{ "cells": [ { "cell_type": "markdown", "id": "5334033c", "metadata": {}, "source": [ "# 3 - 3D Reconstruction Assessment\n", "\n", "**Description:** This notebook contains an example pipeline for local quality assessment of chromatin segments.\n", "\n", "This is a pivotal steps for the reliability of downstream interpretations of volumetric chromatin tracing data. To address this, in CIMA varied methods for quality assessment that operate directly on signal of chromatin segment are available.\n", "\n", "This assessment is the same as presented in the quality_assessment.py script from CIMA tools. If you wish to assess a huge array of files or they are located in multiple folders, please use CIMA tools over this notebook for convenience. With the script you will get the processed data needed to create most of the plots shown here.\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)." ] }, { "cell_type": "markdown", "id": "a97d39be", "metadata": {}, "source": [ "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", "- [Assess by subsampling randomly over the time of aquisition to the final object (Saturation Plot)](#assess-by-subsampling-randomly-over-the-time-of-aquisition-to-the-final-object-saturation-plot)\n", "- [Generate summary table based on correaltion variation of the quality assessment by random subsampling, aka saturation plot](#generate-summary-table-based-on-corralation-variation-of-the-quality-assessment-by-random-subsamplig-aka-saturation-plot)\n", "- [Summary and filtering poorly assessed segments based on saturation plot](#summary-and-filtering-poorly-assessed-segments-based-on-saturation-plot)\n", "- [Show the different walks that we have](#show-the-different-walks-that-we-have)\n", "\n", "\n", "Next notebook to run is: \n", "[Distance extraction](4_Distance_extraction.ipynb)" ] }, { "cell_type": "markdown", "id": "7901618e", "metadata": {}, "source": [ "## Library imports and functions" ] }, { "cell_type": "markdown", "id": "95772a49", "metadata": {}, "source": [ "[Back to the general index](#d-reconstruction-assessment)" ] }, { "cell_type": "code", "execution_count": 1, "id": "40fcff9a", "metadata": {}, "outputs": [], "source": [ "import re\n", "from pathlib import Path\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from cima.assessment.images_assessment import Cycle_assessment, Saturation_to_final_structure\n", "from cima.parsers.parser_csv import CSVParser\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", "# 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", " }" ] }, { "cell_type": "code", "execution_count": 2, "id": "62a8dadc", "metadata": {}, "outputs": [], "source": [ "# Define the function to process quality assessment\n", "def Batch_process_quality_assessment(obj_list: list, \n", " assessment_type: list = [\"quality_randomsubsampling\"],\n", " library_n_Hype: int = 16, \n", " start_hype: int = 5, \n", " prec_factor: int = 46,\n", " random_groups: int = 50,\n", " metaInfo: list = [\"experimentID\", \"nucleusID\", \"homolog\"]) -> pd.DataFrame:\n", " \"\"\"\n", " Processes a list of objects to assess quality over a range of time segments using specified assessment types.\n", "\n", " Parameters\n", " ----------\n", " obj_list : list\n", " List of objects to process.\n", " assessment_type : list, optional\n", " List of assessment types to apply. Possible options are: \"quality_over_time\", \"quality_randomsubsamplig\". Default is [\"quality_randomsubsampling\"].\n", " library_n_Hype : int, optional\n", " Number of hyperparameters in the library. Default is 16.\n", " start_hype : int, optional\n", " Starting hyperparameter index. Default is 5.\n", " prec_factor : int, optional\n", " Precision factor. Default is 46.\n", " random_groups : int, optional\n", " Number of random groups for subsampling. Default is 50.\n", " metaInfo : list, optional\n", " List of metadata keys for the experiment ID, the nucleus ID, and the homolog. Default is [\"experimentID\", \"nucleusID\", \"homolog\"].\n", "\n", " Returns\n", " -------\n", " pd.DataFrame\n", " DataFrame of quality assessment scores.\n", " \"\"\"\n", "\n", " dict_in = {\"quality_over_time\": Cycle_assessment, \"quality_randomsubsampling\": Saturation_to_final_structure}\n", " scores_list = []\n", " last_cols = ['assessment_type', 'cycle', 'ccc', 'nloc']\n", "\n", " RANGE = range(start_hype - 1, library_n_Hype - 1)\n", " \n", " assert all(func in dict_in for func in assessment_type), \"One or more assessment types are invalid.\"\n", "\n", " for obj_counter, obj in enumerate(obj_list, start=1):\n", " # Extract metadata\n", " FOV_id = obj.metadata[metaInfo[1]]\n", " nucleus_ID = FOV_id\n", " experimentID = obj.metadata[metaInfo[0]]\n", " hom = obj.metadata[metaInfo[2]]\n", " nSteps = obj.no_of_Times()\n", " \n", " print(f'\\033[1;4mProcessing experimentID {experimentID}, nucleusID {nucleus_ID}, hom {hom} ({obj_counter}/{len(obj_list)}).\\033[0m')\n", "\n", " # Check if the number of steps exceeds the library hyperparameters\n", " if nSteps > library_n_Hype:\n", " print(f'\\tWarning: too many segments ({nSteps}) in experimentID {experimentID}, nucleusID {nucleus_ID}, hom {hom}')\n", " continue\n", "\n", " for ts in RANGE:\n", " # Get the time segment\n", " StrObj_step = obj.get_Time_segment(timepoint=ts)\n", " step_name = info_df[info_df[\"timepoint\"] == ts][info_file_dict[\"column_name\"]].values[0]\n", "\n", " # Check if the segment exists\n", " if StrObj_step is None:\n", " print(f'\\tWarning: missing segment {ts} in experimentID {experimentID}, nucleusID {nucleus_ID}, hom {hom}')\n", " else:\n", " # Apply the assessment function present in the assessment_type list\n", " for functionIN in assessment_type:\n", " if functionIN == \"quality_randomsubsampling\":\n", " scores = dict_in[functionIN](StrObj_step, prec_mean=prec_factor, selection_mode = \"random\", random_groups_num=random_groups, return_as_list = True)\n", " else:\n", " scores = dict_in[functionIN](StrObj_step, prec_mean=prec_factor)\n", " # print(len(scores))\n", " for line in scores:\n", " # print(line)\n", " scores_list.append([*line, functionIN, ts, step_name, nucleus_ID, hom, experimentID])\n", "\n", " dt_score = pd.DataFrame(scores_list, columns=['cycle', 'ccc', 'nloc', 'assessment_type', 'timepoint', 'name', 'nucleusID', 'homolog', 'experimentID'])\n", "\n", " cols = dt_score.columns.tolist()\n", " cols_reorder = [col for col in first_cols if col in cols] + [col for col in cols if col in last_cols]\n", " dt_score = dt_score[cols_reorder]\n", "\n", " dt_score = pd.DataFrame(dt_score)\n", " \n", " return dt_score" ] }, { "cell_type": "markdown", "id": "2926535a", "metadata": {}, "source": [ "## Setting some variables" ] }, { "cell_type": "markdown", "id": "1cefcac2", "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", "This notebook assumes that your csv files are in SRX format.\n", "\n", "If you want to run this notebook over multiple chromosomes/datasets, it is recomended that you do a \"Clear All Outputs\" and a kernel restart before running things again.\n", "\n", "Brief explanation of the different variables:\n", "\n", "\n", "The notebook will create a folder in the work_folder path called `3_3D_reconstruction_assessment`. Inside this folder 2 subfolders will be created, one for `plots` and one for `tsvs`. Inside each folder, a sub-subfolder with the suffix name will have the plots/tsvs for that experiment.\n", "\n", "
\n",
    "3_3D_reconstruction_assessment/\n",
    "|-- tsvs/\n",
    "|   |-- example_tsv_SUFFIX.tsv\n",
    "|-- plots/\n",
    "|   |-- example_plot_SUFFIX.pdf\n",
    "
\n", "\n", "\n", "[Back to the general index](#d-reconstruction-assessment)" ] }, { "cell_type": "code", "execution_count": 3, "id": "633c58e5", "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", "column_round = \"Round\"\n", "column_name = \"Name\"\n", "column_size = \"Size(kb)\"\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", "number_of_random_groups = 10\n", "\n", "save_plots = False\n", "\n", "file_suffix = \"chr3\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "873485cd", "metadata": {}, "outputs": [], "source": [ "work_folder = Path(work_folder)\n", "data_folder = Path(data_folder)\n", "experimental_assessment_folder = Path(work_folder, \"2_experimental_quality_assessment\")\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_start_pos\" : column_start_pos,\n", " \"column_end_pos\" : column_end_pos,\n", "}\n", "\n", "del column_round, column_name, column_size, column_start_pos, column_end_pos, info_file" ] }, { "cell_type": "markdown", "id": "5f6f734f", "metadata": {}, "source": [ "## Exporting the data with CIMA" ] }, { "cell_type": "markdown", "id": "9835cc31", "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](#d-reconstruction-assessment)" ] }, { "cell_type": "markdown", "id": "0382e41e", "metadata": {}, "source": [ "### Creating the list of CIMA StructuralObjects" ] }, { "cell_type": "markdown", "id": "7778c8c9", "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 reading the file, it will also add some metadata gathered from the filename of the csv file:\n", "\n", "\n", "[Back to the section index](#exporting-the-data-with-cima)" ] }, { "cell_type": "code", "execution_count": 5, "id": "b75c9aef", "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", "Processing file 1: 2018-09-04_nuc03_A_chr3\n", "\tSkipping file 2: 2018-07-10_nuc04_A_chr3 because it did not pass the experimental quality assessment.\n", "Processing file 3: 2018-07-10_nuc02_A_chr3\n", "Processing file 4: 2018-07-10_nuc05_A_chr3\n", "\tSkipping file 5: 2018-07-10_nuc03_A_chr3 because it did not pass the experimental quality assessment.\n", "Processing file 6: 2018-06-28_nuc07_A_chr3\n", "Processing file 7: 2018-06-28_nuc09_A_chr3\n", "Processing file 8: 2018-07-10_nuc11_A_chr3\n", "Processing file 9: 2018-09-04_nuc01_B_chr3\n", "Processing file 10: 2018-07-10_nuc06_B_chr3\n", "Processing file 11: 2018-06-28_nuc05_B_chr3\n", "Processing file 12: 2018-07-10_nuc06_A_chr3\n", "Processing file 13: 2018-06-28_nuc08_A_chr3\n", "Processing file 14: 2018-06-28_nuc05_A_chr3\n", "Processing file 15: 2018-07-10_nuc07_A_chr3\n", "Processing file 16: 2018-07-10_nuc01_A_chr3\n", "Processing file 17: 2018-07-10_nuc02_B_chr3\n", "Processing file 18: 2018-06-28_nuc01_A_chr3\n", "Processing file 19: 2018-09-04_nuc04_A_chr3\n", "Processing file 20: 2018-07-10_nuc04_B_chr3\n", "Processing file 21: 2018-09-04_nuc03_B_chr3\n", "Processing file 22: 2018-07-10_nuc03_B_chr3\n", "Processing file 23: 2018-07-10_nuc01_B_chr3\n", "Processing file 24: 2018-09-04_nuc07_A_chr3\n", "\tExcluding timepoint 19 in experimentID: 2018-09-04, nucleusID: 7, homolog: A because it has less than 10 points.\n", "Processing file 25: 2018-06-28_nuc02_A_chr3\n", "\tSkipping file 26: 2018-09-04_nuc01_A_chr3 because it did not pass the experimental quality assessment.\n", "Processing file 27: 2018-07-10_nuc10_A_chr3\n", "Processing file 28: 2018-07-10_nuc08_A_chr3\n", "Processing file 29: 2018-09-04_nuc05_A_chr3\n", "Processing file 30: 2018-06-28_nuc01_B_chr3\n", "Processing file 31: 2018-09-04_nuc10_A_chr3\n", "Processing file 32: 2018-06-28_nuc07_B_chr3\n", "Processing file 33: 2018-09-04_nuc06_A_chr3\n", "\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(experimental_assessment_folder, f\"experimental_assessment_pass_{file_suffix}.txt\"), sep=\"\\t\", names=[\"trace\"])\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\"\\tSkipping file {count}: {stem} because it did not pass the experimental quality assessment.\")\n", " continue\n", "\n", " print(f\"Processing file {count}: {stem}\")\n", "\n", " # We mine the metadata from the filename using regex patterns. If not possible, assign default values.\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 \"cell\" in metadata_CIMA and metadata_CIMA[\"nucleusID\"] == count:\n", " metadata_CIMA[\"nucleusID\"] = metadata_CIMA[\"cell\"]\n", "\n", " metadata_CIMA[\"nucleusID\"] = int(metadata_CIMA[\"nucleusID\"])\n", " metadata_CIMA[\"cellID\"] = int(metadata_CIMA[\"cellID\"])\n", " metadata_CIMA[\"locationID\"] = int(metadata_CIMA[\"locationID\"])\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", " 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: {metadata_CIMA['experimentID']}, nucleusID: {metadata_CIMA['nucleusID']}, homolog: {metadata_CIMA['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, tp, tp_mask\n", "\n", "del csv_files, metadata_keys, traces_pass" ] }, { "cell_type": "markdown", "id": "3f1cfc16", "metadata": {}, "source": [ "### Checking the information file" ] }, { "cell_type": "markdown", "id": "90072fab", "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": "302681aa", "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", " info_file_dict[\"column_size\"] = \"size\"\n", " info_df[\"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": "e8627c60", "metadata": {}, "source": [ "### Creating a color palette and the results folders for the tsv and plot files" ] }, { "cell_type": "markdown", "id": "c1c5504d", "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", "For the purposes of this tutorial, colors will be fixed to the ones used in the paper.\n", "\n", "We also create the folders were to store the results.\n", "\n", "\n", "[Back to the section index](#exporting-the-data-with-cima)" ] }, { "cell_type": "code", "execution_count": 7, "id": "733d9741", "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, \"3_3D_reconstruction_assessment\", \"tsvs\", file_suffix)\n", "tsv_folder.mkdir(parents=True, exist_ok=True)\n", "\n", "plots_folder = Path(work_folder, \"3_3D_reconstruction_assessment\", \"plots\", file_suffix)\n", "plots_folder.mkdir(parents=True, exist_ok=True)" ] }, { "cell_type": "markdown", "id": "db0bb7d4", "metadata": {}, "source": [ "## Assess by subsampling randomly over the time of aquisition to the final object (Saturation Plot)" ] }, { "cell_type": "markdown", "id": "0a6e629c", "metadata": {}, "source": [ "Here we will do a number of subgroups (chosen by the user) per timestep. For each timestep and subgroup, we will randomly assign 'blinks' from that timestep. Then we will compare that structure to the final structure with all the 'blinks' using a Cross Correlation Coefficient. Ideally we want that this CCC is high and stable through the different subsgroups.\n", "\n", "Content:\n", "\n", "* [Plot the mean saturation of the signal across the different steps.](#plot-the-mean-saturation-of-the-signal-for-each-chromatin-step)\n", "* [Plot the mean saturation of the signal across the different walks.](#plot-the-mean-saturation-of-the-signal-for-each-walk)\n", "* [Boxplot of the cross correlation coefficient across the different walks.](#boxplot-of-the-ccc-for-each-chromatin-segments-across-all-the-walk)\n", "\n", "[Back to general index](#d-reconstruction-assessment)" ] }, { "cell_type": "markdown", "id": "d6affbf3", "metadata": {}, "source": [ "\n", "Create dataset for quality assessment by random subsamplig" ] }, { "cell_type": "code", "execution_count": 8, "id": "d02893a8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trying to read pre-calculated quality with random subsampling from TSV file...\n", "Pre-calculated TSV file not found. Calculating quality with random subsampling from scratch...\n", "\u001b[1;4mProcessing experimentID 2018-09-04, nucleusID 3, hom A (1/30).\u001b[0m\n", "Warning no segment 5 found\n", "\tWarning: missing segment 5 in experimentID 2018-09-04, nucleusID 3, hom A\n", "Warning no segment 10 found\n", "\tWarning: missing segment 10 in experimentID 2018-09-04, nucleusID 3, hom A\n", "Warning no segment 12 found\n", "\tWarning: missing segment 12 in experimentID 2018-09-04, nucleusID 3, hom A\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 2, hom A (2/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 5, hom A (3/30).\u001b[0m\n", "Warning no segment 20 found\n", "\tWarning: missing segment 20 in experimentID 2018-07-10, nucleusID 5, hom A\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 7, hom A (4/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 9, hom A (5/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 11, hom A (6/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-09-04, nucleusID 1, hom B (7/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 6, hom B (8/30).\u001b[0m\n", "Warning no segment 20 found\n", "\tWarning: missing segment 20 in experimentID 2018-07-10, nucleusID 6, hom B\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 5, hom B (9/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 6, hom A (10/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 8, hom A (11/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 5, hom A (12/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 7, hom A (13/30).\u001b[0m\n", "Warning no segment 18 found\n", "\tWarning: missing segment 18 in experimentID 2018-07-10, nucleusID 7, hom A\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 1, hom A (14/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 2, hom B (15/30).\u001b[0m\n", "Warning no segment 20 found\n", "\tWarning: missing segment 20 in experimentID 2018-07-10, nucleusID 2, hom B\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 1, hom A (16/30).\u001b[0m\n", "Warning no segment 5 found\n", "\tWarning: missing segment 5 in experimentID 2018-06-28, nucleusID 1, hom A\n", "\u001b[1;4mProcessing experimentID 2018-09-04, nucleusID 4, hom A (17/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 4, hom B (18/30).\u001b[0m\n", "Warning no segment 20 found\n", "\tWarning: missing segment 20 in experimentID 2018-07-10, nucleusID 4, hom B\n", "\u001b[1;4mProcessing experimentID 2018-09-04, nucleusID 3, hom B (19/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 3, hom B (20/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 1, hom B (21/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-09-04, nucleusID 7, hom A (22/30).\u001b[0m\n", "Warning no segment 8 found\n", "\tWarning: missing segment 8 in experimentID 2018-09-04, nucleusID 7, hom A\n", "Warning no segment 19 found\n", "\tWarning: missing segment 19 in experimentID 2018-09-04, nucleusID 7, hom A\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 2, hom A (23/30).\u001b[0m\n", "Warning no segment 20 found\n", "\tWarning: missing segment 20 in experimentID 2018-06-28, nucleusID 2, hom A\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 10, hom A (24/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-07-10, nucleusID 8, hom A (25/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-09-04, nucleusID 5, hom A (26/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 1, hom B (27/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-09-04, nucleusID 10, hom A (28/30).\u001b[0m\n", "Warning no segment 19 found\n", "\tWarning: missing segment 19 in experimentID 2018-09-04, nucleusID 10, hom A\n", "Warning no segment 20 found\n", "\tWarning: missing segment 20 in experimentID 2018-09-04, nucleusID 10, hom A\n", "\u001b[1;4mProcessing experimentID 2018-06-28, nucleusID 7, hom B (29/30).\u001b[0m\n", "\u001b[1;4mProcessing experimentID 2018-09-04, nucleusID 6, hom A (30/30).\u001b[0m\n", "Saving quality with random subsampling to TSV file... Done!\n", "Quality with random subsampling calculated and saved to TSV file.\n" ] }, { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "experimentID", "rawType": "str", "type": "string" }, { "name": "nucleusID", "rawType": "int64", "type": "integer" }, { "name": "homolog", "rawType": "str", "type": "string" }, { "name": "timepoint", "rawType": "int64", "type": "integer" }, { "name": "name", "rawType": "str", "type": "string" }, { "name": "chunk", "rawType": "float64", "type": "float" }, { "name": "ccc", "rawType": "float64", "type": "float" }, { "name": "nloc", "rawType": "float64", "type": "float" }, { "name": "assessment_type", "rawType": "str", "type": "string" }, { "name": "flag", "rawType": "str", "type": "string" }, { "name": "Size", "rawType": "int64", "type": "integer" } ], "ref": "0fcac0b3-08fb-47be-a256-8aca8e3e76d5", "rows": [ [ "0", "2018-09-04", "3", "A", "6", "Step2", "1.0", "0.9931640625", "104.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "1", "2018-09-04", "3", "A", "6", "Step2", "2.0", "0.990234375", "195.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "2", "2018-09-04", "3", "A", "6", "Step2", "3.0", "0.9951171875", "303.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "3", "2018-09-04", "3", "A", "6", "Step2", "4.0", "0.99609375", "411.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "4", "2018-09-04", "3", "A", "6", "Step2", "5.0", "0.99658203125", "506.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "5", "2018-09-04", "3", "A", "6", "Step2", "6.0", "0.99658203125", "609.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "6", "2018-09-04", "3", "A", "6", "Step2", "7.0", "0.9970703125", "711.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "7", "2018-09-04", "3", "A", "6", "Step2", "8.0", "0.99755859375", "802.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "8", "2018-09-04", "3", "A", "6", "Step2", "9.0", "0.99951171875", "903.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "9", "2018-09-04", "3", "A", "6", "Step2", "10.0", "1.0", "990.0", "quality_randomsubsampling", "2018-09-04_3_A_6", "500" ], [ "10", "2018-09-04", "3", "A", "7", "Step3", "1.0", "0.9755859375", "70.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "11", "2018-09-04", "3", "A", "7", "Step3", "2.0", "0.98486328125", "132.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "12", "2018-09-04", "3", "A", "7", "Step3", "3.0", "0.98876953125", "192.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "13", "2018-09-04", "3", "A", "7", "Step3", "4.0", "0.99169921875", "273.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "14", "2018-09-04", "3", "A", "7", "Step3", "5.0", "0.9921875", "327.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "15", "2018-09-04", "3", "A", "7", "Step3", "6.0", "0.9951171875", "389.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "16", "2018-09-04", "3", "A", "7", "Step3", "7.0", "0.99560546875", "446.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "17", "2018-09-04", "3", "A", "7", "Step3", "8.0", "0.99658203125", "508.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "18", "2018-09-04", "3", "A", "7", "Step3", "9.0", "0.9970703125", "575.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ], [ "19", "2018-09-04", "3", "A", "7", "Step3", "10.0", "1.0", "645.0", "quality_randomsubsampling", "2018-09-04_3_A_7", "500" ] ], "shape": { "columns": 11, "rows": 20 } }, "text/html": [ "
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experimentIDnucleusIDhomologtimepointnamechunkcccnlocassessment_typeflagSize
02018-09-043A6Step21.00.993164104.0quality_randomsubsampling2018-09-04_3_A_6500
12018-09-043A6Step22.00.990234195.0quality_randomsubsampling2018-09-04_3_A_6500
22018-09-043A6Step23.00.995117303.0quality_randomsubsampling2018-09-04_3_A_6500
32018-09-043A6Step24.00.996094411.0quality_randomsubsampling2018-09-04_3_A_6500
42018-09-043A6Step25.00.996582506.0quality_randomsubsampling2018-09-04_3_A_6500
52018-09-043A6Step26.00.996582609.0quality_randomsubsampling2018-09-04_3_A_6500
62018-09-043A6Step27.00.997070711.0quality_randomsubsampling2018-09-04_3_A_6500
72018-09-043A6Step28.00.997559802.0quality_randomsubsampling2018-09-04_3_A_6500
82018-09-043A6Step29.00.999512903.0quality_randomsubsampling2018-09-04_3_A_6500
92018-09-043A6Step210.01.000000990.0quality_randomsubsampling2018-09-04_3_A_6500
102018-09-043A7Step31.00.97558670.0quality_randomsubsampling2018-09-04_3_A_7500
112018-09-043A7Step32.00.984863132.0quality_randomsubsampling2018-09-04_3_A_7500
122018-09-043A7Step33.00.988770192.0quality_randomsubsampling2018-09-04_3_A_7500
132018-09-043A7Step34.00.991699273.0quality_randomsubsampling2018-09-04_3_A_7500
142018-09-043A7Step35.00.992188327.0quality_randomsubsampling2018-09-04_3_A_7500
152018-09-043A7Step36.00.995117389.0quality_randomsubsampling2018-09-04_3_A_7500
162018-09-043A7Step37.00.995605446.0quality_randomsubsampling2018-09-04_3_A_7500
172018-09-043A7Step38.00.996582508.0quality_randomsubsampling2018-09-04_3_A_7500
182018-09-043A7Step39.00.997070575.0quality_randomsubsampling2018-09-04_3_A_7500
192018-09-043A7Step310.01.000000645.0quality_randomsubsampling2018-09-04_3_A_7500
\n", "
" ], "text/plain": [ " experimentID nucleusID homolog timepoint name chunk ccc nloc \\\n", "0 2018-09-04 3 A 6 Step2 1.0 0.993164 104.0 \n", "1 2018-09-04 3 A 6 Step2 2.0 0.990234 195.0 \n", "2 2018-09-04 3 A 6 Step2 3.0 0.995117 303.0 \n", "3 2018-09-04 3 A 6 Step2 4.0 0.996094 411.0 \n", "4 2018-09-04 3 A 6 Step2 5.0 0.996582 506.0 \n", "5 2018-09-04 3 A 6 Step2 6.0 0.996582 609.0 \n", "6 2018-09-04 3 A 6 Step2 7.0 0.997070 711.0 \n", "7 2018-09-04 3 A 6 Step2 8.0 0.997559 802.0 \n", "8 2018-09-04 3 A 6 Step2 9.0 0.999512 903.0 \n", "9 2018-09-04 3 A 6 Step2 10.0 1.000000 990.0 \n", "10 2018-09-04 3 A 7 Step3 1.0 0.975586 70.0 \n", "11 2018-09-04 3 A 7 Step3 2.0 0.984863 132.0 \n", "12 2018-09-04 3 A 7 Step3 3.0 0.988770 192.0 \n", "13 2018-09-04 3 A 7 Step3 4.0 0.991699 273.0 \n", "14 2018-09-04 3 A 7 Step3 5.0 0.992188 327.0 \n", "15 2018-09-04 3 A 7 Step3 6.0 0.995117 389.0 \n", "16 2018-09-04 3 A 7 Step3 7.0 0.995605 446.0 \n", "17 2018-09-04 3 A 7 Step3 8.0 0.996582 508.0 \n", "18 2018-09-04 3 A 7 Step3 9.0 0.997070 575.0 \n", "19 2018-09-04 3 A 7 Step3 10.0 1.000000 645.0 \n", "\n", " assessment_type flag Size \n", "0 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "1 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "2 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "3 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "4 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "5 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "6 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "7 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "8 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "9 quality_randomsubsampling 2018-09-04_3_A_6 500 \n", "10 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "11 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "12 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "13 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "14 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "15 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "16 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "17 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "18 quality_randomsubsampling 2018-09-04_3_A_7 500 \n", "19 quality_randomsubsampling 2018-09-04_3_A_7 500 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if \"dt_score_subsampling\" not in globals() or not isinstance(dt_score_subsampling, pd.DataFrame):\n", " \n", " filename = f\"quality_randomsubsampling{('_' + file_suffix) if file_suffix != '' else ''}.tsv\"\n", " \n", " print(\"Trying to read pre-calculated quality with random subsampling from TSV file...\")\n", " try:\n", " dt_score_subsampling = pd.read_csv(Path(tsv_folder, filename), sep='\\t')\n", "\n", " if \"flag\" not in dt_score_subsampling.columns:\n", " dt_score_subsampling[\"flag\"] = dt_score_subsampling[[\"experimentID\",\"nucleusID\",\"homolog\",\"timepoint\"]].astype(str).apply('_'.join, axis=1)\n", "\n", " print(\"Pre-calculated quality with random subsampling loaded from TSV file.\")\n", "\n", " except FileNotFoundError:\n", "\n", " print(\"Pre-calculated TSV file not found. Calculating quality with random subsampling from scratch...\")\n", "\n", " dt_score_subsampling = Batch_process_quality_assessment(obj_list = obj_list,\n", " assessment_type = [\"quality_randomsubsampling\"],\n", " library_n_Hype = number_of_steps_library+starting_step,\n", " start_hype = starting_step,\n", " prec_factor = 46,\n", " metaInfo = [\"experimentID\",\"nucleusID\",\"homolog\"],\n", " random_groups = number_of_random_groups)\n", "\n", " # This flag will help to identify unique walks\n", " dt_score_subsampling[\"flag\"] = dt_score_subsampling[[\"experimentID\",\"nucleusID\",\"homolog\",\"timepoint\"]].astype(str).apply('_'.join, axis=1)\n", " dt_score_subsampling[\"Size\"] = [info_df.loc[info_df[\"timepoint\"] == ts, info_file_dict[\"column_size\"]].values[0] for ts in dt_score_subsampling[\"timepoint\"]]\n", "\n", " print(\"Saving quality with random subsampling to TSV file...\", end=\"\\r\")\n", " dt_score_subsampling.drop(columns=[\"flag\"]).to_csv(Path(tsv_folder, filename), sep='\\t', index=False)\n", " print(\"Saving quality with random subsampling to TSV file... Done!\")\n", "\n", " print(\"Quality with random subsampling calculated and saved to TSV file.\")\n", " \n", " del filename\n", "\n", "else:\n", " print(\"Quality with random subsampling DataFrame already exists in memory.\")\n", "\n", "if \"cycle\" in dt_score_subsampling.columns:\n", "\n", " dt_score_subsampling.rename(columns={\"cycle\": \"chunk\"}, inplace=True)\n", "\n", "display(dt_score_subsampling.head(n=20))" ] }, { "cell_type": "markdown", "id": "734e84cc", "metadata": {}, "source": [ "#### Plot the mean saturation of the signal for each chromatin step" ] }, { "cell_type": "markdown", "id": "03c355e1", "metadata": {}, "source": [ "The different lines correspond to different walks.\n", "\n", "Each walk is colored by date.\n", "\n", "[Back to section index](#assess-by-subsampling-randomly-over-the-time-of-aquisition-to-the-final-object-saturation-plot)" ] }, { "cell_type": "code", "execution_count": 9, "id": "91a8961d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting general CCC over chunks...\n" ] }, { "data": { "image/png": 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/iVtuuQU33XQTnnrqKTRp0gSnTp3Chg0bcODAgQr39+STT+If//gHnnzySXTp0gXff/89jh075lNtZenevTvWrVuHfv364f7778fatWuh1+txxx13ICoqCj179kRkZCQOHz6Md999F/3796/UBHhEREQ1XkWnNc/OzlZlWS613eFwqNnZ2b7MlE5EVKudOHFCffbZZ9VmzZqpJpNJNZvNaqtWrdRnnnlGPXDgQKn2J0+eVEeMGKFGRUWper1erV+/vnr33XerX3zxhdbGvSzY//73P49jt27dqgJQt27dWmp7fHy8GhQUpJpMJrVp06bqY489pv70009am0cffVT18/Mr8zP8/vvvalxcnOrv76+GhYWpo0aNUn/55ZdSy0h5syxYSUlJSeq9996rRkREqDqdTg0PD1cHDBigrlu3rlTbixcvqtOnT1fbt2+vWiwW1WQyqe3atVMnT56spqSkVKrvS9ntdnXmzJlqkyZNVL1er0ZHR6uTJ0/2WK6tpIceekhbpq08X375pXrLLbeofn5+qp+fn9qqVSt19OjR6tGjR7U2vXr1qvDyWIcOHVIHDRqkBgcHqyaTSW3ZsqU6bdo0bb/7Z5Kenu5xnPt3KDk5WdtWUFCgPvHEE2pQUJAaEBCgDhkyRD1//ny5y4J50ydKLAvmtm7dOlWn06lDhw5VZVlW33//fTU2NlatU6eOajQa1aZNm6ovvfQS/91ARETXPUFVvb8uzX0f94EDB2CxWDz25efn46abbsKbb76JAQMGVM1fA4iIiIiIiIhqqQqtw71o0SLtnsVL+fn5YeLEiVe8dJGIiIiIiIjo76BCgfvQoUPo3bt3uftjY2OrZKkWIiIiIiIiotquQoH74sWLZc4I62a32ys1yQ4RERERERHR9aJCgbtx48b46aefyt3/008/eaxfeiXff/89BgwYgHr16kEQBKxdu/aKx2zbtg033XQTjEYjmjVrhiVLlpRqs3DhQjRu3BgmkwndunXD3r17va6JiIiIiIiIqCpUKHDfd999eOWVV8pcbzY1NRVTp04ttVzK5eTn56Njx45YuHChV+2Tk5PRv39/9OnTBwcOHMC4cePw5JNP4ptvvtHarFq1CgkJCZgxYwb279+Pjh07Ij4+HufPn/e6LiIiIiIiIqLKqtAs5bm5uYiJicHp06fx8MMPo2XLlgCAI0eO4NNPP0V0dDR+/PFHn9bUFAQBX331FQYOHFhum4kTJ2LDhg04dOiQtm3YsGHIysrCpk2bAADdunVD165dtcnbFEVBdHQ0xo4di0mTJlW4LiIiIiIiIiJf6CrSOCAgADt37sTkyZOxatUq7X7t4OBgPPzww3jjjTd8Ctve2r17N+Li4jy2xcfHY9y4cQAAm82Gffv2YfLkydp+URQRFxeH3bt3l9uv1WqF1WrV3quqCpvNhrCwMAiCULUfgoiIiIiIaj1ZlmG326u7DKoGBoMBoujdxeIVCtwAEBQUhPfeew8LFy5ERkYGVFVFeHj4NQmmqampiIyM9NgWGRmJnJwcFBYW4uLFi5Blucw2R44cKbffxMREzJw5s9T27OxsBAYGVk3xREREVCmqqkJRFahQoLhfqwoUqM5n1bnduV/R2pfcr6oqlEv2e/Tneq31d8VjXecosV9VK9OfUtyfq60K534VxZ8XqgIFCgBV68f9Gu5zQvXY5noHqM7Xzneudq72iiJAhQBFUaE4N0NVBSiqAEVxvlcgQFXc253PJV8rqrMP97GqImhtnNtdbS594NJtousZUFURiioAEKAozmf3trKOKbnd/VpRUHx+peQ+OD+f6vxc7teK67WqArJSsh2gKIKrnuvbkJ4XMffuh6u7jBpHVVWkpqYiKyurukuhaiKKIpo0aQKDwXDFthUK3IWFhdi8eTP69OmDgIAAhIeHa/tycnKwbds2xMfHw2g0VrzqajR58mQkJCRo73NychAdHV2NFRERUW2nqipkVYasylAU2fVagaw4oKiKc3uJZ0WVISuuZy08ul8XPyuKAofqKL3fdayzz0uOURXIShnnK7lflUu10doqpeuQte1lHeM+p7ut8z1c4dQZ9BQU39VWHADdrwXXlpJ/zxcFEaIgQBAEiIIAEe7XJbeL2nYBzvcqRAiqBAEiAOezAMm1XYSA4jbOICdBgABAAlQRKgQAIqCKrveuY9Ti7YoqAq73qio422khUiwRHt2hUXSdyx363Pt1kMsIerIWEN1hDx6h0PM1oCoCZHcAVkoHxUv7UV1hlKqOIKgQBRWCAIiXvBZEFaJQsk2J92KJdiWOK+91+fs9n0u29dxWsg/3Pudz3xYdq/trrJHcYTsiIgIWi4VXxP7NKIqCc+fOISUlBQ0bNrziz79CgfuDDz7Af/7zH9xzzz2l9gUGBuKf//wnzpw5g9GjR1esai9FRUWVmrAtLS0NgYGBMJvNkCQJkiSV2SYqKqrcfo1GY637IwERUXWTFRkO1QG7bHeFNWcIdLgCl1wyjCkOZ9i8ZJ98SYD0OEZ1HaOUcYyqwKEF19LHuvc5n2VnTSWOL6ttyX1KGe1KB1L3/hLvS4RbAM5Q6AqDpZ89twmltl1yzCXhsqx2Ze53hU4BAqDqXGFRAlQJznDoDKHu91AlQHWGTme41ENVjc52WnAsfkAVIagCRNUZXkWl5Mij6AqCIhTFGRoVVYCsFAdIWRGK9ymu92pxWy0slgqNxeHRI5heMkpJVUMoMzi6w6N7e3HAKw5tKkSxxGtBgCAAkqBCEAVtm/sYUXQfK0ASUbxPdD5LggBRFCAJAiRR0P4b0Inu7SIkUYQkCq6H878DZ3vXa3c7SYROEKAT3ceIrtcC9KIESRSgkyToRAGSKEEnSjDo3O0E6CUJOtdrnShCrxMhCSJ0Ojj7cf13LQhw/fHH+RkECIDruXg/tH+0O1+DIa6GkmVZC9t16tSp7nKomoSHh+PcuXNwOBzQ6/WXbVuhwP3pp59i2rRp5e4fN24cZs2addUCd0xMDDZu3OixbfPmzYiJiQHgvJa+c+fOSEpK0iZfUxQFSUlJGDNmzFWpiYjIV+6wZ1fscCgOOBQ77K5nh8dzcRt7GduKX7vayHY41OLXdsV+SVtb8WvZDodauj9HifPJigMOVfaox6E4XJerXlnxPzTLC57ufwSL5YdN7bn8PiQvziGKIgxl9qkrN8g6g6oEVdVBUUSoqgRVkaCokjNQKiIURYKiilAVEbLi3O5QBMiyAIciwCE7g6RDLg6VsiJAkZ0B0bkNrjBa/N7mfq0KlwTWS0KqWk5gVYrbcvSyNHdIdIc892tnIHQ9iygRLl0BUCzrfXFodAdBQQt37jDoHKV37y8ZGCXR+fup7XP9TmshUSoZHEuGSee59aIAnSRCEgGdKEEUAZ0kQCeIkCRnIJUEwfXaFTRdr0XXsXrJ2UYnia6QKWhhUhRF7TfIfd+iOw+6w6J7v6CFyeLv2r2t+DUDJtVO7nu2LRZLNVdC1cl9Kbksy1UbuI8fP46OHcu/tKRDhw44fvy41/3l5eXhxIkT2vvk5GQcOHAAoaGhaNiwISZPnoyzZ8/i3//+NwDgmWeewbvvvouXX34Zjz/+OLZs2YLPP/8cGzZs0PpISEjAo48+ii5duuDmm2/G22+/jfz8fIwcObIiH5WIajFVVeFQHLApNthlG6yyFXbZDptig022wibbYFPsxfsUG2wOG4rkItc+G6wOqzOoyjZnIJVdYVi1wyG7wqnqGVidgVT2DMuqAw7Z+SwrDtgV57NDcbjuufSdAOc/uCVBhE6UXK8l1+iLVDzSI0jaaIvkaqdztZNEEQZBgll07RNMpY7VRn6015LrnCX2lxOKpStMKKIogMMVSuVLgqk7sGrv3a/LCbLOZ1F7Lbv7lkUvjiv//NfzKKl7NFISUeLZNbIolgyPzn2SOzSKzjaSOyxK7iAI1+9OcdCUJFELce4A6Q6LOtEzDLpHF3Wube7gpxOd/ehdNehcx+pKBMTiGkr04xr1dI9CerZ1h0ZnDBQF56XeguB+XSIQXiFYerTR2gqXP47hkqhW43/Df28V+flXKHA7HA6kp6ejYcOGZe5PT0+Hw+Hwur+ffvoJffr00d6776N+9NFHsWTJEqSkpOD06dPa/iZNmmDDhg0YP348FixYgAYNGuBf//oX4uPjtTZDhw5Feno6pk+fjtTUVHTq1AmbNm0qNZEaEVWtkiHXHWovDblW2QqrwwqbUvzeJttcr4tgc7W3y1ZYZWdYdgdgm2xzBmPZBptr1NYmW7XRW+dIrk0b0fV29PVKBAglwqzouqywRHj1CLvO10adCIsoQRKN0AkWLbCWCr5l9Kcr8dDaewRg0WMkuOI/J2cItbsCrF0WYXcIWjAt3i7A7hBhLdGu5HZHiXbukOt1cC4RfNVaGGZFAdCJJQKoayTRHfCcI4xCieDoHi0UoRdd4VQsDpmidlzxMVowFQRIErTAqXMFRr0oQC+JJYJpie065yWwBtd+vSg6g6vrvcEdVF2/lyJcYbDEpa8lL4HVAmmJUc2SAfJyo5lltuU/UomI6G+kQutwd+/eHYMGDcLEiRPL3J+YmIh169bhxx9/rLICq0NOTg6CgoI4SznVWg7FgQJ7PgrsBci15yLflos8ez7ybXkocBSUCLrFgdemhVmbNjLsDrU22Xm5sk0LtO4wbdcCrqMKQ+6VSIIIvaSDXpSgE3XQSxL0rmed6Nxe8r1B0sEoGWCQdNBLehgkPfSipD0779FzPUqM6EqusFFVnPeZ4pJgK8Lh8AzAWpB1ONu592nHOVxBWdte4jiHqAVgu8f24rBbk0mXBFbp0jCqjXYWv3aPdOpKBFxJFGCQSuyTROi1oOoKr6IAo05yhlJXMDXoBBj1EgySCIMowqCXYNQ52xl1Egx61x9gtIDqDqOucApowVUssQ8ovi+1rJDKgEpEVDsUFRUhOTkZTZo0gclkqu5yqJpU5PegQiPcjz/+OBISEtC2bVvcfffdHvu+/vprvPHGG5g3b17FKyb6m5MVGfn2POTZ8pBvz0Ou6znfnq89F9oLkG/PR4HDGaQL7AUocBSg0P3sKEShoxBFjkLYlWu/JqQzBOuhc4Vdo2SASaeHUTLCqDPAIOlhdIVdg6SHXtK5ArDOGY5d4dl9qWjxqK6gXbYqisWBpirICmC1i7A5RFitIvLsIqyuh80hwma/NNiKroAslhjVFUu0KR4t9hgpluHaXrPuoxUALah6jpaKrvtBndv1JUZK9a77PA2uEVODTnIGW9d2neh81pcYcZUkEQbJvV10bXeGW4PO2adJJ0Gvu/R+1+J7W7XLfEsGWfeIrDYaC48ADBSHXLFkoC3Rh7aPoZaIiK5jiYmJWLNmDY4cOQKz2YwePXpgzpw5aNmypdamqKgIL774IlauXAmr1Yr4+Hi89957HlcKP//889i5cycOHTqE1q1b48CBA6XO9c0332DGjBn47bffYDKZEBsbi7feeguNGze+bI2rV6/GtGnTcOrUKTRv3hxz5sxBv379tP1paWmYOHEivv32W2RlZSE2NhbvvPMOmjdvftl+MzMzMXbsWHz99dcQRRGDBw/GggUL4O/vX6rtiRMncOONN0KSpCpb9q1CI9wA8PDDD2PFihVo1aqV9gM6cuQIjh07hiFDhuCzzz6rksKqE0e46XLcl07n2/ORZ89DgSsgF2gB2flwhuJ85DsKUGjPLw7HroBc5ChyBmS5EDbZdlVq1Qk6GHVGGCUTAo1+CDD4wU9vgkHnHO01SHoYRGfg1blGiXWidEnoLb5PWJsYCNCCC+Bavucq5hVFBWx2ETaHoAViZyiWYLPrYLNLsDp0rjYSrHbJIzgX2QVY7YL2bLUDVofz0urq5JwJV9BGWLX7VbVwWyKglgi/HoFXkor36UQYJGeINbhCrk5yjs66g7FRJ0EviTAanJcWS1LxxEtlBV1RLB51dQfcssKqFnZLjNCWF3KLgzJDLhER1S61dYT7zjvvxLBhw9C1a1c4HA5MmTIFhw4dwu+//w4/Pz8AwLPPPosNGzZgyZIlCAoKwpgxYyCKInbu3Kn18/zzz6Nly5bYs2cPDh48WCpwJycno3Xr1khISMATTzyB7OxsjB8/Hrm5udi/f3+59e3atQuxsbFITEzE3XffjRUrVmDOnDnYv38/2rVrB1VV0aNHD+j1erz11lsIDAzEvHnzsGnTJo/PUJa77roLKSkpeP/992G32zFy5Eh07doVK1as8Ghnt9vRo0cPhIeHY9euXZcN3BX5Pahw4AaAzz//HCtWrMDx48ehqipatGiBBx98EEOGDKloVzUSA/f1Q1ZkqHCuBVvgyEeezT1inId8m3O0OM+e77r82hWSXSPI+a6AXOgodD7LhShyFKHI4QzIV+PyaUmQnCPCkhFGnUl7bZAMMEom+OlN8NObYdYbYdYbYJIMMOr0MOp0MEhS8SRBgnMyJECGCud3cC2oKpwjunYDbA5nELbZ9c5grAVhCTa7iCK76Aq/5Qdi97PN+6khfCIKgFEnOh96Z1A16kRt9FVfRuDVu5aKcYZbCTqdMyQbdQIMOmcINuhE1zYRep3z0mSD5FxWxqh3T+IklpicSiwxIVXx7MXuUV13gBWdczt5BNjLjeheGpTdbYmIiKhiamvgvlR6ejoiIiKwfft2xMbGIjs7G+Hh4VixYgXuv/9+AM5B1datW2P37t3o3r27x/Gvvvoq1q5dWypwf/HFFxg+fDisVqs298fXX3+Ne++9F1artdwZvYcOHYr8/HysX79e29a9e3d06tQJixcvxrFjx9CyZUscOnQIbdu2BeBcjSoqKgqzZ8/Gk08+WWa/hw8fRps2bfC///0PXbp0AQBs2rQJ/fr1w19//YV69eppbSdOnIhz586hb9++GDduXJUF7gpdUu42ZMiQ6yZcU+3iHl3OseXgdM6fOJPzJ87knsa5vHPa/cmFrsurneG4CEVyEayOoqsSkAUIMOlMMEommFwjye4RZYNocN037A7QRudl1pIRJp0RJr0OJp0BRskZlnWS6BopdkBVFahwuMKyDEV1QMHlUqfD9XB9T67HpURBBwkGCIIERZZgtetgs+tcI8E616iw5Aq+ziBcZHM9u4OwXUCRHSiyAzZ3MHYAVrsKm6yi4n/C854AwKh3BliT6z5bk94djiVXaJZg1DsvUTa4Q7ROglkvwWQQYdaLMOt1MOklWIw6WPTOS5n1rjVUdWLx8jo6SfQY3S3vEuaSo7tlXe7MkV0iIqLrl6qqKHIUXvPzmnRmn/9NkZ2dDQAIDQ0FAOzbtw92ux1xcXFam1atWqFhw4ZlBu7ydO7cGaIo4pNPPsFjjz2GvLw8LFu2DHFxcZddPmv37t3aBNpu8fHxWLt2LQDAarUCgEe4FUURRqMRO3bsKDdw7969G8HBwVrYBoC4uDiIoog9e/Zg0KBBAIAtW7Zg9erVOHDgANasWePVZ/VWhQL3uXPnMG/ePEyfPr3UyG92djZef/11TJgwgTOCk8/cgdqu2JFRkIEzuc5A/VfuGZzN/QspeeeQXnAe2bZsn89hlIww6UwwSaYSo8imEvcaG11h2dlGL+lhkowwSEaYJCPMemeoNukM0IsiIChwjiQ7oEKB4A7MggOK6oDqCsuy6noPBYDN9SgAAMgAZHdQvUJgFSFBJxogCQZIgh6SYIAAHQToUWjT4WKuDln5EjLzBWTmiriYD1zMB7ILVWQXKMi1KrA5FMgVHvT2skD396xzh2FJC8jOEWRJG0F2B2WDa1Iqk2u/e59JL7mCsTNAm3SStsSQIAI6QdBCcvF9yMXr0haPEkO7PNq9jq1YYkkjjvgSERGRr4ochbh1Rbdrft4fHtwDs77i64ErioJx48ahZ8+eaNeuHQAgNTUVBoMBwcHBHm0jIyORmprqdd9NmjTBt99+iyFDhuDpp5+GLMuIiYnBxo0bL3tcampqqQxZ8tzu8D958mS8//778PPzw/z58/HXX38hJSXlsv1GRER4bNPpdAgNDdX6vnDhAh577DEsX778qlzdXKHAPW/ePOTk5JRZSFBQEHJzczFv3jzMmTOnygqk64vH0lEOG84XpOJ07mmcyfkTf+X+hXN5Z3G+IA0ZBekocBRcti+LzoJwSwTCLGEIMYbCpDfDKLpHko3aqLNedI4qm3UWGHUGSKLkvAcZAiDIUAUFIpyXXwPukWUHFNhdIdnuDMyKA4qaB1m9CAUyCgEU+nyltgCdaIBeMEASDdAJBuhEA0RBBxF6CKoegA5QdVAUCQVFOlzIE5GRC1zIU3AhX0FmnozsQtejQEZOkQybwz227f012HpJcAZbneQMyHpX8HWNFLsvrTbqJI9Lrd0Pk841muwaVXYHa71O0JYVEl2XuYuiUG5IFlz3EF8pJBe/ZkgmIiIiqqjRo0fj0KFD2LFjR5X3nZqailGjRuHRRx/F8OHDkZubi+nTp+P+++/H5s2bcebMGbRp00ZrP2XKFEyZMuWK/er1eqxZswZPPPEEQkNDIUkS4uLicNddd8F9h/QzzzyD5cuXa8fk5eV5VfOoUaPw4IMPIjY2toKf1jsVCtybNm3C4sWLy90/YsQIjBo1ioH7b6xkoLbLdhQ5CnEu7yxO557G6ew/kZJ/Fmn5qUgvSEdGYQbsyuUnCws2BjtDtTkMoaY6CDaFoo6pDuqY6yDAEAi9KEJ0TS4liQC00WQbFNUOWQvLhZDVHNhVO4oU53ZZrfxM3pKgdwVnozM4iwboBL22XRKcI8/u8CyoOiiKM0Q7FBVZBQrO5ynIyJGRkWfHxXwZWQUKsgtlZBXIyCm0IafIAbvs/XXaZr2EUD8DQix6BFn0CDIbEGTSIdCsh79JB3+DDma965JsnaQFXEFwritcKiQLpWexLiskewRmhmQiIiL6mzDpzPjhwT3Vct6KGjNmDNavX4/vv/8eDRo00LZHRUXBZrMhKyvLY5Q7LS0NUVFRXve/cOFCBAUFYe7cudq25cuXIzo6Gnv27EGXLl087vt2X9IeFRWFtLQ0j74uPXfnzp1x4MABZGdnw2azITw8HN26ddMuF581axYmTJjg0UdUVBTOnz/vsc3hcCAzM1Pre8uWLfjPf/6DN998E4AzzyiKAp1Ohw8++ACPP/6415+/LBUK3MnJyWjYsGG5+xs0aIBTp05VqiCq2VRVhV1xrrvsXo85356P09l/4nTOnzib9xfS8lOdo9SF6cgsyoSilj8MLEBAmCUc4eYIhFvCEWqqgxBzCEIMIQi11IFRNLnWVdY5JweTjFCFIliVHFjlCyiUc1Boz4Zs8z08Oy/RNjrD8iWjzs7grHddvq2DJOohCc7wrKoiFFWCQ1bhUFQoCiArzqWfMvJlpGU7kJnnQGaBgqx8GdmFdmQVFrpGox3IKXTAoXgfpP2MEkItBoT6GRBsMSDI5AzUASYdAox6BJp0CDDrYNJJzs/lcS+yALPedR+zXtLWNPYMzCWXZGJIJiIiIvKGIAg+Xdp9LamqirFjx+Krr77Ctm3b0KRJE4/9nTt3hl6vR1JSEgYPHgwAOHr0KE6fPo2YmBivz1NQUKBNluYmSc5/m7pDbLNmzUodFxMTg6SkJIwbN07btnnz5jLPHRQUBAA4fvw4fvrpJ7z22msAgIiIiFKXj8fExCArKwv79u1D586dATgDtqIo6NbNeRvA7t27Icuydsy6deswZ84c7Nq1C/Xr1/f6s5enQoHbbDbj1KlT5YbuU6dOwWyu+F9aqObwDNQ27XVmwQX8mfMn/so7jdS8VKQXnsf5/PO4UJSBbGvWZfvUi3qEWyIQYYlEmCUMdUxhCDGFINgUgmBDMCRXoJYECQZJD5PeBLPOBFEAbEoOCuQsFDnOI9OejcLCbCiQyziLAL1ogE5wB2ejdpm2TjBAEnWuZz10gh6i4AzOkqBzTTYhQFacwdkhO9dnVlQBsgzIDsAmA0V2AZl5MtLzZNdItA0X8x3IKnSG6exCB7ILHcgptKMCORoBJh1CLQaE+DnDdJBZjyCzDoEmPQJNrlFpow56SdRW3tJJznDsnjXbPRGYwTXDtk50XrbtXlpKJ4mXrYGIiIiIrl+jR4/GihUrsG7dOgQEBGj3LwcFBcFsNiMoKAhPPPEEEhISEBoaisDAQIwdOxYxMTEeE6adOHECeXl5SE1NRWFhoTZa3aZNGxgMBvTv3x/z58/HrFmztEvKp0yZgkaNGuHGG28st74XXngBvXr1wltvvYX+/ftj5cqV+Omnn/DBBx9obVavXo3w8HA0bNgQv/76K1544QUMHDgQd9xxR7n9tm7dGnfeeSdGjRqFxYsXw263Y8yYMRg2bJg2Q3nr1q09jvnpp58giqJ2f3tlVShwd+vWDcuWLSv3+vZ///vfuPnmm6ukMLo63IHaJtvgcIVpm2xDkb0IaQWpOJN7Gql5KThfmIb0/PPIKMzAhaIM5NvzL9uvWWdGhCUSkX5RCDOHo465DkJMoQg2hcBP5wdRECEIAgySAXpR75qp2wSjTg9JFKEqdhQqWSh0ZCPHfgophVkoknPLnFlcFCT46ULhrw+Bny4EZl0gjJIfBLin81IBCFBVFbLinIxMVgSoqgCHXUChCqiKAIdDgEMWUWQHMvIduJBnx8V8By4WOJBVUByg3WE6t6hiQTrIrHdd2m1AqJ8eIRYDAs16BJldo9EmPfwMkivwO2sWBQE6CZAEZ5A26gWYdBLMBufayQZXwNaVWKJK4gg0EREREV3GokWLAAC9e/f22O6eTRwA5s+fD1EUMXjwYFitVsTHx+O9997zaP/kk09i+/bt2nt3iE5OTkbjxo1x2223YcWKFZg7dy7mzp0Li8WCmJgYbNq06bIDsz169MCKFSswdepUTJkyBc2bN8fatWs9Qm9KSgoSEhKQlpaGunXrYsSIEZg2bdoVP/unn36KMWPGoG/fvtrn++c//3nF46pKhdbh3rp1K26//XaMGzcOL730kjaTXFpaGubOnYsFCxbg22+/xW233XbVCr4WavM63OUFaqvDijx7LlLyzyE1LxVpBamuEWrnvdSZhRdgla2X7TvQEIQIvwhEWqIQbolAHXMdhLpCtVE0OtdOggCdIEEn6mGQjPDTWWAyGKETREiiBEkA7Eoh8h2ZyLNnIt+RhQJHNqxy2ZMa6AQD/PWh8NOHwk8XAos+CAbBoq0trSiATRZhszvvjXY4BNgU53JVRQ4VmXl2ZObbcTHfjovuAF1gd4boIjuyC+zILXJ4vWCYKDiDdIifQbu8O8TPgGBXkA4w6RFo1sHPIME9au76yUASiycKk0SxxDJVkhaiDa57o/WS4Lo/nWGaiIiIqKa4Xtbhpsq5autw9+nTBwsXLsQLL7yA+fPnIzAwEIIgIDs7G3q9Hu+8806tD9s1naIq2v3TDleYtit2FDmKUOgoQK49F+fzUpFWkIa0/DRcKMpARkEGMosycKEwE7Ja/uzVAgSEmusg0hKJCL9I5yXg5nBXqA6GJEiwKzJECCVGq3Uw6cyw6P1glAzQiaI2C7iqOlCo5CDPfg559kwUOLJR4MiGXSl7nUKDaHGOWutD4a8PhUUXDL1ghOJahxoA7LKIXLsKu2xCoVVEeo4Dv6UU4ERaDrIKba7RaOcjt8j7mbpFAQhxXdZdRxuVNiDYokewWY9Asx4BRj38jJJzDnDFOZmC4Fw5G5IrSJe8X9qil2DUS85LukXnjN467TJwgWsxExERERFd5yoUuAHg6aefxt13343PP/8cJ06cgKqqaNGiBe6//36Pme6o8uyyHReLMmFX7Ch0FKLI9ci35SG1IA3n81ORUZiBjCLnCPWFwgxcLLpY5mXYbpIgIdwSgUi/KNcl4MWhOsgUDKiAXbFBVZ0TQDgnLHOOVvsb/GCWLNBLEiRRgk4UIUKArNphV6wodGTiYlEmClyj1gWObMhq2bOQm6QA+LuCtb8+FBYpBDpRB1l1uP4ooEJRBOTLDtjsOjgcJuQUARfzZfx+rgBH0y7geFoeTmUW4HLXaOhEQRuNDvHTI9TPiFCLc4Q6xOK8X9rfKMHPoIOiOoO0Q1Gcnx8qVAjazNzu0GzUibAYXGG6xD3ShhKXehMREREREVU4cANA/fr1MX78+KquhUrIs+XhwPn9+F/KHqQXnEdmUSYuFGbgQmEGcmw5lz3WKBm1QO0O1RGWSISa6yDAEABZkWFXbJBVBQKc90TrRT30og5mnR/8DH4wSiYYJB1EQYROlCAKgF0pgkOxwaEUIttafDl4oZyNAkeONgpdkgABFl0w/PQhWrj204VAFCTXGtcOKKpz7esCuwKbQ4TssCDfKiK3SEVOkYqjKXk4mpaOE+fzcOpCfqn7qOsGmdC2XiDqBZm1cB1k0SPIpIfJIEJRioO0LKuuP0i4lq0S4fzDgSjAJIkwG5wzeRt0onaPtHapt8jJx4iIiIiIyHteB+4ff/zRY4a6yykoKEBycjLatm3rc2F/d9/9+S1e3zWj3P3++gAtSEf6RWoBu445DBadBQ7VvWyXA6qqaqPVUAGL3g9++giYdWYYJSN0YvGItaoqsKtWOBQrFLUIRQ4r8h0XUejI0UatCx05UFF6qS8Rkhas/bRwHQwBohauZVWGXbFChQCbXYTdboDdISGnCCiyCcgpVHA8PQ8n0vJw7HwukjNKB+yoQBPaNwhC+/pBaFs3EP4mHQpsMmyO4pokQQAEFQ5ZhU4UEWASYdYbYdKLMOgk7R5pvesyb4PE+6WJiIiIiKhqeR24H3nkEdxwww148skn0a9fP/j5+ZVq8/vvv2P58uX45JNPMGfOHAbuSmgY0BBh5jAEGoLRILABIi3FoTrMEg6jZPRYtss5OZcKVVVhla3QS3qEmgPhp/OHUWeEUTK6lt8SIQiArMqQFRvsihV21Y4ihwybXIACRw4KXaE63+GcKbwsOsGghWrnbOGhsOgCIQgiFFXWLg23yvkABMiyCJtDB4fDiAKrgDwrYHUIyCuS8UdGHk6cz8WxtDycTM8rFbAjA43oUD8Y7eoHoV39QIRYDMi3OlBok+FQFFjtCkItzvut3aPSetel3e7Rad4vTURERERE15rXgfv333/HokWLMHXqVDz44INo0aIF6tWrB5PJhIsXL+LIkSPIy8vDoEGD8O2336J9+/ZXs+7r3k1RXbD87s9xMP0X+On9YFdscMjO2bQLbAWwS3boRQP89f4w6/1g0VtgkIwwSgboRQMkQdAmG3MoDtiVQthlOwocMmTXe/dodYGcjXx7FmxKQZm1GESzx6i1vy7UuQyXIEBVFS1cF8n5rrueJVjtImSHCVaHiJxCoMgG2B0CChwOnMoowIn0fBxNzcHJ9PwSM3k7RQQY0cE1gt2uXhDCAowotMnItzngcKi4WGCDn1GHukEmBJkNCDDpYNJL1+CnQkRERERE5L0KLQvm9tNPP2HHjh34888/UVhYiLCwMNx4443o06cPQkNDr0ad11RNWRYss/AC/sg6AVGQXJeB+8EoGWGQDDBIRuhFPUQBWuCVFTscig121QbVNcqsqgqscj4K5VxXwM5Gnv0iHGrZS4AVT2YW4lrrOhQGyblmnqqqUOAM7IrqgArnLN2y4hq9thtQYBOQW6TC7hBhk1VYHTJOZxbgxPk8HEnNxfHzeWUG7Pb1XQG7fhAiA02wOmQU2GQU2mQIAMwGCcEW56RnASYd/A06XgJORERERNcUlwUj4CouC+bWpUsXdOnSxafiyHshplB0iLgROkEHVVCgKA4tXNuUHBTIdiha+FWhqCqsch4KZdf91vYs5DsulrMUmACLLqh4pnBdKPz0IdCJBq2FoipQVAescgEUVQacC2DBZhfhkM2wOSTkFgAFdsDhECCrzonJzmQW4vj5XPyekoPjaXlwXBKww0sE7PaugC0rqjaKfe5iAQx6Ef5GPaJDzAgw6RFg0sGo4yg2ERERERHVHj4Fbro2ZNWOQjkbDqVIm3BMVRUAAhQoKHLkuiYzy0Ke/SIKHFmXnczMzzVy7a+rAz99MEShOMCqqgpFdcAmF2oBXoAIWRFhd+hgd1hQaBOQW6jC5hBglZ0znAsA/swswLG0XPx2LgfH0nJLBewwfyM6uEewGwQhMsAIALA6FBTYZJy9WABJdM4QXi/YhBCLAf5GHfw4ik1ERERERLUYA3cN5lBsyLdfhKoqrnutc1Bgv4g8eyYK5bKXBpME/SWj1sWTmZWkuGYLdy7LJcO5gJcEmyxCtvvB6pCQWwgU2gCbA5AVFZIEiIKIPzPzcSQlB4fO5eBoalkB21BiBDsYkYFGCIIAh+wM2Gm5ViiKCqNOhL9Rh8Z1LAgw6eFv1MGg47JbRERERER0fWDgrqEyCk/jRPYeZNvSYFMKy2xjEM0eo9b++hAYJf9SM3KrqgqHYtdGyQHVOZu4IsJuN8Ih65FvBfKKVFjtAmyyAsAZiEVBQEpOPn47l4Nfz2aXGbDr+Bm0Zbra1w9CVKDJNaGaikK7jMx8G6wOBZIowGKQEB3sXC/b36iDxSBxBnEiIiIioqsoMTERa9aswZEjR2A2m9GjRw/MmTMHLVu21NoUFRXhxRdfxMqVK2G1WhEfH4/33nsPkZGRWpvnn38eO3fuxKFDh9C6dWscOHCg1Lm++eYbzJgxA7/99htMJhNiY2Px1ltvoXHjxpetcfXq1Zg2bRpOnTqF5s2bY86cOejXr5+2v7zMMHfuXLz00kvl9utNzQcPHsTo0aPxv//9D+Hh4Rg7dixefvnly9brLQbuGsqmFCK96JT23jmZmeuy8EsmM7tUyWW5VFWGAAGABLssweEwwWoXkVckoMCqwiYDsqxCkgSY9DoYdMC57CIcOpvtDNhpubDLngE71M+ADq4JztrXD0LdIJP2H4BdVpBT5EChzQFFVWHSSwgy6xEWYESAUQd/ow46iaPYRERERETXyvbt2zF69Gh07doVDocDU6ZMwR133IHff/9dW+55/Pjx2LBhA1avXo2goCCMGTMG9913H3bu3OnR1+OPP449e/bg4MGDpc6TnJyMe++9FwkJCfj000+RnZ2N8ePH47777sP+/fvLrW/Xrl0YPnw4EhMTcffdd2PFihUYOHAg9u/fj3bt2gEAUlJSPI7573//iyeeeAKDBw++4ue/XM05OTm44447EBcXh8WLF+PXX3/F448/juDgYDz11FNX7PtKfJql/N///jeGDh0Ko9Hosd1ms2HlypUYMWJEpQurTjVhlvIiRx7+zP0FAkSEmup7TGZWkntZLu0eb6iQBAmyIkF26GFz6FHgHr12OO+bBgQYdSKMegmSIOBEep4WsI+k5pQO2BbPEeySAVtRnZOdFdhk2GQZekmEn0GHOn4GBFn0CDDqYTZwsjMiIiIiqv2ul1nK09PTERERge3btyM2NhbZ2dkIDw/HihUrcP/99wMAjhw5gtatW2P37t3o3r27x/Gvvvoq1q5dW2q0+IsvvsDw4cNhtVohis5Btq+//hr33nsvrFYr9Hp9mfUMHToU+fn5WL9+vbate/fu6NSpExYvXlzmMQMHDkRubi6SkpK8+szl1bxo0SK88sorSE1NhcHgzFyTJk3C2rVrceTIkTL7uuqzlI8cORJ33nknIiIiPLbn5uZi5MiRtT5w1wQmnT8aBXTERWuKFrbdy3IpqgOy4nBNkCZAFCTYHTo4HBbYHRKyC1UUWlVYZUBWFIiiALNegp9RRIAJOJaWh1/PZuPQ2WwcSc11XUJeLMSiR/v6wVrArhds8riEw+ZQkG+zo9AuAypgMUio429AHT+Ddi+2xMnOiIiIiOhvQFVVyKr9mp9XEvQ+35qZnZ0NANqSzvv27YPdbkdcXJzWplWrVmjYsGGZgbs8nTt3hiiK+OSTT/DYY48hLy8Py5YtQ1xcXLlhGwB2796NhIQEj23x8fFYu3Ztme3T0tKwYcMGLF261Ku6Lmf37t2IjY3Vwrb73HPmzMHFixcREhJSqf59Ctyqqpb5w/3rr78QFBRUqYLIkwrVY1kuUdBBUUQ4ZAtsDj0Ki1TkFsE1ei0DcMCok2DU6+BvEqECOJaWi1/dI9gp5QXs4kvE6webPX6+ziW7HCiwOuBQVOglAX5GHeoHmRFkcQZsk56j2ERERET09yOrdvz39IJrft67Gr4AnVD2VbCXoygKxo0bh549e2qXa7tHd4ODgz3aRkZGIjU11eu+mzRpgm+//RZDhgzB008/DVmWERMTg40bN172uNTUVI97xa907qVLlyIgIAD33Xef17Vd7txNmjQpdW73vmsauG+88UYIggBBENC3b1/odMWHy7KM5ORk3HnnnZUqiIoJggC9YITNIcLu8IPdISLHNXN4kUOBrMgQRQEmnQg/o4RQPwMciopjabnaJeKHU3Nhc3gG7GBXwG5fTsAGgCK78zLxIrsDoiDAbNAhKtCEED8DAkxcsouIiIiIqDYaPXo0Dh06hB07dlR536mpqRg1ahQeffRRDB8+HLm5uZg+fTruv/9+bN68GWfOnEGbNm209lOmTMGUKVMqfJ6PP/4YDz30kMfl3HfddRd++OEHAECjRo3w22+/Vf4DVYEKBe6BAwcCAA4cOID4+Hj4+/tr+wwGAxo3buzVTevknSKrHn+kWVBoU2FzKFDhgEEnwaSXUMc1+ZhdVnD8fPEl4r+n5JQO2Ga9