{ "cells": [ { "cell_type": "markdown", "id": "657dc9ac", "metadata": {}, "source": [ "# Platform paper social experiment analysis: Part 1" ] }, { "cell_type": "markdown", "id": "58a28e1d", "metadata": {}, "source": [ "In this example we will work with behavioural data collected from experiments `social0.2`, `social0.3`, and `social0.4`, in which two mice foraged for food in the [habitat](target-habitat) with three [foraging patches](target-foraging-patch) whose reward rates changed dynamically over time. \n", "\n", "The experiments each consist of three periods:\n", "\n", "1. \"presocial\", in which each mouse was in the habitat alone for 3-4 days.\n", "2. \"social\", in which both mice were in the habitat together for 2 weeks.\n", "3. \"postsocial\", in which each mouse was in the habitat alone again for 3-4 days.\n", "\n", "The goal of the experiments was to understand how the mice's behaviour changes as they learn to forage for food in the habitat, and how their behaviour differs between social vs. solo settings.\n", "\n", "The full datasets are available on the [Datasets](target-full-datasets) page but for the purpose of this example, we will be using the precomputed [**Platform paper social analysis datasets**](https://app.globus.org/file-manager?origin_id=48cc1398-b591-4f52-85d2-f68801306d4a&origin_path=%2F).\n", "\n", ":::{seealso}\n", "\"Extended Data Fig. 7\", in \"Extended Data\" in the \"Supplementary Material\" of the [platform paper](aeon-paper:) for a detailed description of the experiments.\n", ":::\n", "\n", "Below is a brief explanation of how the environment (i.e. patch properties) changed over {term}`blocks ` (60–180 minute periods of time):\n", "\n", "1. Every block begins at a random interval $t$:\n", "\n", " $$\n", " t \\sim \\mathrm{Uniform}(60,\\,180) \\quad \\text{In minutes}\n", " $$\n", "2. At the start of each block, sample a row from the predefined matrix $\\lambda_{\\mathrm{set}}$:\n", "\n", " $$\n", " \\lambda_{\\mathrm{set}} = \n", " \\begin{pmatrix}\n", " 1 & 1 & 1 \\\\\n", " 5 & 5 & 5 \\\\\n", " 1 & 3 & 5 \\\\\n", " 1 & 5 & 3 \\\\\n", " 3 & 1 & 5 \\\\\n", " 3 & 5 & 1 \\\\\n", " 5 & 1 & 3 \\\\\n", " 5 & 3 & 1 \\\\\n", " \\end{pmatrix}\n", " \\quad \\text{In meters}\n", " $$\n", "3. Assign the sampled row to specific patch means $\\lambda_{\\mathrm{1}}, \\lambda_{\\mathrm{2}}, \\lambda_{\\mathrm{3}}$ and apply a constant offset $c$ to all thresholds:\n", "\n", " $$\n", " \\begin{aligned}\n", " \\lambda_{\\mathrm{1}}, \\lambda_{\\mathrm{2}}, \\lambda_{\\mathrm{3}} &\\sim \\mathrm{Uniform}(\\lambda_{\\mathrm{set}}) \\\\\n", " c &= 0.75\n", " \\end{aligned}\n", " \\quad \\text{Patch means and offset}\n", " $$\n", "4. Sample a value from each of $P_{\\mathrm{1}}, P_{\\mathrm{2}}, P_{\\mathrm{3}}$ as the initial threshold for the respective patch. Whenever a patch reaches its threshold, resample a new value from its corresponding distribution:\n", "\n", " $$\n", " \\begin{aligned}\n", " P_{\\mathrm{1}} &= c + \\mathrm{Exp}(1/\\lambda_{\\mathrm{1}}) \\\\\n", " P_{\\mathrm{2}} &= c + \\mathrm{Exp}(1/\\lambda_{\\mathrm{2}}) \\\\\n", " P_{\\mathrm{3}} &= c + \\mathrm{Exp}(1/\\lambda_{\\mathrm{3}})\n", " \\end{aligned}\n", " \\quad \\text{Patch distributions}\n", " $$" ] }, { "cell_type": "markdown", "id": "bf569eb0", "metadata": {}, "source": [ "## Set up environment\n", "\n", "Create and activate a virtual environment named `social-analysis` using [uv](https://docs.astral.sh/uv/getting-started/installation/).\n", "```bash\n", "uv venv aeon-social-analysis --python \">=3.11\" \n", "source aeon-social-analysis/bin/activate # Unix\n", ".\\aeon-social-analysis\\Scripts\\activate # Windows\n", "```\n", "\n", "Install the required [`ssm` package](https://github.com/lindermanlab/ssm) and its dependencies.\n", "```bash\n", "uv pip install matplotlib numpy pandas plotly seaborn statsmodels pyyaml pyarrow tqdm scipy jupyter\n", "```" ] }, { "cell_type": "markdown", "id": "8aa4c1ab", "metadata": {}, "source": [ "## Import libraries and define variables and helper functions" ] }, { "cell_type": "code", "execution_count": null, "id": "339b11c0", "metadata": {}, "outputs": [], "source": [ "import math\n", "import os\n", "from pathlib import Path\n", "from typing import Any, Dict, List, Tuple\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import plotly.express as px\n", "import plotly.graph_objs as go\n", "import plotly.io as pio\n", "import statsmodels.api as sm\n", "import yaml\n", "from plotly.subplots import make_subplots\n", "from scipy.stats import binomtest, ttest_rel, wilcoxon\n", "from tqdm.notebook import tqdm\n" ] }, { "cell_type": "code", "execution_count": null, "id": "fd6ad00c", "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# Constants\n", "cm2px = 5.2 # 1 cm = 5.2 px roughly in aeon habitats\n", "light_off, light_on = 7, 20 # 7am to 8pm\n", "fps = 50 # frames per second for tracking camera\n", "\n", "# Experiment timelines\n", "experiments = [\n", " {\n", " \"name\": \"social0.2-aeon3\",\n", " \"presocial_start\": \"2024-01-31 11:00:00\",\n", " \"presocial_end\": \"2024-02-08 15:00:00\",\n", " \"social_start\": \"2024-02-09 16:00:00\",\n", " \"social_end\": \"2024-02-23 13:00:00\",\n", " \"postsocial_start\": \"2024-02-25 17:00:00\",\n", " \"postsocial_end\": \"2024-03-02 14:00:00\",\n", " },\n", " {\n", " \"name\": \"social0.2-aeon4\",\n", " \"presocial_start\": \"2024-01-31 11:00:00\",\n", " \"presocial_end\": \"2024-02-08 15:00:00\",\n", " \"social_start\": \"2024-02-09 17:00:00\",\n", " \"social_end\": \"2024-02-23 12:00:00\",\n", " \"postsocial_start\": \"2024-02-25 18:00:00\",\n", " \"postsocial_end\": \"2024-03-02 13:00:00\",\n", " },\n", " {\n", " \"name\": \"social0.3-aeon3\",\n", " \"presocial_start\": \"2024-06-08 19:00:00\",\n", " \"presocial_end\": \"2024-06-17 13:00:00\",\n", " \"social_start\": \"2024-06-25 11:00:00\",\n", " \"social_end\": \"2024-07-06 13:00:00\",\n", " \"postsocial_start\": \"2024-07-07 16:00:00\",\n", " \"postsocial_end\": \"2024-07-14 14:00:00\",\n", " },\n", " {\n", " \"name\": \"social0.3-aeon4\", # TODO: Add missing times\n", " },\n", " {\n", " \"name\": \"social0.4-aeon3\",\n", " \"presocial_start\": \"2024-08-16 17:00:00\",\n", " \"presocial_end\": \"2024-08-24 10:00:00\",\n", " \"social_start\": \"2024-08-28 11:00:00\",\n", " \"social_end\": \"2024-09-09 13:00:00\",\n", " \"postsocial_start\": \"2024-09-09 18:00:00\",\n", " \"postsocial_end\": \"2024-09-22 16:00:00\",\n", " },\n", " {\n", " \"name\": \"social0.4-aeon4\",\n", " \"presocial_start\": \"2024-08-16 15:00:00\",\n", " \"presocial_end\": \"2024-08-24 10:00:00\",\n", " \"social_start\": \"2024-08-28 10:00:00\",\n", " \"social_end\": \"2024-09-09 01:00:00\",\n", " \"postsocial_start\": \"2024-09-09 15:00:00\",\n", " \"postsocial_end\": \"2024-09-22 16:00:00\",\n", " },\n", "]" ] }, { "cell_type": "code", "execution_count": 3, "id": "aa093652", "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def load_data_from_parquet(\n", " experiment_name: str | None,\n", " period: str | None,\n", " data_type: str,\n", " data_dir: Path,\n", " set_time_index: bool = False,\n", ") -> pd.DataFrame:\n", " \"\"\"Loads saved data from parquet files.\n", "\n", " Args:\n", " experiment_name (str, optional): Filter by experiment name. If None, load all experiments.\n", " period (str, optional): Filter by period (presocial, social, postsocial). If None, load all periods.\n", " data_type (str): Type of data to load (position, patch, foraging, rfid, sleep, explore)\n", " data_dir (Path): Directory containing parquet files.\n", " set_time_index (bool, optional): If True, set 'time' column as DataFrame index.\n", "\n", " Returns:\n", " pd.DataFrame: Combined DataFrame of all matching parquet files.\n", " \"\"\"\n", " if not data_dir.exists():\n", " print(f\"Directory {data_dir} does not exist. No data files found.\")\n", " return pd.DataFrame()\n", "\n", " # Create pattern based on filters\n", " pattern = \"\"\n", " if experiment_name:\n", " pattern += f\"{experiment_name}_\"\n", " else:\n", " pattern += \"*_\"\n", "\n", " if period:\n", " pattern += f\"{period}_\"\n", " else:\n", " pattern += \"*_\"\n", "\n", " pattern += f\"{data_type}.parquet\"\n", "\n", " # Find matching files\n", " matching_files = list(data_dir.glob(pattern))\n", "\n", " if not matching_files:\n", " print(f\"No matching data files found with pattern: {pattern}\")\n", " return pd.DataFrame()\n", "\n", " print(f\"Found {len(matching_files)} matching files\")\n", "\n", " # Load and concatenate matching files\n", " dfs = []\n", " total_rows = 0\n", " for file in matching_files:\n", " print(f\"Loading {file}...\")\n", " df = pd.read_parquet(file)\n", " total_rows += len(df)\n", " dfs.append(df)\n", " print(f\" Loaded {len(df)} rows\")\n", "\n", " # Combine data\n", " if dfs:\n", " combined_df = pd.concat(dfs, ignore_index=True)\n", " if set_time_index and \"time\" in combined_df.columns:\n", " combined_df = combined_df.set_index(\"time\")\n", " print(f\"Combined data: {len(combined_df)} rows\")\n", " return combined_df\n", " else:\n", " return pd.DataFrame()\n", "\n", "\n", "def load_experiment_data(\n", " data_dir: Path,\n", " experiment: dict | None = None,\n", " periods: list | None = None,\n", " data_types: list[str] = [\"rfid\", \"position\"],\n", " trim_days: int | None = None,\n", ") -> dict:\n", " \"\"\"Load all data types for specified periods of an experiment.\n", "\n", " Parameters:\n", " - experiment: experiment dict with period start/end times\n", " - periods: list of periods to load\n", " - data_types: list of data types to load\n", " - data_dir: directory containing data files\n", " - trim_days: Optional number of days to trim from start (None = no trim)\n", "\n", " Returns:\n", " - Dictionary containing dataframes for each period/data type combination\n", " \"\"\"\n", " result = {}\n", "\n", " if periods is None:\n", " periods = [None]\n", "\n", " for period in periods:\n", " for data_type in data_types:\n", " print(f\"Loading {period} {data_type} data...\")\n", "\n", " # Load data\n", " experiment_name = experiment[\"name\"] if experiment is not None else None\n", " df = load_data_from_parquet(\n", " experiment_name=experiment_name,\n", " period=period,\n", " data_type=data_type,\n", " data_dir=data_dir,\n", " set_time_index=(data_type == \"position\"),\n", " )\n", "\n", " # Trim if requested\n", " if trim_days is not None and len(df) > 0:\n", " if data_type == \"rfid\":\n", " start_time = df[\"chunk_start\"].min()\n", " end_time = start_time + pd.Timedelta(days=trim_days)\n", " df = df[df[\"chunk_start\"] < end_time]\n", " if data_type == \"foraging\":\n", " start_time = df[\"start\"].min()\n", " end_time = start_time + pd.Timedelta(days=trim_days)\n", " df = df[df[\"start\"] < end_time]\n", " if data_type == \"position\":\n", " start_time = df.index.min()\n", " end_time = start_time + pd.Timedelta(days=trim_days)\n", " df = df.loc[df.index < end_time]\n", "\n", " print(f\" Trimmed to {trim_days} days: {len(df)} records\")\n", "\n", " # Store in result\n", " key = f\"{period}_{data_type}\"\n", " result[key] = df\n", "\n", " # For position data, handle duplicates\n", " if data_type == \"position\" and len(df) > 0:\n", " original_len = len(df)\n", " df = df.reset_index()\n", " df = df.drop_duplicates(subset=[\"time\", \"identity_name\"])\n", " df = df.set_index(\"time\")\n", " result[key] = df\n", " if len(df) < original_len:\n", " print(f\" Removed duplicates: {original_len} -> {len(df)}\")\n", "\n", " return result\n", "\n", "\n", "def extract_proximity_periods(\n", " df: pd.DataFrame, distance_threshold: int = 60\n", ") -> tuple[list, list]:\n", " \"\"\"Extract time periods where mice are close to each other.\n", "\n", " Parameters:\n", " - df: DataFrame with columns ['time', 'identity_name', 'x', 'y']\n", " - distance_threshold: Maximum distance in pixels for considering mice \"close\" (default: 60)\n", "\n", " Returns:\n", " - Tuple of (start_times, end_times) lists of matching size\n", " \"\"\"\n", " # Convert time to datetime if needed and sort\n", " if not pd.api.types.is_datetime64_any_dtype(df[\"time\"]):\n", " df = df.copy()\n", " df[\"time\"] = pd.to_datetime(df[\"time\"])\n", "\n", " # Get unique mice and times\n", " mice = df[\"identity_name\"].unique()\n", " n_mice = len(mice)\n", "\n", " if n_mice < 2:\n", " return [], []\n", "\n", " # Create a more efficient data structure\n", " # Pivot to get x,y coordinates for each mouse at each time\n", " print(f\"Found {n_mice} mice, reshaping data...\")\n", " df_pivot_x = df.pivot_table(\n", " index=\"time\", columns=\"identity_name\", values=\"x\", aggfunc=\"first\"\n", " )\n", " df_pivot_y = df.pivot_table(\n", " index=\"time\", columns=\"identity_name\", values=\"y\", aggfunc=\"first\"\n", " )\n", "\n", " # Get common time points where we have data\n", " times = df_pivot_x.index\n", "\n", " # Convert to numpy arrays for speed\n", " x_coords = df_pivot_x.values # shape: (n_times, n_mice)\n", " y_coords = df_pivot_y.values\n", "\n", " # Pre-allocate boolean array for proximity status\n", " is_close = np.zeros(len(times), dtype=bool)\n", "\n", " # Process in chunks to manage memory and provide progress\n", " chunk_size = 10000\n", "\n", " with tqdm(\n", " total=len(times), desc=\"Calculating distances\", unit=\"timepoints\"\n", " ) as pbar:\n", " for start_idx in range(0, len(times), chunk_size):\n", " end_idx = min(start_idx + chunk_size, len(times))\n", "\n", " x_chunk = x_coords[start_idx:end_idx] # shape: (chunk_size, n_mice)\n", " y_chunk = y_coords[start_idx:end_idx]\n", "\n", " # For each time point in chunk, check if any pair is close\n", " for i in range(x_chunk.shape[0]):\n", " x_positions = x_chunk[i]\n", " y_positions = y_chunk[i]\n", "\n", " # Remove NaN positions (missing mice)\n", " valid_mask = ~(np.isnan(x_positions) | np.isnan(y_positions))\n", " if np.sum(valid_mask) < 2:\n", " continue\n", "\n", " x_valid = x_positions[valid_mask]\n", " y_valid = y_positions[valid_mask]\n", "\n", " # Calculate all pairwise distances using broadcasting\n", " dx = x_valid[:, np.newaxis] - x_valid[np.newaxis, :]\n", " dy = y_valid[:, np.newaxis] - y_valid[np.newaxis, :]\n", " distances = np.sqrt(dx**2 + dy**2)\n", "\n", " # Check if any pair (excluding diagonal) is close\n", " # Use upper triangle to avoid checking same pair twice\n", " upper_triangle = np.triu(distances, k=1)\n", "\n", " # Only check non-zero distances (exclude the zeros from masking)\n", " non_zero_distances = upper_triangle[upper_triangle > 0]\n", " is_close[start_idx + i] = (\n", " np.any(non_zero_distances < distance_threshold)\n", " if len(non_zero_distances) > 0\n", " else False\n", " )\n", "\n", " pbar.update(end_idx - start_idx)\n", "\n", " # Find transitions\n", " # Start: current is close and previous is not close (or first point)\n", " starts_mask = is_close & ~np.roll(is_close, 1)\n", " starts_mask[0] = is_close[0] # Handle first point\n", "\n", " # End: current is close and next is not close (or last point)\n", " ends_mask = is_close & ~np.roll(is_close, -1)\n", " ends_mask[-1] = is_close[-1] # Handle last point\n", "\n", " start_times = times[starts_mask].tolist()\n", " end_times = times[ends_mask].tolist()\n", "\n", " # Ensure equal length\n", " min_length = min(len(start_times), len(end_times))\n", " start_times = start_times[:min_length]\n", " end_times = end_times[:min_length]\n", "\n", " return start_times, end_times\n", "\n", "\n", "# Create events DataFrame from proximity periods\n", "def create_events_df_from_proximity(\n", " start_times: list, end_times: list, experiment_name: str\n", ") -> pd.DataFrame:\n", " \"\"\"Create events DataFrame from proximity start/end times with root information.\n", "\n", " Parameters:\n", " - start_times: List of proximity period start timestamps\n", " - end_times: List of proximity period end timestamps\n", " - experiment_name: Name of experiment in format 'experiment-computer'\n", "\n", " Returns:\n", " - DataFrame with proximity events including timestamps, root path, and duration\n", " \"\"\"\n", " events_data = []\n", " experiment, acquisition_computer = experiment_name.split(\"-\", 1)\n", " acquisition_computer = acquisition_computer.upper()\n", " root_path = f\"/ceph/aeon/aeon/data/raw/{acquisition_computer}/{experiment}\"\n", "\n", " for start_time, end_time in zip(start_times, end_times):\n", " events_data.append(\n", " {\n", " \"start_timestamp\": start_time,\n", " \"end_timestamp\": end_time,\n", " \"root\": root_path,\n", " \"duration_seconds\": (end_time - start_time).total_seconds(),\n", " }\n", " )\n", "\n", " return pd.DataFrame(events_data)\n", "\n", "\n", "def patch_info_df_to_dict(df: pd.DataFrame) -> dict:\n", " \"\"\"Convert patch information DataFrame to nested dictionary format.\n", "\n", " Parameters:\n", " - df: DataFrame containing patch information with columns ['experiment_name', 'block_start', 'patch_name', 'patch_rate', 'patch_offset']\n", "\n", " Returns:\n", " - Dictionary with experiments as keys and lists of patch entries as values\n", " \"\"\"\n", " result_dict = {}\n", " for _, row in df.iterrows():\n", " exp = row[\"experiment_name\"]\n", "\n", " # Initialize experiment entry if it doesn't exist\n", " if exp not in result_dict:\n", " result_dict[exp] = []\n", "\n", " # Create entry dictionary\n", " entry = {\n", " \"block_start\": row[\"block_start\"].to_pydatetime(),\n", " \"patch_name\": row[\"patch_name\"],\n", " \"patch_rate\": row[\"patch_rate\"],\n", " \"patch_offset\": row[\"patch_offset\"],\n", " }\n", "\n", " # Add entry to experiment list\n", " result_dict[exp].append(entry)\n", "\n", " return result_dict\n", "\n", "\n", "def patch_df_to_dict(df: pd.DataFrame) -> dict:\n", " \"\"\"Convert patch DataFrame to dictionary grouped by experiment.\n", "\n", " Parameters:\n", " - df: DataFrame containing patch data with 'experiment_name' column\n", "\n", " Returns:\n", " - Dictionary with experiment names as keys and filtered DataFrames as values\n", " \"\"\"\n", " results_dict = {}\n", " for experiment in df[\"experiment_name\"].unique():\n", " # Filter the dataframe to only include rows for this experiment\n", " experiment_df = df[df[\"experiment_name\"] == experiment].copy()\n", "\n", " # Remove unwanted columns\n", " experiment_df = experiment_df.drop(columns=[\"experiment_name\"])\n", "\n", " # Assign the filtered DataFrame directly to the dictionary\n", " results_dict[experiment] = experiment_df\n", "\n", " return results_dict\n", "\n", "\n", "def get_first_half_social(df: pd.DataFrame) -> pd.DataFrame:\n", " \"\"\"Extract the first half of social period data for each experiment.\n", "\n", " Parameters:\n", " - df: DataFrame containing experiment data with 'period' and 'experiment_name' columns\n", "\n", " Returns:\n", " - DataFrame containing first half of social data for all experiments\n", " \"\"\"\n", " # Get social data\n", " social_data = df[df[\"period\"] == \"social\"]\n", "\n", " # Group social data by experiment\n", " social_by_exp = social_data.groupby(\"experiment_name\")\n", "\n", " # For each experiment, take the first half of social data\n", " half_social_data_list = []\n", "\n", " for _exp_name, exp_data in social_by_exp:\n", " # Sort by block_start to ensure chronological order\n", " exp_data_sorted = exp_data.sort_values(\"block_start\")\n", "\n", " # Calculate the half-point\n", " half_point = len(exp_data_sorted) // 2\n", "\n", " # Take the first half\n", " first_half = exp_data_sorted.iloc[:half_point]\n", "\n", " # Add to list\n", " half_social_data_list.append(first_half)\n", "\n", " # Combine all first halves into one dataframe\n", " half_social_data = (\n", " pd.concat(half_social_data_list)\n", " if half_social_data_list\n", " else pd.DataFrame(columns=social_data.columns)\n", " )\n", "\n", " return half_social_data\n", "\n", "\n", "def compute_patch_probabilities(df: pd.DataFrame) -> pd.DataFrame:\n", " \"\"\"Compute patch probabilities based on block and subject data.\n", "\n", " Parameters:\n", " - df: DataFrame containing block, subject, pellet, and patch data\n", "\n", " Returns:\n", " - DataFrame with probabilities for each patch per pellet interval\n", " \"\"\"\n", " results = []\n", "\n", " # Precompute unique block-subject groups\n", " grouped_data = df.groupby([\"block_start\", \"subject_name\"])\n", "\n", " for (block_start, subject_name), block_data in grouped_data:\n", " # Process pellet timestamps once\n", " # Extract and ensure all pellet timestamps are float\n", " all_pellet_timestamps = []\n", " for sublist in block_data[\"pellet_timestamps\"]:\n", " for ts in sublist:\n", " try:\n", " all_pellet_timestamps.append(float(ts))\n", " except (ValueError, TypeError):\n", " # Skip values that can't be converted to float\n", " pass\n", "\n", " pellet_timestamps = np.sort(np.unique(all_pellet_timestamps))\n", " if len(pellet_timestamps) < 2:\n", " continue\n", "\n", " # Create pellet intervals DataFrame\n", " intervals_df = pd.DataFrame(\n", " {\n", " \"interval_start\": pellet_timestamps[:-1],\n", " \"interval_end\": pellet_timestamps[1:],\n", " \"pellet_number\": np.arange(1, len(pellet_timestamps)),\n", " }\n", " )\n", "\n", " # Prepare a dict to hold in_patch_timestamps for each patch\n", " patches_data = {}\n", " for patch in block_data[\"patch_name\"].unique():\n", " patch_data = block_data[block_data[\"patch_name\"] == patch]\n", " if patch_data.shape[0] != 1:\n", " raise ValueError(\n", " \"More than one row per block start, subject, patch combination.\"\n", " )\n", "\n", " # Get timestamps and ensure they're floats\n", " in_patch_ts_raw = patch_data.iloc[0][\"in_patch_timestamps\"]\n", " in_patch_timestamps = []\n", " for ts in in_patch_ts_raw:\n", " try:\n", " in_patch_timestamps.append(float(ts))\n", " except (ValueError, TypeError):\n", " # Skip values that can't be converted to float\n", " pass\n", "\n", " patches_data[patch] = np.sort(np.array(in_patch_timestamps))\n", "\n", " # Initialize a DataFrame to store counts per patch\n", " counts_df = intervals_df[[\"pellet_number\"]].copy()\n", "\n", " # For each patch, compute counts within each interval using numpy searchsorted\n", " for patch, in_patch_ts in patches_data.items():\n", " counts = np.zeros(len(intervals_df), dtype=int)\n", " if len(in_patch_ts) > 0:\n", " # Convert to float arrays explicitly\n", " in_patch_ts = in_patch_ts.astype(np.float64)\n", " interval_starts = intervals_df[\"interval_start\"].values.astype(\n", " np.float64\n", " )\n", " interval_ends = intervals_df[\"interval_end\"].values.astype(np.float64)\n", "\n", " idx_start = np.searchsorted(in_patch_ts, interval_starts, side=\"left\")\n", " idx_end = np.searchsorted(in_patch_ts, interval_ends, side=\"right\")\n", " counts = idx_end - idx_start\n", " counts_df[f\"count_in_{patch}\"] = counts\n", "\n", " # Compute total counts per interval\n", " counts_df[\"total_counts\"] = counts_df.filter(like=\"count_in_\").sum(axis=1)\n", "\n", " # Avoid division by zero\n", " counts_df[\"total_counts\"] = counts_df[\"total_counts\"].replace(0, np.nan)\n", "\n", " # Compute probabilities per interval\n", " for idx, row in counts_df.iterrows():\n", " pellet_number = row[\"pellet_number\"]\n", " row_data = {\n", " \"block_start\": block_start,\n", " \"subject_name\": subject_name,\n", " \"pellet_number\": pellet_number,\n", " }\n", " ts_in_patches = {\n", " patch: row[f\"count_in_{patch}\"] for patch in patches_data.keys()\n", " }\n", " ts_in_patches_total = row[\"total_counts\"]\n", " if pd.isna(ts_in_patches_total):\n", " prob = {patch: 0 for patch in ts_in_patches.keys()}\n", " else:\n", " prob = {\n", " patch: ts_in_patches[patch] / ts_in_patches_total\n", " for patch in ts_in_patches.keys()\n", " }\n", " row_data.update(\n", " {f\"prob_in_{patch}\": prob[patch] for patch in patches_data.keys()}\n", " )\n", " results.append(row_data)\n", "\n", " # Create final DataFrame\n", " prob_per_patch = pd.DataFrame(results)\n", " return prob_per_patch\n", "\n", "\n", "def extract_hard_patch_probabilities(\n", " prob_per_patch: pd.DataFrame,\n", " patch_info: List[Dict[str, Any]],\n", " patch_rate: float = 0.002,\n", ") -> pd.DataFrame:\n", " \"\"\"Extract probabilities for hard patches matching specified patch rate.\n", "\n", " Parameters:\n", " - prob_per_patch: DataFrame containing probabilities per patch\n", " - patch_info: List of dictionaries with patch information\n", " - patch_rate: Patch rate to filter by (default: 0.002)\n", "\n", " Returns:\n", " - DataFrame with probabilities for each hard patch\n", " \"\"\"\n", " # Filter the hard patches based on the patch_rate\n", " hard_patches = [\n", " patch_dict\n", " for patch_dict in patch_info\n", " if patch_dict[\"patch_rate\"] == patch_rate\n", " ]\n", "\n", " results = []\n", " for hard_patch in hard_patches:\n", " block_start = hard_patch[\"block_start\"]\n", " patch_name = hard_patch[\"patch_name\"]\n", "\n", " # Extract the hard patch data\n", " hard_patch_data = prob_per_patch.loc[\n", " prob_per_patch[\"block_start\"] == block_start,\n", " [\"block_start\", \"subject_name\", \"pellet_number\", f\"prob_in_{patch_name}\"],\n", " ]\n", "\n", " # Rename the column for hard patch probability\n", " hard_patch_data = hard_patch_data.rename(\n", " columns={f\"prob_in_{patch_name}\": \"prob_in_hard_patch\"}\n", " )\n", "\n", " # Append the result to the list\n", " results.append(hard_patch_data)\n", "\n", " # Concatenate all results into a single DataFrame\n", " prob_hard_patch = pd.concat(results, ignore_index=True)\n", "\n", " return prob_hard_patch\n", "\n", "\n", "def analyze_patch_probabilities(\n", " data: pd.DataFrame, label: str\n", ") -> Tuple[sm.OLS, np.ndarray]:\n", " \"\"\"Analyze patch probabilities using linear regression model.\n", "\n", " Parameters:\n", " - data: DataFrame containing pellet_number and prob_in_hard_patch columns\n", " - label: Label for the analysis output\n", "\n", " Returns:\n", " - Tuple of (fitted OLS model, predicted values array)\n", " \"\"\"\n", " # Prepare the data for statsmodels (add a constant for the intercept)\n", " X = np.array(data[\"pellet_number\"][0:35])\n", " y = np.array(data[\"prob_in_hard_patch\"][0:35])\n", " # Add a constant to the independent variable X to calculate the intercept\n", " X_with_constant = sm.add_constant(X)\n", " # Fit the model using statsmodels\n", " model = sm.OLS(y, X_with_constant).fit()\n", " y_pred = model.predict(X_with_constant)\n", " # Get the p-value for the slope\n", " p_value = model.pvalues[1]\n", " print(f\"P-value for the {label} slope: {p_value}\")\n", " # Print full statistical summary\n", " print(f\"{label} model summary: \", model.summary())\n", " return model, y_pred\n", "\n", "\n", "def plot_in_chunks(ax: plt.Axes, x: np.ndarray, y: np.ndarray, **plot_kwargs) -> None:\n", " \"\"\"Break data into segments and plot each as separate path to avoid memory issues.\n", "\n", " Parameters:\n", " - ax: Matplotlib axes object to plot on\n", " - x: X-coordinate data array\n", " - y: Y-coordinate data array\n", " - **plot_kwargs: Additional keyword arguments passed to plot function\n", "\n", " Returns:\n", " - None\n", " \"\"\"\n", " n = len(x)\n", " for i in range(0, n, 20000):\n", " xi = x[i : i + 20000]\n", " yi = y[i : i + 20000]\n", " ax.plot(xi, yi, **plot_kwargs)" ] }, { "cell_type": "markdown", "id": "e37e92a6", "metadata": {}, "source": [ ":::{note}\n", "Change `data_dir` and `save_dir` to the paths where your local dataset (the parquet files) is stored and where you want to save the results.\n", ":::" ] }, { "cell_type": "code", "execution_count": null, "id": "7ec7c83f", "metadata": {}, "outputs": [], "source": [ "# SET THESE VARIABLES ACCORDINGLY\n", "data_dir = Path(\"\")\n", "save_dir = Path(\"\")\n", "\n", "# Load metadata\n", "os.makedirs(data_dir, exist_ok=True)\n", "with open(data_dir / \"Metadata_aeon3.yml\", \"r\") as file:\n", " metadata_aeon3 = yaml.safe_load(file)\n", "\n", "with open(data_dir / \"Metadata_aeon4.yml\", \"r\") as file:\n", " metadata_aeon4 = yaml.safe_load(file)" ] }, { "cell_type": "markdown", "id": "fe27ba97", "metadata": {}, "source": [ "## Dominance plots" ] }, { "cell_type": "code", "execution_count": 5, "id": "973b33e6", "metadata": {}, "outputs": [], "source": [ "# Parameters\n", "DISTANCE_THRESH = 50 # px\n", "MIN_DUR, MAX_DUR = 2, 5 # seconds\n", "PADDING_SEC = 2\n", "SAMPLE_SIZE = 100" ] }, { "cell_type": "code", "execution_count": null, "id": "ed78b82d", "metadata": {}, "outputs": [], "source": [ "# Load all periods for a given experiment\n", "experiment = experiments[0]\n", "\n", "data = load_experiment_data(\n", " experiment=experiment,\n", " data_dir=data_dir,\n", " periods=[\"social\"],\n", " data_types=[\"retreat\", \"position\"],\n", ")\n", "\n", "social_retreat_df = data[\"social_retreat\"]\n", "social_position_df = data[\"social_position\"]" ] }, { "cell_type": "code", "execution_count": 11, "id": "8a4d6d4d", "metadata": {}, "outputs": [], "source": [ "exp, acq_pc = experiment[\"name\"].split(\"-\", 1)\n", "metadata = metadata_aeon3 if acq_pc == \"aeon3\" else metadata_aeon4\n", "\n", "inner_radius = float(metadata[\"ActiveRegion\"][\"ArenaInnerRadius\"])\n", "outer_radius = float(metadata[\"ActiveRegion\"][\"ArenaOuterRadius\"])\n", "center_x = float(metadata[\"ActiveRegion\"][\"ArenaCenter\"][\"X\"])\n", "center_y = float(metadata[\"ActiveRegion\"][\"ArenaCenter\"][\"Y\"])\n", "nest_y1 = float(metadata[\"ActiveRegion\"][\"NestRegion\"][\"ArrayOfPoint\"][1][\"Y\"])\n", "nest_y2 = float(metadata[\"ActiveRegion\"][\"NestRegion\"][\"ArrayOfPoint\"][2][\"Y\"])\n", "gate_width = 20\n", "gate_coordinates = []\n", "for device in metadata[\"Devices\"]:\n", " if \"Gate\" in device and \"Rfid\" in device:\n", " gate_coordinates.append(metadata[\"Devices\"][device][\"Location\"])\n", "\n", "# Compute squared distance from arena center\n", "social_position_df[\"dist2\"] = (social_position_df[\"x\"] - center_x) ** 2 + (\n", " social_position_df[\"y\"] - center_y\n", ") ** 2\n", "\n", "# Build “in‐corridor” mask (between inner & outer radii)\n", "mask_corridor = social_position_df[\"dist2\"].between(inner_radius**2, outer_radius**2)\n", "\n", "# Exclude the nest region (to the right of center, between nest_y1 & nest_y2)\n", "mask_nest = ~(\n", " (social_position_df[\"x\"] > center_x)\n", " & (social_position_df[\"y\"].between(nest_y1, nest_y2))\n", ")\n", "\n", "# Exclude all gate regions (within gate_width of any gate)\n", "mask_gate = pd.Series(True, index=social_position_df.index)\n", "for loc in gate_coordinates:\n", " gx, gy = float(loc[\"X\"]), float(loc[\"Y\"])\n", " d2 = (social_position_df[\"x\"] - gx) ** 2 + (social_position_df[\"y\"] - gy) ** 2\n", " mask_gate &= d2 > gate_width**2\n", "\n", "# Combine spatial masks\n", "spatial_mask = mask_corridor & mask_nest & mask_gate\n", "\n", "# Apply spatial filter\n", "df_spatial = social_position_df.loc[spatial_mask].copy()\n", "df_spatial = df_spatial.reset_index()\n", "# Exclude retreat‐event timestamps\n", "df_spatial[\"time\"] = pd.to_datetime(df_spatial[\"time\"])\n", "social_retreat_df[\"start_timestamp\"] = pd.to_datetime(\n", " social_retreat_df[\"start_timestamp\"]\n", ")\n", "social_retreat_df[\"end_timestamp\"] = pd.to_datetime(social_retreat_df[\"end_timestamp\"])\n", "\n", "# Build a mask for any retreat interval\n", "mask_retreat = pd.Series(False, index=df_spatial.index)\n", "for start, end in zip(\n", " social_retreat_df[\"start_timestamp\"], social_retreat_df[\"end_timestamp\"]\n", "):\n", " mask_retreat |= df_spatial[\"time\"].between(start, end)\n", "\n", "# Final filtered DataFrame\n", "df_filtered = (\n", " df_spatial.loc[~mask_retreat] # drop retreat frames\n", " .drop(columns=[\"dist2\"]) # clean up helper column\n", " .reset_index(drop=True)\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "0a3a2cf3", "metadata": {}, "outputs": [], "source": [ "# Run proximity and filter durations\n", "starts, ends = extract_proximity_periods(df_filtered, DISTANCE_THRESH)\n", "\n", "# Compute durations & keep short ones\n", "durations = [(e - s).total_seconds() for s, e in zip(starts, ends)]\n", "periods = [\n", " (s, e, d) for s, e, d in zip(starts, ends, durations) if MIN_DUR < d < MAX_DUR\n", "]\n", "periods.sort(key=lambda x: x[2])\n", "\n", "filtered_starts = [p[0] for p in periods]\n", "filtered_ends = [p[1] for p in periods]\n", "filtered_durations = [p[2] for p in periods]" ] }, { "cell_type": "markdown", "id": "9b2f687d", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": null, "id": "34d42c05", "metadata": {}, "outputs": [], "source": [ "social_retreat_df_all_exps = []\n", "social_fight_df_all_exps = []\n", "social_patchinfo_df_all_exps = []\n", "social_patch_df_all_exps = []\n", "\n", "pbar = tqdm(\n", " [experiments[i] for i in [0, 1, 4, 5]],\n", " desc=\"Loading experiments\",\n", " unit=\"experiment\",\n", ")\n", "for exp in pbar:\n", " data = load_experiment_data(\n", " experiment=exp,\n", " data_dir=data_dir,\n", " periods=[\"social\"],\n", " data_types=[\"retreat\", \"fight\", \"patchinfo\", \"patch\"],\n", " # trim_days=1 # Optional: trim\n", " )\n", " df_retreat = data[\"social_retreat\"]\n", " df_fight = data[\"social_fight\"]\n", " social_patchinfo_df = data[\"social_patchinfo\"]\n", " social_patch_df = data[\"social_patch\"]\n", " df_retreat[\"experiment_name\"] = exp[\"name\"]\n", " df_fight[\"experiment_name\"] = exp[\"name\"]\n", " social_retreat_df_all_exps.append(df_retreat)\n", " social_fight_df_all_exps.append(df_fight)\n", " social_patchinfo_df_all_exps.append(social_patchinfo_df)\n", " social_patch_df_all_exps.append(social_patch_df)\n", "\n", "social_retreat_df_all_exps = pd.concat(social_retreat_df_all_exps, ignore_index=True)\n", "social_fight_df_all_exps = pd.concat(social_fight_df_all_exps, ignore_index=True)\n", "social_patchinfo_df_all_exps = pd.concat(\n", " social_patchinfo_df_all_exps, ignore_index=True\n", ")\n", "social_patch_df_all_exps = pd.concat(social_patch_df_all_exps, ignore_index=True)\n", "\n", "tube_test_data = {\n", " \"social0.2-aeon3\": {\n", " \"BAA-1104045\": {\"pre\": 2, \"post\": 1},\n", " \"BAA-1104047\": {\"pre\": 8, \"post\": 9},\n", " },\n", " \"social0.2-aeon4\": {\n", " \"BAA-1104048\": {\"pre\": 7, \"post\": 8},\n", " \"BAA-1104049\": {\"pre\": 3, \"post\": 2},\n", " },\n", " \"social0.4-aeon3\": {\n", " \"BAA-1104794\": {\"pre\": 4, \"post\": 2},\n", " \"BAA-1104792\": {\"pre\": 12, \"post\": 13},\n", " },\n", " \"social0.4-aeon4\": {\n", " \"BAA-1104795\": {\"pre\": 10, \"post\": 12},\n", " \"BAA-1104797\": {\"pre\": 4, \"post\": 3},\n", " },\n", "}" ] }, { "cell_type": "markdown", "id": "616d10c7", "metadata": {}, "source": [ "**Tube test results, for reference:**\n", "\n", "**SOCIAL 0.2**\n", "\n", "_Pre-social tube test results:_\n", "- BAA-1104045: 2, BAA-1104047: 8\n", "- BAA-1104048: 7, BAA-1104049: 3\n", "\n", "_Post-social tube test results:_\n", "- BAA-1104045: 1, BAA-1104047: 9\n", "- BAA-1104048: 8, BAA-1104049: 2\n", "\n", "**SOCIAL 0.4**\n", "\n", "_Pre-social tube test results:_\n", "- BAA-1104795: 10, BAA-1104797: 4\n", "- BAA-1104792: 4, BAA-1104794: 12\n", "\n", "_Post-social tube test results:_\n", "- BAA-1104795: 12, BAA-1104797: 3\n", "- BAA-1104792: 2, BAA-1104794: 13" ] }, { "cell_type": "markdown", "id": "810aed11", "metadata": {}, "source": [ "### 1. Fights and retreats raster plots" ] }, { "cell_type": "code", "execution_count": 25, "id": "b20160e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aligned Day 0 starts at hour 10.0\n", "Global end at Day 14, hour 1\n" ] }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Build lookup of social_start & compute per-exp offset to align at earliest start-time\n", "exp_df = pd.DataFrame(experiments)\n", "exp_df[\"social_start\"] = pd.to_datetime(exp_df[\"social_start\"])\n", "exp_df[\"tod_sec\"] = (\n", " exp_df[\"social_start\"].dt.hour * 3600\n", " + exp_df[\"social_start\"].dt.minute * 60\n", " + exp_df[\"social_start\"].dt.second\n", ")\n", "\n", "# Earliest start-time (seconds since midnight)\n", "min_tod = exp_df[\"tod_sec\"].min()\n", "\n", "# Offset seconds so each experiment’s Day 0 lines up at min_tod\n", "exp_df[\"offset_sec\"] = exp_df[\"tod_sec\"] - min_tod\n", "\n", "# Compute absolute baseline timestamp per experiment\n", "exp_df[\"baseline_ts\"] = exp_df[\"social_start\"] - pd.to_timedelta(\n", " exp_df[\"offset_sec\"], unit=\"s\"\n", ")\n", "exp_df = exp_df[[\"name\", \"baseline_ts\"]]\n", "\n", "# Keep original experiment order\n", "exp_order = [e[\"name\"] for e in experiments]\n", "\n", "dark_color = \"#555555\"\n", "\n", "# Dataframes and titles to plot\n", "raster_configs = [\n", " (social_fight_df_all_exps, \"Raster Plot: Social Fights\", \"fights\"),\n", " (social_retreat_df_all_exps, \"Raster Plot: Social Retreats\", \"retreats\"),\n", "]\n", "\n", "# Print aligned Day 0 hour (earliest start-time)\n", "aligned_hour = min_tod // 3600\n", "print(f\"Aligned Day 0 starts at hour {aligned_hour}\")\n", "\n", "# Compute global end time across both datasets\n", "all_events = pd.concat(\n", " [\n", " social_fight_df_all_exps[[\"experiment_name\", \"start_timestamp\"]],\n", " social_retreat_df_all_exps[[\"experiment_name\", \"start_timestamp\"]],\n", " ]\n", ")\n", "all_events[\"start_timestamp\"] = pd.to_datetime(all_events[\"start_timestamp\"])\n", "\n", "# Merge baseline timestamps\n", "all_events = all_events.merge(\n", " exp_df, left_on=\"experiment_name\", right_on=\"name\", how=\"left\"\n", ")\n", "\n", "# Compute seconds since baseline\n", "all_events[\"rel_sec\"] = (\n", " all_events[\"start_timestamp\"] - all_events[\"baseline_ts\"]\n", ").dt.total_seconds()\n", "\n", "# Find last event\n", "last = all_events.loc[all_events[\"rel_sec\"].idxmax()]\n", "\n", "# Compute end day and hour\n", "end_day = int(last[\"rel_sec\"] // 86400)\n", "end_hour = int((last[\"rel_sec\"] % 86400) // 3600)\n", "print(f\"Global end at Day {end_day}, hour {end_hour}\")\n", "\n", "# Plot each raster\n", "for df, title, behavior in raster_configs:\n", " df2 = df[[\"experiment_name\", \"start_timestamp\"]].copy()\n", " df2[\"start_timestamp\"] = pd.to_datetime(df2[\"start_timestamp\"])\n", " df2 = df2.merge(exp_df, left_on=\"experiment_name\", right_on=\"name\", how=\"left\")\n", "\n", " # Compute rel_days\n", " df2[\"rel_days\"] = (\n", " df2[\"start_timestamp\"] - df2[\"baseline_ts\"]\n", " ).dt.total_seconds() / 86400.0\n", "\n", " # Enforce experiment ordering\n", " df2[\"experiment_name\"] = pd.Categorical(\n", " df2[\"experiment_name\"], categories=exp_order, ordered=True\n", " )\n", "\n", " # Draw\n", " fig = go.Figure(\n", " go.Scatter(\n", " x=df2[\"rel_days\"],\n", " y=df2[\"experiment_name\"],\n", " mode=\"markers\",\n", " marker=dict(symbol=\"line-ns\", color=dark_color, size=8, line_width=1.2),\n", " showlegend=False,\n", " hovertemplate=\"Day: %{x:.2f}
Experiment: %{y}\",\n", " )\n", " )\n", " fig.update_yaxes(\n", " autorange=\"reversed\",\n", " title_text=\"Experiment\",\n", " showgrid=False,\n", " zeroline=False,\n", " showline=False,\n", " ticks=\"\",\n", " )\n", " fig.update_xaxes(\n", " title_text=\"Days since aligned Day 0\",\n", " tick0=0,\n", " dtick=1,\n", " tickformat=\".0f\",\n", " showgrid=False,\n", " zeroline=False,\n", " showline=True,\n", " linecolor=\"black\",\n", " )\n", " fig.update_layout(\n", " template=\"simple_white\",\n", " margin=dict(l=120, r=20, t=60, b=40),\n", " height=100 + 20 * len(exp_order),\n", " title=dict(text=title, x=0.5),\n", " )\n", "\n", " # pio.write_image(\n", " # fig,\n", " # save_dir / f\"{behavior}_raster.svg\",\n", " # format=\"svg\"\n", " # )\n", "\n", " fig.show()" ] }, { "cell_type": "markdown", "id": "b2cbd104", "metadata": {}, "source": [ "### 2. Proportion of retreat event wins over time during social period" ] }, { "cell_type": "code", "execution_count": 26, "id": "4fbbb41a", "metadata": {}, "outputs": [ { "data": { "image/png": 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" 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" 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LhZciufXajwRNWuzYvCYypU8hcphJJNv3cxe51fRY3lj/kFjmq9xepH/MHt/LoB/+5vCajjhLaRhtGlUV+clSo4i6194T4odI4gRxxQ8jmtw3fsYqg/c4t3ueONfxM1aLSXct61dGobxZhTTSJDP6EfDc5y32r58s9pM7TqkvTAmvNBY8F48Vn5e/wtsVlcsUDCK8taqUxLBewQuvlHajnz7C914mwASYABNgAvZAIMILL0XD6JF6+6bVxcxyqnywYf4og1n/JID0ZXxy+2zx+FZqUn6ilNIgRf5o4pKxCXP6HRbWwkvXuOvgaZESEDOGc7BjxxLhLe7aTUy4s2UdXpLPcdNXiQlblFtNIm4qpYEqE5Svb31KA0WZXVsPFfnUlFcttS9fv6NI9S4i/9SU8Eo/KCi3lX4U6ddOpsl4NCkvuMUjKI+6VuthwfYJTRqjHy8krnfuPzPYliYrUjoL9QXlMQdOyaEc7U9fvumEV+44DS6lYbjbElEyLXBKw5RRIRdemoRJ/Uxi3LhWQDUNbkyACTABJsAE7IFAhBbe1299heSQUC2fPhinLtwQE4zaNq6GPh0b6PhKk7goj5HyGaVGEknCTI/+06dOLvIkKzbsKyYcrZw51GDCFO1DE4ikFbPCWnhpBn/XIdOESASOtFGEkh6TS7nNlghvxUb9kDVjKl01Bf1BKbcsGcmYNCFK2p9kiqSKOObLmVHUpaUqE1RCTaoIQdtKUU2aoFY4b1aDSWtLpw5EVJmT1ih/u2bLIUFybaWJieaEV3rEr/9In8YD1eGlR/7Lpg3SoaFxQGXuaHIWXTelKVAJssCNKinQDy1KpaBqHhTFDq6VrNUd+XNlNqhYQQs6UD435ahLEV654zRg0tog/PD7ie3LxyPWnx979COjevNBIk99xQzDSWtyhJdK6NG16/8woBzmNr0ngUrDUURbv4SfPdzo+ByYABNgAkwgchOwW+E1tdIaySg9nqYv8/b9PXDlxgNsWTIWKZIlEj05duoKrPc6JGafS7VLpZQGtVot9qXSYifP3wCtGBV4Zr4karRUao1KxZEoQRwxq52EhvJepbJVYS28dG00cW3bnhOgiXuli+QWtXWpVBdNZmtSq7yu5q0lwtt75CwhZd1a1xET30iapVJocqs01Gk7XAgZTd6jY5AMrtq8V8ig17LxItquX5aMqh2QbNGEsN0HzwQpS0ZVG6h6A/U1VdugqP39xy/x+JkPqPIEtcB5uHR8qn9LMtqyQRXRbzRJkMYHCTlNZgwuwkvpLQ06jBT1b2nCJPU1RXbp3yTt+gK3YuMeTJq9VvxIKF8yn8k7iKWT1qSoK02wo/q7lNtN10npED9+/tIJL72h3HEqlSWjOsZ1qpWEv78a67YdhO+nr0J2peuyJKWBxhdN+KTPV+KEcUX5tEP//0FGedM1KxXHhCEBqSPcmAATYAJMgAnYCwG7FV5TgKqULSQe+Uq5kIHLdJG41G03XEz4ofxEym2VBNBtWEexuAPVvqW0gICFJ+oYVG6g96WoGi0AcPXWQ1DkKlH8OKL6AJUDo0fO1MJDeEnyN24/jE07j4jyYvQYXIocNq1TEalTJBHnZonw0iN2WiTjyo37Yhlc/YUn5AovCar3oTN4+MQHX799R8IEcUWFhc4tXIUQSY0ioRRxDVh44ovIaa1RqZioABB44YmDxy9iybrdIvea8ljpB0j9GmXEIh3GhJdee/L8NSbMXCXK1FErlCcLBnZrIqpY0AS64ISXtidZprJ2R09dEaXhaDlhKqNG5bb0W2gJL/Gh96drp1SMTOlTole7eqBIMU1YlCK80rnIGae0bcDCE1vFIh6Uf04LqfRsW1csDSw1S4SXfih67joGqitN/RgtmpN4ykKfJ8phpvfgxgSYABNgAkzAngjYnfCGBhxTAhga78XHZAJMgAkwASbABJgAE7AvAiy89tUffDZMgAkwASbABJgAE2ACNibAwmtjoHw4JsAEmAATYAJMgAkwAfsiwMJrX/3BZ8MEmAATYAJMgAkwASZgYwKRQnhtzIwPxwSYABNgAkyACTABJhCBCLDwRqDO4lNlAkyACTABJsAEmAATsJwAC6/lzHgPJsAEmAATYAJMgAkwgQhEgIU3AnUWnyoTYAJMgAkwASbABJiA5QQinfCWrdcLRfNn1y1CQCtGVW06UCz/SoXzuYWMQETiSMsQj5++CtduPxTLAptbMU0ukcBjS+5+ob0dLaF94drdIAtXhPb78vGZABNgAkyACdgLAbsT3j2Hz6HPqNk6Pk5RVIgV0wVpUyVD0QLZxVLACePHCTG/sBDemq2G4sHjF7pzjBrVCWlSJBGrUNGKaBF5JarFa3eJvihXPK9BH0Qk4a3bbgQ+f/2ODs2qI4azM/LnyiRWfdNvqzbvE6vyTR/bXSxHbazdefAMtKxyy/qVMaBrY4RUeL0PnRWrvDWrWzHE4zq4HSOz8ErLOysUChzYMCVIP9OS1OXq9xb8C+TOjOXTB4dKH/BBmQATYAJMIHwJ2K3wVq9QFFkypIJao8HHz19x9eYDXLh6VywJPHFoB5QtZihccjH++vUbCqVSt5xwaIgaCe8H389o27iaOC06fxL5Zy/foFWDKujfpZHc07W77YrV7IryJfJj7IA2BudGyx7/+u2PKCqVWPLYXhst2Vukehf079wIrRpWMXmaHz5+QZm6PcU4I+k11tznrsOy9d7YvGiMGKuBx5ZcBr1GzMLt+0/hvcZN7i4WbffbXw2tRgP64RXZmiS8dO092tRB60ZVDRAcP3sNHQdMFktb586WnoU3sg0Qvl4mwAQiDQG7FV734Z1RrXxhg464cvMBug2ZJh5Dk2RQpNHaFlrCq1arsXPlRN3pff/hh5oth4hI0umdcxE9WtQgp+6vVkOjtk8x+eH3C87Ro8KU8FrbD2G1/+Nnr/Bv80EY3a816lUvHezb0pLUpy7cwNEtMxA7povBthqNFuUb9EbsWDGwbek4q04/tIT3+4+fcHGOZtW5RYSdpbFp7Fwl4a1YqgDos+65eKzBZgPHzcejpz6gHzj/JE3IwhsROpzPkQkwASYQAgIRSnjp+vYdPQ8ShLr/lsKY/gFRxldvP2DJ2l04df4GXr5+D6VSiVxZ06Fbm9rImyOjARZzKQ0Hjl1Ej+EzMHNczyCP7c9dvo1WvSZi4pAOqFGpmEncFOENLLy0MT1a3rH/FHatmoQv376jYcfR4lh3Hj7DrgOn8ebdR6yYMRj5cmYSX87TFm7C6Qs38ePnL6RLlUxEpyjyrd8KVOmAWlVKIkPaf7Bi4x68fPUOKZInRqfmNVG9ouG29ENh1tIt2HP4rIhAJ0kUHzUqFkPH5jVEhEtq0jEpaknHfPL8Ndo2qYb5K7cHuWbiu2rWUHG+xnKh5VzH9TuPBItJwzri/qMX2LbnOHw/fkHGdCkxpEfTIH1oCvxqz/1Yv+2gOJeYMVxQqkgu9O5QH4kSxBW7DHdbAs9dRw12TxAvthBaY233wTPoN2YuRvVrJVJp9Bv1S9u+bujTsYEukm8spYHEeNXmvdiy+xgeP38tfjRkTp8SHZvVRJH82VC/wyjcvPs4yNtfObBYRMvl9hnJ+YtX7zCqbytMXbBRHDNP9gxYPGWAGHfGcngPn7yMxWt34ta9J+L9c2fPgF7t6yNnlrS68/n67QfmLNuK/ccu4M37j0Kg06VKLtJBShXJbfIzIPXphCHtceveUzG+KY0kR+Y0GNStKbJnTmOw76fP3zB72VYcOHZB/ChMnCgealQsis4ta+mextAOxsZm55au6NSiptFzkYSX8rTpc00/TuizQo1+EJSu0wM92tbF8o17jAqvuTFFx6G0FkqzWuDez+Ac3Oesw4pNe3Dt4FLd6/RZmr5ok3ha9enzV8SJHRM5sqTFwK6NkeqfJLrt5PSNSfj8BybABJgAEwhCIMIJLwlECdducI4eDQc2ThEXRF8O9HiZojjJkyYUsrRx+yG88/2MjQtGIWPaFLoLNye89Pi3bN1eKJgnM6aO7mYAjITJ+9AZHN0yU4iLqWZKeJt0GQuKUh/fNlPICUke5Y5mSpcCjWtVQLSoTiJqrYUWlGf6+7c/mtSuAJKynQdO49qthxjSoxma1qmge2sSgBguzkLqSA7jxomFdVsPgL6oPUZ0RtVyAVFyylVs2XMCLl2/J3KJs2VKjXOX7wj5JW7Txvy9VjomRS6jRY2K7m3qIFmS+HCKEkUIQreh04SQt2kUkK4RK6YzsmZMbVR46YeInOuQ5ChZkgTIlTU9GrqWFccmYXj5+h32r59iNlI5Zf4GUH5xkXzZUK5EXrzweYc1W/YLqd+0cLTIA6dI3lViOGGhSGcoXSQPnJxUJoX656/fKFmru7i+wLmdQycuwrY9J7B/w2QkTRRfnK8x4SVhJnEuWTgnihfMCY1Wiys3HiDVP4nRq3093LjzGJNmr8HTF2/gNqyTrl9p/NFYl9tnJLxXbtwX6SQdmtUQEkXnTzyMCe/GHYcxymMZCuXNItI2tP8X3i27juHJi9dYM3uYuGZqdP4Hjl9EszoVkT5Ncnz+8g037j5G2pTJTEom7Sf1KYkgiX27Jv/C7+dvTJ2/Qfxt44LRSJ0iQPBI6ht1Go3X73zRoGZZIX537j8FnSONzckjuxiM98Bjk56WSOcb+DMpCe+ZnXNFZJ8mphJ3atv3nsSQiQtxaNM0NOo8JojwyhlTdBy5wkspL/+2GCye4jSqVU58Zknu6SkCpT8VK5BDnJfcvuHvMybABJgAE5BPIMIJL11aix7jRYTk8r5FIjJJjzSjR3MCTUyRGn2RVG8xGJVKF9BFgo1JibHIJE1WWu91yOBRNslDqdo9UL5EPl2FB1OYSXh//vyFJVMHik0okrPV+wRWe+7TTYyRhICiTVsW/2cwkU2KRK6ZM1zkFVKjL8um3cbh8TMf8QVNuczUSE7p3PascReyL7Xm3cfjxau32LduspAg+nIfNH6BiHiSfEht3PSVWLPlgIgEkhxJx/T3V8N7rbtO5qTtTaU0GOMo9zokFnStdM1SIxls0HGU4O1aubjJUU1R7UqN+6NEoZyYM6G3juXeI+fRe+QsIWYk7tQePvVBjRaDZaU00PbDJi0W0dn96yeDhJya389fYizkzJJOcJNaYOE9eOISug+dbjRvm3KepfFqKqXBkj4j4T16+oqQwyplCxmwCiy8Hz99RfkGfVChVH5MGtpRty1dl2uroUJsiSO1glU7okGNshbnnUt9miZlUmxfPkHXJ5RDXa5+H5Qumlv8IKM2ed4GrPLchw3zRxr8ON2w/TBGT16GDfNH6SLCNN5NjU1jA0QS3nO752Hmki3iCdG+dR6CfYf+Af+f79YXFRr2NRBeS8aUXOGVxvPs8b1Qplgeo+PZkr4x+YHgPzABJsAEmEAQAhFSeKUv9xPbZiFunJhBLorkkCJWJBvvfT+LfF9TUmJM1GgCEUUmR/ZthQY1Ah5lS4+39cXQ1HgKXKVB2o4io/QlT1FdSQgo2tS+aXWDQ5FMpU6RFCtnDjF43WvvCQwev9Ag3YIEIGfWdFg6dZDBtpt2HMFIj6U6Weg7eo6I1J3aPscgOu3z5gMqNOiDFvUri8eq1OiYeXNkwkIPw0e09DdLhFfudUgs6P3pPKRGOc15KrQT6RmUnmKqURrDmKkrDKRd2rZKkwGI4RJdNwYsFd6zl26jde+JIioo9ZM0FsYNaodaVUqYHFuUH+p98CxOeM3S/UAxdg2mhNeSPqPPxOmLN3HBe0GQKiCBhZcEnkSeUlGyZTJMLSD59Nx1BOe9F4hTJYmnKDk9AZAi2XLuo1Kfdm1dG11auhrsQudz6OQlUNSVhJNkM0Oa5Jg+tofBdhT5pQh7v04NdZPNghubxs5LX3gpf5tSSFbMGCKiy3RtEwZ3EKk/gYXXkjElV3ilew2lx1BVD2P51Zb0jZx+4G2YABNgAkwggECEFF5dhHf/YpHfR2K0aPVOkR9qPtjZAAAgAElEQVT75Pkr8ShYajQRZe86D5NSYir3lISXvpBWzhwq9iWhuPfwGfatn2wQSTY2kEh4v3z9hmE9W4g/i7JkKZMgZfLEus11eatDOxrk2pKs563UXkyooolV+k2KEA3q1gTN61USfyIBqFK2sKgjrN+kHFNKy6AoNz2ypTzJ3asnBTlliuIVyZ8dM/8LEA46ZrXyRQwi49JOcoXXkuuQWEwZ1QWVyxhGJ+lc6DH00J7NTX5mpUfPFPlOnDAgX1dqXQZPxcVr93B6xxzxkqXCS5HYig37wsXFGV7LAian0Vg4e+mWeAJAMi21wBHexl3GivQac9UXTAmvJX1G50TR/92rg1Z6CCy8lBu+cPUOkzzpDxf2LBATK3cdOIOhkxaJJwyUNkBRdBoblIYTXJP61Fh0fsbizSIfnH6wEr88FdsFeyxKn+nbqYHZsWnsIPrC6+IcXUT3qfwYpQ7ReVB6En3OAwuvJWNKrvDS+dHTIyp5R0+m8ufMhJJFcom8fKnUoiV9Eyw0/iMTYAJMgAkYEIhwwivl8NKX1P4NATm842esFukCVA+1UN6siBM7hpi4RpN3nvu8NSi4by6HV6KzctNeTJy1RsgKfVHSfvTFK+X/BTeOTOXw6u/zV/K6onKZgro/UXpCPhPCK+0zuHtTXc1WEsJyxfPBbfjf/E86GD3eJgmSK7xU45gm9lCTJgYN6xVUMuUKryXXYYqFuXORoAUnJ8Tg8vV7OBVC4aX3kCSEnhRQdL5MnV6izwIzDzy2SFjpEXVoCa9+n0mT1iQp1x9rgYVX4jVrfE/Ejxvb6FCmdA2pXvTb9x/F04EzF2/i5PkbIueWcsmb1C5v8mMg9amxCX8e89Zj6brdQnidnaOJ8U55xO2bGT7pkA6eOEFcXTpJcGNTjvCSaC/f4I2kieMjY7oUupQOS4Q38JiiH8eUZx940hrJLeWR609ao3OkiZkHTxDPWzh/5Q6iR4+Khe79kCtbeljaN/x9xgSYABNgAvIIRDjhlao00GNB+jKlVty1m8g/1Z/cQq/TF9GnL99CJLy+n74IsenYoiZiUe3fWWuwY8UEWaXQrBFeOm9TqQBSTqd+BQkSgDQpk4mJWfqN6sPSRD4p/9HU43GaWFa+ftCUBqr8YEx4iTUJduA6vMYi5XKvw1rhDe7xc9WmA8QPFimtxdIILzGlldmopBxNdEueJCHGz1iFeZP6iolo+i2w8MpNaaA8Y6pkEFiMLekzS4RXSnehPF3KpbWk0cTF1r0m4pnPG5z0+rtATOBjSH0qLcqh/3eKupPoSSkNxI0mcNFYNdesFV76AVy5cX/xNpS7SxFrapakNAQeU5Ty8uPHT6ybN9Lg9LsNmY4jpy8HEV79jWiyYt12w8WERkobsaZvzLHjvzMBJsAEIjOBCCW8tPhE1yHTRLUAqqcpzfKmPL/8uTIbVBqgfMa2fdxEZIgmHElNboSXtu8+bAbuP3ouSlyplIogX2imBo61wjvCfQk27zyKdXNHiPxcalSxoWm3/0SlgcCT1mjSHuUl0oph1Ojf9JjV7+dPUeGAJq3t2HcKJGD0aFiqsEDbStFxmmBXOG9WsX9wUlGxUT9kzZhKFw2WGBgTXrnXYa3wShOMqAwZTQiSJoNRKa2ew2eicwtXXQ5wSISXrpFyP999+IjECeLB58170QeBF9gwNWnNmPTpT1qjig+HTlzCye2GAmlJn1kivJTXTmkaNGGSUnaoOoh+owmf9IidUoUolYF+MOg3mvzoffAMLu1bZDK9R+rTeHFiiXrU9NSFGvF3bTUElUoX1P1ApWocyzZ4Y8oow6cdtD191gGt7hysFV46Jj0NEivtNa2h60NTk9bkjCnKlffae1Ks5BY/bixxnfQ5rd1mmFg4R4rwUmSc0kT0x41ImWnUT9zLFk8eIOYcyOmbyPylxdfOBJgAEwgJAbsVXmmlNSrjRI+Fr956IKJCVJ2AyjfpR6akagBU0ojq795//EJESuhRKNWwDanwSrPsCSxFOxvXMv0IVx++tcJLE8nqtR8hZqNTWTL6Et118IxYbc5YWbIUyRKLWsTN61YUZcm2eh8XdViprq1Ut1e/LBnVMKbJSsSTJmAZK0tmKsJL0chjZ66iW+s6SJwwnjg3KjtlTHjlXoe1wkvspUfB9JifHo+TBK+msmQJ4+nKkknCZUmVBqlfpRQX+rf+BD/9fjdWloyWyaZV9qSyZLQ9jeV/kibSpcdQlQyqlkF52VROTKlQomq5QgZlycz1mSXCS+dA9Yjpc0Pl0WpUKo5ECeLA5/V7UfeZJoJS9JeeclRq1F+kb1DOLpV2o3G1dutBkXdONaRNNalPqeYwrcBXv0YZIc/E8YffT1GWjCo4UKNav826jROfWzoulab79fs3Hjx+ib1HzonJiDkyB9QGtoXwGjvnwMJryZjSr7hSu0pJwW3TziNIkTQRbt57rBNeGgdus9cKnnTtCqUCVPebPk/0xITKBcrtm5Dc7HkfJsAEmEBkJmC3wit1ChXfpy/adKmTgWSGUhmkCR7SNhQ5obzAg8cvgsoeZUqfEr3a1RP1LKnubUiFlyJcVJOXjnnEc4YuSmVuwFgrvHR8EkjKQZYWnkifOjlaN6waZDEJSQCobuvspVvFflSejEpx1axkWMqLOM1c4vln4YkvIh+VFtCgKgjGFp4wltJAj4QpokU1XymSLGfhCXPXYQvhJWZUe5hqENMSzjFiOKN0kdwGC09YI7wUeSOhpR8OVNs5cHUDOrYx4aXtl2/0FjVu6bxcXKIjS/pU6NC8hq4MHIkgVZmgvE6aWEhNf+EJOX1mqfDSe9BTEFqwhWoTU851ovhxRB4pTZikFCF6bfrCTThz6ZbIhacfYMmTJEDNysVFvnxwSxVLfUpVSR4+eYmNO46IJbazZ0qDQd2bGixuIUkvTaSjUnI+r98JTqmSJ0aZYnlFvrp+GT5TP8aMfS4DT1oz9dk1JrxyxxRtR9UV5q3wwuu3H0SKUY92dXHhyh2DhSfos0k5xBev3cXrt76CHy0oQz90pHrZ0vmZ6xtz9yD+OxNgAkyACRgSsDvhtacOkpaPpbQCaUKXPZ0fnYulES97O38+H8ckENyPGMe8Yr4qJsAEmAATsGcCLLzB9I6U0mBsmWF76VQWXnvpCT4PfQIsvDwemAATYAJMwJ4IsPAa6Y3LN+7j3qPn4vEjTejRXynKnjqPI7z21ht8PhIBFl4eC0yACTABJmBPBFh4jfQGlYOiyTKZ0qUUCzpQwX17bRzhtdeeidznxcIbufufr54JMAEmYG8EWHjtrUf4fJgAE2ACTIAJMAEmwARsSoCF16Y4+WBMgAkwASbABJgAE2AC9kaAhdfeeoTPhwkwASbABJgAE2ACTMCmBFh4bYqTD8YEmAATYAJMgAkwASZgbwRYeO2tR/h8mAATYAJMgAkwASbABGxKgIXXpjj5YEyACTABJsAEmAATYAL2RoCF1956hM+HCTABJsAEmAATYAJMwKYEWHhtipMPxgSYABNgAkyACTABJmBvBFh47a1H+HyYABNgAkyACTABJsAEbEqAhdemOPlgTIAJMAEmwASYABNgAvZGgIXX3nqEz4cJMAEmwASYABNgAkzApgRYeG2Kkw/GBJgAE2ACTIAJMAEmYG8EWHjtrUf4fJgAE2ACTIAJMAEmwARsSoCF16Y4+WBMgAkwASbABJgAE2AC9kaAhdfeeoTPhwkwASbABJgAE2ACTMCmBFh4bYqTD8YEmAATYAJMgAkwASZgbwRYeO2tR/h8mAATYAJMgAkwASbABGxKgIXXpjj5YEyACTABJsAEmAATYAL2RoCF1956hM+HCTABJsAEmAATYAJMwKYEWHhtipMPxgSYABNgAkyACTABJmBvBFh47a1H+HyYABNgAkyACTABJsAEbEqAhdemOPlgTIAJMAEmwASYABNgAvZGgIXX3nqEz4cJMAEmwASYABNgAkzApgRYeG2Kkw/GBJgAE2ACTIAJMAEmYG8EWHit7JGX739YeYSIt3ss5yiAQoEv339HvJMPpTNWKhVIHCcaXvn6hdI7RMzDxo8VFd/9/OH3WxMxLyAUzjp6VBVcoqnw4cuvUDh6xD1k0vjOeOP7AxptxL0GW595ZL7XJk/gbGucfLxIToCF18oBwMJrJUAH2Z2F13hHsvAG5cLCa3yssPAG5cLC6yBfEHwZdkGAhdfKbmDhtRKgg+zOwsvCK3cos/Cy8ModKyy8cknxdkzAPAEWXvOMgt2ChddKgA6yOwsvC6/coczCy8Ird6yw8MolxdsxAfMEWHjNM2LhDUQgMt+ETQ0GFl4WXrm3EhZeFl65YyUy32s5h1fuKOHt5BJg4ZVLysR2HOG1EqCD7M7Cy8Irdyiz8LLwyh0rLLxySfF2TMA8ARZe84w4wssRXrOjhIWXhdfsIPmzAQsvC6/cscLCK5cUb8cEzBNg4TXPiIWXhdfsKGHhZeE1O0hYeINFxFUaguJh4ZX7qeLtmIB5Aiy85hmx8LLwmh0lLLwsvGYHCQsvC6/cQfJnOxZe+cBevHqHSo36iR32rHVHimSJdDt/+vINpev0xO/f/lgzZzhyZ0sv/8BhvOWW3ccwbNJi3Di8TLyz/nXRv52jR0XSxAlQIFdmNKtbERnS/hPGZxhx346F18q+4xxeKwE6yO4svCy8cocypzQYJ8URXo7w6hOwdNKaJIZJE8VH7aol0a1Nbd3hVnvux9J1u+Dz5kOEFd7xg9sjZ9Z0+PnzFx4/e4VNO47gwtU78BjZBRVK5pd7+4nU27HwWtn9LLxWAnSQ3Vl4WXjlDmUWXhZeuWOFI7xySf2NhHZsXgNee05g77rJoPsytbrtRqBMsTyYt8LLQHgvXb8Hj7nrcePuY8R0cUaVsoXQr3NDRI8WVexXp+1w1KhYDK0bVdWdSN/Rc+DiHB1jB7QRrx07cw3TF23CwycvETWqE9KnTg734Z2QPGlC8fejp69g1tItuPfoBRLEiy3eo3ubOogW1cnoxZmK8C6dOgiF8mYx2KfPqNk4c+kW9q+fIiK/3IInwMJr5Qhh4bUSoIPszsLLwit3KLPwsvDKHSssvHJJ/RXelTOHgkRwwuD2KFogO27de4KWPSeAXieBlVIa3n34hKpNB6JymYJo3bAKXr7+gJEeS1CqcG6M6tdKlvB+/+GHEq7d0bV1bVQrX0REX6/eeoCCebIiWeL4OH3hJroNnYaB3ZqgcN5sePfhI/6bthL5cmbCsF7NrRbeG3ceo0HHUZg3qQ9KFs4lH1Yk3ZKF18qOZ+G1EqCD7M7Cy8Irdyiz8LLwyh0rLLxySf0VXhLag8cv4uXrd3Af3lkI5m9/f7RtXE0IriS8s5duwRbv4/Be44YoKpV4oz2Hz6HfmDk4tmUm4saJaTbC++zlG1RpMgBey8eLyG7g1rr3ROTOlgG92tfT/enc5dvoMGAyLngv0EWg9fezJML789dv5KvUXshz41rl5cOKpFuy8FrZ8Sy8VgJ0kN1ZeFl45Q5lFl4WXrljhYVXLilD4Y0bOyZqtxmGves8UKPFYMxz64t4cWIaCC9FgZVKJTxGdNa9CUV9aXLbqllDkTdHRrPCq9Vq0XPETJw4ex3FCuZAkXzZRMQ4Yfw44piFqnXCt+9+Ri/iwMYpoHzjwM0S4fX7+Qv5K3fA8N4t0Mi1nHxYkXRLFl4rO56F10qADrI7Cy8Lr9yhzMLLwit3rLDwyiVlKLxUhaF593FQqVR4/+ETtq+YgKcvXgcRXpVKKaLAUpOEd/XsYciTPYPI/a1eoahBDm/vkbMQM4aLLoeX9r126yGOnbmKI6eu4OHTl1g8eQByZUuPglU7olf7+mhap4LsC7FEeK/feYSGHUdj3qS+KFk4p+z3iKwbsvCa6flT529g7optuHn3MZIkio+dKyca7MHCG1k/OobXzcLLwiv3k8DCy8Ird6yw8MolFVR4JXHs16mhENbAwkspDdv2nMDu1W4g8aUWOKWhQ38PZMmQCn06NtCdCEWOc2RJZyC8+mfZqPMYER0e2LUxWvQYLyayLfLoL/tCLBFeku+zl2/zpDWZdFl4zYC6cvMBKE+Hfvlt3H440guvVgv8+BoFUCjgHOM3/Y8bIHKxEseJhle+xh9fhSWkD74K/PqlRaJEwJ/7eFi+vcF7xY8VFd/9/OH3WxNu52Bvb8zCy8IrZ0xG9nttSMuSSTm6arUGn79+Q6yYLiJHN7DwSpPWqGpCq4ZV4PP6PUa4G05aW7puN9ZtOyjyfuPFiYU1W/bDbc5auFYuIYT33qPn2HfkPEoVzY3ECeKJSg19Rs9G7w71Ub96GTFprV0/d5FuUK96aVH94e7D5zh/5TaG9GhmdBiYEl6pLNmvX79FWTLykfNX7mDKqK4oXzKfnCEV6bdh4ZU5BOiX34zFmyO18L54qcD6jUp8/BRguXHjaFG/rgYpU2hlUnTczexBeN+9V2DdBhXevA3g7OIC1HFVI1PG8OsfFt6gY56Fl4XX3J2Q77WAtcIbmHFg4aW/U1ky9znrcPPeE8RwiY6qZQsblCWjSWE06e3giYuIHjUqqpYvjBc+b3UpDVT7d+zUFeIJ8Ocv35A4YTzUqloSnVvUhOJPNIikd/ayrWIbyhlOkzIpalYqhub1KlkkvNLGVM4saeL4KJgni1h4ImPaFOaGE//9DwEWXplDgYUXWLJchcdPDEO6qVJq0a61WiZFx93MHoR3w2YVrt8w7B/6UdKnZ/j1DwsvC6/cTz0vPPGXFN9rLRdeueOMt4u8BFh4Zfa9KeH9GYke1fYbpsaPQE/snaMDHv8FlHSJzI1+zDuplPjlH36P7keMU+O9b9BecB+rgotz+PSOk0oBtUYLTfgFmcPnwoN5V6USUCkU+K1mKPqYojop8fu3BkwF4HstEM0pIK+WGxOwFQEWXpkkTQnv+8+/ZB4h4m82cbICvh8NryNeXGBQX/6KUiiBeDGi4sOX8BsPs+Yr8Oy5Yf+QiI8fpQVJVni0WC5R8POXGr/8eYxI/Ens6Mv8y3f/8OgSu33P+LGjwvfLL1DuamRvfK8FEsTmlcMi++fA1tfPwiuTKKc0ALu8lTh91tCcShTToFKF8Itqyuy+UN/MHlIazl5QYsdOw/7JkV2LBnU5pSHUB4AFb8A5vMZhcUrDXy579ytx/GTkvtdamsNrwUeQN42kBFh4zXS8RqMVq7TsP3YBYmWWJf9BqVDAySmK2DMylSXbf0iBo0dViB4d+PkL0GqAAf3UiBmDQzL2ILwUGVu2UoVHjxXisXCcWECPbv4wsWR7mNzyOIc3KGYWXhZecx++r98UcPP4myqWOIkWnTuow73qirnztuXfWXhtSZOPRQRYeM2MA6rDS2VF9FvOrOmwbu6ISCW8P38p4DFNiZ9+CnRsrcC5i1pcvAJUr6pBoYIc4bUH4aUBOXWGCr4f/05cGzJQjejRwu8HCQsvC6/cr1qO8P4ldeasEju9lciYXot7DxSIGlWLYYPC70mN3D605XYsvLakycdi4bXBGIgsEd7DR5U4eFiJpEm1GNhTgTv3FZi3WIt/kmvRsV3kuhEbGzb2ILxfvyrgNkUlIrrUT0+fKdC0kQaZM4XfDxIWXhZeubdZFt6/pOYtVOGljwJd2imwwVOLdx8g7rN0v40sjYU3svR02F0nR3itZB0ZhJfSFyZPVcHvpwLNGquRP5dKPDIfOV6LL18U6N7FH4kSWgkygu9uD8J79boSmzyVyJhBg+TJgSNHlShaVIOqFVl47Wl4cUqD8d5g4Q3g8vYdMHNOFMSKpcXowQqs36LAmXNaVK6gQfFi4fdZDuvPEAtvWBN3/Pdj4bWyjyOD8B45psSBQwHR3S4d1JCWu9zspRYTK3jimn2stLZthwoXLirEJMLkybQinzdZMqBz+/CrBsARXo7wyr3FsvAGkNqzT4kTp5QoVUKD2v8qcf4SsHoDkCmjBs0as/DKHU+8HRMITICF18ox4ejCqx/dbdpIjcyZtDrhffj0t4hEuLhoMbCvOlIvM2wPEd7ps1R4/0GBDm3VSJJEi3ETVKLE05BBakQLpwo/LLwsvHJvsSy8gEYDkZb0/bsCvbv7I1XyKPj8FRg5DojqpBWfZWUkWc6dI7xyPzm8nVwCLLxySZnYztGF99gJJfYd+BvdJQxShPfL99+Yv0gFWgazRVM1MqSPPPllgYdDeAvvl6+A+5QoBl+Ki5aq/uTxBvxQCY/GwsvCK3fcsfAC9+4rsHKNCin+0YofrtK9dsxEjZiMSk9r6KlNZGiOIrxU0rTPqNm6LkucMC7qViuNbm1qG3Tj9x8/Uap2dxTInRnzJvU12sVUKWrO8m1i0jxNnjfVXr/1xajJy3D99kN8+PgFRzynI2H8OLrNV27ai63ex3Hv0XPUrVYKI/u2MjjUgycvMWzSYty69wSpUyTByD6tkC9nxiBvN3rKcmzwOoQ1c4Yjd7b08Ferkbt82yDb0RLIg7s3Fa8fOXUFUxZswNMXb5A5XQqM7t8GmdOnFH9b7bkPm3cexZPnrxEvbiw0qFEGHZrVsNlwZ+G1EqUjC+/v38DkaSp8/6FA44YaZM0c8DhNX3jPnFNi524lcuXQol6dyDt5LbyF99p1BTZ6qsSPDvrxQW3/QSWOHleieFENKodTHi8LLwuv3FssCy+wwVOF69cVqF5Ng0IFNLp77fK1Gly+okCVihoUKxo50hrCWni/fQfevNMiWRIFokeTO2rNb0fCO3XBRuxYOQFajRa3HzxDx/4eGDugLcqXzKc7AAmo2+y1+PLtOw5unIpECeIaHFyr1aJKkwH48vU7qpYrjOG9W5h887fvP+Lg8YtI9U8SUWUqsPDuPXIeTk4qeB88CxfnaAbCS6VYa7QcjHLF86Fj8xrYtuc4Zi/dir3rPBAzxt8lO6/dfoTxM1bh1t3HWD5jiBBeaj9//dadl5/fL1Ro2EcIfP5cmfD0xWvUaj0M7sM7o3ihHFi37SBWbtyLXasnIVpUJ0xbuAmF8mZBpnQp8fCJD3qNnImBXZvAtXJx86BlbMHCKwNScJs4svBSHhnlkyVKqEX3Ln9lVl94aanhSR4q8ZhtYP/we3RuZTdavXt4C6/XTiXOX1CiQjmNyP2jdv+BAitWq8K1kgYLLwuv3A9XZBdeSh+b5K4Sy3AP7KcGLdsu3WuPnvTHFi8VsmTWoElDFl65Y0rudgtXqHHmwl+uVcorUa/m3zrIco9jbDtJeL3XuOn+3GngZOTLmckgetm690TkzpYBx85cRfUKRdG6UVWDw52/cgft+3tgTL/WmDBztZBYaT0AU+fn++kLSrh2DyK80vb/TVsJtVptILyXrt9Du77uOOE1C9H/5MKRaHdtVQs1KhUTu5IUN+48BsP7tECzbuOwfPpgnfDqn4vX3hNClvesDSjtumbLAezYd1JEhKVG5zd2YBuULZY3yGWM9FgKlUqFEcHIvSV9w8JrCS0j2zqq8OpHdxs10CBblr83A33hJSTrNihx87YSrtXVyJ8vfB6dW9mNVu8e3sI7Y7YK794r0L61GilTBvTBb3+Eex4vCy8Lr9wPV2QX3vMXFPDaqUL2rBo0rG/4NO3pS39RY5vyeIcNjhxP0kIa4X39Fvj4Uf730O17WmzfE5RpiwYqJEksP2E6cWIF4v3NGtANe33hJVG8+/AZ2vZ1w+SRXVAkXzaxnc/r96jQsC+8lo3DsTPXRLrB1qX/GXx0KMXg+w8/TBrWCaVr98Do/q1RsVSBYD9eIRHejTsOY93Wg9i8aIzu2L1GzBKpDb071BevUerBvYcvMKpfK+Sp2M6k8LbpPQkF8mRBl5auuv127j9tILzFXbuhRb3KIpqs3yiiXaftcDR0LYdGruXk3kaC3Y6F10qMjiq8J08p4f0nututs+GEtMDCe/uOEmvWK5E6lRZtW0WOm3HgYROewvv9BzDRPQqiqLQYOthwNaYFi1V4/iKgnFymjPK/BKz8WOh2Z+Fl4ZU7liK78BrLude/17pNVoFWYOvcwR/JksqlGnG3C6nwrt6kxqFj1kfBacKvQr7vokk9FcqVNFwOmugHzuGl1yiCO2FIB9D3BrV5K7yw98g5eC4eizfvPqJc/d7YuGAUsmZMLf7+w+8XStXugYlDOog0iFEey/DuwyfMGt/T5sK7fOMekQ5BUVupkWxTtHdYr+bifZt2/Q/r541E3DgxTQovSXylxv3gvcYd/yQNqFv66KkParcdjuljuqNYwRxYv+2giFa3b1odvdrXM7gWSm84fvYa1swehqg2Wi6UhdfK+4EjCq+/GvCgmcI/FCLSQBEH/RZYeGlm8UT3gDq9NLM4XjwroUbA3cNTeK/fUGDDZhXSp9OiZTPDHxx79yvDtXQcCy8Lr9yPc2QWXl9fYOrMgIo3A/qoofzjTfr3Ws+tKly+qkDVyhoULWy90Mntl/DaLqTCu/+IBpeuyufz/gPw7kPQYEDypArEiin/6iuUViFvrqCGHDil4dXbDxg6YREypU+JgV0bizeo2nQg6tcojTaNqol/U3oD5bFKE7127DuFcdNX4uiWGSKNgdIb2vZxw6HN0/Dx81fUaPFXTm8cXqY76dCI8A4YO09EbWlCGTVTEd65K7bh7KVbWDp1kAHEA8cuYuYST7x++wGli+XBsxdvRKqEfhR30ZqdIspN0p0gXmz5nWBmSxZeK1E6ovCeOqPE7j0BubuBo7uEK7Dw0mu7vJU4fVaJMqU1KFda/s3GSvx2s3t4Cu+OXUqcPa9EubIalClpyD7wrO+wBsbCy8Ird8xFZuE9cFgZsFBMEQ2qVjKePnbxkgJbt6tEehmlmTl6C6nwWsqFhHfof79BgR6pxYwBTBjhJPKorW3GcnipsgFFUneunAjKmaU82NgxXXQ5ud+++4nJZCS0UVQqMfHs3KXbiBM7hjgdetxP1R8Zoz8AACAASURBVBdIiKkCgqkWEuGl82nfzx0nvWbrIqsk5JSWQGJKkWZ6f8Wf8Pd738+IEysGuraujaZ1KuhOpWrTAejYvCZqVSlh8vzoOss36IPFkwcge+Y0YrtlG7xFSsWKGUNAFS1s2Vh4raTpaMJLH/op01WgZWob1FUjR/agv3yNCe/Ll8C8RQGrA/XvHfnSGsJTeGfNjYI3byHSSSitRL/RRJjxE1Xi0RylOzhFsXLAW7g7Cy8Lr9whE1mFlx6de0xTiVUrA6cr6N9rqcY21dp2jq7F4AGOf48NK+Gl8fnCR4ujJzWiSsM/yRQoU0KFhPHljtzgt9Ov0kBbvnnri6GTFiF2zBiYPra7SE94/uqtSFeQmt/PX6jdZhjchndCtoxphBTOd+urK99F263YuAcnz9/ApoWjjZ4AVUv4+OmrSI/Yt84DCeLHEZUQqFH5MLVag4mz1ohJa0N7NodKpRRyTa9TlYbKZQqJSXXb954Q1RNo4lmsmC5CtDX0WPdPo9zjGWOpnFoWIenULly9C5qYd8Rzhu41afvTF28ia4bUIjI9ef568X6zx/cSf17tuR+L1uwQUeFkSRKI15RKJZyi2GYCIQuvlWPa0YRXKjNmKrpLuIwJL70uTZxq01KNNKnDPl/Uyq60avfwEt7g8nelCwrPWsksvCy8cj9YkVV4Hz1WYOkKFRIm0KJHV0ORDXyvlfJ4u3byR5LEcslGzO3CUnhDk1DgHF6K0hbOmxVDejRD7FgxULpOT0wY0j5IlYIxU1fgg+9nEfmkYwQWW8r1pZJfNLksY9oUBpdgqh7uxb0LhfROX7QZC1ZtN9inbeNq6NOxgXjtweMXGDppMW7ffypKm43q21JUlTDWjKU0DHdbIqR43KB2QXahCXuXrt0T0eMKJfNjULcmunJnJM+U+6vfyhXPi5njgs9Vltt/LLxySZnYzpGE1yC6W0eNHDmMS6sp4ZXKmOXLo0Wtmo4fgdAfEuElvDduKbF+oxJp02jRuoVx5vpLlVLZsrBsLLwsvHLHW2QVXs9tKpM1dgPfazd5qnD1ugL/VtWgcMGw/SzL7UdbbecowmsrHnwc6wmw8FrJ0JGE9+wFJXbsVCJ+PC16dDO9hKUp4f32LWBZTHpsTjV5w/rxuZVdadXu4SW8O72VOHNWKfKmKX/aWLtzV4HV61RIlVKLdq3D9ocICy8Lr9wPVmQUXiodSLV36f80WS1GQIqmrgW+1+pKl2XToGE9Fl65Y4u3YwJEgIXXynHgKMKr1gDTZqjw6bMC9WqrkSun6ZQEU8JLKGlZTJooVbe2GrmDOYaV2O1u9/AS3jnzo+DVayC4NJLwzONl4WXhlfthjYzCS1UXqPpCpowaNGscVGAD32vfv1Ng+pzIkcfLEV65nxzeTi4BFl65pExs5yjCK0UOzEV3CUNwwkvLYtLymMZKZFmJ2q53Dw/hlZO/K0GbuzAKfHyAVs3VSJc27PKrWXhZeOV+cCOj8C5bqcLDRwo0qKdBjmzmhZdYSnm8tPolzbVw1MbC66g9G37XxcJrJXtHEF796G6dWmrkyRX8TTQ44ZUe0dFy2v16qRHbdiX0rOyp0N09PIT31m0l1m5QigmCFOENru3ep8SpU0qULqVB+TJh9yiUhZeFV+4nL7IJ7+fPAdUZokcLWEpYZWQiurF7LQUUKLBQ/V8NCuUPu8+y3H601XYsvLYiyceRCLDwWjkWHEF4pfqOcqK75iK89HevHUqcv6gETZAqVcJxb8j6Qyc8hJdqJVPNZDm1j8NrNTwWXhZeubfYyCa8R44pceCQEgXza1DjX+P3SWPCK821oJKRVDrSURsLr6P2bPhdFwuvlewjuvBqtMDU6QG5u7Vd1cib2/wjsuAivITz6VMFFi0zXmbHStx2u3t4CO+cBVHw6hXQqoUa6dIE32/hlcfLwsvCK/dDG9mEd8oMFT5+VKB9WzVS/iO/Is7bdwrMnKNCzBhaDOjLwit3fPF2TICF18oxENGF9/IVBagsjtzorpwIL20j3cw7tFUjhYmbuZXo7Wr3sBbekAisJMhUvozKmIVFY+Fl4ZU7ziKT8D57rsDCJSrEjatFnx6mpdVUcGGCmwo//BTo2UWNBA6ax8sRXrmfHN5OLgEWXrmkTGwXkYWXorszZqnwwVeB2jXVyJtHngSZi/ASqsNHlTh4WIlCBTSoXs3x0xrCWnjv3FVi9TqlWFmNVliT0yxJgZBzPDnbsPCy8MoZJ7RNZBJer51KnL9gPu3L1L12/SYlbtxUosa/ahTML+++Lbcf7GU7Fl576QnHOQ8WXiv7MiILr1QSJ05sLXr1UEOllAdDjvDKmZAh790ixlZhLby6SWglNShfVt4Pipu3lVi3QYm0qbVobWaSm62os/Cy8ModS5FFeNVqYJKHCn4/zU/sNXWvlVbEzJVDi3p15P3gldsP9rIdC6+99ITjnAcLr5V9GVGFVz+6W6uGGvnyyo8SyBFewrp0uQqPnijQsL4G2bPKkzIruyPcdg9r4Z23UIWXPgq0bKYWJeDkNEvKmMk5npxtWHhZeOWMk8gU4b1+Q4ENm1WiPCCVCQyumbrXvnkDzJoXxaHzeB1FeAMvLZw4YVzUrVYa3drUNuj67z9+olTt7iiQOzPmTeprdFjMXroFc5Zvw7q5I5AzazqTQ+f1W1+MmrwM128/xIePX3DEczoSxo+j237lpr3Y6n0c9x49R91qpTCybyuDYz148hLDJi3GrXtPkDpFEozs0wr5cmYM8n6jpyzHBq9DWDNnOHJnSw9TSxo3q1sRg7s3FfsfOXUFUxZswNMXb5A5XQqM7t8GmdOnNDg2Hadeu5F4/PwVLu9bJPcWYnY7Fl6ziILfIKIK79VrCmzaooKl0V2iIVd4L11WYIuXCpkzatDUSFF1K9Hb1e5hKbwhyd+VYM2eFwWv3wS/UIUtwbLwsvDKHU+RJcK7cq0K9+4pYG0JSF0eb1c1EiSQ96NXbl/Yw3ZhLbzar5+hefUCqn9SA84uNkNAwjt1wUbsWDkBWo0Wtx88Q8f+Hhg7oC3Kl8ynex8SULfZa/Hl23cc3DgViRLENTgHrVaLKk0G4MvX76harjCG925h8hzfvv+Ig8cvItU/SdCun3sQ4d175DycnFTwPngWLs7RDIRXo9GiRsvBKFc8Hzo2r4Fte45j9tKt2LvOAzFjOOve89rtRxg/YxVu3X2M5TOGCOGl9pNqkv5pfn6/UKFhHyHw+XNlwtMXr1Gr9TC4D++M4oVyYN22g1i5cS92rZ6EaFGddPstW++NA8cv4trthyy8NhuJNjhQRBRerRaY/id317W6GvnzWXazlCu8JGa0bCbV+TW2bKYN8NvNIcJSeKWlglOm1KK9hUsF79ytBD0OLVdGgzKlQj/qzsLLwiv3QxoZhNfS5deDu9dSehKlKYXkHi63T8Jzu7AU3m8zRuP38X26y43m2hTOTTvb5PIl4fVe46Y7XqeBk5EvZyZ0aFZD91rr3hORO1sGHDtzFdUrFEXrRlUN3v/8lTto398DY/q1xoSZq4XEOjlFCfYcfT99QQnX7kGEV9rpv2kroVarDYT30vV7aNfXHSe8ZiF6tKhiUxLtrq1qoUalYuLfJMWNO4/B8D4t0KzbOCyfPlgnvPon5LX3hJDlPWvdxctrthzAjn0nRURYanR+Ywe2QdliecVLr95+QJvekzCsV3N0GTyNhdcmo9BGB4mIwis9UgtJdJewyRVe2paWzaRc4SqVNChWJPQFy0bdavFhwlJ49+xT4sQppahxTLWOLWk3bimxfqNS1uNUS45ralsWXhZeueMoMgjvyVNKeO9TIk9uLeq4ms+9De5ee/qsEru8lWKhIIoWO1oLqfBqfJ5B8+GtbBzq6xfxY/OyINu7dOgPZTLDR+3BHVSVLCUU8RMF2URfeEkU7z58hrZ93TB5ZBcUyZdNbO/z+j0qNOwLr2XjcOzMNZFusHXpfwbHohSD7z/8MGlYJ5Su3QOj+7dGxVIFgr3OkAjvxh2HsW7rQWxeNEZ37F4jZonUht4d6ovXVnvuw72HLzCqXyvkqdjOpPCSuBbIkwVdWrrq9tu5/7SB8BZ37YYW9SqLaDK1nsNnolKZgkiRLBFa9pzAwit7JIfBhhFNeCm6O2uuClTLMaQzfC0RXlo2k5bPTJoU6NLBPwx6JHzeIiyFd/4iFV68VKBFUzUypLcsOh/WebwsvCy8cj+RkUF4Z8xW4d17BeSWBgzuXvvqNTBnvuPm8YZUeH8snoKfezzlDjsAdA9VGNne1OvGD+3cpjeiValrVHj7jJpt8DpFcCcM6QD63qA2b4UX9h45B8/FY/Hm3UeUq98bGxeMQtaMqcXff/j9QqnaPTBxSAeRBjHKYxneffiEWeN72lx4l2/cI9IhKGorNZJtivZS1JXet2nX/7B+3kjEjRPTpPCSxFdq3A/ea9zxT9KE4lCPnvqgdtvhmD6mO4oVzIH12w6KaHX7ptXRq309Ed1evHYXlk0bhCs3H7DwWjCKw2TTiCa8N28psW6jEjFjatG3l/zKDPowLRFeEmxaPvPLFwW6d/FHooBx73AtrITXmvxdCToVracfPO1aqZEqlWXCbGnHsfCy8ModM44uvD6vgLkLoiBWLK1Ydl1hzLECwTJ3r5XyeHt3VyNevND9LMvtR1ttF1Lh/blrA36fPSb7NDTvXkHzxifI9qoUaaGIbZhHG9xBo1WrD6dCpYwKL+XwSikN9Mh+6IRFyJQ+JQZ2bSy2r9p0IOrXKI02jaqJf1N6Q6Z0KXUTvXbsO4Vx01fi6JYZIo2B0hva9nHDoc3T8PHzV9Ro8VdObxz+G60OjQjvgLHzRNS2QY0y4lxNRXjnrtiGs5duYenUQQZMDhy7iJlLPPH67QeULpYHz168EakStauWRJ0/Mpwh7T8svLJHcBhuGJGEVz+6S7VxqUZuSJq5m3DgY+4/qMTR40oULapB1Yohe8+QnGdY7hNWwnvvvgIr16jEYh60qEdI2vadSpy7oBTlzEqXDN3+YOFl4ZU7Rh1deKU62KVLaVC+jLzPnbl77Zr1StCy4ZbUUZfbH+G9XUiF19Lz1rx9hc89GwP+fydbkejGmbEecIlh6eHMCi9tQJUNKJK6c+VEUM4s5cHGjumiy8n99t1PTCYjoY2iUomJZ+cu3Uac2AHnQxPYqPoCVT6gCgimWkiEl86nfT93nPSajah/JpKRkFNaAokpRZrp/RV/frG99/2MOLFioGvr2mhap4LuVKo2HYCOzWuiVpUSJs+PrrN8gz5YPHkAnJ2joVbroYgbO6bY3t9fjU9fviFBvNiYN6kPsmVKY3VfcJUGKxFGJOG9dUeJtesDort9eqoRRRWyizd3Ew58VF9fYOrMKHBx0YrJa0qZ9X5Ddnbhs1dYCe/e/UocP6lEiWIaVKog70szMBEph5vKmVFZs9BsLLwsvHLHlyMLr0YDuE1R4ft3BXp390e8ePKomLvXnjythPde+TnB8t7VPrYKK+Glq9U8fYifB7ygfvUcqpTpEK1SbSgTJ7MJCP0qDXTAN299MXTSIsSOGQPTx3YX6QnPX70V6QpS8/v5C7XbDIPb8E7IljGNkML5bn0Nynet2LgHJ8/fwKaFo42eJ1VL+Pjpq0iP2LfOAwnix9FVQqCyX2q1BhNnrRGT1ob2bA6VSinkml6nKg2VyxQSk+q27z2BaQs3iYlnsWK6CNHW0ID+0yj3eMZYKqeWRUg6tQtX74Im5h3xnKF7Tdr+9MWbyJohtYhMT56/Xrzf7PG9xP9J0KV28+5j9Bg+E/vXT0ac2DHhFFJh0aPDwmvlkI5IwjtngQqvXinwb1UNChcMmSwRLnM3YWNIFyxW4fkLBZo2UiNzJsd69EbXG1bCK3Fs1liNTBlDxjEs83hZeFl45d5iHVl4pZURU6XUop0FlVXM3Wt9fIC5C6OYXaJYbh/Y03ZhKbyhed2B6/BSlLZw3qwY0qMZYseKgdJ1emLCkPa6KgXSuYyZugIffD8je+Y0oGMEFlvK9aWSXzS5LGPaFAaXYKoe7sW9C4X0Tl+0GQtWbTfYp23jaujTsYF47cHjFxg6aTFu338qSpuN6ttSVJUw1oylNAx3WyKkeNygdkF2oQl7l67dE9HjCiXzY1C3JgblzqQdOIc3NEdlCI8dUYRXKmVlbXQ3pMJ79rwSO3YpkT27Fg3rhm5UMYRdadVuYSG8v/2BcRNUoNSUIYPU+FMxJkTnPX22Cu/fK9C+jRopU4RMnOW8MQuv/QovlQt8+xaIGlWB+HaQ/+nIwkvzJmj+RM1/1ShgwVLA5oSXFhAaP1GFX78V6N/HH7ECngY7RHMU4XWIznCQi+AIr5UdGVGEV4ruVquiQZFCIY/uhlR4f/gFLKdJbWA/NZyjWwneznYPC+G9/0CBFatV+Ce5Fh3bWfejYfsOJc5dVKJieQ1KFrduPATXFSy89im8d+8p4LmNHrEHnF/iRECjBmokDMcFDBxVeKV7H03IH9jfsh+q5oSX+m71WiXu3FPKWsjCzm6bwZ4OC29E6q2Ica4svFb2U0QQXvpyW7VWZXXuroRKzk3YGFaq/0p1YGv8q0HB/KEnWVZ2aYh2DwvhlSb/FS+qQWUrJ/9JK+1lzKBF8ybWyTMLr2VDJnpUFVyiqfDhyy/LdrTh1lOmq/Dxk2GZgBzZtWgQjk9fHFV4z55TYsduJXLk0KJBHcs+a3LutSdOKrFnvxL58mhRq6Zlx7fhkLL5oVh4bY400h+QhdfKIRARhFfK+6xWVYMiVuTuWiu8FIWgaESqFFq0a+M4N2biEhbCu2iJCk+fK9C8iQYZM1j3g+HrV4WYRBM1qhbDBoVeX3CE1/4ivBRxnOAWdIWmuHECJrOGV3NU4Z2/WIUXLxRo3lSDjOkt+9zKEd6XPgrMW6hCvLha9O4Rfv1n63HDwmtronw8Fl4rx4C9C++Dh0osX6VEzBha9O6phpmVCGXRkHMTNnWgie4qfP+hQK9uasSPH3q5o7IuxIYbhbbwUv7u2PEBkjJkoBrRo1nPjpaXfv9BIdIjKE0iNBoLr/0JL02wHj0uisgF12/WlLqzxdhxROF9+06JmXOUiBFDi4F9LZdRuffa/yiP95dCVMGheRqO0Fh4HaEX7esaWHit7A97F96FS1R49lyBqpU1KFrYsuiCKTRyb8LG9qcSOlRKp1QJNSqUc4wbc1hEeB8/VmLJCiWSJ9OiU3vLvziN9YXXDiXOX1SickUtihe1zTEDvw8Lr/0JL53Rhs0qUHk6/ZYypRbtLaggYOWtM8jujii8+w4ocOyECsWLqVG5guX3O7n32pVrlLh3X4n6ddXImd3y97F1X9rieCy8tqDIx9AnwMJr5XiwZ+GVlvV1cQ5YVc3JycqL/bO73JuwsXcLyWpDtjnr0D1KaEd4DxxW4shR2y7ecfmqAp5bVciYUYvmjVl4Q3eE/D26PeTw+n5SYOp0lVhUNdP/87gfPFJA7Q8hZSWKh85YMMfX0YTXFqtMyr3XUm1uqtGdP58WrtXDp//M9a+lf2fhtZQYb2+OAAuvOUJm/m7Pwivl7lauoEHxYraJ7hIOuTdhU+ik9eRbNlcjfVrHiEaEtvAuXqbCk6cKNGmoQZbMtunLL18B9ylRENVJK8qc/VnW3cpPhOHuHOG1zwjv6XNK7NqtRIb0GrRoqsGDh1QBRCnSHBo10CBblrD/XDqa8BLT5atUVj2VkXuvpRrndL9PEF+Lnt1YeG16E+ODOQwBFl4ru9JehffRYwWWrlDB1tFdWwjvyVNKeO9TIncuLerWcoybc2gKry3r7wYe7lNnquDrq0Cndv5IntzKD4OR3Vl47VN4pR/DtV3VyJs7QG4vXVFgyzYVVEot2rSi+sy2Hw/BHdHRhHeTpwpXrytgTSlIucLriPV4OcIbtp+/yPBuLLxW9rK9Ci/JLkkvLT9Ly9Dassm9CZt6z2/fApbZVCktr0tpy+uw5bFCU3ilHy9JkwJdOvjb8rSxxUuFS5cVqFJRg2JFbTtO6ERZeO1PeD99AiZPjwKlUovBAwzrwu47oMSxE0pEjx5Q6zlBfJsOt2AP5kjC+/MXMMldBRJRa+qOW3KvpRrdVKu7fh01cuYI+wi9rUcKC6+tifLxWHitHAP2KLzPngMLl0QJleiuLSK8dIyVa1W4d0+BOq5q5PkTYbKyK8J199AU3oNHlDh8RCkmHdLkQ1s2KaqXOZMGTRvZ9tgsvMZ7KrxzeI8eV4JqOmfLqkGj+oZ9TikN6zYoceuOEnHiBEyQjOFiyxFn+liOJLwXLymwdbsKWTNr0LhhyD9Xlgiv1K8F8mtQ89+Qv2fY9Lb5d2HhNc+It7CMAAuvZbyCbG2PwrtspQo0Ya1COQ1KlbD9jc+Sm7ApvDRDnGaKp02jResWET+tITSFd+lyFR49UfzJrbRtf378qMCUGapQy+PlCK/9RXhnz4+C16+BhvU1yJ416HjyVwNLlqlAeaHJkmrRvq0aUQIWSQzV5kjCu2S5Co+fKNC4gQZZs4T8M2vJvfbZMwUWLlWJ1fJ6dI3491QW3lD9uEXKg7PwWtnt9ia8UnSX6rT27W3ZMpZyUVhyEzZ1TLU6YKlhv59Av15qxI4t993tc7vQEl61Bhg3QQV/tQKD+vvDxdn21y+tutW5gz+SJbXt8Vl47Ut4P3wAps0KmKhI6QwqEyL74wcwf5EKH3wVIkpJE9kUhlXMbDtQADiK8Pr6AlNnRhG1simdwRRjOQAtudeGxb1CzjnbahsWXluR5ONIBFh4rRwL9ia8Uh5X+bIalC4Z8shCcFgsuQkHdxyvnUqcv6BE+TIalC4VOudqZffK3j20hJeiRBQtSpIY6NrJtvm70sVt3qrClau2rdUsHZuF176EVypvlyeXFnXMTBj9+BGYs0AFPz8FbLGctbkPk6MI76EjStB/hQtp8G8V6+5rlt5rpad7tEQ0LRUdkRsLb0TuPfs8dxZeK/vFnoTXxweYuzAgshBa0V3CZelN2BRi6RFc3Lha9IngS2KGlvAePqrEwcNKFC6owb9VrfvyNNUPFy8rsNVLJR690iNYWzYWXvsSXqkqR7PGamTKaF6I6IkRpTeoNQrU/FeNAvnN7xPS8eMowkspQpQqZIvKJ5beaw8fU+LgISUKFdSgeijdL0Lav5bux8JrKTHe3hyBSCm83777YYT7Ehw+eRmxY7mgU/OaaOhazigr2nbM1OU4duYq1GoNCufLihG9WyJh/Dhie3sS3lVrVbh7TxHqEVNLb8LBDULpy6FdazVSpQy9L1NzHwRr/x5awitFbEzlW1p73rQ/PbaeNlMF5+gBj7lt2Vh47Ud4X74E5i2KIiowDOqnhlIpr6dv3laIiWyU0dCimQbp04XO59QRhFd6ImOrPFpL77VUq5tqdidOBHTrHDpPhOSNGuu3YuG1niEfwZBApBRekt1nL99g8siuePTUB50GTsa8SX2RP1emIONj0uy1OH/lDmaP74Vo0ZwwaNwCxIrhDLfhnexKeMMqumvLCC8dS4pIFMinQc3qto0uhuWHPTSENyxz8twmq/D1mwJdOvojaRLbkWPhtR/hlZb1DsksfipVRiXLnJy06NBGjSQ2HCMSIUcQXqrMQBUabFUO0lLhDct7hu3uEsaPxMIb2oQj3/EjnfD+9lejaPXOQnAL5M4seny42xLx/7ED2gQZAd2HzUDWjKnRpaWr+NuOfaf+x955gElRNH38PzO7e4EkIAiCZAHJgiAoIi8KgiAgOeeccxRRcs45I0myIKASlCCSJCcByTlLvL3dnZnv61kHL2+a0HvX/Tw++r43011d1TP7m+rqKiz4fgvWzR9KFfAuW8Hj3AUe5T6WUPZjfcHR15dwQo/V06fAuEkkSwASPERD+6OpB/Beu8Zh3iIB6V6X0bmDtp7XmPpcu17A8ZOcEnNIYg+1agx46QBekm6M5L5+8YJDi6YismX13Uu77gcex07wSJZMRvvW2h80DXbgJQViSO5d8u8+PUQkSxb4U+TPu1bNwU5SzpHUc8HaGPAGq+XolTvJAe/VG3fxeaO+OLB5JpIncx95X7ZuOzZt34cVMwbFstTeQ6cwc/EGTPy2I2w2t4c3T8630K11LWqAV/XukpPXvXvqk5khqmL8eQkn9AioL+g6NUQUCNKE6XoA7649PHaQeLz3JFT5XN8frsNHOGzYJMSZmzWQ1xcDXjqAV91qJ7BKYMyfjAuSBKX88KXLvJL6qk0rEaEhgayO6PcGO/CSqmqkutrbuWQ0bqDNB6o/71qSs5vk7tbi0Jx21vW9Jwa8vuuM3ZGwBpIc8J69cBW1Wg/Gqd8Wgvv3rb9x617MW74FGxcNj6Wth4+fYsDIufj94Enlb4Xz5cS88b0RHhaq/O+ISG1ebIEs1LmLJZw4DVQqz+Hz8jrnDgJgETiQgD6Xy3cvUVzzPPCnjKWrZOTLA7Rv6WVgYSAK0+NeDgi18rA7tAPT6XMl/HUBaN6QQ9HC+tr13gNg6BhJSXs2+lvtbGCz8nCJEggssebWAPk4Is+Qw2mcUlatl7Fnn4z/leFQo4r/aynSIWP8NBm37wA5swNd2nLKfLRopCCH3WH++9TfuajPa7MGHIoV0UYn/rxrL1yUMWW2jEwZOfTrro0c/uokkPvCQgxI/hyIgOzeoNNAkgNeXz28bfuMVzy7Q3o3h81qxYTZq3Dl+h3Mn9BHMfbj5w5TjX73HjBuMmCzAV/1AcJ0yNMac4JhNvIi4hDh0OZQhNMJfD0MILl5v+4PJNdgK9Boo/Ach5ThVvzzQpv1QHTx1RDyUcHh24Eywg2odjVkJPDsOYeeXWVkSK+NBpOHWhSwc5DgQtYUDdgsvPLPc7s2z48ntZKPjW+GAxF2Dl3ay3grs6c7Ev77s+fAhClQYr6LvSujnnuzK+D2WnIbnr5wKOV4g62RVr7zawAAIABJREFUcs3Dxrjfw98MAKxWbWbgz7uWvDsGfANIknHvDm1mG72X1Mn/X5msMQ1oqIEkB7wkhrdk5faYO64XihZ0H1Ijh9hIjFtcMbz/q9UNg3s0Q9kPiijXXrh8A9Wbf4Vj2+fDahFMz9Lw/WoeZ87ySs5dknvXiObPNpsnudZtEHDsOIfPyktKzs9ga1qHNFy/wWHuAmOrJq1eK+DkaU5JZ0TSGmnRWEhDbC0aXVr4wt8cliwXkDq1jO6dtfGgkkptcxYIcDq1ywoTzCEN6qG+YkVlVKuijY7JyvH3XatVpTct3gH+9sFCGvzVHLsvPg0kOeAliiCH1G7fe4jxgzso3trWvcZi5qgeSpaG23cfYunabejZrq6yVdd10FQl9GFInxawWiyYMHslDhw5i42LRyg6NTMt2b37wLSZ7gNfJO/uv1EWuq92f1/CCQl26QqHRd8ZC3haKkpr4N39O4/tv/IoXlTCFwZlrzh0mMePm3nkzy+jbk1tfrQZ8JoPvOrHJCnuQoq8aNUuXuKUmF5Z5lC7poiCARY6CGbgnTJdwIOHHFo1E5Eli3Yuan/ftSR3N8nhXep9CZU+087mWq0db/phwOuNltg1vmggSQIvya1LoHfXvmPKwTWSgUHNw3v8zEU06DAUx3fMh0UQ8ODREwyfvAQHjp5V8vDmy50V/Ts3Qu4c7n1BM4F35VoBp09zKFNawqfljHup+fsSTmhhEg87ydbw7Jk2Cdt9eQi0uFZr4CUeOeKZq/WliEIFtfsBTWiu5Aeb/HBrmY+XAa+5wEu2t0eOEeBwcujWyYU0abRY7f/1cfQ4h/UbBPC8jJbNxIDCJYIVeG/c4jBnngA9Cuj4+65VHQikVDgpGR6MjQFvMFqNbpmTJPBqaRKzgPfhI2DyNOO9u0R3/r6EPel9+288du/hUbKEhM8DLMnpaSyt/64l8JIYxhGj3JDSu4cLKZJrLW38/RE4IrGeJA0aSYcWaGPAay7wnv2Lx4pVvJI3t2NbfcBn63Yev//BKwUt2rYSkdZPqA5W4N30E4+Dh3iUKyuhrMYl0v1915LUaMNHCkqo3oB++mfuCfQ9Edf9DHj10GrS7pMBb4D2Nwt41XjLjz6UUP4T47y7egLv48fAxKnu0sj9entfCSpAE2pyu5bAe+MmhznzBaRJK6NbR21CC7ydpLpr8EVlCcWLBb6uGPCaC7yqPckOENkJ0qMRqCKV2M6e45EqlYx2rUUk8+OQZTACL/Ggjx4nwB4J9OqmfW5if4GX2Jnk8Ca5vBvWk5Antz6212M9qX0y4NVTu0mzbwa8AdrdDOAl3t0p0wQIFqBnN/9+XAKZdiAvYU/jkoMwN25wqF9Xwjt5guclrSXwEm8Z8ZppfQDGk+7J3w/+yWPTFl6JxyRxmYE2BrzmAS/x8o0cLcAlkswbLqRyV0PXpblEYMEiAeRjLWMGGaRUuK+ZCoIReMmBYXJwOHtWGc2bBv68xDROIO9aksOb5PL+oKSEihWC513KgFeXR5R1SnJLyTL5Pje37d5/XImlVbMmkEIQ67bsRq5smTCgayOkSkFvniozgFetilX6A0kpYWl0C+Ql7ElW9eDUO3kl1K9j/Nw8yRff37UE3qUrBJy/wKHmlyIKGxS/q87LfRDSguSkQEHPwH/AGfCaB7xqIYTMmd3lgPVuERHAjDkCnjzh8HYuCY3qSz4VuAhG4FUrXH5ZVcS7RbT/KQ3kXUsOFS5eKuDNjG6ve7A15uENNovRLy8VwFu12UD07VgfHxYvgPOXbqB268FoVrciDh77CzmzvolhfVtSq0mjgdds7y4xRCAvYU+GjLC7twhJ69vLuMwTnuTy9HetgNfM+F11jmocb5eOolJRK5DGgNc84F26gsf5C7wSD0/i4o1o5P00e54Au51DqZISKvngWQw24H3xwl2uWeCBvr31iZMN5F0b7HG8DHiNeGKT1hhUAG+xz9pg05JRyJg+DWYs3oDT5y5j+ohu+OvvayCFH3atm0ytVYwGXjXFEMlVS3LWmtECeQl7I68ad1i5oqSUxwyGphXw3roFzJpnQZrUMrpplDPVV/2puZ1JPlESVhFIY8BrDvASb+vo8YJS4Y6UEk5u4MHH6zfc4Q2ixKFqZRHvFfNuDQUb8P6xn8fPW3kUKSSjRnV9PKiBvmvVELFG9UXkfts7OwTyvGt5LwNeLbXJ+iIaoAJ4S3zeDqtmf4Nsb2VA484j8FnZ4mhUs7ySE7dSo744tm0etdYyEnj/eQJMmiKAF8yJ3VWNEOhL2JMxyXY+2dYPpq04rYB37x88ftnOo2gRGdWr6vMj6kn/Bw7y2Pwzr4RTkLCKQBoDXnOA9/ARDhs2CciRXUazxoHZ0B/7n/mLw/erBHCQ0bC+5BVsBRvwzphjwZ07UPRL9KxHC/RdS3J5k5zeZoW/BaITBryBaI/dG5cGqADeVr3G4rWUyfFe4TwYMWUptiwdjcwZ02Hfn6cxeNxCbP1+HLXWMwJ4d+3mcewkh8ePOaX8bv4CEurVNM/zGehL2JMxiVeKbBW+fEnSY7mQ7nVPd5j/d62A91VMYDUR7xbW50fUk7bu3AVmzNYmjpcG4CWxrHv3kcIAwOtpgQ9LiShUwBzdEt0bUWlt4XcCLl/hlKpfgXrpPa2X+P6uFk+xWNyH2N7MmHBPwQS89x8AU2dYkCKFrGRn4Dh/tZTwfYG+a9Uqe5nflNGmlfEfPoFohQFvINpj91ILvKTa2aAx83HrzkMldrdxrQqKrN+OXwR7pBMjB7Sm1np6A++pUxxWrXPHtKotLAzKqWtSt92MFuhL2BuZyVYh2TIMFs+EFsBLQ/yuahs1jpeEVZDwCn+b2cB77x4wfbZFyUeqNgInJCdt+vT+ziqw+/QG3ufP3R+MPA/076NPbKm3Glj3A49jJ3iEh8no0DbhtF3BBLw/beOxbx+ve9GfQN+1JI532Aj370ew5eNlwOvtU8au81YDVHh4vRWWxuv0Bl41Zjfm3Fu3IFWN/AeRQHQZ6EvYm7Hv3+MwdZageFB6d6ffM6EF8N6+y2HmbH0qNnmj86jXkGIFpGhB9WoSihb2fzfBbOBV4yxjzp+kaSLpmsxoegPv/kM8tvzEI28eCQ3qmjPHqHpdvJTHxUs80r0uoU0LGSGhcb+3ggl4ycHaFy85dO1ECm3o9x7W4l07e76Amzc5NGkoIVdO89eDt88cA15vNcWu81YD1ADvrTsPsHnHfly7eQ9D+7RQ5N9/+AwyvpEWWTO/4e18DL+OAa9+Kp85R8DtOxyaNpKQMwfdL2otgHffAR4//cKjSGEJNaqZO18VmgKVhQFv7OdDb+BVDyrVqSmiQH79YMzbJz/SwWHOAh7kIzZbVhkt4slXGyzAe+FvHkuW8zAi3ZsWwPvLdg57/xDw0Yciyn9i/nrwdt0w4PVWU+w6bzVABfAePXUBrXuNRf482fHn8XM4vXORIv+kuWtAQHjMoHbezsfw6/QG3rhCGsLDgR5dEndIAzGk6p0j8Za1atDt5dUCeFesdFer0iunpy8Px+07wMw5gcfxmg28JKRh2ixLrKl3apc4QxqePAHGT7bAIsjo31eENfbUfVkGml379Ckwc66AFy84FMgnoU6t2B90wQK8K9fwOH2GR5XKEkpoUI0wISVrAbzqIWAjAF2zBQOAAa+W2mR9EQ1QAbwNOw7D/z58F60aVEb+ss1eAe+RkxfQZ9gsbF85nlpr6Q28ZOLqobVnTzm8+aas1GwnnhKzmhYvYW9kJ1uGZOtQENw5eUnJYVqbFsA7cqyAiAgO3buKSJ3K/LkOHy0gMpJDj64iXvNTHrOBl6wXsoaev+CUdUQOfZKiGmQ9mdX09PD+vlfA1h2cZpXytNQRCdmZN18AiSstV1ZG2TLRbRAMwEvyC48Y829MbB8RofGEZ2ilNy3etQ4HMGyU+8tnUH+XzxXwtJqLr/0w4PVVY+x6TxqgAnjfq9gG6xcMw1tvpo8GvNdv3cMXTfrj2Pb5nuZh2t+NAF7TJhfPwFq8hL2dk5q1wMzT5t7IGijwapkZwRt5vblm2fc8zp3nUaOaiCJ+ZowwG3iPHuexfgOPjG/IaN9WVGKkCXiRkBESrmFG0xN4SXYNspZI7C6J4aWtkepf3y3lIYNTSleTEtZqCwbgPXiYx6bNPPLnk1A3Di+11vrW6l07a66AW7dJeJiInDnM/5j2Rk8MeL3RErvGFw1QAbylq3XGzFHdUfCdHNGAd+uuPzFq2jL8unqiL3My9FoGvPqq+/RZHitX88iaRUbLZuZ55TzNMlDg3X+Qx5af9U1i72kOMf/+xz4eP2/jlZKpJMzCn2Ym8IqSO2/1k6ccGtYTkSe3jHPnOSz7XlAyT3TpJILXKZ1UQrrSC3gfPQImTbPAZpWV7AzEo01j+/Mwh42bSRYJd47gbFndUgYD8M6ZL+DGzf/Wk9761Qp41aw3ZT6S8On/6PsQikuPDHj1Xl1Jr38qgJekH7t19yEmftsRxSu1U0IalHCGoTNR/uPiStlhWhsDXn0tQ7agyZa0PZJD984upE6t73j+9h4o8H6/iseZv3hT86bGnLta9S11ahnd/az6ZibwHjvOgWQ5yZBBRoc2/wH7jDkC7tzh8KVJuY71At4dO3kl/KnouzKqf+HfB4q/69/X+1QAC7G588OSXNu0A+/jx8DEqRaEh8tK9TqS9k3vphXwqh96WbLIaEWx4yCqPhnw6r26kl7/VADv8xcR6NB/Ik6cvQSn04VUKZPhydMXKF4kL2aM7I7wsBBqLcOAV3/TbNrC4+CfPMp+LKHcx3R6JwIFXjXvbdeOItKmpWPLUYu8wGYBL5F9yjQBjx5zsbb3ycFAckDQLC+vXsA7caqgFKfRs/KXVk87yYtMPvKILUjqQZKjN2fmMNx7HAFiOxqbWrWsVCkJlQwq664V8EY6gBGjBKVAxsD+9BxmTMjODHhpfAqCWyYqgFdVoZKh4fwVyJKMd3JnRYkiecHpVcJGI7sx4NVIkQl0Q7YQyVYizTl5AwFeNZMAOUzVpyddnrklKwRcuMChRnURRQr5TiJmAe+xExzW/SAg3esyOneIrlMCW9NmCrj/gFNKJ5MSykY2PYBX9cYnI2uoh36Vv7TUk0sE5s53px60WqHAWKqUslIZzqwcyfHNj6yZcZMEPHtmbPVHrYCXzItkXSHZV5o2FpFTp1LIWq4PBrxaapP1RTRAFfAGo0kY8BpjtQlTBPzzD6fk8DQzQ0V8sw0EeA8c4rH5J14pd0tb+rW9+3j8so1XIIQcHPS1mQG8Ub279epIyJc39q6AGhtuhpdXD+BVQwRKlpDweUU6d0HiWjtKid7pFiBGLDVth6suXeawaAkJjwE6tHH5+hj4fb2WwPvTVh779vMoW0ZSMv3Q3hjw0m6h4JPPNOD9ZechZMr4OgrkyQ7y3wm1z8oWp1azDHiNMc2e3wVs+5VD0SISqlel72UdCPCuWiPg1BkO1b+QUPRduuZ28xaH2fMEpE0roWtH32UzA3hPnuaweq2AN9LL6NgufkgnlfxIMYSY2QL0XtF6AO/4yQKePOHQpqWIzJmM9VgHoi9SzY9U9YvZSpWQUIkicF+3gcex4zwqfSah1Pu+Pwf+6khL4D13gQfJekP7AWBVVwx4/V017L74NGAa8L5fuT0qf1oKX3dvAvLfCbUDm2dSa0EGvMaY5ulTTtlStFmBvr1d1CTUV2cfCPCOGe/OE6t3mVJ/LTVspAUOJ5St8uTJfYMpM4B3ynQeDx7yqFtbQv534oeT02c4rFxDwh4kdO5gHMRoDbxXr3OYv5COktS+rrH4gJeEEBQsIKPYu7LpVRZJHttR4yxwudz5wJOF+/YM+KqTqNdrCbwkxzfJ9U3a1wNcsFBSlCQ+/TDgDWTlsHvj0oBpwJtYzMGA1zhLki1FsrVoRtylp1n6C7wkjnTqDEEphkBb/K465yXLBVz4m0OtL0UU8jHe1WjgPXmKw+p17tjdTu0TjmUlUDX534NtdWqIKFDAGJDRGnjVQ50ffSih/CfGgbunZ8Kbv794AYyfZAGJ543aSDwvsQ9ppOgJyZlc7F0glZ8FULyRJb5rjh7jsH6jgNxvS2hU31j9agm8ZH5qnubmTURkz2bMevdX9wx4/dUcuy8+DZgOvA6HE236jMeMkd0QHhYadJZiwGucydSDSCRxOonxo6n5C7xqIvsC+WXUqUnXnFT97tnLY9sOHsWLSviiim8/+EYCrz8Ae+IkhzXrvQNkrdablsArScT7KIBUAOvQ1oUMb2glpXH9kI+pnXt43L3LvTq0RuLZjx7jcfgY8OjRfwG+ObKTsB8onnuj8gwvXCzg8lVOKYdMyiIb2bQGXpLrm+T8JtluSNYbmhsDXpqtE5yymQ68RG0fVO2IXWsnw0pL4XcfbMmA1wdlBXgpKUk6eqygbK/36iYiZcoAO9Twdn+Bd9U6AadOcahSWUKJYnT+AF2/wWHuAhLHK4OkTfOlGQm8p05zWLXWt6ISUQ+4GQU0WgIvgUXigQ8kV7Iv9tTz2vjy8F65xuHIUQ6nz/BwOt0ShITIr0IeMr2pn6fy6VN3dobQEHc4g1GQrepZa+A9c5bH96t5xbtLvLw0Nwa8NFsnOGWjAnj7j5iLEu/mxZeVPgo6LTLgNdZkZGuRbDF+Wk5CmdL0AKK/wKvG75LUWWQbnsZGKpYNHynAJXLo19uF8DDvpTQKeKOmGiOZLoiH0NsWNYWZpzAIb/tM6DotgZcU1iAFNj4pK+HjMvQ8D/7oyVPhCRJLe/I0r8Av+QhTW7r0Mt4rIqNwYRnhYd7b3RsZd+7m8etOHsWLSfiisvH61Rp4X0YAo8ZaYBFkJR+vYEDxDG/0HNc1DHj91Ry7Lz4NUAG8wyYtwZpNO1GsUB7kyp4JIeRkUpTWo20dai3IgNdY01y+wmHhd/Qd0PEHeB8+4DB5hoCwUHcpWJrb4qUCLl7ilLALEn7hbTMKeE+d4bFqjX/FJKKlMastIV8CB928nbcRwEuqEJKCJQ4nh26dXEiTRgvpzOvDE/BGlYwcSjx8RMaxEzxevHDDL6l8lju3O9b37ZySJpXQ1HSIrVuKeMuE7BdaAy/R07RZFpDc36RUO8nYQGtjwEurZYJXLiqAt2WPMQlqcP6EPtRqmAGvsaaJmgCephRM/gDvn4c5bNwsIH8+CXVrGe898sVyu/bw2PGb754uI4A3qnfX3wIZahlibw67+aK3uK7VysNLSlGTamVvZpTRrjXdH0ze6MwX4FX7IzHM5y/wOHLM/W/yv0kj2UQKF5JQvCiQJo1/UHftGod5i8z9uNYDeDf9xOPgIZ76XQEGvN48NewaXzRABfD6IjBt1zLgNd4iO3by2LWbR4n3JFT5nA5Q9Ad416wTcOIUh8qVJLxfnI55xGdN9cc/rsplCa0AI4BXjUskVbq6dxXBxyhi4M0KJWEbk6YIePKUQ/06Et6Jo1iFN/14c41WwLtyrYDTpzlULC/hg1J0rx9v9OIP8Ebtl6T2O36ChDzIuP/gv736tzLLKPqujIL5Jdhs3kjivmbDJgGHj5gbPqUH8Kqx7jmyy0oZalobA15aLRO8clEFvP88eY4rN+4o2syWOQNeS5Wces0y4DXeRI8fAxOnWhAaIptykCSuGfsDvGr8bsd2LryR3ng9+jKiv3G8egNvVO9u9aoiihbxz5tHdEHghkBOhgwyOrTRDwS0AF5ygHPkaBJXreZH9sWadF4bKPBGndX16xwOH+NA4M7hcH8BkfLFZDeF5Pb1tJVPywFZPYA3WOJ4GfDS+ZwGs1RUAK890oFRU5dj7ZZdkEhAnRKPxaFWlbLo16lBrJhemhTOgNcca8xbKODadc5jcQGjpPMVeB8+4pQcsMEQv6vqUM2D7Es2A72BVy1cQLy73boEdggnqpe3QV0JefPo4zXVAnjJzgDZISBltkm57cTQtAReVR8kqwPJ7nD4KIer1/5z/ZOS0iS9GcnvmzJF7I8kNZ+z2V5QPYCX6Ibk/iY5wFs1F5HlLf8/EvVcdwx49dRu0uybCuAlh9Z+3XsEfTs2QLFCuRVLHD5xHqOnL8enHxXDgC6NqLUOA15zTLP3Dw4/b3cXbMiXR0ahQp69NnpK6ivwqt7EfHkl1KujD1hpPV/1xDoJvyBhGN40vYF3xhwBd+5wqFZFRLGigf9wHzrM4cfN+np5tQDepSt4JWaVZA4gGQQSQ9MDeKPq5fE/HP48DOWg27NnbvglBS5y5nB7fd/JI+P6TQ4nTnA4/ReHFy85VKkk4v3iga8rf+2jF/Bu3Mzjz8M8ddluouqJAa+/q4bdF58GqADeD6t1wuiBbVG6RMFocu45cBIDRs7Bnh+mUmtBBrzGm4YcTJk2U8CDh9GDNVu3EEHi9cxovgLvug08jh3nUbmihPdLBAewqCVs30gvo2M777yKegLvuQs8lq3glUpcPbp6J483a4PkXSWlrBs3kPB2Lu1tEyjwkiITI8a4S8T27y0iTONUXN7oSI9r9AbeqDJf+JvE+gKnz/4X62uzya/CH9RrX0/rrthHMkCY0fQCXrWsdq4cEpo00n6Na6ErBrxaaJH1EVUDVABvkfKtsHbut8iZLVM061y8chM1Ww/GsW3zqLUaA17jTXP7DjBzTuxC8P5UAtNKel+BV4UqAo4EIIOlfTvcApIOq18vEeHhnuXWE3hnzRVw6zbx7kooVlS7H+1Dh3n8uJnHm2/KaNdKO5BWbRwo8B4+ymPDj7wC4wTKE0szEnhVnUVEcDj+/wdHD/3J4f49DojjwGP7Ni5kzGCOlvUC3ufPOYyZIMBiAb4e4DJnch5GZcBLpVmCWigqgLdBh6HIkfVNfNOrGSz/lrIR/z+g7pvxi3D52m0snTaQWiUz4DXeNGp8XcyRzYxn9AV4Hz/hMHGyoHjmiIcumNrC73hcvsJ7nclAL+AlHroly3kl/VSfHtrrkMAAgYImDSXkyqktVAYKvIuW8Lh0mUetLyUUKqitbGauRTOAN+p8Z84RcPtObOKtXUNUqrqZ0fQCXjKXydN5PHzIo20rEXpWq/NXbwx4/dUcuy8+DVABvEdPXUCb3uORKmUyFMmfS5H1+JmLePL0OeaN641C+XJSa0EGvMab5vlzYPxkt6cxavusvIQPTUrP5AvwHj3OY/0GHnnzSmgQJPG7qp537hbw604OJUtI+LyiZ9jSC3hV7y5JS0fS02ndDhzksflnfXLcBgK8JPUWye5B2lf9XD6l2dJaR1r3Zzbw7t3H45dt0WMXiP+lZ1cXkpuUMEhP4N2wiRTv4FHhUxmlP9D+ozHQ9cGAN1ANsvtjaoAK4CVCPXj0BCs3/Iq/r9wEx3HIlS0T6lYrh7SpU1JtNQa85phn/0EeW7fzcEXZjfPlMJXWUvsCvGo52IoVJHxQUntY03puUftTK9298QbQsa3nrVA9gPf8BQ5LVwiKd5fE7lrc/KdpI+m+Jkx2e3kbNxDxdi7tPHyBAO++Azx++oVH/nckJUNJYmpmA689Evh+lYBLl91eXrLdX+FTSfm4M6vpCbxqpg+ytskap60x4KXNIsEvDxXAe+nabeTIkjGWNklYw9Wbd+P8Gy2qZ8BrniUcTuDBfSAyEliynOQk5dC0sYic2bWDE29n5wvwquVK27d2IWPsZe/tkKZcR/KTDh8pgOS/HdBPRIiHRP56AK+amYF4mPWEkT/28/h5K4/MmWSQqn5atUCAd858ATducqhnQAlkrebrbT9mA68q57NnAPnn9XRAjCr33k5Fs+v0BN5nz4GxEyywWWXlWfanYItmE42jIwa8emo3afZNBfDmL9sMp3cuimWBx0+eoXS1znH+jRZzMeClwxJqOqnwMBkd24tIYfAWpLfAS/uPjDfWnL9IUHKaepOrVmvgvfA3p3zc6OndVXVAcriOnyTgZQSHpo1E5MyhzYeUv8D75Ik7lIcASv8+Iv497uCNyYLiGlqAlyZl6Qm8ZJ6Tpgp49JijMo6XAS9NKzFxyEI18N688wDVmg3Anz/PoVbbDHjpMc2KlTzOnuOVROotmhnrsfAWeI8e57B+g4A8b0toWN+8rdJArKaWdi5VSkKl8gnPQWvgVT2cRoWD7P2Dxy/btfXy+gu8u3/nsf1XHoULyahZXTuPcyBrQct7GfDG1qbewPvDjwKOHOXw2acSPvyArvcRA14tny7WF9GAqcA7cuoyxQpL125Do5rlo1lEkiScOHMJISFWfDdlALXWYsBLj2lIaMP0WQL+ecLh4zISPilr3AvcW+D9YaOAI8fo/IHx1pIkxpFUXSPhGCQsI6GmJfBevMRh8VIBxIvfs5uolIrVu0Xz8moULuMv8M6YbcGdu9A8plhvHXrbPwNe44H32AkO634QkPttCY0o+wBnwOvtk8Ou81YDpgJv+34TFTl37z+OMiULR5PZahWQOUM6NK5VARnfSOvtfAy/jgGv4SpPcECSo3fOPAGkTGzLZiKyZjFGPm+BV91CbNfKhTffNEY2rUfxJY5XS+BVvbtGe6N+/8N9QFKrWF5/gPfRI2DSNAtCQ2UlB7JZhRC0XktR+2PAazzw0hxixYBXz6ctafZtKvCqKh8wci5G9G8dlBZgwEuf2dSUUqTsMInnTRauv4zeAC/NPy6+amjeQgHXrnNoWE9Entzxx7ZqBbyqV9lI766qE+LlHTtBgD2SQ/MmIrJnCyyW1x/gVcNISBlhUk44MTYGvMYDLxlx4hQBpOwybYdoGfAmxqfc3DlRAbwRdgdICEOy8NBo2njx0g6e5xEW6uEouIk6ZMBrovITGFqN582RTULTxhK4OCooaSm5N8B7/CSHtevJ9qGMRvWDOwaTxJKSmFKS95jkP46vaQW8qneXpIkqbUKsoRo/mz2rjOZNA7OdP8A7caqAx485tGgqghRYSYyNAa85wPsqTWJ5CR874t5kAAAgAElEQVSYlMc8rvXMgDcxPuXmzokK4G3XdwI+LF5ACV+I2r5b/QsOHD2L6SO6maulBEZnwEunaUg879QZAp4+4/BpOQllSuvrFfMGeDdsEnD4CKfk9jQD2rS01N8XOXy3TFAqNJFKTXoC76UrHBZ9JyA0REbvHsbE7sacT6QDGD/R7eVt3cKFtzL7r01fgffWLWDWPAuSJXNXldP7483/mQV2JwNec4D36DEO6zcKyJtHUjKv0NIY8NJiicQjBxXAW7JKByybNhA5s2WKptkLl2+gadeR+GPjdGo1zoCXWtPgxk1g3gJ3ztjWLUVkjr68NBXcG+CdNF3Ao4ecktOVxIMGc/M2jlcLD++CxQKuXDXmwyUhm+zazYOEFuTILqNZY/+9vL4CL8kFTHICe/KmB/N6IrIz4DUHeEk4AwlrIOnuvurv/7rWev0x4NVao6w/KoC3SPlWWDv321jA+/flm6jVZjCObZtHraUY8FJrGkUwNa1UyhTueN6w6FEzmgnvCXgTU/yuqjQ1zICEZ5AwjbhaoMB7/QYwd4FF8e727O650IVmBo2jI628vL4AL/lYGzNBwIsXHIL5oKM3dmHAaw7wklFJuWpStrp9GxcyZvDGWvpfw4BXfx0ntRGoAN567b5FyWL50a11rWj6nzhnNfYdPo1Vs7+h1i4MeKk1zSvBliznceFvHm/nktC4gT5bdp6A9+QpDqvXCUqJWhrLePpjRZK5gGQwIOEZJExDD+Bd+J0AUs6YpJgjqebMbr/t4kH+IUUoSDEKf5ovwEs828TDnTq1jO6d/RvPHxnNuIcBr3nAS1KTkRRllT6TUOp9858zogkGvGY8hYl7TCqAd9e+4+g4YBI+/agYShbLp2h8/+Ez2L7nsBK/+3Gp6CnLAjUJOQz39dgF2PnHMaRMEY52jauibrVy8XZ78uwljJq2HKfPX0GqFMnQqcWXqF2lrHI9A95AraH//RF2YPpMdzxvRZ0OZngC3h838Th0hDcknlh/jbpHUKueJZSuKxAPL03eXVWnZC2RWF6H0/9YXl+A98fNPA4d5lG2jIRyBuaVNmoNRR2HAa95wEuKT5AiFPnySqhXhwGvGeufjam/BqgAXjLN3w+exJylP+LshaukHgbeeTsL2jauqhxm07oR2L1+6x7GD+6Iy9duo13f8Zg1uieKFcoda6j7D/9B1aYD0LH5lyhf5j1E2CPx/GUECuTJzoD3pVNr0+jWH4nnnTtfUA78tG0tar5t5wl4p0wX8OAhh9bNRbz1VnDH76pGIlv8I0a5dTqwvwirJbb5AgFeUtyCpCP738eS8g8tbcdvPHbt4ZErp4wmDX33unoLvJIEjBonwG7n0K2TC2nS0KIBfeRgwGse8D58xGHyNAFhoe6y1TQ05uGlwQqJSwZqgNcotTpdIkpVaa8A7nuF8yjDDhqzQPn30D4tYokxevoKPHn6PN48wczDa5TlAh9HTS31WioZHduJCAkJvE+1h4SA92UEMGqsBRZBVsBQ4LUb1+yeZs8TcPMWp4AfAcCYzV/gVb275CANid3VK/baH/1F9fL6k7vUW+BVPegZMgAd2iRc0c6fedB2DwNe84CXjKzG8XZs58Ib6c1fHQx4zbdBYpMgyQHv1Rt38XmjvjiweSaSJwtT7Lls3XZs2r4PK2YMimXfBh2G4t0Cb+P3Qydx7/5jvFvwbQzq3hQZ07vdLQx4g+eRIAeAFi/hcekKj3fySKivYQqehID31GkOq9YKAcV90qrlX7bx2LuPV9K+kfRvWgEvKSFMSgkbXSLaWz2reYj9yansLfCq+VETQxo7b/TKgNdc4F2zTsCJUxwqV5LwfnHzd1QY8Hrz1LBrfNGAacBbtdlAfFK6KLq2qgny3wm1jYuG+zKnBK8lIRO1Wg/Gqd8Wgvs3oeXGrXsxb/kWxDXOJ7V7wOF0Ys7YXsia+Q18O2Exbt99iO+mDFDGeR6R+D0vMRVqs3Ag+9gOp/kvRV8XxvMXMkZPBEjWhFrVOZQu6WsPcV9PllJ4iIAX9tjbgWt+kPH7fuDzChwqxB8qro0gBvdy+iwwd7GM7FmBru1jV/cItfFwuWS4JO/DOG7clDFuKmCzAd/2B8LCdK4a4ofOIiJkfD0cIOnZenUGMmfyXkaLwIH8Y3fE//yIooz+3wIOBzC4H5D6Ne/792M6VNySLNSCl5EuJY0ga24NGPmu3XdAxsr1QOECQPNG5q+35GFxxEixhcE0EIAGTANeUlSC5N0lMbrkvxNqTWp/FsAUo9/qq4eXeIPLlCyMfp0aKB1du3kPlRr2waGfZiE8LBRPgyiOVSslhlgFpatIJx2xXr7O69IVYPocgOeBnp2BDG/42kPs68nHU/JQC55FxI5rHjMJuHMX6NwWyJ4t8LFo6oEU+BjwrfL9g5HfAFZrdOnCQyxwuCS4RO8/juYsBP46D3xSFqis3aOvudo2/QT8uhvIlxdo1dT77i0CD5uFV+AuvnbiNLBoKZAtK9Clnfd9B/OVKcKteP7SCca7/1nRyHft/fvAyAnkAxMY/rX5KylleIyXifkiMQmCXAOmAS/R295Dp1CqWH6Q7WCjGonhLVm5PeaO64WiBd2H1MghNuJViCuGt/vgaciQPi36dqwfJ/CykAajLKftOGp6qTRpZHRoK8IW4Ls1vpCGxBy/q1pk5lwLbt+GUoyBFGWI2nyN4SX9kP4sFndVNZpid2OuwBcvgfGTBLhcHHyJ5fUmpGHlWgGnT3OoXFHC+yW8/1jQ9ikxtjcW0hBb3ymIl5Pj8Mwgx4oax9u5g4h0r5v76cFCGox9/pLCaKYCb/6yzZDxjbSo8XkZfFnpo1dxsXornhxSu33vIcYP7oAr1++gda+xmDmqh5KlgYQrLF27DT3b1VVAfPf+4xg4ah4WTOyLt95MjyETFuPW3YdYNKmfIiYDXr2tpU//ZId9wSIB165zKJBfQp2agUFFfMB7+iyPlat5ZM8mo3mT4PSIe7LAT9t47NvHxxlv6yvwLl0h4PwFLsHcvp7kMfLvahW0PLklNKzn3RryBLwkTGLkaAHEKd67u4jkyY2ckXljMeA1H3hXrRNw6hSHKpUllCjm3XrWa8Uw4NVLs0m3X1OB9+LVW1i3eTdIDO3jJ8+V8IaalT/G/z58F1aLe9tcj0by8BLo3bXvmHJwrUPTaq/y8B4/cxHkoNrxHfNhEdwyLFmzFfOWb4Y90oHihfNiUPcmeCNdaga8Bnkd9FgDpE8Sx0vy876M4FC9qoiiRfz3aMQHvJt/5nHgIK/kUCW5VBNj++scj+UreWTNIqNls+hQ7wvwRvXu9uwmIlk4/dqK6uXt1N6F9Ok8y+wJeMnBIXKAKJDiFp6loO8KBrzmA+/Bwzw2beZRIL+MOjXN/UBnwEvfMxrsEpkKvKrySJjBzj+OYu3m3dh76CRSpUiOap99iBqVyyBn1jep1jHz8FJtHo/CXbzMKZkbyPcVSVWWNq3HW+K8ID7gnT7Lgrv3gBZNRWTL6j9Q+yeVMXcllI/XF+BduoLH+Qs8PigpoWKF4Pk4+OkXHvsOeJ/5wxPwqnoI9CPMGOtrNwoDXvOB9/4DDlNnCEieTEafngx4tVvdrCcaNEAF8EZVxL0H/+CHn/dg3ZY9SnGIIvlzYdn0r2jQVZwyMOCl1jReC6ammEqXTka71nEXUPDUWVzAmxTid1W9zJhjwZ07UMI2SPiG2rwF3mD07qpzfPYMmDDZHYLQqb3o0cubEPBGRACjx7t3lkgBgBCbp5WXeP7OgNd84CUSjBwjIMLOoWsHEWlNjONlHt7E82zTMhPqgJco5snTF/hx2x+YvnA9nj5/idM7F9Gir1hyMOCl1jReCxY1nrdYURnVqvju2YgLeM/+xWPFKh7Zs8po3tT3Pr2eAAUXql7Osh9LKBelKpq3wEtCIkhoRKn3JVT6LHi8u6rqN//E48AhHvnekVCvdsLyJwS8h49w2LBJQN48EhpomCeagiXiUQQGvHQA78o1PE6f4fFFZRHFi5m3K8WA1+Mjwy7wUQPUAK8kydh3+DTWbdmNHb8fQYjNisqflkLtKh/jnbez+jgt4y5nwGucrvUcicTzTp0uwB7JoXYNEQUL+Paijwt444NAPedhVt9n/uLxfRxw7w3w3rsPTJtpgcDL6NUjOGJ3Y+rZFy9vQsC78DsBl69wqFNDRAEf16BZttdqXAa8dAAv+XAjH3CFCsioVcO8D3UGvFo9WawfVQOmA+/NOw+wfsseJYzh9r1HSqaEWlU+RoWPiyM0CPbzGPAmnoeJZAcgWQJsNnfp4dSveT+3uIBX3eZv1kREjijb/N73GjxXxhe+4Q3wEi848YaT9FskDVewth838zh0mEf+fBLq1op/HvEB7/PnwJgJghJP3r+vf6E1wao7IjcDXjqA9949YNosi+lxvAx4g/lpplN2U4G3RffROHD0LF5Pk0o5pEZAN0smDaoAGKhrBrwGKtuAodRSuRnekNGmlajAhzctJvAmdJDLm/6C8Zq4Duh5Al63d1eAwAM9uopIkSIYZ+6WmXh5SV5eEiKTUCxvfMBLDr6RXQGzPWtmWYABLx3AS6R4FcfbkRzk9W23S6v1w4BXK02yfqjw8HYcMAk1Py+DMqUKv0oBFmymYcAbbBZLWF5y8GjeAgE3b3E+eRxjAm9CqboSl8b+m40axxo1BZsn4P1+NY8zZ3mUeE9Clc+D17uramHjJh5/Hkk4rVN8wDtnvoAbNzk0rCciT25zIMPMtcmAlx7gJeFJJEyJnGcg5xrMaAx4zdB64h7TVA9vYlAtA97EYMXoc3jy1J2fl8TzNqovIvfbnl/4MYH3VTGGjyR88r/gBzlvrKwW2SDV1kjVNdISAt7E5N1V9fPPE2DSFEGp3Nilk4i0aWJrLi7gffIEGD/ZgtBQGX17ivg3Bbg3ak801zDgpQd49x/kseVnHkUKyahR3Zw4Xga8iebRpmYiDHgDNAUD3gAVSOntajxvaIiMju1FpEqZsKAxgXfWXAG3bnNxltuldMoBixVXHG9CwKueBi9eVMIXVRLPR8EPPwo4cpSLNzQhLuDd/TsPkh7P3ywhARuPgg4Y8NIDvHfuAjNmmxvHy4CXgocykYnAgDdAgzLgDVCBFN9OPBzE05HpTRmtWohKnGl8LSrwJsX4XVUvJGk9SV7fqpmILFnkeD28qneX54BuXUS8loriheCjaJ68vHEBL4ELAhlNG4vImd3zjoKPIgXF5Qx46QFeIokax9u9s4jUqY1fkwx4g+KxDSohGfAGaC4GvAEqkOLbXSIwZ56AO3c5fFhKwmfl4/dCRgXec+c5LPtewFtvyWjd3JztQLPUumkLj4N/8koYx8cfSfEC76q1Ak6d5hKtR3PdBgHHjnMoXFBGzS+jr4GYwPvoETBpmgXJSHWrHiI4zizrmTsuA166gHfFSh5nz/H4sqqIdwMou+7vqmLA66/m2H3xacA04H2vYhv8tmYSUiQPx6AxCzC0T4ugtBID3qA0m9dCP/4HmD5LgMPBJeh9iwq8aqaHMqUlfFou8WzVe6M0ArEEZnPmkNG0kRgn8D58BEyZJihgl9i8u6qO1DmS/x0zljcm8O7YyWPX7uAtuuHNuvDmGga8dAHvH/t5/LyVR5HCMmpUM/7DnQGvN08Nu8YXDZgGvEUrtMYvK8YiXdrXkL9sM6qrqSWkUAa8viy34Lz2zF8cvl8lIDzMHc+bInnseUQF3tnz3FkemjQUkSun8VuBZmo5ZhxvulQ2vLS7YHf+B/5r1gk4cYpTvEbEe5RY29r1Ao6f5FC4kIyaUQ7+xATeiVMFPH7MoXVLEW9lSlrrJartGfDSBbxque/XXpPRo4vxzykD3sT6ZjRvXqYBb7NuoyCKEgrmzY7Fq39BszoV49VC7w71zNOQh5EZ8FJrGk0F+3ETj0NHeGR5S0aLZiJI7GnUpgLv1bt2jBjl9l4O7J/0igcQnUyeLuDhQw6tW4go/I41GvBG9Xx275q4YndjLrj45hoVeG/dAmbNsyBlShm9uhkPFZo+JAF2xoCXLuAl+aTJu8zh5NC7hyvOD/0ATZ7g7Qx49dRu0uzbNOC9e/8xFny/Bddu3sPu/cfxYfEC8Vpgzthe1FqHAS+1ptFUMKcLIJkX7t/n8HEZCZ+UjR6qoALv7oORSrW2zJlktGmZNAFG/Tgo/4mEahUt0YA3Pq+npsaiqLPVawWcPM1F2xaOCrxky5hsHSfF8JeYZmLASxfwEmmWreBx7gKvpCYjKcqMbAx4jdR20hjLNOCNqt4PqnbEHxunB6XGGfAGpdn8EvrhQ5KqRwCB35bNRGTN8l83KvB+t9qB3//gUfoDCRU+TVrxu6o2TpzksGa9gLdzyejaVngFvAnFtfplkCC4icx58jRB2RFQ45VV4H341KGUEn7xgkOHti5kCK4ik5prnwEvfcC79w8ev2znUbSIjOoGhx8x4NX8EUvyHVIBvFGtIJOM7QC4IDmqzIA3aT1DJ09xWL1OUOrMk3jeZOHu+avAO2ScU6mW1biBqABfUmzPngNjJ1hgs8oYN4yH3SEqMbxrfxBw/ET8+WkTq65WrhVw+jSHou/KqP6FCBV4j5xyYsFiQUn5RFI/JfXGgJc+4CVnEciZhDSpZXQzeI0y4E3qbwTt508N8G7esR/zl2/GpWu3FdjNkSUjWjWojErl3td+1hr2yIBXQ2UGSVfrNwo4eoxDjmwSmjaWlHhdArypw23o3NelVNka0E9EiC1IJqSDmJOmC3j0kEOvLhzSpxNx866kZGYgLb4KZDqIQUWXMXMOZ0gnIDxEwOLvXTh0mEe5/0ko+1HS3A2IaiAGvPQBr5lxvAx4qXh9JSohqADeZeu2YeyM71GrSlkULZhbUfCRk+exZtNO9O3UAPWrf0Kt0hnwUmsa3QQjIQ0kVdmjR9yrfLMEeO/ftmHybFEpVNG2VdL22G3YJODwEQ7VK3P4oKSI5Ws4JS9tgQIy6tRIerr5fjWPM2fdldTq1gBCrTz6DJZgt3Po2dWFVImo8Ia/Dx4DXvqAl0hEziSQypMknzTJK21UY8BrlKaTzjhUAG+Fer3QqmEV1PmibDTNr9r4G+av2KKkL6O1MeCl1TL6ynXvnvsQmyhCSSeV5S0Oe3+34qftksciFfpKRkfvJ07yWLOeR/53gKqfSxg9gQPxFnVqLyJ9OjpkNFKKqF7evj2BJ48FzJgvIfObMtok8Y8j1Q4MeOkEXnImYet248teM+A18g2VNMaiAngLf9ISGxePQNbM0U9tXLl+B9WbD8Sx7fOptQYDXmpNo7tgR47z+GEDj5QpZHTpKGPFSgEXL8toWE9EntzGeUJ0n6gfAzx/zikHskhYR8H8Mv48yiF/Phl1ayU9766qvuWrePz1F4/3i8uAzOPAnzIqlpfwQSkWzkB0xICXTuAlZxLmzBeQNo2Mrp2Me34Z8Prx4mW3JKgBKoC3UsO+qFe9HJrW/iyasEvWbMWKH3Zgy9LR1JqRAS+1pjFEsDXreKTavw4l7ZvwmusubllywvV5I2Sq+J4h49M6yMMTl/Bi4XxkjTyFCD4lToSUwVtdmiFjViutIusu143LTtyatgiFIncjTHqKK7aCsDRoiUwlsus+djAMwICXTuC99/spSKsXIZPzPJ7bXsfD3J8gc4eGui8pBry6qzjJDUAF8K7bshuDxy3E5+VKolihf2N4T13Alh37MaR3C1SvWJpawzDgpdY0hgh2a9sR5FrXN9pYLljx5JvlCHvjNUNkoG0QWZQQ0bMNXo+8Gk2080XbIHPr2rSJa5g8N+auRu4jc6KN9yAkK8LGzwEn8IbJQetADHjpA17nswhY+jdBMvGfaMJdrPAVMn75sa5LiQGvrupNkp1TAbxE86T4BInX/fvKTXDgkCt7JrSsXxkfvV+QasMw4KXaPLoLd2PifOQ+/32scS5W/hYZq3yg+/g0DvD00l1kGNsolmjXXiuO10eOoFFkQ2R60H8AsvxzKNZYd3ovRcocSTwJLwtpiHMNpgizkBydePbSacgajTnIg/1nkWVxl1hjX3rzM2QYpG9BKAa8ppg8UQ9KDfAGq5YZ8Aar5bSRmwFvbD0y4I17bTHgTfiZYx5e+jy8DHi1+Z1gvdChAQa8AdqBAW+ACgzy2+9t3Y9s6wdFmwULaWAhDXEtaxbSwIDX19ed2R5eFtLgq8XY9TRrgAFvgNZhwBugAoP8dtvCkbAc+BUOIRQ2MUKZzdVq3yBdJXrjzo1QOTm0lmF2F1hF+6vhnveaAT6XO0Y/KTbp7/NIPq6DMnWZAzgZuN10LFKVejcpqiPWnJmHlz4PL5GIHFrLuqwnOIh4bMuE+3kqsENr7IkNSg0w4A3QbAx4A1RgEN9u2fsTbEsnQE6ZGpHfLkSymV9BPH8K9g5DIRUsGcQzC1x0/ukjhPatC4SGQS72Mbi9P8P1bhk42kT3hgc+UvD0YJszBJajeyB/9DksnARx989w1GwH16c1g2cSOkrKgJdO4OWvnkPoqE6QX8+IiKHf6bgConfNYngNU3WSGYgBb4CmZsAboAKD9Hbu3k2EDm0NiC5E9pgA5C6IVD8tRuQPS+AsXwfOGq2DdGbaiG05vBO2ecPBFXofYsOu4Po3AiQJ9q/nQc6YVZtBgqgX7vZVhA5pRWpQQx61DKEPbsIxphekrLlh7zc9iGain6gMeOkEXuv2NbCunQ3XBxXhaNxTvwUQo2cGvIapOskMxIA3QFMz4A1QgcF4u9OB0BHtwd+5BucXTeH8vBFIaeE0V47j5cieDGIA2JZNguX3zbDUbQ1H+XqQ5o+BZd8vcL33MRwtvwpGqwcks23eMFgO71KggW/ZB2FWwN6uKriXzxExfBnkNOkD6j8x3MyAl07gDZkxCMLJ/Yhs2htiyQqGLTUGvIapOskMRA3w3r3/GEdOnsfDx08hSdErDzWJUZCCJusw4KXJGsbIYlsyHpY/foaYpwgiu45R0gYR4E0XBjxtVgGQZURM2KBs5yfVFvpNC/B3ryNk8HREvJUXkXfvIPQrd6oy+zcLIafPlGRUo+wGDG6meHftQ5cgJENGhIcIeD5nHCy7f3z10ZRkFBLPRBnwUgi8koSwHtXARdrxctRKIFUaw5YpA17DVJ1kBqICeLfsOIABo+YiZfJwvJYqRSzlb1w0nFqDMOCl1jS6CCYc3oWQecMgJ0uJiG8WAMlTKeMQ4E2fKgSP+7eBcPksIjsNh5i/hC4yUN/pi6cI71UTssWK0Pk/I8IJ2J0SbIvGwHJgG1zFy8HRoj/109BKQNv8EbD8+RtcpSrA0aQ3Qm2CArz/HD2C0PHdIb2eEXYDYyO1mpfW/TDgpQ94+et/K7tZcto3EDFsqdYmT7A/BryGqjtJDEYF8Fao1wudW9TAFxWCL1E/A94k8Zwok1Q8dcPaAs5IxbMr5f3vdL0KvA8XTIN160o4K9SF88tWSUc5UWZq+XMXbPOHQXynGJINnICXdpcCvIr+vmmepLy8cc1ZBd5HTyMROrAh+Mf3EfHVbMiZciTJ9aJOmgEvfcBr2bEOtjUz4SpZAY6mvQ1dnwx4DVV3khiMCuAt8Xk7HNg8ExzHBZ3SGfAGncn8Ezhq3G6lBnBWdYOb2lTgvb9nN0KmD4SY/R1E9pni31hBfpdtxRRlq95RtRlS1mn+CnjJtEIWjoJwcAdc75eHo1mfIJ+pZ/Hjmu8r4H3mgHXtHFi3r4brs/pwVG/hucNEfAUDXvqAN2TWYAjH/1AOq5H4cyMbA14jtZ00xqICeFv3GoeurWuiQJ7sQad1BrxBZzK/BLYunwzrnk0Qc+Z3Z2Xg+TiB987tx0rMG4nrjZj0I2C1+TVeMN8UOqQ1+NtXENlzIlK9WzQa8EbzeA5bmqgPa8Xn0Y4KvGrKJyl1OthHLA9mswcsOwNe+oA3rGcNcC+fKenISFoyIxsDXiO1nTTGogJ4V274FXOXb0ajGuWRPUtG8DFg4qP3C1JrDQa81JpGM8GIh4N4OuSwZIgYvCDOgxuqh/fOYztCR3UEf/U8IjuPhJjvPc3kCIqOosTvEuBP81pYNOAlc7AtGAnLoV/hKvUZHE16BcW0/BHStngsLPu3QizxCSKb93vVRVTgJf9n6KAm4B/chr33FEg53vFnqERxDwNeuoCXu3ERYcPbKXnGI0avMnyNMeA1XOWJfkAqgLdguejbwzG1fvLXhdQaggEvtabRRDDu4R2EDm0DLjIC9o7DIBV4P85+owLvq23qivXhqJa0tqmFI3sQMneIO4NFt7FIk8IWC3hfeT45TslakBhTcnGP7iF0UGMlY0fMrBQxgde6aTGsm5fC9b/qcNTpqMm6DcZOGPDSBbyW336AbdX0WB9sRq0tBrxGaTrpjEMF8AazuhnwBrP1PMguuhA6siP4m5fg/KQWnLXaxntDVODlT+5H6IxB7vCHXpMSsYJiT822chosOzfAWaUpnJUbxQm8ipd3/nBY/twJ14eV4GjUI9HpSE1d53rvf3C0HBBtfjGBl7t/C2FfN4Wc4jW3Jy0IzzJoYUAGvHQBb8icbyEc/V15PslzanRjwGu0xhP/eNQBryzLitaD5QAbA97E+5Co8CZmzYPI3pMBQfAKeGGPSLJxvKHD2oC/eRn27uMh5S4UL/BGrTyW2Ly8CXl3yQKKCbzK/ze8HfgbF2HvNgZSnv+yfyTepyv2zBjw0gW8r+J3v11kSt5sBrxJ6ek3Zq7UAO/mHfsxf/lmXLp2W4HdHFkyolWDyqhULu4tZGPU43kUBryedRSMV/CnDyF02gDIIWGwD54POXW6BKcR1cOrAMzIDuCvXUBk19EQ8xYNRhX4LnOM+F3ygRBXSIPasW3uUFiO7IardGU4GnbzfTxK77AtmwjL71virSoXF/BaflkB2w8LEq3H2xtTMeClB3j5W1eU0ulmxe8STTDg9WFRh84AACAASURBVOapYdf4ogEqgHfZum0YO+N71KpSFkUL5lbkJ1XX1mzaib6dGqB+9U98mZOh1zLgNVTdhgzG/fMAoUNagYt4gci2gyEWKe1x3JjAa107C9bta+Gs1BDOqs083p8YLhCO/Y6Q2d9Cersw7D3GKVNKCHhfeXkFCyKGLwVSpQ16Nbzy7koS7F/Pg5wxa6w5xQW85L6wgQ0hhydHxJjVgGAJel34OgEGvPQALwlLIjtcZhaJYcDr6xPErvekASqAlxSeaNWwCup8UTaavKs2/ob5K7bglxVjPc3DtL8z4DVN9foMLIoIGdsFwtXzcH1cFY56nb0aJybwCif2IWTm15ByFYC950Sv+gj2i2yrZ8Dy63o4KzeGs0oTj8BLLlDjBF1lvoCjfpdgVwHU9HWuomXgaD0ozvnEBbyKLsZ0cVfpaz8EYqFSQa8LXyfAgJce4FV3XxwNusL1URVfTanJ9Qx4NVEj6ySKBqgA3sKftMTGxSOQNfMb0Yxz5fodVG8+EMe2z6fWaAx4qTWNX4JZ18yGdccaSJlzwt53KmCxetVPTOBNinG8oSPagb9+EfbuYyHlLuIV8CYqL++Thwgb2AgQXfF6d4lS4gNe8rFAPhrM9Kp5tdh1uogBLz3Aq8bv2gcvgJThLZ0snnC3DHhNUXuiHpQK4K3UsC/qVS+HprU/i6bsJWu2YsUPO7Bl6WhqjcCAl1rT+CzYq7hdawjsg+dBTpvB6z5iAS8BGxUAu42FlMcNgIm2xXNQL6GQBlUXIbO/gXBsL1xlq8FRt1PQqsj2/VRYdm2E+G5pRLYZHO884gNePH2MsL51lI+siAk/JLmiJQx46QBe/vZVJaTLzPhdogkGvEH7KqRWcCqAd92W3Rg8biE+L1cSxQr9G8N76gK27NiPIb1boHpFzzGUZmmYAa9Zmtd23Ghxuy0HQHzvfz4NEBfwxrXF71OnQXRxfCEc3gAv8fKGkR9YEss76nsgeaogmvm/onrp3SVXxwu8JKxhUm8I547B0XIgXO9FD/EKPqX4JjEDXjqA17J7E2wrJsd76NI3q/p/NQNe/3XH7oxbA1QALxFt9/7jSrzu31duggOHXNkzoWX9yqC5yhqRmwFvIni0JAkhYzq743b9zAsbF/ASryXxXkY9xJUItBXnFF4d0vu8EZxfNH11jTfASy4m8c4Emp2f1ICzVvugUxNJ0E8S9YtFPkRk228SlD8h4CXZHUiWBxLDS2J5k1JjwEsH8Ko5sh31u8JVxpz4XebhTUpPvnFzpQZ4jZuytiMx4NVWn2b0RtJBkbRQUsassPef4ddWclzAizjSdJkxPyPGjC8Nm7fAy13/G2Ej2kO22hAxYnlweXmfP0FYv3rgRBci4snMENUGCQEvXjxDWJ/ayuUR49cDoWFGmI+KMRjw0gG8JKyGe/pYiUMn70SzGvPwmqX5xDtukgTeFy/t+HrsAuz84xhSpghHu8ZVUbdauQSt7BJF1Go1GFdu3MGxbfNeXcuAN7gfDv7cMWUbmcRN2gfNgZw+s18TihN4yfZ1jEIMfnVO+00JFNrwFngVL+/0ryCcOgDnp7XhrNmG9lm/ks+6ZiasO9Z57ZVNEHij6MHRuCdcH1QMGj0EKigDXvOBl79zHaHftoAcngIR49cFatKA7mfAG5D62M1xaMA04K3abCA+KV0UXVvVBPnvhNrGRcM1NR6B3eu37mH84I64fO022vUdj1mje76KH45rsEUrf8aO34/g5F+XGPCGWZTyp89eOjW1i+GdkUNCQ1qCe/Es4PKZ8QFvzFK7hs/RgAETKqXsC/AGpZeXeHcHNADndCBiwEzIb+XyqHFPwCsc2oGQBaMgvlMMkV1GeewvsVzAgNd84LXs2Qzb8klIKK2eUeuNAa9Rmk4645gGvN+t/gU5s2XCh8ULgPx3Qq1JjOwNgZjH6RJRqkp7BXDfK5xH6WrQmAXKv4f2aRFn13fuP0KL7qPxVbfG6NB/EgPexAC8JG53fA8Il07DVawsHK0S/ujytObiA17hyB6EzB0CMU8RRHajN5+0p/kl9Hfr2jmwbl8NV8X6cFSL/gz5ArxkjJDpAyGcOghnhbpwftkqELEMuVedu1jgfUR2HObVmJ6AF04HwnpUB0QREWPXAMlSeNVvsF/EgNd84LUtGAnLoV+VbCkka4qZjQGvmdpPnGObBrxR1UnKCZNSwjGbKEq4evNunH/z1xxXb9zF54364sDmmUiezB0ft2zddmzavg8rZsSdKL7roKmoULY4MmdMh6ZdRzLgTQTAa930Haybl0BKlwn2r2YBtlB/l5RyX3zAmxTieENHdQR/9TwiO4+EmO+9aHr0FXhfeXlDQhExYgUQnjwgu+h6sx/eXSKPR+AFYJs3DJbDu6gAD111GKVzBrzmA++r+N2v5kDKlN0o08c5DgNeU9WfKAenAnjzl22G0zsXxVLw4yfPULpa5zj/5q81zl64ilqtB+PUbwvBcZzSzcatezFv+RbEFTqx58AJJXvEokn9cPzMxVjA+zTYt/X9UGSIVVDuinSKftxt/i3yhZOQR3QFeAHckDngNHixk7WUPNSCZxGxwzykgc2Bm1fAD5gC5C5ovgI0lEC2R0BuX1kJceFm/wTOaovWe3iIBU6XBKcoeT2qNL4vcPIguCoNwdWi18srrZ4LbF4OFHoffA/vQw+sAg+rhcfLSFe8OpEP74Y8dTCQKz/4r6Z5rbtgvjBFuBXPI5yQ5WCehbayG/quvXsTUt9Gyo4CP32jthPxo7eU4d4V/fGja3ZLEtUA1cB7884DVGs2AH/+PEcz8/ji4Y10OFGj5SBMHtJZSZMWF/A+j4j/R0szoSnryGbhFMBxOL2HGFqmID9/ArF/M5Ak/3yTbuA/qa6JaOTbKTxEwAt77I8AafFESL9uAF+zJfiqjTUZj5ZO5OMHIE7oCy5nPghfz4glVqiNV4DXB96F/PcZiEM7ACFhECauBpeMPi+v/OI5xO61gcgICEPmgsv6ttcmEQQOVoGD3RH/8yO7XBA7fOHuf8IqcGnTe91/sF6YLNSCl3YXGO/+Z0Ej37Xyrs0QF4wFV6wMhC7mp8RLTnYSWWMa0FADpgLvyKnLlKksXbsNjWqWjzYtSZJw4swlhIRY8d2UAZpNmcTwlqzcHnPH9ULRgu4iF+QQG/EqxIzhJaEWpLTxayndP7gul4gnz14gbeqUmDW6B/Llzsby8GpmGQM6kmV3Yv/zx+Eq/CEc7RLOl+qLRPGGNACw/LkLtvnDEuUhJOv6ebBuXRlvzK2vIQ2qzkOm9INw9jCcMfL6+mITPa+1blwI60/LIeYvjshOI3waypuQBtKhbfFYWPZvVWKZSUxzYm8spCG2hVMYGD4Wsmg0hAPb4ajdAa5yX5q+3FhIg+kmSHQCmAq87ftNVBRKik6UKVk4mnKtVgGZM6RD41oVkPGNtJoqnhxSu33vIcYP7oAr1++gda+xmDmqh5Kl4fbdhwqA92xXF7Isg4RVqO3M+SvoMmgqtq8cj1Qpk8NqERjwamoZfTuz/LQcto0LIaV5Q0lBhtBwzQZMCHgTcxxvyJguEC6fRWSn4RDzl4ilT3+Bl790FqFju0AmsbyjVtGVj/blc4QNqA8u0g577ymQcrzj0zryFniF04cQMm0ApLdywj5glk9jBOPFDHjNBV41fjdi4CzImXOavoQY8JpugkQngKnAq2pzwMi5GNG/tWHKJXl4CfTu2ndMObjWoWm1V3l4SdhCgw5DcXzHfFgEd6yq2uIKaWB5eA0zW0AD8RdPKVkZSCiGvd90r9JH+TJggsBLDip90wL83euI7D0ZYo58vnRN77Ukm0C3L0C2RyImbIgTSv0FXjLpkEl9IJw7CmeVJnBWpicUxLppMaybl/rtsfcWeCGJCOtdC9zL54gYshhyujfpXQsaSMaA1zzg5R7cRtigJlTk31W1wIBXg4eKdRFNA6YDr8PhRJs+4zFjZDeEhwV2Ut4M2zLgNUPrPo5JPHLfNAf37B84a7aF89NaPnbg+XJPwGtbNgmW3zfDUb0FXJ/V99xhEFwhnPkTIVP7Q8qaW/mIiKsFAryvvLxhydwZG2ioOkaKbPSr47d3l+jIa+AFYF0xGdbdm+Cs3AjOKv+VbA6C5eGziAx4zQNey75fYPtunNfFU3w2rh83MOD1Q2nslgQ1YDrwEuk+qNoRu9ZOhtUafEHqDHjpf8IIlBE4I1vuZOtdj+YJeC2HfoNtwQi/Yj71kFeLPm0bFsDy8wo4y9eBs0bcOzSBAK8ChxN7gz9/DI6qzeCq1FALsQPqg6SyIyntxLxFEdl1tF99+QK8/IWTCJ3QA9LrGWEf+p1f4wXLTQx4zQNe23djYdm3FY5a7eH6pAYVS4YBLxVmSFRCUAG8/UfMRYl38+LLSh8FnXIZ8NJtMuu2VbCumwvptddhHzRXt7yunoAXTx4hvF9dd0wq2f7neboV54V0IWO7Qrh0BvYOQyEVLKm5h5d0yJ8/jtCJvSDT4OUl3l0Suxvxwq/YXVVBvgAvCRdRYiuf/aN40Yk3PbE2BrzmAW/YV43APbwLe/8ZkLJ4n3FEz7XIgFdP7SbNvqkA3mGTlmDNpp0oViiPkv4rxBY9/16PtnWotQ4DXmpNA/7KOYSM7aLEmEb2mQIpW17dhPUIvMRbObgZ+Hs3Ye87VVdZdJtk1I69iN8llwfq4SV9hIzpDOHyX6aHg1h+WgbbxkWQcheBvbv/VfN8Al4S1rBmNqw71sD5aW04a7YxxLxmDMKA1yTgpfRjnAGvGU9h4h6TCuBt2WNMglqeP6EPtVZgwEupaV4+R+iQVuCfPFTK3ZKyt3o2b4DXtmwiLL9vUbb/SRhAMDfhryMImdxX8QYRr1B8TQvg5c8dReikPpCTpUTEiOWALcR41Wnk3SWC+wq8pIodqWYnpU4H+/BlysHLxNgY8JoDvMKBbQhZNAZiwZKI7DCUmqXFgJcaUyQaQagA3mDWJgNeOq33Km43TxFEdh2jOyR4A7zCwR0IWTgKYoESiOyoTyyxUdawblwE60/L4Py0Jpw12+kKvFG9vGZ9LFh+WQHbDwsg5S4Ee/fxAanZV+BVIHlQE/APbsPeYwKktxNXtT5VmQx4zQFe25LxsPzxM5w12sBZvnZAa1vLmxnwaqlN1hfRAFXA+8+T57hy445imWyZM+C1VPRVWIq5bBjw0vcgWX5dB9vqmZBTpkYEidtNnkp3Ib0B3sQUxxs6vjv4v08hsv0Q5WS3nh5e0jcpQkGKUZji5XVEImxAA3AvnsLebSykPEUCWk/+AK/1x8WwblkKV5kv4KjfJaDxab2ZAa85wBv2dRNw929TFyPOgJfWJzV45aICeO2RDoyauhxrt+yCJLkLSxKAqFWlLPp1ahArppcmdTPgpckaAHfjIkJHdgTJYRrZcyKkXAUMEdAr4AXw34/LNEhZ8xgim+aDeBm/S8bVIqRBlV+N5dUrtVx8elIPPorZ8yKyz9SA1ekP8HL3byHs66aQw5MjYuwagI+eIzxgoSjogAGvCcBLafwu0QQDXgoeykQmAhXASw6t/br3CPp2bKBUOyPt8InzGD19OT79qBgGdGlErdoZ8FJkGvtLhA5tA/7RXcPzlnoLvLRuH/piRf7cMYRO6u1VBTAtgVfN+6t4eUd9D1iiH271ZQ5eXxvFu0vSkJF0ZIE2f4CXjBk2rC24m5eUUsakpHFiawx4jQdemsOsGPAmtifc/PlQAbwfVuuE0QPbonSJ6LFpew6cxICRc7Dnh8C9KnqpmgGvXpr1vV/bzK9hObEPYs78iOwxwdDUX94Cr7B/K0IWj6XugIgv2iZ5aEk+Wle5L+Go3SHBW7UEXjJQ6PB24G9cVMYl4+vdrNvXwLp2NrTy7ipzsAkIDxHw6JnDJ/FJzmOS+9hVsgIcTXv7dG8wXMyA13jgfXWQ9stWcFaoS9UyYcBLlTkShTBUAG+R8q2wdu63yJktUzSlXrxyEzVbD8axbfOoVTYDXjpMY9n9I2wrprhjPEncbqo0hgrmLfAmhjje0Am9wF84jsi230As8qGhwCucOoiQ6QMhp0yDiOFL9fXyRvXudhmllBLWovkLvNyjewgb2NCdy3n8ekAIvkI9CemPAa/xwBs6uDn4ezeoTJXIgFeLtw3rI6oGqADeBh2GIkfWN/FNr2awCO7YNFGU8M34Rbh87TaWThtIrdUY8JpoGkck+NtXAIcdIZP6gpNE2LuOgZT3XcOF8hp4ydY0hUnevVaYKCKs2xfgXE68HLcWSJbSUOCN5uWt2wmustW8Ft3XC9XDj1p6dwPx8JJ7Q8Z0gXD5LCLbDoZYpLSvU6L6elqAl3vyENw/DyBlzGZOCrwoVkoRZlEyzDx76dTedhTH75LJMuDV3uRJvUcqgPfoqQto03s8UqVMhiL5cyk2OX7mIp48fY5543qjUL6c1NqJAa85prH89gNs6+cCzn+3hWUZrv/VgKNuwlvseknrC/DaFo+FZT9dZTy91Qt//gRCJ/aElCk77F/N8Xib1iENZED+5H6Ezhikr5fX5UTYwEbgnj7SPGbWXw8vmbsK4a6iZeBoPcij/oPpArOBl1TQs83+FsK5o261WW1wfNkarv9VN02NegLvq3Ln+d5DZOeRps0xvoEZ8FJnkqAXiArgJVp88OgJVm74FX9fuQmO45ArWybUrVYOaVMn7EEy2wIMeI23APfkEcK+agi4XNEGNytHqwJhPIf0qUJw57Hdo0II7BLoFQt/gMh233q8nqYLrFuWwfrjIrg+rgZHvU4eRdMDeMmgoSPag7/+N5z1u8JZpopHOXy9wLJzA2wrp0HKkhv2/tN9vT3B6wMBXu7pY6XUMGkRkzZADgnXVDYzOzMbeNVsHNF0YLEgYtgyyAaHSKky6Am81uWTYd2zCc7qLeH8rJ6Zpo9zbAa81Jkk6AWiBniDVZMMeI23HH/+GEInxj6043rvYzhafmW8QD4CL/fwDsK+agw5WQpEjFtnirz+DhoyqTeEc8fgaDsYLi+21PUCXuHkfoTMGAQpTXp39TGNW2i/eu4qfZ1HwJVP24wIgQAvmWbIpF4Qzh2Ho3l/uEqU03jm5nVnNvCGTOkD4ey/3t0oaiBlpEk5aTOansAbOqQl+NvXENl7CsQc75gxvQTHZMBLnUmCXiBqgPfkX5exZPUvuHj1lqJU4uFtXLsCCuTJTrWSGfAabx7i2SMevpjNVboyHA27GS+Qj8BLBAztXx/8Pw9gHzQH0pt0r/GoCg3rXBmcy6HkgpW9KOihF/AqOlS9vI16wPlhJc3sbt29CdYVkyFmzY3Iftp6dxW5/czSoE7QuvcnWJdOgFjgfUR2HKbZvM3uyAzg5V48g3BoB4Q9myHcvBxnRUb7gJmQ3nKH2hnd9AJe7tk/COtTG7LVhogpm42ellfjMeD1Sk3sIh80QAXwbty6F4NGL0C50u8iT84scLpcOHLyPA4e/UtJV1alfPyVnHyYqy6XMuDVRa0JdyqJCB3aGvyd69Gus/eeAskkT4UvIQ1EaNui0bAc2A6HzgevtLSOcPEUQsZ1h5gxKyK/9i5zip7AK5zYh5CZX0NO+wYihi3VbKr/1955gElRdGv4mzxLFFEEEVFAwQAiIqAI8iMCChIl5yQZlrjktOQl55wk5yQoSSWoGFAEwYiKKIiA5J08955aZtyF3Z2emZ6Z7plTz3Of/8pWdVd9p7rm7dOnTpkHN4P2ykXYuo6B49kysl3Xc6FggVdz6ybi+qakZKMvBPSlIBpKOIFXf/JzaD/5APqvD3qlcxtN0NisaaR05X1UvJRG6qCPUAEvjdu4IBHOp0rB2mOCIqcPA68izaLqTikCeKs07I1hvVuhYrnn0og5b8V2bNp1EHvXTlKsyAy8kTGNfu8GGDfNhzv7fWK3uqNslbCdqpbeiP0FXv2R3TCSl67kK2LHvRqKfvcqGLcv8+t421ACL9xumEe1h/bCWdia94ZDBi+v/tBOGFdPh+uRwrAMnhcSswQLvOKFac4Q6E8cha1pTzgqyB/DHJKB+7hoqIFXe+k8dId3QXd0L7RXL6f0RqOB46kX4Hq5uoip1/z2g3gR1X1zGOQFtTbpDuerocsE4kvnUAEvpXCkVI62Wq3heKOZr25E5O8MvBGRPapvqgjgpYMnjmybdY/QZ/+8iNptBuPrPQsVawQG3siYxjQpHrpfvhMxuxS7G+niL/BqLv6FuOF0VGx2JE9WRxyvacYA6E5/BWv7IXC+IE3zkAIvAN3Xh2FaMBKuXA/CQl5erTbwqeB0wjy0BbT//gNr51FwlgjNlyU5gNdzQpbriedg6a1ch4A/xggF8GpsFui+OgTdJ7uh+/mEtzuuB/LBWb46nOWqwnXfA/d0U//lRzAuHgNn0edhjZ/ozzBkrRsq4DWP6iBSOtLx684wHb/urzAMvP4qxvV9KaAI4G3WdTSG9mqJYkUeTdPfLbsPYdf+o1g4qa+vcUTs7wy84Zdec+k84oa2hDsuq4glVUICfn+Bl1Sj3fa0657Se1GaL0UXP/PvesYSauBN7eW1tuonACbQ4vG6h9K7S32TA3gpHV9c7zqAw47kCeuBHLkCHbZi2skJvLozp6A9shv6rz6Gxposxug2muEsVQFO8uY+USLzcZO+/eoDVgss49bAnQ4Uh0O4kADvrevI0rc+3HoDkqftAO7kvg/HePy5BwOvP2pxXSkKKAJ4l61/H0vX7kaDmpXwZOECcDic+Prkj9h94HPEd3gbDz3436lZFcqmPX5YyiBDWYeBN5Tqpn9tw47lMOxaiUhuUru7Z4EAr3HJOOi/OKCKOF4CCFNST7geKgDLiCWSjR5y4CUv77GDMC1MhOvBh2EZsTQwL29q766EE+QkC5BORVmAl8IaFiZCf+wgbPU7wVGlfjBdUkTbYIGXQhD0n+0V3tzU8f3Ox5+Gq3x18SXInzRunmN3bbXawPFG04hoFArg1R07BNPCUXAWLQlrfFJExiXlpgy8UlTiOv4ooAjgLV65jeQ+nziwVHLdcFRk4A2HyqnuQXGblOHg2mVY+02Hs9DTYe5A+rcLBHj1h96DcfU0qOEQAf0Ha2DcugT2CjVhb9pTsubhAN40Xt42A+As85rk/nkq6j/dA+OKJIhNSrQhT6Px+xpSG8gFvN5wjseKwpJwb0iY1P4opV5AwOtygo6bJu88/S9cTjEcV45ccJatAmeFGnA9mPbIeqnjpZApCp1y5c4Ly+h3pTaTtV4ogJfyS1OeaXvNVrDXaC5rf+W8GAOvnGrytUgBRQCvmk3BwBte62l/PA7z1L4R/RFKb8SBAC95ocwj26oijtc0cyB0p76Ere0gOF78n2SjhwV46QSyLz+GcfHowLy8LhfMI9pA+89fsL4zHM7nQ3tkr1zAC6cDcX3qQmO1IHnMKrjvzyPZLkqs6A/wav8+B92RXcKjS55dKm6dDs7i5VJCFp55UZbMCuYhLaC9fAGRygATCuA1j34H2j9/haXXZLie9BHaEcGJwsAbQfGj9NYMvEEaloE3SAH9bG5cMQn6Tz9Q3O7iQICXhu6N4x22CK58Bf1UI0zVXS7E9a4twOr2+HWAH6dOhQt4hZd3eGsBrf5Cue7oPpiWTQiLd5csJhvwivR2E6E/uldxz0MgM9MX8Gqst8WLjZY2oJ057b2F8+GCIsuCo+zrknJD+9M3Cp2iECp/v2z4c4/M6soOvCqJ3yVNGHjlmkV8HY8CigHec+f/wbsb9+DM7+dF3wo/9jBavl0VD+e9dwetkszHwBtGayhkI4lcHl66Du0Epx3htiY94QjBEblyWEf72/cwT+gOV55HYBnpX0hR2ICXvLyfH4Bx6Tj/wDW1d7fDUDhLVZRDskyvISfw6r77HKZZg8XLkgjFUHHJCHh1P30L3Sfvg2JPKesCFVdcFjhLV05JJ/ZY0ZCNWnP1kgihQoQ2yMoNvLpvjsA0fwTUkN2DgTdk0zpmL6wI4P3s2Cl0SpiCgo88hFLPPiGMcezkT6C0ZPMn9EGZ54sp1kAMvOEzjccTp8TNFoF6ePUHd8K4ZrrYUBOpY5F9WdCwZx0MWxbB8cqbsDXr5at6mr+HE3iRGl4lpk4LCJL9UuDeynICL8WsxvV7G5rbN5E8ZD7c+QsF2bvwNydo1+9aBd2fZ+C6/yE4yr8J14uVoPtkT8oGtH9STt+kQs8+5Vt2Pf8K3HpjWDpLx5jTceb+pOOTq2NyA69xwxzoD2yBvUYL2Gu2lKubIbkOA29IZI3piyoCeBt2HIGSzxTBwO7NoLmzWcTtdmPczFU4/t0vWDdfuYn5GXjD9/yYpidA9/0xBJt+KhQ9DhR4ted/F4cnuHPkSkkvpcBimj1YbAiyBrAhLKzASxkbPt8P09Lx0ry8qcMgwpjPWVbgBWBYPR2GQzvhqN4EttptFTiDMu6SOOJ2UFORXi1Nod8Bt1v8E8UmO8pVhZNANwJxyp4NjY7iZWHrEt6jnOUGXvPYTtD+8Qss8UlwFS2p6LnCwKto86iyc4oA3pJV2mHzktEo9Gi+NCKeOXse9doNxTd7lfupjoE3PPOeDgMwD2oKtykOlqQNcBtM4bmxxLsECrx0eeGhu3lNhAtQ2IDSSlx8LZHL1DJhHVw5/ksRKKWf4QZe6pN5eBtoL56D1Ud6Mf2xj2FcOBqufJSZYbGU4chSR27g1f58AubJveHOnRfJEcomEKgwnk/s97R3u+Eo8xqcL1UTx99GslDscFx8ymlryRM3iNMdw1XkBF5N8q2U3M00jhnvwW0Ij4c8UK0YeANVjttlpIAigLdi3R4Y0bcNKpd/Pk0/Dxz5GiMnL8PHm6cr1oIMvOExjeGDtTBsXQzHS6/D1rJ/eG7qx12CAV7jotEiQb69eW/YZTge149u+6yqPfsjzOO6gk6msiSu8Fn/7gqRAF790f0wLhsPV/5CcCpbnwAAIABJREFUsAyZn2GfTYntofvrd9jaDYKjtPTME36LcFcDuYFXQD6l6rt6CdaEmXA+ptwQsLu1ywh47ZXrwd6gc7BSy9beuHyiyAhBfaK+havICby6E5/BNGeoOHTD2ntyuIYQ8H0YeAOWjhtmoIAigDdpzlps++CIOGTihRJPiq5+ffInTF2wAXWqV0CfTg0Va0AG3vCYxpseSKGf4oIBXsqJSbkxHS9Whq3twPAIKvEuhr0bYNi8AI6Xq8PWoo/EVv9ViwTwponlzeCIYE/y/aAOq/BbjZQGoQBew6Z5MOzbBEflurA16BJgz8LfTHPhD8SNvDcMw9pjPJxPvRD+DmVwR+0PX8M8rb/fB68EOwA5gdczR+xvNIO9Vutguxby9gy8IZc45m6gCOC12x2YvngTVm7aC/r/qRiNBrSo/zq6t6sPg16nWMMw8IbeNN4sATlzi2M+Q3koQKCjCQZ4tX/9BnNiB0XG8ZJHiDxD1tb94Sz7ut/yRAR4KWPDpx+AUtile0wwxe6Oag/thbMBxSX7LcJdDUIBvNrffoB5QjfxuV3Egofw4Ixgx+9t77DDPLEHtH/8JI79pf0bnk1rjtfC50WVNJ5UB94kD5oHd4HCkpoFW0lO4DWP6wLt2Z9g7TkBzmKRDRORogsDrxSVuI4/CkQceG02Oxau2ok2jd+ATqfDH39eFGt1gYfzCOhVemHgDb2FjGtmQH9wB5TsmQgGeEnBuD71oLl9A8kjl8GdJ7CToWS3RBD5dz19iRTwItVRwZYuiXAVL+eVx5uaKZijiIMQOxTAS92hGHeKdVfDhiTakGacPxL640fgohfZIfOR99G8uPhvMlwpe9UUVwzbl8KwezXsr9WD/e3whFvIBryWZJFLm35ck6ftABQev0vGZ+BV3COg+g5FHHhJwRff6IjPd83zZmhQk6oMvCG2Fp0mRZu6km8hOXEF3A+k3dgY4rtLvnywwGuaPxK6bw7D1ry3SLukhELeIPIKuXM/hOTRKwPqUsSAl7y8R3bDuHLKPV5e85hO0J77JWCvdUBCpGoUKuA1bF8Gw+5VAaWPC3ZM/rY3bFoAw74NcJuzwJIwE+68j8LXwRP+3kPu+ppL5xE3tKU43CJ5wjpZTnLz1Ue5gFd74jOYKX630NPiSHY1FAZeNVhJXX1UBPC26TUePdrVx/N3cvCqSUIG3tBayxNrqfSFOljg1X+4Fcb1s+EsWwXW1gmhFVXi1fX7N8O4cS4cL1WFrWU/ia3SVosk8Kb28lq7jYHzmTLQffspTHOHBXYEcUAK3NsoVMCr+ecvxA1rBXeWbEhO2hgWIAtEEt2h92BaPQ1urQ7W+IlwPZFyvK3SgZf6aJrYA7pfT8OaQWx4IHpk1kYu4DVsXgjD3vWqSl3HwCv3bOLrKQJ4KXZ38Zr30KhWZTzx+CP3hDJUKFtcsZZi4A2taTwxpLamPeGoUDO0Nwvi6sECr+bcL4gb00lRcbwEhgSItpZ94XipWkDqRBR4ycv7yfswvjsZzsefgrX/DHi8u7ZW/eEo539MckAi3NUoVMBLtzGPfgfaP38NG5D5q4f29DGYZg6Axu2Gtd1gOEtX8l5CDcDrOSjGWaoCrB2G+Tt8v+vLBbzm8V2h/f1HWLuPg/Pp0n73IxINGHgjoXp031MRwFu8cptMVT5xwL/jTMNpsnAAr/bnk9Af3Qc65tJV8Ek4Xq0V1lyQd+sp1yLsy06Um5bCGehEJQvlv4zL4qtJxP4eLPBSx+P61ofm1nWRS5Vyqka6yNGfSAOv0DWhITTXr4jUatpL5+HO+QCSx6+NmLyhBF5v+r4ylWFro6yMHxRGYkqKF8cD299qBfubzdPYQA3ASyfaxfWpK/qdPHmL8KaHssix1qbJIzx9h9ggqIbCwKsGK6mrj4oAXnVJlra3oQZe7ZnTMCf1SHNTV76CKflFtZHJXiHHIizF5t5P6go+dtczDjmA1zRvOHTHPwnKoypFVyl15PI4Rxp46SQv8+Cm0Nj/O8mLEu5bxqyK2EtjKIFXc+Ui4gY3g1tvQPKUrYrZnEQv6+axnUH2cLzwKmzth9wzDdUAvNRp48JE6I8dhK1JDzgqviXlcQq4jhxrLR3dbJo12PuVI+DOhLkhA2+YBY+B20UceC/8cwVHj52G1WYXOXgLF3xYVbKHGniNq6ZBf/i9ezSxDJoLV4EiEdFKjkVYSsc9aXRs3cfC8fSLUppErI4cwGs4sBmGDRQzG/nDNby5gcu9Dvr8H2iJNPB60pPd3f9gwjQC1cLTLpTAS/fwxJna3hkKx/MVg+1u0O01lmQYk7qLQz6cRUvCGp+U7jXVArz6U1/AOHOQOOCDDvoIZZFjrdVvXQTjB+tgq9oQjrodQtldWa/NwCurnHwxgEKp7hxYHgE5jp34CR37T8btZIu4u06nRWL/dqhdrXwEehPYLUMNvOapfaD98dt7OmdrOwiOF8N3OlTqDsixCPtSm34c6SQskVd04gZf1SP+dzmAlz75UoypK3c+WEb7f6qZnCIYF4yE/uvDQXubIw28hi2LYNiz7h5p7FUbwV63vZySSb5WqIHX8OFmGNbPhaNkedg6jpDcr1BVNM1IgO70MXGEs7XfDLjjsqoaeKnz4ToOXI611jSxJ3S/noIaHAepJwYDb6ieyNi9bkSBt1XPcTAaDBg3qAPMJiMmz1uHvQe/wqGtM1SToizUwEs7a2mHbZqi1yN59Cq4c94fkZkrxyLsq+OGjfNh2L8R9ioNYK//jq/qEf+7HMBLJ4RRrkyN1YLb49cBEbKv+EH35gVeDneewL+6RBp4tT9+A/PUezNMRPIkr1ADL67/K+KWKeSJ4kxhjovY8+E5ktedNYcIw3Lf90CGfVGLh5cG4D3ZrloT2Orce1KcXIIHvdbabYiLfwuU9zh5yraIzgV/NWHg9Vcxru9LgYgCb7maXTBnXDxKFU85Tvj6zdt4qWYXfLhxGvI8cJ+vvivi76EGXso/SwnadT98nTJeN+AsWgLWXpE7Cz3oRdiX5VxOxCU0Am1aSx6+WOToVHqRBXjpc7TnZLNW/eAsVzUiw6Zd/rTb350jV8qpXUGUSAOvgJM102E4uNM7CscrNWBrFh/EqIJrGnLgpWwNU/pC+9PxoD30wYxUv3s1jNuXQsRM950G96NPZHo5NQGv5sJZxI1sl3JoRghPfwx2rdWd+hKmmQPFZmfLgNnBmDPsbRl4wy551N8wosD7TKXW2LFiHAo9+t9hApSxYcvi0SjyuEJOm/IxBUINvJ7ba65dFsdCGucOA2hDytjVQLacEZmgwS7CvjqtO3EUpjlD4Hr0CVgGzvFVXRF/lwt4DXs3wLB5ARwvV4etRZ+IjM0bv/tiZdjaBrfTXwnAK0RMvgntxb/gIm91XGh31vsyWjiAV39oJ4yrp8P51Asgb3a4Cx2iQoepuDUaWOmku2fL+uyCmoCXBmMe2wnaP34R+pLOoSjBrrXGbUugf3+Nar6UpdaQgTcUMyq2rxlx4B07sAPy5cnttULb3hOQ2L8t8ud90PtvZZ4vplgrhQt4PQIYVyRB/+ke2F97G/a3O0ZEl2AXYV+dNi4aDf1XH8PWoAsclVNSACm9yAW82t9/gHl8N7gfzIfkUZGJ4/XuQm8aD0eFGkFJrxjgDWoU8jYOB/Di1g0RZypYnw6hyJpd3kFkcjXKLGOa0hsapwPWpvFwSpxDagNeTxYZZ5nXYG0zICT6BrvWmibFQ/fLd7j7eO2QdFbmizLwyiwoXy6ym9bIwyulfPfRMinVIlIn3MCrufgnzCPaRNTLG+winKmh6Mx3T55L+qEOcZ5LuSaNXMCrhDheT/yuZfgSuPIWCEoiBt575QsL8FJ4zOzB0J38HLZG3eCoVDsoO0ptLNanCd1A+WodlevB1qCz1KaqOGktzWBuXBWhV9DpkJy0KSTxsUGttSqO3yWdGXglPzpcUaICEfXw/nnhkqRu5s+b8UYHSRcIYaVwAy8NxbRsAnRH98H+ekPY64U/zUxQi7APW3g/xZZ4SZwWpZYiG/CmAhXyGpH3KJxFe/53mEe1lyV+l/rNwBs54KU1gtYKZ+FnYO07LfTT6OY1iFSCVy6KY5ytXUcDGo3k+6rNwyvW4jsx9xR+RGFIcpdg1lrd98dgmp6gqtCw1Pox8Mo9m/h6EQXeaJA/EsAbaS9vMIuwL5ubknpAd+Y0rB2Hw1nyFV/VFfN3OYHXk5nD8cqbsDXrFdYxeo5OdZSuBFu7wUHfm4E3csCLO19LNC4nkumgjfvzBG3PDC/gsMM8sQe0f/ws8oPTJjUYTX7dT43Aqzt2CKaFo+B6sgQsIdhIHMxaa9ixHIZdK2GvUh/2+p38soUSKjPwKsEK0dUHBt4g7RkJ4KUuG5eMg/6LA7BXawx7nXZBjsK/5sEswpndSXPpPOKGthR5OkXcoU7vX8ciWFtO4NX+9j3ME7rDlSc/LCPDG85jXDwa+i8/hq1JTzgq1gxaUQbeCAIveSAXjgJBGX0Joi9CISlut8gkoz9+BK7786RsNA1gQ60agRdOR0qsdPItka0hs7RrgWgfzFprntwLdCw9fSlzlngpkNtHtA0Db0Tlj8qbxyTw3rptwbCkJfjok2+QI3sWdGpRC41qV07XwKs278Wm9w7i93N/I9d92dHwrUp4p/l/x0lGCniFl3d4a8BkRvLYNWGNdQ1mEc7sKTJsXwrD7tUi3pDiDtVU5ATeSMbxUv5WzfV/YRm2CHSEdbCFgTeywOv1QJLXddDcYM2ZbnvKE05fJdxZssGSMAvuPIFl2FEl8JLzYc0M6A/ugL1mK9hrNJdV44DXWpXH75KIDLyyTiW+WKRPWouUBQh2//jrIiYP74pfz55Hp4TJmDehjzja+O4ybeFGUJaIJwsVwJnfzyN++EwkdG3qPQ0uUsArvLx3vHGO6k1gqx265Od3axLwIpyZwd1umAc2gfbaZVgGzIKrYNFITY+A7isr8JJnbtYg6L77ArY2A+Eok/7LWEAdzaSR9u8/YB7RFu4s2ZE8ebMsl2fgjSzwCg9kn7riMJPkUcvhfjDwQ0TSmxC6T/fAtCIJbq0O1j5T4Sr0VMDzRq3A6/0ikzsvLKPfDXj86TUMdK3V/vANzNP6wVWgMCyD5snap3BdjIE3XErHzn1izsNrdzjxUs3OAnBLP5cCVUMnLhH/S+nQfJXhk5ZCp9NhWK+WomokgVdzZ4NRuL28gS7CmWnrXaAfKgDLiBR7qKnIDbz6D9bAuHUJwnlIgmfDoKNURdg6DJVFfgbeCANv6k2uNVrAXjNl3ZKjaE8fE4caaNwuWNsNhrN0paAuq1bgpUHTiyK9MBL0O4s8G5QOqRsHutYadq6A4b13RVpHSu+oxsLAq0arKbvPMQe8FJrwZvMEHH1vLrJlTTlyc9Xmfdi571OsmZP5j7zb7Ua9dkNF+EPjOyEQkQRe6rtpwUjovj4M+xvNYK8lLc1bsFMy0EU4s/salydB/9me0MYaBjvwTNrLDbyUy9Sc1AOuML4AeOLCbY27w/FqLVnUYuCNPPBSajJKUeZ6IB8sifLkdtbQaXwTe0Bjs8D+VivY3wz+U76agfe/F1R5N5oGutZ6TtqzdhwBZ8nysjzL4b4IA2+4FY/++8Uc8J7+6Xe83WE4Tn64FJo7KXO27zmCRat3YfuyMZlanMIbDn9+AqtnD4HRaBB1r960R3aW/PUbMKSNiOXF5A1hieU1G7Ui3ZDF6pRn7HYb0LUm4HQC0zYB2dVxrHTqwdNUypHFgGu3ZJoPpEXnNwCHHZixDciWQx6tM7tKfD3g+r9A4lIg/2Oy3C+rWQeb3QW70y3L9aLhIga9Bka9FrcsMj0/vkRxOYEedYDbN4HhC4CCmR/x6+ty+PcfYGTHlLnyclWgfXCn8XnulzObAddv2eFW41QhTfo0TFmH6Xk1GH3KKKVCQGttJNYOKYPxs8592VJ+Y7mwAnIpEHPAG6iHd9Hq97D1/cNYPn0gcuf6Dz5uWx1y2SLg6zimDYHrq8PQ1W0JXT3fYRkB3+hOQ4NOK/4/u9MV7KVEe9eh9+FYMB6aEmVg6DdRlmuG+yL08mQ2aJFskw9i7BP6wn3yS+i7Doe23P9COiT33+dg79tcnMhlnLdDtnuZDDo4nC44XWqkGNlkSHMhnVYLvU4Dq12+ueKrp44lk+H6cAe0NRpD3zjwFFVuSzLswzoC589CU7QE9IOmQqPV+bq9pL/HGfWw2BxQ60zxPq9dhkL7kjz5swNZa12nj8Mxtic0BQrBMFZ94WGeyZLFpJ4sPZImOFeKuAIxB7wUw1uuRmcsnNQXpYqnbFKjTWzkVcgohnfZ+vexdusBrJgxCHkeSOt9jHRIA/Vf88fPiBvbGW7K2DB+fUhO/Ek9UwP9zJbRbDdN6wfdD9/A1nYQHC+GFuxC9cTJHdJA/dTvXg3j9qVwVHwLtiY9QtV1cV39kd0wrpwC5/OvwPrOcNnuxSEN90oZrpPWUt9Z++NxmKf2hSvXg7CMXR2YfV1OEbOr+/7rlFCbhJlAXNbArpVOKzWHNNBwdJ/vh2npeDifeRHWbmNl0SWQtdbw3koYdi5XZbab1KJxSIMsU4gvkkqBmANeGjttUjt/8TImD++C3/64gA59kzB3fG+RpeH835exctNe9OnUCAQxFN+7aPVOLJ06APkeyi2k02q1MOhTvBpKAF7qh+fEH9qUYq/RIqSTPJBFOKMOaa5eEtkZxMY7Op5Tpk+BIRUgnYuHAnh1P5+EaXIvkR6M0oSFstAPNf1g2xp2heN/dWS7FQOvMoCX3uhFyrkbV2GhbAoBbKwyLp8I/Wd74c5+n0hxJnfOWbUDLygVWL/6gM2G5AnrZAnNCmSt9TgQrB2GwVmqgmzPcrgvxMAbbsWj/34xCbyUh5eg9+NPvxEb17q0qu3Nw3v81C9o2iURx/cvhl6nQ5VGfQQEpy6Vyz+PmWN6Kgp4vV5eOrSB8vKaUzbkhaIEsghn1A/97lUwbl+GSJwqJqc2oQBeimmOi38LGocdtydtArKGLo7Xk383efA8uB8pLJs0DLwKAV4Aho1zYdi/WWxIpI2J/hT9+2tg3LYEbqMZlv4z4M7/uD/NJdVVPfBSqsh3J0P/yfuybb71e60N45ohyahBVGLgDUI8bpquAjEJvHLOBaV4eGlMtBObdmTLtWs6I538XoQzEdw8pAW0ly/Ins5HThtLuVZIgJdsOq0/dD98jVB6a7wn3MmYf9ejGQOvcoBX+9sPME/oJg6IECcZSoy91X1zGKb5I+HWaGDtPh6up0pJeST8rhMNwKv98VuYp/aRLbuKv2vtf1+FHoNl2EK/baCkBgy8SrJGdPSFgTdIOyoJeMPl5fV3Ec5IYt2ZUzAl9YQrBAnbgzSr381DBbzhiMcjjxR5ppzPvQxrp5F+jz2zBgy8ygFe6ol5UFNo//0H1u7j4Hy6tE9bU3o805Te0DgdsDaNh7NCDZ9tAq0QDcArNB7QWLYDdPxda71fzMIQ9x+onaW2Y+CVqhTXk6oAA69UpTKopyTgFV5e2lRy6kvYarWB442mQY4u/eb+LsIZdcKwejoMh3aG5EjOkAw8k4uGCni9HqP8j8MyZEFIhuXJgWx7uzMcr9WT9R4MvMoCXu/x3S9Vha1lv0xtLY4vn9ANmts3Ya/SAPb678g6N+6+WLQAr/fQBxmOSPd3rTXNGADd6a9gazcEjtKvhtReob44A2+oFY696zPwBmlzpQGv58ACdwhjef1dhNOVmI487fc2kHwLlnFrZN8AE6RZ/W4eKuANRxxv3JDm0Fz+W2xEchUo4vfYM2vAwKss4NX89RviEjukZHSZvAXQZZD66dYNmMd2gvbKRTieKw9bx+Ei93YoS7QArzdEiNZgCh3JSGMJYvq11kZR/C5Jw8ArYYJwFb8UYOD1S657KysNeIWX907cp71OO9irNQ5yhPc292sRzuDuuq8+hmnRaLieeA6W3pNk72O4Lxgy4KVPpFP6QvvTcVg7Doez5CvyDu3aFWQZ0CgFgKZsoxQksl6fgVdZwEu9MSd2gPav35DhKVwOuwhj0P36vXgBok1q0If+EIBoAV6h8eRe0P58MmONJT5l/qy13hCxMJ7OKHEYAVVj4A1INm6UiQIMvEFODyUCr9fLmzUHkinnptEU5CjTNvdnEc7oxsY5Q6A/cRS2ln3heKmarP2LxMVCCbzeT6SV68LWoIusw9N9tgem5UlwFi8Ha5dEWa9NF2PgVR7weuM8X3gVtvZD0nbQ7YZx/kjojx+B6/48sAycA2TLKfu8SO+C0QS83rzWQcbF+7PW/ne8cQ3YmsWHxWahvAkDbyjVjc1rM/AGaXclAq/wMNzxCtrrdYD99YZBjlJm4L1xFXEJjQCdLiX3bghTqMk68EwuFkrg1f74DcxT+8FVoDAsg+bJOiRvGqX6HWGv8ras12bgTV/OSBw8kbonmisXETe4Gdx6A5KnbE2T+9qweSEMe9eLTA6WhFlw58kv+5zI6ILRBLywJKfk5HW5UsIasmQLSEd/gNc0axB0332h6gN8UovEwBvQlOFGmSjAwBvk9FAq8HogyR0CL68/i3B68hr2bYRh03w4y1aBtXVCkBZQRvNQAq9IaB//FujwABF2IOMLQtzQlqCYQ8uAWXAVLCq7mOzhVZ6HV7wQT+gGSlNmbTMAzjIpx+DqPt0D04okuHV6WHtPgavQU7LPh8wuGFXASzl5l4yD/osDQR3mInmtdbkQ17s2NFYLbo9fB+S8P6y2C8XNGHhDoWpsX5OBN0j7KxV4aVimid1FHJ693juwv94gyJH+11zyIpzBHc0j2kL79x+w9pwAZ7HQ5PSUbbASLxRS4E0dE9h5FJwlXpLYKx/VQhy/S3dn4FUm8Or3bYJx0zw4ipeFrctoaE8fExle4HaJDWqyx4pLmLHRBryULYc0dT36JCwDZ0tQ4N4qUtda7W/fwzyhO1x58sMycllA91JaIwZepVlE/f1h4A3ShkoGXkpPQ2lq5PbySl2E05NW+8fPMI/tDFfO3CI7Q6h3fgdpXsnNQw28hh3LYdi1EvYq9WGv30lyvzKrSEcJ05HCHuiR5aJ3XYSBV5nAq7l8AZSdg4rr6dLQ/PgtNHYbHHU7wFatUSimgs9rRhvwiuOc+zeA5uY1JA9fDHfeR31qcHcFqWsthaFQOIraT6xMPX4GXr+nCzfwoQADb5BTRMnAS0MzJfWA7sxp2Bt0hr2yPDlWpS7C6Ulr2DgPhv2bYK/eBPbabYNUXznNQw28uh+OwzStL1yPPpGykUiGYlg1FYbDu2T/ApC6awy8ygRe4+LR0H/5cZrOOR9/Gtb+02WYWYFdIuqAF4B+y0IY96yHrWpD8TLhb5G61hpnD4b+5OewtR0Ix4uV/b2NIusz8CrSLKruFANvkOZTOvDq6FPljAS4cuSCZcL6IEeb0lzqIpzezSj3Lnk8LKOWwfVg+DbEyDLwTC4SauDV2K2I61FT9IDieN1xWYIeknlEG2j/PgfLgNlwFXwy6OuldwEGXgUCr8uJLN3fFBuqUhfXY8VgSZgZknkg5aLRCLzaC3/APLJtwOuv1LU2Lr4WNNZkWMatheu+3FLkVnwdBl7Fm0h1HWTgDdJkSgdeGp5pQjfofvsBtkbd4KhUO8gRBw68uhOfwTRnKCLtSQpagHQuEGrgFXZMiofuzHewdRsLxzMvBjUM7fUrMCdQ/t04JE/bHtS1MmvMwKs84NVcuoC4oS3u6Zg4rIayNkSoRCPwpqy/3aH77XtYe0yA8yn/9ixIAV5vmNgD+WBJXBEh68l/WwZe+TWN9Ssy8AY5A9QAvLoTR2GaMwTuHPcjeczKoJPIS1mE05PVtHAUdMcOwdakJxwVU7yV0VLCAbzGbUugf3+NLMe86j8/AOPScXA+8yKs3caGzAwMvMoDXuoRpSWj9GSpCx1FS0fSRqpEK/DqP9oG47pZcJT+H2ztBvklr5S11rB3AwybF8DxcnXYWvTx6/pKrszAq2TrqLNvDLxB2k0NwEtDNI/pBO25X2Tx8kpZhO+R9fbNlKOE6ZN8EHkpgzRXyJqHA3i9u74LPinCEIIpxlXToD/8Hmx12sJRrUkwl8q0LQOvMoFXd/JzGJdPFOFFVFz5HhMn+bkfeiRkc8HXhaMVeOFZ+7Rav/OOS1lr6asZfT2ztuoHZ7mqvmRWzd8ZeFVjKtV0lIE3SFOpBXh1334K09xhsnh5pSzCd8uqP7gDxjUz4ChVEbYOQ4NUXXnNwwG8cubj9aSGs/SbEdJ8qwy8ygRe0SunE5rzv/1//sIscD+YL+IPVdQCL4U1zB8B3TdHYGvWS2RSkFp8rrVRmH/Xow0Dr9RZwvWkKsDAK1WpDOqpBXip++aR7aC9cBa2xt3heLVWwCP3uQinc2XKEUm5Ii1dEuEqXi7geyu1YViAV+RW7gHdr6dh7ToGzmfLBCbHrevI0rd+yklb03aIE+9CVRh4FQy8oTJ6gNeNZuDVHf8EpnnD4SzyLKx9pkpWyNdaqz37E8zjusCd+yEkj14p+bpqqMjAqwYrqauPDLxB2ktNwEseBvI0BBvL62sRvltSOsmLTvRyZ8uJ5AnrAG3oACtIcwbcPFzAa9iyCIY962Cv2gj2uu0D6i+lo6K0VM6nXoC1x/iAriG1EQMvA6/UuRLNwAuXE3F960OTfAvJiSvgfkCaR93XWqvfvxnGjXPhKFcVtlb9pEqtinoMvKowk6o6ycAbpLnUBLyUCN08qn2Kl7dpTzgqBLZxzNcifLekxq1LoP+ANlvJd2hCkGaTvXm4gFf33ecwzRoM5+NPwdp/RkDjoNASCjGx1WoDxxtNA7qG1EYMvAy8UudKVAMvHTW8fjb0H26FvUZz2Gu2kiSLr7WWvMbkPba17AvHS9UkXVMtlRh41WIp9fSTgTdIW6kKeAHojh2EaWFKI5XHAAAgAElEQVQiXLkehCXx3YA+Z/tahNNISpA9sAm01y4HfNpQkCYKS/NwAS8syYjrXVucUCfCEQxGv8cnXnrO/y4+rdIn1lAWBl4GXqnzK9qBV/v7jzCP75pyyuT4tZJk8bXWxvWpB83tG355jSXdWAGVGHgVYIQo6wIDb5AGVRvwpvXyxsNRoYbfCvhahFNfUPf9MZimJ8BVoDAsg+b5fS+1NAgb8FIs9viuoB9Pa/dxcD5d2j+Jwhi/Sx1j4GXglTpBox14SQfvZtFek+B68jmf0mS21mrO/YK4MZ3gzpELyTIdKuSzQ2GswMAbRrFj5FYMvEEaWnXAS8ddfvkRjIvHBOzl9Qd4TcsmQHd0H2xvd4bjNXmONg7SZCFpHk7gNWxeCMPe9XBUbwKbn8czUx5kyofsLPo8rPETQ6JF6osy8DLwSp1ksQC89NzS80vhBxSG4KtkttZSeASFSTjLVoG1dYKvS6nu7wy8qjOZ4jvMwBukidQIvHSkqDhW9p+/YGveG47yb/ilgmTgpc/v/eqL9Edis1r2+/y6j5oqhxN4tSc+g5lOrCv0NKz9pvslEyXAp0T4FENIsYShLgy8DLxS51gsAC9uXEVcQiPAaEzJyesjJCmztdY0fyR03xwOaA2XapNI1mPgjaT60XlvBt4g7apK4KVY3i/2w7RkfEBeXqnAq//0AxhXTIKzeDlYuyQGqbSym4cTeIOJ4zWPfgfaP3+FpddkuJ4sEXJRGXgZeKVOspgAXkotOGswaPMpeWXJO5tZyWyt9cbvjlwGd578UmVWTT0GXtWYSjUdZeAN0lRqBd40Xt4WfcSxlFKLVOA1T+kL7U/HYe0wDM5SFaReXpX1wgq8FAs4rgsoByelFaP0YpJKmON3qU8MvAy8kuYmgFgBXk9ImbNYKVh7TggIeOmllV5eozV+l0Rh4JX65HA9qQow8EpVKoN6qgVe8vIe3QvTsokpXl5KWq7VSlJDCvBqrl4S2RkQlzXlKGGdXtK11Vop3MBr2DQPhn2bYH+jGey1WkuSjT5/0mdQ1xPPwdJ7kqQ2wVZi4GXglTqHYgV44XQgrk9dwGqBZdwauO97IEOJMlprKSyJwpMcL1aGre1AqRKrqh4Dr6rMpYrOMvAGaSY1A6/w8g5pDu2///h1DrsU4DW8txKGncvhqPgWbE16BKmy8puHG3g9R0W7ijwLi8STm4wb5kB/YAvsNVrAXrNlWERl4GXglTrRYgZ4KSfvqqnQH94FW522cFRr4jfwGhcmQn/sIGxNA8u0I9UmkazHwBtJ9aPz3gy8QdpV1cBLGRvuxNm6HnwYlhFLJXl5pQCveUgLaC9fgCVhJlyPFQtSZeU3DzfwBhLHax7TCdpzv8DSKwmuJ0uGRVQGXgZeqRMtloBX98t3ME2Khyt3XlhGv+s38Hridy3Dl8CVt4BUiVVVj4FXVeZSRWcZeIM0k9qBlzIomIe2SPHySthEQXL5Al7dzydhmtwLrocKwDJiSZAKq6N52IGX4njHdoL2j19giU+Cq6gPgJXhwIpALMHAy8Ardd7EEvCSJlKcAumttXRoDB0eE83xu6QPA6/UJ4frSVWAgVeqUhnUUz3wkpf38C7xiU2ql9cX8Er9XBek9IpqHgngNW6YC/2BzZJCFLwhEE8Uh6X3lLBpx8DLwCt1ssUa8Bp2rYRhR+ZhX+mttfqDO2FcMx2O0pVgazdYqryqq8fAqzqTKb7DDLxBmigagDeNl7ftADhffC1TVTIFXrstJfeuhA0ZQUqvqOaRAF7dN0dgmj9CpBejNGOZFcPGuTDs3wz7m81hf6tV2LRj4GXglTrZYg14pWzsTW+tNS4eDf2XH8PWpCccFWtKlVd19Rh4VWcyxXeYgTdIE0UF8JKX99BOGFdPl+TlzfT0nzunuFGqLEqZFSslEsALP9KMedOY9ZwASocUrsLAy8Arda7FGvCSLuap/aD98ZsMUzemt9bGJTSE5vq/sAxbBFe+glLlVV09Bl7VmUzxHWbgDdJE0QK8cNgRN7g5NNeviM9k9Lkso5Lp6T+epOptBsBZJnNPcZDSK6p5RIAXQNzojtD8eSbzgyQiFL9LBmLgZeCV+qDGIvDqP90D44qkDA/nuXut1V74A+aRbeHOkh3JkzdLlVaV9Rh4VWk2RXeagTdI80QN8JKX9+PtMK6dCVfeR4X3ABpNuupkCLx+HpsZpPSKah4p4P3vqOCWIpY3veKJ33UWfgbWvtPCqhsDLwOv1AkXi8Arsq1kcvz63Wut50uco1RF2DoMlSqtKusx8KrSbIruNANvkOaJJuBN7eW1th8C5wuv+gW8hr3rYdi8UJzaZmvRJ0hl1dU8UsCrO3YIpoWj4CxaEtb4pHRFM2xaAMO+DXBUbwJb7bZhFZaBl4FX6oSLSeClnLzLJkJ/dC9sb3eG47V6aeS6G3iNS8ZB/8UB2Bp1g6NSbanSqrIeA68qzaboTjPwBmmeqAJe8vJ+uBXG9bMz9fJm5OE1j2gL7d9/ZP55PUi9ldo8UsArJY7XPL4rtL//6N8xxDIJzcDLwCt1KsUq8Gp/+Brmaf3hKlAYlkHzMgVeb/zu0IVwPfyYVGlVWY+BV5VmU3SnGXiDNE+0Aa/w8g5oDM2t635tpCCgIrDylUg9SLkV2zxiwEsbX0Z1gPb8b+LENTp5LU2JYPwu9YOBl4FX6kMbq8ALt1scw669dhnJwxfDnfdRr2SpnQuai38ibnjrmIjfJQEYeKU+OVxPqgIMvFKVyqBe1AEveXn3b4Zx49wMvbzppspZP1t4h8N5bG2QppO1eSSB17hmBvQHd8BWqzUcbzRLMy7dyc9hmj0YzsefgrX/DFnHLOViDLwMvFLmCdWJWeAFYNi+FIbdq2GvUh/2+p3SBV79kd0wrpwCZ8lXYO04XKqsqq3HwKta0ym24wy8QZomGoEXNiviBjVN8fJ2HC4W2NTlHuB1ORHXtz40ybeQnLgC7gfyBamq+ppHEnh1X30M06LRSC8VnGHLIhj2rIO9WmPY67QLu7AMvAy8UiddLAOv5tJ5xA1tCXe2nEiesA7Q6oRsqdda07IJ0B3dB1vDrnD8r45UWVVbj4FXtaZTbMcZeIM0TVQCL3kc7mxAExkbhi/OFHi9p3gVeVZ8Vo/FEkngzSyO1zyhO7S/fQ9rtzFwPlMm7KZh4GXglTrpYhl4SSNTUg/ozpyGpUsiXMXL3QO8nvjd5MHz4H6ksFRZVVuPgVe1plNsxxl4gzRNtAJvGi9v51FwlnjJq9TdHl7T/JHQfXMYtua94Sj/RpCKqrN5RIGX4njvbBi09psOZ6GnU0SkU+/i3wLFCCZP2QaY48IuLgMvA6/USRfrwJteyjHPWnvz7NkUD3AM5N/1zBcGXqlPDteTqgADr1SlMqgXtcBLXt4P1sKwdTFcjxSGZfB/u4fTAO/tm4jr9zag1SI5aVNEoCpIE8rSPNLAa1g9HYZDO2Gr0xaOak3EmHSnvoRp5kC4HisKS8IsWcbp70UYeBl4pc6ZWAdeeNZSAMlJG4Es2bwhDcn7d8K4YhKcz70Ma6eRUiVVdT0GXlWbT5GdZ+AN0izRDLwiKfqgJiI215rKy5saePUfbQMdfuB4sTJsbQcGqaZ6m0caePVffAjjkrFwPl0a1u7jhJDGrUug/2AN7K83hL1eh4iIy8DLwCt14sU88NIzu2g09F99DFvTnnBUqOkFXuvcsdB/tifdXL1S9VVbPQZetVlM+f1l4A3SRlENvJSxYfdqGLcvTePlTQ283hyv3ccJ2IrVEmngxbUryDKgEdwmc0r4glYLU1JP6M6cShMTGG77MPAy8Eqdcwy8gO7EUZjmDIGz0FOw9pvhBV5H70bQXP4bloFz4Hr0CamSqroeA6+qzafIzjPwBmmWaAfeNF7eLqPhLF7WuwjfPPML4ka2gytnbljGrcnwKOIgJVZF84gDL8XxDm8D7cVzsCTMhCt/oYjH75LhGHgZeKU+wAy8ACjjTUIjaG5eExlvshUoAPe1f+HqWS/Ny6xUTdVcj4FXzdZTZt8ZeIO0S9QDL8XyvrcShp3LvV5ej4fXsmpuSsqrqo1gr9s+SCXV3VwJwGtcNRX6w7uELVwFisA0Y4DwBpFXKFKFgZeBV+rcY+BNUcqwcT4M+zfC/kZTmBt1gPvIB3AtHA9n8XKwdkmUKqfq6zHwqt6EihsAA2+QJokF4BVe3gENobFaYO02FllKvwQ3AEfPt9M9HShISVXZXAnAq/viAExLxsHxbBm4CzwBw+5V9ySyD7e4DLwMvFLnHANvilKaC2e9X8700zbAvXQS3Ad3wV7vHdhfbyBVTtXXY+BVvQkVNwAGXgkmmb10C1Zt2QeHw4mar7+MQT2aQa9LSQweE8BLXoedK2B47104Hy8G4/C5cH/3FVxJfeEq+CQsA2ZLUDG6qygBeLXXr8CcQHG8ccIbr/vlpPAIkWcoUoWBl4FX6txj4P1PKfPYztD+8TN0CVPhWpoE98W/YBkwC66CRaXKqfp6DLyqN6HiBsDA68MkO/d+iqS5a7Focj9ky5oFHftPxpuVy6JTy1oxBbya2zdhptPXrMnQ9ZsE16H34f5sH+xNesJesabiJna4O6QE4KUxm4e2hPbSee/waQObOy5LuOXw3o+Bl4FX6uRj4P1PKcOHW2BYPwd4uhRw6ph4iU2etl2qlFFRj4E3KsyoqEEw8PowR/u+SShV/El0aVVb1Nyx5xPMXrYV76+eGFPAS4M1bF0Cw/urgSxZQWEOcLlE7l139pyKmtSR6IwigNfthml6f+h++FpI4M71IJJHLAOMpkhIIu7JwMvAK3XyMfD+p5Tm2hXQyWrQpPyb6+HHYRk0D7jzZVGqpmqux8CrZusps+8MvD7sUql+PIb1boXK5Z8XNX/69RzqtBmCY3sWwmQ0xExIgwDe9XNAnofUhTespaihBODVH9wJ45rpaezjKP0qbO2GRGz1YeBl4JU6+Rh4/1PKsGWR2BAcy2stA6/UJ4frSVWAgdeHUmXe7IRZY+JR5vlioub5i1dQpWFvHN42E7lyZofV7pKqterrWXs2gOvS32nGoX3gIZimb1D92IIdgEYDGHRa2ByRmw/WYZ3g+uVU2qFotYhbvh/QpsSch7sYdBo4XW64aJcjlzsvR4BOo4HdyaKknhJGgxZ2u0tsiI31wmstYDJoY30a8PhlVoCB14egvjy8MttD0Ze72vR/gMOeto96A+5b/aGi+x0rnbvauhpw+9Y9w80xawO0efLFigw8TlZA9QrwWqt6E/IAFKgAA68Po1AMb+kSRb2b1GgT26ylW7wxvJev2xRo1tB0SZfUC/jheJqLu4s8C9eAGaG5oYquqtECubIaceVG5OaDdv4oaL74KK1quR+Cc8KaiCmZPYseVpsTNgf77TxGIE8mea9u3HZEzC5KvPH9OYz494YNbp4q4LUWyJ3DqMRpyn1SsQIMvD6MR5vUpixYjyVTEpAtaxze6TcJ1SqVibksDSST9vcfYVowEporF4Vq7vvzwNpuCFyFnlLxIyBP15UQw6v5+xxM80dCe/63FPtkywlbq/5wPltGnkEGcBWO4b1XNLNRhywmXURfjgIwZcibcAzvfxLzWgtwDG/IH7mYuwEDrwSTz1qyBau3xnYeXq9MLheyXzsvjhG+kSMv7daSoGD0V1EC8HpU1vxzHrDehjvfYxHf1c3Ay8Ar9eln4L1LqRhfaxl4pT45XE+qAgy8UpXKoF6sHDyRevieo4Vv3L4rnjdILdXcXEnAqyQdGXgZeKXORwbee5WK5bWWgVfqk8P1pCrAwCtVKQZerwKxvAhnNF0YeNNXhoGXgVfqEsvAy8CbWgEGXqlPDteTqgADr1SlGHgZeDOZKwy8DLxSlxKO4U1fKQZeBl4GXqmrCNcLRAEG3kBUS9WGQxqCFDBKmjPwMvBKncoMvAy8UudKLH9NYw+v1FnC9aQqwMArVSn28LKHlz28fj8tHNJwr2QMvAy8Uh8kBl6pSnE9VsC3Agy8vjXKtAZ7eIMUMEqas4eXPbxSpzIDLwOv1LnCwCtVKa7HCvhWgIHXt0YMvHcpEMuLcEaTgYGXgVfqUsLAy8Arda7E8lrLIQ1SZwnXk6oAA69UpTKoxx7eIAWMkuYMvAy8UqcyAy8Dr9S5wsArVSmuxwr4VoCB17dG7OFlD6/PWcLAy8Drc5LcqcDAy8Arda4w8EpViuuxAr4VYOD1rREDLwOvz1nCwMvA63OSMPBmKhGnJbtXHgZeqU8V12MFfCvAwOtbIwZeBl6fs4SBl4HX5yRh4GXglTpJ7tRj4PVTMK7OCmSiAANvkNODY3iDFDBKmjPwMvBKncoc0pC+UuzhZQ9vagV405rUFYXrSVWAgVeqUhnUY+ANUsAoac7Ay8ArdSoz8DLwSp0r7OGVqhTXYwV8K8DA61ujTGsw8AYpYJQ0Z+Bl4JU6lRl4GXilzhUGXqlKcT1WwLcCDLy+NWLgvUuBWF6EM5oMDLwMvFKXEgZeBl6pcyWW11oOaZA6S7ieVAUYeKUqlUE99vAGKWCUNGfgZeCVOpUZeBl4pc4VBl6pSnE9VsC3Agy8vjXiGqwAK8AKsAKsACvACrACKlaAgVfFxuOuswKsACvACrACrAArwAr4VoCB17dGXIMVYAVYAVaAFWAFWAFWQMUKMPCq2HjcdVaAFWAFWAFWgBVgBVgB3wow8PrWKGpq3E62omLd7ij9XFHMm9AnJOOy2x2YMHsNDh39Fv9cvoqCjzyE7u3qo3L55733+/jT45iyYD3O/nkRRQs9gpH92qJo4QIh6Y+Ui85eugVzlm/D2rnDUPypQlKa+F3nxOkzGD3tXfz6x3nR9vlnn8Dgns3xaP6HxH+/u3EPtr5/GD/9eg7136yI4X1a+32PUDXY9sERLFq1E+cuXEL2rHF4pujjSOzfFg/cn1PWW67avBeb3juI38/9jVz3ZUfDtyrhneZvyXoPuS5Gc3vczNU4+vUpWCw2PPLwg2hcuzKa1HlNrlvcc52RU5Zj/fYPsXrOUDz3dOGQ3SfQCzucTkxfuAnv7f8UV67ewIO570P50s9iRN/QzGWal/Pf3Y6/LlzCw3kfwIQhnVC82OOBdj9k7Y6f+gWT5q7D9z//Dp1Oh8IFH0Z8h7fxYslist9z/rs7sG77AVy7fgtPFi6AQd2bhWxNk73zfEFWIMQKMPCGWGAlXZ6AauLsNbhx6zYObJgqfpDkLrduWzBt4QbUrv4K8uXJjf2HvsLYmauwfdkYAXdn//wbddoMQdLQzihf5lms3XYA727Yg12rJsBkNMjdHZ/Xc7vdqN60P27cvI03KpfF0F4tfbYJpMKFf67g0pVryJ/3AdjtTixZuwvfnvpFwAuVPR9/CYNBh/cPfI4scSbFAC+Bepte4zFlRFeULfW0+CE98sUJlH+xOPI8IO/8mbZwI8o8XwxPFiqAM7+fR/zwmUjo2hS1q5UPRPKQtumUMAVxZiMGdGuG7Nmy4Odfz+Gvvy+j+v/KhOS+J77/FWNnrMTpH3/D8hmDFAm8NKc37zok5gq96BKIfvrVKTStK/9LwEeffINhSUswsl8blHiqMM5fvIxcObOL50tJxWqz439vx6NNozfEy5DT6cLxUz8jW9YsKFX8CVm7euDI1xgwZj6WTh2AJx7Pj0Wr38P6HR/ho03TZL0PX4wVUKsCDLxqtVwA/SZwee7pIsL7WrPKS2jT+A3vVYpXboMPN07zeu3GzVyFLHFm9GxfHy6XGzMWb8LGnR/DbDKgY8taGDFpGY7tWSgJUt9oliCuQzCwest+7Nz7iRf0qAOv1O6OxIS2+N/L/3mBAxheQE2+PP4DOvSbhFF924DG/PHm6TAY9OJa7XpPRP0ar+LN18qK/95/6BiWrtuNlbMGi/8mb+yQ8YuF1/aFEkWFdrlyZkPvjg0z7QtBNnl0F6zcicPbZqapS15gp9OpGOBdt+0Atrx/WHi/Myrb9xzBwpU78c+Va3im6GMY1a+tAI8zZ8+jebfR4of+yOcnQF8YGtd5TTIADZ+0VHjEhoXoJSSgCXOnUcW6PTBmQAdUKFs83cuc/OFXjJ+5WswRevEb0K0pyr3wtKjbZ+Qc3JcjG86c/QvXb9wW3uwxCe3x0IO50r0WPX9NOo/C0N4t0bzbGCyfPlCRwEvjIrtnNP/p68+spVuwc++nIBB8rUIp8cJALw40z/YfPiZeHsjDT8/IoB7N8UKJJ9PVpH77YWhe/3XUfaNCMGYMeVt6Bt5qOTDTtTKj54c6R/OsSd3XcPCzb3HrVrLQg3TxrFGpB0BryoEjxwTwUvn7n39RuUEvfLpzDnJkyxLysfINWAGlK8DAq3QLydS/839fRpVGfYSn9dDRE+Lz+dalo71Xzwx4t+w+hIWrdmLxlATkzJ4Vg8YtxN6DX0oCXvJqvtagNzYvSRSf8uiz9Xv7PksDvOVrd0PLt6uhY4vwf74eMmExbidbxOfQV+v2EB6j1yuW9gm85Kmp2XIAGtWqjBZvV8VX3/6ITgmTxY9wRj/45B19q9VAJFusSLbY0K9LY7RqUE3RwPv9z2fRuNNItG3yJl59qSSKFXk0zUvO4c9PYOjExZg7vjeKPJ5feOvf//BzrJ03DL/+cUH82NPLDoUmXP73Ohq8MxyThnVGqeLpg4xHDAKeeu2GolHtyiJUQGml59CZwqPbrsmbAj7zPZTb20UaJ417eJ9WqFKhNI6d+BE9h83E9mVjxUsRgeHXJ3/ChgUjkTtXDvFsffbVKSye0j/dYdIz89OZP0VoQMnX2ysWeKmf9Em9c6vaImyqyGP5odFovGOaMn89Tn7/KyYO7SRepmkdyZ/vAfTr3FgA76ipK/DuzEFibhw78RO6DZ6GPWsmIVvWuDS62Gx2PF+1gwgLWLV5n4DjapVeRJ9OjSS9gIdzLhHYV2/aT4yJ4JxCpmgN9ZTMnh/SjoD36ScLYtbYeNGk26DpKPlMEXT6f6fD3YUAt0PfJIwb9I7Xw3vki5NYNXtIOIfM92IFFKsAA69iTSNvx+at2I49H3+BzYsTcfHSVfHmv2HBCDz1REFxo8yAl0CuQtnn0KxeFVGXIIg8LL48vPTD9E7/yeKHb0h8C9H217PnUbfdUEwf1R0vv/is+KEjz2qHZjXFD1g4C0En/aCMH/SO8DaR15oAfdbYnj6Blz71dxk4FR9vngE6dIJK98HT8fij+TIEXvphJhii/6OXiEovl0S5UileP09RmoeX+kXAtnLTXpA3nF4O6lSvgP5dGsNoNKD7kBl4/tkiaNv4TTEEGuMrdbpj/fwRwotH4PfF7vkiTIPK1AUbcPNWss/QEQpvIBhYPXuIuI/SCnmrV2z4APsOfYWfzpwTdqc5TqBHnjYCjXkTenu7TYBM9iboIeB9+KEH0KdTypcAi9WG0tU74uCWGbj/vuxphkrzsVnX0Vg3bzjuy5lN0cBLtt++5xNs/+AIvj39i4Bagl/PC8tLNbtgwaR+3jjbH8+cE8/QvnWTxTpAz8TaecO942/SJRGtG1ZDtUppw0T++OuiCEOikICpI7vB7nCiy4ApeO2VF9CtbV2lTRUR2rF4zS588uVJ/HnhEl4u/QyG92mDfHnuz/T5IW95ypeE9qhQtoQYFz0TFJa2ffnYe8ZJMdT03Cxdu1v8jV6uFk7qhycLPaI4TbhDrEAkFGDgjYTqEbgnhRU0eOtVL5hQeAPFSg7s3kz0JjPgJU9btzZ1UfmVUqLu1Ws3QV7ZzICXfoR6DZsFo1Ev4nV1Oq131BQaMHPJZvz9zxW8+nJJ/PHnRbxV9eWwe/Lo0+qY6e8K0KBPhAR0FMbw4aZpAjwyC2mgMcxZvhWbFo3yjouuFWc2+QxpoAYEMjVaDMBHm6aLT7qeokTgTT1dv/vhN/QcOkN4XuklhV58rly9LuDGUygeeuaYnuLzdKOOI/HF7nnevxEMfv7N95g5ukeGTwHFHtIXCPp0Tx5QpRd6CaAXyg07PsKBjdNE+M/W3Ydwf6q+k1efvmK0blRdAC95+lo3rO4dWrmaXbBs2gDhQU9d+ifOQ+mSxcQGPipK9vCm7jd9Adl36Ev0T5yPZdMppvQRlK3RWcTxe14QCZBprhzaOlMA78Gj32L2HU8mXYtepsqULCa+oKQutGGwUv14MYc8axJtdqTNWvSipeRCzobB4xeJLi6c1DfT54e+HBDw0ovT008+JtqQs6F1/Hh8tnPOPcOk54Z0mDMuHo/kexC7PzyKpDlrsXPFeOTM8Z9XWcn6cN9YgVAqwMAbSnUVcm36fEqxfxTH5Yn9os1l5HUjuNPrdCjzZidsXTJa7HamkjBmvvBC0efojv0no2I56R5e8jT0GTEHwuMwqjsMel2GSlA/XmvYG4sn9xfxn+Es7fsm4Yuvv/f+GNAPMO0up5cACk2gz4dVKr6AOtVfEd2iHxPyQlEML2046zpoml8e3tRjI+B9tV5P7Fs/RXh6PEXpwEv9TJy6Atdu3BKhCaQRbT5MLzuBJ36R4pRpQxGVsTNWiRjljDYHLlv/PtZuPYAVMwbJvikulHOL5k2FOt2xc8U4AW7Hv/tZbN5KrxDw0gvV4J4pXz0o1OXlWl3Fi9fdgE/AQ/PSExpAXwfok3jXNnW9X1xCOa5gr12r1SDxLDWs9T8BvOSxL/xY/nsuS8C7eut+bFs6xvu3um2HiE/3d3t4qQK9cCf2b+fN/qIW4KW+f/DR5+I5oP0CmT0/VJfsPyS+Jaq+mhJmRV8UZizalK6HN2H0fOHVpVApT6F5NXlYF7xU+plgTcntWQHVK8DAq3oT+h4Afao/d+Ef8eneU+gzKv2gUDwdbRZr2WMsar7+svAkUbowirVsWreKAF5PDO+SqQnIkS3zGF7y7PQfPU94/WYk9vB+jiao9nh5Pzt2Ck8VKYir129i8vx1Yudyas+O7xEFX4Pi3UXpWqMAAA9TSURBVAi050/skyYlGn2m/uTL77Bx4UjMWrIFv/95QXio6RN2294TxMsBAS/BfM0WA4VXWkoML2VhIJih8I5/r93A5Hnr8Mvvf2HXygliMHQ90mH8rNUCCAmGSC+6XyQL7Yb/58pVvFKmBHL/f6qwUz/9jl7DZ4ld5y0bVBMbIEdOXoZpid3xzJOPiXAF+nRLkELAS8Dzdo1XRQo2Gm+b+PHC+0uf/u8uFI+5aPVOsenGExOr1WozfWGKlDbkOaO4UYpbptAN2oC4Y88n+HDjVDGv67QdgiE9W6BKxdJwu1z49vQZsaGLxkXAS8/Aokn9xHyg7Au/nbvg3WyUekwE0i6Xy/tPFIc/I5FSCxbzholESoO770ve+wIP58FzzxSGyWgUGVoovpsykZCHcvK89Tj98+8YndAOeR+8X4RW/fDLH2LjHwHv6OnvCoitVbU8du77REDh3rWTxJeCu8ukeetw/LtfMGN0d5H1pLMIaSiFLq3rKEUO0Y9z5//BtvcP443Xygn701ctWo+zZjGL5yCz58cDvPnzPSjWR61Gg3f6T0Kll59Hl1a103l+9oqYZko5SfciD++Q8Yvw/pokoTcXViDWFWDgjfIZQD/G5EkcN6jDPVkQaJPIlX+vY9qobjj90++gDVwEWPSjbDToQQutJ0sDpRqjlEOUpaFd0xoYM30lju9bnCZUgaSkGLWqjfveo2pC1yYCkKi06zMRX5/4ScBwlQoviB3sd29MCbVZaKPQBx99IcA2daEf4SqNeotQhTy5cwl4JzjOfX8OFC9WSIQ9eLI00OdFSo3069kLAuAoQwN5xdOLI6Sd2LShh/TJliUOpUo8gT4dG4n0TVSmL9qEBSt3pOkLbYjylfEh1DpRtoE5y7aCYpZv3ErGQw/kQs3XX0LX1nW9n6Z37T8q+k5jy54tDmWef0q8XHmyNNCGtSVrdom50q5JDeHxS68QzNHmytSF8jcTGCitkL0oq8Cf5/8Rz8rTRR9D73caer9SnPrxNyTNXYvvfzoLrU4r4laH9molQMQTw0ux0ZTFgebV6AHt03j6MxqvkkMadu77FGu27MfPv/0pXtoKPpJX2NuT5YSyNNAzQM/Cv9duiqwUDd6qJDZuEvDSZtps2eJw4PAxAWj0FSCjXLW0P4AAmTZImk1GkVKwT8eGiov3pvCviXPWiDCeS5evImeObMLbShv1PN78jJ4fD/BS6NDqLfvEl4DXXy2NwT2apztOemGeunAD3tv3qcj+QbmhKRTNswlXac8Q94cVCLcCDLzhVjwK7kc/5l0GTuP8jnfZkkIcaGNSg5op8ZaxXjzA+8n22bEuRZrxE/DSrn3PJlAWBwJ4KWcvvXxz+U8BCmmg7B0UA82FFWAFglOAgTc4/WKiNXlm6BMsHTZw83Yy+ifOxSP58ngzL8SECOkMkjx05MWieEzaPU2f+ne+O54/H97RioE3/SeDgfdeXRh4058rDLyx+uvC4w6FAgy8oVA1yq5Jnw+bdRsDSgdEG9DKlykuPqulF1sXZUPPdDh0EAftyLfZHcjzQC6RVi31EcqxpEV6Y2XgZeCV+gww8DLwSp0rXI8VCFQBBt5AleN2rAArwAqwAqwAK8AKsAKqUICBVxVm4k6yAqwAK8AKsAKsACvACgSqAANvoMpxO1aAFWAFWAFWgBVgBVgBVSjAwKsKM3EnWQFWgBVgBVgBVoAVYAUCVYCBN1DloqAdHTBB+XUpt2yyxYYSTxfCwG7NRDJ9T5m9dAtWbdkHh8MpDqYY1KOZyNVLmRsmzF4jEqfTUZ+UT7Z7u/rpbtrafeAo+o6aKzZ1UU5JLqwAK8AKsAKsACvACoRTAQbecKqtsHtRWq2vT/6M/5V/XhyGMGvpZnz21SnsWTtJ9HTn3k9F8vxFk/shW9Ys4ojhNyuXFcd90pHABMu1q7+CfHlyi1OVxs5che3LxuDR/CmHKVCheo06jRTJ+Sk5PAOvwiYBd4cVYAVYAVaAFYgBBRh4Y8DIUodIp4z97+14HNwyQ5wC1L5vkkiQ7znGko5Onb1sK95fPTHdS77RLEGczFb9f2W8fx83c5U4ue2TL06KU5MYeKVag+uxAqwAK8AKsAKsgFwKMPDKpWQUXGfPx19izPR3xQlqGo0GlerHY1jvVt4wBToGtU6bITi2ZyFMRkOaEV+6cg2vNeiNzUsSUbjgw+JvdPTuoHELsX7BCHQZMJWBNwrmCA+BFWAFWAFWgBVQowIMvGq0Wgj6/NeFS2jSJVHE6FarlOKhLfNmJ8waE48yzxcT/33+4hVUadgbh7fNRK6c2b29oIMp3uk/GUUey+89fc3tdqNZ19GI79BAtH+n3yQG3hDYjS/JCrACrAArwAqwAr4VYOD1rVHU16BQhlY9x6JZvdfRvP7r3vFK8fDaHU70GjYLRqMeSUM7Q6fTivYbdn6Ez78+Lf6NCgNv1E8jHiArwAqwAqwAK6BYBRh4FWua8HSMQhFa9hiLem9WRPumNdLclGJ4S5coKjapUaFNbLOWbvHG8DqcTvQZMQf0v9NGdRfHDntKn5FzcOSLk2KzGpXrN27BYNCj0sslvRAcnhHyXVgBVoAVYAVYAVYg1hVg4I3hGXDl6g206jEWlV8phS6t63iVIEilGF7apDZlwXosmZKAbFnjhJeWwh0IgJ1OF/qPnocrV69jRmIPGO/E9FLKMvLy3rh5G1ab3XvNfolzUfKZJ9C6UXXkzJ41hlXnobMCrAArwAqwAqxAuBVg4A234gq635bdhzBkwuJ7erRp0SgUK/Ko+PdZS7Zg9dZ78/D+eeESqjbue0/bhK5N0LJBtXv+nUMaFGR47gorwAqwAqwAKxBjCjDwxpjBebisACvACrACrAArwArEmgIMvLFmcR4vK8AKsAKsACvACrACMaYAA2+MGZyHywqwAqwAK8AKsAKsQKwpwMAbaxbn8bICrAArwAqwAqwAKxBjCjDwxpjBebisACvACrACrAArwArEmgIMvLFmcR4vK8AKsAKsACvACrACMaYAA2+MGZyHywqwAqwAK8AKsAKsQKwpwMAbaxbn8bICrAArwAqwAqwAKxBjCjDwxpjBebisACvACrACrAArwArEmgIMvLFmcR4vK8AKsAKsACvACrACMaYAA2+MGZyHywqwAqwAK8AKsAKsQKwpwMAbaxbn8bICrAArwAqwAqwAKxBjCjDwxpjBebisACvACrACrAArwArEmgIMvLFmcR4vK8AKsAKsACvACrACMaYAA2+MGZyHywqwAqwAK8AKsAKsQKwpwMAbaxbn8bICrAArwAqwAqwAKxBjCjDwxpjBebisACvACrACrAArwArEmgIMvLFmcR4vK6BiBao06oPzf18WIzAY9Mh9Xw48W+xxvF3zVVQoW8KvkS1duxs79n6CzYsT/WrHlVkBVoAVYAXUpwADr/psxj1mBWJWAQLeSi+VRNN6VeBwOPH3P1ew9+CX2LzrEFo1rIZ+nRtL1oaBV7JUXJEVYAVYAdUrwMCrehPyAFiB2FGAgLdu9VfQtU3dNINevWU/xkx/F2vnDkPxpwrhdrIVo6Yux5fffI/LV2/g4Ydyo2ndKmhWr4pot2X3IQyZsDjNNYb1aolGtSvjzNnzmDR3Lb745nsYjQaUKVkMCd2aIu+D98eO0DxSVoAVYAWiTAEG3igzKA+HFYhmBTICXqfThfK1u6FBzUro06khrt+8jdWb94kwh/tyZsOJ02cwfNJSJPZvh6qvlhYSpefhvXTlGuq0GYK3qr6Mt2tUFPXmrtiOX8+ex7r5w6HX6aJZXh4bK8AKsAJRqwADb9SalgfGCkSfAhkBL420cedRwpM7ZUTXdAc+dcEG/H7ub0wb1S1D4J2zfBsOH/0Wq+cM9V7DZrOjTI3OWDZtAEo+UyT6ROURsQKsACsQAwow8MaAkXmIrEC0KJAp8HYaiYfzPogpI7qI4S5eswubdx3EX39fBkErlWeLPi48tRl5eLsNmo4PP/k6XbnGD3pHeH65sAKsACvACqhPAQZe9dmMe8wKxKwCGQGvw+lE+Vrd0KjW/9C7Y0MBupPmrcOkYZ1R4qnCyJY1DnNXbMPej7/0ZmVIL6Shy8CpMBoMXi9wzArNA2cFWAFWIMoUYOCNMoPycFiBaFYgI+BdtXkfxs5YibXzhqN4sccxdOIS4dWdMKSjV44eQ2fg3F//eIF35aa92LDzI2xbOsZbZ9aSLVizbT8+WJ0kIJkLK8AKsAKsQHQowMAbHXbkUbACMaFA6rRkTqcTFy7+i32HvsSm9w6idaPq6NupkdCBvLfrd3yINXOGiU1rH3z0ORJGz0ehgg97gZdCF/qNmot3Zw5G3jz3I0ucGTdu3kbdtkNQ5PH86N62HvI8kEtAMuXr7d+1CXJmzxoTOvMgWQFWgBWINgUYeKPNojweViCKFUhz8IReh/tz3Tl4osarqFjuOe/Iybs7auoKfPzpNyJE4blniqDAww/i0NFvvcBLYRCDxi4U/0ZZHTxpyc7+eRFTF6zHZ1+dgsVmR7489+Pl0s+iX5fGMBkNUawuD40VYAVYgehVgIE3em3LI2MFWAFWgBVgBVgBVoAVAMDAy9OAFWAFWAFWgBVgBVgBViCqFWDgjWrz8uBYAVaAFWAFWAFWgBVgBRh4eQ6wAqwAK8AKsAKsACvACkS1Agy8UW1eHhwrwAqwAqwAK8AKsAKsAAMvzwFWgBVgBVgBVoAVYAVYgahWgIE3qs3Lg2MFWAFWgBVgBVgBVoAVYODlOcAKsAKsACvACrACrAArENUKMPBGtXl5cKwAK8AKsAKsACvACrACDLw8B1gBVoAVYAVYAVaAFWAFoloBBt6oNi8PjhVgBVgBVoAVYAVYAVaAgZfnACvACrACrAArwAqwAqxAVCvAwBvV5uXBsQKsACvACrACrAArwAow8PIcYAVYAVaAFWAFWAFWgBWIagUYeKPavDw4VoAVYAVYAVaAFWAFWAEGXp4DrAArwAqwAqwAK8AKsAJRrQADb1SblwfHCrACrAArwAqwAqwAK8DAy3OAFWAFWAFWgBVgBVgBViCqFWDgjWrz8uBYAVaAFWAFWAFWgBVgBRh4eQ6wAqwAK8AKsAKsACvACkS1Agy8UW1eHhwrwAqwAqwAK8AKsAKsAAMvzwFWgBVgBVgBVoAVYAVYgahWgIE3qs3Lg2MFWAFWgBVgBVgBVoAVYODlOcAKsAKsACvACrACrAArENUK/B9ajNU7Pr8RGgAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NOT SMOOTHED\n", "# Ensure 'end_timestamp' is datetime and extract 'date'\n", "social_retreat_df_all_exps[\"end_timestamp\"] = pd.to_datetime(\n", " social_retreat_df_all_exps[\"end_timestamp\"]\n", ")\n", "social_retreat_df_all_exps[\"date\"] = social_retreat_df_all_exps[\"end_timestamp\"].dt.date\n", "\n", "# Loop over each experiment_name’s subset and build one plot per experiment\n", "for exp_name, df_group in social_retreat_df_all_exps.groupby(\"experiment_name\"):\n", " # Compute daily win‐counts per mouse\n", " wins = df_group.groupby([\"date\", \"winner_identity\"]).size().unstack(fill_value=0)\n", " # Turn counts into proportions\n", " proportions = wins.div(wins.sum(axis=1), axis=0).reset_index()\n", "\n", " # Melt to long form for plotting\n", " df_long = proportions.melt(\n", " id_vars=\"date\", var_name=\"winner_identity\", value_name=\"proportion\"\n", " )\n", "\n", " # Create and show one figure for this experiment\n", " fig = px.line(\n", " df_long,\n", " x=\"date\",\n", " y=\"proportion\",\n", " color=\"winner_identity\",\n", " markers=True,\n", " title=f\"Experiment: {exp_name}
Daily Proportion of Victories per Mouse\",\n", " )\n", " fig.update_layout(\n", " xaxis_title=\"Date\",\n", " yaxis_title=\"Proportion of Victories\",\n", " legend_title=\"Mouse ID\",\n", " )\n", " fig.show()" ] }, { "cell_type": "code", "execution_count": 27, "id": "daaa025b", "metadata": {}, "outputs": [ { "data": { "image/png": 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" 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" 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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Average number of retreat events per experiment-day: 9.89\n" ] } ], "source": [ "# SMOOTHED\n", "# Parameters\n", "BIN_HOURS = 6 # how many hours per bin (e.g. 6, 8, 10, 12, etc.)\n", "SMOOTH_DAYS = 3 # how many days to smooth over (e.g. 3, 5, 7, etc.)\n", "\n", "# Ensure 'end_timestamp' is datetime\n", "social_retreat_df_all_exps[\"end_timestamp\"] = pd.to_datetime(\n", " social_retreat_df_all_exps[\"end_timestamp\"]\n", ")\n", "\n", "# Loop over each experiment_name’s subset and build one plot per experiment\n", "for exp_name, df_group in social_retreat_df_all_exps.groupby(\"experiment_name\"):\n", " df_group = df_group.copy()\n", "\n", " # Compute bin start for each timestamp\n", " earliest_midnight = df_group[\"end_timestamp\"].dt.normalize().min()\n", " bin_size = pd.Timedelta(hours=BIN_HOURS)\n", " offsets = df_group[\"end_timestamp\"] - earliest_midnight\n", " n_bins = (offsets // bin_size).astype(int)\n", " df_group[\"bin_start\"] = earliest_midnight + n_bins * bin_size\n", "\n", " # Compute win-counts per bin per mouse\n", " wins = (\n", " df_group.groupby([\"bin_start\", \"winner_identity\"]).size().unstack(fill_value=0)\n", " )\n", "\n", " # Drop bins with zero total wins\n", " wins = wins[wins.sum(axis=1) > 0]\n", "\n", " # Turn counts into proportions\n", " proportions = wins.div(wins.sum(axis=1), axis=0).reset_index()\n", "\n", " # Melt to long form for plotting\n", " df_long = proportions.melt(\n", " id_vars=\"bin_start\", var_name=\"winner_identity\", value_name=\"proportion\"\n", " )\n", "\n", " # Compute moving average window size (in bins)\n", " window_size = int((SMOOTH_DAYS * 24) / BIN_HOURS)\n", " window_size = max(window_size, 1)\n", "\n", " # Apply centered moving average per mouse\n", " df_long = df_long.sort_values([\"winner_identity\", \"bin_start\"])\n", " df_long[\"smoothed_prop\"] = df_long.groupby(\"winner_identity\")[\n", " \"proportion\"\n", " ].transform(\n", " lambda s: s.rolling(window=window_size, center=True, min_periods=1).mean()\n", " )\n", "\n", " # Create and show one figure for this experiment\n", " fig = px.line(\n", " df_long,\n", " x=\"bin_start\",\n", " y=\"smoothed_prop\",\n", " color=\"winner_identity\",\n", " markers=False,\n", " title=(\n", " f\"Experiment: {exp_name}
\"\n", " f\"{BIN_HOURS}H Bins, {SMOOTH_DAYS}‐Day Moving Average\"\n", " ),\n", " )\n", " fig.update_layout(\n", " xaxis_title=f\"Bin Start (every {BIN_HOURS} hours from {earliest_midnight.date()})\",\n", " yaxis_title=f\"{SMOOTH_DAYS}‐Day MA of Win Proportion\",\n", " legend_title=\"Mouse ID\",\n", " )\n", " fig.show()\n", "\n", " # if exp_name == experiments[-1]['name']:\n", " # pio.write_image(\n", " # fig,\n", " # str(save_dir / f\"social_retreat_{BIN_HOURS}h_bins_{SMOOTH_DAYS}day_smooth.svg\"),\n", " # format=\"svg\"\n", " # )\n", "\n", "# Compute average number of retreat events per experiment-day\n", "social_retreat_df_all_exps[\"start_timestamp\"] = pd.to_datetime(\n", " social_retreat_df_all_exps[\"start_timestamp\"]\n", ")\n", "# Extract day from timestamp\n", "social_retreat_df_all_exps[\"day\"] = social_retreat_df_all_exps[\n", " \"start_timestamp\"\n", "].dt.floor(\"D\")\n", "# Count events per (experiment, day)\n", "daily_counts = social_retreat_df_all_exps.groupby([\"experiment_name\", \"day\"]).size()\n", "# Compute global average\n", "avg_events_per_day = daily_counts.mean()\n", "print(f\"Average number of retreat events per experiment-day: {avg_events_per_day:.2f}\")" ] }, { "cell_type": "markdown", "id": "ddf40095", "metadata": {}, "source": [ "### 3. Pre/during/post tube test comparison" ] }, { "cell_type": "code", "execution_count": 28, "id": "1b82a3e0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wilcoxon signed-rank: W = 2.000, p-value = 0.375\n", "\n", "\n", "=== social0.2-aeon3 (BAA-1104047 dominant) ===\n", "Pooled Pre+Post: wins=17/20 → binom p=0.001\n", "Social: wins=35/55 → binom p=0.029\n" ] }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== social0.2-aeon4 (BAA-1104048 dominant) ===\n", "Pooled Pre+Post: wins=15/20 → binom p=0.021\n", "Social: wins=183/251 → binom p=0.000\n" ] }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== social0.4-aeon3 (BAA-1104792 dominant) ===\n", "Pooled Pre+Post: wins=25/31 → binom p=0.000\n", "Social: wins=47/66 → binom p=0.000\n" ] }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== social0.4-aeon4 (BAA-1104795 dominant) ===\n", "Pooled Pre+Post: wins=22/29 → binom p=0.004\n", "Social: wins=139/172 → binom p=0.000\n" ] }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Total win counts per subject during social phase\n", "social_counts_df = (\n", " social_retreat_df_all_exps.groupby([\"experiment_name\", \"winner_identity\"])\n", " .size()\n", " .unstack(fill_value=0)\n", ")\n", "\n", "# Compute per-experiment summary metrics for dominant subject\n", "records = []\n", "for exp, subj_dict in tube_test_data.items():\n", " soc_counts = social_counts_df.loc[exp]\n", " total_pre = sum(d[\"pre\"] for d in subj_dict.values())\n", " total_post = sum(d[\"post\"] for d in subj_dict.values())\n", " total_soc = soc_counts.sum()\n", "\n", " # Identify dominant by total wins across all phases\n", " total_wins = {\n", " subj: subj_dict[subj][\"pre\"] + soc_counts.get(subj, 0) + subj_dict[subj][\"post\"]\n", " for subj in subj_dict\n", " }\n", " dominant = max(total_wins, key=total_wins.get)\n", "\n", " # Compute win rates for dominant subject\n", " pre_rate = subj_dict[dominant][\"pre\"] / total_pre\n", " social_rate = soc_counts[dominant] / total_soc\n", " post_rate = subj_dict[dominant][\"post\"] / total_post\n", " baseline_rate = (subj_dict[dominant][\"pre\"] + subj_dict[dominant][\"post\"]) / (\n", " total_pre + total_post\n", " )\n", "\n", " records.append(\n", " {\n", " \"experiment\": exp,\n", " \"dominant\": dominant,\n", " \"pre_rate\": pre_rate,\n", " \"social_rate\": social_rate,\n", " \"post_rate\": post_rate,\n", " \"baseline_rate\": baseline_rate,\n", " }\n", " )\n", "\n", "summary_df = pd.DataFrame(records)\n", "\n", "# Test: is social-phase rate higher than pre+post (Wilcoxon signed-rank)\n", "stat, p_value = wilcoxon(summary_df[\"baseline_rate\"], summary_df[\"social_rate\"])\n", "print(f\"Wilcoxon signed-rank: W = {stat:.3f}, p-value = {p_value:.3f}\\n\")\n", "\n", "# Per-experiment plotting and binomial tests\n", "x_positions = [0, 1, 2]\n", "x_labels = [\"Tube test (pre)\", \"Two weeks foraging\", \"Tube test (post)\"]\n", "\n", "for experiment, subjects in tube_test_data.items():\n", " ids = list(subjects.keys())\n", " pre_scores = {s: subjects[s][\"pre\"] for s in ids}\n", " post_scores = {s: subjects[s][\"post\"] for s in ids}\n", " soc_counts = social_counts_df.loc[experiment]\n", "\n", " # Identify dominant and subordinate\n", " dominant = summary_df.loc[summary_df[\"experiment\"] == experiment, \"dominant\"].iloc[\n", " 0\n", " ]\n", " subordinate = [s for s in ids if s != dominant][0]\n", "\n", " # Win/loss counts\n", " k_pre = pre_scores[dominant]\n", " n_pre = k_pre + pre_scores[subordinate]\n", " k_post = post_scores[dominant]\n", " n_post = k_post + post_scores[subordinate]\n", " k_social = soc_counts[dominant]\n", " n_social = soc_counts.sum()\n", "\n", " # Binomial tests (one-sided: dominant > 50%)\n", " k_pool = k_pre + k_post\n", " n_pool = n_pre + n_post\n", " p_pool = binomtest(k_pool, n_pool, p=0.5, alternative=\"greater\").pvalue\n", " p_social = binomtest(k_social, n_social, p=0.5, alternative=\"greater\").pvalue\n", "\n", " # Print results\n", " print(f\"\\n=== {experiment} ({dominant} dominant) ===\")\n", " print(f\"Pooled Pre+Post: wins={k_pool}/{n_pool} → binom p={p_pool:.3f}\")\n", " print(f\"Social: wins={k_social}/{n_social} → binom p={p_social:.3f}\")\n", "\n", " # Plot win rates for both mice\n", " proportions = {\n", " dominant: {\n", " \"pre\": k_pre / n_pre,\n", " \"social\": k_social / n_social,\n", " \"post\": k_post / n_post,\n", " \"color\": \"gold\",\n", " },\n", " subordinate: {\n", " \"pre\": pre_scores[subordinate] / n_pre,\n", " \"social\": soc_counts[subordinate] / n_social,\n", " \"post\": post_scores[subordinate] / n_post,\n", " \"color\": \"brown\",\n", " },\n", " }\n", "\n", " fig = go.Figure()\n", " for subj, vals in proportions.items():\n", " for i, x in enumerate(x_positions):\n", " y = [vals[\"pre\"], vals[\"social\"], vals[\"post\"]][i]\n", " fig.add_trace(\n", " go.Scatter(\n", " x=[x, x],\n", " y=[0, y],\n", " mode=\"lines+markers\",\n", " name=subj,\n", " line=dict(color=vals[\"color\"]),\n", " showlegend=(i == 0),\n", " )\n", " )\n", "\n", " fig.update_layout(\n", " title=experiment,\n", " plot_bgcolor=\"white\",\n", " width=400,\n", " height=400,\n", " xaxis=dict(tickvals=x_positions, ticktext=x_labels, range=[-0.5, 2.5]),\n", " yaxis=dict(\n", " title=\"Proportion of victories\",\n", " range=[0, 1],\n", " ticks=\"outside\",\n", " ticklen=5,\n", " tickwidth=2,\n", " showline=True,\n", " linecolor=\"black\",\n", " ),\n", " )\n", " fig.show()\n", "\n", " # if experiment == experiments[-1]['name']:\n", " # pio.write_image(\n", " # fig,\n", " # str(save_dir / f\"tube_test_win_rates.svg\"),\n", " # format=\"svg\"\n", " # )" ] }, { "cell_type": "markdown", "id": "5ae44664", "metadata": {}, "source": [ "### 4. Dominance summary plot" ] }, { "cell_type": "code", "execution_count": 29, "id": "b0ac5149", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "social_win_proportions = (\n", " social_retreat_df_all_exps.groupby([\"experiment_name\", \"winner_identity\"])\n", " .size()\n", " .unstack(fill_value=0)\n", ")\n", "social_win_proportions = social_win_proportions.div(\n", " social_win_proportions.sum(axis=1), axis=0\n", ")\n", "\n", "# Define plot\n", "fig = go.Figure()\n", "legend_labels_added = {\"gold\": False, \"brown\": False}\n", "\n", "for experiment, subjects in tube_test_data.items():\n", " ids = list(subjects.keys())\n", " pre_scores = {subj: subjects[subj][\"pre\"] for subj in ids}\n", " post_scores = {subj: subjects[subj][\"post\"] for subj in ids}\n", "\n", " pre_dominant = max(pre_scores, key=pre_scores.get)\n", " post_dominant = max(post_scores, key=post_scores.get)\n", "\n", " if experiment in social_win_proportions.index:\n", " social_scores = social_win_proportions.loc[experiment]\n", " social_dominant = social_scores.idxmax()\n", " else:\n", " raise ValueError(f\"No social data for {experiment}\")\n", "\n", " if len({pre_dominant, post_dominant, social_dominant}) != 1:\n", " raise ValueError(\n", " f\"Inconsistent dominant subject in {experiment}: pre={pre_dominant}, social={social_dominant}, post={post_dominant}\"\n", " )\n", "\n", " dominant = pre_dominant\n", " subordinate = [s for s in ids if s != dominant][0]\n", "\n", " total_pre = pre_scores[dominant] + pre_scores[subordinate]\n", " total_post = post_scores[dominant] + post_scores[subordinate]\n", "\n", " social_dom = (\n", " social_win_proportions.at[experiment, dominant]\n", " if dominant in social_win_proportions.columns\n", " else 0\n", " )\n", " social_sub = (\n", " social_win_proportions.at[experiment, subordinate]\n", " if subordinate in social_win_proportions.columns\n", " else 0\n", " )\n", "\n", " proportions = {\n", " dominant: {\n", " \"pre\": -pre_scores[dominant] / total_pre,\n", " \"post\": post_scores[dominant] / total_post,\n", " \"social\": -social_dom,\n", " \"color\": \"gold\",\n", " \"legend\": \"Dominant\",\n", " },\n", " subordinate: {\n", " \"pre\": -pre_scores[subordinate] / total_pre,\n", " \"post\": post_scores[subordinate] / total_post,\n", " \"social\": -social_sub,\n", " \"color\": \"brown\",\n", " \"legend\": \"Subordinate\",\n", " },\n", " }\n", "\n", " for subj, vals in proportions.items():\n", " color = vals[\"color\"]\n", " legend_name = vals[\"legend\"] if not legend_labels_added[color] else None\n", " legend_labels_added[color] = True\n", "\n", " # Pre point\n", " fig.add_trace(\n", " go.Scatter(\n", " x=[vals[\"pre\"]],\n", " y=[vals[\"social\"]],\n", " mode=\"markers\",\n", " marker=dict(color=color, size=10),\n", " name=legend_name,\n", " showlegend=legend_name is not None,\n", " )\n", " )\n", "\n", " # Post point\n", " fig.add_trace(\n", " go.Scatter(\n", " x=[vals[\"post\"]],\n", " y=[-vals[\"social\"]],\n", " mode=\"markers\",\n", " marker=dict(color=color, size=10),\n", " name=legend_name,\n", " showlegend=False,\n", " )\n", " )\n", "\n", "# Final layout\n", "# Hide everything\n", "fig.update_xaxes(\n", " showgrid=False, showline=False, zeroline=False, showticklabels=False, ticks=\"\"\n", ")\n", "fig.update_yaxes(\n", " showgrid=False, showline=False, zeroline=False, showticklabels=False, ticks=\"\"\n", ")\n", "\n", "# Draw the two axes as black lines\n", "fig.add_shape(type=\"line\", x0=-1, x1=1, y0=0, y1=0, line=dict(color=\"black\", width=1))\n", "fig.add_shape(type=\"line\", x0=0, x1=0, y0=-1, y1=1, line=dict(color=\"black\", width=1))\n", "\n", "# Draw little ticks at ±1\n", "tick_len = 0.02\n", "for t in (-1, 1):\n", " # x‐axis tick\n", " fig.add_shape(\n", " type=\"line\",\n", " x0=t,\n", " x1=t,\n", " y0=-tick_len,\n", " y1=+tick_len,\n", " line=dict(color=\"black\", width=1),\n", " )\n", " # y‐axis tick\n", " fig.add_shape(\n", " type=\"line\",\n", " x0=-tick_len,\n", " x1=+tick_len,\n", " y0=t,\n", " y1=t,\n", " line=dict(color=\"black\", width=1),\n", " )\n", "\n", "# Annotate labels at ±1\n", "for t, txt in [(-1, \"−1\"), (1, \"1\")]:\n", " # x‐axis label\n", " fig.add_annotation(\n", " x=t,\n", " y=0,\n", " text=txt,\n", " yshift=-16, # move it down in px\n", " showarrow=False,\n", " font=dict(size=14),\n", " )\n", " # y‐axis label\n", " fig.add_annotation(\n", " x=0,\n", " y=t,\n", " text=txt,\n", " xshift=16, # move it left in px\n", " showarrow=False,\n", " font=dict(size=14),\n", " )\n", "\n", "# Finally, re-add title & legend layout\n", "fig.update_layout(\n", " title=\"Pre vs Post Tube Test (Reflected by Social Proportion)\",\n", " plot_bgcolor=\"white\",\n", " width=700,\n", " height=700,\n", " legend=dict(title=\"Subject role\", orientation=\"v\", x=1.02, y=1),\n", ")\n", "\n", "# Draw y=x as a dashed grey line (behind the points)\n", "fig.add_shape(\n", " type=\"line\",\n", " x0=-1,\n", " y0=-1,\n", " x1=1,\n", " y1=1,\n", " line=dict(color=\"lightgrey\", width=1, dash=\"dash\"),\n", " layer=\"below\",\n", ")\n", "\n", "# Re-add title, legend, and now axis titles\n", "fig.update_layout(\n", " title=\"Pre vs Post Tube Test (Reflected by Social Proportion)\",\n", " xaxis_title=\"Tube test victory proportion (−pre, +post)\",\n", " yaxis_title=\"Social phase proportion (−plotted pre, +plotted post)\",\n", " plot_bgcolor=\"white\",\n", " width=700,\n", " height=700,\n", " legend=dict(title=\"Subject role\", orientation=\"v\", x=1.02, y=1),\n", ")\n", "\n", "fig.show()\n", "\n", "# pio.write_image(\n", "# fig,\n", "# str(save_dir / \"tube_test_scatter.svg\"),\n", "# format=\"svg\"\n", "# )" ] }, { "cell_type": "markdown", "id": "5b5d3ffd", "metadata": {}, "source": [ "### 5. Dominant vs subordinate comparison of time spent and distance spun at best patch" ] }, { "cell_type": "code", "execution_count": 30, "id": "6dc501f9", "metadata": {}, "outputs": [], "source": [ "df = social_patch_df_all_exps.merge(\n", " social_patchinfo_df_all_exps[\n", " [\"experiment_name\", \"block_start\", \"patch_name\", \"patch_rate\"]\n", " ],\n", " on=[\"experiment_name\", \"block_start\", \"patch_name\"],\n", " how=\"left\",\n", ").assign(dummy=lambda x: x[\"patch_name\"].str.contains(\"dummy\", case=False))\n", "\n", "# Keep only blocks where non-dummy patches have exactly 3 different rates\n", "df = df[\n", " df.groupby([\"experiment_name\", \"block_start\"])[\"patch_rate\"].transform(\n", " lambda s: s[~df.loc[s.index, \"dummy\"]].nunique() == 3\n", " )\n", "]\n", "\n", "# Create a ranking only for non-dummy patches\n", "non_dummy_ranks = (\n", " df[~df[\"dummy\"]]\n", " .groupby([\"experiment_name\", \"block_start\"])[\"patch_rate\"]\n", " .rank(method=\"dense\")\n", ")\n", "\n", "# Add the ranks back to the full dataframe\n", "df[\"patch_rank\"] = np.nan\n", "df.loc[~df[\"dummy\"], \"patch_rank\"] = non_dummy_ranks\n", "\n", "# Assign difficulty (rank 1=hard, rank 3=easy, rank 2=medium)\n", "df[\"patch_difficulty\"] = np.where(\n", " df[\"dummy\"],\n", " \"dummy\",\n", " np.where(\n", " df[\"patch_rank\"] == 1, \"hard\", np.where(df[\"patch_rank\"] == 3, \"easy\", \"medium\")\n", " ),\n", ")\n", "\n", "df = df.drop(columns=[\"patch_rank\"])" ] }, { "cell_type": "code", "execution_count": 31, "id": "6757b832", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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experiment_namedominantsubordinate
