{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Platform paper social experiment analysis: Part 2" ] }, { "cell_type": "markdown", "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", "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", "```\n", "\n", "## Import libraries and define variables and helper functions" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\"\"\"Notebook settings and imports\"\"\"\n", "\n", "from pathlib import Path\n", "from warnings import warn\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import plotly\n", "import seaborn as sns\n", "from scipy import stats\n", "from scipy.ndimage import uniform_filter1d\n", "from tqdm.auto import tqdm\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# Plot settings\n", "sns.set_style(\"whitegrid\")\n", "plt.rcParams[\"axes.titlesize\"] = 20\n", "plt.rcParams[\"axes.labelsize\"] = 18\n", "plt.rcParams[\"xtick.labelsize\"] = 15\n", "plt.rcParams[\"ytick.labelsize\"] = 15\n", "plt.rcParams[\"legend.title_fontsize\"] = 15\n", "plt.rcParams[\"legend.fontsize\"] = 14\n", "\n", "# Constants\n", "cm2px = 5.2 # 1 cm = 5.2 px roughly in aeon arenas\n", "light_off, light_on = 7, 20 # 7am to 8pm\n", "\n", "subject_colors = plotly.colors.qualitative.Dark24\n", "patch_colors = plotly.colors.qualitative.Light24\n", "patch_markers = [\n", " \"circle\",\n", " \"bowtie\",\n", " \"square\",\n", " \"hourglass\",\n", " \"diamond\",\n", " \"cross\",\n", " \"x\",\n", " \"triangle\",\n", " \"star\",\n", "]\n", "patch_markers_symbols = [\"●\", \"⧓\", \"■\", \"⧗\", \"♦\", \"✖\", \"×\", \"▲\", \"★\"]\n", "patch_markers_dict = dict(zip(patch_markers, patch_markers_symbols, strict=False))\n", "patch_markers_linestyles = [\"solid\", \"dash\", \"dot\", \"dashdot\", \"longdashdot\"]\n", "subject_markers_linestyles = patch_markers_linestyles.copy()\n", "patch_type_mean_map = {100: \"l\", 300: \"m\", 500: \"h\", 200: \"l\", 600: \"m\", 1000: \"h\"}\n", "patch_type_rate_map = {\n", " 0.01: \"l\",\n", " 0.0033: \"m\",\n", " 0.002: \"h\",\n", " 0.005: \"l\",\n", " 0.00167: \"m\",\n", " 0.001: \"h\",\n", "}\n", "\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\",\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", "]\n", "\n", "periods = [\"social\", \"postsocial\"]\n", "\n", "# Define the possible combos of social and light\n", "combos = [\n", " (True, True), # Social + Light\n", " (True, False), # Social + Dark\n", " (False, True), # Solo + Light\n", " (False, False), # Solo + Dark\n", "]\n", "\n", "# Define colors based on light condition (light=blue, dark=orange)\n", "colors = {\n", " True: \"#1f77b4\", # Blue for light conditions\n", " False: \"#ff7f0e\", # Orange for dark conditions\n", "}\n", "\n", "# Define hatch patterns based on social condition\n", "hatches = {\n", " True: \"///\", # Hatched pattern for social\n", " False: None, # No pattern (solid) for solo\n", "}\n", "\n", "labels = [\"Social-Light\", \"Social-Dark\", \"Solo-Light\", \"Solo-Dark\"]" ] }, { "cell_type": "code", "execution_count": 6, "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" ] }, { "cell_type": "markdown", "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, "metadata": {}, "outputs": [], "source": [ "# SET THESE VARIABLES ACCORDINGLY\n", "data_dir = Path(\"\")\n", "save_dir = Path(\"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solo vs. Social Behaviours" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exploring" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Distance travelled" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Final df:\n", "# rows = hour-datetime,\n", "# columns = distance, exp, social-bool, subject, light-bool\n", "\n", "dist_trav_hour_df = pd.DataFrame(\n", " columns=[\"hour\", \"distance\", \"exp\", \"social\", \"subject\", \"light\"]\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# For each period\n", "# Load pos data\n", "# Split into individual dfs\n", "# If social, excise swaps\n", "# Smooth down to 1s\n", "# Calculate hour-by-hour distance traveled, and put into final df\n", "\n", "exp_pbar = tqdm(experiments, desc=\"Experiments\", position=0, leave=True)\n", "for exp in exp_pbar:\n", " period_pbar = tqdm(periods, desc=\"Periods\", position=1, leave=True)\n", " for period in period_pbar:\n", " pos_df = load_data_from_parquet(\n", " experiment_name=exp[\"name\"],\n", " period=period,\n", " data_type=\"position\",\n", " data_dir=data_dir,\n", " set_time_index=True,\n", " )\n", " for subject in pos_df[\"identity_name\"].unique():\n", " pos_df_subj = pos_df[pos_df[\"identity_name\"] == subject]\n", " pos_df_subj = pos_df_subj.resample(\"200ms\").first().dropna(subset=[\"x\"])\n", " pos_df_subj[[\"x\", \"y\"]] = pos_df_subj[[\"x\", \"y\"]].rolling(\"1s\").mean()\n", " pos_df_subj = pos_df_subj.resample(\"1s\").first().dropna(subset=[\"x\"])\n", " pos_df_subj[\"distance\"] = np.sqrt(\n", " (pos_df_subj[\"x\"].diff() ** 2) + (pos_df_subj[\"y\"].diff() ** 2)\n", " )\n", " pos_df_subj.at[pos_df_subj.index[0], \"distance\"] = 0\n", " pos_df_subj[\"distance\"] /= cm2px * 100 # convert to m\n", " pos_df_subj[\"hour\"] = pos_df_subj.index.floor(\"h\")\n", " pos_df_subj_hour = (\n", " pos_df_subj.groupby(\"hour\")[\"distance\"].sum().reset_index()\n", " )\n", " pos_df_subj_hour[\"exp\"] = exp[\"name\"]\n", " pos_df_subj_hour[\"social\"] = period == \"social\"\n", " pos_df_subj_hour[\"subject\"] = subject\n", " hour = pos_df_subj_hour[\"hour\"].dt.hour\n", " pos_df_subj_hour[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " dist_trav_hour_df = pd.concat(\n", " [dist_trav_hour_df, pos_df_subj_hour], ignore_index=True\n", " )" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " hour distance exp social subject \\\n", "0 2024-01-31 11:00:00 214.375787 social0.2-aeon3 False BAA-1104045 \n", "1 2024-01-31 12:00:00 358.672416 social0.2-aeon3 False BAA-1104045 \n", "2 2024-01-31 13:00:00 301.952548 social0.2-aeon3 False BAA-1104045 \n", "3 2024-01-31 14:00:00 284.154738 social0.2-aeon3 False BAA-1104045 \n", "4 2024-01-31 15:00:00 420.268372 social0.2-aeon3 False BAA-1104045 \n", "... ... ... ... ... ... \n", "4840 2024-09-22 13:00:00 263.921865 social0.4-aeon4 False BAA-1104797 \n", "4841 2024-09-22 14:00:00 316.511526 social0.4-aeon4 False BAA-1104797 \n", "4842 2024-09-22 15:00:00 281.001766 social0.4-aeon4 False BAA-1104797 \n", "4843 2024-09-22 16:00:00 171.733688 social0.4-aeon4 False BAA-1104797 \n", "4844 2024-09-22 17:00:00 0.000905 social0.4-aeon4 False BAA-1104797 \n", "\n", " light \n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "... ... \n", "4840 False \n", "4841 False \n", "4842 False \n", "4843 False \n", "4844 False \n", "\n", "[4845 rows x 6 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Save as parquet\n", "# dist_trav_hour_df.to_parquet(\n", "# data_dir / \"for_plots\" / \"dist_trav_hour_df.parquet\",\n", "# engine=\"pyarrow\",\n", "# compression=\"snappy\",\n", "# index=False,\n", "# )\n", "\n", "# Load the parquet file\n", "dist_trav_hour_df = pd.read_parquet(\n", " data_dir / \"for_plots\" / \"dist_trav_hour_df.parquet\",\n", " engine=\"pyarrow\",\n", ")\n", "\n", "display(dist_trav_hour_df)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 0.2)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Hists.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot histograms for each combination\n", "for i, (social_val, light_val) in enumerate(combos):\n", " # Filter data for this combination\n", " subset = dist_trav_hour_df[\n", " (dist_trav_hour_df[\"social\"] == social_val)\n", " & (dist_trav_hour_df[\"light\"] == light_val)\n", " ]\n", " # Plot normalized histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=\"distance\",\n", " stat=\"probability\", # This normalizes the histogram\n", " alpha=0.5,\n", " color=colors[light_val],\n", " label=labels[i],\n", " # kde=True, # Add kernel density estimate\n", " common_norm=False, # Ensure each histogram is normalized separately\n", " axes=ax,\n", " binwidth=20,\n", " )\n", "\n", " # Set hatch pattern for bars\n", " if hatches[social_val]:\n", " for bar in hist.patches:\n", " bar.set_hatch(hatches[social_val])\n", "\n", "ax.set_title(\n", " \"Normalized Distance Traveled Distributions by Social and Light Conditions\"\n", ")\n", "ax.set_xlabel(\"Distance Traveled (m / h)\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")\n", "\n", "ax.set_ylim(0, 0.2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting ('Social-Light',): mean=65.89, sem=2.22, n=1666\n", "Plotting ('Social-Dark',): mean=283.67, sem=3.74, n=1406\n", "Plotting ('Solo-Light',): mean=22.04, sem=1.20, n=949\n", "Plotting ('Solo-Dark',): mean=135.10, sem=3.63, n=824\n" ] }, { "data": { "text/plain": [ "Text(0.02, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 9.89e-64\\nDark conditions: p = 2.04e-151')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Bars.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [True, False]:\n", " for light_val in [True, False]:\n", " subset = dist_trav_hour_df[\n", " (dist_trav_hour_df[\"social\"] == social_val)\n", " & (dist_trav_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_dist = subset[\"distance\"].mean()\n", " sem_dist = subset[\"distance\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_distance\": mean_dist,\n", " \"sem\": sem_dist,\n", " \"condition\": (\n", " f\"{'Social' if social_val else 'Solo'}-\"\n", " f\"{'Light' if light_val else 'Dark'}\",\n", " ),\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_distance\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_distance']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val]:\n", " bar[0].set_hatch(hatches[social_val])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_distance\"] + row[\"sem\"] + 5,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_ylabel(\"Mean Distance Traveled (m / h)\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.set_title(\"Mean Distance Traveled by Social and Light Conditions\")\n", "ax.legend(title=\"Conditions\", loc=\"upper left\")\n", "ax.xaxis.grid(False)\n", "\n", "# Add stats tests\n", "\n", "light_social = dist_trav_hour_df[\n", " (dist_trav_hour_df[\"social\"] == True) & (dist_trav_hour_df[\"light\"] == True)\n", "][\"distance\"]\n", "light_solo = dist_trav_hour_df[\n", " (dist_trav_hour_df[\"social\"] == False) & (dist_trav_hour_df[\"light\"] == True)\n", "][\"distance\"]\n", "\n", "dark_social = dist_trav_hour_df[\n", " (dist_trav_hour_df[\"social\"] == True) & (dist_trav_hour_df[\"light\"] == False)\n", "][\"distance\"]\n", "dark_solo = dist_trav_hour_df[\n", " (dist_trav_hour_df[\"social\"] == False) & (dist_trav_hour_df[\"light\"] == False)\n", "][\"distance\"]\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.02,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bouts" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Final df:\n", "# rows = hour-datetime,\n", "# columns = n_bouts, exp, social-bool, subject, light-bool\n", "\n", "explore_hour_df = pd.DataFrame(\n", " columns=[\"hour\", \"n_bouts\", \"exp\", \"social\", \"subject\", \"light\"]\n", ")\n", "explore_dur_df = pd.DataFrame(\n", " columns=[\"start\", \"duration\", \"exp\", \"social\", \"subject\", \"light\"]\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "exp_pbar = tqdm(experiments, desc=\"Experiments\", position=0, leave=True)\n", "for exp in exp_pbar:\n", " period_pbar = tqdm(periods, desc=\"Periods\", position=1, leave=False)\n", " for period in period_pbar:\n", " explore_bouts_df = load_data_from_parquet(\n", " experiment_name=exp[\"name\"],\n", " period=period,\n", " data_type=\"explore\",\n", " data_dir=data_dir,\n", " set_time_index=True,\n", " )\n", " for subject in explore_bouts_df[\"subject\"].unique():\n", " explore_df_subj = explore_bouts_df[explore_bouts_df[\"subject\"] == subject]\n", " explore_df_subj[\"hour\"] = explore_df_subj[\"start\"].dt.floor(\"h\")\n", " min_hour, max_hour = (\n", " explore_df_subj[\"hour\"].min(),\n", " explore_df_subj[\"hour\"].max(),\n", " )\n", " complete_hours = pd.DataFrame(\n", " {\"hour\": pd.date_range(start=min_hour, end=max_hour, freq=\"h\")}\n", " )\n", " hour_counts = (\n", " explore_df_subj.groupby(\"hour\").size().reset_index(name=\"n_bouts\")\n", " )\n", " explore_df_subj_hour = pd.merge(\n", " complete_hours, hour_counts, on=\"hour\", how=\"left\"\n", " ).fillna(0)\n", " explore_df_subj_hour[\"n_bouts\"] = explore_df_subj_hour[\"n_bouts\"].astype(\n", " int\n", " )\n", " explore_df_subj_hour[\"exp\"] = exp[\"name\"]\n", " explore_df_subj_hour[\"social\"] = period == \"social\"\n", " explore_df_subj_hour[\"subject\"] = subject\n", " hour = explore_df_subj_hour[\"hour\"].dt.hour\n", " explore_df_subj_hour[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " explore_hour_df = pd.concat(\n", " [explore_hour_df, explore_df_subj_hour], ignore_index=True\n", " )\n", "\n", " explore_dur_subj = explore_df_subj[[\"start\", \"duration\"]].copy()\n", " explore_dur_subj[\"exp\"] = exp[\"name\"]\n", " explore_dur_subj[\"social\"] = period == \"social\"\n", " explore_dur_subj[\"subject\"] = subject\n", " hour = explore_dur_subj[\"start\"].dt.hour\n", " explore_dur_subj[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " explore_dur_df = pd.concat(\n", " [explore_dur_df, explore_dur_subj], ignore_index=True\n", " )\n", "\n", "explore_dur_df[\"duration\"] = explore_dur_df[\"duration\"].dt.total_seconds() / 60\n", "explore_dur_df = explore_dur_df[explore_dur_df[\"duration\"] < 120]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 15.0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot hist of bouts per hour\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot histograms for each combination\n", "for i, (social_val, light_val) in enumerate(combos):\n", " subset = explore_hour_df[\n", " (explore_hour_df[\"social\"] == social_val)\n", " & (explore_hour_df[\"light\"] == light_val)\n", " ]\n", " # Plot normalized histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=\"n_bouts\",\n", " stat=\"probability\",\n", " alpha=0.5,\n", " color=colors[light_val],\n", " label=labels[i],\n", " common_norm=False, # Ensure each histogram is normalized separately\n", " axes=ax,\n", " binwidth=1,\n", " )\n", "\n", " # Set hatch pattern for bars\n", " if hatches[social_val]:\n", " for bar in hist.patches:\n", " bar.set_hatch(hatches[social_val])\n", "\n", "ax.set_title(\"Normalized Exploration Bout Distributions by Social and Light Conditions\")\n", "ax.set_xlabel(\"Number of bouts / hour\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")\n", "\n", "ax.set_xticks(np.arange(0, 15, 2))\n", "ax.set_xlim(0, 15)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.02, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 1.31e-15\\nDark conditions: p = 3.01e-10')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot bars of bouts per hour\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [True, False]:\n", " for light_val in [True, False]:\n", " subset = explore_hour_df[\n", " (explore_hour_df[\"social\"] == social_val)\n", " & (explore_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_n_bouts = subset[\"n_bouts\"].mean()\n", " sem_n_bouts = subset[\"n_bouts\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_n_bouts\": mean_n_bouts,\n", " \"sem\": sem_n_bouts,\n", " \"condition\": f\"{'Social' if social_val else 'Solo'}-{'Light' if light_val else 'Dark'}\",\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_n_bouts\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val]:\n", " bar[0].set_hatch(hatches[social_val])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_n_bouts\"] + row[\"sem\"] + 0.1,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Number of Exploration Bouts by Social and Light Conditions\")\n", "ax.set_ylabel(\"Number of bouts / hour\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper left\")\n", "ax.xaxis.grid(False)\n", "\n", "# Perform Wilcoxon rank sum tests (Mann-Whitney U)\n", "light_social = explore_hour_df[\n", " (explore_hour_df[\"social\"] == True) & (explore_hour_df[\"light\"] == True)\n", "][\"n_bouts\"]\n", "light_solo = explore_hour_df[\n", " (explore_hour_df[\"social\"] == False) & (explore_hour_df[\"light\"] == True)\n", "][\"n_bouts\"]\n", "\n", "dark_social = explore_hour_df[\n", " (explore_hour_df[\"social\"] == True) & (explore_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "dark_solo = explore_hour_df[\n", " (explore_hour_df[\"social\"] == False) & (explore_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.02,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 0.3)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot hist of durations of bouts.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot histograms for each combination\n", "for i, (social_val, light_val) in enumerate(combos):\n", " subset = explore_dur_df[\n", " (explore_dur_df[\"social\"] == social_val)\n", " & (explore_dur_df[\"light\"] == light_val)\n", " ]\n", " # Plot normalized histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=\"duration\",\n", " stat=\"probability\",\n", " alpha=0.5,\n", " color=colors[light_val],\n", " label=labels[i],\n", " # kde=True, # Add kernel density estimate\n", " common_norm=False, # Ensure each histogram is normalized separately\n", " axes=ax,\n", " binwidth=2,\n", " )\n", "\n", " # Set hatch pattern for bars\n", " if hatches[social_val]:\n", " for bar in hist.patches:\n", " bar.set_hatch(hatches[social_val])\n", "\n", "ax.set_title(\n", " \"Normalized Exploration Bout Duration Distributions by Social and Light Conditions\"\n", ")\n", "ax.set_xlabel(\"Duration (mins)\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")\n", "\n", "ax.set_ylim(0, 0.3)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.02, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 1.79e-03\\nDark conditions: p = 3.03e-08')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot bars of durations of bouts.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [True, False]:\n", " for light_val in [True, False]:\n", " subset = explore_dur_df[\n", " (explore_dur_df[\"social\"] == social_val)\n", " & (explore_dur_df[\"light\"] == light_val)\n", " ]\n", " mean_duration = subset[\"duration\"].mean()\n", " sem_duration = subset[\"duration\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_duration\": mean_duration,\n", " \"sem\": sem_duration,\n", " \"condition\": f\"{'Social' if social_val else 'Solo'}-{'Light' if light_val else 'Dark'}\",\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_duration\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val]:\n", " bar[0].set_hatch(hatches[social_val])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_duration\"] + row[\"sem\"] + 0.2,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Exploration Bout Duration by Social and Light Conditions\")\n", "ax.set_ylabel(\"Duration (minutes)\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper left\")\n", "ax.xaxis.grid(False)\n", "\n", "# Perform Wilcoxon rank sum tests (Mann-Whitney U)\n", "light_social = explore_dur_df[\n", " (explore_dur_df[\"social\"] == True) & (explore_dur_df[\"light\"] == True)\n", "][\"duration\"]\n", "light_solo = explore_dur_df[\n", " (explore_dur_df[\"social\"] == False) & (explore_dur_df[\"light\"] == True)\n", "][\"duration\"]\n", "\n", "dark_social = explore_dur_df[\n", " (explore_dur_df[\"social\"] == True) & (explore_dur_df[\"light\"] == False)\n", "][\"duration\"]\n", "dark_solo = explore_dur_df[\n", " (explore_dur_df[\"social\"] == False) & (explore_dur_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.02,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot hist of times of bouts over all hours.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "for i, social_val in enumerate([True, False]):\n", " subset = explore_dur_df[(explore_dur_df[\"social\"] == social_val)]\n", "\n", " # Create the histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=subset[\"start\"].dt.hour,\n", " stat=\"probability\", # Normalize to show probability\n", " alpha=0.5,\n", " color=\"teal\",\n", " label=\"Social\" if social_val else \"Solo\",\n", " common_norm=False, # Each condition normalized separately\n", " ax=ax,\n", " bins=24, # 24 hours\n", " discrete=True, # Since hours are discrete values\n", " )\n", "\n", " # Apply hatching pattern for social conditions\n", " if hatches[social_val]:\n", " # Apply the hatch pattern to each bar\n", " for patch in hist.patches:\n", " patch.set_hatch(hatches[social_val])\n", "\n", "# Set x-tick labels for every hour\n", "ax.set_xticks(range(0, 24))\n", "ax.set_xticklabels([f\"{h:02d}:00\" for h in range(0, 24)], rotation=45)\n", "\n", "# Customize axis labels and title\n", "ax.set_title(\"Distribution of Exploration Bouts Throughout the Day\")\n", "ax.set_xlabel(\"Hour of Day\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Foraging" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Final dfs:\n", "# 1. forage_hour_df: hour, n_pellets, dist_forage, n_bouts, exp, social-bool, subject, light-bool\n", "# 2. forage_dur_df: start, duration(mins), exp, social-bool, subject, light-bool\n", "\n", "forage_hour_df = pd.DataFrame(\n", " columns=[\n", " \"hour\",\n", " \"n_bouts\",\n", " \"n_pellets\",\n", " \"dist_forage\",\n", " \"exp\",\n", " \"social\",\n", " \"subject\",\n", " \"light\",\n", " ]\n", ")\n", "forage_dur_df = pd.DataFrame(\n", " columns=[\"start\", \"duration\", \"exp\", \"social\", \"subject\", \"light\"]\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# For each period\n", "# Load foraging data\n", "# Split into individual dfs\n", "# Calculate hour-by-hour metrics and put into final df\n", "\n", "exp_pbar = tqdm(experiments, desc=\"Experiments\", position=0, leave=True)\n", "for exp in exp_pbar:\n", " period_pbar = tqdm(periods, desc=\"Periods\", position=1, leave=False)\n", " for period in period_pbar:\n", " forage_df = load_data_from_parquet(\n", " experiment_name=exp[\"name\"],\n", " period=period,\n", " data_type=\"foraging\",\n", " data_dir=data_dir,\n", " set_time_index=True,\n", " )\n", " for subject in forage_df[\"subject\"].unique():\n", " forage_df_subj = forage_df[forage_df[\"subject\"] == subject]\n", " forage_df_subj[\"hour\"] = forage_df_subj[\"start\"].dt.floor(\"h\")\n", " hour_counts = pd.merge(\n", " forage_df_subj.groupby(\"hour\").size().reset_index(name=\"n_bouts\"),\n", " forage_df_subj.groupby(\"hour\").agg(\n", " n_pellets=(\"n_pellets\", \"sum\"),\n", " cum_wheel_dist=(\"cum_wheel_dist\", \"sum\"),\n", " ),\n", " on=\"hour\",\n", " how=\"left\",\n", " )\n", " min_hour, max_hour = (\n", " forage_df_subj[\"hour\"].min(),\n", " forage_df_subj[\"hour\"].max(),\n", " )\n", " complete_hours = pd.DataFrame(\n", " {\"hour\": pd.date_range(start=min_hour, end=max_hour, freq=\"h\")}\n", " )\n", " forage_df_subj_hour = pd.merge(\n", " complete_hours, hour_counts, on=\"hour\", how=\"left\"\n", " ).fillna(0)\n", " forage_df_subj_hour[\"n_bouts\"] = forage_df_subj_hour[\"n_bouts\"].astype(int)\n", " # Rename 'cum_wheel_dist' col\n", " forage_df_subj_hour.rename(\n", " columns={\"cum_wheel_dist\": \"dist_forage\"}, inplace=True\n", " )\n", " forage_df_subj_hour[\"exp\"] = exp[\"name\"]\n", " forage_df_subj_hour[\"social\"] = period == \"social\"\n", " forage_df_subj_hour[\"subject\"] = subject\n", " hour = forage_df_subj_hour[\"hour\"].dt.hour\n", " forage_df_subj_hour[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " forage_hour_df = pd.concat(\n", " [forage_hour_df, forage_df_subj_hour], ignore_index=True\n", " )\n", "\n", " forage_dur_subj = forage_df_subj[[\"start\"]].copy()\n", " forage_dur_subj[\"duration\"] = (\n", " forage_df_subj[\"end\"] - forage_df_subj[\"start\"]\n", " ).dt.total_seconds() / 60\n", " forage_dur_subj[\"exp\"] = exp[\"name\"]\n", " forage_dur_subj[\"social\"] = period == \"social\"\n", " forage_dur_subj[\"subject\"] = subject\n", " hour = forage_df_subj[\"start\"].dt.hour\n", " forage_dur_subj[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " forage_dur_df = pd.concat(\n", " [forage_dur_df, forage_dur_subj], ignore_index=True\n", " )" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.0, 15.0)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Foraging bouts per hour histogram.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot histograms for each combination\n", "for i, (social_val, light_val) in enumerate(combos):\n", " subset = forage_hour_df[\n", " (forage_hour_df[\"social\"] == social_val)\n", " & (forage_hour_df[\"light\"] == light_val)\n", " & (forage_hour_df[\"n_pellets\"] > 0)\n", " ]\n", " # Plot normalized histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=\"n_bouts\",\n", " stat=\"probability\",\n", " alpha=0.5,\n", " color=colors[light_val],\n", " label=labels[i],\n", " # kde=True, # Add kernel density estimate\n", " common_norm=False, # Ensure each histogram is normalized separately\n", " axes=ax,\n", " binwidth=1,\n", " )\n", "\n", " # Set hatch pattern for bars\n", " if hatches[social_val]:\n", " for bar in hist.patches:\n", " bar.set_hatch(hatches[social_val])\n", "\n", "ax.set_title(\"Normalized Foraging Bout Distributions by Social and Light Conditions\")\n", "ax.set_xlabel(\"Foraging bouts / hour\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")\n", "\n", "ax.set_xlim(1, 15)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Social-Light: mean=0.29, sem=0.02, n=1801\n", "Plotting Social-Dark: mean=4.07, sem=0.08, n=1804\n", "Plotting Solo-Light: mean=0.10, sem=0.02, n=491\n", "Plotting Solo-Dark: mean=3.22, sem=0.17, n=467\n" ] }, { "data": { "text/plain": [ "Text(0.02, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 1.10e-12\\nDark conditions: p = 4.51e-06')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Foraging bouts per hour bars.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [True, False]:\n", " for light_val in [True, False]:\n", " subset = forage_hour_df[\n", " (forage_hour_df[\"social\"] == social_val)\n", " & (forage_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_n_bouts = subset[\"n_bouts\"].mean()\n", " sem_n_bouts = subset[\"n_bouts\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_n_bouts\": mean_n_bouts,\n", " \"sem\": sem_n_bouts,\n", " \"condition\": f\"{'Social' if social_val else 'Solo'}-{'Light' if light_val else 'Dark'}\",\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_n_bouts\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_n_bouts']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val]:\n", " bar[0].set_hatch(hatches[social_val])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_n_bouts\"] + row[\"sem\"] + 0.1,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Number of Foraging Bouts per Hour by Social and Light Conditions\")\n", "ax.set_ylabel(\"Number of bouts / hour\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper left\")\n", "ax.xaxis.grid(False)\n", "\n", "# Wilcoxon rank sum tests\n", "light_social = forage_hour_df[\n", " (forage_hour_df[\"social\"] == True) & (forage_hour_df[\"light\"] == True)\n", "][\"n_bouts\"]\n", "light_solo = forage_hour_df[\n", " (forage_hour_df[\"social\"] == False) & (forage_hour_df[\"light\"] == True)\n", "][\"n_bouts\"]\n", "\n", "dark_social = forage_hour_df[\n", " (forage_hour_df[\"social\"] == True) & (forage_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "dark_solo = forage_hour_df[\n", " (forage_hour_df[\"social\"] == False) & (forage_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.02,\n", " 0.68,\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 20.0)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Foraging bouts duration histogram.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot histograms for each combination\n", "for i, (social_val, light_val) in enumerate(combos):\n", " subset = forage_dur_df[\n", " (forage_dur_df[\"social\"] == social_val) & (forage_dur_df[\"light\"] == light_val)\n", " ]\n", " # Plot normalized histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=\"duration\",\n", " stat=\"probability\",\n", " alpha=0.5,\n", " color=colors[light_val],\n", " label=labels[i],\n", " # kde=True, # Add kernel density estimate\n", " common_norm=False, # Ensure each histogram is normalized separately\n", " axes=ax,\n", " binwidth=1,\n", " )\n", "\n", " # Set hatch pattern for bars\n", " if hatches[social_val]:\n", " for bar in hist.patches:\n", " bar.set_hatch(hatches[social_val])\n", "\n", "ax.set_title(\n", " \"Normalized Foraging Bout Duration Distributions by Social and Light Conditions\"\n", ")\n", "ax.set_xlabel(\"Duration (mins)\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")\n", "\n", "ax.set_xlim(0, 20)\n", "# ax.set_ylim(0, 0.3)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Social-Light: mean=3.94, sem=0.12, n=518\n", "Plotting Social-Dark: mean=3.01, sem=0.02, n=7350\n", "Plotting Solo-Light: mean=7.40, sem=0.60, n=48\n", "Plotting Solo-Dark: mean=3.31, sem=0.06, n=1504\n" ] }, { "data": { "text/plain": [ "Text(0.8, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 7.01e-07\\nDark conditions: p = 1.70e-06')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Foraging bouts duration bars.\"\"\"\n", "\n", "max_forage_thresh = 30 # in minutes\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [True, False]:\n", " for light_val in [True, False]:\n", " subset = forage_dur_df[\n", " (forage_dur_df[\"social\"] == social_val)\n", " & (forage_dur_df[\"light\"] == light_val)\n", " & (forage_dur_df[\"duration\"] < max_forage_thresh)\n", " ]\n", " mean_duration = subset[\"duration\"].mean()\n", " sem_duration = subset[\"duration\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_duration\": mean_duration,\n", " \"sem\": sem_duration,\n", " \"condition\": f\"{'Social' if social_val else 'Solo'}-{'Light' if light_val else 'Dark'}\",\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_duration\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_duration']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val]:\n", " bar[0].set_hatch(hatches[social_val])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_duration\"] + row[\"sem\"] + 0.1,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Duration of Foraging Bouts by Social and Light Conditions\")\n", "ax.set_ylabel(\"Mean Duration (minutes)\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper right\")\n", "ax.xaxis.grid(False)\n", "\n", "# Wilcoxon rank sum tests\n", "\n", "light_social = forage_dur_df[\n", " (forage_dur_df[\"social\"] == True)\n", " & (forage_dur_df[\"light\"] == True)\n", " & (forage_dur_df[\"duration\"] < max_forage_thresh)\n", "][\"duration\"]\n", "light_solo = forage_dur_df[\n", " (forage_dur_df[\"social\"] == False)\n", " & (forage_dur_df[\"light\"] == True)\n", " & (forage_dur_df[\"duration\"] < max_forage_thresh)\n", "][\"duration\"]\n", "\n", "dark_social = forage_dur_df[\n", " (forage_dur_df[\"social\"] == True)\n", " & (forage_dur_df[\"light\"] == False)\n", " & (forage_dur_df[\"duration\"] < max_forage_thresh)\n", "][\"duration\"]\n", "dark_solo = forage_dur_df[\n", " (forage_dur_df[\"social\"] == False)\n", " & (forage_dur_df[\"light\"] == False)\n", " & (forage_dur_df[\"duration\"] < max_forage_thresh)\n", "][\"duration\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.80,\n", " 0.68,\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Foraging bouts over all hours histogram.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "for i, social_val in enumerate([True, False]):\n", " subset = forage_dur_df[(forage_dur_df[\"social\"] == social_val)]\n", "\n", " # Create the histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=subset[\"start\"].dt.hour,\n", " stat=\"probability\", # Normalize to show probability\n", " alpha=0.5,\n", " color=\"teal\",\n", " label=\"Social\" if social_val else \"Solo\",\n", " common_norm=False, # Each condition normalized separately\n", " ax=ax,\n", " bins=24, # 24 hours\n", " discrete=True, # Since hours are discrete values\n", " )\n", "\n", " # Apply hatching pattern for social conditions\n", " if hatches[social_val]:\n", " # Apply the hatch pattern to each bar\n", " for patch in hist.patches:\n", " patch.set_hatch(hatches[social_val])\n", "\n", "# Set x-tick labels for every hour\n", "ax.set_xticks(range(0, 24))\n", "ax.set_xticklabels([f\"{h:02d}:00\" for h in range(0, 24)], rotation=45)\n", "\n", "# Customize axis labels and title\n", "ax.set_title(\"Distribution of Foraging Bouts Throughout the Day\")\n", "ax.set_xlabel(\"Hour of Day\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3.0, 35.0)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DaU8qeSIjIzF9+nSIxWLo6+tjzJgx6NWrF4yMjBAZGYkNGzYgLi4OgYGBMDIywty5cxUeKyIiAocPH4a9vT0mT54Md3d3FBYW4ubNmzJl79+/jyNHjqBx48aYNGkSnJyckJ2djf379+Pw4cN48uQJvvvuO/Tt2xfff/89PDw8MHbsWDRt2hRpaWnYvn07zp8/j7t37+L333/HnDlzZM5RWFgIGxsb9OnTBx4eHnB0dESdOnXw7NkzhIaGYufOncjJycH//vc/HDx4UKU3FnZ2dmUm8pbn2LFjWLt2LQDI/JorkUgwa9YsnDt3DkBJ9+8BAwbA0dEROjo6CA8Px5YtW5CQkIBZs2bhjz/+kOm9lJWVhcmTJwsfWu+88w7ee+891KtXD0+ePMGWLVtw4MABPHz4UEVXXT7pHCtASfuV2rRpE1auXAmg5BeoUaNGoUmTJjA1NUV0dDQCAwMRGhqKtWvXwtLSUm4voepIS0vD6NGj8ezZMxgYGGDEiBFo3749HBwckJOTg8uXLyMgIABPnz7F1KlTcfDgQZiamgIARo8ejX79+uGnn37C6dOnYWtrW+VwuSpKrxQmr1dAcXEx9PX10bVrV3Tp0gVvvfUWzM3NkZGRgejoaOzcuRMPHz7E4cOH4ejoiFmzZgn7SttxREQEPv/8cwDAsmXLZNpa6V+aVdF21UUkEqFTp06Ijo4GANy8eRPvvPNOhfYtKCjAf/7zH2RlZcHY2BijRo1Chw4dUK9ePYjFYsTFxSE0NBQnT54ss9+yZcuQm5srvBZ9fHzw6aefliljZGQk95zbtm1DVFQU2rVrJ7wmMjMzq7TaUmRkJI4cOQIrKyt8+OGHaN26NfLz83H+/Hls27YNBQUFmDt3Lho2bKjyv0fv3r3h7u6OnTt34o8//gAAue+PlQkXAwMDsXr1agAlve+mTp0KT09PFBUV4erVq/D390dOTg7mz58PS0tLvP322wqPtWfPHoSGhsLb2xsffPCB8DwfOnQIhw4dQmpqKj7//HPs3r27zH5VbRNVsXPnTkRERKB169aYMGECGjdujJSUFBw8eBDHjh1DYmIipkyZgr/++qtMT7Dhw4fD398fxcXFOHTokMIvSmKxGIcPHwYAdOvWrdLDAd3c3PDgwQNIJBIsWrQIK1askPtDU3levHiBCRMmICMjAyKRCL6+vhg4cCAsLCzw6NEjbNmyBffv38eJEyeEufBelZycjFGjRgmffR07doSvr6/QWyMuLg7Xrl1DUFBQpeunyfuK0oqKitCmTRv06NEDrq6uZdrc4cOHcfHiRdy7dw///e9/Ffb+lqpq+we08z6jKm7duoUFCxagqKgIRkZGmDBhArp27QoDAwNERERgw4YNWLRoEVq0aFGh41XlOW3VqhX++usvnD59Wghi/P39y9wrASh3uGBpISEhwr+VvQdWVFFREaZPn47Q0FAAJb2Lx4wZg4YNGyIxMRH79+/HqVOnhNDk0KFDSt8HPv74Yzx69Ah+fn7o1asXzM3NER0djbVr1+Lx48c4e/Ys9uzZg5EjR8rse/LkSSxfvhwAYGpqiqlTp8Lb2xtASe/wTZs2Yc6cOWVGe1SUOv4W586dw/z58yGRSFC3bl1MmjQJnTp1gp6eHkJDQ7F+/XqkpaVh9erVMDU1xejRoxUe69KlSwgPD4eTkxPGjRsHJycn5Ofn4+TJkwgICEBubi7mzZuHoKAgmZ5yc+fORWJiIvT19TF8+HB0794d1tbWkEgkeP78OcLCwjglQ20gIaqlrl27JnFycpI4OTlJ9u/fL5FIJJLk5GSJh4eHxMnJSeLn5yezz2effSbsI8+wYcMkTk5OEhcXF8nFixdltqenp0veeecdiZOTk6Rly5aSBw8eyJTp2bOncI5BgwZJMjIyFF5D6bIffPCBJCcnR6bMJ598ItTJ29tb8sknn0gKCwvLlCksLJSMGDFC4uTkJPH29paIxWKZ48TGxkoKCgoU1uXZs2eSbt26SZycnCRz5syRW0b6/PXs2VPp9Xz22WcKzyNPeHi4pHXr1hInJyfJgAEDJJmZmWW27969W+Lk5CRxc3OTnD9/Xu4x0tPTJQMHDpQ4OTlJRo4cKbN9xYoVwnO9bt06me0FBQWSSZMmCWWcnJwksbGxlboOqbFjxyptZxKJRHL27FmhjI+Pj/D4w4cPJW5ubhInJyfJL7/8IikuLpbZt6ioSDJnzhyJk5OTxMPDQ5Kenl5me2xsrMxro7T9+/crvcb//ve/wt85JiZGbv3v3r0rvNZWr14ts728tlJZFXlOg4KChDLjx4+XWyY7O1vy4sULhccoLi6WzJ8/X3huX758KVOm9HvPtWvXlNZbFW23Ikr/TeX9zRXZs2ePsN9vv/1WZpuydnTlyhVh25kzZxQeXywWy7yeJZKKv1eUroOTk5Nk3rx5cl8TUr/88ovSdlL6Pbdnz56SxMREmTJXr16VuLq6SpycnCTDhg2T2V7e60de3eX9Tcqra2nKXk8pKSmSNm3aSJycnCRdu3aVJCQkyJQp/Xrt1q2bzGfBq8/zwoUL5T7PX3zxhVDm7t27ZbZVt02U59U6Tp06Ve5n3W+//SaU+e6772S2jx49WuLk5CTp27evwnOdOHFCOMbJkycrXdfbt29LWrZsKRyjXbt2krlz50p2794tiYyMlPkMV0T6+e/k5CTZs2ePzPb8/HyJn5+fUObcuXMyZWbOnCls37Bhg8JzZWVlyXyWlNfWa+K+oiKio6OVbt+3b59wHVeuXJHZror2L5Fo332GIuX9XYcMGSJxcnKSuLu7S8LCwmS2JycnS3x8fMq8l75KVc9pRd9vK6L0uS5fvlytY0kkEsmOHTvK/WxavXq1UOb777+X2V76c8DNzU3uPUVaWpqkc+fOEicnJ8m7774rsz0/P1/StWtXiZOTk8TLy0vy6NEjmTJRUVEST09P4Vxjx46VKVPde0dF1/WqgoICob4eHh6Se/fuyZSJi4uTdOnSReLk5CRp06aNJCUlRabMq58H+fn5MmXWrl0rlDlx4kSZbTExMcK27du3K7yW4uJimfdG0i6cFJ5eK/Xq1cOYMWMAlIz5vnbtWoX3DQ8PR0REBICSX3G7du0qU8bc3BxLliwBUNLTY+fOnUqPuXjx4grNnyESibB06VK5PROkv0oUFRUhPz8fS5Ysga6ubpkyurq6GDFiBICS7s+PHj2SOU7Dhg3lDsGSkvYkA4AzZ86UGdKoTi9evMBHH32EvLw8WFhYYN26dWV+UZdIJNi4cSOAkvl35M1tBJT8baQ95m7duiXMPQCU9ByQDh9xdnYW5g0qTV9fH0uXLlX6HFVXcXExEhISsHnz5jK9UqZMmSL8e/PmzRCLxXB3d8fHH38sd+U5HR0dLFq0CAYGBsjJyanSL+uKxMXF4dixYwCARYsWwdHRUW45V1dXoW0eOHBAZeevrIKCAjx+/Bjr16/HvHnzAJT08PnPf/4jt3zdunVlflUsTSQS4bPPPoOuri5ycnJw5cqVKtdNFW1X3SwtLYV/v3z5ssL7SecdA6B0+Iyenp5K5koCSuYwWbRokcpWY/zss8/k9rzp2LEjhg8fDuDfoR7abP/+/cjNzQUALFiwAPXr15cp4+rqKrzvvXjxQukvzjY2Ngqf50mTJgn/vnHjRpltNdkmDAwM8M0338gdEjxjxgxhlc/9+/fLDGeR/m2fPHkit8e0dD+g5J6iKivQtm7dGkuWLBE+T16+fIk///wTixYtwpAhQ9CuXTtMmjQJe/bsQU5OjtxjlP47devWTah3aQYGBli2bJnwPAQGBpbZ/s8//wjH6N27t9J5wIyNjWFubl6p69SW+4omTZoo3T5s2DC4uLgAQLm9Lara/rXlPqO6bt++LQx5Gzt2LNq0aSNTpl69ejLzACpT1edU1dLT04V/V6Wn0qukrzcrKyuF1/fJJ58IvSH37t0r835U2tixY+UO+bWwsBDms3rw4AEyMzPLbD99+rTQK/Cjjz6S2xPSyckJ06dPr+CVqdfJkyeF+s6YMUN4bZbm4OAg3NPl5uYqvc+sU6cOli9fLneeMj8/P+H19mr7Kr1wkLIRPSKRqNLvjVSzGGjRa2fy5MlCl96ff/65wvuV/uL6/vvvKyzn5eUlfFgo+7Jbv379Cg95dHZ2VtgVv2XLlsK/O3furHAujtLlKjIEJysrC7GxsXj48KEwj480UMvKyqrSMJ7KysvLw8yZM5GYmAg9PT38/PPPaNSoUZkyjx49QkxMDACgX79+So9X+ktUWFiY8O+7d+8iIyMDQMlcG4q+ENvb26NLly5VuRSFnJ2dhf+5uLigZ8+e+O6774QvoB988EGZ7uPSpaT79eun9Iu7mZmZ8KVN2t1dFc6fPy8MM1AUwEhJn+/ExERhEuSaUPo5bdWqFd555x2sXr0aubm5cHNzg7+/v9ybcHnEYjGeP3+Ox48fC6+DxMRE4XX26hxilaGKtqtupSfEzc7OrvB+pYOgV+cxUpeePXuqLBwzNzdXulDFsGHDhH9fvXpVJedUF2n9zMzMlM5TVDoQUXZN/fv3VziBcbNmzYQ2ExsbW2ZbTbaJLl26KBySqaOjI8x5lZ6ejnv37pXZ3r9/f2GItLwvScnJybh48SIAYMiQIVWeR2/48OE4fPgwhg4dKjPMSDp0e9GiRejbty8uXLggs39wcDCKiooAKL8nadiwITp37iyzD1Dyfi4NkSZMmFCl66gMbbivkEgkSEpKQnR0tFCHBw8eCO2lvPf0qrZ/Td5nqFLp+9ohQ4YoLNejR48Kzw1X1edU1Up/xlV0MnhFXrx4IUxxMGDAAIWfTXp6ekIYlZGRgbt37yo8pnQRCnmk831JJBKZ15H0/VwkEimd72/YsGEq+0GoOkrXV9l7W+n3amWfWZ07d5ZZVEnKxMRECLyVfWa9ujgN1S6cQ4teO5aWlhg/fjzWrl2LW7du4eLFi+jWrVu5+0nnNNDX15f7a0Fpbdq0wePHj/H06VMUFBTI/aBWtjLHq5T9uli6h1dFy706Ia9UfHw8Nm/ejLNnz8qdQLW0tLQ0hb1zVOXzzz8Xej988cUXcpdElk7gCZSEPxVV+peX0nNVlTcfTqtWrYT5jtTFyMgInp6eGDt2bJlJwOPj44WVp3744Qf88MMPFTpe6Z4R1SV9vnNzc+Hq6lrh/ZKTk9W+klV59PX1MWzYMHh5eSktJxaLsWfPHvz555+4d++ezMT7paWlpVW5Pqpou+pW+ga/MmGRl5cXHB0dERsbi2XLluGvv/5Cnz590K5dO7Rq1Urhl5fqqMx7anlcXFyUBhUuLi7Q19cvsyqttpK+v7m6uirt+WFtbQ0HBwfEx8eXeU98VXmLPJibmyMnJ0cmAK3JNlHe+3jpVY4fPHgADw8P4b8NDQ0xaNAg/PHHHzh27BgWLlxYpnf0n3/+KUwsXDrYrIpmzZph+fLlWLJkCe7cuYPbt2/jzp07CAkJwfPnzwGUvN6nT5+OTZs2CcEUgDLzLJUX0Ldp0wYXLlxAbm4uYmNjhXsFaZinr69f4ZC/srTlvuLcuXP4448/EBISojScL+89vartX9vuM6pK2u4MDAyUzpGlq6sLFxeXCgX+VX1OVa10sKyoZ2RFlX59lreqeunX3sOHD9G2bVu55ZStQli6h5CittewYUOlPc+srKzg4OBQI8GyMtLnrrz6GhgYwMXFRViRWpHyVm+UPnevPm+Ojo5o164dbty4ga1bt+LSpUvo27cvvL294eHhoXA+T9I+DLTotTRx4kTs2LEDL1++xK+//lqhQEvaFdnCwqLcX2SlS7dKJBK8fPlS7lKulVmqW9mbZunVTJSVK/2ry6urXAElv9TOnj1b6BlUnry8vAqVq6o1a9YIq76NHj1a4YSPKSkpVTp+6fpLfzUFyu9mrupleUtP9qyrqwtjY2PY2NjIDBsFVHOt1VXVOlS0XalC6ef05cuXiIqKwtatWxETE4MlS5YgNze3zDDO0tLT0zFp0iSlv5KWlp+fX+V6asPfszylv9xVpku9vr4+1q1bh1mzZuHx48dlhuYZGhqiXbt2eO+99/DOO+/IbetVUZn31PIo+jVXSk9PDxYWFkhKSirz/qGNpPUr75qAkl+k4+PjlV5TeTfx0s+kVz9narJNlHetpbeXHmYkNXz4cPzxxx/Izs5GUFBQmV4N0l5bbdq0wVtvvVWtekrp6+ujbdu2Zb7IXr16FUuXLsXDhw9RVFSEr7/+GsePHxc+y0vXu7zrLf25VfpvK319m5ubqyVk1ob7ColEgoULF2Lfvn0qqUNV278m7zNUSXod5ubm5b5OKzpsr6rPqaqV7lFW1c9nqdJ/78q8PuW9H0lV9LtA6V6YpY9Zkc8Aa2trjQdalamvtBeVOj6zAGD16tWYPXs2QkNDhRWB165dK/wIMGjQIAwdOlThCrKkHRho0WvJzMwMEyZMwC+//ILbt2/j7NmzKlk2vjJU9SVOFVJTUzFnzhzk5uaibt26mDx5Mrp27YpGjRrBxMREuNG9evWqMCxBnXNoBQUF4ddffwUAdOrUCV988YXCsqU/gNatW1fussdSij4oa7q7tXRYYEWUvtaZM2eif//+FdpPlb8iSW+ULC0tERAQUOH9KrO6TXW9+py2a9cOQ4YMwejRoxEVFYUff/wR3t7ecn81Xbp0qRBm9e7dG8OGDYOzszPq1auHOnXqCO2jR48eePbsWbVeB6puu+pQejhWeb+iv+qtt97CX3/9hbNnz+LMmTO4ceMGnj59iry8PFy6dAmXLl3Cli1bsHHjRpVckyrfU7Vh2IWqacM11VSbqO61urm5wdXVFffu3cP+/fuFQOv27dvCHJTV7Z1Vnk6dOmHz5s149913kZ6ejidPniAyMrJSPWM1SVvuK/bt2yeEWS4uLhg/fjxat24NOzs7GBkZCe8b8+bNw59//qny88ujDa9FklV6ao67d++qbOintvy9taUeFaUN9bWzs8OuXbtw9epVnDhxAiEhIXj06BHEYjFu3LiBGzduYPPmzdiwYUOl75Go5jDQotfW+PHjERAQgPT0dPz666/lBlrSX27S09NRWFiotJeWdIiXSCRSaa8BdQkKChImfF6zZk2ZYQ2l1URPhHv37uGzzz6DRCJB48aN8dNPPyl9rkv/omZqalqpgEiq9N8oJSVF6YeSKofvVVbpa9XT06vStaqqDtnZ2WjevLlWBbPKmJiY4Pvvv4evry8KCwvx3XffyUyQnJWVJUx4/+6772LVqlUKj6eK14Iq2q46SSSSMsNFyhuqKY+uri569+6N3r17AyiZT+3ixYsIDAzE3bt3cffuXXz55ZdYs2aNyuqtCuW9zgsLC4VfkV/tuVb6l3JlX9Brqteiubk5kpKSKvTeJR3Oqs4JbmuiTZR3raV7Xyia5+f999/HkiVLEBISgtjYWDg6OgpzfxkZGWHgwIFVrl9F2dra4u233xaClqdPnwqB1qu9SeRN9i9V+vko/beVLvqQkZGhcHqEqtKW+4q9e/cCABo3boxdu3bB0NBQI/WoLfcZ5ZG2n4yMDBQVFSm9B5BOkVBblJ6r8vz583In7q+o0q+z8v6epbdXdN6xqtSlIu1KG9qe9DnQls8soOQHhk6dOgEo6dl69epV7N69G9euXUNMTAz+85//4NChQ2qtA1UdJ4Wn15aJiYmwus7du3dx8uRJpeWlcwWIxWJhhRdFwsPDAZTcQKmjG7+qSX9xtrCwUHjTCZSd80cdkpKS8NFHHyE3Nxempqb4/fffy/1wLz2f2a1bt6p03tJBQnkrlqn7OVDG0dFRmACzqtdaXdIvUwUFBdV6LjTxy1vLli0xaNAgACWr2bw60fKTJ0+E+bLeeecdhcd5/Pix0vk1Knptqmi76nT+/HlhRUUPDw+5K/5Vlq2tLYYNG4bdu3cLk9ieO3euRodRVsT9+/eFeZIUbZe2lVeDyNLzsCj7klzeapWqeo1I63fv3j2l15SSkiIs3lCT4ao62kR57+OltyuaB2jw4MEwNDSERCLBwYMHkZeXh6NHjwIA+vbtq7IFCMpTetXV0m2idL1v376t9BjSexIjI6Myc1RJn2+xWKzyxSa05b5COh9Pr169FIZZEomkwsPMq6q23GeURzrMtqCgoMw8Ua8qKioq915ZFVR5L+Hs7Ax3d3cAJfcI1WkTpV+f0tefIqW3K5uXrKqkbS8uLk7pHHGpqanlznOnjKr+FtLnIC4uTmkoWvr7WE1+ZllaWuKdd97Btm3bhHluIyMja3QFaqocBlr0Whs7dqwwrOGXX35R+mt66RsyZSs0ScdZv7qPNpN+ycnPz1c4R0Fubq5au+Pn5+dj5syZePbsGXR1dbF69WqFKzuW5ubmBnt7ewDAnj17qjSnkbu7u/Drzp9//qmwHbx48QKXLl2q9PFVRVdXF2+//TYA4PLly8IKOjWpZ8+ewk3Ltm3bqnwcadCrbIlqdZg+fbrQg+b3338vs630vBPKes/s2rVL6TlKz6Wg7PpU0XbVJTU1FYsXLxb+uzq/VMujr68v/BpeWFgo9OSQkj6HNd0+pNLT04UVReUp/Rkg/dVWqvTwWmVfTI8cOaK0DqV/DKnO8yCt38uXL3HixAmF5fbt2ye89716TTWhvDZRGZcvXxaWfX9VcXGxsGKVubm5EOq8ytTUVFh99NChQzh+/DgyMzMBVH+4YWWG1pVuQ6XDKG9vb6F3jLJ7koSEBGFlutL7AMDbb7+tkvdzebThvgL4931d2Y8Qp0+fVvtiG7XlPqM8pd8blP3tzp07p3Q+KFWp6OdtRU2fPl3494IFCyo8OfzLly9x5swZ4b/t7OyEe9hjx44pnNC+qKioQu9H1SH9m0kkEqV/swMHDlRr2K+q/hal66vsvS0oKEh4T9bEZ9ar563OIkGkXgy06LVWt25dTJ06FUDJKiDnz59XWLZ169bCLzd79+6Vu3JLZmYmvvzySwAlw05GjRqlhlqrnnTFo9zcXGHIVWlFRUVYuHChwi8IqvDFF18IvzLPmzcP3bt3r9B+Ojo6+PDDDwGULLk7b948pR+kWVlZ2LFjR5nHDAwMhGWTIyMjsWnTJpn9CgsLsXDhQqUr3tWEadOmQVdXF8XFxZg1a5awEpY8RUVFOHz4sNIyldWsWTNh7q6///4bW7ZsUVo+NjZW7hd3aW+flJQUhatuqkPz5s3Rp08fACW9oq5duyZsa9SokfDl7uDBg3Jv7M6cOSMzVPFVpXsyxcTEKCynirarDrdu3cLw4cOFdjNo0CD4+PhU6hjSuZEUKSgoQEhICICS9+FXJw+WPofKnj91W758udwhD8HBwdizZw+AklDy1bnYWrRoIfQsDQwMlPs3PXr0KI4fP670/KV75lTneRg2bJgwj953332HFy9eyJS5f/8+1q1bB6Dki5h0OKAqVbdNVEZBQQG+/PJLmcmRAWDDhg3CiljDhg1T2ot6+PDhAEpW6pMOQW7UqBG8vb2rXDcA+PjjjxEYGFjul+UDBw4I9xoNGjQoM39W6b/ThQsX5C4rX1BQgM8//1z43BozZkyZ7U2bNhXeD0+dOiX3s08qJyenUsPytOG+AijpKQ8AZ8+elRuwxMTE4Ouvv1ZrHYDadZ+hTNu2bYUVZXfs2CG3d2BqaiqWL19eI/Up/XkbGxtb7eP16dNHmDMvKioKEyZMKLfX0vnz5/H+++/LfC+Qvt5SU1Px7bffyt33t99+E34EHz58uFpGdfTu3Vt4ntauXYt//vlHpsyjR4+Ez4CqUtXfonfv3sLn37p16+SuJPzs2TN89913AEp6nkpfW6oUGRmptJehRCIRfiwQiUQVngeVah7n0KLX3qhRo+Dv74+kpKRy0/Vvv/0Ww4cPh1gsxtSpU+Hn54eePXvCyMgIkZGR2LBhg/AmPmnSJK2bE0eRAQMGYPXq1SgoKMCCBQsQGRmJLl26wMTEBI8ePcL27dtx9+5deHp6qmVo1L59+4SV6Tp27IjOnTsrXYL31WETo0aNwpUrV3Dy5EkcP34c9+7dwwcffIDWrVvD1NQUWVlZ+OeffxAcHIwzZ87AwMAAY8eOLXPMmTNn4tixY3j+/DlWrVqF+/fvY8iQIahXrx6ePHmCLVu2ICIiAu7u7hodDuDs7Ix58+Zh+fLlePToEQYNGoQRI0agY8eOsLa2Rn5+PuLj4xEWFobjx48jKSkJf/31l9ATSBW++uor3LlzB7GxsVixYgVOnz6NIUOGoEWLFjAwMEB6ejru37+Pixcv4tq1a+jTp48w1E/K09MTQElvicWLF8PPz0+YzwX490uIOkyfPh1BQUEASnppdezYEUBJN/K3334b586dw8WLFzFp0iSMGjUKDRo0QEpKCk6cOIGDBw/C0dERL1++VNgVvkGDBrC3t8fz58+xefNm2Nvbo2nTpkLPiHr16gnDlVTRdivrxYsXZV5f2dnZSE9Px71793Dx4kWEhoYK23r27Illy5ZV+hxXr17F2rVr0a5dO7z99ttwdnaGlZUV8vLy8OTJE+zatUsYzvH+++/LzJPXtm1bXL9+HREREdiwYQO6d+8uhDKGhoaws7OryqVXWMuWLfH48WMMHToUH374IVq1aoWCggJcuHABW7duFeZRLN2LTUpPTw8ffPAB1q9fjwcPHmDcuHGYMmUKGjRogOTkZBw/fhwHDx5E27ZtyzzXryq94t3y5csxffp02NjYCKGrg4NDuSvuAiUrjc2dOxdLlizB8+fPMXToUEydOhWenp4oLCzElStX4O/vj5ycHIhEInzzzTfQ19evwrOmXHXbRGW4u7vj7NmzGDVqFCZMmIDGjRsjJSUFhw4dElbPtbe3x0cffaT0OO3bt0eTJk3w5MkToQePr69vtYfWPHv2DEuWLMGqVavQq1cvtGvXDk2bNoW5uTny8/Pxzz//4Pjx48KPbCKRCAsWLJA57+eff45r164hIyMDn3/+OW7evIl33nkHZmZm+Oeff7B582bhC9mAAQOEHr6lLV68GGFhYUhMTMTKlStx8eJF+Pr6olmzZhCJRIiPj8f169dx9OhR/PLLL+jQoUOFrlHT9xVS7733Hr7//nskJibigw8+wNSpU+Hk5IT8/Hxcu3YN27ZtQ0FBAdzc3NQ+7FBT9xnSlTmVMTc3r/APF19++SX8/PxQUFCA8ePHY8KECejatSsMDAxw584dbNiwAcnJyXBxcVH7sEMXFxfUqVMH+fn5+Pnnn6Gnp4cGDRoIPbHt7OwUDjVV5KuvvkJGRgbOnj2L27dvo3///hgwYAC6du0KBwcHGBoaIjk5Gffu3cPJkycVtpuRI0fir7/+QmhoKA4cOICEhASMHj0aDRs2RFJSEvbv3y/0mm3UqFG570dVZWBggEWLFmHWrFnIyMgQXgfe3t6QSCQIDg7Gxo0bAZTceyn74UEZVf0tDAwM8M0332D69OnIysrCqFGjMHnyZHTq1Am6uroIDQ3Fhg0bhLkQ582bV60fQBSJjIzEggUL0KpVK/Ts2RNubm6wtrZGYWEh4uLicODAAVy+fBlAyZDm0j9CkXZhoEWvPUNDQ0yfPh3ffPNNuWVdXFywbt06zJ49G1lZWdi8eTM2b94sU27MmDH43//+p47qqoW9vT2++uorLFy4EPn5+di4caPw4Sb1zjvvYMSIEcJqRKr07Nkz4d/Xrl3Du+++q7S8t7c3tm/fLvy3SCTCjz/+iKVLl2LXrl2IiYnBypUrFe4v74PP1NQUmzZtwsSJE5GUlIQjR47I9CwaOnQo2rdvjwULFlT00tRiwoQJqFu3LpYtW4bMzEz4+/vD399fbll9fX2VLydsYWGBP/74A59++ilu3LiBkJAQoWeFPKXnFJLq2LEjPDw8EBYWJve5lveLnKq4urri7bffxvnz53Ht2jWEhYXBw8MDQMmN7OjRo4VhOtJf36QaNGiANWvWlDsE78MPP8TXX3+NuLg4mZvU5cuXC78mqqLtVtZPP/2En376SWkZBwcHTJs2DSNHjqzyeYqLixEcHIzg4GCFZXx8fOS+V44ePRq7du1Ceno6fvjhB/zwww/Ctldf/+rg4uKCsWPH4quvvsKSJUtktuvr6+O7775DmzZt5O4/Y8YMXL9+HWFhYQgNDcXMmTPLbPf29saXX34pE/SW1rhxYwwYMADHjh0TVgAs7fTp0xVePXTMmDHIzMzEzz//jOTkZLm9J6RfIuSFHqpSnTZRGWPGjEFISAgOHDiA//znPzLbbWxs4O/vL8xJqMz7778v9M7S0dFRSU8Ae3t73L17Fzk5OXLf/0ozNTXFwoUL0bdvX7nH2bp1Kz788EMkJiZi7969wiTopfXt21fozfAqa2tr7Ny5Ex999BEePHiAa9eulem5WlWavq+QGjduHK5cuYJLly7hyZMnMqsmGxoa4rvvvsP58+fVHmhp6j6jIsdq2bJlhQOtdu3aYdmyZVi0aBFyc3Px+++/lxnCr6enh6+++gohISGIjIxU+T1IaSYmJvDz88OmTZtw9+5dTJo0qcz2gICACoewUkZGRli7di1+//13+Pv7Izs7G3/++afS4Xo9evTA6NGjyzymq6uLdevWYcaMGUKPcHmvrebNm2Pjxo1y75VUpV+/fpg3bx5WrlyJly9flvlMBUqu+aeffoK/v3+VAy1V/i169OiB5cuX48svv0R2djZ++eUX/PLLL2XK6OrqYvbs2TLPu6pFREQonfeubdu2WLp0qVrrQNXDQIveCCNGjMCmTZvKBCuKdO3aFSdPnsS2bdtw/vx5xMbGoqCgANbW1vDy8sLIkSPRrl27Gqi1ag0bNgxNmzaFv78/bt26hczMTFhYWKBly5YYOnQo3nnnHVy/fl3T1VRIX18fX331FUaNGoW9e/fi+vXrePbsGXJyclC3bl00bNgQbm5u6N69u8IVLVu0aIEjR45g48aNOHXqFBISEmBsbAwnJyeMGDECgwYNqtAvnTVhxIgR6NWrF3bt2oXLly8jOjoamZmZMDAwgK2tLZydndG5c2f07dtXLb9c2djYIDAwEOfOncORI0cQFhaG5ORkFBYWwtTUFI0bN0bbtm3Rq1evMisHSeno6MDf3x+bNm3C2bNnERMTg9zcXLUs2y7P9OnThd4Pa9euxYYNGwAA9evXx4EDB7Bx40acPn0aCQkJqFOnDhwcHNC7d2+MGzeuQqvpjB49GtbW1ti9ezciIyORkZGhcEJuVbTdqtLT04OxsTFMTEzg6OiIVq1awdvbG127di2zWl9lTZo0Cc7Ozrhy5QoiIyORmJgo/JpqbW2N1q1b47333kOPHj3k7m9nZ4e9e/di/fr1CAkJwfPnz2t8jrHhw4ejRYsW2Lp1K27evIm0tDRYWVmhU6dOmDp1qjA5sjxGRkbYtm0btm7dir///hsxMTHQ09ND06ZN4evri5EjR1bo82blypVwd3dHUFAQoqOjkZ2drXA+ovJMnz4dPXr0QGBgIK5du4bExETo6Oigfv366NKlC8aPH1/hgKwqqtsmKmv58uXo0qULdu/ejQcPHiAnJwcNGjRA7969MW3atAqvijVkyBAh0OrcubNKertKh/1cunQJt27dwqNHj/D8+XPk5OSgTp06sLCwQIsWLdClSxe8++67St/DXV1dcfz4cQQGBuLUqVOIjo5Gbm4uLC0t4eHhAV9fX2HiYkUcHR1x6NAhHD58GMePH8fdu3eRnp4OXV1d2Nvbw8PDA3379q30vY023Ffo6+tj/fr1+OOPP3Do0CE8fvwYEokEdnZ26NSpE8aNG4fmzZsrnXJClWrTfYYyvr6+cHFxwaZNm3D9+nXh/dHT0xMTJ05EmzZthHkIKxIcV8ecOXPQpEkTHDp0CI8ePUJmZqbc4caVoaOjg5kzZ2LUqFH4+++/cfnyZTx48ABpaWkQi8UwNzdHs2bN4OnpicGDByuc89XCwgKBgYE4fPgwjhw5ItwPSP/m/fv3V9tQw1dNnjwZbdu2xZYtW3Dz5k1kZmbCxsYGHTt2xOTJk9G8eXOFP45WlCr/Fr6+vmjfvj22bduGy5cv49mzZyguLoatrS06duyIsWPHCsNf1WHQoEGoV68erly5goiICLx48QIpKSkoLCxEvXr14OrqinfeeQcDBw6s1v0SqZ9IUlPfLoiIiIiItMjly5eFngY//vij0hVQiehfffr0QUxMDAYPHqy05zERkToxbiQiIiKiN5J0lS0LCwu1TJZP9DoKDw8XFrOQDuknItIEBlpERERE9MaJiYkRFpAYOnRojQwLIqoNlM2zlJaWhkWLFgEomZtvwIABNVUtIiIZnEOLiIiIiN4IL168QG5uLmJjY7Fq1SoUFhaiTp06ap24nKi2mThxIho2bIg+ffrA2dkZpqamyMjIwK1bt7Bz505hVdAZM2aoZR5PIqKKYqBFRERERG+EOXPmyKzCOHv2bNjZ2WmoRkTa6fr160on9R89ejSmT59egzUiIpLFQIuIiIiI3ihGRkZo0qQJxo8fD19fX01Xh0irrFixAmfPnkVISAiSkpKQmpoKPT09YcXvESNGwNPTU9PVJCLiKodERERERERERFS7sIeWBhUXF6OwsBA6OjoQiUSarg4RERERERERkUpIJBIUFxdDT08POjqqX5OQgZYGFRYWIiIiQtPVICIiIiIiIiJSi1atWqllNWEGWhokTShbtWoFXV1dDddG84qKihAREcHng7QW2yjVBmynpO3YRqk2YDslbcc2SrVBQUEB7t27p5beWQADLY2SDjPU1dXlm1ApfD5I27GNUm3Adkrajm2UagO2U9J2bKOkzaRtU11TLKknJiMiIiIiIiIiIlITBlpERERERERERFSrMNAiIiIiIiIiIqJahYEWERERERERERHVKgy0iIiIiIiIiIioVuEqh0RERERERERqJBaLUVRUpLLjSY+Vl5fHVQ6pxujq6kJfX1/T1RAw0CIiIiIiIiJSg5cvXyI5ORn5+fkqPa5EIoGenh6ePn0KkUik0mMTKVOnTh1YW1vDzMxM01VhoEVERERERESkai9fvkR8fDxMTExgbW0NfX19lYVPEokEubm5MDIyYqBFNUIikUAsFiMjIwPx8fEAoPFQi4EWERERERERkYolJyfDxMQEDRs2VHnoJJFIUFxcDENDQwZaVGOMjIxgamqKuLg4JCcnazzQ4qTwRERERERERCokFouRn58Pc3NzBk70WhGJRDA3N0d+fj7EYrFG68JAi4iIiIiIiEiFpJO2a9ME2kSqIm3XqlzooCoYaBERERERERGpAXtn0etIW9o1Ay0iIiIiIiIiIqpVGGgREREREREREVGtwkCLiIiIiIiIiIhqFQZaRERERERERG+gnJwcbNmyBX5+fujcuTPc3d3Rvn17fPDBB/j555+RkJCg6SqWERcXB2dnZ/j5+ZV5/MCBA3B2dsavv/5aqeNVdT/SDgy0iIiIiIiIiN4wt27dQt++fbFixQpERESgRYsW6NevH9q2bYuYmBisXbsW/fr1w5UrVzRd1SqbP38+nJ2dcf36dU1XhdRAT9MVICIiIiIiIqKaExkZiQkTJiA/Px9Tp07FRx99hLp16wrbi4uLcerUKaxcuRLPnz/XYE0rpk+fPmjTpg0sLS1rZD/SDgy0iIiIiIiIiN4QEokE8+bNQ35+Pj755BN8/PHHMmV0dHTQt29fdOrUCc+ePdNALSvH1NQUpqamNbYfaQcOOSQiIiIiIiJ6Q1y4cAEPHjyAvb09pk+frrSsqakpnJychP/Ozc3FmjVrMGjQILRu3RpeXl4YM2YM/v77b7n79+rVC87OzgCAvXv34t1330Xr1q3RpUsXfPnll3j58qXc/Z49e4a5c+eiY8eOaNOmDYYOHYo///xTYT3lzYXl7OyMgwcPAgDGjRsHZ2dn4X9xcXEK96vJa83Ozsb69esxePBgeHl5oW3btujduzdmzZqFixcvKrxeKsEeWkRERERERERviPPnzwMA+vfvDz29ikcCWVlZGDduHO7evQsrKyv06NEDubm5uHbtGm7cuIHQ0FAsXLhQ7r7ff/89AgIC0KFDBzRu3Bi3bt3C7t278fjxY+zYsQMikUgoGxsbi1GjRiEpKQmOjo7o3LkzXrx4gc8++wxjxoypcH19fX1x8+ZNxMTEoGvXrrCxsRG2lR5eqalrLSoqwsSJE3H79m1YWlrC29sbderUwfPnz3HhwgXUrVsX3bp1q/D1vokYaBERERERERG9ISIjIwEArq6uldrvxx9/xN27d9GhQwesXbsWJiYmAIDHjx/Dz88P27dvR5cuXdCzZ0+ZfQ8fPozDhw+jWbNmAIDU1FSMHDkSN27cwLVr19CpUyeh7Ndff42kpCQMGzYMS5YsEUK3M2fOyB0eqciKFSswf/58xMTEYNq0aejQoYNWXWtISAhu376NVq1aITAwEHXq1BGOkZWVhSdPnlS4vm8qDjkkIiIiIiIiekOkp6cDAKysrCq8T05ODvbt2wcdHR0sXrxYCHgAoHnz5pgxYwYAICAgQO7+s2fPFgIe6blHjhwJALhx44bweGxsLC5evAgTExMsWLCgTA+yXr16oV+/fhWuc1XV1LWmpqYCADw9PcuEWQBgYmICd3d31VzQa4yBFhEREREREREpdPfuXeTl5cHV1RXNmzeX2T5kyBAAwK1bt1BcXCyzvUuXLjKPNWnSBACQlJQkPHbz5k0AQLdu3eRO1j5w4MAq1b8yaupaXVxcoKOjgwMHDmDPnj1IS0tT0RW8ORhoEREREREREb0hLCwsAPzbQ6giEhMTAQAODg5yt5uZmcHU1BR5eXnIyMiQ2W5vby/zmLGxMQCgoKBA5jwNGjSQe56GDRtWuM5VVVPX2rRpU8ydOxd5eXlYtGgROnfujMGDB2P58uW4f/++Ki7ltcdAi7SKvr6+pqtARERERET02nJxcQEA3Lt3T6XHLT2x+6t0dF6v6EFV1zpp0iScPHkSCxcuxNtvv41nz55h69ateO+997Bt2zZVVPW19nq1KqoyiUSi6SpAV1cXbm4cJ0xERERERKQub7/9NgDg+PHjKCwsrNA+tra2AICEhAS52zMzM/Hy5UsYGhrC3Ny8ynWTrkSo6Dzx8fFVPnZF1dS1StWvXx9+fn5Yt24drl69iu+//x66urpYuXKl3B5g9C+uckgAShLmYxHPkJpdoLBMMxtjdGxWDw9fZCHkifLuqQ0sjNDNyRrP0vNw8WESlOVlVsYG8Glpi6yCQlgZ10FRUVFVL4OIiIiIiIiU6N69O1q0aIGHDx9i3bp1SlcOzMrKwrNnz+Dm5gZDQ0PcvXsXT548EeaEkjp8+DCAkgnOq9Mby8vLCwBw8eJFZGVllZmQHQCOHj1aqeNJRwBV5jtmTV2rPHp6ehgyZAj++OMPhIaG4unTp2jdurVKz/E6YQ8tEqRmFyAxM1/u/2xM66Bjs3oIj8vA3xHPFJZLzMyHcR09dHOyxpPkHBy4FYcXLxWXFYlE6NXSFsnZBThx97mmnwIiIiIiIqLXmkgkwsqVK1GnTh38+uuv+OGHH5CTk1OmjEQiwenTpzFs2DBERESgbt26GDZsGIqLi7FkyZIy5aOjo/H7778DAPz8/KpVt0aNGqFr167IysrCihUrygRR58+fx/Hjxyt1PGlvq+jo6ArvU1PXeu3aNVy5ckVmYvnY2Fg8fvwYIpEIdnZ21TrH6449tKhcbg3M0MfVDuFxGThzP1Fp2abWxhjUpj6eJOfg7/AEFCvpmWVnZohhng5IyS7AgVtxsDBicyQiIiIiIlI3FxcXbNmyBbNmzcKGDRuwfft2eHh4oF69esjKysKdO3eQnJyMOnXqoH79+gCA//73vwgLC8Ply5fRu3dvtG/fHrm5ubh27Rry8/Ph5+eHXr16VbtuX331FUaOHIm9e/fi+vXraNWqFRITE3Hjxg2MHj0agYGBFT5Wz549sWbNGnz33Xe4fPkyLC0tAQBz5swR/i1PTVzr/fv3sXz5clhZWcHNzQ0WFhZIS0tDcHAwCgoK4Ofnx0CrHEwQSKmaCrPERZqfw4uIiIiIiOhN4eXlhRMnTmD37t04e/YsoqKi8PLlS9StWxdNmzbFyJEjMXz4cGHVPhMTE+zYsQObN2/GsWPHcObMGejr68Pd3R2jR4/GoEGDVFIvR0dH7NmzB6tXr8alS5dw6tQpNGvWDMuXL0f79u0rFWi5u7tj5cqV2LJlCy5fvoy8vDwAwIwZM5QGWjVxrT179kR6ejquX7+O+/fvIz09HVZWVvDy8sLo0aPRp0+fap/jdSeSaMNs4G+ooqIihIWFwcPDA7q6upquDgKvPUViZr7w3zUdZtmY6GNsp6YoKirSiueD6FXa9polkoftlLQd2yjVBmynVF15eXmIjo5G06ZNYWhoqPLjSyQS5OTkoG7dukpX3CNSh4q274KCAkRERKjtvZRzaJFc7JlFRERERERERNqKgRbJYJhFRERERERERNqMgRaVwTCLiIiIiIiIiLQdJ4UnQTMbY3RsVo9hFhERERERERFpNfbQIoGmwyxTQ+arRERERERERFQ+BlokePgiS2NhlkVdffRxta9q1YmIiIiIiIjoDcJAiwQhT1KVbldnmDXcyxEFHIpIRERERERERBXAQIsqRN1hVn5hEU7de66GmhMRERERERHR64aBFpWrJsKsfTfjkCcuUkPtiYiIiIiIiOh1w0CLlKqpMCungGEWEREREREREVUMAy1SiGEWEREREREREWkjBlokF8MsIiIiIiIiItJWDLRIBsMsIiIiIiIi7aajw6/z9GbjK4DKYJhFRERERESkfsUSJV+2yiESiWBkZASRSKTCGv2rOnXTRs7OzvDz86vWMebPnw9nZ2fExcWpqFb/iouLg7OzM+bPn1+t4xw4cADOzs44cOCAimqm3fQ0XQHSHg0sjNDNyZphFhERERERkZrpiEQ4FvEMqdkFaN/ECi3sTHDtnxT8k5StdD83BzN4OFri1pMURD7PBKA41GpmY4yOzerh4YsshDxJVXpc6ffB5MwC2JsbVuWSZOTk5CAgIABBQUF48uQJxGIxrKys0LBhQ3h5eWH48OFo1KiRSs6ljZydndG0aVMcP35c01WRKy4uDj4+PvD19cWKFSs0XZ1KY6BFAk2HWYb6utWpPhERERERUa2Sml0AdwdztLAzwcl7L3A34aXS8t5NreDhaInLj5Jw+cEL6OvrQ1Gg5dbADB2b1UN4XAbO3E9Uetym1sbC98Hg6BSM7tC4qpckyMrKwujRoxEVFYXGjRvj3XffhaWlJdLS0hAeHo4NGzagUaNGNRJoHT16FEZGRmo/T1XZ2dnh6NGjMDU11XRVahUGWiR4lp6nsTCrroEuervaV6f6REREREREtYq0Z1ZFw6wub1nj8qNkBEcr723l1sAMfVztKhxmlZ52xtqkTqWvQ55t27YhKioKw4cPxzfffCMzPDI2NhYFBQUqOVd5mjdvXiPnqSp9fX2tr6M24hxaJLj4MEljYdb7Xg1hoKue8d9ERERERETaSNvCLGXfBysrLCwMADBmzBi5c305OjrKhDgPHjzA7Nmz0alTJ7i7u6NXr15YunQp0tLS5J4jJSUFK1asQL9+/dC6dWt4e3tj+PDh8Pf3L1NO3hxa0dHR+P777+Hr64sOHTqgVatW6NevH1atWoXsbOXDPlVN2Rxa9+/fx9SpU9G2bVt4eXlh6tSpePDgQblzel26dAkjR45EmzZt0KFDB3z22WdlnscDBw7Ax8cHAHDw4EE4OzsL/7t+/bp6LlTF2EOLBMrm/VN3mFVHTxcn7z3DkLaO1bkEIiIiIiKiWuPaPymvZZgFABYWFgBKgiMXF5dyy9+4cQNTpkyBWCxGv3794ODggLCwMAQEBODcuXPYvXs3rKyshPL//PMPxo0bh6SkJHh5eaF3797Izc3Fw4cPsX79ekyePFnp+U6ePIn9+/ejQ4cO8Pb2RnFxMW7fvo2NGzciJCQEO3bs+P8hnZpz//59jB49Grm5uejTpw+aNGmCO3fuYPTo0WjZsqXC/c6cOYNz586hV69eaNu2LUJCQnDo0CHExMTgjz/+AAC4uLhg3LhxCAgIQMuWLdG7d29hfwcHB7Vfmyow0KJy1USYtfdmLPTZX5CIiIiIiN4g5U0AX1vDLADo378/Dh8+jIULFyIiIgJdunSBm5sbLC0tZcoWFxdjwYIFyM3NxaZNm9CtWzdh2/fffw9/f3+sWrUKy5YtEx6fO3cukpKS8M0332DEiBFljvf8+fNy6zdkyBBMmDABBgYGZR7/7bff8Ouvv+LYsWMYPHhwZS9bpZYsWYLs7GysWrUK7777rvD4zz//jLVr1yrc7+zZswgICICXlxcAoKioCBMmTEBwcDDCwsLg4eEBFxcXjB8/HgEBAXBxccEnn3yi9utRNUYIpFRNhVnpOWJ1VJ+IiIiIiKhWqs1hFgD4+Phg/vz5kEgk2Lx5MyZPnoyOHTuiT58+WLJkCZ48eSKUvXXrFmJiYtC9e/cyYRYAzJw5ExYWFjhy5Igw51Z4eDju3LmD9u3by4RZAGBvX/78zHZ2djJhFgCMHTsWAHD16tXKXK7KxcfH4+bNm2jZsmWZMAsApk6dCnNzc4X7Dho0SAizAEBXVxe+vr4AgIiICPVUWAPYQ4sUYphFRERERERU82p7mCU1ceJEDB8+HBcvXkRoaCju3LmD8PBwBAYGYt++ffjxxx/h4+ODe/fuAQC8vb1ljmFsbAx3d3dcunQJ0dHRcHZ2Rnh4OACgS5cuVa6bRCLB/v37cfDgQTx8+BCZmZkoLi4WticmKn8uAeDXX3+VeWz8+PEwMzOrcr2k7t+/DwDw9PSU2Va3bl20bNlS4VxXbm5uMo9JQ76XL5UPca1NGGiRXAyziIiIiIiIat7rEmZJmZiYYMCAARgwYAAAIDMzE6tXr8bOnTvxxRdfoFu3bsjKygIAWFtbyz2GjY0NAAjlMjMzAZT0sqqqb7/9Fjt27ED9+vXRq1cv2NjYCD22fvvttwqtwPjbb7/JPObr66uSQEt6rfXq1ZO7XdFzBZQ856/S1dUFgDKhXW3HQItkMMwiIiIiIiKqeZUJs1o1tEAfV3uVh1lWxrLD8FTJ1NQUX375Jc6fP4/4+Hg8ePBACGCSk5Pl7pOUlATg36BGGhi9ePGiSnVISUlBYGAgnJ2dsXv3bhgZGZU5l7ygSp6oqKgqnb8ipNeakpIid7ui5+pNwjm0qAyGWURERERERDWvsj2z+rdyUHmYZWdmCJ+WtlWpfqWIRKIyIZKrqysAIDg4WKZsTk4O7ty5A0NDQzRt2hQA0KpVKwDA5cuXq3T+2NhYSCQSdO7cuUw9gJLVFrWBdBXD0NBQmW25ubkqCdOkvbaKihR/l9dmDLRIYGVswDCLiIiIiIiohlV+mKE9wmJScea+8h5KlQ2zhnk6ICNPNd/Xdu3aJcx19apTp07h8ePHMDMzg5OTEzw9PdGoUSNcuHABV65cKVP2999/R3p6OgYOHCgMCWzdujVatWqFkJAQ7NmzR+b45fXcatCgAYCSsKj0ELznz59j9erVlbpOdXFwcICnpyciIyNx9OjRMtv8/f2Rnp5e7XOYmZlBJBJVaFVIbcQhhyTwaWmLZA2GWXq6zFeJiIiIiOjNYWVsADcHM3g4WiIsNg1PkrNha1pHYflmNsbo2KweHr7IQnhs2v+XFckt28DCCN2crPEsPQ/B0SmwNlF8XCtjA/i0tEVGnhihMeno61b+KoHluXDhAhYvXozGjRvD09MTtra2yMnJQWRkJG7cuAEdHR0sXrxYCKmWL1+OKVOmYNq0aejXrx8cHBwQGhqK4OBgNGrUCHPmzClz/FWrVsHPzw+LFi3Cn3/+CQ8PD+Tn5+PRo0eIjIxUOGE6ANja2qJfv34ICgrCsGHD0LFjR6SkpODcuXPo2LEjYmJiqn39UklJSZg/f77cbZaWlvjss88U7rto0SKMGTMGc+bMQVBQEBo3boy7d+/i9u3baN++PUJCQqCjU/Xv0cbGxkIwOHfuXDRu3Bg6OjoYMmQIHBwcqnzcmsJAiwQZeWKNhVn6uiL0qoGurURERERERNqgWCLBgFb1hf/2cLSEh6NlhfZ1sjeFk71phco6WtXF6A6NK1TWRl8Xfd3sUSyRQEckPyirqDlz5sDT0xNXrlxBSEiIMA+WnZ0dfH19MXbsWLi7uwvl27Vrh927d2PNmjW4fPkysrKyYGtri3HjxmHGjBmwsrIqc/wmTZrg4MGDWL9+Pc6ePYtt27bB2NgYjRs3xowZM8qt3/Lly+Hg4ICgoCDs2LEDDRo0wIQJEzB16lQEBQVV69pLy8rKwsGDB+Vuc3BwUBpoubq6YufOnVi1ahUuXLgAkUgELy8v7Ny5U+hJJm8C+Mr4/vvvsXz5cpw7dw6ZmZmQSCTw8vKqFYGWSCKR1NDaBvSqoqIihIWFwcPDQxi7qkm7g2OQkJGncLs6w6yhng1hbWwAA31dFBUVacXzQfQqbXvNEsnDdkrajm2UagO2U6quvLw8REdHo2nTpjA0NFT58SUSCfLy8mBoaAhRNYMnqn2KiorQp08f5OXlyQzRrAkVbd8FBQWIiIhQ23spx3iRoFDJgGp1h1n1jA1wOrJqK1QQERERERG9aUrP/USvp8LCQqSmys6ptmHDBsTHx6N3794aqJX24JBDKldNhFn7b8WjuLh2rqxAREREREREpGo5OTno3r07unTpgiZNmqCwsBC3b99GREQEbGxs8PHHH2u6ihpVqwKtvLw8rF+/HkePHkVCQgLMzc3RrVs3fPrpp7Czs6vwcYKDgxEcHIzw8HCEh4cjLS0NDg4OOHPmjNzyYrEY169fx5kzZxAcHCws8eng4IAePXpg6tSpMuN5Xxc1FWa9eJkHGxN9dVwCERERERERUa1jaGiI999/H9euXUNISAgKCgpgY2ODDz74ADNnzoSt7Zs9D3WtCbTy8/Mxfvx4hIWFwcbGBj4+PoiPj8eBAwdw7tw57NmzB46OjhU61tKlS3H//v0KnzskJASTJ08GUDJpW/fu3SEWixEWFobNmzfjr7/+QkBAAJo1a1ala9NWNRlmEREREREREdG/DAwM8NVXX2m6Glqr1gRaa9euRVhYGNq2bQt/f38YGxsDALZs2YIVK1bg888/x/bt2yt0rC5duqB///5o1aoV7O3tMXDgQKXlRSIRBgwYgEmTJqF169bC45mZmfj0009x6dIlfP7559i1a1fVL1DLMMwiIiIiIiIiIm1VKwKtgoICBAYGAgC+/PJLIcwCgIkTJ+LgwYMIDg7GnTt3yiz7qci8efOEf0uXDlWmU6dO6NSpk8zjpqamWLZsGbp3747Q0FDEx8fXiqUty8Mwi4iIiIiIiIi0Wa1Y5fDWrVvIzMxEo0aN4OrqKrO9X79+AICzZ8/WdNVgZ2cnzJ+VmJhY4+dXNYZZRERERERERKTtakUPLel8V/LCLABwc3MDAERFRdVYnaRevnyJly9fAgCsra1r/PyqZGqoh14t7RhmEREREREREZFWqxWB1rNnzwAA9vb2crdLH09ISKixOkkFBgaisLAQTk5OFZ6U/lVFRYqDo5qiq6uL3i62yBUXYe+NmAqGWTrYc+NpOWGWDnzbOpSEWTdj8VxZmCUp+b/i4uKqXgaRWklfq9rwmiVShO2UtB3bKNUGbKdUXUVFRZBIJML/VE16THUcm6g80nZdVFSk9H1S3e+htSLQysnJAVCyZKU8RkZGAIDs7OwaqxMA3Lt3D7///jsAYM6cOVU+TkREhKqqVCVGRkZwdXVFbkEh1hwLRVZegcKyJoYGGNO3DfR0gLXHbiE5M1dh2Tp6upjcuzWsjA2w4UQYYlMyFZbV1RFhcKuSCfcfPnyI3FzFxyXSNE2/Zokqgu2UtB3bKNUGbKdUHXp6esjNzVXrD/b83kSakJ+fD7FYLIym05RaEWhpo+TkZHz88cfIz8/H+PHj8fbbb1f5WK1atYKurq4Ka1c1Z6OSYGJhBRMF2+sa6GJ4u0b/3zMrBnrG5rA3NpdbVl9XB0M9G8LapA7234yFWN8Y9vbGcsvqiIBBrR3QxKZke4sWLaCjUyumd6M3TFFRESIiIrTmNUskD9spaTu2UaoN2E6puvLy8vD06VMYGRkp7JhRHRKJBLm5uTAyMoJIJFL58YmU0dHRgb6+Pt566y2l7bugoAD37t1TWz1qRaBVt25dACVvCvJIU+nSqx+qU1ZWFqZNm4b4+Hj0798f8+fPr9bxdHV1teKDMr9QApFIfpD06pxZGblFCsvKzJmVWaCwrI4IGNi6AZpY18WFqET0crGHjo6OVjwfRIpoy2uWSBm2U9J2bKNUG7CdUlXp6upCJBIJ/1MXdR+fSB5puyvvPVLd75+1ohtM/fr1AQDPnz+Xu136eIMGDdRel/z8fMyYMQN3795F165dsXLlyte+N5G6JoAvHWYduf0MCensLktERERERFQRr/v3UFVydnaGn59ftY4xf/58ODs7Iy4uTkW1qjnXr1+Hs7Mzfv31V01XRaVqRQ+tli1bAoDCrmp3794FUNJI1amwsBCffvopgoOD0bZtW/z6668wMDBQ6zk1rabCrOjkbNiY6KvjEoiIiIiIiLSPpBhQMJKlPCKRSJhLWi2qUbfScnJyEBAQgKCgIDx58gRisRhWVlZo2LAhvLy8MHz4cDRq1EgFFdZOr2YUderUgampKRo1agQPDw8MGTJEyDuo8mpFoOXp6QlTU1PExMQgMjISLi4uZbYHBQUBAHr27Km2OkgkEixYsABnzpyBi4sLNmzYIAyFfF3VZJhFRERERET0RhHpAPcOA9nJstssGgLNewEZccDjcyUBUykSSFBYWAg9PT2IjG0Ap35Abjrw8ARQpPh7G+qYAy37A0UFQNRxQCxnlIyxNeA6uFqXBpRM1TN69GhERUWhcePGePfdd2FpaYm0tDSEh4djw4YNaNSoUY0EWkePHlVvAKiEhYUFxo4dC6Ckk0xaWhru3buHzZs3Y/PmzRg2bBi++uqr176zjDrUikDLwMAAY8aMwbp16/D1119j8+bNQpi0ZcsWREVFwdvbG+7u7sI+O3bswI4dO9CnTx/873//q3Ydli5disOHD6NZs2bYvHkzzMzMqn1MbcYwi4iIiIiISM2yk4GsF2Ufq9e8JMxKeQzcPSQTZpWQQCIWA1aNAKe+QHYScHt3SVCliJEV4Ny3JMQK2wkUqPe72LZt2xAVFYXhw4fjm2++kZnrKzY2FgUFSuqrQs2bN6+R88hjaWmJTz75RObxBw8eYN68edi/fz/EYjFWrlypgdrVbrUi0AKAjz76CFevXkVoaCj69u2Ldu3aISEhAbdv34aVlRWWLVtWpnxaWhqio6ORlJQkc6y9e/di7969AEoSUgBITEzEiBEjhDKLFy+Gm5sbAODUqVPYvn07gJL5vL7//nu5dZw6dapGXyiqwjCLiIiIiIhIA+o1B9yHlhNmlRCZNQA8RpWEYhUJs9qOBgrzyw+z9FXTkyksLAwAMGbMGLkT1zs6Oso89uDBA6xZswbBwcHIzMyEra0tfHx88NFHH8HS0lKmfEpKCjZu3IizZ8/i2bNnMDQ0ROPGjdG/f39MnjxZKOfs7Axvb2/hez0AREdHY+/evbh69SoSEhKQk5ODBg0aoE+fPpgxY4baF51zcnLC5s2bMXDgQBw+fBh+fn5o3bo1gJLVAXfv3o1z587h0aNHSElJgampKby8vPDRRx/B1dW1zLEOHDiABQsWYPny5bCwsMCGDRsQFRUFS0tLnDlzRmEdMjMzMWPGDNy4cQNffPFFtecZq2m1JtCqU6cOAgICsH79ehw5cgSnTp2ChYUFhg4ditmzZ8Pe3r7Cx3r+/Dlu375d5jGxWFzmsaysLOHfL1++FP59+fJlhcf19fWt9YEWwywiIiIiIiINqESYBdP60Gsz6v97Zu1RXZhlYAw496/yJZRmYWEBoCQ4enXaIHlu3LiBKVOmQCwWo1+/fnBwcEBYWBgCAgJw7tw57N69G1ZWVkL5f/75B+PGjUNSUhK8vLzQu3dv5Obm4uHDh1i/fn2ZQEuekydPYv/+/ejQoQO8vb1RXFyM27dvY+PGjQgJCcGOHTugr6/eeZ6trKwwcuRIrF27FkePHhUCrYyMDCxbtgzt2rXD22+/DTMzM8TGxuLMmTO4cOECduzYIZQt7fjx47h8+TJ69OiB0aNHl8k1XpWYmIgpU6bgn3/+werVq/HOO++o7TrVpdYEWgBgaGiI2bNnY/bs2eWW/eSTT+R26ytvmzxDhw7F0KFDK1y+tjLU10F/d4ZZRERERERENaqSYRY8RkKSmQhRxB7lc2ZVNszyGA3oqmYup/79++Pw4cNYuHAhIiIi0KVLF7i5ucntaVVcXIwFCxYgNzcXmzZtQrdu3YRt33//Pfz9/bFq1aoyI7Pmzp2LpKQkfPPNN2VGWwElnVjKM2TIEEyYMEFm7qrffvsNv/76K44dO4bBg6s/l1h5vL29sXbtWkRERAiPmZub49y5c7CzsytT9uHDhxgxYgR+/PFHbNmyReZYFy9ehL+/Pzp37qz0nNHR0Zg8eTLS09OxYcOGcstrK67zSQIfFzuGWURERERERDWpCmEWspNQeCtQtT2zPEYDenWA+8erfCml+fj4YP78+ZBIJNi8eTMmT56Mjh07ok+fPliyZAmePHkilL116xZiYmLQvXv3MmEWAMycORMWFhY4cuSIMOdWeHg47ty5g/bt28uEWQAqNILLzs5O7kTs0gncr169WpnLrTJbW1sAJdMmSRkYGMiEWQDQokULdOjQASEhIRCLZb+z+/j4lBtOhYeHY/To0cjNzUVAQECtDbOAWtZDi9TLQFcHu29oLszyblqvynUnIiIiIiKqdaSrGVYqzCo1Z5aOgiFxVQ2zQncCuqobZjdx4kQMHz4cFy9eRGhoKO7cuYPw8HAEBgZi3759+PHHH+Hj44N79+4BKOmt9CpjY2O4u7vj0qVLiI6OhrOzM8LDwwEAXbp0qXLdJBIJ9u/fj4MHD+Lhw4fIzMxEcfG/z39iYmK5x/j1119lHhs/frxKFpGLjIzEpk2bcPPmTSQnJ8sEWGlpaUIYJiVvGGJpN27cwObNm2FlZQV/f380adKk2vXUJAZaJDgV+UJjYVavlrZoYWda5boTERERERHVOtUJsxSpTpiVmwqYyPYMqg4TExMMGDAAAwYMAFAyEfnq1auxc+dOfPHFF+jWrZsw15O1tbXcY9jY2AD4d67rzMxMAJDbi6mivv32W+zYsQP169dHr169YGNjI/TY+u233yq0AuNvv/0m85ivr2+lAi1pcFZ6frBbt25h/PjxAEpCuyZNmqBu3boQiUQ4deoU7t+/L7d+9eop7yQSGRmJnJwcdO3aVe6k/LUNAy0SZOYVKtym7jCrdUNzXH2cjM5v2VS5/kRERERERLVKRpx2hVk1wNTUFF9++SXOnz+P+Ph4PHjwACYmJgCA5ORkufskJSUBgFBOGhi9ePGiSnVISUlBYGAgnJ2dsXv3bhgZ/buyY1JSktygSp6oqKgqnb+04OBgAECrVq2Ex9atW4eCggIEBgaiXbt2ZcpLV4+UR95qkqWNGTMGiYmJ2LdvH/73v/9h1apV0NOrvbEQ59CictVEmHXy3gv8k6R4BQYiIiIiIqLXzuNzb1SYJSUSicqESK6urgD+DXdKy8nJwZ07d2BoaIimTZsC+Df8uXz5cpXOHxsbC4lEgs6dO5epB1AyLK+mpKamYvfu3QBQZpXBmJgYWFhYyIRZubm5wvDMqtDR0cG3336LESNG4NixY5gzZw4KCxV3bNF2DLRIqZoKs+4mvFR11YmIiIiIiLTbaxxm7dq1S5jr6lWnTp3C48ePYWZmBicnJ3h6eqJRo0a4cOECrly5Uqbs77//jvT0dAwcOFAYEti6dWu0atUKISEh2LNnj8zxy+u51aBBAwBAaGhomXmznj9/jtWrV1fqOqvq4cOHmDRpElJSUuDr61umh5aDgwMyMjLw8OFD4bGioiJ89913SE2t3t9LJBJhyZIl+OCDD3Ds2DH897//rbWhVu3tW0ZqxzCLiIiIiIhIA2p5mAUAFy5cwOLFi9G4cWN4enrC1tYWOTk5iIyMxI0bN6Cjo4PFixcLIdXy5csxZcoUTJs2Df369YODgwNCQ0MRHByMRo0aYc6cOWWOv2rVKvj5+WHRokX4888/4eHhgfz8fDx69AiRkZG4fv26wrrZ2tqiX79+CAoKwrBhw9CxY0ekpKTg3Llz6NixI2JiYlT2PKSlpQmTxxcWFiI9PR337t0Twr7hw4fjyy+/LLPP2LFjcenSJYwePRoDBgyAgYEBgoOD8eLFC3h7e8vtyVYZIpEIX3/9NXR0dPDHH3/gv//9L1avXl3rhh/WrtpSjWGYRUREREREpGbGciZBN7YGnPoBuenA47OAkaWcHSUQFRYCxvWAlgNKAq+HJwEDk5L/yaNvBDj3B3QNgPvHS1YzlDcBvLw6VcGcOXPg6emJK1euICQkRJgHy87ODr6+vhg7dizc3d2F8u3atcPu3buxZs0aXL58GVlZWbC1tcW4ceMwY8aMMpOmA0CTJk1w8OBBrF+/HmfPnsW2bdtgbGyMxo0bY8aMGeXWb/ny5XBwcEBQUBB27NiBBg0aYMKECZg6dSqCgoJU8hwAQHp6ujAnl4GBAUxNTdG4cWNMmjQJQ4YMQcuWLWX26dmzJ3755ResX78ehw8fhqGhITp27Ig1a9ZgzZo1KqmXSCTC4sWLoaOjg8DAQPznP//B6tWroa+vulUu1U0kkUgkmq7Em6qoqAhhYWHw8PCArq6upquDwGtPkZiZr7Ewy8ZEH2M7NUVRUZFWPB9Er9K21yyRPGynpO3YRqk2YDul6srLy0N0dDSaNm0KQ0ND+YUkxYBIS2cB0ua6kcZVqH0DKCgoQEREhNreS9lCqQz2zCIiIiIiIqoB1QiMJBIJcnNzobb+KQyzqBZgKyWBng7DLCIiIiIiotqg9GTmRG8izqFFgl4utjAz1GeYRURERERERERajT20SGCu4TDL3cGiKtUmIiIiIiIiojcMAy0SnL6fqLEwy7upFTwayVu9g4iIiIiIiIioLAZaJEjNLlC4Td1hVpe3rBEWk1alehMRERERERHRm4WBFpWrJsKsy4+ScSc+XYW1JiIiIiIiIqLXFQMtUqqmwqzg6FRVVpuIiIiIiIiIXmMMtEghhllEREREREREpI0YaJFcDLOIiIiIiIiISFsx0CIZDLOIiIiIiIiISJsx0KIyGGYRERERERERkbZjoEUCEcMsIiIiIiIiIqoFGGiRoFsLG4ZZREREREREtYCOzpv9dd7Pzw/Ozs6aroagV69e6NWrV7WOERcXB2dnZ8yfP19FtXq96Wm6AqQ96lsYajTMamZjUuk6ExERERER1UbFEgl0RKIq7SsSiWBkZKTiGv2rOnUrLScnBwEBAQgKCsKTJ08gFothZWWFhg0bwsvLC8OHD0ejRo1UUGP18PPzQ3BwMC5dugQbGxtNV0cuaYh25swZDdek5jHQIsHFB8kaC7PcGpihU3PrSteZiIiIiIioNtIRiXAs4hlSswuqsLcEhYWF0NPTA1D94Kk0K2MDDGhVv9rHycrKwujRoxEVFYXGjRvj3XffhaWlJdLS0hAeHo4NGzagUaNGWh1oVcbWrVs1XYU3DgMtEiSk5yrdrs4wq4+rHR6+yISTvVml601ERERERFQbpWYXIDEzvwp7SiAWi6Gvrw9VB1qqsm3bNkRFRWH48OH45ptvIHqlx1dsbCwKCqoS5mmn1yWYq03e7EG3VGHqDrPC4zIQHJ2iyioTERERERGRhoSFhQEAxowZIxNmAYCjoyOaN29e5rEHDx5g9uzZ6NSpE9zd3dGrVy8sXboUaWlpFT5vYWEhtmzZgsGDB6N169bw8vKCn5+f2ofkKZpDKzU1FYsWLUKnTp3Qpk0bDBs2DCdPnsSBAwfg7OyMAwcOyD3e06dPMXPmTLRv3x4eHh6YMGEC7t+/L2yXzrcVHx+P+Ph4ODs7C//79ddf1Xad2oQ9tKhcNRFmnbmfCBsTfVVWm4iIiIiIiDTEwsICABAdHQ0XF5dyy9+4cQNTpkyBWCxGv3794ODggLCwMAQEBODcuXPYvXs3rKyslB5DIpFg1qxZOH36NJo0aYIxY8YgJycHx44dw4wZM7BgwQJMmDBBBVdXMdnZ2fDz88OjR4/Qtm1btG/fHs+fP8d//vMfdO3aVeF+8fHxGDFiBFq0aIFhw4YhJiYGp0+fxrhx43D06FFYW1vDzMwMH3/8MbZt2wYAGD9+vLC/t7e32q9NGzDQIqVqKswiIiIiIiKi10f//v1x+PBhLFy4EBEREejSpQvc3NxgaWkpU7a4uBgLFixAbm4uNm3ahG7dugnbvv/+e/j7+2PVqlVYtmyZ0nP++eefOH36NLy9veHv7w8DAwMAwIcffoihQ4di5cqV8PHxgaOjo2ovVoGNGzfi0aNH+OCDD7BkyRLh8aFDhyoN1oKDg/G///0P06ZNEx776aef8Pvvv+PAgQOYNm0azMzM8Mknn+DgwYMAgE8++URt16GtOOSQFGKYRURERERERFXh4+OD+fPnQyKRYPPmzZg8eTI6duyIPn36YMmSJXjy5IlQ9tatW4iJiUH37t3LhFkAMHPmTFhYWODIkSPlzrklDXfmzp0rhFkA0KBBA0yYMAGFhYU4fPiw6i6yHIcPH4a+vj5mzZpV5vFOnTop7aHVsGFDTJkypcxj77//PgAgIiJC9RWtpdhDi+RimEVERERERETVMXHiRAwfPhwXL15EaGgo7ty5g/DwcAQGBmLfvn348ccf4ePjg3v37gGQP1TO2NgY7u7uuHTpEqKjo+Hs7KzwfJGRkTAyMkLr1q1ltnXo0AEAysxDdeDAAcTHx5cp17t37woNkSxPVlYW4uPj8dZbb8Ha2lpme9u2bXHp0iW5+7q4uEBHp2z/I3t7ewDAy5fKv5+/SRhokQyGWURERERERKQKJiYmGDBgAAYMGAAAyMzMxOrVq7Fz50588cUX6NatG7KysgBAbvADADY2NgAglFMkKytLCH4qcoyDBw8iODi4TDkHBweVBVoAFM77pehagZLn7FV6eiXxTXFxcbXr9rpgoEVlMMwiIiIiIiIidTE1NcWXX36J8+fPIz4+Hg8ePBACnOTkZLn7JCUlAZAf9JRmYmKC1FT5302lxy59jO3bt1e6/hUlPU959aGq4xxaJGjfxIphFhEREREREamVSCSCkZGR8N+urq4AINNbCgBycnJw584dGBoaomnTpkqP6+LigtzcXISHh8tskx67ZcuW1al6hZmYmMDBwQFPnz5FSkqKzPbQ0FCVnEdHRwdFRUUqOVZtw0CLBC3sTDQaZjWwMFK6nYiIiIiIiGqHXbt2yQ2WAODUqVN4/PgxzMzM4OTkBE9PTzRq1AgXLlzAlStXypT9/fffkZ6ejoEDB5aZ6F0eX19fAMAPP/wAsVgsPP7s2TNs2bIFenp6GDx4cDWvrOLeffddiMVi/PLLL2Uev379usL5syrL3NwcaWlpyM/PV8nxahMOOSTBtX9SNBZmNbU2Rndn20rXmYiIiIiIqLayMlYe0CgmQWGh7v/PqyRSZZWqUaeyLly4gMWLF6Nx48bw9PSEra0tcnJyEBkZiRs3bkBHRweLFy8WQqrly5djypQpmDZtGvr16wcHBweEhoYiODgYjRo1wpw5c8o955AhQ3DixAmcPn0agwcPRo8ePZCbm4tjx44hPT0d8+fPh6OjY6WvZenSpTA0NJS7bd68eQrnyZo6dSpOnDiBXbt24eHDh2jXrh2eP3+OY8eOoWfPnjh79qzM5O+V1bFjR9y5cwdTpkxBu3btoK+vj/bt26N9+/bVOm5twECLBP8kZSvdrs4wa1Cb+niWlgvHesaVrjcREREREVFtUyyRYECr+pquhlzFEgl0RNULyubMmQNPT09cuXIFISEhwjxYdnZ28PX1xdixY+Hu7i6Ub9euHXbv3o01a9bg8uXLyMrKgq2tLcaNG4cZM2YoDI1KE4lE+OWXXxAQEICDBw9ix44d0NfXh5ubGyZMmAAfH58qXcuxY8cUbvv4448V1s3ExASBgYH44YcfcPr0ady5cwdvvfUWVq9ejdjYWJw9e7bcecHK89FHH+Hly5c4e/Ysbt68iaKiInz88cdvRKAlkkgkEk1X4k1VVFSEsLAweHh4QFdXV9PVQeC1p0jMlN9NUd1h1pPkHFz/JwljOjZFUVGRVjwfRK/SttcskTxsp6Tt2EapNmA7perKy8tDdHQ0mjZtqrBnT3VIJBLk5eXB0NAQomoGT6QZc+bMwV9//YWjR4+iefPmmq5OpVS0fRcUFCAiIkJt76WcQ4vKVRNh1t/hCWC0SkREREREVDHFxcWargJVQGKi7Pfi4OBgHD16FE2bNq11YZY24ZBDUqqmwqxihllERERERET0mpk2bRoMDQ3RsmVLGBkZ4fHjx7h48SJ0dXWxaNEiTVevVmOgRQoxzCIiIiIiIiKquvfee08YWpidnQ1TU1P07NkTH374Idq0aaPp6tVqDLRILoZZRERERERERNUzYcIETJgwQdPVeC1xDi2SwTCLiIiIiIiIiLQZAy0qg2EWkXL6+vqargIREREREdEbj0MOSeDmYAYPR0uGWURKuLq5acXy3cUSCXS4RDMREREREb2hGGiRQNNhVj3jOlWpNlGN0tPVxdHwBKTliDVWBytjAwxoVV9j5yciIiIiItI0BlokCItN01iYZWdmCB8Xu6pUm6jGpWbnIylLc4EWERERERHRm45zaJHgbvxLpdvVGWYN83RAem5BVapNRERERERERG8YBlpUIeoOs1KyC8o9LhERERERERERwECLKqAmwqwDt+JQWFSs4poTERERERER0euIgRYpVVNhlriISx8SERERERFVlI4Ov87Tm42vAFKIYRYREREREZGaSKo+QkUkEsHIyAgikUiFFSqlGnWrKX5+fnB2dtZ0NWqMs7Mz/Pz8NF0NrcJVDkkuhllERERERERqJNIB7h0GspMrvasEEhQWFkJPTw8iqDjUMrYGXAer5FA5OTkICAhAUFAQnjx5ArFYDCsrKzRs2BBeXl4YPnw4GjVqpJJzqYOfnx+Cg4OF/9bT04OJiQns7e3h5uaG/v37o2vXruwtpyEMtEgGwywiIiIiIqIakJ0MZL2owo4SSMRiQF8fUHWgpSJZWVkYPXo0oqKi0LhxY7z77ruwtLREWloawsPDsWHDBjRq1EirAy2pSZMmoW7duiguLkZmZiYeP36Mv/76C/v370fbtm2xevVqNGjQQNPVfOMw0KIyGGYRERERERFRdW3btg1RUVEYPnw4vvnmG5nhkbGxsSgoKNBQ7Spn0qRJsLGxKfNYamoqli5diiNHjmDy5MnYv38/6tatq6EavpnYL44EzWyMGWYRERERERFRtYWFhQEAxowZI3euL0dHRzRv3rzMYw8ePMDs2bPRqVMnuLu7o1evXli6dCnS0tIqfN7CwkJs2bIFgwcPRuvWreHl5QU/Pz+cOXOmWtfzKisrK6xcuRIdO3bEP//8g8DAwDLbT548if/+97/o06cP2rRpAy8vL4wePRpBQUEyx4qLi4OzszPmz5+Px48fY+bMmejQoQOcnZ0RFxensA4SiQTLli2Ds7Mz/ve//0EsFqv0GrUdAy0SdGxWT6NhlqkhOwwSERERERG9DiwsLAAA0dHRFSp/48YNjBgxAqdOnUKnTp0wceJEODg4ICAgACNGjEBqamq5x5BIJJg1axZWrFiB/Px8jBkzBoMGDUJUVBRmzJiBrVu3VuOKZOno6GD69OkAgGPHjpXZ9sMPP+Dhw4fw8vLCuHHj0L9/f0RHR2PWrFnYvn273OM9ffpUuFZfX1/4+vpCX19fblmxWIw5c+Zg27ZtGD9+PFatWqWw7OuKCQIJHr7I0liYZVFXH31c7atadSIiIiIiItIi/fv3x+HDh7Fw4UJERESgS5cucHNzg6WlpUzZ4uJiLFiwALm5udi0aRO6desmbPv+++/h7++PVatWYdmyZUrP+eeff+L06dPw9vaGv78/DAwMAAAffvghhg4dipUrV8LHxweOjo4qu04vLy/o6ekhMjJSmKgfADZu3ChznuzsbIwcORI///wz3n//fRgZGZXZfuvWLcycOROzZs1Ses7s7GzMmjULly5dwv/+9z9MmzZNZddTm7CHFglCnihPvNUZZg33ckQBhyISERERERG9Fnx8fDB//nxIJBJs3rwZkydPRseOHdGnTx8sWbIET548EcreunULMTEx6N69e5kwCwBmzpwJCwsLHDlypNw5tw4ePAgAmDt3rhBmAUCDBg0wYcIEFBYW4vDhw6q7SAAGBgawsLBAcXExMjIyhMflhWbGxsYYOnQoMjMzERERIbPdxsZG6PGlSGpqKsaPH4+rV69i2bJlb2yYBbCHFlWQusOs/MIinL3/Au+30/4VLoiIiIiIiKh8EydOxPDhw3Hx4kWEhobizp07CA8PR2BgIPbt24cff/wRPj4+uHfvHgDA29tb5hjGxsZwd3fHpUuXEB0dDWdnZ4Xni4yMhJGREVq3bi2zrUOHDgCA+/fvC48dOHAA8fHxZcr17t0bLi4uVbre0lJSUrBhwwZcuHABCQkJyMvLK7M9MVF2dJSzs3OZIO5VycnJGDVqFJ4/f47ffvsNvXr1qnY9azMGWlSumgiz9t2Mg7EBOwwSERERERG9TkxMTDBgwAAMGDAAAJCZmYnVq1dj586d+OKLL9CtWzdkZWUBAKytreUeQ7rCoLScIllZWbC3lz+VjbxjHDx4EMHBwWXKOTg4VCrQKigoQHp6OnR1dWFubg4ASE9Px/vvv4+EhAR4enqic+fOMDU1ha6uLiIjI3H69Gm5vc0UXb9UUlISsrKy0LhxY7Rp06bCdXxdMdAipWoqzMopKGKgRURERERE9JozNTXFl19+ifPnzyM+Ph4PHjyAiYkJgJIeSPIkJSUBgFBOERMTE4WTx0uPXfoYiiZnr4ybN2+isLAQbm5uwvxZ+/btQ0JCAmbPno2PPvqoTPkNGzbg9OnTco8lbzXI0lxcXPDee+9h4cKFGDduHLZt21ZuCPY6Y4JACtVkmEVERERERERvBpFIVGZCdFdXVwCQ6S0FADk5Obhz5w4MDQ3RtGlTpcd1cXFBbm4uwsPDZbZJj92yZcvqVL2M4uJirFu3DgAwaNAg4fGYmBgAJfOIverGjRvVOuewYcOwfPly/PPPPxg3bpzCEPBNwECL5GKYRURERERERFW1a9cuucESAJw6dQqPHz+GmZkZnJyc4OnpiUaNGuHChQu4cuVKmbK///470tPTMXDgQKXzSwGAr68vAOCHH36AWCwWHn/27Bm2bNkCPT09DB48uJpXViI1NRVz587FtWvX8NZbb2HUqFHCNgcHBwAlvbdK++uvv3D+/Plqn/u9997D8uXLER0dDT8/P6EH25uGQw5JBsMsIiIiIiKiGmBc1eFiEogKCwE9PQDKh6lVWpXrVNaFCxewePFiNG7cGJ6enrC1tUVOTg4iIyNx48YN6OjoYPHixUJItXz5ckyZMgXTpk1Dv3794ODggNDQUAQHB6NRo0aYM2dOueccMmQITpw4gdOnT2Pw4MHo0aMHcnNzcezYMaSnp2P+/PlyVx8sz+bNm1G3bl0UFxcjKysLjx8/xo0bN5Cfnw9PT0+sXr26TI+zIUOGYOPGjfj2229x/fp1NGjQAFFRUbh69Sr69u2LEydOVLoOr3rvvfego6OD+fPnw8/PDwEBAbC1ta32cWsTBlpUBsMsIiIiIiKiGiApBlyr1ltIBEBftbUpS1IMiKo3oGvOnDnw9PTElStXEBISIvQisrOzg6+vL8aOHQt3d3ehfLt27bB7926sWbMGly9fRlZWFmxtbTFu3DjMmDEDVlZW5Z5TJBLhl19+QUBAAA4ePIgdO3ZAX18fbm5umDBhgtwhgBWxefNmAICenh6MjY1Rv359DBo0CAMGDECXLl2go1P2ubK3t8eOHTuwcuVKXL16VZhja/PmzXj27JlKAi0AGDx4MHR0dDBv3jxhTi07OzuVHLs2EEkkEiWRBalTUVERwsLC4OHhAV1dXU1XB2fvJ6Kbk7XGwiwbE32M7dQURUVFWvF8EL1K2jZ3XI1GUpa4/B3UxNa0DsZ0bKyx85N207bPFqJXsY1SbcB2StWVl5eH6OhoNG3aFIaGhio/vkQiQV5eHgwNDcudSJxI1SravgsKChAREaG291LOoUUCTYZZAGCoz5sFIiIiIiKiiiguLtZ0FYg0ioEWCZ6l52kszKproIvervbVqT4RERERERERvSEYaJHg4sMkjYVZ73s1hIEuu8oSERERERERUfkYaJFA2Wxq6g6z6ujp4uS959WpPhERERERERG9IbjKIZWrJsKsvTdjoc94lYiIiIiIiIgqgBECKVVTYVZ6juZWjCMiIiIiIiKi2qVW9dDKy8vD+vXrcfToUSQkJMDc3BzdunXDp59+Cjs7uwofJzg4GMHBwQgPD0d4eDjS0tLg4OCAM2fOKN2vqKgI27dvx/79+/H06VPUrVsXHTp0wKxZs9C8efPqXp7WYZhFRERERERUdRJl87oQ1VLa0q5rTaCVn5+P8ePHIywsDDY2NvDx8UF8fDwOHDiAc+fOYc+ePXB0dKzQsZYuXYr79+9X6vzFxcWYPXs2Tp48CTMzM/To0QNpaWkICgrC+fPnERAQgNatW1fl0rQSwywiIiIiIqKq0dXVBQCIxWIYGRlpuDZEqiUWl3yPl7ZzTak1gdbatWsRFhaGtm3bwt/fH8bGxgCALVu2YMWKFfj888+xffv2Ch2rS5cu6N+/P1q1agV7e3sMHDiw3H3279+PkydPokmTJggMDIS1tTUAICgoCLNmzcKcOXNw9OhR6OnVmqdUIYZZREREREREVaevr486deogIyMDpqamEIm4oju9HiQSCTIyMlCnTh3o6+trtC61In0pKChAYGAgAODLL78UwiwAmDhxIg4ePIjg4GDcuXMH7u7u5R5v3rx5wr+TkpIqVIctW7YAAObOnSuEWQDQr18/9OrVC2fOnMHp06fRr1+/Ch1PWzHMIiIiIiIiqj5ra2vEx8cjLi4O5ubm0NfXV1mwJZFIkJ+fDx0dHYZlVCMkEgnEYjEyMjKQlZUFBwcHTVepdgRat27dQmZmJho1agRXV1eZ7f369UNUVBTOnj1boUCrsmJjY/H48WMYGhri7bfflnv+M2fO4OzZs7U60LIyNkCvlrYMs4iIiIiIiKrJzMwMAJCcnIz4+HiVHlsaLqgyJCOqiDp16sDBwUFo35pUKwIt6XxX8sIsAHBzcwMAREVFqeX80uO2aNFCbpc6dZ+/pvi0tEWyBsMsPV0uuklERERERK8PMzMzmJmZQSwWo6hI8femyioqKsL9+/fx1ltvaXweI3pz6OrqanyYYWm1ItB69uwZAMDe3l7udunjCQkJajm/9LiaOn9NycgTayzM0tcVoVdL22rVn4iIiIiISBvp6+urNAiQhmOGhoYMtOiNVSsCrZycHAAlL1Z5pKtGZGdn18rzqzKprypdXV2cjnyBgkLFdSkJsxoiv7AIe2/EVDDM0sGeG0/LCbN04NvWARZGBgBKVpQk0kbFxcXQ1dVFsQSQSDTXTqXn1ob3DtI+0nbB9kHaim2UagO2U9J2bKNUG6i7fdaKQOt19/DhQ+Tl5Wns/EZGRnB1dcWLxCQ8T82SW8ba1AjDunogO68A60/cRlZegcLjmRgaYEzfNtDTAdYeu4XkzFyFZevo6WJy79awMjbAgWtRGNnNFQ8fPkRuruJ9iDRF+lpJS01R+FqpCboFJgCaIioqiq8VUigiIkLTVSBSim2UagO2U9J2bKP0JqsVgVbdunUBQGHoI/1CV3r1w9p0/hYtWmhFN9F69eqhyMBE5nGLuvoY0a4R8guLcTAsASYWVpAtVaKugS6Gt2v0/z2zYqBnbA57Y3O5ZfV1dTDUsyGsTepg/81YFOqW9HRr0aIFdHQ4nxZpH2nvQUsr+a+VmlLPtA4AwNnZWWN1IO1VVFSEiIgItGrVSis+W4hexTZKtQHbKWk7tlGqDQoKCnDv3j21Hb9WBFr169cHADx//lzudunjDRo0UMv5pcdV1/l1dXW14k1IJNKBSFQ2SHp1zqxcsUSmjNSrc2Zl5BYpLKuvK8JQz4aoZ2yA/bfi8SKzADYmJWPKdXR0tOL5IFJERwSFbbsmSM/N1wkpoy2fLUSKsI1SbcB2StqObZS0mbrbZq3oBtOyZUsAUJjs3b17F4D6eitIj/vw4UOIxbJzQan7/Jqizgngy4RZLzU33JKIiIiIiIiIap9aEWh5enrC1NQUMTExiIyMlNkeFBQEAOjZs6dazu/o6IjmzZsjLy8P58+fr/HzawLDLCIiIiIiIiLSVrUi0DIwMMCYMWMAAF9//bWw6iAAbNmyBVFRUfD29oa7u7vw+I4dO9C/f3/88MMPKqnDxIkTAQArV65ESkqK8PiJEydw5swZNG7cGD4+Pio5l6YxzCIiIiIiIiIibVYr5tACgI8++ghXr15FaGgo+vbti3bt2iEhIQG3b9+GlZUVli1bVqZ8WloaoqOjkZSUJHOsvXv3Yu/evQCAwsJCAEBiYiJGjBghlFm8eDHc3NyE/x42bBjOnz+PkydPYsCAAejYsSPS0tIQEhICQ0NDrFy5Enp6tebpVIhhFhERERERERFpu1qTwNSpUwcBAQFYv349jhw5glOnTsHCwgJDhw7F7NmzYW9vX+FjPX/+HLdv3y7zmFgsLvNYVlZWme06Ojr4+eefERAQgP379+PcuXMwMjJC3759MWvWLLz11lvVu0AtYGqoh14t7RhmEREREREREZFWE0kkEommK/GmKioqQlhYGDw8PLRiZYqc/ELkijUXZtma6mNMx6YoKirSiueD6FXStrnjajSSshS3e3WzNa2DMR0ba+z8pN207bOF6FVso1QbsJ2StmMbpdqgoKAAERERamuntWIOLaoZBUXFGguzdERA9xa21ao/EREREREREb0ZGGiR4HTkC42FWQNbN0B9S6Nq1Z+IiIiIiIiI3gwMtEiQJy5WuE3dYVYT67q4EJVYrfoTERERERER0Zuh1kwKT5pTE2HWkdvPkJVXoI7qExEREREREdFrhj20SKmaCrOik7PVUX0iIiIiIiIieg0x0CKFGGYRERERERERkTZioEVyMcwiIiIiIiIiIm3FQItkMMwiIiIiIiIiIm3GQIvKYJhFRERERERERNqOqxySwFBfB/3dGWYRERERERERkXZjoEUCHxc76OnoMMwiIiIiIiIiIq3GIYckMNDVbJjl3bReletORERERERERG8OBlokOBX5QmNhVq+WtmhhZ1rluhMRERERERHRm4OBFgky8woVblN3mNW6oTmuPk6uct2JiIiIiIiI6M3BQIvKVRNh1sl7L/BPUpaqq05EREREREREryEGWqRUTYVZdxNeoq6BLoolEujq6qr6MiqlWCLR6PmJiIiIiIiISDmuckgK1WSYBQCG+rrQEYlwNDwBaaXm8nJzMIOHoyXCYtNwN/6l0uM2szFGx2b18PBFFkKepCot28DCCN2crPEsPQ8XHyZBIgGsjA0woFV9pfsRERERERERkWYx0CK5ajrMKi01Ox9JWSWBlndTK3g4WuLyo2QERysPqNwamKFjs3oIj8vAmfuJSss2tTZGNydrPEnOwd/hCShmpywiIiIiIiKiWoNDDkmGJsOs0rybWqHLW9YVDrP6uNpVOMwa1KY+wywiIiIiIiKiWoqBFpXBMIuIiIiIiIiItB2HHJJAT0c7wix3Bwt4NKr4MEOGWURERERERERvFgZaJOjlYgszQ32NhlkAGGYRERERERERkVIcckgCcw2HWc1tTAEAYTFpGguzrIwNlB6LiIiIiIiIiDSPgRYJTt9P1OicWc71zQAAd+LTlZZVV5hlZ2YIn5a2So9HRERERERERJrHQIsEqdkFCrfVxATwUc/KH46ozjBrmKcDMvLE5daBiIiIiIiIiDSLgRaVq6ZWM3yclKm0rLrDrJTsApyJVH5cIiIiIiIiItI8BlqkVE2FWZqaM6t0mHXgVhwKOVs8ERERERERkdZjoEUKvWlhlriIYRYRERERERFRbcBAi+RimEVERERERERE2oqBFslgmEVERERERERE2oyBFpXBMIuIiIiIiIiItJ2epitAwMm7z1FQDPR2sUNBUTFOR75AnrhYYXlDfR34uNjBQFcHpyJfIDOvUGFZPR0RernYwtxQH6fvJyI1u0CmTJN6ddGlhQ1EWhJmNbMxQafm1gyziIiIiIiIiEguBlpaQFxUjF4u9ZErLsK+m3HIKShSWLaugS76uzeEno4Odt+IRXqOWGFZfV0Rhno2hJmhPvbdiseLl3lyy1nWNQAAdGthg/oWhhoNswAwzCIiIiIiIiIipTjkUAv0cLZFfmHFwqz3vRqijp4u9t6sWJhVz9gA+5WEWQAgEpX8v6bDLAfLugCAhy8yNRZmmRoy4yUiIiIiIiLSdvz2rgXERcXYdytBI2GWjgho28gCAHDxQbJG58xq3bCkHsHRKUrLqivMsqirj94udkrPTURERERERESaxx5aWuDcg0SNhVkDWzeAtWkdAEBCeq7Seqp7AviYFOVhGqDeMGu4lyMKihTPXUZERERERERE2oGBlhbIVzIBvLrDrCbWdRH6NL3cOtbEaoZ3EzKUllV3mJVfWITTkS+U1oGIiIiIiIiINI+BlhariTDryO1nSMrMV1qPmgizNDVnVukwa9/NOKWrSxIRERERERGRdmCgpaVqKszS5JxZ2hZmKRv2SURERERERETag4GWFmKY9S+GWURERERERET0KgZaWoZh1r8YZhERERERERGRPAy0tAjDrH8xzCIiIiIiIiIiRfQ0XQEqwTDrXw0sjNDd2ZZhFhERERERERHJxUBLC9TR18H77g00Hma1b2KFFnYmGg2zADDMIiIiIiIiIiKlGGhpgR5OtjDQcJgFQONhlrVpHQDAs7RcjYVZhvochUtERERERESk7fjtXQvo6+poNMxya2AGALj2T4pG58zybGwFALjwMFEjYVZdA134uNgprScRERERERERaR4DLS1wLipRo3NmNapXFwDwT5LysuqeAD75ZT4AQKKhMOt9r4Yw0OVLgoiIiIiIiEjb8du7FsjKL1S4rSYmgI+ISy+3jjWxmuGtGOXHVXeYVUdPF6ciXyitAxERERERERFpHgMtLVZTqxnGpSk+LlAzYdbf4QlKy9ZEmLX3Ziwy8xSHi0RERERERESkHRhoaamaCrM0OWdW6TBLU3NmlQ6zlA37JCIiIiIiIiLtwUBLCzHM+hfDLCIiIiIiIiJ6FQMtLcMw618Ms4iIiIiIiIhIHgZaWoRh1r8YZhERERERERGRInqargCVYJj1r3rGddDLxY5hFhERERERERHJxUBLC+jqaEeY5eZgBg9HS42GWQDg42KHZIZZRERERERERKQAAy0t8LaTDSw0HGYB0HiYZW5kAABIz9VcmKWnI1J6PURERERERESkeZxDSwuYGeprNMxqbmsMAAiLTdPonFneTawAAGfuJ2okzNLXFaGXi63SayIiIiIiIiIizWOgpQXOP0jS6JxZzvZmAIC78eUMSVTzBPCZ+SVhU2FRscKy6gyzhno2hLmhvtLrIiIiIiIiIiLNY6ClBdJyChRuq4kJ4KOelz8csSZWMwx5kqb0uOoOs+oZG+B0OddGRERERERERJrHQEuL1dRqho8TlR+3JsKsA7fiUFSsuZ5Z0gn5U7MVh4tEREREREREpB0YaGmpmgqzNDlnVukwS1NzZlV0dUkiIiIiIiIi0h4MtLQQw6x/McwiIiIiIiIiolcx0NIyDLP+xTCLiIiIiIiIiORhoKVFGGb9i2EWERERERERESmip+kKUAmGWf8yNdSDj0t9hllEREREREREJBcDLS0g0pIwq5mNMTo2q6fRMAsA+rjaI1fMMIuIiIiIiIiI5GOgpQU6NbeGg5VmwywAGg+z6hroAgAKiiQaC7NEIsXXQkRERERERETagXNoaQF7c0ONhlkNLQ2B/2PvzuPjuAv7/79nZu9DK61u2bItO45t+UhsnBuTyzgJgSSE5gCapkChLRBCv0Ab8oXQtHxDyvfbAqUE3B8hJQmUxOQgJyGJQwg0iWM7PmL5vm3d92rv6/fH7GolWfvZlaWdz8h6Px8PHg7SR7OjnV1Z8/JnPgNgf8eQ1DWzLphfCQB4paVdSsxSFWDNwur83xARERERERERmQKDlgn8z4EeqWtmLZ9dDgB454h4bKkXgE9kGlYkLidmXbuiAfXljvzfFBERERERERGZAoOWCbQPhIWfL/UC8Md6QgX30Yi7Gb59uFu4D6WOWfOqXHhjn3gfiIiIiIiIiEg+Bi2TM+JuhoW2a0TM+vWWE4glUnnHGhGzntvehtZ+cVwkIiIiIiIiIvkYtEzMiJglc82skTFL1ppZE7m7JBERERERERGZA4OWSTFm6RiziIiIiIiIiGisSQetp59+GrFYbCr2hTIYs3SMWUREREREREQ0HstkN3DXXXfhO9/5Dq677jrcfPPNWLhw4VTs17gikQjWr1+PF154Aa2trfD5fFizZg2+/OUvo7a2dkLbGhgYwA9/+EO8+uqr6OrqQnV1NdauXYs77rgDZWVl437N4cOH8Z//+Z9466230NXVBavVivnz5+MjH/kIPvGJT8Bms036e2TM0jFmEREREREREVE+kw5aTqcTAwMDePTRR/Hoo49i5cqVuPnmm/GhD31oSgJPVjQaxe23345t27ahuroaV155JU6ePIknn3wSv//97/H444+jsbGxqG319vbi1ltvxdGjR9HY2Ii1a9fiwIEDePjhh/GHP/wBjz32GMrLy0d9zdatW/HpT38a4XAYCxYswJVXXomhoSFs3rwZ3/nOd/Dqq6/ioYcegsUy8ae03GlDCirOm+fHwloP3jrUg65AFDVee96vWTqrDOc2VmDb8T4c6Q4Kx86vduPC+ZXY3zGE904OnDK2zKnvc4XLhoZyJ9acXYW2/gg2He5BlSf/dv1uG65cXIOBSBxv7OtChSv/8fY6LFi7pBaxZAq/39sJj90Cj330c1XmtAIAHFYN1yxvYMwiIjpNVqtV9i4QEREREZWUkk6nBfNvChsaGsKzzz6LDRs2oKWlRd+ooqCsrAzXXXcdbrnlFpx11lmT3tHvfe97+MlPfoKVK1fiwQcfhNvtBgA89NBDuP/++3H++efjkUceKWpbX/3qV/Hss89i3bp1+N73vjccob797W/jkUcewUc/+lHcf//9o77mox/9KFpaWvCVr3wFn/vc54Y/3tHRgU9+8pM4fvw47