NnrdvkEQGpQRsGVFRYHNgXybDEVRYNRJ8Dfq0CjUjACTHgEmPZfsIiIiIiK6hCTocVfDF6rlvBU1ZswYrF+/Ht9//z0aNGigbY+KioLNZkNWVpbHKHdaWhqioqK87n/hwoUICgrC3LlztW3Lly9HdHQ09uzZgy5dunjcQ+2+pD0qKgppaWkefZV37h9++AFHjx7FqlWrPLb/61//QmGhc3Wny12+fqnyzu3eV1kVCtwzZswAADRu3BhDhw6t1RMF1AZWh4KL+Q7U8Tci1E+EIAiwywpOuAL2r2ezcTglxzURWrGgEgG7Q/0gNAgpHbBVVUWRXUGBzYEihwKdIMDsWrIr2GKAv0kHPy7ZRURERER0WYIg+HRp97WkqirGjh2Lr776Ctu2bSt1CXXnzp2h1+uRlJSkDaAePXoUp0+fRkxMjNfnKSgo0CZLc5Mk562niqJAp9OhWbNmpY6LiYlBUlISxo0bp23bvHlzmef+6KOP0LlzZ3Ts2NFje/369b2u89Jzv/LKK7Db7VpQ37x5M1q2bFnpy8kBH+/hfvTRRwE4ZyU/f/48FMUz8DVs2LDShZGToqo4lZGvBezfywjYgSZd8SXiDYIRXUbABpxLdhXYZBTZZMiqCpNORJBZj6b+RvgbdfA36aDnkl1ERERERNeV0aNHY8WKFVi3bh0CAgK0e6ODgoJgNpsRFBSEJ554AgkJCQgNDUVgYCDGjh2LmJgYjwnTTpw4gby8PKSmpqKwsFAbrW7Tpg0MBgP69++P+fPnY9asWdol5VOmTEGjRo1w4403llvfCy+8gF69euGtt95C//79sXLlSvz000/44IMPPNrl5ORg9erVeOutt7z+7Feq+cEHH8TMmTPxxBNPYOLEiTh06BAWLFiA+fPne32Oy/FpWbDjx4/j8ccfx65duzy2uydTk2W5SoqrLjVhWbAdJzLwzpbjOHAmq1TADigZsOsHoWGopcyAraiqdi+21SFDJzqX7ArzNyDIrIe/SQeznqPYRERERETeqK3LgpX37333bOKA87O9+OKL+Oyzz2C1WhEfH4/33nvP47Lq3r17Y/v27aX6SU5ORuPGjQEAK1euxNy5c3Hs2DFYLBbExMRgzpw5aNWq1WVrXL16NaZOnYpTp06hefPmmDt3Lvr16+fR5oMPPsC4ceOQkpLi9WTd3tR88OBBjB49Gv/73/8QFhaGsWPHYuLEieX2WZHfA58Cd8+ePaHT6TBp0iTUrVu31A/w0uH9y1m4cCH+7//+D6mpqejYsSPeeecd3HzzzWW2tdvtSExMxNKlS3H27Fm0bNkSc+bM8Zio7dVXX8XMmTM9jmvZsmW5a6iVpSYE7k2/peKZ5fsAOAN2u3pB6OBaCzs61AKxnP9obA7nZeKFNucfPUx6CUFmPer4c8kuIiIiIqLKqK2Bm6rWVV+H+8CBA9i3b98V/0pxJatWrUJCQgIWL16Mbt264e2330Z8fDyOHj1aao1vAJg6dSqWL1+ODz/8EK1atcI333yDQYMGYdeuXR6XKLRt2xbfffed9r7kbOq1RfcmoXjx9hbwM0jo3Di03IAtKyoK7TIKbA44HCr0OgEWow51g0wIMjtnFOeSXURERERERNeeTzfstmnTBhkZGZU++bx58zBq1CiMHDkSbdq0weLFi2GxWPDxxx+X2X7ZsmWYMmUK+vXrhxtuuAHPPvss+vXrV+oafp1Oh6ioKO0RFhZW6VqvtWCLAUO7RKNBiLlU2LY6ZFzMt+FcViHO5xRBlhVEBBjRrkEQujQOxc2NQtEsIgDhAUaGbSIiIiIiomri09DvnDlz8PLLL2P27Nlo3759qWnXvbkM22azYd++fZg8ebK2TRRFxMXFYffu3WUeY7VaSw3Zm83mUmvIHT9+HPXq1YPJZEJMTAwSExMvO5Gb1WqF1WrV3ufk5Fyx/mvJvWRXgU2GLCsw6iX4GXWIDjUj0OS8F9uoY7AmIiIiIiKqSXwK3HFxcQCAvn37emyvyKRpGRkZkGUZkZGRHtsjIyPLvd86Pj4e8+bNQ2xsLJo2bYqkpCSsWbPG43zdunXDkiVL0LJlS6SkpGDmzJm49dZbcejQIQQEBJTZb2JiYqn7vmsKBQLSc62wGCTUCzYhxOK8F5tLdhEREREREdVsPgXurVu3VnUdXlmwYAFGjRqFVq1aQRAENG3aFCNHjvS4BP2uu+7SXnfo0AHdunVDo0aN8Pnnn+OJJ54os9/JkycjISFBe5+Tk4Po6Oir90G85G/SoW29QPgZdPA36mDQcckuIiIiIiKi2sKnwN2rV69KnzgsLAySJCEtLc1je1pamsfU8yWFh4dj7dq1KCoqwoULF1CvXj1MmjQJN9xwQ7nnCQ4ORosWLXDixIly2xiNRhiNRt8+yFVkMehgMdS+Cd+IiIiIiIjIx0nTAOCHH37Aww8/jB49euDs2bMAnJOaXXo/dXkMBgM6d+6MpKQkbZuiKEhKSkJMTMxljzWZTKhfvz4cDge+/PJL3HvvveW2zcvLw8mTJ1G3bl2v6iIiIiIiIiKqCj4F7i+//BLx8fEwm83Yv3+/NuFYdnY2Zs+e7XU/CQkJ+PDDD7F06VIcPnwYzz77LPLz8zFy5EgAwIgRIzwmVduzZw/WrFmDP/74Az/88APuvPNOKIqCl19+WWszYcIEbN++HadOncKuXbswaNAgSJKE4cOH+/JRiYiIiIiIiHzi0/XKr7/+OhYvXowRI0Zg5cqV2vaePXvi9ddf97qfoUOHIj09HdOnT0dqaio6deqETZs2aROpnT59GqJY/DeBoqIiTJ06FX/88Qf8/f3Rr18/LFu2DMHBwVqbv/76C8OHD8eFCxcQHh6OW265BT/++CPCw8N9+ahEREREREREPhFUVVUrepDFYsHvv/+Oxo0bIyAgAL/88gtuuOEG/PHHH2jTpg2KioquRq3XTE5ODoKCgpCdne3VEmdERERERHT9KyoqQnJyMpo0aVJquWL6+6jI74FPl5RHRUWVOQnZjh07LjuBGREREREREV1biYmJ6Nq1KwICAhAREYGBAwfi6NGjHm2KioowevRo1KlTB/7+/hg8eHCpCa6ff/55dO7cGUajEZ06dSrzXN988w26d++OgIAAhIeHY/DgwTh16tQVa1y9ejVatWoFk8mE9u3bY+PGjaXaHD58GPfccw+CgoLg5+eHrl274vTp0+X2eerUKTzxxBNo0qQJzGYzmjZtihkzZsBms1VJzd7wKXCPGjUKL7zwAvbs2QNBEHDu3Dl8+umnmDBhAp599tkqKYyIiIiIiIgqb/v27Rg9ejR+/PFHbN68GXa7HXfccQfy8/O1NuPHj8fXX3+N1atXY/v27Th37hzuu+++Un09/vjjGDp0aJnnSU5Oxr333ovbbrsNBw4cwDfffIOMjIwy+ylp165dGD58OJ544gn8/PPPGDhwIAYOHIhDhw5pbU6ePIlbbrkFrVq1wrZt23Dw4EFMmzbtsiPMR44cgaIoeP/99/Hbb79h/vz5WLx4MaZMmVLpmr3l0yXlqqpi9uzZSExMREFBAQDn0loTJkzAa6+9ViWFVSdeUk5ERERERJe6Xi4pT09PR0REBLZv347Y2FhkZ2cjPDwcK1aswP333w/AGVZbt26N3bt3o3v37h7Hv/rqq1i7di0OHDjgsf2LL77A8OHDYbVatbm4vv76a9x7772wWq3Q6/Vl1jN06FDk5+dj/fr12rbu3bujU6dOWLx4MQBg2LBh0Ov1WLZsWaU++//93/9h0aJF+OOPP3yu+apfUi4IAl555RVkZmbi0KFD+PHHH5Genn5dhG0iIiIiIiJvqaqKApvjmj98GDfVZGdnAwBCQ0MBAPv27YPdbkdcXJzWplWrVmjYsCF2797tdb+dO3eGKIr45JNPIMsysrOzsWzZMsTFxZUbtgFg9+7dHucGgPj4eO3ciqJgw4YNaNGiBeLj4xEREYFu3bph7dq1Xtfmlp2drX3uytTsLZ9mKXczGAxo06ZNpYsgIiIiIiKqjQrtMtrM+Oaan/f3mfGwGCoe5xRFwbhx49CzZ0+0a9cOAJCamgqDweCx+hMAREZGIjU11eu+mzRpgm+//RZDhgzB008/DVmWERMTU+b92CWlpqZqK1WVde7z588jLy8P//jHP/D6669jzpw52LRpE+677z5s3boVvXr18qq+EydO4J133sGbb75Z6Zq95fUI93333YecnBzt9eUeREREREREVPOMHj0ahw4d8ljeuaqkpqZi1KhRePTRR/G///0P27dvh8FgwP333w9VVXH69Gn4+/trj9mzZ3vVr6IoAIB7770X48ePR6dOnTBp0iTcfffd2iXnzzzzjEfflzp79izuvPNOPPDAAxg1apTXNVeW138SCQoKgiAI2msiIiIiIqK/O7Newu8z46vlvBU1ZswYrF+/Ht9//z0aNGigbY+KioLNZkNWVpbHKHdaWhqioqK87n/hwoUICgrC3LlztW3Lly9HdHQ09uzZgy5dunjc9+2+tDsqKqrUjOglzx0WFgadTlfq6urWrVtjx44dAIBZs2ZhwoQJZdZ17tw59OnTBz169MAHH3xQoZovvX+9orwO3J988kmZr4mIiIiIiP6uBEHw6dLua0lVVYwdOxZfffUVtm3bhiZNmnjs79y5M/R6PZKSkjB48GAAwNGjR3H69GnExMR4fZ6CggJt4jE3SXL+YUBRFOh0OjRr1qzUcTExMUhKSsK4ceO0bZs3b9bObTAY0LVr11JLmR07dgyNGjUCAERERCAiIqJU32fPnkWfPn3QuXNnfPLJJ6Xqu1LNleXTb0ZycjIcDgeaN2/usf348ePQ6/Vo3LhxpQsjIiIiIiKiyhs9ejRWrFiBdevWISAgQLs3OigoCGazGUFBQXjiiSeQkJCA0NBQBAYGYuzYsYiJifEY4T1x4gTy8vKQmpqKwsJCbbS6TZs2MBgM6N+/P+bPn49Zs2Zh+PDhyM3NxZQpU9CoUSPceOON5db3wgsvoFevXnjrrbfQv39/rFy5Ej/99JPHaPRLL72EoUOHIjY2Fn369MGmTZvw9ddfY9u2beX2e/bsWfTu3RuNGjXCm2++ifT0dG2fe/Tc15q9pvogNjZWXbJkSanty5YtU3v16uVLlzVKdna2CkDNzs6u7lKIiIiIiKiGKCwsVH///Xe1sLCwukupEABlPj755BOtTWFhofrcc8+pISEhqsViUQcNGqSmpKR49NOrV68y+0lOTtbafPbZZ+qNN96o+vn5qeHh4eo999yjHj58+Io1fv7552qLFi1Ug8Ggtm3bVt2wYUOpNh999JHarFkz1WQyqR07dlTXrl172T4/+eSTcj97SRWtuSK/Bz6twx0YGIj9+/eXuhzgxIkT6NKlC7KysnxL/zUE1+EmIiIiIqJLXS/rcFPlXJN1uHNzc0ttz87OhizLvnRJREREREREdF3xKXDHxsYiMTHRI1zLsozExETccsstVVYcERERERERUW3l06Rpc+bMQWxsLFq2bIlbb70VAPDDDz8gJycHW7ZsqdICiYiIiIiIiGojn0a427Rpg4MHD2LIkCE4f/48cnNzMWLECBw5cgTt2rWr6hqJiIiIiIiIah2fF4yrV68eZs+eXZW1EBEREREREV03vA7cBw8eRLt27SCKIg4ePHjZth06dKh0YURERERERDWRoijVXQJVo4os9OV14O7UqRNSU1MRERGBTp06QRCEMk8kCAJnKiciIiIiouuOwWCAKIo4d+4cwsPDYTAYIAhCdZdF15CqqkhPT4cgCNDr9Vds73XgTk5ORnh4uPaaiIiIiIjo70QURTRp0gQpKSk4d+5cdZdD1UQQBDRo0ACSJF2xrdeBe9CgQUhKSkJISAiWLl2KCRMmwGKxVKpQIiIiIiKi2sRgMKBhw4ZwOBy8svdvSq/XexW2AUBQvbwA3Ww24/jx41qST0lJQURERKUKralycnIQFBSE7OxsBAYGVnc5REREREREVAtV6B7ukSNH4pZbboGqqnjzzTfh7+9fZtvp06dXWYFEREREREREtZHXI9xHjx7FjBkzcPLkSezfvx9t2rSBTlc6rwuCgP3791d5odcSR7iJiIiIiIiosrwO3CWJoqjNWH49YuAmIiIiIiKiyhK9bXjTTTfh4sWLAIAZM2aUezk5EREREREREXHStDJxhJuIiIiIiIgqi5OmEREREREREV0FnDStDBzhJiIiIiIiosripGllYOAmIiIiIiKiyvL6kvKSFEWp6jqIiIiIiIiIritez1J+qWXLlqFnz56oV68e/vzzTwDA/PnzsW7dugr1s3DhQjRu3BgmkwndunXD3r17y21rt9sxa9YsNG3aFCaTCR07dsSmTZsq1ScRERERERHR1eBT4F60aBESEhLQr18/ZGVlQZZlAEBISAjefvttr/tZtWoVEhISMGPGDOzfvx8dO3ZEfHw8zp8/X2b7qVOn4v3338c777yD33//Hc888wwGDRqEn3/+2ec+iYiIiIiIiK4Gn+7hbtOmDWbPno2BAwciICAAv/zyC2644QYcOnQIvXv3RkZGhlf9dOvWDV27dsW7774LwHmpenR0NMaOHYtJkyaVal+vXj288sorGD16tLZt8ODBMJvNWL58uU99loX3cBMREREREVFl+TTCnZycjBtvvLHUdqPRiPz8fK/6sNls2LdvH+Li4oqLEUXExcVh9+7dZR5jtVphMpk8tpnNZuzYscPnPomIiIiIiIiuBp8Cd5MmTXDgwIFS2zdt2oTWrVt71UdGRgZkWUZkZKTH9sjISKSmppZ5THx8PObNm4fjx49DURRs3rwZa9asQUpKis99As4gn5OT4/EgIiIiIiIiqgyfAndCQgJGjx6NVatWQVVV7N27F2+88QYmT56Ml19+uapr1CxYsADNmzdHq1atYDAYMGbMGIwcORKi6PPcbwCAxMREBAUFaY/o6OgqqpiIiIiIiIj+rnxaFuzJJ5+E2WzG1KlTUVBQgAcffBD16tXDggULMGzYMK/6CAsLgyRJSEtL89ielpaGqKioMo8JDw/H2rVrUVRUhAsXLqBevXqYNGkSbrjhBp/7BIDJkycjISFBe5+Tk8PQTURERERERJXi89DwQw89hOPHjyMvLw+pqan466+/8MQTT3h9vMFgQOfOnZGUlKRtUxQFSUlJiImJueyxJpMJ9evXh8PhwJdffol77723Un0ajUYEBgZ6PIiIiIiIiIgqw6cRbrf09HQcPXoUgHNysrCwsAodn5CQgEcffRRdunTBzTffjLfffhv5+fkYOXIkAGDEiBGoX78+EhMTAQB79uzB2bNn0alTJ5w9exavvvoqFEXxuIz9Sn0SERERERERXQs+Be78/HyMHTsW//73v6EoCgBAkiSMGDEC77zzDiwWi1f9DB06FOnp6Zg+fTpSU1PRqVMnbNq0SZv07PTp0x73ZxcVFWHq1Kn4448/4O/vj379+mHZsmUIDg72uk8iIiIiIiKia8GndbiffvppfPfdd3j33XfRs2dPAMCOHTvw/PPP4/bbb8eiRYuqvNBrietwExERERERUWX5FLjDwsLwxRdfoHfv3h7bt27diiFDhiA9Pb2q6qsWDNxERERERERUWT5NmlZQUFDmJdoREREoKCiodFFEREREREREtZ1PgTsmJgYzZsxAUVGRtq2wsBAzZ8684gzjRERERERERH8HPk2atmDBAsTHx6NBgwbo2LEjAOCXX36ByWTCN998U6UFEhEREREREdVGPt3DDTgvK//0009x5MgRAEDr1q3x0EMPwWw2V2mB1YH3cBMREREREVFl+Ry4r2cM3ERERERERFRZPt3DnZiYiI8//rjU9o8//hhz5sypdFFEREREREREtZ1Pgfv9999Hq1atSm1v27YtFi9eXOmiiIiIiIiIiGo7nwJ3amoq6tatW2p7eHg4UlJSKl0UERERERERUW3nU+COjo7Gzp07S23fuXMn6tWrV+miiIiIiIiIiGo7n5YFGzVqFMaNGwe73Y7bbrsNAJCUlISXX34ZL774YpUWSERERERERFQb+RS4X3rpJVy4cAHPPfccbDYbAMBkMmHixImYPHlylRZIREREREREVBtValmwvLw8HD58GGazGc2bN4fRaKzK2qoNlwUjIiIiIiKiyuI63GVg4CYiIiIiIqLK8mnSNCIiIiIiIiK6PAZuIiIiIiIioquAgZuIiIiIiIjoKmDgJiIiIiIiIroKfFoWDACOHz+OrVu34vz581AUxWPf9OnTK10YERERERERUW3m0yzlH374IZ599lmEhYUhKioKgiAUdygI2L9/f5UWea1xlnIiIiIiIiKqLJ8Cd6NGjfDcc89h4sSJV6OmasfATURERERERJXl0z3cFy9exAMPPFDVtRARERERERFdN3wK3A888AC+/fbbqq6FiIiIiIiI6Lrh06RpzZo1w7Rp0/Djjz+iffv20Ov1Hvuff/75KimOiIiIiIiIqLby6R7uJk2alN+hIOCPP/6oVFHVjfdwExERERERUWX5NMKdnJxc1XUQERERERERXVd8uoe7JFVV4cMgOREREREREdF1zefA/e9//xvt27eH2WyG2WxGhw4dsGzZsqqsjYiIiIiIiKjW8umS8nnz5mHatGkYM2YMevbsCQDYsWMHnnnmGWRkZGD8+PFVWiQRERERERFRbePzpGkzZ87EiBEjPLYvXboUr776aq2/x5uTphEREREREVFl+XRJeUpKCnr06FFqe48ePZCSklLpooiIiIiIiIhqO58Cd7NmzfD555+X2r5q1So0b968Qn0tXLgQjRs3hslkQrdu3bB3797Ltn/77bfRsmVLmM1mREdHY/z48SgqKtL2v/rqqxAEwePRqlWrCtVEREREREREVFk+3cM9c+ZMDB06FN9//712D/fOnTuRlJRUZhAvz6pVq5CQkIDFixejW7duePvttxEfH4+jR48iIiKiVPsVK1Zg0qRJ+Pjjj9GjRw8cO3YMjz32GARBwLx587R2bdu2xXfffVf8IXU+fUwiIiIiIiIin/k0wj148GDs2bMHYWFhWLt2LdauXYuwsDDs3bsXgwYN8rqfefPmYdSoURg5ciTatGmDxYsXw2Kx4OOPPy6z/a5du9CzZ088+OCDaNy4Me644w4MHz681Ki4TqdDVFSU9ggLC/PlYxIRERERERH5zOeh386dO2P58uU+n9hms2Hfvn2YPHmytk0URcTFxWH37t1lHtOjRw8sX74ce/fuxc0334w//vgDGzduxCOPPOLR7vjx46hXrx5MJhNiYmKQmJiIhg0blluL1WqF1WrV3ufk5Pj8uYiIiIiIiIiACgTunJwcbcbuKwVSb2b2zsjIgCzLiIyM9NgeGRmJI0eOlHnMgw8+iIyMDNxyyy1QVRUOhwPPPPMMpkyZorXp1q0blixZgpYtWyIlJQUzZ87ErbfeikOHDiEgIKDMfhMTEzFz5swr1kxERERERETkLa8vKQ8JCcH58+cBAMHBwQgJCSn1cG+/WrZt24bZs2fjvffew/79+7FmzRps2LABr732mtbmrrvuwgMPPIAOHTogPj4eGzduRFZW1mXvLZ88eTKys7O1x5kzZ67aZyAiIiIiIqK/B69HuLds2YLQ0FAAwNatWyt94rCwMEiShLS0NI/taWlpiIqKKvOYadOm4ZFHHsGTTz4JAGjfvj3y8/Px1FNP4ZVXXoEolv77QXBwMFq0aIETJ06UW4vRaITRaKzEpyEiIiIiIiLy5HXg7tWrl/a6SZMmiI6OhiAIHm1UVfV6dNhgMKBz585ISkrCwIEDAQCKoiApKQljxowp85iCgoJSoVqSJO3cZcnLy8PJkydL3edNREREREREdDX5NEt5kyZNkJ6eXmp7ZmYmmjRp4nU/CQkJ+PDDD7F06VIcPnwYzz77LPLz8zFy5EgAwIgRIzwmVRswYAAWLVqElStXIjk5GZs3b8a0adMwYMAALXhPmDAB27dvx6lTp7Br1y4MGjQIkiRh+PDhvnxUIiIiIiIiIp/4NEu5qqqlRrcB52iyyWTyup+hQ4ciPT0d06dPR2pqKjp16oRNmzZpE6mdPn3aY0R76tSpEAQBU6dOxdmzZxEeHo4BAwbgjTfe0Nr89ddfGD58OC5cuIDw8HDccsst+PHHHxEeHu7LRyUiIiIiIiLyiaCWdy12GRISEgAACxYswKhRo2CxWLR9sixjz549kCQJO3furPpKr6GcnBwEBQUhOzvbqxnXiYiIiIiIiC5VoRHun3/+GYBzhPvXX3+FwWDQ9hkMBnTs2BETJkyo2gqJiIiIiIiIaqEKjXC7jRw5EgsWLLhuR385wk1ERERERESV5VPgvt4xcBMREREREVFl+TRpGgD89NNP+Pzzz3H69GnYbDaPfWvWrKl0YURERERERES1mU/Lgq1cuRI9evTA4cOH8dVXX8Fut+O3337Dli1bEBQUVNU1EhEREREREdU6PgXu2bNnY/78+fj6669hMBiwYMECHDlyBEOGDEHDhg2rukYiIiIiIiKiWsenwH3y5En0798fgHN28vz8fAiCgPHjx+ODDz6o0gKJiIiIiIiIaiOfAndISAhyc3MBAPXr18ehQ4cAAFlZWSgoKKi66oiIiIiIiIhqKZ8mTYuNjcXmzZvRvn17PPDAA3jhhRewZcsWbN68GX379q3qGomIiIiIiIhqHZ+WBcvMzERRURHq1asHRVEwd+5c7Nq1C82bN8fUqVMREhJyNWq9ZrgsGBEREREREVUW1+EuAwM3ERERERERVZbXl5Tn5OR43SlDKhEREREREf3deR24g4ODIQjCZduoqgpBECDLcqULIyIiIiIiIqrNvA7cW7duvZp1EBEREREREV1XeA93GXgPNxEREREREVWWT+twA8APP/yAhx9+GD169MDZs2cBAMuWLcOOHTuqrDgiIiIiIiKi2sqnwP3ll18iPj4eZrMZ+/fvh9VqBQBkZ2dj9uzZVVogERERERERUW3kU+B+/fXXsXjxYnz44YfQ6/Xa9p49e2L//v1VVhwRERERERFRbeVT4D569ChiY2NLbQ8KCkJWVlZlayIiIiIiIiKq9XwK3FFRUThx4kSp7Tt27MANN9xQ6aKIiIiIiIiIajufAveoUaPwwgsvYM+ePRAEAefOncOnn36KCRMm4Nlnn63qGomIiIiIiIhqHa/X4S5p0qRJUBQFffv2RUFBAWJjY2E0GjFhwgSMHTu2qmskIiIiIiIiqnUqvA63LMvYuXMnOnToAIvFghMnTiAvLw9t2rSBv7//1arzmuI63ERERERERFRZFQ7cAGAymXD48GE0adLkatRU7Ri4iYiIiIiIqLJ8uoe7Xbt2+OOPP6q6FiIiIiIiIqLrhs/rcE+YMAHr169HSkoKcnJyPB5EREREREREf3c+XVIuisU5XRAE7bWqqhAEAbIsV0111YSXlBMREREREVFl+TRL+datW6u6DiIiIiIiIqLrSoUDt91ux6xZs7B48WI0b978atREREREREREVOtV+B5uvV6PgwcPXo1aiIiIiIiIiK4bPk2a9vDDD+Ojjz6q6lqIiIiIiIiIrhs+BW6Hw4FFixahS5cuePrpp5GQkODxqIiFCxeicePGMJlM6NatG/bu3XvZ9m+//TZatmwJs9mM6OhojB8/HkVFRZXqk4iIiIiIiKiq+TRp2qFDh3DTTTcBAI4dO+axr+Ss5VeyatUqJCQkYPHixejWrRvefvttxMfH4+jRo4iIiCjVfsWKFZg0aRI+/vhj9OjRA8eOHcNjjz0GQRAwb948n/okIiIiIiIiuhp8WhasqnTr1g1du3bFu+++CwBQFAXR0dEYO3YsJk2aVKr9mDFjcPjwYSQlJWnbXnzxRezZswc7duzwqc+ycFkwIiIiIiIiqiyfLikv6a+//sJff/1V4eNsNhv27duHuLi44mJEEXFxcdi9e3eZx/To0QP79u3TLhH/448/sHHjRvTr18/nPgHAarUiJyfH40FERERERERUGT4FbkVRMGvWLAQFBaFRo0Zo1KgRgoOD8dprr0FRFK/6yMjIgCzLiIyM9NgeGRmJ1NTUMo958MEHMWvWLNxyyy3Q6/Vo2rQpevfujSlTpvjcJwAkJiYiKChIe0RHR3v1GYiIiIiIiIjK41PgfuWVV/Duu+/iH//4B37++Wf8/PPPmD17Nt555x1MmzatqmvUbNu2DbNnz8Z7772H/fv3Y82aNdiwYQNee+21SvU7efJkZGdna48zZ85UUcVERERERET0d+XTpGlLly7Fv/71L9xzzz3atg4dOqB+/fp47rnn8MYbb1yxj7CwMEiShLS0NI/taWlpiIqKKvOYadOm4ZFHHsGTTz4JAGjfvj3y8/Px1FNP4ZVXXvGpTwAwGo0wGo1XrJmIiIiIiIjIWz6NcGdmZqJVq1altrdq1QqZmZle9WEwGNC5c2ePCdAURUFSUhJiYmLKPKagoACi6FmyJEkAAFVVfeqTiIiIiIiI6GrwKXB37NhRmwW8pHfffRcdO3b0up+EhAR8+OGHWLp0KQ4fPoxnn30W+fn5GDlyJABgxIgRmDx5stZ+wIABWLRoEVauXInk5GRs3rwZ06ZNw4ABA7TgfaU+iYiIiIiIiK4Fny4pnzt3Lvr374/vvvtOGznevXs3zpw5g40bN3rdz9ChQ5Geno7p06cjNTUVnTp1wqZNm7RJz06fPu0xoj116lQIgoCpU6fi7NmzCA8Px4ABAzwuYb9Sn0RERERERETXgs/rcJ89exbvvfcejhw5AgBo3bo1nnvuOdSrV69KC6wOXIebiIiIiIiIKsvnwH09Y+AmIiIiIiKiyvLpHu5PPvkEq1evLrV99erVWLp0aaWLIiIiIiIiIqrtfArciYmJCAsLK7U9IiICs2fPrnRRRERERERERLWdT4H79OnTaNKkSantjRo1wunTpytdFBEREREREVFt51PgjoiIwMGDB0tt/+WXX1CnTp1KF0VERERERERU2/kUuIcPH47nn38eW7duhSzLkGUZW7ZswQsvvIBhw4ZVdY1EREREREREtY5P63C/9tprOHXqFPr27QudztmFoigYMWIE7+EmIiIiIiIiQiWXBTt+/DgOHDgAs9mM9u3bo1GjRlVZW7XhsmBERERERERUWT6NcLs1b94c58+fR5cuXWA0GquqJiIiIiIiIqJaz6d7uEu66667cPbs2aqohYiIiIiIiOi6UenAXYkr0omIiIiIiIiuW5UO3ERERERERERUWqUD9/vvv4/IyMiqqIWIiIiIiIjoulHpwP3ggw9ClmWsXbsWhw8froqaiIiIiIiIiGo9nwL3kCFD8O677wIACgsL0aVLFwwZMgQdOnTAl19+WaUFEhEREREREdVGPgXu77//HrfeeisA4KuvvoKqqsjKysI///lPvP7661VaIBEREREREVFt5FPgzs7ORmhoKABg06ZNGDx4MCwWC/r374/jx49XaYFEREREREREtZFPgTs6Ohq7d+9Gfn4+Nm3ahDvuuAMAcPHiRZhMpiotkIiIiIiIiKg20vly0Lhx4/DQQw/B398fjRo1Qu/evQE4LzVv3759VdZHREREREREVCsJqqqqvhz4008/4cyZM7j99tvh7+8PANiwYQOCg4PRs2fPKi3yWsvJyUFQUBCys7MRGBhY3eUQERERERFRLeRz4C5JlmX8+uuvaNSoEUJCQqqirmrFwE1ERERERESV5dM93OPGjcNHH30EwBm2e/XqhZtuugnR0dHYtm1bVdZHREREREREVCv5FLi/+OILdOzYEQDw9ddfIzk5GUeOHMH48ePxyiuvVGmBRERERERERLWRT4E7IyMDUVFRAICNGzfigQceQIsWLfD444/j119/rdICiYiIiIiIiGojnwJ3ZGQkfv/9d8iyjE2bNuH2228HABQUFECSpCotkIiIiIiIiKg28mlZsJEjR2LIkCGoW7cuBEFAXFwcAGDPnj1o1apVlRZIREREREREVBv5FLhfffVVtGvXDmfOnMEDDzwAo9EIAJAkCZMmTarSAomIiIiIiIhqoypZFux6w2XBiIiIiIiIqLJ8uocbALZv344BAwagWbNmaNasGe655x788MMPVVkbERERERERUa3lU+Bevnw54uLiYLFY8Pzzz+P555+H2WxG3759sWLFiqqukYiIiIiIiKjW8Slwv/HGG5g7dy5WrVqlBe5Vq1bhH//4B1577bUK97dw4UI0btwYJpMJ3bp1w969e8tt27t3bwiCUOrRv39/rc1jjz1Wav+dd97py0clIiIiIiIi8olPgfuPP/7AgAEDSm2/5557kJycXKG+Vq1ahYSEBMyYMQP79+9Hx44dER8fj/Pnz5fZfs2aNUhJSdEehw4dgiRJeOCBBzza3XnnnR7tPvvsswrVRURERERERFQZPgXu6OhoJCUlldr+3XffITo6ukJ9zZs3D6NGjcLIkSPRpk0bLF68GBaLBR9//HGZ7UNDQxEVFaU9Nm/eDIvFUipwG41Gj3YhISEVqouIiIiIiIioMnxaFuzFF1/E888/jwMHDqBHjx4AgJ07d2LJkiVYsGCB1/3YbDbs27cPkydP1raJooi4uDjs3r3bqz4++ugjDBs2DH5+fh7bt23bhoiICISEhOC2227D66+/jjp16nhdGxEREREREVFl+BS4n332WURFReGtt97C559/DgBo3bo1Vq1ahXvvvdfrfjIyMiDLMiIjIz22R0ZG4siRI1c8fu/evTh06BA++ugjj+133nkn7rvvPjRp0gQnT57ElClTcNddd2H37t2QJKlUP1arFVarVXufnZ0NwLk8GBERERERVZ+AgAAIglDdZRD5pMKB2+FwYPbs2Xj88cexY8eOq1GT1z766CO0b98eN998s8f2YcOGaa/bt2+PDh06oGnTpti2bRv69u1bqp/ExETMnDmz1PaKXh5PRERERERVKzs7G4GBgdVdBpFPKhy4dTod5s6dixEjRlT65GFhYZAkCWlpaR7b09LSEBUVddlj8/PzsXLlSsyaNeuK57nhhhsQFhaGEydOlBm4J0+ejISEBO29oijIzMxEnTp1qvWvaTk5OYiOjsaZM2f4PzJXwO/KO/yevMfvynv8rrzH78p7/K68x+/KO/yevFfTvquAgIDqLoHIZz5dUt63b19s374djRs3rtTJDQYDOnfujKSkJAwcOBCAM+wmJSVhzJgxlz129erVsFqtePjhh694nr/++gsXLlxA3bp1y9xvNBphNBo9tgUHB3v1Ga6FwMDAGvE/drUBvyvv8HvyHr8r7/G78h6/K+/xu/Ievyvv8HvyHr8rosrzKXDfddddmDRpEn799Vd07ty51IRl99xzj9d9JSQk4NFHH0WXLl1w88034+2330Z+fj5GjhwJABgxYgTq16+PxMREj+M++ugjDBw4sNREaHl5eZg5cyYGDx6MqKgonDx5Ei+//DKaNWuG+Ph4Xz4uERERERERUYX5FLife+45AM4lvS4lCAJkWfa6r6FDhyI9PR3Tp09HamoqOnXqhE2bNmkTqZ0+fRqi6Ll62dGjR7Fjxw58++23pfqTJAkHDx7E0qVLkZWVhXr16uGOO+7Aa6+9VmoUm4iIiIiIiOhq8SlwK4pSpUWMGTOm3EvIt23bVmpby5Ytoapqme3NZjO++eabqiyv2hiNRsyYMYN/KPACvyvv8HvyHr8r7/G78h6/K+/xu/Ievyvv8HvyHr8roqojqOUlVyIiIiIiIiLymXjlJsW2bNmCNm3alLk+dXZ2Ntq2bYvvv/++yoojIiIiIiIiqq0qFLjffvttjBo1qszZCoOCgvD0009j/vz5VVYcERERERERUW1VocD9yy+/4M477yx3/x133IF9+/ZVuigCBg0ahJCQENx///3VXUqNdubMGfTu3Rtt2rRBhw4dsHr16uouqcbKyspCly5d0KlTJ7Rr1w4ffvhhdZdU4xUUFKBRo0aYMGFCdZdSozVu3BgdOnRAp06d0KdPn+oup8ZKTk5Gnz590KZNG7Rv3x75+fnVXVKNdPToUXTq1El7mM1mrF27trrLqrHmz5+Ptm3bok2bNnj++efLneOGgDfffBNt27ZFu3btsHz58uoup0Yp69+de/fuRdu2bdGsWTPMmjWrGqsjqt0qdA+3yWTCoUOH0KxZszL3nzhxAu3bt0dhYWGVFfh3tW3bNuTm5mLp0qX44osvqrucGislJQVpaWno1KkTUlNT0blzZxw7dqzUUnUEyLIMq9UKi8WC/Px8tGvXDj/99FOppfWo2CuvvIITJ04gOjoab775ZnWXU2M1btwYhw4dgr+/f3WXUqP16tULr7/+Om699VZkZmYiMDAQOp1Pc5f+beTl5aFx48b4888/+b/rZUhPT0f37t3x22+/Qa/XIzY2Fm+++SZiYmKqu7Qa59dff8Wjjz6KXbt2QVVV9OnTB5s2bUJwcHB1l1YjlPXvzq5du+Kjjz5C27Zt0bNnT3z44Ydo3759NVdKVPtUaIS7fv36OHToULn7Dx48iLp161a6KAJ69+6NgICA6i6jxqtbty46deoEAIiKikJYWBgyMzOrt6gaSpIkWCwWAIDVaoWqqhwJuYzjx4/jyJEjuOuuu6q7FLoOuAPRrbfeCgAIDQ1l2PbCf/7zH/Tt25dh+zIcDgeKiopgt9tht9sRERFR3SXVSIcPH0ZMTAxMJhPMZjM6duyITZs2VXdZNcal/+48d+4cHA4HOnToAEmSMGzYMKxfv74aKySqvSoUuPv164dp06ahqKio1L7CwkLMmDEDd999d5UVR1QR+/btgyzLiI6Oru5SaqysrCx07NgRDRo0wEsvvYSwsLDqLqnGmjBhAhITE6u7jFpBEAT06tULXbt2xaefflrd5dRIx48fh7+/PwYMGICbbroJs2fPru6SaoXPP/8cQ4cOre4yaqzw8HBMmDABDRs2RL169RAXF4emTZtWd1k1Urt27bBt2zZkZWXh4sWL2LZtG86ePVvdZdVY586dQ/369bX39evX5/dF5KMK/Xl96tSpWLNmDVq0aIExY8agZcuWAIAjR45g4cKFkGUZr7zyylUplOhyMjMzMWLECN6XfAXBwcH45ZdfkJaWhvvuuw/3338/IiMjq7usGmfdunVo0aIFWrRogV27dlV3OTXejh07UL9+faSkpCAuLg7t27dHhw4dqrusGsXhcOCHH37AgQMHEBERgTvvvBNdu3bF7bffXt2l1Vg5OTnYtWsXVq5cWd2l1FgXL17E+vXrcerUKZjNZtx11134/vvvERsbW92l1Tjue9xvu+02BAUFoXv37pAkqbrLIqK/gQqNcEdGRmLXrl1o164dJk+ejEGDBmHQoEGYMmUK2rVrhx07dvAf73TNWa1WDBw4EJMmTUKPHj2qu5xaITIyEh07dsQPP/xQ3aXUSD/++CNWrlyJxo0bY8KECfjwww85YcxluEdB6tati379+mH//v3VXFHNU79+fXTp0gXR0dEwGo3o168fDhw4UN1l1Wjr1q3DHXfcAZPJVN2l1FjfffcdmjVrhtDQUJjNZvTv3x8//vhjdZdVYz399NPYv38/tm7dCr1ej+bNm1d3STVWvXr1PEa0z549i3r16lVjRUS1V4UCNwA0atQIGzduREZGBvbs2YMff/wRGRkZ2LhxI5o0aXI1aiQql6qqeOyxx3DbbbfhkUceqe5yarS0tDTk5uYCALKzs/H9999rV6mQp8TERJw5cwanTp3Cm2++iVGjRmH69OnVXVaNlJ+fr/1e5eXlYcuWLWjbtm01V1XzdO3aFefPn8fFixehKAq+//57tG7durrLqtF4OfmVRUdHY9euXSgqKoIsy9i2bRv/d/0yzp8/D8A5E/7evXsRHx9fzRXVXPXq1YMkSTh48CBkWcbKlSsxYMCA6i6LqFbyecaWkJAQdO3atSproRLi4uLwyy+/ID8/Hw0aNMDq1as562gZdu7ciVWrVqFDhw7asjHLli3jLJpl+PPPP/HUU09pk6WNHTuW3xNVWlpaGgYNGgTAORP+qFGj+P8NZdDpdJg9ezZiY2OhqiruuOMOznlyGdnZ2di7dy++/PLL6i6lRuvevTv69euHG2+8EaIoom/fvrjnnnuqu6wa695770V2djb8/PzwySefcOLCEsr6d+e7776L4cOHo6ioCI888gj/zUDkowotC0ZERERERERE3qnwJeVEREREREREdGUM3ERERERERERXAQM3ERERERER0VXAwE1ERERERER0FTBwExEREREREV0FDNxEREREREREVwEDNxEREREREdFVwMBNRES1hiAIWLt27VU/T+/evTFu3Lirfh4iIiK6vjFwExFRjZGamoqxY8fihhtugNFoRHR0NAYMGICkpKTqLo2IiIiownTVXQAREREAnDp1Cj179kRwcDD+7//+D+3bt4fdbsc333yD0aNH48iRI9VdIhEREVGFcISbiIhqhOeeew6CIGDv3r0YPHgwWrRogbZt2yIhIQE//vij1i4jIwODBg2CxWJB8+bN8Z///Efbt2TJEgQHB3v0u3btWgiCoL1/9dVX0alTJyxbtgyNGzdGUFAQhg0bhtzc3HJr27BhA4KCgvDpp59W3QcmIiKi6x4DNxERVbvMzExs2rQJo0ePhp+fX6n9JUP0zJkzMWTIEBw8eBD9+vXDQw89hMzMzAqd7+TJk1i7di3Wr1+P9evXY/v27fjHP/5RZtsVK1Zg+PDh+PTTT/HQQw9V6DxERET098bATURE1e7EiRNQVRWtWrW6YtvHHnsMw4cPR7NmzTB79mzk5eVh7969FTqfoihYsmQJ2rVrh1tvvRWPPPJImfeJL1y4EM899xy+/vpr3H333RU6BxERERHv4SYiomqnqqrXbTt06KC99vPzQ2BgIM6fP1+h8zVu3BgBAQHa+7p165bq44svvsD58+exc+dOdO3atUL9ExEREQEc4SYiohqgefPmEATBq4nR9Hq9x3tBEKAoCgBAFMVS4d1ut1eoD7cbb7wR4eHh+Pjjjyv0BwEiIiIiNwZuIiKqdqGhoYiPj8fChQuRn59fan9WVpZX/YSHhyM3N9ejjwMHDvhUU9OmTbF161asW7cOY8eO9akPIiIi+ntj4CYiohph4cKFkGUZN998M7788kscP34chw8fxj//+U/ExMR41Ue3bt1gsVgwZcoUnDx5EitWrMCSJUt8rqlFixbYunUrvvzyS4wbN87nfoiIiOjviYGbiIhqhBtuuAH79+9Hnz598OKLL6Jdu3a4/fbbkZSUhEWLFnnVR2hoKJYvX46NGzeiffv2+Oyzz/Dqq69Wqq6WLVtiy5Yt+Oyzz/Diiy9Wqi8iIiL6exFU3phGREREREREVOU4wk1ERERERER0FTBwExEREREREV0FDNxEREREREREVwEDNxEREREREdFVwMBNREREREREdBUwcBMRERERERFdBQzcRERERERERFcBAzcRERERERHRVcDATURERERERHQVMHATERERERERXQUM3ERERERERERXAQM3ERERERER0VXw/6PZj63VwmxLAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step1 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step2 over chunks\n" ] }, { "data": { "image/png": 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jg8uXL2Pt2rU4c+aM5frZ/I79MLVajZkzZyI6Ohpt2rTBwIEDLbcFCw0NxZgxY2z6BwQEoF27dpgzZw7u37+P/v3722wXRRFff/01OnfujDp16iA6Ohrly5fHtWvXsHPnTnh6emLjxo1OfY9vv/02fvjhB/Tt2xcvv/wywsPDcffuXfz3v//FwoUL83397iuvvIIffvgBnTp1Qr9+/XDhwgWsWLHCMitbUH5+fpb7bUdGRmLv3r0oX748pk+fjj179qBr166oVKkSbt68iS+++AIVKlR47H3Ic9OtWze0a9cOEydOxKVLl9CgQQNs27YNGzZswOjRo53+PFevXsXTTz+N9u3bo0OHDggKCsLNmzfx/fff4/fff8fo0aMtt+Bq2LAhJEnCzJkzkZKSAq1Wi/bt2yMgIAALFizAiy++iKeeegoDBgyAv78/Ll++jM2bN6NFixY2AdvFxQVxcXEYMmQImjZtip9//hmbN2/GhAkT4O/vDwA4fPgwBg8ejLJly6JDhw747rvvbOpu3ry53XXgREREpVZ+lzVPSUmxuT2KmV6vV1JSUgq4aDoRUcn1119/KcOGDVNCQ0MVjUajeHh4KC1atFA+++wzJTMz06avXq9Xvv76a6VVq1aKl5eXolarlUqVKinR0dG53jIsP2PnZvXq1UqjRo0UrVar+Pr6KoMGDVKuXr2aa99FixYpABQPDw+bW4lZ++2335TnnntOKVu2rKLVapVKlSop/fr1U+Lj4y19zLcFy8/tse7cuaOMGDFCKV++vKLRaJQKFSooQ4YMUW7fvq0oSs4tvNauXWuzX0JCggJAWbJkiU37J598opQvX17RarVKixYtlCNHjuR5WzBHxszttl3nz59XypUrp9SqVUu5deuWEh8fr/To0UMJDg5WNBqNEhwcrAwcOFD566+/Hvv5cxtfUYy33xozZowSHBysqNVqpVq1asrHH39sc2s2RTHeFmz48OGPPY6iKEpqaqoyb948JSoqSqlQoYKiVqsVDw8PJSIiQlm0aJHd2IsWLVIqV66sSJJkd4uwnTt3KlFRUYqXl5fi4uKiVKlSRXnppZeUI0eOWPoMGTJEKVOmjHLhwgWlY8eOipubmxIYGKhMmTLF5veGJUuWKADyfDz8b0xERFSaCYri+Hl8P/30E959910cP34cbm5uNtvS09Px1FNPYfbs2TbXAxIREdGT76WXXsIPP/yQ66UIRERE/1b5ui3YggUL8M4779iFbcB4/de7775rdw0aERERERER0b9RvgL3yZMn7VYktda6dWv88ccfBa2JiIiIiIiIqNTLV+C+d+8e9Hp9ntt1Oh3u3btX4KKIiIiIiIiISrt8Be7Q0FAcOXIkz+1HjhzJ1/1C9+zZg27duiE4OBiCIGD9+vWP3WfXrl146qmnoNVqUbVqVSxdutSuz/z58xEaGgoXFxc0bdoUhw8fdrgmIiIiyr+lS5fy+m0iIqKH5CtwP/fcc5g4cWKu94pNTEzEpEmT0Lt3b4fHS09PR4MGDTB//nyH+ickJKBr165o164djh8/jtGjR+OVV17B1q1bLX1Wr16NmJgYTJkyBceOHUODBg0QFRWFmzdvOlwXERERERERUUHla5Xy+/fvIyIiApcvX8YLL7yAGjVqAADOnDmD7777DiEhITh48CA8PDzyX4gg4KeffkLPnj3z7PPuu+9i8+bNOHnypKVtwIABSE5ORlxcHACgadOmaNKkiWXxNlmWERISgpEjR2LcuHH5rouIiIiIiIjIGar8dPbw8MC+ffswfvx4rF692nK9tre3N1544QV8+OGHToVtRx04cACRkZE2bVFRURg9ejQAIDs7G0ePHsX48eMt20VRRGRkJA4cOJDnuFlZWcjKyrK8VxQF2dnZ8PPzgyAIhfshiIiIiIio1DMYDNDpdMVdBhUDjUYDUXTsZPF8BW4A8PLywhdffIH58+fj9u3bUBQF/v7+/0gwTUxMRGBgoE1bYGAgUlNTkZGRgXv37sFgMOTa58yZM3mOGxsbi2nTptm1p6SkwNPTs3CKJyIiG4qiQIECQLF9DQUwvc91+0N9jSdqWfXPZbv1vrZ9AQVyLmObeimyVU3We8pWxwFs65BhPHfMvmbze+O+xj62+5vfwea41v1ynhXLcWDd37xdsd3DZj/jP4DNmLY1KZAVQFYUGGRAVgBFVmBQTO0yIAOQDcY2gwIYFMXUB5Bl436Kqd342rhNURQYZAGyohjHURTIigBZNh/TfDzTM4zP5o+kmLcrgmW76SuFbNpu2Zbz0SzvFUUwPlv1NR9DMT8gWB1PsN0Xtv0UxfaYQM4xZKvXitV4ue5vMxYgWx0LimDz2XLfP2cbzN8Zcj4rTGNa/oUt36lgsz+RtX4t7mHWsy8UdxkljqIoSExMRHJycnGXQsVEFEWEhYVBo9E8tm++AndGRga2b9+Odu3awcPDA/7+/pZtqamp2LVrF6KioqDVavNfdTEaP348YmJiLO9TU1MREhJSjBURUWExBh0ZsiKbgpD5WYFs81429VOs3psDj/XrvAKafaiyCXeWce2DpQzZVGtOuLMJiopsjkB5HufxNdiGQGNgfDhAWgc52SqimYMncj8mzAHSKvA9MgQbR8r5N7IKGRCgyOaQZQ4TtoFHzqsNgCILNiHH3NcSYPJos3kNQJZzwo51HXnu/4h9HlW7LNu2PbyfMYjaHlu2Gkex6vPwZ7Ebz9JHsPourGpRBFPINX8mhi9ylgJBAAQogM1zHm1Czn8PBMH0kyfk/ASat+c1prlvztyP+fh5jW3az6ofbLbZ12a9zXwc+xqEh+o29bGqzeYzWNdh3mb1P7uH682pFVafV7Frt+wrCKbvPKc+2+8StjVbxhVMxxbQoXqDvP6R/9XMYTsgIABubm48I/ZfRpZlXL9+HTdu3EDFihUf+++fr8D91Vdf4b///S+6d+9ut83T0xP/+c9/cOXKFQwfPjx/VTsoKCjIbsG2pKQkeHp6wtXVFZIkQZKkXPsEBQXlOa5Wqy11fyQgcpQ5GMmKAYpisAuZsiVcWYdO2RKyckKisV1WDFbbDFZjGEzHMbebX1sfyyrIPqaG3AOxksc+iu2z1bZ/mnlmzqAIljBlebYKPZbXNtty+htMIckgW++Td/+c59zarLaZalMUwCBbP4umWUjBNEMp2Nb7cN25PJtDmiw/PDP46KDLYFeayaZf7I3/WxME2fQLvblNMb4XFFNQUSxtxtdyLm3mACHbhB9Y7Q+Y283hwardPAaQsx2KVahQLCEoJxzZHkOA8U9DlkBjvZ8g2I5nfVzTNpswJ5jGgjkE2Yc3EQIgKpZwJIo5YQkARNG4yq05CJnbzP0FARBFwdRHNL4WRAgQoBKMr0UREEQRIgRIoghRECGZtwmC6bUEURKggmTcLgpQiSoIogi1KEGECJUkQSVIkFQiJEhQiSJEUYRaVEESRKhECZIoQRSM/URRggTR+DuaYNUuiJAkNSTBXIvKtF2AKAimICiYvlsBxk8jmL4DY7to3S6KMMdN0dwPAkQxp6+Z9S/H1uE4t+1EDzMYDJawXbZs2eIuh4qJv78/rl+/Dr1eD7Va/ci++Qrc3333Hd577708t48ePRrTp08vssAdERGBLVu22LRt374dERERAIzn0oeHhyM+Pt6y+Josy4iPj8eIESOKpCb6d8kJnuagaYBBNgdZA2TFYAyl0FvCqTnoGiBDUfSWEGreJkOGIhtggGkc07iK5dnUZgqyOaHX+lm2CdPWxyiO0OksY/gzBkC9QbB9lgUYTK/tt4vQyyoYDKZ+Vn3N+1k/y6b97LeJMBhgs599UM4ljJraGB6LmjHAwRKuckKdsV22alfs2nPaZKsxZKtZopywZzrR1irw2c+YmYNZzsyVdR+r50e9fui9CACmcCUKyJmhEozvRdH6vWAKZ0JOSBFgCk7GoGF+LYgwBhtRMIYmc/gSRKhEAZIpXBmfRVNwMoYklSRCBQFqUYIkicb3kgC1oIIkqaAyhSlREKGWjOFKZR2kJMlYp1V4soRMU7sgiDbfhTEwmYOP6TUE23BkFUgtM3MQLNut+8P83jJmTn/bbCXYbhdsj2lus/R+KJhZHTHnwNbvcglyD+9jN4LdPnmPKVhCac47cx/B6rMRkfPM12y7ubkVcyVUnMynkhsMhsIN3OfOnUODBnmfWlK/fn2cO3fO4fHS0tJw/vx5y/uEhAQcP34cvr6+qFixIsaPH49r167h22+/BQC89tpr+Pzzz/HOO+/g5Zdfxo4dO7BmzRps3rzZMkZMTAyGDBmCxo0b4+mnn8ann36K9PR0REdH5+ejUgljDpF6ORvZcib0ciZ0ciay5Uzo5Czo5WzIpjCba1g1tZnbZfNrS0i1Cqvm9zYzsDkzraWVLAOZOhHZetESUg0G0RRaRVNozQmj1ttyAimMQdUgwCADOoOxXWdqNzz0rDeFZ4MBOUHY3CabZ29zXitKvu5UWAoZTOHPPKtnMAU5Y1vONvN7Yx/jzNnD26zHkQHBYPU6t74KBMFgNdNoHRAV44wazDNlpjZTOBFN/cyBTjS9Ns+wmUOgKIqWWTjRNAtlmYESBUgw7y8at4kiRMUYDEVT2BNgDHQiTNtNM3CSYJo1gzHEiRAhiJKxvyhChARBkCAIoinoGWfSJJjaJJVxVg3GmTQRxjOijOFTgiAC5rkyyVK7aJlZg+Xz286+iYLVbJr5tXlGzfQZrEOQdUiWjAe13SZY9YU5nOaETsu/AcwB1fzvYN734WArmOqwDmJWgdQqRNoESwYzIqJH4n8n/93y8++fr8Ct1+tx69YtVKxYMdftt27dgl6vd3i8I0eOoF27dpb35uuohwwZgqVLl+LGjRu4fPmyZXtYWBg2b96MMWPGYN68eahQoQK+/vprREVFWfr0798ft27dwuTJk5GYmIiGDRsiLi7ObiE1Klo5pw3nXLcpKzJ0pqCsl7Ogszweeq9kQW/Ihl4xBmm9kg2DrINe0cH6us+Sw/yLbM4v1oBo+cXZ9Gszcq6kMj0U47Niem1euAamGVODDDzIlvEgS0F6toIH2QoeZCl4kA1kZCvIyAYysgVk6gRk6QRk6YBsvWh56PQS9Abjw2BQQZbzvUZiySDoTEHRYHyG1WvBAEHQP/T+4b763LdZnk3bIUMUFYiCAlGUjc+mUCmaTuO0DpySmHO6oiWACoKlXRLNp3EqpiApmdqMAdD4f5IpwEmmnx9zUDQFSsE4W2gMbSIkUWVqV5mCowRRFK1O2zSGUpX5dE7J2KaSJEiCyjhjaR7PNNNpOQ3V9F6AceZTZZp1NJ9uKgqSKYgaA60gGkOf+dRUY2gTc8KeVQC0Dn7mkGo92yaaAqVo1V80/+9GFGz+12M8PTQn9JpnRi1xWciZDbUOnkDOvGBO6OQvS0RERFS08nUf7mbNmqFXr1549913c90eGxuLDRs24ODBg4VWYHFITU2Fl5fXv2qV8rwWdDIHZ0CBLBugU7KhkzOgNxiDcbYh0xSQjWHZOiTrZR0Mig4GORt6xfi6cAjGGSpBBQkqCIIKgiAZzxwVrAMtYPUrts2zAgGKrAAwLiBkueLP5vpS4yq6elmGTm9AtqyHTpah0+uQLeuRpddDb8hGtmyAzqBDlkGPLJ0BmTogU6cgSw9k6YAsvQCd+WEQLSHYGIQlGAxqyLIKBoMaiqyBLGugmB6mE0wL2eNCqDHAGmdI8wqzepiv2zSHU+Nrc2CF6VkxhVPjDKkkApJpBtV4+qpinOkTBeM282vBOFtqvh7QElBNs5aiYBtMjc+SaUZUggBzH9HqFFlTCDUFUsm0TSWZ3ovmWVfBOLFsCdGi6TTfnNlDc1gUAVOAtL620Hqm0nqG1jSDa752EqLpNF9zrYJpBlcwzbYKkAQpJ6xahUjzzGtOqDXPgJprFK3eW4de29nWnD8W8XRTIiIiR2RmZiIhIQFhYWFwcXEp7nKomOTn5yBfU14vv/wyYmJiUKdOHTz77LM22zZu3IgPP/wQc+bMyX/FlG+2i0PlHpBtVitWZBgUgykgZ0BnFZDNp2QbLDPJxrBsnlk2KOaH42cvPIoAEZKghmgKzaIgwXiFoAjzbLD1bK9iniVWRGMIBiAbjNfP3tdl417GfaRmJUNn0EOv6KE36KFT9NDLeuhkPXQGHXSy3viZZFO7oofB1K7TG2eGdQYBOoMEvV6AwaAyBmJZBUXWGh8Gbc5rWWN6LmPVpgUgFcp3ZEuGIGZDFLMhSjqIog6SpINK0kOSDFBJBqhUMtSSDLWkQK1SoJYAtUqARgVoVCI0kgCtWoRWkqCWREtgFYxL2VgFWY1lNtMSYCGZZkGNIRWiCEmRAMuCPbIxICrm2Udz2BYAKJBE69Nejf+UoiKYZkitTjs27SuZT+M1nepqDqOWNvNMsiCaFuYRjDO8kmnOWBAhSQIkGNskU/iGJbAaQycEqxnRXN4LllnbnEArWrXZBlrBLgAzvBIREVFJERsbi3Xr1uHMmTNwdXVF8+bNMXPmTNSoUcPSJzMzE2+99RZWrVqFrKwsREVF4YsvvrA5U3jUqFHYt28fTp48iVq1auH48eN2x9q6dSumTJmCP//8Ey4uLmjdujU++eQThIaGPrLGtWvX4r333sOlS5dQrVo1zJw5E126dLFsT0pKwrvvvott27YhOTkZrVu3xmeffYZq1ao9cty7d+9i5MiR2LhxI0RRRO/evTFv3jy4u7vb9T1//jwaNWoESZIK7bZv+ZrhBoAXXngBK1euRM2aNS3/QGfOnMFff/2Ffv364fvvvy+UwopTSZnh1svZyNDft1x/bAyM2dApxlOwjSHZ2KY3zyJbzSabw7Le9FqGoVDqEiBBEtQ5s8yCGsarMyXjuZqKAAWi8TZA5lOlTTPJgmJeikiGzenVMC+gI0FRROgNItKzM5GcfR+pmalIyU7BvcwUpGalICX7HtJ0yUjT3UOmToGs84Gs94JscLUJv/bh2P4B5dGLHDhLFPXGICwZoFbJUKtkaFQK1JICrRqmICxAqxKhNT1rVCK0KgkalQQXlQStpIJGZTwNWBAF4x9QTH9oMf1DGMOuYL7mUjH+yUIEVCIgScYZZbUoQCWZZnlNiygZZ3NzrhEVrUKu+VpP82JHKphPjTbONosQIUownr4sma+JlayuRTWdDmw122oOtDbvzacF5xFoH56NFSAyzBIREVGxKq0z3J06dcKAAQPQpEkT6PV6TJgwASdPnsSpU6dQpkwZAMDrr7+OzZs3Y+nSpfDy8sKIESMgiiL27dtnGWfUqFGoUaMGDh06hBMnTtgF7oSEBNSqVQsxMTEYOnQoUlJSMGbMGNy/fx/Hjh3Ls779+/ejdevWiI2NxbPPPouVK1di5syZOHbsGOrWrQtFUdC8eXOo1Wp88skn8PT0xJw5cxAXF2fzGXLTuXNn3LhxA19++SV0Oh2io6PRpEkTrFy50qafTqdD8+bN4e/vj/379z8ycOfn5yDfgRsA1qxZg5UrV+LcuXNQFAXVq1fH888/j379+uV3qBKpJATumxkJOHPvV2QZ0mFQ9IUamEVIkEQ1REENCSrLTLMACcbYK1lWW1ZkBQrEnJuwyNZ31jXdc9KK8RRYyRSkJNPsonlsCYoiQaeXkZJ1H3cy7iE5Kxl3M+7iXmYykrPuIjX7Hu7r7iFNn2xcBM2ggaz3gSHbF7LOBwadj+nZG7LOB4qc9/+48vWdiAo0KgValTEMa9UCXFQiXNTGh6taMs4Qq02zxhKgVgFqEVCpAJWkGB8iIEkKoAAGRYEsK5At/xMz32oGNjO15lOQzadTq0UBapVxFWG1aUZakoyzuCpJgkYSoZZU0IgS1KIKapXKsnqwWhQhmk5LtjwLouXaWsF8+rVgHXBzTi/Oec9AS0RERPSw0hq4H3br1i0EBARg9+7daN26NVJSUuDv74+VK1eiT58+AIyTqrVq1cKBAwfQrFkzm/2nTp2K9evX2wXuH374AQMHDkRWVhZE0Xhp5MaNG9GjRw9kZWXluaJ3//79kZ6ejk2bNlnamjVrhoYNG2LhwoX466+/UKNGDZw8eRJ16tQBYLwbVVBQEGbMmIFXXnkl13FPnz6N2rVr43//+x8aN24MAIiLi0OXLl1w9epVBAcHW/q+++67uH79Ojp06IDRo0cXWuB2ahWlfv36PTHhuqQyyDqkZCflus08q2ycYVZDtArNUIScwCyIxmfZKjArxsgny6Z7JgOQrRYiywmBxlOOjafs5pyCbDy2CpKoMs09ilarTgPpWZm4m5mMu5n3cC/znilM30FK9j2kZt9Dmv4eHuhTYV78TJE1lvBsDNPVrEK1DxTD4wN1Ga0InzIiXDWCabZYgFYNaM2nVKsFaFUK1CpAqwJUovG1SlIgSoBGkiHAeKq6IufcO9j4UGC8tarVTDIEq9vn5Nx6RxKNt8TRSCK0KrUxoIvmWWrTrXVE00My3rtUbXotmV5LpmuLrRerModkhmAiIiKikkdRFGTqM/7x47qoXJ3+/TAlJQUA4OvrCwA4evQodDodIiMjLX1q1qyJihUr5hq48xIeHg5RFLFkyRK89NJLSEtLw/LlyxEZGfnI22cdOHDAsoC2WVRUFNavXw8AyMrKAgCbcCuKIrRaLfbu3Ztn4D5w4AC8vb0tYRsAIiMjIYoiDh06hF69egEAduzYgbVr1+L48eNYt26dQ5/VUfkK3NevX8ecOXMwefJku5nflJQUfPDBBxg7dixXBC8EPtpgVPNqg8S0yxCgMc0li6bFvGRTYDbONhugwHh1tfWte8wrDoumhaSsFpmyLDSlgiAYr5u2LLJkXmLJFNYtt4LSK0jJTsedjDu4m3kXdzPu4m7mHSRn3UNq9l2k6ZJxX3cX2bLtf2wUWW0VoIMg62qZ3vsaH4bH38PQTSPA111CWXcVfMuI8HYT4OUGeLjJcNPqIQkK9IoIQRZNd+kVAcUYnEUIUEynIVvuCSuKUIkqqCQBKkhQqSSoBBFqlQS1KEKtEqGVRKhUknEWWTKeSq2WRNMK0Dmh2RySjcGZoZiIiIjo3yZTn4FWK5v+48f99flDcFXn/37gsixj9OjRaNGiBerWrQsASExMhEajgbe3t03fwMBAJCYmOjx2WFgYtm3bhn79+uHVV1+FwWBAREQEtmzZ8sj9EhMT7TKk9bHN4X/8+PH48ssvUaZMGcydOxdXr17FjRs3HjluQECATZtKpYKvr69l7Dt37uCll17CihUriuTs5nwF7jlz5iA1NTXXQry8vHD//n3MmTMHM2fOLLQC/61cVO7wVAXisuFvuKokq9vp5IRm8z1jYZ4FhQgI5vCcc52sZYEnU5uiAAZFgMGgQCcryNIZcC/LOBt9J/Mu7jy4i+Ssu0jJvov72cYgna6/l+uiaYqssgrUFYyneev9AL0f9Nle0OtdH/tZ3TQCfMtI8HWX4FtGhbLuEnzcRXi7Ae6uCkRRhyy9Dnq9AXpFBmQJAlTQSFq4qd1QRq2Fm0YDV5UaGpUKGkmERiVBq1JBJQpQSSqozAtpCcbrmc23dbKcym21aBcRERER0ZNq+PDhOHnyJPbu3VvoYycmJmLYsGEYMmQIBg4ciPv372Py5Mno06cPtm/fjitXrqB27dqW/hMmTMCECRMeO65arca6deswdOhQ+Pr6QpIkREZGonPnzjBfIf3aa69hxYoVln3S0tIcqnnYsGF4/vnn0bp163x+WsfkK3DHxcVh4cKFeW4fPHgwhg0bxsBdSCRBDRXKwEvrbwrP1gHbHKKtQzVgkBXoDYpxVtqgIEOXiTumU7vvPDDOTidn3cV9nelaad09PNCnmFY2t2cM1N6QdWEw6HwgGYIgGPxhyPZBdrYHsnXax34OV7V5htoYqI3B2vjeu4wItUo23lZLp0OmIRt6PaCXBRgUCWkZKrio3OChdUEZN1e4azXwdnGFt6sr3DQam8XGJAZmIiIiIvqHuahc8evzh4rluPk1YsQIbNq0CXv27EGFChUs7UFBQcjOzkZycrLNLHdSUhKCgoIcHn/+/Pnw8vLCrFmzLG0rVqxASEgIDh06hMaNG9tc920+pT0oKAhJSbaX0z587PDwcBw/fhwpKSnIzs6Gv78/mjZtajldfPr06Rg7dqzNGEFBQbh586ZNm16vx927dy1j79ixA//9738xe/ZsAMZLBGRZhkqlwldffYWXX37Z4c+fm3wF7oSEBFSsWDHP7RUqVMClS5cKVBDlMC5s5gK16Ga8H7QpSBsMCnQGBalZ93E30xik72Texb3Mu7iffQ+purumVbzvIkt+8MhjKLIKsr4sZF1ZaORgCIZAKDpf6LK9kJnlhszsx6/irVULKGuaoS5rNUttnrV204iQoUAv65Gpy0aWTo9MQyay9Aqupwim+yKr4KZ2g5+rG9w1LvBxdYGXqxvcNVqU0WhModp42jYRERERUUkhCIJTp3b/kxRFwciRI/HTTz9h165dCAsLs9keHh4OtVqN+Ph49O7dGwBw9uxZXL58GREREQ4f58GDB5bF0swkyXjbXHOIrVq1qt1+ERERiI+Px+jRoy1t27dvz/XYXl5eAIBz587hyJEjeP/99wEAAQEBdqePR0REIDk5GUePHkV4eDgAY8CWZRlNmxovAzhw4AAMhpzFqTds2ICZM2di//79KF++vMOfPS/5Ctyurq64dOlSnqH70qVLcHXN/19ayF5a9n0cT/wTey79Bp2iQ4rpWun7piCdrk+GXsl+7DiKLEGU/aGVK0KSywH6sjBkeyMr2x0PMrRIz3r8faO1KsEmQBtnp40z1WXLSHDV5Mywy1CQpctGpl6PTF0WbqbroUsxzp6rJBW0kgruGnf4ubmZQrULPLWuKKN1hZtGbTodnKGaiIiIiKiwDB8+HCtXrsSGDRvg4eFhuX7Zy8sLrq6u8PLywtChQxETEwNfX194enpi5MiRiIiIsFkw7fz580hLS0NiYiIyMjIss9W1a9eGRqNB165dMXfuXEyfPt1ySvmECRNQqVIlNGrUKM/63nzzTbRp0waffPIJunbtilWrVuHIkSP46quvLH3Wrl0Lf39/VKxYEX/88QfefPNN9OzZEx07dsxz3Fq1aqFTp04YNmwYFi5cCJ1OhxEjRmDAgAGWFcpr1apls8+RI0cgiqLl+vaCylfgbtq0KZYvX57n+e3ffvstnn766UIp7N9u5+V4TNv33mP7uYiecEVFqORgCHp/yDpfZGd7ICPTFWmZKqRlCHmcLJ5DYxWobYO1cabaTWN/myi9LCNDp8MDfRbuZuiQZZCNt79SAK1KAxeVBC+tB3xdy8C7jAs8tG7w0GjhrnWBqylYc4ExIiIiIqKit2DBAgBA27ZtbdrNq4kDwNy5cyGKInr37o2srCxERUXhiy++sOn/yiuvYPfu3Zb35hCdkJCA0NBQtG/fHitXrsSsWbMwa9YsuLm5ISIiAnFxcY+cmG3evDlWrlyJSZMmYcKECahWrRrWr19vE3pv3LiBmJgYJCUloVy5chg8eDDee+/xeem7777DiBEj0KFDB8vn+89//vPY/QpLvu7DvXPnTjzzzDMYPXo03n77bctKcklJSZg1axbmzZuHbdu2oX379kVW8D+hJNyH+383DmHinnGAwR2eqkoQ9YGAvix02V7IynJDWoYGKRkiUh/Ijw/UkmCZmc457Tvn9O8y2tzvuywrCrINivE0cL0OmTo9sg0GAAokQYSLWg2tWgVvF1f4urrD29UVZbQu8NS6wF3rCheViguREREREdET40m5DzcVTJHdh7tdu3aYP38+3nzzTcydOxeenp4QBAEpKSlQq9X47LPPSn3YLilu36mI5Avjceu+7hGBWgYAqCXA111luY7aEqxNz+7avGeTFcV4XXi2wYDMbB2yDDpk6nUwGGQIIqASBbiq1XDVqFHBxxO+rh6mmWpXeJiCtVp6/GnpRERERERE/zb5CtwA8Oqrr+LZZ5/FmjVrcP78eSiKgurVq6NPnz42K91RwaglETfv6wAAKhFW96G2DdO+ZSR4uDz69GzFtOCazqBAZ5CRqdMhQ6+HQdbBoBigMt172lWtQlk3FfzcfODt4g53rQvcNS7w0GrhpnE13W6MiIiIiIiIHJHvwA0A5cuXx5gxYwq7FrLSJNQXc/tXwx9JCahf3g+iA9c7G2RjqNYbjDPWGTod9LIeesUAQTFApQI0kgR3VxWCtBp4ufrCx9Ud7hoXU7h2hVbS8tpqIiIiIiKiQuBw4D548KDNCnWP8uDBAyQkJKBOnTpOF/Zv5+WqRq1yZXAxWbAJ2wZZgV42hmq9QUGm3gC9rIdO1gMwQBANUImAm0ZCoJsK7lpXeGnd4e1WxhisNS7QqlwYrImIiIiIiIqYw4H7xRdfROXKlfHKK6+gS5cuKFOmjF2fU6dOYcWKFViyZAlmzpzJwF0IFAW4k6aHXjZAb9DDIBggQA9BlKGRFHiWUcNNrUYZjRu8Xdzh5VYGnhpXaFVaaFUu0IgaBmsiIiIiIqJi4HDgPnXqFBYsWIBJkybh+eefR/Xq1REcHAwXFxfcu3cPZ86cQVpaGnr16oVt27ahXr16RVn3v4JGJcK3DKBSJ8NLo4arWo0ymjLwcXWHt6s7XFUu0Kq00EhaBmsiIiIiIqISJl+3BTM7cuQI9u7di7///hsZGRnw8/NDo0aN0K5dO/j6+hZFnf+oknBbMADI1GfgbuZdaCQttJIGWskFalHNYE1EREREVAx4WzACivC2YGaNGzdG48aNnSqOHOeickWwe/niLoOIiIiIiIicwPs8ERERERERERUBBm4iIiIiIiKiIsDATURERERE9ASLjY1FkyZN4OHhgYCAAPTs2RNnz5616ZOZmYnhw4ejbNmycHd3R+/evZGUlGTTZ9SoUQgPD4dWq0XDhg1zPdbWrVvRrFkzeHh4wN/fH71798alS5ceW+PatWtRs2ZNuLi4oF69etiyZYvNdkEQcn18/PHHjxzXkZpPnDiBVq1awcXFBSEhIZg1a9Zj63UUAzcREREREdETbPfu3Rg+fDgOHjyI7du3Q6fToWPHjkhPT7f0GTNmDDZu3Ii1a9di9+7duH79Op577jm7sV5++WX0798/1+MkJCSgR48eaN++PY4fP46tW7fi9u3buY5jbf/+/Rg4cCCGDh2K3377DT179kTPnj1x8uRJS58bN27YPBYvXgxBENC7d+/Hfv5H1ZyamoqOHTuiUqVKOHr0KD7++GNMnToVX3311WPHdYRTq5R/++236N+/P7RarU17dnY2Vq1ahcGDBxdKccWlpKxSTkREREREJceTskr5rVu3EBAQgN27d6N169ZISUmBv78/Vq5ciT59+gAAzpw5g1q1auHAgQNo1qyZzf5Tp07F+vXrcfz4cZv2H374AQMHDkRWVhZE0Ti3u3HjRvTo0QNZWVlQq9W51tO/f3+kp6dj06ZNlrZmzZqhYcOGWLhwYa779OzZE/fv30d8fLxDnzmvmhcsWICJEyciMTERGo0GADBu3DisX78eZ86cyXWs/PwcODXDHR0djZSUFLv2+/fvIzo62pkhiYiIiIiISh1FUaCXs//xhxPzphbmLGe+pfPRo0eh0+kQGRlp6VOzZk1UrFgRBw4ccHjc8PBwiKKIJUuWwGAwICUlBcuXL0dkZGSeYRsADhw4YHNsAIiKisrz2ElJSdi8eTOGDh3qcG2POnbr1q0tYdt87LNnz+LevXsFHt+p24IpipLrvaCvXr0KLy+vAhdFRERERERUGhgUHX6+PO8fP27nim9CJWge3/Ehsixj9OjRaNGiBerWrQsAltldb29vm76BgYFITEx0eOywsDBs27YN/fr1w6uvvgqDwYCIiAi767EflpiYiMDAQIePvWzZMnh4eDz2VHVHJCYmIiwszO7Y5m0+Pj4FGj9fM9yNGjXCU089BUEQ0KFDBzz11FOWR4MGDdCqVSu7v0wQERERERFRyTB8+HCcPHkSq1atKvSxExMTMWzYMAwZMgT/+9//sHv3bmg0GvTp0weKouDy5ctwd3e3PGbMmOHUcRYvXoxBgwbZnM7duXNny7h16tQprI9UYPma4e7ZsycA4Pjx44iKioK7u7tlm0ajQWhoqEMXrRMRERERET0JJEGNzhXfLJbj5teIESOwadMm7NmzBxUqVLC0BwUFITs7G8nJyTaz3ElJSQgKCnJ4/Pnz58PLy8tmle8VK1YgJCQEhw4dQuPGjW2uoTaf0h4UFGS3Inpex/71119x9uxZrF692qb966+/RkZGBgA88vT1h+V1bPO2gspX4J4yZQoAIDQ0FP379y/VCwUQEREREREVlCAITp3a/U9SFAUjR47ETz/9hF27dtmdQh0eHg61Wo34+HjLBOrZs2dx+fJlREREOHycBw8eWBZLM5MkCYDxVHaVSoWqVava7RcREYH4+HiMHj3a0rZ9+/Zcj/3NN98gPDwcDRo0sGkvX768w3U+fOyJEydCp9NZgvr27dtRo0aNAp9ODjh5DfeQIUMAGFclv3nzJmRZttlesWLFAhdGREREREREBTd8+HCsXLkSGzZsgIeHh+XaaC8vL7i6usLLywtDhw5FTEwMfH194enpiZEjRyIiIsJmhfLz588jLS0NiYmJyMjIsMxW165dGxqNBl27dsXcuXMxffp0DBw4EPfv38eECRNQqVIlNGrUKM/63nzzTbRp0waffPIJunbtilWrVuHIkSN2t+ZKTU3F2rVr8cknnzj82R9X8/PPP49p06Zh6NChePfdd3Hy5EnMmzcPc+fOdfgYj6Q44a+//lJatmypiKJo8xAEQRFF0ZkhS5SUlBQFgJKSklLcpRARERERUQmRkZGhnDp1SsnIyCjuUvIFQK6PJUuWWPpkZGQob7zxhuLj46O4ubkpvXr1Um7cuGEzTps2bXIdJyEhwdLn+++/Vxo1aqSUKVNG8ff3V7p3766cPn36sTWuWbNGqV69uqLRaJQ6deoomzdvtuvz5ZdfKq6urkpycrLDn92Rmn///XelZcuWilarVcqXL6989NFHjxwzPz8HTt2Hu0WLFlCpVBg3bhzKlStnt2L5w9P7jzJ//nx8/PHHSExMRIMGDfDZZ5/h6aefzrWvTqdDbGwsli1bhmvXrqFGjRqYOXMmOnXqZOkzdepUTJs2zWa/GjVq5HkPtdzwPtxERERERPSwJ+U+3FQw+fk5cOqU8uPHj+Po0aOoWbOmUwWarV69GjExMVi4cCGaNm2KTz/91HLPs4CAALv+kyZNwooVK7Bo0SLUrFkTW7duRa9evbB//36bUxTq1KmDX375xfJepXLqYxIRERERERE5LV+3BTOrXbs2bt++XeCDz5kzB8OGDUN0dDRq166NhQsXws3NDYsXL861//LlyzFhwgR06dIFlStXxuuvv44uXbrYncOvUqkQFBRkefj5+RW4ViIiIiIiIqL8cCpwz5w5E++88w527dqFO3fuIDU11ebhiOzsbBw9etTmvt2iKCIyMhIHDhzIdZ+srCy7KXtXV1fs3bvXpu3cuXMIDg5G5cqVMWjQIFy+fPmRtWRlZTn1GYiIiIiIiIjy4tS51uaQ3KFDB5t2RVEgCAIMBsNjx7h9+zYMBgMCAwNt2gMDA/O83joqKgpz5sxB69atUaVKFcTHx2PdunU2x2vatCmWLl2KGjVq4MaNG5g2bRpatWqFkydPwsPDI9dxY2Nj7a77JiIiIiIiIioIpwL3zp07C7sOh8ybNw/Dhg1DzZo1IQgCqlSpgujoaJtT0Dt37mx5Xb9+fTRt2hSVKlXCmjVrMHTo0FzHHT9+PGJiYizvU1NTERISUnQfhIiIiIiIiJ54TgXuNm3aFPjAfn5+kCQJSUlJNu1JSUkICgrKdR9/f3+sX78emZmZuHPnDoKDgzFu3DhUrlw5z+N4e3ujevXqOH/+fJ59tFottFqtcx+EiIiIiIiIKBdOXcMNAL/++iteeOEFNG/eHNeuXQNgXNTs4eup86LRaBAeHo74+HhLmyzLiI+PR0RExCP3dXFxQfny5aHX6/Hjjz+iR48eefZNS0vDhQsXUK5cOYfqIiIiIiIiIioMTgXuH3/8EVFRUXB1dcWxY8eQlZUFAEhJScGMGTMcHicmJgaLFi3CsmXLcPr0abz++utIT09HdHQ0AGDw4MEYP368pf+hQ4ewbt06XLx4Eb/++is6deoEWZbxzjvvWPqMHTsWu3fvxqVLl7B//3706tULkiRh4MCBznxUIiIiIiIiIqc4dUr5Bx98gIULF2Lw4MFYtWqVpb1Fixb44IMPHB6nf//+uHXrFiZPnozExEQ0bNgQcXFxloXULl++DFHM+ZtAZmYmJk2ahIsXL8Ld3R1dunTB8uXL4e3tbelz9epVDBw4EHfu3IG/vz9atmyJgwcPwt/f35mPSkREREREROQUQVEUJb87ubm54dSpUwgNDYWHhwd+//13VK5cGRcvXkTt2rWRmZlZFLX+Y1JTU+Hl5YWUlBR4enoWdzlERERERFQCZGZmIiEhAWFhYXa3K6Z/j/z8HDh1SnlQUFCui5Dt3bv3kQuYERERERER0T8rNjYWTZo0gYeHBwICAtCzZ0+cPXvWpk9mZiaGDx+OsmXLwt3dHb1797Zb4HrUqFEIDw+HVqtFw4YNcz3W1q1b0axZM3h4eMDf3x+9e/fGpUuXHlvj2rVrUbNmTbi4uKBevXrYsmWLXZ/Tp0+je/fu8PLyQpkyZdCkSRNcvnw5zzEvXbqEoUOHIiwsDK6urqhSpQqmTJmC7OzsQqnZEU4F7mHDhuHNN9/EoUOHIAgCrl+/ju+++w5jx47F66+/XiiFERERERERUcHt3r0bw4cPx8GDB7F9+3bodDp07NgR6enplj5jxozBxo0bsXbtWuzevRvXr1/Hc889ZzfWyy+/jP79++d6nISEBPTo0QPt27fH8ePHsXXrVty+fTvXcazt378fAwcOxNChQ/Hbb7+hZ8+e6NmzJ06ePGnpc+HCBbRs2RI1a9bErl27cOLECbz33nuPnGE+c+YMZFnGl19+iT///BNz587FwoULMWHChALX7CinTilXFAUzZsxAbGwsHjx4AMB4a62xY8fi/fffL5TCihNPKSciIiIiooc9KaeU37p1CwEBAdi9ezdat26NlJQU+Pv7Y+XKlejTpw8AY1itVasWDhw4gGbNmtnsP3XqVKxfvx7Hjx+3af/hhx8wcOBAZGVlWdbi2rhxI3r06IGsrCyo1epc6+nfvz/S09OxadMmS1uzZs3QsGFDLFy4EAAwYMAAqNVqLF++vECf/eOPP8aCBQtw8eJFp2su8lPKBUHAxIkTcffuXZw8eRIHDx7ErVu3noiwTURERERE5ChFUfAgW/+PP5yYN7VISUkBAPj6+gIAjh49Cp1Oh8jISEufmjVromLFijhw4IDD44aHh0MURSxZsgQGgwEpKSlYvnw5IiMj8wzbAHDgwAGbYwNAVFSU5diyLGPz5s2oXr06oqKiEBAQgKZNm2L9+vUO12aWkpJi+dwFqdlRTq1SbqbRaFC7du0CF0FERERERFQaZegMqD1l6z9+3FPTouCmyX+ck2UZo0ePRosWLVC3bl0AQGJiIjQajc3dnwAgMDAQiYmJDo8dFhaGbdu2oV+/fnj11VdhMBgQERGR6/XY1hITEy13qsrt2Ddv3kRaWho++ugjfPDBB5g5cybi4uLw3HPPYefOnWjTpo1D9Z0/fx6fffYZZs+eXeCaHeXwDPdzzz2H1NRUy+tHPYiIiIiIiKjkGT58OE6ePGlze+fCkpiYiGHDhmHIkCH43//+h927d0Oj0aBPnz5QFAWXL1+Gu7u75TFjxgyHxpVlGQDQo0cPjBkzBg0bNsS4cePw7LPPWk45f+2112zGfti1a9fQqVMn9O3bF8OGDXO45oJy+E8iXl5eEATB8pqIiIiIiOjfzlUt4dS0qGI5bn6NGDECmzZtwp49e1ChQgVLe1BQELKzs5GcnGwzy52UlISgoCCHx58/fz68vLwwa9YsS9uKFSsQEhKCQ4cOoXHjxjbXfZtP7Q4KCrJbEd362H5+flCpVHZnV9eqVQt79+4FAEyfPh1jx47Nta7r16+jXbt2aN68Ob766qt81fzw9ev55XDgXrJkSa6viYiIiIiI/q0EQXDq1O5/kqIoGDlyJH766Sfs2rULYWFhNtvDw8OhVqsRHx+P3r17AwDOnj2Ly5cvIyIiwuHjPHjwwLLwmJkkGf8wIMsyVCoVqlatardfREQE4uPjMXr0aEvb9u3bLcfWaDRo0qSJ3a3M/vrrL1SqVAkAEBAQgICAALuxr127hnbt2iE8PBxLliyxq+9xNReUUz8ZCQkJ0Ov1qFatmk37uXPnoFarERoaWuDCiIiIiIiIqOCGDx+OlStXYsOGDfDw8LBcG+3l5QVXV1d4eXlh6NChiImJga+vLzw9PTFy5EhERETYzPCeP38eaWlpSExMREZGhmW2unbt2tBoNOjatSvmzp2L6dOnY+DAgbh//z4mTJiASpUqoVGjRnnW9+abb6JNmzb45JNP0LVrV6xatQpHjhyxmY1+++230b9/f7Ru3Rrt2rVDXFwcNm7ciF27duU57rVr19C2bVtUqlQJs2fPxq1btyzbzLPnztbsMMUJrVu3VpYuXWrXvnz5cqVNmzbODFmipKSkKACUlJSU4i6FiIiIiIhKiIyMDOXUqVNKRkZGcZeSLwByfSxZssTSJyMjQ3njjTcUHx8fxc3NTenVq5dy48YNm3HatGmT6zgJCQmWPt9//73SqFEjpUyZMoq/v7/SvXt35fTp04+tcc2aNUr16tUVjUaj1KlTR9m8ebNdn2+++UapWrWq4uLiojRo0EBZv379I8dcsmRJnp/dWn5rzs/PgVP34fb09MSxY8fsTgc4f/48GjdujOTkZOfSfwnB+3ATEREREdHDnpT7cFPB/CP34b5//75de0pKCgwGgzNDEhERERERET1RnArcrVu3RmxsrE24NhgMiI2NRcuWLQutOCIiIiIiIqLSyqlF02bOnInWrVujRo0aaNWqFQDg119/RWpqKnbs2FGoBRIRERERERGVRk7NcNeuXRsnTpxAv379cPPmTdy/fx+DBw/GmTNnULdu3cKukYiIiIiIiKjUcfqGccHBwZgxY0Zh1kJERERERET0xHA4cJ84cQJ169aFKIo4ceLEI/vWr1+/wIURERERERGVRLIsF3cJVIzyc6MvhwN3w4YNkZiYiICAADRs2BCCIOR6IEEQuFI5ERERERE9cTQaDURRxPXr1+Hv7w+NRgNBEIq7LPoHKYqCW7duQRAEqNXqx/Z3OHAnJCTA39/f8pqIiIiIiOjfRBRFhIWF4caNG7h+/Xpxl0PFRBAEVKhQAZIkPbavw4G7V69eiI+Ph4+PD5YtW4axY8fCzc2tQIUSERERERGVJhqNBhUrVoRer+eZvf9SarXaobANAILi4Anorq6uOHfunCXJ37hxAwEBAQUqtKRKTU2Fl5cXUlJS4OnpWdzlEBERERERUSmUr2u4o6Oj0bJlSyiKgtmzZ8Pd3T3XvpMnTy60AomIiIiIiIhKI4dnuM+ePYspU6bgwoULOHbsGGrXrg2Vyj6vC4KAY8eOFXqh/yTOcBMREREREVFBORy4rYmiaFmx/EnEwE1EREREREQFJTra8amnnsK9e/cAAFOmTMnzdHIiIiIiIiIi4qJpueIMNxERERERERUUF00jIiIiIiIiKgJcNC0XnOEmIiIiIiKiguKiablg4CYiIiIiIqKCcviUcmuyLBd2HURERERERERPFIdXKX/Y8uXL0aJFCwQHB+Pvv/8GAMydOxcbNmzI1zjz589HaGgoXFxc0LRpUxw+fDjPvjqdDtOnT0eVKlXg4uKCBg0aIC4urkBjEhERERERERUFpwL3ggULEBMTgy5duiA5ORkGgwEA4OPjg08//dThcVavXo2YmBhMmTIFx44dQ4MGDRAVFYWbN2/m2n/SpEn48ssv8dlnn+HUqVN47bXX0KtXL/z2229Oj0lERERERERUFJy6hrt27dqYMWMGevbsCQ8PD/z++++oXLkyTp48ibZt2+L27dsOjdO0aVM0adIEn3/+OQDjqeohISEYOXIkxo0bZ9c/ODgYEydOxPDhwy1tvXv3hqurK1asWOHUmLnhNdxERERERERUUE7NcCckJKBRo0Z27VqtFunp6Q6NkZ2djaNHjyIyMjKnGFFEZGQkDhw4kOs+WVlZcHFxsWlzdXXF3r17nR6TiIiIiIiIqCg4FbjDwsJw/Phxu/a4uDjUqlXLoTFu374Ng8GAwMBAm/bAwEAkJibmuk9UVBTmzJmDc+fOQZZlbN++HevWrcONGzecHhMwBvnU1FSbBxEREREREVFBOBW4Y2JiMHz4cKxevRqKouDw4cP48MMPMX78eLzzzjuFXaPFvHnzUK1aNdSsWRMajQYjRoxAdHQ0RNHptd8AALGxsfDy8rI8QkJCCqliIiIiIiIi+rdy6rZgr7zyClxdXTFp0iQ8ePAAzz//PIKDgzFv3jwMGDDAoTH8/PwgSRKSkpJs2pOSkhAUFJTrPv7+/li/fj0yMzNx584dBAcHY9y4cahcubLTYwLA+PHjERMTY3mfmprK0E1EREREREQF4vTU8KBBg3Du3DmkpaUhMTERV69exdChQx3eX6PRIDw8HPHx8ZY2WZYRHx+PiIiIR+7r4uKC8uXLQ6/X48cff0SPHj0KNKZWq4Wnp6fNg4iIiIiIiKggnJrhNrt16xbOnj0LwLg4mZ+fX772j4mJwZAhQ9C4cWM8/fTT+PTTT5Geno7o6GgAwODBg1G+fHnExsYCAA4dOoRr166hYcOGuHbtGqZOnQpZlm1OY3/cmERERERERET/BKcCd3p6OkaOHIlvv/0WsiwDACRJwuDBg/HZZ5/Bzc3NoXH69++PW7duYfLkyUhMTETDhg0RFxdnWfTs8uXLNtdnZ2ZmYtKkSbh48SLc3d3RpUsXLF++HN7e3g6PSURERERERPRPcOo+3K+++ip++eUXfP7552jRogUAYO/evRg1ahSeeeYZLFiwoNAL/SfxPtxERERERERUUE4Fbj8/P/zwww9o27atTfvOnTvRr18/3Lp1q7DqKxYM3ERERERERFRQTi2a9uDBg1xP0Q4ICMCDBw8KXBQRERERERFRaedU4I6IiMCUKVOQmZlpacvIyMC0adMeu8I4ERERERER0b+BU4umzZs3D1FRUahQoQIaNGgAAPj999/h4uKCrVu3FmqBRERERERERKWRU9dwA8bTyr/77jucOXMGAFCrVi0MGjQIrq6uhVpgceA13ERERERERFRQTgfuJxkDNxERERERERWUU9dwx8bGYvHixXbtixcvxsyZMwtcFBEREREREVFp51Tg/vLLL1GzZk279jp16mDhwoUFLoqIiIiIiIiotHMqcCcmJqJcuXJ27f7+/rhx40aBiyIiIiIiIiIq7ZwK3CEhIdi3b59d+759+xAcHFzgooiIiIiIiIhKO6duCzZs2DCMHj0aOp0O7du3BwDEx8fjnXfewVtvvVWoBRIRERERERGVRk4F7rfffht37tzBG2+8gezsbACAi4sL3n33XYwfP75QCyQiIiIiIiIqjQp0W7C0tDScPn0arq6uqFatGrRabWHWVmx4WzAiIiIiIiIqKN6HOxcM3ERERERERFRQTi2aRkRERERERESPxsBNREREREREVAQYuImIiIiIiIiKAAM3ERERERERURFw6rZgAHDu3Dns3LkTN2/ehCzLNtsmT55c4MKIiIiIiIiISjOnVilftGgRXn/9dfj5+SEoKAiCIOQMKAg4duxYoRb5T+Mq5URERERERFRQTgXuSpUq4Y033sC7775bFDUVOwZuIiIiIiIiKiinruG+d+8e+vbtW9i1EBERERERET0xnArcffv2xbZt2wq7FiIiIiIiIqInhlOLplWtWhXvvfceDh48iHr16kGtVttsHzVqVKEUR0RERERERFRaOXUNd1hYWN4DCgIuXrxYoKKKG6/hJiIiIiIiooJyaoY7ISGhsOsgIiIiIiIieqI4dQ23NUVR4MQkOREREREREdETzenA/e2336JevXpwdXWFq6sr6tevj+XLlxdmbURERERERESlllOnlM+ZMwfvvfceRowYgRYtWgAA9u7di9deew23b9/GmDFjCrVIIiIiIiIiotLG6UXTpk2bhsGDB9u0L1u2DFOnTi3113hz0TQiIiIiIiIqKKdOKb9x4waaN29u1968eXPcuHGjwEURERERERERlXZOBe6qVatizZo1du2rV69GtWrV8jXW/PnzERoaChcXFzRt2hSHDx9+ZP9PP/0UNWrUgKurK0JCQjBmzBhkZmZatk+dOhWCINg8atasma+aiIiIiIiIiArKqWu4p02bhv79+2PPnj2Wa7j37duH+Pj4XIN4XlavXo2YmBgsXLgQTZs2xaeffoqoqCicPXsWAQEBdv1XrlyJcePGYfHixWjevDn++usvvPTSSxAEAXPmzLH0q1OnDn755ZecD6ly6mMSEREREREROc2pGe7evXvj0KFD8PPzw/r167F+/Xr4+fnh8OHD6NWrl8PjzJkzB8OGDUN0dDRq166NhQsXws3NDYsXL861//79+9GiRQs8//zzCA0NRceOHTFw4EC7WXGVSoWgoCDLw8/Pz5mPSUREREREROQ0p6d+w8PDsWLFCqcPnJ2djaNHj2L8+PGWNlEUERkZiQMHDuS6T/PmzbFixQocPnwYTz/9NC5evIgtW7bgxRdftOl37tw5BAcHw8XFBREREYiNjUXFihXzrCUrKwtZWVmW96mpqU5/LiIiIiIiIiIgH4E7NTXVsmL34wKpIyt73759GwaDAYGBgTbtgYGBOHPmTK77PP/887h9+zZatmwJRVGg1+vx2muvYcKECZY+TZs2xdKlS1GjRg3cuHED06ZNQ6tWrXDy5El4eHjkOm5sbCymTZv22JqJiIiIiIiIHOXwKeU+Pj64efMmAMDb2xs+Pj52D3N7Udm1axdmzJiBL774AseOHcO6deuwefNmvP/++5Y+nTt3Rt++fVG/fn1ERUVhy5YtSE5OfuS15ePHj0dKSorlceXKlSL7DERERERERPTv4PAM944dO+Dr6wsA2LlzZ4EP7OfnB0mSkJSUZNOelJSEoKCgXPd577338OKLL+KVV14BANSrVw/p6en4v//7P0ycOBGiaP/3A29vb1SvXh3nz5/PsxatVgutVluAT0NERERERERky+HA3aZNG8vrsLAwhISEQBAEmz6Kojg8O6zRaBAeHo74+Hj07NkTACDLMuLj4zFixIhc93nw4IFdqJYkyXLs3KSlpeHChQt213kTERERERERFSWnVikPCwvDrVu37Nrv3r2LsLAwh8eJiYnBokWLsGzZMpw+fRqvv/460tPTER0dDQAYPHiwzaJq3bp1w4IFC7Bq1SokJCRg+/bteO+999CtWzdL8B47dix2796NS5cuYf/+/ejVqxckScLAgQOd+ahERERERERETnFqlXJFUexmtwHjbLKLi4vD4/Tv3x+3bt3C5MmTkZiYiIYNGyIuLs6ykNrly5dtZrQnTZoEQRAwadIkXLt2Df7+/ujWrRs+/PBDS5+rV69i4MCBuHPnDvz9/dGyZUscPHgQ/v7+znxUIiIiIiIiIqcISl7nYuciJiYGADBv3jwMGzYMbm5ulm0GgwGHDh2CJEnYt29f4Vf6D0pNTYWXlxdSUlIcWnGdiIiIiIiI6GH5muH+7bffABhnuP/44w9oNBrLNo1GgwYNGmDs2LGFWyERERERERFRKZSvGW6z6OhozJs374md/eUMNxERERERERWUU4H7ScfATURERERERAXl1KJpAHDkyBGsWbMGly9fRnZ2ts22devWFbgwIiIiIiIiotLMqduCrVq1Cs2bN8fp06fx008/QafT4c8//8SOHTvg5eVV2DUSERERERERlTpOBe4ZM2Zg7ty52LhxIzQaDebNm4czZ86gX79+qFixYmHXSERERERERFTqOBW4L1y4gK5duwIwrk6enp4OQRAwZswYfPXVV4VaIBEREREREVFp5FTg9vHxwf379wEA5cuXx8mTJwEAycnJePDgQeFVR0RERERERFRKObVoWuvWrbF9+3bUq1cPffv2xZtvvokdO3Zg+/bt6NChQ2HXSERERERERFTqOHVbsLt37yIzMxPBwcGQZRmzZs3C/v37Ua1aNUyaNAk+Pj5FUes/hrcFIyIiIiIiooLifbhzwcBNREREREREBeXwKeWpqakOD8qQSkRERERERP92Dgdub29vCILwyD6KokAQBBgMhgIXRkRERERERFSaORy4d+7cWZR1EBERERERET1ReA13LngNNxERERERERWUU/fhBoBff/0VL7zwApo3b45r164BAJYvX469e/cWWnFEREREREREpZVTgfvHH39EVFQUXF1dcezYMWRlZQEAUlJSMGPGjEItkIiIiIiIiKg0cipwf/DBB1i4cCEWLVoEtVptaW/RogWOHTtWaMURERERERERlVZOBe6zZ8+idevWdu1eXl5ITk4uaE1EREREREREpZ5TgTsoKAjnz5+3a9+7dy8qV65c4KKIiIiIiIiISjunAvewYcPw5ptv4tChQxAEAdevX8d3332HsWPH4vXXXy/sGomIiIiIiIhKHYfvw21t3LhxkGUZHTp0wIMHD9C6dWtotVqMHTsWI0eOLOwaiYiIiIiIiEqdfN+H22AwYN++fahfvz7c3Nxw/vx5pKWloXbt2nB3dy+qOv9RvA83ERERERERFVS+AzcAuLi44PTp0wgLCyuKmoodAzcREREREREVlFPXcNetWxcXL14s7FqIiIiIiIiInhhO34d77Nix2LRpE27cuIHU1FSbBxEREREREdG/nVOnlItiTk4XBMHyWlEUCIIAg8FQONUVE55STkRERERERAXl1CrlO3fuLOw6iIiIiIiIiJ4o+Q7cOp0O06dPx8KFC1GtWrWiqImIiIiIiIio1Mv3NdxqtRonTpwoilqIiIiIiIiInhhOLZr2wgsv4JtvvinsWoiIiIiIiIieGE4Fbr1ejwULFqBx48Z49dVXERMTY/PIj/nz5yM0NBQuLi5o2rQpDh8+/Mj+n376KWrUqAFXV1eEhIRgzJgxyMzMLNCYRERERERERIXNqUXTTp48iaeeegoA8Ndff9lss161/HFWr16NmJgYLFy4EE2bNsWnn36KqKgonD17FgEBAXb9V65ciXHjxmHx4sVo3rw5/vrrL7z00ksQBAFz5sxxakwiIiIiIiKiouDUbcEKS9OmTdGkSRN8/vnnAABZlhESEoKRI0di3Lhxdv1HjBiB06dPIz4+3tL21ltv4dChQ9i7d69TY+aGtwUjIiIiIiKignLqlHJrV69exdWrV/O9X3Z2No4ePYrIyMicYkQRkZGROHDgQK77NG/eHEePHrWcIn7x4kVs2bIFXbp0cXpMAMjKykJqaqrNg4iIiIiIiKggnArcsixj+vTp8PLyQqVKlVCpUiV4e3vj/fffhyzLDo1x+/ZtGAwGBAYG2rQHBgYiMTEx132ef/55TJ8+HS1btoRarUaVKlXQtm1bTJgwwekxASA2NhZeXl6WR0hIiEOfgYiIiIiIiCgvTgXuiRMn4vPPP8dHH32E3377Db/99htmzJiBzz77DO+9915h12ixa9cuzJgxA1988QWOHTuGdevWYfPmzXj//fcLNO748eORkpJieVy5cqWQKiYiIiIiIqJ/K6cWTVu2bBm+/vprdO/e3dJWv359lC9fHm+88QY+/PDDx47h5+cHSZKQlJRk056UlISgoKBc93nvvffw4osv4pVXXgEA1KtXD+np6fi///s/TJw40akxAUCr1UKr1T62ZiIiIiIiIiJHOTXDfffuXdSsWdOuvWbNmrh7965DY2g0GoSHh9ssgCbLMuLj4xEREZHrPg8ePIAo2pYsSRIAQFEUp8YkIiIiIiIiKgpOBe4GDRpYVgG39vnnn6NBgwYOjxMTE4NFixZh2bJlOH36NF5//XWkp6cjOjoaADB48GCMHz/e0r9bt25YsGABVq1ahYSEBGzfvh3vvfceunXrZgnejxuTiIiIiIiI6J/g1Cnls2bNQteuXfHLL79YZo4PHDiAK1euYMuWLQ6P079/f9y6dQuTJ09GYmIiGjZsiLi4OMuiZ5cvX7aZ0Z40aRIEQcCkSZNw7do1+Pv7o1u3bjansD9uTCIiIiIiIqJ/gtP34b527Rq++OILnDlzBgBQq1YtvPHGGwgODi7UAosD78NNREREREREBeV04H6SMXATERERERFRQTl1DfeSJUuwdu1au/a1a9di2bJlBS6KiIiIiIiIqLRzKnDHxsbCz8/Prj0gIAAzZswocFFEREREREREpZ1Tgfvy5csICwuza69UqRIuX75c4KKIiIiIiIiISjunAndAQABOnDhh1/7777+jbNmyBS6KiIiIiIiIqLRzKnAPHDgQo0aNws6dO2EwGGAwGLBjxw68+eabGDBgQGHXSERERERERFTqOHUf7vfffx+XLl1Chw4doFIZh5BlGYMHD+Y13EREREREREQo4G3Bzp07h+PHj8PV1RX16tVDpUqVCrO2YsPbghEREREREVFBOTXDbVatWjXcvHkTjRs3hlarLayaiIiIiIiIiEo9p67htta5c2dcu3atMGohIiIiIiIiemIUOHAX4Ix0IiIiIiIioidWgQM3EREREREREdkrcOD+8ssvERgYWBi1EBERERERET0xChy4n3/+eRgMBqxfvx6nT58ujJqIiIiIiIiISj2nAne/fv3w+eefAwAyMjLQuHFj9OvXD/Xr18ePP/5YqAUSERERERERlUZOBe49e/agVatWAICffvoJiqIgOTkZ//nPf/DBBx8UaoFEREREREREpZFTgTslJQW+vr4AgLi4OPTu3Rtubm7o2rUrzp07V6gFEhEREREREZVGTgXukJAQHDhwAOnp6YiLi0PHjh0BAPfu3YOLi0uhFkhERERERERUGqmc2Wn06NEYNGgQ3N3dUalSJbRt2xaA8VTzevXqFWZ9RERERERERKWSoCiK4syOR44cwZUrV/DMM8/A3d0dALB582Z4e3ujRYsWhVrkPy01NRVeXl5ISUmBp6dncZdDREREREREpZDTgduawWDAH3/8gUqVKsHHx6cw6ipWDNxERERERERUUE5dwz169Gh88803AIxhu02bNnjqqacQEhKCXbt2FWZ9RERERERERKWSU4H7hx9+QIMGDQAAGzduREJCAs6cOYMxY8Zg4sSJhVogERERERERUWnkVOC+ffs2goKCAABbtmxB3759Ub16dbz88sv4448/CrVAIiIiIiIiotLIqcAdGBiIU6dOwWAwIC4uDs888wwA4MGDB5AkqVALJCIiIiIiIiqNnLotWHR0NPr164dy5cpBEARERkYCAA4dOoSaNWsWaoFEREREREREpZFTgXvq1KmoW7curly5gr59+0Kr1QIAJEnCuHHjCrVAIiIiIiIiotKoUG4L9qThbcGIiIiIiIiooJy6hhsAdu/ejW7duqFq1aqoWrUqunfvjl9//bUwayMiIiIiIiIqtZwK3CtWrEBkZCTc3NwwatQojBo1Cq6urujQoQNWrlxZ2DUSERERERERlTpOBe4PP/wQs2bNwurVqy2Be/Xq1fjoo4/w/vvv53u8+fPnIzQ0FC4uLmjatCkOHz6cZ9+2bdtCEAS7R9euXS19XnrpJbvtnTp1cuajEhERERERETnFqcB98eJFdOvWza69e/fuSEhIyNdYq1evRkxMDKZMmYJjx46hQYMGiIqKws2bN3Ptv27dOty4ccPyOHnyJCRJQt++fW36derUyabf999/n6+6iIiIiIiIiArCqcAdEhKC+Ph4u/ZffvkFISEh+Rprzpw5GDZsGKKjo1G7dm0sXLgQbm5uWLx4ca79fX19ERQUZHls374dbm5udoFbq9Xa9PPx8clXXUREREREREQF4dRtwd566y2MGjUKx48fR/PmzQEA+/btw9KlSzFv3jyHx8nOzsbRo0cxfvx4S5soioiMjMSBAwccGuObb77BgAEDUKZMGZv2Xbt2ISAgAD4+Pmjfvj0++OADlC1b1uHaiIiIiIiIiArCqcD9+uuvIygoCJ988gnWrFkDAKhVqxZWr16NHj16ODzO7du3YTAYEBgYaNMeGBiIM2fOPHb/w4cP4+TJk/jmm29s2jt16oTnnnsOYWFhuHDhAiZMmIDOnTvjwIEDkCTJbpysrCxkZWVZ3qekpAAw3h6MiIiIiIiKj4eHBwRBKO4yiJyS78Ct1+sxY8YMvPzyy9i7d29R1OSwb775BvXq1cPTTz9t0z5gwADL63r16qF+/fqoUqUKdu3ahQ4dOtiNExsbi2nTptm15/f0eCIiIiIiKlwpKSnw9PQs7jKInJLvwK1SqTBr1iwMHjy4wAf38/ODJElISkqyaU9KSkJQUNAj901PT8eqVaswffr0xx6ncuXK8PPzw/nz53MN3OPHj0dMTIzlvSzLuHv3LsqWLVusf01LTU1FSEgIrly5wv/IPAa/K8fwe3IcvyvH8btyHL8rx/G7chy/K8fwe3JcSfuuPDw8irsEIqc5dUp5hw4dsHv3boSGhhbo4BqNBuHh4YiPj0fPnj0BGMNufHw8RowY8ch9165di6ysLLzwwguPPc7Vq1dx584dlCtXLtftWq0WWq3Wps3b29uhz/BP8PT0LBH/sSsN+F05ht+T4/hdOY7fleP4XTmO35Xj+F05ht+T4/hdERWcU4G7c+fOGDduHP744w+Eh4fbLVjWvXt3h8eKiYnBkCFD0LhxYzz99NP49NNPkZ6ejujoaADA4MGDUb58ecTGxtrs980336Bnz552C6GlpaVh2rRp6N27N4KCgnDhwgW88847qFq1KqKiopz5uERERERERET55lTgfuONNwAYb+n1MEEQYDAYHB6rf//+uHXrFiZPnozExEQ0bNgQcXFxloXULl++DFG0vXvZ2bNnsXfvXmzbts1uPEmScOLECSxbtgzJyckIDg5Gx44d8f7779vNYhMREREREREVFacCtyzLhVrEiBEj8jyFfNeuXXZtNWrUgKIoufZ3dXXF1q1bC7O8YqPVajFlyhT+ocAB/K4cw+/JcfyuHMfvynH8rhzH78px/K4cw+/JcfyuiAqPoOSVXImIiIiIiIjIaeLju+TYsWMHateunev9qVNSUlCnTh3s2bOn0IojIiIiIiIiKq3yFbg//fRTDBs2LNfVCr28vPDqq69i7ty5hVYcERERERERUWmVr8D9+++/o1OnTnlu79ixI44ePVrgogjo1asXfHx80KdPn+IupUS7cuUK2rZti9q1a6N+/fpYu3ZtcZdUYiUnJ6Nx48Zo2LAh6tati0WLFhV3SSXegwcPUKlSJYwdO7a4SynRQkNDUb9+fTRs2BDt2rUr7nJKrISEBLRr1w61a9dGvXr1kJ6eXtwllUhnz55Fw4YNLQ9XV1esX7++uMsqsebOnYs6deqgdu3aGDVqVJ5r3BAwe/Zs1KlTB3Xr1sWKFSuKu5wSJbffOw8fPow6deqgatWqmD59ejFWR1S65esabhcXF5w8eRJVq1bNdfv58+dRr149ZGRkFFqB/1a7du3C/fv3sWzZMvzwww/FXU6JdePGDSQlJaFhw4ZITExEeHg4/vrrL7tb1RFgMBiQlZUFNzc3pKeno27dujhy5IjdrfUox8SJE3H+/HmEhIRg9uzZxV1OiRUaGoqTJ0/C3d29uEsp0dq0aYMPPvgArVq1wt27d+Hp6QmVyqm1S/810tLSEBoair///pv/Xc/FrVu30KxZM/z5559Qq9Vo3bo1Zs+ejYiIiOIurcT5448/MGTIEOzfvx+KoqBdu3aIi4uDt7d3cZdWIuT2e2eTJk3wzTffoE6dOmjRogUWLVqEevXqFXOlRKVPvma4y5cvj5MnT+a5/cSJEyhXrlyBiyKgbdu28PDwKO4ySrxy5cqhYcOGAICgoCD4+fnh7t27xVtUCSVJEtzc3AAAWVlZUBSFMyGPcO7cOZw5cwadO3cu7lLoCWAORK1atQIA+Pr6Mmw74L///S86dOjAsP0Ier0emZmZ0Ol00Ol0CAgIKO6SSqTTp08jIiICLi4ucHV1RYMGDRAXF1fcZZUYD//eef36dej1etSvXx+SJGHAgAHYtGlTMVZIVHrlK3B36dIF7733HjIzM+22ZWRkYMqUKXj22WcLrTii/Dh69CgMBgNCQkKKu5QSKzk5GQ0aNECFChXw9ttvw8/Pr7hLKrHGjh2L2NjY4i6jVBAEAW3atEGTJk3w3XffFXc5JdK5c+fg7u6Obt264amnnsKMGTOKu6RSYc2aNejfv39xl1Fi+fv7Y+zYsahYsSKCg4MRGRmJKlWqFHdZJVLdunWxa9cuJCcn4969e9i1axeuXbtW3GWVWNevX0f58uUt78uXL8/vi8hJ+frz+qRJk7Bu3TpUr14dI0aMQI0aNQAAZ86cwfz582EwGDBx4sQiKZToUe7evYvBgwfzuuTH8Pb2xu+//46kpCQ899xz6NOnDwIDA4u7rBJnw4YNqF69OqpXr479+/cXdzkl3t69e1G+fHncuHEDkZGRqFevHurXr1/cZZUoer0ev/76K44fP46AgAB06tQJTZo0wTPPPFPcpZVYqamp2L9/P1atWlXcpZRY9+7dw6ZNm3Dp0iW4urqic+fO2LNnD1q3bl3cpZU45mvc27dvDy8vLzRr1gySJBV3WUT0L5CvGe7AwEDs378fdevWxfjx49GrVy/06tULEyZMQN26dbF3717+8k7/uKysLPTs2RPjxo1D8+bNi7ucUiEwMBANGjTAr7/+WtyllEgHDx7EqlWrEBoairFjx2LRokVcMOYRzLMg5cqVQ5cuXXDs2LFirqjkKV++PBo3boyQkBBotVp06dIFx48fL+6ySrQNGzagY8eOcHFxKe5SSqxffvkFVatWha+vL1xdXdG1a1ccPHiwuMsqsV599VUcO3YMO3fuhFqtRrVq1Yq7pBIrODjYZkb72rVrCA4OLsaKiEqvfAVuAKhUqRK2bNmC27dv49ChQzh48CBu376NLVu2ICwsrChqJMqToih46aWX0L59e7z44ovFXU6JlpSUhPv37wMAUlJSsGfPHstZKmQrNjYWV65cwaVLlzB79mwMGzYMkydPLu6ySqT09HTLz1VaWhp27NiBOnXqFHNVJU+TJk1w8+ZN3Lt3D7IsY8+ePahVq1Zxl1Wi8XTyxwsJCcH+/fuRmZkJg8GAXbt28b/rj3Dz5k0AxpXwDx8+jKioqGKuqOQKDg6GJEk4ceIEDAYDVq1ahW7duhV3WUSlktMrtvj4+KBJkyaFWQtZiYyMxO+//4709HRUqFABa9eu5aqjudi3bx9Wr16N+vXrW24bs3z5cq6imYu///4b//d//2dZLG3kyJH8nqjAkpKS0KtXLwDGlfCHDRvG/9+QC5VKhRkzZqB169ZQFAUdO3bkmiePkJKSgsOHD+PHH38s7lJKtGbNmqFLly5o1KgRRFFEhw4d0L179+Iuq8Tq0aMHUlJSUKZMGSxZsoQLF1rJ7ffOzz//HAMHDkRmZiZefPFF/s5A5KR83RaMiIiIiIiIiByT71PKiYiIiIiIiOjxGLiJiIiIiIiIigADNxEREREREVERYOAmIiIiIiIiKgIM3ERERERERERFgIGbiIiIiIiIqAgwcBMREREREREVAQZuIiIqNQRBwPr164v8OG3btsXo0aOL/DhERET0ZGPgJiKiEiMxMREjR45E5cqVodVqERISgm7duiE+Pr64SyMiIiLKN1VxF0BERAQAly5dQosWLeDt7Y2PP/4Y9erVg06nw9atWzF8+HCcOXOmuEskIiIiyhfOcBMRUYnwxhtvQBAEHD58GL1790b16tVRp04dxMTE4ODBg5Z+t2/fRq9eveDm5oZq1arhv//9r2Xb0qVL4e3tbTPu+vXrIQiC5f3UqVPRsGFDLF++HKGhofDy8sKAAQNw//79PGvbvHkzvLy88N133xXeByYiIqInHgM3EREVu7t37yIuLg7Dhw9HmTJl7LZbh+hp06ahX79+OHHiBLp06YJBgwbh7t27+TrehQsXsH79emzatAmbNm3C7t278dFHH+Xad+XKlRg4cCC+++47DBo0KF/HISIion83Bm4iIip258+fh6IoqFmz5mP7vvTSSxg4cCCqVq2KGTNmIC0tDYcPH87X8WRZxtKlS1G3bl20atUKL774Yq7Xic+fPx9vvPEGNm7ciGeffTZfxyAiIiLiNdxERFTsFEVxuG/9+vUtr8uUKQNPT0/cvHkzX8cLDQ2Fh4eH5X25cuXsxvjhhx9w8+ZN7Nu3D02aNMnX+EREREQAZ7iJiKgEqFatGgRBcGhhNLVabfNeEATIsgwAEEXRLrzrdLp8jWHWqFEj+Pv7Y/Hixfn6gwARERGRGQM3EREVO19fX0RFRWH+/PlIT0+3256cnOzQOP7+/rh//77NGMePH3eqpipVqmDnzp3YsGEDRo4c6dQYRERE9O/GwE1ERCXC/PnzYTAY8PTTT+PHH3/EuXPncPr0afznP/9BRESEQ2M0bdoUbm5umDBhAi5cuICVK1di6dKlTtdUvXp17Ny5Ez/++CNGjx7t9DhERET078TATUREJULlypVx7NgxtGvXDm+99Rbq1q2LZ555BvHx8ViwYIFDY/j6+mLFihXYsmUL6tWrh++//x5Tp04tUF01atTAjh078P333+Ott94q0FhERET07yIovDCNiIiIiIiIqNBxhpuIiIiIiIioCDBwExERERERERUBBm4iIiIiIiKiIsDATURERERERFQEGLiJiIiIiIiIigADNxEREREREVERYOAmIiIiIiIiKgIM3ERERERERERFgIGbiIiIiIiIqAgwcBMREREREREVAQZuIiIiIiIioiLAwE1ERERERERUBP4fVO+5+e4PetwAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step3 