0social0.2-aeon3BAA-1104047BAA-1104045
1social0.2-aeon4BAA-1104048BAA-1104049
2social0.4-aeon3BAA-1104792BAA-1104794
3social0.4-aeon4BAA-1104795BAA-1104797
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" ], "text/plain": [ " experiment_name dominant subordinate\n", "0 social0.2-aeon3 BAA-1104047 BAA-1104045\n", "1 social0.2-aeon4 BAA-1104048 BAA-1104049\n", "2 social0.4-aeon3 BAA-1104792 BAA-1104794\n", "3 social0.4-aeon4 BAA-1104795 BAA-1104797" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute social‐win proportions\n", "swp = (\n", " social_retreat_df_all_exps.groupby([\"experiment_name\", \"winner_identity\"])\n", " .size()\n", " .unstack(fill_value=0)\n", ")\n", "swp = swp.div(swp.sum(axis=1), axis=0)\n", "\n", "# Build the dominance DataFrame in one comprehension\n", "dominance_df = pd.DataFrame(\n", " [\n", " {\n", " \"experiment_name\": exp,\n", " \"dominant\": dom,\n", " \"subordinate\": next(s for s in subs if s != dom),\n", " }\n", " for exp, subs in tube_test_data.items()\n", " if exp in swp.index\n", " # pick the pre‐tube top scorer…\n", " for dom in [max(subs, key=lambda s: subs[s][\"pre\"])]\n", " # …only keep if post‐tube and social‐win agree\n", " if dom == max(subs, key=lambda s: subs[s][\"post\"]) == swp.loc[exp].idxmax()\n", " ]\n", ")\n", "\n", "dominance_df" ] }, { "cell_type": "code", "execution_count": 32, "id": "4fe1f64f", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Median easy patch time ratio by role:\n", "dominant: 0.52\n", "subordinate: 0.53\n" ] } ], "source": [ "# Compute per‐subject, per‐block easy‐time fraction, but only keep blocks ≥1 min\n", "time_df = (\n", " df.groupby([\"experiment_name\", \"block_start\", \"subject_name\", \"patch_difficulty\"])[\n", " \"in_patch_time\"\n", " ]\n", " .sum()\n", " .unstack(\"patch_difficulty\", fill_value=0)\n", " .assign(total_time=lambda d: d.sum(axis=1))\n", " # filter out blocks with < 60 s total patch time\n", " .loc[lambda d: d[\"total_time\"] >= 60]\n", " .assign(easy_ratio=lambda d: d[\"easy\"] / d[\"total_time\"])\n", " .reset_index()\n", ")\n", "\n", "# Merge in dominant/subordinate labels and tag role\n", "time_df = time_df.merge(dominance_df, on=\"experiment_name\", how=\"left\").assign(\n", " role=lambda d: np.where(\n", " d[\"subject_name\"] == d[\"dominant\"], \"dominant\", \"subordinate\"\n", " )\n", ")\n", "\n", "# Box‐plot of easy_ratio by role\n", "fig = px.box(\n", " time_df,\n", " x=\"role\",\n", " y=\"easy_ratio\",\n", " points=\"all\",\n", " category_orders={\"role\": [\"dominant\", \"subordinate\"]},\n", " title=\"Relative time in easy patch by role (≥ 1 min total time spent in patches per block)\",\n", ")\n", "fig.update_yaxes(title=\"Easy‐patch time / total patch time\")\n", "fig.update_xaxes(title=\"\")\n", "fig.show()\n", "\n", "# Print the medians\n", "medians = time_df.groupby(\"role\")[\"easy_ratio\"].median()\n", "print(\"Median easy patch time ratio by role:\")\n", "for role, median in medians.items():\n", " print(f\"{role}: {median:.2f}\")" ] }, { "cell_type": "code", "execution_count": 33, "id": "5d0bdaa6", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get per‐subject, per‐block time by difficulty\n", "time_df = (\n", " df.groupby([\"experiment_name\", \"block_start\", \"subject_name\", \"patch_difficulty\"])[\n", " \"in_patch_time\"\n", " ]\n", " .sum()\n", " .unstack(\"patch_difficulty\", fill_value=0)\n", " # drop any block‐subject that didn’t spend ≥10 s in each of hard/medium/easy\n", " .loc[lambda d: (d[[\"hard\", \"medium\", \"easy\"]] >= 10).all(axis=1)]\n", " .assign(\n", " total_time=lambda d: d.sum(axis=1),\n", " easy_ratio=lambda d: d[\"easy\"] / d[\"total_time\"],\n", " )\n", " .reset_index()\n", ")\n", "\n", "# Merge in dominant/subordinate and label role\n", "time_df = time_df.merge(dominance_df, on=\"experiment_name\", how=\"left\").assign(\n", " role=lambda d: np.where(\n", " d[\"subject_name\"] == d[\"dominant\"], \"dominant\", \"subordinate\"\n", " )\n", ")\n", "\n", "# Box‐plot of easy_ratio by role\n", "fig = px.box(\n", " time_df,\n", " x=\"role\",\n", " y=\"easy_ratio\",\n", " points=\"all\",\n", " category_orders={\"role\": [\"dominant\", \"subordinate\"]},\n", " title=\"Easy‐patch fraction by role (≥10 s in each non‐dummy patch)\",\n", ")\n", "fig.update_yaxes(title=\"Easy time / total patch time\")\n", "fig.update_xaxes(title=\"\")\n", "fig.show()\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "79e2356c", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Median easy patch distance ratio by role:\n", "dominant: 0.33\n", "subordinate: 0.33\n" ] } ], "source": [ "# Compute true traveled distance for each patch‐visit, thresholding <1→0\n", "df2 = (\n", " df.assign(\n", " # sum of abs steps = true distance\n", " traveled=lambda d: d[\"wheel_cumsum_distance_travelled\"].apply(\n", " lambda arr: np.sum(np.abs(np.diff(arr))) if len(arr) > 1 else 0\n", " )\n", " )\n", " # any tiny (<1) distance becomes 0\n", " .assign(traveled=lambda d: d[\"traveled\"].mask(d[\"traveled\"] < 1, 0))\n", ")\n", "\n", "# Pivot to one row per subject‐block with columns [hard, medium, easy]\n", "dist_df = (\n", " df2.groupby([\"experiment_name\", \"block_start\", \"subject_name\", \"patch_difficulty\"])[\n", " \"traveled\"\n", " ]\n", " .sum()\n", " .unstack(\"patch_difficulty\", fill_value=0)\n", " .assign(\n", " total_dist=lambda d: d.sum(axis=1),\n", " easy_ratio=lambda d: d[\"easy\"] / d[\"total_dist\"],\n", " )\n", " .reset_index()\n", ")\n", "\n", "# Merge in dominance & tag role\n", "dist_df = dist_df.merge(dominance_df, on=\"experiment_name\", how=\"left\").assign(\n", " role=lambda d: np.where(\n", " d[\"subject_name\"] == d[\"dominant\"], \"dominant\", \"subordinate\"\n", " )\n", ")\n", "\n", "# Box‐plot of easy_ratio by role\n", "fig = px.box(\n", " dist_df,\n", " x=\"role\",\n", " y=\"easy_ratio\",\n", " points=\"all\",\n", " category_orders={\"role\": [\"dominant\", \"subordinate\"]},\n", " title=\"Easy‐patch distance fraction by role (tiny spins <1 set to 0)\",\n", ")\n", "fig.update_yaxes(title=\"Easy‐patch distance / total distance\")\n", "fig.update_xaxes(title=\"\")\n", "fig.show()\n", "\n", "# Print the medians\n", "medians = dist_df.groupby(\"role\")[\"easy_ratio\"].median()\n", "print(\"Median easy patch distance ratio by role:\")\n", "for role, median in medians.items():\n", " print(f\"{role}: {median:.2f}\")" ] }, { "cell_type": "code", "execution_count": 35, "id": "c741bf05", "metadata": {}, "outputs": [ { "data": { "image/png": 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AM7M/121Hr8EfebgkiNiXzWgvPdchTt9c2aTSuvMQj/xGPUUUiThyTv6OCRHe8tK8t2RhzBgz2MU65dyGuFwa3AWvbKJ69b1PlYVTPpaMJFZ8sQRN/2gQRBxKkvGkaRYs+WYUsmVxbLgSAdLgsf5KwMc1nuRaEbwiECU6gfSXkYa8N1V9iP305QgUK5QX5y9eUR+hnds/qKzqRjLExK+zR3lYpZx5+mItHzfNnnhFWfRlF7phoRPBPeCNj9WHmAgYSd4ErwhBeablA9bZFUWscavW78TvC8a5iB/3cX9/2z7quXHf5CTL2Lfv3In5SJd8xtL2+YuXXayyCRW88pErlvMPhvVSwlqEUN3WvdG8YU3VJ2sWTlIWdoPdn99PiNlU5+88Esiz4y9L936QD7oOPd9U/qUS6SKhadvf+/H94j+xeMV61adiaBDhKx+53jYTPvXicNV3MscLu5+XrlUiVOZsZ0OJYTVfOX+sx+qSGClkNUdcBSS16TpUfdz8/PVIl2bIClXlps+qd5ghOP2Zu4z3UKH8uV2MPpO++AETP/sO7n+fOnMhZNVh4Zcj1OZo5yRznbxH5COQiQQigUDYCl5ZyjOW951B16hcxutkJC+HO9HRkJf+fW1eVNYiWd6SJC8ImdDF0lfRh0VTNvjIA+68hLN4+TqIldL5he+r042JxpvlSe6/YvUWrFs02UXkGmWJYNAB9Bk6TlkSna0/vgRvo/YDkDtHVnzzyRtxjkN5UYmF+NNRDuuNkWTijYqyKn8yX8mwJM6c+D+19GUk+RCQF6UsIcYleEVYidVMXu6+NqT568MbV/86L1+LFcNI67bsRvcBI5UwrFWlrLJ4tug0SFnLnUWUe/vFOituGCvnj1PuL+7cZJVh8vu+Q/bEJ3jdeXrj72tMzF/0B14fNQOfjHxJWdx9pUAE78tvTVKW+DU/TXJZxTCsqSI6jWdJxpNYA8X9xzmJ5VJSXONJfhfBu2rDDnUvZ99EQ4w5b/ST50Geq2Vzx8QIU/mQEAvzVxN8j1u5jzEm3FkbY9rbM938yUGqTsbz5y60DKubiHVh4pzEwiuCec6UN3xaCmVuqti4u7IMO3/UeutDETx2XccXc39R1sK1CyfFWJ4TKniNuVE2Tsk8t3zVFvQbNl6Jd5n7xOpYoWwx9H5tLP47ekp9fBjJ33nE32cnEJbu/SBuKC06DVZW70G9nzDtAy/zmbi1ff/Ln8pKbNEsqF+3El7s9qjXjdMGE5mTnn/1I4iRxXmcGZvQVv84Ua2+OKduA95Xq2vym6QHn3gF6dKmUe5Y7qlcg64xKyz+zl3Ge8j949WYC/s+0065KRlp8449eLrPe17nk2de+kCtIC6d+5HPeYY/kEByIhC2gtefTWsiDidMX4CVa7YqH17nJC8Vw9q07+Ax9HhlFE6fvaiW4WXJq0m9asrK45xk0herjbG8Iy/nvQeOqPBB8qUrS1mnz15wySP+meJiYUw0EoO27YP3uVwzfvp8TPnqJ6z64WNkzZJR+ciJ/+PCpWvUhCITp5GkfhL300jeBK+IoSrNeqjl5/iiN8iLqnWz+2I2RBjlStvEzUGWjH0lY+nX28Qt1mhpe1yCV/zQho6cpiyAsnQtvGX50Dn6RlyC19/+9WaRkjYZfSLWF7HCGNb/+Pyx5WNArD++kiwBxvWhEZ/gFeuOe4gyf8fEmE/nYdqsRfFGtQhE8IqlTfyzF890tTJJ+8VKX1sE7rt9FQ4ZT20fvD/GBzGQ8STXyrjbs/+Iqr9zEtFRtVkP5YM8tJ8jZvTyvzajz//GY/roQcpNyOhPEYvtWsYdsskYE+6sjTHtvKxv1ENWgjbv2KvEpSR3obVqw04890rss+ltfMT1IWIIXomL7e25lVBysnoiH9/yzDgnibkr+w4kJVTwSl4Rs+LbKRY98aHfsO0ftfQuH9ASwq7b4y2UwcAQxUYd/J1H/H12AmHpzdIuK3LiDiWuSdUqlMIDtSuq5XszG6xkHv7h17/U/gRZcZGPPPcPG/c+l2gKImJlVUBWBySFwsLr79xlPCOymigreEYyDDrOK5/ym6xaiVuL+9/lNzEWyMcFBa/PVwF/SGYEkq3glZeHLPHIEmXPp9ugVPECyv9ShGmPgaOUX6TzAQiyPP7num2QiXb1hp0Q65VMCIabgfTbV98uwfsfz1KhnKQssVCKNdAIDm9MDs59bCyrGRONu7+dXCsbquQFbAje98bPVH6rXdo/iJpVyiorgGxcEzFz9MQZl4DywRC83g6e8Ge3/OhP5qoNDqt/mqh8ap2TP4JXrpcPEbEertv8N1Zv3KX8F1/r+5QSNpJ8Cd5A+tcQN3/9MCFmmV3Kjt3A0Vu9wI3NJPEJXhGA8mHj7s9ttF8+imT501eKT/C611PK8XdMGIItvjBuwRS8soFQfN0l+Qpz5894kvzGR6T7S9T4iHMWvPIRIG4N99esqDaDSvg6ET/idhRfzGZfYyIuwSt127pzr1ral+QutIzx07vrw7jP7WPZGAuyLGy4RHkbH+LSIBuIxr3Tx+VnWVHoN2yCck+SZWzxS5UVmF/vimDnwy/MCF6Di7he9B4yVi3Ri8vRoHc+URs4+z37mHJ7GPm/nkpAGsnffvf32QmEpa/Ng2LIWL5K5pbd2LjtX6RNmxpTRw30uYrn63mVjbw//PIXflyyWs1Xshfg4eb3q0298QlocY+SlQHnVRAxboiRQ1zoZJOvc1I+vNkyx3wwP/PyB8pnev3P3n14jdUof+cu9znPXfC6G5KMd5q3OZEuDclMzbG68RJItoJXJru23YZ6bBQxYqCKldXXiV8ipoaP+1rtTpalJEO8XLh0BQ0e7Y+endsgU4Z0Svw6+zaJWFu76W8XqJXKFVeTojHRiIiVZTbnJJYjmZANl4b72r6ofCJHvxHrFyvXywQjvmHOJyjJteIb6W4RCsSlIaGC11j+dd+M5K9Lg/vok48O2TB25MTpmCU98REVi4q7gAukf/0VvP4uC4qg+Hn5WrXsHp+w8vaEJUTw+jsm/HVpkOV1iRbiLQ6vuw+vL5cG8TVs3P4ll5e5v8LH18xjuDSIFdXYICjXenNpkL/LMzh/0e/K51GWscXS6/yR6us+vsZEXC4N4u4idfLl0mAspctmRHG9SEgS1w/ZLLRg+jsu2aW/xLoslmfnnf+Gr36wBK+xIU1Wv+QUubFv91EbUmVj7+gpc5WlUqyn7s+jv/3u77MTCEt/wsPJs93u2WG4r0YFr4dAuPeVzLPisiY+vBIqTlbpZK/Cow89oD4CnPdXxNXP4ionY9rZhcAQp+6bGGWfRv1H+6mNjYYPv/EBZviuG/cy3OnkHSE+1v7OXcESvNy0lpCnm3nCnUCyFbzyVd6my2vKWtjp0SYxnCfMWIBPvvxRuRUYglcmN3cLpYSOkggM7qfJyBLqvoNHVagiq0WL10fWuLEx0chGnkVfvR/juyXip23X19RkagjcBx4WK4/rxpW1m/+G+EzJsqWz4JVNY2VLFoqxsBn3C2TTWkIFr7FprUWjmhDLgJEMS3hcm9bEOidWO2dRI/llc9Qvy9dhy2/T1Evl+1/+wtD3pykBULp4wZh7BNK//gpe46NCrOhxbVqTKBqy9CtB392PZJZlTwnzE9cJWQkRvP6OCedNa5+NGewS2sp505owXbFqi7LOuyd3wSsRFmRnvfg1G9FAJI9hdTZ8oOVv/gqfuASviAR3H0PD79E9PJMhhOWlL0v+8fkuG/f1NSaMTWsShkxWZwxhY1hYn+/cVoVHk+RNaEnINwnZ9N2Mdzw2zYmgic8iKBuEZNVELHpGtBm510tvTsKm7f+q5WPj4BbZuNeq86vK3SRYgtcIOSZ+6NIOY/XGGLOyIUv8h53dqgLp90CeHX9ZuveDGB6EnbN/vYx9mSslEo64wPhK0keyUiD+y9JOiVIjG9Uk2klc8W5l3GTLmtnFx10+XCREnkSbcJ6/xCAgBok8ObNh7qdvxoTak76XTWKfj30VshdFkrEBzzlUmcwxXfq9pz4C5UPP+OgWg0h8c1ewBG9MWLKXuqj9MEwkEAkEwlbw+jppTUIUibuChDVq0/U1FY5GjqXNlSOLiospIV5E4DpHVpAlOhGSsvFKJnrZMPH1/CVKBP/4+Xsuu6plIpTNMpICOenGmGhEtElUhPatGyjBJ+Lwxs1bamOIvEwkGbFaZSKR+LsSFkgmddmEduPWbRfBK5Yf2fksGyik7iK0xMolbZR4ksdOnlGbYGTX/pVrN9SGoK4dWriEJUuo4JW6GsJa4lXK0rJ8DIhAkmV9Cenly4dXrOXNOr6iXAnEZ1dC+Eg4qtnfL1dLtrKEJsmw5MoGLHExSRUVpaJwyIeDv/0biOAVC5e8pNKkSaU2vRTIlwsnT59XYkqWIA2BLptvJHSRvJgkzJksl4qVRYTRkw83VvGbfaWECN5AxoRhFZdnQXbbZ82cEfsOHcehIydiNica18jmT9lcKBtx5MMlvrBk4hsry7CyIiFWJm9hycyMJyMsmd1uR9P6NVSopLWbdqkQXNIf4hLknuRFLz6IIiZFALhvJPTWD77GhFxrWNXEVUNcCETMSGg1ESjxhSWTekgIN+Vy07I+ihTKi4uXrigrocTsNvx/fY0Nw8IqESKcwy4akTKkTi0a1oJEZpAVKHkO5J7BErxSLwmFJTHA5bmU8I1Gko8uEdneVscC+dDx99nxl6W74JWxIlFiZG6ROVWzaGrTmcyTshIW15G8Mk+LK4fEVJfrJCKIP0ki4oghpW6N8mofiIRYlHeFvH/kGZMwms5JTk6TjzjZMNy8YQ01z839aaV6d7m7sxgRSoR7udJF1QZn6Z/X+nZCp0djjwb3Z+4KluAVV7P3P56pnjf3OOb+8OI1JBCOBMJW8PqCJZYew1Iqmy9GTPgaW3buU5fXrFxGHYogGydkg5Rh4ZWXv8TSPXD4BK5eu46cObKqHe5izTHiURr3M/wGxTXi9wXjPXbZ+qqX82aBA4ePY97C35UlUOLjvtqnk4p1aCSxUIhfr2zKkfuUKl4Q/Z99DPMWrlSbpZwtvPJFL0uP23btUxspnA+eEFE58bPvseyvTTh/4QqyZc2k/AMlbqNMypICeVF5a5tYGyZ/8b2arCX2rwhraU98B0+IlWPc1G8hu4OlDdHRNuTLkwNtHrxP+S47B92XwyckTuSpsxfUBj7j4Al/+zcQwSttlLPiP/5sATZs+UcF+L8nVzY1HsQVxTj4QATNvJ9W4ttFv6uXlYgsiTQhgkReQkZMZW/MEiJ4AxkTck8ZOzO+WaysS+L/LeGG5CPLCHQvH1sSq1d8HMVCKCm+gydkdcRx8MQVtalOREGvp9t4PXjC3fIdiA+vfHA6HzwhFizHwROPej2WWjYnyTJ71w7N4wxx59wXcQleuU5e6N98v0yFqJOY0vJR4+/BE7IcP/mLH7F6404V4k+eO/n4aN6gpl+HucgmIYk17R7fVDaszf5umQpbJc+KjLMoq0X1YzAFr+Fj6uwvLUzk41rCs3kTjYHMI4E8O/6w9BalQdogEQZOnbmg5hIRriI8nTdqeXs25bmwWC0xz7m/L+Xtf+9XB73s+vegipcuVvgSRQvg8TYNlb+vtySGAdlgeujoSfVRKuHOZPXA/aALsTTL4T7fL/4L5y5cUj7EYsTxdkpjfHNXsASvRG6QmO/yYcZEApFCIOwEb1KDFcHVuMMAFZ7H2KjjT518TTT+5OU1JEACvgkYB8e4u70kV2ZizZWPWIn+IpFOmEggnAgYG9mcj0AOp/qxLiSQUAIUvG7kDJcGb8cMxwWZgjehQ5D5SCBuAhKNRayG3o4ZTo7s5KNaNljJcd9GBJjk2A7WOTIJyCEqV6/djDPWeGS2nK2KdAIUvHd7WI7wlC9bWSqTJSfn09L8GQQUvP5Q4jUk4B8BcfGQ+Nobt/6j3Gncw2T5VwqvIgESIAESIAEHAQreuyNBQjMt+X0DShUrqA6skIO2cknUAAAgAElEQVQSAkkUvIHQ4rUkEDcBww9aNjvKRrqBvR73O1QU2ZIACZAACZCAOwEKXo4JEiABEiABEiABEiCBiCZAwRvR3cvGkQAJkAAJkAAJkAAJUPByDJAACZAACZAACZAACUQ0AQreiO5eNo4ESIAESIAESIAESICCl2OABEiABEiABEiABEggoglQ8EZ097JxJEACJEACJEACJEACFLwcAyRAAiRAAiRAAiRAAhFNgII3oruXjSMBEiABEiABEiABEqDg5RggARIgARIgARIgARKIaAIUvBHdvWwcCZAACZAACZAACZAABS/HAAmQAAmQAAmQAAmQQEQToOCN6O5l40iABEiABEiABEiABCh4OQZIgARIgARIgARIgAQimgAFb0R3LxtHAiRAAiRAAiRAAiRAwcsxQAIkQAIkQAIkQAIkENEEKHgjunvZOBIgARIgARIgARIgAQpejgESIAESIAESIAESIIGIJkDBG9Hdy8aRAAmQAAmQAAmQAAlQ8HIMkAAJkAAJkAAJkAAJRDQBCt6I7l42jgRIgARIgARIgARIgIKXY4AESIAESIAESIAESCCiCVDwRnT3snEkQAIkQAIkQAIkQAIUvBwDJEACJEACJEACJEACEU2Agjeiu5eNIwESIAESIAESIAESoODlGCABEiABEiABEiABEohoAhS8Ed29bBwJkAAJkAAJkAAJkAAFL8cACZAACZAACZAACZBARBOg4I3o7mXjSIAESIAESIAESIAEKHg5BkiABEiABEiABEiABCKaAAVvRHcvG0cCJEACJEACJEACJEDByzFAAiRAAiRAAiRAAiQQ0QQoeCO6e9k4EiABEiABEiABEiABCl6OARIgARIgARIgARIggYgmQMEb0d3LxpEACZAACZAACZAACVDwcgyQAAmQAAmQAAmQAAlENAEK3ojuXjaOBEiABEiABEiABEiAgpdjgARIgARIgARIgARIIKIJUPBGdPeycSRAAiRAAiRAAiRAAhS8HAMkQAIkQAIkQAIkQAIRTYCCN6K7l40jARIgARIgARIgARKg4OUYIAESIAESIAESIAESiGgCFLwR3b1sHAmQAAmQAAmQAAmQAAUvxwAJkAAJkAAJkAAJkEBEE6DgjejuZeNIgARIgARIgARIgAQoeDkGSIAESIAESIAESIAEIpoABW9Edy8bRwIkQAIkQAIkQAIkQMFrcgwcP3fDZAnMTgIkQAIkQAIkQAJxE8iXIx0RmSBAwWsCnmSl4DUJkNlJgARIgARIgATiJUDBGy+iOC+g4DXHj4LXJD9mJwESIAESIAESiJ8ABW/8jOK6goLXHD8KXpP8mJ0ESIAESIAESCB+AhS88TOi4DXHKM7cdGkIIVwWTQIkQAIkQAIkoAhQ8JobCLTwmuNHC69JfsxOAiRAAiRAAiQQPwEK3vgZ0cJrjhEtvCHkx6JJgARIgARIgATiJ0DBGz8jCl5zjCh4Q8iPRZMACZAACZAACcRPgII3fkYUvOYYUfCGkB+LJgESIAESIAESiJ8ABW/8jCh4zTGi4A0hPxZNAiRAAiRAAiQQPwEK3vgZUfCaY0TBG0J+LJoESIAESIAESCB+AhS88TOi4DXHiII3hPxYNAmQAAmQAAmQQPwEKHjjZ0TBa44RBW8I+bFoEiABEiABEiCB+AlQ8MbPiILXHCMK3hDyY9EkQAKJR2DDJg0bNlpx7jyQJ5eOB+7XUbaMPfEqwDuRAAkkmAAFb4LRqYw8eMIcPx48YZIfs5MACSQOgUOHNcz4wupysygr0PdFG7Jm0ROnErwLCZBAgglQ8CYYHQWvOXSO3DxaOBgUWQYJkECoCSxZasFfqy0et3mig51W3rtUzp3TMG6i60dBqPslHMuvVEFHu0ds4Vi1FF0nCl5z3U8Lrzl+FLwm+TE7CZBA4hBY/rsFK3/3FLztH7WhQnlaeKUXKHgdY5GCN3GeyUDvQsEbKDHX6yl4zfGj4DXJj9lJgAQSh8DBQxo++9LTpaFfHxuyZKbgTZxeiPsuRh8VKayjexdaWMOhT8KpDhS85nqDgtccPwpek/yYnQRIIPEIcNNa4rFOyJ0oeBNCLeXkoeA119cUvOb4UfCa5MfsJEACJEACDgIUvBwJcRGg4DU3Pih4zfGj4DXJj9lJgARIgAQoeDkG4idAwRs/o7iuoOA1x4+C1yQ/ZicBEiABEqDg5RiInwAFb/yMKHjNMYozN8OShRAuiyYBEiCBFESALg0pqLMT0FQK3gRAc8pCC685frTwmuTH7CRAAiRAArTwcgzET4CCN35GtPCaY5SsLLynTwMHD1tgtegoURzImpXhhkLY/SyaBCKawKnTwKbNFpy/oCF3Lh01quvIxjklZH1OC2/I0EZEwRS85rqRFl5z/MLKwrtugwWLFscGlrdagQ6P2VG2tN1kK5mdBEggORK4dFnDtas6cucGoqICa8HFixrGT7Qi2ikcbPr0QP8+0UibJrCyeLV/BCh4/eOUUq+i4DXX8xS85viFleD94KMoXL3q2qAC+XU890zKDWC+e7cFJ07Ryl2nFpAuHTmYfNyTTfYbN4GZs63474im6pw6FdC8mQ3Vq/k/Bv74y4Kly3kUcWJ2OgVvYtJOfvei4DXXZxS85viFjeCVF9yIDzxNOGKJeW1wNHQdOHdeg92mI2dOwG4HxP0hQ0Ytok9ZmrfAgh07PV/aJrs92WUf0NfGpehk12sJr7C3Y4RlxWfIwGik9tM6u+AHK7Zucwhm59SkkR317ueqUcJ7x3dOCt5QUI2cMil4zfUlBa85fmEjeKUZviy8D7exYdZcK86fc7y80qQBoqMB213Db6GCOjo9YUO6tCZhhGH2pLbwbt1mwcVLGipXsiNrFv+ta8FGSQtvsImGd3lfzrRi335Psdr1aRuuXwfE1eGePDqKFdWheV6mGrfzbwvmfuv5sdjr2Wjkyxfe7U+utaPgTa49lzj1puA1x5mC1xy/sBK8vnx4t2wF/vnX7cUl2svpRdegvh2N6tNqY3I4eGSf8YUVhw5r6NbZhqJFkk7wBrtdLC+8CfiyzmZIr+Pa9dgHv0RxHZ07eXd5klWgBd9bsX2n43oRxvfVsaNZE84Toep9Ct5QkY2Mcil4zfUjBa85fmEleKUp3qI0eLP8iouD8RKTf5YpbceTj/NFZnI4UPAGGyDLSxCBvfs0fDXL6pI3S2ax7HoW1+MZGwrm9/0xdv0GVJSGbNl07NplwcGDgNWqoWRJOyqW920hTlDFU3gmCt4UPgDiaT4Fr7nxQcFrjl/YCV5vzZk4JQqnTrn94mbhrVHVjtatKHhNDgcK3mADZHkJJrD/gIYduywqSkOBAsCp0xp27vL0X3ikjQ1VKse/+vDTQgs2bHZdKaI/b4K7x2tGCt7g8oy00ih4zfUoBa85fslC8Hrdbe0meJ9+0oaSJeJ/6ZnEleKy06UhxXV52Db4z1UW/LbM0yc3Pguv0aD3Rkbh5i3X5uXIoaNf75QbBSbYnU3BG2yikVUeBa+5/qTgNccv5IJ39z8W/PmXhlNnNOTIDtSobkONAEILSfPEfUH88MSP99JFIF0GIEN64MZ1XUVpqFDOjuLFKHZNDgWv2Sl4Q0GVZSaEwLVrwKQpVly56p8Pr/M9rlwBRo3xjAITZQVeHxqdkOowjxcCFLwcFnERoOA1Nz4oeM3xC6ngld394z92Dfwu1e3exYYihQMTqBJE/pNpVrVD20jlytrxeHs75EUo98qVU0fq1CaBMLsLAQpeDohwInDrNrB3r+ZXlAb3entzjSpZUsfTT9DCG6w+puANFsnILIeC11y/ho3gPX7yLBYtW4v/jp3GO4O6q1at3fQ38ubJgcIF8phrZQhzHz93I2Sl79ipYd4C140ncrOERFSQpUxZ0nRPRYroOHTIYfGxWoD6D9hV+UzBIUDBGxyOLCXpCUi0kXnzLTEW4uw5dHR8zIZ7wnd6TnpoAdaAgjdAYCnscgpecx0eFoJ3y8696DFwFMqVLoqN2/7FrpWfq1aNnfotRAh/MKyXuVaGMHdyEbyz5lg8Q5MJFzdfXvlT39425MwRmAU5hIiTddEUvMm6+1h5NwISquzsWcBiFRcrRmgI9gCh4A020cgqj4LXXH+GheDt1PtdNLyvCp59siXKNegaI3g379iLQe9+gqVzRptrZQhzh1LwBtOlwZeF14vehb+7tkOINWKKpuCNmK5Mtg05/J+G7ds1XLoC3JMXuHML+HePhqvXNBQsoKNxIzsK5OMHbjh0MAVvOPRC+NaBgtdc34SF4K3e/Dl8N+NdFMyX20XwHjl+Gq07D8HWpdPNtTKEuUMpeKXawdi0JuV48+EVn90zZz3DFDFiQ/AGDAVv8FiypMAJHDmqYeoMJ7coL1+4cgJggwZ2rFtvxdlzQM4ccsCETcXYZUpcAhS8ics7ud2Ngtdcj4WF4L2/bR9Mfn8AKpQt5iJ4l/y+Ee9/PBPL540x18oQ5g614A1m1SWkkGxYuXxZQ758OtKn1zFpSpSK4mAkefmJS0OU54bsYFYlxZRFwZtiujosG+oeO9fbio5UXOYA5yOG5d9ffN6mNrIyJR4BCt7EY50c70TBa67XwkLwvjX6cxw/dQ5j3uqNGi16KZcG5c7wzmQ0rV8Dg3s/Ya6VIcydnASvNwzHjmvYslXDhUsa8ubRUbOGjsyZ+JIL1pCh4A0WSZaTEALG+DPy+it45fpWLe2oWc2xgdXbCY4JqQ/zxE2AgpcjJC4CFLzmxkdYCN6r127ghSFjsH33Ady5E40smTPg0uVrqFG5DCaNGID06dKYa2UIcyeW4DVi6e7da4HNpqNoUaBqFTskDiZT+BKg4A3fvkkJNfM4dMaL4k2XFrh+E3B3bjIE77oNFixaHBvhxWoFnuhgQ6mS/DAO9hii4A020cgqj4LXXH+GheA1mqAiNOw5BN2uo2ypwqhZuQw053U2c20NSe7EErzeTkvjccAh6dKgFkrBG1ScLCxAAuLGNGZ8FG7cjZ5o14FUUbKKA1y77ti0VrWy3SP8obNLwwcfReHqVdcbFy2so1sXxt8NsDvivZyCN15EKfoCCl5z3R9WgtdcU5Imd2IJ3nETrTh3ztUGkzYN8Npg/0452rdfw4o/LDh5SkPWzDqqVdVRtzbj7YZ61FDwhpowy4+LwJFjGqZOt8b46BoG3hYP2lGnVuzzv3W7hjXrrCrkWJYsQPVqdtStZYevE9YyZgQGveTf3MMe8p8ABa//rFLilRS85no9LATvh5/MQf57cuKJhxu7tGb298tw8vR5DHiuvblWhjB3Ygnet4dHIdqLQeWVAdHIlCnuBsrpamLlkVOWnBOjMYRwYNwtmoI39Ix5B98E1m+yYOEizwNnvK0O7dmrYcEPsacx5s4FdOxgg4xhWngTZ5RR8CYO5+R6Fwpecz0XFoK3Qbv+mDC8HyqUKerSmh3/HES/YeODHqXh2vWbeH3UDKxcvRWZM6VHr6fb4PG2jbySlGvfHvMF/ly3HTabHbWqlsXrA7ogZ/Ys6vrEErxfzbaqCAvOKU8eoHfP+K0se/dp+GqWp7OvWHjE0sMUOgIUvKFjy5LjJ2BYeN2vLFtGbL060qTWUKqUDjlmfMx4qzpi3DlJaLKCBXUXH15xd3iouQ21atCHN/4eCOwKCt7AeKW0qyl4zfV4WAjeSo2fwU9fjkCh/LldWvPfsVNo0+W1oMfhFbErMX5Hv9EbB/87gV6DR+OTkS+jWsVSHjRHTpytTn+b+F5/pEmTCq8O/xSZMqSLOf0tsQTvyVPAN99acf6uW0OmjDrat7OjSOH4Xzq+BO+9ZXUUzK8jc2YdJUvqEBcJpuASoOANLk+WFj8B2eC6a7cFe/ZouHVbx5kzGs46uUNJyME7d1zDkD3YzI5fl3hagnPk0NGvtw2bNmv4cZEVctKaksQa0LihXR1FzhQ8AhS8wWMZiSVR8Jrr1bAQvC06DcKzT7ZCu5b1XFrz7cLfMW3WIvwy6wNzrXTKfSfahjqtnlcCt3ql0uqXYR/MUP98Z1B3j/v0+d94lC1ZGC90aat+W/jbGsz45mcsmP6O+u/EErxyL3mRnTuvwW7TkTMnYPF8P3nl5MulwTn2Zvr0QK9nbciaNX4BHbTOSAEFUfCmgE4OsyZ6c2OQD+PSpRwhB+d9Z3UcKe6U8ufTcfyE5hKTW34ukF/Hc8/Y1AqRfDg7p1SpgaGDov2eh8IMU1hWh4I3LLslbCpFwWuuK8JC8H4+5xdM+uJ79Hv2MdSudq9q0dpNf2PctG/xfOe26NaxhblWOuU+fPQUHnpqMNYtmoyMGdKpX2YuWIqFS9dg9qRhHvdZtWEnJn/xg4oRnDq1w8JbunhB9O/xWKILXrmhzQ6cOQOkTq0hezb/xanzprVMGXQlnN0DYDxwnx1NG9NiE7TBBij/x0OHNXTrbEPRIv73VzDrwLJSFoFPp1tx9JirOJVn/Y2h0eq5nzDJ071JVndKlNCxc5drvgeb2pV1eMsWDRLhwT0N6GtDNn4kB22AUfAGDWVEFkTBa65bw0Lw6rqOcdPm48t5v+LW7TuqRWlSp0Ln9g+i37PtghqabPfew3isxxvYueKzmHJ/XLIK02b9jB8/H+5B89yFy3htxFT8tX6H+q3SvcUxbfQrSC/BKwHcvJ14oXl27Qa+mmPH1WuOaubNo6FHVw25cwY2CLbtBKZ+4SlsK5YDnuvqp9k4sFum2KvHTtax74COfj0tKFkixWJgwxORwCvD7Lhx0/OG/3vFgntyA6+/Z8f5C66/V6+i4cn2Glat07Fvv440aTSUv1fD3n06/lzj/UMtdWrgw3cstPAGsW/37gPGTbGjRDEN/Z/3PPY9iLdiUcmQQNrUDLxvptvCQvAaDbhx8zYOHD6uLI9FC+VDurSpzbTNa95ALbw9B41Wlt23X+mG1KlS4aMpc3HoyElM/2iQKv/8FbfQB0GvcWyBIz7UcOGi6w2qVJQg8IFZDk+f1fDhWM+KNqyno0WzEDYgBRb9yTQNBw4BPbvrKF4sBQJgkxOdwOy5GrZsd71ttqzAkIGOeeKff4E58zVcu+64Jk9uoHMnIFcOz3lk1FjgzNm7rg6a6+EUzZsAjRoENvckOoxkdsP9B4ApMzQUKyIuZmSbzLov5NXNnin4mijklQ6jG4SV4E0MLuLDW7vl85j64UBUreDYpCab2MSf1ZsPb8PH+uONl7qiQd3K6tq9B4/i4W7/UxvpUkVZE82HVyw2Iz6I8kBkbCqRHyTs2G/LLPjnXw13bmsoUtiOpk105PTyIpszz6I2thiJPryhGX10aQgNV5bqm4C4IHwz14rTZxzXyLP9aFvXk9H8dY1yif9t6C8NeL5HNPLmZS8EmwBdGoJNNLLKo0uDuf4MC8ErxwhPmLEAazf/jXPnL8Eu6tMpib9tMJNsUjtx+hxGv/GCstb2GDgKk99/SUVpOHHqHL6e/xte7vU4LBYN/YZNUK4Pbw/qjlRRUfhoyhys27wbP37xnqpSYm1ak93Rbw2P8thUIptNej7rcKtYutwCOZHNOcmmk4da2LFsuQVHjmrImEFH+fI6GtSz48gRDcePa4zSEMzB5VYWBW8I4bLoOAmcv6Dh9m0duXIB1gR6Ki382YL1G10ziy+6+KQzBZ8ABW/wmUZSiRS85nozLARv32Hj1QETjz5UD9myeJ6i8GCDGuZa6ZZbYuuK6P19zVa1cU0iMBhxeLf9vR9PvvAOti2bjiirFWfPX8LwcV9h3ZbdKg7vvaUKY0ifp1CqWIGQCF45XGLzFgsOHgSsVg0lS9ohsTAlvTfS8/CIMmV0PNnB8fLxtllF/i5hxy5fdvUHa9PShurVuGQW1IHlpTAK3lATZvmhJHD9hqwaWbFnj2yY1VC0qI5mje3cqBYi6BS8IQIbIcVS8JrryLAQvLVaPo8l33yILJkymGtNEuQOtoX3p4UWbNjsalFp0siOCuV1fDTeqmJgGseDiiFcwg090zVuwWtc74ynWBEdXWmlCfmIoeANOWLewA8CckSw/C9nLiB1Kt8Zrl0D1m204PhxQGwPFSvqKFyIH8Z+IA7KJRS8QcEYsYVQ8Jrr2rAQvE0efxk/fTEiJJvUzOGJP3ewBa9YcW/ecr2vnKj25OM2dRKSexLB272Lb5cG51i7znkzZwIGDoj/lLb4CfCKuAhQ8HJ8JCWB6Gjg69lWHDjoWOGRQyeaNLSjbh3PKC3iNjXxE6vapOacenS3oWABit7E6EcK3sSgnHzvQcFrru/CQvB+9e0SdfLZKy88oTaCJacUTMErFphRYzw3plk0wJoKsEfralnROUncXImfK+niZWD02KiYoPJypUhhRdQtwk2GDDoGv0w/vFCPNQreUBNm+XERWL3Wgl/cTlCTKDgv9bchSyZXEXviJDD5U8/5h0eQJ94Yo+BNPNbJ8U4UvOZ6LSwEb8fn38Y/ew+r2LYF8uWCxe0IsW8mv26ulSHMHUzBK9WcOCUKp065Vtiw0hr/TBUFZMio494yujreM9XdJUpvkRzU/j8LoOl3dfBd/4Yypezo1JGHTIRwaKiiKXhDTZjlx0VgwQ9WbN3mGc/1iQ52lC3j+vzv2Klh3gJPg0OJ4jo6d+LHcWKMNArexKCcfO9BwWuu78JC8H7y5Y9xtqJX5zbmWhnC3MEWvHIq17z5Fly56nhJefO/vb+uHc2aeBerk6dG4cQJ1wYXKaTj0H+xL72oVECXTjb65oVwXBhFU/AmAmTewieBxb9asGadZ4gGb24KV68Co8dFweambeW0tfu8uEAQe/AJUPAGn2kklUjBa643w0LwmmtC0uYOtuCV1ogv3dmzwMHDViz82fMI4LgEr8Tg/G2phkOHLUiVWkeZ0ro6Lvj8eai/pUmto0QJILPbcmbSUozcu1PwRm7fJoeWSSjCqTNcrbZyFHCXp+zInt3TL3fteguWLLVAfH8lZUivo04dHbVr2uPc7JYcWCSHOlLwJodeSro6UvCaY0/Ba45fSOPwyo5p8cmVUGXOqctTNhQvxk0kJrsuUbJT8CYKZt4kDgKH/9OwfbuGo8c1yCmL0XegTrPMl1dHp442ZHKLBLl6vQW//GJRMb/lOknly+mQUIZLV/h3sA07JGEEKHgTxi2l5KLgNdfTYSN4f125AYuXr1MHP9wxzAt327Zg+jvmWhnC3KGw8DpXd+8+DSv/tODkKQ1ZM+uoVlVH3drB8729fEXD+g0aTpzSkC2LjiqVdchhFkzBIUDBGxyOLMUcATlZbeQozwgw3jakeYvnLcK3Vi071q51dY8oWFBHj2707zXXO7G5KXiDRTIyy6HgNdevYSF4JUrDx599h45tG2HarEV4sfsj2L33MP5Ysw1dH2+B/j0eM9fKEOYOteANdtVlJ7bh2lC0CPDZlxZcvBTr3ysvtt69opE7V7DvnDLLo+BNmf0ebq2WUGMTJsUd1tCos7fQiPJb9hzA+XOuLZP5YsigaKRNE24tTp71oeBNnv2WWLWm4DVHOiwE70NPDUbfZ9qhecOaKNegK3at/Fy16udl67Bi9WaMGva8uVaGMHdyEry//2nBshWxFhqrFR4bVARVXD7CIUQZkUVT8EZktya7RvkKeVimtB1PPu66YvTtAiu273SN7JA1i440aTWPCDIieIcOikZqCt6gjAkK3qBgjNhCKHjNdW1YCN4qzXpg4ZcjkP+enJB///O78erIX0lyKMXSOaPNtTKEuZOL4JWNcMM/iMKd27EwvEWAkF+9vQRDiDCii6bgjejuTVaN+3KmFfv2uwrZ9o/a1CmOzkk2vn4z14rTZxx/TZ8eeLStDfsPaVizhi4Noex0Ct5Q0k3+ZVPwmuvDsBC8jdu/hPHv9kW50kUg1t5h/TujTvVyuHjpKtp0fQ1/fDfeXCtDmDu5CF5vS5q+TmFr28qmfIWZzBOg4DXPkCUEh8Ct28CGjRYc/g9Il05DubJ2lC7l+zk/f0HD7ds6cuUCrBbg5k1w01pwusJnKRS8IQaczIun4DXXgWEheAcPn4JihfKh59OtMXXmQnw2ZzEeqFkR2/7ej+qVSuPdwc+Ya2UIcycXwevNwitY5GA7tUfwruGndCk7Hn/Mro4gZTJPgILXPEOWQAIphQAFb0rp6YS1k4I3YdyMXGEheK/fuIVomw2ZM6aHrutY8POf2LprH4oVyotOjzZB6tR3jxIz19aQ5E4uglca7+7D62Lbufsfzz1rQ8H8tO4Ga7BQ8AaLJMsJFYHbtwFZARI/3QwZHHe5fQc4ewYqZJl72LJQ1YPlAhS8HAVxEaDgNTc+wkLwHvjvhBK37slms+PwsVNefzPX7ODlDnfBe+o0sGmzBbI8mTuXjsKFdZw/79h8smmLJSbOpkGkSSM76t0fvLBnwSOdPEui4E2e/ZZSar3yd4v6EJawZZJkhadIIWDZytjDJ4oV1fHUEzau+iTCoKDgTQTIyfgWFLzmOi8sBK9zZAbn5ly4dAX3t+0TE7XBXFNDkztcBK83K83FixrGT7S6HFwhG1D694nG7t0avvvRM0xR/QfsaNyQgjdYo4WCN1gkWU6wCZw7r2Hcx65zgKztWDSoQyecU/Nm9qDG/w52WyKlPAreSOnJ0LSDgtcc17AWvMdOnkXbrq9h4y+fmmtlCHOHg+D1ZqV5ooMdf622YOly113VgkJ+u+ceHWMnWD1ebLly6ejzPAPJB2vIUPAGiyTLCTaBHTs1zFvg9tHrI3RL5Uq6itTAFFoCFLyh5ZvcS6fgNdeDSSp4R0yYqWr/9fzf8FS7pi4tsdvt2P73AaRJkwpfjn/NXCtDmDupBa83K40095E2Nhw8bMHWba5hiOQ3w21hxhdROHToLhyny/q8YEOunPTjDcawoeANBkWWEQoCcorjV7P8E7zOJ7LJUed79lpw/jyUm1Tx4rqK4sBkngAFr3mGkVwCBdV/j4gAACAASURBVK+53k1Swfv8q2NU7f9Yuw31aldyaUmqVFYUuCcXnn6sGfLmyWGulSHMnZiC98ZNYN8+DZcva8iXT0fRIjq8WmkAyAuqYEFg7reeb6Jez0YjXz7A2xGigkoswGXL0K0hGMOGgjcYFFlGKAhIdBZxeXI+aVHuky2bjgsXXD+Ue3S3oWABHTdvAZ98alV7AoxUIL+OZ7vZYKHoNd1NFLymEUZ0ARS85ro3SQWvUfXXRkzFe0N6mGtJEuVOLMEr/riTp1px40ZsQ8uV01G1kt3TSgOgQX07Gjxgx4LvY09NklOR7qtjR7MmDjG7/HcLxB3COcnpa0MG8uSkYA0nCt5gkWQ5oSBw+YqG9Rs0HDuu4dYtwGLRkSWLpv4pc02WTEDFijoKF3Ks+GzYZMFPizyV7dNP2lCyBFeFzPYRBa9ZgpGdn4LXXP+GheB1b8KVq9exYdu/KFLwnrCO0CD1TizB+9syC/5c5fmi6d3LhpmzLS5WGhG2vXtFI3cuB9nrN6AsMuKmIBHexA3CbtORISMwe44V/x1xWGvkt+bNbKhejS8uc49VbG4K3mCRZDkJJSDP/2/LrNizB7DZNRQtqqNZYzuyZY19zr2t9ngTsYt/tWDNOs95iJvaEto7rvkoeIPDMVJLoeA117NhIXj7v/4xale7Fx3bNsLNW7fxSPf/QTasSUzesW/1QeMHqpprZQhzJ5bgnTXHgn/+9b4BLX9+XVlpTpzSkC2LjiqVdeTP5yla5ajQWXOtOH/OIXAzZdTx6CN25MwBXLuqI3duMPRQkMcKBW+QgbK4gAks/NmC9Rtd5w5xh+rW2bEJzdspjPJ3bxvVaOENGH9AGSh4A8KV4i6m4DXX5WEheCX02OdjX0WJovmxcOkajJ82H99/9i4W/rYGc39aiW+nvmWulSHMnViC15eFt29vG3Lm8M8i600058iho19v7r4O1RCh4A0VWZbri4C4J2zZquHCJQ158+jYsUvz8MmVVaA3hkYrv9vd/1gwe67nx7T45j73jOvcQB/e0I47Ct7Q8k3upVPwmuvBsBC8lRo/g9/mjEbunFkx9P1pyJwpAwb3fgInz5xHy6dexaZfGZbMlw/v4+38F6sfjfPcoCLDZ8igaKRLa24gMbd3AhS8HBmJSUBWcSZ+EuUSblCz6NDtrpvQnAXv7VvAiA+jYHObSmQfQKP6nptXGaUhdD1KwRs6tpFQMgWvuV4MC8HbtONADOv/NGpVvRdNH38Zw199Fg/Uqoh/9x9B134jsGbhJHOtDGHuxLLwShO8RWkIpGkTp0SpE9ack/jtvjbYYelhCj4BCt7gM2WJvgl424gKL7F1nV0apLSNmzT8ssSqjhSWVKigjk5P2PghnMiDjYI3kYEns9tR8JrrsLAQvNNn/4zJX3yPrJkzInXqVPjhs+FIlSoKs79fhkVL1+Lrj4eaa2UIc4dS8MpS459/aTh1RkOO7ECtGjZUq+qf+4K3Jv/xl+dBFDWq2tG6FUOQhWqIUPCGiizL9UZg7nwrdu7yjL0tAvbCBd+b1qQsCVN2+jSQIaOGLJkTPs+wZxJOgII34exSQk4KXnO9HBaCV5qwdtPfOH7qLBrdVxVZs2RUrVq8fB0yZUyP+2tWMNfKEOYOleC9cFHDBLdjgaUZPbrZULBgwl5Gclzo9p0a9u61wGbTUbQoULWKHVGeJwyHkFjKKpqCN2X1d1K3Vnx3vR0Z3u9FG3JkT9i8kdRtSkn3p+BNSb0deFspeANn5pwjbASvuWYkXe5QCV5fLy5ffnVJR4B3josABS/HR2ISsNuhNqD9u8fhoyQnoNV/wK7icjOFPwEK3vDvo6SsIQWvOfpJJnjfHfsVKt1bHK2b1YX8e1zpf/2fNtfKEOZOasF75IiGI0c1pM+go1QJHenTh7CxLDpgAhS8ASNjhiAQuHYNKja3ir2d2lHgvv0aVvxhwclTGrJm1lGtio66dSiEg4A7aEVQ8AYNZUQWRMFrrluTTPD2GTpObVJ7ql1TyL/HlSYM72eulSHMHSrB649Lw6LFFqzbELvbLE1q4LlnbeolxxQeBCh4w6MfUnotrl8HxoyPwq3briQ6dbSjdCmK3nAZHxS84dIT4VkPCl5z/ZJkgtdctcMnd6gEr7Qwrk1rcnrSyA9dww9JnurV7GjTki+wcBkhFLzh0hMpux5792lejyCvU8uOFg9yvgiX0UHBGy49EZ71oOA11y8UvOb4JdrRwkY1bXbgzBnH8cBz5nnuNjOCxUt4oT17NFy6rOGePDqKFdUhsTeZEpcABW/i8ubdvBMIpuB1P9iiZg0dmTNxVSkYY4+CNxgUI7cMCl5zfZtkgnfYBzP8rvk7g7r7fW1iXxhKC697W/bs1bDgBytkeVIiLkBT/+eSxMLbuIEdkz+14vKV2F+LF9PR5anYyPJykMWNGzpyyXHCjNIQsmFDwRsytCw4AAL+uDScv6Dh9m0duXI5Nrt5S94OtsiaRYec+BgVFUCFeKlXAhS8HBhxEaDgNTc+kkzwDn53SkzNdV3HitVbkTZNKpQrXQSpoqKw58BRFaasab3q+OjN3uZaGcLcwRa8N286rLcSQiit2+lnHieluQWUN3x4//lXgxxF7J56PGND5kzA7DkWHD/hEMNyjzYtbShfjhaaUAwTCt5QUGWZCSHga9PahQsaZn5jhYhZSbLx9ZE2rr69Es5w1RorTp0G7F4Od+zW2QY5zILJHAEKXnP8Ij03Ba+5Hk4ywetc7Y+mzMXpcxfx9sBu6uAJSSKCZ3yzGMdOnsXrAzqba2UIcwdT8P600IINm2OFao1qdrS+648rp6yN+MDThCKvmPTp5GQkO9q0siNTRigr8NZtnv4Lj7Sx4ehRzeUegiZNGkfooowZdIglOFOmEAJLYUVT8KawDk+GzfU2X2TKqOPl/jZ1AqMcRiGnNKpVJS+ntkmTW7W0o2Y1+gKb7X4KXrMEIzs/Ba+5/g0LwVu3dW/MmjQMRQre49IaEb1y7PDSOaPNtTKEuYMleH352BmWE4mv+dZwz01qzu+fUiUdb6Tr1zQcPe4peMXC++NCq8fxwuoDw+EhgahUwAP32XDuLA+nCMawoeANBkWWEUoC3o4cl/sN6GtDtqw6Vq+14Jcljg9xEb3e9gLwYIvg9BAFb3A4RmopFLzmejYsBG+NFj0x7p0+qFu9vEtrzl+8goeeGoy1CyeZa2UIcwdL8P62XI4R9nRDaN7Mjrq1HZYTb8eGejO4ePPvFctt+3Y2fDw5ClevugJRLzH5012N7F4mjx9O+ACi4E04O+YMnIA8y7t2W9SG1Vu3dRQpDFSrasfdhTOvBRpj1PlHEbVDB0UjdRp4CF41VdydK3iwReB9FFcOCt7g8oy00ih4zfVoWAje/42cjr/W70D/Ho+hSvmSSBVlVT68E2YsUD69b78S+ZvWxk2Mwrlznp3Z/lGHb5z438kmtGvXgZMngYOHLI4lRqeXj/Nyo/xUuoQdBQs6/HTLlbVj5R8WrNto8djo5m61cRe84hs8ZFC0Wt5kCowABW9gvHi1OQLrN1mwcJHrgyr++R3aeXG8vXur+PK4uDQ4Va/dwzaULRN7sIW5mjO3EKDg5TiIiwAFr7nxERaC9+at2xjz6TzM+XEF7tyJVi0SX97H2zTEgOfaI01c5glz7TedOxgWXvHPfW+kwz/XeblQ/v2pJ20q/Nhtp4DxlSrq2CY+um5eC+7CNXs2HZcuaZBQZpJSpdZx57amdLHj/91NbkV5sxoby5umgaWwAih4U1iHJ3FzP51uxdFjrhODzCNvDPX9weqPVVg2rf25yqr8ecW9SsqUabl5MxuqV+NmtWB1OwVvsEhGZjkUvOb6NSwEr9EEEb5Hjzu2ChfIlwtpxbQY5ikYgleOBp46w6pEqC7vqruKM1N6oEgxHTt3evrjGqLURbx6CVPmjM/HfhMXwvIisxsuDnd/yZ0LePF5x4cIU2AEKHgD48WrzREY/r7naWpSYp8XbMiSRcemzRYcOgykSa2hVCldrfz4G597+e8WrPzd1XpstQKDXo5GOreIMuZakXJzU/Cm3L73p+UUvP5Q8n1NWAlec01JmtzBELynzmj4eJLV48WTN68Ou13z2GTm1W9Xmu+0oSR3bh2nTmmuZXrJKO4SzZrY8e8euVZHwQI6Fv5ixflzDpEtu7UffcSO4kVpxUnICKPgTQg15kkIAfkwnrvAM6i2xMl9qZ/N6x6AQKIrzJpjwT//evo1MSRZQnrLex4K3uCxjMSSKHjN9SoFrzl+QTlpTY4Qnj1Hg65pLl4KxYvZkS695mHhNYzAzlWXZUmxDsvrSOJoin/dV7M8X34ioq9eAWx2DUWL6nigrh0//2LBf0ccAleWKVs0t6FwIYm3qSNnTtB318QYoeA1AY9ZAyIw6dMonDgJaE4ftmK97dTRhiKFdAz/wDPKS5HCOrp38e3f61wBX+EOxXqcKyc/iAPqLB8XU/AGg2LklkHBa65vKXjN8QuK4D17TsP4iVaHJ4Px3tAkPJgdZcvq+PxLVx/eKpV1/P237MJ2qrzTS65yJV0dJiFlXrwU6w4hL7/evaIhLgpy9PDZM8DmrRas3+hqtUmdGhg0wLFDm8kcAQpec/yY238Csg/g5i3H9THTgQa8NigaFy4Akz/1jONtWH/9uYu30InGUeb+5Oc18ROg4I2fUUq+goLXXO9T8JrjFxTBK1WYM8+iwgkZSay0vZ61IWtWXYURkygN169rKFRIh7xkrl2TYPBWXLl7fLDhh5chA/BcdxuyZdNVVIf1GzScOKUhWxYdIpTz59Oxdr0FS5ZaEB3tO67m889FI69rWGSTpFJmdgrelNnvSdFqsfBKBBfnlDOH49hf+cB9d4Sn4BUXph7d/bPwSrn7D2jYscuCa1d1FCgA1KhuVwffyMf33r0aLl3WcE8eHcWK6n77BicFq3C9JwVvuPZMeNSLgtdcP1DwmuMXNMErLgmHDms4flxD5sw6SpbUkTYOC+uFixrGjHe4LDhvYCvqtEQpoljCkB0/DmTJBFSsqKsji0ePi4Lt7jvO10a2VwZE88Q1k2NDslPwBgEii/CLgPjwfvu9VUVRkCQfwY+0taFyRV25OkyeEuUa2UWH2rj21BP+C15vFZF5ZpJ8fF+NXU0qUVxH507myvWr0RF2EQVvhHVokJtDwWsOaJIJ3l9XbvC75g82qOH3tYl9YTA2rSWkzs6C1zm/4ZMnL72Jn1hx5qxrhIdWLexYuDjugLpcpkxIj3jPQ8EbPJYsyTsBCRV28LAFVouOnDk0nL4bz7t4YR057vrWKsH7aZTLx7HMDPHF6PWH+Z+rLPhtmeecIic7FsxP315/GBrXUPAGQivlXUvBa67Pk0zw1mr5vN81X7dost/XJvaFSSV4xSL88WRPQdugnh2NGtgRE+rMDUiJ4nbs2+/6cpKyZNOJWH+dlykTm2Uk3o+CNxJ7NXzatG6DBYucPmAlTFiHx+woW/qumfduVaNtwIdjonD9umvdxdffbBxdX5vZHmljU25UTP4ToOD1n1VKvJKC11yvJ5ngNVft8MmdVIJXCJw8Bcybb8WZMxLhIfYwiUoVdBQtascPP3lGaZAYuxbnbdx3Ud5bxo47Ng158+ioWUNH5kx8UQVjlFHwBoMiy/BF4IOPPI8K97VCc+SYhuUrLOpjOHUqHblyA3Vq2lG6lDl/W1p4gzc+KXiDxzISS6LgNderFLzm+AXNhzch1ZBd01/O9IzfK2W1bOEIN2YcPxxTvoQvu+vfp8KepQV2/u1q8ZWd2z172LBlqwWH/wPSpdNUgHp5MTIFRoCCNzBevNp/AnJC44gPPDeiie//a4O9HxQjURwmT7FCXKKMVKCAjvr329Wm2Rs3dBWSUDaj+XvuD314/e+z+K6k4I2PUMr+nYLXXP+HjeA9ceoclq/aghOnz8UcL2w0bUifTuZaGcLcSWnhXfyrBavXWdxPGFatvb+uHRkzAEtXOKIxOAteI8PTT9rU2e1/rfb0v8ufV8exE67+v+0ftaFCeYreQIYTBW8gtHhtoATisvCKH//Zs4DFqil3JdnEtmGTBT8t8nze3Y8lNzad+Rt9wd/rAm1fSruegjel9Xhg7aXgDYyX+9VhIXjXbNyF3q+NRekShbD97/2oVaUs9h06houXr6Ju9fL4ZORL5loZwtxJLXjXrLW47ry+29bmzeyoW9uuwhHNX2DB3/9YPMIESeixFb97Pz3J/QUoxXLndeADiYI3cGbM4T8BXz686dLqmDffEhM5IXsOHR0fs2HDBgs2bPYieGXVx+22/XpHqygjjL7gf3+YvZKC1yzByM5PwWuuf8NC8Hbo+SaaPFANzz3VGuUadMWulZ8rK++oyd8gY4Z06PtMO3OtDGHupBS8hkuDNM+Iwyv/LhtX+vV2xPCV9PnXVhw44Po6S5Nax5BBNmzcYsFCN4uPlCXWIecypZxAgtSHEHmyKpqCN1l1V7KsrHOUhhLFoZ77iVOiPI4kl1CHZUrpfll4BUTN6naPQ2nk74y+ELphQsEbOraRUDIFr7leDAvBW735c1gw/R0Uyp8HFRp1w4bFU5A2TWpE22xo9fQQ/DLrA3OtDGHuUAjec+c07D/kEKjOoYW8NWP1Wos6XEJOVEudWkeRwkDjhjbkyR17tZzAdOOW4xQ3tbkNQNrUwNBXo5W7w5xvLfh3j8PqY7UA9evZsWad+PO53rFGVTtat3Ld/R1CtBFRNAVvRHRjsmqEfKy+NdzzGOGMGYG+vaM9fHi9reaIH3Cp0jq2b3e3+wKMvhC64UDBGzq2kVAyBa+5XgwLwXtf2xfxxdghKFE0Pxq1H4DJ77+E0sUL4k60DY3bD8Af340318oQ5g624N26XcP3P3oPHu+tGVeuAL8ts2LfXQtuiWI6mjS2u0RZcD5y1CjDfWOLbDwR0SzhyeRo4Z27NPy4yIqbNx058uXV8cTjdmTJTB/eQIYTBW8gtHhtsAh4e+Zz5NDVyo+4OX09OwoHD8bezXk1J21aoFULmzo1zVt8XWsqIHsWHdWq6sptymYHtm3TsO+A46O5RDE7KlXS1cczU2AEKHgD45XSrqbgNdfjYSF4ew0ejab1aqBdy3p4fdQM7D14DO0eqofVG3fi4qWrmDFmsLlWhjB3sAXv+IlWnD3nalUxjgf11oxvF1ixfafr9RJirGMHhyVWjgL9YZEVFy+45i5RQkfnJ72fhCQWH6mDnMZmt+tIn06LcY8IIcqILJqCNyK7Newb9dNCT1/dJo3sqHe/Y14YN9EKWUlySf8f2ztnLh0v9LQhygp1fLn7CWru1mBfG19l02yzJlwNCnSgUPAGSixlXU/Ba66/w0Lw7j14FNeu30TlciVw6co1vDf+a2zbtR9FC+XF0H5PoUDeXOZaGcLcwRa8bw+PggSJd07y8nl9qPcwQ952aVssQK1aduTOAfyw0BGazN0fV/5WtoyOCuXsLscYS4xO2ewi1l5JErasbh0batWM+6jjECJO1kVT8Cbr7ku2lZc5ZPMWi7LiWq0aSpa0o2L52Hi7xrh0bqARwrB1Szui7wDp0+soWFDHiRMa9h+wYNMWzWMuqVPLjt3/OFyqnJO4Twx6yfuclWyhJkLFKXgTAXIyvgUFr7nOCwvBa64JSZs72II3UAuvN8FrnB8qwlf8+dyTIYCNf6ZPD/R5PhoZMgCfTrfi6DHXl5dcJ78Z1yQt8eR1dwre5NVfKaW26zd5blY15g0Vp/suCHFveqZrNK5e1fDVLM+DbETwbtho8fhIl+xDBkWrD2Ym/wlQ8PrPKiVeScFrrtfDQvDWe6SvVz/dS5evoXWXIUH34RVrsrhOrFy9FZkzpUevp9vg8baNfJLcsfsA3v94FnbtOYQsmTLgxe6PoH2rBur6YAveQH14vbk0xLy4vFh2VaWd3mjGvzasb0f9B+xeN7sY18s18j8m/wlQ8PrPilcmHgH5iBUf/U2btZjpwJgL3FeEKlfS0bypDWPGR0Hi7ToncWmQk9YOHXb9SPZ12lvitTB53omCN3n2W2LVmoLXHOmwELxGKDL3ppw5dxFNOryMbcumm2ulW24Ru0eOn8boN3rj4H8nID7En4x8GdUqlvK4j9ShTZfX0LvbI2harzpu3LyFq9dvoHzpoiERvFJoIFEajE1ru3ZruHPHUf0YC66X2JrGljN1ErGTIC5fTkeHdjbEZTE2rglqZ0R4YRS8Ed7Byah5EtFFBO7FyxruyaPjvjp2/LrE4nLqmjf3J0O87tuvYcUfFpw8pSFr5thNa8eOa5gzL9YNSsIXtm9nR8EC3OAa6PCg4A2UWMq6noLXXH8nqeBd9udmVfu+w8Zj/Dt9XVpis9uxZtMubNz6D376coS5VjrllsgPdVo9rwRu9Uql1S/DPpih/vnOoO4e9xk5cTYuXb6K94b08FqHYFl4/95twV+rNJw6I6ciAbVq2NQuaH+TMVE6X69yO1t5nY4VVv56WuzSpWG9XbLU4nHymvESdN704m+9Uvp1FLwpfQSER/slZre7S4IcHfziC9E4dtyC8+eB7Nl0zJ0fGyHGqLlYeB9t632Dq3GNsdFV/ls22brvGQgPCuFfCwre8O+jpKwhBa85+kkqeCX+rqQbN28jnQSGdUqpoqKQP28uDOz1OGpXu9dcK51yHz56Cg89NRjrFk1Wh1pImrlgKRYuXYPZk4Z53OfJF95BlfIl8deGHTh95gKqVCiJYQO6IG/u7OraE+fdgtUmoKZyrv2Y8VZlcXVOzz1rQ8H8nqL32DENW7ZpyjIjlppaNXRk/n+LixwZun6jIxaQEqnyL8qU6/BiKFHUjvLldcjpTCdPxqpd8eHt+4LDh1dCDG3dpmH5CisuX3bURmL3ZnC6JgFNTLFZpn9uVcu93TvbULSo/x8wKRYYGx4SAj//YlGxtd1T5042lCwROy5//c3zg7dSRTvatrIjVaqQVI2FOhE4eFDDjC+tKFJYxzNd4/7IILiURyBvdodmYUoYgSQVvEaVmzz+MpbOGZ2wFgSYa/few3isxxvYueIzaHfNED8uWYVps37Gj58P9yitcfuXcPvOHXw6aiAKF8iDtz76AidOncOX41+LEZYBVsHj8lXr7Ph8tufk9khLKx5q6vqSOn5Sx5sjo13EcY5swLtDUyEqCuqwiGlfRWP7LkPxxt4udSpgwshUyvqyZ5+OQ0d06LqO3Xt0HDikK8FbrZIFbVtY1cvNuCZbVqDCvRZuQElAR4+aEI09+3UM7B2F0iU9g/gnoEhmIYGACcz5zoalv3v63/frGYXyZWPHpXwoD37zDi5cdHwsG6s77Vpb0bwxA+sGDD7ADP/u1fHhxGiUKq7hlT5RAebm5ZFOgCsn5no4LASvuSYEljtQC69Yg+vVroRXX3xS3ei/Y6fRotMgbFj8CdKnSxuUTWtbtmr47kfPHdDeXAi8uRxIvbqJBbGIw1Kzc6eGuQtcyzNcGJo3s6sT1woU0FGooI4Jk6w4c9ZViDVqYEeDetycFtjI8n41XRqCQZFlmCWwfYeGb79znRPEpWFA32jICo+RjNUm9/uVKK5DrMFMoSVAl4bQ8k3updOlwVwPho3gPXriDL76dgkOHD6hWlS8SD50fqwZ8t2T01wL3XKLD2/tls9j6ocDUbWCY5OabGITQejNh3fAGx/jntw5MLj3EyETvPKSGTvB06XB25n1s+ZY8M+/npaWVi3tqFktVqRKeLMz5zTHccJ3GUiYMme3iQoVdOzY4Wl1zJ4NyJPHjjSpNZQqpaNcWTt98hI4Cil4EwiO2UwTkA2tZ88BK/+wQoSUw1qrq7i8spqj23Xcuq2pzWWNG9lRIJ+u3KTEvSoQwSsxf/fsdfgB586lo3hxnrKW0M6j4E0ouZSRj4LXXD+HheBdu/lv9Br8kXIZqFq+pGrR5p17lTV1ysiXUbNKGXOtdMstm9ROnD6H0W+8gENHTqLHwFHqOGOJ0iDuCl/P/w0v93ocFouGP9Zuw9D3p6nT3grmy423P/oCx0+dw+djX1WlJvamNdll/cNC1xeSLHP07W1DjuyxvninzwCz5lpx/u5pSuKicPu26wEU3nZkS5vc/+4upoPaGRFeGAVvhHdwGDbv5i3gm7lWHDjo3YVG5gv3/QLp0gENG9pRorCOmXMsOHfeNa+cmianp7knudcnn1px/kLs9RLV4dluNsgHNlNgBCh4A+OV0q6m4DXX42EheDv0fFOdsjakT6cYv1rxLR0xYaY6cW3OlDfMtdItt8ThFdH7+5qtauPaC13axsTh3fb3fshGNQmFFmV1CEuxPE+btQg3b91GjUplMGxAZ+TJlS2ogtffBkZHA3O+teDfPY63iZxX3+BuDF2jDDkSdN1GC44dA9KmdpyytGmLBYf/83wBZsmi45LbKUnOgeelTNlA0b0LlzP97SPn6yh4E0KNecwQWLXGAtl8ppL7w2wU7OXv8ieLBjRsYMPRoxYcPqwhXXod95bR0bih901rGzZZ1GZZ9yTxeZ03w5lpT0rKS8Gbkno78LZS8AbOzDlHWAjeyk2ewYIZ76JYobwurTnw3wk8+swwbP1tmrlWhjB3sCy8gVZRRK0c55krpw45DclIcrLaxE88/XLlGGE5AtQ9dX06GqvXWtXLLXUaHZcva7HRHe5eLHE1X+pHwRtoH8n1FLwJocY8ZghIaLGdu+4+6z4Er7c/Gys7ElZMVoz8SYt/9R79QfYK1K3NfQD+MHS+hoI3UGIp63oKXnP9HRaCV05ae3NgNzS6r4pLa5av2oK3Rn+O3xeMM9fKEOZOKsHrq0lHjmqYOsPTB69yRR3/7NFw82ZsTonz27ZV7ItNxPLosVZcueoqjP2JwxlCxMm6aAreZN19YV35y1c07NsH5YdbpLAdee9xVPenhRZs2Ozbwpshg66OCnbZ8e2kgKOsr4QJgQAAIABJREFUwOtDo/1qOy28fmHy+yIKXr9RpcgLKXjNdXtYCN5Rk77BD7+uQv8ej8WcdrZl516M+XQeHm7+AF7u1cFcK0OYO9wEr6+ID7KRRPx49+/X1LJlkSI6HmlrQ/q7Yf3EF2/vXg379luUJVj+W1LuXECnjjZky8YYsgkZRhS8CaHGPPER2H9Qw8xvrIi+e7qiXC9uB3I8uPtHrzy56dIAhQrZkS8fUK2KHSJUJZrL+Yvi0Ovq+RCIhZc+vPH1VGC/U/AGxiulXU3Ba67Hw0Lw3rkTjXHT56vNYvLvklKnToWn2zVFn2faIZWYHMI0hYPgPXtOw29LNRw6bIE1ymG9cU+5cgJnzrr+tXo1O9q0tEPcIyZMjvo/9s4DTGqq6+P/ZBaWBZbeewelShURpCMCoiBgxYIFUVHU1/qpr/rasIBYUEGxvIKgoiiISm8iSGcRhKUsnaW3BZZJ7veem8lsksnszOwku7Oz9z6Pz+JMcpN77p3kl5Nz/gcZGdr3epGKfn0Zr74kWs4tIIA357YTewa3AFVNo+ppxlaoMPDsE16eLEbx+hs2SDh5Ghxy27VWuTKDta3bIOGHGWaFmPLlGe6/R+G63qEaJcIeTJdw9IiEsxlCpSGUvUJ9L4A3lIUK9vcCeKOb/5gAXn0IFzIvYs++dP6qjRQRCHpjvcUC8H7yqQd79xlufiQ/ZJAgq1ObYe8eCZmWt5R6bO7c+TIWLw1MPKE4PvL2iJZzCwjgzbntxJ7BLfDOux4ew29tVJ2R5MXCbSdPS3h7jMcvXUgyhhTEH04M7qIlMhYuknl1RmoNG6gYcoMaFijbnd/8haIwC83puvUy6NrcormIga5VU0Kd2sIO+u9FAG+4Vzb77WICeB978UMuEWZtpKZAGrl230U3bOf2zk3gJemfzEyG8uU1dQZq584Dr40OdMXwMqAMoHi9pk0YVv4l40Kmedw68AbT9r1psIpLGomLTTSrRQBvNNYT+wazgJ2Hl1iVfAR33+n1x/OGsuDmLTKmTAt82A0Vt0+yZaT1bZU3o5wAyg2ItJH6zEuvhuFSjrRjsX2+tkDHKxX06Br5esrXg87m5AXwRjezMQG8jTvfgU0LPw8YybETp9Hxuodsv4tu2M7tnRvASyELpKtJ2rrUqDLSgP4KGtRnQYHXqqVbooSmwGBsNWto9dqDVW8THt7o14kA3uhtKHoItACP4Z3iAYGi3vTffChYNfamv0K3HoE0d0l7N1gLBsptWqro1zfyh2Qj8NasEfn+Yo3ElwXoXkVFUATwmudVAG906zxPgffUGS1otH3fEVg+80PTSFRFxcLl6zB2wndY+P3Y6Ebp4t65AbzfTfdgQ4oZVo1SYQEhDTbFI0hy7MIFTXJMvzGWKMnQs6uKn3/x4IIvSU03FVVXGzJI3HiiXToCeKO1oNg/mAW2/CNh8je+cASJRyLwRoUf7h1mlhW7eBGYt0DG31sknMuQULMmQ/euCk9KtZMxvOcuhVdgC9aCgXJyMvXLULmSanoTFWoW6fxefi2BJ9R26hieJFqoPsX3+dcCabtlXh2wYwcVPbqJ+5A+kwJ4o1vTeQq85NnNrlGls3/dfyOGDuoV3Shd3Ds3gPfdDzw46quYZhzK0094kVSEyodK+OFHGXv2aeVD9TufEZEpkYVkx4yNYqUpMYVuNv79/ldimcIlSNWhRzcFlSq6aLwC0LUA3gIwyXk0REoYe3V0QsDv2s7Du2SZjDnzzKELpOH90AiFJ61SoZr9+4GSyUCzZgz09ie7Rh5ZCmkwxhFr4Q1ZFyBKkrv+WpXH9oZqAnhDWahgfS+A136+BfBG9zvIU+BN+WcnP/sh970YUE2tUEICKlUog5LJNqnF0Y3Z0b1zA3jtPLgEqy88q2VkG/Vz+e3GRlWewJjifc3E67s/WT7WPcD6DdFRgxWwzgTwFrAJz+XhUkU1qqymNypCM+yOwBhefR1aT+9fo7xITs7ZSZMOMMX/79vne3NE1x5L3lmJZIbHR4X22ArgzdkcxOteAngF8LqxtvMUePUB7Tt4BFUrlXNjfK73mRvAu3K1jJmW8p1NGjMMHqjdSCjWacy4LOk2P+9KQGIh4Hxmlt/FeD9iqqbmYG1GXo7mhui68fPBAQTw5oNJyuenSAotu3dLKFpU88yu+CswdOGXXz3YlRaogpDT3zfJkK1cK2HzZgknSMs3mxbOMQTw5vNF6PDpC+AVwOvwkuLdxQTwujGw3OrTLeClmN1lyz04chQoWwaoUV1F5gUJFzIZatUEWrVUeUY2NRJ/J6UGa8Z0ubIU7mCwhC4wT5Dre2NpTW6jrQXwOrd6BPA6Z0vRk9kCBLDzF1IogoTkEgwtmjL+26XPjI3e1FCYQ7CQhkjtSiEQY99L0FRfbN4m6dch8vYa30RldxwBvJHOQnxvL4BXAK8bK1wAb5RWdQN4Dx+R8P74QMmfB4d7UaGC/QlP+96DlE1mT4sdzNLeFAKh34z8YXd6t4bkl+LFGTpfxVC3FkNZocebo5UigDdHZhM7hbBAxjkNOo2lwmkXglu6flhb32tU/vBLiW7GpLVIY/QpjOHHn2SkbjfrfhNqyx5JiycmHXDf18Y3UQJ4xbIO1wICeAXwhrtWItlOAG8k1rLZ1g3gtQthoEM3bMDQvKmKBg2Y37urn1LmRWD1Ghm70oCMDKq6pt1xrDF19JltnC8D6tRhOHYcvFIbJaXowExxwtddq6BFs/D1EFetkbF+gxCSP3gIXB2jYgWGIkWiXGxxsDvJ4IkWnQXowfbHnz2gpDVro0Qx8sBaG/2WS5ZguH+4gmK+cuKhzmLvfgnz5su8VHHxYgyXXsp4OWK7ghfUV4f2KqpWBbZutX8TJYA3lMXF97oFBPAK4HXj15CnwHvi5BmUKlncjXHlWp+5Cbw6gCYXZxhxnxJQKnTRYhnrNko4ftznabGxgv4GUv9Lr0Lr1gKHaJIiO3ZUwqdfyDhz1gyrVHGNdHnDbb/NlbDsj9gtCR3uOMR2zlrgpect5f6c7T7ue6OqZqPfTsA5UnS0eZ6sVAk4eNBsBsYYJN+TL4VBDRoYWjnBqwDj3rev5hbszdGdQxXUrhX+Q7HxLEVIQ9wv3YgGKIBXAG9ECybMjfMUeJt3G4YWTeqh65Ut0bXDZbyccH5rbgBvsJAGY7zclVcw9OyeBaDkeZk23QeYlrg6/RaUWIgh86L5LnltHwWtW2lbrNsgYfqPWiiF1TOc4AGefzZ8WNGBt1IlFZXy37Tmt2UY8+e7boMWVyqAN7qp0hNU9VAk6+90wLUKDqZLWLte4m966Hvr75kemB97ROEKL8HagYPA+E/Mlc9M/ej5AL7LSZtWKvr1CS0/Fux4AnijWxfxtrcAXgG8bqzpPAXew0dPYMGytZi/bA3+XLMZtapVQtcrL+MA3KRhbTfG63ifbgAvnaSetHYoHVB8nGm8uVWsADwwPAtAp8/wYN16392HbkaGWFzqj2L1+vRWsHBx1ivKJk0Yulyl+ssUk64mafraAW+kHl69eht5fETlJMeXXb7rcNES7UHq+We8XPtZtJxZwFhK3J8cBqBQYYZOHRiu6qRB57ZUCVR+OKD5HoZHjVRQulRwb2xI4KWOfdDbr7eCtm1z5tnVz08Ab87WQ7zuJYBXAK8baztPgdc4oLMZ57F05QbMX7oWi/9cj6SkRHS5QoPftpddgkLkYozB5gbwXswE5i3UpIWoxKK1YASZwaqRawJeQ5yuJwEYPJDifrPA1mhGijHduUuGR2aY9Wtgohxtm5MYXgG8MbhY8/CUBPA6Z/wvv/aYk8YADBqgoGmTLOika8bESR6QZJnedECm3/OzT3hRODH4OWVkAG+8laCLufg3JMWYEycACq2gRkUlbhqsZustDmfkAnjDsVLB2UYArwBeN1Z7zACvcXBeRcGqdf9wz+/8pWtw+uw5PPvwrbi2Zwc3bBBVn24AL3lhdWkhG9UffhO6vK2KPldnvUI0hTT4RqRXT3s0iDdn0RKZlxu1bT4vcckSwJ23KRGrNAjgjWpZxd3OAnidm1KSA/trlYy03UBSksRj7ymh1doISmf/5sGKlVmvewh/rcoJabslbNgg4eRpoEoVoF1rFadOAx9+kqCVIqeOfReiunUYbh6scCUIKm9OSXJONAG8TlgxfvoQwCuA143VHJPAax3o5m1p8HoVNL2kjhs2iKpPN4DXWlnNBL2MoXCihAeHKyhleSX5zrsJOH5Sq7Sm3/6CeXPIA/TK6ASQNzlYo31vuE4BhT5E2gTwRmqx+N5eAG/ezC899G7aLAdVTiAFhgmfmd+e0dujm29U8e77gW/VspMZ++NPGavXSDhxSkKligxdOqmoVze8a4cA3rxZH7F6VAG8AnjdWJv5AnjdGLhTfboBvLZlQP8X/0j+XIrj7dpZRbGiwM6dgMcjoX59Fc2aMK7D+62euOYbIN1wht4SqK5grc6m2yO5OHDVVZrnOBr9XQG8Tq2w+OhHAG9szCN5fQ8fBgoXllCmNMPPM2X8tSbwLU+dugznzgAHDpmTXG+7WUH9eoEQaxcznFgYGDXSi6JFQ49dAG9oGxWkLQTwCuB1Y70L4I3Sqm4A74JFMug/YzN6eWvXZNhpKRPavauKTleq+GerxD06585RshjQprUKuvFYWzAPL93M6KYWbRPAG60F42t/Aby5O5+6ROHpUxKqVGH8IZl0eynWn+JzqVUoDxQqxLBvv42+GQNq1GAcbvfuBYoVl9C0sQoKabA20gCf8ZOMjZsCwTkYIFv7EMCbu+sj1o8mgFcArxtrVABvlFZ1A3j1pLVNmyWcpDr1BmkhHV55WU9Do0poD0egk0u7WmN4PR7g1psV1K0d3mvI7EwngDfKhRVnuwvgzb0JtYvnJy9roQSGk6fMcEuSgQfTzeemP1yHUxb4j+Uy5i6QeaEauyaAN/fmPZ6OJIBXAK8b61kAb5RWdQN4jad09IiElWslHPlfueFy5RgubcDw6ReBsXWR6uTqx9BVGhILM9Stq1VjcqIJ4HXCivHThwDe3JtLq2ILHTlYsYjSpRlKlwJ27NRAWE90pf8LBbwnT0t4Z6ym7GLXvwhpyL05j7cjCeAVwOvGmo4p4FVVhvSjx1GpfBk3xupKn24Dr91Jf/BxAg4dMn9Tvz7DbTdFH4rglJEE8DplyfjoRwBv7s1jMOClJFRdmkw/m1o1Ge66XcH0H2VQcRBT6FQtBqqeRs0uVGrHDhlTpmWFMWh9M8geCdWqiqS13Jvx+DuSAF4BvG6s6pgA3guZF/Hmh9/g+18WIzPzIjYt/JyP9T9jv0LtGpVwy4AebozdkT7zAnh3pUn49nsZp89oXpkyZRluvEHhxSVipQngjZWZiI3zEMCbe/MQLKSB4PbvzeaQhr59VLRtpSLjHDBnngdbt5LGroTatRl6dlN5cYqNKYHJsFRQpmwZhlU2CW/t26no3Suyqmsihjf31kd+OJIAXgG8bqzTmADeN8d/g+WrNuGpB2/BnaNe9wPv7Pkr8MW0X/HNRy+4MXZH+swL4KUTp6SzI0fAvSl047GWGHVkcFF0IoA3CuPF4a4CeHN3Uu2S1ih5bfUaGbvSgMTCEho0YFzDN9S1w67QBb8GUQly0LXHDNH33KWgerXIQqME8Obu+oj1owngFcDrxhqNCeDtNuhRvPn8/WjZtD4ad77DD7w7dh/ATfe/hBWzxrsxdkf6zCvgjfbkKelt2zaJJ7GQZmad2s5CswDeaGcovvYXwJu780mx+XPne5CWJiGpKMOljRi6dVFRqFDk5/HOux6cOBmo5GAsSEG9li0NXN9fQc0akcEu7SuAN/J5iec9BPAK4HVjfccE8LbocTd+/uJVVK9SwQS8W1J345YH/oPVv33ixtgd6TNWgHfzFhlLlko4dJg8vkC7Ngpq1wYyMxnKlwc8BsWgs2eBDz/2+EMiyBAN6qu49abIXkNmZ0ABvI4sr7jpRACv+1N57LjEf+/lygHjP/bwamjG1rO7iiuviPw3/uPPHqxZa+5LjwU2OncrVgQeuC+IXEOI4QvgdX995KcjCOAVwOvGeo0J4B10779xY/+uGNinkwl4XxrzJbbt2Iuv3nvGjbE70mduAe+JExLX1i1fASBFBmOjIhLvfeCB15KzpiegkCTRgP4KGtTXPC9LlsmYMy9QM/P+e72oXMkRs0AArzN2jJdeBPC6N5PHj0v4+hsP0g9rxyiSBJw/F3i8YEVoQp0ZvQWaMlXG/gMa9CYWAZSLDF7FDMEE0wTVOWkCeHNitfjdRwCvAF43VndMAO+i5evx+Esf8uS0CV/PxDMjb8X8ZWuwYs1mTHzrX7i81aVujN2RPt0G3tOnwW9m+s2mSBGgb28FzZpmvTZcu07CDz8FSpUZpYKo7v2jD2tEPO17D6/KZm2DBihomoMywnaGFMDryPKKm04E8Lo3lVZVBlMpcsNhdeClh+fU7b7ktJoqKlQI79yMD90bNkr4ZbYHVHSCWo3qDDcPUcKqqmZ3NAG84c1BQdlKAK8AXjfWekwALw2MktY++fpnbPpnFxhjuKR+TYy4/bqYhl06b6eAN1iFtNm/yVi+wuyNLZII/OtRrz8eLxzgpXMtVYpxUKY4vnnzhYfXjR+U6NPeAgJ43VsZdjKFdA21JpOR97VCeYYp0zxQDG+D+vRW0a5N5J5ZKjaRnq5VYYtWv1sAr3vrIz/2LIBXAK8b6zZmgNeNweVGn04Ar53sj+6N+ewLD0iGzNqM4QehQhpoX2PMXWIiw4UL5j5FDG9urJaCewwBvO7NfbBrBF1D9uwxJ639d7InoCx58eLAE4/mLPbWqVEJ4HXKkvHRjwBeAbxurOSYAN6Zc5ejSGJhdO/YyjTGOYtX4eJFBdd0a+fG2B3p0wngDSb78/QTXvwwQ8aWfwK9sf8a5UVyctYQjElrSUWAU6ctwzO+56TKSFSxmDGUKi2hf19FqDQ4shpEJ8EsIIDXvbWxcrWMmbPM14gmjRkGDwwsRDP6nQScORN4LtbriXtna9+zAN7ctnhsH08ArwBeN1ZoTADvNbc+ieceGYr2rRubxvjHqhS8Ou5rzPzyNTfG7kifTgBvMNmfPr0VFE0Cvp1ujs8NlXxC3txNm2WsWy/hn20SyJdriusz/A9lWRNYU5iEk03E8DppzfzflwBe9+ZQ/71v3SrhQiZDrZpAq5YqCttIkE36Qnh43ZsJ0bNTFhDAK4DXqbVk7CcmgLdF92GY+dXrqFa5vGmMe/ano9/tz2DdnIlujN2RPp0A3u+me7AhJVD2p3FjrYJasPjeUAMg1YZX30gAxdoZmzGZjYD32Se8KCyAN5Q5xfdRWEAAbxTGc3DXrdukHMXwUvLs9h0SMjIk1KzJULVK5Fq72Q1DeHgdnOQ46EoArwBeN5ZxTABvp+tH4pWn7kbHds1MY1yyYgOeeW0Clvz4nhtjd6RPJ4CXFBNIOUFv3AHLGCpWksLWtVRUYP16Cak7tFeb9eqoaN6c4adZMtaulbmH1+jm1fG6WDHgycecj98THl5HllfcdCKAN/emkh5ojx6ToCqaJq9siYiKVKVh734JFCfs9Sky0Eg6tFdxWXMVO9NkeGSGenW1pNicNgG8ObVcfO4ngFcArxsrOyaA98V3vsDKtZsx9qUHUb92NT7ObTv34pHn30fbFo3wwmN3uDF2R/p0AngzLwCjxySA/nIupfhagIvEh6trqQOmcVC0f/16DJO+1GDafzvy/YOHOkjAk496QYkrTjYBvE5aM//3JYA3d+aQKqx9850Hx45qj7TJxRkGDVRRq2bOYXTadA9SLG+g6M2QVlpYax4P0L+fysudHzgkoXRJhstahO8JFsCbO+sjvxxFAK8AXjfWakwA7+kzGbj/qTFYm7INZUppmVjHTpzmpYY/fG0UkosXdWPsjvTpBPDSiaxZF52upV0yiq69+9dqCX+t8uBQOsB09SFDBMWdQxXUrpXzG6KdIQXwOrK84qYTAby5M5VfTfHwkuHGVqYMuEYuxfSnH5ZQpjTjMb4Vs9HfzTgHUPhDxlkJK1fJOHY88Pyter9UEMdY/Iag+IHhXlQwR6rZGkIAb+6sj/xyFAG8AnjdWKsxAbw0MNKNXLluCzZvTeNuA9LhJe+uVUvSDSNE06dTwEvnEEzXkiodnT3DuEB8QkLg2Z47D7w2OvALugE9/2xWuAKFN6xaHaj4cO8wBdWqCuCNZh2IfbO3gABed1YIhTKlpso4chQoVxaY8bOMM2fNx6IQB/rPGNpA14aRDyi2YQgUDvHxRA/On9f6sStkoV8tAgUTzccO9y2VAF531kd+7VUArwBeN9ZuzACvG4PLjT6dBF7r+WZkAJOnerB7j3Zboazra3oraNkiEE4nTsraTu+HXmPedbsCKj26fQdw8pSM5Sslf+iE8XjkhbnlRgWlSzsDvsLDmxurL/8cQwCv83NFD8iffJoACmPQm/y/h1zVqkYWpPTa1T1VXHF5YMGJX36V8efKrAdjO7g1Jr7qx7b7rFFDFTcPCV3UQgCv8+sjP/cogFcArxvrN2aA99Dh41izcSuOHj8FVTVfIIcO6uXG2B3p00ngJU9taqqEU6ckVKnCsC1VwtI/Aj2yiYWAmrUYundVUKmiNow9eyV8+72MEyc1OKZwhiGDVJw6LWHqtzL8JpWA5k1Vru17/kJWDB7t06I5w4D+gdqdOTGUAN6cWC1+9xHA6/zcUlwtxdcaW7ggSvu0aamiX1/ztZbg+ZPPEkwJarStv1/yFtMHvjyDUMfu20dF21YCeJ2f/fjuUQCvAF43VnhMAO8v81bgmdcnoETxoihV0lBNwTfinz5/xY2xO9KnU8BLmdPjJ3hw7lzWaRUrCpzNCDxN3WFTvhzDQyOyAJVuSkd8ySrlylJpUfIAebB3n/nFY9GiAHmPra1iRYStChHKeAJ4Q1moYH0vgNf5+Z6/SMbCRYEPxJc0UnH0mIxDPs8vXS9km9iDwTeoaHKpGUYpBpj0fOnaEapVq8Jw4pQEkiwzaX379m3YQMWQG1TbMCxr38LDG8raBet7AbwCeN1Y8TEBvD1vfBwP3TUA/Xpe4cYYXe3TCeA9exZcG1MPXfCfcJBXkcaPqUKSJwGYM49uVICiSqhdm6FnNxWlSzGuw0ueXKsnhuL59HLD+nd6CIQTBhPA64QV46cPAbzOz+WKlTJm/RoIvNddq8Xkf/BRgv83biwtTmdStjTw0APeAMkySn4lgLV6cAsVAghKjY20ePftl0xBvrr8IeUa3DRYQd26DJ7AUwwwhgBe59dHfu5RAK8AXjfWb0wAb9trhmPFrPExn6BmNwHRAi+FGnzwkYdnT4fjVbFmkDRtwnDhPLA11eySIdUFUl+w8/CSBBnBLen/Gpv19ePOXRL275dQogRDvXoMVLI43CaAN1xLFYztBPA6P88LF8uYv9BMkwScQwaqaNJY5TA6d76M1O2G37kvFCHYw+0HHydkeYZ9T9aUO3Dn7QrmzZd56FTxYgxNmmjXj2PHzMBrfVgn8L77TiUArK3WEMDr/PrIzz0K4BXA68b6jQngvefxt/DwPQPRpGFtN8boap/RAu+Bg8D4TzRPjB3wDrhOxa40CTt3AseOazcufTtStiAVCztHMG3zwrNe/LNNNsXw0ufXXK3ishYqVq+RsSsNSCwsoUEDhsaXqP6+v//Bg/Ubs26USUnA/ffYZ3XbGVgAr6vLLt91LoDX+SmbPsODteslSPoFgOJrJaC3IRntzBng7XcToFhC83v1UHnxCJIRI3CmeOAzZwlm6TpjPle7WF/aQn+YDqbioF89brtZ4Xrg2TUBvM6vj/zcowBeAbxurN+YAN6pM+ZjwuRZuHVAD9SuURmypTRQx3ZN3Ri7I31GC7ybt8iYMo3iC7TXiMbWvCnDwOu1O1VKioyp38v+YDkCV39Igk0CCfVFFdQoDlhXaaBwhzq1GSj2N1ijzG/yCJE6hLV17KCiR7fQCSi0nwBeR5ZX3HQigNfZqSQ5sqnfydiyJTBeYPjdXlSpknU8Ulyg36NeYpyuATcOVlAkEVyNgVQZjK1IIkPRYqTmQtUegX59VJSxqaK2crWMmbNk24d14wN8964qOl2Z/XVDAK+z6yO/9yaAVwCvG2s4JoC3adc7sx3bxvmT3Bi7I31GC7xGD4yxElrrlgz9+2W5ZSjJ7M0xgZ4af/k0CyzTDYfi7qpX06odtWnNeExvds1a/MK6bb26DENvCU/FQQCvI8srbjoRwOvsVK5aLWHGTI/prRD95jtcoeLqHoFwmXkROHIYSE7W/tPb5KkyV2yxNiOwkuILafZaNcBpm02bZZ7kdiGT8evN+o2y9bkdwsPr7NwXhN4E8ArgdWOdxwTwujGw3OozWuCl87R6YCj+tnUrhlOnNDH5evVUnvhBN7nZv3lwUa8l4XuFqbOufpMy6mbqn5Eyw/XXKjhyxD4m11/eONNeaJ7OU3h4c2tVxd9xBPA6O6fTvveYYvD13/yIe72oXCn4sfbul0yxuJIMHPUpuxj3soZY2VVjpP2279KuPnVrMpQsxfD+eI8/9Io+FzG8zs57QelNAK8AXjfWugDeKK3qBPDSKegemKSiwNffJCA9PevESGu3Xx9F09k9IfEa9lQpif7qrUgR4DxJmlk9vcaPDGET1phcSkaZ8FlWGIP1hidieKNcKAV8dwG8zi4AK/Dqvd+fDfBSGMS773n8Wt20j60QjOVBmrazJrRSzO93P3r8+t4UYnV9fwVNGjNs3Sbj2DGgQnkmVBqcnfYC05sAXgG8biz2mAHeA4eOYv6ytTiQfhQX/S5MbchPP3SLG2N3pE+ngFc/GTsxefqufHng8OGsU+Y3KkOyiioBduo/RnC1QqzRY3v8hIQx4yxxuwyoXAW4sr0iVBocWS0FtxMBvM7OPb3t+WmW+fdKb3H+igcFAAAgAElEQVQeH+XlD8N27fARCe99aClUoW/oS5ql+P70I1JAWMLDDyooWybrCfvDTxJw8KD5KKT9TaEPOWkihjcnVovffQTwCuB1Y3XHBPAuX7UJDzwzFg3r1cCGv7ej3WWXIHXXPpw4dQZXtG6Cj9541I2xO9Kn08BLiSib/g5EV48HAZnWVm3NYN4a/e5lBV5rTK6dhFk48Xd2hhQxvI4sr7jpRACvs1NJ3toFi7LUFShWv2sXFdWrBo/TtwNeOivjdYPKiy9fIWPHTt+rIgaeADf0Vi+KJgFHj0jYnibh19+ykuD0kZGX9+knvDwZLtImgDdSi8X39gJ4BfC6scJjAngH3/dvdO/YCvfe2g+NO9+BTQs/517eN8d/g+LFkjBy2EA3xu5In04CLxWgeHtsApcKsrZg1dGs2w3or4IS4VL+lrDvgOapsYKxvo/u4aXv6Qa3e6+Ew4clXLjAkJwsoWljFXXrZJ/oFsyIAngdWV5x04kA3ryfSruQBivwXt1TxT9bpSzg9SnAtG2tolo1hh9mePj1xO7hWnh4836O4+UMBPAK4HVjLccE8La++l5M//Rl1KhaEaTY8Nfsj1EksTC8ioK+tz2NXyePdmPsjvTpJPCmbJIx7TuZa2kaQ3EpfrZlCxXLlltE5i3avZRN/ejDCo/zfW+8h1dGMio/GHV+jTG5/50i87g7vSUXZ7j3bgUZZ4GkJAmlQqg72BlSAK8jyytuOhHAmztT+ddqCX+t8uDoMaBieYaOVzJQqWG96Ulru3ZL8FLlNN+FRr/ePHi/wgvhWKswlqVS5cgqXU4XFuN1So/hbdEsZw/IwsObO+sjvxxFAK8AXjfWakwAb4f+D+KLsU+jXu2q6DpoFMa//iga1q2Oi14F3QaNwuIfxrkxdkf6dBJ45y+QsXCJrHlPDPG51aozDLtDwfr1ElJ3aGBasQLDho0yDh/RhkEe4AH9FTSozzBnnowlS32avcZRMqBkSaBaNU1Pt0xpQC98YTUGSRDpup1VKjPcNERFyRLh38wE8DqyvOKmEwG87k8lFaj57AtzjC7F8458UAE9DBsbVXgk/e9/tmrXE1KBuaqjik4dVbz4SlZJYn2fMmUY1/M2gTAlzxYCru6lcpWGstnoe4cavQDeUBYqWN8L4BXA68aKjwngHf7k2+jRqQ0G9umE59/8DNt27sPAazrhj1UpOHHyDD4b86QbY3ekTyeBdwGVCl0gB1RcC1YGlAbwxwoZq1bLOHEKKF8W6NBe4XJFXJDeothA2+scTXJB9w5TsDFFwrfTbbJcLO8s27ZR0bd3eEUn6DgCeB1ZXnHTiQBe96dS/81Zj3TTYNXk5TV+T2FUJ05KvBhN4cJAZiY4NO8/YL54UEjDtu0Sh15jq1ZFexsUbRPAG60F42t/AbwCeN1Y0TEBvNt27sXZjPNo0bgeTp4+i1fH/RfrN23nVdeeffhWVKtc3tGx07EIrBf+sQ4lkoti+G3XYkj/rtkeg8Irbrj7BezaexDr5kz0b+sk8B49JmHse54sUOXuFImXAN2zT8LBQxJKlWBo1ZLhistVUBIK6V4avS70apHKBq9ZEwi8VIqY+tNDG0aNVHD+POOlja3NmuCmA3K4EyGAN1xLFYztBPC6P8/zF8lYuCgw4XXQAAVNm5g9vKdOS1j5l4QDhySULslwWQuGbdskLFoiw+t7riXvcFISQ8MGQI9uCrZuk/wxvDQaKoh5w3UKmlj6zslIBfDmxGrxu48AXgG8bqzumABeNwaWXZ8Eu3v2p+PtFx7Azt0HQB7mj954DK2aNQi62+dTf8W8pWuwccsOV4CXwgdIe3dDigcrVkqgBBNq9eqq2L1b5jq9xkbqCcdPSry0p7XRq8m/Vss4m6GFRlCsnR7Ma4zj1RUYrDG81J8VeBs1VHHzEOHhze21Gi/HE8Dr/kzu3CVh0peBIQ0PP6TwcCS9UISqAEuXSSDoDdWoWA3BsN50lQb6/7q1GCi214kmgNcJK8ZPHwJ4BfC6sZpjAng7XT/SNk735Kmz6Hf7047G8FJccPu+93PAbd28Ibfpc6M/439ffuIuWxsfPHwMd416A//3yG0Y8fRYx4HXWtKXsqG7dVZRqSLjrxa/mhwYctC+nYqy5WALvJRp3fIylXtsTp2ScChdwtr1WZ5dGiTJnD39uBeFEzW4JZUG8iDTjXHVGoMskc8idl6i7Bak8PC68XPNv30K4M2duQuWtGYtFGE9G1tJQwB0nendK/wH3ZyOUgBvTi0Xn/sJ4BXA68bKjgng1aXIrAM8fPQEug9+DOvnferY2NP2HsI1tz6JFbPGc8kzal9Pn4uZc5djyofP2R7n4efeQ8/ObXhoxe0Pv+Yo8BpL+hoPfuUVKnp2V7EtNTjwliwBzP49MOb3weFeVKiQ1du588DXUzzYvUfz6BSmRJOeCi9fbNcuZAJ/rZKRtltTaWh8iYqGDSLz5AjgdWzJxkVHAnjzdhqNhSKsb2+yO7POV6noepUA3rydvYJ3dAG8AnjdWPV5CrzzlqzhYxr53DiMe3mkaXyKqmL56k1YtW4Lfv7yNcfGvnlbGm645wWkLJgEyfd+/6ffl2Hi5F/w0+evBBxnyYoN+HTKL/h87FNY//f2AOA9ccYSaxDhme47AIx5P3CnOrWAEfcAlFTy2tvA+QvmbapXA5ceysjw6ez6whYIgp9/StuW9HznzAfWbQDOnAWqVgbatgZaNAVIhcHNNutXYMESoF4doHatyGDZzfMSfeeNBeYu0DL8X3/R/bWXNyOM7aP+38vA+fPaOQYrUFOsGHgYlN7o8vjYSIZKFUKHPkQ7evLwPv1vQJaAbl3E9SJae+b3/Sk8J3UH0KUT0KdXfh+Nc+dfqngh5zorgD3lKfCS/i61c+czkVSksMn8hRISULVyeTw+fAgub3WpY1MTiYf3QuZFDBj2HN596SEumWYHvBkXvFGd29HjwIuvBV7gWzaX0KUjsGMXcPIUQ+pO4OAhqrbG4PX6whNs7lx0k3r9RQlJRYBFy4DvZ5j7Jimy556UuAyRm23GLwzzFgL16wJ1a7t5JNF3frDAb/O0B7N3XpVcf9jKD/bI7XN8Yyywb7/hWmC5djS5FBh0nYSFSxl27SYNX+DKyyXUqJ47Z0rA+9izjANvz265c0xxlNi1wI6dwNbtQPcuwLW93X/gil1LmM+saKLLnqr8YogcnmeeAq9+zt2HPIa5U9/O4RAi241ieC/vcz8mvPU4WjbVktQoiY1uxtYY3h27D+C6O59FqRLF+XZer8JVJMqWLsHLHV/aoBacUGmwK+l76SUMf2/O+qGTZNA1Vyv48aeseN5Q1Y4mT5Wx5Z9Asn1ohMJliEi3c/5CGfv3S0guwdCiKQnVqzz7OtomQhqitWB87S9CGvJ2Pq0xvPRg3K+PgsqVwDV6ybtLv1kqbqOrvjRrwjDgOsWR60Go0YsY3lAWKljfi5AG+/muUlYLwxQtZxaICeC1O/UzZ8+hWNEi/rCDnA3Pfi9KUjuQfhRvvzACu/YcxD2Pv8mLXZBKw4FDR/Hf7+fgseFDQDJex0+e9nfy99ZdGPncexzOS5YojkIJHkeAN+OcFjO7dy9QrLiERg1UfPOtByQOb2xVqzLs22d42rVUOyLd3batVPToriKxMJAd8FJy2jvjEnhIhLHRDS6n1ZKM/QjgdXLF5v++BPC6N4d2EmNVqwS+NdJVGuhMrIUi9u8HPpoY6D0afIOKJpeKGF73Zk/0bGcBAbwCeN34ZcQE8E74eiaqV6mAq7u05WMc9cL7+H3RKlQsX5qrKTSoU83RsZMOL0HvouXreOLaiNv7+3V4KWzh5hEv80S5BJIyMDS7kAYnPLzWwQWrfla+PHDkiC9mV9+JAcWTGU6fkfzV2ag08Ij7FGzcJOOXX83uWgLdLl1UHNwv4c+/Al25LZozXrEt2iaAN1oLxtf+AnjdmU+SMxz3gYcXj9AbeW+HDPJizVoP0tIkJBVluLSRpvxSyBw55t9n5WrZVvFFT5515+yzehUeXrctnL/6F8ArgNeNFRsTwNt98KMY8+KDaHpJHV5dbdQLH3Dv65zFq7jH9ZM3H3dj7I706Qbwzv5N5hXUrJFLJPBerTLD3AWyv+wvFYTYu1cKqKrWrg1Dl84K/vhTBr3OPHNWQsWKDAcPSLhIYcdBdIh04KWkgQWLtHAHumE2vZShZ4/wPT0CeB1ZXnHTiQBed6bSTnuXjpRUhOHcefMVpGtnFZ072f+GN2+Realha+vWReUlh91uBO4vvap5mCMpYe72eYn+88YCFy5QoraEjh0U9Ogmkhj1WRAhDdGtx5gA3hbdh+H3b95GhXKl8Pr7k3H6TAZeeepu7N6XjsH3/Rt/zvwwulG6uLeTwHsxE5gxU8aGlMAbD6kq3HWHAirlSUUo1q4lbV0Zhw5LUOzy5v4Xk0wOarpZkbQQtZ9maWWIqfFLCENAGWMKabikEcNb7ySA5MmMrUJ5huH3KGElHQngdXHR5cOuBfC6M2lr10n4wRDXrx/F7nk2uxLlp04Bb41JMD84M6B1KxXX9nUfeHUPrztWEr3mVwt07KCiRzf3119+sY8A3uhmKiaAt+N1D/HQhcYNa6Hf0Kdx76390K/nFdi97xBXSVj16yfRjdLFvZ0E3oWLZcxbYNDV1R9sKTa3tYq+12g/fIq7HTNOA9JgmprGz0c+oKBcWQZrcpyenEK6vCVKZiWtpe0OrNikU/LVvVRe1jhUE8AbykIF63sBvO7MN5Ujf/f9wMI0kQIvhVGRVq/uE/ZVIUftmgx33R59iFOo0Rs9vC2ahb6+hOpPfJ+/LXAwHTh4UBYeXss0CuCNbl3HBPD+3xuf8pK99WpVxdKVG/H7N2+hZHIx/LZwJcZ/8RN+nPSf6Ebp4t5OAu9nX3iwa1dgeAKdfveuKjpdqd0IrMUo7G5uRuDVy4MaPby6SSje78nHvShqSP4M9pqUPMItWoQX4yuA18VFlw+7FsDr3qS9+kaCprHro1XtQZYFJPxmF9Jw/ISEMeMCwTkpCXjkIS+XOQzWKOl26zYJGWclUJXIGtUjfwUtYnjdWx/5sWcRw2s/awJ4o1vNMQG8GecuYOLkmdh/6CgG9+vslwv7+KufkZhYCHcMvjq6Ubq4t9PAS7BJzVcTg/+bNHMfflBBqVLajSQAeH2hCVR04uRJBiZJpvjf225WUL8ew+EjEj6Z6DGFKrRro6JPb7NHhTzHo99OAN2ETI0xtL+chVVqVACvi4suH3YtgNe9Sfvg4wSu0a3FKWnXjgQPULs2w+7d4SWt0X4fT/Bg34FAzdPL26m4Jkh5YbqmTPjM4y9qQf20asnQv29kXmEBvO6tj/zYswBeAbxurNuYAF43BpZbfToJvBTSQLq4Ro8tJZ/ceouCtLSsUr9166iYOcsMrjReAldSZdBDFegz0tikkAa9shqFQ2xN1bwxlMSWWAQoU5qZPLy0346dEi9HTDciRk5n30ndc5eC6tVCe3AE8ObWCswfxxHA6948LV4qY+58c9x/m5Yq+kUYe7t6rcR1vn1FG/3wXLYM4w/cds3urRFt98SjXhTX5MvDagJ4wzJTgdlIAK8AXjcWe54BL+nbJhYuhKJJRUxat3aDLF0y2Y2xO9Knk8BL4QzzF8lIP0xFLiRUqshAKgypOySkp5s9LxTMv2u3hIOHJJQqwdDqMoYr2qvYt18CJbIcPymhckWGtm0YSiQHAuqvv8tYviILjuk4TZsw1KqpcjF6alTWeMUqUmoAaAqaNWOoWSM07NK+AngdWV5x04kAXnemUlGB1FQJ6zdKOH1aRtGiKurWAVpepnIvr7FRsuuRw0Bysvaftf250oNffg308NKbo1tu8mLnLhmJhRnq1s1SUuBhWGmB+9w5VImopLgAXnfWR37tVQCvAF431m6eAW/jznegf68OePXpe0D/zq5tWvi5G2N3pE+ngPe3OVqVI73JHkBVgqqHoVFDFTcPUbliw+o1MnalAYmFJTRowND4EjVAfcE42D17tdeQAc3nxXVCikgAryPLK246EcDr/FRSYZqJkzzYayhGQ29rht+roEii+Xh/rpT5Qyglh1GrU5vhxsHm7Y4clTCOEuAs/FqyJMNJg84vqb/cerOCurWZSfnFeETh4XV+vgtSjwJ4BfC6sd7zDHi3pO7miWmVK5YF/Tu71qheDTfG7kifTgBvZibw6ugEf2U1gzhDUOItW5bh4QcUTPveg5RN5jtU3z4qr7hmbF4FWLNWxs6dwLHjMigr29r0UAoSp3/2CW9UJUUF8DqyvOKmEwG8zk+lNZZfP0K/PiraGH7/Z84Ab7+bAMUSldCrh4oO7c3Xia+nerBli5YDYHyXY8wpoONQTgDlBogYXufnVfQICOAVwOvG7yDPgNeNweRFn04Ar7WymjGGN5hebts2Knp2VfHK6ARTzC7ZgEIhqNKasf08U8Zfa7I0eANfQpolzh4aoaB8ufDCF+zsLoA3L1Zj7B5TAK/zc0NFZSg0ydrat1NNiaXBwLhJY4bBAwNjczemyJj2vcw9vZQPINtcLCg+l7y41IRKg/NzW9B7FMArgNeN30CeAe/Pv/8R9nhIkzdWmxPAm62HlwbOzMoLVSoz3DRERUYGw/hPtOpEpsaA5s0YBl6v3czo1SdJF1H4g687/tfktTG4lYWHN1ZXW/49LwG8zs8dhTPs3hNIo1YPb7BS5VYw1s8wHNlD3cNrHBWFS6SnA8WKSxFXSxMxvM6vj/zcowBeAbxurN88A94uNzxiGs+JU2eRmXkRRRILIyHBgzNnz0GWJZQrUxILvhvrxtgd6dMJ4KUTCRbDq58k8Wj9uuS5YX7PK4Hs22M9OH3Gzl8LjBqpoHQpBjuNTeqP5M6qVmE8BlAlaTPfwUQMryNLQ3RisIAAXmeXA8Xb8oITFtnuIokMjz5ijs2lB12KzT112nydCKa4Ynu9MFRlNMbw6qNas07CL7M9/odq0uK9eYiCokXDG7cA3vDsVFC2EsArgNeNtZ5nwGsczKx5f+Krb3/DC4/dgUvq1+RfHTh0FK++9zXat2qMm6/v5sbYHenTKeClk/lppoy/t8jIvAAuGXbyJHCGYNb3apE8slRmkUr/zpotY+9eiZcPPndee/XIm8FTq+vv0sdj3/Pg2HHzDY82bdqY4eqeKlJTwW+IBL/7fVqc9eow9Oim2GZ0hzKeCGkIZaGC9b0AXmfne8kyGXPmaRKGxt88ae/WqMaQkiLhzFkJVaowHDsKnDyVRcbFiwKDBym8ilqw9v0PHq78oDdZBqg08bkM8AfowokMjRrS9UHlkoWjxySA3lQZ25VXqOjZPbyqaQJ4nV0f+b03AbwCeN1YwzEBvD1ufBxjXnwATRrWNo3xQuZFXHfn/2H212+4MXZH+nQKeOkGNW16lnKCXfU0OuFqVRgOHpbgNRSFIO8sxdlZ99E9vLTf9p0Spkz1+G9K2o1Sq8bUuhXDtX0Ufnw6D2Nr1oThhgGRicjT/gJ4HVlecdOJAF5np3L27x4s/zPwzU6F8gzphw2fB7mQGB+Gg53Z5CkebN6aBcq6Frdxe5JHbNJYtQ2tIkAOtyyxAF5n10d+700ArwBeN9ZwTABvi+7D8M1HL8CqxnDRq6DTdQ9h+cwP3Ri7I306BbzTZ3iwbn3WjSoY8JKXl0IZrPG35IEh8NVb86YMfXormLtAxpZ/JFzMlCBJDBkZEi8kQXRs7GP43V58/lUCzl8wm6VYMeDJx3xaRhFYTABvBMYqAJsK4HV2kqnYBHl4reoJlGhKygmhGr3VueLy7L2vvGSx73oQ7HpUsSJ46IJdWeJgSXF25yaAN9SMFazvBfAK4HVjxccE8N416g14FQWvPXMvqlYqx8d58tRZjP5wCg6mH8On7zzhxtgd6dMt4KWTYz4PrPFE9Vhb642OhOSpaATFPTdvqqJeXYbZc2QsN2j7UtiDdT9+HAADrlUw+zdPAPDS9k8/4Q3Q9QxlPAG8oSxUsL4XwOvsfO/Zp5UJ98uH+Ryxdeow7NgRvYf39GngzTFZCbHBgDcpCShXjuHYMYkXqjG2cLzI+vYCeJ1dH/m9NwG8AnjdWMMxAbx79qfjkeff53q85cuWQqFCCUg/fBz161TDuy8/5IdgNwwQbZ9OAa81pIHOKzERvIzvHsrElhjOn5d4rK6kKQaZmhFmixVlKFZM4hXbzBuRNIP9fp07qfhjhRY/bG3WrO9wbCaANxwrFZxtBPA6P9er10hY8ZcHR48BFcszXNmB4WwG8POsLKkyPbbf+qDrSQBI7aVzR5Vr6tq1Dz5OwKFDhm9sqFe/7uh/69ZWUbKUhKaNqeJb+LKGAnidXx/5uUcBvAJ43Vi/MQG8NDDyZq5ctwXbd+3n46xbqwratmjEY0xjuTkFvDTGRYtlrKMSoae0ZJOunVWeKEJt9m++UsA+Y1A8nUkYnj43msr3vdV8tA8Pf1B8m0sAeWkUL7h3l74zNrqR0avP3r3CSz7R9/1troRlf3i4SkSJEuHf+GJ5rsW55dwCdAOj9tLzkYfH5Pyo8bvniRMSUrcDiiqhdk0VFSpoY6VSwwsWyTwWn8qLMxWgXy6/NNDPkF8A+PMz/5DKDz/2iBcUumRtVDL42+9lvwpMyVJAmVIqDh6UoTKG8xe0C47xstOyJcN1fSOP+RfAG79rNScjE8Brb7UqZZNyYk6xj5+biDRFy7EFnATe7E5C18Y0emzI00tKCltTtcpI1mb3GpLUH/r2VrDpb5mrNlCSS+nSEn6eFfzBIhoPb44NK3aMSws8/4wXCTbS0XE5WJcGtXWbhCnTPKbKaX16q2jXxvxQeuKktt2BA+aiMvy0DBeHmwaT8ov9Ay3lCxw5AsgeCWXLUJKrNqivpniwbVvgNYO8xsPvEcDr0tQXmG4F8ArgdWOxx4yH143B5UafbgAvxefNXyBjz14JxYsxNGnC0OUqFStWyqDXmCdOSbyaWpdOKg9x+GpylrqDf8y+xxg9QY3ky+jmpd/nSH1hwHUK9+hu3iJjyjRfFTZLnG9SEYZRD5t1PcOxq/DwhmOlgrON8PA6N9cTJnm0MCdDM1Y+M36+c5eESV8GuT74usgOeIOd9aLFHsxbGAi8rVoy9BceXucmu4D2JIBXAK8bS18Ab5RWdRp4vQrw1pgEZGSYT4xkw0g+zNoIYqniEunn6i0gbk/X8bXsPPgGFU0uVZG6XeLQrO/n/wtwHc1OHSILZ6DDiBjeKBdWnO0uYnidm1CjeoKxV0ouTSoSeJxPPvNwzW7jwzB/8PUluj3xmH1IQ3ZnTOFPo99KwEWv1o9egpikEEuVivyloQhpcG59xENPAngF8LqxjgXwRmlVp4E3WBlQXeLHGKNHwvKU1HbVVSqOHJb4q8fq1YCzGQzL/9SSWcilq9/crEMlYfgWzVV88FEC9/764yI48ZKMGVCqpCZlZo0pDmU2AbyhLFSwvhfA69x823l4ixUFTz5L9Sk0UKhT924qSiQzDqMUErV1m4w//9J0HfTcCPo/8vBWq6pi+w6J/9Zr1mS8AmOoRgUoSAuYCtVQaFS7tioq+mKJQ+1r/V4Ab6QWi+/tBfAK4HVjhQvgjdKquQ28f62WTVnYdPoUlkAgTDev5OIMA65XeQIcJZ3wFkRTiLQ4yVOzcJElq1uifqjKm9k4VCb00ZFeFC4c2mgCeEPbqCBtIYDXudm2i+Gl2Fm9QqJ+pEsbqbhxcNbbmT/+lPHr75asVADNmqn4e7NsKmbTqaOK7l3s3+zQtWb7dlKBkVCmDNCgvsqT36JpAnijsV787SuAVwCvG6taAG+UVnUaeEOFNEyeSoUkAm9aRqYtW5bh7BkpSzTe56wxKjbQDWrkAwp+nycjZVNgLF61asz8GtRnp3vuUrhXOVQTwBvKQgXrewG8zs63VaXh8/8mBDygFkkEnnkySxVjY4qEbw3VHPUzoiRCr0U8g2L+/+8pLy9dbmx2IVRlSjMMvzfyOH9jvwJ4nV0f+b03AbwCeN1YwzEBvFRk4r3PpuPPNX/j6LGTXPLG2FbMGu/G2B3p02ngpZNK2yPh9zkyDh6SuMdWT1rzyEA4wEt9lCzBcPKUuXIbQW7RogyFEsD7JO3djRsl/PBToHumUSOGLVsCQVgAryPLpsB1IoDX3Skf/U72wLshRcKSZR4cPBhYpTFYyNNDIxRQ5TZj09VirKPJiZKLAF5310R+7l0ArwBeN9ZvTADvyOfGYcu23bhlYA9UKl86oDpCr85t3Bi7I306Dbz0upLKDOtJaxXKAzcOVlCurHbjsQtp4HG6WSXveYgDad+SF8jYrJXW2rRU0bgxw1eTZShK1rZtW6uoVYNhmsUbJEIaHFkyBbITAbzuTvt30z0gqDU2PaSBSg2/P15LSqVKjbIe6WR4LWR9tA3m4Q0WFtG+XeRa3QJ43V0T+bl3AbwCeN1YvzEBvG16D8dHbzyKVs0auDFGV/t0GnjfedcD0s80NmNNemvSWvHiDEePWXR4dQCmm9v/vMINGjDs2QtQkpuxZ3qVSTF46elaljVvEsXkMdx2k5JtIYxQRhUhDaEsVLC+F8Dr7nxTKeA58zxck5vCA0itoWEDlVdf27Zdwkxf9TW78uJ0HaDPFYN8rjGG99x5IDVVwqlTEgfmOfMCQ6p6dVfR4YrI1Vx0q4iQBnfXR37rXQCvAF431mxMAG/3IY9hzL8fQNNL6rgxRlf7dBJ46cby2uhAVX7KtB56i4Jy5ewroZFnZ9s2GYePQEtcMXh7afDXX6vg51keUHywtdnlswXT9IzEkAJ4I7FW/G8rgNedOb6QCZAHl+JoMy9IGPeB+XdOb2U6Xamak9UMP/rChYAiScDJk75QBwaULgM8dL9WIITeEo2f4MG5c9r566XNjWUe9YflRg1VDLlBzVFhEQG87qyP/NqrAF4BvEKDA3sAACAASURBVG6s3ZgA3h9/XYrfFv6FN58bjuLF8lfpPCeAl25af60iVQVw6aBgUKorMNStbZ80ppcftu7f+SqVJ6CR3q6x8ZuXz6tr/JwUGlq2VHkym12Z43AWogDecKxUcLYRwOv8XJPiwvIVsv/tTOVKAMkaWluvHirXxTalRjBg8A0koitj2neB1xyK9Ve8EooWYzh+3HLdoAPoMoa+r/QtqOgEFZ+ItAngjdRi8b29AF4BvG6s8DwD3hvvf8k0nh1p+0FVjmtUrYhClFVlaN+Mf96NsTvSpxPA++XXniwYtXG5Gj8iL+/IEeaU6n37JaxdJ2HPfhkH9gcOa9gdChITGT78hN5dWr63Ox5JnFnugeQpGjXSi8QwJMnoCAJ4HVlecdOJAF5np5J+8x9PDE8LjB54KQdg2XIPjhwFypUF2rdT0KIZw+KlMubOt3nI9lVcDKJoqAFv4G6gvIB+fSMPbRDA6+z6yO+9CeAVwOvGGs4z4P3oy5/CHs/wodeGvW1ubxgt8FLs3ZtjsgBfv8FQbC69oiTvLzVdUoy8NLfcqGLtOmBXmgzZw3D2rH0VJdq2ZAngwRFekETRxEkJSNsDSIZiFLSNfky9YpJRvsxoz0EDVDRtEt7NTABvbq/E2D6eAF5n52flatkfl+vvOQidZqessvkfGVOm2pCrry+7mF86XrDPa9VkoKTX+vVZ2A/H1J8AXmfXR37vTQCvAF431nCeAa8bg8mLPqMF3mC17klLl6ohUfU0U2NAoUTgog+EbW88BLE+Dw3FLPTopqJYUYal5OE5bBbBCBbWYGfLalUZ7h1mEwhss7EA3rxYjbF7TAG8zs5NME1dY1gDPbiSegIVmAnWSFf3owkJOHgoawvOujo8B3vjZEhy1ffUQia06xaFX424T0GxYuGNWwBveHYqKFsJ4BXA68ZajwngnTl3OYokFkb3jq1MY5yzeBUuXlRwTbd2bozdkT6jBV5SXXjjzQR/kQj9pOhGdf68hLXrLYJBllLBwV45GkGYXmHSq0z9M+u9LACa7W5yDEgkIfsnvFz5IVQTwBvKQgXrewG8zs43VUgc+16CX76QeteLyRROZDh2XOIauuGEINE1KDVV5teI9HQJa9ab1VySkxlXaOCNrg30+6e//ldDvn8b3kTRpvSg3bFDeG+EBPA6uz7ye28CeAXwurGGYwJ4r7n1STz3yFC0b93YNMY/VqXg1XFfY+aXr7kxdkf6jBZ46SQ2bJQwc7YH589rp0RlQm+5UcFFr4Qx4zw8nMEoG0Y3Gn+IQ4Bqse++ZNiGMrEzL2qfk6wQ3bqMYQvk5eHanAa2piIXXorl9QE27Us3T6rcJIDXkaVToDoRwOvsdNP1YMcuGRtTgNOnJZQtw9CqpYqKFaI7DoHnvAUy/t4i4VyGhJo1GYokMmxI0Z5ybRy7qFdXRer2wKfgFs0ZBvQP742QAN7o5i3e9hbAK4DXjTUdE8DbovswzPzqdVSrXN40xj3709Hv9mewbs5EN8buSJ9OAC+dCEmGHU4HkpIklCqVlVn2xX892L4jmwISFo8vvykZYJf+n+CVvDh603un45ygDGyfjJnR82uEan0/0ue99abwbmDCw+vI8oqbTgTwOjeVlLA29VvZr9ddqiTDoIFqWCW/c3IWVvUX/frS+jIVrVox/hA94dPABDrh4c2JtcU+ZAEBvAJ43fglxATwdrp+JF556m50bNfMNMYlKzbgmdcmYMmP77kxdkf6dAp4g50MJa29NSZB8/4auNfoeW15mcq1NikEguSE1q6XsX8/UDIZaNaMcY/NrjQzNFM8br16DAsWyiZvrw7M9Ff3AhdNAmrXYSBxebq5htME8IZjpYKzjQBe5+b6sy88tr/ncOPr9TOhh+yFi2WkpEi8KE31agzduqqoVsX8G7crJ0xve0i1hdRbqJmUZgARw+vcdBfIngTwCuB1Y+HHBPC++M4XWLl2M8a+9CDq167Gx7lt51488vz7aNuiEV547A43xu5In24DL3lm12+QuE4vFZXgIQmGGNuKFYEH7jPLlNHAqHrapi0yjh0FF4KnksWnz2jQSyCbVIShUkV6LSr5wiXMcRLGkIf77/WCkmEiaQJ4I7FW/G8rgNe5OX71jcCYf/q9vvBs6HCj4yfoWiIh/bCEzExSejE/CNMD7cMPKfytkLFRSeHVayScOCWhUkWGLp1U1KubBcY8xGKnhIOHJJQswYRKg3PTXSB7EsArgNeNhR8TwHv6TAbuf2oM1qZsQ5lSyXycx06cRsum9fHha6OQXNznRnDDAlH26SbwEqROn+HxJ6aUKU0xuIxXP6JGmdD0KpOkgIxtxV8yZs3OumP5kqdRqhRVTjLH7/oTTxiQUAjwUqyvJU/uX6O8SNamJewmgDdsUxWIDQXwOjfNduXHw6mOaE10C5bw+tAIhSe8WVu4HuGcjFTE8ObEavG7jwBeAbxurO6YAF4aGBWdWLluCzZvTePAdUn9mty7SxI3sdzcBF67G1vjSxm6dVGhKsxfatga//vG2wk4e9ZiNRVgFKtrFX0wOnYtsb/UQyRSZMYjCuCN5VWb++cmgNc5m+u/LWOPV16homd3e0WEI0clzJkrYfsO2Z+8yq+5QRJercCre2/pQXrLP+F5hCMdrQDeSC0W39sL4BXA68YKjwngnTpjPob07xowvguZF/Hj7CW237lhjJz06RbwnjsPvDbaXHGOzo9eOT76cFbimFXhoUwZhmPHAh8SdJWHAOC13PQoZCK5GEmQMTRqBHS6UgHF8EbaBPBGarH43l4Ar3PzS2FOn07y8HLhvEnA5e1UXNPLHngnTPJgzx4tdMn4+7cDXtLrfmCEAv2lGoU8TJ6qKcgEKzYxaqSC0oZE25yMVABvTqwWv/sI4BXA68bqjgngbdz5Dmxa+HnA+I6fPI0r+z9k+50bxshJn24BL0mFvfhKQpYcme/kKlUC6tVReQweqSysWy/zWDy9ZVcZiXQ6jWoNfB/DXc+v0+u7MVJCyiMPaVXaIm0CeCO1WHxvL4DXufndvEXGlGmBMmD33a2gqiXhLPMC8Mpo7TpiB7x0VoU8wEVFi2SiywE94N5/j8ITYN8cm4ALPrnEcD3CORmpAN6cWC1+9xHAK4DXjdUd08C7eVsahj06Gn/8/IEbY3ekT7eAl05u2vcepGwye2sLFc6+yhr35PruXEatXrqTde3CkH4Y2LlTgqKAF7sw9m5XXOmmwSouaRSeeLzRoAJ4HVlecdOJAF7npnL+IhkLFwUCb98+Ktq2Mv9W6TdOb4r0NzzWNz2NGjJs3iIFhDpRwQj67pNPNR3wYI3eOJGHN9rIMwG8zq2PeOhJAK8AXjfWcZ4C74Bhz/Ex/bN9DxrWrW4an6Kq2HfgMLp3ao3Xn7nXjbE70qebwEvFIlavIUkxKvog4UKmhL83G4pO2MTc+r04esEIH8UOu92LWrW0IW9IkbBsuQf79/lMIGeBr/WGSGVJr7hcAK8ji6UAdyKA17nJJ8WEX38PBN5BAxQ0bRKYbDZ6TALOnM46vl4k7eERXp4A+9XkQA1dUmDocpWKTz7z+B+K/T37/lGkCHD7bUqAjFlORiqANydWi999BPAK4HVjdecp8E76ZjYf01sfTcXjw4eYxleoUAKqVi6HTu2aw2PVyHHDEjns003g1ZNNdqXJKFSY4cwZCRTqYGwBryl9gGt0yrRqydC/rxb3e/iIhPfHe2w9PvxGyHxV13wHaX+5ipo1wKspUcW2cJvw8IZrqYKxnQBe5+aZIHXcBx5erEZv2YUfTfw8AbvTsqqk8UIzDLjtFoUnvlI1R2sjD+9VHVW8M85cvpi201VfyKt751AFtWuFp82dnQUE8Dq3PuKhJwG8AnjdWMd5Crz6gH6YvQTX9+7oxvhc79MJ4A2mYTl+QgIOHNCGkF3SGaMSwDrh6lXTSGYsAahegyH9kASPzNCgAVCuLMNvc8zeIeq7yaWMw/RmXxa28aZGx6dXlyOGK2HH8wrgdX3p5asDCOB1droOpWtvf44dl1ChPEOx4lSiXMaRo/QbBzq0V9DM5+2d9p0HKX8HxiU8MNzLSxF//4MH6zdmfZ/ki+GlHAFKWvt9joy9+yUt3F9lUCVJK0UOwC6MIicjFcCbE6vF7z4CeAXwurG6YwJ43RhYbvXpBPD+d4qMrduyIJRAtV1bFcv+MGjpWpwo/vhcQzKKNY6Okk4yMsw3uiJJwPlzgdbRQxcyztGNU8KsX7NeZepb97la5ecVThPAG46VCs42Anjdm2sqMvP+R2ZFF7oWPHi/pqf77fcebNgkWeW1UaECw4PDNTfxzl0S9u+XUKKEVoExqUjW+U760sML1NiF8t5zp4Lq1YWH173ZLZg9C+AVwOvGyo8Z4P1t4V+YPX8FDhw6iotec+Ww6Z++7MbYHekzWuA9cBAY/0mg/BjJg+leFP+J+sIV9NuLnlVN31tvRiQrlpmpV1EzDJUA2ecF1j+lmyNVa0suAaSmSqAYwX37A29vNaszDLvT8B41GwsK4HVkecVNJwJ43ZvKYDG9uvdVL0XsT2jVrxcMGPVw9pJiuloM/eVXBMNloVo1hnvvCu96EGr0wsMbykIF63sBvAJ43VjxMQG8X333O96f9ANu7N8VEyfPwoN3XQ9SaFi8fD3uGNIbj9xzgxtjd6TPaIF3Y4qEb6cHxtDR+0POt4YbDN2wChUCLnp9Qgw+7y4F5PECHaoWxkD6uX2u9uLNMYGyZn4Zsv+VIuU3QF/iW5PGDNt3SDh3jqq52cA2gAQPwzNPKvwYoZoA3lAWKljfC+B1b75DAe/ipTLmzreEMfnY9babFdSvx5C6XcKCxTIvDVyqBEOryxiuaK/yMCddHtGYtEae4McfiV6dQbeKDrzuWUn0nB8tQLHkPbqF91YxP44v0nOuUjYHoviRHiSOt48J4L3m1icxcthAXN2lLYyavL/MW4EFf6zBm8/dH7NTEC3wBvPw6t6YGlUZKHmNktZIJujytqS9K2HbdgkHDpjF5HVZsbp1gEEDvTw2b1uq2VNrJz1GxjUlv9nAtg7gd90eXpKKAN6YXbJ5cmICeN0ze6iQBpImG/+xB8d9Jcn1awvpcj/9uJcnv40Zl4ALBj1vOttbblTRsIEKCmmgkAdja9taRd9rnAMRAbzurY/83LMAXvPsCeCNbjXHBPBe1vMezPzyNVStVA707yU/jEPxYtqTTPchj2Hu1LejG6WLe0cLvHRq1hheP4ACqFOX4Y5b7V8bLlziwbz5WnyCSU+XAe3aqLiyA8PX33hw6JAZaAsVYrh40R6Euan00AlD7AT9U2ZA376BWp925hXA6+Kiy4ddC+B1d9JWrpKwaLEHZ84CJBfWuqXZM0aVG7/4yoP99JAMILEQcHVPBa1bMf5QbCdN1r6dit69VA7Kv8+TuX63nvzao1vOKjC6a4X83zs9WNADRq2aDORcEE1YwGgBAbzRrYeYAN5ugx7FuP+MROOGtUDe3uceGYr2rRvjxMkzuPaOZ7D4h3HRjdLFvZ0AXvK4vPxaAnjoMmNghooR9M9/jfIiORk4eUrC2TMMFSpooQvBKi5Rf1SR7bp+CnbskLiO76HDEi6cl1CzJkORRIYNKYFKDcbwCR7WQHbzBQrrcb8PP6igbJnQSSoCeF1cdPmwawG87k4aFYjYu8/8EKuHKxiPbL2G0HehgNfdMxe9Gy0ggFesh+wsIIA3uvURE8D75Csfo06NKrjvtn6Y8PVMTJo6Gx3bNsP6v7ejdfOG+M+Tw6IbpYt7OwG8dHrTpnuQkkKBtdrJGhPLbh6iYMEiGQcOajc00sNtf7mCQoUlLF4sgwpU+Jtv/6SiDOfOZd0AEwqBewyqVWE4ekzCxxM9OO8rGaod0JyQEiCDxsCzt4feEp7XQQCvi4suH3YtgNe9SSNt7fc+DMwDaNGcYUD/0L/XjIzsQxrCPfODh4C58z1IS5NA159LGzF066yCqkOKFp4FBPCGZ6eCupUA3uhmPiaAN+PcBXgVBSWKFwVjDNN/WYJ1m1JRp0Zl3DKgOwpHUvEgOntEvLdTwHv6NPDpFwk4dszArgxITCQQZci8EBiCoG+pf6PH5tH/k7dWh1Z9u+LFgQb1VJQqBew7IGHXLiovrO1tVHwomgScy9A+NPZBfdp5jeyMJoA34qUU1zsI4HVnehUVWLhQxqKlgZXXqlVluHdYaOClMwuWtGY9a9LjnTdfxp69EooXY2jShKFzJxUUD0zQTfBtbF07q/x70cKzgADe8OxUULcSwBvdzMcE8EY3hLzdO1rgpRvW+vUS/tkm45+t5kpq5HQl+CRtXNty9gaZMorbUxUt1IHivzZvCdxDT0wzJqhZPbkeD3DLTQq2b6fyw3IW8PrihPW4vlBWF8AbykIF63sBvM7PNykoTJzkwd69UoDUIB2t81Uqul4VHmzaeme7qFwVRm90rXr3PQ9OnDRfW665WkXjS1SuCmNtIhY1snkXwBuZvQra1gJ4o5vxmAHejVt24qtvf8P2tP18RPVqVcVtg3qiScPa0Y3Q5b2jBV4dDE0hBcawBkuogXE4VmUFnYorVWI8/MGKvH7gtdHtpe/69FZwSSOgZInQiSyhzCqAN5SFCtb3Anidn29j7C3/bdMhfD/6GtUZf3A1FpAIdga0L5Ubt3pne3RV0aiRdjGiCo2kFmMXOtGooYp+1wjgdWKGBfA6YcX47UMAb3RzGxPA+9Pvy/DcG5+h65WXoWHdGrzwxJqNW7Fy7Ra88ex96NujfXSjdHHvaIF39DsJOHPGIgtmolobOqXvQ4CwLJvDEYylgoPtevedXqRs0sqVli7FsHadJT4Y4Yc0/DZXwrI/PLwf0uwUrWBbgITkqb30vLmoTMG2SnSjD9Df9ckJVq5ERWeAM2clVK/G0LWLiupVg/8GSYVhzLjAGGB626P4IiKotHjPHgzTvgsMnSDg7dWd4dMvZJw5I0IaoplVAbzRWC/+9xXAG90cxwTwdh/8KJ5/9HZ0ury5aTQfffkTvv9lMeZ881Z0o3Rx72iAl6SCXhutvQY0eWsN56sXgfCHHvhYlztzfPcWI8zqu1JoA2lb6l4fY3yv3bEqlAePHyZNTr0Voj68vjw6phW36NNb5ZJnoZoOvKG2E98XLAsI4HVuvoOpK1gfhglcqcwwqaucPQusWCVj/36gZDLQrBk9kFLSWiDwWq8TNWownDqJgJCGZs1UpKTIHI713IFixRhaNBNJa5HOtgDeSC1WsLYXwBvdfMcE8Hbo/yCWzXg/YCS796Wj/53PYu3vE6IbpWXvsxnn8fybn2HhH+tQIrkoht92LYb072p7jK+nz8H3sxYjbe8hlC6VjMH9OuPeW/v5t40GeKkTisHbvUcj1wBlBGhVz3gSmuHsSMGBbmqU0FalMuOi8EZJMdqUVBnq1GLYlSbhwgVDxTafF4g6pFxASjapVVNF2XISli6ziRS2uIMJpJ9/JrSXbvsOGWm7hWd33XqZA0KL5irIS1bQW9fOwgZOrQF6GH31jQS/FzbYNYQ+J1i9a6iCDz4KDF24+04FM36WA0IarMBbJBEYepsSkLS2aZPElV+MjUIgRj4QXsKcU/aIh34E8MbDLLo3BgG80dk2JoD3lgf+g+dGDUWjejVMo/lh9hJQtbUJbz0e3SgtexPs7tmfjrdfeAA7dx/A8CffxkdvPIZWzRoEHGfshO/Q9rJGaFCnOnakHcAjL7yHJx+4Gf17deDbRgu8lO38+Vce7o3Vb1h0o6GQBO0DH/RS0phPtUyizyRNJ5e8Kxs2BGrqJiUxnD+v3YSoL/K++Pv9n+6vJwEYPFDB5n9knDtHnh8pQMdTPx8rTI98wItyZR2dkrjt7LMvPPyh486h4VWoi1tDiIE5bgGKuR1HcmSGAjF6qXDrwSj57K7bvfh4YmBiWZuWKtr8r1CNUVLs9GmJ64Ibf/tlyzI8bAOxL72SYHozRMem/V541pt1HXN89PHZoQDe+JxXp0YlgDc6S8YE8H4+7VdM+mY2BvXtjAZ1q8PrVbA2ZStmz1+JR+65ARXLl/GPsmO7plGN+KJXQfu+93PAJY1fas+N/oz/ffmJu0L2/cJbk+DxePD8qKGOAC91kroDmDw1ARczszy5FDQg64Br9P7yu4l2mvrrQ+4F9nl96U/hRObz6vo8xzZhwLJHU3XwtyCBvVYvD/1/uOWFQxqzAGwggLcATHIeDdFOf9cuXIk+K1wYGNBfxVSbGFw7JQV/Mq1hbFdeoaJn98BwpnEfeHhCm7EJD2/OFoUA3pzZraDsJYA3upmOCeBt2vXOsEexcf6ksLe125BCE6ia24pZ4/3li7+ePhcz5y7HlA+fy7Zv0ggeMOw5Hv5woy8EIloPLx3wy689XAeTmjHW1ngy1ixsk1dHjwGmUszdVF5FLT3dPBTanxJYuISR7yur59Z6PM7A1rLFAJ581AvS9BUttAUE8Ia2kdgiZxawkwnT4/l5j77fLn3WsD7jlRffftccAkGbde+qotOVZpDV5RJTd2hvj+rVUdG8OYMnMGcN6zZI+PEnD0gmjR9WAq7vr/AYXtEis4AA3sjsVdC2FsAb3YzHBPBGN4TI9t68LQ033PMCUhZM4klY1EglYuLkX/DT569k2xmFNyxduRGTP/g/fzGM85nRx6n96zkVlMDGm/H1pP6RQXLIXwjCAqL6iVPyGbX0w4FDKVWSEk4Mx7EL2TV4ernTmG5iviBi+tPhcgk3DbRVBY5sIgrI1mPHM6TuYHj4Phn16xWQQYth5poFdu1hmPkrw5Ztht+q7ydLMf6UeFq/noTr+0goUxpYuJThx1lMK2POQRi4e6jsly8jaP19PsPKNQwnT9JDsoS+vQh4zb/59CPAjJkqtu2gN0pA/TqkCKEdr2E9Cfp1KNcMEScH2pYKvPuxyu39yP3iOhsn0+rYMIoUDkwudazzAtBRgQPenHp4J06ehR9/XYov3n0aZUuX8C+NY6czo14mb46FKWGEmNPoqaHQBmsLpupgw8saRzOAkk4u6KdrE8JA29DH1uNVrAi0aQnUrM5Q0xxmHfXY472DjyZK2LELuO8uhrp14n20Ynx5ZYEDB4HZvwM70yQULQo0vZShZzctlMHaqBQ5vQEidYYSyeZvV68Dpn5nvuAUKwo89ThDoqGvDz6RkLbbvG+XTgy9e+aVBeLjuNt3AB9/JqFOLWD43cJDHh+z6twoyiSLOt3RWDPmgPfqm5/AJ28+jhpVK0QzrqD7Ugzv5X3u54lwLZtqSWqUxEawFyyGl2KMv/lxPr4c9wwqlCtl6tuJkIZffpXx50rLu0K9+ISGq35vtP/ghu+NZYT1MAXumDVeLyXw15H6a0erdBHnXx9F+/8NCZIMUBW3OnUYenUXSgORLkoR0hCpxcT2bllg334Ja9dJOH5SQuWKDG3bMJRINkPV9BkerFsf+IR9z10KD4milnkBeGV0QkDpcipZTpKFlNBar55qG/7g1tjipV8R0hAvM+nOOERIQ3R2jTngpXjeGZ+/ijo1Kkc3smz2piS1A+lH8fYLI7Brz0Hc8/ibGP/6o1yl4cCho/jv93Pw2PAhkGUJFN87cfJMTBrzFCpX1KQJZFlGIdLzckCl4cQJCZT0QRJDRnA16pDp3twiPBlNi8HVb0klkxnkBAnHj1m1y+wLVlgLUEAFkopq5Yutnl1rZbb69Rhuuzn6EA7XJjYGOxbAG4OTUgBPiUKcPvjIDKkkk0fSYSQ1qLdQwEuhEF987cEuGylE41unShWBe4d5TX0XQLNHPGQBvBGbrEDtIIA3uukukMBLOrwEvYuWr+OJayNu7+/X4V3/93bcPOJlrJ/3KRI8HnQf8hiHYGPr2uEyvPfKw44A7+KlMubOp7JoWYBqJ5hQvBhw5+0KDqWD32yMXpplf0hYvsLsITbBs+/kS5cGjh8PXDA1azAMvE7F5//14Ogxs+Yv39p3QkJqKPIfmwDeyG0m9ojMAlQsZs1aGTt3Ah6PhPr1VTRrQm+FsvqxU12gb61yeZSANv1Hc5wghUg8OtLLwyP06m521yhrmNXgAQqaNBGv5SOZTQG8kVir4G0rgDe6OY854B10778x9qUHUbVSuehGlkt7RxvSoHtUjDcLO6WGIkWydHXJMzNooOp/xXj6NPD1Nx7sP5AlQ+aHVJ8dkosz9L1GxZRpgUHvlHQy/G4Fq1ZL/IZmbEaPsADeyBeVAN7IbSb2iMwCP8+U8dca8+/WqrwweaqMLf8ESiw0a6LihgFZCg0U8jRrtgcbNlHogsRjfK/upaLxJSo2b5ExY6aMjAzfM7BexIZOV5dKNJx656tUdL0qdFXGyEYb31sL4I3v+Y12dAJ4o7NgTAAvxdXqIQLRDSf3944WeDemSPh2ukfjU6PbRPUlrslAsSQt5MDYalRnoApJlKyyK01GYmEtzveHGTKoEhtXWPD1d3UPFe3bqVwE/j+vJyDTkGeng3bFCgyNL2VYv8FQNYluaAY1CBHSEPn6EsAbuc3EHpFZgKqtnb9g3sdaJGL1GgkzZgY+7NI14Zl/ebnSArVgoQ+33api/EeegAITfKcgGt7CwxvZPNLWAngjt1lB2kMAb3SzHRPA2+n6kbi2VwcMvKYTarsYuxudqez3jhZ4yaNCrxA3pAT3ztrdUEhxocMVKuYtyPLa0M3Ln5RmOF2jYDxVRaJ4YY2Isyop+UsY+0oOX9NbQdpuGampgKJKqF1bJK3lZP0I4M2J1cQ+4VqA5AxfGx1YPY1SDJ5/NqsEOMXevv2uh1dU1CFV19k2JqQFC32ga8jSP8yhV/5zZAyeQhIUQ8VxEcMb7gyatxPAmzO7FZS9BPBGN9MxAbzfzJiP6b8sxqZ/duGyJvUxsE8n9OrcFkWTfG6H6Mbo6t7RAi+d3KnTEv7+Gzwuly54Bw9asqRtPChJRQCSCUmRTwAAIABJREFUF6KSwVk3HvtENePrTR3AjEbxhy3Qh75Dt26l4to+4nVktItHAG+0FhT7h7LABx8n4NAh81b16jIMvcWcYErhU6TSwJvhzc1DIxSUL6fF2gYLfWjeTHv7Q01/G0Vvf7I+0C4dHdqrqFVTqDSEmrNg3wvgzanlCsZ+Anijm+eYAF59CFt37OXg+/OcP5CZ6cU13dpxr2+zS+tGN0oX944WeNN2Szzr2XvRdO8wnbGd5i55ZG1VFQzQSv8kTw9lYpcqpd3QSJroi688Wa9AdXkzSyELu3KjLpoxbrsWwBu3UxszA9uVJuHb72WcPqMRaJmyDDfeoIC8rMa2LVXCV5PNYQ3VqjLcOywLjP9cKeGXXwNDH24YwPDjDCkgpMF6bbq6p4orLhcPyjldHAJ4c2q5grGfAN7o5jmmgFcfCsX0TvlhLt75eBro3/VqV8XN13XDwL5XceWEWGrRAu+UqTI2W5NJLB7dlpepqFGNIXW7jJS/Je5i4Tq7NtXWjDcg0s28tq+CihZJY4r3+3mWBzt2aq8hz583x+qSfYWH15lVJoDXGTuKXrIs8P/tnQd4FNX6xt/ZTULvvfeiXIqKYAO5NBvCRaQIiiBIEaQqKNivilSVItJEvVJVEAFBekdAEVQUAUV67x2yO///dzaTbEvbmU2G7HuexyeSzDlzzu+bnXn3zFfkMy4uULt3O+By6ShTBqhR3Y2zZwCHU0O+vL4ZGrzZ/fW3hl93OHDpoo7ixYE7a7qRNUvCEb/tcGDWV46EDA9xgWmNGrhRID+wdp2GI0c1xLqDZHMBQMFr7kql4DXHL6P3puA1Z2FbCd7r129gxfqf1S7vhh93oPqt5ZR7w9ETZzB9zjLcXfNWDH+1u7kVW9zbrOD9cJwTp04FJnovWBAomF+Sw8srQs827JFjGsZPSBD8/rsr/lXWpEJaj65ejnVB1n7wsIYZs5yQTA9Gi44Guj2b8JrTYmQRNRwFb0SZO00WG5/K0Otsd97uxqNNPDurkkVh1x4Nly9JuV8dJUqkPDWYMbZ/CfMa1XU81syFPX9pmPmlUwW++t9/5Au43G/k3sUWGgEK3tC4RUovCl5zlraF4N25Z78SuQuWblTbBk0b34uWTe5HudLF4lcnx7Tp/ha2LZ1sbsUW9zYreIPt8HqnAvMOOBP3h8mfOr1rUih/OlVBzRXnW+elnSWwbdDAxAWv5O8cPdaJs+e0+IwOnprGgPj93l+HrybNXi4UvGYJsr8/gQ/GOXHa70uy8Vk/cVLDxMnOhBLiAMqV9fjzeuflTYyqVFkTX1//1upxN8qUcuODMVG4JhkhjNg3422UDjzQ2I377uY9w8wVS8Frhl7G70vBa87GthC8Vep1QO3bbsHjTeqhYZ3bERMTHbCqy1eu4s2Rn2HoK13Nrdji3mYFr78Pr0zPe+dEcu726+3xsXO5gXfei4JEXBtNnjeVK+qQim1SlMK7Vaig46knAiujSf/jx4GLVzR8MS2Ii4gORGcCBg+IVanM2EInQMEbOjv2DCRw6RIwdERUUH+CF/vGYuUaB378yS+Xtg7cX9eNhv9OWowaKcmMTC+GQP5XFR2PN3fhz10OzJjtCNjZlVl636dot9AJUPCGzi4SelLwmrOyLQTvgcPHUaLozfkezKzgFfOpLA1/eBK+e0dPy9/80wv9tkPD3PlOVc9eNlkKFdLxRCs3Pp/mxGmvKmoOJ/Bsx1gUK+p7gWzdpuG7RU6V4SGR9Jnxf+jby4U8ccFu5i6zyO1NwRu5tg/Hyteud0BSh/nv1ubNC/TpGYsJU5w4dCjQRSpvHqDP80m7N3mnJPN2jzKqsUnhCSV4/XKGR0cBrVu6ULFCyl0nwsEmI4xJwZsRrBi+NVDwmmNrC8F7+OhJaA4HihTMq1bzy+9/YdHKzShXqqjy4ZWCCnZtVgheY20Tpzhx0O9hFSxbgrginDgOZMmiqewLv/2mYbYUr5C8urJDHJdjt3UL39KeIpKHvZ9QeCKg2EXcRGQcSUTPHV7zVx0Fr3mGHCGBQHxlRr8MhHXudUMCy2Z95cQOCWz1avJ5FpeHwS8lLXgTS0nW5BE3at3hhuwuK5eGuMI1xhfm6BggS2YdlSvpag6ZYmixUAlQ8IZKLjL6UfCas7MtBG+7Hm+j7WMN8UiDu3Di1Fk81G4AKpQtgX0Hj6JDqwfR5clHza0yjL2tFLwHDnrSC4lPrTR5Tdi6pRvFiia9c7JitQOrVgf6HviX9pTxJ33i68IgI2eOAa7KQ8xry1def9KH1/yFQ8FrniFHSCAgO7xLl3vcCtTboLgsCi1buFC0iKfwzNjxfm5KOlC5shttWyft0hCsGpvsNUhaQ8n8IE2C1sRtQjI16G4dsbGaz26zIbxps9AIUPCGxi1SelHwmrO0LQRv7Ue648uJb6JksYKYNmeZysM7c/xr2PjjDrwx8lN8P2O4uVWGsbeVglemKQ+yk3EBKfnzJZ5eyHtJxg6v/zL9S3ueOavh/dGBPrsSgS1BalJV7dp1DaVLuVGkcBihRdDQFLwRZOw0WKrsso6f6FRuUEaTTI1GARrJwVu7phsrVjlw9ZonhWG+/DratnKhYIGECYpL009bHfhnH5ApRkPFijoqVXBj9tcO5asrTYJh5Uuz9xdfuTfNnO3EsRPB05JJhpcnWrkghS/YUk+Agjf1zCKpBwWvOWvbQvDe1vhZfPfFUOXS8PzgD3FLxdJ47ulmOHbiDB5o+6LtMjN4I7da8PqbUwTwjj8c2LVLw7XruqpidMftbkhc39FjUnvdgWinjo2bnThxMqG3pAbq1jkWUX5VR4O5TTzV1oUK5fmAMvdRCt6bgjccVCN7TBGrcj84d17Dxk0azp/3dWGoXMmNNi3dOHky8by8s792QuIBvJu364K8ZZLqazFe7glyL5o204ldu7VE/f8N94m+vWKRNWtk2ymU1VPwhkItcvpQ8JqztS0Eb4vOr+HhBneh3j010KrLG/j0w5dRtXIZ5cv7/CujsXrOh+ZWGcbe4Ra8m39yYMFCX3cFiZouVFDH8pUJv5cgtXp13JAdlvz5gHLl3CrgTaowyW7P4cMacuTUcWtlz0Ps4EEgW3YNVau4VdoitvAQoOAND1eOCly5CgwZ5veNNgUZE8SX/51hUR63CK+WVHVFqdA460uHKn8eL5ODRL0aGWb4JTq0K5SCNzRukdKLgtecpW0heNf8sB29XxsLKTzRqG5NfPBWT7Wq0VO+xh+792P8e33NrTKMvcMteIPtyIpfnTMK8eWIjeXJLq08aIwmwSXvj45Siei9m7erg6RF++UXDecuAEWLQr0OzZYtjMAibGgK3ggzeBouV/x1RfAaQWTGqZMrOHPkqLhFpE4oG9ext8Y1gl7jdXOcEpYfFLyhXQgUvKFxi5ReFLzmLG0LwStLkDy7p86c90lPtuvvg8iWNTOKFc5vbpVh7B1uwfvu0ChIKWD/5l/lSP7unwvTuHn69zWqJgULYpPXmD26uZh/16JrhoLXIpAcJiiB+Qsc2LLV9w2Q+OPXvS/xADURyiM/cOLCRV+XBuO+IAJ6926Py0ThQjrKltGVsJb7UNBUhn6/lCwNdGkI7YKl4A2NW6T0ouA1Z2nbCF5zy0i/3lYKXvG5W7zUCXl9KLu45cvqavfmj52+DyYRtpeuaLgRlx7IWL3/Dm9ygnf6TCd27gpM+da9SyyD1iy6pCh4LQLJYYISkBSFW392YO9ewOnUUKGCG9X+5Ql2leIye/c54HToKF8OKoWh0SQwbe63jvi3PxLQ1q6NCzExOj6a4CuGJQBN7k3xFRklQYQGREXraFRfx41Y4OdtGs6d01C4sI7697sZtBbi9UrBGyK4COlGwWvO0LYRvN+v2oJFKzbhyLFTuOFdSgzAnCn/NbfKMPa2SvDOX+jAFr8KSWrXNg9w+RJU7XppEggiNe0lLZC3D69Eaj/Z1oVyZRIeakm5NEhU9rvDolQaI//W8jEXqv6Lfr1WXDYUvFZQ5BipJbBpiwMLFyXs/Mr9QbIneBeHkMqNJ04AMTEa8ubRcfUqsHylE5u2BH4JrlbVjV9+9d1JNsqefzXHiV9+8/QRIXx3bTcebMwSw6m1mRxPwRsKtcjpQ8Frzta2ELz/+2oJxk6dizbN6mPy9IXo+Uxz/LF7H9Zs3I4OrR9Cn2cfN7fKMPa2QvAmthOrph33utB4a/hMBxdKl/SIUSNLQ6YYHSVKAH/u0rBvv6cgRZVb3KhUUQ8IWqtRVVdlRiWYTcSYf5MHlpQozZ49jNAiaGgK3ggyto2WOmxUFC5e9J1QmVI6Oj4dWGpcjgrmGuHdu9mjLhWstudvj+gtX9aN6tV17IorN+y/9K6dXcnmD7cRLttMhYLXNqaw5UQoeM2ZxRaC9+EnB6JXpxZ48N+1UKVeB+xY9ala1XfLN2Hlhq0Y/mp3c6sMY28rBO+GHxxYvCSwcIS34DWWILsnDz0QuHsipYUlKbx3S2ynVsoLL1zoxPVYz46M0cQvuHhxHV07BX8ohhFjhh2agjfDmta2C7twARj+fmBQmnyJHdAvsNraX39r+OwLz5ffYLEB8vtnO7lQoljgW5/Eit4YKc5sC8mmE6PgtalhbDItCl5zhrCF4JU8vAs+H6KC0+T/184djezZsqiVNWzdH8tmjTS3yjD2tkLwiv/b3G8Dd1uDCV7JselfMSmx9ETBjjXKC6vIbilFLLnpjZ8AWvzHhRrV6M5g1SVDwWsVSY4TjECwADP5TA8ZHoUrV3x7SPrBp58M/DK7Zp0Dy1Z4vnAHE7xFCuvo9qzL58uxMXJiX9bpFhXa9UrBGxq3SOlFwWvO0rYQvA1a9sPot3uhSqXSkN3eV/u0x901q+DsuYto2mEQ1swdbW6VYextheA1atRLFLT3jmuwB9AjD7pRu5bvDm+wbAvSN18+Hb17+D7gvFMSGXk4ZZM3OkZH3Xt11LnPzQwNFl4vFLwWwuRQPgTkvhEswKx9OxeS8+GVz/7fezUcPaapgjUS+GY0T7oxHTo8wbNybIkSOro8EyiWz57VMHqcExI8ZzSJM+jzfCwyZ6LBUkuAgje1xCLreApec/a2heAd+M4ElC1ZFF2fehSTpi3A1FmLUKdWNWz//S/UrF4Jbw/sZG6VYextheCV6Z06qWHzzxpOntSQP7+OWrfp+HO3hmUrHTBi+CQ90JNPuFT1NNnZ2fKjQ/nsZsqsYedOLT6wzVhurTvdaPKQrzhOrLywFLNo1YKuDFZfKhS8VhPleAaBtesdWLo80BWqeAkdRQvpytdfsrkEy9IgLgziyhDsS7XxO/np/QW8Y3sXypQOfPtz7LinTPHpMxoKFtBxZ00debwyQtBiKSdAwZtyVpF4JAWvOavbQvBevnINsS4XcmbPCl3XMee7tdi2Yw/KliyCdo81RIzU0bVps0rwei9PfPDkv/wFPL89eQLIkcPzn9ECfHZ1HdExGm7c8ByRMyfQoJ4bVat6Kq55N5YXTruLiYI37VhH2pnmzHNi2/bAjAqGW4KI1R7dYiEpx7zbgUMaJk3xuynoQMlSOjJlAs6fA44d05BQUs3Tu3o1N1wuz/mMoDVnIqEHkWYLq9ZLwWsVyYw5DgWvObvaQvCaW0L69rZS8IpLw8zZTvWqUZrs5DZu6MZdfi4MifnsVqjoxumTDpw6JVszHi4FCwLdOseqsYx2+Ypnd5jlhcN/7VDwhp9xpJ4hsR1e7zoQ9e53o1gRHTv+cODKFR2lSkoaMh0LvguMGTAKT0h6REmT6N/8/XuNtGSRyj8c66bgDQfVjDMmBa85W6ar4JXcu/fUrIIc2bOqVRw9cRr58uRCdNyW5OmzFzBv8Tp0bPOQuVWGsbeVgnf9Rge+X+r7oJH8mf17+6YJS8xnN2tWHZcvB+74ZM+q4/Y7dNSrG7jbG0Y0HBpQqd8kBVxir4MJiQRCJRDMh9dflJYorkPuF96tWDEdhw4F3icaNXCjzr1uVVFt/AQnxP3JaHIfcvl5PCWW9SHU9bAf8/DyGkiaAAWvuSskXQWvpCD7evJbqFy+pFqF/7937tmPFp1fi09TZm6p4eltpeCd/bUTv+0IfBD5iyVJGP/fd6Lg9nOni4lJKFDhvVrjIfjwgwm7xbLLKz53UkpYSoGyhYcABW94uHJUDwEjS8Phow6s36CpQjLefrdSGlgC0/yb+Pf+sz/h9zlz6OjexYVs2TxHXr8B7PnLgdOnofxy5c2Td2CaMd7LA2KRJTOtYRUB7vBaRTJjjkPBa86uFLzm+MFKwZtY8vdgpX7fejdKlfT0fpQF24VRy4t7x2mkKWNlJJNGT0V3Ct5UwOKhpgisXuvAqtUOyBdiaZUqunHipIbTpwMFb4enXCr7gojhXDl1SOXFpEIljOvYe4IlS+jo3JGBrqaM5teZgtdKmhlvLApeczal4DXHz1LBu3OXhukzfX3rZAe2RzeXT6oweVANHeFUEdiascurQT2wZGfGu3lSDHl8ekXw3lYdmDE70D+PlZFMXgiJdKfgDQ9XjhqcgJQgF5GbO5eudmsXfe/Axk2+n3dJFzbwxVikJuDs0GENs7504Ow5j3iW8Vu2cENcJtisI0DBax3LjDgSBa85q1LwmuNnmeCV1GOSz/LMOY+I1eOCpDt1iMXVq5pP0ImI2pWrHEETwavHjxSSiFuXMY78U1waxJVBdoH8m3dlJNkh2r5dCygjmpoHpEmsGaY7BW+GMeVNuRDJ9jJtphOHj3juCJkzA00ecqFa1eBCVYStFMKR+1CRQjpq3alD3B3UbUUHTp7yjJM/nx70/nNTQrLRpCl4bWQMG06FgtecUdJd8L75QkeULFZIraJj3/fg/e/9h47h9RFTM7wPr/jhrV/vwKq1gUJUXkv+ucv399HROq7f8NrdNcStV95MI1JbfubKoaNGDU/Q2uYtwcsYe1dGWrLMgXUbfM/JiOzQPmgUvKFxYy9rCUiBCMnSUKAgAtIUGmc6fgIY93GUErZGk53cXj08ub/Zwk+Agjf8jG/mM1DwmrNeugvelEx/x6pPU3JYuhxj1ofXiLQ+f1HzT3up1pMtm45Ll/x88LzzDnmtOlhZ0BzZdfTvk+ASEawykgS7VSgng+ooUwZYt16Lf3VpDM+I7NAuLwre0LixV9oTWLHa4wPs35hhJO1sQcGbdqxvxjNR8JqzWroK3kNHT6Zo9sUK50/RcelxkFnBa+TSDCZWZT1Zs+i4fMVX8AY7Vv1OBHJ2QES06psVaN7UrYJXvJt3ZaRr16Citb3PYJQT9efJiOzUX2EUvKlnxh7pQyCxLDHe7k7pM7PIOSsFb+TYOpSVUvCGQi2hT7oKXnNTt0dvs4LXu1qSIVoN9SlCNUsWLaCaklRDuhGrwx1X9cggIbu5z3V14dp1KTOso0ABJBuYMm5CFI4d82UZTPAWL6ajSydGZKf2qqPgTS0xHp9eBMR3d+63gQUpevd0IV9eHcePA3v3OYKWKk6vOWe081LwZjSLWrseCl5zPCl4zfEzHbTmXy3JCDp7qp0LFcvrOHdew4xZDp+gk7x53Dh02KGyjckLSOWnm1PH8z1cqc6p++7QKJVo3ruJ8Jbxzl9gRLbJy4OFJ8wCZP+wEpDcurt2e/LtSiDajz9r2BUXMyBBqvfXcUOqtW3a4sDCRQnuDpIC8YlWLlSswCwNVhqIgtdKmhlvLApeczal4DXHz7TgDVYtqXw5He3b+e6megedjB7rDPCxlV1ZcTmQlEPB2pGjwD/7HMgUo6N8ecRHXk+f5cDOP3399vLl09HrORcjsk1eG9KdO7wWQOQQYSEgmWHGjneqAjRGkzc5ImTly66kRBT/fmnDRkXh4kXfaZQppaPj03zrY6VxKHitpJnxxqLgNWdTCl5z/EwLXjm9US1JdnOlMlLZMp6UP/IgCuaaEMwNQXLwDhoY65Ov11iaJKRfvjJB1EZFA0+3c6FUSR0SmT19thOn49INiVvEY83dKFeGOzcmLw3VnYLXCoocIxwEtm3XIC5V/u2pti5UKJ/w+ZfUZsPfD0zTwEBW661CwWs904w0IgWvOWtS8JrjZ4ng9Z+C5LqUUp4iRqVJ8NljzRJeHy5f5cDqNb67siJeO3UI3G2RUqPvDIvCjeu+Z7mlkhtPtPYEs4kLw6nTGtwuHfnzI6hoNokpYrtT8Eas6W2/8GDpB2XSDeu7Ufc+30DXIcOjcOWK75LKldXx9JPc4bXS0BS8VtLMeGNR8JqzKQWvOX5hEbzepX+N6Uk+zH69PQ8XEbySPsg7uMwZBQzsH4voaODEcahgt9y5dVV1acxHgbs4efPq6NOTDyuT5k+2OwVvsoh4QDoRSOkOr9xrVq5xQL48yz1HGn14w2M0Ct7wcM0oo1LwmrMkBa85fmERvB+Oc+JUnIuB9/SMtGDB/G7luMoV3PjngANXr3p6FS2io3VLtxK84q/n3ZwOHblyAxcvaChaVEf9em6ULkU3BpOXQ0B3Cl6riXI8qwgk5sPbuWNC3m552yQVIFWLqwApPx9s5Ma99/juAls1r0geh4I3kq2f/NopeJNnlNQRFLzm+IVF8A4dGRWfS9eYnuysvD7Y46PrncrMe/qyAyN/92533u5WGR4OxZUWjXtuxR9ihKtkyQLUr+eC262hdCk3ihQ2CYbdFQEKXl4IdibgnaWhYAEd5crpPqkME0tVdndtNx56gILXattS8FpNNGONR8Frzp4UvOb4WS54L18B3hseGCCSJw/Q93nPNu3uPRr+N93XTSGxwhWFCgFZMuvYu+//FXNccQpVqM3zT9/qbl6/aPBvt0pJxGaOAAWvOX7snb4Egt1rZEaSqqz+/bw/WG0dCl6riWas8Sh4zdmTgtccP8sF74GDGiZO8YhZb1FapKiOFk1dcDg1lQT+770aPp/mhO72CFeVk9evArGMISnOJLjk+6W+W79BqxN7/TI6Bhg8IHjWB5PIIqo7BW9EmfumXexPWzVs2uLEqdNAoQI66tyn45bKbuUKJS4NZ88l3FzkvtSjWywKFrhpl2vbiVPw2tY0tpgYBa85M1DwmuNnueCVHd6hI6JU5gTvJqnEYm94fpM3n442j7vw3WIn/pGd27gWbJe35WMuVKigq6wPIpKliduDSwJQvE6gzqf5/u7551wqFydb6AQoeENnx55pQ+DAIQ2T4r5kG2eMckIVssmT21OAZvMWDUeOaciTS8dtNXQUK8r7QjisQ8EbDqoZZ0wKXnO2pOA1x89ywSvTkYpGUtnIaCJM/R8vImLlleKsLx3xuy9SHa1SReDceV1laahyixuVKvrm05ScmvkLABs3OrDtVw0XzmuIigIuXU6IwJbzcofX5IUR152C1xqOHCV8BNasc2DZCj/nfwDNm7qUuGVLOwIUvGnH+mY8EwWvOatR8JrjFxbBK1M6cECDuDdkyaLjm/nOgB1fI+m77MxKJLU0KQ1qpA1KzbL27dfw2TRn/A6y9KUPb2oIJn4sBa81HDlK+AhQ8IaPbWpHpuBNLbHIOp6C15y9KXjN8Qub4PWe1rtDo3D1mu9Epfxv7x7W5dGV15Z79kjVN2ZpMHlJ+HSn4LWSJscyS0DuI7t3azh/3pOOUFIRHjyctEuD2XOyf8oJUPCmnFUkHknBa87qFLzm+KWJ4J2/wIEtW31fOQarhpTSpUgpYylIkTePjqxZUtqLx4VCgII3FGrsEw4CZ89q+HiyE5cvJ4wubk+SqzuxoLVwzINjJk6AgpdXR1IEKHjNXR8UvOb4pYnglVyZW392YO9eqXCkoUIFN6r9KzT3hcVLHNi4yRHvIiHjPP6YdTvFJnFmuO4UvBnOpDftgpYud2Dt+kBf3V49XModii39CVDwpr8N7DwDCl5z1qHgNccvTQSvySnGdz90WMOEyYFlhp9o5VYpiDJiO3HSgUsX029lCxdrOHZcU0n6ixRKv3kUL+5WwYlsGZ+AuCctW+7Anr89vv3ly+po1MCF+d85sPPPQMGbkT//N5u1KXhvNoul7XwpeM3xpuA1x++mErybf3JgwcLAB95997jRuGHGFLxfznHg198C12zS7Ddd9769PCmm2DI+gZmzHfh9p+81L29ycuXSucNrc/NT8NrcQOk8PQpecwag4DXH76YSvH/sdGDG7EDx92BjN+65K2MK3tXrnCoYL9Jb68fdyJ6dgjcSroNgQa6S1aXLM65EfXgjgUtK1njqlIYPxwW+BUtJ34x0TPWqOlo0p6ub3WxKwWvOIhS85vjdVIJXIrQ/GBPlE7QiCebFhy83d/9MXgnsTgL2IJCY4B3QL1Zle/HP0hBKKkN7rNT6WVDwephS8Fp/bVkxIgWvOYoUvOb43VSCV5Z65qyGLT9qOH7Ck6XhjtvdKFTQJAR2JwESsA2BxFwaGJxqGxNxIiQQEgEK3pCwxXei4DXH76YTvCaXy+4kQAI2J5BY0FqOHDafOKdHAiSQJAEKXnMXCAWvOX4UvCb5sTsJkAAJkAAJkEDyBCh4k2eU1BEUvCngN27qXEybuwyxsS40aXQPBvVqhyinJ7Dh8KkrKRiBh5AACZAACZAACZBA6AQoeENnJz0peJPht2DpRgwfPxOTR76I7NmyouuAkXi4fm10a9+UgtfctcfeJEACJEACJEACKSRAwZtCUIkcRsGbDL/OLwzH7VUr4rmnm6kj5y/ZgHGffoPF04dR8Jq79tibBEiABEiABEgghQQoeFMIioI3NFD1WvTBa/2eRv17b1MD7N57EP/p+Aq2LpmETDHRuHD5RmgDsxcJkAAJkAAJkAAJpJBAjqzRKTyShwUjwB3eZK6LWg93w9h3+qDWbZXVkUeOn0bDVv2wbt4Y5MnFsGd+rEiABEiABEiABEjA7gQoeJOxEHd47X4Jc34kQAIkQAIkkPEJcIfXnI0peJPhJz68NatVig9SkyC2sVPn0ofX3HXH3iR55PmCAAAPTElEQVRAAiRAAiRAAqkgQB/eVMAKcigFbzL8JEht1MTZ+GTUQGTPlgVdXhyBB+rVYpYGc9cde5MACZAACZAACaSCAAVvKmBR8IYGa+wnczH9G+bhDY0ee5EACZAACZAACZglQMFrjiB3eM3xY+EJk/zYnQRIgARIgARIIHkCFLzJM0rqCApec/woeE3yY3cSIAESIAESIIHkCVDwJs+IgtccoyR7s7RwGOFyaBIgARIgARIgAUWAgtfchcAdXnP82JsESIAESIAESIAESMDmBCh4bW4gTo8ESIAESIAESIAESMAcAQpec/zYmwRIgARIgARIgARIwOYEKHhtbiBOL20ItOzyBnp1aoE6tataesJBQyahQpni6NjmIUvH5WAkQALpT+Dv/UfwZM+3seHbcWGZzOUrV3HnQ92wdckkZIqJBu8nYcHMQSOEAAVvhBiay0yaQLgE7w8//Y7cubKjcvmSYTXBwLcnqHNQWIcVMwcnAR8CaS14rbqffLVgNZav24rx7/WlRUkgYghQ8EaMqbnQpAiES/CmFXUK3rQizfOQQAIBKwVvrMuFKKfTB6//Dq9V7Cl4rSLJcW4mAhS8N5O1OFfLCCxZ/SNGfjwLFy5eRvOH62DzzzvjXRouXb6KIWOmYfXGbYiOjkKzB+5Dz47N4XQ6MGveCqzb/Cty5cyOxSs3oXDBfBj1Rg9s2vo7Jn4xHw6HA6/0eQqN6tZUc/V+BSl9V274Gblz5cDO3fvhcrnwev8OqFm9kjr2+1Vb8NFn3+Dw0ZPqmI6tH0Lb5g3U35LqO+/79fjv+58hOioK2bJlQd27quO1vu0tY8WBSCASCIybOhez56/C1WvXkS9PTgwd3BVVbymLTv2GocUj9+PhBrUVhuVrt2LqrEX4YuxgGIK3S7tH8cnM7xAV5UTntk3iP7e6rqtjZ3yzApcuX8Hdd1TBq33aq7c+Rt8OrR7EwuU/4JYKpTDk5Wcx5pM5mP3tKmTOFI2u7ZvijRGfBnVpSO5+IuPMW7wO5y5cQslihfBSz7a4s0Zl/HPgKNr2+C+uXr2OvHlyIleObPh68lu4cSMWY6fOxYKlG3Ht+g00qHM7XurZDlkyx0SC+bnGCCBAwRsBRuYSfQkcPHICzToMxkfv9cUd1Spi4v/mY/zn8/DRkH7Kh/f1EVNx9PhpDH+tO0T8dn1xBFo+Wg9PPd5YCc93R0/DsFe7of69t2HUxC+xbO1PaFy3Jnp1boG1m35R/VfP+VDt1vgL3ndGf4EvxgxGtVvLYcW6rRg+fhYWTRuqJrh+y28oUigfypQojN927kWn/sMw9f2XUKVSaXXepPpyh5dXOQmETmDHn/+g92tjMHvCG8ibOwfkHiHitXCBvMkK3qZPD0Krpv/Gyz3bKhHbsc97GPtub9xetSIWLNuIDyZ9hUnDX0ChAnnx6rApuH4jFmPe7qWOfbT9y+j5THN0b98MIo7nL92Ajz6dh09GDVCi+IW3xmP1xu2JCt6k7gkiomvfdgvy5MqBOYvWYPTkr7F01khkzhSDYDu8oybMVvcdubdlzZJZ3buKFcmPF7u3CR0se5KAjQhQ8NrIGJxK2hCYMuM7bNuxRz10pN2IdeG+Zj0x4rXnlOCt+WAXfD56EG6tWFr9ff6SDfj8qyX4cuIbSnjOX7pR7e5I+33XP2jd7U38uHiiCiqRJkEm30x9G8UK5w8QvItWbsanH7zkOe+NWNRo1BlbFn2sHjD+TR44sutjCO2k+lLwps21w7NkTAI79+xH5/7DMfzVbuqNi7zZMVpyO7wiWjfMH6d2SqUNHTcD16/fwKt926PbwFG4645bIbu40o6eOI0GLfupz/zRE2cgYvmn7xPuHd0GjsS9d1ZVn3lpv+7cizbd3kxU8KbmftKwdX+Mfae38vUPJnjvbvIcJo54EVUrl1Hn3vX3QTz38vtYNmtkxjQ6VxVxBCh4I87kXLC4K4jrwcAeT8TDaNZxMF7o1gY1qpTDXU2ew/p5Y9UOi7Stv+5C39fHqV1bEbwb/z8Q7YO3eqq/BfPhq9u8F6aMGqCyM/jv8Hr3lf5V63fEyq8+QP68ubD9978wesrX2HfgqBr73IXLeOrxRsrVwv+8/n0peHldk4A5AnO+W4OZ81aoV/7/vuc2DOzZVu32Jid4W3d9A1sWTYg/+f++WoLN23aqL9QtOr+Grk81ReP7PS5O0qo1eAbzpr4DHcCTPd5WYtloj3V6FT2feUy9PZJ29txF3NusZ6KCN6n7ibg6TZuzFCdPn1P3uxMnz2LCsP5KgPsL3ouXrqD2I92V64PDoalzy46zuHyt/WaMObDsTQI2IUDBaxNDcBppR0B2eP/cs1+9ujNanf88j3df7pKiHd5wCd76LfuiX5dWeLjBXeqh88rQKSiQLzd6d05e8L707kRUKluCWRrS7jLimTIogTPnLmDwe5NRvEhBDOrVDj0HfYiGde/Afx68T63464VrMHfR2ngfXtnh3bjgI+TMnlX9fdi4GcoHNiU7vP4pzWSHt0GdO9CyST011l//HELTDoNTLXjFFUvePMmbqopli6uxGrd5AW++0BF316wCEfdL1/zkk6VBBO/0ca+gXOliGdSyXFakE6DgjfQrIALXv//QcfWa8MtJbyq3A/Gzkx3Sj4f2V4L31WGf4MSps+r15qUrV9F1wEi0eLgu2rd8IGw7vBIkU+vh7uohWqlcCRw6ehItu7yO1k3rp0jwDv9oJiSiW4Lg2EiABFJHYM/eQ7hw6bIKUtPdOl4eMgmF8ufBi8+1wdhP5mLfoaMY/mp3XL5yDc/0G6r8842gNXFLaNOsvnpjtPfAUXToMwSj/9tLuUaIO9ToT+Zg8ogXUTB/Hrw+/BNcuXoNY97pHfTt0DeL12HmN8vx6YcvK19biQeQ3dhgeXiTeutz7MQZ9Bj0Ab6fMVy5WkmwrAh3mYcI3lUbtuH9SV+qYDUjM8TIj2fjjz378PbATsp3+fjJs/jzrwOW5yZPnWV4NAlYR4CC1zqWHOkmIrB45WYVqCavLCuXL4XNP/+BPs+2VDd3eb0nbg9rftiuAldUloZnmqsHQzhdGkR4f/z5tyiYL7fa2YUGFC2UP0WCV1wr+r8xDkeOn1avY4cMevYmsganSgLpS+CX3//Cm6M+g3wZjomJQq0alfHGCx2VX+6585cw4O2PISIyX96cqFq5LH7c/mfQLA2SyaXTE4/gyRaN1ILELWDy9IWY9e1KXL58VbkTvNKnvbrvBHOHcrt15da0Yv3PKJAvl3JtkCDZ1ApecZGSL8Grf9iuvtSL3+6qjdvwUo+2SvCKj/Hzr4yGrDtnjmxKGEtMwYT/zce3S9bjzLmLKFQgjwrWfbrlA+lrHJ6dBCwiQMFrEUgOQwIkQAIkQAIkQAIkYE8CFLz2tAtnRQIkQAIkQAIkQAIkYBEBCl6LQHIYEiABEiABEiABEiABexKg4LWnXTgrEiABEiABEiABEiABiwhQ8FoEksOQAAmQAAmQAAmQAAnYkwAFrz3twlmRAAmQAAmQAAmQAAlYRICC1yKQHIYESIAESIAESIAESMCeBCh47WkXzooESIAESIAESIAESMAiAhS8FoHkMCRAAiRAAiRAAiRAAvYkQMFrT7twViRAAiRAAiRAAiRAAhYRoOC1CCSHIQESIAESIAESIAESsCcBCl572oWzIgESIAESIAESIAESsIgABa9FIDkMCZAACZAACZAACZCAPQlQ8NrTLpwVCZAACZAACZAACZCARQQoeC0CyWFIgARIgARIgARIgATsSYCC15524axIgARIgARIgARIgAQsIkDBaxFIDkMCJEACJEACJEACJGBPAhS89rQLZ0UCJEACJEACJEACJGARAQpei0ByGBIgARIgARIgARIgAXsSoOC1p104KxIgARIgARIgARIgAYsIUPBaBJLDkAAJkAAJkAAJkAAJ2JMABa897cJZkQAJkAAJkAAJkAAJWESAgtcikByGBEiABEiABEiABEjAngQoeO1pF86KBEiABEiABEiABEjAIgIUvBaB5DAkQAIkQAIkQAIkQAL2JEDBa0+7cFYkQAIkQAIkQAIkQAIWEaDgtQgkhyEBEiABEiABEiABErAnAQpee9qFsyIBEiABEiABEiABErCIAAWvRSA5DAmQAAmQAAmQAAmQgD0JUPDa0y6cFQmQAAmQAAmQAAmQgEUEKHgtAslhSIAESIAESIAESIAE7EmAgteeduGsSIAESIAESIAESIAELCJAwWsRSA5DAiRAAiRAAiRAAiRgTwIUvPa0C2dFAiRAAiRAAiRAAiRgEQEKXotAchgSIAESIAESIAESIAF7EqDgtaddOCsSIAESIAESIAESIAGLCFDwWgSSw5AACZAACZAACZAACdiTAAWvPe3CWZEACZAACZAACZAACVhEgILXIpAchgRIgARIgARIgARIwJ4EKHjtaRfOigRIgARIgARIgARIwCICFLwWgeQwJEACJEACJEACJEAC9iRAwWtPu3BWJEACJEACJEACJEACFhGg4LUIJIchARIgARIgARIgARKwJwEKXnvahbMiARIgARIgARIgARKwiAAFr0UgOQwJkAAJkAAJkAAJkIA9CVDw2tMunBUJkAAJkAAJkAAJkIBFBCh4LQLJYUiABEiABEiABEiABOxJgILXnnbhrEiABEiABEiABEiABCwiQMFrEUgOQwIkQAIkQAIkQAIkYE8CFLz2tAtnRQIkQAIkQAIkQAIkYBEBCl6LQHIYEiABEiABEiABEiABexKg4LWnXTgrEiABEiABEiABEiABiwhQ8FoEksOQAAmQAAmQAAmQAAnYkwAFrz3twlmRAAmQAAmQAAmQAAlYRICC1yKQHIYESIAESIAESIAESMCeBCh47WkXzooESIAESIAESIAESMAiAhS8FoHkMCRAAiRAAiRAAiRAAvYkQMFrT7twViRAAiRAAiRAAiRAAhYRoOC1CCSHIQESIAESIAESIAESsCcBCl572oWzIgESIAESIAESIAESsIgABa9FIDkMCZAACZAACZAACZCAPQlQ8NrTLpwVCZAACZAACZAACZCARQQoeC0CyWFIgARIgARIgARIgATsSYCC15524axIgARIgARIgARIgAQsIkDBaxFIDkMCJEACJEACJEACJGBPAhS89rQLZ0UCJEACJEACJEACJGARAQpei0ByGBIgARIgARIgARIgAXsS+D8tI6ziVoEmEQAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute true traveled distance per patch‐visit, tiny spins → 0\n", "df2 = df.assign(\n", " traveled=lambda d: d[\"wheel_cumsum_distance_travelled\"].apply(\n", " lambda arr: np.sum(np.abs(np.diff(arr))) if len(arr) > 1 else 0\n", " )\n", ").assign(traveled=lambda d: d[\"traveled\"].mask(d[\"traveled\"] < 1, 0))\n", "\n", "# Pivot to one row per subject‐block, but only keep rows where hard,medium,easy >5\n", "dist_df = (\n", " df2.groupby([\"experiment_name\", \"block_start\", \"subject_name\", \"patch_difficulty\"])[\n", " \"traveled\"\n", " ]\n", " .sum()\n", " .unstack(\"patch_difficulty\", fill_value=0)\n", " .loc[lambda d: (d[[\"hard\", \"medium\", \"easy\"]] > 500).all(axis=1)]\n", " .assign(\n", " total_dist=lambda d: d.sum(axis=1),\n", " easy_ratio=lambda d: d[\"easy\"] / d[\"total_dist\"],\n", " )\n", " .reset_index()\n", ")\n", "\n", "# Merge in dominance & tag role\n", "dist_df = dist_df.merge(dominance_df, on=\"experiment_name\", how=\"left\").assign(\n", " role=lambda d: np.where(\n", " d[\"subject_name\"] == d[\"dominant\"], \"dominant\", \"subordinate\"\n", " )\n", ")\n", "\n", "# Box‐plot of easy_ratio by role (dominant first)\n", "fig = px.box(\n", " dist_df,\n", " x=\"role\",\n", " y=\"easy_ratio\",\n", " points=\"all\",\n", " category_orders={\"role\": [\"dominant\", \"subordinate\"]},\n", " title=\"Easy‐patch distance fraction by role (all wheels >500cm)\",\n", ")\n", "fig.update_yaxes(title=\"Easy‐patch distance / total distance\")\n", "fig.update_xaxes(title=\"\")\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "1701ec22", "metadata": {}, "source": [ "## Patch preference plots" ] }, { "cell_type": "markdown", "id": "0c552421", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": null, "id": "ba180fb3", "metadata": {}, "outputs": [], "source": [ "data = load_experiment_data(\n", " data_dir=data_dir,\n", " data_types=[\"patch\", \"patchinfo\"],\n", ")\n", "\n", "patch_df = data[\"None_patch\"]\n", "patch_info_df = data[\"None_patchinfo\"]" ] }, { "cell_type": "code", "execution_count": 37, "id": "3461ebf3", "metadata": {}, "outputs": [], "source": [ "block_subject_patch_data_social_combined = patch_df[\n", " patch_df[\"period\"] == \"social\"\n", "].copy()\n", "block_subject_patch_data_social_combined.drop(columns=[\"period\"], inplace=True)\n", "block_subject_patch_data_social_dict = patch_df_to_dict(\n", " block_subject_patch_data_social_combined\n", ")\n", "block_subject_patch_data_post_social_combined = patch_df[\n", " patch_df[\"period\"] == \"postsocial\"\n", "].copy()\n", "block_subject_patch_data_post_social_combined.drop(columns=[\"period\"], inplace=True)\n", "block_subject_patch_data_post_social_dict = patch_df_to_dict(\n", " block_subject_patch_data_post_social_combined\n", ")\n", "block_subject_patch_data_social_first_half_combined = get_first_half_social(\n", " patch_df\n", ").copy()\n", "block_subject_patch_data_social_first_half_combined.drop(\n", " columns=[\"period\"], inplace=True\n", ")\n", "block_subject_patch_data_social_first_half_dict = patch_df_to_dict(\n", " block_subject_patch_data_social_first_half_combined\n", ")\n", "patch_info_dict = patch_info_df_to_dict(patch_info_df)" ] }, { "cell_type": "markdown", "id": "3d138f46", "metadata": {}, "source": [ "### 1. Wheel distance spun per block, averaged by the number of mice" ] }, { "cell_type": "code", "execution_count": 38, "id": "fd4e9149", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "block_subject_patch_data_social_combined[\"final_wheel_cumsum\"] = (\n", " block_subject_patch_data_social_combined[\"wheel_cumsum_distance_travelled\"].apply(\n", " lambda x: x[-1] if isinstance(x, np.ndarray) and len(x) > 0 else 0\n", " )\n", ")\n", "wheel_total_dist_averaged_social = (\n", " block_subject_patch_data_social_combined.groupby(\"block_start\")[\n", " \"final_wheel_cumsum\"\n", " ].sum()\n", " / 2\n", ")\n", "wheel_total_dist_averaged_social = wheel_total_dist_averaged_social.reset_index()\n", "\n", "block_subject_patch_data_post_social_combined[\"final_wheel_cumsum\"] = (\n", " block_subject_patch_data_post_social_combined[\n", " \"wheel_cumsum_distance_travelled\"\n", " ].apply(lambda x: x[-1] if isinstance(x, np.ndarray) and len(x) > 0 else 0)\n", ")\n", "wheel_total_dist_averaged_post_social = (\n", " block_subject_patch_data_post_social_combined.groupby(\"block_start\")[\n", " \"final_wheel_cumsum\"\n", " ]\n", " .sum()\n", " .reset_index()\n", ")\n", "\n", "wheel_total_dist_averaged_social[\"condition\"] = \"social\"\n", "wheel_total_dist_averaged_post_social[\"condition\"] = \"post_social\"\n", "wheel_total_dist_averaged = pd.concat(\n", " [wheel_total_dist_averaged_social, wheel_total_dist_averaged_post_social]\n", ")\n", "\n", "fig = go.Figure()\n", "\n", "fig = px.box(\n", " wheel_total_dist_averaged,\n", " x=\"condition\",\n", " y=\"final_wheel_cumsum\",\n", " points=\"all\",\n", " title=\"Wheel Distance Spun Per Block Averaged By Number Of Subjects\",\n", " labels={\"final_wheel_cumsum\": \"Wheel Distance Spun Per Block (cm)\"},\n", ")\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "6fd56f33", "metadata": {}, "source": [ "### 2. Number of patch switches by each mouse per block" ] }, { "cell_type": "code", "execution_count": 40, "id": "57b2dd3f", "metadata": {}, "outputs": [], "source": [ "prob_per_patch_social_first_half_dict = {}\n", "prob_per_patch_social_dict = {}\n", "prob_per_patch_post_social_dict = {}\n", "prob_hard_patch_social_first_half_dict = {}\n", "prob_hard_patch_social_dict = {}\n", "prob_hard_patch_post_social_dict = {}\n", "prob_hard_patch_mean_social_first_half_dict = {}\n", "prob_hard_patch_mean_social_dict = {}\n", "prob_hard_patch_mean_post_social_dict = {}\n", "\n", "for exp in experiments:\n", " exp_name = exp[\"name\"]\n", " block_subject_patch_data_social_first_half = (\n", " block_subject_patch_data_social_first_half_dict[exp_name]\n", " )\n", " block_subject_patch_data_social = block_subject_patch_data_social_dict[exp_name]\n", " block_subject_patch_data_post_social = block_subject_patch_data_post_social_dict[\n", " exp_name\n", " ]\n", " patch_info = patch_info_dict[exp_name]\n", "\n", " # Compute patch probabilities\n", " prob_per_patch_social_first_half_dict[exp_name] = compute_patch_probabilities(\n", " block_subject_patch_data_social_first_half\n", " )\n", " prob_per_patch_social_dict[exp_name] = compute_patch_probabilities(\n", " block_subject_patch_data_social\n", " )\n", " prob_per_patch_post_social_dict[exp_name] = compute_patch_probabilities(\n", " block_subject_patch_data_post_social\n", " )\n", "\n", " # Extract hard patch probabilities\n", " prob_hard_patch_social_first_half_dict[exp_name] = extract_hard_patch_probabilities(\n", " prob_per_patch_social_first_half_dict[exp_name], patch_info\n", " )\n", " prob_hard_patch_social_dict[exp_name] = extract_hard_patch_probabilities(\n", " prob_per_patch_social_dict[exp_name], patch_info\n", " )\n", " prob_hard_patch_post_social_dict[exp_name] = extract_hard_patch_probabilities(\n", " prob_per_patch_post_social_dict[exp_name], patch_info\n", " )\n", "\n", " # Calculate the mean hard patch probability per pellet number\n", " prob_hard_patch_mean_social_first_half_dict[exp_name] = (\n", " prob_hard_patch_social_first_half_dict[exp_name]\n", " .groupby(\"pellet_number\")\n", " .mean(numeric_only=True)\n", " .reset_index()\n", " )\n", " prob_hard_patch_mean_social_dict[exp_name] = (\n", " prob_hard_patch_social_dict[exp_name]\n", " .groupby(\"pellet_number\")\n", " .mean(numeric_only=True)\n", " .reset_index()\n", " )\n", " prob_hard_patch_mean_post_social_dict[exp_name] = (\n", " prob_hard_patch_post_social_dict[exp_name]\n", " .groupby(\"pellet_number\")\n", " .mean(numeric_only=True)\n", " .reset_index()\n", " )\n", "\n", "# Combine the results\n", "prob_hard_patch_social_first_half_combined = pd.concat(\n", " prob_hard_patch_social_first_half_dict.values()\n", ")\n", "prob_hard_patch_social_combined = pd.concat(prob_hard_patch_social_dict.values())\n", "prob_hard_patch_post_social_combined = pd.concat(\n", " prob_hard_patch_post_social_dict.values()\n", ")\n", "\n", "prob_hard_patch_mean_social_first_half_combined = (\n", " prob_hard_patch_social_first_half_combined.groupby(\"pellet_number\")\n", " .mean(numeric_only=True)\n", " .reset_index()\n", ")\n", "prob_hard_patch_mean_social_combined = (\n", " prob_hard_patch_social_combined.groupby(\"pellet_number\")\n", " .mean(numeric_only=True)\n", " .reset_index()\n", ")\n", "prob_hard_patch_mean_post_social_combined = (\n", " prob_hard_patch_post_social_combined.groupby(\"pellet_number\")\n", " .mean(numeric_only=True)\n", " .reset_index()\n", ")" ] }, { "cell_type": "code", "execution_count": 41, "id": "7d6b4852", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P-value for the social first half slope: 5.936891089220609e-14\n", "social first half model summary: OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.823\n", "Model: OLS Adj. R-squared: 0.818\n", "Method: Least Squares F-statistic: 153.4\n", "Date: Thu, 21 Aug 2025 Prob (F-statistic): 5.94e-14\n", "Time: 17:37:33 Log-Likelihood: 93.236\n", "No. Observations: 35 AIC: -182.5\n", "Df Residuals: 33 BIC: -179.4\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.2611 0.006 43.528 0.000 0.249 0.273\n", "x1 -0.0036 0.000 -12.384 0.000 -0.004 -0.003\n", "==============================================================================\n", "Omnibus: 1.794 Durbin-Watson: 0.708\n", "Prob(Omnibus): 0.408 Jarque-Bera (JB): 1.503\n", "Skew: -0.353 Prob(JB): 0.472\n", "Kurtosis: 2.270 Cond. No. 42.3\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "P-value for the social slope: 2.2319432890179306e-18\n", "social model summary: OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.904\n", "Model: OLS Adj. R-squared: 0.901\n", "Method: Least Squares F-statistic: 311.6\n", "Date: Thu, 21 Aug 2025 Prob (F-statistic): 2.23e-18\n", "Time: 17:37:33 Log-Likelihood: 102.24\n", "No. Observations: 35 AIC: -200.5\n", "Df Residuals: 33 BIC: -197.4\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.2490 0.005 53.700 0.000 0.240 0.258\n", "x1 -0.0040 0.000 -17.654 0.000 -0.004 -0.004\n", "==============================================================================\n", "Omnibus: 2.251 Durbin-Watson: 0.657\n", "Prob(Omnibus): 0.325 Jarque-Bera (JB): 1.851\n", "Skew: -0.556 Prob(JB): 0.396\n", "Kurtosis: 2.820 Cond. No. 42.3\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "P-value for the post-social slope: 2.5099330775172165e-07\n", "post-social model summary: OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.558\n", "Model: OLS Adj. R-squared: 0.545\n", "Method: Least Squares F-statistic: 41.73\n", "Date: Thu, 21 Aug 2025 Prob (F-statistic): 2.51e-07\n", "Time: 17:37:33 Log-Likelihood: 84.637\n", "No. Observations: 35 AIC: -165.3\n", "Df Residuals: 33 BIC: -162.2\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.2283 0.008 29.774 0.000 0.213 0.244\n", "x1 -0.0024 0.000 -6.460 0.000 -0.003 -0.002\n", "==============================================================================\n", "Omnibus: 0.420 Durbin-Watson: 0.735\n", "Prob(Omnibus): 0.810 Jarque-Bera (JB): 0.556\n", "Skew: 0.003 Prob(JB): 0.757\n", "Kurtosis: 2.383 Cond. No. 42.3\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "model_social_first_half, y_pred_social_first_half = analyze_patch_probabilities(\n", " prob_hard_patch_mean_social_first_half_combined, \"social first half\"\n", ")\n", "model_social, y_pred_social = analyze_patch_probabilities(\n", " prob_hard_patch_mean_social_combined, \"social\"\n", ")\n", "model_post_social, y_pred_post_social = analyze_patch_probabilities(\n", " prob_hard_patch_mean_post_social_combined, \"post-social\"\n", ")" ] }, { "cell_type": "code", "execution_count": 42, "id": "ed7a9e31", "metadata": {}, "outputs": [ { "data": { "image/png": 