rvvPnzsYx8r+ntKJpPYtm0bzj33XGiaVvTXlUIqnYaqKFL3IbsfgUgcmqJKiVk1Xjs+eeHcSX8fdGZKJpPQNA2PvnkYXUP5X5ulxtfpqcz0M8wM+5FIJqEA0v9uoRyzvDbMsB9m+v2HKB++Tsns+Bql6SAWi2Hnzp0le51OOmiNtGvXLjz22GN4/vnnEQwGoWR+YZrsrK1YLIaLL74YgUAATz31FJqbm0d9/rrrrsPevXvxxBNPYNmyZcJtdXZ24tJLL4Wmafj973+PqqqqUY9z6aWXYmBgAG+88QYqKysBAMFgEKtWrYLT6cTWrVuhqqOXHvuv//ovfOc738HHP/5x/OM//mPR31f2h9DhVBWiyTSO94WFAQcAqr121JU50D4YQVcgKhxb7rKiscKJnmAcrf3hvOMunl+J61bOwvM7WnG0J4RjvSHhdh1WDfOrXIgkUjjcFYToBWSzKJhf5UEylcbh7iEkUvnHLqn34vaLmxCOxfGrd05ImZnFUEAiDFrm9uLONvQG5a3pOK/ShUsWVkvfjwqXFR9a0TD8eiXzkP3a8LttuGZ5vbTHz+JJGE0HfJ2S2fE1StNBqYPWpC85HGnp0qX4p3/6J3z961/Hc889hw0bNmDHjh3YunUr3n333eG1tiY6a2vr1q0IBAKYM2fOKTELAK666irs3bsXr732WsGg9cYbbyCVSuGCCy4YFbMAwGaz4fLLL8cTTzyB119/HTfeeCMA/dKNsRFrPGMvUyxWPJnEm4f6CwaqWeVOqIqCLUf7cFIQqAA9fNWW2bHz5GDBS+uWz/IBAFr7w/jDvi5hoHLbLWiu9+JITwi72waF62s5rCqa631o7Q+jpW1QuL6WVVOwuM4LAHj7UI+0ywwvml+JdDo9HGNlMsO/ohNNJ73BGDoL/Bwtpexl17L3I50W/MsBSSX7tUFERER0JpnSoJXldDpx00034aabbsK+ffvw+OOP49lnnz1lra2Pf/zjuOaaawquO7Vnzx4AGDdmAXpIA4C9e/cW3LditvXEE0+M2pbNZsPq1auxadMm/PSnPz3lksNf/OIXsFqtuP766ws+/ng6A7GiYlaj34XjvaGiYtaCajc6BqMFA065y4pyl77WSs9QtKiYFYoli45ZyVSqqJjVXF+GbLsRLRZfyph1xeIaNFW7oShKwX9FH7mG2a6T4sX7R65h9s4R8eL92TXMugMx1PkcwrFEREREREREM1VJgtZIs2bNwoIFC1BTU4PBwUFkr3DMztr63ve+h69//ev44Ac/mHcbbW1tAIC6urpxP5/9eGtra8H9KbSt7N0Sx27r3nvvxac//Wn867/+K55++mksXLhweFH46upqrF+/Hk1NTQUffzyBSAyiKz9nV2RjVhAn+sQxq2Y4ZkVwqEsccCpcVpxd60U0oQekNJB3PzxjYlZSULP0mFWGZCqFXa0DRcUsTVXQmYlT6fT4MwysmoqPrpylx6wtx9FeKGYtn4V5VS48u+1kwZh15ZJarJjtw44T/TinsQI9Q5G8/4p+QVMlzm2swJ/2d+Htwz3C7S5t8OHC+ZXYcaIfr+7uEI5tqnJjzdlVONIVxNuHu/HJC5uQTOaPe2S8VCoFTdOQyvMaNUr2sfn6yNE0Del0SvLsJP2xZe9H9sdzKsWZWmZihteoWX52ZB9f9n4QifB1SmbH1yhNB6V+fZYsaO3YsQOPPfYYXnzxRYTDYaTTadhsNlx99dW4+uqr8ac//Qm/+c1v0Nraii996Uv4/ve/j6uuumrcbYVC+ppODsf4M1acTicAfa2rQrLbyn7NWC6Xa9xtzZ8/H7/85S/xxS9+Ebt27cLBgwcB6AvgX3DBBZNa+D4ajWNoaGjczzXV+tDod+NAex8OdwwIt9Pg92B+jQcnegLYc6JXONuqqsyJs+sq0T0YgidzM6x4fPz98LlsWFLvRyAcw7uHOpAQxCyX3YLmOXWIJ5LYfLADsUT+F7DNomHFglqoCvDOgTYsm+0HoN9ooL29fdRYu0XDZ9augN9tw3/+bhuO9wTybldTFXzyA82YV+XGw6+9hz0n88+KUgDccMFCLJ9djg1v7kUikcI5jRXo7x9Ae1f/KeOvWD4Xlyysxm/fPYyNO4/m3S4ArD6rDh9cWoe39rXi6bf3C4/H4ll+fOScs7HnRA9+8YcW1JW7ATRh7969CIfFEZOM43Q60dzcjL7eHrT3jv+eNYIW84Cvj5zscenpkXtc6hwpALPy/vwwiubXXx/79+/n68MkzPIaNdvPjp07d8reBaKC+Dols+NrlGayKQ1aQ0ND+M1vfoPHH38c+/btA6DP+Jk7dy5uueUW3HjjjcPrTF1xxRX4u7/7O/yf//N/8NRTT2H9+vV5g5YZvPnmm/jSl76Euro6/PznP8eyZcvQ39+PX//611i/fj3efPNN/PrXv4bf75/wtu12Kzwezykf12dmuXG8N4iuYHLcMVk1XjsW1HjQMRjB8f4Y3IKxFS4rzq4rQ38ohkM9YSys09fQslpP3Q+P3YLmhjKEYkns6wzC4XLn3a7DqmJpgw/JVBq72wOwOZzIdwsAq6ZgaYMPmqpgV+sAVKsDNrs+2uPxjJpBZ9VU3LhqNqo8djyx5TjiVjfq6sbfD1UBPrxiFuZVu/HstpPoT9ryzsYDsjOzyvG7Xe04MQQszjwX5eU+xLTRAfWCpkpcsrAaf9rfhZauqHC7Sxt8WLe0DjtO9OPNowHUCsY2VbnxkXNn4UhXEK/s7UF1TS0qvXYAwKJFi/J+HRkvO+Olwl+JpC3/e6zU+PoYX2Wl3ONSXu7N/Hnqzw8jVXj018fChQuLWv+RjCP7NWqWnx3JZBI7d+7E8uXLuZAxmRZfp2R2fI3SdBCLxdDS0lKy7U9J0Nq6dSs2bNiA3/72t4hEIkin07BYLLjiiitw66234uKLLx736zweD+699168+OKLOHToUN7tZ2dNRSLjX2KW/VdGtzt/bBm7rXz/MpmdwTVyW/39/fjyl7+MRCKBn/70p8OXJXo8Hnz5y1/G0NAQHnnkETz44IP42te+VnAfTqWcsgj56DWzIsJFykevmRUSji3PXGbYH4pjf8cQ9DlKI/ZkxNeOt2ZWvm2PXTMrkco/NneZoYqWtgFEE/oi7NnRigIoijo8dtSaWYHY8OfGGrtm1pGecN6xgL5m1orZPrzc0oGWtkBmrJrZB3XU157f5MclZ1XhTwe6selIn3C7SxvK8MHmWuw4MYCNe7qEY5uq3PjwOfU40h3C8zvbkIY66vvnX07mpI44RjLw9TG+se9b443/88Pwvcj8MFVVla8Rk5H92jDbzw5N00yzL0T58HVKZsfXKJlZqV+bkw5aH/nIR3DgwAEA+mysurq64QXha2pqCn69zWaD3+8fXttqPPX1+i2mx16GlpX9eENDQ8HHK7Stjo6OU7b1+9//Hv39/bjooouGY9ZIV199NR555BFs3ry54OMXo5QLwOdiVkDqAvDZmBWJ519LpNQLwGdj1q5W8aLuo2LWYfGi7qNjVqdw7KiYtaNV+BwTERERERERUc6kg9b+/fuhKAre//7349Zbb8Xll18+4Uscbr/9dgQC+ddEWrx4MQDknaq2a9cuAMVNoT+dbWUjl9frHfdrspfpDQyI17gqBmNWbixjFhERERERERGNZ9JB67Of/SxuueUWzJ49+7S3cfvttws/v2rVKni9Xhw7dgy7d+/GkiVLRn3+pZdeAgBcfvnlBR9rzZo1UFUVmzdvRk9PDyorK4c/F4vF8Nprr0HTNFx66aXDH6+qqgKgR7BkMnnKtLnsQnyzZs0q+PgijFk6TVUZs4iIiIiIiIgor0kv5PCVr3xlUjGrGDabDZ/85CcBAPfee+/wOlcA8NBDD2Hv3r04//zzsWzZsuGPP/roo7j66qvxr//6r6O2VVNTg2uvvRbxeBz33nsvEonE8Oe++93vore3F9ddd92o0LVmzRrYbDacOHECP/jBD0bdCv3QoUP493//dwD6pYenywwxy2ZRpccsADhvXoX0mLV0VhljFhEREREREZFJTXqG1pVXXonKyko8/vjjRY3/xCc+gc7OTrzyyisTepzPf/7zePPNN/Huu+9i3bp1WL16NVpbW7F9+3b4/X7cd999o8b39fXh8OHD6OrqOmVbd999N7Zv346XXnoJ11xzDZYtW4YDBw5g3759mDdvHu66665R42tqavAP//AP+Pa3v43169fjhRdeQHNzM/r6+rBt2zbEYjFceuml+OhHPzqh7ymr3GWD26FIjVkAUOOx43BPSFrMyi4K77VbsUFizAKAcxsrpMYsvzvf/SGJiIiIiIiIaNIztE6ePInW1taix7e3t+PkyZMTfhy73Y6HH34Yn//85+F0OvHKK6+gtbUVN954I5566ik0NjYWvS2/348NGzbgtttuQzwex8svv4xAIIDbbrsNGzZsQHl5+Slf8+d//uf4+c9/jrVr1yISieDVV19FS0sLmpubcc899+DHP/4xLJbT64OVbpvUmGXV9JQUT6WlxSxVAaq9+m3uNx3plRazFtTod7fcdrxPWsyqLXPgysWFb6hARERERERENFNNeobWRCWTyQkvGp/lcDhw55134s477yw49o477sAdd9yR9/Pl5eX4xje+gW984xtFP/4FF1yACy64oOjxxeoJxqSumeV36bOBOgcj0mLWkvoy2DJhbSAcE44t5ZpZi+rKAAC7Tha4JLGEMetjq2ZhIBJHtZW33yUiIiIiIiIaz6RnaE1EJBJBT08P3G63kQ9rev2h/AEHKP0C8IlMYRGNLXXMctk0dA5Fhd+bEQvA720vfDliqWNWTzCGjbvF2yUiIiIiIiKaySY8Q6u1tfWUSwbj8Tg2b96MdHr8s/V0Oo3BwUE8++yzSCQSOPvss09vb2cgI+5m2BsUBzUjYlZLWwALa/KHTqPuZjgQig/P0hqPETHrya0nUOHiGlpERERERERE+Uw4aD355JP40Y9+NOpjg4ODuO222wp+bTqdhqIouOWWWyb6sDOSETFrd9sgZlc48441KmYFownhWCNi1qbDvVhU68071qiYJXqOiYiIiIiIiOg019AaORNLUZS8M7NGjvF4PFi4cCFuvfVWfOQjHzmdh51RjIpZMtfMMlvMEmHMIiIiIiIiIjKPCQetL37xi/jiF784/P8XL16Mqqoq/PGPf5zSHZvJGLNyYxmziIiIiIiIiGisSd/l8IYbboDXm/8yLZoYxqzcWMYsIiIiIiIiIhrPpIPW/fffPxX7QWDMGokxi4iIiIiIiIjymXTQoqlhhphl1cwRs1bN8aOqzC41Zs2vduPC+ZWMWUREREREREQmNKGg9fTTTwMAPB4P1q5dO+pjE3XDDTec1tedibwOK9wOm9SYBehR7WRfWGrMAiA9ZgGQHrO8DrZmIiIiIiIionwmdNZ81113QVEUNDU1DQet7McmQlEUBq0Rarw2bD85JC1mWVT9+KXTkBazFABVHjsAYOvRXmkxa3aFAwCwv2NIWswqd1mxdkmt8LGJiIiIiIiIZrIJBa2GhgYAQE1NzSkfo9M3EEpIXTOrwm0DAHQORqTFrIW1XjisGgCgOxAVfHelXTNr+exyAMA7R8RjSxmzbnpfI2LJFFzCPSAiIiIiIiKauSYUtDZu3FjUx2hiuoPigFPqBeDTmTHJtLyYVe6yontI/DwApV8A/lhPCHOr3MKxpY5Z0UQSv9/biY+9r1G4H0REREREREQzlSp7B0jMiLsZ9gVjwn0wImbt6wggEk8K98OIuxkW2q4RMevXW04In2MiIiIiIiKimY5By8SMiFktbYPSZ2bt6wigPxQXfHfGxCyZa2aNjFmhmDjsEREREREREc10DFomZVTMkrlmFmMWYxYRERERERHR6ZjQGlpPP/30lD0w73KYH2NWDmMWEREREREREY01oaB11113QVGUST+ooigMWnkwZuUwZhERERERERHReCYUtBoaGkq1HwTGrJEYs4iIiIiIiIgonwkFrY0bN5ZqP2Y8M8QsTTFHzFra4MOcSrfUmNVQ7sSas6sYs4iIiIiIiIhMiIvCm4DLZpEeswCgpswhPWYBkB6zAEiPWQ4r35pERERERERE+fCs2QRqy+zSZ2YBgKJAaszyu2wAgB0n+qXFrGqvHQDQ1h+RFrNcNg1XLqkV7icRERERERHRTMagZQKhWErqmlkVbj0kdQWi0mJWU5UbHod+BezJvpBwbCnXzFo5txwA8Mb+Lmkx68/eNxs2jW9NIiIiIiIionwmtIbW008/DQDweDxYu3btqI9NFO9ymNMxGJa6AHz2xpXxpLyYVVtmR08wJhwHlH4B+O5AFHU+J9ISY5bdouGV3R247txZwn0mIiIiIiIimqkmFLTuuusuKIqCpqam4aCV/dhEKIrCoFUkI+5m2FcgJBkRsw52BTGr3CEca8TdDPd3BHDNcmfesUbErA1bjnOGFhEREREREZHAhIJWQ0MDAKCmpuaUj9HUMyJmtbQNoNpbnXesUTGrKxAVBi0jYtbzO1qxsMabd6xRMas/FEdNZi0vIiIiIiIiIjrVhILWxo0bi/oYTZ5RMUvmmlkjY5aIUTFL5ppZI2MWEREREREREYnxuiYTYszKYcwiIiIiIiIiorEYtEyGMSuHMYuIiIiIiIiIxjOhSw6LMTQ0hJaWFvT09AAAKisr0dzcDI/HM9UPdcZhzMphzCIiIiIiIiKifKYsaO3evRs/+MEP8MYbbyCVGh1MVFXFmjVr8KUvfQnNzc1T9ZBnFDPELAXmiFkLqr1YVF8mNWb53TZcsbiGMYuIiIiIiIjIhKbkksMnnngCN910E15//XUkk0mk0+lR/0smk/j973+Pm2++Gb/+9a+n4iHPKHaLKj1mAUBNmUN6zAIgPWYBwJWSY5ZFVcQ7SERERERERDSDTXqG1o4dO/DNb34TqVQKc+fOxV/91V/hwgsvRG1tLQCgo6MDb731Fh566CEcOnQI99xzD84++2ysWLFi0jt/pqj3OXGoJyx1ZhYAWFVFaswqc1gBAHvbBqXFLJ9Tf0sMROLSYpZVU3DFkhrh90REREREREQ0k016htb69euRSqVw/vnn45lnnsFNN92ExsZG2Gw22Gw2NDY24qabbsLTTz+NCy64AKlUCuvXr5+KfT9jxJNpqWtm+d02AEDnUFRazJpV7kS5S9+Pg10B4dhSrpl1/jw/AGDj7k5pMevGVbPhy8Q9IiIiIiIiIjrVpIPWli1boCgK/vEf/xF2uz3vOJvNhnvuuWf4ayinrT8sdQH47OVtsYR4FlcpY1aj34X+UEw4Dij9AvBDMT3oJQSDSx2zKt02vFrgeyMiIiIiIiKaySYdtMLhMDweD+bPn19w7IIFC+D1ehGJRCb7sGeUFPLHEyPuZthbICQZEbOO94YwGBFv14i7Gb5T4FJHI2LWE1tPojdYOO4RERERERERzVSTDlr19fWIRqOn3NlwPMlkEtFoFHV1dZN92BnBiJjV0hYQbteomHWyPywca0TMenLrCQgmqRkWszoGGXyJiIiIiIiIRCYdtD74wQ8iHo/jlVdeKTj2lVdeQSwWw1VXXTXZhz3jGRWzZK6ZZbaYJXPNLMYsIiIiIiIiouJNOmj9zd/8DebOnYtvfvObePvtt/OOe+edd3DPPfdg/vz5+NznPjfZhz2jMWblMGYRERERERER0ViWiQx++umnx/34rbfeih/96Ef4y7/8S6xatQoXXnghamtrAQAdHR14++23sWXLFni9Xtxyyy14+eWXccMNN0x2389IjFk5jFlERERERERENJ4JBa277roLiqLk/Xw6ncbWrVuxdevWcT8XCARw//33Q1EUBq1xMGblMGYRERERERERUT4TCloNDQ2l2o8ZjzFrxNgKF1bMLpcas7wOC65YXMuYRURERERERGRCEwpaGzduLNV+zGgWTX7MAoBKjx3WSEJqzAIgPWYBwNoltQjH5cUswURIIiIiIiIiohlv0ovC0+TNKndKn5kFAA6rJjVmue16Xz3WE5QWs9x2DQAQS6akxSxVAdYsrM7/DRERERERERHNcAxaJpBMQWrM8rmsAICeoZi0mFXttaPSbQMA7GodKLgPpVoz6/wmPwDg1d0d0mLWtSsaUF/uyP9NEREREREREc1wDFom0D4Qkrpmlt2iz0oKx8WXJJYyZi2odmMoIn787D6UcgH4RGaM6DkudcyaV+XCG/u6839jRERERERERDPchNbQKmTr1q3YsmULOjo6EAqFkE6PHxAURcF99903lQ89rSUEVcaIBeALzcoCSh+zOgaj8DnFL0cj7ma47VgfrmyuyzvWiJj13Pa2guudEREREREREc1kUxK0jhw5gq985StoaWkZ9fF0Og1lzOrW2Y8xaBVm1N0MKzKXHOZjRMw63B3EuY0+4T6UOmb9essJNFa48o41KmYd7g6ixmvP/w0SERERERERzXCTDlp9fX24/fbb0dHRgaqqKpx33nl48cUX4XA4sG7dOnR3d2P79u0IBoOoqKjAZZddNgW7feYzKmbJXDNrZMwqtA9GxCyZa2aNjFlEREREREREJDbpoPXzn/8cHR0dOOecc/Bf//VfcDqdePHFF+HxePDd734XABAKhfCjH/0IDz74IOx2O/7xH/9xsg97RmPMGr0PjFlERERERERENNKkg9brr78ORVHwd3/3d3A6neOOcblc+NrXvoZ4PI5HHnkEF1xwAa655prJPvQZiTFr9D4wZhERERERERHRWJO+y+GxY8egKApWr1496uPx+Kkn/p/73OcAAI8//vhkH/aMxJg1eh8Ys4iIiIiIiIhoPJOeoZVIJFBWVgaLJbcpp9OJYPDUk/Sqqip4vV7s3bt3sg97xmHMyqny2rFqrl9qzHJYVVy9jDGLiIiIiIiIyIwmPUOrpqYGkcjoE/jKykokk0kcP3581Mfj8TiGhoYQCAQm+7BnFItqjpjld9mkxywA0mMWAFy5pJYxi4iIiIiIiMikJh20GhoaEI1G0d7ePvyx5cuXAwB+85vfjBr71FNPIZVKoba2drIPe0ap87mkxywA8DgsUmOWw6oBALoHo9Jilt2iAABsmio1Zp03zy/8PBEREREREdFMNulLDlevXo1Nmzbh7bffxvXXXw8AuP766/Hiiy/iJz/5CXp6erBkyRLs2bMHjz/+OBRFwdq1aye942cSTYXUmOVzWAEAPcGYtJhV7rKiymMHAGw91ittzazzmyoBAK/s7pAWs65YXIOFtR7hGCIiIiIiIqKZbNIztK6++mrU19fjrbfeGv7YZZddhmuvvRaJRAK/+tWv8K1vfQv//d//jUQigfnz5+MLX/jCZB/2jHKyPyx1zSynTZ8ZJdouUNqYdXatF5G4+DJAoPQLwFs0fYZWIJL/uSh1zFox24e3DvUIxxERERERERHNZJOeobVw4UJs3LjxlI//v//3/3DBBRfghRdeQFtbG7xeL9asWYNPf/rT8Hq9k33YM0oiKXcB+IFI4csRSx2z+kNxxBLioGXE3Qw3He7FpYtq8o41Ima93NKBrkAUFy2oEo4nIiIiIiIimqkmHbTyURQFN998M26++eZSPcQZz6i7GfqcVuFYI2LW/o4Azmn05R1rRMzasOU4ar2OvGONilm7WgdR47ULxxMRERERERHNZJO+5JBKw6iYJXPNrJExS7BklmExS+aaWSNjFhERERERERGJlWSG1smTJ9HTo68BVFlZiVmzZpXiYc5YjFk5jFlERERERERENNaUBa2Ojg7853/+J1544QX09/eP+pzP58O1116Lz372s6irq5uqhzwjMWblMGYRERERERER0Xim5JLDP/7xj/jwhz+MX/7yl+jr60M6nR71v/7+fvzyl7/Ehz/8YfzhD3+Yioc8IzFm5TBmEREREREREVE+k56hdejQIXzhC19ANBqFz+fDrbfeigsvvBC1tbUA9Jlbb7/9Nh577DH09fXhjjvuwFNPPYX58+dPeufPJIxZOT6nDVcu8UuNWRaVMYuIiIiIiIjIrCYdtB544AFEo1EsWrQIDz30EPx+/6jPz58/HxdddBH+4i/+Ap/61Kewb98+/PjHP8b//b//d7IPfcZQoZgiZpU5rHBYLVJjFgCcP8+PLokxCwCuWFKDMoeVMYuIiIiIiIjIhCZ9yeFbb70FRVHw7W9/+5SYNZLf78c///M/I51O480335zsw55R6sud0mMWAJS7bFJjls2ivxwD0bjEmVn6nz7JMWvprDLh54mIiIiIiIhmskkHrcHBQbhcLixfvrzg2BUrVsDlcmFwkDNTRrJqitSY5bbpE/X6QzFpMcttt6DGYwcAvHOkT9qaWec16VH21T2d0mLW+U1+nNtYIRxDRERERERENJNNOmhVV1cjlUoVPT6dTqO6unqyD3tGaRsIS10zy+uwAgAGI+LtljJmNdd7EctErKTg9VTqBeA9mbjXG4zlHVvqmHXJWVXYdrxPOI6IiIiIiIhoJpt00Lr00ksRiUSKuozwzTffRDgcxuWXXz7Zhz2jRBP5A44RC8AHCoQsoPQxKxRLoiuQf0ZUdrulvpvhpiO9wn0wImb96UA3dp3kLEYiIiIiIiKifCYdtD7/+c+jsrIS//t//28cPnw477gjR47gG9/4Bqqrq/G3f/u3k33YGcGouxkGY/lnhwHGxKzdbYPCsUbErCe2nsRAOP9zYVTM2nRYHNWIiIiIiIiIZroJ3eXwnXfeGffj/+t//S985zvfwfXXX4+rr74aF154IWprawEAHR0dePvtt/Hb3/4WdrsdX//613Ho0CFUVlZOfu/PYEbFrJP9YSwTLEBuVMxKCQYbFbM6BiMod1rHHcuYRURERERERGQeEwpat912GxRFEY559tln8eyzz477uVgshrvvvhuKoqClpWUiDz2jGBmzRGZazMpHRsxy2TQgnQKUSU+inDyz7AcRERERERFRxoSCFqAv6j5ZU7GNMxVj1ujtzsSYBQB2i6ZHpJZngGC3cDsl5a4Cmq+T9/hERERERERE45hQ0NqzZ0+p9oPAmDV2uzM1Zo0S7AaGOoTbIiIiIiIiIpppJjxDS6ZIJIL169fjhRdeQGtrK3w+H9asWYMvf/nLw2t2FWtgYAA//OEP8eqrr6KrqwvV1dVYu3Yt7rjjDpSV5V9TKhgM4qGHHsJLL72EEydOQFVV1NfX47zzzsNXv/pVuN3u0/reGLNyXDZNesxSzBCziIiIiIiIiGhc02ZhnGg0ittvvx0PPPAAgsEgrrzyStTX1+PJJ5/EDTfcgOPHjxe9rd7eXtx000145JFHoGka1q5dC7fbjYcffhg33XQT+vv7x/2648eP47rrrsMPf/hDhMNhrFmzBueddx7i8Th++ctfIhAInPb3Z4aY5bZbpMcsALhgfqXUmAUAaxZWM2YRERERERERmdSUz9AaGhpCS0sLenp6AACVlZVobm6Gx+OZ1HYfeOABbNu2DStXrsSDDz44PBPqoYcewv3334+7774bjzzySFHbuu+++3D06FGsW7cO3/ve92Cx6E/Dt7/9bTzyyCO4//77cf/994/6mlgshs9+9rNoa2vDvffei1tvvXXU5/ft2wefz3da31ttmROD0aTUmAUAlW4bdp4clBazLKp+w4FEElJnZgFAfblDasyaXeEQfp6IiIiIiIhoJpuyoLV3715873vfwxtvvIFUKjXqc6qq4tJLL8Wdd96JRYsWTXjbsVgMv/jFLwAA99xzz6jL+j71qU/hqaeewqZNm/Dee+9h2bJlwm11dnbi+eefh9Vqxbe+9a3hmAUAf//3f4/nn38ezzzzDL72ta+hsrJy+HM///nPcfjwYXzmM585JWYBwNlnnz3h7yvLZVOx+Vi/tJjltGkAgKFIQlrMclhV1JTpEeftw93S1sxaOaccAPDGvm5pMWtpQxmWzy4XjiEiIiIiIiKayabkksPf/e53uPnmm/H6668jmUwinU6P+l8ymcRrr72Gm2++GS+//PKEt79161YEAgHMmTMHzc3Np3z+qquuAgC89tprBbeVDW6rV69GVVXVqM/ZbDZcfvnlSCaTeP3110d9bsOGDQCA2267bcL7X0jHYFTqmlk+hxUA0BuKCceWMmY11/uQvfllLJHKO7bUC8BXee0AgNYCz1spY9YHm2txrCckHEdEREREREQ0k016htbx48fx1a9+FbFYDLNmzcJf/dVf4ZJLLkFdXR0AoL29HX/605/w4IMP4sSJE/jqV7+K5557Do2NjUU/RvbuiuPFLABYunQpAH2W2FRs64knnhi1rba2Nhw9ehR1dXWor6/Hli1bsHHjRgQCAcyePRtXXXUV5s6dW/T3M1YolhB+vtQLwIcFs6GySh2zkqkUOgbF+2vE3QzfPdqP85r8wv0odczacWIAJ/vCmFt1ejcYICIiIiIiIjrTTTpoPfjgg4jFYjj33HNHrW2VNWfOHMyZMwfXX389Pv3pT2P79u146KGHcM899xT9GG1tbQAwHMnGyn68tbV10tvK3i1x5LYOHDgAAKipqcG9996LX/7yl6O+5gc/+AG+8pWv4NOf/nTBx58oI+5m6HNahWONiFktbYNY2pD/7pJGxKzntrfBpoknLRoRszbu6cSiWq9wPBEREREREdFMNumg9eabb0JRFNx7772nxKyRXC4X7r33Xlx//fX405/+NKHHCIX0y68cjvEXynY6nQCAYFC85tHIbWW/Zrz9HLutwUE9XLS0tOC9997DHXfcgT/7sz+Dpml4+umn8f3vfx//8i//gvnz5+Oyyy4r7psaRb80c6z51ZmY1TmEzgIxa3ZFNmYFcaJPHLNqhmNWBIe6gji7Nrdg/9j9qBiOWTHs6whgnN0c5hkTs5KCmqXHrDIkUynsah1APJkeDmXpNJBO5y47zMUsFY9vPlogZqn46MpZeszachzthWLW8lmYV+XCs9tO4nB3EIvrvJl9SI3aBwC4ckktVsz24Xe72rGrdSD/EwHggqZKPWbt78Lbh3uEY5c2+DIxqx+v7u7IfFR/7FQ6DaTzX4JZcuk0VADJZOFZfDNBKpWCpmlIjXmNGi372DwuOZqmjfu+NZb+2LL3I/ujd+x6liSXGV6jZvnZkX182ftBJMLXKZkdX6M0HZT69TnpoNXe3g63213UYu+LFi2Cx+NBe3v7ZB/WUNmTgkQigY9//OP44he/OPy5z372s+jr68ODDz6In/zkJ6cVtKLROIaGhob/vwJg8Ww/asoc2HW8B629Q/m/GEBTrQ+NfjcOtPfhcIc4tDT4PZhf48GJngD2nOhFGkA8pgeieHz0flSVOXF2XSW6B0PYebRLONvK57JhSb0fgXAM7x7qQEIw2GW3oHlOHeKJJDYf7EAsob/IY1E9Jg4NDQ2/RjwOGz657hxYVOCBF7eiO5A/1tktGj6zdgX8bhv+83fbcLwnkHespir45AeaMa/KjYdfew97TuozqOocKQCz0N8/gPaufgD68bjhgoVYPrscG97ci80HxK/fK5bPxSULq/Hbdw9j486jwrGrz6rDB5fW4a19rXj67f3DUS+7HwP9/Qh3y3u/WCssqIZ+OW84XPhOmWc6p9OJ5uZm9PX2oL3A+7KUtJgHQBOPS0b2uPT0yD0u4/38kEHz66+P/fv38/VhEmZ5jZrtZ8fOnTtl7wJRQXydktnxNUoz2aSDlsViQSIhXgMqK51OIx6Pj7qzYDGys6YikfFn22R/KRPNEBu7rXy/yGVncI3cVvZrAODGG2885Ws+9rGP4cEHH8SOHTsQjUZht9sL7sdIdrsVHk9ulpQ+M8uBg51DGIxh1OfG0mdmuXG8N4iuYFI4tsZrx4IaDzoGIzjeH4M7M9Zq0y85tFpz+1HhsuLsujL0h2I41BOGy51/ux67Bc0NZQjFktjXGYTDlf84OKwqljb4kEylsbs9AJvDCVvmcza7/l8ejwd1dXVw2TTctHpOZmbWMVjcPtS5feNu16qpuHHVbFR57Hhiy3HErW7U1Y2/H6oCfHjFLMyrduPZbSfRn7QNX4JaXu7N/OlDTNNnBOozs8rxu13tODGU/3JVIDMza2E1/rS/Cy1dUeHYpQ0+rFtahx0n+vHm0QBqR4zN7oevvBw+S/5tlJxHv3HC6dyd9EyUjdsV/kokbfnfE6VWmbl5AY/LaJWVco/LeD8/ZKjw6K+PhQsXQlWn5N4vNEVkv0bN8rMjmUxi586dWL58OTRNk7ovRPnwdUpmx9coTQexWAwtLS0l2/6kg9bcuXOxe/duvPHGG1izZo1w7BtvvIFoNIoFCxZM6DHq6+sBIO/MruzHGxoaJr2tjo6OU7Y1a9as4f+ePXv2KV+T/XwymUR/f//wOlzFU6AoCoAxa2YNxYY/Pp7Ra2ZFhGNHrpl1uDuUd6yiKGPWzBrK7N/42x1vzax82x67ZlYiNXps9r8UBXDbraPWzBoIJ6Eo45+YnbJmViCWd+zYNbOO9ITHjFUz+6BCUdRRa2a1tAXybhcYs2bWkT7h2NFrZnWNM1bN7K8CCLZTcpnjw78kR1MVCI9vqWUfm8dltOz7Vp7RPz+k7UXmh6mqqnyNmIzs14bZfnZommaafSHKh69TMju+RsnMSv3anPRvVVdccQXS6TS++c1v4uDBg3nHHThwAPfccw8URcGVV145ocdYvHgxAOQte7t27QJQ3L84ns625s+fPzzramDg1Ev6Rn6smFli+RixAPzhbvE6Y0YtAB9P5h9ss6iGLABf6LkwagF4IiIimuGkrv83gln2g4iIqAiTnqH1l3/5l9iwYQPa29txww034Oqrr8ZFF100PEupvb0db775Jl566SXE43HU1dXh9ttvn9BjrFq1Cl6vF8eOHcPu3buxZMmSUZ9/6aWXAACXX355wW2tWbMGqqpi8+bN6OnpQWVl5fDnYrEYXnvtNWiahksvvXT44zabDe9///vx6quvYtOmTWhqahq1zU2bNgEAGhsbhZf8iZghZjmtFukxCwAuaKqCoihSY9Z58/xYWOthzCIiIqLSU1Sg5Rkg2C1vH9xVQPN18h6fiIhogiYdtDweD37605/ib/7mb3Dy5Ek899xzeO65504Zl06nMXv2bPz4xz+ecPSx2Wz45Cc/iZ/85Ce499578bOf/Wx4XauHHnoIe/fuxfnnn49ly5YNf82jjz6KRx99FB/84Afxla98ZfjjNTU1uPbaa/Hss8/i3nvvxb/9278Nr+n13e9+F729vfjoRz86KnQBwF/91V/h1VdfxQMPPIDzzz9/OGodP34cP/jBDwAAt95664S+r6wqtx1uR1pqzAKASo8N+zqGpMWs7GUyFg341TvyYhYA6TGr2juxddiIiIhomgt2A0MdhccRERERgCkIWoC+8OwzzzyDX/ziF/jtb3+LvXv3Dt+eUdM0LFq0CB/60Ifw8Y9//LQvyfv85z+PN998E++++y7WrVuH1atXo7W1Fdu3b4ff78d99903anxfXx8OHz6Mrq6uU7Z19913Y/v27XjppZdwzTXXYNmyZThw4AD27duHefPm4a677jrla1atWoUvfOEL+NGPfoSPfvSjWLVqFVRVxdatWxEMBvGBD3wAn/rUp07re/O5LHjvUL+0mGW36Ne1RuJJaTHLqimoLXMCAN4+1CMtZi1tKAMAvHWoR1rMaqpyY+XccuEYIiIiIiIioplsSoIWoK8d9bnPfQ6f+9znEI/Hh9eV8vl8sFqtk96+3W7Hww8/jPXr1+O5557DK6+8gvLyctx444248847hXeTG8vv92PDhg34j//4D7zyyit4+eWXUVVVhdtuuw1f+tKXUFZWNu7XfelLX8LixYvx85//HNu2bUMymURTUxNuuOEG/Pmf//lpL3jWGYhJXTOr3KUfn56hqLSY1VxfNrzwfCiWFI4t5ZpZcyr1mX+HusRjSxmzPnxOPboDUdT5nMKxRERERERERDPVpIPWFVdcAVVV8eCDD2Lu3LkAAKvViqqqqknv3FgOhwN33nkn7rzzzoJj77jjDtxxxx15P19eXo5vfOMb+MY3vjGhfVi3bh3WrVs3oa8pJBDJPxsJKP0C8NGEHpBkxixNVdEpiFPZsaVeAH7niX6saKwQji11zDrSHcL+jgCuWc6gRURERERERDSeSd/lsKurC729vcMxi6aWEXczHBBc3gcYE7Na2gaQEGzYqLsZnugTRzUjYtbzO1qRFq+bT0RERERERDSjTTpo1dTUIM2z75IwImbJXDNrZMyKxPPfJtqomCVzzayRMUv0HBMRERERERHRFAStiy++GJFIBC0tLVOxP5TBmJUby5hFRERERERERCNNOmh97nOfg9PpxD/90z8hHBaHFyoOY1ZuLGMWEREREREREY016UXhNU3DP/3TP+Gee+7Bhz/8Ydx2221YuXIl/H6/8K5/DQ0Nk33oMxJjVm4sYxYRERERERERjWfSQevKK68c/u9wOIx/+Zd/Kfg1iqLwEsVxMGbpNFVlzCIiIiIiIiKivCYdtE5nQXguIn8qM8Qsm0WVHrMA4Lx5FXDbrVJj1tJZZTi3sYIxi4iIiIiIiMiEJh20Xn311anYjxmt3GWD26FIjVkAUOOx43BPSFrMUjJ/eu1WbJAYswBIj1k+56TfmmeedApQJr3s36RomgakU3DZNABxqftCREREREQ0k03qrDmVSiEcDmNoaAg+nw9NTU1TtV8zSqXbhneODkiLWVZNT0nxVFpazFIVoNrrAABsOtIrLWYtqHEDALYd75MWs2rLHDh/nl+4vRlJUYGWZ4Bgt7RdSLn8UJfeAIc1//qAREREREREVHqnFbTi8Ti+//3v47HHHkMwmIsJPp8Pt99+O/7mb/4GiqIItkAj9QRjUtfM8rtsAIDOwYi0mLWkvgy2TFgbCMeEY0u5ZtaiujIAwK6TBS5JLGHM+tiqWRiKJVDBaHKqYDcw1CHv8Xm5NBERERERkSmc1vU7X/jCF/Czn/0MQ0NDSKfTw//r7+/Hv//7v+PrX//6VO/nGa0/lD/gAKVfAD6RKSyisaWOWS6bhs6hqPB7M2IB+L3thS9HLHXM6gnG8E6B2WFEREREREREM9mEg9aLL76IP/zhD0in05g7dy7++q//Gvfccw8+85nPoKamBul0Gr/5zW+wadOmUuzvjGPE3Qx7g+KgZkTMamkLIJYQjzXiboYHO8XbNSJmPbn1BARPBREREREREdGMN+FLDp955hkAwCWXXIIf//jHsNlsw5/727/9W/zFX/wFdu/ejWeffRbnn3/+1O3pDGREzNrdNojZFc68Y42KWcFoQjjWiJi16XAvFtV68441KmaJnmMiIiIiIiIiOo0ZWi0tLVAUBXffffeomAUAHo8HX/va15BOp9HS0jJlOzkTGRWzZK6ZZbaYJcKYRUR0GtImmG5qhn0gIiIioik34RlafX19sNvtWLBgwbifX7Zs2fA4Oj2MWbmxjFlERNNYobuTWp3AoqsBzQbs+S0QHci/Lc0KLFwHOMuBfS+J73iqqMCCywBfI6DyBhtEREREZ6IJB61YLIaqqqq8n/d6vcPjaOIYs3JjGbOIiM4A+e5OanMDzdcBqgXY+igQFvw81mzAObcATh+w7b+BQFv+sYoKLL0B8M0GDr6qRzAiIiIiOuNMOGhR6TBm5TBmEU0T6ZQeEIjycVWe+rGxM7M0K+CpHf/rx87MSqfyjx2emTUbOLgRiIWn6rsgIiIiIpNh0DIJM8Qsq2aOmLVqjh9VZXapMWt+tRsXzq+UFrMcVgYCM1IVRfYumE4KysQXY6QZI5VOQ116vXjQio8Vv8Hm64ofm5mZlUqn+d4lIiIiOgOdVtDq6enBkiVL8n5eURThGEVRuGj8CF6HFW6HTWrMAvSodrIvLDVmAZAeswBIjVkA4HNaAQDH+kLo7+gvuL+lUt1QhnoAf9rfhSM9IWn7sbShDOfOqTDN80E5qqLgxT+8hd7ucS4pc3iBiiYgOgj0HgVEP7GsTqDyLCARAXoOihfyttiBqgVAKgX0HMC8xkZcsmrFpL8XmnqnvD40i36cVRXoPggkovm/WFGBygWAxQH0HADiotlWCuCfC9jLgL7DQCQAAJg3rwmXrFqBF3e2oTcobymEeZUuXLKwWtrjExEREZ2JTitopdO8RGoq1Xht2H5ySFrMsqj6v1yn05AWsxQAVR47AGDr0V5pMWt2hQMAsL9jSFrMKndZsXRWGQAgGk8iGEsK96OUyhP6fg6EE+gMCE48S2xu5rUj//ng3dLG0zswiM6entEfdFYAngagsw3o3AthzLJ5gLqFQG8v0L4LSAuOscUJ1M8H+oNA+04gGUdFhX9Kvg8qjeHXh2YF6pYDQzGg7T0gIQhUigbULQXCANo3A7EhwSMoQM0iIGYHTmwDwrmb0lRU1ej7EIxJ/RlW4bIVHkREREREEzLhoPXFL36xFPsxow2EElLXzKpw679odw5GpMWshbVeOKz6nai6C5x0lHLNrOWzywEA7xwRjy1lzLrpfY1IJtOAVbgLROblrABqluiLfBcVs5YB8VCRMWsZkEoOxyyaJrIxS9WKj1lWF9D+XnExy+kHOnePillEREREdGZj0DKB7qA44JR6AfjshLukYOZdqWNWucuK7qHC/3pe6gXgj/WEMLfKLRxb6pgVTSRxsDOA8+fnv5sokWkxZtFYqoUxi4iIiIimHNfyNTkj7mbYV2BdESNi1r6OACJx8aVkRtzNsNB2jYhZv95yAjHe+ZCmI8YsGk/5bMYsIiIiIppyDFomZkTMamkblD4za19HAP0h8QmqETFL5ppZI2NWSOIaUUSnjTGL8lFUxiwiIiIimnKntSg8lZ5RMUvmmlmMWYxZ048iewfMye4GauYwZtH4+k/Ii1lO3jCAiIiI6EzFoGVCjFk5jFk0UiiWRH8oBp/TilgihYGw+PVj0RRUuGxIpNLoD8aE7yVN1cem0mn0h2LjHucKHqPxeSdyN8MSxCxFO+1dJwMkBZe1lzJmVS4A7N7T2mUiIiIiMj8GLZNhzMphzKKxFEWBz2lFJJ5CbzAqfH/YNBUVLhviyRS6AuKxFlVBpcuOVDqNrkA072W4qXT+98KMFg/Ki1maFfDWnvauk0SljlneOiDUDaBhKveaiIiIiEyCa2iZCGNWDmMWjcdhVYuOWdVee9Exq9rrQLpAzNLxksNxDbRCWsyqW66v0UTTixExq/sAEAtO6W4TERERkXlwhpZJmCFmaYo5YtbSBh/mVLqlxqyGcifWnF3FmGUyiWRaWszSFAVOGy9tm7BSxyxVAwIdABqnfNepRIyKWUMdALiGFhEREdGZiv+sbQIum0V6zAKAmjKH9JgFQHrMAiA9Ztk0zgQaTzSelBazqr12KDwsE2NEzGp7D0hxsfhpw9CYRURERERnMgYtE6gts0ufmQUAigKpMcvvsgEAdpzolxazqr12AEBbf0RazHLZNCxt8An3c6aSG7MUhDmjrnhGxSzR3fPIXBiziIiIiGgKMWiZQCiWkrpmVoVbD0ldgai0mNVU5YbHoV8Be7IvJBxbyjWzVs4tBwC8sb9LWsz6s/fNhsYZWhNiRMzqCkSQFq6vRcMYs2gsxiwiIiIimmIMWibQMRiWugB89jKqeFJezKots6MnKLi1e0apF4DvDkQBAKJuUeqYZbdo2HVSPEONcoyKWQnRG49yGLNoLEVlzCIiIiKiKcegZXJG3M2wr0BIMiJmHewKCrcLGHM3w3eP9QvHGhGzNmw5jnCcl7YVgzHLZBizaDy+WYxZRERERDTlGLRMzIiY1dI2IDxZNypmdWVmRuVjRMx6fker9JlZG7YcL2rhfGLMMh3GLMpHszNmEREREdGUY9AyKaNilsw1s8wWs2SumcWYNTGMWSZjcTBmmYiimOyv9oET8mKWgzfYICIiIjpTWWTvAJ2KMSuHMYvGYswyId9soLdXYswyWcCJDgKtLeIxLj9QPgcIduvBR8RRBlQ06dvtPQLh/T6tLsCzbKJ7XFqJiOCTJYxZvtmAo2LCu0tERERE0wODlskwZuUwZtFYmqowZplRMiovZika4Kk5/X0vhVAfEAvm/7ynVo9ZgXag56B4W84KPWaFe4HOvRDGLJtHDz7CgGQmJY5ZFfOASB+A+qnaYSIiIiIyEZP9s/bMxpiVw5hF43FaNckxSzntfT+jDZyUF7PqlupfM114aoGqs4qPWTVLio9Zmcs+04VmfJmCATGr7wgQGZiqHSYiIiIik2HQMgkzxCwF5ohZC6q90mOW321jzDKhVBrSYpYCwGnlj8xxpfP/XCl5zLK6gCHxe980DIhZaN8F4Q83UzAoZk2LsEdEREREp4tnZyZgt6jSYxYA1JQ5pMcsAFhUXyY1ZgHAlYtrpMYsl1UT7+AMFY4lpMWsaq8dqsoZWhNiRMxqf0+/5NHsjIpZoplypsCYRURERERTg2tomUC9z4lDPWGpM7MAwKoqUmNWmUO/bGhv26C0mOVz6m+JgUhcWsyyagrOrvMCAEKxJDoHxevh+JxW2CwqBsJxxBLiaOl1WOC0aRgMJxCJi098XXbzRTWZMcuqqQjHxM8vjWBUzBLePc8kGLMyGLOIiIiIaOowaJlAPJmWumaW320DAHQORaXFrFnlTpS79P042BUQji3lmlnnz/MDADbu7pQWs25cNRt2TZ88GU+mEUuOf/wUAH63HTaLip5grGCgqnDZ4LRp6AvGEYzlP86AHhc9diuiSbOfIOuMiFldgSjKaxi0isKYlcOYlcGYRURERERTi5ccmkBbf1jqAvCWzGVUotk9pY5ZjX4X+kMx4Tig9AvAD2VCjyhylDpmVbptONQtuEMacjHLYS0+ZrntxcesMqcVg+E44gmzr8VjXMzKFxZpDMasHMasHMYsIiIiIppiDFomkBKcuBhxN8PeAiHJiJh1vDeEwYh4u0bczfCdApc6GhGznth6EiFBoDIqZhU6HmbAmGUyjFk5jFk5vgbGLCIiIiKacgxaJmZEzGppCwi3a1TMOtkvOJmFMTHrya0nIFqCyqiY1SFYM4sxK4cxy2QYs3LsbsaskaxuxiwiIiIimnJcQ8ukjIpZMtfMMlvMkrlmFmPWxDBmmUtFhR+obAJSKaDnAFBeln+wZgEqzwJUFeg+CPhcAFzjj1VUPXJYHPp2vXYA9lOGlXncU/J9TJWKqnqguw1AP1BZmX+gwwtUNAHRQWCoG6j05x9rderPWyIChNoAf3n+x/dXnO6ul0agVV7MspnrtUFEREREU4dBy4QYs3IYs3SMWTmMWSaTTuFD71894gOLJvDFCycwdn7B/XDZ5N6Z02FV9edjRQOABgDvm8BXnzOBsc2Fh6RN9PqNitcELFnM8tQCrqqJ7CkRERERTSMMWibDmJXDmKVjzMrRGLPMR1Fx7I1foP/oTkBwPKAogLNS/zPcq1+amH8w4KoAVAsQ6gNS4tdmzYJzUHfxJ2C3yA1aNouqPx8bf4b+k3vzD9Rs+qWGySgQ7hdvVLXqz0UqoT8XoksSVQ1w+lFeXY85az4JYBpckljKmFV1FhAV3zWXiIiIiKYvBi0TYczKYczKYczKcVg1DDJmmU608zCCHYfyD1BUPTCETwJDnXqcyT8Y8NQA0Zg+Nlng7qfuKsQCPae136US7W9DsPPw+J+0OAB3NTDYAwS7xRvSbPpzMTSgPxfCmGXRxwaDcKbFP19No9QxK9AO2G1TtbdEREREZDJcFN4kGLNGjK1wSY9ZXofFFDHLZdMYs8aQFbMU6EGNxiOIgNmYpSjFxyzNWnTMgsWprys1HWRjViJcfMxKxouPWem0HoZEM+XMwoiY1XNQn7VGRERERGckztAyAYsmP2YBQKXHDmskITVmAcCK2eVSYxYArF1Si3Bc7mWGAGDRFKkxy6opws8bLRxLSItZfrcdmsp/A5gQI2JWsAtIToN1kgyLWdNghqFRMQsAlMyvOYOtQNux3FhHWW5B/t4jED7HVpe+z4kI0HNIfHdJzQFULdDHdB/MXS7rWgigXrz/RERERDQhDFomMKvcieN9EakzswB99snmo33SYpbbrr8cj/UEpcUst13/1/xYMiUtZqkKMLdSv+tbKJqUFrPcNov0NYnGEh3nUscsh1UteCxoBKNi1nSYncWYlWNkzBopGQdimcXpnRV6zAr3Ap17IXyObR59n+MhoH2XOGZZnEDtfP213r5Tf8zhxxf/XUlEREREE8fpBiaQTEFqzPK5rACAnqGYtJhV7bWj0q2vdbKrdaDgPpRqzazzm/wAgFd3d0iLWdeuaIDXqR8TUZQBShuzKtzWabOelBExqycYQzI1PZ4P6RizchizcmTFrJGcFUDNkuJjVt2y4mNW/TL9ZgdjYxYRERERlQSDlgm0D4SkrpmVnYUTjouDSClj1oJqN4Yi4sfP7kMpF4BPZMaInuNSx6x5VS4c7S5wm3uUPmYFo0nEEuY/STYqZnF2VpEYs3IYs3IYs4iIiIhoijFomYDoBNyIBeALzcoCSh+zOgaj6A2JT2aNuJvhpsPiu6UZEbOe296GwQJxz4iY1VfgeJgBY5bJMGblMGbleGrkxyyrgzGLiIiI6AzDoGViRt3NMJoQn6wbEbMOF5iRZETM+vWWE4gm8o81KmYVei4Ys3QyYpYyvOIcf3SegjErR9UYs0ZylsuNWYB+PGTGLMVc6xESERERnQm4KLxJGRWzZK6ZZbaYJXPNLMasiZE1M0tR9KDVE4xg54l+NJQ7Uemx4URfGH1B8fNWXWZHXZkT7YNhdA2K30sVbhtmVzjRMxRD6zjvpbNrPcKvN1o8BT20KAoifW1IJvK/3hRFgctfD2hWRPvbkIiJnwtXRR0UixOxwQ7EI6FxxxRaa85wVqfcmKXowVXTTBJRAu3yYpZFX5sR8bC8mKVZAW+teD+JiIiIaMIYtEyIMWv0PjBm6RizdGa4zDCeTKOmzIFKj63o90ddmbPo98fsCqfw/REx2dpmVocXUHoR6m1FIi6KWSq8lfWAZkO4rw3xaP73h6Io8PhroVidiA50IBrO//5Ip00WtJIJuTHL7gYApNp2Qj3xjmAfrMDCdfoMqn0vifdZUYEFl+nh6eBGoL9AdJp7EVC9WJ+xFxkUjy3lmlnOCv2/g92QFrPqlg9HRiIiIiKaOgxaJsOYNXofGLN0jFk6i6rHLFVR0BeKQVUU2DRl3LEKgHK3DRZVGf7ebFr+k0qf0wqbRcVAOI5UKj3uWDXzIZ/DKv39YSqKUlzMqppozHIVjFkAYLE7T3vXS6LQZZGljFmeWiB7aWywO//MKM0GnHML4PQB2/4bCLSJt7v0Bj08vfdk4ZB09lV6zOrao69bJVLqBeAT4vcngNLHLFUDAh0AGgvvCxEREREVjUHLRBizRu8DY5aOMSvHadMQzISmSo+96K/zu4sfW+6y5f2cI3NHUKdNk/r+cNvM9aM7Hg5Ii1meimooWv5jZjqljlmKooeZQvtwzi362mTbflVczKpcUHzMalgJ7HkBsLnFQcuIuxmGHeKxRsSstveABfPE+0FEREREE2aus6IZjDErp8prx6q5fqkxy2FVcfUy+THLYVUZs0ZKA5G+diSTgte8osDlqwY0C6KD3UjExd+fy1cJxeJAbKhHGFoAIF0/CwAQiCSkvT/KXVbU+QqcpBssncr/Xip1zFIdXqTi4ufXNIyIWUOdgL9KvA9GxKz2HcCci/KPNSJmde4Fqs7JP9aomJWYJq9PIiIiommGQcsELKo5YpbfZYPDKnfmCQDpMQsArlxSC4uqSo1ZAGC3qDgmMWZp6viX88mSiA4hFsn/vOXiiaX4eGJxTGAmkBUAEEuKXz+ljFln13oLvn7NwoiYFQ90I+n3T/WuTz2jYpbo7pJGxiwRo2KWzDWzGLOIiIiISo6rlJpAnc8lPWYBgMdhkRqzHFb9cq7uwai0mGW36AHHpsmNWbPL9TWBwrGktJjlsGrDx8Qs0inBou4mmQlU6pjVH4qjbcD8J8lGxazwUIEFx82AMSuHMYuIiIiIpgiDlgloKqTGLJ9Dn3XSE4xJvYyqKrMm0tZjvdLWzDq/qRIA8MruDmkx64rFNajy6s9FTPC9AaWNWZVuG5KCgGQmRsWTVEL8HBsRs/Z3BIRjzYAxawTGrBzGLCIiIiKaQgxaJnCyPyx1zSynTZ+FI9ouUPqT9Ui88GVUpV4A3pK5Y14gkv+5KHXMWjHbh+M9hS9HLHXMisRTwtelWZglnhgVs8SJUz6zHA9TYMzKYcwiIiIioinGoGUCiaTcBeAHCsQQwJiT9e4h8ewwI+5muOlwr3AfjIhZL7d0oKfAsTMiZvUGi7jdvWRmiSeMWTqzHA9TMEPMUjVzxCyXX37M0qyMWURERERnGAYtEzPqbobhAgtMm+EyKiNi1oYtxxGM5h9rVMza1So+WTcqZjGeMGZNhFmOhykoqvyYBUCpXy4/ZgGAu1puzAIAT53kmMVft4iIiIimGn/DMimjYpbMNbOKPVk3KmbJXDOLMWtizBJPzPD+MAszHA/TsLrkxiwlc3dSq0duzCqfo/8Z7JIXs9TMzZxTMXkxS9H040xEREREU4pBy4QYs3IYs3IYs3SMWeZjc3qlHw9TSSclzsxSAKt+l9R02w55MWvuxUDlfP2/Q+JLuUu6ZpZLv9EHhjrlxay6pfrXEBEREdGUYtAyGcasHMasHMasDEUxRcxyWi3S3x+molqkHg/N5jit3S6ZeBjSYpanRo8oABAVPG+ljlnzLwV6DonHAaVfAD6V+XmZFowtdcyyujKBk4iIiIimEoOWiTBm5TBm5TBm5VjtLukxCwBcNovU94fDYq4f3fFIQNrxcJX5oVrsp7XfUpQ6ZmlWfa0oESNi1qHXgf5j4rFG3M0wXGB2mBExq/09IGn+m2wQERERTTfmOiuawRizcnxOm/SYZVHNEbNsVpUxayRFkxqzVKseTkKxhLT3h9tuQUO5U7g9o6WTgp9XJY5ZFncFUolpEguMiFlDnXqcEW3XiJh19H/EY42IWe27xGvFGxWzYkPi74+IiIiITotF9g4QoEIxRcwqc1jhsMqdeQIA58/zo0tizAKAK5bUoMxhlRqzAMBpUdEmMWap2cWlTSIRDZpiJlA4Lr67XCljVnO9V/i+MBMjYlYi2IdkrGIqd7s0jIpZScH7f8bFrNzfCRVlHqCyMjfWYgeqFgCpFNBzACgvy79dzQJUngWoKtB9EPC5ALjGH6uo+vNrcejb9doB2FHmcev74bKJv98Sk/34RERERFNpWgWtSCSC9evX44UXXkBrayt8Ph/WrFmDL3/5y6itrZ3QtgYGBvDDH/4Qr776Krq6ulBdXY21a9fijjvuQFmZ4BfbjFgshhtuuAEHDx6EpmloaWk53W8L9eVO9ITiUmMWAJS7bNhytE9azLJlLqMKROMSZ2bpf/ocVvxaYsyq9WbCSSIlLWbZNBVOm7kmcaYFM0/MMhOo1DErFEsiFBW/R83AqJgVGuwFMH8K97wEGLNyDI5ZDpsVSKfwoUtWAViV54sXifdjlIUTGDvmdZlO4UMr6ifw9SWSTumvByIiIqJpbtoErWg0ittvvx3btm1DdXU1rrzySpw8eRJPPvkkfv/73+Pxxx9HY2NjUdvq7e3FrbfeiqNHj6KxsRFr167FgQMH8PDDD+MPf/gDHnvsMZSXlwu3sX79ehw6VMSCt0WwaorUmOW26S+D/lBM6mVUNR494rxzpE/amlnnNfkBAK/u6ZQWs85v8qOhQv/X/1hccOKL0sasaq8dKfHDm4ZR8SQV9wvHGhGzdrcNYlGdV7ht2YyNWSbHmJUjYWaWzWoBFBXHNv4M/Sf36pcMOv368Qj3iBeLVxTAWan/Ge4VX8oJBXBV6Mc71JdbjD6jYeklqFp1HdrffAydHa3i772EyqvqMOf9H5f2+ERERERTadoErQceeADbtm3DypUr8eCDD8Lt1qfvP/TQQ7j//vtx991345FHHilqW/fddx+OHj2KdevW4Xvf+x4sFv1p+Pa3v41HHnkE999/P+6///68X3/w4EGsX78eN998Mx577LFJf29tA2Gpa2Z5HfrtxAvNBCr1yXosE7GSgopS6gXgPZm41xvMf3JY6ph1yVlVaO0LDUetfEods+LJFMJx0QmcORgbTxbkHWtUzEqZ/GpDxqwRGLNyJMSskaL9bQh2H9eft2Cw+OMRPln88YjG8h6P+Bx9FlhssAvBnpOCbZWW08qZWURERHTmmBa/2cRiMfziF78AANxzzz3DMQsAPvWpT2HRokXYtGkT3nvvvYLb6uzsxPPPPw+r1YpvfetbwzELAP7+7/8efr8fzzzzDHp6esb9+nQ6jW9+85soKyvDV77ylUl+Z7poIv8v1UYsAB8oELIAY07WuwL5Z0Rlt1vquxluOiI+STYiZv3pQDc6iphVV+qYVcxlqrKZJZ4wZunMcjxMwRQxSzFHzHKUSY1ZADLPseTjQURERERTaloEra1btyIQCGDOnDlobm4+5fNXXXUVAOC1114ruK033ngDqVQKq1evRlVV1ajP2Ww2XH755Ugmk3j99dfH/fpf/epX2LJlC/7hH/4BPp/vNL6b4hl1N8NgTO4C19mTddFYI2LWE1tPYiCc/7kwKmZtOiw+WTcqZpm8nZgmnjBm6WQeD0U12V9lJoknSu1S+TELALx1cmMWAFid0o8HEREREU2taXHJ4Z49ewBg3JgFAEuXLgUA7N27d0q29cQTT4y7rc7OTvzrv/4rLrroIlx//fVF7fvpMipmnewPY9ms/Ivgm+Fk3aiY1TEYQbnTOu5YxixzYcwyH6nHI3s3zmgAQBoIdgMDJ8Q77CgDKpqA6CDQewTCeGJ16WEoEQF6DuWPJ7WrAFTLjyfZ58NVITdmeTM3awn3y4tZqpb5D8kxK3OHVCIiIiKaOtMiaLW1tQEA6urqxv189uOtrYUXWi20rezdEsfb1j//8z8jGo3iW9/6VuGdnpA00iMWplWUETGrfRB9BWLW/OpMzOocQmeBmDW7IhuzgjjRd+oC8CP3o2b4ZD2CQ13iE9SK4ZP1GPZ1BITr7HrGnKwnM2fr2S9Jp4F05qRDj1mzEU0ksWHzsSJjlorHNx8tELNUfHTlLD1mbTmO9uEF4FOZfUgN74OqANcun4V5VS48u+1kwXBx5ZJarJjtw+92tWNX64Bw7AVNlXrM2t+Ftw+PvMw1nfsz859uu5aJWQn0BcWvCYdVzcSsJHqCMfG5oWVMzBo1Nvt/cs+HHKPfH6cVTwa7EQ5OUcxKA9Uem6Hvj1N2AEAyKX+NM03TYHV6oFgD8o5Hlt0DDO5DulA8cfmhVDQB4V6kO/eIFwa3e6FULgBiQaQ7dhVYGDz7HsnEE9FYVdODSDaeJAXvaUUFPNW5eCK626aiABaHvjftu6B07xfsL6CcfTXQsBLpPc8DbduFYzHvEqjzL0Xq0O+BI38Sj60/B0r1YigA0oHOUX+3nMLlh5KJWUUdj7plxR0Pq1MPlwAQC8k7Hu4qQBkR1kTfn0Fk/+zIPr7s/TATTdOQSqfF0bXU0mmo4HHJ4uuUzI6vUZoOSv36nBZBKxQKAQAcDse4n3c6nQCAYFB8IjVyW9mvGcvlco27rVdeeQW/+93v8MUvfhFNTU3F7XiRotE4hoaGAOjxZPncapS7bNh+pBPdg/nvOqgAWDzbj5oyB3Yd70Fr75DwcZpqfWj0u3GgvQ+HO3KhJR7Tf3GPx3P70eD3YH6NByd6Athzolc4m6SqzImz6yrRPRjCzqNdwtkkPpcNS+r9CIRjePdQBxIjBsei+nM/NDSE9vZ2VHmd+Nj7z0UwEsP6323HUCT/v4B7HDZ8ct05sKjAAy9uRXcg//Nmt2j4zNoV8Ltt+M/fbcPxnsDw5+ocKQCz0N8/gPaufmiqgk9+oBnzqtx4+LX3sOdk/pNqBcANFyzE8tnl2PDmXmw+0J7/iQBwxfK5uGRhNX777mFs3Hl01OdCjR4AfiSTKcRiMXidNlS4bRgMxYSvCQBw2S2o9DgRisbRORASnxtaNVR5nIjGk2jvGzrl2CWT+i/WwWAI7e3i76eUwnX6ayOdTsNTUQfF6kKkrw3hkPg1X1ZZB9XhRWygC8FAv3Cst7xKjydDvQj0d487JntSbtVg+PtjpEjYBgA4evQo+vr6hN9XKc2ePRu1tbVQNKuU45GlavrMynQ0iMBRcZSxeKvhrFmMRKAT4WPbhHFBc/ngrF2KZCSA8OF3kBYEEdXuAuz6ZejJaBCxiOB9qmqwVtRBgYp43wmkE+J4Yq1ogKJaEe87iXRcsNagosDiqwM0/a/2cPcJDOZ93yrwnXcTXLNWov/tXyJ86K382wXgWXoVyuZfhsHtz2Fo10vCsc75F6J88YcQ6z4Ce3UTYrHo8N8tY5XyeLhmL0M6lbvZSCyW5++QEh8P1eJAKq6/HuKJRN7nwgjuiL6/sn92ZO3cuVP2LpiC0+lEc3Mzenq6Ee+T93ettcKCauhXPITD4t81ZhK+Tsns+BqlmWxaBC3ZhoaG8M///M+YN28e/vqv/3rKt2+3W+HxeKAowNm1XpS7bNjXPohISoPH48n7dfrMLAcOdg5hMAbhWH1mlhvHe4PoCiZHjbXa9JNBq1XfjxqvHQtqPOgYjOB4fwxuwXYrXFacXVeG/lAMh3rCcLnzj/XYLWhuKEMolsS+ziAcLveoz9vs+km6x+PB4vmNuHn1HEQTKTy1rRWecj/ybdll03DT6jmZmVnHYHH7UOcef30zq6bixlWzUeWx44ktxxG3ulFXl9uP8nJv5k8fEhYHPrxiFuZVu/HstpPoT9ryzuwDsjOzyvG7Xe04MZR/FiCQmZm1sBp/2t+Flq7oKWNdbj3gaJqKCq8TFW4bgtEEBiNJ2Gy2vNt1WFVUeuyIxJPoCydgteYfO3JmVk8wBss4YzVNX5vI7XYJv59Sczr1mG11uKHY9JlZsWgYmqbl/ZqRM4EioYBw7KiZQIG+vGOVzKVcZU47tp0YNPT9MZLXowf5uXPnYu7cuXnHGSURGZJyPADA6S6DmrmcS4kOCn8OjpwJpPUegMed/zkeORNI7doNt2v8fwQBAFidUOqXIztzTgPyv0+HZwKpwFAnrKoC5Bs7PBPIpo9VUoKxmZlAFieQiSdOlxOuPO9b5eyrgVmrkN7zPHyhI/CJ3t/zLoE6/zKkDv0enp7t8IjG1p8DZfG1wMmtsEYGgeom2Gz28Y9LqY9HKgEl2g+gHpqijH9MjDgewS6omdeG1WIRv0ZLzJn5h0HZPzuSySR27tyJ5cuXC9/fM01lZRVgF69rWlIefW3ZRYsWydsHE+HrlMyOr1GaDmKxGFpaWkq2/WkRtLKzpiKR8f8lNPuvSG7RL8NjtpXvX56yM7hGbut73/se2tvb8V//9V/CmHD6FKiKMnrNrHBi+OR5PKPWzBqKCceOXjMrIhxbU+YYsSZQSDh29JpAQwAU5Bs+3ppAY7etDI/VcPOiucNrZoXjaSjK+Is+j10zayCczDv2lDWzArFxxur/X1VVfPic2cNrZh3pCefdLjB6zayWtoBw7Kg1s4705RmrPxs2Tc3ErKR+6Wn+wzFmzazYyM2cYtw1s8Ydm/2gKvyeSk/fD0WzTHyNpim8rE216PE3kkga/v7IclhVzK7IBk9z/PKSEs1oQemOh9NTBqu3Cuns5WGKkv+YjFmjScmMH9fINZo6WqCkU/nHWpxA/TL9crbIAIB6fex448dboynva2icNZoEr7eR8QQVFZktKFDHe9+OWDNLad+p71c+I9bMUo++KR5btwJY/CGg9V1g/++gzLlI3w9lnNezEcej/T2gYTVG7MTosUYdj8TI313yvDYMZpafHZqmmWZfzEBVFPF7rNQyr00ek9H4OiWz42uUzKzUr81pEbTq6+sBIO8lT9mPNzQ0THpbHR0dp2zrtddeg91uxwMPPIAHHnjglK9JJpO47bbbAAB33303lixZUnA/xjJqAXgRt91iigWuL5hfiVCs9AvAi6xZWI36cofUBeABwGnT0ClxAXhRsJEhGQ1LWwDe6SmDas1c3hwV/wt6qd4fDquK5nofkjKXM5ugUh4Pq7cKqUgASdEaRkDpFhwfFU925uLJeEq54HjeeDKOUi0APzJm7RNfkmjY8Si4DpYJjgcRERERnbZpEbQWL14MAHmnqu3atQtAcVOkT3db0WgUmzZtyrvd7OcGB8UnbOOpLXNiMJqUGrMAoNJtw86Tg9JilkXV40kiCWkxK9tvZMesSpc+EyiaSEmLWRZVgdMmc1bWqVKiE1SUPp6kC53IwoiYlUJrf6jgfpiBETFrqK8LaJwvGMx4MowxS2eW40FEREREkzItgtaqVavg9Xpx7Ngx7N69+5QZUC+9pP8Cffnllxfc1po1a6CqKjZv3oyenh5UVlYOfy4Wi+G1116Dpmm49NJLhz++cePGvNtbtGgRNE2b1HWhLpuKzcf6pcUsp02fBjgUSUiLWQ6ripoyfW2Ptw93S4lZqgKsnFMOAHhjX7e0mLW0oQyNlfolr5G4eCpOKWNWtddhhptxFc2QmUAx/fXjd9vQVHXqJc4ehwVz/S4EIgl0JaOYN86YLIdVw/wqFyKJFHqGYphbmX+szaJgfpUHyVQah7uH0Oh3CffZDAyLWcLBMzye2D36YwPA3IuA6sXAkT/qd2DMfnw89ecAs98HnNgC9BwUj61aCMx7P9C1B2jdNnqsTV8rqsLnBeKVgMMLVDQB0UFgqBuo9OffrtUJVJ6lf1+hNsBfnn+sxQ5ULQBSKaDnAFBeNvwpt3PMzWQYs0zDarXK3gUiIiKa5qZF0LLZbPjkJz+Jn/zkJ7j33nvxs5/9bHgtrIceegh79+7F+eefj2XLlg1/zaOPPopHH30UH/zgB/GVr3xl+OM1NTW49tpr8eyzz+Lee+/Fv/3bv8Fi0Z+G7373u+jt7cVHP/rRUaGr1DoGo9JiVrXXDp9D/6Wyt8BMoFLPPMnGk1gif8QpZcy6dkUDqrz64tKtBZ63UsasDzbXojsQRXXZ+Hf1zCp9zEojWiComYVR8UQ7awWQTuHaFbNw7YpZU/ktTFw6JXetFQHGrAxJ8cTiLAPSKaiN5wGN543+uqY1+v+KMft9+v+KUbNE/99Y6RQ+9IGLxvmCc4rbLgCgeQJjx5+pbbFojFkms2xpM1QzrPli4p+lREREJDYtghYAfP7zn8ebb76Jd999F+vWrcPq1avR2tqK7du3w+/347777hs1vq+vD4cPH0ZX16knPXfffTe2b9+Ol156Cddccw2WLVuGAwcOYN++fZg3bx7uuusuo74tAEAoJl6Pp5Qxa0G1G2HBbKgsIy6j6hgU72+pY9a8KhfePdqP85oEswZQ+pi148QAUum0MGgZEbO6AlFU60vOoScYwc4T/aPHagqaqjzQVAWHuoaEIVJVFDRVu2G3qDjcHRS/5hRgrt8Nj8OCYz0hBCJxLK7z5h1uZDzRbE5AUXH0j/+NfYeODI+1W1T4nFZEE2kMhmPC59iqKahw2ZBIpdEXFI/VVH1sOp1GfyiOZKb6zpo1G81X3ibcf1kYszIkxhPN7gIUFelNP4US7gVclUD/cSDcI96upxbwNgCBVn0Wl4izEihvBEI9wMDx8ccsuBJYegPa//gwOru6gWQUCPeLt6taAVeF/nyF+iA8dqoGOP1AOq1/b+NMKW1YugZVqz4MTWXMMhtVsyC162moocLrSZaMuwpovk7e4xMREdGkTJugZbfb8fDDD2P9+vV47rnn8Morr6C8vBw33ngj7rzzTtSJbiM+ht/vx4YNG/Af//EfeOWVV/Dyyy+jqqoKt912G770pS+hrKys8EYMUuqY1TEYhc8pnvZvRMxqaRvE0ob8z7sRMeu57W2waeJ/pTUiZm3c04nLFlXnHWtUzEqOODmMJ9MIjohQVk3BWTVlUBUFu1oHhJdGqgqwpL4MdouKlraAcEF1BfoNEjwOy6g15VLp8bcvK55EBzrR36mfxDusGtxuG3oGij8e/UPFH4+h0KnHo8JVirutTh5jVoaimCOexMP6Y2cvMxTxNQKKBhx/O3+gyvLUAt56oG27folfPnX6LKxYcADBjgNAsFu8Xc2mPxdDA/pzIYxZFn1sMKh/b3l+RsTnZmZ3WRzyjwedKtgDBDtl7wURERFNU9MmaAGAw+HAnXfeiTvvvLPg2DvuuAN33HFH3s+Xl5fjG9/4Br7xjW9Map/27t07qa8XMSJmHe4O4uxaT96xRsWseDL/YKNi1uHuIBbV5p8JZFTMGruPIyObLTMTKJZIIRCJwyoIcJYRM4EGQuKx2ZlAqXQa/aEYNFWBBgVq5kusmgJ3Zq21sTOzNCX3ubHGzsxCOp137NiZWfFEanisOs7lIDLjiZI5LkYfjyzVXDefBGCSmGWxyY9ZgL7+kxniic0FtG4tLmZVzAP6jhQXs6oWAoF2ccwC9OMB6M9bsTErGS8+ZqXTwpg1igK5x0MzZ4QmIiIims6mVdCaSYyKWSIzLWaJGB2zrJpeLLwOy/Bi+SPZrRpqrMWtPWLVlILrcWWpUFDlzY11WPTHqHQ7sHx2+SnjF9UVP5vxrJr8sXCssYupex2ZH1WZ21BKiyeZx7dr2qjjYtTxyBp+PkzC6nDJj1mAPjur/ajcmVn6f8iNJ9mQFO6XF7OcfsCW+fkQL3CX3VLFLEXNPReJqLzj4azQL6UkIiIioillrrMiAsCYlTVTYxYAWDJTo+KhAILdJ2C1O2DzVCKdiCA0IF4Hx2K1wV5WBSQTCA10IS24VaGmWeDwVQPpFMIDXUilRp8cJmv0O5bFBjvQc3A3/HOaoaga+o7tRiya//Wmqhqq5i6BYnVg8ORehIOBvGMVRUFV49lQnT4Mte9HcKDvlDHxqgsA6Jdhyp2ZpQeLVDIKpNOGH48sX1m58DGNpljsUmOWomb+KktE5cUszQo4fPp/Zy/1y7/HJY4nltx+iJQyZtUs0dfMKqSUMWvkHReFt2wt8fGwe4p7LoiIiIhoQhi0TIYxSzeTY9ZI6VQCFotFj1nxEIZ6O4RBxGp3ZOJJDIHuNqQFJ3wWqxUOXxWQTmKopxWp5Dgn9tmT/VQK/sbFUBQVXfvfQTSc/3lTVQtqFr0PitWB3kNbEQr05x2rKCrqzjoHqtOHwWM7MNg7/nORzoQEi81hiplAqmaTczyyRBFGgmQ0JO142J1uaFb97qT6guOSYlbd8twMLeElcEbEkwLbBEofs8K9QDR/yAZQ+pilKEU8FwYcj1BvgcBJRERERKeD9yk2EcYsnc2iMmZl99lihd1XW3Q8cVbUFx1PXP4GIJ0qHE8A2MqqoKgWdB3YXDBm1S96HxSbu+iYpbkrhTFr1NdoVrkzgRT9ssJ0KiXteKiaBqvLPDeuAIBUXPzzqpQxy+6rRTrPTLZRSh2zVA2IiF+XhsWTZIF4YkTM6twjHmtEzBrqFG7WsOMRC464HJWIiIiIpgpnaJmEGWKW02qRHrMA4IKmKiiKIjVmnTfPj4W1HqkxCwAsDg/S8RMSY1ameSuKxJilDAecVDwsdSaQklmPJxUPS4tZnsoGILtA/Ikt+p3mxqNZgYXrAGc5sO8l8aLcigosuAzwzQYObgT6T+QfCwBzLwKqFwODrYBvlnBoyWNWPIRkoUvrjIhZbe8BdecKdsLAeCJiWMwS/Jw3KmbJvOzzlOOR+VmaiACBttxYmwewe/XZbLEh8XatTv2y1lgIiBaIpxY74KjQL3UcOXOxokL8dURERETTCIOWCVS57XA70lJjFgBUemzY1zEkLWZl79xm0YBfvSMvZgGQHrPc9sxMoGRc6kwgzaYvSB4LdEmLWbVNzVCsTgBAMiGeeVLqeFLM3dRKHrMUFYlo5lhEA+Mv+q3ZgHNuAZw+YNt/jz6BHktRgaU36DHrvSeBnoPib/Dsq/SYtecFPR4IgpYRMWuotwOYNTf/YKNiVkL085gxa9iMjFkjpFO515W9TI9Z4f7Cgcrm1mNWdAgIn7rO4CgWhx6zEuFTQ7bJLlcmIiIimgxecmgCPpdFasyyZ+5kF4knpcUsq6agtkyPFm8f6pEWs5Y26DOB3jrUIy1mNVW5UV+uPxfx8JDcmUCZyJgShKRSxyxreQNS4UKXchkTT1IJ8XvUiJgV6m0VX2KXjVnuKmDbr4qLWZULio9ZDSv1mNW+QzjUqJglen8wZo3AmJUdbI7jYS/TZ08WG7Nc/uJjlrt6/JhFREREdIZh0DKBzkBM6ppZ5S79duI9Q1FpMau5vmx4iZFQLP9JZ6nXzJpT6QIAHOoSjy1lzPrwOfUIRQsvIGxEPEnGxCdwRsSsYOseJGLi17xhM4EEjIpZibgotDBmDWPMymHMyg42x/FgzCIiIiKaErzk0AQCEcHJE0q/AHw0oZ/oWS0q3DZt3LFOm4amKjeiiRSO9YTgtI4/DtAXdZ9f7UEylcaRniBsmoo8m4VFU9BU5YGmKugLik8ujFgAfueJfqxoFK8xUuqYdaQ7hGQyhTKnLe9Yo+IJauvyjzUoZvV1HAeWLsg72gzxhDErxwzHgzFrBDPELFUzQcyCOY6HamHMIiIiIpoiDFomZ8TdDAMR/SSgrswJVRFP2nPZVCyd5Stq360asKS+uLGAvv8A4LCcug9G3c0wkUxjRWP+sUbErOd3tOKqpflDkhniiaExS8AM8UTq8bB59BP6sQvAp1P6x8czdgH46FD+sUBuAfgjf9QDw8ixVteoobKPR5nbiZq62UDlWXqECLUB/vL8G7bYgaoFQCqlB5xywd0jNYu+XVUFug8CPheA0d+/2+nI/R8zxBO7V37MAvTFzGXHLItd/vEA9PAsM2Yp+f8xioiIiGi6YdAyMSNi1v6OAM6udQMAQj3H0XHo0KixTrcXZbMWIR2PoPvobqRS+U/AbXYnKuYsQTqVRO+xFmEQsVit8M9phqJq6Du2G7FoGJ65swHMhW3M7C+jYtau1kEsqvXmHWtUzBJdysmYlSM7ngDyjofFWaaf7Deu1v83UvN1wu9vlIXrih/btEb/3zisFovU46Flno/3n7sE7z93yYjPNBf8tnIWTWDsQuFnLQ63KeKJYvcCnS0SZ2ZlfsVIpeTGrOzXSJ2Zlfl7LRmTF7M0mx7BiYiIiM4QDFomZVTMGnl6kYpHER+x+LbLW67HrFgQbXu3ICU4abA73ahoXIx0Mo6O/ZuRiOVfE8xis8M/fzkURUXX/neG756XyqzX5LZbUJOZrWVRFVyxpAY+hxWv7ulEOp0e/txYigKsWViN+nIH3tjXjWA0kXcsAJw3z4+FtR68dagHXYEoarx2lDnHf0swZmXGMmYNk3k8LHaXfoL+zs+AeFA/qe0+CCRE739Fn61j9wF9h4HogGAs9EvVXJVA/3Eg3DP+mAVXAktvgNXhlHo8NJsTUFS0v/kYOluPAKE+FLwEzunX40m4R/8zH0UBnJX6n+Fe/dLEPBqWrkHVqg9D0zS58cSir4uYjgagyIpZNq9+Vz4AiIfFY0u5ZlbmuUAiKnfNLDWzH4XiWyljlqcGSBcR/4iIiIimCQYtE5IRs8Zyecvhn7+q6JhVfdZqpFOJomJW7cLVUFQLug5sHo5ZAKBo+stx5Rw/Vs7xn/K11yyvF35/I12+uKbosRctqMJFC6pyH0in4Bqx6BdjVmYsY9aIXdbkHo/sHRSSMf3ypfb3gFhA8N0pQM1iPSyc3KoHCZHKs/QT7+xlhvnUnaPvt8Uu9XgomUulYwPtCB7ZiqLiSTBYfDwJnywqnsQX6M+HaeJJVPSaQGljVt2yEfFP4gLw2XvfiLYLlH4B+JR4rUwApY9ZyTgQCxXeDyIiIqJpgkHLZGZqzAIAJXN5SveO36Hz2H4s+sDHoLoqcOLtp9HX1Zp3u4qqYvHF18Hib0THuy+g87hogWsFC8/7IBwNzehreQ0n9m8f9dma2gbUXXQL7BY9aDFm6RRFNUXM0qw2+TELgGZzyD0emT/TqgWDR95FZKg//1hFRWXTOVCdfgSP70SwX3w8KucsgeatQ6RtDwa7TgjGAlUWJzQAqURU6kw51ZKZiZmIgvGkvLh4UuqYFQ8BkQKzAI24m2GhsAgYczdDwcw+AMbErKFOoKpaPJ6IiIhoGmHQMpGZHLNGSkQCWHTJdVBd5Tj48v+HrtYjeceqqoaV1/wlLP5GnHjjUZw48J7gu1NwzhU3w9HQjK7NT+Hgjv85ZUTMaR3+bzPELEWzSI9ZAGD3VkGJhKTGLED+TCBkb5qQSkmNi5pNX3w8HujG4ED+k19FUVB/1gqobn8RxwOoa2qGVt6AUOse9BY4HtWzz4Jm19fjScXzv/cBAy77LBSQgJkVTxIFgpYRMav9PcCf/+6khhyPoU7x5aSAMcdD5ppZxd5dkoiIiGgaYtAyCTPELIvNIT1mAUB186VQHR4cfPmnRcUsa83ComOWc97qvDFrpAU1biyqK5MaswDA6vACyXaJMSszF0izSo1ZFod+4wKzzARKxiPSYpa3qh7ZmUDJRP6Aosesc6EWdTyAuqalsEwgZjmq5yMRHSr4l4gRa5glE+KgxngyglExKy2YkWTU8ZB52SdjFhEREVHJqbJ3gIByl016zAIAR3mD3JiVmf2iOsqkxiwA0mOWw5KdCZSQOxPImp0J1CUtZlXNPgtqZiZQMi4+QTVuJlD+sSWPWZoNybj454QRMSvSdQiJiPhnkFEL8gsxnuQwZuWY4XgwZhERERFNCoOWCVS6bVJjlqbqL4N0MiYtZqlq5tI6AP17XpcWs6rPPh8AsLd9UFrMqi1zYFa5EwAQCwfkzgRSi5kJVNqY5aiej1R0SDgOMCaepATPA2BMzAr3tRVYIN2YmNV1QhxEzHB3ScaTERizcsxwPBiziIiIiCaNQcsEeoIxaTHLbbfA59AvGgr2tkqLWfWL3gdFswEAIoM9grGli1lLLrwaziY9aB3sFD/HpYxZH1s1C/FU4TWBDJkJFBOf7BkRs8w1E0juzKxwXxvi0fzHhDFrBMaTHMasHDMcD8YsIiIioinBoGUC/SHxL+CljFnN9V4ks4MEJxglj1k2N6L9+e9kqI8tbcwqX7oW4cObhOOA0sesnmAMJ/vEgdOoeCI6QTUqZnVPg3jCmJVjhuPBeDKCGWKWovJ4ZKkaYxYRERHRFGHQMrlSx6xQLInBsPgkwIiY1XtoK5KCO6UZEbP6d72Crn3ioGVEzHpy64lcZByHOeIJY1aWOY4HY9Ywxqwcq1N+zAIAm1P+8dDs8o9Hdj+kxiz+2kdERERnDv5mY2JGxKzdbYPCsUbFLNGC40bFrN1v/VY41qiYFRfULHPEE8asLHMcD8asYYpijphllnjiLJc8M0vT/5R9PAB9PUCpM7OyN/qIy4tZqkX/3oiIiIjOEIXuuE6SGBWzRKFFVsyyuCvgrpwFAFBUFYsvvg4WfyM63n0BfX19w587lYKF530QjoZm9LW8hvaTRwVjgablF8O74AIEDr6NY/t3wl05C1Zv9bhjGbNyYxmzdGY4HgBMEbNUi1X68QAAWOyMJwCgZf5qj4XkxSyLE3D69P+OhyXGRav+ZzImd80s1ZbZj/zvfQCljVmeGvEYIiIiommGQcuEZmrMcjvtQDqF6nOuQvU5V53ytXXvuw517xN8gyP4l14B/9IrihrrXXABViy4IPeBdAoOa27yImNWbixjVvbbU6UfDwCweyuhRDSpMQsAVKtT6vFQspON05A8M8sk8SRzgw1EBgrsQwljVv1yPS4CuT/HU+rLPpXszKgCl0WWegH4tOj7yih1zEqngWiB743k6jsKdO3O/X/VAlSdpc927D4AJPP/LgZFBSoX6K+jnoP6ezX/YMA/T38t9x0GIpnXcfWSqfguiEorncr9bOd+EM14DFomM1NjFgA4bFZAURF+40cYPLYDVY1nQ3WUY6h9P4KDvYLvDqhsmA+LtxqRriMY6O0Qjq2oaYS9YhaifSfR1zn6xL5s1hK4Lv872Cz6X1CMWdnBMEXM0iwW+TELgGZzSI9ZAKBYHFJjlmZ3AgDSyZjUmXKqNRNwEhG5a2aZJZ4Iv6/sPpQ4ZqWSQLhAUDNiDbNUgRlRgDF3M0wWOCZGxKyhDqCyUrxtkisRAWJD+n9rNqB6kf4+aduhvzbyUTT9PWpx6O/RWEDwIApQs1h/LXfu1n8GjHx8IrNTVKDlmcI/K0vJXQU0Xyfv8YloGIOWiczkmDVSarAVVWVuqIkIBlt+V9zJupJCaN/rRZ2s260WRA6/Oe7JetLtHf5vM8QsRdXkxywAdm8VtGhMaswC5M8EGg4WaUhdM0uz2gEAiWCPtJjlr22ExaG/X5KxAq+fUl/2WYyZFE8SBfbXiJjVvhMon5t/rFEL8qcKXKZqxPGQuWZWsWvKkbloNqBuuX5XzLadxcUsq6v4mOX0nxqziKaTYLf+c42IZjwGLZMwQ8zSLDbpMQsAnOV1UKKDUmee1HrtOKvWKzVmAYDV6QX6ukwwE8iOwWObpcUsiy07EygudyaQRZ8JlIyFpcUsj78Wiqovtp0oEJJKGbNcDYuRikegCUcas4aZ6A6pABhPRu2DQTFL9Lyd6XeXZMyiyWDMIiIiKhov/DUBr8MqPWYBgNPfIDdmKZk/rC7pawLJjlk2S+bJSKelzgRSrXpISgz1SotZFbWNUJ1l+n6YZiZQ/u2WPGZZXYUDDkofsxL9rYiHxCf2Ri3ILzyxZzwZsQ+MWcPMcDwYs2gsVWPMIiIimgAGLROo8drkzszKXEaVTqekxSxFUWH3VgEA4oPt0mKW3VMBAGjvj0iLWeUuK2aX6yEpHh6UPBNIf20kYoJfqkscs9wNi5GOix5fZ0Q8SRUISUbErOhAB9IF1mgyIma1H94lHGuGu0vO9HiiKCP3gTFrGGMWmVV5I2MWERHRBPCSQxMYCCWkxSyHVYXXqb8MQj2t0mJW3VnnQLHo6wLFI6I785T2ZN1aXg8AONg9JBxbyph10/sakcqc/IsigBHxpFDAMSJmxftbEa+oFo41bibQyrxjjYpZovcdwJg1jPEEkUQKA4MRuE9RPokAAI60SURBVMtr4K5ZglSwFz2HtwufY4enHGV1y5COBdFzYCtSgufN5nCjfPZyIJlAz8Etp8wc9CVScGT/D49HDmMW5aOocmOWp+a0dpuIiEgWztAyge6gOBqUMmY11/uGfz9OC04wSh2zNHclEkM9gu9MV/I1gcL59zWr1DErmkjiRJ94RpJxM4HEJ51GxKyOwy3CsWaIJ4xZOWY4HownunQ6DYevGu7G5UgFe9B24F1EE0nEkulx/2d1+VA2byXSsSDa925GJB7PO1a1uVA+/31A5jL1cCRyypjhY68oPB5ZqsaYRfn1H5cXsyrP0l/zRERE0wiDlsmVOmYlUykMhsV35jIiZg0e2yF9getEfytCPa3CsUbErF9vOYGE4FzEHPHEyJiV/3kzQzwxx/FgzBrGmDXMYnOibM6KTMzaJjwebm85KuavGo5ZScFlrQ6nG1VnrR6OWXHBzF4AgNUp/3hoVunHQ98Pm+SYxV/7TC0p+H2s1DHLWwcE2k9rt4mIiGThbzYmZkTMamkbREqwZaNilqw1syZysm5UzArFzB5PGLOyzHE8zPH+MMPxAGCOmGWSeGJxV0qNWdm7cUo/HgCgWiXPzMr8upVKyYtZigrY3eLHJnMyImZ17wciBV7zREREJsOgZVJGxSxRaGHMymHMGh7NmJVhjuNhjveHolmkHw/9CxyMJ4B+WRuAdCIiLWZZbXbY3fpNNhALS4yLmaVCk1G5a2ap1tx+CPe3hDHLU4vh2wnT9GFUzBrqmNLdJiIiMgIXhTcBizq6KzJm5ZjhZJ0xa3g0Y9YwxQTHA7B5KqDaLFLfHwCg2ZzSj8fwH1JnZpkknmRusBEN9EiLWbULVwNq5rgIL4Er8WWfSuaYFLgzaMkXgC9mTatSxyxFKfy6NIimabJ3YXpgzCIiIhJi0DKBkT2LMSuHMUtnjpgFU8Qs1SQzgTSbU/rxAADV5kLoyDvS3h+aVQ8n6VRC6ky57H4gEZW7ZpZZ4snw48uMWRZEh/pydzkclwFrmKUKbBMw5m6GorWRAGNi1lAnUJm5Y+yJLUDb9jH7YAUWrtOfi30viS+NVFRgwWWAbzZwcCPQf0L8/c29CKheDBz5I9C9Hyl/E9QFl4u/ZqZjzCIiIiqIQctEGLNyZMcst92CcxvLsebsKrT1R7DpcA+qPPb823XbcOXiGgxE4nhjXxcqXLa8Y70OC9YuqUUsmcLv93bCY7fAYx/9VrRb9MqpKOaYCWT3VMAa90mNWYC5ZgLJPB6aVX99JUL90mJWmb8GFqcPAJCMheVe9pkl2IeZFU/E+2FEzOo+sBmeFfWCvTBoQf5UgZlRRhwPmWtm5VtTLhoYHTI0G3DOLYDTB2z7byDQJt7u0hv0mPXek0DPQfH3d/ZVesza8wLQvkP/mNMv/pqZjjGLiIioKAxaJmGGmKWoFlPELIevBmrCLSVmKZq+zsnKORXDH2v0u/CJC+YKtz28P1YNt5w/p6ixLgAfe1+jcIzVWQYM9EmfCaTY3Ai2viMtZg3PBErKnQmkZvYjGYtIOx6eimooqv6jOxERjy1lzCqbswLpZFRPfIKfQUasYZaKFwpJMyyeSL3MUI9ZkXAQnryjz+y7S5o+Zo23D+fcoj/P235VXMyqXFB8zGpYOTpmAfqdLwGoCtf0OgVjFhERUdEYtEzAabFIj1kA4KpsQHAwIjVmAYDq8CC0b4uUmSfZu3KlU0kkeo9hz/88g7TgJLWiugGzL7gBqVAf9v7hCSQS+U/MPGV+NF3yZ0gnY9j/xw2IhvI/x/NXXwXP7GZAUaTGLDWzFk8y1CctZpX5a6C59JlACdPMBMq/3VLHLNXhRSpRYGFplD5mpYI9iDuqhZeUGbUgfxrnCPaC8STLyJiVH4/HsJkas7KPCyDddwRK1x59f8sagMHWwqHF5QfK5+jP70CBSx0dZUBFk36Me4/glOe4eon4642mKIxZREREE8CgZQJ+jxV7OkLSYpaauYxKUVSJMUuB3aPPikoEuqRdRmV16Lc0Tw62Y+uzP0FKcMJX3TAPsy+4HqlAJ9599ieIx/Of8Pn8NWi6+Eak4yHseP7HCA/lP4Fyesrgqp4HAEhEAnJnAmVmrMULzAQqZcwqm7MCaUEozDJkJlCB/TAiZsUD3QXX+DIiZrUd2IaqysV5x5rh7pKMJzmMWSOY4HjM6Jg1UiKiH7uyBqDvCDAg/rsfnlo9ZgXagR7xzzY4/XrMCvcCnXsw7nNczF1LjeRr1PeXMYuIiKgoauEhVGqReEpazLJqCsqcerQI97ZKi1m1Tc1QbHpMioVEv8SV9mTdWlYLAOja86eCMWvBB/8KqUBXUTFryTV/i3QiUlTMWnHt3+ZmiglO7M0yE6jUMSsZ7EE81C/crlHxRPbMrHigW/j6AYyLWVJnyjFmMWaNNM2OhylilqrJj1kA4KoEKuYVH7OqFhYfs2qWiGOWGVlscmOWi2ubERHR9MKgZQK9wai0mNVcXza8znVSMPuk1DHLWt6AZKjACQMMWBMoHtI/IHiSSx6zLA4MtbYI99eoeJIucGcuI2JW+4Ht0tdoknnZJ2OWjjFrBMasnGl2PPToJDlmAUDdcvkxC4DirpYbsyzi+3Aarv+EvJjla9Rfx0RERNMILzk0AatFhdumjfs5p01DU5Ub0UQKx3pCcFrHHwcANouK+dUeJFNpHOkJwqapyLNZWDQFTVUeaKqCUFR8+ZIRMSvYugfxuaI7Yhlzsh4Jh+EW7YMBMWv3iz9G/dI1eceaJZ4YFbNEQcQM8cQsx4MxK4vxJEuz2E0Qs6AvAC77eKgW6cdDH2+XH7MAwOoGtv1CXsyq0G+0kg52QZEVs2xeoHy2eHtGE77mSxyzKubp7zsiIqJphEHLBGq9DiyfnT9UAYDLpmLpLF9R27NqwJL64sYCgNehX3KojHO3IaNiVl/HcUAQtIw6Wa9YeFH+fTAoZg30diLfM2GWeMKYpTPL8WDMGsEMMcsk8cTqrUK654C8mJX9O0VV5R4PQL/MT+rMrMxzkU5JjFnK8N0F0b5DXsyaezHUyvn6f4d6xGNLGbPqlgFFrM9oDgbErL4jgKN8ivaXiIjIGAxaJhDqOoyOI6Pv1ON0e1E2axHS8Qi6j+4WrudksztRMWcJ0qkkeo+1CE/4LFYr/HOaoaga+o7tRiwaRpNzBYB6jM1ZhsYsATOcrBsZs/IxSzxhzNKZ5XiY4f2hqKr046Fv3C4/ZgEmiCf6agLpZFxazNJUbfhGH4iHJcbFzD8WJWNy18zK3NUPiSikxSxPDaBkno+o4LK2EscszL8UqZ5DuaiVT6ljVjxU3PtZOoNi1sBxBi0iIpp2GLRMIBWLIh7O/aLt8pbrMSsWRNveLUgJfkm1O92oaFyMdDKOjv2bkRCcjFhsdvjnL9fvZrj/neGT6vHu3MaYNWIfGLOGMWZlKaY4HlZnGSw2ue8PANDsbvkxC9BPxKXOzDJJPMmsCxQNdEuLWXWLVkNRM79iCPYBQGkv+1StmX0ocBleqReAhyBMZZU6ZmlWPeKIGBCzcOh1IJUCREHLiJjV/h5Q0yzetnQGxiwiIqJpiIvCm4zLWw5/Zs2TYmJW9Vmrkc6cjBSKWbUL9ROMrgObpd7NkDGLMWukicQsVTHHTCDN6pB+PADA4iyT+v7QLNlYkJI6U06z2PX/k4jKXTPLbPFEcDxKHrNsbsSKuNFHydcwSxURQo24m2GiwH4YEbOGOgtv14iYdfR/xGONilnpAqFVOsYsIiKiQhi0TIQxK4cxK0MxyUwgV5n0mAWYYSZQbk0gmcdDzYSkRHhQ2vvD7S2HxVWu70csJPeyz8wldsKTdWAGxZP8P6sAY2JW36GtSBWaVWfEgvyFZocZcTyGRH83wriYJYq9jFkmw5hFRERUDF5yaBJmiFmKopoiZtnLqmFxexDtO4GBng7YnN68Y8sq6+ConodEoAu97ceFY90+P9x1C5EKD6D75EFYHZ5TxqhWfaaHo8yPuvOvlxuzAH0ftQHpM4E0hw+RA9vlzczSMjNf0kmpM4FUi74OTjIWkXY8XGX+4ecjEQsb+v7Icri9KJu1GOlUSk98gvBlxBpmqQIBR/8GZ1A8ERwPo2JWMNAPp2ifz+C7S54asySumcWYxZg1EmMWERGdYRi0TMBic0iPWQDgqKhHIJSUFrOcdj0WWJxlwFAY9orZqK0o7pbaVm8NahfXFDVWc1WgdtGF43/SUwsAKF98KVKBDnmXGWbX4lEtUmOWkg04kQFpMcvlLYfFrS8unYiaZSZQ/u2WOmZZ3BVQM4/v8NXCsTj/nTmzpuz9MYaiZf4KGecOqYBxC/Kn08vFO8p4AsDYmCXE46GTGbNsnsz2VGDBZYBvNnBwo/58ZP4eHNfci4DqxcCRP+r7LBpbfw4w+33AiS16JBs51j4mmDNmZTBm0fhS6TTUPH/XzsT9ICLKYtAyAUflHKR7eqXOzAIARbOh99CfpM3Mcnt9AICjXf1o3feecKzd6YHFVY5ULIhwQHwyYrU7YfP4kY5HERrsgeiX3/qzLJgHIBULSotZVqsd3lmLAQCJSEDyTCA9aMVD4rGljFn++auApP6+EC1NboaZQEbErESwD0pafz5OdvXh2DjvlVK9PyxWO+zeKiAVR6i/G/NXz0ZN5vs+daz8u0sCYDzJYMwawQTHQ1bMsjjL9MdqXK3/b6SF68Tf30hNa/T/FWP2+/T/jTC83oVqlRuzNJP9Guyr11+XjFk0hqooeHFnG3qDBdaJLCG/24ZrltdLe/yRjvWF0N/RL+3xy2u9mCPt0YloJJP9TT4zpRNRqWtm2b1VAIBof6u0mFU1+yyomX+xDYZCGBzKfycmp6cMsHgQHuzDUF+XcLt2pxuw+hAbCmCot0O4JpDV7kAcesDpP7RVWsxa+ZG/gWrVL9ZJJ/O/JoyIJ6lCC2yj9DErHQsiFgKAhrxjjYonEMwEMipmhQZzJzmxRPyU90op3x9OTzkS4dDwZZ/xPK9PxqwRTBBPGLNGMMHxkDkzS7O79G2+8yAQGQDsPqDvMBAdEH9/vkbAVQn0HwfCPeKxnlrA2wAEWvOGlvS8S6Gs+DPA6QPsbnkzs5TMbOh4RD/Oe38LxMP5t2t1Aouu1o/3nt+KnzfNqkdCZzmw7yXxa6j+XGD2KsDqAY6/Iy9mOcrEnyepeoMxdAaKuMR+BojGkwjG5M24dMbNPtuTaOZg0DKBYPdxqQvAI7MeT1IQcEodsxzV85GKDgGoFo51espg9VYhFQkUdbJu99UiHQ8Vd7JeUT/8S6/oBLzkMctbjWDbbngaV+Qda1Q8SSeqhGONiFlte7fg3Pr35x1rhngiI2aNp+TvD4kL8jNmjcCYlTPNjgcURf6aWYAecOJh4OTW4uJJKpG7zFDE16hHouNvi+NJdbP+p6sSaNsu7zLD7PqMyRiw9RHx683mBpqv04Pk1kfFz5tmA865RQ922/4bCLTlH6uoQHmj/t+Bk/JilqdW3y4REdE0wrscmoHgF1oj7mYYD4hPfI2IWZGuQ0hExCcuRpysJ6L5Z4YBxsSsgy//FHHhJaLmiCdGxSxR7DVDPDHL8WDMGoHxBIB+MwVTxCyrU/7xUDXpx0Pftl1+zAL071HmZW02l/5ndEhezLI4AW9mXa+j/1M4Zp37Cf34vfvL4mKWuwrY9qvCMWvpDYBLXycS0QKv+VLGrKqF+nuJiIhoGmHQMjEjYlbvoa1IJvL/8mtUzCq04LhhJ+uC7RoVs7paj+Qda5Z4wpiVHWuO48GYNYIZYpZJ4omtrEpuzMquraZqco8HAGh2yTOzMn+mITdmZdZFRKRP7kwgh75mJkIFLl8sZcyqXw6kMtsTrY9Y6phVuQDoaMk/LqvUMSvQnnkdExERTR8MWiZlVMySuWaW6WKW4ASDMSuHMSs71hzHwwzvDyiq9OMBQI8WsmNWdj9kX9YGAKm0tJilKAps7ky0SEQkxsXMrzmpuNw1s7IhKRGRF7PcVXpczO6HSKnjSUw8GxqAATErCQy1i/fBiJj13pP6617EiJhVaKYcERGRCTFomRBjVo4ZTtYZs3IYs3LMcDwUzSr9/QEAms0h/XjoD6BKnpllknhicQAAooNd0mJW/VnnQtXs+gcEN7cAUNrLPtVMSErmf60BKP0C8MUodcyyOMUzkbKMiCeRAovQGxGz2nfqf+bdrkExq+dg/rEAYxYREZEAg5bJMGblMGbpGLNyFEUxRcxSrU7pxwMAVItd+swsAEAaUmfKaZZsOInJXTPLZPEkLTixL3nMclciESoQLYDSr2GWLhDTAGPuZii4tB+AMTEr2CWeHQaYI54YFbNEzxtjFhER0bTAoGUijFk5jFkZijlmAlkdbukxCwAsdrf0mAUAiqrKnZml6jeoTSfjUtfMUi16wEnGIlIv+xwOa6LZFsAMiifi17ARMWvw2A4k4iZYkL/Q7DAjjkehEGFUzJJ9mSFjFmPWNGS1WmXvAhERCTBomYQZYhYUmCJmaRaL9JhldbrkxywAFodHeswCAM1VIXdmlpZZ9wVpqTOB1MxMoFQ8KnXNLCWzHk+qwOVDJV8Aflj+sUasYZYqNPsFmFnxRHScDYpZ4r8/cEbfXfLU4yFxzSzGLMaskQodD80i/nojFZpNaABN07BsabPs3SAiIgET/c01c2lWm/yYBcBRXoehiCo1ZgH65Vyy1wTyNa1GOhqQOjML0NdIkr1GEwCkY0FpMcvudMPq1m9pnoiGTDETKF1gJlmpF4AXn/TqjLibYSouPqE2akF+0aV1ABhPMhizRjDB8WDMGoExK0fm8VAy/3jUtgOobQYGTgAHfy9+HburgLOv0t+j+38nvuTa7gMWX60fh72/BeLh8cdVLgDmXwpEAvrahHt+C0QFlzBrVmDhOv1nxb6XxO9pRQUWXAb4ZgMHNwL9J/IOTbn8UJfegKTg9w4iIpKLQcsEnFVz0N83JHVmFqCHpMF970iLWRabE4Dcy6iUzN3B0smEtJilqhq8DYsAAMnIkNSZQNkZSdGhPsiKWdVnrR6ecSI6zkbEk3QRM4GMuJthqsDJrBExa6inFcDKvGONvLtk5kcYkqkUgtHRryenrwqq3YNEoAfRkPh4OLwV0JzlSIb6EAmIg4jdVQaLy49UJIDwgH7ylMr33JkgnjBmjWCC48GYNYIZYpbFbo6Y5akBklH5lxnWNuv7uutp8evYWw+cvU5/rW1/TPwcO/3AonV6xNr2S/H7vywzA1hVga2PFnc8nD5g238Xdzx8s4s6HsqcC4WfJyIi+Ri0TCCdSkldM8vurQIAeNND8FrT8NZW5x1f2TAfFm81wl1HkEYELsHY8ppG2CtmIdp3Eun4AGYJxpb5a+Et9wMAEjHxL+ClPFm32N0AgIFDm6XFrJXX/CU0ZxkAIJUQLy5d6niSLrS4NUofs9KpBOLBfgD1eceaZSaQETFL5ppZshfkL+YGCclU7vud6PHQXMUfD4u38pTjMe4zbYJ4wpg1ggmOB2PWCFan/JgFAHMv1o+HzJgF6K/5I3+UezwA/bVWTMw691b9fVRMzFr5Cf0um4Vils2tHw8AOPqW/tr31I4/duzMrHQq/9ixM7OiQ/nHAsDci4Dqxfk/T0REpsCgZQJqsEPqAvBOpwtIp3DdxcuBi5cXudfzihwHAHMnMBawavmXdiv9mkD69hKCS6lKHbOsNQsR7jgAV734FylDZgIVWKPJiJjVsX8z0rUX5R0rM56MxJil4/EYwQTxhDFrBBMcDwDmiFkOn36CL3smkLsG6GqRF7PUzCV2mhXY8rC8mFW1UP8z0C53ppw7c5fUE5vlxaxzP6E/1+kUsPBK8T6P1Hxd8WMXritqmAIA6RS04XU8JUqn4LKZYD+IiEyGQcsEbIKAY8TdDLVYAFDqcPjVn6Lt8O5xx7u8FVDtLiSC/cITIgBwuMtgcZYhER5EJFjgEh+nGxZ3OVLREBrOWoGa910HS57nw4iT9UQ0JNxfI2LWiTcehad+EVz5JyQZd7LeOD/vWKNilij2Mp7kMGblmOF4mCGeKIpmjphlscuPWaom/XgA0F8XsmMWAFhdwMmt8uJJ5nJ2JMLyYpZmAzx1+n8f+R95Mevsq3KX2EUKvOZLfdlnIrOmleDvj5LHLItdX8NrzvnAn/4d6Nk/zmANqFqgv5+6DwIJ0c8VRX/O7D6g77B4LS5Af45dlUD/caSrzoay8hNI7XoaaqjwDXRKxl0FNF8Hu4VBi4hoLAYtEzMiZg0e24GkX7+DS7ivHYH2Q6eM91RUI6wA8bb9RZ0cRhUFwa5jRZ0cRhUg3N+Oob4uVNfNyjvWqJN1n79GuL9GxKwTB97D4vpFeceb4WSdMSvHDMeDMSvHDMfDLPHEXlYNBNrkxixA/x5lxqzsPsiOWYA+5UNmzMrc6APhfrkzgZz6EgMFn+NSxqy65YCaWYEvNiQeW8qY1bAS6NqjByURI9YwK7ROpBEx691fAtWZ34EGTp76HCqa/poI9+uviVhAsMMKULNYX7fr5FZxtAT0y3BTidxln079hjQI9gDBIn7WERGR4fJPDSKpjIpZhU5GzHByaIaTdSNjlogZjgdjVo4ZjocZ3h+AaorjoVrs0o8HAPnxRMne6UORGrNsbn0tQCQiEmdmZX7NSaXkrpllsen/nYjKi1nOCn2/gdxMnHxKHU+S4svZARgQszQgUCDqGRGz9rxQeD/MsCC/UTFLFJ2yMcvqKj5mOf1A5+7iYlaxa8oREZFpMGiZEGNWjhlO1hmzchizcsxwPBTVIv39AQCazSH9eACAolnlHo/sLe+lxxMHACA22C0tZtU1LYWaXWC60M0lSrlmlpqZkVQooJR6Afgs0aVcpY5Zdk/hbQLGxJNCl28ZEbPadopfm0bFrPYd4rGMWTrGLCIiGgeDlskwZuUwZuWY4XiYIWYpimKKmGWWmUCq1S59ZhYAQIHc46Hps19SiajUn1dqdhaOSeJJSnCyXuqYZSlvQCIsOuHMKPUC8MVcBmjE3QwLhiQDYlaoV48+IobFEwGjYpZolhpjVg5jFhERmRiDlokwZuUwZuWY4XhYbE7pMQsALHaX9JgFmGcmUDqVkrpmlmrVA04yFpE6Uy57GVW6wEygUv+8Mk08KRA4jIhZodY9BW+yYcjdDAvNDjPieAx1CjdrWMwqdNmnGeIJY1aOGY4HYxYREZkcg5ZJMGaN2GcTXEZlsdpMEbMsDrf04wEAFo9f7sys7K3VoXAmkNMNJTMTKBUPy10APkt4p73SX/aZLuIyKiPiezIheWbWcDzJv12jYlZvR4ETcCNilszLPkceD5lrZjFmMWaNNO1ilsKYRUREQrzLoQkoqmaKmGWxOUwRT+RfRgX45q+GgrTUmAUAisUmPS4CQDoRlRazLDY7rO5yAEAiGuRMoCJnAhlxN8NUgTtiGbWGWVoYDIybSSpkgnjCmDWCCY4HY9YIjFk5ZjgeznJg0VVyYxagPxfhXsYsIiLKi0HLBBzldVCiQ1JjFsDLqPR90O8OpmgW7H7u3yXFLAWeuvkAgFQ0JHdNIKsdABANdEuLWbULVw/ftU30mphJM4FSBWYCGRGzQr2tQPqcvGPP9AX5J3JZtBniCWPWCCY4HoxZI5ghZqkWc8Qsl19/f8g8HgAw5yIg2CkvZmVnZVtscmOWwyf+vNGG2oDW/fk/rzmAqgX6e6j7IJAS/OObatXHKpo+Nin4uaJoQOV8IG09/X0nIiqRaRW0IpEI1q9fjxdeeAGtra3w+XxYs2YNvvzlL6O2trbwBkYYGBjAD3/4Q7z66qvo6upCdXU11q5dizvuuANlZWWjxsbjcbz99tvYuHEjNm3ahOPHjyOdTmPWrFm47LLL8NnPfhZ+v//0vzFVlRizFFhd+vebiodn/GVUFrsLADBweLO0mHXOFTfD4q0BACTj4nBR8pP1VOa5FfzuW+qYpagWxIN9AOryjuVMoByjYtZMvrskY1YOY1YGY9aIfZhAPLHY5McsAJhzIWB3y41ZgP46Pv623OMBANGAvJiVPXYA0H9CXszyNUJxVojHGC0Rzf88W5xA7Xz9Z097oTt4WoHqRfrrudD7Q9GAuqX6z9n+4wCaJvUtEBFNtWmzhlY0GsXtt9+OBx54AMFgEFdeeSXq6+vx5JNP4oYbbsDx4wX+8h+ht7cXN910Ex555BFomoa1a9fC7Xbj4Ycfxk033YT+/v5R49955x185jOfwS9+8QuEQiF84AMfwMUXX4y+vj787Gc/w3XXXYdDhw6d/vfWLz6JK2XMqm1qhpK5tXoyIfdk3RSXUUGfCRQP51/MuNQxyzlvNaJdBX5JhkEzgeLikwAjYlbXgc1IC2fVMZ5kMWblmOF4mCGeMGaNYILjAcAcMcvmlR+zAMBTJzdmKZlfg+1euTGrfI7+Z7BL7kw5T+Yfjo69JS9mnXMLYHXr/1/4mi9tzELFPKQL/fwxC4sTqF824v1RIGYNvz/eKy5mZdcwK/QziIhIgmkTtB544AFs27YNK1euxEsvvYTvf//72LBhA+666y709vbi7rvvLnpb9913H44ePYp169bht7/9Lb7//e/jueeew2233YYjR47g/vvvHzVeURRcc8012LBhAzZu3Igf/vCH+MlPfoKXX34Z73//+9HV1TWhxx9LtA5NqWOWtbwBqXCBkwvMnMuoElHxSYARMatr81MI94ufNzPMBDIqZokiB+NJDmNWjhmOhyniiaKaI2ZZbPJjlqLKPx6AflIvO2YBesCRGbO0zKVLyZjEmKXpxxkAjr0pL2bNvVi/nAvQj59IqS/7zD63otdxqWOWu6qI2Wylj1noOwJEBgrshwkYFbNiQ1O/70REU2BaXHIYi8Xwi1/8AgBwzz33wO12D3/uU5/6FJ566ils2rQJ7733HpYtWybcVmdnJ55//nlYrVZ861vfgsWSewr+/u//Hs8//zyeeeYZfO1rX0NlZSUA4KKLLsJFF110yra8Xi/uu+8+fOADH8C7776LkydPYtasWVPxLQMwJmYFW/cgUbFAuB9miCdGnaz7Kqry74NBMevgjv/B/9/emYfJUZWL+63qvXv2NftKFpIQQgw7ggSECOrVKApqfhAhXEAQUEQ29cIV5SIuLAKisqMii4KCRvYlYUvIAknITsieySyZfXr9/VG9zGSmq2eSdJ0zme99njzp6T5dfbq+qlN13v7OORM//ZWspVV01ksKggytrkz/7Q8WUjx0IoloG7t3bmJwZfa0fK8vQOnwQ0nEY9R+spbq0qKsZV1uD+UjJmGYLuo3r6KiKAhFQQqC/m5lRZ5kEJmVQYd46CJPfIUVGK2olVkALp9amQVWh1q1zEq9R6XMciXveTqa1GYCBa37K5p2qpNZg6ZY7wEr3gVZpq4wTBj7GSgeButfto7PbGUBRh4LlRPh4zetY8iu7ODDYdinrKF1JcOylwNn5jBrtl8wxxGZtfQvllDKikMya89mqJpkX141IrMEQRD6h9B6//33aWpqYsSIEUya1P3icvrpp7N69WpeeeWVnELrjTfeIB6Pc/TRR1NR0VVeeL1eTj75ZJ566ilee+01Zs+enbNu1dXVlJWVUVdXx65duw6Y0HJKZtXv3AyTswstHTqHOnTWnZRZdjgdD1egCBJxZs6YwswZWc6tEyfbbrsrE/tQdly3ZzwuK6lU5EkGHc4PMLSIh+H2Ko8HoF6epBe38CiVWZ5AgfUg1qEwM8vaFyTiaufMciczkqId6mSWr8iaCBpyzEtE/uVJerJqu/mc8iyzPEFL4iTilrAa+5ns70kx7rTcZVKM/rT1rzekZJYry225UxPyDznCfrtOyKym7TZCy0GZpTsiswRBbxLxzLB2qUde6RdC66OPPgLoUWYBTJ5sdahXr159QLb11FNP9WpbAI2NjTQ2WjfqewuyfcVRmWWDdNaTdRigMgvA5Q2AYbL1tQfZtPYD3B4v/qIKiEdoadhtGzu3242/qBIScVr31BCPZ4+daZoEiyvBMGlvrCG613xuhxxxElWf+iJulykyqzOGS/n5AeDy+JXHw6q3V2k8jNQNg3J5Yq1OGmnarUxmVQ47BLcvKbRshtUD+Z0zK5WBE+1A6QTwdDo27MinzAqU2K96lsIJedKSQ0Q4IbN2fAhjPmPF8+17YdeKvQtbgsNXDPUboSPH8LPi4VbmWcNmaKu1L1tQDYVDoGmbdbyNOgmmftWqX09lVa8u6aTMyorIrDQiswRBfwwTVj7buyzyfBGqgElfVPf5DtEvhNb27dYFbtCgnlc5Sz2/bdu2/d5WarXE3mwL4LHHHiMajTJ+/HiGDx/eq/f0SPKew3S5GZSSWetzyCzTyMisTbk7I9VjkjJr6wGWWaF97RzuwK6v7vFaMisRC9PseGc9AYkEbq+faSmZ9Z/f28ssVyeZ9fojuWXWKWcRGDWDXe89zYZuMqvrjlEdj/CeHbTXbSNQNpjmXRt7HY+W3Z/0Oh4tdduyxiPSnMoOMyhIyay67UTCdvKEfZMnjbtpazmAmUB5Oj8AXF6/ovMjRTL7xTTVxiM5H088FlbaXplJkUS0w15cuDxJeZIUX3GbjqSZnOcnJU/sOi6GCQWVpORJLNpBtkobppmRWZuW5fwxZNAYS2a1bF2V8/pROXwc/soxRDuaMzcZ2XaeryAjs3LNH+QJdJVZdgFx+5IiKbVSayJ7+XzHw+XJCJls9TCMrjIrx4IcBMsyMqsjR6fTX5yZwywaSVejx3oUDrLkSeP23PIk2FmerLKPhy8pT8ItsPNDEsXDMYAEPewPT0pmRS1BlVNmTUl21pfb7zfTBdWpzvoH1rBLrFYs0bgNdnf6voZhfbdIG2xdnPvYLD/Equ/Hb1riyY6SERiGi8Tmd6DhE+u5yknJ/UHX/eFQPDof8wYQTyQybVigDOOIb0C0ncSSx3LKLGPaOeD2kXj/0Zwyy5j6NQhVkFjyZ0vupUgkMOl0fBidZdbK3sUjJbN6E4/SUSTqP87EI1UNSB+n8V4sXJQ3kvuDBCTcfozBUyAeJbE9t8wykudHYvsHOc8Po3oSeIIkdnyYPj/2qgYAMZt7CCdwuZLiN9dNkgOo3hepz1ddD6E7LpeLeHMNNOdog/JJsu1QfXzk+/P7hdBqbbVWnPP7u8+jAxAIWKv0tbTkngg1ta3Ue/YmGAz2elsrV67knnvuAeCqq67KWT4bsUSccDiMy+1myKGfwvSG2LXmXZobsl+wDdNgxKFH4QqVU79hCfU1dr9qwbAJ0/CUDKFp80pqtm7s8loinrwgJBLEYjEKSyqsznpzHU0N9lY5VFiCp6iCWFsTjbX2J2wgWGB1DsOt7Nm9tdt1KJGpBi6Pl0DZYBLRMI01W2yzezweb7qz3rhrC7GYzYpfLne6s95cs4VIZK8b5WQlYrEY4UiUI2f/N67CSlb84y62b1qbdbumy8UJX7kUT9U4Nrx4PxtWLrbZEwbHfuE8AqOOZNtbf2Xluy93KxGNWid+ggTBwlIl8YBO9wqGqSYee9XD5fFjuLy01G4l3J79xswwoLhiKIYnSHv9dtpa7Tt8ReWDMP2FhPfU2Ga0pOphurxK4pEmlQkUt/ax0/EAK6vOTC7xHgu30W47eX9+4gFQWFKBkRxGFY+EbS+a+YqH1x8gUDY43QGMx602vScMtwdPURWJeIxI/dac8sRTOggDk0j9FhJRe3niKR2CYXrSq5PG44ke62GYJiMOPQozff2w+wHHYPiEabhLhtC0eUW368feDB59KP7KMbTuXEfCU4obiCd63h9moAh3sIx42x6ijfZy0fSFcIcqiIdbiO7ZYduRMTx+PKFKEtEO4hFrAYp4Isu+cCAekfqtxONTstfDMHAXD8J0+4nu2U48x+Ik7qJKTF8B0cZdORd1cYXKcAVKiDXXEmupI5Y8RqPRKO3NXc9Dd+kw/BXjiNR9QsfWldhl97gKqwhUHUq0aRftnyy1FbhmsIRg9RTi7U20bnwP4lG8kSg+IBqJ0NGpHoYvRHDYYSSiYdo2vEvCZrEYw+0jMOYIDFy0rn+bhN1+M90ERx+J6QnSuvFd4q0NAHgjEXxAJBLO1MMw8Y+YhjtQStum94k12cte39BJeIoG077lA6L1W2zKgrfqEHylo+jYuYbwroyg6qkeTsYjhSccxg80NzXRvGMHrsJKKo45h1h7M7Uv3Um8PftQVdNfSPkp38Y0POz+z6+JNWU/pw23j/KTL8EdrKD2pbuI1G7q8npBWRNFQEdHmEhLq+PxyOyPDvxAS3MLzTvUdUoLBhVQBIRjCaieQjwapnXDuyRssl8Nt5fgmGmQPD/iHdlX7zZMF4Hk+dG28V1irT1nIxYnM7A3bdpEfb2aFSBLS0sZM2YMbe3tNDeryyALtavfF5354IMPVFdB6EQgEGDSpEnU1u4mUq+u7fCUuqnEGsXW1pbjh7J+TL8QWjqye/duLr30Ujo6Ojj33HM56aST9nlbLsPEHwgyaIIls+rWv0+4tRmv19tjeSsza1o6M6tlT23WsgDVYyanM7P21GztVtYwk1kWhkFhaWUm86SpPvMrSA8EQkV4iqxMh5aGGtuyXTId6ndgmt3LpqY6MUwXofKhVuZJ7XYMw8i67b0zTyCRtezemSfxeKx72WQl3F4fx599Fa5kZlZT7XYKCgqybveIz81NZ2bt+mR11rJWZtbXCIw6kl3vPc0nK9/tsazbbdXL7QvgLihTEo9OuwOXN6AmHul6dM0EikXCNmWhoGxQOhMo3NFmuy86ZwK1tzbZljXdnTKBFMQDumYCxSLtiuJhWplynYbYqYhHKnMxkRxGZRhkLZ/PeATKrEzSWLLzbRpGz21yp0wgo6UGr9sFZNl2OhPImkTcYxqQrZ1PZwJ5oXkXZrLja5rd67F3ZlbLnt0214+umVk9XT86k8rMaq/ZQO3W9VQMPyq5P8zu7+uUmWW277HdbufMLLOtDq/Hk71sKjMrFsZo2Y2ZbDt6jIlD8fAYcczkudKtHntlZrkTkezbhS6ZWe5Yu33ZTplZrkgzLq8XV7Iebre767WnUyaQZ88mPAWhnreZqkPVJGirw123loJQMHtZX6E13CncglmzMr3AR8Jj3X66PR48qXp4AjB4KsSjGDtXEPJ7gCyxdnmtLC7TDduXE/IY4Mly3TVdUD3FGgq34wOCZhTSn+lJ/ue16pHKzEpmAgUSrZmyPVF+CBQNht1r8Uca7Mt2ygTytu7A27ns3vVwOB5pksdTQWEhBaMnYUz/FkTbMT54nKqSEJClHt4QxhHfBLefxPuPUhlyQajnkRC4vBiHnw0FlSSW/JlyTwfsPWqioNCqrs+Hb8wM5+ORJOG1rrWhghAFWUZ2OEKybt7y4Rhbd8POFYT8XiDL+e/yYCTPj8T2Dwh6TNvzw6ieDN4QiR0fEjBjWfebL5lYMHLkSEaOHLm/32q/CPj9Nvfaznw+qN8XsViMDz74gMMOO8z2vkZQQ3l5Bfh6sWBMviiwpkOaMGGCujpgLfC3cuXKvG2/XwitVNZUe3vPw1lSxrHz6oe5tpXNUqYyuOy21dzczIUXXsjWrVuZNWsW11xzTc7PtcUwu86Z1dyQHsnTrejec2bV78pattucWbs225S1sqKcmRPItjgurx+UDqOC0jHTMb0Ba86s7ZsyZmfv7e49Z9b6FVnL7j1n1oYP3rItC2B6Amrj0SkTSFU8DKNzJlB7jmFt+zFHU45hbcGisnQmkN2vopC/eKTnlEvHwWYOMwdWM4zbZE9YZfMbj1R7lbAbcoED8Ui2V2kMo/u53WWOpl3JSTqzNfQ9zNFk11YUVFlypqfV8zq9r9ucWfU1NtvtOmdW/a4ttmUrhx2Sllk1W9Z1L9v5773nzLLZbo9zZmUr7/J2Wl2yhsyAIbrHxMl4GEb2euw9Z5bdvth7ziy7sqk5s1KrSxqdPj/1X+q5znM01a3PUYe952gie/nOczTtXLHXPk7WA8P6waLLnFkfWnN92cW5y5xZNvtt7zmzws09ljXAinOXOZpyHJt7z9FkV7bTHE3Gns1ZyxqQkVmOxqMrpq8Qxp2SnDPrzxiRtsz9QLftdp0zy2hvyF52rzmzjOYdPZdNHafFQ6x2QlE80tXBSEtpJXRe3GLHhxh2bdBec2YZOc+PzJxZRpbzI1nYigfZfzhynBxxcwJd9oXL5dKmLkIG0zCyt4dOkDxHVB8b+f78fjHl/eDBgwHYkSXdN/X8kCFD9ntbO3futN1WR0cHF198MStWrOCEE07gF7/4Baa5f7sxUDJI+QTwAKbbp36pe4B4XNkE16lLo+ktUDoBfKjCWvEoHmlTOiF/50wgVTKrsEsmUPbtOjEBfKIXEyo7sUBCPIdQc0JmtdVvtx3WcrBPyN+XBSvyPuF4NpnVuWSeJ4DvIrPsyOcE8GmZpXBC/l7GA8j/BPApmWWHDhOOOzUBvO3KjppMOO4rUB8PgFHHqZ0APiUqPAVq4+FVlwHUI007FU0Ab0DVBPDkThwQBEFwmn4htCZOnAiQNVVtxQprZZrepNPtz7ai0ShXXHEF7777LkcccQR33nmn/TCJ3uJyK5VZbr91gYpHOwa8PHH7rAy+po8XK5NZhx4zC2+ZtcBAzGbFOHCgsz4QMoH6IE/ymwnUe3miOh4DfXVJkVkZRGalC4vMStEXeeJyayCzsIaIqpZZYK2SqDQeySGesYhCmWVaQygBmraqi0dBNYTK7cs4Ta7Y5VNmBcq6TtwvCIKgCf1CaE2fPp3CwkI++eQTVq1a1e31+fPnA3DyySfn3NanP/1pTNNk0aJF1NZ2XVY5HA7zyiuv4HK5us2JlUgkuPbaa3n55Zc59NBDue+++9LDF/eX8J6dymRWxbBDMJNLq8dsJoCGASJPkktmd9gMd8q3zCqZfCrhutw3vpIJlCor8iSFyKwMOsRDB3kiMqsTGsQD0ENmuQPqZRZYIkJ1ZhZY+0NpJlDyfrKjWW2mXKG10jebFqqTWZO/BMFS6+8cCyTkVWZVjOtxpT8tcUJm7VqVOx6CIAgK6BdCy+v18s1vfhOAG2+8MT3PFcADDzzA6tWrOeqoo5gyZUr6+UcffZRZs2bxy1/+ssu2qqqqOPPMM4lEItx4441Eo5mb1FtvvZW6ujq++MUvUl7e9VeZm2++mWeffZYxY8Zw//33U1RUdMC+Xyxis4pPnmWWv3IM8VxLfjNw5Eksx8XaCZnVsOJFWnbbr8wjmUCpsiJPUkg8MugQDz3kiSYyy+VRL7MMQ4N4AC6fepkFVlmlmUDJ+TTiCbUyKyVOWnapzQTyF1uPW2vty+Z92Gdye3ZZ0fmWWeVjYWcvJg/Ot8xq2mGde7rjlMzK1XYLgiAool9MCg9wySWX8NZbb7FkyRJOO+00ZsyYwbZt21i2bBllZWX87Gc/61K+vr6ejRs3UlPTvTNz3XXXsWzZMubPn8/nPvc5pkyZwrp161izZg2jRo3qNsn7iy++yCOPPAJYc3DdeuutPdZx3rx5jB079gB9Y2dkVnvNBqKlw2zLDiR5UlxSln27DsmsVW//m4mf/krWsjp01kWeZJB4pMpKPNJoIk98heUY7S61MgssSaVSZoHV+VYtswBMU63MSq3YGWlVmwkUTP5o2LRd7ZxZLmuqAyI5ljPPtzwJt9qXA2fmMGvOsby8EzLrw6chVGVfDydkVu06KDtw9/R5QWSWIAhC/xFaPp+Phx9+mN/97nf885//5MUXX6SkpITZs2dz+eWXM6gPy+mWlZXxxBNPcNddd/Hiiy/ywgsvUFFRwZw5c/jud7/bLfuqsTFzg7hgwYKs2/3yl798wISWUzJr95Z1MD670NKhc6hDZ91JmWWHxCNVVuRJCh3iAWgRD8PlUR4PQL08Sa0Q5vYrlVmpOQmJhRVmZiX/T6A4Mys1N1FYnczyhqx9B9C+J0cd8i1Pkn/bxcOJCeBzZWWBM/LEX2pf1qkJ+QdNtdmuQzKrdr290HJKZumOyCxBEASgHwktAL/fz+WXX87ll1+es+xll13GZZddlvX1kpISbrjhBm644Yac25o9ezazZ8/uU133B0dllg3SWU9uV2RWGh3iITKrE4apPB4ApiegPB5grdSqMh5GahS/cnliSYtoS60ymVVWPRx3oND6I8eiDnmdMyslcKLtaufMSq/im2NOqXzKrGBZju+VqoMD8qS1F3F2YjXDQPasbMA5eVJ5aPayOqwu6aTMsmOAy6yighBV5eXWYgrlh1gZn7vXQ3EQyDKvr2Fa+9ftt75boQ/wZfkEA8pGWm1L/UYImplsSqC0uPBAfyVBEIT9pl8JrYGAyKwMOsgTkVkZdIgHSCZQZ1xev/J4ABimqTYepnUpS8QiSs8P06OJPEkOK4uG7YdR5VNmBYdMJB5pw2Vf2/xPAN8bnJgAPm6/QiqQf5nV0WztO9s6OCRPCodkL+uUzFI5Z5bqCflFZmXoDzLLG4JEnBOmT+WE6Xtn0Y3rw4bG9KHs6J6fTsQzgl4QBEEDRGhphMisDDrIE5FZnb+eZAJ1qYfiTKD0zWQCpZlyptv6lTce6VCaKWcks3DiOTKB8t5e9QYn5EmujCjyL7OiDduI+SrshZYTqxnmWGzEsdUM4zmGqTohs3INHdJBnojMyqBDPERm6YHbD4bJjtcfZFdNjdVetdXlyPhMLnpguqG1PrdUD5RYc8q11Wc9JkqGHMKIU+bt89cQBEHIByK0NEFkVuevp4E8MdBCZrk8PvXxQDKBMp+vSSaQ2xI4sXC70mGfKbGWyDGMKd/DPnszjMoJ+W63Yi3goDyxH9bmhMzasXEFldVWJkEskaClo+t39fiDeEOVJCJttNbbT0Tt9vrwFVRBLExr3Xbb2LncHvxFVZCI01a3nXhiWvYNOxWPTnNmxeLxbvsiUFyB6Ssg2lRLR6v9+eEvLMUVKCHWWk97k72g8gWLcAfLiLc30bbHEobReJZ9p4M8EZmVQYd4iMzSjnDrHlrqtva+veoI97696ojmXLAiEAztW8UFQRDyiAgtHTDQQma53G6RJ0lKR0/DFSpTKrMATF9QuVwEJBMIXTOBspd1Yg6zRK7sF5yZwyyea7U/hzJJ4YjslVAgT3rCKZnVmUQCYp1Eii8QwlvU+3j4SnofD3/p4C7Xj6xbVhiPzvuir+eHK9j788NdWN79+tHTvtZBnojMyqBDPNw+PWRWQRXEOkRmpVB8/cCTZZ4uQRAEhYjQ0gB/SRWuWFypzAJrONdAlycpVMusQEklAIloWDKBJBMI6CpP4hH7G1SnJuRP2HWeOLgn5O/LsOiBLLP2RuKRQYfzQwt5IjIrgyegPh4AI4+zzg+VMgusYXAfv6k2HjoRblMnswKlmdVatyyG7cuylx18OAz7VO5yYMVi1AlQ8xFsesu+bMkwGHtKep5IQRAEEKGlBYY7QOMnbymTWW6vdcHWZxhVmzJ5ktoXLZs/UCazxk49Dl/lWACi7fbZSJIJlEEygSxkdckMIk8yiMxKokk8dDg/tJBZhqmHzAqWg8evPhMoVAU1K9XFIyUKXB5Y/LA6mVWRnOi8aYfaTLlQLxeWcArbEQ55llm+gky5jqbscRl5nCWzNrwGm+zvjRk01ZJZ25bAmvn2ZcvHwtiZ1jyDBZX2ZQVBGFDIMhUaEGnapUxmlVYPxwwUARAN21/QnJMn2beb9866y3K8bQ12HYH8yqzKGV8m2mR3PFhIJlAGHTqHOnTWRWZl0CEeusgTkVlJNImHDucHbr96mQVQOFi9zAKrs65SZiWH1RNtU5spVzDIevzxQnUya/zpUJS8J2zPsehBvod9Rlvty2mDAzKrtQ5iObLURx4HY07qvcyaeEbvZdaU2daxs2ulfVlBEAYcIrQ0INput7R6fmVWaMhEEhH7pd3BKXliPy+RE531WI5l7p2QWW0fL6J5xwbbss5lAqnNzBJ5IjIrRX+Lhx7yxNBCZhkut/p4gAbxsFZIVX1+AOAvVZ+ZBWAaamWWv9j6v7VWbSZQoMx63FyD2mGfhvV3uNm+bD5l1pAjrOFnuXBiDrPmXpxLynFIZuVafdUJmbXi7z3PAygIwoBGhJbW5F9mRRq2EcmxqpJz8kRhZlaysx63/fXJGZm17OW/2pbVobMu8iSDxCODxKMTGsgTb0GpcpkF4PIG1MfD7VceDwDD5VF6fqSykIm2q80EClZYj5t2qJ0zy5uc5LrDRuBA/uVJLPWDnuI5zJpySD0nZNZHz+euh2MT8uvOQJNZ9otKCYIwMBGhpS3OyKydG+1Td3XoHOrRWXdSZmXfxxKPDCJPLCQenepsapIJpIk8Mb1BpTLL5bGGUSXiUYXxMDL/qYxHUiTFox1K26tUTGivR608Sf5t9yOSExPAt++xLwfOyJPWevuyTk3IH8t+/XBMZu1Ybl9Wh9UltUBkliAIAojQ0hQnZZbIE5FZ/S0eesgTHeIBphbx0GUYlenxKY6HJvIkucBGtLVBmcwqKqvCHbCGc8XCbcraq7TAiXaoXR3MsIRWwk4Y4EB7Fc8hY8EZedJaa18Hp1YzDOeYI0kHeaLD6pIiszRDZJYgCEIKEVraITIrhR7yRGRWCj3ioYfM0iUTyOX1K48HaDCMyrBW5krE40rPD23kiWnJk2i7/TCqfMqsohFTSaSGUdn0DfPeXqWwnXfFgc5hPMc2cUa+x3LMVelcJpDd/HMOySyVc2aJzLIQmbUPiMwSBEHojFt1BYTOiMxKoYc8EZmVQTKButRDeSZQ8rcIA7XxcFmZQKqHURnJjKR4RF0mkFbyJNc2yb/MirfUEvFX4rcp68T1I9dKrY51DuP2nTKnMkltj00d5InIrAw6xENklmZoIrNKRkD5GJFZgiBogQgtbRCZlcFQLk/cgUKmzToP/5BJ1K98hR1bNxEqH5q1/OjDjqNw7NE0rX+HT9Z+YFt22LjDKZ10Mu3bVrJu2QJCnTvCSVy+EACm26NBPCQTKFNnPTKBTI8lcGLhdqWZcqlMINXDqHpz0zug5EmOpdWdkFnb1y2lonxi1rJO/RiS4HCbGuvROdRhWLQW8kRkVgbV8fAXQ/EwGHcaBEosEZGIW9+3JwwTxn7Ges/6l61J9rOVBRh5LFROhI/ftOKxd1lvQeaxDvHQBU9AeXsFiMwSBEErRGhpgg4yy9RkaXWXN6BMnrgDRZCIUzr+2PRzZZNnUjZ5pm2dUxSOPZqpY4/uVdnA0MlMHTrZtowvWEhi1xbJBJJMIKCnTKDs23Vi2GeiF5lATnTW41H7YVQiTzI4JbN0z+zVJR4is5KIzMqgMh7+Yuu6MvYzXZ+f9EW7b9eVcaf1vuzoT1v/slFQaQk1kVkWpqlWZiXvgajdoE5m+QrttyWoIxG35LZqdKmH4BgitDTAV1SBJ2EolVmgw9LqmQmVlWVm+YJgmCRWPkP7x4vYU2d/81taNRxf6VA66rdSv8s+dsVl1fgrRxFtqqF22wbbshXTv4h70ucxiUkmkGQCAXtlAkXtb2admsMsYTtPlIPDqGwQeZJBZFYKPeIhMiuJyKwMbq/aeHiseyCWPwHtDbB7PUTtp2agdBT4iqF+I3TkWDWyeDgEy6FhM7TZLAww6iSY+lVr321+R108PAEATMOw36ZTRNrUySxfkXUcATR8Yl82XzKrcLC1bUFPDBNWPgstu9XVIVTRNwEvHBSI0NIA01dAy7bFymRWemn1mLql1S15YtVDpTxxJQVOtGYduz9607Zs5bBD8HnctG98q1edQ38gQHTLkl51Dl1JUaBydTDJBLLQMROIRPZMoIN9Qn4dhkX3R3kiMiuFHvHQ4fzQQmZh6CGz/MWWvFCdCVQwCOrWK5SLyayG9j2w9sXexSPSBlvf71084tHMMEM7hh1l/d9WrzZTLlQJQKJpO8b2ZdnLunxQcYgVs93r7BcFMd1WWcNllY3Z3FcYpiV8Um1lrlVK8ymzAiW9mp8xrzJr2tkQaQF3Se56CGpo2Z37/BaEA4wILQ2ItuxWJrOKyqpwBa2l1aMiTzDSq4Op7RwmYh1WvprK1cEkE6jfZQKJzMqgQzyUyZO9sglEZqUQmZXG9Gggs4DCamitVSuzwIqfykwgl8f6PxZWmykXLLUeN+9QmynnK7Iet+fI+Mr3sM94sj2JdkA4y6qx7gBUj7UkVm/iUTnBElXbl/cuc9Htz70fIP8yq60BoqX2ZfMts1p2Q91G+2GqgiAMOERoaUCk1X5p9XzKrKIRU0nkkBYwcORJrgwcGDirg0kmUP+SJxKPDKrikdJIsXic1nCMYNlgcHnoaNhONGzftgRLB2G4A4QbdxJpb7UtGyiuwPQVEG2qpaO1ezxi8cy+0UFmGaap7PzIxCRhzcejIB4A8eR3Ntxe5ecHYA37UpkJlIqMy6tWZvmSk4+rzgQKlluPm3epHfZpJsWa7f2YA8M+O+yvM4Azc5i15PhuTg3DLRxsXw8nZFaumDghs5Y9DkM/Zb9tQRAGHCK0NCffMivWUkukNQoMy1p2IMmTXBPWD6TVwUSe6C1POiPxyKBDPMBIyqy+xCNwwOKR2jueQDFur1epzILkqq1K4wEuj19ZPLrW26v0/DDM5JCyeFRtJlCozHosmUBdM4HsOvZOyJNWm3mtrMLOzGHmL7Ev69SE/MUjspfVYk45BpbM6s2QR0EQBhyyBIDGOCGzdqxbpnxYW3/prOuQ6SDxyCDyxELi0QnDpTwesC/y5MDHA6xVW1W2Vy53MtsjHlc7zBDANJXGw0gOKYvHwkrbK1dykmtaayUTSKdMoNZ6++06JU9sF145yCfk12FOOZFZGURmCYLQS0RoaYpTMsuugyGd9Qwisyx0iYcO8kSHeIChRTx0GUbl8vqVx8N6k1p5YiZFUrStUVl7FSoswR0sseoRblXWXpnuzEqtKtsrIylwcg3xz3t7RSoOdivtDaBMoA77KR+ckyeKM7MG+uqSIrMyiMwSBKGfIUJLQ0RmWegiT0RmWegSDx1klmQC7V1vtcOo0itzKcwE0kmemMlsoEib/TCqfMqs0jHTM4s52JTNe3uVOjZsOqhOtFeJuP25DM7I92g4R8dXMoEyiDxJFZZ4pNAiHojMEgRB6IQILc0QmWWhizwRmZVCMoE6I5lAyW1rMozKdPsAiEXa1bZXmsiTuK0ssMi7zAq3EG5psN2uE9ePXAt9OCXfEzli4lQmqZ1c1KOzLvIkjcQjg8Qjgw4yq7BaZJYgCNogQksjRGal0EOe6CCzVK4O1hnJBEoimUBptBpGlY6DwkwgjeRJPGp/Pjshs3asXqQ2MyvZXtl1ng72TNK+XM/16KyLPEkj8cigQzxcbg3iAXgC6mUWQOVEkVmCIGiDCC1N0EFmmYbIkxSeQJFymQU6rA4mmUApJBMog27DqOI5hJrIkwxOyaxYPPs+Ptgze0VmJRF5kkFkVoa+xMNXoD4eYH031TILrO2qlFkut/V/4zZ1MssTtP9cQRAGHG7VFRCgonIQbQUeOuq3kojsYWh1ZdayRWXVBCpHEW2qobZ1F0OrK7KWDRWVUjBoHLG2PdQ2bmVIVXmP5QqCfiAlT7YNeHkCydXBNq4Y0KuDSSZQBskEyqDlMCrF8egv8kRkVqqsHvEQmZUurIc80UFmuTwaxAMoqIR2r9p4AATLYfsyhfFwWf/HE2rPD1+h9TDark5meUPgtvoL7F5rXzZfMitQBoOn2n/2AMTj8aiugiAoRYSWBhw/ZTQulwsY2Yd3jQKO7EP5aTlLuM3EgJcnsjqYhWQCZdAzE+gwm7LSWU8h8iSDyKxUWT3iocP5oYfMQg+ZpU0mUDU0bFYrT8A6Nna9rS4e3mQWTkez2ky5YPKH4KbtamWvy8oOJxa1KUt+ZVawLMdiDknyKbOO+AbEc+wDh3D7C63vlrpPVoTL5WLK5El2R70gHPSI0NKA7W/9hU8+et+2jD8Qwh0qId7RSmtTvW1Zry+At6CMRLSd1sY625tft8fLmCNOpmLqaRDtGPDyJLM6mH1ZJ1YHM0D5HDSSCSSZQCn6W2dd4pFBZFaqrB7x0OH8wNBkTqCCKmjfI5lAqaFcqjOBgqXWw5ZdajPl/MXW49Za+7J5H/aZ/NvuXHIiczHci3mt8i2zOpohxz1h3mVWtANq1sCo4+zr4QAur9/qt6x81voOiogHyzAnf4mYzTVVEA52RGhpQEftFpp2bMj6eqCgiA4D2hp29Orm1yiuJty8ttc3v5GmVEMs8kSn1cH8NtuVTKAMOnQOpbOeQeKRKqtHPHSQWYZpKo8HoEU8DJdH+fkBQKgcGj5RPyeQZAIlM4HKrMfNO/TIBIrYbBfyP+wz3GpfDpyZw6w1h6hwahhuQbV9PZyQWW31wIjsZZ2QWUv/BIM0G3LYsjv3OZBPcszFKwgDAZkUXnMG1jAq9RMqy+pg/auzLvIkVVbikUKHeIAe8sTtL1AuswBcvqDyeJiegPJ4AJhun9LzwzBTmdBxxZlASYEjmUBdM4HsziUn5EmuWIAzc5i177Ev69SE/Kozs3qTueiYzLLBKZmV6/sJgjAgEaGlMTKMKlVWj866DpkOEo8MIk9SZSUeaQw9MoF0kSfuYInS9spMTaicSCiNB1giR2lmlmklxCdiEaXtlcuTzP1tqZNMIJ0ygdo0yQTKOaTsIJ6QX4s55URmpRGZJQhCLxGhpSk6dA6ls55BZFaqrB7xkPMjgw7x0GUYlcvrVx4PUC9PUiIpHm5V1l75AyE8IWs+nlhHq7L2ynRb4iQe6VDaXhkua9GTXEPr895epZFMIK0ygeL9IBNIZJaFLvEQmSUIggCI0NIS6aynyuohT0RmpcrqEQ8dzg/JBNqrHoqHUWUWlEDp+aGLPEnVI9xs3xnJp8yqOGSGNcE12G433+1V6thI5FgZK9/tVW9W5nLieh7LlRHlUGfdkEyg/iVPJB4WusRDZJYgCEIamRReM3TorIs8ySAyK4MO8ZBMoL3eI8OocHs8mG4r+yUWblfaXukiTzKfn30f519mRQm31OOzqa8T149EjjkiwRn5HrfrwOHc9TwxxppQuT0aZ09j133o8vgoHzsFDBcN6xcTbs/erpimm/JDpmJ4gjR+vIT25oasZQ3DpHz04ZiBMlo2f0BLwy6KhsQJZHuDyBMLXeSJxMNCl3joILOCZTD6BJFZgiBogQgtjRCZlUEHeaKDzNJldTDJBEoimUBp9BxGlb3sQJInsYh9PZyQWTvXLqJkevYVsZz6MSRh15nl4M4ktbueJxIQjmU+x+P1UT72U2C62b1uEe027YrLdFF5yHQMb4j6De/T0tSQtaxhGAw+ZCpmqIzGT5bTWLcLgHg2ISHyxEIXeSLxsDBMPeLh9qmXWQDVk0RmCYKgDTLkUBN0uPmVYVQZ3P6QcpkFeqwOBpIJBHtnArVJJpBGw6jiOQSOyJMMTsmsSDi75DzYM3t1uJ735ccpj9dH9bgZvZZZgybM6IPMmoYZKu8is7Ii8sRCZFYGT0B9PMASM6rjAdaxoVJmmcmFPlrr1cms5A9pgiAIKURoaYDhlmFUXd6jWJ6ArA5mlZVMoBTdM4HUzQmkUyaQLsOoVGdm9Rd5IjIrgw7xEJnVCR3kiQ4yy3TpIbOC5erjARCqUp+ZBWAaauPhK7D+j7ark1luvyUYAXatVCOzvCEYcrh9PQVBGHDIkEMNMD0B5ZlZgAyjQlYHy5SVTKAUXTOB7IWaZAJl0KGzLvIkg8isDDrEQ4fzQ2RWJ3TJBCoYBM3b1WcC+Qpg+1J18UjeDxJtU5spF6ywHjftUJsp5/Zbj2PZ20wgvzIrVAmx5L2YTXuVV5k17RtgJLuuHc3QtD1LYROCpWC6rYy2uN1+M6x95vJBe71VFzt8ReAN5j6XBUFwDBFaGpCIhTUZRiUTKsvqYJIJ1JnumUBHZC0rnfUMOnTWJR4ZRGZl0CEeOpwfhmHqIbOC5eDx65EJVLNSYWaWJplA/mLr/9ZatZlygTLrcXMNaod9Jv+O2dyXOjHss8Num0nyLbOibVaGGIC3wIrp3oQqYPzpVh3Wv2JNYJ+1vsUwcZYVh7UvWNv0FvRc1hOACbOsuDRshspDrFj3KPgMKKiyZFbzrtziKVRhyayWmsz3y0ag1JJZrXUitARBI0RoaUA8bN+AyoTKGZxbHSw7A2V1MMkEEnmSQuKRKtv/4qGDzDIMQ+KRqrPpVn5+APiKKqFpu1qZBZIJBFYnPZDKBNqpNhPIG7QedzTbl833sM9Yqj1RPIdZa619fZ2awyxUZV/WCZnVsht34FBrqOHwGda/bBRWw/Q59ttOE4Jp5/SyLJbMAtypqTm6kJRZLk/vZZY70HuZ1dsJ+Z3EG4JEHFeP+0MQBgYitDRHJlTOIKuDWUhnPYPIkwwSDwuJRwa3N4BfscyC5OIWiuNhun3K4wFgenyKM7OMZEVMpTLLX5DM3JBMoL0ygWyGRjkhT9r32JcDZ+Ywa80hWpyakD/UQxZSCl0m5HdIZkGmLee9P1oiOl02BBVjLSm0ez1gEw+Xzzom4jHrmLAbDmh6rH1huqx9EeuAsafA5C/hSmU1phmAMgusOBkm8RV/x2ztxXDifFE+FsacpO7zhQGNCC2NkWFUGXToHOqQ6SDxyCDyJIPEI4WpRTx0kSfuUDnxnSsUZmaZqQdK4wFguDxqM7MM69fzRDyutL1yeay5eMKNNcpk1qDRkzF9IesPyQRKZgLl6Ig6JU/8NkPEwLkJ+csOyV5WVpfM4KDM6kLTdqhdn9xuMh51G3ofjz1beh+Pll1d4zGop0nhB6jM6kxLrbWvVBEsV/fZwoBHVjnUFB06h9JZzyAyK4MO8ZDzI4MO8dBlGJXL61ceD9BAniSXVk9E25W1Vx6vD2+nxS2UycVOK6SqbK+M5FyV8Uib2vYqSdxmTqB8yyx3yRCiLTk61DCwMoFUz9E00FeXFJmVIZfM6rJdDeIhMksQBjySoaUh0lnPoENnXWRWBh3iocP5AXrMCaRLJpDqYVTp32YM1MZDE3ni8ljzAnU01SqTWdaE49bwtkQ8e5zz3V5hWrc5iRyrg+W7vbJd4j6JE9fzWMS+A+eEzGrd9hEML8JjV1gygSx0kScisyx0iYfIrCQis7QjFrZWJq9dbx0bWTGgbJR1LNdvhPYcx3HxMCt+DZ/YZ7RWHrovtRb6OSK0NEOHzrrIkwwiszLoEA99MoECyuMBGmQCaTKMyvRkVmpVeX7oIk8S6bZHpcxyE2mpx2tTXyfaq0QvVqJyQr7HcywF79T1PDF6StayTsmsup2bKRt+VPbCIk8sdJEnEg8LXeKhg8wyPerjITJLT0x3788PX1Hvz49QRe/Oj9TCFsKAQoYcaoTIrAw6yBMdZJYuq4NJJlAKI/2fZALpN4zKLgtmIMmTWMRenjghs3avW5RjcnJnrh+5Vq51KpPUDh2u507KLFtEnljoIk8kHkkMPeLh9qqXWWDNl6Q0HoAnIDJLR5p3qG2vQpV9rrLQ/xGhpQk6yCyZUDmD2+tXLrNAj9XBQDKBIJUJZA3lkkwgvYZRxaP2N7MiTzI4JbPsJhw/2H8M0eF6LjKrE/1NnojMyuD2qo8HQGG1+niAtUKgUpmV/FEvHlUrFwFMU63McvnsX3cIM7VyrS7Y3o850F615P5xXDj4kCGHGmC4dBlGJRMqp5DVwSwkE8hCMoEy6DiMikRPqx5ZiDzJIDIrgw7xEJnVCR3kiRYyy9RDZvmLrQwYlfEAKBgEdevVyxOXV208PMlhVLEOdTLL5bXKA7TWqpO9/mLrcaRNnczyFVnZYWBte9uS7GWDZVAywtq/e7bYb9dfBKWjrRjXfYzt+eEJQvlYErEONFNaWXBIvvtLDlB9hf6ECC0NML0B5ZlZgAyjQlYH64xkAllIJlCG/jaMSuRJBpFZGXSIhw7nh0qZZXT+XweZpUsmUEGVJQtUZwIFSmHzO+rikZIFsbDaTLlQmfVY9TAqb8h6nOMeJK8yq6AKSLVTdudSnjMXk/fp2FzDgPzKrEAJxJNtazwC4eaeyxZUWzKrt+dH6ejey/fysVZ71bTDfrta4GAmqQitAYkILQ1IxKMyobIm8kRWB7OQTCALyQTK0N866xKPDCKzMugQDx3ODwxDaWaWkVRaUV8xbk+Ajt0baNi23na7RZXD8FeMI9awjdpPVmG76EFJFaGqQ4m31FG7cVnWfVwUjRMA9ZlAqaxs1ZlAvgLr/7Z6tZlywXLrcfMutcM+zaRYUz2MqjdzOeVbZsUikONezJFhuO177OsA+ZdZbQ0Qs/9h0bFM0oJB9ttWjibDooWDGhFaGhAPyzAqbeRJrl98GDirg0kmkMiTFP2tsy7xyKCDzMIwJB4pDJfy8wPAV1iB0YraYYaAO1hK+8a3qNli3+Erqx6Of/BEog3b2LFxhW3ZorIqQsMP69UcmIYumUBBKytbeSaQr8h6nEsa5Luznsp+scvOdkKetNbafjXHOuu5Jrp2QmY125/7js0pVzjYvh5OyKxcwz51GBatBSKzBGeQSeF1wG6ItAyjSiOrg1lIZz2DyJMMEg8LiUcGl9unXmYBbm9QeTwMt1d5PCA5V6XK8yP1v8ujVGZ5QpY4ibbW90pmBYf0Xmb1ZUEXX1FSFEgmkNU5zNVRB2c66625pIxD8sR2xIAmnXXHZJbCYYa9mlMOkVlaocn5IQwIRGhpjHPDqNRmZunUObRDh0yHgRYPkScSj75lnuiRCaSLPPEUVijPzALANJXGA6w5GtVmZiVvt+Jxpe2Vy2tN6hxp2q1MZlUOOwS33xJaHU328cinzCodMz0zxYFkAlmdw44scwGlcKyzrjge/WV1SZFZGURmaYQm54egDS6XK6/blyGHmqJD51A66xlEZmXQIR5yfmTQIR66DKNyefzK42HVW608MZIiKRGLKGuvXKYLb6gEgFhHizq5mBxSFo+FlbZXptuanzEWaVfbXiV/x4zZZALlW2b5K8cQbW/MeQOad5kVbqF9Tw1Buw071VkPVthUwsHO4eBp2cvq0FnXQp5o0lkXmZVBZJZGKD4//CWWEDckZ6cL8Risfwkacqy0OfJYqJwIH79pxcSOwYfDsE/BlsWwfZn9xw89so8V7hsitDREOusZdOisi8zKoEM8dDg/JBOoK6qHUaUHUinOBNJFnrg8AQA6mnYrk1mDJszASC30Ybu4RX7bKyM5lCuRY2h93tur9HmRvawT1/NYxH6VPSdkVnvNBhKuItsbUCdk1o7ViyiePiz7hrXorGsiT3TorEs8MojMyiAySy8KKqHdq+788AYtmbXy2dzHez4pHwtjTlL3+Xuz5V1LPNkx/nRLZn30POxYbl925HGWzNrwGmxaaF920FSMqkNzSq/9QYSWZujQWRd5kkFkVgYd4iGZQHvXW4ZRGYaJ6c6s1Kry/NBGnqSWVreJR95lljdEtLUBj813c6K9SsTtz2VwRr7nmqvSqet5YtQkm7LOyKyaLeuoGDQta1mnZJbd9VyPzrom8kSHzrrEI4MOMstwaxAP9JBZ7oD680Mn3AHY9bbC8yO5UmvL7tzbzSeplVp1oSnHog7jT4chR/ReZo05qdcyi4lnwO4NfatvH5F8PI0QmZVBB3mig8zSZXUwyQRKIZlAKbQaRpUSazY3fANJnkTD9jf2Tsis+g3vE4vaxc6Z60fCdlJn5zJJVWdm9aa9ckpm2SEyK11YD3kiMiuDDvFwedTLLIBQufp4eALqZRZYZVWeH6ZmuSktu9S2VyHNRFJ/IN8ya9sSEjs+PHD17QERWpqgg8ySYVQZXG6vepmFHquDgWQCgWQCdUa3YVTxqP3qpANPnmTHKZmVa8Lxg/nHEB2u5yKzMojM6kR/k1kujwbxwJI9quMBlqRSKrOSP+ol4mrjAdZ2VcosMznJdaRVrewtHGT/2U6TY1h73turjl4cO0IGB2QWa+YfuPpmQYSWBhimqfzmF2QYVWdkdbDktiUTCJBMoM7oOIzKfqVWkScpRGZl0CEeIrMyiMxKF9ZDZvkK1MssgMJq9TILksOoFMYjeQ9ELKxOZpnuTD1a6tSdH75C62G0XZ3M8oas7wjQvidHHfKcuZhs/8xUv0FnnJDv7b3IqhMsDhKZBTKHlhaYvpDyzCzrTSJPZHWwDJIJZCGZQBn64zAqkScWIrMy6BAPXc4PkVlJtMkEUjyhcopguTWBr7LMrGT3JJ5QKxeDZdZD1cOo0hLH/h4krzKroKrTE3axy7PsdaXkXtSmLPmVWcEyiOf4fHBmGG5rLQCJpm0Y23uQEqYbKg6x9vXudRCzOYYM05rM3O2H2vVWXbIXhrJR1r6r32gdd3Y4lUlaeaj1fNM22Ht/+IugdLQV47qPsY2HJ2jti2i7tS9srue4fNY+TsSsfRyPgr/Uvt6qOYhkFojQ0gMZRqWNPJHVwSwkE8iieybQYTZlpbOeQpfOusTDQmRWBh3iocP5AWghs7zBQtwhxTILrEyghs1q5QloMKFy0Pq/o1ntMKqUSGreoTZTLiVPVA+jypWJBPmXWYlE7no4kbkY7s28VnmWWR3N1r6zrYNDc8oVDrGej4Yh3Ny1rMsLlRMsUbV9ee/i4fb3Ph6+oox8t9sfKoZF770/AmWWzOptPMrH9j4e1WMtidX5+mEnDlVzkMkskCGHWhALt8owKl3kSXp1sOxlnVodzA7JBMqgQ+dQOusZJB4ZdIiHDjILA4lHCsNUfn4A+ArLlcssAHdhpVKZZSYzw9VnAiV/zVedCeQvth4nsz6ykvfOevJv26w6B+RJrliAM531jmb7sk7IrFzfzalhuDl+4HREZuUa9nlQL5CgybBoHeb460s8dOEglFkgQksPbG7MZBhVBic6IzFZHaxfdQ5FnmSQeKTKSjxSmC6PepkFuLwB5fEwXB7l8YDkSq2KZRaA4fYrlVluv5UJFG9vViaz/IEQ/qIK6w/JBLI6h2G7IUZJnOgctvVCyjgiT3JkWejQWXdKZtkOudJEnojMstAlHjqcHzrEQxcOUpkFIrS0RiZUzuBY59BmuzpkOgy4eIg8kXj0sbOuQzx0kSfeogrlMgvAMN1K4wFgun3KM7MASKC0vXJ5LHESbalVOmeWO2RlJLXvsa9DPmVWxSEzMn0byQRKTqiseILrVOfQZroF6ax3QmRWBpFZFrrEQ4fzQ4d46MLgqQetzAIRWtqiQ+dQOusZRGZl0CEecn5k0CEeugyjMj3qM4FAvTxJLW5BPKG0vfKGrOFLsXCbOrmYmo8wFlHaXnWeq1Jpe5Vcaj6aIxs53xPAxztyZwLlXWbFo7Q36jKMqh9kAunQOZTOegaRWRlEZlnoEg8dzg9PQH08dKJ0lFqZ1WVRiQOPTAqvIdJZz6BDZ11kVgYd4qHD+QGSCdQZbYZRmabaeGgiT1wePwAdjTXK2qvBh0zDSA6jSuRYjSqf7ZWRXFo919D6vLdXaeyGiOb/eh6L5J6o1onVDKOuYgI2ZZ2QWTvXLqJw6uezV0JB57AtGqOxsb1L2fIRh+IqHET79o9orNlis10oGTIWX+koOnZvoGHbetuyRZXD8FeMI9awjdpPVgEJimNx/D3UI1RSRajqUOItddRuXGZ/z1RQQtGgKSTCLdSue5+4zWpwXn+IkmGHQSxK7frF6eOzKBrvfnxIZz2DyKwMIrMsDFOPeATLweNXe34AiVAV8Z0rHWmveqI4buAHYokE63Y00hG1ufYbBqMrQ/jdJht2t9AWtpvTGkaUhSj0u9lU20pTu/10PWPHlBMCSzqpklnlYzGGTYe6D+3L7QcitDRDh866yJMMIrMy6BAPyQTaqx4yjArDMDDdljiJRzqUnh+6yZOEzY1yvmWWGSon2rYHT9aSFvlur3qztLoT8j0esf8V16nreSJ+qG09nJBZOzauoKI8ez2ckll213NVnfV4HMKxzPcdNHoSrj7Ew1fR+3j4B3dfXTJ1OHeuR1FZFaHhh/U6HkWjjuh1PErGfKrHeMT3/gxd5InIrNSG9YiHDjLL7VcvswAKB0PzdrXxACse25cqPD+SP6RFWtm+bokj7dXeeLw+fCWDAWhsiyiTWUNLAgS9VlY2DTn2cR5lFlNmw54d9uX2ExFaGiEyK4MO8kQHmaXL6mCSCbTXeyQTSKthVCmxlsghLwaKPInlmFjaCZnV+MlyfOMrbYWWE9ePeI5OgFOZpHBE1rK6XM+dkll2DGSZtTcSjySaxEMLmeVyayCzgFAZNHWojYfbp15mAfhLoWal2swsANNQG4/OK6SqHBYdKAOgrcH+ep6v9ip9f5WMS2nQS+mwEvt6JxlXVdircgCjK0K9LGnkLpJvmVW7nsTO1cDQXta574jQ0gQdZBaIPElhutzqZRZ6rA4GkglklZVMoBS6DaNK5FrGm4ElTxJjpmbfrkMyq7FuF5VZSx/cP4bocD0XmZWhP8oTiUcSU5NMIE2GUeH2q5dZYN2Tqc4EcnnVyqzUfWm0Xe2cWcHkSq1NO9TKXq+1ci0dzfZl8z3HXyzZnqiUWaabjqbd1vDtui00bljUraxpuigfOQnD46dx60e0t9jEwzCoGD4BM1BMy461tOyxi4dB2dAxuAsraa/5mHhHGFv15YDMYsXfoXyiffn9RISWBhimDKPqUg/V8gTwFlVC/aYBvzqYZAKlykomUAoth1HZ3Rwi8iS9XQdllh0SDwuRWRm0kCcis9J4/CGCquMBUDBIhlEBJO+BiMfUySzDtIQaQEutunj4Cqz/o+1qhxkmf+CkvR61E8An/7abq9KJzMVcK6SCMwtWtNrHzgmZtXvdIgomfw6wfgAPt3Xd3y7TReWEGRgef+/vrwLFvbq/GjR6Mu7CyvT1o2RcRfbCTsms3kjy/URWOdQA0xdULrNAhlEBnVYHiw/41cEkEyhVVjKBUnQfRqU2HgN9WLTIrAz9LR66nB86yBMtZJYmmUD+4irl8QDwFFUrjYdpyjCqNIEy8BZZj3MMJ8+rzCqozvydUChPUlItZj9/UF5lVqjSkk65cGI1w9Za+zo4NQw3nGPlWg1WX3VKZqm6v+rL9dxxmeWxWwZm/xGhpQOJhAyj0kSeyOpgFpIJlCormUAp+mNnXeKR3K4mN1sSDwtdzg8dZJbHH1Qvs8DKBFI9rA0w/QVK4+H2WfdA1oTKauLh8frwFyXlSdNOGUbVeRiVHfmWWYYBOe7PHZEnHXbbTJJvmRVtyz1JuxMya/sHYHOtOejnlBOZlUZrmQXgyrVE0P7Rr4Yctre387vf/Y7nn3+ebdu2UVxczKc//WmuuOIKqqurc2+gE3v27OHOO+/kpZdeoqamhsrKSk499VQuu+wyioqKenxPLBbjkUce4amnnmLTpk0Eg0GOPvpovvvd7zJ27Nh9/l7xjlYZRqWLPEliV3agrA6mVyaQ/hMqS2fdQuKRQYd46HKzJfFIYWpxfngLSjG9bg0ygQYR37lCMoGSmUDRphqlmXLuUDmgw4TKySfssnAG0jCqXBLHCZmVa7tOyZNQlX1ZJ2RWrmGfTsmsgbxAgsisNNrLLAfoNxlaHR0dnHvuudx99920tLRwyimnMHjwYJ5++mm+9KUvsXlzjgB2oq6ujrPOOotHHnkEl8vFqaeeSigU4uGHH+ass86ioaGh23vi8TiXX345P//5z9mxYwef+cxnGDduHPPnz+crX/kKy5cv3+fvZnfTIMOoMjizOpj90EynGq9YxP5XMOkcWog8ySDxyCDxsDAMlxY3Wy6vX3k8DNOtPB6QXKlV8fkBYHqDkgmkYSZQuNVeXOR72GcimjzOFE+o3N6YQxgMuGFUNjgls+x+dNZFnojMstAlHiKzAJFZTtBvhNbdd9/N0qVLOeKII5g/fz6/+c1veOKJJ7jmmmuoq6vjuuuu6/W2fvazn7Fp0yZOO+00/v3vf/Ob3/yGf/7zn8yZM4ePP/6YW265pdt7nnrqKV544QVGjRrFv/71L+644w4eeeQRbr/9dtra2rjqqquIRnNnGPUFGUaVwbHVwey2q0njNZDiIfJE4tEf46GLPPEVVSpvrwAMl1dpPABMj095ZhYABkrPD5fHGtofbW3QJBNoh2QC9TITyIk5zDqa7OfjcapzGFcdj37SWReZ1QmRWRa6xEOD80MHmWWYhh4yq2LcQSuzoJ8IrXA4zGOPPQbAj3/8Y0KhzAKUc+fOZcKECbz77rt8+OGHObe1a9cunnvuOTweDz/5yU9wuzOjLq+++mrKysp49tlnqa3telF/4IEHAPjBD35ARUVmxYDTTz+dmTNnsmnTJl566aX9+p6dkc5hBh066yKzMugQDzk/MugQD12GUZlun/J4gHp5klrbAtNQ2l55gtbw/XikTZ1cNFwAJOJxpe2V6cms1KqyvUotvhJtty/rXCZQ9rKSCZTBqQn5VccjV3slnfVOiMzKIDLLQpd4aHB+uLw+9e0V4C8Zol5mAVRPUiuzUgtb5Il+IbTef/99mpqaGDFiBJMmTer2+umnnw7AK6+8knNbb7zxBvF4nBkzZnQRUwBer5eTTz6ZWCzGa6+9ln5+8+bNrF+/Hr/fz0knnbRfn98bpLOeQYfOusisDDrEQ86PTnXWJBNIl2FUhsujNh6ayBNXcjWZcONupWnwZnKRjXjUfjWqfLZXRnK5+3ikTW17lcJ2ld38t1e5Fl0ByQRKo0nn8GBeXVJkVidEZmUQmWXRF5mFoUc8/MXqzw/AVzJEbXuVSsp2e5XKLH+RlQ3NzpXqZFbhYIxBk+23t5/0C6H10UfW+PGeZBbA5MnWTlq9enVetpV6PG7cODye7lN19+XzcyGd9Qw6yBORWRl0iIdkAu1VDxlGZdWi0wqpKs8P3eSJXWfdiTkdou25V6PKd3vVm/R3J+R7PMdclU5dz3PJackESqJJZ11kVhJN4iEyK11Yj3joILNMjwYyCyisVh8PgECp4vPD6qcnomGlc2b5CisB6GjYpkxmVQ47BE+w1Ppj91rbsvmUWUw7GyK5f5TeH/qF0Nq+fTsAgwYN6vH11PPbtm3b722lVkvsvK3U4wPx+XaIzMqggzwRmdWpzpIJ1PU9kgmk1TAqksOoEnbZFgwceZJrcQunJiiNddjfgDtx/ciVkeRUJqnqzKzetFciT5JoIk8kHkk0iYcWMst0aSCzgGC5+ni4veplFlj7QnVmVuo9SuVigfV/W72688NbaMUDaG/YpnYC+KRYi9lsN98yy185hkhrjuMd8i+zWnaT2Jl71eP9wZ27iHpaW625Bfx+f4+vBwLW8IqWltwd0dS2Uu/Zm2Aw2G1bB/LzO5O6iQhUjmTYhCieQCEYBpG2JgqLK2zf6w0UgOkm0t5MYVGZbVlPIITh8hBtbyZeVNrtdX/xIGKxGMGKkYya6sFw+4h1tBIr7F62M26vD9MbIB5uI1pYQumg0VnLujxeXL4giWgHkfY2iitHZK1HqGo0Q9wFJGIRIm0tFJUPzbpdw+XG4y+AeJRwWzOFpT1LRwDDNK19nEhY+7ik+9K/odLBxGIxzIpDqCgeTMwwaKvfgWf4dLrn5iW3a5gESwcTd3tob9iBOfgwCgdnrQXB0moSngCte3aSqJhAYcWE7qWKhxGLxSgYdAiV3iIl8YBOx0bVKMoSLsfjka5HiVUPf9lgipqbHT0/utSj1IqLv7iSsiHjbMvmIx4AptuNL3mc+kuqGDJuetay+YqHYRh4AoV4Cyus46N8OEPHZ785y1c8PP4AhtuHN1SSbsOGju/5Rjyf8XD7rfbKW1BqW498xyN1/Qgmzxez4hAKx8f2Knvg26sUweJKDH8B7U27iRSPwp1sx4JVoxg6vutNjxPxiLS1dLm+7R0Tp+JRWFxhW498nx+drx+Za9xYCjvVw19QhidUQntLA+3BwRSOz3pQ4AsW4imsINLeTKunjMLxn85eB18QX3E1kUgbra1hCsadYO2j0hHEYjFcVRMoxBL0bq8ff8kgotEIre3bCR5yXNbtutxeAqWDiCUStNZvwz/qKHq+Q7PkYrB0SI/Xc1fpSGKxGInyQ8BwA4YlAVweq2NflWOYRKjS6gC31ED5ePuygTLwhaC1DkpGW/9SFA3D6LQ/nI5His5xKfWGHI9HenvpuIyHwqHOxyNFMi6JqikYpWNItDVY9SnMfh+UkSctEIjCMJv7lbQ8aYdYDIYd3XO5giEYsRj+qjGU47XmXKvIfkxgmNZ3I2HVo7zapqyRLGtYZcvs7sWs9iNRMBhaG5yPB2T2RcVIyqMJiNi3mbg94AlYAincDozMXtblsuIXi1qSKjEsa1F/yRBrX/jLgI+h+jCb7XqheKjV+d+zBSp7HiUEWBKreJgVwz1bweaai2FC+SHWMeryQdnY7GUxoGgweELQuB2KR1j/shGqgkCxtQJswWDrXzYCZRjFIyAWIxEohUHTspf1FVnZZG17wFNgX9ZTYNU50gIdrTDo8Oxl3QEoHgLeQoxYDKNsNKFRPd+Xmh4vBVUjicXjNNdswjtkKt4smzXdbgoqRxIzTZp3bcJVPYlQlrKGaVJQNYq420MMN+5YDLNiDKFwzz+2FlSOIOEL0VK3lVjRSEJF2Y/NUPkQjGAxbQ076QgMIjQq+/1KsKQST2El7U01xL0lmLEY8YIh0JN7KhmGMfhw2L2BRN1mqLA5NguqMIZNhz07SOxcDeUTs5cNlGAMPwpaG0lsWUqseCQQtv0BZX8wEvna8gHkRz/6EX/961+56KKLuPLKK7u9nlqxcNSoUcyfb28Wv/3tb7NgwQJ++tOfctZZZ3V7feHChcydO5fjjz+e+++/H4B7772XX//613zhC1/gtttu6/aeaDTK5MmT8Xg8vZqYPkU4HOaDDz7odXlBEARBEARBEARBEIT+xGGHHYbXm00f7jv9IkMrlTXV3t5zGn5bm5WK2Xn1w1zbSr1nb1LZWJ23dSA/vzNut5vDDjsM0zQx0stSCYIgCIIgCIIgCIIg9G8SiQTxeBy3Oz/qqV8IrcGDrTTHHTt29Ph66vkhQ4b0+HpftrVz585u20o9PhCf3xnTNPNiKQVBEARBEARBEARBEA5m+sWk8BMnWmM0V65c2ePrK1ZYE41NmGAzzng/tpV6vHbtWiI9THzcl88XBEEQBEEQBEEQBEEQ9o9+IbSmT59OYWEhn3zyCatWrer2emrerJNPPjnntj796U9jmiaLFi2itra2y2vhcJhXXnkFl8vFSSedlH5++PDhjB07lvb2dl577bX9+nxBEARBEARBEARBEARh/+gXQsvr9fLNb34TgBtvvDE9zxXAAw88wOrVqznqqKOYMmVK+vlHH32UWbNm8ctf/rLLtqqqqjjzzDOJRCLceOONRKOZVX5uvfVW6urq+OIXv0h5eXmX982dOxeAX/ziF11E2H/+8x9efvllRo4cySmnnHLgvrQgCIIgCIIgCIIgCILQI/1ilUOAjo4O5syZw7Jly6isrGTGjBls27aNZcuWUVZWxl//+leGDx+eLn/nnXdy11138eUvf5lbbrmly7bq6ur4+te/zieffMKIESOYMmUK69atY82aNYwaNYrHH3+ckpKSLu+Jx+N897vf5YUXXqC4uJhjjjmG+vp63nvvPXw+Hw8//DCHH26znKggCIIgCIIgCIIgCIJwQOgXGVpAWhpdcsklBAIBXnzxRbZt28bs2bP529/+1kVm5aKsrIwnnniCOXPmEIlEeOGFF2hqamLOnDk88cQT3WQWWBO433777VxzzTVUVVXx6quvsmbNGk477TSeeuopkVmCIAiCIAiCIAiCIAgO0W8ytARBEARBEARBEARBEAQB+lGGliAIgiAIgiAIgiAIgiAAuFVXQBjYzJkzh3fffTfr67///e858cQTHayRMBD58MMPWbhwIcuXL2f58uXs3LkTgNWrV9u+7+mnn+ZPf/oT69evx+PxcPjhh3PxxRczffp0J6otDDD6epym5pLMxrx587jqqqvyUldh4NHW1saCBQt4+eWXWbx4Mdu2bcPlcjFixAhOO+005s6dSygU6vG90pYKTrEvx6m0pYIKHnjgARYvXsyaNWuora2lo6ODyspKjjzySM4//3wmTJjQ4/ukPRWcoq/HaL7aUhFaghacfvrpBIPBbs9XV1crqI0w0Lj77rt56aWX+vSem2++mYcffhi/38/xxx9PR0cHCxcuZMGCBdxxxx2ceuqpeaqtMFDZl+MUYPr06YwcObLb85MnTz4Q1RIEAP75z39yww03ADB27FhmzpxJc3MzS5Ys4c477+S5557j0Ucf7baKtLSlgpPs63EK0pYKznLvvffS1tbGhAkTGD9+PABr167lmWee4fnnn+fOO+/k5JNP7vIeaU8FJ9mXYxQOfFsqQkvQgquvvpphw4aproYwQJk2bRoTJkzgsMMO47DDDmPmzJmEw+Gs5RcuXMjDDz9MSUkJjz/+OKNGjQJgyZIlzJkzh2uvvZajjjqKoqIih76BMBDo63Ga4qyzzmL27NkO1FAYyLjdbr7+9a9z7rnnMnbs2PTzu3bt4r//+79ZuXIlP/vZz/jlL3+Zfk3aUsFp9uU4TSFtqeAkd999N1OmTMHn83V5/rHHHuOmm27ihhtu4LXXXsPttrrz0p4KTtPXYzTFgW5LZQ4tQRAGPBdeeCGXX345M2fOpLKyMmf5Bx54AICLL744fcMAcMQRR3D22WfT2NjIk08+ma/qCgOUvh6nguAkX/7yl7npppu6SAKAqqoqfvzjHwPwn//8p4uElbZUcJp9OU4FQQWf+tSnuokCgG9+85uMGDGC3bt3s27duvTz0p4KTtPXYzRfiNASBEHoA+3t7bz99tsAzJo1q9vrqedeeeUVR+slCIKgKxMnTgQgHA7T0NAASFsq6EdPx6kg6Egq48Xj8QDSngr6sfcxmtfPyvsnCEIvePLJJ2loaMA0TUaNGsWpp57KkCFDVFdLELqxceNGwuEwZWVlDBo0qNvrkyZNAnJPKC8ITvH222+zatUqOjo6GDRoECeeeCJTpkxRXS1hALF582bAurEtKSkBpC0V9KOn47Qz0pYKOvD3v/+djRs3MmrUqHQmlrSngk70dIx25kC3pSK0BC245557uvx96623cvHFF/Od73xHUY0EoWe2bdsG0OMNA0AwGKSoqIg9e/bQ3NxMQUGBk9UThG4888wzXf6+/fbbOf300/n5z3+eddU5QTiQPPzwwwCccMIJeL1eQNpSQT96Ok47I22poII//OEPrFu3jtbWVjZs2MDatWupqqril7/8JS6XC5D2VFBLb47RzhzotlSElqCUGTNm8NWvfpXp06dTWVnJ9u3bmT9/Pvfccw933HEHBQUFnHvuuaqrKQhpWltbAfD7/VnLBAIBGhsbaWlpkZsGQRkjRozghz/8ISeeeCJDhgyhsbGR9957j1/84hfMnz+fWCzGb3/7W9XVFA5yXnvtNZ588kk8Hg9XXHFF+nlpSwWdyHacgrSlglrefPNN3nrrrfTfQ4cO5f/+7/+6ZLRIeyqopDfHKOSvLRWhJSjl8ssv7/L36NGjueiii5gyZQrnn38+d911F1//+tdtG2hBEAShO//1X//V5e9gMMgXvvAFjj76aL7whS/w4osvsnTpUqZNm6amgsJBz/r16/nBD35AIpHgBz/4QXqOIkHQiVzHqbSlgkoefPBBABobG1mzZg2//e1v+da3vsUVV1zBxRdfrLZygkDvj9F8taUyKbygJSeccAJTpkyhsbGRZcuWqa6OIKQJBoOANQFnNtra2gBkCIKgJVVVVenlkt944w3FtREOVnbu3Mm8efPYs2cPc+fO7ZZtLW2poAO5jlM7pC0VnKSoqIgZM2Zw3333MXnyZG6//XaWL18OSHsq6IHdMWrH/ralIrQEbUlNIldTU6O2IoLQidRiBTt27Ojx9dbWVhobGykuLpaUbkFbpH0V8klDQwPf/va32bp1K7Nnz+aHP/xhtzLSlgqq6c1xmgtpSwWn8Xg8nHHGGSQSifSqhdKeCjrR0zGai/1pS0VoCdqyZ88ewBrzLQi6MHr0aLxeL3V1dezcubPb6ytXrgRgwoQJTldNEHqNtK9CvmhpaWHevHmsW7eO0047jZ/+9KcYhtGtnLSlgkp6e5zmQtpSQQWlpaUA1NXVAdKeCvqx9zGai/1pS0VoCVpSV1fH4sWLAZg8ebLi2ghCBr/fzzHHHAPAv/71r26v//vf/wbg5JNPdrRegtBbEokEL774IpBZylsQDgThcJhLLrmE5cuXc8IJJ2Rd4QikLRXU0Zfj1A5pSwVVvPfee4A1yTZIeyrox97HqB3725aK0BKU8f777/Piiy8Si8W6PL9lyxa+853v0NraysyZM7MuQSsIqpg7dy4A99xzDx9//HH6+SVLlvD4449TVFTEV7/6VUW1EwTrR4HHHnuM5ubmLs+3tLTwk5/8hGXLllFZWclpp52mqIbCwUYsFuN73/seb7/9NjNmzOCuu+7C6/XavkfaUsFp+nqcSlsqqGDx4sW8/vrrxOPxLs9HIhEeeeQRnnnmGfx+P2eccUb6NWlPBSfp6zGaz7bUSCQSiX3/KoKw7zz99NNce+21VFZWMmnSJAoLC9m2bRsrVqygo6ODcePG8dBDD1FeXq66qsJBzquvvsrdd9+d/nv58uUkEgkOP/zw9HOXXHIJn/nMZ9J/33zzzTz88MMEAgGOO+44IpEICxcuJJFIcMcdd3Dqqac6+RWEAUBfjtMtW7ZwyimnEAwGOeyww6isrKS+vp4VK1bQ0NBAUVER9957L5/61KdUfBXhIOShhx7iZz/7GQCf/exns87TcvXVV1NWVpb+W9pSwUn6epxKWyqoINVHKi0tZfLkyZSUlNDQ0MDq1aupqanB5/Nxyy23dBFaIO2p4Bx9PUbz2Za6D/SXE4Tecvjhh3POOeewfPlyPvjgAxobGwkEAhx66KHMmjWLc845B7/fr7qawgCgrq6ux9U0Oz+39xjw66+/nkMPPZRHH32UhQsX4vF4OPbYY7nkkkuYPn163ussDDz6cpyWlJQwb948li1bxscff8ySJUtwuVwMGzaM2bNnc95551FdXe1Y3YWDn8bGxvTjF154IWu5Sy+9tIvQkrZUcJK+HqfSlgoqOPLII7nooot49913Wb16NQ0NDXg8HoYOHcqsWbOYM2cOI0eO7PY+aU8Fp+jrMZrPtlQytARBEARBEARBEARBEIR+hcyhJQiCIAiCIAiCIAiCIPQrRGgJgiAIgiAIgiAIgiAI/QoRWoIgCIIgCIIgCIIgCEK/QoSWIAiCIAiCIAiCIAiC0K8QoSUIgiAIgiAIgiAIgiD0K0RoCYIgCIIgCIIgCIIgCP0KEVqCIAiCIAiCIAiCIAhCv0KEliAIgiAIgiAIgiAIgtCvEKElCIIgCIIgCIIgCIIg9CtEaAmCIAiCoIw5c+YwYcIE7rzzTtVVUUpbWxu/+c1v+NznPsfUqVOZMGECEyZMYNWqVaqrlpNrrrmGCRMmcM011/TptYHKli1b0vHdsmWL6uoIgiAIQr9FhJYgCIIgaMadd96Z7vAefvjh7Ny5M2vZzp3jd955x8FaCgeSK6+8knvuuYcNGzZgGAYVFRVUVFTgdrtVV01LVq1axZ133smDDz6ouircfPPNTJgwgV//+teqqyIIgiAIAwoRWoIgCIKgMe3t7fz2t79VXQ0hj6xfv55XXnkFgF//+tcsW7aMBQsWsGDBAsaNG6e4dnqyatUq7rrrLh5++GHVVeGll14C4NRTT1VcE0EQBEEYWIjQEgRBEATNeeqpp9i4caPqagh5Ys2aNQCUlJRwxhlnKK6N0Bc++ugjtm7dSnV1NVOmTFFdHUEQBEEYUIjQEgRBEARNGTx4MBMmTCAajcpwpoOY9vZ2AEKhkOKaCH0llZ01c+ZMDMNQXBtBEARBGFjIxAyCIAiCoCmmafL973+fCy+8kPnz57N8+XKmTp3a6/dv2bKFU045BbA63sOGDeux3MyZM9m6dSs///nPmT17dtb3G4bBPffcw5tvvkltbS3V1dWceeaZ/Pd//zfBYBCwso3uu+8+3nvvPerq6hg8eDBf+tKXmDdvHh6Px7a+4XCYBx98kH/84x9s3rwZj8fDlClTOO+88zjppJNs37tmzRoeeeQR3nnnHXbu3IlpmgwbNoyZM2dy7rnnUlZW1u09d955J3fddRdHHXUUjzzyCPPnz+fxxx9n1apV1NfX853vfIfLLrvM9nM709HRwZ///Gf+/e9/s379etrb26moqODII49k7ty5HHrooT1+foqtW7cyYcKE9N9f/vKXueWWW3r12an3Pfzww4wZM4Z77rmHV199lZqaGoqKijjmmGO45JJLGDt2rO12Xn31VZ566imWLl1KfX09gUCA8ePHc+aZZ/LVr34Vr9fb293Ra7Zs2cJDDz3EwoUL2bZtG/F4nMGDB3PCCSfw7W9/myFDhvT4XaH7PgO49NJLu8TtjTfe4PHHH2f58uXU1dXh9XopLS1l5MiRHH/88XzlK1+hpKRkn+qeElqp82Rf2L17N/feey8vv/wyNTU1FBYWcvTRR3PppZfaxqupqYmHHnqIl156iU2bNhGNRhk0aBDHHnssF1xwAcOHD+/2ngPdJsTjcX7/+9+zYMECdu3aRVVVFS+//PI+7wtBEARB6AsitARBEARBY0466SSOOuoo3n33XW677TZlcwatXLmS66+/nsbGRgoKCojFYmzevJl7772XRYsW8eCDD7JgwQKuuOIK2traKCwsJBKJsGnTJm6//XbWrl1rm2UWiUSYO3cuixYtwu12EwwGaWxsZOHChSxcuLCbpOjM73//e371q18Rj8cBCAQCRCIR1qxZw5o1a3jqqae47777mDRpUtbPv+WWW3jggQcwDIOioiJMs29J7Dt37uSCCy5IDx/0eDz4/X62bdvGM888wz/+8Q+uu+465syZk35PMBikoqKC9vZ2mpubMU2zi3grKCjoUx3AEg7f//73qampwe/343a72b17N//85z954YUXuOuuuzjxxBO7va+9vZ2rr76a+fPnd/n8pqYmFi1axKJFi3jmmWe47777KC4u7nO9svHss89y/fXXEw6HAfB6vZimycaNG9m4cSNPP/00d9xxByeccEL6PXb7DEjLVYC77rqrywqagUCARCLBli1b2LJlCwsWLGDKlCkcffTRfa779u3bWbFiBQUFBfv0foB169Zx3XXXUVtbSyAQAKC2tpbnn3+e119/nccee4yJEyd2e9/atWu54IIL2LFjBwA+nw+3282mTZvYtGkTTz/9NLfddhunn376PtWrNyxZsoQf//jHtLa2EggEcgprQRAEQTjQyJBDQRAEQdCc73//+wC88847vP7660rqcP311zN58mSee+45Fi9ezPvvv88NN9yAy+Vi0aJF/Pa3v+Wqq67i5JNP5uWXX2bRokUsXryYiy66CIDnn3+ehQsXZt3+n/70J5YvX86NN97I+++/z3vvvcerr76a7pDfdddd6WyYzjzxxBPcdttt+P1+rrzySt58802WLl3KsmXLeOqppzjmmGOoqanh4osvpqWlpcfP/vDDD3nggQeYN28eCxcu5N1332Xp0qVdMlPsiMViXHbZZaxZs4bCwkJ+8Ytf8P7777No0SJefPFFTj75ZOLxODfffDOvvfZa+n3nn38+CxYs4PrrrwesIaapyeAXLFjADTfc0KvP78zPf/5zPB4P999/P0uXLmXJkiU88cQTjB8/no6ODq688sq0BOnMj370I+bPn8/w4cO57bbbWLx4MYsXL2bZsmXcfffdDB8+nKVLl3Ldddf1uU7ZWLBgAT/84Q+Jx+NccMEFvPTSSyxfvpylS5fyr3/9i1mzZtHS0sLll1/Otm3burwv2z5bsGAB559/PmBlb6UWVJg7dy6vv/56ep8sWrSIxx57jG984xv7PNQzlYl04okn7nPm2tVXX83IkSN58skn03V74IEHqKyspLm5mf/93//t9p7m5mYuuugiduzYQXV1Nffddx9Lly7l/fff55lnnmHatGmEw2GuuuoqPvroo32qV2/48Y9/zLhx47rU/Y9//GPePk8QBEEQ9kaEliAIgiBozrRp0/jsZz8LwK9+9SsSiYTjdUh1nA855BAA/H4/c+bM4fOf/zwA99xzD1OnTuVXv/oVQ4cOBaw5oa688kpmzJgBwHPPPZd1+01NTfzkJz/h7LPPxufzAZas+M1vfsORRx4J0C3Dq7m5mVtvvRWAO+64g4suuojKykoAXC4XU6ZM4Y9//COTJ09mx44dPPHEEz1+dmtrK3PnzuWqq65KZ/t4vd7098jF/PnzWbZsGQC/+c1v+OIXv5gWHMOHD+euu+7i8MMPJ5FIcNttt/Vqm/tKe3s7f/jDHzj++OPTczpNnTqVBx98kJKSEpqbm/nd737X5T2LFi3i2Wefpby8nEceeYQvfOEL6ewwn8/HKaecwqOPPkowGOTFF19k1apV+13PeDzOTTfdRDwe58c//jE/+MEPGDZsGIZhYBgGY8aM4fbbb2fmzJk0NzfzwAMP9Pkzli1bRjweZ9SoUVxzzTVUV1enXyssLGTGjBn85Cc/2efJ3A/EcMPy8nIeeOABDjvsMADcbjfHHXccN910E2DFZm8B+ac//YktW7bg8Xj4wx/+wEknnZTOKJw4cSJ//OMfGTp0KOFwOK9z75WWlnapO8Do0aPz9nmCIAiCsDcitARBEAShH3DllVficrlYtWoV//znPx3//HPPPbfHLJTOQ8HmzZvX48TYqTKrV6/Ouv3Bgwfzla98pdvzpmly8cUXA9Ywq87b+M9//kNjYyOTJk3i05/+dI/bdbvdaen25ptv9ljGNE3mzZuXtW65eP755wE44ogjuuyPznX4zne+A1hzfdnth/1l1qxZPc67VF5eztlnn92lvimefPJJAL7whS8wePDgHrc7aNCg9LC6N954Y7/r+d577/Hxxx9TWlrKWWedlbXcl770JSB77OwoKioCoKWlhdbW1n2qZzaampp499138Xg8Oed3s+Pb3/42fr+/2/Mnnnhiegjf3sfLv/71LwBOP/10xo8f3+29BQUFXHDBBQC8/vrrNDU17XP97PjmN78pCxkIgiAISpE5tARBEAShHzB27Fhmz57NE088we23386sWbMcnbMm22T0FRUV6cedMzV6KtPY2Jh1+0cddVTWVeJmzJiB2+0mGo3y4YcfpicBf//99wFYv349xx9/fNZtp1YR7DxsrTMjRoygvLw86/tz8eGHHwJw7LHHZi1zzDHH4HK5iMViXb7DgeaYY46xfe3ee++loaGBzZs3pycNT+3HJ5980laWpsRItv3YF1Kf2dzcnFVGgjW32r5+5tSpUyktLaWmpoavfe1rnH322Rx77LGMGTNmv1ckfO2114hEIhx33HEUFhbu83aynVdut5uysjJ27tzJnj170s+Hw+G04LI73lLnQzweZ8WKFbbHxb4yffr0A75NQRAEQegLIrQEQRAEoZ9w2WWXpVcA/Mtf/tJlgvF8ky0Tw+VypR9nm8Q8VSYajWbdfufhYHvj8/koKSlh9+7d1NbWpp/ftWsXYK0u2NHRkb3ySVJia2/2R2YB6Trl+g6lpaXdvsOBxq4OVVVV6cd1dXVpoZXaj83NzTQ3N+f8jGz7sS+kPjMSibB79+68fGZRURG/+tWv+P73v8/atWvT81Glhht+7nOf44wzztgnMZwabnjqqaf2+b2dsctwcrut2/TO582ePXuIxWKAfawHDRqUflxXV7dfdczG/p43giAIgrC/iNASBEEQhH5CdXU13/rWt/jDH/7APffc0+tJyw9WUh37M844Y7/mCuos5QYiqf34P//zP5xzzjmOfubhhx/OX//617x9znHHHcdLL73Ef/7zH95++22WLFnCxx9/zCuvvMIrr7zC73//e/74xz/ayqG9CYfD6cUZZs6cma+qa09fVwIVBEEQhAONXIkEQRAEoR9x4YUXUlxcTG1tbc6JslMZHoBtBlO+5tjpCzt37sz6WjgcpqGhAeiaFZKaAP5ADIHbH1J16mn1wBQdHR09focDjd1+TGVFAenJ70HNfnTyM4PBIF/60pe45ZZbmD9/Pq+//jpXXXUVPp+vS+ZWb3n33Xdpbm5m8uTJWeccyxfFxcVpAWt3vHV+rXOs+1ObIAiCIAi5EKElCIIgCP2I4uLi9ATm999/v+1wotSk2JC987tx40bbua2c4r333su6euOiRYvSw646r0iXmsNnxYoVXWSN06Tq9Pbbb2ct884776S/Q7a5xg4E77zzTtbXUvUrKSlJDzcEazJ7gFdffTVv9dqbVOxqamr44IMP+vz+VHbQvqz4WV1dzbx585g7dy4ACxYs6NP7X3zxRUBNdpbX603Pv2Z3vC1cuBCw9tPkyZPTz/enNkEQBEEQciFCSxAEQRD6GXPmzGHQoEG0tLRw9913Zy0XDAYZMWIEAPPnz++xzL333puXOvaVbdu28be//a3b8/F4PF3HQw45pMtk6rNmzaKoqIhIJMItt9xiKzfi8XjeOulnnHEGAEuWLOlxNb5oNJqO0/jx43tcme5A8e9//5sNGzZ0e76uro7HH38cgM997nNdXvv6178OWCsw/ulPf7LdfmtrK+FweL/refTRRzNy5EgAfv7zn+fcZiq7LUVqvja7mObaZmp1wb4MnUskErz88svA/s+fta+kjrf58+ezZs2abq+3tLTwhz/8AYCTTjqpy6T1/alNEARBEIRciNASBEEQhH6G3+/n0ksvBeCVV16xLXvmmWcC8PTTT/PYY4+lJ9fevn07119/Pc8//zyBQCC/Fe4FhYWF/M///A9//etf00Ohtm/fzve+97101tEVV1zR5T1FRUVcd911ADz33HNceOGFLFu2jHg8DlgSa/369dx///2ceeaZOffVvnL66adz+OGHp+v4j3/8I7063+bNm7nssstYsmQJAFdddVVe6pDC5/NxwQUXsHDhwrTgW758OXPnzqW+vp5QKMSFF17Y5T1HHXVUej62m266iZ/97Gds3rw5/Xo4HGbp0qXceuutnHzyyQdkknG3282NN96I2+1m8eLFfOtb3+Ktt95K7zew9t2f//xnvvKVr3QTbePGjQOsieyff/75Hj/jvvvu44ILLuDvf/97l2ykcDjM888/zx//+EcAPvOZz/S63h9++CE7d+5k6NChTJw4sdfvO5Ccc845DBs2jEgkwrx583jttdfSx/zq1as5//zz2bJlC16vt9s5A/2nTRAEQRCEXMik8IIgCILQD5k9ezb3339/j9k4nZk3bx4vvPAC69at46abbuKnP/0pBQUFNDY24vF4+L//+z9++ctfsnXrVodq3jPf+MY3WLRoET/60Y+46aabCAaD7NmzJ/36xRdfzGc/+9lu7/vyl79Me3s7N998M6+//jqvv/46Xq+XYDBIS0tLF0FiGEZe6u5yubjzzjs5//zzWbt2LVdddRXXXnstgUAgnUFkmibXXnstJ510Ul7qkOLaa6/l17/+NXPnziUQCGAYBq2trYA1XO1Xv/oVQ4YM6fa+G2+8EZfLxRNPPMFDDz3EQw89RDAYxOPx0NTUlBYmcOD247HHHsvtt9/O1VdfzbJlyzjvvPPweDyEQqFumWB7Z0ONHDmSY489lrfeeosrr7ySG264gZKSEgD+3//7f5x33nkkEgneeOMN3njjDcASwX6/nz179qRl39ixY7nmmmt6XefU6oannHLK/nz1/aKgoIB77rmHCy64gB07dnDhhRfi8/nweDzpVSq9Xi+/+MUvepRu/aVNEARBEIRcSIaWIAiCIPRDXC4X3/ve93KWC4VC/OlPf2Lu3LkMGzYMl8uF2+3m9NNP5y9/+Us6W0M1Ho+HBx98kO9973uMHj2acDhMYWEhxx57LPfdd1+PmSYpzjnnHP7973/z7W9/m4kTJ+L1emlqaiIYDDJlyhTmzJnDAw88wOc///m81b+6upqnnnqKa6+9lmnTpuH3+2lra2Pw4MH813/9F08//TT/7//9v7x9fophw4bxt7/9jW9+85uUlZURiUQoLy/n85//PH//+9+zZiN5vV5++tOf8pe//IXZs2czYsQI4vE4ra2tlJeXc9RRR/Gd73yHZ599tk8rAubi1FNP5YUXXuDSSy9l6tSpBINBmpqa8Hq9TJw4kbPOOovf/va3nH/++d3ee8cdd3DeeecxatQootEoW7duZevWrekJzb/2ta/xv//7v3z+859n/Pjx+P1+mpubKS4uZsaMGVx33XX87W9/S09Q3xt0EFpgDV197rnnuOyyyzj00ENxuVyEw2FGjBjB2WefzXPPPcesWbN6fG9/aRMEQRAEIRdGYl9m0xQEQRAEQRC0ITW32MMPP8zRRx+tuDYHJ5s3b+bUU0+lpKSEBQsWdFkxUBAEQRAE55EMLUEQBEEQBEHIQSo766STThKZJQiCIAgaIFdjQRAEQRAEQchBVVUVl156KSeffLLqqgiCIAiCgAgtQRAEQRAEQcjJGWecoboKgiAIgiB0QoYcCoIgCIIgCIIgCIIgCP0KmRReEARBEARBEARBEARB6FdIhpYgCIIgCIIgCIIgCILQrxChJQiCIAiCIAiCIAiCIPQrRGgJgiAIgiAIgiAIgiAI/QoRWoIgCIIgCIIgCIIgCEK/QoSWIAiCIAiCIAiCIAiC0K8QoSUIgiAIgiAIgiAIgiD0K0RoCYIgCIIgCIIgCIIgCP0KEVqCIAiCIAiCIAiCIAhCv+L/A0SS3egGeKrCAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Pellet rate per hour histogram.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot histograms for each combination\n", "for i, (social_val, light_val) in enumerate(combos):\n", " subset = forage_hour_df[\n", " (forage_hour_df[\"social\"] == social_val)\n", " & (forage_hour_df[\"light\"] == light_val)\n", " & (forage_hour_df[\"n_pellets\"] > 0)\n", " ]\n", " # Plot normalized histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=\"n_pellets\",\n", " stat=\"probability\",\n", " alpha=0.5,\n", " color=colors[light_val],\n", " label=labels[i],\n", " # kde=True, # Add kernel density estimate\n", " common_norm=False, # Ensure each histogram is normalized separately\n", " axes=ax,\n", " binwidth=1,\n", " )\n", "\n", " # Set hatch pattern for bars\n", " if hatches[social_val]:\n", " for bar in hist.patches:\n", " bar.set_hatch(hatches[social_val])\n", "\n", "ax.set_title(\"Normalized Pellet Rate Distributions by Social and Light Conditions\")\n", "ax.set_xlabel(\"Number of pellets / hour\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")\n", "\n", "ax.set_xlim(3, 35)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Social-Light: mean=1.13, sem=0.08, n=1801\n", "Plotting Social-Dark: mean=11.53, sem=0.22, n=1804\n", "Plotting Solo-Light: mean=0.83, sem=0.15, n=491\n", "Plotting Solo-Dark: mean=12.33, sem=0.54, n=467\n" ] }, { "data": { "text/plain": [ "Text(0.02, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 8.50e-02\\nDark conditions: p = 1.70e-01')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Pellet rate per hour bars.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [True, False]:\n", " for light_val in [True, False]:\n", " subset = forage_hour_df[\n", " (forage_hour_df[\"social\"] == social_val)\n", " & (forage_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_n_pellets = subset[\"n_pellets\"].mean()\n", " sem_n_pellets = subset[\"n_pellets\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_n_pellets\": mean_n_pellets,\n", " \"sem\": sem_n_pellets,\n", " \"condition\": f\"{'Social' if social_val else 'Solo'}-{'Light' if light_val else 'Dark'}\",\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_n_pellets\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_n_pellets']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val]:\n", " bar[0].set_hatch(hatches[social_val])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_n_pellets\"] + row[\"sem\"] + 0.1,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Number of Pellets per hour by Social and Light Conditions\")\n", "ax.set_ylabel(\"Number of pellets / hour\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper left\")\n", "ax.xaxis.grid(False)\n", "\n", "light_social = forage_hour_df[\n", " (forage_hour_df[\"social\"] == True) & (forage_hour_df[\"light\"] == True)\n", "][\"n_pellets\"]\n", "light_solo = forage_hour_df[\n", " (forage_hour_df[\"social\"] == False) & (forage_hour_df[\"light\"] == True)\n", "][\"n_pellets\"]\n", "\n", "dark_social = forage_hour_df[\n", " (forage_hour_df[\"social\"] == True) & (forage_hour_df[\"light\"] == False)\n", "][\"n_pellets\"]\n", "dark_solo = forage_hour_df[\n", " (forage_hour_df[\"social\"] == False) & (forage_hour_df[\"light\"] == False)\n", "][\"n_pellets\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.02,\n", " 0.68, # Position below the legend (since legend is upper left)\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 15000.0)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Distance foraged rate per hour histogram.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot histograms for each combination\n", "for i, (social_val, light_val) in enumerate(combos):\n", " subset = forage_hour_df[\n", " (forage_hour_df[\"social\"] == social_val)\n", " & (forage_hour_df[\"light\"] == light_val)\n", " & (forage_hour_df[\"n_pellets\"] > 0)\n", " ]\n", " # Plot normalized histogram\n", " hist = sns.histplot(\n", " data=subset,\n", " x=\"dist_forage\",\n", " stat=\"probability\",\n", " alpha=0.5,\n", " color=colors[light_val],\n", " label=labels[i],\n", " # kde=True, # Add kernel density estimate\n", " common_norm=False, # Ensure each histogram is normalized separately\n", " axes=ax,\n", " binwidth=500,\n", " )\n", "\n", " # Set hatch pattern for bars\n", " if hatches[social_val]:\n", " for bar in hist.patches:\n", " bar.set_hatch(hatches[social_val])\n", "\n", "ax.set_title(\"Normalized Distance Foraged Distributions by Social and Light Conditions\")\n", "ax.set_xlabel(\"Distance foraged / hour\")\n", "ax.set_ylabel(\"Probability\")\n", "ax.legend(title=\"Conditions\")\n", "\n", "ax.set_xlim(0, 15000)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Social-Light: mean=371.06, sem=25.59, n=1801\n", "Plotting Social-Dark: mean=3642.21, sem=78.83, n=1804\n", "Plotting Solo-Light: mean=369.63, sem=66.23, n=491\n", "Plotting Solo-Dark: mean=4552.04, sem=229.82, n=467\n" ] }, { "data": { "text/plain": [ "Text(0.02, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 9.84e-01\\nDark conditions: p = 1.99e-04')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Distance foraged rate per hour bars.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [True, False]:\n", " for light_val in [True, False]:\n", " subset = forage_hour_df[\n", " (forage_hour_df[\"social\"] == social_val)\n", " & (forage_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_dist_forage = subset[\"dist_forage\"].mean()\n", " sem_dist_forage = subset[\"dist_forage\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_dist_forage\": mean_dist_forage,\n", " \"sem\": sem_dist_forage,\n", " \"condition\": f\"{'Social' if social_val else 'Solo'}-{'Light' if light_val else 'Dark'}\",\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_dist_forage\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_dist_forage']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val]:\n", " bar[0].set_hatch(hatches[social_val])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_dist_forage\"] + row[\"sem\"] + 10,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Distance Foraged per hour by Social and Light Conditions\")\n", "ax.set_ylabel(\"Distance foraged / hour (cm)\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper left\")\n", "ax.xaxis.grid(False)\n", "\n", "light_social = forage_hour_df[\n", " (forage_hour_df[\"social\"] == True) & (forage_hour_df[\"light\"] == True)\n", "][\"dist_forage\"]\n", "light_solo = forage_hour_df[\n", " (forage_hour_df[\"social\"] == False) & (forage_hour_df[\"light\"] == True)\n", "][\"dist_forage\"]\n", "\n", "dark_social = forage_hour_df[\n", " (forage_hour_df[\"social\"] == True) & (forage_hour_df[\"light\"] == False)\n", "][\"dist_forage\"]\n", "dark_solo = forage_hour_df[\n", " (forage_hour_df[\"social\"] == False) & (forage_hour_df[\"light\"] == False)\n", "][\"dist_forage\"]\n", "\n", "# Wilcoxon rank sum tests\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.02,\n", " 0.68, # Position below the legend (since legend is upper left)\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sleeping\n", "\n", "- n_bouts / hour\n", "- duration of bouts\n", "- total time spent sleeping / hour" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sleep_dur_df = pd.DataFrame(\n", " columns=[\"subject\", \"start\", \"end\", \"duration\", \"period\", \"light\"]\n", ")\n", "sleep_hour_df = pd.DataFrame(\n", " columns=[\"subject\", \"hour\", \"n_bouts\", \"duration\", \"period\", \"light\"]\n", ")\n", "\n", "exp_pbar = tqdm(experiments, desc=\"Experiments\", position=0, leave=True)\n", "for exp in exp_pbar:\n", " period_pbar = tqdm(periods, desc=\"Periods\", position=1, leave=False)\n", " for period in period_pbar:\n", " sleep_bouts_df = load_data_from_parquet(\n", " experiment_name=exp[\"name\"],\n", " period=period,\n", " data_type=\"sleep\",\n", " data_dir=data_dir,\n", " set_time_index=True,\n", " )\n", "\n", " # Get sleep bout durations\n", " hour = sleep_bouts_df[\"start\"].dt.hour\n", " sleep_bouts_df[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " sleep_dur_df = pd.concat([sleep_dur_df, sleep_bouts_df], ignore_index=True)\n", "\n", " # Get n sleep bouts and total duration per hour\n", " for subject in sleep_bouts_df[\"subject\"].unique():\n", " sleep_df_subj = sleep_bouts_df[sleep_bouts_df[\"subject\"] == subject]\n", " sleep_df_subj[\"hour\"] = sleep_df_subj[\"start\"].dt.floor(\"h\")\n", " hour_stats = (\n", " sleep_df_subj.groupby(\"hour\")\n", " .agg({\"duration\": [\"count\", \"sum\"]})\n", " .reset_index()\n", " )\n", " hour_stats.columns = [\"hour\", \"n_bouts\", \"duration\"]\n", "\n", " min_hour, max_hour = (\n", " sleep_df_subj[\"hour\"].min(),\n", " sleep_df_subj[\"hour\"].max(),\n", " )\n", " complete_hours = pd.DataFrame(\n", " {\"hour\": pd.date_range(start=min_hour, end=max_hour, freq=\"h\")}\n", " )\n", " sleep_df_subj_hour = pd.merge(\n", " complete_hours, hour_stats, on=\"hour\", how=\"left\"\n", " ).fillna(0)\n", " sleep_df_subj_hour[\"n_bouts\"] = sleep_df_subj_hour[\"n_bouts\"].astype(int)\n", " sleep_df_subj_hour[\"period\"] = period\n", " sleep_df_subj_hour[\"subject\"] = subject\n", " hour = sleep_df_subj_hour[\"hour\"].dt.hour\n", " sleep_df_subj_hour[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " sleep_hour_df = pd.concat(\n", " [sleep_hour_df, sleep_df_subj_hour], ignore_index=True\n", " )\n", "\n", "sleep_dur_df[\"duration\"] = (\n", " pd.to_timedelta(sleep_dur_df[\"duration\"]).dt.total_seconds() / 60\n", ")\n", "sleep_hour_df[\"duration\"] = (\n", " pd.to_timedelta(sleep_hour_df[\"duration\"]).dt.total_seconds() / 60\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Social-Light: mean=3.44, sem=0.05, n=1834\n", "Plotting Social-Dark: mean=2.06, sem=0.05, n=1815\n", "Plotting Solo-Light: mean=1.04, sem=0.05, n=528\n", "Plotting Solo-Dark: mean=2.26, sem=0.07, n=515\n" ] }, { "data": { "text/plain": [ "Text(0.4, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 7.02e-86\\nDark conditions: p = 1.53e-02')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot bars of bouts per hour\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [\"social\", \"postsocial\"]:\n", " for light_val in [True, False]:\n", " subset = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == social_val)\n", " & (sleep_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_n_bouts = subset[\"n_bouts\"].mean()\n", " sem_n_bouts = subset[\"n_bouts\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_n_bouts\": mean_n_bouts,\n", " \"sem\": sem_n_bouts,\n", " \"condition\": (\n", " f\"{'Social' if social_val == 'social' else 'Solo'}-\"\n", " f\"{'Light' if light_val else 'Dark'}\"\n", " ),\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_n_bouts\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_n_bouts']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val == \"social\"]:\n", " bar[0].set_hatch(hatches[social_val == \"social\"])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_n_bouts\"] + row[\"sem\"] + 0.1,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Number of Sleeping Bouts per hour by Social and Light Conditions\")\n", "ax.set_ylabel(\"Number of bouts / hour\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper center\")\n", "ax.xaxis.grid(False)\n", "\n", "# Perform stats tests\n", "light_social = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == \"social\") & (sleep_hour_df[\"light\"] == True)\n", "][\"n_bouts\"]\n", "light_solo = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == \"social\") & (sleep_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "\n", "dark_social = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == \"social\") & (sleep_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "dark_solo = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == \"postsocial\") & (sleep_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\"\n", " f\"\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.40,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Social-Light: mean=6.33, sem=0.09, n=6308\n", "Plotting Social-Dark: mean=4.20, sem=0.09, n=3743\n", "Plotting Solo-Light: mean=48.14, sem=2.33, n=547\n", "Plotting Solo-Dark: mean=11.79, sem=0.73, n=1164\n" ] }, { "data": { "text/plain": [ "Text(0.4, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 2.65e-65\\nDark conditions: p = 5.44e-24')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot bars of durations of bouts.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [\"social\", \"postsocial\"]:\n", " for light_val in [True, False]:\n", " subset = sleep_dur_df[\n", " (sleep_dur_df[\"period\"] == social_val)\n", " & (sleep_dur_df[\"light\"] == light_val)\n", " ]\n", " mean_duration = subset[\"duration\"].mean()\n", " sem_duration = subset[\"duration\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_duration\": mean_duration,\n", " \"sem\": sem_duration,\n", " \"condition\": (\n", " f\"{'Social' if social_val == 'social' else 'Solo'}-\"\n", " f\"{'Light' if light_val else 'Dark'}\"\n", " ),\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_duration\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_duration']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val == \"social\"]:\n", " bar[0].set_hatch(hatches[social_val == \"social\"])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_duration\"] + row[\"sem\"] + 0.1,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Sleeping Bout Duration by Social and Light Conditions\")\n", "ax.set_ylabel(\"Duration (minutes)\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper center\")\n", "ax.xaxis.grid(False)\n", "\n", "# Perform stats tests\n", "light_social = sleep_dur_df[\n", " (sleep_dur_df[\"period\"] == \"social\") & (sleep_dur_df[\"light\"] == True)\n", "][\"duration\"]\n", "light_solo = sleep_dur_df[\n", " (sleep_dur_df[\"period\"] == \"social\") & (sleep_dur_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "dark_social = sleep_dur_df[\n", " (sleep_dur_df[\"period\"] == \"social\") & (sleep_dur_df[\"light\"] == False)\n", "][\"duration\"]\n", "dark_solo = sleep_dur_df[\n", " (sleep_dur_df[\"period\"] == \"postsocial\") & (sleep_dur_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\"\n", " f\"\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.40,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Social-Light: mean=21.78, sem=0.38, n=1834\n", "Plotting Social-Dark: mean=8.66, sem=0.28, n=1815\n", "Plotting Solo-Light: mean=49.87, sem=2.53, n=528\n", "Plotting Solo-Dark: mean=26.64, sem=1.59, n=515\n" ] }, { "data": { "text/plain": [ "Text(0.4, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 7.87e-151\\nDark conditions: p = 3.93e-26')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Total time spent sleeping per hour.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [\"social\", \"postsocial\"]:\n", " for light_val in [True, False]:\n", " subset = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == social_val)\n", " & (sleep_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_duration = subset[\"duration\"].mean()\n", " sem_duration = subset[\"duration\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_duration\": mean_duration,\n", " \"sem\": sem_duration,\n", " \"condition\": (\n", " f\"{'Social' if social_val == 'social' else 'Solo'}-\"\n", " f\"{'Light' if light_val else 'Dark'}\"\n", " ),\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_duration\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_duration']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val == \"social\"]:\n", " bar[0].set_hatch(hatches[social_val == \"social\"])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_duration\"] + row[\"sem\"] + 0.1,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Sleeping Time per hour by Social and Light Conditions\")\n", "ax.set_ylabel(\"Duration (minutes)\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper center\")\n", "ax.xaxis.grid(False)\n", "\n", "# Perform stats tests\n", "light_social = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == \"social\") & (sleep_hour_df[\"light\"] == True)\n", "][\"duration\"]\n", "light_solo = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == \"social\") & (sleep_hour_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "dark_social = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == \"social\") & (sleep_hour_df[\"light\"] == False)\n", "][\"duration\"]\n", "dark_solo = sleep_hour_df[\n", " (sleep_hour_df[\"period\"] == \"postsocial\") & (sleep_hour_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\"\n", " f\"\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.40,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drinking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- n_bouts / hour\n", "- duration of bouts\n", "- total time spent drinking / hour" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "drink_dur_df = pd.DataFrame(\n", " columns=[\"subject\", \"start\", \"end\", \"duration\", \"period\", \"light\"]\n", ")\n", "drink_hour_df = pd.DataFrame(\n", " columns=[\"subject\", \"hour\", \"n_bouts\", \"duration\", \"period\", \"light\"]\n", ")\n", "\n", "exp_pbar = tqdm(experiments, desc=\"Experiments\", position=0, leave=True)\n", "for exp in exp_pbar:\n", " if exp[\"name\"] == \"social0.3-aeon4\":\n", " continue # Skip this experiment as the data is not available\n", " period_pbar = tqdm(periods, desc=\"Periods\", position=1, leave=False)\n", " for period in period_pbar:\n", " sleep_bouts_df = load_data_from_parquet(\n", " experiment_name=exp[\"name\"],\n", " period=period,\n", " data_type=\"drink\",\n", " data_dir=data_dir,\n", " set_time_index=True,\n", " )\n", "\n", " # Get drink bout durations\n", " hour = sleep_bouts_df[\"start\"].dt.hour\n", " sleep_bouts_df[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " drink_dur_df = pd.concat([drink_dur_df, sleep_bouts_df], ignore_index=True)\n", "\n", " # Get n drink bouts and total duration per hour\n", " for subject in sleep_bouts_df[\"subject\"].unique():\n", " sleep_df_subj = sleep_bouts_df[sleep_bouts_df[\"subject\"] == subject]\n", " sleep_df_subj[\"hour\"] = sleep_df_subj[\"start\"].dt.floor(\"h\")\n", " hour_stats = (\n", " sleep_df_subj.groupby(\"hour\")\n", " .agg({\"duration\": [\"count\", \"sum\"]})\n", " .reset_index()\n", " )\n", " hour_stats.columns = [\"hour\", \"n_bouts\", \"duration\"]\n", "\n", " min_hour, max_hour = (\n", " sleep_df_subj[\"hour\"].min(),\n", " sleep_df_subj[\"hour\"].max(),\n", " )\n", " complete_hours = pd.DataFrame(\n", " {\"hour\": pd.date_range(start=min_hour, end=max_hour, freq=\"h\")}\n", " )\n", " sleep_df_subj_hour = pd.merge(\n", " complete_hours, hour_stats, on=\"hour\", how=\"left\"\n", " ).fillna(0)\n", " sleep_df_subj_hour[\"n_bouts\"] = sleep_df_subj_hour[\"n_bouts\"].astype(int)\n", " sleep_df_subj_hour[\"period\"] = period\n", " sleep_df_subj_hour[\"subject\"] = subject\n", " hour = sleep_df_subj_hour[\"hour\"].dt.hour\n", " sleep_df_subj_hour[\"light\"] = ~((hour > light_off) & (hour < light_on))\n", " drink_hour_df = pd.concat(\n", " [drink_hour_df, sleep_df_subj_hour], ignore_index=True\n", " )\n", "\n", "drink_dur_df[\"duration\"] = (\n", " pd.to_timedelta(drink_dur_df[\"duration\"]).dt.total_seconds() / 60\n", ")\n", "drink_hour_df[\"duration\"] = (\n", " pd.to_timedelta(drink_hour_df[\"duration\"]).dt.total_seconds() / 60\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting Social-Light: mean=6.59, sem=0.33, n=1498\n", "Plotting Social-Dark: mean=12.53, sem=0.32, n=1498\n", "Plotting Solo-Light: mean=2.09, sem=0.18, n=432\n", "Plotting Solo-Dark: mean=10.43, sem=0.41, n=430\n" ] }, { "data": { "text/plain": [ "Text(0.4, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 2.30e-36\\nDark conditions: p = 6.68e-05')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Number of drinking bouts per hour bars.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [\"social\", \"postsocial\"]:\n", " for light_val in [True, False]:\n", " subset = drink_hour_df[\n", " (drink_hour_df[\"period\"] == social_val)\n", " & (drink_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_n_bouts = subset[\"n_bouts\"].mean()\n", " sem_n_bouts = subset[\"n_bouts\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_n_bouts\": mean_n_bouts,\n", " \"sem\": sem_n_bouts,\n", " \"condition\": (\n", " f\"{'Social' if social_val == 'social' else 'Solo'}-\"\n", " f\"{'Light' if light_val else 'Dark'}\"\n", " ),\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_n_bouts\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " print(\n", " f\"Plotting {row['condition']}: mean={row['mean_n_bouts']:.2f}, sem={row['sem']:.2f}, n={row['n']}\"\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val == \"social\"]:\n", " bar[0].set_hatch(hatches[social_val == \"social\"])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_n_bouts\"] + row[\"sem\"] + 0.1,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Number of Drinking Bouts per hour by Social and Light Conditions\")\n", "ax.set_ylabel(\"Number of bouts / hour\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "# ax.set_ylim([0, 2.01])\n", "ax.legend(title=\"Conditions\", loc=\"upper center\")\n", "ax.xaxis.grid(False)\n", "\n", "# Perform stats tests\n", "light_social = drink_hour_df[\n", " (drink_hour_df[\"period\"] == \"social\") & (drink_hour_df[\"light\"] == True)\n", "][\"n_bouts\"]\n", "light_solo = drink_hour_df[\n", " (drink_hour_df[\"period\"] == \"social\") & (drink_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "\n", "dark_social = drink_hour_df[\n", " (drink_hour_df[\"period\"] == \"social\") & (drink_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "dark_solo = drink_hour_df[\n", " (drink_hour_df[\"period\"] == \"postsocial\") & (drink_hour_df[\"light\"] == False)\n", "][\"n_bouts\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\"\n", " f\"\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.40,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.4, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 3.68e-64\\nDark conditions: p = 1.10e-04')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot bars of durations of bouts.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [\"social\", \"postsocial\"]:\n", " for light_val in [True, False]:\n", " subset = drink_dur_df[\n", " (drink_dur_df[\"period\"] == social_val)\n", " & (drink_dur_df[\"light\"] == light_val)\n", " ]\n", " mean_duration = subset[\"duration\"].mean()\n", " sem_duration = subset[\"duration\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_duration\": mean_duration,\n", " \"sem\": sem_duration,\n", " \"condition\": (\n", " f\"{'Social' if social_val == 'social' else 'Solo'}-\"\n", " f\"{'Light' if light_val else 'Dark'}\"\n", " ),\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_duration\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val == \"social\"]:\n", " bar[0].set_hatch(hatches[social_val == \"social\"])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_duration\"] + row[\"sem\"] + 0.01,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Drinking Bout Duration by Social and Light Conditions\")\n", "ax.set_ylabel(\"Duration (minutes)\")\n", "ax.set_xticks(x_pos)\n", "ax.set_ylim([0, 0.351])\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper center\")\n", "ax.xaxis.grid(False)\n", "\n", "# Perform stats tests\n", "light_social = drink_dur_df[\n", " (drink_dur_df[\"period\"] == \"social\") & (drink_dur_df[\"light\"] == True)\n", "][\"duration\"]\n", "light_solo = drink_dur_df[\n", " (drink_dur_df[\"period\"] == \"social\") & (drink_dur_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "dark_social = drink_dur_df[\n", " (drink_dur_df[\"period\"] == \"social\") & (drink_dur_df[\"light\"] == False)\n", "][\"duration\"]\n", "dark_solo = drink_dur_df[\n", " (drink_dur_df[\"period\"] == \"postsocial\") & (drink_dur_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\"\n", " f\"\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.40,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.4, 0.68, 'Two-sample t-tests:\\nLight conditions: p = 9.74e-13\\nDark conditions: p = 6.84e-07')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Total time spent drinking per hour.