCwMJ577jnMzc0NdX3zzTfZuHEj27dvx9nZmYSEBCZOnAjAL7/8wokTJ1i1ahV9+/YF4KWXXuLNN9/k8OHDkrAIIYQQf6NGdwlVVVXVuZkyWQHQ6XTodDpSU1MpLS2tcX7fvn0ArF69mvz8fMN+RkYGkyZNYvbs2Rw9epTExESSkpJYuHCh0fVRUVEEBQWRnZ1NaGgoISEhHDt2DIAOHTrQs2dP3n33XS5dukRFRQWJiYk4Ojpy++3qLQQnhBCiFZJBt/VqdMLydzI3NycpKYnk5GTs7e3x9/dn3rx5HDx4EIBOnToBYG9vj5OTk2Ffr9czd+5cwsLC8PT0JCAggNjYWBITE43iBwcHEx4eTo8ePYiNjcXHx4dly5YBV1tgvvrqK7777jtsbGywsrLilVdeYdOmTTg4OPyNn4IQQogWTxKWejXrhAWujmHJy8tj48aNjBw5ku3bt+Pt7U1SUlKd12RnZxMTE2NoodHpdERERJCfn8/ly5cN5fz8/Iyu8/PzM7SwKIrCzJkzcXR0JCMjg71793LfffcxduxY8q+xZH1paSnFxcVGW2l5xV/7EIQQQohWrtknLABWVlYEBAQQFRXFrl27mDx5MvPnz6+zfElJCXq9nqysLMN26NAhTpw4gZWVVYPuuXXrVtLS0li7di3+/v54e3vz5ptvYm1tTXJycp3XxcXFYWdnZ7S99J9vGv3MQgghWpEmmCVUWVlJVFQUXbt2xdramm7duhEbG4vyh1YaRVGIjo7G2dkZa2trRowYwYkTJ4zinD9/ntDQUGxtbbG3t2fq1KmUlJSY7KOpdkMkLH/m5eXFpUuXALCwsKgxdsbb25vjx4/TvXv3Gtsf34OUmZlpdF1mZia9//+lfNUtMX8sX73/59cR/FFkZCQXL1402ubeO+T6H1YIIUTL1wRdQvHx8SxfvpzXX3+dY8eOER8fT0JCgmFoBEBCQgJLly5lxYoV7Nmzh3bt2hEYGMiVK7+/rDU0NJQjR46wZcsW0tLS2LFjB9OmTTPpxwPX+S6hv0thYSHBwcFMmTKFvn37YmNjw/79+0lISGD8+PHA1ZlC6enp+Pv7o9VqcXBwIDo6mjFjxuDm5sbEiRMxMzMjOzubw4cPs2DBAkP8devW4ePjw5AhQ0hJSWHv3r2sWrUKuNo95ODgQFhYGNHR0VhbW7Ny5UpOnTrF6NGj66yzVqtFq9UaHau0aNYfsxBCiKbWBGNPdu3axfjx4w2/0zw8PFizZg179+79/yopvPrqqzz//POG37nvvvsunTt3JjU11TBRZdOmTezbtw8fHx8Ali1bxr333svLL7+Mi4uLyerb6BaWNm3acPZszVfVFxYW0qZNG5NUqppOp8PX15clS5Zw5513cssttxAVFUVERASvv/46AIsXL2bLli24urrSv39/4OridmlpaWzevJkBAwYwaNAglixZgru7u1F8vV7P2rVr6du3L++++y5r1qzBy8sLgI4dO7Jp0yZKSkq466678PHx4ZtvvmHDhg3cdtttJn1OIYQQ4u82ePBg0tPT+f7774Gr4z+/+eYbRo0aBcCpU6c4c+YMI0aMMFxjZ2eHr68vu3fvBmD37t3Y29sbkhWAESNGYGZmxp49e0xa30b/6a/UkQWWlpZiaWn5lyv0R1qtlri4OOLi4uosM3bsWMaOHVvjeGBgIIGBgdeM7+LiwubNm+s87+Pjw5dfftnwCgshhBDXw4QtLKWlpTWWAqmt9X/u3LkUFxfTq1cv2rRpQ2VlJQsXLiQ0NBSAM2fOANC5c2ej6zp37mw4d+bMGRwdHY3Om5ub0759e0MZU2lwwrJ06VLg6nTft99+G51OZzhXWVnJjh076NWrl0krJ4QQQrQKJlxSPy4uDr1eb3Rs/vz5vPDCC0bHPvroI1JSUvjggw/o06cPWVlZPPHEE4bFVpubBicsS5YsAa62sKxYscKo+8fS0hIPDw9WrFhh+hoKIYQQosEiIyOZM2eO0bE/t64APP3008ydO5eQkBAAbr31Vn766Sfi4uIICwszrOheUFCAs7Oz4bqCggL69esHgJOTU41hIhUVFZw/f97kK8I3OGE5deoUAMOHD+fTTz+94RdPq6trSwghhPjbmfB3Um3dP7W5fPlyjZmwbdq0McyE7dq1K05OTqSnpxsSlOLiYvbs2cP06dOBqxNUioqKOHDggGEV+K1bt1JVVYWvr6/JngmuYwyLvK1YCCGEMLEm+CN67NixLFy4EDc3N/r06cN3333HK6+8wpQpU4CrQ0CeeOIJFixYwM0330zXrl2JiorCxcWF++67D4DevXszcuRIIiIiWLFiBeXl5cyaNYuQkBCTzhCC60hYKisrSUpKIj09nbNnz9ZYk2Tr1q0mq5wQQggh1LFs2TKioqKYMWMGZ8+excXFhUcffZTo6GhDmWeeeYZLly4xbdo0ioqKGDJkCJs2bTJahDUlJYVZs2Zx9913Y2ZmRlBQkGHcqyk1OmGZPXs2SUlJjB49mltuuQWNRmPySgkhhBCtShO0sNjY2PDqq6/y6quv1llGo9EQExNDTExMnWXat2/PBx98oEINjTU6YVm7di0fffQR9957rxr1aZGUkyfqL3SdKk8XqBa7LL9ItdjWNjaqxS5Vsd7Fv5apFvvCRfVi92lr2iUH/ujIZfXqDWBjrt4fRfn/K1Ytdvfjh1WLrXQw7WDGP9LYOdZfSJhelYyrrE+jF46ztLSke/fuatRFCCGEEKJWjU5YnnrqKV577TWZZSOEEEKYiKIoJttaqkZ3CX3zzTds27aNL774gj59+mBhYWF0/tNPPzVZ5YQQQohWQbqE6tXohMXe3p4JEyaoURchhBCidWrBLSOm0uiEZfXq1WrUQwghhBCiTo0ewwJXl9396quvSExM5NdffwUgLy+PkpISk1YO4Ny5c0yfPh03Nze0Wi1OTk4EBgayc+dO4OqUq9TUVJPfF+Dbb78lICAAe3t7OnTowLRp01R5RiGEEK2bUqWYbGupGp2w/PTTT9x6662MHz+emTNncu7cOQDi4+P597//bfIKBgUF8d1335GcnMz333/Pxo0bGTZsGIWFhSa/1x/l5eUxYsQIunfvzp49e9i0aRNHjhxh8uTJqt5XCCFEK6QopttaqEYnLLNnz8bHx4cLFy5gbW1tOD5hwgTS09NNWrmioiIyMjKIj49n+PDhuLu7M3DgQCIjIxk3bhweHh6Ge2s0GsM+wIYNG/D29sbKygpPT0/0ej0VFRWG8xqNhuXLlzNq1Cisra3x9PTk448/NpxPS0vDwsKCN954g549ezJgwABWrFjBJ598wg8//GDS5xRCCCHEtTU6YcnIyOD555/H0tJ4ISoPDw9Onz5tsooB6HQ6dDodqamplJaW1ji/b98+4Oq4mvz8fMN+RkYGkyZNYvbs2Rw9epTExESSkpJYuHCh0fVRUVEEBQWRnZ1NaGgoISEhHDt2DIDS0lIsLS2NXgxVnaB98803Jn1OIYQQrVyVYrqthWp0wlJVVUVlZWWN4z///DM2Jl691NzcnKSkJJKTk7G3t8ff35958+Zx8OBBADp16gRcnbnk5ORk2Nfr9cydO5ewsDA8PT0JCAggNjaWxMREo/jBwcGEh4fTo0cPYmNj8fHxYdmyZQDcddddnDlzhkWLFlFWVsaFCxeYO3cuAPn5+SZ9TiGEEK2brMNSv0YnLPfcc4/Rewc0Gg0lJSXMnz9fleX6g4KCyMvLY+PGjYwcOZLt27fj7e1NUlJSnddkZ2cTExNjaKHR6XRERESQn5/P5cuXDeX8/PyMrvPz8zO0sPTp04fk5GQWL15M27ZtcXJyomvXrnTu3LnG67j/qLS0lOLiYqOttKJmgieEEEKIhmt0wrJ48WJ27tyJl5cXV65c4aGHHjJ0B8XHx6tRR6ysrAgICCAqKopdu3YxefJk5s+fX2f5kpIS9Ho9WVlZhu3QoUOcOHHC6A2T9XnooYc4c+YMp0+fprCwkBdeeIFz587h6elZ5zVxcXHY2dkZbfG7jjTqeYUQQrQy0iVUr0avw3LTTTeRnZ3N2rVrOXjwICUlJUydOpXQ0FCjQbhq8vLyMkxltrCwqNFF5e3tzfHjx+t951FmZiaTJk0y2u/fv3+Ncp07dwbgnXfeMSRPdYmMjGTOnDlGx9osnHbNegghhGjdWnJXjqk0OmGBq2NL/vnPf5q6LjUUFhYSHBzMlClT6Nu3LzY2Nuzfv5+EhATGjx8PXB3sm56ejr+/P1qtFgcHB6KjoxkzZgxubm5MnDgRMzMzsrOzOXz4MAsWLDDEX7duHT4+PgwZMoSUlBT27t3LqlWrDOdff/11Bg8ejE6nY8uWLTz99NO89NJL2Nvb11lnrVaLVqs1OlZh3sa0H4wQQgjRylxXwpKXl8c333zD2bNnqaqqMjr3+OOPm6RicHWWkK+vL0uWLOHkyZOUl5fj6upKREQE8+bNA652Uc2ZM4eVK1fSpUsXcnJyCAwMJC0tjZiYGOLj47GwsKBXr16Eh4cbxdfr9axdu5YZM2bg7OzMmjVr8PLyMpzfu3cv8+fPp6SkhF69epGYmMjDDz9ssucTQgghgBa9foqpaJRGtkMlJSXx6KOPYmlpSYcOHdBoNL8H02j48ccfTV5JNWg0GtavX899992n+r0qngtVLXbl6QLVYpflF6kW29r7ZtViX97/vWqxC/N/VS32ucIrqsXeU3y5/kLX6cjlMtViAwyy1dZf6Dr5OdqqFrv7zLGqxdYMHqFabLNb7lAtNm3t1It9g7vy0DCTxbL6YLvJYjUnjW5hiYqKIjo6msjIyGvOlhFCCCFEw8gYlvo1OuO4fPkyISEhkqwIIYQQ4m/T6Kxj6tSprFu3To26/K0URflbuoOEEEKIesm05no1uksoLi6OMWPGsGnTJm699VYsLCyMzr/yyismq5wQQgjRKkiXUL2uK2H58ssv6dmzJ0CNQbdCCCGEEKbW6IRl8eLFvPPOO0yePFmF6gghhBCtj9KCu3JMpdEJi1arxd/fX426tFganU612GaWharF1rRRcWD1pUvqhb6g3hRerVa9RQAtzNRroezR1rL+QtfJxlzdltXM4ppvajeV7lYqxv7tN9ViU1GuXmzRNKRLqF6N/o00e/ZswxuNhRBCCCH+Do1uYdm7dy9bt24lLS2NPn361Bh0++mnn5qsckIIIURroFTVX6a1a3TCYm9vz/33369GXYQQQojWSbqE6tXohGX16tVq1EMIIYQQok7X9fJDIYQQQpiQzBKqV6MH3fbv3x9vb+8a2+23346/vz9hYWFs27atwfHOnTvH9OnTcXNzQ6vV4uTkRGBgIDt37gSuru2Smpra2Go2yMKFCxk8eDBt27bF3t6+1jK5ubmMHj2atm3b4ujoyNNPP01FRYUq9RFCCNE6KYpisq2lanTCMnLkSH788UfatWvH8OHDGT58ODqdjpMnTzJgwADy8/MZMWIEGzZsaFC8oKAgvvvuO5KTk/n+++/ZuHEjw4YNo7BQvem61crKyggODmb69Om1nq+srGT06NGUlZWxa9cukpOTSUpKIjo6WvW6CSGEaEVkaf56NTph+eWXX3jqqafIyMhg8eLFLF68mB07dvDvf/+bS5cusXnzZp5//nliY2PrjVVUVERGRgbx8fEMHz4cd3d3Bg4cSGRkJOPGjcPDwwOACRMmoNFoDPsAGzZswNvbGysrKzw9PdHr9UYtHxqNhuXLlzNq1Cisra3x9PTk448/Nrq/Xq/nySef5NZbb621fps3b+bo0aO8//779OvXj1GjRhEbG8sbb7xBWVlZYz86IYQQQlynRicsH330EQ8++GCN4yEhIXz00UcAPPjggxw/frzeWDqdDp1OR2pqKqWlNRdw2rdvH3B1oG9+fr5hPyMjg0mTJjF79myOHj1KYmIiSUlJLFy40Oj6qKgogoKCyM7OJjQ0lJCQEI4dO9bgZ929eze33nornTt3NhwLDAykuLiYI0eONDiOEEIIcU2KYrqthWp0wmJlZcWuXbtqHN+1axdWVlYAVFVVGf7/WszNzUlKSiI5ORl7e3v8/f2ZN28eBw8eBKBTp07A1anUTk5Ohn29Xs/cuXMJCwvD09OTgIAAYmNjSUxMNIofHBxMeHg4PXr0IDY2Fh8fn0YtenfmzBmjZAUw7J85c6bBcYQQQohrUaoUk20tVaNnCf3rX//iscce48CBAwwYMAC42hLy9ttvM2/ePAC+/PJL+vXr16B4QUFBjB49moyMDDIzM/niiy9ISEjg7bffrvN9RdnZ2ezcudOoRaWyspIrV65w+fJl2rZtC4Cfn5/RdX5+fmRlZTXugRuptLS0RmuReUUlWnP1lnQXQgghWrpGJyzPP/88Xbt25fXXX+e9994DoGfPnqxcuZKHHnoIgMcee6zOgay1sbKyIiAggICAAKKioggPD2f+/Pl1JiwlJSXo9fpaF7BrSMtOQzk5ObF3716jYwUFBYZztYmLi0Ov1xsdi7rLm/kjfExWLyGEEC1MC+7KMZXrWoclNDSU0NDQOs9bW1tfd4UAvLy8DFOZLSwsqKysNDrv7e3N8ePH6d69+zXjZGZmMmnSJKP9/v37N7gefn5+LFy4kLNnz+Lo6AjAli1bsLW1xcvLq9ZrIiMjmTNnjtEx89fm1FpWCCGEAHlbc0NcV8JSVFTExx9/zI8//si///1v2rdvz7fffkvnzp3p0qVLg+MUFhYSHBzMlClT6Nu3LzY2Nuzfv5+EhATGjx8PgIeHB+np6fj7+6PVanFwcCA6OpoxY8bg5ubGxIkTMTMzIzs7m8OHD7NgwQJD/HXr1uHj48OQIUNISUlh7969rFq1ynA+NzeX8+fPk5ubS2VlpaG7qHv37uh0Ou655x68vLx4+OGHSUhI4MyZMzz//PPMnDkTrVZb6zNptdoa5yqlO0gIIYT4SxqdsBw8eJARI0ZgZ2dHTk4O4eHhtG/fnk8//ZTc3FzefffdBsfS6XT4+vqyZMkSTp48SXl5Oa6urkRERBjGwyxevJg5c+awcuVKunTpQk5ODoGBgaSlpRETE0N8fDwWFhb06tWL8PBwo/h6vZ61a9cyY8YMnJ2dWbNmjVHLSHR0NMnJyYb96taXbdu2MWzYMNq0aUNaWhrTp0/Hz8+Pdu3aERYWRkxMTGM/NiGEEKJu0iVUL43SyGXxRowYgbe3NwkJCdjY2JCdnY2npye7du3ioYceIicnR6WqNo5Go2H9+vXcd999TV0VKuMeVS121amfVItd+vN51WJbda99DJApnNt1QrXYav5MKThzWbXYZ8vKVYudr2JsgMzimksemMo/HW1Vi+33xGjVYmuGjlQttlm/u1SLTVs79WLf4IrvavhwhfrYbv3OZLGak0ZPa963bx+PPlrzF3CXLl1kqq8QQghxAzl9+jT//Oc/6dChA9bW1tx6663s37/fcF5RFKKjo3F2dsba2poRI0Zw4oTxH4Xnz58nNDQUW1tb7O3tmTp1KiUlJSava6MTFq1WS3FxcY3j33//vWGdFCGEEEI0XFO8S+jChQv4+/tjYWHBF198wdGjR1m8eDEODg6GMgkJCSxdupQVK1awZ88e2rVrR2BgIFeuXDGUCQ0N5ciRI2zZsoW0tDR27NjBtGnTTPr5wHWMYRk3bhwxMTGGVW01Gg25ubk8++yzBAUFmbyC16slvwBKCCFEC9MEv7Pi4+NxdXVl9erVhmNdu3b9Q5UUXn31VZ5//nnDRJh3332Xzp07k5qaalg9ftOmTezbtw8fn6vLdyxbtox7772Xl19+GRcXF5PVt9EtLIsXL6akpARHR0d+++03hg4dSvfu3bGxsamxNL4QQgghGqAJXn64ceNGfHx8CA4OxtHRkf79+7Ny5UrD+VOnTnHmzBlGjBhhOGZnZ4evry+7d+8Grr7Cxt7e3pCswNWxrmZmZuzZs8cEH8zvGt3CYmdnx5YtW9i5cyfZ2dmUlJTg7e1t9EBCCCGEaBq1rbhe25IbP/74I8uXL2fOnDnMmzePffv28fjjj2NpaUlYWJhhXGptr6ipPnfmzBnDOmXVzM3Nad++vcnHtV7XOiwA/v7++Pv7m7IuQgghRKtkymEMta24Pn/+fF544QWjY1VVVfj4+PDiiy8CV5f2OHz4MCtWrCAsLMxk9TGVBicsu3fvprCwkDFjxhiOvfvuu8yfP59Lly5x3333sWzZsjoXVGvNyo+qN80279ufVYv907lLqsV2OHRWtdg5l67UX+g6ddFaqha7sLxCtdiD+3auv9B1yv9fzUH4ptTdSr1pze+fVa/uvTfuVC22fVmZarGr7DqqFtuszx2qxb7RKVWmi1Xbiuu1/W52dnausWp77969+eSTT4DfX0FTUFCAs7OzoUxBQYHhfYFOTk6cPWv887yiooLz58/X+Qqb69XgMSwxMTEcOXLEsH/o0CGmTp3KiBEjmDt3Lp999hlxcXEmrZwQQgghGker1WJra2u01Zaw+Pv7c/z4caNj33//Pe7u7sDVAbhOTk6kp6cbzhcXF7Nnzx7Dy4X9/PwoKiriwIEDhjJbt26lqqoKX19fkz5Xg1tYsrKyiI2NNeyvXbsWX19fwwAdV1fXWpuchBBCCHFtTTGz9cknn2Tw4MG8+OKLPPDAA+zdu5e33nqLt956C7g6C/iJJ55gwYIF3HzzzXTt2pWoqChcXFwMi7L27t2bkSNHEhERwYoVKygvL2fWrFmEhISYdIYQNCJhuXDhgtHAm6+//ppRo0YZ9gcMGMD//vc/k1ZOCCGEaA2aYiWOAQMGsH79eiIjI4mJiaFr1668+uqrRi83fuaZZ7h06RLTpk2jqKiIIUOGsGnTJqysrAxlUlJSmDVrFnfffTdmZmYEBQWxdOlSk9e3wQlL586dOXXqFK6urpSVlfHtt98aDer59ddfsbCwMHkFhRBCCKGOMWPGGI1N/TONRkNMTMw136HXvn17PvjgAzWqZ6TBCcu9997L3LlziY+PJzU1lbZt23LHHb8PoDp48CDdunVTpZJCCCFESyaLndavwYNuY2NjMTc3Z+jQoaxcuZKVK1diafn7jIl33nmHe+65p1E3P3fuHNOnT8fNzQ2tVouTkxOBgYHs3Hl1dL1GoyE1NbVRMRtq4cKFDB48mLZt22Jvb19rmccff5zbb78drVZrGBEthBBCmJqimG5rqRrcwtKxY0d27NjBxYsX0el0tGnTxuj8unXr0Ol0jbp5UFAQZWVlJCcn4+npSUFBAenp6RQWFjYqzvUoKysjODgYPz8/Vq1aVWe5KVOmsGfPHg4ePKh6nYQQQghRu+ta6bY27du3b1ScoqIiMjIy2L59O0OHDgXA3d2dgQMHAuDh4QHAhAkTDOdycnIA2LBhA3q9nqNHj+Li4kJYWBjPPfcc5uZXH0ej0fDmm2+yceNGtm/fjrOzMwkJCUycONFw/+rxN0lJSXXWsXrQ0Llz5yRhEUIIoRrpEqpfo98lZCo6nQ6dTkdqamqNJYQB9u3bB8Dq1avJz8837GdkZDBp0iRmz57N0aNHSUxMJCkpqcZ7jKKioggKCiI7O5vQ0FDDS5qEEEKI5ka6hOrXZAmLubk5SUlJJCcnY29vj7+/P/PmzTO0ZHTq1AkAe3t7nJycDPt6vZ65c+cSFhaGp6cnAQEBxMbGkpiYaBQ/ODiY8PBwevToQWxsLD4+PixbtuzvfUghhBCiAaoUxWRbS9VkCQtcHcOSl5fHxo0bGTlyJNu3b8fb2/ua3TTZ2dnExMQYWmh0Oh0RERHk5+dz+fJlQ7nqVfj+uP93tLCUlpZSXFxstJVWmnDNZSGEEKIVatKEBcDKyoqAgACioqLYtWsXkydPZv78+XWWLykpQa/Xk5WVZdgOHTrEiRMnjBayaSpxcXHY2dkZbYsO/9TU1RJCCNGMSZdQ/Zo8YfkzLy8vLl26+tI9CwsLKisrjc57e3tz/PhxunfvXmMzM/v9cTIzM42uy8zMpHfv3qrXPzIykosXLxptT9/irvp9hRBC3LiUKsVkW0vV6FlCplJYWEhwcDBTpkyhb9++2NjYsH//fhISEhg/fjxwdaZQeno6/v7+aLVaHBwciI6OZsyYMbi5uTFx4kTMzMzIzs7m8OHDLFiwwBB/3bp1+Pj4MGTIEFJSUti7d6/R9OXc3FzOnz9Pbm4ulZWVZGVlAdC9e3fD9OwffviBkpISzpw5w2+//WYo4+XlZbQGzR9ptdoaL5m60qbZ5YVCCCHEDaXJEhadToevry9Llizh5MmTlJeX4+rqSkREBPPmzQNg8eLFzJkzh5UrV9KlSxdycnIIDAwkLS2NmJgY4uPjsbCwoFevXoSHhxvF1+v1rF27lhkzZuDs7MyaNWuMXqMdHR1NcnKyYb9///4AbNu2jWHDhgEQHh7O119/XaPMqVOnDNOuhRBCiL+qJXflmIpGaYGTvzUaDevXrze8TbKpXXn4LtVi5337s2qxfzp3SbXYDlr13juVc+mKarG7aGtvWTOFwvIK1WIP7tu5/kLXKf9/xarFBjhXXHPZA1N5/6x6dV84yE212PYjB6gWWzNximqxzfrcUX+hVup/t/UyWSzX7P+aLFZzIn0VQgghhGj2mqxLSAghhBBXtcDODpNrkQmLfOGFEELcSOTXVv2kS0gIIYQQzV6LbGERQgghbiQteUl9U5GERQghhGhikq/UTxKWv8EP35xSLXZOsXpTeJ1VnMJrbdVGtdj3+HZXLbalk71qsauulKsWu01QsGqxux8/rFpsgO6//aZa7N4bd6oW+7nMXNVij/6+ULXYI46eVC229Yc7VIt9o5Oxl/WTMSxCCCGEaPakhUUIIYRoYtLAUj9JWIQQQogmJl1C9ZMuISGEEEI0e9LCIoQQQjQxpaqpa9D8NXkLy7lz55g+fTpubm5otVqcnJwIDAxk586ro/c1Gg2pqamq3HvhwoUMHjyYtm3bYm9vX+N8dnY2Dz74IK6urlhbW9O7d29ee+01VeoihBCi9VIUxWRbS9XkLSxBQUGUlZWRnJyMp6cnBQUFpKenU1io3rS9amVlZQQHB+Pn58eqVatqnD9w4ACOjo68//77uLq6smvXLqZNm0abNm2YNWuW6vUTQgghxFVNmrAUFRWRkZHB9u3bGTp0KADu7u4MHDgQAA8PDwAmTJhgOJeTkwPAhg0b0Ov1HD16FBcXF8LCwnjuuecwN7/6SBqNhjfffJONGzeyfft2nJ2dSUhIYOLEiYb76/V6AJKSkmqt35Qpxq9Z9/T0ZPfu3Xz66aeSsAghhDCZFtwwYjJN2iWk0+nQ6XSkpqZSWlpa4/y+ffsAWL16Nfn5+Yb9jIwMJk2axOzZszl69CiJiYkkJSWxcOFCo+ujoqIICgoiOzub0NBQQkJCOHbs2F+q88WLF2nfvv1fiiGEEEL8UZWimGxrqZo0YTE3NycpKYnk5GTs7e3x9/dn3rx5HDx4EIBOnToBYG9vj5OTk2Ffr9czd+5cwsLC8PT0JCAggNjYWBITE43iBwcHEx4eTo8ePYiNjcXHx4dly5Zdd3137drFhx9+yLRp0647hhBCCCEar8kH3QYFBZGXl8fGjRsZOXIk27dvx9vbu85uGrg6GDYmJsbQQqPT6YiIiCA/P5/Lly8byvn5+Rld5+fnd90tLIcPH2b8+PHMnz+fe+65p85ypaWlFBcXG21lLTjjFUII8dcpium2lqrJExYAKysrAgICiIqKYteuXUyePJn58+fXWb6kpAS9Xk9WVpZhO3ToECdOnMDKysrk9Tt69Ch3330306ZN4/nnn79m2bi4OOzs7Iy2t4uKTF4nIYQQLYfMEqpfs0hY/szLy4tLly4BYGFhQWVlpdF5b29vjh8/Tvfu3WtsZma/P1JmZqbRdZmZmfTu3btRdTly5AjDhw8nLCysxhiZ2kRGRnLx4kWjLbyWKdNCCCFENWlhqV+TzhIqLCwkODiYKVOm0LdvX2xsbNi/fz8JCQmMHz8euDpTKD09HX9/f7RaLQ4ODkRHRzNmzBjc3NyYOHEiZmZmZGdnc/jwYRYsWGCIv27dOnx8fBgyZAgpKSns3bvXaPpybm4u58+fJzc3l8rKSrKysgDo3r07Op2Ow4cPc9dddxEYGMicOXM4c+YMAG3atDGMp/kzrVaLVqs1Omap0ZjyYxNCCCFanSZNWHQ6Hb6+vixZsoSTJ09SXl6Oq6srERERzJs3D4DFixczZ84cVq5cSZcuXcjJySEwMJC0tDRiYmKIj4/HwsKCXr16ER4ebhRfr9ezdu1aZsyYgbOzM2vWrMHLy8twPjo6muTkZMN+//79Adi2bRvDhg3j448/5ty5c7z//vu8//77hnJ/nF4thBBC/FUtuSvHVDRKC/2UNBoN69ev57777mvqqnC4a1fVYucUX1EttrPWUrXYunbq5cqutzmrFtvSyV612FVXylWL3SYoWLXYHD+sXmyA335TLXTRxp2qxX4uM1e12KPbt1Mt9ogRN6sW2/rDHarFvtFlu3mYLNZtuTkmi9WcNMsxLEIIIYQQf9TkS/MLIYQQrV3L7OswrRabsLTQni4hhBAtkFIlv7PqI11CQgghhGj2WmwLixBCCHGjkAaW+kkLixBCCNHEmsNKty+99BIajYYnnnjCcOzKlSvMnDmTDh06oNPpCAoKoqCgwOi63NxcRo8eTdu2bXF0dOTpp5+moqLiuutRF0lYhBBCiFZu3759JCYm0rdvX6PjTz75JJ999hnr1q3j66+/Ji8vj/vvv99wvrKyktGjR1NWVsauXbtITk4mKSmJ6Ohok9dRuoT+BjY69dYz6alto1ps524dVIvdRqetv9B1shwyQLXY6GxVC91GxYHiZv2GqhZb6eCkWmwAKtRbn8a+rEy12KO/L1Qt9ufnL6kW23lHjmqxfVSLfONryh6hkpISQkNDWblypdFq8RcvXmTVqlV88MEH3HXXXQCsXr2a3r17k5mZyaBBg9i8eTNHjx7lq6++onPnzvTr14/Y2FieffZZXnjhBSwtTff7T1pYhBBCiCammHBrrJkzZzJ69GhGjBhhdPzAgQOUl5cbHe/Vqxdubm7s3r0bgN27d3PrrbfSuXNnQ5nAwECKi4s5cuTIddSmbtLCIoQQQjQxUy7FUVpaSmlpqdGx2t5zB7B27Vq+/fZb9u3bV+PcmTNnsLS0xP5PL/Dt3Lmz4d16Z86cMUpWqs9XnzMlaWERQgghWpC4uDjs7OyMtri4uBrl/ve//zF79mxSUlKwsrJqgpo2jiQsQgghRBMzZZdQZGQkFy9eNNoiIyNr3PPAgQOcPXsWb29vzM3NMTc35+uvv2bp0qWYm5vTuXNnysrKKCoqMrquoKAAJ6erY9ecnJxqzBqq3q8uYypNnrCcO3eO6dOn4+bmhlarxcnJicDAQHbuvPpSMo1GQ2pqqir3XrhwIYMHD6Zt27Y1mrwACgsLGTlyJC4uLmi1WlxdXZk1axbFxcWq1EcIIUTrVGXCTavVYmtra7TV1h109913c+jQIbKysgybj48PoaGhhv+3sLAgPT3dcM3x48fJzc3Fz88PAD8/Pw4dOsTZs2cNZbZs2YKtrS1eXl4m/YyafAxLUFAQZWVlJCcn4+npSUFBAenp6RQWqjfCvlpZWRnBwcH4+fmxatWqGufNzMwYP348CxYsoFOnTvzwww/MnDmT8+fP88EHH6hePyGEEEItNjY23HLLLUbH2rVrR4cOHQzHp06dypw5c2jfvj22trb861//ws/Pj0GDBgFwzz334OXlxcMPP0xCQgJnzpzh+eefZ+bMmbUmSX9FkyYsRUVFZGRksH37doYOvTrt0t3dnYEDBwLg4eEBwIQJEwzncnJyANiwYQN6vZ6jR4/i4uJCWFgYzz33HObmVx9Jo9Hw5ptvsnHjRrZv346zszMJCQlMnDjRcH+9Xg9AUlJSrfVzcHBg+vTphn13d3dmzJjBokWLTPYZCCGEEM319XdLlizBzMyMoKAgSktLCQwM5M033zScb9OmDWlpaUyfPh0/Pz/atWtHWFgYMTExJq9LkyYsOp0OnU5HamoqgwYNqpGN7du3D0dHR1avXs3IkSNp0+bqmiMZGRlMmjSJpUuXcscdd3Dy5EmmTZsGwPz58w3XR0VF8dJLL/Haa6/x3nvvERISwqFDh+jdu/d11TcvL49PP/3UkFwJIYQQpqA06Uosv9u+fbvRvpWVFW+88QZvvPFGnde4u7vzn//8R+WaNfEYFnNzc5KSkkhOTsbe3h5/f3/mzZvHwYMHAejUqRMA9vb2ODk5Gfb1ej1z584lLCwMT09PAgICiI2NJTEx0Sh+cHAw4eHh9OjRg9jYWHx8fFi2bFmj6/nggw/Stm1bunTpgq2tLW+//fZffHIhhBBCNEaTD7oNCgoiLy+PjRs3MnLkSLZv3463t3ed3TQA2dnZxMTEGFpodDodERER5Ofnc/nyZUO56kFBf9w/duxYo+u4ZMkSvv32WzZs2MDJkyeZM2dOnWVLS0spLi422kqrqhp9TyGEEK1HUy4cd6No8oQFrjY5BQQEEBUVxa5du5g8ebJR186flZSUoNfrjUY2Hzp0iBMnTqgyl9zJyYlevXoxbtw4EhMTWb58Ofn5+bWWrW3++5vnzpu8TkIIIVoOSVjq1ywSlj/z8vLi0qWr78qwsLCgsrLS6Ly3tzfHjx+ne/fuNTYzs98fKTMz0+i6zMzM6x6/Uq3q/1tL/ryKYLXa5r/P6NT+L91TCCGEaO2adNBtYWEhwcHBTJkyhb59+2JjY8P+/ftJSEhg/PjxwNWZQunp6fj7+6PVanFwcCA6OpoxY8bg5ubGxIkTMTMzIzs7m8OHDxu9uGndunX4+PgwZMgQUlJS2Lt3r9H05dzcXM6fP09ubi6VlZVkZWUB0L17d3Q6Hf/5z38oKChgwIAB6HQ6jhw5wtNPP42/v79hBtOf1bb88QWzZpkXCiGEaCaqWnLTiIk0+SwhX19flixZwsmTJykvL8fV1ZWIiAjmzZsHwOLFi5kzZw4rV66kS5cu5OTkEBgYSFpaGjExMcTHx2NhYUGvXr0IDw83iq/X61m7di0zZszA2dmZNWvWGC1kEx0dTXJysmG/f//+AGzbto1hw4ZhbW3NypUrefLJJyktLcXV1ZX777+fuXPn/g2fjhBCiNaiucwSas40iinfuNSMaDQa1q9fz3333dfUVeGnW3uqFrusvLL+QtfJuVsH1WK30Zl2QaE/shwyQLXY6GzVi63it6LZqFDVYiv/O65abAAqylULrWzZqFrs/yzdpFrsz89fUi12uJO9arF98nNVi32j2+rYxWSx7jp72mSxmhPpqxBCCCFEs9fkS/MLIYQQrV3L7OswrRabsLTQni4hhBAtkPzGqp90CQkhhBCi2WuxLSxCCCHEjaJK2ljqJQmLEEII0cQkXamfdAkJIYQQotmTFpa/geMtTqrFtnBSb9l/Td9+qsWmfSfVQpv53K1abDQa9WKrSGPneEPGVluVXUfVYo84elK12M47clSL/faZItVi+6gW+cYn80TqJwmLEEII0cQkX6mfJCxCCCFEE5Ol+esnY1iEEEII0exJC4sQQgjRxORtzfVr8haWc+fOMX36dNzc3NBqtTg5OREYGMjOnTuBqy8xTE1NVeXeCxcuZPDgwbRt2xZ7e/trli0sLOSmm25Co9FQVFSkSn2EEEK0TooJt5aqyVtYgoKCKCsrIzk5GU9PTwoKCkhPT6ewsFD1e5eVlREcHIyfnx+rVq26ZtmpU6fSt29fTp9umW/BFEIIIZqzJm1hKSoqIiMjg/j4eIYPH467uzsDBw4kMjKScePG4eHhAcCECRPQaDSGfYANGzbg7e2NlZUVnp6e6PV6KioqDOc1Gg3Lly9n1KhRWFtb4+npyccff2x0f71ez5NPPsmtt956zXouX76coqIi/v3vf5vs2YUQQohq0sJSvyZNWHQ6HTqdjtTUVEpLS2uc37dvHwCrV68mPz/fsJ+RkcGkSZOYPXs2R48eJTExkaSkJBYuXGh0fVRUFEFBQWRnZxMaGkpISAjHjh1rVB2PHj1KTEwM7777LmZmTd6DJoQQogVSTPhfS9Wkv4HNzc1JSkoiOTkZe3t7/P39mTdvHgcPHgSgU6eri4vZ29vj5ORk2Nfr9cydO5ewsDA8PT0JCAggNjaWxMREo/jBwcGEh4fTo0cPYmNj8fHxYdmyZQ2uX2lpKQ8++CCLFi3Czc3NRE8thBBCiMZq8iaDoKAg8vLy2LhxIyNHjmT79u14e3uTlJRU5zXZ2dnExMQYWmh0Oh0RERHk5+dz+fJlQzk/Pz+j6/z8/BrVwhIZGUnv3r355z//2eBrSktLKS4uNtpKK6safL0QQojWR1FMt7VUTZ6wAFhZWREQEEBUVBS7du1i8uTJzJ8/v87yJSUl6PV6srKyDNuhQ4c4ceIEVlZWJqvX1q1bWbduHebm5pibm3P33VeXfO/YsWOd9YuLi8POzs5oW3Q012R1EkII0fJUmXBrqZp8llBtvLy8DFOZLSwsqKysNDrv7e3N8ePH6d69+zXjZGZmMmnSJKP9/v37N7gen3zyCb/99pthf9++fUyZMoWMjAy6detW6zWRkZHMmTPH6FhV+OgG31MIIYQQNTVpwlJYWEhwcDBTpkyhb9++2NjYsH//fhISEhg/fjwAHh4epKen4+/vj1arxcHBgejoaMaMGYObmxsTJ07EzMyM7OxsDh8+zIIFCwzx161bh4+PD0OGDCElJYW9e/caTV/Ozc3l/Pnz5ObmUllZSVZWFgDdu3dHp9PVSEp++eUXAHr37l3nui1arRatVmt07Lc2zaIhSwghRDPVgntyTKZJExadToevry9Llizh5MmTlJeX4+rqSkREBPPmzQNg8eLFzJkzh5UrV9KlSxdycnIIDAwkLS2NmJgY4uPjsbCwoFevXoSHhxvF1+v1rF27lhkzZuDs7MyaNWvw8vIynI+OjiY5OdmwX936sm3bNoYNG6b+ByCEEEIASksefGIiGqWFfkoajYb169dz3333NXVV+O3BoarFtnBqr1psTd9+qsWmfSfVQpv53K1abDQa9WKrSGPfuamr0CxVnTqoWuzSmOdUi31kR45qsd8+U6Ra7BVKsWqxb3TrHEz3PRp8ocBksZoT6asQQgghRLPXLAfdCiGEEK1Ji+zqMLEWm7C00J4uIYQQLZD8xqqfdAkJIYQQotlrsS0sQgghxI2iSnoF6iUJixBCCNHEJF2pn3QJCSGEEKLZa7HrsAghhBA3ivftHU0W659FZ00WqzmRLiEhhBCiiVVJ00G9pEtICCGEEM2eJCxCCCFEE6tCMdnWUHFxcQwYMAAbGxscHR257777OH78uFGZK1euMHPmTDp06IBOpyMoKIiCAuOl/3Nzcxk9ejRt27bF0dGRp59+moqKCpN8Ln8kCYsQQgjRxKoU020N9fXXXzNz5kwyMzPZsmUL5eXl3HPPPVy6dMlQ5sknn+Szzz5j3bp1fP311+Tl5XH//fcbzldWVjJ69GjKysrYtWsXycnJJCUlER0dbcqPB2gGg27PnTtHdHQ0n3/+OQUFBTg4OHDbbbcRHR2Nv7+/qi8xXLhwIZ9//jlZWVlYWlpSVFRUo4ymlpfdrVmzhpCQEJPXRwghROu0ytZ0L4SdWnzuuq47d+4cjo6OfP3119x5551cvHiRTp068cEHHzBx4kQA/vvf/9K7d292797NoEGD+OKLLxgzZgx5eXl07nz1BY4rVqzg2Wef5dy5c1haWprsuZq8hSUoKIjvvvuO5ORkvv/+ezZu3MiwYcMoLCxU/d5lZWUEBwczffr0a5ZbvXo1+fn5hq05vAFaCCGEMKWLFy8C0L59ewAOHDhAeXk5I0aMMJTp1asXbm5u7N69G4Ddu3dz6623GpIVgMDAQIqLizly5IhJ69eks4SKiorIyMhg+/btDB06FAB3d3cGDhwIgIeHBwATJkwwnMvJyQFgw4YN6PV6jh49iouLC2FhYTz33HOYm199JI1Gw5tvvsnGjRvZvn07zs7OJCQkGLJEAL1eD0BSUtI162lvb4+Tk5OpHlsIIYQwYspZQqWlpZSWlhod02q1aLXauu9fVcUTTzyBv78/t9xyCwBnzpzB0tISe3t7o7KdO3fmzJkzhjJ/TFaqz1efM6UmbWHR6XTodDpSU1NrfLgA+/btA35v4ajez8jIYNKkScyePZujR4+SmJhIUlISCxcuNLo+KiqKoKAgsrOzCQ0NJSQkhGPHjjW6njNnzqRjx44MHDiQd955R16sKIQQwqRMOeg2Li4OOzs7oy0uLu6a9585cyaHDx9m7dq1f9MTN16TJizm5uYkJSWRnJyMvb09/v7+zJs3j4MHDwLQqdPVPr3qFo7qfb1ez9y5cwkLC8PT05OAgABiY2NJTEw0ih8cHEx4eDg9evQgNjYWHx8fli1b1qg6xsTE8NFHH7FlyxaCgoKYMWNGo2MIIYQQf5fIyEguXrxotEVGRtZZftasWaSlpbFt2zZuuukmw3EnJyfKyspqjO8sKCgw9Do4OTnVmDVUvW/qnolmMYYlLy+PjRs3MnLkSLZv3463t/c1u2mys7OJiYkxtNDodDoiIiLIz8/n8uXLhnJ+fn5G1/n5+TW6hSUqKgp/f3/69+/Ps88+yzPPPMOiRYvqLF9aWkpxcbHRVlvrkRBCCFHNlLOEtFottra2Rltt3UGKojBr1izWr1/P1q1b6dq1q9H522+/HQsLC9LT0w3Hjh8/Tm5uruH3q5+fH4cOHeLs2d9X192yZQu2trZ4eXmZ9DNq8oQFwMrKioCAAKKioti1axeTJ09m/vz5dZYvKSlBr9eTlZVl2A4dOsSJEyewsrJSta6+vr78/PPPdSYh19MUJ4QQonWrMuHWUDNnzuT999/ngw8+wMbGhjNnznDmzBl+++03AOzs7Jg6dSpz5sxh27ZtHDhwgEceeQQ/Pz8GDRoEwD333IOXlxcPP/ww2dnZfPnllzz//PPMnDnzmmNmrkezXJrfy8uL1NRUACwsLKisrDQ67+3tzfHjx+nevfs142RmZjJp0iSj/f79+/+lumVlZeHg4FDnFyIyMpI5c+YYHTP1F00IIYT4q5YvXw7AsGHDjI6vXr2ayZMnA7BkyRLMzMwICgqitLSUwMBA3nzzTUPZNm3akJaWxvTp0/Hz86Ndu3aEhYURExNj8vo2acJSWFhIcHAwU6ZMoW/fvtjY2LB//34SEhIYP348cHWmUHp6Ov7+/mi1WhwcHIiOjmbMmDG4ubkxceJEzMzMyM7O5vDhwyxYsMAQf926dfj4+DBkyBBSUlLYu3cvq1atMpzPzc3l/Pnz5ObmUllZSVZWFgDdu3dHp9Px2WefUVBQwKBBg7CysmLLli28+OKL/Pvf/67zmeobiS2EEEL8WVO8S6ghE0isrKx44403eOONN+os4+7uzn/+8x9TVq1WTbpwXGlpKS+88AKbN2/m5MmTlJeX4+rqSnBwMPPmzcPa2prPPvuMOXPmkJOTQ5cuXQzTmr/88ktiYmL47rvvsLCwoFevXoSHhxMREXH1wTQa3njjDVJTU9mxYwfOzs7Ex8fzwAMPGO4/efJkkpOTa9Rr27ZtDBs2jE2bNhEZGckPP/yAoih0796d6dOnExERgZlZs+hNE0II0QK81q6DyWLNvqT+OmZNoclXulWLmivkCiGEEKYkCUv9muUYFiGEEKI1aYouoRuNJCxCCCFEE2vM7J7WqsUmLC20p0sIIUQLJC0s9ZORo0IIIYRo9lpsC4sQQghxo6hCmljqIwmLEEII0cRkDEv9pEtICCGEEM2etLAIIYQQTUwG3dZPEhYhhBCiiUmXUP2kS0gI8X/t3XtcTPn/B/D3KbZQySWKVCvkfklKoSxaKclKsYvYla91WZbH+q5ba8ttsRbrvi6br7XYXJJ1CalFFuWSe6y7LZVSpKbbvH5/eMz5NZKmaaaZqffz8ejBnJl5zXs+dea855zzmWGMMa3He1gYY4wxDZPyZ4eViRsWxhhjTMP4kFDZNHpIKC0tjSZMmEBWVlZkYGBA5ubm1L9/f4qNjSWiN19gGB4erpbHXrhwIbm4uFDt2rXJ1NS01NuFhoZSx44dydDQkBo1akSTJk1SSz2MMcYYK51G97D4+vpSfn4+bdu2jZo3b04pKSkUFRVF6enq/6bJ/Px88vPzI2dnZ9qyZcs7b/PTTz/R8uXLadmyZeTk5ESvX7+mhw8fqr02xhhj1QvPEiqbAA196U5mZibVq1ePYmJiyM3NrcT1NjY29OjRI/GytbW12CwcOHCAgoOD6ebNm9SkSRMaPXo0zZkzh2rUeNN/CYJA69ato4iICIqJiSELCwtaunQpDR06tMTjhIaG0tdff02ZmZlyy1+8eEFNmzalgwcPUt++fVX3xBljjLG3zPmgnsqyFua/UFmWNtHYISEjIyMyMjKi8PBwysvLK3F9XFwcERH9+uuvlJycLF4+ffo0BQQE0NSpU+nmzZu0ceNGCg0NpYULF8rdPygoiHx9fSkhIYFGjBhBw4cPp1u3bilc3/Hjx0kqldK///5Lbdq0IUtLS/L396cnT55U4FkzxhhjJQFQ2U9VpbGGpUaNGhQaGkrbtm0jU1NT6tGjB82ePZuuXr1KRERmZmZERGRqakrm5ubi5eDgYJo5cyaNHj2amjdvTu7u7jR//nzauHGjXL6fnx8FBgZSq1ataP78+eTg4ECrV69WuL779++TVCqlRYsW0cqVK2nPnj2UkZFB7u7ulJ+fr6JRYIwxxpgiNHrSra+vLyUlJVFERAR5eHhQTEwM2dvbU2hoaKn3SUhIoJCQEHEPjZGREY0bN46Sk5MpJydHvJ2zs7Pc/Zydncu1h0UqlVJBQQH9/PPP1L9/f+revTvt3LmT7t69S9HR0aXeLy8vj16+fCn38649SIwxxpiMVIU/VZXGPzjO0NCQ3N3dKSgoiM6ePUtjxoyhefPmlXr77OxsCg4OpitXrog/165do7t375KhoaHK6rKwsCAiorZt24rLzMzMqGHDhvT48eNS77d48WKqW7eu3M/ixYtVVhdjjLGqRwrV/VRVWvc5LG3bthWnMtesWZOKiorkrre3t6fExERq0aLFe3POnTtHAQEBcpe7dOmicB09evQgIqLExESytLQkIqKMjAx6/vw5WVtbl3q/WbNm0fTp0+WWGRgYKPy4jDHGGCtJYw1Leno6+fn50RdffEEdO3YkY2Njio+Pp6VLl5KPjw8RvZkpFBUVRT169CADAwOqV68efffddzRw4ECysrKioUOHkp6eHiUkJND169dpwYIFYn5YWBg5ODhQz549aceOHXThwgW56cuPHz+mjIwMevz4MRUVFdGVK1eIiKhFixZkZGRErVq1Ih8fH5o6dSr98ssvZGJiQrNmzaLWrVvTRx99VOrzMjAw4AaFMcZYuVTlQzmqorFpzXl5efT999/TsWPH6N69e1RQUEDNmjUjPz8/mj17NtWqVYsOHjxI06dPp4cPH1LTpk3Fac2RkZEUEhJCly9fppo1a1Lr1q0pMDCQxo0b9+ZJCQKtXbuWwsPD6dSpU2RhYUFLliwhf39/8fHHjBlD27ZtK1FXdHQ09e7dm4iIXr58SdOmTaN9+/aRnp4eubm50apVq6hZs2ZqHx/GGGPVx3T9uirL+qkoS2VZ2kRjDYs6CYJA+/fvp8GDB2u6FMYYY6xM3LCUTevOYWGMMcaqGz4kVDZuWBhjjDENq8qze1SlSjYsVfAoF2OMMVatVcmGhTHGGNMlfEiobNywMMYYYxom5SMDZeKGhTHGGNMw3sNSNo1/ND9jjDHGWJnAtIZEIsG8efMgkUg4u5LyOZuzOVs783U1m6lPlfzgOF318uVLqlu3LmVlZZGJiQlnV0I+Z3M2Z2tnvq5mM/XhQ0KMMcYY03rcsDDGGGNM63HDwhhjjDGtxw2LFjEwMKB58+aRgYEBZ1dSPmdzNmdrZ76uZjP14ZNuGWOMMab1eA8LY4wxxrQeNyyMMcYY03rcsDDGGGNM63HDwhhjjDGtxw0LY1qkoKBA0yUoRV3n7hfP1aX5AeqstbLGRJfGW6aoqIiIdLN2VjZuWNRIttJIpZXzPZy69OKVmZmp0rziLl++TCkpKWrJjo6OpmvXrqkle/fu3bRy5UoiUv14SyQSevXqlUozixMEQS25ubm5RERUWFhIgiCofF1S17opy337X1V49eoV5eXlkUQiUcuYXLlyhYje/E5V/Xd46NAhOn36tEozZSIiImjx4sXiuLCqhxsWNXr06BEREenp6anlhfHvv/+mTZs20erVq+nixYsqfYGJjIykWbNmUUBAAP35558qzd6+fTs5OztTfHy8SvKKW7t2LQ0aNIiysrJUnr1lyxb69NNP6fDhw/T69WuVZv/666/06aefUlBQEN26dUulL7hhYWE0cuRIcnJyonnz5qm0cTl27BgtWrSIZs6cSRERESrdwO3atYuGDRtGvXv3plGjRtHdu3dJT081L1knT56kW7duqWXdPHjwIE2ePJm8vb0pJCSEXrx4QXp6eioZm7CwMBo2bBi5urrS4MGDKS0tTWVjQkS0f/9+sre3p8DAQCJSbdOyceNG8vb2Vmm9Mlu2bKFRo0aRkZERpaWlicsr680iqySV+U2L1cn27dshCAJWrlwpLisqKlJZ/pYtW9CkSRO4uLigbdu2sLS0xF9//aWS7M2bN6Nhw4bw8/ODh4cHBEHA6dOnK5wrlUoBAP369YMgCGjZsiXi4+MrnCuzYcMG1KhRAzt37lRZpsz+/ftRp04dtWRv2LAB+vr6CAkJgYODA9auXQsAKCwsrHB2aGgoTExMMHPmTMyZMweCICA0NLTCuQCwdetW1K1bF0OHDsXgwYMhCAJGjx6NCxcuVDh7586dMDAwQEhICL766iv07dsXRkZG2L59O3JyciqUvXv3bgiCgI4dO+LatWsAVLdubt26FcbGxpgxYwZ8fHzQs2dPjB8/Hvn5+SrJrl27NpYsWYJFixbB2dkZEyZMEK9XxXP4/fff0bp1azRo0ADDhg2rcJ7Mpk2bULNmTYSFhb3z+orUfvbsWTRu3Bjbt28HAOTn56OwsJC/ibkK4oZFDWJiYmBjYwNXV1fUr19f5U3LgQMHUL9+fezevRt5eXlITEzEp59+iokTJ6KoqKhCjxEWFoaGDRtiz549kEqlSE9Ph4uLC06ePFnhumV1BQcHY+XKlRg1ahSaNGmCc+fOVTh727Zt0NPTQ3h4OAAgKSkJUVFR2LdvH65cuVLh/K+//hrfffcdAOD27dv47rvv4O/vj59++glXr15VOnfNmjUwMDBAREQEAGDUqFGwtbVFXl5ehWu+desWWrZsKbeRGDt2LLZs2YJXr15VKDshIQHW1tbYu3evuOy3336DIAjw9fXFmTNnlMqVSqXIz8+Hl5cXvv32W3F5YWEhpk+fjpo1a2LLli1i81te586dg729PUaMGAFvb284OjqqrGmJjo6GlZUVdu/eLS778ccf0alTJ7x48aJC2X/++SeaNm0q97ucMmUK5s+fj5ycHGRnZ1coXyYsLAz9+vXDqVOnUK9ePXz22Wfidffv31cqMzQ0FIIgYMeOHQCAe/fu4eeff8bkyZOxaNEipKamAlB+/Lds2YJBgwYBAG7evImBAwfC0dERzZs3x9atW5GSkqJULtM+3LCoWG5uLubMmYP//Oc/uHjxIkJCQmBsbKyypiUjIwPDhw/Hf//7X7nl8+fPR4cOHZTOBYAXL17A3d0dixYtklvu6OgIf39/fPzxx1i+fDkyMjIq9DgrVqyAn58fcnJy0LdvXzRr1gznz5/HsGHDcPz48XJlSaVSpKWloUGDBnBycsLr169x+/ZtODg4oH379jA3N4e+vj5WrFihdL1FRUVwdXXF0qVL8fjxY1hbW2PQoEEYOnQozM3N4e3tjaioqHLnXrx4EYIgYM+ePeKyS5cuwdbWFhs2bFC63uL5rVu3lmuoHB0d0aNHD5ibm+OLL77A0aNHlcqOjo6Gg4MDMjIyxHe0ly9fRps2bWBhYYERI0YotVdB1rA4OTlh8eLFAOT3NM2YMQO1a9cWm9zyrkuHDx/GkCFDcOvWLZw4cQJeXl5yTYuye7UKCgqwfPlyjBw5EllZWWJOcnIyLCwscPnyZaVyZdavX4/p06fL7V3q06cPWrVqhfbt28POzg6nTp0CULHXl6SkJAwYMAB5eXnYv38/TE1N8dlnn8HZ2RkrV65EQUFBuTO//fZbCIKAkydPIi4uDh9++CEGDBiALl26oHPnzrCwsMCjR4+Urn3p0qXw8/NDRkYGLC0tMXnyZGzatAnTpk1D/fr18cMPP1T4jRzTDtywqMGNGzcQHR0NAEhJSUFwcHCJpkXZd4g5OTn48ccfxXfkspxjx46hbdu2yMvLq9CKee3aNbk9EoMGDUKTJk0wY8YMBAUFQRAEzJ07V6lsWa3Hjx/HgAEDxOX9+/eHvr4+7O3t8fLlS6Wyjxw5gpYtW8Lb2xvNmjXD119/jRs3buDBgwdYsWIFBEHArl27lMouKirCqFGjMGfOHKxZswZffvmluAckISEBXbt2RWBgYLlznz9/jtu3bwP4/7F59eoV+vTpAy8vL6VqLe7y5csQBAHff/89oqKi4O3tDVtbW2zfvh07duyAg4MD/Pz8lHp3fuTIEejp6eH69evish07dsDf3x9hYWEQBAEHDhxQuvbRo0ejTZs2yM3NBQC55sfPzw9dunTB69evlcq+efOm+P+jR4/C09MTjo6Oco2dMhvmgwcP4siRI+LloqIiJCcno379+u88TFae9TQ/Px+PHz8WL48aNQrW1tYIDw9HdHQ0AgIC0KhRowrvTUhJSUGzZs3Eeg8ePIgPPvgApqam4l45ZV5fpkyZAkEQYGFhgdmzZ4t7nBITE9G7d290795d6UN9W7duRYMGDfDHH39gzJgxck3nsmXLULt2bTx48ECpbKZduGGpBM+ePSvRtKSkpCA0NBSZmZnlzktLSxP/L9vQnTt3Dm3atJHb1X/x4sUK1X38+HH4+fnh3r174rLly5ejXr16SElJUbrpysjIQLdu3VBQUACpVIp27dqhYcOGaNKkSbnfiUqlUrGOo0ePwtzcHJ9//nmJF79hw4ahf//+yM3NVaruHTt2QBAE2NnZISgoSHxsANi7dy8MDQ3Fd4nKkm0ITp06BQMDA+zfv79CeQCwceNGNG7cGL6+vjAzM5PbWEdGRkIQBMTFxZU7NzMzE76+vmjRogUWL16MuXPnQhAE8TyCTz75RDykU9Z4y64v/i74/PnzcHBwwLhx40o0LXv37oW1tTUePnxYZp3Fs0urIzIyUmxarl+/joKCAgwZMkTc61JWtmwDWXxDLrtOIpGgefPm4h4hqVSKmTNnlnmIqHjdb0tLS8OsWbPknv/Vq1dRt25dhfdQvitf9n8vLy/x76Rdu3Zo3749TE1NMXr06HJnF28e/vvf/6JXr15ISkqS+11s3LgRlpaWcg1ZeeoGAFdXV9SqVQvdu3cX9/gBb343VlZWcnsxme7ihkUFSnvHUXxlTU5ORnBwMOrWrYuFCxfC1dUVdnZ2Cr1bUSQ/MjISNjY24mU3NzfY2toCeP8Go6zHl737lmUsX74c/fr1U7ruwsJCPHv2DD179kRcXBycnJzQu3dvPHr0CF5eXtDX1xf3OpQ3GwDi4uJw7NixEstHjhyJ4cOHl5lbWnZ+fj6mTp0KQRAwfvx4cSMKAFFRUXBxcVGo+Syt7uK/o5SUFLi5uWHixInvvY+i2RkZGbh06RKcnJyQm5sr/t3IzudQdrzPnTuHyZMnw87ODt27dxcbLKlUij59+mDKlCkK1V383a/scfLz87F06VJ069YNEydOlNubcv78edjZ2eHOnTtKZcsUH/PIyEgMHDgQDg4O6NKlCxo1alTmXpbi2aUdSioqKkKLFi3Ek8sHDBgAGxubMg89lVb32xts2b+xsbHo1q2bQr/L9+UDwNSpU/Htt9+iU6dO6NWrF549eyY2t8HBweXOLv5ci++Rky3//fff0b17d6Snpytd9759++Dg4ABzc3PcunVLXJ6cnIyOHTuq5Bw8pnncsFRQ8ZUmMTERly5dQl5enrgyFn/RS01NFY/nOjg4iO8YFW0o3pUv+zcyMhJ2dnbIz8+Hp6cn2rVrV+Y5BGVlv/2uVCKRwMvLC5MmTXr/oLwnWzYen332GQRBgJubm3jS3evXrzF9+vQyX8zflZ2bmytmv/0CnJ2djX79+mH+/PlK1y2VSpGUlITRo0ejRo0aWLBgAS5duoR///0X3t7e8PT0LHNPgqK/SwBYtWoV6tSpo9BGubTs4s3J33//DSMjI3Gv26tXrzBo0CCFms+3s+Pj4+X+NtLT05GVlSXeJiMjA66urli/fn2Zdb9rNp3s95iTk4MFCxbA0dERrq6uOH/+PGJiYuDp6YnevXuXWbciM/WK/85ks4dk79KB0hsRRbPT0tLQtGlTnD59Gn5+fmjVqpXKsmXy8vIwcOBA+Pj4KNTclpYvu++yZcsgCAI8PT3FdVMqleLs2bNlNnFlZb8tLy8PHh4eGDlyZJnrz7uyZWOYn5+PXbt2oXXr1jA3N8fmzZuxY8cOeHt7w8XFRSUz7pjmccOiIjNmzIC1tTUMDQ3RrVs3zJgxQ9w7IVvJMzMz0blzZ3Tt2lVcpuix8vflA0B8fDzatm2Lbt26oXnz5uKLoiL5ZWVLJBLcuHEDAwcORMeOHcVMRQ6tvCtbIpFg165d+PLLL/Hs2bN33k+RF5jy1N25c+dynZdQPNvBwQEzZ85ETk4OJBIJgoODYWJiAgsLC7Rt2xaOjo7ieCuywXhf3bKcly9fwtraGiEhIQrXXFq27LygESNGQF9fHz169IC9vb1c01zeuh0cHDBjxgy5Q5A5OTm4dOkSBgwYgE6dOpU53u+bTSerSyKRICIiAn379oWxsTHatWsHNze3Musu70y9rKwsuLm5oX379mWum+XJzsrKQvPmzVG/fn20bt26zPWyPNkSiQTR0dHw8PBAhw4dFPpdvi9fts5lZWVh2bJlpZ4Po4rac3NzERUVBXd3d4VeU96XLbtvYWEhbt68iYCAANja2sLBwQGDBg0qs0FkuoMbFiUVXwF///13WFtb4+DBg4iLi8OMGTPg7OyMkSNHiruy8/PzERISgq5duyrUTJQ3//jx4xAEQaF8ZbL79+8PV1fXMlf+srKdnJwwduxYpWaQlLfuo0ePwtXVFS4uLiqpOyAgQMy+fv06zpw5g7/++uude9MqUjfw5oV706ZN5drbVFr2qFGjkJubi9evX2Pjxo345ptvsHr16jI3zOWt+9GjRxg+fDj69etX5ngrMpvu7b+RGzdu4OnTp2JdpdWtzEy9I0eOwN3dvcx1p7zZOTk5aNWqFRwdHcsc7/Jmx8fHY9q0afDx8VHoDZAi+cp+dkl5a79w4QImTJgADw8PlYz52/dNSkrCq1evxAZImZOomfbhhqWC9u/fj+DgYCxZskRclpeXhw0bNqBr167YuHGjuPz+/ftlbtzKmy+b/vrkyRMsWrSoXHtuFK09KSkJJ06cKFft78vu3Lmz3LiUl6J1P336FIcPH1ZZ3fb29qUe5lDk3Zuidb+dVdHsLl264JdfflF73cCbcwzKaihkFJlN9/Y5EMWXVzS7+AnbssuqqluWXVRUhP379yv8N1ieGYZFRUV4/PhxuTbK6pzBWN7a7927p9K/FalUKo5z8efA05mrDm5YKiArKws1atQQT8R8m6enJ3x8fEosV3QFUiRf9oFJxSnywqVstiIbOGXHRRFVue7KHhNVZVfkb7w4Vc+mUzS7+MmeymysS8veunWr3MnZyhySeF928Y8AULbJ0MSYv127tv2tMO3FDUs5vOtF4enTp7C1tRU/Zr74yvfDDz/A1dVV4c+LUDZfkc/R0MZsRcalutVdlbPVOZuOs6tW7eoeF6abuGFRUPGVICkpCenp6UhOTgYAPH78GI0bN0avXr0QExOD169f48WLF3BxcYG/v7/G8zmbs7UpW9Wz6Tj73XS1dnWPC9Nd3LAooPgf//z589GrVy+0bt0abm5u4nfXPHnyBE2aNEHt2rXh4uKCIUOGwNnZWfxE1PetQOrM52zO1nR2ceqcTcfZVat2dY8L0z3csJRDUFAQGjRogIiICMTGxqJv376oWbOm+ImTSUlJsLW1hbm5OQ4dOiS+I1D0i+zUmc/ZnK2JbHXOpuPsd9PV2tU9Lkz3ccOioGfPnqFXr17il8UdPHgQpqamWLduHQCIJ9c9ffoUZmZm6NOnD+7evavwiXbqzOdsztZ0tjpn03F21apd3ePCdBc3LKV4e/d2YmIi6tWrhydPnuDIkSMwMjISp7jKvpDw7t27AN7sOre0tETXrl1L/aRSdeZzNmdrOrs4dc404uyqVXtlzkpjuocblnco/gmPmzZtQm5uLiQSCYYMGYJp06bB2NhYrsu/desWBg0ahMjISLHLf/ToEVq1avXOL2hTZz5nc7ams3V1FpOuZuty7eoeF1a1cMPylhMnTqBJkya4ceMGpk6dKvfV5LKvSC/+XTovX76Ep6cn3N3dS3wI0rt2laszn7M5W9PZVWEWky5l63Lt6h4XVvUIAECMiIikUinp6emRi4sL/fPPPySRSOivv/6iLl26iLfx9fWlCxcuUM+ePalhw4Z09epVevHiBV28eJFq1qwpZhARASBBEColn7M5W9PZxf+/YMECOnbsGKWlpVHjxo1p2rRp5OPjQ0+fPiUnJyfKzMykzp07k7m5OSUnJ1NMTAx98MEHJdYZGc4uma3Ltat7XFgVVWmtkZaLjIzEggUL8OTJE8yfPx+CIMDKygqXL18ucTLX0qVLERAQAH9/f8ybN0+h6XTqzOdsztZ0dnG6NIupKmTrcu3qHhdWtXDDAmDr1q1o2rQpJkyYgBs3buDatWtITEyEi4sLbG1tcebMGRQWFpY4sav45ffNlFBnPmdztqazi9PVWUy6mq3Ltat7XFjVU+0blp07d6J27drYvXv3O7+DomfPnrC2tsbff/8tLgsJCVH4W03Vmc/ZnK3pbF2dxaSr2bpce2XNSmNVV7VuWFJTU9G7d2+sWbNGbvmrV69w5swZ3L59G8CbqXRWVlZYvnw5Pv74Y9jY2CjU5aszn7M5W9PZujqLSVezdbl2dY8Lqx6qfcPStm1b7N+/X1y2bt06DB06FIIgwMzMTJzzP2rUKHz00Ufw8PAQP1WxrLn/6sznbM7WZLauzmLS1Wxdrl3d48KqjxqaPulX016+fEmHDh0iExMTWrduHd25c4d69uxJkZGRlJWVRdOnT6c1a9bQ//73P0pLS6OGDRuSIAhUWFhINWqUPXzqzOdsztZEtlQqpb59+5K1tTX17t2bJBIJnTlzhmxsbIiIaNWqVfT06VM6cOAApaenl5hppKenR1KpVMyWzTji7Hdn63Lt6h4XVs1oumPStBMnTqBu3bpo3rw5OnXqhKioKDx//hwAkJGRgc6dO2Pu3Lly9ynPN4GqM5+zObuys3V1FpOuZuty7ZU1K41VH9W+YQHe7Da/f/9+ieUZGRno1auX3LFVbcvnbM6urGxdncWkq9m6XHtlzUpj1Qs3LKVITU2Fl5cXnJyc1LLiqDOfszlb1dm6OotJV7N1uXZ1jwurvrhheUtaWhoWL14MLy8vdOvWTTz5UFUbC3XmczZnqyNbV2cx6Wq2Lteu7nFh1Vu1P+n2bU+fPqXY2Fhq0aIFhYeHU40aNRQ+wVbT+ZzN2erKTk1NpaZNm4qX169fTydPnqS9e/dSw4YNycXFhQ4dOkQBAQH0559/koGBAd25c4f09fXlPsqfsxXL1uXa1T0urBrTdMekjV68eCGedKiOrl+d+ZzN2arOTk1NhaWlJQIDAxEVFQVfX1906NABEyZMwLFjxxAWFoZmzZph9erV4u1l2WWdNMnZVat2dY8Lq964YXmP8swG0rZ8zuZsVWbryiymqpKty7Wre1xY9cWHhN5D3d8Eqs58zuZsVWb37duX7t69S9nZ2fThhx+WuN7Y2JiaNWvG2SrK1uXa1T0urPoSAEDTRTDGdFNaWhp9/vnn9Pz5c4qNjSV9fX3OVmO2uvN1NZtVD7yHhTFWbs+fP6fNmzfTmTNnKDU1VdwAFRUVVXhDxNlVq3Z1jwurPvh0bMZYuRWfaXT27FmqWbMmFRYWqmQDxNmVn6+r2ax64UNCjDGlZGZmUt26dUkQBJW/W+bsys/X1WxWfXDDwhirEABqO2mSsys/X1ezWdXHDQtjjDHGtB6fw8IYY4wxrccNC2OMMca0HjcsjDHGGNN63LAwxhhjTOtxw8IYY4wxrccNC2OMMca0HjcsjDHGGNN63LAwVsnS0tJowoQJZGVlRQYGBmRubk79+/en2NhYTZemMjY2NrRy5UpNl8EYq0L4yw8Zq2S+vr6Un59P27Zto+bNm1NKSgpFRUVRenq6pktjjDGtxXtYGKtEmZmZdPr0aVqyZAl99NFHZG1tTY6OjjRr1iwaNGiQ3O0CAwPJzMyMTExMqE+fPpSQkCCXtWDBAmrUqBEZGxtTYGAgzZw5kzp37ixeP2bMGBo8eDAtWrSIGjduTKamphQSEkKFhYU0Y8YMql+/PllaWtKvv/4ql/vkyRPy9/cnU1NTql+/Pvn4+NDDhw9L5P74449kYWFBDRo0oEmTJlFBQQEREfXu3ZsePXpE06ZNI0EQ3vtR7IIg0ObNm+mTTz6h2rVrU8uWLSkiIkK8vqioiMaOHUsffvgh1apVi+zs7GjVqlVyGep6nowx7cINC2OVyMjIiIyMjCg8PJzy8vJKvZ2fnx+lpqbSkSNH6OLFi2Rvb099+/aljIwMIiLasWMHLVy4kJYsWUIXL14kKysrWr9+fYmckydPUlJSEp06dYp++uknmjdvHg0cOJDq1atH58+fpy+//JLGjx9PT58+JSKigoIC6t+/PxkbG9Pp06cpNjaWjIyMyMPDg/Lz88Xc6OhounfvHkVHR9O2bdsoNDSUQkNDiYho3759ZGlpSSEhIZScnEzJycnvHZPg4GDy9/enq1evkqenJ40YMUJ8nlKplCwtLSksLIxu3rxJ3333Hc2ePZv++OOPSnmejDEtAsZYpdqzZw/q1asHQ0NDuLi4YNasWUhISBCvP336NExMTCCRSOTuZ2tri40bNwIAnJycMGnSJLnre/TogU6dOomXR48eDWtraxQVFYnL7Ozs0KtXL/FyYWEh6tSpg507dwIAtm/fDjs7O0ilUvE2eXl5qFWrFiIjI+VyCwsLxdv4+flh2LBh4mVra2usWLGizLEgIsydO1e8nJ2dDSLCkSNHSr3PpEmT4Ovrq/bnyRjTLryHhbFK5uvrS0lJSRQREUEeHh4UExND9vb24h6KhIQEys7OpgYNGoh7ZIyMjOjBgwd07949IiJKTEwkR0dHudy3LxMRtWvXjvT0/n81b9y4MXXo0EG8rK+vTw0aNKDU1FTxsf/55x8yNjYWH7d+/fokkUjEx5bl6uvri5ctLCzEjPLq2LGj+P86deqQiYmJXNbatWupa9euZGZmRkZGRvTLL7/Q48ePK+V5Msa0B590y5gGGBoakru7O7m7u1NQUBAFBgbSvHnzaMyYMZSdnU0WFhYUExNT4n6mpqblepyaNWvKXRYE4Z3LpFIpERFlZ2dT165daceOHSWyzMzM3psryyiv92Xt2rWLvvnmG1q+fDk5OzuTsbExLVu2jM6fP19mhiqeJ2NMe3DDwpgWaNu2LYWHhxMRkb29PT179oxq1KhBNjY277y9nZ0dxcXFUUBAgLgsLi6uwnXY29vT7t27qVGjRmRiYqJ0zgcffEBFRUUVric2NpZcXFxo4sSJ4jJV7AFR1fNkjFUePiTEWCVKT0+nPn360G+//UZXr16lBw8eUFhYGC1dupR8fHyIiKhfv37k7OxMgwcPpmPHjtHDhw/p7NmzNGfOHIqPjycioq+++oq2bNlC27Zto7t379KCBQvo6tWr752Ro4gRI0ZQw4YNycfHh06fPk0PHjygmJgYmjJlinjCqiJsbGzo1KlT9O+//9Lz58+Vrqdly5YUHx9PkZGRdOfOHQoKClJJY6aq58kYqzzcsDBWiYyMjMjJyYlWrFhBrq6u1L59ewoKCqJx48bRmjVriOjNoYvDhw+Tq6srff7559SqVSsaPnw4PXr0iBo3bkxEbza4s2bNom+++Ybs7e3pwYMHNGbMGDI0NKxQfbVr16ZTp06RlZUVDRkyhNq0aUNjx44liURSrj0RISEh9PDhQ7K1ta3QIZbx48fTkCFDaNiwYeTk5ETp6elye1uUparnyRirPAIAaLoIxljFubu7k7m5OW3fvl3TpTDGmMrxOSyM6aCcnBzasGED9e/fn/T19Wnnzp104sQJOn78uKZLY4wxteA9LIzpoNzcXPL29qbLly+TRCIhOzs7mjt3Lg0ZMkTTpTHGmFpww8IYY4wxrccn3TLGGGNM63HDwhhjjDGtxw0LY4wxxrQeNyyMMcYY03rcsDDGGGNM63HDwhhjjDGtxw0LY4wxxrQeNyyMMcYY03rcsDDGGGNM6/0fglqL7FHZ/6UAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 29/30: 2018-06-28_nuc07_B_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing contact matrix for file 30/30: 2018-09-04_nuc06_A_chr3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculating spatial features by pairs... Done!\n",
"Saving spatial features by pairs to TSV file: spatial_features_30_chr3.tsv... Done!\n"
]
},
{
"data": {
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"text/plain": [
" experimentID nucleusID chromosome homolog flag segment1 \\\n",
"0 2018-09-04 03 chr3 A 2018-09-04_03_A 1 \n",
"1 2018-09-04 03 chr3 A 2018-09-04_03_A 1 \n",
"2 2018-09-04 03 chr3 A 2018-09-04_03_A 1 \n",
"3 2018-09-04 03 chr3 A 2018-09-04_03_A 1 \n",
"4 2018-09-04 03 chr3 A 2018-09-04_03_A 1 \n",
"\n",
" segment1_timepoint segment1_name flag_seg1 segment2 \\\n",
"0 6 Step2 2018-09-04_03_A_6.0 1 \n",
"1 6 Step2 2018-09-04_03_A_6.0 2 \n",
"2 6 Step2 2018-09-04_03_A_6.0 3 \n",
"3 6 Step2 2018-09-04_03_A_6.0 4 \n",
"4 6 Step2 2018-09-04_03_A_6.0 5 \n",
"\n",
" segment2_timepoint segment2_name flag_seg2 coms_distance \\\n",
"0 6 Step2 2018-09-04_03_A_6.0 0.000000 \n",
"1 7 Step3 2018-09-04_03_A_7.0 648.681274 \n",
"2 8 Step4 2018-09-04_03_A_8.0 893.308655 \n",
"3 9 Step5 2018-09-04_03_A_9.0 773.690552 \n",
"4 11 Step7 2018-09-04_03_A_11.0 1190.255737 \n",
"\n",
" surface_distance entanglement \n",
"0 0.000000 1.0 \n",
"1 439.360504 0.0 \n",
"2 634.317383 0.0 \n",
"3 373.377441 0.0 \n",
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"last_cols = [\"segment1\", \"segment1_timepoint\", \"segment1_name\", \"flag_seg1\", \n",
" \"segment2\", \"segment2_timepoint\", \"segment2_name\", \"flag_seg2\", \n",
" \"coms_distance\", \"surface_distance\", \"entanglement\"]\n",
"\n",
"spatial_tsv_filename = f\"spatial_features_{prec_mean_dataset}{('_' + file_suffix if file_suffix != '' else '')}.tsv\"\n",
"\n",
"try:\n",
" print(\"Trying to read pre-calculated spatial features by pairs from TSV file...\")\n",
" dataframe_spatialfeatures = pd.read_csv(Path(tsv_folder, spatial_tsv_filename), sep='\\t')\n",
" dataframe_spatialfeatures[\"flag\"] = dataframe_spatialfeatures[[\"experimentID\",\"nucleusID\",\"homolog\"]].astype(str).apply('_'.join, axis=1)\n",
" dataframe_spatialfeatures[\"flag_seg1\"] = dataframe_spatialfeatures[[\"experimentID\",\"nucleusID\",\"homolog\",\"segment1_timepoint\"]].astype(str).apply('_'.join, axis=1)\n",
" dataframe_spatialfeatures[\"flag_seg2\"] = dataframe_spatialfeatures[[\"experimentID\",\"nucleusID\",\"homolog\",\"segment2_timepoint\"]].astype(str).apply('_'.join, axis=1)\n",
"\n",
" print(\"Pre-calculated spatial features by pairs loaded from TSV file.\")\n",
"\n",
"except FileNotFoundError:\n",
" print(\"Pre-calculated TSV file not found. Calculating spatial features by pairs from scratch...\")\n",
"\n",
" df_list=[]\n",
"\n",
" for file_counter, obj_in in enumerate(obj_list, start = 1):\n",
"\n",
" print(f\"Processing contact matrix for file {file_counter}/{len(obj_list)}: {Path(obj_in.metadata['filename']).stem}\")\n",
"\n",
" list_CS=obj_in.split_into_time(return_list = True)\n",
"\n",
" temp_df = getSpatialFeaturesIntraWalk(list_CS, prec_mean = prec_mean_dataset, n_jobs = 8, verbose = False)\n",
" \n",
" temp_df[\"segment1_name\"] = [tp_names[tp] for tp in temp_df[\"segment1_timepoint\"]]\n",
" temp_df[\"segment2_name\"] = [tp_names[tp] for tp in temp_df[\"segment2_timepoint\"]]\n",
" temp_df[\"experimentID\"] = obj_in.metadata[\"experimentID\"]\n",
" temp_df[\"nucleusID\"] = obj_in.metadata[\"nucleusID\"]\n",
" temp_df[\"homolog\"] = obj_in.metadata[\"homolog\"]\n",
" temp_df[\"chromosome\"] = obj_in.metadata[\"chromosome\"]\n",
" \n",
" temp_df[\"flag\"] = temp_df[[\"experimentID\",\"nucleusID\",\"homolog\"]].astype(str).apply('_'.join, axis=1)\n",
" temp_df[\"flag_seg1\"] = temp_df[[\"experimentID\",\"nucleusID\",\"homolog\",\"segment1_timepoint\"]].astype(str).apply('_'.join, axis=1)\n",
" temp_df[\"flag_seg2\"] = temp_df[[\"experimentID\",\"nucleusID\",\"homolog\",\"segment2_timepoint\"]].astype(str).apply('_'.join, axis=1)\n",
"\n",
" df_list.append(temp_df)\n",
"\n",
" mat = convertToMatrix(pairs_features_df = temp_df,\n",
" value = \"coms_distance\",\n",
" cluss = np.array(info_df.timepoint.tolist()))\n",
"\n",
" mat = mat.astype(np.float64)\n",
"\n",
" x_labels = info_df.set_index(\"timepoint\").loc[mat.index.tolist()][\"Name\"].tolist()\n",
" y_labels = info_df.set_index(\"timepoint\").loc[mat.columns.tolist()][\"Name\"].tolist()\n",
"\n",
" sns.heatmap(mat, cmap='Reds_r', square=True,\n",
" vmin=50.,vmax=1500,\n",
" xticklabels=x_labels,\n",
" yticklabels=y_labels)\n",
" \n",
" plt.xlabel(\"Segment name\")\n",
" plt.xticks(rotation=45, ha='right')\n",
" plt.ylabel(\"Segment name\")\n",
" plt.title(f\"COMs distance for {Path(obj_in.metadata['filename']).stem}\")\n",
" if save_plots:\n",
" filename = f'com_distance_{prec_mean_dataset}_{Path(obj_in.metadata[\"filename\"]).stem}' + (f\"_{file_suffix}\" if file_suffix != '' else '') + '.pdf'\n",
" plot_filename = Path(plots_folder, filename)\n",
" print(f\"\\tSaving plots to: {plot_filename}\")\n",
" plt.savefig(plot_filename, **plot_opts)\n",
" del filename, plot_filename\n",
" else:\n",
" plt.show()\n",
" plt.close()\n",
"\n",
" # Concatenate all the dataframes.\n",
" dataframe_spatialfeatures = pd.concat(df_list, ignore_index=True)\n",
"\n",
" # Reorder the columns, so the table looks nicer and it is easier to manually search for entries.\n",
" cols = dataframe_spatialfeatures.columns.tolist()\n",
" cols_reorder = [col for col in first_cols if col in cols] + last_cols\n",
" dataframe_spatialfeatures = dataframe_spatialfeatures[cols_reorder]\n",
"\n",
" print(\"Calculating spatial features by pairs... Done!\")\n",
"\n",
" # Save the dataframe to a TSV file\n",
" print(f\"Saving spatial features by pairs to TSV file: {spatial_tsv_filename}...\", end=\"\\r\")\n",
" dataframe_spatialfeatures.drop(columns=[\"flag\", \"flag_seg1\",\"flag_seg2\"]).to_csv(Path(tsv_folder, spatial_tsv_filename), sep='\\t', index=None)\n",
" print(f\"Saving spatial features by pairs to TSV file: {spatial_tsv_filename}... Done!\")\n",
"\n",
" del file_counter, obj_in, list_CS, temp_df, mat, x_labels, y_labels, df_list, cols, cols_reorder\n",
"\n",
"# Define the desired dtypes for specific columns.\n",
"dataframe_spatialfeatures = dataframe_spatialfeatures.astype(get_dtype_dict(dataframe_spatialfeatures.columns.to_list(), dtype_dict))\n",
"\n",
"# Reorder the columns, so the table looks nicer and it is easier to manually search for entries.\n",
"cols = dataframe_spatialfeatures.columns.tolist()\n",
"cols_reorder = [col for col in first_cols if col in cols] + last_cols\n",
"dataframe_spatialfeatures = dataframe_spatialfeatures[cols_reorder]\n",
"\n",
"display(dataframe_spatialfeatures.head())\n",
"\n",
"del last_cols, spatial_tsv_filename, cols, cols_reorder"
]
},
{
"cell_type": "markdown",
"id": "c511b9b5",
"metadata": {},
"source": [
"### Boxenplots for the COMs distance, surface distance and entanglement between the different segments of the same walk"
]
},
{
"cell_type": "markdown",
"id": "1dff9558",
"metadata": {},
"source": [
"Boxenplots to show the distribution of the different \n",
"[Back to the section index](#spatial-feature-intra-walk)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "968530fa",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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S6W2kKiqyb9q1a5c+/fTTUst24YUXSvrf81WyXkvqK3Gq7e/k5zYiIkIhISFq0qRJqfYTn++K1lTeOFLl/lfL07x581Ins5TUcOK+9m9/+5vat2+vkJAQ/eIXv1DTpk21fPnyCj+HJ6/T4OBgPfjgg1q5cqWioqJ0xRVX6KGHHlJ2dnal6q/W0zy//vpr5eXlnfIJDw0N1YYNG7Ru3TotX75cq1at0pIlS9SnTx+9/fbbcrvdpx3nxFeI1aW8i649Hk+FaqoO5Y1z4ivxs8Xr9crlcmnlypVl1hUWFuZ3/0xq93g8uuaaa3To0CFNmDBB7dq1U4MGDfTNN99o6NChpV4oOf18VNeyn26dlCzXHXfcoSFDhpTZ98TLlCoyz6qqyJcOJCUlqX79+lq6dKm6d++upUuXKiAgQL/97W99fSq77irzvzxw4EBt3LhR9913nxISEhQWFiav16vrrruuWi5pqsi+yev16tJLL9XcuXPLnMfJL4Aqo6z1VZHnu7I11eR+5oUXXtDQoUM1YMAA3XfffYqMjJTb7VZGRoa++OKLCs2jrG1mzJgxSkpK0uuvv6633npLU6dOVUZGhtauXauOHTtWaL7VGobPP/+8JKlv376n7BcQEKCrr75aV199tebOnav09HRNnjxZ69atU2JiYrV/G8iuXbv87htjtHv3br8dTePGjcu8wPSrr77SBRdc4Ltfmdpatmypd955R4cPH/Y7Oty5c6fv8erQsmVL/ec//5HX6/U7OjyTcVq3bi1jjFq1auV7dXemylt3n3zyiT7//HP97W9/0+DBg33tq1evrvJYLVu21Lp160qdqr979+7TTuvEspeladOmatiwoTwejxITE6ttvpXdRr1er3bt2uV7J0GScnJy9OOPP/ptOw0aNND111+vl19+WXPnztWSJUvUq1cvNW/e3NfHqXX3ww8/aM2aNZoxY4amTZvmaz/5f/tMnW7f1Lp1a23fvl1XX331KddzyXrds2eP3ztTFdn+KquiNVVGVebz7bfflrrU4fPPP5ck3zdzvfLKK7rgggu0bNkyvzGq47rn1q1ba9y4cRo3bpx27dqlhIQEzZkzRy+88EKFpq+2t0nXrl2rWbNmqVWrVrr99tvL7Xfo0KFSbSUXYBcWFkqSb2VW17cfPPfcc36fY77yyiv67rvv9Otf/9rX1rp1a3344YcqKirytb355pvav3+/37wqU1u/fv3k8Xj0+OOP+7U//PDDcrlcfuOfiX79+ik7O1tLlizxtRUXF+uxxx5TWFiY7+3GyvjNb34jt9utGTNmlHrFaIzR999/X+l5lrfuSl6pnjiOMUaPPPJIpcco0bdvX/30009avHixr83r9WrevHmnndaJZS+L2+3WzTffrFdffVU7duwo9fjBgwerNN8GDRpU+C2nfv36SVKpb6wpOcro37+/X3tycrK+/fZbPfnkk9q+fbvfW6SSc+uurG2krLrPREX2TQMHDtQ333zjt12VOHbsmI4cOSLpfwcE8+fP9+vz2GOPVVu9JSpaU2VUZR9cXFyshQsX+u4XFRVp4cKFatq0qTp16iSp7Ofxo48+8r31XhVHjx7V8ePH/dpat26thg0b+p63iqjSkeHKlSu1c+dOFRcXKycnR2vXrtXq1avVsmVLvfHGG6e8WHLmzJnasGGD+vfvr5YtW+rAgQOaP3++WrRooZ49e/oWpFGjRlqwYIEaNmyoBg0aqGvXrqXeK66o8847Tz179lRKSopycnKUmZmpNm3a+J1cMWzYML3yyiu67rrrNHDgQH3xxRd64YUX/D5ormxtSUlJ6t27tyZPnqy9e/eqQ4cOevvtt/XPf/5TY8aMKTXvqrrnnnu0cOFCDR06VFlZWYqLi9Mrr7yiDz74QJmZmaf8DLc8rVu31uzZszVp0iTt3btXAwYMUMOGDbVnzx699tpruueeezR+/PhKz7OsddeuXTu1bt1a48eP1zfffKPw8HC9+uqrZ/QZxoABA9SlSxeNGzdOu3fvVrt27fTGG2/4dnineuXrxLKX54EHHtC6devUtWtXDR8+XPHx8Tp06JC2bNmid955p8wd9Ol06tRJS5YsUWpqqn71q18pLCxMSUlJZfbt0KGDhgwZokWLFunHH3/UlVdeqc2bN+tvf/ubBgwYoN69e/v179evnxo2bKjx48f7wvxETq278PBw32dBP/30k2JiYvT2229rz549lZ5XeSqyb7rzzju1dOlS3XvvvVq3bp169Oghj8ejnTt3aunSpXrrrbfUuXNnderUSTfffLMyMzP1/fff6/LLL9e7777rO1Kqzne/KlpTZZSE1+TJk3XrrbeqXr16SkpKOuUF7s2bN9eDDz6ovXv36sILL9SSJUu0bds2LVq0yPeFJNdff72WLVumm266Sf3799eePXu0YMECxcfHq6CgoErL//nnn+vqq6/WwIEDFR8fr8DAQL322mvKycnxO7HttCpz6mnJKcslt5KLG6+55hrzyCOP+J3CX+Lk09bXrFljbrzxRtO8eXMTFBRkmjdvbgYNGmQ+//xzv+n++c9/mvj4eBMYGOh3OnrJxZ1lKe/Sin/84x9m0qRJJjIy0oSGhpr+/fv7na5fYs6cOb6LmXv06GE+/vjjMk/JLq+2si66P3z4sBk7dqxp3ry5qVevnmnbtu0pL7o/WXmXfJwsJyfHpKSkmCZNmpigoCBz6aWXlnkJQ0UvrSjx6quvmp49e5oGDRqYBg0amHbt2pkRI0aYzz77zNenvOekrPVR3rr7v//7P5OYmGjCwsJMkyZNzPDhw32nfJ+4HCUX3Z+srGsFDx48aG677TbfRfdDhw41H3zwgZF+/iKGU017pste3nou63nOyckxI0aMMLGxsaZevXomOjraXH311X5fXlGyLZdczF9iz549pdZRQUGBue2220yjRo2MKnjR/YwZM0yrVq1MvXr1TGxsbKmL7k90++23G0kmMTGx3Hmeyborz9dff21uuukm06hRIxMREWF++9vfmm+//bbUKfhVvbSiovumoqIi8+CDD5pLLrnEBAcHm8aNG5tOnTqZGTNmmLy8PF+/I0eOmBEjRpjzzjvPhIWFmQEDBpjPPvvMSPK7XKJk+zv5ko7ytvWy1ltFa6rMfmbWrFkmJibGBAQEnPYyi7Iuum/ZsqV5/PHH/fp5vV6Tnp5uWrZsaYKDg03Hjh3Nm2++Wea+4uTntbz1lJuba0aMGGHatWtnGjRoYCIiIkzXrl3N0qVLy623LK7/Pyhghddff1033XST3n//ffXo0aOmy4Fltm3bpo4dO+qFF1445cdJdc1VV12l3NzcMt/uryv4PUOcs44dO+Z33+Px6LHHHlN4eLguu+yyGqoKtjh5+5N+/owzICBAV1xxRQ1UhFM5e18JDpxlo0aN0rFjx9StWzcVFhZq2bJl2rhxo9LT0x25PAc40UMPPaSsrCz17t1bgYGBWrlypVauXKl77rnnjC7BgDMIQ5yz+vTpozlz5ujNN9/U8ePH1aZNGz322GMaOXJkTZcGC3Tv3l2rV6/WrFmzVFBQoPPPP1/Tp0/X5MmTa7o0lIHPDAEA1uMzQwCA9QhDAID1CMNyGGOUn59fI98LCgA4uwjDchw+fFgRERGn/DkqAMC5gTAEAFiPMAQAWI8wBABYjzAEAFiPMAQAWI8wBABYjzAEAFiPMAQAWI8wBABYjzAEAFiPMAQAWI8wBABYjzAEAFiPMAQAWI8wBABYjzAEAFivToThhg0blJSUpObNm8vlcun1118/7TTr16/XZZddpuDgYLVp00bPPvus43UCAOqmOhGGR44cUYcOHTRv3rwK9d+zZ4/69++v3r17a9u2bRozZoyGDRumt956y+FKAQB1kcsYY2q6iMpwuVx67bXXNGDAgHL7TJgwQcuXL9eOHTt8bbfeeqt+/PFHrVq1qkLj5OfnKyIiQnl5eQoPDz/TsgEAtVhgTRfghE2bNikxMdGvrW/fvhozZky50xQWFqqwsNB3Pz8/36nyUEt5PB5V9bXh6aY9+fGS+x6PR8XFxTLGyOVyKTAwUG63Wy6XS26329f/5PsnOtVjFXGm0wPngnMyDLOzsxUVFeXXFhUVpfz8fB07dkyhoaGlpsnIyNCMGTPOVomoZTwej66/PknHjh2t6VLOutDQ+nrzzX8RiLDaORmGVTFp0iSlpqb67ufn5ys2NrYGK8LZZIzRsWNH1WXIn+QKqHwoGK9XRuUfGZ78uPF6JZmf270eSUaSS64At1wBAf//7/99pO866f6JTvXY6ev2aPPf0qt8RAycK87JMIyOjlZOTo5fW05OjsLDw8s8KpSk4OBgBQcHn43yUIu5AtwKqEIYqirT1ALemi4AqCXqxNmkldWtWzetWbPGr2316tXq1q1bDVUEAKjN6kQYFhQUaNu2bdq2bZukny+d2LZtm/bt2yfp57c4Bw8e7Ot/77336ssvv9T999+vnTt3av78+Vq6dKnGjh1bE+UDAGq5OhGGH3/8sTp27KiOHTtKklJTU9WxY0dNmzZNkvTdd9/5glGSWrVqpeXLl2v16tXq0KGD5syZoyeffFJ9+/atkfoBALVbnfjM8KqrrjrlB/xlfbvMVVddpa1btzpYFQDgXFEnjgwBAHASYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALBenQnDefPmKS4uTiEhIeratas2b958yv6ZmZm66KKLFBoaqtjYWI0dO1bHjx8/S9UCAOqSOhGGS5YsUWpqqtLS0rRlyxZ16NBBffv21YEDB8rs/+KLL2rixIlKS0vTf//7Xz311FNasmSJ/vSnP53lygEAdUGdCMO5c+dq+PDhSklJUXx8vBYsWKD69evr6aefLrP/xo0b1aNHD912222Ki4vTtddeq0GDBp32aBIAYKdaH4ZFRUXKyspSYmKiry0gIECJiYnatGlTmdN0795dWVlZvvD78ssvtWLFCvXr16/ccQoLC5Wfn+93AwDYIbCmCzid3NxceTweRUVF+bVHRUVp586dZU5z2223KTc3Vz179pQxRsXFxbr33ntP+TZpRkaGZsyYUa21AwDqhlp/ZFgV69evV3p6uubPn68tW7Zo2bJlWr58uWbNmlXuNJMmTVJeXp7vtn///rNYMQCgJtX6I8MmTZrI7XYrJyfHrz0nJ0fR0dFlTjN16lTdeeedGjZsmCTp0ksv1ZEjR3TPPfdo8uTJCggo/RogODhYwcHB1b8AAIBar9YfGQYFBalTp05as2aNr83r9WrNmjXq1q1bmdMcPXq0VOC53W5JkjHGuWIBAHVSrT8ylKTU1FQNGTJEnTt3VpcuXZSZmakjR44oJSVFkjR48GDFxMQoIyNDkpSUlKS5c+eqY8eO6tq1q3bv3q2pU6cqKSnJF4oAAJSoE2GYnJysgwcPatq0acrOzlZCQoJWrVrlO6lm3759fkeCU6ZMkcvl0pQpU/TNN9+oadOmSkpK0p///OeaWgQAQC3mMrxvWKb8/HxFREQoLy9P4eHhNV0OHFZcXKzExER1TZmqgAB73j3wej366JlZeueddxQYWCdeGwOOqPWfGQIA4DTCEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9x8Jww4YNKi4uLtVeXFysDRs2ODUsAACV5lgY9u7dW4cOHSrVnpeXp969e1d6fvPmzVNcXJxCQkLUtWtXbd68+ZT9f/zxR40YMULNmjVTcHCwLrzwQq1YsaLS4wIAzn2BTs3YGCOXy1Wq/fvvv1eDBg0qNa8lS5YoNTVVCxYsUNeuXZWZmam+ffvqs88+U2RkZKn+RUVFuuaaaxQZGalXXnlFMTEx+uqrr9SoUaOqLg4A4BxW7WH4m9/8RpLkcrk0dOhQBQcH+x7zeDz6z3/+o+7du1dqnnPnztXw4cOVkpIiSVqwYIGWL1+up59+WhMnTizV/+mnn9ahQ4e0ceNG1atXT5IUFxdXxSUCAJzrqv1t0oiICEVERMgYo4YNG/ruR0REKDo6Wvfcc49eeOGFCs+vqKhIWVlZSkxM/F/RAQFKTEzUpk2bypzmjTfeULdu3TRixAhFRUXpl7/8pdLT0+XxeModp7CwUPn5+X43AIAdqv3I8JlnnpH085HY+PHjK/2W6Mlyc3Pl8XgUFRXl1x4VFaWdO3eWOc2XX36ptWvX6vbbb9eKFSu0e/du/eEPf9BPP/2ktLS0MqfJyMjQjBkzzqhWAEDd5NgJNGlpaWcchFXl9XoVGRmpRYsWqVOnTkpOTtbkyZO1YMGCcqeZNGmS8vLyfLf9+/efxYoBADXJsRNocnJyNH78eK1Zs0YHDhyQMcbv8VO9ZXmiJk2ayO12Kycnp9T8o6Ojy5ymWbNmqlevntxut6/t4osvVnZ2toqKihQUFFRqmuDgYL/PNwEA9nAsDIcOHap9+/Zp6tSpatasWZlnllZEUFCQOnXqpDVr1mjAgAGSfj7yW7NmjUaOHFnmND169NCLL74or9ergICfD34///xzNWvWrMwgBADYzbEwfP/99/Xee+8pISHhjOeVmpqqIUOGqHPnzurSpYsyMzN15MgR39mlgwcPVkxMjDIyMiRJv//97/X4449r9OjRGjVqlHbt2qX09HT98Y9/PONaAADnHsfCMDY2ttRbo1WVnJysgwcPatq0acrOzlZCQoJWrVrlO6lm3759viPAkrHfeustjR07Vu3bt1dMTIxGjx6tCRMmVEs9AIBzi8tUV2Kd5O2339acOXO0cOHCOnmNX35+viIiIpSXl6fw8PCaLgcOKy4uVmJiorqmTFVAgPv0E5wjvF6PPnpmlt555x0FBjr22hio9Rzb+pOTk3X06FG1bt1a9evX9138XqKsr2oDAKAmOBaGmZmZTs0aAIBq5VgYDhkyxKlZAwBQrRz9PcMvvvhCU6ZM0aBBg3TgwAFJ0sqVK/Xpp586OSwAAJXiWBi+++67uvTSS/XRRx9p2bJlKigokCRt37693K9EAwCgJjgWhhMnTtTs2bO1evVqvwvd+/Tpow8//NCpYQEAqDTHwvCTTz7RTTfdVKo9MjJSubm5Tg0LAEClORaGjRo10nfffVeqfevWrYqJiXFqWAAAKs2xMLz11ls1YcIEZWdny+Vyyev16oMPPtD48eM1ePBgp4YFAKDSHAvD9PR0tWvXTrGxsSooKFB8fLyuuOIKde/eXVOmTHFqWAAAKs2x6wyDgoK0ePFiTZ06VTt27FBBQYE6duyotm3bOjUkAABV4viXEZ5//vk6//zznR4GAIAqcywMjTF65ZVXtG7dOh04cEBer9fv8WXLljk1NAAAleJYGI4ZM0YLFy5U7969FRUVVeUf94VdPB5Ptf30V2UUFxdLkozXI+9p+p5LjNcj6X/Lf7a5XC653fb8SghqL8d+wum8887TCy+8oH79+jkxe8fxE05nn8fjUf/rk3T82NGaKcDlkmogiGtcDS53SGh9LX/zXwQiapxjR4YRERG64IILnJo9zkHGGB0/dlTR/f4oBTj6tbnljO+1NgxdrrO/vuX1KnvFozXyTgBwMsfCcPr06ZoxY4aefvpphYaGOjUMzkUBAXLVwA/susTRydlEBKI2cSwMBw4cqH/84x+KjIxUXFxcqR/33bJli1NDAwBQKY7+nmFWVpbuuOMOTqABANRqjoXh8uXL9dZbb6lnz55ODQEAQLVw7FPz2NhYzsIEANQJjoXhnDlzdP/992vv3r1ODQEAQLVw7G3SO+64Q0ePHlXr1q1Vv379UifQHDp0yKmhAQCoFMfCMDMz06lZAwBQrRw9mxQAgLrA0a+d+OKLLzRlyhQNGjRIBw4ckCStXLlSn376qZPDAgBQKY6F4bvvvqtLL71UH330kZYtW6aCggJJ0vbt25WWlubUsAAAVJpjYThx4kTNnj1bq1evVlBQkK+9T58++vDDD50aFgCASnMsDD/55BPddNNNpdojIyOVm5vr1LAAAFSaY2HYqFEjfffdd6Xat27dqpiYGKeGBQCg0hwLw1tvvVUTJkxQdna2XC6XvF6vPvjgA40fP16DBw92algAACrNsTBMT09Xu3btFBsbq4KCAsXHx+uKK65Q9+7dNWXKFKeGBQCg0hy7zjAoKEiLFy/W1KlTtWPHDhUUFKhjx45q27atU0MCAFAljoVhifPPP1/nn3++08MAAFBl1RqGqampFe47d+7c6hwaAIAqq9Yw3Lp1a4X68UO/AIDapFrDcN26ddU5OwAAzgpHv5sUAIC6wLETaG666aYy3w51uVwKCQlRmzZtdNttt+miiy5yqgQAACrEsSPDiIgIrV27Vlu2bJHL5ZLL5dLWrVu1du1aFRcXa8mSJerQoYM++OADp0oAAKBCHDsyjI6O1m233abHH39cAQE/Z67X69Xo0aPVsGFDvfTSS7r33ns1YcIEvf/++06VAQDAaTl2ZPjUU09pzJgxviCUpICAAI0aNUqLFi2Sy+XSyJEjtWPHDqdKAACgQhwLw+LiYu3cubNU+86dO+XxeCRJISEhXGYBAKhxjr1Neuedd+ruu+/Wn/70J/3qV7+SJP373/9Wenq674u63333XV1yySVOlQAAQIU4FoYPP/ywoqKi9NBDDyknJ0eSFBUVpbFjx2rChAmSpGuvvVbXXXedUyUAAFAhjoWh2+3W5MmTNXnyZOXn50uSwsPD/frwnaUAgNrA8S/qlkqHIAAAtYljJ9Dk5OTozjvvVPPmzRUYGCi32+13AwCgtnDsyHDo0KHat2+fpk6dqmbNmnHWKACg1nIsDN9//3299957SkhIcGoIAACqhWNvk8bGxsoY49TsAQCoNo6FYWZmpiZOnKi9e/c6NQQAANXCsbdJk5OTdfToUbVu3Vr169dXvXr1/B4/dOiQU0MDAFApjoVhZmamU7MGAKBaORaGQ4YMcWrWAABUq7Ny0f3x48dVVFTk18aF+ACA2sKxE2iOHDmikSNHKjIyUg0aNFDjxo39bgAA1BaOheH999+vtWvX6oknnlBwcLCefPJJzZgxQ82bN9dzzz3n1LAAAFSaY2+T/utf/9Jzzz2nq666SikpKerVq5fatGmjli1b6u9//7tuv/12p4YGAKBSHDsyPHTokC644AJJP38+WHIpRc+ePbVhwwanhgUAoNIcC8MLLrhAe/bskSS1a9dOS5culfTzEWOjRo2cGhYAgEpzLAxTUlK0fft2SdLEiRM1b948hYSEaOzYsbrvvvucGhYAgEpz7DPDsWPH+v5OTEzUzp07lZWVpTZt2qh9+/ZODQsAQKU5dmT43HPPqbCw0He/ZcuW+s1vfqN27dpxNikAoFZx9G3SvLy8Uu2HDx9WSkqKU8MCAFBpjoWhMabMH/T9+uuvFRER4dSwAABUWrV/ZtixY0e5XC65XC5dffXVCgz83xAej0d79uzRddddV93DAgBQZdUehgMGDJAkbdu2TX379lVYWJjvsaCgIMXFxenmm2+u7mEBAKiyag/DtLQ0SVJcXJySk5MVEhJS3UMAAFCtHP8Jp6KiIh04cEBer9fv8fPPP9+poQEAqBTHwnDXrl266667tHHjRr/2khNrPB6PU0MDAFApjoXh0KFDFRgYqDfffFPNmjUr88xSAABqA8fCcNu2bcrKylK7du2cGgIAgGrh2HWG8fHxys3Nrbb5zZs3T3FxcQoJCVHXrl21efPmCk330ksvyeVy+c5yBQDgZI6F4YMPPqj7779f69ev1/fff6/8/Hy/W2UsWbJEqampSktL05YtW9ShQwf17dtXBw4cOOV0e/fu1fjx49WrV68zWRQAwDnOsTBMTEzUhx9+qD59+igyMlKNGzdW48aN1ahRIzVu3LhS85o7d66GDx+ulJQUxcfHa8GCBapfv76efvrpcqfxeDy6/fbbNWPGDN/vKgIAUBbHPjNct25dtcynqKhIWVlZmjRpkq8tICBAiYmJ2rRpU7nTzZw5U5GRkbr77rv13nvvnXacwsJCvy8Wr+zRKwCg7nLsyPDKK69UQECAFi9erIkTJ6pNmza68sortW/fPrnd7grPJzc3Vx6PR1FRUX7tUVFRys7OLnOa999/X0899ZQWL15c4XEyMjIUERHhu8XGxlZ4WgBA3eZYGL766qvq27evQkNDtXXrVt9RV15entLT050aVocPH9add96pxYsXq0mTJhWebtKkScrLy/Pd9u/f71iNAIDaxbG3SWfPnq0FCxZo8ODBeumll3ztPXr00OzZsys8nyZNmsjtdisnJ8evPScnR9HR0aX6f/HFF9q7d6+SkpJ8bSXffhMYGKjPPvtMrVu3LjVdcHCwgoODK1wXAODc4diR4WeffaYrrriiVHtERIR+/PHHCs8nKChInTp10po1a3xtXq9Xa9asUbdu3Ur1b9eunT755BNt27bNd7vhhhvUu3dvbdu2jbc/AQClOHZkGB0drd27dysuLs6v/f3336/02Z2pqakaMmSIOnfurC5duigzM1NHjhzx/Ujw4MGDFRMTo4yMDIWEhOiXv/yl3/SNGjWSpFLtAABIDobh8OHDNXr0aD399NNyuVz69ttvtWnTJo0fP15Tp06t1LySk5N18OBBTZs2TdnZ2UpISNCqVat8J9Xs27dPAQGOHeQCAM5xLmOMcWLGxhilp6crIyNDR48elfTz53Ljx4/XrFmznBiyWuXn5ysiIkJ5eXkKDw+v6XKsUFxcrMTEREVfP0augIqfcYy6yXg9yn4zU++8847fj4ADNcGxLdDlcmny5Mm67777tHv3bhUUFCg+Pt7vx34BAKgNHH85FhQUpPj4eKeHAQCgyvigDQBgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGC9OhOG8+bNU1xcnEJCQtS1a1dt3ry53L6LFy9Wr1691LhxYzVu3FiJiYmn7A8AsFudCMMlS5YoNTVVaWlp2rJlizp06KC+ffvqwIEDZfZfv369Bg0apHXr1mnTpk2KjY3Vtddeq2+++eYsVw4AqAvqRBjOnTtXw4cPV0pKiuLj47VgwQLVr19fTz/9dJn9//73v+sPf/iDEhIS1K5dOz355JPyer1as2bNWa4cAFAX1PowLCoqUlZWlhITE31tAQEBSkxM1KZNmyo0j6NHj+qnn37SeeedV26fwsJC5efn+90AAHao9WGYm5srj8ejqKgov/aoqChlZ2dXaB4TJkxQ8+bN/QL1ZBkZGYqIiPDdYmNjz6huAEDdUevD8Ew98MADeumll/Taa68pJCSk3H6TJk1SXl6e77Z///6zWCUAoCYF1nQBp9OkSRO53W7l5OT4tefk5Cg6OvqU0/71r3/VAw88oHfeeUft27c/Zd/g4GAFBwefcb0AgLqn1h8ZBgUFqVOnTn4nv5ScDNOtW7dyp3vooYc0a9YsrVq1Sp07dz4bpQIA6qhaf2QoSampqRoyZIg6d+6sLl26KDMzU0eOHFFKSookafDgwYqJiVFGRoYk6cEHH9S0adP04osvKi4uzvfZYlhYmMLCwmpsOQAAtVOdCMPk5GQdPHhQ06ZNU3Z2thISErRq1SrfSTX79u1TQMD/DnKfeOIJFRUV6ZZbbvGbT1pamqZPn342SwcA1AF1IgwlaeTIkRo5cmSZj61fv97v/t69e50vCABwzqj1nxkCAOA0whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGA9whAAYD3CEABgPcIQAGC9wJouAGXzeDwyxtR0GWdVcXHxz394vbJryS3l9Uo64Xm3iMvlktvtrukycAKXsW2PW0H5+fmKiIhQXl6ewsPDz+rYHo9H/a+/XsePHTur49YKLpfEJmkPS5/vkNBQLX/zTQKxFuHIsBYyxuj4sWM6fNlgyWXZO9nGW9MV4GyzcRvf8px17/zUdoRhbeYKkAIs21HwMTbOdbzeq5XY8wAArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsRxgCAKxHGAIArEcYAgCsV2fCcN68eYqLi1NISIi6du2qzZs3n7L/yy+/rHbt2ikkJESXXnqpVqxYcZYqBQDUNXUiDJcsWaLU1FSlpaVpy5Yt6tChg/r27asDBw6U2X/jxo0aNGiQ7r77bm3dulUDBgzQgAEDtGPHjrNcOQCgLnAZY0xNF3E6Xbt21a9+9Ss9/vjjkiSv16vY2FiNGjVKEydOLNU/OTlZR44c0Ztvvulru/zyy5WQkKAFCxZUaMz8/HxFREQoLy9P4eHh1bMgFVRcXKzExEQd7jRUCqgTr1cAVJTXq4ZZz+qdd95RYGBgTVeD/6/WPxNFRUXKysrSpEmTfG0BAQFKTEzUpk2bypxm06ZNSk1N9Wvr27evXn/99XLHKSwsVGFhoe9+fn7+mRVeDVzHfpBchCFwTjHemq4AZaj1YZibmyuPx6OoqCi/9qioKO3cubPMabKzs8vsn52dXe44GRkZmjFjxpkXXA1cLpfcgYEK+79/1nQpABzgDgyUy+Wq6TJwglofhmfLpEmT/I4m8/PzFRsbWyO1uN1uvbx0qfLy8mpk/Jrk8XhUU+/ce73eKo/t8XhO+/iJ8y4Zy+Px+B5zuVxyu91yu91yuVwKOOEt8pLHynOqx07n5LHOptMt17kqIiLCyuWuzWp9GDZp0kRut1s5OTl+7Tk5OYqOji5zmujo6Er1l6Tg4GAFBwefecHV5LzzztN5551X02UAgBVq/QdSQUFB6tSpk9asWeNr83q9WrNmjbp161bmNN26dfPrL0mrV68utz8AwG61/shQklJTUzVkyBB17txZXbp0UWZmpo4cOaKUlBRJ0uDBgxUTE6OMjAxJ0ujRo3XllVdqzpw56t+/v1566SV9/PHHWrRoUU0uBgCglqoTYZicnKyDBw9q2rRpys7OVkJCglatWuU7SWbfvn1+n3l0795dL774oqZMmaI//elPatu2rV5//XX98pe/rKlFAADUYnXiOsOaUJPXGQIAzq5a/5khAABOIwwBANYjDAEA1iMMAQDWIwwBANYjDAEA1iMMAQDWIwwBANYjDAEA1iMMAQDWIwwBANYjDAEA1iMMAQDWqxM/4VQTSn7MIz8/v4YrAYDq1bBhQ7lcrpouo1YhDMtx+PBhSVJsbGwNVwIA1YufpiuN3zMsh9fr1bfffssrKDguPz9fsbGx2r9/PzsonBXs10rjyLAcAQEBatGiRU2XAYuEh4cThkAN4QQaAID1CEMAgPUIQ6CGBQcHKy0tTcHBwTVdCmAtTqABAFiPI0MAgPUIQwCA9QhDAID1CEMAgPUIQwCA9QhDAID1CEMAgPUIQwCA9f4fR03EOhSsvQYAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.microsoft.datawrangler.viewer.v0+json": {