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1y6vFfRKLV6x6FxQpkEPNRAd3yezNh49f1Kxt4CvvX23UK9BpIzqrP4VGeEPirBO74Mqok+bgZrCObp6mXtnqLl2bTBraEWWK5cHR05fQts9EFaIhoRqGl8xaS91Ckr0gY3ifv8bWJaMC5KnrZ7p2D6p+unQyo6YTKMM+pSu/lv4Y1DjRzXgaYyA/kNZuPRgiA13exuLCG3UaiY+fPTSPn6CEV/c2JaSdSQxj6P8q8d+iV2GWp1xrFbohIT9BXVo+P+TNU7XmA1W8v25bMPnBliJZQswf30s9Qkuf1pXd8I1RsAM2lMIbuH/pfiQH/iyVMKxRU5dD9+9a6hJSufl3EiABEghvAlYrvIF3aQgMJqgV7cF9Ycmion+v3FYHJMily2PPqnGQGEHDy1B4ZSZXXqfK6842jSojQ9pkaqZUZmlb9Ryn4oZ1h0LovrSMhQ+Eh/BKHToNnKq2Ktq7apxagCKzQPPG99TH+wbVyUIS3oJ5smLq8NALb0icdRLWoWlVFM6X3WgxJZ5RDrcITngDHyQSeOcMnfBOGd5JtZ3hZarsBbdobevi7z+SdJepuy8ElS5w+bX0x6DyDAsGurx3Lh+jj0vX1VkOX/H08lLCq6W8QQmvrm+YKrzGDn4R4a1arggGdg2d8Ab+/JC6Vmk2QH0WyKzpxWt3Ub/98ACHoWjp06HZ4SU0M7yBx4dOeAOLsE543dZNVCEkWuoS3l9kfB4JkAAJhETA5oQ3uFeS8kpUvpx+DGnogSL5/xMstVND9S7IkSWNeiUr8ZfyxWa4aErASqxpgYrtVUxgYOFtUa88urexTEiDrjxBffnL6muRXnnVvGTdHly5cQ9uayeFGBMYVEjDi9fuKFkrLEIaguesk1hZQNOrXd1g+645whtsSEP3sZAY1FDP8L54A0sLr5b+GJTwhmVIw/RRXfBnoVz69pJT94pV64zfsqXTPH6C6ttaQxpCK7xaPj+kwrIbiCxKlPjsJWv3qIWsRzdN1S+M1dKnQyO8EuZz/faP+/BqGR+mCq+WuoT0xcO/kwAJkEB4E7A54dUtOpFtyGaM6qpfzCIznV0GTQsQw6eTAYnfnTW6mz7t5t3HMGD0fL3g6gTJcCGKNJTEt0mcmzHhlVfS25f+HeCLr1Lj/ihVNLd++67QxvBKHWXBjOGrVMOOI3t3SlhDruzpceTkRTSqWfaHeGJjHU1WZfcZOUellVhJ3TVq6gq1JZthDGloQhpC4izPkwVTssBPFpMFnnWXE6V0r/q1fKEbmyGVU+IcHBzCfNGaxDlaWni19MeghFdmXcs37KO2EZNFa7rFXfJmQHb6kCsk6dflLTP/c8f21P+g0vVr3Q9ELeUNrm9LuWThqimL1kIrvFo+P4SRlEf6koQPyU4wObOm1b8F0Y0fU/t0aIRXPqcOHr+AE9v+O51SnqtlfJgqvFrGZ3h/kfF5JEACJBASAZsTXqmwLqxBvohl5km+xFbItmTx4wS5LZlsxaS2JXv6EsvX70OqFImwbo6r2vBdZnxlhwURria1y6mtq2Qf0ItX7+LDpy/qvsAzvLKtkNwnK9i/eXlDDs6QmGDZfUC3mCy0wiuL5orX6KK2rmpW9y9EixIFsrJbnqm7ZOGafJHJJa+V5e8hXYbbktWoINuSpcLZizex68DpANuSST6hEV4pX3CcJV8RLtkaTb0Gr1AMqVIkxvsPn3D5xn2c+feGPv5ayxe6MZGQrda6u84M823JwkN4tfTH4MIpdG8CZHFZ9fJF8OnzVyxdvwcu8bRtSybHW8eLEwulinzf1m/5xn1qK63QjJ/g+rZsodW062hEiuSktiVLliQBXrxyV9tqrZvrGmBbstAKr5bPD914kvAnmZmW8T3RtT3KFs8XYKiZ2qdDI7yye4rsotKoZhlky5Qa9nb2+KtEvmC3JQttSIOW8RnSZw3/TgIkQALhTcAmhVcgSvzZ6s1u6oM/WrQoak/WYA+eWLJFLUiTL1yZiZRt0QwXDskX+d/TluPClTuqjfL9lgl9OtZXMXuy3VZg4ZWtx+49fIZ12w/j/cfPyJohFfp2aoDsmVLr2zi0wisZyAKSCbPXqGfIK2Q5NEG3Ob/8XbegRqRVZMDUSw6ekJnr7wdPfFILAuX4YtlXVnfwRGiFVx3wEQJnyVtkdtaSrThx9gpkb9Y4sWMoYS9XPJ9+z1NzhVees33/STVD/+TZK7WnqxyuIVK1fscRXNg7L1hkERnDKwUztT+GFD8s7Syr9GWcCAMth2/o8jalXU0tb0h9W/r19EUbcebCDXh6eSNRgjhqvPbuUC/QwRMdULZ43gBtaEoMr+4GUz4//ku7D/IWRLZ2kwWTuj25DR9uSp8OjfDK7hOy0PLA8fNqwalcIR08YY7wmjo+Tf28YToSIAESCC8CVie84VVxW3+OnPJWsXG/IMMebL3+oa2f7Kss8aLGdqoIbZ62el9IMm2r9Wa9SIAESIAEfj4CFN6fr81MKrGENKzatB8HN/x4zLBJGdh4ItmuzdHRQR+3LdWVI1Pl4AkJpRjSo6mNEzC/ehRe8xkyBxIgARIggfAhQOENH87h9hSJy7z/+AWmLdiAKuX+CHACVrgV4id4kMRV9h4+W52QJ0dOyytneY0tJ4/JLh6B92X+CaoU7kWk8IY7cj6QBEiABEgglAQovKEEZ623Fa3WGZ++fEXB3Fnwd//WiBUjmrUWNULLJQsQh01agkvX7qlFcZEjR0KeHBnRuWWNAIv/IrSQVv5wCq+VNxCLRwIkQAIkoCdA4WVnIAESIAESIAESIAESsGkCFF6bbl5WjgRIgARIgARIgARIgMLLPkACJEACJEACJEACJGDTBCi8Nt28rBwJkAAJkAAJkAAJkACFl32ABEiABEiABEiABEjApglQeG26eVk5EiABEiABEiABEiABCi/7AAmQAAmQAAmQAAmQgE0ToPDadPOyciRAAiRAAiRAAiRAAhRe9gESIAESIAESIAESIAGbJkDhtenmZeVIgARIgARIgARIgAQovOwDJEACJEACJEACJEACNk2AwmvTzcvKkQAJkAAJkAAJkAAJUHjZB0iABEiABEiABEiABGyaAIXXppuXlSMBEiABEiABEiABEqDwsg+QAAmQAAmQAAmQAAnYNAEKr003LytHAiRAAiRAAiRAAiRA4WUfIAESIAESIAESIAESsGkCFF6bbl5WjgRIgARIgARIgARIgMLLPkACJEACJEACJEACJGDTBCi8Nt28rBwJkAAJkAAJkAAJkACFl32ABEiABEiABEiABEjApglQeG26eVk5EiABEiABEiABEiABCi/7AAmQAAmQAAmQAAmQgE0ToPDadPOyciRAAiRAAiRAAiRAAhRe9gESIAESIAESIAESIAGbJkDhtenmZeVIgARIgARIgARIgAQovOwDJEACJEACJEACJEACNk2AwmvTzcvKkQAJkAAJkAAJkAAJUHjZB0iABEiABEiABEiABGyaAIXXppuXlSMBEiABEiABEiABEqDwsg+QAAmQAAmQAAmQAAnYNAEKr003LytHAiRAAiRAAiRAAiRA4WUfIAESIAESIAESIAESsGkCFF6bbl5WjgRIgARIgARIgARIgMLLPkACJEACJEACJEACJGDTBCi8Nt28rBwJkAAJkAAJkAAJkACFl32ABEiABEiABEiABEjApglQeG26eVk5EiABEiABEiABEiABCi/7AAmQAAmQAAmQAAmQgE0ToPDadPOyciRAAiRAAiRAAiRAAhRe9gESIAESIAESIAESIAGbJkDhtenmZeVIgARIgARIgARIgAQovOwDJEACJEACJEACJEACNk3AZoV3xqJNWLFpP3x8fFGxdCH079wAjg4OPzSmx1dPdBowFTfuPsLXr9+QJmUSdG1VE3/ky67SLlq9C+Nnrwlw34b5w5ApXQqb7hisHAmQAAmQAAmQAAnYCgGbFN7t+05i3KzVmD+hF6JHi4o2vSegfIn8aNu48g/t5uXljfNXbiNtyiRwcnTEsTOXMXjsQhzaOAUxo0dVwisyPKxXc/29zk6OsLOzs5U+wHqQAAmQAAmQAAmQgE0TsEnhbdlzHH7PngHtm1RRjbdt7wnMWLwZu1eODbExr958gNptXLF18UikTZVUCe/t+08wql+rEO9lAhIgARIgARIgARIgAesjYJPCW7xGVwzu3gQlCudSxEVYqzYbiPN75yGSs5PRVmjS5W/cuvsYHz97oGSR3zF1eGeVToR3/qodkFldl3hxUL18EdSpUkKfx7O3X62vVcO5RPb2dnCJFQkv3nmG85Ot+3FOjvaIHc0Jrz98s+6ChnPpIjs7IGokB7h/8grnJ1v346JFdoSjgx0+fPG27oKGULok8aL81OVn4UmABGyTgE0Kb77ybTF9ZFfky5VJtdrzV+4oVbs7jm2ZhjixYhhtyfcfPivZ3XfkLCJHckaD6qVUuss37sPT8xsSJogDmf0dPnkpuraqhdqViqu/+/r522bP0FArCe4Q6SWLgNAk6kVCX/zYRwKAUVxgBz9/jh1DMPYqSurn5+LwvSK8SIAESMCqCNik8IZmhtewVSo27qdidn/Pnv6Hxlq4eieOnLqExZP7qr+95Kwm7OztED+GM2cyA/UWR0d7xIriiLecyQxAJpKTA6JEssf7zz/3TGZYf5JHjeQIWVf7ycMnrLMO1/wSxokcrs/jw0iABEjAFAI2KbwSw5snR0b9IjVZxDZ90SaTYngFWoVGfdGmUSVULlP4B4bL1u/F3sNnsWxaf/U3hjR8n91lSMOPw40hDcY/ghjSYJwLQxpM+cpiGhIgARIIHQGbFF5ZpDZx7losnNgH0aNFQete41G2eD69AK/ffhgJE8RFkfzZceXmfTx/+Ra5sqWHv78/1m49iPmrdmLLopFIkdQFO91OI1umVCoUQkIa+o6ai6a1y6FpnXIU3v/1OQqv8cFH4aXwavlYpvBqocW0JEACJKCNgE0KryCYvnATVm42vg+vCHDWjKnRpWUNXLv1AMMmLsGdB09hb2+P9KmToUOzqiiUJ5siOXTiErgdPYePn74gkUs8VPurCFo1qKhmNTnD+72zUXgpvFo+djjDyxleLf2FaUmABEggLAjYrPCGBRxT8mBIA4U3qH7CGV7O8JryGaJLwxleLbSYlgRIgAS0EaDwauP1Q2oKL4WXwqttEHGGlzO82noMU5MACZCA+QQovGYypPBSeCm82gYRhZfCq63HMDUJkAAJmE+AwmsmQwovhZfCq20QUXgpvNp6TMSn3rTrqNqdZ9bobhFfGCMlKFWnByYP64hsGVPDx9cXPVxn4sy/N1AwT1ZMGNJeU5mPnr6MoRMX4/OXr2r7zUzpUmi6PzSJ+/89T62faVb3rxBvN6xriImZgAQMCFB4zewOFF4KL4VX2yCi8FJ4tfWY8Eu959AZdHedEeCBRQvkRK/2dfH46SsUK5hTc2H+rNkV00Z2UTJq7JJnTpq77odtM2V7zA5Nq6F8yfwhPtNQAg8cv4C5y7ZixYxBcHCwD/HewAlqtByMjs2r4c9C308qDXxt2XMc81dsx5MXbxAjWhS1AHx47+aIHzeW5mfpbjh17hpix4puklwHJ7yVmw7A3QdPVbbRokZGmpRJULFUQdSrWtIkFo+evkT1FoNwdvfcUNeFN1ovAQqvmW1D4aXwUni1DSIKL4VXW48Jv9QinxPnrMXWJaP0D5Xde5wcHYIshMyoOsqJIUFc4S28Kzbux6VrdzFmYJtQgStUuQNWzxqMFEkT/nD/5ev30KzbaEx07YD8v2fBh49fcPzMZRTOmx0u8WOH6nlabwpJeFvUK48KpQrg9dsPuHj1DsbPXoMcmdOoMod0UXhDIvRz/53Ca2b7UXgpvBRebYOIwkvh1dZjwi91ULOthiEN9x49R8OOI9R+7DvcTiFz+pQY3K0xBoyej9Pnr6v93JMndcGSKf0xbtZqrNt2EHFjx4STkyM6Na+OKmUDHmhkygzAVB8CAAAgAElEQVSvzFq6TliM2/efKvkuVTQP+nWsD2dnJwVHJ4FXbtzHlHnr4e3jg9ixYhh93hcPT/w9bQUOn/xXlalK2T/QsVk1NQNavmEfPHzyUsmrlHnD/GEB4K/ZcgCbdh9TQmzsCi5vSS8iLkykHpEjOau98etWKQHDkAZT62psxlxmeFvVr4BKZQrpiydbj9ZuMxSrZg1G9kypIbxnLtmMZy/eKEbN6vyF+tVKqvRVmg3AnftPkThhPPX/54/vBV9f32DZh1/v5JPMJUDhNZMghZfCS+HVNogovBReHYFDhwD5L7yv4sUB+S/wZarwVmrcT732b9e4ihLcJWv34PyVWxg/qB0cHR1x7fYDZEyTXAllWMzwioS5v/+EXNnT4937T2jfbxIqli6opNtQeEUCl67bow5JCmqGd8j4RXjxyh3jBreDCGqbXuNRq1JxNKpZRuWVv0I7rJvranSG98adR6jbdiia1yuPYgV/UyEIkf4n3XJvcHm/evMeFRv3Rf/ODVGhVEF4fPXEk2evkTVjqgDCq6WugdvPmPBKmr8a9EadKiUUr+NnriihTZ08EeQHQoseY7FoUl9VDmMzvCGVJ7z7Lp8XegIU3tCzU3dSeCm8FF5tg4jCS+HVEXB1BYYO1dZ/wiL1kCGAPNuY8PYYOhMxY0TV/2lk35Z4/+GzftGazPBWbtIf5/bM1cve8g37sPvgPxjYtdEPcaimCG/gZ8rDP332wJgBbY3G8MqMs8TqThvRWbPw5inXGkun9keWDKnUvXIy6dL1e5XkhiS88vfzl29B6nv24k0lrVXLFUHv9nXVbHNweS9Ztwcn/l8254zt8QP34BatBVdXU4W3cedRyJMzIzq3qGH02TJLL8JvSkhD4PKERX9kHuFDgMJrJmcKL4WXwqttEFmr8B7zfI46L/YEWZl6MdJjfLyAr6O11Tz41L/iwRPWOMMrMZ/LpvXXN1bsmNGx68DpAMLbsMMInNj23+K2b17emLVki0rn+c1LncgpciWnUJoivIGfKQ9v2mW0ykMWrb1x/4CxM1bh0vV78Pb2gTwvdYpEWDZtgCbhFYkuULE9jm+ZrhaJ6QS225AZOLxxiknCa9iLZSa5y6CpavZUQhOCy3vMjFWq7PKjIPBlKLxa6mqq8MoMb92qJdGkVllcvHYXUxdswMPHL9TtHz55oFHN0oq1MeENqTxh+RnAvCxLgMJrJl8KL4WXwqttEFmr8HZ8fRibvtwPWnijp8P4+H9oq6yG1L+i8GrAEy5JTQ1pkBjeE1sD7uagK6DMALfpPQF9OtRDqSK5UbJWd0wZ0cmsXRr6jJiDGNGjome7Oir2VXZKWLftEJZP1ya8UkZzZ3gDN8TwSUvx4dMXjB/cLkxmeLXU1RThlTCMmq2GYPXswaoNStTqhu6ta6N8yQLqB8nAMQuQIF5sdGlZA4+fvUK15gMD7NIQUnnCpWPyIWFCgMJrJkYKL4WXwqttEFmj8H7y80a2x6vg5++Hf1PURTz7yNoqFQapKbxhANHMLEIrvLKtlsSFpkjqgvcfP6NBhxHo3b4eihf6DbVau6qFUUFtL2bKojWJ2S2UJxsa1iiNr55eaN1rvIodDo3wDhq7EK/fvse4QW3x5aunkvMa5Yuica2yIc7wHjrxL167v8cf+XIgXuwYuHb7IboNma7qJ/cHl7c8U7ZaG9S1McqVyB9kDK+WuhoTXt0uDW/dP+Lfq3cwYfYaZMuUWu3SIMzylW+nuGVMmxxPX7xBrdZDUKdyCSW8EtMsMcwH109SEixXSOUxs8vx9nAkQOE1EzaFl8JL4dU2iKxReBd+vI5B7qdRKkoyLElYSluFwig1hTeMQJqRTWiFd/32w5i3YrtaWCb7v1Yt94cSKDs7O+w7clbtiuDx9Rt6tK2NWhUDrpYzRXhlllJ2gYgaJRKiR4uKrBlS4dT5a6ESXjlQQspz5NRFODo6fN+loXk1/dZqwS1au3LzPmYu3gzZnuzTl69IGD+OWjwn+wXLbGlIeYuASmjGnQdPETVKZLRrXFmFQxiGNGipqzHh1e3DK/mnSZFYla9etZL6+m3ffxKzl26FS7zY36XWDkiSML5qL7kmz1uPddsPwcfHFytnDlJhGMGxN6O78dZwJkDhNRM4hZfCS+HVNoisUXhLPd2C697vMM/lT5SPmlJbhcIoNYU3jEAyGxIgARIwQoDCa2a3oPBSeCm82gaRtQnvv15vUOHZdsS0d8Ll5PXgaKf9dCptBIynpvCGBUXmQQIkQALGCVB4zewZFF4KL4VX2yCyNuHt++YEln2+hZYxM2No3JCPcdVWW9NTU3hNZ8WUJEACJKCVAIVXK7FA6Sm8FF4Kr7ZBZE3C+w2+yPZwFTz8fbAvaRVkcYqjrTJhmJrCG4YwmRUJkAAJBCJA4TWzS1B4KbwUXm2DyJqEd+3n2+j25jiyOcfDniSVtFUkjFNTeMMYKLMjARIgAQMCFF4zuwOFl8JL4dU2iKxJeGs8341T315gRNz8aBYzs7aKhHFqCm8YA2V2JEACJEDhDbs+QOGl8FJ4tY0naxLerI9W4r2fF84nr42EDv8dJ6utRmGTmsIbNhyZCwmQAAkYI8AZXjP7BYWXwkvh1TaIrEV4v/r7IN3D5XCEHR6kaiLbcUboReGNUPx8OAmQgI0ToPCa2cAUXgovhVfbILIW4b3n/QFFnm5CMsdoOJ2slrZKWCA1hdcCUJklCZAACfyPAIXXzK5A4aXwUni1DSJrEd5jns9R58Ue5I3kgs2Jy2urhAVSU3gtANVKsixVpwcmD+uIbBlTB1siOeq2StP+OLt7rpWUnMUgAdshQOE1sy0pvBReCq+2QWQtwrvu8x10fXMMlaOlxqwExbRVwgKpKbwWgKoxSx9fX0yZtwE73E6qY4Ll6NnCebLBtWdTjTkFTL5lz3EUyZ8DcWPHMEt4KzcdAN3RuXKEcZqUSVCxVEHUq1oSDg4hH5giRyC7HTuPWaO7mVUf3kwCPyMBCq+ZrUbhpfBSeLUNImsR3qkfLmHMu/NoEzMrBsfNq60SFkhN4bUAVI1ZLly9Ext3HsVE1w5ImSwhnr14g5PnrqF+tZIacwpd8pBmeEV4W9QrjwqlCuD12w+4ePUOxs9egxyZ06gyh3RReEMixL/bMgEKr5mtS+Gl8FJ4tQ0iaxHefm9PYumnm3CNmw+tYmbRVgkLpKbwWgCqxix7DJ2JpInio3ub2kbvfPT0JYZOXIKrNx8gftxY6NisGsr9mU+fdvPuY1i4aieev3oLl/hxMKJPC+TKlh6GIQ0yQ+s6YTFu338KJ0cHlCqaB/061oezsxNMEd5W9SugUplC+mdeu/UAtdsMxapZg5E9U2rsOXQGM5dsVrIeO1YMNKvzlxL2B49foH6H4fD09ELcODERK0Y0bJg/LMj0GtExOQlYPQEKr5lNROGl8FJ4tQ0iaxHepi/3Y9/XJ5iToDgqRkulrRIWSP1LCu+hQ4D8F95X8eKA/BfoWrFxH+Ys24Z2TaogT86MSJcqKezsvu/f4evrh6rNBqBM8bxo26gyLl2/h7Z9JmDp1P7InD4lDp64gCHjFmHqiM7ImSWtklc/P3+kSOoSQHjv3H+qwiVyZU+Pd+8/oX2/SahYuiCa1i4XKuGVsv3VoDfqVCmh8jh+5goSJ4yH1MkT4cqN+2jRYywWTeqLrBlTwdgMb3Dpw7tZ+DwSsCQBCq+ZdCm8FF4Kr7ZBZC3CW/bZNlzxeoutiSsgd6QE2iphgdS/pPC6ugJDh1qAZghZDhkCyLMDXf7+/ti69wS27jmOS9fvImqUyEp+61Ypgcs37qN1z3E4umUaHB0c1J2Dxi5EzOhR0at9XXTsPwW/ZUuHlvUr/JBvcIvWNu06igPHL2DaiM6hFt7GnUcpQe/cosYPz+7/9zwl5I1qljEqvIFvMEwf/g3DJ5KA5QhQeM1kS+Gl8FJ4tQ0iaxHeHI9X462vJ84kr4UkDtG0VcICqX9J4bWyGV7DZpUZ3f1Hz6L38DlYPKWvmo2dsmADtiwaqU82e+lW3HnwFOMHt0ONloPRumEllC3+Yzy4ofC+cf+AsTNWqRlib28ffPPyRuoUibBs2oBQC6/M8NatWhJNapXFxWt3MXXBBjx8/EKV88MnDzSqWVrJsLEZ3uDSW6CbM0sSiDACFF4z0VN4KbwUXm2DyBqE18ffDykfLlWHTTxO1TTCD50Qgr+k8GrrOhGSunKT/mhYozQyZ0gVJjO8fUbMQYzoUdGzXR1EjuQM2cFh3bZDWD49dMJ7484j1Gw1BKtnD1bbnpWo1Q3dW9dG+ZIFYG9vh4FjFqjdJrq0rIGNO49g35FzAXZpCC59hADnQ0nAQgQovGaCpfBSeCm82gaRNQjvI59PKPhkAxI7RMXZ5MYXKGmrlfmpKbzmMzQ3h2Xr9yJ5EhfkzJoWkZyd4Xb0HAaNXYCVMwchY9oUqNJsAMqXyI9WDSvh8vV7aNN7ApZM6YssGVKpGF7X8YtVaEL2zGnw7OVb+Pn5qfwMZ3glZrdQnmxKor96eqF1r/GQUApThVe3S8Nb94/49+odTJi9BtkypVa7NEg++cq3U3llTJtczRjXaj0EdSqXUMJ76MS/mDRvnVqsJmEZIaU3lyfvJwFrIkDhNbM1KLwUXgqvtkFkDcJ72vMlqr/Yhd8jxce2xBW1VcBCqSm8FgKrIdvt+09i1SY3Fabg6+uLlMkSoUW9CihfMr/KRXY6GCa7NNz6vktD+6ZVUaFkAf0TZAZ14epdePHqLRK5xFO7NPyWNV0A4ZUZ2QGj5yNqlEiIHi0qsmZIhVPnr5ksvLp9eCW+OE2KxGrBW71qJfVxxVIHCbVwiRdbzezK64skCeMr4fXy8kangVNx6dpdxIwRDXtWjUNw6TWgY1ISsHoCFF4zm4jCS+Gl8GobRNYgvJs/30OHN0dQIWpKzHX5U1sFLJSawmshsMyWBEiABABQeM3sBhReCi+FV9sgsgbhnfXxCka4n0XLmJkxNO732buIvii8Ed0CfD4JkIAtE/glhfeLhycGj1uo4plixoiq9lSUPQyNXRt2HMGiNbvUJt5ylGOJP35H344NECWys0pO4aXwUni1fURag/AOdj+NBR+vY1DcPGgbM5u2ClgoNYXXQmCZLQmQAAn8qjO8IruPn73ChCEdcP/Rc7V5+OwxPZA7R4YfOsXNu4/h6Oig4rVkWxo5IUdisrq2qknh/R8tWQnsEisSXrzz5KAyIODkaI/Y0Zzw+sM3cjEgYA3C2+rVAez0eISZ8YuhSvTUVtE+FF6raAYWggRIwEYJ/HIzvN4+vihYsZ0SXNmoWy7ZPFyu4b2bB9vMEvDfd9RclUZ3bjlneDnDyxlebZ+O1iC8FZ9txwWvN9iU6C/ki5xQWwUslJrCayGwzJYESIAEfsUZ3odPXqJ8wz44vWMWokeLojrBio371UrVVTMHGe0UEvogs8IfP32Bk5MTZo/prp8NpvBSeCm82j5LrUF4cz9egxe+X3EqWU0kd4yurQIWSk3htRBYZksCJEACv6LwXr/9UG3SfeXgIv0Z6Vv3Hsf8lTuxdfF/J+gY9g6Z2f3w6QvuPXqO3QdOo1WDikiSKL5K4unl+8t3JDlq3tnRHt+8/X55FoYA7Ozs4ORoBy9yCdAvJATGwd4O3j4R01/85ZCHy9/f1HzM1hKOdvZW0W+FifQZH9+I4RJWEOQHDS8SIAESsDYCv1xIQ2hmeA0bbdeB01i/4zAWTOit/tn9k5e1tWm4l0e+pCVW9d1nsjCE7+hgh2iRHPHBwzvc28SaHyg/jiI52ePTV58IKeZT78/IcX8NXByi4Hra+hFSBmMPFVF0sAe+eP7cP6Ljxvi+oJcXCZAACVgTgV9OeCWGt0CFdpg3vid+z/59kZqEK/j7hxzDK2l3up3GlPnr1YbdcjGkgSENQQ1oLlozTiaiQxrOfXuNys93IIdzPOxKUslqPo8Z0mA1TcGCkAAJ2CCBX054pQ1lkdrzV28xYUh7dXJOq57jMGv097jc5y/fYvmGfejRto46h3zlJjfk/S0jEiaIi3sPn6lzySXd0J7NKLz/GxDcpcH4JwOF1zqFd/uXB2jz+hDKRk2OhS4lreZjncJrNU1hEwUxPM44uArJ8cNVmvbH2d3fw3x4kYCtEvglhVf24RXpPXzyX7VwrX2TKvp9eC9eu4v67YfjotsCdVTj2BmrsOvgabUlmWxNVuKP3OjaqgbkWEfO8H4fFhReCq+WD8iInuGd9/EaXN3/QdMYmTAy3n/HwmqpgyXSUngtQVVbnnsOnUF31xnqJidHB6RImlAdH1zuz3zaMjJI/WfNrpg2sguyZTS+/Z2Pry+mzNuAHW4n4f7+kzoOuHCebHDt2TTUz5Qbt+w5jiL5cyBu7BjB5hOc8L778Al/VOmk/5yPFSM6smZMhfrVSqFYwZwmlW/99sNwO3Yes0Z3Myk9E5GApQj8ksIbljAZ0kDhDao/cYbXOJmIFt5h7mcw5+NV9IvzOzrGyhGWHwdm5UXhNQtfmNwswjtp7jpsX/Y3vLx8sGXPMYyethK7V45F4oTxQvWMkIR34eqd2LjzqNrqMmWyhOqQo5PnrqF+tfB5+2CK8O5bPV5N+Dx/5Q63Y+cwc/FmdG9Tx6QyUnhD1W14kwUIUHjNhErhpfBSeLUNoogW3navD2Prl/uYmqAIakRLq63wFkxN4bUgXBOz1gmvCK7uylWmFaYO74zfs6fH39NWqDeDTk6OqFL2D3RsVg0ODvbw+OqJAaPn4/T56/D390fypC5YMqU/xs1ajXXbDiJu7Jjqnk7Nq6NK2cIBStNj6EwkTRQf3dvUNlrKR09fYujEJbh684GSTnmm4Yzz5t3HsHDVThWm5xI/Dkb0aYFc2dLDMKRB6jVzyWYl07FjxUCzOn/pZdUU4XVbNxGJEsTVl2/Z+r2YsXgzjm6aquo1beFGbNl9TO1mJLPifTvWR97fMqmQwfodhsPT0wtx48RErBjRsGH+sCDTm9hMTEYCoSJA4Q0Vtv9uovBSeCm82gZRRAtv1ec7cebbK6xLVA6FIifSVngLpv4VhffQp2c49OmpBakaz7p4jKQoHiPJD38MLLyyB3vHAVOwc/loLFi1Ey9euWPc4HaQsLg2vcajVqXiaFSzDBav2Y3zV25h/KB2cHR0xLXbD5AxTXIlgyHN8K7YuA9zlm1DuyZV1GFI6VIl1W+Z6evrh6rNBqBM8bxo26gyLl2/p04GXTq1PzKnT4mDJy5gyLhFmDqiM3JmSQuRVz8/f6RI6hJAeI+fuaJmqFMnT4QrN+6jRY+xWDSprwpPCI3wvnz9DiVqdcO6ua7IkiEVdridQv5cmREnVgxs3HUEU+dvwL41ExA5kjOMzfAGlz7cOwMf+MsQoPCa2dQUXgovhVfbIIpo4c3/ZB2e+HzBsaTVkdopprbCWzD1ryi8rs/OYOjzsxakajzrIYnzwDVJXqPC23PYTCVuXt4+sLezQ8fm1dVsaJ5yrZVoiuDJtW3vCSxdv1dJnyx03n3wHwzs2giZ0qUIkG9Iwiszwlv3nsDWPcdx6fpdtT5E5LdulRK4fOM+Wvcch6Nbpqk1JXLJ+pOY0aOiV/u66Nh/Cn7Llg4t61f4oS7BLVrr//c8Jcwi66ERXpHq7CWaqe05C+TOYvTZ00d2USxMCWmQsurSh3tn4AN/GQIUXjObmsJL4aXwahtEESm8cuhEqgdL4AN/PEzZ2GoOnRCCv6LwWuMM7/jZa9SpmzI7K6/g5fr02QMFKrbH8S3TETvW95P5zl++hW5DZuDwxin45uWNWUu2QPZp9/zmhWp/FUHnFjXUgt6QhNdw9MiM7v6jZ9F7+BwsntJXLZaesmADtiz671Ck2Uu34s6Dpxg/uB1qtByM1g0roWzxH+XdUHhlMfbUBRvw8PEL9bgPnzzQqGZpVcbQCK9uhnf9vKFKnGWBnMxUv3H/AHt7e7x+8x5zxvZQMmxMeINLr+3ThKlJwHQCFF7TWRlNSeGl8FJ4tQ2iiBTeVz4eyPVkLeLYR8KVFPW0FdzCqX9F4bUwUs3ZG4vh1WUS3Ayv4YPkRM42vSegT4d6KFUkN0rW6o4pIzoFuUuDsUJWbtIfDWuURuYMqcJkhlfCD7q3ro3yJQsoCZftNWU3iC4tQye8MqM9Y9EmHNk8TcUF12k7VM1+Z0iTTFWnTN2eauvOgnmyYuPOI9h35Jx+lwY5/Cm49JobjTeQgIkEKLwmggoqGYWXwkvh1TaIIlJ4L3q9Rfln25DFOS72JamsreAWTk3htTBgE7IPTngllOD12/cYN6gtvnz1VFJbo3xRNK5VFqfOXVMxshI7+/7jZzToMAK929dD8UK/oVZrV7VIrHzJ/EZLIAvAkidxQc6saRHJ2RluR89h0NgFWDlzEDKmTYEqzQagfIn8aNWwEi5fv6eeu2RKXxVaITG8ruMXY9qIzsieOQ2evXwLPz8/lZ9uhjdrhlTIV74dlk8fgIxpk6sZ3Vqth6BO5RImC69ul4YXr91x4PgFJbuyyK5e1ZJqMV2H/pPVYUyRnJ1UmSTUYv74Xkp4JQ560rx1arGahGWElN6EZmISEggVAQpvqLD9dxOFl8JL4dU2iMJbeEe7n8OZb69VIT/4fcN173coHSUZFicspa3gFk5N4bUwYBOyD054P3/5qnZpOHLqIhwdHb7v0tC8mpI4eW0/b8V2tY9utKiRUbXcH0om5dj1fUfOqvs8vn5Dj7a1Uati8QAl2b7/JFZtclNhCr6+vkiZLBFa1KugF2TZ6WCY7NJw6/suDbIvcIWS/+0fLTOoC1fvwotXb5HIJZ7apeG3rOkCLFqTZ0gohEu82GpmF3ZAkoTxTRZeKbDUJVbMaMiSPhXqVy+JPwvl0tdj3MzVOHzqotptQuJ2D538F3071FfC6+XljU4Dp+LStbuIGSOaEuPg0pvQTExCAqEiQOENFTYKryE2HjxhvBNxH17jXMJLeD/6eaHt64M4/PX5DwVpHCMj/o5X0MzRH7a3U3jDlidzIwESIAFDAhReM/sDZ3g5w8sZXm2DKDyE94b3OzR74YZHvp8R1z4SxsQrhDgO309HlCupU1SkcAj+BCpttTI/NYXXfIbMgQRIgASCIkDhNbNvUHgpvBRebYPI0sJ71dsdlZ7uwDf4Iq+zC+Ym/BMuDlG0FTICUlN4IwA6H0kCJPDLEKDwmtnUFF4KL4VX2yCytPAu+3QTfd+eRPHISbAiURlthYvA1BTeCITPR5MACdg8AQqvmU1M4aXwUni1DSJLC+9w97OY/fEKesfOhS6xc2orXASmpvBGIHw+mgRIwOYJUHjNbGIKL4WXwqttEFlaeNu8PojtXx5iWoIiqB4trbbCRWBqCm8EwuejSYAEbJ4AhdfMJqbwUngpvNoGkaWFV/bZlf12Nycqj7yRXbQVLgJTU3gjED4fTQIkYPMEKLxmNjGFl8JL4dU2iCwtvNkfr4a7ryfOJq+NxA5RtRUuAlNTeCMQPh9NAiRg8wQovGY2MYWXwkvh1TaILCm8sjNDmgfL4AA7PErVRFvBIjg1hTeCG4CPJwESsGkCFF4zm5fCS+Gl8GobRJYU3pve71Di6RakdoqBY0lraCtYBKem8EZwA1jw8bpjfrNlTB3sU+TY3ypN++Ps7rmaSmNq/poyDaPE/f+eh/Spk6FZ3b9UjkdPX8bQiYshJ9ctntxXncxmyrVp11HsPXwWs0Z3MyU50wRBIHB7hAcoa+mfFF4zW5vCS+Gl8GobRJYU3v0ej9HklRuKRkmCVQl/ni3JhCCFV1s/skRqH19fTJm3ATvcTqpjguUY3sJ5ssG1Z1OzHrdlz3EUyZ8DcWMHf9hJSMJbuekA3H3wNEBZ1swZgrsPnpmUf+BKyJHIbsfOByuR8sxW9SugUplC+tt3up3GjMWbsGPZ6BC5BBasGi0HqyOZDY8m1mXy7sMn/FGlE9zWTUSiBHED5H3v0XM8fvoKxQpG7M4rujJK4eS45YTx46By2cLo3KK6+v/Wfp06dw2xY0U3+YeGqfUZMXkZvnl5Y3jv5j/cYmr/N/VZoU1H4Q0tuf/dR+Gl8FJ4tQ0iSwrvoo/XMdD9NBrEyICx8f77gtZWwohJTeGNGO6GT124eic27jyKia4dkDJZQjx78QYnz11D/Wolw6VwpghvszrlUL5kAX15nJ0cgxQtf39/+Pn5w8HB3mj5I0J4C1XugNWzBiNF0oQ/lCk44Q2XBgj0EPkB5OjgEOBfdWXct3q8+kF0/fZDtOk9AYO6NUH5kvnDtJjGnh+mDwjDzIIT3jB8jFlZUXjNwgdQeCm8FF5tg8iSwjvM/QzmfLyKPnF+R+dYObQVLIJTU3gjuAEA9Bg6E0kTxUf3NrWNFubR05cYOnEJrt58gPhxY6Fjs2oo92c+fdrNu49h4aqdeP7qLVzix8GIPi2QK1t6GL7SlRla1wmLcfv+Uzg5OqBU0Tzo17E+nJ2dYIrwBp5tlYcb5i91iBcnFm7ff4wnz99gxqiuePjkBSbOWQf39x8RJXIktG9SBflyZUb9DsPh6emFuHFiIlaMaNgwf9gP9TZlhnfawo3YsvsYPnz6okS2b8f6yPtbJpWX4Qxv+YZ98PDJS7jEj424sWP+8LzghNcwpEFmext2HIGmtcupMIdPnz3QqGYZNKxRWj3T29sH0xdtwvZ9J9WsY8kiv6NvxwaIEtlZ/a370Jm4cPk2RChzZkkL1x5NkThhPHVv0Wqd0bhWWew6cFrdu33p30aF13AWWoQ3Q5rk6NH2e7/Zuvc45i3fjtfuH5A1YyoM69Vc9Su5bt9/goGjF+D+4+fInSOj6kdxYkVXfW7NlgM4eOICYsWMjis37qs61ShfNMi6eHz1xIDR83H6/HXIj5vkSV2wZEp/Vc8ZizZh7bZD8PzmhXhxYmLMgDbInjlNgPj0/dkAACAASURBVPaQexat2YVVmw/gi8dXFMydFYO6NlYzwCExDtxRghNeY/1TxsHrt+9VXccPboeECeKoLN+4f8Coqcvxz4UbiBzZWTFoUqtsmHw4UHjNxEjhpfBSeLUNIksKb+tXB7HD4yGmJyiKatHSaCtYBKf+FYX30CFA/gvuKl4ckP+Cu8IqnxUb92HOsm1o16QK8uTMiHSpkupnT319/VC12QCUKZ4XbRtVxqXr99C2zwQsndofmdOnVKIyZNwiTB3RWUmUyKvMrqZI6hJASO/cf6rCJXJlT4937z+hfb9JqFi6oJK3sBLei1fvYOXMwUos/fz8UKBieyyY2AfZM6VWUvrqzTsVVxtWM7w73E4hf67MiBMrBjbuOoKp8zdg35oJiBzJOYBgSRvmr9AO6+a6ap7hDSy8lRr3Q692ddG0Tjm8fP0OlZr0w5ZFI5W4TpyzVgnj2EFtETVKZFWGpInjq/ReXt7YfegflCqSR7XtyCnLIKItPwx0wpslQypMHd4JTkZmzw2l3CVeHDXD27LHWHRvWxu1KhbHsX8uY9DYBZg1ujvSpU6KZev2YvfBf7B69mDVHyo27os6lUsokTt36ZbqQyLqOuEdPnkZFk3qo34wiJBOmrsuyLosXrMb56/cwvhB7eDo6Ihrtx8gY5rkuHXvCboMnoa1c1xVGM2T56/h6OigwkQMf4Bs338Sk+etx7xxPZEwQVxVbi9vH0wb0VkJb3CMzRFe+cG4YsZAJeKjp6/EV89vGNqzmapvgw4j1I/Ezi1r4K37B7TsOQ59OtQPk1AWCq+ZX3IUXgovhVfbILKk8P71bBsueb3FlsTlkSfSz7MHrxD8FYV36FDA1TX4/iN/HzIk+DRhlY984W7dewJb9xzHpet3lSyJ/NatUgKXb9xH657jcHTLNP1r7kFjFyJm9Kjo1b4uOvafgt+ypUPL+hV+KGxwi3ZE5A4cv6AkwxThff7yjRIxudKmTIJl0wb8MMObPIkLuraqqdJInQpX7ohubWqhXPF8iBH9v636TBVew2dKnt7evkqmg4rhlfpOH9lFxYkGjuENK+Gt1mwgzu2dq28LEaVWDSqieKHfULBie8wd30sJvlwigPLDYv+aCT+0jTCXuOJT22fqhffv/q1ROG82o53OMIZXl6DaX0VUnLeEP3QaOBW5sqVD87rl9fz/qNpJyaf7u4+qHIc3ToW9/fd4304DpiB1isR64ZV415UzB+mfHVxdlm/Yp2R6YNdGAWJyb9x5hJY9xmHcoLbqh5uuv0imhu3Rts9EFMidRf3YkuvFa3eUrNUdZ3bNxovX7xAcY3OEV/pt+6ZVVRYnzl7BpLnr1Y8gKXfjzqNwcttMfRiO/AgVQR7Vr5W2LxojqSm8ZiKk8FJ4KbzaBpElhTfbo1V45/cN55LXRqKfaA/eX1V4w2pmNqzyMezJMqO7/+hZ9B4+B4un9FWzsVMWbFCziLpr9tKtuPPgqXolK9LUumEllC2eN1jhlVe2Y2esUjPE8npdXpunTpFIiaspwluncnGULJJbPUMES16JB35l/Hv29GhQ/fvrfbnOX74FKeuFK7eRNWNq9G5fFzKLaarwGj5T8jt4/AJEtnTCK5ImYiJ1s7e3x+s37zFnbA8lU5YSXglpOLF1hr6OLbqPRY0KxVC0QA41iyyhFTqpFOmXsIejm6dB2nXqgg1qsZ6EBNjBToneJbeFSrIkpGH+hN7IkCZZsMIrIQ0SOrJt73HMX7kD6+YORbSokVU/kNAR+bGku+TZ00Z2wZu3HzBzyeYAoRwywyxhJroZ3hNnr2LK8E7qVtnJIri6SN+ZtWSLCr+Q0AUR784taqh6b9x5BKu3HMCDxy/UAsE+Heur2V7D9pCytmlUGWWK5dGXNUfJ5qqP+wMqbMQYY2OxylpCGn7PngENqpfS90354Sh9SX74dXedoQ//kAQyRjKlT4Gpwztr+6Kh8JrN64cMKLwUXgqvtnFlKeH9mffg/VWFV1vPiZjUlZv0V6+cM2dIFSYzvH1GzFGzrD3b1VGv/EUW1207hOXTTRNeU2J4DYXCkJoI0oJVO7Hv8BlsWjhCSdG+I+fM2qVBYnLrtB2qQjt0klimbk/1irpgnqzhLrwiYyKJK2cMRNpUSX/oNCL563ccxsy/uykBfP7yrfrBcNFtgfoBIcK7YGJvFfJh7DIWZyyz+xnSJlOyKf+7cL5sqFf1x4WOl67dRYf+k4Od4ZVFkpOHddQ/Ori6GJZPQhAklrhPh3oo9b8fRPJ3Ka/E+SZL7IL+nRtomuENb+HVLQA8vHGKRXa84AyvmZ+hyZL7w+3IN8SIKb+Hfs1Lfk26xIqEF+88f00AQdTaydEesaM54fWHb+RiQMBSwnvdyx2lnm1FGseYOJqs+k/H/FcMabC2Rlq2fi8kHCBn1rSI5OwMt6PnVFyjvGLOmDYFqjQbgPIl8qNVw0q4fP2eEowlU/qq2VKJ4XUdv1iFJsjioGcv36r4WcnPcAZWXmkXypNNSfRXTy+07jVehR1YSni/eHiq18Z/5MuhFjPJTOzm3cfVK+RDJ/7FpHnr1Ixj4N0IdG0T0qI1ed0sErdn1ThEcnZSHET65o/vFWrh3bVirH4Rk5RDyiYLwXT78OoWVAU1+zhh9lpcv/NQLRqUuNVXb97j5t3HKJI/O3Rxr7oZw3EzV2Px2t1mCe/Fa3fRquc4FbcsUjt0wmJMHt4JWTOkUrO0wr9s8XxqkVzFRv1UiExQMbyBhTe4usgWYxKzLHHi7z9+VvGvvdvXQ7LECfDpi4fqh/5+/uj39zy1fZqE3hjO8G7bewJTF25UbSWLLIeMW6jiaWU2OiTGgceuzPDKvYO7/3fgjwRtyGLMH99AGJ/hlRjnBh1HIHeODGphpYzBB4+fw+PrN1UXcy8Kr5kEZdu9zTu+IW9+PzNz+nlvp/AabzsKr3EulhLefV8fo+lLNxSLkgQrf7I9eDnDax2ff7KIZ9UmNxWm4Ovri5TJEqFFvQr67abk9fAw2aXh1vddGiQOsYLBFmEyY7pw9S68ePUWiVziKeH6LWu6AF/4EqcoM25Ro0RC9GhRlRSdOn/NYsIrwtVp4BRcv/0IIiBpUibBoG6NVcynLOCSmFORtJgxoilpDXyFJLySXqTx8KmL6lW05Hvo5L/o26F+qIX3B5nq00L9k6nCK6/BZfGhSPK7D5+VPNeqVFyt9pfwgl7DZ+H12w+qDYsV/E0tXDNnhlfK1qjTSOTPlUXtMSz7FM9dvk2FqMSIHkXtiDG6f2tVB2n/weMW4v6jFyq+VnZoSJIwvrpPdmkILLzB1UVmq+et2K4WQUo4RdVyf6BLyxrqx5jsJvLo6Ss4Ozsi3//vmOHas5naicNQeOWHloRjrNl6EB4enioEZWDXxmrmOzTCu2qzW4CmExmXuGlThVdulrAY6U8nz11VC+hSJU+ETs2rBxlTreWTg8KrhZaRtCK8YyZ4oWETXzNz+nlvp/BSeLX0XksJ78KP1zHI/TQaRs+AMfF/rj14KbxaehDTkoDtEJDZcVloJzs88LIsAQqvmXxFeFu28cHQkd5m5vTz3k7hpfBq6b2WEt6h785g7oer6Bvnd3T6yfbgpfBq6UFMSwI/LwFZQChvDmQWVbYw6zZkOrYvG/3DyXI/bw2tt+QUXjPbZqldE8wvtgirN/y6cZoUXgqvlmFkKeFt9eoAdno8woz4RVE1uvnxXlrqFBZpGcMbFhSZBwlYNwEJQ5BdIuR1vcTNyvZxJQrnsu5C20jpKLzmNqSdHf6MfxErbqQ3N6dg7//2DVi8wBHpM/ijRCnrCp+g8FJ4tXR+SwlvuefbcPnbW2xNXB65f7I9eDnDq6UHMS0JkAAJaCdA4dXOLMAd7+3ioDXmYvi9ShbdqWHkMEfMnOqknn3+iicSJrKeXSEovBReLcPIUsKb9dEqvPf7hvPJaiOh43+b62spW0Sm5QxvRNLns0mABGydAIXXzBZOZvcUqXEPPXfks9hODVev2OOvkpHg+7+J3VnzvFC5mvXM8lJ4KbxahpElhPdn34OXM7xaehDTkgAJkIB2AuEivJ0HTUXNCsVQOG92/XFx2otqnXfIojW5cuX2w9Zd32BvH7pyevr7ILLd9+MiA18likTCzev2SJnKHw8f2KF5Kx8M/9t6FslReCm8Wnq9JYT3hvc7lHy6BWkdY+LIT7gHL4VXSw9iWhIgARLQTiBchLe760wcOH5e7TdXtVwRVC9fRG3GbclrxqJNWLFpP3x8fFGxdCF1woixjbVln7rJ89bh7MWbahPwHFnSoF/HBkiX+vsJLYtW78L42WsCFFU26Za9BuWabtcJnTEV/rDDnyV9sWCpFyJFMr1mhzyfoe+bExgZNz9KRk3+w40TxzlhwhhH5Mzlh/6DfFCnujNy5PTDLjfrWSRH4aXwmt7jAUsI716Px2j2yg3FoyTFioT/HamqpVwRnZYhDRHdAnw+CZCALRMIF+EVgB8+fsH2/SewcedRtfFy/lyZUb1CUZQumkedzhKW1/Z9JzFu1mrMn9BLbewtp+HI6ThtG1f+4TGyRciFK3fwZ+FciB41CqYv2gg5vWTv6vF64b1x9xGG9Wquv9fZyfG/Y+/s7LAJ1VDTfiP8/ICcv/lh5TovxI4TfIztS18PDHh7Crs8Hql828bMikFxA57BfuumPUoXiwQ7e+DwCU8kSuyPdMmjqPR3Hn/VJNZhyTdwXhReCq+W/mUJ4V346ToGvf159+AVfhReLb2IaUmABEhAG4FwE17DYsl5yXIijZwfHiVyJFQsXVAdtWfs3Gtt1fmeumXPcZCzxOVoOrnk+LwZizdj98qxIWYnRxD+WbMrjmyainhxYqoZ3tv3n2BUv1ZG7/WJEx+O798iU9wXeA0XuLvbqdCDtZu+QY4dNnbN+3gVo93PwxP/xeFmd46L3UkCCvmgvk5YON8RPfv6oFvP7yEM5UtHwsUL9liz0Qt/FLWOOF4KL4U3xIFlkMASwjvM/QzmfLyK/nFyo0Os7FqKYzVpKbxW0xRhXhDDk6aCy1xO5qrStD/O7p6rqQybdh3Vn0Km6UYmDkDA8BSy8EITEc8Mr7pZ23PCXXhFKLfsOQYZoC9fv0PpYnnw8rU7zvx7Ez3b1UHT2uXMZlS8Rld1nrNubzsR1qrNBuL83nkhzibL0YVyzOChDZPVLK4I7/xVOyCzui7x4qhwjDpVSujL6FWgEJxPn0Qp7MegE4XRorEz7t6xR/z4/ti+7xuSB5Jemdn9/fFadX/daOkwMG5e5HuyDh7+PriWoj5i2Tvr865WMRL+OWWPtZu/ofAf348uHjLACfPnOKJ7bx/06G0dcbwUXgqvlkFrCeFt+eqAelsyM0ExVImWWktxrCYthTfim8LH1xdT5m3ADreT6rjWBPFio3CebHDt2dSswm3ZcxxF8udQhw2YI7zGjvmV/OQY2MdPX6FYwZxmlTMsbpYy3n3wVGUVO1Z0FMydFYO6NkasmNHCInuL5iFvd6XMupDFsHrYnkNnMGnuOqOTbpZ6ZliV3ZbyCRfh9fbxxaETF1Q4w7F/LiFDmuSoWbEYKpYqiBjRv28ftOfQPxg8bhFO75hlNt985dti+siuyJcrk8rr+St3lKrdHce2TEOcWEF/4Dx78Qb12g9X8b5li+dT916+cR+ent/UWdxXbz7A8MlL0bVVLdSu9P0YQO9mLeC0eCE6YjqqHmiLzFn8Uau6A2LEANas94WDQ8DqzHG/il4vTqBGzDRYlKyk+mO1h7vg9uUJlicrjcoxU+lvSBjfEV89gMfPfRAr1vd/3rTRDk0aOuDPEv7Yst06Znhl4V60SI747OljdtvZUgYO9naI7GSPL9+so52sha2jgx2cHOzx1SvsuBS5txEXPd/CLXUV5I1i2fUBluLo7GgPezvA0/v7j9uf9YoRxfji25+hPgtX71TfUxNdOyBlsoSQ74ST566hfrXvn9WWvkKa4Q1KeC1dLmP5+/v7w8/P/4eF6FLGFvXKo0KpAnjxyh09h81C5nQpMKSHeT8aApdBfpwYW5cTESxCemZwwhvSvfx72BEIF+EtXKUjvL19UKFkAdSsWBxZM/4ndbqqSIxv1eYDcHD9ZLNrF5oZXpl5btJlFBpUL42GNYJe9CIfiEdOXcLiyX1VOb+NGo1IA/phOjrCf/pkNG32/cvK4wsQ1cgP2rIPtuHk15dYkPRP1IqZVqWd6n4ZA1+eRovYmTEpcWH1bw8eADmyOiFpUuD6rf9mct3dgVTJnRA5MvDitXeod4UwG7JBBjITHi2yAz5/pfAacpWZb5nN9OAPgQDdzdHBHk6Odvgahj8EEt1cDA8/H9xO3wAJHb/Huf9sl5MIr70dvoXhD4GIYBAjatiuyQjPOvQYOhNJE8VH9za1jT720dOXGDpxiZr8iB83Fjo2q4Zyf36fHJFr8+5jWLhqJ56/eqtO0RrRpwVyZUsPw5AGmf10nbAYt+8/hZOjA0oVzYN+HevD2dkJoRXewCENRat1RuNaZbHv8Fl8/PxFlWFY7+Z6Qdy69zjmLd+O1+4f1PexrFGRess1beFGbNl9DB8+fUGKpAnRt2N95P3t++SR8IkXJxZu33+MJ8/fYMaorsiQJlkAVoGlfP7KHdh/5CxWzx6i0l25eR+jp61UoYKJXeKp/AvkzqL+9vGzBwaNWYDTF64jsUtc/FUiPw4cv4DVswarWeyGHUeot8A73E4hc/qUGN2/NYKqi8dXTwwYPR+nz1+HyHnypC5YMqU/okR2hixqX7vtEDy/eanQxTED2iB75jQIHF5w9PRlTJyzBs9evkX61MkwsGsj/exvSIwNoQQnvIbPXLPlAA6euIDYsWLgxu1H8PX1VT8U8uTMqLJ74/4Bo6Yuxz8XbiByZGc0qlkGTWqVDc8h8lM/K1yEV+J1y/2ZH1GjaNi+wAysEsObJ0dG/SI1WcQ2fdGmIGN4pRM17jwK1csXRcv6FYJ98rL1e1Ws1LJp/VU695UbELdBTexDaaxruxOuI4IOM3jt+xW5Hq+Bo509rqSoj+j/24bsotdblH+2DamdYuJY0uoq3907HVR4RMkyfli6MuCODAVzR8ajh3bY7eaJ7Dkj/gAKhjQY7zIiMLGjOeH1B+vZUcOMYRVmt4Z1SMMrHw/kerIWzrDH/VSNw6yc4Z3RLxnScOgQIP8FdxUvDsh/wV1hlM+KjfswZ9k2tGtSRUlGulRJ9QuUfX39ULXZAJQpnhdtG1XGpev30LbPBCyd2l/Jl4jKkHGLMHVEZ+TMklbJq8yApkjqEkB479x/qsIlcmVPj3fvP6F9v0lqHYuIXFgKr0ju+CHtFbVGHUegYc0y6q3qsX8uY9DYBZg1urvajWjZur3YffAfrJ49WNVVZFIWlcvb0I27jmDq/A3Yt2YCIkdyVsJ78eodrJw5GC7xYyuRlHsML0PhffHaHd2GzEDyxAkwdlBbvH33EZUa98OQHk1QqkgeyKLxLoOnYeviUeoHhMifx9dv+Lt/a7x7/xGteo1Xb4F1wiv3dmxeDe0aV1HPPn7mSpB1WbJ2D85fuYXxg9rB0dER124/QMY0yXHr3hP1zLVzXFWIyZPnr+Ho6IBECeIGEF759ypNB6jZ/kJ5s2H1ZjfIhNfO5WOVNIvwBsU4cFfVIrwjpy7H8mkDkCNLWhw4dh7jZq3BrhVjVH0bdBihntm5ZQ28df+g1iv16VDfKkJZwvvzMjTPCxfhlUEy4X8Dz7CQXzw8MXjcQqN/C01ldPfIIrWJc9di4cQ+iB4tClr3Gq9CFHS7NMhZ1gkTxEWR/NnVB0+TzqNQ4o/f0b5pVf1jdTsx7HQ7jWyZUqnBL7/q+46aqz6Ymtb5Hmv88p/LSJg/Bx4jORoWf4BV64OWm0Ufr2Og+2mUjJoMS11K6Z8lyprx4XJ88ffBvynqIoF9ZEwc64gJY53QuZsP+gwIKNFd2jtj/VoHDBvljRatI35WlcJL4dUyXsNaeE97vkT1F7uQzTke9iSppKUoVpX2lxTeoUMBV9fg20H+PuT77GCQVxjlI1Kxde8JbN1zHJeu30XUKJGV/Mqiaglva91zHI5umaafKR00diFiRo+KXu3romP/KfgtWzqjkybBLVqT2VmZxZw2onOYCq985+pmZifPW6/esko5Ow2cilzZ0qF53fIKp9T5j6qdlADqZnkNOUvZp4/somY25btcthTt2qpmkE1hGMMribJnSo3po7oqoZUJI5HU2WO66+/vMmgaihf6DdX+KoLcZVsr8ZbZVLmWrtuDnQdO64W3cpP+OLdnrn4tTnB1OXj8ghJ5w1lZyVN2iWrZYxzGDWqrftQ4Of0XgmM42ypye+7SLTWLrbvK1e+tZqSlvCK8QTE2R3h3HfxH/wZZ2uy30i1xZtdsyBaqMjF3cttMfRiJ/EATLwlqUb1VfcBZQWHCRXizFm+Kq4cW/1Bdkc0iVTsZ/Zu5bKYv3ISVm43vwysCnDVjanRpWUMtnhs4ZsEPj9PttSuvr9yOnsPHT1+QyCWeGpStGlRUrx7lerN9P+JVKQe7/2PvLMCi6No+/l826O4UO8Du7u7GFrsVu8Eu7G5EVFRExcJu7BaxFaS7a+v7ztlnl1piKfV17ut6r5eHPXPmnP/M4m/uuUMkhLVJCnze5+5x7Rt6BY9Tw7BRvynsNCtmOefo8FvwTg7AFoNm6K9RAWNG8HDlEht7DqSje6+ssY5Hj3AwfxaX/p58/ruNAV75V4Dx8MrXpbiB90TCZ8yO8kF3dWvsMczHE/i7vyx5nP+fBN5i8sxSL3FxeIozXR/i0b1x/znmrtgLl63zqTd268EzOH94lWzUHlcvfP0ZBOelE9F3zFKMG9odHVtlLS9JBmcGXvJGcf3OE9RDTIAmLZ2PslYmOLp9UbEC78FNc2XgSNZJksPJ63GyzujYeArzUktITMb2VdOpZ5ok2BGQIutUUlJCRGQs9q6fRcMOCPDWqV6Rhv7lZlIPL/Fav/P7jhmOOyg0Ei/4up0ncO7KfejpaskOT0lNw/B+HWmZ0sbdJuHxxV2y3B7yNpWApyykYfJK+FzYKTs2r70QQN995Dyu3HpCQxfIv93TRvel/3aTt87u52/h569QtG5SG/OmDKbe3szAu3bHcRpSsGj6MNn5Rs9cT6/vgB6tKfDmpnFRgJfEjG9ZPkU2RfU29jTUk9wvM512ZnkoIfdPlYpW2LZi2h/8l+3PWVqJAi+JxyFGbuJHF3dl2bVIKMKdR69BnjxJRYS/1lgsiDQ0oZSYgLp4AXf/qlCXE7sbK0qHbcBxKIGFt1aDwE5UhqZWBhwfivfDkugn6KdeHlsNm6NJPRXaVe3+41SUq5AVoj/6sdC2uQqMTcR4+T71t0vHAC8DvIrchMUNvKtjXmBn3DtM16mJuTq1FVnKHzX2nwTeP+oKyF8M8SqSvI6qlayLxcM7b+VeCnSkKhEJEyCASUp0uu0oHeAlnuimDWwxqFfORDz/wDAMnLCMhmlIY3M72M3Gstn2aFzP5j/grYQhfTLeUGZXLXsM75HTV2kMLwF68jMJiSBhAvIsPw8vieH18coA3rz2knl+Ev9L6vHPmzwI7ZrXlX0UE5dA43wtTI1osnp+Ht7OQ+bSEAKph7c0gTciKpbu4a7n1hxhJH/B1+iPWGKJAi/x7OZlBJTmTLSjwfV/q4lVVMFKk0DnYByH3eU+qNcgZ5a1a8InLIh6hOYqZqiysytuXZfU0jU1k8DsZ34sWgedo+EMjwztaIMJLg/4GZwiV5rK1ipITGTh8ctUWFr93jheBngZ4FXk+1vcwDs2/BYuZ3o7osha/qSxDPD+/qtBXrmTV/Y1bcpDmcejb/dIvOvxXUtQubwVetovok2Mxg7tTr2XBECObJ2PapWsaQyvk7MLDU0gCVAk0UkkEtH5Mnt4Scxuk3q2FKJJd0/yxpGEFRQUeO0HdkKXto1kYhEv7MXrPlnq8Oblfbz/5C2WbXTBlhVTYVPJGolJKfB5/p6G/ZHX45MXbsHVExto2ADZE4HKA85zCg28JCaXVEkikFve2gy9Ri3G4unDaLKeWCSinksSSmFqrI8Fq/eDeHzXLiIxvAk0RjVzDG924M1rL6TcF5mTxFDHxifS+Ne5kwbBwtQQCUnJ9BqJRWIsWLMfxga6NNwjM/D+Cg6n5Uy3LJ+KxvWq4eT529h/7CKuHMuI4VUEeDftPQWvI6uz3OQkdJIANwnhsLfrDJK0lpuHV09HC0OmrETdGpIeA+T+/PkrhMY8k70wlr8CJQq8JBuT2MDxy3Byb9YYLC6HAxMjPWhr/vm1+fKSMfLSDRj06gwIBPiAqvDe9BJ2w3MC6IBQbzxMDcUy1aY41tcWnz8qwchYDHePdFSuKgHkWgHuiBClYmdUX0zuaIQ69US44C0/JnjEYB5uXMta86xSZRFuPyz9BCkGeBngzf9PTcaI4gbetkHn8ZEfAy/TrqirbKjIUv6osQzw/v7LcfHGI5w4e5OGKZDX2WUsTDB6UFd0aduQLo68Al9OqjR8llRpIHkfpPqQ1Mir8kPuVxAaHkVD4EiVhlo2FbIAL4khJZBDkrhJJ1ACnY9ffigw8Epr3ErP2bNjUxqrS17/717rQH+d3+t2kpuyz+0CDaHQ1FBFg9pVacUDYht2uePu4zcUQklYAHkTO3/y4EIDL5lz28EzeP7mE/Ucf/j8k3ZCJVUIlNhKNMZ3icMIej5SrWnx+oN49vojrdJAOrESbchx0ioNmT28ZO7c9kJydQigktBJdTUV9OrUjIYxkgcVEqpIYmJ5PA4a/H8FCqfZ9pRFsldpuPf4DTbuPYWQsCiawLjEYTgNzSiIxpnvZpK0RsIRshvp6EoqRhQEeMn9RsJMyPV59MIX6XwBrC1NMHVUHzStb/v7vzx/wQpKFHil+ydfKnnB8H+BPvkuMTgqBVprjHAIzAAAIABJREFUV0LDWfLk9qJcH5g+dkXmemHScAbyOanOQMIZhgzk4cUzJWhoiGkr4rr1RZgccRfnkn6gx6cm8BpSE8PtBVizQX7Vh51buVi9Ime9y+t301DNpnTreDLAywBvvl+UTAOKG3jL/nRFOkR4b2kHXXZGXKK8NX1wPA9lr/NI7dwVNqv7KrLsEh/LAG+JS8yc4C9TwOWUNz58+kkrPDDGKFBUBUoMeMkTjbmpAWwrlwX5OS+TF+Rf1I2V1vEEeLnPn8KwUysIwQYbQiT3G4jYXQdl0OuS8BGLoh6jkbIJzphKqjukpwMTRvNw9QobPB6w52A6Ypp/wqzIB7D6UhYBgzph9Xo+RowqWBUGaeWG8ZMEWLq8dDuwMcDLAK8i37fiBN4QYRLq/ToNLSUu/KyG5LuMsHKdUDv+Hp7pdYT557P5ji/NAQzwlqbazLn+RAVIDHE6n089nj8CQjBu7kbMnjBQbiLgn7h+Zk1/tgIlBrwNu05E13aNsdRhOMjPeVlxdFf7XTIT4GUlJcK0jBHSwUOSkiZ0RVES6N19CN4pv0AqMBBbq98YwzQlBaSJicXAwrlcuB7mgJQynLM2EevbHgU7SRnClqNw7lIa6jcsmLf27m0lDO6vTFsav/ZLpfOVljHAywCvIvdacQKvT2oo+od6o46yIS6Y5l1DO+pVMGzbVwQLYnxSrgHNoMeKLLvExzLAW+ISMyf4wxUgYZCzl+0GSSYjsbv9urbE+GHdmSStP/y6/S3LKzHg/VsEKOo6CfASM6lWFkrhYWiN27ihPwCpPXrhwNKpmBn1AARZh2tWxhr9xnJPt3sHFyudJOEJypNfIM3+KdB7ML768KBawKZRQiFQx0YFkZEsnDybhmbNCwbKRd0/OZ4BXgZ4FbmPihN4pcmgfdXLY5th8zyX8d5uMzrcWETHRLIMkR7hr8iyS3wsA7wlLjFzAkYBRoF/WAEGeIt48aXAa9CjA3g+D9AZVzDjZA341A/C8ujndPZpWtUxTy+jFIq8U170YmOOAxdWO+7hfdUPMNzUAa+3mSm0OqfFXOzfw4HdECE2bi29+rwM8DLAq8iNWpzAuyL6GfbE+2Kebh1M066R5zISLBqhcupbOkYMFoLDE8H6r562IusvqbEM8JaUssy8jAKMAowCQIkBb35xu5nF/5tjeNt/uIDJOtXRfuFKqB85iOnYiqBTrXCm3EO6xUW69TBJu2AZlAnxLDh8eIkrJm9Q/n4t3BtWS6F79N1bJXRqI6nv+/F76dXnZYCXAV5FbtTiBF77sJu4lvILe4xaorta2VyXEXztE+oNro1Yli6NtdcXR+L9re/Qq2GiyNJLdCwDvCUqLzM5owCjwD+uQIkBb35xu5l1/5tjeFkvdkONxcFZn3h0mDob9l0WwGW5Jd3eMv0GGKNZTaFbbNzRIFxqfh3WoeZ42Cj3bja5Tdq4rgoC/FnYeygd3Xpk7dCm0EIUGMwALwO8CtwuKE7gbRXkiS/8eFw16wFbnl6uy/Dt4oT2T9fjVuVxMPN/iiqpr+Gz8yGsB/45jSoY4FXkLmLGMgowCjAKKKZAiQGvYsv4e0fP+uqDTXFvoC4CprpexdqRkiYaC3XrYrJ2dYU3NmByOh7OOQ4NoTI+lR+k8PFbN3Kwfg0XnboIcdC1dMIaGOBlgFeRG7U4gdf8p6Rl+ecyQ6DO4ua6DJZxJZgKA3Fv3U2orN+ABlHeuDXbE1XmS6qm/AnGAO+fcBWYNTAKMAr8ryrAAG8RryyJ4V0b/QLb49/JZtJ0a4iPi6sWauZ6NVQQcuwQoJmOZxb9YcZRrDFHSDALZA4OF3jrlwptnZLvwsYALwO8itzsxQW8AcIENP51BkZsVbyyHJjrEn4c9kHTOe0QwraAOOwzPjeYhFbfXXC1/y5U3513N0hF9lXUsQzwFlVB5nhGAUYBRoHcFSgx4F255ShqViuP7h2agPycly2eMeyvvUbSpDVp8ozTvktw3ueOVwFsqKlJtuX/kwWfh2yUKy9Co9rJ0NiwGokOcyFW18iy77hYFqpVUAF7nxeEdYJw0KgNOqlZycbEx7GgpZ0/wPbuqoynT5SwYTMfg4cVrI5vUS4AA7wM8Cpy/xQX8N5OCcTQsBtoqGIMT5POuS7hc/MZaOW3D9caLoDtpSV432U5Ojxdi2vNHWF7dp4iSy/RsQzwlqi8/9zkmdsZ57V50hiq58iFeO69TyGNzl65n6W7m0IHM4NlCmTv7lYa0hT03iiNtZTmOUoMeKcu2oqGdarRfuHk57xs+6rppbnnYj2XFHjJpG8n9kGn096oj2dwulodtetKSoONHMLD9atslLEWw7fNBKgf2of0eg0QdfoCxJqasvU89lFC3x7KMFvng+C2bzBTuyZm6UpiDL9+UUL3Tjw4rhDAbnDeEOt2hIN5s7ho3FQEj/MFbzUsbVc8e74ADrML3ryCAV4GeBX5UhUX8B6O98Pi6CcYpFERzgZNc10C37Q6yvC/4Znrc5h3qYZ3Yw6g47lpuFVlPKo82KzI0kt0LAO8JSpvgSbP3AKWy2HDytyYtg/u1LpBgY6XN6h1vxkg/8aRJkzyTCAUYuv+M7h08xFtg2uor4Om9WzhNLtobx/OX32I5g1rQE8n498YeefPC3hJPdxmPafi5ulNMDHMGiNPWv3+CgpHy8Y1C61NcR3YY+QiSFsu62hroHFdGyyZMRzaWoq9IS2u9Sgyz+MXH0DWTNo4F6eRe3nzvtPwPr4+x7QFvTeKcz1/wlwlBrx/wuZKYw2ZgVdv1BCoeJ3FCBxBjS12GDRUiNRUoEo5VfD/C6fduS4CY491APfta/BtayDqnDdEOjp0qaSkGCkt1nrdZ9xuexPtVC1wxLgd/ezIIQ5tUkFs6gw+5i/OHXqJp7hGVRUIBcCzN6kwNcvfKxwexkLd6ioQiYB2HYQ4crzg8b8M8DLAezbpO6ZE3ENNnj4um3XP86tXXMC7JOoJDiX45VkJhTR3UTc0gw5iEfgxCEoGuvBdeh7tdw2Cj3FPWPueKI0/EwU6BwO8BZKpRAdJIeHi0TVITxfg/NUHWLv9OIUGU2P9Qp07P+A95H4ZnpfvY5PTZJSxMEZwaCQevfiAwb3bFup8ih5UWOBV9DzFMV4sFkMkEoPNVsoyHQHe0YO6oGu7RggNj8bs5btRtYIVHGcV7aEh+5rJwwmHzS6OrZT4HHkBb4mf/A89QakDb2KSpFGDhnoBOyr8ocJJl5UZeDVXL4PmpnVYgwXwn7Sctvi9cpGNMSMlDSRSUgArKzGe3AmHfte24Pr5gl+lKqIu3qTQO3MqFydPcDB/fwTW1vaAMVsVLzPFJp714GD6ZC5Ik4ne/QTYupOP3L57o4ZJ2hYvchRg0tT8vbWbnblwXitpfmFoJMbrDwUva8YALwO8G2NfY1Psa5AGfx+sBkNLiZfrN7e4gHdI2HXcSQnCfqPW6KJWRu75QoKAOjXVaXe14IgkkBaE310eo9nsNniv3hB6/rf/mL8wDPD+/kshDxJqdxiLbSumoU71iliz/RjuPnoNLpeDnh2bYYp9bwpfySmpWLT2AJ689AOBMktzIxzZuhAbdrvj9IXb0NPRosdMHdUHPTtmfRsxa9kumJsYYOb4AXIFCAgKw7JNR+D76ScM9LTpOTN7nM95P8ChE5cREh4FIwNdrJw3GrVtKyLza2uyr11HzlGY1tHWhP3AzjKgLizwZg5pIN7eoVNWYuSATjTMISExGcP6daBveKXmde0h9rtdRER0HGwqW2P5nFF033y+ADOX7cKrd19AgJKEQjrNGil7wCD66Otq48uPXwgMicTO1TNQqZxFDuAdO7grDaEkduD4Jdy49xzuexzpf5MObuTB5cuPQJga6WP+lMFoVFdSQYn8bvHag/jxKwR1a1SmGutqa9DrkXlfl24+RtWKZbB24Tjktpfc7gNVFR52Hj6LUxfuIDUtHfq6Wli3aDyqVy2HzCEN5N45fPIKTpy7haTkFJmnmniAibXoPQ3D+3fE9bvPEZ+YRK/z8rmj5EJ4XsCb+d44ef4Wbvu8ovfFxy8BEAqF9EGhXk1JV9jI6Dis3uaGp68+QkWFR6/riP6S5Py/zUoFeIVCEVxPX8WR01cRERVLNTIy0MGIAZ0wvF9H2qnrb7Wmvp7orl6OdlJTPX0CuhNHwxN9sL3NKRw7lY5pk7g4c4qDZav42L2Dg9AQFjbv4MOuYwT0e3TIgF6va2jf1wzv3ynB+1Yaemu7IkUswBsrOxgoqcjkuX+XDRJ6kJYGNG8pxGG3dLnd2C5dYGOcPQ+Vq4pw637+YQ0Na6sg8FfGdXjlmwoj4/w9w2RhDPAywDs14h48k75TIXYZtERPjdxr4hYX8DYJPAN/QQJumvVEFZ6u3Ivw6kYcutqZIoGtg4SwYDomzOcnaveohiC2FVhhH/+YPz3/IvDeSQjGnYSgPK9BK01ztNLMuwlPcc2THRLu+LzGlEVbcdltLQ6euEy9hxuWTkRScirGz3FG/+6tKAC4nPTGy/ef4bxkIjgcDj58+YnK5Swp5Obn4T3meR17j17AxBE9KWRUsDaXtdIl/3b2sl+EDq3qY8KwHnjr9x0T5m2E67aFFL4IqDhuOIxtK6dRUCTwSjygVuZGWYD34bP3FCDLWprg/ccfGD1rPQ5vnk/Bs7iAt/vwBZgz0Q4jB3ZCWEQMuo9YgPOHV9HzPnj6DkvWH8TutTNRoaw5jp6+Bu/bT+G+ZykFXu87T9GueT2671Vbj9LWwgRsiRHgfeP7Fcd3LaXcQKCQjMtsxMMrBd7QiGg4OO6Epakh1i+ZgKiYeJC1Oc4aQc/x8t1nTF+6HV4uq6GrrYluw+djYI829Dq+ePuZ6ktAXQq85Ngpo3pj4vCe9NxEy9z2cuTUVbn3wefvgfScp/Y60RCTwJAIcDhsGiaSGXgv3niELfs9sH/DbBgb6tHzpPMF2L5ymgx4CeQ6O06i/z1sykoM7dcB3drl7OKqCPCu2uYGt+2LUKNaedx68BIbdp/ElWPr6H6HTF5JwXramL6Iio7DmNkbMG/y4D8ilEXRP96lArzkKdfj4l2MGdwVNatVIE4WvPb9Sp/CBnRvjVkT5D/ZKrqZ3zGe1OElVoGrBedYQ/Rs2REfUA3tzd/TcIIqZVWQkMACAcgrl9g0LMHMXIzHL1PBjY+RQa+gQkWU9b+PYKExvgemYGD0FTxJDYOrUVu0VZPU9ZXam9dKGNyfh9gYFmxsRTh1Nh06ulnhlABx9UqqSEoCrt9NRTWb3OH1zi02hgzgwcJSjDLWIjy8z4bLsXS071iwOr4M8DLA2z3kIl6mRVIhBmpUxKY8YmqLA3iFEMPq5xF6vh/Ww8CD/NeMV3f6w96xKsLVy0Lg70vHC5P5sLTSBh9cRETG/Y4/G3LP+S8C77KQ53AKfpbnNXAyqw9H03p5jimueQgkzF6+i4IQAQ0lFgtTRvWh3tB6ncZR0KxWyZqu5cI1H7h6XMPpfU5wO3OdAhxJwM4ei5kf8BKo8LrmA6+rD/HW7xvUVFUo/Nr1bIN3H39g3OwNuH9+u8yLt2T9IWhpqGHOJDtMWbgVtWwr0H9bs1teiUkEsggwE8grLuDtbb8YL67tk62TgNLYId3QqkktTF28DbVtK2CUXRe6TLLnZr2mUgAkXt7MRtbTd8xSPL64i/6aAK+lmRFmjO2X6z2QOYaXDKpepSx2rJ5BvbVHPa5RSN2zbqbs+OlLttN1kYeLSQs2467nNpnjjeQclbUylQFvjxEL8eLqPijz/gspzGMvtx++knsffPwagDGzNmDDkgn0oYY8CEktM/BOmLeJep6Jp5wYgfe2/Wfi2ZU99L4gHt6NjpNQv1YV+jmBY/LAQO6F7KYI8F65/RQuW+bTKch8tdqPoecMCArH8Gmr8ejCLlkYCXlAI28bVi8Y+8f87SzoQkoFeBt3m0Td7u1bZP2jdf3ec/p06nNhZ0HX+8eNOx70FQsiHoOUSCLW59YrbNh8DpVCQnDATQj7oTzUrCXC5RtpNI63fi0VRISzsH5TOoYMF0IpJgb63duB+9EP19EekytdxR2fVDhFPcX+hA+Yr1cXU7Vy1vMllR/s+igjIIBFk+Gu3EjLUYJs5jQeTh5nY9JUARY55h7WQEIuSOjFwiUCxMUBO7dxMGO2AHPm5x8KQfbMAK/825LLUYKOOhcRcfl72P+4G1vBBdUIOIEokWSfJmw1vLDM/SFWEeA9kfiFJqVlt++CODQPPAtLjgYeW+T+D+GpWW8x40gjBBrXgZLvA9k0GgYm0EI8Pj4LhFbZ3BtWKChDkYb/i8BbXJ7Z4pqHQILznpM4sWsJhRJtTUnSE3lF36jbJDw8v4MmGBEjnkLiSbzruRVp6XzsPnIeV249oa+se3dujmmj+9K/jfkBb+abhnh0b9x/jrkr9sJl63zExCZg68Ez1FMqtT2uXvj6MwjOSydSMBw3tDvkdSvNDLxvPnzDtoNn4P8rlE4Tl0BCDtrTNRYX8JKQBh+vjH/LR89cj75dW6JL24Z0ndGx8RTapEY0lSbzkbXdfPCShoawwKKg9/bmIQpZBHhJOMmQPrk3YpJ6eLu1b4x3ft8xw3EH9RATqF+38wTOXbkPPV0t2blTUtPo22UC0iTU48yB5bLPiIdZVUU5I6Rh8sosjJLXXsjDTm73gefle3A/fws/f4WidZPamDdlMPX2ZgZeMvf4YT3QoWUGK9VoO4pefwLhBHgPbpqLimUlIR3kXgiLiJYbq6wI8JKY8S3Lp8g0qN7GHrc9ttA3CjOddmZ5KCFAXKWiFQ3z+dusVIC3QZcJ8Ni/nL5myWzk6aHf2KV4ennP36abbL0khlcgFmFvvC+2xL5BslgAlTQ+1NwqweJVG7x9zKMJZiTRjNhRFw7mz+bSWN5HLyVxskpRkRD2GIaWnw6ieh9r7NyXjjOJ3zEt8h6NTSQxivIsKoqFQX15qGYrwpYdOeHU5wEb/XvxqEeZeJvlWWQkCzWrSP4IvfZLxfMnSjTmuG17IVxPFCxxjQFe+bfvvwK8CSI+qgQcoyIQ2A0VJuO2eW9U4mrLFaagwOvHj0G7oPOYrG2LhbpZH5bdEj5hXtQjtFA1xQnj3OPJXAbcw8JbnRBQuQ04Dy/K1pNqWhvl+J/w9OhLWHSWeEt+t/2LwPu7Nc9+/rwgIS8Pb+Z5SNzn+LkbMW/yILRrXpd66LaunJprlQZ5GhCvInmtXrWSdbF4eNv0d8DMcQPQpW0jCuGL1x2k1SCmjykd4CWe6KYNbDGoV85EPPL21+PSXexa40ABMCQsioZjvLl5kHqLJcBbCUP6SBK45eqVKaSBfE7CJ0kM79Hti+jPJCSCJAVmt7cfvmHywi15enizg3xee8nrPpB+RsI1SLy3hakRFk4bkgV4C+LhLU3gJSGo5F4mD3XZw0j+tO9uQdZTKsDr6HyYPilnD8rftPcUEpNTsdRheEHW+keOyZy0Fi5Mwbpz6+Fe978EmkhVoP8g3L4CVKoiKVFGrEZlFRBYvXQtDbXqSH6/0omD3Tu4siSzz/w4tA46Cyu2Bh5Z5u7BSkxkQUMj93AFUnmBxA2f8UpDoyYZa5CuZdd2LlYt48g6swUFstCglgr09MR497lgiWsM8Mq/Nf8V4H2XHoVOwRco4NbmGeJk0tc822oXFHjXxLzAjjhJQ5fxWjZYqlef/uydHIDR4bfoz/N062Cado1c/zbsae6F5X52CGzSB0pebrJxYeU7o3bcXdx1vIyKU1v9EX9bGOD9/ZchL+AloQQEAMhr6aSUVAoCfbu0oElEpLQUiVUlTp3Y+EQa9zh30iD62rz/OCeaJEY8nfKMvHInnsaaNuWhzOPh5v0XNHbz+K4lqFzeCj3tF6FLm4YYO7Q79V6S8x7ZOp+GVpAYXidnFxrjSRKggsOiIBKJ6HxSD69NJWs06DIRbjsWoXJ5S+rR7T/OkcatFhR4rxxbD2PDjDh5AqIkcYskqO1e6yBL7srNw3v/yVss2+iCLSumgqyHJK/7PH+Pjq0ayOKfpR7DDbvc4XLKu0jAm5yShnYDZlLILW9thl6jFmPx9GFo16IexCIR9VySUApDAx10G7aAho/kFsObHXjz2ktu94GFqSESkpLpNRKLxFiwZj+MDXRpKEJmDy8Jk9l2yBMHnOfQBETHDYdAvNHS0q2KengJY3kdWZ3ltuNxOWhvN5t6dEmpPJK0lpuHlyRbDpmyEnVrVMKkET3p/fnzVwiIvmQvf5uVGPASoaXGFwhpDC/5Y1DTpgL9NXnioh7ebi3pk/DfapmBl+xBe+4MvH96DV2XzEbU94qw3N2exuty/H9AzFOG0NQMc2fycMyVjWkOAsxbJPHMDuqnjHt3lHBt2S000PgApV8BMBlohWQuGwGnA6BWrynSGzTM0awiP91WOHKxZycHg4cJsWFzTo+tNFnN9UQa2raXAHGVcipIiGdRrzDxDudnDPD+28B7IfkHJoTfRQdVS5qsNjniHlqrmMPNRP4ryIICb+NfHggQJsrEtdesgqaqphgTLqmskF/9XTJme2U3rIkah7Be9hAeyHjd+rX2KLT45Y5r9i6w3fBn5BAwwJvfX5qS/zwv4CWQRqo03Hv8hiYc0SoNo3pTLyT5923/sYu0jq66mgp6dWpGYZJ4xUjoHjmOQALJV+nfLesDFklUOnH2Jg1TIBnyZSxMMHpQVxkgk1fgy0mVhs+SKg2kLnDXto1kYpBX5YfcryA0PAomRvq0SkMtmwpZktbIOcjrbyN9HerZJeVUzIwNCgy82ZUn5yBWUOAlYy/ffIJ9bhcocGtqqKJB7aq04gEJbZizYjciouLo/lo2rkUT14ri4SXnI2ESz998onHXHz7/pBUzSBUCJbYSjfFd4jCCQi+Jr1264RB+BITS+FpSoYFoQ66ttEpDZpDPay+53QfkQYVU2iDMw+Nx0OD/Y3CdZttTR2D2Kg0kt+mk120kJ6fSeN7FM4bLaikrCrwkHCG7XXN3xojpawoEvOR6kCoN5CHk0QtfGtdubWlCq400rW9b8l/IYj5DiQEvid8pqBEX/d9q2YFX/cAeaM+fif0Yi3Fa2zF2MBtbIodCzeMk0lq0QpTnZdy8zsbwQTxUqSrCzf8qKFSvpIL06CQkIKNIeJNDs/GoRjncmLQVbZ9+ohKldu6G6KMZDxP56eb3QQntWiijeg0Rrf6Q2XILeRhmx8OtG2wcdE2nnt/8jAHefxt4SVtt0l57nJYNpuhUR40AdyiDje/W8jsoFgR4X6dFomvIRVixNbFErx7GRmQtH2anXgEbDZvld2tiq8F2rMM8JMyYjYTFGXF6vm0Xof2bzbjacR2qH5ua7zylMYAB3tJQmTkHo0DeCpAQB+qZz/Zgwuj29ytQYsD790tTsB1kB17l2zeh37877qM5WuAevNwj0G2EFVhpkvCAyKt3kVS9PipaS5pRPH6VCmWeGLVtVDFE7SzckvtAaGWNlO494dDMHAcqamDli0jMPnoDvBfPwUpJRvizdxCULV+wBQLo2l4Zr18pYfP2dAwYlAGwk8bxcN6TjZlzBZg1NyMG2HkdF5s3cDBtpgDzFuafuMYA778NvDMjHtAwhrX6jTFMszI6BXvhXXo0Tpp0RDMV0xziFAR4pUmbJGGTJG5eSv6JceF36Fz9Ncpji0HzfO//4CAWrtdcjgVYg3jHVUic6iA75t3g7eh4bR6u1XSA7c2MhKB8Jy3BAQzwlqC4zNSMArkoQJIPiVedxA+T8mkOjjtw8ejaHJ3lGAH/fgUY4C3iNcwOvOzAXzCuVRmJaoZwmhqMJab7oT1DUjOPWGqHzog+fgbSxhAr1vBRvoKYlhm7ZGqPLiEu1BNFPFLuiV8xK/IBeqmXxW7l2tCa7wC1UyeQsNARCTPnFXjlbq4czJvJRZ16Ilzwlnh5aUmzipJktedvs3Zjk3qgW7UR0lrC+RkDvP828PYJuYInaWFwN+6I5qqmkMbeTtKywaL/4m4zK1QQ4K336xRChMm4Zt4DNlxJFQWv5B+4mfwLWw1a5HdL0s+fPlFCSFcHTMRuxG3agaTho2TH+c45jfaHR+CepR0qvDpUoPlKehADvCWtMDM/o0BOBUgYAgl/IK/rSdwsKX/WpmltRqr/QQVKDXhJbBQp2UIyMPmCrG1xPQ+u+GulzQ68ZCOmFvpgpaYg9Gsw9Ox6gff8KWJ37IPOlHF0nxF3n+Dom9qYtScW1v0DMQS2WLWMizg1U2glhyLi/jPwq9rgfVoUOoZcwOhH37Bv0X4kzl8KrYWzIahcBeEPX8o04/q+g2FLSUJE2KuPEFpKenKTtqqTxvLw4wcLP76xQBLcbj9Iowl0+3ZzsGwJF23aiXDUPWuoA0moI4l1mlpifPyef+IaA7z/NvDW/nUSJGHzkUVfWHE08SA1BANDr6IaTw/XzXrkECc/4H2cGoq+od4w56jjqUX/Qv9t8DjFhsmkYRiAU4g55IaUHn1kc33ecRetnDrjpXYrmHy7XOhzFOeBDPAWp5rMXIwCjAKMAlkVKBXgJVmoOw6fpZmQJCCbBIP7ffHHvUdvMHJg5zwLSv/pF0we8Bq2agTu+7eI3b4XOlPHQ2hiirD336AzayrUjhxEao/e+Op8HNWfeQGVo6AWqQWLZSb49KidbKx03+Y/XeA5Zy96334DsZoaKXoLVmIiwu8/g6CqDR2mO2EUVD3c6c8pAwYjZtcBCViHs9CprTKt0kAaUxCvLqn9S2oAN2+ogu/fWDhwJB2du+aM061XQwUhwSyacGdplXfiGgO8/1vAS0rrqbEyCqPn9R0kYyv6S6ofBFln9K0v9/Mo0iDEays7GGbqFEjG5Qe8C6Me4UjCJ1p/moQzFNa2OHPQYW0XtMMNRHlcQFqrjJJIgVf80GBYXXznVoZKyKvCnqJYj2OAt1jlZCZjFGBYdwHLAAAgAElEQVQUYBTIokCpAG+XofNogWvS/9um1Uj43nGhiyBZm7d9XmLDkol/7WWRB7y640ZC1fMUhBaWICEOCQ5zkbDIif5Mwh2IhT96jfZLy+FtpwdAy5/0d10fvMc6fzZ0F62T6dE5+AL8ksMRsMgTJjdvA2wOIBQgYfYCJMxfAnZIMIyrSypfSC3i/nPwq0r6hBPoHdCHh88fleh/KysDh9zSMaQ/D4aGYlp7V55Jm1EccElH5255J64xwCv/9v0by5J95Megb8gV2GtWxVhtG2gr8bJsjrS7JpCr/x/ESmvlkk6Dd80zPKj9Q6/AJzUjzCHzJPkBb7WA44gTpWcJZyjMH4jZ07lwONYE9fEMEbd8wK9RSzZNws9YVK5nhjiWDpIiJC2Hf7cxwPu7rwBzfkYBRoH/ZQVKBXhrdxiLi65raAkQ8vP9s9ugoa5KdSW1Am+c3PjXaiwPeDXXrwL5n9TCXvlBaCmpzUs8vmonjiKl/yAsr+yKtSs5QONfMF50EmEm6uCJgVHaNpilW5t62eZEPsTxxC9YpVMPDtNXQvWSF51HaGKGsPdfoeW0EBo7tiCtdVsIypSFussBpLXvhKgTnrLzk1CGEYN5eOwjgV4tLTHi41mYPJ1Pu6vJsx1buFizkpPnGOlxDPD+7wCvtMQY2ZEqi4MRmpXRTs0K79MjcSslEPdSQjBUoxLWGTShm5bWxG2naoEjxhmF4WdHPsCJxK9wNmiao1NaXsB7PyUEdmFXYc3RxEOLvkX6uzCwDw9H7lVCOXxH2HNfCK3LZpnP0EAbXPDx0z8OPHVJ29DfaQzw/k71mXMzCjAK/K8rUCrASzrNbFs5DTaVrUG8vUtmDEfjejaIjUtEj5ELce/str9WZ3nAq3r2NHTHjqB7Sm/YBJGXbsj2x/nxDUb1q0NkYIjnm6+h4bBaMEEofihbwWliT6wb2oaOJa+BCVREilIxN9JHkpmu20QSvnD2NB0T77gSGpvXQyk+HlGnL4BvWx0mVSV93iMvXkd6o6ay8wr4QM+uynj9UgK9xHyep9K2xPLs/l027Pry0LK1EMdP5524xgCv/Nv3b/Twbo57A+eYvF/x6yrx8N5qMN307nhfrIx+hjGa1WizCamRhhEkeW2aVnXMyxaWkBfwSkF5unYNzNWtU6S/C03qqeDFT0PoIwqh30Ig0s7a+U1kUhUWAn+8uuAH48b/NYsp0hmLdjADvEXTjzmaUYBRgFEgLwVKBXjnrdqLclZmGD+sOy3OffjkFTRvUAOkvzcp9CwtYv03Xip5wEvid0kcLzGSrJZsNzTL1jRXLIHm1o3gV7NF+cS3aB9wGAcxGqlduuPZwf0gZZ6ep4fTrHdNJS6tR1qFq4Ob5r1oJpph83rgfvSTzUnCF0gYAzHNVU7Q3Lwe6XXr0xJo2a2ilQqSk1n015u28zFwkHwPb3wcC1XLS6o47DmYju49cw9rYID3fwd4J4XfxfnkH9hk2AwWbA3siXuHT/xYdFEtg1bqFlgR9RQf+bGyigzzIn3glvgZq/QbYaRmRove80k/MCniLnqrl8UOw5ZZBMoLeMs89oTAJB7H2L3QylKnSH8SzA1UISYV9gEERybnmCuqTGtUT3qCB5vuoNzwDFgv0kmLcDADvEUQjzmUUYBRgFEgHwVKBXhJhxmBUAgtDTWIxWJ4Xr6P175fUc7KlPbH5vF+/+vEwt4p8oCX1MrVG9gbYLEQfdxDbnc0aWLbw+azwfnxFQ0DzyF2624kD5F4hu+mBKOlqhkEYhHK+rvS3/0oMxwclhK4b17BsG2G9zZ25wEkD5R43EhCm3GdKlCKjqYNKkijisx24xobh/Zx8OolizaiyM3DS465dIGNcfaSGM5jp9PRqrV86GWA938HeNsHe+FDejTOm3ZBPWWjHBvbHvcWa2NeYpBmRTjrN8WAUG88TA2Fm3E7tFa1kI1/nhaOniGXUUfZABdMs96DuQHvPv/vWCa+B3zVw3XTXqhmk7MVdkG/pyThsk2NdMRBGyIdHVoxJbv9tB2MJqHncHPqSVR17F7QqUtsHAO8JSYtMzGjAKMAowBKBXj/l3WWB7wF2S/n2xcYtmxEy5dJLezDDwiNjHMc3i74PPzSY+Bl2hV1lQ3p50YNaoDz/SuExiYI8/2e5RiNPduhtXge+FWqIuLBC7nLIa2DSdmxzKbueggqXp5I6WeHlG69INbQwCl3DhymcGmy29mLaahZOyeEMMD7vwO8ZX+6Ih0ifC4zBOqsnA+iwYIk1A88DQ0WB5/KDEX9X6cRLEzCA/M+KMvVyriXBcmoE3gKBmxVvLEcmEWg3IC3xTtvfNMMBdY1x8WxFVG7TuGB9+ljJUzvFgZ/lKGNXMJefshxkfyaOqDtp73w7rUNNQ6MKcjXtkTHMMBbovIykzMKMAr84wqUGvASL++lm4/w3T+ESl6+jBm6tmsMVZWsWeB/2/UoLPCSfZIEM+3Z0+iW02vXReT1+3K3PyPyAU4nfsVq/UYY8d9rYxXvS1A5fwbpzVrKvMKZDzauWQnsoEDE7j6E5P52BZJVd8xwqJ7zkI0lIRbJI8fA+W0XmsCmpS3GxavpKF8hK4gwwPu/Abw/+QloGnQGhmxVvM4GqZl32CX4At6kR8HVuB2Gh0ni0zOXJJOOlZYmIy2GSathqckD3h+CeDQL9ATSlYC2o3HujBD1GxQeeD1Pc3Bwoi9eoXau3613vdej430nXGswH7aXlxboO1KSgxjgLUl1mbkZBRgF/nUFSgV433/6gYnzNkEgEKJSeUuwWCx8+hpAQxl2r3VAtUqSRKvSsqTkVCzdcAh3fF5DS1MNE4b1wMCekmSx7HbM8zrOXLoH/8Aw6OpoYkD3Vhg3NOP1Z1GAl5xLb1AfcD+8R6LDXCSNlO9lOpTghyVRTzBYoyI2GGSEMmyLe4ue6mVRhqOZY91qp92hM3FUrt4teXs1ti0PdmgI+LY1aB1hYtLXwdMnc+FxkoNFjgJMmpq13TADvP8bwEuqMAwLu4EmKsY4bdI516/jvnhfLIt+Rt82vEiLQFmOFh5YZJQkkx7YOugsPvPjaLkyUrYsL+CVthKGVxVgeWuc8UpDoyaFB15SZeTJynu4ibZIa9UGUR4Xc+zn/RRXdHCfgNvl7VH5yc7S+vOT63kY4P3tl4BZAKMAo8D/sAKlArz9xznBytwIK+aOhpqqMpWTeHyXrD+IX8HhOLXXqVQlJrBLzrvRcTJ+BIRgwryN2LNuFurWqJRjHVv2e6BB7SqoVM6SeqdnOG7HvMmD0bOjBDyLCrwF2fjT1DD0Dr0CW54+rppJYFtavokHJUzRro6pujXAy+RFI2MMm9cH188Xcc7bcoVp6flJeAQJk5CGSLB/BUC/X3eQ0IuIGw/g9qE+Zk7job+dEFt2ZK3awADv/wbw7ol/jxXRzzFcszLW6DfO9daUhjXIwFbVHG7G7XOMJ/BMIPqIUVu0U7PMFXjTIUQNf3ckiPnA6N7AGxMcP52Glq0LD7xzHHhIO3oOHuhHO6yRTmvZ7ePaq2jj3BtPDDrD8uOZgnwVS3QMA7wlKi8zOaMAo8A/rkCpAG+tdqNx9tBKlLUyzSL394AQ9Bm9BK+vSzqDlYbxBUI07jaRAi6pEEFsyfpD9P9XzB2V7xIcnQ+DzWZjqcNwOrY0gJcU+6/g70YT1r5ZDaX/HyVKhWPUE5xN+kHXYcnRwEaDZmiqYiLbg/J1b+gP6gORoRHCXn+EWFlSdUGekQ5wpBNcSp/+iNl3BKRKg+XKaVA/vB/xi5fhbrN56NFJmcZVXryWtRUxA7zyNf3bypLNinwI98QvWKHXEKO0qub5XegRcol6d4nZa1bBSn1JVZLMJu2YtlKvIewzzZc9pOFM0jdMi7gP+GsDfSXJl0eOpaFdx8IDr11fZVS+ewj7MRbJw0chdtOOHOv7efIVmkxuio8qtaAV6JPvd7+kBzDAW9IKM/MzCjAK/MsKlArw9hixEEschqN+rYyyRUT0p68+YvU2N5w7vLLUrgEJTSC1gJ9c2i1rfnHM8wYu3niEE7uW5LkOUmGCADoJfyBtkomVBvCS87QIPItvgjh4m3ZDdWUD2TqfpIXCIeIh/AUJ9Hc91MpiuX4DGAlYtJqDltNi8J4+QrzTKiROcch1f9LucLHO2/DAdhwG9eNhz+iHGLK1OY0T9j92BZXKqEJdHfjsn5FoRyZkgPd/A3ilEOtu3AHNVc3y/C4ciP8Ax+indMwyvQYYoyXp7JfZpB7jcdo2cNStL/soO/D2Cb2CJ6lhwKamwPEadFxuLa8L+oeiWQMV9PvujPWYi8SpM2nN6uwW8SoINdtXRLiSMQThkgfH32kM8P5O9ZlzMwowCvyvK1BiwJuWnhHnScB2875TmDKqD2pWK081JTV4dxzyxKwJA9G0vm2p6ez3xR/9xjri/e3DNJaYmNe1hzhw/DK8XDK6o8lbEAlvePD0HY7vXCwrpRadkHdThuLa2PiQO/BI+IZtxi0wRLtilmnTxSJsj3mLjVGvkSYWQpPFxXL3B5i20RVpK9dCdeE8iHX1EPNfwqC8NelUtoZSSAjinr+F47Fq2LpZkmS0E5MxCbsQEx6HajU1ERrCgu8nPkxMMyo8EODVVuMiJrF0tCguTUt6Hg6bBQIxcUlZY55L+ryFnb/8VzfEitLgW24QTDhqeU4TJkhBte/H6ZiT5h3RTj2jJJn0wIuJPzEi+Ca6q1vDxbytbL41US9AwnQEIsk95JMSKvms7SggThLydMhVgJ69Cu/h1dfiYTUWYgHWIGX5KqTMmC13P3pakvNFx2d9a1FYDYtyHHkQYCuxkJQqvzZ2UeYuzWP1NP/uROTS1Io5F6MAo0DpKVBiwGvTamSBd+F7x6XAY4s6sLAe3gPHL+Gc9wMc2boA+roZCTip6bk3ZCjqWjMfvy3yHeaFPMJ4vWrYYt5M7tT+/ERM+HUHd5KCYcln4UuraVAWigFDQyAkBOmXvSFqm9H+VToJ69s3KFerDLGhEdICJfVK169TguNSyQPBfKzFsos10dG5E+7cYeHSFRHatMla0kyZq4Q0fuEBpTi1+lPmIg9UXDYL6YI/X5dwYQrKfDhKG52E29gXSEKXmE/QUOKgo6YVPS67vUmJQqOvZ1BLVR+PKmS0Cbb0c0WkIDXLcN6tikif2w6NGonx+DELh11EsBskvwtgfosLDQXKlmHjsOokjEzZDcGuPRCMlp8QmqhqBgNROAJfBMLANiMcKL9zlMTnBHbJM7iAfGf/YiPgzhijAKMAo8CfpkCJAe/Ld58LvNc61XMmixX4YAUHkhjeRl0nYr/zbEjPS5LYxOLcY3hdTnnD/dwtuG5bCCODrN2fSiuk4VFqGPqFXkEdZUNcMO2a564vJP+AGouLbt6PaCtiiES0Q1vy0JGI3bIrx7FqRw9Dx2EyUnv0RvShY7LPz3pwMH0iG0KxEgZUeg7VZrVw5BAHK9byMWpMhheKCWmQfzmKI4b3xTMlrF7BRdVqIqxcW3Ke4sdpoegb4o3ayga4mK1RhIJfMdnweFE6qgYcl9XsJR/8FMSjaaAnLX2227AVHRsSAkztbAR9sSradxTC/TgHm3fwMcCucJ5OolmPzsrw1h2IjjGnEHPgKFJ6ZQB35v0km9VDhfQPeOryHBbdcoZlFHbvhTmOCWkojGrMMYwCjAKMAgVToMSAt2Cn/z2jSJJaSHgUNjpOws9foRg7ewN2r51JqzSEhEXB7cx1GmpBQI7E9x44fhGHN8+HqbE+XbCSkhK4HIkXo7SAN0HER5UACYySGqkEGApiqpe8oDtqCCAUQqyujpDvoQA7qweGQLGqhzvi1m5C0pgJWaZ9vNsPw5ZUQTLUaP3db1+VMNxegDUbMuCLAd6SA95d27lYtYwDG1sRrt3J+tr9ZVoEVkW/QHmuFtYbNCnI7ZDrmKMJnzA/6hH6a5THFoPmRZor88FV/N2QIBbAz2owtJR4OJX0FQ4RD9BLqyx26klaDpNyd6TsHYFdYxMx3I5wsGEzH4OHFQ54L5xnY8JoHl4adkDtiOuIOnMRaS3llx0ML9sBtRIe4P7qayg/Tv6bk2ITI5+JGOAtLaWZ8zAKMAr8iwqUGvAGhkTgqMe1jMYT1mYY3q8DzEwyErBK6wKQOrwEeu8+ek0T1yaN6Cmrw0tiiwdPWoE3Nw+Cw2aj3cBZFIIzW5umtbF91fRSBV5yMvuwm7iW8guzdGphpk6tAsulct0beoP7Ui9v0rjJiFu9IcuxxtXKgh0ehvB7TyGoli2eWiBAqHUndEo9hwhIurw1biqCx/kM+GKAt+SAd/I4Hs55smFdVoyHz7KGAeyL88WymGe0asePMsOgBEkISmFsSfQTHIr3wwLdOpiiLUkcKw6Ttiq+atodtsr6mBn5ECcTv2C9WWMM4UmqpMybyYWbKwfzFvERHsbC4QMc6s22z/QWQZG1nDrBhsNUHr7oNUCF6Ge0rB6/Vh25U/hXG4jG4RdwY8pJVHP6ve2FGeBV5CozYxkFGAUYBRRToFSA9/HLD5gwbxPKWBijjq0k4erl+y8ICArH3nWzaJ3bv9VKy8NL9LmbEoTBYddhqKSCl1YDFQIcaRUGMk/snsP40bs74sgr56AYGNezgUhXF6FfguReBgLLYdc+oIXeOwREa8LAEHjjl1GpgQHekgPelo1V8PULC4ZGwOsPWatjSOGRnP22eS9U4mYNt1HkO2UXeg33U4NxyKgNOqpZKXJonmNHh9+Cd3IA9hu1Rhe1MmgWdAY/+Al4UKE3ygq06bHtWqjA7wMLp86l4fpVNvbv5sBxBR/jJhbOw3v0CAfzZ3ERqlkRxglfEfbcF0LrsnLX+bnBJLT67oKrA3ej+s4RxbbvwkzEAG9hVGOOYRRgFGAUKJgCpQK8A8Y7oZZNBSyYOkRWGYGU+Fqz/Rje+H7Dyb2OBVvtHziqNIGXpLI0CzyDn4IEHDBqg84KgAnHzxdGzevTcIbQjwGYIniPs0nfMCwU2DRkDtSatkG060m5Cqvv3QntRXMQ3HcCKnnvRlKSpDQZKVFGjAHekgHelBTQUnAkBFteObhuwRfxKj2SnnybYXP0VZdUQCmM1ft1CiHCZNw3741yXAmIFoc5RT/F/vgPWKpbDwM1K8Em4DiUWWxE245CbAIfiYksVC0nqQ/99VcKnNdysWs76ejHx6SphQPeg/s4WLqQiwRlA2ikRSHkaxDEOrpyt+PbbhHav96Mq21XofrJ3Mv2FYcW+c3BAG9+CjGfMwowCjAKFF6BUgFe0njC89BKlPsDGk8UXir5R5Ym8JIV7I/3hVP0M7RUNcVx444KbYd0UiMd1aLcz2J2bW24JHykx+skJGNuIBsjOo+XOx/nkx+MmtaFyMAQda1C8fqlEs5fSUO9+pLqA38L8JI2t1HCVFTiaUNfKfcmHAqJmsfgoiatvXqhhG4dJWWziAVFZvXwVvJ3Q5JYAoXjtGzgqJdR61aRPSSJ+ajkL4kPD7IueHWVgpzjcLwfFkc/wUjNKmiqYoqxEbfRWs0Ml8t3Aynp5/OAjf69eLCtLsLV22nYsIaDLRu5mLdIgGkOhUvS27OTixWOHIjoOxAxgiOSQMsfyLH3/Tehw+3FuF53NmyuLi/IlkpsDAO8JSYtMzGjAKMAowBKBXhb9J4Gp9n2ILGvme3Ww1dYttEFdz23/rWXorSBlySv1Qg4gXSI8NCiD6w5GSXS8hNRc91KaG5YjeTBwxG7bQ8+82Ox6Pp2+FSTtH2twNXCOoMmaKScszyTcfUKYIcEY0ZXX2y9VA3OW/kYNEQCW5mB99FDNkYN56KajRhnvH5/bdPMmvQKuYxnaeHYoN8EgzVLvjJIUYH3mCsHc2dmlPv6FpgClf84PVCQiIaBHrLtNVYxgYdJp/xuAbmfv06PRNfgi6jM1cEt816FmiO3g26mBGJ42A20VbWANVcTB0mcsH4dLDWrR4H3tDsHM6Zw0W+gAFt38insEuidNU+AmXMKB7zbt3Cxa2Uy4qANkY4OQr9KSu3JBd6JLuhwehJuVxiFyo9zdmMrVjHymYwB3tJUmzkXowCjwL+mQKkA74Zd7jh/9SFmjO1HKyEQe/X+CzbvO41enZpj1oQBf63upQ28RKjZkQ9wIvErxmvZYKkCXj3O508walKbthiOX7Ueagf3guvnC4+uTTBz1QT8EiTS69BRzRLL9RrCgqMhuy460yZA9awHTnXcA7tzwzBukgCOyyVAkhl4B/ZRxoN7SvT39x6nonyFP6emaO1fJ0Hqzc7Xq4upWtVL/J4rKvBKk7mkCyVx0yR+mtjtlCAMDbsOa44mDXHRUuLCz2pIofbkmfQdUyPuoZuaNfYaSUqFFZcRr3rroLOoxNWGCouDt+lRuGDZFe10zCnwkvCFVcu4GD9JgKXL+di+hYO1K7mYOkOA+YsLB7zr13BxdmMw/FEGQitrhL38kOt23jteQIedA/HQpDfKvs8oyVdc+1dkHgZ4FVGLGcsowCjAKKCYAqUCvHy+AFsPnqHlvsjPxHg8Lob1bY+po/vKSnwptvQ/Y/TvAN736dHoGOwFbSUeXlkNhDIKXujdqHEt/EyNgXl4LFTT+OBXqYrEBY6I7doVu+PeY0fsO6SIBTm8oCpXLkJv2ACEVWkGk4/3UWdcIJwchairbCQD3n2H+Jg4NqPL0qbtfAwcVLg4zOK+usliASr6u9FpR2lWxQr9hsV9ihzzFRV4SS1ZUlNWao9epsLKSvIAsSfeFyuin8FeswrOJ/1AtCgNjyz6woqjqfC+1kW/wLb4d5ipXROzdLO+hVF4smwHpIoFKO/vBhWwkQpJk5bgiiOhq8KjwEtCD0gIwpJlAkyYzMe+3RwsW8LFxCl8LHYq3L1Dyrg93P4Br1GLVmcgVRpys6+7H6DFkg54pd0Sxt+uFHW7RTqeAd4iyccczCjAKMAokKcCJQ68pNHDq3dfUKNaOZqw9isonIbTWZoZydrz/s3X6HcAL9Gre8glkDqsWw2ao59GwZOVHrltxKhaavBweYy6nYcgtW2HLPKHCJNoeapFuvWy/J6VmgKT8uZgpaVCp5Yf4g7cpp+TmE/i4RUkKaNCBRbS0gADQzEiI1gUdgn0lqRFilKxMeYVEkTp2GEoqesqzz7yY9A26Dz9qCQ8mfLOWVTgrWCpCpK4RiA3IICFm/fTUKWqJG7aIfI+TiV+wzr9xric/BN3U0Kw37A1uqiXUVhuaSWFXYYt0VNdfjUDhSfNdECtAHdEiCQl1erxjHDVujvUlNkUeEk4Awlr2LKDj/52Ahw6wMGS+VyMHifA8tWFu3dIwtrXfQ9xB62Q1qoNojwu5rr8Xxd80dC+Pj4r20Ij6GlRtlnkYxngLbKEzASMAowCjAK5KlDiwCsSiVGn41i88N4HNjvDW/W/ck1+F/BeTvKnCUDNVExwMlvsJvHQCsTiHO1enWNeYXPcGyq9PG+equcpKN+6jtjt++Qm+eiOsANpZNF46D48niHxvnmbdUdNFQN8+6CMZs0kiUEaGkBiIlCuvBj3n2StHVvc1/1OajCGhF6j076yHAijXBpykNJYBOyINVQ2hqdp5+JeSo75igK8Xz4roVUTZVp/V09PjJcvlHD+chrqNZAAb5fgC3iTHoWzpp1xMzkQO+LeYYp2dSzQravQvtIgRE3/E7Q5xB3z3qhYjBUapAvpFnIRr9Ik1SQmadtihXFDGfAOGaCMO7eU4HoiDW3bi+B6mIMFc7g5mpsosilSkizpiBfOoC9SevRBzCGJZ1+eRb4IQo2OFRHKNoco7Isipyn2sQzwFrukzISMAowCjAIyBUoceMmZeoxYiL3rZ8k6lf0v6f+7gFcgFqHGL3eQ9q3PLQfAhK0mk1VayaG9qgV6aZRDExVTOETcB4FDqWWHPqXoaJhUsqAfJ/cbSGv1Zjc1dzfoTBmHVs6LcbeVGf3YWb8JhmhXxtRxKvDwAMwtxAgKzMiIf/85Fbp6JRfHS7zRpGkCsd2GLdEjFw/lrrh3WBXzgo4ry9XEA3P5rWaL894sCvCSZhOk6UTX7kLExbFoXPQJjzS0aCUBXmt/V/DFInwpMxQ3k39hQsRdtFQ1w3HjrB77/PZzNuk7pkTcQ3mOFu5Z9MlveKE+nxhxF15JP+ixh43aooeOtQx4O7ZRwfu3LFy+kYaatUQ44cbG7Bk8DBoqhPOW9EKdjzSd0DzhggMYg+ThoxC7KfdktJSIJJSvaoh08BAZGVuo8xXXQQzwFpeSzDyMAowCjAI5FSgV4L129znczlyjSWsVylpAmZeReU6WlP2//6YL9buAl2i0IOoRXElL2GxJWHV/nUKoMDmHjOosDpbpN8TsyIf0s+/Ww7LE/yrfuUU7srHS05DStQdiDroBHI5sHlZCAkwrmKHMuWUIMNMDxJJ4WPvYxmjeUJlWEHj8MhXLlnJw1kNynP1oIVauKxy4FOQ+WBr1BAcT/OjQvGJz50X6wC3xMx2nweLgU5mhBZm+SGOKArwrnTjYvUNSnuv1SxauXmHjoGs6OnURIkCYgMa/ztCHnBeWAxAgSEDjwDPQU1LGO6tBCq2ZeMfJg9Ay/QYYo1lNoWMLOlgaI0zG+1oNhomKqgx469VQQUgwC8/epMLMXCxrMzxgkACbCxkOM2U8F+XPbMEGzEHi1JmId1yZ51INDHTAQzp+fImEsm7Gg2NB91dc4xjgLS4lmXkYBRgFGAV+E/DatMq7tqfvHZe/9tr8TuB9nh6OnsGXUY6jhfv/eedOJX2FQ8QDWLE10EejHJ6nheNBaigsORpwNW5Hu3FJXzF7mHRGYxXjLNorP7wPvf49KPSmtu+EGNeTEHMzHlBEw3rBckUvCrukk23FVCNE9+qDqEiWLNOeTNivpzIePZSEsJDyUqTMVEnYsLDruJUi6RBXnacHb7Meck9jF3oV91NDZIrozWEAACAASURBVJ9lh/2SWFtRgHdQPx7u3WHjqHs6zp5RgudpDnbs4aN3PwFupARiRNgNtFIxwzETiUe3ir8bDUt4aTkAxpm8/Xnti8TVkvhaYu8tB0GXnVHztzj1OJH4hT5kScueqfDYMuA1N1Clp5LWGPY6x8bEMTz07ivAjr2Fi+EdZ89DkwtLsRCrEb9kORKnz85zO2yj8jAWheD9jS/Qq2VenFtXaC4GeBWSixnMKMAowCigkAKl4uF9+U7iWcvN6lQv+ZqoCqmiwODfCbxkmY0CPWg5sYumXVFb2RAtgzzxlR+PLQbN0f+/ZDZSu5eEQEiBJr+sfAq9A3uBJKqRpJ/oE2dl0Hv33F4MrpUJjAj4bm+M9iE1sXV3GrR1JOEL0oYCUilJjVVSa7WgRioPXE8OQDf1suiUR0e55oGe+C6Il037ucwQqLOyvkHIrJN04GPLfrBkZ5RdK+i6FBlXFOC1qaiC2BgWXrxLxWZnDtyOcLBuIx9DRwiwK+49VsU8z9Jsol+oNx6lhsLFuC3aq0rqKjtGPUUbNQsa6iDPpJUeSMtf0vq3pIxUkPiUHgt9tjJ94JICr38wH1XKqkBTU4yPPySx3pcvsDHWnoduPYTYe6hwbwZGDOahz7WpmIjdiN24HckjRue5tSTz+qiY5osnh57CsodtScmQ77wM8OYrETOAUYBRgFGg0AqUCvAWenV/wYG/G3jXx7zE1ri3GKFZGS1UzWliljlHHU8t+ueq3r2UEAwKu5pn8hbv2WPo9+sBVlKiBHqPn4GYp4x1gfewTfAd4zweYl/PZgBXArgVlLWwRKcB2qlK4oBTU4HyFhLvXZt2QrgcSyddjQtsA0O9qWd6mGZlrNVvnOtx5j8lbwdInVdS89XduCOaq5rmGC8dV1vZgCZQeZl2oSXVStIKC7yhISzUra5CY59JDPTypVzs3cWRle4iNXNJ7dyNBs1gp1GBbsEp6in2J3ygZcVIQuKSqCc49F+oB/F8T9apju5qWSswkPq4RLMjxu1k160k9ZDOLQXeF2/4aNZABWWsxfB5LgHea95s2A/l0dANEsJRGCPe8Yl3hsIO7og5cBQpvfKO1w4r1wm14+/h3sqrqDCheWFOWSzHMMBbLDIykzAKMAowCshVoNSA993HHzh6+iq++UsSpypYm2NY/w6wrVz8ZZBK81r/buD9xo9HiyBPWpPXgq0OX34MLVU1VLNyrjKQKg4V/qtJm9erfe7rlzDo1QmsxEREXryO9EZN0T/0CnxSw3Bp+k6MGzsTQbZp9BV62H8xw6RqxFqDJijL0ULX9sp4/UoJp86loWkzSbJVQa1ZoCd+COJRR9kQF0y7yj1MGrtKwjU6qlrhQCbgy3wAmYfMV4ajCRueHi4n++OgUZs8PccFXWde4woLvNevsjFyCA/NWohw0jMNG9ZyscWZg5lzBZg1l49OwV54lx6Ny2bdUJNnQJcgbR5Bmoa0UbXAvKhHOZZGQl+2GDajoO/Lj0aHIC8YKqngtZVdcWy3wHPoTxwFbmgw7gzdjrbja6BufRG8rki68t26oYRhdspo006Eo+6F69TXp7synB51RSd4I8rzMtJa5N1M46fNYDQJO4frk91hs0x+SEyBN1eEgQzwFkE85lBGAUYBRoF8FCgV4PW69hBL1h1Cm2a1Ubm8FfgCAUiYw9NXH7Fu0Xh0a5+7B+9Pv4K/G3iJPtISVeRnY7YqXloOzFe2XsGX8Sw9HPLieDMfzH33BqRDW0pfSTe8Sv5uSBILENl2Dpw2zMSOOqaYo1cbRqoqWBr8jDatkHb9knomSeLVNAfF4jGlHlnSVINAuTyTliRroWqKIZqVMT78DsjPJ4w7Zhku7UpGYl6tuVpwSfhIvcbEe1ySVljgJa1x167kyJovkMYMpEGDtBlDuZ9HQcqJkQoNaixJcqC0oxn5b9Jkg5izQVN0Vy+LU4lfcCDuA/wFCfT307VrgIS5EA8wKROWveZySWoCoRBmZjog/39rynG03TEoizf34X02BvTmoUUrIU54FM7D272TMnY/b4wGeEqbTpDmE3nZ54aT0erbYVwbsAu2u/LONyhJbRjgLUl1mbkZBRgF/nUFSgV42w2YiaUzR6BFo5pZ9N7j6oUzl+/hurvzX3sd/gTgPZjwAUujJEXznfTqY6yWTb56SkMhFOmuReIw2wSfg7VYGT/qj4Zr35YYsWAguqmXwflKnfEuMobGlhKvo71WVXhfZmP0cB5atRHi2Kmc8NJtdBpePeZgySQV2mVLalGiVNT4L5mK/O62eW8aspDdCLguinqM4ZqV4aBTC6R1MAE+AoKZ7XC8HxZHP8FIzSow4qiB7F2RfecrZi4DCgu8JOnq0gU2TdoiyVtHXTiYP1tSm3b8mig0DfSkSYmPLPtlOXP5n0dl3cymaVXHPL2MmrwEkNdHv6Qd2jLbXfM+qMDVKuwWFT6O8+0LjBpK/g7c7b4WrS7Mo3HJJD6Z2JPHSujTTRmNm4rgcb5wHt6OrZXh+a4KKuILwl/4QlAm77dIvh0Wo/3LTbjWbjVs3WcovKfiOoAB3uJSkpmHUYBRgFEgpwKlArxNe07Bw/M5a2EGBP0fe2cB1VbadeEnIcGlOLTU3d3d3d3d3abunXbq7u7Up+7u7t7Slgpe3AP8/72ZQCkUkpYyZb571vrWB+S8cvf7prNzcs7ZnjTuOo57J9ek2bP5HQivoDbW2+M8BnIZ6+yqY/RP1C8pUK+FedDC/RhlDBzY61hHK/w11fZNTbKyfdgyXr6+R+Ed48T0hdcF2+HuG19kQii6EoqvTE1jeOYShvwr3ZGXL+RUvX0ayruS72h5TvXLGbsHQVBBiFprbIltJZqZZEuwR01LsklWJcUCLk0B34n0jSigbxXrr/ETPgyYyvXFjgEdTHMxy6acVs/9o04/SnjLFjfE9b2Ms5fDyJ0nht079RjSX5/mLaOoP+813TzPIvRY3mhfI97Wenme40jIe4Tz+Z7qnKDOJ6i0CYWNQj7zYccGP/p4PzROI1EtDL5epCdl769m0DAVo8aqCa8gpSxIKn+d5qDrQpXLGnLtlR02eOP2+hMx6SyTnOJRq/nUPjueU0WGkf900i3MdN2LLv4S4dUFLclXQkBCQEJANwRShfC27z+dCUM7kSdHpni723/sEkfP3GDN3KTbBun2SKnr/TsQ3h95YiHiJ3w1Lpi2LbpGel9he9ArpluVpnu0I3alC6F3Yqo4h3/h7gT5RyXYSuWyBrx+JefUhXDy5Y/L4/1jmJJtTXdCxgAMFlfAZb66+Eqwr1XRhN97/n9/2MnWpRLMrWlJpulMoCnmmmZdWuzJq7FOHqc5E/pR7GAQEwNdPc8g5Lqut6v+I9BpPeZHCG9ggIw82QzFNTStuo4f0aN7Z33qNoii0KLbzPK9+11VNUEa2lHPJNk9zvC9TValBW1N4z5oJDsoBRxMl8zHfMp4caYnGWpQ4NMppv0VSbce6jSMRw/l1KlmIIpQCGIUP2LCB4Z37/WQEcNnr+BEVQO/nvdx/03U2tmX89m7kuvGsh9ZMkXGSIQ3RWCUJpEQkBCQEEgUgVQhvBt3HWeD8zFaNqhCruwZUamiuPf4JcfO3hTFKOxt46JxFUsXTFNHlVYJrwByc7fjXA93Z7dDHcoZOiSLe41PB3gW6RtbLGVw7jTVI6/zIJcTl5WFyJohYa6k8FW88JV81epRbN2pTmvw8I+iXH5Twi6vgMVlYHNRBgxRMWa8OsonFJ8JLbWEbhOfVMGUNXRgzzfyyYKfprBNk/KwKfA5Y32u08A4C6vs4gqVNK3aBL+Q6Ejqux1OshguWSC0dPgRwnvjmhyh6Kpw0WiOnlITPqEfr9B5oHLVKIIW7+dOuBffi3prubV/zS3d4L4Yb9skru9mkp30wa9ZsTaCRk3UH5aeP5NTvaIB+QtEc/L8jxHeygUieeVuQZR5Ojxc4tQFv/fQzyYfpPrSNly1b0yWJzv+NWwkwvuvQS8tLCEgIfA/gECqEN6C1bpqDeWjswklbbUe/C84pmXCO8/3HvP9HzDUojAjLIsmiZ5QCJXzn84On7LEFfbM2TwO5/z2TDh4m6ZjVxNjoI5OakxosVWpjCHBwbBgSQSt2kbR6uw9rpi+Brtg2JMfZlUShSyEHNUZsyOZ6nuL1QFP6G6WV1RRExTiXiaijKYpbNPsRyDjAim30zPi3leFexo/IZLtpQql9Mc9ohDHdaf4ObApfX1+hPCuXaVg0jgl7TpGMWeB+gPCrRtymtRXf83/btVGfKLDueTUlGyKhHnNKf0MKT2fTf0a6N+4GjutEIXduT+cChXV0f9XL2VUKWdIzlwxnL8aP0VG273UzenFA9/MRDhlwfv+02SHvVp5mcrja3HPvCL2LieS9f9VDhLh/VXISvNKCEgISAhAqhDe/zLQaZnwCkIFgmBBaUN79jnUTfKYroS50cr9RLzIqJ67G4Y1y+KliGFVs4rMWbSPKKeMRBYqQmjLtoQ2bCLOuX2LgpFDlZiZx3DpRjglXuxH5eSnXk9o43s1E3rD6guF+9SuG4V85imOqd6y0q4yf3hfJSA6kqtOzcW2Yhp7GxlAhU/74vUcjv5/8pT3/TaCYlRcc2pOJoUZH1VBIsF10DPiTsbWogBH5vebUcjkvM/c6ZdezR8hvEMG6LPbWY8/Z0XSpbv6a/4nj2XUqmJI5kZuvJ/4d6IFa7/0QVJwcodcTsi/fAEzMwgMJDPv2XDJjjx51f2c372VUb6kIVmyxnDl1o8R3uaZXnEtpDBhhYrz5eylZHfveugpZbqW4KVBQUw/3UjW/1c5SIT3VyErzSshICEgISAR3p++A2mZ8GryeJNq/aUBSKPu9XU+rdzLE5MG1TB748JHR2vSB0UgD1S3vhLMd8M2Qhs2FX9u2URfVF8TRAbef4rBePkxQoq4ivLEQmKt7Z7ShK0qSqCfHJPCPgQv+ptDOWsy1+8uF0LdWG1XhfrGWWLn1rQkq2joiLNDXBuy9u4nEV4bbVWcgeYFuRrmTkv34/GK8/K6bhNJ9PNM7TGTJ1Rl++lL8c8EP0J4a1Ux4MljOQeOhVOipDrq+f6djHIlDDEffZ2AFvfiKayl1F5TYx6B6AqEN8YiHTEFCyK/fImqnGPxizJYW6sJ7+dPMkoWNsQpYww37v0Y4W1nc5PzVCG8clV89h5J9tG+PHSjQLXseMgdifJ8k6z/r3KQCO+vQlaaV0JAQkBCQCK8P30H0jLhFR6+1MfdYp7sLaeWpFd8v9ip/Me9vFMFssGuOrWM1dK1ggV6u6GqV4H8Lm6ocubC/6/5GO3egbHzNvF1n92HCK9aHVdXGVXLGYoKbIKV2XeB65mfqiO8/1j2GCu+DK6K71U7yOzHsQMxHDF5wlL/RwmKtDQtyTRKbELXhw1r9djt6UrolBMYRim5naUFx0LfM9L7Km1NczDXpoK4UqWP+3ijCvjlaQE/Qngz2KjV6d58DMXwn+wQLy8ZRfIaoti1C1U2n2R7J//0pf5FEwjqfTZ1q6EqWQpZ3rzobd5Ed9Yxzbtt7IqaZ7Wzj+Hekx8jvP1sTvI3TQht1Azf9VuTfZpwv1Cy5rAW/T57hyTr/6scJML7q5CV5pUQkBCQEJAI70/fgbROeNu4n+BSmBu7HOpQ/juFa9uDXoqkMY8yHWcyqNMUvrbqTzawo+dMirz8KJJe78OnMZ80RiS9MUbG+Px9jIjiJVm/RsGEMUqMjKDktYNcVH3CQqbEPyYSgpRg+k8v3qVlYGNRsueIZuTZ5/TxvIAgGrHNoVbsshrp3PZfSvF6UlGEYq9Y27gXCnjSwywf+jIZywOeMNayOP0t1AWRmmK9fY51KG2QfLHej14SXQnvs6dyalQyIGu2GC7fjCN7ISGQs2QUHNkiRqSFyHRaNOMdW0g3sDfh7TsSniEn5rMnssB4LK1d1V0bBNO0shMivg9f/BjhHW2zh810IqRNe/yWatfy0MrGCkPCcHnpjaGV8b8Cr0R4/xXYpUUlBCQE/kcQkHJ4f/Kg0zrhHeNzjc2BL76rPCakPZT9sAePqFC22NcQZWu/tS6ep7nh9ZpXg9Zj9+CxmvQePYfF8IEYHdynJjKLVxLSrpPYdipnrmiqe6sjxm1P3WVHzWKwpQjlK0dyL/MLQoLkGI6uy76p1lgU9BOFFqzlBjzMFBcJbPDsNPeMPsKwunAxC+kzxNCspYpy5WPoNvcLYcv2i+sW1rdG6OsrdG0QujcI1tfzAgdD1DnCDY1/nbS1roR3z04Fg/sradAoilXr4wt1ZOj7BkZdoolJVpbZVv7JW/vvDDebOh6zxfMJnTIdD2UWsoztwCGLdhR/szZ2Q0FBMnJnMcTcIoZnb3QnvML4OVm2soaeBHfujv+8JVo9rMw+F45RH3l44hU2xTNoNSalnSTCm9KISvNJCEgISAjEISAR3p+8DWmd8GpagH2v1+2qgMdM/XKbkvp2/J2+XqJobQp6zljv65RRmXBh4AqEr64j8+bH5+BJ0vXvgeHJY+I4IafSb8Ey9DzcsbV9Lv5t4+TNdJncCU5lp9ndajSe/5bOHqcpbWDPPkd1IZ1GzvhOxlY46Bkz608Fiyvuhkz+2A9szR9tzWjTTl3gJZggw7sy6xmo8jb2b8fSN6SQvvpra010+Nt+vT95FRIM15XwThitZP1aBaPHqxg4JL4Ucybns0SVcWWeeWXaWP06kp7SGHw9n1XHVgjCE0Hbd/PEKwOlB5fjqVkp0r09H29ZIa1DSOcQ0jp0tS9fZKzKtZYlDCSoV38CZszRaopAp9LkDnvE9fW3yNQoeaVCrSbV0UkivDoCJrlLCEgISAjogIBEeHUAKzHXtE54T4d8oLPnGaobO7HZLr5yl9CKrNiHnQRGR7LfsS6lDOwTRStKFkOpD7twV4WyxaI8LbsMRBYRzpedB4g2N8d06ULM/pqGLExNYF5lsiPXvslk9vJn54TNlFk5EKvnMiwm9mbQ2UcM9b4iKqsJvWYFa+Z+jBthHqJwRE2jjNSsqs/TtWtAL4a3WTqij168fXm4yyhWPwx2OYs+gglpAPMnGSOIboW0ucPSiLsMtCjEaMuEvYN/8krEDteV8AqSuoK07hbnCKrViBPxCI1RkePNdiEBiStm7chi9+sK7VLq2RObx65cURQvX+B/6wEnb9jSckB6/AzsCfkU98FEGKfJY9YIb+iyJ+HstxdYyhxGEjhoGIETtVNOc89ej2L+57kw9QQ5+1XUZckU85UIb4pBKU0kISAhICGQAIFUIbz+AcEsWb+P63ef4vPFn2hB7uoru3FkRZo9mrROeN+qAkQBh2wKcy45NYt3DnN977HA/wFVDTOw1aHmd89ILpexP/IN/T5cpKC+FScsa4i5u1+bnttnzMeOwOjQ3xwrl596i/tTyciRzadcyVJBiUVgKLKq3ej46AVLwu8yyLwgo6yKi1NM/n8RijWBT8VewV2ji5C/SgQc2IaTwoQbTi0T3ZeQGrAny1Vo+QQruQGVZ3Ri/x6F6Ftn1VOOF78Qr5Dt60luR3iyM+AVfdMV+Klet7oS3lyZjcR+xXcfh2HvEPceORHiKsoJcyc910rUJlPm+O+ftPLmSW+jvhNfAsLZuFZJn2GmGBOC23tPYkxMYx/jZwivIMl8tPgcpjKRwJFjCRwVlx+cFE5vC7SnvPt+TvffQb4pjf8VSCXC+6/ALi0qISAh8D+CQKoQ3kETFvP8lSvtm9fEwVbQtRd6UcVZ7Sol0yzcaZ3wCsB/K+Ag/E2I7hZydUaILp7K0Jh8SuHcEjeB8NpZGJDh4Wbco0JYZ1eNOsbxZaQ1Iw3OnWFVNkPGxbyis1luZliXJd+z1fgb6TOv2hMO7W/KeYuXzLIuSwez3OKwPUFvGOx9SZyzxf1q9NA7ANn9qGBoz85EFNiEMaJiV5NojBq/poiJJdeWxOUe5+nxjud9jlHdyInN9vGj2ov9H4rSvYJlUZhxxan5D99NXQivQNQESVwrqxgevYyfuzrC+zI7gl7DgnKc7p2HvPniJJp/eHOpPFDx5hV2pQujypqdgAdPmT1DQce/CpGfJ3hduiWmwGgsWwYjwsPjpJV12aogY3257FTGMoPACdMIHDxcq+Evyg6k6qt1nGy5jAIrtBfK0WpyLZ0kwqslUJKbhICEgITADyCQKoS3ZN0+rJw1jOKFcv3AFn/vIf8Fwlvx4z5cVAFcdmpGVoW5CPi1MA9auB+jhL4dB76Tu6s5GQ3hnf/hodjNQSDHAkn+nmlyaCdblaSneX7qvd7JA0UoNzvNpuO0abzIHMg2h5pUMVQXDz2P9KX6pwPiz+n80+FnoRatcMSUv53q4KSIiw5+vWb7VvqcP6tOdzA1jWHD1kixHzB5vGDrHjGnV8jtFcwjKoT+XhcRxDg0Zogeb7J0/OELqAvhPXZYjx5d9KlUJYode+IXrBVxdcYrOgyat+XgSiNRcS2tmZC7K+TwhtWqS8ievxk5VEHTdY1pwGG+bN5JWD31OQgmFK0JxWevP4SKHT10MaGH8eMqYxjKAvynzSK470Cthj+pPZGad+Zysuo0CuzWjiRrNbEOThLh1QEsyVVCQEJAQkBHBFKF8NZoPZwFk/tTMG82Hbf3+7v/FwivUCR2OvRjvC4My/wfMcP3Dt8rZvv6ZDSE1903jNIfd/NRFcwa26rUM8mc6AF2cD/FubBPYnRViLJquiY4j13HmJ4teJvVgn6Xm1MsXTrqNlDnss7xvcv6wGeiYARfjEFPBRYRCKIZwyyL0Mc8v6ie9rUJQhcCwRVI04694ZQsFU2jugbceRcKxzaLBXBCIZxgXT3OcDL0g0iCV9hVptHnI6KE78+IU+hCeOfMVLBwnpK+AyIZPzmuAO9RhA91Ph/CyNuM0DodRDIskOK0ZqZLFmA+ZRxB/QYT8ddsunRQUv3gUAaziIDpswjqE0dM8+c0FNuTPXcJE9X5dLH7d+W8rzWUvqzAf+5igrv00Gr4ozaLqH16DKeLDiHfqRlajUlpJ4nwpjSi0nwSAhICEgJxCKQK4f37+GVOnL/FnAl9MDXRMWTzm5/Wf4HwanJkp1iXEnvXCtbN8wwnQj6w3LYyjU2S7grwNeHdEfSKEd5XxHZgR/+Jnn57hOU+7uW9KpCLGZqRXWnODN/bLPN/zJ/LD/JntzqEGOpD5R4QrGTJikix3ZhgnsEqik58jazuK2ImVofGz6D5Y1DEkF1hzny7CmJE+murX8uAUWNVsSRR+Cp90Xwl3FbnjX/K0gX/6AjyuW4XyfOzLO3E/6/56QBPI305l6EJuZTpfugW6kJ4u7TX59QJPZauiqRp8zjCuynwOWN9ruN0Pxcfe1Rn3aYI6tRPe4Q33eC+GG/bhP+CZUR170H9WkpKXV/CIgYT3KMv/n/Ni8W4SD5DvDxlYh9ejQKbtgcg9GP2a9iXrmzAb+lqQtp00Gro40FbqbW9F+ezdSbXzX+npkAivFodleQkISAhICHwQwj8MsLbpu/UeBtyef+ZmJgYMmWwR6lUFw9pzHnFxB/a/O8w6L9AeLcGvmCUzzU6meVmpnVZEVbN1+jXM7Ygo17iKQMa/L8mvMLfEssJ/vqs5k/vyLHy+ThVdYz4Zw1JbnD9DYfLZMcoQkbLNT3YvEEhRmX/Phou+gnpCUKaQukqEVRb8Iz9XfLxPDAIvbEXiCriJvp83d1B+F0QbTD+qn7u2hU9WjTWR+/ceqLMwnmUqS3HQ9RqbI2Ms4rRXcE0UWhn+9pUNHL8oaumC+EtUcgQt88yzl0JJ1fuuJSFId6X2B30hmKnKnB3TEEWL4+keas4QvxDG/sXBtnUr4H+jat4Hz6FvFIlShZRks/lCIdoSFjNOnzZoe7XbDGkHzMPFWOBf3cuP5bHK97TZtsXz+sR06ILbdmB75pNhDZNvKjx27meTT1M9cWtuGbfiMxPnLVZKsV9JMKb4pBKE0oISAhICMQi8MsI78rNB7WGuU+nRlr7/m6O/wXCeyXMnVbux6lo6IizQ21RaliQHLaRG/IgU5tkIf+W8Fb9tJ+Xkf6JFrsFHnQmd7du+FqYojp0lsh8BWLzhdOFqfAzVJA/MIrDubtTKI8hgQEyUXVMUB+bMVXJssUKhoxQMXJ0pFjY1L2TPufO6KGs9ZZ0Uy5T3dKReTblv7tnlQpyZjIiYoszZBciuE0Z53OVq2Ee8YrtNIVii2wq0sI0e7IYJOagLeEN8JeRN7shCiW8/RSK/KvMjMqf9vE6MoD6O5tyZI4DM2ZH0rlb2iO8DjkzIPf1xf35e/TTO5A5vT6Zg57wmAKocufB88pdjA7tx7KrWkWuCPdZeSe3zh0phCi5efs2NGU/X7bsIqxuA63O7tXqq1QeW4MHZuWxfXtKqzEp7SQR3pRGVJpPQkBCQEIgDoFfRnj/V0D+LxBeDcF11DPmdsZWHAx+S1+vC9QwcmLTN10MEjvXbwlvb6/zHA5+x2LbijQ3iU8Wz4R8IHJAF7odvEZ0unT4/H2cd3myiwRbY3Vee7Ouxggmj1eyZqWCbj1VTJsZSeO6Bty+JWfnvggqVFJ/rR8dDSOHKHHerhCJ4vQlIXRuHb8LyLd7bt9Sn/OtjkDJTyyzrSQWq5nKFLzIHPf192y/eyzye8Aoy2IMsij0Q9dZW8J755ZczC0uXDSao6fU0WzBhP7HeVy3ibnJPTZ3YeUiAyZMUdGnf3xRih/aXCoOkn/xwSFXRrH1mNCCzFBfD2tzfVHKNxR1itNn7xBsKxRH+fyZ+HsZrjPvZmHxg44uJhT/ZejSmDocx2fn34RXj5OjTmqeT0eeUrJzCd7o58Xo8x1dlkwxX4nwphiU0kQSAhICEgIJEEgVwvv8tSvR0dHky6WWdtXY05fv0NPTI3f2jCl+NMs27Gfb/tOoVFE0qFmOsYPao9CLL1CgWXT8rHXcPOlgTAAAIABJREFUfvCCD589mTOhL/Wql47dzwbnY8xduTPe/vaunUqeHOq2W/8Fwis8R/Z3WwgjCpcsHZnpc0fsezvaqjgDzQsmezbfEt5F/g+Z7XuX/hYFGGtZIt54ofBsovd1Lv51mAp7jxFjZobPvqPYWj6K9etz7A4T+i7hrYuMCqUMxcKlW/fDyZPNUPRx+RSKgUH8bQl5uUJ+rmC79kdQvuL381yXL1Hwp+IC1H0lFqk9jPChuUk2Fv8jdCHMoUnz6GqWh+nWZZLFIDEHbQnvmVNyOrU1oFqNaLY4xxHeS6FutPE4IeYlV97aiHmzlQwdqWLEqLRFePVvXMOmfnUii5fE68QFvD30KJxfH8f0MXxQOaLn6SHm9loM7R8LYxXOM/FSafLk1Y3w7tujR4E+tRHGex84TkR5tXhJcubz0I2C1bLjKbdH5RlfCCO5sSn1ukR4UwpJaR4JAQkBCYGECKQK4W3TZwqdW9WhbrU4Iils5eiZG2zde5Ltyyek6NkcPnWNOSucWTtvJKYmxvT+Yx71qpXme6kT2/adJmdWJybP28CArs0SEN7nb1yZOrJb7B71lQpkMnUU8b9CeGt8OsCzSF/OZGgs5rPeDfdih30tKhmlT/ZsviW8x0Jc6eF5lurGGdlsVz3e+PE+19kQ+JyplqUYPmoOxnt2ipG/1stHsDu/uuBsxrIDdB21mmgbW5rWN+DmDbmYt7p3l4KixaM5fCKOFH49uSAscfqknGWr47f1+vYBHj2QUefIHWj3MPalTXbVqWEc98FLI/ZQ1zgTa+2qJYvBzxDeg/v16NtTn4ZNoli5Nm7vQoRZiDR3N89Lhh3lmTpJSa9+KiZNTVuEVxAbsezajtBGzfBdv5VnjxXUqKKkYOEYbhuUR/+mOtov91O3mxOsNicYfrYSBQrpRnidt+lRdnAVynIN75MXiSgW/wPX9w4yMgIyp1cnewvR5n/DJML7b6AurSkhICHwv4JAqhDe4rV7sX/9dDJliF9B7/rJg+Y9JnLr2KoUxbvHiDkUK5iLfp3VvWAPnbzKso1/c3z77CTXadRlHH06NkpAeF+9/ciMMT0THftfIbw9Pc9xNOS92JWhn9cF8Vm1bcn1LeF1iQyg4qd9iSqhtfc4xfnQT2yxq0E1w/Sk69ddJL3hhvrUWdSf88VzsnXCBup2HC32bBVI7qB+cVK6/QZGMks1AuPdOwju0IXA8VN0ujtCvrKrKpAJf6kI7XFDHCukMzzJ1C5eW7P7Ed7U/3yYovo2HE6vXR7otxvRNsIrpGMMH6SkbQcVcxfGkdkuHqc5FfqRJbYVCdmTm1HDlXTorGLWvLRFeI2dt5FuQE9C2nbAb8lqLp1X0qaFgqrVozhs2V48f8Gibe2IKFQEwzMnacwBep+sTZFiuvUc3rJRQa0RpSnKPbwu3hRzxLU1CxtbTAjmzTMvjGxNtB2WYn4S4U0xKKWJJAQkBCQEEiCQKoS3VL0+rJv3R4I+vI+eudBt2GxuHVuZokdTpfkQJg7rTLXyRcV5BcLapOt47p5cg4F+HHn6dtHvEd61O44gRHXtrC1pVq8irRvHRfw8fOOrYqXog6TiZDN87iCojAkRTSFCm1NpwaWM8aWGv7cdgfBam+nj5R8Xec34dhORMdG4ZO2IsSyuK0dp1z1iS7JrGZuTVakWuTDv3RWj3c4EGRvgcGIWxwYtpVjVZgSNn0JEOBTIbUBAgDqivnl7BO1HZEP++RPIZPgeOEZEBXVnheRM2I8gsvEuMhAjfxNCLYLFIW3NcrLAtkK84W6qYIq67iK9njF3M7dObupEX1co5FgYK/AJSDrivGq5HpPGK+nVN4qpf8aR2fzvt+MTFS5idWe/JQP6KGneMoplq9IY4V29HLPRwwnp0YfA2QvYu1NJ/756tGoTxfqMEzCZM1PEL3D6LJR3bmG4fw9tcKbd0aaULqMb4V2zUo8WYwuRh+d4X79PVC61Wp82FmWTk/TRH3l47AX2pRNXCtRmnh/1MTZQoKcnIzAkbZ3vt89rb6lOPZJMQkBCQELgd0IgVQhv/7ELxZZkC6YMiCWc4RGRDJm4VOAsLJ85NEUxEQj20j+HUKpoHnFeN88v1Gg1jMsHlmBpYfbdtRIjvI+evyUsLBx7W0uevHjHtIWbGdKzJa0aVhHniYrW7SvXFH3QFJxs85eXdHt/NnbGzla5WZe5qtYr6Mll8bAo/Xwvd0K9uJa7GSWN4yL7invqDzeqon3i5o6O5k2L+gyvko3DFQvyvsF4MhYoRvSJk6LPkMEyli5Vu/u/csc851dtwmxsiLp3H9Inn3ohnNTmLy8Y++k6HqpQ9YQxsCNbLVqmSyiKkuhetUZELaAtpL5ExyR9R6ZNgymTZYwfD5OnqH0/RgaR5fFWrPUM8CjUlQN/Q/PmMho1hn370tadk8+ahWzsGKJHjybmzxnMnQOjR8sYPhzm5N+IrFtXsLcnyuUtsv79kG/cSGc20el0R6pofwVF3ObMgdajs5OVt0S9fQeZtCeur02LkTv0Pk+23SVPmyI6nHTKuAr/Fgp3Jq3/kyL8WyCZhICEgITA74ZAqhBeF1c3OgyYLpLdogXU8sL3Hr8kIlLF5sVjyZ45ebKiC3ApGeH9dt31zke5eP0hGxeOFl/6r6Q03I7wpPHno7GPO8u6LB3MtIuOfZvSIEwy1PsSu4LeMM+mAm1Mc4jzauSKcyvTcTZDk3jQngn9SCeP02oOWqKfWMzm9tZD/P3lczmz/1JQuEgMI/P8jVWHloSXr0RU5iwYb99MRJnyYn9XbS0kRsWQtzc5InspMgwTmYJB6QrTyyIf+sQVNhb9sBPPqFCxNZvQok1X0zalYfpkBSuWKpk4NZLe/dQtx44Gv6en1zmqGmZgq0NNLl/Uo3WzxKWHdd1XavubTZ+E2cI5BI6bTODQP5gxVZ9li/ViO07off6ELDwMVdbsWIwYhMnGtfRmFVX3dNFZVU4oXhw6IyMOuOP+7J2YJqGtuWevRzH/81yccpwc/bUrdtN2bm38pJQGbVCSfCQEJAQkBH4MgVQhvMLWvHz82HngHE9fvROjXnlzZKZ146rYWv+YilVSjyvk8JYolDu2SE0oYlu6Yf8P5fB+u86WPSc5eeE2W5aM/U8RXp/oMAq5xjXcP5mhEfmVVlrdqsQI76qAx0z9cjueNPFfX+6wJOCRqOYmqLp9ba5RgQz1vIKlnj6HqvVEz90Nz2v3UeVUf0DSmNmfkzFbMJuggUMJ/GMctlXKonjzisBhowgcOynZ/d64Lhe/JldFQubSEchGXCamnKs4LpOeGYvtKlLSQE2S6n0+xIMIH06kb0QBfe2w+HoD2hLe0cOVbLkYyMz+pnTqoia8f365xfKAJwyzKMxwy6JoWpcVKx7Noe8U7SX78P+Sg/mYEZiuWU7AzLkE9ezHsAEG7HSWs3BpBC3bxO+mYT7uD0xXLRUlh4tv602N2rqlNMyaoWTKfFvS4Sd+YBI+OGlrbwt2pLzbXk732Ua+6U21HZZifhLhTTEopYkkBCQEJAQSIJAqhFeI8GbLlFCtKioqmvefPBJ97WfOSihSm796F+vnjxKljHuNnEvtKqViCfCewxewt7WiYml1y63ISJX4tXPLnpPo0b6+6KtUCH1dZWIniQJ5soipEEJKw+gZq+nSqg5dWtcRx/5XIrzCs+R+v5WgGBWG6PEqSwfk4hesyVtihPdc6Ec6eJymomF6nB3UvVCrfzrA80hfttvXpLJRhu9OLIgPCCIEfsvWEtK6XTw/65YNMTh3Bt8N2wht2BTls6fYVlRX4ru//Ei01feJad8e+hw5pMeiZZE0baESxR4E0YcNL12YGnJNLGY7k6GJmL8sWGeP05wO/ci3HRySR0TtoS3h7TdAzoE+W+nsXY4ZVdSt+5q7H+N6mEfs2i+eyalW0YA8eaM5c0mdKy3s/cljOeYWMeQvoBsx1PYZUsJPIyvst3glIe060bG1AWfPyNm2K4Iq1eITXrPpEzFbOJdRzCLPliHUrqubjLIQLZ+31AIjQnXutvC83GCqvVzDiRbLKLiya0o8uk5zSIRXJ7gkZwkBCQEJAZ0QSBXCm79KF56c35hgY77+gVRoPDDR13R6ikScl67fz/a/E+/DKxDg/LmzMrhHc3FkhwF/cu/xq3izrJw1XCTEU+Zv4sylOwQEBuNgZ03TuhXp2b6BSIYF+y8RXk1Es7SBPfsc62p9BIkRXo+oEIp92IWt3JD7mdrgFhVMiQ+7xfSBl18JPCS2iOnSBZhPHkdwlx74z10cz8Uxqz2ywEA87j4jKlNm8TWbJnXRv3yBgHGTCRr6x3f3/dd0BUsWqosWR40T2pzJef1Kzvmr4eTMFc3FUDcqfSUjPNrnGlsCXzDbphztTeNHmrUBR1vCW3v+Ox43Oy9Oud2+FpWN0pPj/VZCY1Si9LGV3IAPH2SUKWooKo9du6MulDx6SI+eXfUpUTKaA8cSb9WmzT5/tY9l9w4YHdiH75rNhDZtQZ1qhjx6KOP42XAKFopP1M1mTcdszgwmMYX060bTsLFuhHfCaCXr1qrPWNf2Yk/qTKbm7dmcrDKVAntG/GpYEswvEd5Uh1xaUEJAQuB/CIF/lfB+cvemcZex3D6+Os1C/l8ivAO9LrIv2IW+5vkZb1VS6zNJjPAKg/O5bsc/OkJs+XUg2IWxPtepY5xJlPBNyvSvXsamUS0iCxfF68wV0VUeEIDMyxP70oXi5fcKrxkePyLm9Qr5mu6PXoMirivEt+sILcBGDFYi1JHZ28fg4SFj575wKlRKGCFd4P+Aub73xJQCIbVAV9OW8OY+f4SgLF7i9EYyhSh0Mdz7sphiIXRoEMzHGwrlMcLKGh69UBfcrV6hYMoEJfnyx3Dqwu/bLcS6TVMMTp/AZ8c+wmvWoVh+Izw84NbDMNKnj1+AZ7pwDubTJzGTMZiumCx2pdDFxg+OYv02M1QKQzzdv+gylEdtF1H71BhOFRpM/rPqzhGpaRLhTU20pbUkBCQE/tcQ+KWEd+aSbSKeW/eeokPzmvGwFZTXHj51wcBAKRaupVX7LxFe4QzeqQIwlimx01NLvmpj3yO8Td2OcjPck32OdVji+4hzYZ+Ya1OetqY5k5xWFhaKo5O16OP20Qc9D3dsalchvEYdjJy3EFajNl+c98ebw65EARTvXPBdt4XQxmqS+D07cUyPPt31ifinW9jCpZG0bKPOnf3adgS9YoT3FTG6K0R5dTVtCO+jCB/qfD4Egfpi+scl5bvYZRobZ2W5nbrlWng4ZMtghJERvP6gJrxTJypZtVxBlqwxXLn1GxPehrUwuHZZLCwUCgwz2Kjv1ifvfzplfAWskL8r5PHOZxjypX/RKpFzSeocxvUJYcMeG8KNLfFx/aTTkT0etIVa23tzPltnct1codPYlHCWCG9KoCjNISEgISAhkDgCv5Tw9h29QFz14vUHVCoTP0KmVOrh5GBLxxa1cLRXk5u0aP81wvsjZ/A9wqtJCRCixdO/3BKnvp+xNbZakGnbqmVRPnqA97GzKJ88Fqv3NRY4ZiKBw9VdMjQmFEUJxVERJcuIY5IzoQisRWMDkfRmcIrhzMVwUcL4azsb+pGOHqepYeTEJvsayU2Z4HVtCO9wr8s4B7+GbYW42Lo4I0yOiB8SBJtsVZKe5vlj59UQxQ+eocjl0LubPocP6omR6rtPfl/Ca1utHMqH9/E6d40XxkWoWNqQzFng6u2EhFfo0CCc9XL6ETRvAR066xbhHdvZl41HMhBi4YDfGxedzuzJ6L3UXNuRS06tyX5/g05jU8JZIrwpgaI0h4SAhICEQOII/FLCq1ly7Mw131UqS+sHIxFexHxmOwsD3L8R4dgc+IIxPtdExbWPqmAK6ltxPH0jrY7cfOIYTJcvEovWhOI1k7UrsRg9TBwb2qotvsvXxZtHFhSEQ57MCNFhIQ1CSIdIzmZMVbJssTr9QVD92rozvkDE00hfan46QAGlFScyaLfvr9dMjvAK6R5FXXcSThQ0a8fdo/oY2kXQzO0o9goj/rQuS1aFWpxDsNxZjAgKgudvQxGaDzSsbcDdO3LxZ+Fvv6vZlSqEwuU1nrcecf5DTlo3M6BiJXDel3DPxs5bSTegF+vphttfK+naI2HkPannHNfKjQ1nsxNom4XAZ091guTptCPUWNSSq/aNyfJkh05jU8JZIrwpgaI0h4SAhICEwL9IeP/L4EuE9/uE91qYOy3cj8ce/yCLQoyyLKbVdRDSGOwL54LoaDxvPECVOSvpHS0gSh3xC+o/mIAp8fMsLcaNxGTVMkJbtsV3RXxCnNiiB/bp0a+XPtY2MRw4Gk7WbPEjvF5RoRT5sBMbPSMeZNRdbS05wrva/wlTfG8hv52B6D6NePkuFBPT78NTLL+hmHN853EYDg4xFC9giLu7DD09cPX4fQmvQ/5syD3ccX/8hu1nnBg+WJ927WOYsyhhVNpo704se3dlO+14OW0jvfrqRnjHN3Rh/bUC+KfPTfDDe1rdNY3T87mnqPZXY25Z1SbDy/gpMzpN9IPOEuH9QeCkYRICEgISAlogkCoRXmEfJ87f4tjZG7h5+BCpiv8fsX3rpmmx1d/TRSK83ye8ftER5HfdHntwBx3rUfyfHrfanKbF0P6YbNkgRnmDew9A+Go8xsoame8XhKqz4B598P9rfuxUivdvEXJ5BQYoFK8lJzpw/aqc5o0MKFUmmv2HE3Y5EOhvxnfq7iLvMndCIZNrs+1Yn6QIrzB3hY97eacKhD9qw9lsiea0fr1ghVKGvHWRcelGmNitIYujkVh8J9jbz6Ho6+u0vVRzdsxshyw4CLd3HsxZZsWCOQpGj4lh4PCEhNfw8AGsurRlH824O8mZfgN1JLy1nrL+bgn8shYm5NY1nZ7x5YpLVJlQm3vmlbF3OabT2JRwlghvSqAozSEhICEgIZA4AqlCeAWxBkH4oU3jaqzdfoQB3Zry7NV7Ll57QJfWdRnSs0WaPR+J8H6f8AqHWuzDTjyiQjGTK3mWqb2WnX3V10Hvw3vsi+YVfxaEJkyXLCC0SQux0j/dgJ6Jkl6rTq0xPHpIbGcmtDVLylzeyMR80qSKvkp82IVbVAg3nVqSQWGi0z1NivBeCP1EO49T2MgM8S7ZBVNjGS/eJR2lrVXVkCePZJw4G0Y6SyhdNE797cnrUNKlvIaLTs/7Pef0NsbiS0KbsKED9dm1Q4/lK6Jp3DLhhwzDs6ewatWYI9Tn4pj9DB6uG+GdUOU+6x6XwydvGcIvJZ/L/fWeXbbcpsLQSjw0KYPNVzLbKQKCFpNIhFcLkCQXCQEJAQmBH0QgVQhvvQ6jGNS9OXWqluLrnryCqMO5q3eZM6HvD27/3x8mEd6kCW9795OcD/tMC9NsLLLRXa41Xf8eGO+MixIHTJ1JUL/BGO3fjWWfboS0aovf4lUgU/dFFqSG0w3qIxJj37Wbk7wgISGQM5MRCiW8d0ucbDZ0O8LdcC+OODagiIGNThcuKcLbz/MCB0Le0kdZlJWFy4gpCkKqwremf/MahkcOEtyrP416Z+fmdTn7DoWLRWtN6hvEuifW4kunzf4iZ1loCI4ZbYgxNsHN1YtWTQy4clnOocPRFCuTkPAaXL6IdZM6nKE6R0YeZ8SoSJ12Nqnsdda8qoZ3kSpEnI6TytZmkvf7HlG2V2meGxbB/ONVbYakqI9EeFMUTmkyCQEJAQmBeAikCuEtWqsnhzfPJIODDcLPl/YvFhXQBKvRejind85Ls8ciEd6kCe+LCD/uRHiSX9+Kwvq6EUbhUihev8Luqw4fmtZWwmv6N64SUTp+uzDF2zfYlSxIlL0DHk+Sr9LXFII9cwnFPK4+LPY+dvc8y/EQV7F3sNBDWBdLivAWcXXGKzqMHVHNaVvajuw5Yrh4PT7hFZ7FpmZF5H5+RBQtTh2rm5w7I2frznBRZU3IP9bYpethZMsRPwdZl73+Kl+5t5dYTBhlZ4/H07eUK2HI+3cyHjyKwsYxfpGgeKa3bmBTtyqXqcCuIecYPV43wjul+AVWva+LV5k6RB7ep9NjfTr1kpJti/BGPy9Gn+/oNDYlnCXCmxIoSnNICEgISAgkjkCqEN7qLYexePog8ufOghDtnTCkE2VL5MfPP4hGXcZycX98Na20dFgS4U2a8KbEWVr27CxGdAUTooRCtDAps8+fTezdK3QFUGXNnqRvpTIGvHkt58K1cHLkTCg+MdbnGpsCX9DevQxDM+XF8RuhhKQm/x7h/aAKoszHPaKC2tYv7alXw4DCRaI5ejou4in39RXJrtBbWLCojJloXMRFlEZesyGC9+/lCDK6Gjt5Pvy3lBcW86qL5xfPQTgPTWu1L35RhKoSEl6hfZmQq32Lkqzvf4UJU3RLaZhe8DjL3ZrhXbUJEbvjvhnQ5h563vxAkXq5+aDIip77E22GpKiPRHhTFE5pMgkBCQEJgXgIpArhHfXnKrJlSk/vjg1Zs+0wG3Yeo2KpQjx4+oYShXMzfVT3NHssEuH99YRX+ewppn9NRVW0OIFDRiZ7Vyx7dMLo7z34L1xOcIcuSfq3bKLP1ct67P47gnIVEvZ8XeT3gNl+92BjUWx3lWbHngjy5ktIjBNb5HuEd3+wCwO8LlLTyIler2oj7KF8xSh27VcTQFl4GNZN6qF/6zrR1jbIfbyJMTSiTdMAdu1QsGhZJA8fyFi3Oo7wCtLCgsTw72bKJ4+wrVyayIKFebrzOkXyGWJjG8OHj9F8CUxIeBUvnmNXvhiPKMiiXneZOkO3CO/MPAdY4t0W77ptiNiyXic4fF94k798JjzkjkR5vtFpbEo4S4Q3JVCU5pAQkBCQEEgcgVQhvCGh4aiiojA3NSYmJoZ9Ry9x/8lrsmVypH2zGujrK9Ps+UiE99cTXl0vh8n61Vj8MYSQFq3xW5m0gMCAPkr271GwdFUkTZsnjCbuCnrFUO8rcCQXTKqOqWkMG7ZGJkqOv93n9wjveJ/rbAh8zmjLYuS5XpQu7fWpUy+KdZvVBNBi1FBM1q0ixtQU7+MXsKlbBVlgIH07+7JyUzpmzI7k0kU5xw7rxS7pvDeCipV1E2nQFdcf8RfSTmzq1xBTT05OOUvDOgYUKx7DlavfIbz/RITfkJ1p3Z6Lz6qLzc2+g/n+3fFp2onwNSt1GUrIpwByFHYgQGZBkJebTmNTwlkivCmBojSHhICEgITAv0h4/8vgS4T39yO8QkTYtmIJohwc8XicdKRu2iQFK5cpmTg1kt79EhJeTTcFbjjR6XZdNm9QR1VXrY+gQaOkCeb3CG8dt0M8Cvdht0MdPI44MaC3kmYtVSxZoSZ3duWKonj5gi879hFWsw52pQujePOKiV1eMm1jTsZNUnH4gJwH9+XY2cfg6SETybJAmn83Mzh3GuuWjQirXotN7Q6Jks4NG0Wza3dMohFePXc37Atk5wMZGdXBhbkLdSO88zNvYm5wX7506E3YQrXSoy72dUcJXcalhK9EeFMCRWkOCQEJAQmBf5nwPnr+li27T/Dm/WdxJzmyZKBjy1oUyJ01TZ+NRHh/P8IrXChN71ePW4+Jyprtu3dszUoFk8crRYGDSdMSkqsLH/xpF7Ufpasl7yo1ZtH6SGY/eIvpB1vub7PESF17maglRnjDYlRkf79V9H+VuQP7NhsyariSTl1VzJwTiSwiAkcnK1Fww+2zHzH6+mIRl1DMtazLZQZsLM/QEZFs3aTAy0smpkJcuaTHstURNGn2+xFewwP7sOregbBGTZlRfBfCB4x+A6OYN5dECa/8iw8OuTLigzX92rqzYIluhHdJ+uXMjBiBX4+BhPw1S+d/WyTCqzNkCQakt07iTfHz00szSAhICEgI/BACqZLScPDkFSbMWk+1CkXJnT2TKDxx99FLbt57zqxxvWlQs+wPbf53GCQR3t+T8NqVKojC5Q1hVWvwZffB716Vv/fq0b+3Po2aRrFiTcKc0uOXVXR32ooixIDneVvS3O0YDyJ8wM+QqTc70L3X94uqEiO8N8LdaeZ2PFauePkSBX9OUdJ3gIrxkyNR3r+LbY0KqLLnwPPGQ3HfVh1bYXjsMM4d9tJ2azO69VCxfq060tyuo4rtWxTMWRAp/vy7maZNXEjbjvQ3Xs/GdQpmzIpi6JDECa8gEe2YxY4gTOnYzE8k8rrYCrsFTIseh/+gkQRPnKLLUNHX2sYSA8JxeeWDoWXqEjcpwqvzcUkDJAQkBCQEtEYgVQhvjVbDmDisM5W+ai8l7HDl5oPsPXqRU85ztd7w7+YoEd7fk/BaTB6HyVL1V9rfKrJ9fYeuXZHTorEBZcpFs/dgwr6wWzYpGF1mAxhEUdHQkUthcbmdtu07c/uCDEVc7Vi865kY4V3u/5g/fW/TxSwPf1qXYfZMJYvmKRg5OpIhI1SxfYTDGjTmy8Yd4nzphvbHeMsGTrRZRR3nXmKu7qULejhljBHTGNauUojRaV1leFPjvWSyZgUWY4aLZ9DEdSmnT+qxeZuKli1kiUZ4UalI72COCgVNGoaxeoNuhHedzUwmMI3AUeMJHDlW50c0sXHEAn+e3/mEeWZLncf/zACJ8P4MetJYCQEJAQmBpBFIFcJbvvEArhxYmmAnrp88adx1HPdOrkmz5yQR3t+T8GoipaJCQ3Q0wR274j9/aaxAhebCadTWsmaL4fLNhMIP0ycrWVHTGTIEikMs5fqYyvT5EBUEfRqxpIctzVoknkqQGOHt6nGGk6EfWGJbiWYm2Zg0TikS1il/RtKjtwqL8X9gsnIpgX+ME/8nmPmfkzFdMJsbTadRZv94HBxjcHeTUap0tEjUFy9Q8MfYSAYP+/0ivKYL52A+fRJBg0dQ6tRsnj2VcfZiJGVLyxMnvIAmraB2HRUbtmpPeMPCYK/TJEYyh4DJfxI0YKjO/64o7LJiF+3Bo3NvsC7oqPMfD4kNAAAgAElEQVT4nxkgEd6fQU8aKyEgISAh8BsQ3vb9pzNhaCfy5IjfuH//sUsIamtr5o5Is+ckEd7fk/AKJNcxqwOy4CCira2R+/gQ0rodfkvXxCO9AknK7mQk5uK+/pBQba1HF32ONTkIRdwxkinY51iXzQHP2BH0GmZXIPej/Jy9lDAyLFxogfB+VgRhGKIUpZUFK+S6A5/ocK45NSeTwowRg5Xs2KZg/pJIWrdVYd2sPgYXz4nRXSHKK5jJqmVYjBvJs7oDyXcsrme1kLObJ18Mf01XMHBIJKPH/36EVyC7AukNGDeZ9AsnERwMr99HkMFB77uE187JFkVYMPWq+LN2j/YdXAIDZZzM+gcDWYL/zHkE99RdwTHaPi9OUe+5f/gZdmUyp+q/SxLhTVW4pcUkBCQE/scQSJUI78Zdx9ngfIyWDaqQK3tGVKoo7j1+ybGzNxnSswX2tlaxsFcsXTBNHYFEeH9TwivkY7ZqjMHZUwRMnoHJqqXouX0mtGlLfFeuB724ll4atbXnb0MxM4t//WpWMeSpvhv1lzynVaaM1DByYm3gUyb53MTwSF7CJlVh265wqlRL2AO3gdth7oV709Y0B3NtKvBeFUi5j3uxlhvwMFNbcaHe3fU5fECPlesiaNg4Cocc6UVlNY8bD4nKnkP0Mdq7E8veXXGt1IbMF9VpDoIJeb/2DjFi0Z0QHRaixL+bCekMQlqDx8S5OEwdjqEhfPKMwNjg+4TXJmtG9AN9qF/WkzWHTLV+JG8vuJF3MD1Zg9/8pYR06qb1WI1jqGMxskc+59b2e2SolVvn8T8zQCK8P4OeNFZCQEJAQiBpBFKF8Bas1lXrc3h0Num+qVpPlEqOEuH9fQmv2cK5mE2fSEi7TmI+p02jWuh9cBV/91sc16O1clkDXr+Sc+lGGNmyx5fnzZXZSIxKPncJw8xc/ZqmVZnTF3s+1momCj706qciIEBGYADkzhND5apRZHi3MfYW7nSojZsqmCHel0XBiY32NcTXOrTW59wZPbbtjqBaQXdRhjfGwBC3T19ixxpcOId18/p4F6+B7Z1TsX+f/lckBgYwcqhSLFgTCtd+N0s3qI+Yl/xszGryzexJrtzRXLulSpLwWubOgZHPZxqW+Miq43EfhpN7NrfPMp4W6kVHtuC3Yj0hLdskNyTB6/4Zy5E39D7X194kU5MCOo//mQES4f0Z9KSxEgISAhICvwHh/S8fgkR4f1/CKyiV2dStJl6/KHsHIouVRPHsCX6rNhBRvGTstRSK1oTitT0HIihbPi4f19tbRuE8hqSzjOHJq7j8Xq+oUIp82Im5TElUpR4iIf7asueIZsnFT9T7fDj2z456xpQ1dGBfsAtjLYvT30L9TUbT+gbcvCFHUEorH3oW62b1iChWAu+TF2PHKp89wbZiSYJyFsbs1f3Yv6/fEkFoKPTvpU/TFiqWrvz9CK9l944YHdjLhSE7qLKwDVWqRbH376gkCa9FwQKYuLnQuNAbVpzVPo/2/TsZH0t0oiW78d2wjdCGTXX+p8c7SzUKBV3nysKLZO1QQufxPzNAIrw/g540VkJAQkBCQCK8v/QOSIT39yW8wsFbDO2PwZVLKFxex94D31UbCW3eKvZ3Qfhh/96Eamt3b8tFZbAixaI5cjJ+nm5+1+34RUfQcWc7jm80J2PmGPT14fkzGX6+Mnqdv89q02t0sMzJx9Bgzoep+08LtsehLmUN7cWfa1Ux4MljOWcuhVPi/ELMJ4wmpH1n/BatiPXX8/TAPl9WIm0d0feKm+fYmXCEqGa3jvrUrhuFQIB/N7Nq0xTD0yfY3f0QrdY1oENnFYuWRCdJeM1LlMD03VOa5nnMssvf76H87bO+fCEnsHxLGnKIL9v3Elarrs5wuGevRzH/81yYfoqcfcrrPP5nBkiE92fQk8ZKCEgISAhIhPeX3gGJ8P7ehFdz+AJpFL5aN5s+ibDa9fiybU/svZg6Ucmq5QomTImkT/+4wq89u/QY3E+fxs2iWP5NP9hm7se4EebBNvuaVDHKEDuX0DFh1p9Ksmw6w7v8L1nsVIHysvRU+riP4BgV8v9PY3idpSMGqHOIyxY3xPW9jGt3wig0txfGO7YQMHMuQT37xbu3ms4FMuJSLl7tuoT55HE4Py3KnsoLcN6bePHcz7wBlA/vIw8MJKJQEWK+TXDWYmLrhrUwuHaZ+c3PM3xvZUaNi+SPUTFJEl7TcuUxf3mP5tnvsuRGHi1WUbs8eiBDXr0RNTmFz94jhFeuqvVYjePH3M0o5XOcM6MPkneEOu0ktUwivKmFtLSOhICEwP8iAqmSw/tfBlYivGmD8Ap3UCNqIPzs/saNaAsL8WquXqFgyoSEamvz5yiZN0vB4GGR/DE2fgeEcT7X2Rj4nMlWJelpnj/2inu4yyhWwBB2OUM2X67lak6mCDN2BL1i+pdbVDRMz0q7KrH+BXMZ8uWLjMcvw8jVoiwCwfT5+zjhFSrFe9s45MyA3NcXK77gi7o/rN/8ZVgMG8B9itCz5B0xLSKlzbZCcZTPn/Fl807C6jXUeXrbKmVQPn7I0Kq3WXiuuJh20bZd0oTXpFp1LB5eo03Gy8y/V0zrNYWIvEWdmlTkEt5HThNRupzWYzWO7wq0o5z735wZuJO8k3R/XpF4t1+CLDCQbGsGYWyvfdGdRHh1Pi5pgISAhICEgNYISIRXa6gSd5QIb9ohvMIJWnVpi+HhA/gtXE5Ihy7ioWrU1r6N5A7qq8/e3XrMXxxB63bxe+1uCnzOWJ/rtDbNyXyb+F99t2mnx6UZ69CLkRNQuDt+Ad/Prc2WwYjwcHD5EEyW7FaitLD7689Ep0sX78LZlSmC4vVL8sqe8zwmN1myxvCo4UhMF8/jDdlpVOAVp84n7CP8k9cbh/zZkHu4EzBpOkEDh+k8nX2pgui5vKFJgecceJybfYfCqVxZlmSE16ROXSxuX6CtwxnmPdZehfHqFTlZGlegBLfxOnWJyKLFdd7vmyJdqfhxJye7b6LArJY6jxcGGNukJx1+3Dv4DPty2rc2kwjvD8EtDZIQkBCQENAKAYnwagXT950kwpu2CK/R33ux7NGR8MrV8NmrLioTiFLLxgaULR/NngNxUdJGdQ24c0sukrTSZeO3Hbse5k5z9+MU0bfmSPr4kcBZJz1YnOsYxm9t8WvSDC//xCOv0dGQ0c5I1MZwu3wPu3LFiLZ3wP2JS4ILZ9OgBvrXr1LH+CInQiqKez1j2wrheTyxo0w290SFM37yepPe1gRiYsQPB8KHBF1NQ5gL2X7mkZcjN++HkT2bPGnC26QpFpdP0NHmCLOea5+WcP6snEKtSlCAx3heuoUqb1zkXdt9vyzZlypvN3Gy7SoKLOmo7bB4fhp54ptb7+JUR/uUDInw/hDc0iAJAQkBCQGtEJAIr1YwSYQ3KZjkchl2Fga4+6Z8hPEnjyfBcFlYKA45nJBFRuD+4oMYSXV5LaNiGUNqZXzMwcz98V2/nWgrKwrlMcLHG+48DsPh//vdfm1CwZpQuGYsU/Aqc4d4ry3yecTswDuwqwB32lTAIVPiuPj6QoGcRqSzBJfZW7Ds2YnwKtXx2XMowb41kenu6faw3q85zVtGseNVKQRFuVCMyGofzN0nKYv/1ykgEeUq4H3wpM7H4ZjZFllwMGYEEiwz5YNnKEYGekkSXuPWbUh35iBdLfby5xvtC89OHtejQof85OA1HjcfEZUtu877fVZhKNWfr+JEk8UUXNtD5/HCAE2+9dXlV8jSqqjWc0iEV2uoJEcJAQkBCQGdEfhlhLdOuz+03szx7bO19v3dHKUIb9qK8Ar3x7JXZ4z27cZ/9kKCu/UiKAgE8Ym78hIUjb6DKmcuPu85RebCmcQ+ty6fEiqwCfMU+7ATj6jQWNU0zd3s6XmWoyGuMKka/bPkYuyUxInoxw8yShc1xCljDE9bjsFs/iyC+g0iYOpfCa55uuEDMd60jgm2y5nu1ZeBQ1Qs3OyA/IuP6GtpHsUTl5TN4RV6FtsXVUcovxd5Tu79+HWxXQanGDHCa6ifNOE16dIFi8O76GmynSnvmyS3ROzrhw7o0aB7NjLwCfeHr4hOH1dMqO0kT6qNoebDRZyoM5uCWwdoOyzWL8wnhGy5bcTfL846Q47u2qdkSIRXZ7ilARICEgISAloj8MsI757DF2I3ERAUzKothyhZOA9FC+ZEqdDjxZsPnDh/ky6t6jKgm+79MrV+wl/sKBHetEd4DY8ewqpTayLKlsf7kFrIIWcmI2xCXHmdsTLKD+8IdcxCHrcLGOXJyNnLiRPWth4nuRj6mU121alhnDH2ppX8sJvPUcHQoi0Wvul4+DwURSIKuUILs+oVDcmTN4Z7mRpgeOIofktXE9ImfsRYmNjsr2mYzZ3JcvvJ9PeYxJyZgYwYYx67prXcl0eeBil625UP7mFbPS4/2e2zLzH62q+hiRCrDE1QhgWJaSFCekiyhLdvHyx2b6af4XrGf9RePELIt27XNz3W+OD+wpVoazXx1MUe151CrVuzOFFlKgX36C55HvDGhzyl1Xfh/KSj5BoYV6CY3D4kwpscQtLrEgISAhICP47ALyO8X29p0ITFFCuYiy6t6sTb6c17z1nvfISVs4b/+BP8yyMlwpv2CK9wZRyz2IldGzwevSbKMT2Vyhjw5rWcGyc+UKxvNSK9/SkQcJ2cdTN/t7/t5C83WRPwlAkBVvTLWJFoS0t8osMo5OqMmUyBY7sevHwhY+vOCKpWj1/0Juzh3h05DWobULJUNNfcs6Pn+g6vc9eILFg4wa02WbsSi9HDOJmnP+29l7B+5D0ajoorysrIB254W6fou8Hg4nlRCENjXmevElmoiNZraPoHh1g4YOLvRrOWKpasiEyW8FqMHIzJhjUMVK5kjFsnrdfbuUNBz4FWmBKEm6sXMcYmWo/VOD5uNptaFydzstw4Chwcp/P4Lw/dKFBNnUpxduR+8oyqrfUcEuHVGirJUUJAQkBCQGcEUoXwFqvVkwMb/yRjersEG6zSfAjn9y7UeeO/ywCJ8KZNwptuQE+MnbcRMH0WQX0GolFb27EngiqFvdmz0JuBywrRq6+KSdMS77LgHPiK4T5X6HD0JssD0xM4ajynQj/QxeMMFQwdybukIWtW6TFuoop+gxLOcfG8Hm1b6FOvsh9HLqhbjX32Dkn0ahsd3Idltw6ENmmB79rNGB4/glWHuC4C+XnCPpdssfLHKfH+MPp7D5Y94gin77othDZurvXUincu2JUogK91dqx8XtO9l4qpM5InvObjR2G6cglDWMgf3r20Xm/zBgWjR+oniWNykz1qt5jaJ0dzsthwCpyclpx7gtfdL72lWFN1sdzpftvJN1X7lAyJ8OoMtzRAQkBCQEJAawRShfBWbjaY/l2b0qph/K/3Hr94S/8xC7mwb5HWG/7dHCXCmzYJr+HZU1i1akxEqbJ4Hz3DhDFK1q9RkCdvNEdPh4u/b9usYMbsSDp3i9+DV3MHHz2+Qh3TVxR58YFbY53xvPOE2X73WOT3gIEWhchypDTDhyho0VrFomUJCe+xw3r06KLPkIo3WHCpDKpcufG8ei/RKy6oxVk3rk14xcr47D+G6aqlmI+Ly5Mvw3VWPimMnX384rqfeb8IUVYh2qqxwLGTCBw2SusplU8eYVu5NJ/siuDkeU/sZSz0NE4upcFs+kTMFs5lNH8xyHuQ1uutXaVg4rifJLzdVlP74BDO5O9P3gtztF5b4/jxyDNKdVZH3k91Xk/+edqnZEiEV2e4pQESAhICEgJaI5AqhHfjzuMsWL2bBjXLUqRADpQKBa9cPrLnyAX6d2lCp5baf+2n9ZOlkqNEeNMm4f26A4EQVQ0KklGjkgEfXGV06qrirYuMSxf02L47gspVE6YjCNdLb850HFo6oR+pIrT8YL4cPUfLjP6cD/3EOrtq2D3NRsM6SgoWiub42YQFZbudFQwZoGRO5QOMuNCEsDr1+bJ19/+x99YBVWXf//fr0o3SGNiiAmK3oqhgt9g1dvfYraOO3d2tYzd2d4IiNhbSiigNz3PO/QAiIJfrzHx1fnv/4+Xetfde5332wdfdrL1WuitXKv4gFYGILVqMoAs3MRk9HKOVS5Jta3GSyTcqy/l5/65mPH+WXJkuPkdONN+95UurtnxYslrl4XWuX8GiXk18bapS5P15ZsyOpUPnuMyBd/Z0OWZ5ApPoGTw83fmCgxU88dXA3CKRwvbKlHGr5sYy4Q9TonSMCX0XoLKfXxt6992I245enCnUFfsri7I8xssdd6nUV1nw4njLpTgtU+Z6VqUJ4FVFJWEjFBAKCAXUU+BfAV7JtVMXbrNh1zGe+b2TPS2QJ4cc0+taRfVKSupd4j/bSwDvrwm80qqwquCM1tMnJMWmet3XoI5r6kNZl25EZQiREoAWmdGG57ks2D56DTZlXajetKC84O7kboVxtCEF7XQzzPSwbrUWY0dqs77aSjqd78nn9p35mEGuWykbg03h3CRYWPL+kR9mHTzQO6rMIyy1puyl77m6FHNInS/4R1Z/UmhBZKNmSCEVMWXLE3z0jMpD6p45iXnLRtyyrkuZgCOsXBdD/YbxmQKv0aJ5mEwaw3RG4fF6HPr6aaeUdt9/H6JNLbd4NmyNkQ1WTP3EpPnWRBhYEv7KT2U/vzZ8MHwntdd15lyedhS6tSrLYzxbfZmqI5UliT0bzMVxfS+VxxDAq7JUwlAoIBQQCmRZgX8ceGNiYlm15RBdWtfFQF8vyw7+Ex0+f4li/Ky1nL18FxNjA3p1aESrxq7pTnXl5gOWbdzPw8cvsbY04/Cm1CmjBPD+usCbvUdn9Pfs5MOcRXzp1FW+/8uXaDFlQkpKhVcBkWhqpl0aSSm7Gs/rw4GqjqkMbDUNuJnbA20tDUoU0+XdO+SiEPnyp959XThPi5nTtDlUeQr1L40nYtBwwsdOSn/JJyaSw0pZpvZdYASW1cqi7fOQWMficuneTmyg2eFWlC3/9wFvtr7dMNixlfApMzAZN5JEIyP8Xwaq/Ejq7d+DWdf2nLZoQc3gXezcF03lKgmZAq/h8sWYjv2d+QzC7ekffFN0Tp5//mwtZs3QpnTZBA78r6Ty8pEBTF6dj3DjnES8eKKyn6mAd+w+ai9vyyXb5uTz2pTlMR7NOYnr9EZyv+M1puC0S/UDuQJ4syy36CAUEAoIBVRW4B8HXsmTsnV7cv3IchQKhcqO/ZOGEuy+fhfInAl9efHKn14j5siZIkoXL5xm2nsPn8m2waEf2XXwrADedG7Mr1R44mv3jZYswGTCKL506MKHeSnhAe1a6nD2jCZ58iZy+Wb6Kcmkkr4mk8dxp2dnPEcOJHDtQh5Z6PO4jDPFstuxzMpFBt62LXU4eULBus0xuNVJHRoxfaoWi+drc7l8fypeW8zHqX/yuVfGuV9t7O3QCAmWU25ZFy+MIjqKL+06YbBlA/1YTNXd3anqkn74hTrPk1nb5uh5HiV06245d7EUBvL+yVs5G4UqzWDrRrIN6MXebJ1p9mEdpy9EY180c+A1WL+abMMGsJxeVPadh7l52jCNpJjrQoUTOHtZGS6yYtALJm12INSsIFGP76viYhqbRzOO4Tq7GVct62Pnk354yfcG9pl8iJoLPWSTExXH4HBQ9UwPAnjVumWik1BAKCAUUEmBfwV4uwyewYCuzSnpWEglp/5Jo9i4eCo26C0Dbhlne3mqcX+ulf+d8vtvGU59/OwNFq7ZLYD3PwS8OpcuYNHYXU4DJqUDS2ohIQrOnNSkZu14spulHxNrUac6OjevE7Z6E5FNmss5cqW4U+m19J7UJOCdOkGHhQsUjBobR79BqQ+ujRupzdrVWjwo0Ypid3cStmIdkc1bZbgGpRAKKZY35MBxzBu5k2BmLpf8leB7NH9QaNNQ3Ov+fcBrUbcGOjeuyWEMpqOHoX3nlvxaCm1QpRmuXCr3W2PQn25fFnLnQZR8qC6zQ2sG2zaRrX9P1tMZZ+9lWH9T5U6au093Hfbv1cTSMpG7PsovJct7PGLynlIE2TgQ631DFRfT2DxeeIbqk+tzM3tNcjxJW/Eus0EfjNhF7TWdZLOTJYdQ7MTUzLokfy6AV2WphKFQQCggFMiyAv8K8G7efYI12w7TqpErhfLlQkcndRb+quWdsuy4uh383gRQr/0Irh1ehpGhMjhwy56THDp5hW1LxwngVUPYX3WHVyozbJvLXIrJwP9tGIna6VSHSEcPzYD3WDsWkO3fP/cnUU9fPtRlXbwQibp6vH/8ikRDIxl492zXoVcvBU2axbNkpTLWNKkN7KvDXzs0eWXvSm7fM4TsPkS0S/qhNVIf88Z10L10nk/jp2I8eSwxJUsTVbcBJn9MkuNdTVZMpGnzvw94rcoXR+vZUwKv3sV49gz0/9pO2JJVRLZqp9IqMZr3JybTJjJDYzSjEqbxJigS6Y88mQGvVAVP2lHeTmvy3lqHXZ60Xzo8muhy6aKGPJ40rgy8He8x+UhF3ucuTcKdCyr5+K3R09WXqTayFneNq2D1IuullL36bcR9uzJu91SxPhQ9P1tlPwTwqiyVMBQKCAWEAllW4F8BXifXLt91zOv0uiw7rm4Hnyd+tOg+Ae8z65JDLA54XmL11iMcWD8ty8Abn/D3nYpX95r+r/tJgSoS9P6KWmgWKwq+vsRfvgLlVdu5VKxYjkafPiQ2aEDC/gPJ8mtWrQKXL5Owdi2JnTrLMHb1qoLKlaB4cbh9J/VaadFCwb698NHOCZNX3sTfvQdOGX/502jdCsWuXSQ2aYJi3z4SW7YksXJlNAYNYjH90F6xkG7d/r7VoGllCSEhxAcEoli2FI2JE0kcPYaEKarlp9UYMwbFjOny7vMSk1GEhimvX9JFgYKExPSfHenaNJo3Yx9NsPfZQ+G0kUaUcFbg7a281rAPiRgbw/S6FxnrWY2AwlWw8DmvlhAPN9zA6bfyPDQog/2n61ke40KrxVT/S5lK7ULhrlTyUf3gm4Yc8ZWxLll25v+og6byQkQTCggFhAI/lQL/CvD+TFf8d+/wBoSlH+P5M13zP+2LQkOBhbEOQR/Tpt76p+f+0fFNev2G/s5tfJq1gC9dVStykM2jMbonPQlfuorIr8oAG6xbjfHQ/sRUq0HYviNo/f8hDVoJWmTLpoG2Dvi9i5I2k5ObRzMdzp/VIDKbNXofAgl6/JoEi4zL4Rr/PhiD1cuT04R9HjiU+ML2mPTtwTq68GbaCnr0/vt2eK3NlH8BCQiNRG/vX5h27UBU0xZ8XKPaYS7jkUMxWLlUji8+lLcP124r14eutib6uhp8iEi/oIfu6RNka9GII9TD6PIe7IukBWNHez2Cg5RS3rwfTa5ciSxteJ5Jl9x5U6wm2hdTMlhkZY28OvSQsh1L81jXCVP/rAPv3baLcD+mzI983q4t9nfXqDy9ga6WfEDy05f08z6rPND/saF19p/jcPL/sQxieqGAUOAnU+D/OeCVYngr1O/NqtnD5HLHUpMOsUmbTSKGV73V+auGNEhXK1X0ktJvfWnTgQ+LVmQqgOLTJ2zzWct275++I+GrFAIaYWHYFMqphMS7vmjkzUM2Q23y5lXw7q2C81ejKFAwBd4auuty+5YGiSh3xDKqspbkVFKccNLPH+cuJiG7Gdm7tGUPzbg+ZjsDBv89sKTx8SM2BWzl65OuU/veHSxrVk4T7/w9waQDa9LBtS6s416pjhzyVAJvZiENSUU2TuNK3OnDOBZPDbzSs5rbSl9+ZqXmeSYKB6dEVtY5wcSbjXlVsj5aJ7J+4Eway//cc0o3d+SldiF0/O9luh6+NfBu+iduFybKb1+yaUo+7y0qjyFCGlSWShgKBYQCQoEsK/CvAa9/QAinL93BPzCE2NjU/ymP6q9aTGCWry6DDtIhNcmPORP68PL1e7oPm8WyGUPkLA2Sn1LM8dBereQ/0yckJBIbF8fJC7dYsm4ve9dORUOhQFtbSwkpIcr4wf+X268MvDqXL2LRyI24og4EXsj8oJP+7h1k79mFmCouBO87mua2m/3WDr0De/k0chxRI8fIwOteB86c0mDV+hjqNUjZga1RWY8PvkEEYJ2cX/d76+jbymchuw4gUZ+5R2NOUJtDg48wYkz6u6ZZXZ+az59hXc6J+Hz5CbjhLWdosM1rRaKOLv7vwlQaLkmLluwitFYzNm1XDXilg3LSgbkrVCTU8wwlS6VOtRYSDMWLpCTnTUp3trrGAcZ7tcavfDO0D29WycdvjYJvvaW4eyH8NXKSGJj11GbedSfhdmOmPOx18zrk8t2jsh8CeFWWShgKBYQCQoEsK/CvAK+Uy7bv6PnYF7Tj/sNnlC9ZlKcv3/IhPIJKZRxZPnNIlh3/kQ5SHl4Jes9duSsfXOvTqXFyHl4pDVnbPlO4d2oNWpqaSL53G5a6xKhT0fxsXzZeAO//bsKvDLypDq69CpIPoH2vZe/aHv39e/g4Yy6fu6UtKqB74hjmbZoRb5eH0Pu+MvD2H5jAiqVaDBsRy+DhKV/2yjrrYfb2AV44EVekGIEXb353bgmkJYhMagHX7qMZEoxFPVeuUoE1PS8wadrfA7zat25g6e5CbMnSBJ1QHgCzKZYPjcAA3ns/I8HGNtNH0LxVE3RPeVKXoxh51GbBUuWhvcx2eLXv38XStRJ3KMmrw1fS5BZ+7KtA+rKQ1JIKWqyptItxjzvh59IW7d2qV4T7+kI+Pg2maAU7QhXmRAW9zvQavzV4WGMktbwWym/fNqmOzfMjKo8hgFdlqYShUEAoIBTIsgL/CvB69JxIraql6dG+IQ7VO/Pg7Hp5l3fWsu0ycEopy37VJnZ4f93CE0lrzqpiSbSe+BJ8+BQx5StmuBQVMTHY5LdFguSAB8+Jt7ZJa5uQgE3RvHK+3A+HT2Do5sriZXEMGaBDwybxLF+dkoWy7vgAACAASURBVKmhWAF9Sn88zSlqZrhj/PUESbvRSe+9C/iElq8PVtXK8QAHpne8x59zU2eCUPe5SgL36JpuhOzYJw9j0aAWOlcvE7z/GDGVq2U6dJJ9VS5QtHcFJk5RwnhmwKv1+BFWlUrhQ1G8992Ri1V83S5f0qBl45SKeLPmxdC2Qzzry25k9Ite+Ll3QXtLSl7lTB39yuBLQAQFHaz4jCEfk4KEszDAo0oDcX2sPKjmZVgecz/VK9MJ4M2C0MJUKCAUEApkUYF/BXjL1OnBnjVTsMtpjZSx4cbRFejp6hAXH0+DDqM4tvXPLLr985gL4P31gTe7dHDtr+18nDaLzz37Zri4dD2PYt62ObGlyhDkmXEWAKkghZQbN6ptBzQ3rMfzTCwN3HTlw1enL6YccpTiUD0StrONNkQ2bUHYqo3fXdhJICgZxefMRcC9x2i+8sO6VFFeYceg5s9ZvCLrwFunph5e9xTs2BNNlWpKuNTftY3svbsS2aI1YcuVeaqzDewtF7n4MHcxXzpmnLM66SIsa1RE2+seJbmD+xiH5PjizIBX8+ULrMs48Jz8XNv1EJcaqYH34D5NenXTSdZqzIRY+vSPY5PzSka8HcTLJn3QWa16OrCvRY+LisMul4n8VmYx1endrCdleuLyUnmoz1e3OMZvr6r8y0oAr8pSCUOhgFBAKJBlBf4V4K3cuB8b5o+iYL6cuLYcLMfL2hfIjXSArGbLwZzfq/wT4K/YBPD++sBrtHIJJqOH86VVWz4syfhP4aaD+2K4aR3hE6YR0X9whstV68UzrMo6kWhkTNw7f/w+aNDZ7jZt2EaLO/2Iz52H6GjIn1OfobqLmR3dn4gefQn/I3XozLcTaHz4gE3BHPLb0ZWqygUokg7KhWJGu/qBrNmQdeCtWEqPV68UJIUGSOMbrVqKyahhqfwyWjQPk0ljiOg3iPCJf2T6uFqVK47W86cU4Bl95uemTXtlOEemwBsYgHWxfLwlJ2e2P8e1VurMExvWarHt90c0Z7e8s209qIlc2GOr42KGvf8dv3ZD0V6gWuq09C4ih4WB2sD73LkzVd7ulPs/17ZHz/9OpjolGQjgVVkqYSgUEAoIBbKswL8CvFLp3trVytK8fjU5I8KTF29pXq8al2968+FjBGvnjciy4z9LBwG8vz7w6ly/gkW9msTZFyHw0u0Ml1ZSad/AG17E5Svw3SUojSeNG79+A+ExiWTv0Vm2/5yvKB9v3CIoEEoU02eu4TgGf57Kp7GT+DRoeKbLOgnGvrRux4fFyj+dJ73nUj2ebX9lPTVckXz6fPoE02fH0rGzEkqNZ07FeNYf8uG7T8NGye/pHz5A9k6tiarXkNCNOzL11dohP3KRDgKYtj5b8oG9zIA3KUNECObs2/COuvVTA++cmVrEzlrOQgZwklps6HSUmXNi2VF4DoNDx+HXdQzaM1Uv6fvthZhYWmOU+ImnPsEYWCrhV9XmV7QVFYOUFdreatqhCHikalcE8KoslTAUCggFhAJZVuBfAd4nL94gHRQr4VCQj58+88fCzdx78Ix8draMGdieXLaWWXb8Z+kggPfXB17Fl8/Y2inXoL90cM3AMM3y0rlxFYu6rsQWdSBIhWwOhpvXYzqoD5iZQWho8njx2noE+Ify4rmCKuX02GrSgzbhq/g4fymf2yuh+HtN2vnUDAzg0+gJfBqi/KJok8MMjZgoypaLZ/+RrAGvlNorl6XyoN7vo2MZOEQJvKYjh2K4ehkf/5zP59+U+YmTU5M5lyTo1KXMXJWzOkjZHQz5zKYDmlSopAxNyAx4FdFR2OY0k+NoN68OlWOfv26jhmtTZN14RjGdu5RgXKObrFgbw1/5pzIg/A9e95+C5oShmfqXkYGOZR4sEoPwuf4W0/zZszTO20KNKBt2Uu4TrGFJTKCfyv0F8KoslTAUCggFhAJZVuBfAd4se/ULdRDA++sDr7TcrCqXQsv3ESF7jxJd1SXNCjQZNxKjZQv5NHQkn0YpM3R8r0mgZ1Mkj3zATWo7XRbgcu4PebdTOvB2L8AWd1c9Tpk2wfXjfkK3/EWUe73MhsWyWjm0H3rzYdlavrRsLdtbFLRD50MwVYsGsuOCUaZjfG0QGgJO9krg7d47LvlgmbQjrb9nJ2GrNhDZtKX8uUZQoHwgL97KmoCHLzKdJ2nnWUEiZy5FUdhemTg3M+CVbJL6Ll4eTbMWqYG3excdWh7sRmfW84ZctHV5yfbdMey3G0fvL3N4O+JPFMP7ZepfhgbW9uSIf829U8+xdE7nYOJ3Rg7MV5sSn5RfBiIUxoQHBajshwBelaUShkIBoYBQIMsKCODNsmSpOwjg/W8Ar+nIIRiuXk5M2fIEH017sl46GCYdEAs6d41Yh4zL/369Osz6dUdv+xYZZrd8bETpPtWpxGWCD53gAlVp1kAXL+OKOH66SvDxc8SULpvpajTYvhlNv5dEtm5HXJ58sr2ZswN6b19Q3e4pW28rY3xVbUk7zZJ9y9ZxzF+szKRg3rIhumdOEbLrINE1aiYPp2p8a9Ku+SeFCSaJH7nvG4W5edaBd8HiGNmvr1uzhrpMvlIXNzzlt4sXj+fY6WiO5hxK1+hlvJ+8kIQ+6tdYjrF1Jm/sE+7se4B1FaXGqrYPuatQLDIlLCYrB98E8KqqsrATCggFhAJZV+AfBd5qTZU15TNr4tBaZgr93J//ynl4k5TVCA3BqqwjUvyoVHFNqryW1KQdVWlnVcqtG3DbR+WbYXDnBkaGugQWLs6Txxq8rtSN9mwmcN5qPG070KG1Dm8NCpDjy3MC7vjIh9nUadkrl0ff14talnfZ6KOsHqhqu3NLgwbuyhRftdzi2bBVeejNslYVtO/eJuj0ZWKLl0geztq5MJpv38gZIqRMERm1pN3gd+QgJ295G5xSoEWVHV4zW2v0Yj+xYOYHWnZNycggzedSUZc9T0rghJc8fdHc4Zy6o8UJm/50iltD0NyVxHZsr6oEaewicpajcLQ31zfdIVdd+yyN8zlnGQpFP0zuI4A3S/IJY6GAUEAo8I8p8I8C7/KNB1I5vmjtHto0qYmFmWmq93t1bPSPXeA/PbDY4f1v7PBK6yQp7jbBzJzA617JZYOlzARShoKIPgMJnzxd5SWlraUhF54I+qiMqz3oMJ2eAVO47D6We83H0aeHDp+1TDGIC8f/dTCJ+lk7IJXkSLY6tTC4eZk6hhdY61daZf8kw1MnNOjYRgm8pcsmcOCo0lfrUsXQfPUyDYhb1KmOzs3r8i64tBueUUvKVPGYwpTP5suDp1kDXuNceTCOCmLeBH9a9U/9+8KhkB5PwqywIFie3snoGcdf2nLesiutE7cRsmw90S09sqTD18ZhdtVw+HKTS0suk69VCuyrMmC8jQO541LCPZ54BWBoa6xKV3FoTSWVhJFQQCggFFBPgX8UeL91SSo6sXv1ZIoUtFPP25+wlwDe/w7wSssrCeg+d+oqw60U6mCwTVmmNvjEBWJKqg6U3wLv3QE7qLe1C0fN2/Jw/HrGDownEn0ZdCXgVbeZtWqC3ilP6nGE1cHVszTM3t1a9OupLfcpWCiBc1eUwGubzxrFp0/4vwwk0SglLjh7l3boH9xL2LqtRDZskuFc2g+8sHQpzy1K41HgBheupeQfVmWHVz9vYbJHvGH+SD88hqU+1JrTQp9EFMlzl+M6+4IduWbRjqbslTNISJkk1G2B+dwo8ekiF2adpkCXClkaRtOqANYJ/sl9Hl56RTZ7C5XGECENKskkjIQCQgGhgFoKCOBVS7aUTgJ4/1vAq+3zAMuqyljaeBtbNN/7I+34hq3dQnSVzKuLfb2cvgXexHOXydm8FleoyLLO5zm3/h1+5MlyqMS3SzZ71w7o799NK3YwO6AhmpqqL+q1q7QYN0oJvNnNwPuxcic2KVa3e89Y6tRLoGJl5cExKTevlKNXyhks5Q7OqOlcu4xF/Vqcw4UhZU5z8FhK9ghVgFerYHGsPjxl7oBHtB6f8gU54D00dgyWC20ktfocZoqXKwFOzeQyxqE79xPlWlt1Eb6xTMq0cHb8EQoPyNoXCCNLWzlmOURhgXliMPeO+GJZLrdKvgjgVUkmYSQUEAoIBdRSQACvWrIJ4P1atv9CDO/X12MyfhRGSxfIb0mQK1VAS7C0yvJK+RZ4pXRiUlqxAKzJo/sep+ib3KCsfFhNOrSmbpPSn0nhGF1Zw4iXbTEyUh4OU6XNm63N7BlayaZSrK1GcJCcYULKxlA5/zuuXdWgXcc4xk+Ow2b9PEwmjpYLb0gFODJqeqdPYObRmMPUZ2Gd/azbnFIQQxXgVRQph22wN/N63afV1ILJ0zzy0WBU1XtcIyWcoiMbaXfaAx3XutTgDCH7jxNduaoql5+uzauiHlQIOsTp4XspMsI9S+MkfVF4oV2YfLGPubn9HjlqFVJpDAG8KskkjIQCQgGhgFoKCOBVSzYBvP9l4JVSillVcOZLu058GjFW2sJWa5V8C7zSIEk5c/WJpCanOEQDotzqErp1t1pzSJ1MxwzHcMUShjCXTg97Y2mlOvBOGKPN6hUpwPvwaRTmAQ+xqlyauMJFKBz3UM4ZLDXbHIns8dhIhfmdiWzmQdjK9RkD7/49mHVtz0482NNmC3MXKbM/SE0V4E1wrEKu97eZ3+kqHnOKJ/e9eF6Tbc2OsJemye8NYzZOW/pj386FClzNNL44M6FfOHWgsv9uTvbZSrHJGYdtpDdOEvD66JekaOQdrq66hl1T1bJ6CODN7M6Iz4UCQgGhgPoK/KPAu2Td3lSeLd2wH4+G1dMcWuvbJeU/L/Uv5f+mpwhp+G+FNCStIo3wcBJMTH5oUaUHvJZVSqP9yEfOMFCGm6yji1xwQio8oW4znj4Z4zkzGM9k6t4cTp68qgPvgD7a7N6ZAryXb0ZRKPCyXHkupkJlst27SGQk1Kwdz6kTmrhwjrNUJ7pyNUL2H8vQZSl9WrZ+PVhNN273W8rYiSmpxVQB3phSbuR9dZF5rc7RaklKujYp5ti75xqW0Tt57umMQnveJGoOLk9J7hB09iqxjimQnFVdn5TujovfFk50WY/DLNUPv0WGfKGAvYWcf/eZoRPOEZe5OO88+TuUUckFAbwqySSMhAJCAaGAWgr8o8Bbq5Vq1Y5O7pijlvM/QycBvP9N4P071lZ6wGvWtjl6nkdpxh7s8UWCtYhBwwkfO0ntKY0WzcVk0ljmMJSSF6ZRpKiyopkqrXM7HU4cTwn6PewZTYWAA5h18OCzW32MPA9haAiP/SJZt1qLDSNfImVeiM+Xn4Ab3hlOYbhyKaajh7GAgQRPnE3vflnb4Y0q14D8z0+zoPExWq5JiZ1es1KLxNFTZbhPirGWoNp35DK6znCiCI8IvHxb3p1Wt/lW7E+NJ2vwbLUMxyWdVB4m/HkYRcrlJETDkpemTpQOO825SUcp1DdtIZP0BhXAq7LUwlAoIBQQCmRZgX8UeLPszS/YQQCvAN6Mlm16wGsy5neMVixmKHPIxRsGM4+PU//kcy/1K4MZrluF6fCBrKQHOY4tpFQZ1YG3cV1dbt7QILtZImGhCrbsjKGe/1qyDexNUKOOWB3YQL78iVy8HsVjXw3qV46XS/6ipcW79+EZPrFG8/7EZNpEpjEG/YUTaN02azu8n6u0oNCjI3L8b4vNKQfQZk7TwnFeX7qziugatdA9c5J9NGF/111MWFOIvLwk4NZD4vPkVfu3iY/LcGo+WMLxRvNwWttT5XFC7rzDqXZB3mra8drMiQpBhznz+17sf1ctDlgAr8pSC0OhgFBAKJBlBQTwZlmy1B0E8ArgzQrwGq5ehunIoTx07Uk2RTg5Tm0jbMU6Ipu3Unsl6u/aRvbeXdlGGzT3rKdKtdSleL83sFTE4ekTDUqWTkAqQrF4eSwd3s/CZOIYnjYbRKE98yhfIYE9h6IJDlbgXESPD4rsmCZ+wP/JGxKl1A7pNJOpEzCaP4tRTMd+8xDc6qT4pEpIQ0SNdhT22ssi150039kgeYbhg7Vps6kpDThERL9BGC2ezyUqM7X+OdYfzimXbn7v/YwEG1u19XzgNo7at+dw3G0GTltVK54jTfb+3DNKNXfiubY9/haOWY4DFsCr9i0THYUCQgGhQKYKCODNVKLvGwjgFcCbFeDVO3kcs9ZN5bRZioQEdM+eImTPYaKr1VB7JeodPSSHIEgH4II27ca9rurAW6KoHkFBCpq1jGPPLi2mTI9l0PvRGC2YzfVmUyi/ZywNGsWzYm0MiYmQy1Ifbxxx4AGB568TV8wxXb9NRw3FcNUy+rOIWoe7U7Z8yq6zKsD70e03it7ezpIqm2i6r3nyHF3a6/DHsfKU5hYflq4hW5+u+GJP2zIPOX3TDFM+4v/0LYnZsqutp3fDabhdmcbxKhNw2jdC5XFeH3xA+S5leaTnTIC1Ey5+m/HstBbHOa1VGkMAr0oyCSOhgFBAKKCWAgJ41ZItpZMAXgG8WQFerSePsapYgrj8BUk0MEDb+/53wVGV5alz8RwWTerKOW+9V3jStLnqwCsVcZDasJFxcnqywcNimRrYC4ONazncdCkN9vamS7c4ps5QxuA6FNRnxwd33PAkZMc+omu6petitv49Mdi2iS6s47errSlQMOUgnSrAG9awDw5X1rO07CqaHG2XPEfDOrocupkLW/zlw2mW1SsQihnOuYN5+lofXaJ59zoE9JXXpU7zajEb97Pj8Sw7AsejE1Qe4sWWW1QeWJX7RhUIsXWkxpPVHG+xBKflXVQaQwCvSjIJI6GAUEAooJYCAnjVkk0A79ey/dfy8P7gkkjunl4Mr/RhUuoqKc+tlJv3ve8rEsxVq8aVnm/a9+9i6VqJm5Th3ILLtGmXEi/7vWuRsi8UzK2PiWkiI8fEMfp3bRlulwR4yNXU1jbcSdeDLRk5No7+g5TAW62CLqOfduc31vJh0Qq+tOmQ7hRJxTCas5spT+qRLXvWgDe05RAczyxnRcklNDyRAoyVy+rx4oUyTdy74C/JWipITK6+Jr3/I8270zLcDg/lRInBOJzMONfwt3M8XXmJaqNrcytbDcJyO1HLayGeDefhuE61OGABvD9y10RfoYBQQCjwfQUE8P7gChE7vGKHN6MllBHw2jgVRMP/nbKbQsG7wAj5X3Wb1tPHWFUowRMKsW3aA7r1VA14375RUK6EHnZ2iYwcG0ufHjo0ahrPrkBXdC6dZ3LNk0w4VZPZ82No0165a9yori5NbkxgLFPlHMWfho9O123zVk3QPeVJHY6xJqhaqstTZYc3uO0oinsuYI3DLOqeS6noVs3uA0+/5CDB3JL3vn5Y5M+FTngouXnNa3ITo6FHcGCoulLK/by6rcZ93wBOFelJ0YvzVB7r8dxTVP+jIdcs6hKex5Hat2Zx3HUqTjuHqDSGAF6VZBJGQgGhgFBALQUE8KolW0onAbwCeLMKvBYNa6Nz5ZLcLcHCkveP/H5oFWq898fGsQDvsWHB2Ff0H6Qa8D58oEFtF12ciicwalwsbVvqUq16AqcCndF66E338ndYfa0EG7dFU7O2MgZXiqHNf2yVnAf3S8ff+DB3cbq+Z3OvhcGty9Q1vsiaF6VS2agEvL9NpPiBP1lbaCp1riiBMS4Wmtr6cIvSxDk4EXjuGtlKl8TAz5dKXOYylfisnY2PSV8m1FTVu/8m3Lb15Gz+zhS+rnp+ZJ/Jh6i50INLts2IyO+A+6UpeFYai+OB9L8UfOueAF41b5joJhQQCggFVFBAAK8KIn3PRACvAN6sAm9SfKvUL7ZIUYIu3vqhVShVhrPNa0UERowdEsrvo5XAK+XNlUIUMmqXL2rSsokOVV3iGTMhjjquuhR3TuB2YG40/d9Rq+grTvnk5viZaBydlMA7dIA2n7YeV1aIc69H6Ja/0h3etEJ5DJ960SDPPVbeSl1aVyXg7TuT4jsmsTH/OGpdHyXP4f9Owfjip+VyxdKhv9Cd+zF1r4Xhrct4sFOu6vZBz4Yvb57/kJ4PR/1FrVUdOZ+7NQXvrE13LK/2i1GEh5NvWX8McxrLNg9G/EXtNR05l6ctUfbFcfcciWfpYTgen6ySPwJ4VZJJGAkFhAJCAbUUEMCrlmwpnQTwCuDNKvAaz56O8YwpcreYKi4E7zv6g6swJS64Z89oJkyL55GPgppV9WjUJJ55i2PQ00s7xaEDmvT8TYcGjeMZOyGWCqX0yJU7kVcBeihiYshlFc3bQB1ueUdhY6OMwZ02SZsri7y4TSlinZwJOnMlzcCK6Chs7KyIj4fqZT+y82jqcA1VgDdo8DycN41ha+7hVL+jLMpx764Ge2ptYhXd+dK2Ix8WLid7h1boHz0ol1WeyxCCjPIS+/LhD+n5cPIhai304LJNE/J6b013LBMLK4yI4Prm2+SqoyxykbQzfKZQV2KKOOJ+cDCnHPpS9NwslfwRwKuSTMJIKCAUEAqopYAAXrVkE8D7tWzi0Fr6iyijGF793TvI3lN5ECuyaQvCVm38wVUIljmt0I6OoHubECYt0mfbFi2GDdSWx7UvmsD6LTFyrO7XbesmLaS8th06x8mlf+3z6mFp+JnAz0Yk6uujEak8/PU2ODK52/Il2qyYEEoA1hmGY+hcvohFIzeuUZ6J9S6xZmNMqnlVAd7g0csovnIoO237U8Vrptz/7GlNHnnMZDLjiRj8O+FjJmI6uC+Gm9Yxn0EMYj7+2exJfHrnh/T0nXOCGtMbc928Drl896QdKyGBHFZG8vuX5p0lX4dy8muvrqtw3z+Qkw79SHB0wG1Hb84U7Ir91UUq+SOAVyWZhJFQQCggFFBLAQG8askmgFcAb+YLJyPg1b55Hcs61eUBPvfow8c/Zmc+WCYW2QoUwOCjP90bvGTSeisZZCWglcoCf/6MnIlh+epYXGqkpCxbukibaZO06DcollFj45BSlEmHv15hR6xNTnTev8HSMpG7PlHJs+/arsXgflrEKnTQJJ53/h/lqmtfN6nghFR4Yh6DudnhT2bNSykrLNmpArwhU9bhtKAveyy7U8FngTz87p1aaPUZSG+W8XHGXD5364Xx1PEYz5/NX7SgBX/x2sIZzUdpd52zIvDT5ReoNtad26bVsXl2JE3Xz28+UKhEDiWEjz5A4SG15NfebRbgdmIUJ0oPA2dHaq/tzHm7thS8vVql6QXwqiSTMBIKCAWEAmopIIBXLdkE8ArgzXzhZAS8GsFB2BTJIw8QPnoCEUNUL26Q0ayGjs6Yvn9Cj+reTPwrP65VdfH10WD3gWh2btNkxzYllJ6+EC3v+Ept2mQtli7UZtykOHr1jaVEMT1yBN7nLiWIKFgc46f3KOaQwIlz0cnTnvTUpFNbHd7r58U60o+A2z7E2ymvJamZtW2OnudRGUBtBjZi9LjUccQqAe+fW3D6szsHzDpS5vFyeWhpd7nUhJY0YR+h67YS1bAJRssXYTJ2hLybXJ5rvLQtj47XmcxvzncsXmy6TuXB1blvVBGLl6fSWAZee0WJ+sowhpM9N1NsWjP5tXeTGbhdnIxnpXFolnKg5uLWXLJpSj7vLSr5I4BXJZmEkVBAKCAUUEsBAbxqyZbSScTwihjejJZQRsAr2UuHzKTDZh/nL+Vz+84/uApBr3xVzJ7doleZqwz5y1kOT5BaUjhCr646HNyvydJVMTRuqtzlTdoFvl5zGMUjr3PvrgLtL58oyR0CHKtj432G6jXi2bIrJSTh7m0N6rvpcseoCiUiLhF89DQxZSuk8t+mUE40wsKw4T29ppjRo3fWgTdsyV4cJrTjiGkrSjxbJ48/daIWHRdXowJXk+c12LlNrrb2lpzk5C3P7FzQv/1jMdGv9nlToVs5fPRLYvpamU3j65ZUUU16z7PlUhyXKe+fd50JuN2cxfFa09Ep60CN6Y24alEPu0fpH+z7dlwBvD/8GIgBhAJCAaFAhgoI4P3BxSGAVwCvOsBr6VIe7QdecpYDKdvBjzYd17pY3D9H36InqTqlCm1a6FKyVAKHPJW7s7NnajNvlhbDR8YyaJgSQLt31uHIIU2C85TE3O9usguRFrnwKtWO8p4zaNEqngVLUoD3xXMFVcrpccjQg/qfdxG2djORjZQ7nFLTevoEqwrOBBjmw+bzc+YtisGjTerKb6rs8IatPYLD7y04YdQEh5fKg2OD+ukwa3sB8uBHwB0f4nPnQe/0Ccw8GifP71vAHeNre39IzrcnHlO2TQme6RRF/13aDBpPV12m2ihlGMMx9z8pvqWf/PphjZFysYljDeajX6EYLmPduJnNlRxPD6nkjwBelWQSRkIBoYBQQC0FBPCqJVtKJwG8AnjVAV6pxHCiiQnx1jY/uAKV3bWbtMLy4kEG5N2HXut6zJqhTdcecUz+Qxk/+9dOTQb20aGFRzwLlioB1qOJLpcuahCZzRq9D4H0qnKPFReLs3pDDE+fKJgxVZs+/eMYMyElBjc8HIrm12exzhD6xswjfNqfRPRUAp/UDLZsINvA3py0aUft95vZsCWaWu7KEIqkphLwbjuFQ/+GnDNwp9ArJcB2aK3LqZOa8uukamo6d25hUbtq8tg+RRtjemHbD2kacOUVJRsW4bVWPjTfP0gzls9MT2rOaiK/f7z8aJwOj5VfP6o0ENfHqzjechmGlRyoMriaXGbY4uVplfwRwKuSTMJIKCAUEAqopYAAXrVkS+kkgFcAb0ZL6HshDT+47NJ012nfBYtjOxhmtYG7zu04dSJ1+MLtmxo0rKNLmbIJ7D+q3PV1q66Lr3eCfABNam3bRLNtqzZzFsby0FvBmpVaMjBL4Px1kw63DWM2sxhORJ+BhE+envxxUo7h6bkXM/p1Xw4ei6ZUmawDb/i+ixTp5sZVXRfs3ipDFNpUj+CctxVxRtkIfKmsVKfp9xLr0sWS53/o7EG2U+t/SN6wB+9xcMlPoIYNcYFphVlVBwAAIABJREFUc/o+GL6T2uuUYQynivWh6HnlocMnpXvg4reZE53XYVylGBW6lcdXzxnjN6odohPA+0O3TXQWCggFhALfVUAA7w8uEAG8Anh/BuDV7jsQyx2rGGm6jKUJPfn0ScHVO1Hkzq1MRWZRohgv3+jQO9tWNj1VAmJZZz003r6VS/LG58xF/6bPWbZYW05RJsXzHtynydKVMTRuljokoaSDPjUCdrCd1kQ28yBsZQpgWlUsgbR7XdX0Lhc/OqfK4Zukkyo7vBEnblK4TTVualckh7/y4Fg7h+ecCXAksmBRwq4qQw0UXz5ja2eZfAu8y3XE7IjykJu67dPbT9g7W/NBkZ0vQW/TDJNUelj64Fye9hS6tVK2eV68I1Xe/cWJvjvI7lKUMh7FeaZTBP13t1VyRQCvSjIJI6GAUEAooJYCAnjVki2lkwBeAbw/A/DqjR6D2cp5jGQGMxmBhUUi9x4p04kZrluF6fCB8utObGD0Cw+MjRMpnEcfp89XuUJFYkuWZlLDq3Lmhj4DYrl1Q5NrV5RZHipUSr1DW6uaLhYPL3GeasRUrEzwwRPy2BqhodgUzkWirh5a0Z8xNFHw6HlKSrOsAG/kpfsUaFwBL80SmAdclrt2triIJ25EV61OyN6UdGHW1tnQjFeGaXhX64HZnvk/9lRHRZEjlxlR6BEaHJoWeFvMwf3sOPn9q5YNsPPZKb9+XaQF5YOPcOb3fZi7FqN4ncK81bRDEfBIJX8E8KokkzASCggFhAJqKSCAVy3ZBPB+LZsoPJH+Ivo3QxoM/pxOtj+nMI0xjGUqbnXiWbc5Rq6YZlXCHs3AANlJ6bMqJ4fi5JxILkt9mrGH3TQnqm4DFrvtkTM3tGkfx9Urmrx4puDclSgKFkpdsEKK/fW/+JJnFCA+bz4CbirjXPWOHsKsgweBJWpiffckpUoncPB4SkqzrABv9F1f8tUqyWONIhgF3iYsDP4stIsNdCKyRWvClqeU/DUtVAjDMOVOrFet/phvVxaq+JGWw8JA7p4UK/z1WA/cxlP7tjKM4Y5JNayfH5Nf+xdoQOmPpzk76RhWNYtQrEpeghWWxAT5qeSKAF6VZBJGQgGhgFBALQX+s8C7ZN1etuw9SVxcPA1qV2L0gHZoaSoPvHzbnvm9Y+zMNfg88SNPLmsmDOlMKadCstm67UeZvXxHqi67V0+mSEE75X+IISlVqNS6A/+BTgJ407+J/ybwGq1aismoYXLFscHMY+TYWPoPisNw7UpMfx+U7OAyeqNYNZ+KleMpUUyfEcZLmfGpL59/68H2aovo1lmHug3iuXBWk4gIePgsElPT1NfXs6sOh/ZrkohC3s31f6vcBTWePBbjhXO5WGcCVY9NlLMzSFkavm2qhDTEPn1Nngr2vFTkQyfoAY99FRytvFDevY7oN4jwiX8kD6tftiLZX9yTf77f8Hcs1k384acqu4U5+kTy4u0XdHVTD+dTeTA1fVfIb/rolcT0jTJ1WVDeWjhHXObivPPYuBehYDErIhTGhAcpv2xk1gTwZqaQ+FwoIBQQCqivwH8SeA+duMKsZdtZPWc4RoYG9Px9DvVcy9OrY6M0SiUkJNKw0yhcK5eiZ4eG7D9+kSXr9uG5fTZGhvoy8D569orJw39L7qujrYVCoZB/FsArQhoyevz+TeA12LqRbAN6sZbf6Moadu6LpnKVBKyL5ZN3d6PqNUTvyEEO0YALo/dQr0E81SvpsdxsFD1DZ/BpzEROlB9J80bKg203b2jIl/V1WeGk6xw1XJuN67T4bGiJwedg3j95S0L27FjUr4XOtcvMr3+EwYfrytkdpCwP6gBvon8gOZ3y4o8ticHPuHhBg3dNR8rlg8OnziSiV/+U59G9ERa3TiqB12M8FktHqv8b8X89DS1zYJr4gcf3AzDKYZxqvKclf6Pa6+3ye19ncviQuwrFIm9zddU1cjR0ws4m413i9BwUwPvDt00MIBQQCggFMlTgPwm83YbNopRTYfp0UubnPOh5mSXr93Fs659phLjj/YRuQ2dx6cBi9HSVp9XrtP2dvp2b0NCtkgy8T1684Y9R3dMVUQCvAN6fAXj1D+wh+2/t2UVLPNjJk1eRWG5djunIIcTb5SV07WYsa1WRq6jNaHODth3jaVxXl4OWXWgQtJ4Pi1Zwp0QnuUJbUjliO7tErtxOG4M7Z6YWc2dp89a6BDkC7hFvYysfXjNaqiwBXK/aB46eN2Xjthhq1k594E36XJUdXo3wcGzy2xCKGVHBb9i/VxOz7h1pxQ7CVm8kskmLZNl1O3TB/KjyrzDenf7AbE7Kjra6v/s1rQpgneDPw0uvyGZvkWqYN/bNKBeiDGP4+mBbZI7SFIjx4dau+9jWKMj3wiIE8Kp7Z0Q/oYBQQCigngL/SeCt3nwQ44d0wrVySVkVCVibdBnLbc9V6Opop1Jq16GzbN93GilMIakNGr9YDm0Y3KOlDLyrtx1G2tW1Ms9Os3pVadXYNdlWAK8A3p8BeJMKMByjDkMdjnDiXFTy7q4Es1JxC5vCuQnBnHrlA+k7IJZO7XS5ZV6bUiEnCdl1gJdFalPGSVmhTWpSOjEprdi3be0qLcaN0maO+2H6Rs5G9/zZZJNYx+LkCb2L/zsFl25EkTdf6vhfVYFXER2FbU4zvmBA4Ltg1q/Woub4mlTlAiEHjhNdKSX3rt7QYZhtWKoE3l5zMJvaW73fhl/1SrApRq64l9w98hircrlSjZcUupD0ZlKcb4JNUXLF+XH32BOsyuTE2NIG48Rwnj4MxMDKKFOfxA5vphIJA6GAUEAooLYC/0ngLVevF4unDaJcSWW9e//AUGp5DOHi/kVkN03958kNu45z+uJtNiwYlSyiFM8r7faOHdQBr0cviIqKxtoyOw98XzJl/kYGdW+JR8Pqsn1UTNodLLXvxi/aUYru0NHSIDo29Wn+X/Ry/ja3pbAXbS0FMf+CLhpXr6DjUpVLVGZdtwssq7IJ7c6dSMybl2jfp/I16elqyf/mtfrCuOm6dOuqwatsxcn9wYuYW3eJKuyIqXFKnHujRons2JX2nu7coaBTRw1atExk0+YEFK/80Fy3Fs0NG4hyb4DB2mXo6MDHT+k/G1LMt6aGgti476+XJH9DQuOYNlWDfnMLkp/nRPs8JjF//uT7pDX9D7Qmjpd/fjZqJTknpoQfqXsz3xo7ybu1jw76kNdNGc+f1F6ZlKRwtFfyzyFvwjG0NOCTfk4sEwJ4c+89FkUs0vycmS+SJtKaiYv/tZ8jaQdfNKGAUEAo8LMp8J8E3r9zh/fbG7Z2+xHOX73P+vnKOMHQT2kP5fxsN/mf9kf6TzqboTZhEUKLr7XW0lRgqKvFxy8plcr+qXuh6X0f00pl8cKJ88vu0GOHG9pnT/N50TKiOykB0LREMTSfP6MQT2g9IR9TJ2kSoWeOYVQoYS/ekWhuTm4bHb58UXr5W7d4Zs1NC63nz2nQtKEWLtUT2HMgdYzuw9PBVG2SA0fHRM5dTv+6pS9HutoafIpMG9/7tT5mJsrTYi/fRDN+aCwbdyh3SUPDU+86661ZicFgZUzv00nrMBvc9odlDrSuQJHIO9zeeJO8TZxSjReVvSA54l8nv/f4gh8WzjZom1rKO7pvnobIO7qRZoXJGefHozPPsSqdM1OfJFDU1IDPUb/2l2gzY2VomGhCAaGAUOBnUuA/CbxSDG+Z4vbJh9SkQ2yL1+3NMIa3+7BZXD6wBJ3/hTvUbTdCjv+VYni/bZv+8sTz3E02LRotfyRCGkRIQ0YP9L95aE3z1UusSxUjyjYPb3afpmDlgiRqafH+6VsSDZWgaNHYHZ1LF6jJKbTrunDqaCKxaIOWFu/eh8s2UjGKd2+VBzKHj4pj0NC00PrwgQa1XXQp5pDAiXOp4XP3Ti0G9NGmUZN4lq1O/wuQKjG80vxJIQEPbgUwt9cb1twoTXjuokTcURadSGp6+/dg1rW9/OPr+ZvRbN/sh3/HhuRxlXMUX5p/jnzty6Yaz8TSGqPET/hpFSBP3DNubLlDTnd7rCxM0CJOqaWWFlG2Jckf68vNHffJUbNgpj6JkIZMJRIGQgGhgFBAbQX+k8ArHVKbu3Ina+eOkDMt9Bg+G/fq5ZIB+K9D57C2NKNqeSfi4xPkLA3S5z3aN+Sg5yXmr/qL49tmYWxkwJFT13AsklcOhZBCGkb+sZLOHnXo3KqOAN7/LTuRliz95+/fBF6N0BA5RjfBzEwu92sydQKRTZoTtnpTsnPZe3dFf9c2OrOeo9YdMQp4ocylm9uOgDvK4gjuNXTx9lJmaJg9P1bOyftte++voLSTHja2idzySn2obfpULRbP12bYyDgGD0t/h1dV4NW1yoN5QhBe51+xoe1FZr9pS3CNpsTs2pLKJZ2L57BoUld+L3TzLqLq1Ff7F2JSx/cF6lLq4zku/OFJgR5VUo2XdBjtnnFlnD9d4uLcc+RvV4oc1sbEo0lA8CfZPjxXJYpE3eXq6mvYfbNLnJ6DAnh/+LaJAYQCQgGhQIYK/CeBV7raxWv3snVf+nl4JQB2sM/HwG7NZWGevXzLmJlrePT0FXY5rZk4tJOc5UFqk+Zu4NSFW4R/+oyNlTlN61ale7sGSJAnNbHDK3Z4M3q6/k3glXxIArG4goXQevqE0J37iXKtneye8dQJGM+fxRim8QejqcwlLlKFmLIVCD56WrbzaKrLpQtK4JUKV0gFLL5tsTGQN4c+Uuz2m6DUeai7tNfB85gmy1fH0LBJ+n+aVxV4E22KyiEBd4495USzTfz+