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step4 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step5 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step6 over chunks\n" ] }, { "data": { "image/png": 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BA1GvXj0MHjwYDRs2RG5uLnbu3ImVK1c67Qf9/vvv49SpUxg9ejRWrVqFhx56CBUqVMDZs2excuVKHDt2TLt/trBt52cwGDBjxgwMGzYMHTp0wKBBg3D58mVtu6ixY8c61Q8NDUWnTp0wa9Ys3Lx5EwMHDnQ6LooiPv/8c3Tr1g0NGjTAsGHDULlyZVy4cAGbN2+Gv78/vv/+e68+x1deeQXffPMN+vfvj6eeegoxMTG4fv06/vvf/2LevHlo0qRJodp75pln8M0336Br164YMGAATp06hcWLF2ujskUVHBys7bcdFxeH7du3o3Llypg6dSq2bduGHj16oFq1arhy5Qo+/vhjVKlS5Y77kLvTs2dPdOrUCW+88QbOnDmDJk2a4KeffsKaNWswZswYr9/P+fPncf/99+OBBx5A586dER4ejitXruDrr7/Gb7/9hjFjxiA4OBiA+gcDnU6HGTNmIC0tDSaTCQ888ABCQ0PxySef4Mknn8R9992HRx99FCEhITh79izWrVuHNm3aOAVss9mMDRs2YMiQIWjZsiV++OEHrFu3DhMmTHAauZ49ezYefPBBtG3bFs899xzS0tIwa9Ys1K5dGy+88IJX75eIiKhUKuyy5mlpaU7bo9hZrVYlLS2tiIumExGVXn/++acyfPhwJSoqSjEajYqfn5/Spk0b5cMPP1Sys7Od6lqtVuXzzz9X2rVrpwQEBCgGg0GpVq2aMmzYMLdbhhWmbXeWL1+uNGvWTDGZTEpQUJDy+OOPK+fPn3dbd/78+QoAxc/Pz2krMUe//vqr8vDDDysVK1ZUTCaTUq1aNWXAgAFKYmKiVse+LVhhtse6du2aMnLkSKVy5cqK0WhUqlSpogwZMkRJSUlRFCVvC6+VK1c6nZeUlKQAUBYsWOBU/v777yuVK1dWTCaT0qZNG2Xfvn0FbgvmSZvutu06efKkUqlSJaVevXrK1atXlcTERKV3795KRESEYjQalYiICGXQoEHKn3/+ecf37659RVG33xo7dqwSERGhGAwGpVatWsq///1vp63ZFEXdFmzEiBF3vI6iKEp6eroyZ84cJT4+XqlSpYpiMBgUPz8/JTY2Vpk/f75L2/Pnz1eqV6+u6HQ6ly3CNm/erMTHxysBAQGK2WxWatSooQwdOlTZt2+fVmfIkCFKuXLllFOnTildunRRfH19lbCwMGXy5Mluf2/YuHGj0qpVK8VsNitBQUHKk08+qVy6dMmj90ZERFRWCIri+Ty+7777Dq+99hoOHjwIX19fp2MZGRm477778N577zndD0hERER/f0OHDsU333zj9lYEIiKif6pCbQv2ySef4NVXX3UJ24B6/9drr73mcg8aERERERER0T9RoQL34cOHXVYkddS+fXv8/vvvRe0TERERERERUZlXqMB948YNWK3WAo9bLBbun0lERERERESEQgbuqKgo7Nu3r8Dj+/btK9R+odu2bUPPnj0REREBQRCwevXqO56zZcsW3HfffTCZTKhZsya++uorlzpz585FVFQUzGYzWrZsib1793rcJyIiIiq8r776ivdvExER5VOowP3www/jjTfecLtXbHJyMiZOnIh+/fp53F5GRgaaNGmCuXPnelQ/KSkJPXr0QKdOnXDw4EGMGTMGzzzzDH788UetzvLly5GQkIDJkyfjwIEDaNKkCeLj43HlyhWP+0VERERERERUVIVapfzmzZuIjY3F2bNn8cQTT6BOnToAgGPHjmHJkiWIjIzE7t274efnV/iOCAK+++479OnTp8A6r732GtatW4fDhw9rZY8++ihSU1OxYcMGAEDLli3RokULbfE2WZYRGRmJUaNG4fXXXy90v4iIiIiIiIi8oS9MZT8/P+zYsQPjx4/H8uXLtfu1AwMD8cQTT+Ddd9/1Kmx7ateuXYiLi3Mqi4+Px5gxYwAAubm52L9/P8aPH68dF0URcXFx2LVrV4Ht5uTkICcnR3utKApyc3MRHBwMQRCK900QEREREVGZJ0kSLBZLSXeDSoDRaIQoejZZvFCBGwACAgLw8ccfY+7cuUhJSYGiKAgJCbknwTQ5ORlhYWFOZWFhYUhPT0dWVhZu3LgBSZLc1jl27FiB7U6fPh1TpkxxKU9LS4O/v3/xdJ6IiOgusE9UU6DY/lMBFPVVga+hQJZlKFAgKRIURYYECYosq69t5WodGbKiPrS6igxFkSFDhqxI2nHZVu58PF+5Q5njMRkyZFn9qSiKegwyoD239VtRjyvuyuzPoWhtANDK7D/tbSoO5wIKZNt59nK1baXA9hSHY4qi9cahjbx/E/X8vHLttdYG8sq1Pqr/WrLTdbQWtdf26zjWB/K3b/uXz/catuupn0te2/bvjL1u3ncHBX6nAPdlVHa1rvgk/u+hV0u6G6WOoihITk5GampqSXeFSogoioiOjobRaLxj3UIF7qysLGzcuBGdOnWCn58fQkJCtGPp6enYsmUL4uPjYTKZCt/rEjR+/HgkJCRor9PT0xEZGVmCPSIiKh7OYUwly3nhSX1YISsyrJLVVi7Dqljy6sgSrLJVDWCKGrAk2QpJliDZ6thDiwQJUKCFJkmWnAKWki+gKXAIa1Agy1K+IGQ/Zg9hkhbOHEOZWk8BoP5Ug6Fij1Bqu1rIsJ0LGY7hTT1if+3w3OE8p+AD23n5w5VjqHIIRlqwcWnDIZA5vUYB9fKXO752DVQFvSYqzRRFAGB7KNCeO5VDAPK9dj4OQBHzHYOb8wBAhOJwHcdrC0711OfqQJN6BIpgOyxodW1H1J9C3iv7MbW6+3qCwzUEwPbTVk8QtBbsg12i4FhfgCBAOy46lTsc016rLYtOz0VAAESI6Fqrjdf/hn9n9rAdGhoKX19fzoj9h5FlGRcvXsSlS5dQtWrVO/77Fypwf/bZZ/jvf/+LXr16uRzz9/fH//3f/+HcuXMYMWJE4XrtofDwcJcF2y5fvgx/f3/4+PhAp9NBp9O5rRMeHl5guyaTqcz9kYDIHXsA0cYlbL+I20dqtF+4HX7Zdl3GQcn3yvUX8/znuLRQLG3e/hq4Q31ZkdWQKEtqQFQkWOyhUVZfW21hUlJs4VGW8kKobIVVkbRwaA+VVtmqBUT1uUMbDs9lRYZVsUKW1evIsnO4Vdu0QpbtwVd2uVbea+cRwrxjistIoRZclbwQmjeK6DhSSFQ4WpBxCCrO4UYs+JgH5WrgcR+y7GHHNWzB6bhz+3BzDcc6+c51Oi9/+MrfVv5r5a/jfK6Sr23P+w01hNkCnVM4Q15ZXkADBEWAIKrn20OhKMChTl4oE7WQ5xzA1JAm2p7DIZiJECBAFAU1oEG0/RSgE2xloq2OIEAURIeHrY6oU49BPS6IgEHQQRRF6AQRoqAGPp3O1oYIrW2dKEAnitCJ6nvSi/YyAXpRUNsQBegFqOfZXusE9blof64ToBN00NvqiIIAnU6AXhAgCjr12rCFUFGACB0AtR+CLVirAVXUPk+13+r3WIDaJy1eC+rnrBN0WuAVBeT9+9g+U0B97wxvpZskSVrYrlixYkl3h0pISEgILl68CKvVCoPBcNu6hQrcS5YswZtvvlng8TFjxmDq1Kl3LXDHxsZi/fr1TmUbN25EbGwsAHUufUxMDBITE7XF12RZRmJiIkaOHHlX+kR/f4UJsY6jZ/aRJG26oz0SOk17zHuttWlr3z5Cp07vlKHIUKd8Ok3BhNN0TG0KoJI3rVGbaKoosMgW5Mq5aljLH/Rk57CXd8w+omk/lhcCJdkxPNqDrezUvv38vPAqOY+U5ruOrMi2cJqvzCmIOk5xzR84Hf+9yBui9gukqI162H95zvtF2l6e9wu342gM4DDWYx+dEfLK7L/k20ON4iaQ5f8JRX2uIO+nVub4sIUlRRFdjykCZEUAFBGyQx3Z4ZiiiNprRRYg2+vI6jVlOX/oc37tMkqmBTD1Xi/FYcTNsyDqYXgtUuAV79gHnQgtVOhE5IUXW/hx/9ohMInQQpN23HaOvVywhTKdCNv3yx5Y4BJUtO+WYOuhAIfvqgBAsX1P7ecJEARFrWMPN7Z/KsdgKdpH+cS864uiw/VF+yggHJ4L2rW0gCpCG13U2c4XYQtwggCdPfSKtpDl2KaQF+Ds7xWw1bV9j0TRIZ7bnuhEUTtXJ4hq+9p/j6G9N/uHpl5T1N6DFsTtHyocPn84fu4O/z3X6uU7DiHvmIdtEZUF9nu2fX19S7gnVJLsU8klSSrewH3ixAk0adKkwOONGzfGiRMnPG7v1q1bOHnypPY6KSkJBw8eRFBQEKpWrYrx48fjwoUL+M9//gMAeP755/HRRx/h1VdfxVNPPYVNmzZhxYoVWLdundZGQkIChgwZgubNm+P+++/HBx98gIyMDAwbNqwwb5VKMW0U0jZaabWNRNqndtrvfXOcyul4T17eKKAERYZ2D6J9uurtQqw9PDuOp+aFbzjd82YPz4CizjZT/8M29UwN7oIgAIoCqyzDouTCIllgkS2wyDna81x7maSW58r2ernqMSkXuVKOLUzn2OrnIldSH45taP38B3MedREcfgq20ZW8csegKcIxZDocR/669hEi0WG0yH5c1IKpVgbHURLH0RI1AInIOyfvuMNPx+OCCEELjDrIsghFESHJtteSw09Zp5VLsg6KJEKS9ZBkHSQZkCQRkixAkgBJFmCVRcgyYJXVwGmVBciSAIssqPVlAZIsQFYAWVHLZFu5rDg/l2RA/pv9PUS0BU2dKMBgG23T6QRtBE79aRuR04laqNRpoVOwjboJLmV6Uf0+aO0I0Eby7KOBetE+GpjXhhpiRS2g5tW3f1cBwVY/L2DaA1de30SoPxWoQcn+T2d/nhfitBxnC7zOwctx6ioACNrIpS0citDCt/19aCHRJcDlhVB7cLSX2/vmGPLy+uJ4jvvAaH+uneMQBh3r5u9H/lDpeo5rP9yez/BJVCbwv6v/bIX59y9U4LZarbh69SqqVq3q9vjVq1dhtVo9bm/fvn3o1KmT9tp+H/WQIUPw1Vdf4dKlSzh79qx2PDo6GuvWrcPYsWMxZ84cVKlSBZ9//jni4+O1OgMHDsTVq1cxadIkJCcno2nTptiwYYPLQmpUOqgjuFZYHUK0/V5RSZZgVaxq2LTmhUl1+q9VG9lU7xFVYMuu2i8wsgJbwLX/l0JRf+Gx/1VdCzG2V0JemX1ESoYMq2xBrmxBrjUnL+jKubagqz63ShbkSLlaCM6VcpAj5dj6nKOFX/W1PQyr7VqkXEglFITzpvnlD5/uAult6oqiwy/xt29D5xA8nacbirZyh+eCaAum9tipPncOmjoIDsdUOtgmBKrHFNvwkqKWqX9AEWyjoOo3AxAgy1AH9hS1PbWerU3HEUJZHQmVZQGSJKphFIIt0KpBVFZEyFoAVcOrLAtqyJXtoVRwCKe24KoIkCU1lFptwVSSBVglxRZsAausPreXWWVFfUiAJCtlNszaA6VeFKDXiU6vdToRBofw6nRcpwZL7bhOdGhHPeb2tc7evq0tnfo8r17ea51OgMGhnhoSbYHUNlqat+iV/Xul2EbRlbxjtnqK02wURbtDwv6/Y7DFW3cBVwut7gIuHEZ9Cwi4AgC9WHDA1Yv2kVG1cXugFpyeC/leuy+zXzv/CCtHNYmI6J+iUPtwt2rVCn379sVrr73m9vj06dOxZs0a7N69u9g6WBLS09MREBDAVcq94Dr6rIZmySFE50g5eaOzcq7tHtu8xZlkyNposKJAu69LJ+ggCjqnkUVBECBJFlzPuYFsa7Yt3KqjwDm2oJtjGwHOseYgV87OC8O2cjUIW5xHg21h2Cp7/gek4mIQ9TDo9DCIuryfoh4GnU47pteO5a+rh0FngEEwwKgzQC8aYBCN0AsG6EU99KIBAnS2+9HUESs1EOYFUFlxDA6C9lpbKdd+XAYkqCP2ii2sKgAUWQAgQlIUCAogw/4HEME24C/a/uihBln1pwIBOtuUy7wpyqKo06ZHAqJtiqQa1BVZhCyLkOzBVsp7bpUEyLIIqwI1hEpqmLVI6ms1oKrPLVbAIsvqT0lxfljVIGuR7IFWtv0sWxPW9aIAg06EXmf7aXtt0Knh1FDAcdfXtnNEh3MdX9vur9Q7jOwanIKzaAuuzsHYfrwoAUydoeIcZLXva77g6/xddn+eQ8uw/0HOfh1osx3sodL2xzpA+75qU5MdR4sFEaJtlFsQ7O/ZNeDaQ7K7gOt4jAGXiOjey87ORlJSEqKjo2E2m0u6O1RCCvM9KNQI91NPPYWEhAQ0aNAADz30kNOx77//Hu+++y5mzZpV+B5TqVSco88q9f45e3DWiaIa/gQRekGEKJi0XyAV22rDChRYZCtuZF/D1YwruJqlPq5lpuBa9nVcz7qB9Nxb9+Tz0Iu6fMHWFoAdnutdwq8OBtEAg6iHUWeAUTTCoDPAqDPCKBrUcCwa1VCsM0IHvW1kVb2X0j4tV1bU0U5JUWC1CrDIMiRJQK4kq+UyYJVkKFb1c86RFeRAPU/9THW2IKvLm2YKERBE2/2GzmFWtNXXCYBe0KkLvUCEqBOh0xa80an9lAVYJKijsoqoBVmrok4/tlgVWGQFsqyGW6ukwCI5h9tcW7DNtSqwSDIsVgW5koxcSYHFKiNXkm0/FeTaXqtBSLI9SpYAOAfY24VSt69dQ65BzKtrEB3Cb/7XWnh2H5iLGmSLwh5qHYNv/lHgXKuct3K2wyhw/pFi+3oH9sm4jqO9+Ud9RYegqY3QCg7TqUV1CrM2ZVqANuqdV5YXavPupXW4Vxf2e23tZc5Tn/OuxZBLREQlb/r06Vi1ahWOHTsGHx8ftG7dGjNmzECdOnW0OtnZ2Xj55ZexbNky5OTkID4+Hh9//LHTTOHRo0djx44dOHz4MOrVq4eDBw+6XOvHH3/E5MmT8ccff8BsNqN9+/Z4//33ERUVdds+rly5Em+++SbOnDmDWrVqYcaMGejevbt2vKDfZ2bOnIlXXnmlwHY96fOhQ4cwYsQI/O9//0NISAhGjRqFV18tni3xChW4n332WWzbtg29evVC3bp1tX+gY8eO4c8//8SAAQPw7LPPFkvHqPjdm9FnATqdHkaH+1PVKbrqdkDqSJNtgS5YICvZsMoyblluISUrBVczL+NaVgquZV/D9awbuJGdhtTs9DtOuTaIepj1hryg6yYY650Csh4G0WALwQYtBKtlRhhFI4x620+dEXrRCJ1gn6Jsn54M2wiwLSA7ThO2T/lVAFlW79G2yjKskqwGylwFWbLtHnL74mey7R5JRYAE2GK3znZdnS3o2j9vEXqdAeV1ehgMRvX96k0wiAZ1FFFQ37csi8jMATJyFdzKkZGRLSMzV0GWJNvCrRpw7UHXHmjVMjXY2l/nWK22n3nHS8PUZQGAQS/CpBNh0Isw6kQYHX/q1dBq1Otg1An5yvPV1TmX20O0+0Cc91xXhkOVfYTXMRw7P3ceBc5fF1AXoVIUdc6Eot2p6ji12WEUON+orT2kqqsJ21cMhtO9zHrb6sKO52r3IAuu4dbxPmXHQOw4+kxERPRPsnXrVowYMQItWrSA1WrFhAkT0KVLFxw5cgTlypUDAIwdOxbr1q3DypUrERAQgJEjR+Lhhx/Gjh07nNp66qmnsGfPHhw6dMjlOklJSejduzcSEhKwZMkSpKWlYezYsXj44Ydx4MCBAvu3c+dODBo0CNOnT8dDDz2EpUuXok+fPjhw4AAaNmwIALh06ZLTOT/88AOefvpp9OvX747v/3Z9Tk9PR5cuXRAXF4d58+bh999/x1NPPYXAwMBiybaFmlJut2LFCixduhQnTpyAoiioXbs2HnvsMQwYMKDIHSoNysKUcnejz/YFxIp39FnQRkDto0ROe9tqWxxJDqti27cdsu09CyDbmoWUrCu4lnUV17Ov41rWdVzPvoHrWWm4kZ2OXMly2/crCiICzeUQaC6PQLMfKpoDEORTARV9KiLYJxjlDf5O9/Laxrsc7unV7tpWVyeGAkVWIAFQbPe8SrKijiBLMiRFgSzLsNp/2kKzRZZhtcpqXShQ/w6gTruGbcq0oqhTR9XRY53D/ck66ARBDcW2wG+whXy1TAe9qINe1NtG33TaeQIEWCQBGdkSbuXIuJkt4VaOFenZVqRnWXAz24L0bKv6M8uK9GwLbmZbkWW5d6O/elGASV9A6C0gDBscwq9jGDboRLdtuQvWJTmCe6/lD8XqNH5bCJbzRoa157ICGXmjx3b2kV81JOeN1Oocg7DDCs2OU8Tz32NtX2jL3Shw/pB7uzpERERlwd9lSvnVq1cRGhqKrVu3on379khLS0NISAiWLl2KRx55BIA6qFqvXj3s2rULrVq1cjr/rbfewurVq11Gi7/55hsMGjQIOTk5EEX19/Dvv/8evXv3Rk5OToEreg8cOBAZGRlYu3atVtaqVSs0bdoU8+bNc3tOnz59cPPmTSQmJnr0ngvq8yeffII33ngDycnJ2urjr7/+OlavXo1jx465beuuTSm3GzBgwN8mXJdmuVIuUrNv2EahvRh9FgToRPt0YJ1tCxY9jLYQKmq/5Mq2bahkKFBHnxWowVzSVvvO22Iqj/obuyLIsMo5uJ59zTbV+5otUKfihi1QZ1iy7/h+/Yw+CDT7IcgnAEHmQFT0CUJFn4oI8Q1BBVNF6AQTREGvLmIlKNqouUWSkZsr2+7XVSBDhiQpkCBBkizq9GvbglJWWYYky5AV22JE9vBt28ZHkdX7htWReREi9BAFHfSCCJ1OD7Ogh9GoTv+2j5brRJ1t0SV1FNrgEJRFx0W/bGWKoiDbImshOT3TYgvNVqRn5+JmdqYWmNOzbHWyLci1erewmigAfmYD/Mx6+JsNKG/Sw2RwCLU659Fgl9Cb75hBJ8Ck19lGjfPqigxNmtuNGiuKemtAYUaN7f+pyz9l2im45k2VVkfd1dFi+/R1ncMIsc4hYIsO4dqxnbw9c/nvSkREdDvqQNjtB4/uBp1g8PqP1mlpaQCAoKAgAMD+/fthsVgQFxen1albty6qVq3qNnAXJCYmBqIoYsGCBRg6dChu3bqFRYsWIS4u7rbbZ+3atUtbQNsuPj4eq1evdlv/8uXLWLduHRYuXOhRv25n165daN++vRa27deeMWMGbty4gQoVKhSp/UIF7osXL2LWrFmYNGmSy8hvWloa3nnnHYwbN44rgheT9Jw0HL12BLKiQBAU23RivW30WZ2ybRT0EASjw+izu6nbVihKDqxy3lZZ9m2z8gdo9b+09pFgAYAVMqyQlFyk5aQiJfsKrmVew7WsG7iRfQPXs9NxI+sm0nMy77jvsVlvRJDZHxXMAajoUwFBPkEI8Q1BsE8Igs2hMOnL2RbUUrQtubT3owDZVgWypCDHmotsqwWZFgmZOVbkSjJkWaeOcCuOK10LEAQ99Dr1HmqzTg+9wT6aLKr3JovqqLL9p17MH5TzRqjdURQFWRYJ6VlW3Miw2IJyrkOAto08Z1nynmdbYJG8m4utEwUtONt/+pv18PcxOJQb4O9jP2aAr0nHMOxG/sWyXO43znc/8e1GjbVP182osSjk7cVrD7Y6QYBeL9q2iRILHDXWOYwA2+81Lmh7J/sexkRERHRvSYoFP5ydc8+v263qS9ALxjtXzEeWZYwZMwZt2rTRpmvbR3cDAwOd6oaFhSE5OdnjtqOjo/HTTz9hwIABeO655yBJEmJjY7F+/frbnpecnOySIW937YULF8LPzw8PP/ywx3273bWjo6Ndrm0/dk8D96xZs5Cenu52mnVAQABu3ryJWbNmYcaMGUXqFKkk2YosKQOhviG2faLV0WwFFnUUTJGRm2/qtiMB9hVvbVsjqTFU3RsGChRBDdKykgtJyUWG9SZSMq/ietZ1XMu6gevZqUjNvoUb2beQmn0LVvn205P1og4VzP4IMgciyKcCgn2CEewbjGBzGEJ9w1DO6AfAHnAUKIpkm3yujp5b5Bzb1G7RtrgWkGOVkZErITMnF9mSFbIsQIAOBtEEs94PwWY/lDeWg6/BBz4Gk8dB2R1ZUZCZI+FGti0cZ6nh2DE455++fTPbCquXNzLrRQH+PrbAbA/QPrbAbNa7BGc/sx6+Rt3fOlQVFILzrzTtbqsld4tsqbMY1Lbti2vZl9hyu8q0m/uLCztq7Dgy7G7UmNOoiYiIqCSNGDEChw8fxvbt24u97eTkZAwfPhxDhgzBoEGDcPPmTUyaNAmPPPIINm7ciHPnzqF+/fpa/QkTJmDChAmFvs6XX36Jxx9/3Gk6d7du3fDLL78AAKpVq4Y//vij6G+oGBQqcG/YsKHAOfQAMHjwYAwfPpyBu5hYlBxkWVKRabH9Mwn2jWfsAVoHvWC/VznvF3hFkSEhL0jbf+bKmepU76zruJaditSsWw6B+iayrLm37Y8AAQEmPwT5BNruna6IEN9QBPuEIcQ3BH5GPy3gugvVOVIm7GHHvvewVdJBlgzIsQI3c3KQmWtBtpQLq1Wx3fOsh0lvgr8pCJFGf/gazfDRm2HUmaEXC56WIskKbmZbcTM72+HeZnfhOe9+55vZFq8XATPqxQJGm53DtL9DmDYbxDIRutxts+Ruu6X8Wys5TZmG44iw80rT2nVQ8ErT+bda0jssrqUuqHX7RbYKu8o0gzERERF5SicY0K3qSyVy3cIaOXIk1q5di23btqFKlSpaeXh4OHJzc5Gamuo0yn358mWEh4d73P7cuXMREBCAmTNnamWLFy9GZGQk9uzZg+bNmzvdQ22f0h4eHo7Lly87tVXQtX/55RccP34cy5cvdyr//PPPkZWVBQC3nb6eX0HXth8rqkIF7qSkJFStWrXA41WqVMGZM2eK2idyoAAw6ny117IiqQHaHqjlXO21Vc5Bara6src9RKdm38KNLDVU38zNvOP1yhl8bfdOB6kj1D6hCPENQUWfiqhgrgC9mPeVyR+qrUoOFFtiVRdlEiHLgFUWIVtNkBQBORYFN3MsyLLkIsdqRa6k7nOtE3Qw603wNfgjvJwfyhnL24K1CQbR5DJSLckKzl3PxJlrGUhKycDZ65lIy8q77/lWjtXrfZJ9DDqXoOw6fTsvOPuZ9TAbdF5e7e5SFEXbN1qyLfwmyepzx2Cc91nZ9hy2rTYNuIZg+7ZH2miwkDdNWtSpo7v2EOy4zZLOtkezrSm3C2vZ7yfOH4IB59e8r5iIiIhKC0EQvJrafS8pioJRo0bhu+++w5YtW1ymUMfExMBgMCAxMVFb9fv48eM4e/YsYmNjPb5OZmamtlianU6n/p4syzL0ej1q1qzpcl5sbCwSExMxZswYrWzjxo1ur/3FF18gJiYGTZo0cSqvXLmyx/3Mf+033ngDFotFC+obN25EnTp1ijydHChk4Pbx8cGZM2cKDN1nzpyBj49PkTtFQFruFVzKPAydLhU3cjMgwQJJzkGmNTNvVDorb3T6RvYtpGVn3HH7LKPOiIrmINsIdYg65dunIiraHma96yp7siJroTpXztIWT1OnrKtj7VZZB1nSQ5Z0kBQdsiwyMrOtyLJakCNlI9eaC6siQy/qYNIb4aM3oYJfEAJMATDpTDCKpgJHrdOzLDhzLV0L12dSMnH2eqZtL+bbK2fUaVOz/dze9+wwfdtWZtB5Pg29JEmyupWXGqRtgdr2Om/teUCns68srS6CZjbotG2u8u85nD8Eu9tSyd12S457FhMRERFR6TJixAgsXboUa9asgZ+fn3ZvdEBAAHx8fBAQEICnn34aCQkJCAoKgr+/P0aNGoXY2FinBdNOnjyJW7duITk5GVlZWdpodf369WE0GtGjRw/Mnj0bU6dO1aaUT5gwAdWqVUOzZs0K7N9LL72EDh064P3330ePHj2wbNky7Nu3D5999plTvfT0dKxcuRLvv/++x+/9Tn1+7LHHMGXKFDz99NN47bXXcPjwYcyZMwezZ8/2+Bq3U6htwXr06IGIiAjMnz/f7fFnnnkGFy9evONN8aVdadgWbO+lRPz39BKnad83sm95tH1WkLkCKvoEI9gnWJv6rW2fZSzvNhSpoVqd+i1DcliR3DaCCREKRDVUyyIkWYRVFpCVqyArV0KWxYpsKQe5Ui5kxQpRAIx6PXz0ZvgafOBv9IPZ4AujePtR6wupWbZQnYGka+rPaxnup7qbDSKqBZVDVHA5RFX0RVA5o/OotEkPfRkJz45kRXEJ0/YRalmRbePPcNqiSSeK8DHoYDKoPw16EQbbIlyO+0iXxc+DiIiIqLQoq9uCFTQoYl9NHFDf28svv4yvv/4aOTk5iI+Px8cff+w0rbpjx47YunWrSztJSUmIiooCACxbtgwzZ87En3/+CV9fX8TGxmLGjBmoW7fubfu4cuVKTJw4EWfOnEGtWrUwc+ZMdO/e3anOZ599hjFjxuDSpUsICAjw6L170udDhw5hxIgR+N///ofg4GCMGjUKr732WoFtFuZ7UKjAvXnzZjz44IMYM2YMXnnlFW31tsuXL2PmzJmYM2cOfvrpJzzwwAOeNlkqlYbAver415i2e5rbY/5GfwT7OodpNWBXRKApEDrR/fRmdaE1daTavgK4SlG3rYJt9XPoYZX1kGUBVgmwSAKycxVkWxVk2+6xtsg5sMgWiKICoy5v1Lq80Q+++vIw3mHUOi3L4jBirYbrc9czC1y9O9zfjKhgX0RVLIfo4HKIqlgO4QHmMrX6tqIoeQHaYUTaatv/2z4sLQoC9Dp1oS69bW9qs0EdmTYZdDCIarlBl7d4l0HHFaqJiIiI7rayGripeN21fbg7deqEuXPn4qWXXsLs2bPh7+8PQRCQlpYGg8GADz/8sMyH7dKiQUgztIqIhaxYER0QrYXqij5BMOoKvkdEURTIstW2TJlkC9V5I9XqWLUIg2CCAj1kRYQkCciVBORagGyLgmxJgsUiIcuaq+73rVggiBJ0ggiTQQ8/owlmXQWUM5SHSe9z21FrqyTjL3uwvpaBpJRMnEnJwPVM96PWPgYdqlX01UJ1dHA5VKvoC1+jV1vG3zOO90dbJXuotk3vtu2lrECAXidALwjQ2cKyn9kIs16Ej1FvG4FWA7beNiJt1Im8X5mIiIiIqIwq1Ai33YULF7BixQqcPHkSiqKgdu3aeOSRR5xWuivLSsMINwCcv3kGey9tRxU/53vm1dWeJS1UQ5G1TZDUxazUkWp1z26DbQq4OlpttQrItirIzJWRK8mwSjKyrRZY5FwosAKwQBQFGHQCzAYzjKIBPvryHo1ap2bm4sw1NVDbA/bZ65kFbptVKcDsMGLti+jg8gj1N5WqUWv79G77lG6LnDfNW5Zl2Deb0ol590TrRREmgwCzXgcfo842Eq0+9DoBBvu2UpzeTURERFSmcISbgLs4wm1XuXJljB071qvOUWEpsMjZ2org6mJlohaq9YIJep0eoqCH1aquCC5ZBVglAZlWK7JyJORKEiyyDKvVCottH28BVkCUYBAFmIx6+OlMMIrlPRq1tkiyw4i1OiX8zLUM3Mh0f3+5j0Gn3WcdHVwO0RXLoWopGLXWpnNr90nnhWnHvZrVvZfVKdw+Bh1MehG+Rh1Mep3D1G41cNuneXN6NxEREREReZx4du/e7bRC3e1kZmYiKSkJDRo08LpjBDVQi0boBCP0OgN0gh5QRFglERYZkCQgS1IXLcvMldQRa1mBLCuQFAsUSBAEKyCoo9Z6owizaIBBNMFXXxE+Hoxa38jMdVnE7PyNLLej1gJso9YO08GjgsshzM90TwOoJOdtgZW3HZb6Wp3erRLti47ZRp7LG43wMar3SmuLjTndLy1Cx+ndRERERETkIY8D95NPPonq1avjmWeeQffu3VGuXDmXOkeOHMHixYuxYMECzJgxg4G7iPSCGYIUiNxcf9yyysjIlZBtscBiVYO1oqirVkOUAUEdtRZECTqdAKOog14wwij620atfW3B+naj1reQlGK7z9oWrlOz3I9a+xp12n3W9nBdNcgXPsZ7sx+1oijIlWTkWvMe6p8AFOgEETodoBdFdXq3UR2RNttW7zY6rNhttIVtvchRaSIiIiIiKl4eB+4jR47gk08+wcSJE/HYY4+hdu3aiIiIgNlsxo0bN3Ds2DHcunULffv2xU8//YRGjRrdzX7/I9zIzEXStVsor/dR90GGDIhWKIIVis4KQVCghwC9aIBRNMJHX+GOo9aKouBGpsVpxDopJQPnU7MgFTBqHRHog6jgcoiu6Gv7WQ4h93DU2uIQrHMkGZIsQ4QAo16EUS+iQjkj/M16dWRadNgGyzZCzUXHiIiIiIioJHi1aNq+ffuwfft2/PXXX8jKykJwcDCaNWuGTp06ISgo6G70854qLYumHbtyHuuP70RQOR9AUKAX9bZRa7NHo9a5VhnnbjgvYpaUkoH0bKvb65Uz6Zy23bKPWpsN92bUWpIV5FglLVxbJBmCoK7cbdKpU70DfAzwNelh1quvzQYdp3kTERER0T3BRdMIuAeLpjVv3hzNmzf3qnPkOZPOjIqmyqjiV0EdtdaZYRRNbketr2fk2kasM7Vwff5GJtwtEC4KtlFrh3AdFeyLkPL3ZtRaVpS8qeC20WsBCkRRneJtMoioWN4IP5MBJtv+02a9DkY9V/UmIiIiIqKyo3RvbvwPV85QHpXKVUeor69WlmuVcTLllvOU8GsZuFnAqHV5k95h2y01XEfew1FriyQjx+E+a1lRIAqAQSfCpNehom06uI9RnRJu0osw6UXeT01ERERERGUeA3cppSgKLqdn49D5NGw/eU0L1xdSswocta4c6OM0HTwquBwqljPek/Cafzq4fWstg06EUa+Dn1kHf7MZvrZgbTaogZvTwYmIiIiI6O+Kc3RLqcW7/0LPuTvw0ZZT+M/uv/DLiRScu6GGbT+THo0rB6BXkwi89EAtzB7QFCuei8XHj8fglfi66N88Es2jghB8F6aIy4qCbIuE9CwLUm7l4GJaFi6lZiLlVg5yLDKMehERgT6oH+GP+6oGoUVUEFpGB+G+qkGoGeqHiEAfBJUzwteoZ9gmIiIiIroHpk+fjhYtWsDPzw+hoaHo06cPjh8/7lQnOzsbI0aMQMWKFVG+fHn069cPly9fdqozevRoxMTEwGQyoWnTpm6v9eOPP6JVq1bw8/NDSEgI+vXrhzNnztyxjytXrkTdunVhNpvRqFEjrF+/3qXO0aNH0atXLwQEBKBcuXJo0aIFzp49W2CbZ86cwdNPP43o6Gj4+PigRo0amDx5MnJzc4ulz57gCHcpVSvMDzpBQJi/CTVD/Wwj1r6IrlgOQfdg1FpRFFgk9V7rHKu6x7ciA4IAGPV508EDfAza4mWcDk5EREREVPps3boVI0aMQIsWLWC1WjFhwgR06dIFR44c0bZ7Hjt2LNatW4eVK1ciICAAI0eOxMMPP4wdO3Y4tfXUU09hz549OHTokMt1kpKS0Lt3byQkJGDJkiVIS0vD2LFj8fDDD+PAgQMF9m/nzp0YNGgQpk+fjoceeghLly5Fnz59cODAATRs2BAAcOrUKbRt2xZPP/00pkyZAn9/f/zxxx+3XbTs2LFjkGUZn376KWrWrInDhw9j+PDhyMjIwHvvvVekPnvKq1XK//Of/2DgwIEwmUxO5bm5uVi2bBkGDx5c5I6VpNKwSrlFkpGcloWjl9JRKdD3zicUgVVSFy+z32styQoEAAa9AKNOB1+jDn5mvdN0cLNex+22iIiIiOgf5e+ySvnVq1cRGhqKrVu3on379khLS0NISAiWLl2KRx55BIAaVuvVq4ddu3ahVatWTue/9dZbWL16NQ4ePOhU/s0332DQoEHIycmBKKqTqb///nv07t0bOTk5MBicF3+2GzhwIDIyMrB27VqtrFWrVmjatCnmzZsHAHj00UdhMBiwaNGiIr33f//73/jkk09w+vRpr/tcmO+BV1PKhw0bhrS0NJfymzdvYtiwYd40SfnYFxUrTvbp4GlZFly9mYOLqVm4mJqFaxm5yLXK8DHoUMU2HbxZ1QpoXi0I90cHoVnVCi7TwRm2iYiIiIjUmaGZudZ7/vBi3FRjz3L2LZ33798Pi8WCuLg4rU7dunVRtWpV7Nq1y+N2Y2JiIIoiFixYAEmSkJaWhkWLFiEuLq7AsA0Au3btcro2AMTHx2vXlmUZ69atQ+3atREfH4/Q0FC0bNkSq1ev9rhvdmlpaU5bWXvbZ095NaVcURS304bPnz+PgICAIneKiib/dHCLJENWAFEQYNQJMOp1CPUzwt/HCLNehMk2am3UcTo4EREREVFhZFkk1J/84z2/7pEp8fA1Fj7OybKMMWPGoE2bNtp07eTkZBiNRgQGBjrVDQsLQ3JyssdtR0dH46effsKAAQPw3HPPQZIkxMbGur0f21FycjLCwsIKvPaVK1dw69Yt/Otf/8I777yDGTNmYMOGDXj44YexefNmdOjQwaP+nTx5Eh9++KE2nbwoffZUof6FmjVrBkEQIAgCOnfuDL0+73RJkpCUlISuXbsWS8fIM+6mgwOA0TYdPNDHqE4HN6l7WdvvteYINRERERHRP8+IESNw+PBhbN++vdjbTk5OxvDhwzFkyBAMGjQIN2/exKRJk/DII49g48aNOHfuHOrXr6/VnzBhAiZMmHDHdmVZBgD07t0bY8eOBQA0bdoUO3fuxLx589ChQwc8//zzWLx4sXbOrVu3nNq4cOECunbtiv79+2P48OEe97moA5KFCtx9+vQBABw8eBDx8fEoX768dsxoNCIqKgr9+vUrUofIPUlWR6zVcK2OWkMRoNcJMOlF+Bh0CPMzoZxJry1iZtaL0Ou4ED0RERER0d3iY9DhyJT4ErluYY0cORJr167Ftm3bUKVKFa08PDwcubm5SE1NdRrlvnz5MsLDwz1uf+7cuQgICMDMmTO1ssWLFyMyMhJ79uxB8+bNne77tk/tDg8Pd1kR3fHawcHB0Ov1TmEdAOrVq6f94WDq1KkYN26c235dvHgRnTp1QuvWrfHZZ58Vqs/5718vrEIF7smTJwMAoqKiMHDgwDK9UEBZIcnAxdQsbTq4yaBDoJ/JZTp4cd/vTUREREREdyYIgldTu+8lRVEwatQofPfdd9iyZQuio6OdjsfExMBgMCAxMVEbQD1+/DjOnj2L2NhYj6+TmZmpLTxmp9OpOUWWZej1etSsWdPlvNjYWCQmJmLMmDFa2caNG7VrG41GtGjRwmUrsz///BPVqlUDAISGhiI0NNSl7QsXLqBTp06IiYnBggULXPp3pz4XlVffjCFDhgBQVyW/cuWKS0eqVq1a5I4RUM6kR/0Ifxj1IqeDExERERGRV0aMGIGlS5dizZo18PPz0+6NDggIgI+PDwICAvD0008jISEBQUFB8Pf3x6hRoxAbG+s0wnvy5EncunULycnJyMrK0kar69evD6PRiB49emD27NmYOnWqNj17woQJqFatGpo1a1Zg/1566SV06NAB77//Pnr06IFly5Zh3759TqPRr7zyCgYOHIj27dujU6dO2LBhA77//nts2bKlwHYvXLiAjh07olq1anjvvfdw9epV7Zh99NzbPntM8cKff/6ptG3bVhFF0ekhCIIiiqI3TZYqaWlpCgAlLS2tpLtCRERERESlRFZWlnLkyBElKyurpLtSKADcPhYsWKDVycrKUl588UWlQoUKiq+vr9K3b1/l0qVLTu106NDBbTtJSUlana+//lpp1qyZUq5cOSUkJETp1auXcvTo0Tv2ccWKFUrt2rUVo9GoNGjQQFm3bp1LnS+++EKpWbOmYjablSZNmiirV6++bZsLFiwo8L07KmyfC/M98Gof7jZt2kCv1+P1119HpUqVXG4kb9KkicdtzZ07F//+97+RnJyMJk2a4MMPP8T999/vtq7FYsH06dOxcOFCXLhwAXXq1MGMGTOcFmp76623MGXKFKfz6tSpg2PHjnncp9KwDzcREREREZUuf5d9uKloCvM98GpK+cGDB7F//37UrVvXqw7aLV++HAkJCZg3bx5atmyJDz74APHx8Th+/Ljb+fcTJ07E4sWLMX/+fNStWxc//vgj+vbti507dzoN9zdo0AA///yz9tpxNXUiIiIiIiKie8GrJazr16+PlJSUIl981qxZGD58OIYNG4b69etj3rx58PX1xZdffum2/qJFizBhwgR0794d1atXxwsvvIDu3bvj/fffd6qn1+sRHh6uPYKDg4vcVyIiIiIiIqLC8Cpwz5gxA6+++iq2bNmCa9euIT093enhidzcXOzfvx9xcXF5nRFFxMXFYdeuXW7PycnJcRmy9/HxcdlD7sSJE4iIiED16tXx+OOP4+zZs7ftS05OjlfvgYiIiIiIiKggXs21tofkzp07O5UrigJBECBJ0h3bSElJgSRJCAsLcyoPCwsr8H7r+Ph4zJo1C+3bt0eNGjWQmJiIVatWOV2vZcuW+Oqrr1CnTh1cunQJU6ZMQbt27XD48GH4+fm5bXf69Oku930TERERERERFYVXgXvz5s3F3Q+PzJkzB8OHD0fdunUhCAJq1KiBYcOGOU1B79atm/a8cePGaNmyJapVq4YVK1bg6aefdtvu+PHjkZCQoL1OT09HZGTk3XsjRERERERE9LfnVeDu0KFDkS8cHBwMnU6Hy5cvO5VfvnxZ2xMtv5CQEKxevRrZ2dm4du0aIiIi8Prrr6N69eoFXicwMBC1a9fGyZMnC6xjMplgMpm8eyNEREREREREbnh1DzcA/PLLL3jiiSfQunVrXLhwAYC6qFn++6kLYjQaERMTg8TERK1MlmUkJiYiNjb2tueazWZUrlwZVqsV3377LXr37l1g3Vu3buHUqVOoVKmSR/0iIiIiIiIiKg5eBe5vv/0W8fHx8PHxwYEDB5CTkwMASEtLw7Rp0zxuJyEhAfPnz8fChQtx9OhRvPDCC8jIyMCwYcMAAIMHD8b48eO1+nv27MGqVatw+vRp/PLLL+jatStkWcarr76q1Rk3bhy2bt2KM2fOYOfOnejbty90Oh0GDRrkzVslIiIiIiIi8opXU8rfeecdzJs3D4MHD8ayZcu08jZt2uCdd97xuJ2BAwfi6tWrmDRpEpKTk9G0aVNs2LBBW0jt7NmzEMW8vwlkZ2dj4sSJOH36NMqXL4/u3btj0aJFCAwM1OqcP38egwYNwrVr1xASEoK2bdti9+7dCAkJ8eatEhEREREREXlFUBRFKexJvr6+OHLkCKKiouDn54fffvsN1atXx+nTp1G/fn1kZ2ffjb7eM+np6QgICEBaWhr8/f1LujtERERERFQKZGdnIykpCdHR0S7bFdM/R2G+B15NKQ8PD3e7CNn27dtvu4AZERERERER3VvTp09HixYt4Ofnh9DQUPTp0wfHjx93qpOdnY0RI0agYsWKKF++PPr16+eywPXo0aMRExMDk8mEpk2bur3Wjz/+iFatWsHPzw8hISHo168fzpw5c8c+rly5EnXr1oXZbEajRo2wfv16p+OXL1/G0KFDERERAV9fX3Tt2hUnTpy4Y7vXr1/H448/Dn9/fwQGBuLpp5/GrVu33NY9efIk/Pz8nGZQF5VXgXv48OF46aWXsGfPHgiCgIsXL2LJkiUYN24cXnjhhWLrHBERERERERXN1q1bMWLECOzevRsbN26ExWJBly5dkJGRodUZO3Ysvv/+e6xcuRJbt27FxYsX8fDDD7u09dRTT2HgwIFur5OUlITevXvjgQcewMGDB/Hjjz8iJSXFbTuOdu7ciUGDBuHpp5/Gr7/+ij59+qBPnz44fPgwAEBRFPTp0wenT5/GmjVr8Ouvv6JatWqIi4tzeg/uPP744/jjjz+wceNGrF27Ftu2bcOzzz7rUs9isWDQoEFo167dbdsrNMULsiwr77zzjlKuXDlFEARFEATFbDYrEydO9Ka5UictLU0BoKSlpZV0V4iIiIiIqJTIyspSjhw5omRlZZV0V4rkypUrCgBl69atiqIoSmpqqmIwGJSVK1dqdY4ePaoAUHbt2uVy/uTJk5UmTZq4lK9cuVLR6/WKJEla2X//+19FEAQlNze3wP4MGDBA6dGjh1NZy5Ytleeee05RFEU5fvy4AkA5fPiwdlySJCUkJESZP39+ge0eOXJEAaD873//08p++OEHRRAE5cKFC051X331VeWJJ55QFixYoAQEBBTYpqIU7nvg1Qi3IAh44403cP36dRw+fBi7d+/G1atX8fbbbxfjnwKIiIiIiIhKN0VRkGXJvOcPpfBLcWnS0tIAAEFBQQCA/fv3w2KxIC4uTqtTt25dVK1aFbt27fK43ZiYGIiiiAULFkCSJKSlpWHRokWIi4uDwWAo8Lxdu3Y5XRsA4uPjtWvbd8VyvF9aFEWYTKbbbku9a9cuBAYGonnz5lpZXFwcRFHEnj17tLJNmzZh5cqVmDt3rsfv1VNerVJuZzQaUb9+/eLqCxERERERUZmSbc1Cu6Ut7/l1f3lsD3wMvoU+T5ZljBkzBm3atEHDhg0BAMnJyTAajS73LoeFhSE5OdnjtqOjo/HTTz9hwIABeO655yBJEmJjY13ux84vOTlZ26nK3bXt4X/8+PH49NNPUa5cOcyePRvnz5/HpUuXbttuaGioU5ler0dQUJDW9rVr1zB06FAsXrz4riyY7fEI98MPP4z09HTt+e0eREREREREVPqMGDEChw8fdtreubgkJydj+PDhGDJkCP73v/9h69atMBqNeOSRR6AoCs6ePYvy5ctrj2nTpnnUrsFgwKpVq/Dnn38iKCgIvr6+2Lx5M7p166ZtI/388887te2p4cOH47HHHkP79u29es934vEId0BAAARB0J4TERERERH905n1PvjlsT13rngXrltYI0eO1BYOq1KlilYeHh6O3NxcpKamOo1yX758GeHh4R63P3fuXAQEBGDmzJla2eLFixEZGYk9e/agefPmOHjwoHbMPqU9PDzcZUX0/NeOiYnBwYMHkZaWhtzcXISEhKBly5badPGpU6di3LhxTm2Eh4fjypUrTmVWqxXXr1/X2t60aRP++9//4r333gOg3iIgyzL0ej0+++wzPPXUUx6/f3c8DtwLFixw+5yIiIiIiOifShAEr6Z230uKomDUqFH47rvvsGXLFkRHRzsdj4mJgcFgQGJiIvr16wcAOH78OM6ePYvY2FiPr5OZmamNONvpdDoA0EJszZo1Xc6LjY1FYmIixowZo5Vt3LjR7bXtg78nTpzAvn37tHXEQkNDXaaPx8bGIjU1Ffv370dMTAwANWDLsoyWLdXbAHbt2gVJkrRz1qxZgxkzZmDnzp2oXLmyx++9IF7dw52UlASr1YpatWo5lZ84cQIGgwFRUVFF7hgREREREREV3YgRI7B06VKsWbMGfn5+2v3LAQEB8PHxQUBAAJ5++mkkJCQgKCgI/v7+GDVqFGJjY9GqVSutnZMnT+LWrVtITk5GVlaWNlpdv359GI1G9OjRA7Nnz8bUqVMxaNAg3Lx5ExMmTEC1atXQrFmzAvv30ksvoUOHDnj//ffRo0cPLFu2DPv27cNnn32m1Vm5ciVCQkJQtWpV/P7773jppZfQp08fdOnSpcB269Wrh65du2L48OGYN28eLBYLRo4ciUcffRQRERFaHUf79u2DKIra/e1F5dUq5UOHDsXOnTtdyvfs2YOhQ4cWtU9ERERERERUTD755BOkpaWhY8eOqFSpkvZYvny5Vmf27Nl46KGH0K9fP7Rv3x7h4eFYtWqVUzvPPPMMmjVrhk8//RR//vknmjVrhmbNmuHixYsAgAceeABLly7F6tWr0axZM3Tt2hUmkwkbNmyAj0/BU+Bbt26NpUuX4rPPPkOTJk3wzTffYPXq1U6h99KlS3jyySdRt25djB49Gk8++SS+/vrrO773JUuWoG7duujcuTO6d++Otm3bOgX5u01QvFhP3t/fHwcOHHCZDnDy5Ek0b94cqampxdW/EpGeno6AgACkpaXdlZXqiIiIiIio7MnOzkZSUhKio6Odtqiif5bCfA+83of75s2bLuVpaWlO89+JiIiIiIiI/qm8Ctzt27fH9OnTncK1JEmYPn062rZtW2ydIyIiIiIiIiqrvFo0bcaMGWjfvj3q1KmDdu3aAQB++eUXpKenY9OmTcXaQSIiIiIiIqKyyKsR7vr16+PQoUMYMGAArly5gps3b2Lw4ME4duxYsa3mRkRERERERFSWeTXCDQARERGYNm1acfaFiIiIiIiI6G/D48B96NAhNGzYEKIo4tChQ7et27hx4yJ3jIiIiIiIqDSSZbmku0AlqDAbfXkcuJs2bYrk5GSEhoaiadOmEATB7YUEQeBK5URERERE9LdjNBohiiIuXryIkJAQGI1GCIJQ0t2ie0hRFFy9ehWCIMBgMNyxvseBOykpCSEhIdpzIiIiIiKifxJRFBEdHY1Lly7h4sWLJd0dKiGCIKBKlSrQ6XR3rOtx4O7bty8SExNRoUIFLFy4EOPGjYOvr2+ROkpERERERFSWGI1GVK1aFVarlTN7/6EMBoNHYRsABMXDCeg+Pj44ceKEluQvXbqE0NDQInW0tEpPT0dAQADS0tLg7+9f0t0hIiIiIiKiMqhQ93APGzYMbdu2haIoeO+991C+fHm3dSdNmlRsHSQiIiIiIiIqizwe4T5+/DgmT56MU6dO4cCBA6hfvz70ete8LggCDhw4UOwdvZc4wk1ERERERERF5XHgdiSKorZi+d8RAzcREREREREVlehpxfvuuw83btwAAEyePLnA6eRERERERERExEXT3OIINxERERERERUVF00jIiIiIiIiugu4aJobHOEmIiIiIiKiouKiaW4wcBMREREREVFReTyl3JEsy8XdDyIiIiIiIqK/FY9XKc9v0aJFaNOmDSIiIvDXX38BAGbPno01a9YUqp25c+ciKioKZrMZLVu2xN69ewusa7FYMHXqVNSoUQNmsxlNmjTBhg0bitQmERERERER0d3gVeD+5JNPkJCQgO7duyM1NRWSJAEAKlSogA8++MDjdpYvX46EhARMnjwZBw4cQJMmTRAfH48rV664rT9x4kR8+umn+PDDD3HkyBE8//zz6Nu3L3799Vev2yQiIiIiIiK6G7y6h7t+/fqYNm0a+vTpAz8/P/z222+oXr06Dh8+jI4dOyIlJcWjdlq2bIkWLVrgo48+AqBOVY+MjMSoUaPw+uuvu9SPiIjAG2+8gREjRmhl/fr1g4+PDxYvXuxVm+7wHm4iIiIiIiIqKq9GuJOSktCsWTOXcpPJhIyMDI/ayM3Nxf79+xEXF5fXGVFEXFwcdu3a5facnJwcmM1mpzIfHx9s377d6zaJiIiIiIiI7gavAnd0dDQOHjzoUr5hwwbUq1fPozZSUlIgSRLCwsKcysPCwpCcnOz2nPj4eMyaNQsnTpyALMvYuHEjVq1ahUuXLnndJqAG+fT0dKcHERERERERUVF4FbgTEhIwYsQILF++HIqiYO/evXj33Xcxfvx4vPrqq8XdR82cOXNQq1Yt1K1bF0ajESNHjsSwYcMgil6v/QYAmD59OgICArRHZGRkMfWYiIiIiIiI/qm82hbsmWeegY+PDyZOnIjMzEw89thjiIiIwJw5c/Doo4961EZwcDB0Oh0uX77sVH758mWEh4e7PSckJASrV69GdnY2rl27hoiICLz++uuoXr26120CwPjx45GQkKC9Tk9PZ+gmIiIiIiKiIvF6aPjxxx/HiRMncOvWLSQnJ+P8+fN4+umnPT7faDQiJiYGiYmJWpksy0hMTERsbOxtzzWbzahcuTKsViu+/fZb9O7du0htmkwm+Pv7Oz2IiIiIiIiIisKrEW67q1ev4vjx4wDUxcmCg4MLdX5CQgKGDBmC5s2b4/7778cHH3yAjIwMDBs2DAAwePBgVK5cGdOnTwcA7NmzBxcuXEDTpk1x4cIFvPXWW5Bl2Wka+53aJCIiIiIiIroXvArcGRkZGDVqFP7zn/9AlmUAgE6nw+DBg/Hhhx/C19fXo3YGDhyIq1evYtKkSUhOTkbTpk2xYcMGbdGzs2fPOt2fnZ2djYkTJ+L06dMoX748unfvjkWLFiEwMNDjNomIiIiIiIjuBa/24X7uuefw888/46OPPkKbNm0AANu3b8fo0aPx4IMP4pNPPin2jt5L3IebiIiIiIiIisqrwB0cHIxvvvkGHTt2dCrfvHkzBgwYgKtXrxZX/0oEAzcREREREREVlVeLpmVmZrqdoh0aGorMzMwid4qIiIiIiIiorPMqcMfGxmLy5MnIzs7WyrKysjBlypQ7rjBORERERERE9E/g1aJpc+bMQXx8PKpUqYImTZoAAH777TeYzWb8+OOPxdpBIiIiIiIiorLIq3u4AXVa+ZIlS3Ds2DEAQL169fD444/Dx8enWDtYEngPNxERERERERWV14H774yBm4iIiIiIiIrKq3u4p0+fji+//NKl/Msvv8SMGTOK3CkiIiIiIiKiss6rwP3pp5+ibt26LuUNGjTAvHnzitwpIiIiIiIiorLOq8CdnJyMSpUquZSHhITg0qVLRe4UERERERERUVnnVeCOjIzEjh07XMp37NiBiIiIIneKiIiIiIiIqKzzaluw4cOHY8yYMbBYLHjggQcAAImJiXj11Vfx8ssvF2sHiYiIiIiIiMoirwL3K6+8gmvXruHFF19Ebm4uAMBsNuO1117D+PHji7WDRERERERERGVRkbYFu3XrFo4ePQofHx/UqlULJpOpOPtWYrgtGBERERERERUV9+F2g4GbiIiIiIiIisqrRdOIiIiIiIiI6PYYuImIiIiIiIjuAgZuIiIiIiIioruAgZuIiIiIiIjoLvBqWzAAOHHiBDZv3owrV65AlmWnY5MmTSpyx4iIiIiIiIjKMq9WKZ8/fz5eeOEFBAcHIzw8HIIg5DUoCDhw4ECxdvJe4yrlREREREREVFReBe5q1arhxRdfxGuvvXY3+lTiGLiJiIiIiIioqLy6h/vGjRvo379/cfeFiIiIiIiI6G/Dq8Ddv39//PTTT8XdFyIiIiIiIqK/Da8WTatZsybefPNN7N69G40aNYLBYHA6Pnr06GLpHBEREREREVFZ5dU93NHR0QU3KAg4ffp0kTpV0ngPNxERERERERWVVyPcSUlJxd0PIiIiIiIior8Vr+7hdqQoCrwYJCciIiIiIiL6W/M6cP/nP/9Bo0aN4OPjAx8fHzRu3BiLFi0qzr4RERERERERlVleTSmfNWsW3nzzTYwcORJt2rQBAGzfvh3PP/88UlJSMHbs2GLtJBEREREREVFZ4/WiaVOmTMHgwYOdyhcuXIi33nqrzN/jzUXTiIiIiIiIqKi8mlJ+6dIltG7d2qW8devWuHTpUpE7RURERERERFTWeRW4a9asiRUrVriUL1++HLVq1SpUW3PnzkVUVBTMZjNatmyJvXv33rb+Bx98gDp16sDHxweRkZEYO3YssrOzteNvvfUWBEFwetStW7dQfSIiIiIiIiIqKq/u4Z4yZQoGDhyIbdu2afdw79ixA4mJiW6DeEGWL1+OhIQEzJs3Dy1btsQHH3yA+Ph4HD9+HKGhoS71ly5ditdffx1ffvklWrdujT///BNDhw6FIAiYNWuWVq9Bgwb4+eef896k3qu3SUREREREROQ1r0a4+/Xrhz179iA4OBirV6/G6tWrERwcjL1796Jv374etzNr1iwMHz4cw4YNQ/369TFv3jz4+vriyy+/dFt/586daNOmDR577DFERUWhS5cuGDRokMuouF6vR3h4uPYIDg725m0SERERERERec3rod+YmBgsXrzY6wvn5uZi//79GD9+vFYmiiLi4uKwa9cut+e0bt0aixcvxt69e3H//ffj9OnTWL9+PZ588kmneidOnEBERATMZjNiY2Mxffp0VK1atcC+5OTkICcnR3udnp7u9fsiIiIiIiIiAgoRuNPT07UVu+8USD1Z2TslJQWSJCEsLMypPCwsDMeOHXN7zmOPPYaUlBS0bdsWiqLAarXi+eefx4QJE7Q6LVu2xFdffYU6derg0qVLmDJlCtq1a4fDhw/Dz8/PbbvTp0/HlClT7thnIiIiIiIiIk95PKW8QoUKuHLlCgAgMDAQFSpUcHnYy++WLVu2YNq0afj4449x4MABrFq1CuvWrcPbb7+t1enWrRv69++Pxo0bIz4+HuvXr0dqaupt7y0fP3480tLStMe5c+fu2nsgIiIiIiKifwaPR7g3bdqEoKAgAMDmzZuLfOHg4GDodDpcvnzZqfzy5csIDw93e86bb76JJ598Es888wwAoFGjRsjIyMCzzz6LN954A6Lo+veDwMBA1K5dGydPniywLyaTCSaTqQjvhoiIiIiIiMiZx4G7Q4cO2vPo6GhERkZCEASnOoqieDw6bDQaERMTg8TERPTp0wcAIMsyEhMTMXLkSLfnZGZmuoRqnU6nXdudW7du4dSpUy73eRMRERERERHdTV6tUh4dHY2rV6+6lF+/fh3R0dEet5OQkID58+dj4cKFOHr0KF544QVkZGRg2LBhAIDBgwc7LarWs2dPfPLJJ1i2bBmSkpKwceNGvPnmm+jZs6cWvMeNG4etW7fizJkz2LlzJ/r27QudTodBgwZ581aJiIiIiIiIvOLVKuWKoriMbgPqaLLZbPa4nYEDB+Lq1auYNGkSkpOT0bRpU2zYsEFbSO3s2bNOI9oTJ06EIAiYOHEiLly4gJCQEPTs2RPvvvuuVuf8+fMYNGgQrl27hpCQELRt2xa7d+9GSEiIN2+ViIiIiIiIyCuCUtBcbDcSEhIAAHPmzMHw4cPh6+urHZMkCXv27IFOp8OOHTuKv6f3UHp6OgICApCWlubRiutERERERERE+RVqhPvXX38FoI5w//777zAajdoxo9GIJk2aYNy4ccXbQyIiIiIiIqIyqFAj3HbDhg3DnDlz/rajvxzhJiIiIiIioqLyKnD/3TFwExERERERUVF5tWgaAOzbtw8rVqzA2bNnkZub63Rs1apVRe4YERERERERUVnm1bZgy5YtQ+vWrXH06FF89913sFgs+OOPP7Bp0yYEBAQUdx+JiIiIiIiIyhyvAve0adMwe/ZsfP/99zAajZgzZw6OHTuGAQMGoGrVqsXdRyIiIiIiIqIyx6vAferUKfTo0QOAujp5RkYGBEHA2LFj8dlnnxVrB4mIiIiIiIjKIq8Cd4UKFXDz5k0AQOXKlXH48GEAQGpqKjIzM4uvd0RERERERERllFeLprVv3x4bN25Eo0aN0L9/f7z00kvYtGkTNm7ciM6dOxd3H4mIiIiIiIjKHK+2Bbt+/Tqys7MREREBWZYxc+ZM7Ny5E7Vq1cLEiRNRoUKFu9HXe4bbghEREREREVFRcR9uNxi4iYiIiIiIqKg8nlKenp7ucaMMqURERERERPRP53HgDgwMhCAIt62jKAoEQYAkSUXuGBEREREREVFZ5nHg3rx5893sBxEREREREdHfCu/hdoP3cBMREREREVFRebUPNwD88ssveOKJJ9C6dWtcuHABALBo0SJs37692DpHREREREREVFZ5Fbi//fZbxMfHw8fHBwcOHEBOTg4AIC0tDdOmTSvWDhIRERERERGVRV4F7nfeeQfz5s3D/PnzYTAYtPI2bdrgwIEDxdY5IiIiIiIiorLKq8B9/PhxtG/f3qU8ICAAqampRe0TERERERERUZnnVeAODw/HyZMnXcq3b9+O6tWrF7lTRERERERERGWdV4F7+PDheOmll7Bnzx4IgoCLFy9iyZIlGDduHF544YXi7iMRERERERFRmePxPtyOXn/9dciyjM6dOyMzMxPt27eHyWTCuHHjMGrUqOLuIxEREREREVGZU+h9uCVJwo4dO9C4cWP4+vri5MmTuHXrFurXr4/y5cvfrX7eU9yHm4iIiIiIiIqq0IEbAMxmM44ePYro6Oi70acSx8BNREREREREReXVPdwNGzbE6dOni7svRERERERERH8bXu/DPW7cOKxduxaXLl1Cenq604OIiIiIiIjon86rKeWimJfTBUHQniuKAkEQIElS8fSuhHBKORERERERERWVV6uUb968ubj7QURERERERPS3UujAbbFYMHXqVMybNw+1atW6G30iIiIiIiIiKvMKfQ+3wWDAoUOH7kZfiIiIiIiIiP42vFo07YknnsAXX3xR3H0hIiIiIiIi+tvwKnBbrVZ88sknaN68OZ577jkkJCQ4PQpj7ty5iIqKgtlsRsuWLbF3797b1v/ggw9Qp04d+Pj4IDIyEmPHjkV2dnaR2iQiIiIiIiIqbl4tmnb48GHcd999AIA///zT6ZjjquV3snz5ciQkJGDevHlo2bIlPvjgA8THx+P48eMIDQ11qb906VK8/vrr+PLLL9G6dWv8+eefGDp0KARBwKxZs7xqk4iIiIiIiOhu8GpbsOLSsmVLtGjRAh999BEAQJZlREZGYtSoUXj99ddd6o8cORJHjx5FYmKiVvbyyy9jz5492L59u1dtusNtwYiIiIiIiKiovJpS7uj8+fM4f/58oc/Lzc3F/v37ERcXl9cZUURcXBx27drl9pzWrVtj//792hTx06dPY/369ejevbvXbQJATk4O0tPTnR5EREREREREReFV4JZlGVOnTkVAQACqVauGatWqITAwEG+//TZkWfaojZSUFEiShLCwMKfysLAwJCcnuz3nsccew9SpU9G2bVsYDAbUqFEDHTt2xIQJE7xuEwCmT5+OgIAA7REZGenReyAiIiIiIiIqiFeB+4033sBHH32Ef/3rX/j111/x66+/Ytq0afjwww/x5ptvFncfNVu2bMG0adPw8ccf48CBA1i1ahXWrVuHt99+u0jtjh8/Hmlpadrj3LlzxdRjIiIiIiIi+qfyatG0hQsX4vPPP0evXr20ssaNG6Ny5cp48cUX8e67796xjeDgYOh0Oly+fNmp/PLlywgPD3d7zptvvoknn3wSzzzzDACgUaNGyMjIwLPPPos33njDqzYBwGQywWQy3bHPRERERERERJ7yaoT7+vXrqFu3rkt53bp1cf36dY/aMBqNiImJcVoATZZlJCYmIjY21u05mZmZEEXnLut0OgCAoihetUlERERERER0N3gVuJs0aaKtAu7oo48+QpMmTTxuJyEhAfPnz8fChQtx9OhRvPDCC8jIyMCwYcMAAIMHD8b48eO1+j179sQnn3yCZcuWISkpCRs3bsSbb76Jnj17asH7Tm0SERERERER3QteTSmfOXMmevTogZ9//lkbOd61axfOnTuH9evXe9zOwIEDcfXqVUyaNAnJyclo2rQpNmzYoC16dvbsWacR7YkTJ0IQBEycOBEXLlxASEgIevbs6TSF/U5tEhEREREREd0LXu/DfeHCBXz88cc4duwYAKBevXp48cUXERERUawdLAnch5uIiIiIiIiKyuvA/XfGwE1ERERERERF5dU93AsWLMDKlStdyleuXImFCxcWuVNEREREREREZZ1XgXv69OkIDg52KQ8NDcW0adOK3CkiIiIiIiKiss6rwH327FlER0e7lFerVg1nz54tcqeIiIiIiIiIyjqvAndoaCgOHTrkUv7bb7+hYsWKRe4UERERERERUVnnVeAeNGgQRo8ejc2bN0OSJEiShE2bNuGll17Co48+Wtx9JCIiIiIiIipzvNqH++2338aZM2fQuXNn6PVqE7IsY/DgwbyHm4iIiIiIiAhF3BbsxIkTOHjwIHx8fNCoUSNUq1atOPtWYrgtGBERERERERWVVyPcdrVq1cKVK1fQvHlzmEym4uoTERERERERUZnn1T3cjrp164YLFy4UR1+IiIiIiIiI/jaKHLiLMCOdiIiIiIiI6G+ryIGbiIiIiIiIiFwVOXB/+umnCAsLK46+EBEREREREf1tFDlwP/bYY5AkCatXr8bRo0eLo09EREREREREZZ5XgXvAgAH46KOPAABZWVlo3rw5BgwYgMaNG+Pbb78t1g4SERERERERlUVeBe5t27ahXbt2AIDvvvsOiqIgNTUV//d//4d33nmnWDtIREREREREVBZ5FbjT0tIQFBQEANiwYQP69esHX19f9OjRAydOnCjWDhIRERERERGVRV4F7sjISOzatQsZGRnYsGEDunTpAgC4ceMGzGZzsXaQiIiIiIiIqCzSe3PSmDFj8Pjjj6N8+fKoVq0aOnbsCECdat6oUaPi7B8RERERERFRmSQoiqJ4c+K+fftw7tw5PPjggyhfvjwAYN26dQgMDESbNm2KtZP3Wnp6OgICApCWlgZ/f/+S7g4RERERERGVQV4HbkeSJOH3339HtWrVUKFCheLoV4li4CYiIiIiIqKi8uoe7jFjxuCLL74AoIbtDh064L777kNkZCS2bNlSnP0jIiIiIiIiKpO8CtzffPMNmjRpAgD4/vvvkZSUhGPHjmHs2LF44403irWDRERERERERGWRV4E7JSUF4eHhAID169ejf//+qF27Np566in8/vvvxdpBIiIiIiIiorLIq8AdFhaGI0eOQJIkbNiwAQ8++CAAIDMzEzqdrlg7SERERERERFQWebUt2LBhwzBgwABUqlQJgiAgLi4OALBnzx7UrVu3WDtIREREREREVBZ5FbjfeustNGzYEOfOnUP//v1hMpkAADqdDq+//nqxdpCIiIiIiIioLCqWbcH+brgtGBERERERERWVV/dwA8DWrVvRs2dP1KxZEzVr1kSvXr3wyy+/FGffiIiIiIiIiMosrwL34sWLERcXB19fX4wePRqjR4+Gj48POnfujKVLlxZ3H4mIiIiIiIjKHK8C97vvvouZM2di+fLlWuBevnw5/vWvf+Htt98udHtz585FVFQUzGYzWrZsib179xZYt2PHjhAEweXRo0cPrc7QoUNdjnft2tWbt0pERERERETkFa8C9+nTp9GzZ0+X8l69eiEpKalQbS1fvhwJCQmYPHkyDhw4gCZNmiA+Ph5XrlxxW3/VqlW4dOmS9jh8+DB0Oh369+/vVK9r165O9b7++utC9YuIiIiIiIioKLwK3JGRkUhMTHQp//nnnxEZGVmotmbNmoXhw4dj2LBhqF+/PubNmwdfX198+eWXbusHBQUhPDxce2zcuBG+vr4ugdtkMjnVq1ChQqH6RURERERERFQUXm0L9vLLL2P06NE4ePAgWrduDQDYsWMHvvrqK8yZM8fjdnJzc7F//36MHz9eKxNFEXFxcdi1a5dHbXzxxRd49NFHUa5cOafyLVu2IDQ0FBUqVMADDzyAd955BxUrVvS4b0RERERERERF4VXgfuGFFxAeHo73338fK1asAADUq1cPy5cvR+/evT1uJyUlBZIkISwszKk8LCwMx44du+P5e/fuxeHDh/HFF184lXft2hUPP/wwoqOjcerUKUyYMAHdunXDrl27oNPpXNrJyclBTk6O9jotLQ2Auj0YERERERGVHD8/PwiCUNLdIPJKoQO31WrFtGnT8NRTT2H79u13o08e++KLL9CoUSPcf//9TuWPPvqo9rxRo0Zo3LgxatSogS1btqBz584u7UyfPh1TpkxxKS/s9HgiIiIiIipeaWlp8Pf3L+luEHml0IFbr9dj5syZGDx4cJEvHhwcDJ1Oh8uXLzuVX758GeHh4bc9NyMjA8uWLcPUqVPveJ3q1asjODgYJ0+edBu4x48fj4SEBO21LMu4fv06KlasWKJ/TUtPT0dkZCTOnTvH/5G5A35WnuHn5Dl+Vp7jZ+U5flae42flOX5WnuHn5LnS9ln5+fmVdBeIvObVlPLOnTtj69atiIqKKtLFjUYjYmJikJiYiD59+gBQw25iYiJGjhx523NXrlyJnJwcPPHEE3e8zvnz53Ht2jVUqlTJ7XGTyQSTyeRUFhgY6NF7uBf8/f1Lxf/YlQX8rDzDz8lz/Kw8x8/Kc/ysPMfPynP8rDzDz8lz/KyIis6rwN2tWze8/vrr+P333xETE+OyYFmvXr08bishIQFDhgxB8+bNcf/99+ODDz5ARkYGhg0bBgAYPHgwKleujOnTpzud98UXX6BPnz4uC6HdunULU6ZMQb9+/RAeHo5Tp07h1VdfRc2aNREfH+/N2yUiIiIiIiIqNK8C94svvghA3dIrP0EQIEmSx20NHDgQV69exaRJk5CcnIymTZtiw4YN2kJqZ8+ehSg67152/PhxbN++HT/99JNLezqdDocOHcLChQuRmpqKiIgIdOnSBW+//bbLKDYRERERERHR3eJV4JZluVg7MXLkyAKnkG/ZssWlrE6dOlAUxW19Hx8f/Pjjj8XZvRJjMpkwefJk/qHAA/ysPMPPyXP8rDzHz8pz/Kw8x8/Kc/ysPMPPyXP8rIiKj6AUlFyJiIiIiIiIyGvinavk2bRpE+rXr+92f+q0tDQ0aNAA27ZtK7bOEREREREREZVVhQrcH3zwAYYPH+52tcKAgAA899xzmD17drF1joiIiIiIiKisKlTg/u2339C1a9cCj3fp0gX79+8vcqcI6Nu3LypUqIBHHnmkpLtSqp07dw4dO3ZE/fr10bhxY6xcubKku1Rqpaamonnz5mjatCkaNmyI+fPnl3SXSr3MzExUq1YN48aNK+mulGpRUVFo3LgxmjZtik6dOpV0d0qtpKQkdOrUCfXr10ejRo2QkZFR0l0qlY4fP46mTZtqDx8fH6xevbqku1VqzZ49Gw0aNED9+vUxevToAte4IeC9995DgwYN0LBhQyxevLiku1OquPu9c+/evWjQoAFq1qyJqVOnlmDviMq2Qt3DbTabcfjwYdSsWdPt8ZMnT6JRo0bIysoqtg7+U23ZsgU3b97EwoUL8c0335R0d0qtS5cu4fLly2jatCmSk5MRExODP//802WrOgIkSUJOTg58fX2RkZGBhg0bYt++fS5b61GeN954AydPnkRkZCTee++9ku5OqRUVFYXDhw+jfPnyJd2VUq1Dhw5455130K5dO1y/fh3+/v7Q671au/Qf49atW4iKisJff/3F/1134+rVq2jVqhX++OMPGAwGtG/fHu+99x5iY2NLumulzu+//44hQ4Zg586dUBQFnTp1woYNGxAYGFjSXSsV3P3e2aJFC3zxxRdo0KAB2rRpg/nz56NRo0Yl3FOisqdQI9yVK1fG4cOHCzx+6NAhVKpUqcidIqBjx47w8/Mr6W6UepUqVULTpk0BAOHh4QgODsb169dLtlOllE6ng6+vLwAgJycHiqJwJOQ2Tpw4gWPHjqFbt24l3RX6G7AHonbt2gEAgoKCGLY98N///hedO3dm2L4Nq9WK7OxsWCwWWCwWhIaGlnSXSqWjR48iNjYWZrMZPj4+aNKkCTZs2FDS3So18v/eefHiRVitVjRu3Bg6nQ6PPvoo1q5dW4I9JCq7ChW4u3fvjjfffBPZ2dkux7KysjB58mQ89NBDxdY5osLYv38/JElCZGRkSXel1EpNTUWTJk1QpUoVvPLKKwgODi7pLpVa48aNw/Tp00u6G2WCIAjo0KEDWrRogSVLlpR0d0qlEydOoHz58ujZsyfuu+8+TJs2raS7VCasWLECAwcOLOlulFohISEYN24cqlatioiICMTFxaFGjRol3a1SqWHDhtiyZQtSU1Nx48YNbNmyBRcuXCjpbpVaFy9eROXKlbXXlStX5udF5KVC/Xl94sSJWLVqFWrXro2RI0eiTp06AIBjx45h7ty5kCQJb7zxxl3pKNHtXL9+HYMHD+Z9yXcQGBiI3377DZcvX8bDDz+MRx55BGFhYSXdrVJnzZo1qF27NmrXro2dO3eWdHdKve3bt6Ny5cq4dOkS4uLi0KhRIzRu3Liku1WqWK1W/PLLLzh48CBCQ0PRtWtXtGjRAg8++GBJd63USk9Px86dO7Fs2bKS7kqpdePGDaxduxZnzpyBj48PunXrhm3btqF9+/Yl3bVSx36P+wMPPICAgAC0atUKOp2upLtFRP8AhRrhDgsLw86dO9GwYUOMHz8effv2Rd++fTFhwgQ0bNgQ27dv5y/vdM/l5OSgT58+eP3119G6deuS7k6ZEBYWhiZNmuCXX34p6a6USrt378ayZcsQFRWFcePGYf78+Vww5jbsoyCVKlVC9+7dceDAgRLuUelTuXJlNG/eHJGRkTCZTOjevTsOHjxY0t0q1dasWYMuXbrAbDaXdFdKrZ9//hk1a9ZEUFAQfHx80KNHD+zevbuku1VqPffcczhw4AA2b94Mg8GAWrVqlXSXSq2IiAinEe0LFy4gIiKiBHtEVHYVKnADQLVq1bB+/XqkpKRgz5492L17N1JSUrB+/XpER0ffjT4SFUhRFAwdOhQPPPAAnnzyyZLuTql2+fJl3Lx5EwCQlpaGbdu2abNUyNn06dNx7tw5nDlzBu+99x6GDx+OSZMmlXS3SqWMjAzte3Xr1i1s2rQJDRo0KOFelT4tWrTAlStXcOPGDciyjG3btqFevXol3a1SjdPJ7ywyMhI7d+5EdnY2JEnCli1b+L/rt3HlyhUA6kr4e/fuRXx8fAn3qPSKiIiATqfDoUOHIEkSli1bhp49e5Z0t4jKJK9XbKlQoQJatGhRnH0hB3Fxcfjtt9+QkZGBKlWqYOXKlVx11I0dO3Zg+fLlaNy4sbZtzKJFi7iKpht//fUXnn32WW2xtFGjRvFzoiK7fPky+vbtC0BdCX/48OH8/wY39Ho9pk2bhvbt20NRFHTp0oVrntxGWloa9u7di2+//baku1KqtWrVCt27d0ezZs0giiI6d+6MXr16lXS3Sq3evXsjLS0N5cqVw4IFC7hwoQN3v3d+9NFHGDRoELKzs/Hkk0/ydwYiLxVqWzAiIiIiIiIi8kyhp5QTERERERER0Z0xcBMRERERERHdBQzcRERERERERHcBAzcRERERERHRXcDATURERERERHQXMHATERERERER3QUM3ERERERERER3AQM3ERGVGYIgYPXq1Xf9Oh07dsSYMWPu+nWIiIjo742Bm4iISo3k5GSMGjUK1atXh8lkQmRkJHr27InExMSS7hoRERFRoelLugNEREQAcObMGbRp0waBgYH497//jUaNGsFiseDHH3/EiBEjcOzYsZLuIhEREVGhcISbiIhKhRdffBGCIGDv3r3o168fateujQYNGiAhIQG7d+/W6qWkpKBv377w9fVFrVq18N///lc79tVXXyEwMNCp3dWrV0MQBO31W2+9haZNm2LRokWIiopCQEAAHn30Udy8ebPAvq1btw4BAQFYsmRJ8b1hIiIi+ttj4CYiohJ3/fp1bNiwASNGjEC5cuVcjjuG6ClTpmDAgAE4dOgQunfvjscffxzXr18v1PVOnTqF1atXY+3atVi7di22bt2Kf/3rX27rLl26FIMGDcKSJUvw+OOPF+o6RERE9M/GwE1ERCXu5MmTUBQFdevWvWPdoUOHYtCgQahZsyamTZuGW7duYe/evYW6nizL+Oqrr9CwYUO0a9cOTz75pNv7xOfOnYsXX3wR33//PR566KFCXYOIiIiI93ATEVGJUxTF47qNGzfWnpcrVw7+/v64cuVKoa4XFRUFPz8/7XWlSpVc2vjmm29w5coV7NixAy1atChU+0REREQAR7iJiKgUqFWrFgRB8GhhNIPB4PRaEATIsgwAEEXRJbxbLJZCtWHXrFkzhISE4MsvvyzUHwSIiIiI7Bi4iYioxAUFBSE+Ph5z585FRkaGy/HU1FSP2gkJCcHNmzed2jh48KBXfapRowY2b96MNWvWYNSoUV61QURERP9sDNxERFQqzJ07F5Ik4f7778e3336LEydO4OjRo/i///s/xMbGetRGy5Yt4evriwkTJuDUqVNYunQpvvrqK6/7VLt2bWzevBnffvstxowZ43U7RERE9M/EwE1ERKVC9erVceDAAXTq1Akvv/wyGjZsiAcffBCJiYn45JNPPGojKCgIixcvxvr169GoUSN8/fXXeOutt4rUrzp16mDTpk34+uuv8fLLLxepLSIiIvpnERTemEZERERERERU7DjCTURERERERHQXMHATERERERER3QUM3ERERERERER3AQM3ERERERER0V3AwE1ERERERER0FzBwExEREREREd0FDNxEREREREREdwEDNxEREREREdFdwMBNREREREREdBcwcBMRERERERHdBQzcRERERERERHcBAzcRERERERHRXfD/grO5p/08WXcAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step7 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step8 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step9 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step10 over chunks\n" ] }, { "data": { "image/png": 