"columns": [
{
"name": "index",
"rawType": "str",
"type": "string"
},
{
"name": "coms distance",
"rawType": "float64",
"type": "float"
},
{
"name": "surface distance",
"rawType": "float64",
"type": "float"
},
{
"name": "entanglement",
"rawType": "float64",
"type": "float"
}
],
"ref": "206eb9eb-5553-43b7-91a8-846ab18d8545",
"rows": [
[
"min",
"0.0",
"0.0",
"0.0"
],
[
"25% quantile",
"373.7643",
"13.1454",
"0.0"
],
[
"median",
"661.1031",
"36.201",
"0.0"
],
[
"75% quantile",
"1012.8232",
"333.6948",
"0.1079"
],
[
"max",
"2462.811279296875",
"1896.338623046875",
"1.0"
]
],
"shape": {
"columns": 3,
"rows": 5
}
},
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" feature \n",
" coms distance \n",
" surface distance \n",
" entanglement \n",
" \n",
" \n",
" \n",
" \n",
" min \n",
" 0.000000 \n",
" 0.000000 \n",
" 0.0000 \n",
" \n",
" \n",
" 25% quantile \n",
" 373.764300 \n",
" 13.145400 \n",
" 0.0000 \n",
" \n",
" \n",
" median \n",
" 661.103100 \n",
" 36.201000 \n",
" 0.0000 \n",
" \n",
" \n",
" 75% quantile \n",
" 1012.823200 \n",
" 333.694800 \n",
" 0.1079 \n",
" \n",
" \n",
" max \n",
" 2462.811279 \n",
" 1896.338623 \n",
" 1.0000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
"feature coms distance surface distance entanglement\n",
"min 0.000000 0.000000 0.0000\n",
"25% quantile 373.764300 13.145400 0.0000\n",
"median 661.103100 36.201000 0.0000\n",
"75% quantile 1012.823200 333.694800 0.1079\n",
"max 2462.811279 1896.338623 1.0000"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_table = defaultdict(list)\n",
"\n",
"for feature in ['coms_distance', 'surface_distance', 'entanglement']:\n",
"\n",
" nice_name = feature.replace('_', ' ')\n",
"\n",
" plt.figure(figsize=(4,6))\n",
" sns.boxenplot(y=dataframe_spatialfeatures[feature].astype(float))\n",
" plt.title(f\"Distribution of {nice_name} over all segment pairs\")\n",
" plt.ylabel(nice_name)\n",
" sns.despine()\n",
" if save_plots:\n",
" filename = f'{feature}_distribution_allsegments_bypairs' + (f\"_{file_suffix}\" if file_suffix != '' else '') + '.pdf'\n",
" plot_filename = Path(plots_folder, filename)\n",
" print(f\"Saving plots to: {plot_filename}\")\n",
" plt.savefig(plot_filename, **plot_opts)\n",
" del filename, plot_filename\n",
" else:\n",
" plt.show()\n",
" plt.close()\n",
"\n",
" data_table[\"feature\"].append(nice_name)\n",
" data_table[\"min\"].append(np.round(dataframe_spatialfeatures[feature].min(), decimals = 4))\n",
" data_table[\"25% quantile\"].append(np.round(dataframe_spatialfeatures[feature].quantile(0.25), decimals = 4))\n",
" data_table[\"median\"].append(np.round(dataframe_spatialfeatures[feature].quantile(0.5), decimals = 4))\n",
" data_table[\"75% quantile\"].append(np.round(dataframe_spatialfeatures[feature].quantile(0.75), decimals = 4))\n",
" data_table[\"max\"].append(np.round(dataframe_spatialfeatures[feature].max(), decimals = 4))\n",
"\n",
"data_table = pd.DataFrame(data_table).set_index(\"feature\").T\n",
"display(data_table)\n",
"\n",
"del feature, nice_name, data_table"
]
},
{
"cell_type": "markdown",
"id": "81967a1e",
"metadata": {},
"source": [
"### Mean, variation and RMSD matrices calculation"
]
},
{
"cell_type": "markdown",
"id": "378919a0",
"metadata": {},
"source": [
"Calculate mean and variation matrix for the ensemble of walks. \n",
"\n",
"The notebook will also calculate the RMSD between the mean matrices.\n",
"\n",
"[Back to the section index](#spatial-feature-intra-walk)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "585fe22d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Working on feature: coms_distance...\n",
"Working on feature: coms_distance... Done!\n",
"Working on feature: surface_distance...\n",
"Working on feature: surface_distance... Done!\n",
"Working on feature: entanglement...\n",
"Working on feature: entanglement... Done!\n"
]
}
],
"source": [
"mean_combined_mats = {}\n",
"std_combined_mats = {}\n",
"rmsd_combined_mats = {}\n",
"collection_combined_mats = {}\n",
"\n",
"for feat in ['coms_distance', 'surface_distance', 'entanglement']:\n",
"\n",
" print(f\"Working on feature: {feat}...\")\n",
" \n",
" combined_ent_mat0=[]\n",
" \n",
" # TODO add the power law scaling things.\n",
"\n",
" for f in dataframe_spatialfeatures.flag.unique().tolist():\n",
"\n",
" # print(f\"\\tProcessing flag: {f}...\")\n",
"\n",
" mat = convertToMatrix(pairs_features_df = dataframe_spatialfeatures[dataframe_spatialfeatures.flag == f],\n",
" value = feat,\n",
" cluss = np.array(info_df.timepoint.tolist()))\n",
"\n",
" mat = mat.astype(np.float64)\n",
" combined_ent_mat0.append(mat)\n",
" \n",
" mean_combined_mats[feat] = np.nanmean(combined_ent_mat0, axis=0)\n",
" std_combined_mats[feat] = np.nanstd(combined_ent_mat0, axis=0)\n",
" collection_combined_mats[feat] = (np.invert(np.isnan(combined_ent_mat0))).sum(axis=0)\n",
"\n",
"\n",
"\n",
" # Take out rows/columns that contain 1 or more NaN values\n",
" mean_combined_mats[feat] = mean_combined_mats[feat][~np.isnan(mean_combined_mats[feat]).any(axis=1)][:, ~np.isnan(mean_combined_mats[feat]).any(axis=0)]\n",
" \n",
" std_combined_mats[feat] = std_combined_mats[feat][~np.isnan(std_combined_mats[feat]).any(axis=1)][:, ~np.isnan(std_combined_mats[feat]).any(axis=0)]\n",
" \n",
" if feat != \"entanglement\":\n",
" rmsd_combined_mats[feat] = calculate_rmsd_matrix(combined_ent_mat0)\n",
"\n",
" list_of_flags = np.array(dataframe_spatialfeatures.flag.unique().tolist())[~np.isnan(rmsd_combined_mats[feat]).any(axis = 1)]\n",
"\n",
" rmsd_combined_mats[feat] = rmsd_combined_mats[feat][~np.isnan(rmsd_combined_mats[feat]).any(axis=1)][:, ~np.isnan(rmsd_combined_mats[feat]).any(axis=0)]\n",
" \n",
" rmsd_combined_mats[feat] = pd.DataFrame(rmsd_combined_mats[feat], index = list_of_flags, columns = list_of_flags)\n",
"\n",
" print(f\"Working on feature: {feat}... Done!\")\n",
"\n",
"del feat, combined_ent_mat0, f, mat, list_of_flags"
]
},
{
"cell_type": "markdown",
"id": "72e1bc6f",
"metadata": {},
"source": [
"#### clustermap and density distibution for RMSD values of COM distances and surface distances"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9891af5c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating clustermap for feature: coms_distance...\n"
]
},
{
"data": {
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CBQs0b948/fOf/1RERIQOHTp0wtff399fV111lWbNmqVFixZp165dlU4bPMJut+sf//iH1q9fr7179+rdd99Vv3799P7772vs2LGnlO/J3n+S1KNHD3Xs2FHvvfeep+29995TTEyMp8CRDk8tmzBhguf8upiYGDVp0kS5ubnKy8s7pbyOZ9OmTVq7dq2nmD1ya9++vaTD595Jp/+52bFjh3x8fNS2bVuv9vj4eEVERJzWe+PIOT9HL9N/9PNKUocOHY7Z1qlTJ+Xk5KioqMir/ej3f3h4uBwOh9eiKkfa//iZGD9+vEJCQtSnTx+1a9dOt912W5WmVO7YsUNt27Y95hzSynI+2q233qr27dvrkksuUbNmzfS3v/2tyudTSoengv7pT39SeHi4wsLC1KRJE08xdfR7q1mzZsfkePTPhS1btqhDhw4nXHho06ZNysvLU2xs7DHvt8LCQs97DTgdrDoIADVs9+7dysvLO+aPuj8KDAzUokWL9M033+izzz7TvHnz9N577+n888/X/Pnzj1ks4XgxzHa8iyq7XK4q5WSG4z2PcdTCGbUpJiZGqampkqRBgwapY8eOuvTSS/Xss89Wep7ZEX/5y180ffp0TZo0ST169KjySocJCQkaMWKErrzySnXp0kXvv/++Zs6cWaWVK6vy/jti+PDheuyxx5STk6PQ0FB9+umnuuaaa7ye5/bbb9eMGTN01113KSUlReHh4bLZbBoxYsRJC5yqvp/cbre6deumZ555ptL+zZs3l1T9z01tXTS8Oirbh6p8Jjp16qSNGzdq7ty5mjdvnv7973/rpZde0oQJEzR58uQayTU2NlarVq3Sl19+qS+++EJffPGFZsyYoZEjR1a60Mof5ebmauDAgQoLC9PDDz+sNm3ayOFwaOXKlRo/fvwx7y2zfi643W7FxsbqnXfeqXT7qZ6vCfwRhRYA1LC33npLkjyLCRyPj4+PLrjgAl1wwQV65pln9Pjjj+sf//iHvvnmG6Wmppr+R+GmTZu87huGoc2bN3tdbykyMrLSaWo7duxQ69atPfdPJbeWLVvqq6++UkFBgdcoy5GpQUcWgqiuli1b6rfffpPb7fYa1TL7eSRpyJAhGjhwoB5//HHdfPPNCg4OrrTfgAED1KJFC3377beaMmXKKT+Pv7+/unfvrk2bNiknJ0fx8fEnfUxV33/S4UJr8uTJ+ve//624uDjl5+d7LQ4hSR988IFGjRrltcpdaWlplaYzVvX91KZNG/3666+64IILTvreOtnnpjItW7aU2+3Wpk2bPCOckpSVlaXc3NzTem8cmd66Zs2aEz6vJG3cuPGYbRs2bFBMTMxx3zunIzg4WMOHD9fw4cNVVlamK664Qo899pjS09MrvXbbkRzXrFkjwzC8XvvKcq5MQECALrvsMl122WVyu9269dZb9corr+ihhx6qdKTsiG+//VYHDhzQhx9+6LXgyLZt205hj721adNGS5cuVXl5+XGXom/Tpo2++uor9e/fn8sfwHRMHQSAGvT111/rkUceUVJSkq699trj9jt48OAxbUcu/HtkWeUjf4Cd6vk5x/Pmm296nbfzwQcfaN++fbrkkks8bW3atNFPP/2ksrIyT9vcuXOPWQb+VHIbPHiwXC6XXnjhBa/2qVOnymazeT1/dQwePFiZmZleU+EqKir0/PPPKyQkRAMHDjTleY4YP368Dhw4oNdee+24fWw2m5577jlNnDjRsxpgZTZt2qSdO3ce056bm6slS5YoMjKySt+0V/X9d0SnTp3UrVs3vffee3rvvfeUkJBwzCp7vr6+x4waPP/888cswV2Zqr6frr76au3Zs6fS17KkpMQzva4qn5vKDB48WJI0bdo0r/YjI2hDhgw56b4c7YwzzlBSUpKmTZt2zOfgyOuVkJCg5ORkvfHGG1591qxZo/nz53vyMsPRq3IGBASoc+fOMgzjhCvpDR48WHv37tUHH3zgaSsuLtarr756ys/p4+Pj+eLmZD/HjoxQ/fG9VVZWppdeeumkz3s8V155pXJyco75WfPH57n66qvlcrn0yCOPHNOnoqLCtJ+3aJwY0QIAk3zxxRfasGGDKioqlJWVpa+//loLFixQy5Yt9emnnx73G2RJevjhh7Vo0SINGTJELVu2VHZ2tl566SU1a9ZMAwYMkHT4j9SIiAhNnz5doaGhCg4OVt++fZWUlHRa+UZFRWnAgAEaM2aMsrKyNG3aNLVt29brgrs33HCDPvjgA1188cW6+uqrtWXLFr399ttei1Ocam6XXXaZzjvvPP3jH//Q9u3b1aNHD82fP1+ffPKJ7rrrrmNin66bbrpJr7zyikaPHq0VK1aoVatW+uCDD/Tjjz9q2rRpJz1n6VRdcskl6tq1q5555hnddtttx/0GfejQoRo6dOgJY/3666/6y1/+oksuuURnn322oqKitGfPHr3xxhvau3evpk2bdszUqeq8//5o+PDhmjBhghwOh66//vpjznG79NJL9dZbbyk8PFydO3fWkiVL9NVXX1Xp2l5VfT9dd911ev/99/X3v/9d33zzjfr37y+Xy6UNGzbo/fff15dffqnevXtX6XNTmR49emjUqFF69dVXPVPWli1bpjfeeEPDhg076aURKuPj46OXX35Zl112mZKTkzVmzBglJCRow4YNWrt2rb788ktJ0lNPPaVLLrlEKSkpuv7661VSUqLnn39e4eHhmjRp0ik/7/FcdNFFio+PV//+/RUXF6f169frhRde0JAhQ0743r/xxhv1wgsvaOTIkVqxYoUSEhL01ltvKSgo6KTPecMNN+jgwYM6//zz1axZM+3YsUPPP/+8kpOTPSOHycnJ8vX11ZQpU5SXlye73a7zzz9fZ511liIjIzVq1Cjdcccdstlseuutt6o1RXjkyJF68803lZaWpmXLlunss89WUVGRvvrqK916660aOnSoBg4cqJtvvlkZGRlatWqVLrroIvn7+2vTpk2aM2eOnn32Wa+FQYBTYsVShwDQkBxZXvvILSAgwIiPjzcuvPBC49lnn/VaRvyIo5d3X7hwoTF06FAjMTHRCAgIMBITE41rrrnG+P33370e98knnxidO3c2/Pz8vJZTP3p58D863vLu7777rpGenm7ExsYagYGBxpAhQypdPvzpp582mjZtatjtdqN///7Gzz//fEzME+V29BLQhmEYBQUFxrhx44zExETD39/faNeunfHUU095LYNtGEalS6YbxvGXCT9aVlaWMWbMGCMmJsYICAgwunXrVukS9Ke6vPvx+s6cOdNr3/+4vPuJHH38srKyjCeeeMIYOHCgkZCQYPj5+RmRkZHG+eefb3zwwQdejz2d99+JbNq0yRPrhx9+OGb7oUOHPK9pSEiIMWjQIGPDhg3HHJPKlnc3jKq/n8rKyowpU6YYXbp0Mex2uxEZGWn06tXLmDx5spGXl2cYRtU/N5UpLy83Jk+ebCQlJRn+/v5G8+bNjfT0dK9lxA2j6su7H/HDDz8YF154oREaGmoEBwcb3bt3P+ZSBF999ZXRv39/IzAw0AgLCzMuu+wyY926dV59jvyMOHrp+uPlc/R76JVXXjHOOeccIzo62rDb7UabNm2Me++91/PanciOHTuMyy+/3AgKCjJiYmKMO++807Pc+YmWd//ggw+Miy66yIiNjTUCAgKMFi1aGDfffLOxb98+r/ivvfaa0bp1a8PX19cr5o8//mj069fPCAwMNBITE4377rvP+PLLL4953uP9vKvsZ01xcbHxj3/8w3Oc4+PjjT//+c/Gli1bvPq9+uqrRq9evYzAwEAjNDTU6Natm3HfffcZe/fuPenrBRyPzTAsPJsYAAAAABogztECAAAAAJNRaAEAAACAySi0AAAAAMBkFFoAAAAAYDIKLQAAAAAwGYUWAAAAAJiMQgsAAAAATEahBQAAAAAmo9ACAAAAAJNRaAEAAACAySi0AAAAAMBkFFoAAAAAYDIKLQAAAAAwGYUWAAAAAJjMz+oEAACoy0rKXMrML9Wh4jK53IYqXIZ8fWwKC/RTmMNfUcEBcvj7Wp0mAKCOodACAOC/MvNKtXhLjn7bnaffdudqU3ahCkorTvq42FC7WkQFqV1ciLokhqtr03B1jA+lAAOARsxmGIZhdRIAAFhlx4EiffTLHs1fm6V1+/IlSVHBAYoJCVB0iF2hdj+F2P0UGOArX5tNNptkGJKzwq3SCpeKnBXKL6lQbkmZcovLlVPolNuQ/H1tOqNFpFLaROvsdjFKbh4pXx+bxXsLAKgtFFqodS+++KKeeuopZWZmqkePHnr++efVp0+f4/afM2eOHnroIW3fvl3t2rXTlClTNHjwYM92wzA0ceJEvfbaa8rNzVX//v318ssvq127dp4+l19+uVatWqXs7GxFRkYqNTVVU6ZMUWJiYo3uK4C6yeU2tGBdpt76aYd+3HxADj8ftYgOUlJMsFpFB1drJKrC5VZOUZn25ZZoT26J9uaWqqTcpfBAf53XoYkGdYnXeR1jGe0CgAaOQgu16r333tPIkSM1ffp09e3bV9OmTdOcOXO0ceNGxcbGHtN/8eLFOuecc5SRkaFLL71Us2bN0pQpU7Ry5Up17dpVkjRlyhRlZGTojTfeUFJSkh566CGtXr1a69atk8PhkCRNnTpVKSkpSkhI0J49e3TPPfd44gNoPNxuQ3NX79PUBb9rW06REiMc6poYrnaxIfLzrZn1odyGoaz8Um3LKdKOA8XKLnAq0N9XF3aO1bCeTXVOuyY19twAAOtQaKFW9e3bV2eeeaZeeOEFSZLb7Vbz5s11++236/777z+m//Dhw1VUVKS5c+d62vr166fk5GRNnz5dhmEoMTFRd999t6d4ysvLU1xcnGbOnKkRI0ZUmsenn36qYcOGyel0yt/fvwb2FEBds3hzjiZ+ulabsguVFB2kPknRig931Hoeh4rLtCmrUJuzC7W/0Kno4ABd2auZhp/ZXG2ahNR6PgCAmsFXaKg1ZWVlWrFihVJTUz1tPj4+Sk1N1ZIlSyp9zJIlS7z6S9KgQYM8/bdt26bMzEyvPuHh4erbt+9xYx48eFDvvPOOzjrrrOMWWU6nU/n5+V43p9N5SvsLoG7YX+DUnbN/0V/+b6mKy1y6unczXZ7c1JIiS5IigwLUJylK1/Rprmv6NFfzqCC9/dMOXfD0d7rm1Z80b80+VbjcluQGADAPhRZqTU5Ojlwul+Li4rza4+LilJmZWeljMjMzT9j/yL9ViTl+/HgFBwcrOjpaO3fu1CeffHLcXDMyMhQeHu51y8jIqNqOAqgzPlm1R+c//a0WrMvShZ3idOUZTZUQHmh1WpIkm82m2FCHBrZvojH9W2lQlzjtPFikv7+9Uuc8+Y1e/2GbCp0nX/EQAFA3UWih0bj33nv1yy+/aP78+fL19dXIkSN1vJmz6enpysvL87qlp6fXcsYATldBabnGvbdKd85epcTwQP21X0t1TgyTzVY3V/3z8/FRx/gw/bnX4VGusEB/PfrZOqVkLNQzC35XXnG51SkCAE4R19FCrYmJiZGvr6+ysrK82rOyshQfH1/pY+Lj40/Y/8i/WVlZSkhI8OqTnJx8zPPHxMSoffv26tSpk5o3b66ffvpJKSkpxzyv3W6X3W4/5X0EYL31+/J145s/K7vAqYs6x6ljfGidLbAqExvq0KAu8TqrTbR+2Zmrl7/drNd/2KbrByTp+rOTFObgvFIAqA8Y0UKtCQgIUK9evbRw4UJPm9vt1sKFCystdiQpJSXFq78kLViwwNM/KSlJ8fHxXn3y8/O1dOnS48Y88rySOO8KaGC+WL1Pf3rpR5VVuHXNmc3VKaHujmKdTKjDX+e0b6JRKa3UPi5EL327Wec8+Y3eWLxd5ZzDBQB1HqsOola99957GjVqlF555RX16dNH06ZN0/vvv68NGzYoLi5OI0eOVNOmTT3nQy1evFgDBw7UE088oSFDhmj27Nl6/PHHj1ne/YknnvBa3v23337zLO++dOlSLV++XAMGDFBkZKS2bNmihx56SFlZWVq7di0jV0ADYBiGpn21Sc8u3KT2cSFK7RQn/wa2ZHqhs0I/bT2gdXvz1SIqSJOHdtG5HY69LAYAoG5g6iBq1fDhw7V//35NmDBBmZmZSk5O1rx58zyLWezcuVM+Pv/74+iss87SrFmz9OCDD+qBBx5Qu3bt9PHHH3uKLEm67777VFRUpJtuukm5ubkaMGCA5s2b57mGVlBQkD788ENNnDhRRUVFSkhI0MUXX6wHH3yQIgtoACpcbt3/4W/6YMUepbSO1pmtIuvtKNaJhNj9lNopTj2aReiHzTkaPWO5BneN18TLuyguzJoVFAEAx8eIFgCg3iopc+nWd1bou9/368LOceoYH2Z1SrXCMAxtzCrQD5tzZBjSxMs66+rezRtkgQkA9RWFFgCgXiooLdfoGcv12+48De4Wr1bRwVanVOuc5S59vzlHa/fmK7VTrJ64srtiQhipB4C6gEILAFDvFDordN3/LdX6zHxd3iOxzlwbyypb9hfqmw3ZCvDz0Qt/OUP928ZYnRIANHoUWgCAeqXQWaHr/rVU6/fla2hyU8VzfpIkqbisQgvWZWnnwWLdM6iDbhnYhqmEAGAhCi0AQL1RUubSX/+1VGv25GlYclPFh1Nk/ZHbMPTT1gNavv2QLuocp6nDkxVsZ90rALAChRYAoF4od7l14xs/a/GWA/pTT4qsE9m6v1BfrstSu9gQzRzTR01COW8LAGobhRYAoM5zuw2lvb9K//ltny7rnqCWjXDhi1OVXVCq//y6TxFB/nrzb33UukmI1SkBQKPSsK7mCABokB7/fL0+WbVXF3WOo8iqothQh67q1UwlZS5d8fJirdubb3VKANCoUGgBAOq0N5ds1//9sE0D2zdR+7hQq9OpV8IC/XVlr2ay+/nomtd+0oZMii0AqC0UWgCAOuvbjdma9OlaJTePUI/mEVanUy8F+vtqWHJTOfx9NOLVn7Qxs8DqlACgUaDQAgDUSRszC3TrOyvVKjpYZ7fjulDV4fhvsRXge3hka8eBIqtTAoAGj0ILAFDnHCwq05iZyxRi99OgLvHy4XpQ1Xak2JKkkf9apoNFZRZnBAANG4UWAKBOqXC5NXbWSuUWl2tI9wQF+PGryiyBAb66vEeicoqc+tvM5Sotd1mdEgA0WPz2AgDUKU/N36glWw/o4i7xCnP4W51OgxMe6K9Luydq7d583Tn7F7ndXOUFAGoChRYAoM6Y+9tevfLdVg1oE6PmUUFWp9NgxYc5dHGXOM1fm6WXvt1sdToA0CBRaAEA6oQt+wt17we/qX1cqHq2iLA6nQavdZMQnZkUpafn/65Fv++3Oh0AaHAotAAAlistd+nWt1coyN9XF3SMlY3FL2pF36QotYwO0u3v/qLdh4qtTgcAGhQKLQCA5Sb/Z6225hRpUJd4Fr+oRT42my7qEi9JuuXtlSqrcFucEQA0HPw2AwBY6pNVe/Tusl06p10TNQm1W51OoxPo76tLusZr7d48Pbdwk9XpAECDQaEFALDMzgPFSv9wtTrGh6pLYpjV6TRacWEO9U2K1kvfbtaKHQetTgcAGgQKLQCAJSpcbt05+xcF+Pno3A5NOC/LYr1bRio+3KE7Z69SobPC6nQAoN6j0AIAWOKFbzbr1925uqhznOx+vlan0+j5+Nh0Yac4ZRc49fB/1lqdDgDUexRaAIBat2LHQT23cJPObBWlhPBAq9PBf0UEBejstjF6/+fd+nFzjtXpAEC9RqEFAKhVRc4K3Tl7leLDHerTKsrqdHCULolhahYZqPQPV6u03GV1OgBQb1FoAQBq1WOfrVNWfqku7BQnHx/Oy6prbDabzusQqz25JXr+a1YhBIDTRaEFAKg132zM1qxluzSgbYwiggKsTgfHERUcoN4tIzX9u63amFlgdToAUC9RaAEAakVucZnunfOrWkUHqVvTcKvTwUn0bhWpiEB/3f/hbzIMw+p0AKDeodACANSKiZ+uVaGzQhd0jGMp93rAz8dHA9s30S87c/Xpr3utTgcA6h0KLQBAjZu/NlOfrNqrc9o1UYjDz+p0UEXNo4LUNjZEj322XsVlXFsLAE4FhRYAoEblFpcp/aPVah0TrI7xoVang1M0oG2MDhSVafp3W61OBQDqFQotAECNevg/61TkrNB5HWOZMlgPhQf6q2fzCE3/bot2Hyq2Oh0AqDcotAAANebrDVn68Jc9OrttE4XYmTJYX53ZKkoBvj564vMNVqcCAPUGhRYAoEbkl5br/n+vVqvoIHVKYMpgfRbg56O+raM0d/U+rd6dZ3U6AFAvUGgBAGrEE5+vV25JOVMGG4jO8WGKDg7QlHmMagFAVVBoAQBMt2TLAc1atktntYlWmMPf6nRgAh8fm/q1jtYPm3O0eHOO1ekAQJ1HoQUAMFVJmUvj//2bmkYEqjsXJm5Q2jQJVkK4QxlfbOAixgBwEhRaAABTTVv4u/bmlugCpgw2ODabTSmto7V6T57mrcm0Oh0AqNMotAAAplmzJ0+vLdqqM5OiFBkcYHU6qAHNo4LUKjpIT83fKJebUS0AOB4KLQCAKSpcbt33wW+KDrGrV4tIq9NBDeqbFK2t+4v0+ep9VqcCAHUWhRYAwBSv/7hN6/fl6/wOsfL1YcpgQxYf7lBSdJCmffU7o1oAcBwUWgCAatt5oFhPz/9dPZpHKD7cYXU6qAV9kqK1hVEtADguCi0AQLUYhqH0j36Tw99XKa2jrU4HtSQ+3KFWjGoBwHFRaAEAquWjX/box80HdG77Jgrw49dKY9InKYpRLQA4Dn4jAgBO28GiMk3+zzp1iAtVq5hgq9NBLUsID1Sr6CA9u3CT3IxqAYAXCi0AwGl7ZO46lVW4dXa7GKtTgUV6t4zS5uxCLdyQbXUqAFCnUGih1r344otq1aqVHA6H+vbtq2XLlp2w/5w5c9SxY0c5HA5169ZNn3/+udd2wzA0YcIEJSQkKDAwUKmpqdq0aZNn+/bt23X99dcrKSlJgYGBatOmjSZOnKiysrIa2T+gsfh+03599Mse9W8brWC7n9XpwCJNIwPVNCJQL3yzSYbBqBYAHEGhhVr13nvvKS0tTRMnTtTKlSvVo0cPDRo0SNnZlX8TunjxYl1zzTW6/vrr9csvv2jYsGEaNmyY1qxZ4+nz5JNP6rnnntP06dO1dOlSBQcHa9CgQSotLZUkbdiwQW63W6+88orWrl2rqVOnavr06XrggQdqZZ+BhqikzKX0D1erRVSQOieEWZ0OLNarZaR+3ZWnn7YetDoVAKgzbAZfP6EKtm7dqtatW1c7Tt++fXXmmWfqhRdekCS53W41b95ct99+u+6///5j+g8fPlxFRUWaO3eup61fv35KTk7W9OnTZRiGEhMTdffdd+uee+6RJOXl5SkuLk4zZ87UiBEjKs3jqaee0ssvv6ytW7dWe5+Axijji/X61/fb9Je+LRQZFGB1OrCYYRiavXyX2sWF6J0b+lmdDgDUCYxooUratm2r8847T2+//bZnpOhUlZWVacWKFUpNTfW0+fj4KDU1VUuWLKn0MUuWLPHqL0mDBg3y9N+2bZsyMzO9+oSHh6tv377HjSkdLsaioqKOu93pdCo/P9/r5nQ6q7SfQEO3Zk+eXlu0VX2SoiiyIEmy2Wzq1TJSP24+oN9251qdDgDUCRRaqJKVK1eqe/fuSktLU3x8vG6++eaTnlt1tJycHLlcLsXFxXm1x8XFKTMzs9LHZGZmnrD/kX9PJebmzZv1/PPP6+abbz5urhkZGQoPD/e6ZWRknHgHgUagwuXW+H//puhgu85oEWl1OqhD2saGKCo4QC99s8XqVACgTqDQQpUkJyfr2Wef1d69e/X6669r3759GjBggLp27apnnnlG+/fvtzrFKtmzZ48uvvhiXXXVVbrxxhuP2y89PV15eXlet/T09FrMFKibZi7ernV783V+x1j5+tisTgd1iI/NpuRmEfpybaa25xRZnQ4AWI5CC6fEz89PV1xxhebMmaMpU6Zo8+bNuueee9S8eXONHDlS+/Yd/6KVMTEx8vX1VVZWlld7VlaW4uPjK31MfHz8Cfsf+bcqMffu3avzzjtPZ511ll599dUT7qfdbldYWJjXzW63n/AxQEO362Cx/jl/o7o3C1d8uMPqdFAHdUoIVVCAr/7vB85/BQAKLZySn3/+WbfeeqsSEhL0zDPP6J577tGWLVu0YMEC7d27V0OHDj3uYwMCAtSrVy8tXLjQ0+Z2u7Vw4UKlpKRU+piUlBSv/pK0YMECT/+kpCTFx8d79cnPz9fSpUu9Yu7Zs0fnnnuuevXqpRkzZsjHh7c+cCoMw9A/PlqtAF8fndWGa2ahcn6+PurWLFzv/7xbBwo5rxVA48aFT1AlzzzzjGbMmKGNGzdq8ODBevPNNzV48GBPwZKUlKSZM2eqVatWJ4yTlpamUaNGqXfv3urTp4+mTZumoqIijRkzRpI0cuRINW3a1HM+1J133qmBAwfq6aef1pAhQzR79mz9/PPPnhEpm82mu+66S48++qjatWunpKQkPfTQQ0pMTNSwYcMk/a/Iatmypf75z396TXM83kgaAG+f/rpXizbl6LIeCQrw44sKHF/3ZhFauSNXby7ZoXEXtrc6HQCwDIUWquTll1/W3/72N40ePVoJCQmV9omNjdW//vWvE8YZPny49u/frwkTJigzM1PJycmaN2+eZzGLnTt3eo02nXXWWZo1a5YefPBBPfDAA2rXrp0+/vhjde3a1dPnvvvuU1FRkW666Sbl5uZqwIABmjdvnhyOw1ObFixYoM2bN2vz5s1q1qyZVz5c3QA4uUNFZZr06Vq1jwtR65gQq9NBHRfo76tOCaGauXi7/j6wjQIDfK1OCQAswXW0UCXbt29XixYtjplyZxiGdu3apRYtWliUGYCadvf7q/TZ6n36a9+WCrbz/RxOLq+kXG8s2a7Jl3fRyJRWVqcDAJZg/geqpE2bNsrJyTmm/eDBg0pKSrIgIwC14ftN+/XvlXs0oG0MRRaqLDzQX+1iQ/Taoq1yufk+F0DjRKGFKjnewGdhYaFnih6AhqW4rEL3/3u1WkQFqXNCmNXpoJ7p2TxSuw6V6Kv1WSfvDAANEF9P4oTS0tIkHV50YsKECQoKCvJsc7lcWrp0qZKTky3KDkBNmrrgd2UXlOovfVrIZuOaWTg18eEONY0I1KuLtmpQFxYeAtD4UGjhhH755RdJh0e0Vq9erYCAAM+2gIAA9ejRQ/fcc49V6QGoIb/tztW/ftimlDbRiggKOPkDgEokN4/QZ6v3adWuXCU3j7A6HQCoVSyGgSoZM2aMnn32WYWFMX0IaOjKXW5d+twPOlRcpqt7N5evD6NZOD1uw9DbP+1Q/zYxeuHaM6xOBwBqFedooUpmzJhBkQU0Eq8u2qpN2QW6oGMsRRaqxcdmU49mEfp8zT7tPlRsdToAUKuYOojjuuKKKzRz5kyFhYXpiiuuOGHfDz/8sJayAlCTtuwv1LSvflfPFpGKDWOhG1Rfp4Qw/bTtgGb+uF0PXtrZ6nQAoNZQaOG4wsPDPSfAh4eHW5wNgJrmdhu6/9+/KcTup75JUVangwYiwM9HXRPD9e7ynboztZ1CHf5WpwQAtYJztAAAkqRZS3fqgY9W64qeTdU8KujkDwCqqLC0QjMWb9M/hnTW9QO49iKAxoFztFAlJSUlKi7+3/z6HTt2aNq0aZo/f76FWQEwS2ZeqR77fJ26JIZRZMF0IQ4/tY8L1b9+2KoKl9vqdACgVlBooUqGDh2qN998U5KUm5urPn366Omnn9bQoUP18ssvW5wdgOowDEMPfrxGNtk0oG2M1emggUpuHqG9uaWav44LGANoHCi0UCUrV67U2WefLUn64IMPFB8frx07dujNN9/Uc889Z3F2AKrjizWZ+mp9ls5pHyOHv6/V6aCBigtzqHnk4QsYA0BjQKGFKikuLlZoaKgkaf78+briiivk4+Ojfv36aceOHRZnB+B05RWX66GP16hNk2C1bRJidTpo4JKbR2jVrlyt2HHI6lQAoMZRaKFK2rZtq48//li7du3Sl19+qYsuukiSlJ2dzfW1gHrssc/XqdBZoXPbx3pWGQVqSlJMsKKCA/R/3zOqBaDho9BClUyYMEH33HOPWrVqpb59+yolJUXS4dGtnj17WpwdgNOxeHOO3v95t/q3iVGIg6t9oObZbDZ1bxauL9dmatdBLmAMoGFjeXdUWWZmpvbt26cePXrIx+dwjb5s2TKFhYWpY8eOFmcH4FSUlrt04TPfyZB0Rc+mjGah1pS73Jrx43aN6NNcEy/rYnU6AFBjKLQAoBGaMm+DXl20Vdf2aaHI4ACr00Ejs3hLjtbsyddPD1yg8EAuYAygYWKuCKqkqKhITzzxhBYuXKjs7Gy53d7XQdm6lfn2QH2xbm++Xvlui/omRVNkwRI9mkVo5c5cvbtsp/4+sI3V6QBAjaDQQpXccMMN+u6773TdddcpISGBaUZAPeVyGxr/798UFRygXi0jrU4HjVSw3U8d4kL1+g/b9Lf+SQrw45RxAA0PhRaq5IsvvtBnn32m/v37W50KgGp4c8l2rdmTp6t6N5OvD1+YwDo9W0TonaU79dnqvfpTz2ZWpwMApuMrJFRJZGSkoqKirE4DQDXsyS3Rk/M2qnuzcCWEB1qdDhq5mBC7WkUHafq3W8Tp4gAaIgotVMkjjzyiCRMmqLiY5XiB+sgwDD308Rr5+dqU0iba6nQASdIZLSK1MatQizblWJ0KAJiOVQdRJT179tSWLYe/dWzVqpX8/b1XiVq5cqVFmQGoii9W79Mt76zUkG4JahsbYnU6gKTDXwC8//NutYoJ1uyb+lmdDgCYinO0UCXDhg2zOgUApym/tFwPfbJGbZoEU2ShTrHZbDqjRYQ+X5Op33bnqnuzCKtTAgDTMKIFAA3cQx+v0XvLd+mv/Voo1ME1i1C3uA1Db/+0Q2e1idGL155hdToAYBrO0UKV5ebm6v/+7/+Unp6ugwcPSjo8ZXDPnj0WZwbgeH7ZeUhv/7RD/VpHUWShTvKx2ZTcPEJfrNmnHQeKrE4HAExDoYUq+e2339S+fXtNmTJF//znP5WbmytJ+vDDD5Wenm5tcgAqVeFy6/4PVys2zK4eTMlCHdY5IUyB/r565bstVqcCAKah0EKVpKWlafTo0dq0aZMcDoenffDgwVq0aJGFmQE4npmLt+v3rAKd1yFWPlwzC3WYn6+PejSP0JwVu5WZV2p1OgBgCgotVMny5ct18803H9PetGlTZWZmWpARgBPZm1uip+f/ru5NwxUX5jj5AwCLdW8WLl8fm177fqvVqQCAKSi0UCV2u135+fnHtP/+++9q0qSJBRkBOJFJn66Vnw/XzEL9YffzVfemEXpn6Q4dLCqzOh0AqDYKLVTJ5Zdfrocffljl5eWSDi/Ju3PnTo0fP15XXnmlxdkB+KOF67M0f12WBrSLkd3P1+p0gCpLbhEht1ua8eM2q1MBgGqj0EKVPP300yosLFSTJk1UUlKigQMHqm3btgoNDdVjjz1mdXoA/qukzKWHPlmjVtFBasc1s1DPBPr7qmvTMM34cbvyS8utTgcAqoULFqNKwsPDtWDBAv3444/69ddfVVhYqDPOOEOpqalWpwbgD174ZpOy8526tm8L2WwsgIH654wWkfptd55m/rhdd1zQzup0AOC0UWjhpNxut2bOnKkPP/xQ27dvl81mU1JSkuLj42UYBn/MAXXElv2FeuW7rerVMlIRQQFWpwOclmC7n7o2Dddr32/VqLNaKTyQ678BqJ+YOogTMgxDl19+uW644Qbt2bNH3bp1U5cuXbRjxw6NHj1af/rTn6xOEYAOf1Yf+niNQh1+6t0y0up0gGrp3TJSpeUu/esHztUCUH8xooUTmjlzphYtWqSFCxfqvPPO89r29ddfa9iwYXrzzTc1cuRIizIEIElzf9unxVsOaGiPRPn58h0a6rdgu5+6NQ3X/32/VX/r34oRWgD1Er+NcULvvvuuHnjggWOKLEk6//zzdf/99+udd96xIDMARxSUlmvyf9aqbWyIWsUEW50OYIpeLSNV4TL06iKuqwWgfqLQwgn99ttvuvjii4+7/ZJLLtGvv/5aixkBONqzX21SfkmFzm4XY3UqgGmCAvzUvVm4Zvy4XQcKnVanAwCnjEILJ3Tw4EHFxcUdd3tcXJwOHTpUixkB+KONmQV6/cdt6t0qUmEOFg1Aw3JGy0i5DUPPf73Z6lQA4JRRaOGEXC6X/PyOfyqfr6+vKioqajEjAEcYhqEHP16tyKAAndGCBTDQ8AT6+6pXy0i99dMObc8psjodADglLIaBEzIMQ6NHj5bdbq90u9PJdA7AKp+s2qvl2w9pWHKifH24zAIapp7NI7RmT56enLdBL/21l9XpAECVUWjhhEaNGnXSPqw4CNS+/NJyPfLZOrWLDVHLaBbAQMPl5+ujvknR+nxNpn7ZeUg9Gb0FUE/YDMMwrE4CAHBqHv7POr390w79tV8LhXJuFho4t2HoveW71CIqSHP+niKbjRFcAHUf52gBQD2zITNfMxdv05mtIimy0Cj42Gw6q020ft5xSF+sybQ6HQCoEgotAKhHDMPQgx+tUWRQAFOo0Ki0jA5W65hgTf7PWhWXsQgTgLqPQgu17sUXX1SrVq3kcDjUt29fLVu27IT958yZo44dO8rhcKhbt276/PPPvbYbhqEJEyYoISFBgYGBSk1N1aZNm7z6PPbYYzrrrLMUFBSkiIgIs3cJqDUfr9qjn3cc0jntm7AABhqdc9o30YHCMpZ7B1AvUGihVr333ntKS0vTxIkTtXLlSvXo0UODBg1SdnZ2pf0XL16sa665Rtdff71++eUXDRs2TMOGDdOaNWs8fZ588kk999xzmj59upYuXarg4GANGjRIpaWlnj5lZWW66qqrdMstt9T4PgI1Jb+0XI/OXa92sSFqERVkdTpArQsP9FevlpF6bdFWbdlfaHU6AHBCLIaBWtW3b1+deeaZeuGFFyRJbrdbzZs31+23367777//mP7Dhw9XUVGR5s6d62nr16+fkpOTNX36dBmGocTERN1999265557JEl5eXmKi4vTzJkzNWLECK94M2fO1F133aXc3NwT5ul0Oo9Zut5utx93mXugNkz+z1q989NOFsBAo1bhcuudZTvVJTFMb1/fl4UxANRZjGih1pSVlWnFihVKTU31tPn4+Cg1NVVLliyp9DFLlizx6i9JgwYN8vTftm2bMjMzvfqEh4erb9++x41ZFRkZGQoPD/e6ZWRknHY8oLrW7c3XG4u368wkFsBA4+bn66Oz28Xox80H9PGqPVanAwDHxXW0UGtycnLkcrkUFxfn1R4XF6cNGzZU+pjMzMxK+2dmZnq2H2k7Xp/TkZ6errS0NK82RrNgFbfb0IMfr1ZkcIB6NmcBDKB1TIg6xIVq4idr1b9NjGLDHFanBADHYEQLqITdbldYWJjXjUILVvn3yt1auTNXA9uxAAZwxMD2TeQyDD3w0WpxFgSAuohCC7UmJiZGvr6+ysrK8mrPyspSfHx8pY+Jj48/Yf8j/55KTKA+yS0u0+Ofr1eHuFA1ZwEMwCMwwFfnto/VV+uz9cmqvVanAwDHoNBCrQkICFCvXr20cOFCT5vb7dbChQuVkpJS6WNSUlK8+kvSggULPP2TkpIUHx/v1Sc/P19Lly49bkygPnly3gYVl7l0drsYq1MB6py2sYenEE74ZI325ZVYnQ4AeKHQQq1KS0vTa6+9pjfeeEPr16/XLbfcoqKiIo0ZM0aSNHLkSKWnp3v633nnnZo3b56efvppbdiwQZMmTdLPP/+ssWPHSpJsNpvuuusuPfroo/r000+1evVqjRw5UomJiRo2bJgnzs6dO7Vq1Srt3LlTLpdLq1at0qpVq1RYyPLAqLt+2XlI7y7bpX6toxVs55RaoDLndmgiSbrtnZUqd7ktzgYA/off3KhVw4cP1/79+zVhwgRlZmYqOTlZ8+bN8yxmsXPnTvn4/K/+P+usszRr1iw9+OCDeuCBB9SuXTt9/PHH6tq1q6fPfffdp6KiIt10003Kzc3VgAEDNG/ePDkc/zs5esKECXrjjTc893v27ClJ+uabb3TuuefW8F4Dp67C5dYDH65WbJhd3ZuFW50OUGc5/H01qEu8/r1yt/45f6PSL+lkdUoAIInraAFAnfT6D9v0yNx1urp3c8WHs6IacDIrdhzSD5tz9K9RvXVBp7iTPwAAahhTBwGgjtmbW6Kn5m9U16bhFFlAFZ3RIkKtY4I17r1V2pZTZHU6AEChBQB1zcRP18rXZlP/NtFWpwLUGzabTRd2jpOfr49Gv75Mh4rKrE4JQCNHoQUAdciXazO1YF2WzmkXI7u/r9XpAPWKw99Xl3VP0P5Cp25882c5K1xWpwSgEaPQAoA6oqC0XA99vEatY4LVNjbE6nSAeikiKEBDuiVo1a5c3TvnN7ndnIoOwBoUWgBQR/zzy406VFyuge2byGazWZ0OUG8lRgTqws5x+s+ve/XAR6sptgBYguXdAaAOWL79oN5cskNnt4tRWKC/1ekA9V77uFBVuA29t3yXfH1senRYV77AAFCrKLQAwGKl5S7dO+dXJUQ41KN5hNXpAA1G54QwGYahWUt3yibp4aFd5eNDsQWgdlBoAYDFpn21SbsOlegvfVrIh2/cAVN1STx8we93lu1UTmGZpo1IloOFZgDUAs7RAgALrd6dp1cXbVGfVlGKCg6wOh2gQeqSGK5LuyVo4YYsjXj1Jx0odFqdEoBGwGYYBmeIAoAFSstduuz5H5RXUq6rezeXL1OagBqVmV+qub/tVURggF65rpe6Ng23OiUADRgjWgBgkakLftfWnCKldoqjyAJqQXyYQ1f3aq4Kt1t/eulHvf3TDvF9M4CawogWAFhg+faDunr6Ep3VNlq9W0ZZnQ7QqFS43Pp+c45+252nId0S9Oiwropk6i4Ak1FoAUAtK3JWaNC0RTIM6YozmrIABmCR37MK9O3G/QoK8NXjV3TToC7xVqcEoAFh6iAA1LKH565Tdr5TqZ1iKbIAC7WPC9W1fVsoPNBfN7+1QmPfWams/FKr0wLQQDCiBQC1aO5vezV21i+6oFOsuiZyIj5QFxiGoY1ZBfphU47cktJS22t0/1by9+X7aACnj0ILAGrJroPFuuTZ75UYEaiLu8TJxmgWUKc4y11asvWAftuTp1bRwfrH4E66oFMsn1UAp4VCCwBqQbnLrT9PX6wdOcUacWZz2blgKlBn7S9w6ofNOdp5sFj9kqL0jyGd1a0ZI9AATg2FFgDUgowv1uu1RVv1517NlBAeaHU6AE7CMAxtP1CsxVtylFNYpku7JejuQR2UFBNsdWoA6gkKLQCoYfPW7NPf316pAW1j1KtlpNXpADgFbreh9Zn5WrbtoAqdFRpxZnPdcUF7xYc7rE4NQB1HoQUANWjL/kJd9vwPahoRqEu6xnOuB1BPVbjc+nV3nlbsOCSXYWjMWa3094FtuP4WgOOi0AKAGlLkrNDlL/yg3OJyXd27uQL8WMEMqO+cFS6t3JGrVbty5e9n063nttWY/q0UFOBndWoA6hgKLQCoAW63oZvfXqHvft+v4b2bK4pvvYEGpbisQsu3HdLqvXmKCPTXuAvba/iZzVkSHoAHhRYA1ICMz9fr1e+36rLuiZw8DzRg+SXl+mnrAW3ILFDL6CDdf0knDeLyDQBEoQUAppu9bKfu/3C1zmkXo54tWPwCaAz2Fzi1eEuOth8o1hktIvTQpZ35/AONHIUWAJjo+037NXrGcnVJDNO57ZvwrTbQyOw4UKTFWw4ou8CpS7snaPzFHdU8KsjqtABYgEILAEyycuchXfvaUsWHO3RptwT5+FBkAY2R2zC0fl++lm49qNIKl248u7VuPa+tQuwsmAE0JhRaAGCCDZn5umr6EoUH+uvyHomcEA9AZRVurdhxSCt3HVK4w1/3Duqgq3o3ly9fwgCNAoUWAFTTtpwi/Xn6YvnabLrijKay+/lanRKAOqSgtFyLtxxeMKNDfKgmXtZZZ7WJsTotADWMQgsAqmFzdoFGvPqTDEO64oymXEsHwHHtyyvR95tytC+vVKmd4vTA4I5q3STE6rQA1BAKLQA4Tev35esvr/0kPx8fDU1OVDDnXwA4CcMw9HtWoZZsPaBCZ4VGprTUHee3UyTX2qsTDMNQobNC+aUVyi8pl7PCrQqXWxVuQ34+NgX4+cju56vwQH9FBvszgwEnRKEFAKfhl52HNGrGMgX6+2poj6YKDOCXLYCqq3C59cuuXK3YcUh+vjbdem5b/a1/Ej9LaphhGMopLNPm7EJtP1CknQeLtfNAsXYfKlZWvlM5hU5VuKv+p3FQgK8Swh1qGR2sFlFBahsboo7xoWofH6owh38N7gnqAwotADhFX6zepzvfW6WYkABd1j1RDn/+MAJweorLKrRs20Gt2Zuv6