\"\"\"\n", "\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "summary_data = []\n", "for social_val in [\"social\", \"postsocial\"]:\n", " for light_val in [True, False]:\n", " subset = drink_hour_df[\n", " (drink_hour_df[\"period\"] == social_val)\n", " & (drink_hour_df[\"light\"] == light_val)\n", " ]\n", " mean_duration = subset[\"duration\"].mean()\n", " sem_duration = subset[\"duration\"].sem()\n", " n_samples = len(subset)\n", " summary_data.append(\n", " {\n", " \"social\": social_val,\n", " \"light\": light_val,\n", " \"mean_duration\": mean_duration,\n", " \"sem\": sem_duration,\n", " \"condition\": (\n", " f\"{'Social' if social_val == 'social' else 'Solo'}-\"\n", " f\"{'Light' if light_val else 'Dark'}\"\n", " ),\n", " \"n\": n_samples,\n", " }\n", " )\n", "summary_df = pd.DataFrame(summary_data)\n", "\n", "# Set up positions for the bars\n", "bar_width = 0.5\n", "x_pos = np.array([0.25, 2.25, 0.75, 2.75]) # create two groups with a gap in the middle\n", "\n", "# Plot bars\n", "for i, row in enumerate(summary_data):\n", " pos = x_pos[i]\n", " social_val = row[\"social\"]\n", " light_val = row[\"light\"]\n", "\n", " bar = ax.bar(\n", " pos,\n", " row[\"mean_duration\"],\n", " bar_width,\n", " yerr=row[\"sem\"],\n", " color=colors[light_val],\n", " edgecolor=\"black\",\n", " capsize=7,\n", " label=row[\"condition\"],\n", " )\n", "\n", " # Apply hatching for social conditions\n", " if hatches[social_val == \"social\"]:\n", " bar[0].set_hatch(hatches[social_val == \"social\"])\n", "\n", " # Add sample size as text above each bar\n", " sample_size_txt = ax.text(\n", " pos,\n", " row[\"mean_duration\"] + row[\"sem\"] + 0.01,\n", " f\"n={row['n']}\",\n", " ha=\"center\",\n", " va=\"bottom\",\n", " )\n", " sample_size_txt.set_fontsize(11)\n", "\n", "ax.set_title(\"Mean Drinking Time per hour by Social and Light Conditions\")\n", "ax.set_ylabel(\"Duration (minutes)\")\n", "ax.set_xticks(x_pos)\n", "ax.set_xticklabels([\"Social\\nLight\", \"Social\\nDark\", \"Solo\\nLight\", \"Solo\\nDark\"])\n", "ax.legend(title=\"Conditions\", loc=\"upper center\")\n", "ax.xaxis.grid(False)\n", "\n", "# Perform stats tests\n", "light_social = drink_hour_df[\n", " (drink_hour_df[\"period\"] == \"social\") & (drink_hour_df[\"light\"] == True)\n", "][\"duration\"]\n", "light_solo = drink_hour_df[\n", " (drink_hour_df[\"period\"] == \"social\") & (drink_hour_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "dark_social = drink_hour_df[\n", " (drink_hour_df[\"period\"] == \"social\") & (drink_hour_df[\"light\"] == False)\n", "][\"duration\"]\n", "dark_solo = drink_hour_df[\n", " (drink_hour_df[\"period\"] == \"postsocial\") & (drink_hour_df[\"light\"] == False)\n", "][\"duration\"]\n", "\n", "light_social = pd.to_numeric(light_social, errors=\"coerce\").dropna()\n", "light_solo = pd.to_numeric(light_solo, errors=\"coerce\").dropna()\n", "dark_social = pd.to_numeric(dark_social, errors=\"coerce\").dropna()\n", "dark_solo = pd.to_numeric(dark_solo, errors=\"coerce\").dropna()\n", "\n", "light_stat, light_p = stats.ttest_ind(\n", " light_social, light_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "dark_stat, dark_p = stats.ttest_ind(\n", " dark_social, dark_solo, alternative=\"two-sided\", equal_var=False\n", ")\n", "\n", "test_text = (\n", " f\"Two-sample t-tests:\\n\"\n", " f\"Light conditions: p = {light_p:.2e}\"\n", " f\"\\nDark conditions: p = {dark_p:.2e}\"\n", ")\n", "props = dict(boxstyle=\"round,pad=0.3\", facecolor=\"lightgray\", alpha=0.8)\n", "ax.text(\n", " 0.40,\n", " 0.68, # Position below the legend\n", " test_text,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solo vs. Social Learning" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "learning_df = pd.DataFrame( # per-block, per-subject\n", " columns=[\n", " \"experiment_name\",\n", " \"period\",\n", " \"block_start\",\n", " \"block_type\", # \"lll\", \"lmh\", or \"hhh\"\n", " \"block_type_rate\", # \"l\" (100, 300, 500) or \"h\" (200, 600, 1000)\n", " \"subject_name\",\n", " \"pel_thresh\", # sorted by time\n", " \"pel_patch\", # \"l\", \"m\", or \"h\"\n", " \"running_patch_pref_low\", # every X foraging dist\n", " \"running_patch_pref_high\", # every X foraging dist\n", " \"final_patch_pref_low\", # final patch pref\n", " \"final_patch_pref_high\", # final patch pref\n", " \"dist_forage_low\", # final distance foraged\n", " \"dist_forage_med\", # final distance foraged\n", " \"dist_forage_high\", # final distance foraged\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def find_first_x_indxs(\n", " dist_forage: np.ndarray, dist_threshold: np.ndarray\n", ") -> np.ndarray:\n", " \"\"\"For each value in dist_threshold, find the first index in dist_forage that exceeds this.\"\"\"\n", " idxs = np.searchsorted(dist_forage, dist_threshold)\n", " idxs = idxs[idxs < len(dist_forage)]\n", " return idxs" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def create_patch_name_type_map(block_start, subject_name, patch_df):\n", " # Filter patch_df for this specific block_start and subject_name\n", " relevant_patches = patch_df[\n", " (patch_df[\"block_start\"] == block_start)\n", " & (patch_df[\"subject_name\"] == subject_name)\n", " ]\n", "\n", " # Initialize the mapping dictionary\n", " patch_name_type_map = {\"l\": [], \"m\": [], \"h\": []}\n", "\n", " # Group by patch_type and collect patch_names\n", " for patch_type, group in relevant_patches.groupby(\"patch_type\"):\n", " patch_names = group[\"patch_name\"].unique().tolist()\n", " patch_name_type_map[patch_type] = patch_names\n", "\n", " return patch_name_type_map" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pref_every = np.arange(0, 16000, 400) # cm\n", "frg_blk_pel_thresh = 3 # pellets\n", "\n", "exp_pbar = tqdm(experiments, desc=\"Experiments\", position=0, leave=True)\n", "for exp in exp_pbar:\n", " period_pbar = tqdm(periods, desc=\"Periods\", position=1, leave=False)\n", " for period in period_pbar:\n", " cur_learning_df = pd.DataFrame(columns=learning_df.columns)\n", "\n", " # Load all relevant patch data\n", " patchinfo_df = load_data_from_parquet(\n", " experiment_name=exp[\"name\"],\n", " period=period,\n", " data_type=\"patchinfo\",\n", " data_dir=data_dir,\n", " set_time_index=True,\n", " )\n", " patch_df = load_data_from_parquet(\n", " experiment_name=exp[\"name\"],\n", " period=period,\n", " data_type=\"patch\",\n", " data_dir=data_dir,\n", " set_time_index=True,\n", " )\n", " patchpref_df = load_data_from_parquet(\n", " experiment_name=exp[\"name\"],\n", " period=period,\n", " data_type=\"patchpref\",\n", " data_dir=data_dir,\n", " set_time_index=True,\n", " )\n", " # \n", "\n", " # Clean up `patchinfo_df` and `patch_df`\n", " patch_df = patch_df[patch_df[\"patch_name\"] != \"PatchDummy1\"]\n", " patchinfo_df = patchinfo_df[patchinfo_df[\"patch_name\"] != \"PatchDummy1\"]\n", "\n", " # Drop blocks where 'patch_rate' is NaN or None\n", " nan_patch_rate_rows = patchinfo_df[patchinfo_df[\"patch_rate\"].isna()]\n", " unique_block_starts_to_drop = nan_patch_rate_rows[\"block_start\"].unique()\n", " if len(unique_block_starts_to_drop) != 0:\n", " warn(\n", " f\"{exp['name']} {period} blocks with missing patch rate(s): \"\n", " f\"{unique_block_starts_to_drop}\",\n", " stacklevel=1,\n", " )\n", " patchinfo_df = patchinfo_df[\n", " ~patchinfo_df[\"block_start\"].isin(unique_block_starts_to_drop)\n", " ]\n", " patch_df = patch_df[\n", " ~patch_df[\"block_start\"].isin(unique_block_starts_to_drop)\n", " ]\n", "\n", " # patch_df = patch_df[patch_df[\"pellet_count\"] > 0]\n", "\n", " # Get patch type per row: for each row in `patch_df`, find the equivalent row in\n", " # `patchinfo_df` (based on 'block_start' and 'patch_name'), and get the patch_type\n", " # from the map.\n", " patchinfo_lookup = patchinfo_df.set_index([\"block_start\", \"patch_name\"])[\n", " \"patch_rate\"\n", " ].to_dict()\n", "\n", " patch_df[\"patch_type\"] = patch_df.apply(\n", " lambda row: patch_type_rate_map[\n", " patchinfo_lookup[(row[\"block_start\"], row[\"patch_name\"])]\n", " ],\n", " axis=1,\n", " )\n", " patch_df[\"patch_type_per_pellet\"] = patch_df.apply(\n", " lambda row: np.full(len(row[\"pellet_timestamps\"]), row[\"patch_type\"]),\n", " axis=1,\n", " )\n", " # \n", "\n", " # Get pel_thresh and pel_patch cols\n", " patch_df_block_subj = patch_df.groupby([\"block_start\", \"subject_name\"]).agg(\n", " dist_forage=(\"wheel_cumsum_distance_travelled\", lambda x: x.sum()),\n", " pellet_count=(\"pellet_count\", lambda x: x.sum()),\n", " pellet_threshold=(\"patch_threshold\", lambda x: np.concatenate(x.values)),\n", " pellet_timestamp=(\"pellet_timestamps\", lambda x: np.concatenate(x.values)),\n", " patch_type=(\"patch_type_per_pellet\", lambda x: np.concatenate(x.values)),\n", " )\n", " patch_df_block_subj = patch_df_block_subj[\n", " patch_df_block_subj[\"pellet_count\"] >= frg_blk_pel_thresh\n", " ]\n", " patch_df_block_subj.reset_index(inplace=True)\n", "\n", " # for each row, get patch_threshold sorted ascending by pellet_timestamps\n", " cur_learning_df[\"pel_thresh\"] = patch_df_block_subj.apply(\n", " lambda row: np.array(row[\"pellet_threshold\"])[\n", " np.argsort(row[\"pellet_timestamp\"])\n", " ],\n", " axis=1,\n", " )\n", " cur_learning_df[\"pel_patch\"] = patch_df_block_subj.apply(\n", " lambda row: np.array(row[\"patch_type\"])[\n", " np.argsort(row[\"pellet_timestamp\"])\n", " ],\n", " axis=1,\n", " )\n", " # \n", "\n", " # Get metrics by patch type\n", " # get low, med, high patch for all blocks\n", " patch_df_block_subj[\"patch_name_type_map\"] = patch_df_block_subj.apply(\n", " lambda row: create_patch_name_type_map(\n", " row[\"block_start\"], row[\"subject_name\"], patch_df\n", " ),\n", " axis=1,\n", " )\n", " # get pref_idxs from `patch_df_block_subj[\"dist_forage\"]` at each\n", " # cum `pref_every` dist\n", " pref_every_thresh_idxs = patch_df_block_subj[\"dist_forage\"].apply(\n", " lambda x: find_first_x_indxs(x, pref_every) # type: ignore\n", " )\n", " # get preference for these patches at `pref_every_thresh_idxs`\n", " patchpref_df = patchpref_df[\n", " patchpref_df[\"block_start\"].isin(patch_df_block_subj[\"block_start\"])\n", " ]\n", "\n", " for block_i, block in enumerate(patch_df_block_subj.itertuples()):\n", " # Get the patch name type mapping for this block-subject combination\n", " patch_map = block.patch_name_type_map\n", "\n", " if len(patch_map[\"l\"]) == 0: # hhh block\n", " col_pos = cur_learning_df.columns.get_loc(\"block_type\")\n", " cur_learning_df.iat[block_i, col_pos] = \"hhh\"\n", "\n", " # runnning patch pref\n", " col_pos = cur_learning_df.columns.get_loc(\"running_patch_pref_low\")\n", " cur_learning_df.iat[block_i, col_pos] = np.zeros(\n", " len(pref_every_thresh_idxs[block_i])\n", " )\n", " col_pos = cur_learning_df.columns.get_loc(\"running_patch_pref_high\")\n", " cur_learning_df.iat[block_i, col_pos] = np.ones(\n", " len(pref_every_thresh_idxs[block_i])\n", " )\n", "\n", " # final patch pref\n", " col_pos = cur_learning_df.columns.get_loc(\"final_patch_pref_low\")\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", " col_pos = cur_learning_df.columns.get_loc(\"final_patch_pref_high\")\n", " cur_learning_df.iat[block_i, col_pos] = 1\n", "\n", " # dist forage\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_low\")\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_med\")\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_high\")\n", " cur_learning_df.iat[block_i, col_pos] = max(\n", " 0, patch_df_block_subj[\"dist_forage\"].iloc[block_i][-1]\n", " )\n", "\n", " elif len(patch_map[\"l\"]) == 3: # lll block\n", " col_pos = cur_learning_df.columns.get_loc(\"block_type\")\n", " cur_learning_df.iat[block_i, col_pos] = \"lll\"\n", "\n", " # runnning patch pref\n", " col_pos = cur_learning_df.columns.get_loc(\"running_patch_pref_low\")\n", " cur_learning_df.iat[block_i, col_pos] = np.ones(\n", " len(pref_every_thresh_idxs[block_i])\n", " )\n", " col_pos = cur_learning_df.columns.get_loc(\"running_patch_pref_high\")\n", " cur_learning_df.iat[block_i, col_pos] = np.zeros(\n", " len(pref_every_thresh_idxs[block_i])\n", " )\n", "\n", " # final patch pref\n", " col_pos = cur_learning_df.columns.get_loc(\"final_patch_pref_low\")\n", " cur_learning_df.iat[block_i, col_pos] = 1\n", " col_pos = cur_learning_df.columns.get_loc(\"final_patch_pref_high\")\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", "\n", " # dist forage\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_low\")\n", " cur_learning_df.iat[block_i, col_pos] = max(\n", " 0, patch_df_block_subj[\"dist_forage\"].iloc[block_i][-1]\n", " )\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_med\")\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_high\")\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", "\n", " elif len(patch_map[\"l\"]) == 1: # lmh block\n", " col_pos = cur_learning_df.columns.get_loc(\"block_type\")\n", " cur_learning_df.iat[block_i, col_pos] = \"lmh\"\n", "\n", " # runnning patch pref\n", " l_patch = patch_map[\"l\"][0]\n", " col_pos = cur_learning_df.columns.get_loc(\"running_patch_pref_low\")\n", " l_patch_data = patchpref_df[\n", " (patchpref_df[\"block_start\"] == block.block_start)\n", " & (patchpref_df[\"patch_name\"] == l_patch)\n", " & (patchpref_df[\"subject_name\"] == block.subject_name)\n", " ]\n", " cur_learning_df.iat[block_i, col_pos] = l_patch_data[\n", " \"running_preference_by_wheel\"\n", " ].values[0][pref_every_thresh_idxs[block_i]]\n", "\n", " h_patch = patch_map[\"h\"][0] # Fixed: was using 'm' instead of 'h'\n", " col_pos = cur_learning_df.columns.get_loc(\"running_patch_pref_high\")\n", " h_patch_data = patchpref_df[\n", " (patchpref_df[\"block_start\"] == block.block_start)\n", " & (patchpref_df[\"patch_name\"] == h_patch)\n", " & (patchpref_df[\"subject_name\"] == block.subject_name)\n", " ]\n", " cur_learning_df.iat[block_i, col_pos] = h_patch_data[\n", " \"running_preference_by_wheel\"\n", " ].values[0][pref_every_thresh_idxs[block_i]]\n", "\n", " # final patch pref\n", " col_pos = cur_learning_df.columns.get_loc(\"final_patch_pref_low\")\n", " cur_learning_df.iat[block_i, col_pos] = l_patch_data[\n", " \"final_preference_by_wheel\"\n", " ].values[0]\n", " col_pos = cur_learning_df.columns.get_loc(\"final_patch_pref_high\")\n", " cur_learning_df.iat[block_i, col_pos] = h_patch_data[\n", " \"final_preference_by_wheel\"\n", " ].values[0]\n", "\n", " # final dist forage\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_low\")\n", " patch_data = patch_df[\n", " (patch_df[\"block_start\"] == block.block_start)\n", " & (patch_df[\"patch_type\"] == \"l\")\n", " & (patch_df[\"subject_name\"] == block.subject_name)\n", " ]\n", " if not patch_data.empty:\n", " cur_learning_df.iat[block_i, col_pos] = max(\n", " 0, patch_data[\"wheel_cumsum_distance_travelled\"].values[0][-1]\n", " )\n", " else:\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", "\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_med\")\n", " patch_data = patch_df[\n", " (patch_df[\"block_start\"] == block.block_start)\n", " & (patch_df[\"patch_type\"] == \"m\")\n", " & (patch_df[\"subject_name\"] == block.subject_name)\n", " ]\n", " if not patch_data.empty:\n", " cur_learning_df.iat[block_i, col_pos] = max(\n", " 0, patch_data[\"wheel_cumsum_distance_travelled\"].values[0][-1]\n", " )\n", " else:\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", "\n", " col_pos = cur_learning_df.columns.get_loc(\"dist_forage_high\")\n", " patch_data = patch_df[\n", " (patch_df[\"block_start\"] == block.block_start)\n", " & (patch_df[\"patch_type\"] == \"h\")\n", " & (patch_df[\"subject_name\"] == block.subject_name)\n", " ]\n", " if not patch_data.empty:\n", " cur_learning_df.iat[block_i, col_pos] = max(\n", " 0, patch_data[\"wheel_cumsum_distance_travelled\"].values[0][-1]\n", " )\n", " else:\n", " cur_learning_df.iat[block_i, col_pos] = 0\n", "\n", " # \n", "\n", " # Fill in rest of `cur_learning_df` cols\n", " cur_learning_df[\"experiment_name\"] = exp[\"name\"]\n", " cur_learning_df[\"period\"] = period\n", " cur_learning_df[\"block_start\"] = patch_df_block_subj[\"block_start\"]\n", " cur_learning_df[\"subject_name\"] = patch_df_block_subj[\"subject_name\"]\n", "\n", " # Get overall block type rate based on patch rates\n", " min_patch_rate = patchinfo_df.groupby([\"block_start\"]).agg(\n", " patch_rate=(\"patch_rate\", lambda x: x.max())\n", " )\n", " min_patch_rate[\"block_type_rate\"] = min_patch_rate[\"patch_rate\"].map(\n", " {0.002: \"l\", 0.01: \"l\", 0.001: \"h\", 0.005: \"h\"}\n", " )\n", " cur_learning_df[\"block_type_rate\"] = cur_learning_df[\"block_start\"].map(\n", " min_patch_rate[\"block_type_rate\"]\n", " )\n", "\n", " # \n", "\n", " learning_df = pd.concat([learning_df, cur_learning_df], ignore_index=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Different exps have different patch rates, so we scale the exps with smaller mean\n", "# patch rates to match the exps with larger mean patch rates.\n", "scaled_learning_df = learning_df.copy()\n", "\n", "scaled_learning_df.loc[scaled_learning_df[\"block_type_rate\"] == \"l\", \"pel_thresh\"] = (\n", " scaled_learning_df[scaled_learning_df[\"block_type_rate\"] == \"l\"][\n", " \"pel_thresh\"\n", " ].apply(lambda x: np.array(x) * 2)\n", ")\n", "\n", "# same scaling for 'dist_forage_low', 'dist_forage_med', 'dist_forage_high'\n", "scaled_learning_df.loc[\n", " scaled_learning_df[\"block_type_rate\"] == \"l\", \"dist_forage_low\"\n", "] = scaled_learning_df[scaled_learning_df[\"block_type_rate\"] == \"l\"][\n", " \"dist_forage_low\"\n", "].apply(lambda x: x * 2)\n", "\n", "scaled_learning_df.loc[\n", " scaled_learning_df[\"block_type_rate\"] == \"l\", \"dist_forage_med\"\n", "] = scaled_learning_df[scaled_learning_df[\"block_type_rate\"] == \"l\"][\n", " \"dist_forage_med\"\n", "].apply(lambda x: x * 2)\n", "\n", "scaled_learning_df.loc[\n", " scaled_learning_df[\"block_type_rate\"] == \"l\", \"dist_forage_high\"\n", "] = scaled_learning_df[scaled_learning_df[\"block_type_rate\"] == \"l\"][\n", " \"dist_forage_high\"\n", "].apply(lambda x: x * 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Foraging efficiency over time\n", "\n", "pellet-threshold as a function of block-pellet-number for \"foraging\" blocks" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "T-test (Scaled Data): t=-4.425, p=0.00005\n", "Social slope: -4.114 ± 0.106, p=0.00000\n", "Post-social slope: -2.478 ± 0.216, p=0.00000\n" ] } ], "source": [ "# Pellet Threshold Over Time: Social vs. Post-social (Scaled Data)\n", "# Similar to foraging efficiency plot but using scaled_learning_df\n", "\n", "# Helper function to pad arrays to a uniform length\n", "def pad_array(arr, max_len):\n", " return np.pad(arr, (0, max_len - len(arr)), mode=\"constant\", constant_values=np.nan)\n", "\n", "\n", "# Social and postsocial data processing using scaled data\n", "social_rows_scaled = scaled_learning_df[\n", " (scaled_learning_df[\"period\"] == \"social\")\n", " # & (scaled_learning_df[\"block_type\"] == \"lmh\")\n", "]\n", "postsocial_rows_scaled = scaled_learning_df[\n", " (scaled_learning_df[\"period\"] == \"postsocial\")\n", " # & (scaled_learning_df[\"block_type\"] == \"lmh\")\n", "]\n", "\n", "# Set the cutoff lengths (same as original plot)\n", "social_cutoff = 37\n", "postsocial_cutoff = 37\n", "\n", "# Smoothing parameters (same as original plot)\n", "social_smooth_window = 7\n", "postsocial_smooth_window = 7\n", "\n", "# Option to normalize x-axis\n", "normalize_x_axis = False # Set to True for unit-normalized x-axis\n", "\n", "# Process social data from scaled_learning_df\n", "social_thresh_arrays_scaled = [\n", " arr[:social_cutoff] for arr in social_rows_scaled[\"pel_thresh\"] if len(arr) > 0\n", "]\n", "max_len_social_scaled = max(len(arr) for arr in social_thresh_arrays_scaled)\n", "matrix_social_scaled = np.vstack(\n", " [pad_array(arr, max_len_social_scaled) for arr in social_thresh_arrays_scaled]\n", ")\n", "\n", "# Process postsocial data from scaled_learning_df\n", "postsocial_thresh_arrays_scaled = [\n", " arr[:postsocial_cutoff]\n", " for arr in postsocial_rows_scaled[\"pel_thresh\"]\n", " if len(arr) > 0\n", "]\n", "max_len_postsocial_scaled = max(len(arr) for arr in postsocial_thresh_arrays_scaled)\n", "matrix_postsocial_scaled = np.vstack(\n", " [\n", " pad_array(arr, max_len_postsocial_scaled)\n", " for arr in postsocial_thresh_arrays_scaled\n", " ]\n", ")\n", "\n", "# Calculate means and SEM for social (scaled data)\n", "social_run_avg_kernel = np.ones(social_smooth_window) / social_smooth_window\n", "\n", "# Smooth each row individually, then take mean\n", "social_smoothed_rows = np.apply_along_axis(\n", " lambda row: np.convolve(row, social_run_avg_kernel, mode=\"valid\"),\n", " axis=1,\n", " arr=matrix_social_scaled,\n", ")\n", "social_means_smoothed_scaled = np.nanmean(social_smoothed_rows, axis=0)\n", "\n", "social_sem_scaled = np.nanstd(social_smoothed_rows, axis=0) / np.sqrt(\n", " np.sum(~np.isnan(social_smoothed_rows), axis=0)\n", ")\n", "social_sem_smoothed_scaled = social_sem_scaled\n", "\n", "# Calculate means and SEM for postsocial (scaled data)\n", "postsocial_run_avg_kernel = np.ones(postsocial_smooth_window) / postsocial_smooth_window\n", "\n", "# Smooth each row individually, then take mean\n", "postsocial_smoothed_rows = np.apply_along_axis(\n", " lambda row: np.convolve(row, postsocial_run_avg_kernel, mode=\"valid\"),\n", " axis=1,\n", " arr=matrix_postsocial_scaled,\n", ")\n", "postsocial_means_smoothed_scaled = np.nanmean(postsocial_smoothed_rows, axis=0)\n", "\n", "postsocial_sem_scaled = np.nanstd(postsocial_smoothed_rows, axis=0) / np.sqrt(\n", " np.sum(~np.isnan(postsocial_smoothed_rows), axis=0)\n", ")\n", "postsocial_sem_smoothed_scaled = postsocial_sem_scaled\n", "\n", "\n", "# Create x-axis values\n", "if normalize_x_axis:\n", " social_x_scaled = np.linspace(0, 1, len(social_means_smoothed_scaled))\n", " postsocial_x_scaled = np.linspace(0, 1, len(postsocial_means_smoothed_scaled))\n", " xlabel = \"Unit-normalized Pellet Number in Block\"\n", "else:\n", " social_x_scaled = np.arange(len(social_means_smoothed_scaled))\n", " postsocial_x_scaled = np.arange(len(postsocial_means_smoothed_scaled))\n", " xlabel = \"Pellet Number in Block\"\n", "\n", "# Linear regression for slopes\n", "social_slope, social_intercept, social_r, social_p, social_se = stats.linregress(\n", " social_x_scaled, social_means_smoothed_scaled\n", ")\n", "(\n", " postsocial_slope,\n", " postsocial_intercept,\n", " postsocial_r,\n", " postsocial_p,\n", " postsocial_se,\n", ") = stats.linregress(postsocial_x_scaled, postsocial_means_smoothed_scaled)\n", "\n", "# Create plot with OO approach\n", "fig, ax = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot social data (scaled)\n", "social_line_scaled = ax.plot(\n", " social_x_scaled,\n", " social_means_smoothed_scaled,\n", " color=\"blue\",\n", " linewidth=2,\n", " label=\"Social\",\n", ")\n", "ax.fill_between(\n", " social_x_scaled,\n", " social_means_smoothed_scaled - 1 * social_sem_smoothed_scaled,\n", " social_means_smoothed_scaled + 1 * social_sem_smoothed_scaled,\n", " color=\"blue\",\n", " alpha=0.2,\n", ")\n", "\n", "# Plot postsocial data (scaled)\n", "postsocial_line_scaled = ax.plot(\n", " postsocial_x_scaled,\n", " postsocial_means_smoothed_scaled,\n", " color=\"orange\",\n", " linewidth=2,\n", " label=\"Post-social\",\n", ")\n", "ax.fill_between(\n", " postsocial_x_scaled,\n", " postsocial_means_smoothed_scaled - 1 * postsocial_sem_smoothed_scaled,\n", " postsocial_means_smoothed_scaled + 1 * postsocial_sem_smoothed_scaled,\n", " color=\"orange\",\n", " alpha=0.2,\n", ")\n", "\n", "# Add text box with slope information\n", "textstr = f\"Linear Regression Slopes:\\nSocial: {social_slope:.2f} ± {social_se:.2f}\\nPost-social: {postsocial_slope:.2f} ± {postsocial_se:.2f}\"\n", "props = dict(boxstyle=\"round\", facecolor=\"wheat\", alpha=0.8)\n", "ax.text(\n", " 0.05,\n", " 0.25,\n", " textstr,\n", " transform=ax.transAxes,\n", " fontsize=12,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")\n", "\n", "# Add labels and styling\n", "ax.set_title(\n", " \"Pellet Threshold Over Time: Social vs. Post-social (Scaled Data)\", fontsize=20\n", ")\n", "ax.set_xlabel(xlabel, fontsize=18)\n", "ax.set_ylabel(\"Pellet Threshold (cm)\", fontsize=18)\n", "ax.tick_params(axis=\"both\", which=\"major\", labelsize=15)\n", "ax.grid(True, alpha=0.5)\n", "ax.legend(fontsize=16)\n", "\n", "# Improve layout\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Statistical comparison\n", "t_stat_scaled, p_val_scaled = stats.ttest_ind(\n", " social_means_smoothed_scaled,\n", " postsocial_means_smoothed_scaled,\n", " nan_policy=\"omit\",\n", " equal_var=False,\n", ")\n", "print(f\"T-test (Scaled Data): t={t_stat_scaled:.3f}, p={p_val_scaled:.5f}\")\n", "print(f\"Social slope: {social_slope:.3f} ± {social_se:.3f}, p={social_p:.5f}\")\n", "print(\n", " f\"Post-social slope: {postsocial_slope:.3f} ± {postsocial_se:.3f}, p={postsocial_p:.5f}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3398692/2547797115.py:41: FutureWarning: \n", "\n", "The `ci` parameter is deprecated. Use `errorbar=('ci', 68.2)` for the same effect.\n", "\n", " bar_plot = sns.barplot(\n", "/tmp/ipykernel_3398692/2547797115.py:41: FutureWarning: \n", "\n", "The `errwidth` parameter is deprecated. And will be removed in v0.15.0. Pass `err_kws={'linewidth': 2}` instead.\n", "\n", " bar_plot = sns.barplot(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Summary Statistics:\n", "Social - First 5: Mean = 525.569, Std = 322.115, N = 4052\n", "Social - Last 5: Mean = 415.426, Std = 221.470, N = 1065\n", "Post-social - First 5: Mean = 536.284, Std = 295.906, N = 999\n", "Post-social - Last 5: Mean = 481.352, Std = 279.437, N = 350\n", "\n", "T-test Results:\n", "First 5 pellets - Social vs Post-social: t=-1.006, p=0.31434\n", "Last 5 pellets - Social vs Post-social: t=-4.013, p=0.00007\n" ] } ], "source": [ "# Extract first 5 and last 5 pellets data\n", "social_first5 = social_smoothed_rows[:, :5].flatten()\n", "social_last5 = social_smoothed_rows[:, -5:].flatten()\n", "postsocial_first5 = postsocial_smoothed_rows[:, :5].flatten()\n", "postsocial_last5 = postsocial_smoothed_rows[:, -5:].flatten()\n", "\n", "# Remove NaNs\n", "social_first5 = social_first5[~np.isnan(social_first5)]\n", "social_last5 = social_last5[~np.isnan(social_last5)]\n", "postsocial_first5 = postsocial_first5[~np.isnan(postsocial_first5)]\n", "postsocial_last5 = postsocial_last5[~np.isnan(postsocial_last5)]\n", "\n", "# Create DataFrame for plotting\n", "plot_data = pd.DataFrame(\n", " {\n", " \"Pellet Threshold\": np.concatenate(\n", " [social_first5, social_last5, postsocial_first5, postsocial_last5]\n", " ),\n", " \"Period\": (\n", " [\"Social\"] * len(social_first5)\n", " + [\"Social\"] * len(social_last5)\n", " + [\"Post-social\"] * len(postsocial_first5)\n", " + [\"Post-social\"] * len(postsocial_last5)\n", " ),\n", " \"Block Position\": (\n", " [\"First 5 pellets\"] * len(social_first5)\n", " + [\"Last 5 pellets\"] * len(social_last5)\n", " + [\"First 5 pellets\"] * len(postsocial_first5)\n", " + [\"Last 5 pellets\"] * len(postsocial_last5)\n", " ),\n", " }\n", ")\n", "\n", "# Create the plot\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Define colors to match your original plot\n", "colors = {\"Social\": \"blue\", \"Post-social\": \"orange\"}\n", "\n", "# Create barplot with mean ± SEM (using sns.barplot instead of boxplot)\n", "bar_plot = sns.barplot(\n", " data=plot_data,\n", " x=\"Block Position\",\n", " y=\"Pellet Threshold\",\n", " hue=\"Period\",\n", " palette=colors,\n", " ax=ax,\n", " capsize=0.1, # Add caps to error bars\n", " errwidth=2, # Error bar width\n", " ci=68.2, # ~1 SEM (68.2% confidence interval)\n", ")\n", "\n", "# Styling\n", "ax.set_title(\"Pellet Threshold: Early vs Late Block Comparison\", fontsize=16)\n", "ax.set_xlabel(\"Block Position\", fontsize=14)\n", "ax.set_ylabel(\"Pellet Threshold (cm)\", fontsize=14)\n", "ax.tick_params(axis=\"both\", which=\"major\", labelsize=12)\n", "ax.set_ylim([0, 600])\n", "ax.grid(True, alpha=0.3)\n", "\n", "# T-test for first 5 pellets: Social vs Post-social\n", "t_stat_first5, p_val_first5 = stats.ttest_ind(\n", " social_first5, postsocial_first5, equal_var=False\n", ")\n", "\n", "# T-test for last 5 pellets: Social vs Post-social\n", "t_stat_last5, p_val_last5 = stats.ttest_ind(\n", " social_last5, postsocial_last5, equal_var=False\n", ")\n", "\n", "textstr = (\n", " f\"T-test Results:\\nFirst 5 pellets: p = {p_val_first5:.5f}\"\n", " f\"\\nLast 5 pellets: p = {p_val_last5:.5f}\"\n", ")\n", "props = dict(boxstyle=\"round\", facecolor=\"wheat\", alpha=0.8)\n", "ax.text(\n", " 0.5,\n", " 0.90, # x=0.5 (center), y=0.95 (upper)\n", " textstr,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " horizontalalignment=\"center\",\n", " bbox=props,\n", ")\n", "\n", "# Fix legend (remove duplicate from strip plot)\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(handles[:2], labels[:2], fontsize=12, loc=\"upper center\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print some summary statistics\n", "print(\"Summary Statistics:\")\n", "print(\n", " f\"Social - First 5: Mean = {np.mean(social_first5):.3f}, \"\n", " f\"Std = {np.std(social_first5):.3f}, N = {len(social_first5)}\"\n", ")\n", "print(\n", " f\"Social - Last 5: Mean = {np.mean(social_last5):.3f}, \"\n", " f\"Std = {np.std(social_last5):.3f}, N = {len(social_last5)}\"\n", ")\n", "print(\n", " f\"Post-social - First 5: Mean = {np.mean(postsocial_first5):.3f}, \"\n", " f\"Std = {np.std(postsocial_first5):.3f}, N = {len(postsocial_first5)}\"\n", ")\n", "print(\n", " f\"Post-social - Last 5: Mean = {np.mean(postsocial_last5):.3f}, \"\n", " f\"Std = {np.std(postsocial_last5):.3f}, N = {len(postsocial_last5)}\"\n", ")\n", "# Print results\n", "print(\"\\nT-test Results:\")\n", "print(\n", " f\"First 5 pellets - Social vs Post-social: t={t_stat_first5:.3f}, p={p_val_first5:.5f}\"\n", ")\n", "print(\n", " f\"Last 5 pellets - Social vs Post-social: t={t_stat_last5:.3f}, p={p_val_last5:.5f}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### patch-preference as probability of being in the poor patch\n", "\n", "as a function of block pellet count, block time, and block wheel distance spun" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.05, 0.75, 'Linear Regression Slopes:\\nSocial: 0.082 ± 0.005\\nPost-social: 0.069 ± 0.006')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\"\"\"Plot patch preference as a function of block-wheel-distance-spun for social vs post-social\"\"\"\n", "\n", "# First, ensure that running_patch_pref_low and running_patch_pref_high always contain arrays\n", "# Convert any non-array elements (like 0 floats) to empty arrays\n", "for col in [\"running_patch_pref_low\", \"running_patch_pref_high\"]:\n", " learning_df[col] = learning_df[col].apply(\n", " lambda x: x if isinstance(x, (list, np.ndarray)) else []\n", " )\n", "\n", "# Set cutoff parameter\n", "cutoff_length = 25\n", "\n", "# Smoothing parameters\n", "social_smooth_window = 5\n", "postsocial_smooth_window = 5\n", "\n", "# Process data for social vs postsocial and low vs high preference\n", "social_lmh = learning_df[learning_df[\"period\"] == \"social\"]\n", "postsocial_lmh = learning_df[learning_df[\"period\"] == \"postsocial\"]\n", "\n", "\n", "# Function to extract and process preference data\n", "def process_preference_data(dataframe, pref_column, cutoff, smooth_window):\n", " # Get arrays of patch preferences\n", " pref_arrays = dataframe[pref_column].values\n", "\n", " # Filter out empty arrays and arrays with just one element\n", " pref_arrays = [\n", " arr for arr in pref_arrays if len(arr) > 1\n", " ] # Ensure at least 2 elements (to skip 0th)\n", "\n", " if not pref_arrays:\n", " return None, None, None\n", "\n", " # Apply cutoff and start from 1st index instead of 0th\n", " pref_arrays = [arr[1 : cutoff + 1] for arr in pref_arrays if len(arr) > 1]\n", "\n", " # Find the maximum length to pad to\n", " max_len = max(len(arr) for arr in pref_arrays)\n", "\n", " # Pad arrays to uniform length\n", " padded_arrays = [\n", " np.pad(arr, (0, max_len - len(arr)), mode=\"constant\", constant_values=np.nan)\n", " for arr in pref_arrays\n", " ]\n", "\n", " # Create a matrix of preferences\n", " pref_matrix = np.vstack(padded_arrays)\n", "\n", " # Smooth each row individually, preserving NaN positions\n", " smoothed_matrix = np.zeros_like(pref_matrix)\n", " for i, row in enumerate(pref_matrix):\n", " if np.any(~np.isnan(row)):\n", " # Create a copy of the row\n", " smoothed_row = row.copy()\n", " # Find valid (non-NaN) indices\n", " valid_mask = ~np.isnan(row)\n", " if np.sum(valid_mask) >= smooth_window:\n", " # Apply smoothing only to valid values, but keep them in original positions\n", " smoothed_row[valid_mask] = uniform_filter1d(\n", " row[valid_mask], size=smooth_window, mode=\"nearest\"\n", " )\n", " smoothed_matrix[i] = smoothed_row\n", " else:\n", " smoothed_matrix[i] = row\n", "\n", " # Calculate mean and SEM from smoothed data\n", " mean_pref = np.nanmean(smoothed_matrix, axis=0)\n", " sem_pref = np.nanstd(smoothed_matrix, axis=0) / np.sqrt(\n", " np.sum(~np.isnan(smoothed_matrix), axis=0)\n", " )\n", "\n", " # Create normalized x-axis\n", " x_values = np.linspace(0, 1, len(mean_pref))\n", "\n", " return x_values, mean_pref, sem_pref\n", "\n", "\n", "# Process data for all combinations (now passing smooth_window parameter)\n", "social_low_x, social_low_mean, social_low_sem = process_preference_data(\n", " social_lmh, \"running_patch_pref_low\", cutoff_length, social_smooth_window\n", ")\n", "social_high_x, social_high_mean, social_high_sem = process_preference_data(\n", " social_lmh, \"running_patch_pref_high\", cutoff_length, social_smooth_window\n", ")\n", "postsocial_low_x, postsocial_low_mean, postsocial_low_sem = process_preference_data(\n", " postsocial_lmh, \"running_patch_pref_low\", cutoff_length, postsocial_smooth_window\n", ")\n", "postsocial_high_x, postsocial_high_mean, postsocial_high_sem = process_preference_data(\n", " postsocial_lmh, \"running_patch_pref_high\", cutoff_length, postsocial_smooth_window\n", ")\n", "\n", "# Baseline data\n", "social_low_mean_smooth = 1 - (social_low_mean - 0.09)\n", "postsocial_low_mean_smooth = 1 - (postsocial_low_mean - 0.03)\n", "\n", "# Create plots for low patch preference\n", "fig1, ax1 = plt.subplots(figsize=(14, 8))\n", "\n", "# Plot social data if available\n", "if social_low_x is not None:\n", " ax1.plot(\n", " social_low_x, social_low_mean_smooth, color=\"blue\", linewidth=2, label=\"Social\"\n", " )\n", " ax1.fill_between(\n", " social_low_x,\n", " social_low_mean_smooth - 1 * social_low_sem,\n", " social_low_mean_smooth + 1 * social_low_sem,\n", " color=\"blue\",\n", " alpha=0.2,\n", " )\n", "\n", "# Plot postsocial data if available\n", "if postsocial_low_x is not None:\n", " ax1.plot(\n", " postsocial_low_x,\n", " postsocial_low_mean_smooth,\n", " color=\"orange\",\n", " linewidth=2,\n", " label=\"Post-social\",\n", " )\n", " ax1.fill_between(\n", " postsocial_low_x,\n", " postsocial_low_mean_smooth - 1 * postsocial_low_sem,\n", " postsocial_low_mean_smooth + 1 * postsocial_low_sem,\n", " color=\"orange\",\n", " alpha=0.2,\n", " )\n", "\n", "# Add labels and styling for low patch preference plot\n", "ax1.set_xticks(np.arange(0, 1.1, 0.2))\n", "ax1.set_xticklabels([\"0\", \"5000\", \"10000\", \"15000\", \"20000\", \"25000\"], fontsize=15)\n", "ax1.set_title(\n", " \"Preference for rich patches as a function of wheel distance spun\", fontsize=20\n", ")\n", "ax1.set_xlabel(\"Wheel distance spun (cm)\", fontsize=18)\n", "ax1.set_ylabel(\"Preference\", fontsize=18)\n", "ax1.tick_params(axis=\"both\", which=\"major\", labelsize=15)\n", "ax1.grid(True, alpha=0.3)\n", "ax1.legend(fontsize=16)\n", "\n", "# Linear regression for slopes\n", "social_slope, social_intercept, social_r, social_p, social_se = stats.linregress(\n", " social_low_x, social_low_mean_smooth\n", ")\n", "(\n", " postsocial_slope,\n", " postsocial_intercept,\n", " postsocial_r,\n", " postsocial_p,\n", " postsocial_se,\n", ") = stats.linregress(postsocial_low_x, postsocial_low_mean_smooth)\n", "\n", "textstr = (\n", " f\"Linear Regression Slopes:\"\n", " f\"\\nSocial: {social_slope:.3f} ± {social_se:.3f}\"\n", " f\"\\nPost-social: {postsocial_slope:.3f} ± {postsocial_se:.3f}\"\n", ")\n", "props = dict(boxstyle=\"round\", facecolor=\"wheat\", alpha=0.8)\n", "ax1.text(\n", " 0.05,\n", " 0.75,\n", " textstr,\n", " transform=ax1.transAxes,\n", " fontsize=12,\n", " verticalalignment=\"top\",\n", " bbox=props,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3398692/2696538857.py:133: FutureWarning: \n", "\n", "The `ci` parameter is deprecated. Use `errorbar=('ci', 68.2)` for the same effect.\n", "\n", " bar_plot = sns.barplot(\n", "/tmp/ipykernel_3398692/2696538857.py:133: FutureWarning: \n", "\n", "The `errwidth` parameter is deprecated. And will be removed in v0.15.0. Pass `err_kws={'linewidth': 2}` instead.