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j0KBBaNy4MYYOHYpmzZrBYrFg165dWL16tct60G+//TZOnz6NMWPGYM2aNbj//vtRtWpVnD17FqtXr8bx48e1+2eL23ZBer0es2bNwvDhw9GpUycMGTIEqamp2nJR48aNczk+LCwMXbp0wdy5c3Hjxg0MGjTIZb8oivjkk0/Qo0cPNG3aFMOHD0f16tVx4cIFbNmyBQEBAfjuu++8+hxffPFFfPXVVxgwYACeeOIJxMTE4Nq1a/jf//6HhQsXomXLlsVq76mnnsJXX32F7t27Y+DAgTh9+jSWLVum9cqWVEhIiLbedlxcHHbs2IHq1atj+vTp2L59O3r16oVatWrh0qVLeP/991GjRo1brkNemN69e6NLly545ZVXcObMGbRs2RIbN27Et99+i7Fjx3r9fs6fP4+77roL9957L7p27YqIiAhcunQJX375JX755ReMHTsWISEhAOxfGEiShFmzZiE9PR1GoxH33nsvwsLC8MEHH+Cxxx7Dv/71LwwePBihoaE4e/Ys1q9fj/bt27sEbJPJhMTERAwbNgxt27bF999/j/Xr12PSpEkIDQ3Vjtu+fTu2b98OwB7as7Ky8MYbbwCwL1PWsWNHAEDbtm0xYMAATJw4EZcuXUK9evWwZMkSnDlzBp9++qlXnwsREVG5K+605unp6S5LpjjZbDY1PT29hJOmExFVDL///rs6YsQINTo6WjUYDKq/v7/avn179d1331Vzc3NdjrXZbOonn3yidujQQQ0MDFT1er1aq1Ytdfjw4YUuGVactguzcuVK9c4771SNRqMaHBysPvLII+r58+cLPfbjjz9WAaj+/v4uS4nl9/PPP6sPPvigescdd6hGo1GtVauWOnDgQDUpKUk7xrksWHGWx7p69ao6atQotXr16qrBYFBr1KihDhs2TL1y5YqqqnlLeK1evdrlvOTkZBWAumjRIpftb7/9tlq9enXVaDSq7du3V/fv31/ksmCetFnYsl2nTp1Sq1WrpjZu3Fi9fPmympSUpPbp00eNjIxUDQaDGhkZqQ4ZMkT9/fffb/n+C2tfVe3Lb40bN06NjIxU9Xq9Wr9+ffWtt95yWZpNVe3Lgo0cOfKW11FVVc3IyFDnz5+vxsfHqzVq1FD1er3q7++vxsbGqh9//LFb2x9//LFap04dVZIktyXCtmzZosbHx6uBgYGqyWRS69atqz7++OPq/v37tWOGDRum+vn5qadPn1a7deum+vr6quHh4erUqVPd/o3g/Nsp7DF16lSXY3NyctTx48erERERqtFoVNu0aaMmJiZ69BkQERFVRIKqej6275tvvsHLL7+MQ4cOwdfX12VfVlYW/vWvf2HOnDku9wgSERHR7eXxxx/HV199VeitCERERJSnWMuCffDBB3jppZfcwjZgvyfs5ZdfdrsvjYiIiIiIiOifqFiB+8iRI26zlObXsWNH/PrrryWtiYiIiIiIiKjSK1bgvn79Omw2W5H7rVYrrl+/XuKiiIiIiIiIiCq7YgXu6Oho7N+/v8j9+/fvL9Yaotu3b0fv3r0RGRkJQRCwdu3aW56zdetW/Otf/4LRaES9evWwePFit2MWLFiA6OhomEwmtG3bFvv27fO4JiIiIrq5xYsX8/5tIiIiDxQrcD/44IN45ZVXCl0/NiUlBZMnT0b//v09bi8rKwstW7bEggULPDo+OTkZvXr1QpcuXXDo0CGMHTsWTz31FH744QftmJUrVyIhIQFTp07FwYMH0bJlS8THx+PSpUse10VERERERERUUsWapfzGjRuIjY3F2bNn8eijj6Jhw4YAgOPHj+OLL75AVFQU9uzZA39//+IXIgj45ptv0Ldv3yKPefnll7F+/XocOXJE2zZ48GCkpaUhMTERgH0dzzZt2miTtymKgqioKIwePRoTJkwodl1ERERERERE3tAV52B/f3/s3LkTEydOxMqVK7X7tYOCgvDoo4/izTff9Cpse2r37t2Ii4tz2RYfH4+xY8cCACwWCw4cOICJEydq+0VRRFxcHHbv3l1ku2azGWazWXutqiosFgtCQkIgCELpvgkiIiIiIqr0ZFmG1Wot7zKoHBgMBoiiZ4PFixW4ASAwMBDvv/8+FixYgCtXrkBVVYSGhv4twTQlJQXh4eEu28LDw5GRkYGcnBxcv34dsiwXeszx48eLbHfmzJmYNm2a2/b09HQEBASUTvFERERUJFVVoaqArKpQHM/z/1Qc4/EURYWKvH2q6vpa217CYxVVgaKokFUZNkWBoqqQFQWyKkNWVCiqAllRoKgKbPmOdd2nOs6VoShwHCtDUezvUVYVx7F5r1XHdRTH56Coiv0zUVT7PtX5U3F8XoqjZvtnpKjO9+J8H4CqON6Xy2fh2Ador/M+i3zbtf1CvmPsz+2/NyHfcYK2HwWOVVXB9RjHaxSxPX9bLteHAFVlZ8jfZWD765h9/6PlXUaFo6oqUlJSkJaWVt6lUDkRRRG1a9eGwWC45bHFCtw5OTnYtGkTunTpAn9/f4SGhmr7MjIysHXrVsTHx8NoNBa/6nI0ceJEJCQkaK8zMjIQFRVVjhUREVFFpKoqbLICi/Nhk2GxKTDLMiw2FVbZ/tpiU2CRVVgcr62yArPjpz1MOUKkomoBSdECU95zWXEGqXz7FQU2xR7CZMU1rMmKa1jTwp92LTVf2Mvfpvu184c4Lcw5gphbaLtFgCsqlOUPbQBDVOGKNd0OFSBAhSDA8bA/Fx0/Bdi3ifn3o+Bz+7HQ2sm/3f4cWnt5P6Ed634+4NpOwbbhsi9/DfnOc7lugWPyvc7bn+9nweeO80TYb/F07hdFAV0btCyj30zl5gzbYWFh8PX15YjYfxhFUfDXX3/h4sWLqFmz5i1//8UK3B999BH+97//4YEHHnDbFxAQgP/+9784d+4cRo4cWbyqPRQREeE2YVtqaioCAgLg4+MDSZIgSVKhx0RERBTZrtForHRfEhAR3Yy9J88emADA3rfleK7aX6vaa/u+vGPhvi/fa1XbjkL25bWhXcytPUfvobO3T5WhKLK9d1CVISsycm02mG02WGwKcm0yLDabFljNVhlmmwyzrMBsk2GRFVhtqiPk2p9bZQVWGbDJKqwyYFUU2GTYH4oKmwzIiuD4aX9e8KE4HrIi2p+rIhRFxO0fDIUCPyuuvGCTL2QgX4AQHPuRL4AALsFHLBhktPYcAUZwRN6C5yN/CHLdVvC5W/uO13lt3+T6Wo0FA5T7+7GHpALtaIEy73jkC4LOwAcUDHV5Ya9gWNRe5wuTyN+2M3S6vJ98gdKlZgEQVIgQXD4TQRDt2wUBAlSIgugIg/Zz7O9JtO8XAEkQIECAIAGi8/9EQBQkiBChCgIkQQQgQidIEAQRkiBCEvXQiSJE6KETdNBJEiTHfp2og06UoBMkSKIOOkGCKEqQRAmSVo/oqFmwP0QBIkRAEOz7IUAUBHv9juf235Nkf+8QIIr2ffbPyL7Nea4AwfEZO5/n/aTyIcuyFrbvuOOO8i6HykloaCj++usv2Gw26PX6mx5brMD9xRdf4NVXXy1y/9ixYzF9+vQyC9yxsbHYsGGDy7ZNmzYhNjYWgH0sfUxMDJKSkrTJ1xRFQVJSEkaNGlUmNRFRxZY/eDpDp6oCChSXoKnFSlWF6thXWLDMH2DtwyHzvb7ZvoLh1zk8VlVgv6K969AZRGXVBlmxwSrLsKpWyKoNNtkKmyLDplhhU2ywqTbYFBlWxQpFkR2vbdq5NkW2h1RFgdURTO29szKssr2n1qoAsqLAJtuHvlodgVR2PpyB1NHb6gyn9uGxgqPXU7A/V0SoighFlaCoIlRFgqqKUFUJiiIBjufOB1RdkT89J6K8ewAlUYYkqpAkxf5TVCBJKnSi4yEpkCRA59wmOXvZoIUF0fHI64G7eYC6VS9dYT122vH5rwEVgugMOK49gWKB8wu2IRYMfi77HcegkPbyBUpRdG2jYDAs6rkz4OX7n5Ljf3P5nuf/wkDN/9r9CwXBmdrV/EFGi0COAAXttT302EOV6NymhSD3wORsI+8YUWvD/p7sAVEQ7F/o2H8n9teOGGe/jmD/aQ+f9r97SZAAQcrbDtGxX3IEPMnRTv4gKDrqglarvYo8zvYBQNSeO99r/vPgODfv2weXowr5PAUh79y8Ogo8d8mTRR3jvp1BlMqa855tX1/fcq6EypNzKLksy6UbuE+ePImWLYseWtKiRQucPHnS4/YyMzNx6tQp7XVycjIOHTqE4OBg1KxZExMnTsSFCxfw+eefAwCeeeYZvPfee3jppZfwxBNPYPPmzVi1ahXWr1+vtZGQkIBhw4ahdevWuOuuu/DOO+8gKysLw4cPL85bJaIiOIOroipwhlfXQOm4/zLfa+dzpcDr/MHUGTydr/O3mf+aChQoiqKFYlm1P7ffs6hAVmRYVRssNgtsqjUvnOZ7WBWrPZCqsuOnDVZHmLXYZEePqmofLuwIqTZFdfSM2n/KsgqbAthUFYoWUgXIin3YrT2gOp4rgjYc195L6gyrAlRHWLUH07znUCXtJyA6gqjjJ5zPnfudAdZg3+bYX95BtLQIguoSViUx/2vFZZuU7zj3Y/O9lhxB+Gb7RUd7bvsVbZsoFgwGpU/7zsf+aWg/hQKvtW2C4HKsM+TknVfIOY7Amf/YvNjkGiRdApd2Xl6Y1CKoIOXb7uzBEyGIzugpab2WoqCzR07HORAESI5jnW2IkOyB09FbqFUoiFrIs1flDLN57zV/r2Dee8zXA+lsx/m+tPNF7QsCaK/tbYr5nrt+3vl+L0Lep1XkMWBIJKqM+L/bf7bi/P6LFbhtNhsuX76MmjVrFrr/8uXLsNlsHre3f/9+dOnSRXvtvI962LBhWLx4MS5evIizZ89q+2vXro3169dj3LhxmD9/PmrUqIFPPvkE8fHx2jGDBg3C5cuXMWXKFKSkpKBVq1ZITEx0m0iNqLJTtZCqOCbPcd63KTt6SR3PoUJR7D9V1T7hj7MnVYYMVbH3rqpQoCqwb3P0sqqOyYAssgVW2WLvaZWdAdXek2oPsVZYFZtjcqG8ba6vHcfLCqyyfTiwfeivav/pCLPaMGAFecN9ZQE2BVAUETbHa3twLTjcV8oXVnXaT1XRAZCgKgV7U/WOnzotuN7uBEF19MKqkERAElWIBbaJYt5r0XGM/bnrea7nwj3E3jS05nvtOK+o/TebBFR167kU8vVmOgMhANXZNZqvlw1A/uGb9r2i67kFeuXy9jn68/IHyXzBUnQMXRUER99k/vApOsJmvsApQYIg2re5tiNpQ1GhXQ9525wBUutVdIbd/HWL0N65WxB1Hcqa93nkXVPM996dfaCiFmDFfNmy4JcBeb8b/sOUiIj+qYq1Dvfdd9+Nfv364eWXXy50/8yZM/Htt99iz549pVZgecjIyEBgYCBnKadS4xwmrOQLss6eWdnRW+u63z7braqqecOEFXt4VRzDiO3B2B66LbIZ2dZsZFozkW3NQpY1C9nWbGTbsu0/LdnItFhwI0dGljXvXlZnmJUVATaX+1ZFR++scwiwzi3Eug8DvtX+vOMqS8+rICgQhbyg6fJcBCTBPYBKkmO7ZN/mDJwuxxQSbLVtQiHbigjAeSHYfk3xFu3b72cs/L3a/z+BmG/yKmd4FV1eC6qzS9cZyPJ6IPPCmyNwOofFwnmfpWNQa75eSnvvpuDYli+UQtR6M53DbUVBAkTn4Nq8YGq/BzZfcIRkD3iO4b5aXS4/nb2g0HpLAUELks7QKTpCunPQb/4gKwr5e4UdfzPOzypfz6ZLrzGDJxFRpZabm4vk5GTUrl0bJpOpvMuhclKcv4Ni9XA/8cQTSEhIQNOmTXH//fe77Pvuu+/w5ptvYu7cucWvmKiCcAbYvKHL+XuGFa3n1+UB57Iu9smeZNXeAywrsjZk2Rmitft18/20D80GLDYzsqw5yLZmIceagyxbDnKs2ci25SDHloNsixk3zFZk5irIMsvIsQjIsQAWmwCrzQBVNkFVfKDIPlAVE1TZH6oSZn8tm+DFKoB/ExWi6Ay2CkQBjntgncHV0Xuq9XoCOp0KnWTfppcczyX7c4NO1Z7rJAV6SYVeJ9uf6+yvtR7Vmww/liS1yHBaSm8bcATWvEAr5oU9572WWgCVtKBoD4V5k/7YQ6fzvk3R0XMqab2rouDsPRUgQgdRlLRj8h7O+0WdAdR5Z6rk6GEWtMmHhPx1Ca4h1NmL6j5U2fl+C7vXMn9odTwrEGTz91YzyBIRERXPzJkzsWbNGhw/fhw+Pj5o164dZs2ahYYNG2rH5Obm4oUXXsCKFStgNpsRHx+P999/32Wk8JgxY7Bz504cOXIEjRs3xqFDh9yu9cMPP2Dq1Kn47bffYDKZ0LFjR7z99tuIjo6+aY2rV6/Gq6++ijNnzqB+/fqYNWsWevbsqe1PTU3Fyy+/jI0bNyItLQ0dO3bEu+++i/r169+03WvXrmH06NH47rvvIIoi+vfvj/nz56NKlSpux546dQp33nknJEkqtWXfitXDDQCPPvooli9fjkaNGmm/oOPHj+P333/HwIED8eWXX5ZKYeWJPdyVh7Mn2OYItfaH7DKcurCwrA1vVuR89/LKUFSbY1kbxTUcO8OyqmgT9OSt2So4hmWrsMg25NhykWu1h+QcWzZy5VzkWHOQbc3GDYsZmbk2ZObKyLYoyLYAZitgtomQbUaoig9UR2C2B2d7WFZkH0At+Uz6AlTodIprb6kA5PXSApIoOHpRAZ0gQJIER+AVoBMAnS6vh9U+GZTiCLeya9DVKdA7fuYPvs7tOkmGQadAp1MhCIpjUqVi/eeoFIh5vaVar6dzCK+k9cYK+cKsNoGRI5RqIdcRRp0TFOW/H9U+46092EqC5Bg+rMs33Nhei+DsYS0wXLhgmM1/jyocATx/UHW7xxZ5Q6eBvKDqPmlRwVBb8HwiIqJ/tsraw929e3cMHjwYbdq0gc1mw6RJk3DkyBEcPXoUfn5+AIBnn30W69evx+LFixEYGIhRo0ZBFEXs3LlTa2fMmDFo2LAh9u7di8OHD7sF7uTkZDRu3BgJCQl48sknkZ6ejnHjxuHGjRs4ePBgkfXt2rULHTt2xMyZM3H//fdj+fLlmDVrFg4ePIhmzZpBVVW0a9cOer0eb7/9NgICAjB37lwkJia6vIfC9OjRAxcvXsSHH34Iq9WK4cOHo02bNli+fLnLcVarFe3atUNoaCh27dp108BdnL+DYgduAFi1ahWWL1+OkydPQlVVNGjQAA8//DAGDhxY3KYqJAbu8iU7lgfKm23ZcR+wKjvuFbbCYrPAIufColi14+33JquOe5YVqI7Zde3rzjqCsTZLtGifjRaiYyZq0TEJlQqzbEaONQc5co4jKGch25aNHFs2Mi05yMi1IstsRbZFRo5FRa4VMNsEWK0iFMXoEpS1HmfH89IYSq2TZBj1Cox6wKQDTHoBJoMIo06EUQcYdIBep8Col2HSK/AzyfA1yahissHXoMCgt4dlQVAgiipEx7Bp5/BpOMKvICgAFNiXj3E+L3H5HhMcgdU+mVL+nlidI9wW7KG1h1l7yJUgCTr7MGVRBwk6iIJO2++coElwLMtiD7L2q+a/f9U5mDn/rL43D7mF9eDePOQW3M6QS0REVHFV1sBd0OXLlxEWFoZt27ahY8eOSE9PR2hoKJYvX46HHnoIgL1TtXHjxti9ezfuvvtul/Nfe+01rF271i1wf/XVVxgyZAjMZjNExyQs3333Hfr06QOz2VzkjN6DBg1CVlYW1q1bp227++670apVKyxcuBC///47GjZsiCNHjqBp06YA7KtRRUREYMaMGXjqqacKbffYsWNo0qQJ/u///g+tW7cGACQmJqJnz544f/48IiMjtWNffvll/PXXX+jatSvGjh1baoHbqzGmAwcOvG3CNZU9bbi1NsFW3nNZlWGVrbAoZlhsFphli7akkeyY4EtRZPutpKp97Vx7WBa12Zjt9xnrICt6+yzPCpBltQfkLGs2cm2ZyLFlI0fOQo4tCzdyzci22JBlsSHHIiPXpsJsFWCxCrDJOiiyqZAe5iB7YFZvPu2/J0RBgUEvw6hXYdKrMOkF+BhE+Ool+BgkGPVw9Abbe4tNehk+BhuMRiv8DDJ0ehl6UYGkk6ETlXwTVcn2IdmiDHs4lktca9EER6DVOX5K2uu85/af9uCsy+vlRd4QZmcPcN7rvDCdf0kaIG8SKOekTUK+kKvdG+ycnMox5Np5/2/+nuL8kz+5TiyV1z6DLhEREXlKVVXk2nL+9uuadD5e/5slPT0dABAcHAwAOHDgAKxWK+Li4rRjGjVqhJo1axYauIsSExMDURSxaNEiPP7448jMzMTSpUsRFxd30+Wzdu/erU2g7RQfH4+1a9cCAMxmMwC4hFtRFGE0GrFjx44iA/fu3bsRFBSkhW0AiIuLgyiK2Lt3L/r16wcA2Lx5M1avXo1Dhw5hzZo1Hr1XTxUrcP/111+YO3cupkyZ4tbzm56ejjfeeAPjx4/njOC3ufzDuLWfLs9l5Mq5sCr2AG2TLS7h2abIzsWftCAN6ABFhKKKEFQJCnRQFXuotsmCfYkmGTBbLUi3XME18xVczb2My5kZuJ5lRkauDblWAVabCKtN77iH2f1+ZlUpjW8i7UOjjVpoBnwNAnwNEvwM9tBs0gNGnQCD86dOdoRsGww6KwRRgShaIYqyfQ1fyX6PsSjaQ7QkKRAE2fEoWbWSoIdONEAnGKATjdCJhnxh2RmAdXk9xShwXy8kx33COu3+YPf/uDsHyuTrtXUJuc59+WZtdj4X8g/ddp4nFgjHznacsy27h2UiIiKi8pBry0GH5W3/9uv+9PBe+OiLvx64oigYO3Ys2rdvj2bNmgEAUlJSYDAYEBQU5HJseHg4UlJSPG67du3a2LhxIwYOHIinn34asiwjNjYWGzZsuOl5KSkpbhky/7Wd4X/ixIn48MMP4efnh3nz5uH8+fO4ePHiTdsNCwtz2abT6RAcHKy1ffXqVTz++ONYtmxZmYxuLlbgnjt3LjIyMgotJDAwEDdu3MDcuXMxa9asUiuQ/h4Fh3Frs2LnG8Zttplhlc0wKxYoiqIN47bf+yzbQ48K+8zAggBBlaC6rB+sc6w1LMImA2abCotjWShZAWRFhSwryLRlIM1yGZeyruNyZiauZ+ciI0dBVq6IXLMJii0QsjUIqtzU6/crifYAbNApMBlU+OgFe2g2Sqhi1MHPoIOPATDqAaNegFEnwKiDYyi3DSIEKAIAQYYg2CCKeQ9JkrUgLYr2nmehhPcmCxChd4RlneD46XjotddGe7gWDJBEZ8+zHgLgWLPaef+5Cji2uk5QJRYIx3kh175Xcqyf6wzLhU+W5VxWyWX5IbcQTURERETlYeTIkThy5Ah27NhR6m2npKRgxIgRGDZsGIYMGYIbN25gypQpeOihh7Bp0yacO3cOTZo00Y6fNGkSJk2adMt29Xo91qxZgyeffBLBwcGQJAlxcXHo0aOHdsvoM888g2XLlmnnZGZmelTziBEj8PDDD6Njx47FfLeeKVbgTkxMxMKFC4vcP3ToUIwYMYKBuwIobBi3Tc3riS44jNu53JTLMG4IgKBCVe1DNiRBhCToAAhQVAlQDIDq6PFUBNgUe4C22BSYbYAsq7Cp9iCtKCoUVQUgwyJn4Wr2VaRmpeFKVhauZ5uRnq0gyywhJ9cE2RoAxRYAIPCW71MUZfgaLfD3UeFnEuBnkOBn0NlDs1GyD9U2CPDRC/ZeZz1g1KsQJRmADSpsgGADIEMQrFBhgyjZIAo2iKLsCNF54bmknL3MekdAzt/rrBMMeaG6QI+0CNG+VrZjIjfVsaSY6pjhPH+QtvcgS1r4zbu/We8Y1p3Xu1wwVLsGZ/YeExEREd2KSeeDnx7eWy7XLa5Ro0Zh3bp12L59O2rUqKFtj4iIgMViQVpamksvd2pqKiIiIjxuf8GCBQgMDMTs2bO1bcuWLUNUVBT27t2L1q1bu9z37RzSHhERgdTUVJe2Cl47JiYGhw4dQnp6OiwWC0JDQ9G2bVttuPj06dMxfvx4lzYiIiJw6dIll202mw3Xrl3T2t68eTP+97//Yc6cOQAcqxYpCnQ6HT766CM88cQTHr//whQrcCcnJ6NmzZpF7q9RowbOnDlTooKocPZh3M77n/OGcTuHdRc2jNumyNrSVs5h3AIEbTIxey+oPUTb16o1QAcRkipBFUXIigqbzT4bd45VhdmmwCoDNtkenm0KHBOV5d0rLAqAVVZwOSsNqTfScDkrC9eyLEjPVpGVKyHHYoLNEgCoBgBhRb5fOwVGQy78TFYE+KoI9tMhrIoRof4+qOqnQ7CfBD+jAAVWQMiCCitUwQwB2YBggyDag7MgyPl6oEs+RFuEDpKodwnIetFUICw7tztDtQGSoHcJr6rLEmEFw7QKwD7TulXOQd6awAIAyRHCJUii877pvF5n1yHavB+ZiIiIqCwJguDV0O6/k6qqGD16NL755hts3boVtWvXdtkfExMDvV6PpKQk9O/fHwBw4sQJnD17FrGxsR5fJzs7W5sszUmSJADQQmy9evXczouNjUVSUhLGjh2rbdu0aVOh1w4MtHfKnTx5Evv378frr78OAAgLC3MbPh4bG4u0tDQcOHAAMTExAOwBW1EUtG1rvw1g9+7dkOW8PPPtt99i1qxZ2LVrF6pXr+7xey9KsQK3j48Pzpw5U2ToPnPmDHx8iv9NCxUuy5qFCxnnYZZzihjGrdjDo2pfxkcU7BNZSaI9dBkkPSCIgCJBVUXIKiDLgE1RISsqcmXVPqzbqsLiGNatqApkWYGcb/J6+7q89uWiVKjIMqu4mp2FlIwMXM7MwrUsK9KzVWTm6pBrtt83befveBRO0uXAZMxFFZMNQb5AVT8dwvxNiPD3Q7CfBH8fATrJF1AFKIoIWRVgkxWoghmSdA0GQyYkww2Y9GYvPl37Fw2SYMi7x1k0wCAYoZeM0IkmGFxCtKNXWjC4TeaVn6qqWni290jbX9sUC6zIhetQ7vwhWoQk6iFBss+qLegcE4zlrbEs5FtjmSGaiIiIiDw1cuRILF++HN9++y38/f21+5cDAwPh4+ODwMBAPPnkk0hISEBwcDACAgIwevRoxMbGukyYdurUKWRmZiIlJQU5OTlab3WTJk1gMBjQq1cvzJs3D9OnT9eGlE+aNAm1atXCnXfeWWR9zz//PDp16oS3334bvXr1wooVK7B//3589NFH2jGrV69GaGgoatasiV9//RXPP/88+vbti27duhXZbuPGjdG9e3eMGDECCxcuhNVqxahRozB48GBthvLGjRu7nLN//36Ioqjd315SxQrcbdu2xdKlS4sc3/7555/jrrvuKpXCCMixZuP8jXPw0fvYQ7QoQe8YFgyIUBTB3susqPYQbQPM+YZ1W2TAZlNhU232Id2KCrnArcSSKDjWYRYgCfZzb+QquJZlQUpGJi7dyMa1bCvSs4GsXB0sFhPylrbSAwgqtHZBNEOvz4SPyYwqPjKCfEWEVDEiwt8H1fyrINTfCJ1kggr7kGhFhT1UKyJkGZBVARnZAKDCYMiGyZgJoyEDVfSZkCSb68VUQBRMMIg+eeFYMEAn2XueDYIJeskEo2Sy90RLRsfQeM/kD9GyarP3QKuKtsa3lqEdIwiE/L3NogQJRsdPHURRyjfcW8pbw9lxPBERERFRafvggw8AAJ07d3bZ7pxNHADmzZsHURTRv39/mM1mxMfH4/3333c5/qmnnsK2bdu0184QnZycjOjoaNx7771Yvnw5Zs+ejdmzZ8PX1xexsbFITEy8acdsu3btsHz5ckyePBmTJk1C/fr1sXbtWpfQe/HiRSQkJCA1NRXVqlXD0KFD8eqrr97yvX/xxRcYNWoUunbtqr2///73v7c8r7QUax3uLVu24L777sPYsWPx4osvajPJpaamYvbs2Zg/fz42btyIe++9t8wK/jtUlHW4U26kYs+5I6jqE6LdH222KrDYHBOMqaojnNrvs3bOhSU6e7tFR5B2/LTaFKTnKLieLeN6poxLmTm4fCMH17KsyMgRkJ2rt9+bfUs2iPp06PVZ8DWZ4e+joKqfDqFVTAj390eNoACE+gYCggBVtUFVZShQ7feUK4BNtvdWK7IARXVOqAXoJAE6SYHJcAN6QwZ0uhsQpGzHetD5CTBJAaiiD0GgIQxVjdXgoyt6sfvC2EO0mm8od15vtKIqKDjrdv7h2c6eZ0nU24eXO+6Ldh7jHNLt3EZEREREt4fbZR1uKpkyW4e7S5cuWLBgAZ5//nnMmzcPAQEBEAQB6enp0Ov1ePfddyt92K5I0nJsSL4s46rRPmTaOaxbEgFJEGCUBIh6+2tZAdKzZVzPknE9W0ZatoKrmRZczszFtSwbbuSIsNoKC9M6FPwzEHUZEHVpkPQ34GeyT0gW7KdDqL8PIgMCEOl/B6qa6kIvGQDH0GlFtUFRbLDKMmyKivTcbNhkQFYcS0FBgCQaIIkCdDrAVyfARw9IkhWCmAZVyoAqZAHIcWbcvHqgg58+GAH6UFQ1VUOgIQyi4P5eVMe3DkVNLpb3zZJzcjFnz7JjDm5R0taV1taMzt9b7VzjmROJERERERGRB4oVuAHg6aefxv33349Vq1bh1KlTUFUVDRo0wEMPPeQy0x2VAtU+1PqOKhJuOHums+yPtGwF17JsuJplwfUsGdnmonpSBdiHfjteiTkQ9WmOQJ0OH6MZAb7AHX56hPn7olpAAO4whaKqsSGq6AMhCIKjJ1jWJm6z2mzItphhk3NglRX7MHUVEAQRkihAL+pg0AnwNwnwMQAGnQC9CAiiDAWZkJEOGVmQkQ0VFhQcYqETTAgwhCLIEIFAYxj8dEGFDrd21iOrFiiqfVb1vBm6AU4uRkRERERE5anYgRsAqlevjnHjxpV2LZTPtt8v462NJ/HnVQuyzBftQ6+L5AijglUL0vZQnQ6DIQtBvoIjUPsh1C8YQcZQVDU2RpDhDuhEg0tLKuzLiVllBRnmbFhtNlgVGTbZPtxaEACdKEIniTDoJAT66OFjFGDQidBJgF4SoBMVQLDCKttgVm7ApmYhFzlQkAMVVrfqTZI/ggzhCDCEIcAQBpNUpcjwqzjWBZdVGwAFkqCHQfSBUfJzDPF2DdMM0UREREREVF48Dtx79uxxmaHuZrKzs5GcnIymTZt6Xdg/3Z7z+3HkgoK88dWKfai3I0hL2s90BPgAIVUMCPULQFVTKKoawxBkbIqqxjD4SH6Fhk6bosAqK8ixmh0TrMmQFRugKoCgQiepkETAqBcRaJDgY5CglwR7b7UkaOFaVmRYFStsihUWmxlZcg5UOQeqkAtZzYYKucCVBVTRByPQEa4D9GEwSEXf92DvxbZCVq1QVBmCIEInGOCjC4JeNDnWqdYXeT4REREREVF58ThwP/bYY6hTpw6eeuop9OzZE35+7pNUHT16FMuWLcOiRYswa9YsBu4SaFLdB/6RH0PUpcPXZEWInwnBplAEGUMcgbo5qhrDEGgILvJ+ZpsC5FpVR7i291rb13yWIQg2SKIKSVRh0KsI9BNg0ksw6HTQO3qv9ZL9nnFHg7CpNlhlK6yKFTlmm32YuWABkAsZ2bAhS5t13DlOXBQk+OtD8wXsEEi3CMj2XmyLoxcb0Ik6GEQ/GHU+0DvWt+aM3kREREREVNF5HLiPHj2KDz74AJMnT8bDDz+MBg0aIDIyEiaTCdevX8fx48eRmZmJfv36YePGjWjevHlZ1n3b61I7BnO6S/j53HU0CS/83nhFVWGT7b3VNtkesGXZPokZVAWipEIUbJAkBT5GBVUNCvSS6OipFqHXSTBIIqQCi9OrqgKrYkGOzd5zLSuKY/ZzFYJgBmCGLGbCrNxAwRuwdaIRgXp7uA40hMFPH3zLmbrde7Ht9177iAEwSCboBMMtQzoREREREVFFU6xlwZz279+PHTt24M8//0ROTg5CQkJw5513okuXLggODi6LOv9WFWVZsOOpF7D+6G+oGRxsD9ayfb1txfEbU6FCJ6qQJAWSKMOkV2DUKZAkBTpJhV6CPWDrRG3t7oLDy/OGhFtgla1QVEAQAL2ohyiqEEULbGoWcmxpsChZbjWapCravdeBhjD4SAEe3Tft7MVWVBtU2HuxdYIPjDpf+xraopH3XxMRERFRhcJlwQgow2XBnFq3bo3WrVt7VRwVgwAY9AJyLQokUYWPQYXRoMKgUyCJNkiiPVzrJRU6SXBMEiZBgN59yLVjSLjFZoFNscEq2yAIgCRI0Il6GCUfVDEY7eFaTke27Rqs1ly3kvx0VbVwHWAIg1Hy9eitqKoCWbXBplqhqjJEQYIkGuAjBsIgGaETjJBEr/4ciYiIiIiIKiQmnAoswAREh5pxh18OJFGGKDrW33LMxC1AggCDW0+wqiqwyGZYZHvPtaKoUAXYl+sS9QgwBsJHMsGmZsGsZCDLloIrlivaPdNOAkT460MQYAhFoCEcAYZQt1nNb0ZWbZAdM4oLACRRD5PkB6Pka5/sTHCvnYiIiIiI6HbBwF2RCTaYjLkw6P3tvdZFDQmXLbApVm1IuCgI0Et66EUDgkyB8NH5QgRgVm4gR76GdMs5XMi+ljfBmYMk6B3hOgwBhnD46+8odEK2oqiqAptqhaxYoUKBKOigEw3wFQOhl0zQiQZIAv/kiIiIiIjon4FTPVd4AiTBvr60TbUi25qFdHMarmZfxdXsq8i03ICiKPDR+aJaleqoE1QHDe5ohOjAmqjqY0SuchF/Zu7Gb2mJOJWxExeyjuGG9QpUKDCIPggx1ULdgLtwZ0gvxIYPRLPgroiq0hyBhjCPwras2mCRc5Bjy4BZzgKgwkfnjyBjNQSbqiPYWB1VDMEwSr4M20RERERE5WDmzJlo06YN/P39ERYWhr59++LEiRMux+Tm5mLkyJG44447UKVKFfTv3x+pqakux4wZMwYxMTEwGo1o1apVodf64YcfcPfdd8Pf3x+hoaHo378/zpw5c8saV69ejUaNGsFkMqF58+bYsGGDy35BEAp9vPXWWzdt15OaDx8+jA4dOsBkMiEqKgqzZ8++Zb2eYgKq4FQouJp9BYIgOJbH0iPQWBV+el8YRAOMkhF6SQ+znIl0yyVcyj2NDMslmJVst7Z8pADt3utAQxiMUpViD+kuuhc7CHrJCL1oLFavOBERERERla1t27Zh5MiRaNOmDWw2GyZNmoRu3brh6NGj2nLP48aNw/r167F69WoEBgZi1KhRePDBB7Fz506Xtp544gns3bsXhw8fdrtOcnIy+vTpg4SEBHzxxRdIT0/HuHHj8OCDD+LgwYNF1rdr1y4MGTIEM2fOxP3334/ly5ejb9++OHjwIJo1awYAuHjxoss533//PZ588kn079//lu//ZjVnZGSgW7duiIuLw8KFC/Hrr7/iiSeeQFBQEP7973/fsu1b8WqW8s8//xyDBg2C0Wh02W6xWLBixQoMHTq0xIWVp4oyS/nVnFScu/E7qhiC7MFaNMAgGQCoyLReRbrlMjIsqciwXIZNtRQ4W0AVfXC+9a/DYJCKP5OiqqpQVJtj2S4bAAE60QCD6AOD5AO9aIQk6HkvNhERERHd9m6XWcovX76MsLAwbNu2DR07dkR6ejpCQ0OxfPlyPPTQQwCA48ePo3Hjxti9ezfuvvtul/Nfe+01rF27FocOHXLZ/tVXX2HIkCEwm80QHUsPf/fdd+jTpw/MZjP0+sKX+h00aBCysrKwbt06bdvdd9+NVq1aYeHChYWe07dvX9y4cQNJSUkeveeiav7ggw/wyiuvICUlBQaDfb6qCRMmYO3atTh+/HihbZX5LOXDhw9H9+7dERYW5rL9xo0bGD58eKUP3BWFn94P4X4R0ItG3LBewdUce7i+YbkCBbLLsaIgIUAfqi3RFaAP8Xrt6rxebAtUqJAEPXSiEb5iVfZiExERERHlo6oqZNX6t1+3JJ1e6enpAKAt6XzgwAFYrVbExcVpxzRq1Ag1a9YsNHAXJSYmBqIoYtGiRXj88ceRmZmJpUuXIi4ursiwDQC7d+9GQkKCy7b4+HisXbu20ONTU1Oxfv16LFmyxKO6bmb37t3o2LGjFrad1541axauX7+OqlWrlqh9rwK3qqqF/nLPnz+PwMDAEhVEdmnmFJy5cQhXc88i25YB++zkeXSiEYH6vOHhfvpgiAWXAvOQsxfbplqhqDYIEOxLdumDYBR9HJOdsRebiIiIiKggWbXi+7Pz//br9qj5PHSC5ysIOSmKgrFjx6J9+/bacG1n725QUJDLseHh4UhJSfG47dq1a2Pjxo0YOHAgnn76aciyjNjYWLf7sQtKSUlBeHi4x9desmQJ/P398eCDD3pc282uXbt2bbdrO/f9rYH7zjvv1G5O79q1K3S6vNNlWUZycjK6d+9eooLILtN6Decyf9Vem6QqLutf+0gBJQrAiqpAVu3LhqlQoRP00ItGmKRg+5JdooG92EREREREt5mRI0fiyJEj2LFjR6m3nZKSghEjRmDYsGEYMmQIbty4gSlTpuChhx7Cpk2bcO7cOTRp0kQ7ftKkSZg0aVKxr/PZZ5/hkUcecRnO3aNHD/z0008AgFq1auG3334r+RsqBcUK3H379gUAHDp0CPHx8ahSpYq2z2AwIDo62qOb1unW7jBFIcqvGfSiCSE+tWCUfEvUnn2oi/1ebHsvtghJ1MNPHwQDe7GJiIiIiLwiCXr0qPl8uVy3uEaNGoV169Zh+/btqFGjhrY9IiICFosFaWlpLr3cqampiIiI8Lj9BQsWIDAw0GWW72XLliEqKgp79+5F69atXe6hdg5pj4iIcJsRvahr//TTTzhx4gRWrlzpsv2TTz5BTk4OANx0+HpBRV3bua+kihW4p06dCgCIjo7GoEGDKvVEARWdj84fjap2wHXzRa/DtqLKjl5sGwAVkqCDXjTBJPlBJxqgE41eD0MnIiIiIiL7clXeDO3+O6mqitGjR+Obb77B1q1b3YZQx8TEQK/XIykpSetAPXHiBM6ePYvY2FiPr5Odna1NluYkSfZRs4qiQKfToV69em7nxcbGIikpCWPHjtW2bdq0qdBrf/rpp4iJiUHLli1dtlevXt3jOgte+5VXXoHVatWC+qZNm9CwYcMSDycHvLyHe9iwYQDss5JfunQJiqK47K9Zs2aJC6Pic07YoPViCxIkwYAq+iDoRZNjqLh3E6kREREREVHlNHLkSCxfvhzffvst/P39tXujAwMD4ePjg8DAQDz55JNISEhAcHAwAgICMHr0aMTGxrpMmHbq1ClkZmYiJSUFOTk5Wm91kyZNYDAY0KtXL8ybNw/Tp0/XhpRPmjQJtWrVwp133llkfc8//zw6deqEt99+G7169cKKFSuwf/9+fPTRRy7HZWRkYPXq1Xj77bc9fu+3qvnhhx/GtGnT8OSTT+Lll1/GkSNHMH/+fMybN8/ja9yMV8uCnTx5Ek888QR27drlst05mZosy0WcWTlUlGXBcm2ZuG6+CB+df5HHKKoMm2J1zIyoQifqoROMMOr8oBPsS4kJ7MUmIiIiIiqxyrosWFG3jTpnEwfs7+2FF17Al19+CbPZjPj4eLz//vsuw6o7d+6Mbdu2ubWTnJyM6OhoAMCKFSswe/Zs/P777/D19UVsbCxmzZqFRo0a3bTG1atXY/LkyThz5gzq16+P2bNno2fPni7HfPTRRxg7diwuXrzo8WTdntR8+PBhjBw5Ev/3f/+HkJAQjB49Gi+//HKRbRbn78CrwN2+fXvodDpMmDAB1apVc/sFFuzev5kFCxbgrbfeQkpKClq2bIl3330Xd911V6HHWq1WzJw5E0uWLMGFCxfQsGFDzJo1y2Wittdeew3Tpk1zOa9hw4ZFrqFWmIocuF17sWUIggSdoIdR8oNetC/Z5e1yYEREREREVLTKGripdJX5OtyHDh3CgQMHbvktxa2sXLkSCQkJWLhwIdq2bYt33nkH8fHxOHHihNsa3wAwefJkLFu2DB9//DEaNWqEH374Af369cOuXbtchig0bdoUP/74o/Y6/2zqlZG9F9sCWbUBAHSiDgbRD0adD/SCfUZx9mITERERERFVLF6ltCZNmuDKlSslvvjcuXMxYsQIDB8+HE2aNMHChQvh6+uLzz77rNDjly5dikmTJqFnz56oU6cOnn32WfTs2dNtDL9Op0NERIT2CAkJKXGt5cmq5EIUdaiivwPBpkgEG6NQ1RQBX10g9JKJYZuIiIiIiKgC8iqpzZo1Cy+99BK2bt2Kq1evIiMjw+XhCYvFggMHDiAuLi6vGFFEXFwcdu/eXeg5ZrPZrcvex8fHbQ25kydPIjIyEnXq1MEjjzyCs2fP3rQWs9ns1Xsoa3rRiCBjBIJNNXCHsQb8DcEwSn6QxMrdY09ERERERPRP4FVyc4bkrl27umwvzqRpV65cgSzLCA8Pd9keHh5e5P3W8fHxmDt3Ljp27Ii6desiKSkJa9ascble27ZtsXjxYjRs2BAXL17EtGnT0KFDBxw5cgT+/oVPPjZz5ky3+74rAknUw4f3YxMREREREVVKXgXuLVu2lHYdHpk/fz5GjBiBRo0aQRAE1K1bF8OHD3cZgt6jRw/teYsWLdC2bVvUqlULq1atwpNPPllouxMnTkRCQoL2OiMjA1FRUWX3RoiIiIiIiOi251Xg7tSpU4kvHBISAkmSkJqa6rI9NTXVZer5/EJDQ7F27Vrk5ubi6tWriIyMxIQJE1CnTp0irxMUFIQGDRrg1KlTRR5jNBphNBq9eyNEREREREREhfB6tq2ffvoJjz76KNq1a4cLFy4AsE9qVvB+6qIYDAbExMQgKSlJ26YoCpKSkhAbG3vTc00mE6pXrw6bzYavv/4affr0KfLYzMxMnD59GtWqVfOoLiIiIiIiIqLS4FXg/vrrrxEfHw8fHx8cPHgQZrMZAJCeno4ZM2Z43E5CQgI+/vhjLFmyBMeOHcOzzz6LrKwsDB8+HAAwdOhQTJw4UTt+7969WLNmDf744w/89NNP6N69OxRFwUsvvaQdM378eGzbtg1nzpzBrl270K9fP0iShCFDhnjzVomIiIiIiIi84tWQ8jfeeAMLFy7E0KFDsWLFCm17+/bt8cYbb3jczqBBg3D58mVMmTIFKSkpaNWqFRITE7WJ1M6ePQtRzPtOIDc3F5MnT8Yff/yBKlWqoGfPnli6dCmCgoK0Y86fP48hQ4bg6tWrCA0NxT333IM9e/YgNDTUm7dKRERERERE5BVBVVW1uCf5+vri6NGjiI6Ohr+/P3755RfUqVMHf/zxB5o0aYLc3NyyqPVvk5GRgcDAQKSnpyMgIKC8yyEiIiIiogogNzcXycnJqF27tttyxfTPUZy/A6+GlEdERBQ6CdmOHTtuOoEZERERERER/b1mzpyJNm3awN/fH2FhYejbty9OnDjhckxubi5GjhyJO+64A1WqVEH//v3dJrgeM2YMYmJiYDQa0apVq0Kv9cMPP+Duu++Gv78/QkND0b9/f5w5c+aWNa5evRqNGjWCyWRC8+bNsWHDBrdjjh07hgceeACBgYHw8/NDmzZtcPbs2SLbPHPmDJ588knUrl0bPj4+qFu3LqZOnQqLxVIqNXvCq8A9YsQIPP/889i7dy8EQcBff/2FL774AuPHj8ezzz5bKoURERERERFRyW3btg0jR47Enj17sGnTJlitVnTr1g1ZWVnaMePGjcN3332H1atXY9u2bfjrr7/w4IMPurX1xBNPYNCgQYVeJzk5GX369MG9996LQ4cO4YcffsCVK1cKbSe/Xbt2YciQIXjyySfx888/o2/fvujbty+OHDmiHXP69Gncc889aNSoEbZu3YrDhw/j1VdfvWkP8/Hjx6EoCj788EP89ttvmDdvHhYuXIhJkyaVuGZPeTWkXFVVzJgxAzNnzkR2djYA+9Ja48ePx+uvv14qhZUnDiknIiIiIqKCbpch5ZcvX0ZYWBi2bduGjh07Ij09HaGhoVi+fDkeeughAPaw2rhxY+zevRt33323y/mvvfYa1q5di0OHDrls/+qrrzBkyBCYzWZtLq7vvvsOffr0gdlshl6vL7SeQYMGISsrC+vWrdO23X333WjVqhUWLlwIABg8eDD0ej2WLl1aovf+1ltv4YMPPsAff/zhdc1lPqRcEAS88soruHbtGo4cOYI9e/bg8uXLt0XYJiIiIiIi8pSqqsi22P72hxf9ppr09HQAQHBwMADgwIEDsFqtiIuL045p1KgRatasid27d3vcbkxMDERRxKJFiyDLMtLT07F06VLExcUVGbYBYPfu3S7XBoD4+Hjt2oqiYP369WjQoAHi4+MRFhaGtm3bYu3atR7X5pSenq6975LU7CmvZil3MhgMaNKkSYmLICIiIiIiqoxyrDKaTP3hb7/u0Wnx8DUUP84pioKxY8eiffv2aNasGQAgJSUFBoPBZfUnAAgPD0dKSorHbdeuXRsbN27EwIED8fTTT0OWZcTGxhZ6P3Z+KSkp2kpVhV370qVLyMzMxH/+8x+88cYbmDVrFhITE/Hggw9iy5Yt6NSpk0f1nTp1Cu+++y7mzJlT4po95XEP94MPPoiMjAzt+c0eREREREREVPGMHDkSR44ccVneubSkpKRgxIgRGDZsGP7v//4P27Ztg8FgwEMPPQRVVXH27FlUqVJFe8yYMcOjdhVFAQD06dMH48aNQ6tWrTBhwgTcf//92pDzZ555xqXtgi5cuIDu3btjwIABGDFihMc1l5THX4kEBgZCEATtORERERER0T+dj17C0Wnx5XLd4ho1ahTWrVuH7du3o0aNGtr2iIgIWCwWpKWlufRyp6amIiIiwuP2FyxYgMDAQMyePVvbtmzZMkRFRWHv3r1o3bq1y33fzqHdERERbjOi5792SEgIdDqd2+jqxo0bY8eOHQCA6dOnY/z48YXW9ddff6FLly5o164dPvroo2LVXPD+9eLyOHAvWrSo0OdERERERET/VIIgeDW0+++kqipGjx6Nb775Blu3bkXt2rVd9sfExECv1yMpKQn9+/cHAJw4cQJnz55FbGysx9fJzs7WJh5zkiT7FwOKokCn06FevXpu58XGxiIpKQljx47Vtm3atEm7tsFgQJs2bdyWMvv9999Rq1YtAEBYWBjCwsLc2r5w4QK6dOmCmJgYLFq0yK2+W9VcUl79ZSQnJ8Nms6F+/fou20+ePAm9Xo/o6OgSF0ZEREREREQlN3LkSCxfvhzffvst/P39tXujAwMD4ePjg8DAQDz55JNISEhAcHAwAgICMHr0aMTGxrr08J46dQqZmZlISUlBTk6O1lvdpEkTGAwG9OrVC/PmzcP06dMxZMgQ3LhxA5MmTUKtWrVw5513Flnf888/j06dOuHtt99Gr169sGLFCuzfv9+lN/rFF1/EoEGD0LFjR3Tp0gWJiYn47rvvsHXr1iLbvXDhAjp37oxatWphzpw5uHz5srbP2Xvubc0eU73QsWNHdfHixW7bly5dqnbq1MmbJiuU9PR0FYCanp5e3qUQEREREVEFkZOTox49elTNyckp71KKBUChj0WLFmnH5OTkqM8995xatWpV1dfXV+3Xr5968eJFl3Y6depUaDvJycnaMV9++aV65513qn5+fmpoaKj6wAMPqMeOHbtljatWrVIbNGigGgwGtWnTpur69evdjvn000/VevXqqSaTSW3ZsqW6du3am7a5aNGiIt97fsWtuTh/B16twx0QEICDBw+6DQc4deoUWrdujbS0NO/SfwXBdbiJiIiIiKig22UdbiqZv2Ud7hs3brhtT09PhyzL3jRJREREREREdFvxKnB37NgRM2fOdAnXsixj5syZuOeee0qtOCIiIiIiIqLKyqtJ02bNmoWOHTuiYcOG6NChAwDgp59+QkZGBjZv3lyqBRIRERERERFVRl71cDdp0gSHDx/GwIEDcenSJdy4cQNDhw7F8ePH0axZs9KukYiIiIiIiKjS8XrBuMjISMyYMaM0ayEiIiIiIiK6bXgcuA8fPoxmzZpBFEUcPnz4pse2aNGixIURERERERFVRIqilHcJVI6Ks9CXx4G7VatWSElJQVhYGFq1agVBEAq9kCAInKmciIiIiIhuOwaDAaIo4q+//kJoaCgMBgMEQSjvsuhvpKoqLl++DEEQoNfrb3m8x4E7OTkZoaGh2nMiIiIiIqJ/ElEUUbt2bVy8eBF//fVXeZdD5UQQBNSoUQOSJN3yWI8Dd79+/ZCUlISqVatiyZIlGD9+PHx9fUtUKBERERERUWViMBhQs2ZN2Gw2juz9h9Lr9R6FbQAQVA8HoPv4+ODkyZNakr948SLCwsJKVGhFlZGRgcDAQKSnpyMgIKC8yyEiIiIiIqJKqFj3cA8fPhz33HMPVFXFnDlzUKVKlUKPnTJlSqkVSERERERERFQZedzDfeLECUydOhWnT5/GwYMH0aRJE+h07nldEAQcPHiw1Av9O7GHm4iIiIiIiErK48CdnyiK2ozltyMGbiIiIiIiIiop0dMD//Wvf+H69esAgKlTpxY5nJyIiIiIiIiIOGlaodjDTURERERERCXFSdOIiIiIiIiIygAnTSsEe7iJiIiIiIiopDhpWiEYuImIiIiIiKikPB5Snp+iKKVdBxEREREREdFtxeNZygtaunQp2rdvj8jISPz5558AgHnz5uHbb78tVjsLFixAdHQ0TCYT2rZti3379hV5rNVqxfTp01G3bl2YTCa0bNkSiYmJJWqTiIiIiIiIqCx4Fbg/+OADJCQkoGfPnkhLS4MsywCAqlWr4p133vG4nZUrVyIhIQFTp07FwYMH0bJlS8THx+PSpUuFHj958mR8+OGHePfdd3H06FE888wz6NevH37++Wev2yQiIiIiIiIqC17dw92kSRPMmDEDffv2hb+/P3755RfUqVMHR44cQefOnXHlyhWP2mnbti3atGmD9957D4B9qHpUVBRGjx6NCRMmuB0fGRmJV155BSNHjtS29e/fHz4+Pli2bJlXbRaG93ATERERERFRSXnVw52cnIw777zTbbvRaERWVpZHbVgsFhw4cABxcXF5xYgi4uLisHv37kLPMZvNMJlMLtt8fHywY8cOr9skIiIiIiIiKgteBe7atWvj0KFDbtsTExPRuHFjj9q4cuUKZFlGeHi4y/bw8HCkpKQUek58fDzmzp2LkydPQlEUbNq0CWvWrMHFixe9bhOwB/mMjAyXBxEREREREVFJeBW4ExISMHLkSKxcuRKqqmLfvn148803MXHiRLz00kulXaNm/vz5qF+/Pho1agSDwYBRo0Zh+PDhEEWv534DAMycOROBgYHaIyoqqpQqJiIiIiIion8qr5YFe+qpp+Dj44PJkycjOzsbDz/8MCIjIzF//nwMHjzYozZCQkIgSRJSU1NdtqempiIiIqLQc0JDQ7F27Vrk5ubi6tWriIyMxIQJE1CnTh2v2wSAiRMnIiEhQXudkZHB0E1EREREREQl4nXX8COPPIKTJ08iMzMTKSkpOH/+PJ588kmPzzcYDIiJiUFSUpK2TVEUJCUlITY29qbnmkwmVK9eHTabDV9//TX69OlTojaNRiMCAgJcHkREREREREQl4VUPt9Ply5dx4sQJAPbJyUJCQop1fkJCAoYNG4bWrVvjrrvuwjvvvIOsrCwMHz4cADB06FBUr14dM2fOBADs3bsXFy5cQKtWrXDhwgW89tprUBTFZRj7rdokIiIiIiIi+jt4FbizsrIwevRofP7551AUBQAgSRKGDh2Kd999F76+vh61M2jQIFy+fBlTpkxBSkoKWrVqhcTERG3Ss7Nnz7rcn52bm4vJkyfjjz/+QJUqVdCzZ08sXboUQUFBHrdJRERERERE9Hfwah3up59+Gj/++CPee+89tG/fHgCwY8cOjBkzBvfddx8++OCDUi/078R1uImIiIiIiKikvArcISEh+Oqrr9C5c2eX7Vu2bMHAgQNx+fLl0qqvXDBwExERERERUUl5NWladnZ2oUO0w8LCkJ2dXeKiiIiIiIiIiCo7rwJ3bGwspk6ditzcXG1bTk4Opk2bdssZxomIiIiIiIj+CbyaNG3+/PmIj49HjRo10LJlSwDAL7/8ApPJhB9++KFUCyQiIiIiIiKqjLy6hxuwDyv/4osvcPz4cQBA48aN8cgjj8DHx6dUCywPvIebiIiIiIiISsrrwH07Y+AmIiIiIiKikvLqHu6ZM2fis88+c9v+2WefYdasWSUuioiIiIiIiKiy8ypwf/jhh2jUqJHb9qZNm2LhwoUlLoqIiIiIiIiosvMqcKekpKBatWpu20NDQ3Hx4sUSF0VERERERERU2XkVuKOiorBz50637Tt37kRkZGSJiyIiIiIiIiKq7LxaFmzEiBEYO3YsrFYr7r33XgBAUlISXnrpJbzwwgulWiARERERERFRZeRV4H7xxRdx9epVPPfcc7BYLAAAk8mEl19+GRMnTizVAomIiIiIiIgqoxItC5aZmYljx47Bx8cH9evXh9FoLM3ayg2XBSMiIiIiIqKS4jrchWDgJiIiIiIiopLyatI0IiIiIiIiIro5Bm4iIiIiIiKiMsDATURERERERFQGGLiJiIiIiIiIyoBXy4IBwMmTJ7FlyxZcunQJiqK47JsyZUqJCyMiIiIiIiKqzLyapfzjjz/Gs88+i5CQEEREREAQhLwGBQEHDx4s1SL/bpylnIiIiIiIiErKq8Bdq1YtPPfcc3j55ZfLoqZyx8BNREREREREJeXVPdzXr1/HgAEDSrsWIiIiIiIiotuGV4F7wIAB2LhxY2nXQkRERERERHTb8GrStHr16uHVV1/Fnj170Lx5c+j1epf9Y8aMKZXiiIiIiIiIiCorr+7hrl27dtENCgL++OOPEhVV3ngPNxEREREREZWUVz3cycnJpV0HERERERER0W3Fq3u481NVFV50khMRERERERHd1rwO3J9//jmaN28OHx8f+Pj4oEWLFli6dGlp1kZERERERERUaXk1pHzu3Ll49dVXMWrUKLRv3x4AsGPHDjzzzDO4cuUKxo0bV6pFEhEREREREVU2Xk+aNm3aNAwdOtRl+5IlS/Daa69V+nu8OWkaERERERERlZRXQ8ovXryIdu3auW1v164dLl68WOKiiIiIiIiIiCo7rwJ3vXr1sGrVKrftK1euRP369YvV1oIFCxAdHQ2TyYS2bdti3759Nz3+nXfeQcOGDeHj44OoqCiMGzcOubm52v7XXnsNgiC4PBo1alSsmoiIiIiIiIhKyqt7uKdNm4ZBgwZh+/bt2j3cO3fuRFJSUqFBvCgrV65EQkICFi5ciLZt2+Kdd95BfHw8Tpw4gbCwMLfjly9fjgkTJuCzzz5Du3bt8Pvvv+Pxxx+HIAiYO3eudlzTpk3x448/5r1JnVdvk4iIiIiIiMhrXvVw9+/fH3v37kVISAjWrl2LtWvXIiQkBPv27UO/fv08bmfu3LkYMWIEhg8fjiZNmmDhwoXw9fXFZ599Vujxu3btQvv27fHwww8jOjoa3bp1w5AhQ9x6xXU6HSIiIrRHSEiIN2+TiIiIiIiIyGted/3GxMRg2bJlXl/YYrHgwIEDmDhxorZNFEXExcVh9+7dhZ7Trl07LFu2DPv27cNdd92FP/74Axs2bMBjjz3mctzJkycRGRkJk8mE2NhYzJw5EzVr1iyyFrPZDLPZrL3OyMjw+n0RERERERERAcUI3BkZGdqM3bcKpJ7M7H3lyhXIsozw8HCX7eHh4Th+/Hih5zz88MO4cuUK7rnnHqiqCpvNhmeeeQaTJk3Sjmnbti0WL16Mhg0b4uLFi5g2bRo6dOiAI0eOwN/fv9B2Z86ciWnTpt2yZiIiIiIiIiJPeTykvGrVqrh06RIAICgoCFWrVnV7OLeXla1bt2LGjBl4//33cfDgQaxZswbr16/H66+/rh3To0cPDBgwAC1atEB8fDw2bNiAtLS0m95bPnHiRKSnp2uPc+fOldl7ICIiIiIion8Gj3u4N2/ejODgYADAli1bSnzhkJAQSJKE1NRUl+2pqamIiIgo9JxXX30Vjz32GJ566ikAQPPmzZGVlYV///vfeOWVVyCK7t8fBAUFoUGDBjh16lSRtRiNRhiNxhK8GyIiIiIiIiJXHgfuTp06ac9r166NqKgoCILgcoyqqh73DhsMBsTExCApKQl9+/YFACiKgqSkJIwaNarQc7Kzs91CtSRJ2rULk5mZidOnT7vd501ERERERERUlryapbx27dq4fPmy2/Zr166hdu3aHreTkJCAjz/+GEuWLMGxY8fw7LPPIisrC8OHDwcADB061GVStd69e+ODDz7AihUrkJycjE2bNuHVV19F7969teA9fvx4bNu2DWfOnMGuXbvQr18/SJKEIUOGePNWiYiIiIiIiLzi1Szlqqq69W4D9t5kk8nkcTuDBg3C5cuXMWXKFKSkpKBVq1ZITEzUJlI7e/asS4/25MmTIQgCJk+ejAsXLiA0NBS9e/fGm2++qR1z/vx5DBkyBFevXkVoaCjuuece7NmzB6Ghod68VSIiIiIiIiKvCGpRY7ELkZCQAACYP38+RowYAV9fX22fLMvYu3cvJEnCzp07S7/Sv1FGRgYCAwORnp7u0YzrRERERERERAUVq4f7559/BmDv4f71119hMBi0fQaDAS1btsT48eNLt0IiIiIiIiKiSqhYPdxOw4cPx/z582/b3l/2cBMREREREVFJeRW4b3cM3ERERERERFRSXk2aBgD79+/HqlWrcPbsWVgsFpd9a9asKXFhRERERERERJWZV8uCrVixAu3atcOxY8fwzTffwGq14rfffsPmzZsRGBhY2jUSERERERERVTpeBe4ZM2Zg3rx5+O6772AwGDB//nwcP34cAwcORM2aNUu7RiIiIiIiIqJKx6vAffr0afTq1QuAfXbyrKwsCIKAcePG4aOPPirVAomIiIiIiIgqI68Cd9WqVXHjxg0AQPXq1XHkyBEAQFpaGrKzs0uvOiIiIiIiIqJKyqtJ0zp27IhNmzahefPmGDBgAJ5//nls3rwZmzZtQteuXUu7RiIiIiIiIqJKx6tlwa5du4bc3FxERkZCURTMnj0bu3btQv369TF58mRUrVq1LGr923BZMCIiIiIiIioprsNdCAZuIiIiIiIiKimPh5RnZGR43ChDKhEREREREf3TeRy4g4KCIAjCTY9RVRWCIECW5RIXRkRERERERFSZeRy4t2zZUpZ1EBEREREREd1WeA93IXgPNxEREREREZWUV+twA8BPP/2ERx99FO3atcOFCxcAAEuXLsWOHTtKrTgiIiIiIiKiysqrwP31118jPj4ePj4+OHjwIMxmMwAgPT0dM2bMKNUCiYiIiIiIiCojrwL3G2+8gYULF+Ljjz+GXq/Xtrdv3x4HDx4steKIiIiIiIiIKiuvAveJEyfQsWNHt+2BgYFIS0sraU1ERERERERElZ5XgTsiIgKnTp1y275jxw7UqVOnxEURERERERERVXZeBe4RI0bg+eefx969eyEIAv766y988cUXGD9+PJ599tnSrpGIiIiIiIio0vF4He78JkyYAEVR0LVrV2RnZ6Njx44wGo0YP348Ro8eXdo1EhEREREREVU6xV6HW5Zl7Ny5Ey1atICvry9OnTqFzMxMNGnSBFWqVCmrOv9WXIebiIiIiIiISqrYgRsATCYTjh07htq1a5dFTeWOgZuIiIiIiIhKyqt7uJs1a4Y//vijtGshIiIiIiIium14vQ73+PHjsW7dOly8eBEZGRkuDyIiIiIiIqJ/Oq+GlItiXk4XBEF7rqoqBEGALMulU1054ZByIiIiIiIiKimvZinfsmVLaddBREREREREdFspduC2Wq2YPn06Fi5ciPr165dFTURERERERESVXrHv4dbr9Th8+HBZ1EJERERERER02/Bq0rRHH30Un376aWnXQkRERERERHTb8Cpw22w2fPDBB2jdujWefvppJCQkuDyKY8GCBYiOjobJZELbtm2xb9++mx7/zjvvoGHDhvDx8UFUVBTGjRuH3NzcErVJREREREREVNq8mjTtyJEj+Ne//gUA+P3331325Z+1/FZWrlyJhIQELFy4EG3btsU777yD+Ph4nDhxAmFhYW7HL1++HBMmTMBnn32Gdu3a4ffff8fjjz8OQRAwd+5cr9okIiIiIiIiKgteLQtWWtq2bYs2bdrgvffeAwAoioKoqCiMHj0aEyZMcDt+1KhROHbsGJKSkrRtL7zwAvbu3YsdO3Z41WZhuCwYERERERERlZRXQ8rzO3/+PM6fP1/s8ywWCw4cOIC4uLi8YkQRcXFx2L17d6HntGvXDgcOHNCGiP/xxx/YsGEDevbs6XWbAGA2m5GRkeHyICIiIiIiIioJrwK3oiiYPn06AgMDUatWLdSqVQtBQUF4/fXXoSiKR21cuXIFsiwjPDzcZXt4eDhSUlIKPefhhx/G9OnTcc8990Cv16Nu3bro3LkzJk2a5HWbADBz5kwEBgZqj6ioKI/eAxEREREREVFRvArcr7zyCt577z385z//wc8//4yff/4ZM2bMwLvvvotXX321tGvUbN26FTNmzMD777+PgwcPYs2aNVi/fj1ef/31ErU7ceJEpKena49z586VUsVERERERET0T+XVpGlLlizBJ598ggceeEDb1qJFC1SvXh3PPfcc3nzzzVu2ERISAkmSkJqa6rI9NTUVERERhZ7z6quv4rHHHsNTTz0FAGjevDmysrLw73//G6+88opXbQKA0WiE0Wi8Zc1EREREREREnvKqh/vatWto1KiR2/ZGjRrh2rVrHrVhMBgQExPjMgGaoihISkpCbGxsoedkZ2dDFF1LliQJAKCqqldtEhEREREREZUFrwJ3y5YttVnA83vvvffQsmVLj9tJSEjAxx9/jCVLluDYsWN49tlnkZWVheHDhwMAhg4diokTJ2rH9+7dGx988AFWrFiB5ORkbNq0Ca+++ip69+6tBe9btUlERERERET0d/BqSPns2bPRq1cv/Pjjj1rP8e7du3Hu3Dls2LDB43YGDRqEy5cvY8qUKUhJSUGrVq2QmJioTXp29uxZlx7tyZMnQxAETJ48GRcuXEBoaCh69+7tMoT9Vm0SERERERER/R28Xof7woULeP/993H8+HEAQOPGjfHcc88hMjKyVAssD1yHm4iIiIiIiErK68B9O2PgJiIiIiIiopLy6h7uRYsWYfXq1W7bV69ejSVLlpS4KCIiIiIiIqLKzqvAPXPmTISEhLhtDwsLw4wZM0pcFBEREREREVFl51XgPnv2LGrXru22vVatWjh79myJiyIiIiIiIiKq7LwK3GFhYTh8+LDb9l9++QV33HFHiYsiIiIiIiIiquy8CtxDhgzBmDFjsGXLFsiyDFmWsXnzZjz//PMYPHhwaddIREREREREVOl4tQ7366+/jjNnzqBr167Q6exNKIqCoUOH8h5uIiIiIiIiIpRwWbCTJ0/i0KFD8PHxQfPmzVGrVq3SrK3ccFkwIiIiIiIiKimverid6tevj0uXLqF169YwGo2lVRMRERERERFRpefVPdz59ejRAxcuXCiNWoiIiIiIiIhuGyUO3CUYkU5ERERERER02ypx4CYiIiIiIiIidyUO3B9++CHCw8NLoxYiIiIiIiKi20aJA/fDDz8MWZaxdu1aHDt2rDRqIiIiIiIiIqr0vArcAwcOxHvvvQcAyMnJQevWrTFw4EC0aNECX3/9dakWSERERERERFQZeRW4t2/fjg4dOgAAvvnmG6iqirS0NPz3v//FG2+8UaoFEhEREREREVVGXgXu9PR0BAcHAwASExPRv39/+Pr6olevXjh58mSpFkhERERERERUGXkVuKOiorB7925kZWUhMTER3bp1AwBcv34dJpOpVAskIiIiIiIiqox03pw0duxYPPLII6hSpQpq1aqFzp07A7APNW/evHlp1kdERERERERUKQmqqqrenLh//36cO3cO9913H6pUqQIAWL9+PYKCgtC+fftSLfLvlpGRgcDAQKSnpyMgIKC8yyEiIiIiIqJKyOvAnZ8sy/j1119Rq1YtVK1atTTqKlcM3ERERERERFRSXt3DPXbsWHz66acA7GG7U6dO+Ne//oWoqChs3bq1NOsjIiIiIiIiqpS8CtxfffUVWrZsCQD47rvvkJycjOPHj2PcuHF45ZVXSrVAIiIiIiIiosrIq8B95coVREREAAA2bNiAAQMGoEGDBnjiiSfw66+/lmqBRERERERERJWRV4E7PDwcR48ehSzLSExMxH333QcAyM7OhiRJpVogERERERERUWXk1bJgw4cPx8CBA1GtWjUIgoC4uDgAwN69e9GoUaNSLZCIiIiIiIioMvIqcL/22mto1qwZzp07hwEDBsBoNAIAJEnChAkTSrVAIiIiIiIiosqoVJYFu91wWTAiIiIiIiIqKa/u4QaAbdu2oXfv3qhXrx7q1auHBx54AD/99FNp1kZERERERERUaXkVuJctW4a4uDj4+vpizJgxGDNmDHx8fNC1a1csX768tGskIiIiIiIiqnS8CtxvvvkmZs+ejZUrV2qBe+XKlfjPf/6D119/vdjtLViwANHR0TCZTGjbti327dtX5LGdO3eGIAhuj169emnHPP744277u3fv7s1bJSIiIiIiIvKKV4H7jz/+QO/evd22P/DAA0hOTi5WWytXrkRCQgKmTp2KgwcPomXLloiPj8elS5cKPX7NmjW4ePGi9jhy5AgkScKAAQNcjuvevbvLcV9++WWx6iIiIiIiIiIqCa8Cd1RUFJKSkty2//jjj4iKiipWW3PnzsWIESMwfPhwNGnSBAsXLoSvry8+++yzQo8PDg5GRESE9ti0aRN8fX3dArfRaHQ5rmrVqsWqi4iIiIiIiKgkvFoW7IUXXsCYMWNw6NAhtGvXDgCwc+dOLF68GPPnz/e4HYvFggMHDmDixInaNlEUERcXh927d3vUxqefforBgwfDz8/PZfvWrVsRFhaGqlWr4t5778Ubb7yBO+64w+PaiIiIiIiIiErCq8D97LPPIiIiAm+//TZWrVoFAGjcuDFWrlyJPn36eNzOlStXIMsywsPDXbaHh4fj+PHjtzx/3759OHLkCD799FOX7d27d8eDDz6I2rVr4/Tp05g0aRJ69OiB3bt3Q5Ikt3bMZjPMZrP2Oj09HYB9eTAiIiIiIio//v7+EAShvMsg8kqxA7fNZsOMGTPwxBNPYMeOHWVRk8c+/fRTNG/eHHfddZfL9sGDB2vPmzdvjhYtWqBu3brYunUrunbt6tbOzJkzMW3aNLftxR0eT0REREREpSs9PR0BAQHlXQaRV4oduHU6HWbPno2hQ4eW+OIhISGQJAmpqaku21NTUxEREXHTc7OysrBixQpMnz79ltepU6cOQkJCcOrUqUID98SJE5GQkKC9VhQF165dwx133FGu36ZlZGQgKioK586d439kboGflWf4OXmOn5Xn+Fl5jp+V5/hZeY6flWf4OXmuon1W/v7+5V0Ckde8GlLetWtXbNu2DdHR0SW6uMFgQExMDJKSktC3b18A9rCblJSEUaNG3fTc1atXw2w249FHH73ldc6fP4+rV6+iWrVqhe43Go0wGo0u24KCgjx6D3+HgICACvEfu8qAn5Vn+Dl5jp+V5/hZeY6flef4WXmOn5Vn+Dl5jp8VUcl5Fbh79OiBCRMm4Ndff0VMTIzbhGUPPPCAx20lJCRg2LBhaN26Ne666y688847yMrKwvDhwwEAQ4cORfXq1TFz5kyX8z799FP07dvXbSK0zMxMTJs2Df3790dERAROnz6Nl156CfXq1UN8fLw3b5eIiIiIiIio2LwK3M899xwA+5JeBQmCAFmWPW5r0KBBuHz5MqZMmYKUlBS0atUKiYmJ2kRqZ8+ehSi6rl524sQJ7NixAxs3bnRrT5IkHD58GEuWLEFaWhoiIyPRrVs3vP7662692ERERERERERlxavArShKqRYxatSoIoeQb9261W1bw4YNoapqocf7+Pjghx9+KM3yyo3RaMTUqVP5RYEH+Fl5hp+T5/hZeY6flef4WXmOn5Xn+Fl5hp+T5/hZEZUeQS0quRIRERERERGR18RbH5Jn8+bNaNKkSaHrU6enp6Np06bYvn17qRVHREREREREVFkVK3C/8847GDFiRKGzFQYGBuLpp5/GvHnzSq04IiIiIiIiosqqWIH7l19+Qffu3Yvc361bNxw4cKDERRHQr18/VK1aFQ899FB5l1KhnTt3Dp07d0aTJk3QokULrF69urxLqrDS0tLQunVrtGrVCs2aNcPHH39c3iVVeNnZ2ahVqxbGjx9f3qVUaNHR0WjRogVatWqFLl26lHc5FVZycjK6dOmCJk2aoHnz5sjKyirvkiqkEydOoFWrVtrDx8cHa9euLe+yKqx58+ahadOmaNKkCcaMGVPkHDcEzJkzB02bNkWzZs2wbNmy8i6nQins35379u1D06ZNUa9ePUyfPr0cqyOq3Ip1D7fJZMKRI0dQr169QvefOnUKzZs3R05OTqkV+E+1detW3LhxA0uWLMFXX31V3uVUWBcvXkRqaipatWqFlJQUxMTE4Pfff3dbqo4AWZZhNpvh6+uLrKwsNGvWDPv373dbWo/yvPLKKzh16hSioqIwZ86c8i6nwoqOjsaRI0dQpUqV8i6lQuvUqRPeeOMNdOjQAdeuXUNAQAB0Oq/mLv3HyMzMRHR0NP7880/+d70Qly9fxt13343ffvsNer0eHTt2xJw5cxAbG1vepVU4v/76K4YNG4Zdu3ZBVVV06dIFiYmJCAoKKu/SKoTC/t3Zpk0bfPrpp2jatCnat2+Pjz/+GM2bNy/nSokqn2L1cFevXh1Hjhwpcv/hw4dRrVq1EhdFQOfOneHv71/eZVR41apVQ6tWrQAAERERCAkJwbVr18q3qApKkiT4+voCAMxmM1RVZU/ITZw8eRLHjx9Hjx49yrsUug04A1GHDh0AAMHBwQzbHvjf//6Hrl27MmzfhM1mQ25uLqxWK6xWK8LCwsq7pArp2LFjiI2Nhclkgo+PD1q2bInExMTyLqvCKPjvzr/++gs2mw0tWrSAJEkYPHgw1q1bV44VElVexQrcPXv2xKuvvorc3Fy3fTk5OZg6dSruv//+UiuOqDgOHDgAWZYRFRVV3qVUWGlpaWjZsiVq1KiBF198ESEhIeVdUoU1fvx4zJw5s7zLqBQEQUCnTp3Qpk0bfPHFF+VdToV08uRJVKlSBb1798a//vUvzJgxo7xLqhRWrVqFQYMGlXcZFVZoaCjGjx+PmjVrIjIyEnFxcahbt255l1UhNWvWDFu3bkVaWhquX7+OrVu34sKFC+VdVoX1119/oXr16trr6tWr8/Mi8lKxvl6fPHky1qxZgwYNGmDUqFFo2LAhAOD48eNYsGABZFnGK6+8UiaFEt3MtWvXMHToUN6XfAtBQUH45ZdfkJqaigcffBAPPfQQwsPDy7usCufbb79FgwYN0KBBA+zatau8y6nwduzYgerVq+PixYuIi4tD8+bN0aJFi/Iuq0Kx2Wz46aefcOjQIYSFhaF79+5o06YN7rvvvvIurcLKyMjArl27sGLFivIupcK6fv061q1bhzNnzsDHxwc9evTA9u3b0bFjx/IurcJx3uN+7733IjAwEHfffTckSSrvsojoH6BYPdzh4eHYtWsXmjVrhokTJ6Jfv37o168fJk2ahGbNmmHHjh38xzv97cxmM/r27YsJEyagXbt25V1OpRAeHo6WLVvip59+Ku9SKqQ9e/ZgxYoViI6Oxvjx4/Hxxx9zwpibcPaCVKtWDT179sTBgwfLuaKKp3r16mjdujWioqJgNBrRs2dPHDp0qLzLqtC+/fZbdOvWDSaTqbxLqbB+/PFH1KtXD8HBwfDx8UGvXr2wZ8+e8i6rwnr66adx8OBBbNmyBXq9HvXr1y/vkiqsyMhIlx7tCxcuIDIyshwrIqq8ihW4AaBWrVrYsGEDrly5gr1792LPnj24cuUKNmzYgNq1a5dFjURFUlUVjz/+OO6991489thj5V1OhZaamoobN24AANLT07F9+3ZtlAq5mjlzJs6dO4czZ85gzpw5GDFiBKZMmVLeZVVIWVlZ2t9VZmYmNm/ejKZNm5ZzVRVPmzZtcOnSJVy/fh2KomD79u1o3LhxeZdVoXE4+a1FRUVh165dyM3NhSzL2Lp1K/+7fhOXLl0CYJ8Jf9++fYiPjy/niiquyMhISJKEw4cPQ5ZlrFixAr179y7vsogqJa9nbKlatSratGlTmrVQPnFxcfjll1+QlZWFGjVqYPXq1Zx1tBA7d+7EypUr0aJFC23ZmKVLl3IWzUL8+eef+Pe//61NljZ69Gh+TlRiqamp6NevHwD7TPgjRozg/28ohE6nw4wZM9CxY0eoqopu3bpxzpObSE9Px759+/D111+XdykV2t13342ePXvizjvvhCiK6Nq1Kx544IHyLqvC6tOnD9LT0+Hn54dFixZx4sJ8Cvt353vvvYchQ4YgNzcXjz32GP/NQOSlYi0LRkRERERERESeKfaQciIiIiIiIiK6NQZuIiIiIiIiojLAwE1ERERERERUBhi4iYiIiIiIiMoAAzcRERERERFRGWDgJiIiIiIiIioDDNxEREREREREZYCBm4iIKg1BELB27doyv07nzp0xduzYMr8OERER3d4YuImIqMJISUnB6NGjUadOHRiNRkRFRaF3795ISkoq79KIiIiIik1X3gUQEREBwJkzZ9C+fXsEBQXhrbfeQvPmzWG1WvHDDz9g5MiROH78eHmXSERERFQs7OEmIqIK4bnnnoMgCNi3bx/69++PBg0aoGnTpkhISMCePXu0465cuYJ+/frB19cX9evXx//+9z9t3+LFixEUFOTS7tq1ayEIgvb6tddeQ6tWrbB06VJER0cjMDAQgwcPxo0bN4qsbf369QgMDMQXX3xRem+YiIiIbnsM3EREVO6uXbuGxMREjBw5En5+fm7784foadOmYeDAgTh8+DB69uyJRx55BNeuXSvW9U6fPo21a9di3bp1WLduHbZt24b//Oc/hR67fPlyDBkyBF988QUeeeSRYl2HiIiI/tkYuImIqNydOnUKqqqiUaNGtzz28ccfx5AhQ1CvXj3MmDEDmZmZ2LdvX7GupygKFi9ejGbNmqFDhw547LHHCr1PfMGCBXjuuefw3Xff4f777y/WNYiIiIh4DzcREZU7VVU9PrZFixbacz8/PwQEBODSpUvFul50dDT8/f2119WqVXNr46uvvsKlS5ewc+dOtGnTpljtExEREQHs4SYiogqgfv36EATBo4nR9Hq9y2tBEKAoCgBAFEW38G61WovVhtOdd96J0NBQfPbZZ8X6QoCIiIjIiYGbiIjKXXBwMOLj47FgwQJkZWW57U9LS/OondDQUNy4ccOljUOHDnlVU926dbFlyxZ8++23GD16tFdtEBER0T8bAzcREVUICxYsgCzLuOuuu/D111/j5MmTOHbsGP773/8iNjbWozbatm0LX19fTJo0CadPn8by5cuxePFir2tq0KABtmzZgq+//hpjx471uh0iIiL6Z2LgJiKiCqFOnTo4ePAgunTpghdeeAHNmjXDfffdh6SkJHzwwQcetREcHIxly5Zhw4YNaN68Ob788ku89tprJaqrYcOG2Lx5M7788ku88MILJWqLiIiI/lkElTemEREREREREZU69nATERERERERlQEGbiIiIiIiIqIywMBNREREREREVAYYuImIiIiIiIjKAAM3ERERERERURlg4CYiIiIiIiIqAwzcRERERERERGWAgZuIiIiIiIioDDBwExEREREREZUBBm4iIiIiIiKiMsDATURERERERFQGGLiJiIiIiIiIysD/A8DifAGefFknAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step11 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step12 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step13 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step14 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step15 over chunks\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC of Step16 over chunks\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n" ] } ], "source": [ "# General CCC over chunks plot\n", "print(\"Plotting general CCC over chunks...\")\n", "\n", "plt.figure(figsize=(10, 3))\n", "\n", "sns.lineplot(data=dt_score_subsampling,x='chunk',y='ccc',hue='experimentID',palette=color_palette)\n", "\n", "plt.ylim(0.75,1.0)\n", "plt.xlabel('Chunk')\n", "plt.xticks(ticks=range(int(dt_score_subsampling['chunk'].min()), int(dt_score_subsampling['chunk'].max()) + 1), size = 7)\n", "plt.ylabel('Cross-correlation coefficient (CCC)')\n", "plt.title('General CCC over chunks')\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"ccc_over_chunks{('_' + 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", "print(f\"\\n{'-'*54}\\n\")\n", "\n", "# CCC over chunks per timepoint plot\n", "plot_per_step_folder = Path(plots_folder, \"per_step\")\n", "plot_per_step_folder.mkdir(parents=True, exist_ok=True)\n", "\n", "for i,g in dt_score_subsampling.groupby([\"timepoint\"]):\n", " print (f\"Plotting CCC of {tp_names[i[0]]} over chunks\")\n", "\n", " plt.figure(figsize=(10, 3))\n", " \n", " sns.lineplot(data=g,x='chunk',y='ccc',hue='experimentID',palette=color_palette)\n", " \n", " plt.ylim(0.75,1.0)\n", " plt.xlabel('Chunk')\n", " plt.xticks(ticks=range(int(g['chunk'].min()), int(g['chunk'].max()) + 1), size = 7)\n", " plt.ylabel('Cross-correlation coefficient (CCC)')\n", " plt.title(f'CCC over chunks for {tp_names[i[0]]}')\n", " plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", " sns.despine()\n", " plt.tight_layout()\n", "\n", " if save_plots:\n", " filename = f\"ccc_over_chunk_step{i[0]}{('_' + file_suffix) if file_suffix != '' else ''}.pdf\"\n", " plot_filename = Path(plot_per_step_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", " print(f\"\\n{'-'*54}\\n\")\n", "\n", "del i, g" ] }, { "cell_type": "markdown", "id": "5e3cc335", "metadata": {}, "source": [ "#### Plot the mean saturation of the signal for each walk" ] }, { "cell_type": "markdown", "id": "76f0b6c2", "metadata": {}, "source": [ "The different lines correspond to different chromatin steps.\n", "\n", "[Back to section index](#assess-by-subsampling-randomly-over-the-time-of-aquisition-to-the-final-object-saturation-plot)" ] }, { "cell_type": "code", "execution_count": 10, "id": "64350a7b", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting CCC over chunks for experiment 2018-06-28, nucleus 1\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-06-28, nucleus 2\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-06-28, nucleus 5\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-06-28, nucleus 7\n" ] }, { "data": { "image/png": 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12vKUKVMKrJ277bYb4AZXGij9afPvf/87xx13HL/61a/485//XBCEqbS0FHDdf7tei4Hw/PPPo2ka/+///b+C8j/84Q8IIXjhhRcKyidNmsQmm2yyxnZfeeUVWltbOeGEE/z7uGrVKjRNY8cdd2T27Nl+3XA4zIMPPsiXX37J7rvvzsyZM7nlllsKXIiz7Lzzzmy77bb++siRIznssMN46aWXsG0bIQRPPfUUhxxyCEKIgmNPnjyZtrY2Pvzww4I2Tz755D67AEej0YIgYhMnTqS0tJSNN96YHXfc0S/PLmfv70D6tS6ew66cccYZfPHFF9xxxx3oes7BLZFIYJpmt/rZ7/lAsxpUVlay9dZbc9VVVzFjxgwuv/xy3nrrLaZMmbLGfbPH7Eu/ssG2tt9+ex555BGOOuoorrjiCq688kreffddZs2a1e++93atAGpra9lhhx249dZbefrpp5k2bRqPPvoo559/fr+Pk89gPgNPPfUUFRUV/O53v+u2rbeI8wN5btdE1pL90ksvEY/H+30eWRzH4bHHHmPrrbfu5pEhkUgk3yfW2r08lUr1+I+jRCLpG8XFxQB0dHQMev3+tt0T2TnaEydO7LZto4024u233/bXjznmGKZNm8bjjz/OhRdeiBCCJ598kgMOOMDvy9y5cwFXBPVGW1ub74oOMHr06D71df78+Rx11FF9qttV7GWPlz/vvL/0tc2FCxfys5/9jGOOOYbbb7+9WzvHHXcc9913H6eddhrnn38+e++9N0ceeSRHH330gCIkL168mJqamm6DL9mX2K7z8Pt6vbP3cq+99upxe/aeZ9lll134zW9+w5133snkyZM59dRTe9yvp7RAEyZMIB6P09jYiKqqtLa28pe//KXXqPsNDQ0F6309J4Dhw4d3EyglJSWMGDGiWxnk7m9jY2O/+7UunsN8brjhBu69916uvPJKDjzwwIJtoVCIVCrVbZ9kMulv7y8LFixgzz335K9//av/XTzssMP8OckvvPACBxxwAJ2dnQURqjVNo7Ky0j9mX/qV/TzhhBMK6p144olccMEFvPvuu+yzzz60tbUVDCAEAoEeXc9Xd63eeecdDj74YObMmeO7vh9++OEUFxczffp0Tj311D4NVPXEYD4D8+fPZ+LEid0GDFbHQJ7bNTF69GimTZvGzTffzKOPPspuu+3GoYceys9+9rN+uZa/8cYbLFu2TKY+lEgk33v6LbpfeOEFHnvsMd566y2+/fZbHMchEomw9dZbs99++zFlyhRqamrWRV8lkh8kxcXF1NTU8Pnnn/epfnbu4GeffcZWW201qG2vLTU1Ney222488cQTXHjhhcyZM4clS5Zw3XXX+XWyltsbbrih1/53nbM6kJf/NaFpWo/lIm/OeG+WIdu2e9y/L22CG3ypurqa559/ng8++KDb/NVQKMSbb77J7NmzmTlzJi+++CKPP/44e+21Fy+//HKvxxks+nq9s/fy4YcfZtiwYd22d33xT6VSfqCl+fPnE4/HCYfD/e5f9rg/+9nPeh282WKLLQrW+/MM9XZ913R/B9Kvvj4zA+HBBx/kvPPO49e//jUXX3xxt+3V1dXMnj0bIUTBs75ixQqAAf1b/uCDD5JMJjn44IMLyg899FDAFa8HHHAAN954I9OnT/e319XVsWjRIj8wWbYP+axYsYLy8nJ/oD/bv67BzaqqqoCcaD3zzDML0n9NmjSpIOBXtt+ru1Z//vOfGTp0aLfv6qGHHsrll1/Ou+++O2DRvS5+i/pDf57b1fWjKzfddBOnnHIKzzzzDC+//DL/7//9P6655hrmzJnjB/pcE48++iiqqnYbWJFIJJLvG30W3U8//TTnnXceHR0dHHjggZx33nnU1NQQCoVobm7m888/59VXX+XKK6/klFNO4corr6SysnJd9l0i+cFw8MEH85e//IV///vf7Lzzzqute8ABB6BpGo888kifgqn1p+2eqKurA+Drr7/uZtH8+uuv/e1ZjjvuOE4//XS+/vprHn/8ccLhMIcccoi/PRvIp7i4eI1BlfrL2LFjB3WAoaysjNbW1m7lixcvZsyYMQNuNxgM8txzz7HXXnux//7788Ybb3SLoqyqKnvvvTd77703N998M1dffTUXXXQRs2fP7vd1q6ur49VXX6Wjo6PA2v3VV1/52wdC9l5WVVX1qU+XXXYZX375JTfeeCPnnXce559/Pn/605+61cta0PP55ptvCIfD/r8rRUVF2LY96M/Q2lBZWblO+tWb0FkdzzzzDKeddhpHHnkkd955Z491ttpqK+677z6+/PLLAsGYDeC1pkG9nqivr0cI0U2EZTIZAD86/0knnVQQpC07KFJbW0tlZSUffPBBt7bff//9gj5tu+223HvvvQVZFACWL18O4D8r5557Lj/72c/87fleNNC3a1VfX9+jsOx6XuuKvv4WjR07lvfee49MJoNhGH1quz/Pbfbade1LT1krADbffHM233xzLr74Yt5991122WUX7rnnHv74xz+usV+pVIqnnnqKPfbYQxpzJBLJ954++ylef/313HLLLSxbtoz/+7//41e/+hWHHHII++yzD8ceeyxXXHEFs2fPZv78+ZSWlvLII4+sy35LJD8ozj33XCKRCKeddhr19fXdts+fP5/bbrsNgBEjRjB16lRefvnlHl2THcfhpptuYunSpf1uuye22247qqqquOeeewpcPl944QW+/PJLDjrooIL6Rx11FJqm8fe//50nn3ySgw8+mEgk4m/fdtttGTt2LDfeeGOBe2mWxsbGXvuyJo466ig++eQTnn766W7bBmI5HDt2LHPmzCGdTvtlzz33HN9+++2A+5ilpKSEl156iaqqKvbdd9+CefDNzc3d6mfFRk9ut2viwAMPxLZt7rjjjoLyW265BUVROOCAA/rdJsDkyZMpLi7m6quv9sVHPvn38r333uPGG2/krLPO4g9/+APnnHMOd9xxB2+88Ua3/f79738XzCH99ttveeaZZ9hvv/3QNA1N0zjqqKN46qmnehxkWZtnaG1YV/2KRCL9SrP05ptvcvzxx7P77rv7lsKeOOywwzAMg7vuussvE0Jwzz33UFtbO6CMBxMmTEAIUZDaC9wYBgBbb701AGPGjGGfffbx/3bZZRe/7lFHHdXtezZr1iy++eYbjjnmmIL+m6bJAw88UBD74L777gNg3333BWCTTTYpOFZ+vIC+XqsJEyZQX1/fzULe9bzWFX39LTrqqKNYtWpVt+869P4b2J/nNjvQlp/Cz7btbm7p7e3t3QYiNt98c1RV7fNv2PPPP09rays//elP+1RfIpFINmT6bOnOz9e5Ompra7n22msH3CGJ5MfI2LFj+dvf/sZxxx3HxhtvzEknncRmm21GOp3m3Xff5cknnyzI0XrTTTcxf/58/t//+3/885//5OCDD6asrIwlS5bw5JNP8tVXX/mBoPrbdlcMw+C6665jypQpTJo0iRNOOMFPGTZq1Khuc+2qqqrYc889ufnmm+no6OC4444r2K6qKvfddx8HHHAAm266KVOmTKG2tpZly5Yxe/ZsiouL+de//jWg63jOOefwj3/8g2OOOYZTTz2VbbfdlubmZp599lnuuecettxyy361d9ppp/GPf/yD/fffn2OPPZb58+fzyCOP9Jp2p79UVFT4+bj32Wcf3n77bWpra7niiit48803Oeigg6irq6OhoYG77rqL4cOH9zuFE8AhhxzCnnvuyUUXXcSiRYvYcsstefnll3nmmWc466yzBnw+xcXF3H333fz85z9nm2224fjjj6eyspIlS5Ywc+ZMdtllF+644w6SySQnn3wy48eP56qrrgJg+vTp/Otf/2LKlCl89tlnBQMzm222GZMnTy5IGZbdJ8u1117L7Nmz2XHHHZk6dSqbbLIJzc3NfPjhh7z66qs9Dlx8F6yLfm277bY8/vjjTJs2je23355oNFrgPZLP4sWLOfTQQ1EUhaOPPponn3yyYPsWW2zhuwoPHz6cs846ixtuuIFMJsP222/PjBkzeOutt3j00UcL3JYXL17Mww8/DOBbobPWyrq6Ot/r5pRTTuHGG2/kV7/6FR999BGbbropH374Iffddx+bbrppj0EOu3LhhRfy5JNPsueee3LmmWfS2dnJDTfcwOabb14QjG3YsGFcdNFFXHrppey///4cfvjhfPLJJ9x7772ccMIJbL/99qs9Tn+u1RlnnMEDDzzAIYccwu9+9zvq6up44403+Pvf/86+++5bEGAvm2LxgQceWO1va3/o62/RSSedxF//+lemTZvG+++/z2677UYsFuPVV1/l9NNP9wNadqWvz+2mm27KTjvtxAUXXEBzczPl5eU89thj3QT2a6+9xhlnnMExxxzDhAkTsCyLhx9+2Bf4feHRRx/FNM0+15dIJJINmv6GO29raytIbZPFsizR1tbW//jpEonE55tvvhFTp04Vo0aNEoFAQBQVFYlddtlF3H777X6anCyWZYn77rtP7LbbbqKkpEQYhiHq6urElClTekwn1p+2e+Lxxx8XW2+9tTBNU5SXl4uf/vSnYunSpT3WvffeewUgioqKCtKM5fPRRx+JI488UgwZMkSYpinq6urEscceK2bNmuXXyaYM60/qrKamJnHGGWeI2tpaEQgExPDhw8XJJ5/sp8LJprbpmspm4cKF3dI/CSHETTfdJGpra4VpmmKXXXYRH3zwQa8pw/rSZk8pvebNmyeqq6vFxhtvLBobG8WsWbPEYYcdJmpqakQgEBA1NTXihBNOEN98880az7+n9oVw03v9/ve/FzU1NcIwDDF+/Hhxww03dEurBIjf/va3azxOPrNnzxaTJ08WJSUlIhgMirFjx4pTTjnFT/v1+9//XmiaJt57772C/T744AOh67r4zW9+0+34jzzyiBg/frwwTVNsvfXWBWm9stTX14vf/va3YsSIEcIwDDFs2DCx9957i7/85S8Ffevp3uRv65oyrKfrV1dXJw466KBu5T1dr7XpV0/PTGdnpzjxxBP9dFWrSx+Wbbe3v/w0UUIIYdu2uPrqq0VdXZ0IBAJi0003FY888ki/2s3/LgghxNKlS8Wpp54qRo8eLQKBgKiurhZTp07t1/f4888/F/vtt58Ih8OitLRU/PSnPxUrV67sVs9xHHH77beLCRMmCMMwxIgRI8TFF18s0un0Go/R32v11VdfiaOPPtq/r3V1deLss88WsVisoN7tt98uAPHiiy/26fiD+VskhJt+8aKLLhKjR4/2n7+jjz5azJ8/36/T0/n15bkVQoj58+eLffbZR5imKYYOHSouvPBC8corrxR8lxYsWCBOPfVUMXbsWBEMBkV5ebnYc889xauvvrraa5Klra1NBINBceSRR/apvkQikWzoKEL03ecyO6/7448/7hb8JhaLsc0223DjjTf2OgIvkUgkEsnqUBSF3/72tz26x0ok3weOPfZYFi1axPvvv7++uyKRSCSSDYR+5Z65++67Offcc3uMNhuJRDjvvPPki5JEIpFIJJIfJUIIXn/99T4FCpNIJBLJj4d+ie7PP/+cPfbYo9ftu+++O5999tna9kkikUgkEonke4eiKDQ0NLDffvut765IJBKJZAOiX6K7paVltWkxMpmMnxdTIpFIJBKJRCKRSCSSHzv9Et2jRo3qMXdmlg8++KBf+V7ffPNNDjnkEGpqalAUhRkzZqxxn9dff51tttkG0zQZN24cDz74YLc6d955J6NGjSIYDLLjjjvKeVUSiUTyPUEIIacpSSQSiUQi+UHRL9F95JFHctFFF/WY63flypVcfPHF/UrtEIvF2HLLLbnzzjv7VH/hwoUcdNBB7Lnnnnz88cecddZZnHbaabz00kt+nWxalcsuu4wPP/yQLbfcksmTJ9PQ0NDnfkkkEolEIpFIJBKJRDIY9Ct6eUdHBzvvvDNLlizhZz/7GRMnTgTgq6++4tFHH2XEiBHMmTOHoqKi/ndEUXj66ac5/PDDe61z3nnnMXPmTD7//HO/7Pjjj6e1tZUXX3wRgB133JHtt9/et5Q4jsOIESP43e9+x/nnn9/vfkkkEolEIpFIJBKJRDJQ9P5ULioq4p133uGCCy7g8ccf9+dvl5aW8rOf/YyrrrpqQIK7r/z73/9mn332KSibPHkyZ511FgDpdJr//ve/XHDBBf52VVXZZ599+Pe//91ru6lUilQq5a8LIUin01RUVKAoyuCehEQikUgkEolEIpGsJbZtk8lk1nc3frQYhoGmaX2q2y/RDVBSUsJdd93FnXfeyapVqxBCUFlZ+Z2I05UrVzJ06NCCsqFDh9Le3k4ikaClpQXbtnus89VXX/Xa7jXXXMP06dO7lbe1tVFcXDw4nZdIJBLJoCGEAAEg/GUhBMIROLaN4wiE47jLtkB4ZY7tIGwH23YQjrfsfTq2g+M4Xht52/LLhPDqCreuv4/jHtNbzx1fFLYp3OPgCBzhlXt1s3Wy9d1t2eVsmwLh7eeevii4HoLctciW+9fK2y686+bX869j3md+W2TrUHit/Tby2vM/3b5lN/nLXcoL285W9k8rr9381TwHvfxtXesWbO/BqU/0uLhO8O+H99/s+RVcL+/MCuqKXFn23vnL/jo4OLn7C97zkd3Xbc3J/66QfRZE4XLeMyK8ByFXJ9ef7Dlkr5tfKgrXC8694Lzy9umyR/69z/fFLHhWuv23y1K3e5vbsed73aWt3vbvvrnX0u5+pKLbfvnPfE9LhW30/CTnrmvX65z3nexpPa/eQNtYV2iKykeLZq/TY3zfEUKwcuVKWltb13dXfvSUlpYybNiwNWrhfonuRCLBK6+8wp577klRURGVlZX+tvb2dl5//XUmT56MaZoD6/V64oILLmDatGn+ent7OyNGjFiPPZJI1g/ZF3/I/aObe6mHvLfp3MuA6Fo/b3temejjvkJ4L48F+zsAOAX75R3D76rXniP8vua/qCGc7sd2snVy5yvy6gMIW2DbNnZWmHlCzrbsnKjLCiHhTmshK5SEcAVWVlh5wtAXT4Ju9RCu2HI/yWvbreO/hHtl/mfeMl3LBQXrCOEfM1fH3Yfsi30XgVWwnn0pz1vOibbctc+KgpzQyr3YU7Bf9jjkHZO8tvK3573w5x3nh4Lw7k32mjt518LJ3qduL8d0We8ibMl9h7uV512/nkRgofDLHce/v3l98e9Z/nred1Hk90N0aT97zPx+9thOrl7+uRUcp6CN/HPOP0bX4+TKCq5p/m9Il60iv2KX/SQ/DroK1q7frdWu91Xs5n/nu2zbkFBQUBTvDwXV+1QUUBTVL1MVBUVR3WVvH1VVUVFQVYVQ4PulI9YHWcFdVVVFOByWnrnrASEE8XjcjxtWXV292vr9Et1/+ctfePbZZzn00EO7bSsuLuZPf/oT3377Lb/97W/702yfGTZsWLcgbvX19RQXFxMKhdA0DU3TeqwzbNiwXts1TfN7N1Ag2TBxLV8CYVueOHNcC5vlWsSE4+BYdq7cL3MQjo2wvH0c27e0FdSz89vJL7N9q52TZ8Hzt3v9ylrmstsKtzuDdh3yRZlTIL56+vTq5L/Y91DXWcN2IQROr9tzIi0nXHppo4f+SjZsehSpImvZy72wFpa7AxwOwv0eFGx3EA5emeM9f47bhpO3vy+AexPKhcfPCkOny3pXkSqR9IbSw5Jf0uM7t9JLbXp8Se+p/e7VVtuLwjKl62LhHl3b7rI3QggUBQQKSv5Ajbu1YDCn+4BSDwM4iLxBnnyhmz8AlD/I1PU73P17viGhqgq6rqPrWt6nhqbpGIaGrhvohoYRMDAMg4Chu8umu26aJgHTwAgYmEET0wxgBk1CIZNQJEwwaBItChMMhgiFTYLBIMGgiRky0TUNVdNQVU9Aqyqq5n5qectSHK49tm37gnvIkCHruzs/akKhEAANDQ1UVVWt1tW8X6L70Ucf5ZJLLul1+1lnncUVV1yxzkT3zjvvzPPPP19Q9sorr7DzzjsDEAgE2HbbbZk1a5YfkM1xHGbNmsUZZ5yxTvok+e7JWggRYKczZJJprGQaO5nGSuWW7YyVc/3Mites+6dtu+3YdoFQ7SpYs3Wy+2WFquhpPc9KvFbnVyAAexCePYnVfMGYfaFwskKjFwHb035dRKp/vNWI5h+rSFXwXhgVJbecfWXs8qLp3hEl76UOfEudkrWi5V9rBVfyKV0EWf5LpQNCcQWg//KZZxHJfxby2ib//gNCODlx6t9HB0Hu/uMLRbf/BQMgBW33VJ4nJgv6Iwq2+c8dXde71PFflDdMS8+6pi/CZfWiqLDe6t5/e5drXY/ZpT89H6lbha4Cy223974rXb9ceS0oXcuUvHKlcKuidD127jr47blfbv8aZNss/K7nrlBBmZI7ThbVr62CAmpuJ9f6l9c/V5jk2lSV3HFcCyGgqKheP92mvH288802n+2l4jWoZs/Tq4MQoGS/T473e+563ghHIBRvsDZvsMhxBAIHW7iDUo7/m+AUDFw53gCX7Xn42F5dW7hTJWzhTt+wHQdHOFh2bt12bHfdtr9333Jd19ENV/AaAYOAYWAEPHGr6xjeulvHXdeNrEh2/zRD8+rq6J441gydQMATxIEAAdMgYAa85QBmMIDmCW1Nc8W2runoAbdtTdMKxbCiFIhkTdNQVMUVyFIkb9Bk53CHw+H13BMJ5O5DJpMZPNE9d+5cttxyy163b7HFFsydO7fP7XV2djJv3jx/feHChXz88ceUl5czcuRILrjgApYtW8Zf//pXAH79619zxx13cO6553Lqqafy2muv8cQTTzBz5ky/jWnTpnHyySez3XbbscMOO3DrrbcSi8WYMmVKf05VMsjk3Fbd+ZZWMoOVTLkiOZHG9sSylcpgp9LYqYy7LbuezmCnLPczY2GnLZyMhXB6ts6ulWDtsX7vFtKc0BW+dSzrstzt+NBrH5ysW/APFPedz3UdUxTFX/c/yXtxLXhh7vKCnPfi51siHfdaOsLGBn9OrZN9KfSWbX/Ze/nzlx1v2X3B9PcT2f2y5W49W3Spk50/mScEs2L1h3tHvx/kC8fcu2MXydVFlGXr5oST0n3dE1eqVzlfnOXayxeFWTHWrVeFAzb+sXLHyX5Huvc82//uZ1y4VLi9p3fo3vbqTdArXdb876yidDvXfMFacE26XneFgm0qhb8Tmi8s3d8R1bvuqqqi5pXnfk+6LuMv586t+29PgXDNX+5axz/fXB1fmKOgqLl9HCUrRt3fBAcbR8l66Dg4uN4U2d8aW3h/toPluOW2Y3t/rjC18sVptsy2Cz5tO6/McfxpMpbjfn4fRa3hiVXd/9RyZfmC1zBcAepZfTXdFbJaVpQauvfprWuavy0rWjXNFaOarqOqSt52t1zVXGGtqyqqt0317rk71AqKqqAqqvup5oSsprkPiN9HzeufsXqRrGnZ/aVI/rEj7/WGQV/vQ79Et2VZNDY2MnLkyB63NzY2YllWn9v74IMP2HPPPf317Lzqk08+mQcffJAVK1awZMkSf/vo0aOZOXMmv//977ntttsYPnw49913H5MnT/brHHfccTQ2NnLppZeycuVKttpqK1588cVuwdUkfSM7B9WxHZyMhZVIkfGtyq5wtlMZ17qcymClvW3pDHbK+0tb2JmML5Qdy+75WJ4ItW1P2HT9dBwsW3gvEqLLtvx1d/sPCU1T3ZdMTfH+YfWWVRVNy/5Dni3zLCWq9yKcU/q5QEyOO1cYkV0W/sCIK1gpFKOOwHFsbIFvlciK1Ox6to2sdSMnXl2RKvIFbBfxmxWwttfHbuVdyn5M9E0MrY3Q6t5uV2tdd+tdngjJEzV+a3kCMVdfeHUVf79sfcX1H80JpDz1lW9PzD7OCK89AZ5TgFtf5Oqqatdrkreu9LYlu33De5EpkKd51ya7sbvAzROb2c+8ZVXJlWWtp2reuqaoKKpbpnmiVtU0NEVBU93foewgmuqJClUDRXF/kxRV9eup3md2Pbfd3aZp3rE0t0zJG5gj22/Vuy95Itzf1mU5W08ISKRTxBIpEin3M21Z2I5NxgumZzs2GSsnQjOW7UYDti0sT7BaGRvLsrFsm0zep227y9lttuWQsS1sy8GyLSzLFbXfN1zrar6IzYranEW2UPj2UJZXrmuaKyQ13RPArljNF5tZMauqqr/dFba6+6lr7rORvbde/Izs/XaE+yOQ/Z5k/5XIDepmnyN3f9WbT5z/3Kiq6v+eabrmilzvuFkXaUVT0TXNfX411fcwyIrd7LOrKu4znhXX3URynoV5Q/y9kUgkg0+/8nTvtNNOHHHEEZx33nk9br/mmmt45plnmDNnzqB1cH3Q3t5OSUnJ9zZ6eX4gJTtjuRZlTyhnUmmsZMZ1v/atydnlPKty2hPLaQsn41qXexsOd4TwRLDT66cvlp0udQv2zQtyNchk/zFUVRWlQJjmXggLP3Mvk1rXMs0t01QFTXdfIN2Xg0IxnKuv9tCOu6xk1xVXRCgoCGEj0gIrY5FJ22RSFumU+5lJ21jp7Eugg51xXfKsjE0qY5FMpUmkLVIZ9y9j22Qc7yXRsd1128ZyCj8znmUkY9vYYvDmdn+X5MunQsthF0Ho1yks6ypksm10raMAmqqiqxq6prp/WUuDqqL5L3GKu5y1bmQFTfa+ey9mqqq5VjwtJzYKTH4orrD0fLUdT3kqeMuePcU/VxSEkvO28N3MvU+cbPA2ci6kIhtZG2+AxRsUyY+ePRg3aT3T9V57a/5GpXupL2Bz+3cVsrn1nGh1xaeqFN5r94Xb+/QsX1p2zmP2N0TX0HUVLetiGjAwTM2dc2kaBIIB11U1aGAYqidwNAxDQwuorhuq7j6XSva3RXP7pKKAJnIuyoAiXIf/9YIneiArptw/4V1pAaTTFu2dcTpiCTo64rR3xOnoiNPRGcstd8To7IzT0RknHksQiyWIxxMkk6kNbrqLoijoho7hidl866zhCVVN132LbKHltkuZlrPi6nrOcqtl62Yttp7gdbernhU3T8xmhbGeFZFKwVQRwJ9W4k5PcWMeoAh/gMz1UndHwETe90Vx/ej974brXe9Zft0vjb9NUV0n+3zLreaJU03VULTsILPmf2/8gSPVc9tXvWBdalb0UlAv9xus5g045YllKYIl3wOSySQLFy5k9OjRBIPBdXKMU045hdbWVmbMmLFO2h9MHnzwQc4666z1Fsm9r/ejX5buU089lWnTprHpppty8MEHF2z717/+xVVXXcXNN988sB5LeiTW0EKyPYaV8IRznsu1/5nM5AnlnEU5O6e5J7JBhKyeLMp2ThxbTl5ZvnDOsyw7gzCPuSua4b5A6AH3zwgY7qf34qkHDIyAhhHQCZgaAVPHCKiYAc1dD3gvrhpoKp7rYfadTvhz5PqLK1o8kWLlRbLOuJGsrZRFKmmRTllkkhmstE0ybbvi2HKFspXxLCyWQypjkUhnSKUtkmmLVCbjiuWuothzB8zYlieinVwdr966erdUoFA05guOLpZP/zp5//HnAJOb691V1K7OgldYZ/WCOh9ddUWH5lklssI4ay3JuQd6gllTPctFnvufljfHTVFRdAVFUQvnFAty6aAs23ULtb2UVZ4lLZsyyslLH+VYeWVO2nOPF/7n94nVD1p0FbV5d1IpfGZy1nR867pvgco+ez2V+ZZZ3HvmvVRrnqU1aznNWWRzg25qgZdI3ku+rrgiJOBZ5ALe71HQxDB1AqaBFjQwgrr7W2Qa6GZW8GQH9Cg4Jr7QzZeUePMQsgOlju99wqAOfonun6t7zLwBAffTs/65Zm9XlGW3uYrG3eaJpqxjjedIg+U4JGIp2jtitLV30N4eo62tk86OGO3tnbS3ddLREaOjo5POjjjxWNwXzYl4knR67fPPGgGDSDhEKBzENAMFQtV3Pc7OgTXcoFP582K1rADW8iyzXr2sgNWNPAGsuaJX1fMFruvu7HpguANlAvf3KytsfS8F/zetixdJdtQv/7uU/zusFH7X/NWs4M37rcwXm2redt8VWsnt57tGa10DYuWJWjWvrkJO1HrfNejZGpy1Lqt5olcikaxb1jSwdNlll3Hbbbd9b6Y8HnfccRx44IH92mePPfZgq6224tZbb103neqBfonuX/7yl7z55psceuihbLTRRkycOBGAr776im+++YZjjz2WX/7yl+ukoz9WPrj7n9hp12U/a62yerUo5wSz1c01O/vn1R3ESNVZVE11RXJXseyJ5IAnmA3TfVk1TJNAKFumEzB1TFNHDyjoQqAIB3BQhIMibBAOileuIFjDb4Zv7ffz43pW4Wwkccdyha9tudbjdMrCSttkMjZ2xiaTcS3Jrqug92k5ZCyHVDpDIm2RTLsiOWVlSGcs0r4l2elmZc5akvPLBltgKUBA1wkYOgFNx/AEp5a1uvm13Bdi23MBz7pRZuzsdV29qF3rfmaFkvcSn0sh4r305YmrnIVZ8d9KfaFXcObef4X3Qps3P19kBBkgk7IBG1j7F/nvmpzltdCq7RVReM9ye+QL3KyFs0dBqyh+YCZVVTxrVJ5QVXpYz76wF4jZrOj1XI5Vb9BGcy1YmqKieMuuy6XiimU1a+n1XuCzz4bmDoAoqoqqe54BuorqBRYyAiq6GUAP6K4rqKGh6poreFS37Zy49oSEpnqSJ3dhlQJBmg1Gl/e3RgTQZXqV4/3l1cj/7Be+cM8J3Oz66gSy/+nvkxU+3dtBVb3BIS+4lTfnN5226OhwBXJ7WwftbR10dMRoa+ugra2Dzo4Yne0xOjtjrmCOJYjF4iTiSeLxpJv+bi0JhYOucI6ECIeDhMLuZzDk/oVCQYJ5dULhEJFohGg0ghkM5LmuZz0Q1Nzz71lJC0Rj1uqJkvc8Flpls0LRvT2uGs7umy3Ld4n3y7oIYrJtdhHJBXPeu5RlRXZBWf4xyW6ny36F7Uokkh8fK1as8Jcff/xxLr30Ur7++mu/LBqNEo1G10fXBkQoFPKjiG/I9Et0AzzyyCMceuih/O1vf+Obb75BCMHEiROZPn06xx577Lro44+aT75pIJXMrDP3a0VRehHKOQuOa8XxRHMwgBF0I2YGwgaGaWKGAgTDJpqh+y7VjnBQbQvh2GC5Ac8UxwLH9vxabXCcnLAmhULK7VR6TZ3OLdqOQyZlk05mSLQliLckSHamSMYyZNIWtuUOMFieVTmZcYVyMm2RsvIty06Porgnd2xrEF4gu2JomiuW9eyn+2dqGgHNLdezVgJfNHvBw/xBFpuU5f1lLJKWRdoWpMkKzTXhCqXcWt6LJPnCLk8Ek32JzHupLNieL/IK9+mVXpSJyFsSPVVYS7pabL01f6PSvdR/UVZ6OE8174W3u9sxnnD1hCCeOPW2ueIU19Ku4LtSqgq+5Uj1BKsvcFUF3Q+2k5vOoGXnzGZfvtUu/VLzzsO3OHWvq2RdMj23ZUXVfLFHVrh54lhRVRQj5y6teCJY9VymXTdWcnN31ez19G9EToDk3+sBuUJnv69534Eevg79arVXAZwVv3mW4K4i2LuWue35FuOe6/ttrwEhst5HXsAsTzhbtk0ykaKjvZO2tg7fwtzW2k6HJ6A7OmJ0duREczyeIB5PEo8nSA2Cm7amqYQjYcKeaA5nxXEoSCgUIhg2CZlBgpHCbZFomEgk7Ho/qZrnkaD57tSmEUAPaAQCAS+wleqnLtJ1d46w7+HiWa8lEonkx0x+GuWSkhIURemWWrmre/kee+zB5ptvjqZpPPTQQwQCAf74xz9y4okncsYZZ/CPf/yDoUOHcvvtt3PAAQf47Xz++eecc845vPXWW0QiEfbbbz9uueUWKioq/HY322wzAB5++GEMw+A3v/kNV1xxhf/vXktLC2eeeSb/+te/SKVSTJo0iT/96U+MHz8e6O5efvnllzNjxgz+8Ic/cMkll9DS0sIBBxzAvffeS1FREaeccgpvvPEGb7zxBrfddhvgBvMeNWrUoF/rfPotugGOPfZYKbC/IzIopNLdg9NphuaKYkPPCeSA+6mbnhu2Z2U2TINAyCQQdEVzIGQSCLspJoxAzgXOf1H3XvRdBI5toVgOtp1BsS2Ebbui2bbd3NJ2DBLtEHNcazTOwB4swBFgOYKMLbAsh7TlkM7YJGJpUp1JMrEUmVgGK54mk8iQTlqkUhbxZIaWWJy2ZJy2RIK2ZJxEJl0gogfbSUZVlJxVWdcxfbGsYWo6AU1z//LL9JyABrA90Zy2bFKZDEnLHRhwBwjcwYEOK0EyY2GvhdhXFSVPCBYuZ7flL0P/LdwFonS1wlXJuVHmWYZyVpquItbdy0+PUyBgs9bZrHjNs7ySi2qctV7li9p8AdzT8VXdc6f0Xtx1w3vh917csy7LuXm6XlogVeSsxIrw2nfP3TOo5a3nW5vzRKjS/+tfeDM8YaeqhUJYy/vUVBRNAzVnTc5aiBVNRzMUFE33tuX3SaAo+d8mTwiL/M810Qebb1+/sP0VwPmW3XUogPtLV8HsZJzcFAXHIZOxiMfitLV10tHRSUdbJ21t7e56u+uu3U00xxLEE0kS8SSZTN+DnPaGaQYIR0JEImFC4SDhiGtdCIWD7l8oSDBkumWetTkcDhKKhDBN0xfBvpuyqhIIGO585kDAXdYLA2f53z8/uFZuPq9EIpFIvjseeughzj33XN5//30ef/xxfvOb3/D0009zxBFHcOGFF3LLLbfw85//nCVLlhAOh2ltbWWvvfbitNNO45ZbbiGRSHDeeedx7LHH8tprrxW0+4tf/IL333+fDz74gF/+8peMHDmSqVOnAu4AwNy5c3n22WcpLi7mvPPO48ADD+SLL77AMIwe+zp//nxmzJjBc889R0tLC8ceeyzXXnstV111FbfddhvffPMNm222GVdccQUAlZWV6/z69UsbLV++nJtvvplLL720W4CxtrY2/vjHP3L22WfLSOGDyFHnHceqpY0gIBAKEAgFMIIBL+iSimao3eZZqQpucBI1K34UXDft3HxS7AzCziAsG2ElcZI2wrZcV2vbAicnoHNhbbq/B+cZprrhvoK7LThCwXYEGU9Ip9IWqbRNKpkh1pkk0ZkincjgpGzUjIWTtrGTGTJJV1hn3+MdIYilkrQmE7QlPJGdTNCZSvb5HT2QJ46NPLFs6q5V2SwQy90Fc7Y8K5yFEJ7V3LOkW3miOWMRT1o0e8I5WyezFhFtexLJ+cs9iel8fEGoKhi6hhnQMQPu4IFp6Bh6zhXdF7nZ44qs/doL3uWNAwhHdBfMPbSRFZiwdqIyO/9W0b2Xci1rSfVSu2TLvT/NC0yVLVe07Bx14Yn2/E9vaoMQYNs4tuuVgZeXnXXg6YCquINdqntOrjDWfHGsappX7g6OufVygwBobmRcvOuiaip+tDUgJ4zzl/sikrt4SfTXPzorcrPzPz3xT3YQQNG+EwvwusZx3JgNTp5LtuN5n2Tn96fTGdo7Ouloj7nzmNs73CBg7Z2uW3ZnnFg8QTyWJJFIEo8lSCSSJBIpkonkoAQFUxTFddPOWpwjIcLhMKGwSSjsiuRQyPRctk3XCh0OEg6HCYaDbnAuVUPRFHTVi+DsDUIZgUKrc9bCLK3OEolE8sNgyy235OKLLwbgggsu4Nprr6WiosIXx5deeil33303n376KTvttBN33HEHW2+9NVdffbXfxv3338+IESP45ptvmDBhAgAjRozglltuQVEUJk6cyGeffcYtt9zC1KlTfbH9zjvv8JOf/ASARx99lBEjRjBjxgyOOeaYHvvqOA4PPvggRUVFAPz85z9n1qxZXHXVVZSUlBAIBAiHw90s/OuSfonum2++mfb29h4jepeUlNDR0cHNN9/MddddN2gd/LEzaovRDBtV6b74e8LATf1kuxGFLQfbsnAyKZyEhWNl3LybVgbHtj2rtCsUcgK69ze31dkOBDlXUqGorpD2LNO27QrqZMoikUwTT6ZIxtKkYimsRBorZeGkXDHtpC2clO0Ggkv3nj4saWVoTbiiui0Rpz2VoC2R6DW6dtAwqCiKUhGNUhGJUBoO5blpeyJb01b7ki68+c2uxTlneW5JpkhmYq6o9lzSs5/ptbAgFQSHWoMlujex6lpMXVfegO4GlQsFA0TCBtGISTQaJBI0CJkGhqqBA8KySSdtkjF3UGMwcV/EVVRvbq2m5c+z1TwxnC+WNV8oqoaXg9SPqpsVlqq3jyucVVX1xaKwXO+L3J8DthdE0MmV+fXSNqKXtHVQMAV39agKqq6jGrp3brpvPVY0xf3Mc8nOWoxV3RWamqaBnhdhuuC29hT4ak0iOW8C8UDHBTyR3FUo4wms7LzfnuoUimk1J5bXMwWBYAquXS5Fnu246Z5c0ey5ZVvZec2umI7HU3R0dtLW2uEHAev0ombHOrtbluNxVzwnEykSicEJCAag67pnbQ7l3LV9q7JrdQ4GTYLhIKFgEDNoEo64c6CDQdObi6zmpixIq7NEIpFI+sAWW2zhL2uaxpAhQ9h88839sqzRtaGhAYBPPvmE2bNn9zg/fP78+b7o3mmnnQreF3beeWduuukmbNvmyy+/RNd1dtxxR3/7kCFDmDhxIl9++WWvfR01apQvuAGqq6v9fq0v+iW6X3zxRe65555et5900klMnTpViu5BQghBclUDHcsbsFMpX0S4EW6zAtrp1dK8egGNK6Dd5KiguEIaVUWg4qC4Qtp2yGTc3KWWZbuWl7g7bzoVS5KJu9ZoJ21hJ70UYykLO2W5EXj7QMaxiGdStKeStCfjNMfjNMdiJDM9v6TqqsqQaJSKaMQV2NEoFUVRIoFAwZdWaCqWI0jYFvGMRXMySSJjkUynSaQzrmj2IoanPfGczlgDjtbYXUDTi5jOzs3u3dqbDSoVMNzgcqFQgEg4QFE0SGlJkNKSEGWlYUpLw4RCBpmUTTKeJhnLkIzn/cXSpFotUt7/ekPVVYLFYYLREEbIdEWznps/qeqqL341TUPx0stkBbArphU0XfeslYUu5HmTwt3rpHnXQ1dRHBCO5Q8OOZbtCmTLxrHclHUi6eZ3ty0Ly8v17mSsProyr/amuaLZ0D0B7YlnT1QouuaWZZezot9wLc5uhGmBO5KRL5T7Mgc5TyQPNGuTL5K1LiJZ7VEkdxfTeeXKdyOSe/x+dRHD/uUriLIt8j6E745tFwT+ylmbHcfxsytYtk2sM05rWwcd7THX2tzRQawzTjyWJBZPkIglSSSy85iTJBPJAkuztZqBmv4QDJmEwznBHMrOb/bds7OBwUwCpkkwZGIGA4SCQYJhk4AR8KJes1qrc8BwpxzlW501NRthW1qdJRKJRNI/urpyK4pSUJZ9h8gGz+zs7OSQQw7pURdWV1evw5723NfBCOq5NvRLdC9cuJCRI0f2un348OEsWrRobfsk8VAUhfZvvgbHWa2AhqyI1rxJoyrCE9JZUS2yotpzDrYs90XUymTIpCwsyyKdThJrjxNri5OOp0jH02QS2ZRknphOWjiZvr98GkYuhZeqQkciQXM8RkssRmNHJw1tnbTFEz2fP1AaDlNZFGVINEqlJ7BLwqFcyi9NJa0IWhJJvm1rpbkjRktnnM5YglQqM+AvmOtOrRZYmvOFcm8u3r3hBrly08iYpk4oHCASCVJcFKS02BXQQ8pDlJWGMAN64eCBEKSTVhdBnaZpUTvL4s2k4uk1ak9V80R1UYhgNIQZMTHCJoGwiRkx0QO6b2F2hbTr1eCncfHEtRs8C98V2BVsXqRwy0JYDo5lge1+uuI47Xo3pDPYmUxuOZ3BSWdcl+21QXGtx6qh54SxoaHqhjs/Wc8JaS1rlTZ01IDu97/Qddmdn+2ncnLsnMXcsRB2BkS6b7HpuvW1j+J3kETymgUu+CJXOJ72zxe3eXW6LArP48SPEJ+XFg4n69oucgZ6P9WaOzXB3xcvH7gnkG0nL/WacNOspVJp3zW7o62D9s448c54XqTshCuYY+6gYMKzLicSSZKexXkwUp8oiuIK5mh2XnPIF86uK3bId8sOBoMEgwGCnng2TZNQ2HQHcLzL6Ocf9lKbZQe5ssLZ0N3Alm7OZd2zMKvS6iyRSCSSDZ5tttmGp556ilGjRqHrvUvO9957r2B9zpw5jB8/Hk3T2HjjjbEsi/fee893L29qauLrr79mk002GXDfAoEA9lpM9RwI/RLdoVCIRYsW9Sq8Fy1a9L0I2f59IlBaRrylHVBRAwFPVGuIrLjGm9voqm5ckeBg2a6QtjI2mUyadCpDoiNOZ1uceHuCdCxNJpnCSmSwkhZ2KoPTD+u0oiqYQR0zqBMK6gSCOgFD9ecDt8cSNLS2U9/awsrGdla0tLOqvbPXFFlR0/Qt1lkLdnkkgqFpoIAwdBKOQ3M8wdLWFlo647R1xunsjJNMrinceV6k6B4EdG9u3as9f0VB1z0RHTRcS3QkSHFxiNKyEOXlUcpKQhRFAkSCOtpqmhNCeJbqDO0NcRJxyxPWFql4mmQ8vcb7oqgKwaIwoeIQZjSEGQ1iht2AeUbIDaineCJa03UUXcUIBtCDATcQnxFANXXP6mzjeOLYTmVw0mnsRJJMOo2TymCl3Hzx/rZUxp3GsJZkxbLSxWU766auBHS371nLtKGjBTxhrbgDBqi5fLH5IhrFy/+ajbYtBEI4CNty/6yMa1HPpHGsvp2PouuoegDF0BGKhu0IhKL40zCEks1elo18oPiWW1dsZi25Xpnl5WrGRggrJ1SFK3Btb055Ns2bcMAWttuW7bjR7G03X7xDrn42JZyfOk8IbGF7OcNd92ohXLEr8srcyPhuWjsh3HL3GG4WBUe4bbqi2Stz3N8f4fXZ36drG365QyaVIRFPeNbmRM4lO56b05xK9u6l0R80XSuYz5xdzgrmbECwYDA3r9k0TcygSTAYQPfmNGfvZXZqh9rFVVtRXS8V3TAIGF5GCEP3o2tnLc5ZkZy1OKtSOEskEonkB8Jvf/tb7r33Xk444QTOPfdcysvLmTdvHo899hj33Xef72G1ZMkSpk2bxq9+9Ss+/PBDbr/9dm666SYAxo8fz2GHHcbUqVP585//TFFREeeffz61tbUcdthhA+7bqFGjeO+991i0aBHRaJTy8vJ1/m9vv0T3jjvuyMMPP8zuu+/e4/a//vWv7LDDDoPSMYlL8cSNafnPFyhCYBgB/wXcSttYVgbLskjEUiTaE8Tb48Tb4yQ7k6QTbnRvK5EVR30XRbqpe0HbDIJBDTOgEQ5qBE2NYFDHMHVUIXAsh+bWOMsaWlj4bSsrWttZ2dzOytaOXgOFmbqecwmPRvw52EHDQOgajq7QmbFoiSf4X1srLZ1xOry/dKr3OZGqomCouheV2hU4Wh/cuLMoijtX0ggYBIIGobBJtChEcUmYktKwb5EujgaJRgKYugLZKO5rQAhBOmWTjFskE5YvqlPxDMlYilQsjbOGvOmKomAWBV1Ltfdnhk0CERMzbKKbgax53nv596IE6yq66rpBC9txrbWZDE7cIt3SQjyRwk56f6k1D16sCSVrRfbdtfMsy966YmjohoFq6miBAJppoBgaqqp5kdbyopYreZZoL4BWdt0PqEX3++sKUdsV0Jk0TjpDxkq7gwmZDMLqw/xaVUU1Aq7F3DAQqo6NQsYRNDW3M/fzhcz9ahELF3zLsqUr6eyM5+UGd+cL5wvOwj/yxGmu3Olh/8Gw0P5QcKNn9yCawyF33nIoz9Icyopl99MMmq43R55gFl7Qv6ybtqZ4otgTvkbAcAfX/DnOWp5wzrllFwpnbwrGBjCfXSKRSCSS9UVNTQ3vvPMO5513Hvvttx+pVIq6ujr233//AoF70kknkUgk2GGHHdA0jTPPPJNf/vKX/vYHHniAM888k4MPPph0Os3uu+/O888/32vk8r5w9tlnc/LJJ7PJJpuQSCS+k5RhiujHG93s2bPZd999OeusszjnnHP8CfP19fVcf/313Hbbbbz88svstdde66zD3wXt7e2UlJTQ1tbWY9C47wohBG31LXz2yn+Id8RJJdIkOhKkY0kynuu3ncz0yzpthE2MiOmmDQsZmEGdoKkRMhVChko4ALqWi8rt2AI7YxPvTPFtfQvLGltZ3tTGiuZ26lvbifUi1DRVpTwSpjKa5xpeFCUaDkFAx9YU2lNpWuIJWjpjtHXG3Ui+HTGs1biva6pKQNUJaDqGpqF6osvxBEtBXV3DDAYwQybhaJBIcYSi4hDRohBFRSFKS0IUFQUpjZqEQgZKNqe499dXXEsiJOOusE54gjoVT5OMpUh2pnDWNB9UATPiiupQcYhgUZhgcQgzEiIQMTFMDWEJtx1hg+3mOHfzn7ufwrJwPGu0nUoPeL6z64Zt+ALZza2ctTC7AlozdNSAgW4GUIMBNM/qrKiqO99U9TwK/DzO+JZnNRt5GgrmefcX4Tiu63q+lTqT8db7cP6K4gtqJU9c26ikbUEmY9He3sncrxcy9+uFLF60lGXfrmT58gbaWjv63d/vEkXNemyoueXsVAEl5w2g5nkFZOuhdKmfHezIr6/mxSboRz01f/DECx5nBAyi0YgrlMNeuqlQEDMUcF20Q0GCZgDTDKCoKrbteM4DriuB66adtTArnghWCnI5G7pOwDQwDANV1Vbvpp1XJpFIJBLJhkYymWThwoWMHj2aYDC4vruzVuyxxx5stdVW3Hrrreu7KwOmr/ejX5buPffckzvvvJMzzzyTW265heLiYhRFoa2tDcMwuP3227/3gnuDQsDf//CXNVpBATTTIBA2PVEd8OfrBkIBz1qtEtRAty00x0Jz7IIAbEII7IxDOpZhYUMbyxpaWNrQyormNupb22mJ9TzvGqA0HMqzXrviurSkCMU0sFWFlmSStniCLztjtNU3uFF/2+OrnW9tqBqG5oprV2C7ea81QwddJW1liMeSWHltKKpCdd1Qxm0yko0n1jCithRVCISVcYW0J8gK56rakIkjuhbjrXtz4zMWJOIWqUTGt1KnYimSnUmSHQnsPsxzNyNBgsXunOpgURAzYmKGTAJBHV1X3fRUaU9A2jYiE0OsaiO90iY90LnpmoZmGqgBAy0QcD9NA80MoBnupxLQ0YMGWsBACwZQ9Vw6JtVzlVY0z0U6PzAaay+cV4fw7p1rnc6JayeTdu9pP1zAVcMT194ymu4GCUxnSKTSxDrjzJ87j7lzF/PtwqUsW+qK66ZVLb1q94rKcmpHVlNTO4yh1VVEi8L+QEN+PnGlIP92VnBSWCc7SKF0F6aQq5sVs+4ghrusdRG/WXd67yIWXg9F6W45V7rP/Xbr0UNZl3q9JhMsLMvWK6iV18V14aat69LaLJFIJBKJZMOgX6Ib4Fe/+hUHH3wwTzzxBPPmzUMIwYQJEzj66KMZPnz4uujjjxZFVSiqLCHWFkMPBQgWh12rZzgXBMuImBhBA11V0OwMqm2hWxk0yxPXwrNEW94fbk7lTNqiYVUHS1Y2s7S+heWr2qhv61jtvOtIIOC7gw+JRqkoKaaivBQtFCCtQHsqSUsswbz2TlrnNtLW2kk8Fu9VtCjgC2tD0wl4Qts0A4SLw0RKIkRKIyi6RqwzTsOyRpobWgv7VBRm9IRaxk+sZqNxVYRUB5FOAxZ206peY10JL+hc9tOyIJGwfAt1Kp4m1Zn0RHUcK7Vmy3cgFHCFdNjEDAcwPVf8gK6ga7iiOmO5bukkIJ6AeMGtWT2q4s5hDngCORBANV33bN00UYMB9KCJHgqih0Po4SC6GUBkhTLu3F2cvNzTnqUwNwf6u0vz1M0FPJPB6acLuKJqKIbhWam7imsd2xakU2mSaS+uQWs7CxcuZf7cxXy7ZDnLvl3BiuWNNNQ39RpQo6g4yoi6WmpHDmNYdRVVwyqpqBhCMBRA0zQCphssK1oUQfO8RHoMrNdDrICs+C4s6379e74nPdXr5Tr1sc0ej9NTUV/b60Mf3Wj2qnTTlkgkEolE8oOlX+7lPxY2FPdygFQyzWtPvYaqaxSXRFEdC92yUO2MK65tC822UXuwNLmiRtDUGmPRsiaWrnTFdUNrOw3tHaR7cXkOaJrrEl4UZUhRlMqyEoZUlBKORkgiaE0kaYvFaW5up7mpjfa2TpKJ3gMdKSh5FmvNXTYMQpEQoaIQ0bIoJZXFDK2tYsTGIwmYBou+WsxXH85l3ifzSeUFSlMUheoRFYwbX83E8VXUVoRRerACC81w/3Cjt9u2IJm0SGfTaMWSpDoTJDvcv0xyzQJPD7hB0wJBNxq7oasYOgRM3YvO3j9xoBi668YdcC3OetAT0QF3WcsK6IgrojUz4EUQ9wKE9SKQhed2jpdCSViWuy7cOcRK/nzoPgSNWxt8F3DPy2CwXMCzc60VTXMD0WUsUqk06VSaVCpNPJ5g+dJ6FsxfwrdLVrBs6QpWLm+kfuUqUr1MiQgGTYbX1TB8ZA21w4dRNayCyqohhCNhhBAYAQPTDBCKhCgpKfLSOgUxzQABMyDFoUQikUgkknXOD8m9/IfAoLuXz5kzh5122qlPdePxOAsXLmTTTTfta/OSHhC2Q9v/vmaoSBDICAJN7b3m5HYcQVtHisVLm/h2ZTMrGlt9cd3bvGtVUSiPeMHMSoqoKCulsqqcorIikkLQEovT2tbJosZWPvpoJe3tMTLp3sWppqi+qHYt2G5AMjNsEiwKESmJMKS6nJpxNYwYW0tZZTnR4jCGobPwy8V88vZn/OPOp1mxuL6g3XAkyOixw5gwrooJo4cQNvPyyWYFt2HiqAYWGomETevSFmLNHSTb+y6qNU3x0pvpfpqz7KcR0HwrZs8XU0Xx8lcr2fnOQTfAmRYy0cNBApEQgaIIRiiEFnJTB7niuUuk7X7gWq69Od2OG43bsb381VlB6wcfM3Kp1gaJ1bqAZzJuuq010M0FPE9cK1oufZrjOKRSaZKpDOl4jJTnFt7Q0MyShUtZsmQ5y5fVs3J5AytWNBLvZUqEruvUDh/K8LpaakdWU10zlMqhFUSjYTfAlqIQCLhCuqgoQlFxkZf6KYgZNDGMfjsISSQSiUQikUh+xPT57fHnP/85Y8aM4bTTTuPAAw8kEol0q/PFF1/wyCOP8MADD3DddddJ0b22qArt8xZQpOQsuZYt6Iyl+XZ5C0tXNLNyVU5ct/aS7xqgJBSioihKZWkxFUNKqRpaQWlFGXFh0doRp6mhlcWNLXyyaDmdHTHs1cwj11XVcwfXCei6m24nm/s5ZBIuCVFeXc7wscOprB5C2ZASSsqKiRZH0D3B0tLYysdvfcqn737OVx/NJZVnKVcUhWE1ZUwYV8VGYysZNrS4UCwqCgSC2IqOlRFYKZuOle20rmiltb6NVKJnga2qSp6Y1gtEdcDME9WKgqLrXgoqDTwxjab5aaq0YBAjGsIsjhIoCrkC2zDQAm7+Z98iPYgIT0gLx84T2L24iQ+SW67vAu7No+4qrvvlAm4YPcyv1v0I5FkyGYtUOk26Pe6K7GSSWGeC1tZ2li5ewbffLmf5sgZWrmhg5fJGWlvbezmuwrBhlQwfWcOIulpqRgxlaHUVpWUl2JYDCFRV9d3Di4qjRKMRN+J1yI16LYNpSSQSiUQikUjWlj6L7i+++IK7776biy++mBNPPJEJEyZQU1NDMBikpaWFr776is7OTo444ghefvllNt9883XZ7x8FtmXxbUOSLz6dR31TKw2tHTR2dNAci2P3ElgrFDCoLC6isrSEqopSKodVMGRYBQnHoWlVKw0rm1nU0MInc5cSjydXm47IUHNW61DQJBINEykOEywKYnjW65KqEkoryigui1BRNYTSsmKKSqOEI2F0PWeRti2bbz6ey0dvf8YX73/J8kUrC/sdDjB2dBUTx1Uybkwl4VAAwMstDGmhYKfdVGlOxsJKttHeHKO9NUl7ewrHzgvapEC0yCRaFCBgau4c60iAQNB0xbSho+iaL6hRNb9cNQwv97MbwVsPufvpQcON0G3oaNm80evYnbh3N3E3jZTvJu6l2hqoFVsIkXMBz6S7za8eDBfwno6ZTmdId7jCOp3OEI8liHXGicXjLF/awNJvV7BieQMrVzSyckUDqxpben1eh1SUuuJ6ZA3D62oZVjOUiqpyAKyMhQAMQycQMDz38OJcPuagKd3DJRKJRCKRSCTrjAHN6f7ggw94++23Wbx4MYlEgoqKCrbeemv23HNPysvL10U/v1M2lDndiVic/bc7sUehYWgaFcVRqkpLGFpZRlVNJeU1lcRTGeqXN9FY30zLqjY62jtJrib/cn4wMzMQIBwJEi2OUFRWRLgkQrg0TKQ0ghkJYpgGoZBJOBqmpKyI8ooyP0euGewuWprqW/j4rU/4bM4XfPPxXJLxwnnfNdWljB9byfjRlQyrKMKxHRzLwbEFjuWmKiNvcCGVsmhvTdHelqSzo/CcdEOjtLKIstpyykdUYpYVoYXDoCrgeNHZbQeEl05J01A0N2iTHjAwQiZawBXUWVGt6brrlv0d0D838f4HOxNCIDIZ7EzaF9a55T5Yq/voAt4V27ZJpzKesE6TTKZdcR2Lk0ymaKhvYvnSlaxY3kD9ylWsXOF+Wr3EG4gWRRgxspoRda71unZ4NVXVleiGQTqdxrbtHtzDo664lu7hEolEIpFIvufIOd0bFuskZViW7bbbju22227AnZP0jVAkTFVJEbbtUFVWzNDKcobVVhEZUkI8kaFxZTNN9S3MW9LEJ19+S2Y1uaVVRXEjgxsG4VCQcDRMUWmUkiHFFA0poriqhGhJFD2gu7mWHQdN1whHQoSjIYpLiogUhQmHQ5imm7YHR/gi0UoksZIZvv5kHp++9wVffTSPld82FPQhGDQYM3IIY4aXU1ddStDQcSxXCMcaY936LIQgHsvQ3p6mvS1JMl4oDsOlESrGDKNyXA1lw6vQAjoCsNI2ViqNIxRURUMzVbSAgREKoPtWbN2Nkmx8d8K64Nx8gW0Pmpu4P786nfYs1+kCC/ZqURQv+negIAq4qgdQDGONfcikM6TSGT+QWTKZorMjRiKRIpNO09zUyvLlrsW6YeUqVqxoZMXy+oIgefmYZoDhI6s913DPPXz4UIKhEJmMRTrtWuAVVUU3DIIhk8qhQ4hEwm5eZ+keLpFIJBKJRCLZQFjvJp8777yTG264gZUrV7Llllty++23s8MOO/RYN5PJcM011/DQQw+xbNkyJk6cyHXXXcf+++/v17n88suZPn16wX4TJ07kq6++WqfnsS7IpDKccOrR/OfNj2hpamP+olV8/tXSXl3LwQ1mFtB1gkGTSCREtDhKyZAiSoeWUlxZQlFplEhRhFAkhFAEji2wLQuEg6pqmKYrYEpKigiaAUJBEyOgudZWy8GJxUl1OKQc1yLd1NjC5x98w9efzGfB3KWkugQsGzokyqiaMkbXlDF0SFFBhG/HyjsPXUfRddANOjpStK3qpLW+rSBVl6IolA6voHJcDUMnDCdSWYKiqDi2QyaZJt2RQFVUjHCASPkQzGjQFdmGtl7F1+rdxB3PTVztk5t4LnCZJ6jTmQKBvVp6EtYBd3l11ur8Y+cihGdIp9PEYglinTHSqQzpTIaO9k5WrnCjhGct18uXNdDZ0X1QBUDTNGpqqzy3cFdcj6irpbi0CMuySaczvnu4oriRyotKohQXFxGOhKR7uEQikUgkEolkg2e9iu7HH3+cadOmcc8997Djjjty6623MnnyZL7++muqqqq61b/44ot55JFHuPfee9loo4146aWXOOKII3j33XfZeuut/Xqbbropr776qr+u6+t9bGFgqAoP3/2PHpKBga5qrigOBYkWhSkqK6a8qpTymnKiJRGCYZNQOETA1NF1DVVRcWzbDVKVSBJvTqHprkAvjoaIRkJuOiQz4Ac7QziQSGAlFIQQWIkk8dZOFn69mG/+t5j5C1ZQ31AYxMoMaNRVlzGqxv2LeHOzURUveJaO0HSEqqIGAmihII6A1hWtNC9eRevyZoSTO2PdNKgcW03VxBFUjqvFCLrtObZNOp7GSqW7Ce1AOIi6ukjj65Ce3cRt91p2cxPXehTYrrC2Cq3V6ZzVmh6fCA9fWBuFAjvQN2ENYFk2mXSGZCrluoYnU3TG4iRiCVKeCE4mktTXN9HQsMq1XC9vZPmyepqbWnvplsLQoUMYPqLatWDX1VI3ajiVQytxhEM6kyGdzmBbNqgKyWSagBmgorKI4pIigkHTC3AWlO7hEolEIpFIJJLvFev17fXmm29m6tSpTJkyBYB77rmHmTNncv/993P++ed3q//www9z0UUXceCBBwLwm9/8hldffZWbbrqJRx55xK+n6zrDhg37bk5iHWIYOkOHVZLoTBAMmRSXRSkpL6GypoKSiihm0MQMBQiaAXRNQVM1NF3FUDVsx51Lm2yKkbEyKIrqBpEKm5QPKSEcCbuBpEJBNMMNdOVkLKx4klRHG5nOOJlYgnRHjPamNhYuamDh8mYWL28lkSq0ZleWRRhdW8bo4UOorS5BDRiuS7JpohoBbFXDsQWqqqDpBmpAJxVP0/RtI01LFtLZWCjcQ2VRhk4YTtWE4ZSNqPIFtGPbpDoTWOkMqqpihAJEhwzBjIYwwuvHlbjvbuKFgjcrrO1MV1fwvgQvUwqs1Pl/it43YZ3JWGTSrtDNeII3Hk8S73QDm2UyGdIZC9uyWdXYQmNjkyeuG1i+rJ76+lUFgyP5lJeXeOJ6mOsePmo4w0dWo6k66UyGjGWRSmUQwqGtoxPTDGAGg1QOrci5hwcDmEETrYcgbBKJRCKRSCSS7yeNjY1ceumlzJw5k/r6esrKythyyy259NJL2WWXXVAUhaeffprDDz980I991VVXMXPmTD7++GMCgQCtra2DfozeWG+iO51O89///pcLLrjAL1NVlX322Yd///vfPe6TSqW6TVAPhUK8/fbbBWVz5871I6vvvPPOXHPNNYwcOXLwT+I74E8zruW5h59DEQ7FRVE38Ffen6qoCAXfUhiPZ0AoaLpGMGhSUVPsWgo9ca5kLKx4AiuWIN3cSizmiutMLI7wglcJIWhojrFoeTMLl7WwsqmjQAMGDI3RI8oZN7qSMaMrCRVHsDUd1QiCqqMKcGwHWygohoYZCqIFdNoa2li5YAWrFqwk1VmY3qx0eCVVE4ZTNaGWaEWJLxxtqwehXVG8XoS28NJ19dVNXAGEbWGnkj3PsV5DDMOulur+CGshhD/3OSuu3QjhceLxhFduuXEAvG4kkkmWL61nxfIGViyvZ/nSepYvq+81qFkkGmbEiGG+9XrkqBpqR9YSLYqQybiu4emMRSaTobUthqHrBEyDaFGUmuFFhMJBQqGgdA+XSCQSiUQi+ZFw1FFHkU6neeihhxgzZgz19fXMmjWLpqamdX7sdDrNMcccw84778z//d//rfPj5TMg0f3Xv/6V4447DtM0C8rT6TSPPfYYJ5100hrbWLVqFbZtM3To0ILyoUOH9jr/evLkydx8883svvvujB07llmzZvHPf/4T286Jgh133JEHH3yQiRMnsmLFCqZPn85uu+3G559/TlFRUY/tplIpUqlcZO329p7z/q4PFEWhorIMTVWJFkdQVBXbdkil0sRTaTIZd86zEdAJRkJURYZgqqDbDoqVwemMkalvpDUWx4onez1OMmWxeGULi5a3smh5M/Euua6rKosYP7aKsWOqqBhaho2KjY4W0Mmgoqvuo6SqGkY4hFkUxrIcmhfV0/jpEpoWrnSjkXtohk7FmGqqJg6nclwtZiQ3mGJbNlYynRPa4QDRyhI3gvp3JLTX6CYucCOjK4qXy9rCTucEtT/Hul/C2sgT1msOXuY4TjdRnU6licUTJOJJMmnXqmxlbLLKWtM1jIBBJm2xbOkKFi9cxqIFS1kwfwmrGpt7PI5pBqgdPtQV1yOGMWJkDSNG1VJaXgpAOmN5gz4WiWSGRKoVwzAwgyZDSoooKS3GNL3c19I9XCKRSCQSieRHSWtrK2+99Ravv/46kyZNAqCurs6P5zVq1CgAjjjiCH/bokWLAHjmmWeYPn06X3zxBTU1NZx88slcdNFF/jRiRVG46667ePbZZ3n99deprq7m+uuv5+ijj/aPn4379eCDD34HZ1vIgN5+p0yZwv77799t3nVHRwdTpkzpk+geCLfddhtTp05lo402QlEUxo4dy5QpU7j//vv9OgcccIC/vMUWW7DjjjtSV1fHE088wS9+8Yse273mmmu6BV/b0Egm06QtG9uy0IGgqlCsKgQ1BSWTQbTFsRNJrIxF7zHMcdNkhUIQMKhf1cGCRfUsXFTP8hWtBanJAgGNMaMqGDOmitoRlRimSdpx3cNtI4Cm6wR1A9XQMSIhAqEgmmkQb+2kcd4KGr75hNZlqwqObRaFPbfxWspHDUPrkse7UGibRKtKMCMhjFBgnQvtQjdx203X5VmxnawAty1vrnV/hbXRzQ1cDfRNWNu27QvrVMp1BU8kksRjCZLJFJmMhZWxcgNPioJu6Bi6ju7lpLYsiyWLlrFw/hIWzPuWBfOXsHJFY4/Hq66ppG5ULSOyc69H1lA5dIh7322HdNoibbkW9MamNlRVxQwYmMEgFVVRotGIdA+XSCQSiUQi+Q4RQriGofVBP1LZRqNRotEoM2bMYKeddupmwP3Pf/5DVVUVDzzwAPvvv7//HvnWW29x0kkn8ac//YnddtuN+fPn88tf/hKAyy67zN//kksu4dprr+W2227j4Ycf5vjjj+ezzz5j4403HqSTHTgDEt1CiB4v7tKlSykpKelTGxUVFWiaRn19fUF5fX19r/OxKysrmTFjBslkkqamJmpqajj//PMZM2ZMr8cpLS1lwoQJzJs3r9c6F1xwAdOmTfPX29vbGTFiRJ/OY10iHIfmT78i2t6BksmgOw6kCy3QPWVY1oImRiSMEQ2hh12Bbas6ne0dzP3fQhZ9/BUL56+ko7Mwb3ZlRZSxY6oYOaqKkvIS0rZA0Qz0SJiAoRMNupZmLWAQCAUxwgFApXlJPd9+spCGb5aRaO0saLO4upyq8e787OJhZQXPjW3ZZBIp7LSFqqsEQkFfaAdC5jpL5dWTm7hje3OyM2k3Orhl5QUzy6zxh0zpQVhrRh/TbfUwvzoRTxKLJUglU1iWRSZj4XhR6xVFwTB0dF0naBro4RCaroJwI/x/u2Q5C+YvYcGCpSyc/y3Lltb3mOu9orKcMWNHMmbcCMaMq2PUmJFEomEEAitj+wK7qbUTBQVd1zECBkXFUYqLo4QiIUJe7mtTuodLJBKJRCKRrB+EQ8vnH62XQ5dttjUofTOy6LrOgw8+yNSpU7nnnnvYZpttmDRpEscffzxbbLEFlZWVgKvf8vXg9OnTOf/88zn55JMBGDNmDFdeeSXnnntugeg+5phjOO200wC48soreeWVV7j99tu56667But0B0y/RPfWW2/tBYZS2HvvvQuigtu2zcKFCwvSd62OQCDAtttuy6xZs/yJ8o7jMGvWLM4444zV7hsMBqmtrSWTyfDUU09x7LHH9lq3s7OT+fPn8/Of/7zXOqZpdhtp2SBQFFZ9/BVGF6GtqCp6JOQJ6zBG3rIWCmLZDolYgkRLK4vmL2HhV0tZOH8lS5Y24+QFvzIMjVF1FdSNqmLY8EpU0wRFwwgECERClIRMAkETwwygh0yMYABN18gkUjTOW07DN0tpnL8cKy+wmqqpDBk9zJ2fPX44weJwQd/tjEUmmXaFtqESCAYpGVZOIGJiBAdfaGdH/oQnsJ10CjuZxMmkcDIZRCaDY2X6Jqx1o9v86qwVe3WCs9f51Z1xYokE6WTaFdZpC0fYKChoatZirWGaOtFoEM239nvz3W2bpUvrWbhgKQvnL2HhgqUsWbLcjQDehbLyEsaMq2PM+FHeZx3FJUV+v9OpNPF4ksZVreCJejNoMqQ0Gz08l/vaCBgDuhcSiUQikUgkkh83Rx11FAcddBBvvfUWc+bM4YUXXuD666/nvvvu45RTTulxn08++YR33nmHq666yi+zbZtkMkk8HiccdvXGzjvvXLDfzjvvzMcff7yuTqVf9Et0Z8Xxxx9/zOTJk4lGo/62QCDAqFGjOOqoo/rc3rRp0zj55JPZbrvt2GGHHbj11luJxWJ+NPOTTjqJ2tparrnmGgDee+89li1bxlZbbcWyZcu4/PLLcRyHc88912/z7LPP5pBDDqGuro7ly5dz2WWXoWkaJ5xwQn9OdYNAURTKNx1HpjOOEYlglkRdYR00C0ReOpUhEYsTW9VMZ+MqFs9dyoJ5K5m/oIG29sJ53OXlEUaPGcbwUUMprSpFqDq6HsAwDYLhoD/31jAD6KaBFnCDdsWaO1jxuWvNblnSUOiKHjapHD+coROGM2RMNXqg8LHyhXYmZ9EebKEthAOO8K3YdjKBlYhjp5IIP3hZP4R1D9HBVyesXTfwNBkvf3U6nSGVTBOPxUnEk67gtiw3KJkQKIBmaBi6gW7oRMIh9BINVdNQUNz54uC77DjCYeWKRhbMXeJasecuZvHCb0mnu/s6FBVHPHE9irET6hgzbhTlQ0oL6liWRWdHjEQ8iePYGIEAkWiYmuHDKCqKEAoHpXu4RCKRSCQSyfcBRXUtzuvp2P0lGAyy7777su+++3LJJZdw2mmncdlll/Uqujs7O5k+fTpHHnlkj219H+iX6M6a70eNGsVxxx231id53HHH+WHjV65cyVZbbcWLL77oB1dbsmRJwVzeZDLJxRdfzIIFC4hGoxx44IE8/PDDlJaW+nWWLl3KCSecQFNTE5WVley6667MmTPHd1f4vjFsxy3pXFaPoqhonoUxk7FIdsRItbaRbGulZcUqFsxbwbwFjSxe0oSdn+daVxlZV0nd2Bpqx9USLi4ik7HRdHfebyhsEggYmKEggZArtFVVRTgOLUtX0fDNUhq+WUqsqTC4XLSyxIs2PpzSmiEoXeZc2xmLTCKNbVmouoYZDhKqLicQDmKE+u+K7FqshR8p3BXYjjf/2sbJpLATcexEAjsZd6OK94Ki671EBjfIWpHdedrC+78bKM2ybU9UZ0hlXKt1MpEkHkuSTKY9UW1h2Q4KoCgquqlj6AaBSJhowBXY7jOdFdWKK7KVbJFb3lC/igVzFzN/7iIWzF3EwnlLSCS6B8ILhYO+BXvsePezsmpIt+vrOA7JZModAEil0TSNcCREzYhhlJQWE426Qnt9pF2TSCQSiUQikQwcRVH67OK9IbLJJpswY8YMAAzDKAiSDbDNNtvw9ddfM27cuNW2M2fOnILYYnPmzGHrrdfTYEQXBjSnO+tPn06naWho8OeaZulPeq4zzjijV3fy119/vWB90qRJfPHFF6tt77HHHuvzsb8v2JZNsrOTTKyTTEcbmY5Ovl3cyNz5Dcyd30BrW5f0W6URRk8czuhN6qipG0Y642DbrnVV1zSikQhm2CQcDbsu4140aSuVoeFrV2Q3zFtGJp6b862oCuV1Q7352bWEy7pHgveFdiaDauiu0C7tu9AWPYlqx3HnXju2L7oRAtuysBMJnFQCO5lA2F3CxykKmhnKuX/rBoqho2qGa1kX4MppQICigPAs0dn0a65LuEXCE6upVAbLsrEsC1sIFBRUTXXnVwdMotEoesBA172UYX0cWGhe1eKK63mLmf+N+9nZEetWL2AajB470rVgjx/FmPF1DKup6lUop5IpEokkiUQSRVEIBoOUlpVQPqSUaFGESDRcMEVEIpFIJBKJRCJZVzQ1NXHMMcdw6qmnssUWW1BUVMQHH3zA9ddfz2GHHQa4xt1Zs2axyy67YJomZWVlXHrppRx88MGMHDmSo48+GlVV+eSTT/j888/54x//6Lf/5JNPst1227Hrrrvy6KOP8v777xekBluyZAnNzc0sWbIE27Z91/Nx48YVeHCvCxTRU4SlNTB37lxOPfVU3n333YLybIC1rqMT3zfa29spKSmhra2N4uLi9dYPx7Jo/vQzOpatpLW5wxPZrjXbsnMDHZqmMmJMNWM3G8OYTUcRioZIdibJpDIojiBoGoQiQcLRMKGiMLqZC+6VaIvRMNcV2k2L6hF57erBAJXjahg6YTgVY2swgoFufbTSFplkCidjowU0AuEgoZKo5zreXWjn5ljnBLYrrG0c28mzMAuEJ4ZRFM9lPImdjGMl4ohMV7dqBS0YQguF0YIhN7BZ/hxorx0EWLZDOuOK6owXMCwRTxCPJ0ilPWu1ZflByTVdwzDcIGKGrmMYBqo2MItwe1uHZ71ezAJPaLc0t3Wrp+kadaOHewLbtWAPH1m9Wndvy7JIxJMk4kls2yZgui7jQyrKiBZFiUbDmMENMHaBRCKRSCQSiaRPJJNJFi5cyOjRo783rtVZUqkUl19+OS+//DLz588nk8kwYsQIjjnmGC688EJCoRD/+te/mDZtGosWLaK2ttZPGfbSSy9xxRVX8NFHH2EYBhtttBGnnXYaU6dOBVxr/5133smMGTN48803qa6u5rrrriuI/XXKKafw0EMPdevX7Nmz2WOPPQZ0Tn29HwMS3bvssgu6rnP++edTXV3dTVhtueWW/e/xBsSGIrrjnQkeufguvpm7guaWeMG24rIo4zYbw/gtx1IzpgYrmSbWHiOTSKOrGqFwgEhRmGhJlGA0hOqJNSEE7SuaqffcxjvqWwraDZdFfbfxshFVPYrLnoR2uDSKETY9YS78+dUIx8tj7SAcyxPbnrB3HISieF7VimcdVj1x7LhzsuNxrEQMJ53q1g/VDKKHIujhCGrAzFnCNQ1F10kks/OrLVJe4LJEIkk6k3FTq2WFtXCDyumG4YprQ89zAx84sc44C+YtLrBgr2po6lZPURVGjKxx52GPr2Ps+FGMHFWLYaw+YJnjOCQTSRKJFOl0Gk11XcZLy0t8l/FwJCSjikskEolEIpH8QPg+i+51iaIoPP30034Msu+Kvt6PAfmWfvzxx/z3v/9lo402GnAHJWsmGDL57MvlxDoSqJrKyPHDGbf5GMZtPpZIUYh4eyfxtjiNC1diaBrR4jCRyjKipcUEgjlrtp2xaJi/1LNoLyPVmeeOriiUDa/wo41HKop7FGlWOkMmkcaxbVRDw4wECRWFMMIBdEOH7LznWNp1DxeiwIU7K6wVRQXVc7/Wc8cRjuMFP4thx+PYqUS3PqgBEz0URgtH0INhUFWEbbvpvxCohoEtoLU9RkN9Ey0trWTSFiC8NFuuqA4EDCKRELquD5ogTSZTLJq/xLdiz5+7iJXLG3qsWzN8KGPGjfLnYY8aM6LPFuhuLuOhIOXlpZR5LuNh77wkEolEIpFIJBLJhsGA3s432WQTVq1aNdh9kXRB1VSO+s0RtDe3MWJMLZquEWvppKO+hc6GZgIBg/LSYqJlUSIlUTQ953qc6kzQMHcZDd8sZdWCFTh5aaQ0Q6dibA1VE2qpHFeLGek+KuM4DnYmQyaRxMnYqLqGEQoQKoqgB3V0Q3OFtJ3GstPevGglN5dZVVc7r1kI4VqyE64l204k8FR67vwNAy0UQQ9F0EJhVF13reeOG0ANx0HRNLRgkHg8RUtDCyuXN9DREcPQNYpLigiY3V3i15ZMJsPiBUtdC7YX6GzptytcK34XKocOcedfj6tj7IRRjB47knAk3EOrPWNlLFdkd3EZrx1RLV3GJRKJRCKRSCSS7wEDEt3XXXcd5557LldffTWbb755NzfY9emS/UNj1wN34r8v/4fGxfXomkIwEqJ6xFCiZVHC0ZzrsBCCjvoW12187jLalhUOigSLw77beHndUDRd89J+OW4QMgGOY2Ol0l7U8QyapmNGDIKlUYyQiRE08tzAleyEa9Q+WIuFEDjpFFY8hp2IYSXi0GVmg6Lp6GFXYOuhiBdN3NvfcdyUXwhQVVQziKMotLZ1smrRClY1NpNKpokWhRk6tGLAc667YlkWy5asKLBgL1m8rJdc2KW+e/iY8XWMGefmwu4PWZfxeDxJJp1B13VCkRC1I6spLimSLuMSiUQikUgkEkkXBjBj+jtlQKJ7n332AWDvvfcuKP+hBFLbkFBUhWhRmJKSKMUVJZihnFXTsW2aFje40cbnLiXRWhjxuqS6nMoJtVSNq6WoqgQFvPnVGaxM0stp7WCnLaxEGls46IaOGQkSLCnFDAfRewiG1heEEDiZtCuw465F23UDzz83zRXYntDumgvb7auNEA6KoqAYOpoeIJHK0NLYysrl9bS3d6CqKsUlRQypKOt3P/NxHIcVy+oLBPaiBd+SGWAu7L7Sk8v4kCFl0mVcIpFIJBKJRCL5ATCgN/nZs2cPdj8kvaAoCuWVpSiqihEMkE6kaJy7jIa5y1g1fzlWKicIVV1jSF0VleNrqBg9FDNi+mm47GSSrPu2EAI7Y2OlLYQt0EyDcHkJweIQgbCJbq4+gFdvOJmM5yruCu3uabxUb062Z8kOmD1HN3ecnEDXNDQ9hFAV2tvjrGpYSVNjM/FEgnA4TGXVkNVG9O4NIQQN9av8AGfzv1nEovlrlwu7r1gZi3g8QSKRRDgCI2BIl3GJRCKRSCQSieQHyoBE96RJkwa7H5LVEGvuYNWCFTQtXEHrt6sK3CcCYZOKMcOoGDOUISMr/JzboCAc4XqAqypC4ArtZBphO+imQbi0KCe0A/0X2o5l+a7iVjyGsLpYhBU3jZceiqCFI2hmsPc53p7Qdr0lVNRAANUIkMrYNDW1sWJ5PW2t7QgBxSVRSstL+txPIQTNTa0smLsol65rkHJh94XeXMaHj6zxooyHCYWly7hEIpFIJBKJRPJDZMA+q2+99RZ//vOfWbBgAU8++SS1tbU8/PDDjB49ml133XUw+/ijJRVL8uJVf+uW1isypIjKMcOoHDeM4upyVNWdWw1KN/dsK20VCO1QaYRg0cCEtrBtL/iZK7R7SuOVzZWthyJuvuzViFXXvd1GOJ77uKahGQFQVTo7E6xaupT6lauIxxIEgyZDhpR5kdLXzPy5i/j4g889S/YiWlvau/d1ALmw+4IQglQqTSKeIJVMg4J0GZdIJBKJRCKRSH6kDOit/6mnnuLnP/85P/3pT/nwww9JpVzx1dbWxtVXX83zzz8/qJ38sZKNKq6oCiU15QydUEvl2BrCpZFe9xFCYKUyZJIZEMIX2qHiMEbIRA/0/Za7abziWNlc2anurtdqwPTmZEfQQyEUdc2CVTi2G30cQNXQzCCqbpCxXKt2/cpGWpvasGyLouIo1TVVfbYCz/9mEU8++iwf//fzgvKB5sLuK11dxgNmgGg0zIi6Wt9lfF1EUpdIJBKJRCKRSCQbNgMS3X/84x+55557OOmkk3jsscf88l122YU//vGPg9Y5Cewy9UA6ltdjhAIEwqEe6+QLbSEEhmkQGRIlGA31S2gLIbCTCW9Odgw72UOubCPg5skOhd3gZ1rf2xa25QfbUw3Xfdy1asdpWtZIw8pGOjtiBMwAJWXFBPphiV84bzFPPvovPvzPp24/VZXtd96KiZuM73cu7L7g2A7JZHeX8RF1tV6UcekyLpFIJBKJRCKRSAYour/++mt23333buUlJSW0traubZ8keZSNqCTR1Nyt3BfaqTTCoUBoB8Jm3tzu3hFC4KSS/pxsO9lDGi9d9+dk66Ewqt53IZwNiuY4tus+rmpogQCqpmM5gqbmNhpWNtLU3EImlSFaFGFodWW/5k8vWvAt//jbs3ww5xO3v6rCbnvsxJHHH8Swmqo+t9OXc8l3Gc9GGa+oKKdsSCmRaJhINLzWrukSiUQikUgkEonkh8WARPewYcOYN28eo0aNKih/++23GTNmzGD0S9IDPQntaHkxZlGIQCiwRqHt5sr20nhlc2U7TkEdRdM8V3E3lZeiG/221grHcd3HhQBN9d3HFU0jHkvQ3LSKlcsbaG/vRNc1ioujmBX9s0IvWbSUf/ztX7z/7kduvxWFXSbtwJEnHExN7dB+tdUbOZfxFI5tYwZN6TIukUgkEolEIpEMkMbGRi699FJmzpxJfX09ZWVlbLnlllx66aXssssuKIrC008/zeGHHz7oxz700EP5+OOPaWhooKysjH322YfrrruOmpqaQT9WVwYkuqdOncqZZ57J/fffj6IoLF++nH//+9+cffbZXHLJJYPdRwmQiqWwUjZ6MF9om2hG75ZVIQTCymDFY34ANNE1h7rqpfHyhHZPabz6gp9T27FRVBXVMFANA0XTcYSgpaWdxvpVrGpsJpVIEY6GGDq0AlXrX1TwpUuW84+/P8ectz4AXLG9827bcdQJB1M7orrf/c7HsR03X3Y8QSZjYRgGwXCQEXU10mVcIpFIJBKJRCJZS4466ijS6TQPPfQQY8aMob6+nlmzZtHU1LTOj73nnnty4YUXUl1dzbJlyzj77LM5+uijeffdd9f5sRUhuvgT9wEhBFdffTXXXHMN8XgcANM0Ofvss7nyyisHvZPfNe3t7ZSUlNDW1kZxcfF67YtjO9R/tcCdM1wSwViD0HasDLbnLm4l4r2k8QqjZ3NlryaN15rwc2rbNigKaKo751s3QFVJJJK0NLWyckUj7a3toCgUF0cJhYP9Ptayb1fw1GMz+feb//FTpu2067YcdcIhjKgb2OhUby7jJaVFlJVLl3GJRCKRSCQSyYZFMplk4cKFjB49mmCw/+/U65PW1lbKysp4/fXXe0xBPWrUKBYvXuyv19XVsWjRIgCeeeYZpk+fzhdffEFNTQ0nn3wyF110kZ8NSFEU7rrrLp599llef/11qquruf766zn66KN77c+zzz7L4YcfTiqVGnBw5b7ejwFZuhVF4aKLLuKcc85h3rx5dHZ2sskmmxCNRgfUWUnvKKrCkJGVKLgptbripvHyLNnxGE4m3a2Om8Yr4kYZDwZRlIHnnIY893EEqCqqGUQ1dBRNRwhBa2s7jQ1NrGpoJh6PEw6HGFJZNqAUWSuW1fPUY8/xzhvvIxxXbO/wk6056oRDqBs9vN/tZTIZEnE3AJpwHOkyLpFIJBKJRCL5XpP1OF0fKJrWZwNeNBolGo0yY8YMdtppJ0yzcHrpf/7zH6qqqnjggQfYf//9fcPXW2+9xUknncSf/vQndtttN+bPn88vf/lLAC677DJ//0suuYRrr72W2267jYcffpjjjz+ezz77jI033rhbX5qbm3n00Uf5yU9+MmjZjFbHgCzdP3Q2JEu3EIJMZ7svuoVjYyUS/rxsJ9U9V7ZqBtFDuQjjq8uV3Z9+CNtGiGxObR3NCKDoOoqqkkqmaGluY+WKBlqb2xBCUFQcGbA79soVDfzzsZm8NXuOL7a322lLjj7xUEaNGdHndnpyGQ+Fg5RXlFJcXEykKEwoNHBrv0QikUgkEolE8l3Rk2XVsSyWvfjyeulP7f77ofbDsPbUU08xdepUEokE22yzDZMmTeL4449niy22AOhxTvc+++zD3nvvzQUXXOCXPfLII5x77rksX77c3+/Xv/41d999t19np512YptttuGuu+7yy8477zzuuOMO4vE4O+20E8899xxDhgwZ6OkPvqX7yCOP5MEHH6S4uJgjjzxytXX/+c9/9r2nktUiHAcrEcdJJtx0Xj2l8QqYBfOye7KID+jYWfdxxxs50zQ0PeRatb183B3tnTQ1NrNyRSOxzjjBYICyISUDHjFqWLmKfz4+kzdn/RvHC/K2zfZbcPRPD2HMuLo+t5NMJGltac9FGa8aIl3GJRKJRCKRSCSS9chRRx3FQQcdxFtvvcWcOXN44YUXuP7667nvvvs45ZRTetznk08+4Z133uGqq67yy2zb9tL3xgmHwwDsvPPOBfvtvPPOfPzxxwVl55xzDr/4xS9YvHgx06dP56STTuK5555b5wa4PovukpISvzMlJSXrrEOSHMK2af3i4x7SeBnofq7sSL9Gl/p0XE9ouzm1VdRAAFX3rNqKQiadoWVVE/UrGmlpasWyLKJFEaprqwb8wDY2NPH048/zxqvvYNuu2N5q2804+sRDGDdxdJ/bsSyL5qY2VEVh5OjhDKkoIxKRLuMSiUQikUgkkh8miqZRu/9+6+3Y/SUYDLLvvvuy7777cskll3Daaadx2WWX9Sq6Ozs7mT59eo+G3/7Oa6+oqKCiooIJEyaw8cYbM2LECObMmdNNsA82fVZrDzzwQI/LknWHomloZhAnk3aDn0WiboRxY/AFpBDCFdpO1n1cQzMCqHrOqt3ZEaO5qYWVyxvo6Ihh6BrFJUVrJWhXNTYz44kXmP3K29iWa1HfYutNOOanhzJ+o76nnxNC0N7WQTyWoGLoEEbW1VJWXjrgfkkkEolEIpFIJN8HFEVBGWQj3HfJJptswowZMwAwDAO7y/z0bbbZhq+//ppx48attp05c+Zw0kknFaxvvfXWvdbPetWmepiuO9gM6O4sXLgQy7IYP358QfncuXMxDKNb/u7Vceedd3LDDTewcuVKttxyS26//XZ22GGHHutmMhmuueYaHnroIZYtW8bEiRO57rrr2H///Qfc5oZOdPQErEQMVVEHzW08H+HYucALqlaQU1tRFCzLonVVEw31q2ha1UIqmSZaFGbosArUtZgr3ryqhRlPvsBrL72NZVkAbLblRhzz00OZuMnqv1BdSSaSNDe1ES0Ks8nmE6kcOmRAQdskEolEIpFIJBLJuqGpqYljjjmGU089lS222IKioiI++OADrr/+eg477DDAjWA+a9YsdtllF0zTpKysjEsvvZSDDz6YkSNHcvTRR6OqKp988gmff/45f/zjH/32n3zySbbbbjt23XVXHn30Ud5//33+7//+D4D33nuP//znP+y6666UlZUxf/58LrnkEsaOHbvOrdwwQNF9yimncOqpp3YT3e+99x733Xcfr7/+ep/aefzxx5k2bRr33HMPO+64I7feeiuTJ0/m66+/pqqqqlv9iy++mEceeYR7772XjTbaiJdeeokjjjiCd9991x/F6G+bGzqq59I9mLhB0SzXqq26ab6yObWzQdfisTjNTW2sXF5Pe3sHqqpSXFLEkIqytTp2S3Mrzzz5IrNefJNMxhXbG282gWN/digbbzahX23Ztk3TqhZURaVuzHBqR1QTDofWqn8SiUQikUgkEolk8IlGo+y4447ccsstzJ8/n0wmw4gRI5g6dSoXXnghADfddBPTpk3j3nvvpba2lkWLFjF58mSee+45rrjiCq677joMw2CjjTbitNNOK2h/+vTpPPbYY5x++ulUV1fz97//nU022QSAcDjMP//5Ty677DJisRjV1dXsv//+XHzxxd2iqK8LBhS9vLi4mA8//LCbiX/evHlst912tLa29qmdHXfcke2335477rgDcE38I0aM4He/+x3nn39+t/o1NTVcdNFF/Pa3v/XLjjrqKEKhEI888siA2uyJDTl6+dq0g+PgOLbrgqJq7lxtTffbtW2bttYOGutXsaqhmUQyQTgcpqg4staBx1pb2nn2Hy/yygtvkEm7ucMnbjKOY392KJtusVG/z6WjvZNYZ9x3JS8tK5ERyCUSiUQikUgkP2i+z3m61yU9RT3/Lljnebo7Ojq6lbe1tXXzwe+NdDrNf//734LQ76qqss8++/Dvf/+7x31SqVS3kwmFQrz99tsDbvOHjp9TWzhu9PEu7uMAyWSKlqZWViyvp621HSGguCRK2ZC1D5jX3tbBs0+9xMszZ5NOuWJ7/EZjOPZnh7LZlhv3Wyhn+xqJhtl4swlUDauQruQSiUQikUgkEolkg2VAamX33Xfnmmuu4e9//7tvAbVtm2uuuYZdd921T22sWrUK27YZOnRoQfnQoUP56quvetxn8uTJ3Hzzzey+++6MHTuWWbNm8c9//tMX+gNpE1wxnz+Bvr29vU/nsKHi59R2bBRVRTG8nNp57uOO49De1sGqxibqV64iHksQDJoMGVKGbqy9iO1o7+S5f77Mi8/NJpV0r+3YCaM49qeHscU2m/RbbNu2TXNTKwoKI0bVMnxkjXQll0gkEolEIpFIJBs8A1JX1113HbvvvjsTJ05kt912A+Ctt96ivb2d1157bVA7mM9tt93G1KlT2WijjVAUhbFjxzJlyhTuv//+tWr3mmuuYfr06YPUy/WDn1PbtkFRQFPRzDCaboCq+iI3nUrT3NxK/cpGWpvasGyLouIo1TUDT/eVT2dHjJkzXuGFZ2eRTLhie8y4Oo756aFstd1m/T5G1pW8syNGRdUQRo4aTlm5dCWXSCQSiUQikUgkLgOYMf2dMiDRvckmm/Dpp59yxx138MknnxAKhTjppJM444wzKC8v71MbFRUVaJpGfX19QXl9fT3Dhg3rcZ/KykpmzJhBMpmkqamJmpoazj//fMaMGTPgNgEuuOACpk2b5q+3t7czYsSIPp3H+iabUxshQFVRTTMXFM0Tptl0Wk2rWmhY2UhnR4yAGaCkrJhAwBiUfsQ64zz/zKs8/8yrJOJJAEaNHcExJx7KNjtsMSCRnHUlD0fcqOTSlVwikUgkEolEIpF83xiwgqmpqeHqq68e8IEDgQDbbrsts2bN8ie8O47DrFmzOOOMM1a7bzAYpLa2lkwmw1NPPcWxxx67Vm2apvmdRK0bLHrOqW2i6Dn3cYBMxqK1uY2GlY00NbWQSWeIFkUYWl25Vum+8onH4rzw7GvMnPEK8VgCgJGjhnPMTw9hu522GpDYzrqSI5Cu5BKJRCKRSCQSieR7TZ9F96effspmm22Gqqp8+umnq627xRZb9KnNadOmcfLJJ7Pddtuxww47cOuttxKLxZgyZQoAJ510ErW1tVxzzTWAm5Js2bJlbLXVVixbtozLL78cx3E499xz+9zm95kec2obBoqqFYjbWGec5qYWVi5voL29E13XKC6OYgYHb2AhEU/y4r9m8dzTrxDrjAMwfGQNx/z0ELbfeesBi/r2tg5inXGGVJZLV3KJRCKRSCQSiUTyvafPonurrbZi5cqVVFVVsdVWrgWzJ995RVH6HMH8uOOOo7GxkUsvvZSVK1ey1VZb8eKLL/qB0JYsWVIg3pLJJBdffDELFiwgGo1y4IEH8vDDD1NaWtrnNr+vOLaVS/OlB1B0DUXJXRvbtmltaXfTfTU2k0qkCEdDDB1agaoNjlUbIJlI8tJzs/nXP1+msyMGQO2Iao4+8RB23GWbAYvtVDJFs+dKvtGm4xlaXSldySUSiUQikUgkEsn3nj7n6V68eDEjR45EURQWL1682rp1dXWD0rn1xYaWp9tOJVFUFVXXUdTCfNnxeIKWplZWrmikvbUdFIXi4iih8ODm7UsmU7wy83WefeolOto7AaiuHcrRJx7CzrtuN2Bhb9s2LU2tCAHVtVWuK3kkPJhdl0gkEolEIpFIfhDIPN0bFoOep/uII45g1qxZlJWV8dBDD3H22WcTDktxtK5RFAU9WDif2XEc2lrbaWxoYlVDM/F4nHA4xJDKskG3DqeSKV594U2efepF2lrd3OzDqqs48oSD2GXSDn7KuIGQ70o+oq6W8iGl0pVcIpFIJBKJRCKR/KDos0L78ssvicVilJWVMX36dH79619L0f0dk0qmaGluY+WKBlqb2xBCUFQcoaR06KCL1XQqzasvvsWz/3iB1hY3b3nVsAqOPP5gdttzx7US21lX8lAkxMRNxjG0ugpjEHKDSyQSiUQikUgkEsmGRr/mdE+ZMoVdd90VIQQ33ngj0Wi0x7qXXnrpoHVQ4lqEmxqbWbmikVhnnGAwQNmQEgxjcNJ95ZNOZ3jtpbd45skXaGluA6By6BCOOO4gdt9rp7WypDu2Q3NTC44jGFFXI13JJRKJRCKRSCSSHxHZ2FszZ86kvr6esrIyttxySy699FJ22WUXFEXh6aef9jNRDTYzZ87kiiuu4NNPPyUYDDJp0iRmzJixTo6VT58V1IMPPshll13Gc889h6IovPDCCz0KMEVRpOgeRGzb5psv59PW2k5RcZTq2qp14oKdyWSY/co7zHjiBZpXtQAwpLKMI447iD32/gn6WlqiO9o76WiPUVFZxohRw6UruUQikUgkEolE8iPjqKOOIp1O89BDDzFmzBjq6+uZNWsWTU1N6/zYTz31FFOnTuXqq69mr732wrIsPv/883V+XOhHILV8VFX1I5n/ENmQAqlZlsUHcz5G0zQi0cG3ClsZi9dnvcuMx59nVWMzAOVDSjn8uAPZc99d1tqanu9KPqKulmHSlVwikUgkEolEIhkQ3+dAaq2trZSVlfH6668zadKkbttHjRpVELC7rq6ORYsWAfDMM88wffp0vvjiC2pqajj55JO56KKLfCOwoijcddddPPvss7z++utUV1dz/fXXc/TRRwOupho1ahTTp0/nF7/4xaCd06AHUttmm238QGqXXXZZr67lku8HlmXx1mtz+OfjM2msd0eWyspLOOyYA9hr8m4EAmsnth3bobm5Fcd2GD7SdSVfF4MGEolEIpFIJBLJjxkhBE7GWi/HVg29z96r0WiUaDTKjBkz2GmnnTBNs2D7f/7zH6qqqnjggQfYf//9/RhSb731FieddBJ/+tOf2G233Zg/fz6//OUvAbjsssv8/S+55BKuvfZabrvtNh5++GGOP/54PvvsMzbeeGM+/PBDli1bhqqqbL311n5q6RtuuIHNNttskK5G7/TZ0h0KhZg7dy7Dhw9H0zRWrFghLd3fAYNt6bZtm7dff4+n/v4cDStXAVBSWsxhxxzAPvvvRsAMrPUxsq7kQypKGTlqOOUVZdKVXCKRSCQSiUQiWUt6sqza6Qwf3PzIeunPdtN+htYPY13WxTuRSLDNNtswadIkjj/+eLbYYguAHud077PPPuy9995ccMEFftkjjzzCueeey/Lly/39fv3rX3P33Xf7dXbaaSe22WYb7rrrLh577DH+f3t3Hhdltf8B/DMsDoPIYuyILOGGAooLIq4J4oYbUqiJ5hXLJVMyLy6AuKblWm7XUMhUjDQ085KGkIgiqYlyRVKDMEUUEBCQxWF+f/BzbnNBg4ehAfy8X695ve6c5zznfJ+He698OdukSZPQvn17bNq0CdbW1ti4cSNOnTqFX3/9FW3bthX0/Eof6eZGas1blbQKiWeTceTQCTy4/xAAoKvXBmMnDof7iIEQa4n/ooW/VlFegfy8AmhJtNCpqx2nkhMRERERkZy3tzdGjRqFhIQEJCUl4d///jc2bNiAL774AtOnT6/1npSUFCQmJmLNmjXyMqlUirKysv8/Orl6YNLV1VXhPldXV1y9ehVA9ZHLALBs2TJ4e3sDAPbt24d27dohKioK7777rpKfVBE3UmvhqqRVuHDuEo4c+g73/8gBALTR1cEYb094jBoMLSUk2/+dSi6DeTszWFpxKjkRERER0d9BTVMDvQLeVlnf9aWlpQUPDw94eHggKCgIM2fOREhIyAuT7uLiYoSGhmLChAm1tlUXZmZmAAB7e3t5mVgshq2tLbKysur9DPVV57fUqVMnREZGAqjeSC02NrbFTi9vCaqqqnAx8Qq+Ofgd7t3NBgDotGkNrwnD4Dl6CLQkytl4ofhJCZ4UFcPgNX1YcSo5EREREdHfSiQS1WuKd1Njb28vP7ZLU1MTUqlU4bqzszPS09NhZ2f30naSkpLg5+en8L1Hjx4AgJ49e0IsFiM9PR39+/cHUH16U2ZmJqysrJT4NLUTNPf3+fA8NT1VVVX4+cIv+Obgd7j7e/Uah9attTF6ggc8vd6AtrZEKf38eSp5xy6vV08lb8b/YyciIiIiosaTl5cHHx8fzJgxA46OjmjTpg0uXbqEDRs2YOzYsQCqdzCPjY2Fm5sbxGIxDAwMEBwcjNGjR6N9+/aYOHEi1NTUkJKSgtTUVKxevVreflRUFHr16oX+/fvjwIEDSE5ORlhYGABAV1cX7733HkJCQmBpaQkrKyt88sknAAAfH59Gf3bBC27379+PXbt2ISMjAxcuXICVlRU2b94MW1tb+Uujv49MJsOlpKuIOvAdsjL/AABot5Zg5Fh3jBw7FNqtlTPdu0pahcePCyF9VsWp5EREREREVCc6OjpwcXHB5s2bcefOHVRWVsLS0hL+/v5YunQpAGDjxo0ICAjAnj17YGFhgczMTHh6euLEiRNYuXIl1q9fD01NTXTu3BkzZ85UaD80NBSRkZGYM2cOzMzMcOjQIYXp5J988gk0NDQwdepUPH36FC4uLjhz5gwMDAwa/dkFndO9c+dOBAcHY8GCBVizZg1SU1Nha2uL8PBwREREIC4urjFi/ds0p93LZTIZriRfQ9TB48i8cxcAIJFoYcTYoRg5zh06Oq2VFkvxkxIUFRWj7Wv6aG9lgdeM2nIqORERERHR36Q5n9PdmGrb9fzvoPTdy//ss88+w549ezBu3Dh8/PHH8vJevXph0aJFQpqkepLJZLh6KRVRB4/jt1vVh8hrScQY7vUGRo8fBp02yku2K8orkJf3GBKJBJ04lZyIiIiIiKjOBCXdGRkZ8kXpfyYWi1FSUtLgoOjFZDIZrl25gaiDx3E7PQMAIBa3gqfXGxg93gO6em2U1td/p5JLYdHODO3amys1mSciIiIiImrpBCXdNjY2uHr1ao2d3mJiYtClSxelBEaKZDIZrl+9ga+/Oo5bN38DALQSa2LYqCHwmjAMevrKnQZfXFyCosJiGLTVh5U1p5ITEREREVHTJGDF9N9KUNIdEBCAuXPnoqysDDKZDMnJyTh06BDWrVuHL774QtkxvvLSb9zG8SM/yJNtzVaa8BgxCGMmekLfQE+pfVVUVCIvNx8SLS107GwLM3MTTiUnIiIiIiISSFDSPXPmTEgkEixfvhylpaWYPHkyzM3NsXXrVvj6+io7xldW7sM8LJ4XiksXUwAAmpoaGDp8IMb6DIdBW32l9lVVVYWC/EI8eyaFuYUpLK0sOJWciIiIiIiogQQfGTZlyhRMmTIFpaWlKC4uhrGxsTLjIgD6bfXwMCcXGhrqGPiGKyZO9kJbQ+Vvaf/nqeTVu5IbQE1NTen9EBERERERvWoEJ90A8OjRI6SnpwMA1NTUYGhoqJSgqJqGhgZWfhqIB/dzYGRsqPTzsCsqKpGf+xhaWmJOJSciIiIiImoEgoYzS0pKMGPGDJiZmWHgwIEYOHAgzMzM8I9//AOlpaX1amv79u2wtraGlpYWXFxckJyc/NL6W7ZsQadOnSCRSGBpaYmFCxeirKxMfn3FihUQiUQKn86dOwt5zCbBsYc92r6m3NHtqqoq5Oc+xuO8AphZmMChhz3aW7djwk1ERERERKRkgpLugIAA/PTTT/juu+9QUFCAgoICHDt2DD/99BM+/PDDOrdz+PBhBAQEICQkBFeuXIGTkxM8PT3x8OHDWusfPHgQgYGBCAkJQVpaGsLCwnD48GEsXbpUoV7Xrl2RnZ0t/5w7d07IY7ZIxcUleJD9EBJtCbo5dUEnezu00dVRdVhEREREREQtkqDp5UeOHME333yDwYMHy8tGjhwJiUSCN998Ezt37qxTO5s2bYK/vz/eeecdAMCuXbvw/fffY+/evQgMDKxR//z583Bzc8PkyZMBANbW1pg0aRIuXryo+FAaGjA1NRXyaC1WZWUl8h49hlgsRodO1VPJW4lbqTosIiIiIiKiFk3QSHdpaSlMTExqlBsbG9d5enlFRQUuX74Md3f3/wajpgZ3d3dcuHCh1nv69euHy5cvy6eg//bbbzh58iRGjhypUO/WrVswNzeHra0tpkyZgqysrJfGUl5ejqKiIoVPS1FVVYX8vALk51ZPJXd0toeVjSUTbiIiIiIi+ls9evQIs2fPRvv27SEWi2FqagpPT08kJiYCAEQiEaKjoxul719//RVjx46FoaEhdHV10b9/f8TFxTVKX/9LUNLt6uqKkJAQhbXUT58+RWhoKFxdXevURm5uLqRSaY3k3cTEBA8ePKj1nsmTJ2PlypXo378/NDU18frrr2Pw4MEK08tdXFwQHh6OmJgY7Ny5ExkZGRgwYACePHnywljWrVsHPT09+cfS0rJOz9DUlRSX4kH2Q2hpidHVqTOnkhMRERERkcp4e3vjl19+QUREBH799VccP34cgwcPRl5eXqP3PXr0aDx79gxnzpzB5cuX4eTkhNGjR78w91QmQUn31q1bkZiYiHbt2mHo0KEYOnQoLC0tcf78eWzdulXZMcrFx8dj7dq12LFjB65cuYKjR4/i+++/x6pVq+R1RowYAR8fHzg6OsLT0xMnT55EQUEBvv766xe2u2TJEhQWFso/d+/ebbRn+DtUVlYiJ/sRKsorYdfRFo497GFsYshjwIiIiIiISCUKCgqQkJCA9evXY8iQIbCyskKfPn2wZMkSjBkzBtbW1gCA8ePHQyQSyb8DwLFjx+Ds7AwtLS3Y2toiNDQUz549k18XiUTYuXMnRowYAYlEAltbW3zzzTfy67m5ubh16xYCAwPh6OiIDh064OOPP0ZpaSlSU1Mb/dkFrenu1q0bbt26hQMHDuDmzZsAgEmTJmHKlCmQSCR1asPQ0BDq6urIyclRKM/JyXnheuygoCBMnToVM2fOBAA4ODigpKQEs2bNwrJly2pNKvX19dGxY0fcvn37hbGIxWKIxeI6xd2UVVVVoeBxESoqKmBqaox2VubQ1Wuj6rCIiIiIiKiRyGQySCue/XXFRqDeSgMikahOdXV0dKCjo4Po6Gj07du3Rv71888/w9jYGPv27cPw4cOhrq4OAEhISICfnx+2bduGAQMG4M6dO5g1axYAICQkRH5/UFAQPv74Y2zduhX79++Hr68vrl+/ji5duuC1115Dp06d8OWXX8LZ2RlisRi7d++GsbExevbsqaS38WKCz+nW1taGv7+/4I5btWqFnj17IjY2FuPGjQNQnTTGxsZi3rx5td5TWlpaI7F+/sOQyWS13lNcXIw7d+5g6tSpgmNtDkqKS1FQUAR9fV107PI6DI3acmSbiIiIiKiFk1Y8w/cf7VJJ36M+eQ8a4rodO6yhoYHw8HD4+/tj165dcHZ2xqBBg+Dr6wtHR0cYGRkBqB40/fMgbGhoKAIDAzFt2jQAgK2tLVatWoXFixcrJN0+Pj7ywdlVq1bh9OnT+Oyzz7Bjxw6IRCL8+OOPGDduHNq0aQM1NTUYGxsjJiYGBgbKPZ65NoKysnXr1mHv3r01yvfu3Yv169fXuZ2AgADs2bMHERERSEtLw+zZs1FSUiLfzdzPzw9LliyR1/fy8sLOnTsRGRmJjIwMnD59GkFBQfDy8pIn34sWLcJPP/2EzMxMnD9/HuPHj4e6ujomTZok5FGbvMrKSjy4/wjl5RWw62gDJ+eunEpORERERERNjre3N+7fv4/jx49j+PDhiI+Ph7OzM8LDw194T0pKClauXCkfKdfR0YG/vz+ys7MVNvH+373FXF1dkZaWBqB6gHbu3LkwNjZGQkICkpOTMW7cOHh5eSE7O7tRnvXPBI107969GwcPHqxR3rVrV/j6+uKf//xnndp566238OjRIwQHB+PBgwfo3r07YmJi5JurZWVlKSSPy5cvh0gkwvLly3Hv3j0YGRnBy8sLa9askdf5448/MGnSJOTl5cHIyAj9+/dHUlKS/C8nLUVVVRUKC4pQXl4BUzNOJSciIiIiehWpt9LAqE/eU1nf9aWlpQUPDw94eHggKCgIM2fOREhICKZPn15r/eLiYoSGhmLChAm1tlUXZ86cwYkTJ/D48WPo6uoCAHbs2IHTp08jIiKi1uOqlUlQ0v3gwQOYmZnVKDcyMqr3XwrmzZv3wunk8fHxCt81NDQQEhKiMI3gf0VGRtar/+aotKR6Krmeni7sOtnCyPg1jmwTEREREb2CRCJRnad4N0X29vbyY8I0NTUhlUoVrjs7OyM9PR12dnYvbScpKQl+fn4K33v06AEA8hHx/82Z1NTUUFVV1dBH+EuCkm5LS0skJibCxsZGoTwxMRHm5uZKCYxqqqysRF5uAVq10sTrHWxgbmECsVbz3wCOiIiIiIhatry8PPj4+GDGjBlwdHREmzZtcOnSJWzYsAFjx44FAFhbWyM2NhZubm4Qi8UwMDBAcHAwRo8ejfbt22PixIlQU1NDSkoKUlNTsXr1ann7UVFR6NWrF/r3748DBw4gOTkZYWFhAKqnmhsYGGDatGkIDg6GRCLBnj17kJGRgVGjRjX6swtKuv39/bFgwQJUVlbijTfeAADExsZi8eLF+PDDD5UaIFV7UlQMiEQwNTXiVHIiIiIiImpWdHR04OLigs2bN+POnTuorKyEpaUl/P39sXTpUgDAxo0b5ft+WVhYIDMzE56enjhx4gRWrlyJ9evXQ1NTE507d5ZvmvZcaGgoIiMjMWfOHJiZmeHQoUOwt7cHUH1yVkxMDJYtW4Y33ngDlZWV6Nq1K44dOwYnJ6dGf3aR7EXbfr+ETCZDYGAgtm3bhoqKCgDV8+n/+c9/Ijg4WOlB/t2Kioqgp6eHwsJC+Zx/VXn27Bl++fk6AKC9TTtOJSciIiIiekWVlZUhIyMDNjY2dV7P/CoQiUT49ttv5adi/V3q+vMQNNItEomwfv16BAUFIS0tDRKJBB06dGgRZ103NRoaGrDrZANtbQmnkhMRERERETUzgs/pBqqnCPTu3VtZsdALGLTVV3UIREREREREJECDkm4iIiIiIiIiVRKwYvpvxcXBRERERERERI2ESTcRERERERFRI2HSTURERERERNRIBK/pvnXrFuLi4vDw4UNUVVUpXGsJx4YRERERERERNZSgpHvPnj2YPXs2DA0NYWpqCpFIJL8mEomYdBMRERERERFBYNK9evVqrFmzBv/85z+VHQ8RERERERFRiyFoTffjx4/h4+Oj7FiIiIiIiIiIWhRBSbePjw9OnTql7FiIiIiIiIiohXr06BFmz56N9u3bQywWw9TUFJ6enkhMTARQvVQ5Ojq6Ufpes2YN+vXrB21tbejr69daZ/78+ejZsyfEYjG6d++utL4FTS+3s7NDUFAQkpKS4ODgAE1NTYXr8+fPV0pwRERERERE1DJ4e3ujoqICERERsLW1RU5ODmJjY5GXl9fofVdUVMDHxweurq4ICwt7Yb0ZM2bg4sWLuHbtmtL6FslkMll9b7KxsXlxgyIRfvvttwYFpWpFRUXQ09NDYWEhdHV1VR0OERERERERysrKkJGRARsbG2hpaak6nHopKCiAgYEB4uPjMWjQoBrXra2t8fvvv8u/W1lZITMzEwBw7NgxhIaG4saNGzA3N8e0adOwbNkyaGhUjyGLRCLs2LEDx48fR3x8PMzMzLBhwwZMnDixRj/h4eFYsGABCgoKXhjrihUrEB0djatXr770mer68xA00p2RkSHkNiIiIiIiIlIimUyGyvJKlfStKdZUOMnqZXR0dKCjo4Po6Gj07dsXYrFY4frPP/8MY2Nj7Nu3D8OHD4e6ujoAICEhAX5+fti2bRsGDBiAO3fuYNasWQCAkJAQ+f1BQUH4+OOPsXXrVuzfvx++vr64fv06unTpoqSnFU7wOd3PPR8or+vLJiIiIiIiIuWoLK/EBp/VKul7cdRytNJqVae6GhoaCA8Ph7+/P3bt2gVnZ2cMGjQIvr6+cHR0hJGREQBAX18fpqam8vtCQ0MRGBiIadOmAQBsbW2xatUqLF68WCHp9vHxwcyZMwEAq1atwunTp/HZZ59hx44dynpcwQRtpAYAX375JRwcHCCRSCCRSODo6Ij9+/crMzYiIiIiIiJqIby9vXH//n0cP34cw4cPR3x8PJydnREeHv7Ce1JSUrBy5Ur5SLmOjg78/f2RnZ2N0tJSeT1XV1eF+1xdXZGWltZYj1Ivgka6N23ahKCgIMybNw9ubm4AgHPnzuG9995Dbm4uFi5cWOe2tm/fjk8++QQPHjyAk5MTPvvsM/Tp0+eF9bds2YKdO3ciKysLhoaGmDhxItatW6cwh76+bRIRERERETVHmmJNLI5arrK+60tLSwseHh7w8PBAUFAQZs6ciZCQEEyfPr3W+sXFxQgNDcWECRNqbas5EJR0f/bZZ9i5cyf8/PzkZWPGjEHXrl2xYsWKOifdhw8fRkBAAHbt2gUXFxds2bIFnp6eSE9Ph7GxcY36Bw8eRGBgIPbu3Yt+/frh119/xfTp0yESibBp0yZBbRIRERERETVXIpGozlO8myJ7e3v5MWGampqQSqUK152dnZGeng47O7uXtpOUlKSQnyYlJaFHjx5Kj1cIQUl3dnY2+vXrV6O8X79+yM7OrnM7mzZtgr+/P9555x0AwK5du/D9999j7969CAwMrFH//PnzcHNzw+TJkwFU73A3adIkXLx4UXCbRERERERE1Ljy8vLg4+ODGTNmwNHREW3atMGlS5ewYcMGjB07FkB1fhcbGws3NzeIxWIYGBggODgYo0ePRvv27TFx4kSoqakhJSUFqampWL36v2vZo6Ki0KtXL/Tv3x8HDhxAcnKywtFgWVlZyM/PR1ZWFqRSqXxncjs7O+jo6AAAbt++jeLiYjx48ABPnz6V17G3t0erVsL/sCFoTbednR2+/vrrGuWHDx9Ghw4d6tRGRUUFLl++DHd39/8Go6YGd3d3XLhwodZ7+vXrh8uXLyM5ORkA8Ntvv+HkyZMYOXKk4DaJiIiIiIioceno6MDFxQWbN2/GwIED0a1bNwQFBcHf3x+ff/45AGDjxo04ffo0LC0t5aPUnp6eOHHiBE6dOoXevXujb9++2Lx5M6ysrBTaDw0NRWRkJBwdHfHll1/i0KFDsLe3l18PDg5Gjx49EBISguLiYvTo0QM9evTApUuX5HVmzpyJHj16YPfu3fj111/lde7fv9+gZxc00h0aGoq33noLZ8+ela/pTkxMRGxsbK3JeG1yc3MhlUphYmKiUG5iYoKbN2/Wes/kyZORm5uL/v37QyaT4dmzZ3jvvfewdOlSwW0CQHl5OcrLy+Xfi4qK6vQMRERERERE9NfEYjHWrVuHdevWvbCOl5cXvLy8apR7enrC09Pzpe2bm5vj1KlTL7weHh7+0g3bACA+Pv6l14USNNLt7e2NixcvwtDQENHR0YiOjoahoSGSk5Mxfvx4ZccoFx8fj7Vr12LHjh24cuUKjh49iu+//x6rVq1qULvr1q2Dnp6e/GNpaamkiImIiIiIiOhVJvic7p49e+Krr74S3LGhoSHU1dWRk5OjUJ6Tk6NwLtufBQUFYerUqfLz1xwcHFBSUoJZs2Zh2bJlgtoEgCVLliAgIED+vaioiIk3ERERERERNVidR7r/POW6qKjopZ+6aNWqFXr27InY2Fh5WVVVFWJjY2ucsfZcaWkp1NQUQ1ZXVwcAyGQyQW0C1VMddHV1FT5ERERERETU9MlkMowbN07VYbxQnUe6DQwMkJ2dDWNjY+jr60MkEtWoI5PJIBKJamzz/iIBAQGYNm0aevXqhT59+mDLli0oKSmR7zzu5+cHCwsL+bx/Ly8vbNq0CT169ICLiwtu376NoKAgeHl5yZPvv2qTiIiIiIiI6O9S56T7zJkzaNu2LQAgLi5OKZ2/9dZbePToEYKDg/HgwQN0794dMTEx8o3QsrKyFEa2ly9fDpFIhOXLl+PevXswMjKCl5cX1qxZU+c2iYiIiIiIiP4uIplMJqvvTVlZWbC0tKwx2i2TyXD37l20b99eaQGqQlFREfT09FBYWMip5kRERERE1CSUlZUhIyMDNjY20NLSUnU4r7y6/jwE7V5uY2ODR48e1SjPz8+HjY2NkCaJiIiIiIiIWhxBSffztdv/q7i4mH9xISIiIiIiIvp/9Toy7PmxWiKRCEFBQdDW1pZfk0qluHjxIrp3767UAImIiIiIiIiaq3ol3b/88guA6pHu69evo1WrVvJrrVq1gpOTExYtWqTcCImIiIiIiIiaqXpNL4+Li0NcXBymTZuGf//73/LvcXFx+OGHH7B792506NChsWIlIiIiIiKiZurRo0eYPXs22rdvD7FYDFNTU3h6eiIxMRFA9Yzq6OjoRul7zZo16NevH7S1taGvr1/jel5eHoYPHw5zc3OIxWJYWlpi3rx5KCoqanDf9Rrpfm7fvn0N7piIiIiIiIheHd7e3qioqEBERARsbW2Rk5OD2NhY5OXlNXrfFRUV8PHxgaurK8LCwmpcV1NTw9ixY7F69WoYGRnh9u3bmDt3LvLz83Hw4MEG9S3oyDAAuHTpEr7++mtkZWWhoqJC4drRo0cbFJSq8cgwIiIiIiJqaprzkWEFBQUwMDBAfHw8Bg0aVOO6tbU1fv/9d/l3KysrZGZmAgCOHTuG0NBQ3LhxA+bm5pg2bRqWLVsGDY3qMWSRSIQdO3bg+PHjiI+Ph5mZGTZs2ICJEyfW6Cc8PBwLFixAQUHBX8a8bds2fPLJJ7h7926t1xv1yLDIyEj069cPaWlp+Pbbb1FZWYn//Oc/OHPmDPT09IQ0SURERERERPUkk8lQ/rRcJZ/6jN/q6OhAR0cH0dHRKC8vr3H9559/BlA9qzo7O1v+PSEhAX5+fvjggw9w48YN7N69G+Hh4VizZo3C/UFBQfD29kZKSgqmTJkCX19fpKWlCX6v9+/fx9GjR2v9A0F9CRrpdnR0xLvvvou5c+eiTZs2SElJgY2NDd59912YmZkhNDS0wYGpEke6iYiIiIioqaltZLX8aTlmD12oknh2xm6GWCKuc/0jR47A398fT58+hbOzMwYNGgRfX184OjoCqB6x/vbbbzFu3Dj5Pe7u7hg6dCiWLFkiL/vqq6+wePFi3L9/X37fe++9h507d8rr9O3bF87OztixY4dCDH810j1p0iQcO3YMT58+hZeXF77++usXjmI36kj3nTt3MGrUKADVu5aXlJRAJBJh4cKF+Ne//iWkSSIiIiIiImrBvL29cf/+fRw/fhzDhw9HfHw8nJ2dER4e/sJ7UlJSsHLlSvlIuY6ODvz9/ZGdnY3S0lJ5PVdXV4X7XF1dBY10b968GVeuXMGxY8dw584d+bHZDSFoIzUDAwM8efIEAGBhYYHU1FQ4ODigoKBA4cGJiIiIiIio8bTSaoWdsZtV1nd9aWlpwcPDAx4eHggKCsLMmTMREhKC6dOn11q/uLgYoaGhmDBhQq1tKZupqSlMTU3RuXNntG3bFgMGDEBQUBDMzMwEtyko6R44cCBOnz4NBwcH+Pj44IMPPsCZM2dw+vRpDB06VHAwREREREREVHcikaheU7ybGnt7e/kxYZqampBKpQrXnZ2dkZ6eDjs7u5e2k5SUBD8/P4XvPXr0aFBsVVVVAFDrGvT6EJR0f/755ygrKwMALFu2DJqamjh//jy8vb2xfPnyBgVERERERERELUteXh58fHwwY8YMODo6ok2bNrh06RI2bNiAsWPHAqjewTw2NhZubm4Qi8UwMDBAcHAwRo8ejfbt22PixIlQU1NDSkoKUlNTsXr1ann7UVFR6NWrF/r3748DBw4gOTlZ4WiwrKws5OfnIysrC1KpFFevXgUA2NnZQUdHBydPnkROTg569+4NHR0d/Oc//8FHH30ENzc3WFtbN+jZBR8Z1pJxIzUiIiIiImpqmvORYeXl5VixYgVOnTqFO3fuoLKyEpaWlvDx8cHSpUshkUjw3XffISAgAJmZmbCwsJAfGfbDDz9g5cqV+OWXX6CpqYnOnTtj5syZ8Pf3B1A92r99+3ZER0fj7NmzMDMzw/r16/Hmm2/K+58+fToiIiJqxBUXF4fBgwcjLi4Oy5Ytw40bN1BeXg5LS0tMmDABgYGB0NfXr/WZ6vrzqHPSXVRUVJdqANDsE1Um3URERERE1NQ056S7MdW26/nfoa4/jzpPL9fX14dIJHppHZlMBpFIVGMePhEREREREdGrqM5Jd1xcXGPGQURERERERNTi1DnpHjRoUGPGQURERERERFRvTX2bMjWhNyYkJODtt99Gv379cO/ePQDA/v37ce7cOaUFR0RERERERNScCUq6jxw5Ak9PT0gkEly5ckV+bllhYSHWrl2r1ACJiIiIiIiImitBSffq1auxa9cu7NmzB5qamvJyNzc3XLlypd7tbd++HdbW1tDS0oKLiwuSk5NfWHfw4MEQiUQ1PqNGjZLXmT59eo3rw4cPr3dcRERERERERA1R5zXdf5aeno6BAwfWKNfT00NBQUG92jp8+DACAgKwa9cuuLi4YMuWLfD09ER6ejqMjY1r1D969CgqKirk3/Py8uDk5AQfHx+FesOHD8e+ffvk38Vicb3iIiIiIiIiImooQSPdpqamuH37do3yc+fOwdbWtl5tbdq0Cf7+/njnnXdgb2+PXbt2QVtbG3v37q21ftu2bWFqair/nD59Gtra2jWSbrFYrFDPwMCgXnERERERERERNZSgpNvf3x8ffPABLl68CJFIhPv37+PAgQNYtGgRZs+eXed2KioqcPnyZbi7u/83IDU1uLu748KFC3VqIywsDL6+vmjdurVCeXx8PIyNjdGpUyfMnj0beXl5L2yjvLwcRUVFCh8iIiIiIiKihhI0vTwwMBBVVVUYOnQoSktLMXDgQIjFYixatAjvv/9+ndvJzc2FVCqFiYmJQrmJiQlu3rz5l/cnJycjNTUVYWFhCuXDhw/HhAkTYGNjgzt37mDp0qUYMWIELly4AHV19RrtrFu3DqGhoXWOm4iIiIiIiKgu6j3SLZVKkZCQgLlz5yI/Px+pqalISkrCo0ePsGrVqsaI8YXCwsLg4OCAPn36KJT7+vpizJgxcHBwwLhx43DixAn8/PPPiI+Pr7WdJUuWoLCwUP65e/fu3xA9ERERERHRq+PRo0eYPXs22rdvL18O7OnpicTERACASCRCdHR0o/S9Zs0a9OvXD9ra2tDX139hvfDwcDg6OkJLSwvGxsaYO3dug/uu90i3uro6hg0bhrS0NOjr68Pe3l5w54aGhlBXV0dOTo5CeU5ODkxNTV96b0lJCSIjI7Fy5cq/7MfW1haGhoa4ffs2hg4dWuO6WCzmRmtERERERESNyNvbGxUVFYiIiICtrS1ycnIQGxv70qXAylJRUQEfHx+4urrWmCn93KZNm7Bx40Z88skncHFxQUlJCTIzMxvct6A13d26dcNvv/3W4M5btWqFnj17IjY2Vl5WVVWF2NhYuLq6vvTeqKgolJeX4+233/7Lfv744w/k5eXBzMyswTETERERERFR/RQUFCAhIQHr16/HkCFDYGVlhT59+mDJkiUYM2YMrK2tAQDjx4+HSCSSfweAY8eOwdnZGVpaWrC1tUVoaCiePXsmvy4SibBz506MGDECEokEtra2+OabbxT6Dw0NxcKFC+Hg4FBrfI8fP8by5cvx5ZdfYvLkyXj99dfh6OiIMWPGNPjZBZ/TvWjRIpw4cQLZ2dkN2oQsICAAe/bsQUREBNLS0jB79myUlJTgnXfeAQD4+flhyZIlNe4LCwvDuHHj8NprrymUFxcX46OPPkJSUhIyMzMRGxuLsWPHws7ODp6enkIel4iIiIiIqEmSyWQoLX2qko9MJqtznDo6OtDR0UF0dDTKy8trXP/5558BAPv27UN2drb8e0JCAvz8/PDBBx/gxo0b2L17N8LDw7FmzRqF+4OCguDt7Y2UlBRMmTIFvr6+SEtLq3N8p0+fRlVVFe7du4cuXbqgXbt2ePPNN5Wy9FjQRmojR44EAIwZMwYikUheLpPJIBKJIJVK69zWW2+9hUePHiE4OBgPHjxA9+7dERMTI99cLSsrC2pqin8bSE9Px7lz53Dq1Kka7amrq+PatWuIiIhAQUEBzM3NMWzYMKxatYpTyImIiIiIqEV5+rQMfbsMV0nfSWkx0NaW1KmuhoYGwsPD4e/vj127dsHZ2RmDBg2Cr68vHB0dYWRkBADQ19dXWGocGhqKwMBATJs2DUD10uFVq1Zh8eLFCAkJkdfz8fHBzJkzAQCrVq3C6dOn8dlnn2HHjh11iu+3335DVVUV1q5di61bt0JPTw/Lly+Hh4cHrl27hlatWtWpnVqfXchNcXFxgjuszbx58zBv3rxar9W2+VmnTp1e+FcViUSCH374QZnhERERERERUQN5e3tj1KhRSEhIQFJSEv79739jw4YN+OKLLzB9+vRa70lJSUFiYqLCyLZUKkVZWRlKS0uhra0NADWWJ7u6uuLq1at1jq2qqgqVlZXYtm0bhg0bBgA4dOgQTE1NERcX16BZ0/VOuisrK7Fy5Urs2rULHTp0ENwxERERERERNYxEooWktBiV9V1fWlpa8PDwgIeHB4KCgjBz5kyEhIS8MOkuLi5GaGgoJkyYUGtbyvJ8/68/bxRuZGQEQ0NDZGVlNajteifdmpqauHbtWoM6JSIiIiIiooYTiUR1nuLdFNnb28uPCdPU1KyxVNnZ2Rnp6emws7N7aTtJSUnw8/NT+N6jR486x+Hm5gageilzu3btAAD5+fnIzc2FlZVVndupjaDp5W+//TbCwsLw8ccfN6hzIiIiIiIiavny8vLg4+ODGTNmwNHREW3atMGlS5ewYcMGjB07FgBgbW2N2NhYuLm5QSwWw8DAAMHBwRg9ejTat2+PiRMnQk1NDSkpKUhNTcXq1avl7UdFRaFXr17o378/Dhw4gOTkZIWjwbKyspCfn4+srCxIpVL51HM7Ozvo6OigY8eOGDt2LD744AP861//gq6uLpYsWYLOnTtjyJAhDXp2QUn3s2fPsHfvXvz444/o2bMnWrdurXB906ZNDQqKiIiIiIiIWg4dHR24uLhg8+bNuHPnDiorK2FpaQl/f38sXboUALBx40b56VYWFhbIzMyEp6cnTpw4gZUrV2L9+vXQ1NRE586d5ZumPRcaGorIyEjMmTMHZmZmOHTokMJU8eDgYERERMi/Px8Fj4uLw+DBgwEAX375JRYuXIhRo0ZBTU0NgwYNQkxMDDQ1NRv07CJZffZ5/38vy/RFIhHOnDnToKBUraioCHp6eigsLISurq6qwyEiIiIiIkJZWRkyMjJgY2Oj1PXMzZ1IJMK3336LcePG/a391vXn0SR2LyciIiIiIiJqidT+usrL/fHHH/jjjz+UEQsRERERERFRiyIo6a6qqsLKlSuhp6cHKysrWFlZQV9fH6tWrUJVVZWyYyQiIiIiIiKqlUwm+9unlteHoOnly5Ytk+9e/nxr9XPnzmHFihUoKytTOLiciIiIiIiI6FUlKOmOiIjAF198gTFjxsjLHB0dYWFhgTlz5jDpJiIiIiIiaiQC9sKmRlDXn4Og6eX5+fno3LlzjfLOnTsjPz9fSJNERERERET0Es+PriotLVVxJAT89+fwV0eKCRrpdnJywueff45t27YplH/++edwcnIS0iQRERERERG9hLq6OvT19fHw4UMAgLa2NkQikYqjevXIZDKUlpbi4cOH0NfXh7q6+kvrC0q6N2zYgFGjRuHHH3+Eq6srAODChQu4e/cuTp48KaRJIiIiIiIi+gumpqYAIE+8SXX09fXlP4+XEckELgi4d+8eduzYgZs3bwIAunTpgjlz5sDc3FxIc01KUVER9PT0UFhYCF1dXVWHQ0REREREpEAqlaKyslLVYbyyNDU1/3KE+znBSXdLxqSbiIiIiIiIlEHQRmr79u1DVFRUjfKoqChEREQ0OCgiIiIiIiKilkBQ0r1u3ToYGhrWKDc2NsbatWsbHBQRERERERFRSyAo6c7KyoKNjU2NcisrK2RlZTU4KCIiIiIiIqKWQFDSbWxsjGvXrtUoT0lJwWuvvdbgoIiIiIiIiIhaAkFJ96RJkzB//nzExcVBKpVCKpXizJkz+OCDD+Dr61vv9rZv3w5ra2toaWnBxcUFycnJL6w7ePBgiESiGp9Ro0bJ68hkMgQHB8PMzAwSiQTu7u64deuWkEclIiIiIiIiEkxQ0r1q1Sq4uLhg6NChkEgkkEgkGDZsGN544416r+k+fPgwAgICEBISgitXrsDJyQmenp4vPHfu6NGjyM7Oln9SU1Ohrq4OHx8feZ0NGzZg27Zt2LVrFy5evIjWrVvD09MTZWVlQh6XiIiIiIiISJAGHRl269YtXL16FRKJBA4ODrCysqp3Gy4uLujduzc+//xzAEBVVRUsLS3x/vvvIzAw8C/v37JlC4KDg5GdnY3WrVtDJpPB3NwcH374IRYtWgQAKCwshImJCcLDw+s0Es8jw4iIiIiIiEgZBI10P9ehQweYm5vDw8NDUMJdUVGBy5cvw93d/b8BqanB3d0dFy5cqFMbYWFh8PX1RevWrQEAGRkZePDggUKbenp6cHFxqXObRERERERERMrQoKQbAEaMGIF79+4Jujc3NxdSqRQmJiYK5SYmJnjw4MFf3p+cnIzU1FTMnDlTXvb8vvq0WV5ejqKiIoUPERERERERUUM1OOluwOz0BgsLC4ODgwP69OnToHbWrVsHPT09+cfS0lJJERIREREREdGrrMFJd0MYGhpCXV0dOTk5CuU5OTkwNTV96b0lJSWIjIzEP/7xD4Xy5/fVp80lS5agsLBQ/rl79259H4WIiIiIiIiohgYn3bt3764xlbuuWrVqhZ49eyI2NlZeVlVVhdjYWLi6ur703qioKJSXl+Ptt99WKLexsYGpqalCm0VFRbh48eIL2xSLxdDV1VX4EBERERERETVUg5PuyZMnQyqVIjo6GmlpafW+PyAgAHv27EFERATS0tIwe/ZslJSU4J133gEA+Pn5YcmSJTXuCwsLw7hx4/Daa68plItEIixYsACrV6/G8ePHcf36dfj5+cHc3Bzjxo0T9IxEREREREREQmgIuenNN9/EwIEDMW/ePDx9+hS9evVCZmYmZDIZIiMj4e3tXee23nrrLTx69AjBwcF48OABunfvjpiYGPnoeVZWFtTUFP82kJ6ejnPnzuHUqVO1trl48WKUlJRg1qxZKCgoQP/+/RETEwMtLS0hj0tEREREREQkiKBzuk1NTfHDDz/AyckJBw8eREhICFJSUhAREYF//etf+OWXXxoj1r8Nz+kmIiIiIiIiZRA0vbywsBBt27YFAMTExMDb2xva2toYNWoUbt26pdQAiYiIiIiIiJorQUm3paUlLly4gJKSEsTExGDYsGEAgMePH3MKNxEREREREdH/E7Sme8GCBZgyZQp0dHRgZWWFwYMHAwDOnj0LBwcHZcZHRERERERE1GwJWtMNAJcuXcLdu3fh4eEBHR0dAMD3338PfX19uLm5KTXIvxvXdBMREREREZEyCE66/0wqleL69euwsrKCgYGBMuJSKSbdREREREREpAyC1nQvWLAAYWFhAKoT7kGDBsHZ2RmWlpaIj49XZnxEREREREREzZagpPubb76Bk5MTAOC7775DRkYGbt68iYULF2LZsmVKDZCIiIiIiIiouRKUdOfm5sLU1BQAcPLkSfj4+KBjx46YMWMGrl+/rtQAiYiIiIiIiJorQUm3iYkJbty4AalUipiYGHh4eAAASktLoa6urtQAiYiIiIiIiJorQUeGvfPOO3jzzTdhZmYGkUgEd3d3AMDFixfRuXNnpQZIRERERERE1FwJSrpXrFiBbt264e7du/Dx8YFYLAYAqKurIzAwUKkBEhERERERETVXSjkyrKXhkWFERERERESkDILWdAPATz/9BC8vL9jZ2cHOzg5jxoxBQkKCMmMjIiIiIiIiatYEJd1fffUV3N3doa2tjfnz52P+/PmQSCQYOnQoDh48qOwYiYiIiIiIiJolQdPLu3TpglmzZmHhwoUK5Zs2bcKePXuQlpamtABVgdPLiYiIiIiISBkEjXT/9ttv8PLyqlE+ZswYZGRkNDgoIiIiIiIiopZAUNJtaWmJ2NjYGuU//vgjLC0tGxwUERERERERUUsg6MiwDz/8EPPnz8fVq1fRr18/AEBiYiLCw8OxdetWpQZIRERERERE1FwJPjLs22+/xcaNG+Xrt7t06YKPPvoIY8eOVWqAqlBYWAh9fX3cvXuXa7qJiIiIiF5Rbdq0gUgkUnUY1MzVO+l+9uwZ1q5dixkzZqBdu3aNFZdK/fHHH5wmT0RERET0iuPGyqQMgka6dXR0kJqaCmtr60YISfWqqqpw//79JvGXraKiIlhaWnLUvZ743oThexOG700Yvjdh+N6E4XsThu9NGL43YZrie2sK+QA1f4LWdA8dOhQ//fRTi0261dTUmtwovq6ubpP5P5/mhO9NGL43YfjehOF7E4bvTRi+N2H43oThexOG741aGkFJ94gRIxAYGIjr16+jZ8+eaN26tcL1MWPGKCU4IiIiIiIiouZMUNI9Z84cAMCmTZtqXBOJRJBKpQ2LioiIiIiIiKgFEJR0V1VVKTsOegGxWIyQkBCIxWJVh9Ks8L0Jw/cmDN+bMHxvwvC9CcP3JgzfmzB8b8LwvVFLJfjIMCIiIiIiIiJ6ObX6VD5z5gzs7e1RVFRU41phYSG6du2Ks2fPKi04IiIiIiIiouasXkn3li1b4O/vX+tugnp6enj33XexefNmpQVHRERERERE1JzVK+lOSUnB8OHDX3h92LBhuHz5coODomrjx4+HgYEBJk6cqOpQmpW7d+9i8ODBsLe3h6OjI6KiolQdUrNQUFCAXr16oXv37ujWrRv27Nmj6pCajdLSUlhZWWHRokWqDqVZsba2hqOjI7p3744hQ4aoOpxmISMjA0OGDIG9vT0cHBxQUlKi6pCahfT0dHTv3l3+kUgkiI6OVnVYTd7mzZvRtWtX2NvbY/78+eCKxLr59NNP0bVrV3Tr1g1fffWVqsNp0mr7XTc5ORldu3aFnZ0dVq5cqcLoiJSnXmu6tbS0kJqaCjs7u1qv3759Gw4ODnj69KnSAnyVxcfH48mTJ4iIiMA333yj6nCajezsbOTk5KB79+548OABevbsiV9//bXG0XakSCqVory8HNra2igpKUG3bt1w6dIlvPbaa6oOrclbtmwZbt++DUtLS3z66aeqDqfZsLa2RmpqKnR0dFQdSrMxaNAgrF69GgMGDEB+fj50dXWhoSFoT9RXVnFxMaytrfH777/z34WXePToEfr27Yv//Oc/0NTUxMCBA/Hpp5/C1dVV1aE1adevX8e0adNw/vx5yGQyDBkyBDExMdDX11d1aE1Sbb/r9u7dG2FhYejatSvc3NywZ88eODg4qDhSooap10i3hYUFUlNTX3j92rVrMDMza3BQVG3w4MFo06aNqsNodszMzNC9e3cAgKmpKQwNDZGfn6/aoJoBdXV1aGtrAwDKy8shk8k4qlEHt27dws2bNzFixAhVh0It3PPkZ8CAAQCAtm3bMuEW4Pjx4xg6dCgT7jp49uwZysrKUFlZicrKShgbG6s6pCYvLS0Nrq6u0NLSgkQigZOTE2JiYlQdVpP1v7/r3r9/H8+ePYOjoyPU1dXh6+uLEydOqDBCIuWoV9I9cuRIBAUFoaysrMa1p0+fIiQkBKNHj1ZacEQNdfnyZUilUlhaWqo6lGahoKAATk5OaNeuHT766CMYGhqqOqQmb9GiRVi3bp2qw2iWRCIRBg0ahN69e+PAgQOqDqfJu3XrFnR0dODl5QVnZ2esXbtW1SE1S19//TXeeustVYfR5BkZGWHRokVo3749zM3N4e7ujtdff13VYTV53bp1Q3x8PAoKCvD48WPEx8fj3r17qg6r2bh//z4sLCzk3y0sLPj+qEWo15/Ily9fjqNHj6Jjx46YN28eOnXqBAC4efMmtm/fDqlUimXLljVKoET1lZ+fDz8/P65Nrgd9fX2kpKQgJycHEyZMwMSJE2FiYqLqsJqsY8eOoWPHjujYsSPOnz+v6nCanXPnzsHCwgLZ2dlwd3eHg4MDHB0dVR1Wk/Xs2TMkJCTg6tWrMDY2xvDhw9G7d294eHioOrRmo6ioCOfPn0dkZKSqQ2nyHj9+jBMnTiAzMxMSiQQjRozA2bNnMXDgQFWH1qQ9X//+xhtvQE9PD3379oW6urqqwyIiFavXSLeJiQnOnz+Pbt26YcmSJRg/fjzGjx+PpUuXolu3bjh37hx/Qacmoby8HOPGjUNgYCD69eun6nCaHRMTEzg5OSEhIUHVoTRpSUlJiIyMhLW1NRYtWoQ9e/Zw05d6eD6aYWZmhpEjR+LKlSsqjqhps7CwQK9evWBpaQmxWIyRI0fi6tWrqg6rWTl27BiGDRsGLS0tVYfS5P3444+ws7ND27ZtIZFIMGrUKCQlJak6rGbh3XffxZUrVxAXFwdNTU106NBB1SE1G+bm5goj2/fu3YO5ubkKIyJSjnol3QBgZWWFkydPIjc3FxcvXkRSUhJyc3Nx8uRJ2NjYNEaMRPUik8kwffp0vPHGG5g6daqqw2k2cnJy8OTJEwBAYWEhzp49K5/NQrVbt24d7t69i8zMTHz66afw9/dHcHCwqsNqFkpKSuT/fSsuLsaZM2fQtWtXFUfVtPXu3RsPHz7E48ePUVVVhbNnz6JLly6qDqtZ4dTyurO0tMT58+dRVlYGqVSK+Ph4/ptQRw8fPgRQvWt+cnIyPD09VRxR82Fubg51dXVcu3YNUqkUkZGR8PLyUnVYRA0meAcWAwMD9O7dW5mx0P9wd3dHSkoKSkpK0K5dO0RFRXHX0DpITEzE4cOH4ejoKD8SZv/+/dz58i/8/vvvmDVrlnwDtffff5/vjBpNTk4Oxo8fD6B653x/f3/+m/IXNDQ0sHbtWgwcOBAymQzDhg3jPir1UFhYiOTkZBw5ckTVoTQLffv2xciRI9GjRw+oqalh6NChGDNmjKrDahbGjh2LwsJCtG7dGvv27eOGhy9R2++6n3/+OSZNmoSysjJMnTqVv4tQi1CvI8OIiIiIiIiIqO7qPb2ciIiIiIiIiOqGSTcRERERERFRI2HSTURERERERNRImHQTERERERERNRIm3URERERERESNhEk3ERERERERUSNh0k1ERERERETUSJh0ExHRK0MkEiE6OrrR+xk8eDAWLFjQ6P0QERFR08ekm4iIWowHDx7g/fffh62tLcRiMSwtLeHl5YXY2FhVh0ZERESvKA1VB0BERKQMmZmZcHNzg76+Pj755BM4ODigsrISP/zwA+bOnYubN2+qOkQiIiJ6BXGkm4iIWoQ5c+ZAJBIhOTkZ3t7e6NixI7p27YqAgAAkJSXJ6+Xm5mL8+PHQ1tZGhw4dcPz4cfm18PBw6OvrK7QbHR0NkUgk/75ixQp0794d+/fvh7W1NfT09ODr64snT568MLbvv/8eenp6OHDggPIemIiIiJoFJt1ERNTs5efnIyYmBnPnzkXr1q1rXP9zIh0aGoo333wT165dw8iRIzFlyhTk5+fXq787d+4gOjoaJ06cwIkTJ/DTTz/h448/rrXuwYMHMWnSJBw4cABTpkypVz9ERETU/DHpJiKiZu/27duQyWTo3LnzX9adPn06Jk2aBDs7O6xduxbFxcVITk6uV39VVVUIDw9Ht27dMGDAAEydOrXWdePbt2/HnDlz8N1332H06NH16oOIiIhaBq7pJiKiZk8mk9W5rqOjo/w/t27dGrq6unj48GG9+rO2tkabNm3k383MzGq08c033+Dhw4dITExE796969U+ERERtRwc6SYiomavQ4cOEIlEddosTVNTU+G7SCRCVVUVAEBNTa1GAl9ZWVmvNp7r0aMHjIyMsHfv3nr9UYCIiIhaFibdRETU7LVt2xaenp7Yvn07SkpKalwvKCioUztGRkZ48uSJQhtXr14VFNPrr7+OuLg4HDt2DO+//76gNoiIiKj5Y9JNREQtwvbt2yGVStGnTx8cOXIEt27dQlpaGrZt2wZXV9c6teHi4gJtbW0sXboUd+7cwcGDBxEeHi44po4dOyIuLg5HjhzBggULBLdDREREzReTbiIiahFsbW1x5coVDBkyBB9++CG6desGDw8PxMbGYufOnXVqo23btvjqq69w8uRJODg44NChQ1ixYkWD4urUqRPOnDmDQ4cO4cMPP2xQW0RERNT8iGRcaEZERERERETUKDjSTURERERERNRImHQTERERERERNRIm3URERERERESNhEk3ERERERERUSNh0k1ERERERETUSJh0ExERERERETUSJt1EREREREREjYRJNxEREREREVEjYdJNRERERERE1EiYdBMRERERERE1EibdRERERERERI2ESTcRERERERFRI/k/2vnIjFviDwMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-06-28, nucleus 8\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-06-28, nucleus 9\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 1\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 2\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 3\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 4\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 5\n" ] }, { "data": { "image/png": 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FXge3rKwsqNVqm/zmf+fOrmrg5+eHhg0bYsaMGYiJicGUKVOwb98+DBky5L7Hms/pTL3WrVsHAA53LS+KkrpXQPF+BjZv3gxfX1+8/fbbNvsKmnHemc/t/Zhbsn/55RdkZmYW6dgRI0ZgwYIFGDBgACIiIjBv3jysXr0aFy5cwOLFi4tUFhHRo+KBg+6cnJziqAfRf5anpycAIC0trdjzF7Vse8xjtGvWrGmzr1atWlZjuCMjIyGTybBhwwYAxi9zmzZtQpcuXaS6XLhwAYAxCPLz87N6fPXVV8jJybEZ81elShWH6nrp0iWH18DOH+yZu75bjjsvKkfLvHz5Ml566SVERERgwYIFNl+G+/bti5YtW2LYsGGoUKEC+vXrh40bNzodgF+9ehVBQUE2P76Yu8rmH4fv6P02v5fPPPOMzXu5c+dO3L592yp/y5Yt8cYbb+DIkSMIDw/H0KFD7ZZbo0YNm7QnnngCmZmZSExMRGJiIpKTk/Hll1/anNcc2OU/t6PXBACVKlWyeU+8vLwQHBxskwbkvb/O1KskPoeWPvnkEyxbtgzTpk3Dc889Z7XPxcXF7n/Ds7Ozpf1F9e+//6J9+/YYOnQoPvzwQ/To0QOTJ0/G4sWL8d1330k/8KSnpyM+Pl56mJcDM5+zqPUSRRHffPMN6tati7CwMKt9KSkpVue6e/duka+rJO6VWXF+Bi5duoSaNWta/bhyP858bu+nSpUqGDVqFL766iv4+voiPDwcixYtcng8d34DBgxAQECA3TkUiIjKgiKP6f7555+xfv167Nu3D9euXYPBYICbmxsaNmyIZ599FkOGDLnvshtElMfT0xNBQUE4ffq0Q/lr1aoFADh16hQaNGhQrGU/qKCgILRu3RobN27Ehx9+iEOHDiEuLg4ff/yxlMccOH7yyScF1j//mNUH+UJbkIKWnxEtxowX1DKk1+vtHu9ImYBxUqnAwED89NNPOHr0qM34VRcXF/z+++/Ys2cPtm/fjh07dmDDhg145plnsHPnzhJfOsfR+21+L9esWYOAgACb/fm/+Ofk5EgTLV26dAmZmZlwdXUtcv3M533ppZcwaNAgu3nyB15F+QwVdH/v9/46Uy9HPzPOWLVqFT744AO8/vrrmDBhgs3+wMBA7NmzB6IoWn3Wb926BQBO/bd81apVyM7ORrdu3azSn3/+eQDAgQMH0KVLF3z66aeIjo6W9oeEhODKlSvShGvmOli6desWypUrZ7fF+cCBA7h69ao0l4GlESNGWC2V1rZtW6sJvxxREvfKrCT+FhVFUT63hdUjv88++wyDBw/Gli1bsHPnTrzzzjuYNWsWDh06JE30WRTBwcFO/WBCRPQocDjo/uGHH/DBBx8gLS0Nzz33HD744AMEBQXBxcUFd+/exenTp/Hrr79i2rRpGDx4MKZNmwY/P7+SrDvRY6Nbt2748ssvcfDgQbRo0aLQvF26dIFcLsfatWsdmkytKGXbExISAgA4d+4cnnnmGat9586dk/ab9e3bF2+++SbOnTuHDRs2wNXVFd27d5f2myfy8fT0vO+kSkVVrVq1Yv2BwcfHB8nJyTbpV69eRdWqVZ0uV6PRYNu2bXjmmWfQuXNn/PbbbzYzTstkMnTo0AEdOnTAnDlzMHPmTIwfPx579uwp8n0LCQnBr7/+irS0NKvW7n/++Ufa7wzze+nv7+9QnSZPnoyzZ8/i008/xQcffICxY8fi888/t8lnbkG3dP78ebi6ukr/XfHw8IBery/2z9CD8PPzK5F6FRToFGbLli0YNmwYevXqhUWLFtnN06BBA3z11Vc4e/as1XAC8wRe9/tRz56EhASIomgThOl0OgCQZucfOHCg1cRj5h9FKlasCD8/Pxw9etSm7CNHjhRYp3Xr1kEQBAwYMMBm35gxY/DSSy9J2+aW5KIoiXtVFI7+LapWrRoOHz4MnU7n0KzsQNE+t+Z7l78u9latAIB69eqhXr16mDBhAv744w+0bNkSS5cuxfTp0x2qm5koirhy5QoaNmxYpOOIiB4VDncvnz17NubOnYsbN25g+fLleO2119C9e3d07NgRffr0wdSpU7Fnzx5cunQJ3t7eWLt2bUnWm+ixMmbMGLi5uWHYsGFISEiw2X/p0iXMnz8fgPHX/qioKOzcuRMLFiywyWswGPDZZ5/h+vXrRS7bniZNmsDf3x9Lly616l75888/4+zZs+jatatV/oiICMjlcnz77bfYtGkTunXrBjc3N2l/48aNUa1aNXz66adIT0+3OZ+5m6kzIiIicPLkSfzwww82+5xpOaxWrRoOHToErVYrpW3btg3Xrl1zuo5mXl5e+OWXX+Dv749OnTpZjYO315pj/lLvzJCe5557Dnq9HgsXLrRKnzt3LgRBQJcuXYpcJgCEh4fD09MTM2fOlIIqS5bv5eHDh/Hpp59i5MiReO+99/D+++9j4cKF+O2332yOO3jwoNUY0mvXrmHLli149tlnIZfLIZfLERERgc2bN9v9keVBPkMPoqTq5ebmVqRuub///jv69euHNm3aYN26dVbzBVjq0aMHlEql1ThZURSxdOlSVKxY0akVD5544gmIomiztNe3334LAFLQVLVqVXTs2FF6tGzZUsobERFh8+8sNjYW58+fR2RkpM05dTodNm3ahFatWtmdI6B27dpW57KcL8BRJXGvisLRv0URERG4c+eOzb91c33tKcrn1vxDm+USfnq9Hl9++aXVMampqdIPLGb16tWDTCa7798we/9OlixZgsTERHTu3LnQY4mIHlUOt3Q7ugZlxYoV8dFHHzldIaL/omrVquGbb75B37598eSTT2LgwIGoW7cutFot/vjjD2zatMlqjdbPPvsMly5dwjvvvIPvv/8e3bp1g4+PD+Li4rBp0yb8888/0kRQRS07P6VSiY8//hhDhgxB27Zt0b9/f2nJsNDQULz77rtW+f39/dG+fXvMmTMHaWlp6Nu3r9V+mUyGr776Cl26dEGdOnUwZMgQVKxYETdu3MCePXvg6emJH3/80an7+P777+O7775DZGQkhg4disaNG+Pu3bvYunUrli5divr16xepvGHDhuG7775D586d0adPH1y6dAlr164tcNmdovL19ZXW4+7YsSP279+PihUrYurUqfj999/RtWtXhISE4Pbt21i8eDEqVark1LJE3bt3R/v27TF+/HhcuXIF9evXx86dO7FlyxaMHDnS6evx9PTEkiVL8PLLL6NRo0bo168f/Pz8EBcXh+3bt6Nly5ZYuHAhsrOzMWjQINSoUQMzZswAAERHR+PHH3/EkCFDcOrUKasfZurWrYvw8HCrJcPMx5h99NFH2LNnD5o1a4aoqCjUrl0bd+/exbFjx/Drr7+WWjfUkqhX48aNsWHDBowaNQpNmzaFu7u7Ve8RS1evXsXzzz8PQRDQu3dvbNq0yWp/WFiY1FW4UqVKGDlyJD755BPodDo0bdoUMTEx2LdvH9atW2fVbfnq1atYs2YNAEit0ObWypCQEKnXzeDBg/Hpp5/itddew/Hjx1GnTh0cO3YMX331FerUqWN3ksP8PvzwQ2zatAnt27fHiBEjkJ6ejk8++QT16tWzOxnbL7/8gqSkJKcmUPvrr7+wdetWAMDFixeRkpIiXVf9+vWl+1yUe2VeYnHlypWF/m0tCkf/Fg0cOBBff/01Ro0ahSNHjqB169bIyMjAr7/+ijfffFOa0DI/Rz+3derUQfPmzTFu3DjcvXsX5cqVw/r1620C7N27d2P48OGIjIzEE088gdzcXKxZs0YK8AsTEhKCvn37ol69etBoNNi/fz/Wr1+PBg0a4LXXXnuAu0hEVIqKOt15SkqK1dI2Zrm5uVzKgegBnT9/XoyKihJDQ0NFlUolenh4iC1bthQXLFhgs0xObm6u+NVXX4mtW7cWvby8RKVSKYaEhIhDhgyxu5xYUcq2Z8OGDWLDhg1FtVotlitXTnzxxRfF69ev2827bNkyEYDo4eFhtcyYpePHj4u9evUSy5cvL6rVajEkJETs06ePGBsbK+UxLxlWlKWzkpKSxOHDh4sVK1YUVSqVWKlSJXHQoEHSUjjmpW3yL2Vz+fJlm+WfRFEUP/vsM7FixYqiWq0WW7ZsKR49erTAJcMcKdPekl4XL14UAwMDxSeffFJMTEwUY2NjxR49eohBQUGiSqUSg4KCxP79+4vnz5+/7/XbK18Ujct7vfvuu2JQUJCoVCrFGjVqiJ988onVMkKiaFxK6K233rrveSzt2bNHDA8PF728vESNRiNWq1ZNHDx4sLTs17vvvivK5XLx8OHDVscdPXpUVCgU4htvvGFz/rVr14o1atQQ1Wq12LBhQ6tlvcwSEhLEt956SwwODhaVSqUYEBAgdujQQfzyyy+t6mbvvbHcl3/JMHv3LyQkROzatatNur379SD1sveZSU9PFwcMGCB6e3uLAApdPsxcbkEPy2WiRFEU9Xq9OHPmTDEkJERUqVRinTp1xLVr1xapXMt/C6IoitevXxeHDh0qVqlSRVSpVGJgYKAYFRVVpH/Hp0+fFp999lnR1dVV9Pb2Fl988UUxPj7ebt5+/fqJSqVSTEpKcrh8M/MSWPYe+ZfocvReLViwQAQg7tixo9Bzl8TfIlE0Lr84fvx4sUqVKtLnr3fv3uKlS5ekPPY+C458bkVRFC9duiR27NhRVKvVYoUKFcQPP/xQ3LVrl9W/pX///VccOnSoWK1aNVGj0YjlypUT27dvL/7666+F3hNRFMVhw4aJtWvXFj08PESlUilWr15d/OCDD8TU1NT7HktE9KgSRNHxPpfmcd0nTpywmfwmIyMDjRo1wqefflrgL/BERESFEQQBb731lt3usURlQZ8+fXDlyhUcOXKktKtCRESPiCItGbZkyRKMGTPG7myzbm5u+OCDD/hFiYiIiP6TRFHE3r17izxRGBERPd6KFHSfPn0a7dq1K3B/mzZtcOrUqQetExEREVGZIwgCbt++jWeffba0q0JERI+QIgXd9+7ds5ksw5JOp8O9e/ceuFJEREREREREj4MiBd2hoaF21840O3r0aJHWe/3999/RvXt3BAUFQRAExMTE3PeYvXv3olGjRlCr1ahevTpWrVplk2fRokUIDQ2FRqNBs2bNOK6KiKiMEEWRw5SIiIjosVKkoLtXr14YP3683bV+4+PjMWHChPsuBWEpIyMD9evXx6JFixzKf/nyZXTt2hXt27fHiRMnMHLkSAwbNgy//PKLlMe8rMrkyZNx7Ngx1K9fH+Hh4bh9+7bD9SIiIiIiIiIqDkWavTwtLQ0tWrRAXFwcXnrpJdSsWRMA8M8//2DdunUIDg7GoUOH4OHhUfSKCAJ++OEH9OzZs8A8H3zwAbZv347Tp09Laf369UNycjJ27NgBAGjWrBmaNm0qtZQYDAYEBwfj7bffxtixY4tcLyIiIiIiIiJnKYqS2cPDAwcOHMC4ceOwYcMGafy2t7c3XnrpJcyYMcOpgNtRBw8eRMeOHa3SwsPDMXLkSACAVqvFn3/+iXHjxkn7ZTIZOnbsiIMHDxZYbk5ODnJycqRtURSh1Wrh6+sLQRCK9yKIiIiIiIgekF6vh06nK+1q/GcplUrI5XKH8hYp6AYALy8vLF68GIsWLcKdO3cgiiL8/PweSnAaHx+PChUqWKVVqFABqampyMrKwr1796DX6+3m+eeffwosd9asWYiOjrZJT0lJgaenZ/FUnogemrwOPCIgvRSNL837LJ7tpduWIZp25W3npYtSVnO6aCefVbmOnt+BehV0Pnv1tVsvU7poEI3bBkAUDabjDcb90j4RBlE01kc05rPcb3wGYDDAAADmdFN+mMqVtgth1RHL4h7mHVfAtsWmKIowiICoF2EQDTAYjOc36EWIBgMMBhEGi2fRdH0Gg/FazM9687ZomW48Tq83GMvWi9AbjM8GvcF4jGjcbyzDIJVlkOqT99q832Aw9tKyPJfBsl6m5/z3SLR4z60/Jub3GNLnLe8ja70v71aLFrc177X946RPd/5/ctJ7YtunTrT4aIuQ/ifC+tl8jVK6aJUu7bd3jOX9sMhvUSuLellcu819tb4Ay5yWx+e/RJt7an31+TLmrwEK3LLfP9H+eUpC/s9cXp3EvDTRaivffSggTbQs0TLNItXqPbT4W5cvzfbdoLJELshx/Mru0q7GI00URcTHxyM5Obm0q/Kf5+3tjYCAgPvGwkUKurOysrBr1y60b98eHh4e8PPzk/alpqZi7969CA8Ph1qtdq7WpWTcuHEYNWqUtJ2amorg4OBSrBE9jkTRHHgYv6yLpi/YMBgDAVi+FsW8NNMXc5i2DWK+dNFYjiga8xhfG/OIpnPB9OU97xjRtN9UB8u6WXzBzft2bhnAiVIwY74u04u8L0BW3+rzvmCJ+fLl/7KfF1ha7s9XrlQvyzQ7ZUg3Pt8Li6AgLznfV1ubb8j5v4Dn7TIY9BANMAZDAIwxqCgFp+Z7IZpeGx8Gi9fmz4T5OIugQ7R8zrvfBnMlCsybd4wolQ3jZw7Gj5JUJ8AigMu79waLoNgmEBLN91E0fZRE6PV65OpF6EUDcg0G6PXGIDLXYAw+9QaDxSNv22BRX9M7mm8becGS5fmR7wu2xfuaf1tKy/feWX3ll65VtMwNcxBn+XkTrY60LQM2+2EVLOSrkd0gwbK+0p2xCfwKL8f2+uzUW7RzHQXU2bpOBdc3X62sSy8gCM2Xy8HUQnLZf+n48Y4ea/uHpojntM5d6HEF7nTw+EKOtf2baC9n0Ut/lAkQYPyOLEAwp9jZFiAApmfL11JOaZ9xqKRV3vvVoZAshR8v2Hlld7fFpsUxQiGZ86VIr+1U1l4x1sfmP0YoIJ91AS4qlc25yJo54Pb394erqyt75pYCURSRmZkpzRsWGBhYaP4iBd1ffvkltm7diueff95mn6enJz7//HNcu3YNb731VlGKdVhAQIDNJG4JCQnw9PSEi4sL5HI55HK53TwBAQEFlqtWq8vcDwWPA1EUIer1MOQaYMjVw5CbC0OuHmKuHga93pRmemh1MOhyodflmvLlwqAz5peeTWWIemN5osFgG0jmRTpWwRCk14D05dacBljlN9fd9CLvS2v+YNUq30O7rfclBWWmAEKvN0CXq0e2Nhc5ulzoDXpTgJYXbBgs7wusAxTptoj5tk3HWraEiBBN5Rpb8wBzy51xvwGQAkOYgjkpgJQCHmNhBot7n3dNecGFZbo5Je/9zRcAWBxjrrPFJVgFJpbvr9V9tQhg8re2WAWQBe6zbdXJa5mzvy+vfmKBZUv3AcYfbMxBsvG1qfVU2i9Kadb3vKBt2/thHfQVHKRZ3ve8/7ezbTePRel2ooX758tfUyJ6EHKZLO8hWLyW571WSNtyKOR52wq5aVsuN+5TyKBQyKE071PIoZLLIVfITelyKJVyKBWKvGMVeWUqTPkUcgWUCsvyFVAoZRAE4xzCAgDILMJCmTFVZk4xTTVsDqTNQaFMlhccmsvKiyUFq2hSEATjOQQZBJn5tQBBJgMEAYLM8rUxT15eGWQymfEYmUx6QBAgk8sAizRBbv3afKwgM72WywCZHILcVKZg/gHB+BCEvNdSvemRpdfrpYC7fPnypV2d/zQXFxcAwO3bt+Hv719oV/MiBd3r1q3DxIkTC9w/cuRITJ06tcSC7hYtWuCnn36yStu1axdatGgBAFCpVGjcuDFiY2OlCdkMBgNiY2MxfPjwEqlTWWVs/RKtglTbwNcAvS4XYm4u9NpcGHQ6U4CbP9jNtQqQLYNmqWy9qWVXbzC+NnW3fNjXbHzOF4yIsA7GrAI9FJBm29pX2HGwcz5zAGqwyGfuOmp8bYDOoEeu3gCdXg+dPtf0rEeuXo9cgwE6fa5xv8H4rDfoTcfokWsw5jE+602tjhbPokF6TUTFz25LlVUrj/0vtjb77L4suNXJ8guzMVawapezapmT9tlJs2oJFPK2jc95LXtWr63STPlNr2VC3j6ZuQxBgEww7pMJ5qADFsfnbcvMAYFMsK6TzPLcMmOdLc4llQEBMinoMT9bnteYLhMECHIBcpnMeF65cb9MnhfIyKRt07NcDplcBrlCgEwmh0xhDCiNaQqpPHOAYw6uZFJQJkAmyAAZjIETzHWRma5PJgV5MnOgJBOkfObrlgI287Wa8kAmM91/mUUgmO+8pn3GOlmXp5DLoVQqoVQpoFAqoVQpoVQqoFAoIJebyswXcJo/gRbxqvUntaDWVmm3vQ++vSZc6zQGjPS4M4/hdnV1LeWaEJD3Puh0uuILui9cuID69esXuD8sLAwXLlxwuLz09HRcvHhR2r58+TJOnDiBcuXKoXLlyhg3bhxu3LiBr7/+GgDw+uuvY+HChRgzZgyGDh2K3bt3Y+PGjdi+fbtUxqhRozBo0CA0adIETz31FObNm4eMjAwMGTKkKJf6yEg6dxX6HK0xwNXlQp+bC4NObwyEdeYA2SLo1ZuCXlOga9w2BrzmYNf8/KgRzF8Q8j9MvzKLAHS5BuTqRWOgqTNAl2uATqc3PQzQ5uRCq82FNicXuTpD3o8LpufiIJpaCXPtBLHWwa0xQM6fbi8AzjUYoBf1UpfbXNPrh838pfXR5dh7aKdRs8Bcxf3TT4HBlFDIPqvUwoItB461263wPlv2vria/l+wqoO5FQRSK4nMIp9VoARzoGTcLxMsv+QbjzP/+5ZJ5VoGZHaCOMt9FkGb+TzmNJk5EJPqIkitU3nBnyzvGFleECiTAjQZZDLTs0XQZ5lfZg567ASm5rslXYMsr3yZzHTvTK9lplYuY6OUKcDLH9jJZJDJBcjkcsjlAuRyORRKOeSm4E4utXRZBHXmAFZmHWxCsAjIrPKa7pvddDvP5muyPEYuk1rTBLlcaqkzt64Zg8684BNSgGfb4pY/n/G5gDSZI/lMr02fXenDDAZqRFT28O/Wo8HR96FIQXdubi4SExNRuXJlu/sTExORm5vrcHlHjx5F+/btpW3zuOpBgwZh1apVuHXrFuLi4qT9VapUwfbt2/Huu+9i/vz5qFSpEr766iuEh4dLefr27YvExERMmjQJ8fHxaNCgAXbs2GEzuVpZcX7zbhgeRoAs5AW9Mqkrk50vXXLB9GXK9MXK/KyQS88yudy0bXyWKeSQK+UQFArIlArI5DLoRUCbo4c2Jxc52bnIydIiOyMHOZk5yErPRnZ6tvE5LQtZ6dnISsuEXudYi6woitDqc5Gdq80LYg16i4exRdheS7DeoEeuaN5vGn8qWgfJerE0gmHBqtuezNx9T5AXkG7swicXjF3rlHJjVzylQg6VUg61UgmVUgmNWgG1SgkXjQouLmqoNSooFKYWG5kMMoWp1UQARAjQmyai0pnG7OoMeuhzjfdGl6tHbq7p2dwin2uATpcLnS4X2lzjszFPLnQ6Y37jIxd6vQG5ej30ej30j8iPQnlBZl6bi2AKbIV8rYJ2w2bBTprFlv3GH+tz5gWSpsDP1PolE8yfCSHvfZfJ8rpYmrpZqmTmz4ACKoUMCpkpaJPJoZAJ1l0/zYFeCf6HXIp1LDYKTBMs77c5+Dalm36MkwLvfH+/pL9j5oDU/PdJYf13yfja1FKplEEulxv/zslltn8T5bAITI11MsbyIgCDKSCHTYBanDfP+LdZbhWoWgeX+QLagtJkRQho7aSZW0ut8oFfAomIiOwpUtBdp04d/Prrr2jcuLHd/Tt37kSdOnUcLq9du3ZWE8Pkt2rVKrvHHD9+vNByhw8f/th0J08XDdDr9aYvmtI3T6m1wvzFSfoCJrN+LQgyiKZtwdTiYB4fBME09sf0LdbUWxoQjV+azNvWXa8hTdol6kWIOgNydbnQZWdBl6ODLkeH3BwddFrzcy5yc3TI1eYiV6uDXqeHPldfwIRA5oRC9gHINeiRpctBlk6LrNwcZOlykC291iJLl/PQAuP8wbBckEMmE2yCYblgbPlRyhVQyGVQKRRSEKxWKaBSKqFWGgNgjVoJtVoNjUYFV40aGhc11Bpjdz65Ug65QgHILb7xy4xfeEXT58MA4xjsXL0emdlaZGRkISMjG5mZ2cjMyEZmVjYy0rOQmJmJ7JRs5OTooNNqodMZA17Lsb62kz+VnvsFwNb7rANim3z5WiMtWyml85mDv/z7LVoz81oyrVst8957wThmUTAGw3JzACyTQWkaZ2j8QcQ4ZlGpkEvBr1wmQCYXIJe6y+adU3otWNRTlq9OVkGpRV4ZTN1TIbU+Sz+6SWmw+BtirIdg+hFGZu4yKze1ZMplxh/UFDLIzQGt0vjjm1yhkH6AE6Qg1mIMomD+Ac8ij7lMc2ApMwayea2UVqPtTRMS6k2TCOqlYSzm1zCnGSzTSuLvg3WXMkEmB0zXkTceUy6NsZTS5Xn7IeW1PgbmVuxHuhcKERE9LgYPHozk5GTExMSUdlXua9WqVRg5cuQjP5N7kYLuoUOHYtSoUahTpw66detmte/HH3/EjBkzMGfOnGKt4H/dgaNxyM7ILu1qPDQG0YCcXJ0xqM7VIluXg+xcLbJ0WmSbgmqdwbHeFAqZReBrDoItWoMVMrkU8Cgtg2ClAkqlwhQEq6BRq6BWK6HRqKUWYVdXDdQuaqhUqrzA1xRQiIJgfMA0MZjpWW+w7Apv7AZvftbmaKHN1kKbo0Vytha6tCxk376HrGwtcrJykKPVQqvVITdXb1zWqICJrQwW6SXp/i3AFkFtvjQBsrzgzqJLr0yQSV12zdtyU9Anja0U8ropy/I/zAGvaQyi3JQmz1eOcdvYjVf6UUQuGANghcwY+Mplxq67MsEYSEqtnQLk8rzWT5ncdG65RY8QIa9F2nIb5u7OpjGb5uBVZupZIJjGhUrP+SbHsZo0x2qfYLtfni+vTJYXuOWblMec16Z884Q85sDcQcZJCA0Q9Xrjw6C3em3Iny4FxjqIOgMMOcZeJuYgusTZCXKN9+s+wbJMbnHvrIPlot4zIiKih+V+/32aPHky5s+fX2jD6KOkb9++eO6554p0TLt27dCgQQPMmzevZCplR5GC7ldffRW///47nn/+edSqVQs1a9YEAPzzzz84f/48+vTpg1dffbVEKvpf5VvJFzkZOYWPq5OeZXmvARj0eqllWW8a5603zxSuN4/5Nkjrzdob82zZ3dPuPsvt/C2OpgyWrWo60djtOytXi6zcbGTotMjIyUJ6djbSsrOQkZ3tULioVilRzsMdPp7uKO/tAR9vT5T38YZvOS+UL+8NjdrFFPwaayoKgnHNYAHQi7YBsBT85guAtTk6JGdroc3IQE5OMnQ5Omi1xhZ8rVZX4B8k6xmpRYtnSDNFizbP1vmLk3EMrcw6wBWMXYqVpu7nKrkcKqUCKrkib1ZZczdlwbJrsuWPF4BCZmzFzwuGYTdAzmtFLVowYuzIYd19WGYZ9JqCZplcMLW+5ssjywuKrcbGygTIVArIlQpjYK1UWg2LMD4rIJiGTAh20xQW++4T9Fq27soezYDMOAeC3rSqgBaiVl9g8GzzWkoz/9RUzATL+yu3+JFAbj8wztfKDHvBsrmbNBER0X/ErVu3pNcbNmzApEmTcO7cOSnN3d0d7u7upVE1p7i4uEiziD/KihR0A8DatWvx/PPP45tvvsH58+chiiJq1qyJ6Oho9OnTpyTq+J/WZ2QEctKzkZGcjvR7achMzkBmcgay0rOQnZ6NnMxs6LKMwaFOm2sMsPWGQn+dkgHS5EcQ5MZekfkm27NqiTS17ikUMuMyHUo5lCo5VGoF1Bo5NBol1BoFckU9UrOykJKZieSMTNxLT8fdtHTcTc3AneRUJCWnQ6u7fyu1QiGHv185VKhQHgEBfqgQ6IfAoAqoEOQP73I+cHHRQJujx93EZNxNvIe7t+8hKeEubibcxenTN5FyL+2BxwTnX2rJXvCcP2gGLFqci/HXQWPXZdPYXXOwa24JNrXUKhUKqORyqBVKqBUKaBQKuChNXdVN+xRyOVSKvCBb9oCBn7kFV3o2TwIlIC+otQxwTUGxTCFIEz/JFeZgWGYRRAuQqxRQKBWQqWwDYctAV6ZQ5AuS8wfCFmnmbVMZgvzxCrik7tOOBsl6PQwGPWB6FvX6Yu92bew6Lbd+tnltGTDbBstW45eJiIjogVguo+zl5QVBEGyWVs7fvbxdu3aoV68e5HI5Vq9eDZVKhenTp2PAgAEYPnw4vvvuO1SoUAELFixAly5dpHJOnz6N999/H/v27YObmxueffZZzJ07F76+vlK5devWBQCsWbMGSqUSb7zxBqZOnSr9d//evXsYMWIEfvzxR+Tk5KBt27b4/PPPUaNGDQC23cunTJmCmJgYvPfee5g4cSLu3buHLl26YNmyZfDw8MDgwYPx22+/4bfffsP8+fMBGCfzDg0NLfZ7banIQTcA9OnThwH2QyCKIr4e/dUDB3AymZA3tlRpXANTpTIGzmqNwvhQK6FxU8DVVQW1RgmF0pRXaQyG9IIM99IykZiSjjsp6Ui8l4bEe6lIvJqC23fu4fadZKSnZ963LoIgwNevHCoE+SMwyB8Bgf4IqFgBfn7l4OrqCqVcgVytHsl3ko1B9e17SLp2FxeOxuFeUgpysrUO3zu1SmGcDdi85Io5MBYgBcYGUZQmUNMbDMaJv0yTgBUXyyDZ/JC2Zdb7jIGzAmqlEhqlAhqFEiqFqQu83LhuqdVruVzqOl0Ycw8IqTu0efyuXDCNHTYGwMag2NhyLM2KrMh7rdCooFCZJsSzDHClIFgOQa7IFwTLIZMrLPYXFBwb8wj/sQBLNK4Pl9fCXKRW5bxtFGc3MEEoOFAuMHiW530WGCgTERE9VlavXo0xY8bgyJEj2LBhA9544w388MMPeOGFF/Dhhx9i7ty5ePnllxEXFwdXV1ckJyfjmWeewbBhwzB37lxkZWXhgw8+QJ8+fbB7926rcl955RUcOXIER48exauvvorKlSsjKioKgPEHgAsXLmDr1q3w9PTEBx98gOeeew5nzpyBUqm0W9dLly4hJiYG27Ztw71799CnTx989NFHmDFjBubPn4/z58+jbt26mDp1KgDAz8+vxO9fkYLumzdvYs6cOZg0aRI8PT2t9qWkpGD69OkYPXp0mZ0p/FFjnuDI3FNTEACFabIipdIcOCugVhsDZ42LEhoXBVzcVHB1U8HV0zjuWKZUmFr6FKbAxhw0KSEojF+Ok9OycDspGbfv3EPC7bu4nXgXCQlJiI9PRMKtRNxJvOvQ2A4PT3cEBPmbWqb9EBDoDy9PD2g0GihkCoi5IlLvpeHu7Xu4m3gPN07dxKndZ5CWku7wfdGoFPBwVcPdRQ2NWgFBME6uptXrkanTITkjC0n30pCc8+CBs3GuMpnUqpw3c3QhgbQpeNYoFVApFMag2Tx2XJ7X0qyUWp1l0gRa9oIUuWmWZblSAYVaaXqooHBRQemigspVDaWL2jQjNSDAAJk+F6I2G/qsLAgGfYHBj0ypgNLTAyovD6g8jQ+Fm4sUPFt1rWYQBcA8dEAEDCJE0SA9GyfwcqyFOX/wXKxk5jHhRQuYrV7LOGEXERER5alfvz4mTJgAABg3bhw++ugj+Pr6SsHxpEmTsGTJEvz1119o3rw5Fi5ciIYNG2LmzJlSGStWrEBwcDDOnz+PJ554AgAQHByMuXPnQhAE1KxZE6dOncLcuXMRFRUlBdsHDhzA008/DQBYt24dgoODERMTg8jISLt1NRgMWLVqFTw8PAAAL7/8MmJjYzFjxgx4eXlBpVLB1dXVpoW/JBUp6J4zZw5SU1NtAm7A2D0hLS0Nc+bMwccff1xsFfyv6zGsDRRKGVw8XKDUqPMFzfmC6Xxp5i/OaanpuHUzAQk3E3Hr8k3E37yN+Fu3jc83byMhPhE6re6+dVGpVQgI9ENAUAUEBPrB16883NxcoVGroRAUEPUiMlIypG7fcX9ew8k7pxzu6i2Xy+DhooanmxoeLmp4uGngYQqsDTJAJwjIzM1FUlomEhLv4Z+EeGRmFj7JXN745bzu2Lbblt22ZbAZ82wVLNu2NBtnnpZJ3bcVcrlpci2ZsZu0KVBWalRQuhgDZJWrBio3DVTuxmelRg2lKYg251G6qCBXKqRAVxRF6LOyoU1NgzY1HdqUVGhT06FLSYMu7Z7VMFrzHZcBgCBA6e4GpZcHVJ7uxuDaFGTLXTRlLpAWzbOqGwzGCbvMLcXSs/20vGNMcxhYBMxW5RlE62c7+0qGYN3lWm764UN67WDwXMbeTyIiInr0hYWFSa/lcjnKly+PevXqSWnmRtfbt28DAE6ePIk9e/bYHR9+6dIlKehu3ry51XeXFi1a4LPPPoNer8fZs2ehUCjQrFkzaX/58uVRs2ZNnD17tsC6hoaGSgE3AAQGBkr1Ki1FCrp37NiBpUuXFrh/4MCBiIqKYtBdjGo8167Q/TnZOUiIT0T8zeu4dfM2Em7exq2bCabAOhHxNxOQ4UC3b5lMBl//8ggM8od/gC+8vb3g5uoKtUoFuUwOUWdAVnoO7pkC6kuHLuPvrH8cvg53FxU8XNXwcNWYno0PT1cNPL3c4O3rBZ1chruZObidnIb4xHuIu5mIW/9exd17qYWWrZDJoZIpjOsQy5VQysyTgeUFIAJgHTwX1uosl8PFVQ0XNxdo3DSmIFkNpWteMKx0UVsE0fa2VZDJ5YXWuyAGvR661HRk3boHbUqaMchOSYMuNQ2GQsbEy5RKqLzcjS3XFoG10tPd6brkZw54Iea17loFs6IhX7Bb2D7LANgizSYQtgiSzed/lAimdZCl5Z9sA+K82cgVFukyCDKFtFQWJ/UiIiKiR1X+rtyCIFilmb/DGEzzw6Snp6N79+5248LAwMASrKn9uhqKed6aoipS0H358mVUrly5wP2VKlXClStXHrROZCKKIm4n3DG1SCcg/maiqcXa2FJ96+Zt3L1zz6GyvLw9ERDkj/K+5eDt5QEXVxdolGoIogCDzoCcjBwkJ6Xi7u17+LcI76FapbDbOu3hZgyqvbzcUc7PBxovdyjcXJBlEHE7NR23Eu7hxvUE/H09ATf/dxu3E+8W2iJu7LKtkAJqpVwBlUwJpVwBmSDARamAi1oJF5USrmolvLw84F3eE26eLnDzcIeLpwtUrhpjQFxYsKxRQaFWlejs0uZAVJ+ZhZyUNOjS0qBNSYc2LQ261HTkZmQVerzCzQVKN1co3F2hdHMxbru7QKZUmE9gCnJF6LPToM9KNU70ZpFu9zUs0vIFzrAIsB855vWLBSGvC7zVc96+vGeLtevzpeU/1m55ptUCuDQUERERka1GjRph8+bNCA0NhUJRcMh5+PBhq+1Dhw6hRo0akMvlePLJJ5Gbm4vDhw9L3cuTkpJw7tw51K5d2+m6qVQq6It7eN99FCnodnFxwZUrVwoMvK9cuVImpmwvK0RRRJdW/ZB7nxm/NRo1KgT6waecN7w8PeDi4gKVQgmZKCA3R4+cTC1S76bi3p0UJMQnIAEJ9z23XCYU2DJtfu3l7Q53H08o3V2hdHeFysMNSndX6GQyJNy+i7irt3Dq3xu4dvpP3LxxG/G3k5BTSDd2AYBSrrRotbYOsl1UCriolHB31cDbxwPlA8rBr6IfKoT4wcPXB67l3OHq4wGNlxtgyIVem1N4oAnL9ByIOdnQZYvQFZgn77W9YNXeeUS9HvpsLXKztdBna6HP1hkfOTq7S7RJ90Iug1ythFytgFyjNL7WKCFXKfP9IKCFIVuLnOyU+76nJUJq5bVo7RUE0/JO5ud8gWu+feYyrANg++XaPRcRERERPVLeeustLFu2DP3798eYMWNQrlw5XLx4EevXr8dXX30FuakXZlxcHEaNGoXXXnsNx44dw4IFC/DZZ58BAGrUqIEePXogKioKX3zxBTw8PDB27FhUrFgRPXr0cLpuoaGhOHz4MK5cuQJ3d3eUK1cOshKez6ZIQXezZs2wZs0atGnTxu7+r7/+Gk899VSxVIyMXb6DKlZAdnYOfHy84enhDo1GA6VcCcEA5Gr1yEnPRurddOSk5CAtJQ1pSLtvuW4uKnhKgbT9oNrNwxVqUxBtGVAr3V2hcneFQS7DtYs3cPnsv7h6/AKuXbmJmzdvI+HOPWRk5xR6foVMDpVFS7Wx1do4U7ebRgV3dxd4l/NE+Qo+8K/oh4DQAPiHVIC7rxdcfNyh1KhsyhQNeujS06BLS0HapTgYtIXXoTiJogiDTg99Tl5AbX5t0BX+K5pMrYDcNOZbrlFB7qKEQqMyjs83BZ+AqTXV9LB5jQLSza9RyLEFlCG1/JqDY6tgl628RERERFSwoKAgHDhwAB988AGeffZZ5OTkICQkBJ07d7YKcAcOHIisrCw89dRTkMvlGDFiBF599VVp/8qVKzFixAh069YNWq0Wbdq0wU8//VTgzOWOGD16NAYNGoTatWsjKyvroSwZJoiOTEltsmfPHnTq1AkjR47E+++/Lw2YT0hIwOzZszF//nzs3LkTzzzzTIlV+GFITU2Fl5cXUlJS7E4a97AYDAb0afYK9LmOdX9QKxUWwbMa7q6avODaTQ0PFw3cXVVQatRQmQJoewG10t0VglyOzLupuHnpBv79+xKunL+K69cSEH87CYnJKUjNzEJhHxy5IJOCaWmstVwBd7Uanh5uxpbqCuXgX8kXASEVULFGMMpX9oPGw9XhQE6fkw1dWorxkZ5m3fVZECBXawoINGX5glHYD1hhHZga9CJyM7OQm5EFXUYWdBmZyE3PhC49q9AZqGUqJZQe7qZJzNzzZgv3cDfOHg8Gr0RERER0f9nZ2bh8+TKqVKkCjUZT2tV5IO3atUODBg0wb9680q6K0xx9P4rU0t2+fXssWrQII0aMwNy5c+Hp6QlBEJCSkgKlUokFCxaU+YD7USIIAtxd1EjPyIaHq8qmVdrDMqh2VUOlVECmUloF1JZBtTldrlbBoNcjOzkdmXdScevSdVzedwrXLt/ErYQk3E66h6S0dKRkZSG3kEkHBAgW46vzgmsvdzf4lvdG+QAf+FX0RUBIACrWqIiKT1SGq4fzww9EgwG5GWnQpqVAl5pi05otU6qg9PCE0sMLSndPCE5MHiaKInIzskwzhOdNYKZNSUNuZiFjrQUhL7C2WH5L5eUBuUZd5HoQEREREdHjoUhBNwC89tpr6NatGzZu3IiLFy9CFEU88cQT6N27NypVqlQSdfzPEgQBw/u2hTw3F4IgGGen9rh/QA0ABr0B2SnpSLuZhKTribh7/RyuX7mJWzdv43ZSMhJT0nA3IwMpWVnIyS18zLhSZh1YaxQqlC/nhYAgP/hX8kNASACCalREQEgF+AaWh0JZ5I9VgfTaHOhSLVuzLX8EEKBwczcG2p7ekKsdX/7KoMu1E1gbJzMTC+lZIFerrNe1Ns8Q7uHGtY2JiIiIiMhGkbqX/1c8Kt3LASDjViLkKqVVQA0YW30zk1JxLy4BqTfuIO12MjLupOB2QhJu37mHpJQ03EnPwN2MDKRmZyPjPmOc5ebZwU0Tmblo1PD390XlKkEIrBKEgNAKqFDJD34V/eDt51Vikw0YW7PToUtLgTYtBYYc63W4BYUSKg8vKD29oHD3gExecIBvbLXOzFt2y7SmtTb1Pq3WMgEqj/xLbxnXt2arNRERERGVlsepe/njoNi7lx86dAjNmzd3KG9mZiYuX76MOnXqOFo82WHINeD2pXik3kpCemIysu6mIzstE2mpGbiTamypTkrPwL2MTKRkZyE9JxuGQn5Dyd8d3MPDHQGBfgh9ojIqVakIv4q+8KvoC/9KfnD3cnto44z1Wq3F2OxUIF+XdmNrtheUHl6Qa1xs6iWKInTpGdAmp0KbnIoc07M2Na3QsdZyjdq0jrUHVF7uUoCtdGerNRERERERFQ+Hg+6XX34ZVatWxbBhw/Dcc8/Bzc3NJs+ZM2ewdu1arFy5Eh9//DGD7gek1+vxzZxvcSc93RhYZxkDa52h8InVzMtsqRRKeHt5IrBSBYRUq4TK1SuhQiV/Y3Ad5AuNW+n8OiaK5tbsVOjSUqDPtm51FhQKKchWuntCZlrbz9xyLQXVyanISUmFNiW1wC7hgkxmHGvt5W7dLdzTw6rnABERERERUUlwOOg+c+YMlixZggkTJmDAgAF44oknEBQUBI1Gg3v37uGff/5Beno6XnjhBezcuRP16tUryXr/NwjAr2fPGteBzsfYHVwJtVIJn3LeCAjyQ0i1YFStGYLAygHwq+Rb7OOrH4RBZ2zN1qamIDc9DWK+Hw4Urm5SoC3TuECflQ1tcioybvxrDLBTUpCTnAaxgPHngkxmDKi9vaD29oTK2xMqL+Ma4my1JiIiIiKi0uLUmO6jR49i//79uHr1KrKysuDr64uGDRuiffv2KFeuXEnU86F6lMZ0924+GLm6XFNg7Y+QqpVQvXZVVKoaBL+KvvDx84ZM/ugFlaIoIjczXZoEzaY1W66Awt0TMpUGYi6gS8swtmCnpECbnAqDroDJ3WQCVJ4eUHt7GQNrb0+ovT3ZJZyIiIiIHnsc0/1oKZElw8yaNGmCJk2aOF05ctya2CXQuDo+K3dpMuh0VmOzLcdTG3R6iKIMokEGvTYXuvQ0aJOvwqDV2S9MEIyTl3l75gXYXp5QebozuCYiIiIiojKj1PseL1q0CJ988gni4+NRv359LFiwAE899ZTdvDqdDrNmzcLq1atx48YN1KxZEx9//DE6d+4s5ZkyZQqio6OtjqtZsyb++eefEr2OkuLi5vy61iXN2JqdIQXa+qxMGHL10GfrkJuthT4nFwatAblZOYUE14DSw93UJdwLai9T13BPDwiPYAs+ERERERFRUZRq0L1hwwaMGjUKS5cuRbNmzTBv3jyEh4fj3Llz8Pf3t8k/YcIErF27FsuWLUOtWrXwyy+/4IUXXsAff/yBhg0bSvnq1KmDX3/9VdpWKEr9t4XHhiFXB11aKnLuJiH7zh3oMnKgz9ZKgbaYayjwWKWHG1RenlD7eBmfvT2h9PKATC5/iFdARERERET08JTqOt3NmjVD06ZNsXDhQgCAwWBAcHAw3n77bYwdO9Ymf1BQEMaPH4+33npLSouIiICLiwvWrl0LwNjSHRMTgxMnTjhdr0dpTHdpy83RIvv2bWQl3EbOvWTo0jOhz9bBoCt4BnWFu6vUYp3XNdxDmoWciIiIiIiKrqyP6U5MTMSkSZOwfft2JCQkwMfHB/Xr18ekSZPQsmVLCIKAH374AT179iz2c8+YMQPbt2/HiRMnoFKpkJyc/MBlluiY7uKg1Wrx559/Yty4cVKaTCZDx44dcfDgQbvH5OTk2FyMi4sL9u/fb5V24cIFaWb1Fi1aYNasWahcuXLxX8RjxKDLhTbFuMZ1zt1kZCfdhS41DfqcArqFA5C7aKD28crrGm4ady17RGZMJyIiIiKiR0dERAS0Wi1Wr16NqlWrIiEhAbGxsUhKSirxc2u1WkRGRqJFixZYvnx5iZ/PklPR0ddff42+fftCrVZbpWu1Wqxfvx4DBw68bxl37tyBXq9HhQoVrNIrVKhQ4Pjr8PBwzJkzB23atEG1atUQGxuL77//HnqLCbuaNWuGVatWoWbNmrh16xaio6PRunVrnD59Gh4eHnbLzcnJQU5OjrSdmpp63/qXVYZcPbQppjWuk1NMz6nIzcgs8BiZUm5svfb2gsavPDTly0Hl5Qm5SvkQa05ERERERGVVcnIy9u3bh71796Jt27YAgJCQEGk+r9DQUADACy+8IO27cuUKAGDLli2Ijo7GmTNnEBQUhEGDBmH8+PHSMGJBELB48WJs3boVe/fuRWBgIGbPno3evXtL5zfP+7Vq1aqHcLXWnAq6hwwZgs6dO9uMu05LS8OQIUMcCrqdMX/+fERFRaFWrVoQBAHVqlXDkCFDsGLFCilPly5dpNdhYWFo1qwZQkJCsHHjRrzyyit2y501a5bN5GtlnUGvhy4lzbQMVypy7qVAm5IKXVpGgccIChkUGhXkGiWUHm7QlC8Hl4AAqH28IQic1IyIiIiI6FEjiiIgFjyvUokSZA6vsuTu7g53d3fExMSgefPmNg24//vf/+Dv74+VK1eic+fOkJvmfdq3bx8GDhyIzz//HK1bt8alS5fw6quvAgAmT54sHT9x4kR89NFHmD9/PtasWYN+/frh1KlTePLJJ4vpYp3nVNAtiqLdm3v9+nV4eXk5VIavry/kcjkSEhKs0hMSEhAQEGD3GD8/P8TExCA7OxtJSUkICgrC2LFjUbVq1QLP4+3tjSeeeAIXL14sMM+4ceMwatQoaTs1NRXBwcEOXUdpE/UGaFPTjC3WKanQJqcgJzkVurR0oIDR+oJCDrlaAYWLMcBWaFSQu6qh9vaB0sMLSg8vyFWqh3shRERERERUdKIB904fL5VT+9RtCAiOTYqsUCiwatUqREVFYenSpWjUqBHatm2Lfv36ISwsDH5+fgCM8ZtlPBgdHY2xY8di0KBBAICqVati2rRpGDNmjFXQHRkZiWHDhgEApk2bhl27dmHBggVYvHhxcV2u04oUdDds2BCCIEAQBHTo0MFqVnC9Xo/Lly9bLd9VGJVKhcaNGyM2NlYaKG8wGBAbG4vhw4cXeqxGo0HFihWh0+mwefNm9OnTp8C86enpuHTpEl5++eUC86jVaptfWh41osEAbWq6TddwbWo6UMBceDKVEkp3V8g1KsjkgExlbMkWFMZfpORqjTHI9vSCwpXrXxMRERERUcmJiIhA165dsW/fPhw6dAg///wzZs+eja+++gqDBw+2e8zJkydx4MABzJgxQ0rT6/XIzs5GZmYmXF1dAQAtWrSwOq5FixYPNLl2cSpS0G0Ojk+cOIHw8HC4u7tL+1QqFUJDQxEREeFweaNGjcKgQYPQpEkTPPXUU5g3bx4yMjIwZMgQAMDAgQNRsWJFzJo1CwBw+PBh3LhxAw0aNMCNGzcwZcoUGAwGjBkzRipz9OjR6N69O0JCQnDz5k1MnjwZcrkc/fv3L8qlPhIMej0SDhw1BtipaYChgOBaqYDKNFu40t0VMoUAQA+DLhtWHRIEGZTuHlB6mluzH+0fGoiIiIiI6D4EmbHFuZTOXVQajQadOnVCp06dMHHiRAwbNgyTJ08uMOhOT09HdHQ0evXqZbessqBIQbe5+T40NBR9+/Z94Ivs27evNG18fHw8GjRogB07dkiTq8XFxUFm0fqanZ2NCRMm4N9//4W7uzuee+45rFmzBt7e3lKe69evo3///khKSoKfnx9atWqFQ4cOSd0VyhKZXI7M+NvQZxsneRMUctP61l6m5bg8ofRwg2jQITc9Fbq0VBh0mRBzjccLAiBTqaH09ILKwwsKNw+2ZhMRERERPUYEQXC4i/ejqHbt2oiJiQEAKJVKq0myAaBRo0Y4d+4cqlevXmg5hw4dsppb7NChQ2jYsJR+jMjHqTHd5v70Wq0Wt2/fhsFgPXC/KMtzDR8+vMDu5Hv37rXabtu2Lc6cOVNoeevXr3f43GWBX5P6kKmUUHt7QuFm7DphyMmGNi0FurQU5Ny9Yd29XBCgdPc0jc32hFxdNn79ISIiIiKix1dSUhIiIyMxdOhQhIWFwcPDA0ePHsXs2bPRo0cPAMbG3djYWLRs2RJqtRo+Pj6YNGkSunXrhsqVK6N3796QyWQ4efIkTp8+jenTp0vlb9q0CU2aNEGrVq2wbt06HDlyxGppsLi4ONy9exdxcXHQ6/VS1/Pq1atb9eAuCYIoFjAguBAXLlzA0KFD8ccff1ilmydYy//rRFmTmpoKLy8vpKSkwNPTs7SrA9Gghy49Dbq0FOhSU2DQaa32y1RqaWy2kq3ZRERERESPpezsbFy+fBlVqlQpM12rzXJycjBlyhTs3LkTly5dgk6nQ3BwMCIjI/Hhhx/CxcUFP/74I0aNGoUrV66gYsWK0pJhv/zyC6ZOnYrjx49DqVSiVq1aGDZsGKKiogAYW/sXLVqEmJgY/P777wgMDMTHH39sNffX4MGDsXr1apt67dmzB+3atXPqmhx9P5wKulu2bAmFQoGxY8ciMDDQZibz+vXrF73Gj5BHJeg26HORcfVf6DLSbFuz3SzGZrM1m4iIiIjosVeWg+6SJAgCfvjhB2kOsofF0ffDqe7lJ06cwJ9//olatWo5XUG6P0Emhz4nCxBFyJQqKchWuntAkJXdcRtERERERET/FU4F3bVr18adO3eKuy6UjyAIcKsUCplSBZla4/DC80RERERERPRocCro/vjjjzFmzBjMnDkT9erVg1KptNr/KIyDflwoPbxKuwpERERERESPLCdGTD9UTgXdHTt2BAB06NDBKv1xmUiNiIiIiIiIqDg4FXTv2bOnuOtBRERERERE9NhxKuhu27ZtcdeDiIiIiIiI6LHj9ILO+/btw0svvYSnn34aN27cAACsWbMG+/fvL7bKEREREREREZVlTgXdmzdvRnh4OFxcXHDs2DHk5OQAAFJSUjBz5sxirSARERERERFRWeVU0D19+nQsXboUy5Yts5q5vGXLljh27FixVY6IiIiIiIioLHMq6D537hzatGljk+7l5YXk5OQHrRMRERERERHRY8GpoDsgIAAXL160Sd+/fz+qVq36wJUiIiIiIiKix0tiYiLeeOMNVK5cGWq1GgEBAQgPD8eBAwcAAIIgICYmpkTO/fzzz6Ny5crQaDQIDAzEyy+/jJs3b5bIufJzKuiOiorCiBEjcPjwYQiCgJs3b2LdunUYPXo03njjjeKuIxEREREREZVxEREROH78OFavXo3z589j69ataNeuHZKSkkr83O3bt8fGjRtx7tw5bN68GZcuXULv3r1L/LwAIIiiKBb1IFEUMXPmTMyaNQuZmZkAALVajdGjR2PatGnFXsmHLTU1FV5eXkhJSYGnp2dpV4eIiIiIiAjZ2dm4fPkyqlSpAo1GU9rVKZLk5GT4+Phg7969dpegDg0NxdWrV6XtkJAQXLlyBQCwZcsWREdH48yZMwgKCsKgQYMwfvx4KBTGFbAFQcDixYuxdetW7N27F4GBgZg9e3ahQfXWrVvRs2dP5OTkWM1TVhSOvh9OtXQLgoDx48fj7t27OH36NA4dOoTExMTHIuAmIiIiIiIqK0RRhCE3t1QeRWm/dXd3h7u7O2JiYqTVryz973//AwCsXLkSt27dkrb37duHgQMHYsSIEThz5gy++OILrFq1CjNmzLA6fuLEiYiIiMDJkyfx4osvol+/fjh79qzduty9exfr1q3D008/7XTAXRROtXQ/7tjSTUREREREjxp7LauG3Fxc/+mXUqlPpefCITO1Njti8+bNiIqKQlZWFho1aoS2bduiX79+CAsLA2Bs3P3hhx/Qs2dP6ZiOHTuiQ4cOGDdunJS2du1ajBkzRhqTLQgCXn/9dSxZskTK07x5czRq1AiLFy+W0j744AMsXLgQmZmZaN68ObZt24by5cs7e/kOt3Q7fId69eqFVatWwdPTE7169So07/fff+94TYmIiIiIiOixFxERga5du2Lfvn04dOgQfv75Z8yePRtfffUVBg8ebPeYkydP4sCBA1Yt23q9HtnZ2cjMzISrqysAoEWLFlbHtWjRAidOnLBKe//99/HKK6/g6tWriI6OxsCBA7Ft2zYIglCs15mfw0G3l5eXVBkvL68SqxARERERERE5RpDLUem58FI7d1FpNBp06tQJnTp1wsSJEzFs2DBMnjy5wKA7PT0d0dHRdht+izqu3dfXF76+vnjiiSfw5JNPIjg4GIcOHbIJ2Iubw0H3ypUr7b4mIiIiIiKi0iEIAoQidPF+1NSuXVtaJkypVEKv11vtb9SoEc6dO4fq1asXWs6hQ4cwcOBAq+2GDRsWmN9gMACA3fHlxc2pidQuX76MCxcu2KRfuHBBmmHOUYsWLUJoaCg0Gg2aNWuGI0eOFJhXp9Nh6tSpqFatGjQaDerXr48dO3Y8UJlERERERERUspKSkvDMM89g7dq1+Ouvv3D58mVs2rQJs2fPRo8ePQAYZzCPjY1FfHw87t27BwCYNGkSvv76a0RHR+Pvv//G2bNnsX79ekyYMMGq/E2bNmHFihU4f/48Jk+ejCNHjmD48OEAgMOHD2PhwoU4ceIErl69it27d6N///6oVq1aibdyA04G3YMHD8Yff/xhk3748OECuwXYs2HDBowaNQqTJ0/GsWPHUL9+fYSHh+P27dt280+YMAFffPEFFixYgDNnzuD111/HCy+8gOPHjztdJhEREREREZUsd3d3NGvWDHPnzkWbNm1Qt25dTJw4EVFRUVi4cCEA4LPPPsOuXbsQHBwstVKHh4dj27Zt2LlzJ5o2bYrmzZtj7ty5CAkJsSo/Ojoa69evR1hYGL7++mt8++23qF27NgDA1dUV33//PTp06ICaNWvilVdeQVhYGH777Teo1eoSv3anZi/39PTEsWPHbJr4L168iCZNmiA5Odmhcpo1a4amTZtKN9lgMCA4OBhvv/02xo4da5M/KCgI48ePx1tvvSWlRUREwMXFBWvXrnWqTHs4ezkRERERET1qyvI63SXJ3qznD0OJr9OdlpZmk56SkmLTB78gWq0Wf/75Jzp27JhXGZkMHTt2xMGDB+0ek5OTY3MxLi4u2L9/v9NlEhEREREREZUUp4LuNm3aYNasWVYBtl6vx6xZs9CqVSuHyrhz5w70ej0qVKhglV6hQgXEx8fbPSY8PBxz5szBhQsXYDAYsGvXLnz//fe4deuW02UCxmA+NTXV6kFERERERET0oJya5u7jjz9GmzZtULNmTbRu3RoAsG/fPqSmpmL37t3FWkFL8+fPR1RUFGrVqgVBEFCtWjUMGTIEK1aseKByZ82ahejo6GKqJRERERERET0sToyYfqicaumuXbs2/vrrL/Tp0we3b99GWloaBg4ciH/++Qd169Z1qAxfX1/I5XIkJCRYpSckJCAgIMDuMX5+foiJiUFGRgauXr2Kf/75B+7u7qhatarTZQLAuHHjkJKSIj2uXbvm0DUQERERERERFcbpBd2CgoIwc+ZMp0+sUqnQuHFjxMbGSgPeDQYDYmNjpandC6LRaFCxYkXodDps3rwZffr0eaAy1Wr1Q5m1joiIiIiIiP5bHA66//rrL9StWxcymQx//fVXoXnDwsIcKnPUqFEYNGgQmjRpgqeeegrz5s1DRkYGhgwZAgAYOHAgKlasiFmzZgEwLkl248YNNGjQADdu3MCUKVNgMBgwZswYh8skIiIiIiIielgcDrobNGiA+Ph4+Pv7o0GDBhAEwW7feUEQHJ7BvG/fvkhMTMSkSZMQHx+PBg0aYMeOHdJEaHFxcZDJ8nrAZ2dnY8KECfj333/h7u6O5557DmvWrIG3t7fDZRIRERERERE9LA6v03316lVUrlwZgiDg6tWrhebNv1B5WcN1uomIiIiI6FHDdbofLY6+Hw63dL/wwguIjY2Fj48PVq9ejdGjR8PV1bVYKktERERERET0OHJ49vKzZ88iIyMDABAdHY309PQSqxQRERERERHR46BIY7qHDBmCVq1aQRRFfPrpp3B3d7ebd9KkScVWQSIiIiIiIir7zHNvbd++HQkJCfDx8UH9+vUxadIktGzZEoIg4IcffpBWoipu27dvx9SpU/HXX39Bo9Ggbdu2iImJKZFzWXI46F61ahUmT56Mbdu2QRAE/Pzzz1AobA8XBIFBNxEREREREVmJiIiAVqvF6tWrUbVqVSQkJCA2NhZJSUklfu7NmzcjKioKM2fOxDPPPIPc3FycPn26xM8LFGEiNUsymUyayfxxxInUiIiIiIjoUVOWJ1JLTk6Gj48P9u7di7Zt29rsDw0NtZqwOyQkBFeuXAEAbNmyBdHR0Thz5gyCgoIwaNAgjB8/XmoEFgQBixcvxtatW7F3714EBgZi9uzZ6N27NwAgNzcXoaGhiI6OxiuvvFJs1+To++HwmO5GjRrh3r17AIDJkycX2LWciIiIiIiIHg5RFKHX6krlUZT2W3d3d7i7uyMmJgY5OTk2+//3v/8BAFauXIlbt25J2/v27cPAgQMxYsQInDlzBl988QVWrVqFGTNmWB0/ceJERERE4OTJk3jxxRfRr18/nD17FgBw7Ngx3LhxAzKZDA0bNkRgYCC6dOny6LV0u7i44MKFC6hUqRLkcjlu3brFlm4iIiIiIqKHxF7Lql6rw6GPvy6V+jT/YCDkKqXD+c1dvLOystCoUSO0bdsW/fr1Q1hYGADYHdPdsWNHdOjQAePGjZPS1q5dizFjxuDmzZvSca+//jqWLFmSV7fmzdGoUSMsXrwY69evR//+/VG5cmXMmTMHoaGh+Oyzz7Bz506cP38e5cqVc+r6i33JME6kRkRERERERM6KiIhA165dsW/fPhw6dAg///wzZs+eja+++gqDBw+2e8zJkydx4MABq5ZtvV6P7OxsZGZmSstYt2jRwuq4Fi1a4MSJEwAAg8EAABg/fjwiIiIAGFvUK1WqhE2bNuG1114r5iu1xonUiIiIiIiIyiiZUoHmHwwstXMXlUajQadOndCpUydMnDgRw4YNw+TJkwsMutPT0xEdHY1evXrZLcsRgYGBAIDatWtLaWq1GlWrVkVcXFyRr6GoHL5LNWvWxPr16wEYJ1KLjY19bLuXExERERERlQWCIBSpi/ejpnbt2tKyXUqlEnq93mp/o0aNcO7cOVSvXr3Qcg4dOoSBAwdabTds2BAA0LhxY6jVapw7dw6tWrUCAOh0Oly5cgUhISHFeDX2Ff2nCeQ1zxMRERERERHdT1JSEiIjIzF06FCEhYXBw8MDR48exezZs9GjRw8AxhnMY2Nj0bJlS6jVavj4+GDSpEno1q0bKleujN69e0Mmk+HkyZM4ffo0pk+fLpW/adMmNGnSBK1atcK6detw5MgRLF++HADg6emJ119/HZMnT0ZwcDBCQkLwySefAAAiIyNL/Nodnr08vzVr1qBly5YICgqSpnafO3cutmzZUmyVIyIiIiIiorLP3d0dzZo1w9y5c9GmTRvUrVsXEydORFRUFBYuXAgA+Oyzz7Br1y4EBwdLrdTh4eHYtm0bdu7ciaZNm6J58+aYO3euTQt1dHQ01q9fj7CwMHz99df49ttvrbqTf/LJJ+jXrx9efvllNG3aFFevXsXu3bvh4+NT4tfu1DrdS5YswaRJkzBy5EjMmDEDp0+fRtWqVbFq1SqsXr0ae/bsKYm6PjScvZyIiIiIiB41ZXmd7pJkb9bzh6HY1+m2tGDBAixbtgzjx4+HXC6X0ps0aYJTp045UyQRERERERHRY8epoPvy5ctSc78ltVqNjIyMB64UERERERER0ePAqYnUqlSpghMnTtj0o9+xYweefPLJYqkYERERERER0f04MWL6oXIq6B41ahTeeustZGdnQxRFHDlyBN9++y1mzZqFr776qrjrSERERERERFQmORV0Dxs2DC4uLpgwYQIyMzMxYMAABAUFYf78+ejXr19x15GIiIiIiIioTHIq6AaAF198ES+++CIyMzORnp4Of3//4qwXERERERERUZnndNANAImJiTh37hwAQCaTwdfXt1gqRURERERERPQ4cGr28oyMDAwdOhSBgYFo06YN2rRpg8DAQLzyyivIzMwsUlmLFi1CaGgoNBoNmjVrhiNHjhSaf968eahZsyZcXFwQHByMd999F9nZ2dL+KVOmQBAEq0etWrWcuUwiIiIiIiKiB+JU0D1q1Cj89ttv+PHHH5GcnIzk5GRs2bIFv/32G9577z2Hy9mwYQNGjRqFyZMn49ixY6hfvz7Cw8Nx+/Ztu/m/+eYbjB07FpMnT8bZs2exfPlybNiwAR9++KFVvjp16uDWrVvSY//+/c5cJhEREREREdEDcap7+ebNm/Hdd9+hXbt2Utpzzz0HFxcX9OnTB0uWLHGonDlz5iAqKgpDhgwBACxduhTbt2/HihUrMHbsWJv8f/zxB1q2bIkBAwYAAEJDQ9G/f38cPnzY+qIUCgQEBDhzaURERERERETFxqmW7szMTFSoUMEm3d/f3+Hu5VqtFn/++Sc6duyYVxmZDB07dsTBgwftHvP000/jzz//lLqg//vvv/jpp5/w3HPPWeW7cOECgoKCULVqVbz44ouIi4srtC45OTlITU21ehAREREREVHxSUxMxBtvvIHKlStDrVYjICAA4eHhOHDgAABAEATExMSUyLnPnz+PHj16wNfXF56enmjVqhX27NlTIufKz6mgu0WLFpg8ebLVWOqsrCxER0ejRYsWDpVx584d6PV6m+C9QoUKiI+Pt3vMgAEDMHXqVLRq1QpKpRLVqlVDu3btrLqXN2vWDKtWrcKOHTuwZMkSXL58Ga1bt0ZaWlqBdZk1axa8vLykR3BwsEPXQERERERERI6JiIjA8ePHsXr1apw/fx5bt25Fu3btkJSUVOLn7tatG3Jzc7F79278+eefqF+/Prp161Zg7FmcnAq658+fjwMHDqBSpUro0KEDOnTogODgYPzxxx+YP39+cddRsnfvXsycOROLFy/GsWPH8P3332P79u2YNm2alKdLly6IjIxEWFgYwsPD8dNPPyE5ORkbN24ssNxx48YhJSVFely7dq3EroGIiIiIiOi/Jjk5Gfv27cPHH3+M9u3bIyQkBE899RTGjRuH559/HqGhoQCAF154AYIgSNsAsGXLFjRq1AgajQZVq1ZFdHQ0cnNzpf2CIGDJkiXo0qULXFxcULVqVXz33XfS/jt37uDChQsYO3YswsLCUKNGDXz00UfIzMzE6dOnS/zanRrTXbduXVy4cAHr1q3DP//8AwDo378/XnzxRbi4uDhUhq+vL+RyORISEqzSExISChyPPXHiRLz88ssYNmwYAKBevXrIyMjAq6++ivHjx0Mms/0NwdvbG0888QQuXrxYYF3UajXUarVD9SYiIiIiInpUiKIIvTb3/hlLgFylgCAIDuV1d3eHu7s7YmJi0Lx5c5v463//+x/8/f2xcuVKdO7cGXK5HACwb98+DBw4EJ9//jlat26NS5cu4dVXXwUATJ48WTp+4sSJ+OijjzB//nysWbMG/fr1w6lTp/Dkk0+ifPnyqFmzJr7++ms0atQIarUaX3zxBfz9/dG4ceNiuhsFc3qdbldXV0RFRTl9YpVKhcaNGyM2NhY9e/YEABgMBsTGxmL48OF2j8nMzLQJrM1vhiiKdo9JT0/HpUuX8PLLLztdVyIiIiIiokeRXpuL70csKpVz95r/FhRqpUN5FQoFVq1ahaioKCxduhSNGjVC27Zt0a9fP4SFhcHPzw+AsdHUshE2OjoaY8eOxaBBgwAAVatWxbRp0zBmzBiroDsyMlJqnJ02bRp27dqFBQsWYPHixRAEAb/++it69uwJDw8PyGQy+Pv7Y8eOHfDx8Smu21Egp7qXz5o1CytWrLBJX7FiBT7++GOHyxk1ahSWLVuG1atX4+zZs3jjjTeQkZEhzWY+cOBAjBs3TsrfvXt3LFmyBOvXr8fly5exa9cuTJw4Ed27d5eC79GjR+O3337DlStX8Mcff+CFF16AXC5H//79nblUIiIiIiIiKgYRERG4efMmtm7dis6dO2Pv3r1o1KgRVq1aVeAxJ0+exNSpU6WWcnd3d0RFReHWrVtWk3jnn1usRYsWOHv2LABjA+1bb70Ff39/7Nu3D0eOHEHPnj3RvXt33Lp1q0Su1ZJTLd1ffPEFvvnmG5v0OnXqoF+/fvjggw8cKqdv375ITEzEpEmTEB8fjwYNGmDHjh3S5GpxcXFWLdsTJkyAIAiYMGECbty4AT8/P3Tv3h0zZsyQ8ly/fh39+/dHUlIS/Pz80KpVKxw6dEj65YSIiIiIiOhxIVcp0Gv+W6V27qLSaDTo1KkTOnXqhIkTJ2LYsGGYPHkyBg8ebDd/eno6oqOj0atXL7tlOWL37t3Ytm0b7t27B09PTwDA4sWLsWvXLqxevdructXFyamgOz4+HoGBgTbpfn5+Rf6lYPjw4QV2J9+7d6/VtkKhwOTJk626EeS3fv36Ip2fiIiIiIiorBIEweEu3o+i2rVrS8uEKZVK6PV6q/2NGjXCuXPnUL169ULLOXToEAYOHGi13bBhQwCQWsTzD1WWyWQwGAwPegn35VTQHRwcjAMHDqBKlSpW6QcOHEBQUFCxVIyIiIiIiIgeD0lJSYiMjMTQoUMRFhYGDw8PHD16FLNnz0aPHj0AAKGhoYiNjUXLli2hVqvh4+ODSZMmoVu3bqhcuTJ69+4NmUyGkydP4vTp05g+fbpU/qZNm9CkSRO0atUK69atw5EjR7B8+XIAxq7mPj4+GDRoECZNmgQXFxcsW7YMly9fRteuXUv82p0KuqOiojBy5EjodDo888wzAIDY2FiMGTMG7733XrFWkIiIiIiIiMo2d3d3NGvWDHPnzsWlS5eg0+kQHByMqKgofPjhhwCAzz77TJr3q2LFirhy5QrCw8Oxbds2TJ06FR9//DGUSiVq1aolTZpmFh0djfXr1+PNN99EYGAgvv32W9SuXRuAceWsHTt2YPz48XjmmWeg0+lQp04dbNmyBfXr1y/xaxfEgqb9LoQoihg7diw+//xzaLVaAMb+9B988AEmTZpU7JV82FJTU+Hl5YWUlBSpzz8REREREVFpys7OxuXLl1GlShWHxzP/FwiCgB9++EFaFethcfT9cKqlWxAEfPzxx5g4cSLOnj0LFxcX1KhRg2tdExEREREREVlwep1uwNhFoGnTpsVVFyIiIiIiIqLHygMF3URERERERESlyYkR0w+V7P5ZiIiIiIiIiMgZDLqJiIiIiIiISgiDbiIiIiIiIqIS4vSY7gsXLmDPnj24ffs2DAaD1b7HYdkwIiIiIiIiogflVNC9bNkyvPHGG/D19UVAQAAEQZD2CYLAoJuIiIiIiIgITgbd06dPx4wZM/DBBx8Ud32IiIiIiIiIHhtOjem+d+8eIiMji7suRERERERERI8Vp4LuyMhI7Ny5s7jrQkRERERERI+pxMREvPHGG6hcuTLUajUCAgIQHh6OAwcOADAOVY6JiSmRc8+YMQNPP/00XF1d4e3tbTfPO++8g8aNG0OtVqNBgwbFdm6nupdXr14dEydOxKFDh1CvXj0olUqr/e+8806xVI6IiIiIiIgeDxEREdBqtVi9ejWqVq2KhIQExMbGIikpqcTPrdVqERkZiRYtWmD58uUF5hs6dCgOHz6Mv/76q9jOLYiiKBb1oCpVqhRcoCDg33//faBKlbbU1FR4eXkhJSUFnp6epV0dIiIiIiIiZGdn4/Lly6hSpQo0Gk1pV6dIkpOT4ePjg71796Jt27Y2+0NDQ3H16lVpOyQkBFeuXAEAbNmyBdHR0Thz5gyCgoIwaNAgjB8/HgqFsQ1ZEAQsXrwYW7duxd69exEYGIjZs2ejd+/eNudZtWoVRo4cieTk5ALrOmXKFMTExODEiROFXpOj74dTLd2XL1925jAiIiIiIiIqRqIoQpetK5VzKzVKq5WsCuPu7g53d3fExMSgefPmUKvVVvv/97//wd/fHytXrkTnzp0hl8sBAPv27cPAgQPx+eefo3Xr1rh06RJeffVVAMDkyZOl4ydOnIiPPvoI8+fPx5o1a9CvXz+cOnUKTz75ZDFdrfOcXqfbzNxQ7ujNJiIiIiIiouKhy9ZhUo+JpXLuqVumQeWiciivQqHAqlWrEBUVhaVLl6JRo0Zo27Yt+vXrh7CwMPj5+QEAvL29ERAQIB0XHR2NsWPHYtCgQQCAqlWrYtq0aRgzZoxV0B0ZGYlhw4YBAKZNm4Zdu3ZhwYIFWLx4cXFdrtOcmkgNAL7++mvUq1cPLi4ucHFxQVhYGNasWVOcdSMiIiIiIqLHREREBG7evImtW7eic+fO2Lt3Lxo1aoRVq1YVeMzJkycxdepUqaXc3d0dUVFRuHXrFjIzM6V8LVq0sDquRYsWOHv2bEldSpE41dI9Z84cTJw4EcOHD0fLli0BAPv378frr7+OO3fu4N1333W4rEWLFuGTTz5BfHw86tevjwULFuCpp54qMP+8efOwZMkSxMXFwdfXF71798asWbOs+tAXtUwiIiIiIqKySKlRYuqWaaV27qLSaDTo1KkTOnXqhIkTJ2LYsGGYPHkyBg8ebDd/eno6oqOj0atXL7tllQVOBd0LFizAkiVLMHDgQCnt+eefR506dTBlyhSHg+4NGzZg1KhRWLp0KZo1a4Z58+YhPDwc586dg7+/v03+b775BmPHjsWKFSvw9NNP4/z58xg8eDAEQcCcOXOcKpOIiIiIiKisEgTB4S7ej6LatWtLy4QplUro9Xqr/Y0aNcK5c+dQvXr1Qss5dOiQVXx66NAhNGzYsNjr6wyngu5bt27h6aeftkl/+umncevWLYfLmTNnDqKiojBkyBAAwNKlS7F9+3asWLECY8eOtcn/xx9/oGXLlhgwYAAA4wx3/fv3x+HDh50uk4iIiIiIiEpWUlISIiMjMXToUISFhcHDwwNHjx7F7Nmz0aNHDwDG+C42NhYtW7aEWq2Gj48PJk2ahG7duqFy5cro3bs3ZDIZTp48idOnT2P69OlS+Zs2bUKTJk3QqlUrrFu3DkeOHLFaGiwuLg53795FXFwc9Hq9NDN59erV4e7uDgC4ePEi0tPTER8fj6ysLClP7dq1oVI5/8OGU2O6q1evjo0bN9qkb9iwATVq1HCoDK1Wiz///BMdO3bMq4xMho4dO+LgwYN2j3n66afx559/4siRIwCAf//9Fz/99BOee+45p8skIiIiIiKikuXu7o5mzZph7ty5aNOmDerWrYuJEyciKioKCxcuBAB89tln2LVrF4KDg6VW6vDwcGzbtg07d+5E06ZN0bx5c8ydOxchISFW5UdHR2P9+vUICwvD119/jW+//Ra1a9eW9k+aNAkNGzbE5MmTkZ6ejoYNG6Jhw4Y4evSolGfYsGFo2LAhvvjiC5w/f17Kc/PmzQe6dqdauqOjo9G3b1/8/vvv0pjuAwcOIDY21m4wbs+dO3eg1+tRoUIFq/QKFSrgn3/+sXvMgAEDcOfOHbRq1QqiKCI3Nxevv/46PvzwQ6fLBICcnBzk5ORI26mpqQ5dAxEREREREd2fWq3GrFmzMGvWrALzdO/eHd27d7dJDw8PR3h4eKHlBwUFYefOnQXuX7VqVaETtgHA3r17C93vLKdauiMiInD48GH4+voiJiYGMTEx8PX1xZEjR/DCCy8Udx0le/fuxcyZM7F48WIcO3YM33//PbZv345p0x5s4oBZs2bBy8tLegQHBxdTjYmIiIiIiOi/zOl1uhs3boy1a9c6fWJfX1/I5XIkJCRYpSckJFity2Zp4sSJePnll6X11+rVq4eMjAy8+uqrGD9+vFNlAsC4ceMwatQoaTs1NZWBNxERERERET0wh1u6Lbtcp6amFvpwhEqlQuPGjREbGyulGQwGxMbG2qyxZpaZmQmZzLrKcrkcACCKolNlAsauDp6enlYPIiIiIiIievSJooiePXuWdjUK5HBLt4+PD27dugV/f394e3tDEASbPKIoQhAEm2neCzJq1CgMGjQITZo0wVNPPYV58+YhIyNDmnl84MCBqFixotTvv3v37pgzZw4aNmyIZs2a4eLFi5g4cSK6d+8uBd/3K5OIiIiIiIjoYXE46N69ezfKlSsHANizZ0+xnLxv375ITEzEpEmTEB8fjwYNGmDHjh3SRGhxcXFWLdsTJkyAIAiYMGECbty4AT8/P3Tv3h0zZsxwuEwiIiIiIiKih0UQRVEs6kFxcXEIDg62ae0WRRHXrl1D5cqVi62CpSE1NRVeXl5ISUlhV3MiIiIiInokZGdn4/Lly6hSpQo0Gk1pV+c/z9H3w6nZy6tUqYLExESb9Lt376JKlSrOFElERERERET02HEq6DaP3c4vPT2dv7gQERERERERmRRpyTDzslqCIGDixIlwdXWV9un1ehw+fBgNGjQo1goSERERERERlVVFCrqPHz8OwNjSferUKahUKmmfSqVC/fr1MXr06OKtIREREREREVEZVaTu5Xv27MGePXswaNAg/Pzzz9L2nj178Msvv+CLL75AjRo1SqquREREREREVEYlJibijTfeQOXKlaFWqxEQEIDw8HAcOHAAgLFHdUxMTImce8aMGXj66afh6uoKb29vm/1JSUno3LkzgoKCoFarERwcjOHDhyM1NfWBz12klm6zlStXPvCJiYiIiIiI6L8jIiICWq0Wq1evRtWqVZGQkIDY2FgkJSWV+Lm1Wi0iIyPRokULLF++3Ga/TCZDjx49MH36dPj5+eHixYt46623cPfuXXzzzTcPdG6nlgwDgKNHj2Ljxo2Ii4uDVqu12vf9998/UKVKG5cMIyIiIiKiR01ZXjIsOTkZPj4+2Lt3L9q2bWuzPzQ0FFevXpW2Q0JCcOXKFQDAli1bEB0djTNnziAoKAiDBg3C+PHjoVAY25AFQcDixYuxdetW7N27F4GBgZg9ezZ69+5tc55Vq1Zh5MiRSE5Ovm+dP//8c3zyySe4du2a3f0lumTY+vXr8fTTT+Ps2bP44YcfoNPp8Pfff2P37t3w8vJypkgiIiIiIiIqIlEUkZ2VUyqPorTfuru7w93dHTExMcjJybHZ/7///Q+AsVf1rVu3pO19+/Zh4MCBGDFiBM6cOYMvvvgCq1atwowZM6yOnzhxIiIiInDy5Em8+OKL6NevH86ePev0fb158ya+//57uz8QFJVTLd1hYWF47bXX8NZbb8HDwwMnT55ElSpV8NprryEwMBDR0dEPXLHSxJZuIiIiIiJ61NhrWc3OykH/p6NKpT7f/rEMGhe1w/k3b96MqKgoZGVloVGjRmjbti369euHsLAwAMYW6x9++AE9e/aUjunYsSM6dOiAcePGSWlr167FmDFjcPPmTem4119/HUuWLJHyNG/eHI0aNcLixYut6nC/lu7+/ftjy5YtyMrKQvfu3bFx48YCW7FLtKX70qVL6Nq1KwDjrOUZGRkQBAHvvvsuvvzyS2eKJCIiIiIiosdYREQEbt68ia1bt6Jz587Yu3cvGjVqhFWrVhV4zMmTJzF16lSppdzd3R1RUVG4desWMjMzpXwtWrSwOq5FixZOtXTPnTsXx44dw5YtW3Dp0iVp2ewH4dREaj4+PkhLSwMAVKxYEadPn0a9evWQnJxsdeFERERERERUctQaFb79Y1mpnbuoNBoNOnXqhE6dOmHixIkYNmwYJk+ejMGDB9vNn56ejujoaPTq1ctuWcUtICAAAQEBqFWrFsqVK4fWrVtj4sSJCAwMdLpMp4LuNm3aYNeuXahXrx4iIyMxYsQI7N69G7t27UKHDh2crgwRERERERE5ThCEInXxftTUrl1bWiZMqVRCr9db7W/UqBHOnTuH6tWrF1rOoUOHMHDgQKvthg0bPlDdDAYDANgdg14UTgXdCxcuRHZ2NgBg/PjxUCqV+OOPPxAREYEJEyY8UIWIiIiIiIjo8ZKUlITIyEgMHToUYWFh8PDwwNGjRzF79mz06NEDgHEG89jYWLRs2RJqtRo+Pj6YNGkSunXrhsqVK6N3796QyWQ4efIkTp8+jenTp0vlb9q0CU2aNEGrVq2wbt06HDlyxGppsLi4ONy9exdxcXHQ6/U4ceIEAKB69epwd3fHTz/9hISEBDRt2hTu7u74+++/8f7776Nly5YIDQ19oGt3esmwxxknUiMiIiIiokdNWV4yLCcnB1OmTMHOnTtx6dIl6HQ6BAcHIzIyEh9++CFcXFzw448/YtSoUbhy5QoqVqwoLRn2yy+/YOrUqTh+/DiUSiVq1aqFYcOGISrKOIGcIAhYtGgRYmJi8PvvvyMwMBAff/wx+vTpI51/8ODBWL16tU299uzZg3bt2mHPnj0YP348zpw5g5ycHAQHB6NXr14YO3YsvL297V6To++Hw0F3amqqI9kAoMwHqgy6iYiIiIjoUVOWg+6SZG/W84fB0ffD4e7l3t7eEASh0DyiKEIQBJt++ERERERERET/RQ4H3Xv27CnJehARERERERE9dhwOutu2bVuS9SAiIiIiIiIqskd9mjKZswfu27cPL730Ep5++mncuHEDALBmzRrs37+/2CpHREREREREVJY5FXRv3rwZ4eHhcHFxwbFjx6R1y1JSUjBz5sxirSARERERERHledRbdv8rHH0fnAq6p0+fjqVLl2LZsmVQKpVSesuWLXHs2LEil7do0SKEhoZCo9GgWbNmOHLkSIF527VrB0EQbB5du3aV8gwePNhmf+fOnYtcLyIiIiIiokeFOfbKzMws5ZoQkPc+WMbE9jg8ptvSuXPn0KZNG5t0Ly8vJCcnF6msDRs2YNSoUVi6dCmaNWuGefPmITw8HOfOnYO/v79N/u+//x5arVbaTkpKQv369REZGWmVr3Pnzli5cqW0rVari1QvIiIiIiKiR4lcLoe3tzdu374NAHB1db3vClNU/ERRRGZmJm7fvg1vb2/I5fJC8zsVdAcEBODixYsIDQ21St+/fz+qVq1apLLmzJmDqKgoDBkyBACwdOlSbN++HStWrMDYsWNt8pcrV85qe/369XB1dbUJutVqNQICAopUFyIiIiIiokeZOcYxB95Uery9vR2KOZ0KuqOiojBixAisWLECgiDg5s2bOHjwIEaPHo2JEyc6XI5Wq8Wff/6JcePGSWkymQwdO3bEwYMHHSpj+fLl6NevH9zc3KzS9+7dC39/f/j4+OCZZ57B9OnTUb58ebtl5OTkSOPSASA1NdXhayAiIiIiInpYBEFAYGAg/P39odPpSrs6/1lKpfK+LdxmTgXdY8eOhcFgQIcOHZCZmYk2bdpArVZj9OjRePvttx0u586dO9Dr9ahQoYJVeoUKFfDPP//c9/gjR47g9OnTWL58uVV6586d0atXL1SpUgWXLl3Chx9+iC5duuDgwYN2b8ysWbMQHR3tcL2JiIiIiIhKk1wudzjoo9IliEWc+k6v1+PAgQMICwuDq6srLl68iPT0dNSuXRvu7u5FOvnNmzdRsWJF/PHHH2jRooWUPmbMGPz22284fPhwoce/9tprOHjwIP76669C8/3777+oVq0afv31V3To0MFmv72W7uDgYKSkpMDT07NI10RERERERERkVuTZy+VyOZ599lncu3cPKpUKtWvXxlNPPVXkgBsAfH19IZfLkZCQYJWekJBw377xGRkZWL9+PV555ZX7nqdq1arw9fXFxYsX7e5Xq9Xw9PS0ehARERERERE9KKeWDKtbty7+/fffBz65SqVC48aNERsbK6UZDAbExsZatXzbs2nTJuTk5OCll16673muX7+OpKQkBAYGPnCdiYiIiIiIiBzl9Drdo0ePxrZt23Dr1i2kpqZaPYpi1KhRWLZsGVavXo2zZ8/ijTfeQEZGhjSb+cCBA60mWjNbvnw5evbsaTM5Wnp6Ot5//30cOnQIV65cQWxsLHr06IHq1asjPDzcmcslIiIiIiIicopTE6k999xzAIDnn3/eal04URQhCAL0er3DZfXt2xeJiYmYNGkS4uPj0aBBA+zYsUOaXC0uLg4ymfVvA+fOncP+/fuxc+dOm/Lkcjn++usvrF69GsnJyQgKCsKzzz6LadOmca1uIiIiIiIieqiKPJEaAPz222+F7m/btq3TFXoUpKamwsvLixOpERERERER0QMpcku3TqfD1KlTsXTpUtSoUaMk6kRERERERET0WCjymG6lUnnfJbqIiIiIiIiIyMmJ1F566SUsX768uOtCRERERERE9FhxaiK13NxcrFixAr/++isaN24MNzc3q/1z5swplsoRERERERERlWVOBd2nT59Go0aNAADnz5+32mc5mzkRERERERHRf5lTs5c/7jh7ORERERERERUHp8Z0W7p+/TquX79eHHUhIiIiIiIieqw4FXQbDAZMnToVXl5eCAkJQUhICLy9vTFt2jQYDIbiriMRERERERFRmeTUmO7x48dj+fLl+Oijj9CyZUsAwP79+zFlyhRkZ2djxowZxVpJIiIiIiIiorLIqTHdQUFBWLp0KZ5//nmr9C1btuDNN9/EjRs3iq2CpYFjuomIiIiIiKg4ONW9/O7du6hVq5ZNeq1atXD37t0HrhQRERERERHR48CpoLt+/fpYuHChTfrChQtRv379B64UERERERER0ePAqTHds2fPRteuXfHrr7+iRYsWAICDBw/i2rVr+Omnn4q1gkRERERERERllVMt3W3btsW5c+fwwgsvIDk5GcnJyejVqxfOnTuH1q1bF3cdiYiIiIiIiMokpyZSe9xxIjUiIiIiIiIqDk61dK9cuRKbNm2ySd+0aRNWr179wJUiIiIiIiIiehw4FXTPmjULvr6+Nun+/v6YOXPmA1eKiIiIiIiI6HHgVNAdFxeHKlWq2KSHhIQgLi7ugStFRERERERE9DhwKuj29/fHX3/9ZZN+8uRJlC9f/oErRURERERERPQ4cCro7t+/P9555x3s2bMHer0eer0eu3fvxogRI9CvX78il7do0SKEhoZCo9GgWbNmOHLkSIF527VrB0EQbB5du3aV8oiiiEmTJiEwMBAuLi7o2LEjLly44MylEhERERERETnNqaB72rRpaNasGTp06AAXFxe4uLjg2WefxTPPPFPkMd0bNmzAqFGjMHnyZBw7dgz169dHeHg4bt++bTf/999/j1u3bkmP06dPQy6XIzIyUsoze/ZsfP7551i6dCkOHz4MNzc3hIeHIzs725nLJSIiIiIiInLKAy0ZduHCBZw4cQIuLi6oV68eQkJCilxGs2bN0LRpUyxcuBAAYDAYEBwcjLfffhtjx4697/Hz5s3DpEmTcOvWLbi5uUEURQQFBeG9997D6NGjAQApKSmoUKECVq1a5VBLPJcMIyIiIiIiouLgVEu3WY0aNRAUFIROnTo5FXBrtVr8+eef6NixY16FZDJ07NgRBw8edKiM5cuXo1+/fnBzcwMAXL58GfHx8VZlenl5oVmzZg6XSURERERERFQcHijoBoAuXbrgxo0bTh17584d6PV6VKhQwSq9QoUKiI+Pv+/xR44cwenTpzFs2DApzXxcUcrMyclBamqq1YOIiIiIiIjoQT1w0P0AvdMf2PLly1GvXj089dRTD1TOrFmz4OXlJT2Cg4OLqYZERERERET0X/bAQfeD8PX1hVwuR0JCglV6QkICAgICCj02IyMD69evxyuvvGKVbj6uKGWOGzcOKSkp0uPatWtFvRQiIiIiIiIiGw8cdH/xxRc2XbkdpVKp0LhxY8TGxkppBoMBsbGxaNGiRaHHbtq0CTk5OXjppZes0qtUqYKAgACrMlNTU3H48OECy1Sr1fD09LR6EBERERERET2oBw66BwwYAL1ej5iYGJw9e7bIx48aNQrLli3D6tWrcfbsWbzxxhvIyMjAkCFDAAADBw7EuHHjbI5bvnw5evbsifLly1ulC4KAkSNHYvr06di6dStOnTqFgQMHIigoCD179nTqGomIiIiIiIicoXDmoD59+qBNmzYYPnw4srKy0KRJE1y5cgWiKGL9+vWIiIhwuKy+ffsiMTERkyZNQnx8PBo0aIAdO3ZIredxcXGQyax/Gzh37hz279+PnTt32i1zzJgxyMjIwKuvvork5GS0atUKO3bsgEajceZyiYiIiIiIiJzi1DrdAQEB+OWXX1C/fn188803mDx5Mk6ePInVq1fjyy+/xPHjx0uirg8N1+kmIiIiIiKi4uBU9/KUlBSUK1cOALBjxw5ERETA1dUVXbt2xYULF4q1gkRERERERERllVNBd3BwMA4ePIiMjAzs2LEDzz77LADg3r177MJNREREREREZOLUmO6RI0fixRdfhLu7O0JCQtCuXTsAwO+//4569eoVZ/2IiIiIiIiIyiynxnQDwNGjR3Ht2jV06tQJ7u7uAIDt27fD29sbLVu2LNZKPmwc001ERERERETFwemg25Jer8epU6cQEhICHx+f4qhXqWLQTURERERERMXBqTHdI0eOxPLlywEYA+62bduiUaNGCA4Oxt69e4uzfkRERERERERlllNB93fffYf69esDAH788UdcvnwZ//zzD959912MHz++WCtIREREREREVFY5FXTfuXMHAQEBAICffvoJkZGReOKJJzB06FCcOnWqWCtIREREREREVFY5FXRXqFABZ86cgV6vx44dO9CpUycAQGZmJuRyebFWkIiIiIiIiKiscmrJsCFDhqBPnz4IDAyEIAjo2LEjAODw4cOoVatWsVaQiIiIiIiIqKxyKuieMmUK6tati2vXriEyMhJqtRoAIJfLMXbs2GKtIBEREREREVFZVSxLhj1uuGQYERERERERFQenxnQDwG+//Ybu3bujevXqqF69Op5//nns27evOOtGREREREREVKY5FXSvXbsWHTt2hKurK9555x288847cHFxQYcOHfDNN98Udx2JiIiIiIiIyiSnupc/+eSTePXVV/Huu+9apc+ZMwfLli3D2bNni62CpYHdy4mIiIiIiKg4ONXS/e+//6J79+426c8//zwuX778wJUiIiIiIiIiehw4FXQHBwcjNjbWJv3XX39FcHDwA1eKiIiIiIiI6HHg1JJh7733Ht555x2cOHECTz/9NADgwIEDWLVqFebPn1+sFSQiIiIiIiIqq5xeMuyHH37AZ599Jo3ffvLJJ/H++++jR48exVrB0pCSkgJvb29cu3aNY7qJiIiIiP6jPDw8IAhCaVeDyrgiB925ubmYOXMmhg4dikqVKpVUvUrV9evX2U2eiIiIiOg/jhMrU3FwqqXb3d0dp0+fRmhoaAlUqfQZDAbcvHnzkfhlKzU1FcHBwWx1LyLeN+fwvjmH9805vG/O4X1zDu+bc3jfnMP75pxH8b49CvEAlX1Ojenu0KEDfvvtt8c26JbJZI9cK76np+cj88enLOF9cw7vm3N435zD++Yc3jfn8L45h/fNObxvzuF9o8eNU0F3ly5dMHbsWJw6dQqNGzeGm5ub1f7nn3++WCpHREREREREVJY5FXS/+eabAIA5c+bY7BMEAXq9/sFqRURERERERPQYcCroNhgMxV0PKoBarcbkyZOhVqtLuyplCu+bc3jfnMP75hzeN+fwvjmH9805vG/O4X1zDu8bPa6cXjKMiIiIiIiIiAonK0rm3bt3o3bt2khNTbXZl5KSgjp16uD3338vtsoRERERERERlWVFCrrnzZuHqKgou7MJenl54bXXXsPcuXOLrXJEREREREREZVmRgu6TJ0+ic+fOBe5/9tln8eeffz5wpcjohRdegI+PD3r37l3aVSlTrl27hnbt2qF27doICwvDpk2bSrtKZUJycjKaNGmCBg0aoG7duli2bFlpV6nMyMzMREhICEaPHl3aVSlTQkNDERYWhgYNGqB9+/alXZ0y4fLly2jfvj1q166NevXqISMjo7SrVCacO3cODRo0kB4uLi6IiYkp7Wo98ubOnYs6deqgdu3aeOedd8ARiY759NNPUadOHdStWxdr164t7eo80ux91z1y5Ajq1KmD6tWrY+rUqaVYO6LiU6Qx3RqNBqdPn0b16tXt7r948SLq1auHrKysYqvgf9nevXuRlpaG1atX47vvvivt6pQZt27dQkJCAho0aID4+Hg0btwY58+ft1najqzp9Xrk5OTA1dUVGRkZqFu3Lo4ePYry5cuXdtUeeePHj8fFixcRHByMTz/9tLSrU2aEhobi9OnTcHd3L+2qlBlt27bF9OnT0bp1a9y9exeenp5QKJyaE/U/Kz09HaGhobh69Sr/u1CIxMRENG/eHH///TeUSiXatGmDTz/9FC1atCjtqj3STp06hUGDBuGPP/6AKIpo3749duzYAW9v79Ku2iPJ3nfdpk2bYvny5ahT5//t3V1IVOkDx/HfZFFqpUnm6uRmpVPhqLns9EptL/Y25ZYVbRIu3VSQK8jmQm+72Y0tbFexshdBCWVZrYuWicGWZiUmJCZBghsYUZsivmSyio6zF0vyb2v/OeVw5tj3c+XhHJ7n5yDM+fnMeSZWixcv1smTJxUXF2dwUuDDeLTSbbVa9eDBg/88X19fr/Dw8A8OhX8sW7ZMEyZMMDqG6YSHh2vu3LmSpE8++USTJ09WW1ubsaFMwM/PTwEBAZKk3t5eud1uVjWGoLGxUQ0NDVq3bp3RUTDCvSo/S5YskSSFhIRQuN/D5cuXtXLlSgr3EPT396unp0d9fX3q6+vTlClTjI7k8x4+fKiFCxdq3Lhx8vf3V0JCgsrKyoyO5bP+fa/77Nkz9ff3Kz4+Xn5+ftq+fbtKSkoMTAgMD49Kt9Pp1Pfff6+enp43zv311186cuSINmzYMGzhgA917949uVwuRUZGGh3FFDo6OpSQkKCpU6fqu+++0+TJk42O5POysrJ07Ngxo2OYksVi0RdffCGHw6H8/Hyj4/i8xsZGjR8/XsnJyfrss8+Uk5NjdCRTunjxor766iujY/i80NBQZWVl6dNPP1VERISSkpI0c+ZMo2P5PLvdroqKCnV0dKi9vV0VFRV6+vSp0bFM49mzZ7JarYPHVquV1w8jgkf/Ij98+LB+++032Ww2ffPNN5o1a5YkqaGhQbm5uXK5XDp06JBXggKeamtr09dff82zyR4IDg7W/fv31dzcrM2bN2vr1q0KCwszOpbPKi4uls1mk81mU1VVldFxTOf27duyWq36888/lZSUpLi4OMXHxxsdy2f19/fr1q1bqqur05QpU7R27Vo5HA6tWrXK6Gim8eLFC1VVVamgoMDoKD6vvb1dJSUlampqkr+/v9atW6fKykotXbrU6Gg+7dXz7ytWrFBQUJAWLFggPz8/o2MBMJhHK91hYWGqqqqS3W7XgQMHlJKSopSUFB08eFB2u123b9/mBh0+obe3V5s2bdL+/fu1aNEio+OYTlhYmBISEnTr1i2jo/i06upqFRQUKCoqSllZWTp58iSbvnjg1WpGeHi4nE6namtrDU7k26xWqz7//HNFRkZq7NixcjqdqqurMzqWqRQXF2v16tUaN26c0VF83u+//67o6GiFhITI399f69evV3V1tdGxTGHPnj2qra1VeXm5xowZo5iYGKMjmUZERMRrK9tPnz5VRESEgYmA4eFR6ZakadOmqbS0VK2trbp7966qq6vV2tqq0tJSTZ8+3RsZAY+43W7t3LlTK1asUFpamtFxTKO5uVldXV2SpM7OTlVWVg5+mgVvd+zYMT158kRNTU06fvy4du3apR9++MHoWKbQ3d09+Pf28uVL3bhxQ7GxsQan8m0Oh0MtLS1qb2/XwMCAKisrNWfOHKNjmQofLR+6yMhIVVVVqaenRy6XSxUVFbwnDFFLS4ukf3bNr6mp0Zo1awxOZB4RERHy8/NTfX29XC6XCgoKlJycbHQs4IO99w4skyZNksPhGM4s+JekpCTdv39f3d3dmjp1qi5dusSuoUNw584dXbhwQfHx8YNfCXPmzBl2vnyHx48fa/fu3YMbqGVkZPCawWuam5uVkpIi6Z+d83ft2sV7yjuMHj1aOTk5Wrp0qdxut1avXs0+Kh7o7OxUTU2NCgsLjY5iCgsWLJDT6VRiYqJGjRqllStX6ssvvzQ6lils3LhRnZ2dCgwM1OnTp9nw8P94273uzz//rNTUVPX09CgtLY17EYwIHn1lGAAAAAAAGDqPP14OAAAAAACGhtINAAAAAICXULoBAAAAAPASSjcAAAAAAF5C6QYAAAAAwEso3QAAAAAAeAmlGwAAAAAAL6F0AwA+GhaLRUVFRV6fZ9myZcrMzPT6PAAAwPdRugEAI8bz58+VkZGhGTNmaOzYsYqMjFRycrKuX79udDQAAPCRGm10AAAAhkNTU5MWL16s4OBg/fTTT4qLi1NfX5+uXbum9PR0NTQ0GB0RAAB8hFjpBgCMCHv37pXFYlFNTY22bNkim82m2NhYffvtt6qurh68rrW1VSkpKQoICFBMTIwuX748eC4vL0/BwcGvjVtUVCSLxTJ4nJ2drblz5+rMmTOKiopSUFCQtm/frq6urv/MdvXqVQUFBSk/P3/4fmEAAGAKlG4AgOm1tbWprKxM6enpCgwMfOP8/xbpo0ePatu2baqvr5fT6dSOHTvU1tbm0XyPHj1SUVGRSkpKVFJSops3b+rHH39867Xnzp1Tamqq8vPztWPHDo/mAQAA5kfpBgCY3h9//CG3263Zs2e/89qdO3cqNTVV0dHRysnJ0cuXL1VTU+PRfAMDA8rLy5PdbteSJUuUlpb21ufGc3NztXfvXl25ckUbNmzwaA4AADAy8Ew3AMD03G73kK+Nj48f/DkwMFATJ05US0uLR/NFRUVpwoQJg8fh4eFvjPHrr7+qpaVFd+7ckcPh8Gh8AAAwcrDSDQAwvZiYGFksliFtljZmzJjXji0WiwYGBiRJo0aNeqPA9/X1eTTGK4mJiQoNDdWpU6c8+qcAAAAYWSjdAADTCwkJ0Zo1a5Sbm6vu7u43znd0dAxpnNDQUHV1db02Rl1d3XtlmjlzpsrLy1VcXKyMjIz3GgMAAJgfpRsAMCLk5ubK5XJp3rx5KiwsVGNjox4+fKgTJ05o4cKFQxpj/vz5CggI0MGDB/Xo0SOdO3dOeXl5753JZrOpvLxchYWFyszMfO9xAACAeVG6AQAjwowZM1RbW6vly5dr3759stvtWrVqla5fv65ffvllSGOEhITo7NmzKi0tVVxcnM6fP6/s7OwPyjVr1izduHFD58+f1759+z5oLAAAYD4WNw+aAQAAAADgFax0AwAAAADgJZRuAAAAAAC8hNINAAAAAICXULoBAAAAAPASSjcAAAAAAF5C6QYAAAAAwEso3QAAAAAAeAmlGwAAAAAAL6F0AwAAAADgJZRuAAAAAAC8hNINAAAAAICXULoBAAAAAPCSvwHyUoPio5KBIwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 6\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 7\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 8\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 10\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-07-10, nucleus 11\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-09-04, nucleus 1\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-09-04, nucleus 3\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-09-04, nucleus 4\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-09-04, nucleus 5\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-09-04, nucleus 6\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-09-04, nucleus 7\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Plotting CCC over chunks for experiment 2018-09-04, nucleus 10\n" ] }, { "data": { "image/png": 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vsVu3bs90bCKi/Mbh5UTPkXU45tMmF3Kkfm7bzsrBgwdx584dfPDBB9BoNFJ569atUaFCBZshfF27dsWhQ4dw4cIFqWzlypVQq9Vo3749AMvERefOncMbb7yB+/fv4969e7h37x6Sk5PRtGlT/PXXXzCbzTYxPN4Tmp01a9agWrVqWfbKPD4ksnfv3ja9nQ0aNABgmYjKUblp88cff0TXrl3x3nvvYcGCBZDJMn71enh4ALAM/338Wjji119/hVwux0cffWRT/sknn0AURbsJo8LCwlCpUqWntrt161bEx8eje/fu0vt47949yOVyhISE2Mwi7eTkhNjYWJw6dQoNGzbEpk2bMH36dJshxFahoaGoWbOm9LpkyZJo3749fv/9d5hMJoiiiDVr1qBt27YQRdHm2OHh4UhISMDhw4dt2uzZs2eOhqwClp7kzJOIlS9fHh4eHqhYsSJCQkKkcutz6/vrSFz58Tl83IABA3Dy5EnMnj0bCkXGYLbU1FSo1Wq7+tZ/546uauDt7Y0aNWpg4sSJWLduHT777DPs3LkTvXv3fuq+1mPmJK5+/fohPj4eXbt2xZEjR3D27FkMGjRIWr3hafE/7ViZ979//z7Gjh2LMWPGwNvb+6nnkRvvvvuuze+nBg0awGQyZXmrztPk5neg1YMHD7Bt2zZ06dIFjx49kj6z9+/fR3h4OM6dO2dzK1FOWH+Hbdy4EQaDIdfnkRNPmgTx8fePiOhF9MxJt06ny4s4iP4TrPcSPnr0KM/r57btrFj/8Mt836RVhQoVbP4wjIyMhEwmk4ZFiqKI1atXo1WrVlIs1vsse/bsCW9vb5vHt99+C51Oh4SEBJvjlCpVKkexXrhwIcdL+Dye7FmHqWa+7zy3ctrmxYsX8dZbbyEiIgKzZs2y+2O4a9euqFevHvr27YuiRYuiW7duWLVqlcMJ+OXLl+Hn52f35Yt1WPHjf9zn9Hpb38smTZrYvZdbtmzBnTt3bOrXq1cP/fr1w4EDBxAeHp7t/Z1ZDQl+9dVXkZKSgrt37+Lu3buIj4/HN998Y3dca2L3+LFzek4AUKJECbv3xN3dHf7+/nZlQMb760hc+fE5zOzLL7/EwoULMX78eLz++us227RabZb/f52WliZtz61///0XjRs3Rp8+ffDpp5+iffv2iI6Oxty5c/HTTz9JX/AkJSXh1q1b0sN6D7P1mDmJq1WrVpg1axb++usvBAcHo3z58ti0aRMmTpwIIGMYfkJCgs2xHjx4kKNjZT7/0aNHo0iRIvjwww9zfU2eJi8/A7n5HWh1/vx5iKIofaGQ+REdHQ3A/nP7NGFhYYiIiEBMTAy8vLzQvn17LFmyJE//PtRqtdDr9Vlue/z9IyJ6EeX6nu7ffvsNK1aswM6dO3H16lWYzWY4OzujRo0aaNGiBXr37g0/P7/8iJWo0HNzc4Ofnx9OnDiRo/oVKlQAYLkfsXr16nna9rPy8/NDgwYNsGrVKnz66afYt28frly5gi+++EKqY00cv/zyy2zjf/ye1fz440kul2dZLma6Zzy7niGTyZTl/jlpE7BMKuXr64tff/0VBw8etLsnUavV4q+//sL27duxadMmbN68GStXrkSTJk2wZcuWbI+TV3J6va3v5ffff49ixYrZbc/cqwpYkhvrpGUXLlxASkqKdP9tbliP+9Zbb6Fnz55Z1gkKCrJ5nZvPUHbX92nvryNx5fQz44jY2FgMHz4c77//PkaPHm233dfXF9u3b4coijaf9Zs3bwKAQ/+/HRsbi7S0NLRp08amvF27dgCA3bt3o1WrVpg6dSpiYmKk7QEBAbh06ZI04Zo1hsxu3ryJIkWK2PRMDxgwAL1798bff/8t3Yu9aNEiAJYvagBg4MCBNkulhYWFYceOHU89lvX8z507h2+++QYzZszAjRs3pDppaWkwGAy4dOkS3NzcUKRIkVxcqQzP8hnIau313LJ+bocMGYLw8PAs65QtWxbAk38nZiYIAn766Sfs27cPv/zyC37//Xf06dMHX331Ffbt2+fQvASP8/X1hclkwp07d+Dj4yOV6/V63L9/n393EtELL8dJ988//4zhw4fj0aNHeP311zF8+HD4+flBq9XiwYMHOHHiBP744w+MHz8evXr1wvjx4/N8WBbRy6BNmzb45ptvsHfvXoSGhj6xbqtWrSCXy7Fs2bIcTaaWm7azEhAQAAA4c+YMmjRpYrPtzJkz0narrl274oMPPsCZM2ewcuVKODk5oW3bttL2MmXKALB8IfC0SZVyq0yZMnn6BYOnpyfi4+Ptyi9fvozSpUs73K5Go8HGjRvRpEkTtGzZEn/++afdjNMymQxNmzZF06ZNMW3aNEyaNAmjRo3C9u3bc33dAgIC8Mcff+DRo0c2vd2nT5+WtjvC+l76+PjkKKbo6GicOnUKU6dOxfDhwzFixAh8/fXXdvWymnX67NmzcHJykv4/xNXVFSaTKc8/Q8/C29s7X+LKLtF5kvXr16Nv377o1KkT5syZk2Wd6tWr49tvv8WpU6dsbiewTuL2tC/1snL79m2IomiXhFmHGFtn5+/Ro4fNJG3WL0WKFy8Ob29vaYh4ZgcOHMgyJmdnZ5vfbX/88Qe0Wi3q1asHABg2bJjNhFrWnuQqVapAoVDg4MGD6NKli7Rdr9fj6NGjUtn169dhNpvx0Ucf2d2iAVhGUQwcODBPZjTPTla/i/R6vd0XBo78DrT+LlMqlU/93FqvXXx8vDSEHLAfLWNVp04d1KlTBxMnTsQPP/yAN998EytWrEDfvn1zFWNWrJ+FgwcP2oziOHjwIMxms0OfXyKi5ynHw8unTJmC6dOn4/r161i0aBHee+89tG3bFs2aNUOXLl0wbtw4bN++HRcuXICHhweWLVuWn3ETFVrDhg2Ds7Mz+vbti9u3b9ttv3DhAmbOnAkA8Pf3R1RUFLZs2YJZs2bZ1TWbzfjqq69w7dq1XLedlVq1asHHxwfz58+3GRr422+/4dSpU2jdurVN/YiICMjlcvz4449YvXo12rRpA2dnZ2l7zZo1UaZMGUydOhVJSUl2x3t8qZzciIiIwLFjx/Dzzz/bbXOk57BMmTLYt2+fzRDGjRs34urVqw7HaOXu7o7ff/8dPj4+aN68uc198Nbhr5lZ/4B0ZHjm66+/DpPJhNmzZ9uUT58+HYIgoFWrVrluEwDCw8Ph5uaGSZMmZXnfZub3cv/+/Zg6dSoGDRqETz75BEOHDsXs2bPx559/2u23d+9em3ufr169ivXr16NFixaQy+WQy+WIiIjAmjVrskwwnuUz9CzyKy5nZ2e7Wy6e5K+//kK3bt3QsGFDLF++3Ga+gMzat28PpVKJuXPnSmWiKGL+/PkoXry4QysevPrqqxBF0W65rR9//BEAUKNGDQCWRK9Zs2bSw5ogA5Z/x4//O4uLi8PZs2cRGRn5xOPv2bMHa9euxTvvvCMN/69UqZLNsazzBbi7u6NZs2ZYtmyZzS0433//PZKSkqRjValSBT///LPdo3LlyihZsiR+/vlnvPPOO7m+VrlRpkwZu2XzvvnmG7svNxz5Hejj44NGjRphwYIFWfb6Z/7cWr9oyxxLcnKyzUgCwDI0/vHjPcvvsKw0adIERYoUsVlyEADmzZsHJycnu/9vIiJ60eS4pzvzGp5PUrx4cXz++ecOB0T0sitTpgx++OEHdO3aFRUrVkSPHj1QpUoV6PV67NmzB6tXr7ZZi/Wrr77ChQsX8NFHH2Ht2rVo06YNPD09ceXKFaxevRqnT5+WJoLKbduPUyqV+OKLL9C7d2+EhYWhe/fu0pJhgYGB+Pjjj23q+/j4oHHjxpg2bRoePXqErl272myXyWT49ttv0apVK1SuXBm9e/dG8eLFcf36dWzfvh1ubm745ZdfHLqOQ4cOxU8//YTIyEj06dMHNWvWxIMHD7BhwwbMnz8f1apVy1V7ffv2xU8//YSWLVuiS5cuuHDhApYtWyb94fmsvLy8pPW4mzVrhl27dqF48eIYN24c/vrrL7Ru3RoBAQG4c+cO5s6dixIlSuR6CScAaNu2LRo3boxRo0bh0qVLqFatGrZs2YL169dj0KBBDp+Pm5sb5s2bh7fffhvBwcHo1q0bvL29ceXKFWzatAn16tXD7NmzkZaWhp49e6JcuXLS/bYxMTH45Zdf0Lt3bxw/ftzmi5kqVaogPDzcZskw6z5Wn3/+ObZv346QkBBERUWhUqVKePDgAQ4fPow//vgjyy8unof8iKtmzZpYuXIlBg8ejNq1a8PFxcVm9Ehmly9fRrt27SAIAjp37ozVq1fbbA8KCpKGuJcoUQKDBg3Cl19+CYPBgNq1a2PdunXYuXMnli9fbjPs+fLly/j+++8BQOqFnjBhAgDLSAnrqJtevXph6tSpeO+993DkyBFUrlwZhw8fxrfffovKlSvnaOmpTz/9FKtXr0bjxo0xcOBAJCUl4csvv0TVqlVtJmO7fPkyunTpgnbt2qFYsWL4559/MH/+fAQFBWHSpEk5urYTJ05E3bp1ERYWhnfffRfXrl3DV199hRYtWqBly5YALP9OO3ToYLevtWf78W2fffYZYmJisH37djRq1ChHcTxN37598f777yMiIgLNmzfHsWPH8Pvvv9stAebo78A5c+agfv36qFq1KqKiolC6dGncvn0be/fuxbVr13Ds2DEAQIsWLVCyZEm88847GDp0KORyORYvXiz9u7daunQp5s6di44dO6JMmTJ49OgRFi5cCDc3N7u5BR6X08+aVqvF+PHj0b9/f0RGRiI8PBw7d+7EsmXLMHHiRIeH+xMRPTe5ne48ISHBZrkbK6PRKCYkJOR+/nSi/6izZ8+KUVFRYmBgoKhSqURXV1exXr164qxZs2yWchFFy7+vb7/9VmzQoIHo7u4uKpVKMSAgQOzdu3eWy4nlpu2srFy5UqxRo4aoVqvFIkWKiG+++aZ47dq1LOsuXLhQBCC6urraLDOW2ZEjR8ROnTqJr7zyiqhWq8WAgACxS5cuYlxcnFTHujxNbpbOun//vjhgwACxePHiokqlEkuUKCH27NlTWsLJulTT6tWrbfbLahkdURTFr776SixevLioVqvFevXqiQcPHsx2ybCctJnVMkPnz58XfX19xYoVK4p3794V4+LixPbt24t+fn6iSqUS/fz8xO7du4tnz5596vlnt4zRo0ePxI8//lj08/MTlUqlWK5cOfHLL7+0WapIFC1LE/Xv3/+px8ls+/btYnh4uOju7i5qNBqxTJkyYq9evaRlv6xLIO3fv99mv4MHD4oKhULs16+f3fGXLVsmlitXTlSr1WKNGjVslvWyun37tti/f3/R399fVCqVYrFixcSmTZuK33zzjU1sWb03mbc9vmRYVtcvICBAbN26tV15VtfrWeLK6jOTlJQkvvHGG6KHh4cI4InLh1nbze7x+LJTJpNJnDRpkhgQECCqVCqxcuXK4rJly3LVbuZ/C6IoiteuXRP79OkjlipVSlSpVKKvr68YFRWVq3/HJ06cEFu0aCE6OTmJHh4e4ptvvineunXLps6DBw/E9u3bi8WKFRNVKpVYqlQpcfjw4XZLiD3Nzp07xbp164oajUb09vYW+/fvn6M2svusfPLJJ6IgCOKpU6eeuL91ma3Hl9XK6nNpMpnE4cOHi15eXqKTk5MYHh4unj9/PstlDZ/2OzC733UXLlwQe/ToIRYrVkxUKpVi8eLFxTZt2og//fSTTb1Dhw6JISEhokqlEkuWLClOmzbNbsmww4cPi927dxdLliwpqtVq0cfHR2zTpo3NUoDZyc1nTRRF8ZtvvhHLly8vqlQqsUyZMuL06dPtfq8REb2IBFHM+ThM633dR48etZsQJzk5GcHBwZg6dWq238oTERFZCYKA/v372w2FJyosXnvtNQQEBNiNMiAiIsosV0uGzZs3D8OGDctyBlpnZ2cMHz6cfzwRERHRSy8xMRHHjh3DuHHjCjoUIiJ6weUq6T5x4sQT71lq2LAhjh8//qwxEREREb3Q3NzcoNPpULFixYIOhYiIXnC5SrofPnwoLQGSFYPBgIcPHz5zUEREREREREQvg1wl3YGBgVmup2l18ODBXK0B+9dff6Ft27bw8/ODIAhYt27dU/fZsWMHgoODoVarUbZsWcTGxtrVmTNnDgIDA6HRaBASEoIDBw7kOCYiIno+RFHkLUlERET00stV0t2pUyeMGjUqy/V/b926hdGjRyMiIiLH7SUnJ6NatWqYM2dOjupfvHgRrVu3RuPGjXH06FEMGjQIffv2xe+//y7VsS61Eh0djcOHD6NatWoIDw/HnTt3chwXERERERERUV7I1ezljx49QmhoKK5cuYK33noL5cuXBwCcPn0ay5cvh7+/P/bt2wdXV9fcByII+Pnnn7NcH9Nq+PDh2LRpE06cOCGVdevWDfHx8di8eTMAICQkBLVr15Z6T8xmM/z9/fHhhx9ixIgRuY6LiIiIiIiIyFGK3FR2dXXF7t27MXLkSKxcuVK6f9vDwwNvvfUWJk6c6FDCnVN79+5Fs2bNbMrCw8MxaNAgAIBer8ehQ4cwcuRIabtMJkOzZs2wd+/ebNvV6XTQ6XTSa1EUodfr4eXlBUEQ8vYkiIiIiIiInpHJZILBYCjoMP6zlEol5HJ5jurmKukGAHd3d8ydOxdz5szBvXv3IIoivL29n0tyeuvWLRQtWtSmrGjRokhMTERqaioePnwIk8mUZZ3Tp09n2+7kyZMRExNjV56QkAA3N7e8CZ6IiJ4baRCX9BMQLf+xKc+yTJR2gHWj2SxaNpjNlrZFEaJZhCiaIJrNMJvNEE1mmE0mmM0mmE3pr0Ux/bkJJoMJJpMRZqMJJpMJZqMJRqMZJqO1zAyT0QST2QyzwdKGyWRKb1O01DebIRotxzOLgGg2p8chwizFJMJstjy3Ht8sipZ4zGL6wyydk8kspp9D+j5SG2aIZmS0h4z2pTIR0mtrDEgvM4sZ2yHC0jbSr50IS11Y98/UDjLtI72X1jrIeJ7+M/PrzG9bxvbHttk8z/isiBBhFgHAnCm+TMeCKMUKpJ8fMo4P0QxTprYs+5mlc7Ceh9kaq7Xc5jysR8rqvGw/s7ZtSFss1zfjX0JG2xkl0slnrkn0opDL5DhycVtBh/FCE0URt27dQnx8fEGH8p/n4eGBYsWKPTUXzlXSnZqaiq1bt6Jx48ZwdXWFt7e3tC0xMRE7duxAeHg41Gq1Y1EXkJEjR2Lw4MHS68TERPj7+xdgRERUWGROwGBNGizZkGVbpiTF+jwjYUuvZ85IVERTRrIlGi1JmGhNvozpSZ3JlJ7gmWGyJnfWhzl9v/TXYnoyJ5qtCZz1GKKlrkmUtlsTO+tPkzn9GEYTjCZLgmh5GGEyWRJAk9EMo8mSBBrTkzqTmL6f2ZKEZE7yzOnJmOW5OSOpQBZJUKZkIeNGqMyvM+1nk4Rk1EMW++Lx+pn+k5GY2JdlbjtzvJljztT8YzVs981i62Ox2h87q+NkJ6vjP3Wfx46ddZ1MSeXjr8VMW+wSwcyJqGjXVsb78XjiaH+cjFizrmvz2u6zYJN6Uh4RMv03h5Ufe5q7jhvhCa9stthsekK9bHZ60h5224Tsr0IWtR87lP32rM7R/m/6rFt+vN3H23r8ujzehmB3DbI4vpBpPyGjFSHTfzK3Yt1XsHstSPtY99CqVVmcFWVmTbh9fHzg5OTEkbkFQBRFpKSkSPOG+fr6PrF+rpLub775Bhs2bEC7du3strm5ueHrr7/G1atX0b9//9w0m2PFihWzm8Tt9u3bcHNzg1arhVwuh1wuz7JOsWLFsm1XrVYXui8KiAorKelMT/SknjqzGSadEUaDHia9EUa9ESa9AUa9ASa9ESaDESajCWaDESa9CSaj0fIwmC2JojF9u9GasKYnm9ZeQaMlITWbRakXUsyUDIom63NzekKanjSaLMmhtUyUksiMnjxrL6C1Aylz0phV71v6U5ueN6mnL31/qW1rDyIyElRL0mpNYqzbAVG09KpJ+4i2daw9eZl71yz7WgIxS3Uz7Zfde5jOLJqlc83UryclcNbewoxeu0zJVaZ2Hk9ys0oAH0t/H6tjW8M+ybJtKatzsWkjq0Q9Y6enJmzZpKxP2euxGk9JgjOfi/2XAZk+d5nPQbQ9o+x6PdkbassmdRHsUxnhidvwWEImSGWC9VXmpEV6bk1MLGmJtVyANSkSIAiZy9Nfp2/P2EcGmSBAJggQZAJkENJfyyAIgFyQQyYTIJPJ0rfJIJcJkMsEyAS5Zb/0h0xIPxXr/rA+R0Y9mbWuYFMmkwkQBJmlDZkMcrnl+DJBBpnc8pALAmRyGQS5ALlMYSmTySBXyCDIBMjllljlSgUEmcwSc/q+grUNWfpzhRwymdyyTSGDXCa3/JTLIZPLISgE6bksfR/pemY6Z0GAdE6wKbfdZn3YfG4EIT1Oy09BZv9aJpNlXLfstmdRLsVE/zkmk0lKuF955ZWCDuc/TavVAgDu3LkDHx+fJw41z1XSvXz5cowZMybb7YMGDcK4cePyLekODQ3Fr7/+alO2detWhIaGAgBUKhVq1qyJuLg4aUI2s9mMuLg4DBgwIF9iInoebHtELYmqpbc0fVir0Qiz0WhJNA0GGHUG6FN00KekIi1JB0OKDoZUHfSpehjSDDDoDTDpjDDoDTDqjTAazJahr0aTNKTUnN4za87UU2szBNQMqcwmabR5bZuAZk68bBJQMdN5Iuvtds8zcgKb5PDx51ntDwAmswlGs5j+09KrazSbYRatPbTpj0xlZqQn42L6sOFMzzOS24yENf2MbZJp2x7BzNfFpp/PPkGXzjnrhFF8/L+ZjmFT40nJpF3CmX1NoswyEsbsE0rb59Y6GUljxv5Zb3+8zJp0yrI5hgwA0hNDKSkCIKQnm7L0BVysyaclOU3fnl5uTaKt7cpkcsgVMigUcijkcsgVCsgVciiUcijTnytVCiiUCiiUSiiVikyvLfWtz62v5UqFpT2VtS1LmVKlgEKhgFwph0Ihl+rJMz9XyqFQpLedebsiPdlkUkb00rHew+3k5FTAkRCQ8T4YDIa8S7rPnTuHatWqZbs9KCgI586dy3F7SUlJOH/+vPT64sWLOHr0KIoUKYKSJUti5MiRuH79Or777jsAwPvvv4/Zs2dj2LBh6NOnD7Zt24ZVq1Zh06ZNUhuDBw9Gz549UatWLbz22muYMWMGkpOT0bt379ycKpFE6pkVLUN1zSaj5X5LozE92TVJCa/ZaLQM/TWm34dpMKb31BpgSLM81+sMMKTpYUyzJMcGvcmS+OotSa/RYL230/KwDtO19LTaPjLuq8zUg/kM+VHmpNc2WUamZNH+uTUBzippFgGYTWYYRCOMJtGS4IqWczSK6Ymu2ZSe8KYPTc6UzFqTXrM10c3qZ/pQZWtPrTl9aHfGazFTwisyiXxBZDsYU8hc+qShnsJjdTPKHx9V+vgAyqf3XGZ+Yrt35l7NzK8z9smiHzRTA1nG8ngP2eORZj5Wph5EmczaY5neUynIMnothYyeQLm1VzD9IZfLIBdkll4+a2+iXGZJKuVyS32pl1EOuczSG2hJNC29hrL0crn8sZ46a89mei+fTe9npu2CIMu6HPZtWc8v8+uMY1hfy7IpF6RE25qQWhNfmdyS/ErJrTIjiZZbk1mFNbm2XDsiohcBv1R7MeT0fchV0m00GnH37l2ULFkyy+13796F0WjMcXsHDx5E48aNpdfW+6p79uyJ2NhY3Lx5E1euXJG2lypVCps2bcLHH3+MmTNnokSJEvj2228RHh4u1enatSvu3r2LsWPH4tatW6hevTo2b95sN7kavTxEUYTZYIQhKQX6R0nQP0qCISkFJp3Ocq+r0WSZxCh9aLLRYIJJb4RBGqZsmeDIaLAMaTYazZY66UmvSbp3VoTZlD7pkPhYApw5+bVOPPSMCXBOz118/KeYkRRnvlfSGqNJFGEwmaAz6pFqNEBn0ENnNCDNaIDeZITRbEpPdk0Q05NgEdbzNj+WyJphP2TZmtRmiqEQsRvqafcame5ly+hxy/hvRks2rx7PArN9lV6SqYfNpudQ6unLvudP2k/q3bPdVyZk2m7387GhlUhPYNKPIUN6ooT0HsL06GUyqT8w03WxTTCf9Q8Ea++dXC6ThqfK5PL0n+lJYnoSKVNkbLffJ1M9uX092+dZtJ1NvczbpWQ3i7aldhX2+2QcU273nMNJiYiICqdcrdNdp04ddOzYEcOHD89y++TJk7F+/Xrs27cvzwIsCImJiXB3d+fs5QXIbDDCkJIGY2oajClpMKSkwZCcAkNSMgzJqTAkp0L3KBXJiSlITUxDapoBOp0ROp0JeoPJ0ntsypjN93kkwDkjWrIvUQQgZCSkQkbibO21tQx9tkxOZTCZoDcZoTeZYDCZYDQZoTcaoTMZoTcZYTAbYUxPmK0P2x5jsyVhFl+cnl4pTX1igpu5JzNTYpmT15mGm0rJo0wqyegptA4llckAZNyHKEvvLZOn30cnt/b6yQQo0hMshVyW/jy9B1AupNeRpc8xkd6jmF5XrkgfJiqXS8NAFQrrkNBMw04VCsgVSuleRCE9MRNk8kz39KXfgyjd3yfPKJfJIJMLNq+t9x8ic7IuZLpm1m2Zk3e7+tbE2ba+9D5Z73mE9Xmmn5nqWBNHqYfzacmpnD2MREREAJCWloaLFy+iVKlS0Gg0+XKMXr16IT4+HuvWrcuX9vNSbGwsBg0aVGAzuef0/chVT3efPn0wePBgVK5cGW3atLHZ9ssvv2DixImYNm2aYxHTS81sNNkk0I8/N6SkwZiSCkNKGvTJaUhL1iEtzYg0nRF6nQk6vRF6vQl6gxlGowkGo/mZk2hpshRASjBkmSZGsQ53hCwjYRAFAdYeXDOsSbEl0U/TG5BmMEBnMEFvNEBvNMFgNFqSZLMlcc48bNrSo2xOv5/YZHM/sYiM4dSiTY9y3ifNll5MmZQMyWCbOD3eAwpLbdte1MzDXdMn7YH1uSx9ohxBJu0nT09ws7tXU+qblXpkLUmxUm65l1Ipl0GpkEOplEEpV0CplEOlkEOplEvPVen3QSoVMsv9lkpF+v2VcihVSqjUCijVCqhUaqg0Cqg0Kqg0aijUKssEPEolZEpF+kMJmUoJuVIJmVplmYRHLgOsia5cZpPgEhEREb2InjZiKjo6GjNnzsxiotEXU9euXfH666/nap9GjRqhevXqmDFjRv4ElYVcJd3vvvsu/vrrL7Rr1w4VKlRA+fLlAQCnT5/G2bNn0aVLF7z77rv5Eii9WESTGYbUjOTZmJJmeW3zXCc9N+sNMJvN0OlMSNMZoUtL75XWWxJWvcGyHJHBmL52bA7JBKT3MsqgUinSkyfL5DKCTJB6kA0mE9J0BiSl6pGq1yMlVY80nQFpegN0eoMlBilBtiyPZErvcTaZMybKMtsMq7ZM1GeZVTrz7NCZ7x8225ZLk23lXeJsnYVW6mGVyaGQydN/Wl7LBTlkkEEuyKGUyaGQK6CSKy2zvEJIT4odG7oqlwtQyNOTW4XlvVAo5FAoZJayzK/l6XWsyXDm1yqF9FCplVCplJZEWKtOT4bTk19FeiKsUmZKhlWQq5UQlErIVel1FHIIT5jQgoiIiOi/5ubNm9LzlStXYuzYsThz5oxU5uLiAhcXl4IIzSFarVaaRfxFlqukGwCWLVuGdu3a4YcffsDZs2chiiLKly+PmJgYdOnSJT9ipOdANJthTNVl9Drb9ERbkueMHuk0mHR6y36iZY1fg8GMtDQDdDqTNMRbrzfBYO2ZTr8nOqcEpPc2ywFBIUCQC5ApZBDlyLgnWW9ASqoByQmpSEhJQ3JqGlINBuiMBhjNRkuPsWhdwiib85YmC8uYdEt8YhKdUcecR98ACoIApVwOlVwBpUIOtUIJlUIBlUIJlVwBhVwOhSCHTJBDgAwQBZhNgEKmgFxwbHZajVqR6aG0ea5WydOTZ/tEWqmQQalWWpJirRpKtQoKtTKjV9iaED/2U1BkKsui3LpUCxERERHln8zLKLu7u0MQBLullR8fXt6oUSNUrVoVcrkcS5cuhUqlwoQJE/DGG29gwIAB+Omnn1C0aFHMmjULrVq1kto5ceIEhg4dip07d8LZ2RktWrTA9OnT4eXlJbVbpUoVAMD3338PpVKJfv36Ydy4cdLfhQ8fPsTAgQPxyy+/QKfTISwsDF9//TXKlSsHwH54+WeffYZ169bhk08+wZgxY/Dw4UO0atUKCxcuhKurK3r16oU///wTf/75J2bOnAnAMpl3YGBgnl/rzHKddANAly5dmGC/4ERRhClNJyXJxlQdDCmpmZ7bJtamNJ3NvqJZhMkkwmgwW3qDdSboM/VMGwxmGExmGI3pw6EzLflkGTqdvuyS2TJDteV5+kzU1pV8BcvawmZY72E2Q2+09nwbYTKZbWIyS0s4mWx+ZqwTbE2SzRmzV9slzOlHz5Rk5wW1QgGtWgUntRpqlRIapQpqpRJKhRwKuTI9aU5PLM0CYBJgMoowGcX027xzkXAKkP7lqpRyaDRKaDVKaLRKOGlV0DqpoXVSw8lFAydnLZxdtXByc4KzqxOc3J3h5OoMuVIpzRKcPm7c0nT6DMBSQpw5SVYoICjkTI6JiIiI/mOWLl2KYcOG4cCBA1i5ciX69euHn3/+GR07dsSnn36K6dOn4+2338aVK1fg5OSE+Ph4NGnSBH379sX06dORmpqK4cOHo0uXLti2bZtNu++88w4OHDiAgwcP4t1330XJkiURFRUFwPIFwLlz57Bhwwa4ublh+PDheP3113Hy5EkolcosY71w4QLWrVuHjRs34uHDh+jSpQs+//xzTJw4ETNnzsTZs2dRpUoVjBs3DgDg7e2d79cvV0n3jRs3MG3aNIwdO9ZugrGEhARMmDABQ4YM4Uzh+UAURZh0+vRe51QYUnRPvEfamKrLvCCvNKu1ZSZuEUajJYG2JtMpOgNSdQbo9Eak6o2WxDd90i4peU5Pmm0TabO0vrEpfXmnZzlHMf0+aZNoskuurYm3zcNsu5SUo0O2BUGAs0YNZyctnLVaOGk10Gg10KjVUKvVUClVlsmuIINMFCyTsxnMMOtN0KcakZaig9Fgsm3UlP4A0r9csDlby3HTk16FXAatVmlJoLVKS9LsrIGTqxbOrk5wdnOCi7sLnD1c4OLpCtcibnB9xQNKJy3kKiWHURMRERFRvqlWrRpGjx4NABg5ciQ+//xzeHl5Scnx2LFjMW/ePPz999+oU6cOZs+ejRo1amDSpElSG4sXL4a/vz/Onj2LV199FQDg7++P6dOnQxAElC9fHsePH8f06dMRFRUlJdu7d+9G3bp1AQDLly+Hv78/1q1bh8jIyCxjNZvNiI2NhaurKwDg7bffRlxcHCZOnAh3d3eoVCo4OTnZ9fDnp1wl3dOmTUNiYmKWM3q7u7vj0aNHmDZtGr744os8C/C/TBRFnF6+CYbkVBhTdRAfS2jNZtGSJOv0SNVZJh1LS0+eU9IMlteG9EnIjEbojSZpJmxj5mTZ/KQB2I6Tyyz3CcusM0KnvwZEmM1mGMwmGMxGGExG6IwGpBp0MKRPLpZVYp3ThNrFSQsfL08UKeIBJ2cnaLVaaDQaqNUqKJVKKBUqy2RhJhEmnRGmNCP0yTqkJKci5VEqdGkGQA9Ab1nuKi39fzkhCIIlac7U+6zVquDkrLH0OLtq4ezmDBcPawLtBtcibtC4OkOuVkGmUkGmVLI3mYiIiIheGEFBQdJzuVyOV155BVWrVpXKrJ2ud+7cAQAcO3YM27dvz/L+8AsXLkhJd506dWz+7g0NDcVXX30Fk8mEU6dOQaFQICQkRNr+yiuvoHz58jh16lS2sQYGBkoJNwD4+vpKcRWUXCXdmzdvxvz587Pd3qNHD0RFRTHpzkMr1+1BSqoOOkN677PRlD4rtiVxzmsKuQxqlQJqjRIatRIqpcIy07QIwCxCNFnWoTYbRYhmM0QzMpZYEmSQpyfXEEXoTEakGnRI0euQZEhDUmoqUvQ66Iz6xxJrURoi/jQqhRyeLi4o4u4GT093uLu7wdXNDU7OzlAqVBD1IpIePEL83XgkxSfD9NCIJDxCEh7l+lpo1IqMnufMQ7idNXBy0cLZzSk9gXaGs4crXDxc4eThAoVaDZlaDblKJc10TURERERUWD0+lFsQBJsya+JsTs9PkpKS0LZt2yzzQl9f33yMNOtYzfmQN+VGrpLuixcvomTJktluL1GiBC5duvSsMVE60SzizJXbMJie/CERYOlVVsgyZrBWyGVQKRRQqxXQalRwclLB2VUNF1ctXFzV0GiUEM0iDGkm6FKM0KeZoEs1IC3FgNRUPfQ6y0Rk0GVzUDkgykQYzCYk6VLwSJ+KJF0qkg1pSNHrkGbUp8/6bc5xQi0IAjyctPBwcoKrRgsXJyc4u7jAyckZKpUackEBXaoBiQ+TkJacBjwEEh+mIBEpT2xXuu85PXm2ea5Vwdk1PYF2dYazhzNcPFzh7OkKpUYDmUol9UBbf7IXmoiIiIgoe8HBwVizZg0CAwOhUGSfcu7fv9/m9b59+1CuXDnI5XJUrFgRRqMR+/fvl4aX379/H2fOnEGlSpUcjk2lUsFkMj29Yh7KVdKt1Wpx6dKlbBPvS5cuFYop2wsNASj1ihfMZnNGUi2Xw0mjhLOzGq5uGrh5OsHNQwutsxpaZxVUWgUMeiOSEtKQEJ+GR4l6JCWmISVJh5R4HW7eiodeb8jFGtci0ow6PNKn4pE+BUm6NCTpU5Gq1yPNYIDJbMrxsG+NUgk3jQbuTs5w1WigVaqhkiuhUmugkKtgNglITkrNmEAtDUhJMyEFiVm2p1Yr4eKigquLGq4umvSfari4aODh7Q7Poq/A2dMVamet1Ots+amWkmhBzonBiIiIiIjyUv/+/bFw4UJ0794dw4YNQ5EiRXD+/HmsWLEC3377LeTpI0GvXLmCwYMH47333sPhw4cxa9YsfPXVVwCAcuXKoX379oiKisKCBQvg6uqKESNGoHjx4mjfvr3DsQUGBmL//v24dOkSXFxcUKRIEctI3XyUq6Q7JCQE33//PRo2bJjl9u+++w6vvfZangRGgEwmQ6cutSGXy6B1UUEmE5CcokfiQx0eJaThUWIa7txJwcWLD5GWooMuzQCDMeff2sgEwCyYYTAboDPr8UiXisS0FDxKS0WSLg0pOj0MJmMO2xKgVangrNLARaOBm0YLZ5UGCpkScshhFmUwGB7r8TYAegOgTzMCsD2Oq6cLPLzc4ebuBFcXNZzUcjgpABeNHK6uGri4qKFWWT6+gkIBtacHVJ4eUHt6Ql3EA3K1OsfXgYiIiIiI8o6fnx92796N4cOHo0WLFtDpdAgICEDLli1tEtwePXogNTUVr732GuRyOQYOHIh3331X2r5kyRIMHDgQbdq0gV6vR8OGDfHrr79mO3N5TgwZMgQ9e/ZEpUqVkJqa+lyWDBPEXKyZtH37djRv3hyDBg3C0KFDpRvmb9++jSlTpmDmzJnYsmULmjRpkm8BPw+JiYlwd3dHQkJClpPGPS8mowkze05BWooOer0BJnPOpztTymUQZCIMohEG0QCdyYA0kw6JaSmIT0lBfHIKktLSYM5hm3KZHGqlElqFCk4qNZxVGjgp1dAq1ADkEM1CjnqM5Qo53L3c4entDg8vD3h4u8PD2wPur7jB1UkJrQJQwwjzo0QYHiXZNyAIULm5QuXpCbWnB9RFPKBwcWFvNRERERG99NLS0nDx4kWUKlUKGo2moMN5Jo0aNUL16tUxY8aMgg7FYTl9P3LV0924cWPMmTMHAwcOxPTp0+Hm5gZBEJCQkAClUolZs2YV+oT7RSJXyJGYkGyzXrUgACqlAgqFDCYYoTcboDfpkWbWI8WgQ5IuDQ8fJeF+YhJS9YYcHUeAZfIzhUwOjVIFjVIFrUIFjUIFlcySWCvk2XxUxIy41Fo1PL094O7tDk/vjITawyvjtYuHJUE2paZB9/Ah9A/joXsYD338HYhJll76zLeRy7VaqItYerBVnh5QubtDpuDEZEREREREVDjkKukGgPfeew9t2rTBqlWrcP78eYiiiFdffRWdO3dGiRIl8iPG/yyT0QiVp4hHySlIMaThkS4NDx8l40FiEuKTUnJ0J7UAy6ziGUt2yaBRqqCWWx5apQYahRIquRIKWfb3Nzs5a+D+ihs8fTxRxLcIPH08LfdNe3tYEmtvD2ids/52x2wwQh8fD929O7h37gz0D+NhSrOfoc12mLjlIS/k3+AREREREdF/W66TbgAoXrw4Pv7447yOhR4jyGRYu3cf9Ibs76u2JNSZHumJtVKmgFapgkahhkqusExYJldCJVfYJNaCADhpVHBxdYJ7EVd4+njgleJe8C5ZDF7+3vDw8oC7lzuUqpx9VESzGYZHSdA9fAjdg3jo4+NhSMxiuS5BgNLNNT25tvRiK105TJyIiIiI6L9gx44dBR3Cc5PjpHvfvn2oU6dOjuqmpKTg4sWLqFy5ssOBEWA0GAFRBpVcmWVyLRdkUCtUdkm1Sq6UZjvXqhXQqpVw0irh7uEKDx8PvOL3CrxKFkXRMsXhXcoXSrXK8RhTUy3J9cOH6cPEEyBmMQW/XKuRkmu1pwdUHh4cJk5ERERERC+9HCfdb7/9NkqXLo2+ffvi9ddfh7Ozs12dkydPYtmyZViyZAm++OILJt3PSKlQwMvZE2az2SahVsmVcNWo4arRwFmjhFathFatgJNaCVd3ZxTxfQXeJYvCw88Lzj6ecPL2gNrNBYLs2XqRzUajdA+27qEl0c52mLiHuzSbuKqIBxQcJk5ERERERP9BOU66T548iXnz5mH06NF444038Oqrr8LPzw8ajQYPHz7E6dOnkZSUhI4dO2LLli2oWrVqfsb93yAIaF+zOgQRcMqUWGvVSrh4e8DJyx1O3p5w8vKA1svyWumUN8mtKIowJD6Skmvdw2yGiQNQurmlT3bmAZWnJ4eJExERERERpcvVkmFWBw8exK5du3D58mWkpqbCy8sLNWrUQOPGjVGkSJH8iPO5elGWDAOAUz9tAwTAycvD8vD2hLaIW54PzTampknJtWWYeDzELNb8tgwT95CW7FJ5uEOmcGhqACIiIiIiyoWXacmwl0G+LBlmVatWLdSqVcvh4CjnKnbO+yXYzEYj9PEJNr3YptQ0u3qCXG4zk7jK0xMKLf9xExERERER5ZSsoAOYM2cOAgMDodFoEBISggMHDmRb12AwYNy4cShTpgw0Gg2qVauGzZs329T57LPPIAiCzaNChQr5fRovLFEUoU9MxKNLV3D/yN+4se1PXN24Gbd37UX8P6eQcuOWlHAr3VzhEuCPItWD4Nu4IfzbtESx+qHwrFwRTn6+TLiJiIiIiIhyqUDHBa9cuRKDBw/G/PnzERISghkzZiA8PBxnzpyBj4+PXf3Ro0dj2bJlWLhwISpUqIDff/8dHTt2xJ49e1CjRg2pXuXKlfHHH39IrxX/oeHPxrQ06B/EW5bsss4mbrRfckyuUUtDxK1rY3OYOBERERERUd5y6J7uvBISEoLatWtj9uzZAACz2Qx/f398+OGHGDFihF19Pz8/jBo1Cv3795fKIiIioNVqsWzZMgCWnu5169bh6NGjDsf1It3T/SRmown6eOtM4pZEO9th4h7uUBfxlBJshVZbABETEREREZGjCvs93Xfv3sXYsWOxadMm3L59G56enqhWrRrGjh2LevXqQRAE/Pzzz+jQoUOeH3vixInYtGkTjh49CpVKhfj4+GduM1/v6c4Ler0ehw4dwsiRI6UymUyGZs2aYe/evVnuo9Pp7E5Gq9Vi165dNmXnzp2TZlYPDQ3F5MmTUbJkybw/iedIFEUYHiVJybU0m3gW35ko3Vyl5FptnU1cVuB3EhARERER0X9YREQE9Ho9li5ditKlS+P27duIi4vD/fv38/3Yer0ekZGRCA0NxaJFi/L9eJk5lHR/99136Nq1K9RqtU25Xq/HihUr0KNHj6e2ce/ePZhMJhQtWtSmvGjRojh9+nSW+4SHh2PatGlo2LAhypQpg7i4OKxduxYmU8Ys2yEhIYiNjUX58uVx8+ZNxMTEoEGDBjhx4gRcXV2zbFen00Gny1hvOjEx8anxPw9mkwkJZ85Ja2NnP0zcklxbZhP3gEzJYeJERERERPTiiI+Px86dO7Fjxw6EhYUBAAICAvDaa68BAAIDAwEAHTt2lLZdunQJALB+/XrExMTg5MmT8PPzQ8+ePTFq1CjpNmJBEDB37lxs2LABO3bsgK+vL6ZMmYLOnTtLx4+JiQEAxMbGPoezteVQ92fv3r2RkJBgV/7o0SP07t37mYPKzsyZM1GuXDlUqFABKpUKAwYMQO/evSHL1IvbqlUrREZGIigoCOHh4fj1118RHx+PVatWZdvu5MmT4e7uLj38/f3z7RxyQ5DJkHTxMtLu3oNoNEKQy6F+pQjcypaGV+1gFG/RFMXDm8EnpDbcXy0LjbcXE24iIiIiov8QURQhmk0F88jFncouLi5wcXHBunXrbDo8rf73v/8BAJYsWYKbN29Kr3fu3IkePXpg4MCBOHnyJBYsWIDY2FhMnDjRZv8xY8YgIiICx44dw5tvvolu3brh1KlTz3Bl845DGZooihAEwa782rVrcHd3z1EbXl5ekMvluH37tk357du3UaxYsSz38fb2xrp165CWlob79+/Dz88PI0aMQOnSpbM9joeHB1599VWcP38+2zojR47E4MGDpdeJiYkvROItCALcXy0LQaGA2tMDSjdXDhMnIiIiIqIMohkPTxwpkEN7VqkBCPIc1VUoFIiNjUVUVBTmz5+P4OBghIWFoVu3bggKCoK3tzcAS/6WOR+MiYnBiBEj0LNnTwBA6dKlMX78eAwbNgzR0dFSvcjISPTt2xcAMH78eGzduhWzZs3C3Llz8+p0HZarpLtGjRrSMlxNmza1mRXcZDLh4sWLaNmyZY7aUqlUqFmzJuLi4qQb5c1mM+Li4jBgwIAn7qvRaFC8eHEYDAasWbMGXbp0ybZuUlISLly4gLfffjvbOmq12m6o/IvCrVyZgg6BiIiIiIjomUVERKB169bYuXMn9u3bh99++w1TpkzBt99+i169emW5z7Fjx7B7926bnm2TyYS0tDSkpKTAyckJABAaGmqzX2ho6DNNrp2XcpV0W5Pjo0ePIjw8HC4uLtI2lUqFwMBARERE5Li9wYMHo2fPnqhVqxZee+01zJgxA8nJydIQ9R49eqB48eKYPHkyAGD//v24fv06qlevjuvXr+Ozzz6D2WzGsGHDpDaHDBmCtm3bIiAgADdu3EB0dDTkcjm6d++em1MlIiIiIiJ68QkyS49zAR07tzQaDZo3b47mzZtjzJgx6Nu3L6Kjo7NNupOSkhATE4NOnTpl2VZhkKuk29p9HxgYiK5duz7zSXbt2lWaNv7WrVuoXr06Nm/eLE2uduXKFZv7tdPS0jB69Gj8+++/cHFxweuvv47vv/8eHh4eUp1r166he/fuuH//Pry9vVG/fn3s27dPGq5ARERERET0shAEIcdDvF9ElSpVwrp16wAASqXSZpJsAAgODsaZM2dQtmzZJ7azb98+mwm99+3bhxo1CujLiMc4dE+3dTy9Xq/HnTt3YDabbbbnZnmuAQMGZDucfMeOHTavw8LCcPLkySe2t2LFihwfm4iIiIiIiPLf/fv3ERkZiT59+iAoKAiurq44ePAgpkyZgvbt2wOwdO7GxcWhXr16UKvV8PT0xNixY9GmTRuULFkSnTt3hkwmw7Fjx3DixAlMmDBBan/16tWoVasW6tevj+XLl+PAgQM2S4NduXIFDx48wJUrV2AymaSh52XLlrUZwZ0fHEq6z507hz59+mDPnj025dYJ1h7/doKIiIiIiIj+u1xcXBASEoLp06fjwoULMBgM8Pf3R1RUFD799FMAwFdffYXBgwdj4cKFKF68OC5duoTw8HBs3LgR48aNwxdffAGlUokKFSpIk6ZZxcTEYMWKFfjggw/g6+uLH3/8EZUqVZK2jx07FkuXLpVeW3vBt2/fjkaNGuXruQtibuZ5T1evXj0oFAqMGDECvr6+djOZV6tWLc8CLAiJiYlwd3dHQkIC3NzcCjocIiIiIiIipKWl4eLFiyhVqlShuZ/5eRAEAT///LM0B9nzktP3w6Ge7qNHj+LQoUOoUKGCwwESERERERERvewcWvS5UqVKuHfvXl7HQkRERERERPRScain+4svvsCwYcMwadIkVK1aFUql0mY7h2QTERERERHR8+DAHdPPlUNJd7NmzQAATZs2tSnnRGpEREREREREGRxKurdv357XcRARERERERG9dBxKusPCwvI6DiIiIiIiIqKXjkMTqQHAzp078dZbb6Fu3bq4fv06AOD777/Hrl278iw4IiIiIiIiosLMoaR7zZo1CA8Ph1arxeHDh6HT6QAACQkJmDRpUp4GSERERERERFRYOZR0T5gwAfPnz8fChQttZi6vV68eDh8+nGfBERERERERERVmDiXdZ86cQcOGDe3K3d3dER8f/6wxEREREREREb0UHEq6ixUrhvPnz9uV79q1C6VLl37moIiIiIiIiOjlcvfuXfTr1w8lS5aEWq1GsWLFEB4ejt27dwMABEHAunXr8uXY7dq1Q8mSJaHRaODr64u3334bN27cyJdjPc6hpDsqKgoDBw7E/v37IQgCbty4geXLl2PIkCHo169fXsdIREREREREhVxERASOHDmCpUuX4uzZs9iwYQMaNWqE+/fv5/uxGzdujFWrVuHMmTNYs2YNLly4gM6dO+f7cQFAEEVRzO1Ooihi0qRJmDx5MlJSUgAAarUaQ4YMwfjx4/M8yOctMTER7u7uSEhIgJubW0GHQ0REREREhLS0NFy8eBGlSpWCRqMp6HByJT4+Hp6entixY0eWS1AHBgbi8uXL0uuAgABcunQJALB+/XrExMTg5MmT8PPzQ8+ePTFq1CgoFJYVsAVBwNy5c7Fhwwbs2LEDvr6+mDJlyhOT6g0bNqBDhw7Q6XQ285TlRk7fD4d6ugVBwKhRo/DgwQOcOHEC+/btw927d1+KhJuIiIiIiKiwEEURZqOxQB656b91cXGBi4sL1q1bJ61+ldn//vc/AMCSJUtw8+ZN6fXOnTvRo0cPDBw4ECdPnsSCBQsQGxuLiRMn2uw/ZswYRERE4NixY3jzzTfRrVs3nDp1KstYHjx4gOXLl6Nu3boOJ9y54VBP98uOPd1ERERERPSiyapn1Ww04urGzQUSj3+blpCl9zbnxJo1axAVFYXU1FQEBwcjLCwM3bp1Q1BQEABL5+7PP/+MDh06SPs0a9YMTZs2xciRI6WyZcuWYdiwYdI92YIg4P3338e8efOkOnXq1EFwcDDmzp0rlQ0fPhyzZ89GSkoK6tSpg40bN+KVV15x9PRz3NOd4yvUqVMnxMbGws3NDZ06dXpi3bVr1+Y8UiIiIiIiInrpRUREoHXr1ti5cyf27duH3377DVOmTMG3336LXr16ZbnPsWPHsHv3bpuebZPJhLS0NKSkpMDJyQkAEBoaarNfaGgojh49alM2dOhQvPPOO7h8+TJiYmLQo0cPbNy4EYIg5Ol5Pi7HSbe7u7sUjLu7e74FRERERERERDkjyOXwb9OywI6dWxqNBs2bN0fz5s0xZswY9O3bF9HR0dkm3UlJSYiJicmy4ze397V7eXnBy8sLr776KipWrAh/f3/s27fPLmHPazlOupcsWZLlcyIiIiIiIioYgiBAyMUQ7xdNpUqVpGXClEolTCaTzfbg4GCcOXMGZcuWfWI7+/btQ48ePWxe16hRI9v6ZrMZALK8vzyvOTSR2sWLF3Hu3Dm78nPnzkkzzOXUnDlzEBgYCI1Gg5CQEBw4cCDbugaDAePGjUOZMmWg0WhQrVo1bN5sf/9CbtokIiIiIiKi/HX//n00adIEy5Ytw99//42LFy9i9erVmDJlCtq3bw/AMoN5XFwcbt26hYcPHwIAxo4di++++w4xMTH4559/cOrUKaxYsQKjR4+2aX/16tVYvHgxzp49i+joaBw4cAADBgwAAOzfvx+zZ8/G0aNHcfnyZWzbtg3du3dHmTJl8r2XG3Aw6e7Vqxf27NljV75///5shwVkZeXKlRg8eDCio6Nx+PBhVKtWDeHh4bhz506W9UePHo0FCxZg1qxZOHnyJN5//3107NgRR44ccbhNIiIiIiIiyl8uLi4ICQnB9OnT0bBhQ1SpUgVjxoxBVFQUZs+eDQD46quvsHXrVvj7+0u91OHh4di4cSO2bNmC2rVro06dOpg+fToCAgJs2o+JicGKFSsQFBSE7777Dj/++CMqVaoEAHBycsLatWvRtGlTlC9fHu+88w6CgoLw559/Qq1W5/u5OzR7uZubGw4fPmzXxX/+/HnUqlUL8fHxOWonJCQEtWvXli6y2WyGv78/PvzwQ4wYMcKuvp+fH0aNGoX+/ftLZREREdBqtVi2bJlDbWaFs5cTEREREdGLpjCv052fspr1/HnI93W6Hz16ZFeekJBgNwY/O3q9HocOHUKzZs0ygpHJ0KxZM+zduzfLfXQ6nd3JaLVa7Nq1y+E2iYiIiIiIiPKLQ0l3w4YNMXnyZJsE22QyYfLkyahfv36O2rh37x5MJhOKFi1qU160aFHcunUry33Cw8Mxbdo0nDt3DmazGVu3bsXatWtx8+ZNh9sELMl8YmKizYOIiIiIiIjoWTk0zd0XX3yBhg0bonz58mjQoAEAYOfOnUhMTMS2bdvyNMDMZs6ciaioKFSoUAGCIKBMmTLo3bs3Fi9e/EztTp48GTExMXkUJRERERERET0vDtwx/Vw51NNdqVIl/P333+jSpQvu3LmDR48eoUePHjh9+jSqVKmSoza8vLwgl8tx+/Ztm/Lbt2+jWLFiWe7j7e2NdevWITk5GZcvX8bp06fh4uKC0qVLO9wmAIwcORIJCQnS4+rVqzk6ByIiIiIiIqIncXhBNz8/P0yaNMnhA6tUKtSsWRNxcXHSDe9msxlxcXHS1O7Z0Wg0KF68OAwGA9asWYMuXbo8U5tqtfq5zFpHRERERERE/y05Trr//vtvVKlSBTKZDH///fcT6wYFBeWozcGDB6Nnz56oVasWXnvtNcyYMQPJycno3bs3AKBHjx4oXrw4Jk+eDMCyJNn169dRvXp1XL9+HZ999hnMZjOGDRuW4zaJiIiIiIiInpccJ93Vq1fHrVu34OPjg+rVq0MQhCzHzguCkOMZzLt27Yq7d+9i7NixuHXrFqpXr47NmzdLE6FduXIFMlnGCPi0tDSMHj0a//77L1xcXPD666/j+++/h4eHR47bJCIiIiIiInpecrxO9+XLl1GyZEkIgoDLly8/se7jC5UXNlynm4iIiIiIXjRcp/vFktP3I8c93R07dkRcXBw8PT2xdOlSDBkyBE5OTnkSLBEREREREdHLKMezl586dQrJyckAgJiYGCQlJeVbUEREREREREQvg1zd0927d2/Ur18foihi6tSpcHFxybLu2LFj8yxAIiIiIiIiKvysc29t2rQJt2/fhqenJ6pVq4axY8eiXr16EAQBP//8s7QSVV7btGkTxo0bh7///hsajQZhYWFYt25dvhwrsxwn3bGxsYiOjsbGjRshCAJ+++03KBT2uwuCwKSbiIiIiIiIbERERECv12Pp0qUoXbo0bt++jbi4ONy/fz/fj71mzRpERUVh0qRJaNKkCYxGI06cOJHvxwVyMZFaZjKZTJrJ/GXEidSIiIiIiOhFU5gnUouPj4enpyd27NiBsLAwu+2BgYE2E3YHBATg0qVLAID169cjJiYGJ0+ehJ+fH3r27IlRo0ZJncCCIGDu3LnYsGEDduzYAV9fX0yZMgWdO3cGABiNRgQGBiImJgbvvPNOnp1TTt+PHN/THRwcjIcPHwIAoqOjsx1aTkRERERERM+HKIow6Q0F8shN/62LiwtcXFywbt066HQ6u+3/+9//AABLlizBzZs3pdc7d+5Ejx49MHDgQJw8eRILFixAbGwsJk6caLP/mDFjEBERgWPHjuHNN99Et27dcOrUKQDA4cOHcf36dchkMtSoUQO+vr5o1arVi9fTrdVqce7cOZQoUQJyuRw3b95kTzcREREREdFzklXPqklvwK4JSwoknvqje0OuUua4vnWId2pqKoKDgxEWFoZu3bohKCgIALK8p7tZs2Zo2rQpRo4cKZUtW7YMw4YNw40bN6T93n//fcybN0+qU6dOHQQHB2Pu3LlYsWIFunfvjpIlS2LatGkIDAzEV199hS1btuDs2bMoUqSIQ+ef50uGcSI1IiIiIiIiclRERARat26NnTt3Yt++ffjtt98wZcoUfPvtt+jVq1eW+xw7dgy7d++26dk2mUxIS0tDSkqKtIx1aGiozX6hoaE4evQoAMBsNgMARo0ahYiICACWHvUSJUpg9erVeO+99/L4TG1xIjUiIiIiIqJCSqZUoP7o3gV27NzSaDRo3rw5mjdvjjFjxqBv376Ijo7ONulOSkpCTEwMOnXqlGVbOeHr6wsAqFSpklSmVqtRunRpXLlyJdfnkFs5vkrly5fHihUrAFgmUouLi3tph5cTEREREREVBoIg5GqI94umUqVK0rJdSqUSJpPJZntwcDDOnDmDsmXLPrGdffv2oUePHjava9SoAQCoWbMm1Go1zpw5g/r16wMADAYDLl26hICAgDw8m6zl/qsJZHTPExERERERET3N/fv3ERkZiT59+iAoKAiurq44ePAgpkyZgvbt2wOwzGAeFxeHevXqQa1Ww9PTE2PHjkWbNm1QsmRJdO7cGTKZDMeOHcOJEycwYcIEqf3Vq1ejVq1aqF+/PpYvX44DBw5g0aJFAAA3Nze8//77iI6Ohr+/PwICAvDll18CACIjI/P93HM8e/njvv/+e9SrVw9+fn7S1O7Tp0/H+vXr8yw4IiIiIiIiKvxcXFwQEhKC6dOno2HDhqhSpQrGjBmDqKgozJ49GwDw1VdfYevWrfD395d6qcPDw7Fx40Zs2bIFtWvXRp06dTB9+nS7HuqYmBisWLECQUFB+O677/Djjz/aDCf/8ssv0a1bN7z99tuoXbs2Ll++jG3btsHT0zPfz92hdbrnzZuHsWPHYtCgQZg4cSJOnDiB0qVLIzY2FkuXLsX27dvzI9bnhrOXExERERHRi6Ywr9Odn7Ka9fx5yPN1ujObNWsWFi5ciFGjRkEul0vltWrVwvHjxx1pkoiIiIiIiOil41DSffHiRam7PzO1Wo3k5ORnDoqIiIiIiIjoZeDQRGqlSpXC0aNH7cbRb968GRUrVsyTwIiIiIiIiIiexoE7pp8rh5LuwYMHo3///khLS4Moijhw4AB+/PFHTJ48Gd9++21ex0hERERERERUKDmUdPft2xdarRajR49GSkoK3njjDfj5+WHmzJno1q1bXsdIREREREREVCg5lHQDwJtvvok333wTKSkpSEpKgo+PT17GRURERERERFToOZx0A8Ddu3dx5swZAIBMJoOXl1eeBEVERERERET0MnBo9vLk5GT06dMHvr6+aNiwIRo2bAhfX1+88847SElJyVVbc+bMQWBgIDQaDUJCQnDgwIEn1p8xYwbKly8PrVYLf39/fPzxx0hLS5O2f/bZZxAEweZRoUIFR06TiIiIiIiI6Jk4lHQPHjwYf/75J3755RfEx8cjPj4e69evx59//olPPvkkx+2sXLkSgwcPRnR0NA4fPoxq1aohPDwcd+7cybL+Dz/8gBEjRiA6OhqnTp3CokWLsHLlSnz66ac29SpXroybN29Kj127djlymkRERERERETPxKHh5WvWrMFPP/2ERo0aSWWvv/46tFotunTpgnnz5uWonWnTpiEqKgq9e/cGAMyfPx+bNm3C4sWLMWLECLv6e/bsQb169fDGG28AAAIDA9G9e3fs37/f9qQUChQrVsyRUyMiIiIiIiLKMw71dKekpKBo0aJ25T4+PjkeXq7X63Ho0CE0a9YsIxiZDM2aNcPevXuz3Kdu3bo4dOiQNAT933//xa+//orXX3/dpt65c+fg5+eH0qVL480338SVK1eeGItOp0NiYqLNg4iIiIiIiPLO3bt30a9fP5QsWRJqtRrFihVDeHg4du/eDQAQBAHr1q3Ll2OfPXsW7du3h5eXF9zc3FC/fn1s3749X471OIeS7tDQUERHR9vcS52amoqYmBiEhobmqI179+7BZDLZJe9FixbFrVu3stznjTfewLhx41C/fn0olUqUKVMGjRo1shleHhISgtjYWGzevBnz5s3DxYsX0aBBAzx69CjbWCZPngx3d3fp4e/vn6NzICIiIiIiopyJiIjAkSNHsHTpUpw9exYbNmxAo0aNcP/+/Xw/dps2bWA0GrFt2zYcOnQI1apVQ5s2bbLNPfOSQ0n3zJkzsXv3bpQoUQJNmzZF06ZN4e/vjz179mDmzJl5HaNkx44dmDRpEubOnYvDhw9j7dq12LRpE8aPHy/VadWqFSIjIxEUFITw8HD8+uuviI+Px6pVq7Jtd+TIkUhISJAeV69ezbdzICIiIiIi+q+Jj4/Hzp078cUXX6Bx48YICAjAa6+9hpEjR6Jdu3YIDAwEAHTs2BGCIEivAWD9+vUIDg6GRqNB6dKlERMTA6PRKG0XBAHz5s1Dq1atoNVqUbp0afz000/S9nv37uHcuXMYMWIEgoKCUK5cOXz++edISUnBiRMn8v3cHbqnu0qVKjh37hyWL1+O06dPAwC6d++ON998E1qtNkdteHl5QS6X4/bt2zblt2/fzvZ+7DFjxuDtt99G3759AQBVq1ZFcnIy3n33XYwaNQoymf13CB4eHnj11Vdx/vz5bGNRq9VQq9U5ipuIiIiIiOhFIYoijHrj0yvmA4VKAUEQclTXxcUFLi4uWLduHerUqWOXf/3vf/+Dj48PlixZgpYtW0IulwMAdu7ciR49euDrr79GgwYNcOHCBbz77rsAgOjoaGn/MWPG4PPPP8fMmTPx/fffo1u3bjh+/DgqVqyIV155BeXLl8d3332H4OBgqNVqLFiwAD4+PqhZs2YeXY3sObxOt5OTE6Kiohw+sEqlQs2aNREXF4cOHToAAMxmM+Li4jBgwIAs90lJSbFLrK1vhiiKWe6TlJSECxcu4O2333Y4ViIiIiIioheRUW/Ein5fF8ixu837CEq1Mkd1FQoFYmNjERUVhfnz5yM4OBhhYWHo1q0bgoKC4O3tDcDSaZq5EzYmJgYjRoxAz549AQClS5fG+PHjMWzYMJukOzIyUuqcHT9+PLZu3YpZs2Zh7ty5EAQBf/zxBzp06ABXV1fIZDL4+Phg8+bN8PT0zKvLkS2HhpdPnjwZixcvtitfvHgxvvjiixy3M3jwYCxcuBBLly7FqVOn0K9fPyQnJ0uzmffo0QMjR46U6rdt2xbz5s3DihUrcPHiRWzduhVjxoxB27ZtpeR7yJAh+PPPP3Hp0iXs2bMHHTt2hFwuR/fu3R05VSIiIiIiIsoDERERuHHjBjZs2ICWLVtix44dCA4ORmxsbLb7HDt2DOPGjZN6yl1cXBAVFYWbN2/aTOL9+NxioaGhOHXqFABLB23//v3h4+ODnTt34sCBA+jQoQPatm2Lmzdv5su5ZuZQT/eCBQvwww8/2JVXrlwZ3bp1w/Dhw3PUTteuXXH37l2MHTsWt27dQvXq1bF582ZpcrUrV67Y9GyPHj0agiBg9OjRuH79Ory9vdG2bVtMnDhRqnPt2jV0794d9+/fh7e3N+rXr499+/ZJ35wQERERERG9LBQqBbrN+6jAjp1bGo0GzZs3R/PmzTFmzBj07dsX0dHR6NWrV5b1k5KSEBMTg06dOmXZVk5s27YNGzduxMOHD+Hm5gYAmDt3LrZu3YqlS5dmuVx1XnIo6b516xZ8fX3tyr29vXP9TcGAAQOyHU6+Y8cOm9cKhQLR0dE2wwget2LFilwdn4iIiIiIqLASBCHHQ7xfRJUqVZKWCVMqlTCZTDbbg4ODcebMGZQtW/aJ7ezbtw89evSweV2jRg0AkHrEH79VWSaTwWw2P+spPJVDSbe/vz92796NUqVK2ZTv3r0bfn5+eRIYERERERERvRzu37+PyMhI9OnTB0FBQXB1dcXBgwcxZcoUtG/fHgAQGBiIuLg41KtXD2q1Gp6enhg7dizatGmDkiVLonPnzpDJZDh27BhOnDiBCRMmSO2vXr0atWrVQv369bF8+XIcOHAAixYtAmAZau7p6YmePXti7Nix0Gq1WLhwIS5evIjWrVvn+7k7lHRHRUVh0KBBMBgMaNKkCQAgLi4Ow4YNwyeffJKnARIREREREVHh5uLigpCQEEyfPh0XLlyAwWCAv78/oqKi8OmnnwIAvvrqK2ner+LFi+PSpUsIDw/Hxo0bMW7cOHzxxRdQKpWoUKGCNGmaVUxMDFasWIEPPvgAvr6++PHHH1GpUiUAlpWzNm/ejFGjRqFJkyYwGAyoXLky1q9fj2rVquX7uQtidtN+P4EoihgxYgS+/vpr6PV6AJbx9MOHD8fYsWPzPMjnLTExEe7u7khISJDG/BMRERERERWktLQ0XLx4EaVKlcrx/cz/BYIg4Oeff5ZWxXpecvp+ONTTLQgCvvjiC4wZMwanTp2CVqtFuXLluNY1ERERERERUSYOr9MNWIYI1K5dO69iISIiIiIiInqpPFPSTURERERERFSQHLhj+rmSPb0KERERERERETmCSTcRERERERFRPmHSTURERERERJRPHL6n+9y5c9i+fTvu3LkDs9lss+1lWDaMiIiIiIiI6Fk5lHQvXLgQ/fr1g5eXF4oVKwZBEKRtgiAw6SYiIiIiIiKCg0n3hAkTMHHiRAwfPjyv4yEiIiIiIiJ6aTh0T/fDhw8RGRmZ17EQERERERERvVQcSrojIyOxZcuWvI6FiIiIiIiIXlJ3795Fv379ULJkSajVahQrVgzh4eHYvXs3AMutyuvWrcuXY0+cOBF169aFk5MTPDw8sqzz0UcfoWbNmlCr1ahevXqeHduh4eVly5bFmDFjsG/fPlStWhVKpdJm+0cffZQnwREREREREdHLISIiAnq9HkuXLkXp0qVx+/ZtxMXF4f79+/l+bL1ej8jISISGhmLRokXZ1uvTpw/279+Pv//+O8+OLYiiKOZ2p1KlSmXfoCDg33//faagClpiYiLc3d2RkJAANze3gg6HiIiIiIgIaWlpuHjxIkqVKgWNRlPQ4eRKfHw8PD09sWPHDoSFhdltDwwMxOXLl6XXAQEBuHTpEgBg/fr1iImJwcmTJ+Hn54eePXti1KhRUCgsfciCIGDu3LnYsGEDduzYAV9fX0yZMgWdO3e2O05sbCwGDRqE+Pj4bGP97LPPsG7dOhw9evSJ55TT98Ohnu6LFy86shsRERERERHlIVEUoU/TF8ixVRqVzUpWT+Li4gIXFxesW7cOderUgVqtttn+v//9Dz4+PliyZAlatmwJuVwOANi5cyd69OiBr7/+Gg0aNMCFCxfw7rvvAgCio6Ol/ceMGYPPP/8cM2fOxPfff49u3brh+PHjqFixYh6dreMcXqfbytpRntOLTURERERERHlDn6bHoPBhBXLsGb9PgVqrfnpFAAqFArGxsYiKisL8+fMRHByMsLAwdOvWDUFBQfD29gYAeHh4oFixYtJ+MTExGDFiBHr27AkAKF26NMaPH49hw4bZJN2RkZHo27cvAGD8+PHYunUrZs2ahblz5+bV6TrMoYnUAOC7775D1apVodVqodVqERQUhO+//z4vYyMiIiIiIqKXREREBG7cuIENGzagZcuW2LFjB4KDgxEbG5vtPseOHcO4ceOknnIXFxdERUXh5s2bSElJkeqFhoba7BcaGopTp07l16nkikM93dOmTcOYMWMwYMAA1KtXDwCwa9cuvP/++7h37x4+/vjjHLc1Z84cfPnll7h16xaqVauGWbNm4bXXXsu2/owZMzBv3jxcuXIFXl5e6Ny5MyZPnmwzhj63bRIRERERERVGKo0KM36fUmDHzi2NRoPmzZujefPmGDNmDPr27Yvo6Gj06tUry/pJSUmIiYlBp06dsmyrMHAo6Z41axbmzZuHHj16SGXt2rVD5cqV8dlnn+U46V65ciUGDx6M+fPnIyQkBDNmzEB4eDjOnDkDHx8fu/o//PADRowYgcWLF6Nu3bo4e/YsevXqBUEQMG3aNIfaJCIiIiIiKqwEQcjxEO8XUaVKlaRlwpRKJUwmk8324OBgnDlzBmXLln1iO/v27bPJT/ft24caNWrkebyOcCjpvnnzJurWrWtXXrduXdy8eTPH7UybNg1RUVHo3bs3AGD+/PnYtGkTFi9ejBEjRtjV37NnD+rVq4c33ngDgGWGu+7du2P//v0Ot0lERERERET56/79+4iMjESfPn0QFBQEV1dXHDx4EFOmTEH79u0BWPK7uLg41KtXD2q1Gp6enhg7dizatGmDkiVLonPnzpDJZDh27BhOnDiBCRMmSO2vXr0atWrVQv369bF8+XIcOHDAZmmwK1eu4MGDB7hy5QpMJpM0M3nZsmXh4uICADh//jySkpJw69YtpKamSnUqVaoElSr3vfpWDt3TXbZsWaxatcqufOXKlShXrlyO2tDr9Th06BCaNWuWEYxMhmbNmmHv3r1Z7lO3bl0cOnQIBw4cAAD8+++/+PXXX/H666873CYRERERERHlLxcXF4SEhGD69Olo2LAhqlSpgjFjxiAqKgqzZ88GAHz11VfYunUr/P39pV7q8PBwbNy4EVu2bEHt2rVRp04dTJ8+HQEBATbtx8TEYMWKFQgKCsJ3332HH3/8EZUqVZK2jx07FjVq1EB0dDSSkpJQo0YN1KhRAwcPHpTq9O3bFzVq1MCCBQtw9uxZqc6NGzee6dwd6umOiYlB165d8ddff0n3dO/evRtxcXFZJuNZuXfvHkwmE4oWLWpTXrRoUZw+fTrLfd544w3cu3cP9evXhyiKMBqNeP/99/Hpp5863CYA6HQ66HQ66XViYmKOzoGIiIiIiIieTq1WY/LkyZg8eXK2ddq2bYu2bdvalYeHhyM8PPyJ7fv5+WHLli3Zbo+NjX3ihG0AsGPHjidud5RDPd0RERHYv38/vLy8sG7dOqxbtw5eXl44cOAAOnbsmNcxSnbs2IFJkyZh7ty5OHz4MNauXYtNmzZh/Pjxz9Tu5MmT4e7uLj38/f3zKGIiIiIiIiL6L3N4ne6aNWti2bJlDh/Yy8sLcrkct2/ftim/ffu2zbpsmY0ZMwZvv/22tP5a1apVkZycjHfffRejRo1yqE0AGDlyJAYPHiy9TkxMZOJNREREREREzyzHPd2Zh1wnJiY+8ZETKpUKNWvWRFxcnFRmNpsRFxdnt8aaVUpKCmQy25DlcjkAQBRFh9oELEMd3NzcbB5ERERERET04hNFER06dCjoMLKV455uT09P3Lx5Ez4+PvDw8IAgCHZ1RFGEIAh207xnZ/DgwejZsydq1aqF1157DTNmzEBycrI083iPHj1QvHhxadx/27ZtMW3aNNSoUQMhISE4f/48xowZg7Zt20rJ99PaJCIiIiIiInpecpx0b9u2DUWKFAEAbN++PU8O3rVrV9y9exdjx47FrVu3UL16dWzevFmaCO3KlSs2PdujR4+GIAgYPXo0rl+/Dm9vb7Rt2xYTJ07McZtEREREREREz4sgiqKY252uXLkCf39/u95uURRx9epVlCxZMs8CLAiJiYlwd3dHQkICh5oTEREREdELIS0tDRcvXkSpUqWg0WgKOpz/vJy+Hw7NXl6qVCncvXvXrvzBgwcoVaqUI00SERERERERvXQcSrqt924/Likpid+4EBEREREREaXL1ZJh1mW1BEHAmDFj4OTkJG0zmUzYv38/qlevnqcBEhERERERERVWuUq6jxw5AsDS0338+HGoVCppm0qlQrVq1TBkyJC8jZCIiIiIiIiokMrV8PLt27dj+/bt6NmzJ3777Tfp9fbt2/H7779jwYIFKFeuXH7FSkRERERERIXU3bt30a9fP5QsWRJqtRrFihVDeHg4du/eDcAyonrdunX5cuyJEyeibt26cHJygoeHh932+/fvo2XLlvDz84NarYa/vz8GDBiAxMTEZz52rnq6rZYsWfLMByYiIiIiIqL/joiICOj1eixduhSlS5fG7du3ERcXh/v37+f7sfV6PSIjIxEaGopFixbZbZfJZGjfvj0mTJgAb29vnD9/Hv3798eDBw/www8/PNOxHVoyDAAOHjyIVatW4cqVK9Dr9Tbb1q5d+0xBFTQuGUZERERERC+awrxkWHx8PDw9PbFjxw6EhYXZbQ8MDMTly5el1wEBAbh06RIAYP369YiJicHJkyfh5+eHnj17YtSoUVAoLH3IgiBg7ty52LBhA3bs2AFfX19MmTIFnTt3tjtObGwsBg0ahPj4+KfG/PXXX+PLL7/E1atXs9yer0uGrVixAnXr1sWpU6fw888/w2Aw4J9//sG2bdvg7u7uSJNERERERESUS6IoIjUlrUAeuem/dXFxgYuLC9atWwedTme3/X//+x8Ay6jqmzdvSq937tyJHj16YODAgTh58iQWLFiA2NhYTJw40Wb/MWPGICIiAseOHcObb76Jbt264dSpUw5f1xs3bmDt2rVZfkGQWw71dAcFBeG9995D//794erqimPHjqFUqVJ477334Ovri5iYmGcOrCCxp5uIiIiIiF40WfWspqakoVXNbgUSz2+HVkDrlPMe9zVr1iAqKgqpqakIDg5GWFgYunXrhqCgIACWHuuff/4ZHTp0kPZp1qwZmjZtipEjR0ply5Ytw7Bhw3Djxg1pv/fffx/z5s2T6tSpUwfBwcGYO3euTQxP6+nu3r071q9fj9TUVLRt2xarVq3Kthc7X3u6L1y4gNatWwOwzFqenJwMQRDw8ccf45tvvnGkSSIiIiIiInqJRURE4MaNG9iwYQNatmyJHTt2IDg4GLGxsdnuc+zYMYwbN07qKXdxcUFUVBRu3ryJlJQUqV5oaKjNfqGhoQ71dE+fPh2HDx/G+vXrceHCBWnZ7Gfh0ERqnp6eePToEQCgePHiOHHiBKpWrYr4+HibEyciIiIiIqL8o9Gq8duhFQV27Fzvo9GgefPmaN68OcaMGYO+ffsiOjoavXr1yrJ+UlISYmJi0KlTpyzbymvFihVDsWLFUKFCBRQpUgQNGjTAmDFj4Ovr63CbDiXdDRs2xNatW1G1alVERkZi4MCB2LZtG7Zu3YqmTZs6HAwRERERERHlnCAIuRri/aKpVKmStEyYUqmEyWSy2R4cHIwzZ86gbNmyT2xn37596NGjh83rGjVqPFNsZrMZALK8Bz03HEq6Z8+ejbS0NADAqFGjoFQqsWfPHkRERGD06NHPFBARERERERG9XO7fv4/IyEj06dMHQUFBcHV1xcGDBzFlyhS0b98egGUG87i4ONSrVw9qtRqenp4YO3Ys2rRpg5IlS6Jz586QyWQ4duwYTpw4gQkTJkjtr169GrVq1UL9+vWxfPlyHDhwwGZpsCtXruDBgwe4cuUKTCYTjh49CgAoW7YsXFxc8Ouvv+L27duoXbs2XFxc8M8//2Do0KGoV68eAgMDn+ncHV4y7GXGidSIiIiIiOhFU5iXDNPpdPjss8+wZcsWXLhwAQaDAf7+/oiMjMSnn34KrVaLX375BYMHD8alS5dQvHhxacmw33//HePGjcORI0egVCpRoUIF9O3bF1FRUQAsvf1z5szBunXr8Ndff8HX1xdffPEFunTpIh2/V69eWLp0qV1c27dvR6NGjbB9+3aMGjUKJ0+ehE6ng7+/Pzp16oQRI0bAw8Mjy3PK6fuR46Q7MTExJ9UAoNAnqky6iYiIiIjoRVOYk+78lNWs589DTt+PHA8v9/DwgCAIT6wjiiIEQbAbh09ERERERET0X5TjpHv79u35GQcRERERERHRSyfHSXdYWFh+xkFERERERESUay/6NGUyR3fcuXMn3nrrLdStWxfXr18HAHz//ffYtWtXngVHREREREREVJg5lHSvWbMG4eHh0Gq1OHz4sLRuWUJCAiZNmpSnARIREREREVGGF71n978ip++DQ0n3hAkTMH/+fCxcuBBKpVIqr1evHg4fPpzr9ubMmYPAwEBoNBqEhITgwIED2dZt1KgRBEGwe7Ru3Vqq06tXL7vtLVu2zHVcRERERERELwpr7pWSklLAkRCQ8T5kzomzkuN7ujM7c+YMGjZsaFfu7u6O+Pj4XLW1cuVKDB48GPPnz0dISAhmzJiB8PBwnDlzBj4+Pnb1165dC71eL72+f/8+qlWrhsjISJt6LVu2xJIlS6TXarU6V3ERERERERG9SORyOTw8PHDnzh0AgJOT01NXmKK8J4oiUlJScOfOHXh4eEAulz+xvkNJd7FixXD+/HkEBgbalO/atQulS5fOVVvTpk1DVFQUevfuDQCYP38+Nm3ahMWLF2PEiBF29YsUKWLzesWKFXBycrJLutVqNYoVK5arWIiIiIiIiF5k1hzHmnhTwfHw8MhRzulQ0h0VFYWBAwdi8eLFEAQBN27cwN69ezFkyBCMGTMmx+3o9XocOnQII0eOlMpkMhmaNWuGvXv35qiNRYsWoVu3bnB2drYp37FjB3x8fODp6YkmTZpgwoQJeOWVV7JsQ6fTSfelA0BiYmKOz4GIiIiIiOh5EQQBvr6+8PHxgcFgKOhw/rOUSuVTe7itHEq6R4wYAbPZjKZNmyIlJQUNGzaEWq3GkCFD8OGHH+a4nXv37sFkMqFo0aI25UWLFsXp06efuv+BAwdw4sQJLFq0yKa8ZcuW6NSpE0qVKoULFy7g008/RatWrbB3794sL8zkyZMRExOT47iJiIiIiIgKklwuz3HSRwVLEHM59Z3JZMLu3bsRFBQEJycnnD9/HklJSahUqRJcXFxydfAbN26gePHi2LNnD0JDQ6XyYcOG4c8//8T+/fufuP97772HvXv34u+//35ivX///RdlypTBH3/8gaZNm9ptz6qn29/fHwkJCXBzc8vVORERERERERFZ5Xr2crlcjhYtWuDhw4dQqVSoVKkSXnvttVwn3ADg5eUFuVyO27dv25Tfvn37qWPjk5OTsWLFCrzzzjtPPU7p0qXh5eWF8+fPZ7ldrVbDzc3N5kFERERERET0rBxaMqxKlSr4999/n/ngKpUKNWvWRFxcnFRmNpsRFxdn0/OdldWrV0On0+Gtt9566nGuXbuG+/fvw9fX95ljJiIiIiIiIsoph9fpHjJkCDZu3IibN28iMTHR5pEbgwcPxsKFC7F06VKcOnUK/fr1Q3JysjSbeY8ePWwmWrNatGgROnToYDc5WlJSEoYOHYp9+/bh0qVLiIuLQ/v27VG2bFmEh4c7crpEREREREREDnFoIrXXX38dANCuXTubdeFEUYQgCDCZTDluq2vXrrh79y7Gjh2LW7duoXr16ti8ebM0udqVK1cgk9l+N3DmzBns2rULW7ZssWtPLpfj77//xtKlSxEfHw8/Pz+0aNEC48eP51rdRERERERE9FzleiI1APjzzz+fuD0sLMzhgF4EiYmJcHd350RqRERERERE9Exy3dNtMBgwbtw4zJ8/H+XKlcuPmIiIiIiIiIheCrm+p1upVD51iS4iIiIiIiIicnAitbfeeguLFi3K61iIiIiIiIiIXioOTaRmNBqxePFi/PHHH6hZsyacnZ1ttk+bNi1PgiMiIiIiIiIqzBxKuk+cOIHg4GAAwNmzZ222ZZ7NnIiIiIiIiOi/zKHZy192nL2ciIiIiIiI8oJD93Rndu3aNVy7di0vYiEiIiIiIiJ6qTiUdJvNZowbNw7u7u4ICAhAQEAAPDw8MH78eJjN5ryOkYiIiIiIiKhQcuie7lGjRmHRokX4/PPPUa9ePQDArl278NlnnyEtLQ0TJ07M0yCJiIiIiIiICiOH7un28/PD/Pnz0a5dO5vy9evX44MPPsD169fzLMCCwHu6iYiIiIiIKC84NLz8wYMHqFChgl15hQoV8ODBg2cOioiIiIiIiOhl4FDSXa1aNcyePduufPbs2ahWrdozB0VERERERET0MnDonu4pU6agdevW+OOPPxAaGgoA2Lt3L65evYpff/01TwMkIiIiIiIiKqwc6ukOCwvDmTNn0LFjR8THxyM+Ph6dOnXCmTNn0KBBg7yOkYiIiIiIiKhQcmgitZcdJ1IjIiIiIiKivOBQT/eSJUuwevVqu/LVq1dj6dKlzxwUERERERER0cvAoaR78uTJ8PLysiv38fHBpEmTnjkoIiIiIiIiopeBQ0n3lStXUKpUKbvygIAAXLly5ZmDIiIiIiIiInoZOJR0+/j44O+//7YrP3bsGF555ZVnDoqIiIiIiIjoZeBQ0t29e3d89NFH2L59O0wmE0wmE7Zt24aBAweiW7duuW5vzpw5CAwMhEajQUhICA4cOJBt3UaNGkEQBLtH69atpTqiKGLs2LHw9fWFVqtFs2bNcO7cOUdOlYiIiIiIiMhhDiXd48ePR0hICJo2bQqtVgutVosWLVqgSZMmub6ne+XKlRg8eDCio6Nx+PBhVKtWDeHh4bhz506W9deuXYubN29KjxMnTkAulyMyMlKqM2XKFHz99deYP38+9u/fD2dnZ4SHhyMtLc2R0yUiIiIiIiJyyDMtGXbu3DkcPXoUWq0WVatWRUBAQK7bCAkJQe3atTF79mwAgNlshr+/Pz788EOMGDHiqfvPmDEDY8eOxc2bN+Hs7AxRFOHn54dPPvkEQ4YMAQAkJCSgaNGiiI2NzVFPPJcMIyIiIiIiorzgUE+3Vbly5eDn54fmzZs7lHDr9XocOnQIzZo1ywhIJkOzZs2wd+/eHLWxaNEidOvWDc7OzgCAixcv4tatWzZturu7IyQkJMdtEhEREREREeWFZ0q6AaBVq1a4fv26Q/veu3cPJpMJRYsWtSkvWrQobt269dT9Dxw4gBMnTqBv375SmXW/3LSp0+mQmJho8yAiIiIiIiJ6Vs+cdD/D6PRntmjRIlStWhWvvfbaM7UzefJkuLu7Sw9/f/88ipCIiIiIiIj+y5456X4WXl5ekMvluH37tk357du3UaxYsSfum5ycjBUrVuCdd96xKbful5s2R44ciYSEBOlx9erV3J4KERERERERkZ1nTroXLFhgN5Q7p1QqFWrWrIm4uDipzGw2Iy4uDqGhoU/cd/Xq1dDpdHjrrbdsykuVKoVixYrZtJmYmIj9+/dn26ZarYabm5vNg4iIiIiIiOhZPXPS/cYbb8BkMmHdunU4depUrvcfPHgwFi5ciKVLl+LUqVPo168fkpOT0bt3bwBAjx49MHLkSLv9Fi1ahA4dOuCVV16xKRcEAYMGDcKECROwYcMGHD9+HD169ICfnx86dOjg0DkSEREREREROULhyE5dunRBw4YNMWDAAKSmpqJWrVq4dOkSRFHEihUrEBERkeO2unbtirt372Ls2LG4desWqlevjs2bN0u951euXIFMZvvdwJkzZ7Br1y5s2bIlyzaHDRuG5ORkvPvuu4iPj0f9+vWxefNmaDQaR06XiIiIiIiIyCEOrdNdrFgx/P7776hWrRp++OEHREdH49ixY1i6dCm++eYbHDlyJD9ifW64TjcRERERERHlBYeGlyckJKBIkSIAgM2bNyMiIgJOTk5o3bo1zp07l6cBEhERERERERVWDiXd/v7+2Lt3L5KTk7F582a0aNECAPDw4UMO4SYiIiIiIiJK59A93YMGDcKbb74JFxcXBAQEoFGjRgCAv/76C1WrVs3L+IiIiIiIiIgKLYfu6QaAgwcP4urVq2jevDlcXFwAAJs2bYKHhwfq1auXp0E+b7ynm4iIiIiIiPKCw0l3ZiaTCcePH0dAQAA8PT3zIq4CxaSbiIiIiIiI8oJD93QPGjQIixYtAmBJuMPCwhAcHAx/f3/s2LEjL+MjIiIiIiIiKrQcSrp/+uknVKtWDQDwyy+/4OLFizh9+jQ+/vhjjBo1Kk8DJCIiIiIiIiqsHEq67927h2LFigEAfv31V0RGRuLVV19Fnz59cPz48TwNkIiIiIiIiKiwcijpLlq0KE6ePAmTyYTNmzejefPmAICUlBTI5fI8DZCIiIiIiIiosHJoybDevXujS5cu8PX1hSAIaNasGQBg//79qFChQp4GSERERERERFRYOZR0f/bZZ6hSpQquXr2KyMhIqNVqAIBcLseIESPyNEAiIiIiIiKiwipPlgx72XDJMCIiIiIiIsoLDt3TDQB//vkn2rZti7Jly6Js2bJo164ddu7cmZexERERERERERVqDiXdy5YtQ7NmzeDk5ISPPvoIH330EbRaLZo2bYoffvghr2MkIiIiIiIiKpQcGl5esWJFvPvuu/j4449tyqdNm4aFCxfi1KlTeRZgQeDwciIiIiIiIsoLDvV0//vvv2jbtq1debt27XDx4sVnDoqIiIiIiIjoZeBQ0u3v74+4uDi78j/++AP+/v7PHBQRERERERHRy8ChJcM++eQTfPTRRzh69Cjq1q0LANi9ezdiY2Mxc+bMPA2QiIiIiIiIqLByeMmwn3/+GV999ZV0/3bFihUxdOhQtG/fPk8DLAgJCQnw8PDA1atXeU83EREREdF/lKurKwRBKOgwqJDLddJtNBoxadIk9OnTByVKlMivuArUtWvXOEyeiIiIiOg/jhMrU15wqKfbxcUFJ06cQGBgYD6EVPDMZjNu3LjxQnyzlZiYCH9/f/a65xKvm2N43RzD6+YYXjfH8Lo5htfNMbxujuF1c8yLeN1ehHyACj+H7ulu2rQp/vzzz5c26ZbJZC9cL76bm9sL88unMOF1cwyvm2N43RzD6+YYXjfH8Lo5htfNMbxujuF1o5eNQ0l3q1atMGLECBw/fhw1a9aEs7OzzfZ27drlSXBEREREREREhZlDSfcHH3wAAJg2bZrdNkEQYDKZni0qIiIiIiIiopeAQ0m32WzO6zgoG2q1GtHR0VCr1QUdSqHC6+YYXjfH8Lo5htfNMbxujuF1cwyvm2N43RzD60YvK4eXDCMiIiIiIiKiJ5PlpvK2bdtQqVIlJCYm2m1LSEhA5cqV8ddff+VZcERERERERESFWa6S7hkzZiAqKirL2QTd3d3x3nvvYfr06XkWHBEREREREVFhlquk+9ixY2jZsmW221u0aIFDhw49c1Bk0bFjR3h6eqJz584FHUqhcvXqVTRq1AiVKlVCUFAQVq9eXdAhFQrx8fGoVasWqlevjipVqmDhwoUFHVKhkZKSgoCAAAwZMqSgQylUAgMDERQUhOrVq6Nx48YFHU6hcPHiRTRu3BiVKlVC1apVkZycXNAhFQpnzpxB9erVpYdWq8W6desKOqwX3vTp01G5cmVUqlQJH330EXhHYs5MnToVlStXRpUqVbBs2bKCDueFltXfugcOHEDlypVRtmxZjBs3rgCjI8o7ubqnW6PR4MSJEyhbtmyW28+fP4+qVasiNTU1zwL8L9uxYwcePXqEpUuX4qeffirocAqNmzdv4vbt26hevTpu3bqFmjVr4uzZs3ZL25Etk8kEnU4HJycnJCcno0qVKjh48CBeeeWVgg7thTdq1CicP38e/v7+mDp1akGHU2gEBgbixIkTcHFxKehQCo2wsDBMmDABDRo0wIMHD+Dm5gaFwqE5Uf+zkpKSEBgYiMuXL/P/F57g7t27qFOnDv755x8olUo0bNgQU6dORWhoaEGH9kI7fvw4evbsiT179kAURTRu3BibN2+Gh4dHQYf2Qsrqb93atWtj0aJFqFy5MurVq4eFCxeiatWqBRwp0bPJVU938eLFceLEiWy3//333/D19X3moMiiUaNGcHV1LegwCh1fX19Ur14dAFCsWDF4eXnhwYMHBRtUISCXy+Hk5AQA0Ol0EEWRvRo5cO7cOZw+fRqtWrUq6FDoJWdNfho0aAAAKFKkCBNuB2zYsAFNmzZlwp0DRqMRaWlpMBgMMBgM8PHxKeiQXninTp1CaGgoNBoNtFotqlWrhs2bNxd0WC+sx//WvXHjBoxGI4KCgiCXy9GtWzds3LixACMkyhu5Srpff/11jBkzBmlpaXbbUlNTER0djTZt2uRZcETP6tChQzCZTPD39y/oUAqF+Ph4VKtWDSVKlMDQoUPh5eVV0CG98IYMGYLJkycXdBiFkiAICAsLQ+3atbF8+fKCDueFd+7cObi4uKBt27YIDg7GpEmTCjqkQmnVqlXo2rVrQYfxwvP29saQIUNQsmRJ+Pn5oVmzZihTpkxBh/XCq1KlCnbs2IH4+Hg8fPgQO3bswPXr1ws6rELjxo0bKF68uPS6ePHivH70UsjVV+SjR4/G2rVr8eqrr2LAgAEoX748AOD06dOYM2cOTCYTRo0alS+BEuXWgwcP0KNHD96bnAseHh44duwYbt++jU6dOqFz584oWrRoQYf1wlq/fj1effVVvPrqq9izZ09Bh1Po7Nq1C8WLF8fNmzfRrFkzVK1aFUFBQQUd1gvLaDRi586dOHr0KHx8fNCyZUvUrl0bzZs3L+jQCo3ExETs2bMHK1asKOhQXngPHz7Exo0bcenSJWi1WrRq1Qp//fUXGjZsWNChvdCs9783adIE7u7uqFOnDuRyeUGHRUQFLFc93UWLFsWePXtQpUoVjBw5Eh07dkTHjh3x6aefokqVKti1axf/QKcXgk6nQ4cOHTBixAjUrVu3oMMpdIoWLYpq1aph586dBR3KC23fvn1YsWIFAgMDMWTIECxcuJCTvuSCtTfD19cXr7/+Og4fPlzAEb3Yihcvjlq1asHf3x9qtRqvv/46jh49WtBhFSrr169HixYtoNFoCjqUF94ff/yBsmXLokiRItBqtWjdujX27dtX0GEVCu+99x4OHz6M7du3Q6lUoly5cgUdUqHh5+dn07N9/fp1+Pn5FWBERHkjV0k3AAQEBODXX3/FvXv3sP//7d1fSFN9HMfxzzEjcJQmeJEomKUV/iEvZkUU/RckCwmiIQNv9EIZSN55EXqjQV1Fo7samFrUYJVJXaglGLaLKG8KSlC6ySHamANBtvNcxDOeHn2eNuuwznq/rnY4h+/vuzHYPjvnfPf6taamprSwsKCRkRHt3LnTih6BlJimqebmZp04cUJutzvd7djG/Py8IpGIJCkcDmtiYiJxNQvW19fXp8+fP2t2dlbXr19XS0uLrly5ku62bCEajSbeb8vLyxobG1NFRUWau/q9OZ1OhUIhLS0tKR6Pa2JiQvv27Ut3W7bCpeXJKy4u1qtXr7SysqJYLKYXL17wmZCkUCgk6dvU/GAwqLq6ujR3ZB+FhYXatGmTpqenFYvFdO/ePTU0NKS7LeCnbXgCy/bt2+V0On9lL/iXU6dO6d27d4pGoyoqKtKDBw+YGpqEyclJ3b9/X9XV1Ym/hOnv72fy5Q/Mzc2ptbU1MUDN4/HwmsEy8/PzamxslPRtcn5LSwufKT+QnZ2t3t5eHT16VKZp6syZM8xRSUE4HFYwGJTf7093K7Zw8OBB1dfXq6amRllZWTp58qTOnTuX7rZs4fz58wqHw3I4HLpz5w4DD//Het91b968KZfLpZWVFbndbr6LICOk9JdhAAAAAAAgeSlfXg4AAAAAAJJD6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYA/DEMw1AgELB8nWPHjqmjo8PydQAAwO+P0A0AyBhfvnyRx+NRaWmptmzZouLiYjU0NGh0dDTdrQEAgD9UdrobAADgV5idndXhw4eVl5ena9euqaqqSqurq3r+/Lna29v14cOHdLcIAAD+QJzpBgBkhLa2NhmGoWAwqAsXLqi8vFwVFRW6fPmypqamEsctLCyosbFROTk5Kisr0+PHjxP7fD6f8vLyvqsbCARkGEZiu7u7W/v371d/f79KSkqUm5urS5cuKRKJ/GdvT58+VW5urgYGBn7dEwYAALZA6AYA2N7i4qKePXum9vZ2ORyONfv/GaR7enp08eJFTU9Pq76+Xk1NTVpcXExpvZmZGQUCAQ0PD2t4eFgvX77U1atX1z12cHBQLpdLAwMDampqSmkdAABgf4RuAIDtffr0SaZpau/evT88trm5WS6XS7t371Zvb6+Wl5cVDAZTWi8ej8vn86myslJHjhyR2+1e975xr9ertrY2PXnyRGfPnk1pDQAAkBm4pxsAYHumaSZ9bHV1deKxw+HQtm3bFAqFUlqvpKREW7duTWzv2LFjTY2HDx8qFAppcnJSTqczpfoAACBzcKYbAGB7ZWVlMgwjqWFpmzdv/m7bMAzF43FJUlZW1poAv7q6mlKNv9XU1KigoEC3b99O6UcBAACQWQjdAADby8/PV11dnbxer6LR6Jr9X79+TapOQUGBIpHIdzXevn27oZ527dql8fFxPXr0SB6PZ0M1AACA/RG6AQAZwev1KhaLqba2Vn6/Xx8/ftT79+9148YNHTp0KKkaBw4cUE5Ojrq6ujQzM6PBwUH5fL4N91ReXq7x8XH5/X51dHRsuA4AALAvQjcAICOUlpbqzZs3On78uDo7O1VZWanTp09rdHRUt27dSqpGfn6+7t69q5GREVVVVWloaEjd3d0/1deePXs0NjamoaEhdXZ2/lQtAABgP4bJjWYAAAAAAFiCM90AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBF/gJ/VWBRYBvjPwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n" ] } ], "source": [ "plot_per_replica_folder = Path(plots_folder, \"per_replica\")\n", "plot_per_replica_folder.mkdir(parents=True, exist_ok=True)\n", "\n", "y_min = min(0.75, dt_score_subsampling['ccc'].min() - 0.025)\n", "\n", "for (expID, nucleusID), g in dt_score_subsampling.groupby([\"experimentID\",\"nucleusID\"]):\n", " print (f\"Plotting CCC over chunks for experiment {expID}, nucleus {nucleusID}\")\n", "\n", " plt.figure(figsize=(10, 3))\n", " \n", " sns.lineplot(data = g, x = 'chunk', y='ccc', hue = 'timepoint')\n", "\n", " plt.ylim(y_min,1.0)\n", " plt.xticks(ticks = range(int(g['chunk'].min()), int(g['chunk'].max()) + 1), size = 7)\n", " plt.xlabel('Chunk')\n", " plt.ylabel('Cross-correlation coefficient (CCC)')\n", " plt.title(f'CCC over chunks for experiment {expID}, nucleus {nucleusID}')\n", " plt.legend(bbox_to_anchor = (1.05, 1), loc = 2, borderaxespad = 0., title = 'Timepoint', labels = [tp_names[tp] if tp % 2 == 0 else None for tp in g['timepoint'].unique()])\n", " handles, labels = plt.gca().get_legend_handles_labels()\n", " labels = [tp_names[int(label)] for label in labels]\n", " keep = list(range(0, len(handles))) # Now shows 6 labels equally distributed. When can reduce further if needed.s\n", " plt.legend([handles[i] for i in keep], [labels[i] for i in keep], \n", " bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., title='Timepoint')\n", " \n", " sns.despine()\n", " plt.tight_layout()\n", "\n", " if save_plots:\n", " filename = f\"ccc_over_chunks_experiment_{expID}_nucleus_{nucleusID}{('_' + file_suffix) if file_suffix != '' else ''}.pdf\"\n", " plot_filename = Path(plot_per_replica_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", " print(f\"\\n{'-'*54}\\n\")\n", "\n", "del expID, nucleusID, g, handles, labels, keep, plot_per_replica_folder, y_min" ] }, { "cell_type": "markdown", "id": "386f4384", "metadata": {}, "source": [ "#### Boxplot of the CCC for each chromatin segments across all the walk" ] }, { "cell_type": "markdown", "id": "ff55db4b", "metadata": {}, "source": [ "All in a single plot for an easier comparison.\n", "\n", "[Back to section index](#assess-by-subsampling-randomly-over-the-time-of-aquisition-to-the-final-object-saturation-plot)" ] }, { "cell_type": "code", "execution_count": 11, "id": "a0e10b88", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.catplot(data=dt_score_subsampling, x=\"name\", y=\"ccc\", color=\"lightgrey\",\n", " row=\"nucleusID\", col=\"experimentID\", kind='box', sharey = True)\n", "for ax in g.axes.flat:\n", " ax.tick_params(axis='x', labelrotation=45)\n", " for label in ax.get_xticklabels():\n", " label.set_horizontalalignment('right')\n", "\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"ccc_boxplot_per_nucleus_and_experiment{('_' + 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 g, ax, label" ] }, { "cell_type": "markdown", "id": "1727e559", "metadata": {}, "source": [ "## Generate summary table based on corralation variation of the quality assessment by random subsamplig aka \"saturation plot\"" ] }, { "cell_type": "markdown", "id": "85655b3b", "metadata": {}, "source": [ "Get summary of the CCC score and variation derived by the saturation plot. \n", "\n", "High CCC score and smaller variation suggest that the chromatin segment (the 3D object) has been aquired stabily through time. \n", "\n", "In the boxenplots for the mean, we selected those with a mean of CCC above the extreme/t1 outliers line (decided in the next cell). \n", "\n", "In the boxenplots for the standard deviation, we selected those with a standard deviation of CCC below the extreme/mild outliers line (decided in the next cell). \n", "\n", "[Back to general index](#d-reconstruction-assessment)" ] }, { "cell_type": "code", "execution_count": 12, "id": "28599b62", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Threshold for CCC mean of t1 outliers: 0.981\n", "Using this threshold, we would expect 27 outliers in the mean CCC.\n", "\n", "Threshold for CCC mean of t2 outliers: 0.973\n", "Using this threshold, we would expect 7 outliers in the mean CCC.\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "------------------------------------------------------\n", "\n", "Threshold for CCC std of t1 outliers: 0.024\n", "Using this threshold, we would expect 27 outliers in the std CCC.\n", "\n", "Threshold for CCC std of t2 outliers: 0.035\n", "Using this threshold, we would expect 9 outliers in the std CCC.\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "saturation_plot_df = (dt_score_subsampling\n", " .groupby('flag')\n", " .agg(mean_CCC=('ccc', 'mean'),\n", " std_CCC =('ccc', 'std'),\n", " nloc =('nloc', 'sum'))\n", ")\n", "\n", "t1_opts = {\"color\": \"red\", \"alpha\": 0.25, \"zorder\": 0, \"linestyle\": \"--\"}\n", "t2_opts = {\"color\": \"red\", \"alpha\": 0.25, \"zorder\": 0, \"linestyle\": \"-\"}\n", "\n", "# Here we will do a boxenplot of the mean CCC, and we will calculate the thresholds for outliers using the IQR method.\n", "# We will also plot vertical lines for the thresholds of t1 and t2 outliers.\n", "q1, q3 = saturation_plot_df[\"mean_CCC\"].quantile([0.25, 0.75])\n", "IQR = q3 - q1\n", "\n", "t1_outliers_mean = (q1 - 1.5*IQR)\n", "t2_outliers_mean = (q1 - 3.*IQR)\n", "\n", "threshold_specs = [\n", " (t1_outliers_mean, t1_opts, \"t1 outlier threshold\"),\n", " (t2_outliers_mean, t2_opts, \"t2 outlier threshold\"),\n", "]\n", "\n", "print(f\"Threshold for CCC mean of t1 outliers: {np.round(t1_outliers_mean, decimals = 3)}\")\n", "print(f\"Using this threshold, we would expect {np.sum(saturation_plot_df['mean_CCC'] < t1_outliers_mean)} outliers in the mean CCC.\\n\")\n", "print(f\"Threshold for CCC mean of t2 outliers: {np.round(t2_outliers_mean, decimals = 3)}\")\n", "print(f\"Using this threshold, we would expect {np.sum(saturation_plot_df['mean_CCC'] < t2_outliers_mean)} outliers in the mean CCC.\\n\")\n", "\n", "_, ax = plt.subplots(figsize=(5, 3))\n", "sns.boxenplot(data = saturation_plot_df, x = \"mean_CCC\", k_depth = \"trustworthy\", ax=ax)\n", "\n", "for xval, opts, _ in threshold_specs:\n", " ax.axvline(x=xval, **opts)\n", "\n", "ax.set(xlabel=\"Mean CCC\", title=\"Boxenplot of Mean CCC\")\n", "sns.despine(ax=ax)\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"boxenplot_mean_ccc{('_' + 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", "print(f\"\\n{'-'*54}\\n\")\n", "\n", "# Here we will do a boxenplot of the std CCC, and we will calculate the thresholds for outliers using the IQR method.\n", "# We will also plot vertical lines for the thresholds of t1 and t2 outliers.\n", "q1, q3 = saturation_plot_df[\"std_CCC\"].quantile([0.25, 0.75])\n", "IQR = q3 - q1\n", "\n", "t1_outliers_std = (q3 + 1.5*IQR)\n", "t2_outliers_std = (q3 + 3.*IQR)\n", "\n", "threshold_specs = [\n", " (t1_outliers_std, t1_opts, \"t1 outlier threshold\"),\n", " (t2_outliers_std, t2_opts, \"t2 outlier threshold\"),\n", "]\n", "\n", "print(f\"Threshold for CCC std of t1 outliers: {round(t1_outliers_std,3)}\")\n", "print(f\"Using this threshold, we would expect {np.sum(saturation_plot_df['std_CCC'] > t1_outliers_std)} outliers in the std CCC.\\n\")\n", "print(f\"Threshold for CCC std of t2 outliers: {round(t2_outliers_std,3)}\")\n", "print(f\"Using this threshold, we would expect {np.sum(saturation_plot_df['std_CCC'] > t2_outliers_std)} outliers in the std CCC.\\n\")\n", "\n", "_, ax = plt.subplots(figsize=(5, 3))\n", "sns.boxenplot(data=saturation_plot_df,x=\"std_CCC\",k_depth=\"trustworthy\", ax=ax)\n", "\n", "for xval, opts, _ in threshold_specs:\n", " ax.axvline(x=xval, **opts)\n", "\n", "ax.set(xlabel=\"Standard deviation of CCC\", title=\"Boxenplot of Standard deviation of CCC\")\n", "sns.despine(ax=ax)\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"boxenplot_std_ccc{('_' + 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 t1_opts, t2_opts, q1, q3, IQR, threshold_specs, ax, opts, xval" ] }, { "cell_type": "code", "execution_count": 13, "id": "8d455bea", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "saturation_plot_df = (dt_score_subsampling\n", " .groupby('flag')\n", " .agg(mean_CCC=('ccc', 'mean'),\n", " std_CCC =('ccc', 'std'),\n", " nloc =('nloc', 'sum'))\n", ")\n", "\n", "saturation_plot_df['flag'] = saturation_plot_df.index\n", "saturation_plot_df[[\"experimentID\",\"nucleusID\",\"homolog\",\"timepoint\"]] = saturation_plot_df['flag'].str.rsplit('_', expand=True)\n", "saturation_plot_df[\"timepoint\"] = pd.to_numeric(saturation_plot_df[\"timepoint\"])\n", "saturation_plot_df.reset_index(drop=True, inplace=True)\n", "\n", "plt.figure(figsize=(5, 3))\n", "sns.scatterplot(data=saturation_plot_df, x='std_CCC', y='mean_CCC', hue='timepoint', palette='Reds')\n", "plt.ylim(np.nanmin([saturation_plot_df[\"mean_CCC\"].min(), t2_outliers_mean]) - 0.01, 1.001)\n", "\n", "plt.axvline(x=t1_outliers_std, color=\"grey\", zorder = 0, linestyle = \"--\")\n", "plt.axhline(y=t1_outliers_mean, color=\"grey\", zorder = 0, linestyle = \"--\")\n", "plt.axvline(x=t2_outliers_std, color=\"grey\", zorder = 0, linestyle = \"-\")\n", "plt.axhline(y=t2_outliers_mean, color=\"grey\", zorder = 0, linestyle = \"-\")\n", "\n", "plt.title('std(CCC) vs mean(CCC), colored by timepoint')\n", "plt.xlabel('Standard deviation of CCC')\n", "plt.ylabel('Mean CCC')\n", "plt.legend([], [], frameon=False)\n", "\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"std_vs_mean_ccc_colored_by_timepoint{('_' + 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", "print(f\"\\n{'-'*54}\\n\")\n", "\n", "plt.figure(figsize=(5, 3))\n", "\n", "sns.scatterplot(data=saturation_plot_df, x='std_CCC', y='mean_CCC', hue='experimentID',palette=color_palette)\n", "plt.ylim(np.nanmin([saturation_plot_df[\"mean_CCC\"].min(), t2_outliers_mean]) - 0.01, 1.001)\n", "\n", "plt.axvline(x=t1_outliers_std, color=\"grey\", zorder = 0, linestyle = \"--\")\n", "plt.axhline(y=t1_outliers_mean, color=\"grey\", zorder = 0, linestyle = \"--\")\n", "plt.axvline(x=t2_outliers_std, color=\"grey\", zorder = 0, linestyle = \"-\")\n", "plt.axhline(y=t2_outliers_mean, color=\"grey\", zorder = 0, linestyle = \"-\")\n", "\n", "plt.title('std(CCC) vs mean(CCC), colored by experiment ID')\n", "plt.legend([], [], frameon=False)\n", "plt.xlabel('Standard deviation of CCC')\n", "plt.ylabel('Mean CCC')\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"std_vs_mean_ccc_colored_by_experimentID{('_' + 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()" ] }, { "cell_type": "markdown", "id": "2ae2cc72", "metadata": {}, "source": [ "Retrieve the list of tier1 and tier2 chromatin segment outliers (1.5xIQR (t1) and 3xIQR (Extreme_outliers), respectively) for which removal is strongly suggested. \n" ] }, { "cell_type": "code", "execution_count": 14, "id": "39db1a25", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving t1 outlier segments to /scratch/CIMA_tutorial/3_3D_reconstruction_assessment/tsvs/chr3/segments2remove_bycccvariation_t1_chr3.tsv... Done!\n", "\n", "In case of using the t1 outliers, you should remove a total of 32 out of 466 segments\n" ] }, { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "experimentID", "rawType": "str", "type": "string" }, { "name": "nucleusID", "rawType": "str", "type": "string" }, { "name": "homolog", "rawType": "str", "type": "string" }, { "name": "timepoint", "rawType": "int64", "type": "integer" }, { "name": "mean_CCC", "rawType": "float64", "type": "float" }, { "name": "std_CCC", "rawType": "float64", "type": "float" } ], "ref": "acf079da-9760-41a1-b183-a2059d6edf70", "rows": [ [ "10", "2018-06-28", "1", "A", "20", "0.970654296875", "0.03281021513880546" ], [ "38", "2018-06-28", "2", "A", "17", "0.98115234375", "0.020972991772049192" ], [ "43", "2018-06-28", "2", "A", "7", "0.9806640625", "0.027305164057099384" ], [ "56", "2018-06-28", "5", "A", "20", "0.976611328125", "0.04052469635554932" ], [ "57", "2018-06-28", "5", "A", "5", "0.975341796875", "0.03244305471669266" ], [ "61", "2018-06-28", "5", "A", "9", "0.9763671875", "0.02496683251767652" ], [ "72", "2018-06-28", "5", "B", "20", "0.972802734375", "0.03630765021178177" ], [ "75", "2018-06-28", "5", "B", "7", "0.974560546875", "0.04365588161270903" ], [ "88", "2018-06-28", "7", "A", "20", "0.960205078125", "0.050801199882334114" ], [ "89", "2018-06-28", "7", "A", "5", "0.97607421875", "0.03419286080467084" ], [ "97", "2018-06-28", "7", "B", "13", "0.98134765625", "0.02546750679960428" ], [ "104", "2018-06-28", "7", "B", "20", "0.967724609375", "0.036264138515559166" ], [ "105", "2018-06-28", "7", "B", "5", "0.973193359375", "0.02579272493277396" ], [ "110", "2018-06-28", "8", "A", "10", "0.9783203125", "0.020103645910920606" ], [ "116", "2018-06-28", "8", "A", "16", "0.980615234375", "0.025913226963430413" ], [ "120", "2018-06-28", "8", "A", "20", "0.98037109375", "0.028022976666885104" ], [ "121", "2018-06-28", "8", "A", "5", "0.984814453125", "0.02412529967478246" ], [ "133", "2018-06-28", "9", "A", "17", "0.981103515625", "0.024198319763338083" ], [ "137", "2018-06-28", "9", "A", "5", "0.9630859375", "0.05377462291308456" ], [ "166", "2018-07-10", "11", "A", "18", "0.980029296875", "0.021914649029243505" ], [ "168", "2018-07-10", "11", "A", "20", "0.93662109375", "0.09292602127038996" ], [ "184", "2018-07-10", "1", "A", "20", "0.982421875", "0.024178551568632713" ], [ "200", "2018-07-10", "1", "B", "20", "0.97724609375", "0.033097801958638776" ], [ "213", "2018-07-10", "2", "A", "17", "0.974951171875", "0.036286484930529564" ], [ "216", "2018-07-10", "2", "A", "20", "0.978369140625", "0.028040223627243222" ], [ "247", "2018-07-10", "3", "B", "20", "0.938671875", "0.04387846961194194" ], [ "259", "2018-07-10", "4", "B", "16", "0.97744140625", "0.02120362850782346" ], [ "291", "2018-07-10", "6", "A", "18", "0.982275390625", "0.028563456142085983" ], [ "308", "2018-07-10", "6", "B", "19", "0.97802734375", "0.026534440921944197" ], [ "323", "2018-07-10", "7", "A", "20", "0.97646484375", "0.03454955508136871" ], [ "383", "2018-09-04", "3", "A", "20", "0.977783203125", "0.02311570401688978" ], [ "430", "2018-09-04", "5", "A", "20", "0.98154296875", "0.030069563006215532" ] ], "shape": { "columns": 6, "rows": 32 } }, "text/html": [ "
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experimentIDnucleusIDhomologtimepointmean_CCCstd_CCC
102018-06-281A200.9706540.032810
382018-06-282A170.9811520.020973
432018-06-282A70.9806640.027305
562018-06-285A200.9766110.040525
572018-06-285A50.9753420.032443
612018-06-285A90.9763670.024967
722018-06-285B200.9728030.036308
752018-06-285B70.9745610.043656
882018-06-287A200.9602050.050801
892018-06-287A50.9760740.034193
972018-06-287B130.9813480.025468
1042018-06-287B200.9677250.036264
1052018-06-287B50.9731930.025793
1102018-06-288A100.9783200.020104
1162018-06-288A160.9806150.025913
1202018-06-288A200.9803710.028023
1212018-06-288A50.9848140.024125
1332018-06-289A170.9811040.024198
1372018-06-289A50.9630860.053775
1662018-07-1011A180.9800290.021915
1682018-07-1011A200.9366210.092926
1842018-07-101A200.9824220.024179
2002018-07-101B200.9772460.033098
2132018-07-102A170.9749510.036286
2162018-07-102A200.9783690.028040
2472018-07-103B200.9386720.043878
2592018-07-104B160.9774410.021204
2912018-07-106A180.9822750.028563
3082018-07-106B190.9780270.026534
3232018-07-107A200.9764650.034550
3832018-09-043A200.9777830.023116
4302018-09-045A200.9815430.030070
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" ], "text/plain": [ " experimentID nucleusID homolog timepoint mean_CCC std_CCC\n", "10 2018-06-28 1 A 20 0.970654 0.032810\n", "38 2018-06-28 2 A 17 0.981152 0.020973\n", "43 2018-06-28 2 A 7 0.980664 0.027305\n", "56 2018-06-28 5 A 20 0.976611 0.040525\n", "57 2018-06-28 5 A 5 0.975342 0.032443\n", "61 2018-06-28 5 A 9 0.976367 0.024967\n", "72 2018-06-28 5 B 20 0.972803 0.036308\n", "75 2018-06-28 5 B 7 0.974561 0.043656\n", "88 2018-06-28 7 A 20 0.960205 0.050801\n", "89 2018-06-28 7 A 5 0.976074 0.034193\n", "97 2018-06-28 7 B 13 0.981348 0.025468\n", "104 2018-06-28 7 B 20 0.967725 0.036264\n", "105 2018-06-28 7 B 5 0.973193 0.025793\n", "110 2018-06-28 8 A 10 0.978320 0.020104\n", "116 2018-06-28 8 A 16 0.980615 0.025913\n", "120 2018-06-28 8 A 20 0.980371 0.028023\n", "121 2018-06-28 8 A 5 0.984814 0.024125\n", "133 2018-06-28 9 A 17 0.981104 0.024198\n", "137 2018-06-28 9 A 5 0.963086 0.053775\n", "166 2018-07-10 11 A 18 0.980029 0.021915\n", "168 2018-07-10 11 A 20 0.936621 0.092926\n", "184 2018-07-10 1 A 20 0.982422 0.024179\n", "200 2018-07-10 1 B 20 0.977246 0.033098\n", "213 2018-07-10 2 A 17 0.974951 0.036286\n", "216 2018-07-10 2 A 20 0.978369 0.028040\n", "247 2018-07-10 3 B 20 0.938672 0.043878\n", "259 2018-07-10 4 B 16 0.977441 0.021204\n", "291 2018-07-10 6 A 18 0.982275 0.028563\n", "308 2018-07-10 6 B 19 0.978027 0.026534\n", "323 2018-07-10 7 A 20 0.976465 0.034550\n", "383 2018-09-04 3 A 20 0.977783 0.023116\n", "430 2018-09-04 5 A 20 0.981543 0.030070" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving t2 outlier segments to /scratch/CIMA_tutorial/3_3D_reconstruction_assessment/tsvs/chr3/segments2remove_bycccvariation_t2_chr3.tsv... Done!\n", "\n", "In case of using the t2 outliers, you should remove a total of 10 out of 466 segments\n" ] }, { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "experimentID", "rawType": "str", "type": "string" }, { "name": "nucleusID", "rawType": "str", "type": "string" }, { "name": "homolog", "rawType": "str", "type": "string" }, { "name": "timepoint", "rawType": "int64", "type": "integer" }, { "name": "mean_CCC", "rawType": "float64", "type": "float" }, { "name": "std_CCC", "rawType": "float64", "type": "float" } ], "ref": "fc8f884e-6618-42fb-af6b-d8e7e6a8bcb4", "rows": [ [ "10", "2018-06-28", "1", "A", "20", "0.970654296875", "0.03281021513880546" ], [ "56", "2018-06-28", "5", "A", "20", "0.976611328125", "0.04052469635554932" ], [ "72", "2018-06-28", "5", "B", "20", "0.972802734375", "0.03630765021178177" ], [ "75", "2018-06-28", "5", "B", "7", "0.974560546875", "0.04365588161270903" ], [ "88", "2018-06-28", "7", "A", "20", "0.960205078125", "0.050801199882334114" ], [ "104", "2018-06-28", "7", "B", "20", "0.967724609375", "0.036264138515559166" ], [ "137", "2018-06-28", "9", "A", "5", "0.9630859375", "0.05377462291308456" ], [ "168", "2018-07-10", "11", "A", "20", "0.93662109375", "0.09292602127038996" ], [ "213", "2018-07-10", "2", "A", "17", "0.974951171875", "0.036286484930529564" ], [ "247", "2018-07-10", "3", "B", "20", "0.938671875", "0.04387846961194194" ] ], "shape": { "columns": 6, "rows": 10 } }, "text/html": [ "
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experimentIDnucleusIDhomologtimepointmean_CCCstd_CCC
102018-06-281A200.9706540.032810
562018-06-285A200.9766110.040525
722018-06-285B200.9728030.036308
752018-06-285B70.9745610.043656
882018-06-287A200.9602050.050801
1042018-06-287B200.9677250.036264
1372018-06-289A50.9630860.053775
1682018-07-1011A200.9366210.092926
2132018-07-102A170.9749510.036286
2472018-07-103B200.9386720.043878
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" ], "text/plain": [ " experimentID nucleusID homolog timepoint mean_CCC std_CCC\n", "10 2018-06-28 1 A 20 0.970654 0.032810\n", "56 2018-06-28 5 A 20 0.976611 0.040525\n", "72 2018-06-28 5 B 20 0.972803 0.036308\n", "75 2018-06-28 5 B 7 0.974561 0.043656\n", "88 2018-06-28 7 A 20 0.960205 0.050801\n", "104 2018-06-28 7 B 20 0.967725 0.036264\n", "137 2018-06-28 9 A 5 0.963086 0.053775\n", "168 2018-07-10 11 A 20 0.936621 0.092926\n", "213 2018-07-10 2 A 17 0.974951 0.036286\n", "247 2018-07-10 3 B 20 0.938672 0.043878" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols2show = [\"experimentID\", \"nucleusID\", \"homolog\", \"timepoint\", \"mean_CCC\", \"std_CCC\"]\n", "\n", "remove_t1_ccc = saturation_plot_df[(saturation_plot_df[\"mean_CCC\"] <= t1_outliers_mean) | \n", " (saturation_plot_df[\"std_CCC\"] >= t1_outliers_std)]\n", "\n", "filename = Path(tsv_folder, f'segments2remove_bycccvariation_t1{(\"_\" + file_suffix) if file_suffix != \"\" else \"\"}.tsv')\n", "print(f\"Saving t1 outlier segments to {filename}...\", end = \"\\r\")\n", "remove_t1_ccc.drop(columns=[\"flag\"]).to_csv(filename, sep='\\t', index=False)\n", "print(f\"Saving t1 outlier segments to {filename}... Done!\\n\")\n", "\n", "print(f\"In case of using the t1 outliers, you should remove a total of {len(remove_t1_ccc)} out of {len(saturation_plot_df)} segments\")\n", "display(remove_t1_ccc[cols2show])\n", "\n", "remove_t2_ccc = saturation_plot_df[(saturation_plot_df[\"mean_CCC\"] <= t2_outliers_mean) | \n", " (saturation_plot_df[\"std_CCC\"] >= t2_outliers_std)]\n", "\n", "filename = Path(tsv_folder, f'segments2remove_bycccvariation_t2{(\"_\" + file_suffix) if file_suffix != \"\" else \"\"}.tsv')\n", "print(f\"Saving t2 outlier segments to {filename}...\", end = \"\\r\")\n", "remove_t2_ccc.drop(columns=[\"flag\"]).to_csv(filename, sep=\"\\t\", index=False)\n", "print(f\"Saving t2 outlier segments to {filename}... Done!\\n\")\n", "\n", "print(f\"In case of using the t2 outliers, you should remove a total of {len(remove_t2_ccc)} out of {len(saturation_plot_df)} segments\")\n", "display(remove_t2_ccc[cols2show])\n", "\n", "del t1_outliers_mean, t2_outliers_mean, t1_outliers_std, t2_outliers_std, cols2show, filename" ] }, { "cell_type": "markdown", "id": "2246f465", "metadata": {}, "source": [ "## Summary and filtering poorly assessed segments based on saturation plot" ] }, { "cell_type": "markdown", "id": "4eb22c63", "metadata": {}, "source": [ "We recomend removing the T2 outliers at least. If you want to remove the T1 outliers (harsher filtering), modify the variale called threshold_precision to t1.\n", "\n", "[Back to general index](#d-reconstruction-assessment)" ] }, { "cell_type": "code", "execution_count": 15, "id": "4154da30", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A total of 10 out of 466 segments were removed after applying the t2 outlier threshold.\n" ] } ], "source": [ "threshold_ccc = \"t2\"\n", "\n", "if threshold_ccc == \"t1\":\n", " if \"remove_t1_ccc\" in locals() and remove_t1_ccc is not None:\n", " remove_ccc = remove_t1_ccc.copy() if not remove_t1_ccc.empty else pd.DataFrame()\n", " else:\n", " filename = Path(tsv_folder, f'segments2remove_bycccvariation_t1{(\"_\" + file_suffix) if file_suffix != \"\" else \"\"}.tsv')\n", " remove_ccc = pd.read_table(filename, sep=\"\\t\")\n", " del filename\n", "elif threshold_ccc == \"t2\":\n", " if \"remove_t2_ccc\" in locals() and remove_t2_ccc is not None:\n", " remove_ccc = remove_t2_ccc.copy() if not remove_t2_ccc.empty else pd.DataFrame()\n", " else:\n", " filename = Path(tsv_folder, f'segments2remove_bycccvariation_t2{(\"_\" + file_suffix) if file_suffix != \"\" else \"\"}.tsv')\n", " remove_ccc = pd.read_table(filename, sep=\"\\t\")\n", " del filename\n", "else:\n", " print(\"Invalid threshold_ccc value. Please choose 't1' or 't2'.\")\n", "\n", "if not remove_ccc.empty: \n", " remove_ccc[\"flag\"] = remove_ccc[[\"experimentID\",\"nucleusID\",\"homolog\",\"timepoint\"]].astype(str).apply('_'.join, axis=1)\n", " flag_segment_toremove = remove_ccc.flag.unique()\n", " dt_filtered = saturation_plot_df[(~saturation_plot_df['flag'].isin(flag_segment_toremove))]\n", " \n", " print(f\"A total of {len(saturation_plot_df)- len(dt_filtered)} out of {len(saturation_plot_df)} segments were removed after applying the {threshold_ccc} outlier threshold.\")\n", " del flag_segment_toremove\n", "else:\n", " dt_filtered = saturation_plot_df.copy()\n", " print(f\"No segments to remove based on the selected threshold for CCC.\")" ] }, { "cell_type": "markdown", "id": "4fe7bf16", "metadata": {}, "source": [ "Should we take this plots out and just leave the efficiency plot at the end?" ] }, { "cell_type": "code", "execution_count": 16, "id": "1d20ed6b", "metadata": { "scrolled": false }, "outputs": [ { "data": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dt_stats = dt_filtered.groupby([\"experimentID\",\"nucleusID\",\"homolog\"]).size().reset_index(name='timepoints_count')\n", "\n", "sns.stripplot(data = dt_stats, x = \"experimentID\", y = \"timepoints_count\", jitter = True, hue = \"nucleusID\")\n", "\n", "plt.legend(title = \"Nucleus ID\", bbox_to_anchor = (1.05, 1), loc = 2, borderaxespad = 0.)\n", "plt.yticks(ticks = range(int(dt_stats['timepoints_count'].min()) - 1, int(dt_stats['timepoints_count'].max()) + 1, 1))\n", "plt.ylabel('Number of segments after filtering')\n", "plt.xlabel('Experiment ID')\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"stripplot_experiment_vs_counts_after_filtering{('_' + 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" ] }, { "cell_type": "code", "execution_count": 17, "id": "0560f795", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of nuclei acquired: 23\n", "\n", "Number of diploid nuclei: 7\n", "\tFully walked (both copies are present): 3\n", "\n", "Number of homologs: 30\n", "\tFully walked: 12\n" ] } ], "source": [ "number_of_nucleus = 0\n", "number_of_diploids = 0\n", "number_of_not_diploid = 0\n", "full_walk_counter = 0\n", "partial_walk_count = 0\n", "\n", "for _, g in dt_stats.groupby([\"experimentID\",\"nucleusID\"]):\n", " number_of_nucleus += 1\n", " \n", " if g.shape[0] != 2:\n", " number_of_not_diploid += 1\n", " continue\n", "\n", " number_of_diploids += 1\n", " \n", " c0, c1 = g.timepoints_count.tolist()\n", " \n", " if c0 != c1:\n", " partial_walk_count+=1\n", " else:\n", " full_walk_counter+=1\n", "\n", "number_of_fully_walked_homologs=0\n", "number_of_homologs=0\n", "fully_walked_homologs_id=[]\n", "\n", "for i,g in dt_stats.groupby([\"experimentID\",\"nucleusID\",\"homolog\"]):\n", " number_of_homologs += 1\n", " if g.timepoints_count.item()==number_of_steps_library:\n", " number_of_fully_walked_homologs += 1\n", " fully_walked_homologs_id.append(i)\n", "\n", "print(f\"Number of nuclei acquired: {number_of_nucleus}\\n\")\n", "print(f\"Number of diploid nuclei: {number_of_diploids}\")\n", "print(f\"\\tFully walked (both copies are present): {full_walk_counter}\\n\")\n", "print(f\"Number of homologs: {number_of_homologs}\")\n", "print(f\"\\tFully walked: {number_of_fully_walked_homologs}\") \n", "\n", "del number_of_nucleus, number_of_diploids, number_of_not_diploid, full_walk_counter, partial_walk_count, g, i\n", "del number_of_fully_walked_homologs, fully_walked_homologs_id\n", "if 'c0' in locals():\n", " del c0\n", "if 'c1' in locals():\n", " del c1" ] }, { "cell_type": "markdown", "id": "0ffad4f7", "metadata": {}, "source": [ "Here we check the percentage of steps detected after filtering the walks according to the thresholds set before. We also repeat one of the earlier plots to see the difference." ] }, { "cell_type": "code", "execution_count": 18, "id": "471aabbf", "metadata": {}, "outputs": [ { "data": { "application/vnd.microsoft.datawrangler.viewer.v0+json": { "columns": [ { "name": "index", "rawType": "int64", "type": "integer" }, { "name": "timepoint", "rawType": "int64", "type": "integer" }, { "name": "counts", "rawType": "int64", "type": "integer" }, { "name": "Percent", "rawType": "float64", "type": "float" }, { "name": "Round", "rawType": "int64", "type": "integer" }, { "name": "Chr", "rawType": "str", "type": "string" }, { "name": "Start(hg19)", "rawType": "int64", "type": "integer" }, { "name": "End(hg19)", "rawType": "int64", "type": "integer" }, { "name": "Name", "rawType": "str", "type": "string" }, { "name": "Size(kb)", "rawType": "int64", "type": "integer" } ], "ref": "3d1ab97c-d8f4-46d8-b827-d0cab0abdee2", "rows": [ [ "0", "5", "27", "90.0", "6", "chr3", "150000000", "150500000", "Step1", "500" ], [ "1", "6", "30", "100.0", "7", "chr3", "150500000", "151000000", "Step2", "500" ], [ "2", "7", "29", "97.0", "8", "chr3", "151000000", "151500000", "Step3", "500" ], [ "3", "8", "29", "97.0", "9", "chr3", "151500000", "152000000", "Step4", "500" ], [ "4", "9", "30", "100.0", "10", "chr3", "152000000", "152500000", "Step5", "500" ], [ "5", "10", "29", "97.0", "11", "chr3", "152500000", "153000000", "Step6", "500" ], [ "6", "11", "30", "100.0", "12", "chr3", "153000000", "153500000", "Step7", "500" ], [ "7", "12", "29", "97.0", "13", "chr3", "153500000", "154000000", "Step8", "500" ], [ "8", "13", "30", "100.0", "14", "chr3", "154000000", "154500000", "Step9", "500" ], [ "9", "14", "30", "100.0", "15", "chr3", "154500000", "155000000", "Step10", "500" ], [ "10", "15", "30", "100.0", "16", "chr3", "155000000", "155500000", "Step11", "500" ], [ "11", "16", "30", "100.0", "17", "chr3", "155500000", "156000000", "Step12", "500" ], [ "12", "17", "29", "97.0", "18", "chr3", "156000000", "156500000", "Step13", "500" ], [ "13", "18", "29", "97.0", "19", "chr3", "156500000", "157000000", "Step14", "500" ], [ "14", "19", "28", "93.0", "20", "chr3", "157000000", "157500000", "Step15", "500" ], [ "15", "20", "17", "57.0", "21", "chr3", "157500000", "158000000", "Step16", "500" ] ], "shape": { "columns": 9, "rows": 16 } }, "text/html": [ "
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timepointcountsPercentRoundChrStart(hg19)End(hg19)NameSize(kb)
052790.06chr3150000000150500000Step1500
1630100.07chr3150500000151000000Step2500
272997.08chr3151000000151500000Step3500
382997.09chr3151500000152000000Step4500
4930100.010chr3152000000152500000Step5500
5102997.011chr3152500000153000000Step6500
61130100.012chr3153000000153500000Step7500
7122997.013chr3153500000154000000Step8500
81330100.014chr3154000000154500000Step9500
91430100.015chr3154500000155000000Step10500
101530100.016chr3155000000155500000Step11500
111630100.017chr3155500000156000000Step12500
12172997.018chr3156000000156500000Step13500
13182997.019chr3156500000157000000Step14500
14192893.020chr3157000000157500000Step15500
15201757.021chr3157500000158000000Step16500
\n", "
" ], "text/plain": [ " timepoint counts Percent Round Chr Start(hg19) End(hg19) Name \\\n", "0 5 27 90.0 6 chr3 150000000 150500000 Step1 \n", "1 6 30 100.0 7 chr3 150500000 151000000 Step2 \n", "2 7 29 97.0 8 chr3 151000000 151500000 Step3 \n", "3 8 29 97.0 9 chr3 151500000 152000000 Step4 \n", "4 9 30 100.0 10 chr3 152000000 152500000 Step5 \n", "5 10 29 97.0 11 chr3 152500000 153000000 Step6 \n", "6 11 30 100.0 12 chr3 153000000 153500000 Step7 \n", "7 12 29 97.0 13 chr3 153500000 154000000 Step8 \n", "8 13 30 100.0 14 chr3 154000000 154500000 Step9 \n", "9 14 30 100.0 15 chr3 154500000 155000000 Step10 \n", "10 15 30 100.0 16 chr3 155000000 155500000 Step11 \n", "11 16 30 100.0 17 chr3 155500000 156000000 Step12 \n", "12 17 29 97.0 18 chr3 156000000 156500000 Step13 \n", "13 18 29 97.0 19 chr3 156500000 157000000 Step14 \n", "14 19 28 93.0 20 chr3 157000000 157500000 Step15 \n", "15 20 17 57.0 21 chr3 157500000 158000000 Step16 \n", "\n", " Size(kb) \n", "0 500 \n", "1 500 \n", "2 500 \n", "3 500 \n", "4 500 \n", "5 500 \n", "6 500 \n", "7 500 \n", "8 500 \n", "9 500 \n", "10 500 \n", "11 500 \n", "12 500 \n", "13 500 \n", "14 500 \n", "15 500 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats_timepoint=dt_filtered.groupby([\"timepoint\"]).size().reset_index(name='counts')\n", "stats_timepoint['Percent'] = round((stats_timepoint.counts)*100/number_of_homologs)\n", "stats_timepoint = stats_timepoint.merge(info_df, left_on = \"timepoint\", right_on = \"timepoint\")\n", "\n", "display(stats_timepoint)\n", "\n", "plt.figure(figsize=(8,3))\n", "\n", "sns.barplot(x=\"timepoint\",y=\"Percent\",data=stats_timepoint)\n", "\n", "plt.xlabel('timepoint')\n", "plt.xticks(ticks=list(range(0, len(stats_timepoint))), labels=stats_timepoint['timepoint']+1)\n", "plt.ylabel('Percent of genomic loci detected')\n", "plt.title('timepoint vs Percent of genomic loci detected')\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"barplot_timepoint_vs_percent_filtered{('_' + 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", "plt.figure(figsize=(8,3)) \n", "sns.barplot(x=\"Name\",y=\"Percent\",data=stats_timepoint)\n", "plt.xticks(rotation=45, ha=\"right\")\n", "plt.xlabel('Step name')\n", "plt.ylabel('Percent of genomic loci detected')\n", "plt.title('Step name vs Percent of genomic loci detected')\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"barplot_name_vs_percent_filtered{('_' + 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 stats_timepoint, number_of_homologs\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "db030d56", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add flag column for each walk\n", "dt_filtered.loc[:, \"flag\"] = dt_filtered[[\"experimentID\", \"nucleusID\", \"homolog\"]].astype(str).apply('_'.join, axis=1)\n", "\n", "# Count unique timepoints per walk\n", "df_count = (dt_filtered.groupby(\"flag\")[\"timepoint\"].nunique().reset_index(name=\"timepoint_count\"))\n", "\n", "# Create stats DataFrame: one row per (flag, timepoint)\n", "dt_stats = (dt_filtered[[\"experimentID\", \"nucleusID\", \"homolog\", \"flag\", \"timepoint\"]].drop_duplicates().assign(bool=1))\n", "\n", "# Plot a heatmap of the timepoints for each unique ID with a color bar indicating \"Detected\" (1) or \"missing\" (0)\n", "mx = dt_stats.pivot(index='flag', columns='timepoint', values='bool').fillna(0).astype(int)\n", "\n", "# Check that we have all the timepoints present in info_df in mx, if not, add 0s\n", "for tp in info_df[\"timepoint\"]:\n", " if tp not in mx.columns:\n", " mx[tp] = 0\n", "\n", "# Reorder the columns of mx to match the order in info_df\n", "mx = mx[sorted(mx.columns, key=lambda x: info_df[info_df[\"timepoint\"] == x].index[0])]\n", "\n", "# Dynamically adjust figure size for large datasets\n", "fig_width = min(1 + 0.4 * mx.shape[1], 20)\n", "fig_height = min(1 + 0.25 * mx.shape[0], 20)\n", "\n", "# Heatmap that shows detected (1) or missing (0) timepoints\n", "plt.figure(figsize=(fig_width, fig_height))\n", "\n", "sns.heatmap(data = mx, square=True, cmap=['#f7f7f7', '#0571b0'], vmin=0, vmax=1,\n", " cbar_kws={'label': 'Missing (white) or Detected (blue)', 'ticks': []})\n", "plt.xlabel('timepoint')\n", "plt.xticks(ticks=[i + 0.5 for i in range(mx.shape[1])], labels=[tp_names[tp] for tp in mx.columns], rotation=45, ha='right')\n", "plt.ylabel('Experiment ID')\n", "plt.title('Detected (1) or Missing (0) timepoints\\nper Experiment ID, after filtering')\n", "sns.despine(top = True, right = True, bottom = True, left = True)\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"detected_missing_timepoints_heatmap_filtered{('_' + 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", "# Scatter plot of the number of timepoints for each unique ID\n", "plt.figure(figsize=(np.ceil(len(df_count) / 4), 4))\n", "\n", "sns.scatterplot(data=df_count, x=\"flag\", y=\"timepoint_count\") \n", "\n", "plt.xticks(rotation=45, ha='right')\n", "plt.yticks(range(int(df_count['timepoint_count'].min()) - 1, int(df_count['timepoint_count'].max()) + 1, 1))\n", "plt.xlabel(\"Experiment ID\")\n", "plt.ylabel(\"timepoint counts\")\n", "plt.title(\"Number of detected timepoints per Experiment ID, after filtering\")\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"number_of_detected_timepoints_per_experimentID_filtered{('_' + 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", "# Plot with the count of the number of walks for every timepoint size\n", "plt.figure(figsize=(8, 3))\n", "\n", "sns.countplot(df_count, x=\"timepoint_count\")\n", "\n", "plt.xlabel(\"Number of steps detected\")\n", "plt.ylabel(\"Couunts\")\n", "plt.title(\"Count of walks per number of detected steps, after filtering\")\n", "sns.despine()\n", "plt.tight_layout()\n", "\n", "if save_plots:\n", " filename = f\"count_of_walks_per_number_of_detected_steps_filtered{('_' + 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 df_count, mx, fig_width, fig_height, tp\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "fd8b35fe", "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", "Processing file 1: 2018-09-04_nuc03_A_chr3\n", "Processing file 2: 2018-07-10_nuc04_A_chr3\n", "\tSkipping file 2: 2018-07-10_nuc04_A_chr3 because it did not pass the experimental quality assessment.\n", "Processing file 3: 2018-07-10_nuc02_A_chr3\n", "Processing file 4: 2018-07-10_nuc05_A_chr3\n", "Processing file 5: 2018-07-10_nuc03_A_chr3\n", "\tSkipping file 5: 2018-07-10_nuc03_A_chr3 because it did not pass the experimental quality assessment.\n", "Processing file 6: 2018-06-28_nuc07_A_chr3\n", "Processing file 7: 2018-06-28_nuc09_A_chr3\n", "Processing file 8: 2018-07-10_nuc11_A_chr3\n", "Processing file 9: 2018-09-04_nuc01_B_chr3\n", "Processing file 10: 2018-07-10_nuc06_B_chr3\n", "Processing file 11: 2018-06-28_nuc05_B_chr3\n", "Processing file 12: 2018-07-10_nuc06_A_chr3\n", "Processing file 13: 2018-06-28_nuc08_A_chr3\n", "Processing file 14: 2018-06-28_nuc05_A_chr3\n", "Processing file 15: 2018-07-10_nuc07_A_chr3\n", "Processing file 16: 2018-07-10_nuc01_A_chr3\n", "Processing file 17: 2018-07-10_nuc02_B_chr3\n", "Processing file 18: 2018-06-28_nuc01_A_chr3\n", "Processing file 19: 2018-09-04_nuc04_A_chr3\n", "Processing file 20: 2018-07-10_nuc04_B_chr3\n", "Processing file 21: 2018-09-04_nuc03_B_chr3\n", "Processing file 22: 2018-07-10_nuc03_B_chr3\n", "Processing file 23: 2018-07-10_nuc01_B_chr3\n", "Processing file 24: 2018-09-04_nuc07_A_chr3\n", "Processing file 25: 2018-06-28_nuc02_A_chr3\n", "Processing file 26: 2018-09-04_nuc01_A_chr3\n", "\tSkipping file 26: 2018-09-04_nuc01_A_chr3 because it did not pass the experimental quality assessment.\n", "Processing file 27: 2018-07-10_nuc10_A_chr3\n", "Processing file 28: 2018-07-10_nuc08_A_chr3\n", "Processing file 29: 2018-09-04_nuc05_A_chr3\n", "Processing file 30: 2018-06-28_nuc01_B_chr3\n", "Processing file 31: 2018-09-04_nuc10_A_chr3\n", "Processing file 32: 2018-06-28_nuc07_B_chr3\n", "Processing file 33: 2018-09-04_nuc06_A_chr3\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(experimental_assessment_folder, f\"experimental_assessment_pass_{file_suffix}.txt\"), sep=\"\\t\", names=[\"trace\"])\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", "rownames = []\n", "\n", "if len(csv_files) > 0:\n", " # Iterate over each file in the list of file names\n", " efficiency_matrix_3 = np.zeros((len(csv_files), number_of_steps_library))\n", " for count, filein in enumerate(csv_files, start=1):\n", "\n", " stem = Path(filein).stem\n", "\n", " print(f\"Processing file {count}: {stem}\")\n", "\n", " # We mine the metadata from the filename using regex patterns. If not possible, assign default values.\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 \"cell\" in metadata_CIMA and metadata_CIMA[\"nucleusID\"] == count:\n", " metadata_CIMA[\"nucleusID\"] = metadata_CIMA[\"cell\"]\n", "\n", " metadata_CIMA[\"nucleusID\"] = int(metadata_CIMA[\"nucleusID\"])\n", " metadata_CIMA[\"cellID\"] = int(metadata_CIMA[\"cellID\"])\n", " metadata_CIMA[\"locationID\"] = int(metadata_CIMA[\"locationID\"])\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", " rownames.append(f\"{objin.metadata['experimentID']}_cell{objin.metadata['nucleusID']}_{objin.metadata['homolog']}\")\n", "\n", " if not stem in traces_pass[\"trace\"].values:\n", " print(f\"\\tSkipping file {count}: {stem} because it did not pass the experimental quality assessment.\")\n", " continue\n", "\n", " for tp in objin.atomList['timepoint'].unique():\n", " temp = dt_filtered[(dt_filtered[\"experimentID\"] == metadata_CIMA[\"experimentID\"]) &\n", " (dt_filtered[\"nucleusID\"] == str(metadata_CIMA[\"nucleusID\"])) &\n", " (dt_filtered[\"homolog\"] == metadata_CIMA[\"homolog\"]) &\n", " (dt_filtered[\"timepoint\"] == tp)]\n", " \n", " if not temp.empty:\n", " efficiency_matrix_3[count-1, tp-starting_step] = 1\n", "\n", "efficiency_matrix_3 = pd.DataFrame(efficiency_matrix_3, columns=tp_names.values())\n", "efficiency_matrix_3.index = rownames\n", "\n", "del csv_files, traces_pass, metadata_keys, rownames, count, filein, stem, metadata_CIMA, objin, tp, temp, match" ] }, { "cell_type": "code", "execution_count": 21, "id": "85c4b44c", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rownames = [f\"Cell {temp.split('_')[1].replace('cell', '')} allelle {temp.split('_')[2]}\" for temp in efficiency_matrix_3.index]\n", "\n", "fig_height = max(2, 0.3 * len(efficiency_matrix_3.index))\n", "\n", "g = sns.clustermap(data = efficiency_matrix_3, \n", " cmap=['#f7f7f7', '#00008B'], \n", " vmin=0, vmax=1,\n", " figsize=(5, fig_height),\n", " row_colors=[color_palette.get(d.split(\"_\")[0], \"#a6cee3\") for d in efficiency_matrix_3.index],\n", " col_cluster=False,\n", " row_cluster=False,\n", " yticklabels=rownames,\n", " xticklabels=[f\"{i+1}\" for i in range(efficiency_matrix_3.shape[1])],\n", " method='average',\n", " metric='euclidean',\n", ")\n", "g.ax_heatmap.set_xlabel('Step ID')\n", "g.ax_heatmap.set_xticklabels(g.ax_heatmap.get_xticklabels(), rotation=0, fontsize=8)\n", "g.ax_heatmap.set_yticklabels(g.ax_heatmap.get_yticklabels(), rotation=0, fontsize=8)\n", "g.ax_row_dendrogram.set_visible(False)\n", "g.ax_col_dendrogram.set_visible(False)\n", "g.ax_cbar.set_visible(False)\n", "\n", "if save_plots:\n", " filename = f\"efficiency_matrix_post_reconstruction_assessment{('_' + 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", "del g, rownames" ] }, { "cell_type": "markdown", "id": "2ef1112f", "metadata": {}, "source": [ "## Show the different walks that we have" ] }, { "cell_type": "markdown", "id": "fad373be", "metadata": {}, "source": [ "If you want to see them, uncomment the lines (take out the # that is at the start of every line)\n", "\n", "[Back to general index](#d-reconstruction-assessment)" ] }, { "cell_type": "code", "execution_count": 22, "id": "1e2b9721", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# from CIMA.segments.SegmentGaussian import TransformBlurrer as TB\n", "# from CIMA.utils.Visualization import plot3DMultipleMapsMarchingCubes\n", "\n", "# import warnings\n", "# # This line is to filter out a UserWarning that is raised when doing the plot. Then we re-enable the warnings.\n", "# warnings.filterwarnings(\"ignore\", category=UserWarning)\n", "\n", "# for experimentID, nucleus, homolog in fully_walked_homologs_id:\n", "# for obj in obj_list:\n", "# if obj.metadata[\"experimentID\"]==experimentID and \\\n", "# obj.metadata[\"nucleusID\"]==nucleus and \\\n", "# obj.metadata[\"homolog\"]==homolog :\n", "# # print (obj)\n", "\n", "# listobj=obj.split_into_time()\n", "# listobj_map=[TB.SR_gaussian_blur(segment = i, resolution=45, sigma_coeff=1) for i in listobj.values()]\n", "\n", "# print(f\"Plotting 3D maps for experiment {experimentID}, nucleus {nucleus}, homolog {homolog}\")\n", "# fig=plot3DMultipleMapsMarchingCubes(listobj_map, labels=listobj.keys(), scalars=listobj.keys(),cmap=\"Blues\")\n", "# fig.show()\n", "# fig.close()\n", " \n", "# warnings.filterwarnings(\"default\", category=UserWarning)\n", "print()" ] } ], "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 }