OAA3XFBO13du7kC/FhQp7pKylzakJmv9fsKtCEzX+v25uv3rALll1ZIkmw2Kdzhr1CHn0Icfgqx+yk4wE+BAb6y/3fkytfHJl8fm2w2yTCkCrdbFS5Dzgq3SstdKi5zqaC0XPmlFSooLdfBojIdqdNaRQepV8sondEyQv1aR6t1TDCX/GhkKLQAoIoMw9D/fb9Nj3++Xu3iQnVhp1j5sbogABPkFpdp6baD2phZoIQIh+66oL3+dEZTVjCtooLScq3bm6/Ve/K0dm++ftudq205RXIbko9Nigq2KyrYX9HBdkUFBygqOEDhgf6mrwBZ4XbrUFG5cgqdyswvVXa+U9kFpXIbUkxIgPq3jdG5HZronHZNFB1iN/W5UfdQaAFAFRSXVeiBD1fr41V71btlpM5qE803kwBMd6DQqaXbDmpTdqESwh36+8A2urp3c6YU/kFeSbnW7s3T2j2HC6tfd+dq54FiGZL8fG2KDbErOsSu2FC7moTaFR0cYOmXYmUVbu3NK9HugyXanXt4iqJNUvdm4bqoS7wGdYlTmyYh/E5pgCi0AOAkNmcX6Oa3VmjXwRKd17GJOsaHWZ0SgAYup9CpFTsOaWNWgSIC/fXXfi11bd+Wig93WJ1arTEMQ7sPlWj9vsPT/9buPTxatSe3RJLk7+ujJqEBahJiV2yoQ7FhdkUFBdT5i8UXOSu0/UCRtucUa+fBYpW53GoZHaRLuyfokq4J6pIYRtHVQFBoAcBxGIahd5bu1GOfrVeQ3VeDuyYoipXBANSi3OIyrdqVq/WZBXK5DQ3qHKfhfVpoQNuYBnXh44NFZfo9q0Cbsgq0IbNA6/fl6/esQhU6D59PFRTgq5gQu2JCAtQk9HBhFRHkL596XpBUuNzaeahYW7KLtO1AkUrKXGoeGajLeiTq0u6J6pQQStFVj1FoAUAldh0s1n0f/KYlWw+oa2KYzm7XhJPTAVjGWeHyjOrkFJapSahdV/Rsqou7xqtHs4g6P4ojHf7yal9eqbbsL9SW7EJt3l+o3zMLtSm7QIeKyyVJvj42RQcHKCLI/7+FlV1NQuwKtvs2+ILD5Ta0+1CxNmUXamvO4aIrKSZYQ5MTdVmPRLXhmmv1DoUWAPxBablLr/+4Tc8v3Cx/X5vO7xirltHBVqcFAJIOFyvZBU6t25evzdmFKi5zqUmoXRd2jtOAtjHq1zra0pF3wzB0qLhc23KKtD2nSDsOFGlrTpE2Zxdqx4FilZS7JB0uqKL+W1BFBQUo+r8LVEQEBTSokbrT5XIb2nWwWL9nF2jb/iKVVrjVMT5Ulycn6rLuiWoeFWR1iqgCCi0A0OE/Dr5Yk6nHPluvfXkl6t4sQv1aR3ExSgB1ltswtC+3VJv3F2rnwWIdLCqTJLVpEqwezSPUrWm4OiWEKSkmWLGhdlNGhNxuQzlFTmXmlSozr1R7cku0+1CJdh8q1vacYu06VKziMpenf6jDTxGB/goP9FdE0OFiKjLIX2GB9X/aX22pcLm1/UCxNmUXaFtOkcpdhro1DddlPRI0uFuCmkVSdNVVFFoAGjWX29C8NZl6buHv2phVqKSYYA1oG8O5WADqnYLScu0+VKK9eSXKKSzT/gKnXP+9qFOgv68SIxyKDXWoSahdEUH+CgzwVZC/n/z9bLLpcNHjcrtVWu6Ws8KlQmeF8krKlVtcrgOFZcopdOpQ8f+uEyVJfj42hQf6K8ThpzDH4YIqLNBPEYGHl09nyrW5yirc2nZkhPDg4aKre7NwXdI1QRd3jVdSDDMw6hIKLQCNUl5xuT78ZbfeWLxd2w8Uq2V0kHq3jOSbQQANhsttKLe4zFMsFZRWqLisQiXlLjkr3KpwGyqvcMv13z8FDUOeC/T6+dgU4OejAF8fBfj5yOHvq6CAw7cQ+38v7mv3U1BAwz93qq7yFF37C7XzwOHVC9vGhmhQlzildoqrN+fuNWQUWgAajbIKt37ckqO5v+7V3N/2qdzlVpsmITqjRWSjWjIZANCwlLvc2nGgWFtzCrU95/C5cFFB/jq3Q6zO7Rirs9vGKJKZGrWOQgtAg5ZdUKrFmw9o0ab9WrAuSwWlFYoKDlCH+FB1SQhTsN3P6hQBADCN2314dcdtB4q062CxsgsOXyC5U0KYzm4fo5TW0erVMlKhDn+rU23wKLQANBjFZRXanF2o1Xvy9OuuXK3YcUhb9hdJkmJD7WoZHaR2saGKCQlgqgsAoFEoKC3XroMl2nWoWLsPlajQWSEf2+HC68xWUerZIkJntIhUs8hAfjeajEILte7FF1/UU089pczMTPXo0UPPP/+8+vTpc9z+c+bM0UMPPaTt27erXbt2mjJligYPHuzZbhiGJk6cqNdee025ubnq37+/Xn75ZbVr187T5+DBg7r99tv1n//8Rz4+Prryyiv17LPPKiSEa1LUF4ZhqMBZoZwCp7L/e9ubW6JdB4u161CJNmcVaG9eqSTJxyY1CT187ZWmkYFqHhnEyBUAoNEzDEO5xeXak1uiPbklyi5welarDHP4qWvTcHVrGq4O8aFqHxeqtrEhcviz+u7potBCrXrvvfc0cuRITZ8+XX379tW0adM0Z84cbdy4UbGxscf0X7x4sc455xxlZGTo0ksv1axZszRlyhStXLlSXbt2lSRNmTJFGRkZeuONN5SUlKSHHnpIq1ev1rp16+RwHD7v5pJLLtG+ffv0yiuvqLy8XGPGjNGZZ56pWbNm1er+NzaGYai03K3isgoVl7lU9N9/i51H/l+hIqfL82+Rs0JFZRUqKK1QfmmF8kvKlV9SrtyScuWVlHtWzzrC4eej8CB/Bdv9FBl4eNngqOAARYcEyN+Xla4AADiZ4rIKZeU7lV1Qqv0FTh0oLFNuyeELSNskxYc71DomWElNgtUiKkhNI4LUNDJQCeEOxYTYue7ZCVBooVb17dtXZ555pl544QVJktvtVvPmzXX77bfr/vvvP6b/8OHDVVRUpLlz53ra+vXrp+TkZE2fPl2GYSgxMVF333237rnnHklSXl6e4uLiNHPmTI0YMULr169X586dtXz5cvXu3VuSNG/ePA0ePFi7d+9WYmLiMc/rdDrldDq92ux2u+x2u2mvhRUMw1CF21CFy1CZy60Kl1vlLkNlFW6VuQ6vQlVW4Zbzv7fScpdKy11ylrtVUu5SSblLxWWH244UTyVlh5cALi77X6FU7Dzct7TcJfdJfsLYbJL9vytb+f93dSt/Xx/5+9pk9/OV3c9Hdn8fBfr7ela9Crb7KTjAj2WDAQCoAc4Klw4WlelgUZkOFZcrt7jM8wWos8Lt6edjk6KD7YoOCVBMiF0xIYeX9Q8POvxv6H9Xpwy2+yoo4PAqlYEB//3d7ucru//h3/9+/13tsqFNXWQuDWpNWVmZVqxYofT0dE+bj4+PUlNTtWTJkkofs2TJEqWlpXm1DRo0SB9//LEkadu2bcrMzFRqaqpne3h4uPr27aslS5ZoxIgRWrJkiSIiIjxFliSlpqbKx8dHS5cu1Z/+9KdjnjcjI0OTJ0/2aps4caImTZp03P1zOp3KyMhQenq6aQXZwvVZuv6Nn02JVZf4+dgOF1d+Pod/sOp/P1grXIYqXC6VHL5X47m4K8q0b9FsJZwzQj5+rMhUX3Dc6ieOW/3Ecat/auqYhTr85FfuUpHz8EWp3Ya0v9Cp/YVOSQWmPc+pevxP3fSXvi0se/7jodBCrcnJyZHL5VJcXJxXe1xcnDZs2FDpYzIzMyvtn5mZ6dl+pO1EfY6elujn56eoqChPn6Olp6cfU+CdrHhyOp2aPHmy0tLSTCu0LugUp+1PDDElFiqXn5+v8MlDtOHjFxQWFmZ1Oqgijlv9xHGrnzhu9Q/HrG6g0AIq0RCmCQIAAMA6nOCAWhMTEyNfX19lZWV5tWdlZSk+Pr7Sx8THx5+w/5F/T9YnOzvba3tFRYUOHjx43OcFAAAAqoNCC7UmICBAvXr10sKFCz1tbrdbCxcuVEpKSqWPSUlJ8eovSQsWLPD0T0pKUnx8vFef/Px8LV261NMnJSVFubm5WrFihafP119/Lbfbrb59+5q2fwAAAMARTB1ErUpLS9OoUaPUu3dv9enTR9OmTVNRUZHGjBkjSRo5cqSaNm2qjIwMSdKdd96pgQMH6umnn9aQIUM0e/Zs/fzzz3r11VclSTabTXfddZceffRRtWvXzrO8e2JiooYNGyZJ6tSpky6++GLdeOONmj59usrLyzV27FiNGDGi0hUHT5fdbtfEiROZcljPcNzqJ45b/cRxq584bvUPx6xuYHl31LoXXnjBc8Hi5ORkPffcc56RpXPPPVetWrXSzJkzPf3nzJmjBx980HPB4ieffLLSCxa/+uqrys3N1YABA/TSSy+pffv2nj4HDx7U2LFjvS5Y/Nxzz3HBYgAAANQICi0AAAAAMBnnaAEAAACAySi0AAAAAMBkFFoAAAAAYDIKLQAAAAAwGYUWYIIXX3xRrVq1ksPhUN++fbVs2TKrU2rUMjIydOaZZyo0NFSxsbEaNmyYNm7c6NWntLRUt912m6KjoxUSEqIrr7zymAtf79y5U0OGDFFQUJBiY2N17733qqKiojZ3pdF64oknPJdvOIJjVjft2bNHf/3rXxUdHa3AwEB169ZNP//8s2e7YRiaMGGCEhISFBgYqNTUVG3atMkrxsGDB3XttdcqLCxMERERuv7661VYWFjbu9JouFwuPfTQQ0pKSlJgYKDatGmjRx55RH9cH43jZr1FixbpsssuU2Jiomw2mz7++GOv7WYdo99++01nn322HA6HmjdvrieffLKmd63xMABUy+zZs42AgADj9ddfN9auXWvceOONRkREhJGVlWV1ao3WoEGDjBkzZhhr1qwxVq1aZQwePNho0aKFUVhY6Onz97//3WjevLmxcOFC4+effzb69etnnHXWWZ7tFRUVRteuXY3U1FTjl19+MT7//HMjJibGSE9Pt2KXGpVly5YZrVq1Mrp3727ceeednnaOWd1z8OBBo2XLlsbo0aONpUuXGlu3bjW+/PJLY/PmzZ4+TzzxhBEeHm58/PHHxq+//mpcfvnlRlJSklFSUuLpc/HFFxs9evQwfvrpJ+P777832rZta1xzzTVW7FKj8NhjjxnR0dHG3LlzjW3bthlz5swxQkJCjGeffdbTh+Nmvc8//9z4xz/+YXz44YeGJOOjjz7y2m7GMcrLyzPi4uKMa6+91lizZo3x7rvvGoGBgcYrr7xSW7vZoFFoAdXUp08f47bbbvPcd7lcRmJiopGRkWFhVvij7OxsQ5Lx3XffGYZhGLm5uYa/v78xZ84cT5/169cbkowlS5YYhnH4F5yPj4+RmZnp6fPyyy8bYWFhhtPprN0daEQKCgqMdu3aGQsWLDAGDhzoKbQ4ZnXT+PHjjQEDBhx3u9vtNuLj442nnnrK05abm2vY7Xbj3XffNQzDMNatW2dIMpYvX+7p88UXXxg2m83Ys2dPzSXfiA0ZMsT429/+5tV2xRVXGNdee61hGBy3uujoQsusY/TSSy8ZkZGRXj8jx48fb3To0KGG96hxYOogUA1lZWVasWKFUlNTPW0+Pj5KTU3VkiVLLMwMf5SXlydJioqKkiStWLFC5eXlXsetY8eOatGihee4LVmyRN26dVNcXJynz6BBg5Sfn6+1a9fWYvaNy2233aYhQ4Z4HRuJY1ZXffrpp+rdu7euuuoqxcbGqmfPnnrttdc827dt26bMzEyv4xYeHq6+fft6HbeIiAj17t3b0yc1NVU+Pj5aunRp7e1MI3LWWWdp4cKF+v333yVJv/76q3744Qddcsklkjhu9YFZx2jJkiU655xzFBAQ4OkzaNAgbdy4UYcOHaqlvWm4/KxOAKjPcnJy5HK5vP6wk6S4uDht2LDBoqzwR263W3fddZf69++vrl27SpIyMzMVEBCgiIgIr75xcXHKzMz09KnsuB7ZBvPNnj1bK1eu1PLly4/ZxjGrm7Zu3aqXX35ZaWlpeuCBB7R8+XLdcccdCggI0KhRozyve2XH5Y/HLTY21mu7n5+foqKiOG415P7771d+fr46duwoX19fuVwuPfbYY7r22mslieNWD5h1jDIzM5WUlHRMjCPbIiMjayT/xoJCC0CDdtttt2nNmjX64YcfrE4FJ7Br1y7deeedWrBggRwOh9XpoIrcbrd69+6txx9/XJLUs2dPrVmzRtOnT9eoUaMszg7H8/777+udd97RrFmz1KVLF61atUp33XWXEhMTOW6AiZg6CFRDTEyMfH19j1n5LCsrS/Hx8RZlhSPGjh2ruXPn6ptvvlGzZs087fHx8SorK1Nubq5X/z8et/j4+EqP65FtMNeKFSuUnZ2tM844Q35+fvLz89N3332n5557Tn5+foqLi+OY1UEJCQnq3LmzV1unTp20c+dOSf973U/0MzI+Pl7Z2dle2ysqKnTw4EGOWw259957df/992vEiBHq1q2brrvuOo0bN04ZGRmSOG71gVnHiJ+bNYtCC6iGgIAA9erVSwsXLvS0ud1uLVy4UCkpKRZm1rgZhqGxY8fqo48+0tdff33MtIhevXrJ39/f67ht3LhRO3fu9By3lJQUrV692uuX1IIFCxQWFnbMH5aovgsuuECrV6/WqlWrPLfevXvr2muv9fyfY1b39O/f/5hLJ/z+++9q2bKlJCkpKUnx8fFexy0/P19Lly71Om65ublasWKFp8/XX38tt9utvn371sJeND7FxcXy8fH+E9DX11dut1sSx60+MOsYpaSkaNGiRSovL/f0WbBggTp06MC0QTNYvRoHUN/Nnj3bsNvtxsyZM41169YZN910kxEREeG18hlq1y233GKEh4cb3377rbFv3z7Prbi42NPn73//u9GiRQvj66+/Nn7++WcjJSXFSElJ8Ww/slT4RRddZKxatcqYN2+e0aRJE5YKr0V/XHXQMDhmddGyZcsMPz8/47HHHjM2bdpkvPPOO0ZQUJDx9ttve/o88cQTRkREhPHJJ58Yv/32mzF06NBKl6Du2bOnsXTpUuOHH34w2rVrxzLhNWjUqFFG06ZNPcu7f/jhh0ZMTIxx3333efpw3KxXUFBg/PLLL8Yvv/xiSDKeeeYZ45dffjF27NhhGIY5xyg3N9eIi4szrrvuOmPNmjXG7NmzjaCgIJZ3NwmFFmCC559/3mjRooUREBBg9OnTx/jpp5+sTqlRk1TpbcaMGZ4+JSUlxq233mpERkYaQUFBxp/+9Cdj3759XnG2b99uXHLJJUZgYKARExNj3H333UZ5eXkt703jdXShxTGrm/7zn/8YXbt2Nex2u9GxY0fj1Vdf9drudruNhx56yIiLizPsdrtxwQUXGBs3bvTqc+DAAeOaa64xQkJCjLCwMGPMmDFGQUFBbe5Go5Kfn2/ceeedRosWLQyHw2G0bt3a+Mc//uG1xDfHzXrffPNNpb/LRo0aZRiGecfo119/NQYMGGDY7XajadOmxhNPPFFbu9jg2QzjD5cBBwAAAABUG+doAQAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZhRYAAAAAmIxCCwAAAABMRqEFAAAAACaj0AIAAAAAk1FoAQAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZhRYAAAAAmIxCCwAAAABMRqEFAAAAACaj0AIAAAAAk1FoAQAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZhRYAAAAAmIxCCwAAAABMRqEFAAAAACaj0AIAAAAAk1FoAQAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZhRYAAAAAmIxCCwAAAABMRqEFAAAAACaj0AIAAAAAk1FoAQAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZhRYAAAAAmIxCCwAAAABMRqEFAAAAACaj0AIAAAAAk1FoAQAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZhRYAAAAAmMzP6gQAAMdKT09XaWmp1WkAQKPgcDiUkZFhdRpoYCi0AKAOKi0t1dSpU61OAwAahXHjxlmdAhogpg4CAAAAgMkotAAAAADAZBRaAAAAAGAyCi0AAAAAMBmFFgAAAACYjEILAAAAAExGoQUAAAAAJqPQAgAAAACTUWgBAAAAgMkotAAAAADAZBRaAAAAAGAyCi0AAAAAMBmFFgAAAACYjEILAAAAAEzmV50Hl7qKzcpDkuTwDTI1HgAAAABYoVqFliHDrDwAAAAAoMGoXqFluM3KAwAAAAAaDEa0AAAAAMBk1Sq03AaFFgAAAAAcrZojWkwdBAAAAICjcY4WAAAAAJiMc7QAAAAAwGScowUAAAAAJuMcLQAAAAAwWTXP0WJECwAAAACOxjlaAAAAAGAyCi0AAAAAMFk1F8PgHC0AAAAAOBrX0QIAAAAAkzF1EAAAAABMxtRBAAAAADAZhRYAAAAAmKx6hRYXLAYAAACAYzCiBQAAAAAmo9ACAABAjUhPT1dpaanVaZxUdna2xo0bZ3UaJ+RwOJSRkWF1GjgF1Sy0XGblAQAAgAamtLRUU6dOtTqNBqGuF4I4FiNaAAAAAGAyFsMAAAAAAJMxogUAAAAAJvOpzoPdhtvU26nas2eP/vrXvyo6OlqBgYHq1q2bfv75Z892wzA0YcIEJSQkKDAwUKmpqdq0aZNXjIMHD+raa69VWFiYIiIidP3116uwsLA6LwsAAACARq7eFlqHDh1S//795e/vry+++ELr1q3T008/rcjISE+fJ598Us8995ymT5+upUuXKjg4WIMGDfJa/ebaa6/V2rVrtWDBAs2dO1eLFi3STTfdVJ2XBQAAAEAjV6fO0XI6nXI6nV5tdrtddrv9mL5TpkxR8+bNNWPGDE9bUlKS5/+GYWjatGl68MEHNXToUEnSm2++qbi4OH388ccaMWKE1q9fr3nz5mn58uXq3bu3JOn555/X4MGD9c9//lOJiYmm7h8AAACAxqF6I1pul6m3jIwMhYeHe92Od72ATz/9VL1799ZVV12l2NhY9ezZU6+99ppn+7Zt25SZmanU1FRPW3h4uPr27aslS5ZIkpYsWaKIiAhPkSVJqamp8vHx0dKlS6vz0gAAAABoxOrUiFZ6errS0tK82iobzZKkrVu36uWXX1ZaWpoeeOABLV++XHfccYcCAgI0atQoZWZmSpLi4uK8HhcXF+fZlpmZqdjYWK/tfn5+ioqK8vQBAAAAgFNVp1YdPN40wUqf2+1W79699fjjj0uSevbsqTVr1mj69OkaNWqUqXkBAAAAwKmo1tRBl+Ey9XYqEhIS1LlzZ6+2Tp06aefOnZKk+Ph4SVJWVpZXn6ysLM+2+Ph4ZWdne22vqKjQwYMHPX0AAAAA4FTV21UH+/fvr40bN3q1/f7772rZsqWkwwtjxMfHa+HChZ7t+fn5Wrp0qVJSUiRJKSkpys3N1YoVKzx9vv76a7ndbvXt2/d0XxYAAAAAjVydmjp4KsaNG6ezzjpLjz/+uK6++motW7ZMr776ql599VVJks1m01133aVHH31U7dq1U1JSkh566CElJiZq2LBhkg6PgF188cW68cYbNX36dJWXl2vs2LEaMWIEKw4CAAAAOG3VKrROdbqfmc4880x99NFHSk9P18MPP6ykpCRNmzZN1157rafPfffdp6KiIt10003Kzc3VgAEDNG/ePDkcDk+fd955R2PHjtUFF1wgHx8fXXnllXruuees2CUAAAAADUS9HdGSpEsvvVSXXnrpcbfbbDY9/PDDevjhh4/bJyoqSrNmzaqJ9AAAAAA0UtUqtCrc1o1oAQAAAEBdVc0RLQotAAAAADhaNc/RsnbqIAAAAADURfX6HC0A1Zeenq7S0lKr08BRsrOzNW7cOKvTwB84HA5lZGRYnQYAoJ5g6iDQyJWWlmrq1KlWpwHUeRS+AIBTwdRBAAAAADAZUwcBAAAAwGTVW97dqDArDwAAAABoMBjRMkFOTo62b98um82mVq1aKTo62uqUAAAAAFjIpzoPdhluU2/1zdq1a3XOOecoLi5Offv2VZ8+fRQbG6vzzz9fGzdutDo9AAAAABap3oiWu/GuOpiZmamBAweqSZMmeuaZZ9SxY0cZhqF169bptdde09lnn601a9YoNjbW6lQBAAAA1DJWHTxNU6dOVcuWLfXjjz/K4XB42i+++GLdcsstGjBggKZOnco1VwAAAIBGiKmDp2nBggUaP368V5F1RGBgoO699159+eWXFmQGAAAAwGrVG9FqxFMHt27dqjPOOOO423v37q2tW7fWYkYAAAAA6gqmDp6mgoIChYWFHXd7aGioCgsLazEjAAAAAHVF9a6j5W7c19EqKCiodOqgJOXn58swjFrOCAAAAFWVnp6u0tJSq9OokuzsbI0bN87qNKrE4XCwToEY0TpthmGoffv2J9xus9lqMSMAAACcitLSUk2dOtXqNBqc+lIQ1jQKrdP0zTffWJ0CAAAAgDqqmtfRaryF1sCBA61OAQAAAEAdVc0Rrca76mBFRYVcLpfsdrunLSsrS9OnT1dRUZEuv/xyDRgwwMIMAQAAAFilQVxH64knnpDNZtNdd93laSstLdVtt92m6OhohYSE6Morr1RWVpbX43bu3KkhQ4YoKChIsbGxuvfee1VRUbUFPm688UbdcccdnvsFBQU688wz9eKLL+rLL7/Ueeedp88///y09wkAAABA/VXN62hZP3Vw+fLleuWVV9S9e3ev9nHjxumzzz7TnDlzFB4errFjx+qKK67Qjz/+KElyuVwaMmSI4uPjtXjxYu3bt08jR46Uv7+/Hn/88ZM+748//qgXXnjBc//NN9+Uy+XSpk2bFB4ervHjx+upp57S4MGDzd1hAKgh9Wn1LSvUpxW/rMJKYwDwP3VqeXen0ymn0+nVZrfbvabn/VFhYaGuvfZavfbaa3r00Uc97Xl5efrXv/6lWbNm6fzzz5ckzZgxQ506ddJPP/2kfv36af78+Vq3bp2++uorxcXFKTk5WY888ojGjx+vSZMmKSAg4IS57tmzR+3atfPcX7hwoa688kqFh4dLkkaNGqUZM2ac1usAAFZg9S1UF4UoAPxPnZo6mJGRofDwcK/bib4Zu+222zRkyBClpqZ6ta9YsULl5eVe7R07dlSLFi20ZMkSSdKSJUvUrVs3xcXFefoMGjRI+fn5Wrt27Un33eFwqKSkxHP/p59+Ut++fb22c8FiAAAAoHGqU8u7p6enKy0tzavteKNZs2fP1sqVK7V8+fJjtmVmZiogIEARERFe7XFxccrMzPT0+WORdWT7kW0nk5ycrLfeeksZGRn6/vvvlZWV5Rk9k6QtW7YoMTHxpHEAAAAANDx16hytE00T/KNdu3bpzjvv1IIFC+RwOEzNoaomTJigSy65RO+//7727dun0aNHKyEhwbP9o48+Uv/+/S3JDQAAAIC16lShVVUrVqxQdna2zjjjjP/l4nJp0aJFeuGFF/Tll1+qrKxMubm5XqNaWVlZio+PlyTFx8dr2bJlXnGPrEp4pM+JDBw4UCtWrND8+fMVHx+vq666ymt7cnKy+vTpc7q7CAAAANQaMxdEMnPxoPq8yE41pw4aZuVxSi644AKtXr3aq23MmDHq2LGjxo8fr+bNm8vf39+zQIUkbdy4UTt37lRKSookKSUlRY899piys7MVGxsrSVqwYIHCwsLUuXPnKuXRqVMnderUqdJtN9100+nuHgAAAFCr6uqCSPV5kZ1qrjpozYhWaGiounbt6tUWHBys6OhoT/v111+vtLQ0RUVFKSwsTLfffrtSUlLUr18/SdJFF12kzp0767rrrtOTTz6pzMxMPfjgg7rtttuqNH1x0aJFVcr1nHPOOcW9AwAAAFDf1csRraqYOnWqfHx8dOWVV8rpdGrQoEF66aWXPNt9fX01d+5c3XLLLUpJSVFwcLBGjRqlhx9+uErxzz33XNlsNkmScZzXwWazyeVyVX9nAAAAANQr1Sq0yutQEfHtt9963Xc4HHrxxRf14osvHvcxLVu21Oeff35azxcZGanQ0FCNHj1a1113nWJiYk4rDgAAAICGp8GOaNW0ffv26aOPPtLrr7+uJ598UoMHD9b111+viy++2DPSBQCA2cw8Yd1sZp4Ab7b6fEI9gPqpXq46WBcEBARo+PDhGj58uHbu3KmZM2dq7NixcjqdGjVqlCZPniw/v2q9vAAAHKOunrBe19XVAhBAw8WIlglatGihCRMm6LrrrtP111+vJ554QnfffbeioqKsTg0AAACwTHVH4as7Um7laDYjWtXkdDr173//W6+//rqWLFmiIUOG6LPPPqPIAgAAQKNn9Si8laPZ1VvevRGPaC1btkwzZszQ7Nmz1apVK40ZM0bvv/8+BRYAAAAARrROV79+/dSiRQvdcccd6tWrlyTphx9+OKbf5ZdfXtupAQAANFhmLghj5gIuLLiCo1VvefdGXGhJ0s6dO/XII48cdzvX0QIAADCX1VPRjocFV3A0RrROk7sK+15cXFwLmQAAAACoa6pZaDXec7ROxOl06sUXX9STTz6pzMxMq9MBAKBG1eVrex1Rl6/xJTHtDGiIqlVoGY14RMvpdGrSpElasGCBAgICdN9992nYsGF6/fXX9eCDD8rX17dO/0AHAMAsdXUqV33C3wxAw1OtQsvdiEe0JkyYoFdeeUWpqalavHixrrrqKo0ZM0Y//fSTnnnmGV111VXy9fW1Ok3UA1Z/E2z1t7x8iwsAABqiahZajXdEa86cOXrzzTd1+eWXa82aNerevbsqKir066+/ymazWZ0e6pHG/k0w3+ICqG9q4guymvrSiy+zAOswonWadu/e7VnWvWvXrrLb7Ro3bhxFFgAADVx9+oKML7MA6zCidZpcLpcCAgI89/38/BQSEmJhRgDqK6unjx5h9TRSiW/fAQANR/VWHXQ13kLLMAyNHj1adrtd0uFvt/7+978rODjYq9+HH35oRXoA6pH69O14TbO60AMAwCyMaJ2mUaNGed3/61//alEmAAAAAOoaztE6TTNmzLA6BQAAAAB1FNfRAgAAAACTMaIFAEAjV90FWcxYSIWFUAA0NPX2HK2MjAx9+OGH2rBhgwIDA3XWWWdpypQp6tChg6dPaWmp7r77bs2ePVtOp1ODBg3SSy+9pLi4OE+fnTt36pZbbtE333yjkJAQjRo1ShkZGfLzq9ZLAwBAvVEXFmRhIRRYzeovHPiyoeGptyNa3333nW677TadeeaZqqio0AMPPKCLLrpI69at86z8N27cOH322WeaM2eOwsPDNXbsWF1xxRX68ccfJR1eon3IkCGKj4/X4sWLtW/fPo0cOVL+/v56/PHHLds3AAAA1C6rv3Dgy4aGp5rLu7vMyuOUzZs3z+v+zJkzFRsbqxUrVuicc85RXl6e/vWvf2nWrFk6//zzJR1ewKJTp0766aef1K9fP82fP1/r1q3TV199pbi4OCUnJ+uRRx7R+PHjNWnSJK/rZAEAav6aXzV9LS++MQYA1JY6NaLldDrldDq92ux2u+daVSeSl5cnSYqKipIkrVixQuXl5UpNTfX06dixo1q0aKElS5aoX79+WrJkibp16+Y1lXDQoEG65ZZbtHbtWvXs2dOM3QKABsPqb3yri2+MAQC1xac6D3a73abeMjIyFB4e7nWryjePbrdbd911l/r376+uXbtKkjIzMxUQEKCIiAivvnFxccrMzPT0+WORdWT7kW0AAAAAcDrq1IhWenq60tLSvNqqMpp12223ac2aNfrhhx9MzQcAAABA3VPVqeynMiXd7Onl1Su0DHNXHazqNME/Gjt2rObOnatFixapWbNmnvb4+HiVlZUpNzfXa1QrKytL8fHxnj7Lli3zipeVleXZBsBbTZyfU1Pn5HAuDgDAaqfye9PKgqA+qomp7Gb/PVKnRrROhWEYuv322/XRRx/p22+/VVJSktf2Xr16yd/fXwsXLtSVV14pSdq4caN27typlJQUSVJKSooee+wxZWdnKzY2VpK0YMEChYWFqXPnzrW7Q0A9UJ/Oz+FcHMB6NfFHJn9g8rrWJzX1e5PfcfVD9VYdtPA6WrfddptmzZqlTz75RKGhoZ5zqsLDwxUYGKjw8HBdf/31SktLU1RUlMLCwnT77bcrJSVF/fr1kyRddNFF6ty5s6677jo9+eSTyszM1IMPPqjbbrvtlEfWAACAt/rwjXN9xOsK1A/1dkTr5ZdfliSde+65Xu0zZszQ6NGjJUlTp06Vj4+PrrzySq8LFh/h6+uruXPn6pZbblFKSoqCg4M1atQoPfzww7W1GwAAAAAaoHp7HS3DOHmR53A49OKLL+rFF188bp+WLVvq888/NzM1AAAAAI1cvR3RAgA0PtVdkMWMxVc4lwUAUBXVLLSsO0cLAND41IUFWTiXBQBQFdVcDIMRLQCoDEv6AgDQuNWp62gBwInUp+KFJX0BAGjcmDoIoN6geAEAAPUFi2EAAAAAgMmqVWhVWLi8OwAAgFlqYmoy51QCjRsjWkANqE/nEgG8X/kjGzUzNZlpyUDjVq1Cy6DQAirFuUSoT3i/8kc2AMB81Sq05GIxDAAAAAA4WvUKLUa0AAAAAOAY1RzRotACAAAAgKMxogUAAAAAJmNECwAAAABMVr1Cq4JCCwAAAACOxtRBAAAAADAZy7sDAAAAgMk4RwsAAAAATMbUQaCRS09PV2lpaZX6Zmdna9y4cVXq63A4lJGRUZ3UAAAA6i1GtIBGrrS0VFOnTjU9blULMgAAgIbIp1qPdhvm3k7Diy++qFatWsnhcKhv375atmxZtXYJAAAAAKqreoVWhWHu7RS99957SktL08SJE7Vy5Ur16NFDgwYNUnZ2drV2CwAAAACqo3qFlssw9eZ0OpWfn+91czqdx336Z555RjfeeKPGjBmjzp07a/r06QoKCtLrr79erd0CAAAAgOqo1jlaxvxdZuUhSZo0aZImT57s1TZx4kRNmjTpmL5lZWVasWKF0tPTPW0+Pj5KTU3VkiVLTM0LAAAAAE5F9RbDMFl6errS0tK82ux2e6V9c3Jy5HK5FBcX59UeFxenDRs21FiOAAAAAHAydarQstvtxy2sAAAAAKC+qN45WhaKiYmRr6+vsrKyvNqzsrIUHx9vUVYAAAAAUI8LrYCAAPXq1UsLFy70tLndbi1cuFApKSkWZgYAAACgsatTUwdPVVpamkaNGqXevXurT58+mjZtmoqKijRmzBirUwMAAADQiNXrQmv48OHav3+/JkyYoMzMTCUnJ2vevHnHLJABAAAAALWpXhdakjR27FiNHTvW6jQAAAAAwKPenqMFAAAAAHUVhRYAAAAAmIxCCwAAAABMRqEFAAAAACazGYZhWJ0EAAAAADQk9X7VQUCSWqV/VuPPsePnm2skbo8/9zY9ZnR0mOkxJcnpLDc9Zo+mCabHlKTicvNz9bHZTI8pSb3i25oes9xdYXpMSYoJjDQ95pbcXabHlKSesV1qJO6m3K2mx+wdm2x6TEnaX5pjeszV+zeaHlOSWoUnmh6zQ0R702NK0q7C3abHzCzeb3pMSSqpcJoe887ud5geU5I+3Pa+6TFdbpfpMSVpVbb5n4PQgCDTY0rSpUkXmh5zX3Gm6TElyeky//1aWF5oekxJGt3hppP2YeogAAAAAJiMQgsAAAAATEahBQAAAAAmo9ACAAAAAJNRaAEAAACAySi0AAAAAMBkFFoAAAAAYDIKLQAAAAAwGRcsBgAAAIBT4HQ65XR6X2DZbrfLbrd77lNowTTp6ekqLS215skdqdY8LwAAABqdjIwMTZ482att4sSJmjRpkuc+hRZMU1paqqlTp1ry3B+lf2bJ8wIAAKDxSU9PV1pamlfbH0ezJAotAAAAADglR08TrAyLYQAAAACAySi0AAAAAMBkFFoAAAAAYDIKLQAAAAAwGYUWAAAAAJiMQgsAAAAATEahBQAAAAAm4zpaDVR6erpKS0tr9Tmzs7Nr9flqW48/966RuL9+8LPpMf82/grTY0rSpv0HTI/ZKjzO9JiStL/4kOkxt+aaH1OSnK4y02PGBceYHlOSIgLCTY8Z6cgzPaYkBfsH1UjcpiHxpscMq4HXVZKKK0pMj9kqPNH0mJIUGhBqeswoR7TpMSVp3aENpseMtIeZHlOSEoIdNRK3JuzI22t6zC4x7U2PKUm+NvPHKvx8fE2PKUnZJeb/fRboVzPvq71FmabHDKqhXKuCQquBKi0t1dSpU2v1OceNG1erzwcAAADUVUwdBAAAAACTUWgBAAAAgMkotAAAAADAZBRaAAAAAGAyCi0AAAAAMBmFFgAAAACYjEILAAAAAExGoQUAAAAAJuOCxQAAAABwCpxOp5xOp1eb3W6X3W733KfQgmkcDofGjRtn0ZOnWvO8AAAAaHQyMjI0efJkr7aJEydq0qRJnvsUWjBNRkaGZc/9Ufpnlj03AAAAGpf09HSlpaV5tf1xNEui0AIAAACAU3L0NMHKsBgGAAAAAJiMQgsAAAAATEahBQAAAAAmo9ACAAAAAJNRaAEAAACAySi0AAAAAMBkFFoAAAAAYDKuo4UGIabj/TX+HOHBPWsk7t/GX2F6zNenfGh6TEmK6tfC9JgOu7/pMSUpN6/Q9JihoUGmx5Sk/LIi02PO3fSb6TElqUuTJqbH3HjwoOkxJWlf4f4aiZtVVGB6zNzEfNNjSlJphdP0mGtzdpoeU5KiA83/fO0u2Gd6TEny8/E1Peb8natMjylJ3eOamR+0pfkhJemcZv1Mj5nnzDM9piS1jzL/RWgW0tT0mJLkdJn/c6C4osT0mJIUHhBieszNuTXzM6sqGNECAAAAAJNRaAEAAACAySi0AAAAAMBkFFoAAAAAYDIKLQAAAAAwGYUWAAAAAJiMQgsAAAAATEahBQAAAAAmo9ACAAAAAJP5WZ0AAAAAANQnTqdTTqfTq81ut8tut3vuU2idhvT0dJWWllqdxgllZ2dbncJJmfo6JpsTBgAAADiZjIwMTZ482att4sSJmjRpkuc+hdZpKC0t1dSpU61O44TGjRtndQonZebr2PuNbqbEAQAAAE4mPT1daWlpXm1/HM2SKLQAAAAA4JQcPU2wMiyGAQAAAAAmo9ACAAAAAJNRaAEAAACAySi0AAAAAMBkFFoAAAAAYDIKLQAAAAAwGYUWAAAAAJiM62jhuNLT01VaWlpj8bOzs2ssdk1wOstrJO6m/QdMjxnVr4XpMSXp4E87TY8Z1q9mLjad7Txkekx3iOkhJUm+NvO/83K5DdNjStLGgwdNj5kYUjMvrK9PzXyXGOjvb3rMQ6X5pseUpFZhiabH3O6/z/SYkhThCDM9ZpmrZn5u+/n4mh4z3OEwPaYkJQY3qZG4NcHua/5rEBZQMz8Ldxea/zkI8gs0PWZNxS1318xn65Az1/SYoQHBpsesKgotHFdpaammTp1aY/HHjRtXY7EBAAAAKzF1EAAAAABMRqEFAAAAACaj0AIAAAAAk1FoAQAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZ19ECAAAAgFPgdDrldDq92ux2u+x2u+c+hRYs43A4zLtocbI5YQAAAICTycjI0OTJk73aJk6cqEmTJnnuU2jBMhkZGabF6v1GN9NiAQAAACeSnp6utLQ0r7Y/jmZJFFoAAAAAcEqOniZYGRbDAAAAAACTUWgBAAAAgMkotAAAAADAZBRaAAAAAGAyCi0AAAAAMBmFFgAAAACYjEILAAAAAExGoQUAAAAAJuOCxQ2Uw+HQuHHjqhUjOzvbpGxq3sSBI2v8OeZt31cjcVuFx5ke02H3Nz2mJIX162Z6zH9P+8z0mJKUMnKA6TFbR0aYHlOSDpTkmx4zOijQ9JiSFBloftx9BQWmx5Sk2OCQGon7y649psfs2bud6TElaXv+XtNjbjp40PSYkrQr3/zPQbuoaNNjSpLLcJsf021+TEnKLyuqkbg1oai80PSY5e5y02NKUqQjvEbi1oSdhbtMj9k0uKnpMSUp15lnesySCqfpMauKQquBysjIqHaM6hZqAAAAQGPF1EEAAAAAMBmFFgAAAACYjEILAAAAAExGoQUAAAAAJqPQAgAAAACTUWgBAAAAgMkotAAAAADAZFxHCwAAAABOgdPplNPpfTFku90uu93uuU+hhdOWnp6u0tJSq9OQJJ1/Z6LVKQAAAKCRyMjI0OTJk73aJk6cqEmTJnnuU2jhtJWWlmrq1KlWpyFJ+s/2p6xOAQAAAI1Eenq60tLSvNr+OJolUWgBAAAAwCk5eppgZVgMAwAAAABMRqEFAAAAACaj0AIAAAAAk1FoAQAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZhRYAAAAAmIwLFuO4HA6Hxo0bd9zt2dnZtZiN9YrLy2sk7v7iQ6bHzM0rND2mJGU7zc81ZeQA02NK0pI3fzA9ZuitF5oeU5LOi0owPebvBw6YHlOSfG0282P61Mx3fr62monbPq6J6TED/Rymx5SkCHuI6TFbRUSYHlOSwgLMfw2C/GvmdQ30O/FFSk9HgK+v6TElKdg/sEbi1oSwgHDTYxaV18zvQ7uv+e8BX5+aeQ+E+oeaHrO4osj0mJIUbg8zPabTVWZ6zKqi0MJxZWRknHD7iYowAAAAoDFj6iAAAAAAmIxCCwAAAABMRqEFAAAAACaj0AIAAAAAk1FoAQAAAIDJKLQAAAAAwGQUWgAAAABgMq6jBQAAAACnwOl0yul0erXZ7XbZ7f+7mDWFFk6bw+GoMxctPv/ORKtTAAAAQCORkZGhyZMne7VNnDhRkyZN8tyn0MJpy8jIsDoFj/9sf8rqFAAAANBIpKenKy0tzavtj6NZEoUWAAAAAJySo6cJVobFMAAAAADAZBRaAAAAAGAyCi0AAAAAMBmFFgAAAACYjEILAAAAAExGoQUAAAAAJqPQAgAAAACTcR0toIp8bLYaibs195DpMUNDg0yPKUnuEPNjto6MMD+opNBbLzQ95vyXFpgeU5JK/lZmeswu8bGmx5QkXx/zv58rd7lMjylJWUUFNRK33O02PWZBWZHpMSVpV0GW6TGLysx/v0pSkJ+/6TFznYWmx5Sk9Tn7TI/ZMjzS9JiSZKuh3101YXPeZtNjug3zP6+StLfQ/M9WRGy46TElyZD5r0F28UHTY0pSudv83wc78sz/vFYVI1oAAAAAYDIKLQAAAAAwGYUWAAAAAJiMQgsAAAAATEahBQAAAAAmo9ACAAAAAJNRaAEAAACAySi0AAAAAMBkFFoAAAAAYDI/qxMAAAAAgPrE6XTK6XR6tdntdtntds99Ci2clvT0dJWWllqdhsf5dyZanQIAAAAaiYyMDE2ePNmrbeLEiZo0aZLnPoUWTktpaammTp1qdRoe/9n+lNUpAAAAoJFIT09XWlqaV9sfR7MkCi0AAAAAOCVHTxOsDIthAAAAAIDJKLQAAAAAwGQUWgAAAABgMgotAAAAADAZhRYAAAAAmIxCCwAAAABMRqEFAAAAACbjOlqNQHp6ukpLS02NmZ2dbWq86pr83Zs1/hx/63VjjcR1uspMj5lfVmR6TEnytZn/3cyBknzTY0rSeVEJpscs+Zv5x0qSvn/9O9Njtht/hekxJSkpNMr0mHvya+Y9sL+4uEbiOl0u02O2CW9lekxJWpezzfSYbSJjTY8pSUXlJabHjA2MMD2mJLWNaGZ6zJySXNNjSpLL7a6RuDUh2C/I9Ji5ZXmmx5SkthFJpscMt0eYHlOSCssLTY8ZHRhtekxJWpW9zvSYxRXlpsesKgqtRqC0tFRTp041Nea4ceNMjQcAAAA0JEwdBAAAAACTUWgBAAAAgMkotAAAAADAZKado1UTCy7UVXVtIQgAAAAAdYtphVZNLLhQV7EQBAAAAIATYeogAAAAAJiMQgsAAAAATMZ1tAAAAADgFDidTjmdTq82u90uu93uuU+hhdPicDjq1rlqyVYnAAAAgMYiIyNDkydP9mqbOHGiJk2a5LlPoYXTkpGRYXUKXnq/0c3qFAAAANBI/H97dx4YVX39//8MCZlhDTsEQXYFZAurC4pYwaUial1qrTtiXQAT5aNT8JvEhbHaNtat2vbjVsvHpah1Bfd9K8gmAsomEJAEWUICMyHJ+f3BL2MGkjATzjuTIc/HPzqXySsn73nf982ZO7nX7/dLZmZmxLbKZ7NEaLQAAAAAICb7f0ywKlwMAwAAAACM0WgBAAAAgDEaLQAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABij0QIAAAAAYzRaAAAAAGCMGxbjsJA15jLn32NNYamT3I7N2plnvvb9EvNMEZGycjXPbNu0iXmmiMh3P/1knnlMpw7mmSIifW49zzzz8T+8aJ4pIpJ+4QjzzJapzc0zRUQ8Ho+TXFX7/WDp1uXmmSIizRrXfDPN2li9Pd88U0TEl2z/K8mGwp3mmSIiR7XpaJ75+ca15pkiIkPTQk5yXRjSbqh55pKfFptnioi0SLFft5I8SeaZIm7WwiaNfOaZIiJdW9jvWz/tKTTPjBZntAAAAADAGI0WAAAAABij0QIAAAAAYzRaAAAAAGCMRgsAAAAAjNFoAQAAAIAxGi0AAAAAMEajBQAAAADGuGExAAAAAMQgFApJKBR5Q3Cv1yte7883iqfRghm/3y/BYDAu3/uUaZ3j8n0BAADQ8AQCAcnJyYnYlpWVJdnZ2eHHNFowEwwGJTc3Ny7f+9V198Xl+wIAAKDh8fv9kpmZGbGt8tksERqtuKuLs0D5+flO8wEAAICGZP+PCVaFRivO6uIsUEZGhtN8AAAAAJG46iAAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBAAAAgDEaLQAAAAAwRqMFAAAAAMa4jxZExObGyYf7jZHbNWntJLdVSqp55jHt25tniois3LbNPLN1kybmmSIiSR6PfWYjN+9N9WjRxjwz/cIR5pkiIguf/6955pSZF5lniois3r7dSe7e8nLzzEVb1plnioj0at3BPLNLy1bmmSIiu/eGzDOX/ejmuNQt1f54YD+r9unUrJ2jZHvJjRqbZ5aUl5hnioi0bGx/7A6WHdrvYdUJldnvW828zcwzRURSklLMM3u26myeGS0aLYiIzY2TuTEyAAAAsA8fHQQAAAAAYzRaAAAAAGCMRgsAAAAAjNFoAQAAAIAxGi0AAAAAMEajBQAAAADGaLQAAAAAwBj30QIAAACAGIRCIQmFIm8G7fV6xev1hh/TaMGMz+eL202LT5kWv7t+AwAAoGEJBAKSk5MTsS0rK0uys7PDj2m0YCYQCMTte7+67r64fW8AAAA0LH6/XzIzMyO2VT6bJUKjBQAAAAAx2f9jglXhYhgAAAAAYIxGCwAAAACM0WgBAAAAgDEaLQAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABjjPlpAlFbv2OAkt7Vvp3nmym3bzDNFRDo3b26euXnXLvNMEZGkRvbvI+0tKzPPFBHJKyw0z2yZav9aiYhMmXmReeaDdz1nnikicvr145zkFu7abZ55+cAx5pkiIgvzV5hn/rTb/ucXEfEl2/9KMr5PX/NMEZGuLdPMMxf9uMk8U0TEm5TiJNeF9bvWmmd2atrRPFNEJK84zzyzd2pv80wRkYKkfPPMMi03zxQRada4qXnm+sLN5pnR4owWAAAAABij0QIAAAAAY3x0sAHw+XySkZFR43Py8+1PKwMAAAANFY1WAxAIBA76nIM1YgAAAACix0cHAQAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACMcdVBAAAAAIhBKBSSUCgUsc3r9YrX6w0/ptFC1Px+vwSDwXiXUaVTpnWOdwkAAABoIAKBgOTk5ERsy8rKkuzs7PBjGi1ELRgMSm5ubrzLqNKr6+6LdwkAAABoIPx+v2RmZkZsq3w2S4RGCwAAAABisv/HBKvCxTAAAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADDGfbRwWJjyWH/n3+PB3wWd5DZr3NQ8c3NRgXmmiEhSI/v3Zjo0a26eKSKS5LGvdUvxLvNMEZGC3bvNMz0ej3mmiMjq7dvNM0+/fpx5pojI3EfedpI7+Pzh5pk7QoXmmSIi3VqmmWe2SNlpniki4kuu+X40tTF31bfmmSIi1w3tYZ7ZukkT80wRkbRmHZ3kutAntZ955o978swzRUTSmh5hntkqpY15pojIrr32xy5vkv3+KiKSktTYPLO4pf0xNlqc0QIAAAAAYzRaAAAAAGCMRgsAAAAAjNFoAQAAAIAxLoYBERHx+XySkZFR43Py8/PrqBoAAAAgsdFoQUREAoHAQZ9zsEYMAAAAwD58dBAAAAAAjNFoAQAAAIAxGi0AAAAAMMbfaAEAAABADEKhkIRCoYhtXq9XvF5v+DGNFsz4/X4JBoPx+ea+U+PzfQEAANDgBAIBycnJidiWlZUl2dnZ4cc0WjATDAYlNzc3Lt/7Jf/rcfm+AAAAaHj8fr9kZmZGbKt8NkuERgsAAAAAYrL/xwSrwsUwAAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBAAAAgDEu714LPp9PMjIyTLLy8/NNcgAAAADUHzRatRAIBMyyrBq2unCwBvNwbxq/37HGSe4RzTuZZ24p3mWeKSLSpHFj88yFG/LMM0VEjurY3jxzb3m5eaaISKiszDxTVc0zRdyMQeGu3eaZIiKDzx/uJHfxv+ebZ3YYd4F5pojIxl2bzTPzi3eaZ4qIlDuYs81S7NcsEZFde4vMMwt2u9kPtu7Z6iTXheJS+2NXcWmxeaaISJGDOeARj3mmiMiW3VvMM9OapZlniohsC243zyxV+2NstGi0ELWDNZiJ1DQCAAAALvE3WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADBGowUAAAAAxmi0AAAAAMAYjRYAAAAAGOM+WgAAAAAQg1AoJKFQKGKb1+sVr9cbfkyjBTM+ny9+Ny32nRqf7wsAAIAGJxAISE5OTsS2rKwsyc7ODj+m0YKZQCAQt+/9kv/1uH1vAAAANCx+v18yMzMjtlU+myVCowUAAAAAMdn/Y4JV4WIYAAAAAGCMRgsAAAAAjNFoAQAAAIAxGi0AAAAAMEajBQAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGPcsBiHhQev/db590j1DnGS2zIl1TxzR+dC80wRke1B+9z04X3MM0VEmiT7zDN3lRSbZ4qI9Ertbp65dOty80wRkUVb1plnXj5wjHmmiMiOkJv9oMO4C8wzL7z2VvNMEZHX//dB88xmjZuaZ4qIbAvuNM88octA80wRkdLyUvPM03r2N88UEWnq6PVyoZEnyTwzf3e+eaaISO9U+2PX6sLvzTNFRFp57X/PSGmUYp4pIuJLqvkGwLXR2tvKPDNanNECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADBGowUAAAAAxmi0AAAAAMAYjRYAAAAAGOOGxQAAAAAQg1AoJKFQKGKb1+sVr/fnmy7TaCUYv98vwWAw3mXUO6dM6xzvEgAAANBABAIBycnJidiWlZUl2dnZ4cc0WgkmGAxKbm5uvMuod15dd1+8SwAAAEAD4ff7JTMzM2Jb5bNZIjRaAAAAABCT/T8mWBUuhgEAAAAAxmi0AAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBAAAAgDEaLQAAAAAwxg2LgSgVBLc6yd1dusc8M1gaMs8UEenesrN55rrCTeaZIiKtvM3NMzfs2mKeKSLy7da15pnNGtd8E8Xa6tW6g3nmwvwV5pkiIt1apjnJ3bhrs3nm6//7oHmmiMgvr55injnZf755pohImyZNzTM3FBaYZ4qIeDwe80xX73z/WPSTeebE7r8yzxQRWbVzpXlm0d4i80wRkcK9O80zUxqlmGeKuBmDzzZ/ZZ4pItKluf26/fmmxeaZIiJndzv4WsgZLQAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABij0QIAAAAAYzRaAAAAAGCMRgsAAAAAjNFoAQAAAIAxblgMAAAAADEIhUISCoUitnm9XvF6veHHNFoNlN/vl2AwGO8yzJwyrXO8SwAAAEADEQgEJCcnJ2JbVlaWZGdnhx/TaDVQwWBQcnNz412GmVfX3RfvEgAAANBA+P1+yczMjNhW+WyWCI0WAAAAAMRk/48JVoWLYQAAAACAMRotAAAAADBGowUAAAAAxmi0AAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIz7aOGwkPPh086/x1n9fuUkt3tqZ/PMZVvXm2eKiKxrvNk88/tt28wzRUS6t2plnllcUmKeKSLSq3UH88zV2/PNM0VEurRsZZ750+7d5pkiIi1SdjrJzS+2z23WuKl5pojIZP/55pl/C/zbPFNE5LxpZ5pn9m/f0TxTRKSkrNQ8szAUNM8UEUnztXSS60KwzH4MUpJSzDNFREKl9rWWaZl5pohIabl97siOQ80zRUQK9hSYZ/Zu3cU8M1qc0QIAAAAAYzRaAAAAAGCMRgsAAAAAjNFoAQAAAIAxGi0AAAAAMMZVBw8zfr9fgsGDXwknP9/NFckAAAAA0GjFnc/nk4yMjKiff7AGKRgMSm5u7kFzYvmeAAAAAGJDoxVngUAgpufTIAEAAAD1H3+jBQAAAADGOKMFAAAAADEIhUISCoUitnm9XvF6veHHNFqoUbQX14i7IfEuAAAAAA1FIBCQnJyciG1ZWVmSnZ0dfkyjhRpFe3GNeBv+1MB4lwAAAIAGwu/3S2ZmZsS2ymezRGi0AAAAACAm+39MsCpcDAMAAAAAjNFoAQAAAIAxGi0AAAAAMEajBQAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGPcR6uB8vl8kpGRcdDn5efn10E1hy5rzGXOv8dPoVQnuS1SWphntm3S1DxTRKSVr6V55obCQvNMEZGWKT7zzKbJjc0zRUSK9+4xz/Qlu1ned+8NmWe6qtWXXPP9TWqrXNU8c1twp3mmiEgbB2vBedPONM8UEXnxL2+YZx4x8yLzTBGRtOZtzTObNrZfs0REyqXcSa4LRXuLzDN3hBztW97W5pmhMvv1VUSkYE+Beeae0t3mmSIi87d84yQ3Xmi0GqhAIBDV86JpxgAAAABE4qODAAAAAGCMRgsAAAAAjNFoAQAAAIAxGi0AAAAAMEajBQAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGPcsBgAAAAAYhAKhSQUCkVs83q94vV6w49ptFAjn88nGRkZ8S7joE6Z1jneJQAAAKCBCAQCkpOTE7EtKytLsrOzw49ptFCjQCAQ7xKi8uq6++JdAgAAABoIv98vmZmZEdsqn80SodECAAAAgJjs/zHBqnAxDAAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABij0QIAAAAAYzRaAAAAAGCMRgsAAAAAjHEfLRwWcj582vn3ePD0B53ktvG1Nc/cuGuzeaaISEnZXvPMPm3sf34RkaaNfeaZO0JF5pkiIh2atDLP3FC40zxTRGTZj/nmmeP79DXPFBGZu+pbJ7nNUhqbZ57QZaB5pojIhsIC88z+7TuaZ4qIHDHzIvPMB+96zjxTRCT9whHmmecMSTfPFBFZvtXN8cCF4zqeYJ751oZ55pkiIke16meeGSoLmmeKiCzeusw8s1zUPFNE5JSux5tnrtj+vXlmtDijBQAAAADGaLQAAAAAwBgfHUwwPp9PMjIyqv33/Hz7j/UAAAAAiA2NVoIJBAI1/ntNTRgAAACAusFHBwEAAADAGI0WAAAAABij0QIAAAAAYzRaAAAAAGCMi2EAAAAAQAxCoZCEQqGIbV6vV7xeb/gxjRZM+P1+CQbd3NE8KkPi960BAADQsAQCAcnJyYnYlpWVJdnZ2eHHNFowEQwGJTc3N27ff/hTA+P2vQEAANCw+P1+yczMjNhW+WyWCI0WAAAAAMRk/48JVoWLYQAAAACAMRotAAAAADBGowUAAAAAxmi0AAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACMccPiw5zf75dgMOj8++Tn5zv/HvG2oWijk9xvt68wz0xulGSe6Sq3TMvNM0VEmiTXfBPB2li+dbN5pohI71ZdzDOPatPRPFNEpFtqa/PMri3TzDNFRK4b2sNJ7q69ReaZpeWl5pkiIh6PxzyzpMxNrWnN25pnpl84wjxTRGTh8/81z7xw2EjzTBGRgt27zTO3hbaaZ4qIfL/T/ni4dmeeeaaIyLJtS80zv9qy0DxTRGRYh4Hmmd9tX22eKSLybeg788zCEvs1O1o0Woe5YDAoubm5zr9PRkaG8+8BAAAAJAo+OggAAAAAxmi0AAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBAAAAgDHuowUAAAAAMQiFQhIKhSK2eb1e8Xq94cc0WjDh8/nie9PiIfH71gAAAGhYAoGA5OTkRGzLysqS7Ozs8GMaLZgIBAJx/f7DnxoY1+8PAACAhsPv90tmZmbEtspns0RotAAAAAAgJvt/TLAqXAwDAAAAAIzRaAEAAACAMRotAAAAADBGowUAAAAAxmi0AAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIwbFh9mfD6fZGRkhB/n5+fHsZq6s3XFPc6/x49Dv3OS29rb0jzzrfWLzDNFRFJ9PvPMsvJy80wRkZSkJPPMbqmtzTNFRLbu2WGe+fnGteaZIiIuXq1FP25ykCrSukkTJ7kFu3ebZ57Ws795poibd1MLQ0EHqSJNG9uvL+cMSTfPFBG5cNhI80z/rQ+bZ4qInDftTPPMNt525pkiIv1aDzDPLCzZZZ4pIpKS1Ng88xddTjTPFBEpd7BypzXrYJ4pIuJNqvkGwLWxZOsK88xo0WgdZgKBQMTjyk0XAAAAgLrBRwcBAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADDGfbQAAAAAIAahUEhCoVDENq/XK17vzzddptFCjfx+vwSDwXiXcXC+U+NdAQAAABqIQCAgOTk5EduysrIkOzs7/JhGCzUKBoOSm5sb7zIO6iX/6/EuAQAAAA2E3++XzMzMiG2Vz2aJ0GgBAAAAQEz2/5hgVbgYBgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADBGowUAAAAAxriP1mHO5/NJRkZGrb8+Pz/fsJrEtqc05CQ3rZnPPHNQxy7mmSIinZu1N88sLCk2zxQRada4iXmmx+MxzxQRKSsvN88cmuZmvnZq1s4805uUYp4pIpLWrKOT3K17tppnNm3c1DxTROTHop/MM9N8Lc0zRUTKxX4/WL51s3mmiEjB7t3mmedNO9M8U0Tkxb+8YZ658aSbzDNFRIr2Fpln/mfVR+aZIiKndhtqnrly+zrzTBGRU7qeYJ5ZsGebeaaISGGJ/RxYs2OLeWa0aLQOc4FA4JC+/lCaNAAAAKCh4qODAAAAAGCMRgsAAAAAjNFoAQAAAIAxGi0AAAAAMEajBQAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGPcsBgAAAAAYhAKhSQUCkVs83q94vV6w49ptFAjn88nGRkZ8S7j4HynxrsCAAAANBCBQEBycnIitmVlZUl2dnb4MY0WahQIBOJdQlRe8r8e7xIAAADQQPj9fsnMzIzYVvlslgiNFgAAAADEZP+PCVaFi2EAAAAAgDEaLQAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABij0QIAAAAAYzRaAAAAAGCM+2gBUZo2aGq8S4het3gXAKA+mNj9V/Eu4bC0LbTVPLONt515pojIxpNuMs/s86vx5pkiInvmfmeeeedxN5tnioi0dvB6betsP69E3MytEe2PN88UcbNvpTRKMc+MFme0AAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBAAAAgDEaLQAAAAAwRqMFAAAAAMZotAAAAADAWHK8CwAAAACARBIKhSQUCkVs83q94vV6w48bRKPl9/slGAzGuwy45Ds13hUAAACggQgEApKTkxOxLSsrS7Kzs8OPG0SjFQwGJTc3N95lwKGX/K/HuwQAAAA0EH6/XzIzMyO2VT6bJdJAGi0AAAAAsLL/xwSrwsUwAAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBAAAAgDEaLQAAAAAwxn20cFho1/c259/jxbU3O8n9Yecm88yTuhxrniki4k3ymWcW7y0yzxQRaZmSap65aucq80wRkWbJTc0zh7Qbap4pIpLcqLF55vpda80zRUT6pPZzkltcuss8s5EnyTxTRGTVzpXmmcGyoHmmiEiRg7XguI4nmGeKiHy/c4V5Zr/WA8wzRdyM656535lniog0Of0o88zHH7zdPFNEZHuo0DzTl1TzPZlqa2THYeaZe8r2mGeKiCwsWGqe2a5Ja/NMEZHf9L7ioM/hjBYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBAAAAgDEaLQAAAAAwRqMFAAAAAMZotAAAAADAGDcsBgAAAIAYhEIhCYVCEdu8Xq94vT/feJpG6zDg9/slGAzGu4z4GhLvAgAAANBQBAIBycnJidiWlZUl2dnZ4cc0WoeBYDAoubm58S4jroY/NTDeJQAAAKCB8Pv9kpmZGbGt8tksERotAAAAAIjJ/h8TrAoXwwAAAAAAYzRaAAAAAGCMRgsAAAAAjNFoAQAAAIAxGi0AAAAAMEajBQAAAADGaLQAAAAAwBiNFgAAAAAY44bFOCxkjbnM+ffYUVLmJPeYdkeZZ+4M7TTPFBFpmaLmmXvL95pniogU7y0yzyzXcvNMEZEdJfav15KfFptnioiUlJeYZ3Zq2tE8U0Tkxz15TnKLS4vNM/N355tniogUOdgPUpJSzDNFRHY4WLfe2jDPPFNEZO1O+7lVWLLLPFNE5D+rPjLPvPO4m80zRUQef/B288yrptxpnikicnP2JeaZu0Ih80wRkWEdhphnrt+1wTxTRGR94Y/mmWt3bDLPFBH5Te+DP4czWgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADBGowUAAAAAxmi0AAAAAMAYjRYAAAAAGOM+WnXI7/dLMBg0z83Pd3P/FQAAAAC1Y9Zo+Xw+ycjIsIozVV8akWAwKLm5uea59XXcAQAAgMNRKBSS0H43mfZ6veL1esOPzRqtQCBgFWWORqR6rs6y1bVTpnWOdwkAAABoIAKBgOTk5ERsy8rKkuzs7PBjPjrYwLk6y1bXXl13X7xLAAAAQAPh9/slMzMzYlvls1kiNFoAAAAAEJP9PyZYFa46CAAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADDGDYtxWMj58Gnn32NMrzOc5CZ57N/vOKpNN/NMEZGNRZvNM1v7Us0zRUS8STXfRLA2NhVtMc8UEendqod5ZouU5uaZIiItG9u/XnnFeeaZIiJpTY9wklu0t8g8s3dqH/NMEZHCvTvNM0OlQfNMEZE23tbmmUe16meeKSKybNtS88yUpMbmmSIip3Ybap7Z2tvOPFNEZHuo0Dzz5uxLzDNFRP6U/S/zzN/cfLZ5pohIa28b88w+rTzmmSIiexysL75k+98HosUZLQAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABjjYhiHAZ/PJxkZGbX62vz8fONqAAAAANBoHQYCgUCtv7a2DRoAAACA6vHRQQAAAAAwRqMFAAAAAMb46CAAAAAAxCAUCkkoFIrY5vV6xev9+QbJNFqokt/vl2DQ/u7czgyJdwEAAABoKAKBgOTk5ERsy8rKkuzs7PBjGi1UKRgMSm5ubrzLiNrwpwbGuwQAAAA0EH6/XzIzMyO2VT6bJUKjBQAAAAAx2f9jglXhYhgAAAAAYIxGCwAAAACM0WgBAAAAgDEaLQAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABjjPloNnM/nk4yMjAO25+fnx6Ga2ssac5nz77Egv9hJbnKjJPPMLs2PMM8UEWma3MRJrgtJDsa1VYdU80wRkVRvK/PMJI/9zy8iEiwLmmf2Tu1tniki0iqljZNcj3jMM1cXfm+eKSKS0ijFPLNMy8wzRURCZSEHmfbzVUTkqy0LzTN/0eVE80wRkZXb15lnbuu81TxTRMSXVPM9iWpjV8h+XomI/Obms80zZ//pFfNMEZFbn7vKPLOs3M06kFdk//tnlxYdzTOjRaPVwAUCgSq3V9V8AQAAAIgOHx0EAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADBGowUAAAAAxhrE5d2ru1dUXUu0e1MBAAAAqJ0G0WhVd6+oulYfmj0AAAAA7jWIRgsAAAAArIRCIQmFQhHbvF6veL3e8GMaLVSpvnzcMlqnTOsc7xIAAADQQAQCAcnJyYnYlpWVJdnZ2eHHNFqoUn35uGW0Xl13X7xLAAAAQAPh9/slMzMzYlvls1kiNFoAAAAAEJP9PyZYFS7vDgAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMe6jBUTprB7jnOTm78k3zwyVhcwzRUSaJjcxz1xftME8U0SkReMW5pkq5eaZIiJFe4vMMz0ej3mmiJu5VZBkvw+IiOzau8tJ7pbdW8wzW3lTzTNF3Myt0vIy80wRkYI9BeaZi7cuM88UERnWYaB5Zrmj9eWUrieYZ7bxtjPPFBEZ2XGYeeawDkPMM0VEWnvbmGfe+txV5pkiIoMvOsc887NnnjHPFBEZ1O5o88ykRvFrdzijBQAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADBGowUAAAAAxuJ3q2QAAAAASEChUEhCoVDENq/XK16vN/yYRque8vv9EgwG411GwjhlWud4lwAAAIAGIhAISE5OTsS2rKwsyc7ODj+m0aqngsGg5ObmxruMhPHquvviXQIAAAAaCL/fL5mZmRHbKp/NEqHRAgAAAICY7P8xwapwMQwAAAAAMEajBQAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIxxHy0gSpt3/+gkt0myzzxzd+ke80wRkb3le80zj2h2hHmmiMju0mLzzPzd28wzRUTaNmlrntmkkf28EhFp5m1mnlmm5eaZIiLepJrvb1Jbac3SzDNTGqWYZ4qIfLb5K/PMkR2HmmeKiOwp3W2eWS5qniki8t321eaZac06mGeKiBTssV+3RrQ/3jxTRGRPmf2xa/2uDeaZIiJ9WnnMM8vKy8wzRUQ+e+YZ88zjf/tb80wRkblP/NU88+stS80zRUTO7nbw53BGCwAAAACM0WgBAAAAgDEaLQAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABij0QIAAAAAY9xHqw75fD7JyMiI6rn5+fmOqwEAAADgCo1WHQoEAlE/N9qGDAAAAEDdCoVCEgqFIrZ5vV7xer3hxzRaCcjv90swGIx3GfXKKdM6x7sEAAAANBCBQEBycnIitmVlZUl2dnb4MY1WAgoGg5KbmxvvMuqVV9fdF+8SAAAA0ED4/X7JzMyM2Fb5bJYIjRYAAAAAxGT/jwlWhasOAgAAAIAxGi0AAAAAMEajBQAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIxxw2IcFqY81t/59/jjNTud5G4q/tE8MzWluXmmiMj20A7zzB0hN+Oa6m1pnrm3vMw8U0RkUf635pldW3Q0zxQRSUlKMc9s1ripeaaISEpSYye524LbzTN9STXf9LK2ujRPM88s2FNgnikiMn/LN+aZp3Q93jxTROTb0HfmmV5Hc6CwpMg8c1toq3mmiMjCgqXmmesL7Y+xIiJ7SoPmmXlF+eaZIiKD2h1tnjn3ib+aZ4qInH7ldeaZl00/xzwzWpzRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBAAAAgDEuhlFP+Xw+ycjIqPLf8vPd/LEkAAAAABs0WvVUIBCo9t+qa8AAAAAA1A98dBAAAAAAjNFoAQAAAIAxPjoIAAAAADEIhUISCoUitnm9XvF6f775OI0WDuD3+yUYtL/juVO+U+NdAQAAABqIQCAgOTk5EduysrIkOzs7/JhGCwcIBoOSm5sb7zJi8pL/9XiXAAAAgAbC7/dLZmZmxLbKZ7NEaLQAAAAAICb7f0ywKlwMAwAAAACM0WgBAAAAgDEaLQAAAAAwRqMFAAAAAMZotAAAAADAGI0WAAAAABij0QIAAAAAYzRaAAAAAGCMGxYnIJ/PJxkZGc7y8/PznWUnsqK9RU5ymyb7zDNX7Vhvniki0iKlmXnmntKQeaaISKisxDzzh52bzTNFRHaX7jXP/GlPoXmmiEjPVp3NM9cXuhnX4pa7neSWapl5ZmtvK/NMEZHPNy02z+zduot5pisrtn/vJLewxP54sGTrCvNMEZE1O7aYZ6Y0SjHPFBFp16S1eebaHZvMM0VEfMk136i2Nrq06GieKSKS1Mj+1/2vtyw1zxQRuWz6OeaZT9/3snmmiMhT4x866HNotBJQIBBwmu+yiQMAAAAaAj46CAAAAADGaLQAAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMe6jBQAAAAAxCIVCEgqFIrZ5vV7xen++mTWNFg7g8/kS76bFvlPjXQEAAAAaiEAgIDk5ORHbsrKyJDs7O/yYRgsHCAQC8S4hZi/5X493CQAAAGgg/H6/ZGZmRmyrfDZLhEYLAAAAAGKy/8cEq8LFMAAAAADAGI0WAAAAABij0QIAAAAAYzRaAAAAAGCMRgsAAAAAjNFoAQAAAIAxGi0AAAAAsKYATAWDQc3KytJgMFjvc6mVWqmVWqmVWqmVWhOpVle5LjI9qqrxbvaAw0lhYaGkpqbKzp07pWXLlvU6l1qplVqplVqplVqpNZFqdZXrIpOPDgIAAACAMRotAAAAADBGowUAAAAAxmi0AGNer1eysrLE6/XW+1xqpVZqpVZqpVZqpdZEqtVVrotMLoYBAAAAAMY4owUAAAAAxmi0AAAAAMAYjRYAAAAAGKPRAgAAAABjNFoAAAAAYIxGCwAAAACM0WgBUXJ1JwSr3PLycpOcmriu1XKME2lcG6K6mAMNneVYun69eN3r/5rlei2s78dYV1yMayL9PuBKfTnGcB8toBrl5eXSqFEjKSkpkZSUlHqdW5G5du1aeeGFF6S0tFQGDhwoEyZMqLe1rl69Wh5//HEpLCyUYcOGyRVXXFFva3U1rmVlZZKUlBSxrT5luq7V1Rxo6OPqas2yfL1c15pIcyCR1izLXNdzYPfu3dK0adPwdlUVj8dzSJmu5oCLcU2E3wcq5ybCMaZWFEC1li1bphMnTtRAIKB79+7VvXv3qqpqWVlZvcmt+JpFixZpWlqajhkzRocMGaK9evXSV1999ZDqdFlrx44d9bTTTtNTTz1VmzRpok888US9rdXVuN5www0H/NylpaX1KtM6ty7mQEMc18qZlmuWy9fL5fqaSHOgvq9ZLtdCl3Ng2LBhOn36dN24caMWFxerqmp5efkhZVrOARfjmki/D+yfmyjHmFjRaAHVKC8v1+nTp2v//v21f//+esYZZ2hmZqauWbPmgOfFK7diQVm8eLE2adJE/X6/lpaW6vLly/WEE07QJ598Mqba6rpWVdWCggI977zz9J577qnXtVqOa0lJiV5yySXav39/HTJkiI4bN04feeQR3bJlS8y1usy0znU9BxrquFZ+ruWa5fL1crW+JtIcSIQ1y+Va6GoOqKrm5uZqnz59dNCgQXrOOefohAkT9Ouvv9adO3fWKtt6DrgY10T6faCyRDrG1AZ/owVUw+PxyNChQ6Vr167y1VdfyZVXXil5eXly7LHHysyZM+Wtt94KP08k+s/9WuY2atRIvvvuOxk9erRcddVVMmvWLElKSpK+fftKixYt5MUXX5TTTz9dbr31Vlm1alVcx6Diowwnn3yyXHTRRTJr1iwREWnXrp2UlZXJ66+/LiNGjJDLLrtM3n///bjX6nJcGzduLOnp6dK6dWuZP3++nHLKKTJv3jwZOnSoPPzwwzJ//vyoa3WZaZ3reg401HGtYL1muXy9XK2viTQHEmHNcrkWupoDIiLDhg2TwYMHy0svvSS33367tGvXTs4//3yZOnWqzJ49O6KGeMwBF+OaSL8PVJZIx5haqdu+Dkg8o0aN0ltvvTX8TsncuXO1VatWmpycrL/5zW/0//7v/8IfS4hH7j/+8Q/1eDx6zz336KZNm1RV9e6779aUlBT93e9+p9ddd502b95cJ06cWOuPOFjV+uKLL2rnzp31hhtu0G+++UZVVWfNmqU+n0+nT5+ud911l3bo0EFHjhypP/74Y1xrdTWuld+VGzlypD766KNaUlKiqqpPP/20er1e7dixo9544436xRdfRJXtItNVrqs50NDHtTLLNcv1PmtZayLNgcrq+5rl+hjj6hg7fvx4vfjii8OPv/76a+3cubN6PB6dOHGizpo164CzJlVxNQdcjGsi/T6gmljHmNqi0QKqUbGIPP/88zphwgTdvn27qqpOmjRJ+/Tpoy+99JJOmDBBu3XrpieccELUi5aL3HvvvVe7dOmif/7zn9Xv92vbtm117ty54X+fM2eOejwefeedd2IYATe1Pvnkkzp06FCdOnWqTps2Tdu3b6/z5s0L//uCBQvU4/HoCy+8EPdaXY5reXm5BgKBiF8ErrvuOu3Zs6c+/vjjOnjwYD3yyCN14sSJcct0letyDjTkcXW1Zrl4vVyur4k0B1QTY81ykev6GPvll1/q2LFjdenSpaqqeuWVV2qfPn30jTfe0GnTpmnPnj31mGOO0d27d0eV6WIOuBjXRPp9oCI3UY4xtUGjBRzExo0btXv37vrMM8/ojTfeqGlpafrVV1+pqmpRUZF++eWXunr16rjkVv4D1FmzZmmbNm3U5/Pp7NmzVfXnd4s+/PBD7dWrl3799dcx1+mi1scff1wHDBigTZo00cceeyxca2lpqX7zzTd69NFH67vvvlsvanU5ritXrtRWrVrpm2++qdddd52mpaXp/PnzVVV1x44d+sILL+j3338f90yr3LqaAw1tXPdntWbVxevlan1NpDlQn9esulgLXc2BrVu36nHHHad//vOfw69XRW5JSYnm5eXpunXrYsq0mgMuxjWRfh+oSiIdY2JBowXUoGKn/dvf/qYej0e7dOmiCxcuVNVDu3qRZW7lheXBBx/UDh066N13360bNmwIb58xY4YOHjy4VqfJXdU6e/ZsHTx4sF577bW6ZMmS8Pbbb79d+/btq3l5efWmVpfjeuedd2pKSor26NEjfFA51CvEWWZa59bVHGho47p/ptWa5fL1cr2+JtIcqM9rlsu10NUcqPjaV155RT0ej6alpYXPbNWW9RxwMa6J9PtAVbmJcIyJFY0WEIUlS5bo0UcfrQ8//LCqHvolfa1zKy8sgUBAjzjiCM3OztYdO3bonXfeqT6fTxctWlTvan388cd16NChOmnSJF2zZk34c9QVC3d9qtXVuL7zzjuampqqc+bMOeB71qdMy9y6mAMNcVwrs1yzXL9ertbXRJoD9X3Ncr0WupoDmzdv1rFjx+rMmTPNci3ngItxTaTfB/aXSMeYaNFoAVGaMmWK9u7dW4PBYL3Mrbyw/OEPf9AePXro8OHDtWnTpuF3hg6Vi1qffPJJHTVqlPbp00d9Pl+9rtXVuF500UU6evRoDYVCJnmuMi1z62IONMRxrcxyzXL9erlaXxNpDtT3Ncv1Wlibnz+asyh33nmndujQQbdt23Yo5UWwnAMuxjWRfh/YXyIdY6JBo4UGrbpFuvIOWvH/K1eu1COOOCL8Wd+6zq0us/L2yvl33323durUSRcvXlxvaq0qU3XflZKGDRsWcWo/3rW6Gteqct966y098sgj9Y033qjzzLqu1dUcYFzrbs1Sje71qutaE2kOJPqaFW2u6zlQcSZl/8eVt+3atUu7d++uv//976PKrGm763VA9dDGtT7+PhBrvfE+xljzqMZwYwLgMKKq4vF45MMPP5RPPvlE1q5dK6eddpqcfPLJ0r59+/C/VwgGg3LllVfKXXfdJb169arT3Iqv+fTTT2Xp0qWyZs0aOf/88+Xoo4+W1NTUiOeWl5dLo0b7bpG3Y8cOadWqVVxqjSaz8v/v2rVLWrRocViNazS5FT/7WWedJU888YT07NmzzjJd1+pqDjCu8Vuzon29XNeaSHPgcFuzos11PQfeffddee211yQvL0+GDh0ql156qRxxxBEH5JaWlsqMGTNk8uTJJuMq4mYdiHVcE+H3gVjrFYnvMcYJ684NSCRz5szR5s2b6/XXX6/nnXeeHnvssTpu3DgtKiqKeF7FuyLR/rGni9w5c+ZoamqqXnLJJXr88cfrsGHDdPLkyVVemjaWzzW7qjWazGjzXNfqalyjya3IjOYz7i4yXdbqag4wrvFbs1xk1qbWRJoDh9uaFUuuqznw4osvatOmTfWWW27Rm266SUePHq29e/fWnTt3Rjwv3mtLLLmVs+ORWZGbSPusi2OMNRotNFhr1qzRvn376qOPPqqq+y5Z2qJFC50+fXq9y/3222+1e/fu+o9//ENVVTdt2qTJycmanZ1d72plXN3kJlKtruYA45o4+xZzgDXL1RzYtGmTpqen60MPPaSqqhs2bNAOHTroDTfcEPG8WH65TqRxTaT56qpeV7W6QKOFBuHZZ5/Vjz/+OGLbggULtG/fvlpSUqJr1qzRI488Uq+55prwv3/88ccHvZGhi9w333xTly1bFrHt/fff1/T0dFVV/e6777Rbt24RmYsXLw7fTb0ua2Vc3eQmUq2u5gDjmjj7FnOANcvVHPjb3/6mr7zySsS2lStXao8ePXTbtm26fv167dKli06ePDn876+//roWFhZWm5lI45pI89VVva5qrSs0WjjsrVixQkeOHKnjx4/XL7/8Mrz9v//9r5500km6dOnS8E5acbp6wYIFOmXKFP3222/rLLe8vFwXLFig3bt312uuuUZXrFgR/rdXXnlFx44dq1u3bg1nVpxi//DDD3X69Om6cePGOh2Dhj6uLnITqVZVN3OAcU2cfctVZiLNARdjwHzdZ8OGDTphwgQ9+uij9a233gpv/+GHH/TUU0/VN954Q4888kidPHmy7t27V1X3NWHXXHONfvrppwk9rok0X13W62pu1SUaLTQIL7zwgp5xxhl65pln6hdffKGqqnv27NEePXqox+PR66+/PuL5N998s44ePVrz8/PrPPfBBx/UESNG6O9+97vwYvXTTz9pu3bt1OPxaGZmZsTzMzIy9NRTT9WffvqpzmtlXN3kJlKtruYA45o4+xZzgDXL1Rz4+OOP9dJLL9UBAwbo3LlzVVW1pKREjz/+ePV4PHr55ZdHPH/69Ok6fPhw3bx5c53+/K5yE2m+uqrXVa11hUYLh63HHntMp06dGn48Z84cHT9+vJ555pn6ySefqKrqwoUL9cgjj9QJEybo559/ru+9955mZmZqy5Ytq70EqIvcJ598Uu+7777w44cffljT09P1d7/7Xfg0/Msvv6wdO3bUSZMmaV5ens6fP1//53/+R1NTU6u9472LWhlXN7mJVKurOcC4Js6+xRxgzXI1B/7yl7/oueeeG378ySef6G9+8xsdMGCAvv7666qqWlBQoL1799bjjjtO/+///k9feuklnTJlirZo0aLKS5gn0rgm0nx1Va+rWuOBRguHpaKiIr311lu1T58+OmPGjPD2yjvr559/rqr73jHr06ePduvWTY866ig94YQTqr1juIvcbdu26fnnn68jRowI32VdNXKx+v7771VV9ZlnntEOHTpoWlqa9u3bV4cOHVqntTKubnITqVZXc4BxTZx9iznAmuVqDpSUlOjf/vY3bdeunV555ZXh7ZWbrddee01VVdeuXaujR4/Wfv36ad++fXX8+PG6aNGihB7XRJqvrup1VWu80GjhsLV582a96667tF+/fur3+8Pb58yZo+PGjdMzzjgj/JnfPXv26JIlS3Tt2rW6ffv2Os/97rvvdNKkSXrccceFr6Sk+vNide211+qqVatUVXX79u363nvv6bJly7SgoKDOa2Vc3eQmUq2u5gDjmjj7FnOANcvVHCgqKtJ//vOfmpaWFvHRwIpm65hjjgmf2SotLdW8vDzNz8+v8rLeLn9+V7mJNF9d1euq1nig0cJhbfPmzXrHHXdUu7OeeeaZ+tlnn8U1t+IStN9//71eddVVVS5WQ4YM0WuvvfaAq/nUda0uM61zXY2ri9xEqrWC9RxgXPdJhH3LVWYizYEKDXXNquBqvhYVFenTTz9dbbM1YMAAffPNN6PKSqRxTaT56rpeV3OrrtFo4bC3ceNGveOOO/Too48+YGc988wz9YQTTtD58+fHLbfyvT5WrFihV111lR577LEHLFYjRozQSy65JHwaPh61us60zHU1ri5yE6nWyiznAOP6s/q+b7nKTKQ5UFlDXLMqczVfCwsL9emnn9aOHTse0Gxddtll2rlzZ3333XcPmpNI45pI87Uu6nU1t+oSjRYOKxU7fV5enq5Zs0Y3bdqkqqo7d+7UO+64Q/v27Ruxs86ePVvPO+88Xb9+fZ3nVmTm5+drQUGB7tixQ1VV161bV+Vi9cc//lHHjBlT49WUXNfKuNrmJmKtruYA45o4+xZzgDXL1RxYs2aNLly4UJcvXx6+t9LTTz+tnTp1imi23n//fb3mmmt09erVdfrzu8pNpPnqegysa403Gi0cNip20pdeekn79eunxxxzjHbq1EmnT5+uq1ev1m3btoVPQ8+cOTP8dTXd2NBVbkXmf/7zHx0+fLgOHDhQu3Tpog888IDu2rVL165dGz4N/8gjj4S/btu2bXGrlXG1zU3EWl3NAcY1cfYt5gBrlqs58OKLL2qPHj100KBB2qVLF7344ov1s88+09LS0vDHCK+66qrw19V0Q9pEHNdEmK+ux8C61vqARgsJr/Kp63fffVebN2+uDzzwgIZCIQ0EAurxePTZZ59V1Z//wLJjx456xx13HPD1dZFbYe7cudq0aVPNzc3VvLw8zczMVI/Ho/PmzVPVfZ95vuaaa7Rv377697//vc5rZVzd59b3Wl2/Vq7GoKGOayKtAy7G1VVmQ1+z6mK+fvTRR9qyZcvwWZC//e1vmpSUpI8++qiq7vubrWeeeUYbN26s11133UF/dsufvy5yE2m+WtZbF7XGG40WElbFaWVVDd8R/MYbb9TJkyerqur69eu1d+/e4ccVfvzxR7333nvDV8Gpi9zKV0MqKyvTsrIyveyyy8I379uwYYMeddRRB2SuWLFCb7zxRl27dm2d1cq4uslNpFpdzQHGNXH2LeYAa5arObBy5crw/+/du1dVVWfOnKmXXHKJqqr+8MMP2rNnT7322msjfr5QKKTPPvtsxNe7/Pld5SbSfHVVr6ta6yMaLSSkRx55RE877bTw5T0rXHTRRfrUU0/pnj17tHPnzjp58uTwOx7PPfecvv3226r6845dF7mBQEAvuugizcvLC28rLS3VMWPG6GuvvabFxcXhzApPPfVU+IZ7FZ9Tr4taGVc3uYlUq6s5wLgmzr7FHGDNcjUHZs+eraNGjdI5c+ZEbM/MzNR7771XCwsL9YgjjtBrr702nPvyyy/rv/71L1Wt+gxGIo1rIs1XV/W6qrW+otFCQvrggw+0W7du+utf/1q/+uqr8PbMzEzt06ePdunSRadMmRLeyUtKSvTXv/61zpgxI/wOWl3lvvbaa+rxeHTy5MkR7+Jcc801OnbsWO3atavecMMNGgqFVHXfPSHOPfdcnTVrlpaVlVV7atxFrYyrm9xEqtXVHGBcE2ffYg6wZrmaA//973/15JNP1jPPPFNfeuml8Pa7775b27Rpo2lpaXrTTTeFM0pLS/Wyyy7TadOmaTAYTPhxTaT56qpeV7XWVzRaSCiffvpp+A8qP/vsM+3Vq5decMEF4buEr1mzRk866STt0qVL+I8kS0tL1e/3a5cuXfS7776rs9xly5aFT7m//fbbmpSUpJMmTdINGzaoqupbb72lAwcO1P79+4cXKVVVv9+vPXr0qPbUuItaGVc3uYlUq6s5wLgmzr7FHGDNcjUHXn/9df3xxx9VVXXRokV66qmn6vjx48NntsrLy3XixInavHnz8C/0e/bsUb/fr2lpabpixYqEHtdEmq+u6nVVa31Ho4WEMW/ePO3Vq5feeeed4bt/f/rpp9qrVy89//zzdcGCBaqq+vzzz+vgwYO1a9euet555+kZZ5yh7du316+//rrOcp9//nnt2rWr/utf/9Li4mJV3bcwJSUl6dVXX61bt27V0tJSve+++3TQoEE6dOhQvfbaa/Wcc87RNm3a1GmtjKub3ESq1dUcYFwTZ99iDrBmuZoDX3zxhfbr10+vvPJKzc/PV1XVhQsXhputF198UVVVv/rqKx0xYoSmpqbq6NGj9ZRTTtFOnTol/Lgm0nx1Va+rWhMBjRYSRllZmV533XU6atQovfvuuw/YWX/1q1+FPxe8atUq9fv9OnnyZA0EAjXeJM9FbmlpqZ5xxhk6dOhQnT179gGL1ZVXXqk7d+7UvXv36ttvv63XXHONnnfeeXrbbbdV+c6dy1oZVze5iVSrqznAuCbOvsUcYM1yNQfKy8v1D3/4g44ePVonTZp0QLM1btw4ffXVV1V138Ux7r//fs3KytJHH31U16xZk/Djmkjz1VW9rmpNBDRaSAgVf/xYVlamN954ow4fPrzanbXinZF45VZ8hrisrEwnTJiggwcPrnax2rp1a1xrZVzd5CZSra7mAOOaOPsWc4A1y9UcKCsrU9V9zdZ9992nxx13XLXNVsWZrXj8/K5yE2m+uqrXVa2JgkYLCSPanfXXv/61fvzxx+GvO9h9FlzkVs4866yzql2sJk+erD/88EO9qZVxtctN1FpdzQHGNXH2LeYAa5aLOXCwZuvMM8/U2bNnx1xrIo1rfZ+vdTEGlrUmAhotJKSysjK9/vrrD9hZP/vsM23durVeccUV1V6hqK5zS0tL9Ze//OUBi9U777yjHo9Hp06dWqvLlbqolXF1k5tItbqaA4xr4uxbzAHWLFdzoOJjhPs3W4sWLdLhw4frr371K921a1dMmYk0rok0X13V66rW+opGC/VaxbsZK1eu1HfeeUcXLlwYvnLR/jvrjh07VFX1yy+/POhnel3kVmSuW7dOFy5cqOvXr9fdu3eravWL1fvvv6/ffvtt3GplXG1zE7FWV3OAcU2cfYs5wJrlag4sWbJEn332WX3jjTd0+fLl4X+rqtlaunRpxBmSuvj5XeUm0nx1PQbWtSYaGi3UWxU76Zw5c7RLly7at29f7dq1q15++eX6ySefhJ9zww036LHHHqszZswI76x1nVuR+dJLL2mPHj20d+/e2r59e50xY0b4DzwrTsMPGzZMn3jiifBiFa9aGVfb3ESs1dUcYFwTZ99iDrBmuZyvaWlpmp6ersccc4z+4he/0DfeeCP8nHvvvVdPPPFEveiii7SgoKDOf35XuYk0X12PgXWtiYhGC/Xa22+/ra1bt9aHHnpIVVX//ve/a2pqqo4bN07fffddVd23s15++eU6duzYqP8400Xu3LlzNTU1Vf/yl79oWVmZBgIBbd26tV511VW6cOFCVd23WJ144ok6evRo3blzZ9xqZVzd5CZSra7mAOOaOPsWc4A1y9UceO+997R9+/b68MMPq+q+X+JbtGihRx11lP773/8O52ZnZ+v48eMjboZblz+/q9xEmq+u6nVVa6Kh0UK9VVRUpJdddpnedtttqqq6YcMG7dGjh44fP16PPfZYPfnkkyPeGdm8eXPccrdv367nn3++ZmVlqarqxo0btVevXnrCCSdoz5499dJLL9XFixer6r7Fav369XGrlXF1k5tItbqaA4xr4uxbzAHWLFdzIBgM6nXXXaeZmZnh3O7du+u5556r55xzjvbu3TvizNZPP/0Ul5/fVW4izVdX9bqqNRHRaKFe+/TTT3XhwoW6fft2HTRokF599dWqqvrYY49pkyZNdMSIEfree+/FPXfv3r362muv6Xfffadbt27VY445RidNmqSqqnfccYempqbqBRdcUKub7rkYg4Y+ri5yE6lWVTdzgHFNnH3LVWYizQHVhr1mqbqbrytXrtSPP/5YCwsLdejQoeFaX3rpJU1JSdG2bdtGfTl31cQa10Sary7rdTW3Ek2yAPXYyJEjJTk5WWbPni0tWrSQu+66S0RE0tLSZMCAATJgwADp3bt33HOTk5NlzJgx0rx5c3nkkUekQ4cOcs8994QzO3XqJLt27ZJOnTrFvVZXmS5yXY2ri9xEqlXEzRxgXBNn33KVmUhzQKRhr1ki7ubrUUcdJUcddZTMnTtXkpOT5fbbbxcRkU6dOslJJ50k6enpMnjw4KjzEmlcE2m+uqzX1dxKNI3iXQBQk+Tkfe8F7N69WzZu3CgFBQUiIvL555/LL37xC/nzn/8sXbt2PeDrVDXiv1a5NWnevLmIiOzcuVN27dolxcXFIiKyatUqmTJlisyePVvS0tJiyqxNrdX9zIeSuX+2i3GtLrM246r7ztaLiEhZWZlJrotMEZHy8vKIn7/i8aHmHkxtXisXtboa12jUl3GNV66rWmMd13jtAyKxj4GrWl2tWdY/f6yCwaCsWLFC1q9fLyIir7zyinTt2lVmzJghPXv2rPJrLI8F0XCRW9s5cDD1ZZ+Nhuu5lSg4o4W4KC8vl0aNDuzzq9ves2dP6dy5s1x55ZXSqlUr+eKLL+SLL76QVq1aVfn1ZWVlkpycLOXl5ZKUlHRIudV9raqKx+M5YHu3bt1k586dcsMNN4iIyHvvvSf//e9/pXXr1s7HoOJrN23aJPn5+TJw4EBJSko6ICuWzMq5Lsa1uLhYmjVrJh6Pp9oxFYl9XH/88Ufp1KlTjT9/tLkuMivnrlq1Sv7617/KXXfdJU2aNDnk3FjEOgcsa3U9rtGKpdb9HeqaFSsXubHOgf0dylpYH/YBkdjWLOtaXa5Z1seCyq91Tet1haOOOkpOPvlkufjii6Vbt26yaNEi+eyzzyQ1NfWAWl0dC/ZnMV+jFWutro7d1vXGwtVamCg8Gk0LDRiq2PHXrl0rX331lWzYsEFOPPFE6d+/v7Ro0ULKysqqXGBefPFFWbBggWzdulWmTZsm/fv3rzJ35cqV8qc//Um2b98uRxxxhGRlZdW4SNSUW7nWN998UzZt2iRjxoyRE088UXw+X7WZDz/8sCxcuFCKi4tlxowZMmDAgCprXb16tbz22mtSUFAgo0aNkpNOOklSU1NrNQYVmUuWLJGzzjpLbrzxRrn00kslLS2txoNWPMa1wvLly+XKK6+U6667Ti6//PKI73co47po0SIZOnSozJs3T8aNG1dtjdHkusisnLt48WIZM2aMlJaWyjfffCPdu3ev9RhUfN3OnTulUaNG0qJFi4PWKRL9HHBRq6tx3bRpkyxfvlzy8vLk9NNPl7Zt29b4i0s0tVrur5VzLV8v13PAci10Ma9cjYHrWl2sWa6OBVu3bhVVlfbt20fVbH322Wcyf/582bx5s1xxxRVy9NFHH/AcV8cCF/PVcm2pnOvq9XKxFlqvL4c1x38DBkSouLfCkiVLtG3btnruuedqjx49dOTIkTp+/PjwvTT27t0b/pqysrIqM6ratnTpUm3Tpo1eccUVeuGFF+pxxx2nOTk54edU/tqD5Vb8+5IlSzQtLU1/+ctfardu3XTYsGHV/gHn/pmVf479LV26VFu1aqVnnHGG9ujRQwcPHqzp6enhK/pUzopmDFRVV61ape3bt9fMzMwq76xe+Q7u8RrXym677TZNTU3V0047TZ966qlqM6IZ14rnLFy4UJs3b67Tp0+v8nvWVOv+uS4yKz9n0aJF2qRJE73pppu0V69eOnXq1CrzY6l12bJlOmLECL3//vsPegneaF4rl7W6GtclS5Zor169dPjw4dq4cWNNT0/Xjz76qMqcaPdZ6/3Vxevleg5YroUu5lXl57gYV1e1Wu8HqvbHgornfPvtt9qvXz+dMmVK+Epx1a3xNa39+3NxLHAxX12sLaruXi/Lel2tL4c7Gi3Uua1bt+rQoUP197//varuW0AeeeQR9Xg82r9///Divf8OejDbt2/XY489NnywKisr0yuuuCL8fSoWjcoL1sGsXLlSO3furDNmzNC9e/dqSUmJHn300frAAw9EPK9yZjQLSTAY1DPOOCN8FZ7S0lJ9++239ZRTTtEOHTqE74weba0V3/Ouu+7Sc889V1X3/fyPPfaYzpw5U//4xz+Gm9hYfn5VN+NaYdasWZqenq6//e1v9fjjj9cnn3yy2udGM67ffPON+nw+veOOO8Jfs2rVKv3ggw90x44dWlJSEv4Zos21zqz4t4ULF6rP5wtf/vauu+7SgQMH6ooVKw76tdX54YcfdNCgQdqmTRs95phj9LHHHov6/ix1XauL10p13y8sXbp00dtvv123bNmiu3fv1pEjR+rZZ59d61qt99cK1q+Xq0xV27XQ5bxStR0D17W6Wl9cHAs2bNigw4cPD785ettttx202aqqtqpYHwtcHLtdrC0uXy8X9bpaXw5nNFqoc0uWLNH+/fvrN998E95WUFCggwcP1p49e+rgwYN127ZtMeeuWrVKe/furZ999ll42w033KAnn3yyjh8/Xs8+++zwu8/RLFh79uzRm2++Wa+55hrds2dP+EB3ySWX6E033aTXXnutPvjgg+F7gMTyTk1xcbEOHz5cH3300fC2srIyXbVqlY4fP167dOmi+fn5MededdVV4QZo5MiROnbsWB02bJimp6dr586ddd26deHvFS3rca1s3rx5On36dF2zZo1edNFFeuKJJ+orr7yi06dP1wULFsSUtXv3bj3//PPV4/GEt5111lk6cOBA9Xg8OmjQIJ0xY4YWFhbGNVNVdf369dquXTv1+/3hbV9++aW2aNFC//d//1dVY3/nr6ysTP/xj3/omWeeqStXrtSrr75ae/fuHXEgrM27iS5qdTWuwWBQb775Zr3iiiu0qKgo/CbAG2+8oT179tQdO3bUagxc7K8uXi9Xc8DFWuhiXqm6GQNXtbraD1TdHAuee+45HTdunC5evFizs7M1PT095marOpbHAhfz1dXaUsH69XJRr6v15XBHo4U699VXX2mPHj307bffDm9btmxZ+N2RAQMG6IMPPqiqse20eXl5OmjQIJ08ebJu2LBBs7KyNCUlRe+55x696667dNy4cdq9e/eobo6oum9Ref/998N3RVdVzc7O1uTkZL3++uv1rLPO0pEjR+rFF1+se/bsibrOCqeffrqed955B2xfunSpHn/88XrFFVfU+FGDqkydOlXHjRunjz32mI4fP15/+uknDQaD+v333+v48eN1yJAhWlRUFFOm9bhWtmTJEh0yZIgGg0FdunSpXnnllZqWlqYej0fXrl2rqtEfWMrKynTu3Ll63HHHaXp6uo4ZM0YnTpyo8+bN07Vr1+rNN9+sw4cP1z/96U9R1+ciU3XfzRznzJkTflwxz6dMmaL9+vWr9c0bV65cqa+88kr4ceUD4Y4dO6r8+eJRq6txLS0t1VtuuUUfeuihiO2ff/65tmzZUjdu3HjAmhLtGuNif3XxernIdLEWutoHVO3HwFWtrvYDVTfHgh07dujcuXPDj7OyssLN1qZNm1Q1cn+K5Y0362OB9Xx1ubao2r9erup1sb4c7mi04FRVO9muXbt02LBhOnbsWH3ggQf0P//5j7Zs2TL80bSJEyfqRRddFHNuKBTSe+65RwcMGKCnnnqqNm/eXJ9//vnwvy9evFg7d+5c7U0Sq8qsfKD44YcftGvXrvqf//wnvO3Pf/6z9urVK3wgOJjKC9nDDz+sw4YN03/+858HHJBmzZqlgwYNqvaUfHWL1yuvvKJjx47VX/ziF3rjjTdG/Ns777yjvXr1Ct/hPdpcF+NaXl6upaWlmpeXp+np6eEDyFlnnaVNmzbV9PR0ffbZZ6uts7rc0tJSfe+993TUqFF67LHHHnAH+/PPP19PPPHEag8oLjKry63Ka6+9pkceeaS++eabB/26qv6tqm1Vvev49NNPxzy3rGt1Na7FxcUH/PvKlSu1d+/eET/zggULqvxbiMqs9tfqaj3U16su58ChroUu5lV1/+5iXF3V6mLNUj30Y0FlNe2DVZ3Zuv/++6t8462ujwUVrOarxdpSl8fuQ63X1frS0NBowZmKHXLz5s36wQcf6Jdffqlr1qxRVdUtW7boqaeeqv3799c+ffrozJkzw183depU/eUvfxlTbsViGQqFdMuWLbpkyRLt3bu3fvfdd+GvW7Nmjfbr1y/iTFpNmRWn6iv/+/bt21X150X8lVde0b59+4bfzasud/fu3Qds27Vrl06YMEFHjRql//73vzUUCoWf8+6772rPnj0POOhWV+sPP/ygqqqFhYV6wQUXqMfj0TFjxkR83YoVK7Rfv37VLtZ1Na4VtVY455xzdMmSJXrppZdq586d9dlnn9XLL79cjznmGH3uuedirnXv3r360Ucf6bx588JnGCr+e/fdd+vw4cPDf/fgOvNgY1DxC0zlX2TGjBmjJ598cpVZNWVWnq+V61P9+UD417/+Va+++mpt27btAc+vy1pdjWvlX5oq/0KwcuVKPfLII3Xr1q2quu8P70eMGBF+vP/XWO6v1dV6qK9XXc6BQ10LXcwrV2NQl7W6WLMsjwWV94PqLhCiGtlsXXHFFdqoUaOIY8TBaq1gdSxwMV8PdW052Bi4OnbXtl5X60tDRKMFJyoW5cWLF+uRRx6pffv21Q4dOmifPn3CVxQKBoP6008/HbDYnnfeeXrzzTdH5EST+8wzz4SfV1BQoMcee6y++OKL4QXj9ttv1379+mleXl7UmbNnz4547v7v5mRkZOgZZ5yhu3btOmAMKp67fPlyPfPMM/X1118P/1vFQXP79u06duxYPe644/See+7RYDCoxcXFesstt+jQoUMPeEeoplr/+c9/qqrqzp079ayzztIWLVro9ddfr8XFxbpjxw7NysrSIUOGhP+wtj6Ma3l5uZ599tnq9Xq1a9eu4c/if/311zpp0qQq322MptaKd0n3d8UVV+hll112wEe8XGRGOwYVKrJffvll7d27t7711lsH5MWaWbmmSZMmqcfj0ebNm1f5Nw91XWtdjavqvo/3NW/eXPPz8zUrK0u9Xq9+9dVXEc9xsb/GWmu0r1d9mAPRroUu5pWrMYhHrS7WrEM5FtS0H+x/PK5cb1ZWljZu3FhbtmypX3/9ddS1ujoW1MV8VY1ubTlYrqtjd23rdbW+NFQ0WnCmoKBAe/furbfccotu2bJFP/zwQ73lllvU4/Ho3XfffcDz165dq7feequ2adNGly9fXqvce+65R1X3/THsaaedpiNHjtQxY8bor3/9a23btm3EZ7Zjzaxsx44d6vf7tW3btrp06dJqa12zZo327NlT27Rpo+PHj4/4fHvFL287duzQyZMn66BBg7RZs2Z6/PHHa9u2bQ84WEVT65133qmq+xbs6667Tvv27as+n09HjRqlHTp0qDYzHuM6a9YsVVX95JNP9PTTT9f//ve/EV9b08e6asoNBAIHPH/Hjh162223aYcOHfTbb7+ts8yD5VY1twoKCrRNmzaamZlpklnxy9C0adO0TZs2umzZsnpTa12N6/Lly3XgwIE6efJk9Xq9On/+/CozXeyvsdYa7etVX+ZANGuhi3nlagziUauLNetQjgU17QfVndmaOnWqtm7dOuIiV9HW6upYUBfzNdq15WC5ro/dsdbran1piGi04MyqVav0mGOOiVjMysrK9KGHHtJGjRpFXPDihx9+0FmzZmn37t1rXFCiyb3//vtVVXXbtm36//7f/9NLL71Up0+fXuNleGOp9c0339Tf/va32rNnzxprDYVCev311+s555yj//znP/Xss8/WU045pcpf3oLBoK5Zs0b//ve/68svvxz+iGVtas3NzVXVfR/7WLdunT711FM6d+7cg57Gj8e4VlxqN9arasXyer322mt6wQUXaNeuXWt8vVxkxppbccB67rnnqv2FJdZMVdXZs2erx+Op8ZeA+lCri3FV3fcursfjqbEhcrW/xjoGqtG9XvVhDkS7FrqYV67GoD7UarVm1eZYEM1+sH+z9Z///OeQx7UujgXW81U1urUl2lxXx+7a1OtqfWmIaLTgzDfffKMej0c//PBDVY1cnO+77z5NTk4O3zywrKxMv//++2r/1inW3IqPcVS823awP1KOpdbi4mJ98skno7oAxvvvvx++JPRHH32kEyZMOOCgFeuVyqKptaq/l7LItRzXe++9N2JcrWutyC0qKtK//vWvunr16jrPjDU3WrFmBoPBav9+qD7V6mpci4qKdOLEiQf9ZdjF/hprrarRvV71YQ5Euxa6mFe1yXUxri5qtVyzanMsiGY/2L/ZOtixuz4cC1zM12jXlmhzXR27Y63X1frSENFowanzzz9fx40bFz5glJeXa3l5uW7btk0nTpyoU6ZMqdUvLtHmVrzjGM1lS6PJrO4P86P1wQcfHPAOYUlJScyn2qOptaysLOZLq8ZrXMvKymK+/0Y0uZUvWBCvzGhzY329osksLS11Mgdc1OpqXCtya3OZYav9NdpaY3294jkHYl0L47lmuRhXV7W6WLNqU2tl0ewH9f1Y4GK+1mZtqQ9zK9psV+tLQ9NIAIcuuOAC2bVrl9x///2yYcMG8Xg84vF4pHXr1tKmTRtZsWKFJCcnO8tNSkoSERGPx2OS2bhx45hrFREpLy8XEZExY8ZIRkaGNG/eXO699155/fXXJTMzU9LT02XXrl2iqmY/f6NGjaRRo9h28XiNa6NGjaLKijU3JSUl7pnR5sb6ekWTmZSU5GQOuKjV1bhW5MZSr/X+Gm2tsb5e8ZwDsa6F8VyzXIyrq1pdrFm1qVUktv2gvh8LXMzX2qwt9WFuRZvtan1paGL/DRfYT8UiW15eHt7hKrZdeOGFsm7dOnnuueckGAzK//zP/0jv3r1FRCQ5OVmOOOII2bt3b5WLoIvcuqy1skaNGoWfc/LJJ4vH45Hc3Fy5+OKLJTk5WT755BNp0aIF40qt1BqnWiurzf7KuFLr4VBrZRy36k+tiTYGqMTgrBgasCeeeEKnTp0a/ihZ5VPIlf//gQce0JNPPlk7duyov/3tb3XixInaokULXbJkSZ3lxqPW/VX+SMRZZ52lrVq1qvKz0owrtVJr3de6v2j313jUmkjjSq2JVev+OG7Ft9ZEGwNEotFCrZSVlWkwGNQbb7xRhw0bpjNmzDjozvr111/rH//4R73wwgv1pptuqvLvHFzkxrvWqr5u5syZmpSUpIsWLapXtSbSuFIrtbqotapaqttf411rIo0rtSZWrVV9Hcetuq010cYAVaPRQq1s3LhRVfdd6vv3v/+9jho1Sv1+f5U7ayx/2Ooitz7Uur+PPvqoynt41IdaE2lcqZVaXdS6v+r21/pQayKNK7UmVq3747h1eOS6qhVVo9FCzF544QXt3r27fvrpp6qqun37dr311ltjWrDrKrc+1lrdwlUfa63LTGql1vpYa02/aNS3Wus6l1obTq0ctw6PXFe1ono0WojZvHnzdMKECTpixAj97LPPVNVmZ3WRS63USq3USq3USq3Umki1usp1VSuqR6OFWvnggw/03HPP1fT09Ih3Rm677TYdNWqU3nbbbeH7Y1XstPHKpVZqpVZqpVZqpVZqTaRaXeW6qhVVo9FCTCp/fOC9997Tc845p9qddcaMGVHfjNhFLrVSK7VSK7VSK7VSayLV6irXVa2oGY0WDknFHeP331lnzJihRx11lObk5NSbXGqlVmqlVmqlVmql1kSq1VWuq1oRiUYLUal4J2T+/Pn68ssv64MPPqhbt25VVdUvv/xSJ06cGLGzbtu2TXNycnTt2rV1nkut1Eqt1Eqt1Eqt1JpItSbaGCA6NFqI2r///W9t3769jh8/Xnv27Knp6en60EMPqarq+++/r+eee66OHDlSP/zwQ1WN/rKgLnKplVqplVqplVqplVoTqdZEGwMcHI0WorJgwQLt2LGjPvHEE6qqum7dOvV4PHrvvfeGn/Pxxx/r2LFjdcyYMbpnz56odlQXudRKrdRKrdRKrdRKrYlUa6KNAaJDo4UI++9cFY+ff/55HTt2rKqqrlixQnv06KGTJk0KP2/Lli2qum9n3bBhQ53kUiu1Uiu1Uiu1Uiu1JlKtiTYGODSNBPj/lZeXi8fjkYKCApk/f74sWLBAPB6PiIjk5eVJy5YtpaysTMaNGyfjxo2Txx57TEREXnnlFXnsscckFArJ6NGjpUuXLs5zqZVaqZVaqZVaqZVaE6nWRBsDGIh3p4f6oeLGdMuWLdMTTjhBTz/9dD3vvPPC91BYvny5tmnTRhs3bqxTp06N+NqpU6fqOeecozt37qyTXGqlVmqlVmqlVmql1kSqNdHGADZotBA+vfzNN99oq1at9Pe//73+8MMP4Z23vLxcQ6GQ3nPPPXrEEUeEP9e7Zs0a9fv92qZNG122bFmd5FIrtVIrtVIrtVIrtSZSrYk2BrBDowVVVf3pp5909OjRB7zbUfkzv6tXr9aZM2dqs2bNtEuXLjpw4EA9+uij9euvv67TXGqlVmqlVmqlVmql1kSqNdHGADZotKCq+0459+rVSz/88MPwOyGVVeywJSUlunLlSn3yySf1ww8/1Ly8vDrPpVZqpVZqpVZqpVZqTaRaXeW6qhU2aLSgqqr/+te/NDk5ObxDVrWzFhcX65dffhn3XGqlVmqlVmqlVmql1kSq1VWuq1phg6sOQkREunfvLsnJyfLiiy+KiEijRgdOjccff1xmzpwpJSUlcc2lVmqlVmqlVmqlVmpNpFpd5bqqFTZotCAiIt26dZOWLVvK008/LT/88EN4u6qG/3/dunUybNgwady4cVxzqZVaqZVaqZVaqZVaE6lWV7muaoWRujhthsQwZ84c9Xq9eumll0Zchaa4uFj9fr9269ZNV65cWS9yqZVaqZVaqZVaqZVaE6lWV7muasWh86hWannRoJWXl8vf//53ufHGG6V3795y3HHHic/nk7y8PPniiy9k7ty5kp6eXi9yqZVaqZVaqZVaqZVaE6lWV7muasWho9HCAb766iu57777ZNWqVdKiRQs5/vjj5eqrr5Y+ffrUu1xqpVZqpVZqpVZqpdZEqtVVrqtaUXs0WqhSWVmZJCUlJUQutVIrtVIrtVIrtVJrItXqKtdVragdLoaBKlW+ao1lL+4il1qplVqplVqplVqpNZFqdZXrqlbUDme0AAAAAMAYZ7QAAAAAwBiNFgAAAAAYo9ECAAAAAGM0WgAAAABgjEYLAAAAAIzRaAEAAACAMRotAAAAADBGowUAAAAAxmi0AAAAAMAYjRYAAAAAGPv/AGv4Mzlqg5y1AAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating clustermap for feature: surface_distance...\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Add eficiency of the file, put it in green\n",
"\n",
"for feature in [\"coms_distance\", \"surface_distance\"]:\n",
"\n",
" print(f\"Creating clustermap for feature: {feature}...\")\n",
" \n",
" lnk = linkage(squareform(rmsd_combined_mats[feature]), method='ward')\n",
"\n",
" labels = [f\"Cell {n.split('_') [1]} allelle {n.split('_')[2]}\" for n in dataframe_spatialfeatures.flag.unique().tolist()]\n",
"\n",
" g = sns.clustermap(\n",
" data = rmsd_combined_mats[feature], # Matrix of RMSD between the different experiments\n",
" cmap='Greens_r', # Color used \n",
" xticklabels=labels, # Labels (basically the file where they come from)\n",
" vmax=np.nanquantile(rmsd_combined_mats[feature], 0.95), # Maximum number to do the colors\n",
" row_linkage=lnk, # Pre-calculated linkage for the rows\n",
" col_linkage=lnk, # Pre-calculated linkage for the columns\n",
" row_colors=dataframe_spatialfeatures.groupby(\"flag\").first().experimentID.map(color_palette), # Color the rows by the experiment they come from\n",
" figsize = (10,12)\n",
" )\n",
" \n",
" g.ax_heatmap.set_xticklabels(g.ax_heatmap.get_xticklabels(), rotation=45, ha=\"right\", )\n",
" g.ax_heatmap.set_ylabel(\"\")\n",
" g.ax_heatmap.set_yticklabels([])\n",
" g.ax_row_colors.set_xlabel(\"\")\n",
" g.ax_row_colors.set_xticks([])\n",
"\n",
" g.gs.update(bottom = 0.05, top = 0.7)\n",
"\n",
" g.cax.set_position((0.02, 0.58, 0.02, 0.1))\n",
" g.cax.set_ylabel(\"RMSD\", rotation=90, labelpad=4)\n",
"\n",
" gs2 = gridspec.GridSpec(1, 1, bottom = 0.785)\n",
" ax2 = g.fig.add_subplot(gs2[0])\n",
" ax2.set_position((g.ax_heatmap.get_position().x0, 0.75,\n",
" g.ax_heatmap.get_position().width, 0.15))\n",
" \n",
" sns.kdeplot(data=rmsd_combined_mats[feature].replace(0, np.nan).to_numpy().flatten(), fill=True, alpha = 0.5, ax=ax2)\n",
" ax2.set_title(f\"Distribution of RMSD values of {feature.replace('_', ' ')}\")\n",
" sns.despine(top = True, right = True, bottom = True, left = True)\n",
"\n",
" if save_plots:\n",
" filename = f'{feature}_rmsd_clustermap' + (f\"_{file_suffix}\" if file_suffix != '' else '') + '.pdf'\n",
" plot_filename = Path(plots_folder, filename)\n",
" print(f\"Saving plots to: {plot_filename}\")\n",
" plt.savefig(plot_filename, **plot_opts)\n",
" del filename, plot_filename\n",
" else:\n",
" plt.show()\n",
"\n",
" plt.close()\n",
" \n",
"del feature, lnk, g, gs2, ax2, labels"
]
},
{
"cell_type": "markdown",
"id": "7d2b592b",
"metadata": {},
"source": [
"#### heatmap for COMs distances, surface distance, entanglement and collection"
]
},
{
"cell_type": "markdown",
"id": "0f479485",
"metadata": {},
"source": [
"Plot mean ensemble matrices for varied spatial measuraments available in CIMA, namely: \n",
"coms_distance : The distance score (DS) between two chromosomal segments is calculated as the spatial distance between the centers of mass of each chromosomal segment of the OligoSTORM density maps.\n",
"surface_distance : The surface distance score (SDS) between two chromosomal segments is calculated as the minimal spatial distance between the chromosomal segment of the OligoSTORM density maps. \n",
"entanglement : The entanglement score (ES) between two chromosomal segments is calculated as the fraction of overlapping voxels within the optimal iso-contour threshold with respect to the smaller of the two density maps. \n",
"collection : the N for any given pairs of imaged segments.\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "3c004d7b",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows = 2, ncols = 2, figsize = (15,13))\n",
"\n",
"sns.heatmap(\n",
" data = mean_combined_mats[\"coms_distance\"], \n",
" ax = ax[0,0],\n",
" cmap = \"Reds_r\",\n",
" square = True,\n",
" vmax = np.nanquantile(mean_combined_mats[\"coms_distance\"], 0.95),\n",
" cbar_kws = {\"shrink\" : 0.95, \"label\" : \"Mean COMs distance (nm)\"},\n",
" xticklabels = list(tp_names.values()),\n",
" yticklabels = list(tp_names.values()),\n",
" )\n",
"ax[0,0].set_xticklabels(ax[0,0].get_xticklabels(), rotation = 45, ha= \"right\")\n",
"ax[0,0].set_title(\"COMs distance\", fontsize = 20)\n",
"\n",
"sns.heatmap(\n",
" data = mean_combined_mats['surface_distance'],\n",
" ax=ax[0,1],\n",
" cmap='Reds_r',\n",
" square=True,\n",
" vmin=50.,\n",
" vmax=np.nanquantile(mean_combined_mats[\"surface_distance\"], 0.95),\n",
" cbar_kws = {\"shrink\" : 0.95, \"label\" : \"Mean Surface distance (nm)\"},\n",
" xticklabels = list(tp_names.values()),\n",
" yticklabels = list(tp_names.values()),\n",
" )\n",
"ax[0,1].set_xticklabels(ax[0,1].get_xticklabels(), rotation = 45, ha= \"right\")\n",
"ax[0,1].set_title(\"Surface distance\", fontsize = 20)\n",
"\n",
"sns.heatmap(\n",
" data = mean_combined_mats['entanglement'],\n",
" ax = ax[1,0],\n",
" cmap = \"Purples\",\n",
" square = True,\n",
" vmin = 0.0,\n",
" vmax=np.nanquantile(mean_combined_mats[\"entanglement\"], 0.9),\n",
" cbar_kws = {\"shrink\" : 0.95, \"label\" : \"Mean Entanglement\"},\n",
" xticklabels = list(tp_names.values()),\n",
" yticklabels = list(tp_names.values()),\n",
" )\n",
"ax[1,0].set_xticklabels(ax[1,0].get_xticklabels(), rotation = 45, ha= \"right\")\n",
"ax[1,0].set_title(\"Entanglement\", fontsize = 20)\n",
"\n",
"sns.heatmap(\n",
" data = collection_combined_mats['coms_distance'],\n",
" ax=ax[1,1],\n",
" cmap='Blues',\n",
" square=True,\n",
" vmin=0.0,\n",
" vmax=np.nanmax(collection_combined_mats[\"coms_distance\"]),\n",
" cbar_kws = {\"shrink\" : 0.95, \"label\" : \"Number of experiments with data\"},\n",
" xticklabels = list(tp_names.values()),\n",
" yticklabels = list(tp_names.values()),\n",
" )\n",
"ax[1,1].set_xticklabels(ax[1,1].get_xticklabels(), rotation = 45, ha= \"right\")\n",
"ax[1,1].set_title('Collection', fontsize = 20)\n",
"\n",
"plt.tight_layout()\n",
"\n",
"if save_plots:\n",
" filename = f'summary_heatmaps_coms_surface_entanglement' + (f\"_{file_suffix}\" if file_suffix != '' else '') + '.pdf'\n",
" plot_filename = Path(plots_folder, filename)\n",
" print(f\"Saving plots to: {plot_filename}\")\n",
" plt.savefig(plot_filename, **plot_opts)\n",
" del filename, plot_filename\n",
"else:\n",
" plt.show()\n",
"\n",
"plt.close()\n",
"\n",
"del fig, ax"
]
},
{
"cell_type": "markdown",
"id": "36cdd2f8",
"metadata": {},
"source": [
"#### heatmap for mean and variation of COMs distance"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "c95b445b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean_vs_variance_heatmap(mean_matrix = mean_combined_mats[\"coms_distance\"],\n",
" std_matrix = std_combined_mats[\"coms_distance\"],\n",
" nice_name = \"COMs distance\",\n",
" timepoint_name_dict = tp_names)"
]
},
{
"cell_type": "markdown",
"id": "4b07d8e4",
"metadata": {},
"source": [
"#### heatmap for mean and variation of surface distance"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "f5c602c5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean_vs_variance_heatmap(mean_matrix = mean_combined_mats[\"surface_distance\"],\n",
" std_matrix = std_combined_mats[\"surface_distance\"],\n",
" nice_name = \"Surface distance\",\n",
" timepoint_name_dict = tp_names)"
]
},
{
"cell_type": "markdown",
"id": "367a6241",
"metadata": {},
"source": [
"#### heatmap for mean and variation of entnglement"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "263a7bab",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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4UpPvmUOGDJFMTEzUGgpKc46AgACN8qXH/tmLds6cORq9bEpt2LChwo0j06ZNkwBIP//8s0ac4uJiqVmzZlK3bt1U+0q/S9p6t5bmq2PHjtU4FhwcrPHd8fX1lQBoNPRJ0uNGSJlMJvn5+Wl8DhX9jNg4QrUNV6shnfn3v/+Nd999F2vWrIGnpyfWrl0LV1dXdO3aVWv5/Px8nDp1CnZ2dli4cKHG8UePHgEAfvvtN7X93377LVauXInjx4/j1q1bauMhSydBfVK3bt009rVq1QoAcPv27adeW+nYVG1jR728vGBqaor09PSnxilPWloaACAnJ0frmOTSz+G3335Dp06dVPutrKxUYzr/qVWrVjh06FCl6nDt2jUsWLAAP/zwAy5duqSxXKK2z7dr164aqxFp+2xLxwr37NlTI0br1q1hb2+PCxcuPLWOpZ9TZmam1s8pOzsbJSUl+P333+Hu7q7a365dO5ibm6uVLZ1YzsXFRWO+k9Jj/7zm0nP/8ssvWse1P3z4EDdu3MCNGzfUJt2r6GdERFRfDR06FM2aNcOWLVtw584dNGrUCEDZE7GmpKRg2bJl+OWXX3Djxg21uRRMTEy0nqN79+6VqtO9e/ewaNEiJCUl4fz587h//77a8bJyjooqL7cond9k165dyMzMROfOnVXHdHHfP3HiBMzNzbV+Jn379gUAneU1+rxnpqenIzY2Fvv370d2drYqtyx148YNjUlmK5ozlpfXeHt7V7iOpZ/Tjz/+iOTkZI3jxsbGGrkwAK35dem1lHfsypUrqu9PWloaGjRooHWeP+DxvILazl3dvJqopmLjCOlMs2bNMGTIECQmJsLf3x+ZmZmIi4srs/ytW7cgSRIuX74MpVJZZrl/JiOLFy/G22+/jWbNmuHll19Gq1atVEv6LVu2DAUFBVpjNGzYUGOfkdHjr/+Tk01pc/fuXQCAjY2NxjGZTAYbGxtcvnz5qXHKc/PmTQCPJ9D67rvvyiz3ZHJWmkA+ycjIqFITzt68eRMeHh7IysqCt7c3+vfvDysrKxgaGiI9PR1bt27V+vlW9LMt/QybN2+u9fw2NjYVahwp/ZzWr19fbrknP6fy6lnesX8mUqXn/uSTT5567n8metX9/hER1XXGxsYYM2YMlixZgg0bNmDixInIzs7GDz/8AHt7e/Tv319VdtOmTRg5ciQsLCygUCjg6OgIc3Nz1USR2ibmBrTfw8tSWFiIPn364Pjx43B1dcWYMWPQpEkTGBkZ4eLFi0hISCgz56io8nIL4H9/zJaWK6WL+/7du3fRunXrSp23svR9zzx48CD69esHAHj55ZfRrl07WFhYQCaTISkpCRkZGcLymsp810o/p/nz51f4PU+rZ2XymqKiogrn4RU5N/Maqs3YOEI6NW7cOHz77bcICgqCqakpRo8eXWbZ0l+s3bp1w9GjR58au6ioCNHR0WjRogXS09PVbkaSJCE2Nrb6F/CUuubk5MDBwUHtmCRJyMnJ0XqjqMo54uLiMGXKlGrFqorVq1cjKysL0dHReP/999WOLViwAFu3bq1W/NLr07aqEIAyV4YpK8727dsxePDgatWpskrPferUKbXeO0REVH3jxo3DkiVLsHr1akycOBFffvklioqKMHbsWLWeBHPmzIGpqSmOHTuGdu3aqcVITEwsM35lVkTbunUrjh8/jnHjxuGLL77QOEfp6m/V8c/cQpvs7Gy1crrUsGHDMu/Hujqvvu+Z8+fPR0FBAVJTUzV6d6SlpZW5ql5F/TOveTI3rGhO8884d+/ehaWlZbXqVFkNGzaETCbDjRs3nul5iWoqLuVLOqVQKNCyZUtcvnwZw4YNg7W1dZllLS0t0bFjR5w9e7ZCXfBu3LiBO3fuwMvLS6OV/ujRoxpDQHTJ1dUVALQuPfbLL7/g4cOHZQ4fqihPT08AqPRQmMowNDQEoL1Vv7TL69ChQzWOpaamVvvcXbp0AQAcOHBA49jff/+NrKysCsV5Fp+TPs9taGjIpy5EVC85OzvjxRdfxLFjx3Dy5EmsXbtWtdTvP50/fx4dO3bUaBi5evWqann26qrKPdHAwKBSv7/Lyy3u37+Po0ePwszMDM8//3yFY1bm3Pn5+Th8+LDGsdL61Ja8pqzP/Pz582jcuLFGw0h+fj6OHz9e7XOXl9ccPHiwwnFKP6fS4TXPkqenJ3Jzc/HHH38IiV9e3klUE7FxhHTK0NAQSUlJ2LJlC2JiYp5aftq0acjPz0dISIjWbnsXLlzAxYsXATzutmhmZobjx4+rrfl+69YtTJ06VWfXoM0bb7wBIyMjLFmyRG2McWFhId59910AQFBQULXO0b17d3h6emLjxo34+uuvNY6XlJRg37591TpH48aNAQB//fWXxrHSpx779+9X279hwwZ8//331Tov8HhMrr29PbZv366RKEVERFT4xjl06FDY29tjyZIl+PnnnzWOP3r0SOMadGXs2LGwtLTEe++9h19//VXjeH5+frWTm8aNG+PGjRt4+PBhteIQEdVGpXOLTJo0CWfPnkX//v01nso7ODjg3Llzak/nHz58iIkTJ2rMKVFVZd0T9+3bh1WrVml9T+PGjfH3339X+Bze3t547rnn8MMPP+Cnn35SOzZv3jzk5ubi9ddfL3MOleoIDAwEAISHh6t9Zn/99ReWLFkCIyOjcnv/VoS+75kODg64deuW2rmLi4vx9ttv4/r169U6LwCMGjUKBgYGWLx4sVrPi/v371dqiMykSZNgZGSEqVOnan1QdPv2bdX8NLo2bdo0AEBwcDByc3M1jmdnZ+Ps2bNVjm9tbQ2ZTKY17ySqiTishnTO3d1dbSLM8rz55ptIS0tDQkICDhw4gP79+8POzg45OTn47bff8Msvv2DDhg1wdHSEgYEBJk2ahMWLF6NLly4YMmQI7t69ix9++AEODg6ws7MTdk3PPfccFi5ciBkzZsDFxQWvvfYaGjRogO3btyMzMxNDhw7Fv//972qfZ+PGjejbty9GjRqFZcuWwc3NDWZmZsjKysKhQ4dw/fr1av3R3K9fPyxatAj/+c9/4OfnhwYNGsDBwQFjxozBmDFjsHDhQkydOhV79+6Fg4MDMjIykJycjFdffRXffvttta7N0NAQK1asgK+vL/r164eRI0eiRYsW2LdvHy5fvowuXbrg5MmTT40jl8uxefNmDBw4EL1790a/fv3QuXNnyGQyXLp0CampqWjSpInWCcSqq1mzZti4cSP8/f3RpUsXDBgwAB06dEBBQQEuXryIffv2oUePHti5c2eVz9GvXz8cPXoUAwcOxL/+9S+YmJigV69e6NWrlw6vhIioZho5ciTeeust1dP4JydiBYCpU6di6tSpcHV1xYgRI1BUVITdu3dDkiR06dKl2sMlAGDIkCFwdHREbGwsTp8+jU6dOiEzMxM7duzA8OHDsXnzZo339OvXD//9738xbNgwuLq6wtDQEL6+vnBxcdF6DgMDA8THx0OhUOCVV16Bv78/HBwccOjQIaSkpOC5557DggULqn0t2owZMwbffvsttm7dChcXFwwePBj379/H119/jZs3b2Lx4sVwcnKq1jn0fc+cOnUqdu3ahZ49e+K1116DqakpUlJScPnyZfTp00drj53KeP755zFr1ix88MEH6Ny5M1577TUYGRnh22+/RefOnXH69GmNiWW16dSpEz799FNMnDgRzz//PF555RU899xzuHfvHv7880/s27cPQUFBWLFiRbXqq82AAQMQERGB6OhotG3bFgMGDICDgwNyc3Nx7tw5pKamYt68eejYsWOV4ltYWMDDwwM///wzxowZg3bt2sHAwABjxozRaPQkqgnYOEJ6VTp52iuvvIJVq1Zhx44dyMvLQ/PmzdGuXTssWrRIbRK2mJgYNG7cGPHx8fj0009hY2OD119/HXPmzBE+njUsLAxt27bFkiVL8NVXX6GwsBDt27fH4sWLMW3atEqNZS5LmzZtcOLECSxZsgRJSUlYu3YtDA0N0aJFC/Tq1QsjRoyoVvyBAwciNjYWq1atwuLFi/Ho0SP07t0bY8aMQatWrbBv3z688847+Omnn1BUVAQ3Nzfs2rULf/31V7UbR0rPv2vXLkRGRuK///0vzMzM8NJLL+Hrr7/GK6+8UuHxzR4eHsjIyMCHH36I77//HgcOHIBcLkfLli0xbNgwvP7669Wua1kGDRqEEydO4MMPP8RPP/2E3bt3o0GDBmjVqhXGjh1b7UayiIgI3Lp1Czt27EBqaiqKi4sRFRXFxhEiqhcsLS3x2muvYe3atWjcuDGGDRumUWby5MkwNjZGXFwcVq1aBSsrKwwaNAgxMTHw9/fXST0sLCywZ88ezJw5Ez///DNSUlLwwgsvYP369bCxsdHaOPLRRx8BAPbs2YPt27ejpKQErVq1KrNxBHjcqzItLQ1z587Frl27cOfOHdjZ2SE0NBTvv/++2kSluiSTybB582Z89NFHSEhIQFxcHExMTODm5oawsDD4+vrq5Dz6vGcOHjwYmzdvxgcffICvvvoK5ubm6NevH7Zs2YK5c+fq5Prmz5+PVq1aIS4uDitWrEDz5s0xatQohIaGYvv27RXOa0JCQtC1a1dVr9jt27ejUaNGsLe3x/Tp01U9fUSYO3cuevXqhY8//hjJycm4ffs2mjRpgjZt2mDOnDnV7kH05ZdfYvr06dixYwfu3LkDSZLQs2dPNo5QjSSTJEnSdyWIqH67d+8ebGxs0LlzZ/zyyy/6rg4RERFRlf3000/w8fHBO++8g4ULF+q7OkRUQZxzhIiemfv37+PevXtq+4qLizFz5kw8ePBA6xNCIiIiopro+vXrGnOm3b59G+Hh4QDAvIaoluGwGiJ6Zv744w/07NkTCoUCTk5OuHfvHlJTU3HmzBm88MILqonBiIiIiGq69evXY9GiRejXrx/s7Oxw9epV7Ny5E9euXUNQUBC8vLz0XUUiqgQOqyGiZ+b69et45513sG/fPuTk5KCoqAj29vYYNmwY3nvvPVhZWem7ikREREQVcvjwYcyfPx9HjhzBzZs3YWhoiI4dOyIoKAiTJk2q0ISsRFRzsHGEiIiIiIiIiOo1NmcSERERERERUb3GxhEiIiIiIiIiqtfYOEJERERERERE9RpXq9GijyxS31Wokn/NFDcjtv8YV2GxbZs3EBbb1FTMV/zevUIhcQHAwEAmLHZjazNhsQsLi59eqIpu3nogLHaTJubCYov7SQIlJeKmiyosLBIW28LSVEhcuaB/60Q1gZnrFGGxbx1ZLiTuuZw8IXEB4E7+I2Gx067cEhZ7w8+XhMUe91IbYbG3HM8WFvv4kQvCYju2tRUWO6S/uM97yZbfhMRt0cJSSFwAsG0sLpcqKi4RFnvPHjGfNQDc+mq0sNgkDnuOEBEREREREVG9xsYRIiIiIiIiIqrX2DhCRERERERERPUaG0eIiIiIiIiIqF5j4wgRERERERER1WtCGkeuX7+OiRMnwt7eHnK5HLa2tlAoFDhw4AAAQCaTISkpScSpMX/+fPTo0QPm5uawsrIScg4iIiKqHZiTEBERUUUIWfvQz88PhYWFSEhIgJOTE3JycpCcnIzc3FwRp1NTWFgIf39/eHl5YfXq1cLPR0RERDUXcxIiIiKqCJ33HLl9+zZSU1OxcOFC9O3bFw4ODujevTvCw8Ph6+sLR0dHAMDw4cMhk8lUrwFg69atcHNzg6mpKZycnKBUKlFUVKQ6LpPJ8Nlnn2HgwIEwMzODk5MTNm/erHZ+pVKJ6dOno3Pnzrq+NCIiIqpFmJMQERFRRem8ccTCwgIWFhZISkpCQUGBxvEjR44AANauXYurV6+qXqempiIgIAChoaE4c+YMVq5cifj4eMyfP1/t/REREfDz80NGRgZGjx6NUaNG4ezZs7q+DCIiIqrlmJMQERFRRel8WI2RkRHi4+MREhKCFStWwM3NDb1798aoUaPg4uKCZs2aAQCsrKxga2urep9SqcSsWbMQGBgIAHByckJ0dDTeeecdREVFqcr5+/tj/PjxAIDo6Gjs3r0bcXFx+PTTT3V9KUREROgji9RJnBRprk7iUMUxJyEiorrmYdHTyzyNqZDJNWo/IROy+vn54cqVK9i2bRsGDBiAlJQUuLm5IT4+vsz3ZGRkYO7cuaqnPBYWFggJCcHVq1eRn5+vKufl5aX2Pi8vr2o9pSkoKMDdu3fVthLo4BtHRER1gkwm08lG+lGbchJAe14ilRRXKyYREdUdklT9jbQTtpSvqakpfHx8EBERgYMHDyIoKEjtacuT8vLyoFQqkZ6ertpOnTqFP/74A6ampqKqiZiYGDRq1Ehty8IBYecjIiKiZ6u25CSA9rykKOeY0HMSERGRwMaRJzk7O+P+/fsAAGNjYxQXqz8FcXNzQ2ZmJtq2bauxGRj8r5ppaWlq70tLS0PHjh2rXK/w8HDcuXNHbbOHd5XjERFRHSPT0UY1Rk3NSQDteYmRTbdqxSQiorpD0sH/SDudjzbKzc2Fv78/goOD4eLiAktLSxw9ehSxsbEYOnQoAMDR0RHJycnw9vaGXC6HtbU1IiMjMXjwYNjb22PEiBEwMDBARkYGTp8+jXnz5qnib9q0Ce7u7ujZsyfWr1+Pw4cPqy2Pl5WVhZs3byIrKwvFxcVIT08HALRt2xYWFhYa9ZXL5ZDL5Wr7DMSscExERLWQzIAtG7VVbctJAO15iczAUMefDBER1Vps2xBG560AFhYW8PT0xNKlS3H+/Hk8evQIrVu3RkhICGbPng0AWLx4McLCwrBq1Sq0bNkSFy9ehEKhwI4dOzB37lwsXLgQxsbG6NChg2qis1JKpRKJiYmYNGkSWrRogY0bN8LZ2Vl1PDIyEgkJCarXrq6uAIC9e/eiT58+ur5cIiKq4zhdSO3FnISIiOoato2II5Ok2jMli0wmw5YtWzBs2DCh59HVygTP2r9mej29UBX5j3EVFtu2eQNhsU0FTcV8716hkLgAYCDwKXVjazNhsQsLxU0YePPWA2GxmzQxFxZb5N/UJSXifnUXFoqblNrCUsx8DXKB066/ZDJHJ3GSC3UTh2qGZ5WTAICZ6xRhsW8dWS4k7rmcPCFxAeBO/iNhsdOu3BIWe8PPl4TFHvdSG2GxtxzPFhb7+JELwmI7trV9eqEqCukv7vNesuU3IXFbtLAUEhcAbBuLy6WKikuExd6zR8xnDQC3vhotLPb9wurngA1M+ORHG44fISIiKg+7jhAREVENUXu6NtQ+bBwhIiIqB9tGiIiIqKbQzYSqTG60qVWNI7VoBBARERHVYcxJiIiI6pZa1ThCRET0rHG1GiIiIqox2DYvDBtHiIiIysNxNURERFRDsG1EHDaOEBERlYNtI0RERFRTcFSnOGwcqUPOJolbjiq1pbjlv15+pYOw2IaGBsJii3Ln7kNhsS0tTITFvnuvQFjsR0XilnG7JXCZ4ObNLYTFLioSt3Ty3TxxS1WfvyBmmczu3VsLiUtUE4habhcArD3ELBMsss637ov7HXUs57aw2CKlX74vLHZoH3HL1s7LE5c7vOxqJyz28b/Ffd4TBrcXEjcibp+QuADQtEVTYbH/G9pLWOz1Ad2ExabaiY0jRERE5ZCx6wgRERHVELpZrYa0YeMIERFRedg2QkRERDUEh9WIU/vGHBARET1DMgOZTjYiIiKi2uqTTz6Bo6MjTE1N4enpicOHD5dZ9tdff4Wfnx8cHR0hk8mwbNkyjTIxMTHw8PCApaUlmjdvjmHDhiEzM1PgFTwdG0eIiIiIiIiISKuvv/4aYWFhiIqKwvHjx9GlSxcoFApcu3ZNa/n8/Hw4OTlhwYIFsLW11Vpm3759mDx5MtLS0rB79248evQIL7/8Mu7fFzenz9NwWA0REVE5OOUIERER1RT6GFazZMkShISEYOzYsQCAFStW4LvvvsOaNWswa9YsjfIeHh7w8PAAAK3HAWDnzp1qr+Pj49G8eXMcO3YMvXqJm4i3PEJ6jly/fh0TJ06Evb095HI5bG1toVAocODAAQCPJ7dLSkrS+XkvXryIcePGoU2bNjAzM8Nzzz2HqKgoFBaKm9WciIjqOJlMNxvpBXMSIiKqSyQd/K+goAB3795V2woKtK8eVVhYiGPHjqF///6qfQYGBujfvz8OHTqks+u6c+cOAKBx48Y6i1lZQhpH/Pz8cOLECSQkJOD333/Htm3b0KdPH+Tm5oo4ncpvv/2GkpISrFy5Er/++iuWLl2KFStWYPbs2ULPS0REdZe+2kZ0Pbb3nxYsWACZTIa33nqr8hWrZZiTEBFRXSJJ1d9iYmLQqFEjtS0mJkbr+W7cuIHi4mLY2Nio7bexsUF2drZOrqmkpARvvfUWvL290alTJ53ErAqdN47cvn0bqampWLhwIfr27QsHBwd0794d4eHh8PX1haOjIwBg+PDhkMlkqtcAsHXrVri5ucHU1BROTk5QKpUoKipSHZfJZPjss88wcOBAmJmZwcnJCZs3b1YdHzBgANauXYuXX34ZTk5O8PX1xdtvv41vv/1W15dJREQkjIixvaWOHDmClStXwsXFRUTVaxTmJERERJrCw8Nx584dtS08PFxv9Zk8eTJOnz6NxMREvdUBENA4YmFhAQsLCyQlJWntmnPkyBEAwNq1a3H16lXV69TUVAQEBCA0NBRnzpzBypUrER8fj/nz56u9PyIiAn5+fsjIyMDo0aMxatQonD17tsz63LlzR69dc4iIqHbTx2o1/xzb6+zsjBUrVsDc3Bxr1qzRWt7DwwMffvghRo0aBblcXmbcvLw8jB49GqtWrYK1tXWl6lQbMSchIqK6RtLBJpfL0bBhQ7WtrPyhadOmMDQ0RE5Ojtr+nJycpz6QqYgpU6Zgx44d2Lt3L1q1alXteNWh88YRIyMjxMfHIyEhAVZWVvD29sbs2bNx8uRJAECzZs0AAFZWVrC1tVW9ViqVmDVrFgIDA+Hk5AQfHx9ER0dj5cqVavH9/f0xfvx4tG/fHtHR0XB3d0dcXJzWupw7dw5xcXF48803y6yvtvFWJSgqszwREdUzOhpXU9HxvSLH9k6ePBmDBg1Si12X1bacBNCel5Q1DpyIiOohXbSOVIKJiQm6deuG5ORk1b6SkhIkJyfDy8ur6pchSZgyZQq2bNmCPXv2oE2bNlWOpSvC5hy5cuUKtm3bhgEDBiAlJQVubm6Ij48v8z0ZGRmYO3eu6imPhYUFQkJCcPXqVeTn56vKPfkD8PLy0vqU5vLlyxgwYAD8/f0REhJS5nm1jbfKwoHKXzQREdVJuppzpKLje0WN7U1MTMTx48fLHFNcV9WmnATQ/j35cGH9+pkREVHZdDEha2WFhYVh1apVSEhIwNmzZzFx4kTcv39ftXpNQECA2rCcwsJCpKenIz09HYWFhbh8+TLS09Nx7tw5VZnJkyfjq6++woYNG2BpaYns7GxkZ2fjwYMH1f+QqkjYUr6mpqbw8fGBj48PIiIiMH78eERFRSEoKEhr+by8PCiVSrz66qtaY1XGlStX0LdvX/To0QOff/55uWXDw8MRFhamtm9wowWVOh8REdHTaLvflDcERpf++usvhIaGYvfu3ZW+p9YFtSUnAbR/TyTDZ/M9ISIi0mbkyJG4fv06IiMjkZ2dja5du2Lnzp2qBzlZWVkwMPhfv4srV67A1dVV9XrRokVYtGgRevfujZSUFADAZ599BgDo06eP2rnWrl1b5v1ZNGGNI09ydnZWLZVnbGyM4uJiteNubm7IzMxE27Zty42TlpaGgIAAtdf//OAvX76Mvn37olu3bli7dq3aD0kbuVyukZwaPLuPhYiIajiZjpbh1Xa/0UbE2N5jx47h2rVrcHNzU+0rLi7Gzz//jOXLl6OgoACGhoZVil0b1dScBND+PXnI0b5ERPT/pMp3/NCJKVOmYMqUKVqPlTZ4lHJ0dIT0lIo+7bg+6LwVIDc3F/7+/ggODoaLiwssLS1x9OhRxMbGYujQoQAef1jJycnw9vaGXC6HtbU1IiMjMXjwYNjb22PEiBEwMDBARkYGTp8+jXnz5qnib9q0Ce7u7ujZsyfWr1+Pw4cPY/Xq1QAeJyF9+vSBg4MDFi1ahOvXr6vep4vJYoiIqB7STdtIhf1zbO+wYcMA/G9sb1lJydO89NJLOHXqlNq+sWPHokOHDnj33XfrbMMIcxIiIqpral6TQt2h88YRCwsLeHp6YunSpTh//jwePXqE1q1bIyQkBLNnzwYALF68WDVuqWXLlrh48SIUCgV27NiBuXPnYuHChTA2NkaHDh0wfvx4tfhKpRKJiYmYNGkSWrRogY0bN8LZ2RkAsHv3bpw7dw7nzp3TmOm2JrZMERFRzVfZlWZ0ISwsDIGBgXB3d0f37t2xbNkyjbG9LVu2VM0fUlhYiDNnzqj+u3Rsr4WFBdq2bQtLS0t06tRJ7RwNGjRAkyZNNPbXJcxJiIiozuEtRBidN47I5XLExMSUO+HbkCFDMGTIEI39CoUCCoWi3Ph2dnbYtWuX1mNBQUF6G59ERESkKyLG9tZHzEmIiIiooji5BhERUXmefccRALof2/u0GERERFTzVWW1GaoYNo4QERGVQ1cTshIRERFVF0dmilOrGkc4RpeIiIhqAuYkREREdUutahwhIiJ61thzhIiIiGoKNs2Lw8YRIiKi8hg8vQgRERHRs8COi+KwcYSIiKgc7DlCRERENQdbR0SRSRw0qyHinR+ExT6b9Juw2Df+uCUsdjufNsJie43oKCy2z8AOQuJamBsLiQsAt+8WCIvd2MpUWGyRSkrExZabimsjLi4SV/H8/EfCYltYmgiLLZWIueVYNBT33R7eZrFO4my5MEMncaj+OX05T1jstjYWQuJae2hfaUkXbh1ZLix2wSNxv7fHfHlMWOwiQb9bAcDYUFz3OUMDcY3PV66L+3fj2KKhsNipaReFxG1mI67OHZ2aCIt99FS2sNjdXWyFxV4/pquw2H/fqv7fCq2s5TqoSd3DniNERETlYMcRIiIiqinYtUEcNo4QERGVh60jREREVEOwbUQcNo4QERGVg20jREREVFOw54g4nIOfiIiIiIiIiOo19hwhIiIqh0zghIFERERElSFxYI0wQnqOXL9+HRMnToS9vT3kcjlsbW2hUChw4MABAI+XRUxKShJxavj6+sLe3h6mpqZo0aIFxowZgytXrgg5FxER1QMymW420gvmJEREVKdIOthIKyE9R/z8/FBYWIiEhAQ4OTkhJycHycnJyM3NFXE6NX379sXs2bPRokULXL58GW+//TZGjBiBgwcPCj83ERHVPWzXqN2YkxARUV3Ctg1xdN5z5Pbt20hNTcXChQvRt29fODg4oHv37ggPD4evry8cHR0BAMOHD4dMJlO9BoCtW7fCzc0NpqamcHJyglKpRFFRkeq4TCbDZ599hoEDB8LMzAxOTk7YvHmz2vmnT5+OF198EQ4ODujRowdmzZqFtLQ0PHr0SNeXSkRERDUYcxIiIiKqKJ03jlhYWMDCwgJJSUkoKCjQOH7kyBEAwNq1a3H16lXV69TUVAQEBCA0NBRnzpzBypUrER8fj/nz56u9PyIiAn5+fsjIyMDo0aMxatQonD17Vmtdbt68ifXr16NHjx4wNjbW8ZUSEVF9IJPJdLLRs8echIiI6hpJqv5G2um8ccTIyAjx8fFISEiAlZUVvL29MXv2bJw8eRIA0KxZMwCAlZUVbG1tVa+VSiVmzZqFwMBAODk5wcfHB9HR0Vi5cqVafH9/f4wfPx7t27dHdHQ03N3dERcXp1bm3XffRYMGDdCkSRNkZWVh69atZda3oKAAd+/eVduKivhEh4iI/p+BjjZ65mpbTgJoz0sKtTTsEBFR/STp4H+knZB0zc/PD1euXMG2bdswYMAApKSkwM3NDfHx8WW+JyMjA3PnzlU95bGwsEBISAiuXr2K/Px8VTkvLy+193l5eWk8pZk5cyZOnDiBXbt2wdDQEAEBAZDKaCKLiYlBo0aN1LYDv3xd9YsnIqI6hT1HarfalJMA2vOSL5YvrtrFExFR3cMJWYURtpSvqakpfHx84OPjg4iICIwfPx5RUVEICgrSWj4vLw9KpRKvvvqq1liV0bRpUzRt2hTt27dHx44d0bp1a6SlpWkkMQAQHh6OsLAwtX0xc1IqdT4iIiKquWpLTgJoz0vO3WCPViIiItGENY48ydnZWbVUnrGxMYqLi9WOu7m5ITMzE23bti03TlpaGgICAtReu7q6llm+pKQEALSONQYAuVwOuVyuts/IiGOBiYjoMfb6qHtqak4CaM9LTO7llVsPIiKqP9jxQxydN47k5ubC398fwcHBcHFxgaWlJY4ePYrY2FgMHToUAODo6Ijk5GR4e3tDLpfD2toakZGRGDx4MOzt7TFixAgYGBggIyMDp0+fxrx581TxN23aBHd3d/Ts2RPr16/H4cOHsXr1agDAL7/8giNHjqBnz56wtrbG+fPnERERgeeee67MJzRERETlkXG+kFqLOQkREdU1nFBVHCGr1Xh6emLp0qXo1asXOnXqhIiICISEhGD58uUAgMWLF2P37t1o3bq16gmLQqHAjh07sGvXLnh4eODFF1/E0qVL4eDgoBZfqVQiMTERLi4uWLduHTZu3AhnZ2cAgLm5Ob799lu89NJLeP755zFu3Di4uLhg3759Gk9hiIiIKkQm081GzxxzEiIiqms4Ias4Ou85IpfLERMTg5iYmDLLDBkyBEOGDNHYr1AooFAoyo1vZ2eHXbt2aT3WuXNn7Nmzp3IVJiIiojqJOQkRERFV1DObc4SIiKg2YqcPIiIiqjHY8UMYNo4QERGVQ2bA1hEiIiKqGdg2Ik6tahyROPsMERER1QDMSYiIiOqWWtU4QkRE9MxxXA0RERHVEGybF4eNI0REROVg2wgRERHVFFxtRhw2jhAREZWDc44QERFRjcG2EWHYOKKF/xhXYbFTW1oKi53+3R/CYv+x+0KtjO2UYiMkbutWDYXEBYATx/4WFnuIr7Ow2Pn3HwmLbWRkICy2oaG4P3wlSVzsBg2MhcXOzxf3sywqKhES16KhqZC4RDXBHYH/Jm/dLxQT98hyIXEBwNpjirDYIuvt80JTYbEbysWl9M9bictdB875TljsYYNdhMW+I+jfDQA8KhTz792muYWQuABw9s9cYbF9e7URFjvItaWw2FQ7sXGEiIioPBxXQ0RERDUEO46Iw8YRIiKicrBthIiIiGoKTsgqDhtHiIiIysE5R4iIiKim4ISs4ogbyE9EREREREREVAsIaRy5fv06Jk6cCHt7e8jlctja2kKhUODAgQMAAJlMhqSkJBGnVikoKEDXrl0hk8mQnp4u9FxERFSHyXS0kV4wJyEiojpF0sFGWgkZVuPn54fCwkIkJCTAyckJOTk5SE5ORm6uuJmMn/TOO+/Azs4OGRkZz+ycRERU98g46UitxpyEiIjqErZtiKPzniO3b99GamoqFi5ciL59+8LBwQHdu3dHeHg4fH194ejoCAAYPnw4ZDKZ6jUAbN26FW5ubjA1NYWTkxOUSiWKiopUx2UyGT777DMMHDgQZmZmcHJywubNmzXq8MMPP2DXrl1YtGiRri+PiIjqGZmBTCdbZX3yySdwdHSEqakpPD09cfjw4TLL/vrrr/Dz84OjoyNkMhmWLVumUSYmJgYeHh6wtLRE8+bNMWzYMGRmZla6XrUJcxIiIqprJKn6G2mn88YRCwsLWFhYICkpCQUFBRrHjxw5AgBYu3Ytrl69qnqdmpqKgIAAhIaG4syZM1i5ciXi4+Mxf/58tfdHRETAz88PGRkZGD16NEaNGoWzZ8+qjufk5CAkJARffvklzM3NdX15REREwn399dcICwtDVFQUjh8/ji5dukChUODatWtay+fn58PJyQkLFiyAra2t1jL79u3D5MmTkZaWht27d+PRo0d4+eWXcf/+fZGXolfMSYiIiKiidN44YmRkhPj4eCQkJMDKygre3t6YPXs2Tp48CQBo1qwZAMDKygq2traq10qlErNmzUJgYCCcnJzg4+OD6OhorFy5Ui2+v78/xo8fj/bt2yM6Ohru7u6Ii4sDAEiShKCgIEyYMAHu7u66vjQiIqqHZDLdbJWxZMkShISEYOzYsXB2dsaKFStgbm6ONWvWaC3v4eGBDz/8EKNGjYJcLtdaZufOnQgKCsILL7yALl26ID4+HllZWTh27FhlP5JagzkJERHVNZIO/kfaCZmQ1c/PD1euXMG2bdswYMAApKSkwM3NDfHx8WW+JyMjA3PnzlU95bGwsEBISAiuXr2K/Px8VTkvLy+193l5eame0sTFxeHevXsIDw+vcF0LCgpw9+5dta2wUPPpEhER1VM6ah3Rdr/R1puhsLAQx44dQ//+/VX7DAwM0L9/fxw6dEhnl3Xnzh0AQOPGjXUWsyaqTTkJwLyEiIieghOyCiNsKV9TU1P4+PggIiICBw8eRFBQEKKiososn5eXB6VSifT0dNV26tQp/PHHHzA1Na3QOffs2YNDhw5BLpfDyMgIbdu2BQC4u7sjMDBQ63tiYmLQqFEjtW31F3GVv2AiIqqTdDXniLb7TUxMjMb5bty4geLiYtjY2Kjtt7GxQXZ2tk6uqaSkBG+99Ra8vb3RqVMnncSsyWpLTgJoz0u+XLG0chdMRER1lr7aRnQ9F1plYz4LwhpHnuTs7Kwa12xsbIzi4mK1425ubsjMzETbtm01NgOD/1UzLS1N7X1paWno2LEjAODjjz9GRkaGKpH5/vvvATweu/3kOOFS4eHhuHPnjto2bvxUnV03ERERoP1+U9leBboyefJknD59GomJiXo5v77V1JwE0P49GTNhuk6um4iIqCpEzIVW2ZjPgs6X8s3NzYW/vz+Cg4Ph4uICS0tLHD16FLGxsRg6dCgAwNHREcnJyfD29oZcLoe1tTUiIyMxePBg2NvbY8SIETAwMEBGRgZOnz6NefPmqeJv2rQJ7u7u6NmzJ9avX4/Dhw9j9erVAAB7e3u1ulhYWAAAnnvuObRq1UprfeVyucb4bBOTfK1liYio/tHVSr7a7jfaNG3aFIaGhsjJyVHbn5OTU2aCURlTpkzBjh078PPPP5d5b6wraltOApSVlxSXUZqIiOobfaw288+50ABgxYoV+O6777BmzRrMmjVLo7yHhwc8PDwAQOvxqsR8FoSsVuPp6YmlS5eiV69e6NSpEyIiIhASEoLly5cDABYvXozdu3ejdevWcHV1BQAoFArs2LEDu3btgoeHB1588UUsXboUDg4OavGVSiUSExPh4uKCdevWYePGjXB2dtb1ZRARET32jGdkNTExQbdu3ZCcnKzaV1JSguTkZI05LipDkiRMmTIFW7ZswZ49e9CmTZsqx6otmJMQEVFdo4sJWSs6DxogZi60ZzW/WmXpvOeIXC5HTEyM1nHUpYYMGYIhQ4Zo7FcoFFAoFOXGt7Ozw65duypUF0dHR0hcyJmIiKpBpquuI5UQFhaGwMBAuLu7o3v37li2bBnu37+veroSEBCAli1bqu61hYWFOHPmjOq/L1++jPT0dFhYWKjmupg8eTI2bNiArVu3wtLSUjV/SaNGjWBmZvbMr/FZYE5CRER1jg5uJTExMVAqlWr7oqKiMGfOHI2y5c2F9ttvv1Xp/CJi6oLOG0eIiIioekaOHInr168jMjIS2dnZ6Nq1K3bu3KlKIrKystTmvrhy5Yqq1wMALFq0CIsWLULv3r2RkpICAPjss88AAH369FE719q1axEUFCT0eoiIiKjmCA8PR1hYmNq+igz9revYOEJERFQO2TObulzdlClTMGXKFK3HShs8SlWkVwJ7LRAREdV+uribV3QeNEDMXGii51erKj2lfFUjSRKGDRum72oQEVF98oznHKHagTkJERHpgyRVf6sMEXOhiZpfrbrYc4SIiIiIiIiItBIxF9rTYuoDG0eIiIjKwU4fREREVFNIOhlYUzki5kJ7Wkx9YOMIERFROWQGbB0hIiKiGkJPU4jpei60p8XUBzaOEBERlYddR4iIiKiG4PTq4rBxRAvb5g2ExX75lQ7CYpuZiftx/rH7grDYIn06YZuQuCOieguJCwAnDv4lLPZAgd8/y4bilv+6n1coLPY/uwDqPLZM3O1LZiSu3kaGJcJiN7TkMnFElZV25Zaw2MdybguJG9jNQUhcALh1ZLmw2NYe4p5giqx32vmbwmI3Efh726qZlbDYiSuThMUeNnaIsNj3/rokJO6lZo2ExAWA27n3hMU+bm0mLPaXSRnCYl9b/Zqw2CQOG0eIiIjKwY4jREREVFNUdrUZqjg2jhAREZWDc44QERFRTaGPCVnrCzaOEBERlYddR4iIiKimYNuIMOIGrRMRERERERER1QJCGkeuX7+OiRMnwt7eHnK5HLa2tlAoFDhw4AAAQCaTISkpScSp4ejoCJlMprYtWLBAyLmIiKjuk8l0s5F+MCchIqK6RNLBRtoJGVbj5+eHwsJCJCQkwMnJCTk5OUhOTkZubq6I02mYO3cuQkJCVK8tLS2fyXmJiKju4ZwjtRtzEiIiqktKOCOrMDrvOXL79m2kpqZi4cKF6Nu3LxwcHNC9e3eEh4fD19cXjo6OAIDhw4dDJpOpXgPA1q1b4ebmBlNTUzg5OUGpVKKoqEh1XCaT4bPPPsPAgQNhZmYGJycnbN68WaMOlpaWsLW1VW0NGohbmpeIiOq2J5/8V3WjZ485CRER1TXsOSKOzhtHLCwsYGFhgaSkJBQUFGgcP3LkCABg7dq1uHr1qup1amoqAgICEBoaijNnzmDlypWIj4/H/Pnz1d4fEREBPz8/ZGRkYPTo0Rg1ahTOnj2rVmbBggVo0qQJXF1d8eGHH6olM0RERFQ/MCchIiKiitJ544iRkRHi4+ORkJAAKysreHt7Y/bs2Th58iQAoFmzZgAAKysr2Nraql4rlUrMmjULgYGBcHJygo+PD6Kjo7Fy5Uq1+P7+/hg/fjzat2+P6OhouLu7Iy4uTnV82rRpSExMxN69e/Hmm2/igw8+wDvvvKPryyQiovpCpqONnjnmJEREVNdIUvU30k7YnCODBg1Camoq0tLS8MMPPyA2NhZffPEFgoKCtL4nIyMDBw4cUHsqU1xcjIcPHyI/Px/m5uYAAC8vL7X3eXl5IT09XfU6LCxM9d8uLi4wMTHBm2++iZiYGMjlco3zFhQUaDxNKigo1FqWiIjqH845UrvVppwE0J6XFBUWwMiEeQkREQESB8YII2wpX1NTU/j4+CAiIgIHDx5EUFAQoqKiyiyfl5cHpVKJ9PR01Xbq1Cn88ccfMDU1rXI9PD09UVRUhIsXL2o9HhMTg0aNGqltH3+8uMrnIyKiuoVzjtR+tSUnAbTnJcnrV1T5nEREVLeUSNXfSDthjSNPcnZ2xv379wEAxsbGKC4uVjvu5uaGzMxMtG3bVmMzMPhfNdPS0tTel5aWho4dO5Z53vT0dBgYGKB58+Zaj4eHh+POnTtq27RpM6p6mURERFTD1dScBNCel7w0ekJVLpOIiIgqQefDanJzc+Hv74/g4GC4uLjA0tISR48eRWxsLIYOHQoAcHR0RHJyMry9vSGXy2FtbY3IyEgMHjwY9vb2GDFiBAwMDJCRkYHTp09j3rx5qvibNm2Cu7s7evbsifXr1+Pw4cNYvXo1AODQoUP45Zdf0LdvX1haWuLQoUOYPn06/v3vf8Pa2lprfeVyuUbX1ocP7un6YyEiotqKw2pqrdqWkwDa8xIjkxsCPh0iIqqNOKxGHJ03jlhYWMDT0xNLly7F+fPn8ejRI7Ru3RohISGYPXs2AGDx4sUICwvDqlWr0LJlS1y8eBEKhQI7duzA3LlzsXDhQhgbG6NDhw4YP368WnylUonExERMmjQJLVq0wMaNG+Hs7AzgcUKRmJiIOXPmoKCgAG3atMH06dPVxvwSERFVBkfE1F7MSYiIqK7hhKri6LxxRC6XIyYmBjExMWWWGTJkCIYMGaKxX6FQQKFQlBvfzs4Ou3bt0nrMzc1No4srERFRdXC+kNqLOQkREdU17DkizjObc4SIiIiIiIiIqCYSspQvERFRncE5R4iIiKiG4Goz4tSqxhGJA6yIiOgZ46ga0oY5CRER6QOH1YjDYTVEREREREREVK/Vqp4jREREz5qMw2qIiIiohmDHRXHYOEJERFQejqshIiKiGoKNI+JwWA0REVE5ZDKZTrbabu7cucjPz9fY/+DBA8ydO1cPNSIiIqp/SiBVe6vtROUkMokzimm4e+eBsNiPHpUIi53/4JGw2Of/vCUs9qcTtgmLfe23XGGxa6PFR98UFrulnaWw2CbGhsJiX/rrjrDYHdo3FRa7sLBIWOz8B+JiPywQE7tNm8ZC4gLA2+O/1UmcRV+8qpM4+mJoaIirV6+iefPmavtzc3PRvHlzFBcX66lmdV+36L36rkKltbSxEBbb5wVxv1tDPNsIi23tMUVY7FtHlguLfSdfXH6p/OkPYbHv3C8UFlsuMC/5dERnIXF7xaYIiQsADnYNhcV+QWB+OatfO2GxTQWOz/j+12vVjvHKC82fXqgGE5WTcFgNERFROWTsYwng8eos2nrAZGRkoHFjcY1TRERE9D/s2iAuJ2HjCBERUTnqwpCY6rC2tlYNDWrfvr3a51FcXIy8vDxMmDBBjzUkIiKqP+rzUr6icxI2jhAREZWnnjeOLFu2DJIkITg4GEqlEo0aNVIdMzExgaOjI7y8vPRYQyIiovqjPvccEZ2TsHGEiIiIyhQYGAgAaNOmDXr06AFjY2M914iIiIjqI9E5iZCR1NevX8fEiRNhb28PuVwOW1tbKBQKHDhwAMDjLspJSUkiTg0A+O677+Dp6QkzMzNYW1tj2LBhws5FRER1m8xAN1tt17t3bxgaGuL333/H/v378fPPP6ttNRVzEiIiqku4Wo24nERIzxE/Pz8UFhYiISEBTk5OyMnJQXJyMnJzxa8c8s033yAkJAQffPAB+vXrh6KiIpw+fVr4eYmIqG6q73OOlEpLS8Mbb7yBS5cu4cmF7mQyWY1drYY5CRER1SX1eVhNKVE5ic6fZd2+fRupqalYuHAh+vbtCwcHB3Tv3h3h4eHw9fWFo6MjAGD48OGQyWSq1wCwdetWuLm5wdTUFE5OTlAqlSgq+t+yjzKZDJ999hkGDhwIMzMzODk5YfPmzarjRUVFCA0NxYcffogJEyagffv2cHZ2xmuvvabryyQiovrCQKabrZI++eQTODo6wtTUFJ6enjh8+HCZZX/99Vf4+fnB0dERMpkMy5Ytq3bMJ02YMAHu7u44ffo0bt68iVu3bqm2mzdvVvbyngnmJEREVNdIOthqO1E5ic4bRywsLGBhYYGkpCQUFBRoHD9y5AgAYO3atbh69arqdWpqKgICAhAaGoozZ85g5cqViI+Px/z589XeHxERAT8/P2RkZGD06NEYNWoUzp49CwA4fvw4Ll++DAMDA7i6uqJFixYYOHAgn9IQEVGt8vXXXyMsLAxRUVE4fvw4unTpAoVCgWvXrmktn5+fDycnJyxYsAC2trY6ifmkP/74Ax988AE6duwIKysrNGrUSG2riZiTEBER1T2ichKdN44YGRkhPj4eCQkJsLKygre3N2bPno2TJ08CAJo1awYAsLKygq2treq1UqnErFmzEBgYCCcnJ/j4+CA6OhorV65Ui+/v74/x48ejffv2iI6Ohru7O+Li4gAAf/75JwBgzpw5eP/997Fjxw5YW1ujT58+NfapFhER1WylS8ZVd6uMJUuWICQkBGPHjoWzszNWrFgBc3NzrFmzRmt5Dw8PfPjhhxg1ahTkcrlOYj7J09MT586dq9R16BtzEiIiqmskSar2VtuJykmEzTkyaNAgpKamIi0tDT/88ANiY2PxxRdfICgoSOt7MjIycODAAbWnMsXFxXj48CHy8/Nhbm4OABpL83h5eSE9PR0AUFJSAgB477334OfnB+Dx06BWrVph06ZNePPNNzXOW1BQoPE0qaCgpMzkkoiI6hddTTmi7X4jl8s17jeFhYU4duwYwsPDVfsMDAzQv39/HDp0qErn1kXMqVOnYsaMGcjOzkbnzp01Zoh3cXGpUt1Eq005CaD9e1JSVAgDI5NKXzsREdU9JfquQA0gKicRtpSvqakpfHx84OPjg4iICIwfPx5RUVFlJiJ5eXlQKpV49dVXtcaqiBYtWgAAnJ2dVfvkcjmcnJyQlZWl9T0xMTFQKpVq+2a9Oxvh4e9X6JxERFTHVWG+EG203W+ioqIwZ84ctX03btxAcXExbGxs1Pbb2Njgt99+q9K5dRGz9A/84OBg1T6ZTAZJkmr0hKxA7clJAO3fE9s+AbDrp72uRERUv9SFnh/VJSonEdY48iRnZ2fVUnnGxsYaFXZzc0NmZibatm1bbpy0tDQEBASovXZ1dQUAdOvWDXK5HJmZmejZsycA4NGjR7h48SIcHBy0xgsPD0dYWJjavoKHbI8jIiLd0na/qU29FC9cuKDvKuhMTc1JAO3fk96Lq9ZjiIiIqC4SlZPovHEkNzcX/v7+CA4OhouLCywtLXH06FHExsZi6NChAABHR0ckJyfD29sbcrkc1tbWiIyMxODBg2Fvb48RI0bAwMAAGRkZOH36NObNm6eKv2nTJri7u6Nnz55Yv349Dh8+jNWrVwMAGjZsiAkTJiAqKgqtW7eGg4MDPvzwQwCPxwVro61L813pga4/FiIiqqV0tZSvtvuNNk2bNoWhoSFycnLU9ufk5JQ52eqziFneH/Q1VW3LSQDt3xMOqSEiolLsNyIuJxGyWo2npyeWLl2KXr16oVOnToiIiEBISAiWL18OAFi8eDF2796N1q1bq56wKBQK7NixA7t27YKHhwdefPFFLF26VOPClUolEhMT4eLignXr1mHjxo1qXVZLJ6QbM2YMPDw8cOnSJezZswfW1ta6vlQiIqoHZDLdbBVlYmKCbt26ITk5WbWvpKQEycnJGnNcPOuYX375Jby9vWFnZ4dLly4BAJYtW4atW7dWqV6iMSchIqK6hhOyPiYiJ9F5zxG5XI6YmBjExMSUWWbIkCEYMmSIxn6FQgGFQlFufDs7O+zatavM48bGxli0aBEWLVpU8UoTERGVRUdzjlRGWFgYAgMD4e7uju7du2PZsmW4f/8+xo4dCwAICAhAy5YtVffawsJCnDlzRvXfly9fRnp6OiwsLFRDQ54W82k+++wzREZG4q233sL8+fNVQ1GsrKywbNkyVU+MmoQ5CRER1TWcAEJcTqLzniNERERUPSNHjsSiRYsQGRmJrl27Ij09HTt37lRNqJqVlYWrV6+qyl+5cgWurq5wdXXF1atXsWjRIri6umL8+PEVjvk0cXFxWLVqFd577z0YGhqq9ru7u+PUqVM6unIiIiKi8onKSZ7ZhKxERES1ka7mHKmsKVOmYMqUKVqPpaSkqL12dHSsUDfZ8mI+zYULF1TDTv5JLpfj/v37VYpJRERElVNXhsVUh6icpFY1jvCLQEREz5pMD8NqaqI2bdogPT1dY96NnTt3omPHjnqqlf4wJyEiIn3g7UdcTsJhNURERPRUYWFhmDx5Mr7++mtIkoTDhw9j/vz5CA8PxzvvvKPv6hEREZFAn3zyCRwdHWFqagpPT08cPny43PKbNm1Chw4dYGpqis6dO+P7779XO56Xl4cpU6agVatWMDMzg7OzM1asWFGhuojKSWpVzxEiIqJnjh1HAADjx4+HmZkZ3n//feTn5+ONN96AnZ0dPvroI4waNUrf1SMiIqoX9NFx5Ouvv0ZYWBhWrFgBT09PLFu2DAqFApmZmWjevLlG+YMHD+L1119HTEwMBg8ejA0bNmDYsGE4fvw4OnXqBOBxA8eePXvw1VdfwdHREbt27cKkSZNgZ2cHX1/fcusjKidhzxEiIqJyyGQynWx1wejRo/HHH38gLy8P2dnZ+PvvvzFu3Dh9V4uIiKjeKJGkam+VtWTJEoSEhGDs2LGqHh7m5uZYs2aN1vIfffQRBgwYgJkzZ6Jjx46Ijo6Gm5sbli9fripz8OBBBAYGok+fPnB0dMR//vMfdOnS5ak9UkqJyEnYc0SLe/cK9V2FKrEwNxYWu3WrhsJij4jqLSz2p69/Kyy2KA49WgqLffdegbDYTibWwmLfuvNAWOx2zzUWFru4WNxia0ZGhk8vVEUNG4qLbW1oJiy2KJxzRJO5uTnMzc31XY16Y9xLbYTFTr8sZjLdv3PFTdLbUC4ufU07f1NY7FtHlj+9UBVZe1RtouWK+GXbAmGxp3k5CosdlHBEWGxfj1bCYvt8tF9I3Fu3HgqJCwDXr4n7937kxBVhsdfu+E1Y7Esfay4RryvPuudIYWEhjh07hvDwcNU+AwMD9O/fH4cOHdL6nkOHDiEsLExtn0KhQFJSkup1jx49sG3bNgQHB8POzg4pKSn4/fffsXTp0krVT5c5CRtHiIiI6Klyc3MRGRmJvXv34tq1aygpUW/8u3lT3B+VREREpDsFBQUoKFB/aCqXyyGXyzXK3rhxA8XFxbCxsVHbb2Njg99+097AlJ2drbV8dna26nVcXBz+85//oFWrVjAyMoKBgQFWrVqFXr16PbX+onISNo4QERGVo64MiamuMWPG4Ny5cxg3bhxsbGz4uRAREemBLlZLi4mJgVKpVNsXFRWFOXPmVDt2RcXFxSEtLQ3btm2Dg4MDfv75Z0yePBl2dnbo379/ue8VlZOwcYSIiKg8bAMAAKSmpmL//v3o0qWLvqtCRERUb+li0HZ4eLjGsBdtvUYAoGnTpjA0NEROTo7a/pycHNja2mp9j62tbbnlHzx4gNmzZ2PLli0YNGgQAMDFxQXp6elYtGjRUxtHROUknJCViIioHJyQ9bEOHTrgwQNx8/8QERHR00lS9Te5XI6GDRuqbWU1jpiYmKBbt25ITk5W7SspKUFycjK8vLy0vsfLy0utPADs3r1bVf7Ro0d49OgRDAzUmyMMDQ01hshoIyonYeMIERERPdWnn36K9957D/v27UNubi7u3r2rthEREVHdFBYWhlWrViEhIQFnz57FxIkTcf/+fYwdOxYAEBAQoDZha2hoKHbu3InFixfjt99+w5w5c3D06FFMmfJ48uiGDRuid+/emDlzJlJSUnDhwgXEx8dj3bp1GD58+FPrIyonEdI4cv36dUycOBH29vaQy+WwtbWFQqHAgQMHADx+CvfPmWp1JSUlpcwndkeOiJuxmoiI6i6ZTDdbbWdlZYW7d++iX79+aN68OaytrWFtbQ0rKytYW4tbraq6mJMQEVFdoo+lfEeOHIlFixYhMjISXbt2RXp6Onbu3KmadDUrKwtXr15Vle/Rowc2bNiAzz//HF26dMHmzZuRlJSETp06qcokJibCw8MDo0ePhrOzMxYsWID58+djwoQJT62PqJxEyJwjfn5+KCwsREJCApycnJCTk4Pk5GTk5uaKOJ1Kjx491H4oABAREYHk5GS4u7sLPTcREdVNdaFhQxdGjx4NY2NjbNiwoVZNyMqchIiI6hIdzMdaJVOmTFH1/HhSSkqKxj5/f3/4+/uXGc/W1hZr166tUl1E5SQ6bxy5ffs2UlNTkZKSgt69ewMAHBwc0L17dwCAo6MjAKi6yzg4OODixYsAgK1bt0KpVOLMmTOws7NDYGAg3nvvPRgZPa6mTCbDp59+im3btiElJQUtWrRAbGwsRowYAeDxeKh/Tgrz6NEjbN26FVOnTq01SRwREdUsvH88dvr0aZw4cQLPP/+8vqtSYcxJiIiorqlKz4+6RlROovNhNRYWFrCwsEBSUpLG2skAVF1J165di6tXr6pep6amIiAgAKGhoThz5gxWrlyJ+Ph4zJ8/X+39ERER8PPzQ0ZGBkaPHo1Ro0bh7NmzWuuybds25ObmqsZCERERUdW4u7vjr7/+0nc1KoU5CRERUd0jKifReeOIkZER4uPjkZCQACsrK3h7e2P27Nk4efIkAKBZs2YAHo8TsrW1Vb1WKpWYNWsWAgMD4eTkBB8fH0RHR2PlypVq8f39/TF+/Hi0b98e0dHRcHd3R1xcnNa6rF69GgqFAq1atdL1ZRIRUT3BOUcemzp1KkJDQxEfH49jx47h5MmTaltNxJyEiIjqmhKp+lttJyonETbnyKBBg5Camoq0tDT88MMPiI2NxRdffIGgoCCt78nIyMCBAwfUnsoUFxfj4cOHyM/Ph7m5OQBoLBfk5eWF9PR0jXh///03fvzxR/z3v/8tt64FBQUaT5MKCgrKXMqIiIjqFw6BeGzkyJEAgODgYNU+mUwGSZIgk8lQXFysr6qVqzblJID2vORRYQGMTZiXEBGR/uYcqUlE5SRCGkcAwNTUFD4+PvDx8UFERATGjx+PqKioMhORvLw8KJVKvPrqq1pjVdbatWvRpEkT+Pr6llsuJiYGSqVSbd/06e9iRlh4Ge8gIqL6hG0jj124cEHfVaiy2pKTANrzkleCQzFo3FuVPi8REdU9JWDriKicRFjjyJOcnZ1VS+UZGxtrtOa4ubkhMzMTbdu2LTdOWloaAgIC1F67urqqlZEkCWvXrkVAQACMjY3LjRceHo6wsDC1fTeuP3za5RAREdUrDg4O+q6CztTUnATQnpesPX61jNJERET1j6icROeNI7m5ufD390dwcDBcXFxgaWmJo0ePIjY2FkOHDgXweHb45ORkeHt7Qy6Xw9raGpGRkRg8eDDs7e0xYsQIGBgYICMjA6dPn8a8efNU8Tdt2gR3d3f07NkT69evx+HDh7F69Wq1OuzZswcXLlzA+PHjn1pfuVyuMYTm3l22xhER0WMcVvM/X375JVasWIELFy7g0KFDcHBwwLJly9CmTRvVPb4mqW05CaA9LzE2uVnNT4KIiOoKDqt5TEROImS1Gk9PTyxduhS9evVCp06dEBERgZCQECxfvhwAsHjxYuzevRutW7dWPWFRKBTYsWMHdu3aBQ8PD7z44otYunSpRquQUqlEYmIiXFxcsG7dOmzcuBHOzs5qZVavXo0ePXqgQ4cOur48IiKqZzgh62OfffYZwsLC8Morr+D27duq3hZWVlZYtmyZfitXBuYkRERU13BCVnE5ic57jsjlcsTExCAmJqbMMkOGDMGQIUM09isUCigUinLj29nZYdeuXeWW2bBhQ8UqS0RERBUSFxeHVatWYdiwYViwYIFqv7u7O95++2091qxszEmIiIjqHlE5yTObc4SIiKg2kqEOdPvQgQsXLmjMpwE8boC4f/++HmpERERU/5RwXI2wnETnw2qIiIjqEg6reaxNmzZal6nduXMnOnbs+OwrREREVA9JUvW32k5UTlKreo5IdeEnSUREtUpdaNjQhbCwMEyePBkPHz6EJEk4fPgwNm7ciJiYGHzxxRf6rt4zx5yEiIj0oS7MGVJdonKSWtU4QkRERPoxfvx4mJmZ4f3330d+fj7eeOMN2NnZ4aOPPsKoUaP0XT0iIiKqJ0TlJGwcISIiKgeX8v2f0aNHY/To0cjPz0deXh6aN2+u7yoRERHVK+y5+JiInISNI0REROVg24gmc3NzmJub67saRERE9Q6H1ajTZU7CxhEtDAzEZcJ37j4UFrvwUbGw2CeO/S0u9sG/hMUWxaFHS2GxLx28LCz21i+OCIvdPLyPsNgin9wXF5cIi21oKG7Oa5G/S0Q+kHjwsEhI3LZtmwiJC6Bet464urpW+N/f8ePHBdem/tpyPFtY7NA+bYTEXXXogZC4APC8laWw2E0s5cJi38l/JCz2L9sWPL1QFXn6zhIW+9aR5cJid2nbVFhsS1Nx9/dmVmZC4l68kCskLgD07O4gLHZhkbi/b9YHdBMWW6T62jjyLHISNo4QERGRVsOGDdN3FYiIiIieSU7CxhEiIqJy1OOOI4iKitJ3FYiIiOgfJNTPriPPIidh4wgREVE5OCErERER1RT1dVjNs8DGESIionKwbeQxa2trrQ1FMpkMpqamaNu2LYKCgjB27Fg91I6IiKh+4GI14nISNo4QERHRU0VGRmL+/PkYOHAgunfvDgA4fPgwdu7cicmTJ+PChQuYOHEiioqKEBISoufaEhERUV0lKicRMtXy9evXMXHiRNjb20Mul8PW1hYKhQIHDhwA8LhFJykpScSp8fvvv2Po0KFo2rQpGjZsiJ49e2Lv3r1CzkVERHWfTCbTyVbb7d+/H/PmzcOXX36JqVOnYurUqfjyyy8xb948HDt2DKtWrcKHH36Ijz/+WN9VVcOchIiI6pISSar2VtuJykmENI74+fnhxIkTSEhIwO+//45t27ahT58+yM0Vt4RUqcGDB6OoqAh79uzBsWPH0KVLFwwePBjZ2eKWwSMiorpLJtPNVtv9+OOP6N+/v8b+l156CT/++CMA4JVXXsGff/75rKtWLuYkRERUl5RI1d9qO1E5ic4bR27fvo3U1FQsXLgQffv2hYODA7p3747w8HD4+vrC0dERADB8+HDIZDLVawDYunUr3NzcYGpqCicnJyiVShQVFamOy2QyfPbZZxg4cCDMzMzg5OSEzZs3q47fuHEDf/zxB2bNmgUXFxe0a9cOCxYsQH5+Pk6fPq3rSyUionpApqOtsj755BM4OjrC1NQUnp6eOHz4cLnlN23ahA4dOsDU1BSdO3fG999/r3Y8Ly8PU6ZMQatWrWBmZgZnZ2esWLGiwvVp3Lgxtm/frrF/+/btaNy4MQDg/v37sLS0rHBM0ZiTEBFRXSNJ1d9qO1E5ic7nHLGwsICFhQWSkpLw4osvQi6Xqx0/cuQImjdvjrVr12LAgAEwNDQEAKSmpiIgIAAff/wx/vWvf+H8+fP4z3/+A0B92Z6IiAgsWLAAH330Eb788kuMGjUKp06dQseOHdGkSRM8//zzWLduHdzc3CCXy7Fy5Uo0b94c3bp10/WlEhERCfH1118jLCwMK1asgKenJ5YtWwaFQoHMzEw0b95co/zBgwfx+uuvIyYmBoMHD8aGDRswbNgwHD9+HJ06dQIAhIWFYc+ePfjqq6/g6OiIXbt2YdKkSbCzs4Ovr+9T6xQREYGJEydi7969qvG9R44cwffff69qZNm9ezd69+6tw0+iepiTEBER1T2ichKd9xwxMjJCfHw8EhISYGVlBW9vb8yePRsnT54EADRr1gwAYGVlBVtbW9VrpVKJWbNmITAwEE5OTvDx8UF0dDRWrlypFt/f3x/jx49H+/btER0dDXd3d8TFxQF4/BTnp59+wokTJ2BpaQlTU1MsWbIEO3fuhLW1ta4vlYiI6gF9zDmyZMkShISEYOzYsaoeHubm5lizZo3W8h999BEGDBiAmTNnomPHjoiOjoabmxuWL1+uKnPw4EEEBgaiT58+cHR0xH/+8x906dLlqT1SSoWEhGDfvn1o0KABvv32W3z77bcwNzfHvn37MG7cOADAjBkz8PXXX1fqWkViTkJERHUN5xwRl5MIWa3Gz88PgwYNQmpqKtLS0vDDDz8gNjYWX3zxBYKCgrS+JyMjAwcOHMD8+fNV+4qLi/Hw4UPk5+fD3NwcAODl5aX2Pi8vL6SnpwMAJEnC5MmT0bx5c6SmpsLMzAxffPEFhgwZgiNHjqBFixYa5y0oKEBBQYHGviefLhERUf2kq/lCtN1v5HK5xv2msLAQx44dQ3h4uGqfgYEB+vfvj0OHDmmNfejQIYSFhantUygUahON9ujRA9u2bUNwcDDs7OyQkpKC33//HUuXLq3wNXh7e8Pb27vC5WuC2pSTANq/JyWPCmFgbFLFT4CIiOqSOtC2oRMichIhE7ICgKmpKXx8fBAREYGDBw8iKChIrSvqk/Ly8qBUKpGenq7aTp06hT/++AOmpqYVOueePXuwY8cOJCYmwtvbG25ubvj0009hZmaGhIQEre+JiYlBo0aN1La45UuqdM1ERFT36KrniLb7TUxMjMb5bty4geLiYtjY2Kjtt7GxKXMiz+zs7KeWj4uLg7OzM1q1agUTExMMGDAAn3zyCXr16lXhz6KkpAS///479u/fj59//lltq8lqS04CaM9LLuxeV+lrJiKiuqlEB1tdICInEdJzRBtnZ2fVEyxjY2MUFxerHXdzc0NmZibatm1bbpy0tDQEBASovXZ1dQUA5OfnA3j8hO2fDAwMUFKi/WsQHh6u8bTtZm6B1rJERERVpe1+8yx7KcbFxSEtLQ3btm2Dg4MDfv75Z0yePBl2dnZaZ3x/UlpaGt544w1cunQJ0hOPrWQymcZ9vSarqTkJoP17Mnx1ern1ICIiqk9E5SQ6bxzJzc2Fv78/goOD4eLiAktLSxw9ehSxsbEYOnQoAMDR0RHJycnw9vaGXC6HtbU1IiMjMXjwYNjb22PEiBEwMDBARkYGTp8+jXnz5qnib9q0Ce7u7ujZsyfWr1+Pw4cPY/Xq1QAed2e1trZGYGAgIiMjYWZmhlWrVuHChQsYNGiQ1vpq69J8P++urj8WIiKqpXQ1rEbb/Uabpk2bwtDQEDk5OWr7c3JyYGtrq/U9tra25ZZ/8OABZs+ejS1btqjuhy4uLkhPT8eiRYsq1DgyYcIEuLu747vvvkOLFi0qPY+KPtS2nATQ/j3hkBoiIipVF+YMqS5ROYnOh9VYWFjA09MTS5cuRa9evdCpUydEREQgJCRENTHc4sWLsXv3brRu3Vr1hEWhUGDHjh3YtWsXPDw88OKLL2Lp0qVwcHBQi69UKpGYmAgXFxesW7cOGzduhLOzM4DHCeXOnTuRl5eHfv36wd3dHfv378fWrVvRpUsXXV8qERHVA896QlYTExN069YNycnJqn0lJSVITk7WmOOilJeXl1p54PEs7aXlHz16hEePHmn0YjA0NCy3F8M//fHHH/jggw/QsWNHWFlZaQz9qImYkxARUV3DpXzF5SQ67zkil8sRExOjdRx1qSFDhmDIkCEa+xUKBRQKRbnx7ezssGvXrjKPu7u748cff6x4hYmIiGqYsLAwBAYGwt3dHd27d8eyZctw//59jB07FgAQEBCAli1bqu61oaGh6N27NxYvXoxBgwYhMTERR48exeeffw4AaNiwIXr37o2ZM2fCzMwMDg4O2LdvH9atW4clSyo2z5anpyfOnTv31KEmNQlzEiIiorpHVE7yzOYcISIiqo30MXpk5MiRuH79OiIjI5GdnY2uXbti586dqklXs7Ky1HqB9OjRAxs2bMD777+P2bNno127dkhKSkKnTp1UZRITExEeHo7Ro0fj5s2bcHBwwPz58zFhwoQK1Wnq1KmYMWMGsrOz0blzZxgbG6sdd3Fx0cGVExERUXlK6kDPj+oSlZOwcYSIiKgc+ppaY8qUKZgyZYrWYykpKRr7/P394e/vX2Y8W1tbrF27tsr18fPzAwAEBwer9slkMkiSVOsmZCUiIqqtnpyAtD4SlZPUqsYRfhGIiOhZqw0Tjz4LFy5c0HcVahTmJEREpA/sOSIuJ6lVjSNERESkH09ORkpERESkD6JyEjaOEBERlYMdR9SdOXMGWVlZKCwsVNvv6+urpxoRERHVH+w58j+6zknYOEJERFQODqt57M8//8Tw4cNx6tQp1bhe4H+fD+ccISIiEo/DOsXlJGwc0aKxtZmw2JYWJsJiFxeXCIs9xNdZWOyBr3QQFvu3QDchce/eKxASFwC2fnFEWOz09b8Kix13R9xnItL8tX7CYhsaCgsNC4G/S0xMxN0aSmrj4w62jQB4vFxwmzZtkJycjDZt2uDw4cPIzc3FjBkzsGjRIn1Xr047fkTcfC/z8sT87rZrZiEkLgAMnPOdsNhWzayExR74rzbCYk/zchQW+9aR5cJiW3ton3RaF0TWO/v2Q2Gxt53IERK3WXNLIXEB4OyfucJi//XnNWGx2x79S1jsvz8dJiy2uL/4ag9ROQkbR4iIiOipDh06hD179qBp06YwMDCAgYEBevbsiZiYGEybNg0nTpzQdxWJiIioHhCVkxjouJ5ERER1ikwm08lW2xUXF8PS8vGTx6ZNm+LKlSsAHk+KlpmZqc+qERER1RuSJFV7q+1E5STsOUJERFSOutCwoQudOnVCRkYG2rRpA09PT8TGxsLExASff/45nJyc9F09IiKieqEOtG1Um6ichI0jRERE5WDbyGPvv/8+7t+/DwCYO3cuBg8ejH/9619o0qQJEhMT9Vw7IiKi+qGErSPCchI2jhAREdFTKRQK1X+3bdsWv/32G27evAlra2v2riEiIqJnRlROImTOkevXr2PixImwt7eHXC6Hra0tFAoFDhw4AOBxF+WkpCQRp8bx48fh4+MDKysrNGnSBP/5z3+Ql5cn5FxERFT3cc6Rx4KDg3Hv3j21fY0bN0Z+fj6Cg4P1VKunY05CRER1iSRVf6uKTz75BI6OjjA1NYWnpycOHz5cbvlNmzahQ4cOMDU1RefOnfH9999rlDl79ix8fX3RqFEjNGjQAB4eHsjKynpqXUTlJEIaR/z8/HDixAkkJCTg999/x7Zt29CnTx/k5opb5gkArly5gv79+6Nt27b45ZdfsHPnTvz6668ICgoSel4iIqq7ZDLdbLVdQkICHjx4oLH/wYMHWLdunR5qVDHMSYiIqC7Rx4SsX3/9NcLCwhAVFYXjx4+jS5cuUCgUuHZN+1LLBw8exOuvv45x48bhxIkTGDZsGIYNG4bTp0+rypw/fx49e/ZEhw4dkJKSgpMnTyIiIgKmpqZPrY+onETnjSO3b99GamoqFi5ciL59+8LBwQHdu3dHeHg4fH194ejoCAAYPnw4ZDKZ6jUAbN26FW5ubjA1NYWTkxOUSiWKiopUx2UyGT777DMMHDgQZmZmcHJywubNm1XHd+zYAWNjY3zyySd4/vnn4eHhgRUrVuCbb77BuXPndH2pRERUD9T3niN3797FnTt3IEkS7t27h7t376q2W7du4fvvv0fz5s31XU2tmJMQEVFdo4+eI0uWLEFISAjGjh0LZ2dnrFixAubm5lizZo3W8h999BEGDBiAmTNnomPHjoiOjoabmxuWL1+uKvPee+/hlVdeQWxsLFxdXfHcc8/B19e33JxCdE6i88YRCwsLWFhYICkpCQUFBRrHjxw5AgBYu3Ytrl69qnqdmpqKgIAAhIaG4syZM1i5ciXi4+Mxf/58tfdHRETAz88PGRkZGD16NEaNGoWzZ88CAAoKCmBiYgIDg/9dlpmZGQBg//79ur5UIiKiOs/KygqNGzeGTCZD+/btYW1trdqaNm2K4OBgTJ48Wd/V1Io5CRERkaaCggK1hoW7d+9qvU8CQGFhIY4dO4b+/fur9hkYGKB///44dOiQ1vccOnRIrTzweJ6Q0vIlJSX47rvv0L59eygUCjRv3hyenp5PHeYqOifReeOIkZER4uPjkZCQACsrK3h7e2P27Nk4efIkAKBZs2YAHl+Yra2t6rVSqcSsWbMQGBgIJycn+Pj4IDo6GitXrlSL7+/vj/Hjx6N9+/aIjo6Gu7s74uLiAAD9+vVDdnY2PvzwQxQWFuLWrVuYNWsWAODq1au6vlQiIqoH6nvPkb179yI5ORmSJGHz5s3Ys2ePatu/fz+ysrLw3nvv6buaWjEnISKiuqZEkqq9xcTEoFGjRmpbTEyM1vPduHEDxcXFsLGxUdtvY2OD7Oxsre/Jzs4ut/y1a9eQl5eHBQsWYMCAAdi1axeGDx+OV199Ffv27Svz2kXnJEJWq/Hz88OgQYOQmpqKtLQ0/PDDD4iNjcUXX3xR5ljbjIwMHDhwQO2pTHFxMR4+fIj8/HyYm5sDALy8vNTe5+XlhfT0dADACy+8gISEBISFhSE8PByGhoaYNm0abGxs1J7c/FNBQYFmK1mJAeRyedUunoiI6pRa3K6hE7179wYAXLhwAa1bty7zflpT1aacBNCel0jFjyAzNK7C1RMRUV2ji4V8w8PDERYWprbvWf79W1JSAgAYOnQopk+fDgDo2rUrDh48iBUrVqhyjyeJzkmELeVramoKHx8f+Pj4ICIiAuPHj0dUVFSZiUheXh6USiVeffVVrbEq6o033sAbb7yBnJwcNGjQADKZDEuWLIGTk5PW8jExMVAqlWr73pv9PiLej6zwOYmIqO6qzb0+dMnBwQG3b9/G4cOHce3aNVViUyogIEBPNXu62pKTANrzElOXV2HedUSFz0tERHVXVSZUfZJcLq9wY0jTpk1haGiInJwctf05OTmwtbXV+h5bW9tyyzdt2hRGRkZwdnZWK9OxY8cKDT0VlZMIaxx5krOzs2oMkbGxMYqLi9WOu7m5ITMzE23bti03TlpamtrFpqWlwdXVVaNcaTeeNWvWqJIibbS1mqGkdj0VIyIiEm379u0YPXo08vLy0LBhQ7VGI5lMVqMbR55UU3MSQHte4jgpqdx6EBERiWJiYoJu3bohOTkZw4YNA/C450dycjKmTJmi9T1eXl5ITk7GW2+9pdq3e/duVY9LExMTeHh4IDMzU+19v//+OxwcHJ5aJ1E5ic4bR3Jzc+Hv74/g4GC4uLjA0tISR48eRWxsLIYOHQoAcHR0RHJyMry9vSGXy2FtbY3IyEgMHjwY9vb2GDFiBAwMDJCRkYHTp09j3rx5qvibNm2Cu7s7evbsifXr1+Pw4cNYvXq16vjy5cvRo0cPWFhYYPfu3Zg5cyYWLFgAKysrrfXV1mpW8OCRrj8WIiKqpWQG7DkCADNmzEBwcDA++OAD1bCSmq625SSA9ryEQ2qIiKhUiS7G1VRSWFgYAgMD4e7uju7du2PZsmW4f/8+xo4dC+BxT42WLVuq5i0JDQ1F7969sXjxYgwaNAiJiYk4evQoPv/8c1XMmTNnYuTIkejVqxf69u2LnTt3Yvv27UhJSXlqfUTlJDpvHLGwsICnpyeWLl2K8+fP49GjR2jdujVCQkIwe/ZsAMDixYsRFhaGVatWoWXLlrh48SIUCgV27NiBuXPnYuHChTA2NkaHDh0wfvx4tfhKpRKJiYmYNGkSWrRogY0bN6p1xzl8+DCioqKQl5eHDh06YOXKlRgzZoyuL5OIiOoJjqp57PLly5g2bVqtaRgBmJMQEVHdo4thNZU1cuRIXL9+HZGRkcjOzkbXrl2xc+dOVc/IrKwstfk/evTogQ0bNuD999/H7Nmz0a5dOyQlJaFTp06qMsOHD8eKFSsQExODadOm4fnnn8c333yDnj17PrU+onISmaSPT7eKZDIZtmzZourOI4rIniOPHhU/vVAVFReXPL1QFZmaiXtqVVQkrt6/Zd4QEvfuPe1LXenC1i+OCIudvv5XYbE7DC6/+3lNNX+tn7DYchNDYbFLBP7qNjERN+KyRNDjDvMGJkLiAsB/E9N1Eue1UV11EkdfXn31VYwaNQqvvfaavqtSIzyrnAQAmgRuFBa7XUc7IXHtmlkIiQsAe/f+Jiy2VTMrYbEH/quNsNjTvByFxXZsJq5B1NpDe5d8Xbh1ZLmw2Nm3HwqLHaKje86Tcm/mC4kLiLu3A8Bff14TFtvMwkxY7L8/HSYs9pj1GdWO8eXoLjqoif6Iykme2ZwjREREtREnZH1s0KBBmDlzJs6cOYPOnTvD2Fi90dzX11dPNSMiIqo/ak/XBnFE5SRsHCEiIioH20YeCwkJAQDMnTtX45hMJtOY1JSIiIh0rxYN/BBGVE5SqxpH+EUgIqJnjT1HHntymbz6jjkJERHpgz4mZK1pROUkXLOWiIiIKuXhQ3Hj7YmIiIgqSpc5CRtHiIiIyiGTyXSy1XbFxcWIjo5Gy5YtYWFhgT///BMAEBERobZ8LREREYkjSVK1t9pOVE7CxhEiIqJyyGS62Wq7+fPnIz4+HrGxsTAx+d/qQJ06dcIXX3yhx5oRERHVH5IOttpOVE5Sq+YceVYKC8VNKidyCViLBuKW282/L255Y8uGcmGxW9pZConrZGItJC4ANA/vIyx23B1x37/fdpwTFttQ4JK49/LEfSYFxuLq/UjgEtjNmzYQFrtE4JLjwtSFlg0dWLduHT7//HO89NJLmDBhgmp/ly5d8Ntv4pZWJcCxra2w2C+7ilnKd9eJK0LiAsCwwS7CYieuTBIW+45bS2GxgxKOCIvdpW1TYbFFLrdbW5cJ9nW1ERL392vihkM+fCTub6fzZ/8WFrutoKXMRSupAz0/qktUTsKeI0RERPRUly9fRtu2bTX2l5SU4NEjcQ3oRERERP8kKidh4wgREVE5OOfIY87OzkhNTdXYv3nzZri6uuqhRkRERPWPJFV/q+1E5SQcVkNERFSOOtCuoRORkZEIDAzE5cuXUVJSgm+//RaZmZlYt24dduzYoe/qERER1Qt1YULV6hKVk7DnCBERUTlkBjKdbLXd0KFDsX37dvz0009o0KABIiMjcfbsWWzfvh0+Pj76rh4REVG9wJ4j4nIS9hwhIiKiCvnXv/6F3bt367saREREVM+JyEkq3XPk+vXrmDhxIuzt7SGXy2FrawuFQoEDBw4AeDw2OykpSaeVLDV//nz06NED5ubmsLKy0lomKysLgwYNgrm5OZo3b46ZM2eiqKhISH2IiKju41K+NRvzEiIiqk9KJKnaG2lX6Z4jfn5+KCwsREJCApycnJCTk4Pk5GTk5uaKqJ+awsJC+Pv7w8vLC6tXr9Y4XlxcjEGDBsHW1hYHDx7E1atXERAQAGNjY3zwwQfC60dERHVPXZhMtS5jXkJERPUJ2zbEqVTPkdu3byM1NRULFy5E37594eDggO7duyM8PBy+vr5wdHQEAAwfPhwymUz1GgC2bt0KNzc3mJqawsnJCUqlUu3JiUwmw2effYaBAwfCzMwMTk5O2Lx5s9r5lUolpk+fjs6dO2ut365du3DmzBl89dVX6Nq1KwYOHIjo6Gh88sknKCwsrMylEhERAdDfajWffPIJHB0dYWpqCk9PTxw+fLjc8ps2bUKHDh1gamqKzp074/vvv9coc/bsWfj6+qJRo0Zo0KABPDw8kJWVVem61RTMS4iIqL6RJKnaG2lXqcYRCwsLWFhYICkpCQUFBRrHjxw5AgBYu3Ytrl69qnqdmpqKgIAAhIaG4syZM1i5ciXi4+Mxf/58tfdHRETAz88PGRkZGD16NEaNGoWzZ89WuH6HDh1C586dYWNjo9qnUChw9+5d/Prrr5W5VCIiIr35+uuvERYWhqioKBw/fhxdunSBQqHAtWvXtJY/ePAgXn/9dYwbNw4nTpzAsGHDMGzYMJw+fVpV5vz58+jZsyc6dOiAlJQUnDx5EhERETA1NX1Wl6VzzEuIiIhIVyrVOGJkZIT4+HgkJCTAysoK3t7emD17Nk6ePAkAaNasGQDAysoKtra2qtdKpRKzZs1CYGAgnJyc4OPjg+joaKxcuVItvr+/P8aPH4/27dsjOjoa7u7uiIuLq3D9srOz1RIQAKrX2dnZlblUIiIiAPqZc2TJkiUICQnB2LFj4ezsjBUrVsDc3Bxr1qzRWv6jjz7CgAEDMHPmTHTs2BHR0dFwc3PD8uXLVWXee+89vPLKK4iNjYWrqyuee+45+Pr6onnz5tX5ePSKeQkREdU3JVL1N9KuSnOODBo0CKmpqUhLS8MPP/yA2NhYfPHFFwgKCtL6noyMDBw4cEDtiUxxcTEePnyI/Px8mJubAwC8vLzU3ufl5YX09PTKVrFSCgoKNJ42FRZIkMvlQs9LRES1g67mHNF2v5HL5Rr3m8LCQhw7dgzh4eGqfQYGBujfvz8OHTqkNfahQ4cQFhamtk+hUKgmIi0pKcF3332Hd955BwqFAidOnECbNm0QHh6OYcOGVaj+xcXFiI+PR3JyMq5du4aSkhK143v27KlQHF2rD3lJSVEhDIxMhJ6XiIhqBwls3RCVk1R6tRoAMDU1hY+PDyIiInDw4EEEBQUhKiqqzPJ5eXlQKpVIT09XbadOncIff/yh0+68tra2yMnJUdtX+trW1lbre2JiYtCoUSO1bfGSD3VWJyIiqt10NeeItvtNTEyMxvlu3LiB4uJirT0OyuptUFYPhdLy165dQ15eHhYsWIABAwZg165dGD58OF599VXs27evQp9DaGgoQkNDUVxcjE6dOqFLly5qmz7V9bwk++cNOqsTERHVbpJU/a22E5WTVLrniDbOzs6qp1PGxsYoLi5WO+7m5obMzEy0bdu23DhpaWkICAhQe+3q6lrhenh5eWH+/Pm4du2aqpvw7t270bBhQzg7O2t9T3h4uMbTtsKHdeAbQ0RENYq2+82z6qVY+kRl6NChmD59OgCga9euOHjwIFasWIHevXs/NUZiYiL++9//4pVXXhFaV12oa3lJ78XaewwRERHVR6Jykko1juTm5sLf3x/BwcFwcXGBpaUljh49itjYWAwdOhQA4OjoiOTkZHh7e0Mul8Pa2hqRkZEYPHgw7O3tMWLECBgYGCAjIwOnT5/GvHnzVPE3bdoEd3d39OzZE+vXr8fhw4fVlsbLysrCzZs3kZWVheLiYlXX1rZt28LCwgIvv/wynJ2dMWbMGMTGxiI7Oxvvv/8+Jk+eXGYCqq1L8z3pYWU+FiIiqsN0tZKvtvuNNk2bNoWhoaHWHgdl9TYoq4dCafmmTZvCyMhI4w/yjh07Yv/+/RWqv4mJyVMbE561+pKXcEgNERGV4moz4nKSSq9W4+npiaVLl6JXr17o1KkTIiIiEBISopr0bfHixdi9ezdat26terqiUCiwY8cO7Nq1Cx4eHnjxxRexdOlSODg4qMVXKpVITEyEi4sL1q1bh40bN6olcpGRkXB1dUVUVBTy8vLg6uoKV1dXHD16FABgaGiIHTt2wNDQEF5eXvj3v/+NgIAAzJ07t1ofEhER1V/PeilfExMTdOvWDcnJyap9JSUlSE5O1pgDo5SXl5daeeBxD4XS8iYmJvDw8EBmZqZamd9//13jXlyWGTNm4KOPPqpRSRnzEiIiqm84Iau4nKRSPUfkcjliYmK0jpEuNWTIEAwZMkRjv0KhgEKhKDe+nZ0ddu3aVebx+Ph4xMfHlxvDwcEB33//fblliIiIarKwsDAEBgbC3d0d3bt3x7Jly3D//n2MHTsWABAQEICWLVuq7sehoaHo3bs3Fi9ejEGDBiExMRFHjx7F559/roo5c+ZMjBw5Er169ULfvn2xc+dObN++HSkpKRWq0/79+7F371788MMPeOGFF2BsbKx2/Ntvv9XNxVcC8xIiIqL6R1ROopM5R4iIiOoqXa1WUxkjR47E9evXERkZiezsbHTt2hU7d+5UTbqalZUFA4P/df7s0aMHNmzYgPfffx+zZ89Gu3btkJSUhE6dOqnKDB8+HCtWrEBMTAymTZuG559/Ht988w169uxZoTpZWVlh+PDhur1QIiIiqpSa1INTX0TlJGwcISIiKoce2kYAAFOmTMGUKVO0HtPW28Pf3x/+/v7lxgwODkZwcHCV6rN27doqvY+IiIh0h20j4nKSGtM4whYwIiKqiWQGemodIb1iXkJERDVRCe9PwtSYxhEiIiKq2TZv3oz//ve/yMrKQmFhodqx48eP66lWREREVN+IyEkqtVoNERFRfSOT6War7T7++GOMHTsWNjY2OHHiBLp3744mTZrgzz//xMCBA/VdPSIionpBkqq/1XaichI2jhAREZVDpqP/1XaffvopPv/8c8TFxcHExATvvPMOdu/ejWnTpuHOnTv6rh4REVG9IElStbfaTlROwmE1Wty89UBY7EdFJcJim5sZP71QFRkZiWtHu59X+PRCVWRibCgk7q074r4j+lgZQxcMTcR81gBQXFgsLPaJ41eExfbp31ZY7Os38oXFNhA4x4aJ3ERYbGFq5z9JncvKykKPHj0AAGZmZrh37x4AYMyYMXjxxRexfPlyfVavTgvp30ZY7ON/3xcS17FFQyFxAeDOfXF5w7Cxmss+64pcUE4CAL4erYTFtjQVlwNm334oLPatI+J+J1l7aJ8sWxdC508TEjfl+N9C4gJAiEJcvrOhWNzfTic3fSMsNsJ7CwtdB9o2qk1UTsKeI0RERPRUtra2uHnzJgDA3t4eaWlpAIALFy7UiadQREREVDuIyknYOEJERFQOmUymk62269evH7Zt2wYAGDt2LKZPnw4fHx+MHDkSw4cP13PtiIiI6gcOqxGXk3BYDRERUTnqQLuGTnz++ecoKXncvXny5Mlo0qQJDh48CF9fX7z55pt6rh0REVH9UAfaNqpNVE7CxhEiIqJy1IVeH7pgYGAAA4P/dTgdNWoURo0apccaERER1T91oedHdYnKSTishoiIiCokNTUV//73v+Hl5YXLly8DAL788kvs379fzzUjIiKi+kRETlLpxpHr169j4sSJsLe3h1wuh62tLRQKBQ4cOADg8RO2pKSkKleoPPPnz0ePHj1gbm4OKysrrWWmTZuGbt26QS6Xo2vXrkLqQURE9YdMpputtvvmm2+gUChgZmaGEydOoKCgAABw584dfPDBB3qpE3MSIiKqbzjniLicpNKNI35+fjhx4gQSEhLw+++/Y9u2bejTpw9yc3OrXImKKiwshL+/PyZOnFhuueDgYIwcOVJ4fYiIqO7jhKyPzZs3DytWrMCqVatgbPy/peO9vb1x/PhxvdSJOQkREdU3klT9rbYTlZNUas6R27dvIzU1FSkpKejd+/HazQ4ODujevTsAwNHREQBUM8Q6ODjg4sWLAICtW7dCqVTizJkzsLOzQ2BgIN577z0YGT2ugkwmw6effopt27YhJSUFLVq0QGxsLEaMGKE6v1KpBADEx8eXWcePP/4YwOOnSSdPnqzM5REREWmoA+0aOpGZmYlevXpp7G/UqBFu3779zOvDnISIiOqjutDzo7pE5SSV6jliYWEBCwsLJCUlqbqu/NORI0cAAGvXrsXVq1dVr1NTUxEQEIDQ0FCcOXMGK1euRHx8PObPn6/2/oiICPj5+SEjIwOjR4/GqFGjcPbs2apeGxEREemIra0tzp07p7F///79cHJyeub1YU5CRERUP4nKSSrVOGJkZIT4+HgkJCTAysoK3t7emD17tuppSLNmzQAAVlZWsLW1Vb1WKpWYNWsWAgMD4eTkBB8fH0RHR2PlypVq8f39/TF+/Hi0b98e0dHRcHd3R1xcXJUvjoiIqLo4rOaxkJAQhIaG4pdffoFMJsOVK1ewfv16vP32208dWiICcxIiIqqPOKxGXE5S6aV8/fz8MGjQIKSmpiItLQ0//PADYmNj8cUXXyAoKEjrezIyMnDgwAG1pzLFxcV4+PAh8vPzYW5uDgDw8vJSe5+XlxfS09MrW8VKKSgo0HjiVFBQALlcLvS8RERUO9SBdg2dmDVrFkpKSvDSSy8hPz8fvXr1glwux9tvv42pU6fqpU51LScBtOcljwoLYGzCvISIiDisBhCXk1RpKV9TU1P4+PggIiICBw8eRFBQEKKiososn5eXB6VSifT0dNV26tQp/PHHHzA1Na1y5XUhJiYGjRo1Uts+/WypXutEREQ1B1ereUwmk+G9997DzZs3cfr0aaSlpeH69euIjo7Wa73qUk4CaM9Lflz3mb6rRURENQR7jojLSSrdc0QbZ2dn1VJ5xsbGKC4uVjvu5uaGzMxMtG3bttw4aWlpCAgIUHvt6uqqiyqWKTw8HGFhYWr7sq/mCz0nERFRbWViYgJnZ2d9V6NMtTknAbTnJQknrgo/LxERUW2j65ykUo0jubm58Pf3R3BwMFxcXGBpaYmjR48iNjYWQ4cOBfB4dvjk5GR4e3tDLpfD2toakZGRGDx4MOzt7TFixAgYGBggIyMDp0+fxrx581TxN23aBHd3d/Ts2RPr16/H4cOHsXr1atXxrKws3Lx5E1lZWSguLlZ1b23bti0sLCwAAOfOnUNeXh6ys7Px4MEDVRlnZ2eYmJhoXJNcLtcYQnPrZrFGOSIiqp9kqAPdPqohODi4QuXWrFkjuCbq6mJOAmjPS4xNburqYyMiolpOX8NqPvnkE3z44YfIzs5Gly5dEBcXp1ohTptNmzYhIiICFy9eRLt27bBw4UK88sorWstOmDABK1euxNKlS/HWW2+VGVN0TlKpxhELCwt4enpi6dKlOH/+PB49eoTWrVsjJCQEs2fPBgAsXrwYYWFhWLVqFVq2bImLFy9CoVBgx44dmDt3LhYuXAhjY2N06NAB48ePV4uvVCqRmJiISZMmoUWLFti4caNaS1BkZCQSEhJUr0uf4Ozduxd9+vQBAIwfPx779u3TKHPhwgXVsn5EREQVVReGxFRHfHw8HBwc4OrqWqPGOTMnISKi+kgft+Kvv/4aYWFhWLFiBTw9PbFs2TIoFApkZmaiefPmGuUPHjyI119/HTExMRg8eDA2bNiAYcOG4fjx4+jUqZNa2S1btiAtLQ12dnZPrYfonEQm1ZBMRyaTYcuWLRg2bJi+q4JLF28Ji/2oqERY7CbWZsJiGxlVaXqaCikpEfcVLC4W83nfvvtQSFwAePhQXM+lj9/dKSz2H7suCItdXCjuMwn95jVhsX36l99tvzqu3xA3/M+uhaWw2EbGhkLiGgr8HXX48F86idO9e2udxHnWJk+ejI0bN8LBwQFjx47Fv//9bzRu3Fjf1RKqJuUkALDi0EVhsY//fV9I3Lv5hULiAkChwFxKLuh3FACYmYiL3baZubDYlqbifr8Oeb6FsNi2VuLmELL2mCIsduj8aULifnfokpC4ABCiEJfvhC9LERa75M8TwmI/OP6xsNge81OqHePIe30qVd7T0xMeHh5Yvnw5AKCkpAStW7fG1KlTMWvWLI3yI0eOxP3797Fjxw7VvhdffBFdu3bFihUrVPsuX74MT09P/Pjjjxg0aBDeeuutcnuOiM5JxP22IyIiqgPq+1K+n3zyCa5evYp33nkH27dvR+vWrfHaa6/hxx9/rFE9SYiIiOoDSZKqvVVGYWEhjh07hv79+6v2GRgYoH///jh06JDW9xw6dEitPAAoFAq18iUlJRgzZgxmzpyJF154oUJ1EZ2TsHGEiIioHFyt5vE8GK+//jp2796NM2fO4IUXXsCkSZPg6OiIvLw8fVePiIio3tDFajUFBQW4e/eu2vbkMvKlbty4geLiYtjY2Kjtt7GxQXZ2ttb3ZGdnP7X8woULYWRkhGnTKtdbSmROopPVanSBT5+IiKgmqs29PkQwMDCATCaDJEkaK8HUFcxJiIioptLFPSomJgZKpVJtX1RUFObMmVPt2BVx7NgxfPTRRzh+/Hi18ixd5yTsOUJERETlKigowMaNG+Hj44P27dvj1KlTWL58ObKyslQrsxAREVHtEB4ejjt37qht4eHhWss2bdoUhoaGyMnJUdufk5MDW1tbre+xtbUtt3xqaiquXbsGe3t7GBkZwcjICJcuXcKMGTOeOmG5yJykxvQcISIiqonqe8eRSZMmITExEa1bt0ZwcDA2btyIpk2b6rtaRERE9ZIuOjdqWza+LCYmJujWrRuSk5NVE5WXlJQgOTkZU6Zon5zYy8sLycnJapOr7t69G15eXgCAMWPGaJ2TZMyYMRg7dmyZdRGdk7BxhIiIqBz1fVjNihUrYG9vDycnJ+zbt09tadp/+vbbb59xzYiIiOoffQz9DAsLQ2BgINzd3dG9e3csW7YM9+/fVzVkBAQEoGXLloiJiQEAhIaGonfv3li8eDEGDRqExMREHD16FJ9//jkAoEmTJmjSpInaOYyNjWFra4vnn3++zHqIzknYOKJFkybilkO7deuBsNhyU3E/TkNDcX8cGBiIG911+tecpxeqgnbPiVvGUtTywwAwf62fsNj38rRP4qQLJ45fERb7I7//Cov93UsOwmL3H+smLHY3gUvO5j94JCRuFxdxy0GifreNICAgoN43EOnbki2/CYs9YXB7IXEXb/xdSFwAeFQo5vcIANz7S9xyp7e+nyksts9H+4XFbmZlJiz2thNi8jQA8HW1eXqhKhK13C4AfPSemCVgDyR9ICQuAJy6fkdY7IhJvYTFHucxRlhskfQxLdbIkSNx/fp1REZGIjs7G127dsXOnTtVk65mZWWp/U3Xo0cPbNiwAe+//z5mz56Ndu3aISkpCZ06dapWPUTnJGwcISIiojLFx8fruwpERESkZ1OmTClzGE1KSorGPn9/f/j7+1c4/sWLF59aRnROwsYRIiKicrDXBBEREdUUXFFNHDaOEBERlYNtI0RERFRTsHFEHDaOEBERlYM9R4iIiKimYNvI/7V373FR1fn/wF/DRZBQ0TRREwgvKXkDEQRNLWHxroV4WRMvabuam8l3LTWBAJW0SF0tJdOw1ltYopl5iXSXvKSIYl5zLSVTEEHwgtyG9+8Pf0yODJeBOTIzvJ77OI9tzpx5zWcODOft55zz+ShHuZEwiYiIiIiIiIhMgN6dI5mZmZg2bRqcnJxgY2MDR0dHBAQE4ODBgwAenGFLSEgwdDsBAAsXLoSvry/s7Ozg4OBQ5vnU1FSMHTsWrVu3Rv369dGxY0csX75ckbYQEVHdoDLQQspgXUJERHWJiNR4Id30vq0mMDAQhYWFWL9+PVxdXZGRkYHExERkZWUp0T4thYWFCAoKgo+PD9auXVvm+ePHj+Opp57Cv//9b7Ru3RqHDh3Ca6+9BktLy3JH1iUiIqoIb6sxbqxLiIioLmHfhnL0unIkJycHSUlJWLx4MV544QU4OzvDy8sLc+fOxbBhw+Di4gIAeOmll6BSqTSPAWD79u3w8PCAra0tXF1dERERgeLiYs3zKpUKq1atwsCBA1G/fn24urpi69atWu8fERGBWbNmoXPnzjrbN3nyZCxfvhx9+/aFq6srXnnlFUyaNAlff/21Ph+TiIhIQ6UyzKKvjz76CC4uLrC1tYW3tzeOHj1a4fbx8fHo0KEDbG1t0blzZ+zatavcbf/+979DpVJh2bJl+jfMiLAuISKiuqakRGq8kG56dY7Y29vD3t4eCQkJKCgoKPP8sWPHAACfffYZrl+/rnmclJSE4OBgzJw5E2fPnkVsbCzi4uKwcOFCrdeHhoYiMDAQqampGDduHMaMGYNz585V97MBAHJzc9GkSZMaZRARET1OW7ZsQUhICMLDw5GSkoKuXbsiICAAN27c0Ln9oUOHMHbsWLz66qs4ceIERowYgREjRuD06dNltt22bRuOHDmCli1bKv0xFMe6hIiIiAxFr84RKysrxMXFYf369XBwcECvXr0wb948nDp1CgDQrFkzAICDgwMcHR01jyMiIjBnzhxMmDABrq6u8Pf3R1RUFGJjY7Xyg4KCMGXKFLRv3x5RUVHw9PTEihUrqv3hDh06hC1btuC1114rd5uCggLcvn1ba9FVYBERUd2kUqkMsujjww8/xNSpUzFp0iS4ublh9erVsLOzw7p163Ruv3z5cgwYMACzZ89Gx44dERUVBQ8PD6xcuVJruz/++AP/+Mc/sGHDBlhbW1d7nxiLulKXlBQXVvs9iYjIvIjUfCHd9B6QNTAwENeuXcOOHTswYMAAHDhwAB4eHoiLiyv3NampqYiMjNSc4bG3t8fUqVNx/fp15OXlabbz8fHRep2Pj0+1z9CcPn0aw4cPR3h4OP7yl7+Uu110dDQaNWqktcTELKnWexIRkfl53LfVFBYW4vjx4/Dz89Oss7CwgJ+fHw4fPqzzNYcPH9baHgACAgK0ti8pKcH48eMxe/ZsPPfcc/rtBCNWF+qSWz99Wa33JCIi88MBWZWj94CsAGBrawt/f3/4+/sjNDQUU6ZMQXh4OCZOnKhz+7t37yIiIgIvv/yyzixDO3v2LPr374/XXnsN8+fPr3DbuXPnIiQkRGtdEU/QEBHR/2eo8VgLCgrKXJloY2MDGxsbrXU3b96EWq1G8+bNtdY3b94c58+f15mdnp6uc/v09HTN48WLF8PKygpvvPFGTT6GUTL3usTj3QMGbxMREZkm9m0oR+8rR3Rxc3PDvXv3AADW1tZQq9Vaz3t4eODChQto27ZtmcXC4s8mHDlyROt1R44cQceOHfVqy5kzZ/DCCy9gwoQJZe4d1sXGxgYNGzbUWh4tVImIiGpK1xUB0dHRj+W9jx8/juXLlyMuLq5OzL5jbnWJhVU9vd6TiIiI9KfXlSNZWVkICgrC5MmT0aVLFzRo0ADJyclYsmQJhg8fDgBwcXFBYmIievXqBRsbGzRu3BhhYWEYMmQInJycMHLkSFhYWCA1NRWnT5/GggULNPnx8fHw9PRE7969sWHDBhw9elRrary0tDRkZ2cjLS0NarUaJ0+eBAC0bdsW9vb2OH36NF588UUEBAQgJCREc8bM0tJSc58xERGRPgzVmaDrigBdnfFNmzaFpaUlMjIytNZnZGTA0dFRZ7ajo2OF2yclJeHGjRtwcnLSPK9Wq/F///d/WLZsGS5fvlydj1TrWJcQEVFdw9tilKP3bDXe3t5YunQp+vTpg06dOiE0NBRTp07VDPoWExODffv2oXXr1nB3dwfw4L7nnTt3Yu/evejRowd69uyJpUuXwtnZWSs/IiICmzdvRpcuXfD5559j06ZNcHNz0zwfFhYGd3d3hIeH4+7du3B3d4e7uzuSk5MBAFu3bkVmZib+/e9/o0WLFpqlR48eNdpJRERUdxlqzJGqXqlYr149dO/eHYmJiZp1JSUlSExMLDMGRikfHx+t7QFg3759mu3Hjx+PU6dO4eTJk5qlZcuWmD17Nvbs2WPAvfV4sS4hIqK6hgOyKkclRtL1pFKpsG3bNowYMaK2m4K7d5SbrebWrfuKZT/5pJ1i2ZaWyl2G/fAlzIZ2+kxG5RtVQ7s2yk3DqFaXKJZdrFbu637nrnLfmxMp1xTLXh6o3ECHbfs7V75RNflN8lAsu7tXa8Wy8+4XKZLbtUsLRXIB4JdfMg2S07591a8U2LJlCyZMmIDY2Fh4eXlh2bJl+PLLL3H+/Hk0b94cwcHBaNWqlea2nEOHDqFv37547733MHjwYGzevBmLFi1CSkoKOnXqpPM9XFxc8Oabb+LNN980xMczO8ZUl7R/a7di2X8f0l6R3JhNqYrkAkBRoTJ/RwDgzu9XFMu+tWu2Ytn+y39ULLuZQ33Fsu8odEwAgGHuzSvfqJr+yFWu3cvf+ZciuQcTFimSCwA/Z+Yqln39tnKDQb7aQ7k6rVmDag3tWSVt/u+7GmdcihlogJaYH+V+akRERGagNsboGD16NDIzMxEWFob09HR069YNu3fv1gy6mpaWptWx7Ovri40bN2L+/PmYN28e2rVrh4SEhHI7RoiIiMg0Gcm1DWaJnSNERERGaMaMGZgxY4bO5w4cOFBmXVBQEIKCgqqcb6rjjBAREdVl7BxRjtF0jvCHTERExqguzO5CZbEuISIio8TDk2KUG+yBiIiIiIiIiMgEGM2VI0RERMaIF44QERGRseCVjcph5wgRERERERGRCWDniHLYOaKDkicJn3rKXrHswoJixbJFFJzKV6XcF7xD+6aK5Co53a6lpXJ3u1laKhaNAmvlwv392iqW/a2C0+3+L1G5KSFz0m4rlv3MFyMVy3ZxdlAsWym8coRqW4sWDRTLDl3xH0Vy2z3npEguADRXsJa60qyRYtl9lhxQLPvWrXzFsi//lqVYdrOnlPvd/uWGcvvkQMpVxbKVmnK314h5iuQCwOHt0Ypln7p+TbHsSRtPKJa98289FMtm54hyOOYIEREREREREdVpvHKEiIioAipFryckIiIiqjpeOaIcdo4QERFVhH0jREREZCzYN6IYdo4QERFVgGOOEBERkbHglSPK4ZgjRERERERERFSn6d05kpmZiWnTpsHJyQk2NjZwdHREQEAADh48CABQqVRISEgwdDsBAAsXLoSvry/s7Ozg4OBQ5vmsrCwMGDAALVu2hI2NDVq3bo0ZM2bg9m3lZnUgIiLzpjLQ/0gZrEuIiKguEZEaL6Sb3rfVBAYGorCwEOvXr4erqysyMjKQmJiIrCzlpvkqVVhYiKCgIPj4+GDt2rVlnrewsMDw4cOxYMECNGvWDP/73//w+uuvIzs7Gxs3blS8fUREZIbYr2HUWJcQEVFdws4N5eh15UhOTg6SkpKwePFivPDCC3B2doaXlxfmzp2LYcOGwcXFBQDw0ksvQaVSaR4DwPbt2+Hh4QFbW1u4uroiIiICxcXFmudVKhVWrVqFgQMHon79+nB1dcXWrVu13j8iIgKzZs1C586ddbavcePGmDZtGjw9PeHs7Iz+/ftj+vTpSEpK0udjEhERaagMtJDhsS4hIqI6RwywkE56dY7Y29vD3t4eCQkJKCgoKPP8sWPHAACfffYZrl+/rnmclJSE4OBgzJw5E2fPnkVsbCzi4uKwcOFCrdeHhoYiMDAQqampGDduHMaMGYNz585V97Ph2rVr+Prrr9G3b99qZxAREZFxYl1CREREhqJX54iVlRXi4uKwfv16ODg4oFevXpg3bx5OnToFAGjWrBkAwMHBAY6OjprHERERmDNnDiZMmABXV1f4+/sjKioKsbGxWvlBQUGYMmUK2rdvj6ioKHh6emLFihV6f6ixY8fCzs4OrVq1QsOGDfHpp5+Wu21BQQFu376ttegqsIiIqG5SqVQGWcjw6kpdUlJcqPd7EhGReeKYI8rRe0DWwMBAXLt2DTt27MCAAQNw4MABeHh4IC4urtzXpKamIjIyUnOGx97eHlOnTsX169eRl5en2c7Hx0frdT4+PtU6Q7N06VKkpKRg+/btuHTpEkJCQsrdNjo6Go0aNdJaPohZovd7EhGRmeJ9NUatLtQlad9/ofd7EhGReWLniHL0HpAVAGxtbeHv7w9/f3+EhoZiypQpCA8Px8SJE3Vuf/fuXURERODll1/WmWVojo6OcHR0RIcOHdCkSRM8//zzCA0NRYsWLcpsO3fu3DJFCk/QEBERmQ5zr0sGxx43eJuIiIhIW7U6Rx7l5uammSbP2toaarVa63kPDw9cuHABbdu2rTDnyJEjCA4O1nrs7u5eo7aVlJQAQLm3ytjY2MDGxkZr3b07vK2GiIge4EUfpsfc6hILq3o1ek8iIjIfvPJDOXp1jmRlZSEoKAiTJ09Gly5d0KBBAyQnJ2PJkiUYPnw4AMDFxQWJiYno1asXbGxs0LhxY4SFhWHIkCFwcnLCyJEjYWFhgdTUVJw+fRoLFizQ5MfHx8PT0xO9e/fGhg0bcPToUa2p8dLS0pCdnY20tDSo1WqcPHkSANC2bVvY29tj165dyMjIQI8ePWBvb48zZ85g9uzZ6NWrl9YI9URERFXF8UKMF+sSIiKqa9g5ohy9Okfs7e3h7e2NpUuX4tKlSygqKkLr1q0xdepUzJs3DwAQExODkJAQrFmzBq1atcLly5cREBCAnTt3IjIyEosXL4a1tTU6dOiAKVOmaOVHRERg8+bNmD59Olq0aIFNmzbBzc1N83xYWBjWr1+veVx69mb//v3o168f6tevjzVr1mDWrFkoKChA69at8fLLL2POnDnV3kFERERknFiXEBFRncO+EcWoxEi6nlQqFbZt24YRI0bUdlMUva3GytpSsezCgmLFsi0slTtzamGCZ2XV6pLaboLRua3g96ZhA5vKN6qmN1/eoFj2/xKvKJbdtF1jxbJnfzFSsWwXZwdFcps7NlAkFwD+uJprkJxWTzcySA49HsZUl/RdelCx7ORDvyiS2+45J0VyAaD5U/aKZV9Jy1Esu2FD5Y5lt27lK5adf1+543uzp5T7292rc9kxfQzlQMpVxbLXT/FWJLfXiHmK5ALA4e3RimV/kXpNsewL124rlr3zbz0Uy35q8pc1zrixbpQBWmJ+DDLmCBERkbkywf5bIiIiMlNGcm2DWWLnCBERUQU45ggREREZC3aOKMdoOkf4QyYiIiJjwbqEiIiMEY9PyrGo7QYQEREREREREdUmo7lyhIiIyBjxrhoiIiIyGrxwRDHsHCEiIqqACuwdISIiIuPA22qUw84RHUpKlPuFKy5WK5adl1ekWPYTT1grlq2yUu7uroICZfaJlZVyUzLn3lZuOj57+3qKZRcVKze9cebNPMWy/SZ5KJadk6bcFHE3L95SLPvXi5mKZT/j4qBYtmLYN0K1zLGJnWLZTVs0VSS3o+uTiuQCwLlfsxTLzsm6o1h25w7NFMvOvHFPsezeXs6KZSv5s8wvUq7mnhrQVrHsnzMNM338o5Scbtdn+FzFsmPXvK1Y9sEz6YplK6m2Okc++ugjvP/++0hPT0fXrl2xYsUKeHl5lbt9fHw8QkNDcfnyZbRr1w6LFy/GoEGDAABFRUWYP38+du3ahV9//RWNGjWCn58f3nvvPbRs2fJxfaQyOOYIEREREREREem0ZcsWhISEIDw8HCkpKejatSsCAgJw48YNndsfOnQIY8eOxauvvooTJ05gxIgRGDFiBE6fPg0AyMvLQ0pKCkJDQ5GSkoKvv/4aFy5cwLBhwx7nxyqDnSNEREQVUKkMsxARERHVlIjUeNHXhx9+iKlTp2LSpElwc3PD6tWrYWdnh3Xr1uncfvny5RgwYABmz56Njh07IioqCh4eHli5ciUAoFGjRti3bx9GjRqFZ599Fj179sTKlStx/PhxpKWl1Wj/1AQ7R4iIiCqgMtBCREREVFOG6BwpKCjA7du3tZaCggKd71dYWIjjx4/Dz89Ps87CwgJ+fn44fPiwztccPnxYa3sACAgIKHd7AMjNzYVKpYKDg4P+O8VA2DlCRERUEV46QkRERMZCar5ER0ejUaNGWkt0tO5xaW7evAm1Wo3mzZtrrW/evDnS03WP25Kenq7X9vn5+Xj77bcxduxYNGzYsAo7QRl6d45kZmZi2rRpcHJygo2NDRwdHREQEICDBw8CAFQqFRISEgzdTgDAwoUL4evrCzs7u0p7lLKysvD0009DpVIhJydHkfYQERFR7WJdQkREpJ+5c+ciNzdXa5k7V7mBdStSVFSEUaNGQUSwatWqWmlDKb1nqwkMDERhYSHWr18PV1dXZGRkIDExEVlZyo02XaqwsBBBQUHw8fHB2rVrK9z21VdfRZcuXfDHH38o3i4iIjJfvObDuLEuISKiusQQs9XY2NjAxsamSts2bdoUlpaWyMjI0FqfkZEBR0dHna9xdHSs0valHSNXrlzBDz/8UKtXjQB6XjmSk5ODpKQkLF68GC+88AKcnZ3h5eWFuXPnYtiwYXBxcQEAvPTSS1CpVJrHALB9+3Z4eHjA1tYWrq6uiIiIQHFxseZ5lUqFVatWYeDAgahfvz5cXV2xdetWrfePiIjArFmz0Llz5wrbuWrVKuTk5OCf//ynPh+PiIioDN5VY7xYlxARUV3zuAdkrVevHrp3747ExETNupKSEiQmJsLHx0fna3x8fLS2B4B9+/ZpbV/aMXLx4kV8//33ePJJ5aaAryq9Okfs7e1hb2+PhIQEnQO2HDt2DADw2Wef4fr165rHSUlJCA4OxsyZM3H27FnExsYiLi4OCxcu1Hp9aGgoAgMDkZqainHjxmHMmDE4d+6cXh/o7NmziIyMxOeffw4LCw6pQkRENVRLvSMfffQRXFxcYGtrC29vbxw9erTC7ePj49GhQwfY2tqic+fO2LVrl+a5oqIivP322+jcuTOeeOIJtGzZEsHBwbh27Zre7TImrEuIiKiuqY3ZakJCQrBmzRqsX78e586dw7Rp03Dv3j1MmjQJABAcHKx1W87MmTOxe/duxMTE4Pz583j33XeRnJyMGTNmAHhQl4wcORLJycnYsGED1Go10tPTkZ6ejsLCQsPsqGrQ6yhtZWWFuLg4rF+/Hg4ODujVqxfmzZuHU6dOAQCaNWsGAHBwcICjo6PmcUREBObMmYMJEybA1dUV/v7+iIqKQmxsrFZ+UFAQpkyZgvbt2yMqKgqenp5YsWJFldtXUFCAsWPH4v3334eTk5M+H42IiMhobNmyBSEhIQgPD0dKSgq6du2KgIAA3LhxQ+f2hw4dwtixY/Hqq6/ixIkTGDFiBEaMGIHTp08DAPLy8pCSkoLQ0FCkpKTg66+/xoULFzBs2LDH+bEMjnUJERGR8kaPHo0PPvgAYWFh6NatG06ePIndu3drBl1NS0vD9evXNdv7+vpi48aN+OSTT9C1a1ds3boVCQkJ6NSpEwDgjz/+wI4dO3D16lV069YNLVq00CyHDh2qlc8IVHPMkcGDByMpKQlHjhzBd999hyVLluDTTz/FxIkTdb4mNTUVBw8e1Dojo1arkZ+fj7y8PNjZ2QFAmctyfHx8cPLkySq3be7cuejYsSNeeeWVKr+moKCgzNmmwgKp8j1YRERk3mrjjpgPP/wQU6dO1ZyRWb16Nb799lusW7cOc+bMKbP98uXLMWDAAMyePRsAEBUVhX379mHlypVYvXo1GjVqhH379mm9ZuXKlfDy8kJaWppJ/8O9LtQl6qJCWFrXq3IGERGZL0OMOVIdM2bM0Fz58agDBw6UWRcUFISgoCCd27u4uNTa56hIta7vtLW1hb+/P0JDQ3Ho0CFMnDgR4eHh5W5/9+5dRERE4OTJk5rl559/xsWLF2Fra1vtxj/qhx9+QHx8PKysrGBlZYX+/fsDeDCITHnt0zWNUcyH7xusTUREZNoe9101hYWFOH78OPz8/DTrLCws4Ofnh8OHD+t8zeHDh7W2B4CAgIBytweA3NxcqFSqSmdZMQXmXpec27nOYG0iIiITZ4CpfEk3va8c0cXNzU0zTZ61tTXUarXW8x4eHrhw4QLatm1bYc6RI0cQHBys9djd3b3K7fjqq69w//59zeNjx45h8uTJSEpKQps2bXS+Zu7cuQgJCdFaV5jP3xgiIjIsXVcE6Bot/ubNm1Cr1ZpLVUs1b94c58+f15mdnp6uc/v09HSd2+fn5+Ptt9/G2LFja31keCWYW10y+Uv9xjkhIiIi/enVOZKVlYWgoCBMnjwZXbp0QYMGDZCcnIwlS5Zg+PDhAB5cIpOYmIhevXrBxsYGjRs3RlhYGIYMGQInJyeMHDkSFhYWSE1NxenTp7FgwQJNfnx8PDw9PdG7d29s2LABR48e1ZoaLy0tDdnZ2UhLS4NardZc2tq2bVvY29uXKTRu3rwJAOjYsWO5Z8Z0FaZ3JF+f3UJERGbNMDfWREdHIyIiQmtdeHg43n33XYPkV1Xp6PAiglWrVj3W9za0ulKX8JYaIiIqZYy3o5gLvTpH7O3t4e3tjaVLl+LSpUsoKipC69atMXXqVMybNw8AEBMToxnNtlWrVrh8+TICAgKwc+dOREZGYvHixbC2tkaHDh0wZcoUrfyIiAhs3rwZ06dPR4sWLbBp0ya4ublpng8LC8P69es1j0vP3uzfvx/9+vWr7j4gIiIql6Gm4dV1RYCu8a2aNm0KS0tLZGRkaK3PyMiAo6OjzmxHR8cqbV/aMXLlyhX88MMPJn/VCOsSIiKqa9g5ohy9OkdsbGwQHR2N6OjocrcZOnQohg4dWmZ9QEAAAgICKsxv2bIl9u7dW+7zcXFxiIuLq3J7+/Xrx18eIiIyCrquCNClXr166N69OxITEzFixAgAQElJCRITE8sdCM3HxweJiYl48803Nev27dunNaBoacfIxYsXsX//fjz55JM1+jzGgHUJERHVOTyOKMYgY44QERGR4YSEhGDChAnw9PSEl5cXli1bhnv37mlmrwkODkarVq00nQIzZ85E3759ERMTg8GDB2Pz5s1ITk7GJ598AuBBx8jIkSORkpKCnTt3Qq1Wa8YjadKkCerV420bREREVLexc4SIiKgChrqtRh+jR49GZmYmwsLCkJ6ejm7dumH37t2aQVfT0tJgYfHnhHO+vr7YuHEj5s+fj3nz5qFdu3ZISEhAp06dAAB//PEHduzYAQDo1q2b1nvxFhAiIiITIiW13QKzZTSdI7zMlIiIjFMt9I4AmDFjRrm30Rw4cKDMuqCgIAQFBenc3sXFhcdZPXF/ERGRUeLxSTFG0zlCRERkjGrjyhEiIiIinXjliGIsKt+EiIiIiIiIiMh88coRIiIiIiIiIlPA22oUw84RIiKiivC2GiIiIjIWvK1GMewc0aGwsFix7Nt3CxXLfqrZE4pl5+UVKZZtZancFzy/QJmfZcOGlorkAsp2Bterp9xX/qmmyv3+WVgo96/T7l6tFct+5ouRimX/ejFTsezY8QnKZSuUe0AiFUoGVOwdoVpWrFbuOPnlzD6K5L6y+rAiuQAwrM8zimWnNK6vWPZzLRsoln3sxDXFsguL1Ypl//7rDcWyL527qlj2RgW/k6HTlflOnrqu3O9I7Jq3Fcv+29TFimXfOrZSsWxFsXNEMRxzhIiIiIiIiIjqNF45QkRERERERGQKOOaIYtg5QkREVAFO5UtERERGg7fVKIadI0RERERERESmgFeOKEbvMUcyMzMxbdo0ODk5wcbGBo6OjggICMDBgwcBACqVCgkJCYZuJwBg4cKF8PX1hZ2dHRwcHHRuo1KpyiybN29WpD1ERERUu1iXEBERkSHofeVIYGAgCgsLsX79eri6uiIjIwOJiYnIyspSon1aCgsLERQUBB8fH6xdu7bc7T777DMMGDBA87i8goWIiKhSvK/GqLEuISKiOoW31ShGrytHcnJykJSUhMWLF+OFF16As7MzvLy8MHfuXAwbNgwuLi4AgJdeegkqlUrzGAC2b98ODw8P2NrawtXVFRERESgu/nOaVZVKhVWrVmHgwIGoX78+XF1dsXXrVq33j4iIwKxZs9C5c+cK2+ng4ABHR0fNYmtrq8/HJCIi0lAZaCHDY11CRER1jkjNF9JJr84Re3t72NvbIyEhAQUFBWWeP3bsGIAHZ0iuX7+ueZyUlITg4GDMnDkTZ8+eRWxsLOLi4rBw4UKt14eGhiIwMBCpqakYN24cxowZg3Pnzun9oV5//XU0bdoUXl5eWLduHYS/AEREVF3sHTFarEuIiKjOkZKaL6STXp0jVlZWiIuLw/r16+Hg4IBevXph3rx5OHXqFACgWbNmAP48Q1L6OCIiAnPmzMGECRPg6uoKf39/REVFITY2Vis/KCgIU6ZMQfv27REVFQVPT0+sWLFCrw8UGRmJL7/8Evv27UNgYCCmT5+udwYREREZP9YlREREZCjVGnNk8ODBSEpKwpEjR/Ddd99hyZIl+PTTTzFx4kSdr0lNTcXBgwe1zsio1Wrk5+cjLy8PdnZ2AAAfHx+t1/n4+ODkyZN6tS80NFTz3+7u7rh37x7ef/99vPHGGzq3LygoKHO2qaCgCDY2Nnq9LxERmSde9GHc6kJdoi4qhKV1Pb3el4iIzBSvPlSM3rPVAICtrS38/f0RGhqKQ4cOYeLEiQgPDy93+7t37yIiIgInT57ULD///DMuXryo+H233t7euHr1qs7LbQEgOjoajRo10lqWLY9RtE1ERGRCVCrDLKQYc69LLuz6TNE2ERGRCeFtNYqpVufIo9zc3HDv3j0AgLW1NdRqtdbzHh4euHDhAtq2bVtmsbD4swlHjhzRet2RI0fQsWPHGrXt5MmTaNy4cblXgsydOxe5ublay5sz/69G70lERES1x9zqkmcHTarRexIREVHl9LqtJisrC0FBQZg8eTK6dOmCBg0aIDk5GUuWLMHw4cMBAC4uLkhMTESvXr1gY2ODxo0bIywsDEOGDIGTkxNGjhwJCwsLpKam4vTp01iwYIEmPz4+Hp6enujduzc2bNiAo0ePak2Nl5aWhuzsbKSlpUGtVmsubW3bti3s7e3xzTffICMjAz179oStrS327duHRYsW4Z///Ge5n8nGxqZMgVJUcFef3UJERES1oK7UJbylhoiINHhbjWL06hyxt7eHt7c3li5dikuXLqGoqAitW7fG1KlTMW/ePABATEwMQkJCsGbNGrRq1QqXL19GQEAAdu7cicjISCxevBjW1tbo0KEDpkyZopUfERGBzZs3Y/r06WjRogU2bdoENzc3zfNhYWFYv3695rG7uzsAYP/+/ejXrx+sra3x0UcfYdasWRARtG3bFh9++CGmTp1a7R1ERER1G2+IMV6sS4iIqM7hbTGKUYmRzCenUqmwbds2jBgxorabgqxM5a4cuX23ULHsp5o9oVh2Xl6RYtlWlga5u0un/IJiRXIbNlRuwN6cnHzFsp980k6xbClR7k+JhYVy/zxNu5qrWHZ29n3Fsn+9mKlYduz4BMWylXJAIhXLvp9nmL/b9e149t+UGFNdErjuuGLZb/Vtq0juK6sPK5ILAMP6PKNYdsqvWYpl9+3YTLHsuG8vKJbdvWsLxbIPHPhFsezCAuVq7hK1cv84DZ3eR5HczHvK1MQA0LWFcvXl36YuViz71rGVimXb6j3tSdXV71vzmuf+f8IM0BLzo9y/SomIiIiIiIiITICCfVpERESmT8Uba4iIiMhY8LYaxRhN54iR3N1DRESkjX0jdRLrEiIiMkrsHFGM0XSOEBERGSP2jRAREZHRYOe9YjjmCBERERERERHVabxyhIiIqCK8dISIiIiMBW+rUQw7R4iIiCrE3hEiIiIyErytRjHsHNHBvoGtYtmXfrulWHazJ5WbY7y4WLkeyoYNbBTLzrmdr0huY8v6iuQCwP185eahLylR7o9piVq535F6NvUUy867X6RYtouzg2LZz7golx2rWLJpYtcI1bYffjivWPaG4O6K5Hp1cVQkFwAmurdSLPuLhFTFsr973Vex7M92mt7vCAC0Tf5dueyOLRXLPhX/lWLZr/YYr0jupI0nFMkFgINn0hXLvnVspWLZjXvMUCz7/gnl2s0rR5TDMUeIiIiIiIiIqE7jlSNEREQV4aUjREREZCx4W41i2DlCRERUAfaNEBERkdHgbTWKYecIERFRRVTsHiEiIiIjwStHFKP3mCOZmZmYNm0anJycYGNjA0dHRwQEBODgwYMAAJVKhYSEBEO3EwCwcOFC+Pr6ws7ODg4ODuVuFxcXhy5dusDW1hZPPfUUXn/9dUXaQ0RERLWHNQkREREZit5XjgQGBqKwsBDr16+Hq6srMjIykJiYiKysLCXap6WwsBBBQUHw8fHB2rVrdW7z4YcfIiYmBu+//z68vb1x7949XL58WfG2ERER0ePFmoSIiOoc3lajGL06R3JycpCUlIQDBw6gb9++AABnZ2d4eXkBAFxcXAAAL730kua50iJg+/btiIiIwNmzZ9GyZUtMmDAB77zzDqysHjRBpVLh448/xo4dO3DgwAG0aNECS5YswciRIzXvHxERAeDBWRhdbt26hfnz5+Obb75B//79Neu7dOmiz8ckIiLS4F01xok1CRER1Um8rUYxet1WY29vD3t7eyQkJKCgoKDM88eOHQMAfPbZZ7h+/brmcVJSEoKDgzFz5kycPXsWsbGxiIuLw8KFC7VeHxoaisDAQKSmpmLcuHEYM2YMzp07V+X27du3DyUlJfjjjz/QsWNHPP300xg1ahR+/125OdSJiIjo8WNNQkREdZKU1Hypho8++gguLi6wtbWFt7c3jh49WuH28fHx6NChA2xtbdG5c2fs2rVL+2OIICwsDC1atED9+vXh5+eHixcvVqtthqJX54iVlRXi4uKwfv16ODg4oFevXpg3bx5OnToFAGjWrBkAwMHBAY6OjprHERERmDNnDiZMmABXV1f4+/sjKioKsbGxWvlBQUGYMmUK2rdvj6ioKHh6emLFihVVbt+vv/6KkpISLFq0CMuWLcPWrVuRnZ0Nf39/FBYW6vNRiYiIyIixJiEiIno8tmzZgpCQEISHhyMlJQVdu3ZFQEAAbty4oXP7Q4cOYezYsXj11Vdx4sQJjBgxAiNGjMDp06c12yxZsgT/+te/sHr1avz000944oknEBAQgPz8/Mf1scrQe0DWwMBAXLt2DTt27MCAAQNw4MABeHh4lHtZKQCkpqYiMjJSc5bH3t4eU6dOxfXr15GXl6fZzsfHR+t1Pj4+ep2lKSkpQVFREf71r38hICAAPXv2xKZNm3Dx4kXs379f52sKCgpw+/ZtrUXXGSgiIqqbVCqVQRYyPHOrSQDddYmoi6r8vkREZOZEar7o6cMPP8TUqVMxadIkuLm5YfXq1bCzs8O6det0br98+XIMGDAAs2fPRseOHREVFQUPDw+sXLny/38EwbJlyzB//nwMHz4cXbp0weeff45r164pNpB6VejdOQIAtra28Pf3R2hoKA4dOoSJEyciPDy83O3v3r2LiIgInDx5UrP8/PPPuHjxImxtbavd+Ee1aNECAODm5qZZ16xZMzRt2hRpaWk6XxMdHY1GjRppLUveX2ywNhEREZFyzKkmAXTXJflndhisXUREZOIe8201hYWFOH78OPz8/DTrLCws4Ofnh8OHD+t8zeHDh7W2B4CAgADN9r/99hvS09O1tmnUqBG8vb3LzXwcqtU58ig3Nzfcu3cPAGBtbQ21Wq31vIeHBy5cuIC2bduWWSws/mzCkSNHtF535MgRdOzYscrt6NWrFwDgwoULmnXZ2dm4efMmnJ2ddb5m7ty5yM3N1Vremv12ld+TiIiIjIcp1ySA7rrE9rlhVX5fIiKiyuhz98TNmzehVqvRvHlzrfXNmzdHenq6ztekp6dXuH3p/+uT+TjoNVtNVlYWgoKCMHnyZHTp0gUNGjRAcnIylixZguHDhwN4MDp8YmIievXqBRsbGzRu3BhhYWEYMmQInJycMHLkSFhYWCA1NRWnT5/GggULNPnx8fHw9PRE7969sWHDBhw9elRrery0tDRkZ2cjLS0NarUaJ0+eBAC0bdsW9vb2aN++PYYPH46ZM2fik08+QcOGDTF37lx06NABL7zwgs7PZGNjAxsbG611BfnF+uwWIiIyY5ZWBjmPQAZmjjUJoLsuUVlaG3DPERGRKbt/YmWNM959913NrGulwsPD8e6779Y425TpPVuNt7c3li5dij59+qBTp04IDQ3F1KlTNfcPxcTEYN++fWjdujXc3d0BPLiEZufOndi7dy969OiBnj17YunSpWXOnERERGDz5s2ae442bdqkdTlqWFgY3N3dER4ejrt378Ld3R3u7u5ITk7WbPP555/D29sbgwcPRt++fWFtbY3du3fD2pqFBRERkblgTUJERFQ9uq5SnDt3rs5tmzZtCktLS2RkZGitz8jIgKOjo87XODo6Vrh96f/rk/k46HXliI2NDaKjoxEdHV3uNkOHDsXQoUPLrA8ICEBAQECF+S1btsTevXvLfT4uLq7CQdYAoGHDhli7dq3W2R0iIiIyL6xJiIiIqkfXVYrlqVevHrp3747ExESMGDECwINBxxMTEzFjxgydr/Hx8UFiYiLefPNNzbp9+/ZpBjt/5pln4OjoiMTERHTr1g0AcPv2bfz000+YNm1atT9XTenVOUJEREREREREdUdISAgmTJgAT09PeHl5YdmyZbh37x4mTZoEAAgODkarVq00JyxmzpyJvn37IiYmBoMHD8bmzZuRnJyMTz75BMCDmQDffPNNLFiwAO3atcMzzzyD0NBQtGzZUtMBUxvYOUJEREREREREOo0ePRqZmZkICwtDeno6unXrht27d2sGVE1LS9Ma1NzX1xcbN27E/PnzMW/ePLRr1w4JCQno1KmTZpu33noL9+7dw2uvvYacnBz07t0bu3fvNujMcfoyms4RqcZ8y0RERESGxpqEiIhI24wZM8q9jebAgQNl1gUFBSEoKKjcPJVKhcjISERGRhqqiTXGIfiJiIiIiIiIqE5j5wgRERERERER1WnsHCEiIiIiIiKiuk2oRvLz8yU8PFzy8/NNIpfZzGa2ceUy+/FnE5krU/1OMvvxZZtim5nNbHPPJuOhEuGoYzVx+/ZtNGrUCLm5uWjYsKHR5zKb2cw2rlxmP/5sInNlqt9JZj++bFNsM7OZbe7ZZDx4Ww0RERERERER1WnsHCEiIiIiIiKiOo2dI0RERERERERUp7FzpIZsbGwQHh4OGxsbk8hlNrOZbVy5zH782UTmylS/k8x+fNmm2GZmM9vcs8l4cEBWIiIiIiIiIqrTeOUIEREREREREdVp7BwhIiIiIiIiojqNnSNEREREREREVKexc4SIiIiIiIiI6jR2jhARERERERFRncbOEaJqKioqqu0mVItSE1Q9nGsqk2Ap2c7HsT9MZT8/TK1WAzDNthMRGTPWJbozTel4w7rk8WNdQg9j58gjSr8YJSUlj+29TCE7JyfHoHmlTpw4gYyMDEWy9+/fj59//lmR7C1btmDZsmUADL+v8/PzcefOHYNmPkylUimSe//+fQBAcXExVCqVQb9DSn0fS3Mf/X9DuHPnDgoKCpCfn2/w/XHy5EkAD36Whv79+/bbb5GUlGTQzFI7duxAdHS0Zp8QUcVYk+imVE0CsC7RxRTrEiVrEoB1yaNYl5C5YOfII65cuQIAsLCwMPgfvsOHD2PNmjVYsWIFjh8/btA/IHv27MHcuXMRHByMnTt3GjT7iy++gI+PD5KTkw2SV+qjjz7CsGHDkJuba9BcAFi7di3Gjh2LXbt24d69ewbN/uyzzzB27FiEhobi3LlzBv1jGh8fj1deeQXe3t4IDw83aDGyd+9eLFq0CHPmzMGOHTsMevDavHkzRo8ejX79+mH8+PG4ePEiLCxq/uflhx9+wLlz5xT5Pn7zzTeYMWMGhg4disjISNy6dQsWFhYG2S/x8fEYPXo0+vTpgxEjRiAzM9Mg+wMAtm3bBg8PD0yZMgWAYQuR2NhYDB061GBtfdjatWsxfvx42NvbIzMzU7P+cfyjj8hUsSYpS6maBGBdoosp1iVK1SQA6xJdWJeQWRHS+OKLL0SlUsmyZcs069RqtUGy165dKy1bthRfX19xc3OTp59+Wv7zn/8YJPvTTz+Vpk2bSlBQkAwYMEBUKpUkJSXVOLekpERERPz8/ESlUkm7du0kOTm5xrkiIqtXrxYrKyvZtGmTQfIetm3bNnniiScUyV69erVYWlpKZGSkeHp6ykcffSQiIsXFxTXOjouLk4YNG8qcOXPknXfeEZVKJXFxcTXOFRFZt26dNGrUSEaOHCkjRowQlUolEyZMkKNHj9Y4e9OmTWJjYyORkZHyj3/8Q/r37y/29vbyxRdfSF5eXrVzt2zZIiqVSrp06SI///yziBju+7hu3Tpp0KCBzJ49W4YPHy69e/eWv/3tb1JYWGiQbDs7O1m8eLEsWrRIfHx8ZNq0aZrna/oZNm7cKB06dJAnn3xSRo8eXdPmaqxZs0asra0lPj5e5/M1afehQ4ekefPm8sUXX4iISGFhoRQXF0t+fn61M4nMHWsSbUrWJCKsS3QxxbpEqZpEhHVJeViXkDlh58j/d+DAAXFxcZE+ffpIkyZNDFqMbN++XZo0aSJbtmyRgoICuXDhgowdO1amT58uarW6Rvnx8fHStGlT2bp1q5SUlEhWVpb4+vrKDz/8UKM2i/z5uSMiImTZsmUyfvx4admypRw5cqRGuevXrxcLCwtJSEgQEZFr165JYmKifP3113Ly5Mkat/vNN9+UsLAwERE5f/68hIWFyahRo+TDDz+UU6dOVTt35cqVYmNjIzt27BARkfHjx0ubNm2koKCgxm0+d+6ctGvXTusA8Oqrr8ratWvlzp07NcpOTU0VZ2dn+eqrrzTr/v3vf4tKpZLAwED58ccfq5VbUlIihYWFMnjwYHn77bc164uLiyUkJESsra1l7dq1moJWH0eOHBEPDw8ZN26cDB06VLy8vAxWiOzfv1+cnJxky5YtmnUffPCBdO3aVW7dulWj7J07d0qrVq20fo5vvPGGREVFSV5enty9e7dG+SIPvvN+fn7y3//+Vxo3bix//etfNc/9+uuv1cqMi4sTlUolGzZsEBGRS5cuyb/+9S+ZMWOGLFq0SG7cuCEi1d/3a9eulWHDhomIyNmzZ2XIkCHi5eUlrq6usm7dOsnIyKhWLpG5Yk1SllI1iQjrEl1MrS5RsiYRYV1SEdYlZE7YOSIi9+/fl3feeUdee+01OX78uERGRkqDBg0MUoxkZ2fLmDFj5K233tJaHxUVJZ07d65Ru2/duiX+/v6yaNEirfVeXl4yatQo+ctf/iIxMTGSnZ1do/dZunSpBAUFSV5envTv319at24tP/30k4wePVr27dtX5ZySkhLJzMyUJ598Ury9veXevXty/vx58fT0lE6dOomjo6NYWlrK0qVLq91WtVotffr0kSVLlkhaWpo4OzvLsGHDZOTIkeLo6ChDhw6VxMREvXOPHz8uKpVKtm7dqlmXkpIibdq0kdWrV1e7vQ/nd+jQQatI8vLykl69eomjo6NMnjxZdu/eXa3s/fv3i6enp2RnZ2t6xk+cOCEdO3aUFi1ayLhx46p1ZqK0EPH29pbo6GgR0T5TNXv2bLGzs9MUrvp8h3bt2iUvv/yynDt3Tr7//nsZPHiwViFS3TNiRUVFEhMTI6+88ork5uZqcq5fvy4tWrSQEydOVCu31KpVqyQkJETr7NSLL74o7du3l06dOsmzzz4r//3vf0Wk+n9Trl27JgMHDpSCggLZtm2bODg4yF//+lfx8fGRZcuWSVFRkd6Zb7/9tqhUKvnhhx/k2LFj8swzz8jAgQPF3d1dunXrJi1atJArV65Uu91LliyRoKAgyc7OlqefflpmzJgha9askVmzZkmTJk3kvffeq/E/yojMBWuSihmqJhFhXVJZvinVJUrWJCKsSyrCuoTMCTtH/r8zZ87I/v37RUQkIyNDIiIiyhQj1eltzsvLkw8++EDTq1+asXfvXnFzc5OCgoIaffF+/vlnrbMaw4YNk5YtW8rs2bMlNDRUVCqVzJ8/v1rZpW3dt2+fDBw4ULM+ICBALC0txcPDQ27fvq137nfffSft2rWToUOHSuvWreXNN9+UM2fOyG+//SZLly4VlUolmzdvrlab1Wq1jB8/Xt555x1ZuXKl/P3vf9ecQUlNTZXu3bvLlClT9M69efOmnD9/XkT+3C937tyRF198UQYPHlyttj7sxIkTolKp5N1335XExEQZOnSotGnTRr744gvZsGGDeHp6SlBQULV6+L/77juxsLCQ06dPa9Zt2LBBRo0aJfHx8aJSqWT79u3VbvuECROkY8eOcv/+fRERrYImKChI3N3d5d69e3rnnj17VvPfu3fvlkGDBomXl5dWoVadA+4333wj3333neaxWq2W69evS5MmTXRezqvP97OwsFDS0tI0j8ePHy/Ozs6SkJAg+/fvl+DgYHnqqadqdEYiIyNDWrdurWnrN998I/Xq1RMHBwfN2bzq/E154403RKVSSYsWLWTevHmas1UXLlyQfv36Sc+ePat9SfK6devkySeflC+//FImTpyoVUS+//77YmdnJ7/99lu1sonMEWuSspSqSURYl+hiqnWJUjWJCOuS8rAuIXPCzpFypKenlylGMjIyJC4uTnJycvTKyszM1Px36QHsyJEj0rFjR61LE48fP16jNu/bt0+CgoLk0qVLmnUxMTHSuHFjycjIqPalhNnZ2dKjRw8pKiqSkpISee6556Rp06bSsmVLvXq0S0pKNG3YvXu3ODo6yqRJk8r8YRs9erQEBATI/fv3q9XmDRs2iEqlkmeffVZCQ0M17y0i8tVXX4mtra2mt7m6Sv/I//e//xUbGxvZtm1bjfJERGJjY6V58+YSGBgozZo10zoI79mzR1QqlRw7dkzv3JycHAkMDJS2bdtKdHS0zJ8/X1QqleY+y5deeklzCWpl+7v0+Yd703/66Sfx9PSUqVOnlilGvvrqK3F2dpbLly9XObe8NuzZs0dTiJw+fVqKiork5Zdf1py1qSy79MD38AG69Ln8/HxxdXXVnFEqKSmROXPmVHo568PtflRmZqbMnTtX67OfOnVKGjVqVKWzm7qyS/978ODBmt+P5557Tjp16iQODg4yYcKESnMfzX64IHjrrbfk+eefl2vXrmn9HGJjY+Xpp5/WKrD0abeISJ8+faR+/frSs2dPzZlCkQc/FycnJ62zn0SkjTXJnwxVk4iwLqmMsdclStUkj2azLik/m3UJmZs62zlSXg/mw1/I69evS0REhDRq1EgWLlwoffr0kWeffbbS3s+qZO/Zs0dcXFw0j/v27Stt2rQRkYoPBJW9d2kPfmlGTEyM+Pn5VanHVtc2xcXFkp6eLr1795Zjx46Jt7e39OvXT65cuSKDBw8WS0tLzZkLfdt87Ngx2bt3b5n1r7zyiowZM6bS9paXXVhYKDNnzhSVSiV/+9vfNAdHEZHExETx9fWtUjFZXrsf/vlkZGRI3759Zfr06RW+pqrZ2dnZkpKSIt7e3nL//n3N70zpva6V7evyso8cOSIzZsyQZ599Vnr27KkpmkpKSuTFF1+UN954o0rtfrgXvfR9CgsLZcmSJdKjRw+ZPn261hmZn376SZ599ln55Zdf9M4t9fD+3rNnjwwZMkQ8PT3F3d1dnnrqqUrP0jycXd5lr2q1Wtq2basZ3G/gwIHi4uJS6WWy5bX70QNx6f8fPHhQevToUaWfY0X7ZObMmfL2229L165d5fnnn5f09HRNoRoREaF39sOf8+EzeaXrN27cKD179pSsrKxqt/vrr78WT09PcXR0lHPnzmnWX79+Xbp06WKQMQmITBVrkqplG6ImqajdrEvKMua6RKmapLzsUqxLWJeQ+aqTnSMPfzEuXLggKSkpUlBQoPnCPfxH7caNG5r73jw9PTW9z+UVC5Vll/7/nj175Nlnn5XCwkIZNGiQPPfcc5XeX1lZ9qO92/n5+TJ48GB5/fXXq71PSvfFX//6V1GpVNK3b1/NIEj37t2TkJCQCv9Q68q9f/++JvfRP653794VPz8/iYqKqnabS0pK5Nq1azJhwgSxsrKSBQsWSEpKivzxxx8ydOhQGTRoUKVnfqr6cxQRWb58uTzxxBNVOtiWl/1wwXH48GGxt7fXnLW7c+eODBs2rEoF5aPZycnJWr8XWVlZkpubq9kmOztb+vTpI6tWraq03bpmTij9Oebl5cmCBQvEy8tL+vTpIz/99JMcOHBABg0aJP369auw3VWZkeHhn1fpaPGlPf0i5RcXVc3OzMyUVq1aSVJSkgQFBUn79u0Nll2qoKBAhgwZIsOHD6/051hedunr3n//fVGpVDJo0CDN97GkpEQOHTpUaVFWWfajCgoKZMCAAfLKK69U+r3RlV26/woLC2Xz5s3SoUMHcXR0lE8//VQ2bNggQ4cOFV9fX4PMrEBkiliTVD27pjVJedmsS0yvLlGqJikvm3UJ6xKqG+pk50ip2bNni7Ozs9ja2kqPHj1k9uzZmrMcpV/knJwc6datm3Tv3l2zrir3E1aULSKSnJwsbm5u0qNHD3F1ddX8wTNEdn5+vpw5c0aGDBkiXbp00WRW5VJQXdn5+fmyefNm+fvf/y7p6ek6X1fZHxB92tytWze97tl8ONvT01PmzJkjeXl5kp+fLxEREdKwYUNp0aKFuLm5iZeXl2ZfV+VsSkXtLs25ffu2ODs7S2RkZJXbXF526f3S48aNE0tLS+nVq5d4eHhoFcH6ttvT01Nmz56tdbl0Xl6epKSkyMCBA6Vr166V7u+KZk4obVd+fr7s2LFD+vfvLw0aNJDnnntO+vbtW2G79Z2RITc3V/r27SudOnWq9PuoT3Zubq64urpKkyZNpEOHDpV+H/XJzs/Pl/3798uAAQOkc+fOlf4cK8ou/Z7l5ubK+++/X+49woZo9/379yUxMVH8/f2r9HekouzS1xYXF8vZs2clODhY2rRpI56enjJs2LBKCz6iuoA1SdWyDVGT6Ntu1iXGVZcoVZNUls26hHUJmb861Tny8Jds48aN4uzsLN98840cO3ZMZs+eLT4+PvLKK69oLsErLCyUyMhI6d69e6V/lPTN3rdvn6hUKsWyAwICpE+fPpV+uSvL9vb2lldffVXvUcP1bfPu3bulT58+4uvra5A2BwcHa7JPnz4tP/74o/znP//ReSauJu0WefBHec2aNXqdrSove/z48XL//n25d++exMbGyj//+U9ZsWJFpQdcfdt95coVGTNmjPj5+VW6v6syc8Kjvx9nzpyRq1evatqlq93VmZHhu+++E39//0q/M/pm5+XlSfv27cXLy6vSfa1vdnJyssyaNUuGDx9ukOz8/Hydr62Mvu0+evSoTJs2TQYMGGCQ/f3oa69duyZ37tzRFDXVGcSOyJSxJtE/u7o1SXXazbrEOOsSpWqSqmazLmFdQuatTnWOlNq2bZtERETI4sWLNesKCgpk9erV0r17d4mNjdWs//XXXys9cOmTXTq92u+//y6LFi3S68xPVdt97do1+f777w3W7m7dumntE31Utc1Xr16VXbt2GazNHh4e5V6SWZVe4Kq2+9Gsmma7u7vLJ598oni7RR7cg1lZoVCqKjMnPHqP6MPra5L78IB5pY8N1ebSbLVaLdu2bavy758+M0mo1WpJS0szeLurQ992X7p0yaC/IyUlJZp9/PBnqOo98UTmiDWJftk1qUn0aTfrEuOtS5SqSaqazbqEdQmZrzrXOZKbmytWVlaaQbEeNWjQIBk+fHiZ9VX5klQle9iwYWXWV+WAW93sqhy4qrtPzLHNxpCta58YKru6v9uPMuTMCVXNfXjQreochMvLXrdundbgeNW5hLKi7IenljRku2u6r/VptzH9jhCZE9Yk1ct+3MdgU2h3Xa5LauM4ybqEdQmZJ7PvHNH1pb969aq0adNG2rVrpxkYqtR7770nffr0qdIc6NXNrsqc8MaYXdk+McU2M1u38g46NZ05QalcZptXNpG5MsZjgrnWJHWx3eaabarHMmabTzbVHWbdOfLwL/q1a9ckKytLrl+/LiIiaWlp0rx5c3n++eflwIEDcu/ePbl165b4+vrKqFGjmK1ntim2mdmVZxty5gSlcpltXtlE5socjgnMZvbjzjbVYxmzzSeb6haz7Rx5+Bc8KipKnn/+eenQoYP07dtXEhISROTBPbYtW7YUOzs78fX1lZdffll8fHykoKCgTAazy882xTYzu3qzBBhi5oTampGB2aaVTWROTPWYwGxm13Z2KVM9ljHbfLKpbjDbzpFSoaGh8uSTT8qOHTvk4MGD0r9/f7G2tpbLly+LyIPe7TZt2oijo6N8++23mh7G0j/WzK56tim2mdl/UmrmBGOakYHZxptNVBeY0jGB2cyuzWxTPZYx23yyqW4y686R9PR0ef7552X37t0iIvLNN9+Ig4ODfPzxxyIimsGOrl69Ks2aNZMXX3xRLl68WKWBj5ht+m1mtm5KzZxQmzMyMNt0sonMlakeE5jN7NrMNtVjGbPNJ5vqFrPqHHn0krwLFy5I48aN5ffff5fvvvtO7O3tNdOo5eXlyQcffCAXL14UkQeX+z399NPSvXt3+eWXX5hdSbYptpnZurMfptTI8rU9IwOzTSObyJyY6jGB2cyu7exSpnosY7b5ZFPdYzadIxkZGZr/XrNmjdy/f1/y8/Pl5ZdfllmzZkmDBg20eg3PnTsnw4YNkz179mh6Da9cuSLt27fXXP7HbN3ZpthmZuvONraZi8x1pH1mE9UtpnpMYDazazPbVI9lzDafbCKz6Bz5/vvvpWXLlnLmzBmZOXOm2NnZyW+//SYiIm+88YaoVCp5/fXXNdvfvn1bBg0aJP7+/povT+kf60cv72O2drYptpnZurM5cxGzazObyFyZ6jGB2cyuzWxTPZYx23yyiUREVCIiMGElJSWwsLCAr68v/ve//yE/Px//+c9/4O7urtkmMDAQR48eRe/evdG0aVOcOnUKt27dwvHjx2Ftba3JAAARgUqlYraObFNsM7N1Zz/83wsWLMDevXuRmZmJ5s2bY9asWRg+fDiuXr0Kb29v5OTkoFu3bnB0dMT169dx4MAB1KtXTyujlFK5zDavbCJzZarHBGYzuzazTfVYxmzzySbSMHx/y+OzZ88eWbBggfz+++8SFRUlKpVKnJyc5MSJE2UG2FmyZIkEBwfLqFGjJDw8vNKpm5ht+m1mduWDTHHmImbXZjaROTHVYwKzmV3b2aVM9VjGbPPJJjLZzpF169ZJq1atZNq0aXLmzBn5+eef5cKFC+Lr6ytt2rSRH3/8UYqLi8sMtvPw4/JGyGa26beZ2Zy5iNnGnU1kTkz1mMBsZtd2dilTPZYx23yyiURMtHNk06ZNYmdnJ1u2bJGcnJwyz/fu3VucnZ3l8OHDmnWRkZGSn5/PbD2zTbHNzNaNMxcx2xhmHyAyN6Z6TGA2s2sz21SPZcw2n2wiXUyuc+TGjRvSr18/Wblypdb6O3fuyI8//ijnz58XkQfTNjk5OUlMTIz85S9/ERcXl0p7DZlt+m1mtm6cuYjZtZlNZK5M9ZjAbGbXZrapHsuYbT7ZROUxyc4RNzc32bZtm2bdxx9/LCNHjhSVSiXNmjXTzGU9fvx4eeGFF2TAgAFSWFgoIhXPac1s028zs8vizEXMrs1sInNmiscEZjO7NrNN9VjGbPPJJqqIVW0PCFsdt2/fxrfffouGDRvi448/xi+//ILevXtjz549yM3NRUhICFauXInPP/8cmZmZaNq0KVQqFYqLi2FlVfFHZrbpt5nZfyopKUH//v3h7OyMfv36IT8/Hz/++CNcXFwAAMuXL8fVq1exfft2ZGVllRlZ3sLCAiUlJZrs0hHmlcpltnllE9UFpnRMYDazazPbVI9lzDafbKJK1XbvTHV8//330qhRI3F1dZWuXbtKYmKi3Lx5U0REsrOzpVu3bjJ//nyt1zx6zxqzq5Ztim1m9gOcuYjZxjD7AJG5M5VjArOZXZvZpnosY7b5ZBNVhUl2jog8uNTv119/LbM+Oztbnn/+ea170Jhds2xTbHNdz+bMRcyuzWyiusbYjwnMZnZtZpvqsYzZ5pNNVFUm2zmiy40bN2Tw4MHi7e1t8C8Hsx9PLrNrns2Zi5hdm9lE9ICxHBOYzezazDbVYxmzzSebSB9m0TmSmZkp0dHRMnjwYOnRo4dmIChDHAiYbfptrkvZnLmI2bWZTUTGdUxgNrNrM9tUj2XMNp9sIn2Z5ICsj7p69SoOHjyItm3bIiEhAVZWVlUaZIrZxpPLbMNl37hxA61atdI8XrVqFX744Qd89dVXaNq0KXx9ffHtt98iODgYO3fuhI2NDX755RdYWlqipKSk3IGrlMpltnllE9V1xnZMYDazazPbVI9lzDafbCK91HbvjKHcunVLMwCUoXsRmf14cpld8+wbN27I008/LVOmTJHExEQJDAyUzp07y7Rp02Tv3r0SHx8vrVu3lhUrVmi2L82uaAArpXKZbV7ZRPSAsRwTmM3s2sw21WMZs80nm0hfZtM5Uqqqo28z23hzmV2zbM5cxOzazCaiPxnDMYHZzK7NbFM9ljHbfLKJ9GEWt9U8TKVSMfsxZZtim+tCdv/+/XHx4kXcvXsXzzzzTJnnGzRogNatW+udrVQus80rm4j+ZAzHBGYzuzazTfVYxmzzySbSh0pEpLYbQUTKy8zMxKRJk3Dz5k0cPHgQlpaWRp3LbPPKJiIiKmWqxzJmm082kS5md+UIEWm7efMmPv30U/z444+4ceOG5uCiVqtrdJBRKpfZ5pVNRERUylSPZcw2n2yiinBoXyIz9/DI8ocOHYK1tTWKi4trfHBRKpfZ5pVNRERUylSPZcw2n2yiivC2GqI6ICcnB40aNYJKpTJor7tSucw2r2wiIqJSpnosY7b5ZBOVh50jRHWIiCgygJVSucw2r2wiIqJSpnosY7b5ZBM9ip0jRERERERERFSnccwRIiIiIiIiIqrT2DlCRERERERERHUaO0eIiIiIiIiIqE5j5wgRERERERER1WnsHCEiIiIiIiKiOo2dI0RERERERERUp7FzhIiIiIiIiIjqNHaOEBEREREREVGdxs4RIiIiIiIiIqrT2DlCRERERERERHXa/wPJNfB9UykvWwAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mean_vs_variance_heatmap(mean_matrix = mean_combined_mats[\"entanglement\"],\n",
" std_matrix = std_combined_mats[\"entanglement\"],\n",
" nice_name = \"entanglement\", \n",
" timepoint_name_dict = tp_names,\n",
" hm_color = \"Purples\")"
]
},
{
"cell_type": "markdown",
"id": "2369b894",
"metadata": {},
"source": [
"### Plot the variation matrices for each spatial feature analysed"
]
},
{
"cell_type": "markdown",
"id": "62b6905e",
"metadata": {},
"source": [
"[Back to the section index](#spatial-feature-intra-walk)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "23325ff6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows = 2, ncols = 2, figsize = (15,13))\n",
"\n",
"sns.heatmap(\n",
" data = std_combined_mats[\"coms_distance\"], \n",
" ax = ax[0,0],\n",
" cmap = \"Blues_r\",\n",
" square = True,\n",
" vmax = np.nanquantile(std_combined_mats[\"coms_distance\"], 0.95),\n",
" cbar_kws = {\"shrink\" : 0.95, \"label\" : \"Mean COMs distance (nm)\"},\n",
" xticklabels = list(tp_names.values()),\n",
" yticklabels = list(tp_names.values()),\n",
" )\n",
"ax[0,0].set_xticklabels(ax[0,0].get_xticklabels(), rotation = 45, ha= \"right\")\n",
"ax[0,0].set_title(\"COMs distance\", fontsize = 20)\n",
"\n",
"sns.heatmap(\n",
" data = std_combined_mats[\"surface_distance\"], \n",
" ax = ax[0,1],\n",
" cmap = \"Blues_r\",\n",
" square = True,\n",
" vmax = np.nanquantile(std_combined_mats[\"surface_distance\"], 0.95),\n",
" cbar_kws = {\"shrink\" : 0.95, \"label\" : \"Mean Surface distance (nm)\"},\n",
" xticklabels = list(tp_names.values()),\n",
" yticklabels = list(tp_names.values()),\n",
" )\n",
"ax[0,1].set_xticklabels(ax[0,1].get_xticklabels(), rotation = 45, ha= \"right\")\n",
"ax[0,1].set_title(\"Surface distance\", fontsize = 20)\n",
"\n",
"sns.heatmap(\n",
" data = std_combined_mats[\"entanglement\"], \n",
" ax = ax[1,0],\n",
" cmap = \"Blues_r\",\n",
" square = True,\n",
" vmax = np.nanquantile(std_combined_mats[\"entanglement\"], 0.95),\n",
" cbar_kws = {\"shrink\" : 0.95, \"label\" : \"Mean Entanglement\"},\n",
" xticklabels = list(tp_names.values()),\n",
" yticklabels = list(tp_names.values()),\n",
" )\n",
"ax[1,0].set_xticklabels(ax[1,0].get_xticklabels(), rotation = 45, ha= \"right\")\n",
"ax[1,0].set_title(\"Entanglement\", fontsize = 20)\n",
"\n",
"ax[-1, -1].axis('off')\n",
"\n",
"if save_plots:\n",
" filename = f'variation_heatmap_allfeatures' + (f\"_{file_suffix}\" if file_suffix != '' else '') + '.pdf'\n",
" plot_filename = Path(plots_folder, filename)\n",
" print(f\"Saving plots to: {plot_filename}\")\n",
" plt.savefig(plot_filename, **plot_opts)\n",
" del filename, plot_filename\n",
"else:\n",
" plt.show()\n",
"\n",
"plt.close()\n",
"\n",
"del fig, ax"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "CIMA_new_install",
"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": "3.12.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}