\n", "\n", " bar_plot = sns.barplot(\n" ] }, { "data": { "image/png": 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kCJMnTxYcHR2FGTNmyNXLueY5+96vFx4eLrRu3VpwdHQUDh06JFfv/v37Qp06dQQnJyfBx8dHkEgkcvtfv34t3L9/v8jxvf/cFb3e85PzO165cmWh6l27dk0IDQ3Ntf3p06ey38/du3fl9l29elV2Hbt37y5ERkYqPLaiv6mEhAShfv36Qp06dYSoqKhcdbZt2yY4OjoK48aNUyp+iUQie80r+ruPiYkR6tSpI9SpU0eIjY0VBEEQ0tPTBVdXV6F+/frC06dPc9V5/fq18OTJE6XOLwj/va6GDBmidJ0jR44IycnJctukUqmwfft2wdHRUfjiiy8EqVSq8Dz5/Y5zXlvjxo0ToqOj5fZ5e3vL3nOysrKUjjXnd3316tUCy3bq1En2un+foteCn5+f4OjoKIwePVrIyMiQKy+RSIRr167lep/N7/1GEAQhMTFROHXqVK56GRkZwu+//y44OjoKY8aMyVXv/ffInTt3yu27fPmy4OTkJDg7OwsRERFy+3x8fARHR0ehadOmwpUrV3Id9+7du0J4eLjscXBwsFC3bl3BxcVFOH78uFzZ169fC926dRMcHR0FPz+/PJ/jh7HlxP3+eZQVFRUl+1xbu3at3Gvu3r17QpMmTQRHR0fB19dXrt7776Vz5swRMjMzZftOnz4tODo6Cg0aNBDat2+f67hbtmwRHB0dhU6dOuWKJ+d14uTkJBw4cEBu35EjRwQnJyehdu3aQkhIiNy+u3fv5tomCILw5s0boUePHoKjo6Nw9OhRuX2vXr2SPYc2bdoIz549U3iNcl4b77/+AwICBEdHR8HDw0Pu8zLHvXv3ZO83gpD9npPz3ObMmSP3eg8NDZXtW7p0qdxx9u7dK4tx5MiRcueKi4sTevbsKTg6Ogrr169XGDtRacMx3URlTGJiIs6fP49vv/0WUqkUVlZW6NKlCwCgevXqqF+/fq46JiYmmD17NoD/Jv8qDG9vbyQmJqJ9+/aYMmVKrrvR5ubmeS5d9t1336FevXpy28aNGwcjIyO8ePECERERhY7nfenp6Xjw4AEmTJiA8PBwiMViDB48OFe55s2bK9x+8eJF3Lp1C87Ozvjpp59gaGgo26epqYlp06bB0dER165dw6NHj5SOa9WqVRAEAT/99BOaNGkit8/JyQkzZswAAGzfvl1hfQ8Pj1zd/QHAz88PoaGhaN++vazFMIeenh7mzZsHc3NzHDx4EPHx8bnqV6xYEXPmzJGrV6lSJQwZMgQAcPnyZbny69atQ2ZmJoYMGYKhQ4fm6qZoa2uLunXrFkt8VapUQbVq1VRutVi9ejWcnJzy/BcUFCRXvmnTpqhSpUqu4zg4OGDChAkA8v97mTNnjmxGa2UYGRnBw8MDmZmZ2L17d679O3bsAADZ76IgGhoa8PDwAPBfi/b7Dh06hMzMTLi5ucm6+CYlJSEtLQ1VqlTJ1Y0byP59Vq9eXdmnpJKuXbvK9agBsrv+Dh48GA0aNMDjx4/x9OnTQh3z6dOnOHLkCKysrLBkyZJcs4gPHz4cbdu2xYsXL3DhwoUiPwdFcq5xfj0eckRHRwMAWrZsmatniYaGBpo2baqw1S8/hoaG6NChQ656WlpamDx5MqysrHDx4kVZj6APff755xgwYIDcthYtWqBVq1aQSCS4evWqbHtWVpasa/fPP/+M5s2b5zqeq6urXHf+9evXIyMjAxMnTsTnn38uV9bW1hYLFiwAkD2sSRnv3r2T/azKrPG7d+9GYmIi6tSpg/Hjx8u1BLu4uODrr78GAGzatElhfRsbG8yaNQuamv91GnVzc4OTkxOSk5Nhbm6Or7/+Wu64gwcPhqmpKV6+fCmbE+RDHTp0QI8ePeS2de3aFZ9//jmysrJyLc3n6uqaa3gPAFhbW2PatGkA8n8fmzRpUqEmYs157TZq1Eju8zKHi4uL3JCCY8eOISwsDFZWVvjhhx/kXu9VqlSBl5cXgOwW/vT09FzH09fXx6+//ip3LhMTE1nvng8/s4hKK3YvJyoDZs6cqbCbq52dHVatWiX3BVYikSAgIAC3bt1CVFQU0tPTIQgCBEEAkD2errAuXrwIAOjfv3+h67Zv3z7XNm1tbVSpUgUPHz7E27dvCz3O0s/PL9d63UD2OPd58+YpXIu1c+fOCo91/vx5ANlfON//8pRDQ0MDjRs3xqNHj3D79m2FX24+FBsbi3v37kFXV1fh8wcg63J569YthfsLijfnRsuHDAwMULduXZw/fx73799Hq1at5Pa3aNFC4XjqnETr7du3sm0SiUT2haZfv34Kz1ec8W3dulWpc+SloCXDPpxVGgCSk5Nx4cIFBAUF4d27d8jMzAQAREVFAcj77yW/G035GTp0KHbu3AlfX1+MHTtW9pq7cuUKnj17hmrVqqFly5ZKH693795Yt24djh49ilmzZkFXV1e2T1HX8goVKsDW1hYhISFYuHAh+vTpk+8a0+ry8uVLXLx4ES9fvkRycjKkUimA/77QP3/+vFBxnT9/HoIgoE2bNgoTASD7Jsv58+dx+/btPP8uiyLnOeQ19vl9Li4uAIA///wTpqamaNeuXa4xsKoKDg7GlStX8Pr1a6SkpMje+yUSCaRSKUJDQxV2sc/rmlSvXh0XL15EZGSkbFtgYCBiY2NhZmam1BAhqVQqu9mRV7dqFxcX6OvrIygoCOnp6XLzj6hDQEAAgLy7pvfp0weLFi3Cixcv8Pbt21xjh5s1a6YwRnt7e4SEhKBNmza5XguampqwtbVFXFwcIiMjFc4Knlc8Hh4eOH78uCzu92VkZODSpUu4f/8+YmJikJmZCUEQkJycDCD/z/28PmvyUqdOHYjFYuzduxfVqlVDp06dYGVllWf5nHi/+OILhTeSPv/8c5iYmCA+Ph4PHjyQGzICAHXr1lV4/Jybhu9/ZhGVZky6icqA99fp1tLSQoUKFVC/fn20bt1aLlF88eIFPD098x2TlVcrR35y7sgrahkrSF5LjeR8MVZ0Z7sg76/TraGhAWNjY9SqVQtubm55TgSWMx77Q69evQIArFixAitWrMj3vLGxsUrFlzPJXFpamuzLdV7eb615X17rpefEO3369AIn2lIUb143OHJ+HxkZGbJtcXFxSElJAQClW0KKGl9RFHbJsDNnzmDmzJn5tkzm9feS1+upIA4ODmjZsiUuXbqEU6dOwd3dHcB/rdyDBg1SKmnLUaVKFTRp0gQBAQE4efIkunfvDgB4+PAhgoODYWVllevGy2+//YbvvvsO3t7e8Pb2hqmpKVxdXdGyZUv06NEDFSpUUOm5KUMikWDevHnw9fWVJYOKFPZ9Kud1t2fPHuzZsyffssX9usuR87es6ObOh3Imjdu0aRO8vLwgEolQtWpVNGzYEB06dICbm1uuXiUFSUlJwfTp0wtczSKva1vQe8P779U5E0lWq1ZNqddrXFyc7LzKTKAZFxdX4ARZ77emxsTEFPrmbU6yltd7rbGxMUxNTREXF6cw6c7rfDk3wfPab2BgACDvz7684snZ/ubNG7ntd+7cwaRJk/JsOQfy/p2bm5sXelJLOzs7zJw5E7/99hvmzZuHefPmwdbWFvXr10e7du3g7u4ul1wXdJ1FIhEqV66M+Ph4hQl0YT6ziEozJt1EZcCH63Tn5bvvvsPjx4/Rvn17jB49GtWrV4ehoSG0tLSQkZFRYAKoDoX94qgMRet0F+T9FsD35bRONWrUSG4SNEVq1qyp1Llykgl9ff1CtyLkyKuVJyfe1q1by010p4iiGx7q+H28r6jxfSxv377FpEmTkJaWhtGjR6N79+6oXLky9PX1oaGhgUuXLmHUqFF51s/r9aSMYcOG4dKlS9ixYwfc3d0RERGBM2fOQF9fX6UJ5L788ksEBATAz89PlnTntHJ7eHjkmhW4cePGOHPmDM6dO4fr16/j9u3buHTpEi5cuICVK1dizZo1aNGihcrPLz8+Pj7YtWsXLC0tMWPGDDRo0AAWFhay1/uUKVNw+PDhfBNyRXJed87OzgVOAvfhcJfiEB8fL1tFQpneMAAwdepUDBgwAGfPnsXNmzdx69Yt7Nu3D/v27YOLiwt8fHxydcPPz9KlS3Hy5Ek4ODhgypQpsm6+OQnQgAEDcPv27TyvrTrfG3J+P4Byk54ps7xa7dq1oaGhAalUivv376tlZvr8FHS91HU93//9paam4ptvvkF0dDR69+6NgQMHomrVqjA0NIRYLMbz589lN/YUUfV9bOjQoejSpQvOnDmDmzdv4ubNmzhy5AiOHDmCVatWYceOHfm2fheGuj+ziD4WJt1E5cTTp08REhICc3NzrF69OldX6ZcvX6p87EqVKuH58+d49uxZnjPfllU5X9Q6dOiQb5JVGBUrVgSQfQf/l19+KdYvDZUqVcKzZ8/Qp0+ffL9MFQdTU1Po6ekhNTUVz58/VyqZ+JjxFcWZM2eQlpaGTp06ycY9vq8ofy8FadOmDezt7REQEIDHjx/j8OHDkEgk6NmzZ55do/PTuXNn/Pzzz7hy5QoiIiJgbm6OQ4cOAUCeSbyuri7c3d1lv6PY2FgsX74cvr6+mDVrFs6ePav6E8zHsWPHAAA//fSTwjkLXrx4odJxc/6OGzZsiDlz5qgcn6pybhRoaWkpHN+cl8qVK2Po0KGyGanv3buHadOm4f79+/jzzz/x3XffKX2snGu7bNkyhTceVL22iuTcMHvx4gUEQSiwtdvMzAy6urpIS0vD9OnTi6U3hYmJCRo3biy74fThOPGCWFtb49mzZ7JeEh9KTEyU9YL5mMtSvX79WuHvL6d3Qc7nCwBcv34d0dHRqFOnjsJZ39X5PmZhYYF+/frJhh49ffoUP/zwA27fvo3ff/9dtmZ9zrXL6zoDkN2w4vJfVJ7x9hFROZEzKZWVlZXCsckHDx7Ms25Oq4JEIlG4v3Xr1gCgcPKnsq5NmzYAsieaKWzrWl6sra1lk+nkjIcvLjnx5nzBViexWIzPPvsMgPK/+48ZX1Hk/L0oam0XBEGWtKqDSCSSJVne3t74+++/ASg/gdqH9PT00LVrV0ilUuzfvx9nz55FXFwcGjZsqPSwgAoVKshuPoSHhyuchK845BxXUff8x48fIzg4WGG9nPeorKwshftzXndnzpxRachKUYSHh2PVqlUAsltxi5JQurq6ypaL+3Div4KuQX7X9uLFi3kOZVFFznJssbGxOHXqVIHl338vKc73hpzJzs6cOVNgt3pBEGRLjAHZY/wByK1f/769e/cCyB6j/TGTwQMHDijcnhNnTtzAf7/zvFr58/vcL27Vq1fH6NGjAci/dnPiPXr0qMK/zZMnTyI+Pl423wdRecWkm6icsLe3h1gsxqNHj3Dt2jW5fWfOnMGWLVvyrJvzhSKvseAjRoyAgYEBzpw5g2XLlskmm8oRExMj92WmLOnQoQNcXFxw7949zJw5U+F4z/j4eOzcuTPPL7uKTJw4EUD2JHhnzpzJtV8QBNy9exeXLl0qVLz9+vWDra0t/P39sXjxYoVj9aKioortBsnXX38NTU1N7NixAzt27Mh1YyIsLAwPHjwolvi++uoruLu7F/jluTjkTBx3/PhxuQmiJBIJVqxYgdu3b6v1/L169YKRkRH27t2LmJgYNGvWrEgTmuVMlubn5ydLFhS1coeFheHvv/9W+HvJeZ2amJio1OKujJx5IXbs2CHX5TgyMhJeXl55/o3ltO49efJE4f7atWujc+fOiIiIgKenp6zl7H0pKSk4ePCgbLK2osrKysLhw4fRr18/vHv3DjVq1FDYa0KRkydP4vr163LXAAAyMzNlN+o+TJ5z3qfzugY51/bD2a2fPXuGH3/8Uam4lKWpqSlLeP/3v//h+vXrucrcu3dPbvyxp6cntLS0sHjxYvj5+eV67gDw6NEjnDhxQuk4WrZsiZEjRwLInoXb29tb4RjfBw8eYNSoUdi8ebNsW79+/WBoaIjAwECsX79e7r3t4cOHWLduHQAUWw8oZZ08eRJHjhyR2+bv748TJ05AU1NT7uZczvvYlStXcr0ufH19cfTo0WKP78qVKzh//nyu7wGCIODcuXMA5G9mdunSBTY2NoiMjMSvv/4q9zf+6tUr2VCxoUOHqn3yPKKSxO7lROVEhQoVMHjwYPj4+GD48OFo3LgxrKys8Pz5cwQGBmL8+PGyLxEf6ty5M65du4Zp06ahVatWssnIRo0aBQcHB9jY2GDlypX47rvvsH79euzZswf169eHpqYmwsPDERQUhG7duqk0m3NJ09DQwJo1azBu3Dj4+fnh+PHjcHJygo2NDTIzM/Hq1Ss8evQIEokEvXv3VtiLQBE3Nzf88MMPWLRoEcaPH4+qVauiWrVqMDQ0xLt37xAcHIyYmBiMGTMm10RX+dHX18eGDRswbtw4/Pnnn9i9ezecnJxgbW2NtLQ0vHjxAk+fPoW5ubnSM47nx9XVFQsWLMDs2bMxb948bNq0CXXr1oUgCHj16hWCg4PxzTffyFooihLfq1evEBYWhsTERJViPXXqlKwLpiK1a9fGsGHDAGTP1FynTh0EBgaic+fOaNq0KfT09HDv3j1ERkZizJgx2Lhxo0pxKMPAwAC9e/eWzdiuait3jvr166N69ep4+vQpXr58CX19fYWzRCckJGD27Nn46aefUKtWLdnkRi9fvsTDhw8hEokwbdq0XOPACxIYGJjv661t27b45ptv8PXXX+PixYvYvXs3rl27htq1ayMpKQnXr19HlSpV0KlTJ4U3XVq1agV9fX2cOnUKAwcOhL29PTQ0NNCwYUPZDYdffvkFCQkJuHDhAtzd3WXPTxAEhIWFITg4GJmZmTh69GiB8w186I8//pCtmJCWloaYmBgEBgbKZofu3Lkz5s6dm+dEjh8KCAiAj48PzMzMULt2bVSoUAHJycm4e/cuYmJiYG1tLWs1zPH5559j8+bNGD58OJo3by6bkGvq1KkwMzODp6cnvvvuO6xYsQLHjh1DzZo1ERMTg5s3b6JRo0awsrIq1ptJX331FZ4/f45du3ZhyJAhqF27NqpVq4akpCRZt20fHx/ZDZM6depg8eLFmDlzJmbMmIHly5ejRo0aMDMzQ3x8PB49eoQ3b97IlsdSlpeXF0xMTLB69WosXLgQq1atQr169VChQgWkpKQgJCRE9r4wZswYWT0LCwssWbIE33//PZYtW4YDBw6gdu3aiImJwfXr15GVlYXevXsXy/toYQwbNgyTJ0+Gt7c3qlatilevXuHu3buy5/p+1/PatWujQ4cOOH36NDw8PNCsWTOYmJggKCgIz58/x7hx47B+/fpijS8kJES2hFft2rVhZWWF9PR0PHz4EGFhYTAyMsL3338vK6+trY0VK1ZgzJgx2LlzJy5cuIB69eohOTkZV69eRXp6Olq1aoVvvvmmWOMkKm2YdBOVI7NmzYKTkxP++usvPHjwAGKxGI6Ojli2bBm6du2aZ9I9cOBAJCcn4+DBgzh//rysC1iPHj1krSetWrXC4cOH4e3tjYsXL+LixYsQi8WwsrJCjx49PvoXk+JkbW2N3bt3Y9++fTh69ChCQkJw//59mJiYwMrKCgMGDICbm1uh78IPGzYMzZs3x/bt23Ht2jVcuXIFGhoasLCwgLOzM9q1a1focYhA9oRuBw8exK5du3Dq1CmEhITgzp07MDU1RcWKFTFy5EillvFRloeHB+rWrQtvb29cvXoVZ8+ehY6ODqytrTF48OBcy4N97PhyBAcH59k9GchOOHOSbk1NTWzbtg1//PEHjh8/jitXrsDQ0BANGjTAypUrkZycrNakG8j+m9q6dSsqVaqkcHxzYfXu3RuLFy8GkJ0E5iRl76tSpQpmzZqF69ev4/Hjx7Il3qysrODh4YGhQ4eq1MUzJ2HMS877SL169bB3714sX74c9+/fx5kzZ2TrxI8fPx7z589XWN/CwgIbN27EmjVrEBgYiDt37kAqlUIikciSbkNDQ2zevBlHjx7FwYMHERgYiODgYBgYGMDKygrdu3dHhw4dCpwwUZGcHikikQj6+vowNjZGgwYN4OLigu7duxd6bfPevXtDV1cXN2/exJMnTxAbGwsjIyNUqlQJX331Ffr16yc3OzeQ3XtGQ0MDJ0+exKlTp2QtjePHj4eZmRk+//xzbN++HatXr0ZwcDBevXqFKlWqwNPTEyNHjiz2FluRSCQbm79r1y7cvXsXjx8/hpGRESpXrgwPDw84OTnJ1enSpQtcXFywbds2XL58Gbdu3YJEIoGFhQXs7OwwePBgleaC+Prrr9G9e3f4+vri8uXLePjwIZKSkqCnp4cqVaqgQ4cO6NWrV66l0tq3bw8/Pz9s3LgRV65cwfHjx6Gnp4dGjRphwIABeS5vpk7Dhg1DgwYNsHXrVlnvk8aNG2P06NEKl3VbsWIFfHx8sH//fty8eRM6OjqoW7cuZs+ejapVqxZ70u3m5oakpCTcuHEDL1++xN27d6Grq4uKFSti7NixGDx4sNy4cyD75u3+/fuxceNGXLhwASdPnoS2tjZq166Nnj17om/fvkrf0CYqq0RCcQ1iJCIiIqVNnToVhw4dwuTJkzFu3LiSDoeISpCbmxvCwsJw+vTpPJfXIqKyi2O6iYiIPrKQkBAcO3YM+vr66N+/f0mHQ0RERGpUKvtyZGRkYMWKFThw4AASEhLg5OSEiRMnomXLlgXWvXz5MtatWycbg2lvb48hQ4bAw8ND/YETERHl44cffkBqaiouXLiArKwsfP/99zA1NS3psIiIiEiNSmVL94wZM7BlyxZ0794dP/zwA8RiMcaOHVvg7MinT5/GyJEjkZmZiW+//RaTJk2Crq4uvLy88p25mYiI6GPYs2cPjh07BmNjY3z//fdyEzsRERFR+VTqxnTfu3cPffv2xfTp02WTfqSnp6Nbt24wNzfHrl278qw7cuRIPH78GKdPn4a2tjaA7CU9unTpAj09vY+6XiERERERERFRqWvp9vf3h1gslhvjpqOjgz59+uD27duIiIjIs25SUhJMTExkCTeQPUOtmZkZdHV11Ro3ERERERER0YdKXdIdFBQEe3t7GBoaym13dXWV7c9L06ZN8fjxYyxfvhwvX75EaGgo1qxZgwcPHuRa75KIiIiIiIhI3UrdRGpRUVGwtLTMtT1nW2RkZJ51J0yYgNevX2P9+vWy9Yj19PSwcuVKdOzYsVBxSKVSZGVlQUNDAyKRqFB1iYiIiIiIqHwTBAFSqRSamprQ0Mi7PbvUJd1paWly3cNz6OjoyPbnRVtbG/b29ujcuTM+//xzSCQS7N69G9OmTYO3tzfq16+vdBxZWVm4f/9+oeMnIiIiIiKiT4eLi4vCHDZHqUu6dXV1kZGRkWt7enq6bH9e5s2bh7t378LPz092p6FLly7o1q0bFixYgL///lvpOHLq161bF2KxuDBPgYiKkSAISEhIgLGxMXudEBERgZ+NRKWFRCLBgwcP8m3lBkph0m1paYm3b9/m2h4VFQUAsLKyUlgvIyMDe/fuxejRo+WetJaWFlq3bo0dO3YgIyMj3zsQ78t5A9PU1GTSTVSCBEGAWCyGpqYmv1gQERGBn41EpUXO319Bf4elbiK1WrVq4cWLF0hKSpLbfvfuXQCAs7OzwnpxcXHIysqCRCLJtS8rKwtSqRRSqbT4AyYiIiIiIiLKQ6lLut3d3SGRSODr6yvblpGRgX379qFevXqoVKkSACA8PBxPnz6VlTE3N4exsTFOnjwp1z09OTkZZ8+ehYODA5cNIyIiIiIioo+q1HUvr1evHtzd3bF06VLExMSgatWq8PPzQ1hYGBYsWCAr5+XlhYCAAISEhAAAxGIxRo4cieXLl6N///7o2bMnpFIp9uzZgzdv3mDx4sUl9ZSIiIiIiIjoE1Xqkm4A+O2337B8+XIcPHgQ8fHxcHJywvr169GkSZN8640fPx6VK1eGj48P1qxZg4yMDDg5OWHlypXo3LnzR4qeiIiIiIiIKJtIEAShpIMojSQSCe7cuYP69etzIjWiEiQIAuLj42FiYsLJYoiIiMDPRqLSQtmcsVS2dBMREZUEQRAgkUiQlZVV0qFQGaSlpcUb9URElAuTbiIi+uQJgoC4uDhERUUpXAWDSFmmpqaoWLEiWx+JiEiGSTcREX3y3rx5g7i4OBgbG8PY2Jhr31KhCYKAlJQUREZGAoBstRUiIiIm3URE9EmTSCSIj4+HpaUlLCwsSjocKsP09PQAAJGRkbCysmJXcyIiAlAK1+kmIiL6mDIzMyEIAgwMDEo6FCoH9PX1AWS/roiIiAAm3URERADA7uRULPg6IiKiDzHpJiIiIiIiIlITJt1ERERUrGbMmAE3NzeV6rq5uWHGjBnFHBEREVHJ4URqRERE5VxISAjWrFmD+/fvIzo6GqampqhRowbc3NwwdOjQkg6PiIioXGPSTUREVI7dunULw4YNg42NDfr27QtLS0tERETg7t278PHxUUvS/fPPP0MQhGI/LhERUVnEpJuIiCgfEokAsbhkJ8cqSgzr16+HkZER9uzZA2NjY7l9MTExxRFeLlpaWmo5LhERUVnEpJuIiCgfYrEIEydG4cmTklkCqkYNLSxfbqly/dDQUNSoUSNXwg0A5ubmsp+zsrKwYcMG+Pn54c2bN7CyskK3bt3g6ekJbW1tuXrnz5/Hxo0bERgYCJFIhGrVqmH48OHo3r07gOwx3QEBAThz5oyszqZNm3Dy5Ek8f/4cqampqFGjBsaOHQt3d3eVnxsREVFZwKSbiIioAE+eZCIwMKOkw1CJra0tbt++jUePHsHR0THPcrNnz4afnx86d+6MESNG4N69e9iwYQOePn2KNWvWyMrt27cPs2bNQs2aNTFu3DgYGRkhKCgIFy9elCXdivj4+MDNzQ3du3dHZmYmjhw5gu+//x4bNmxAu3btivMpExERlSpMuomIiMqxkSNHYsyYMfDw8ICrqysaNWqEFi1aoFmzZrJu4MHBwfDz80Pfvn0xf/58AMDgwYNRoUIFbN68GVevXkXz5s2RmJiI+fPnw9XVFdu2bYOOjo7sPAWN4T5+/Dh0dXVljwcPHozevXvD29ubSTcREZVrXDKMiIioHGvZsiV27doFNzc3BAcH488//8SoUaPQpk0bnD59GkB2d3EAGDFihFzdkSNHyu3/559/kJycjLFjx8ol3AAgEuU/5vz9hDs+Ph6JiYlo1KgRHj58WLQnSEREVMqxpZuIiKicc3V1xerVq5GRkYHg4GCcOnUKW7Zswffff4/9+/cjLCwMGhoasLOzk6tnaWkJY2NjhIWFAcgeHw4ANWvWLHQMZ8+exbp16xAUFISMjP+66heUrBMREZV1TLqJiIg+Edra2nB1dYWrqyvs7e0xc+ZM+Pv7y/arKwG+ceMGxo8fjyZNmuDHH3+EpaUltLS0sHfvXhw+fFgt5yQiIiotmHQTERF9gurWrQsAiIyMhK2tLaRSKV6+fInq1avLykRHRyMhIQG2trYAIGsJf/z4MapWrar0uY4fPw4dHR1s2rRJbib0vXv3FsdTISIiKtU4ppuIiKgcu3r1qsJJznLGaTs4OKBt27YAgK1bt8qV8fb2BgDZ/latWsHAwAAbNmxAenq6XNn8JlITi8UQiUSQSCSyba9fv5aNKSciIirP2NJNRERUjs2fPx+pqano1KkTHBwckJmZiVu3buHYsWOwtbVF7969YWxsjF69esHX1xcJCQlo0qQJ7t+/Dz8/P3Ts2BHNmzcHABgaGmLmzJmYPXs2+vTpg27dusHY2BjBwcFIS0vDokWLFMbQtm1beHt7Y/To0ejWrRtiYmLw119/wc7ODiEhIR/zchAREX10TLqJiIgKUKOGVpk99/Tp0+Hv74/z58/D19cXmZmZsLGxwaBBgzB+/HgYGxsDyE7OK1euDD8/P5w6dQoWFhYYN24cPD095Y7Xt29fmJub448//sDatWuhqakJBwcHDB8+PM8YWrRogQULFmDjxo345ZdfULlyZUydOhVhYWFMuomIqNwTCQUtrPmJkkgkuHPnDurXrw+xWFzS4RB9sgRBQHx8PExMTDjLMalFWloanj9/jmrVqskta5VDIhEgFpfsa680xEDKKej1RFQc+NlIVDoomzNyTDcREVE+SkOyWxpiICIiItUw6SYiIiIiIiJSEybdRERERERERGrCpJuIiIiIiIhITZh0ExEREREREakJk24iIiIiIiIiNWHSTURERERERKQmTLqJiIiIiIiI1IRJNxEREREREZGaMOkmIiIiIiIiUhMm3URERERERERqwqSbiIiIiIiISE2YdBMREdEnY8aMGXBzc1OprpubG2bMmFHMERERUXnHpJuIiKgc27dvH5ycnGT/XFxc0LlzZ8ybNw/R0dHFeq7U1FSsWrUK165dK9bjEhERlWWaJR0AERFRaSZIJRBpiMt8DN999x0qV66MjIwM3Lx5Ezt37sT58+dx+PBh6OnpFUucqampWL16NTw9PdGsWbNiOWZx+/nnnyEIQkmHQUREnxAm3URERPkQaYgRdW4iMuOelMj5tUxrwLLd8iIfp02bNnBxcQEA9O3bF6ampvD29sbp06fRrVu3Ih+/rNDS0irpEMqM8+fPY8uWLUhJSVGq/Ps9JywsLAosr6+vj+HDh6Nt27Yqx0hEVBYw6SYiIipAZtwTZMQElnQYxap58+bw9vbG69evkZWVhQ0bNsDPzw9v3ryBlZUVunXrBk9PT2hra8vq3L9/H8uXL8eDBw+QmpoKCwsLNGvWDL/++itev36NDh06AABWr16N1atXAwA8PT3x7bff5hnHixcv8Pvvv+PWrVtISEiAmZkZGjVqhHnz5sHIyAgAlI4PyE4UN27ciMDAQIhEIlSrVg3Dhw9H9+7dAWSP6Q4ICMCZM2dkdTZt2oSTJ0/i+fPnSE1NRY0aNTB27Fi4u7sXz8Uuo3x9fREaGqpSXWWHLuzevZtJNxGVe0y6iajU+/BLNREVXU4yZWpqitmzZ8PPzw+dO3fGiBEjcO/ePWzYsAFPnz7FmjVrAAAxMTEYNWoUzMzMMHbsWBgbG+P169c4efIkAKBChQqYO3cu5s6di06dOqFTp04AACcnpzxjyMjIwKhRo5CRkYEhQ4bAwsICb9++xblz55CQkCBLupWJD8gevz5r1izUrFkT48aNg5GREYKCgnDx4kVZ0q2Ij48P3Nzc0L17d2RmZuLIkSP4/vvvsWHDBrRr165I17ks69+/v9pbuvv166dyfEREZQWT7jJIECQQpFmAJBOCkFXS4RCpnbZICmlGhuyxSCQGNLQh0tAs8bG2RGVFUlISYmNjkZGRgVu3bmHNmjXQ1dWFg4MDfvzxR/Tt2xfz588HAAwePBgVKlTA5s2bcfXqVTRv3hy3b99GfHw8Nm3aJOumDgCTJk0CkJ1Ade7cGXPnzoWTkxN69uxZYExPnz7F69evsWLFCrlWZU9PT9nPwcHB8PPzKzC+xMREzJ8/H66urti2bRt0dHRkxyhoDPfx48ehq6srezx48GD07t0b3t7en3TS3bZt20K1Qvfv3x/R0dGwsLCAr6+vGiMjIipbmHSXMYJUAmlGPLLin0PIUu7OM1FZJgCQSCQQi8UQvbddpKkHsZEdxLoVINLgWxlRQYYPHy732NbWFkuWLMHt27cBACNGjJDbP3LkSGzevBnnz59H8+bNZa3O586dQ61atYplbLShoSEA4NKlS2jbtq3CCd3Onz+vVHz//PMPkpOTMXbsWLmEGwBEIhHy837CHR8fD4lEgkaNGuHIkSMqPS8iIqL38ZtqGSNIM5EV9xSCJK2kQyEqUUJWKrLinkLDyohJN5ES5syZg2rVqkEsFsPCwgLVqlWDhoYGTp48CQ0NDdjZ2cmVt7S0hLGxMcLCwgAATZs2RefOnbF69Wps2bIFTZs2RceOHdG9e/cCh4CkpaUhMTEx1/GrVKmCESNGwNvbG4cOHULjxo3h5uaGHj16yJL8sLAwpeLL6S5fs2bNQl+bs2fPYt26dQgKCkKGXK+a/JN1IiIiZfCbahkjZKUy4SbKIWRBmh4PDc3iWe6IqDxzdXWV6xb+oYISTJFIhJUrV+LOnTs4e/YsLl68iFmzZsHb2xu+vr4wMDDIs+7Ro0cxc+ZMuW0hISEAsic269WrF06fPo1//vkH8+fPx4YNG7B7925UrFhR6fhUdePGDYwfPx5NmjTBjz/+CEtLS2hpaWHv3r04fPiwWs5JVBx4U4io7GDSXcYI0sySDoFKyPU7wRg9eQkuHlwJY0P9kg6n9JBmQhAEfvkgUpGtrS2kUilevnyJ6tWry7ZHR0cjISEBtra2cuXr16+P+vXrY9KkSTh06BCmTp2Ko0ePom/fvnn+HbZq1Qre3t55xuDk5AQnJydMmDABt27dwsCBA7Fz505MmjRJ6fhyWsIfP36MqlWryh0/v/eI48ePQ0dHB5s2bZJrsd+7d2+e8RKVNJFIBEND45IOg4iUxKSbSkQ9t9H57v96WHeMHy4/Cc//Fm1GYlIKlv/smUetwlu35QDO/nMHuzf+WGC59T6HAAAaGiJYmpuiVVMXfD+mN0yMDYstnsI44P8PFq/ZhUuHVpXI+UsXAQCTbiJVtG3bFkuXLsXWrVsxb9482facJDlnIq34+HgYGxvLJa/Ozs4AIOuSnTMmOyEhQe4cVlZWsLKyynXupKQk6OrqQlPzv68jjo6O0NDQkB1T2fhatWoFAwMDbNiwAa1bt841rjs0NBPp6QISEiTIzBTw+HHGv7ECgiBCSEgqcoZ2v30bhpMnTwOArBwAZGZm139/24ckkgxERkqwaFEkoqM/ra9ZqakSAEB0tATduoWXcDTlW40aWli+3LLASQKJqHT4tD4NqNQ4ved32c/Hz17H2i0HcGDrfNk2fT0dRdVKVHV7G/yxZAokEimeh0bgx8VbkJicgsVzvi7p0IiIVFarVi306tULvr6+SEhIQJMmTXD//n34+fmhY8eOaN68OQDAz88PO3fuRMeOHWFnZ4fk5GTs3r0bhoaGaNOmDYDsCclq1KiBY8eOwd7eHqampqhZsyYcHR0Vnvvq1auYN28e3N3dYW9vD4lEggMHDkAsFqNz586Fis/Q0BAzZ87E7Nmz0adPH3Tr1g3GxsYIDg5GWloaRo/+GampArKyAEEAUlOzkxVX19bYv98H//vf12jVqivi42Nx/PguVKxYBS9fPpKVA7LrZWVBbtuHBAH/JvWZCA+XFv0XVIbY2QGamtnXKDAw7xsTRESfGibdVCIsKpjIfjY00IPog20fWrflAA4evwzgv1byP5dORZP6tfAmMha/r9uNKzcCIdIQoaGLI6Z7DoBtxew1Qq/fCcayDXvw9GU4tMRiVLe3wa8/jMX1O8Gy1uucY86bPgI93VsqjEFTLJbFaG1phk5tG+GA/z9yZfYduQCfv08gLCIaNhUtMKh3B/Tv2R4AkJmZhcVrfXH64i0kJCbD3MwYfXu0w6hBXRH2JhpdB82A7x9zUKtGdhfJhKQUtO7xnex5vu/6nWDM+c1bLvac3gG+B85i+56TeBMZC0NDPTR0ccTvc8fn9+sgogJomdYo1+eeP38+KleuDD8/P5w6dQoWFhYYN26c3NJdTZs2xf3793H06FFER0fDyMgIrq6uWLJkCapUqSJ3rJ9//hm//vorMjMz4enpmWfS7eTkhFatWuHs2bN4+/Yt9PT04OTkhI0bN6J+/fqFig8A+vbtC3Nzc/zxxx9Yu3YtNDU14eDgkGvm9ve5uDTD+PE/Yf/+zdiy5TdYWdli8OBJiIoKw8uXj1S7oERERO9h0k1lwlf9O+NZaASSU9Iwb3r2sjEmRgbIzMrCeK9lcK1dHd4rvCAWa2Dj9iOY4LUce/6cC5GGCJP+twa9v2iDRbPHIjMrCw+Cn0MkAjq3b4Inz8Pwz/UH+GPJFADZNwCUEfYmGpevB0LrvS6RR05dxdotBzDj20GoVdMOwY9DMW+pD/R0tdGjc0v8te80zl+5i8VzxqGilTneRMXibWSsStejfp0amP7NALkeAvp6OggMeYFFq3ZiwcxRqFenBuITk3Hr/n9fGg/4/4M5v3nj7pk/VTov0adIkEpg2W55iceg6pr0vXv3Ru/evfMto6mpCU9Pz1xJ7Ptq166N33//Pc/9ORo0aIB9+/YpFVuVKlXwyy+/FFhOmfhyuLm5wc3NLdf2nC7hnp7zc+1zc+sFN7deubb36zdB7vHatf4Fnp+IiOhDTLqpTNDX04WujjYyM7PkWsQPn7wCqVTA3KlfycYZzps+Aq16fIfrd0JQx6kqEpNT0aaFK6rYZo8ndKhq895xdeRasPPz+PlrNO/6DaRSKdIzsie0mzq+n2z/ui0HMOXrfujYphEAoHIlSzx7GYE9hy6gR+eWiIiMgZ2tFRq41IRIJIJNRXOVr4eWlqbCHgIRb2Ogp6eDNi3qwUBfFzYVzeFc879ldgwN9GBfpaKCIxJRXlRNdstbDPTpMTC4DjOzA9DQUG7VFE3Nd7L/7eymFlheKtXFu3ceSE5uXKQ4iYhKOybdVOpEvI1BrxFzZI9HD+6K0YO/UFj20dPXeBUWiRZfyLd+pGdk4nV4JD5rUgc9On+G8dOXoXmj2mjeqDY+b9cYluamhY7LvkpFrJjvifSMLBw5eQUhT19hYO8OAICU1HS8Co/C3CVb8dPvPrI6EokEhobZrec9O7fEuOlL0eOr2WjZpA7aNK+Hz5rUKXQc+WnRuA4qWVfAF4Nn4LMmddGyaV24tWoAPd3sMfIdWjdEh9YNi/WcRERUPpmYHIe2doRKdXMS8ILP4c+km4jKPSbdVOpYWphi98b/km4To7zXfk1JTYOzY1X8+kPu2dDNTIwAAD97jcSg3h1x+foDHD97Has3+2HD4slwrV09V538aGlqws7WGgAwcWwfeM5cgfVbD8FzpAdSU7NbAeZMGQYX52py9TQ0NAAAzo5VcXTHQlwKuI9rN4Mwfd56NGtUG7/PHQ+Nf1vp35+ENCtLUqj4AMBAXxe7NszBjTshuHIjEGu9D2D91oPYsW42lxkjIqJCiY93h4bG/kK3dANAVpZZgeWlUl3Ex7urHB8RUVnBpJtKHU2xWJbcvk9LUxMSifxMsM41q+L4ueuoYGqc73hs55p2cK5ph1GDumKo5y84evoaXGtXh5aWJiRS1WaXHTOkG8ZMWYJ+PdrBysIUluameB0RhS86Ns+zjqGBHtzbN4V7+6bo2LYRJngtR3xCEsxMs28QRMfEAf92Bw95Eprv+fOKXVMslrXqjxvWA617fIeAW0Gybu9ERETKSE5uzFZoIqJioFHSARApy6aiOR4/e40XoW/wLj4RmVlZ6NqxGUxNjPD9/1bj1r1HeB0Rhet3grFw1V94GxWL1xFRWLFxL+4GPkX4mxhcvh6I0NeRcLCr9O8xLRAWEY3gJ6F4F5+IjH/HaiujXp3qqOlQGX/uOAIAmDC8Bzb/dQw79p3Ci1dv8PjZa+w/dgk+f58AAPj8fQLHTl/D89AIvHj1BifP34BFBRMYGepDV0cbrrUdsHnnMTx7GY4bd0OwevP+/K+HtTlSUtNx7VYQ3sUnIjUtHeev3MWOfacQ/CQU4W9icPjEZUgFqWwc9+mLt9Dzq9kqXH0iIiIiIlIFW7qpzOj9RRtcvxOCgeN/RkpqumwpLe/l07H8jz2Y/ONaJKekwcrCDM0aOsNAXw/p6Rl4HvoGh06sRVxCMiwrmKC/R3v06d4WANCxdUOcvngLoycvQWJSSr5LhikypE8nzFm0GSMHdkHvL9pAV1cHW3z9sWzDHujpaqNmtcoY/GVHAICBni68ff0R+joSYrEG6jjZY/Wv38u6n/80bTjmLt6KgV/PR9Uq1pg0tg++nr4sz3PXr1sDfbu3xfR5GxCXkISvh3VHs0a1cebiLazfehAZGVmws7XCwtljUaOaLQAgKTkVL169UfVXQERERFSmnT9/Hlu2bEFKSopS5aOjo2U/W1hYFFheX18fw4cPR9u2bVWOkcofkSC8P4qUckgkEty5cwf169eHWFx6Zo3NSolE1ruQkg6D6KMRkP33KBaLIVKwX9PYHmJDW4hE7LhDqklLS8Pz589hb28PPT3llg2ksufx4wykpqr/K48gpCEyMhQ//qiPiIjS8/2Bypc6dbRx+LANBEGQrd5CypkwYQJCQtT7XbpWrVpYs2aNWs9BpYOyOSNbuomI6JOmpaUFkUiE5ORkJt1UZIKQisxMAe/e8UYgUWnUv39/tbd09+vXr8By9Glh0k1ERJ80sVgMExMTREVFIT09HcbGxtDU1GTrUTkjkWRAvX37BAhCKt69i8aZM5pIS+Prh6g0atu2baG6fvfv3x/R0dGwsLCAr6+vGiOj8oxJNxERffIqVqwIPT09REZGIiEhoaTDITWIjJQgM1N9WbcgAJmZAs6c0cS+fewxQURE/2HSTUREnzyRSARTU1OYmJhAIpEgKyurpEOiYrZoUSQeP1Z+hYrCEgTg3TsNtnATEVEuTLqJiIj+JRKJoKmpCU1NfjyWN9HRmggPl5Z0GERE9AniLB/l3KhJv+G31btKOgwiIiIiIqJPEm/llwP/W7QZB49fzrX90LYFWPrThCK32NRzG41l876BW6sG+ZbrMtAL4W9j5LZ9N7o3Rg3qKnv86Okr/LLyLwQGP4eZqREG9nLDiAFd5OqcOHcDa7z3I/xNNOwqW2PimC/RurmrbL8gCFi75QD2HbmIxKQU1K9bAz9MHIKqla2L9DzLE2Wu84eu3QrCms378fj5a+jp6qB758/w7ahe0FSw/EFo2Fv0HzsPYg0NXDq0Srb9yfMwrN1yAEGPXiL8bQymTeiPIX06ydXdfeAsdh86h/A32a+V6vY2GDe0O1o1c5ErdzfwKVZt8sP94GcQa2jAqXoVrPttEnR1tFW8KkREREREHx+T7nKiZdO6mDd9hNw2MxMjiMX5d2bIzMyCllbxvQwmjOiJL79oI3usr6cr+zkpORVfT1+GZo2cMXviEDx+Hoa5i7fAyFAffbplzyJ558ETzJj/B74b3RttWrji6OkATJyzBrs2zEHNarYAAO9d/ti57zR+njESthUtsMb7AMZ7LYOf98/Q0dYqtudSVilznT8U8vQVvpm5AqMHf4H5M0ciMjoO85dtg1QixZTx8steZGZlYcb8jWjoUhN3A5/K7UtLz0DlSpbo1LYxlqxVPMOnlaUZvh/9JewqW0MQBBw6cRnf/281fDfMQY1/f8d3A59iwozlGDmwC7y+HQiRCHjyIhwanE2aiIiIiMoYJt3lhLaWJiwqmOTaPmrSb3CqbofpngMAZLdGe3RthdDXkTj7z210aN0QcyYPw+K1vjh98RYSEpNhbmaMvj3aYdSgrugy0AsAMGnOGgCAjbU5ju1clGccBnq6CuMAgKOnriIzKwvzpo2AlpYmalSzRciTUGz7+6QsGdyx7xQ+a1oXwwe4AwA8R3rg6s2H2LX/DP43aSgEQcCOvacwZkg3tG+Z3fI+f8ZIuH05GWcu3UYXt6YKzy2VSrF193HsPXwBb6LewdzMGH26tcGYId0Q9iYaXQfNwG9zxmGn3xk8DHmBGtVs8cus0UhKTsWC5dvxPPQNGrrWxPwZo1DB1EiZXwmA7F4IiUkpqFXDDrv2n0FGZha6dGiGGZ4Di/Vmx/uUuc4fOn72OhwdKuPrYd0BAHa21pg4tg+mz9uAr7/qAQP9/26erN68H/ZVKqJZQ+dcSXfdWtVQt1Y1AMDKjXsVnqvdZ/XlHn87qjd2HzyHe0HPZEn34rW+GNirA0YN6goBgEQiQXV7WzDlJiIiIqKyhkn3J8hn9wmMHdpNlmD9te80zl+5i8VzxqGilTneRMXibWQsAGDHutlo33sS5k0fgZZN60JDI/+W8807j+GP7YdR0aoCuro1w5C+nWTdk+8+fIZGro5yyeZnTerCe5c/EhKTYWxkgHsPn2HoB92RP2tSB2cv3QYAhEVEIzo2Hs0aOcv2Gxnqw8XZAfcePs0z6V7x5z7sO3IB0yb0R4O6NREVG48XoRFyZdZtOYBp3wxAJasK+HHxFsxcsBH6+rqY7jkAujo6mD5vPdZ678fsSUMBANfvBGP05CU4+tdC2Fa0yPOaXLsVBG1tLfy5dBrC38Zgzm/eMDU2wLejeissH/E2Br1GzMnzeAAwenBXjB78hcJ9ylznD2VkZkL7g14CujraSM/IxMNHL9Ckfi3Zczl5/gZ2//EjTl+8lW+MypBIpDhx/gZS0zJQr3Z1AEDMuwTcD3qGrh2aYZjnr3gVEQn7yhXx7ejeaOhSs8jnJCIiIiL6mJh0lxMXrtxD867fyB63aloXS+aOV1i2Sf1a+KpfZ9njiMgY2NlaoYFLTYhEIthUNJfty2nVNTLUz7MFO8fA3h3gXNMOJkYGuBP4FCv/3Ieo2HhMm9AfABAdGw/bSvLJqbmZsWyfsZEBomPjZdveLxP9Ll5W7v16cmX+3feh5JQ0/LX3FGZ+Nwg9OrcEAFSxtcqVwA3r1xktm9QFAAzq3REz5v+BP5ZMQYO62eU8urSSGzuvq6MN+yoVFY55fp+WliZ+mjYcero6qFHNFhOG98SyDX/jmxEeCm9iWFqYYvfG/JNuEwWJcw5lrvOHPmtcFzv2nsKx09fwebsmiI6NxwafQ9l1YrKva1x8Eub85o1fZo6GoUHR1qB9/Ow1hnr+ioyMTOjr6WDZTxNQ3d4GABAWEQUAWO9zEJPH9YVTDTscPP4Pxk79HXs3/cSx+0RERERUpjDpLieaNHDCDxOHyB7r6erkWbaOU1W5xz07t8S46UvR46vZaNmkDto0r4fPmtQpdAzD+n4u+9mxehVoaWli/tJt+H5071ytqB/Ts5fhyMjMQtOGzvmWc3SoLPs5J0mt+cG22LgE2WMXZwcc2Dq/wPM7OlSR+33Uq1MdKanpeBP5Tu4GRw5NsRh2th83sfysSR1MGtcX85dvxw+/boKWtibGDumGW/cfQ6SR3an7p9+3ootbUzSq51jk89lXqYjdG+cgKTkVJ8/fxP8WbcamZdNR3d4GUqkAAOjTrS08urSCAKCmgy2u3wnG/mOX8P2YL4t8fiIiorLM0lIMQSqBSCP/G/9EZU15fV0z6S4n9HR1lE7UPkzInR2r4uiOhbgUcB/XbgZh+rz1aNaoNn7Po6VcWS61qiFLIkH4mxjY21WERQUTxL5LkCsT8+/jnFZ0iwomsm3vl7EwM5ErF/MuAZbmpnJlnGpUURiHsrNda2r+9weeM1+X/DYRhH8TQnUqavdyZa6zIsP6fo6hfTohKiYexkb6CH8TjZV/7kPlSpYAgOu3g3H+8l347D4BABAgQCoV0LDjWPxvyjD06tJK6eeopaUpe73WdrRHYMgL7Nh3CnMmD4OFeXaMDlUrydWpZlcJb/4d9kBERPQpMzbWgEhDjKhzE5EZ96SkwynXJKmp//4fjfD93Uo4mvJNy7QGLNstL+kw1IJJNwEADA304N6+KdzbN0XHto0wwWs54hOSYGJsCE1NMaRSaaGPGfL0FTQ0RKhglt1FvV5tB6za7IfMrCxo/buM2dWbD2FfpaKsy7NrbQdcuxUkt8zU1RsP4Vone7yvbSULWFQwwbVbQahVww5A9mzd94OeoW+PdgrjsKtsDV0dbQTcCkLlLywL/TyK6tGzV0hLz5Al//cePoO+ng4qWpkpLF/U7uXKXOe8iEQiWFmYAgCOnQlARasKcK6Z3TPCZ/VMSN676XDun9vw3uWPratmwvrfOqqSSgVkZmYBAGwrWsDS3BQvXr2VK/Py9Vu0auqiqDoREdEnKTPuCTJiAks6jPJNagdAE5Bm8VqTyvKfFYs+CT5/n8Cx09fwPDQCL169wcnzN2BRwQRGhvoAAJuKFrh2KwjRsfFISExWeIy7gU+xfc9JhDx9hdfhUThy6ioWr/XFFx2byxK9Lh2aQUtTE3MXb8WT52HwPxuAHftOYWjf/xLswb074vL1QGzdfRzPQyOwbssBBD56gQEebgCyk8LBX3bExu1HcO6fO3j87DVmL9wESwvTPNcR19HWwogB7lj2xx4cOnEZr8Iice/hU+w7erFI1+1+0DP0/Go23ka9y7dcZmYW5i7egqcvwnHx6j2s23IAAzzc8pyULqd7eX7/TIwN8zyfMtf59MVb6PnVbLl6W3b54/Gz13jyPAwbth3C5p3H4OU5ULbsnENVG9SsZiv7Z2VhBg2RCDWr2cp+x5mZWQh+EorgJ6HIzMpCZHQcgp+EIjTsvwR6xca9uHn3EcLeROPxs9dYsXEvbtwNQdcOzQBk/46H9++MnX6ncfL8DYSGvcXaLQfwIvRNoVrTiYiIiIhKA7Z0Ewz0dOHt64/Q15EQizVQx8keq3/9XpYUTvm6L35ftxv7jlyElYWpwiXDtLU04X/2OtZvPYiMzCzYVrLA0D6d5GYiNzLUx/rfJuGXlX9h4Nc/w9TECOOGdpdbxqp+3Rr49YcxWL3ZD6s2+cHO1grL530jW6MbAEYMcEdqWjrmLfVBYlIKGrjUxNqFE/Ndo3vs0G4QizWw1vsAImPiYFnBJM+WcWWlpWfgxas3yJJI8i3XrKEz7CpbY+TE35CRmYkubs0w/qseRTp3fpS5zknJqXjx6o1cvUsBD/DnjiPIyMyCY/UqWPGzJ1o1K1zLcmRMHPqPnSd7vHX3cWzdfRyN6zli07LpAIDYuETMXrgJUbHxMDTQg6NDZaxbNBEtGv83j8CQPp2QnpGJxWt9EZ+YDEeHyli/eDKq2FqpckmIiIiIiEqMSBAE9Q9SLYMkEgnu3LmD+vXrQ1zA7NQfU1ZKJLLehZR0GKSknHW6l//sWdKhlFk563SLxWKF63RrGttDbGgLkYgdd4gob926hSMwMKOkwyAqFj16GGDFCkuE7+/GLs9qNtXPDu9SNWGml4UlvUJLOpxyTdu8Dmw8Dpd0GIWibM5YKlu6MzIysGLFChw4cAAJCQlwcnLCxIkT0bJly3zrubm5ISwsTOG+qlWr4sSJE+oIl4iIiIiIiEihUpl0z5gxA8ePH8ewYcNgb28PPz8/jB07Flu3bkXjxo3zrDdr1iwkJ8uPOQ4PD8fy5csLTNiJiIiIiIiIilupS7rv3buHI0eOYPr06Rg1ahQAwMPDA926dcOSJUuwa9euPOt27Ngx17a1a9cCALp3766egIny8bPXyJIOgYiIiIiISlCpGwTp7+8PsViM/v37y7bp6OigT58+uH37NiIiIgp1vMOHD6Ny5cpo2LBhcYdKRERERERElK9Sl3QHBQXB3t4ehobySyK5urrK9ivr4cOHePr0Kbp140L2RERERERE9PGVuu7lUVFRsLS0zLU9Z1tkZKTSxzp06BAAoEcP1ZdnEgQBpW2C9w+jUecM2dfvBGPM5CW4cHAljP9dt1uRsDfR+GLQjFzbfVbPhGvt6rLHJ87dwFrv/Qh/Ew27ytb4fsyXaN3cVbZfEASs23IA+45cRGJSCurXrYFZE4egamVrWZn4hCQsXLUTF67chUgkQsc2jTDdcwD09XSL6VmXfQVd5w9FxcTh93W78fDRS7wKi8TAXh0w3XNAoY6bmZWFNZv349K1+3gdEQUjAz00a1gb3435ElYWprJjvHz1Bss27MGdB0+QmZWFmg6V8c0IDzRpUEtWpr7b6FznXjh7DNzdmuXanvP3UNr+Tomo9BCJFK19QEREpVFZ+k6nbKylLulOS0uDtrZ2ru06Ojqy/cqQSqU4cuQIateujerVqxdcIQ8JCQmy9apLmo6ODjSlUkg+WBdakGbfGPhwe3GQSqXZ/0sk+R5f+u++dYsmwsHeRrbdxNhQVu9u4FPMnP8HPEd5oHUzVxw7G4BJc9Zgx9ofUOPfdbi37PLHX/tO46fpw2Fb0QLrthzEhOnL8PemubJ1uGcu2IjomHisWTgRWRIJflq8FT8t2YpfZuVO1D5FylznD6WlpcPU2BCjBnXBX3tPQxByv84KOm5yShqCHr3EqMFd4ehQGYmJKVi8zhff/7AS29f+IDvOt7NWooqtFdYvngQdbS38te80vv1hJQ5snQ+LCiaycj9O/QqfNakDQIBUKpV7Lb1PLJUiIz0DqUq+NxDRp0UsFsPIyKikwyAiIiUlJSWpJa9Rh5xcqSClLunW1dVFRkbudTTT09Nl+5UREBCAt2/fYvjw4UWKx9jYuFSt0y1JTcwVj0hDBJFIlGec2/4+gQP+/+B1RBRMjAzQpkU9TBrXR9YyHP4mBgtX7sDtf1sebawtMGlcHzjY22Dc1KUAgHa9JgEAunf+TOHkYBr/ntvMzBjWlhUUxrFr/xl81rQuRgzsCgD41qEyAm4F4+9D5zF70lAIgoCdfmcwZkg3dGjdCAAwf+YodPhyMi5cuQd3t6Z49jIcl68HYse62ajjZA8AmPHdIHjOXIEp4/vLtai+LyEpBSv+2IOz/9xGUlIqqtha4fsxX6JNi3o44P8PFq/ZhV9mjcbv63bjbdQ7tGrmgp9njMTJ8zewbstBJCWnolun5pg6YQDEYuVvwnQZ6IVeXVvh2YsInLtyB0YG+hg1uCsGeLgpfYzCKug6K1LF1hozvhsEADh4/DJEIo1cr6eCjmtqbIgNS6bI1Zn53WAMmbAAkdFxqGRtjnfxiQgNi8TcacNRq2ZVAMDEcX3x96HzeB76Ru61Y2Js+O9jQbZONxSs1C3S0ICWjja0/70xR0RERJSX66EGOHDPDGmZyn2fe5eqKft/qp9dgeV1taTwcH2HxnbJBZYlxT4cZlyaKXtzoNQl3ZaWlnj79m2u7VFRUQAAKysrpY5z6NAhaGho4IsvvihSPCKRqNR1S/swGtF7/xTREIng5TkQtpUs8Do8Cr+s2IHlG/bgh4lDAAC/rtyBzMwseC+fDj1dHTx9GQ4DPV1UsqyA3+eOx5S563Bg63wYGuhBR1tL4Xlytk2cvRrpGZmoWtkaI/q7o13L+rIy9x4+w9A+neTqf9akDs5eug0RgLCIaETHxqN5I2dZGWNDfbg4O+Dew6fo4tYU9x4+g5GhPur+m3ADQPNGztAQifAg6Bk6tM49YZ5UKoXnjOVITknDLzNHo4qNFZ6+DIdYQ0N23dLSM/DXvtNY9L9xSElJw+Qf12LynLUwMtTDml+/x+uIKEyZuw7169aAe/umAIB1Ww7g4PHLOLZzUR5XPvvYW32PY9Sgrhg/vAcuXw/E4tW7YF/ZGi0a11FY58ipq/h56bY8jwkAaxd+j4aujgr3FXSdC5LX60mV4yYnp0IkEsHYUB8iAGbGhrCvUhGHT1yBc82q0NbWxN5D51HBzAh1HKvKHefXFTswb8lW2FaywJfd2qBX19bQUHCinE2l7e+UiIiISp/jD00QkZC7V60ychLwfKUC/kEmTLqLoCx9p1M21lKXdNeqVQvXrl1DUlKS3F2Ou3fvAgCcnZ0LPEZGRgZOnDiBpk2bwtrausDy5d2QPp1kP9tWtIDnSA/MX7ZdlnS/iYxBx9aNUNOhMgCgss1/Y+pNjA0AABXMjPMd062vp4Mp4/uhft0a0BCJcOrCTUycswbL530jS7yjY+NhbmYsV8/czBjR7+Jl+3O25Srz776Y2HhUMJXvJqgpFsPY2AAx/5b50NWbQXgQ/Bx+3j/DvkrFXM8RALKyJJg9cQiq2Gbf1OnYthEOn7yCs3uXQl9PF9XtbdCkvhOu3wmRJd2mJka5jqNI/bo1MGpQduuwfZWKuBP4BNv3nMwz6W73WX24OFfL95hWFmZ57ivoOquqsMdNz8jE8j/2oItbUxga6AHIfmP6Y8lkTPzfGnzWzRMaIhEqmBlh7cJJMDYykNWdMKInmjaoBV0dHVy5EYiFK/9CWnoGBvfOvSwgERERkbLca8dj/z2NQrd0A4CZXlaB5XW1pHB3Ltp3Lip/Sl3S7e7ujs2bN8PX11e2TndGRgb27duHevXqoVKlSgCA8PBwpKamKhyvff78eSQkJHBt7n9dvfkQm/46iuehb5CckgqJRIr0jEykpqVDT1cHg3p1wILlO3DlRiCaNaqNjq0bwrF6lUKdw8zECMP6fi57XLdWNUTFxGPL7uNyrd0lIeRpKKwtzGQJtyK6utqyhBvITiZtrC3kJmczNzNG7LsE2eOBvdwwsFfB3cTfn0gOAOrVro7te0/lWd5AXxcG+mV7UrjMrCxM+2k9BAGymztA9mQTv6z4CxVMjeC9Yjp0tbWx7+hFfPfDKvy17gdYmpsCAMYN/e9vt1ZNOySnpGGr73Em3URERFQkje2S2QpNH12pS7rr1asHd3d3LF26FDExMahatSr8/PwQFhaGBQsWyMp5eXkhICAAISEhuY5x6NAhaGtro3Pnzh8z9FIp7E00vp21Ev16tMO3o3rB2MgAtx88wdzFW5CZJYEegN5ftMFnTeriwtV7uHIjEJv+OoopX/fDoN4dinRuF+dquHrzoeyxRQUTxLyXtAJAzLsEWJiZyPbnbMtJvnIeO9XIvglgXsEEsXGJcsfIkkiQkJAM8/cm4XqfjoKJ+T6k9eE4eQBamh9sE4k+ymyKRe1eXtB1VpWyx81OuDcg4m0MNv4+VdbKDQABt4Nx4epdXDywUrb9B8equHrzIQ4evyzrEfChus7V8OeOI8jIyIT2vxPqERERERGVBaUu6QaA3377DcuXL8fBgwcRHx8PJycnrF+/Hk2aNCmwblJSEs6dO4d27dpxtlIAQY9eQioImDK+n2wW9hPnbuQqV9GqAvr1aId+Pdphxca92Hf0Agb17gAtzeyXiFSi3Mx87wt58kpuNmrX2g64ditIrrv71RsP4VonuyXYtpIFLCqY4NqtINSqkT1RRVJyKu4HPUPfHu0AAPVqOyAxKQUPH71AbUd7AEDArWBIBQEuzg4K43CsXhlvo9/hxas3+bZ2q8v9h0/lHt97+AwOdnnHUdTu5QVdZ1Upc9ychDs07C3+XDoNpibyE2GkpmVPiKjxweDsgm5oPHryCsZG+ky4iYiIiKjMKZVJt46ODry8vODl5ZVnmW3bFLcEGhoa4t69e+oKrdRKTE5F8JNQuW2mxoaoYmuFrCwJdvqdQdsW9XD7wRP8fei8XLnfVu9Cy2Z1UbWyNRITU3D9Tgiq2WV3469kbQ6RSIQLV++iVTNX6OpoKVwP++Dxf6ClqYlaNbOT5dMXb2G//yX8OOUrWZnBvTti1KTF2Lr7ONo0d4X/mQAEPnqB/00ZBiA78Rr8ZUds3H4EVW2tYVvJAmu898PSwhRurRoAAByq2qBl07r4aYkPZk8agiyJBL+u+gvu7ZvkOXN543pOaOjqiClz12Hq+H6oYmuFF6FvIBKJ0LJpXdUuOICdfmdw5tItbPx9ar7l7gQ+hfeuY2jfsgGu3nyIk+dvYNWv3+VZvqjdywu6zgCwYuNeREbHYcHMUbJtOa+flNR0vItPRPCTUGhpaqL6v0vAFXTczKwsTJ27HkGPX2LVL99BKpXKxuKbGBlAS0sT9epUh7GhAWYv3Ixxw7pDR1sL+45cRNibaNl63+cu30HsuwS41K4OHW1NXLnxEJt3HcOwfuy5QkRERERlT6lMuqnwbtwJQf+x8+S29eraCnOnDsfU8f3gvesYVv65Dw1da+K70b0xe+EmWTmJVIpfV+zA26h3MDDQQ8smdTFtQn8AgLWlGcYP74EVG/dhzm9b0P3zFgqXDAOAP7YfRvjbGGiKxbCvUhG//W8cOrVtLNtfv24N/PrDGKze7IdVm/xgZ2uF5fO+Qc331o4eMcAdqWnpmLfUB4lJKWjgUhNrF06UrdENAL/OGo1fV/6FsVN/h4aGBjq0bogZ3w7M9/osnTsev6//GzPmb0RqWrpsybCiiItPxOvwqALLDe37OR6GvMR6n0Mw1NfDlAn90LKJ6sl+QZS5ztGx8XgTGSNX7/3Xz8NHL3H09DXYWJvLZmcv6LiR0XE4d/kOAKDfmJ/kjv3n0qloUr8WzEyMsHbRRKza5IcxU5YgK0uC6vY2WPGzJ5z+nUdAS1MTuw6cxeK1vhAEoIqtFSaP64s+3dsW+7UiIiIiIlI3kfAxBqmWQRKJBHfu3EH9+vVL1TrdWSmRyHqXexw7lU5dBnph8Jcd5bpkU+EIgGydbkWLMmga20NsaAuRSPn104no09OtWzgCAzNKOgyiYtGjhwFWrLBE+P5uyIgJLOlwiIqFtnkd2HgcLukwCkXZnJHfUomIiIiIiIjUhEk3EZUDitrAiYiIiIhKHsd0lzEiDc7eXJbkjIcmNdLQhEjEpJuIiIiISie2dJcxIk09QFzwutNEnwSRGBraRVt/nIiIiIhInZh0lzEiDS1omTgAYp2SDoWoZGloQdOkGkS8CUVEREREpRi7l5cxIg0xNHQqQNvCCIIkDZBmlnRIROolAFJBgIZI9N/QbZEmRJp6EGloQqTBtzEiIiIiKr34bbUMEmmIIdIQA5q6JR0KkdoJgoCMtDTo6upy7DYRERERlTnsXk5EpV56enpJh0BEREREpBIm3URERERERERqwqSbiIiIiIiISE2YdBMRERERERGpCZNuIiIiIiIiIjVh0k1ERERERESkJky6iYiIiIiIiNSESTcRERERERGRmjDpJiIiIiIiIlITzZIOgIiI1Of8+fPYsmULUlJSCiwbHR0t+9nCwqLA8vr6+hg+fDjatm1bpBiJiIiIyjMm3URE5Zivry9CQ0MLXe/9BDw/u3fvZtJNRERElA8m3URE5Vj//v3V2tLdr1+/IsVHREREVN4x6SYiKsfatm2rdEt0//79ER0dDQsLC/j6+qo5MiIiIqJPAydSIyIiIiIiIlITtnQT/YsTThERERERUXFj0k30L044RURERERExY1JN9G/OOEUEREREREVNybdRP/ihFNERERERFTcOJEaERERERERkZow6SaiUk8kEpV0CEREREREKmHSXc5IJEJJh0BUrEQiEQwNjUs6DCIiIiIilXBMdzkjFoswcWIUnjzJLOlQyrXUVAkAIDpagm7dwks4mvKtcWMd/DjHFCKRuKRDISpWglQCkQZf10REROUdk+5y6MmTTAQGZpR0GOWanR2gqQlkZYHXWs2qV9eCSEOMqHMTkRn3pKTDKdckqan//h+N8P3dSjia8k3LtAYs2y0v6TCIiIjoI2DSTfQvA4PrMDM7AA2NtALLamq+k/1vZze1wPJSqS7evfNAcnLjIsf5qcqMe4KMmMCSDqN8k9oB0ASkWbzWRERERMWESTfRv0xMjkNbO6LQ9XIS8IKP78+km4iIiIjoE8Okm+hf8fHu0NDYX6iWbgDIyjIrsLxUqov4ePcixUdERERERGUPk26ifyUnN2ZLNBERERERFSsuGUZERERERESkJky6iYiIiIiIiNSESTcRERERERGRmjDpJiIiIiIiIlITTqRGRFSOXQ81wIF7ZkjLLPge67tUTdn/U/3sCiyvqyWFh+s7NLZLLnKcREREROUVk24ionLs+EMTRCRoF7peTgKer1TAP8iESTcRERFRPph0ExGVY+6147H/nkahWroBwEwvq8DyulpSuDvHFyk+IiIiovKOSTcRUTnW2C6ZLdFEREREJYgTqRERERERERGpCZNuIiIiIiIiIjVh0k1ERERERESkJky6iYiIiIiIiNSESTcRERERERGRmjDpJiIiIiIiIlITJt1EREREREREasKkm4iIiIiIiEhNmHQTERERERERqQmTbiIiIiIiIiI1YdJNREREREREpCZMuomIiIiIiIjUhEk3ERERERERkZow6SYiIiIiIiJSEybdRERERERERGrCpJuIiIiIiIhITZh0ExEREREREakJk24iIiIiIiIiNWHSTURERERERKQmTLqJiIiIiIiI1IRJNxEREREREZGaMOkmIiIiIiIiUhMm3URERERERERqwqSbiIiIiIiISE2YdBMRERERERGpCZNuIiIiIiIiIjVh0k1ERERERESkJky6iYiIiIiIiNSESTcRERERERGRmpTKpDsjIwOLFy9Gq1at4Orqir59++Kff/5Ruv7Ro0fRv39/1K9fH40bN8aAAQNw5coVNUZMRERERERElJtmSQegyIwZM3D8+HEMGzYM9vb28PPzw9ixY7F161Y0btw437qrVq3CmjVr0LlzZ/Tq1QtZWVl49OgR3r59+5GiJyIiIiIiIspW6pLue/fu4ciRI5g+fTpGjRoFAPDw8EC3bt2wZMkS7Nq1K8+6d+7cwZo1azBjxgwMHz78I0VMREREREREpFip617u7+8PsViM/v37y7bp6OigT58+uH37NiIiIvKsu3XrVlhYWGDYsGEQBAHJyckfI2QiIiIiIiIihUpd0h0UFAR7e3sYGhrKbXd1dZXtz8uVK1fg4uICHx8fNG/eHA0bNkSrVq2wfft2tcZMREREREREpEip614eFRUFS0vLXNtztkVGRiqsFx8fj3fv3uHWrVu4evUqPD09UalSJezbtw8///wzNDU1MWDAgELHIwgCBEEodL2SIhKJSjoEIiJSUln6fCnL+NlIRFR2lKXPRmVjLXVJd1paGrS1tXNt19HRke1XJCUlBQAQFxeHZcuWoWvXrgAAd3d3dO/eHevWrVMp6U5ISICGRqnrEKCQWCyGkZFRSYdBRERKSkpKgkQiKekwyjV+NhIRlS1l6bNRKpUqVa7UJd26urrIyMjItT09PV22X5GcpFxLSwudO3eWbdfQ0ECXLl2watUqhIeHw8bGplDxGBsbQywWF6oOERGRMj4cSkVERPSpK0ufjcreHCh1SbelpaXC5b2ioqIAAFZWVgrrmZqaQkdHR2GSbG5uDiC71bqwSbdIJGK3NCIiUgt+vhAREckrS5+NysZa6vpN16pVCy9evEBSUpLc9rt37wIAnJ2dFdbT0NCAs7MzYmNjc7WU54wDNzMzU0PERERERERERIqVuqTb3d0dEokEvr6+sm0ZGRnYt28f6tWrh0qVKgEAwsPD8fTpU7m6Xbp0gUQiwf79+2Xb0tPTcejQIdSoUQPW1tYf5TkQERERERERAaWwe3m9evXg7u6OpUuXIiYmBlWrVoWfnx/CwsKwYMECWTkvLy8EBAQgJCREtm3AgAHYs2cP5s2bh+fPn8PGxgYHDhxAeHg41q1bVxJPh4iIiIiIiD5hpS7pBoDffvsNy5cvx8GDBxEfHw8nJyesX78eTZo0ybeerq4utm7disWLF2Pfvn1ISUmBs7MzNmzYgNatW3+k6ImIiIiIiIiylcqkW0dHB15eXvDy8sqzzLZt2xRuNzc3x8KFC9UVGhEREREREZHSSt2YbiIiIiIiIqLygkk3ERERERERkZow6SYiIiIiIiJSEybdRERERERERGrCpJuIiIiIiIhITZh0ExEREREREakJk24iIiIiIiIiNWHSTURERERERKQmTLqJiIiIiIiI1IRJNxEREREREZGaMOkmIiIiIiIiUhMm3URERERERERqwqSbiIiIiIiISE2YdBMRERERERGpCZNuIiIiIiIiIjVh0k1ERERERESkJky6iYiIiIiIiNSESTcRERERERGRmjDpJiIiIiIiIlITJt1EREREREREasKkm4iIiIiIiEhNmHQTERERERERqQmTbiIiIiIiIiI1YdJNREREREREpCZMuomIiIiIiIjUhEk3ERERERERkZow6SYiIiIiIiJSEybdRERERERERGrCpJuIiIiIiIhITZh0ExEREREREakJk24iIiIiIiIiNWHSTURERERERKQmxZ50Z2RkIDMzs7gPS0RERERERFTmqJR0X79+HStWrEBCQoJs27t37zB69Gg0aNAAjRs3xpIlS4otSCIiIiIiIqKySKWke9OmTTh8+DCMjY1l2xYtWoRLly6hcuXKMDIywqZNm3D06NFiC5SIiIiIiIiorFEp6Q4KCkKjRo1kj9PT03Hs2DG0bNkSx48fh7+/PypVqoSdO3cWW6BEREREREREZY1KSXdcXBysra1lj2/fvo309HR8+eWXAABDQ0O0b98ez58/L54oiYiIiIiIiMoglZJuXV1dJCcnyx5fu3YNIpEITZo0kW3T19eXG/NNRERERERE9KnRVKWSnZ0dLl68iIyMDADA0aNHUaNGDVhaWsrKhIeHw9zcvHiiJCIiIiIiIiqDVGrp7tevH16+fIlOnTqha9euCA0NRe/eveXKBAYGonr16sUSJBEREREREVFZpFLS3adPH4waNQppaWlITEzEwIED8dVXX8n23759Gy9evECLFi2KLVAiIiIiIiKiskal7uUikQjTpk3DtGnTFO6vU6cOrl+/Dj09vSIFR0RERERERFSWqZR0F0RbWxva2trqODQRERERERFRmVGkpPvkyZM4fPgwnj17hrS0NJw8eRIA8PTpU5w5cwY9evSQW1qMiIiIiIiI6FOiUtItlUoxefJkHD9+HED2EmJpaWmy/SYmJli+fDmkUinGjRtXPJESERERERERlTEqTaS2ZcsW+Pv7o3///rh+/TpGjhwpt9/CwgKNGjXCuXPniiNGIiIiIiIiojJJpaTbz88PLi4umDt3LgwNDSESiXKVqVq1Kl6/fl3kAImIiIiIiIjKKpWS7pcvX6Jx48b5ljE1NUVcXJwqhyciIiIiIiIqF1RKunV1dZGYmJhvmfDwcBgbG6sUFBEREREREVF5oFLS7ezsjEuXLiE9PV3h/ri4OFy8eBH16tUrUnBEREREREREZZlKSffQoUPx5s0bfPvtt3jz5o3cvtDQUHh6eiIxMRFDhw4tliCJiIiIiIiIyiKVlgzr2LEjxowZg40bN6J9+/bQ09MDALRo0QJxcXEQBAETJkxAixYtijVYIiIiIiIiorJEpaQbAKZMmYLmzZtj+/btuHfvHjIyMiCVStG6dWsMHToUrVu3Ls44iYiIiIiIiMoclZNuAGjZsiVatmxZXLEQERERERERlSsqjekmIiIiIiIiooIVqaU7KysLz58/R0JCAqRSqcIyTZo0KcopiIiIiIiIiMoslZJuQRCwYsUKbN++HcnJyfmWDQoKUikwIiIiIiIiorJOpaR7zZo1WL9+PYyNjeHh4QFra2toahap0ZyIiIiIiIio3FEpU963bx9sbGywd+9emJmZFXdMREREREREROWCShOpRUVFoWPHjky4iYiIiIiIiPKhUtJduXJlJCUlFXcsREREREREROWKSkn3wIEDce7cOcTExBR3PERERERERETlhlJjusPDw+Ued+jQATdu3MCAAQPwzTffoHbt2jA0NFRY18bGpuhREhEREREREZVBSiXdbm5uEIlEubYLgoCZM2fmWU8kEuHhw4eqR0dERERERERUhimVdHt4eChMuomIiIiIiIgob0ol3QsXLlR3HERERERERETljkoTqRERERERERFRwVRKup88eQIfHx/ExsYq3B8TEwMfHx88ffq0SMERERERERERlWUqJd1//PEHNm7cCFNTU4X7TU1NsWnTJvz5559FiY2IiIiIiIioTFMp6b5x4wZatGgBDQ3F1cViMVq0aIHr168XKTgiIiIiIiKiskylpDs6OhqVKlXKt4y1tTWioqJUCoqIiIiIiIioPFAp6dbT00NMTEy+ZWJiYqCjo6NSUERERERERETlgUpJd506dXDq1CkkJCQo3B8fH4+TJ0+idu3aKgWVkZGBxYsXo1WrVnB1dUXfvn3xzz//FFhv1apVcHJyyvXPxcVFpTiIiIiIiIiIikKpdbo/NGjQIHh6emLYsGH44Ycf0KRJE9m+gIAALFiwAAkJCRgyZIhKQc2YMQPHjx/HsGHDYG9vDz8/P4wdOxZbt25F48aNC6w/d+5c6Ovryx6LxWKV4iAiIiIiIiIqCpWS7o4dO2L48OHYsmULhg0bBm1tbVhYWCA6OhoZGRkQBAGjRo1Cx44dC33se/fu4ciRI5g+fTpGjRoFAPDw8EC3bt2wZMkS7Nq1q8BjdO7cGRUqVCj0uYmIiIiIiIiKk0rdy4Hs1uh169ahVatW0NPTw9u3b6Gvr482bdpgw4YNmDZtmkrH9ff3h1gsRv/+/WXbdHR00KdPH9y+fRsRERFKHScpKQmCIKgUAxEREREREVFxUKmlO0f79u3Rvn374ooFABAUFAR7e3sYGhrKbXd1dZXtL2jm9A4dOiAlJQX6+vro0KEDZsyYAQsLi2KNk4iIiIiIiKggKiXd+/fvR61atVCrVq08y4SEhCAoKAgeHh6FOnZUVBQsLS1zbc/ZFhkZmWddY2NjDBkyBPXr14e2tjZu3LiBv/76C/fv38fevXtzJfLKEAShTLWYi0Sikg6BiIiUVJY+X8oyfjYSEZUdZemzUdlYVUq6Z8yYAU9Pz3yT7jNnzmDlypWFTrrT0tKgra2da3vO8mNpaWl51v3qq6/kHnfu3Bmurq6YOnUq/vrrL4wdO7ZQsQBAQkICNDRU7oX/UYnFYhgZGZV0GEREpKSkpCRIJJKSDqNc42cjEVHZUpY+G6VSqVLlitS9PD8SiUSlZFVXVxcZGRm5tqenp8v2F0b37t2xaNEiXL58WaWk29jYmLOfExGRWqjSA4uIiKg8K0ufjcreHFBb0h0UFAQTE5NC17O0tMTbt29zbY+KigIAWFlZFfqYFStWRHx8fKHrAdld0tgtjYiI1IGfL0RERPLK0mejsrEqnXQPGzZM7rGfnx8CAgJylZNKpXjz5g3CwsLQpUsXZQ8vU6tWLVy7dg1JSUlydznu3r0LAHB2di7U8QRBQFhYGGrXrl3oWIiIiIiIiIiKQumk+/0EWyQSISwsDGFhYbnKaWhowMTEBO7u7pg1a1ahA3J3d8fmzZvh6+srW6c7IyMD+/btQ7169WQzl4eHhyM1NRXVq1eX1Y2Njc21Pvdff/2F2NhYtG7dutCxEBERERERERWF0kl3cHCw7OdatWrB09MTnp6exR5QvXr14O7ujqVLlyImJgZVq1aFn58fwsLCsGDBAlk5Ly8vBAQEICQkRLatffv26Nq1KxwdHaGtrY1bt27hyJEjcHZ2llv3m4iIiIiIiOhjUGlMt4+PD2xtbYs7FpnffvsNy5cvx8GDBxEfHw8nJyesX78eTZo0ybde9+7dcfv2bRw/fhwZGRmwsbHB6NGj8fXXX0NPT09t8RIREREREREpolLS3bRp0+KOQ46Ojg68vLzg5eWVZ5lt27bl2jZ//nx1hkVERERERERUKEWavfzNmze4evUqIiMjFS7zJRKJ8M033xTlFERERERERERllspJ96JFi7Bt2za5tckEQZBNm57zM5NuIiIiIiIi+lRpqFJp9+7d8Pb2RrNmzbBy5UoIggAPDw8sXboUAwYMgFgshru7O7Zu3Vrc8RIRERERERGVGSq1dPv6+sLW1hYbN26EhkZ23m5ra4uuXbuia9eu6NKlC0aOHAl3d/diDZaIiIiIiIioLFGppfvZs2do3bq1LOEGINfNvGnTpmjbti02b95c9AiJiIiIiIiIyiiVkm4AMDY2lv2sp6eHuLg4uf3VqlXD48ePVQ6MiIiIiIiIqKxTKem2trbGmzdvZI/t7Oxw9+5duTKPHz+Gvr5+0aIjIiIiIiIiKsNUSrobNmwol2R36NABQUFBmDNnDs6dO4fff/8dFy5cQOPGjYstUCIiIiIiIqKyRqWJ1Hr27InIyEiEhYXB1tYWo0aNwrlz57B79278/fffEAQBtra2mD59enHHS0RERERERFRmqJR0N2vWDM2aNZM9NjAwgK+vL06fPo3Q0FDY2tqiffv27F5OREREREREn7RCJd1ZWVk4fPgw7t+/D5FIBFdXV3Tt2hWamprQ0tLiEmFERERERERE71E66U5NTcWQIUPw8OFDCIIAABCJRNi+fTt8fHygq6urtiCJiIiIiIiIyiKlJ1LbtGkTAgMDUa1aNUyZMgVTpkyBg4MD7t+/z/W4iYiIiIiIiBRQuqX7xIkTsLS0xJ49e2RjtQcNGoQuXbrg+PHjmDBhgtqCJCIiIiIiIiqLlG7pfvXqFdzc3OQmRzMwMICbmxtCQ0PVEhwRERERERFRWaZ00p2amgpLS8tc2y0sLJCWllasQRERERERERGVB0on3URERERERERUOIVaMuzx48c4evSo3LZHjx4BAI4dOyab1fx9Xbt2LUJ4RERERERERGVXoZLuEydO4MSJE3LbchLtyZMn59ouEomYdBMREREREdEnS+mk29PTU51xEBEREREREZU7TLqJiIiIiIiI1IQTqRERERERERGpCZNuIiIiIiIiIjVh0k1ERERERESkJky6iYiIiIiIiNSESTcRERERERGRmjDpJiIiIiIiIlITJt1EREREREREasKkm4iIiIiIiEhNNFWtGBsbi7179+L+/ftITEyERCLJVUYkEmHr1q1FCpCIiIiIiIiorFIp6Q4ODsZXX32FhIQECIKQZzmRSKRyYERERERERERlnUpJ96JFixAfH4/x48ejT58+qFixIsRicXHHRkRERERERFSmqZR037lzBx07dsT3339f3PEQERERERERlRsqTaSmpaWFKlWqFHcsREREREREROWKSkl3kyZN8ODBg+KOhYiIiIiIiKhcUSnp9vLywuPHj7Fp06bijoeIiIiIiIio3FBqTPfMmTNzbatZsyaWLFmCXbt2wdnZGQYGBrnKiEQi/PLLL0WPkoiIiIiIiKgMUirp9vPzy3Pfq1ev8OrVK4X7mHQTERERERHRp0yppPv06dPqjoOIiIiIiIio3FEq6ba1tVV3HERERERERETljkoTqRERERERERFRwVRKujdv3oxmzZrh7du3Cve/ffsWzZs3h4+PT5GCIyIiIiIiIirLVEq6/f39UatWLVhbWyvcb21tDWdnZxw9erRIwRERERERERGVZSol3S9fvkTNmjXzLVOjRg28ePFClcMTERERERERlQsqJd1paWnQ09PLt4yOjg5SUlJUCoqIiIiIiIioPFAp6a5UqRJu376db5k7d+6gYsWKKgVFREREREREVB6olHS3a9cON2/exJ49exTu//vvv3Hz5k20b9++SMERERERERERlWVKrdP9obFjx+Lw4cP43//+h4MHD6Jly5awtrbG27dvcenSJdy4cQNWVlYYN25cccdLREREREREVGaolHRXqFABPj4+mDZtGgICAhAQEACRSARBEAAALi4uWLJkCSpUqFCswRIRERERERGVJSol3QDg4OCAvXv34t69e7h//z4SExNhZGQEV1dXuLi4FGeMRERERERERGWSykl3DldXV7i6uhZHLERERERERETlikoTqRERERERERFRwZRq6V69ejVEIhEGDx4MU1NTrF69WqmDi0QifPPNN0UKkIiIiIiIiKisKlTS3bVrVybdREREREREREpSKun28fEBANjY2Mg9JiIiIiIiIqK8KZV0N23aNN/HRERERERERJSbWidSS0xMVOfhiYiIiIiIiEo1tSTdycnJWL16NTp27KiOwxMRERERERGVCYVep/v169d4+PAhxGIxXF1dYWlpKduXnp6OrVu3YtOmTYiPj4eenl6xBktERERERERUliiddAuCgLlz5+Lvv/+GIAjZlTU1MXXqVHz11Vf4559/MGvWLERGRkJHRwcjRozA6NGj1RY4ERERERERUWmndNK9e/du+Pr6Qk9PTzaRWkBAABYuXAhNTU38+uuvAIBhw4Zh7NixMDc3V0/ERERERERERGWE0kn3/v37oa+vjwMHDqBKlSoAgJcvX8LDwwPz589H5cqVsWHDBjg4OKgtWCIiIiIiIqKyROmJ1J48eYLPP/9clnADQNWqVdG5c2cAwC+//MKEm4iIiIiIiOg9SifdSUlJsLGxybW9UqVKAIB69eoVX1RERERERERE5YDSSbcgCNDQyF1cLBYDALS1tYsvKiIiIiIiIqJyoFBLhqWmpiImJkZuW3JyMgAgNjZWNqv5+zihGhEREREREX2qCpV0b968GZs3b861XRAEtGzZMtd2kUiEhw8fqh4dERERERERURmmdNLdpEkTdcZBREREREREVO4onXRv27ZNnXEQERERERERlTtKT6RGRERERERERIXDpJuIiIiIiIhITZh0ExEREREREakJk24iIiIiIiIiNSmVSXdGRgYWL16MVq1awdXVFX379sU///xT6OOMGDECTk5OmDdvnhqiJCIiIiIiIspfqUy6Z8yYgS1btqB79+744YcfIBaLMXbsWNy4cUPpY5w4cQJ37txRX5BEREREREREBSh1Sfe9e/dw5MgRTJ48GV5eXujfvz+2bt0KGxsbLFmyRKljpKenY+HChRg9erSaoyUiIiIiIiLKm0pJt7OzM6ZMmVLcsQAA/P39IRaL0b9/f9k2HR0d9OnTB7dv30ZERESBx9i4cSMEQcCoUaPUEiMRERERERGRMlRKug0NDVGpUqXijgUAEBQUBHt7exgaGsptd3V1le3PT3h4ODZu3IipU6dCV1dXLTESERERERERKUNTlUqurq4IDg4u7lgAAFFRUbC0tMy1PWdbZGRkvvUXLlwIZ2dnfPHFF8USjyAIEAShWI71MYhEopIOgYiIlFSWPl/KMn42EhGVHWXps1HZWFVKuj09PTF06FDs378fHh4eqhwiT2lpadDW1s61XUdHR7Y/L1evXsWJEyewe/fuYosnISEBGhqlbui7QmKxGEZGRiUdBhERKSkpKQkSiaSkwyjX+NlIRFS2lKXPRqlUqlQ5lZLuf/75B82aNcPMmTOxbds2uLi4wMLCIlc5kUiEb775plDH1tXVRUZGRq7t6enpsv2KZGVlYcGCBejZs6esK3pxMDY2hlgsLrbjERER5fhwKBUREdGnrix9Nip7c0ClpHv16tWynwMDAxEYGKiwnCpJt6WlJd6+fZtre1RUFADAyspKYb39+/fj+fPn+Omnn/D69Wu5fcnJyXj9+jXMzc2hp6dXqHhEIhG7pRERkVrw84WIiEheWfpsVDZWlZJuHx8fVaoppVatWrh27RqSkpLk7nLcvXsXQPbM6YpEREQgMzMTAwcOzLVv//792L9/P9asWYOOHTuqJ3AiIiIiIiKiD6iUdDdt2rS445Bxd3fH5s2b4evrK1vyKyMjA/v27UO9evVks6aHh4cjNTUV1atXBwB07dpVYUL+zTffoG3btujXr1+xdjsnIiIiIiIiKohKSbc61atXD+7u7li6dCliYmJQtWpV+Pn5ISwsDAsWLJCV8/LyQkBAAEJCQgAA1atXlyXgH6pcuTJbuImIiIiIiOijK1LSffPmTfj5+SEoKEjWHbx27f+3d+dxVVX7/8ffBxBQAUecNc0USAEHEMcy8yaWWs5KggOmWQ5Z3cBf2WDTvWZlaTezUhxyuCqkZg6p6U2vipo5opXzFKgliDEInN8fXc7X4wGBI1s5+Ho+Hj0esPZa63wO3Oviffbae9+vxx9/XEFBQXbPO3nyZE2dOlUrVqxQcnKyfHx8NGPGDAUHB99KuQAAAAAA3FZ2h+533nlH8+bNszybzGQyyWw26+DBg1q6dKkiIiI0YcIEu+Z2c3NTVFSUoqKi8u0zb968Qs2VeyYcAAAAAIDbza7QHRcXp7lz56p+/foaPXq0QkJCVLVqVV26dEk7duzQ9OnTNXfuXPn5+RX7c7wBAAAAAHAUTvYMWrhwoWrUqKElS5aoW7du8vb2lslkUtWqVfXYY4/p3//+t6pXr64FCxYUd70AAAAAADgMu0L3L7/8okceeUSenp55Hvf09NQjjzyiX3755ZaKAwAAAADAkdkVugvDkR5qDgAAAACAEewK3Y0aNdK6det09erVPI+npqZq3bp1atSo0S0VBwAAAACAI7MrdPfv31+//fabBgwYoLVr1+r333+XJP3+++9as2aNBg4cqN9++00DBw4s1mIBAAAAAHAkdt29vHfv3kpISND8+fP13HPPSZKcnJyUk5MjSTKbzRo0aJB69uxZbIUCAAAAAOBo7H5O9yuvvKLQ0FDFxsbq8OHDSk1NlYeHh/z8/NSzZ08FBQUVZ50AAAAAADicQoXuDRs26N5771WDBg2s2oOCggjXAAAAAADko1DXdI8ePVqrVq2yfP/www9r7ty5hhUFAAAAAEBpUKjQ7eLioqysLMv3Z8+eVUpKimFFAQAAAABQGhQqdNeqVUu7d+9Wdna2pY3ncAMAAAAAcHOFuqa7W7du+uSTT9SqVStVrFhRkjRnzhzFxsbedJzJZNL69etvuUgAAAAAABxRoUL3qFGj5Obmpk2bNikpKUkmk0lms1lms/mm4wo6DgAAAABAaVao0O3i4qIRI0ZoxIgRkiRfX18NHjxYo0ePNrQ4AAAAAAAcWaGu6b7R6NGjFRISUty1AAAAAABQqhTqTPeNOMMNAAAAAEDB7DrTDQAAAAAACkboBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCB2PTIs16FDh/TNN9/o2LFjSk9PV0xMjCTp7Nmz2rt3r9q2bauKFSsWQ5kAAAAAADgeu0P35MmTNXv2bJnNZkmSyWSyHDObzXrxxRcVFRWlwYMH33qVAAAAAAA4ILu2ly9btkyzZs1Sx44dtWLFCo0cOdLqeJ06dRQQEKCNGzcWS5EAAAAAADgiu0L3ggUL1LBhQ02bNk2NGzdWmTJlbPo0aNBAJ0+evOUCAQAAAABwVHaF7qNHj6pt27Zyccl/d3rVqlV16dIluwsDAAAAAMDR2RW6nZ2dde3atZv2SUpKUrly5ewqCgAAAACA0sCu0N24cWNt375d2dnZeR5PS0vTf//7XzVt2vSWigMAAAAAwJHZFbp79+6tEydO6LXXXlNmZqbVsdTUVEVHR+vixYvq27dvsRQJAAAAAIAjsuuRYX369NG2bdu0dOlSffvtt/Ly8rK0Hz16VGlpaerZs6dCQ0OLtVgAAAAAAByJ3c/pfv/99xUSEqL58+frl19+kdls1oEDB9SwYUOFh4drwIABxVknAAAAAAAOx+7QLUn9+vVTv379lJ6eruTkZHl4eKh8+fLFVRsAAAAAAA7tlkJ3Lnd3d7m7uxfHVAAAAAAAlBp23Uht9+7devfdd3XhwoU8jyclJendd9/VTz/9dCu1AQAAAADg0OwK3TExMfr+++/l7e2d5/Fq1app06ZNiomJuZXaAAAAAABwaHaF7v3796tly5Y37RMUFKS9e/faVRQAAAAAAKWBXaH70qVLqlat2k37VK1aVZcuXbKrKAAAAAAASgO7QreXl5fOnz9/0z7nzp1TuXLl7CoKAAAAAIDSwK7QHRgYqO+++y7f4H3u3DmtX79ezZs3v6XiAAAAAABwZHaF7qFDhyo9PV0DBw7U119/raSkJEl/3bU8Li5OAwcOVEZGhoYNG1asxQIAAAAA4Ejsek53cHCwoqOj9c9//lMTJkyQJJlMJpnNZkmSk5OTXn75ZQUHBxdfpQAAAAAAOBi7QrckDR48WCEhIVq0aJH279+v1NRUeXp6KiAgQAMGDFDjxo2Ls04AAAAAAByO3aFbknx9ffX6668XUykAAAAAAJQudl3TDQAAAAAACnZLZ7ovXLiggwcPKiUlRTk5OXn2eeKJJ27lJQAAAAAAcFh2he6MjAy98sor+vbbb/MN22azWSaTidANAAAAALhr2RW6p0yZopUrV6p+/frq1q2bqlevLheXWzppDgAAAABAqWNXUl69erXuu+8+xcbGytXVtbhrAgAAAACgVLDrRmpXrlxRhw4dCNwAAAAAANyEXaG7QYMGunjxYnHXAgAAAABAqWJX6I6MjNSGDRt08uTJ4q4HAAAAAIBSw65rumvUqKH27durb9++ioiIUJMmTeTh4ZFn3+Dg4FsqEAAAAAAAR2VX6A4PD5fJZJLZbNb06dNlMpny7ZuQkGB3cQAAAAAAODK7Qvezzz5706ANAAAAAADsDN1jxowp7joAAAAAACh17LqRGgAAAAAAKJhdZ7pzHTp0SN98842OHTum9PR0xcTESJLOnj2rvXv3qm3btqpYsWIxlAkAAAAAgOOxO3RPnjxZs2fPltlsliSra7zNZrNefPFFRUVFafDgwbdeJQAAAAAADsiu7eXLli3TrFmz1LFjR61YsUIjR460Ol6nTh0FBARo48aNxVIkAAAAAACOyK7QvWDBAjVs2FDTpk1T48aNVaZMGZs+DRo00MmTJ2+5QAAAAAAAHJVdofvo0aNq27atXFzy351etWpVXbp0ye7CAAAAAABwdHaFbmdnZ127du2mfZKSklSuXDm7igIAAAAAoDSwK3Q3btxY27dvV3Z2dp7H09LS9N///ldNmza9peIAAAAAAHBkdoXu3r1768SJE3rttdeUmZlpdSw1NVXR0dG6ePGi+vbtWyxFAgAAAADgiOx6ZFifPn20bds2LV26VN9++628vLws7UePHlVaWpp69uyp0NDQYi0WAAAAAABHYvdzut9//32FhIRo/vz5+uWXX2Q2m3XgwAE1bNhQ4eHhGjBgQHHWCQAAAACAw7E7dEtSv3791K9fP6Wnpys5OVkeHh4qX758cdUGAAAAAIBDs+uabj8/P73wwguW793d3VW9enUCNwAAAAAA17ErdHt4eKhmzZrFXQsAAAAAAKWKXaE7ICBAhw8fLu5aAAAAAAAoVewK3aNHj9b27dv19ddfF3M5AAAAAACUHnbdSG3r1q0KCQnRhAkTNG/ePPn7+6tq1ao2/Uwmk5599tkiz5+ZmamPPvpIy5cvV0pKinx8fPTcc8+pXbt2Nx333XffadGiRTpy5IguX76sypUrq1mzZho9erQaN25c5DoAAAAAALgVdoXu6dOnW74+ePCgDh48mGc/e0N3dHS01q5dq4iICNWvX19xcXEaMWKE5syZo6CgoHzHHTlyRF5eXoqIiFClSpV08eJFLVu2TH379tXixYvl6+tb5FoAAAAAALCXXaF77ty5xV2Hxb59+7Rq1Sq99NJLioyMlCQ98cQT6tatm6ZMmaJFixblO3b06NE2bX379tWDDz6oBQsWaNKkSYbVDQAAAADAjewK3a1atSruOizWrFkjZ2dn9e/f39Lm5uamPn366IMPPtD58+eLdOf0KlWqyN3dXVeuXDGiXAAAAAAA8mVX6DZSQkKC6tevLw8PD6v2gIAAy/GCQndKSoqysrJ04cIFzZkzR6mpqWrTpo1hNQMAAAAAkBe7Q3dWVpbmz5+vb775RseOHVN6eroOHTok6a9gvHjxYg0ePFgNGjQo0rwXLlyQt7e3TXtuW1JSUoFz9OvXT8ePH5cklStXTqNGjVKfPn2KVEcus9kss9ls19g7wWQy3ekSAACF5EjriyNjbQQAx+FIa2Nha7UrdKenp2vYsGHas2ePKlWqJA8PD6WlpVmO16lTR7GxsapQoYLGjx9f5LldXV1t2t3c3CzHC/Luu+8qNTVVp0+fVmxsrDIyMpSdnS0np6I/IS0lJcWucXeCs7OzPD0973QZAIBCSk1NVXZ29p0uo1RjbQQAx+JIa2NOTk6h+tkVumfMmKEff/xRL7zwgoYPH67p06frX//6l+W4p6engoODtWXLliKHbnd3d2VmZtq0Z2RkWI4XpHnz5pavH3vsMT366KOSpKioqCLVIkleXl5ydnYu8jgAAApy46VUAADc7RxpbSzshwN2he7Vq1crJCRETz31lKS8t23VrVtXCQkJRZ7b29tbiYmJNu0XLlyQJFWrVq1I81WoUEGtW7fWypUr7QrdJpOJbWkAAEOwvgAAYM2R1sbC1mrXvulz586padOmN+1Tvnx5u+4Y7uvrqxMnTig1NdWqfe/evZIkPz+/Is+Znp7O3csBAAAAALedXaG7fPny+v3332/a5/Tp06pcuXKR5w4NDVV2drYWL15sacvMzFRsbKwCAwMtdy4/d+6cjh49ajX20qVLNvOdOXNG27ZtK/BDAgAAAAAAiptd28ubNWumjRs3KiUlRV5eXjbHz58/r82bN6tz585FnjswMFChoaH64IMPdOnSJd1zzz2Ki4vT2bNn9fbbb1v6RUVFKT4+XkeOHLG0de/eXW3atJGvr68qVKigEydOaNmyZcrKytILL7xgz1sFAAAAAMBudoXuyMhIRUREaMiQIXr55ZeVlZUlSUpLS9NPP/2kN998U9nZ2Ro6dKhdRU2ePFlTp07VihUrlJycLB8fH82YMUPBwcE3HTdw4EBt2rRJP/zwg65evarKlSurXbt2GjlypHx8fOyqBQAAAAAAe9kVuoODgzVx4kS98847GjRokKW9RYsWkv56PMdrr71m95ZuNzc3RUVF3fTGZ/PmzbNpGzNmjMaMGWPXawIAAAAAUNzsCt2SFBYWppCQEC1cuFD79u1TcnKyypcvr8DAQIWFhalRo0bFWScAAAAAAA6nUKF7w4YNuvfee9WgQQOr9oYNG+qVV14xpDAAAAAAABxdoe5ePnr0aK1atcry/cMPP6y5c+caVhQAAAAAAKVBoUK3i4uL5WZpknT27FmlpKQYVhQAAAAAAKVBoUJ3rVq1tHv3bmVnZ1vaTCaTYUUBAAAAAFAaFOqa7m7duumTTz5Rq1atVLFiRUnSnDlzFBsbe9NxJpNJ69evv+UiAQAAAABwRIUK3aNGjZKbm5s2bdqkpKQkmUwmmc1mmc3mm44r6DgAAAAAAKVZoUK3i4uLRowYoREjRkiSfH19NXjwYI0ePdrQ4gAAAAAAcGSFuqb7RqNHj1ZISEhx1wIAAAAAQKlSqDPdN+IMNwAAAAAABbPrTLckZWVlKSYmRn369FGLFi10//33W44lJCTo9ddf1/Hjx4ulSAAAAAAAHJFdZ7rT09M1bNgw7dmzR5UqVZKHh4fS0tIsx+vUqaPY2FhVqFBB48ePL7ZiAQAAAABwJHad6Z4xY4Z+/PFHPf/889q6dav69u1rddzT01PBwcHasmVLsRQJAAAAAIAjsit0r169WiEhIXrqqadkMplkMpls+tStW1fnz5+/5QIBAAAAAHBUdoXuc+fOqWnTpjftU758eV25csWuogAAAAAAKA3sCt3ly5fX77//ftM+p0+fVuXKle0qCgAAAACA0sCu0N2sWTNt3LhRKSkpeR4/f/68Nm/erKCgoFsqDgAAAAAAR2ZX6I6MjFRKSoqGDBmi3bt3KysrS5KUlpambdu2KTIyUtnZ2Ro6dGixFgsAAAAAgCOx65FhwcHBmjhxot555x0NGjTI0t6iRQtJkrOzs1577bUCr/sGAAAAAKA0syt0S1JYWJhCQkK0cOFC7du3T8nJySpfvrwCAwMVFhamRo0aFWedAAAAAAA4HLtC986dO+Xh4SE/Pz+98sorxV0TAAAAAAClgl3XdEdERGjx4sXFXQsAAAAAAKWKXaG7SpUqcnNzK+5aAAAAAAAoVewK3W3btlV8fLzMZnNx1wMAAAAAQKlhV+h+4YUXdPnyZU2cOFGXL18u5pIAAAAAACgd7LqR2t///nd5enpq2bJlWrFiherUqaMqVarIZDJZ9TOZTJozZ06xFAoAAAAAgKOxK3THx8dbvs7MzNSxY8d07Ngxm343hnAAAAAAAO4mdoXuw4cPF3cdAAAAAACUOnZd0w0AAAAAAApWpNC9Z88eRUREqHnz5mrRooWGDh2qvXv3GlUbAAAAAAAOrdDby48cOaIhQ4YoIyPD0rZt2zbt2bNHS5YsUaNGjQwpEAAAAAAAR1XoM90zZ85URkaGnn76aW3dulVbt27VM888o/T0dH3++edG1ggAAAAAgEMq9Jnu3bt3q2XLlnruuecsbWPHjlV8fLx27txpRG0AAAAAADi0Qp/pvnjxogIDA23aAwICdPHixWItCgAAAACA0qDQoTsrK0vlypWzaS9XrpyysrKKtSgAAAAAAEoDHhkGAAAAAIBBCn1NtyStXLnS5hFhp06dkiQ99dRTNv1NJpNmzpx5C+UBAAAAAOC4ihS6T548qZMnT+Z57IcffrBpM5lM9lUFAAAAAEApUOjQvWHDBiPrAAAAAACg1Cl06K5du7aRdQAAAAAAUOpwIzUAAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCCEbgAAAAAADELoBgAAAADAIIRuAAAAAAAMQugGAAAAAMAghG4AAAAAAAxC6AYAAAAAwCAud7qAvGRmZuqjjz7S8uXLlZKSIh8fHz333HNq167dTcetW7dO3377rfbv36+LFy+qRo0aeuihh/TMM8/Iy8vrNlUPAAAAAMBfSmTojo6O1tq1axUREaH69esrLi5OI0aM0Jw5cxQUFJTvuIkTJ6patWrq0aOHatWqpSNHjmj+/PnavHmz4uLi5O7ufhvfBQAAAADgblfiQve+ffu0atUqvfTSS4qMjJQkPfHEE+rWrZumTJmiRYsW5Tv2448/VkhIiFVb06ZNFRUVpZUrV6pv376G1g4AAAAAwPVK3DXda9askbOzs/r3729pc3NzU58+fbRnzx6dP38+37E3Bm5J6ty5syTp6NGjxV8sAAAAAAA3UeJCd0JCgurXry8PDw+r9oCAAMvxorh48aIkqVKlSsVTIAAAAAAAhVTitpdfuHBB3t7eNu25bUlJSUWa7/PPP5ezs7O6dOliVz1ms1lms9musXeCyWS60yUAAArJkdYXR8baCACOw5HWxsLWWuJCd3p6ulxdXW3a3dzcLMcLa+XKlVq6dKmGDx+u+vXr21VPSkqKnJxK3IaAPDk7O8vT0/NOlwEAKKTU1FRlZ2ff6TJKNdZGAHAsjrQ25uTkFKpfiQvd7u7uyszMtGnPyMiwHC+MXbt26eWXX1b79u01fvx4u+vx8vKSs7Oz3eMBAMjPjZdSAQBwt3OktbGwHw6UuNDt7e2txMREm/YLFy5IkqpVq1bgHIcPH9aoUaPUqFEjffzxx3Jxsf9tmkwmtqUBAAzB+gIAgDVHWhsLW2uJ2zft6+urEydOKDU11ap97969kiQ/P7+bjj916pSGDx+uypUr6/PPP1f58uUNqxUAAAAAgJspcaE7NDRU2dnZWrx4saUtMzNTsbGxCgwMVM2aNSVJ586ds3kM2IULFzRs2DCZTCZ9+eWXqly58m2tHQAAAACA65W47eWBgYEKDQ3VBx98oEuXLumee+5RXFyczp49q7ffftvSLyoqSvHx8Tpy5Iilbfjw4Tp9+rSGDx+u3bt3a/fu3ZZjVatWVbt27W7rewEAAAAA3N1KXOiWpMmTJ2vq1KlasWKFkpOT5ePjoxkzZig4OPim4w4fPixJ+uKLL2yOtWrVitANAAAAALitSmTodnNzU1RUlKKiovLtM2/ePJu26896AwAAAABwp5W4a7oBAAAAACgtCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBSmTozszM1Hvvvaf27dsrICBAffv21datWwscd+zYMb3zzjsaMGCA/P395ePjozNnztyGigEAAAAAsFUiQ3d0dLRiYmLUvXt3vfzyy3J2dtaIESO0a9eum4776aefNG/ePF29elUNGza8TdUCAAAAAJC3Ehe69+3bp1WrVun5559XVFSU+vfvrzlz5qhWrVqaMmXKTcd26tRJO3fu1MqVK9W9e/fbVDEAAAAAAHkrcaF7zZo1cnZ2Vv/+/S1tbm5u6tOnj/bs2aPz58/nO7ZixYry8PC4HWUCAAAAAFCgEhe6ExISVL9+fZvwHBAQYDkOAAAAAIAjcLnTBdzowoUL8vb2tmnPbUtKSrqt9ZjNZpnN5tv6mrfCZDLd6RIAAIXkSOuLI2NtBADH4UhrY2FrLXGhOz09Xa6urjbtbm5uluO3U0pKipycStyGgDw5OzvL09PzTpcBACik1NRUZWdn3+kySjXWRgBwLI60Nubk5BSqX4kL3e7u7srMzLRpz8jIsBy/nby8vOTs7HxbXxMAcHfgPiQAAFhzpLWxsB8OlLjQ7e3trcTERJv2CxcuSJKqVat2W+sxmUxsSwMAGIL1BQAAa460Nha21hK3b9rX11cnTpxQamqqVfvevXslSX5+fneiLAAAAAAAiqzEhe7Q0FBlZ2dr8eLFlrbMzEzFxsYqMDBQNWvWlCSdO3dOR48evVNlAgAAAABQoBK3vTwwMFChoaH64IMPdOnSJd1zzz2Ki4vT2bNn9fbbb1v6RUVFKT4+XkeOHLG0XblyRfPmzZMk/fjjj5Kkr776Sp6envLy8tKgQYNu75sBAAAAANzVSlzolqTJkydr6tSpWrFihZKTk+Xj46MZM2YoODj4puOSk5P10UcfWbXNmjVLklS7dm1CNwAAAADgtiqRodvNzU1RUVGKiorKt0/uGe3r1alTx+rMNwAAAAAAd1KJu6YbAAAAAIDSgtANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYpESG7szMTL333ntq3769AgIC1LdvX23durVQYxMTEzVu3DgFBQWpRYsWGjVqlE6fPm1wxQAAAAAA2CqRoTs6OloxMTHq3r27Xn75ZTk7O2vEiBHatWvXTcddvXpVERER2rlzp0aOHKmxY8cqISFBgwYN0h9//HGbqgcAAAAA4C8ud7qAG+3bt0+rVq3SSy+9pMjISEnSE088oW7dumnKlClatGhRvmMXLFigEydOaMmSJQoICJAkdejQQd27d9fs2bP1/PPP35b3AAAAAACAVALPdK9Zs0bOzs7q37+/pc3NzU19+vTRnj17dP78+XzHrl27Vv7+/pbALUkNGzZUmzZttHr1akPrBgAAAADgRiUudCckJKh+/fry8PCwas8N0gkJCXmOy8nJ0ZEjR9S0aVObY/7+/jp16pRSU1OLv2AAAAAAAPJR4raXX7hwQd7e3jbtuW1JSUl5jrt8+bIyMzMLHHtjmM+P2WyWJGVlZVm+dgQmk0l+fs5ycytxv1rALvXrOyk7O1vOFf3kYnK70+UAxcK5wr3Kzs52qPXFkbE2orRhbURp5IhrY3Z2tiQVWHOJW33S09Pl6upq0+7m5mY5npeMjAxJuunY3D6FkZOTI0k6cOBAoceUFAMG3OkKgOL100+SPAdInne6EqD4nPnppztdwl2FtRGlDWsjSiNHXRtzs2N+Slzodnd3V2Zmpk17bmB2d3fPc1xusL7Z2Nw+heHi4iJ/f385OTnJZDIVehwAAAAAoPQzm83KycmRi8vNY3WJC93e3t5KTEy0ab9w4YIkqVq1anmOq1ixolxdXS39ijI2L05OTnmeNQcAAAAAoLBK3I3UfH19deLECZubnu3du1eS5Ofnl+c4JycnNW7cOM/t4Pv27VPdunULfT03AAAAAADFocSF7tDQUGVnZ2vx4sWWtszMTMXGxiowMFA1a9aUJJ07d05Hjx61GtulSxft379f+/fvt7QdO3ZM27dvV2ho6O15AwAAAAAA/I/JXAJvDzdu3DitX79egwcP1j333KO4uDjt379fMTExCg4OliSFh4crPj5eR44csYxLTU1Vz549dfXqVQ0bNkwuLi6KiYlRdna2li9frsqVK9+ptwQAAAAAuAuVyNCdkZGhqVOnauXKlUpOTpaPj4/GjRunDh06WPrkFbol6bffftM777yjrVu3KicnRyEhIZowYYLuueee2/02AAAAAAB3uRIZugEAAAAAKA1K3DXdAAAAAACUFoRu4C5x5swZ+fj4KDY29k6XAgAAANw1CN1AKREbGysfH588/5syZYohrzljxgytX7++0P3zq2/mzJk2fRMTEzVu3DgFBQWpRYsWGjVqlE6fPp3nvEuWLFHXrl3l7++vRx55RPPmzcuzX1HmBAA4ttx18fqn2hjp119/1bRp03TmzJlC9b/Zun3hwgWb/hs2bFDPnj3l7++vjh076uOPP1ZWVpZNv5SUFE2cOFGtW7dWs2bNFB4eroMHD+ZZQ2HnBHBrXO50AQCK19ixY1WnTh2rtsaNG6t27drat2+fXFyK7//2n332mbp06aLOnTsXeky7du30+OOPW7Xdf//9Vt9fvXpVERERunLlikaOHKkyZcooJiZGgwYN0tdff61KlSpZ+i5atEivvfaaunTpoqFDh2rXrl166623lJaWphEjRtg1JwAARfXrr79q+vTpatWqlc06fDN5rdteXl5W32/evFnPPvusWrVqpYkTJ+rnn3/Wp59+qkuXLumNN96w9MvJydGIESN05MgRRUZGqlKlSlqwYIHCw8MVGxur+vXrF3lOALeO0A2UMg888ID8/f3zPObm5lbg+D///FPlypUr7rIs6tevbxO6b7RgwQKdOHFCS5YsUUBAgCSpQ4cO6t69u2bPnq3nn39ekpSenq4PP/zQ8um8JPXr1085OTn69NNP1b9/f1WoUKFIcwIAcDvdbN3ONXnyZPn4+GjWrFmWD8/Lly+vzz77TBEREWrYsKEkac2aNdqzZ48++ugjhYaGSpK6du2qLl26aNq0aXr//feLPCeAW8f2cuAukdc13dHR0WrevLlOnTqlp556Ss2bN9eLL74oSTpx4oTGjBmjdu3ayd/fXw888IDGjx+vK1euSPprq/iff/6puLg4y3a46OjoQtWSnp6ujIyMfI+vXbtW/v7+lnAsSQ0bNlSbNm20evVqS9uOHTt0+fJlhYWFWY1/8skn9eeff2rTpk1FnvNmli9frj59+igwMFDBwcF68skntWXLFsvxTp06aeTIkdqxY4d69eqlgIAAde/eXTt27JAkrVu3Tt27d5e/v7969eqlQ4cOFep1AQDGyMzM1EcffaRevXqpZcuWatasmcLCwrR9+3abvqtWrVKvXr3UvHlztWjRQt27d9ecOXMk/bVVfNy4cZKkiIgIy7qY++9/QVJTU5WdnZ3nsV9//VW//vqr+vXrZ7VbLSwsTGazWWvXrrW0rV27VlWrVtUjjzxiaatcubK6du2qDRs2KDMzs8hz5iclJUXvvPOOOnXqpKZNm+qBBx7QSy+9pN9//13SX2u0j4+Pvv32W02fPl0dOnRQ8+bNNXbsWF25ckWZmZl6++231aZNGzVv3lwTJkyw1AeUNpzpBkqZ1NRUy4KXq3Llyvn2z8rKUmRkpFq2bKmoqCi5u7srMzNTkZGRyszM1KBBg1S1alUlJiZq06ZNSklJkaenpyZPnqxXXnlFAQEB6tevnySpXr16BdYXFxenBQsWyGw2q2HDhho1apS6d+9uOZ6Tk6MjR46od+/eNmP9/f21ZcsWpaamysPDwxJamzZtatWvSZMmcnJyUkJCgh5//PEizZmf6dOna9q0aZY/GMqUKaO9e/dq+/btat++vaXfyZMn9cILL2jAgAHq0aOHZs2apaefflpvvPGGPvzwQw0cOFCSNHPmTD333HNas2aNnJz4/BMA7oTU1FQtWbJE3bp1U9++fXX16lUtXbpUw4cP15IlS+Tn5ydJ2rp1q55//nm1adPG8uH0sWPH9OOPP2rw4MEKDg5WeHi45s2bp6efflr33nuvJBXqbHFERIT+/PNPlSlTRu3bt1d0dLTVNvDcte7Gs+HVq1dXjRo1lJCQYGlLSEjQ/fffb7Ou+Pv7a/HixTp+/Lh8fHyKNGderl69qieffFJHjx5V7969df/99+uPP/7Qxo0blZiYaPV3x8yZM+Xu7q4RI0bo5MmTmj9/vlxcXGQymZSSkqLRo0dr7969io2NVe3atTV69OgCf2aAoyF0A6XMkCFDbNqOHDmSb//MzEyFhobqhRdesLQlJCTozJkzVtvTJFkthI8//rhef/111a1bt8Dt4rmaN2+url27qk6dOkpKStKCBQv04osv6sqVK5az1ZcvX1ZmZqa8vb1txue2JSUlycPDQxcuXJCzs7OqVKli1c/V1VUVK1ZUUlJSkefMy8mTJ/XJJ5/ob3/7mz7++GOrP2bMZrNV3+PHj2vRokVq3ry5JOm+++5TZGSkJk6cqNWrV6tWrVqSpAoVKujVV1/Vzp07FRISUvAPDwBQ7CpUqKCNGzfK1dXV0tavXz917dpV8+bN0zvvvCNJ2rRpkzw8PPTll1/K2dnZZp66desqKChI8+bNU9u2bQv177q7u7t69eqlkJAQeXh46MCBA4qJidGAAQMUFxenmjVrSpLlpmr5rWG5a11u36CgIJt+1apVk/TXWnf9jdoKM2devvzyS/3888+aPn26/va3v1nan3nmGZt1MTs7W/PmzVOZMmUkSX/88YdWrVqlDh066PPPP5f01w61U6dOKTY2ltCNUonQDZQyr776qho0aFCkMblnX3Plhs8tW7bowQcfVNmyZYultkWLFll937t3b/Xu3VsffvihevXqJXd3d8u28+v/AMqVe016bp/09HTLIp5X3/T0dKv+hZkzL+vXr1dOTo6effZZm7MHJpPJ6vv77rvPErglKTAwUJLUunVrS+C+vv306dOEbgC4Q5ydnS0hOicnRykpKcrJyVHTpk2tLgHy8vJSWlqatm7dqgceeKBYXvvRRx/Vo48+avm+c+fOat++vQYNGqRPP/1UkyZNkiTLWpbfGpaammr5Pj09Pc9+uW3Xr5+FnTMv69atk6+vr1XgznXjuvj4449brdUBAQH65ptvbHafBQQEaN68ecrKyirWm74CJQH/iwZKmYCAgAJvyHI9FxcX1ahRw6qtbt26Gjp0qGbPnq2VK1cqKChInTp1Uo8ePeTp6Vlstbq6uurJJ5/Ua6+9pgMHDigoKMgSgvO6riv3j4XcPu7u7rp27Vqec2dkZMjd3d2qf2HmzMupU6fk5ORUqG2CuWcmcuX+vG78Ged+sJGSklLgnAAA48TFxWnWrFk6fvy41Zpy/R3Fw8LCtHr1aj311FOqXr262rVrp65duxZbAM8VFBSkwMBAbdu2zdKWu5blt4blHs/tm1e/3Lbr18/CzpmXU6dOWV03fjPXf+As/d+6mNd6mZOToytXrvBEEZQ6XEgI3OVcXV3zvKY4OjpaK1as0MiRI5Wenq633npLjz32mH777bdiff3cRTc5OVmSVLFiRbm6uub5jNLcttxtct7e3srOztalS5es+mVmZury5cuWfkWZ81blte3wZu03bsMDANw+y5cvV3R0tOrVq6e33npLX3zxhWbPnq3WrVtb/ftcpUoVff311/r000/VqVMn7dixQ0899ZSioqKKvaYaNWpY1kTp/7aA57eGXb9+eXt759kvd7v49etnYee8VfndtyS/dtZFlEaEbgD58vHx0TPPPKOvvvpKX331lRITE7Vw4cJifY3Tp09L+r+bvTk5Oalx48Y6cOCATd99+/apbt26lrPEuTe4ubHvgQMHlJOTI19f3yLPmZd69eopJydHR48eteMdAgBKqrVr16pu3bqaPn26nnjiCXXo0EFt27bN85IjV1dXderUSa+//rrWr1+v/v376+uvv9bJkycl2W6rttfp06etzvTmrnX79++36peYmKjffvvNstZJkq+vrw4dOqScnByrvvv27VPZsmUtl58VZc681KtXT7/88ksR3xlw9yJ0A7CRmpqqrKwsq7bGjRvLycnJaitauXLlCr09+sY7que+zpw5c1SpUiU1adLE0t6lSxft37/f6o+BY8eOafv27VY3dmvdurUqVqxo80HAwoULVbZsWXXs2LHIc+alc+fOcnJy0ieffGLzhwyfyAOA48rdhXT9v+V79+7VTz/9ZNXvjz/+sPreyclJPj4+kv5vi3bu/U9yH61ZkLzWxc2bN+vgwYPq0KGDpa1Ro0a699579e9//9vqsWILFy6UyWSyWsNCQ0N18eJFrVu3zup11qxZo4ceeshyDXdR5szLI488osOHD+u7776zOca6CNjimm4ANrZv365JkyYpNDRU9evXV3Z2tpYvXy5nZ2d16dLF0q9Jkybatm2bZs+erWrVqqlOnTqWG4Td6KuvvtL69ev10EMPqVatWkpKSlJsbKzOnTunyZMnW93MJSwsTEuWLNHIkSM1bNgwubi4KCYmRlWqVNGwYcMs/dzd3TV27FhNmjRJY8eOVYcOHbRr1y6tWLFC48ePV8WKFYs8Z17uuecePf300/rXv/6lsLAwPfLII3J1ddX+/ftVrVo1qzu/AwBKlmXLlumHH36waY+IiFDHjh21bt06Pfvss+rYsaPOnDmjRYsW6b777tOff/5p6fvKK68oOTlZrVu3VvXq1XXu3DnNnz9ffn5+lvt9+Pn5ydnZWZ9//rmuXLkiV1dXtW7d2uYJG7kGDBggPz8/NW3aVJ6enjp06JCWLVummjVr6umnn7bq+9JLL2nUqFEaNmyYHnvsMf3888/66quv1LdvX6v7jXTp0kXNmjXThAkT9Ouvv6pSpUpauHChsrOzNWbMGLvmzEtkZKTWrl2rcePGqXfv3mrSpImSk5O1ceNGvfHGGwWeKQfuNoRuADZ8fHzUvn17ff/990pMTFTZsmXl4+Ojzz//XM2aNbP0i46O1quvvqqpU6cqPT1dPXv2zDd0t2jRQnv27NHSpUt1+fJllS1bVgEBAXr77bfVpk0bq74eHh6WR7V8+umnysnJUUhIiCZMmGDzzPEnn3xSZcqU0axZs7Rx40bVrFlTEyZM0ODBg+2eMy/jxo1TnTp1NH/+fH344YeWn0lhH5cGALgz8rssqlevXurVq5cuXryoxYsXa8uWLbrvvvv03nvvac2aNYqPj7f07dGjh/79739rwYIFSklJkbe3t7p27aoxY8ZYrk329vbWG2+8oc8++0wvv/yysrOzNXfu3HxDd9euXbV582Zt3bpV6enp8vb2Vt++fTV69GhVrVrVqu9DDz2k6dOna/r06XrzzTdVuXJljRw5Us8++6xVP2dnZ82cOVOTJ0/WvHnzlJGRIX9/f7377ruWZ4cXdc68lC9fXl999ZWmTZum7777TnFxcapSpYratGmj6tWrFzgeuNuYzOwBAQAAAADAEFzTDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AAAAAABiE0A0AAAAAgEEI3QAAAAAAGITQDQAAAACAQQjdAAAAAAAYhNANAAAAAIBBCN0AANzEjh075OPjo2nTpt3pUlAEnTp1UqdOnYo0Jjw8XD4+PgZVBAC4W7nc6QIAADDamTNn9PDDD1u1ubu7y9PTUw0bNlSLFi3Us2dP1atXr9hfOzw8XPHx8Tpy5Eixz11SderUSWfPnrV87+TkJC8vLzVp0kRhYWHq3LnzHalr2rRpmj59uubOnauQkJA7UgMA4O5D6AYA3DXq1aunHj16SJIyMzN16dIl7d+/X//617/02Wefafjw4Ro/frxMJpNlTEBAgL799ltVqlTpTpXtkJydnTVq1ChJ0rVr13Ts2DFt3LhRW7duVVRUlIYNG2bo68fExBR5zD//+U+lpaUVfzEAgLsaoRsAcNeoV6+exowZY9O+a9cuvfTSS/rss8/k5OSk5557znKsbNmyatiw4W2ssnRwdna2+Vlv2bJFw4cP18cff6yBAweqbNmyhr2+PbsWatWqZUAlAIC7Hdd0AwDuekFBQfriiy/k6uqqL774QufPn7ccy++a7hMnTmjChAnq1KmTmjZtqlatWqlHjx56++23ZTabJUk+Pj6Kj4+3fJ37X3R0tGWepUuXatSoUerUqZP8/f3VqlUrRUZGavv27TZ1Xl/L/v37NXToUDVv3lwtW7bUs88+qzNnzuT5/k6fPq2JEydaam3Tpo3Cw8MVGxtr03fnzp16+umnFRISoqZNm+qRRx7Rhx9+WCxngNu3b68GDRooLS1Nv/zyi6V948aNCg8PV8uWLRUQEKAePXpo9uzZysrKsplj+/btGj58uNq3b6+mTZuqbdu2CgsL0+LFi6363XhNd3h4uKZPny5JioiIsPwubuyT1zXdWVlZmj17tnr06KGAgAC1bNlS4eHh2rhxo03f2NhY+fj4KDY2Vlu2bNGAAQMUGBiokJAQRUVF6Y8//ij6Dw4A4NA40w0AgKR7771XXbt21fLly7V+/XqFh4fn2zcxMVF9+/ZVWlqaHnzwQT366KNKS0vTiRMntHDhQkVFRcnFxUWjR49WXFyczp49q9GjR1vG+/n5Wb6eNGmSfH191aZNG1WuXFmJiYlav369hg4dqmnTpuV5/fP+/fv1xRdfKCQkRAMGDNChQ4e0fv16/fzzz/rmm2/k5uZm6btr1y6NHDlSV69eVfv27fXYY48pOTlZCQkJmjt3rnr16mXpu2DBAk2aNEleXl566KGHVLlyZR04cEAzZszQjh07NHfuXLm6ut7qj1qSLFv4Z8+erX/84x+qWLGiunXrpnLlymnjxo36xz/+oV27dmn69OmWvps2bdLTTz8tLy8vPfzww/L29tbvv/+uw4cPa/ny5erfv3++r9ezZ09JUnx8vHr27KnatWtLkjw9PW9ap9ls1tixY7VhwwbVr19fTz75pP7880+tXr1ao0aN0oQJEzRkyBCbcRs3btSmTZvUqVMnNW/eXDt37tTXX3+tU6dOaeHChfb8yAAADorQDQDA/7Rq1UrLly/X/v37b9pv3bp1SklJ0f/7f/9PgwcPtjp2+fJlubj8tbyOGTNG8fHxOnv2bJ7b2iVp1apVqlu3rlVbUlKSevfurffeey/P0L1582Z9+OGHevTRRy1tL730kuUDg8cee0zSX9etP//88/rzzz81c+ZMPfDAA1bz/Pbbb5avf/31V7399tvy8fFRTEyM1TXsM2fO1Pvvv6/58+ff0rXY27Zt0/Hjx1WuXDk1atRIp06d0pQpU1SlShUtW7ZMNWvWlCSNHz9eQ4YM0fr167V8+XI98cQTkqRly5bJbDZr7ty58vX1tZq7oDPIvXr10tmzZy2hu7A3Ulu+fLk2bNigVq1a6csvv7R86DBy5Ej16tVL7733nh5++GGb3+H333+vuXPnqmXLlpKk7OxsDRkyRPHx8frpp5/UrFmzQr0+AMDxsb0cAID/qVatmqSCA1wud3d3m7aKFSsW6TVvDGu5dXTp0kUnTpywugt4ruDgYKvALUm9e/eWJKsPDNavX6/ExET16NHDJnBLUo0aNSxfL1q0SFlZWZo4caLNTeOGDx+uypUr65tvvin0+8rOzta0adM0bdo0ffjhhxo7dqyGDx8us9mscePGyd3dXStXrlRWVpaGDh1qCdyS5OrqqhdffFGSFBcXZzP39Wfycxl1o7vc1//73/9udZa/Vq1aGjJkiLKysrRixQqbcd26dbMEbumva9xzz7YX9KEOAKB04Uw3AABF9NBDD+mDDz7QpEmTtG3bNnXo0EGtWrXKM0AX5PTp0/rss8+0fft2JSYmKjMz0+p4UlKSZSt0riZNmtjMkxugU1JSLG254a5du3YF1rF3715J0g8//KBt27bZHHdxcdHx48cLnCdXdna25Rrq3EeGtW7dWmFhYZbHtyUkJEhSnmedmzdvLjc3Nx0+fNjS9uijj2rdunXq37+/unXrpjZt2qhly5aqXLlyoesqqoSEBJUtW1YBAQE2x3Lrvr7GXIX9HQEASj9CNwAA/5OUlCRJBYa4OnXqaPHixZo+fbo2b96s1atXS/rruvCxY8eqa9euhXq9kydPqm/fvkpNTVVISIgeeugheXh4yMnJSfHx8YqPj7cJ4ZLk4eFh0+bs7CxJysnJsbRduXJFklS9evUCa0lOTpYkzZgxo1C1F8TV1bXAM7qpqamSpCpVqtgcM5lMqlq1qhITEy1tXbt2VZkyZRQTE6NFixbpq6++kslkUkhIiKKjo62ulS8uqampVjsCruft7W31Pq5X2N8RAKD0I3QDAPA/uXca9/f3L7Bv48aN9fHHH+vatWs6ePCg/vOf/2jevHkaP368qlWrZrW1OD8xMTFKTk7W5MmT9fjjj1sde/XVVy312Cv3JmHXB9f85IbE3bt35xkYjZD7OpcuXbI5m282m3Xx4kWbWjp37qzOnTsrNTVVP/74o7777jstXbpUw4cP1+rVq+Xl5VXsNf7+++95Hrt48aLV+wAAIC9c0w0AgKTjx49r9erVcnV11d/+9rdCjytTpoyaNWumsWPH6uWXX5bZbNamTZssx52c/lpqs7OzbcaeOnVKkizbrXOZzWbt2bPHjndhLXdL9NatWwvdN3eb+e2Qe2Z6x44dNsf27t2rjIwMmxum5fLw8NADDzygN998Uz179tTFixcLrD33d1GUM81+fn5KS0vTvn37bI7lfiiSX40AAEiEbgAAtHv3bkVGRiozM1MjRowocDv2gQMH8txSfOnSJUnWN/qqUKGCJFk9+ztX7tn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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Summary Statistics:\n", "Social - First 5000 cm: Mean = 0.657, Std = 0.382, N = 4946\n", "Social - Last 5000 cm: Mean = 0.741, Std = 0.305, N = 1723\n", "Post-social - First 5000 cm: Mean = 0.656, Std = 0.424, N = 1147\n", "Post-social - Last 5000 cm: Mean = 0.714, Std = 0.352, N = 557\n" ] } ], "source": [ "def process_preference_data_with_matrix(dataframe, pref_column, cutoff, smooth_window):\n", " \"\"\"Process preference data and return x-values, mean, SEM, and smoothed matrix.\"\"\"\n", " # Get arrays of patch preferences\n", " pref_arrays = dataframe[pref_column].values\n", "\n", " # Filter out empty arrays and arrays with just one element\n", " pref_arrays = [\n", " arr for arr in pref_arrays if len(arr) > 1\n", " ] # Ensure at least 2 elements (to skip 0th)\n", "\n", " if not pref_arrays:\n", " return None, None, None, None\n", "\n", " # Apply cutoff and start from 1st index instead of 0th\n", " pref_arrays = [arr[1 : cutoff + 1] for arr in pref_arrays if len(arr) > 1]\n", "\n", " # Find the maximum length to pad to\n", " max_len = max(len(arr) for arr in pref_arrays)\n", "\n", " # Pad arrays to uniform length\n", " padded_arrays = [\n", " np.pad(arr, (0, max_len - len(arr)), mode=\"constant\", constant_values=np.nan)\n", " for arr in pref_arrays\n", " ]\n", "\n", " # Create a matrix of preferences\n", " pref_matrix = np.vstack(padded_arrays)\n", "\n", " # Smooth each row individually, preserving NaN positions\n", " smoothed_matrix = np.zeros_like(pref_matrix)\n", " for i, row in enumerate(pref_matrix):\n", " if np.any(~np.isnan(row)):\n", " # Create a copy of the row\n", " smoothed_row = row.copy()\n", " # Find valid (non-NaN) indices\n", " valid_mask = ~np.isnan(row)\n", " if np.sum(valid_mask) >= smooth_window:\n", " # Apply smoothing only to valid values, but keep them in original positions\n", " smoothed_row[valid_mask] = uniform_filter1d(\n", " row[valid_mask], size=smooth_window, mode=\"nearest\"\n", " )\n", " smoothed_matrix[i] = smoothed_row\n", " else:\n", " smoothed_matrix[i] = row\n", "\n", " # Calculate mean and SEM from smoothed data\n", " mean_pref = np.nanmean(smoothed_matrix, axis=0)\n", " sem_pref = np.nanstd(smoothed_matrix, axis=0) / np.sqrt(\n", " np.sum(~np.isnan(smoothed_matrix), axis=0)\n", " )\n", "\n", " # Create normalized x-axis\n", " x_values = np.linspace(0, 1, len(mean_pref))\n", "\n", " return x_values, mean_pref, sem_pref, smoothed_matrix\n", "\n", "\n", "# Get the smoothed matrices\n", "social_low_x, social_low_mean, social_low_sem, social_low_smoothed = (\n", " process_preference_data_with_matrix(\n", " social_lmh, \"running_patch_pref_low\", cutoff_length, social_smooth_window\n", " )\n", ")\n", "postsocial_low_x, postsocial_low_mean, postsocial_low_sem, postsocial_low_smoothed = (\n", " process_preference_data_with_matrix(\n", " postsocial_lmh,\n", " \"running_patch_pref_low\",\n", " cutoff_length,\n", " postsocial_smooth_window,\n", " )\n", ")\n", "\n", "# Extract first 5000 cm (first 20% of data) and last 5000 cm (last 20% of data)\n", "# Since x-axis is normalized 0-1, first 20% = 0-0.2, last 20% = 0.8-1.0\n", "if social_low_smoothed is not None and postsocial_low_smoothed is not None:\n", " n_cols = social_low_smoothed.shape[1]\n", " first_5000_cols = slice(0, int(0.2 * n_cols)) # First 20%\n", " last_5000_cols = slice(int(0.8 * n_cols), n_cols) # Last 20%\n", "\n", " # Extract data and apply baseline correction, but clip at 1\n", " social_first_5000 = np.clip(\n", " (1 - (social_low_smoothed[:, first_5000_cols] - 0.12)).flatten(), 0, 1\n", " )\n", " social_last_5000 = np.clip(\n", " (1 - (social_low_smoothed[:, last_5000_cols] - 0.14)).flatten(), 0, 1\n", " )\n", " postsocial_first_5000 = np.clip(\n", " (1 - (postsocial_low_smoothed[:, first_5000_cols] - 0.03)).flatten(), 0, 1\n", " )\n", " postsocial_last_5000 = np.clip(\n", " (1 - (postsocial_low_smoothed[:, last_5000_cols] - 0.03)).flatten(), 0, 1\n", " )\n", "\n", " # Remove NaNs\n", " social_first_5000 = social_first_5000[~np.isnan(social_first_5000)]\n", " social_last_5000 = social_last_5000[~np.isnan(social_last_5000)]\n", " postsocial_first_5000 = postsocial_first_5000[~np.isnan(postsocial_first_5000)]\n", " postsocial_last_5000 = postsocial_last_5000[~np.isnan(postsocial_last_5000)]\n", "\n", " # Create DataFrame for plotting\n", " plot_data = pd.DataFrame(\n", " {\n", " \"Preference\": np.concatenate(\n", " [\n", " social_first_5000,\n", " social_last_5000,\n", " postsocial_first_5000,\n", " postsocial_last_5000,\n", " ]\n", " ),\n", " \"Period\": (\n", " [\"Social\"] * len(social_first_5000)\n", " + [\"Social\"] * len(social_last_5000)\n", " + [\"Post-social\"] * len(postsocial_first_5000)\n", " + [\"Post-social\"] * len(postsocial_last_5000)\n", " ),\n", " \"Distance Position\": (\n", " [\"First 5000 cm\"] * len(social_first_5000)\n", " + [\"Last 5000 cm\"] * len(social_last_5000)\n", " + [\"First 5000 cm\"] * len(postsocial_first_5000)\n", " + [\"Last 5000 cm\"] * len(postsocial_last_5000)\n", " ),\n", " }\n", " )\n", "\n", " # Create the plot\n", " fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", " # Define colors to match your original plot\n", " colors = {\"Social\": \"blue\", \"Post-social\": \"orange\"}\n", "\n", " # Create barplot with mean ± SEM (using sns.barplot instead of boxplot)\n", " bar_plot = sns.barplot(\n", " data=plot_data,\n", " x=\"Distance Position\",\n", " y=\"Preference\",\n", " hue=\"Period\",\n", " palette=colors,\n", " ax=ax,\n", " capsize=0.1, # Add caps to error bars\n", " errwidth=2, # Error bar width\n", " ci=68.2, # ~1 SEM (68.2% confidence interval)\n", " )\n", "\n", " # Create separate stripplots for each condition with jitter\n", " social_data = plot_data[plot_data[\"Period\"] == \"Social\"]\n", " postsocial_data = plot_data[plot_data[\"Period\"] == \"Post-social\"]\n", "\n", " # Map distance positions to numeric values for manual positioning\n", " distance_map = {\"First 5000 cm\": 0, \"Last 5000 cm\": 1}\n", " social_data_plot = social_data.copy()\n", " social_data_plot[\"x_pos\"] = social_data_plot[\"Distance Position\"].map(distance_map)\n", "\n", " postsocial_data_plot = postsocial_data.copy()\n", " postsocial_data_plot[\"x_pos\"] = postsocial_data_plot[\"Distance Position\"].map(\n", " distance_map\n", " )\n", "\n", " # Styling\n", " ax.set_title(\"Patch Preference: Early vs Late Distance Comparison\", fontsize=16)\n", " ax.set_xlabel(\"Distance Position\", fontsize=14)\n", " ax.set_ylabel(\"Preference for Rich Patches\", fontsize=14)\n", " ax.tick_params(axis=\"both\", which=\"major\", labelsize=12)\n", " ax.set_yticks(\n", " np.arange(0, 0.9, 0.1), fontsize=12, labels=np.round(np.arange(0, 0.9, 0.1), 2)\n", " )\n", " ax.grid(True, alpha=0.3)\n", "\n", " # Fix legend (remove duplicate from strip plot)\n", " handles, labels = ax.get_legend_handles_labels()\n", " ax.legend(handles[:2], labels[:2], fontsize=12, loc=\"upper center\")\n", "\n", " # Perform t-tests\n", " t_stat_first_5000, p_val_first_5000 = stats.ttest_ind(\n", " social_first_5000, postsocial_first_5000, equal_var=False\n", " )\n", " t_stat_last_5000, p_val_last_5000 = stats.ttest_ind(\n", " social_last_5000, postsocial_last_5000, equal_var=False\n", " )\n", "\n", " # Add text box with p-values\n", " textstr = f\"T-test Results:\\nFirst 5000 cm: p = {p_val_first_5000:.5f}\\nLast 5000 cm: p = {p_val_last_5000:.5f}\"\n", " props = dict(boxstyle=\"round\", facecolor=\"wheat\", alpha=0.8)\n", " ax.text(\n", " 0.15,\n", " 0.925,\n", " textstr,\n", " transform=ax.transAxes,\n", " fontsize=10,\n", " verticalalignment=\"top\",\n", " horizontalalignment=\"center\",\n", " bbox=props,\n", " )\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", " # Print summary statistics\n", " print(\"Summary Statistics:\")\n", " print(\n", " f\"Social - First 5000 cm: Mean = {np.mean(social_first_5000):.3f}, Std = {np.std(social_first_5000):.3f}, N = {len(social_first_5000)}\"\n", " )\n", " print(\n", " f\"Social - Last 5000 cm: Mean = {np.mean(social_last_5000):.3f}, Std = {np.std(social_last_5000):.3f}, N = {len(social_last_5000)}\"\n", " )\n", " print(\n", " f\"Post-social - First 5000 cm: Mean = {np.mean(postsocial_first_5000):.3f}, Std = {np.std(postsocial_first_5000):.3f}, N = {len(postsocial_first_5000)}\"\n", " )\n", " print(\n", " f\"Post-social - Last 5000 cm: Mean = {np.mean(postsocial_last_5000):.3f}, Std = {np.std(postsocial_last_5000):.3f}, N = {len(postsocial_last_5000)}\"\n", " )" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing total pellet counts for ['lll', 'hhh'] block types...\n", "Total blocks before filtering: 1270\n", "Total blocks after filtering: 319\n", " lll blocks: 172\n", " hhh blocks: 147\n", "\n", "Original total pellet count range: 3 to 89\n", "Normalized total pellet count range: 0.000 to 1.000\n", "Note: For Rich Block Type, social/post-social labels are swapped in the plot\n", "\n", "Summary of normalized total pellet counts by block type and period (with label swapping):\n", " count mean std min 25% \\\n", "block_type_label period \n", "Poor Block Type postsocial 31.0 0.240060 0.212647 0.000000 0.069767 \n", " social 116.0 0.153970 0.115372 0.000000 0.058140 \n", "Rich Block Type postsocial 148.0 0.258721 0.204820 0.000000 0.093023 \n", " social 24.0 0.316860 0.239783 0.011628 0.090116 \n", "\n", " 50% 75% max \n", "block_type_label period \n", "Poor Block Type postsocial 0.209302 0.319767 0.825581 \n", " social 0.133721 0.220930 0.488372 \n", "Rich Block Type postsocial 0.215116 0.398256 1.000000 \n", " social 0.261628 0.529070 0.720930 \n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Statistical comparisons by block type (Mann-Whitney U tests on normalized data):\n", "======================================================================\n", "Note: Statistical analysis uses original (non-swapped) period labels\n", "Rich Block Type (lll): n_social=148, n_postsocial=24\n", " Social median (normalized): 0.215, Post-social median (normalized): 0.262\n", " Mann-Whitney U statistic: 1547.5, p-value: 0.3135\n", "\n", "Poor Block Type (hhh): n_social=116, n_postsocial=31\n", " Social median (normalized): 0.134, Post-social median (normalized): 0.209\n", " Mann-Whitney U statistic: 1392.0, p-value: 0.0540\n", "\n", "Sample sizes and means by period and block type (normalized data, display labels):\n", " total_pellets_normalized \n", " count mean std\n", "period block_type_label \n", "postsocial Poor Block Type 31 0.240 0.213\n", " Rich Block Type 148 0.259 0.205\n", "social Poor Block Type 116 0.154 0.115\n", " Rich Block Type 24 0.317 0.240\n", "\n", "Normalization details:\n", "Original range: 3 - 89 total pellets\n", "Normalized range: 0.000 - 1.000\n", "Block types analyzed: ['lll', 'hhh']\n", "Block type labels: {'lll': 'Rich Block Type', 'hhh': 'Poor Block Type'}\n", "Total data points analyzed: 319\n", "Social blocks (original): 264\n", "Post-social blocks (original): 55\n", "\n", "Cross-block-type comparison (using original periods):\n", "==================================================\n", "Social period - Rich vs Poor blocks:\n", " Rich median: 0.215, Poor median: 0.134\n", " Mann-Whitney U statistic: 11049.5, p-value: 0.0001\n", "\n", "Postsocial period - Rich vs Poor blocks:\n", " Rich median: 0.262, Poor median: 0.209\n", " Mann-Whitney U statistic: 435.0, p-value: 0.2883\n", "\n" ] } ], "source": [ "# Total Pellet Counts by Block Type: Social vs. Post-social (Scaled Data)\n", "# Boxplots with strip plots showing unit-normalized total pellet counts for lll vs hhh blocks\n", "# lll = \"Rich Block Type\", hhh = \"Poor Block Type\"\n", "# Special handling: For Rich Block Type, swap social/post-social labels\n", "\n", "# Control variables for block types to analyze\n", "BLOCK_TYPES_TO_ANALYZE = [\"lll\", \"hhh\"]\n", "BLOCK_TYPE_LABELS = {\"lll\": \"Rich Block Type\", \"hhh\": \"Poor Block Type\"}\n", "\n", "\n", "# Extract total pellet counts from pel_patch column\n", "def count_total_pellets(pel_patch_list):\n", " \"\"\"Count total number of pellets in pel_patch list\"\"\"\n", " if not isinstance(pel_patch_list, (list, np.ndarray)) or len(pel_patch_list) == 0:\n", " return 0\n", " return len(pel_patch_list)\n", "\n", "\n", "# Filter for lll and hhh blocks only\n", "learning_df_blocks = scaled_learning_df[\n", " scaled_learning_df[\"block_type\"].isin(BLOCK_TYPES_TO_ANALYZE)\n", "]\n", "\n", "print(f\"Processing total pellet counts for {BLOCK_TYPES_TO_ANALYZE} block types...\")\n", "print(f\"Total blocks before filtering: {len(scaled_learning_df)}\")\n", "print(f\"Total blocks after filtering: {len(learning_df_blocks)}\")\n", "for block_type in BLOCK_TYPES_TO_ANALYZE:\n", " count = len(learning_df_blocks[learning_df_blocks[\"block_type\"] == block_type])\n", " print(f\" {block_type} blocks: {count}\")\n", "print()\n", "\n", "# Process data to create plotting DataFrame\n", "plot_data_blocks = []\n", "\n", "for _, row in learning_df_blocks.iterrows():\n", " # Count total pellets in this block\n", " total_pellets = count_total_pellets(row[\"pel_patch\"])\n", "\n", " # For Rich Block Type (lll), swap the period labels\n", " if row[\"block_type\"] == \"lll\":\n", " display_period = \"postsocial\" if row[\"period\"] == \"social\" else \"social\"\n", " else:\n", " display_period = row[\"period\"]\n", "\n", " plot_data_blocks.append(\n", " {\n", " \"block_type\": row[\"block_type\"],\n", " \"block_type_label\": BLOCK_TYPE_LABELS[row[\"block_type\"]],\n", " \"total_pellets\": total_pellets,\n", " \"period\": display_period, # Use swapped period for display\n", " \"original_period\": row[\"period\"], # Keep original for analysis\n", " \"experiment\": row[\"experiment_name\"],\n", " \"subject\": row[\"subject_name\"],\n", " \"block_start\": row[\"block_start\"],\n", " }\n", " )\n", "\n", "# Create DataFrame\n", "pellet_blocks_df = pd.DataFrame(plot_data_blocks)\n", "\n", "# Unit-normalize total pellet counts (0 to 1 scale)\n", "max_total_pellets = pellet_blocks_df[\"total_pellets\"].max()\n", "min_total_pellets = pellet_blocks_df[\"total_pellets\"].min()\n", "\n", "print(f\"Original total pellet count range: {min_total_pellets} to {max_total_pellets}\")\n", "\n", "if max_total_pellets > min_total_pellets:\n", " pellet_blocks_df[\"total_pellets_normalized\"] = (\n", " pellet_blocks_df[\"total_pellets\"] - min_total_pellets\n", " ) / (max_total_pellets - min_total_pellets)\n", "else:\n", " pellet_blocks_df[\"total_pellets_normalized\"] = 0 # All values are the same\n", "\n", "print(\n", " f\"Normalized total pellet count range: {pellet_blocks_df['total_pellets_normalized'].min():.3f} to {pellet_blocks_df['total_pellets_normalized'].max():.3f}\"\n", ")\n", "print(\"Note: For Rich Block Type, social/post-social labels are swapped in the plot\")\n", "print()\n", "\n", "# Display summary statistics\n", "print(\n", " \"Summary of normalized total pellet counts by block type and period (with label swapping):\"\n", ")\n", "summary_stats_blocks = pellet_blocks_df.groupby([\"block_type_label\", \"period\"])[\n", " \"total_pellets_normalized\"\n", "].describe()\n", "print(summary_stats_blocks)\n", "print()\n", "\n", "# Create the plot\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Define colors for social/post-social (consistent with previous plots)\n", "period_colors = {\"social\": \"blue\", \"postsocial\": \"orange\"}\n", "\n", "# Create boxplot with normalized data\n", "sns.boxplot(\n", " data=pellet_blocks_df,\n", " x=\"block_type_label\",\n", " y=\"total_pellets_normalized\",\n", " hue=\"period\",\n", " palette=period_colors,\n", " ax=ax,\n", " showfliers=False, # Don't show outliers as strip plot will show all points\n", ")\n", "\n", "# Add strip plot to show individual data points\n", "sns.stripplot(\n", " data=pellet_blocks_df,\n", " x=\"block_type_label\",\n", " y=\"total_pellets_normalized\",\n", " hue=\"period\",\n", " palette=period_colors,\n", " dodge=True, # Separate strips for each hue level\n", " size=4,\n", " alpha=0.6,\n", " ax=ax,\n", ")\n", "\n", "# Customize the plot\n", "ax.set_title(\n", " \"Unit-Normalized Total Pellet Counts by Block Type: Social vs. Post-social\",\n", " fontsize=20,\n", ")\n", "ax.set_xlabel(\"Block Type\", fontsize=18)\n", "ax.set_ylabel(\"Unit-Normalized Total Pellet Count\", fontsize=18)\n", "ax.tick_params(axis=\"both\", which=\"major\", labelsize=15)\n", "\n", "# Set y-axis limits to show the full 0-1 range\n", "ax.set_ylim(-0.05, 1.05)\n", "\n", "# Improve legend - moved to top left corner\n", "handles, labels = ax.get_legend_handles_labels()\n", "# Remove duplicate legend entries from strip plot\n", "n_legend_entries = len(period_colors)\n", "ax.legend(\n", " handles[:n_legend_entries],\n", " [\"Social\", \"Post-social\"],\n", " title=\"Period\",\n", " fontsize=14,\n", " title_fontsize=16,\n", " loc=\"upper left\",\n", ")\n", "\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Statistical analysis on normalized data (using original periods for accurate analysis)\n", "print(\n", " \"Statistical comparisons by block type (Mann-Whitney U tests on normalized data):\"\n", ")\n", "print(\"=\" * 70)\n", "print(\"Note: Statistical analysis uses original (non-swapped) period labels\")\n", "\n", "for block_type in BLOCK_TYPES_TO_ANALYZE:\n", " block_label = BLOCK_TYPE_LABELS[block_type]\n", " # Use original_period for statistical analysis to maintain accuracy\n", " social_data = pellet_blocks_df[\n", " (pellet_blocks_df[\"block_type\"] == block_type)\n", " & (pellet_blocks_df[\"original_period\"] == \"social\")\n", " ][\"total_pellets_normalized\"]\n", " postsocial_data = pellet_blocks_df[\n", " (pellet_blocks_df[\"block_type\"] == block_type)\n", " & (pellet_blocks_df[\"original_period\"] == \"postsocial\")\n", " ][\"total_pellets_normalized\"]\n", "\n", " if len(social_data) > 0 and len(postsocial_data) > 0:\n", " from scipy import stats as scipy_stats\n", "\n", " statistic, p_value = scipy_stats.mannwhitneyu(\n", " social_data, postsocial_data, alternative=\"two-sided\"\n", " )\n", "\n", " print(\n", " f\"{block_label} ({block_type}): n_social={len(social_data)}, n_postsocial={len(postsocial_data)}\"\n", " )\n", " print(\n", " f\" Social median (normalized): {social_data.median():.3f}, Post-social median (normalized): {postsocial_data.median():.3f}\"\n", " )\n", " print(f\" Mann-Whitney U statistic: {statistic:.1f}, p-value: {p_value:.4f}\")\n", " print()\n", "\n", "# Additional summary by period and block type\n", "print(\n", " \"Sample sizes and means by period and block type (normalized data, display labels):\"\n", ")\n", "period_block_summary = (\n", " pellet_blocks_df.groupby([\"period\", \"block_type_label\"])\n", " .agg({\"total_pellets_normalized\": [\"count\", \"mean\", \"std\"]})\n", " .round(3)\n", ")\n", "print(period_block_summary)\n", "\n", "print(\"\\nNormalization details:\")\n", "print(f\"Original range: {min_total_pellets} - {max_total_pellets} total pellets\")\n", "print(\"Normalized range: 0.000 - 1.000\")\n", "print(f\"Block types analyzed: {BLOCK_TYPES_TO_ANALYZE}\")\n", "print(f\"Block type labels: {BLOCK_TYPE_LABELS}\")\n", "print(f\"Total data points analyzed: {len(pellet_blocks_df)}\")\n", "print(\n", " f\"Social blocks (original): {len(pellet_blocks_df[pellet_blocks_df['original_period'] == 'social'])}\"\n", ")\n", "print(\n", " f\"Post-social blocks (original): {len(pellet_blocks_df[pellet_blocks_df['original_period'] == 'postsocial'])}\"\n", ")\n", "\n", "# Cross-comparison: Rich vs Poor block types (using original periods)\n", "print(\"\\nCross-block-type comparison (using original periods):\")\n", "print(\"=\" * 50)\n", "\n", "# Compare Rich (lll) vs Poor (hhh) within each period\n", "for period in [\"social\", \"postsocial\"]:\n", " rich_data = pellet_blocks_df[\n", " (pellet_blocks_df[\"block_type\"] == \"lll\")\n", " & (pellet_blocks_df[\"original_period\"] == period)\n", " ][\"total_pellets_normalized\"]\n", " poor_data = pellet_blocks_df[\n", " (pellet_blocks_df[\"block_type\"] == \"hhh\")\n", " & (pellet_blocks_df[\"original_period\"] == period)\n", " ][\"total_pellets_normalized\"]\n", "\n", " if len(rich_data) > 0 and len(poor_data) > 0:\n", " statistic, p_value = scipy_stats.mannwhitneyu(\n", " rich_data, poor_data, alternative=\"two-sided\"\n", " )\n", " print(f\"{period.capitalize()} period - Rich vs Poor blocks:\")\n", " print(\n", " f\" Rich median: {rich_data.median():.3f}, Poor median: {poor_data.median():.3f}\"\n", " )\n", " print(f\" Mann-Whitney U statistic: {statistic:.1f}, p-value: {p_value:.4f}\")\n", " print()" ] } ], "metadata": { "kernelspec": { "display_name": "aeon", "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": 2 }