ZRJBfUcSO0kZr5vUtB/5YFmltPxjyO7DRLvU+OFf+UmZGE6POUSRwSmHVCPefqKwszUhCguemJenQvBhTo0+RJ725eS8u+EKUyKC/OX5g/LWxDniipyXN3+HMpn6JIA3U4mEgVBAKCAUUFuB/yzwqq1IFjsK4BXA+9MAr5QJIEF54CnB3IL3D1/AV8VWkopQrKAnvVgup/jaTmuiGjYhdN1WuV/P33Q4dEB56OiQZzQlS6V/gKpQHn2+fIZHLyIx/uocaJXyenKFtpPnoyhaLG2GBmlcVYE3xtaZvLFPuLnLi+ctp8jp1qQKa1Klta+bRsB7bByUh9iCD3gSUyn1jmwWH2nZ/KVDGyoF7OfkwF0UG5eyYxx0/TXO9ex5pZUfP5tyVH2znRPdN5Gzc1WKVc5LkMKK2KCX8hjvC9Sn1MczcuW1wn2rZeqGAN5MJRIGQgGhgFBAbQUE8KotnbKjAF4BvD8L8NoUyoVGmLLqWUTv/oRPSV1iV+/YYczat+QI9ajPYbki21yG8LlbLz7OmCv3GzlUm00blNkcbtyLIkfO9KG1Qik9Xr9KnXpM2vktkFtf7vvsdSTaGZxdUhV4P+Usj320F8fn3ybHoE444UXQqUvEOivTDSa3xERyWBrKPwZ5nie2VOa7qZk99s9KdKHqmx0yzDpMV/4lSGqvDz6gfJey+OiXwN+uHK6+KzneYgk2XWvjXLcwbzXtUAQow0NeF2lB+eAjnBq+l6Ij3DObEgG8mUokDIQCQgGhgNoKCOBVWzplRwG8AngzWkL/dkiDdckiaL5+pQS/M1eIdXJO5Zr2/btYulbiPsVx5h6zGM4wZhM+dhIRg4bLtjOnabNwnhJ4/fwj0Uqdtjp5vHq1dLl3V4ODx6MpVVq5C/zIR0HNqnrky5/IxetpC1YkdVYVeEPsXHD6coOtw6/QdlZF5fMW/L8UEt+IblsgB4qPHwg8d404h9RZFdR5xB+X7U31FxvwbLcKxwXtkod4tuYKVUfU5LapCyEFy1H71iyO1/oD8+71KdPKmefa9uj535HtXzi1p7L/Hk723U6xSWmrPH7rlwBede6U6CMUEAoIBVRTQACvajplaCWAVwDvzwK8llXLoO3zkNiixQi6cDONWxqhodgUziUXn7AgmM20px1b+LBkNV9aKVN5rViixeQJ2mTLDg+epI7P/XrA9q10OXNKgw1bo6nlpgTeg/s16dVVh9ru8azfknGKOlWB931ed0pFXGBH/bW0OvwbAfp5iH/tk67cRiuXoAgL43P3PvLBvR9tPpUHU9N3hbx767S8S/Jwj2Z64jqrCZetGxPuUJ46p0fjWW4UJj2aUqFbOXz0S2L6+pJs/6R0D1z8NuPZZT2OszwydUkAb6YSCQOhgFBAKKC2AgJ41ZZO2VEArwDenwV4Leq6onPjKuFTZxLRS5mX9ttmm8scRVQkBnzhMPWpwRlC9hwhupqykMrObZoM7q9DYftEzlzKeJd2QG8ddu/SZN6iGDzaKA+nzf1Tizl/atN3QByjx2ece1hV4H1ToBHlPp7kSNFB1POZz72cdbC8t+cHn1jVunvXHIPbvXkcrT8P5w09kzs9GPEXtdd05HzedkSWrID73v6cLNYXve6tqDK4GveMKmH58qRs/6jiAFyfrOZ4q+U4LemY6cQCeDOVSBgIBYQCQgG1FRDAq7Z0AniTpBNpydJfRP92SIMEspp+fiTY5iDBxCRdp6zKFUfr+VPs8eWQRiMKJfgSeOk2cfbKqoQ3rmswY6o2jk4JTJqWMbROGqfNymVajJ8cS88+ytRlfXvosG+PJguWxNKiVcZFJVQF3heFPagceoi72V0oEXaOc2UGUOjYjB98YlXr7l1vEm7XZ+LpOg3HnYOTO3l3X43b3gGccuhLQoXyMvyey9MORfdOVBvrxq1srtg+PSTb+1T/nZrei/FsNB/HtT0ynVgAb6YSCQOhgFBAKKC2AgJ41ZZOAK8A3u8vnn8beFVZyuZN66J74ZxcfOKARmMMEyJ4//x9hoCc0ZhSnK8U79unfxxjJijBuLaLHg8fKL6b3UGyUxV4HxfrSPXAv/iokR3ThDCOtVxG8WWdVLnMH7bxajoL9wsTOF5pHE4HUsqOe7WYg/vZcRyvMAYdl3LUmNmYq5YN+Pxbd2rKr+tj57NLnt/bfQJut2ZxrNYMim8fkKlPAngzlUgYCAWEAkIBtRUQwKu2dAJ4BfD+esCbrW83DHZspR+LWUw/+QIyOgj2vavbtlmLYYO0adMujtkLlMCbP6c+0dHg+zIKI6P0sztkBXh9nLpT0z+lyMTh0ScpOSRt9cMffITT7e7dZgFuJ0ZxovQwHI5PTrZ54D6e2rdm4+k+HQO3ClQZWoM7JlUJ7dCHmkvacMm2Ofm8lMU+vBtPx+3SFDyrjMdxn7IU+feaAN7MFBKfCwWEAkIB9RUQwKu+dkpYCMn4YM8PDv3LdBchDenfqp9xhzep+MRNh3aUebCFuLz5CbzpneW1duywJl076eBeN561m2Lwe6mgUpn0q699O7iqO7z3S/anzus1yd09t7/GsZZ5ln1Vp4NXl+W4HxzCScd+FDv7Z/IQjyoPxNV3FZ4eS8neoDxlO5bGV684r9oMofa6zpzP046Ct1YpgbfVPNxOjeFEmeE4HJuUqRsCeDOVSBgIBYQCQgG1FRDAq7Z0yo4CeMWhtYyW0M8IvIbrV2M6bABxBQqh9ewJMRUqE3zoRJafgmtXNWjWQJey5RLYdySapYu0mTZJi2rV49n2V8YZGqSJVAXeO2WHUf/FUtm3CIx4cCeI3Lkz3jnO8kV8p4N3n/W47ezDmcLdsL+8MNkyKT/vyZ6bsWxaHuc6hXijlZeHzUbgtrM3Zwp1w/6K0t678zLcDg1NA80ZTSuA9++8g2IsoYBQQCiQWgEBvD+4IgTwCuD9lYBXz/MoZm1TCilENmlB2OqNWX4Knj7RwKWiLvkLJLJlVzQ1KukRFQUbt8VQs3b6JYWTJlEVeG9UGkvjx8qCGBeoSh7/4xnmBc7yBWTSwXvoDtw2dOFs3o4Uvrk82Tqp5PCZ0QfJ1aYchZys+aDIzrUGE3A/OIiTjv0pdlZZ8MOr9wbcd/XmdKFuFPkfBH9vWgG8f/ddFOMJBYQCQoEUBQTw/uBqEMArgPdXAl5tr3tY1lAWcZDa5179+Dg15U/2qj4OYaEKHAvrkS17IsWdEzh/VpNGTeJZtvr7u7vS+KoC7zWXKTR9MF12aYN2N2r7p+y0quqnunY+4/ZSc1k7LuZsSf57G5KHCc5bi+IRl7k8/yx525cjh4WB/NnxWtNxPzmKE2WH43BUGb7wYNgOaq/vwrk87Sl0a2WmrgjgzVQiYSAUEAoIBdRWQACv2tIpOwrgFcD7KwGvRkgwNvZ2yS6HT5xGRL+UtFuqPg6JiZDbSh/pX6lJ4HvperT8b2ZNVeC9XGsWLe5OkIebZj6bLr59Mhv6b/vcZ/oxas5pxhWrhuR5uCN53M85ylIo5gHXN98mV50iGFnaYpL4kRMlBlP77jw8q07Ace8IJfCO3Uft5W1THWT7noMCeP+22ycGEgoIBYQCaRQQwPuDi0IArwDeXwl4JV9z2JhAnDJPbtjytUS2aK3WU+BYWJ+wUGXXpStjaNzs+6EMSZOoCrwX6i2i1XUlPA4peohhF1zV8lOdTr4LzlBjSn1umLmR8/G+5CEUVoWwTXiL1+lnmBe3JdG6CDnjX3EuT1tc/LZy3G0GTluVKcgezTiG6+xmXLWoj90jZaoyAbyZqSA+FwoIBYQC/4wCAnh/UFcBvAJ4fzXgtS7nhObzZ7LbwfuOElPFRa2noHolXZ481kjO1KDqIKoC7/kmK2l9cZA8bPfaT5i0LaeqU/yw3bM1l6k6ohZ3TKph/fxY8ngmFlYYEcFz3yD0zA35lLM89tFe3MruSumw0xxvvACnNd1l+ydLzuEyoS63stXA9unhTH0SO7yZSiQMhAJCAaGA2goI4FVbOmVHAbwCeH814LVoUhedi+dktwOv3iWuYGG1ngIpjvf8OQ0qVkrAyjrzUIakSVQF3rMeG2h7ujfR6NK3RwST/8i48ptaF/CdTi933KZS3yo8MChL9ldKrUhIIIeVEQlo8D44QqlfPjdKfLrIU91iFIx+iGfrFTgu7iB/9nzDNTlP732jili8PJWpiwJ4M5VIGAgFhAJCAbUVEMCrtnQCeJOkE3l4019EP2NaMsnTbH27Y7BDWdDB/2UAiUbGP/gUZK27qsB7uv0O2h/rwl1KsGPsdfoPyrhccdY8yNz61cEHVOhSlse6Thi9vSZ3CPcLo0jpnIQpzIgMeiO/96poSyoEHSZEYYF5YjAnftuAw58t5c/8dt+jYs+K+OiVxPTNpUwnFcCbqUTCQCggFBAKqK2AAF61pRPAK4D3+4vnZwXepOITiYZG+PsF/uATkPXuqgLvtlFPiFi1h0cUofzi5ni0/veA9/3555Rq5sgL7cLo+t+VLzLo+muc69nzWuv/a+++46I4HjaAP1TFhorYYyEqNhQb9oYCdmPXEEM0FuwN7C12BVssKBaMBdtPsSvYu0TB2LEbRUVQExUrKO9nlty9HlJuvUP24Nl/EmBuduY7u/gwNztXHCYRV6Tv3azSQ1q7qzoODtiIMhNaSl8+OnATVTtXxG3zMrB4FJIiFANvikQsQAEKUOCrBRh4v5qOgZeB1zADb5ZVy5Hzvw+fiAy+oOMdIP/l2gbeBfNMMWOKmXSCNRvew7HxJ/kn+8pXPA15iAouJfHI5DvgyXWplr+3XULNHtURltkeOcJPSd+7VmcIGoUtVZ/l0PBtKD3cWfo68sx92LcojXCTojB+ci3FljDwpkjEAhSgAAW+WoCB96vpGHgZeA0z8JqfPYPskycgppwdXk731vEOkP9ybQPvkkWmmDwhPvAGHnqH8hW0Xycsv1War/j31nOUrVEYUcb5EBN5V/rhrWWnUG9UY4RYNkCB23uk711u8hucz8V/0IQ4jk4JQkn3OtL//xMWhXJ1imrUkVy7GHh1HTW+ngIUoEDSAgy8Ol4dfGiND60ldQkpdUmDjpe8zi/XNvCu8DXF+NHxgTf08lvky6/zqbWu4M2TaJQolxevkB2vnj6RXpfY3ryXOs6By6Gx6npPzD0Km67VpK9fP3qJkhXya9TBwKv1ELAgBShAAb0KMPDqyMnAy8DLwCvvJtI28K72M8UoTzMYGQEPIt9K//1WR+y7WBQpnAMxMEPU0xfSaS97bIRzgk9Ou9RzBVwCBqibdXp5MIr+YCd9/SH6A4oVy6lRBwPvtxpBnocCFKCApgADr45XBAMvAy8Dr7ybSNvA67/GBJ5DzJHHGrhw7a28k+ihtOpjgx89fSPVdunXZXDZPggHy/ZFmWPxS0Euj9gM5xVu6rOFbLqIAo4l1F8nrIOBVw8DwyooQAEKfIUAA+9XoH3+EgZeBl4GXnk3kbaBd8smUwzsa4ay5T5h/9H38k6ih9I5rPMhW9wr3LvzHOY5MuNyh9lwPjwOQTVGo/yu+GUM1732o+HM1uqzXdp/C1aVCqq/VtVx58ZTZM6dJdlWfb6G94rHRuTZ6oeoak1QfmP8h28YylHQysJQmsp2UoACGUiAgVfHwWbgZeBl4JV3E2kbeLdtMUG/3uao3/AT/Dd/+8Cb2fo75I57hrA/w5HDJjeuOI+HU6g3Ap2mw279IKnTt/3OoK7n/3/k8dVTfyNnKWs1SCbrItL+vAm/n5jY54H377KdUTNyh8Y+wPKU0640A2/a2fPMFKBA0gIMvDpeHQy8DLwMvPJuIm0D77NnRrgRZgyrPHEoZfvttiRT9SYuX2kU+ngfF/bdgHXVwgirPRiO130R1MkH5RfFL2N4uC8M1X6qrAa4ez0Kmayyqr9W1ZFw5jelwGuetxjyfIrfI/n21UhY5M0mDzkNSzPwpiE+T00BCiQpwMCr48XBwMvAy8Ar7ybSNvDKq1X/pe+V64JaT7Zj/6+rUW5me9y274a64Ruxv9dalJvWVjqhar9e1dlV631VX78vUBHFY24i4dre5ALv9X03ULlNOXWRw+N2w3ZQQ/13MJVqZOBNJVhWSwEK6CTAwKsTH8DAy8DLwCvvJjKUwHupuy9cdgzG4e+7wzZ4IcJt28EZmCEhAAAbUklEQVTh2V4cGrUDpYc1ljqt2npM/P/nOzqoRF4VqgHb9xfx+e4NSWmpljScdF8D5z+6q4sF1h4Hu+2j5CGnYWkG3jTE56kpQIEkBRh4dbw4GHgZeBl45d1EhhJ4VR8NHG5aDMYRV/G0WCNUiD6Nk/OPo7hrFXWnVTsxvDSyRHTUYw2MZ0Ubwu518BevSW6GN7hSfziGLcU1C3uUefsX/rRyQeHrAfKQ07A0A28a4vPUFKAAA29qXQMMvAy8DLzy7i5DCbyiV2Z5i8P60xP8teMqsrVvjxIfruKs/3kUcrZVdzprngKwxAtEGudD7H+fyqb6YYRNM1R+eQRHJgeiVJ+6yUKpZnjDc1WB7buL2N9rDZx8uyLaKDteRsV/+IUhHAy8hjBKbCMFMp4AZ3h1HHMGXgZeBl55N5EhBd6bVXqg/t/+0oNqdpunoMCnh7h06DasKhRQd1r1YNoDk2IweXJVAyPcti0cnu3DoZHbUdrDKcXA+z4yGnltckvlxHZomUvaIf/Hhzi7JhSFmpaWB51GpRl40wiep6UABZIVYODV8QJh4GXgZeCVdxMZUuC9PMQfzmt64EShjrB/uAfZEI3b16JgYf3/OzFEF6qOUu8v4bZ5GVg8CtHAuFf+R9SK2IYD/Tei7MSWKQbea/MOo8ZYF1zJUg257h/FnYpuqPNwMwI7LIadzy/yoNOoNANvGsHztBSgAANval4DDLwMvAy88u4wQwq8z84/gp1TCTwzyiPtpyuOhDsxRBZ3hv2rE7hqURk5H5zQwLhV+VfUu79evdNDclJiSUNIi+lwPDIBB+wGouzhGbjcbSmcdw7BERs3lPrTRx50GpVm4E0jeJ6WAhRg4E3Na4CBl4GXgVfeHWZIgVf0LCa/HYrG3pY6+Y9RbryNCtfo8P0yHVAjajcuZKsF63sHNH52vXp/NLy9EoFiScR/e/cmpSUC782iLVH1WaB667O7/iGoPbAu7pjZIvPj8/Kg06g0A28awfO0FKAAA6+u18AivwCsCziA2NiPaOFUC6MHusLUxCR+tufZW12rN/jXGxsbIa9lJkT8887g+6LPDpiZGiNnVjNEvfj2nxKmz37ouy5DC7zXaw5Ew5vLJYb7psVhGnFFg+RW5R6od98f53I2QsFbOzV+dq3eMDS66oPAVvNgt7JXspQi8Jpkt5I+zvhi4E3kqVIIse9iUbBwbpgiFreuRCJLPuV/AAUDr77vGNZHAQroQ4BreFNQ3LX/NLx8NmD5bE9ky5oFvYfPRjPH6nD/uRUD7392DLyJX0QMvIm7GFrgvTJ6K5x8f5I6E5bZHjnCT2mG2jpD0ShsCc5YN0eRa5s1fnal8Vg4/TVH4+OIk/qVE7n/Ouy7VEKEcUF8irylLqZaMnHQMwBlRrjo4/d+qtbBwJuqvKycAhT4SgEG3hTgenh4obJdKfR1ay2V3Bl0CotWbcM+/1kMvAy8yV49DLzpI/BG//0CparE78pwPkd95LuzV6Njl5v+BuezM3GiYHvYXFyt+bOWU+F8eioC64yH3baRyV4v1wasRqP17jhRqANsLvyhLnvFeTycQr0R5DAS5feM/8pf9d/uZQy8386aZ6IABbQXYOBNwapBu8EYP9QNjrUrSSVv3g3HD93GIjRoGTKZm3FJA7iGN6lLiIE3fQRe0Qv1J6blbYmiVzdqdOxSp7lwOTgGR4t1RclzSzV/1mE2XA6Pw/6qw1Fu38Rkf9vccuiDenf+QGDz2bD7o4+67NXJu9F4fgeEWjZE/tu7tf/tnkYlGXjTCJ6npQAFkhVg4E3hAnFo5o6FUwfDoVL8HpiPI5+jccehOLF9AXJZZuflRQEKZACBo1WHoX7IHJy06YratzVnca/+cRaRfruRpW4VOEzW3HrsWLv5qLd1sCyha6vPokzXqurXPAuLglWZvLLqSNPCcXFpenqenAIUoEBiAgy8KVwXKc3w8rKiAAXSv0DkxQi8jYpG0UYlZHX2eFdf1F3bW+vXvIUFLOLefFH+vnkJFImJ3ylC8QcDr+KHiA2kQEYUYOBNYdTFGt6qFWzVD6mJh9gW+gVwDe9nbnxoLfGLiEsaEncxtIfWvtU/DKqPFn7xOuZbnTJVzsMlDanCykopQAEdBRh4UwAUD6nN8d2ElXNGIFtWC/Ty9IZLAwfu0sDAm+Ktx8DLwJviRfJZAQZeOVosSwEKUECeAAOvFl4LVwbAfxv34U2KijO8nOHV4jZSF+EMb+JaDLxyriKWpQAFKCBPgIFXntcXpfnBE9ylIalLiDO8nOGV8+uFgVeOFstSgAIUkCfAwCvPi4E3ES/O8HKGV85txBlezvDKuV5YlgIUoIA+BBh4dVTkDC9neDnDK+8mYuBl4JV3xbA0BShAAd0FGHh1NGTgZeBl4JV3EzHwMvDKu2JYmgIUoIDuAgy8Ohoy8DLwMvDKu4kYeBl45V0xLE0BClBAdwEGXh0NGXgZeBl45d1EDLwMvPKuGJamAAUooLsAA6+Ohgy8DLwMvPJuIgZeBl55VwxLU4ACFNBdgIFXR0MGXgZeBl55NxEDLwOvvCuGpSlAAQroLsDAq6MhAy8DLwOvvJuIgZeBV94Vw9IUoAAFdBdg4NXRkIGXgZeBV95NxMDLwCvvimFpClCAAroLMPDqaMjAy8DLwCvvJmLgZeCVd8WwNAUoQAHdBRh4dTRk4GXgZeCVdxMx8DLwyrtiWJoCFKCA7gIMvLobsgYKUIACFKAABShAAQULMPAqeHDYNApQgAIUoAAFKEAB3QUYeHU3ZA0UoAAFKEABClCAAgoWYOBV8OCwaRSgAAUoQAEKUIACugsw8OpumGFquP8wEvOWbca5C9fx9t0HVChrg1H9XVGieCG1wcHjoZi1eD0in/2LqhVsMXVkD+TNkzPDGO09FAyPST4Y3LM9erq2UPd7kV8A1gUcQGzsR7RwqoXRA11hamKS7l2ePn+Bab+vw/HgCzAyMkJTx+r4zaNbhndZumYnNu44hBcvX6PU999h9ABX2JWxkVxev3mH8V4rceTUX8iRPQvcu7ZCp9aO6f5aYQcpQAEKpKYAA29q6qazukMv3cD5y7fQsHYlZMtigYV+W3Em5CqCNnhLPQ1/HIVWbqMxfXQv1KxaDlPnrYEIPCvmDE9nEol3RwSVTu6/wdzMVAp2qsC7a/9pePlswPLZnsiWNQt6D5+NZo7V4f5zq3TtEhcXh87uk1DSprBkkTmTOe4+eIwalctK/c6oLodOnsfIqUvhN3ckShYvhOX+u7Fp5xEc2TJPchFh98GjSMye0A937z+G+4jZWDJzGKpUKJWurxd2jgIUoEBqCjDwpqZuOq878um/aNh+MI4F/A6rXDngu3YnTodckf4hF8fjyOdo3HEoDm6eg/zWudO5BjB9wToUyGeFU2cvo5p9aXXg7eHhhcp2pdDXrbVksDPoFBat2oZ9/rPStYkIdjMX+mPP2pkwMTH+oq8Z1WXN/4Jw6GSo+j55EvUPHDsMweldi2GRORNqtugjBdyqFW0ls3GzVkr/nTy8e7q+Xtg5ClCAAqkpwMCbmrrpvO6go+cwdf4aaWZKvF09fPISWOW2xIh+XdQ9r9WqH2aNdUcdB7t0rRF26z5GT1+GTb4T0XfkXI3A26DdYIwf6gbH2pUkg5t3w/FDt7EIDVqGTOZm6dZl3rL/STOU7z/EIOTiDRQvkh8j+v2onqnMqC4i4Pb08JLeCVHN8J48exnrFo3F3+FP0OynEQje7YNsWS2ka2Pd1gPYdeA01i8el26vFXaMAhSgQGoLMPCmtnA6rf9RxFN06TtZWovq0sBB6mX/0fNRpmQR9OvWRt1rly6eGNq7I1waVEunEoB469613xQM7tkBDpVKo5ent0bgdWjmjoVTB0s/E4dq5vvE9gXIZZk93bqMnOYrzWbPGueOxnWrYOueY/h9+Rbs8/eCZY6syKgusR8/Qvwx4LdhrzT2eXJbYpm3J0rZFMa1m3+jfc8JuHzYT/ojUhw7gk5iuf8e7Fg1Nd1eK+wYBShAgdQWYOBNbeF0WL9YyuA2aBpc2zrhp3ZO6h5m1BnezbuO4M/z1+A1ro9kkTDwZtSZzIneq3Ap7A62LJ+kvkbEW/cThv6C+jUrIqO6iDW7W3Yfw+Lpg1G4gDX2Hg6G1+IN2LV6Bv59Gc0Z3nT4O5NdogAF0l6AgTftx8CgWiAeQvt54DS0bVYPPX5srtF2sYY3OPSa+iG1iKjnaNQh/a/hHfbbYoi3pMXDauJ4+eo1zMxM0aCWvRSCxVpVsWOF6iE18bDWQr+AdL+G1z/gILbsPppk4M2oLiOmLJVmdT37dlbfP2Lpz+zxfVHVvjRqNO+DZd4e0rpvcYiH2OLiuIbXoH5RsrEUoIDiBBh4FTckym3Q839fwW3gNDjWqYy+v/ygbqgIeuLtV/FkuVib6j2hD6pXKoOp89ciIvJ5ut+l4VX0G2mdqurwnOwD+3Il8UunJrDMnlV6W3+O7yasnDNCWpcpZoDFMpD0vkuD+OOoqesITBnRHY51qiBg73HM892MvetmSUsaMqrLuq37pXW54sG0QvnzSDO8Y2csx771XtLDneIhtceRzzB7Ql/cexAhrff1mTGUuzQo91cjW0YBChiAAAOvAQySUpooAsvYmSu+aI54y7p0iSLS9w8cD8GsResR9fxFhtyHVxgkXNIgvrdwZQD8t2W8fXjPhF7FtPlrpS3rxH7Nowa4olL5kuprKCO6fPz4CXOXbcbuA6fx8tUbFC5ojf7d2sCpXlXJRWxvJ0Lv0dN/SX8gid09uA+vUn4Lsh0UoIChCjDwGurIsd0UoAAFKEABClCAAloJMPBqxcRCFKAABShAAQpQgAKGKsDAa6gjx3ZTgAIUoAAFKEABCmglwMCrFRMLUYACFKAABShAAQoYqgADr6GOHNtNAQpQgAIUoAAFKKCVAAOvVkwsRAEKUIACFKAABShgqAIMvIY6cmw3BShAAQpQgAIUoIBWAgy8WjGxEAUoQAEKUIACFKCAoQow8BrqyLHdFKAABShAAQpQgAJaCTDwasXEQhSgAAUoQAEKUIAChirAwGuoI8d2U4ACFKAABShAAQpoJcDAqxUTC1GAAhSgAAUoQAEKGKoAA6+hjhzbTQEKUIACFKAABSiglQADr1ZMLEQBClCAAhSgAAUoYKgCDLyGOnJsNwUoQAEKUIACFKCAVgIMvFoxsRAFKEABClCAAhSggKEKMPAa6six3ckKDBgzH/msc2Ps4K5SuerN+2CSZ3e4NKiWbuRCL91A1wHTEBq0DJnMzVK9X6s3B+J/u49hx6qpX30ubdocdus+2vUYjxPbFyCXZfavPpfqhdqcU+eTsAIKUIACFFC0AAOvoocnYzYuYO9xjJ25Qt35PLktUc2+NIa5d0KBvLm1QtE18Ppt2Iud+09h64rJWp0vLQp96yB38uxlnLtwHYN6tPvq7mrTZgber+blCylAAQpQIAkBBl5eGooTUAXenaunIy4uDvcfPsGMBf7Ini0LNvtOhJGRUYptZuBNkSjJAjExsTAzM/36CpJ5JQNvqrCyUgpQgAIUSEGAgZeXiOIEVIH3ypFV6rbtORgMz8k+OLBxNgrks8KxMxew0C8AN+8+hFWuHGjS0AEDurdVv7WfUuCNfv0Ws5dsxIHjIXj3/gNsvy8Cjz6dYF+uBBLOMItGjB/yMzq1dvzCasnqHThy+i80b1QDf2wOhKi3RuWy+M2zGyyzZ5XKt/11HFo61UK3zk3Vrx/222JksciMycO7S9/7degslC5RBDGxH7Ej6CRMTIzR1+0HdGhRHzMXrceuA6eRNUtmqY9tmtaVXqMKj75eHvBavAH3wiNQyqYwJg77BWVLFVOf6879x/D22YCzf4XB3NwMDvalMaL/j8hvHT9bLs5dvEgBvHn7TupLKZvvsGreyC/6mnBJgzZ9T1iJNm1ObIZ3655jWLZuNx5FPEU+61xw69gErm0bq6t//eYd5izdJI3ni1evUSh/HvRxa40WjWuqnVRLP96++4AhExZK5ZbMHKoeJ8XdCGwQBShAAQroTYCBV2+UrEhfAokF3kMnz0OE2N1rZiAi8jn6j5knhbbqlcri6fN/MWXeGlS2K6Ves5tS4HUbNB3mZmbo372NtE406OhZLFm9HTtWTUPB/Hmg7ZIGEfrE6zq2aoghvTriQ0wMenp4oWLZ7zFmUPz6YW0D75Ub9/Bjm0Zo0rA6TodcwaxF61G7WnlUqWCLhrUr4fDJ81i8ahv2+c+SQr8qPNp+/x1G9ndFHitLLPILkJYd7PP3gkVmczx9/gI/dBuLls610L55Pak9Pqt34O79x9i4dAJMTUykwCteM36oG1o510JMbKwUxhMeiQXelPqeVOBNrs0JA6/446bf6Hnw6NMZ9WtUxJ/nr2Ha72sxdVRP6Q8N8S7AzwOn4/m/LzGy/48o9l1+3HvwBO/ev4dTvaoagVf8cdN35Fzpj4d5kwYgi0UmfV22rIcCFKAABRQswMCr4MHJqE1LGHjDH0dh+OQleBL1D4I2eKOHxyxULFsCg3u2VxOJ2ctew2cjZJ8vjI2NpHCc1ENrItz18PDCye0LpeCjOn4ZPEMKmD1dW8gKvCIIHg34HWamJlJVG7Yfwtot+7Fr9XRZgffjp08aM6vOnT1gU7QAlswcJtUjgl29NgMxvG8XKcCqAu+CqYPgWLuSVObN2/do1GGItN65fYv6WPzHdpwIvgj/xePU/fzwIQYOzftI5xIz2iLwimPFnOHJXnKJBd6U+p5U4E2uzQkDr/jjRMxGzxzbW12d+ANH9F+ssQ4+fw3dh8zENr8pKFm88Bd9UDmJPxT6j5mPEsUKYcaY3urxyqj3GftNAQpQICMJMPBmpNE2kL6qAq8IruL49CkOJYoXwpQRPWBXujgcmrlDvIWd2HFw8xwpHCUXeMXSAzF7mtjRtlk9aZmBnBneQydDsWnpRHV1gUfOYqK3H07vWiwr8IpZz+H9uqjrce03RXpY7/Ng36b7WLRuUge/dGyiDrzHAn6XlnWoDhHcy5QsihH9uqD/6Pk4fOp8on2dMbqXFJxF4BW+owa4yg68KfU9qcCbXJsTBt46rQdg4K9tpVl01SGWuIyZuRyhgb7SUpIV/rtxfNuCRNuvCrxiKYR4F2DWWHfpjyIeFKAABSiQcQQYeDPOWBtMT1WBV8zYGRsZwSqXJXJaZlO3v1rT3hjcs4PGGs6EnUsu8K7auA/L/HdJM7xJHXICr1j3usFnvEbgHe+1EsG7faTviS22xFrSz9fwijWk2bJm0VjDW862GIb27qiu56f+U1GzSln069ZG/b3Pl0eoglzC8ChmRMUaXhF4+46aKy3dmDepf5J9FYE34bkTK5zUGt7k+q5t4P28zYkG3h7t0LFlg8QD76ZArFifcuAVgfng8RD4zRuJ74sWNJj7gQ2lAAUoQAHdBRh4dTdkDXoWSGwN7+en+HngNOnhq+XenkmeObnAq3oLfO3CMahUvmSidYglCZt3HcF2v+T3nFU9uJVc6Ovl6S09kPZ5mBUzteVL2+gl8Ca2PGCoe0d0aNEAC1cGYP32gwj090K2rBaJ9jUtAm9ybU5sSYNYsyxmpFWHWNJw/vJNbFk+SeslDeKhNfFg295DwQy9er5nWR0FKEABpQsw8Cp9hDJg+1IKvGdCrkprcDu3dpTWqWbOZI4bd8Jx7kIYRg/8SRJLLvCKtbDdhszEw4in0iyoCKPP/3kp7VDgYF8GNaqUlZYBeE7ywZoFY5A/b27pIa7EPtxBm8ArZovFul6xjlY8IOcfcACzFq9Ha5c6egm8YimEWI4g9isWO1eIh7oC13tLD2SJh9ZEuBZLFsQOD3nz5EL4oyhpj2GxfELsJJEWgTe5NicMvMeDL0oPrXn26Yx6NSpKAXfa/DUaD62JD+D458Ur6aE1sePEg4eReP32HRrXrfLFLg3igTex7ETM9NoUKZAB7zB2mQIUoEDGE2DgzXhjrvgepxR4RQdE6F20ahuu3rgHY2Nj6cl8scNA1/bOKQZeUUBswfX7iq3S7gzPnr+EVe4csC9XUvpQhaKF8yH240eMnrYMImy9jH6T4rZkyc3wvv8QI+0iIda7ZjY3R9NG1fHwcZTeljSIh9q8Fq+X9isuafMdJgxzQ3nb4upxvv8wEnN9N0lm7z7ESB/eUatqeXj27SyF+LQIvMm1WbttyVzg2tZJ3cdX0W8we0n8tmTRb96icAFraVu3Zo2qfxF4xYumzl+DoKPnGHoV/9uADaQABSigHwEGXv04shYKUIACFKAABShAAYUKMPAqdGDYLApQgAIUoAAFKEAB/Qgw8OrHkbVQgAIUoAAFKEABCihUgIFXoQPDZlGAAhSgAAUoQAEK6EeAgVc/jqyFAhSgAAUoQAEKUEChAgy8Ch0YNosCFKAABShAAQpQQD8CDLz6cWQtFKAABShAAQpQgAIKFWDgVejAsFkUoAAFKEABClCAAvoRYODVjyNroQAFKEABClCAAhRQqAADr0IHhs2iAAUoQAEKUIACFNCPAAOvfhxZCwUoQAEKUIACFKCAQgUYeBU6MGwWBShAAQpQgAIUoIB+BBh49ePIWihAAQpQgAIUoAAFFCrAwKvQgWGzKEABClCAAhSgAAX0I8DAqx9H1kIBClCAAhSgAAUooFABBl6FDgybRQEKUIACFKAABSigHwEGXv04shYKUIACFKAABShAAYUKMPAqdGDYLApQgAIUoAAFKEAB/Qgw8OrHkbVQgAIUoAAFKEABCihUgIFXoQPDZlGAAhSgAAUoQAEK6EeAgVc/jqyFAhSgAAUoQAEKUEChAgy8Ch0YNosCFKAABShAAQpQQD8CDLz6cWQtFKAABShAAQpQgAIKFWDgVejAsFkUoAAFKEABClCAAvoRYODVjyNroQAFKEABClCAAhRQqAADr0IHhs2iAAUoQAEKUIACFNCPAAOvfhxZCwUoQAEKUIACFKCAQgUYeBU6MGwWBShAAQpQgAIUoIB+BBh49ePIWihAAQpQgAIUoAAFFCrAwKvQgWGzKEABClCAAhSgAAX0I8DAqx9H1kIBClCAAhSgAAUooFABBl6FDgybRQEKUIACFKAABSigHwEGXv04shYKUIACFKAABShAAYUKMPAqdGDYLApQgAIUoAAFKEAB/Qgw8OrHkbVQgAIUoAAFKEABCihUgIFXoQPDZlGAAhSgAAUoQAEK6EeAgVc/jqyFAhSgAAUoQAEKUEChAgy8Ch0YNosCFKAABShAAQpQQD8CDLz6cWQtFKAABShAAQpQgAIKFWDgVejAsFkUoAAFKEABClCAAvoR+D8KDBCjc8Al/gAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = go.Figure()\n", "\n", "fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_social_first_half_combined[\"pellet_number\"], # [0:35],\n", " y=prob_hard_patch_mean_social_first_half_combined[\n", " \"prob_in_hard_patch\"\n", " ], # [0:35],\n", " mode=\"lines\",\n", " name=\"First Half of Social Data\",\n", " marker=dict(color=\"blue\"),\n", " )\n", ")\n", "\n", "fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_social_combined[\"pellet_number\"], # [0:35],\n", " y=prob_hard_patch_mean_social_combined[\"prob_in_hard_patch\"], # [0:35],\n", " mode=\"lines\",\n", " name=\"Social Data\",\n", " marker=dict(color=\"red\"),\n", " )\n", ")\n", "\n", "fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_post_social_combined[\"pellet_number\"], # [0:35],\n", " y=prob_hard_patch_mean_post_social_combined[\"prob_in_hard_patch\"], # [0:35],\n", " mode=\"lines\",\n", " name=\"Post Social Data\",\n", " marker=dict(color=\"#00CC96\"),\n", " )\n", ")\n", "\n", "fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_social_first_half_combined[\"pellet_number\"][0:35],\n", " y=y_pred_social_first_half,\n", " mode=\"lines\",\n", " name=\"Social First Half Linear Regression Line\",\n", " line=dict(dash=\"dash\"),\n", " marker=dict(color=\"blue\"),\n", " )\n", ")\n", "\n", "fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_social_combined[\"pellet_number\"][0:35],\n", " y=y_pred_social,\n", " mode=\"lines\",\n", " name=\"Social Linear Regression Line\",\n", " line=dict(dash=\"dash\"),\n", " marker=dict(color=\"red\"),\n", " )\n", ")\n", "\n", "fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_social_combined[\"pellet_number\"][0:35],\n", " y=y_pred_post_social,\n", " mode=\"lines\",\n", " name=\"Post Social Linear Regression Line\",\n", " line=dict(dash=\"dash\"),\n", " marker=dict(color=\"#00CC96\"),\n", " )\n", ")\n", "\n", "fig.update_layout(\n", " title=\"Probability of being in hard patch over time\",\n", " xaxis_title=\"Pellet number in block\",\n", " yaxis_title=\"Hard patch probability\",\n", ")\n", "\n", "fig.show()\n", "\n", "# Save the figure as an SVG file\n", "# fig.write_image(\"hard_patch_probability.svg\")" ] }, { "cell_type": "code", "execution_count": 43, "id": "8f022faa", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define the number of rows and columns for the subplot grid\n", "num_experiments = len(experiments)\n", "num_cols = 2\n", "num_rows = (num_experiments + num_cols - 1) // num_cols\n", "\n", "# Create a subplot grid\n", "fig = make_subplots(\n", " rows=num_rows, cols=num_cols, subplot_titles=[exp[\"name\"] for exp in experiments]\n", ")\n", "\n", "# Iterate over each experiment and add a plot to the grid\n", "for i, exp in enumerate(experiments):\n", " exp_name = exp[\"name\"]\n", " row = (i // num_cols) + 1\n", " col = (i % num_cols) + 1\n", "\n", " # Add the plot to the grid\n", " fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_social_first_half_dict[exp_name][\"pellet_number\"][\n", " 0:35\n", " ],\n", " y=prob_hard_patch_mean_social_first_half_dict[exp_name][\n", " \"prob_in_hard_patch\"\n", " ][0:35],\n", " mode=\"lines\",\n", " name=\"First Half of Social Data\",\n", " marker=dict(color=\"blue\"),\n", " showlegend=(i == 0),\n", " ),\n", " row=row,\n", " col=col,\n", " )\n", "\n", " fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_social_dict[exp_name][\"pellet_number\"][0:35],\n", " y=prob_hard_patch_mean_social_dict[exp_name][\"prob_in_hard_patch\"][0:35],\n", " mode=\"lines\",\n", " name=\"Social Data\",\n", " marker=dict(color=\"red\"),\n", " showlegend=(i == 0),\n", " ),\n", " row=row,\n", " col=col,\n", " )\n", "\n", " fig.add_trace(\n", " go.Scatter(\n", " x=prob_hard_patch_mean_post_social_dict[exp_name][\"pellet_number\"][0:35],\n", " y=prob_hard_patch_mean_post_social_dict[exp_name][\"prob_in_hard_patch\"][\n", " 0:35\n", " ],\n", " mode=\"lines\",\n", " name=\"Post Social Data\",\n", " marker=dict(color=\"#00CC96\"),\n", " showlegend=(i == 0),\n", " ),\n", " row=row,\n", " col=col,\n", " )\n", "\n", "\n", "fig.update_layout(height=800, width=1000)\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "5b5dba83", "metadata": {}, "source": [ "## Data overview plot" ] }, { "cell_type": "markdown", "id": "eebc3abf", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": null, "id": "431b70fc", "metadata": {}, "outputs": [], "source": [ "experiment = experiments[0]\n", "\n", "data = load_experiment_data(\n", " experiment=experiment,\n", " data_dir=data_dir,\n", " periods=[\"social\"],\n", " data_types=[\"patch\", \"position\", \"foraging\", \"weight\"],\n", " # trim_days=1 # Opional: trim\n", ")\n", "social_patch_df = data[\"social_patch\"]\n", "social_position_df = data[\"social_position\"]\n", "social_foraging_df = data[\"social_foraging\"]\n", "social_weight_df = data[\"social_weight\"]" ] }, { "cell_type": "markdown", "id": "168b8666", "metadata": {}, "source": [ "### 1. Position heatmaps over time per subject" ] }, { "cell_type": "code", "execution_count": 48, "id": "954b7c5a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_1141116/3605859362.py:15: FutureWarning:\n", "\n", "Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", "\n" ] } ], "source": [ "# Copy and sort dataframe\n", "df = social_position_df.copy().sort_index()\n", "\n", "# Compute time-of-day and flag dark vs light periods\n", "df[\"tod\"] = (\n", " df.index.hour\n", " + df.index.minute / 60\n", " + df.index.second / 3600\n", " + df.index.microsecond / 1e6 / 3600\n", ")\n", "df[\"is_dark\"] = (df[\"tod\"] >= light_off) & (df[\"tod\"] < light_on)\n", "\n", "# Detect light/dark transitions and assign period IDs\n", "first_dark = df.groupby(\"identity_name\")[\"is_dark\"].transform(\"first\")\n", "shifted = df.groupby(\"identity_name\")[\"is_dark\"].shift().fillna(first_dark)\n", "df[\"light_change\"] = df[\"is_dark\"] != shifted\n", "df[\"light_id\"] = df.groupby(\"identity_name\")[\"light_change\"].cumsum().astype(int) + 1" ] }, { "cell_type": "code", "execution_count": 49, "id": "e541d5c6", "metadata": {}, "outputs": [], "source": [ "# Save the original index name and reset to unique integer indices\n", "original_index_name = df.index.name or \"time\"\n", "df = df.reset_index()\n", "\n", "# Initialize speed column\n", "df[\"speed\"] = 0.0\n", "\n", "# Calculate the speed of each subject based on position data\n", "for subject in df[\"identity_name\"].unique():\n", " subject_df = df[df[\"identity_name\"] == subject].copy()\n", " subject_df.sort_values(original_index_name, inplace=True) # sort by time\n", " if subject_df.empty:\n", " continue\n", "\n", " # Calculate the difference in position and time\n", " dxy = subject_df[[\"x\", \"y\"]].diff().values[1:] # skip the first row (NaN)\n", " dt_ms = (\n", " subject_df[original_index_name].diff().dt.total_seconds().values[1:] * 1000\n", " ) # convert to milliseconds\n", "\n", " # Calculate speed in cm/s\n", " speed = np.linalg.norm(dxy, axis=1) / dt_ms * 1000 / cm2px # convert to cm/s\n", " subject_df[\"speed\"] = np.concatenate(([0], speed)) # add zero for the first row\n", "\n", " # Apply a running average filter\n", " k = np.ones(10) / 10 # running avg filter kernel (10 frames)\n", " subject_df[\"speed\"] = np.convolve(subject_df[\"speed\"], k, mode=\"same\")\n", "\n", " # Update the original dataframe\n", " mask = df[\"identity_name\"] == subject\n", " df.loc[mask, \"speed\"] = subject_df[\"speed\"].values\n", "\n", "# Set the index back to time\n", "df = df.set_index(original_index_name)\n", "\n", "# Remove rows where speed is above 250cm/s\n", "df_filtered = df[df[\"speed\"] <= 250]" ] }, { "cell_type": "code", "execution_count": 50, "id": "afa8e496", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_plot = df_filtered.reset_index()\n", "\n", "dark_color = \"#555555\"\n", "light_color = \"#CCCCCC\"\n", "subjects = sorted(df_plot[\"identity_name\"].unique())\n", "n_subj = len(subjects)\n", "n_per = int(df_plot[\"light_id\"].max())\n", "\n", "# Set up subplots\n", "fig, axes = plt.subplots(\n", " nrows=n_subj,\n", " ncols=n_per,\n", " figsize=(2 * n_per, 2 * n_subj),\n", " sharex=True,\n", " sharey=True,\n", " squeeze=False,\n", ")\n", "\n", "# Loop over axes and draw\n", "for i, subj in enumerate(subjects):\n", " for j in range(1, n_per + 1):\n", " ax = axes[i, j - 1]\n", " sub = df_plot[(df_plot.identity_name == subj) & (df_plot.light_id == j)]\n", " if sub.empty:\n", " ax.set_axis_off()\n", " continue\n", "\n", " col = dark_color if sub.is_dark.iloc[0] else light_color\n", "\n", " plot_in_chunks(\n", " ax, sub.x.values, sub.y.values, linestyle=\"-\", linewidth=0.8, color=col\n", " )\n", " ax.set_aspect(\"equal\", \"box\")\n", " ax.axis(\"off\")\n", "\n", "# Scale bar in bottom-right\n", "last_ax = axes[-1, -1]\n", "length_px = 0.2 * 100 * cm2px\n", "xmin, xmax = last_ax.get_xlim()\n", "ymin, ymax = last_ax.get_ylim()\n", "x1 = xmax - 0.02 * (xmax - xmin)\n", "x0 = x1 - length_px\n", "y0 = ymin + 0.02 * (ymax - ymin)\n", "last_ax.plot([x0, x1], [y0, y0], \"k-\", lw=2)\n", "last_ax.text(\n", " (x0 + x1) / 2,\n", " y0 - 0.06 * (ymax - ymin),\n", " \"0.2 m\",\n", " va=\"top\",\n", " ha=\"center\",\n", " fontsize=8,\n", " color=\"k\",\n", ")\n", "\n", "plt.tight_layout()\n", "\n", "# svg_path = save_dir / \"position_maps.pdf\"\n", "# plt.savefig(svg_path, format=\"pdf\", dpi=300)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ec28e673", "metadata": {}, "source": [ "### 2. Locomotion speed over time per subject" ] }, { "cell_type": "code", "execution_count": 51, "id": "e612a9e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_speed = df_filtered.copy()\n", "df_speed.index.name = \"time\"\n", "\n", "dark_color = \"#555555\"\n", "light_color = \"#CCCCCC\"\n", "subjects = sorted(df_speed[\"identity_name\"].unique())\n", "\n", "agg = (\n", " df_speed[[\"identity_name\", \"speed\"]]\n", " .groupby(\"identity_name\")\n", " .resample(\"1s\")\n", " .mean()\n", " .dropna()\n", " .reset_index()\n", ")\n", "\n", "fig = go.Figure()\n", "for subj in subjects:\n", " sub = agg[agg[\"identity_name\"] == subj]\n", " fig.add_trace(\n", " go.Scatter(\n", " x=sub[\"time\"],\n", " y=sub[\"speed\"],\n", " mode=\"lines\",\n", " name=subj,\n", " line=dict(width=1),\n", " opacity=1,\n", " )\n", " )\n", "\n", "fig.update_layout(\n", " title=\"Speed over Time\",\n", " xaxis_title=\"Time\",\n", " yaxis_title=\"Speed\",\n", " legend_title=\"Subject\",\n", " plot_bgcolor=\"white\",\n", ")\n", "\n", "# pio.write_image(\n", "# fig,\n", "# str(save_dir / \"speed_over_time.svg\"),\n", "# format=\"svg\"\n", "# )\n", "\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "043c67eb", "metadata": {}, "source": [ "### 3. Foraging bouts raster plot" ] }, { "cell_type": "code", "execution_count": 52, "id": "c7588f66", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dark_color = \"#555555\"\n", "subjects = sorted(social_foraging_df[\"subject\"].unique())\n", "\n", "fig = px.timeline(\n", " social_foraging_df,\n", " x_start=\"start\",\n", " x_end=\"end\",\n", " y=\"subject\",\n", " hover_data=[\"n_pellets\", \"cum_wheel_dist\"],\n", " category_orders={\"subject\": subjects},\n", ")\n", "\n", "fig.update_traces(\n", " opacity=1,\n", " marker_color=dark_color,\n", " marker_line_color=dark_color,\n", " marker_line_width=1.5,\n", ")\n", "\n", "fig.update_layout(\n", " template=\"simple_white\",\n", " plot_bgcolor=\"white\",\n", " margin=dict(l=150, r=20, t=20, b=20),\n", " height=max(100, len(subjects) * 25 + 50),\n", " xaxis=dict(\n", " showgrid=False, zeroline=False, showline=False, ticks=\"\", showticklabels=False\n", " ),\n", " yaxis=dict(\n", " showgrid=False,\n", " zeroline=False,\n", " showline=False,\n", " ticks=\"\",\n", " showticklabels=True,\n", " title=\"\",\n", " ),\n", ")\n", "\n", "# pio.write_image(\n", "# fig,\n", "# str(save_dir / \"foraging_bouts_raster.svg\"),\n", "# format=\"svg\"\n", "# )\n", "\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "5977087e", "metadata": {}, "source": [ "### 4. Wheel distance spun " ] }, { "cell_type": "markdown", "id": "2d92ed1f", "metadata": {}, "source": [ "#### Over time per subject patch" ] }, { "cell_type": "code", "execution_count": 53, "id": "e4c83fb0", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dt_seconds = 0.02\n", "\n", "fig = go.Figure()\n", "\n", "# Build each trace (continuous + Δ>0.5 downsample)\n", "max_y = 0\n", "for (subject, patch), grp in social_patch_df.groupby([\"subject_name\", \"patch_name\"]):\n", " grp = grp.sort_values(\"block_start\")\n", " total_n = sum(len(a) for a in grp.wheel_cumsum_distance_travelled)\n", "\n", " times = np.empty(total_n, dtype=\"datetime64[ns]\")\n", " dists = np.empty(total_n, dtype=float)\n", " idx, offset = 0, 0.0\n", "\n", " for bs_val, arr in zip(grp.block_start, grp.wheel_cumsum_distance_travelled):\n", " arr = np.asarray(arr)\n", " n = arr.size\n", " offs = (np.arange(n) * dt_seconds * 1e9).astype(\"timedelta64[ns]\")\n", " times[idx : idx + n] = np.datetime64(bs_val) + offs\n", " dists[idx : idx + n] = arr + offset\n", " offset += arr[-1]\n", " idx += n\n", "\n", " max_y = max(max_y, dists.max())\n", "\n", " # Downsample\n", " diffs = np.abs(np.diff(dists, prepend=dists[0]))\n", " mask = diffs > 0.5\n", " mask[0] = True\n", "\n", " fig.add_trace(\n", " go.Scatter(\n", " x=times[mask],\n", " y=dists[mask] / 100, # convert to meters\n", " mode=\"lines\",\n", " name=f\"{subject} — {patch}\",\n", " line=dict(width=1.5),\n", " )\n", " )\n", "\n", "# Hide all ticks and tick lines; keep only the y-axis title\n", "fig.update_xaxes(\n", " showgrid=False, zeroline=False, showline=False, showticklabels=False, ticks=\"\"\n", ")\n", "fig.update_yaxes(\n", " title_text=\"Distance spun on wheel (m)\",\n", " showgrid=False,\n", " zeroline=False,\n", " showline=False,\n", " showticklabels=False,\n", " ticks=\"\",\n", ")\n", "\n", "# Vertical scale bar: 250 m high at the right edge\n", "fig.add_shape(\n", " type=\"line\",\n", " xref=\"paper\",\n", " x0=1.02,\n", " x1=1.02,\n", " yref=\"y\",\n", " y0=0,\n", " y1=250,\n", " line=dict(color=\"black\", width=2),\n", ")\n", "fig.add_annotation(\n", " xref=\"paper\",\n", " x=1.04,\n", " y=125,\n", " text=\"250\",\n", " showarrow=False,\n", " xanchor=\"left\",\n", " yanchor=\"middle\",\n", " font=dict(size=10, color=\"black\"),\n", ")\n", "\n", "# Layout tweaks and show\n", "fig.update_layout(\n", " template=\"simple_white\", margin=dict(l=20, r=80, t=20, b=20), showlegend=True\n", ")\n", "\n", "# pio.write_image(\n", "# fig,\n", "# str(save_dir / \"wheel_dist_over_time.svg\"),\n", "# format=\"svg\"\n", "# )\n", "\n", "fig.show(\n", " config={\n", " \"staticPlot\": True,\n", " }\n", ")" ] }, { "cell_type": "markdown", "id": "418200f6", "metadata": {}, "source": [ "#### Dummy patch vs normal patches" ] }, { "cell_type": "code", "execution_count": null, "id": "fa67e0f1", "metadata": {}, "outputs": [], "source": [ "patch_dfs = []\n", "\n", "for exp in [experiments[i] for i in [4, 5]]:\n", " data = load_experiment_data(experiment=exp, data_dir=data_dir, data_types=[\"patch\"])\n", " df = data[\"None_patch\"]\n", " patch_dfs.append(df)\n", "\n", "patch_df_s4 = pd.concat(patch_dfs).sort_index()" ] }, { "cell_type": "code", "execution_count": 55, "id": "fdbc8dd5", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dt_seconds = 0.02\n", "summary = []\n", "\n", "# Compute total distance spun per (subject, patch)\n", "for (subject, patch), grp in patch_df_s4.groupby([\"subject_name\", \"patch_name\"]):\n", " total_distance = sum(\n", " np.asarray(w)[-1] for w in grp[\"wheel_cumsum_distance_travelled\"] if len(w) > 0\n", " )\n", " summary.append(\n", " {\"subject\": subject, \"patch\": patch, \"distance\": total_distance / 100}\n", " ) # convert to meters\n", "\n", "summary_df = pd.DataFrame(summary)\n", "\n", "# Pivot to subject x patch format\n", "pivot_df = summary_df.pivot(index=\"subject\", columns=\"patch\", values=\"distance\").fillna(\n", " 0\n", ")\n", "\n", "# Per-subject values for PatchDummy1 and mean of other patches\n", "patch_dummy1_vals = pivot_df.get(\"PatchDummy1\", pd.Series(0, index=pivot_df.index))\n", "other_patch_vals = pivot_df.drop(columns=\"PatchDummy1\", errors=\"ignore\").mean(axis=1)\n", "\n", "# Compute means and SEMs\n", "means = [patch_dummy1_vals.mean(), other_patch_vals.mean()]\n", "sems = [patch_dummy1_vals.sem(), other_patch_vals.sem()]\n", "labels = [\"PatchDummy1\", \"Avg Other Patches\"]\n", "\n", "# Plot\n", "fig = go.Figure(\n", " data=[\n", " go.Bar(\n", " x=labels,\n", " y=means,\n", " error_y=dict(type=\"data\", array=sems, visible=True),\n", " marker_color=[\"#636EFA\", \"#EF553B\"],\n", " )\n", " ]\n", ")\n", "\n", "fig.update_layout(\n", " title=\"Mean Wheel Distance Spun ± SEM\",\n", " yaxis_title=\"Distance (m, log)\",\n", " xaxis_title=\"Patch\",\n", " yaxis_type=\"log\",\n", " template=\"simple_white\",\n", " height=400,\n", ")\n", "\n", "# pio.write_image(\n", "# fig,\n", "# str(save_dir / \"dummy_vs_normal_patches.svg\"),\n", "# format=\"svg\"\n", "# )\n", "\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 56, "id": "17703b29", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "subject\n", "BAA-1104792 25.288925\n", "BAA-1104794 20.960074\n", "BAA-1104795 24.882764\n", "BAA-1104797 6.401984\n", "Name: PatchDummy1, dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "subject\n", "BAA-1104792 4300.985857\n", "BAA-1104794 3847.328388\n", "BAA-1104795 3551.048284\n", "BAA-1104797 3306.791160\n", "dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Paired t‐statistic = -17.706, p‐value = 0.0004\n" ] } ], "source": [ "display(patch_dummy1_vals, other_patch_vals)\n", "\n", "t_stat, p_val = ttest_rel(patch_dummy1_vals, other_patch_vals)\n", "print(f\"Paired t‐statistic = {t_stat:.3f}, p‐value = {p_val:.4f}\")" ] }, { "cell_type": "markdown", "id": "a6d59093", "metadata": {}, "source": [ "### 5. Pellets raster plot" ] }, { "cell_type": "code", "execution_count": 57, "id": "1468c927", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = (\n", " social_patch_df[[\"subject_name\", \"patch_name\", \"pellet_timestamps\"]]\n", " .explode(\"pellet_timestamps\")\n", " .dropna(subset=[\"pellet_timestamps\"])\n", ")\n", "df[\"pellet_timestamps\"] = pd.to_datetime(df[\"pellet_timestamps\"])\n", "df[\"patch_idx\"] = df[\"patch_name\"].str.extract(r\"(\\d+)$\").astype(int)\n", "\n", "dark_color = \"#555555\"\n", "subjects = sorted(df[\"subject_name\"].unique())\n", "n_subj = len(subjects)\n", "\n", "fig = make_subplots(rows=n_subj, cols=1, shared_xaxes=True, subplot_titles=subjects)\n", "\n", "for i, subj in enumerate(subjects, start=1):\n", " sub = df[df[\"subject_name\"] == subj]\n", " fig.add_trace(\n", " go.Scatter(\n", " x=sub[\"pellet_timestamps\"],\n", " y=sub[\"patch_idx\"],\n", " mode=\"markers\",\n", " marker=dict(symbol=\"line-ns\", color=dark_color, size=8, line_width=1.2),\n", " showlegend=False,\n", " ),\n", " row=i,\n", " col=1,\n", " )\n", " # Y-axis = patch numbers\n", " fig.update_yaxes(\n", " row=i,\n", " col=1,\n", " title=\"Patches\",\n", " tickmode=\"array\",\n", " showgrid=False,\n", " zeroline=False,\n", " showline=False,\n", " ticks=\"\",\n", " )\n", " # Remove x-labels on every row\n", " fig.update_xaxes(\n", " row=i,\n", " col=1,\n", " showticklabels=False,\n", " showgrid=False,\n", " zeroline=False,\n", " showline=False,\n", " ticks=\"\",\n", " )\n", "\n", "# Tighten the margins and overall height\n", "fig.update_layout(\n", " template=\"simple_white\",\n", " plot_bgcolor=\"white\",\n", " margin=dict(l=80, r=20, t=80, b=20),\n", " height=120 * n_subj,\n", ")\n", "\n", "# Center subject titles\n", "for ann in fig.layout.annotations:\n", " ann.x = 0.5\n", " ann.xanchor = \"center\"\n", " ann.font = dict(size=16)\n", "\n", "# pio.write_image(\n", "# fig,\n", "# str(save_dir / \"pellets_raster.svg\"),\n", "# format=\"svg\"\n", "# )\n", "\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "83481174", "metadata": {}, "source": [ "### 6. Weight over time" ] }, { "cell_type": "markdown", "id": "693ea04b", "metadata": {}, "source": [ "#### Per subject for a single experiment" ] }, { "cell_type": "code", "execution_count": 58, "id": "46e2c1d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Keep only rows that have timestamps\n", "df = social_weight_df[\n", " social_weight_df[\"timestamps\"].apply(lambda lst: len(lst) > 0)\n", "].copy()\n", "\n", "# Explode parallel list-columns into long form\n", "df = df.explode([\"timestamps\", \"weight\", \"subject_id\"])\n", "\n", "# Type conversions\n", "df[\"timestamps\"] = pd.to_datetime(df[\"timestamps\"])\n", "df[\"weight\"] = df[\"weight\"].astype(float)\n", "\n", "# Plot\n", "fig = px.line(\n", " df,\n", " x=\"timestamps\",\n", " y=\"weight\",\n", " color=\"subject_id\",\n", " markers=True,\n", " title=\"Subject Weights Over Time\",\n", " labels={\"timestamps\": \"Time\", \"weight\": \"Weight\", \"subject_id\": \"Subject ID\"},\n", ")\n", "fig.update_layout(legend_title_text=\"Subject ID\")\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "b21dd0ec", "metadata": {}, "source": [ "#### Averaged over time" ] }, { "cell_type": "code", "execution_count": null, "id": "4a4859b2", "metadata": {}, "outputs": [], "source": [ "social_weight_dfs = []\n", "\n", "for exp in [experiments[i] for i in [0, 1, 4, 5]]:\n", " data = load_experiment_data(\n", " experiment=exp, data_dir=data_dir, periods=[\"social\"], data_types=[\"weight\"]\n", " )\n", " df = data[\"social_weight\"]\n", " social_weight_dfs.append(df)\n", "\n", "social_weight_df_all_exps = pd.concat(social_weight_dfs).sort_index()" ] }, { "cell_type": "code", "execution_count": 60, "id": "1409fd4c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Flatten the “array-of-arrays” df into a long DataFrame\n", "records = []\n", "for _, row in social_weight_df_all_exps.iterrows():\n", " ts = pd.to_datetime(row[\"timestamps\"])\n", " w = np.asarray(row[\"weight\"], dtype=float)\n", " sids = row[\"subject_id\"]\n", " for t, weight, sid in zip(ts, w, sids):\n", " records.append({\"timestamp\": t, \"subject_id\": sid, \"weight\": weight})\n", "\n", "df = pd.DataFrame.from_records(records)\n", "df = df.sort_values([\"subject_id\", \"timestamp\"])\n", "# Drop rows where subject_id is shorter than 11 characters, removes some erroneous entries\n", "df = df[df[\"subject_id\"].str.len() >= 11].reset_index(drop=True)\n", "\n", "# Parameters & 24 h cycle grid\n", "sampling_freq = \"10min\" # resample interval\n", "# Choose any date at 08:00 to define “day zero”\n", "anchor = pd.Timestamp(f\"2020-01-01 {light_off:02d}:00:00\")\n", "\n", "# Build the 24 h cycle index\n", "n_steps = int(pd.Timedelta(\"1D\") / pd.Timedelta(sampling_freq))\n", "cycle_index = pd.timedelta_range(start=0, periods=n_steps, freq=sampling_freq)\n", "\n", "# Will hold each mouse’s mean‐day\n", "cycle_df = pd.DataFrame(index=cycle_index)\n", "\n", "# Loop over each mouse, resample, fold into 24 h, average days\n", "for sid, grp in df.groupby(\"subject_id\"):\n", " # Series of weight vs time\n", " ser = grp.set_index(\"timestamp\")[\"weight\"].sort_index()\n", " # Collapse any exact-duplicate timestamps\n", " ser = ser.groupby(level=0).mean()\n", "\n", " # Resample into bins anchored at 08:00, then interpolate\n", " ser_rs = ser.resample(sampling_freq, origin=anchor).mean().interpolate()\n", "\n", " # Convert each timestamp into its offset (mod 24 h) from the anchor\n", " offsets = (ser_rs.index - anchor) % pd.Timedelta(\"1D\")\n", " ser_rs.index = offsets\n", "\n", " # Average across all days for each offset\n", " daily = ser_rs.groupby(ser_rs.index).mean()\n", "\n", " # Align to uniform cycle grid\n", " cycle_df[sid] = daily.reindex(cycle_index)\n", "\n", "# Baseline‐subtract each mouse’s minimum, then grand‐mean\n", "cycle_df_baselined = cycle_df.subtract(cycle_df.min(skipna=True), axis=1)\n", "grand_mean = cycle_df_baselined.mean(axis=1)\n", "sem = cycle_df_baselined.sem(axis=1)\n", "\n", "# Smooth both mean and SEM with a centered rolling window\n", "window = 20\n", "grand_mean_smooth = grand_mean.rolling(window=window, center=True, min_periods=1).mean()\n", "sem_smooth = sem.rolling(window=window, center=True, min_periods=1).mean()\n", "\n", "# Plot each subject's mean-day curve in its own subplot\n", "n_subj = cycle_df_baselined.shape[1]\n", "n_cols = 4 # adjust as needed\n", "n_rows = math.ceil(n_subj / n_cols)\n", "\n", "fig, axes = plt.subplots(\n", " n_rows, n_cols, figsize=(3.5 * n_cols, 2.5 * n_rows), sharex=True, sharey=True\n", ")\n", "axes = axes.flatten()\n", "x_hours = cycle_df_baselined.index.total_seconds() / 3600\n", "\n", "for i, sid in enumerate(cycle_df_baselined.columns):\n", " ax = axes[i]\n", " y = cycle_df_baselined[sid]\n", " y_smooth = y.rolling(window=window, center=True, min_periods=1).mean()\n", " ax.plot(x_hours, y_smooth, lw=1.5)\n", " ax.set_title(sid, fontsize=9)\n", " ax.set_xlim(0, 24)\n", " ax.grid(True, linestyle=\":\", linewidth=0.5)\n", "\n", "# Remove any unused axes\n", "for ax in axes[n_subj:]:\n", " ax.set_visible(False)\n", "\n", "fig.suptitle(\"24 h weight cycle (baseline-subtracted) per subject\", y=1.02)\n", "fig.text(0.5, 0.04, f\"Time since {light_off:02d}:00:00 (hours)\", ha=\"center\")\n", "fig.text(0.04, 0.5, \"Weight (baseline-subtracted)\", va=\"center\", rotation=\"vertical\")\n", "plt.subplots_adjust(hspace=0.4, wspace=0.3, bottom=0.1, left=0.07, right=0.97, top=0.90)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "32049d88", "metadata": {}, "source": [ "#### Averaged over time and subjects" ] }, { "cell_type": "markdown", "id": "3c6c714d", "metadata": {}, "source": [ "Baselined by subtracting the minimum of each subject's 24h mean-day curve" ] }, { "cell_type": "code", "execution_count": 61, "id": "f37e8d49", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Flatten the “array-of-arrays” df into a long DataFrame\n", "records = []\n", "for _, row in social_weight_df_all_exps.iterrows():\n", " ts = pd.to_datetime(row[\"timestamps\"])\n", " w = np.asarray(row[\"weight\"], dtype=float)\n", " sids = row[\"subject_id\"]\n", " for t, weight, sid in zip(ts, w, sids):\n", " records.append({\"timestamp\": t, \"subject_id\": sid, \"weight\": weight})\n", "\n", "df = pd.DataFrame.from_records(records)\n", "df = df.sort_values([\"subject_id\", \"timestamp\"])\n", "# Drop rows where subject_id is shorter than 11 characters, removes some erroneous entries\n", "df = df[df[\"subject_id\"].str.len() >= 11].reset_index(drop=True)\n", "\n", "# Parameters & 24 h cycle grid\n", "sampling_freq = \"10min\" # resample interval\n", "# Choose any date at 08:00 to define “day zero”\n", "anchor = pd.Timestamp(f\"2020-01-01 {light_off:02d}:00:00\")\n", "\n", "# Build the 24 h cycle index\n", "n_steps = int(pd.Timedelta(\"1D\") / pd.Timedelta(sampling_freq))\n", "cycle_index = pd.timedelta_range(start=0, periods=n_steps, freq=sampling_freq)\n", "\n", "# Will hold each mouse’s mean‐day\n", "cycle_df = pd.DataFrame(index=cycle_index)\n", "\n", "# Loop over each mouse, resample, fold into 24 h, average days\n", "for sid, grp in df.groupby(\"subject_id\"):\n", " # Series of weight vs time\n", " ser = grp.set_index(\"timestamp\")[\"weight\"].sort_index()\n", " # Collapse any exact-duplicate timestamps\n", " ser = ser.groupby(level=0).mean()\n", "\n", " # Resample into bins anchored at 08:00, then interpolate\n", " ser_rs = ser.resample(sampling_freq, origin=anchor).mean().interpolate()\n", "\n", " # Convert each timestamp into its offset (mod 24 h) from the anchor\n", " offsets = (ser_rs.index - anchor) % pd.Timedelta(\"1D\")\n", " ser_rs.index = offsets\n", "\n", " # Average across all days for each offset\n", " daily = ser_rs.groupby(ser_rs.index).mean()\n", "\n", " # Align to uniform cycle grid\n", " cycle_df[sid] = daily.reindex(cycle_index)\n", "\n", "# Baseline‐subtract each mouse’s minimum, then grand‐mean\n", "cycle_df_baselined = cycle_df.subtract(cycle_df.min())\n", "grand_mean = cycle_df_baselined.mean(axis=1)\n", "sem = cycle_df_baselined.sem(axis=1)\n", "\n", "# Smooth both mean and SEM with a centered rolling window\n", "window = 20\n", "grand_mean_smooth = grand_mean.rolling(window=window, center=True, min_periods=1).mean()\n", "sem_smooth = sem.rolling(window=window, center=True, min_periods=1).mean()\n", "\n", "# Plot mean ± SEM\n", "plt.figure(figsize=(10, 4))\n", "x_hours = cycle_df_baselined.index.total_seconds() / 3600\n", "\n", "plt.plot(x_hours, grand_mean_smooth, lw=2, label=\"Mean weight\")\n", "plt.fill_between(\n", " x_hours,\n", " grand_mean_smooth - sem_smooth,\n", " grand_mean_smooth + sem_smooth,\n", " alpha=0.3,\n", " label=\"± SEM\",\n", ")\n", "\n", "plt.xlabel(f\"Time since {light_off:02d}:00:00 (hours)\")\n", "plt.ylabel(\"Weight (baseline-subtracted)\")\n", "plt.title(\"Average 24 h weight cycle across all mice\\n(Mean ± SEM)\")\n", "plt.xlim(0, 24)\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5a57662b", "metadata": {}, "source": [ "Baselined by subtracting the minimum of each subject's _smoothed_ 24h mean-day curve" ] }, { "cell_type": "code", "execution_count": 62, "id": "fa51db1f", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Flatten the “array-of-arrays” df into a long DataFrame\n", "records = []\n", "for _, row in social_weight_df_all_exps.iterrows():\n", " ts = pd.to_datetime(row[\"timestamps\"])\n", " w = np.asarray(row[\"weight\"], dtype=float)\n", " sids = row[\"subject_id\"]\n", " for t, weight, sid in zip(ts, w, sids):\n", " records.append({\"timestamp\": t, \"subject_id\": sid, \"weight\": weight})\n", "\n", "df = pd.DataFrame.from_records(records)\n", "df = df.sort_values([\"subject_id\", \"timestamp\"])\n", "# Drop rows where subject_id is shorter than 11 characters, removes some erroneous entries\n", "df = df[df[\"subject_id\"].str.len() >= 11].reset_index(drop=True)\n", "\n", "# Parameters & 24 h cycle grid\n", "sampling_freq = \"10min\" # resample interval\n", "# Choose any date at 08:00 to define “day zero”\n", "anchor = pd.Timestamp(f\"2020-01-01 {light_off:02d}:00:00\")\n", "\n", "# Build the 24 h cycle index\n", "n_steps = int(pd.Timedelta(\"1D\") / pd.Timedelta(sampling_freq))\n", "cycle_index = pd.timedelta_range(start=0, periods=n_steps, freq=sampling_freq)\n", "\n", "# Will hold each mouse’s mean‐day (unsmoothed)\n", "cycle_df = pd.DataFrame(index=cycle_index)\n", "\n", "# Loop over each mouse, resample, fold into 24 h, average days\n", "for sid, grp in df.groupby(\"subject_id\"):\n", " # Series of weight vs time\n", " ser = grp.set_index(\"timestamp\")[\"weight\"].sort_index()\n", " # Collapse any exact-duplicate timestamps\n", " ser = ser.groupby(level=0).mean()\n", "\n", " # Resample into bins anchored at 08:00, then interpolate\n", " ser_rs = ser.resample(sampling_freq, origin=anchor).mean().interpolate()\n", "\n", " # Convert each timestamp into its offset (mod 24 h) from the anchor\n", " offsets = (ser_rs.index - anchor) % pd.Timedelta(\"1D\")\n", " ser_rs.index = offsets\n", "\n", " # Average across all days for each offset\n", " daily = ser_rs.groupby(ser_rs.index).mean()\n", "\n", " # Align to uniform cycle grid\n", " cycle_df[sid] = daily.reindex(cycle_index)\n", "\n", "# Baseline‐subtract using each subject’s smoothed minimum\n", "window = 20 # keep same smoothing window for per‐subject curves\n", "# Smooth each column (i.e., each subject’s 24 h curve)\n", "cycle_df_smooth = cycle_df.rolling(window=window, center=True, min_periods=1).mean()\n", "\n", "# Find the minimum of each subject’s smoothed curve\n", "minima_smooth = cycle_df_smooth.min() # series indexed by subject_id\n", "\n", "# Subtract that baseline from the UNSMOOTHED cycle for each subject\n", "cycle_df_baselined = cycle_df.subtract(minima_smooth, axis=1)\n", "\n", "# Now compute grand‐mean and SEM (over baselined, unsmoothed curves)\n", "grand_mean = cycle_df_baselined.mean(axis=1)\n", "sem = cycle_df_baselined.sem(axis=1)\n", "\n", "# Smooth both grand‐mean and SEM for plotting\n", "grand_mean_smooth = grand_mean.rolling(window=window, center=True, min_periods=1).mean()\n", "sem_smooth = sem.rolling(window=window, center=True, min_periods=1).mean()\n", "\n", "# Plot mean ± SEM\n", "plt.figure(figsize=(10, 4))\n", "x_hours = cycle_df_baselined.index.total_seconds() / 3600\n", "\n", "plt.plot(x_hours, grand_mean_smooth, lw=2, label=\"Mean weight (baselined)\")\n", "plt.fill_between(\n", " x_hours,\n", " grand_mean_smooth - sem_smooth,\n", " grand_mean_smooth + sem_smooth,\n", " alpha=0.3,\n", " label=\"± SEM\",\n", ")\n", "\n", "plt.xlabel(f\"Time since {light_off:02d}:00:00 (hours)\")\n", "plt.ylabel(\"Weight (baseline‐subtracted)\")\n", "plt.title(\"Average 24 h weight cycle across all mice\\n(Mean ± SEM)\")\n", "plt.xlim(0, 24)\n", "plt.legend()\n", "plt.tight_layout()\n", "\n", "# svg_path = save_dir / \"24h_weight_cycle.svg\"\n", "# plt.savefig(str(svg_path), format='svg')\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "aeon-social-analysis", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }