diff --git a/Annex_WCT_analysis.ipynb b/Annex_WCT_analysis.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# WCT other Analyses\n",
+    "\n",
+    "Hereafter are the analyses that were not kept in our final analysis.\n",
+    "\n",
+    "## Importations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from tqdm import tqdm\n",
+    "import seaborn as sns\n",
+    "from scipy import stats\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from WCT_analysis_utils import (run_SIGID, mandelbrot_law_fit, get_stars,\n",
+    "    mandelbrot_zipf, confidence_ellipse, old_pairwise_tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results_df = pd.read_csv(\n",
+    "    \"./resources/dtw_resources/contours_with_category.csv\",\n",
+    "    index_col=0, parse_dates=[\"start_dt\", \"stop_dt\"])   \n",
+    "results_df[\"date\"] = pd.to_datetime(results_df[\"start_dt\"].dt.date)\n",
+    "results_df[\"year\"] = results_df[\"date\"].dt.year\n",
+    "results_df[\"clean_activation_state\"] = results_df[\"activation_state\"].copy()\n",
+    "results_df.loc[results_df.clean_activation_state == 'Control', 'clean_activation_state'] = \"BEF\"\n",
+    "\n",
+    "# rename isolated whistles to -1 (singletons)\n",
+    "cat_counts = np.unique(results_df.category, return_counts=True)\n",
+    "for cat, count in zip(cat_counts[0], cat_counts[1]):\n",
+    "    if cat == 0:\n",
+    "        results_df.loc[results_df[results_df.category == cat].index, \"category\"] = -1\n",
+    "    elif count == 1:\n",
+    "        results_df.loc[results_df[results_df.category == cat].index, \"category\"] = -1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## SIGID\n",
+    "\n",
+    "We use the 0.2-10 sec interval from analyses in main file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": []
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Choosing interval: SWT_[0.2,10]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Identify SWTs (SIGID method)\n",
+    "the_interval = [0.2,10]\n",
+    "results_df = run_SIGID(results_df, interval=the_interval)\n",
+    "the_interval = \"SWT_[0.2,10]\"\n",
+    "print(f\"Choosing interval: {the_interval}\")\n",
+    "results_df['is_SW'] = results_df[the_interval].astype(int)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Zipf-Mandelbrot's law\n",
+    "\n",
+    "For the interpretation, idk for now, but please use http://biorxiv.org/lookup/doi/10.1101/2023.01.11.523588 and https://www.mdpi.com/1099-4300/11/4/688.\n",
+    "\n",
+    "### Regression\n",
+    "\n",
+    "So what is the frequency of occurence of each WCT independantly?\n",
+    "We have 216 categories with 2-40 elements, let's represent them."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "wct_no_swt_sizes = results_df[results_df[\"SWT_[0.2,10]\"]==False]['category'].value_counts().drop(index=-1)\n",
+    "wct_sizes = results_df['category'].value_counts().drop(index=-1)\n",
+    "swt_sizes = results_df[results_df[\"SWT_[0.2,10]\"]==True]['category'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "WCTs:\n",
+      "\tZipf's fit : -0.76 * rank + 4.92\n",
+      "\tExpecting slope ~ -1\n",
+      "\tMandelbrot's fit : 667.36/((rank + 14.41)**1.05)\n",
+      "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n",
+      "\n",
+      "NSWTs:\n",
+      "\tZipf's fit : -0.73 * rank + 4.31\n",
+      "\tExpecting slope ~ -1\n",
+      "\tMandelbrot's fit : 104.79/((rank + 2.20)**0.80)\n",
+      "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n",
+      "\n",
+      "SWTs:\n",
+      "\tZipf's fit : -0.78 * rank + 4.54\n",
+      "\tExpecting slope ~ -1\n",
+      "\tMandelbrot's fit : 71930.96/((rank + 33.78)**2.19)\n",
+      "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1800x600 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "zip_3 = zip(\n",
+    "    [wct_sizes, wct_no_swt_sizes, swt_sizes], \n",
+    "    [\"WCTs\", \"NSWTs\", \"SWTs\"],\n",
+    "    [\"black\", \"#00BFC4\", \"#F8766D\"]\n",
+    "    )\n",
+    "\n",
+    "zipf_wct_fig, zipf_wct_ax = plt.subplots(1, 3, figsize=(18,6), sharey=True)\n",
+    "for i, (sizes, name, color) in enumerate(zip_3):\n",
+    "    sizes = sizes.sort_values()[::-1].to_numpy()\n",
+    "    zipf_wct_sizes = pd.DataFrame({\"Rank\":np.arange(1,len(sizes)+1), \"Frequency\": sizes})\n",
+    "\n",
+    "    zipf_wct_ax[i].scatter(\n",
+    "        y=np.log(zipf_wct_sizes[\"Frequency\"]), x=np.log(zipf_wct_sizes[\"Rank\"]),\n",
+    "        s=10, color=color, label=f\"Observed {name}\"\n",
+    "    )\n",
+    "\n",
+    "    # fit Zipf's law\n",
+    "    pearson_results = stats.linregress(\n",
+    "        np.log(zipf_wct_sizes[\"Rank\"]), \n",
+    "        np.log(zipf_wct_sizes[\"Frequency\"]))\n",
+    "    slope, intercept, r_value, p_value, std_err = pearson_results\n",
+    "\n",
+    "    zipf_wct_ax[i].plot(\n",
+    "        np.log(zipf_wct_sizes[\"Rank\"]), \n",
+    "        intercept + slope * np.log(zipf_wct_sizes[\"Rank\"]), \n",
+    "        linestyle='dashed', color=color, \n",
+    "        label=f\"Zipf's line\\n(slope = {slope:.2f}, R² = {r_value**2:.2f})\")\n",
+    "\n",
+    "    print(f\"{name}:\")\n",
+    "    print(f\"\\tZipf's fit : {slope:.2f} * rank + {intercept:.2f}\")\n",
+    "    print(f\"\\tExpecting slope ~ -1\")\n",
+    "\n",
+    "    # fit Mandelbrot's law\n",
+    "    mandelbot_results = mandelbrot_law_fit(zipf_wct_sizes)\n",
+    "\n",
+    "    residuals = zipf_wct_sizes[\"Frequency\"] - mandelbrot_zipf(zipf_wct_sizes[\"Rank\"], *(mandelbot_results['c'], mandelbot_results['s'], mandelbot_results['b']))\n",
+    "    ss_res = np.sum(residuals**2)\n",
+    "    ss_tot = np.sum((zipf_wct_sizes[\"Frequency\"] - np.mean(zipf_wct_sizes[\"Frequency\"]))**2)\n",
+    "    r_squared = 1 - (ss_res / ss_tot)\n",
+    "    \n",
+    "    zipf_wct_ax[i].plot(\n",
+    "        np.log(zipf_wct_sizes[\"Rank\"]), \n",
+    "        np.log(mandelbrot_zipf(zipf_wct_sizes[\"Rank\"], *(mandelbot_results['c'], mandelbot_results['s'], mandelbot_results['b']))), \n",
+    "        linestyle='dotted', color=color, \n",
+    "        label=f\"Mandelbrot's line\\n(Exponent = {mandelbot_results['b']:.2f}, R² = {r_squared:.2f}))\")\n",
+    "\n",
+    "    print(f\"\\tMandelbrot's fit : {mandelbot_results['c']:.2f}/((rank + {mandelbot_results['s']:.2f})**{mandelbot_results['b']:.2f})\")\n",
+    "    print(f\"\\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\\n\")\n",
+    "\n",
+    "    # zipf_wct_ax.set_xscale('log')\n",
+    "    # zipf_wct_ax.set_yscale('log')\n",
+    "    zipf_wct_ax[i].set_xlabel('log(Rank)', fontsize=18)\n",
+    "    zipf_wct_ax[i].legend(prop={'size': 12})\n",
+    "    zipf_wct_ax[i].tick_params(axis='both', labelsize=15)\n",
+    "    zipf_wct_ax[i].grid(True, linestyle='--', alpha=1)\n",
+    "    zipf_wct_ax[i].set_axisbelow(True)\n",
+    "\n",
+    "# Adjust layout to prevent label cutoff\n",
+    "zipf_wct_ax[0].set_ylabel('log(Number of whistles)', fontsize=18)\n",
+    "zipf_wct_fig.tight_layout()\n",
+    "zipf_wct_fig.subplots_adjust(wspace=0.05, top=0.93)\n",
+    "zipf_wct_fig.suptitle(\"Number of whistles per WCT\", fontsize=21)\n",
+    "# zipf_wct_fig.savefig(f\"/home/loic/Pictures/CDD/Zipf_law.pdf\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Logical results: it makes sense to find a relation between these plots, and we find that NSWTs fit a linear regression with R²=0.96, a strong correlation, that may show that these signals follow Zipf's law --> are structured for langage communication.\n",
+    "\n",
+    "But could we find these distribution randomly ?\n",
+    "\n",
+    "### Monte Carlo Simulation\n",
+    "\n",
+    "Let's take a random subgroup A, and B its complement in our dataset. \n",
+    "Let's compare their Zipf slopes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:00<00:00, 1187.44it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mahalanobis distance of observed point: 7.6259\n",
+      "P-value (probability of obtaining a point with greater distance by chance): 2.3548e-13\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x1200 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.random.seed(42)\n",
+    "SWT_slope = -0.78\n",
+    "NSWT_slope = -0.73\n",
+    "N_simulations = 1000\n",
+    "proportion_of_swts = results_df[results_df[\"SWT_[0.2,10]\"]].category.nunique()/results_df.category.nunique()\n",
+    "\n",
+    "results = []\n",
+    "for i in tqdm(range(N_simulations), leave=True):\n",
+    "    # create random A and B subgroups\n",
+    "    new_order = np.random.permutation(wct_sizes.to_numpy())\n",
+    "    A_subgroup = new_order[:int(len(wct_sizes)*proportion_of_swts)]\n",
+    "    B_subgroup = new_order[int(len(wct_sizes)*proportion_of_swts):]    \n",
+    "\n",
+    "    # compute zipf slopes\n",
+    "    local_results = {'simulation': i}\n",
+    "    for subgroup, name in zip([A_subgroup, B_subgroup], [\"a\", \"b\"]):\n",
+    "        subgroup = np.sort(subgroup)[::-1]\n",
+    "        df_subgroup_sizes = pd.DataFrame({\"Rank\":np.arange(1,len(subgroup)+1), \"Frequency\": subgroup})\n",
+    "\n",
+    "        # fit regression\n",
+    "        pearson_results = stats.linregress(np.log(df_subgroup_sizes[\"Rank\"]), np.log(df_subgroup_sizes[\"Frequency\"]))\n",
+    "        slope, intercept, r_value, p_value, std_err = pearson_results    \n",
+    "\n",
+    "        local_results[f'subgroup_{name}_slope'] = slope\n",
+    "        local_results[f'subgroup_{name}_r2'] = r_value**2\n",
+    "        local_results[f'subgroup_{name}_p_value'] = p_value\n",
+    "    \n",
+    "    local_results['slope_difference'] = local_results['subgroup_a_slope'] - local_results['subgroup_b_slope']\n",
+    "    results.append(local_results)\n",
+    "sim_results = pd.DataFrame(results)\n",
+    "\n",
+    "# compute Mahalanobis distance\n",
+    "simulated_points = sim_results[['subgroup_a_slope', 'subgroup_b_slope']].values\n",
+    "mean_vector = np.mean(simulated_points, axis=0)\n",
+    "cov_matrix = np.cov(simulated_points.T)\n",
+    "observed_point = np.array([SWT_slope, NSWT_slope])\n",
+    "diff = observed_point - mean_vector\n",
+    "mahalanobis_dist = np.sqrt(diff.dot(np.linalg.inv(cov_matrix)).dot(diff.T))\n",
+    "# For a 2D normal distribution, the squared Mahalanobis distance follows a chi-squared \n",
+    "# distribution with 2 degrees of freedom\n",
+    "p_value_mahalanobis = 1 - stats.chi2.cdf(mahalanobis_dist**2, df=2)\n",
+    "\n",
+    "print(f\"Mahalanobis distance of observed point: {mahalanobis_dist:.4f}\")\n",
+    "print(f\"P-value (probability of obtaining a point with greater distance by chance): {p_value_mahalanobis:.4e}\")\n",
+    "\n",
+    "\n",
+    "# Show results in figure\n",
+    "if True:\n",
+    "    sim_fig, sim_ax = plt.subplots(\n",
+    "        2, 2, figsize=(15, 12), sharex=\"col\", sharey=\"row\",\n",
+    "        gridspec_kw={'width_ratios': [3, 1], 'height_ratios': [1, 3]})\n",
+    "    \n",
+    "    # Histogram of subgroup A slopes\n",
+    "    sim_ax[0, 0].hist(\n",
+    "        sim_results['subgroup_a_slope'], bins=30,\n",
+    "        facecolor=\"gray\", edgecolor=\"black\", label=\"Simulated SWT slopes\")\n",
+    "    sim_ax[0, 0].axvline(SWT_slope, color=\"#F8766D\", linestyle='dashed', \n",
+    "                        linewidth=2, label=f'Observed SWT slope: {SWT_slope}')\n",
+    "    sim_ax[0, 0].set_ylabel('Count of SWT slopes', fontsize=15)\n",
+    "    sim_ax[0, 0].tick_params(axis='both', labelsize=12)\n",
+    "    sim_ax[0, 0].legend(prop={'size': 12})\n",
+    "    sim_ax[0, 0].spines['top'].set_visible(False)\n",
+    "    sim_ax[0, 0].spines['right'].set_visible(False)\n",
+    "\n",
+    "    # Scatter plot of slopes\n",
+    "    sim_ax[1, 0].scatter(\n",
+    "        sim_results['subgroup_a_slope'], sim_results['subgroup_b_slope'], \n",
+    "        color=\"gray\", edgecolor='black', lw=0.5, label=\"Pairs of simulated slopes\")\n",
+    "    sim_ax[1, 0].axvline(\n",
+    "        SWT_slope, color=\"#F8766D\", linestyle='dashed', linewidth=2,\n",
+    "        label=f'Observed SWT slope: {SWT_slope}')\n",
+    "    sim_ax[1, 0].axhline(\n",
+    "        NSWT_slope, color=\"#00BFC4\", linestyle='dashed', linewidth=2,\n",
+    "        label=f'Observed NSWT slope: {NSWT_slope}')\n",
+    "    sim_ax[1, 0].plot(\n",
+    "        SWT_slope, NSWT_slope, color=\"black\", marker=\"X\", markersize=10)\n",
+    "    sim_ax[1, 0].set_xlabel('Slope of simulated SWTs', fontsize=15)\n",
+    "    sim_ax[1, 0].set_ylabel('Slope of simulated NSWTs', fontsize=15)\n",
+    "    sim_ax[1, 0].tick_params(axis='both', labelsize=12)\n",
+    "    sim_ax[1, 0].legend(prop={'size': 12})\n",
+    "\n",
+    "    # Histogram of subgroup B slopes\n",
+    "    sim_ax[1, 1].hist(\n",
+    "        sim_results['subgroup_b_slope'], bins=30, orientation='horizontal',\n",
+    "        facecolor=\"gray\", edgecolor=\"black\", label=\"Simulated NSWT slopes\")\n",
+    "    sim_ax[1, 1].axhline(NSWT_slope, color=\"#00BFC4\", linestyle='dashed', \n",
+    "                        linewidth=2, label=f'Observed NSWT slope: {NSWT_slope}')\n",
+    "    sim_ax[1, 1].set_xlabel('Count of NSWT slopes', fontsize=15)\n",
+    "    sim_ax[1, 1].tick_params(axis='both', labelsize=12)\n",
+    "    sim_ax[1, 1].legend(prop={'size': 12})\n",
+    "    sim_ax[1, 1].spines['top'].set_visible(False)\n",
+    "    sim_ax[1, 1].spines['right'].set_visible(False)\n",
+    "\n",
+    "    for n_std in [2]:\n",
+    "        confidence_ellipse(\n",
+    "            sim_results['subgroup_a_slope'], \n",
+    "            sim_results['subgroup_b_slope'],\n",
+    "            sim_ax[1, 0], \n",
+    "            n_std=n_std,\n",
+    "            edgecolor='blue' if n_std == 2 else 'gray',\n",
+    "            linestyle='--' if n_std == 2 else ':',\n",
+    "            alpha=0.5,\n",
+    "            label=f\"{n_std}-sigma contour\" if n_std == 2 else None\n",
+    "        )\n",
+    "\n",
+    "    sim_ax[1, 0].legend(prop={'size': 12})\n",
+    "\n",
+    "    sim_fig.suptitle(f\"Monte-Carlo simulations of the Zipf's slopes of SWTs and NSWTs,\\nwhen taken randomly in WCTs (N = {N_simulations})\", fontsize=18)\n",
+    "    sim_fig.delaxes(ax=sim_ax[0,1])\n",
+    "    sim_fig.tight_layout()\n",
+    "    sim_fig.subplots_adjust(wspace=0, hspace=0)\n",
+    "    # sim_fig.savefig(\"/home/loic/Pictures/CDD/simulation_Zipf_law.pdf\")\n",
+    "    plt.show()\n",
+    "\n",
+    "# # Calculate p-value for obtaining the observed slopes or more extreme\n",
+    "# p_value_a = np.mean(sim_results['subgroup_a_slope'] >= SWT_slope)\n",
+    "# p_value_b = np.mean(sim_results['subgroup_b_slope'] <= NSWT_slope)\n",
+    "# p_value_diff = np.mean(sim_results['slope_difference'] >= abs(SWT_slope - NSWT_slope))\n",
+    "\n",
+    "# print(f\"Probability of randomly obtaining a subgroup SWT slope >= {SWT_slope}: {p_value_a:.4e}\")\n",
+    "# print(f\"Probability of randomly obtaining a subgroup NSWT slope <= {NSWT_slope}: {p_value_b:.4e}\")\n",
+    "# print(f\"Probability of randomly obtaining a slope difference >= {abs(SWT_slope - NSWT_slope):.2f}: {p_value_diff:.4e}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This simulation shows that the probability of obtaining the combination of observed slopes from random sampling is very low (p-value << 0.001). \n",
+    "\n",
+    "So we can consider that this combination is specific to our dataset."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Syntax\n",
+    "\n",
+    "### Sequences\n",
+    "\n",
+    "We're gonna assign a letter to each whistle :\n",
+    "- **S**: Signature whistle\n",
+    "- **N**: Non-signature whistle\n",
+    "- **W**: Whistle singleton\n",
+    "\n",
+    "As well as two columns : time before next whistle and time since last whistle\n",
+    "\n",
+    "Then, I will make statistics on 3-whistle sentences (excluding those with more than Xs between their elements)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 11575/11575 [00:46<00:00, 250.29it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# define whistle type\n",
+    "results_df[\"whistle_type\"] = None\n",
+    "results_df.loc[results_df[results_df[\"SWT_[0.2,10]\"] == True].index, \"whistle_type\"] = \"S\"\n",
+    "results_df.loc[results_df[results_df[\"SWT_[0.2,10]\"] == False].index, \"whistle_type\"] = \"N\"\n",
+    "results_df.loc[results_df[results_df[\"category\"] == -1].index, \"whistle_type\"] = \"W\"\n",
+    "\n",
+    "# define intervals\n",
+    "results_df[\"next_whistle\"] = None\n",
+    "results_df[\"next_whistle_delta\"] = None\n",
+    "results_df[\"previous_whistle\"] = None\n",
+    "results_df[\"previous_whistle_delta\"] = None\n",
+    "for id_row, row in tqdm(results_df.iterrows(), total=len(results_df)):\n",
+    "    start_delta = (results_df.start_dt - row.start_dt).dt.total_seconds()\n",
+    "    results_df.loc[id_row, \"next_whistle_delta\"] = (start_delta[start_delta>0].sort_values()[0] if len(start_delta[start_delta>0])>0 else np.nan)\n",
+    "    results_df.loc[id_row, \"next_whistle\"] = (start_delta[start_delta>0].sort_values().index[0] if len(start_delta[start_delta>0])>0 else np.nan)\n",
+    "    results_df.loc[id_row, \"previous_whistle_delta\"] = (start_delta[start_delta<0].sort_values()[-1] if len(start_delta[start_delta<0])>0 else np.nan)\n",
+    "    results_df.loc[id_row, \"previous_whistle\"] = (start_delta[start_delta<0].sort_values().index[-1] if len(start_delta[start_delta<0])>0 else np.nan)\n",
+    "\n",
+    "results_df[[\n",
+    "    'whistle_type', 'category', 'duration', 'start_dt', 'stop_dt',\n",
+    "    'clean_activation_state', 'fishing_net', 'behaviour', 'sequence',\n",
+    "    'next_whistle', 'next_whistle_delta', 'previous_whistle', 'previous_whistle_delta'\n",
+    "    ]].to_csv(\"./resources/dtw_resources/syntax_df.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Syntax: order 1\n",
+    "\n",
+    "Under, the script that I will give to Hervé"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 11575/11575 [00:02<00:00, 4910.76it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Select 3-whistles groups (should be done in 1-2 lines)\n",
+    "# Previous and Next whistles for each whistle (syntax order 1)\n",
+    "hg_df = pd.read_csv(\"./resources/dtw_resources/syntax_df.csv\", parse_dates=[\"start_dt\", \"stop_dt\"], index_col=0)\n",
+    "hg_df.sort_values(by=\"start_dt\", inplace=True)\n",
+    "\n",
+    "hg_df[\"3_groups\"] = None   # will hold sequences of S, N and W\n",
+    "tol = 10                   # time delta between eacc whistle must be less than tol\n",
+    "\n",
+    "for id_row, row in tqdm(hg_df.iterrows(), total=len(hg_df)):\n",
+    "    if (np.abs(row[\"previous_whistle_delta\"]) <= tol) and (np.abs(row[\"next_whistle_delta\"]) <= tol):\n",
+    "        prev_type = hg_df.loc[row[\"previous_whistle\"], \"whistle_type\"]\n",
+    "        next_type = hg_df.loc[row[\"next_whistle\"], \"whistle_type\"]\n",
+    "        hg_df.loc[id_row, \"3_groups\"] = prev_type+row[\"whistle_type\"]+next_type\n",
+    "    else:\n",
+    "        hg_df.loc[id_row, \"3_groups\"] = np.nan  # no whistle within accepted bounds"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sequences of 3 whistles:\n",
+      "\tCounts:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WWW</th>\n",
+       "      <th>NWW</th>\n",
+       "      <th>WNW</th>\n",
+       "      <th>WWN</th>\n",
+       "      <th>SWW</th>\n",
+       "      <th>WWS</th>\n",
+       "      <th>WSW</th>\n",
+       "      <th>SSW</th>\n",
+       "      <th>WSS</th>\n",
+       "      <th>NNW</th>\n",
+       "      <th>WNN</th>\n",
+       "      <th>NWN</th>\n",
+       "      <th>SWS</th>\n",
+       "      <th>SSS</th>\n",
+       "      <th>SWN</th>\n",
+       "      <th>NSW</th>\n",
+       "      <th>NWS</th>\n",
+       "      <th>WNS</th>\n",
+       "      <th>SNW</th>\n",
+       "      <th>WSN</th>\n",
+       "      <th>SNS</th>\n",
+       "      <th>NNN</th>\n",
+       "      <th>SSN</th>\n",
+       "      <th>NSN</th>\n",
+       "      <th>NSS</th>\n",
+       "      <th>NNS</th>\n",
+       "      <th>SNN</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3_groups</th>\n",
+       "      <td>7522</td>\n",
+       "      <td>454</td>\n",
+       "      <td>444</td>\n",
+       "      <td>440</td>\n",
+       "      <td>343</td>\n",
+       "      <td>343</td>\n",
+       "      <td>328</td>\n",
+       "      <td>90</td>\n",
+       "      <td>88</td>\n",
+       "      <td>77</td>\n",
+       "      <td>74</td>\n",
+       "      <td>72</td>\n",
+       "      <td>71</td>\n",
+       "      <td>53</td>\n",
+       "      <td>39</td>\n",
+       "      <td>37</td>\n",
+       "      <td>35</td>\n",
+       "      <td>35</td>\n",
+       "      <td>33</td>\n",
+       "      <td>32</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>10</td>\n",
+       "      <td>9</td>\n",
+       "      <td>9</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           WWW  NWW  WNW  WWN  SWW  WWS  WSW  SSW  WSS  NNW  WNN  NWN  SWS  \\\n",
+       "3_groups  7522  454  444  440  343  343  328   90   88   77   74   72   71   \n",
+       "\n",
+       "          SSS  SWN  NSW  NWS  WNS  SNW  WSN  SNS  NNN  SSN  NSN  NSS  NNS  SNN  \n",
+       "3_groups   53   39   37   35   35   33   32   13   13   10    9    9    7    3  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\tProportion:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WWW</th>\n",
+       "      <th>NWW</th>\n",
+       "      <th>WNW</th>\n",
+       "      <th>WWN</th>\n",
+       "      <th>SWW</th>\n",
+       "      <th>WWS</th>\n",
+       "      <th>WSW</th>\n",
+       "      <th>SSW</th>\n",
+       "      <th>WSS</th>\n",
+       "      <th>NNW</th>\n",
+       "      <th>WNN</th>\n",
+       "      <th>NWN</th>\n",
+       "      <th>SWS</th>\n",
+       "      <th>SSS</th>\n",
+       "      <th>SWN</th>\n",
+       "      <th>NSW</th>\n",
+       "      <th>NWS</th>\n",
+       "      <th>WNS</th>\n",
+       "      <th>SNW</th>\n",
+       "      <th>WSN</th>\n",
+       "      <th>SNS</th>\n",
+       "      <th>NNN</th>\n",
+       "      <th>SSN</th>\n",
+       "      <th>NSN</th>\n",
+       "      <th>NSS</th>\n",
+       "      <th>NNS</th>\n",
+       "      <th>SNN</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3_groups</th>\n",
+       "      <td>70.47</td>\n",
+       "      <td>4.25</td>\n",
+       "      <td>4.16</td>\n",
+       "      <td>4.12</td>\n",
+       "      <td>3.21</td>\n",
+       "      <td>3.21</td>\n",
+       "      <td>3.07</td>\n",
+       "      <td>0.84</td>\n",
+       "      <td>0.82</td>\n",
+       "      <td>0.72</td>\n",
+       "      <td>0.69</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>0.67</td>\n",
+       "      <td>0.50</td>\n",
+       "      <td>0.37</td>\n",
+       "      <td>0.35</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>0.33</td>\n",
+       "      <td>0.31</td>\n",
+       "      <td>0.30</td>\n",
+       "      <td>0.12</td>\n",
+       "      <td>0.12</td>\n",
+       "      <td>0.09</td>\n",
+       "      <td>0.08</td>\n",
+       "      <td>0.08</td>\n",
+       "      <td>0.07</td>\n",
+       "      <td>0.03</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           WWW  NWW  WNW  WWN  SWW  WWS  WSW  SSW  WSS  NNW  WNN  NWN  SWS  \\\n",
+       "3_groups 70.47 4.25 4.16 4.12 3.21 3.21 3.07 0.84 0.82 0.72 0.69 0.67 0.67   \n",
+       "\n",
+       "          SSS  SWN  NSW  NWS  WNS  SNW  WSN  SNS  NNN  SSN  NSN  NSS  NNS  SNN  \n",
+       "3_groups 0.50 0.37 0.35 0.33 0.33 0.31 0.30 0.12 0.12 0.09 0.08 0.08 0.07 0.03  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pd.options.display.max_columns = None\n",
+    "pd.options.display.float_format = '{:.2f}'.format\n",
+    "three_sequences_counts = pd.DataFrame(hg_df[\"3_groups\"].value_counts()).T\n",
+    "\n",
+    "print(\"Sequences of 3 whistles:\")\n",
+    "print(\"\\tCounts:\")\n",
+    "display(three_sequences_counts)\n",
+    "print(\"\\tProportion:\")\n",
+    "display(100*three_sequences_counts/three_sequences_counts.T.sum()[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Old stats\n",
+    "### Behavioural state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fisher's exact tests:\n",
+      "\t Socialising VS Foraging : (odds ratio=0.47) 2.39e-03 **\n",
+      "\t Socialising VS Travelling : (odds ratio=0.46) 1.98e-03 **\n",
+      "\t Socialising VS Attraction : (odds ratio=0.54) 1.52e-02 *\n",
+      "\t Socialising VS Milling : (odds ratio=0.34) 1.45e-04 ***\n",
+      "\t Foraging VS Travelling : (odds ratio=0.98) 8.41e-01 ns\n",
+      "\t Foraging VS Attraction : (odds ratio=1.14) 1.96e-01 ns\n",
+      "\t Foraging VS Milling : (odds ratio=0.72) 5.35e-02 ns\n",
+      "\t Travelling VS Attraction : (odds ratio=1.17) 1.20e-01 ns\n",
+      "\t Travelling VS Milling : (odds ratio=0.74) 6.93e-02 ns\n",
+      "\t Attraction VS Milling : (odds ratio=0.63) 7.18e-03 **\n"
+     ]
+    }
+   ],
+   "source": [
+    "# test data\n",
+    "print(\"Fisher's exact tests:\")\n",
+    "test_behaviours = old_pairwise_tests(results_df, \"behaviour\", \"is_SW\")\n",
+    "for test_behaviour in test_behaviours:\n",
+    "    if type(test_behaviour[0])==str and type(test_behaviour[1])==str:\n",
+    "        print(\"\\t\", test_behaviour[0], \"VS\", test_behaviour[1], f\": (odds ratio={test_behaviour[3]:.2f})\", f\"{test_behaviour[2]:.2e}\", get_stars(test_behaviour[2]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Make plot\n",
+    "letters = [\"a\", \"ab\", \"ab\", \"b\", \"c\"] # manually from previous cell\n",
+    "behavioural_states = [\"Milling\", \"Travelling\", \"Foraging\", \"Attraction\", \"Socialising\"]\n",
+    "\n",
+    "sns.set_style(\"ticks\")\n",
+    "fig_behaviour, axs_behaviour = plt.subplots(1,1)\n",
+    "sns.barplot(\n",
+    "    data=results_df, x=\"behaviour\", y=\"is_SW\",\n",
+    "    capsize=0.05, width=0.8, order=behavioural_states,\n",
+    "    n_boot=10000, seed=42, ax=axs_behaviour, \n",
+    "    color=\"gray\", edgecolor=\"black\"\n",
+    ")\n",
+    "axs_behaviour.set_ylim(0,0.125)\n",
+    "for i, x in enumerate(behavioural_states):\n",
+    "    axs_behaviour.text(\n",
+    "        str(x), 0.12, letters[i], ha=\"center\", va=\"center\", fontsize=10,\n",
+    "        backgroundcolor=\"white\"\n",
+    "    )\n",
+    "axs_behaviour.set_xlabel(\"Behavioural state\")\n",
+    "axs_behaviour.set_ylabel(\"Ratio of SW per identified whistle\")\n",
+    "fig_behaviour.suptitle(\"Proportion of SWs among whistles per observed behavioural state.\")\n",
+    "fig_behaviour.text(\n",
+    "    0.5, 0.91,\n",
+    "    \"Different letter show significant differences according to Fisher's exact tests (p-values < 0.05).\\nError bars show 95% confidence intervals.\",\n",
+    "    ha=\"center\", va=\"bottom\", fontsize=8)\n",
+    "fig_behaviour.set_size_inches(5, 6)\n",
+    "fig_behaviour.subplots_adjust(\n",
+    "    top=0.9\n",
+    ")\n",
+    "axs_behaviour.xaxis.grid(True)\n",
+    "axs_behaviour.yaxis.grid(True)\n",
+    "# fig_behaviour.savefig(\"/home/loic/Pictures/CDD/barplot_behaviours.pdf\")\n",
+    "plt.show()\n",
+    "sns.reset_orig()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Beacon activation state"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fisher's exact tests:\n",
+      "\t DUR VS BEF : (odds ratio=1.70) 8.15e-08 ***\n",
+      "\t DUR VS DUR+AFT : (odds ratio=1.08) 7.04e-01 ns\n",
+      "\t DUR VS AFT : (odds ratio=0.85) 2.82e-01 ns\n",
+      "\t DUR VS BEF+DUR : (odds ratio=0.58) 5.80e-05 ***\n",
+      "\t BEF VS DUR+AFT : (odds ratio=0.63) 9.98e-03 **\n",
+      "\t BEF VS AFT : (odds ratio=0.50) 3.96e-05 ***\n",
+      "\t BEF VS BEF+DUR : (odds ratio=0.34) 3.02e-12 ***\n",
+      "\t DUR+AFT VS AFT : (odds ratio=0.79) 2.75e-01 ns\n",
+      "\t DUR+AFT VS BEF+DUR : (odds ratio=0.54) 1.00e-03 **\n",
+      "\t AFT VS BEF+DUR : (odds ratio=0.68) 3.41e-02 *\n"
+     ]
+    }
+   ],
+   "source": [
+    "# test data\n",
+    "print(\"Fisher's exact tests:\")\n",
+    "test_beacons = old_pairwise_tests(results_df, \"clean_activation_state\", \"is_SW\")\n",
+    "for test_beacon in test_beacons:\n",
+    "    print(\"\\t\", test_beacon[0], \"VS\", test_beacon[1], f\": (odds ratio={test_beacon[3]:.2f})\", f\"{test_beacon[2]:.2e}\", get_stars(test_beacon[2]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_65076/1747700944.py:23: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs_beacon.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Make plot\n",
+    "letters = [\"a\", \"b\", \"c\", \"c\", \"c\"] # manually from previous cell\n",
+    "activation_order = [\"BEF\", \"BEF+DUR\", \"DUR\", \"DUR+AFT\", \"AFT\"]\n",
+    "\n",
+    "sns.set_style(\"ticks\")\n",
+    "fig_beacon, axs_beacon = plt.subplots(1,1)\n",
+    "sns.barplot(\n",
+    "    data=results_df, x=\"clean_activation_state\", y=\"is_SW\",\n",
+    "    capsize=0.05, width=0.8, order=activation_order,\n",
+    "    n_boot=30, seed=1, ax=axs_beacon,\n",
+    "    color=\"gray\", edgecolor=\"black\"\n",
+    ")\n",
+    "# since seaborn uses bootstrap, results are kinda different unfortunately.\n",
+    "\n",
+    "axs_beacon.set_ylim(0,0.14)\n",
+    "for i, x in enumerate(activation_order):\n",
+    "    axs_beacon.text(\n",
+    "        str(x), 0.135, letters[i], ha=\"center\", va=\"center\", fontsize=11,\n",
+    "        backgroundcolor=\"white\"\n",
+    "    )\n",
+    "axs_beacon.set_xlabel(\"Activation state of the beacon\")\n",
+    "axs_beacon.set_ylabel(\"SWs Ratio of SW per identified whistle\")\n",
+    "axs_beacon.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n",
+    "fig_beacon.suptitle(\"Proportion of SWs among whistles per beacon activation state.\")\n",
+    "fig_beacon.text(\n",
+    "    0.5, 0.91,\n",
+    "    \"Different letter show significant differences according to Fisher's exact tests (p-values < 0.05).\\nError bars show 95% confidence intervals.\",\n",
+    "    ha=\"center\", va=\"bottom\", fontsize=8)\n",
+    "fig_beacon.set_size_inches(6, 6)\n",
+    "fig_beacon.subplots_adjust(\n",
+    "    top=0.9\n",
+    ")\n",
+    "axs_beacon.xaxis.grid(True)\n",
+    "axs_beacon.yaxis.grid(True)\n",
+    "# fig_beacon.savefig(\"/home/loic/Pictures/CDD/barplot_beacons.pdf\")\n",
+    "plt.show()\n",
+    "sns.reset_orig()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Fishing net"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fisher's exact tests:\n",
+      "\t Absent VS Present : (odds ratio=1.33) 3.40e-04 ***\n"
+     ]
+    }
+   ],
+   "source": [
+    "# test data\n",
+    "print(\"Fisher's exact tests:\")\n",
+    "test_nets = old_pairwise_tests(results_df, \"fishing_net\", \"is_SW\")\n",
+    "for test_net in test_nets:\n",
+    "    print(\"\\t\", test_net[0], \"VS\", test_net[1], f\": (odds ratio={test_net[3]:.2f})\", f\"{test_net[2]:.2e}\", get_stars(test_net[2]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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7du3U9sm4uDjRqFEj8dNPP0llmftkZhy3bt0SCoVCHDlyJNe4bG1tVY6BTJnHVOZxk5iYKJo1ayZmzZqlUi8mJkY0bdpUKn/9+rXW+2x2vXv3Fq1bt1bZ5ufOnRMKhUK0a9dOKrt06ZLaPimEEGfOnFErz1x/f/zxh1SWkJAgWrduLVxcXKSy1atXC1tbW/HgwQOVaS5ZskRYWVmJ58+fCyH+b9+0t7cX8fHxUr3jx48LhUIhTp48me/lEeL9OdHX11ca9vX1FQqFQuW4EEIIT09PYW9vLw3fuHFDKBQKsWDBApV63t7eatPUZNOmTUKhUIj9+/dLZampqcLNzU3Y2tqKhISEfC+3JkeOHMnxONF2H9d2G+VE230hp++TgjwGtJ2WEP/3nbtq1SqVui4uLqJPnz7ScEhIiFAoFGLevHlq88vIyBBCCPH06VNhZWUlfv75Z5XP7969Kxo0aKBWnt2n+O7S9nshJ9OnTxe2trZq5dm/33v16iVGjx6d57S0WddC6O+Y1Tb/yMjIEJ07dxYjRoyQtr8QQiQnJ4v27duL4cOHS2W55Ukf4oMuuw8bNky6zDBp0iSULFkSq1atQsWKFVXqDRw4UGX4zJkzkMvlGDx4sEr5iBEjIITAmTNnVMrt7OxUnn6rXLkyOnTogHPnzkGpVEKpVOL8+fPo2LEjqlWrJtWrUKECevTogStXriAxMVFlmgMGDPioG4BPnz4NGxsblfsdS5YsCTc3Nzx79gz37t1Tqe/q6qpyX0nmeE+ePMlxHh+yXNqwsLDA/v378eWXX+LNmzfYsWMHpkyZglatWmH16tUqtz5k3veZeXk9LCwMFStWROXKlVG7dm2ULVtW5bOs4wDv7+P5+++/87zclp1cLpfWV0ZGBuLj45Geno5GjRrh1q1bavW7du2KUqVKScM2NjYAgF69esHQ0FClPC0tDdHR0QCA4OBgpKWlYciQITAw+L/DoH///jA1NcXp06dV5lOiRAnp9RzA+3uFrK2tVbbj2bNnUbFiRanlEnh/z0/2VsqcNG3aFLdu3ZJaUK5cuYK2bduifv360iWQy5cvQyaTqT3YVbduXZV9sly5cqhVq1au+5mpqSmA961v2S/5fIjg4GC8efMG3bt3x8uXL6V/BgYGaNy4sdQCbGJiAiMjI1y8eFHtEnhu/vnnH9y+fRt9+vRR2eatW7dG3bp1VeoePXoUpUqVQuvWrVViadiwIUqUKKHWGl2hQgWVqxampqZwcXHBrVu3EBMTI02zadOmKF26tMo0HRwcoFQq1W4J6tatG8qUKSMNZz/287M8ucl6xSFzPvHx8dI54uzZswCg1iKj7UMeZ86cQfny5VXu5zcyMsLgwYORlJSU7+X+UNrs4/ndRpposy9kyv59UpDHgLbTyir7d27Tpk1VLo0eO3YMMpkM48ePVxs388GbP//8ExkZGXB2dlaZr4WFBWrUqJHrlZxP9d2V3++FD1W6dGn89ddfePjwYZ5181rXufnUx2ymvPKP27dv4+HDh+jZsydevXolbeukpCS0atUKly5d0up2lQ/xQZfdf/jhB9SqVQtyuRwWFhaoVauWyhc4ABgaGqpdOnr27BkqVKggfellyry08uzZM5XyGjVqqM27Zs2aSE5Olm5WTk5ORq1atdTq1alTBxkZGXjx4oXKZcePfYry+fPnapfyAUiXiZ4/fy7dEgC8T5izyrxckf2+wqxevnyZ7+XSVoUKFTBnzhzMnj0bDx8+xLlz57B+/Xr4+vqiQoUK0r2EmZeBsyaYmZcqZDIZbG1tERYWhgEDBiAsLAyVKlVSWdZRo0YhODgY/fv3R40aNdC6dWv06NFDq6fhAwMDsXHjRjx48ABpaWlSuaZtV6lSJZXhzC/xnMpfv36NatWq4fnz5wD+b7tlMjY2RrVq1dT2xf/85z9qT0WWKVMGd+/elYafPXuG6tWrq9XL7TJ1Vs2aNUN6ejquXr2K//znP4iLi0OzZs1w7949XL58GcD75LNu3boqt7hoWt7M+HJL7qpVq4bhw4fD398fBw8eRLNmzdC+fXv06tVLJRnSVuYJO/tl2EyZx72xsTGmTp2KhQsXonXr1mjcuDG++OILuLi4oHz58jlOP3ObaTov1KpVS+VL6NGjR0hISECrVq00TisuLk5luEaNGmrbrWbNmgDeb9fy5cvj0aNHuHv3bo7TzDwnZcq+TTITssxjPz/Lk5uczjGvX7+Gqakpnj9/DgMDA7XjR9N8NXn27Blq1Kihdo7PPG9nLkemvJb7Q2mzj+d3G2mizb6QKfs6LchjQNtpZSpWrJjaZdDs6+fx48eoUKGC2vkj+zIIIdC5c2eNn2f9UZ/dp/zuys/3woeaOHEixo0bhy5dukChUMDR0RG9e/dG/fr1Vepps65z86mP2bzmk3ksZu5j06dPz3EaCQkJKj8mC8oHJZ82NjbSvSE5MTY2VjtZFQa6fvosp3Ugsj1gpWsymQy1atVCrVq18MUXX6Bz5844cOCAlHwaGBjA1tYW4eHhEEIgLCxM5SXPdnZ22Lt3r3QvaPbX8NSpUwdHjx7FqVOncPbsWRw7dgy//fYbPD09MXHixBzj2r9/P7y9vdGxY0d4eHjA3Nwccrkc69at09hyklMrdkGvd128LqNRo0YoVqwYLl26hMqVK8Pc3By1atVCs2bN8Ntvv0mvNtP0yqMPjc/b2xt9+vTBiRMncP78ecyfPx/r1q3Drl278nXfIfB/63bRokUak8isMQ4bNgzt27fH8ePHce7cOaxcuRK//PILNm/ejAYNGnzQsmSVkZEBc3NzLFmyROPnH3KvUkZGBlq3bo2RI0dq/DwzQcmU0zYp6GO/sJ1jPtVya7OP53cbfazs3ycFeQzkZ1qahj9URkYGZDIZ1q9fr3Ga+niiP7/fCx+qefPm+PPPP6Xz4Z49e7B582bMmTNH5SHPj13Xujpm85pP5v/Tpk3L8b7ZT7W9C+SBI21VqVIFISEh0sMTme7fvy99npWmp7IePnyI4sWLS18exYsXx4MHD9Tq3b9/HwYGBhp/LWeXn/d8Va5cOcf5ZX7+scqVK1cgy6WtatWqoXTp0mqXlJo2bYozZ87gxIkTiIuLU7lJ287ODsuXL8eZM2fw7t07jTdwlyhRAt26dUO3bt2QmpqKCRMmYO3atRgzZkyOPwL++OMPVKtWDatWrVLZLr6+vgW0tO9lbqf79++rXB5KTU3F06dP4eDgkO9pVqlSBffu3ZMexMqU+UBeXoyNjWFjY4PLly+jcuXK0iWSpk2bIjU1FQcOHEBsbCyaN2+e79hyk/nk4rhx4xAWFoaBAwdi+/btmDRpUr6mk7kezc3NtVp/1atXx4gRIzBixAg8fPgQLi4u2LhxY44JY+Y203ReyH6sVK9eHSEhIWjSpAlMTEzyjOXRo0dq2y2zVSDzvFS9enUkJSV90L6hSX6W52Pnk5GRgadPn6okX9q+daNKlSq4e/cuMjIyVL7MCvKcB+TvPJyTgthG2uwLOSnIYyC/09JG9erVce7cOcTHx+fY+lm9enUIIVC1alWNLZi5+VTfXbr6XgDePzjdt29f9O3bF2/fvoW7uzv8/Pw0vmHkU/nYY1ZbmfuYqalpnvtYQb8PVadNk23btoVSqcS2bdtUyjdt2gSZTIa2bduqlIeHh+PmzZvS8IsXL3DixAm0bt0acrkccrkcrVu3xokTJ1TutYiNjcWhQ4fQtGlTtUsTmmS+GD/z9TK5cXJyQkREBMLDw6WypKQk7Nq1C1WqVMnXvVo5Kajlyu7atWvS/YRZRUREID4+Xu1Ek3mJfMOGDShevLjKLyMbGxsYGhpiw4YNKnUzvXr1SmXY2NgYderUgRBC5ZJJdpm/KLP+Arx27Zraq7M+loODA4yMjLBlyxaVee3ZswcJCQkqr03RlqOjI6Kjo1Vel5SSkoJdu3ZpPY2mTZsiIiICFy5ckNZpuXLlUKdOHenVTlnve/sYiYmJSE9PVylTKBQwMDBAamqqVFaiRAmtLpm2adMGpqamWLduncZtnPVWmZSUFJXPqlevjpIlS6rMN7sKFSrAysoKgYGBKsfq+fPn1e61dnZ2hlKpxJo1a9Smk56errY8//zzj8orjhITExEUFAQrKyup1cnZ2Rnh4eHS/VhZvXnzRm1d5iU/y/MxHB0dAQC//fabSvnWrVu1Gr9t27aIiYnB4cOHpbL09HRs2bIFJUqUKLAfQ/k5D+ekILaRNvtCTgryGNB2WvnRuXNnCCGwatUqtc8yz4OdO3eGXC7HqlWr1FrihBBq5/asPtV3l66+F7IvW8mSJVG9evVcz0ufwsces9pq1KgRqlevjo0bN+Lt27dqn2fdx3I7Pp8/f46oqKh8zVunLZ/t27dHixYtsHz5cjx79gyWlpY4f/48Tpw4gaFDh6rdG6dQKODh4aHyqiXg/SsqMnl5eSE4OBiDBg3CoEGDIJfLsXPnTqSmpqq8tiA3DRs2BAAsX74c3bp1g5GREdq1a6exuXn06NH4/fffMWrUKAwePBhlypRBUFAQnj59Cj8/vwK71aAgliu7/fv34+DBg9L794yMjBAVFYW9e/eiWLFi+Prrr1Xq29jYwMjICOHh4bC3t1e516d48eKwtLREeHg4SpcurXKfKwB4eHjAwsICTZo0gbm5Oe7fv4+tW7fCyckp15PPF198gWPHjsHT0xNffPEFnj59ih07dqBu3boaE+cPVa5cOYwZMwarVq3CyJEj0b59ezx48AC//fab9B7D/HJzc8PWrVsxZcoUDBkyBOXLl8fBgwelVl5tfjk2a9YMa9euxYsXL1SSzGbNmmHnzp2oUqVKvi+H5yQ0NBRz585F165dUbNmTek1XHK5HF26dJHqNWzYECEhIfD390eFChVQtWpVjfc9m5qaYvbs2Zg2bRpcXV3RrVs3lCtXDs+fP8fp06fRpEkT/PDDD3j48CGGDRuGrl27om7dupDL5Th+/DhiY2PRvXv3XGOePHkyxowZg0GDBqFv376Ij4/H1q1bUa9ePZX9w97eHm5ubli3bh1u376N1q1bw8jICA8fPsTRo0cxc+ZMdO3aVapfs2ZNzJw5E9evX4e5uTn27t2LuLg4lVdzeXh44OTJk/j666/Rp08fNGzYEMnJyYiMjMQff/yBEydO5PtyvrbL8zEy36e8efNmxMfHS69tyWzNy2u/dHNzw86dO+Ht7Y2bN2+iSpUq+OOPPxAWFobvvvvug5IJTaysrCCXy7F+/XokJCTA2NgYLVu2hLm5udbTKIhtpM2+kJOCPAa0nVZ+tGzZEr1798aWLVvw6NEjtGnTBhkZGbhy5QpatGgBd3d3VK9eHV5eXli6dCmePXuGjh07omTJknj69CmOHz+OAQMGwMPDI8d5fIrvLl19L3Tv3h329vZo2LAhypYti+vXr+OPP/745D0wZfexx6y2DAwMMH/+fIwaNQo9evSAq6srKlasiOjoaFy4cAGmpqZYu3YtgNzzpOnTp+PixYsqz0DkRafJp4GBAX7++Wf4+vri8OHD2LdvH6pUqYJp06ZhxIgRavWbN28OW1tbrF69Gs+fP0fdunXh4+OjcvNvvXr1sG3bNixduhTr1q2DEAI2NjZYvHixxi9ITWxsbPDNN99gx44dOHv2LDIyMnDixAmNyaeFhQV27NiBxYsXY+vWrUhJSYGlpSXWrl2LL7744oPXTXYFsVzZubm5wcTEBKGhoTh58iQSExNhZmaG1q1bY8yYMWr32hUrVgyNGjVCeHi4xsvqTZo0wc2bN2Fra6uWdLu5ueHgwYPw9/dHUlIS/vOf/2Dw4MEYN25crjG6uroiNjYWO3fuxLlz51C3bl0sXrwYR48excWLFz9ouXMyYcIElCtXDlu3boWPjw/KlCmDAQMGYPLkyfnughJ4/yt58+bNmD9/PgICAlCiRAm4uLjAzs4OEyZM0Op+Yzs7O8jlcpiYmKjs55nJZ0G1egLvL7c7Ojrif//7H6Kjo6UfFOvXr1fpiMDb2xs//PADVqxYgXfv3qFPnz457oM9e/ZEhQoV8Msvv+DXX39FamoqKlasiGbNmsHV1RXA+4e3unfvjpCQEBw4cAByuRy1a9fGihUrVJJeTdq2bYuVK1dixYoVWLp0KapXrw4fHx+cOHFCbf+YO3cuGjVqhB07dmD58uWQy+WoUqUKevXqpbY/16xZE99//z0WLVqEBw8eoGrVqli+fDnatGkj1SlevDi2bNmCdevW4ejRowgKCoKpqSlq1qyJCRMmfNBDWvlZno+xcOFCWFhY4Pfff8eff/4JBwcHLF++HF27ds2zlxcTExNs2bIFS5YsQWBgIBITE1GrVi34+PhI27QglC9fHnPmzMG6deswc+ZMKJVKBAQE5Cv5LIhtpM2+kJuCPAa0mVZ++fj4wNLSEnv27MGiRYukPtWz9k43evRo1KxZE5s2bcLq1aulmFu3bp3ry+CBT/PdpavvhcGDB+PkyZM4f/48UlNTUblyZXh5eeWabH8qH3PM5keLFi2wc+dOrFmzBlu3bkVSUhLKly8PGxsbuLm5SfXykydpQyb0/eRLDiwtLfHVV1/l+5cdUWGzadMm+Pj44MyZM2qvIyP9a9++PerVq4d169bpOxSdun37NlxcXLB48eIPaun/N/pc9wUqGv5Nx2zhexydqAh79+6dynBKSgp27tyJmjVrMvEkvcm+XwLA5s2bYWBgUOAPsBHRx/u3H7M6vexO9G83fvx4VK5cGfXr10diYiIOHDiA+/fv5/gEN5EubNiwATdu3EDLli0hl8tx5swZnDlzBm5ubgX65gwiKhj/9mOWySdRAXJ0dMSePXtw8OBBKJVK1K1bV7pBm0hf7OzscP78eaxZswZJSUmoVKkSJkyYoPaQIREVDv/2Y7bQ3vNJRERERP8+vOeTiIiIiHRGL8ln+/bt0aVLF/Tq1QudOnXC2LFjpT7EAWD79u3Sy8sB4LvvvkO3bt3g6empcfhTe/PmDX755ZccP79w4QJ69+6d53SePn0qvas006ZNm9R6FipogwcPxvHjxz/pPHKTfXt+iOjoaAwaNEgaPn78OJydndG7d2/cvXsXvXv3RmJi4seGqtG+ffvy9QJdV1dXXLhwAQAwc+ZMhIaGAgDi4+Px5Zdfonfv3vj555/Vhqlg5LT+C4oujlkA2LZtG3r06AFnZ2f06dMHkydPxvPnz/H06dNcX7n1KY8FXdB0ntTlNHI7LrOfh/Ij636pb4UlluTkZLi6uupsf/X29samTZt0Mq8PsWbNGnTs2BEdO3bE8uXLc6wXFxcHDw8PdO7cGT169MClS5ekzwYPHoz27dujd+/e6N27t8ryTpw4USXX0iuhB+3atRO3bt2Shv/44w/RtGlTcfXqVbW6MTExonHjxiI9PV3jsLaUSqVQKpUfFO+TJ09E06ZNc/w8NDRU9OrVK8/paKqXfV1oKy0tTeu67u7u4s8//8z3PAozDw8PcfDgQZ3MK7/rr0+fPiI0NFSt/PfffxcjRozIcVhb+dn2/3aa1kVO67+gfOgxmx8rV64UAwYMEC9evJDKgoODxbVr1/I8HxVG+dlntT2ffqppfOhxmZdPvV/mR2GJ5ZdffhGrVq3S2fymT58u/P39dTY/TeLi4jSWX7x4UXTr1k28fftWpKSkiD59+oj//e9/Gut6e3sLX19fIYQQ165dE23atBGpqalCiNy/r27duiUGDRr08QtRAArFA0edO3dGREQEfv31V/j6+sLPzw9v3rzBhAkTMGTIEKSkpMDV1RXdu3dHUFCQyvDo0aPx66+/4siRI1AqlShXrhzmzp2LKlWqwM/PD5GRkUhKSsKLFy/g7++PyMhIrFmzBikpKTAwMMDUqVPRsmVLXLhwAfPmzUOzZs0QFhYGpVKJn376CdbW1vjvf/+Lt2/fonfv3pDL5di3b1+uy3P27FmN8/jvf/+L58+fo3fv3qhUqRIaNWqEf/75B15eXjAxMcFPP/2EunXrYuXKlQgNDUVaWhpq1qyJuXPnokyZMvD29oZMJsPjx48RFxeHo0ePqsz35MmTWL58OQwMDKBUKuHl5YWOHTsCAK5cuYKNGzfin3/+gYODA+bOnQvg/S+o//73v1J/xu7u7vjyyy9x7tw5bNy4ERs3bkRiYiJatGiBH374AW5ubggKCsKFCxfUevx4+PAhvL29kZSUBCEE2rdvj0mTJknbc+bMmUhLS8OCBQsQEhKCMmXKSC+q37JlS67b4OnTp3BxccHly5cxf/58XLlyReo1aceOHbC0tMSlS5dQunRpREVF4ccff8Q///wDABg0aBAGDhwIf39/HDp0COnp6TA0NMSsWbOkFytn/lIMDg5GTEwM+vXrh3HjxmH37t24ceMGfvzxR/j5+WHy5MlqXW+GhYVhzpw5UCqVsLa2hlKplD4bPHgwhg4dihIlSmDRokVISEhA7969MX36dLVhGxsb/PTTT7hz5w5SUlJga2uL77//HsbGxhg8eDAsLS1x/fp1FCtWDAEBAbnu91FRUXj37h0eP34MCwsL+Pr6Sn05//LLLzh48CBkMhlMTEywefNmFC9eHEFBQdi2bRvS09NRokQJfP/996hfvz6uXr2KuXPnQqlUQqlUSj2XZJWeno4xY8bg1atXSElJQf369TFv3jzpBcR79+5FQEAAhBAwNDSEr68vqlatilOnTsHPzw9paWmQyWSYO3cuGjdujLNnz2LZsmVIT09HmTJlMHv2bNStWxcXLlyQ6ty8eRNff/01KlasmOf679ixI7y9vWFsbIxHjx7h77//Rr169bBs2TIYGxsjMTERs2bNwp07d1CuXDnUrVsXqamp+Omnn1SWc9WqVWrHbPXq1TF//nxcv34dANC1a1eMHz9e7bwQExODyZMn4+3bt0hJSUGLFi0wa9YstQ4akpKSsGHDBuzbt0+lN6tWrVoBgNRtoa+vL06dOoWEhATMmjVL2i+zHgtZZWRkYP78+QgJCYGRkREMDQ2xfft2FCtWDDt27MDGjRtRokQJdOrUCb6+vlJvJdmn16JFC+zduxdVq1bFwoULcfHiRaSnp8PU1BTz5s1D7dq1pfE8PT1x+vRp2Nvbw9PTM8f9O6vs58m1a9fi4cOH+PHHHxEXF4fU1FS4ubnB3d0d7969g7e3NyIjI2FoaAgLCwts3LhR4zSyUiqVWLJkidQNZ4sWLTB9+nRcvnxZ7bjM2ud11vNQ5jJOmjQJx48fx8uXL+Hp6Ym+ffsCyP28EBMTg/nz5+PZs2dISUmRzpXA/10ZvHDhAhISEuDm5oaRI0cCQI7r4WNi+ZDzIvC+FXjBggVSP+4dOnSAl5cXEhMTtdrOALBz505s3LhRGs5t2bOaNWsWatWqJb38/cmTJ/jyyy9x6tQpXL58GStWrEBKSgrS0tIwbNgwjf2yZ/1eAt53XXnjxg3pmM/p/Jrb92xO4uLicOTIERw6dAhmZmYar3QdPnwYvXv3ls6Zffv2xaFDhzR2XnP06FEcO3YMwPuXv1eoUAGXLl3Ks392KysrvHz5ElFRUahTp06udT85fWS8mloOjh07JpydnYUQQvj6+or58+cLIdRbHbMPHzhwQMycOVNqCQ0MDBSjRo2SptO6dWsRExMjhBDi8ePHYsCAASIhIUEIIcTDhw9F69atRUpKiggNDRVWVlZS6+tvv/0m/frNT8tnXvPIq+Xz559/VvkluGrVKjF79mwhxPtfbT179pSmnV3Pnj1FWFiYEOJ9S+/r16+FEO9/CY0bN06kpaWJ5ORk0a5dO6neN998I5YsWSKEECI2Nla0bdtWhIeHi+TkZNG8eXORkpIi/vzzT+Hm5iYmTpwohBBi6tSp4sCBA2rznzdvnli7dq00/OrVKyGE6vbcunWrGDZsmEhNTRWpqali2LBhwt3dXVqP2m6D7L/uFAqFeP36tUhLSxOdO3dWaRXN/KWZ9RdneHi46NKli8p2mDdvnlSvSZMm4u+//9Y4r6xSUlJE27Ztxfnz54UQQpw9e1YoFAqpVSHruHv37hVjx46Vxs0+PGvWLBEYGCiEECIjI0N89913Yv369dJ0RowYIf26zWu/b9eunXj58qUQQggvLy9pu+zbt0/07dtXvHnzRgghRHx8vEhPTxeXL18WI0eOFCkpKUIIIS5duiS6desmhBDi66+/Vlmf8fHxaushIyNDml9GRob44YcfxLp164QQ77dru3btRHR0tBBCiKSkJJGUlCTu378vWrZsKe7duyeEECI1NVW8efNGxMbGCnt7e3Hnzh0hhBD79+8Xzs7OIiMjQ4SGhgpLS0tx4cKFfK//6dOni379+omkpCSRnp4u3NzcpOX66aefxPTp00VGRoZISEgQPXr0ENOnT9e4zbMfs4sWLRKTJ08WSqVSvH37VvTu3Vv8/vvvauO9e/dOJCYmCiGESE9PF6NHjxaHDh1Sq3ft2jXRpEkTjfMW4v2xoFAoxNGjR4UQQpw+fVp07txZ+jzzWMju5s2bomvXrtIVoDdv3gilUinu3r0rHBwcpO2zdOlSoVAocpyevb29ePLkiRBC9Zg6dOiQSouhQqEQfn5+0nBu+3dW2c+T6enpok+fPtJ+kpSUJHr06CGuXbsmjh07pjLPzHNOXi2f27ZtE+7u7iIlJUWkpaWJkSNHSvtr9uMyq+znIYVCIX799VchhBD37t0Ttra2Ii0tLc/9csSIEdI+nJaWJkaMGCEOHz4shHi/f3377bciIyNDxMXFCScnJ3HlypVc18PHxPIx58Ws5/vM6Wi7nZ8/fy7s7e1VynJa9uyuXLkiunfvLg2vXLlS+Pj4CCH+75wmxPv94YsvvpCuIGRt+cz6vSSEEFu2bJGO+dzOrzl9z2aXkJAgAgMDxYgRI0SXLl3EsmXLRGRkpMa6QggxZswYlfPsqVOnNLZSvnz5UjRs2FClbOLEiWL37t1CiPfbpUuXLqJHjx7im2++EY8fP1ap6+3tLbZs2ZJjHLpSKFo+AUB84EP3x48fx/Xr16WuxjIyMlQ+d3JygoWFBQDgzJkzePToEb766ivpc5lMhufPnwMAqlevLnX/ZWdnp/KLTFt5zUOb5UlISJB+1aSlpaFKlSrS5127ds2xL+VWrVphwYIF6NKlCxwdHWFlZSV91q1bNxgaGsLQ0BBWVlZ4/Pgx7OzsEBISgqlTpwIAzM3N0alTJwQHB8PW1hb169fHlStXEBISglGjRuGnn35CRkYGQkNDMW3aNLX5N2/eHIsWLUJSUhKaN2+u8VdYSEgIevXqJXVf6eLigj179kiff+w2ePDgAVJSUtCjRw+pLLMv51u3bmHt2rWIj4+HXC7HgwcP8O7dO5iYmACANE65cuVQrVo1PHnyJM8Xw9+/fx9yuVxaVkdHR1SrVi1fMWc6fvw4rl69Cn9/fwDvXzIsl8ulz7Out7z2e0dHR5iZmQEAbG1tERkZCQD43//+hy+//FLqZrBMmTIAgBMnTuDOnTsqLQSvX7/Gu3fv0KJFC6xZswYPHz5Ey5YtNd5vKITApk2bcPr0aSiVSiQkJEitJ6dOnULv3r1RoUIFAO+7QASA4OBgtGnTRvoFbmRkBCMjI5w8eRIKhQKWlpbScs+dOxfR0dEAgGrVqsHe3h5A/td/p06dpPnb2Njg8ePHAN73cz9jxgzIZDKYmprC2dlZ+iwvISEhmD59OgwMDKQuVc+fP6/2eq2MjAwsWbIEV65cgRACL1++RL169fLsz16TYsWKoXPnzgDeHydPnjzJc5xq1apBqVTiu+++Q4sWLeDk5AQDAwOEhoaibdu20vYZOHCg1j38nD9/Hlu3bsXbt2+RkZGB169fq3zer18/6e+89u+cPHjwAPfu3cPkyZOlsrdv3yIqKgrNmjVDVFQUZs+eDXt7e7Rt21aruENCQtCnTx+pNW7AgAHYtm0bRo8erdX4WfXs2RMAUKdOHRgaGiI2NlY6x2jaL5OSkhASEoLY2FhpGklJSVILIvB+vclkMpQrV046J5cuXTrH9WBjY/NBsQAfdl40NTVFWFgYfv31V2k6medZbbfz33//LX03Z6Vp2bN3h9ukSROkp6cjIiIC1tbWCAoKklq34+PjMXPmTDx8+BByuRzx8fGIjIxUuYqQl9zOr7l9z2aKjo5G586dUadOHfzwww8q3RV/aosWLUKlSpUghMC2bdswZswYHD58WPq8fPny+Pvvv3UWT04KTfJ5/fp11KtXL9/jCSEwZswYlT5Is8re72jr1q2xdOlStXrR0dEqfW9nNql/iNzmkRchBL7//ns4Ojpq/Dy3flRnzJiBv/76CxcuXMD06dPRs2dPjBo1CgBUlk0ul+e4bDKZTPrbwcEBISEhuHTpEqZMmQKFQoEDBw6gTJkyKF++vNq4Xbp0gZ2dHYKDg7F161Zs3rwZ69evz3V5s84ve5wfsw2yS01NxYQJE7B582bY2NggMTERTZs2RWpqqnSSLah5Z18mbQkh4Ovri1q1amn8vGTJkip1c9vvtd3eWaeX+VBLdsOGDUOHDh0QEhKC5cuXo169epg9e7ZKnYMHD+LChQvYunUrTE1NERAQUOAP+mTKqy/h3NZ/1kt/2h4HBcXf3x9xcXHYvXs3ihUrBh8fH6SkpKjVq1OnDtLS0nDv3j3UrVtX47SMjY2lGHPaV4ODg7Fw4UIA73+0jh07FocOHcLFixdx4cIFLF26FNu2bVMbL/uyZ19PqampAIDnz59j3rx52LNnD6pXr447d+5Il4AzZd1Wee3fORFCoEyZMti/f7/Gz3///XeEhoYiJCQEixcvRlBQUL6mD3zc9s5+3khPT891HpkNLbt27VIZN6/48loPHxLLpzgvarudixcvrnH/1xSrpn3Z1dUV+/btQ1JSEszMzKBQKAC8v23DyckJfn5+kMlk6NOnj7TPZiWXy1WSyqyx5HZ+ze17NpOFhQWWL1+OQ4cOYerUqWjbti26d++OJk2a5LivVapUSaWR6unTpxpfJm9mZgZDQ0PExMRI38PPnj1D5cqVpelkrjd3d3csXLgQr169khojUlJSpMYHfSoUr1o6fvw4tm/fjhEjRuR73I4dO2LHjh2Ij48H8L6l8NatWxrrOjo6Ijg4GHfu3JHKIiIi8pyHqakp3r17p3EHzs88TE1NkZCQoFK/ZMmSKmUdO3bEpk2bkJycDOD904B//fVXnvMFgKioKNSrVw/u7u4YOHAgrl27luc4rVq1wu7duwEAL1++xJ9//onWrVsDeJ98Hjp0CKVLl0aJEiXg4OAAX19f6d6z7B4+fAgLCwu4uLjg22+/1Tj/li1b4tChQ0hLS0NaWlquJ9IPUatWLZiYmODQoUNS2cuXL5Gamoq0tDTpAN2yZYvW08y+jbKqXbs2lEqllGgFBwdr3WKWXceOHbF+/XrpC+P169d49OhRjnW13e+zat++PXbs2CEtz5s3b6BUKtGhQwccOHBAOvllZGRI9zDev38f1apVw4ABAzBmzBiN2/XNmzcoW7YsTE1NkZiYiMDAQJV5HjhwQLoHNzk5GcnJyXB0dMS5c+ekNwmkpaUhISFBaqnNbK39/fffUbFiRY2t0AW1/lu2bInAwEAIIfD27VscOXIkx7rZ94dWrVphz549EEIgKSkJBw4ckI6h7OuofPnyKFasGGJiYtTu2c46/REjRmDWrFkqP1hDQ0O1Ol9lcnBwwP79+7F//36MHTsWL1++RFJSEhwdHTF58mRUrVoV9+7dQ8uWLXH27FnpCf7sT4lXr15dmu+xY8eQlJQEAEhISIChoSHKly8vtbLkRtv9O/t5slatWjA1NcXevXulskePHiE+Ph5///03ZDIZOnTogGnTpkEIgRcvXmg812bVqlUrBAUFITU1Fenp6di9e7fGbfahctsvS5YsiRYtWqi8QSU6OlqlNSrz+ImPj8fx48fRqlWrXNfDh8byoefFkiVLolmzZlLrJvD+PAtov51r1aqFuLg4tW4kNS179n0ZeP9Wh6NHj2LHjh3Sva3A++OscuXKkMlkuHTpksp3cVY1atTAjRs3oFQqkZycLF1tzFyGnM6v2nzPyuVytG/fHsuWLcOBAwdga2uLdevWoXPnzjm+Oadr167Yv38/kpKSkJqair179+Z4VaRr167YsWMHgPf5RXR0NJo3b4709HSVFvU//vgDFhYWUuKZGX/9+vU1TleX9Nby6eXlhWLFiiE5ORl16tTBL7/8Il1uzY9evXohPj4eQ4YMAfD+RvK+ffuiQYMGanVr1KiBpUuX4r///S+Sk5ORlpaGBg0aaGylzKps2bJwcXFBr169UKJEiVwfOMptHpaWlqhXrx569OiBqlWrYu3atRgyZAi+//576eGFUaNGITU1FQMGDJCmOWrUKK1ahZcvX44HDx7AyMgIJiYmaq1TmsyaNQuzZ89Gz549IYTA119/LW2HRo0aISEhAS1btgQA6UGlnJLPP/74AwcOHICRkREyMjI0zt/NzQ2RkZHo3r07SpcuLT10VVAMDQ2xZs0azJ8/H+vWrYNMJsOgQYPw5Zdf4ptvvkH//v1hZmaWrx6H3Nzc8NNPP2HTpk1qDxwZGxtj+fLlmDNnDjIyMtCoUaMPPrBnzJiBpUuXwsXFBTKZDIaGhvj2229Ro0YNtbr52e+zcnFxwT///IMvv/wScrkcJUqUgL+/P5o1a4Zvv/0W48ePR3p6OtLS0vDFF1/A2toa27ZtQ2hoKIyMjGBgYIDp06drnO6JEyfQpUsXlCtXDk2bNpUS2ebNm2P8+PHw8PCATCaDkZERfH19UaNGDfj4+ODbb79Feno65HI55syZAxsbGyxevBjTp0+XHjhauXKlxhaDglr/np6e+O677+Ds7AwzMzPUr18/x9aB7MfsuHHjMH/+fOmSZ9euXTXuX0OGDMHEiRPRvXt3VKhQIdeHA7755huYmZnBw8MDSqUSMpkMVlZWmDp16ge3yL948QLff/890tLSkJGRgSZNmqBt27YwMjLC+PHj8dVXX0kPHGU1Y8YMLFiwACtWrICTk5P04JqlpSW6deuG7t27o2zZsnk+dKHt/q3pPLlu3Tr8+OOP2LRpEzIyMmBmZoalS5fi7t27WLZsGYQQUCqV6N27N+rXr4/09HS1aWTl5uaGJ0+eSJdV7e3tMXTo0A9ar5rktV8uWbIEPj4+6NGjB2QyGYoXL465c+dKl4bNzMzg6uqKhIQEfPXVV9Jl55zWw4fGYmpq+sHnxUWLFmH+/Pno3r07DA0N0aFDB0ycOFHr7VysWDE4OjoiNDRU5aGanJY9u4oVK8LGxgYnT56UHqAFgClTpmDOnDlYs2YNrKyscswrOnXqhKNHj6Jbt26oWLEirKyspEQ4t/Nrfr9nS5QogV69eqFXr1549eoVwsPDNdZr0aIFnJ2dpfNIt27d0K5dOwDvrwz7+vpKVxKnTp2KadOmoXPnzjAyMsLixYthZGSEpKQkjB49WnqAM/vDTUlJSYiMjJS+w7NPV5fYwxHpXGJiIkxNTZGWloapU6eiYcOGH3SvFVFByUzIihUrhqSkJHh4eGDw4MGfZbeob9++RZMmTaSn3Um32rdvj9WrV2u8l/DfJiIiAqtXr5buMf6cll0ftm/fjr///lt6s4I+FZp7PunzMXz4cKSmpiIlJQVNmzaVfl0S6cubN28watQoKJVKpKSkoEOHDnB2dtZ3WET/ajY2NujUqZPUIEGfloGBAcaMGaPvMACw5ZOIiIiIdKhQPHBERERERJ8HJp9EOpLZe0dmn7uZ/dJ/avv27ZN6JdGn9u3b4/bt2598PhkZGVi4cCF69OiBrl274rvvvpPeVPH06VNYWVmpbIPMJ3+fPHmC/v37o3v37ioPqERFReHrr7/+5HFntWPHDnTt2hW9e/fOsz/xFi1aSL0e6cuJEyfw448/5lnvzZs3OT7t+ykNHjwYx48f1/l8iUgz3vNJpEMrVqzI82b6zG7uchrOTeZ767J32fixPtV0P4U9e/bg5s2b2LdvH4yMjPD9998jICBA6qavZMmSGl/x9dtvv+Grr75Cz5490a1bN7i7u6NkyZL48ccftXpzREHavHkzfHx8pBf1//bbbzqdf3516NABHTp0yLNeZvL5IQ8Y5uc4IKLCjUcyUSGQvR/sV69eQSaT4fHjx4iLi8PRo0exYcMGBAYGwsDAAAqFArNnz0apUqXg5+eHyMhIJCUl4cWLF/D391d7J2ZiYiK+/vprPH78GGZmZli4cCGqVq2Ku3fvYvbs2Xj37p3UM1RmK6mm6a5bt05j3+BZ7d69G/7+/tIrt+bPny+97uTYsWOYPXu2Wj/Rjx49wn//+1/ExcXBwMAAEyZMQMeOHbFz507cuHED8+bNw71799C9e3f8+uuvcHR0xKpVqwBArR/1O3fuwMHBQXqhfNu2beHn56exj+isDA0NkZycjPT0dAghYGBggO3bt6N169Z59lr1IX3Uz5s3D82aNUNYWBiUSiV++uknWFtbY+LEiXjy5Am8vb1haWmJadOmqfQnfuLECSxZsgSGhoZo06aNShwf2vd3VFQUfvzxR+m1Z4MGDcLAgQNz7YM8q3379uH48eNYs2ZNrsv23//+F2/fvkXv3r0hl8uxb9++PPs5d3Z2xoULF1CjRg28fPkSbm5u6Nq1KwDgwoUL8PHxQVBQEA4ePIiAgADpzQVeXl5o3769Wqy57Z9EpCO66seT6HPXrl070blzZ9GrVy/pX3JyshBCvR/s6dOni549e4qEhAQhxPt+frt27Sr1Izxr1izxww8/CCHe91HcunVrERMTo3G+e/fuFQ0bNpT6hP7ll1/E8OHDhRDv+x/O7M89OTlZ9O7dW4SHh2ucbk59g2fXpEkTqZ/w1NRUqT/z3PqJ7tevn9i+fbsQQogHDx4Ie3t78fTpU/H48WPRvn17IYQQmzZtEm5ubmLhwoVCCCEGDhyosd/nPXv2iP79+4uEhASRmpoqvLy8hJ2dnRDifd/cDRo0EK6ursLFxUX4+flJ/TdHR0eLESNGiN69e4vt27eLv//+WwwZMkT6PCcf2ke9lZWVuHr1qhBCiN9++02lj/Ks/cdn7U88c5p//fWXEEKIHTt2CIVCIZ48efLBfX+npaWJzp07q/QrndlPd259kGeVtT/03JYte9/oec2jXbt24rvvvhMZGRlCiPd9bo8ePVoad9q0aSIgIEAI8b7P68x6T548EQ4ODtK+7e7uLv78808hRM77JxHpDls+iXQot8vuWfvBBt6/rDzz9SMhISHo1q0bSpcuDeB9/9vffPONVNfJyUljP8mZ7OzspD7U3dzcsHLlSum1QnPmzMGdO3cgk8nw999/4/bt21JfxFmnm1Pf4Nm1atUK06ZNQ7t27dC2bVuVbvY09RNdsmRJ3Lp1S+pZp2bNmmjSpAkuX76M3r17A3h/P2ZISAgmT56Mn376Sa1P66xcXV3x/PlzuLu7w8TEBK1atcL58+cBABUqVMCZM2dgbm6O+Ph4TJo0CRs3bsSoUaNQoUIFlb6qJ06cCG9vb1y4cAHbt2+HsbExJk+ejCpVqqjM70P7qK9evbrU4mZnZ4eNGzfmuP0yXb16FQqFQup2s1+/fpg3bx6A3PtAz63v74SEBKnVO1O5cuW06oM8J9oumzbz6NOnj9TBQKdOnTB//nz8888/KFmyJE6dOgVvb28A7+/nnTp1KqKjoyGXy/H69Ws8efJE2i6Zcts/iUg3mHwSFRLZ+yzPrQ/z7L395NXfeU6WLVsGMzMzBAYGwtDQEOPHj1fp4zjrdEuVKqWxb/DsPZf4+fnhxo0buHjxIkaPHg0vLy+pmzht+4nOunwODg44c+YMHj58CHt7ewDvL9/b2tpqvAdQJpNhwoQJmDBhAoD33XNmJmvGxsYwNzcH8L7nsr59++LQoUNqfTP/8ccfqF69OqysrODs7Izdu3fjxo0b8PX1lfqY/lj57TNbk6zrSRRg39+Z0wPy1wd5TvPJadm0mUfJkiWlv01MTKRuCMuVK4cWLVpIXQdOnjwZU6ZMkS7J29vba+wSObf9k4h0o/A/PUBEaNWqFY4cOYLExEQA75+Gzk9f1FevXpX6UN+9ezdatGgBuVyON2/e4D//+Q8MDQ1x//59qYVQk5z6Bs8qPT0djx8/hrW1NTw8PNClS5c8+yM3NTVFgwYNpG5rHz16hCtXrqB58+bSsv/6669S612LFi3g5+eXYzevKSkpeP36tRTzL7/8It3vGRcXh7S0NADv+7U+duyYWkv0mzdvEBAQIN1L+u7dOxgYGMDAwEDq1zyrguijXlt2dnaIjIyU5rV3715peT607+9atWrBxMQEhw4dkspevnypVR/k+WVqaop3795JSeGHzKNv377Yt28fAgMD1fr0rlq1KgBg//790j6Q1Yfsn0RU8NjySaRDXl5eMDExkYZnzJiBli1b5jmek5MT/vrrL7i5uak8cKQtOzs7LFmyBI8fP0bZsmWl1ruxY8di2rRpCAwMRPXq1XONJae+wbPKyMjAd999h9evX0Mul6NcuXLw8fHJM74lS5bgv//9L7Zu3QqZTIYFCxagcuXKAN4nn8+fP5f6Qm/dujU2btyYY/KZkJCAwYMHw8DAABkZGRgyZIj04MmVK1fg6+srtca1bNkSY8eOVYtl/Pjx0nYaO3Ys+vbtCyMjIyxYsEBtfgXRR722ypUrhwULFmD8+PEwMjJCmzZtpL7WDQ0NP6jvb0NDQ6xZswbz58/HunXrIJPJMGjQIHz55Zd59kGeX2XLloWLiwt69eqFEiVKYN++ffmeh42NDeRyOR49egRHR0ep/LvvvsPEiRNRunRptGzZUtp/sspt/1y5ciUqVKiAgQMHftCyEZH22MMREREREekML7sTERERkc4w+SQiIiIinWHySUREREQ6w+STiIiIiHSGyScRERER6QyTTyIiIiLSGb7nk4gkGRkZUteFH/M+SqK8CCHw9u1bVKhQQWM3rUT078Xkk4gk//zzD5ycnHQ6z0qVKkldJBaUV69e4cWLFwU6zcLm37LeTp8+/cEvrSeioonJJxFJMvvRPn36NExNTT/5/GQyGUqUKFHgraxCCCQlJeHf2ofGv2G9JSYmwsnJSaXvdiL6PDD5JCJJZjJjamqqk+TzU5HJZExqPoA+1htv7yD6/PBGGyIiIiLSGSafRERERKQzTD6JiIiISGeYfBIRERGRzjD5JCL6l/H29kaPHj30HQYRkUZMPomIiIhIZ5h8EhEREZHOMPkkokItPDwcX3/9NRwdHWFra4vevXsjKChI32EVCadPn0aPHj1gbW0NV1dXXL16Vd8hERHxJfNEVLg9f/4cTZo0wcCBA2FsbIywsDDMmjULQgj06dNH3+EVWjExMZgzZw4mTJiA0qVLY/369fDw8MCxY8dgbm6u7/CI6DPG5JOICrXu3btLfwsh0Lx5c0RHR2Pnzp1MPnMRHx+PFStWoFWrVgAAe3t7ODk5YdOmTZgyZYqeoyOizxmTTyIq1F6/fg0/Pz+cOHEC0dHRUCqVAICyZcvqN7BCrlSpUlLimTns4OCAa9eu6TEqIiImn0RUyHl7eyM8PByenp6oW7cuTE1NsX37dhw5ckTfoRVq5cqVUyszNzdHVFSUHqIhIvo/fOCIiAqtlJQUnDp1CmPHjsXgwYPRqlUrWFtbQwih79AKvZcvX6qVxcXFoXz58nqIhojo/zD5JKJCKzU1FRkZGTAyMpLKEhMTcfLkST1GVTQkJCQgJCREZTg4OBiNGzfWY1RERLzsTkSFWKlSpWBtbY3169ejXLlyMDQ0xC+//AJTU1ONLXv0f8qWLYuZM2di4sSJKFWqFNavXw8hBIYOHarv0IjoM8fkk4gKtaVLl+KHH36At7c3ypYti8GDByMpKQkbN27Ud2iFWvny5TF16lQsWrQIjx8/Rr169fDrr7/CwsJC36ER0WdOJnjzFBH9f4mJiWjatCmuXLkCU1NTfYdD/2Lc14g+X7znk4iIiIh0hsknEREREekMk08iIiIi0hkmn0R6sm3bNrRv3x7W1tbo378/IiIicq1/5MgRdO3aFdbW1ujZsydOnz6t8vnbt28xd+5ctG3bFjY2NujWrRu2b9/+KReBiIgo35h8EunB4cOH4ePjA09PTwQGBqJ+/frw8PBAXFycxvphYWGYMmUK+vXrh6CgIHTo0AGenp6IjIyU6vz00084e/YsFi9ejMOHD2Po0KGYN28eTpw4oavFIiIiyhOTTyI98Pf3x4ABA9C3b1/UrVsXc+bMgYmJCfbu3auxfkBAANq0aYORI0eiTp068PLyQoMGDbB161apTnh4OFxcXNCiRQtUrVoVbm5uqF+/fp4tqkRERLrE5JNIx1JTU3Hz5k04ODhIZQYGBnBwcEB4eLjGca5evYpWrVqplDk6OuLq1avSsJ2dHU6ePIno6GgIIRAaGooHDx7A0dHxkywHERHRh+BL5ol07NWrV1AqlTA3N1cpNzc3x/379zWOExsbq/ZycHNzc8TGxkrD33//Pb7//nu0bdsWhoaGkMlkmD9/Ppo3b55jLKmpqUhNTZWGExMTAQBKpRJKpTLfy/YhDAwMIJPJCnSaQghkZGQU6DQLm6K+3nS1fxFR4cPkk+hfYsuWLbh69Sp+/vlnVK5cGZcvX8acOXNQoUIFlVbWrNatW4dVq1aplUdERKBEiRKfOmQAgJGREQwNC/ZUlJ6ejrS0tAKdZmFT1NdbUlKSTuZDRIUPk08iHTMzM4NcLld7uCguLi7Hrg8tLCxUWjmz13/37h2WL1+OVatW4YsvvgAA1K9fH7dv38avv/6aY/I5ZswYDB8+XBpOTEyEk5MTbGxsCl2vM0qlEtevX4e1tTXkcrm+wykSCvM6y2xlJ6LPD5NPIh0zNjZGw4YNERISgo4dOwIAMjIyEBISAnd3d43j2NraIjQ0FMOGDZPKgoODYWtrC+D/WqyyX4aVy+XIrQddY2NjGBsbq5XL5fJCl6xkKsyxFVaFcZ0VtniISHf4wBGRHgwfPhy7du1CYGAgoqKiMHv2bCQnJ8PV1RUAMG3aNCxdulSqP2TIEJw9exYbN25EVFQU/Pz8cOPGDSlZNTU1hb29PRYvXowLFy7gyZMn2LdvH4KCgqQEl4iIqDBgyyeRHnTr1g0vX76Er68vYmJiYGVlhQ0bNkiX0V+8eAEDg//7bdikSRMsWbIEK1aswLJly1CzZk2sXr0aCoVCqrNs2TIsW7YMU6dOxevXr1G5cmVMmjQJAwcO1PnyERER5UQmcrsmR0SflcTERDRt2hRXrlwplPd8Xr16Fba2trxkq6XCvM4K875GRJ8WL7sTUaH37t07JCYmIjk5GYmJiXj37p2+QyIiog/Ey+5EVKitXr0aQUFBKu+fNDAwgIuLCzw9PfUYGRERfQi2fBJRoZY98QTevx0gKChIPwEREdFHYfJJRIWai4tLvsqJiKhwY/JJRIWap6cndu7cqVK2c+dOXnInIiqimHwSUaFnYmKS6zARERUdTD6JiIiISGeYfBIRERGRzjD5JCIiIiKdYfJJRERERDrD5JOIiIiIdIbJJxERERHpDJNPIiIiItIZJp9EREREpDNMPomIiIhIZ5h8EhEREZHOMPkkIiIiIp1h8klEREREOsPkk4iIiIh0hsknEREREekMk08iIiIi0hkmn0RERESkM0w+iYiIiEhnmHwSERERkc4w+SQiIiIinWHySUREREQ6w+STiIiIiHSGyScRERER6QyTTyIiIiLSGSafRERERKQzTD6JiIiISGeYfBIRERGRzjD5JCIiIiKdYfJJRERERDrD5JOIiIiIdIbJJxERERHpDJNPIiIiItIZJp9EREREpDNMPomIiIhIZ5h8EhEREZHOMPkkIiIiIp1h8klEREREOsPkk4iIiIh0hsknEREREekMk08iIiIi0hlDfQdA9Lnatm0bfv31V8TExKB+/fr4/vvvYWNjk2P9I0eOYOXKlXj27Blq1qyJqVOnwsnJSfrc0tJS43jffvstRo4cWWBxP378GLGxsQU2PW0kJyerDF+7dg3FixfXaQwWFhaoXr26TudJRPRvxOSTSA8OHz4MHx8fzJkzB40bN8bmzZvh4eGBo0ePwtzcXK1+WFgYpkyZgsmTJ6Ndu3Y4ePAgPD09sW/fPigUCgDAuXPnVMY5c+YMZs6ciS5duhRY3I8fP0b9+vXVksFPzdDQEG3btpWGv/jiC6Snp+s0huLFi+POnTtMQImIPhKTTyI98Pf3x4ABA9C3b18AwJw5c3Dq1Cns3bsXo0ePVqsfEBCANm3aSC2YXl5eCA4OxtatWzF37lwAQPny5VXGOXHiBFq0aIFq1aoVWNyxsbFITk6Gq6srLCwsCmy6eVEqlXjw4IE0PHToUMjlcp3NPzY2Fvv27UNsbCyTTyKij8Tkk0jHUlNTcfPmTYwZM0YqMzAwgIODA8LDwzWOc/XqVQwbNkylzNHREcePH9dYPzY2FqdPn8ZPP/2UZyypqanScGJiIoD3yZ5SqVSrn1lmYWGBypUr5zrtgpSenq6SfFaqVAmGhro/feW0XgqrzFgLY8yFMSYi0g0mn0Q69urVKyiVSrXL6+bm5rh//77GcWJjY9VaGs3NzXO89zIwMBAlS5ZE586dc41l3bp1WLVqlVp5REQESpQooVYeGRmZ6/T+7SIjI2FgUPSe07x+/bq+Q1CTlJSk7xCISE+YfBL9C+3duxc9e/ZEsWLFcq03ZswYDB8+XBpOTEyEk5MTbGxsYGpqqlY/IyOjwGMtShQKBWxtbfUdhtaUSiWuX78Oa2trnd6moI3MVnYi+vww+STSMTMzM8jlcsTFxamUx8XF5XgfpYWFhVorZ071L1++jAcPHmDFihV5xmJsbAxjY2O1crlcrjFZKWwJjK7ltF4Ku8IYd2GLh4h0p+hdPyIq4oyNjdGwYUOEhIRIZRkZGQgJCYGdnZ3GcWxtbREaGqpSFhwcrLEVbs+ePWjYsCHq169foHETEREVBCafRHowfPhw7Nq1C4GBgYiKisLs2bOlp8gBYNq0aVi6dKlUf8iQITh79iw2btyIqKgo+Pn54caNG3B3d1eZbmJiIo4ePYr+/fvrdHmIiIi0xcvuRHrQrVs3vHz5Er6+voiJiYGVlRU2bNggXUZ/8eKFyoMtTZo0wZIlS7BixQosW7YMNWvWxOrVq6V3fGb6/fffIYRAjx49dLo8RERE2mLySaQn7u7uai2XmbZs2aJW5uzsDGdn51yn6ebmBjc3twKJj4iI6FPgZXciIiIi0hkmn0RERESkM0w+iYiIiEhnmHwSERERkc4w+SQiIiIinWHySUREREQ6w+STiIiIiHSGyScRERER6QyTTyIiIiLSGSafRERERKQzTD6JiIiISGeYfBIRERGRzjD5JCIiIiKdYfJJRERERDrD5JOIiIiIdIbJJxERERHpDJNPIiIiItIZJp9EREREpDNMPomIiIhIZ5h8EhEREZHOMPkkIiIiIp1h8klEREREOsPkk4iIiIh0hsknEREREekMk08iIiIi0hkmn0RERESkM0w+iYiIiEhnmHwSERERkc4w+SQiIiIinWHySUREREQ6w+STiIiIiHSGyScRFXpKpTLXYSIiKjoM9R0AEVFuoqKi8OzZM5WyCxcuoEqVKqhTp46eoiIiog/Flk+ifLh8+TKmTp0KNzc3REdHAwCCgoJw+fJlPUf275U98cyrnIiICjcmn0Ra+uOPP+Dh4QETExPcunULqampAIDExESsW7dOz9H9e1WpUiVf5UREVLjxsjuRln7++WfMmTMHLi4u+P3336XyJk2a4Oeff9ZjZP9uderUQc2aNSGEkMpkMhnkcrkeoyIiog/F5JNISw8ePECzZs3UykuVKoU3b97oIaLPBxNNIqJ/D152J9KShYUFHj9+rFZ+5coVVKtWTQ8RERERFT1MPom0NGDAACxYsADXrl2DTCZDdHQ0Dhw4gIULF2LgwIH6Do+IiKhI4GV3Ii2NHj0aGRkZGDZsGJKTk+Hu7g5jY2OMGDECgwcP1nd4RERERQKTTyItyWQyjB07Fh4eHnj8+DGSkpJQp04dlCxZUt+hERERFRlMPonyydjYGHXr1tV3GEREREUSk0+iXIwfP17ruqtWrfqEkRAREf07MPkkykWpUqX0HQIREdG/CpNPolz4+PjoOwQiIqJ/Fb5qiUhLQ4YM0fgy+cTERAwZMiTf09u2bRvat28Pa2tr9O/fHxEREbnWP3LkCLp27Qpra2v07NkTp0+fVqsTFRWFr7/+Gk2bNoWtrS369u2L58+f5zs2IiKiT4XJJ5GWLl68iLS0NLXylJQUXLlyJV/TOnz4MHx8fODp6YnAwEDUr18fHh4eiIuL01g/LCwMU6ZMQb9+/RAUFIQOHTrA09MTkZGRUp3Hjx9j0KBBqF27NrZs2YIDBw5g3LhxKFasWP4WlIiI6BPiZXeiPNy5c0f6+969e4iJiZGGMzIycPbsWVSsWDFf0/T398eAAQPQt29fAMCcOXNw6tQp7N27F6NHj1arHxAQgDZt2mDkyJEAAC8vLwQHB2Pr1q2YO3cuAGD58uVo27Ytpk2bJo1XvXr1fMVFRET0qTH5JMqDi4sLZDIZZDIZhg4dqva5iYkJZs2apfX0UlNTcfPmTYwZM0YqMzAwgIODA8LDwzWOc/XqVQwbNkylzNHREcePHwfwPgk+deoURo4cCQ8PD9y6dQtVq1bFmDFj0LFjx1xjSU1NlYYTExMBAEqlEkqlUq2+prLPSU7rpbDKjLUwxlwYYyIi3WDySZSHEydOQAiBjh07Yvfu3ShXrpz0mZGREczNzSGXy7We3qtXr6BUKmFubq5Sbm5ujvv372scJzY2FhYWFmr1Y2NjAQBxcXFISkrC+vXr4eXlhalTp+Ls2bMYP348AgICYG9vr3G669at0/iKqIiICJQoUUKtPOtl/s9RZGQkDAyK3t1K169f13cIapKSkvQdAhHpCZNPojxUqVIFgOrl98ImIyMDANChQwephdTKygphYWHYsWNHjsnnmDFjMHz4cGk4MTERTk5OsLGxgampaY7z+VwpFArY2trqOwytvHv3DikpKbh16xYaNGiAYsWKwcTERN9hSTJb2Yno88Pkk0hLgYGBMDMzwxdffAEAWLRoEXbt2oW6deti6dKlUpKaFzMzM8jlcrWHi+Li4tRaNzNZWFhIrZya6puZmcHQ0BB16tRRqVOnTp1cH4YyNjaGsbGxWrlcLtfYmpufFt5/o5zWS2GzevVqBAUFqfxYMDAwgIuLCzw9PfUY2f8pCuuRiD6Nonf9iEhP1q5dKz05Hh4ejm3btuHbb79F2bJl8/U+UGNjYzRs2BAhISFSWUZGBkJCQmBnZ6dxHFtbW4SGhqqUBQcHS61wxsbGsLa2xoMHD1TqPHz4UOukmP49sieewPt9LCgoSD8BERFlweSTSEt///03atSoAQA4fvw4unTpAjc3N0yZMgWXL1/O17SGDx+OXbt2ITAwEFFRUZg9ezaSk5Ph6uoKAJg2bRqWLl0q1R8yZAjOnj2LjRs3IioqCn5+frhx4wbc3d2lOh4eHjhy5Ah27dqFR48eYevWrfjf//6HgQMHFsDSU1Hi4uKSr3IiIl3iZXciLZUoUQLx8fGoXLkyzp8/L91bWaxYMaSkpORrWt26dcPLly/h6+uLmJgYWFlZYcOGDdJl9BcvXqg82NKkSRMsWbIEK1aswLJly1CzZk2sXr0aCoVCqtOpUyfMnj0bv/zyC+bPn49atWrB19cXzZo1+/iFpyLF09MTbm5ucHNzk8p27tyZ420dRES6xOSTSEsODg6YNWsWrKys8PDhQzg5OQEA/vrrrw+6tO3u7q7ScpnVli1b1MqcnZ3h7Oyc6zT79euHfv365TsW+vfJ/nBRYXrYiIg+b7zsTqSl//73v7C1tZVaLM3MzAAAN2/eRPfu3fUcHRERUdHAlk8iLZUuXRo//PCDWvnEiRP1EA0REVHRxOSTKBd37tyBQqGAgYFBnu/5rF+/vo6iIiIiKrqYfBLlwsXFBefPn4e5ubnUzaYQQvo8c1gmk+H27dt6jJSIiKhoYPJJlIsTJ05I3WmeOHFCz9EQEREVfUw+iXKR9Sl2vqydiIjo4zH5JMqHhw8f4sKFC4iLi1PrQWb8+PF6ioqIiKjoYPJJpKVdu3Zh9uzZMDMzg4WFBWQymfSZTCZj8klERKQFJp9EWvr555/h5eWF0aNH6zsUIiKiIosvmSfS0uvXr/PsYYiIiIhyx+STSEtdu3bFuXPn9B0GERFRkcbL7kS5CAgIkP6uUaMGVq5ciWvXrkGhUMDQUPXwGTJkiK7DIyIiKnKYfBLlYtOmTSrDJUqUwMWLF3Hx4kWVcplMxuSTiIhIC0w+iXJx8uRJfYdARET0r8J7Pom09OTJE32HQEREVOSx5ZNIS506dcJ//vMfNG/eHPb29rC3t0eNGjX0HRYREVGRwuSTSEunT5/GhQsXcOnSJWzYsAHff/89KlSogObNm6Nly5bo37+/vkMkIiIq9Jh8EmmpYsWK6NWrF3r16gXgfVeba9euxcGDB3H48GEmn0RERFpg8kmkpeTkZFy5ckV62v3WrVuoXbs2vvrqK9jb2+s7PCIioiKBySeRlpo3b47SpUujZ8+eGDVqFJo1a4YyZcroOywiIqIihcknkZbatm2LK1eu4Pfff0dsbCxiY2Nhb2+PWrVq6Ts0IiKiIoPJJ5GW1qxZAwC4c+cOLl26hPPnz2PlypWQy+Wwt7fH0qVL9RwhERFR4cf3fBLlk6WlJZo0aQJbW1tYW1vj5cuXOHLkiL7DIiIiKhLY8kmkJX9/f1y4cAFhYWF4+/YtLC0t0bx5cwwYMADNmjXTd3hERERFApNPIi0dOnQI9vb2cHNzQ7NmzVCqVCl9h0RERFTkMPkk0tLevXv1HQIVUY8fP0ZsbKxO55mcnKwyfO3aNRQvXlynMVhYWKB69eo6nScRFX5MPomIPqHHjx+jfv36asngp2ZoaIi2bdtKw1988QXS09N1GkPx4sVx584dJqBEpILJJxHRJxQbG4vk5GS4urrCwsJCZ/NVKpV48OCBNDx06FDI5XKdzT82Nhb79u1DbGwsk08iUsHkk4hIBywsLFC5cmWdzS89PV0l+axUqRIMDXnKJyL946uWiIiIiEhnmHwSERERkc7wGgxRLlxcXCCTybSqGxgY+ImjISIiKvqYfBLlomPHjtLfKSkp+O2331C3bl3Y2toCeP/6mr/++guDBg3SU4RERERFC5NPolyMHz9e+nvmzJkYPHgwvLy8VOr4+vrixYsXOo6MiIioaOI9n0RaOnr0KFxcXNTKe/XqhWPHjuk+ICIioiKIySeRlkxMTBAWFqZWHhYWhmLFiukhIiIioqKHl92JtDR06FDMnj0bt27dgrW1NQAgIiICe/fuxbhx4/QcHRERUdHA5JNIS6NHj0bVqlUREBCAAwcOAABq166NH3/8Ed26ddNzdEREREUDk0+ifOjWrRsTTSIioo/Aez6J8uHNmzfYvXs3li1bhvj4eADAzZs3ER0drd/AiIiIigi2fBJp6c6dOxg+fDhKlSqFZ8+eoX///ihbtiyOHTuGFy9eYNGiRfoOkYiIqNBjyyeRln766Sf06dMHx44dg7GxsVTu5OSEy5cv6zEyIiKiooPJJ5GWrl+/ji+//FKtvGLFioiJidFDREREREUPk08iLRkbGyMxMVGt/OHDhyhXrpweIiIiIip6mHwSaal9+/ZYvXo10tLSpLLnz59jyZIl6Ny5sx4jIyIiKjqYfBJpydvbG0lJSXBwcEBKSgoGDx6Mzp07o2TJkpg0aVK+p7dt2za0b98e1tbW6N+/PyIiInKtf+TIEXTt2hXW1tbo2bMnTp8+rRafpaWlyj8PD498x0VERPQp8Wl3Ii2VKlUK/v7+uHz5Mu7evYukpCQ0bNgQDg4O+Z7W4cOH4ePjgzlz5qBx48bYvHkzPDw8cPToUZibm6vVDwsLw5QpUzB58mS0a9cOBw8ehKenJ/bt2weFQiHVa9OmDXx8fKThrA9GERERFQZMPonyqVmzZmjWrNlHTcPf3x8DBgxA3759AQBz5szBqVOnsHfvXowePVqtfkBAANq0aYORI0cCALy8vBAcHIytW7di7ty5Uj1jY2OUL1/+o2IjIiL6lJh8EuUiICAAbm5uKFasGAICAnKtO2TIEK2mmZqaips3b2LMmDFSmYGBARwcHBAeHq5xnKtXr2LYsGEqZY6Ojjh+/LhK2cWLF9GqVSuULl0aLVu2hJeXF8zMzHKNJTU1VRrOfKBKqVRCqVSq1ddU9jnJab3kNc7njPsSEWXH5JMoF5s2bULPnj1RrFgxbNq0Kcd6MplM6+Tz1atXUCqVapfXzc3Ncf/+fY3jxMbGwsLCQq1+bGysNNymTRt06tQJVatWxZMnT7Bs2TKMGjUKO3fuhFwu1zjddevWYdWqVWrlERERKFGihFp5ZGRknsv3bxYZGQkDg/zdKs91pnmdJSUl6SEaIioMmHwS5WL//v0oVaoUAODkyZN6jiZ33bt3l/7OfOCoY8eOUmuoJmPGjMHw4cOl4cTERDg5OcHGxgampqZq9TMyMgo+8CJEoVDA1tY2X+NwnWleZ5peW0ZEnwc+7U6UC3t7e8TFxQF4f1n9zZs3Hz1NMzMzyOVyabqZ4uLi1Fo3M1lYWKi0cuZVHwCqVasGMzMzPHr0KMc6xsbGMDU1VfkHAHK5PMd/n7Pc1gvXmWZcL0SUHZNPolyUKFEC8fHxAN7fT5menv7R0zQ2NkbDhg0REhIilWVkZCAkJAR2dnYax7G1tUVoaKhKWXBwcK6tcH///Tfi4+P5ANJnKvs9lbzHkogKC152J8qFg4MDhgwZgtq1awMAPD09YWRkpLFuXg8kZTV8+HBMnz4djRo1go2NDTZv3ozk5GS4uroCAKZNm4aKFStiypQpAN63ug4ePBgbN26Ek5MTDh8+jBs3bkhPur99+xarVq1Cly5dYGFhgSdPnmDx4sWoUaMG2rRp8zGrgIqgqKgoPHv2TKXswoULqFKlCurUqaOnqIiI3mPySZSLxYsXIzAwEI8fP8alS5dQr149mJiYfPR0u3XrhpcvX8LX1xcxMTGwsrLChg0bpMvoL168UHlIo0mTJliyZAlWrFiBZcuWoWbNmli9erX0jk+5XI7IyEgEBQUhISEBFSpUQOvWrfHNN9/wXZ+foeyJZ9ZyJp9EpG9MPolyYWJigoEDBwIAbty4galTp6J06dIFMm13d3e4u7tr/GzLli1qZc7OznB2ds4xzl9//bVA4qKir0qVKhoT0CpVqughGiIiVUw+ibSkKSEkKozq1KmDmjVrQgghlclkMj7kQ0SFApNPolz4+Pjgm2++QYkSJVS6rdRkxowZOoqKKG9MNImosGLySZSLW7duSU+437p1S8/REBERFX1MPolykfVSOy+7ExERfTy+55NISzNmzNDYK0tSUhIvuRMREWmJySeRloKCgpCSkqJW/u7dO+zfv18PERERERU9vOxOlIfExEQIISCEwNu3b1GsWDHpM6VSiTNnzqBcuXJ6jJCIiKjoYPJJlIdmzZpBJpNBJpOhS5cuap/LZDJMmDBBD5EREREVPUw+ifIQEBAAIQSGDh0KPz8/lClTRvrMyMgIlStXRsWKFfUYIRERUdHB5JMoD/b29gCAEydOoFKlSirdXhIREVH+MPkk0lKVKlXw5s0bREREIC4uTqX3GABwcXHRT2BERERFCJNPIi2dPHkSU6dORVJSEkxNTSGTyaTPZDIZk08iIiItMPkk0tLChQvRt29fTJ48GcWLF9d3OEREREUSb14j0lJ0dDSGDBnCxJOIiOgjMPkk0pKjoyOuX7+u7zCIiIiKNF52J9KSk5MTFi9ejKioKCgUChgaqh4+HTp00FNkRERERQeTTyItff/99wCA1atXq30mk8lw+/ZtXYdERERU5DD5JNLSnTt39B0CERFRkcd7Pok+QEpKir5DICIiKpKYfBJpSalUYvXq1WjTpg3s7Ozw5MkTAMCKFSuwe/duPUdHRERUNDD5JNLSzz//jMDAQHz77bcwMjKSyhUKBfbs2aPHyIiIiIoOJp9EWtq/fz/mzZuHXr16qfTvbmlpifv37+sxMiIioqKDySeRlqKjo1G9enW1ciEE0tPT9RARERFR0cPkk0hLdevWxeXLl9XKjx49CisrKz1EREREVPTwVUtEWho3bhy8vb0RHR0NIQSOHTuGBw8eICgoCOvWrdN3eEREREUCWz6JtNSxY0esXbsWISEhKF68OHx9fREVFYW1a9eidevW+g6PiIioSGDLJ1E+NGvWDP7+/voOg4iIqMhiyycRERER6QxbPoly0bx5c8hkMq3qXrx48RNHQ0REVPQx+STKxXfffSf9HR8fj59//hmOjo6wtbUFAFy9ehXnzp3DuHHj9BQhERFR0cLkkygXffr0kf6eMGECJk6cCHd3d6lsyJAh2Lp1K4KDgzFs2DA9REhERFS08J5PIi2dO3cObdq0UStv06YNQkJC9BARERFR0cPkk0hLZcuWxYkTJ9TKT5w4gbJly+o+ICIioiKIl92JtDRhwgTMmjULFy9ehI2NDQAgIiICZ8+exbx58/QcHRERUdHA5JNIS66urqhTpw4CAgLw559/AgBq166N3377DY0bN9ZzdEREREUDk0+ifGjcuDGWLl2q7zCIiIiKLCafRLlITEyEqamp9HduMusRERFRzph8EuWiefPmOHfuHMzNzdGsWTONL5wXQkAmk+H27dt6iJCIiKhoYfJJlIvNmzejTJkyAICAgAA9R0NERFT0MfkkyoW9vb3Gv4mIiOjD8D2fRERERKQzTD6JiIiISGeYfBIRERGRzjD5JNKCEALPnz9HSkqKvkMhIiIq0ph8EmlBCIHOnTvjxYsXBTbNbdu2oX379rC2tkb//v0RERGRa/0jR46ga9eusLa2Rs+ePXH69Okc6/7www+wtLTEpk2bCixeIiKigsDkk0gLBgYGqFGjBuLj4wtkeocPH4aPjw88PT0RGBiI+vXrw8PDA3FxcRrrh4WFYcqUKejXrx+CgoLQoUMHeHp6IjIyUq3un3/+iWvXrqFChQoFEisREVFBYvJJpKUpU6Zg0aJFGhO+/PL398eAAQPQt29f1K1bF3PmzIGJiQn27t2rsX5AQADatGmDkSNHok6dOvDy8kKDBg2wdetWlXrR0dGYN28elixZAiMjo4+Ok4iIqKDxPZ9EWpo+fTqSk5PRu3dvGBkZwcTEROXzixcvajWd1NRU3Lx5E2PGjJHKDAwM4ODggPDwcI3jXL16FcOGDVMpc3R0xPHjx6XhjIwMfPvtt/Dw8EC9evW0XCoiIiLdYvJJpKXvvvuuQKbz6tUrKJVKmJubq5Sbm5vj/v37GseJjY2FhYWFWv3Y2FhpeP369TA0NMSQIUO0jiU1NRWpqanScGb/9UqlEkqlUq2+prLPSU7rJa9xPmfcl4goOyafRFrq06ePvkPI0Y0bNxAQEIB9+/Zp7H8+J+vWrcOqVavUyiMiIlCiRAm18oK45aAoi4yMhIFB/u5W4jrTvM6SkpL0EA0RFQZMPony4fHjx9i7dy+ePHmCmTNnwtzcHKdPn0blypW1vtRtZmYGuVyu9nBRXFycWutmJgsLC5VWzuz1L1++jLi4OLRr1076XKlUYuHChQgICMDJkyc1TnfMmDEYPny4NJyYmAgnJyfY2NjA1NRUrX5GRoZWy/hvpVAoYGtrm69xuM40r7PMVnYi+vzwgSMiLV28eBE9e/ZEREQEjh07JrXc3L17F35+flpPx9jYGA0bNkRISIhUlpGRgZCQENjZ2Wkcx9bWFqGhoSplwcHB0pd67969ceDAAQQFBUn/KlSoAA8PD2zYsCHXWExNTVX+AYBcLs/x3+cst/XCdaYZ1wsRZcfkk0hLS5cuhZeXF/z9/VWeJG/ZsiWuXr2ar2kNHz4cu3btQmBgIKKiojB79mwkJyfD1dUVADBt2jQsXbpUqj9kyBCcPXsWGzduRFRUFPz8/HDjxg24u7sDeN+aqlAoVP4ZGRnBwsICtWvX/viFJyIiKiC87E6kpcjISCxZskStvFy5cnj16lW+ptWtWze8fPkSvr6+iImJgZWVFTZs2CBdRn/x4oXKfXJNmjTBkiVLsGLFCixbtgw1a9bE6tWroVAoPm6hiIiIdIzJJ5GWSpUqhZiYGFSrVk2l/Pbt26hYsWK+p+fu7i61XGa3ZcsWtTJnZ2c4OztrPf2c7vMkIiLSJ152J9JS9+7dsWTJEsTExEAmkyEjIwNXrlzBwoUL4eLiou/wiIiIigQmn0RamjRpEmrXro0vvvgCSUlJ6N69O9zd3WFnZ4exY8fqOzwiIqIigZfdibRkbGyM+fPnY9y4cfjrr7/w9u1bNGjQADVr1tR3aEREREUGk0+ifKpcuTIqVaoEAPl6oTsRERHxsjtRvuzevRs9evSAtbU1rK2t0aNHD+zevVvfYRERERUZbPkk0tLKlSuxadMmuLu7Sy93v3r1Kn788Uc8f/4c33zzjX4DJCIiKgKYfBJpafv27Zg3bx569OghlXXo0AGWlpaYN28ek08iIiIt8LI7kZbS09PRqFEjtfKGDRtCqVTqISIiIqKih8knkZZ69+6N7du3q5Xv2rULPXv21ENERERERQ8vuxPlw549e3D+/Hk0btwYABAREYHnz5/DxcUFPj4+Ur0ZM2boK0QiIqJCjcknkZYiIyPRoEEDAMDjx48BAGXLlkXZsmURGRkp1ePrl4iIiHLG5JNIS5r6WyciIqL84T2fRERERKQzTD6JiIiISGeYfBIRERGRzjD5JCIiIiKdYfJJlIfU1FR9h0BERPSvwafdifLQtGlT2NraokWLFmjZsiUaN24MIyMjfYdFRERUJDH5JMrDnDlzcPHiRezbtw+rVq2CiYkJ7Ozs0LJlS7Ro0QLW1taQy+X6DpOIiKhIYPJJlAdXV1e4uroCAJ48eYILFy7g0qVL2LFjB1asWIHixYujWbNm+OWXX/QcKRERUeHH5JMoH6pVq4Zq1aqhX79+ePLkCfbs2YOtW7fi7Nmz+g6NiIioSGDySaSl58+f48KFC7h48SIuXLiAV69ewdbWFiNGjIC9vb2+wyMiIioSmHwS5WHGjBm4ePEiXr9+jSZNmqBZs2YYMGAArK2tYWjIQ4iIiCg/+M1JlIfAwEBUrlwZX3/9NVq1aoUGDRpAJpPpOywiIqIiicknUR4OHz4sXW739/dHamoqmjZtiubNm8Pe3h4NGzaEgQFfmUtERKQNJp9EeahduzZq166NgQMHAgDu3bsn3fe5ceNGpKSkoGnTpli3bp2eIyUiIir8mHwS5VPdunVRtmxZlClTBmXKlMHvv/+OM2fO6DssIiKiIoHJJ5EW4uLicOHCBeny+8OHD2FkZAQbGxsMGzYMLVq00HeIRERERQKTT6I8ODs74+HDh5DL5bC2tkaXLl3QokULNGnSBMWKFdN3eEREREUKk0+iPHTs2BEtWrRA06ZNUbx4cX2HQ0REVKQx+STKw5QpUzSWp6enIyUlBSVLltRxREREREUX3w9DlIeTJ09i3759KmU///wz7Ozs0Lx5c4wYMQKvX7/WU3RERERFC5NPojz4+/sjOTlZGg4LC4Ovry/GjRuHFStW4MWLF1izZo0eIyQiIio6eNmdKA/37t2DnZ2dNPzHH3/AwcEBY8eOBQAUK1YMCxYswIwZM/QVIhERUZHBlk+iPLx9+xZly5aVhq9cuYJWrVpJw3Xr1sU///yjh8iIiIiKHiafRHmoWLEioqKiALxPRO/cuaPSEhofHw8TExN9hUdERFSk8LI7UR66du2KH3/8EWPGjMGZM2dQvnx52NraSp/fuHEDtWrV0l+ARERERQiTT6I8eHp6Ijo6GgsWLICFhQUWL14MuVwufX7o0CG0a9dOjxESEREVHUw+ifJgYmKCRYsW5fj5li1bdBgNERFR0cZ7PomIiIhIZ5h8EhEREZHOMPkkIiIiIp1h8klEREREOsPkkygX9vb2ePnyJQBgxowZSExM1HNERERERRuTT6JcpKWl4e3btwCAoKAgpKam6jkiIiKioo2vWiLKha2tLcaNG4dGjRpBCIH58+ejWLFiGuv6+Pjka9rbtm3Dr7/+ipiYGNSvXx/ff/89bGxscqx/5MgRrFy5Es+ePUPNmjUxdepUODk5SZ/7+fnh999/x99//w0jIyM0bNgQkyZNQuPGjfMVFxER0afElk+iXCxevBhOTk54+/YtZDIZEhIS8ObNG43/8uPw4cPw8fGBp6cnAgMDUb9+fXh4eCAuLk5j/bCwMEyZMgX9+vVDUFAQOnToAE9PT0RGRkp1atasiR9++AEHDx7Eb7/9hipVqmDEiBHSbQNERESFAVs+iXJhYWGBqVOnAgDat2+PRYsWwczM7KOn6+/vjwEDBqBv374AgDlz5uDUqVPYu3cvRo8erVY/ICAAbdq0wciRIwEAXl5eCA4OxtatWzF37lwAQM+ePVXGmTFjBvbs2YO7d++iVatWHx0zERFRQWDLJ5GWTp48WSCJZ2pqKm7evAkHBwepzMDAAA4ODggPD9c4ztWrV9USSEdHR1y9ejXHeezcuROlSpWCpaVlrrEkJiaq/AMApVKZ47/PWW7rhetMM64XIsqOLZ9E+XDx4kVs3LgRUVFRAIA6depg5MiRaNasmdbTePXqFZRKJczNzVXKzc3Ncf/+fY3jxMbGwsLCQq1+bGysStn//vc/TJ48GcnJyShfvjw2btyIcuXK5RjLunXrsGrVKrXyiIgIlChRQq0862X+z1FkZCQMDPL3m53rTPM6S0pK0kM0RFQYMPkk0tL+/fvx3XffoVOnThg8eDCA9/diDhs2DD4+PmqXvfWhRYsWCAoKwqtXr7Br1y54eXlh9+7daolupjFjxmD48OHScGJiIpycnGBjYwNTU1O1+hkZGZ8s9qJAoVDA1tY2X+NwnWleZ3xtGdHni8knkZbWrl2Lb7/9FsOGDZPKhgwZAn9/f6xZs0br5NPMzAxyuVzt4aK4uDi11s1MFhYWaq2cmuqXKFECNWrUQI0aNWBra4vOnTtjz549GDNmjMbpGhsbw9jYWK1cLpdDLpdrLP+c5bRe8hrnc8Z9iYiy4z2fRFp68uQJ2rVrp1bevn17PH36VOvpGBsbo2HDhggJCZHKMjIyEBISAjs7O43j2NraIjQ0VKUsODg4z1a4jIwMvpuUiIgKFSafRFqqVKmSSsKYKTg4GJUqVcrXtIYPH45du3YhMDAQUVFRmD17NpKTk+Hq6goAmDZtGpYuXSrVHzJkCM6ePSvdb+rn54cbN27A3d0dwPv755YtW4arV6/i2bNnuHHjBmbMmIHo6Gh07dr1I5aaiIioYPGyO5GWhg8fjvnz5+P27dtSC2VYWBgCAwMxc+bMfE2rW7duePnyJXx9fRETEwMrKyts2LBBuoz+4sULlYc0mjRpgiVLlmDFihVYtmwZatasidWrV0OhUAB4fwnz/v37CAwMxKtXr1C2bFlYW1tj27ZtqFevXgGtASIioo/H5JNIS4MGDZKeID969CgAoHbt2li+fDk6duyY7+m5u7tLLZfZbdmyRa3M2dkZzs7OGusXK1ZM41PrREREhQ2TT6J86NSpEzp16qTvMIiIiIos3vNJRERERDrD5JOIiIiIdIbJJxERERHpDJNPIiIiItIZJp9EH0AIASGEvsMgIiIqcph8EuVDUFAQevbsCRsbG9jY2KBnz54ICgrSd1hERERFBl+1RKQlf39/rFy5El999RW8vLwAAFeuXMHs2bMRHx+v0uc7ERERacbkk0hLW7ZswezZs+Hi4iKVdejQAfXq1YOfnx+TTyIiIi3wsjuRlmJiYqRuNbOys7NDTEyMHiIiIiIqeph8EmmpRo0aOHLkiFr54cOHUbNmTd0HREREVATxsjuRliZMmIBJkybh0qVLaNKkCQAgLCwMoaGhWLFihX6DIyIiKiLY8kmkpS5dumDXrl0wMzPDiRMncOLECZiZmWH37t3s752IiEhLbPkkyodGjRphyZIl+g6DiIioyGLySZSLxMREmJqaSn/nJrMeERER5YzJJ1EumjdvjnPnzsHc3BzNmjWDTCZTqyOEgEwmw+3bt/UQIRERUdHC5JMoF5s3b0aZMmUAAAEBAXqOhoiIqOhj8kmUC3t7e+nvqlWrolKlSmqtn0IIvHjxQtehERERFUl82p1ISx06dMDLly/VyuPj49GhQwc9RERERFT0MPkk0lLmvZ3ZJSUloVixYnqIiIiIqOjhZXeiPPj4+AAAZDIZVqxYgeLFi0ufKZVKREREoH79+voKj4iIqEhh8kmUh1u3bgF43/IZGRkJIyMj6TNjY2PUr18fI0aM0Fd4RERERQqTT6I8bNmyBQAwY8YMzJw5k+/zJCIi+ghMPom0lHn5nYiIiD4ck0+ifLh+/TqOHDmCFy9eIC0tTeWzVatW6SkqIiKiooNPuxNp6ffff8fAgQNx//59/Pnnn0hPT8dff/2F0NBQlCpVSt/hERERFQlMPom0tHbtWsyYMQNr166FkZERZs6ciaNHj8LZ2RmVKlXSd3hERERFApNPIi09efIETk5OAN4/5Z6UlASZTIZhw4Zh165deo6OiIioaGDySaSl0qVL4+3btwCAChUq4K+//gIAvHnzBsnJyfoMjYiIqMjgA0dEWmrevDmCg4NhaWmJrl27YsGCBQgNDUVwcDBatWql7/CIiIiKBCafRFr6/vvvkZKSAgAYO3YsjIyMEBYWhs6dO2Ps2LF6jo6IiKhoYPJJpKWyZctKfxsYGGD06NHS8Lt37/QQERERUdHDez6JPkJqair8/f3RoUMHfYdCRERUJLDlkygPqamp8PPzw/nz52FsbIyRI0eiY8eO2Lt3L5YvXw65XI6hQ4fqO0wiIqIigcknUR5WrlyJnTt3wsHBAWFhYfjmm2/g6uqKq1evYsaMGejatSvkcrm+wyQiIioSmHwS5eHo0aNYuHAhOnTogMjISPTq1Qvp6ek4cOAAZDKZvsMjIiIqUnjPJ1EeoqOj0ahRIwCAQqGAsbExhg0bxsSTiIjoAzD5JMqDUqmEkZGRNCyXy1GiRAk9RkRERFR08bI7UR6EEPD29oaxsTGA9w8gzZ49G8WLF1ept2rVKn2ER0REVKQw+STKQ58+fVSGe/XqpadIiIiIij4mn0R58PHx0XcIRERE/xq855OIiIiIdIbJJxERERHpDJNPIiIiItIZJp9EREREpDNMPon0ZNu2bWjfvj2sra3Rv39/RERE5Fr/yJEj6Nq1K6ytrdGzZ0+cPn1a+iwtLQ2LFy9Gz549YWtrC0dHR0ybNg3R0dGfejGIiIjyhcknkR4cPnwYPj4+8PT0RGBgIOrXrw8PDw/ExcVprB8WFoYpU6agX79+CAoKQocOHeDp6YnIyEgAwLt373Dr1i2MHTsW+/btw6pVq/DgwQOMHTtWl4tFRESUJyafRHrg7++PAQMGoG/fvqhbty7mzJkDExMT7N27V2P9gIAAtGnTBiNHjkSdOnXg5eWFBg0aYOvWrQCAUqVKwd/fH926dUPt2rVha2uL77//Hjdv3sTz5891uWhERES5YvJJpGOpqam4efMmHBwcpDIDAwM4ODggPDxc4zhXr15Fq1atVMocHR1x9erVHOeTmJgImUyG0qVL5xpLYmKiyj/gfZeiOf37nOW2XrjONON6IaLs+JJ5Ih179eoVlEolzM3NVcrNzc1x//59jePExsbCwsJCrX5sbKzG+ikpKViyZAm6d+8OU1PTHGNZt26dxm5BIyIiNPZfn3mZ/3MVGRkJA4P8/WbnOtO8zpKSkvQQDREVBkw+if5l0tLS8M0330AIgTlz5uRad8yYMRg+fLg0nJiYCCcnJ9jY2GhMWjMyMgo83qJEoVDA1tY2X+NwnWleZ5mt7ET0+WHySaRjZmZmkMvlag8XxcXFqbVuZrKwsFBr5dRUPy0tDV5eXnj+/Dk2b96ca6snABgbG8PY2FitXC6XQy6Xayz/nOW0XvIa53PGfYmIsuM9n0Q6ZmxsjIYNGyIkJEQqy8jIQEhICOzs7DSOY2tri9DQUJWy4OBglRalzMTz0aNH2LRpE8zMzD5J/ERERB+DySeRHgwfPhy7du1CYGAgoqKiMHv2bCQnJ8PV1RUAMG3aNCxdulSqP2TIEJw9exYbN25EVFQU/Pz8cOPGDbi7uwN4n3hOnDgRN27cwJIlS6BUKhETE4OYmBikpqbqZRmJiIg04WV3Ij3o1q0bXr58CV9fX8TExMDKygobNmyQLqO/ePFC5SGNJk2aYMmSJVixYgWWLVuGmjVrYvXq1VAoFACA6OhonDx5EgDQu3dvlXkFBASgRYsWOloyIiKi3DH5JNITd3d3qeUyuy1btqiVOTs7w9nZWWP9qlWr4u7duwUaHxER0afAy+5EREREpDNMPomIiIhIZ5h8EhEREZHOMPkkIiIiIp1h8klEREREOsPkk4iIiIh0hsknEREREekMk08iIiIi0hkmn0RERESkM0w+iYiIiEhnmHwSERERkc4w+SQiIiIinWHySUREREQ6w+STiIiIiHSGyScRERER6QyTTyIiIiLSGSafRERERKQzTD6JiIiISGeYfBIRERGRzjD5JCIiIiKdYfJJRERERDrD5JOIiIiIdIbJJxERERHpDJNPIiIiItIZJp9EREREpDNMPomIiIhIZ5h8EhEREZHOMPkkIiIiIp1h8klEREREOsPkk4iIiIh0hsknEREREekMk08iIiIi0hkmn0RERESkM0w+iYiIiEhnmHwSERERkc4w+SQiIiIinWHySUREREQ6w+STiIiIiHSGyScRERER6QyTTyIiIiLSGSafRERERKQzTD6JiIiISGeYfBIRERGRzjD5JCIiIiKdYfJJRERERDrD5JNIT7Zt24b27dvD2toa/fv3R0RERK71jxw5gq5du8La2ho9e/bE6dOnVT4/duwYRowYgRYtWsDS0hK3b9/+lOETERF9ECafRHpw+PBh+Pj4wNPTE4GBgahfvz48PDwQFxensX5YWBimTJmCfv36ISgoCB06dICnpyciIyOlOklJSWjSpAmmTp2qq8UgIiLKNyafRHrg7++PAQMGoG/fvqhbty7mzJkDExMT7N27V2P9gIAAtGnTBiNHjkSdOnXg5eWFBg0aYOvWrVIdFxcXjB8/Hq1atdLVYhAREeUbk08iHUtNTcXNmzfh4OAglRkYGMDBwQHh4eEax7l69apaUuno6IirV69+dCyJiYkq/wBAqVTm+O9zltt64TrTjOuFiLIz1HcARJ+bV69eQalUwtzcXKXc3Nwc9+/f1zhObGwsLCws1OrHxsZ+VCzr1q3DqlWr1MojIiJQokQJtfKsl/k/R5GRkTAwyN9vdq4zzessKSlJD9EQUWHA5JPoMzZmzBgMHz5cGk5MTISTkxNsbGxgamqqVj8jI0OX4RU6CoUCtra2+RqH60zzOstsZSeizw+TTyIdMzMzg1wuV3u4KC4uTq11M5OFhYVaK2du9bVlbGwMY2NjtXK5XA65XK6x/HOW03rJa5zPGfclIsqO93wS6ZixsTEaNmyIkJAQqSwjIwMhISGws7PTOI6trS1CQ0NVyoKDg/PdCkdERKRvTD6J9GD48OHYtWsXAgMDERUVhdmzZyM5ORmurq4AgGnTpmHp0qVS/SFDhuDs2bPYuHEjoqKi4Ofnhxs3bsDd3V2qEx8fj9u3byMqKgoA8ODBA9y+fRsxMTG6XTgiIqJc8LI7kR5069YNL1++hK+vL2JiYmBlZYUNGzZIl9FfvHih8pBGkyZNsGTJEqxYsQLLli1DzZo1sXr1aigUCqnOyZMnMWPGDGl40qRJAIDx48djwoQJOloyIiKi3DH5JNITd3d3lZbLrLZs2aJW5uzsDGdn5xyn5+rqKrWcEhERFVa87E5EREREOsPkk4iIiIh0hsknEREREekMk08iIiIi0hkmn0RERESkM0w+iYiIiEhnmHwSERERkc4w+SQiIiIinWHySUREREQ6w+STiIiIiHSGyScRERER6QyTTyIiIiLSGSafRERERKQzTD6JiIiISGeYfBIRERGRzjD5JCIiIiKdYfJJRERERDrD5JOIiIiIdIbJJxERERHpDJNPIiIiItIZJp9EREREpDNMPomIiIhIZ5h8EhEREZHOMPkkIiIiIp1h8klEREREOsPkk4iIiIh0hsknEREREekMk08iIiIi0hkmn0RERESkM0w+iYiIiEhnmHwSERERkc4w+SQiIiIinWHySUREREQ6w+STiIiIiHSGyScRERER6QyTTyIiIiLSGSafRERERKQzTD6JiIiISGeYfBIRERGRzjD5JCIiIiKdYfJJRERERDrD5JOIiIiIdIbJJxERERHpDJNPIiIiItIZJp9EREREpDNMPon0ZNu2bWjfvj2sra3Rv39/RERE5Fr/yJEj6Nq1K6ytrdGzZ0+cPn1a5XMhBFauXAlHR0fY2Nhg2LBhePjw4SdcAiIiovxj8kmkB4cPH4aPjw88PT0RGBiI+vXrw8PDA3FxcRrrh4WFYcqUKejXrx+CgoLQoUMHeHp6IjIyUqqzfv16bNmyBbNnz8auXbtQvHhxeHh4ICUlRVeLRURElCcmn0R64O/vjwEDBqBv376oW7cu5syZAxMTE+zdu1dj/YCAALRp0wYjR45EnTp14OXlhQYNGmDr1q0A3rd6BgQEYOzYsejYsSPq16+PRYsW4Z9//sHx48d1uWhERES5MtR3AESfm9TUVNy8eRNjxoyRygwMDODg4IDw8HCN41y9ehXDhg1TKXN0dJQSy6dPnyImJgYODg7S56VKlULjxo0RHh6O7t275xhLamqqNJyQkAAAeP36NZRKpVr9hIQEGBgYIDo6Gunp6dot8L9AXFwcDAwMkJCQgNevX+drXK4zzessMTERwPsfTkT0eWHySaRjr169glL5/9q796Cqyv3x429UUJA8kW4wycrb3gGSG0SNm3lJFFISw+MlwWNainhJUsGxPB7UoyGocTnipZjKptItiBnqCB6JrUR5K88ZUQcw8J6QqCCCsH5/+GN93YHJKQSyz2uGGdZzW896Hkc++1nr2auajh07mqR37NiR/Pz8eutcvXqVTp061Sl/9epVAH766Sc17X5l6rNhwwbi4+PrpA8ZMuS+dXr27MnJkyfvm/+o6tmzJ2+++eZvritjVr+ysjIee+yxJuqREKIlkOBTiD+x6dOnM2XKFPW4pqaG0tJSHn/8cczMzJqxZ3XdvHmTF198kczMTKytrZu7O38ILXnMFEWhrKwMW1vb5u6KEKKJSfApRBOzsbGhdevWdTYXFRcX11ndrNWpU6c6K5j3ltdoNGravX/Mi4uLee655+7bFwsLCywsLEzSOnTo0PCLaQbW1tYtLpBq6VrqmMmKpxB/TrLhSIgmZmFhgZOTE9nZ2WpaTU0N2dnZuLi41FtHr9fzzTffmKQdOnQIvV4PwFNPPYVGozFp8+bNm3z//ff3bVMIIYRoDhJ8CtEMpkyZwtatW0lJSSEvL4+lS5dy69YtxowZA8DChQuJiYlRywcHB5OVlcWHH35IXl4ecXFx/Oc//2HSpEkAmJmZERwczPr168nIyODUqVMsXLgQW1tbXnrppWa5RiGEEKI+cttdiGbg5+dHSUkJsbGx/PTTTzg4OLB582b1NvrFixdp1er/Phu6uroSHR3NunXrWLNmDc8++ywJCQlotVq1zBtvvMGtW7dYsmQJ169fp2/fvmzevJm2bds2+fU9DBYWFsyaNavOYwLi/mTMhBAtkZki33MhhBBCCCGaiNx2F0IIIYQQTUaCTyGEEEII0WQk+BRCCCGEEE1Ggk8hRJPKyclBp9Nx/fr15u6KEEKIZiDBpxDioTh27BgODg6/+ZWUD5tOpyM9Pb1Z+xAREYFOp0On09G7d2+GDRtGfHx8i34HvHx4EEL8XhJ8CiEeCoPBwKRJk/juu++4fPlyc3enxfL29sZoNLJ3716mTJlCfHw8H3zwQZ1ylZWVzdA7IYRofBJ8CiEaXVlZGWlpaUyYMIFBgwaRkpJSp8zRo0cZNWoUzs7O/PWvf+X06dNq3vnz55kxYwb9+vVDr9fz8ssvk5mZqeafPn2aadOm4eLigoeHBwsWLKCkpETNDwoKYvny5URFRdG/f388PT2Ji4tT84cMGQJAaGgoOp1OPW4OFhYWaDQa7O3tmThxIh4eHuzfv5+IiAhmzpzJ+vXr8fLyYsSIEcDd74CdO3cubm5u9O/fn5CQEM6dO6e2l5OTQ2BgIHq9Hjc3N8aPH8/58+fV/PT0dAICAnB2dmbo0KF1Vlp1Oh3btm0jNDSUPn364OPjQ0ZGBgDnzp0jODgYgH79+qHT6YiIiGiKYRJCPEIk+BRCNLrdu3fTvXt3unfvjr+/P9u3b+eXXykcFRVFREQEBoOBJ554ghkzZlBVVQVAZGQklZWVbNmyhS+//JL58+djZWUFwPXr15k8eTKOjo4YDAY2b95McXExb731lkn7KSkpWFlZsXXrVhYsWEBCQgIHDx4E7q7KAqxcuRKj0agetwRt27ZVxyE7O5uCggKSkpLYsGEDVVVVTJ06lfbt2/Ppp5/y2WefYWVlxbRp06isrOTOnTuEhobSr18/du7cyRdffMG4ceMwMzMD4PDhw4SHhxMcHExaWhqRkZEkJyeTmJho0of4+Hh8fX3ZuXMnAwcOZP78+Vy7do0nn3xSDeL37NmD0Whk8eLFTTtAQog/PAk+hRCNzmAw4O/vD9y9rXzjxg2+/fZbkzKzZs3C09MTnU7HqlWrKC4uZt++fQBcuHABV1dXdDodXbt2ZfDgwfTr1w+ALVu24OjoSFhYGD169MDR0ZF//vOf5OTkUFBQoLav0+mYNWsWzz77LKNHj6Z3795kZ2cD8MQTTwDQoUMHNBqNetycFEXh0KFDGI1GBgwYAICVlRXLly+nV69e9OrVi7S0NGpqalixYgU6nY4ePXqwcuVKLl68yLfffsvNmze5ceMGgwcP5umnn6ZHjx4EBATQpUsX4G5Q+eabbxIQEEDXrl3x9PRk7ty5fP755yZ9CQgIYOTIkTzzzDOEhYVRXl7ODz/8QOvWrfnLX/4CQMeOHdFoNDz22GNNO1BCiD88eb2mEKJR5efnc+LECRISEgBo06YNfn5+GAwGNagC0Ov16u+PP/443bp1Iz8/H7j7LvulS5diNBrx8PDAx8eH5557DoDc3FxycnJwcXGpc+7CwkK6desG3A0+76XRaCguLm7Ua20MBw4cwMXFhaqqKhRFYeTIkcyePZvIyEi0Wq3JqzFzc3MpLCzE1dXVpI3bt29TWFiIl5cXY8aMYerUqXh6euLu7o6vry+2trZq/aNHj5qsdFZXV3P79m1u3bqFpaUlYDp2VlZWWFtbmzzWIIQQv4cEn0KIRmUwGLhz5w7e3t5qmqIoWFhYsGTJkga1MXbsWLy8vDhw4AAHDx5k48aNhIeHExQURHl5OYMHD2b+/Pl16mk0GvX3Nm1M/3szMzOrc+u/JRgwYABLly7F3NwcW1tbk37XBoO1ysvLcXJyIjo6uk47tau3K1euJCgoiKysLHbv3s26detISkpCr9dTXl7O7Nmz8fHxqVO/bdu26u/m5uYmeWZmZtTU1Pyu6xRCiFoSfAohGs2dO3dITU0lIiICT09Pk7zQ0FB27dpF9+7dATh+/Lh6O7i0tJSzZ8+qeQBPPvkkEyZMYMKECcTExLB161aCgoJwcnJi79692Nvb1wkw/xfm5uZUV1f/5vqNxdLSkmeeeaZBZZ2cnNi9ezcdO3bE2tr6vuUcHR1xdHRk+vTpjBs3jl27dqHX63F0dKSgoKDB56tPbWDaEsZOCPHHJM98CiEazYEDBygtLSUwMBCtVmvy4+PjY7Kx51//+hfZ2dmcPn2aiIgIbGxseOmllwBYsWIFWVlZFBUV8d///pecnBx69OgBwMSJEyktLSUsLIwffviBwsJCsrKyWLRo0f8UENnb25Odnc1PP/1EaWlp4w7EQzJq1ChsbGwICQnh8OHDFBUVkZOTw/Lly7l06RJFRUXExMRw7Ngxzp8/j9FoNAnqQ0NDSU1NJT4+njNnzpCXl8dXX33F2rVrG9wHe3t7zMzMOHDgACUlJZSVlT2syxVCPKJk5VMI0WgMBgMeHh71bkIZPnw4mzdv5tSpUwC8/fbbrFixgrNnz+Lg4MD69evV5xtramqIjIzk0qVLWFtb4+3tzaJFiwCws7Pjs88+Izo6mqlTp1JZWUmXLl3w9vamVauGf54ODw9n1apVbNu2DTs7O/bv398II/BwWVpasmXLFqKjo5k1axZlZWXY2dnh7u6OtbU1FRUV5Ofnk5KSwrVr17C1teW1115j/PjxwN3NX4mJiSQkJLBp0ybatGlD9+7dGTt2bIP7YGdnx+zZs4mJiWHRokWMHj2aVatWPaxLFkI8gsyUlvgQlBBCCCGEeCTJbXchhBBCCNFkJPgUQgghhBBNRoJPIYQQQgjRZCT4FEIIIYQQTUaCTyGEEEII0WQk+BRCCCGEEE1Ggk8hhBBCCNFkJPgUQvzh6XQ60tPTm7sbTU5RFN5991369++PTqfj5MmT9ZZLT09n2LBhODg4sGLFCpKTk3Fzc2vQORpSNiIigpkzZ/7P/RdC/DnJG46EaGEiIiJISUkB7r5H+8knn+SVV15hxowZv+td5n8UFRUVvPDCC6SmpqrvIK+oqGDgwIGYmZmRlZWlvgnpz+7rr78mJSWFjz/+mK5du2JjY1NvuSVLljBmzBiCgoJo3749bdq04cUXX2y0fixevJg/yvtK4uLiSE9PJzU1tbm7IsSf1qP/l0yIPyBvb29WrlxJZWUlmZmZREZGYm5uzvTp0+uUraysfKSCsYMHD9KlSxc18ATYu3cvPXv2RFEU0tPT8fPza8YethxFRUVoNBpcXV3vW6asrIzi4mK8vLyws7NT09u1a9do/ajvdapCCHE/cttdiBbIwsICjUaDvb09EydOxMPDQ333eO0tzvXr1+Pl5cWIESMAuHjxInPnzsXNzY3+/fsTEhLCuXPn1DZzcnIIDAxEr9fj5ubG+PHjOX/+vJqfnp5OQEAAzs7ODB06lPj4eO7cuaPm63Q6tm3bRmhoKH369MHHx4eMjAyTfp85c4bp06fj6uqKi4sLEydOpLCwUM3ftm0bvr6+ODs7M2LECD799NM6156RkcGQIUNM0gwGA/7+/vj7+2MwGOodsytXrjBt2jSef/55hg4dyp49e9S8yspKIiMj8fLywtnZmcGDB7NhwwY1//r16yxevJgXXngBV1dXgoODyc3NVfPj4uJ45ZVX2LFjB0OGDKFv377MmzePmzdvqmVqamrYtGkTw4YNo3fv3gwaNIj169er+Q+an/p8++23BAYG0rt3b7y8vIiOjlbnJCIigmXLlnHhwgV0Ol2dMYO7c14bmE6ePBmdTkdOTk6dW+m5ubkEBQXh4uKCq6srY8aM4cSJEyZtZWVl4evri4uLC1OnTuXKlStq3i9vuwcFBbF8+XKioqLo378/np6exMXFmbSXl5fHhAkTcHZ2xs/Pj0OHDj3w8YmGtPtrc5mcnEx8fDy5ubnodDp0Oh3Jycm/OgdCiMYnwacQfwBt27alqqpKPc7OzqagoICkpCQ2bNhAVVUVU6dOpX379nz66ad89tlnWFlZMW3aNCorK7lz5w6hoaH069ePnTt38sUXXzBu3DjMzMwAOHz4MOHh4QQHB5OWlkZkZCTJyckkJiaa9CM+Ph5fX1927tzJwIEDmT9/PteuXQPg8uXLTJo0CQsLCz766COSk5N59dVX1WBp586dvP/++8ybN4+0tDTCwsKIjY1VHzGAuwHcgQMHGDp0qJpWWFjI8ePH8fX1xdfXl8OHD5sEzbXef/99hg8fTmpqKqNGjSIsLIy8vDwAPvnkE/bv38+6devYs2cPq1evxt7eXq07d+5ciouL2bRpE8nJyTg5OTF58mT12mr7kZGRQWJiIhs2bOC7775j06ZNan5MTAybNm1i5syZpKWlER0dTadOnQAeOD/1uXz5Mm+++SbOzs6kpqaydOlSDAaDGtAuXryYOXPm0LlzZ4xGY71BuYuLixqEx8XFYTQacXFxqVNu/vz5dO7cGYPBQHJyMm+88Qbm5uZqfkVFBR9++CFRUVFs2bKFixcv8t5779Xb71opKSlYWVmxdetWFixYQEJCAgcPHgSgurqa0NBQLC0t2bZtG5GRkaxdu/ZX22tIu/Drc+nn58frr79Or169MBqNGI1GWUUXojkoQogWJTw8XAkJCVEURVFqamqUgwcPKr1791ZWrVql5nt4eCi3b99W6+zYsUMZPny4UlNTo6bdvn1bef7555WsrCzl559/VrRarZKTk1PvOSdPnqwkJiaapO3YsUPx9PRUj7VarbJ27Vr1uKysTNFqtUpmZqaiKIoSExOjDBkyRKmsrKz3HC+99JLy5ZdfmqQlJCQo48aNU4+PHDmiuLu7K9XV1WramjVrlJkzZ6rHISEhSmxsrEk7Wq1WWbJkiUna2LFjlb///e+KoijKsmXLlODgYJPxqfXdd98prq6uJuNZ29/PP/9cURRFiY2NVfr06aPcuHFDzX/vvfeUsWPHKoqiKDdu3FB69+6tbN26td5rf9D81GfNmjV16mzZskXR6/Xq+CQlJSmDBw+ut36t0tJSRavVKt98842atn37dqVv377qsYuLi5KcnFxv/e3btytarVb58ccfTfrh4eGhHt/7b1ZRFGXSpEnKhAkTTNp59dVXldWrVyuKoiiZmZmKo6OjcuXKFTX/4MGDilarVfbt23ffa3lQuw2dS39///ueQwjx8Mkzn0K0QAcOHMDFxYWqqioURWHkyJHMnj1bzddqtSbPeebm5lJYWFjn2b/bt29TWFiIl5cXY8aMYerUqXh6euLu7o6vry+2trZq/aNHj5qsdFZXV3P79m1u3bqFpaUlcPfWey0rKyusra0pKSkB4OTJk7i5uZmsmNUqLy+nsLCQxYsX8+6776rpd+7cMXleMCMjg0GDBtGqVSu1DykpKSxevFgt4+/vT1RUFKGhoWo5oM6Knl6vV3d/BwQE8PrrrzNixAi8vb0ZNGgQXl5eAJw6dYry8nIGDBhgUr+iosLkkQF7e3usra3VY1tbW4qLiwHIz8+nsrKSF154oc61w4Pnpz55eXm4uLioq9MAffv2pby8nEuXLtGlS5d66/0WU6ZM4Z133iE1NRUPDw9GjBjB008/reZbWlqaHN977fdz778VAI1Go9YpKCigc+fOaDQaNf/5559vUF9/rd2GzqUQonlJ8ClECzRgwACWLl2Kubk5tra2dXa51waDtcrLy3FyciI6OrpOW0888QQAK1euJCgoiKysLHbv3s26detISkpCr9dTXl7O7Nmz8fHxqVO/bdu26u+/DCzNzMyoqakBfn0DS3l5OQDLli2jT58+Jnn3BpD79+/n7bffVo+NRiOXL19m3rx5JnWqq6vJzs7G09Pzvue8l5OTExkZGXz99dccOnSIt956Cw8PD2JjYykrK0Oj0fDJJ5/UqXdvYFzfNw0o/3+H971jVJ+GzE9zmj17NiNHjiQzM5Ovv/6a2NhY1q5dy7Bhw4C6125mZvbA3e2/pU5D/Fq7DZ1LIUTzkuBTiBbI0tLSZLf3gzg5ObF79246duxosjr3S46Ojjg6OjJ9+nTGjRvHrl270Ov1ODo6UlBQ8D+d85d0Oh0pKSlUVVXVCVI7deqEra0tRUVF+Pv711v/7NmzXLhwwSSgNBgMvPzyy8yYMcOkbGJiIgaDwaTs8ePHGT16tHr8/fff4+DgoB5bW1vj5+eHn58fw4cPZ9q0aVy7dg0nJyeuXr1K69ateeqpp37TtT/77LO0a9eOb775hq5du9bJb+j83KtHjx7s3bsXRVHU1c8jR47Qvn17Onfu/Jv6+Wu6detGt27d+Nvf/kZYWBjbt29Xg8+Hca5Lly5x9epV9bnYX25w+i0aMpfm5ubqByYhRPOQDUdCPAJGjRqFjY0NISEhHD58mKKiInJycli+fDmXLl2iqKiImJgYjh07xvnz5zEajZw9e5bu3bsDEBoaSmpqKvHx8Zw5c4a8vDy++uqrBm8CAXjttde4efMmYWFhnDhxgrNnz7Jjxw7y8/MBmDNnDhs3buTjjz+moKCAU6dOsX37dpKSkoC7t9zd3d3VVd2SkhL+/e9/M3r0aLRarcnPK6+8Qnp6usmGoD179mAwGCgoKCA2NpYffviBSZMmAZCUlMSuXbvIy8ujoKCAPXv2oNFo6NChAx4eHuj1ekJDQzEajZw7d46jR4+ydu3aBgdEbdu25Y033mD16tXs2LFD3SS1bdu2Bs1PfSZOnMilS5dYtmwZeXl5pKenExcXx5QpU0xWi3+viooKIiMjycnJ4fz58xw5coQTJ07Qo0ePRjvHL3l6etK1a1fCw8PJzc3lyJEjrFu37ne325C5tLe359y5c5w8eZKSkpL7bvgSQjw8svIpxCPA0tKSLVu2EB0dzaxZsygrK8POzg53d3esra2pqKggPz+flJQUrl27hq2tLa+99hrjx48H7n6vaGJiIgkJCWzatIk2bdrQvXt3xo4d2+A+2NjY8NFHH7F69WqCgoJo1aoVDg4O9O3bF4CxY8fSrl07PvjgA6KiorCyskKr1TJ58mTgbvAZEBCgtrdjxw4sLS1xd3evcy53d3fatWvHzp07CQ4OBu7eOk5LS+Mf//gHGo2GmJgYevbsCUD79u3ZvHkzP/74I61atcLZ2ZmNGzeqQdzGjRtZt24dixYt4ueff6ZTp064ubmpq3INMXPmTFq3bk1sbCxXrlxBo9Go4/ug+amPnZ0dGzduJCoqiq1bt/L4448TGBhISEhIg/vUEK1ateLatWuEh4dz9epVbGxs8PHxYc6cOY16nnu1bt2ahIQE3nnnHQIDA+natSsLFy5kxowZD3yE4deYmZk9cC6HDx/Ovn37CA4O5vr166xcuZIxY8Y01qUJIRrATGmMh3CEEOJ3KCkpwdvbm8zMzP8p4BOPjiNHjjBx4kT27dtnsrlJCPHokZVPIUSzKy0tJSIiQgLPP5F9+/ZhZWXFM888Q2FhIStWrMDV1VUCTyH+BCT4FEI0u9rNLuLPo6ysjOjoaC5cuICNjQ0eHh6Eh4c3d7eEEE1AbrsLIYQQQogmI7vdhRBCCCFEk5HgUwghhBBCNBkJPoUQQgghRJOR4FMIIYQQQjQZCT6FEEIIIUSTkeBTCCGEEEI0GQk+hRBCCCFEk5HgUwghhBBCNBkJPoUQQgghRJP5f1dyWQXBPNnsAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Make plot\n",
+    "letters = [\"a\", \"b\"]\n",
+    "\n",
+    "sns.set_style(\"ticks\")\n",
+    "fig_net, axs_net = plt.subplots(1,1)\n",
+    "sns.barplot(\n",
+    "    data=results_df, x=\"fishing_net\", y=\"is_SW\",\n",
+    "    capsize=0.05, width=0.8,\n",
+    "    n_boot=10000, seed=10, ax=axs_net,\n",
+    "    color=\"gray\", edgecolor=\"black\"\n",
+    ")\n",
+    "axs_net.set_ylim(0,0.085)\n",
+    "for i, x in enumerate([\"Absent\", \"Present\"]):\n",
+    "    axs_net.text(\n",
+    "        str(x), 0.08105, letters[i], ha=\"center\", va=\"bottom\", fontsize=11,\n",
+    "        backgroundcolor=\"white\"\n",
+    "    )\n",
+    "\n",
+    "fig_net.suptitle(\"Proportion of SWs among whistles depending on the presence of a fishing net.\")\n",
+    "fig_net.text(\n",
+    "    0.5, 0.91,\n",
+    "    \"Different letter show significant differences according to a Chi-square test of independance (p-values < 0.05).\\nError bars show 95% confidence intervals.\",\n",
+    "    ha=\"center\", va=\"bottom\", fontsize=8)\n",
+    "fig_net.set_size_inches(2, 6)\n",
+    "fig_net.subplots_adjust(\n",
+    "    top=0.9\n",
+    ")\n",
+    "axs_net.set_xlabel(\"Presence/Absence of fishing net\")\n",
+    "axs_net.set_ylabel(\"Ratio of SW per identified whistle\")\n",
+    "axs_net.xaxis.grid(True)\n",
+    "axs_net.yaxis.grid(True)\n",
+    "# fig_net.savefig(\"/home/loic/Pictures/CDD/barplot_net.pdf\")\n",
+    "plt.show()\n",
+    "sns.reset_orig()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Group size\n",
+    "\n",
+    "The more dolphins, the more whistles (with a log increase). But are there also more SWs in proportion ?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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CIAhHjhwRwsPDhZ9//lna74YbbrB4TRYWFgp9+/YVli9fLm0TX5NiHEePHhXCw8OF77//vta4oqOjzd4DIvE9Jb5vysrKhLi4OOG5554z2y8/P1+IjY2Vtl+5csXm12x1t99+uzB06FCzY/7HH38I4eHhwg033CBt279/v8VrUhAE4bfffrPYLj5/P/zwg7SttLRUGDp0qDBhwgRp27vvvitER0cLZ86cMbvPN954Q+jVq5dw8eJFQRD+99qMj48XSkpKpP1+/vlnITw8XEhJSbG7PYJw7TNx1apV0uVVq1YJ4eHhZu8LQRCEhx9+WIiPj5cuHz58WAgPDxdeeeUVs/2SkpIs7tOajz76SAgPDxe+/vpraZterxemTp0qREdHC6WlpXa32xrxs/Xvv/+WthUWFgqxsbFmrzN73rtPP/202fMoxmj6fSUIgvD3338L4eHhwquvvmp22/DwcGH16tVmcU6YMEG44447zLbV99hYo9PphPj4eGHSpElmn2FfffWVEB4eLkybNk3aJr6nR40aJVRUVEjb9Xq9MHjwYOGWW24RtFqttF38rH777belbdOmTTO7T9P21/e5s+a2224T5syZU+s+4vNWk7NnzwqxsbHCrFmzpO/xHTt2CJGRkWaff4IgCJ9++qkQHh4uZGRkCIIgCBs2bBDCw8OFwsLCWmOoD4cMBc6cOVMaSnviiSfg6+uL1atXo23btmb73X333WaXf/vtNygUCotux/vvvx+CIOC3334z2x4TE2N2hluHDh0watQo/PHHHzAYDDAYDNi7dy9Gjx6NTp06Sfu1adMGt9xyCzIyMqQuUdGUKVMaNMnw119/hVqtNptf5Ovri6lTpyInJwf//POP2f4TJ040m6cl3u78+fM1PkZ92mWL0NBQfP3117jrrrtw9epVfPbZZ5g/fz4GDx6Md99912w4VpxnJWbzBw4cQNu2bdGhQwd0794dgYGBZteZ3ga4Nufr0qVLNg8BiBQKhfR8GY1GlJSUoKqqCn379sXRo0ct9h87diz8/f2ly2q1GgBw2223mY3Vq9VqVFZWSt3gf/75JyorKzFjxgyzuQiTJ0+Gn58ffv31V7PH8fHxwe233y5dVqlUiIqKMjuOv//+O9q2bSv1OAHX5l5U712qSWxsLI4ePQqNRgPg2hy34cOHIzIyUjo5ID09HTKZzOIkgZ49e5q9JoODg9GtW7daX2d+fn4ArvWa2Do8UZs///wTV69exfjx41FUVCT9yeVy9OvXT+q58/LyglKpRFpamsWwXG0uX76MY8eO4Y477jA75kOHDkXPnj3N9t29ezf8/f0xdOhQs1j69OkDHx8fi17ENm3amPU2+/n5YcKECTh69Cjy8/Ol+4yNjUVAQIDZfQ4ZMgQGg8FimsK4cePQqlUr6XL197497amNaU+x+DglJSXSZ8Tvv/8OABY9LHWd7CL67bff0Lp1a7P5s0qlEtOnT4dGo7G73TX59ddfER0dLb2HgWuv4+o93Pa+d60ZPXq02feVWq1Gv379rN62+vdYbGyszaUf6jo21hw+fBglJSWYMmWK2WfYrbfeava8mpowYQK8vLzM7qOwsBB33323WY/fyJEj0b17d4upK/aw57kzFRAQgJMnT+Ls2bP1elyNRoNHHnkEAQEBWLlypfQ9vnv3bvTo0QPdu3c3e1+KU5TE97rYQ7dnz54ah5fryyFDgYsXL0a3bt2gUCgQGhqKbt26WUyU8/DwsOiyzMnJQZs2baQPdFGPHj2k60116dLF4rG7du2KiooKadJ2RUUFunXrZrFfjx49YDQakZubazYUUtswgy0uXrxoMbwIAN27d5euF4cpgWvJoCnx4NY2F6CoqMjudtmqTZs2WLJkCV588UWcPXsWf/zxBz744AOsWrUKbdq0kebuiENTpsmTOOFdJpMhOjoaBw4cwJQpU3DgwAG0b9/erK3/+c9/8Oeff2Ly5Mno0qULhg4diltuucWmswa3b9+O9evX48yZM6isrJS2Wzt27du3N7ssfkHVtP3KlSvo1KkTLl68COB/x02kUqnQqVMni9diu3btLM4ObdWqFbKzs6XLOTk56Ny5s8V+tQ2dmYqLi0NVVRUOHjyIdu3aobCwEHFxcfjnn3+Qnp4O4Fpi1bNnT7Nhd2vtFeOrLXHp1KkTZs2ahQ0bNmDnzp2Ii4tDQkICbrvtNrMveluJH5jVh4ZE4vtepVJhwYIFeO211zB06FD069cPI0eOxIQJE9C6desa7188ZtY+F7p162aWeP/7778oLS21GEYQFRYWml3u0qWLxXHr2rUrgGvHtXXr1vj333+RnZ1d432Kn0mi6sdE/FIU3/v2tKc2NX3GXLlyBX5+frh48SLkcrnF+8fa41qTk5ODLl26WHzGi5/bYjtEdbW7JjV9tlb/HLT3vWtNTd8t33//vdk2T09Pi2khdb2vTNV1bKwR21f9c8PDwwNhYWFWb1P92Ir3Ye07pHv37tIPtfqw9bmr7tFHH8XcuXMxZswYhIeHY9iwYbj99tsRGRlp0+M+//zzOHfuHD777DNpyg5w7b1+6tSpOt/r48aNwxdffIHnnnsOK1euxODBg3HjjTdi7NixDZ7o75DESq1WS2cF1kSlUjXJsxIa++yNmp4Dodpk/cYmk8nQrVs3dOvWDSNHjsRNN92Eb775Rkqs5HI5oqOjkZmZCUEQcODAAbMilDExMdi2bZs096r6qfg9evTA7t278csvv+D333/Hjz/+iE8++QQPP/wwHn300Rrj+vrrr5GUlITRo0dj9uzZCAkJgUKhQHJystVfvDX1Pjr6eW+MU6n79u0LT09P7N+/Hx06dEBISAi6deuGuLg4fPLJJ1J5E2tlD+obX1JSEu644w7s2bMHe/fuxdKlS5GcnIytW7faNc8H+N9zu2LFCqsJkmmMM2fOREJCAn7++Wf88ccfePvtt7F27Vps3LgRvXv3rldbTBmNRoSEhOCNN96wen1Ncyjrus+hQ4figQcesHq9mIiJajomjn7vN7XPmMZqd2No6Pu+sY6NaW+Vo1SfoN9QAwYMwE8//SR91nz55ZfYuHEjlixZYvVkHFMbN27Et99+i9dff91inq3RaER4eDgWLVpk9bbi55iXlxe2bNmCffv2Sd9Lu3btwueff47169c36Fi79DzGsLAwpKamShNxRadPn5auN2Xt7LmzZ8/C29tb+mD09vbGmTNnLPY7ffo05HK51V/y1dlTp6pDhw41Pp54fUMFBwc7pF226tSpEwICAqQhD1FsbCx+++037NmzB4WFhWYlGmJiYvDmm2/it99+g1artSjfAFwbPhs3bhzGjRsHvV6PefPmYc2aNUhMTKwxwf3hhx/QqVMnrF692uy4rFq1ykGtvUY8TqdPnzYbbtXr9bhw4QKGDBli932GhYXhn3/+kSb1i8STO+qiUqmgVquRnp6ODh06SEMosbGx0Ov1+Oabb1BQUIABAwbYHVttxLNs5s6diwMHDuDuu+/Gp59+iieeeMKu+xGfx5CQEJuev86dO+P+++/H/fffj7Nnz2LChAlYv359jcmQeMysfS5Uf6907twZqamp6N+/v01fOv/++6/FcRN74MTPpc6dO0Oj0dTrtWGNPe1p6OMYjUZcuHDBLPmz9ezksLAwZGdnw2g0miUKjvzME+/HlufCEe/dmr5bauoRakxi+86dOycNZwHXTgjLycmxqTK5eB9nzpyx6Mk5c+aM2TFr1aqV1R+t1XsiRQ157gIDAzFp0iRMmjQJ5eXlmDZtGt55551aE6v09HSsWLEC9913H2677TaL6zt37ozjx49j8ODBdX6Xy+VyDB48GIMHD8aiRYuwZs0avPnmm9i3b1+D3tcu7UIaPnw4DAYDtmzZYrb9o48+gkwmw/Dhw822Z2Zm4siRI9Ll3Nxc7NmzB0OHDoVCoYBCocDQoUOxZ88eszHvgoICfPvtt4iNja2xu9WUWNRUPMW8NiNGjEBWVhYyMzOlbRqNBlu3bkVYWJhdcyNq4qh2Vff3339L83dMZWVloaSkxKLbWBy2W7duHby9vc1+KajVanh4eGDdunVm+4qKi4vNLqtUKvTo0QOCIJgN71Un/mow/UX3999/W5TPaKghQ4ZAqVRi8+bNZo/15ZdforS0VDrTzx7Dhg1DXl6eWckEnU6HrVu32nwfsbGxyMrKwr59+6TnNDg4GD169JDKO5jOpWqIsrIyVFVVmW0LDw+HXC43O03Zx8fHplUJrr/+evj5+SE5OdnqMTYdvq9eub9z587w9fW1OD3aVJs2bdCrVy9s377d7L26d+9ei7mNN998MwwGg3RGkKmqqiqL9ly+fNmszEFZWRl27NiBXr16Sb1vN998MzIzM6U5S6auXr1q8VzWxZ72NMSwYcMAXDvTzNTHH39s0+2HDx+O/Px87Nq1S9pWVVWFzZs3w8fHx2GJ/ogRI3Dw4EGzeZlFRUUWJVoc8d79+eefzcoOZGVl4e+//7b4DnKFvn37IjAwEFu3bjV7Te3cudPmIci+ffsiJCQEn332mdl76tdff8WpU6cwcuRIaVunTp1w+vRps6Hs48eP13i2XH2fu+rfCb6+vujcuXOt7/nLly/j8ccfR//+/bFw4UKr+9x8883Iy8uz+jmr1Wql7zxr5XbE7zTTGE6dOlVjUlkTl/ZYJSQkYODAgXjzzTelzHvv3r3Ys2cP7rvvPosx5fDwcMyePdus3AJw7VRt0eOPP44///wT99xzD+655x4oFAp8/vnn0Ov1dZ7SKurTpw8A4M0338S4ceOgVCpxww03WC0eOmfOHHz33Xf4z3/+g+nTp6NVq1bYsWMHLly4gHfeecdhw5+OaFd1X3/9NXbu3CnVl1EqlTh16hS2bdsGT09PPPjgg2b7q9VqKJVKZGZmIj4+3mwipbe3NyIiIpCZmYmAgACzeWUAMHv2bISGhqJ///4ICQnB6dOn8fHHH2PEiBG1JoUjR47Ejz/+iIcffhgjR47EhQsX8Nlnn6Fnz55Wk8L6Cg4ORmJiIlavXo0HHngACQkJOHPmDD755BOpTo+9pk6dio8//hjz58/HjBkz0Lp1a+zcuVPqnbOlZzQuLg5r1qxBbm6uWQIVFxeHzz//HGFhYXYP0dXkr7/+wksvvYSxY8eia9euUikOhUKBMWPGSPv16dMHqamp2LBhA9q0aYOOHTtanQvj5+eHF198EQsXLsTEiRMxbtw4BAcH4+LFi/j111/Rv39/LF68GGfPnsXMmTMxduxY9OzZEwqFAj///DMKCgowfvz4WmN+8sknkZiYiHvuuQeTJk1CSUkJPv74Y1x33XVmr4/4+HhMnToVycnJOHbsGIYOHQqlUomzZ89i9+7dePbZZzF27Fhp/65du+LZZ5/FoUOHEBISgm3btqGwsNCsPMfs2bORkpKCBx98EHfccQf69OmDiooKnDhxAj/88AP27Nlj9xCjre1pCLFe4MaNG1FSUiKVWxB75Op6XU6dOhWff/45kpKScOTIEYSFheGHH37AgQMH8Mwzz9TrR541DzzwAL7++ms88MADmDFjhlRuoUOHDmZzGR3x3u3cuTPuvvtu3H333dDr9di0aRMCAwNrHOZtTCqVCvPmzcPLL7+M++67DzfffDNycnLw1Vdf2TxfU6lUYsGCBVi0aBGmTZuG8ePHS+UWwsLCMHPmTGnfO++8Ex999BFmz56NO++8E4WFhdJnrrjMman6Pnfjx49HfHw8+vTpg8DAQBw6dAg//PBDrSdRLF26FEVFRXjggQfw3XffmV0XERGByMhI3H777fj+++/xwgsvYN++fejfvz8MBgNOnz6N3bt3Y926dYiKisK7776L9PR0jBgxAmFhYSgsLMQnn3yCdu3amXUMjBs3DvHx8di8ebNNzzXg4sRKLpfj/fffx6pVq7Br1y589dVXCAsLw8KFC3H//fdb7D9gwABER0fj3XffxcWLF9GzZ08sW7bMbLLbddddhy1btmDlypVITk6GIAhQq9V4/fXXrX74W6NWq/HYY4/hs88+w++//w6j0Yg9e/ZYTaxCQ0Px2Wef4fXXX8fHH38MnU6HiIgIrFmzxuxXQEM5ol3VTZ06FV5eXvjrr7+QkpKCsrIyBAUFYejQoUhMTLSY2+Lp6Ym+ffsiMzPT6lBf//79ceTIEURHR1sklFOnTsXOnTuxYcMGaDQatGvXDtOnT8fcuXNrjXHixIkoKCjA559/jj/++AM9e/bE66+/jt27dyMtLa1e7a7JvHnzEBwcjI8//hjLli1Dq1atMGXKFDz55JN2L/sCXPsFtnHjRixduhSbNm2Cj48PJkyYgJiYGMybN8+m+X0xMTFQKBTw8vIye52LiZWjequAax9Mw4YNw//93/8hLy9PSpY/+OADsyKySUlJWLx4Md566y1otVrccccdNb4Gb731VrRp0wZr167Fhx9+CL1ej7Zt2yIuLg4TJ04EcG3Ow/jx45GamopvvvkGCoUC3bt3x1tvvWWW0FkzfPhwvP3223jrrbewcuVKdO7cGcuWLcOePXssXh8vvfQS+vbti88++wxvvvkmFAoFwsLCcNttt1m8nrt27Yrnn38eK1aswJkzZ9CxY0ep4KLI29sbmzdvRnJyMnbv3o0dO3bAz88PXbt2xbx58+o14d+e9jTEa6+9htDQUHz33Xf46aefMGTIELz55psYO3ZsnatLeHl5YfPmzXjjjTewfft2lJWVoVu3bli2bJl0TB2hTZs22LRpE5YuXYq1a9ciMDAQd911F9q0aWNRI6yh790JEyZALpdj48aNKCwshFqtxvPPP482bdo4rD0NMW3aNAiCgA0bNuC1115DZGQk3n//fSxdutTmecITJ06El5cXPvjgA7zxxhvw8fHB6NGj8dRTT5nVsOrRowdee+01rFq1CsuWLUPPnj2xYsUKfPvtt1Zfg/V97qZPn46UlBTs3bsXer0eHTp0wOOPP47Zs2fXeJvi4mIYDAazHziiRx55BJGRkZDL5Xj33Xfx0Ucf4euvv8ZPP/0Eb29vdOzYEdOnT5dGYhISEpCTk4Nt27ahuLgYQUFBiI+Pr/d714zDCzg4SXh4uLBkyRJXh0HUYGL9FNPaL9R03HDDDXXW12mOxDpmpvWpmjt76v41NQaDQYiPjxeeffZZlzy+Oz93ztb0TtMjaka0Wq3ZZZ1Oh88//xxdu3a1qPNG1Fiqvy6Ba2dayeVyh58MQQ2n0+kszhzcsWMHSkpKEB8f76KoqCbut7ohkRt55JFH0KFDB0RGRqKsrAzffPMNTp8+XeOZbkSNYd26dTh8+DAGDRoEhUKB3377Db/99humTp3q0DOMyTEOHjyIZcuWYezYsQgMDMTRo0fx5ZdfIjw83GxuIDUNTKyInGjYsGH48ssvsXPnThgMBvTs2VM6KYLIVWJiYrB3716899570Gg0aN++PebNm2dxwgo1DeJJKps3b8aVK1fQqlUr3H777ViwYEGdc+Ko8cmE6v2LRERERFQvnGNFRERE5CBMrIiIiIgchIkVERERkYMwsSIiIiJyECZWRERERA7CxIqIiIjIQZhYERERETkIEysiIiIiB2lxldeNRiMuX74MX19fyGQyV4dDRERENhAEAeXl5WjTpg3k8qbbL9TiEqvLly9jxIgRrg6DiIiI6uHXX39Fu3btXB1GjVpcYuXr6wvg2oHx8/OrdV+DwYCsrCyo1WooFIrGCM8l2M7mpSW0syW0EWA7mxu2s2HKysowYsQI6Xu8qWpxiZU4/Ofn52dTYuXj4wM/P79m/yZgO5uPltDOltBGgO1sbthOx2jq03ia7iAlERERkZthYkVERETkIEysiIiIiByEiRURERGRgzCxIiIiInIQJlZEREREDsLEioiIiMhBmFgREREROQgTKyIiIiIHYWJFRERE5CAtbkmblsBoNCIzMxMFBQUIDQ1FTExMk14JnIiIqLloEonVli1b8OGHHyI/Px+RkZF4/vnnoVarre771VdfYdGiRWbbVCoVDh061BihNnkpKSlYvnw5srOzodfroVKpEBERgaSkJCQkJLg6PCIiombN5YnVrl27sGzZMixZsgT9+vXDxo0bMXv2bOzevRshISFWb+Pn54fdu3dLl5v6goyNJSUlBYmJiSgtLUVISAg8PT2h0+mQlZWFxMREJCcnM7kiIiJyIpePD23YsAFTpkzBpEmT0LNnTyxZsgReXl7Ytm1bjbeRyWRo3bq19BcaGtqIETdNRqMRy5cvR2lpKcLCwuDt7Q25XA5vb2+EhYWhtLQUy5cvh9FodHWoREREzZZLe6z0ej2OHDmCxMREaZtcLseQIUOQmZlZ4+00Gg1uuOEGGI1G9O7dG08++SSuu+66Gh9Dr9dLl8vKygAABoMBBoOh1vjE6+varynIyMjA8ePHERISYtGDJ5PJEBwcjOPHjyM9PR2xsbFm17tTOxuC7Ww+WkIbAbazuWE7HXO/TZ1LE6vi4mIYDAaLIb+QkBCcPn3a6m26deuGV199FRERESgtLcX69etx11134bvvvkO7du0s9k9OTsbq1asttmdlZcHHx8emON1h/lZaWho0Gg18fHyg0WgsrjcajdBoNEhLS4NCobB6H+7QTkdgO5uPltBGgO1sbtjO+rH23dYUuXyOlb1iYmIQExNjdnncuHH47LPP8Pjjj1vsn5iYiFmzZkmXy8rKMGLECKjVavj5+dX6WAaDAYcOHUJUVFSNyUhTYTAY4OPjA4VCAW9vb4vrxaQrPj4e0dHRFrd1l3Y2BNvZfLSENgJsZ3PDdjaMOOLU1Lk0sQoKCoJCoUBhYaHZ9sLCQpvnTSmVSvTq1Qvnzp2zer1KpYJKpbLYrlAobD7g9uzrKnFxcYiMjERWVhbCwsLMhgMFQUBRURHUajXi4uJqLL3gDu10BLaz+WgJbQTYzuaG7az//bkDl05eV6lU6NOnD1JTU6VtRqMRqampZr1StTEYDDhx4gRat27trDDdglwuR1JSEvz9/ZGTkwONRiMN/+Xk5CAgIABJSUmsZ0VERORELv+WnTVrFrZu3Yrt27fj1KlTePHFF1FRUYGJEycCABYuXIiVK1dK+69evRp//PEHzp8/jyNHjuCpp57CxYsXMXnyZFc1oclISEhAcnIy1Go1ysvLkZubi/LycqjVaqxZs4alFoiIiJzM5XOsxo0bh6KiIqxatQr5+fno1asX1q1bJw0F5ubmmvWyXL16Fc8//zzy8/PRqlUr9OnTB5999hl69uzpqiY0KQkJCRg5ciQrrxMREbmAyxMrAJg2bRqmTZtm9brNmzebXX7mmWfwzDPPNEZYbksul1uUVCAiIiLnYzcGERERkYMwsSIiIiJyECZWRERERA7CxIqIiIjIQZhYERERETkIEysiIiIiB2FiRUREROQgTKyIiIiIHISJFREREZGDMLEiIiIichAmVkTkVoxGIzIyMpCamoqMjAwYjUZXh0REJGkSawUSEdkiJSUFy5cvx/Hjx6HRaODj44PIyEgkJSUhISHB1eEREbHHiojcQ0pKChITE5GVlQV/f3+EhobC398fWVlZSExMREpKiqtDJCJiYkVETZ/RaMTy5ctRWlqKsLAweHt7Qy6Xw9vbG2FhYSgtLcXy5cs5LEhELsfEioiavMzMTGRnZyMkJAQymczsOplMhuDgYGRnZyMzM9NFERIRXcPEioiavIKCAuj1enh6elq93svLC3q9HgUFBY0cGRGROU5eJ7sYjUZkZmaioKAAoaGhiImJgVzO/JycKzQ0FCqVCjqdDt7e3hbXa7VaqFQqhIaGuiA6IqL/YWJFNhPPyMrOzoZer4dKpUJERATPyCKni4mJQUREBLKyshAWFmY2HCgIAoqKiqBWqxETE+PCKImIOBRINjI9I8vPzw/t27eHn58fz8iiRiGXy5GUlAR/f3/k5ORAo9HAaDRCo9EgJycHAQEBSEpKYu8pEbkcP4WoTjwji5qChIQEJCcnQ61Wo6ysDAUFBSgrK4NarcaaNWvYa0pETQKHAqlO9pyRFRsb66IoqSVISEjAyJEjkZ6ejrS0NMTHxyMuLo49VUTUZDCxojrZckZWcXExz8iiRiGXyxEbGwuFQoHo6GgmVUTUpPATiepkekaWNTwji4iI6BomVlQn8YyswsJCCIJgdp14RlZERATPyCIiohaPiRXViWdkERER2YbfhGQT0zOyysvLkZubi/Lycp6RRUREZIKT18lm4hlZzqq8zqruRETk7phYkV3EM7IcjVXdiYioOWB3ALkcq7oTEVFzwcSKXIpV3YmIqDlhYkUuZU9VdyIioqaOiRW5lC1V3fV6Pau6ExGRW2BiRS7Fqu5ERNScMLEil2JVdyIiak6YWJFLsao7ERE1J/y2IpdjVXciImouWCCUmgRnV3UnIiJqDEysqMlwVlV3IiKixsLuACIiIiIHqVdilZ6ejgULFmDq1KnIy8sDAOzYsQPp6ekODY6IiIjIndidWP3www+YPXs2vLy8cPToUej1egBAWVkZkpOTHR4gERERkbuwO7F6//33sWTJEixduhQeHv+botW/f38cPXrUocERERERuRO7E6szZ84gLi7OYru/vz+uXr3qkKCIiIiI3JHdiVVoaCjOnTtnsT0jIwOdOnVySFBERERE7sjuxGrKlCl45ZVX8Pfff0MmkyEvLw/ffPMNXnvtNdx9993OiJGIiIjILdhdx2rOnDkwGo2YOXMmKioqMG3aNKhUKtx///2YPn26M2IkIiIicgt2J1YymQwPPfQQZs+ejXPnzkGj0aBHjx7w9fV1RnxEREREbqPelddVKhV69uzpyFiIiIiI3JpNidUjjzxi8x2uXr263sEQERERuTObEit/f39nx0FERETk9mxKrJYtW+bsOIiIiIjcnt3lFmbMmGG1EGhZWRlmzJjhkKCIiIiI3JHdiVVaWhoqKysttut0OmRkZNQriC1btiAhIQFRUVGYPHkysrKybLrdd999h4iICMydO7dej0tERETkSDafFXj8+HHp///88w/y8/Oly0ajEb///jvatm1rdwC7du3CsmXLsGTJEvTr1w8bN27E7NmzsXv3boSEhNR4uwsXLuC1116zurwOERERkSvYnFhNmDABMpkMMpkM9913n8X1Xl5eeO655+wOYMOGDZgyZQomTZoEAFiyZAl++eUXbNu2DXPmzLF6G4PBgAULFmDevHnIyMjgGoVERETUJNicWO3ZsweCIGD06NH44osvEBwcLF2nVCoREhIChUJh14Pr9XocOXIEiYmJ0ja5XI4hQ4YgMzOzxtu9++67CAkJweTJk+scftTr9dDr9dLlsrIyANeSM4PBUOttxevr2s/dsZ3NS0toZ0toI8B2Njdsp2Put6mzObEKCwsDYD4k2FDFxcUwGAwWQ34hISE4ffq01dukp6fjyy+/xI4dO2x6jOTkZKu1tbKysuDj42PTfRw6dMim/dwd29m8tIR2toQ2Amxnc8N21o9Go3Ho/TmL3ZXXt2/fjqCgIIwcORIAsGLFCmzduhU9e/bEypUrpQTMGcrKyrBw4UK8/PLLZj1mtUlMTMSsWbPM7mPEiBFQq9Xw8/Or9bYGgwGHDh1CVFSU3b1x7oTtbF5aQjtbQhsBtrO5YTsbRhxxaursTqzWrFmDF198EQCQmZmJLVu24JlnnsH//d//YdmyZXZVXg8KCoJCoUBhYaHZ9sLCQoSGhlrsf/78eeTk5OChhx6SthmNRgBA7969sXv3bnTu3NnsNiqVCiqVyuK+FAqFzQfcnn3dGdvZvLSEdraENgJsZ3PDdtb//tyB3YnVpUuX0KVLFwDAzz//jDFjxmDq1Kno378/pk+fbtd9qVQq9OnTB6mpqRg9ejSAa4lSamoqpk2bZrF/9+7dsXPnTrNtb731FsrLy/Hss8+iXbt29jaHiIiIyGHsTqx8fHxQUlKCDh06YO/evZg5cyYAwNPTEzqdzu4AZs2ahaeffhp9+/aFWq3Gxo0bUVFRgYkTJwIAFi5ciLZt22L+/Pnw9PREeHi42e0DAgIAwGI7ERERUWOzO7EaMmQInnvuOfTq1Qtnz57FiBEjAAAnT56s1/yqcePGoaioCKtWrUJ+fj569eqFdevWSUOBubm5kMvtrmNKRERE1OjsTqxeeOEFvPXWW8jNzcWqVasQFBQEADhy5AjGjx9fryCmTZtmdegPADZv3lzrbZcvX16vxyQiIiJyNLsTq4CAACxevNhi+6OPPuqQgIiIiIjclU2J1fHjxxEeHg65XF5nHavIyEiHBEZERETkbmxKrCZMmIC9e/ciJCREWtpGEATpevGyTCbDsWPHnBYsERERUVNmU2K1Z88eqSDnnj17nBoQERERkbuyKbEyPdvPmZXViYiIiNyZ3ZPXAeDs2bPYt28fCgsLpcrnokceecQhgRERERG5G7sTq61bt+LFF19EUFAQQkNDIZPJpOtkMhkTKyIiImqx7E6s3n//fTz++OOYM2eOM+IhIiIiclt2lzS/cuUKbr75ZmfEQkREROTW7E6sxo4diz/++MMZsRARERG5NZuGAjdt2iT9v0uXLnj77bfx999/Izw8HB4e5ncxY8YMx0ZIRERE5CZsSqw++ugjs8s+Pj5IS0tDWlqa2XaZTMbEioiIiFosmxKrlJQUZ8dBRERE5PbsnmN1/vx5Z8RBRERE5PbsLrdw4403ol27dhgwYADi4+MRHx+PLl26OCM2IiIiIrdid2L166+/Yt++fdi/fz/WrVuH559/Hm3atMGAAQMwaNAgTJ482RlxEhERETV5didWbdu2xW233YbbbrsNwLXlbdasWYOdO3di165dTKyIiIioxbI7saqoqEBGRoZ0VuDRo0fRvXt33HvvvYiPj3dGjERERERuwe7EasCAAQgICMCtt96K//znP4iLi0OrVq2cERsRERGRW7E7sRo+fDgyMjLw3XffoaCgAAUFBYiPj0e3bt2cER8RERGR27A7sXrvvfcAAMePH8f+/fuxd+9evP3221AoFIiPj8fKlSsdHiQRERGRO7C7jpUoIiIC/fv3R3R0NKKiolBUVITvv//ekbERERERuRW7e6w2bNiAffv24cCBAygvL0dERAQGDBiAKVOmIC4uzhkxEhEREbkFuxOrb7/9FvHx8Zg6dSri4uLg7+/vjLiIiIiI3I7didW2bducEQcRERGR26v3HCsiIiIiMsfEioiIiMhBmFgREREROQgTKyIiIiIHYWJFRERE5CA2nRU4YcIEyGQym+5w+/btDQqIiIiIyF3ZlFiNHj1a+r9Op8Mnn3yCnj17Ijo6GgDw999/4+TJk7jnnnucEiQRERGRO7ApsXrkkUek/z/77LOYPn06Hn/8cbN9Vq1ahdzcXIcGR0RERORO7J5jtXv3bkyYMMFi+2233YYff/zRETERERERuSW7EysvLy8cOHDAYvuBAwfg6enpkKCIiIiI3JHdS9rcd999ePHFF3H06FFERUUBALKysrBt2zbMnTvX4QESERERuQu7E6s5c+agY8eO2LRpE7755hsAQPfu3fHqq69i3LhxDg+QiIiIyF3YnVgBwLhx45hEEREREVVTrwKhV69exRdffIH//ve/KCkpAQAcOXIEeXl5joyNiIiIyK3Y3WN1/PhxzJo1C/7+/sjJycHkyZMRGBiIH3/8Ebm5uVixYoUz4iQiIiJq8uzusVq+fDnuuOMO/Pjjj1CpVNL2ESNGID093aHBEREREbkTuxOrQ4cO4a677rLY3rZtW+Tn5zskKCIiIiJ3ZPdQoEqlQllZmcX2s2fPIjg42CFBkTmj0YjMzEwUFBQgNDQUMTExkMu5fjYREVFTY/e3c0JCAt59911UVlZK2y5evIg33ngDN910k0ODIyAlJQVjx47FxIkTMXPmTEycOBFjx45FSkqKq0MjIiKiauxOrJKSkqDRaDBkyBDodDpMnz4dN910E3x9ffHEE084I8YWKyUlBYmJicjKyoKfnx/at28PPz8/ZGVlITExkckVERFRE2P3UKC/vz82bNiA9PR0ZGdnQ6PRoE+fPhgyZIgz4muxjEYjli9fjtLSUoSFhUEmkwEAvL29ERYWhpycHCxfvhwjR47ksCAREVETUa8CoQAQFxeHuLg4R8ZCJjIzM5GdnY2QkBApqRLJZDIEBwcjOzsbmZmZiI2NdVGUREREZMqmxGrTpk2YOnUqPD09sWnTplr3nTFjhkMCa+kKCgqg1+trXNjay8sLxcXFKCgoaOTIiIiIqCY2JVYfffQRbr31Vnh6euKjjz6qcT+ZTMbEykFCQ0OhUqmg0+ng7e1tcb1Wq4VKpUJoaKgLoiMiIiJrbEqsvv76a/j7+wMAJ0w3kpiYGERERCArK8tsjhUACIKAoqIiqNVqxMTEuDBKIiIiMmXTrOf4+HgUFhYCuDbUd/XqVacGRYBcLkdSUpK0dJBGo4HRaIRGo0FOTg4CAgKQlJTEietERERNiE3fyj4+PtJiy2lpaaiqqnJmTPT/JSQkIDk5GWq1GuXl5cjNzUV5eTnUajXWrFmDhISEBj+G0WhERkYGUlNTkZGRAaPR6IDIiYiIWiabhgKHDBmCGTNmoHv37gCAhx9+GEql0uq+dU1ut2bLli348MMPkZ+fj8jISDz//PNQq9VW9/3xxx+xZs0anDt3DlVVVejSpQtmzZqFCRMm2P247iAhIQEjR450SuX1lJQULF++HMePH4dGo4GPjw8iIyORlJTkkKSNiIiopbEpsXr99dexfft2nDt3Dvv378d1110HLy8vhwSwa9cuLFu2DEuWLEG/fv2wceNGzJ49G7t370ZISIjF/q1atcJDDz2E7t27Q6lU4v/+7//wzDPPICQkBNdff71DYmpq5HK5w0sqiMVHS0tLERISAh8fHygUCqn4aHJyMpMrIiIiO9mUWHl5eeHuu+8GABw+fBgLFixAQECAQwLYsGEDpkyZgkmTJgEAlixZgl9++QXbtm3DnDlzLPYfOHCg2eX77rsPO3bsQEZGRrNNrBzNWvFRjUbD4qNEREQNZHeB0M2bNzvswfV6PY4cOYLExERpm1wux5AhQ5CZmVnn7QVBwF9//YUzZ85gwYIFNT6GXq+XLosLSBsMBhgMhlrvX7y+rv3cTUZGBo4fPy4VHxUEAcC151MsPnr8+HGkp6c3q+KjzfV4VtcS2tkS2giwnc0N2+mY+23qbEqsli1bhsceeww+Pj5YtmxZrfsuWrTI5gcvLi6GwWCwGPILCQnB6dOna7xdaWkphg8fDr1eD7lcjhdeeAFDhw61um9ycjJWr15tsT0rKws+Pj42xXno0CGb9nMXaWlp0pwqjUYjba+oqAAA6ezDtLQ0KBQKV4XpNM3teNakJbSzJbQRYDubG7azfky/r5oymxKro0ePSmcCHj161KkB2cLX1xc7duyARqNBamoqli9fjk6dOlkMEwJAYmIiZs2aJV0uKyvDiBEjoFar4efnV+vjGAwGHDp0CFFRUc0qwTAYDNKcKm9vbwiCgIqKCnh7e0vDgj4+PoiPj0d0dLSrw3WY5no8q2sJ7WwJbQTYzuaG7WwYccSpqbMpsTId/nPkUGBQUBAUCoVUI0tUWFhYa0VxuVyOLl26AAB69eqFU6dOYe3atVYTK5VKBZVKZbFdoVDYfMDt2dcdxMXFITIy0qL4qDgsKBYfjYuLa5ZzrJrb8axJS2hnS2gjwHY2N2xn/e/PHdj9rblo0SKrWaNGo7FrGBC4lvT06dMHqamp0jaj0YjU1FS7KoobjUazeVRUOxYfJSIicg67vzl37NgBnU5nsV2r1eLrr7+2O4BZs2Zh69at2L59O06dOoUXX3wRFRUVmDhxIgBg4cKFWLlypbR/cnIy9u7di/Pnz+PUqVNYv349vvnmG9x22212P3ZLZlp8tKysDAUFBSgrK3No8VEiIqKWxuazAsvKyiAIAgRBQHl5OTw9PaXrDAYDfvvtNwQHB9sdwLhx41BUVIRVq1YhPz8fvXr1wrp166ShwNzcXLOeE41GgyVLluDSpUvw8vJC9+7d8frrr2PcuHF2P3ZLJxYfTU9PR1paGuLj45vt8B8REVFjsDmxiouLg0wmg0wmw5gxYyyul8lkmDdvXr2CmDZtGqZNm2b1uupzup544gk88cQT9XocsiQWH1UoFIiOjmZSRURE1AA2J1abNm2CIAi477778M4776BVq1bSdUqlEh06dEDbtm2dEiQRERGRO7A5sYqPjwcA7NmzB+3bt2fPBhEREVE1dldeDwsLw9WrV5GVlYXCwkKpareouS6GTERERFQXuxOrlJQULFiwABqNBn5+flINJODaPCsmVkRERNRS2Z1Yvfbaa5g0aRKefPJJeHt7OyMmIiIiIrdk90SpvLw8zJgxg0kVERERUTV2J1bDhg1rMQtIEhEREdnD7qHAESNG4PXXX8epU6cQHh4ODw/zuxg1apTDgiMiIiJyJ3YnVs8//zwA4N1337W4TiaT4dixYw2PioiIiMgN2Z1YHT9+3BlxEBEREbm9BlX5tLYYMxEREVFLZXdiZTAY8O677+L6669HTEwMzp8/DwB466238MUXXzg8wObIaDQiIyMDP/zwAzIyMmA0Gl0dEhERETmA3YnV+++/j+3bt+Opp56CUqmUtoeHh+PLL790aHDNUUpKCsaOHYuJEydi5syZmDhxIsaOHYuUlBRXh0ZEREQNZHdi9fXXX+Pll1/GbbfdZrZeYEREBE6fPu3Q4JqblJQUJCYmIisrC35+fmjfvj38/PyQlZWFxMREJldERERurl4FQjt37myxXRAEVFVVOSSo5shoNGL58uUoLS1FWFgYvL29IZfL4e3tjbCwMJSWlmL58uUcFiQiInJjdidWPXv2RHp6usX23bt3o1evXg4JqjnKzMxEdnY2QkJCzNZXBK6VqQgODkZ2djYyMzNdFCERERE1lN3lFubOnYukpCTk5eVBEAT8+OOPOHPmDHbs2IHk5GRnxNgsFBQUQK/Xw9PT0+r1Xl5eKC4uRkFBQSNHRkRERI5id4/V6NGjsWbNGqSmpsLb2xurVq3CqVOnsGbNGgwdOtQZMTYLoaGhUKlUNZao0Gq1UKlUCA0NbeTIiIiIyFHs7rECgLi4OGzYsMHRsTRrMTExiIiIQFZWFsLCwsyGAwVBQFFREdRqNWJiYlwYJRERETVEgwqEku3kcjmSkpLg7++PnJwcaDQaGI1GaDQa5OTkICAgAElJSWZnWhIREZF7sanHasCAARYTrmuSlpbWoICas4SEBCQnJ2P58uXIzs5GcXExVCoV1Go1kpKSkJCQ4OoQiYiIqAFsSqyeeeYZ6f8lJSV4//33MWzYMERHRwMADh48iD/++ANz5851SpDNSUJCAkaOHInMzEwUFBQgNDQUMTEx7KkiIiJqBmxKrO644w7p//PmzcOjjz6KadOmSdtmzJiBjz/+GH/++Sdmzpzp8CCbG7lcjtjYWFeHQURERA5mdzfJH3/8geuvv95i+/XXX4/U1FSHBEVERETkjuxOrAIDA7Fnzx6L7Xv27EFgYKAjYqJquGgzERGRe7C73MK8efPw3HPPIS0tDWq1GgCQlZWF33//HS+//LLDA2zpUlJSpMnuer0eKpUKERERnOxORETUBNndYzVx4kR8+umn8PX1xU8//YSffvoJvr6++OSTTzBx4kRnxNhicdFmIiIi91KvAqH9+vXDypUrHR0Lmai+aLNY7kJctDknJwfLly/HyJEjeUYhERFRE2FTYlVWVgY/Pz/p/7UR96OGsWfRZp5hSERE1DTYXCD0jz/+QEhICOLi4qwWCxUEATKZDMeOHXN4kC0RF20mIiJyPzYlVhs3bkSrVq0AAJs2bXJqQHSN6aLN3t7eFtdz0WYiIqKmx6bEKj4+3ur/yXm4aDMREZH74aznJqohizaz7hUREZFrMLFqwsRFm9VqNcrLy5Gbm4vy8nKo1WqsWbPGah2rlJQUjB07FhMnTsTMmTMxceJEjB07lqUZiIiIGkG9yi1Q47Fn0Wax7lVpaSlCQkLg6ekJnU4n1b1KTk5mUVEiIiInsiuxEgQBubm50pc2NQ5bFm1m3SsiIiLXs+sbVhAE3HTTTcjNzXVWPFRP9tS9IiIiIuewK7GSy+Xo0qULSkpKnBQO1Zctda/0ej3rXhERETmR3WNC8+fPx4oVK3DixAlnxEP1ZFr3yhrWvSIiInI+uyevP/3006ioqMDtt98OpVIJLy8vs+vT0tIcFhzZjnWviIiIXM/uxOqZZ55xRhzUQGLdq8TEROTk5CA4OBheXl7QarUoKiqqte4VEREROYbdidUdd9zhjDjIAcS6V8uXL0d2djaKi4uhUqmgVquRlJTEUgtEREROVq86VufOncO2bdtw/vx5PPvsswgJCcGvv/6KDh064LrrrnN0jGQHe+peERERkWPZ/W2blpaGW2+9FVlZWfjxxx+h0WgAANnZ2XjnnXccHiDZT6x7NWbMGMTGxjKpIiIiaiR2f+OuXLkSjz/+ODZs2AClUiltHzRoEA4ePOjI2IiIiIjcit2J1YkTJzB69GiL7cHBwSguLnZIUNR0uesCz2LcqampbhU3ERG5F7vnWPn7+yM/Px+dOnUy237s2DG0bdvWYYFR05OSkiJNjNfr9VCpVIiIiGjyE+PFuI8fPw6NRgMfHx9ERkY2+biJiMj92N1jNX78eLzxxhvIz8+HTCaTegJee+01TJgwwQkhUlMgLvCclZUFPz8/tG/fHn5+ftICzykpKa4O0SrTuP39/REaGgp/f/8mHzcREbknuxOrJ554At27d8fIkSOh0Wgwfvx4TJs2DTExMXjooYecESO5WPUFnr29vSGXy6UFnktLS7F8+fImN7xmGneHDh1gNBqh0WhgNBrRoUOHJhs3ERG5L7uHAlUqFZYuXYq5c+fi5MmTKC8vR+/evdG1a1cnhEdNgT0LPMfGxrooSkti3F5eXvjnn3+g1WphNBohl8vh5eWFoKCgJhk3ERG5r3rVsQKADh06oH379gBg8WVLzYstCzwXFxc3uQWeCwoKUFpaCo1GA4PBAA8PD8jlcshkMlRUVECv18PHx6fJxU1ERO6rXonVF198gY0bN+Ls2bMAgK5du+K+++7D5MmTHRkbNRGmCzx7e3tbXF/TAs9Go9GlhUqDg4Oh0WhQVVUFlUolzQmUy+VQKpXQ6/XQaDQIDg5utJiIiKh5szuxevvtt/HRRx9h2rRpiI6OBgAcPHgQr776Ki5evIjHHnvM0TGSi9VngeemcgahGKu1IUxr24mIiBrC7u6DTz/9FC+//DLmz5+PUaNGYdSoUZg/fz5efvllfPLJJ/UKYsuWLUhISEBUVBQmT56MrKysGvfdunUr7rnnHgwYMAADBgzAzJkza92fGk5c4Nnf3x85OTnSBHCNRoOcnByLBZ6byhmERUVF8PHxgUKhgF6vh9FohCAIMBqN0Ov1UCgU8PHxQVFRUaPEQ0REzZ/diVVVVRX69u1rsb1Pnz4wGAx2B7Br1y4sW7YMDz/8MLZv347IyEjMnj0bhYWFVvfft28fxo8fj02bNuGzzz5D+/btcf/99yMvL8/uxybbiQs8q9VqlJeXIzc3F+Xl5VCr1VizZo3UC9WUziAMDQ2VEjtvb28YDAZUVVXBYDDA29tbSviqD2ESERHVl91Dgbfffjs+/fRTLFq0yGz71q1bceutt9odwIYNGzBlyhRMmjQJALBkyRL88ssv2LZtG+bMmWOx/8qVK80uL126FD/88ANSU1Ot1tHS6/XQ6/XS5bKyMgCAwWCoMxEUr69PwuhObG3niBEjcP3111udNyXeNiMjA8ePH6/1DMLjx48jPT3d6WfiqdVqhIeH49ChQ+jZsycqKipQXl4OX19feHt74+LFi4iKioJarW5Wx7glvG5bQhsBtrO5YTsdc79NXb0mr3/55ZfYu3cv+vXrBwDIysrCxYsXMWHCBCxbtkzar3ryVZ1er8eRI0eQmJgobZPL5RgyZAgyMzNtiqWiogJVVVVo1aqV1euTk5OxevVqi+1ZWVnw8fGx6TEOHTpk037uztZ2KhQKqcp+9WHYtLQ0qbq5uEC3KXEIMS0tDQqFouFB12HSpEnIzs7GuXPnEBAQAB8fH+h0OuTn58PHxweTJk1qtkPJLeF12xLaCLCdzQ3bWT/WvlOaIrsTqxMnTqB3794AgHPnzgEAAgMDERgYiBMnTkj72TIpuLi4GAaDASEhIWbbQ0JCcPr0aZvieeONN9CmTRsMGTLE6vWJiYmYNWuWdLmsrAwjRoyAWq2Gn59frfdtMBhw6NAhREVFNUoS4CqObKfBYJDmNVk7g1BMuuLj46WTH5wpOjoaPXr0wIoVK5CdnY2rV6/Cx8cHMTExWLhwYbNc0qYlvG5bQhsBtrO5YTsbRhxxaursTqw2b97sjDjqZe3atdi1axc2bdpUY40llUoFlUplsV2hUNh8wO3Z1505op1xcXGIjIys8wzCuLi4Riu9cOONN2LUqFFIT09HWloa4uPjG/XxXaUlvG5bQhsBtrO5ae7trKyslNroyHa6y3NW7wKhjhAUFASFQmExUb2wsLDOCcUffvgh1q5diw0bNiAyMtKZYZIdxDMIExMTkZOTg+DgYHh5eUGr1aKoqMjiDMLGjCs2NhYKhQLR0dHNPqkiImoMRqMROp0OWq1W+reystJt5kM5g0u/XVQqFfr06YPU1FRpm9FoRGpqqllNpOo++OADvPfee1i3bh2ioqIaI1Syg61nEBIRkXuprKxEWVkZCgsLkZOTgzNnziAnJwcFBQW4evWqVNqmJXNpjxUAzJo1C08//TT69u0LtVqNjRs3oqKiAhMnTgQALFy4EG3btsX8+fMBXBv+W7VqFVauXImwsDDk5+cDAHx8fODr6+uydpC5hIQEjBw50qWV1xuLqyvMExE5gyAI0Ov10Gq1Uo9UZWWlVA+QrHN5YjVu3DgUFRVh1apVyM/PR69evbBu3TppKDA3N9fsS+qzzz5DZWUlHn30UbP7eeSRRzBv3rxGjZ1qJw6/NWdNpcI8EVFDGQwGKYHS6XSoqKiQCisLguDq8NyGzYmV+KXhDNOmTcO0adOsXld9snxjVe0mqotYYb60tBQhISHw9PSETqeTKswnJyczuSKiJkun05n1SOn1eimJYiJVfzYnVrGxsYiOjsbAgQMxaNAg9OvXD0ql0pmx0f/Hoaamp3qFefHsR7HCfE5ODpYvX46RI0fyWBGRy1mbZG4wGKQeKXIcmxOrJUuWIC0tDV999RVWr14NLy8vxMTEYNCgQRg4cGCzr8vhKhxqapoyMzORnZ1da4X57OxsZGZmNvvhUCJqeiorK6UhPbFHir1RjcPmxGrixInShPLz589j37592L9/Pz777DO89dZb8Pb2RlxcHNauXeu0YFuapjjUxN6zawoKCqDX62usn+bl5YXi4mIUFBQ0cmRE1NIIgmCWRImTzNkb5Rr1mrzeqVMndOrUCXfeeSfOnz+PL7/8Eh9//DF+//13R8fXYjXFoSb2nv1PaGgoVCoVdDqd1QrzWq0WKpWKCzwTkcOZTjIXe6M4ybzpsDuxunjxIvbt24e0tDTs27cPxcXFiI6Oxv3334/4+HhnxNgiNbWhpqbYe+ZKMTExiIiIqLPCfG312IiIbCH2RomJlDjJnCUPmiabE6tFixYhLS0NV65cQf/+/REXF4cpU6YgKioKHh4ur9rQ7DSloaam2Hvmak21wjwRuTej0WhW8kCr1aKqqoq9UW7E5oxo+/bt6NChAx588EEMHjwYvXv3tmmhZaqfpjTU1NR6z5oKscK8ODxaXFwMlUoFtVrdIodHich+er1eKnkgJlKcZO7ebE6sdu3aJQ0BbtiwAXq9HrGxsRgwYADi4+PRp08f/jp3oKY01NSUes+ampZUYZ6IGkZMlK5cuYLKykqpN4qTzJsXmxOr7t27o3v37rj77rsBAP/88480z2r9+vXQ6XSIjY1FcnKy04JtSRoy1OToM/eaUu9ZU9QSKswTkX2qqqqk3qjKykro9XpUVFTg4sWL8PX15Y+vZqzek6N69uyJwMBAtGrVCq1atcJ3332H3377zZGxtXj1GWpyxpl7Tan3jIioKTEYDFLiJCZROp0OBoPBYkhP3Je9U82bXYlVYWEh9u3bJw0Jnj17FkqlEmq1GjNnzsTAgQOdFWeLZc9Qk7PO3ONEbSKi/xXdFJMoMZHinCgyZXNidfPNN+Ps2bNQKBSIiorCmDFjMHDgQPTv37/GuTfkGLYMNTn7zD13n6htNBqRkZGBtLQ0GAwGxMXFMREkohqJRTdNz9ATkyiWOaDa2JxYjR49GgMHDkRsbKzVeTbkWo1x5p67TtQWh0ePHz8OjUYDHx8fREZGukVCSESNg0U3yVFsTqzmz59vdXtVVRV0Oh18fX0dFhTZr7HO3HO3idrVh0d9fHygUChabGFTIrpGr9ebJVEsukmOYnNXQ0pKCr766iuzbe+//z5iYmIwYMAA3H///bhy5YrDAyTbmJ65Z01LPHOv+vCot7c35HK5NDxaWlqK5cuX84OUqJkTBAFarRYlJSW4dOkS/v33X5w/fx6XLl1CcXExKioqYDAY+FlADmFzYrVhwwZUVFRIlw8cOIBVq1Zh7ty5eOutt5Cbm4v33nvPKUFS3cQz9woLCy26rcUz9yIiIlrUmXv2DI8SUfNhMBhQXl6OoqIiXLx4EWfOnMGFCxeQn5+Pq1evmp21R+RoNg8F/vPPP2Zfyj/88AOGDBmChx56CADg6emJV155BYsWLXJ8lFQnnrlniYVNiVoG8Uw9DutRU2BzYlVeXo7AwEDpckZGBsaOHStd7tmzJy5fvuzQ4Mg+7n7mnqOxsClR82MwGMwWI9ZqtdIwHnugqCmwObFq27YtTp06hQ4dOqC8vBzHjx83650qKSmBl5eXU4Ik2zn7zD1HV3V3JhY2JXJ/pmvpiWftsW4UNWU2J1Zjx47Fq6++isTERPz2229o3bo1oqOjpesPHz6Mbt26OSNGaiKcUdXdmawNjxqNRmg0mhY7PErUVCkUCmmSuWkSxbX0yN3YnFg9/PDDyMvLwyuvvILQ0FC8/vrrUCgU0vXffvstbrjhBqcESbZzVvLjrKruzmY6PGpax6qlDo8SNSVVVVXQarWoqKhAcXExzp49CwDsjSK3ZnNi5eXlhRUrVtR4/ebNmx0SENWfs5IfZ1d1dzZxeDQ9PR1paWmIj49n5XUiFxArmIu9UeIk88rKShQXF6Ndu3ZmP9iJ3FG9F2GmpsWZyU9jVHV3NrGwqUKhQHR0NJMqIiczGo1my8FotVpUVVWxN4qaPSZWzYQzkx+WLSCiuogLFJsuC8NJ5tQSMbFqJpyZ/LBsARGZEhcoNl0ShpPMia5hYtVMODP5YdkCopaNCxQT2c6miSbx8fEoKioCACxatAhlZWVODYrs58wlbcSyBf7+/sjJyYFGo5HKFuTk5LBsAVEzo9PpUFpaivz8fJw/fx5nz55Fbm4uCgoKUFZWxt4polrY9E1YWVmJ8vJyAMCOHTug1+udGhTZz9nJj1i2QK1Wo7y8HLm5uSgvL4darcaaNWtYtoDITRmNRqncwaVLl3D27FkuUEzUADYNBUZHR2Pu3Lno27cvBEHA0qVLa5zLs2zZMocGSLZz9pI2zq7qTkTOJ04yNx3W4yRzIsexKbF6/fXX8dFHH+HcuXOQyWQoLS2FTqdzdmxUD85OfsSyBUTU9AmCYLEcTGVlJRcoJnIimxKr0NBQLFiwAMC1L+4VK1YgKCjIqYFR/TH5IWqZTCeZiz1SBoOBvVFEjcjuswJTUlKcEQcREdlJr9eb1Y7iAsVErlevcgtpaWlYv349Tp06BQDo0aMHHnjgAcTFxTk0OCKilk4cxjcajRZLwvDsPKKmx+6JN19//TVmzZoFLy8vTJ8+HdOnT4eXlxdmzpyJnTt3OiNGIqIWp6qqCuXl5dKZvWfOnEFOTg7y8/Nx9epV6HQ6aZiPiJoOu3us1qxZg6eeegozZ86Uts2YMQMbNmzAe++9h1tvvdWR8RERNXumk8zFHqnKykpUVVXh8uXLCA4O5uLERG7C7sTq/PnzuOGGGyy2JyQk4L///a9DgiIias70er30V1slcw7zEbkfuxOr9u3bIzU1FV26dDHb/ueff6J9+/YOC4yIyN1VVVWhsrISer0elZWVUg0pseAmkyai5sfuxGrWrFlYunQpjh07Ji2PcuDAAWzfvh3PPvuswwMkImrKDAaDWQJl+n/TXigmUUQtg92J1T333IPWrVtj/fr12L17NwCge/fuePPNNzF69GiHB0hE5GriHChx3pPY+yReNk2cmEARtWz1Krdw44034sYbb3R0LERuyWg0cpmfZqJ6wmQ6jGeaODF5IqKa1CuxIqJrUlJSpLUZ9Xo9VCoVIiIiHLI2IzlHVVWVRa+TmECZDtsxeSKyn9FoRHZ2NgoKCmAwGBAXF9fifmgysSKqp5SUFCQmJqK0tBQhISHw9PSETqdDVlYWEhMTkZyczOTKRYxGo0XiVFVVBb1eb7bEC5MnIsdJTU3F2rVrUVRUBB8fH+Tn5yMyMrLF/dBkYkVUD0ajEcuXL0dpaSnCwsIgk8kAAN7e3ggLC0NOTg6WL1+OkSNHtrhfa43Fw8MDlZWV0Gq1VnugOO+JqPGkpqZi8eLFKC8vR5cuXRAYGAitVtsif2gysSKqh8zMTGRnZyMkJERKqkQymQzBwcHIzs5GZmYmF8R2kKqqKqmAZnl5OXJycuDt7Q25XM7eJyIXMhqNWLt2LcrLy9G2bVt4enpCLpe32B+aDUqsxA+y6l8sRM1dQUEB9Ho9PD09rV7v5eWF4uJiFBQUNHJkzYcgCNBqtaioqIBGo5EWGDYajTAYDNBqtTAYDK4Ok6jFO3r0KM6cOYPAwED+0EQ9E6sdO3bgww8/xNmzZwEAXbt2xezZszFhwgQHhkbUdIWGhkKlUkGn08Hb29vieq1WC5VKhdDQUBdE574MBoOUSGk0GmmRYSJquoqLi1FZWQmVSmX1+pb2Q9PuxGrDhg14++23ce+99+Lxxx8HAGRkZODFF19ESUmJ2RqCRM1VTEwMIiIikJWVZTbHCrjW01JUVAS1Wi0V0aWa6fV6aDQaKaESe6WIyD0EBQVBqVRCr9fDy8vL4vqW9kPT7sRq8+bNePHFF816p0aNGoXrrrsO77zzDhMrahHkcjmSkpKQmJiInJwcBAcHw8vLC1qtFkVFRQgICEBSUlKLmE9gL0EQUFFRISVSphXKicj99O7dG926dUN2djbatm1rdl1L/KFp96d+fn6+1ScnJiYG+fn5DgmKzBmNRmRkZOCHH35ARkYGf803EQkJCUhOToZarUZ5eTlyc3NRXl4OtVqNNWvWtJgzYOpiMBig0WhQXFyMS5cu4ezZs7h48SIKCwtRUVEhlT8gIvckl8sxZ84c+Pr6Ii8vT1pUXKPRICcnp8X90LS7x6pLly74/vvv8eCDD5pt37VrF7p27eqouOj/c3YBSjFpS0tLa7HF3BoiISEBI0eOZOX1/0+sFaXX66HT6aT/s24UUfM2ePBgvPTSS1IdK5lMhrKyMqjVataxqsu8efPwxBNPYP/+/ejfvz+Aa4sw//XXX3jrrbccHV+L5uwClGLSdvz4cWg0Gvj4+LTIYm4NJZfLm8yZLo2ZKItJk2kiZbpuHpMoopZl8ODBGDhwoFR5PSoqqkX+WLc7sRozZgy2bt2Kjz76CHv27AFwbRHmL774Ar1793Z4gC2VswtQVk/afHx8oFAoWmQxt+bCWYmyuACxaS+UTqeT5kUxiSIikVwuR2RkJMrKyhAdHd3ikiqgnuUW+vbtizfeeMMhAWzZsgUffvihVPr++eefh1qttrrvyZMnsWrVKhw5cgQ5OTlYtGhRs50s78wClNaSNo1G02KLuTUHjkqUDQaD1SSKCRQRkW1s+tYsKysz+39tf/bYtWsXli1bhocffhjbt29HZGQkZs+ejcLCQqv7V1RUoGPHjpg/fz5at25t12O5G1sKUOr1+nrVBbEnaaOmr3qiLFYjFxPl0tJSLF++3OKkh8rKSpSXl6OoqAiXLl3CuXPncPbsWeTk5ODy5csoKSmBRqOBwWDgWXtERDayqcdqwIAB+OOPPxASEoK4uDirldYFQYBMJsOxY8dsfvANGzZgypQpmDRpEgBgyZIl+OWXX7Bt2zbMmTPHYn+1Wi31Zq1cudLmx3FHzixAyarhzYu1RFkul8PLywuenp7w8/ODRqNBeno6evbsCZ1OB51Ox8WIiYicwKbEauPGjWjVqhUAYNOmTQ55YL1ejyNHjiAxMVHaJpfLMWTIEIf2lIjDGiKxV81gMNS5HIZ4vSuWzVCr1QgPD8ehQ4dqLEAZFRUFtVptd3xiMTcxaTNdqFYmk0Gr1UKpVCIoKKhZLRniyuPpTHl5eZDJZAgJCYGXlxeUSiWqqqqgUqmk13l+fj6OHj0Kf39/V4frEM31WFbHdjYvLaWdIke3012eN5sSq/j4eOn/HTt2RPv27S16rQRBQG5urs0PXFxcDIPBgJCQELPtISEhOH36tM33U5fk5GSsXr3aYntWVhZ8fHxsuo9Dhw45LB57TJo0CdnZ2fj3338REBAAlUoFvV6Pq1evwsfHB5MmTUJWVpbd9yuTydChQwf8888/aN26tXQsKyoqIAgC8vPz0bNnT8hkMhw8eNDstkajEdnZ2SgpKUFgYCAiIiLcbh6Wq46nI8hkMshkMuk5NxgMKCsrk96TWq0WJSUl0Ol00Gq1UvkDrVaL/Px8u3qU3cGJEydcHUKjYDubl+beTqVSiQ4dOjj8s1aj0Tj0/pzF7snro0aNkoYFTZWUlGDUqFFN7oM7MTERs2bNki6XlZVhxIgRUKvV8PPzq/W2BoMBhw4dQlRUFBQKhbNDtRAdHY0ePXpgxYoVyM7ORkVFBZRKJWJiYrBw4cIGnen18ssvY+7cuSguLkZQUJDUWyVefvnll6VyGqKUlBQplsrKSiiVSkRERDQ4lsbi6uPZEJWVlVLva2VlJXQ6HSorKyEIAqKioqBSqXDkyBGp6rFWq4WXlxc8PDxw5coVhIeHY9y4cW6XBNfEYDDgxIkTCA8Pd7tjaQ+2s3lpKe0EriVBjv6stXcet6vYnViJX8DVaTSaGufsWBMUFASFQmExUb2wsNCh6wmpVCqrC0MqFAqbD7g9+xYVFaGqqgoeHh5QKBTw8PCAUqmscXHKutx4440YNWqUwwtQ3njjjUhOTrY4Pb+mYm4pKSmYO3euRU2tQ4cOYe7cuW5VnsGe4+kKYhIlzoUSqxjXNB9KoVDg/vvvx+LFi5GXl4dWrVpBEARotVpcuXIFfn5+SExMhFKpdFGLnKepH0tHYTubl+beTvEzytHtdJfnzObEatmyZQCuDUW89dZbZhOqDQYDsrKyEBkZafMDq1Qq9OnTB6mpqRg9ejSAa8NMqampmDZtms3309RUVlbiypUrAP43bCMO3Xh6esLT0xMqlQpyuVz6E1981hJWwHkFKMWq4enp6UhLS0N8fLzVYm7OrqnVUplWKRd7okzXzbNn6SLTqsenT5+WeqwiIiIwZ84cDB482IktISIikc2J1dGjRwFcy0RPnDhh9utXpVIhMjIS999/v10PPmvWLDz99NPo27cv1Go1Nm7ciIqKCkycOBEAsHDhQrRt2xbz588HcG0i+qlTp6T/5+Xl4dixY/Dx8UGXLl3seuzGYNq7YDAYUFlZibKyMinZEon/F3u4THu6xETMWZm6mLQpFIoai7k5s6aWKaPR2GyXhmmMKuVi1ePDhw8jKysLarUaffv2bTbPIRGRO7A5sdq8eTMAYNGiRXj22WfrnJ9ki3HjxqGoqAirVq1Cfn4+evXqhXXr1klDgbm5uWZfCpcvX8aECROky+vXr8f69esRHx8vxecOavoiFYszikx7vJRKJZRKpdTDJfZ2icOMzhzmaYzyDCkpKVi2bBkOHz4MnU4HT09P9O3bF4sWLXKbIUaj0YjKykrpr6qqSpoPZTQaG6UWlFwuR58+fSCXy9GrVy8mVUREjczuOVbikKCjTJs2rcahv+rJUseOHZGdne3Qx2/Kqvd4abVas+utDTWKc8rEP0d8sTqzphZwLamaMWMG8vPzpeRDJpPht99+w7Fjx7Bp06Ymk1yJya9p8iQmUGJdKKDm5JmIiJq3ei1pc+jQIXz//ffIzc1FZWWl2XXWShuQc1gbagQse7rEHi2lUgkPDw+oVCp4eNh+6GNiYhAREYGsrKwaa2qp1WrExMTY3Qaj0YiFCxfi0qVLAK6dpiuTySAIAiorK3Hp0iUsXLgQaWlpjdr7IiZLpkmUXq/nIsNNgNFoxJEjR5CVlQWj0cjhTiJqUuxOrL777js8/fTTGDZsGP744w8MGzYMZ86cQWFhIW688UZnxEh2qqmnq3rC5enpKRWUrC3RksvlWLRoERITE5GTk4Pg4GB4eXlBq9WiqKgIAQEBSEpKqteXW0ZGBo4cOQIAZkONMplMOvPwyJEjyMjIwIABA+y+/6qqKqmoXFVVFYBrZ7CKyZs4SVxMTMWEigsMN02pqakWE/S7d+/OCfpE1GTYnVitWbMGixYtwr333ouYmBg8++yz6NixIxYvXtzs1+9zd9YSrqtXr0IQBFy4cAF+fn5S7SMPDw+zYca4uDgkJydjw4YN0pean58f+vXrh7lz52LIkCGoqqqCTCaza6L9vn37oNfra5wj5uHhAb1ej3379tWZWImLBptOEDcdnjMYDLh48SL8/PwskkAmT01famoqFi9ejPLycgQGBkprImZnZ2Px4sV46aWXmFwRkcvZnVidP38eI0aMAHDtbEDx1//MmTNx33334dFHH3V4kOQ8giDAYDBISUn1JQNMh/06duyI5557DidOnMCVK1cQFBSE6667DnK5HGfPnjW7jVhCQiwjYZqkmZaY8PHxQefOnaFUKs1KToj7ikOCXl5eUnE48b4EQZDiFquM19bDJE4uNxqNNZa2qA+j0YijR49KxVV79+7NoSkHMxqNWLt2LcrLy9G2bVvIZDJUVFTAy8sLbdu2RV5eHtauXYuBAwfyuScil7I7sQoICEB5eTkAoE2bNjh58iQiIiJw9epVVFRUODxAcq665qtYS1LCw8PNrre2fpM47FYTMbEJCQmBTqeDRqORhiNNe5j0ej3kcjlCQ0OlJZOqz/FyZW+TODR15swZqRp9t27dODTlYEePHsWZM2cQGBhoteRHq1atcObMGRw9ehR9+/Z1UZRERPVIrAYMGIA///wTERERGDt2LF555RX89ddf+PPPP/lF0kTY2oNSn/kqjuqdEZOhiIgIBAcH49ixY1JPl9gbJQ7j9erVC5GRkWZn3DUF1YemxLUcOTTleMXFxaisrKxxBQNPT09cvXoVxcXFjRwZEZE5uxOr559/HjqdDgDw0EMPQalU4sCBA7jpppvw0EMPOTxAso+tPSj1ma/ijN4ZuVyOp556CgsXLpQW5ja9LigoCE899VSTG96xNjQFgENTThIUFASlUgm9Xg8vLy+L63U6HZRKJYKCglwQHRHR/9j9iR8YGCgt9CqXyzFnzhysWbMGSUlJdq0VSI4nJkvZ2dnw8fFB69at4ePjIyVLqampACyTAi8vL8hkMikpKC8vx9q1a82WVLH1vutj8ODBWLFiBeLi4hAUFARfX18EBQUhLi4OK1asaJK9PvYMTVHD9e7dG926dUNJSYlFj6UgCLhy5Qq6deuG3r17uyhCIqJr6lXHqjq9Xo8tW7Zg3bp12Lt3ryPukuxkTw+KvfNVGqN3RlyOxV0mgXNoqnGJP+KqLzRdUVEhLTQ9Z86cJvt6IaKWw+bESq/X45133sHevXuhUqnwwAMPYPTo0di2bRvefPNNKBQK3Hfffc6MlWphT7Jkb1LQWBOH5XK520w85tBU4+NC00TkDmxOrN5++218/vnnGDJkCA4cOIDHHnsMEydOxMGDB7Fo0SKMHTvWaQsFU93sSZbsTQrYO2NJHJrKzs4268UD/jc0FRERwaEpB+NC00TU1Nn8abR792689tprWLVqFdavXw+DwYCqqip88803GD9+PJMqFzNNlqwxTZbsna9iz323FOLQlK+vL/Ly8lBRUQGj0YiKigrk5eVxaMqJxIWmo6OjpQWniYiaCps/kfLy8qRhmvDwcKhUKsycOdOhhRap/uxJlqwlBeJ8FWtJQX0nDhuNRhw+fBi///47Dh8+bDYZvjkQh6YiIiJQUVGB/Px8VFRUICIiAkuWLOHQFBFRC2TzUKDBYDBbdkSsmk1Ng7XJveJae9Ym99ozX8Xe+wZaTuFMd5t0T0REzmVzYiUIApKSkqR5Nnq9Hi+++CK8vb3N9lu9erVjI3QTlZWV+P7773Hs2DHodDppSRYA0jIu1Zd2sbbUi7Xrxf/XdR/e3t6YOXMmduzYgYsXL6KqqgoeHh7o2LEjJk+ejNDQUJw6dUqKqX379njhhRdw8uRJZGdnS4U4PTw8kJeXZ/a4ERERWLhwITZt2oR///0XJSUlUCqV6NmzJ2bPno3Y2FhUVlZCLpfjr7/+wgsvvACNRtMiCme606R7IiJyLpsTqzvuuMPs8m233ebwYNzZ0qVL8dJLL7k6DKsKCgrw999/O+W+8/LysG/fvhqvLywsBPC/ZWgKCwtx//33S7WzbE06rSWZwP+SVtPLtSW1FRUV8PX1tbjPhia11WOoK2ZHJN413QYALl26hEOHDpmt1WgtRmsx2fvc23p9Q9tlelmcz1ZeXg6lUlljrJyqQESNzebEatmyZc6Mw+2dO3fO1SE0aaZzs4xGIzQajQujoZakrmTN3sTX3h8DtSWQ1R+v+m0AoLy8HAEBAXYn7/b+YKnrB4ozE29BEHDx4kWcP38eCoXC6c+9PT+c6nourN1H9fujlsUhBUJbupSUFJw6dQqBgYHSJHBvb2+EhYXB399fWijYaDRKE7jFy+K/AKTrq18n3r765Zqus3Z/4p+4/p54ven+RM2R6fuOyBWq96CKPcm2JKG2Jsa17W/P/TUkgRQvKxQKDBo0CNHR0a56yl2KiVUDpaSkIDExEaWlpbjuuuvQpk0bHD9+HCUlJSgrK8PChQub/Hwig8GAo0ePIjIyEjKZzKbkr6YE7/jx43juuefg7e0NT09Pi7MItVottFotnnnmGfTo0QOCIODgwYN4//33odVq4efnBw8PD1RVVaG0tBReXl6YPXs2evXqZZGgVk8qTWO0loQaDAZcuHABHTp0sGiftfu1JYk1fW7EpLW229gad23tqCtGo9GI0tJS6eSS2mKsfrm2uGuKsaZ21efHAFFzVP31XVVV5aJIGs+2bdtw8803t8hafkysGsBoNGL58uUoLS1FWFgYvL29IZPJ3HIhXvHXRkPrkbVp0wbXXXcdsrOz4efnZ9YNLggCiouLERERgZtvvlmaK7NixQpUVVUhLCzMbP9WrVohLy8Pv/76K2bMmNHg59BgMODYsWPo1atXs6675q7trKlXtXoyJggCKisrceLECfTs2RNyubzGnti6klprCZ4tCWJdSbS1pNHabWpLYgVBQFVVFS5duoQ2bdpI2+qKu7Zt1X8M2NJDXleM9XlurW3TaDTSyVGO/DFQ2w8Saz+QyDEUCkWNRaWbOyZWDZCZmYns7GyEhIRYjKPLZI5b6sWdyOX2lWYwXS4HACoqKqSzGb28vFrkc9hSVZ9bVBuDwQB/f38EBwe7VfJoL3dNku3VVNpZU2Jsa09sTcmgeJ3BYMDJkyfRvXt3aXSgph8R4v8NBoMUm6OSWlsTbVtvW70dANC/f39069atUY9fU8HEqgEKCgqg1+vh6elp9fqWuNQLYF4j68yZM7h69SqUSqXVGlnicjmVlZW4dOkSdDodBEGATCaDp6cnQkJCUFlZ2eKeQyJqfNXnQTmawWBARUUFevTo0awTZUEQUFZW5uowXMbuxGr79u0ICgrCyJEjAQArVqzA1q1b0bNnT6xcuRJhYWGOjrHJCg0NhUqlgk6ns6jnBbTMpV5EthbODAoKgtFoxMWLFyEIgjSpUxAEaLVaXLx4EQEBAS3yOSQiIvdj96SVNWvWSD00mZmZ+OSTT/DUU08hMDCwxZVkiImJQUREBAoLC6VuUJEg1LzUS0shl18rnHn99dfXuFBuZGSktO6kh4eH2Zkn4iR2g8GAyMhIF7SAiIjIPnYnVpcuXUKXLl0AAD///DNuuukmTJ06FfPnz0d6errDA2zK5HI5kpKS4O/vj5ycHGg0GghCzWvukaXjx49DoVCYJVHin5hsKRQKHD9+3NWhEhER1cnub3wfHx+UlJQAAPbu3YshQ4YAgDRBuaVJSEhAcnIy1Go1NBoNCgoK3GohXqPRiCNHjuDgwYM4cuRIo58ZU1xcDLlcjuDgYAiCIM23qqyshCAICA4Ohlwu5xwrIiJyC3bPsRoyZAiee+459OrVC2fPnsWIESMAACdPnmxR86tMJSQkYOTIkfj7779x4cIFVFZWOnQhXqPR6JRFfsWFkk0XYe7evXujLpQszrEqKSmBTCYzW+jbaDSiqKiIc6yIiMht2J1YvfDCC3jrrbeQm5uLVatWSV94R44cwfjx4x0eoLuQy+WIiYlBhw4dcOXKFYfdr5j8nDlzBpWVlVAqlejWrVuDk5/U1FQsXrwY5eXlCAwMhLe3N+RyeaMvlGw6x8rT09OsbIVcLodOp3PIHCuxZy4rKwtGo7HGOV9EREQNYXdiFRAQgMWLF1tsf/TRRx0SEP1P9eRHpVJBr9c3OPkxGo1Yu3YtysvL0bZtW8hk1xYntrWwqZj81LQGlun14rpfYvFR07XBBOFapfbw8HBcuXIFRqMRcrlcqo1SWVkJAPD19cWZM2cQGRkp3Q6AxQkDtT2Pru6ZIyKilsHmxOqGG27AoEGDMHDgQAwcOBDt27d3ZlwtnrXkB4BDqrofP34cubm5aNu2rVQmQiaTwdfXF3K5HD4+PigrK8Pp06fRp08fKSES//3nn39QWlqK4OBgqaCfaTJVfUHX2hw+fFgqHFpYWAi9Xg/gWg0ZLy8vtGnTBhqNBt7e3ujUqROMRqPZJHfT4nTWCtmlp6dj9erVKCsrQ8eOHaVk7fz583jllVfw3HPPYdCgQXY9f0RERDWxObGaOHEi0tLS8N1336GyshIdO3bEwIEDpWSrdevWzoyzxTGtSF59eEylUqFjx464evUqTp06JQ2TmS6GafqnUCjMkiMxOQsNDZXuW6fTwcvLS1pGIy8vDz4+PtIZoADw66+/YuXKlTh27Bg0Gg08PDwQERGBpKQkJCQk1KudgYGB0Gq18PDwQEhICDQajXQ2oI+PD4qLi1FeXo5WrVrZvTyC0WjE008/Db1ej27dukGhUECv18PLywudO3fG5cuX8eOPP2LMmDEwGAyorKxEVVWVWY+Yrb1iREREgB2J1bx58wAAer0eGRkZ2L9/P9LS0vD111+jqqoKXbt2xaBBg/DCCy84LdiWRFyAuE2bNlCpVFAqlVAqlfDw+N8hu3jxInx8fKTlEWzVpk0b5Ofno6KiAp6entBoNCgtLYW3tzd8fHxQUVGB8vJy+Pv7S7cxXWw6JCQE/v7+0Ol0yMrKQmJiIpKTk+uVXIm1wLKyshAWFgZfX1/pOkEQUFRUBLVajZiYGLvvOzMzE6mpqfDz88Ply5cBABqNBj4+PlAoFNBqtUhPT8fFixel+xeHIKuqqqSzE6uqqqDX66WFU+szHElERC2D3XOsVCoVBg8eLM1NuXLlCtavX4+PP/4Yn332GRMrO5iujaZSqaR6TgqFApGRkejYsSNUKhVUKhUMBgN0Oh1KS0tRWVmJq1evory8HAEBAXYlVQAQHR2N7t27Iz09HVVVVdBqtdL8Ji8vL3h4eCAuLs4s2TBdbFp8PG9vb4SFhSEnJwfLly/HyJEj7R6WFGuBJSYmIicnBz4+PtLizBqNBgEBAUhKSqrXRPPalhwyGAxQKBS4cuWKlHSJ8Xh6elq9TfVhSPH/VVVVOHr0KIqKiuDr64sePXpIzxF7vYiIWha7Eyu9Xo+DBw8iLS0N+/btQ1ZWFtq2bYsxY8YgPj7eGTG6peoTvMUESux1EhMmpVIJlUplkRwNGDAAXl5eUk+O6fUN7cmRy+UYM2YMfvnlF1RVVUGpVErrVpWVlcHDwwNjxoyRkpm6FpsODg5GdnY2MjMzERsba3c8CQkJePDBB/Hqq6/i3Llz0lqBrVq1QmJiYr2HGetackir1UKlUiE0NNSm+xMTYFO//PIL3nrrLZw6dQqCIMDb2xvXXXcdEhMTERcXB4PBAL1ej8rKSqnXq3pvFxMvIqLmw+bEavXq1UhLS0NWVhY6dOiAuLg4TJ06FW+88Qbatm3rzBjdikqlQlBQEBQKhZSwiP+3p9elek9OcHAwvLy8oNVqpdpONfXkGI1GZGZmoqCgAKGhoYiJiTHbz2g04ocffoCfnx8qKyuh0+mkHitfX18olUr88MMPeOKJJyCXy+tcbNrLywvFxcUoKCiw/wnDtWHGNWvWwMPDA507d5Z6rMrLy7FmzRrExMQ4ZJjRkcmpGLfp8Kg4rJqSkoL9+/dbHR4Ve7hMe7vEf00TLyZdRETuya7EqkOHDnj66acxduxYFmysgSOfF7Gq+/Lly5GdnY3i4mKoVCqo1eoaJ4ynpKRI++v1eqhUKosJ5mIPVPv27eHt7Y3y8nKUl5fD19cXvr6+0Gg0Zj1Qju75MWU6zNixY0ez5CcoKMihw4zBwcHSEGNdyak9cdszPCom2jUlqeIcL7GHy7S3S0y4mGwRETVdNidWH3zwAfbt24ft27fjlVdeQbdu3RAfH48BAwYgPj4ewcHBzoyzxRKrutfWAyWy1oNibYK5vT1Qzuz5aYxhRjE5PX78uDR5vbbk1JVx1zTHS0y4qidb4tI/AOdzERE1BTYnVtdffz2uv/56ANfm4WRkZCAtLQ3r1q3DggUL0KVLFwwcONBq8VBqGLlcXueXsz09KGIPVFFREYqKiiwmrwcHB5v1QDVkWLIuzh5mBK4lV8OHD8eWLVuQlpaG+Ph43HvvvWZnWNqrMeI2VVfCJQ4v6vV6VFRUwNvbW6ovxmSLiKjx1GtNDz8/P4wYMQJPPvkknn32WcyaNQuXLl3Cp59+6uj4yEb29KDExMSgdevWuHDhAjQajdnZiBqNBhcuXEDr1q3NeqBMF5suLy9Hbm4uysvLoVarsWbNGodMMLemIcOMopSUFIwbNw7PP/88Pv/8czz//PMYN24cUlJS6n2fjRG3LcSEy9fXF61atULr1q0RFhaGDh06oGPHjmjXrh2CgoKkEhNi5XsiInIOu36yG41GHD58GH/99RfS0tJw4MABVFRUoF27drjxxhsxcOBAZ8VJdahvD4q1JKymHg57hiVt1dgTzMUEw9H1txwdd0OJay8qFAqpHplYssO0h8v0j0OKREQNZ3Ni9cADDyAzMxPl5eVo06YNBg4ciEWLFmHQoEHo1KmTM2MkG9gzwTwzMxP5+fno2LGjxVCgt7c3goKCkJ+fb3V+kC3DkvZw5jCjteFRcXkcR9ffcmTczqJQKODj42P1OtNJ82JxVJ1OB51Ox0nzRER2sDmxCggIwMKFCzFw4EB07drViSFRfdjTg/LTTz9Br9ejffv20jIy4lmBPj4+EAQBubm5DpsfVJf6nP1oi8acGO/IuF2hpjlcYh0urVYLnU4HrVZrURKCiIj+x+bE6r///a8z46AGsqcHpXrvlq+vL2QymdSbUVFR0Sjzg0w5Y5ixsSbGOzrupkShUMDb29usF1TsyTL9Y68WEdE1NidWmZmZKCkpwQ033CBt27FjB1atWoWKigqMHj0azz//vN0L5ZLj2NqD0lTnBzl6mNGZ9bdMOTrupq56z5bRaIRer4dOp5P+ZbJFRC2VXQVCBw4cKCVW2dnZePbZZ3HHHXegR48e+PDDD9GmTRtpsWZyDVt6UJxZONNUXRXgna2pJpDNjVimw8vLS9omJlvV/wwGAxMuImrWbE6ssrOz8fjjj0uXd+3aBbVajaVLlwIA2rVrh3feeYeJVRNgSw+K2Lu1bNkyHDp0SCqcGRUVhUWLFjV4fpAtFeCdrbESSLJkLdkCYFbY1DThMhqNTLaIqFmwObG6cuWK2ZBJWloahg8fLl2OiopCbm6uY6Mjt2RrBfjG4KzK61Q/SqUSSqXSbJsgCFaTLbGqPBMuInInNidWoaGhuHDhAtq3bw+9Xo+jR4/i0Ucfla4vLy+3+MCkpqt68hMYGAiFQoFDhw41KPmp7xp6ziQOj6anp0uV1+Pi4thT1UTIZLJaz0g07eXS6XTScKJCoXBRxERENbM5sRo+fDhWrlyJBQsW4Oeff4aXl5fZcFN2djbrWdnI1XOPGlLfqa7YnV3ioL7E4VGFQoHo6GgmVW7A2hmJwLXip1qtFsXFxdLwrliDiz1cRORqNidWjz32GObNm4dp06bBx8cHr732mtkZgNu2bcOwYcOcEmRz0hTmHtU3+bEl9sZeQ49aHg8PD3h7e0OpVCI0NFTquap+dqL4f87fIqLGZHNiFRwcjC1btqC0tFRaFsTU22+/XWNVZ7qmqcw9qk/yY2vsjVXigKg6axPmBUGQyj+IRU7Fni2j0ejCaImoubJrrUAA0rpj1QUGBjY0lmbNdPitXbt2uHz5MnQ6HTw9PdGuXTtcunSpxuE3jUaDGTNm4PTp0+jevTs2bdpUaxJbUlKCIUOGIC8vD23btsWff/5pdnxMkx8PDw9kZ2ejsrISSqUSERERqKysNEt+TGMPDAzE8ePHpSVwrrvuOpSUlEixm5Y46NChA4qLi6XeraCgoFpLHOj1erz22ms4deoUevTogaefftphddE0Gg2mTZuGI0eOoE+fPvj4449rXd7FnqHasrIy3H777fj333/RpUsXfP311/Dz83NI3PbGotVq8dhjj+HgwYOIjo7G22+/bXFmnrszGo3IyMhAWloaDAZDrfPlZDKZlGy1atUKAKS5WlqtVkq2muIQotFoxJEjR5CVlQWj0Yi+fftyCNuN8Xi2HDKhCXySbNmyBR9++CHy8/MRGRmJ559/Hmq1usb9v//+e7z99tvIyclB165dsWDBAowYMcKmxyorK0NsbCwyMjLq/PIzGAzSF1RDJ8pmZGRg4sSJuHr1KkpKSiyuDwwMREBAAL766iuz4bfBgwfjr7/+sth/0KBBSE1Ntdjetm1bXL582WJ7mzZtkJeXB+DaG3zs2LH46aefaoz3xhtvxO7duyGXy6XYz507V+P+nTt3lmJPSUnB1KlTUVhYaPZFJZPJEBISgs8//9yiZ+7BBx/Ehx9+iKqqKmmbh4cHZs+ejTVr1tT4uLaw5zm0d6i2d+/eOHbsmMX2Xr164ejRow2K295Ybr31Vnz77bcW22+55Rbs3LmzQbE0FeJzYnqGZ2RkZIOG0sXFqcUkq6KiwuXDh6mpqVi7di1Onz4NrVYLLy8vdO/eHXPmzMHgwYNdEpMzGQwGHDt2DL169WqWJyW0tOMpCALKysoc8t1pyp7vb1dyebq8a9cuLFu2DA8//DC2b9+OyMhIzJ49G4WFhVb3P3DgAObPn48777wTO3bswKhRo/Dwww/jxIkTjRy5fQoKCnD58mWrSRVwrZfp8uXLZsNvNSUEAPDXX39ZvCFrSqoA4PLly2jbti2Aa0Mm+/fvrzXe/fv3S7+mCgoKak2qAODcuXNS7JmZmSguLrb4UhIEAcXFxcjMzDTb/uCDDyI5OdksqQKuTVJOTk7Ggw8+WOtj18ae51Ac7szKyoKfnx/at28PPz8/abgzJSXF7PY1JVUAcOzYMfTu3bvecdsbS01JFQB8++23uPXWW+sdS1Nh+pz4+/sjNDQU/v7+NT4nthIXpw4ODkb79u3RrVs3dOrUCW3btkVQUJA09UEul0Mul1vMS3S01NRULF68GNnZ2fD19UVQUBB8fX2RnZ2NxYsXW/1BRU0Xj2fL4/Ieq8mTJyMqKgqLFy8GcK03ZcSIEZg+fTrmzJljsf/jjz+OiooKJCcnS9umTJmCyMhIvPTSS3U+nqt6rFJTUzFkyJA69/vzzz8xePBgaDQa+Pr61rl/eXk5fHx8UFJSgqCgoDr3Ly4uBgCb9w0MDMR3332HW265pc79v/32W4wZMwZt27ZFcXGxNIdLEATpy0in0yEoKAh5eXnw8PCAXq+Hr6+vlFSZdo2Lc2A8PDxQXl5u97CgPc+hl5cXxo4dW2OV9pycHKjVaqkXr6ysrMZhcVOlpaV2/7ISexRtjUWr1Vqdz1ZdRUWF2w4LWntOxB4ra8+Jo5nW2hL/xEnyjhxGNBqNmD17NrKzs9G2bVvIZDJUVFTA29sbgiAgLy8PERER+PDDD5vVMFJz7bFqqcezpfdY2T3HypH0ej2OHDmCxMREaZtcLseQIUMsejVEBw8exMyZM822DRs2DD///HONj6HX66XLZWVlAK69kQ0GQ63xidfXtZ8tfvzxR5v3i4+Px7Rp02zaf9q0afjiiy9s7k62p9t58ODBOHz4sF2xvPXWW7hy5QqUSqXVDwqlUokrV65gy5YtmDZtGpYtW2Y1qRIvG41GVFVVYdmyZXjuuedsjl2Mx9b9kpKScPz48VrPlDx+/DjS09MRGxtrcw/QrbfeWuNrsyYZGRl2xfLYY4/ZdL+PPfYY3nvvPbtiaSqqPydiEiMm7dWfE2fw8PCQzkgUicOIphPkxTpb9Zkcf+TIEZw+fRqBgYFW29mqVSucPn0ahw8fRp8+fRzWNldz5GdtU9JSj6fI0cfTXV4fLk2siouLYTAYEBISYrY9JCQEp0+ftnobcRJv9f1rOn0/OTkZq1evttielZVl81mMhw4dsmm/2qSnp9u838GDB3HkyBGb9j9y5AgOHjyInJwcm/a3dT9x34MHD+Lq1as27X/16lWkpaXBaDRCoVDU+MViNBqRlpaGvn37mj0vtf3iF58Xe9jzHKalpUk9IBqNxmrMGo0GaWlpUCgUOHnypE33ffLkSbvjtjcWW+//4MGDdsfSVNT0nFRUVACwfE4am0wmk4YJxbpaVVVVZsmWLT/msrKypB5IsW3AtZMSgGvvEa1Wi6ysrGbVwyFq6lM67NVSj6dSqUSHDh0c8t1pytrnYVPk0sSqMSQmJmLWrFnS5bKyMowYMQJqtdqmocBDhw4hKiqqwR/WcXFxNc6Bqb5fdHQ0+vTpY9OHTJ8+fRAdHY2wsDAcP368zv3DwsIAwOZ9o6OjERAQUOPcMFMBAQGIj4+XhmmtfVCIZxPGx8cjOjra7HmxNndFTLbE58Ue9jyH8fHx0lwaa8Nq4pe6GPd1111nU5J63XXX2R23wWCwK5bo6GikpaXVeb/ivu6o+nMiCII0pGI6LCg+J02JOIxo2qtV0xCi0WiEl5eXVDpC/OL18vKShpG8vLygVqvRq1cvF7bKsQwGA06cOIHw8PBmNxTYEo8ncO1zyhHfnabEEaemzqVzrPR6PaKjo7Fq1SqMHj1a2v7000/j6tWreP/99y1uM3LkSMycOdNsOHDVqlX4+eef8c0339T5mK6aY1V9LlH1eTOA+VyipjTH6tKlS2jfvn2d++fm5iI0NFSaYyV+eIjEDxXOsaod51hZcvUcK0eraQjRYDDggQcewNGjR1vUnBzOsWpex7Olz7Fy6ZFUqVTo06eP2VkRRqMRqampVuscAdd+dVc/y+vPP/9scr9Sq1OpVJg9e7Z02dqv1dmzZ0vJg4+PDwYNGlTrfQ4aNEgazgwMDESbNm1q3b9NmzYIDAy0a18AaNeuXZ3rQCqVSrRr1w4eHh545pln4OHhAa1Wi6qqKmmelFarNbsesHxejEaj9CcyfV7sYc9zKJfLkZSUBH9/f+Tk5ECj0UjDSzk5OQgICEBSUpL04efn51fnL8xevXrV681vbyxeXl51nlxwyy23uG1SBdj/nDR14pmIQUFBaNeuHbp27YpOnTqhQ4cOeOaZZ9C7d2/IZDKoVCp4enpCq9UiLy8Pfn5+mDNnjtu0s6WTy+WYM2cOfH19kZeXh4qKCqm3lcez+XL50Zw1axa2bt2K7du349SpU3jxxRdRUVGBiRMnAgAWLlyIlStXSvvPmDEDv//+O9avX49Tp07hnXfesWuCtSutWbMGiYmJUlIh8vDwQGJiokW9ptTU1BoTA2s1mPLy8mpMmEzrWNm7L3Ctx62m5EqpVJqdIDB//nwsW7YMQUFB0kK6BoMBQUFBWLZsGebPn292e3ufF3vY8xwmJCQgOTkZarUa5eXlyM3NRXl5OdRqNdasWWNRJ+no0aM1JlcNrWNlbyw7d+6sMblqLnWsTJ+TsrIyFBQUoKysrMbnxN2oVCr4+flh7NixeOWVVxAVFQUfHx/4+vqiffv2GDlyJF577TUMHTrU6SUfyHEGDx6Ml156CREREdBoNCguLoZGo0FERASWLFnSLOtYtXQuL7cAAB9//LFUILRXr1547rnn0K9fPwDA9OnTERYWhuXLl0v7f//993jrrbekAqFPPfVUky8QasreCuOOrrxefd/BgwcjJycHYWFhSE1NrbWK/qVLl9CrVy+UlpbC398fx44dQ7t27azuW1VVhc8++0yqSH7XXXdZJE+mWHm94bG0lMrr6enpSEtLQ3x8fK2V192Z2M709HQMHDgQMTExMBqNNZ6F2AQ+yuutuQ4FmjIajTh8+DCysrKgVqubdeX1lj4U2CQSq8bUFBKrpobtbF5aQjtbQhsB29op1tMyrR7fFJfoqU1LSKyAltPOlp5YNfuzAomImjNPT094enpKJ1NU79USa/m5W7JF5K6YWBERNSNyuRze3t5mZ4oajUYpwTL9Mx1GZMJF5BhMrIiImjmxjlL1+XaVlZVWEy4mW0T1x8SKiKiFUiqVUCqVZvXexN4tcT1E8V/2bhHZhokVERFJTHu3TIvgsneLyDZMrIiIqE419W5VT7jYu0UtHRMrIiKqF7lcLp2VaMo02RL/745lIIjqg4kVERE5lLXeLXEx6up/VVVVEASh2RbLpJaHiRURETmdTCaz2rslriNaVFSEoKAgVFVVQa/Xw2g0sneL3BITKyIichkPDw94e3vD09MTrVu3hkKhkHq3TIcUdTqd1LvFhIuaMiZWRETkcqaJUk29W+Ki7tUny5smW0y4yNWYWBERkVtQKBQWVeUFQbBaCqKyspLJFrkEEysiInJbMpkMKpUKKpXKbLvBYKizFASRMzCxIiKiZkehUEChUJgt4yMIAnQ6HbRarfTHmlvkaEysiIioRZDJZBZrJppOkjft4eK8LaovJlZERNRiicOI1WtuVVZWSn81TZQnsoaJFRERkYma5m2JC1SbJlo6nY41t8gMEysiIiIbmC5QLTKtKK/T6ThJnphYERER1ZdpzS1/f38AMCtwapps6fV6eHjwa7e54xEmIiJyINNky8/PT9qu1Wpx5coVhIaGwmAwsJp8M8XEioiIqBEolUrI5XIEBwdDoVAAgDQ53rRni8mWe2NiRURE5CJKpRJKpdLsrERxIWrTZIuV5N0HEysiIqImxMPDAx4eHvDx8ZG2iUOH1SfKM9lqephYERERNXEKhQI+Pj5myZbRaLSYHM9aW67HxIqIiMgNyeVyi0WpTWttmSZbrLXVeJhYERERNRO21trSarVMtpyEiRUREVEzVletLdMq8lyUuuGYWBEREbUwpsmWqerrI4p/7N2yHRMrIiIiAvC/8g+mk+Sr926JfywBYR0TKyIiIqpRTb1bBoNBSrK0Wi20Wi2qqqpgNBpdFGnTwMSKiIiI7KZQKKSzElu1agUA0Ov1qKioQHl5uYujcx0mVkREROQQKpUKCoUCBoPB1aG4jNzVARARERE1F0ysiIiIiByEiRURERGRgzCxIiIiInIQJlZEREREDsLEioiIiMhBmFgREREROQgTKyIiIiIHYWJFRERE5CBMrIiIiIgchIkVERERkYMwsSIiIiJyECZWRERERA7CxIqIiIjIQZhYERERETmIh6sDaGyCIAAAysrK6tzXYDBAo9GgrKwMCoXC2aG5DNvZvLSEdraENgJsZ3PDdjaM+L0tfo83VS0usSovLwcAjBgxwsWREBERkb3Ky8vh7+/v6jBqJBOaeurnYEajEZcvX4avry9kMlmt+5aVlWHEiBH49ddf4efn10gRNj62s3lpCe1sCW0E2M7mhu1sGEEQUF5ejjZt2kAub7ozmVpcj5VcLke7du3suo2fn1+zfhOI2M7mpSW0syW0EWA7mxu2s/6ack+VqOmmfERERERuhokVERERkYMwsaqFSqXCI488ApVK5epQnIrtbF5aQjtbQhsBtrO5YTtbhhY3eZ2IiIjIWdhjRUREROQgTKyIiIiIHISJFREREZGDMLEiIiIichAmVrXYsmULEhISEBUVhcmTJyMrK8vVITnUO++8g4iICLO/sWPHujqsBtu/fz8efPBBDBs2DBEREfj555/NrhcEAW+//TaGDRsGtVqNmTNn4uzZs64Jtp7qamNSUpLFsZ09e7aLoq2/5ORkTJo0CTExMRg8eDDmzp2L06dPm+2j0+mwZMkSDBw4EDExMZg3bx4KCgpcFHH92NLO6dOnWxzTxYsXuyhi+33yySe49dZb0b9/f/Tv3x9Tp07Fr7/+Kl3fHI4jUHc73f041mTt2rWIiIjAK6+8Im1rLsfUXkysarBr1y4sW7YMDz/8MLZv347IyEjMnj0bhYWFrg7Noa677jr88ccf0t8nn3zi6pAaTKPRICIiAi+88ILV6z/44ANs3rwZL774IrZu3Qpvb2/Mnj0bOp2ukSOtv7raCADXX3+92bH973//24gROkZaWhruvfdebN26FRs2bEBVVRVmz54NjUYj7fPqq6/i//7v//DWW29h8+bNuHz5Mh555BEXRm0/W9oJAFOmTDE7pgsXLnRRxPZr164dFixYgK+++grbtm3DoEGD8PDDD+PkyZMAmsdxBOpuJ+Dex9GarKwsfPbZZ4iIiDDb3lyOqd0EsurOO+8UlixZIl02GAzCsGHDhOTkZBdG5VirVq0SbrvtNleH4VTh4eHCTz/9JF02Go3C0KFDhXXr1knbrl69KvTt21f49ttvXRFig1VvoyAIwtNPPy089NBDLorIeQoLC4Xw8HAhLS1NEIRrx65Pnz7C999/L+3zzz//COHh4UJmZqaLomy46u0UBEGYNm2asHTpUhdG5XgDBgwQtm7d2myPo0hspyA0v+NYVlYm3HTTTcLevXvN2tbcj2lt2GNlhV6vx5EjRzBkyBBpm1wux5AhQ5CZmenCyBzv33//xbBhwzBq1CjMnz8fFy9edHVITnXhwgXk5+ebHVt/f3/069ev2R3btLQ0DB48GGPGjMELL7yA4uJiV4fUYKWlpQCAVq1aAQAOHz6MyspKs+PZo0cPdOjQAQcPHnRFiA5RvZ2inTt3YuDAgbjllluwcuVKVFRUuCK8BjMYDPjuu++g0WgQExPTbI9j9XaKmstxBICXXnoJI0aMMDt2QPN9b9qixS3CbIvi4mIYDAaEhISYbQ8JCbGY9+DO1Go1li1bhm7duiE/Px/vvvsu7r33XuzcubPZLhCan58PAFaPbXMa+7/++utx4403omPHjjh//jz++9//4j//+Q8+//xzKBQKV4dXL0ajEa+++ir69++P8PBwAEBBQQGUSiUCAgLM9g0JCZGOtbux1k4AuOWWW9ChQwe0adMG2dnZeOONN3DmzBmsXr3ahdHaJzs7G3fddRd0Oh18fHzw7rvvomfPnjh27FizOo41tRNoHsdR9N133+Ho0aP48ssvLa5rju9NWzGxasFGjBgh/T8yMhL9+vXDDTfcgO+//x6TJ092YWTUUOPHj5f+L06QHT16tNSL5Y6WLFmCkydPNot5gLWpqZ1Tp06V/h8REYHWrVtj5syZOHfuHDp37tzYYdZLt27dsGPHDpSWluKHH37A008/jY8//tjVYTlcTe3s2bNnsziOAJCbm4tXXnkF69evh6enp6vDaVI4FGhFUFAQFAqFxUT1wsJChIaGuigq5wsICEDXrl1x7tw5V4fiNK1btwaAFndsO3XqhKCgIPz777+uDqVeXnrpJfzyyy/YuHEj2rVrJ20PDQ1FZWUlrl69arZ/YWGhdKzdSU3ttKZfv34A4FbHVKVSoUuXLujbty/mz5+PyMhIbNq0qdkdx5raaY07HkcAOHLkCAoLCzFx4kT07t0bvXv3RlpaGjZv3ozevXs3u2NqDyZWVqhUKvTp0wepqanSNqPRiNTUVLNx8uamvLwc58+fb9Yv+o4dO6J169Zmx7asrAx///13sz62ly5dQklJidsdW0EQ8NJLL+Gnn37Cxo0b0alTJ7Pr+/btC6VSaXY8T58+jYsXLyI6OrqRo62/utppzbFjxwDA7Y6pKaPRCL1e32yOY03Edlrjrsdx0KBB2LlzJ3bs2CH99e3bF7feeqv0/+Z8TGvDocAazJo1C08//TT69u0LtVqNjRs3oqKiAhMnTnR1aA7z/9q796imyz8O4O9hDMURSEwPSAwZNlGHTiQTkdvRIG4TpPIGJkIaJRAi4h0VuYqaQwXFNDExjwkJGh7Q5HJKTEkxjoAObKkYiIlyUbDx+8PDfoyNCbrfD7XP6xzPYc/3+T7XHffZ8zzb4uPj4ejoCCMjI9TV1UEkEkFDQwPu7u793bQX0tzcLLfqdvPmTVy9ehW6urowMjKCn58fdu3aBQ6HA2NjY3z11VcYOnQopk2b1o+t7htVfdTV1UVycjKcnZ1hYGCAP//8E4mJieBwOJg6dWo/trrv1q9fj5ycHOzcuRODBw+Wnc3Q0dHBwIEDoaOjg5kzZyIuLg66urpgsViIjo6GQCB4pf7zflY/JRIJsrOzYW9vDz09PVRWViI2NhbW1tYYNWpUP7e+d5KSkmBnZwdDQ0M0NzcjJycH58+fx969e1+beQRU9/N1mMdOLBZL7gwgAGhra0NPT0+W/rrMaV9RYNUDV1dX3Lt3D9u3b0d9fT0sLCyQlpb2Wm0X3blzB2FhYbh//z709fVhZWWFI0eOQF9fv7+b9kJ+//13+Pn5yR7HxsYCALy8vBAXF4fAwEC0trZi7dq1ePDgAaysrJCWlvZKnRNQ1ceoqChUVVXJzngMHToUU6ZMQUhICJhMZn81+blkZGQAePqlil3FxsbK3uSsXLkSGhoaCA4ORltbG2xtbVV+v9fL6Fn97Hznf+DAAbS0tMDQ0BDvv/8+goKC+qO5z6WhoQHLly9HXV0ddHR0wOPxsHfvXkyZMgXA6zGPgOp+1tbWvvLz2Bevy5z2FaOjo6OjvxtBCCGEEPI6oDNWhBBCCCFqQoEVIYQQQoiaUGBFCCGEEKImFFgRQgghhKgJBVaEEEIIIWpCgRUhhBBCiJpQYEUIIYQQoiYUWBFCCCGEqAkFVoS8RG7evAkejyf7/bCXgVgsxkcffQQ+nw+hUKg0j6+vLzZt2vRC9XTve0lJCXg8nsKPuPb2fmX6WmZv8Xg85Ofnq7VMQsiriQIrQrqIjIwEj8fD7t275dLz8/PB4/H6qVX9SyQSYdCgQcjNzcX+/ft7zBMSEqLWegUCAYqLi6Gjo9Or/IaGhiguLsbIkSPV2g5CCOkLCqwI6UZLSwt79uxBY2NjfzdFbdra2p77XolEAisrKwwfPhxDhgxRmkdPTw8sFuu561CGyWSCzWaDwWD0Kv+AAQPAZrPxxhv0E6gdHR148uTJS1cWIf8GFFgR0o2NjQ0MDAyQmpraYx6RSKSwLbZ//344OTnJHkdGRiIoKAgpKSmwsbHBxIkTkZycjCdPniA+Ph7vvvsu7Ozs8P333yuUX11djVmzZoHP58Pd3R3nz5+Xu15VVYWAgAAIBALY2Nhg2bJluHfvnuy6r68vNmzYgE2bNmHSpElYuHCh0n5IpVIkJyfDzs4OY8eOhVAoRGFhoew6j8dDeXk5duzYAR6PB5FIpLSc7luBTk5OSElJwYoVKyAQCODg4IDvvvtO7p6ysjLMmDEDfD4f3t7eClt4XbftmpqaYGlpiYKCArk8eXl5EAgEaG1tVboVWFBQAGdnZ1haWsLX1xe3bt2Su78381hWVoYFCxZg0qRJsLKywrx581BeXq50HICnQeyGDRtga2sLPp8PR0dHlc+lzudJcnIy3nvvPUyYMAFr166VC4alUilSU1Ph5OQES0tLeHp6Ijc3V2GsCgoK4O3tDT6fj4sXLyqtr7S0FEKhUDbunaux3bdgu5fV1taG6OhoTJ48GXw+H7Nnz0ZZWZms3GPHjmHixIlydXVf6e0c78OHD8Pe3h7jxo1DSEgIHj582OP4EPKqocCKkG40NDQQFhaGgwcP4s6dOy9U1rlz51BXV4eDBw8iMjISIpEIixYtgq6uLo4cOYJZs2Zh3bp1CvUkJCRgwYIFyMrKwvjx47F48WL8/fffAIAHDx5g/vz5GD16NI4ePYq0tDQ0NDQgNDRUrozMzExoamoiIyMD69evV9q+AwcOYN++fVi+fDmOHz8OW1tbBAUF4caNGwAg21rz9/dHcXEx/P39e933ffv2YezYscjKysKcOXMQFRWF6upqAEBzczMWLVoELpeLY8eOYcmSJYiPj++xLBaLBQcHB+Tk5MilZ2dnY9q0aRg0aJDCPbW1tfjiiy/g6OiIrKwsfPjhh0hKSup1+zs1NzdjxowZOHToEI4cOQIOh4NPP/0UTU1NSvOnp6fjzJkz2LZtG3Jzc5GYmIjhw4errOOXX36BWCxGeno6tmzZgry8POzYsUN2PTU1FVlZWVi/fj1OnDiBTz75BMuWLVMIuJOSkrB06VKcPHlS6dZ1U1MTPvvsM7zzzjvIzMxESEgIEhMTlbape1kJCQk4deoU4uLikJmZCQ6Hg4CAANy/f/8ZIyhPIpHgxx9/REpKCtLS0nD16lVERUX1qQxCXmYUWBGixPTp02FhYYHt27e/UDl6enpYvXo1zMzM4OPjgxEjRuDRo0dYvHgxTE1NsWjRImhqaiqsLsydOxfOzs7gcrmIioqCjo4Ojh49CgA4ePAgRo8ejbCwMHC5XIwePRoxMTEoKSlBTU2NrAxTU1NERETAzMwMZmZmStu3d+9eBAYGws3NDWZmZli2bBlGjRqFb775BgDAZrMxYMAAaGtrg81mY/Dgwb3uu52dHebOnQsOh4PAwEAMGTIEJSUlAICcnBxIpVLExMRg5MiRcHR07HFVrZOnpyfy8/PR2toK4GmQcPbsWXh4eCjNn5GRARMTE0RGRsLMzAyenp7w8vLqdfs7TZ48GUKhEFwuF1wuFxs3bkRrayt+/fVXpflra2vB4XBk26cTJ06Eu7u7yjqYTKZsLBwcHBAcHIwDBw5AKpWira0NqampiImJwdSpU/H222/D29sbnp6eCquAwcHBmDJlCkxMTKCnp6dQT3Z2NgAgOjoa5ubmsLe3R0BAgNI2dS2LyWTi8OHDiIiIgL29PczNzbFx40ZoaWnJnpe99fjxYyQkJMDCwgLW1tZYvXo1Tp48ifr6+j6VQ8jLig4jENKD8PBwzJ8//5kv+KqYm5tDQ+O/718MDAzkDlcPGDAAenp6aGhokLtPIBDI/n7jjTcwduxY2WpPRUUFSkpK5PJ0kkgkGDFiBABgzJgxKtvW1NSEuro6TJgwQS59woQJqKio6GUPe9Z1xYTBYMDAwEDWT7FYDB6PBy0tLVkeZf3pys7ODpqamjhz5gzc3Nxw6tQpsFgs2NjYKM0vFothaWkplzZ+/Pg+9+Pu3bvYtm0bzp8/j4aGBkilUrS2tuL27dtK83t5ecHf3x8uLi6YOnUqHBwcYGtrq7IOHo8nt+omEAjQ0tKC2tpatLS0oLW1VWG1sL29HRYWFnJpfD5fZT01NTUK497TPV3TJRIJ2tvb5Z4rmpqasLS0hFgsVllnd4aGhhg2bJjssUAggFQqRU1NDdhsdp/KIuRlRIEVIT2wtraGra0tkpKS4O3tLXeNwWCgo6NDLk3ZAd/uB6kZDIbSNKlU2ut2tbS0wNHREeHh4QrXur4wKdse+39S1s/uY9YXTCYTzs7OyM7OhpubG3JycuDq6vpCh9V7M4/Lly/H/fv3sWrVKhgZGYHJZOLjjz9Ge3u70jLHjBmD06dPo7CwED///DNCQ0NhY2Pz3KufLS0tAJ5uB3YNSICnY9KVOue8r2VpaGgojGVPY0TI64y2AglRYenSpfjpp5/w22+/yaXr6+vj7t27ci8k6vzuqUuXLsn+fvLkCcrLy2XbeWPGjMG1a9cwfPhwcDgcuX/a2tq9roPFYmHo0KEoLS2VSy8tLYW5ubla+tETLpeLyspKPH78WJbWtc898fDwQHFxMa5du4Zz5871uA3YWceVK1fk0i5fviz3uDfzWFpaCl9fX9jb22PkyJFgMpmy8249YbFYcHV1RXR0NLZu3YpTp06pPItUWVmJR48eyR5funQJ2traMDQ0BJfLBZPJxO3btxXm29DQUGU7uhsxYgSqqqrkDsZ3HyNlTExMoKmpKfdcaW9vx5UrV2TPlSFDhqC5uVkWCAJQuvJZW1uLv/76S66vGhoaspVWQl51FFgRogKPx4OHhwfS09Pl0idNmoR79+5hz549kEgk+Pbbb1FUVKS2eg8dOoS8vDyIxWJs2LABjY2NmDlzJgBgzpw5aGxsRFhYGMrKyiCRSFBUVIQVK1bgn3/+6VM9CxcuxJ49e3Dy5ElUV1dj8+bNqKiogJ+fn9r6ooy7uzsYDAZWr16N69evo6CgAF9//fUz77O2toaBgQHCw8NhbGyMcePG9Zh31qxZuHHjBuLj41FdXY3s7GxkZmbK5enNPJqamuL48eMQi8W4fPkywsPDMXDgwB7r3bdvH3JyciAWi1FTU4Pc3Fyw2Wy8+eabPd7T1taGVatWycZCJBJh3rx50NDQAIvFgr+/P2JjY5GZmQmJRILy8nKkp6cr9OdZPDw80NHRgTVr1kAsFqOoqEg27qq+1kJbWxuzZ89GQkICCgsLcf36daxZswaPHj2Cj48PAGDcuHEYNGgQtmzZAolEguzsbBw7dkyhLC0tLURGRqKiogIXLlxAdHQ0PvjgA9lqa15eHlxcXPrUL0JeJhRYEfIMwcHBClt1XC4X69atw6FDhyAUClFWVtanT8w9y9KlS7F7924IhUJcvHgRu3btgr6+PgBg2LBhyMjIgFQqxcKFC+Hh4YGYmBjo6OjInefqDT8/PyxYsABxcXHw9PREUVERdu7cCVNTU7X1RZnBgwcjJSUFVVVVmDFjBrZu3ap0a7M7BoMBNzc3VFRUqFytAgAjIyOIRCKcPn1a9hH/L7/8Ui5Pb+Zx06ZNaGxshJeXFyIiIuDr64u33npLZd/S0tLg4+MDHx8f3Lp1C7t371Y5N5MnTwaHw8HcuXMRGhoKJycnLFmyRHY9NDQUQUFBSE1NhaurKwICAnD27FkYGxurHIPuWCwWdu3ahatXr0IoFGLr1q34/PPPAShuK3YXHh4OZ2dnREREwMvLC3/88QfS0tKgq6sL4OkHNRITE1FYWAgPDw+cOHFCrg+dTExMMH36dAQGBsLf3x88Hg/r1q2TXX/48KHchzAIedUwOl7k0AMhhJAXEhkZiQcPHmDnzp39Uv/x48excuVKXLhwQeVKnDqIRCLk5+fjhx9++J/WQ0h/osPrhBDyL5KVlQVjY2MMGzYMlZWV2Lx5M1xcXP7nQRUh/xYUWBFCyL9IfX09tm/fjvr6erDZbLi4uChskRJCnh9tBRJCCCGEqAkdXieEEEIIURMKrAghhBBC1IQCK0IIIYQQNaHAihBCCCFETSiwIoQQQghREwqsCCGEEELUhAIrQgghhBA1ocCKEEIIIURN/gOnG1ttA3zRTgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Spearman correlation: -0.04 (p-value 0.70)\n"
+     ]
+    }
+   ],
+   "source": [
+    "ratio_df = results_df.groupby(['sequence', 'group_size'])['is_SW'].mean().reset_index()\n",
+    "\n",
+    "sns.set_style(\"ticks\")\n",
+    "fig_size, axs_size = plt.subplots(1,1)\n",
+    "sns.regplot(\n",
+    "    data=ratio_df, x='group_size', y='is_SW',\n",
+    "    scatter=True, ax=axs_size,\n",
+    "    color=\"black\"\n",
+    ")\n",
+    "fig_size.suptitle(\"Proportion of SWs among whistles depending on dolphin group sizes.\")\n",
+    "# fig_size.set_size_inches(2, 6)\n",
+    "fig_size.subplots_adjust(\n",
+    "    top=0.92\n",
+    ")\n",
+    "axs_size.set_xlabel(\"Number of individuals per group.\")\n",
+    "axs_size.set_ylabel(\"SWs Ratio of SW per identified whistle\")\n",
+    "axs_size.xaxis.grid(True)\n",
+    "axs_size.yaxis.grid(True)\n",
+    "# fig_size.savefig(\"/home/loic/Pictures/CDD/regplot_group_size.pdf\")\n",
+    "plt.show()\n",
+    "sns.reset_orig()\n",
+    "\n",
+    "r = stats.spearmanr(\n",
+    "    ratio_df[\"group_size\"], \n",
+    "    ratio_df[\"is_SW\"])\n",
+    "\n",
+    "print(f\"Spearman correlation: {r[0]:.2f} (p-value {r[1]:.2f})\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Interactions\n",
+    "#### Activation sequence VS behaviour"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_65076/1504090358.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  interaction_axs.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set_style(\"ticks\")\n",
+    "interaction_fig, interaction_axs = plt.subplots(1,1)\n",
+    "hue_order=[\"Milling\", \"Socialising\", \"Travelling\", \"Foraging\", \"Attraction\"]\n",
+    "bars = sns.barplot(\n",
+    "    data=results_df, x=\"activation_state\", y=\"is_SW\", hue=\"behaviour\",\n",
+    "    capsize=0.05, width=0.8, \n",
+    "    order=[\"BEF\", \"BEF+DUR\", \"DUR\", \"DUR+AFT\", \"AFT\"], \n",
+    "    hue_order=hue_order,\n",
+    "    n_boot=10000, seed=42, ax=interaction_axs,\n",
+    ")\n",
+    "\n",
+    "# Apply hatch patterns : ['/', '\\\\', '|', '-', '+', 'x', 'o', 'O', '.', '*']\n",
+    "unique_colors = np.unique(np.array([bar.get_facecolor() for bar in bars.patches]), axis=0)\n",
+    "hatch_patterns = ['.', '-', '/', '\\\\', 'o']\n",
+    "for bar in bars.patches:\n",
+    "    color = bar.get_facecolor()\n",
+    "    index = [i for i, unique_color in enumerate(unique_colors) if np.all(unique_color == color)]\n",
+    "    bar.set_hatch(hatch_patterns[index[0]])\n",
+    "    bar.set_facecolor('gray')\n",
+    "interaction_axs.legend(title=\"Behaviour\", handlelength=3, handleheight=1.5)\n",
+    "\n",
+    "interaction_fig.set_size_inches(10, 6)\n",
+    "interaction_fig.suptitle(\"Proportion of SWs among whistles depending on behavioural state and activation of the beacon.\")\n",
+    "interaction_fig.subplots_adjust(\n",
+    "    top=0.92\n",
+    ")\n",
+    "interaction_axs.set_xlabel(\"Beacon activation state\")\n",
+    "interaction_axs.set_ylabel(\"Ratio of SW per identified whistle\")\n",
+    "interaction_axs.xaxis.grid(True)\n",
+    "interaction_axs.yaxis.grid(True)\n",
+    "interaction_axs.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n",
+    "# interaction_fig.savefig(\"/home/loic/Pictures/CDD/regplot_interaction_beahviour_beacon.pdf\")\n",
+    "plt.show()\n",
+    "sns.reset_orig()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Too many variations and missing modalities, cannot easily determine true variations.\n",
+    "\n",
+    "#### Fishing net interactions\n",
+    "\n",
+    "The presence of a fishing has no effect alone. But maybe when considering interactions it reveals an effect?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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g1Zicli1bokGDBuLA33PnzkEikagNALa3t1d5TZqbm8POzq7Q15mZmRmAV7/G3zx9XxSnTp1Camoq/P398ezZM/GfgYEBGjVqJJ4RMjY2hpGREWJiYtS6Rgrz5MkTXLlyBT169FB5zn18fGBvb69Sd+/evahUqRJ8fHxUYnF0dISpqana2SkrKyuVs5hmZmbo3r07Ll++jMTERHGbHh4eqFy5sso2vb29kZOTo9ZV3KlTJ1SpUkVcfvO9r83xFOb1M5B5+0lOThY/I44fPw4A6Nevn0q9tw1kz3Ps2DFYWlqqjPczMjJCYGAg0tPTtT7uso7dMaXA9OnTYWdnB6lUiurVq8POzk7lgxwADA0N1U4pPnz4EFZWVuKHX5569eqJj7+udu3aavuuU6cOMjIyxAGZGRkZsLOzU6tXr1495Obm4vHjxyqnows71auJR48eqXXxAEDdunXFx/O6ioBXidPr8sZMFHY58LNnz7Q+Lk1ZWVlh5syZmDFjBu7cuYMTJ05gxYoVWLJkCaysrMSxBnndA68nGnmDWSUSCVxdXREbG4vevXsjNjYWNWrUUDnW4cOH49SpU+jVqxdq164NHx8fdO7cWaOrZ6KiovDrr7/i9u3byMrKEsvze+5q1Kihspz3YV5QeUpKCmrVqoVHjx4B+L/nLY9MJkOtWrXUXosffPCB2lVSVapUwbVr18Tlhw8f4sMPP1SrV1j3xes8PT2RnZ2NCxcu4IMPPkBSUhI8PT1x8+ZNnDt3DsCrJMTe3l6l6zO/482Lr7Av+Vq1amHw4MFYuXIldu7cCU9PT/j5+aFr164qX4qaunPnDgConZ7Pk/e+l8lk+OKLLzBnzhz4+PigUaNG+Oijj9C9e3dYWloWuP285yy/zwU7OzuVJPXu3bt4/vw5mjVrlu+2kpKSVJZr166t9rzVqVMHwKvn1dLSEnfv3sW1a9cK3GbeZ1KeN5+TvC/mvPe+NsdTmII+Y1JSUmBmZoZHjx7BwMBA7f2T337z8/DhQ9SuXVvtMz7vczvvOPK87bjLOiYhpYCLi4t4dUxBZDKZ2ou2NCjpEeYFtYHwxkDckiaRSGBnZwc7Ozt89NFHaNeuHX7//XcxCTEwMICrqyvi4uIgCAJiY2NVJsRyc3PD1q1bxbEib16+Wa9ePezduxdHjhzB8ePHsX//fmzYsAFjxozB559/XmBcO3bsQFBQENq0aYOhQ4fCwsICUqkU4eHh+f6SKuislq7bvSQujXRyckKFChVw9uxZ1KxZExYWFrCzs4Onpyc2bNggXhKf36WyRY0vKCgIPXr0wKFDh3Dy5EnMmjUL4eHh2Lx5s1bjEoD/a9u5c+fmm0y8HuOgQYPg5+eHgwcP4sSJE1i8eDF+/vlnrF69Gg0bNizSsbwuNzcXFhYWmD9/fr6PFzTm623b9PHxwbBhw/J9PC9pyVPQc6Lr935p+4wpqePWFyYhZZiNjQ1Onz4tDrLLc+vWLfHx1+V3FcmdO3dgYmIifoiYmJjg9u3bavVu3boFAwODfH8hvkmbeUBq1qxZ4P7yHn9X5ubmOjkuTdWqVQuVK1cWTzvn8fDwwLFjx3Do0CEkJSWpXNbr5uaGhQsX4tixY3j58qXaJb/Aqy6MTp06oVOnTlAqlRg3bhyWL1+OkSNHFpgM7tu3D7Vq1UJoaKjK87JkyRIdHe0rec/TrVu3VLq8lEolHjx4AG9vb623aWNjg5s3b4oDdvPkDdx+G5lMBhcXF5w7dw41a9YUT2N7eHhAqVTi999/x9OnT9G4cWOtYytM3lUvn332GWJjY9G3b19s3LgREydO1Go7ee1oYWGhUft9+OGHGDJkCIYMGYI7d+6ge/fu+PXXXwtMHPKes/w+F958r3z44Yc4ffo03N3dYWxs/NZY7t69q/a85Z3Zyftc+vDDD5Genl6k10Z+tDmed91Pbm4uHjx4oJIoaXqVno2NDa5du4bc3FyVhEeXn3llSen7aU0aa9myJXJycrB+/XqV8lWrVkEikaBly5Yq5XFxcbh06ZK4/PjxYxw6dAg+Pj6QSqWQSqXw8fHBoUOHVC7te/r0Kf744w94eHiodf3kJ2+CtbzLEgvj6+uL+Ph4xMXFiWXp6enYvHkzbGxstOrLLYiujutNf/31lzje4HXx8fFITk5W6/7J6zqJiIiAiYmJypUpLi4uMDQ0REREhErdPP/995/KskwmQ7169SAIgkoXy5vyfkW9/qvpr7/+Urvk+l15e3vDyMgIa9euVdlXZGQknj9/Ll7xoo3mzZsjISFB5TLbzMxMbN68WeNteHh4ID4+HtHR0WKbmpubo169euIlwa+P/XgXaWlpyM7OVimTy+UwMDCAUqkUy0xNTTU6ld6iRQuYmZkhPDw83+f49S7UN2fc/fDDD1GxYkWV/b7JysoKDg4OiIqKUnmvnjx5Um0sVseOHZGTk4OffvpJbTvZ2dlqx/PkyROVS2PT0tKwfft2ODg4iGd1OnbsiLi4OHGMxetSU1PV2vJttDmed9G8eXMAwIYNG1TK161bp9H6LVu2RGJiInbv3i2WZWdnY+3atTA1NdV5Ulza8UxIGebn54cmTZpg4cKFePjwIRQKBU6ePIlDhw7h008/Ves7l8vlGDp0qMolusCry/vyTJgwAadOnUK/fv3Qr18/SKVSbNq0CUqlUuUStcI4OjoCABYuXIhOnTrByMgIrVq1yncisxEjRmDXrl0YPnw4AgMDUaVKFWzfvh0PHjzA0qVLddYFpYvjetOOHTuwc+dO8fp9IyMj/PPPP9i6dSsqVKiAUaNGqdR3cXGBkZER4uLi4OXlpTLQ08TEBAqFAnFxcahcubLKOBgAGDp0KKpXrw53d3dYWFjg1q1bWLduHXx9fQtNoD766CPs378fY8aMwUcffYQHDx7gt99+g729fb4JVFGZm5tj5MiRCA0NxbBhw+Dn54fbt29jw4YN4jwI2urTpw/WrVuHyZMnY+DAgbC0tMTOnTvFsz6anHHz9PTE8uXL8fjxY5Vkw9PTE5s2bYKNjY3W3SQFOXPmDL799lt06NABderUES/flkqlaN++vVjP0dERp0+fxsqVK2FlZQVbW9t8x0WZmZlhxowZmDJlCgICAtCpUyeYm5vj0aNHOHr0KNzd3TF9+nTcuXMHgwYNQocOHWBvbw+pVIqDBw/i6dOn8Pf3LzTmSZMmYeTIkejXrx969uyJ5ORkrFu3DvXr11d5fXh5eaFPnz4IDw/HlStX4OPjAyMjI9y5cwd79+7FtGnT0KFDB7F+nTp1MG3aNFy8eBEWFhbYunUrkpKSVC7pHjp0KA4fPoxRo0ahR48ecHR0REZGBq5fv459+/bh0KFDWnfzaHo87yJvPqbVq1cjOTlZvEQ370zP216Xffr0waZNmxAUFIRLly7BxsYG+/btQ2xsLL766qsi/SAqy5iElGEGBgZYtmwZlixZgt27d2Pbtm2wsbHBlClTMGTIELX6jRs3hqurK8LCwvDo0SPY29sjJCQEDRo0EOvUr18f69evx4IFCxAeHg5BEODi4oJ58+bl+0GZHxcXF4wfPx6//fYbjh8/jtzcXBw6dCjfJKR69er47bffMG/ePKxbtw6ZmZlQKBRYvnw5PvrooyK3zZt0cVxv6tOnD4yNjXHmzBkcPnwYaWlpqFatGnx8fDBy5Ei1vvgKFSrAyckJcXFx+Xa3uLu749KlS3B1dVVLvvr06YOdO3di5cqVSE9PxwcffIDAwEB89tlnhcYYEBCAp0+fYtOmTThx4gTs7e0xb9487N27FzExMUU67oKMGzcO5ubmWLduHUJCQlClShX07t0bkyZNKtJ8BhUrVsTq1asxa9YsrFmzBqampujevTvc3Nwwbtw4jcYjubm5QSqVwtjYWOV1npeE6OosCPCqG6Z58+b4888/kZCQICaWK1asUJnQLigoCNOnT8eiRYvw8uVL9OjRo8DXYJcuXWBlZYWff/4Zv/zyC5RKJaytreHp6YmAgAAArwb5+vv74/Tp0/j9998hlUpRt25dLFq0SCX5yU/Lli2xePFiLFq0CAsWLMCHH36IkJAQHDp0SO318e2338LJyQm//fYbFi5cCKlUChsbG3Tt2lXt9VynTh188803mDt3Lm7fvg1bW1ssXLgQLVq0EOuYmJhg7dq1CA8Px969e7F9+3aYmZmhTp06GDduXJEG82pzPO9izpw5qF69Onbt2oUDBw7A29sbCxcuRIcOHd46K7SxsTHWrl2L+fPnIyoqCmlpabCzs0NISIj4nL5PJEJ5Gd1ChVIoFOjfvz+mT5+u71CI3smqVasQEhKCY8eOqV3GTvrn5+eH+vXrIzw8XN+hlKgrV66ge/fumDdvXpHO/L2vOCaEiEqtly9fqixnZmZi06ZNqFOnDhMQ0ps3X5cAsHr1ahgYGLx3YzreFbtjiKjUGjt2LGrWrIkGDRogLS0Nv//+O27dulXgFR9EJSEiIgJ///03mjZtCqlUimPHjuHYsWPo06ePTq+0ex8wCSGiUqt58+aIjIzEzp07kZOTA3t7e3HAM5G+uLm54eTJk/jpp5+Qnp6OGjVqYNy4cWqD0entOCaEiIiI9IJjQoiIiEgvmIQQERGRXjAJKWbx8fH45JNP4OrqCoVCgStXrmDp0qVQKBRabSc6OhoKhQJ79+59a92goCD4+fkVNWSiErNt2zYoFAqVmWz1KTAwUO2u1CWlLLxvX7x4gWnTpsHHxwcKhQKzZ8/Weht5n39v3qBO10pqP/RuODC1GGVlZWHChAmQyWQIDg6GsbHxe3dfgHeVkZGBiIgIeHl5oUmTJvoOh8qBmzdvYs+ePejRo8c73wVaWwkJCdi8eTPatGmjMm1/WREeHo6oqCh89tlnqFWrlnjn1/wsX74c9vb2+d4gkCgPk5BidO/ePTx8+BCzZs0S76YKAKNHj8aIESOKbb/fffddubnDYkZGBkJDQzF27FgmIaQTN2/eRGhoKLy8vNSSkF9++aVY9/3kyROEhobCxsZGLQkpC+/bM2fOoFGjRhg7duxb64aHh6N9+/ZMQqhQ7I4pRnmnAd+cftjQ0FCjKaeLysjI6K1TB5M6QRDynYSI3h8ymUxv752y8L5NSkpC5cqV9R0GlSNMQopJUFAQBgwYAAAYP348FAqF2Nec35iQkydPom/fvvD09ISbmxvat2+PH3/8UW27ubm5WLZsGVq2bAlnZ2d8+umnareQfrNv+cGDB1AoFPjll1+wadMm8YZrPXv2RHx8vNo+9uzZg06dOsHZ2RmdO3fGgQMHNO6v9vPzw8iRI3Hu3Dl8/PHHcHZ2RuvWrbF9+3a1uqmpqZg9ezZ8fX3h5OSEtm3b4ueff0Zubq4Yd7NmzQAAoaGh4i3Sly5dWuD+88YYnD17FtOnT0eTJk3g7u6OKVOmICUlJd9Yjx8/joCAALi4uOC3337TKLY8u3btQkBAANzc3ODu7o4uXbpg9erVWh1n3rFq8xz9888/GD9+PJo2bQoXFxe0b98eCxcuVKmTkJCA4OBgeHt7w8nJCf7+/oiMjCyw7V63detWDBw4EM2aNYOTkxM6deqkdtfQ19tQk+f7xo0bGDhwIFxcXNCyZUv89NNPau1ZkKtXryIoKAitW7eGs7MzfHx8EBwcrHZ34bzj/uqrr9C8eXM4OTnBz88P//vf/6BUKrFt2zaMHz8eADBw4EDxNRUdHQ1AdUzI06dP0bBhQ4SGhqrt49atW1AoFOKdU5OTkzFnzhx06dJFfC0MGzYMV69eFdeJjo7Gxx9/DAAIDg4W971t2zYA+Y8JSU9Pxw8//CC+dtq3b49ffvlF7YyJQqHAt99+i4MHD6Jz587i833s2DGN2jcpKQlfffUVvL29xRsORkVFqcSeN3bnyJEjYuwFjeVRKBRIT09HVFSUWDcoKEilzvPnzxEUFARPT094eHggODgYGRkZatvasWOH+P708vLCxIkT8fjxY42OC3h1B+rx48fD3d0dTZo0waxZs9TuOqzpfs6dO4fPP/8cH330EZycnODr64vvv/8+3x8vmrxHL1++jGHDhsHd3R1ubm749NNP1e5wnfeZdv78eYSEhKBp06ZwdXXFmDFjysV4F3bHFJM+ffrA2toay5cvR2BgIJydnVG9evV86964cQMjR46EQqHA559/DplMhrt37yI2Nlat7ooVKyCRSDBkyBCkpaUhIiICX3zxBbZs2fLWmP744w+8ePECffr0gUQiQUREBMaNG4eDBw+KNxg7cuQIJk6cCLlcjsmTJyMlJQXTpk3Taorsu3fvYvz48fj444/Ro0cPbN26FUFBQXB0dET9+vUBvOpmGTBgABISEvDJJ5+gRo0aiIuLw48//ojExERMmzYN5ubmmDFjBmbMmIG2bduibdu2AKDRoN5vv/0WlStXxtixY3H79m1s3LgRjx49wtq1a1Xucnn79m1MnjwZffr0Qe/evWFnZ6dRbMCrxHHSpElo1qwZvvjiCwCvvpxiY2Px6aefanyc2j5HV69eRf/+/WFoaIg+ffrAxsYG9+7dw+HDhzFx4kQAr75Ae/fuDYlEgv79+8Pc3BzHjh3DtGnTkJaWhkGDBhXafhs3bkT9+vXh5+cHQ0ND/Pnnn5g5cyYEQUD//v21fr4TExMxcOBA5OTkYMSIETAxMcHmzZs1PiN46tQp3L9/HwEBAbC0tMSNGzewefNm3Lx5E5s3bxaf04SEBHz88cd4/vw5evfujbp16yIhIQH79u3Dy5cv0bhxYwQGBmLt2rUYNWoU6tatCwD5jm2oXr06GjdujD179qh1P+zevRtSqVS8c+z9+/dx8OBBdOjQAba2tuJNAwcMGIBdu3bB2toa9erVw+eff44lS5agT58+8PDwAIB8b2YIvDozN3r0aDF5cXBwwPHjxzF37lwx0Xrd+fPnsX//fvTr1w8VK1bE2rVr8fnnn+PPP/9EtWrVCmzbly9fIjAwEPfu3UP//v1ha2uLvXv3IigoCKmpqfj0009Rr149zJ07FyEhIfjggw8wePBgACjwLrdz587F119/DRcXF/Tu3RsA1O7qPWHCBNja2mLSpEm4fPkytmzZAnNzc5W7Wi9btgyLFy9Gx44d8fHHH+PZs2dYt24d+vfvj+3bt2t0VmbChAmwsbHB5MmTceHCBaxduxapqamYO3eu1vvZu3cvXr58ib59+6Jq1aqIj4/HunXr8O+//2LJkiXi9jR5j964cQP9+/dHxYoVMWzYMBgaGmLTpk0IDAzEunXr1G5qOGvWLPEz7eHDh1i9ejW+/fZbLFq06K1tUKoJVGzOnDkjyOVyYc+ePSrlS5YsEeRyubi8cuVKQS6XC0lJSW/dVseOHYXMzEyxfPXq1YJcLheuXbsmlk2dOlVo1aqVuHz//n1BLpcLXl5eQnJyslh+8OBBQS6XC4cPHxbLOnfuLLRs2VJIS0sTy6KjowW5XK6yzYK0atVKkMvlwtmzZ8WypKQkwcnJSfjhhx/EsrCwMMHV1VW4ffu2yvrz588XHBwchEePHonryuVyYcmSJW/dtyAIwtatWwW5XC706NFDUCqVYvmKFSsEuVwuHDx4UC3WY8eOqWxD09hmzZoluLu7C9nZ2QXGo+m2tHmO+vfvL7i5uQkPHz5U2WZubq7491dffSX4+PgIz549U6kzceJEwcPDQ8jIyCgwZkEQ8n18yJAhQuvWrVXKNH2+Z8+eLcjlcuGvv/5Sqefh4SHI5XLh/v37Wsfzxx9/qO17ypQpQoMGDYT4+Hi1+nnts2fPHkEulwtnzpxRqzNgwABhwIAB4vJvv/2m9v4SBEHo1KmTMHDgQHE5MzNTyMnJUalz//59wcnJSQgNDRXL4uPjBblcLmzdulVt32++bw8cOCDI5XLhp59+Uqk3btw4QaFQCHfv3hXL5HK54OjoqFJ25coVQS6XC2vXrlXb1+tWrVolyOVyYceOHWKZUqkU+vTpI7i6ugrPnz8Xy1u1aiWMGDGi0O3lcXV1FaZOnapWnvf5FxwcrFI+ZswYwcvLS1x+8OCB4ODgICxbtkyl3rVr14SGDRuqlRe0n1GjRqmUz5gxQ5DL5cKVK1e03k9+r8Pw8HBBoVCovB81eY9+9tlngqOjo3Dv3j2xLCEhQXBzcxP69+8vluV9pg0aNEhl/e+//15wcHAQUlNTC22H0o7dMaVAXpZ96NCht56eDggIUOk3zrsV+f3799+6n06dOqFKlSoFrpuQkIDr16+je/fuqFixoljPy8sLcrlcw6MB7O3tVW6Rbm5uDjs7O5UY9+7dCw8PD1SuXBnPnj0T/3l7eyMnJwdnz57VeH/56dOnj8rt4/v27QtDQ0McPXpUpZ6tra3K7cW1ia1y5crIyMjAyZMnC4xD2+N823P07NkznD17Fj179lS70irvbIAgCNi/fz/8/PwgCILKfps3b47nz5/j0qVLhbafsbGx+Pfz58/x7NkzeHl54f79+3j+/LlKXU2e76NHj8LV1RUuLi4q9bp06VJoHPnFk5mZiWfPnom/FPOOJTc3FwcPHkSrVq3g7Oysto3Xz4Bpqm3btjA0NMTu3bvFsuvXr+PmzZsqU8fLZDIYGLz6OM3JycF///0HU1NT2NnZ4fLly1rvFwCOHTsGqVSqdsnwkCFDIAiCWleLt7e3ytmGBg0awMzM7K2fDceOHYOlpSU6d+4slhkZGSEwMBDp6env/F4syCeffKKy7OnpieTkZKSlpQEADhw4gNzcXHTs2FHlNVy9enXUrl1b7EJ7mzfP3OV1k+e1nzb7ef11mJ6ejmfPnsHNzQ2CIIjPsybv0ZycHJw8eRJt2rRBrVq1xMetrKzQuXNnnD9/XmyHPHlnNl9vr5ycHDx8+FCjdiit2B1TCnTq1AlbtmzB119/jQULFqBZs2Zo27YtOnToIH6w5XnzRZ2XwKSmpr51P2/eWCnvyy5v3UePHgFQP20KALVr19b4wzS/GzhVqVJFZUzG3bt3ce3aNXHMx5veta+zdu3aKssVK1aEpaWl2hs2v0s0NY2tX79+2LNnD4YPHw5ra2v4+PigY8eOaNmypdbbyvO25yjvC6WwpPDZs2dITU3Fpk2bsGnTJo32+6bz589j6dKluHDhglo//fPnz1UGW2vyfD969Ejt9DIA2NnZFRpHnuTkZISGhmL37t1ISkpSiwd4dUxpaWliF5AumJubo2nTptizZw8mTJgA4FVXjKGhodg9CLxKgNasWYMNGzbgwYMHyMnJER+rWrVqkfb98OFDWFlZwczMTKU8r+vozddyQc/D2z4bHj58iNq1a6t91uTtJ+9zQdcK+ixLSUmBmZkZ7ty5A0EQ0K5du3zXNzTU7Ovrzc+CDz/8EAYGBuJ4Fm328+jRIyxZsgSHDx9WG2OWlzRo+h7NyMjI9/Vfr1495Obm4vHjxyqv5Xf57C/NmISUAsbGxli/fj2io6Nx5MgRHD9+HLt378amTZvw66+/QiqVinXf/KDII2hwad/r29F2XW0UtJ/X5ebmwsfHB8OGDcv38Tp16ug0poK8/ssmj6axWVhYYPv27Thx4oR4F81t27ahe/fumDNnjlbbyqOL5yjvbFrXrl3Ro0ePfOsUNq7m3r17GDRoEOrWrYugoCDUqFEDRkZGOHr0KFatWqV2tk6T5/tdTZgwAXFxcRg6dCgcHBxgamqK3NxcDBs2rNgva/X390dwcDCuXLkCBwcH7NmzB02bNlUZD7F8+XIsXrwYPXv2xPjx41GlShUYGBjg+++/L7HLbkvq/a0rb/ssy83NhUQiwYoVK/I9NlNT0yLt980zYpruJycnB4MHD0ZKSgqGDRuGunXrwtTUFAkJCQgKCtJ4kHVRvctnf2nGJKSUMDAwQLNmzdCsWTMEBwdj+fLlWLhwIaKjo+Ht7V0iMeRl2vfu3VN77M0rcN7Vhx9+iPT09LceW1FOoQOv4m3atKm4/OLFCyQmJqqcpXjX2IBXp+H9/Pzg5+eH3NxczJgxA5s2bcJnn32G2rVra7UtTeSdur1+/XqBdczNzVGxYkXk5uYWab+HDx+GUqnEsmXLVH59aXr6Oz81a9bM9zV0+/btt66bkpKC06dPY9y4cSoDRO/cuaNSz9zcHGZmZrhx40ah29P2NdWmTRtMnz5d7JK5c+cORo4cqVJn3759aNKkCb7//nuV8tTUVJVBodrs28bGBqdPn0ZaWprK2ZBbt26Jj+uCjY0Nrl27htzcXJUvurz96GuCxQ8//BCCIMDW1lbjM2b5uXv3rkqXx927d5GbmyueBdV0P9evX8edO3cwZ84cdO/eXSx/sztW0/eoiYlJvq//W7duwcDAIN8zW+URx4SUAsnJyWpleRMZKZXKEovD2toacrkc27dvx4sXL8TymJiYQt9QRdGxY0fExcXh+PHjao+lpqYiOzsbAGBiYiKWaWPTpk3IysoSlzdu3Ijs7GyNkhBNY3vz8lADAwPxDEPe86bptjRlbm6Oxo0bY+vWrWqnyfN+EUmlUrRv3x779u3L93l7W1dM3q/B139hPX/+HFu3btUq1tf5+vriwoULKpcbP3v2DDt37nzrugX9wn/zUmgDAwO0adMGf/75Jy5evKhWP+948l5Tb45tKUjlypXRvHlz7NmzB7t27YKRkZHaBFxSqVTtF+mePXuQkJCgUqbN67lly5bIycnB+vXrVcpXrVoFiUSi0WtZEy1btkRiYqLKuJfs7GysXbsWpqamaNy4cZG2a2pq+k5dBe3atYNUKkVoaKha2wqCkO/l2fl5s/3yLqvOaz9N95OXoL1eRxAErFmzRmUdTd+jPj4+OHTokMplzk+fPsUff/wBDw8PtW44TTx58gT//POPymdfacczIaVAWFgYzp07B19fX9jY2CApKQkbNmzABx98IF7GV1ImTpyIzz77DH379kVAQABSU1Oxfv16yOVylcTkXQ0dOhSHDx/GqFGj0KNHDzg6OiIjIwPXr1/Hvn37cOjQIZibm8PY2Bj29vbYs2cP6tSpg6pVq6J+/fpvHSiblZWFQYMGoWPHjrh9+zY2bNgADw8PtG7dWmexff3110hJSUHTpk1hbW2NR48eYd26dXBwcBD70zXdlja+/vpr9O3bFz169ECfPn1ga2uLhw8f4siRI9ixYwcAYPLkyYiOjkbv3r3Rq1cv2NvbIyUlBZcuXcLp06cRExNT4PZ9fHxgZGSEUaNG4ZNPPsGLFy+wZcsWWFhYIDExUatY8wwbNgw7duzAsGHDMHDgQPES3Zo1a+LatWuFrmtmZobGjRsjIiICWVlZsLa2xsmTJ/Odo2LSpEk4efIkAgMD0bt3b9SrVw+JiYnYu3cvNmzYgMqVK8PBwQFSqRQrVqzA8+fPIZPJ0LRpU1hYWBQYQ6dOnfDll19iw4YNaN68udqloR999BHCwsIQHBwMNzc3XL9+HTt37lT5BQ68+tVduXJl/Pbbb6hYsSJMTU3h4uKiVg94NQdLkyZNsHDhQjx8+BAKhQInT57EoUOH8Omnn+Y7dqso+vTpg02bNiEoKAiXLl2CjY0N9u3bh9jYWHz11VdF+jIEAEdHR5w+fRorV66ElZUVbG1t8x0XVJAPP/wQEyZMwIIFC/Dw4UO0adMGFStWxIMHD3Dw4EH07t0bQ4cOfet2Hjx4gFGjRqFFixa4cOECfv/9d3Tu3BkNGjTQaj9169bFhx9+iDlz5iAhIQFmZmbYt29fvomWJu/RCRMm4NSpU+jXrx/69esHqVSKTZs2QalUqlymrI0ff/wRUVFROHToUInfkqComISUAn5+fnj48CG2bt2K//77D9WqVYOXlxfGjRunNttqScTy448/YunSpViwYAHq1KmDkJAQbN++/a2nubVhYmKCtWvXIjw8HHv37sX27dthZmaGOnXqqB33rFmz8N133yEkJARZWVkYO3bsW5OQ6dOnY+fOnViyZAmysrLg7++Pr7/+WqPT4ZrG1rVrV2zevBkbNmxAamoqLC0t0bFjR4wbN0781aTNcWqqQYMG2Lx5MxYvXoyNGzciMzMTNWvWRMeOHcU61atXx5YtWxAWFoYDBw5g48aNqFq1Kuzt7cU5TQpSt25dLFmyBIsWLcKcOXNQvXp19O3bF+bm5mpzU2jKysoKa9aswaxZs/Dzzz+jatWq+OSTT2BlZaU2V0p+FixYgO+++w4bNmyAIAjw8fHBihUr1K5ssra2Fttm586dSEtLg7W1NVq2bCmO/7G0tMTMmTMRHh6OadOmIScnB2vWrCk0CfHz84OxsTFevHihclVMnlGjRiEjIwM7d+7E7t270bBhQ4SHh2PBggUq9YyMjPDDDz/gxx9/xIwZM5CdnY2QkJB8kxADAwMsW7YMS5Yswe7du7Ft2zbY2NhgypQpGDJkyFvbTFPGxsZYu3Yt5s+fj6ioKKSlpcHOzg4hISEICAgo8naDgoIwffp0LFq0CC9fvkSPHj20SkIAYMSIEahTpw5WrVqFsLAwAMAHH3wAHx8fjW/2t2jRIixevBgLFiyAoaEhBgwYgClTpmi9HyMjIyxfvhyzZs1CeHg4KlSogLZt26J///7o1q2byvY0eY/Wr18f69evx4IFCxAeHg5BEODi4oJ58+Zp3U5lmUQo66NaqER069YN5ubmWLlypb5DKdS2bdsQHByMyMjIfC/TJCKi0oNjQkhFVlaW2jiF6OhoXL16FV5eXnqKioiIyiN2x5CKhIQEDB48GF27doWVlRVu3bqF3377DZaWlmqTCxEREb0LJiGkokqVKnB0dMSWLVvw7NkzmJqawtfXF1988UWh958gIiLSFseEEBERkV5wTAgRERHpBZMQIiIi0gsmIURERKQXTEKIiIhIL5iEEBERkV4wCSEiIiK9YBJCREREesEkhIiIiPSCSQgRERHpBadtz0dubi6ePHmCihUranTrdyIiInpFEAS8ePECVlZWMDAo/FwHk5B8PHnyBL6+vvoOg4iIqMw6evQoPvjgg0LrMAnJR8WKFQG8akAzMzM9R6OdnJwcxMfHw8XFBVKpVN/hvBfY5iWPbV7y2OYlr6y2eVpaGnx9fcXv0sIwCclHXheMmZlZmUxCTE1NYWZmVqZetGUZ27zksc1LHtu85JX1NtdkOAMHphIREZFeMAkhIiIivWASQkRERHrBMSFERFTqCYKA7Oxs5OTk6DuUEpN3rC9fvixVY0KkUikMDQ11MoUFkxAiIirVlEolHj9+jPT0dH2HUqIEQYChoSHu3r1b6uasMjU1RY0aNSCTyd5pO0xCiIio1MrNzcXt27chlUpRs2ZNyGSyUveFXFwEQUBGRgZMTExKzTELggClUonExETcvn0b9evXf+uEZIVhEkJERKWWUqlEbm4uatWqBVNTU32HU6IEQUBubi6MjY1LTRICACYmJjAyMsLdu3ehVCphbGxc5G1xYCoREZV67/Jrm3RPV88Hn1UiIiLSCyYhREREpBdMQoiIqFwSBAHffPMNvLy8oFAo4OnpidmzZ2u0bmBg4FvrKhQKHDx4UBehvrdKxcDU9evX45dffkFiYiIaNGiAb775Bi4uLvnW3bx5M7Zv344bN24AABwdHTFp0iSV+kFBQYiKilJZr3nz5vjll1+K7yCIiKhUOXbsGKKiorBmzRrUqlULBgYGqFChgs62f+LECVSpUkVn2ysJ0dHRGDhwIM6ePYvKlSvrOxz9JyG7d+9GSEgIZs6ciUaNGmH16tUYOnQo9u7dCwsLC7X60dHR8Pf3h7u7O2QyGSIiIjBkyBDs2rUL1tbWYr0WLVogJCREXH7Xa5mJiKhsuX//PiwtLeHu7l4s27e0tCyW7b5P9N4ds3LlSvTu3Rs9e/aEvb09Zs6cCWNjY2zdujXf+gsWLED//v3h4OCAevXqYdasWcjNzcXp06dV6slkMlhaWor/SnO2+vLlS6SlpeHly5f6DoWIqFwICgrCd999h0ePHkGhUMDPz0+ti2X9+vVo164dnJ2d4e3tjc8//1xlG4IgYO7cufDy8oKPjw+WLl2q8vjr3TEPHjyAQqHA/v37ERgYiEaNGqFr166Ii4tTWWfz5s3w9fVFo0aNMGbMGKxcuRKenp4aHdPSpUvRrVs3bN++HX5+fvDw8MDEiRORlpYm1snNzUV4eDj8/Pzg4uKCrl27Yu/evWKMAwcOBAA0btwYCoUCQUFBGrZo8dDrmRClUolLly5h5MiRYpmBgQG8vb3VnriCZGRkIDs7Wy3JiImJQbNmzVC5cmU0bdoUEyZMQLVq1QqMQ6lUist5T2hOTk6xTxG8bNkyla6jHj16YPTo0UXeXl6879PUxvrGNi95bPOSp682z8nJgSAI4j9NffXVV6hVqxY2b96MLVu2QCqVYvz48QBeJRcXL17E7NmzMWfOHLi5uSElJQXnzp0T9yEIAqKiojBo0CBs2rQJFy5cQHBwMNzc3ODj4yPu583YFi5ciClTpqB27dpYtGgRJk2ahP3798PQ0BCxsbH43//+h8mTJ8PPzw+nT5/G4sWLxe286fVY8v6/d+8eDh48iGXLliE1NRUTJ07Ezz//jIkTJwIAwsPD8fvvv2PGjBmoU6cOzp49iy+//BLVqlWDh4cHlixZgs8//xx79uyBmZkZjI2NtWrXN487v+9JbV4jek1C/vvvP+Tk5Kh1u1hYWODWrVsabWP+/PmwsrKCt7e3WNaiRQu0bdsWtra2uH//Pn788UcMHz4cmzZtynf+/fDwcISGhqqVx8fHF/vkOG+OXYmKikKzZs3eebsXL158522QdtjmJY9tXvL00eaGhobIyMhAbm6uxutIpVIYGRlBIpGgYsWKAF6dJcjKykJ6ejru3LkDExMTNGnSBBUrVkS1atVQp04dcWr43Nxc2NvbY8iQIQCAdu3aYe3atTh+/Djc3NzE/WRmZiI9PV08kz1gwAB4eXkBAIYPH46PP/4Y165dg52dHVatWgVvb2/07dsXANC9e3ecPXsWx48fL3RK+oyMDABAVlYWcnNzMX36dPGYOnbsiJMnT2LkyJFQKpVYvnw5li1bhkaNGgEAOnTogJiYGGzYsAFOTk7ixGKmpqbiNooyHX5mZiaysrJw9epVtce02Z7ex4S8i59//hm7d+/GmjVrVAYb+fv7i38rFAooFAq0adNGPDvyppEjR2Lw4MHiclpaGnx9feHi4gIzM7NiPYa2bdviwIEDKsuurq5F3l5OTg4uXrwIZ2fnUnXDo/KMbV7y2OYlT19t/vLlS9y9excmJiZaz8yZN8V73o9JAwMDGBkZwdTUFK1atcKKFSvQtWtXtGjRAi1atECbNm1gYmIi1lUoFCo/RK2trZGamqpSVqFCBZiamoqxOTs7i4/XqlULwKsvZVNTU9y/fx9t2rRRWd/NzQ0nTpzI9wfvm9O2GxkZwdbWVmUsSs2aNXH48GGYmpri4cOHePnyJcaMGaOynaysLDg4OMDU1FT8rjQxMXmnH9l5bWlvb6/2vLzePfQ2ek1CqlWrBqlUiqSkJJXypKQkVK9evdB1f/nlF/z8889YuXIlGjRoUGjdWrVqoVq1arh7926+SYhMJst34KpUKi32N9vYsWNVkpCxY8fqZJ8lETupYpuXPLZ5ySvpNpdKpZBIJOI/bb2+3uv/V6pUCVFRUYiJicGJEyewZMkShIaGIjIyEpUrV4ZEIlG7U6xEIoEgCGplr+8j7+wL8H+ziua3zpt/F3Zsr++jsJjyzpiEh4erXKgB/F9C9vr+3mUq+Lz183s9aPP60OvAVJlMBkdHR5VBpXmDTF8/3fWmFStW4KeffkJERAScnZ3fup9///0XycnJHMlMREQiQ0NDeHt7Y8qUKfj999/x8OFDnDlzptj2Z2dnh7///lulTJfdW/Xq1YNMJsOjR49Qu3ZtlX81atQA8CpJAkrPeCq9d8cMHjwYU6dOhZOTE1xcXLB69WpkZGQgICAAADBlyhRYW1tj8uTJAF51wSxZsgQLFiyAjY0NEhMTAfxf/9aLFy8QGhqK9u3bo3r16rh//z7mzZuH2rVro0WLFno7TiIiKj3+/PNP3L9/H40bN0blypVx9OhR5Obmws7Ortj2OWDAAAwYMAArV65Eq1atcObMGRw7dkxnN6czMzPDkCFDEBISAkEQ4OHhgefPnyM2NhZmZmbo0aMHbGxsIJFIcOTIEfj6+qJChQri2BB90HsS0qlTJzx79gxLlixBYmIiHBwcEBERIXbHPH78WOVGOb/99huysrLULqUaO3Ysxo0bB6lUiuvXr2P79u14/vw5rKys4OPjg/Hjx3OuECIiAgBUqlQJBw4cQGhoKDIzM1G7dm0sWLAA9evXL7Z9enh4YObMmQgNDcWiRYvQvHlzDBo0COvXr9fZPiZMmABzc3OEh4fjwYMHqFSpEho2bIhRo0YBeDWuZdy4cViwYAGCg4PRvXt3/PDDDzrbv7YkQlGuzSnn0tLS4OHhgfPnzxf7wNS0tDR069ZNXN6xY8c77TMnJwcXLlyAq6sr+8pLCNu85LHNS56+2vzly5e4ffs27Ozs3umW8aXV119/jVu3bmHDhg1qjwmCIA5q1dXZEl0p7HnR5jtU75OVERERvS9++eUXXL16FXfv3sXatWuxfft29OjRQ99h6Y3eu2OIiIjeF/Hx8YiIiMCLFy9Qq1YtTJs2Db169QLwanqJR48eqdTPu/Jl5syZ6Nq1qz5CLlZMQoiIiEpI3gyp+fn555+RnZ0tLr8+T8jbpq0oq5iEEBERlQI2NjYqy6V5TIiucEwIERER6QWTECIiItILJiFERESkF0xCiIiISC+YhBAREZFeMAkhIiLSg+joaCgUCqSmpuo7FL1hEkJERGVSTm5umdhXXFwcHBwcMGLECB1GpDsKhQIHDx7Uy745TwgREZVJUgMDfL3hOG4/SSnW/dhZVcGsfkW/C3tkZCQGDBiAyMhIJCQkwNraWofRlW1MQoiIqMy6/SQFVx8+03cYBXrx4gV2796NrVu34unTp4iKihLvaJsnNjYWCxYswJ07d+Dg4IBZs2ZBLpcDAB49eoT58+cjNjYWWVlZsLGxwZQpU+Dr6wsAuH79OubOnYvz58/DxMQEPj4+CA4Ohrm5OQAgMDAQCoUCMpkMkZGRMDIywieffIJx48YBAPz8/AAAY8aMAfBqwrTDhw+XSNsA7I4hIiIqNnv27EHdunVRt25ddO3aFVu3bsWbN6+fO3cugoKCEBkZCXNzc4waNQpZWVkAgB9++AFKpRLr1q3Dzp078cUXX8DU1BQAkJqaik8//RQNGzZEZGQkIiIikJSUhAkTJqhsPyoqCqampti8eTO+/PJLhIWF4eTJkwBenaUBgJCQEJw4cUJcLilMQoiIiIpJZGSkeOO5Fi1a4Pnz54iJiVGpM3bsWPj4+EChUOCHH35AUlISDhw4AAD4999/4e7uDoVCgVq1aqFVq1Zo3LgxAGDdunVo2LAhJk2ahHr16qFhw4b4/vvvER0djdu3b4vbVygUGDt2LOrUqYPu3bvDyckJp0+fBgDxjEnlypVhaWkpLpcUdscQEREVg1u3buHixYsICwsDABgaGqJTp06IjIxEkyZNxHqurq7i31WrVoWdnR1u3boFAOjbty9CQkJw8uRJeHt7o127dmjQoAEA4OrVq4iOjoabm5vavu/duwc7OzsAr5KQ11laWiIpKUmnx1pUTEKIiIiKQWRkJLKzs9Gixf8NahUEATKZDNOnT9doGz169ICfnx+OHj2KkydP4ueff8bUqVMRGBiI9PR0tGrVCl988YXaepaWluLfhoaqX/USiUStS0hfmIQQERHpWHZ2Nnbs2IGgoCD4+PioPDZmzBj88ccfqFu3LgDgwoULqFmzJgAgJSUFd+7cER8DgBo1aqBv377o27cvFixYgM2bNyMwMBCOjo7Yt28fbGxs1BINbRgZGSEnJ6fI678LJiFERFRm2VlVKZX7OHLkCFJSUvDxxx+jUqVKKo+1a9cOkZGRmDJlCgDgp59+QrVq1WBhYYGFCxeiWrVqaNOmDQBg3rx58PPzg52dHVJTUxEdHY169eoBAPr164fNmzdj0qRJGDZsGKpWrYq7d+9i9+7dmDVrFqRSqUax2tjY4PTp03B3d4dMJkOVKsXfpnmYhBARUZmUk5v7TvN3aLsvqYHm13JERkbC29tbLQEBgPbt2yMiIgLXrl0DAEyePBmzZ88WL9FdtmwZZDIZBEFAbm4uvvvuO/z7778wMzNDixYtEBwcDACwtrbGxo0bMX/+fAwdOhRKpRI1a9ZEixYtYKBFrFOnTsUPP/yALVu2wNraukQv0WUSQkREZZI2SUFJ72v58uUFPubi4iImIAMHDgQAtGrVKt+6U6dOhampKSQSSb6P16lTB6GhoQXua+3atWplP/30k8qyn5+fOF9ISeMlukRERKQXTEKIiIhIL5iEEBERkV4wCSEiIiK9YBJCREREesEkhIiIiPSCSQgRERHpBZMQIiIi0gsmIURERKQXTEKIiIhIL5iEEBFRmSTkltydX4uyr6CgICgUCigUCjg5OaFt27YIDQ1FdnZ2MUSoG9HR0VAoFEhNTS2R/fHeMUREVCZJDKR4ui0IWU9vFet+jKrXRfWAH4q0bosWLRASEgKlUomjR4/i22+/hZGREUaOHKlST6lUQiaT6SLcMoVJCBERlVlZT28h698r+g6jQDKZDJaWlgCAfv364eDBgzh8+DBu376N1NRUODs7Y/369ZDJZDh8+DAeP36MH374ASdPnoSBgQFcXV3xzTffoFatWgBenamYN28ebt68CUNDQ9jb22PBggWwsbEBABw8eBBhYWG4efMmrKys0KNHD4waNQqGhq++7hUKBWbNmoUjR47gxIkTsLa2xtSpU9G6dWs8ePBAvKFe48aNAQA9evTADz8ULQHTBLtjiIiISkiFChWQlZUFADh9+jRu376NlStXIjw8HFlZWRg6dCgqVqyI9evXY8OGDTA1NcXw4cOhVCqRnZ2NMWPGoHHjxvj999+xadMm9OnTR7zD7rlz5zB16lQMHDgQu3fvxrfffott27ap3dE3NDQUHTt2xO+//46WLVviiy++QHJyMmrUqIGlS5cCAPbu3YsTJ05g2rRpxdoeTEKIiIiKmSAIOHXqFE6cOIEmTZoAAExNTTFr1izUr18f9evXx+7du5Gbm4vZs2dDoVCgXr16mDFjBh4/foyYmBikpaXh+fPnaNWqFT788EPUq1cPPXr0QM2aNQG8Si5GjBiBHj16oFatWvDx8cH48ePx22+/qcTSo0cPdO7cGbVr18akSZOQnp6O+Ph4SKVSVKlSBQBgYWEBS0tLVKpUqVjbpUjdMefOncNvv/2G+/fvY8mSJbC2tsb27dtha2sLT09PXcdIRERUJh05cgRubm7IysqCIAjo3Lkzxo0bh2+//RZyuVxlHMjVq1dx7949uLu7i2WCICAzMxP37t1D8+bNERAQgKFDh8LHxwfNmjVDx44dYWVlJa4fGxurcuYjJycHmZmZyMjIgImJCYBXXTJ5TE1NYWZmhmfPnhV3U+RL6yRk3759mDJlCrp06YLLly9DqVQCANLS0hAeHs4khIiI6P9r0qQJZsyYASMjI1hZWYljMwCISUGe9PR0ODo6Yv78+QBeJSB5yYOFhQUAICQkBIGBgTh+/Dj27NmDRYsWYeXKlXB1dUV6ejrGjRuHdu3aqcVRoUIF8W8jIyOVxyQSCXJzc3V2zNrQOglZtmwZZs6cie7du2PXrl1iubu7O5YtW6bT4IiIiMoyExMT1K5dW6O6jo6O2LNnDywsLGBmZgZBEJCeng5TU1Nx3AcANGzYEA0bNsTIkSPRp08f/PHHH3B1dUXDhg1x+/ZtjfeXn7wEJSenZC5/1joJuX37dr5nOypVqlRi1xUTEREBry6fLQ/7AIAuXbrgl19+wejRozF+/HhYW1vj1q1bOHbsGIYPH46srCxs3rwZfn5+sLKywu3bt3Hnzh1069YNADBmzBiMGjUKNWvWRPv27WFgYICrV6/i+vXrmDhxokYx2NjYQCKR4MiRI/D19UWFChVQsWLFYjtmrZOQ6tWr4969e7C1tVUpP3/+vHgJERERUXETcnOKPH9HUfYlMZAW6z5MTEywbt06zJ8/H2PHjsWLFy9gZWWFZs2awczMDC9fvsStW7cQFRWF5ORkWFlZoX///vjkk08AvJqTZPny5QgLC8OKFStgaGiIunXrolevXhrHYG1tjXHjxmHBggUIDg5G9+7di/USXa2TkN69e2P27Nn4/vvvIZFIkJCQgLi4OMyZMwefffZZccRIRESkpriTgnfdV2Ff3gU9ZmlpiTlz5gCAWneMmZkZwsLCCt1nixYt0KJFiwIfv3btmlrZuXPnVJbHjBmDMWPGFLofXdE6CRkxYgRyc3MxaNAgZGRkYMCAAZDJZBgyZAgCAwOLI0YiIiIqh7ROQiQSCUaPHo2hQ4fi3r17SE9PR7169Yq1z4iIiIjKnyJP2y6TyWBvb6/LWIiIiOg9olESMnbsWI03GBoaWuRgiIiI6P2hURJS3NO2EhERFUYQBH2HQK/R1fOhURISEhKik50RERFpI2/yrPT0dLUZRkl/0tPTAajPvqotrceEDBw4EKGhoahcubJKeVpaGj777DOsWbPmnQIiIiLKI5VKUbVqVTx58gQA1GYPLc/y7htjYGBQao4577LhJ0+eoGrVqpBK3+0yaa2TkJiYGPE2xK/LzMzE+fPn3ykYIiKiN33wwQcAICYi7wtBEJCVlQUjI6NSk4TkqVq1qvi8vAuNk5CrV6+Kf9+8eROJiYnicm5uLo4fPw5ra+t3DoiIiOh1EokENWrUgJWVVb4/gsurnJwcXL16Ffb29u98xkGXjIyMdBaPxklI9+7dIZFIIJFI8Omnn6o9bmxsjK+//lonQREREb1JKpWWqi/j4pZ3EzljY+Nye9waJyGHDh2CIAho06YNtmzZAnNzc/ExIyMjWFhYlNtGIiIiIt3TOAmxsbEBoNotQ0RERFRUBtquEBUVhSNHjojLc+fOhaenJz755BM8fPhQl7ERERFROaZ1ErJ8+XJUqFABABAXF4f169fjyy+/RNWqVTmfCBEREWlM60t0//33X9SuXRsAcPDgQbRv3x59+vSBu7s776JLREREGtP6TIipqSmSk5MBACdPnoS3tzcAoEKFCsjMzNRpcERERFR+aX0mxNvbG19//TUcHBxw584d+Pr6AgBu3LghDl4lIiIiehutz4T873//g6urK549e4YlS5agWrVqAIBLly7B399f5wESERFR+aT1mZDKlStj+vTpauWff/65TgIiIiKi94NGScjVq1chl8thYGDw1nlCGjRooJPAiIiIqHzTKAnp3r07Tp48CQsLC3H6dkEQxMfzliUSCa5cuaJ1EOvXr8cvv/yCxMRENGjQAN988w1cXFzyrbt582Zs374dN27cAAA4Ojpi0qRJKvUFQcCSJUuwZcsWpKamwt3dHTNmzECdOnW0jo2IiIiKh0ZJyKFDh8Rp2g8dOqTTAHbv3o2QkBDMnDkTjRo1wurVqzF06FDs3bsXFhYWavWjo6Ph7+8Pd3d3yGQyREREYMiQIdi1a5d4A70VK1Zg7dq1+OGHH2Bra4vFixdj6NCh2L17tzjHCREREemXRknI61e96PoKmJUrV6J3797o2bMnAGDmzJk4cuQItm7dihEjRqjVX7BggcryrFmzsG/fPpw+fRrdu3eHIAhYs2YNRo8ejTZt2gB4Naurt7c3Dh48yMGzREREpYTWA1MB4M6dO4iOjkZSUhJyc3NVHhs7dqzG21Eqlbh06RJGjhwplhkYGMDb2xtxcXEabSMjIwPZ2dmoUqUKAODBgwdITEwU5y8BgEqVKqFRo0aIi4vLNwlRKpVQKpXiclpaGoBXdzDMu4thcXlz+++6z7x1iztu+j9s85LHNi95bPOSV1bbXJt4tU5CNm/ejBkzZqBatWqoXr06JBKJ+JhEItEqCfnvv/+Qk5Oj1u1iYWGBW7duabSN+fPnw8rKSkw6EhMTxW28uc2nT5/mu43w8HCEhoaqlcfHx8PU1FSjOIoqIyNDZfnixYswMTF55+1evHjxnbdB2mGblzy2ecljm5e8stbm6enpGtfVOglZtmwZJkyYkG9XSUn7+eefsXv3bqxZs+adxnqMHDkSgwcPFpfT0tLg6+sLFxcXmJmZ6SLUAuWddcnj7Oz8TvvMycnBxYsX4ezsDKlU+q7hkQbY5iWPbV7y2OYlr6y2+Zvfa4XROglJSUlBx44dtV0tX9WqVYNUKkVSUpJKeVJSEqpXr17our/88gt+/vlnrFy5UuWyYEtLS3EbVlZWKtss6PJhmUwGmUymVi6VSov9iX9z+7raZ0nETqrY5iWPbV7y2OYlr6y1uTaxaj1jaocOHXDixAltV8uXTCaDo6MjTp8+LZbl5ubi9OnTcHNzK3C9FStW4KeffkJERAScnZ1VHrO1tYWlpaXKNtPS0vDXX38Vuk0iIiIqWRqdCVmzZo34d+3atbF48WL89ddfkMvlMDRU3cTAgQO1CmDw4MGYOnUqnJyc4OLigtWrVyMjIwMBAQEAgClTpsDa2hqTJ08G8KoLZsmSJViwYAFsbGzEMSCmpqaoWLEiJBIJBg4ciGXLlqF27driJbpWVlbi1TJERESkfxolIatWrVJZNjU1RUxMDGJiYlTK8xIAbXTq1Em8D01iYiIcHBwQEREhdsc8fvwYBgb/d8Lmt99+Q1ZWlto08WPHjsW4ceMAAMOHD0dGRgamT5+O1NRUeHh4ICIignOEEBERlSIaJSGHDx8u1iAGDBiAAQMG5PvY2rVrtY5FIpFg/PjxGD9+vE7iIyIiIt3TekzI/fv3iyMOIiIies9ofXVM27Zt8cEHH6Bx48bw8vKCl5cXateuXRyxERERUTmmdRJy9OhRREdH4+zZs4iIiMA333wDKysrNG7cGE2bNkWvXr2KI04iIiIqZ7ROQqytrdG1a1d07doVwKsp3JcvX46dO3di9+7dTEKIiIhII1onIRkZGTh//rx4dczly5dRt25d9O/fH15eXsURIxEREZVDWichjRs3RuXKldGlSxcMHz4cnp6e4s3jiIiIiDSldRLSsmVLnD9/Hrt27cLTp0/x9OlTeHl5wc7OrjjiIyIionJK6yTkp59+AgBcvXoVZ8+excmTJ7F48WJIpVJ4eXlhwYIFOg+SiIiIyh+t5wnJo1Ao4O7uDldXVzg7O+PZs2fYs2ePLmMjIiKickzrMyErV65EdHQ0YmNj8eLFCygUCjRu3Bi9e/eGp6dnccRIRERE5ZDWScgff/wBLy8v9OnTB56enqhUqVJxxEVERETlnNZJyNatW4sjDiIiInrPFHlMCBEREdG7YBJCREREesEkhIiIiPSCSQgRERHpBZMQIiIi0guNro7p3r07JBKJRhuMiop6p4CIiIjo/aBREtKmTRvx78zMTGzYsAH29vZwdXUFAPz111+4ceMG+vXrVyxBEhERUfmjURIyduxY8e9p06YhMDAQEyZMUKmzZMkSPH78WKfBERERUfml9ZiQvXv3onv37mrlXbt2xf79+3URExEREb0HtE5CjI2NERsbq1YeGxuLChUq6CQoIiIiKv+0nrb9008/xYwZM3D58mU4OzsDAOLj47F161Z89tlnOg+QiIiIyietk5ARI0bA1tYWa9aswe+//w4AqFu3Lr7//nt06tRJ5wESERFR+aR1EgIAnTp1YsJBRERE76RIk5WlpqZiy5Yt+PHHH5GcnAwAuHTpEhISEnQZGxEREZVjWp8JuXr1KgYPHoxKlSrh4cOH6NWrF6pWrYr9+/fj8ePHmDt3bnHESVowMjLSdwhERERvpfWZkB9++AE9evTA/v37IZPJxHJfX1+cO3dOp8GVdjm5ufoOQY1UKkXDho76DoOIiOittD4TcvHiRXz77bdq5dbW1khMTNRJUGWF1MAAX284jttPUoq8jdyslyrLw5fthYGRcZG3Z2dVBbP6tUBOTk6Rt0FERFQStE5CZDIZ0tLS1Mrv3LkDc3NznQRVltx+koKrD58VeX1JthJVXlu+8SgZgqGswPpERETlhdbdMX5+fggLC0NWVpZY9ujRI8yfPx/t2rXTaXBERERUfmmdhAQFBSE9PR3e3t7IzMxEYGAg2rVrh4oVK2LixInFESMRERGVQ1p3x1SqVAkrV67EuXPncO3aNaSnp8PR0RHe3t7FER8RERGVU0WarAwAPD094enpqctYiIiI6D2iURKyZs0a9OnTBxUqVMCaNWsKrTtw4ECdBEZERETlm0ZJyKpVq9ClSxdUqFABq1atKrCeRCJhEkJEREQa0SgJ2bFjBypVqgQAOHz4cLEGRERERO8Hja6O8fLyQlJSEoBX3S2pqanFGhQRERGVfxolIaampuKN6mJiYpCdnV2cMREREdF7QKPuGG9vbwwcOBB169YFAIwZM6bAm6S9beAqEREREaBhEjJv3jxERUXh3r17OHv2LOrXrw9j46Lf34SIiIhIoyTE2NgYffv2BQD8/fff+OKLL1C5cuViDYyIiIjKN60nK1u7dm1xxEFERETvGY2SkJCQEIwfPx6mpqYICQkptG5wcLBOAiMiIqLyTaMk5PLly+IVMZcvXy7WgIiIiOj9oFES8noXDLtjiIiISBc0mifkdcHBwUhLS1MrT09PZ1cMERERaUzrJGT79u3IzMxUK3/58iV27Nihk6CIiIio/NP46pi0tDQIggBBEPDixQtUqFBBfCwnJwfHjh2Dubl5sQRJRERE5Y/GSYinpyckEgkkEgnat2+v9rhEIsG4ceN0GhwRERGVXxonIWvWrIEgCPj000+xdOlSVKlSRXzMyMgINWvWhLW1dbEESUREROWPxkmIl5cXAODQoUOoUaMGDAy0Hk5CREREJNJ6xlQbGxukpqYiPj4eSUlJEARB5fHu3bvrKjYiIiIqx7ROQg4fPowvvvgC6enpMDMzg0QiER+TSCRMQoiIiEgjWichc+bMQc+ePTFp0iSYmJgUR0xERET0HtB6YEdCQgIGDhzIBISIiIjeidZJSPPmzXHx4sXiiIWIiIjeI1p3x/j6+mLevHn4559/IJfLYWiouonWrVvrLDgiIiIqv7ROQr755hsAQFhYmNpjEokEV65cefeoiIiIqNzTOgm5evVqccRBRERE75l3mnEsvxvZEREREWlC6yQkJycHYWFhaNGiBdzc3HD//n0AwKJFi7BlyxadB0hERETlk9ZJyLJlyxAVFYUvv/wSRkZGYrlcLkdkZKTWAaxfvx5+fn5wdnZGr169EB8fX2DdGzduYNy4cfDz84NCocCqVavU6ixduhQKhULlX4cOHbSOi4iIiIqX1knIjh078N1336Fr164q949RKBS4deuWVtvavXs3QkJCMGbMGERFRaFBgwYYOnQokpKS8q2fkZEBW1tbTJ48GZaWlgVut379+jhx4oT4b8OGDVrFRURERMWvSJOVffjhh2rlgiAgOztbq22tXLkSvXv3Rs+ePWFvb4+ZM2fC2NgYW7duzbe+i4sLpk6dCn9/f8hksgK3K5VKYWlpKf4zNzfXKi4iIiIqflonIfb29jh37pxa+d69e+Hg4KDxdpRKJS5dugRvb+//C8bAAN7e3oiLi9M2LBV3795F8+bN0bp1a0yePBmPHj16p+0RERGR7ml9ie5nn32GoKAgJCQkQBAE7N+/H7dv38b27dsRHh6u8Xb+++8/5OTkwMLCQqXcwsJC626d17m4uCAkJAR2dnZITExEWFgY+vfvj507d8LMzCzfdZRKJZRKpbiclpYG4NUg3JycnAL3JZVKixxnccvNzdV3CO+NvNdIYa8V0i22ecljm5e8strm2sSrdRLSpk0bLF++HGFhYTAxMcGSJUvQsGFDLF++HD4+PtpuTud8fX3Fvxs0aIBGjRqhVatW2LNnD3r16pXvOuHh4QgNDVUrj4+Ph6mpab7rmJiYoGHDhroJuhjcuHEDGRkZ+g7jvcLbGZQ8tnnJY5uXvLLW5unp6RrX1ToJAQBPT0+sXLmyKKuKqlWrBqlUqjYINSkpCdWrV3+nbb+ucuXKqFOnDu7du1dgnZEjR2Lw4MHiclpaGnx9feHi4lLg2ZPSrn79+ioDh6n45OTk4OLFi3B2di7VZ8fKE7Z5yWObl7yy2uZ5vQmaKFISogsymQyOjo44ffo02rRpA+BVF8Lp06cxYMAAne3nxYsXuH//fqFX08hksnwHukql0jL1xL/OwMCgzMZeVpXl10tZxTYveWzzklfW2lybWDVKQho3bgyJRKLRBmNiYjTe+eDBgzF16lQ4OTnBxcUFq1evRkZGBgICAgAAU6ZMgbW1NSZPngzg1diNf/75R/w7ISEBV65cgampKWrXrg0AmDNnDlq1aoWaNWviyZMnWLp0KQwMDNC5c2eN4yIiIqLip1ES8tVXX4l/JycnY9myZWjevDlcXV0BABcuXMCJEyfw2WefabXzTp064dmzZ1iyZAkSExPh4OCAiIgIsTvm8ePHKl0KT548Qffu3cXlX3/9Fb/++iu8vLywdu1aAMC///6LSZMmITk5Gebm5vDw8MDmzZt5mS4REVEpo1ES0qNHD/HvcePG4fPPP1fpMhk4cCDWrVuHU6dOYdCgQVoFMGDAgAK7X/ISizy2tra4du1aodtbuHChVvsnIiIi/dB65OKJEyfQokULtfIWLVrg9OnTOgmK6H308uVLpKWl4eXLl/oOhYioRGidhFStWhWHDh1SKz906BCqVq2qi5iI3jthYWHw9/dHt27d4O/vj7CwMH2HRERU7LS+OmbcuHH4+uuvERMTAxcXFwCv5tM4fvw4vvvuO50HSPQ+2LZtm9rymDFj9BQNEVHJ0PpMSEBAADZu3IiKFSviwIEDOHDgACpWrIgNGzaIV7UQkXbatWtX6DIRUXlUpHlCGjVqhAULFug6FqL31pgxY7B//36VZSKi8k6jJCQtLU2cOfRtM6GV1RlGiYiIqGRpPFnZiRMnYGFhAU9Pz3wnLhMEARKJBFeuXNF5kERERFT+aJSErF69GlWqVAEArFmzplgDIiIioveDRkmIl5dXvn8TERERFRVvs0pERER6wSSEiIiI9IJJCBEREemFVkmIIAh49OgRMjMziyseIiIiek9onYS0a9cOjx8/Lq54iIiI6D2hVRJiYGCA2rVrIzk5uZjCISIioveF1mNCJk+ejLlz5+L69evFEQ8RERG9J7S+d8zUqVORkZGBbt26wcjICMbGxiqPx8TE6Cw4IiIiKr+0TkK++uqr4oiDiIiI3jNaJyE9evQojjiIiIjoPVOkeULu3buHhQsXYtKkSUhKSgIAHD16FDdu3NBpcERERFR+aZ2ExMTEoEuXLoiPj8f+/fuRnp4OALh27RqWLl2q8wCJisPLly+RlpaGly9f6jsUIqL3ltZJyIIFCzBhwgSsXLkSRkZGYnnTpk1x4cIFXcZGVCzCwsLg7++Pbt26wd/fH2FhYfoOiYjovaR1EnL9+nW0adNGrdzc3Bz//fefToIiKk7btm0rdJmIiEqG1klIpUqVkJiYqFZ+5coVWFtb6yQoouLUrl27QpeJiKhkaJ2E+Pv7Y/78+UhMTIREIkFubi7Onz+POXPmoHv37sUQIpFujRkzptBlIiIqGVonIRMnTkTdunXx0UcfIT09Hf7+/hgwYADc3NwwevTo4oiRiIiIyiGt5wmRyWSYNWsWPvvsM9y4cQMvXrxAw4YNUadOnWIIj4iIiMorrZOQPDVr1kSNGjUAABKJRGcBERER0fuhSJOVbdmyBZ07d4azszOcnZ3RuXNnbNmyRdexERERUTmm9ZmQxYsXY9WqVRgwYABcXV0BABcuXMD333+PR48eYfz48bqOkYiIiMohrZOQjRs34rvvvkPnzp3FstatW0OhUOC7775jEkJEREQa0bo7Jjs7G05OTmrljo6OyMnJ0UlQREREVP5pnYR069YNGzduVCvfvHkzunTpopOgiIiIqPwr0tUxkZGROHnyJBo1agQAiI+Px6NHj9C9e3eEhISI9YKDg3UTJREREZU7Wich169fR8OGDQEA9+7dAwBUrVoVVatWxfXr18V6vGyXiIiICqN1ErJ27driiIOIiIjeM0WaJ4SIiIjoXTEJISIiIr1gEkJERER6wSSEiIiI9ELjJESpVBZnHERERPSe0fjqGA8PD7i6uqJJkyZo2rQpGjVqBCMjo+KMjYiIiMoxjZOQmTNnIiYmBtu2bUNoaCiMjY3h5uaGpk2bokmTJnB2doZUKi3OWImIiKgc0TgJCQgIQEBAAADg/v37iI6OxtmzZ/Hbb79h0aJFMDExgaenJ37++ediC5aIiIjKjyJN216rVi3UqlULH3/8Me7fv4/IyEisW7cOx48f13V8REREVE5pnYQ8evQI0dHRiImJQXR0NP777z+4urpiyJAh8PLyKo4YiYiIqBzSOAkJDg5GTEwMUlJS4O7uDk9PT/Tu3RvOzs4wNCzSCRWicoODtImItKdx9hAVFYWaNWti1KhRaNasGRo2bMib1OmAyYMYteX0Os31FA0VlZNjQxiUsoHZQm4OJAalKyYiotdpnITs3r1b7IZZuXIllEolPDw80LhxY3h5ecHR0REGBpz7TFuyZ/+oLTMJKXsMpIZ4ui0IWU9vFWn9F8pcleV/Vw1CRVnR309G1euiesAPRV6fiKgkaJyE1K1bF3Xr1kXfvn0BADdv3hTHhfz666/IzMyEh4cHwsPDiy3Y8ijT0gEVEq+oLFPZlPX0FrL+vfL2ivnIzpYAsPy/5SfXkWUo6CgyIqLSqciDOezt7VG1alVUqVIFVapUwa5du3Ds2DFdxvZeyKjlhQwbd0hycyEYGAAGHF9DRETvB62+8ZKSkhAdHS12y9y5cwdGRkZwcXHBoEGD0KRJk+KKs3wzMITAniwiInrPaJyEdOzYEXfu3IFUKoWzszPat2+PJk2awN3dHRUqVCjOGImIiKgc0jgJadOmDZo0aQIPDw+YmJgUZ0xERET0HtA4CZk8eXK+5dnZ2cjMzETFihV1FhQRERGVfxqPRDh8+DC2bdumUrZs2TK4ubmhcePGGDJkCFJSUnQeIBEREZVPGichK1euREZGhrgcGxuLJUuW4LPPPsOiRYvw+PFj/PTTT8USJBEREZU/GnfH3Lx5E25ubuLyvn374O3tjdGjRwMAKlSogNmzZyM4OFj3URIREVG5o/GZkBcvXqBq1ari8vnz59GsWTNx2d7eHk+ePNFpcERERFR+aZyEWFtb459/Xk0x/uLFC1y9elXlzEhycjKMjY11HyERERGVSxp3x3To0AHff/89Ro4ciWPHjsHS0hKurq7i43///Tfs7OyKI0YiIqIy4eXLl8jOzoahoSF/mGtA4yRkzJgxSEhIwOzZs1G9enXMmzcP0tfuGvrHH3+gVatWxRIkERFRaRcWFqZyFWlAQADGjBmjx4hKP42TEGNjY8ydO7fAx9euXauTgIiIiMqiN6ex2LZtW6lIQkrz2Rm937Fk/fr18PPzg7OzM3r16oX4+PgC6964cQPjxo2Dn58fFAoFVq1a9c7bJCIi0oV27doVuqwPYWFh8Pf3R7du3eDv74+wsDB9h6RCr0nI7t27ERISgjFjxiAqKgoNGjTA0KFDkZSUlG/9jIwM2NraYvLkybC0tMy3jrbbJCIi0oU3z3qUhrMg+Z2dKU30moSsXLkSvXv3Rs+ePWFvb4+ZM2fC2NgYW7duzbe+i4sLpk6dCn9/f8hkMp1sk4iIqLwqjWdnXqfxmBBdUyqVuHTpEkaOHCmWGRgYwNvbG3FxcSW6TaVSCaVSKS6npaUBAHJycpCTk1Pgeq8PzC1tcnNz9R1CqfXmc/q25/ltcnNzS+1r4V2OqzTLO67yenylEdv87XT92aKLNh81ahT279+vslzcz6E229coCfHy8sLevXthbm6O4OBgTJs2DWZmZkUOEAD+++8/5OTkwMLCQqXcwsICt27dKtFthoeHIzQ0VK08Pj4epqam+a5jYmKChg0bFinOknDjxg2Vafbp/7zZLhcvXnynO0OX5tfCtWvXyvXr4OLFi/oO4b3DNi+Yrj9bXt9OURVXTIVJT0/XuK5GSUhWVhZevHgBc3NzbN++HV9++WWRgyuNRo4cicGDB4vLaWlp8PX1hYuLyzsnW/pSv359GBjofdxxqZR3piuPs7PzOz3Ppfmsk0Kh0HcIxSInJwcXL16Es7NzqT0LVd6wzd9O158tumhzXcdUlH0WRqMkxNXVFZ999hmcnJwgCAJmzZqFChUq5Fs3JCREox1Xq1YNUqlUbcBoUlISqlevrtE2dLVNmUyW7xgTqVRaZt9sBgYGZTb2wuTk5kL6jsnVm+3yrs9zaW7n0hybLpTl92hZxTYvmK4/W3SxneKKSZt9FkajJGTevHlYtWoV7t27B4lEgufPnyMzM7PIAQKvvvgdHR1x+vRptGnTBsCrX5SnT5/GgAEDSs02qXSRGhjg6w3HcftJSpG3kZv1UmV5+LK9MDAq+rXz3oqaGNPRvcjrExG9rzRKQqpXr44vvvgCAODn54e5c+eiWrVq77zzwYMHY+rUqXBycoKLiwtWr16NjIwMBAQEAACmTJkCa2trTJ48GcCrAaR5969RKpVISEjAlStXYGpqitq1a2u0TSr7bj9JwdWHz4q8viRbiSqvLd94lAzBMP+rrTRRx7JykdclInqfaX11zOHDh3W2806dOuHZs2dYsmQJEhMT4eDggIiICLHr5PHjxyrjGp48eYLu3buLy7/++it+/fVXeHl5iTO2vm2bREREVDoU6RLdmJgY/Prrr+JZiXr16mHYsGHw9PTUelsDBgwosKvkzangbW1tce3atXfaJhEREZUOWo/w27FjBwYPHgxjY2MEBgYiMDAQxsbGGDRoEHbu3FkcMRIREVE5pPWZkOXLl+PLL7/EoEGDxLKBAwdi5cqV+Omnn9ClSxddxkdERETllNZnQu7fv49WrVqplfv5+eHBgwc6CYqIiIjKP62TkBo1auD06dNq5adOnUKNGjV0EhQRERGVf1p3xwwePBizZs3ClStX4ObmBgCIjY1FVFQUpk2bpvMAiYiIqHzSOgnp168fLC0t8euvv2Lv3r0AgLp162LhwoXiBGFEREREb1OkS3Tbtm2Ltm3b6joWIiIieo/wDmdERESkF0xCiIiISC+YhBAREZFeFGlMCBERUVG8fPkS2dnZMDQ0hLFx0e9eTeXDOyUhgiAAACQSiU6CISKi8issLAzbtm0TlwMCAjBmzBg9RkT6VqTumO3bt6NLly5wcXGBi4sLunTpgu3bt+s4NCIiKk9eT0DyW6b3j9ZnQlauXInFixejf//+mDBhAgDg/PnzmDFjBpKTk1XuKUNERJSnXbt22L9/v8oyvd+0TkLWrl2LGTNmoHv37mJZ69atUb9+fSxdupRJCBER5WvMmDEqSQi7Ykjr7pjExERxuvbXubm5ITExUSdBERERUfmndRJSu3Zt7NmzR6189+7dqFOnji5iIiIioveA1t0x48aNw8SJE3H27Fm4u7sDeHUDuzNnzmDRokW6jo/ovbDhppna8rAGz/UUDRFRydD6TEj79u2xefNmVKtWDYcOHcKhQ4dQrVo1bNmyhfeTISqikwkmhS4TEZVHRZonxMnJCfPnz9d1LETvrbY26Tjw0FRlmYiovNMoCUlLS4OZmZn4d2Hy6hGR5vrZp6GnXRpyBAmkEgEVpPqOiIio+GmUhDRu3BgnTpyAhYUFPD09850hVRAESCQSXLlyRedBEr0PXiUegr7DoHKEU6RTaadRErJ69WpUqVIFALBmzZpiDYiIiN4dp0inskCjJMTLy0v829bWFjVq1FA7GyIIAh4/fqzb6IiIilF5PlOQ3xTpTELKHiMjI32HUKy0vjqmdevWePbsmVp5cnIyWrdurZOgiIiKW1hYGPz9/dGtWzf4+/sjLCxM3yHp1JtTonOK9MLl5ObqOwQ1UqkUDRs66juMYqX11TF5Yz/elJ6ejgoVKugkKCKi4lbezxRwinTtSA0M8PWG47j9JKXI28jNeqmyPHzZXhgYFf0Mm51VFczq1wI5OTlF3kZpp3ESEhISAgCQSCRYtGgRTEz+bx6DnJwcxMfHo0GDBrqPkIioGPBmavSm209ScPWh+pl+TUmylajy2vKNR8kQDGXvHlg5pnEScvnyZQCvzoRcv35dpZ9KJpOhQYMGGDJkiO4jJCIqBjxTQKR/Gicha9euBQAEBwdj2rRpnA+EiIiI3onWY0LyumWIiIiI3kWRpm2/ePEi9uzZg8ePHyMrK0vlsdDQUJ0ERkREROWb1pfo7tq1C3379sWtW7dw4MABZGdn48aNGzhz5gwqVapUHDESERFROaR1ErJ8+XIEBwdj+fLlMDIywrRp07B371507NgRNWrUKI4YiYiIqBzSOgm5f/8+fH19Aby6KiY9PR0SiQSDBg3C5s2bdR4gERERlU9aJyGVK1fGixcvAABWVla4ceMGACA1NRUZGRm6jY6IiIjKLa0HpjZu3BinTp2CQqFAhw4dMHv2bJw5cwanTp1Cs2bNiiNGIioHyvN9WoioaLROQr755htkZmYCAEaPHg0jIyPExsaiXbt2GD16tM4DJNI1kwcxasvpdZrrKZr3A+/oSkT50ToJqVq1qvi3gYEBRowYIS6/fPkynzWIShfZs3/UlpmEFK/iuE9Leb+7KJFFJWMIuTmQSqX6DkWFkJsDiYFuYirSPCFvUiqVWL9+PSIiInDy5EldbJKo2GRaOqBC4hWVZSpexXGfFifHhjAoxx/ORJWMZZAYSPF0WxCynt4q0jZeKFXvDvzvqkGoKNN6OKjIqHpdVA/4ocjrv0njJESpVGLp0qU4efIkZDIZhg0bhjZt2mDr1q1YuHAhpFIpPv30U50FRlRcMmp5IcPGHZLcXAgGBoCBTnJxKkRx3KfFQGpYrj+cifJkPb2FrH+vvL1iPrKzJQAs/2/5yXVkGQo6iuzdafzpu3jxYmzatAne3t6IjY3F+PHjERAQgAsXLiA4OBgdOnQodaeMiApkYAih6N83VEqU5w9noveBxknI3r17MWfOHLRu3RrXr19H165dkZ2djd9//x0SiaQ4YyQiIqJySOPfggkJCXBycgIAyOVyyGQyDBo0iAkIERERFYnGSUhOTo7KaHSpVApTU9NiCYqIiEofXpFEuqZxd4wgCAgKCoJMJgPwaqDqjBkzYGJiolKPd9ElIiqfeEUS6ZrGSUiPHj1Ulrt27arzYIiIqPTiFUmkaxonISEhIcUZBxERlQG8Iol0iRcpEhERkV4wCSEiIiK9YBJCREREesEkhIgKlZOb+/ZKJYyzMxOVD7xpBhEVSmpggK83HMftJylF3kZuluodtocv2wsDI+Mib89bURNjOroXeX0A2HDTTG15WIPn77RNItKO1klIVFQUqlWrho8++ggAMHfuXGzevBn29vZYsGABbGxsdB0jEenZ7ScpuPrwWZHXl2QrUeW15RuPkiEYyoq8vTqWlYu8bp6TCSZqy0xCiEqW1t0xy5cvR4UKFQAAcXFx2LBhA7788ktUrVqVl/ESUZnR1ia90GUiKn5anwn5999/Ubt2bQDAwYMH0a5dO/Tp0wfu7u4IDAzUeYBERMWhn30aetqlIUeQQCoRUIHDTIhKnNZnQkxNTZGcnAwAOHnyJLy9vQEAFSpUQGZmpk6DIyIqThWkgKkhExAifdH6TIi3tze+/vprODg44M6dO/D19QUA3Lhxg+NBiIjovWXyIEZtOb1Ocz1FUzZofSbkf//7H1xdXfHs2TMsWbIE1apVAwBcunQJ/v7+Og+QiIioLJA9+6fQZVKn9ZmQypUrY/r06Wrln3/+uU4CIiIiKosyLR1QIfGKyjIVTuMkpFWrVmjatCmaNGmCJk2aoEaNGsUZFxERUZmSUcsLGTbukOTmQjAwAAw4FdfbaNxCAQEBiImJwa5du5CVlQVbW1s0adJETEwsLS3fvhEiIqLyzMAQAuci15jGSci4ceMAAEqlEufPn8fZs2cRExODHTt2IDs7G3Xq1EHTpk3xv//9r9iCJSJ6H+Tk5kJqULq+yThVPhUHrc8VyWQyNGvWDM2aNQMApKSk4Ndff8W6devw22+/FSkJWb9+PX755RckJiaiQYMG+Oabb+Di4lJg/T179mDx4sV4+PAh6tSpgy+++EK8SgcAgoKCEBUVpbJO8+bN8csvv2gdGxG9O141oJ3yOlU+0Zu0TkKUSiUuXLiAmJgYREdHIz4+HtbW1mjfvj28vLy0DmD37t0ICQnBzJkz0ahRI6xevRpDhw7F3r17YWFhoVY/NjYWkydPxqRJk9CqVSvs3LkTY8aMwbZt2yCXy8V6LVq0UJnBVSYr+hTRRPRu8rtqgElI4crjVPlEb9I4CQkNDUVMTAzi4+NRs2ZNeHp6ok+fPpg/fz6sra2LHMDKlSvRu3dv9OzZEwAwc+ZMHDlyBFu3bsWIESPU6q9ZswYtWrTAsGHDAAATJkzAqVOnsG7dOnz77bdiPZlMxnEqRKUErxogovxolYTUrFkTU6dORYcOHcT5Qd6FUqnEpUuXMHLkSLHMwMAA3t7eiIuLy3edCxcuYNCgQSplzZs3x8GDB1XKYmJi0KxZM1SuXBlNmzbFhAkTCoxZqVRCqVSKy2lpaQCAnJwc5OTkFBh/ae4jzS2Ft1/XhdLc5qVRYa9fTemizd+nqwZKS5u/T9jmJa+wNtfm+dD4k2DFihWIjo5GVFQUZs+eDTs7O3h5eaFx48bw8vKCubm5xjvN899//yEnJ0et28XCwgK3bt3Kd52nT5+ievXqavWfPn0qLrdo0QJt27aFra0t7t+/jx9//BHDhw/Hpk2b8n2hhYeHIzQ0VK08Pj4epqam+cZhYmKChg0bvvUY9eXGjRvIyMjQdxg6VdrbvDS6du3aO70OdNrm78lVA6Wqzd8TbPOSV1ibp6drfjNIjZOQFi1aoEWLFgBenSk4f/48YmJiEBERgS+++AK1a9dGkyZN8p3IrKS9PnOrQqGAQqFAmzZtxLMjbxo5ciQGDx4sLqelpcHX1xcuLi4wMzMrkZh1rX79+jAoZaPrqeQpFAp9h/DeYZuXPLZ5ySuszfN6EzRRpHOiZmZm8PX1RfPmzREfH4/Dhw9jw4YN2Lhxo1ZJSLVq1SCVSpGUlKRSnpSUpHa2I0/16tVVznq8rT4A1KpVC9WqVcPdu3fzTUJkMlm+A1elUmmZPUVnYGBQZmMn3eFroOSxzUse27zkFdbm2jwfWiUhubm5+Pvvv3HmzBnExMQgNjYWGRkZ+OCDD9C2bVs0adJEm81BJpPB0dERp0+fRps2bcR9nD59GgMGDMh3HVdXV5w5c0ZlXMipU6fg6upa4H7+/fdfJCcnc6AqERFRKaJxEjJs2DDExcXhxYsXsLKyQpMmTRAcHIymTZuiVq1aRQ5g8ODBmDp1KpycnODi4oLVq1cjIyMDAQEBAIApU6bA2toakydPBgAMHDgQgYGB+PXXX+Hr64vdu3fj77//Fq+MefHiBUJDQ9G+fXtUr14d9+/fx7x581C7dm2xO4mIiIj0T+MkpHLlypgyZQqaNGmCOnXq6CyATp06iXfkTUxMhIODAyIiIsTulcePH6uMbXB3d8f8+fOxaNEi/Pjjj6hTpw7CwsLEOUKkUimuX7+O7du34/nz57CysoKPjw/Gjx/PuUKIiIhKEY2TkB9//LHYghgwYECB3S9r165VK+vYsSM6duyYb31jY2POjEpEVAptuGmmtjyswXM9RUOlgcaXT8TFxeHPP/9UKdu+fTv8/PzQrFkzfPPNNypzbRAREb3uZIJJocv0/tE4CQkNDcWNGzfE5WvXrmHatGnw9vbGiBEj8OeffyI8PLxYgiQiorKvrU16ocv0/tG4O+batWuYMGGCuLx79264uLhg1qxZAIAPPvgAS5cuFe+2S0RE9Lp+9mnoaZeGHEECqURABV5Z+97TOAlJSUlRmYsjJiYGLVu2FJednZ3x+PFj3UZHRETlyqvEQ9B3GFRKaNwdU716dTx48ADAq3utXL58WWVujhcvXsDIyEjnARIREVHR5DcYuDTROAlp2bIlFixYgHPnzuHHH3+EsbExPDw8xMevXbv2TvOFEBERkW6V9sHAGich48ePh1QqxYABA7B582bMmjVLZd6NrVu3onnz5sUSJBEREWmvtA8G1nhMiLm5OdavX4/nz5/D1NRUbW74xYsXF3jHWSIiIip5pX0wsNY3sKtUqVK+5VWrVn3XWIiIiEjHSvNgYN7rnYiIiPSCSQgRERHpBZMQIiIi0gsmIURERKQXTEKIiIhIL5iEEBERkV4wCSEiIiK9YBJCREREesEkhIiIiPSCSQgRERHpBZMQIiIi0gsmIURERKQXTEKIiIhIL5iEEBERkV4wCSEiIiK9YBJCRFQOmTyIKXSZqDRgEkJEVA7Jnv1T6DJRacAkhIioHMq0dCh0mag0MNR3AEREpHsZtbyQYeMOSW4uBAMDwIAf91T68FVJRFReGRhC4PluKsX48iQiIiK9YBJCREREesEkhIiIiPSCSQgRERHpBZMQIiIi0gsmIURERKQXTEKIiIhIL5iEEBERkV4wCSEiIiK9YBJCREREesEkhIiIiPSCSQgRERHpBZMQIiIi0gsmIURERKQXTEKIiIhIL5iEEBERkV4wCSEiIiK9YBJCREREesEkhIiIiPSCSQgRERHpBZMQIiIi0gsmIURERKQXTEKIiIhIL5iEEBERkV4wCSEiIiK9YBJCREREesEkhIiIiPSCSQgRERHpBZMQIiIi0gsmIURERKQXTEKIiIhIL5iEEBERkV4wCSEiIiK9KBVJyPr16+Hn5wdnZ2f06tUL8fHxhdbfs2cPOnToAGdnZ3Tp0gVHjx5VeVwQBCxevBjNmzeHi4sLBg0ahDt37hTjERAREZG29J6E7N69GyEhIRgzZgyioqLQoEEDDB06FElJSfnWj42NxeTJk/Hxxx9j+/btaN26NcaMGYPr16+LdVasWIG1a9dixowZ2Lx5M0xMTDB06FBkZmaW1GERERHRW+g9CVm5ciV69+6Nnj17wt7eHjNnzoSxsTG2bt2ab/01a9agRYsWGDZsGOrVq4cJEyagYcOGWLduHYBXZ0HWrFmD0aNHo02bNmjQoAHmzp2LJ0+e4ODBgyV5aERERFQIvSYhSqUSly5dgre3t1hmYGAAb29vxMXF5bvOhQsX0KxZM5Wy5s2b48KFCwCABw8eIDExUWWblSpVQqNGjQrcJqlLSUnBv//+i5SUFH2HQkRE5ZShPnf+33//IScnBxYWFirlFhYWuHXrVr7rPH36FNWrV1er//TpUwBAYmKiWFZQnTcplUoolUpx+fnz5wBefRHn5OQUGL9UKoVtFRlylKYF1ilptlVkSEtLQ1ZWFgwMipZjdu/eXa1s+/bt7xaYjpTGNrcwNUBaWhqUZrWQVa3g10tJEsxqIS0trdDXr6bY5pphm5c8tnnJ06TN09LSXtUVhLduT69JSGkRHh6O0NBQtXI/Pz89RPNu4gBs/0H32/Xy8tL9RsuJOADhQfqO4k1/AzP/0HcQxYZtXvLY5iWvrLf5ixcvUKlSpULr6DUJqVatGqRSqdog1KSkJLWzHXmqV6+udkbj9fqWlpZimZWVlUqdBg0a5LvNkSNHYvDgweJybm4uUlJSULVqVUgkEu0PTI/S0tLg6+uLo0ePwszMTN/hvBfY5iWPbV7y2OYlr6y2uSAIePHihcp3cEH0moTIZDI4Ojri9OnTaNOmDYBXCcDp06cxYMCAfNdxdXXFmTNnMGjQILHs1KlTcHV1BQDY2trC0tISp0+fhoODA4BXT+Rff/2Fvn37FhiHTCZTKatcufI7Hp1+mZmZlakXbXnANi95bPOSxzYveWWxzd92BiSP3q+OGTx4MDZv3oyoqCj8888/mDFjBjIyMhAQEAAAmDJlChYsWCDWHzhwII4fP45ff/0V//zzD5YuXYq///5bTFokEgkGDhyIZcuW4dChQ7h27RqmTJkCKysrMdEhIiIi/dP7mJBOnTrh2bNnWLJkCRITE+Hg4ICIiAixe+Xx48cqAyzd3d0xf/58LFq0CD/++CPq1KmDsLAwyOVysc7w4cORkZGB6dOnIzU1FR4eHoiIiECFChVK/PiIiIgofxJBk+GrVGYolUqEh4dj5MiRal1MVDzY5iWPbV7y2OYl731ocyYhREREpBd6HxNCRERE7ycmIURERKQXTEKIiIhIL5iEEBERkV7o/RJderugoCBERUWJy1WrVoWTkxO+/PJLcRZYhUKR77o//vgj/P39ER0djYEDB6o9PmrUKEycOLF4Ai8hpbF9Xo/J0NAQVapUgUKhgL+/PwICAlQuO1coFAgLC1ObxyYoKAipqan46aefAACBgYGIiYkB8GqCvZo1ayIgIAAjRowoczP7vk7TtmI7lZ12+vfff9GmTRvUqVMHf/yhPsV3fu9Hd3d31K5dW+W9/CYbGxscPnz4nWIrLeLi4tCvXz+0aNECP//8s1j+4MEDtG7dWq1+ly5dkJCQID5n+fHy8sLatWuLJd7iwiSkjGjRogVCQkIAvLqJ36JFizBq1CgcOXJErBMSEoIWLVqorPfmzK979+5VmXnP1LT03KzpXZR0+2zbtg1RUVGFvuHzYsrNzcXTp09x/PhxzJ49G/v27cOyZctgaKj926937974/PPPoVQqcebMGUyfPh2VKlVCv379tN5WaaLrtmI7aUbbdoqOjkZwcPBbE4Ft27ahQ4cOOHfuHP766y80atRIrc6b70cjIyNIpVJMnjxZLGvevLlKPalUqtXxlWaRkZEYMGAAIiMjkZCQAGtra5XHV61aBXt7e3HZ2NgYOTk5yMrKAvBqDq1evXqp1DMyMiq5A9ARJiFlhEwmE++LY2lpieHDh6N///549uwZzM3NAbz6Qs2rUxALC4syPyV9fkpj+7wek7W1NRwdHdGoUSMMGjQIUVFR6NWrl9bbNDY2FrfZs2dPrF+/HqdOnSrzX666biu2k2aKo50EQcC2bdvwv//9Dx988AEiIyPzTUIKej++Od23Ju/bsubFixfYvXs3tm7diqdPnyIqKgqjRo1SqVO1atVCjzszM1OjeqUdx4SUQS9evMDvv/+O2rVro2rVqvoOp9Qpze3TrFkzNGjQAPv373+n7QiCgHPnzuHWrVtl8tePJnTRVmwnzeiync6cOYOXL1/C29sbXbt2xa5du5Cenv5O2yxv9uzZg7p166Ju3bro2rUrtm7dqtFt78sjngkpI44cOQI3NzcAQHp6OiwtLREeHq4ytmDSpElqpyt37dqFmjVrisu+vr4qjx8+fBjVqlUrxshLRllqn7p16+LatWtFWnfjxo2IjIxEVlYWsrKyUKFCBQQGBuo0vtKkqG3FdtJMcbRTZGQkOnXqBKlUCrlcjlq1amHv3r3i/cDyvPl+nDdv3ntzf6/IyEh07doVwKsutufPnyMmJgZNmjQR63zyyScqn1/r169Hw4YNSzzW4sYkpIxo0qQJZsyYAQBISUnBxo0bMXz4cGzZsgU2NjYAgODgYHh7e6us9+atlNevX4+KFSuKy1WqVCnewEtIcbfPo0eP4O/vL5ZnZ2cjOztbTHwAYOTIkWqnVPMjCEKRB/516dIFo0aNQkpKCpYuXQo3Nze4u7sXaVtlQVHbiu2kGU3a6fXXeE5ODpRKpUpZly5d8O233wIAUlNTceDAAWzYsEF8vGvXroiMjFRLQt58P5blLgVt3Lp1CxcvXkRYWBiAV4OMO3XqhMjISJUkZOHChahXr564XKNGjRKPtSQwCSkjTExMULt2bXHZ0dERnp6e2Lx5s3j1hqWlpUqd/Nja2pbLMSHF3T5WVlbYvn27uLx//37s378f8+fPF8s0Tej++ecf2NraissVK1bE8+fP1eqlpqaq9Y+bmZmJx7Bo0SK0a9cOrq6uaslVefF6W7GdClac7fT66/6vv/7C/PnzVQZkvz6Qe+fOncjMzETv3r3FMkEQkJubi9u3b8POzk4s1+T9WB5FRkYiOztbZVCuIAiQyWSYPn26WFajRo33on04JqSMkkgkkEgk4uAkUqXr9jE0NETt2rXFfxYWFjA2NlYp02T8yenTp3H9+nW0a9dOLLOzs8OlS5dU6uXk5ODq1auoU6dOgduqWLEiBg4ciDlz5pTL/uQ324rtlL/ibqfXX+PW1tb5vhfybN26FUOGDMH27dvFfzt27ICnpye2bt2q2wMvg7Kzs7Fjxw4EBQWptZGVlVW+lzOXdzwTUkYolUokJiYCePWLZt26dUhPT0erVq3EOqmpqWKdPBUrViw3l+EWpjS2T15Mr19OGR4ejlatWqF79+5ivcGDB2PatGmws7ODj48PMjIysHbtWqSmpr71aoc+ffrgp59+wr59+9ChQ4diOY6SoElbsZ1KdztduXIFly5dwrx581S6EQDA398fP/30EyZMmFCkS9PLiyNHjiAlJQUff/yx2lmpdu3aITIyUm0agfLu/X01lDHHjx9H8+bNAbz64qxbty4WL16s0ocYHBystt7kyZMxYsSIEotTX0pj++TFZGhoiMqVK6NBgwb4+uuv0aNHD5UBZ507d4YgCFi5ciUWLFgAExMTODo6Yt26dahevXqh+6hatSq6deuG0NBQtGvXTmW7ZYkmbcV2Kt3tFBkZCXt7e7UEBADatm2L7777DkePHs13Iq73RWRkJLy9vdUSEABo3749IiIikJaWpofI9EcilMfzk0RERFTqlc2fA0RERFTmMQkhIiIivWASQkRERHrBJISIiIj0gkkIERER6QWTECIiItILJiFERESkF0xCiKhMUCgUOHjwYLHvJzAwELNnzy72/RARkxCiEhcUFASFQiH+a9KkCYYOHYqrV6/qO7RSYenSpejWrZta+YkTJ9CyZUud7Sc6OhoKhQKpqalq+x8/frzO9qOtBw8eQKFQ4MqVK1qvW1KJGpGuMAkh0oMWLVrgxIkTOHHiBFatWgVDQ0OMGjVK32GVapaWlpDJZMW+n6pVq6rcGZaIig+TECI9kMlksLS0hKWlJRwcHDB8+HA8fvwYz549E+s8fvwY48ePh6enJ7y8vDB69Gg8ePBAfDw+Ph6DBw9GkyZN4OHhgQEDBqjdPTU1NRXTp0+Ht7c3nJ2d0blzZ/z555/i4/v27YO/vz+cnJzg5+eHX3/9VWV9Pz8/LF++HMHBwXBzc8NHH32ETZs2FXpsx44dQ9++feHp6YkmTZpg5MiRuHfvnkqdf//9F5MmTYKXlxdcXV0REBCAv/76C9u2bUNoaCiuXr0qninatm0bANVf+Z988gnmzZunss1nz57B0dERZ8+eBfDqFvQBAQFwc3ODj48PJk+ejKSkJACvzjYMHDgQANC4cWMoFAoEBQUBUO+OSUlJwZQpU9C4cWM0atQIw4YNw507d8THt23bBk9PTxw/fhwdO3aEm5sbhg4diidPnhTYRikpKZg8eTKaNm0KFxcXtGvXTrzLbN69Vbp37w6FQoHAwEAAb3++/fz8AABjxoyBQqEQlwHg4MGD6NGjB5ydndG6dWuEhoYiOzu74CeRqKQIRFSipk6dKowePVpcTktLE7755huhbdu2Qk5OjiAIgqBUKoWOHTsKwcHBwtWrV4WbN28KkyZNEtq3by9kZmYKgiAIp06dErZv3y7cvHlTuHnzpvDVV18J3t7ewvPnzwVBEIScnByhd+/egr+/v3DixAnh3r17wuHDh4UjR44IgiAIFy9eFBo0aCCEhoYKt27dErZu3Sq4uLgIW7duFWNr1aqV4OXlJaxbt064c+eOEB4eLjRo0ED4559/Cjy+vXv3Cvv27RPu3LkjXL58WRg5cqTQuXNn8djS0tKE1q1bC/369RPOnj0r3LlzR9i1a5cQGxsrZGRkCD/88IPg7+8vPHny5P+1d+chUX1tHMC/Y2oZRDpKhQOp2e9WTlTKUJiKiZW4TGFUEmmLbZYlJJaRBUmGRpZbhRhElC0mbWKStFmTWZmKZmnIOOlExtg42qKM5TzvH75efpPaRjUvvM8H/OOe5Z7n3jN4H88ZZ0in01FPTw8REQmCQDdv3iQiovz8fJo3bx6ZTCZx3DNnzpiVFRYWUllZGbW2tlJNTQ1FRETQ+vXriYjoy5cvVFpaSoIgUHNzM+l0Onr//j0REUVGRlJKSop43piYGAoODqbKykpqaGig6OhoWrBgAfX29hIR0aVLl0gul9OaNWuorq6O6uvrKTg4mOLj44e9R8nJybR48WKqq6sjrVZL5eXldPv2bSIiqq2tJUEQ6OHDh6TT6chgMPzQfOv1ehIEgS5dukQ6nY70ej0REVVWVpKXlxddvnyZWltb6cGDBxQQEEA5OTnDxsfY38JJCGN/WWJiIk2bNo1mzZpFs2bNIkEQyMfHh+rr68U2V69epaCgILOHrNFopBkzZpBKpRryvH19feTp6Ul37twhIiKVSkVTp06l5ubmIdvHx8fT2rVrzcoOHjxIISEh4nFAQAAlJCSIxyaTiby9vencuXM/fL0DD8eXL18SEdGFCxfI09NTfLh+LTs7mxYtWjSo/N9JiF6vJw8PD6qsrBTrIyIi6NChQ8PGUVdXR4Ig0MePH4mI6NGjRyQIAnV1dZm1+3cSotFoSBAEqqqqEus7OjpoxowZVFJSQkT9SYggCNTS0iK2yc/Pp7lz5w4by6ZNm2jXrl1D1mm1WhIEgV68eDFsf6LB801kfo8GrF69mnJzc83Krl69Sj4+Pt88P2N/g7WlV2IY+380Z84c7Nu3D0D/0vz58+exYcMGFBYWQiaTobGxEa2trfDy8jLrZzQaxa2Nd+/eITMzE0+ePIFer4fJZEJPTw/evHkDAGhoaMCECRPg5uY2ZAzNzc2Dvlbdy8sLp0+fRl9fH0aMGAGgfxtkgEQigZOTk7itMZRXr14hOzsbtbW1MBgMoP9+UXdbWxsEQUBDQwM8PDxgb2//4zfsK1KpFD4+PigqKoJCoYBWq0VNTQ2Sk5PFNvX19eLWTldXl1kckydP/qFx1Go1rK2tMXPmTLHMwcEBbm5uUKvVYpmdnR0mTpwoHo8bN+6b92jFihWIi4vDixcv4OPjg/nz5w+a6699b76H09jYiOrqauTm5oplfX19MBqN6OnpgZ2d3Tf7M/YncRLCmAXY2dnBxcVFPJbL5VAoFLh48SK2b9+O7u5uyOVypKenD+orlUoBAImJiejs7ERSUhKcnZ1ha2uLiIgIfP78GQAwatSo3xKrtbX5rwmJRCI+0IcSExMDmUyGlJQUjBs3DiaTCWFhYb89LqVSiZSUFOzduxfFxcUQBEFMmLq7u7Fu3Tr4+voiPT0dDg4OaGtrw7p168Q4fqefvUf+/v64e/cu7t27h/LycqxZswYrV65EYmLisH2+N9/D6e7uxrZt27Bw4cJBdSNHjvzOlTH2Z/EbUxn7HyCRSCCRSGA0GgH0JyUtLS1wdHSEi4uL2c+YMWMAANXV1YiKioK/vz/++ecf2NrawmAwiOecMmUK3r59C41GM+SYkyZNQnV1tVlZdXU1XF1dxVWQn2UwGKDRaLB582Z4e3vD3d0dXV1dZm0G/v20s7NzyHPY2NjAZDJ9d6zAwED09vZCpVKhuLgYSqVSrGtubkZnZycSEhKgUCjg7u4+aGXCxsYGQP+qwHDc3d3x5csX1NbWDrrGH11NGY5UKkV4eDjS09Oxe/du8Q2/w8X1vfke6Pt1Pw8PD2g0mkGvIxcXF1hZ8SOAWRa/AhmzgN7eXrS3t6O9vR1qtRr79+9Hd3c3AgICAPT/le/g4IDNmzfj6dOn0Gq1ePz4MVJSUvD27VsAgKurK4qKiqBWq1FbW4uEhASzVYbZs2dDoVAgLi4O5eXl0Gq1uHfvHu7fvw8AiI6ORkVFBY4dOwaNRoMrV67g7NmziI6O/uXrGjt2LOzt7VFQUICWlhZUVFQgLS3NrE1oaCicnJwQGxuLqqoqaLValJaWoqamBgAgk8nw+vVrNDQ0oKOjA729vUOONXr0aAQGBiIrKwtqtRphYWFinbOzM2xsbHDmzBlotVrcvn0bx48fN+svk8kgkUhQVlaGjo4OfPr0adAYrq6uCAwMxN69e/H06VM0NjZix44dGD9+/KCtrJ+RlZWFW7duoaWlBU1NTSgrK4O7uzsAwNHREaNGjYJKpcK7d+/w4cMHMZZvzffANVVUVKC9vV1M/mJjY3Ht2jUcPXoUTU1NUKvVuH79OjIyMn45fsZ+F05CGLMAlUoFX19f+Pr6YtmyZXj27BmysrIwZ84cAP3bNfn5+XB2dsbWrVsREhKCpKQkGI1G8TMsDhw4gK6uLoSHh2Pnzp2IioqCo6Oj2Tg5OTmYPn064uPjERoaivT0dHGVQS6XIzMzEyUlJVAqlcjOzkZcXByWLFnyy9dlZWWFjIwMPH/+HGFhYUhNTcXOnTvN2tja2uLkyZNwdHTExo0boVQqkZeXJ66+BAUFwc/PD6tWrYK3tzeKi4uHHU+pVKKxsREKhQLOzs5iuVQqRVpaGm7cuIGQkBCcOHFi0FbH+PHjsW3bNhw+fBhz587F/v37hxwjNTUVcrkcMTExiIiIABEhLy9PXLH4FTY2Njhy5AgWLVqEyMhIWFlZ4ciRIwD6t3b27NmDgoIC+Pn5YcuWLQB+bL4TExPx8OFDzJs3D+Hh4QD6P5MmNzcXDx48wNKlS7F8+XKcOnUKMpnsl+Nn7HeR0Lc2LhljjDHG/hBeCWGMMcaYRXASwhhjjDGL4CSEMcYYYxbBSQhjjDHGLIKTEMYYY4xZBCchjDHGGLMITkIYY4wxZhGchDDGGGPMIjgJYYwxxphFcBLCGGOMMYvgJIQxxhhjFsFJCGOMMcYs4j8P+ZLEKKVGqgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 600x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set_style(\"ticks\")\n",
+    "net_interaction_fig, net_interaction_axs = plt.subplots(1,1)\n",
+    "bars = sns.barplot(\n",
+    "    data=results_df, x=\"activation_state\", y=\"is_SW\", hue=\"fishing_net\",\n",
+    "    capsize=0.05, width=0.8, \n",
+    "    order=[\"BEF\", \"BEF+DUR\", \"DUR\", \"DUR+AFT\", \"AFT\"], \n",
+    "    hue_order=[\"Absent\", \"Present\"],\n",
+    "    n_boot=10000, seed=42, ax=net_interaction_axs,\n",
+    ")\n",
+    "\n",
+    "net_interaction_fig.set_size_inches(6, 5)\n",
+    "net_interaction_fig.suptitle(\"Proportion of SWs among whistles depending on\\nfishing net presence and activation of the beacon.\")\n",
+    "net_interaction_fig.subplots_adjust(top=0.88)\n",
+    "net_interaction_axs.set_xlabel(\"Beacon activation state\")\n",
+    "net_interaction_axs.set_ylabel(\"SWs Ratio of SW per identified whistle\")\n",
+    "net_interaction_axs.xaxis.grid(True)\n",
+    "net_interaction_axs.yaxis.grid(True)\n",
+    "plt.show()\n",
+    "sns.reset_orig()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Some interaction is visible for attraction and travelling. But nothing really surprising compared to fishing net effects alone."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "VIRTUBA",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.19"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/WCT_analysis.ipynb b/WCT_analysis.ipynb
index cb0182d593ecadd4435a0565b9ac5329ee29a260..74777674cba6e66eaa9093eda5be011658ad5f64 100644
--- a/WCT_analysis.ipynb
+++ b/WCT_analysis.ipynb
@@ -35,20 +35,13 @@
     "import matplotlib.pyplot as plt\n",
     "from matplotlib.patches import Patch\n",
     "\n",
-    "from WCT_analysis_utils import (run_SIGID, plot_wct_grid, mandelbrot_law_fit,\n",
-    "    mandelbrot_zipf, categories_multi_dates, pairwise_tests, get_stars, \n",
-    "    confidence_ellipse)\n",
+    "from WCT_analysis_utils import (run_SIGID, plot_wct_grid, compact_letter_display,\n",
+    "    vertical_proportion_plot, horizontal_proportion_plot, categories_multi_dates, \n",
+    "    get_stars, fisher_tests)\n",
     "\n",
     "path_audio_folder = \"/media/loic/Extreme SSD/Acoustique\""
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Import data"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 2,
@@ -63,7 +56,7 @@
     "results_df[\"clean_activation_state\"] = results_df[\"activation_state\"].copy()\n",
     "results_df.loc[results_df.clean_activation_state == 'Control', 'clean_activation_state'] = \"BEF\"\n",
     "\n",
-    "# rename isolated whistles to -1\n",
+    "# rename isolated whistles to -1 (singletons)\n",
     "cat_counts = np.unique(results_df.category, return_counts=True)\n",
     "for cat, count in zip(cat_counts[0], cat_counts[1]):\n",
     "    if cat == 0:\n",
@@ -112,7 +105,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "SIGID interval: 100%|██████████| 2/2 [00:03<00:00,  1.73s/it]"
+      "SIGID interval: 100%|██████████| 2/2 [00:05<00:00,  2.93s/it]"
      ]
     },
     {
@@ -236,17 +229,33 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mean duration (WCTs): 0.88\n",
-      "Mean duration (isolated whistles): 0.52\n"
-     ]
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "print(f\"Mean duration (WCTs): {results_df[results_df.category != -1].duration.mean():.2f}\")\n",
-    "print(f\"Mean duration (isolated whistles): {results_df[results_df.category == -1].duration.mean():.2f}\")"
+    "pie_fig, pie_axs = plt.subplots(1, 1, figsize=(6,6))\n",
+    "pie_axs.pie(\n",
+    "    x=[\n",
+    "        100*len(results_df[results_df.category == -1])/len(results_df),\n",
+    "        100*len(results_df[results_df[\"is_SW\"] == 1])/len(results_df),\n",
+    "        100*len(results_df[(results_df[\"is_SW\"] == 0) & (results_df.category != -1)])/len(results_df)\n",
+    "        ],\n",
+    "    labels=[\"Singletons\", \"Signature\", \"Non-signature\"],\n",
+    "    colors=[\"#648fff\", \"#ffb000\", \"#dc267f\"],\n",
+    "    autopct=\"%1.1f%%\",\n",
+    "    textprops=dict(weight='bold')\n",
+    ")\n",
+    "pie_axs.set_title(\"Proportion of each whistle type in dataset.\")\n",
+    "pie_fig.tight_layout()\n",
+    "pie_fig.savefig(\"/home/loic/Pictures/CDD/pie_chart.pdf\")\n",
+    "plt.show()"
    ]
   },
   {
@@ -255,18 +264,17 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "135"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mean duration (WCTs): 0.88 (SD: 0.33)\n",
+      "Mean duration (singletons): 0.52 (SD: 0.35)\n"
+     ]
     }
    ],
    "source": [
-    "results_df[(results_df['is_SW'] == 0) &(results_df['category'] != -1)].category.nunique()"
+    "print(f\"Mean duration (WCTs): {results_df[results_df.category != -1].duration.mean():.2f} (SD: {results_df[results_df.category != -1].duration.std():.2f})\")\n",
+    "print(f\"Mean duration (singletons): {results_df[results_df.category == -1].duration.mean():.2f} (SD: {results_df[results_df.category == -1].duration.std():.2f})\")"
    ]
   },
   {
@@ -301,23 +309,17 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 11575/11575 [00:05<00:00, 2124.03it/s]\n"
+      "# whistles per WCT: 6.80 (SD: 6.62)\n",
+      "# whistles per SWT: 8.63 (SD: 7.15)\n"
      ]
     }
    ],
    "source": [
-    "# What about the ID of each group of dolphin ?\n",
-    "group_ID_datetime = pd.read_csv(\n",
-    "    \"./resources/DF-whistles/group_ID_datetime.csv\", \n",
-    "    parse_dates=[\"datetime_utc\"])\n",
-    "results_df[\"ID_group\"] = None\n",
-    "\n",
-    "for row_id, row in tqdm(results_df.iterrows(), total=len(results_df)):\n",
-    "    corr_row = group_ID_datetime[group_ID_datetime[\"datetime_utc\"] <= row[\"start_dt\"]].iloc[-1]\n",
-    "    results_df.loc[row_id, \"ID_group\"] = corr_row[\"ID_group\"]"
+    "print(f\"# whistles per WCT: {results_df[results_df.category != -1].groupby('category').size().mean():.2f} (SD: {results_df[results_df.category != -1].groupby('category').size().std():.2f})\")\n",
+    "print(f\"# whistles per SWT: {results_df[results_df['is_SW'] == 1].groupby('category').size().mean():.2f} (SD: {results_df[results_df['is_SW'] == 1].groupby('category').size().std():.2f})\")"
    ]
   },
   {
@@ -326,18 +328,23 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Average number of sequences associated to a specific WCT: 1.57\n",
-      "Average number of sequences associated to a specific SWT: 1.06\n"
+      "100%|██████████| 11575/11575 [00:08<00:00, 1383.71it/s]\n"
      ]
     }
    ],
    "source": [
-    "# is each WCT or SWT specific to a specific sequence\n",
-    "print(f\"Average number of sequences associated to a specific WCT: {results_df[results_df['is_SW']==0].groupby('category')['sequence'].nunique().mean():.2f}\")\n",
-    "print(f\"Average number of sequences associated to a specific SWT: {results_df[results_df['is_SW']==1].groupby('category')['sequence'].nunique().mean():.2f}\")"
+    "# What about the ID of each group of dolphin ?\n",
+    "group_ID_datetime = pd.read_csv(\n",
+    "    \"./resources/DF-whistles/group_ID_datetime.csv\", \n",
+    "    parse_dates=[\"datetime_utc\"])\n",
+    "results_df[\"ID_group\"] = None\n",
+    "\n",
+    "for row_id, row in tqdm(results_df.iterrows(), total=len(results_df)):\n",
+    "    corr_row = group_ID_datetime[group_ID_datetime[\"datetime_utc\"] <= row[\"start_dt\"]].iloc[-1]\n",
+    "    results_df.loc[row_id, \"ID_group\"] = corr_row[\"ID_group\"]"
    ]
   },
   {
@@ -349,18 +356,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Average number of groups associated to a specific WCT: 1.28\n",
-      "Average number of groups associated to a specific SWT: 1.07\n"
+      "Average number of groups associated to a specific WCT: 1.04 (SD: 0.36)\n",
+      "Average number of groups associated to a specific SWT: 1.07 (SD: 0.35)\n"
      ]
     }
    ],
    "source": [
     "# is each WCT or SWT specific to a specific sequence\n",
-    "print(f\"Average number of groups associated to a specific WCT: {results_df[results_df['is_SW']==0].groupby('category')['ID_group'].nunique().mean():.2f}\")\n",
-    "print(f\"Average number of groups associated to a specific SWT: {results_df[results_df['is_SW']==1].groupby('category')['ID_group'].nunique().mean():.2f}\")\n",
-    "\n",
-    "# very slight difference but overall, one SWT = 1 group of dolphin.\n",
-    "# But on average 1.3 sequence pour WCT. So probably shared WCTs."
+    "print(f\"Average number of groups associated to a specific WCT: {results_df[results_df.category != -1].groupby('category')['ID_group'].nunique().mean():.2f} (SD: {results_df[results_df.category != -1].groupby('category')['ID_group'].nunique().std():.2f})\")\n",
+    "print(f\"Average number of groups associated to a specific SWT: {results_df[results_df['is_SW']==1].groupby('category')['ID_group'].nunique().mean():.2f} (SD: {results_df[results_df['is_SW']==1].groupby('category')['ID_group'].nunique().std():.2f})\")"
    ]
   },
   {
@@ -461,17 +465,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "# isolated whistles: 10106\n"
+      "# of singletons: 10106\n"
      ]
     }
    ],
    "source": [
     "# display uncategorised contours\n",
-    "isolated_df = results_df[results_df.category==-1].copy()\n",
-    "isolated_df[\"category\"] = np.arange(len(isolated_df), dtype=int)\n",
+    "singles_df = results_df[results_df.category==-1].copy()\n",
+    "singles_df[\"category\"] = np.arange(len(singles_df), dtype=int)\n",
     "\n",
     "sinfig, sinaxs = plot_wct_grid(\n",
-    "    isolated_df.loc[np.random.RandomState(seed=246).permutation(isolated_df[isolated_df.duration > 1].index)[:25]], \n",
+    "    singles_df.loc[np.random.RandomState(seed=246).permutation(singles_df[singles_df.duration > 1].index)[:25]], \n",
     "    name=\"ID \", n_categories=25, rename=False)\n",
     "sinfig.suptitle(\"25 randomly selected whistles unassigned to a Whistle Contour Type (WCT)\")\n",
     "sinfig.text(\n",
@@ -490,10 +494,10 @@
     "            pad=3, \n",
     "            fontsize=9,\n",
     "            fontweight='bold')\n",
-    "sinfig.savefig(\"/home/loic/Pictures/CDD/isolated_25.pdf\")\n",
+    "sinfig.savefig(\"/home/loic/Pictures/CDD/singles_25.pdf\")\n",
     "plt.show()\n",
     "\n",
-    "print(\"# isolated whistles:\", len(isolated_df))"
+    "print(\"# of singletons:\", len(singles_df))"
    ]
   },
   {
@@ -592,16 +596,16 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Zipf's law (Number of WCTs per number of whistles (in WCT))"
+    "## SWT data exploration\n",
+    "\n",
+    "Let's investigate if any of the variables that we measured has an effect on the number/proportion of SWTs. Starting with dates."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The number of element per category follows quite a different distribution for SWTs and NSWTs. \n",
-    "\n",
-    "We have an idea... Let's see if we can match Zipf's law from these distributions"
+    "### Shared SWTs"
    ]
   },
   {
@@ -610,92 +614,25 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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bNkwAEG+++abF+z137pzc4qiq72PT95para7Q6sVULgAQX331VaXr9+rVSwAQDz/8sMVxCVF2wyY8PFwAEAMHDpRvANRkz549ckyffvpppcuYklaBgYEVkvympBQAsXHjxir3Yyo7KrsBYVLf86amlkrVseScqk9Sqj7lYH3rU0RE7FOKiOrl1KlT2Lp1K1QqldkIfdebOHEiAOCPP/4w66fINJx4RkaGTeOszssvv1zp9FGjRgEAjh8/btax99WrV7F161YAwHPPPQcXF5cK68bFxWHQoEFWjfOVV17Bpk2bAAALFy5ETEyM1bZbmeeeew5ubm7Q6/XV9l1SW6bP/OLFi1bbpi3dfvvtAIAdO3ZUmBcXFwcA8vkAAKWlpdi9ezc8PDzw3//+FxqNBtu3bzc77+Pj483Wd3ZCCHz//fcAgKlTpyIkJKTCMq1atcLUqVMBAN99953ZvDVr1gAABg8eXOl14erqiueee87aYdfowIEDOHz4MICyckCpVFZYZuTIkejTpw8A4Ntvv5WnCyHk6+Kxxx6Dv79/hXU7depkk1HxSkpKsH//ftx3331ymRAXF4fo6Oga163vZ9kQGAwGHD9+HPPmzZPLd39/f0yaNAlAWR84BoMBt912G7p3717pNry8vDB69GgAwG+//Var/ZvKjN27d1fol6+8F198scp5dflu/OGHH6DX6+Hq6ooXXnih0mVefvlluLi4QKfTYe3atZUuExoaKr9X17vjjjsAlF07tREfH4/09HQAwKJFi6DRaCxab/Xq1QDKzsmHH3640mVee+01AGV91m3ZsqXSZbp06YKRI0fWuL/bbrsNPXr0qHSerc+b6lh6TtVFfcrB69W2PkVEBLCjcyKqp507dwIAjEYjIiMjERISUunrtttuAwAUFhbiypUr8vojRowAAEyaNAnPPvsstm3bZtcKi7+/P9q3b1/pvBYtWsj/L99BZ1JSktxxdXWJIWt2+rtu3Tq8+eabAMo6o33qqaesst3Q0NAqj9/b2xu9evUCAOzbt88q+wOA4cOHQ5IkbNy4EcOGDcO3336LCxcuWG37dXHy5EnMmDEDvXr1gq+vL5RKpdxR7PDhwwGUdch/vSFDhgAAEhMT5R8Ku3btQklJCQYOHAgfHx/07dsXubm5+OeffwCUJRR2794NoOEkpdLT03H16lUAwE033VTlcqYRIK9cuSL/AAUgd2Rur+vFUqbzWqVSVRub6bjKXwcnT55ETk4OAPscV1xcnHxOurm5ITo6Wv5x2KNHj2p/KJZX38/SWc2bN09+f1QqFTp06IC5c+eitLQUQUFB2LBhA/z8/ABc+976/fffq/zOCgkJwVdffQWgrAPp6126dAlz5sxBv379EBAQAJVKJe8/MjISQFnn1VV17uzm5oaePXtWeTym78YlS5Zg/Pjx+PHHH5GVlVXte2A6P3v37g1vb+9Kl/Hz88MNN9xgtvz1evfuXWXH/KbvRdM5ZKldu3YBKBs10rR/S5hijIuLkzusv17nzp3RsmVLs+WvN2DAAIv2V91y1jhvqlPfc6qu6lMOlleX+hQREQCoHB0AETVspmSC0WisceQtk/JJp3feeQfHjx9HfHw8Fi5ciIULF0KpVCI6Ohq33347Hn30UbmyaQteXl5VzlOprhWROp1O/n9mZqb8//IVretZK+7U1FRMmjQJQgj06dMHn3zyiVW2C9Qco2n+5cuXrbbPgQMHYv78+Xj55Zfx66+/4tdffwVQdif8pptuwsSJE+2arFm/fj3Gjx9vNrKQt7c3XF1dIUkStFotsrOzUVhYWGHdwYMHQ6lUIi8vD3v37sWNN94ot4IyJayGDBmCxMREbN26FX369MGuXbtQWloKNzc39O3bt1axVtaqBQDGjRuHDz74oFbbqo3yn39150yrVq3M1jGN1Ga6ZupyvezatQt33XVXpfM++OADjBs3rurAa2A6LtNoXlUxHVf598He5YCfn5/cukSlUsHHxweRkZEYNWoUxo0bB7VabdF26vtZWsPq1avxzDPPVDpv3bp16N+/f6236eHhAU9PTwCAQqGAp6cn2rZti6FDh2LKlCkICAiQlzV9bxUWFlZ6XV/v+hslu3fvxvDhw+WkJAB4enrC3d0dkiTBYDDICaTCwkIEBgZW2GZAQECVSRYAuO+++/D3339j8eLF+O677+QWa+3bt8ctt9yCKVOmyDcNTEyfbU3nXGXnc3mWfC+W/060hKllbFhYWK3Wq80xnT9/vspjCg4Otmh/1S1X3/OmOtY4p+qqPuVgeXWpTxERAWwpRUT1ZGod0qxZM4iyfupqfJmGDQbKHlHYunUrEhMT8fzzz2PAgAFQqVT4559/8Oqrr6JDhw4WtwBwBFsN826SnZ2N0aNHo6CgACEhIVi3bl21lcaG4rnnnkN6ejoWLVqE0aNHIzg4GOfOncPy5csxZMgQ3H333XapuF65cgWTJ09GaWkphgwZgoSEBBQVFSE3NxeXLl3CxYsX5UfPKlO+NZnpET7Tv+WTUpXNHzBggMWPsJhcunSp0ldubm6ttuModbletFptlcddXFxsgyhrz9blAFCWrLl48SIuXryIc+fOITU1FWvWrMGECRMsTkg5i+Li4io/U61WW6dtzpgxQ35/Lly4gKNHj+LXX3/Fc889Z5aQAq59b82cOdOi76yEhAR5Xb1ej/HjxyMnJwfR0dHYvHkz8vLykJ+fL5cZe/bskZc3taq9XmWPSF3v/fffx5EjR/Dmm29i2LBh8PX1xfHjx/HRRx/hhhtuwLRp02r/RjmIPa6R6ljyfte0XH3Om+pY65wiImqomJQionoxtdzIysqy6M5hVUytZ3bs2IGcnBxs2LABUVFRKC4uxpQpUyxuhWUPQUFB8v+re+zs/Pnz9dqP0WjEfffdh+PHj0Oj0eCHH36wequxmmI0zbf0LnNttGjRAtOmTcP69etx6dIlHDhwQO4zZO3atfj444+tvs/rmSr/fn5++OmnnxATEwM3NzezZWrq+6p8v1KFhYX4+++/4evrKz+ac+ONN8LNzQ07d+6EVqutkLSqjap+/CxfvrzW26qN8p9/ZY8xVjav/Dqma6Yu10tsbGyVxz158mRLD6FSphizsrLMWspdz3RclR0TYNtywNrq+1law+TJk6v8TO3xGKfpe6u2j1cBZS1aTp8+DaVSiZ9//hnDhg2r0ELEmv3ltW/fHi+++CI2b96MK1euYPfu3XKfRR988AE2btwoL2v6nKr7XMvPt0W5XpW6vufOdEz1OW+qY+9z6nr1KQeJiKyBSSkiqhdT/wsGgwG//PKLVbbp6uqKO+64A+vWrQNQ1gdP+U6myz/y4Ig7hj169JDv+lZ3J9TSu6RVmTVrlvxo2+LFi+v0SEtNzp49ixMnTlQ6Lz8/X+4HqTZ9gNRVVFQUPv/8c/mcqqrDWms6e/YsgLIOqd3d3Std5o8//qh2G6ak1K5du/Dnn39Cp9MhJiZGPk81Gg0GDBiAoqIi/PHHH9i7d6/Zeg1BeHi43JH3n3/+WeVypvcqICDA7HEvU4LOltdLXZjOa71ej23btlW5nOm4evfuLU9r27at3Bm1sx1Xder7WTq6/LUGUxnzxx9/oKSkpFbrmsqMoKCgKm8S1FRm1JVCocCNN96ItWvXonXr1gDMy8nyfUVV1XoyJyfHrO8pezF9f128eLFWfRSajik+Ph5Go7HSZdLS0uTkry2PqT7nTXXqe06Zrsm6Xo/1KQeJiKyBSSkiqpcOHTrId7ZfeumlGh8jKt85ql6vr7KSCcCsxUr5H0LlO3At3/+Cvfj7+8sJhffee6/Sx022b9+OxMTEOu9jzZo1mD9/PgDgP//5Dx599NE6b6smppGLrvfee++huLgYKpUKY8aMsdr+qrsTC1z73Kvrb8VafHx8AABHjx6t9EdGcnIyVq1aVe02Bg4cCLVajeLiYrkz+utbQZnOl1dffRV6vR6enp52SfRZiyRJct9Nn376aaV37S9cuIBPP/0UADB+/HizeWPHjgVQdl2YOgsur7S0FAsWLLB22DXq1q2b3IHw66+/XumoVps3b8Zff/0FwPy4JEmS+7r65JNPKu2899ixY/JId86ivp+lo8tfa5gyZQpUKhWysrIwZ86capfVarUoKCiQ/zaVGabHDa937tw5fPjhh/WOsbpyUqlUyo/+li8nx4wZA5VKhZKSEvn743pvvvkmSktLoVarrVqu1yQuLg5t27YFAEyfPt3ixzTvvfdeAGUtDr/44otKlzGNIBsYGFht5/31VZ/zpjr1PadM12Rdr8f6lINERNbApBQR1dvixYvh6emJo0eP4sYbb8SGDRvMfuCfP38e33zzDYYOHYqZM2fK08+dO4cOHTrg9ddfR1JSEvR6vTzvwIEDmDBhAoCyDmzLjwjj6+sr30386quvzNazF9NITykpKbjjjjtw7NgxAGWJtnXr1mHMmDHySE+1deDAATz44IMAyu7MLl682GpxX8/Hxwdff/01nnnmGbkT1fz8fLz55pt49dVXAQBPPPFEtR0519bo0aMxZcoU/PLLL2aV6KtXr+L111+XW2+YhsCui6ysrGpfpv3ecsstUCgUuHr1Ku6//375brtWq8X333+PW265pdrOW4Gy89M0VLap0n59Usr0t2n+oEGDzDp+dRSj0Vjje5Wfnw+grOWer68vrl69iptuukkeTQsoG5XqpptuQk5ODvz9/SsMRz9u3Dh06dIFQgjcdddd2LBhg/zD58iRIxgxYoRVH08pLS2t8bhMZZTpx3tiYiLGjh0rjzSn0+mwcuVK+QdY//795cemTF588UW4ubnh0qVLuOWWW5CUlASgrMXC1q1bceutt1bZAs+R6vNZOkP5W1/t2rXD7NmzAZQNtjFx4kSkpKTI8/V6PZKTk/Hqq6+iffv2SE5OlucNHDgQHh4eEELgnnvuwdGjRwGUtRb+7bffEBsba5X+k/r27Yunn34aCQkJZo/GX7hwAU899RSOHz8OAPLooEBZZ+CmDuTffvttzJkzRy7rcnJyMHv2bLz77rsAgP/+979o3rx5veO0lFKpxJIlSyBJEnbs2IGhQ4dix44d8o0prVaLhIQETJgwAYcOHZLX69Onj5w8e+qpp7BkyRK5A/GLFy/ikUcekfv9e+211+Dq6mqzY6jPeVOd+p5TXbt2BQDk5eXVOQlen3KQiKjeBBGRBebMmSMAiKqKjR07doiQkBB5GaVSKQICAoSbm5s8DYB4+OGH5XXS09PN5imVSuHv7y80Go08TaPRiDVr1lTY32uvvSYv4+LiIkJDQ0VYWJgYN26cvEx8fHyVMX/11VcCgAgLC6vymMvHl56eXmH+okWLzOL39fUVLi4uAoDo2rWrPL9Tp07VvLMV3XrrrfI2fXx8RLNmzSx+nTlzxqJjNH2eMTEx4vnnnxcAhCRJws/PTyiVSnn/N910kyguLq71e1OdmJgYs/fN29tbeHt7m00bO3asMBgMtdpu+XO0plf37t3l9WbOnGk2z8fHR6jVagFAhIeHi5UrV1Z77gshxOzZs+VlgoODK8zX6XTCy8tLXuadd96p1bFZ26RJkyx+r0aNGiWvl5CQIHx8fOR5Hh4ewsPDw+wa2L59e6X7PHz4sFkZ4eLiIm/LxcVF/PTTT/K83bt31+m4wsLCLD6uRYsWyestXLhQSJJkdhzly6GoqChx/vz5Sve5Zs0aoVKp5GW9vLyEu7u7ACBatmwpX4cuLi61Pp7yZVh8fHyd161MfT5LS8pfezHFMWfOnFqtZzQaxezZs80+dzc3NxEQEGBWBgIQO3bsMFv3448/Npvv6ekpXF1dBQARGBgoNm7cWGX5aMl3jxDm57IkScLX19fs8wEgpk+fXmG90tJScc8998jLKBQK4efnJxQKhTxt/PjxQqvVVljXVC5MmjSpyrgsjb8qX3/9tfw9aTp/AgICzK6hpKQks3VycnLMvjdUKpXw8/Mz++xmzJhR6f5M69V0fpje76+++qra5epz3pT/3r1efc4pIYQYOnSoWRkUFhYmwsLCzMq56vYvRN3LQWvUp4ioaWNLKSKyigEDBuDo0aNYsGABBg8eDF9fX+Tk5ECpVKJz586YMGECVq5ciffff19ep2XLlti4cSOmT5+OG2+8Ec2bN0dBQQFUKhUiIyPxxBNPICUlRX70p7xZs2bhgw8+wA033AC1Wo1z587h9OnTNu0M9HrTpk1DQkIChg8fDj8/P5SUlKBNmzZ4+eWXsWfPHrl/B1O/M5Yq38rMNAqcpa/Kmt3XZP78+fjuu+8wcOBACCGg0WgQHR2NDz74AL/++qvV7zwvXrwY8+fPx/Dhw9GhQwcIIVBcXIwWLVrgjjvuwA8//IA1a9bY5fE9oKxFwYoVK9CnTx+4ublBp9Ohffv2mDVrFpKSkixqJVa+f6jK+opSqVQYNGhQtcs0BDExMTh8+DCeffZZdO7cGUajEUIIdO7cGTNmzMDhw4fNjrO8iIgIHDhwAE8//TTatGkDIQRcXV1xzz33YM+ePXJ/LUDtr5n6mj59Ovbt24cJEyYgNDQURUVFcHNzw4033ohFixZh7969VZ4HY8eOxb59+3D33XcjKCgIpaWlaNasGZ555hkkJSXJj+bY+5hqUp/P0hnK3/qSJAmvvvoqDhw4gMcffxydO3eGUqlEbm4u/Pz80L9/fzz33HPYtWuX2bkJAFOnTsWmTZsQGxsLT09P6PV6tGzZEk899RT279+PqKioesf33XffYd68eRg6dCjCw8Oh1Wqh0+kQFhaGcePG4c8//8TChQsrrKfRaLB69WqsXbsWw4YNQ0BAAPLz8xEQEIBhw4Zh3bp1WLVqlcNGbJw4cSLS0tIwbdo0REZGQqVSobi4GGFhYRg9ejS++eYbdO7c2WwdHx8f/Pnnn1i2bBliY2Ph5eUlj0g7ZswYxMfHyy3AbK0+50116ntOrV27FtOnT0fHjh2h0+lw+vRpnD59ulaP9NWnHCQiqg9JmH41ERGRVd1///1YtWoVpkyZgmXLljk6HDNz587FvHnzEBMT43QdMVPTtGXLFtxyyy1wdXVFXl6ew340W9tLL72EN998E0OGDKm2Y3EiIiKipogtpYiIbODo0aPy6IG33Xabg6Mhcm5CCLlPkyFDhjSahFRmZqbcOTPLASIiIqKKmJQiIqqjV155BUuWLMGZM2fkzloLCwuxevVqxMXFoaSkBBEREewUlAhlQ7pPmzYN+/btQ3FxMYCyZNQ///yDkSNH4s8//4QkSXj++ecdHGntfPjhh3j77bdx/PhxudPv0tJSbN68GYMHD8bly5cRFBSEKVOmODhSIiIiIufj+KF/iIgaqAMHDmDDhg146qmnoFar4eXlhZycHDlB1bJlS6xZs6bRtPogqo/c3Fx88MEH+OCDDwAAfn5+KC4ulvtQkyQJCxYsMBtpsyE4efIkPvjgA7z44otQKpXw8fFBXl6enKDy8fHB999/j4CAAAdHSkREROR8mJQiIqqj6dOno0WLFti1axcyMjJw9epVeHl5oWPHjhgxYgSefPJJ+Pv7OzpMIqdw44034rXXXsOff/6JkydPIjMzEwDQtm1bDBo0CE8++SRuuOEGB0dZe5MmTYJSqcT27dtx/vx5XLlyBW5ubggPD8ett96KZ555Bi1btnR0mEREREROiR2dExERERERERGR3bFPKSIiIiIiIiIisjsmpYiIiIiIiIiIyO6YlCIiIiIiIiIiIrtjR+cWMhqNuHDhAry8vCBJkqPDISIiokZGCIH8/Hy0aNECCoVt7xuyXkNERES2ZGm9hkkpC124cAGhoaGODoOIiIgaubNnz6JVq1Y23QfrNURERGQPNdVrmJSqwdKlS7F06VLo9XoAZW+ot7e3TfZlMBhw4sQJtGvXDkql0ib7ICIi22E5TvWRl5eH0NBQeHl52WwfrNcQEZGlWI5TfVhar5GEEMJOMTVoeXl58PHxQW5urs0qbzqdDps3b8bw4cOhVqttsg8iIrIdluNUH/aoa9hzX7weiIgaNpbjVB+W1jXY0TkREREREREREdkdk1JERERERERERGR37FPKiSgUCrRu3drmI+4QOQuj0QitVuvoMIisxmAwIDQ0FFqtFgaDwdHhkBNSq9VNpl8O1muoqWG9hhob1muoJtao1zAp5USUSiV69Ojh6DCI7EKr1SI9PR1Go9HRoRBZlZubG86cOePoMMiJ+fr6IiQkBJIkOToUm2K9hpoS1muosWK9hmpS33oNk1JOxGAw4MCBA+jWrVuTuYtKTZMQAhkZGVAqlQgNDeVddGo0hBAoKSmBq6tro084UO0JIVBUVITLly8DAJo3b+7giGyL9RpqKlivocaK9RqqjrXqNUxKORGj0YgzZ86ga9eurLxRo6bX61FUVIQWLVrA3d3d0eEQWY3RaERpaSlcXFz4o4Qq5ebmBgC4fPkygoODG/X3Pes11FSwXkONFes1VBNr1Gt4ZhGR3ZmeSddoNA6OhIjI/kw/WnU6nYMjISJrYL2GiJqy+tZrmJQiIodhM2AiaopY9hE1Try2iagpqm/Zx6SUE1EoFOjUqRObRhIRNVCSJMHFxYU/TIjAeg0RUUPHeg3ZA2sJNVi6dCkiIyPRu3dvm+9LqVQiIiKC/S4QETVQkiTBzc2NlTdyWqzXEBGRpVivIXtgUqoGTzzxBA4dOoS9e/fafF96vR67du2CXq+3+b6IGjKDEEjIzsW3lzKRkJ0LgxA22U9sbCyUSiUOHDggT8vJyYEkSTh16hT0ej1mzZqFNm3awNPTE82bN8eIESOQn5+PzMxMKBQKpKWlyev+8ccfkCQJy5cvl6fl5uZCpVJh27Zt8PT0lF+SJMHd3V3++80337TJMZJ1CSFQUFAAYaNzkqi+WK8hcj7CaITxxDEYkv+B8cQxCKPRZvs6cuQIRo4cicDAQHh7eyMiIgLz58/HggULcOONN5otO2HCBLi6uqKkpESetmTJEkRFRWHq1KlyHcXV1RVKpdKsHnPmzBmbHQPZD+s1ZA9MSjkRIQQyMzN50RNVY13mFbTZsw9x+1Nw3+GjiNufgjZ79mFd5hWb7M/Pzw8vvvhipfPefvtt/P7774iPj0dBQQH279+Pu+66CwAQFBSELl26ICEhQV4+Pj4enTt3Npu2fft2eHl5YdCgQSgoKJBfALBr1y7571mzZtnk+Mi6hBDQ6/Usx4nAeg2RJQwp+6F9ey50ny2G/tuvoftsMbRvz4UhZb9N9nf77beje/fuOHPmDLKzs/HDDz+gbdu2iIuLwz///CPXQQAgISEBbdu2xZ49e+Rp8fHxGDJkCD755BO5jvLJJ58gKirKrB7TunVrm8RP9sV6DdkDk1JE1GCsy7yCsalpOFeqNZt+vlSLsalpNklMPf7449i5cye2b99eYd6ePXswatQohIeHAwCCg4MxZcoUeHl5AQDi4uIQHx8vL5+QkIDZs2ebJaUSEhIQExNTbZ8r//77L2688UZ4e3sjMDAQI0eOtNLRERERkaMYUvZD/80yIDfHfEZuDvTfLLN6YiorKwsnTpzAf/7zH7i7u0OpVKJLly64++670aNHD3h6eiIxMREAcOzYMbi6umL8+PFyXUYIge3btyMuLq7a/SxcuBCtW7eGl5cX2rRpgy+++MKqx0FEjQuTUkTUIBiEwDPHT6Ky+zSmadOOn7T6o3z+/v6YOXMmXnjhhQrzBgwYgKVLl+L999/Hvn37KjyiEhcXh23btgEAioqKkJqaijFjxkChUCA9PR1AWVKqpsrdk08+iZEjRyInJwfnz5/Hc889Z6WjIyIiIkcQRiP0G3+odhn9xh+s+ihfQEAAOnXqhAcffBDff/89Tp8+Lc9TKBQYPHiwfOMsISEBsbGxiImJkaelpKTg6tWriImJqXIfR48excsvv4zff/8d+fn5+Ouvv9CnTx+rHQMRNT5MSjkRpVKJ6OhodghKVInEnLwKLaTKEwDOlmqRmJNn9X1PmzYNp0+fxo8//mg2febMmXj99dfx008/ITY2FoGBgXjhhRdgMBgAADExMbh8+TIOHTqEnTt3olevXtBoNIiJiUF8fDxyc3ORnJyMIUOGVLt/tVqN06dP48KFC3BxccHgwYOtfoxkHewQlOga1muIqibST1RsIXW93Jyy5axEkiQkJCSge/fumDdvHtq2bYvIyEhs2bIFgHkLb1NL7r59+2L//v0oLi5GQkICoqOj4efnV+U+lEolhBBITU1FcXExmjVrhm7dulntGMi+WK8he2BSyokoFAqEhYVx6GSiSmRoq05I1WW52nBzc8OcOXMwa9YsOeEElF2zDz/8MP7880/k5ORg1apV+OSTT7Bs2TIAZa2sunfvjvj4ePmOIwA5KbV9+3b4+/uja9eu1e7/yy+/RElJCXr16oWIiAgsWbLE6sdI1sGhk4muYb2GqGoi37KbaJYuZ6mQkBC89957SE1NRWZmJoYNG4Y777wTV69eRVxcHP7991/k5eVh27ZtiI2NhYuLC6Kjo7Fr1y6LWne3a9cOX3/9NZYsWYJmzZrhlltuQXJyslWPgeyH9RqyB9YSnIher8fWrVs5Sg1RJZprNFZdrrYeeughGI1GfP3115XOV6lUGD58OIYOHYqDBw/K0+Pi4pCQkCDfcQQgN4U3Japq+qJv164dVqxYgYsXL+KLL77AjBkz8M8//1jv4MhqhBDIy8tjh6BEYL2GqDqSl7dVl6sLf39/zJ07F4WFhUhPT0e3bt3g6+uLL7/8EhqNBqGhoQDMb6bVlJQCgHvuuQfx8fG4dOkSunfvjgceeMBmx0C2xXoN2QOTUk5ECIH8/Hxe9ESVGOTrjVYuGlSVvpEAhLpoMMjXNpU3pVKJN954A2+++aY8bdGiRfjjjz/koXJ37tyJhIQE9O/fX14mLi4OW7duRUpKCvr27QsACA8PhyRJWLVqVY2P7gHAihUrcOnSJUiSBF9fXygUCj4O46SEEDAajSzHicB6DVF1pPB2gI9v9Qv5+JYtZyXZ2dl4+eWXkZaWBoPBgKKiIixcuBD+/v6IiIiAJEmIiYnB/Pnz5dbdQFlSatmyZcjJyamxC4EjR45gy5YtKC4uhkajgaenJ1QqldWOgeyL9RqyByalnIhBCGxTu/CiJ6qEUpLwQfu2AFAhMWX6+/32baG0YfPiMWPGoH379vLfHh4emDVrFlq2bAlfX1888sgjeOWVVzB+/Hh5mcGDByM3Nxc9e/aEi4uLPD0mJgYXL1606I7jH3/8ge7du8PT0xOjRo3Cu+++i+joaKseGxEREdmPpFBAdceYapdR3TEGkhUff9VoNDh//jyGDx8OHx8ftG7dGjt37sQvv/wCDw8PAGU30y5evGjWmXm/fv1w9epV9OrVSx5huCparRazZ89Gs2bNEBAQgK1bt2L58uVWOwYianwkwQyIRfLy8uDj44Pc3Fx4e9umJcYjh4/ii0uZeDQkGB93ag8Fn92lRqqkpATp6ekIDw+Hq6trrdZdl3kFzxw/adbpeaiLBu+3b4u7ggKsHSpRrRiNRuTl5cHb25v96FCVqioD7VHXsOe+dDodNm/ejOHDh0OtVttkH0TOoD71GkPK/rJR+Mp3eu7jC9UdY6Ds2t26gRLVEus1ZIn61mvYltKJ9PL2wrJLmfjs4mXkG434OqID1Lz4iczcFRSAUYH+SMzJQ4ZWi+aaskf2bNlCishSkiTBw8ODHYISoeyx5379+vFxY6JqKLt2hyIyCiL9BER+HiQvb0jh7azaQoqorlivIXtgUsqJTG3ZHL4qFR5IO4ZvL2chT2/Ami6d4MbKHJEZpSQh1s/H0WEQVSBJEluEEP0/hUKB4OBgR4dB5PQkhQJSuw6ODoOoAtZryB6YgnciOp0OXvv+xg8RHeCqUGDT1WwMO3AIeRy1hoioQTAajcjJyYHRaHR0KEQOp9PpsGnTJuh0OkeHQkREdcB6DdkDk1I1WLp0KSIjI9G7d2+77E+v12OYvy9+6xYJL6US23LzcPvBw+z8nIiIiOrNEfUaIiIioqowKVWDJ554AocOHcLevXvtut/Bvj6Ij+6K5ho1Zoa25HO8REREVG+OqtcQERERVYZ9SjmxXl6eON63F9zL9SklhGCCioiIiIiIiIgaPLaUciIqlQpxcXFQqa7lCssnpE4Wl+CGf/bjYEGhI8IjIqIaSJIELy8v3jwgQuX1GiIiajhYryF7YFLKybi5uVU579kT6fi3oBAxySnYk5tvx6iIiMhSrLgRXVNdvYaIiJwf6zVka0xKORG9Xo/NmzdX2SnoV506oL+3F7L1ety0PwV/XM2xb4BEBACYOnUqZs6cadN95OTkQJIknDp1qtL5kydPxrRp0wAAZ86cgaenJ3Jzc20Wz9tvv43nn3/eZtu3hVOnTiEiIgKlpaV226cQAnl5eRycggg112uIyDmwXuN4b7zxBl566SVHh1EB6zVkD0xKNSC+ahV+794Ft/j5otBoxO0HD2F95hVHh0XUaMXGxsLFxQWenp7y66OPPsInn3yC+fPnAyhLfEiShJycHHm9hIQE+Pr62i3O1q1bo6CgAD4+PjbZfm5uLhYuXGhWeZMkCaGhoSgpKZGn/fjjj2jTpo38d0ZGBu677z6EhITAy8sLbdu2xfTp0wEAa9euRfPmzc328/LLL1eosP7888/w9fXFG2+8IX8Gbm5ukCTJ7HNJTEysEHebNm3Qr18/fPLJJ1Z6J4iIiBou1mvKVFav+eWXX9CnTx/4+PjAz88PvXv3xubNmwEAI0aMwAsvvGC2jVatWiE2NtZs2tixY/HUU0+hS5cu8vurVquh0Wjkv7t06VJpTM888wy++OILXLx40boHS9QAMCnVwHgoldgY1RljAgOgFQJjU9Pw9cXLjg6LqNGaP38+CgoK5Nfjjz/u6JDs7ptvvsHgwYMRGBhoNr24uBiLFy+ucr0HHngArq6uSEtLQ25uLrZs2YLo6GgAZRXjS5cuIS0tTV4+Pj4enTt3RkJCgtm0mJgYvPTSS/Jn8Msvv8DHx8fscxk0aFClMUyaNAlLliyp+8ETERE1IqzXVKzXnDhxAnfffTdmzZqFq1evIiMjAwsWLICXlxcAIC4uzqxucuzYMajVahw4cEC+OSeEwLZt2zBkyBCkpqbK7+/999+Pxx9/XP47NTW10pg8PT0xbNgwLFu2zLYHT+SEmJRqgFwUCnwX2QlTQoJhBLD0fAb0RjapJLKX8k3M+/TpA6DsjpmnpydWrlyJYcOGITc3t0Irnj/++AN9+vSBr68vunTpgo0bN8rbLC0txWOPPQZ/f3+Eh4dj7dq1Fsdz/V3NyZMn45FHHsG9994LLy8vdOrUyawypdPp8Morr6Bdu3YICAjAHXfcgQsXLlS5/Y0bN2LIkCEVps+aNQtvvfWW2d3U8vbs2YMHH3wQvr6+UCgUaNeuHSZNmgQACAwMRNeuXREfHw8AKCoqQmpqKp599ll5GlB2dzYuLq7a41+5ciU6dOgALy8vtGzZEq+99po8b8CAATh37hwOHz5c7TaIiIiaqqZer0lKSkKzZs0wevRoKJVKuLq6IiYmRr7hFRcXh3/++Qf5+WV9+iYkJGDo0KHo0aMHdu/eDQBISUnBlStXEBMTU+V+S0tLMWXKFAQGBsLHxwddu3bF3r175flDhw41ew+JmgompZyISqXC8OHDLRqlRqWQ8EWn9pjfNgyboyKhUrADOiJH+PvvvwEA586dk++IXd+SZ9CgQThw4ADuvvtuvP3227h69So+/fRTPPDAAzhy5AiAsr4Edu/ejZSUFCQlJWHdunX1imv16tWYOnUqcnJy8MADD2Dy5MnyvJdeegk7d+7Ejh07kJGRgY4dO+Lee++tclvJycmIiIioMH3IkCHo3bu33OT/egMGDMC0adOwYsUKHD16tML88nced+7ciRtuuAE333yzPC03NxfJycnVJqUKCwsxefJkLFu2DPn5+UhNTcVtt90mz1er1Wjfvj2Sk5Or3IY1SZIEb29vdgpKhNrVa4jIOTTFek2vXr1w4cIFPPbYY/j1119x9epVs+Wjo6Ph6emJHTt2AChLSsXGxiImJkausyQkJKB79+7w9/evcr9ff/019u/fj+PHjyMnJwfr1q1DSEiIPD8yMtJu9RVLsV5D9sCklJMpLi62eFlJkvB861YI1KjlaVuzc9gRHZEVvfjii/D19ZVfhYWFddrOp59+ismTJ2PIkCFQKBQYOHAgRowYge+//x5AWWufWbNmoUWLFvD19cWcOXPqFffw4cMRGxsLpVKJBx98EKdPn8aVK1cghMBHH32EhQsXonnz5tBoNHj99dexc+dOnD17ttJtZWdnw9vbu9J5b7/9NhYvXlzpHck1a9Zg5MiReP/999GlSxeEhYVh1apV8vzySamEhATExMSgdevWUCgUOHnyJLZv3w4/Pz9069at2mNVq9U4fPgw8vLy4Ovri969e5vN9/b2RnZ2drXbsCaWwUTX1KZeQ0S2x3pNxXpNeHg4du7ciYKCAjz88MMICgrCzTffjJMnTwIAFAoFYmJi5Jbc27ZtQ0xMjNm0hISESluVl6dWq5Gfn4/Dhw9DCIGOHTsiNDRUnu/t7Q2tVouioqJ6vVfWxnoN2RqTUk5Er9cjPj6+zqPUfHbhIobuT8VDR47zcT4iKzE9nmZ6eXh41Gk7p06dwieffGJWEdywYYOczLlw4QLCwsLk5cv/vy7K33kzxZyfn4+srCwUFhZi8ODBchwhISHQaDRVVt78/PyQl5dX6bwePXrgjjvuwLx58yrM8/b2xty5c/Hvv/8iOzsbTz/9NCZOnCg/ShcTE4OsrCykpqbKdx1N0+Pj4+Vp1d2d8/DwwE8//YQNGzYgNDQUAwcONHv8DwDy8vLg5+dX9ZtlRUII5OfnswJHhPrXa4jI+livqbxe07NnT3zzzTc4d+4cjh49CiEEJkyYIM+Pi4tDfHw8jh07BhcXF4SGhqJv377Yv38/ioqKsH379hq7GzC18Jo6dSoCAwMxefJkZGVlyfPz8vKg0Wjg7u5e6/fHVlivIXtgUqoRcVUooATw1cXLGHfoCEqNRkeHRNToKRQVi9HKpoWGhuKZZ54xqwgWFBTg448/BgC0aNECp0+flpc/c+aMTeINCAiAu7s7/vrrL7NYiouL0b9//0rXiY6ONuuQ/Hqvv/46/ve//1X6iJ6Jp6cnnn32Wfj4+ODQoUMAyiqF3bt3x6ZNm5CSkiL3Y2FqDm9Jf1JAWR8MmzdvRlZWFu6++26MHj0axv8v/3Q6HY4fPy53sE5ERERVY70GaNeuHZ555hkcPHhQnhYXF4ekpCRs3LhR7jfK1dUV0dHR+Oyzz5CdnY3BgwdXG6tKpcKsWbOwf/9+HD58GGfOnDG7qXfo0CHWV6hJYlKqEZkYEoy1XSKgkSSsy7qCkQcPo9BgcHRYRI1aUFAQFAoFTpw4IU9r1qwZ8vPzcfnytZEx//Of/+Crr75CfHw8DAYDSktLsXv3brnV0Pjx4/H222/jwoULyMnJwauvvmqTeBUKBaZOnYpnn31WvoN45coVrF69usp1Ro4cWaH1UXlt27bFlClT8M4775hNf+6555CcnAytVgutVosvvvgChYWF6NWrl7xMXFwcFi1ahF69esHFxQVAWVLqt99+Q3Jyco1N4S9duoT169cjPz8fKpUK3t7eZv3X7Nq1Cy1btkTnzp2r3Q4RERE1zXpNYmIiPvroI7mV18WLF/H555+bJbWioqLg6+uLBQsWyC27gbI6y/z589GrV68quzow2bp1K5KTk6HX6+Hh4QFXV1ezOsvWrVsxYsSIWh0/UWPApJSTqW9noKODArC5WyQ8FApsyc7BLftTka1js3kiW3Fzc8OcOXMwbNgw+Pr6YtWqVejUqRMeeughREZGwtfXFzt27ECPHj3w7bff4uWXX0ZQUBBatmyJ2bNno7S0FADw8ssv44YbbkDXrl0RHR2N0aNH2yzmt956C/369cOQIUPg5eWFXr164ffff69y+QceeADbtm3DlStXqlxm9uzZ0Gq1ZtNKS0tx7733IiAgACEhIfjqq6+wYcMGtGnTRl4mLi4OFy9eNButpm3btnBxcUFwcHCNySSj0YgPPvgAoaGh8PHxwdKlS7F27Vr5ru6KFSvwxBNPVLsNIrIddnJO1LA0xXqNn58ffvvtN/Tq1QseHh7o2bMn/Pz88PXXX8vrSJKE2NjYCnWWmJgYXLx40aKW3ZcuXcL48ePh6+uL8PBw+Pj4yH1tFRYWYvPmzXj44Yfr+jYQNViS4AOi1Vq6dCmWLl0Kg8GAo0ePIjc3t8YsuDPYk5uP4QcPIVuvR3cPD+zuGQU3pdLRYREBAEpKSpCeno7w8HC4uro6OhyygKkPiqpG2nNGp0+fxm233Ybk5GS5FRaRM6iqDMzLy4OPj49N6xoNtV5D5MxYr2l4nK1e8+abb6KwsBBvvPGGo0MhqrX61muYlLKQPSqKRqMRWVlZCAwMrPTZ7do6WFCIWw6k4okWzfFym9CaVyCyE1beqLESQkCv10OlUnH4ZKqSI5NS9tyXtes1RM6K9RpqrFivIUvUt17DNtVOxGAwYPfu3Rg+fLhVKm9Rnh44eEMPBKj5MVPDUF0faEpIcFUqLFpWAZi1DCy/rAdbDJINCSFQWFgIb29vVt6oybN2vYaooRHa0qpnSgpIarWFy0qQ1JpKl5U0bAlMtsN6DdkDsxWNXKDm2pddgd6A8YePYF6b1ujp5enAqIgq55m4p8p5w/39sKlbpPx38M6/UVTFCJMxPt5I6BEl/91mzz5k/X/faiJ2gJWiJSIiIqqadvZzVc5TRERC/eDUa8u++hKg01a6rNS2PTT/efrasm/PBQoLAQAu8z+0TrBERA7C21ZNyMvpp/HzlWzEJacgMSfX0eEQERERERERURPGllJORJIkeHl52axp5KvhrZFcUIhtuXm45cAh/NClE4YH+NtkX0R1UTDoxirnKWF+XVwe0KfKZa/Ptp+68YY6x/Tdd99h3bp1+P7776tdbu7cuUhOTsaPP/5Y531RwydJEhQKhdM0cU9ISMDo0aORk5Pj6FCalDfeeANFRUVNvsNaW9driJyd5rV3q54pmddWNK9UU15cdw1pXphb55hYr6HacLZ6zalTpxAeHo7s7Gz4+vo6Opwmw9b1GraUciIqlQpDhgyx2fDJ3ioVfukWiREBfigxGjEqJQ2rL2faZF9EdeGhVFb5Kt+fVE3LXj/SZPl5tWE0GjFr1izMnj273sdmT1qtFmPHjkWbNm0gSVKNFcpTp05BkiR4enrKr5EjR8rzMzIycMcdd6BFixaQJAnJycm1imf58uVQKpXw9PSEl5cX2rdvj0WLFsnzk5KScM8992D48OEYM2aMPJy0NV24cAHDhw+Hh4cHWrdujc8//7za5bds2YKePXvCy8sLkZGR+PXXX+V5586dQ//+/REQEAAfHx9ER0dj/fr1AMoqb+x3oWYpKSm49dZbERgYCEmSakyaDRs2zOz8dHV1hUKhQFZWFgDzc8z0euedd+ocX03nfE3xP/PMM/jiiy9w8eLFOsfQGNi6XkPk7CSNS9Wvcv1J1byspspla6Op1GsAYOfOnejevTvc3d0RHR2N3bt312p+dRISEuR6k5eXF8LCwvDiiy/C+P/dSpw/fx5jx47FqFGjcMstt+DKlSu1Ol5L5OXl4b777oO3tzeaNWuG1157rdrl//nnHwwcOBDe3t5o27YtVqxYIc8rLS1FbGwsgoOD4e3tjYiICHz22WcAWK+xVH3qyrNmzapwXtu7XvP111+jT58+8PHxQfPmzfHQQw+Z1W1sXa9hUsqJGI1GnD59Wi7QbMFNqcS6LhG4LzgQeiEw/tBRfHahaVeaiaqyefNm+Pv7IyoqquaFnczAgQPxzTffoFWrVhavc+7cORQUFKCgoAA//fSTPF2hUOC2226r193SqKgoFBQUID8/HytWrMBLL72ErVu3AgCio6Px/fffY/PmzSguLsbRo0frvJ+qjB8/HiEhIbh8+TLWrFmD5557Dtu2bat02ZMnT+LOO+/Eq6++itzcXLzzzjsYM2YMTp48CQDw8/PD8uXLkZmZidzcXHz00UeYMGEC0tPTIYRAaWkpOLBt9dRqNe655x4sX77couV/+eUX+dwsKCjAI488gptuugmBgYHyMqZzzPR6/vnn6xxfTed8TfF7enpi2LBhWLZsWZ1jaAzsUa8hIss1lXrN1atXMWLECDz55JPIzs7GE088gREjRsg/smuabwkfHx+5XvPrr79i+fLl8ndCixYtsHbtWmzYsAHt27fHrl276nDE1Xvqqadw9epVnDlzBomJifj888/NEk3l5eTkYPjw4ZgwYQKys7Px7bff4qmnnsKOHTsAlN1AWLx4MS5cuIC8vDysW7cOs2fPRmJiIus1FqprXXn//v346aef0Lx58wrz7FmvKSoqwjvvvINLly4hNTUVGRkZePzxx+X5tq7XMCnlRAwGA5KTk2GoZlQxa1ArFPimc0dMbRECAeCV9DPI+f9OoInomo0bN2LIkCHy30IIzJw5EyEhIfD29kbHjh3x888/V7ru8ePHceutt8Lf3x/t2rXD+++/L89bvnw5oqOjMWvWLAQEBKB169b46KOPzNb/7rvv0K1bN/j6+qJ37961qtBoNBpMmzYNgwYNgtIKow02a9YMjz/+OPr0qfqRydro378/unTpgn/++QcA5LtvGzdutEll+cSJE9ixYwfeeusteHh4oG/fvrj//vvx5ZdfVrr8r7/+ip49e2LEiBFQKBQYMWIE+vTpI1f2PDw80LFjRygUCgghoFAoYDAYcOrUKQghUFxcXG3lzZLP30Sn0yEwMBDbt283mx4ZGYlvv/0WAPD8888jLCxMbtW1Zs2aKvfdpk0bswrJjz/+iDZt2sh/FxQU4Mknn0Tr1q0RHByMiRMnIjfX+n0QdurUCQ899BC6du1a63VLSkqwcuVKPPTQQxavI4TAhx9+iIiICPj6+iI2NhaHDx+ucvmaznlL4h86dCg2btxocYyNkb3qNURkmaZSr1m/fj1atmyJRx55BC4uLnjkkUcQEhIit2quaX5tde7cGQMHDqxQr/nrr7+Qnp6OYcOG1Wm7VSkqKsJ3332H119/Hb6+vujYsSOeeuqpKhMGu3btgouLC6ZOnQqlUom+ffvirrvuwhdffAEAUCqViIqKklu1SpIESZJw/Phxi+o1CQkJ8PX1xeLFi9G8eXOEhIRgzpw5Va7TvXv3Cgm0YcOG4a233gIALFy4EB06dICXlxfatWuHJUuWVLnv2NhYs3MxOTnZrFWXTqfDK6+8gnbt2iEgIAB33HEHLly4UOX26qoudWWDwYCHH34YS5YsgUajqXmFcqxdr3nssccQGxsLV1dX+Pv7Y+rUqXLS0sSW9RompZoohSThow5tMa9NKH7tFglfNZvWE10vOTkZERER8t9btmzBqlWr8O+//yIvLw9//PEHOnbsWGE9vV6PESNGoHv37rhw4QLWr1+Pd955B6tWrZKXSUlJgSRJyMjIwOrVq/HCCy/IiYfNmzdjxowZWL58Oa5evYoXX3wRI0eOtEnz7/K6du2KkJAQ3HHHHUhLS7PJPoQQ2L59O1JSUszeuxUrVmD9+vX46quvqlz37bffhq+vb5Wv8u9veQcOHEDz5s3RrFkzeVp0dDQOHDhQ6fJGo7FCRcpoNFZYvlu3bnBxcUG/fv0wYMAADBo0qMbjN6nu8y9PrVbj3nvvxTfffCNP27dvH86fP4/Ro0cDKKvc7d27Fzk5OXjllVfwwAMPID093eJYypsyZQquXr2KAwcOID09HTqdDk8++WSVy5t+YFT1soX169dDoVDgzjvvNJt+5MgRBAcHIzw8HI8//rjZHe+PP/4Yy5Ytw08//YSsrCzcddddGDlyJLTayke6sobIyMhaP+pKRGRLTaVec+DAAURHR5tNK/+9X9P82jp48CC2b99u9t79/vvvePvtt7F69eoqH2FetWpVtd+hb7/9dqXrHTlyBFqt1uwYrFGvGTFiBFxdXREZGYlmzZpV+J6tTn5+Pv7991+cOHECCQkJ+PLLL6tsufXAAw+Y1WsuXryIP//8ExMmTAAAhIWFYevWrcjLy8MXX3yB5557Djt37rQ4lvJeeukl7Ny5Ezt27EBGRgY6duyIe++9t8rlR4wYUe1ncubMmTrFUZlFixahW7duiImJqXS+I+s127ZtQ7du3cym2bJew6RUEyZJEl5p0xrRXp7ytIMFhTCyeSYRACA7Oxve3t7y32q1GiUlJUhNTYVOp0Pr1q0rrbz99ddfyMjIwOuvvw5XV1d069YNTz75pNmjPh4eHpg7dy40Gg369euH+++/X/7yXrp0KZ577jn07NkTCoUCd911FyIiIrB582abHGdgYKB8Ny8tLQ0dOnTAzTffjLy8PKvt4+DBg/D19YWrqytiYmLw7LPP4o477gBQdoft0UcfxeXLl3HnnXfi33//rXQbL7zwAnJycqp83XfffZWuV1BQUCFB4uvri/z8/EqXv/nmm7F37178+OOP0Ov1+PHHH7Fz584K78eBAwfkRx2HDRtWq1Zp1X3+15s4cSLWrFmDkpISAMA333yDsWPHws3NDQBw//33Izg4GEqlEvfeey8iIiLq9KhAZmYmfvjhByxduhS+vr7w8PDAq6++itWrV1fZ0uXAgQPVfia28MUXX+CBBx4wu6s4ePBgHDx4EBcvXsTWrVtx9OhRTJo0SZ6/dOlSvPrqq+jQoQNUKhWefvppFBcX46+//rJJjADg7e0NrVaLoqIim+2DiKg2mkq9pqbv/drWCyqTm5sLX19fuLm5oVu3bhg+fDgee+wxAGWtykaOHImioiLcd999+OWXXyrdxn333Vftd+gLL7xQ5fF5eHiYJbuqi79fv34oLCzEkiVLoNPpsHPnTqxfv75Cvebnn39GYWEhEhISMGbMGLmeYQmj0Yj58+fD3d0dERERePLJJ80ST+Xdf//92LZtG86fPw8A+PbbbzFo0CCEhoYCAMaMGYPQ0FBIkoS4uDjceuutSEhIsDgWEyEEPvroIyxcuBDNmzeHRqPB66+/jp07d+Ls2bOVrvPzzz9X+5m0bt261nFU5uTJk1iyZAnefbfywRAcWa/55Zdf8MUXX8gt10xsWa9hUsqJSJKEoKAgh3UktyMnD33/PYAHDh+Fjv0/EMHPz8/sCzsuLg7z5s3D7NmzERgYiDFjxlTaIuXcuXNo0aKF2Y/mtm3b4ty5c/LfLVq0gLpcJ6dhYWHyl/OpU6cwa9YsszszycnJ8vzyEhMTzTpBrAtPT0/06dMHarUavr6+WLBgAXQ6nVX7QIiKikJOTg7y8/Mxe/ZsbN26FXp92WPDsbGxKCkpwaZNm/Dzzz+jZ8+eVtsvUHZ81z+ClpubCy8vr0qX79SpE1avXo158+YhODgYy5Ytw7333ouAgIAKy2o0GowYMQLx8fFYuXIlJEmCSqWqsRyv7vMv/3kmJiaiT58+CAkJwcaNG6HX6/Htt99i4sSJ8rqLFi1Cly5d4OPjA19fX6SkpMgdgNfGqVOnYDQaER4eLp93vXv3hkKhcJoOu9PT0xEfH1/h0b22bduiffv2UCgUCA8Px4cffoiff/5ZrjidOnUKEyZMMLumsrOzce7cOaxcuVJ+v7t06WK1WPPy8qDRaODu7m61bTY0jq7XEJG5plSvqe57v7b1gsr4+PggJycHBQUF+Oyzz7Bjxw4UFxcDANq3b4/S0lL89ttv+Pnnn63++J6npyeKiorkelRN8QcEBOCnn37CqlWrEBISghdeeAEPPvhgpfUapVKJmJgYXLp0Ce+++67F9RpXV1cEBwfLf5f//Lt06SJ/nitXrkTz5s0xZMgQrFy5EkBZa/ny9ZqVK1eiZ8+e8Pf3h6+vLzZv3lynek1WVhYKCwsxePBg+bwLCQmBRqOpMillL48++ihef/11+Pv7VzrfUfWarVu3YsKECVi3bl2F7jRsWa9hUsqJqFQq9O/f32Gj1GRotdAJgVWXs3BXahqK2QcENXHR0dEVHmN7/PHHsWfPHpw5cwYuLi54+umnK6zXqlUrXLhwATqdTp526tQps845r59/5swZtGzZEgAQGhqK9957z+zOTGFhYaV3zAYNGmTWCaI1mPoSsAWNRoN58+ahuLi4yn6UqvLmm2+aVVSvf5kqN9fr1q0bLly4gMuXL8vTkpOTq+27atSoUUhKSsLVq1fx008/4dixY1U2rwbK+iw4duyYPBpPTe9fdZ9/+c/T9Eigqan7r7/+Cnd3dwwePBgAsGPHDsydOxcrVqxAdnY2cnJy0LVr1yr7cTBVZE0yMjLk/4eGhkKhUODChQtm515JSYkc2/XKVzQre1nbsmXL0KdPnxr7olIoyqo3pvchNDQUa9asMTuuoqIijB8/Hvfff7/8fqemplot1kOHDlV4PKSpcXS9hojMNZV6Tbdu3So8ZlT+e7+m+bWhVCrxyCOPIDIyEnPnzq3VuuWTB5W93nzzzUrX69SpE9RqNfbv329x/AMGDMCuXbtw5coVJCYm4uLFi1at15SUlJjVs8p//qmpqfLnef/99wO4Vq9JSUnB0aNHMWbMGHm9SZMm4Z133sHly5flTtrrUq8JCAiAu7s7/vrrL7Nzr7i4GP379690e9eP9nv9y1qP7/3555+YNm0aAgMDERgYiLNnz2LixImYPn16pcvbo16zdetWjB07FqtWrcLQoUMrzLdlvYZJKSdiMBiQlpbmsA5B7w4OxIauEXBVKPDzlWwMO3AIeXp2gE5N18iRIxEfHy//vXfvXuzatQtarRZubm4Vmk6b9OnTB82aNcMrr7yC0tJSpKSkYPHixWbNbgsLC/Haa69Bq9Xir7/+wsqVK+Uv6ieeeALvvvsu/vnnHwghUFRUhD/++MPsjmRNSktLUVJSAiEEdDodSkpKqixb/vrrLxw+fBgGgwEFBQWYOXMmJElCv3795GVKSkrkx8e0Wi1KSkrkEbVOnToFSZJw6tQpi2KTJAkvvfQS3nzzzVo1AZ41a5ZZRfX6l+n9u167du0wYMAAzJo1C0VFRfj7779r7Ch737590Ov1yM/Px6uvvoqrV6/Kn9+2bduwe/duaLVaaLVaLF++HPHx8bj55pvlDkElSaq2qXl1n39lHnjgAfz+++9YtGgRJkyYIFcO8/LyoFQqERQUBKPRiC+//BIpKSlVbqdnz5749ttvUVJSgpMnT2Lp0qXyvJCQEIwePRpPPvmkfEfy4sWL1Xb8Wr6iWdmrKkIIlJSUoLS0FID5+VoVg8GA5cuXV/q5bd68Wa6Injt3Ds888wxuu+02eHh4ACi7pl555RUcOXIEQNn7tmHDhmof1ajunLck/q1bt2LEiBFVbr8pcHS9hojMNZV6zZ133olz585h2bJl0Gq1WLZsGTIyMuQ+kmqaD6DG7/HrzZ49G5988kmlrb+qUj55UNlr1qxZla7n7u6OcePGYfbs2cjNzcWxY8ewePFiPPzww1XuKykpCaWlpSguLsbnn3+OhIQETJs2DUBZQmvLli0oLi6GXq/Hpk2bsHLlStx6661yvaZNmzbVjpirUCjw4osvori4GEeOHMHSpUurrdfceeedOH36NGbMmIE777xTvpFVUFAAIQSCg4OhUCiwefNm/P7771Vup2fPnli3bh1yc3Nx+fJlvPPOO2YxTZ06Fc8++6zcMurKlStYvXp1ldu7frTf61/VPb5XXb3hemfPnkVycrL8atGiBRYtWoRXXnkFgP3rNaZHNr/55hvceuutla5v03qNIIvk5uYKACI3N9dm+9BqteLHH38UWq3WZvuwxLbsHOG1fbdA/A5xw75kkVnq2Hio8SkuLhaHDh0SxcXFjg6lWnq9XrRp00YcPHhQCCHEH3/8Ibp37y48PT2Fn5+fGD58uDh9+rQQQog5c+aIUaNGyeseOXJE3HzzzcLX11eEh4eLBQsWCKPRKIQQ4quvvhLdu3cXL774ovD39xetWrUSixcvNtv3999/L3r06CF8fHxEcHCwGDFihLwvS4SFhQkAZq+vvvpKCCHE6dOnhYeHh7y9VatWibZt2wp3d3cRGBgobr/9dvmYTa7fFgARHx8vhBBi27ZtIiwsrMqyy3S85RkMBhERESHmz59v8THVx7lz58Rtt90m3N3dRatWrcRnn31mNj8yMlL873//k/++6aabhJeXl/D29hZjxowRZ8+eledt2rRJREVFCU9PT+Hr6yv69Okj1q5dKx/XgQMHhJeXl8jKyqo0Fks+/8rExsYKAOLIkSPyNIPBIB555BHh7e0tgoKCxH//+18xePBgsWjRIiGEEPHx8cLHx0de/vTp02LgwIHC09NT9O3bV8yfP1+EhYXJ8/Py8sT06dNFmzZthJeXl2jfvr146aWXaoytttLT0ys9p9LT04UQQvzvf/8TkZGRZuts2rRJeHh4iLy8vArbmzFjhmjWrJlwc3MTrVq1ElOnThVXrlyR5xuNRrF06VIRGRkpvLy8RIsWLcQ999xT6bZMqjvna4q/oKBABAcHiwsXLlS67arKQHvUNey5L2ep1xDZGus1zlWvEUKIxMREERUVJVxdXUW3bt3Ezp07zbZX3fzTp09X+z1+/XeryS233CIee+wxi4+pPnJzc8W9994rPD09RVBQkJg3b57Z/Ntuu0288cYb8t+TJ08WPj4+wsPDQ9x8880iJSVFnrd3715xww03yPWebt26iU8++UQIUVbPuHjxovDw8BCHDx+uNBbT+/Hhhx+KkJAQERwcLF5++WVhMBiqPYbJkycLAOK3334zmz579mwREBAgfH19xcSJE8W4cePEM888I4S49v2bnZ0thBDi6tWrYsSIEcLLy0t06dJFfPzxx6J8iqO0tFS89tpron379sLT01OEhYWJKVOmVP/m1lF19Ybt27cLDw+PKtcNCwsT69evl/+2d70mNjZWKBQK4eHhYfYysXW9Rvr/AKkGeXl58PHxQW5urlkHgdak0+mwefNmDB8+3OyZbEf4J78Atx1IRZZOj87ubtgWHYUgjWNjosajpKQE6enpCA8Ph6urq6PDqda3336LH3/8sdq7KrW1fPlyvP/++41mZK558+YhJCQE//nPfxwdisMZjUZ8+umnOH36dJWj5jS2z58qevPNN1FYWIg33nij0vlVlYH2qGvYc1/OVK8hsiXWaxrX99rXX3+NtLS0Ch09N0VGoxG//PILvvnmG3z33XeVLpOQkIDRo0fbbIATcjxb12v4kD9VqpeXJxKjo3DT/lR0dneHH/uDoCZq/PjxGD9+vKPDcGpz5sxxdAhOZfz48TZPKJBzq+qRCyIiR2O9pmblH0uksv6orN1ZOzUstq7XMNPgRBQKBVq3bi13ZOZoER7u2NOzG4I0aqgUHDmHiKgmkiRBo9FwtDEiOF+9hoiIaof1GrIHPr5Xg6VLl2Lp0qUwGAw4evSoXZrUOyshBP57Ih3jgoJwo4/lQ6YSXa8hNXMnIrI2Rz6+x3oNkfWxXkNETVl96zW8dVWDJ554AocOHcLevXttvi+DwYCkpCSnHaVmyfkMvH8uAzftT8Gf2TmODoeIyOmI/x9ViPd7yFmxXkNERJZivYbsgUkpJ2I0GnHmzJkqh450tAdDmuEmPx8UGo0YfuAQfsy84uiQqIHjFxw1NkIIaLVanttUraZyfjh7vYbI2prKtU1NB+s1ZIn6nh9MSpHFPFVK/BwVibsCA6AVAmNT07Di4mVHh0UNkFKpBABotVoHR0JEZH9FRUUAwBHpiBoJ1muIqCmrb72GHZ1TrbgoFFgd2QmPHD2O5RcvY1LaMeTq9XiqVQtHh0YNiEqlgru7OzIzM6FWq9kJLjUaRqMRWq0WJSUlPK+pAtNjEJcvX4avr6/8Q5aIGjbWa6ixYr2GqmOteg2TUk5EoVCgU6dOTn/BqxQSlnVqDx+lEh+cz8CzJ05heIAf2rm5OTo0aiAkSULz5s2Rnp6O06dPOzocIqsRQkCv10OlUnGkGqqSr68vQkJCHB2GzTWUeg1RfbFeQ40V6zVkifrWa5iUciJKpRIRERGODsMiCknCovbh8Fer0MndjQkpqjWNRoMOHTqwqTsRNSlqtbrJtJBqSPUaovpivYaImiJr1GuYlHIier0ef//9N/r06QOVyvk/GkmS8Eqb1mbTLpSWIlitgUrBTDrVTKFQcOhkalQaWjlOZEu8HqipYb2GGhuW42QPbE/tRIQQyMzMbLCjG5wrKUX/fw9i3KEjKOVIO0TUBDX0cpzImng9EBE1bCzHyR6YlCKrSSksQoZWi3VZVzDy4GEUGgyODomIiIiIiIiInBSTUmQ1twX4YVNUJDwUCmzJzsEt+1ORrdM7OiwiIiIiIiIickJMSjkRpVKJ6OjoBt0B6k3+vtjSvQt8VUrsystHbPJBXGKHj0TURDSGcpzIWng9EBE1bCzHyR6YlHIiCoUCYWFhDX7o5H4+3tgWHYVmajUOFBZhUNJBnCkpdXRYREQ211jKcSJr4PVARNSwsRwne+DZ5UT0ej22bt0Kvb7hP/LWzdMDO3pEIczFBRpJAQ8lTzUiavwaUzlOVF+8HoiIGjaW42QPHNfRiQghkJ+f32hGN2jv7oYdPaKgkIAAtdrR4RAR2VxjK8eJ6oPXAxFRw8ZynOyBzVfIplq5uqCFi4v89+cXLmJ7Tq4DIyIiIiIiIiIiZ8CkFNnNr1ey8Z+jJ3DrgUPYfOWqo8MhIiIiIiIiIgdiUsqJKJVK9OvXr9GObhDj643h/n4oMRoxKiUNqy9nOjokIiKrauzlOFFt8HogImrYWI6TPTAp5UQUCgWCg4Mb7egGbkol1neNwPjgQOiFwPhDR/H5hYuODouIyGoaezlOVBu8HoiIGjaW42QPPLuciE6nw6ZNm6DT6Rwdis2oFQp807kjprYIgQDw6NETePfMOUeHRURkFU2hHCeyFK8HIqKGjeU42QOTUk6mKQy3qZQkfNShLV5o3RIA8PzJ00jIZufnRNQ4NIVynMhSvB6IiBo2luNkaypHB0BNkyRJeKttG/iqVLiq0yPG19vRIRERERERERGRHTEpVYOlS5di6dKlMBgMjg6lUZrZupXZ3wV6A1wUEtR8bpmIiMjqWK8hIiIiZyIJIYSjg2gI8vLy4OPjg9zcXHh726ZVjxAC+fn58PLygiRJNtmHMysxGDH84CF4KhVYHdkJbhzlgYgamKZejlP92KOuYc998XogImrYWI5TfVha12BzFCfj5ubm6BAcZn9hIXbn5eOnK9kYfvAQ8vn8MhE1QE25HCe6Hq8HIqKGjeU42RqTUk5Er9dj8+bNTbYzub7eXvitWyS8lEok5ORhyP5UZGk50gMRNRxNvRwnKo/XAxFRw8ZynOyBSSlyKoN9fRAf3RWBahX25RcgJvkgzpeWOjosIiIiIiIiIrIyJqXI6fTy8kRidBRaajQ4VFSMQUkHcaK42NFhEREREREREZEVMSnlJAxCYFtuHrarNdiWmwdDE+9/PsLDHTt6RKG9myuy9XoUGoyODomIiIiIiIiIrIij71nIlqPUrMu8gmeOn8S5Uq08rZWLBh+0b4u7ggKsuq+G5mKpFudKS3GDt5ejQyEiqpEQAnq9HiqViqPUUK01xtH3eD0QETVcLMepPjj6XgOxLvMKxqammSWkAOB8qRZjU9OwLvOKgyJzDiEuGrOEVGJOLv7MznFcQERENSjm48ZEMl4PREQNG8txsjUmpRzIIASeOX4SlTVVM02bdvxkk3+Uz+RwYRFGHDyM4QcO4ccmnqwjIuek1+sRHx/PUWqIwOuBiKihYzlO9sCklAMl5uRVaCFVngBwtlSLxJw8+wXlxNq6ueImP19ohcDY1DR8c/Gyo0MiIiIiIiIiojpiUsqBMrRVJ6Tqslxj56JQYHVkJ0wOCYYBwMS0Y1h87oKjwyIiIiIiIiKiOmBSyoGaazRWXa4pUCkkLOvUHtNaNQcAPH08Ha+dOgv2109EzkKlUjk6BCKnweuBiKhhYzlOtsaklAMN8vVGKxcNqhrHQAIQ6qLBIF/bjsDT0CgkCQvbhWNem1AAwCunzuB/lzIdHBUREaBWq3H77bdDrVY7OhQih+P1QETUsLEcJ3tgUsqBlJKED9q3BYAKiSnT3++3bwslh9+sQJIkvNKmNd5vH47b/H1xT3Cgo0MiIoLRaMTly5dhNBodHQqRw/F6ICJq2FiOkz0wKeVgdwUFYG2XCLR0MX9Er5WLBmu7ROCuoAAHRdYwPNOqBTZFRcJFUXYqG4WAloUmETmIwWDA7t27YTAYHB0KkcPxeiAiathYjpM98AFRJ3BXUABGBfoj/spV/PL33xjWpw/iAvzZQspCiv9/n4QQmH48HWlFxVjXNQIeSqWDIyMiIiIiIiKiqrCllJNQShJifLwxWKdFjI83E1J1cLKkBMsyLuH37Bzcsj8VOTq9o0MiIiIiIiIioiowKeVEJEmCl5cXJCak6qSdmxu2dO8CX5USu/LyEZucgktaraPDIqImhOU40TW8HoiIGjaW42QPkhBCODqIhiAvLw8+Pj7Izc2FtzdHw3NmBwoKccv+VFzS6dDBzRV/dO+K1q4ujg6LiIioWvasa7BeQ0RERLZkaV2DLaWciNFoxOnTpzm6QT118/TAjh5RCHNxwbHiEgxIOoC0wiJHh0VETQDLcaJreD0QETVsLMfJHpiUciIGgwHJyckc3cAK2ru7YUePKES4u+FCqRaHi4odHRIRNQEsx4mu4fVARNSwsRwne+Doe9RotXJ1wfboKCTm5uHOoABHh0NERERERERE5bClFDVqQRo17iqXkDpTUootV3McFxARERERERERAWBSyqlIkoSgoCCObmAjV3Q63Lw/BbcfPITvL2c5OhwiaoRYjhNdw+uBiKhhYzlO9sCklBNRqVTo378/VCo+VWkLXkolenp5QicE7j10BJ9fuOjokIiokWE5TnQNrwciooaN5TjZA5NSTsRgMCAtLY0dydmIRqHA/zp3xH+aN4MA8OjRE1hw5ryjwyKiRoTlONE1vB6IiBo2luNkD0xKORGj0YgjR45wyE0bUkoSPu7YDjNDWwIAnjt5Ci+dPA0hRJ23aRACCdm5+PZSJhKyc2Gox7aIqGFjOU50Da8HIqKGjeU42QPb4VGTI0kS3m7XBr4qFV5MP403z5yDt0qJma1b1Xpb6zKv4JnjJ3GuVCtPa+WiwQft25p1sE5ERERERERE5thSqgZLly5FZGQkevfu7ehQyMpeCGuFjzu0RQc3V0xqFlzr9ddlXsHY1DSzhBQAnC/VYmxqGtZlXrFWqERERFbBeg0RERE5E0nU57mlJiQvLw8+Pj7Izc2Ft7e3TfZhMBhw4MABdOvWDUql0ib7oIpKDEa4Kq/lZ41CQFHDCBMGIdBmz74KCSkTCWUtptJvvAFKjlZB1GSwHKf6sEddw5774vVARNSwsRyn+rC0rsGWUk5EqVSiR48evODtrHxCasXFy7h5fyry9fpq10nMyasyIQUAAsDZUi0Sc/KsFSYRNQAsx4mu4fVARNSwsRwne2BSyokYDAYkJSVxdAMHydHpMe14Orbm5GLo/lRc0emqXDZDW3VCqi7LEVHjwHKc6BpeD0REDRvLcbIHJqWciNFoxJkzZzi6gYP4qlX4vVskAlQq7M0vwOCkgzhfWlrpss01Gou2aelyRNQ4sBwnuobXAxFRw8ZynOyBSSmicm7w9sL2HlFoqdHgUFExBiUdxMnikgrLDfL1RisXDarqLUoCEOqiwSBf2/YJQkRERERERNRQMSlFdJ1ID3fs6BGFdq6uSC8pxcCkA0gpKDRbRilJ+KB9WwCokJgy/f1++7bs5JyIiIiIiIioCkxKORGFQoFOnTpBoeDH4mht3FyR2CMKUR7uyNDq8GPW1QrL3BUUgLVdItDSxfwRvVYuGqztEoG7ggLsFS4ROQmW40TX8HogImrYWI6TPUhCCOHoIBoCew7TTM7jqk6Hry9exrRWLSBV0erJIAQSc/KQodWiuabskT22kCIiotqyZ12D9RoiIiKyJUvrGkx5OhG9Xo9du3ZBr9c7OhT6f/5qNaaHtpQTUsUGAxKyc82WUUoSYv18ML5ZEGL9fJiQImrCWI4TXcPrgYioYWM5TvbApJQTEUIgMzMTbLzmnHRGI+5OPYKb9qfgm4uXHR0OETkhluNE1/B6ICJq2FiOkz0wKUVkIQkSAtVqGABMTDuGxecuODokIiIiIiIiogaLSSkiC6kUEr6MaI+nWzYHADx9PB2vnzrLOwdEREREREREdcCklBNRKpWIjo6GUql0dChUBYUk4f324ZgTFgoAmH3qDGacOMXEFBEBYDlOVB6vByKiho3lONkDk1JORKFQICwsjENuOjlJkjA3vDUWtQsHACw8dwHPnjjl2KCIyCmwHCe6htcDEVHDxnKc7IFnlxPR6/XYunUrRzdoIKaFtsCXndrDR6nEvcGBjg6HiJwAy3Gia3g9EBE1bCzHyR5Ujg6ArhFCID8/n4+CNSAPNm+GUYH+8FerHR0KETkBluNE1/B6ICJq2FiOkz2wpRRRPZVPSO3Ly8fwA4eQo+PdBCIiIiIiIqLqMClFZCV6o8D4w0fxy9VsxO1PwSWt1tEhERERERERETktJqWciFKpRL9+/Ti6QQOlUkhY2yUCwWo1kgsKMSjpIM6UlDo6LCKyI5bjRNfweiAiathYjpM9MCnlRBQKBYKDgzm6QQPW3dMDO3pEobWLC44Vl2Bg0gEcKSpydFhEZCcsx4mu4fVARNSwsRwne+DZ5UR0Oh02bdoEnU7n6FCoHjq4u2FnjyhEuLvhbKkWg5JSkJRf4OiwiMgOWI4TXcPrgYioYWM5TvbApJST4XCbjUMrVxdsj45CT08PZOp0eOfseUeHRER2wnKc6BpeD0REDRvLcbI1JqWIbCRIo8bW6K74b6sWWNapvaPDISIiIiIiInIqTEoR2ZCPSoX32ofD/f87BxRC4F8+ykdERERERETEpJQzUalUiIuLg0qlcnQoZCOvnDqD3v/sxxcXLjo6FCKyAZbjRNcoDQYMDQniqE1ERA0U6zVkD0xKORk3NzdHh0A2IoRAplYHI4BHjp7AgjPsZ4qoMWI5TlTG8OevUK/7DvplH8GYddnR4RARUR2wXkO2xqSUE9Hr9di8eTM7k2ukJEnCxx3bYWZoSwDAcydP4eWTpyGEcHBkRGQtLMeJrhEurjBICojjR6Fb9Db0W36B4AhOREQNBus1ZA9MShHZkSRJeLtdG7wVHgYAeOPMOTx17CSMTEwREVEjI8UMxc7ovkD7joBeD8Mfv0D3/tswHjvi6NCIiIjISTApReQAL4S1wscd2kICsPTCRUxJO+7okIiIiKyuyM0d0qRHobpvMuDlDZGVCd0XS2HYuc3RoREREZETYI9lRA4ytWVz+KhUmJR2DHF+Po4Oh4iIyCYkSYKye08oOnaG4fdNMPy7F4qu3R0dFhERETkBSbBDG4vk5eXBx8cHubm58Pb2tsk+hBDQ6/VQqVSQJMkm+yDnc7qkBGGuro4Og4isgOU41Yc96hr23FdV14MoKoLk7i7/rd/yCxSdu0DRqrVN4iAiorphvYbqw9K6Bh/fczLFxcWODoHsrHxC6pJWi/sOHcEVdgRL1GCxHCe6prLroXxCyng0rayvqSXvQb9hLQSvHyIip8J6Ddkak1JORK/XIz4+nqMbNGH3HzqKby9nISYpBRdKSx0dDhHVEstxomssuR6k5i2giO4FCAHDru3QvvcGDPv/5ci0REROgPUasgcmpYicyIcd2qKlRoPUoiIMTDqIk8Uljg6JiIjIZiQvb6jHT4L64ScgBQYB+XnQr1oO3bKPIbIyHR0eERER2RiTUkROJNLDHTt6RKGdqyvSS0oxMOkAUgoKHR0WERGRTSk6dIJ62gtQ3jwMUKkgjqVB++XHEEajo0MjIiIiG2JSysmoVBwQsalr4+aKxB5R6OrhjgytDjHJKfg7L9/RYRGRhViOE11Tm+tBUquhumkYNNNfhNQhAqphd0BSsKpKRORIrNeQrXH0PQvZc0QcIgC4qtNh+IFD+Cu/AD09PbCvV3eOekFE1Ig1ttH36sNUPTV97xn27oHx+BGoRtwJycv54iUiIiJzHH2vATIajbh8+TKMbKpOAPzVavzRvSsmNgvCuq4RTEgRNQAsx4muqc/1IEmS/L0ndDrof/0JxuR/oF3wBgy7E/lYHxGRHbBeQ/bApJQTMRgM2L17NwwGg6NDISfhqVLi684dEebqKk9LZ+fnRE6L5TjRNda6HiS1GuoH/wOpVWugpBj6H9dAt3QhjOfPWilSIiKqDOs1ZA9MStVg6dKliIyMRO/evR0dChF+yMxCx7//xdLzGY4OhYiIGqCGWq9RtGoN9RP/hWrUWMDFFeLcGegWL4B+4w8QJcWODo+IiIjqiEmpGjzxxBM4dOgQ9u7d6+hQiLAnLx96IfDksZN44/RZsEs4IiKqjYZcr5EUCij7D4ZmxktQRPcChIBh5zaISxcdHRoRERHVEbvSdyKSJMHLy4t9B1GV3mnbBh4KJeadPouX088gW6fHu+3a8JwhchIsx4musdX1IHn7QD1+Eoy9+sJ45hQUYeHyPFFaAsnFtZq1iYjIUqzXkD1w9D0LOfsoNdS0vH/2AqafSAcAPBQSjE87tYeSXxZERA0aR9+rH5GVCe2SBVAOjIMydigkldrRIRERETVZHH2vATIajTh9+jRHN6AaTQttgS87tYcCwLKLlzH+0BHojcwvEzkay3Gia+x9PRj++RsoLoZhy2boFs2H8fhRu+yXiKixYr2G7IFJKSdiMBiQnJzM0Q3IIg82b4bvu3SCWpIQotFAyYZSRA7HcpzoGntfD8pbhkM1fhLg5Q2RdRm6z5dA990KiPw8u+yfiKixYb2G7IF9ShE1YGOCArG3lxuiPNwd/qy3QQgk5uQhQ6tFc40Gg3y9+UghERHZjSRJUEb3gqJTJPS/b4JxdyKMSfugPZwK1e2joezTz9EhEhER0XWYlCJq4Lp7esj/1xqNmHnyFF5s3QrBGo3dYliXeQXPHD+Jc6VaeVorFw0+aN8WdwUF2C0OIiIiyc0N6lFjYezVB/p1qyHOn2VrKSIiIifFx/eciCRJCAoKcniLF2q4ph1Px/vnMjAo6SDOlJTaZZ/rMq9gbGqaWUIKAM6XajE2NQ3rMq/YJQ4iZ8BynOgaR18PilatoX7yWajG3gdlzBB5ujHrMkRJsUNiIiJqSBxdjlPTwNH3LNQYR6mhxudYUTFu2p+KM6WlCHXRYEv3Lujk7m6z/RmEQJs9+yokpEwklLWYSr/xBj7KR0RUA46+Z3vCYIDuw3chigqhGnkXFFHR/LFFRERkAw4bfe/w4cNYu3Yt/vrrL2tvutEzGAxIS0tjR3JUZx3c3bCjRxQ6ubnhbKkWg5JSkJRfYLP9JebkVZmQAgAB4GypFok5fGyCmgaW40TXOOX1kJsD6HRAXi70K7+C7stPIK5kOjoqIiKn5JTlODU6dUpKrV69GkOGDKmQeHruuefQtWtXjBs3Dv3798edd97JE7gWjEYjjhw5wiE3qV5CXV2Q2CMKPT09kKnTIS45BTtzbZMUytBWnZCqy3JEDR3LcaJrnPF6kPwDoJ7+ApQ33QYolRBHD0O78G3o//wNQq9zdHhERE7FGctxanzqlJT63//+h+TkZPTo0UOetmvXLrz33nvw8vLCvffeizZt2mDjxo1YuXKl1YIlIssEadTYGt0Vg3y8kWswYGxqGoptkCBubmFn6pYuR0REjYMwGiFOHkfzzIsQJ49DONEPGkmthurm4VBPfxFS+06AXgfD75uge38+RF6uo8MjIiJqUuo0+l5KSgq6desGTbkfmt988w0kScL333+PW265BVevXkV4eDi++OILTJw40WoBE5FlfFQq/NotEg8cPoanWzWHm1Jp9X0M8vVGKxcNzpdqUVnndKY+pQb5Np3+SoiImjpDyn7oN/4A5OagOwBxLBVaH1+o7hgDZdfujg5PpggKhvrhx2Hc/y/0P60DPL0AL35fERER2VOdWkpdvnwZLVu2NJsWHx+P4OBg3HLLLQAAf39/DB48GMePH69/lE2EQqFA69atoVBwUESyDnelEj90jUCMr4887YrOeo8nKCUJH7RvC6AsAVWe6e/327dlJ+fUZLAcp6bOkLIf+m+WlfXdVF5uDvTfLIMhZb9D4qqKJElQRveCZsZLUI97QO70XJQUw/D3bqdq4UVEZG+s15A91OnscnNzQ17etT5qMjIycPToUcTExJgt5+vri+zs7PpF2IQolUr06NEDShu0aCECgIMFhej417947+x5q23zrqAArO0SgZYu5o/otXLRYG2XCNwVFGC1fRE5O5bj1JQJo7GshVQ19Bt/cMpEj+TmDsnPX/7b8Ptm6H/4FrqPFsF4/qwDIyMichzWa8ge6pSUatu2LRITE5GTkwMAWLlyJSRJkltJmVy8eBHBwcH1DrKpMBgMSEpKYufwZDM/XbmKq3o9Zpw4hdnppyFEZQ/d1d5dQQE4deMNiO/eFas6d0R8965Iv/EGJqSoyWE5Tk2ZSD9RsYXU9XJzypZzclJgEODiAnH2NHSLF0D/0zqI0hJHh0VEZFes15A9WJSUUiqVeOihh+S/J0+ejLy8PPTq1QtjxozByy+/DE9PT4waNUpeRqfTYd++fejYsaP1o26kjEYjzpw5w9ENyGZmhYXirfAwAMDrp8/h6ePpMFopMaWUJMT6+WB8syDE+vnwkT1qkliOU1Mm8i0b6dXS5RxJ2X8wNDNehqJbT0AIGHYkQLvgDRgOJFnthg4RkbNjvYbswaKklBDC7Av4kUcewZgxY5Ceno7169dDrVbj008/RUDAtVYRP//8M3JzczFkyBDrR01EdfZCWCt81KEtJABLzmdgUtox6I2sYBMRUf1IFnYSbulyjiZ5+0B9/2SoH3oMCAgE8nKhX/kVDNu3Ojo0IiKiRqNOo++p1WqsWbMGp06dQmZmJiIiIuDl5WW2THh4ONavX48bb7zRKoESkfU81rI5fFQqTDx8FP+7lIl8vQHfRXaCq5KdGBIRUd1I4e0AH9/qH+Hz8S1brgFRdOwMzfQXYIj/A4a/dkLZs7ejQyIiImo06pSUMmnTpg3atGlT6bzo6GhER0fXZ/NNjkKhQKdOnTi6AdnFfc2C4KVU4u7UNOTo9RBgaymi+mI5Tk2ZpFBAdceYstH3qqC6YwykBnh9SGoNVLcMhzJ2KCSNizxdv+lHKCIioWjH7iqIqPFhvYbsoV5JKbIupVKJiIgIR4dBTcjIQH8kREch0sMNbhxVg6jeWI5TU6fs2h144KGyUfjKt5jy8YXqjjFl8xuw8gkpQ9ohGLZvhWH7Vih63ADV7aMbzKOJRESWYL2G7MHipNSOHTswZcqUWu9AkiQsW1b1HTO6Rq/X4++//0afPn2gUjFfSPZxo4/5o7cfnruAsUEBaOHiUsUaRFQVluNEZYkpRWQU9MeP4nhyEtpH94CqfccG2UKqOoqwNlD0Gwjjnp0wJu2DNi0VqtvugKJPv0Z3rETUNLFeQ/Zg8Zl14sQJHD9+vNY7YFLKckIIZGZmclQXcpgl5zLwzPF0vH/uAv7o3hVt3VwdHRJRg8JynKiMpFAA4e1w9PARtA9v1yiTNJKbO9Sj74GxV1/o162GuHAO+vWrIe3bA9Wd90DRMtTRIRIR1QvrNWQPFielunfvjlGjRtkyFiJysNsD/LDonCtOlpRgYNIB/N6tC7p6ejg6LCIiIqelCA2D+slnYdizA4bffoY4exq6/30JzYyXIfHReCIiompZnJSKjo7GnDlzbBkLETlYuJsrdvSIwi0HUpFSWISY5BT80i0Sfby9al6ZiIioiZKUSqgGxEAZFQ39T+ug6HGDnJAytTCQJMmRIRIRETmlxteWugFTKpWIjo6GknfVyIGau2iwLbor+np54qpej6H7UxCfnePosIgaBJbjRNc0xetB8vaB+v4HoYyMkqcZ/94F/VefQlzJcmBkRES11xTLcbI/JqWciEKhQFhYGIfcJIfzV6vxR/euGOrrgwKDEbcfPIwLpaWODovI6bEcJ7qG1wMg9Drot/wC45FD0C58C/qtv0HodY4Oi4jIIizHyR54djkRvV6PrVu3Qq/XOzoUIniqlPg5KhKjA/3xTts2HI2PyAIsx4mu4fUASCo11P95ClK7joBeB8Nvm6B7/x0YTxxzdGhERDViOU72YFGfUq1bt0ZgYKCtY2nyhBDIz8/n6AbkNFyVCvzQJQKKcv1gFBsMcGMTXqJKsRwnuobXQxlFUDOoH3kCxuR/oP95PUTmJeg+WwxFz95Q3T4akif7bSQi58RynOzBoqTUqVOnbBwGETmr8gmpqzodYpJTMD44EC+2bsVOW4mIiCwgSRKUPW6AIiIS+t9+hnHPThiT9kEMiGFSioiImjSLHt/T6XTo0KEDXF1dsXv37hqX3717N1xdXdG5c2cYDIZ6B0lEzmFd5hWkFBbhpfQzeP7kKd41ISIiqgXJzR3q0fdA/cR/obx9NBStWsvzRGGBAyMjIiJyDIuSUt999x1OnDiBGTNmoF+/fjUu369fP8ycORNHjx7FmjVr6h1kU6FUKtGvXz+ObkBO6+EWIVjYrg0AYMHZC3j06AkYmJgikrEcJ7qG10PVFKFhUA2Kk/82Xr4E7VtzoP9pHURpiQMjIyK6huU42YNFSam1a9dCo9Hgueees3jDzz77LNRqNVavXl3n4JoahUKB4OBgjm5ATm16aEss69QeCgBfZFzC+ENHoDUaHR0WkVNgOU50Da8HyxlT9wM6HQw7EqBd8AYMB5PZGpmIHI7lONmDRWfXP//8gz59+sDHx8fiDXt7e6Nv377Yt29fnYNranQ6HTZt2gSdjkMFk3Ob0rwZVkd2glqSsCbzCkalHEYRH9UlYjlOVA6vB8up4m6BespUwD8AyMuF/n9fQr/8U4irVxwdGhE1YSzHyR4sSkplZWUhNDS01htv1aoVMjMza71eU8bhNqmhGBsciJ+iOsNdocChwmJk89wlAsBynKg8Xg+WU3SKhOa/L0I59FZAqYQx7RC0770J/fatjg6NiJowluNkaxaNvufq6ori4uJab7y4uBiurq61Xo+IGoZb/f2wpXsXBKnVaOni4uhwiIiIGjRJrYHqltuhiL4B+h+/hzhxDOAj8kRE1IhZlJQKDQ1FUlJSrTeelJSEVq1a1Xo9Imo4+vt4m/39c9ZVdPP0QGtXJqmIiIjqQhHcDOpHnoQx9QAUnbvK040XL0Dy9ILk6eXA6IiIiKzHosf3YmNjcebMGfz2228Wb/iXX37B6dOnMWTIkDoH19SoVCrExcVBpbIoV0jkdP64moO7UtMwMOkAjhbVvnUlUUPHcpzoGl4P9SNJEpRdu0P6/1GvhF4P/cqvyjpC/2sXBFtQEZGNsRwne7AoKfX4449DoVBgypQpOHr0aI3LHzlyBA899BCUSiUee+yxegfZlLi5uTk6BKI66+TuhraurjhbqsWgpINIzi9wdEhEdsdynOgaXg9WVJAPqFRAcRH0676D7uP3Ybxw3tFREVEjx3KcbM2ipFTnzp3xwgsvICMjAz179sRLL72ElJQUs6FqhRBISUnBrFmz0KtXL1y8eBEvvvgiOnfubLPgGxu9Xo/NmzezMzlqsEJdXZDYIwo9PT1wWadDbHIKdubmOTosIrthOU50Da8H65J8/aB+cgaUI+4ENC4QZ05Bt/hd6H9eD1Fa4ujwiKgRYjlO9mBxO7zXXnsNer0e77zzDt5++228/fbbcHFxgZ+fHwAgOzsbpaWl8vIzZ87Eq6++av2IicipBWnU2BrdFSMPHkZibh5u3p+K9V0jcKu/n6NDIyIiatAkpRKqQXFQdusB/U/rYDyYDENiPAz7/4Xmif9C8uV3LRERNSwWtZQyeeutt7Bnzx6MHTsWXl5eKCkpQUZGBjIyMlBSUgIvLy/cfffd2L17N9566y1bxUxETs5HpcKv3SIxzN8PxUYjRh48jCQ+ykdERGQVko8v1BOmQPXgVMA/AFJwM8DH19FhERER1Vqteyzr3bs3Vq9eDSEETp48iStXrgAAAgIC0LZtW0iSZPUgiajhcVcq8WPXCEw8fAxuSgW6e3o4OiQiIqJGRRkRCUW7F4HiYrkOLoqLYNi7B8r+gyGxc2IiInJykijfMRRVKS8vDz4+PsjNzYW3t7dN9iGEgF6vh0qlYnKPGg2DEBACUCkk+W8lz29qpFiOU33Yo65hz33xenAM3Y/fw7h7B6TgZlDdeQ8UbTs4OiQiaqBYjlN9WFrXsOjxvaioKDzxxBP49ttvce7cOasFSRUVFxc7OgQiq1JKkpyQ0hsFxqUewez002A+nBorluNE1/B6sD9FWDjg4Qlx+RJ0ny6G7vv/QRTkOzosImqgWI6TrVmUlEpNTcUnn3yCCRMmICwsDOHh4Zg4cSI+//xzpKWl2TrGJkOv1yM+Pp6jG1Cj9Xt2Nn7IuoLXT5/D08fTYWRiihoZluNE1/B6cAxlj97QzHgZir4DAEmC8Z+/oV3wBgx/7YIwGh0dHhE1ICzHyR4setB827ZtSExMRGJiInbv3o3Tp0/j9OnTWLlyJYCy/qQGDhyIQYMGYdCgQejZsycUilr1oU5ETcDwAH981KEtnjh2EkvOZyBXr8eXnTrILamIiIio/iR3d6jvGgdjrz7Qr/8eIuM89Ou+g7IgH6qhtzo6PCIiIplFSSlTsgkoe650//79SExMxI4dO7Bjxw5kZGTgxx9/xIYNGwAAHh4euPHGG+X1YmNjbXYARNSwPNayObxVSkw6fAzfXMpEnt6A7yI7wVXJRDYREZE1KcLCoX5qBgy7tsOwcxuUffs7OiQiIiIztR6SQ5IkREdHIzo6Gk899RQA4OTJk0hMTMT27duxc+dOHD16FH/++Sf+/PNPSJLE5n61oOIoKdQE3N8sGN5KFe5OTcOGK1dx+8FD+LFrBLx4/lMjwHKc6BpeD44nKZVQDYorG41PqQTw/50Xr/8eio4RUHTpxg6MiahKLMfJ1qw6+p6pFdW6deuwdOlSZGdnQ5IkGAwGa+3CYew5Ig5RU5GQnYuRKYegF8D26K7o7e3l6JCIiBymsY2+R87LcDgV+uWfAgAUnbtAdcdYSP4BDo6KiIgaE0vrGvVKe5aWluKvv/6SH+PbvXs38vLyIISAUqlEz549MWDAgPrsokkxGo3IyspCYGAg++SiJiHWzwdbu3fFFZ2eCSlqFFiOE13D68F5Kdp1gDLuFhi2/wnj4VRojx+FcuhtUA6Kg8RWEUT0/1iOkz3U6lsnOzsbO3fulPuT+vfff6HVaiGEgLe3N2688UYMGDAAAwYMQN++feHh4WGruBslg8GA3bt3Y/jw4bzoqcm4Phl1sKAQnkolwt1cHRQRUd2xHCe6hteD85I0GqhuGwFFjxug//F7iJPHYfj1Jxj/3QvVnfdA0ba9o0MkIifAcpzswaKk1NSpU7Fjxw6kpaXB+P9DyYaFhWHMmDFyEioqKorPoxNRvRwvKsbN+1OhkIAt3buii4e7o0MiIiJqtBTNQqB+9CkYk/ZC//OPEJcvQrd2FTTPviT3P0VERGRLFiWlPvvsM0iShO7du2PatGm46aab0KJFC1vHRkRNjIdSiSCNGimFRRicdBC/dovkY31EREQ2JEkSlD37QBHRBfpff4ayS9S1DtH//2a0xBYSRERkIxZ9w3h7e0MIgeTkZDz66KO4++67MXPmTPz000+4cuWKrWNsMiRJgpeXF1ucUZPV3EWDbdFd0cfLE1f1egzZn4L47BxHh0VkMZbjRNfwemhYJHcPqO8aB0WnSHmacc8O6D5+H8aM8w6MjIgcheU42YNFo+8JIXDw4EG5L6nExERcuHBBPjk7duyIgQMHyq927drZPHB74yg1RPaTr9djdEoatubkwkWSsKZLBEYG+js6LCIim+Loe+RMhF4P7fx5QF4uoFBAOTAWypuGQXJxcXRoRETUAFha17AoKVWZ9PR07NixA9u3b8fOnTuRlpZWtkFJQrNmzTBgwAA5SdWrV6+6HYUTsUflzWg04uzZswgNDWVHctTklRiMuPfQEWy4chVKAJu6ReJWfz9Hh0VULZbjVB+NLSnF66HhEznZ0P+0DsaU/WUTfPygGjUGikj2JUvUFLAcp/qwtK5R5zFfw8PDER4ejgceeAAAkJWVhR07dsgtqTZs2IB169ZBkiTo9fq67qZJMRgMSE5ORosWLXjRU5PnqlRgbZcITDlyDEeKitGffUtRA8BynOgaXg8Nn+TrB/UDD8GQlgr9j2uA7KvQr/gCis5doRo1FpIfWzETNWYsx8ke6pyUup6Xlxf8/Pzg5+cHf39/uLq6oqCgwFqbJ6ImSKWQsDyiAwoNBnipyoorU+NO3qElIiKyD2VEFyj+2wGGrb/DsP1PGI8cgiguhsQGzEREVE91TkpdvXoVO3fulPuZ+vfff6HT6QBc+9HYvn17DBo0yDqRElGTpJAkOSEFAG+dOYccvQHz24YxMUVERGQnkkYD1W0joOhxA8SpE1C0aCnPE9lX2WqKiIjqxOKk1KlTp8wezzty5AiEEHICSqFQoHv37hg0aJD8atasmc0Cr4uPP/4Yn3/+OQ4ePIiXXnoJc+fOdXRIZiRJQlBQEH9oE1XhQEEhXko/AwDI0evxccd2UPJ6ISfCcpzoGl4PjZOiWQjQLET+23jxAnQfvgtFjxugGj4KkoenA6MjImtiOU72YFFSKjQ0FBcuXABwrRWUi4sLevfuLSeg+vfv7/SjtzRv3hxz587FqlWrHB1KpVQqFfr37+/oMIicVjdPDyzr1B6PHDmOzzMuIVevxzedO0LDZ9zJSbAcJ7qG10PTYDx2BDAYYNz3F7SHDkI1bBQUN/SFxO9mogaP5TjZg0VJqfPnz8Pb2xv9+/eXk1B9+vSBRqOxdXxWNXr0aADA5s2bHRtIFQwGA44dO4YOHTpAqVQ6OhwipzSleTN4K5W47/BRfJ95BXmGw/ihSwTcec2QE2A5TnQNr4emQTUoDorWbaBfvxoi4wL0P3wL6Z+/oBp9DxTNWzg6PCKqB5bjZA8W3cL4999/kZ2djc2bN+PFF1/EwIEDbZ6QKigowJw5c3DbbbfB398fkiRh+fLllS5bWlqKmTNnokWLFnBzc0Pfvn2xZcsWm8ZnC0ajEUeOHIHRaHR0KERObWxwIH6K6gw3hQK/Xs3BrQcOIbeOo3wahEBCdi6+vZSJhOxcGP6/NaijOFs8VDssx4mu4fXQdCjCwqF+6jkobx8NaDQQp05C9+E70G/5xdGhEVE9sBwne7AoKRUdHW3350izsrLw6quv4vDhw+jevXu1y06ePBkLFy7E/fffjw8++ABKpRLDhw/Hjh077BQtEdnbrf5+2NK9C3yUSuzIzcOvV7NrvY11mVfQZs8+xO1PwX2HjyJufwra7NmHdZlXbBBxw4uHiIjIUpJSCdXgIdA8+xIUXbsDRiPg6urosIiIyMnVefQ9W2vevDkyMjIQEhKCffv2oXfv3pUu9/fff+O7777Du+++ixkzZgAAJk6ciK5du+L555/Hrl277Bk2EdnRAB9vJER3RWJuHsYFB9Vq3XWZVzA2NQ3Xt0M6X6rF2NQ0rO0SgbuCAqwXbAOLh4iIqC4kXz+oH3gIxuNHIIW3l6cbz52B5OHJUfqIiMiM0/ZA6OLigpCQkBqXW7t2LZRKJR599FF5mqurKx566CHs3r0bZ8+etWWYVqVQKNC6dWso2DEkkcWivTzxVKtrfVZkaXU4VlRc7ToGIfDM8ZMVEkAA5GnTjp+026NzzhYP1R3LcaJreD00bYr2nSD9fx80QqeD/tuvoX3vTegT/oAwGBwcHRFZguU42YPTtpSyVFJSEjp27Fhh5L8+ffoAAJKTkxEaGgoA0Ov10Ov1MBgM0Ov1KCkpgVqtrrTTttLSUpSWlsp/5+XlAQB0Oh10Oh2AsotUqVTCYDCYPWdrmq7X6+XRCgFAqVRCoVBUOd1oNKJr164wGo0wGo1QqVRy3OVVNV2tVsNoNMJQ7otekiSoVKoqp1cVu7WOyfRe1RQ7j4nHZI1jytcbMCw1DWdKtfg5siOiPT0qjX1bbh7OlWpRFQHgbKkW/9fefcdHUeZ/AP/MzJb0HiCQECCBhBRCkSYdRREUkCJgAw/l9FCxonfenejvPAs2VPTsBT0L3QJILx4IqAQIvXchAdIgZHdnnt8fMRtCErLZ7O7sbj7v18uXZPbZme+zu/PNN8/OPM/qc/noFVqxtLW7+uRoPCvPnEWf8Ipc56vv06Xb/eWzV75dUZRKedwf+uSP75O39unymFyJdY3/fm58oU+iqBAiJBTIy4W66Fuov26ENGQEpBatfLZPl2/3h/eJfWKfWNewT3rUNT4/KHXy5EnExcVV2V6+7cSJE/Zt//rXv/DMM8/Yf37uuefw8ccfY/z48VWe//zzz1dqW27JkiUICgoCADRv3hwdOnTA1q1bceTIEXublJQUpKamYuPGjcjNzbVvb9++PRITE7FmzRoUFRXZt3fv3h2NGjXCkiVLKn04+vXrh8DAwCqrBQ4aNAglJSVYuXKlfZvBYMDgwYORl5eH9evX27eHhoaif//+OHr0KLKzs+3bY2NjcfXVV2Pv3r3YvXu3fTv7xD75cp8KJAkXGzXFaasV/bJz8PfzBWir2qr0aY3RBARVHsiuzp4zZ1G0do3b++RoPEt++RXnSyuuAvPV9wnwv89eeZ+io6OxaNGiSsWCr/fJH98nb+3ThQsX4C6sa9gn3fsU1wIpkbFouScHOP07xAczcLRRHHYnJiMuKdk3++SP7xP7xD5d0ifWNeyTJ+oaSVz6CfNS5XNKVTeAlJSUhJSUlCov9oEDB5CUlITXXnsNDz30UJ2PWd03igkJCcjLy7NfleXq0c0LFy5g6dKlGDBgAIxGo1eMbta3T944Yss++XefioTA0O278VNBIYJkGbNSW2NAZHiVK6UG5OxCbZa3S/PYlVKOxLM0I5VXSnl5n1RVxcKFC+153B/65I/vk7f2qbCwEDExMSgoKKhyBXh9sa7x38+Nr/VJKS2FddECiE0/l20MCoJy/2MwRMf4bJ/88X1in9gn1jXsk6fqGoeulOrfvz8GDhyIKVOmAADWrFmDJk2aoE2bNo483a0CAwMrFVnlLl68aH/cGWazGWazucp2o9FoPyHLlV/aeLnyN9zR7eX7vfwYlx/vSttlWYYsV73nt6btNcXu6j7VZzv7xD4BjvcpCsCP7dIwYvsuLD6bj2E79+DLtDYYERtjj71fdBTizSYcL7VUO4+TBCDebEKfyAgo1aw86uo+ORpPv+ioauPxxffpSjHWdbs39an8F3Z1vyt8tU81xVjX7exT7X2q6diuwLrGfz83l/P6PhkMMI28FdpV3WCb9w0QFg4lqmwhD5/tE/zwfQL7BLBPrGtq3s4+ua6ucWjGslWrVmHXropv8fv27YsXX3zRoQO4W/kqfZcr39a0adMqjxGRfwtSFCzIaItRsdGwCoFbtu/GV6cqLn9VJAnTk8vmsbh8iKf859eTW1U7AOQO3hYPERGRu8ktWsH44OMwjrkT0h+/38T587At+QHCUvULZyIi8k8ODUqZTCacP3++0jZvueuvffv22LNnj33CznIbNmywP+4rZFlGSkpKtaOQRFQ3JlnGl2kpuDuuMRqZjLjqktvwAGB4bDRmp6eimdlUaXu82YTZ6akYHhvtyXC9Lh5yDvM4UQWeD1QbSVEgBVcsSmJb9C3U5T/C8sq/oe7YpmNkRAQwj5NnOHT7XnJyMpYvX47Vq1ejZcuWAIDi4uJKE3JdSfPmzZ2PsBYjR47Eyy+/jPfeew+PPfYYgLJ5Ez7++GN07drVvvKeL1AUBampqXqHQeQ3FEnCe22ScMKSgGbV3LYyPDYaQ2OisDa/ECctFsSZTOgVEabbFUneFg/VHfM4UQWeD1RXcnomtH27gXNnYfv0fWhpmTAMGQEpMkrv0IgaJOZx8gSHBqUmTpyIhx56CP3797dvmzNnDubMmVPrcyVJqjKJlqPeeust5Ofn21fQ++6773Ds2DEAwAMPPIDw8HB07doVo0aNwl//+lecPn0aycnJ+PTTT3Ho0CF8+OGHTh1XLzabDRs3bkSXLl1qvFeUiOpGkqRKA1ILz5zF0nP5eCWpJWRJgiJJ6BsZrmOElekRjyoEB8JchHmcqALPB98kNA3i4H6IokJIoWGQWiZB8tBVEkrbDMhJraEu/xHqmhXQdmyDZe9uKANugNKzL6Rq5i5xBz1fAyJvwjxOnuDQJ+vBBx9EfHw8FixYgGPHjmHlypVo1KiR20dNX375ZRw+fNj+89y5czF37lwAwO23347w8LI/3D777DP84x//wMyZM3Hu3Dm0a9cO33//PXr37u3W+FxNCIHc3FyvuTWSyN+cslgwavtuXNA0nLHa8FFKaxjkhj34Mjf3DCbvO4BjpRb7tnizCdOTW/GWQScwjxNV4Pnge9ScLbB9OwcoyK/YGB4Bw5ARUDKyPBKDZDLDcMMQyB06wzb/G4iD+6EuXACUlsJw3SC3H98bXgMib8E8Tp7g8HDn8OHDMXz4cABl95becMMN+Oijj9wWGAAcOnTIoXYBAQGYNm0apk2b5tZ4iMi3NTaZ8G6bJIzftRczT+WiSFXxZdsUBCgN89vPublnMHL7rior/h0vtWDk9l2cy4qIqAFRc7bANrOauwwK8su23zHBo4MycpM4GP/8ILRfN0JdvQxKzz5uP6a3vQZERA2BU3+JPf300xg2bJiLQyEicr/bmzTC3IxUmCUJ8/POYvC2HShy8hZjX6YKgcn7DlQZkAJg3/bQvgNQ+c0YEZHfE5pWdnXQFdi+nQOhaR6KqIwkSVCu6grjw3+FFFQ2IboQAtavPoO66WeXxuOtrwERkb9zelBqyJAhro6lwVMUBe3bt4fiofvliRqqITHRWNQuDSGKjBX5BRiwZTvOWq16h+VRa/MLK92ydzkB4GipBWvzC2tsQ1UxjxNV4PngO8TB/ZVvV6tOQX5ZOx1cOp+Ttms7tM2/wDb7v7C++wa030+45Bje/hoQ6YF5nDyhXvesnDp1Cs8//zwGDRqErKwsZGVlYdCgQXjhhRdw6tQpV8WoqxkzZiAtLQ2dO3d2+7FkWUZiYiKX3CTygH6REViRlYEogwEbiorx5vGTeofkUSctNQ9IOdOOyjCPk7djXUPVEUWOfQHhaDt3ktu0hTJoKGA0QRw6AOv0l2BbuADCUlqv/frSa0DkKczj5AlOf7rmzJmDNm3a4O9//zsWL16Mbdu2Ydu2bVi8eDGeeuoppKSkOLQ6n7ebNGkSduzYgU2bNrn9WDabDStWrHB6tUIiqpvOYaFY0yETk5o2wd8TE/QOx6PiTCaXtqMyzOPk7VjXUHWk0DCXtnMnSVFg6HMNTI/+DXJ6O0DToK5eDssr/4a6Y5vz+/Wh14DIU5jHyROcGpT65ZdfMHbsWJw/fx4333wz5s2bh82bNyM7Oxvz58/H8OHDUVxcjFtvvRW//PKLq2P2W0IIFBUVcXUDIg9KDw7CW22SoEhlq/DZNIGDJRd1jsr9ekWEId5sQk1rD0oAEswm9Ipg8V0XzONEFXg++A6pZRIQHnHlRuERZe28hBQZBeOdd8Mw7h4gMgrIPwf1hwUQqurc/nzwNSByN+Zx8gSnBqWef/55qKqKWbNmYfbs2Rg6dCiysrLQrl07DBkyBLNmzcKsWbNgtVrxwgsvuDpmIiK30ITAhN170fnXLdhUWKR3OG6lSBKmJ7cCgCoDU+U/v57cyj5YR0RE/kuSZRiGjLhiG8OQEZXmdvIWSlomTI/8FUrfa2G4eRSkP+a+EapapwEqX34NiIh8mVNZ9aeffsLVV1+Nm2++ucY2N998M3r06IG1a9c6HRwRkSedV1XsulCCMzYb+m/JwapzBXqH5FbDY6MxOz0VzcyVb9GLN5swOz0Vw2OjdYqMiIg8TcnIguGOCVWvFgqPgOGOCVAysnSJyxGSyQzDDUMgJ6fYt6nr1sD6xkvQDh1weD++/BoQEfkqgzNPKigoQPPmzWtt17x5c4/MWeAvFEVB9+7duboBkU5CDQYsy0rHsJxdWJFfgIFbt2NWeipuionSOzS3GR4bjaExUVibX4iTFgviTGW37PEKKecwjxNV4Pnge5SMLMhpmRAH90MUFUIKDYPUMsnnrg4Sqgr1f6uBc2dhfed1yJ27wXDDUEjBwbU+119eAyJXYB4nT5CEEzeItmjRAkFBQdixY8cV26Wnp+P8+fM4dOiQs/F5jcLCQoSHh6OgoABhYZxjhcifXVQ1jNmxGwvOnIUC4NO2rXFb40Z6h0VEfs6TtQbrGvJ34vx52BYtgLbp57INQcEwDBoK+aqukPjFCxGR2zlaazg15H/99ddj9+7d+Nvf/ga1mnu1hRD4+9//jl27dmHgwIHOHKJBslqt+OGHH2C1WvUOhahBC1BkzE5PxR2NY6ECuGPnXrx74ne9wyIfwDxOVIHnA+lJCg6GceStMN73EKQmccCF87DN/i+s774BLfeU3uER+QTmcfIEp27f+8c//oG5c+fixRdfxJdffolbbrkFLVq0AAAcPnwYs2bNwqFDhxAdHY2///3vrozX73G5TSLvYJAlfJLaGuEGA9498TtaBpj1Dol8BPM4UQWeD6Q3uUUrGB+cAvWnVVCXLoI4fBBQNb3DIvIZzOPkbk4NSsXHx2PFihW47bbbkJOTg2nTptkvgy2/GzAzMxNffPEF4uPjXRctEZEHyZKEN5Jb4t6mTZAeHKR3OEREROQESVFg6HMNlHYdoB3cD7lJnP0x7dTvkBs30TE6IqKGzalBKaBs0Gnr1q1YtWoV1q5dixMnTgAAmjZtil69eqFv376uipGISDeSJFUakNpzoQQfnDyF51slcjJwIiIiHyJFRkGJrFi8RDt+FNY3X4aclgnDkBGQIiJ1jI6IqGFyaqLzhsgTE4IKIVBUVITQ0FBOwEjkhS6qGtpu+g2HLpZidGwMPmvbGiauxkOXYB6n+vC3ic55PpC3U3/+H2wLZgGaBphMUAYMgtKjDySuNEYEgHmc6setE503JDNmzEBaWho6d+7skeMFBgZ65DhEVHcBioxprVrAKEn4OjcPw3J24UI1iz1Qw8Y8Tt6MdQ1RBaVbDxgnT4HUohVgsUD9YT6sb0yDduiA3qEReQ3mcXI3DkrVYtKkSdixYwc2bdrk9mPZbDYsXLiQk8kRebGRjWLwXWZbBMoyFp09h+u37kABz1n6A/M4eTvWNUSVyU2awvjnB2EYORYICob4/QSs77wO2/fz9A6NSHfM4+QJHJQiIqqj66MisTQrHeGKgp8KCtEvOwe5Fi6VS0RE5IskWYbSuTtMjz0F+apuZduionWOioioYeCgFBGRE3qEh2FV+wzEGo3YXHwej+4/qHdIREREVA9ScAiMo26F8f5HIXfrad+uHToA7dRJHSMjIvJfTq++R0TU0LUPDcFPHTLxyL6DmJ7cSu9wiIiIyAXkhET7v4XVAuvXM4H8c1D6XAOl//WQTCYdoyMi8i9cfc9BnlqlxmazwWAwcHUDIh922mJBIxasDRLzONWHP66+x/OBfJ0oLoJtzpfQduSUbYiMgmHoKCht0/UNjMgDmMepPty6+t4jjzyC//u//3M6OKpZSUmJ3iEQUT28cewEUjb+hnUFhXqHQjphHieqwPOBfJ0UEgrjuIkw3Hk3EB4JnDsL2yfvwvrZBxD55/QOj8jtmMfJ3ZwalHrrrbewdetWV8fS4NlsNqxcuZKrGxD5KFUIzMk9g3ybigFbtmPJWRarDQ3zOFEFng/kT5T0djA9+jcofa4BZBna9q2wvPIcxNkzeodG5DbM4+QJTg1KxcfHQ9M0V8dCROTTFEnConZpGBgVgQuahhu37cTs03l6h0VEREQuIJnNMAwaCuODUyC1aAU5uY3XrdInNA3a/r1Qs3+Ftn8vBP9mIyIv59RE58OGDcNnn32GoqIihIaGujomIiKfFaQoWJDRFrfv3INZuWcwesduvK+q+FNcY71DIyIiIheQ45rC+OcHAUupfZsoLoK6YgmUawdCCgrWJS41Zwts384BCvIrNoZHwDBkBJSMLF1iIiKqjVNXSj3zzDNo3rw5Bg0ahM2bN7s6pgbNYOCCiES+ziTL+DItBXfHNYYGYMLufXjt6HG9wyIPYR4nqsDzgfyVJMuQAgLtP9sWLoD6v9WwvPwc1F83wtNrSak5W2Cb+WHlASkAKMiHbeaHUHO2eDQe8h/M4+RuTq2+179/f5SUlGDDhg2QJAlxcXFo3rw5AgICqh5AkrB8+XKXBKsnT66IQ0T+QQiBKQcO4eWjJ/BSq0Q83jxe75CIyIv52+p7RA2JdnA/bPO+gTh1EgAgtUqGYdgoyI3j3H5soWmwvDC16oDUpcIjYHpyKiTZqWsSiIjqzNFaw6lBKbkOyUySJKiqWtdDeB1PFG+apiEvLw8xMTF1eo2JyHsJIbA6vxB9I8P1DoU8gHmc6sPfBqV4PlBDI2w2qD+thLpsMWC1ArIMpc81UPpfD8lkcttxtf17YX3vzVrbGSc+ADmptdviIP/DPE714Wit4dQn6+DBgw7/d+DAAac74Q1mzJiBtLQ0dO7c2e3HUlUV69ev94tBPCIqI0lSpQGpApsNzx46Apvm2cv6yTOYx8nbsa4hch/JYICh7wCYHvkb5LYZgKZBXbkU6oolbj2uKCp0aTuicszj5AlO3SCamJjo6ji81qRJkzBp0iT7KB8RkbOEEBiRswvL8wuwufg8vmybggCF3zoRkeewriFyPykqGsbxE6Fu3wp15VIoffrbHxNCQJIk1x4v1LGrHR1tR0TkSfxriIjIQyRJwgPxcTBLEubnncWN23ag2MZvnoiIiPyRkt4OxkmPQAoMAlA2IGX77APY1qyAcOGVJ1LLJCA84sqNwiPK2hEReZl6DUrt2LEDDz/8MHr06IGUlBRMmTLF/ti6devwxhtv4OzZs/UOsqGQJAmhoaEu//aEiLzH0JhoLGqXhhBFxvL8Aly7JQdnrVa9wyIXYR4nqsDzgQiVPv/a7h3QdmyD+sN8WN98Gdrhg645hizDMGTEFdsYhozgJOdUZ8zj5AlOZ6ZXX30V7du3x/Tp07F+/Xrs27cPeXl5ldo8/PDDmDVrVr2DbCgMBgP69+/PZTeJ/Fy/yAgsz8pAlMGADUXF6JOdg5OlFr3DIhdgHieqwPOBqDK5TVsYRowFgoIgTh6H9e3XYJ3zFcSF8/Xet5KRBcMdE6peMRUeAcMdE6BkZNX7GNTwMI+TJzg1KPXDDz/gscceQ0JCAubOnYvTp0/j8kX8rr76asTGxmLBggUuCbQh0DQNhw8fhqZpeodCRG7WJSwUq9tnIM5kRM75Cxi9Y3eVPEq+h3mcqALPB6LKJFmG0qU7TI8+BblTVwCAtnEdLC8/B/XXjfWuA5SMLJienArjxAdgGDsOxokPwPTkVA5IkdOYx8kTnBqUevXVVxEcHIylS5di2LBhiImJqbZd+/btsXv37noF2JCoqors7GyubkDUQGSEBOOnDu3QOTQE77RJ4qXRfoB5nKgCzwei6kkhoTDechuMf34QUqMmwPliqKuWAi44VyRZhpzUGkr7TpCTWvOWPaoX5nHyBKeuw/v111/RrVs3tGrV6ortYmJisHbtWqcCIyJqCFoFBmBDx3aVBqTOqyqCFUXHqIiIiMjd5FbJME6eAvWnlZCbt4T0xy1SwmYDNA2SyaRzhERE7ufU0LnFYkFoaGit7U6fPs37T4mIanHpgNTKc/lo+fOvWHWuQMeIiIiIyBMkgwGGvgMgt0q2b1PXroTlteeh7tquY2RERJ7h1KBUy5YtsWXLliu2sVgs2Lp1K9q0aeNUYA2RJEmIjY3lLTxEDdj0YyeRa7Vi4Nbt+D6Pq5f6GuZxogo8H4jqTqgqtF83AmfPwPbxu7DO/BAi/5zeYVEDxTxOnuDUoNSQIUNw6NAhvPrqqzW2eemll5Cbm4vhw4c7HVxDYzAYcPXVV/PqMqIG7Ku0FAyJjkKpELh5+y58eSpX75CoDpjHiSrwfCCqO0lRYHzgMSi9+wOyDC1nCyyv/Bu2tSshOK8PeRjzOHmCU4NSU6ZMQbNmzfD4449j9OjR+OqrrwAAp06dwrx583DnnXfi6aefRsuWLXH//fe7NGB/pqoqdu3axYnkiBqwAEXG7PQU3N44FjYhcNvOPfjP8ZN6h0UOYh4nqsDzgcg5ktkMw+BhMD74OKTEloClFOr382B982VoJ47rHR41IMzj5AlODUpFRkZi2bJlSE9Px6xZs3DbbbcBABYvXoyRI0fi888/R9u2bbF48WKH5p6iMpqmYffu3Vxyk6iBM8oyPk1tjUlNm0AAuG/vAbxw+JjeYZEDmMeJKvB8IKofOa4ZjPdOhmHEGCAwCOL074CRV6yQ5zCPkyc4ndXatGmD7OxsfPfdd1iyZAkOHToETdMQHx+PAQMGYMSIEVC4ehQRkVNkScKbrVshwmDAc0eOIbv4PDQhIPOefiIiogZDkmUoXa6GnJYJ7dAByLGN7Y9pRw9Dim/O+X6IyKfVa6hdlmUMHToUQ4cOdVU8RET0B0mS8K9WiegQGoyboqM4IEVERNRASSGhUDKy7D9rRw/DOuNVSC2TYLh5NORGja/wbCIi7+XU7XsNyYwZM5CWlobOnTu7/ViyLKN58+aQZb4tRFRhRGwMTH/kBU0IvHP8JCy8jNorMY+Tt2NdQ+QfRO5pwGCAOLAP1tdfgO3H7yGsFr3DIj/DPE6eIAkhhLNPzs7Oxttvv421a9fixIkTAICmTZuiV69euPfee9GxY0eXBaq3wsJChIeHo6CgAGFhYXqHQ0QN1EN7D2D68ZMYFBWJWekpCOJt0kR+w5O1BusaIt8nzp6BbcFsaLu2l22IioZh6CgoqWn6BkZEBMdrDaeHPJ999ll07twZH3zwAXbv3o2ioiIUFRVh9+7d+OCDD9ClSxdMnTrV2d03SKqqYvPmzVzdgIhqNDAqEoGyjIVnz2Hg1h0osNn0DokuwTxOVIHnA5F7SVHRMIyfCMMdE4DwCODsGdg+/g+ss7/UOzTyE8zj5AlODUrNnDkTU6dORWBgIJ544glkZ2cjPz8f+fn52LJlC5588kkEBwfj//7v/zBz5kxXx+y3NE3DkSNHuLoBEdVoYHQklrRLR5iiYG1BIfpn5yDXYtU7LPoD8zhRBZ4PRO4nSRKUjCyYHn0KSq/+gCxDTmiud1jkJ5jHyROcmuj89ddfh9FoxMqVK9GpU6dKj2VmZiIzMxMjRozA1Vdfjddffx133HGHS4IlIiKgZ0QYVrXPwPVbd+C34vPonb0NS9ulIz7ArHdoREREpAPJbIbhxmGQO3eDFNvIvl3bvwcwmiA3b6FfcEREV+DUlVI7d+5Ev379qgxIXapTp07o378/du7c6XRwRERUvQ6hIVjbIQMJZhN2XSjBNVtyYOW3WERERA2a3LgJpD8mpRaWUli/+QLWt1+Ddd7XEBcu6BwdEVFVTg1KhYWFITIystZ24eHhnDyzDmRZRkpKClc3ICKHpAQF4acO7ZAWFIgXWrWAkblDd8zjRBV4PhDpzKZCTmoNCAHt5//B8spzUH/bhHqsc0UNDPM4eYJTq++NHz8eS5Yswf79+xEYGFhtm5KSEiQlJWHAgAH49NNP6x2o3rhKDRF5K6umVRqQsmkCBlnSMSIicgZX3yMid9AO7IVt3jcQp08BAKSk1jAMuwVyo8Y6R0ZE/sytq++98MILMJlMGD58OPbt21fl8f3792PEiBEwmUx48cUXnTlEg2Sz2bBu3TrYuJoWEdXBpQNSh0ouImPTZiw9m69fQA0Y8zhRBZ4PRN5BbtUaxslPQBl4I2AwQuzfC+vrL0Dk5eodGnk55nHyBIcmOv/Tn/5UZVtWVha+++47tG3bFu3bt0diYiIA4PDhw8jOzoamabjxxhvx1FNP4cMPP3Rt1H5KCIHc3FxeUktETnvhyDHsLinB4G078GVaG4yIjdE7pAaFeZyoAs8HIu8hGQww9LsOSlYn2BbMAgxGSDGxeodFXo55nDzBoUGpTz75pMbHVFXFr7/+il9//bXKY9999x0kSeKgFBGRh7zRuhXO2myYlXsGt2zfjQ9SVNwVx8vziYiICJCiomEY/2fAZrVvE4UFsC3+Dobrb4QUHqFfcETUIDk0KLVy5Up3x0FERC5gkmV8mZaCsN378OHvp/Gn3ftQYFPxUEJTvUMjIiIiLyBJEmA02X+2LVwAbfMvsORsgXLdYCjde0FSFB0jJKKGxKFBqT59+rg7DgKgKArat28Phb8EiKgeFEnC+ynJiDAY8MqxE3h4/0Gcs9kwtUVCWSFKbsM8TlSB5wORb1B6XwNxJg/iyCGo382F9utGGIaPhpyQqHdopDPmcfIEp1bfa4i4Sg0R+RohBP595Bj+fvAIsoKDsa5jJoJYVBB5La6+R0R6EZoGbdN62BZ9B5RcACQJctceMAy8EVJgUL32Kw7uhygqhBQaBqllEiTZqbW2iMjHOFprOHSl1JWoqoq8vDyUlpbW2KZ58+b1PUyDYLPZsGbNGvTu3RsGQ73fGiJq4CRJwlOJCUgwm3F9VAQHpDyAeZyoAs8HIt8hyTKUrj0gp7eD7YcF0H7bCO3nn6AGBsIw8Can9qnmbIHt2zlAQX7FxvAIGIaMgJKR5ZrAya2Yx8kTnP5kLV26FP/+97+xfv16WK3WGttJksQlJB0khEBRURFXNyAil7qzSaNKP3+XdxYDIiMQoPCbSldjHieqwPOByPdIIaEwjr4d2lVdYFuxBEq/AfbHhKY5fJWTmrMFtpnVLHZVkF+2/Y4JHJjyAczj5AlODUrNmTMHo0ePhqZpiImJQWJiIkJCQlwdGxERudjHJ0/hT7v34ZqIcMzPaIsQA6+eIiIiosrkpDYwJbWx/yyEgPXDdyA3bwGl/wBIl0yUfjmhaWVXSF2B7ds5kNMyeSsfETk3KDV16lQAwAcffIDx48dDZjIhIvIJiQFmBMsylucXYMDW7fghsy2ijEa9wyIiIiIvJvbshNi3G+q+3VCzf4Fx2C2QU9pW3/bg/sq37FWnIB/i4H5ISa1dHywR+RSnRpP27duHPn364E9/+pPfD0jNmDEDaWlp6Ny5s9uPpSgKunfvztUNiMht+kdGYEX7DEQZDPi5sAh9snNwstSid1h+g3mcvB3rGiJyhtSmLQy3/wkICwfOnoH1o3dg/eJjiMKCKm1FUaFD+3S0HemHeZw8wanV91q2bIkuXbrg66+/dkdMXomr1BCRP8kpPo/rtm7HSYsVSQEBWJaVjhaBAXqHRdSgcfU9IvJ2ovQi1CULof5vNSAEYDZDuf5GKN172W/F0/bvhfW9N2vdl3HiA5B5pRSR33K01nDqMqdRo0ZhzZo1uHjxotMBUlVWqxU//PDDFSeOJyJyhYyQYKztkImWAWbsv3gRPTZvw1nmnnpjHieqwPOByP9I5gAYbhoO4wOPQUpIBEpLoW1aXzZAVd6mZRIQHnHlHYVHlLUjr8Y8Tp7g1KDU1KlTkZCQgJtuugn79+93dUwNGlcqJCJPSQoMxE8dMpEWFIi74xpzbikXYR4nqsDzgcg/yc0SYPzLwzDcPBqGm0dD+uP2LmGzAqUXYRgy4orPNwwZwUnOfQTzOLmbUxOdBwUFYdmyZbj66quRmpqKFi1aoFmzZtXOLyVJEpYvX17vQImIyPWams3Y0DELwUpF/hZCQJIkHaMiIiIibyfJMpRuPSptU1evgLpuDQw3DoNy+5+gfje38qTn4REwDBkBJSPLs8ESkddyalDq+PHjuPbaa7Fnzx4IIbB///4ar5jiHzZERN4txFAxeeUFVcXQnJ2Y3KwpboyJ0jEqIiIi8iVC06DlZAPFRbB9NRNSUhsYJ9wHFBdDFBVCCg2D1DKJV0gRUSVOTXQ+evRozJo1C9deey0eeOABtGrVCiEhITW2T0xMrFeQ3sATE4IKIVBUVITQ0FAO5hGRLp47fBR/P3gEBknCZ6mtMbZxrN4h+RTmcaoPf5vonOcDUcMjbFaoa1ZAXb4EsFkBRYHS91oo/QZAMpr0Do/qiHmc6sPRWsOpQano6GjExMRgx44dDWZ5SE8VbzabDQaDgSc9EenCqmn40+59+PxULiQAb7duhXubxekdls9gHqf68MdBKZ4PRA2TOJMH24LZ0HbvKNsQHQPjmDshN2+ha1xUN8zjVB9uXX1P0zR07NixwQxIeYrNZsPChQs5mRwR6cYoy/g0tTUmNW0CAeC+vQfwwuFjeoflM5jHiSrwfCBquKToGBju+jMMt/8JCAsHCvIhBQfrHRbVEfM4eYJTc0p169aNq+4REfkpWZLwZutWiDAY8NyRY/jrwcPIt9nwfKtEfktGREREDpEkCUpme8itUyCOHIIUXTElgLZvD6RWyZxfioicu1Lqueeew7Zt2/D++++7Oh4iIvICkiThX60SMa1VCwDABydP4YTFom9QRERE5HOkgEDIbdraf9YOH4T1/bdgfetlaEcP6xgZEXkDp66UysnJwV133YV7770XX3zxBQYMGIBmzZpBrmGk+84776xXkEREpI/HmjdDlNGAdsFBaGY26x0OERER+ThRWAAEBkIcPwbrjFchd+sBw/U3QgoM0js0ItKBUxOdy7IMSZJQ/tSabucQQkCSJKiqWr8ovQAnBCUiKvNLYRHSgoMQxHkFq2Aep/rgROdE1FCIokLYfpgPbfMvZRtCQmG4aTjkrI7MF16EeZzqw9Faw6krpf75z3/yQ+kmJSUlCA0N1TsMIqJqbSgswjXZOegYGoLvMtsi3ODUrxG/xjxOVIHnAxFVRwoNg3HMndCu6gbb/G8gck/D9uWnkHdsg/HW8XqHR5dgHid3c+qvialTp7o4DALKVjdYuXIlBg0aBKPRqHc4RERVWDUBRZKwtqAQ/bNzsLhdOmJNzFflmMeJKvB8IKLayMltYHzoCahrVkBdvgRy61S9Q6JLMI+TJ3C5AyIicljPiDCsbJ+BWKMRvxWfR+/sbTh2sVTvsIiIiMhHSQYjDP2vh+mxpyB36mLfru3eAW3PTh0jIyJP4KAUERHVScfQEKztkIEEswm7LpSg5+Zt2HuhRO+wiIiIyIdJkVGQ/lg4S5RehHX2l7B++A6s//2kbHJ0IvJLTt2+179/f4fbSpKE5cuXO3OYBsnA+VmIyAekBAXhpw7tcO2WHOwtuYhem7dhXcd2aBUYoHdoumMeJ6rA84GInCNByWwPdd0aaFt+g2XXDhgG3gi5W0/7wBV5BvM4uZvTq+/VuuM/Vufj6ntERP7rlMWC67fsQPMAE+akp8JYw+8HVQiszS/ESYsFcSYTekWEQannghnu2CeRnvxt9T0iovrSjh+Fbd43EEcPAwCkZgkwDB8NOb55jc8RmgZxcD9EUSGk0DBILZNcPpDliWMQ+Tq3rr538ODBardrmoajR49iyZIlmD59Ov7yl7/gL3/5izOHaJA0TUNeXh5iYmIcGvgjItJbY5MJq9pnwCxLNQ5Izc09g8n7DuBYqcW+Ld5swvTkVhgeG+3Ucd2xT1dgHieqwPOBiOpLbpYA418ehrZxHWyLvoM4fhTWt16B8dGnIMc2qtJezdkC27dzgIL8io3hETAMGQElI8slMXniGN6CeZw8walPVmJiYrX/tWzZEr1798a//vUvLFiwAK+++ip+++03V8fst1RVxfr16/3iyjIiajgijAYEKgoAQAiBB/cewNzcMwDKBo9Gbt9VafAIAI6XWjBy+y57u7pwxz5dhXmcqALPByJyBUmWoXTrWTYReoerIGd1rHlAauaHlQeLAKAgH7aZH0LN2VLvWDxxDG/CPE6e4Lbhzv79++Oqq67CCy+84K5DEBGRl/nydB7ePH4So7bvwkcnT2HyvgOo7h7x8m0P7TsAtQ53katCuHyfRERE5P2k0DAYx9wJwy2327eJgnxYP/sA2ulTZVcvXYHt2zkQmub08YWmuf0YRA2RW6/Bi4+Px/bt2915CCIi8iKjG8VgQpNG0ABM2L2vytVMlxIAjpZasDa/0OH9r80vdPk+iYiIyHdIf1ydDQC2hQugbd8K6+svVL166XIF+RAH9zt9XHFwv9uPQdQQuW1QqqSkBJs2bUJAgG+vxDRjxgykpaWhc+fObj+WJEkIDQ2FxIl6ichHKZKE91OS8Uh8U4efc9JS8yCTs23rsk9XYh4nb8e6hoj8iWHAIEhtUgEHby8TRc5/aeXoc+tzDG/DPE6e4NTqe0eOHKnxseLiYuzZswevvPIK1q1bh7Fjx+Lzzz+vV5DegKvUEBE5TgiBu3fvw0e/n6617cqsDPSNDHdov6vOFaDflhyX7pPIW3D1PSKiuhNCQF22COqyxbW2NU58AHJSa6eOo+3fC+t7b7r1GET+xK2r77Vo0aLW0VIhBFJSUjBt2jRnDtEgla9emJCQwNUNiMinSZKE91KSMTfvDPJt1X97KaFsxbxeEY7/QdwrIgzxZhOOl1qqnVfKmX26EvM4UQWeD0TkCZIkQblmINSN64HCgpobhkdAapnk/HFaJgHhEVe+ha+ex/A2zOPkCU4NSvXu3bvGQSmTyYS4uDj06dMHY8eO9fnb9zxJVVVkZ2ejadOmPOmJyOcpkoQPU1pjxPZdVR4r/w3yenIrKHW4JFyRJExPboWR23dBAioNTDm7T1diHieqwPOBiDxFkmUYho4sWxmvBoYhIyDVIxdJsgzDkBFuPYa3YR4nT3BqUGrVqlUuDoOIiPzR8NhozElPxeR9BypNUN7UZMQbrZMwPDbaqX3Ormaf8WYTXk9u5dQ+iYiIyLcpGVnAHRPKVsi79GqmsHDAHABt/17ISW0gBQa6/hjhETAMGVH2OBHViVODUkRERI4aHhuNoTFRWJtfiB3nL+C5I0cRbzajX4Tzcz5dus+TFgviTGW37Ol1hRQRERHpT8nIgpyWCXFwP0RRIaTQMAjVBtuH70DLPQXLtmwYbrwZclZHpyfvru4YUsskv7pCisiTOCjlRSRJQmxsLFc3ICK/o0gS+kaGI9SgoEQT2FBUjD7Z27CkXTqamE312qc3YR4nqsDzgYj0IMkypMsmGpfungTb/G8g8nJh+/JTSL/8DMOwUZBjGrnsGP6IeZw8waHV95599tl6HeSf//xnvZ7vDbhKDRGRa+QUn8d1W7fjpMWK5MAALG2XjhaBnH+QiKvvERG5j7Baoa5eBnXlUsBmAwwGKH0HQOk3AJKB12oQuZqjtYZDg1KyLEOSJDjQtGLHl4ymqmr1Ky/5Ek8Ub6qqYu/evWjdujUURXHLMYiIvMH+khIM2LIdBy+WopnJhKVZ6WgbHKR3WPXGPE714W+DUjwfiMgbibxcWOfPgti7C1KzBBjvf5S33tWAeZzqw9Faw6Eh4eeff75OBz9+/Dg+/PBDlJSU8FK/OtA0Dbt370ZSUhJPeiLya0mBgVjbIRPXbdmOHRdK0Dt7G5ZlZSArJFjv0OqFeZyoAs8HIvJGUkwsjBPug7Z1M6ToGPuAlLBagJISSGHeNTWAnpjHyRMcGpR64oknHNrZqVOn8O9//xsffPABLl68iLCwMDz00EP1iY+IiPxUM7MZazpk4oatO1Ckqmhqcm5uKSIiIqK6kCQJSlbHStvUlUuh/rQahoE3Qu7Wk1dPEXmIS26ezc3NxQsvvID//Oc/uHjxIkJCQvDoo4/i0UcfRUREhCsOQUREfijaaMTyrHQUqipiTUa9wyEiIqIGSGgatP17gdKLsC2YDenXjTDcfAvk+OZ6h0bk9+o1KHXmzBm8+OKLeOedd3D+/HmEhITgySefxKOPPoqoqChXxdhgyLKM5s2bQ+aoPBE1IKEGA0IvmWD0w5OnECzLGNM4VseonMM8TlSB5wMR+QpJlmH884PQfv4JtsXfQxw7Autbr0Dp3gvKdYMhBQbqHaIumMfJExya6Pxy586dw7Rp0/DWW2+huLgYwcHBmDRpEh5//HFER0e7I07dcZUaIiL3W19QiB6btwEA3mmThD83baJzRESe428TnRMR+SJRWADbD/OhZf9atiE0DMZbx0NulaxvYEQ+xtFao05DngUFBfjHP/6Bli1b4oUXXoCmaXj00Udx8OBBvPDCC347IOUpqqpi8+bNfrFaIRGRM7qGheK+pk0gANy7Zz9ePHJM75DqhHmcqALPByLyRVJYOIxjx8F49yRIMbHAxRJIEZF6h6UL5nHyBIcGpQoLCzF16lS0aNECzz33HKxWKx5++GEcOHAA06ZNQ0xMjLvjbBA0TcORI0egaZreoRAR6UKWJLzVuhX+1jweAPDkgcP464FDcOKiXl0wjxNV4PlARL5Mbp0C40NPlg1ORVVcfKFu3wphs+oYmecwj5MnODSnVGJiIgoLCxEQEIDJkyfjySefROPGjd0dGxERNUCSJOG5VomIMCiYcuAwXjhyHPk2FTNat4IsSXqHR0RERA2EZDRCatHK/rN2YC9sn30AKaYRDDePgpycomN0RP7BoSulCgoKAAClpaWYMWMGEhISYDKZHPrPbDa7tQNEROSfHm8ej/faJEEC8J8Tv2Ne3hm9QyIiIqIGTFisQGgYRN5pWN+fAeuXn0IUFeodFpFPc3j1PSEEhBC8dM+NZFlGSkoKVzcgIvrDPU2bINxgwC9FxRge4/3zFjKPE1Xg+UBE/kZJTYP86FNQl/wAdf1aaNm/wrJrBwwDb4TctQckP8t3zOPkCU6tvtcQcZUaIiLvcF5VoQqBMIPD36sQ+QSuvkdE5Du0Y0dgm/s1xPGjAAC5bQaM4yfqHBWR93DL6nvkXjabDevWrYPNZtM7FCIir1Sqabg5Zxf6Zecg1+J9k4wyjxNV4PlARP5Mjm8O4/2PwjB0JGAOgJzVQe+QXI55nDyBXzN7ESEEcnNzfWaVKSIiTzt8sRSbi4uRZ7Whd/Y2LG2XjvgA75m7kHmcqALPByLyd5IsQ7m6N+R2HYDgEPt2dftWwGaD3K4DJB9epIV5nDyBV0oREZHPaBMUiLXtMxFvNmHXhRL03LwN+y6U6B0WERERNWBSSKh98EmUXIBt7tew/fcTWD96B+JMrs7REXk3DkoREZFPSQ0Owk8dMtE6MACHS0vRc/M2bC0+X699qkJg1bkCfHkqF6vOFUDlN4JERETkDIMRSveegMEAsWcXLK8+D9uyxRC2K087IDQN2v69ULN/hbZ/L0Q9Fhhzxb6EpkEc2Ie43N8hDuyr0z5c2Rfyf5zo3EGemBBU0zQcPXoUCQkJXOGAiKgWpywWXL9lB7acP48Ig4KFmWnoHl73/Dw39wwm7zuAY6UW+7Z4swnTk1theGzdVvxjHqf68LeJznk+EFFDpuWdhm3+LIi9uwEAUkwjGG6+BXJymypt1ZwtsH07ByjIr9gYHgHDkBFQMrLqdFxX7Ks++3BlX8i3caJzHyTLMhITE1m4ERE5oLHJhFXtM3B1WCg0AQQ4kTvn5p7ByO27Kg1IAcDxUgtGbt+Fubln6rQ/5nGiCjwfiKghk2MawTjhLzCMHQeEhkHknYb1/begnTpZqZ2aswW2mR9WHsQBgIJ82GZ+CDVni8PHdMW+6rMPV/aFGg5WCV7EZrNhxYoVXN2AiMhBEUYDlmSlY3X7DHQIDan9CZdQhcDkfQdQ3eXC5dse2negTrfyMY8TVeD5QEQNnSRJUNp3gunRpyBf3Rtyp66QG8fZHxeaVnZV0RXYvp3j0O1vrthXffbhyr5Qw8JBKS8ihEBRURFXNyAiqoNgRUH7Swak1hcU4rPfT9f6vLX5hVWukLqUAHC01IK1+YUOx8I8TlSB5wMRURkpMBDGoSNhGHWrfZs4dxbWN6ZVvarocgX5EAf313oMcXB/vfdVn3244vjUMBn0DsDbzZgxAzNmzICqqnqHQkREtTh88SIGbduBfJuKczYbJsc3rbHtSUvNA1LOtCPyBaxriIj0U75CHwDYFn8HcfK4Q88TRbV/QeZIm9ra1Wcfrjg+NUy8UqoWkyZNwo4dO7Bp0ya9QyEiolo0N5txV5PGAICH9h3EM4eO1HiVRpzJ5NA+HW1H5AtY1xAReQfD4GGQklo71FYKrX1BCkfa1NauPvtwxfGpYeKglBdRFAXdu3eHoih6h0JE5JMkScIrSS3wbIvmAICph47i4X0HoVUzMNUrIgzxZhOkKo/8sS8ACWYTekU4XjwxjxNV4PlARFQzKSwcxrsnAUHBV24YHgGpZVLt+2uZBIRH1Gtf9dmHK45PDRMHpbyILMto1KgRV6khIqoHSZLwjxYJeCO5JQBg+vGTmLB7H2xa5YEpRZIwPblV2XMu38cf/389uRUUqaZhq6qYx4kq8HwgIroySZZhGDHmim0MQ0ZAciCPSrIMw5AR9dpXffbhiuNTw8RPhBexWq344YcfYLVa9Q6FiMjnPRDfFJ+mtoYC4JPfT+P1YyeqtBkeG43Z6aloZq58i1682YTZ6akYHhtdp2MyjxNV4PlARFQ7JSMLhjsmVL3KKDwChjsmQG7T1mX7UjKy3LoPVxyfGh5OdO5luGwyEZHr3NmkEcIUBe+fPIX7m8VV22Z4bDSGxkRhbX4hTlosiDOV3bJXlyukLsU8TlSB5wMRUe2UjCzIaZkQB/dDFBVCCg2z3+ZmnfEqpNhGZXNQOTAfU037qssVSuX7sO7djey1a9C+V28YW6c4tA9XHJ8aFg5KERGRXxv2x6BT+Yo3QggUqypCDRW/AhVJQt/IcL1CJCIiogZOkuUqE59rB/ZBHD8KcewILLu2wzDwJshdrq51gKe6fTkVT6tknNy1Bx1aJddpUMkVx6eGg8OVRETk9y4dkJpy4BB6bt6G30stOkdFREREVDO5VTKMkx6B1CweKCmBbd43sL79GrTjR/UOjchlJFHTWtlUSWFhIcLDw1FQUICwMPcsYymEQFFREUJDQ+1/QBERkevkWqzI+mUzTlqsSA4MwNJ26WgRGOCy/TOPU314otbw5LF4PhARuYbQNGjr18L24/dAaSkgSVB69IEy8CZIRqP7jss8TvXgaK3BK6W8TGBgoN4hEBH5rViTEWs7ZKJlgBn7Si6i5+Zt2Hn+gkuPwTxOVIHnAxFR/UmyDKVHH5ge+zvkdh0BIaAdPggoituPzTxO7sZBKS9is9mwcOFCTgpKRORGSYGBWNshE2lBgThusaB39jb8WlTskn0zjxNV4PlARORaUlg4jLeNh3HCfTCMGGOf50lYSiHO5Ln8eMzj5AkclCIioganmdmMNR0ycVVoCPKsNvTLzsGa/AK9wyIiIiKqldymLeS4Zvaf1eU/wvLq87Ct+BHCZtUxMqK646AUERE1SNFGI5ZnpaNvRBiKVRXHOfE5ERER+RihadBOHAdsVqg//gDr6y9C279H77CIHMZBKSIiarDCDAYszEzD95ltMbZxrN7hEBEREdWJJMsw/uleGMbcCYSEQuSehvW9t2D96jOIokK9wyOqFVffc5CnVqmx2WwwGAxc3YCISCfHS0ux4lwB7mjSqM7PZR6n+vDH1fd4PhAReY4ouQDbj99D+/l/gBBAYCCMY8dDTmnr3P6Yx6keuPqejyopKdE7BCKiBqvIZsN1W7bjzl178eKRY07tg3mcqALPByIiz5ECg2AcdguMkx6B1DQeUFVIjZvUa5/M4+RuHJTyIjabDStXruTqBkREOglRFAyNiQYAPHngMP564BDqckEx8zhRBZ4PRET6kBMSYbz/URjvnQwpItK+Xf1tE0TpRYf3wzxOnmDQOwAiIiJvIUkS/t0qEZEGBVMOHMYLR44j36ZiRutWkHnZOhEREfkISVEgNUuw/6zt2w3b1zOBsHAYhoyAnJHFW/LIK/BKKSIioss83jwe77VJggTgPyd+x+0798CqaXqHRUREROQcWQaiY4DCAtg+/wi2j9+FOJOnd1REHJTyNgYDL14jIvIG9zRtgi/T2sAgSfjydB4e23/IoecxjxNV4PlAROQd5FatYXr4SSjXXA8oCrTdO2B59XnYVvwIYbPW+DzmcXI3rr7nIE+uiENERN5j0ZlzeGz/QSzJSkczs1nvcMiP+dvqe0RE5J203FOwzZsFsX8PAEBKbgPTPffrHBX5G66+54M0TcPp06eh8RYRIiKvcUN0JLZc1aHSgFRNt/IxjxNV4PlAROSd5NjGMN4zCYYxdwAhoVC69qi2HfM4eQIHpbyIqqpYv349VFXVOxQiIrqEQa6YCPTLU7no8MsWHC8trdKOeZyoAs8HIiLvJUkSlA6dYXr875Az29u3q1t+g7rhfxCaxjxOHsEbRImIiBxUqml46uBhHLxYip6bt2Fpu3QkBwXqHRYRERGRU6SAijpGXDgP24JZwPnzkH7ZANw0QsfIqKHglVJEREQOMssyVrbPQHJgAA79MTC1rfi83mERERER1Z85AEr/6wGzGeLIIYh3XkPqwT0QpRf1joz8GAelvIgkSQgNDYUkSbU3JiIiXSQGBOCnDpnICg7GKasVfbJz8HNBEQDmcaJL8XwgIvItkqLA0LMvTI8+VXZLn6ahxcmjENNfgrotG1wjjdyBq+85iKvUEBHRpc5ZbRi8bQfWFxYhWJYxP6Mtro2K0Dss8mFcfY+IiLyJtnsHrPNnAWfPAACMDz8JuUlTnaMiX8HV93yQpmk4fPgwVzcgIvIBkUYDlmal47rICJzXNCw7l888TnQJng9ERD6udSp+H3kb5H7XQe7eq9KAFK9tIVfhoJQXUVUV2dnZXN2AiMhHBCsKvs1si3fbJOH5VonM40SX4PlAROTbVFVFds524JrrYRw2yr5dnMmD9c1p0A7s1TE68hcclCIiIqoHsyxjYtMm9nlzLADm5J3VNygiIiIiN7EtXQhx/Bis774J69efQxQX6R0S+TAOShEREbmIKgReCQrF2N378OyhI7y0nYiIiPyOYchIyN16AJIE7beNsLz8HNQN/4Pg7drkBA5KeRFJkhAbG8tVaoiIfJQiScgMMAMAnj50FI/sPwiNA1PUQLGuISLybTXlcSkoCMabR8P4l4chNW0GlFyAbe7XsL7zOrQTx3WKlnwVV99zEFepISIiR71x7AQm7zsIALirSSO81yYZBpl/mNOVcfU9IiLyNUJVoa5bA3XJQsBSCuXaG2AYcIPeYZEX4Op7PkhVVezatYsTghIR+ajyPD4prjE+TW0NBcDHv5/G6B27UcpL2qmBYV1DROTbHMnjkqLA0KsfTI89BaVHHyj9rrU/JkoucCoDqhUHpbyIpmnYvXs3l04mIvJRl+bxO5s0wuz0VJgkCXPzzuDOnXv0Do/Io1jXEBH5trrkcSk8AoYhIyAZjADKrqCyvvsmbJ+8B3H2jLtDJR/GQSkiIiI3GRYbjR8y09DIaMTk+KZ6h0NERETkEeLoYYjTv0PbtR2WV/8N28olEDab3mGRFzLoHQAREZE/UIXA6oJCrDGaEFxQiH7RUVAkCddGReBgt04IUhR7WyFElUlDVSGwNr8QJy0WxJlM6BURBoUTRBMREZEPklu0gvGhJ2Gb9zXEgX1QF38P7bdNMNx8C+RWrat9jtA0iIP7IYoKIYWGQWqZBEm+8nU0dX1OXdo7Ew/VHQelvIgsy2jevDlkftCJiHzK3NwzmLzvAI6VWoCgMLyaswvxZhOmJ7fC8NjoSgNSm4uK8ec9+zErPQWJAQFVn/+HS59P5ItY1xAR+bb65nG5UWMYJz4AbfMm2L6fD3H6FKzvvgm5UxcYht0CyWSyt1VztsD27RygIL9iB3/cEqhkZFW7/7o+py7tnYmHnMPV9xzEVWqIiKg6c3PPYOT2Xbj8l2n5NU6z01PtA0tCCHT/bSs2FBUj3mzC0nbp2HGhxOHnk3/j6ntEROSvxIULsC3+DtrGdZASW8L45wftVx2pOVtgm/lhjc813DGh+kGjOjynLu2diYeq4up7PkhVVWzevJmr1BAR+QhVCEzed6DKgBIA+7aH9h2A+sf3P5IkYU5GKtoGBeJYqQW9srfhvj37HH4+kS9hXUNE5NtcmceloCAYh4+G8b6HYBg+xj4gpZVcgG3eN1d8ru3bORCXTLYuNK3sKiYHn1OX9nXdN9UfB6W8iKZpOHLkCFepISLyEWvzCyvdcnc5AeBoqQVr8wvt25qZzVjTPhOdQoKRZ7XhtLXmST+rez6Rr2BdQ0Tk29yRx+XElpAbN7H/rM75CiguuvKTCvIhDu63/ygO7q98W10tz6lL+7rum+qPg1K1mDFjBtLS0tC5c2e9QyEiIi9z0lLzgNSV2sWYjFjRPgNtgwJdehyi2rCuISIibyGEgKhtAKi8bVFhtf925Dl1aV/XfVP9cVCqFpMmTcKOHTuwadMmvUMhIiIvE3fJBJ11bRdmMOC1pJYuPQ5RbVjXEBGRt5AkCYaBNznWNjSs2n878py6tK/rvqn+OCjlRWRZRkpKClepISLyEb0iwhBvNtknJb+cBCDBbEKviOoLl2ujItDMZKxx/7U9n8ibsa4hIvJtnsjjUsskIDziyo3CI8raOfmcurR3Jh6qH1YJXkRRFKSmpkK5ZOlwIiLyXookYXpyKwCoMjBV/vPrya2gSNUPWymShDdaJ0Fy8vlE3ox1DRGRb/NEHpdkGYYhI67YxjBkhH1idGeeU5f2zsRD9cNX0ovYbDasW7cONlvNk94SEZF3GR4bjdnpqWhmrnyLXbzZhNnpqRgeG+3U80MUGbPSUmp9PpG3Yl1DROTbPJXHlYwsGO6YUPUKpfAIGO6YACUjC+r6tRCXTIjuyHPqegxn9031Y9A7AKoghEBubi4El/4mIvIpw2OjMTQmCivPnMWijRtxQ5cu6Bcd5fAVTuXPX5tfiPdO/o4vT+ehSNWwLL8AN8dGQ+aVUuSDWNcQEfk2T+ZxJSMLclpm2Qp4RYVl8zu1TIIky9B274Bt/izgxx9gGDQE8lXdIMnyFZ9T12PUpy3VDweliIiIXECRJPQJD8N5qwV9wsPqfMudIknoGxle9l9EOO7dsx//OfE7Cm02fJLaGkYWQUREROTHJFmGlNS66gNBwZDimkKcPAHbnK8g/bIBhptHQ45rWvNz6nqMerYl57HCJSIi8jITmzbBl2ltYJAk/Pd0HoZv34USVdU7LCIiIiKPkxMSYXzgcSiDhwEmE8Thg7C+8RJsP8yHKC3VOzyqJw5KeRFFUdC+fXtOCEpE5KNcmcdHN4rFgoxUBMgyvj9zDjdu2wmNt0GRD2FdQ0Tk27wpj0uKAkPv/jA9+hTkjCxA06CuWQHrR+/oHRrVEwelvIgsy0hMTOTSyUREPsrVeXxQdBSWtEtDuKJgbKMYzi1FPoV1DRGRb/PGPC5FRMJ4xwQYxv8ZiIyC0ru/3iFRPXnPp4tgs9mwYsUKrlJDROSj3JHHe0WEY2/XTri7aROX7ZPIE1jXEBH5Nm/O40rbdJgeewpyWqZ9m/rrRthWLYXglAc+hYNSXkQIgaKiIq5SQ0Tko9yVx2NNRvu/cy1WDNq6A/sulLj0GESuxrqGiMi3eXselwxGSH9cRS4unIftu7lQF30H6/SXoB3cr3N05CgOShEREfmQSXv3Y9HZc+iVvQ3bis/rHQ4RERGR/gKDYLhpOBAcAnHqJKz/mQ7rrC8gzhfrHRnVgoNSREREPuSN5FZoFxyE3y1W9MnOwc8FRXqHRERERKQrSZKgdOpSdktfl6sBANovG2B5+V9QN66H0DSdI6SacFDKiyiKgu7du3vF6gZERFR3nsjjTcwmrGqfie5hoThns+HaLTlYdjbfbccjchbrGiIi3+aLeVwKCoZxxBgY//IwpLimwIULsM39CuLU73qHRjXgoJQXkWUZjRo18qrVDYiIyHGeyuORRgOWZqVjQGQEzmsaBm/bgXm5Z9x6TKK6Yl1DROTbfDmPy4ktYXzgcSiDh0Hp3R9yXFP7Y7xqyrv43qfLj1mtVvzwww+wWq16h0JERE7wZB4PVhR8l9kWw2OiYRECTx44BAuLLPIirGuIiHybr+dxSVFg6N0fhkFD7du03NOwvvIc1O1bdYyMLsVBKS/jjcttEhGR4zyZx82yjK/TUvBYQlMsbpcOkw9+k0n+jXUNEZFv87c8rq5YApGXC9tnH8D66XsQ587qHVKDx+qViIjIhxlkCdOSWqJlYIB927bi8167fDMRERGRXgw33wKl3wBAUaDtyIHllX/DtmoZhKrqHVqDxUEpIiIiP/Jd3ll0+CUbj+w/CI0DU0RERER2kskEw8CbYJw8BVLLJMBqgbroW1jfeAnawf16h9cgcVDKixgMBvTr1w8Gg0HvUIiIyAnekMePlJZCBfD6sZO4e/c+2DQOTJE+vOF8ICIi5/lzHpcbx8H45wdhuOU2IDgY4veT0A5xUEoP/vfp8nGBgYF6h0BERPWgdx6f1CwOIYqCP+3ai49/P40Cm4r/prWBmfNNkQ70Ph+IiKh+/DmPS5IEpVNXyKkZUH9aBaVXf/tjoqgQCA6BxPrJ7fgKexGbzYaFCxf63WRyREQNhbfk8XFNGmF2eipMkoS5eWdw07adOM+5EsjDvOV8ICIi5zSUPC4FB8Nw/WBIf1wRJmw2WN+fAeu7b0D7/YTO0fk/DkoRERH5oZtjo/FDZhqCZRlLz+VjwJbtHJgiIiIiqoU4eRzi3BmIQwdgnf4SbAsXQFhK9Q7Lb3FQioiIyE9dGxWBZVkZiDAoaBcchCBegk5ERER0RXJCIkyPPgU5vR2gaVBXL4fllX9D3bFN79D8EueUIiIi8mPdwkPxW6f2aB5ghiRJeodDRERE5PWkiEgY77wb6s4c2BbMBs6dhe3T96GlZcIw5k5IZrPeIfoNfmXqRQwGAwYNGuSXqxsQETUE3prHWwYGQPljQMqqafjz7n3Ydf6CzlGRv/PW84GIiBzDPA4obTNgeuSvUPpeC8gyROlFwGTSOyy/wkEpL1NSUqJ3CEREVA/ensefPnQU7508hV7Z2/BbUbHe4ZCf8/bzgYiIrox5HJBMZhhuGALj5CdgGD7afuW5KCmBduiAztH5Pg5KeRGbzYaVK1f6/eoGRET+yhfy+CPxTdEpJBh5Vhv6ZedgbX6B3iGRn/KF84GIiGrGPF6Z3CQOckwj+8+2JT/A+s7rsM7+L8T58zpG5ts4KEVERNSAxJiMWNE+A33Cw1Coqrhu6w4sPHNW77CIiIiIfIYQAvhjsE7b9DMsL/8L6qafy7ZTnXBQioiIqIEJMxiwqF0aBkdF4qKmYWjOLnx9OlfvsIiIiIh8giRJMI4YA+N9D0FqEgdcOA/b7P/C+u4b0H4/qXd4PoWDUl6mIU8iR0TkD3wljwcqCuZlpGJsoxjYhMDE3ftxxmrVOyzyM75yPhARUfWYx69MbtEKxgenQBk0FDCaIA7uh3X6i1C3btY7NJ8hCV5f5pDCwkKEh4ejoKAAYWFheodDRETkEqoQeGTfQdwUHYVroyL0DqdB82StwbqGiIjItcS5s7B9Nxfagb0wPfZ3SCGheoekK0drDV4p5UU0TcPp06ehaZreoRARkRN8MY8rkoTprVtVGpA6drGUcyJQvfni+UBERBWYx+tGioyC8c67YXroyUoDUrZVyyDOcf7OmnBQyouoqor169dDVVW9QyEiIif4Qx7fef4C2v+SjUl7D0DjwBTVgz+cD0REDRnzuHOkiEj7v9Ud26Au+haWV/4N2+rlEHwtq+CgFBEREdn9UlSMszYb3jnxO+7YuQdWfjtKRERE5BQpOgZSyyTAaoG6cAGsb7wE7dABvcPyKhyUIiIiIrs7mjTCf9u2gUGS8N/TeRixfRdK+K0eERERUZ3JjeNg/PODMIy6DQgKhvj9JKzvvA7r7P9CnD+vd3hegYNSXkSSJISGhkKSJL1DISIiJ/hLHh/TOBbzM1IRIMv47sw5DNq2A0U2m95hkY/xl/OBiKihYh53DUmSoFzVFabH/g65czcAgLbpZ1g/eodzeIKr7zmMq9QQEVFDsya/ADdu24kiVcVVoSFY3C4N0Uaj3mH5La6+R0RE5P+0Qwdgm/c1lIFDoLRN1zsct+Hqez5I0zQcPnyYqxsQEfkof8vjvSPCsbJ9BqINBpglCQEyywZynL+dD0REDQ3zuHvILVrBOPmJSgNS6ob/wbboWwiLRcfI9MHq0ouoqors7GyubkBE5KP8MY93Cg3B/zpm4vvMNAQrit7hkA/xx/OBiKghYR53H+mSL/rEhQuwLfwW6qplsLz6b6g7c3SMzPM4KEVERERXlBIUhAijwf7zK0ePI6eYk3MSERER1ZcUFATD6NuBiEjg3FnYPnkP1s8+gMg/p3doHsFBKSIiInLYp7+fxmP7D6F3dg42FBbpHQ4RERGRz1PSMmF69G9Q+l4LyDK07VtheeU52FYvh/DzK9U4KOVFJElCbGwsVzcgIvJRDSGPD4mOQvewUJyz2XBNdg6Wn8vXOyTyUg3hfCAi8mfM454lmcww3DAExslTILVoBVgsUBd9C3H6d71DcyuuvucgrlJDRERU5ryq4uacXVh6Lh8mScI36SkYGhOtd1g+j6vvEREREQAITYP26waI/HMwDBhUsd1mg2QwXOGZ3oOr7/kgVVWxa9cuTiRHROSjGkoeD1YUfJfZFsNjomERAiNydmHm76f1Dou8TEM5H4iI/BXzuH4kWYbSuXulASnt1ElYXnwG6q8b4E/XFnFQyotomobdu3dzyU0iIh/VkPK4WZbxdVoKxjdpBBXAuF17sev8Bb3DIi/SkM4HIiJ/xDzuXdS1q4DCAti++QLWd9+Aduqk3iG5hG9c90VERERexyBL+DAlGREGBc3NZqQGB+kdEhEREZFfMtx8C9TYRlCXLoI4uB/W11+E0rs/lGsGQjKZ9A7PaRyUIiIiIqfJkoTXkltV2lZgsyFMUTgxKhEREZGLSIoCQ59roLTrANu3s6HtyIG6ahnULb/BMGwUlNR0vUN0Cm/f8yKyLKN58+aQZb4tRES+iHkcyLfa0Dc7B3fv3gfVj+Y7oLrj+UBE5NuYx72TFBkF47iJMNx5NxAeCZw7C3H6lN5hOY1XSnkRRVHQoUMHvcMgIiInMY8DPxUUYmvxeWQXn0eBTcUXaW1gZjHbIPF8ICLybczj3k1Jbwe5dQrU9T9B6dHHvl2cOwuEhUNSFB2jcxyrRC+iqio2b97M1Q2IiHwU8zhwY0wUZqenwiRJmJN3BkO27cT5Bvx6NGQ8H4iIfBvzuPeTTGYY+lxjH4ASNiusH74N65vToB0+qHN0juGglBfRNA1Hjhzh6gZERD6KebzMzbHR+CEzDcGyjCXn8nHdlu3It9r0Dos8jOcDEZFvYx73PeL0KYjzxRAnT8D69muwzvkK4sJ5vcO6Ig5KERERkctdGxWBZVkZiDAoWFdYhL7ZOThlsegdFhEREZHfkpvGw/TY3yFf1RUAoG1cB8vL/4L66wYIL53rk4NSRERE5BbdwkOxun0mGhuNyLNaUaLym1YiIiIid5KCQ2AcdRuM906G1DgOOH8etm++gPXdNyBKSvQOrwpOdO5FZFlGSkoKVzcgIvJRzONVtQsJxk8dMmEVAi0CA/QOhzyI5wMRkW9jHvdtcsskGB98HOpPK6EuWwwYjECA99VikvDWa7i8TGFhIcLDw1FQUICwsDC9wyEiIvJZ3+WdRTOzCR1DQ/QOxat4stZgXUNERNRwiHNnAQBSZFTZzxcuQDtyCEpqmtuO6WitwSFPL2Kz2bBu3TrYbJwMlojIFzGP1+5/BYUYuX0X+mXnYG1+gd7hkBvxfCAi8m3M4/5DioyyD0gBgG3xd1BX/OgV80xxUMqLCCGQm5vrFR8MIiKqO+bx2mUGB6FbWCgKVRXXb92BRWfO6R0SuQnPByIi38Y87p+EEJACA2G4eTQkSdI7HA5KERERkeeEGQxY3C4Ng6IiUaJpGJKzE1+fztU7LCIiIqIGQZIkGG4YAjmuqd6hAOCgFBEREXlYoKJgXkYqxjSKgU0IjN2xB++f+F3vsIiIiIjIwxrUoFRubi4GDx6M4OBgpKSkYPny5XqHVImiKGjfvj0URdE7FCIicgLzuONMsozP27bBn+MaQwCYuGc/lp7N1zssciGeD0REvo15nDzBoHcAnjRp0iQ0adIEubm5WLZsGW655Rbs3bsXUVFRtT/ZA2RZRmJiot5hEBGRk5jH60aRJLzTJgkRBgOOlpbimshwvUMiF+L5QETk25jHyRMazJVSxcXFmD9/Pp555hkEBQVhyJAhyMzMxIIFC/QOzc5ms2HFihVc3YCIyEcxj9edJEl4IakFPmvbBvIfk21aNQ0aJ1X1eTwfiIh8G/M4eYLXDkoVFxfj6aefxsCBAxEVFQVJkvDJJ59U27a0tBRPPPEEmjZtisDAQHTt2hVLly6t1Gbv3r0ICQlBfHy8fVtmZia2b9/uzm7UiRACRUVFXN2AiMhH6ZHHVSGw6lwBvjyVi1XnCqDWcmx3tq9P20u337FzL+7cuRdWTXNon65qQ67FuoaIyLcxjztOaBq0/XuhZv8Kbf9eCE1zqo0j7VxxLEdj8QSvvX0vLy8Pzz77LJo3b46srCysWrWqxrbjx4/H7Nmz8dBDD6F169b45JNPMGjQIKxcuRI9e/YEUDbIFRYWVul5YWFhOHPmjDu7QURE5DZzc89g8r4DOFZqsW+LN5swPbkVhsdGe7S9q9o2M5swJ+8MbEJgd0kJTpaW4rjFWuM+HTluXftNRERE5Cg1Zwts384BCvIrNoZHwDBkBJSMLIfbONLOFcdyNBZP8dorpeLi4nDy5EkcPnwY06ZNq7Hdxo0b8dVXX+H555/HtGnTMHHiRKxYsQKJiYmYMmWKvV1ISAgKCwsrPbewsBAhISFu6wMREZG7zM09g5Hbd1UaaAGA46UWjNy+C3Nzz3isvSvbHi+1YH5GKkyShF+KiisNSF2+T0eOW9d+ExERETlKzdkC28wPKw/wAEBBPmwzP4Sas8WhNo7sy7pwQb2P5cg+PM1rB6XMZjOaNGlSa7vZs2dDURRMnDjRvi0gIAATJkzA+vXrcfToUQBA69atUVxcjOPHj9vb5eTkID093fXBO0lRFHTv3p2rGxAR+ShP5XFVCEzedwDVXUxfvu2hfQfst6i5s7072g6IjEC4ofrXsLzd5L37MXnvlfflSJtL+02uxbqGiMi3MY9fmdC0siuOrsC2YHbtbb6dA81mq7WdtmZFvY9V6z6+nePxW/m89vY9R23evBlt2rSpcmtely5dAADZ2dlISEhASEgIhg4diqeffhpvvvkmli9fjq1bt2Lo0KHV7re0tBSlpaX2n8uvsrJarbBay761lWUZiqJAVVVol7xx5dttNlul+28VRYEsyzVuV1UVkZGRUFUVqqrCYCh7ey6fWK6m7UajEZqmQVVV+zZJkmAwGGrcXlPsrupT+WtVW+zsE/vEPrFP/tKnS/O4u/q0uqCwypU/lxIAjpZasOrsOfQOC3W8/Zlz6B3uePuVZ84CgENtV5/Lh6ZpDrV9+/hJ5FprnlRVADh22RVUzrYp78c10WUr8er52bv8fHAl1jXMWewT+8Q+sU/eWtd4uk+uep9se3dXveLocoUFV34cAAryYf1pVe37qu1LNEeOVds+CvJh3bsbUqtkj9U1Pj8odfLkScTFxVXZXr7txIkT9m1vv/02xo0bh+joaMTHx+Prr79GVFRUtft9/vnn8cwzz1TZvmTJEgQFBQEAmjdvjg4dOmDr1q04cuSIvU1KSgpSU1OxceNG5Obm2re3b98eiYmJWLNmDYqKiuzbu3fvjkaNGmHJkiWVPvD9+vVDYGAgFi5cWCmGQYMGoaSkBCtXrrRvMxgMGDx4MPLy8rB+/Xr79tDQUPTv3x9Hjx5Fdna2fXtsbCyuvvpq7N27F7t377ZvZ5/YJ/aJfWKfnO9TZGRkldjd0ac1RhMQVPnLmOps3Lcfxb+fcLj9yq1bUVxU4HD7RRs3lv3DgbZ7zpzF3r17HGq7v+RirW1cadHGjejSs4fun70LFy64rY+sa9gn9ol9Yp/YJ2+tazzZJ1e+T4fWroGrZmA6vPk3JLpoX/WVvXYNTu7a47G6RhI+MJX+L7/8gs6dO+Pjjz/G+PHjKz2WlJSElJSUKh+gAwcOICkpCa+99hoeeuihOh+zum8UExISkJeXZ78qy9UjthcuXMDSpUsxYMAAGI1GjkKzT+wT+8Q++VifVFXFwoUL7XncXX1aXVCIATm7UJtlmW3tV0o51D6jrf1KKUfaL81IBQCH2i5vlwZN0xxq+1pSCzy8/1Ct7VxlaUaqV1wpVVhYiJiYGBQUFFS5Ary+WNcwZ7FP7BP7xD55a13jyT65+kop8dE7cIkbhgCLvnXNvupJ+tN9LrlSytG6xuevlAoMDKxUZJW7ePGi/XFnmM1mmM3mKtuNRqP9hCynKAoUpep9tuUfYke3l+/38mNcfrwrbZdlGbJcdaqwmrbXFLur+1Sf7ewT+wSwTzXFWNft7JN7+1T+C7u63xWu7FO/6CjEm004Xmqpdr4kCWWry/WNioQiSY63j65b+35/DOQ40rZPZITDbf/SLA6vHDtRYzsAiDUoMMsKjltq3lczkxGAdMU25f2QJAmAvp+9mo7tCqxrmLPYJ/aJfWKfAO+saxyN3dveJ2PrFFjCI658211YOCBJV24THgFjz76wrltz5XaSdOXb7xw5Vm37CI+AsXUKpEveF3fXNV470bmjylfpu1z5tqZNm3o6JCIiIrdSJAnTk1sBKBtYuVT5z68nt4Lyx0CLO9u7o61JlmtsV65I0zAhrvEV9zW9dRKmt3a830RERESOkmQZhiEjrtjGMHRk7W2GjIBsMNTaTu7dv97HqnUfQ0ZUGpDyBJ8flGrfvj327Nljn7Cz3IYNG+yP+wqDwYB+/frVOKJLRETezZN5fHhsNGanp6KZ2VRpe7zZhNnpqRgeG+2x9u5oW1O7ZiYj2gUH4aIm8PyRY5iS0OyK+6prv8l1WNcQEfk25vHaKRlZMNwxAQiPqPxAeAQMd0yAkpHlUBtH9mUcNLTex3JkH57m83NKbdiwAd26dcO0adPw2GOPASibNyEjIwPR0dH4+eefXRJDYWEhwsPD3TLPQzkhBGw2GwwGg/02AiIi8h165HFVCKzNL8RJiwVxJhN6RYRd8cofd7Z3R9vq2tmEwNgduzEv7ywUAB+mJiPRHHDFfdW133rwRK3hyWOxriEi8m3M444TmgZxcD9EUSGk0DBILZOqXHHkSBtH2rniWI7GUh+O1hpePSj11ltvIT8/HydOnMA777yD4cOHo0OHDgCABx54AOHh4QCAW265BfPmzcPDDz+M5ORkfPrpp9i4cSOWL1+O3r17uyQWTxRvVqsVCxcuxKBBg9w6rwQREbkH87jn2DSBu3fvw6enTgMA3kxuhfvjq67G60v8bVCK5wMRkW9jHqf6cLTW8Orr8F5++WUcPnzY/vPcuXMxd+5cAMDtt99uH5T67LPP8I9//AMzZ87EuXPn0K5dO3z//fcuG5AiIiIi72KQJXyUmoxwg4I3jp/EA/sOINyg4I4mjfQOjYiIiIgc5NWDUocOHXKoXUBAAKZNm4Zp06a5NyAiIiLyGrIk4fXklog0GPDdmbMYEhOld0hEREREVAc+P9E5ERERNVySJGFqy+b4qUMmwi+ZiFXz3tkJiIiIiOgPHJSqxYwZM5CWlobOnTu7/VgGgwGDBg3i6gZERD6KeVw/gYpi//fLR45j9I7dKNU0HSPyTqxriIjIUczj5AlePdG5N/HUKjVFRUUIDQ3l6gZERD6IeVx/Ry6Wos2GX1EqBK6LjMDcjFQEXzJg5c38baJzng9ERL6NeZzqw9Fag1dKeRGbzYaVK1fCZrPpHQoRETmBeVx/zQPM+C4zDUGyjCXn8nHdlu3It/L90APPByIi38Y8Tp7AQSkiIiLyKwOiIrAsKx0RBgXrCovQb0sOTlkseodFRERERJfhoBQRERH5ne7hYVjdPhONjUZkF59Hr83bcORiqd5hEREREdElOCjlZTiJHBGRb2Me9x7tQoKxtkMmEs1m7C25iCVnz+kdUoPD84GIyLcxj5O7caJzB3ly8lEiIiJynWMXS/HdmbO4r1mc3qFckb9NdE5EREQNFyc690GapuH06dPQuIQ1EZFPYh73TvEBZq8fkPJHPB+IiHwb8zh5AgelvIiqqli/fj1UVdU7FCIicgLzOFEFng9ERL6NeZw8gYNSRERERERERETkcRyUIiIiIiIiIiIij+OglBeRJAmhoaGQJEnvUIiIyAnM40QVeD4QEfk25nHyBK6+V4sZM2ZgxowZUFUVe/bs4So1RERE5BaeWBGPdQ0RERF5gqN1DQelHOSJQlHTNBw9ehQJCQmQZV7ERkTka5jHqT48UWt48lg8H4iIfBvzONWHo7UGP1leRFVVZGdnc3UDIiIfxTxOVIHnAxGRb2MeJ0/goBQREREREREREXkcB6WIiIiIiIiIiMjjOCjlRSRJQmxsLFc3ICLyUczjRBV4PhAR+TbmcfIETnTuIE9OPkpEREQNj79NdE5EREQNFyc690GqqmLXrl2cSI6IyEcxjxNV4PlAROTbmMfJEzgo5UU0TcPu3buhaZreoRARkROYx4kq8HwgIvJtzOPkCRyUIiIiIiIiIiIij+OgFBEREREREREReRwHpbyILMto3rw5ZJlvCxGRL2IeJ6rA84GIyLcxj5MnGPQOgCooioIOHTroHQYRETmJeZyoAs8HIiLfxjxOnsAhz1rMmDEDaWlp6Ny5s9uPpaoqNm/ezNUNiIh8FPM4eTvWNURE5CjmcfIEDkrVYtKkSdixYwc2bdrk9mNpmoYjR45wdQMiIh/FPE7ejnUNERE5inmcPIGDUkRERERERERE5HGcU8pBQggAQGFhoduOYbVaceHCBRQWFsJoNLrtOERE5B7M41Qf5TVGec3hTqxriIioNszjVB+O1jUclHJQUVERACAhIUHnSIiIiMifFRUVITw83O3HAFjXEBERkXvVVtdIwhNfx/kBTdNw4sQJhIaGQpKkatt07ty5XnM0FBYWIiEhAUePHkVYWJjT+yF91Pf99xe++jp4W9x6xOOJY7rjGK7cJ/M46ZkLhBAoKipC06ZN3b78Nusaqo23/V7Ugy+/Bt4WO+saffbJPE6+UNfwSikHybKM+Pj4K7ZRFMUlJ2tYWBhPeh/kqvff1/nq6+BtcesRjyeO6Y5juHKfzOOkdy5w9xVS5VjXUG30Phe8gS+/Bt4WO+saffbJPE565wJH6hpOdO5CkyZN0jsE0hHf/zK++jp4W9x6xOOJY7rjGK7cp7d9Dsjz+BmowNeiYeP779uvgbfFzrpGn3162+eAPM8XPgO8fc+LFBYWIjw8HAUFBRyJJiLyQczjRBV4PhAR+TbmcfIEXinlRcxmM55++mmYzWa9QyEiIicwjxNV4PlAROTbmMfJE3ilFBEREREREREReRyvlCIiIiIiIiIiIo/joBQREREREREREXkcB6V8TG5uLgYPHozg4GCkpKRg+fLleodERER18M4776Bjx44wGo2YOnWq3uEQ6Yp1DRGRb2NdQ/Vl0DsAqptJkyahSZMmyM3NxbJly3DLLbdg7969iIqK0js0IiJyQFxcHKZOnYr//ve/eodCpDvWNUREvo11DdUXB6V8SHFxMebPn48DBw4gKCgIQ4YMQWZmJhYsWIC77rpL7/CIiMgBw4YNAwAsXLhQ30CIdMa6hojI97Guofri7XtuVFxcjKeffhoDBw5EVFQUJEnCJ598Um3b0tJSPPHEE2jatCkCAwPRtWtXLF26tFKbvXv3IiQkBPHx8fZtmZmZ2L59uzu7QUTUYLk6jxP5MtY1RES+jXUNeSMOSrlRXl4enn32WezcuRNZWVlXbDt+/Hi8+uqruO222zB9+nQoioJBgwbhp59+srcpLi5GWFhYpeeFhYWhuLjYLfETETV0rs7jRL6MdQ0RkW9jXUPeiLfvuVFcXBxOnjyJJk2a4JdffkHnzp2rbbdx40Z89dVXmDZtGh577DEAwJ133omMjAxMmTIF69atAwCEhISgsLCw0nMLCwsREhLi3o4QETVQrs7jRL6MdQ0RkW9jXUPeiFdKuZHZbEaTJk1qbTd79mwoioKJEyfatwUEBGDChAlYv349jh49CgBo3bo1iouLcfz4cXu7nJwcpKenuz54IiJyeR4n8mWsa4iIfBvrGvJGHJTyAps3b0abNm2qXMLepUsXAEB2djaAsm8Uhw4diqeffholJSX4/vvvsXXrVgwdOtTTIRMR0SUczeMAYLPZcPHiRaiqWunfRP6CdQ0RkW9jXUOexEEpL3Dy5EnExcVV2V6+7cSJE/Ztb7/9Nk6cOIHo6Gg88sgj+Prrr7lsMhGRzuqSx//1r38hMDAQH3zwAZ577jkEBgZi5syZHouVyN1Y1xAR+TbWNeRJnFPKC5SUlMBsNlfZHhAQYH+8XGxsLJfbJCLyMnXJ41OnTsXUqVM9FRqRx7GuISLybaxryJN4pZQXCAwMRGlpaZXtFy9etD9ORETei3mcqALPByIi38Y8Tp7EQSkvUL4KwuXKtzVt2tTTIRERUR0wjxNV4PlAROTbmMfJkzgo5QXat2+PPXv2VFkWecOGDfbHiYjIezGPE1Xg+UBE5NuYx8mTOCjlBUaOHAlVVfHee+/Zt5WWluLjjz9G165dkZCQoGN0RERUG+Zxogo8H4iIfBvzOHkSJzp3s7feegv5+fn2FQq+++47HDt2DADwwAMPIDw8HF27dsWoUaPw17/+FadPn0ZycjI+/fRTHDp0CB9++KGe4RMRNXjM40QVeD4QEfk25nHyNpIQQugdhD9r0aIFDh8+XO1jBw8eRIsWLQCUTRr3j3/8A59//jnOnTuHdu3a4f/+7/9w/fXXezBaIiK6HPM4UQWeD0REvo15nLwNB6WIiIiIiIiIiMjjOKcUERERERERERF5HAeliIiIiIiIiIjI4zgoRUREREREREREHsdBKSIiIiIiIiIi8jgOShERERERERERkcdxUIqIiIiIiIiIiDyOg1JERERERERERORxHJQiIiIiIiIiIiKP46AUERERERERERF5HAeliIiIiIiIiIjI4zgoRR4nSVKl/2RZRnh4OLp164bXX38dVqtVt9g++eQTSJKEqVOnumyf+/btg8lkwuOPP+6yffqqvn37QpIkHDp0yKH2U6dOhSRJ+OSTT9walz+q62vtS/bv34+bb74ZMTExkGUZkiRh1apVbj+uM5/HVatWQZIkjB8/3m1xuSNv1UYIgQ4dOiAzMxOapnnsuETeiHVNw8W6xnNY17ge65oKrGv0xUEp0s24ceMwbtw43HbbbWjXrh02bdqEhx9+GDfccANsNpve4bnMX//6V5hMJkyZMkXvUCrRI+ET1ZemaRg5ciTmz5+P1q1b4/bbb8e4cePQpEkTvUNzm/Hjx3usQHWUJEn45z//iZycHP5xRfQH1jX6Yl1Dvoh1jXdgXaMvg94BUMN1+Qm/YcMG9O3bF8uXL8dXX32F22+/XZ/AXOi3337D7Nmz8eCDDyI2NlbvcIh83qFDh5CdnY1evXphzZo1eodTqy5dumDnzp0IDw/XOxSXGzZsGFJTU/HPf/4Td955JwwGlhTUsLGuIaK6Yl3jPVjX6IdXSpHX6Nq1q/1S0B9//FHfYFzknXfeAQDceeedOkdC5B+OHTsGAGjVqpXOkTgmKCgIqampiIuL0zsUl5MkCbfddhuOHz+Ob7/9Vu9wiLwO6xoiqg3rGu/BukY/HJQir5Keng4AOH36dKXtQgh8+eWXGDNmDNq0aYPg4GCEhoaiS5cuePvtt6u99/fS+6S3bduGIUOGIDIyEsHBwejTpw/WrVtXp9heeeUVyLKM1NRUHD16tNb2xcXF+Oqrr9C6dWt06tSpyuMWiwVvv/02OnfujOjoaAQFBaFFixa48cYb8dVXX1Vpf+bMGTz++ONo3bo1AgICEBUVhYEDB2LJkiXVHl+SJLRo0QIWiwXPPvssUlNTYTabMWzYMPTt2xd33XUXAOCZZ56pNBfG5d/07ty5E+PHj0dCQgLMZjMaN26MMWPGYPv27dUeV1VVvPzyy0hNTUVAQAASEhIwefJkFBYW1vqaXcmGDRtw/fXXIyIiAmFhYRgwYAB+/vnnSm1mz54NSZJw66231rifiRMnQpIkfPzxx7Ue89L75s+ePYv77rsPcXFxMJvNyMjIwEcffXTF51SnpkuWy98vm82G//u//0NycjICAwPRtm3bSrGuWLEC/fr1Q1hYGCIjI3HnnXfizJkzV+zH559/jk6dOiEoKAiNGjXCuHHjcPz48RrbL168GIMHD0ZsbCzMZjNatWqFRx55pNrjXNqfH3/8Ef369UNERAQkSUJ+fv4V4yo3c+ZM9OzZE2FhYQgKCkK7du3w/PPP4+LFi1Veoz59+gAAPv30U/tntm/fvlfcf01zJmRnZ9v3sWzZskqPff/995AkCffff3+1+3Q0p9T0eRBC4IsvvkDPnj3RuHFj+7ly7bXXYsaMGZX6/OmnnwIA+vXrV+lcdWRejfLc2b9/f0RGRiIgIABt27bF1KlTceHChSrti4uL8fzzzyMrKwvh4eEICQlBUlISRo0aVe0f1eXn2vvvv19rLEQNEesa1jU1YV1ThnUN6xrWNQRB5GEARE0fvX//+98CgLj99tsrbS8pKREARHR0tOjVq5cYPXq0uPbaa0VQUJAAIMaNG1dlX08//bQAICZNmiSCgoJEZmamGD16tMjKyhIAREBAgNi2bVul53z88ccCgHj66acrbf/rX/8qAIirrrpK5ObmOtTP77//XgAQ99xzT7WPjxw5UgAQoaGhYtCgQWLMmDGiV69eIjw8XPTp06dS22PHjolWrVoJAKJ58+Zi9OjRon///kJRFAFAvPrqq1X2D0AkJCSIG264QQQHB4tBgwaJUaNGiXvvvVc8//zzokePHgKAyMrKEuPGjbP/t3btWvs+5s2bJ8xmswAg2rdvL0aOHCm6du0qJEkSQUFBYvXq1VWOO2bMGAFABAUFiZtuukncfPPNIjw8XHTq1El069ZNABAHDx506DUsfw/vueceYTKZRFpamhgzZoy46qqrBABhMpnEjz/+aG9vsVhEkyZNhNlsFnl5eVX2V1RUJEJCQkRYWJg4f/58rcdfuXKlACCGDh0q2rRpI5o2bSpGjRol+vXrZ3/t33///WqfU91nUgghxo0bJwCIlStXVtoOQCQmJtpfr2HDhonrrrvO/vp/9NFHYtasWcJgMIiePXuKkSNHimbNmgkAomfPnkLTtEr769Onj/3zL0mS6N27txgzZoxo0aKFACDi4+PF0aNHq8T3xBNP2F/bHj16iJEjR4rWrVsLACIpKUn8/vvv1fbnnnvuEZIkic6dO4sxY8aIzp07i/z8/Fpf44kTJ9rPx0GDBomRI0eKmJgYAUB079690vs0btw4cf3119tjKf/MPv/881c8xooVK6p9T1599VV7PnrqqacqPfbII48IAGLWrFn2bc7klJo+D4899pgAIMxmsxgwYIAYO3as6Nevn4iNjRWJiYmV+pyUlCQAiOuvv77SuVqei2rKW6qqirFjxwoAIiQkRPTt21fcfPPNIiEhQQAQXbp0ERcuXLC3t9lsomvXrgKAiImJEUOGDBG33HKLuPrqq0VQUFCNn+mEhARhMpkq7YuoIWFdU4Z1Te1Y17CuYV3Duoaq4qAUedyVirfevXsLAOLzzz+vtN1qtYp58+YJi8VSafvp06ftv8gvLyTKEy0AMX369EqPPfTQQwKAuOOOOyptvzwJqqpq/+XSr18/UVhY6HA/y38Jvvfee1UeO3DggP2X9eVFRklJiVi3bl2lbTfeeKMAIG699VZRWlpq37527VoRFBQkFEURmzdvrvSc8r4nJyeLY8eOVYmhpoRf7uDBgyI4OFiEhISIpUuXVnps0aJFwmg0ioSEhErxfPXVV/YC89IC7dSpUyIjI8MeU12Lt/JfrpcWKG+//bYAIOLi4ir90vjb3/4mAIjXXnutyv7ef/99AUDcd999Dh2//BcvADFmzBhx8eJF+2Pz5s2z97W65zhTvAEQGRkZ4vTp0/bt5YVHXFyciI6OFt9//739sYKCApGeni4AiBUrVlTaX3nxZjAYxA8//GDfbrFYxG233WYvSi/1zTff2GPYu3evfbumaeKf//ynACBGjx5dbX8AiK+++qraPtdk9uzZAoBo2rSp2LNnj317fn6+6NmzpwAgHn300UrPqe31rU5JSYkwm82ViiIhhBgyZIgIDQ0VzZs3Fz169Kj0WMeOHQWASu+FMzmlunjL4wkNDRUHDhyo1N5qtYo1a9ZU2lbTZ6ZcTefySy+9JACIvn37ipMnT9q3l5aWigkTJggA4oknnrBvL/+sde7cWZSUlFTaV0FBgfjll1+qPf6IESOq/QwSNRSsa1jXsK5hXSME6xrWNeQsDkqRx11evKmqKvbt2yfuvfde+y8Uq9Xq8P6WLl0qAIhHHnmk0vbyRHt5UhZCiLy8PHvxdKlLk2BpaakYNWqUACCGDRtW6Re3I2644YZqi0ohhNiwYYN9v7XZv3+//RuBM2fOVHm8/JuPu+++u9L28tf50m9ELlVb8TZ58mQBQLz55pvVPv7ggw8KAGLu3Ln2beXF90cffVSl/aJFi5wu3hITE6v9TJR/+zFz5kz7tkOHDglZlkVaWlqN7X/77TeHjl/+izcsLKzabyjLC9JL+1Pf4m3ZsmVVntOhQwcBVP2mXQghpk+fXu37WF683XrrrVWek5eXJ4KCgoQkSeLIkSP27eXfjF3+rZgQZQVc+/bthaIolb5VL+/P4MGDq+3vlZR/Xt59990qj23ZskVIkiRCQkIqFRLOFG+XHqv8vVJVVURGRoobbrhBjBs3TphMJvu3l/n5+dV+hpzJKdXFe+rUKQGUfUvvCGeKN6vVKmJiYkRwcHCVb4GFEOLChQuiSZMmIjIyUqiqKoQQ4uuvvxYAxEMPPeRQXOWeeuopAVR/ZQNRQ8C6hnUN6xrWNUKwrmFdQ87inFKkm/L7hxVFQXJyMv7zn//gnnvuwbx582pc7SA7OxsvvfQSJk2ahLvuugvjx4+3T7q5d+/eap9z3XXXVdkWHR2NqKgonDx5strnnD9/HjfeeCNmzZqF8ePHY/bs2TCbzXXqX/n8EZGRkVUeS01NRXBwMH744QdMmzYNJ06cqHE/P/30EwBg4MCBiIqKqvL4HXfcAQBYu3ZtlcckScJNN91Up7jLlc/pMHz48Gof79WrFwBg48aNAACr1WqfC2H06NFV2g8cOLDa18IRI0aMqPYzMXbsWACV+56YmIiBAwdix44dle6F37ZtGzZs2ICrrroKHTp0qNPxO3XqhOjo6Crb27RpAwA1fo7qymg0VjuPQPnkl9V9lssfqymGMWPGVNkWHR2N6667DkII++fr9OnT2LJlC1q3bo2MjIwqz5EkCT169ICqqvj111+rPD5kyJCaO1aNSz8vt912W5XH27Vrh3bt2qG4uBjZ2dl12nd1yudsKJ/zYsuWLTh37hz69u2Lvn37wmKx2D8va9asgaZpNc7p4ExOuVSjRo0QHx+P7OxsPPnkkzhw4IBznbqC3377DXl5ebj66qvRuHHjKo8HBgaiU6dOOHfunD13tm/fHrIs4+OPP8b7779f65we5crzUm5urus6QOSDWNewrnEU6xrWNfXFuqYy1jW+jYNSpJtx48Zh3LhxGD16NFJTUwGUTSpXPvndpSwWC2699VZ06NABTzzxBN5++2188skn+PTTTzF37lwAQFFRUbXHiY+Pr3Z7aGgoLBZLtY+9/vrrWLp0KQYNGoSPPvoIiqLUuX8FBQX241wuLCwM77//PsxmM6ZMmYJmzZohJSUF9957L/73v/9Valte2LVo0aLa45Rvr26Cx0aNGtW56CxXPtlgs2bNKk1CWP7fqFGjAAB5eXkAyiYstVgsiI2NRVBQULX7TExMdCqWmp5X3vfLi997770XQOVJCsv/fc8999T5+Ff6DAFAaWlpnfdZnSZNmlT7WQsJCQFQ9l7U9FhNMTj62pW/33v37q32/ZYkyT5RZfl7fqnmzZtfoWdVlX9eYmJiEBwcfMUYrzR5qaPKC7Hy4q38//369avxsZqKN2dyyuU+/fRTxMbG4sUXX0RSUhJatGiBcePGYdGiRQ49vzbl7+fSpUtrfD9/+OEHABXvZ5s2bfDSSy/hwoULmDhxIho1aoSsrCw88sgj2Lp1a43HCgsLAwCHJ4Al8lesa1jXOIp1Deua+mJdw7rGn1T/tQ2RB1y+YsS0adMwZcoUTJo0Cf369av0S+fVV1/Fl19+iczMTLz0lKxQ3wAADHRJREFU0kvo2LEjIiMjYTQasWfPHqSkpEAIUe1xZLnuY6833HAD1qxZgyVLlmDOnDkYOXJknfcRHh4OoOaicuzYsbj22muxYMECLFmyBKtXr8a7776Ld999F4888gheeeUVh44jSVKNjwUEBNQ57nLlK/+MGzfuiu26du3q9DHcZdCgQUhISMA333yD6dOnw2Qy4fPPP0dISIj9W8i6cOYzVJPqVlRy9DiujONy5XE1adIE119//RXbVlcQ1uezVpMrfbbrqnv37jCZTJUKtLCwMHTs2BGKoiAxMbFK8Vb+LeTlXPE+9O/fH/v27cP333+PxYsXY9WqVfjss8/w2WefYcSIEZg9e3a99l/+fiYnJ6NHjx5XbHvpt+WPPvoobrnlFsyfPx9Lly7F2rVr8dprr+H111/Ha6+9hsmTJ1d5fvkfqhEREfWKmcjXsa5hXeMurGvqjnUN6xqAdY2v4KAUeY3HH38cy5Ytw5IlS/DMM89UWpZ23rx5AIAvv/zSvrxyOXdcItqxY0c89dRTuO666zB27FjIslzj5d41adSoEQDg7NmzNbaJjY3F3XffjbvvvhtCCPz4448YPXo0Xn31VfzpT39Ceno6mjZtCgA4fPhwtfu49Js/V4qPj8f+/fvxyiuvVHuJ9+Wio6NhMpmQm5uLkpISBAYGVmlz5MgRp2Kpqe/l28tfo3KKouCee+7BP//5T3zxxRcICwvDuXPncPfdd1f7Da8rmUwmAGVL0FbHkWW3Xenw4cNo165dtduBiteu/FuymJiYKn9YuUP55yUvLw/nz5+v9ltFV362AwMD0aVLF/z00084cOAA1q5di549e9q/we3bty++/PJLnDx5EtnZ2Wjbtq39HHaXsLAw3Hrrrfblh3/++WeMGjUKc+bMwcKFCzFo0CCn913+fqamptb5/UxISMADDzyABx54ADabDV999RXuuusuTJkyBXfeeWeV21XOnTsHoCyfEVEF1jWsa2rCusZ5rGvKsK5xHOsa78fb98irvPDCCwCAmTNnVvqFXZ4cqru89JtvvnFLLF27dsXixYsRGBiIMWPGYMGCBXV6flZWFgBg9+7dDrWXJAkDBw7E4MGDAQDbt28HAPTs2RMAsHjx4movI/38888BVMyF4KjyIsNms1X7+IABAwBUFM61MRqN9m8Xq3tPlixZcsVC9krmzp0LVVWrbP/qq68AVLxGl7r77rthMBjw/vvv1+sS97qKi4sDAOzZs6fKY2fPnsVvv/3m9hguVd17cfbsWSxZssQ+nwJQdm6lpqZix44d1cbuakajEd26dQNQ8T5eKicnB1u2bEFISAjat2/vkmOWX7Y+ffp0nDt3Dv369av0mMViwQsvvHDFeRfcqVu3bva5VHJycuzbaztXq9O5c2eEh4dj9erVTp93AGAwGHD77bejc+fOsFgs1c5xs3PnTgBw2ftE5E9Y17CuqQ7rGuexrqnAuqbuWNd4Jw5KkVfp0KEDhg0bBpvNhpdeesm+vXzixf/85z+V2s+ePRufffaZ2+Lp3r07Fi9eDLPZjFtuuQXfffedw88tL6Y2bdpU5bHNmzdj7ty5Ve7TPnv2LDZs2ACgbFQfKJvwcfDgwSgqKsLkyZNhtVrt7devX4933nkHiqJg0qRJdepb+TdJNRWXjz76KAIDA/HYY4/Z57e4VGlpKWbPno1jx47Zt913330AgKeffrrSt4d5eXl4/PHH6xTfpQ4dOoRnnnmm0rb33nsP69evR+PGjTFixIgqz4mLi8OQIUOwefNmrF69Gu3atUOXLl2cjsFRLVu2RPPmzbFt27ZKBf/58+cxceJEFBYWuj2GS3399df48ccf7T/bbDY8/PDD9klvL50z4R//+Ac0TcOIESOqnYTzzJkzleazqK8HHngAADB16tRKVwYUFRXh/vvvhxACf/7zn112CX15Qfbee+9V+rm6x2q6xN0Vjhw5gk8++QQXLlyotP3ixYtYuXIlgIrzH6j9XK1O+bwuRUVFGD58eLVXXhw/fhwzZ860/7xy5UosW7asyq0YBw8exM6dOyFJUrV/QG/cuBEmk8lejBNRBdY1rGuqw7rGeaxrKrCuqYx1jQ/Tb+E/aqhw2dLJl8vOzhaSJImAgABx8uRJIYQQq1evFoqiCACiU6dOYuzYseKqq64SAMRjjz0mAIg+ffpU2k/5Mqcff/xxtcdJTEysEkdNywmvXbtWBAcHC5PJJL7//nuH+llUVCRCQkJEcnJylcfmzZsnAIjw8HBxzTXXiNtuu00MHjxYhIaGCgDipptuqtT+2LFjomXLlvalWceMGSOuueYa+2vyyiuvVDkGqlnG9VIlJSWiUaNG9tfurrvuEhMmTBD/+9//7G3mz58vgoKCBACRnJwsbrrpJjFmzBjRq1cvERwcLACIzZs3V9pv+XLTwcHBYsiQIWL48OEiIiJCdOzYUXTr1s2ppZPvueceYTQaRXp6uhg7dqzo3LmzACCMRqNYtGhRjc9fsmSJ/fP21ltvOXTMSzm7DPKHH34oAAhFUUS/fv3ETTfdJBo3bixat24thg4dWuPSyTW9X1daOremGMuXTp40aZKQJEn06dNHjBkzxv45atq0qTh8+HCV/f3tb38TAIQsy6Jjx45i1KhRYuTIkaJDhw5CURQRHh7ucGyOmDhxogAgAgMDxeDBg8WoUaNEbGysACC6detmX864tv464vz588JkMtnPPZvNVunx8pwAoNrlhp3JKdXFu3nzZgFABAUFid69e4tbb71VDB061N7vq666qtJS7b/88os9Jw4dOlRMmDBBTJgwwb6cd015S1VVcccddwgAwmQyia5du4oxY8aI4cOHi/T0dCFJksjKyrK3f+211wQAERsbKwYOHChuu+02cd111wmz2SwAiAceeKBKn/ft2ycAiIEDB1b7mhA1BKxrWNewrmFdU451DesaqjsOSpHH1Va8CSHE8OHDBQDx+OOP27etX79e9O/fX0RGRorQ0FBx9dVXizlz5oiDBw+6vXgToqyADA4OFmaz+YoFw6XuueceAUBs3Lix0vaTJ0+Kf/3rX6J///4iPj5emEwm0bhxY9GjRw/x0UcfCYvFUmVfeXl54tFHHxVJSUnCZDKJiIgIcd1114kff/yx2mPXVrwJIcSmTZvEgAEDRHh4uJAkqdrXa9++feIvf/mLaN26tQgICBChoaEiJSVFjBkzRnzzzTeitLS0Unur1SpefPFF0aZNG2EymUTTpk3FX/7yF5Gfn28vKOpavH388cdi3bp14pprrhGhoaEiJCREXHPNNZUKzeqUlJQIo9EoAgMDxblz5xw65qWcLd6EKPssZWRk2N/bu+++W+Tl5dX4HHcVbwcPHhQff/yxaN++vQgICBDR0dHijjvuEEePHq2x36tXrxajRo0STZs2FUajUURHR4t27dqJ+++/X6xevdrh2Bz12WefiauvvlqEhISIgIAAkZ6eLp577jlx4cIFh/vrqB49eggAYvDgwVUeK+9Lampqtc91VfFWWFgoXnnlFTFo0CDRokUL+/ty1VVXiddee61KwSqEEF988YXo2LGjCAwMtOfQ8vPoSnlLCCEWLFggBg8eLBo1aiSMRqNo1KiR6NSpk5gyZYr49ddf7e327t0r/v73v4sePXqIuLg4YTKZRLNmzcQ111wj5syZIzRNq7LvZ599VgAQc+bMqfbYRA0B6xrWNaxrWNdcinUN6xqqG0mIGpb2IKJ6y87ORocOHXD//ffjzTff1DucBufLL7/ErbfeinHjxnlkkkuihkQIgbZt26K4uBiHDh2CwcC1U4j8HesafbGuIXIf1jX64ZxSRG7Uvn17jBo1Ch999BFOnz6tdzgNitVqxYsvvggAdZ6XgohqN3/+fOzevRvPPvssCzeiBoJ1jX5Y1xC5F+sa/fBKKSI3279/P9q2bYsHH3wQL7/8st7h+L1vv/0W8+fPx8aNG7F9+3YMGzbM4ZV2iMgxQgh07NgRNpsNW7ZsgSzzOy6ihoJ1jWexriFyP9Y1+uIQIJGbJSUlVVmNhtznt99+w8cff4zIyEjceuutvL2AyA0kScLmzZv1DoOIdMC6xrNY1xC5H+saffFKKSIiIiIiIiIi8jhel0ZERERERERERB7HQSkiIiIiIiIiIvI4DkoREREREREREZHHcVCKiIiIiIiIiIg8joNSRERERERERETkcRyUIiIiIiIiIiIij+OgFBEREREREREReRwHpYiIiIiIiIiIyOP+HzHqcUDvAA+kAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1200x600 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6 WCTs are shared between years.\n",
+      "9 WCTs are shared between days.\n",
+      "14 WCTs are shared between sequences.\n"
+     ]
     }
    ],
    "source": [
-    "# Distribution plots\n",
-    "wct_no_swt_sizes = results_df[results_df[\"is_SW\"]==0]['category'].value_counts().drop(index=-1)\n",
-    "wct_sizes = results_df['category'].value_counts().drop(index=-1)\n",
-    "swt_sizes = results_df[results_df[\"is_SW\"]==1]['category'].value_counts()\n",
-    "\n",
-    "zip_3 = zip(\n",
-    "    [wct_sizes, wct_no_swt_sizes, swt_sizes], \n",
-    "    [\"all WCTs\", \"NSWTs\", \"SWTs\"],\n",
-    "    [\"black\", \"#00BFC4\", \"#F8766D\"]\n",
-    "    )\n",
-    "zip_2 = zip(\n",
-    "    [wct_no_swt_sizes, swt_sizes], \n",
-    "    [\"NSWTs\", \"SWTs\"],\n",
-    "    [\"#00BFC4\", \"#F8766D\"]\n",
-    "    )\n",
-    "\n",
-    "# Barplot\n",
-    "zipf_fig, zipf_ax = plt.subplots(1, 2, figsize=(12,6), sharex=True, sharey=True)\n",
-    "for i, (size_list, name, color) in enumerate(zip_2):\n",
-    "    \n",
-    "    size_distribution = pd.DataFrame({\n",
-    "        'Category Size': size_list.values,\n",
-    "        'Number of Categories': [1] * len(size_list)\n",
-    "        }).groupby('Category Size')['Number of Categories'].sum().reset_index()\n",
-    "    size_distribution['Category Size'] = pd.to_numeric(size_distribution['Category Size'])\n",
-    "    \n",
-    "    # Calculate log values for plotting\n",
-    "    sorted_df = size_distribution.sort_values(by=\"Number of Categories\", ascending=False).reset_index(drop=True)\n",
-    "    sorted_df['rank'] = sorted_df.index + 1\n",
-    "    sorted_df['log_rank'] = np.log(sorted_df['rank'])\n",
-    "    sorted_df['log_frequency'] = np.log(sorted_df[\"Number of Categories\"])\n",
-    "    \n",
-    "    # Calculate expected Zipf values (proportional to 1/rank)\n",
-    "    # Use the first value to normalize\n",
-    "    first_value = sorted_df[\"Number of Categories\"].iloc[0]\n",
-    "    sorted_df['expected_zipf'] = first_value / sorted_df['rank']\n",
-    "    sorted_df['log_expected_zipf'] = np.log(sorted_df['expected_zipf'])\n",
-    "\n",
-    "    # Perform linear regression on log-log data\n",
-    "    pearson_results = stats.linregress(sorted_df['log_rank'], sorted_df['log_frequency'])\n",
-    "    slope, intercept, r_value, p_value, std_err = pearson_results\n",
-    "\n",
-    "    zipf_ax[i].scatter(\n",
-    "        x=np.exp(sorted_df['log_rank']), y=np.exp(sorted_df['log_frequency']), \n",
-    "        color=color, label=name)\n",
-    "\n",
-    "    zipf_ax[i].plot(\n",
-    "        np.exp(sorted_df['log_rank']), \n",
-    "        np.exp(intercept + slope * sorted_df['log_rank']), \n",
-    "        linestyle='dashed', color=color, label=f'Fitted line ({name})\\n(slope {slope:.2f}, R² = {r_value**2:.2f}, p-value = {p_value:.2e})')\n",
-    "\n",
-    "    zipf_ax[i].set_xscale('log')\n",
-    "    zipf_ax[i].set_yscale('log')\n",
-    "    zipf_ax[i].set_xlabel('Rank (sorted by number of whistles)', fontsize=15)\n",
-    "    zipf_ax[i].legend(prop={'size': 9})\n",
-    "    zipf_ax[i].tick_params(axis='both', labelsize=12)\n",
-    "    zipf_ax[i].grid(True, linestyle='--', alpha=1)\n",
-    "    zipf_ax[i].set_axisbelow(True)\n",
-    "\n",
-    "zipf_ax[0].set_ylabel('Number of WCTs', fontsize=15)\n",
-    "# Adjust layout to prevent label cutoff\n",
-    "zipf_fig.tight_layout()\n",
-    "zipf_fig.subplots_adjust(wspace=0.05, top=0.93)\n",
-    "zipf_fig.suptitle(\"Testing Zipf's Law - Log-Log Plot - Pearson correlation\", fontsize=18)\n",
-    "zipf_fig.savefig(\"/home/loic/Pictures/CDD/wrong_Zipf_law.pdf\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For the interpretation, idk for now, but please use http://biorxiv.org/lookup/doi/10.1101/2023.01.11.523588 and https://www.mdpi.com/1099-4300/11/4/688.\n",
-    "\n",
-    "WARNING : the RANK are for category sizes (unique sizes, so several WCTs for each rank). I don't think it can be used as it is."
+    "print(\n",
+    "    categories_multi_dates(results_df, \"year\").category.nunique(),\n",
+    "    f\"WCTs are shared between years.\")\n",
+    "print(\n",
+    "    categories_multi_dates(results_df, \"date\").category.nunique(),\n",
+    "    f\"WCTs are shared between days.\")\n",
+    "print(\n",
+    "    categories_multi_dates(results_df, \"sequence\").category.nunique(),\n",
+    "    f\"WCTs are shared between sequences.\")"
    ]
   },
   {
@@ -703,281 +640,141 @@
    "execution_count": 18,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 1000/1000 [00:04<00:00, 214.94it/s]\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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33urRWOfNm6fLL79cERERuuiiixQVFaW33npLI0eO1PHjxx3bTZs2TYmJiZKkMWPGOD0DuTN/yffff6/k5GQ9//zzioiI0GWXXaauXbvq/fff16BBg/Tuu+86tu3Vq5emTZumdu3aSZLGjx/vOFdt+it36NBBN910k2w2mx555JEat4+NjVV4eLjjdXFXVX99Zv8OYU9OV7eNN5PT2dnZGjJkiD788EN16NBBl112mXr37q2DBw9qzpw52r9/f43HqM13j4r+9re/aerUqYqKitKll16qZs2aaeHChTrvvPNctrS56667dOGFFyonJ0dnnHGG0tLSFBwcrMcff1wDBgyoVEQxZcoUzZgxQ5s2bdJ5552nSy+9VAkJCVq5cqWeffbZur1ogcIAAACv2LJli4mIiDCSTHR0tJk2bZp54YUXzDfffGNKSkqq3G/YsGFGkvn5558dy44ePWratWtnJJmnn37aafvHHnvMSDKdOnUyx48fdyzPzc01kowkM3r0aHP06FHHurVr15qoqChjtVrN+vXrHctLSkpMz549jSQzd+5cU1pa6liXl5dnTjvtNBMUFGS+//57t16Dv/3tb0aSOeuss8yePXscy3ft2mXOOOMMI8n8/e9/d9pnwYIFRpK599573TqHMcZ8/vnnRpLp16+f02tgjDFHjhwx69atc1rm6jU2xjher7PPPtvs3bu30vE7dOhgWrdubZYuXep0/LPOOstIMp9//rnT8Tp37myqetyyvz/Tpk1zWn7vvfcaSWbBggVOy9esWWMKCgoqHefll182ksyIESMqrZNkOnfu7PL8xhhz0UUXGUnm1ltvNSdOnHAs37Nnj+nbt6+RZP71r385lhcWFpo2bdoYSebll192LC8rKzN33nmn4/Vz972r6z0ya9YsI8n88Y9/dCz75ZdfHGMxxpjnn3/eSDI5OTmObZ555hkjyUyaNKnauOzXR/n3wP46p6WlOd0Xxhizd+9et+8JAAAaisGDBxtJ5rXXXqv1vjfffLPj+aOwsNCx/KeffjJt27Y1kkx2drbTPtU9l1T1/Gf/NzkyMtKsXr3asfy3334zgwYNMpLMSy+95LTPtGnTjCSTm5tbqzGVlZU5noPT09NNWVmZY917771nrFariYqKMrt27XIZY8XnyppIMkFBQcaYU89ekZGRplmzZk7PoA899JDL1+XGG290PHf17dvX3Hfffeajjz5y2reiY8eOmZCQEGOxWMzBgwcdy//v//7PaVlcXJw5//zznfa1v6cbN26s8vj2Z9vqnj2rM3ToUCPJvPfee5XWrV271uk6q+o5ui7fPezvX3BwsPnoo48cy4uLi82UKVOMJHPppZc67fPOO+84vjPk5eU5lpeVlZl77rnHSDJXXHGFY3lBQYHjtdm/f7/TsY4fP+50bTdFJKcBAPCinJwcEx8f73h4tP/XokUL8/vf/77Sw60xrh9w7YmxgQMHujxPnz59jCSzaNEixzL7Q5vVanX5IGlPJl577bWOZe+//76RZMaPH+/yPEuWLDGSzMyZM90af0JCgpFkPvnkk0rrPvzwQyPJJCUlOS2vS3L67bffrpSsrE5NyenyCU273r17G0nmqquuqrTuySefdBmzJ5PT1Rk8eLCxWCzm8OHDlcZT1ReEDRs2OBL6FZOtxhjzzTffOJKxdvbrcOjQoZW2Ly4uNp06dar1e1eXe+STTz4xkkyfPn0cyxYtWmQkmXfeeccYY8yPP/5YKZZJkyYZSeaZZ56pNiZXyek5c+YYSeaJJ55we2wAADRk3bt3N5LMxx9/XKv9jh49aiIiIozVajU//fRTpfVPPfWUkWRSUlKcltcnOX333XdX2ue9995z+SxV1+S0vRghISHBFBcXV1p/2WWXGUkmKyvLZYz1SU4bY8ztt99uJJnbb7/dsayq5PSxY8ccSeXyz08Wi8X079/fvPXWWy7POXDgwEq/OEhKSjJnnnmm4+cJEyaYsLAwR+HCxo0bjSTTtm3basdT3+R0jx49jKRKz7PVnavie1+X7x7292/y5MmV9tm/f7+JjIw0FovFbNu2zbH83HPPNZJcFieUlZWZXr16maCgILNv3z5jjDFfffWVkWTGjRtX49iaItp6AADgRaNGjVJ+fr6WLFmim266ScnJyQoODtbhw4c1f/589erVy2W/6Irsf0o3ZcoUl+uvuuoqp+3K69Wrl84444xKy6+88spK+yxbtkySdNlll7k8j/1P+dzpr7tt2zZt27ZNbdq0UWpqaqX1Y8eOVYsWLZSfn689e/bUeLzq9OrVS1arVQsWLNALL7zgVr++qoSEhFTqyyz9b5IbV2Oxr9u9e3edz+uOo0eP6s0339Sdd96p66+/XtOnT3f0FDfGaMuWLW4fy/5ejxs3TlZr5UdCew/q8u+1/VqZNGlSpe1DQkJ0+eWX13ZIdbpHBg4cqKCgIH333XeO/oP2Pz+1t4Dp0aOHWrZs6fRnqfWZDLFPnz6SpEceeURvvfWWbDZbrY8BAEAgWL9+vY4fP67k5GSXE3tfffXVkk7NUVFVC4XacvX81a1bN0mee/6yP+dMnDjR5aTZ9nFV1Uqvvu688041a9ZM8+fPr9QSoqKIiAi9/PLL2rx5sx5++GGNHTtW7dq1kzFGa9eu1aRJk1y2VqnY2uPXX39Vfn6+Uwu9wYMHq6ioyNFju+IzlrfYn7Wuvvpqff3117W+dur73cPV823r1q2VmpoqY4zjddi7d6++++47de3atVIfdulU3/PBgwertLRU69evlyR1795dzZo100cffaRHHnlEu3btqtXYAh3JaQAAvCw0NFS/+93vNH/+fK1fv1779u3T/Pnz1bJlS+3du1c333xzjcewP8BUNYmMfbmrCTs6d+5c7T7lH47sE8VMmTLFaQIZ+3/2SVfc6flmP25V57dYLI511U004o5u3bpp7ty5OnbsmG644Qa1bdtW5557rm677TanXszuaN++vYKCgiott/cpdDVDuX1dUVFRHaJ3z+eff67TTz9dkydP1ty5c/Xiiy/q1Vdf1auvvqqCggJJqlXC1P5e33333S7fa4vFoqNHjzq91zW9p1VdnzWp7T0SHR2tXr16qaSkRP/+978lnfqiePrpp6tDhw6STl1fgwYN0r///W+VlJRo69at2rFjh1q2bOnyi0RNRo0apT/96U/atWuXrrzySrVq1UoDBgzQrFmzHK8/AACNSevWrSX9b4Jid9X0XNqiRQs1b95cx48f16FDh+oVo12nTp0qLYuOjpbkueev+jxve0KbNm00Y8YMHTt2TA8//LBb+yQlJenOO+9Udna29uzZo/Xr1+uSSy6RJD311FOVJjasmJwu32/armLfaV9Nhvjggw/q3HPPVXZ2tvr376/Y2FilpaXpxRdf1IkTJ2rcv77fPdz9zmR/hs7Ly6vyGfqZZ56R9L/vTDExMXrhhRcUFham9PR0dezYUWeccYZuuummSu9RU1S7jvcAAKDeWrRooZtuuklxcXG69NJLlZubq2PHjikyMrLOx7RYLB6JzV6hcMEFFzgmd3ElNjbWI+fzVNySdPvtt2vixIn64IMP9Omnn2rFihV6/PHH9cQTT+jxxx93e2IeV1XEtVnvrtpUgxw9elQTJ07UwYMHdc8992jSpEnq3LmzIiIiZLFYNHnyZL355pu1mpDRfv7zzz/fMXFQQ+HOPTJkyBCtX79eK1asUHJysv773/86KprsBg8erI8++kgbNmzQxo0bHcvqet099thjuvHGG/WPf/xDOTk5WrVqldauXau5c+fqzTff1Pjx4+s+aAAAfKxXr15atWqVvvnmG8df4XlKbf+trem5yFPPX/XhyefWqvz5z3/WvHnz9Oyzzyo9Pb3W+ycnJ+uDDz7QgAEDtG7dOn300UeOZLP0v+egdevWqaioyGVyulevXoqMjNSKFSt01113+Sw5HR8fr3Xr1unzzz/X0qVL9cUXXyg7O1vZ2dmaO3eu1qxZ4/iFSl154j20X6vt27fXmDFjqt22fML7yiuvVEpKiv7xj39o2bJl+uKLL/Tcc8/pueee02233aZHH3203rE1ViSnAQDwk5EjR0o6Nav04cOHq01Ox8XFSZJ++eUXl+vtv8F3VdVb1T725fZjS/+rSrnuuuvqnWirKeby61zFXRfx8fG65ZZbdMstt6ikpERvvfWW/u///k/p6emaOnWqWrZs6ZHzuCs0NFTSqeRyxRnit2/f7vZxVqxYoQMHDujyyy/X/fffX2l9XSp37e/1uHHjdPvtt7u1j70quaZrylOqu0eGDBmiJ554QitXrlTfvn1ljKn056blK3/syen6frE644wzlJ6ervT0dJ04cUJPP/20/vznP+v3v/89yWkAQKNy8cUX65lnntG7776ruXPnKjjYvRRRTc94R44c0eHDhxUREeH07BUSEuJox1VRbZ6LvKU+z9ueEhsbq1tuuUUPPfSQHnroIafndHdZrVYNGzZM69atq/TXjva/IPv++++1du1arVy5Uh07dtRpp53m2CY4OFgDBgzQ6tWrtXPnThUUFDj+as3bgoODlZqa6mjL8csvv+iaa67R559/rjlz5mju3LlV7lvf7x6//PKLzjnnnCr3sR/f/gwdGxurV155xY1R/U+bNm103XXX6brrrpMxRp988omuuOIKPfbYY7rmmmt01lln1ep4gcL/v3oCACBA1VTFmp+fL+lUArOmSmR7Qu3NN990uX7RokVO25X37bffKi8vr9Lyt956S5JzpcTo0aMlSe+//3618bgjISFBCQkJ2rdvnz777LNK6z/66CMdOnRISUlJat++fb3PV1FwcLCuuuoq9evXT8XFxS5fA2+zJ3M3b95cad2nn37q9nHsfxLr6k9a8/Pz9c0337jcLyQkRCUlJS7X1eW9tl9f77zzTqV1JSUlWrx4sdvHkup3j9iv26+++kq5ublOy+z69eunkJAQrVy50itVP+Hh4brjjjvUoUM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",
       "text/plain": [
-       "<Figure size 1500x1200 with 3 Axes>"
+       "<Figure size 900x400 with 5 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Probability of randomly obtaining a subgroup SWT slope >= -1: 4.0000e-03\n",
-      "Probability of randomly obtaining a subgroup NSWT slope <= -1.51: 1.0000e-03\n",
-      "Probability of randomly obtaining a slope difference >= 0.51: 2.0000e-03\n"
-     ]
     }
    ],
    "source": [
-    "# Monte Carlo Simulation\n",
-    "# take a random subgroup A, and B its complement\n",
-    "# compare their Zipf slopes\n",
-    "np.random.seed(69)\n",
-    "SWT_slope = -1\n",
-    "NSWT_slope = -1.51\n",
-    "N_simulations = 1000\n",
-    "proprotion_of_swts = results_df[results_df[the_interval]].category.nunique()/results_df.category.nunique()\n",
+    "shared_sequence = categories_multi_dates(results_df[results_df[the_interval]], \"sequence\")\n",
+    "shared_sequence.sort_values(by=\"category\", inplace=True)\n",
     "\n",
-    "results = []\n",
-    "for i in tqdm(range(N_simulations), leave=True):\n",
-    "    # create random A and B subgroups\n",
-    "    new_order = np.random.permutation(wct_sizes.to_numpy())\n",
-    "    A_subgroup = new_order[:int(len(wct_sizes)*proprotion_of_swts)]\n",
-    "    B_subgroup = new_order[int(len(wct_sizes)*proprotion_of_swts):]    \n",
+    "colors = [\"#00BFC4\",\"#F8766D\"]\n",
     "\n",
-    "    # compute zipf slopes\n",
-    "    local_results = {'simulation': i}\n",
-    "    for subgroup, name in zip([A_subgroup, B_subgroup], [\"a\", \"b\"]):\n",
-    "        size_distribution = pd.DataFrame({\n",
-    "            'Category Size': subgroup,\n",
-    "            'Number of Categories': [1] * len(subgroup)\n",
-    "            }).groupby('Category Size')['Number of Categories'].sum().reset_index()\n",
-    "        size_distribution['Category Size'] = pd.to_numeric(size_distribution['Category Size'])\n",
+    "# plot them per sequence\n",
+    "side_length = [2, 3]\n",
+    "fig, axs = plt.subplots(side_length[0], side_length[1], sharex=True, sharey=True, figsize=(9,4))\n",
     "\n",
-    "        # Calculate log values for plotting\n",
-    "        sorted_df = size_distribution.sort_values(by=\"Number of Categories\", ascending=False).reset_index(drop=True)\n",
-    "        sorted_df['rank'] = sorted_df.index + 1\n",
-    "        sorted_df['log_rank'] = np.log(sorted_df['rank'])\n",
-    "        sorted_df['log_frequency'] = np.log(sorted_df[\"Number of Categories\"])\n",
+    "# fill in the contours\n",
+    "curr_grid = [0, 0]\n",
     "\n",
-    "        # Calculate expected Zipf values (proportional to 1/rank)\n",
-    "        # Use the first value to normalize\n",
-    "        first_value = sorted_df[\"Number of Categories\"].iloc[0]\n",
-    "        sorted_df['expected_zipf'] = first_value / sorted_df['rank']\n",
-    "        sorted_df['log_expected_zipf'] = np.log(sorted_df['expected_zipf'])\n",
+    "for cat_id, cat_name in enumerate(shared_sequence.category.unique()):\n",
+    "    axs[curr_grid[0],curr_grid[1]].set_title(\n",
+    "        f\"SWT{cat_name} (N={len(shared_sequence[shared_sequence.category == cat_name])})\",\n",
+    "        pad=3.5, \n",
+    "        fontsize=9,\n",
+    "        fontweight='bold')  \n",
+    "    \n",
+    "    hue_values = {\n",
+    "        value: colors[i%len(colors)] \n",
+    "        for i, value in \n",
+    "        enumerate(shared_sequence[shared_sequence.category == cat_name][\"sequence\"].unique())\n",
+    "    }\n",
     "\n",
-    "        # Perform linear regression on log-log data\n",
-    "        pearson_results = stats.linregress(sorted_df['log_rank'], sorted_df['log_frequency'])\n",
-    "        slope, intercept, r_value, p_value, std_err = pearson_results\n",
+    "    for id_contour, contour in shared_sequence[shared_sequence.category == cat_name].iterrows():\n",
+    "        with open(os.path.join(\"./resources/DF-whistles/smooth/all\", id_contour), \"r\") as f:\n",
+    "            json_contour = json.load(f)\n",
     "\n",
-    "        local_results[f'subgroup_{name}_slope'] = slope\n",
-    "        local_results[f'subgroup_{name}_r2'] = r_value**2\n",
-    "        local_results[f'subgroup_{name}_p_value'] = p_value\n",
+    "        axs[curr_grid[0],curr_grid[1]].plot(\n",
+    "            np.array(json_contour[\"time\"])-min(json_contour[\"time\"]),\n",
+    "            np.array(json_contour[\"frequency\"])/1000,\n",
+    "            lw=1, alpha=1,\n",
+    "            color=hue_values[shared_sequence.loc[id_contour, \"sequence\"]], \n",
+    "            label=shared_sequence.loc[id_contour, \"sequence\"]\n",
+    "        )\n",
     "    \n",
-    "    local_results['slope_difference'] = local_results['subgroup_a_slope'] - local_results['subgroup_b_slope']\n",
-    "    results.append(local_results)\n",
-    "sim_results = pd.DataFrame(results)\n",
-    "\n",
-    "# Show results in figure\n",
-    "if True:\n",
-    "    sim_fig, sim_ax = plt.subplots(\n",
-    "        2, 2, figsize=(15, 12), sharex=\"col\", sharey=\"row\",\n",
-    "        gridspec_kw={'width_ratios': [3, 1], 'height_ratios': [1, 3]})\n",
+    "    axs[curr_grid[0],curr_grid[1]].add_patch(\n",
+    "            plt.Rectangle(\n",
+    "                xy=(-0.01, 26), \n",
+    "                width=1.56, \n",
+    "                height=3,\n",
+    "                facecolor='lightgray',\n",
+    "                clip_on=False,\n",
+    "                edgecolor=\"black\",\n",
+    "                linewidth = .66))\n",
     "    \n",
-    "    # Histogram of subgroup A slopes\n",
-    "    sim_ax[0, 0].hist(\n",
-    "        sim_results['subgroup_a_slope'], bins=30,\n",
-    "        facecolor=\"gray\", edgecolor=\"black\", label=\"Simulated SWT slopes\")\n",
-    "    sim_ax[0, 0].axvline(SWT_slope, color=\"#F8766D\", linestyle='dashed', \n",
-    "                        linewidth=2, label=f'Observed SWT slope: {SWT_slope}')\n",
-    "    sim_ax[0, 0].set_ylabel('Count of SWT slopes', fontsize=15)\n",
-    "    sim_ax[0, 0].tick_params(axis='both', labelsize=12)\n",
-    "    sim_ax[0, 0].legend(prop={'size': 12})\n",
-    "    sim_ax[0, 0].spines['top'].set_visible(False)\n",
-    "    sim_ax[0, 0].spines['right'].set_visible(False)\n",
-    "\n",
-    "    # Scatter plot of slopes\n",
-    "    sim_ax[1, 0].scatter(\n",
-    "        sim_results['subgroup_a_slope'], sim_results['subgroup_b_slope'], \n",
-    "        color=\"gray\", edgecolor='black', lw=0.5, label=\"Pairs of simulated slopes\")\n",
-    "    sim_ax[1, 0].axvline(\n",
-    "        SWT_slope, color=\"#F8766D\", linestyle='dashed', linewidth=2,\n",
-    "        label=f'Observed SWT slope: {SWT_slope}')\n",
-    "    sim_ax[1, 0].axhline(\n",
-    "        NSWT_slope, color=\"#00BFC4\", linestyle='dashed', linewidth=2,\n",
-    "        label=f'Observed NSWT slope: {NSWT_slope}')\n",
-    "    sim_ax[1, 0].plot(\n",
-    "        SWT_slope, NSWT_slope, color=\"black\", marker=\"X\", markersize=10)\n",
-    "    sim_ax[1, 0].set_xlabel('Slope of simulated SWTs', fontsize=15)\n",
-    "    sim_ax[1, 0].set_ylabel('Slope of simulated NSWTs', fontsize=15)\n",
-    "    sim_ax[1, 0].tick_params(axis='both', labelsize=12)\n",
-    "    sim_ax[1, 0].legend(prop={'size': 12})\n",
-    "\n",
-    "    # Histogram of subgroup B slopes\n",
-    "    sim_ax[1, 1].hist(\n",
-    "        sim_results['subgroup_b_slope'], bins=30, orientation='horizontal',\n",
-    "        facecolor=\"gray\", edgecolor=\"black\", label=\"Simulated NSWT slopes\")\n",
-    "    sim_ax[1, 1].axhline(NSWT_slope, color=\"#00BFC4\", linestyle='dashed', \n",
-    "                        linewidth=2, label=f'Observed NSWT slope: {NSWT_slope}')\n",
-    "    sim_ax[1, 1].set_xlabel('Count of NSWT slopes', fontsize=15)\n",
-    "    sim_ax[1, 1].tick_params(axis='both', labelsize=12)\n",
-    "    sim_ax[1, 1].legend(prop={'size': 12})\n",
-    "    sim_ax[1, 1].spines['top'].set_visible(False)\n",
-    "    sim_ax[1, 1].spines['right'].set_visible(False)\n",
+    "    # make each label unique\n",
+    "    handles, labels = axs[curr_grid[0],curr_grid[1]].get_legend_handles_labels()\n",
+    "    labels = [label.replace(\"_\", \" \") for label in labels]\n",
+    "    unique_labels = dict(zip(labels, handles))\n",
+    "    axs[curr_grid[0],curr_grid[1]].legend(\n",
+    "        unique_labels.values(), unique_labels.keys(),\n",
+    "        title=\"Sequence\", prop={\"size\":8}, fontsize=6)\n",
     "\n",
-    "    sim_fig.suptitle(f\"Monte-Carlo simulations of the Zipf's slopes of SWTs and NSWTs,\\nwhen taken randomly in WCTs (N = {N_simulations})\", fontsize=18)\n",
-    "    sim_fig.delaxes(ax=sim_ax[0,1])\n",
-    "    sim_fig.tight_layout()\n",
-    "    sim_fig.subplots_adjust(wspace=0, hspace=0)\n",
-    "    sim_fig.savefig(\"/home/loic/Pictures/CDD/simulation_wrong_Zipf_law.pdf\")\n",
-    "    plt.show()\n",
+    "    if curr_grid[1] >= side_length[1]-1:\n",
+    "        curr_grid[0] += 1\n",
+    "        curr_grid[1] = 0\n",
+    "    else:\n",
+    "        curr_grid[1] += 1\n",
     "\n",
-    "# Calculate p-value for obtaining the observed slopes or more extreme\n",
-    "p_value_a = np.mean(sim_results['subgroup_a_slope'] >= SWT_slope)\n",
-    "p_value_b = np.mean(sim_results['subgroup_b_slope'] <= NSWT_slope)\n",
-    "p_value_diff = np.mean(sim_results['slope_difference'] >= abs(SWT_slope - NSWT_slope))\n",
     "\n",
-    "print(f\"Probability of randomly obtaining a subgroup SWT slope >= {SWT_slope}: {p_value_a:.4e}\")\n",
-    "print(f\"Probability of randomly obtaining a subgroup NSWT slope <= {NSWT_slope}: {p_value_b:.4e}\")\n",
-    "print(f\"Probability of randomly obtaining a slope difference >= {abs(SWT_slope - NSWT_slope):.2f}: {p_value_diff:.4e}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Accordance with Zipf's law:\n",
-    "- SWTs follow Zipf's Law almost perfectly (slope ≈ -1, p-value < 0.01)\n",
-    "- NSWT have a steeper distribution (slope ≈ -1.5, p-value < 0.01)\n",
+    "axs[0,0].set_xlim(-0.01,1.55)\n",
+    "axs[0,0].set_ylim(4,26)\n",
+    "fig.supylabel(\"Frequency (kHz)\")\n",
+    "fig.supxlabel(\"Duration (s)\")\n",
+    "fig.delaxes(axs[-1, -1])\n",
+    "fig.suptitle(\"Signature Whistle Types (SWTs) identified in several sequences.\")\n",
     "\n",
-    "These differences cannot be explained by random sampling"
+    "fig.subplots_adjust(\n",
+    "    left=0.075, right=0.95,\n",
+    "    bottom=0.13, top=0.87,\n",
+    "    wspace=0.05, hspace=0.225)\n",
+    "fig.savefig(\"/home/loic/Pictures/CDD/SWTs_shared_sequences.pdf\")\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Zipf's law (Number of whistle per WCT)\n",
-    "\n",
-    "OK if we want to check for something more logical, we need to look for the frequency of occurence of something directly. So what is the frequency of occurence of each WCT independantly?\n",
+    "These SWTs shared between sequences could have multiple explanations:\n",
+    "- Different groups contained the same 2 individuals, that were not noticed by the observers onboard.\n",
+    "- Contours with very similar shapes, but with fine variations, associated to different but closely related individuals.\n",
+    "- misclassification errors of the ARTwarp algorithm (fine variations are visible, but would need a stricter vigilance value to be differentiated).\n",
     "\n",
-    "We have 216 categories with 2-40 elements, let's represent them."
+    "Both these hypotheses are plausible. In practice, shared SWTs are very rare in our dataset."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "WCTs:\n",
-      "\tZipf's fit : -0.76 * rank + 4.92\n",
-      "\tExpecting slope ~ -1\n",
-      "\tMandelbrot's fit : 667.36/((rank + 14.41)**1.05)\n",
-      "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n",
-      "\n",
-      "NSWTs:\n",
-      "\tZipf's fit : -0.73 * rank + 4.31\n",
-      "\tExpecting slope ~ -1\n",
-      "\tMandelbrot's fit : 104.79/((rank + 2.20)**0.80)\n",
-      "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n",
-      "\n",
-      "SWTs:\n",
-      "\tZipf's fit : -0.78 * rank + 4.54\n",
-      "\tExpecting slope ~ -1\n",
-      "\tMandelbrot's fit : 71930.96/((rank + 33.78)**2.19)\n",
-      "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n",
-      "\n"
+      "2 SWTs are shared between years.\n",
+      "4 SWTs are shared between days.\n",
+      "5 SWTs are shared between sequences.\n"
      ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1800x600 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "zip_3 = zip(\n",
-    "    [wct_sizes, wct_no_swt_sizes, swt_sizes], \n",
-    "    [\"WCTs\", \"NSWTs\", \"SWTs\"],\n",
-    "    [\"black\", \"#00BFC4\", \"#F8766D\"]\n",
-    "    )\n",
-    "\n",
-    "zipf_wct_fig, zipf_wct_ax = plt.subplots(1, 3, figsize=(18,6), sharey=True)\n",
-    "for i, (sizes, name, color) in enumerate(zip_3):\n",
-    "    sizes = sizes.sort_values()[::-1].to_numpy()\n",
-    "    zipf_wct_sizes = pd.DataFrame({\"Rank\":np.arange(1,len(sizes)+1), \"Frequency\": sizes})\n",
-    "\n",
-    "    zipf_wct_ax[i].scatter(\n",
-    "        y=np.log(zipf_wct_sizes[\"Frequency\"]), x=np.log(zipf_wct_sizes[\"Rank\"]),\n",
-    "        s=10, color=color, label=f\"Observed {name}\"\n",
-    "    )\n",
-    "\n",
-    "    # fit Zipf's law\n",
-    "    pearson_results = stats.linregress(\n",
-    "        np.log(zipf_wct_sizes[\"Rank\"]), \n",
-    "        np.log(zipf_wct_sizes[\"Frequency\"]))\n",
-    "    slope, intercept, r_value, p_value, std_err = pearson_results\n",
-    "\n",
-    "    zipf_wct_ax[i].plot(\n",
-    "        np.log(zipf_wct_sizes[\"Rank\"]), \n",
-    "        intercept + slope * np.log(zipf_wct_sizes[\"Rank\"]), \n",
-    "        linestyle='dashed', color=color, \n",
-    "        label=f\"Zipf's line\\n(slope = {slope:.2f}, R² = {r_value**2:.2f})\")\n",
-    "\n",
-    "    print(f\"{name}:\")\n",
-    "    print(f\"\\tZipf's fit : {slope:.2f} * rank + {intercept:.2f}\")\n",
-    "    print(f\"\\tExpecting slope ~ -1\")\n",
-    "\n",
-    "    # fit Mandelbrot's law\n",
-    "    mandelbot_results = mandelbrot_law_fit(zipf_wct_sizes)\n",
-    "\n",
-    "    residuals = zipf_wct_sizes[\"Frequency\"] - mandelbrot_zipf(zipf_wct_sizes[\"Rank\"], *(mandelbot_results['c'], mandelbot_results['s'], mandelbot_results['b']))\n",
-    "    ss_res = np.sum(residuals**2)\n",
-    "    ss_tot = np.sum((zipf_wct_sizes[\"Frequency\"] - np.mean(zipf_wct_sizes[\"Frequency\"]))**2)\n",
-    "    r_squared = 1 - (ss_res / ss_tot)\n",
-    "    \n",
-    "    zipf_wct_ax[i].plot(\n",
-    "        np.log(zipf_wct_sizes[\"Rank\"]), \n",
-    "        np.log(mandelbrot_zipf(zipf_wct_sizes[\"Rank\"], *(mandelbot_results['c'], mandelbot_results['s'], mandelbot_results['b']))), \n",
-    "        linestyle='dotted', color=color, \n",
-    "        label=f\"Mandelbrot's line\\n(Exponent = {mandelbot_results['b']:.2f}, R² = {r_squared:.2f}))\")\n",
-    "\n",
-    "    print(f\"\\tMandelbrot's fit : {mandelbot_results['c']:.2f}/((rank + {mandelbot_results['s']:.2f})**{mandelbot_results['b']:.2f})\")\n",
-    "    print(f\"\\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\\n\")\n",
-    "\n",
-    "    # zipf_wct_ax.set_xscale('log')\n",
-    "    # zipf_wct_ax.set_yscale('log')\n",
-    "    zipf_wct_ax[i].set_xlabel('log(Rank)', fontsize=18)\n",
-    "    zipf_wct_ax[i].legend(prop={'size': 12})\n",
-    "    zipf_wct_ax[i].tick_params(axis='both', labelsize=15)\n",
-    "    zipf_wct_ax[i].grid(True, linestyle='--', alpha=1)\n",
-    "    zipf_wct_ax[i].set_axisbelow(True)\n",
-    "\n",
-    "# Adjust layout to prevent label cutoff\n",
-    "zipf_wct_ax[0].set_ylabel('log(Number of whistles)', fontsize=18)\n",
-    "zipf_wct_fig.tight_layout()\n",
-    "zipf_wct_fig.subplots_adjust(wspace=0.05, top=0.93)\n",
-    "zipf_wct_fig.suptitle(\"Number of whistles per WCT\", fontsize=21)\n",
-    "zipf_wct_fig.savefig(f\"/home/loic/Pictures/CDD/Zipf_law.pdf\")\n",
-    "plt.show()"
+    "print(\n",
+    "    categories_multi_dates(results_df[results_df[the_interval]], \"year\").category.nunique(),\n",
+    "    f\"SWTs are shared between years.\")\n",
+    "print(\n",
+    "    categories_multi_dates(results_df[results_df[the_interval]], \"date\").category.nunique(),\n",
+    "    f\"SWTs are shared between days.\")\n",
+    "print(\n",
+    "    categories_multi_dates(results_df[results_df[the_interval]], \"sequence\").category.nunique(),\n",
+    "    f\"SWTs are shared between sequences.\")"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Here we have results that are much more logical : it makes sense to find a relation between these plots, and we find that NSWTs fit a linear regression with R²=0.96, a strong correlation, that may show that these signals follow Zipf's law --> are structured for langage communication."
+    "When considering all WCTs, more types are shared between sequences/days. But by definition, these WCTs are not specific to individuals as they are not SWs, so they could be shared by several dolphins and/or groups of dolphins, with various applications that are unknown to this day.\n",
+    "\n",
+    "### Average frequency"
    ]
   },
   {
@@ -989,370 +786,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 1000/1000 [00:00<00:00, 1378.73it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mahalanobis distance of observed point: 7.6259\n",
-      "P-value (probability of obtaining a point with greater distance by chance): 2.3548e-13\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1500x1200 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# could we find these distribution randomly ?\n",
-    "# Monte Carlo Simulation\n",
-    "# take a random subgroup A, and B its complement\n",
-    "# compare their Zipf slopes\n",
-    "np.random.seed(42)\n",
-    "SWT_slope = -0.78\n",
-    "NSWT_slope = -0.73\n",
-    "N_simulations = 1000\n",
-    "proprotion_of_swts = results_df[results_df[the_interval]].category.nunique()/results_df.category.nunique()\n",
-    "\n",
-    "results = []\n",
-    "for i in tqdm(range(N_simulations), leave=True):\n",
-    "    # create random A and B subgroups\n",
-    "    new_order = np.random.permutation(wct_sizes.to_numpy())\n",
-    "    A_subgroup = new_order[:int(len(wct_sizes)*proprotion_of_swts)]\n",
-    "    B_subgroup = new_order[int(len(wct_sizes)*proprotion_of_swts):]    \n",
-    "\n",
-    "    # compute zipf slopes\n",
-    "    local_results = {'simulation': i}\n",
-    "    for subgroup, name in zip([A_subgroup, B_subgroup], [\"a\", \"b\"]):\n",
-    "        subgroup = np.sort(subgroup)[::-1]\n",
-    "        df_subgroup_sizes = pd.DataFrame({\"Rank\":np.arange(1,len(subgroup)+1), \"Frequency\": subgroup})\n",
-    "\n",
-    "        # fit regression\n",
-    "        pearson_results = stats.linregress(np.log(df_subgroup_sizes[\"Rank\"]), np.log(df_subgroup_sizes[\"Frequency\"]))\n",
-    "        slope, intercept, r_value, p_value, std_err = pearson_results    \n",
-    "\n",
-    "        local_results[f'subgroup_{name}_slope'] = slope\n",
-    "        local_results[f'subgroup_{name}_r2'] = r_value**2\n",
-    "        local_results[f'subgroup_{name}_p_value'] = p_value\n",
-    "    \n",
-    "    local_results['slope_difference'] = local_results['subgroup_a_slope'] - local_results['subgroup_b_slope']\n",
-    "    results.append(local_results)\n",
-    "sim_results = pd.DataFrame(results)\n",
-    "\n",
-    "# compute Mahalanobis distance\n",
-    "simulated_points = sim_results[['subgroup_a_slope', 'subgroup_b_slope']].values\n",
-    "mean_vector = np.mean(simulated_points, axis=0)\n",
-    "cov_matrix = np.cov(simulated_points.T)\n",
-    "observed_point = np.array([SWT_slope, NSWT_slope])\n",
-    "diff = observed_point - mean_vector\n",
-    "mahalanobis_dist = np.sqrt(diff.dot(np.linalg.inv(cov_matrix)).dot(diff.T))\n",
-    "# For a 2D normal distribution, the squared Mahalanobis distance follows a chi-squared \n",
-    "# distribution with 2 degrees of freedom\n",
-    "p_value_mahalanobis = 1 - stats.chi2.cdf(mahalanobis_dist**2, df=2)\n",
-    "\n",
-    "print(f\"Mahalanobis distance of observed point: {mahalanobis_dist:.4f}\")\n",
-    "print(f\"P-value (probability of obtaining a point with greater distance by chance): {p_value_mahalanobis:.4e}\")\n",
-    "\n",
-    "\n",
-    "# Show results in figure\n",
-    "if True:\n",
-    "    sim_fig, sim_ax = plt.subplots(\n",
-    "        2, 2, figsize=(15, 12), sharex=\"col\", sharey=\"row\",\n",
-    "        gridspec_kw={'width_ratios': [3, 1], 'height_ratios': [1, 3]})\n",
-    "    \n",
-    "    # Histogram of subgroup A slopes\n",
-    "    sim_ax[0, 0].hist(\n",
-    "        sim_results['subgroup_a_slope'], bins=30,\n",
-    "        facecolor=\"gray\", edgecolor=\"black\", label=\"Simulated SWT slopes\")\n",
-    "    sim_ax[0, 0].axvline(SWT_slope, color=\"#F8766D\", linestyle='dashed', \n",
-    "                        linewidth=2, label=f'Observed SWT slope: {SWT_slope}')\n",
-    "    sim_ax[0, 0].set_ylabel('Count of SWT slopes', fontsize=15)\n",
-    "    sim_ax[0, 0].tick_params(axis='both', labelsize=12)\n",
-    "    sim_ax[0, 0].legend(prop={'size': 12})\n",
-    "    sim_ax[0, 0].spines['top'].set_visible(False)\n",
-    "    sim_ax[0, 0].spines['right'].set_visible(False)\n",
-    "\n",
-    "    # Scatter plot of slopes\n",
-    "    sim_ax[1, 0].scatter(\n",
-    "        sim_results['subgroup_a_slope'], sim_results['subgroup_b_slope'], \n",
-    "        color=\"gray\", edgecolor='black', lw=0.5, label=\"Pairs of simulated slopes\")\n",
-    "    sim_ax[1, 0].axvline(\n",
-    "        SWT_slope, color=\"#F8766D\", linestyle='dashed', linewidth=2,\n",
-    "        label=f'Observed SWT slope: {SWT_slope}')\n",
-    "    sim_ax[1, 0].axhline(\n",
-    "        NSWT_slope, color=\"#00BFC4\", linestyle='dashed', linewidth=2,\n",
-    "        label=f'Observed NSWT slope: {NSWT_slope}')\n",
-    "    sim_ax[1, 0].plot(\n",
-    "        SWT_slope, NSWT_slope, color=\"black\", marker=\"X\", markersize=10)\n",
-    "    sim_ax[1, 0].set_xlabel('Slope of simulated SWTs', fontsize=15)\n",
-    "    sim_ax[1, 0].set_ylabel('Slope of simulated NSWTs', fontsize=15)\n",
-    "    sim_ax[1, 0].tick_params(axis='both', labelsize=12)\n",
-    "    sim_ax[1, 0].legend(prop={'size': 12})\n",
-    "\n",
-    "    # Histogram of subgroup B slopes\n",
-    "    sim_ax[1, 1].hist(\n",
-    "        sim_results['subgroup_b_slope'], bins=30, orientation='horizontal',\n",
-    "        facecolor=\"gray\", edgecolor=\"black\", label=\"Simulated NSWT slopes\")\n",
-    "    sim_ax[1, 1].axhline(NSWT_slope, color=\"#00BFC4\", linestyle='dashed', \n",
-    "                        linewidth=2, label=f'Observed NSWT slope: {NSWT_slope}')\n",
-    "    sim_ax[1, 1].set_xlabel('Count of NSWT slopes', fontsize=15)\n",
-    "    sim_ax[1, 1].tick_params(axis='both', labelsize=12)\n",
-    "    sim_ax[1, 1].legend(prop={'size': 12})\n",
-    "    sim_ax[1, 1].spines['top'].set_visible(False)\n",
-    "    sim_ax[1, 1].spines['right'].set_visible(False)\n",
-    "\n",
-    "    for n_std in [2]:\n",
-    "        confidence_ellipse(\n",
-    "            sim_results['subgroup_a_slope'], \n",
-    "            sim_results['subgroup_b_slope'],\n",
-    "            sim_ax[1, 0], \n",
-    "            n_std=n_std,\n",
-    "            edgecolor='blue' if n_std == 2 else 'gray',\n",
-    "            linestyle='--' if n_std == 2 else ':',\n",
-    "            alpha=0.5,\n",
-    "            label=f\"{n_std}-sigma contour\" if n_std == 2 else None\n",
-    "        )\n",
-    "\n",
-    "    sim_ax[1, 0].legend(prop={'size': 12})\n",
-    "\n",
-    "    sim_fig.suptitle(f\"Monte-Carlo simulations of the Zipf's slopes of SWTs and NSWTs,\\nwhen taken randomly in WCTs (N = {N_simulations})\", fontsize=18)\n",
-    "    sim_fig.delaxes(ax=sim_ax[0,1])\n",
-    "    sim_fig.tight_layout()\n",
-    "    sim_fig.subplots_adjust(wspace=0, hspace=0)\n",
-    "    sim_fig.savefig(\"/home/loic/Pictures/CDD/simulation_Zipf_law.pdf\")\n",
-    "    plt.show()\n",
-    "\n",
-    "# # Calculate p-value for obtaining the observed slopes or more extreme\n",
-    "# p_value_a = np.mean(sim_results['subgroup_a_slope'] >= SWT_slope)\n",
-    "# p_value_b = np.mean(sim_results['subgroup_b_slope'] <= NSWT_slope)\n",
-    "# p_value_diff = np.mean(sim_results['slope_difference'] >= abs(SWT_slope - NSWT_slope))\n",
-    "\n",
-    "# print(f\"Probability of randomly obtaining a subgroup SWT slope >= {SWT_slope}: {p_value_a:.4e}\")\n",
-    "# print(f\"Probability of randomly obtaining a subgroup NSWT slope <= {NSWT_slope}: {p_value_b:.4e}\")\n",
-    "# print(f\"Probability of randomly obtaining a slope difference >= {abs(SWT_slope - NSWT_slope):.2f}: {p_value_diff:.4e}\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "And this Monte-Carlo simulation shows that the probability of obtaining the combination of observed slopes at random is very slim (p-value << 0.001). \n",
-    "\n",
-    "So we can consider that this combination is specific to our dataset.\n",
-    "\n",
-    "\n",
-    "We can probably obtain better fits using Mandelbrot's law (see after)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## SWT data exploration\n",
-    "\n",
-    "Let's investigate if any of the variables that we measured has an effect on the number/proportion of SWTs. Starting with dates."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Shared SWTs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "6 WCTs are shared between years.\n",
-      "9 WCTs are shared between days.\n",
-      "14 WCTs are shared between sequences.\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\n",
-    "    categories_multi_dates(results_df, \"year\").category.nunique(),\n",
-    "    f\"WCTs are shared between years.\")\n",
-    "print(\n",
-    "    categories_multi_dates(results_df, \"date\").category.nunique(),\n",
-    "    f\"WCTs are shared between days.\")\n",
-    "print(\n",
-    "    categories_multi_dates(results_df, \"sequence\").category.nunique(),\n",
-    "    f\"WCTs are shared between sequences.\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Ok so we have only 2 SWTs that are shared between 2 sequences, let's visualise them."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 900x400 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "shared_sequence = categories_multi_dates(results_df[results_df[the_interval]], \"sequence\")\n",
-    "\n",
-    "colors = [\"#00BFC4\",\"#F8766D\"]\n",
-    "\n",
-    "# plot them per sequence\n",
-    "side_length = [2, 3]\n",
-    "fig, axs = plt.subplots(side_length[0], side_length[1], sharex=True, sharey=True, figsize=(9,4))\n",
-    "\n",
-    "# fill in the contours\n",
-    "curr_grid = [0, 0]\n",
-    "\n",
-    "for cat_id, cat_name in enumerate(shared_sequence.category.unique()):\n",
-    "    axs[curr_grid[0],curr_grid[1]].set_title(\n",
-    "        f\"SWT{cat_name} (N={len(shared_sequence[shared_sequence.category == cat_name])})\",\n",
-    "        pad=3.5, \n",
-    "        fontsize=9,\n",
-    "        fontweight='bold')  \n",
-    "    \n",
-    "    hue_values = {\n",
-    "        value: colors[i%len(colors)] \n",
-    "        for i, value in \n",
-    "        enumerate(shared_sequence[shared_sequence.category == cat_name][\"sequence\"].unique())\n",
-    "    }\n",
-    "\n",
-    "    for id_contour, contour in shared_sequence[shared_sequence.category == cat_name].iterrows():\n",
-    "        with open(os.path.join(\"./resources/DF-whistles/smooth/all\", id_contour), \"r\") as f:\n",
-    "            json_contour = json.load(f)\n",
-    "\n",
-    "        axs[curr_grid[0],curr_grid[1]].plot(\n",
-    "            np.array(json_contour[\"time\"])-min(json_contour[\"time\"]),\n",
-    "            np.array(json_contour[\"frequency\"])/1000,\n",
-    "            lw=1, alpha=1,\n",
-    "            color=hue_values[shared_sequence.loc[id_contour, \"sequence\"]], \n",
-    "            label=shared_sequence.loc[id_contour, \"sequence\"]\n",
-    "        )\n",
-    "    \n",
-    "    axs[curr_grid[0],curr_grid[1]].add_patch(\n",
-    "            plt.Rectangle(\n",
-    "                xy=(-0.01, 26), \n",
-    "                width=1.56, \n",
-    "                height=3,\n",
-    "                facecolor='lightgray',\n",
-    "                clip_on=False,\n",
-    "                edgecolor=\"black\",\n",
-    "                linewidth = .66))\n",
-    "    \n",
-    "    # make each label unique\n",
-    "    handles, labels = axs[curr_grid[0],curr_grid[1]].get_legend_handles_labels()\n",
-    "    labels = [label.replace(\"_\", \" \") for label in labels]\n",
-    "    unique_labels = dict(zip(labels, handles))\n",
-    "    axs[curr_grid[0],curr_grid[1]].legend(\n",
-    "        unique_labels.values(), unique_labels.keys(),\n",
-    "        title=\"Sequence\", prop={\"size\":8}, fontsize=6)\n",
-    "\n",
-    "    if curr_grid[1] >= side_length[1]-1:\n",
-    "        curr_grid[0] += 1\n",
-    "        curr_grid[1] = 0\n",
-    "    else:\n",
-    "        curr_grid[1] += 1\n",
-    "\n",
-    "\n",
-    "axs[0,0].set_xlim(-0.01,1.55)\n",
-    "axs[0,0].set_ylim(4,26)\n",
-    "fig.supylabel(\"Frequency (kHz)\")\n",
-    "fig.supxlabel(\"Duration (s)\")\n",
-    "fig.delaxes(axs[-1, -1])\n",
-    "fig.suptitle(\"Signature Whistle Types (SWTs) identified in several sequences.\")\n",
-    "\n",
-    "fig.subplots_adjust(\n",
-    "    left=0.075, right=0.95,\n",
-    "    bottom=0.13, top=0.87,\n",
-    "    wspace=0.05, hspace=0.225)\n",
-    "fig.savefig(\"/home/loic/Pictures/CDD/SWTs_shared_sequences.pdf\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "These SWTs shared between sequences could have multiple explanations:\n",
-    "- Different groups contained the same 2 individuals, that were not noticed by the observers onboard.\n",
-    "- Contours with very similar shapes, but with fine variations, associated to different but closely related individuals.\n",
-    "- misclassification errors of the ARTwarp algorithm (fine variations are visible, but would need a stricter vigilance value to be differentiated).\n",
-    "\n",
-    "Both these hypotheses are plausible. In practice, shared SWTs are very rare in our dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2 SWTs are shared between years.\n",
-      "4 SWTs are shared between days.\n",
-      "5 SWTs are shared between sequences.\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\n",
-    "    categories_multi_dates(results_df[results_df[the_interval]], \"year\").category.nunique(),\n",
-    "    f\"SWTs are shared between years.\")\n",
-    "print(\n",
-    "    categories_multi_dates(results_df[results_df[the_interval]], \"date\").category.nunique(),\n",
-    "    f\"SWTs are shared between days.\")\n",
-    "print(\n",
-    "    categories_multi_dates(results_df[results_df[the_interval]], \"sequence\").category.nunique(),\n",
-    "    f\"SWTs are shared between sequences.\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "When considering all WCTs, more types are shared between sequences/days. But by definition, these WCTs are not specific to individuals as they are not SWs, so they could be shared by several dolphins and/or groups of dolphins, with various applications that are unknown to this day.\n",
-    "\n",
-    "### Average frequency"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 11575/11575 [00:02<00:00, 5410.95it/s]\n"
+      "100%|██████████| 11575/11575 [00:02<00:00, 4891.03it/s]\n"
      ]
     }
    ],
@@ -1377,7 +811,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1410,7 +844,6 @@
     "        marker='s', markersize=6, markeredgewidth=1,\n",
     "        markerfacecolor='none', markeredgecolor='black') \n",
     "\n",
-    "\n",
     "ax.set_xticks(\n",
     "    [1, 2],\n",
     "    [\n",
@@ -1426,12 +859,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 200x600 with 1 Axes>"
       ]
@@ -1447,19 +880,18 @@
     "    x=[swt_average_freq],\n",
     "    widths=0.5,\n",
     "    showfliers=False,\n",
-    "    medianprops=dict(linestyle='none'),\n",
+    "    medianprops=dict(linestyle='solid', color=\"black\"),\n",
     "    whis=(0, 100)\n",
     "    )\n",
     "\n",
     "for i, line in enumerate(box['medians']):\n",
-    "    median_x = (line.get_xdata()[0] + line.get_xdata()[1]) / 2  # Center of the box\n",
-    "    median_y = line.get_ydata()[0]  # Median value\n",
+    "    mean_x = (line.get_xdata()[0] + line.get_xdata()[1]) / 2  # Center of the box\n",
+    "    mean_y = np.mean(swt_average_freq)  # Mean value\n",
     "    plt.plot(\n",
-    "        median_x, median_y, \n",
+    "        mean_x, mean_y, \n",
     "        marker='s', markersize=6, markeredgewidth=1,\n",
     "        markerfacecolor='none', markeredgecolor='black') \n",
     "\n",
-    "\n",
     "ax.set_xticks(\n",
     "    [1],\n",
     "    [f\"Signature whistles (N={len(swt_average_freq)})\"]\n",
@@ -1473,7 +905,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -1483,6 +915,7 @@
       "Average frequency (kHz) of SWs:\n",
       "Max: 18.23\n",
       "75%: 12.72\n",
+      "Mean: 11.35\n",
       "Median: 11.17\n",
       "25%: 10.08\n",
       "Min: 5.71\n"
@@ -1494,7 +927,7 @@
     "print(\"Average frequency (kHz) of SWs:\")\n",
     "print(f\"Max: {np.max(swt_average_freq):.2f}\")\n",
     "print(f\"75%: {np.quantile(swt_average_freq, 0.75):.2f}\")\n",
-    "# print(f\"Mean: {np.mean(swt_average_freq):.2f}\")\n",
+    "print(f\"Mean: {np.mean(swt_average_freq):.2f}\")\n",
     "print(f\"Median: {np.median(swt_average_freq):.2f}\")\n",
     "print(f\"25%: {np.quantile(swt_average_freq, 0.25):.2f}\")\n",
     "print(f\"Min: {np.min(swt_average_freq):.2f}\")"
@@ -1504,13 +937,25 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### SWTs proportion\n",
+    "### SWTs proportions\n",
     "\n",
     "Let's investigate if the proportion SWs/whistles varies depeding on our recorded variables.\n",
     "\n",
     "Why? Because I've seen it here [Janik et al. 1994](http://link.springer.com/10.1007/BF00170704)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results_df[\"whistle_type\"] = None\n",
+    "results_df.loc[results_df[results_df[\"SWT_[0.2,10]\"] == True].index, \"whistle_type\"] = \"Signature\"\n",
+    "results_df.loc[results_df[results_df[\"SWT_[0.2,10]\"] == False].index, \"whistle_type\"] = \"Non-signature\"\n",
+    "results_df.loc[results_df[results_df[\"category\"] == -1].index, \"whistle_type\"] = \"Singletons\""
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1520,46 +965,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Fisher's exact tests:\n",
-      "\t Socialising VS Foraging : (odds ratio=0.47) 2.39e-03 **\n",
-      "\t Socialising VS Travelling : (odds ratio=0.46) 1.98e-03 **\n",
-      "\t Socialising VS Attraction : (odds ratio=0.54) 1.52e-02 *\n",
-      "\t Socialising VS Milling : (odds ratio=0.34) 1.45e-04 ***\n",
-      "\t Foraging VS Travelling : (odds ratio=0.98) 8.41e-01 ns\n",
-      "\t Foraging VS Attraction : (odds ratio=1.14) 1.96e-01 ns\n",
-      "\t Foraging VS Milling : (odds ratio=0.72) 5.35e-02 ns\n",
-      "\t Travelling VS Attraction : (odds ratio=1.17) 1.20e-01 ns\n",
-      "\t Travelling VS Milling : (odds ratio=0.74) 6.93e-02 ns\n",
-      "\t Attraction VS Milling : (odds ratio=0.63) 7.18e-03 **\n"
+      "/home/loic/Data/DOLPHINFREE/Scripts/SIGWI/WCT_analysis_utils.py:862: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs.set_yticklabels(yorder, va=\"bottom\")\n",
+      "/home/loic/Data/DOLPHINFREE/Scripts/SIGWI/WCT_analysis_utils.py:863: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs.set_xticklabels(np.arange(0,101,20))\n"
      ]
-    }
-   ],
-   "source": [
-    "# test data\n",
-    "print(\"Fisher's exact tests:\")\n",
-    "test_behaviours = pairwise_tests(results_df, \"behaviour\", \"is_SW\")\n",
-    "for test_behaviour in test_behaviours:\n",
-    "    if type(test_behaviour[0])==str and type(test_behaviour[1])==str:\n",
-    "        print(\"\\t\", test_behaviour[0], \"VS\", test_behaviour[1], f\": (odds ratio={test_behaviour[3]:.2f})\", f\"{test_behaviour[2]:.2e}\", get_stars(test_behaviour[2]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
+    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 500x600 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1567,133 +990,82 @@
     }
    ],
    "source": [
-    "# Make plot\n",
-    "letters = [\"a\", \"ab\", \"ab\", \"b\", \"c\"] # manually from previous cell\n",
-    "behavioural_states = [\"Milling\", \"Travelling\", \"Foraging\", \"Attraction\", \"Socialising\"]\n",
-    "\n",
-    "sns.set_style(\"ticks\")\n",
-    "fig_behaviour, axs_behaviour = plt.subplots(1,1)\n",
-    "sns.barplot(\n",
-    "    data=results_df, x=\"behaviour\", y=\"is_SW\",\n",
-    "    capsize=0.05, width=0.8, order=behavioural_states,\n",
-    "    n_boot=10000, seed=42, ax=axs_behaviour, \n",
-    "    color=\"gray\", edgecolor=\"black\"\n",
-    ")\n",
-    "axs_behaviour.set_ylim(0,0.125)\n",
-    "for i, x in enumerate(behavioural_states):\n",
-    "    axs_behaviour.text(\n",
-    "        str(x), 0.12, letters[i], ha=\"center\", va=\"center\", fontsize=10,\n",
-    "        backgroundcolor=\"white\"\n",
-    "    )\n",
-    "axs_behaviour.set_xlabel(\"Behavioural state\")\n",
-    "axs_behaviour.set_ylabel(\"Ratio of SW per identified whistle\")\n",
-    "fig_behaviour.suptitle(\"Proportion of SWs among whistles per observed behavioural state.\")\n",
-    "fig_behaviour.text(\n",
-    "    0.5, 0.91,\n",
-    "    \"Different letter show significant differences according to Fisher's exact tests (p-values < 0.05).\\nError bars show 95% confidence intervals.\",\n",
-    "    ha=\"center\", va=\"bottom\", fontsize=8)\n",
-    "fig_behaviour.set_size_inches(5, 6)\n",
-    "fig_behaviour.subplots_adjust(\n",
-    "    top=0.9\n",
-    ")\n",
-    "axs_behaviour.xaxis.grid(True)\n",
-    "axs_behaviour.yaxis.grid(True)\n",
-    "fig_behaviour.savefig(\"/home/loic/Pictures/CDD/barplot_behaviours.pdf\")\n",
+    "fig_b, axs_b = horizontal_proportion_plot(\n",
+    "    df=results_df, \n",
+    "    ycol=\"behaviour\", \n",
+    "    hue=\"whistle_type\", \n",
+    "    yorder=[\"Milling\", \"Travelling\", \"Foraging\", \"Attraction\", \"Socialising\"],\n",
+    "    legend_title=\"Whistle type\", \n",
+    "    ylabel=\"Behavioural state\", \n",
+    "    xlabel=\"Proportion of whistle types (%)\", \n",
+    "    maintitle=\"Whistle type distribution by behavioural state\")\n",
+    "\n",
+    "fig_b.savefig(\"/home/loic/Pictures/CDD/proportion_behaviours.pdf\")\n",
     "plt.show()\n",
     "sns.reset_orig()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "behaviour\n",
-       "Attraction     5.720890\n",
-       "Foraging       6.494346\n",
-       "Milling        8.791209\n",
-       "Socialising    3.168317\n",
-       "Travelling     6.629180\n",
-       "Name: is_SW, dtype: float64"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Different letters indicate different distribution according to Fisher's exact tests (p-value < 0.05):\n",
+      "            Signature Non-signature Singletons\n",
+      "Milling             a             a         ab\n",
+      "Travelling         ab             a        acd\n",
+      "Foraging           ab             b        bce\n",
+      "Attraction          b             a        def\n",
+      "Socialising         c             a          f\n"
+     ]
     }
    ],
    "source": [
-    "results_df.groupby(\"behaviour\")[\"is_SW\"].mean()*100"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Kind of the opposite of what we were expecting : socialising dolphins interact with each others, so we could have supposed that they were adressing each other (using each other's names) more often. But it is quite the opposite."
+    "letter_df = pd.DataFrame(index=[\"Milling\", \"Travelling\", \"Foraging\", \"Attraction\", \"Socialising\"])\n",
+    "for wtype in [\"Signature\", \"Non-signature\", \"Singletons\"]:\n",
+    "    H0_table = fisher_tests(results_df, 'whistle_type', wtype, 'behaviour', alpha=0.05)\n",
+    "    letters = compact_letter_display(\n",
+    "        [[row[\"mod_1\"], row[\"mod_2\"]] for i, row in H0_table.iterrows() if row[\"reject_H0\"]],\n",
+    "        columns = [\"Milling\", \"Travelling\", \"Foraging\", \"Attraction\", \"Socialising\"]\n",
+    "    )\n",
+    "    letter_df[wtype] = letters\n",
+    "print(\"Different letters indicate different distribution according to Fisher's exact tests (p-value < 0.05):\")\n",
+    "print(letter_df)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Beacon activation state\n",
-    "\n",
-    "Does the DOLPHINFREE device has an influence on the emission of SWs?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Fisher's exact tests:\n",
-      "\t DUR VS BEF : (odds ratio=1.70) 8.15e-08 ***\n",
-      "\t DUR VS DUR+AFT : (odds ratio=1.08) 7.04e-01 ns\n",
-      "\t DUR VS AFT : (odds ratio=0.85) 2.82e-01 ns\n",
-      "\t DUR VS BEF+DUR : (odds ratio=0.58) 5.80e-05 ***\n",
-      "\t BEF VS DUR+AFT : (odds ratio=0.63) 9.98e-03 **\n",
-      "\t BEF VS AFT : (odds ratio=0.50) 3.96e-05 ***\n",
-      "\t BEF VS BEF+DUR : (odds ratio=0.34) 3.02e-12 ***\n",
-      "\t DUR+AFT VS AFT : (odds ratio=0.79) 2.75e-01 ns\n",
-      "\t DUR+AFT VS BEF+DUR : (odds ratio=0.54) 1.00e-03 **\n",
-      "\t AFT VS BEF+DUR : (odds ratio=0.68) 3.41e-02 *\n"
-     ]
-    }
-   ],
-   "source": [
-    "# test data\n",
-    "print(\"Fisher's exact tests:\")\n",
-    "test_beacons = pairwise_tests(results_df, \"clean_activation_state\", \"is_SW\")\n",
-    "for test_beacon in test_beacons:\n",
-    "    print(\"\\t\", test_beacon[0], \"VS\", test_beacon[1], f\": (odds ratio={test_beacon[3]:.2f})\", f\"{test_beacon[2]:.2e}\", get_stars(test_beacon[2]))"
+    "#### Beacon activation state"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_84397/1120395603.py:23: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
-      "  axs_beacon.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n"
+      "/home/loic/Data/DOLPHINFREE/Scripts/SIGWI/WCT_analysis_utils.py:862: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs.set_yticklabels(yorder, va=\"bottom\")\n",
+      "/home/loic/Data/DOLPHINFREE/Scripts/SIGWI/WCT_analysis_utils.py:863: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs.set_xticklabels(np.arange(0,101,20))\n",
+      "/tmp/ipykernel_1937213/616668138.py:11: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs_bea.set_yticklabels(\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 600x600 with 1 Axes>"
+       "<Figure size 800x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1701,124 +1073,84 @@
     }
    ],
    "source": [
-    "# Make plot\n",
-    "letters = [\"a\", \"b\", \"c\", \"c\", \"c\"] # manually from previous cell\n",
-    "activation_order = [\"BEF\", \"BEF+DUR\", \"DUR\", \"DUR+AFT\", \"AFT\"]\n",
-    "\n",
-    "sns.set_style(\"ticks\")\n",
-    "fig_beacon, axs_beacon = plt.subplots(1,1)\n",
-    "sns.barplot(\n",
-    "    data=results_df, x=\"clean_activation_state\", y=\"is_SW\",\n",
-    "    capsize=0.05, width=0.8, order=activation_order,\n",
-    "    n_boot=30, seed=1, ax=axs_beacon,\n",
-    "    color=\"gray\", edgecolor=\"black\"\n",
-    ")\n",
-    "# since seaborn uses bootstrap, results are kinda different unfortunately.\n",
-    "\n",
-    "axs_beacon.set_ylim(0,0.14)\n",
-    "for i, x in enumerate(activation_order):\n",
-    "    axs_beacon.text(\n",
-    "        str(x), 0.135, letters[i], ha=\"center\", va=\"center\", fontsize=11,\n",
-    "        backgroundcolor=\"white\"\n",
-    "    )\n",
-    "axs_beacon.set_xlabel(\"Activation state of the beacon\")\n",
-    "axs_beacon.set_ylabel(\"SWs Ratio of SW per identified whistle\")\n",
-    "axs_beacon.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n",
-    "fig_beacon.suptitle(\"Proportion of SWs among whistles per beacon activation state.\")\n",
-    "fig_beacon.text(\n",
-    "    0.5, 0.91,\n",
-    "    \"Different letter show significant differences according to Fisher's exact tests (p-values < 0.05).\\nError bars show 95% confidence intervals.\",\n",
-    "    ha=\"center\", va=\"bottom\", fontsize=8)\n",
-    "fig_beacon.set_size_inches(6, 6)\n",
-    "fig_beacon.subplots_adjust(\n",
-    "    top=0.9\n",
-    ")\n",
-    "axs_beacon.xaxis.grid(True)\n",
-    "axs_beacon.yaxis.grid(True)\n",
-    "fig_beacon.savefig(\"/home/loic/Pictures/CDD/barplot_beacons.pdf\")\n",
+    "fig_bea, axs_bea = horizontal_proportion_plot(\n",
+    "    df=results_df, \n",
+    "    ycol=\"clean_activation_state\", \n",
+    "    hue=\"whistle_type\", \n",
+    "    yorder=[\"BEF\", \"BEF+DUR\", \"DUR\", \"DUR+AFT\", \"AFT\"],\n",
+    "    legend_title=\"Whistle type\", \n",
+    "    ylabel=\"Beacon activation state\", \n",
+    "    xlabel=\"Proportion of whistle types (%)\", \n",
+    "    maintitle=\"Whistle type distribution by beacon activation state\")\n",
+    "\n",
+    "axs_bea.set_yticklabels(\n",
+    "    [\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"Deactivated\"])\n",
+    "fig_bea.savefig(\"/home/loic/Pictures/CDD/proportion_beacon.pdf\")\n",
     "plt.show()\n",
     "sns.reset_orig()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "clean_activation_state\n",
-       "AFT         7.573813\n",
-       "BEF         3.934795\n",
-       "BEF+DUR    10.704961\n",
-       "DUR         6.513274\n",
-       "DUR+AFT     6.082725\n",
-       "Name: is_SW, dtype: float64"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Different letters indicate different distribution according to Fisher's exact tests (p-value < 0.05):\n",
+      "             Signature Non-signature Singletons\n",
+      "Before               a             a          a\n",
+      "Activation           b            ab          b\n",
+      "Activated            c            bc         bc\n",
+      "Deactivation         c           abc          c\n",
+      "Deactivated          c             c          b\n"
+     ]
     }
    ],
    "source": [
-    "results_df.groupby(\"clean_activation_state\")[\"is_SW\"].mean()*100\n",
-    "# results_df[(\n",
-    "#     (results_df.clean_activation_state == \"DUR\") |\n",
-    "#     (results_df.clean_activation_state == \"DUR+AFT\") |\n",
-    "#     (results_df.clean_activation_state == \"AFT\") \n",
-    "# )][\"is_SW\"].mean()*100"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "It looks like, at the activation of the beacon, the ratio of SWs increases."
+    "letter_df = pd.DataFrame(index=[\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"Deactivated\"])\n",
+    "for wtype in [\"Signature\", \"Non-signature\", \"Singletons\"]:\n",
+    "    H0_table = fisher_tests(results_df, 'whistle_type', wtype, 'clean_activation_state', alpha=0.05)\n",
+    "    letters = compact_letter_display(\n",
+    "        [[row[\"mod_1\"], row[\"mod_2\"]] for i, row in H0_table.iterrows() if row[\"reject_H0\"]],\n",
+    "        columns = [\"BEF\", \"BEF+DUR\", \"DUR\", \"DUR+AFT\", \"AFT\"]\n",
+    "    )\n",
+    "    letter_df[wtype] = letters\n",
+    "print(\"Different letters indicate different distribution according to Fisher's exact tests (p-value < 0.05):\")\n",
+    "print(letter_df)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Fishing net\n",
-    "\n",
-    "An influence of the presence/absence of a fishing net?"
+    "#### Fishing net"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Fisher's exact tests:\n",
-      "\t Absent VS Present : (odds ratio=1.33) 3.40e-04 ***\n"
+      "/home/loic/Data/DOLPHINFREE/Scripts/SIGWI/WCT_analysis_utils.py:862: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs.set_yticklabels(yorder, va=\"bottom\")\n",
+      "/home/loic/Data/DOLPHINFREE/Scripts/SIGWI/WCT_analysis_utils.py:863: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs.set_xticklabels(np.arange(0,101,20))\n",
+      "/tmp/ipykernel_1937213/2856851010.py:18: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  axs_f.set_yticklabels(\n"
      ]
-    }
-   ],
-   "source": [
-    "# test data\n",
-    "print(\"Fisher's exact tests:\")\n",
-    "test_nets = pairwise_tests(results_df, \"fishing_net\", \"is_SW\")\n",
-    "for test_net in test_nets:\n",
-    "    print(\"\\t\", test_net[0], \"VS\", test_net[1], f\": (odds ratio={test_net[3]:.2f})\", f\"{test_net[2]:.2e}\", get_stars(test_net[2]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
+    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 200x600 with 1 Axes>"
+       "<Figure size 800x300 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1826,38 +1158,27 @@
     }
    ],
    "source": [
-    "# Make plot\n",
-    "letters = [\"a\", \"b\"]\n",
-    "\n",
-    "sns.set_style(\"ticks\")\n",
-    "fig_net, axs_net = plt.subplots(1,1)\n",
-    "sns.barplot(\n",
-    "    data=results_df, x=\"fishing_net\", y=\"is_SW\",\n",
-    "    capsize=0.05, width=0.8,\n",
-    "    n_boot=10000, seed=10, ax=axs_net,\n",
-    "    color=\"gray\", edgecolor=\"black\"\n",
-    ")\n",
-    "axs_net.set_ylim(0,0.085)\n",
-    "for i, x in enumerate([\"Absent\", \"Present\"]):\n",
-    "    axs_net.text(\n",
-    "        str(x), 0.08105, letters[i], ha=\"center\", va=\"bottom\", fontsize=11,\n",
-    "        backgroundcolor=\"white\"\n",
-    "    )\n",
-    "\n",
-    "fig_net.suptitle(\"Proportion of SWs among whistles depending on the presence of a fishing net.\")\n",
-    "fig_net.text(\n",
-    "    0.5, 0.91,\n",
-    "    \"Different letter show significant differences according to a Chi-square test of independance (p-values < 0.05).\\nError bars show 95% confidence intervals.\",\n",
-    "    ha=\"center\", va=\"bottom\", fontsize=8)\n",
-    "fig_net.set_size_inches(2, 6)\n",
-    "fig_net.subplots_adjust(\n",
-    "    top=0.9\n",
-    ")\n",
-    "axs_net.set_xlabel(\"Presence/Absence of fishing net\")\n",
-    "axs_net.set_ylabel(\"Ratio of SW per identified whistle\")\n",
-    "axs_net.xaxis.grid(True)\n",
-    "axs_net.yaxis.grid(True)\n",
-    "fig_net.savefig(\"/home/loic/Pictures/CDD/barplot_net.pdf\")\n",
+    "fig_f, axs_f = horizontal_proportion_plot(\n",
+    "    df=results_df, \n",
+    "    ycol=\"fishing_net\", \n",
+    "    hue=\"whistle_type\", \n",
+    "    yorder=[\"Absent\", \"Present\"],\n",
+    "    legend_title=\"Whistle type\", \n",
+    "    ylabel=\"Fishing net\", \n",
+    "    xlabel=\"Proportion of whistle types (%)\", \n",
+    "    maintitle=\"Whistle type distribution depending on fishing net presence.\")\n",
+    "\n",
+    "fig_f.set_size_inches(8,3)\n",
+    "fig_f.subplots_adjust(top=0.7)\n",
+    "axs_f.legend(\n",
+    "    labels=[\"Signature\", \"Non-signature\", \"Singletons\"], title=\"Whistle type\",\n",
+    "    frameon=True, framealpha=1, edgecolor=\"black\", fontsize=10,\n",
+    "    bbox_to_anchor=(0.5, 1.18), loc='center', ncol=3)\n",
+    "axs_f.yaxis.set_label_coords(-0.15,0.5)\n",
+    "axs_f.set_yticklabels(\n",
+    "    [\"Absent  \", \"Present  \"])\n",
+    "\n",
+    "fig_f.savefig(\"/home/loic/Pictures/CDD/proportion_net.pdf\")\n",
     "plt.show()\n",
     "sns.reset_orig()"
    ]
@@ -1868,37 +1189,34 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "fishing_net\n",
-       "Absent     7.066332\n",
-       "Present    5.411797\n",
-       "Name: is_SW, dtype: float64"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Different letters indicate different distribution according to Fisher's exact tests (p-value < 0.05):\n",
+      "        Signature Non-signature Singletons\n",
+      "Absent          a             a          a\n",
+      "Present         b             b          b\n"
+     ]
     }
    ],
    "source": [
-    "results_df.groupby(\"fishing_net\")[\"is_SW\"].mean()*100"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Well, that one is easy to interpret at least. More SWs when no fishing net, less when the fishing net is absent. Dolphin might be using signals other than SWs to communicate about a danger in their environment."
+    "letter_df = pd.DataFrame(index=[\"Absent\", \"Present\"])\n",
+    "for wtype in [\"Signature\", \"Non-signature\", \"Singletons\"]:\n",
+    "    H0_table = fisher_tests(results_df, 'whistle_type', wtype, 'fishing_net', alpha=0.05)\n",
+    "    letters = compact_letter_display(\n",
+    "        [[row[\"mod_1\"], row[\"mod_2\"]] for i, row in H0_table.iterrows() if row[\"reject_H0\"]],\n",
+    "        columns = [\"Absent\", \"Present\"]\n",
+    "    )\n",
+    "    letter_df[wtype] = letters\n",
+    "print(\"Different letters indicate different distribution according to Fisher's exact tests (p-value < 0.05):\")\n",
+    "print(letter_df)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Group size\n",
-    "\n",
-    "The more dolphins, the more whistles (with a log increase). But are there also more SWs in proportion ?"
+    "#### Group size\n"
    ]
   },
   {
@@ -1908,7 +1226,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -1943,7 +1261,7 @@
     "axs_size.set_ylabel(\"SWs Ratio of SW per identified whistle\")\n",
     "axs_size.xaxis.grid(True)\n",
     "axs_size.yaxis.grid(True)\n",
-    "fig_size.savefig(\"/home/loic/Pictures/CDD/regplot_group_size.pdf\")\n",
+    "# fig_size.savefig(\"/home/loic/Pictures/CDD/regplot_group_size.pdf\")\n",
     "plt.show()\n",
     "sns.reset_orig()\n",
     "\n",
@@ -1958,183 +1276,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "No relation between SW proportion and group size. It was expected, but its still better to prove it."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Activation sequence VS behaviour\n",
-    "\n",
-    "Let's try some chosen interactions, to investigate further."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_84397/3172432998.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
-      "  interaction_axs.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.set_style(\"ticks\")\n",
-    "interaction_fig, interaction_axs = plt.subplots(1,1)\n",
-    "hue_order=[\"Milling\", \"Socialising\", \"Travelling\", \"Foraging\", \"Attraction\"]\n",
-    "bars = sns.barplot(\n",
-    "    data=results_df, x=\"activation_state\", y=\"is_SW\", hue=\"behaviour\",\n",
-    "    capsize=0.05, width=0.8, \n",
-    "    order=[\"BEF\", \"BEF+DUR\", \"DUR\", \"DUR+AFT\", \"AFT\"], \n",
-    "    hue_order=hue_order,\n",
-    "    n_boot=10000, seed=42, ax=interaction_axs,\n",
-    ")\n",
-    "\n",
-    "# Apply hatch patterns : ['/', '\\\\', '|', '-', '+', 'x', 'o', 'O', '.', '*']\n",
-    "unique_colors = np.unique(np.array([bar.get_facecolor() for bar in bars.patches]), axis=0)\n",
-    "hatch_patterns = ['.', '-', '/', '\\\\', 'o']\n",
-    "for bar in bars.patches:\n",
-    "    color = bar.get_facecolor()\n",
-    "    index = [i for i, unique_color in enumerate(unique_colors) if np.all(unique_color == color)]\n",
-    "    bar.set_hatch(hatch_patterns[index[0]])\n",
-    "    bar.set_facecolor('gray')\n",
-    "interaction_axs.legend(title=\"Behaviour\", handlelength=3, handleheight=1.5)\n",
-    "\n",
-    "interaction_fig.set_size_inches(10, 6)\n",
-    "interaction_fig.suptitle(\"Proportion of SWs among whistles depending on behavioural state and activation of the beacon.\")\n",
-    "interaction_fig.subplots_adjust(\n",
-    "    top=0.92\n",
-    ")\n",
-    "interaction_axs.set_xlabel(\"Beacon activation state\")\n",
-    "interaction_axs.set_ylabel(\"Ratio of SW per identified whistle\")\n",
-    "interaction_axs.xaxis.grid(True)\n",
-    "interaction_axs.yaxis.grid(True)\n",
-    "interaction_axs.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n",
-    "interaction_fig.savefig(\"/home/loic/Pictures/CDD/regplot_interaction_beahviour_beacon.pdf\")\n",
-    "plt.show()\n",
-    "sns.reset_orig()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Too many variations and missing modalities, cannot easily determine true variations"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### Fishing net interactions\n",
-    "\n",
-    "The presence of a fishing has no effect alone. But maybe when considering interactions it reveals an effect?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x500 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.set_style(\"ticks\")\n",
-    "net_interaction_fig, net_interaction_axs = plt.subplots(1,1)\n",
-    "bars = sns.barplot(\n",
-    "    data=results_df, x=\"activation_state\", y=\"is_SW\", hue=\"fishing_net\",\n",
-    "    capsize=0.05, width=0.8, \n",
-    "    order=[\"BEF\", \"BEF+DUR\", \"DUR\", \"DUR+AFT\", \"AFT\"], \n",
-    "    hue_order=[\"Absent\", \"Present\"],\n",
-    "    n_boot=10000, seed=42, ax=net_interaction_axs,\n",
-    ")\n",
-    "\n",
-    "net_interaction_fig.set_size_inches(6, 5)\n",
-    "net_interaction_fig.suptitle(\"Proportion of SWs among whistles depending on\\nfishing net presence and activation of the beacon.\")\n",
-    "net_interaction_fig.subplots_adjust(top=0.88)\n",
-    "net_interaction_axs.set_xlabel(\"Beacon activation state\")\n",
-    "net_interaction_axs.set_ylabel(\"SWs Ratio of SW per identified whistle\")\n",
-    "net_interaction_axs.xaxis.grid(True)\n",
-    "net_interaction_axs.yaxis.grid(True)\n",
-    "plt.show()\n",
-    "sns.reset_orig()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Interesting to see that for \"BEF\" category, no SW was identified when a fishing net was present. Could be a sampling issue though."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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kpAB4NyanefPmqFu3rjjw98KFC5BIJEoDgK2trRWOyUqVKsHKyirf48zExATAu1/jH3bfF8Tp06eRmJiITp064eXLl+Kfjo4OGjZsKPYIGRoaQk9PD+fOnVM6NZKf58+f49q1a+jRo4fCPndzc4O1tbVC2fDwcJQtWxZubm4KsdjY2MDY2Fipd8rCwkKhF9PExATdu3fH1atXERcXJ9bp5OSEcuXKKdTp6uqKrKwspVPFHTt2RPny5cXpD9/76mxPft7vgcxZT0JCgvgZceLECQDAgAEDFMp9bCB7juPHj8Pc3FxhvJ+enh68vb2RkpKi9nZ/7ng6phiYOnUqrKysIJVKYWZmBisrK4UPcgDQ1dVV6lJ89OgRLCwsxA+/HLVr1xZff1+NGjWU1l2zZk2kpqaKAzJTU1NhZWWlVK527drIzs7GkydPFLqj8+vqVcXjx4+VTvEAQK1atcTXc04VAe8Sp/fljJnI73Lgly9fqr1dqrKwsMD06dMxbdo03Lt3DydPnsSKFSuwcOFCWFhYiGMNck4PvJ9o5AxmlUgksLe3R2RkJPr06YPIyEhUqVJFYVu//fZbnD59Gr1790aNGjXg5uaGzp07q3T1TGhoKFatWoWYmBhkZGSI83Pbd1WqVFGYzvkwz2v+69evUb16dTx+/BjA//ZbDn19fVSvXl3pWPziiy+UrpIqX748bty4IU4/evQIX375pVK5/E5fvM/Z2RmZmZm4dOkSvvjiC8THx8PZ2Rm3b9/GhQsXALxLQqytrRVOfea2vTnx5fclX716dQwaNAghISHYvXs3nJ2d4eHhga5duyp8Karq3r17AKDUPZ8j532vr6+PSZMmYdasWXBzc0PDhg3RokULdO/eHebm5nnWn7PPcvtcsLKyUkhS79+/jzdv3qBJkya51hUfH68wXaNGDaX9VrNmTQDv9qu5uTnu37+PGzdu5FlnzmdSjg/3Sc4Xc857X53tyU9enzGvX7+GiYkJHj9+DB0dHaX3T27rzc2jR49Qo0YNpc/4nM/tnO3I8bHt/twxCSkG7OzsxKtj8qKvr6900BYHRT3CPK82ED4YiFvUJBIJrKysYGVlhRYtWqBt27b4+++/xSRER0cH9vb2iIqKgiAIiIyMVLghloODA3bs2CGOFfnw8s3atWsjPDwcR48exYkTJ3Dw4EFs3LgRfn5+GDNmTJ5x7dq1C/7+/mjdujV8fX1hamoKqVSKoKCgXH9J5dWrpel2L4pLIxs0aAADAwOcP38eVatWhampKaysrODs7IyNGzeKl8TndqlsQePz9/dHjx49cPjwYZw6dQozZsxAUFAQtm7dqta4BOB/bTt79uxck4n3Yxw4cCA8PDxw6NAhnDx5EgsWLMBff/2FNWvWoH79+gXalvdlZ2fD1NQUc+fOzfX1vMZ8faxONzc3DBkyJNfXc5KWHHntE02/94vbZ0xRbbe2MAn5jFlaWiIiIkIcZJfj7t274uvvy+0qknv37sHIyEj8EDEyMkJMTIxSubt370JHRyfXX4gfUuc+IFWrVs1zfTmvf6pKlSppZLtUVb16dZQrV07sds7h5OSE48eP4/Dhw4iPj1e4rNfBwQHz58/H8ePH8fbtW6VLfoF3pzA6duyIjh07Ij09HaNHj8by5csxbNiwPJPBAwcOoHr16li8eLHCflm4cKGGtvadnP109+5dhVNe6enpePjwIVxdXdWu09LSErdv3xYH7ObIGbj9Mfr6+rCzs8OFCxdQtWpVsRvbyckJ6enp+Pvvv/HixQs0atRI7djyk3PVy8iRIxEZGYn+/ftj06ZNGD9+vFr15LSjqampSu335ZdfYvDgwRg8eDDu3buH7t27Y9WqVXkmDjn7LLfPhQ/fK19++SUiIiLg6OgIQ0PDj8Zy//59pf2W07OT87n05ZdfIiUlpUDHRm7U2Z5PXU92djYePnyokCipepWepaUlbty4gezsbIWER5OfeZ+T4vfTmlTWvHlzZGVlYcOGDQrzV69eDYlEgubNmyvMj4qKwpUrV8TpJ0+e4PDhw3Bzc4NUKoVUKoWbmxsOHz6scGnfixcvsGfPHjg5OSmd+slNzg3Wci5LzI+7uzuio6MRFRUlzktJScHWrVthaWmp1rncvGhquz7077//iuMN3hcdHY2EhASl0z85p06Cg4NhZGSkcGWKnZ0ddHV1ERwcrFA2x6tXrxSm9fX1Ubt2bQiCoHCK5UM5v6Le/9X077//Kl1y/alcXV2hp6eHdevWKaxr+/btePPmjXjFizqaNm2KZ8+eKVxmm5aWhq1bt6pch5OTE6Kjo3H27FmxTStVqoTatWuLlwS/P/bjUyQlJSEzM1Nhnkwmg46ODtLT08V5xsbGKnWlN2vWDCYmJggKCsp1H79/CvXDO+5++eWXKFOmjMJ6P2RhYYF69eohNDRU4b166tQppbFYHTp0QFZWFpYuXapUT2ZmptL2PH/+XOHS2KSkJISFhaFevXpir06HDh0QFRUljrF4X2JiolJbfow62/MpmjZtCgDYuHGjwvz169ertHzz5s0RFxeHffv2ifMyMzOxbt06GBsbazwpLu7YE/IZ8/DwQOPGjTF//nw8evQIcrkcp06dwuHDh/HNN98onTuXyWTw9fVVuEQXeHd5X45x48bh9OnTGDBgAAYMGACpVIotW7YgPT1d4RK1/NjY2AAA5s+fj44dO0JPTw8tW7bM9UZmQ4cOxd69e/Htt9/C29sb5cuXR1hYGB4+fIhFixZp7BSUJrbrQ7t27cLu3bvF6/f19PRw584d7NixAwYGBhg+fLhCeTs7O+jp6SEqKgouLi4KAz2NjIwgl8sRFRWFcuXKKYyDAQBfX1+YmZnB0dERpqamuHv3LtavXw93d/d8E6gWLVrg4MGD8PPzQ4sWLfDw4UNs3rwZ1tbWuSZQBVWpUiUMGzYMixcvxpAhQ+Dh4YGYmBhs3LhRvA+Cuvr27Yv169dj4sSJ8PHxgbm5OXbv3i32+qjS4+bs7Izly5fjyZMnCsmGs7MztmzZAktLS7VPk+TlzJkz+OWXX9C+fXvUrFlTvHxbKpWiXbt2YjkbGxtEREQgJCQEFhYWqFatWq7jokxMTDBt2jR8//338PT0RMeOHVGpUiU8fvwYx44dg6OjI6ZOnYp79+5h4MCBaN++PaytrSGVSnHo0CG8ePECnTp1yjfmCRMmYNiwYRgwYAB69uyJhIQErF+/HnXq1FE4PlxcXNC3b18EBQXh2rVrcHNzg56eHu7du4fw8HBMmTIF7du3F8vXrFkTU6ZMweXLl2FqaoodO3YgPj5e4ZJuX19fHDlyBMOHD0ePHj1gY2OD1NRU3Lx5EwcOHMDhw4fVPs2j6vZ8ipz7Ma1ZswYJCQniJbo5PT0fOy779u2LLVu2wN/fH1euXIGlpSUOHDiAyMhI/PDDDwX6QfQ5YxLyGdPR0cGyZcuwcOFC7Nu3Dzt37oSlpSW+//57DB48WKl8o0aNYG9vjyVLluDx48ewtrZGYGAg6tatK5apU6cONmzYgHnz5iEoKAiCIMDOzg5z5szJ9YMyN3Z2dhg7diw2b96MEydOIDs7G4cPH841CTEzM8PmzZsxZ84crF+/HmlpaZDL5Vi+fDlatGhR4Lb5kCa260N9+/aFoaEhzpw5gyNHjiApKQkVK1aEm5sbhg0bpnQu3sDAAA0aNEBUVFSup1scHR1x5coV2NvbKyVfffv2xe7duxESEoKUlBR88cUX8Pb2xsiRI/ON0dPTEy9evMCWLVtw8uRJWFtbY86cOQgPD8e5c+cKtN15GT16NCpVqoT169cjMDAQ5cuXR58+fTBhwoQC3c+gTJkyWLNmDWbMmIG1a9fC2NgY3bt3h4ODA0aPHq3SeCQHBwdIpVIYGhoqHOc5SYimekGAd6dhmjZtiv/7v//Ds2fPxMRyxYoVCje08/f3x9SpU/Hnn3/i7du36NGjR57HYJcuXWBhYYG//voLK1euRHp6OipXrgxnZ2d4enoCeDfIt1OnToiIiMDff/8NqVSKWrVq4c8//1RIfnLTvHlzLFiwAH/++SfmzZuHL7/8EoGBgTh8+LDS8fHLL7+gQYMG2Lx5M+bPnw+pVApLS0t07dpV6XiuWbMmfvrpJ8yePRsxMTGoVq0a5s+fj2bNmolljIyMsG7dOgQFBSE8PBxhYWEwMTFBzZo1MXr06AIN5lVnez7FrFmzYGZmhr179+Kff/6Bq6sr5s+fj/bt23/0rtCGhoZYt24d5s6di9DQUCQlJcHKygqBgYHiPi1NJEJJGd1C+ZLL5fj6668xdepUbYdC9ElWr16NwMBAHD9+XOkydtI+Dw8P1KlTB0FBQdoOpUhdu3YN3bt3x5w5cwrU81dacUwIERVbb9++VZhOS0vDli1bULNmTSYgpDUfHpcAsGbNGujo6JS6MR2fiqdjiKjYGjVqFKpWrYq6desiKSkJf//9N+7evZvnFR9ERSE4OBj//fcfvvrqK0ilUhw/fhzHjx9H3759NXqlXWnAJISIiq2mTZti+/bt2L17N7KysmBtbS0OeCbSFgcHB5w6dQpLly5FSkoKqlSpgtGjRysNRqeP45gQIiIi0gqOCSEiIiKtYBJCREREWsEkpISJjo5Gv379YG9vD7lcjmvXrmHRokWQy+Vq1XP27FnI5XKEh4d/tKy/vz88PDwKGjJRkdm5cyfkcrnCnXNz4+/vDwcHB42u28PDQ+F5QUUl57384ZNuiyO5XI5FixZpOwwqQhyYWoJkZGRg3Lhx0NfXR0BAAAwNDUvdcwg+VWpqKoKDg+Hi4oLGjRtrOxwiKoDIyEicOnUK33zzjfgUXHVt2LABRkZGpfIGYkWJPSElyIMHD/Do0SP4+vqib9++6NatG8qXL48RI0YgOjq60Nb766+/qtRj8jlITU3F4sWLNX43USJtadSoEaKjo0vV/SuioqKwePHiT3rc/aZNmxAaGqrBqCg37AkpQXIeaPXh7Y51dXUVnlOiaQW5JTe9e6hcWlqaSk8lJSooHR0dlW5xr2mZmZnIzs7+6G3MqXRjT0gJ4e/vDy8vLwDA2LFjIZfL4e3tDQC5jgk5deoU+vfvD2dnZzg4OKBdu3b4448/lOrNzs7GsmXL0Lx5c9ja2uKbb75RemT1h2NCHj58CLlcjpUrV2LLli3iA9569uyZa4/M/v370bFjR9ja2qJz5874559/VB5nknOe/cKFC+jVqxdsbW3RqlUrhIWFKZVNTEzEb7/9Bnd3dzRo0ABt2rTBX3/9hezsbDHuJk2aAAAWL14sPpI9v3PUOWMMzp8/j6lTp6Jx48ZwdHTE999/j9evX+ca64kTJ+Dp6Qk7Ozts3rxZpdhy7N27F56ennBwcICjoyO6dOmCNWvWqLWdOduqzj66c+cOxo4di6+++gp2dnZo164d5s+fr1Dm2bNnCAgIgKurKxo0aIBOnTph+/btebbd+3bs2AEfHx80adIEDRo0QMeOHZWeUvp+G6qyv2/dugUfHx/Y2dmhefPmWLp0qVJ7fkxsbCx8fX1hb2+Ppk2bYvHixfjwrgbZ2dlYvXo1OnXqBFtbW7i6umLq1KlK+z/Hx2JPSEjArFmz0KVLF3E/DxkyBNevXxfLvHjxAvXr18fixYuV6r979y7kcrn4VNe8xoTs379fPA4bN26MSZMm4dmzZwplvL29xc+R9+X3nl+9ejVat24NW1tb3LlzB+np6ViwYAE8PT3h5OQEe3t7DBgwAGfOnMm1fVSxbt06dOrUCQ0bNkSjRo3g6emJ3bt3A3j3eTd79mwAQKtWrcT3cc44IFWONQ8PD9y6dQvnzp0Tl3+/HVR9v9LHsSekhOjbty8qV66M5cuXw9vbG7a2tjAzM8u17K1btzBs2DDI5XKMGTMG+vr6uH//PiIjI5XKrlixAhKJBIMHD0ZSUhKCg4MxadIkbNu27aMx7dmzB8nJyejbty8kEgmCg4MxevRoHDp0SOw9OXr0KMaPHw+ZTIaJEyfi9evXmDJlilq35L5//z7Gjh2LXr16oUePHtixYwf8/f1hY2ODOnXqAHh3msXLywvPnj1Dv379UKVKFURFReGPP/5AXFwcpkyZgkqVKmHatGmYNm0a2rRpgzZt2gCASoN6f/nlF5QrVw6jRo1CTEwMNm3ahMePH2PdunUKT9WMiYnBxIkT0bdvX/Tp0wdWVlYqxQa8SxwnTJiAJk2aYNKkSQDefeFERkbim2++UXk71d1H169fx9dffw1dXV307dsXlpaWePDgAY4cOYLx48cDePel2KdPH0gkEnz99deoVKkSjh8/jilTpiApKQkDBw7Mt/02bdqEOnXqwMPDA7q6uvi///s/TJ8+HYIg4Ouvv1Z7f8fFxcHHxwdZWVkYOnQojIyMsHXrVrV6BLKysjBkyBA0bNgQ3333HU6cOIFFixYhKysLY8eOFctNnToVoaGh8PT0hLe3Nx4+fIgNGzbg6tWr2LRpk0JPoSqxx8bG4tChQ2jfvj2qVasmPoDQy8sLe/fuReXKlWFmZoZGjRph//79GDVqlELc+/btg1QqVXiq7Yd27tyJgIAA2NraYsKECYiPj8fatWsRGRmJsLCwAo+j2LlzJ9LS0tCnTx/o6+ujfPnySEpKwrZt29C5c2f07t0bycnJ2L59O4YMGYJt27ahXr16aq1j69atmDFjBtq1awcfHx+kpaXhxo0b+Pfff9GlSxe0adMG9+7dw549exAQEICKFSsCgPhEXlWOtR9++AG//vorjI2NxRuQ5Xyeqvseo48QqMQ4c+aMIJPJhP379yvMX7hwoSCTycTpkJAQQSaTCfHx8R+tq0OHDkJaWpo4f82aNYJMJhNu3Lghzps8ebLQsmVLcTo2NlaQyWSCi4uLkJCQIM4/dOiQIJPJhCNHjojzOnfuLDRv3lxISkoS5509e1aQyWQKdealZcuWgkwmE86fPy/Oi4+PFxo0aCDMnDlTnLdkyRLB3t5eiImJUVh+7ty5Qr169YTHjx+Ly8pkMmHhwoUfXbcgCMKOHTsEmUwm9OjRQ0hPTxfnr1ixQpDJZMKhQ4eUYj1+/LhCHarGNmPGDMHR0VHIzMzMMx5V61JnH3399deCg4OD8OjRI4U6s7Ozxf9/+OEHwc3NTXj58qVCmfHjxwtOTk5CampqnjELgpDr64MHDxZatWqlME/V/f3bb78JMplM+PfffxXKOTk5CTKZTIiNjc03nsmTJwsymUz49ddfFbZ36NChgo2NjfjeOX/+vCCTyYS///5bYfnjx48rzVc19rS0NCErK0uhvtjYWKFBgwbC4sWLxXmbN29Wei8KgiB07NhR8PHxEadz3stnzpwRBEEQ0tPThSZNmgidO3cW3r59K5b7v//7P0EmkwkLFiwQ53l5eQleXl65tk9u73lHR0elz5XMzEyFzxBBEITXr18Lrq6uQkBAgMJ8Vd57I0aMEDp16pRvmeDg4Dz3s6rHWqdOnXLddlXfY6Qano4phXJ+5Rw+fPij3Yeenp4K53RzHn0eGxv70fV07NgR5cuXz3PZZ8+e4ebNm+jevTvKlCkjlnNxcYFMJlNxawBra2uFR7JXqlQJVlZWCjGGh4fDyckJ5cqVw8uXL8U/V1dXZGVl4fz58yqvLzd9+/ZV+MXbv39/6Orq4tixYwrlqlWrpvA4c3ViK1euHFJTU3Hq1Kk841B3Oz+2j16+fInz58+jZ8+eSlda5fTwCIKAgwcPwsPDA4IgKKy3adOmePPmDa5cuZJv+70/LubNmzd4+fIlXFxcEBsbizdv3iiUVWV/Hzt2DPb29rCzs1Mo16VLl3zj+ND7vTA5vTwZGRmIiIgA8K69y5YtCzc3N4XttrGxgbGxsdIpEFVi19fXh47Ou4/mrKwsvHr1CsbGxrCyssLVq1fFcm3atIGuri727dsnzrt58yZu376d723t//vvP8THx6N///4KPUMtWrRArVq1cPToUbXa6H1t27YVexxySKVS8TMkOzsbCQkJyMzMRIMGDRS2R1XlypXD06dPCzzYXp1jLTeF/VlS2vB0TCnUsWNHbNu2DT/++CPmzZuHJk2aoE2bNmjfvr344Zfjwy+enARGlVHnHz7IKefLLmfZx48fAwC+/PJLpWVr1Kih8gdUbg+MKl++vMI5+fv37+PGjRvimI8P5QzqLagaNWooTJcpUwbm5uZ49OiRwvxq1aopLatqbAMGDMD+/fvx7bffonLlynBzc0OHDh3QvHlztevK8bF9lPPlmF9S+PLlSyQmJmLLli3YsmWLSuv90MWLF7Fo0SJcunQJqampCq+9efNGYbC1Kvv78ePHaNiwoVI5KyurfON4n46ODqpXr57r8jn79f79+3jz5k2e7R0fH68wrUrs2dnZWLt2LTZu3IiHDx8iKytLfK1ChQri/5UqVcJXX32F/fv3Y9y4cQDenYrR1dUVTyXmJud9l1tb1KpVCxcvXsxz2Y/J7fgGgNDQUKxatQoxMTHIyMj4aPn8fPvttzh9+jR69+6NGjVqwM3NDZ07d4aTk5NKy6tzrOWmsD9LShsmIaWQoaEhNmzYgLNnz+Lo0aM4ceIE9u3bhy1btmDVqlWQSqVi2Q+TkhyCCo8cer8edZdVR17reV92djbc3NwwZMiQXF+vWbOmRmPKS25Xwqgam6mpKcLCwnDy5EnxqZ07d+5E9+7dMWvWLLXqyqGJfZTTm9a1a1f06NEj1zL5jat58OABBg4ciFq1asHf3x9VqlSBnp4ejh07htWrVyv11qmyv4tKdnY2TE1N83yqb269Ah+zfPlyLFiwAD179sTYsWNRvnx56Ojo4Pfff1faL506dUJAQACuXbuGevXqYf/+/fjqq6+U1qtp7ydG78vt+N61axf8/f3RunVr+Pr6wtTUFFKpFEFBQSr1qH6odu3aCA8PFz+7Dh48iI0bN8LPzw9jxozJd1l1j7XcFJfPkpKCSUgppaOjgyZNmqBJkyYICAjA8uXLMX/+fJw9exaurq5FEkNOL8uDBw+UXvvwCpxP9eWXXyIlJeWj2/b+IFJ13L9/H1999ZU4nZycjLi4OIVeik+NDXjXVe/h4QEPDw9kZ2dj2rRp2LJlC0aOHIkaNWqoVZcqcnoCbt68mWeZSpUqoUyZMsjOzi7Qeo8cOYL09HQsW7ZMoeftU+7wWbVq1VyPoZiYGJXryM7ORmxsrEKPQc7ylpaWAN7tu4iICDg6OmrsUusDBw6gcePG+P333xXmJyYmioMsc7Ru3RpTp04VT8ncu3fvo3dlzWnjmJgYpV/zMTExCvugfPnyuSYKOb0pqm5P9erVsXjxYoX318KFC1Wu40PGxsbo2LEjOnbsiPT0dIwePRrLly/HsGHDYGBgkOf7WJ1jLa86NP0eK+04JqQUSkhIUJqXM0I9PT29yOKoXLkyZDIZwsLCkJycLM4/d+5cvl96BdGhQwdERUXhxIkTSq8lJiYiMzMTAGBkZCTOU8eWLVsUupk3bdqEzMxMlZIQVWN79eqVwms6OjpiD0POflO1LlVVqlQJjRo1wo4dO5S+eHJ+lUulUrRr1w4HDhzIdb99rHs6p3fg/V/5b968wY4dO9SK9X3u7u64dOmSwriBly9fipdxqmrDhg3i/4IgYMOGDdDT0xO/vDt06ICsrCwsXbpUadnMzMwC3SxLKpUq9Xjs379f6fJZ4N3p0aZNm2L//v3Yu3cv9PT00Lp163zrb9CgAUxNTbF582aF9/uxY8dw584dtGjRQpxXvXp13L17V2EfXr9+Pdcr6fLbHkBx//7777+4dOmSynW878P3gb6+PmrXrg1BEMT3YM77+MMxHuoca0ZGRrnuP3XeYw8ePMj1Rxb9D3tCSqElS5bgwoULcHd3h6WlJeLj47Fx40Z88cUXKp9X1ZTx48dj5MiR6N+/Pzw9PZGYmIgNGzZAJpMpJCafytfXF0eOHMHw4cPRo0cP2NjYIDU1FTdv3sSBAwdw+PBhVKpUCYaGhrC2tsb+/ftRs2ZNVKhQAXXq1PnoQNmMjAwMHDgQHTp0QExMDDZu3AgnJye0atVKY7H9+OOPeP36Nb766itUrlwZjx8/xvr161GvXj3Url1brbrU8eOPP6J///7o0aMH+vbti2rVquHRo0c4evQodu3aBQCYOHEizp49iz59+qB3796wtrbG69evceXKFUREROR7B1o3Nzfo6elh+PDh6NevH5KTk7Ft2zaYmpoiLi5OrVhzDBkyBLt27cKQIUPg4+MjXqJbtWpV3LhxQ6U6DAwMcOLECUyePBl2dnY4ceIEjh49iuHDh4tt6OLigr59+yIoKAjXrl0Tt+XevXsIDw/HlClT8r1UNjctWrTAkiVLEBAQAAcHB9y8eRO7d+9WGp+So2PHjvjuu++wceNGNG3a9KOX1+rp6WHSpEkICAiAl5cXOnXqJF6ia2lpqXA5da9evbB69Wr4+vqiV69eiI+Px+bNm2Ftba3y+7NFixY4ePAg/Pz80KJFCzx8+FCsIyUlReV2yeHr6wszMzM4OjrC1NQUd+/exfr16+Hu7g4TExMAgI2NDQBg/vz56NixI/T09NCyZUu1jjUbGxts2rQJS5cuRY0aNVCpUiU0adJErfdYTlseOXJE7e0sLZiElEIeHh549OgRduzYgVevXqFixYpwcXHB6NGjPzooqzBi+eOPP7Bo0SLMmzcPNWvWRGBgIMLCwnDr1i2NrcfIyAjr1q1DUFAQwsPDERYWBhMTE9SsWVNpu2fMmIFff/0VgYGByMjIwKhRoz6ahEydOhW7d+/GwoULkZGRgU6dOuHHH39U6fSOqrF17doVW7duxcaNG5GYmAhzc3N06NABo0ePFsfuqLOdqqpbty62bt2KBQsWYNOmTUhLS0PVqlXRoUMHsYyZmRm2bduGJUuW4J9//sGmTZtQoUIFWFtbi/c0yUutWrWwcOFC/Pnnn5g1axbMzMzQv39/VKpUCT/88IPa8QKAhYUF1q5dixkzZuCvv/5ChQoV0K9fP1hYWKh8HwepVIrg4GBMmzYNc+bMQZkyZTBq1Cj4+fkplPvll1/QoEEDbN68GfPnz4dUKoWlpSW6du0KR0dHtWMfPnw4UlNTsXv3buzbtw/169dHUFAQ5s2bl2t5Dw8PGBoaIjk5Od+rYt7n6ekJQ0NDrFixAnPnzoWxsTFat26N7777TiGJqV27NmbNmoWFCxciMDAQ1tbWmD17Nvbs2aPyow08PT3Fe52cPHkS1tbWmDNnDsLDwwv0eIS+ffti9+7dCAkJQUpKCr744gt4e3tj5MiRYhk7OzuMHTsWmzdvxokTJ5CdnY3Dhw+rdaz5+fnh8ePHCA4ORnJyMlxcXNCkSZNCeY+VZhJB06MEiTSgW7duqFSpEkJCQrQdSr5ybvq0fft22NraajscIqLPCseEkFZlZGQojVM4e/Ysrl+/DhcXFy1FRURERYGnY0irnj17hkGDBqFr166wsLDA3bt3sXnzZpibm6Nfv37aDo+IiAoRkxDSqvLly8PGxgbbtm3Dy5cvYWxsDHd3d0yaNEnpckQiIipZOCaEiIiItIJjQoiIiEgrmIQQERGRVjAJISIiIq1gEkJERERawSSEiIiItIJJCBEREWkFkxAiIiLSCiYhREREpBVMQoiIiEgreNv2XGRnZ+P58+coU6aMSo9iJyIioncEQUBycjIsLCygo5N/XweTkFw8f/4c7u7u2g6DiIjos3Xs2DF88cUX+ZZhEpKLMmXKAHjXgCYmJlqORj1ZWVmIjo6GnZ0dpFKptsMpFdjmRY9tXvTY5kXvc23zpKQkuLu7i9+l+WESkoucUzAmJiafZRJibGwMExOTz+qg/ZyxzYse27zosc2L3ufe5qoMZ+DAVCIiItIKJiFERESkFUxCiIiISCs4JoSIiIo9QRCQmZmJrKwsbYdSZHK29e3bt8VqTIhUKoWurq5GbmHBJISIiIq19PR0PHnyBCkpKdoOpUgJggBdXV3cv3+/2N2zytjYGFWqVIG+vv4n1cMkhIiIiq3s7GzExMRAKpWiatWq0NfXL3ZfyIVFEASkpqbCyMio2GyzIAhIT09HXFwcYmJiUKdOnY/ekCw/TEKIiKjYSk9PR3Z2NqpXrw5jY2Nth1OkBEFAdnY2DA0Ni00SAgBGRkbQ09PD/fv3kZ6eDkNDwwLXxYGpRERU7H3Kr23SPE3tD+5VIiIi0gomIURERKQVTEKIiKhEEgQBP/30E1xcXCCXy+Hs7IzffvtNpWW9vb0/WlYul+PQoUOaCLXU4sBUIiIqkY4fP47Q0FCsXbsW1atXh46ODgwMDDRW/8mTJ1G+fHmN1VcUzp49Cx8fH5w/fx7lypXTdjhMQoiIqGSKjY2Fubk5HB0dC6V+c3PzQqm3NOHpmGLg7du3SEpKwtu3b7UdChFRieDv749ff/0Vjx8/hlwuh4eHh9Iplg0bNqBt27awtbWFq6srxowZo1CHIAiYPXs2XFxc4ObmhkWLFim8/v7pmIcPH0Iul+PgwYPw9vZGw4YN0bVrV0RFRSkss3XrVri7u6Nhw4bw8/NDSEgInJ2dVdqmRYsWoVu3bggLC4OHhwecnJwwfvx4JCUliWWys7MRFBQEDw8P2NnZoWvXrggPDxdj9PHxAQA0atQIcrkc/v7+KrZo4WASomVLlixBp06d0K1bN3Tq1AlLlizRdkhERJ+9KVOmYMyYMfjiiy9w8uRJbN++XeH1y5cv47fffsOYMWMQHh6O4OBgpWQgNDQUxsbG2Lp1K7777jssWbIEp06dyne98+fPh6+vL8LCwlCzZk1MnDgRmZmZAICLFy/i559/ho+PD8LCwuDq6orly5ertV0PHjzA4cOHsXz5cgQFBeH8+fNYsWKF+HpQUBDCwsIwffp07N27FwMHDsR3332Hc+fOoUqVKmIiFR4ejpMnT2LKlClqrV/TeDpGy3bu3Kk07efnp6VoiIhKhrJly6JMmTKQSqW5njZ58uQJjIyM0KJFC5iYmMDS0hL169dXKCOXyzFq1CgAQM2aNbF+/XpERETAzc0tz/UOHjwYLVq0AACMGTMGnTp1wv3791G7dm2sX78ezZs3h6+vLwDAysoKUVFROHr0qMrbJQgCAgMDYWJiAgDo2rUrIiIiMH78eKSnpyMoKAghISFwcHAAAFSvXh0XL17Eli1b4OLiIo5hMTU15ZgQAtq2bYuDBw8qTBMRUeFydXVF1apV0bp1azRr1gzNmjVDmzZtYGRkJJaRy+UKy5ibmyM+Pj7fet9fJif5efnyJWrXro2YmBi0bt1aobydnZ1aSYilpaWYgACAhYWFGNP9+/eRmpqKwYMHKyyTkZGBevXqqbyOosQkRMv8/PwUkhD2ghARFT4TExOEhobi3LlzOHnyJBYuXIjFixdj+/btYg+Brq7iV6REIoEgCPnWq6enp1AeeDdOQ1M+jAmAGFPOA/6CgoJQuXJlhTKf+qC5wsIkhIiISiVdXV24urrC1dUVo0aNQqNGjXDmzJlC65G2srLCf//9pzDv8uXLGqu/du3a0NfXx+PHj+Hi4pJrmZwkKSsrS2Pr/RRMQoiIqNT5v//7P8TGxqJRo0YoV64cjh07huzsbFhZWRXaOr28vODl5YWQkBC0bNkSZ86cwfHjxzX2cDoTExMMHjwYgYGBEAQBTk5OePPmDSIjI2FiYoIePXrA0tISEokER48ehbu7OwwMDFCmTBmNrL8gmIQQEVGpU7ZsWfzzzz9YvHgx0tLSUKNGDcybNw916tQptHU6OTlh+vTpWLx4Mf788080bdoUAwcOxIYNGzS2jnHjxqFSpUoICgrCw4cPUbZsWdSvXx/Dhw8HAFSuXBmjR4/GvHnzEBAQgO7du2PmzJkaW7+6JMLHTnCVQklJSXBycsLFixcVBgAV1rq6desmTu/ateuT1pmVlYVLly7B3t4eUqlUEyHSR7DNix7bvOhpq83fvn2LmJgYWFlZfdIj44urH3/8EXfv3sXGjRuVXhMEASkpKTA2NtZYb4mm5Ldf1PkO5X1CiIiIisjKlStx/fp13L9/H+vWrUNYWBh69Oih7bC0hqdjiIiIikh0dDSCg4ORnJyM6tWrY8qUKejduzcAoFOnTnj8+LFCeUEQIJFIMH36dHTt2lUbIRcqJiFERERFZMGCBXm+9tdff4l3VwXeJSCpqakwMjKCmZlZUYRX5JiEEBERFQOWlpYK08V5TIimcEwIERERaQWTECIiItIKJiFERESkFUxCiIiISCuYhBAREZFWMAkhIiLSgrNnz0IulyMxMVHboWhNsUhCNmzYAA8PD9ja2qJ3796Ijo7Os+zWrVsxYMAANGrUCI0aNcLAgQOVyvv7+0Mulyv8+fr6FvZmEBFREcrKzv4s1hUVFYV69eph6NChGoxIc+RyOQ4dOqSVdWv9PiH79u1DYGAgpk+fjoYNG2LNmjXw9fVFeHg4TE1NlcqfPXsWnTp1gqOjI/T19REcHIzBgwdj7969qFy5sliuWbNmCAwMFKf19fWLZHuIiKhoSHV08OPGE4h5/rpQ12NlUR4zBjQr8PLbt2+Hl5cXtm/fjmfPnil8V5V2Wk9CQkJC0KdPH/Ts2RMAMH36dBw9ehQ7duzINWucN2+ewvSMGTNw4MABREREoHv37uJ8fX19mJubF2rsRESkXTHPX+P6o5faDiNPycnJ2LdvH3bs2IEXL14gNDRUfKJtjsjISMybNw/37t1DvXr1MGPGDMhkMgDA48ePMXfuXERGRiIjIwOWlpb4/vvv4e7uDgC4efMmZs+ejYsXL8LIyAhubm4ICAhApUqVAADe3t6Qy+XQ19fH9u3boaenh379+mH06NEAAA8PDwCAn58fgHc3TDty5EiRtA2g5SQkPT0dV65cwbBhw8R5Ojo6cHV1RVRUlEp1pKamIjMzE+XLl1eYf+7cOTRp0gTlypXDV199hXHjxqFixYp5xpGeni5OJyUlAXj31MisrCx1N0stH9b/qevMWbaw46b/YZsXPbZ50dNWm2dlZUEQBPHvfUV9F9GCPHR+//79qFWrFqysrNClSxcEBgZi6NChkEgkYn2zZ8/GDz/8ADMzM8yfPx/Dhw9HeHg4dHV1MXPmTGRnZ2PdunUwNjbG7du3YWRkBEEQkJiYiG+++Qa9evVCQEAA3r59i7lz52LcuHFYs2aNGHNoaCgGDhyILVu24NKlSwgICICDgwPc3Nywbds2uLq64vfff0ezZs0glUpV2s6c/ZHbd5Y6x4hWk5BXr14hKytL6bSLqakp7t69q1Idc+fOhYWFBVxdXcV5zZo1Q5s2bVCtWjXExsbijz/+wLfffostW7bk+gjqoKAgLF68WGl+dHQ0jI2N1dwq9aSmpipMX758GUZGRp9c7+XLlz+5DlIP27zosc2LnjbaXFdXF6mpqch+b1yGjo6ORj4r1fH27VuFGFSxdetWtG/fHikpKXByckJiYiJOnDgBZ2dnpKWlAQCGDBkCBwcHAMDPP/+MDh06YO/evWjbti2ePn2KVq1aoXr16gAgfl+mpKRg9erVkMlkCj0rP/30Ezp06IBr166hRo0ayM7OhrW1NQYPHgwAaNu2LdatW4cTJ07AwcEBhoaGAAADAwOUKVNGrPtj0tLSkJGRgevXryu9psryObR+OuZT/PXXX9i3bx/Wrl0LAwMDcX6nTp3E/3MGprZu3VrsHfnQsGHDMGjQIHE6KSkJ7u7usLOzg4mJSaFuQ06vSw5bW9tPWmdWVhYuX74MW1vbXBMu0jy2edFjmxc9bbX527dvcf/+fRgZGYlfmNqi7vrv3r2LK1euYOnSpeIP2o4dO2LPnj1o3ry5+L3VuHFj8XVjY2NYWVnh4cOHMDIyQv/+/REYGCh+f7Vr1w5yuRwAcOfOHVy8eBFNmzZVWndcXBzq1asHHR0dyOVyhR/UlStXRmJiosI8AwMDtX506+joQE9PD9bW1krt8uH3Wn60moRUrFgRUqkU8fHxCvPj4+M/+sTAlStX4q+//kJISAjq1q2bb9nq1aujYsWKuH//fq5JiL6+fq4DV6VSaaG/2T6sX1PrLIrYSRHbvOixzYteUbe5VCqFRCIR/7RJ3fXv2LEDmZmZaN68uThPEATo6+tj6tSpYn25bVvOvB49esDDwwPHjh3DqVOnsGLFCkyePBne3t5ISUlBy5YtMWnSJKV1m5ubi3Xo6uoq1J9zKujDeepsX0753I4HdY4PrSYh+vr6sLGxQUREBFq3bg0AyM7ORkREBLy8vPJcbsWKFVi+fDlWrlwJW1vbj67n6dOnSEhI4EBVIiIqEpmZmdi1axf8/f3h5uam8Jqfnx/27NmDWrVqAQAuXbqEqlWrAgBev36Ne/fuia8BQJUqVdC/f3/0798f8+bNw9atW+Ht7Q0bGxscOHAAlpaW0NUt+Ne5np6e1sZXaf10zKBBgzB58mQ0aNAAdnZ2WLNmDVJTU+Hp6QkA+P7771G5cmVMnDgRwLtTMAsXLsS8efNgaWmJuLg4AO+6sMqUKYPk5GQsXrwY7dq1g5mZGWJjYzFnzhzUqFEDzZoV/BIrIiIqfqwsyn+8kBbWcfToUbx+/Rq9evVC2bJlFV5r27Yttm/fju+//x4AsHTpUlSsWBGmpqaYP38+KlasKP4wnzNnDjw8PGBlZYXExEScPXsWtWvXBgAMGDAAW7duxYQJEzBkyBBUqFAB9+/fx759+zBjxgyVeyQsLS0REREh3vriwws9CpPWk5COHTvi5cuXWLhwoXgOKzg4WDwd8+TJE+jo/O+eaps3b0ZGRgbGjBmjUM+oUaMwevRoSKVS3Lx5E2FhYXjz5g0sLCzg5uaGsWPH8l4hREQlSFZ29ifdv0PddUl1VL+/5/bt2+Hq6qqUgABAu3btEBwcjBs3bgAAJk6ciN9++028RHfZsmXQ19eHIAjIzs7Gr7/+iqdPn8LExATNmjVDQEAAgHdjOzZt2oS5c+fC19cX6enpqFq1Kpo1a6bwvfkxkydPxsyZM7Ft2zZUrly5SC/RlQgFueaohEtKSoKTkxMuXrxYJANTu3XrJk7v2rXrkwemXrp0Cfb29jxXXkTY5kWPbV70tNXmb9++RUxMDKysrLQ+MLWoCYKAlJQUGBsba308zIfy2y/qfIcWi9u2ExERUenDJISIiIi0gkkIERERaQWTECIiItIKJiFERESkFUxCiIiISCuYhBAREZFWMAkhIiIirWASQkRERFrBJISIiIi0gkkIERF9loTsonvya0HW5e/vD7lcDrlcjgYNGqBNmzZYvHgxMjMzCyFCzTh79izkcjkSExOLZH1af4AdERFRQUh0pHix0x8ZL+4W6nr0zGrBzHNmgZZt1qwZAgMDkZ6ejmPHjuGXX36Bnp4ehg0bplAuPT29VD5klUkIERF9tjJe3EXG02vaDiNP+vr6MDc3BwAMGDAAhw4dwpEjRxATE4PExETY2tpiw4YN0NfXx5EjR/DkyRPMnDkTp06dgo6ODuzt7fHTTz+hevXqAN71VMyZMwe3b9+Grq4urK2tMW/ePFhaWgIADh06hCVLluD27duwsLBAjx49MHz4cOjqvvu6l8vlmDFjBo4ePYqTJ0+icuXKmDx5Mlq1aoWHDx/Cx8cHANCoUSMAQI8ePTBzZsESMFXwdAwREVERMTAwQEZGBgAgIiICMTExCAkJQVBQEDIyMuDr64syZcpgw4YN2LhxI4yNjfHtt98iPT0dmZmZ8PPzQ6NGjfD3339jy5Yt6Nu3r/iE3QsXLmDy5Mnw8fHBvn378Msvv2Dnzp1Yvny5QgyLFy9Ghw4d8Pfff6N58+aYNGkSEhISUKVKFSxatAgAEB4ejpMnT2LKlCmF2h5MQoiIiAqZIAg4ffo0Tp48icaNGwMAjI2NMWPGDNSpUwd16tTBvn37kJ2djd9++w1yuRy1a9fGtGnT8OTJE5w7dw5JSUl48+YNWrZsiS+//BK1a9dGjx49ULVqVQDvkouhQ4eiR48eqF69Otzc3DB27Fhs3rxZIZYePXqgc+fOqFGjBiZMmICUlBRER0dDKpWifPnyAABTU1OYm5ujbNmyhdouPB1DRERUSI4ePQoHBwdkZGRAEAR07twZo0ePxi+//AKZTKYwDuT69et48OABHB0dxXmCICAtLQ0PHjxA06ZN4enpCV9fX7i5uaFJkybo0KEDLCwsxOUjIyMVej6ysrKQlpaG1NRUGBkZAXh3SiaHsbExTExM8PLly8JuilwxCSEiIiokjRs3xrRp06CnpwcLCwtxbAYAMSnIkZKSAhsbG8ydOxfAuwQkJ3kwNTUFAAQGBsLb2xsnTpzA/v378eeffyIkJAT29vZISUnB6NGj0bZtW6U4DAwMxP/19PQUXpNIJMjOztbYNquDSQgREVEhMTIyQo0aNVQqa2Njg/3798PU1BQmJiYQBAEpKSkwNjYWx30AQP369VG/fn0MGzYMffv2xZ49e2Bvb4/69esjJiZG5fXlJidBycoqmsufmYQQEdFnS8+sVolYBwB06dIFK1euxIgRIzB27FhUrlwZd+/exfHjx/Htt98iIyMDW7duhYeHBywsLBATE4N79+6hW7duAAA/Pz8MHz4cVatWRbt27aCjo4Pr16/j5s2bGD9+vEoxWFpaQiKR4OjRo3B3d4eBgQHKlClTaNvMJISIiD5LQnZWge/fUZB1SXSkhboOIyMjrF+/HnPnzsWoUaOQnJwMCwsLNGnSBCYmJnj79i3u3r2L0NBQJCQkwMLCAl9//TX69esH4N09SZYvX44lS5ZgxYoV0NXVRa1atdC7d2+VY6hcuTJGjx6NefPmISAgAN27dy/US3SZhBAR0WepsJOCT11Xfl/eeb1mbm6OWbNmAYDS6RgTExMsWbIk33U2a9YMzZo1y/P1GzduKM27cOGCwrSfnx/8/PzyXY+m8BJdIiIi0gomIURERKQVTEKIiIhIK5iEEBERkVYwCSEiomJPEARth0Dv0dT+YBJCRETFVs7Ns1JSUrQcCb0vZ398ePdVdfESXSIiKrakUikqVKiA58+fA4DS3UNLspznxujo6BSbbc65bPj58+eoUKECpNJPu0yaSQgRERVrX3zxBQCIiUhpIQgCMjIyoKenV2ySkBwVKlQQ98unYBJCRETFmkQiQZUqVWBhYYGMjAxth1NksrKycP36dVhbW39yj4Mm6enpaSweJiFERPRZkEqlxerLuLDlPETO0NCwxG43B6YSERGRVhQoCblw4QImTZqEvn374tmzZwCAsLAwpfvPExEREeVF7STkwIED8PX1haGhIa5evYr09HQAQFJSEoKCgjQeIBEREZVMaichy5Ytw/Tp0zFjxgzo6v5vSImjoyOuXr2q0eCIiIio5FI7CYmJiYGzs7PS/LJlyyIxMVEjQREREVHJp3YSYmZmhgcPHijNv3jxIqpXr66RoIiIiKjkUzsJ6dOnD3777Tf8+++/kEgkePbsGf7++2/MmjUL/fv3L4wYiYiIqARS+z4hQ4cORXZ2NgYOHIjU1FR4eXlBX18fgwcPhre3d2HESERERCWQ2kmIRCLBiBEj4OvriwcPHiAlJQW1a9dGmTJlCiM+IiIiKqEKfMdUfX19WFtbazIWIiIiKkVUSkJGjRqlcoWLFy8ucDBERERUeqiUhJQtW7aw4yAiIqJSRqUkJDAwsLDjICIiolJG7Ut0fXx8cr0pWVJSEnx8fDQSFBEREZV8aich586dQ0ZGhtL8tLQ0XLx4USNBERERUcmn8tUx169fF/+/ffs24uLixOns7GycOHEClStX1mx0REREVGKpnIR0794dEokEEokE33zzjdLrhoaG+PHHHzUaHBEREZVcKichhw8fhiAIaN26NbZt24ZKlSqJr+np6cHU1BRSqbRQgiQiIqKSR+UkxNLSEoDiaRkiIiKiglJ7YGpoaCiOHj0qTs+ePRvOzs7o168fHj16pMnYiIiIqARTOwlZvnw5DAwMAABRUVHYsGEDvvvuO1SoUIH3EyEiIiKVqf3smKdPn6JGjRoAgEOHDqFdu3bo27cvHB0d+RRdIiIiUpnaPSHGxsZISEgAAJw6dQqurq4AAAMDA6SlpWk0OCIiIiq51O4JcXV1xY8//oh69erh3r17cHd3BwDcunVLHLxKRERE9DFq94T8/PPPsLe3x8uXL7Fw4UJUrFgRAHDlyhV06tRJ4wESERFRyaR2T0i5cuUwdepUpfljxozRSEBERERUOqiUhFy/fh0ymQw6OjofvU9I3bp1NRIYERERlWwqJSHdu3fHqVOnYGpqKt6+XRAE8fWcaYlEgmvXrqkdxIYNG7By5UrExcWhbt26+Omnn2BnZ5dr2a1btyIsLAy3bt0CANjY2GDChAkK5QVBwMKFC7Ft2zYkJibC0dER06ZNQ82aNdWOjYiIiAqHSknI4cOHxdu0Hz58WKMB7Nu3D4GBgZg+fToaNmyINWvWwNfXF+Hh4TA1NVUqf/bsWXTq1AmOjo7Q19dHcHAwBg8ejL1794oP0FuxYgXWrVuHmTNnolq1aliwYAF8fX2xb98+8R4nREREpF0qJSHvX/Wi6StgQkJC0KdPH/Ts2RMAMH36dBw9ehQ7duzA0KFDlcrPmzdPYXrGjBk4cOAAIiIi0L17dwiCgLVr12LEiBFo3bo1gHd3dXV1dcWhQ4c4eJaIiKiYUHtgKgDcu3cPZ8+eRXx8PLKzsxVeGzVqlMr1pKen48qVKxg2bJg4T0dHB66uroiKilKpjtTUVGRmZqJ8+fIAgIcPHyIuLk68fwkAlC1bFg0bNkRUVFSuSUh6ejrS09PF6aSkJABAVlYWsrKyVN6egviw/k9dZ86yhR03/Q/bvOixzYse27zofa5trk68aichW7duxbRp01CxYkWYmZlBIpGIr0kkErWSkFevXiErK0vptIupqSnu3r2rUh1z586FhYWFmHTExcWJdXxY54sXL3KtIygoCIsXL1aaHx0dDWNjY5XiKKjU1FSF6cuXL8PIyOiT6718+fIn10HqYZsXPbZ50WObF73Prc1TUlJULqt2ErJs2TKMGzcu11MlRe2vv/7Cvn37sHbt2k8a6zFs2DAMGjRInE5KSoK7uzvs7OxgYmKiiVDzlNPrksPW1vaT1pmVlYXLly/D1tYWUqn0U8MjFbDNix7bvOixzYve59rmH36v5UftJOT169fo0KGDuovlqmLFipBKpYiPj1eYHx8fDzMzs3yXXblyJf766y+EhIQoXBZsbm4u1mFhYaFQZ16XD+vr60NfX19pvlQqLfQd/2H9mlpnUcROitjmRY9tXvTY5kXvc2tzdWJV+46p7du3x8mTJ9VdLFf6+vqwsbFBRESEOC87OxsRERFwcHDIc7kVK1Zg6dKlCA4Ohq2trcJr1apVg7m5uUKdSUlJ+Pfff/Otk4iIiIqWSj0ha9euFf+vUaMGFixYgH///RcymQy6uopV+Pj4qBXAoEGDMHnyZDRo0AB2dnZYs2YNUlNT4enpCQD4/vvvUblyZUycOBHAu1MwCxcuxLx582BpaSmOATE2NkaZMmUgkUjg4+ODZcuWoUaNGuIluhYWFuLVMkRERKR9KiUhq1evVpg2NjbGuXPncO7cOYX5OQmAOjp27Cg+hyYuLg716tVDcHCweDrmyZMn0NH5X4fN5s2bkZGRoXSb+FGjRmH06NEAgG+//RapqamYOnUqEhMT4eTkhODgYN4jhIiIqBhRKQk5cuRIoQbh5eUFLy+vXF9bt26d2rFIJBKMHTsWY8eO1Uh8REREpHlqjwmJjY0tjDiIiIiolFH76pg2bdrgiy++QKNGjeDi4gIXFxfUqFGjMGIjIiKiEkztJOTYsWM4e/Yszp8/j+DgYPz000+wsLBAo0aN8NVXX6F3796FEScRERGVMGonIZUrV0bXrl3RtWtXAO9u4b58+XLs3r0b+/btYxJCREREKlE7CUlNTcXFixfFq2OuXr2KWrVq4euvv4aLi0thxEhEREQlkNpJSKNGjVCuXDl06dIF3377LZydncWHxxERERGpSu0kpHnz5rh48SL27t2LFy9e4MWLF3BxcYGVlVVhxEdEREQllNpJyNKlSwEA169fx/nz53Hq1CksWLAAUqkULi4umDdvnsaDJCIiopJH7fuE5JDL5XB0dIS9vT1sbW3x8uVL7N+/X5OxERERUQmmdk9ISEgIzp49i8jISCQnJ0Mul6NRo0bo06cPnJ2dCyNGIiIiKoHUTkL27NkDFxcX9O3bF87OzihbtmxhxEVEREQlnNpJyI4dOwojDiIiIiplCjwmhIiIiOhTMAkhIiIirWASQkRERFrBJISIiIi0gkkIERERaYVKV8d0794dEolEpQpDQ0M/KSAiIiIqHVRKQlq3bi3+n5aWho0bN8La2hr29vYAgH///Re3bt3CgAEDCiVIIiIiKnlUSkJGjRol/j9lyhR4e3tj3LhxCmUWLlyIJ0+eaDQ4IiIiKrnUHhMSHh6O7t27K83v2rUrDh48qImYiIiIqBRQOwkxNDREZGSk0vzIyEgYGBhoJCgiIiIq+dS+bfs333yDadOm4erVq7C1tQUAREdHY8eOHRg5cqTGAyQiIqKSSe0kZOjQoahWrRrWrl2Lv//+GwBQq1Yt/P777+jYsaPGAyQiIqKSSe0kBAA6duzIhIOIiIg+SYFuVpaYmIht27bhjz/+QEJCAgDgypUrePbsmSZjIyIiohJM7Z6Q69evY9CgQShbtiwePXqE3r17o0KFCjh48CCePHmC2bNnF0acREREVMKo3RMyc+ZM9OjRAwcPHoS+vr44393dHRcuXNBocERERFRyqZ2EXL58Gf369VOaX7lyZcTFxWkkKCIiIir51E5C9PX1kZSUpDT/3r17qFSpkkaCIiIiopJP7STEw8MDS5YsQUZGhjjv8ePHmDt3Ltq2bavR4IiIiKjkUjsJ8ff3R0pKClxdXZGWlgZvb2+0bdsWZcqUwfjx4wsjRiIiIiqB1L46pmzZsggJCcGFCxdw48YNpKSkwMbGBq6uroURHxEREZVQBbpZGQA4OzvD2dlZk7EQERFRKaJSErJ27Vr07dsXBgYGWLt2bb5lfXx8NBIYERERlWwqJSGrV69Gly5dYGBggNWrV+dZTiKRMAkhIiIilaiUhOzatQtly5YFABw5cqRQAyIiIqLSQaWrY1xcXBAfHw/g3emWxMTEQg2KiIiISj6VkhBjY2PxQXXnzp1DZmZmYcZEREREpYBKp2NcXV3h4+ODWrVqAQD8/Pygp6eXa9mPDVwlIiIiAlRMQubMmYPQ0FA8ePAA58+fR506dWBoaFjYsREREVEJplISYmhoiP79+wMA/vvvP0yaNAnlypUr1MCIiIioZFP7ZmXr1q0rjDiIiIiolFEpCQkMDMTYsWNhbGyMwMDAfMsGBARoJDAquLzG6xARERUnKiUhV69eFa+IuXr1aqEG9DnJys6GVEftZwAWKqlUivr1bbQdBhER0UeplIS8fwqGp2P+R6qjgx83nkDM89cFriM7463C9LfLwqGjV/BBv1YW5TFjQDNkZWUVuA4iIqKioPaYkICAAEyZMgUmJiYK81NSUvDrr79+9HRNSRPz/DWuP3pZ4OUlmeko/970rccJEHT1Pz0wIiKiYk7tcwlhYWFIS0tTmv/27Vvs2rVLI0ERERFRyadyT0hSUhIEQYAgCEhOToaBgYH4WlZWFo4fP45KlSoVSpBERERU8qichDg7O0MikUAikaBdu3ZKr0skEowePVqjwREREVHJpXISsnbtWgiCgG+++QaLFi1C+fL/G8mgp6eHqlWronLlyoUSJBEREZU8KichLi4uAIDDhw+jSpUq0Clml6YSERHR50Xtq2MsLS2RmJiI6OhoxMfHQxAEhde7d++uqdiIiIioBFM7CTly5AgmTZqElJQUmJiYQCKRiK9JJBImIURERKQStZOQWbNmoWfPnpgwYQKMjIwKIyYiIiIqBdQe2PHs2TP4+PgwASEiIqJPonYS0rRpU1y+fLkwYiEiIqJSRO3TMe7u7pgzZw7u3LkDmUwGXV3FKlq1aqWx4IiIiKjkUjsJ+emnnwAAS5YsUXpNIpHg2rVratW3YcMGrFy5EnFxcahbty5++ukn2NnZ5Vr21q1bWLhwIa5cuYJHjx4hICAAAwcOVCizaNEiLF68WGGelZUVwsPD1YqLiIiICpfaScj169c1tvJ9+/YhMDAQ06dPR8OGDbFmzRr4+voiPDwcpqamSuVTU1NRrVo1tG/fPt8H5dWpUwchISHitFQq1VjMREREpBmfdMex3B5kp46QkBD06dMHPXv2hLW1NaZPnw5DQ0Ps2LEj1/J2dnaYPHkyOnXqBH39vJ80K5VKYW5uLv7xmTZERETFj9o9IVlZWVi+fDk2b96M+Ph4HDhwANWrV8eff/4JS0tL9O7dW6V60tPTceXKFQwbNkycp6OjA1dXV0RFRakbloL79++jadOmMDAwgL29PSZOnIiqVavmG0t6ero4nZSUBODdtmZlZeW5XHHuYcnOztZ2CKVGzjGS37FCmsU2L3ps86L3uba5OvGqnYQsW7YMYWFh+O6778TxIQAgk8mwZs0alZOQV69eISsrS+m0i6mpKe7evatuWCI7OzsEBgbCysoKcXFxWLJkCb7++mvs3r0bJiYmuS4TFBSkNI4EAKKjo2FsbJzrMkZGRqhfv36B4yxst27dQmpqqrbDKFV41VjRY5sXPbZ50fvc2jwlJUXlsmonIbt27cKvv/6KJk2a4Oeffxbny+XyT0oeNMXd3V38v27dumjYsCFatmyJ/fv355kgDRs2DIMGDRKnk5KS4O7uDjs7uzwTl+KuTp06fL5PEcnKysLly5dha2tbrHvHShK2edFjmxe9z7XNc84mqELtJOTZs2f48ssvleYLgoDMzEyV66lYsSKkUini4+MV5sfHx8PMzEzdsPJUrlw51KxZEw8ePMizjL6+fq5jTKRS6We149+no6Pz2cb+ufqcj5fPFdu86LHNi97n1ubqxKr2T2Vra2tcuHBBaX54eDjq1auncj36+vqwsbFBRESEOC87OxsRERFwcHBQN6w8JScnIzY2Fubm5hqrk4iIiD6d2j0hI0eOhL+/P549ewZBEHDw4EHExMQgLCwMQUFBatU1aNAgTJ48GQ0aNICdnR3WrFmD1NRUeHp6AgC+//57VK5cGRMnTgTwbgDpnTt3xP+fPXuGa9euwdjYGDVq1ADw7tk2LVu2RNWqVfH8+XMsWrQIOjo66Ny5s7qbSkRERIVI7SSkdevWWL58OZYsWQIjIyMsXLgQ9evXx/Lly+Hm5qZWXR07dsTLly+xcOFCxMXFoV69eggODhZPxzx58kRhXMPz588VntK7atUqrFq1Ci4uLli3bh0A4OnTp5gwYQISEhJQqVIlODk5YevWrbxMl4iIqJhROwkBAGdnZ4WbgX0KLy8veHl55fpaTmKRo1q1arhx40a+9c2fP18jcREREVHh4uUTREREpBUq9YQ0atQIEolEpQrPnTv3SQERERFR6aBSEvLDDz+I/yckJGDZsmVo2rQp7O3tAQCXLl3CyZMnMXLkyEIJkoiIiEoelZKQHj16iP+PHj0aY8aMURjH4ePjg/Xr1+P06dNKT7UlIiIiyo3aY0JOnjyJZs2aKc1v1qyZwj0/iIiIiPKjdhJSoUIFHD58WGn+4cOHUaFCBU3ERERERKWA2pfojh49Gj/++CPOnTsHOzs7AO8e9HbixAn8+uuvGg+QiIiISia1kxBPT0/Url0ba9euxT///AMAqFWrFjZu3IiGDRtqPEAiIiIqmQp0s7KGDRti3rx5mo6FiIiIShGVkpCkpCTxkfYfe0RvTjkiIiKi/Kh8s7KTJ0/C1NQUzs7Oud64TBAESCQSXLt2TeNBEhERUcmjUhKyZs0alC9fHgCwdu3aQg2IiIiISgeVkhAXF5dc/yciIiIqKD7AjoiIiLSCSQgRERFpBZMQIiIi0gq1khBBEPD48WOkpaUVVjxERERUSqidhLRt2xZPnjwprHiIiIiolFArCdHR0UGNGjWQkJBQSOEQERFRaaH2mJCJEydi9uzZuHnzZmHEQ0RERKWE2s+OmTx5MlJTU9GtWzfo6enB0NBQ4fVz585pLDgiIiIqudROQn744YfCiIOIiIhKGbWTkB49ehRGHERERFTKFOg+IQ8ePMD8+fMxYcIExMfHAwCOHTuGW7duaTQ4IiIiKrnUTkLOnTuHLl26IDo6GgcPHkRKSgoA4MaNG1i0aJHGAyQiIqKSSe0kZN68eRg3bhxCQkKgp6cnzv/qq69w6dIlTcZGREREJZjaScjNmzfRunVrpfmVKlXCq1evNBIUERHR5+jt27dISkrC27dvtR3KZ0Htgally5ZFXFwcqlevrjD/2rVrqFy5ssYCIyIi+pwsWbIEO3fuFKc9PT3h5+enxYiKP7V7Qjp16oS5c+ciLi4OEokE2dnZuHjxImbNmoXu3bsXQohERETF3/sJSG7TpEztJGT8+PGoVasWWrRogZSUFHTq1AleXl5wcHDAiBEjCiNGIiKiYq9t27b5TpMytU/H6OvrY8aMGRg5ciRu3bqF5ORk1K9fHzVr1iyE8IiIiD4Pfn5+OHjwoMI05U/tJCRH1apVUaVKFQCARCLRWEBERERUOhToZmXbtm1D586dYWtrC1tbW3Tu3Bnbtm3TdGxERERUgqndE7JgwQKsXr0aXl5esLe3BwBcunQJv//+Ox4/foyxY8dqOkYiKgHevn2LzMxM6OrqKj34kohKJ7WTkE2bNuHXX39F586dxXmtWrWCXC7Hr7/+yiSEiJTw0kUiyo3ap2MyMzPRoEEDpfk2NjbIysrSSFBEVLLw0kUiyo3aSUi3bt2wadMmpflbt25Fly5dNBIUEZUsvHSRiHJToKtjtm/fjlOnTqFhw4YAgOjoaDx+/Bjdu3dHYGCgWC4gIEAzURLRZ42XLhJRbtROQm7evIn69esDAB48eAAAqFChAipUqICbN2+K5XjZLhEREeVH7SRk3bp1hREHERERlTIFuk8IERER0adiEkJERERawSSEiIiItKLAz44hIiJSF++cS+9TOQlJT0+Hvr5+YcZCREQlGO+cSx9S+XSMk5MTvL29sXjxYly4cAEZGRmFGRcREZUwvHMufUjlJGT69OmwtLTEzp074eXlhUaNGmHQoEEICgrCpUuXeMt2IiLKF++cSx9S+XSMp6cnPD09AQCxsbE4e/Yszp8/j82bN+PPP/+EkZERnJ2d8ddffxVasERE9PninXPpQwUamFq9enVUr14dvXr1QmxsLLZv347169fjxIkTmo6PiIiISii1k5DHjx/j7NmzOHfuHM6ePYtXr17B3t4egwcPhouLS2HESERERCWQyklIQEAAzp07h9evX8PR0RHOzs7o06cPbG1toavLK32JiIhIPSpnD6GhoahatSqGDx+OJk2aoH79+nxIHRERERWYyknIvn37xNMwISEhSE9Ph5OTExo1agQXFxfY2NhAR4c3YCUiIiLVqJyE1KpVC7Vq1UL//v0BALdv3xbHhaxatQppaWlwcnJCUFBQoQVLREREJUeBB3NYW1ujQoUKKF++PMqXL4+9e/fi+PHjmoyNtIi3ViYiosKmVhISHx+Ps2fPiqdl7t27Bz09PdjZ2WHgwIFo3LhxYcVJRYi3ViYioqKgchLSoUMH3Lt3D1KpFLa2tmjXrh0aN24MR0dHGBgYFGaMVMRyu7UykxAiItI0lZOQ1q1bo3HjxnBycoKRkVFhxkRa1rZtW4W7GvLWykREVBhUvpxl4sSJaNq0qVICkpmZieTk5AIHsGHDBnh4eMDW1ha9e/dGdHR0nmVv3bqF0aNHw8PDA3K5HKtXr/7kOknZh70e7AUhIqLCoHIScuTIEaVu+mXLlsHBwQGNGjXC4MGD8fr1a7VWvm/fPgQGBsLPzw+hoaGoW7cufH19ER8fn2v51NRUVKtWDRMnToS5ublG6iQiIiqu9PT0tB1CoVI5CQkJCUFqaqo4HRkZiYULF2LkyJH4888/8eTJEyxdulStlYeEhKBPnz7o2bMnrK2tMX36dBgaGmLHjh25lrezs8PkyZPRqVMn6Ovra6ROIiKirOxsbYegRCqVon59G22HUahUHhNy+/ZtODg4iNMHDhyAq6srRowYAQAwMDDAb7/9hoCAAJXqS09Px5UrVzBs2DBxno6ODlxdXREVFaVqWIVeJxERlXxSHR38uPEEYp6r16P/vuyMtwrT3y4Lh45ewW9xYGVRHjMGNENWVlaB6yjuVE5CkpOTUaFCBXH64sWLaN++vThtbW2N58+fq7ziV69eISsrC6ampgrzTU1NcffuXZXr0USd6enpSE9PF6eTkpIAAFlZWfnufKlUWqA4i0L2J2T1H27zx9qhtMtpG7ZR3jR9TLHNi54m2rw4f7ZIpVLEPH+N649eFrgOSWY6yr83fetxAgTd3Hvt1fEpn+faoM4+VTkJqVy5Mu7cuYOqVasiOTkZ169fV+j1SEhI+GxvahUUFITFixcrzY+OjoaxsXGuyxgZGaF+/fqFHVqB3bp1S+H0mTo+XO7y5cu8IkoFly9f1nYIxVZhHVNs86L3KW1eXD9bSvLnuTakpKSoXFblJKR9+/b4/fffMWzYMBw/fhzm5uawt7cXX//vv/9gZWWl8oorVqwIqVSqNGA0Pj4eZmZmKtejiTqHDRuGQYMGidNJSUlwd3eHnZ0dTExMChSLttWpU6fAz/LJ6QnKYWtr+9m2Q1HIysrC5cuXYWtrW6x7x7RJ08cU27zoaaLN+dlSMJ/yea4NH+7n/KichPj5+eHZs2f47bffYGZmhjlz5igciHv27EHLli1VXrG+vj5sbGwQERGB1q1bA3jX5RQREQEvLy+V69FEnfr6+rkOdJVKpZ/tB5yOjk6BY/9wuc+5HYoS2ylvhXVMsc2L3qe0OT9bCuZTPs+1QZ1YVU5CDA0NMXv27DxfX7duncorzTFo0CBMnjwZDRo0gJ2dHdasWYPU1FR4enoCAL7//ntUrlwZEydOBPBu7MadO3fE/589e4Zr167B2NgYNWrUUKlOIioZSvqli0SlQYEfYKcJHTt2xMuXL7Fw4ULExcWhXr16CA4OFk+dPHnyRKEL6vnz5+jevbs4vWrVKqxatQouLi5iEvSxOolIPVnZ2ZAWs67g0nDpIlFpoNUkBAC8vLzyPFXyYe9KtWrVcOPGjU+qk4jUw0sXiaiwaD0JIaLir7heukhEn7fi1cdKREREpYZKSYiLiwtevnz3KyggIECty2+IiIiIcqNSEpKRkSE+KTcsLEzh7qJEREREBaHSmBB7e3uMHDkSDRo0gCAImDFjBgwMDHItGxgYqNEAiYiIqGRSKQmZM2cOVq9ejQcPHkAikeDNmzdIS0sr7NiIiIioBFMpCTEzM8OkSZMAAB4eHpg9ezYqVqxYqIERERFRyab2JbpHjhwpjDiIiIiolCnQfULOnTuHVatWibdQr127NoYMGQJnZ2eNBkdERMUHb5VPmqb2fUJ27dqFQYMGwdDQEN7e3vD29oahoSEGDhyI3bt3F0aMRERUDDSwqV/sHqQmZPOuuZ8ztXtCli9fju+++w4DBw4U5/n4+CAkJARLly5Fly5dNBkfEREVEzpSXbzY6Y+MF3cLtHxyerbC9NPVA1FGv+D3zNQzqwUzz5kFXp60T+0kJDY2Fi1btlSa7+HhgT/++EMjQRERUfGU8eIuMp5eK9CymZkSAOb/m35+Exm6goYio8+R2ilolSpVEBERoTT/9OnTqFKlikaCIiIiopJP7Z6QQYMGYcaMGbh27RocHBwAAJGRkQgNDcWUKVM0HiARERGVTGonIQMGDIC5uTlWrVqF8PBwAECtWrUwf/58tG7dWuMBEhERUclUoEt027RpgzZt2mg6FiIiIipFCj4smYiIiOgTMAkhIiIirWASQkRERFrBJISIiIi04pOSEEEQIAi80UxxYlrWEEJ2Fm+tTERUxIwenst3mpQV6OqYsLAwrFy5Evfu3QMA1KxZE76+vujevbsGQ6OCKGuoD4mOlLdWJiIqYvov7yhNp9RsqqVoPg9qJyEhISFYsGABvv76a4wbNw4AcPHiRUybNg0JCQkKz5Qh7eGtlYmIilaaeT0YxF1TmKb8qZ2ErFu3DtOmTVPo9WjVqhXq1KmDRYsWMQkhIqJSKbW6C1ItHSHJzoagowPoFOhkQ6midgvFxcWJt2t/n4ODA+Li4jQSFBER0WdJRxcCL/lQmdpNVaNGDezfv19p/r59+1CzZk1NxERERESlgNo9IaNHj8b48eNx/vx5ODo6Anj3ALszZ87gzz//1HR8REREVEKp3RPSrl07bN26FRUrVsThw4dx+PBhVKxYEdu2bePzZIgoV7x0kYhyU6BRMw0aNMDcuXM1HQsRlVC8dJGIcqNSEpKUlAQTExPx//zklCMiysFLF4koNyolIY0aNcLJkydhamoKZ2dnSCQSpTKCIEAikeDatYLdm4KISi5eukhEuVHpk2DNmjUoX748AGDt2rWFGhARlVC8dJGIPqBSEuLi4iL+X61aNVSpUkWpN0QQBDx58kSz0REREVGJpfbvklatWuHly5dK8xMSEtCqVSuNBEVEREQln9onZnPGfnwoJSUFBgYGGgmKiIg+3du3b5GZmQldXV0YGhpqOxwiJSonIYGBgQAAiUSCP//8E0ZGRuJrWVlZiI6ORt26dTUfIRERqW3JkiXYuXOnOO3p6Qk/Pz8tRkSkTOUk5OrVqwDe9YTcvHkTenp64mv6+vqoW7cuBg8erPkIiYgKSUnuKXg/AcmZZhJCxY3KSci6desAAAEBAZgyZQrvB0JEn7WS3lPQtm1bHDx4UGGaqLhRe2BqYGAgExAi+uzl1lNQknyYUJWkBItKjgLdMejy5cvYv38/njx5goyMDIXXFi9erJHAiIgKE3sKiLRP7Z6QvXv3on///rh79y7++ecfZGZm4tatWzhz5gzKli1bGDESEWkcewqItE/tJGT58uUICAjA8uXLoaenhylTpiA8PBwdOnRAlSpVCiNGIiIqATbeNsl3mkoftZOQ2NhYuLu7A3h3VUxKSgokEgkGDhyIrVu3ajxAIiIqGU49M8p3mkoftZOQcuXKITk5GQBgYWGBW7duAQASExORmpqq2eiIiKjEaGOZku80lT5qD0xt1KgRTp8+Dblcjvbt2+O3337DmTNncPr0aTRp0qQwYiQiohJggHUSelolIUuQQCoRYCDVdkSkbWonIT/99BPS0tIAACNGjICenh4iIyPRtm1bjBgxQuMBEhFRyfEu8RC0HQYVE2onIRUqVBD/19HRwdChQ8Xpt2/faiSo0sTo4Tml6ZSaTbUUDRERUdFRe0xIbtLT0xESEsKn6BaA/ss7+U4TERGVVCr3hKSnp2PRokU4deoU9PX1MWTIELRu3Ro7duzA/PnzIZVK8c033xRmrCVSmnk9GMRdU5gmIiIqDVROQhYsWIAtW7bA1dUVkZGRGDt2LDw9PXHp0iUEBASgffv2kEo5ykhdqdVdkGrpCEl2NgQdHUCnQDexJaISJCs7G1IdjXRUaww/36kwqPyNFx4ejlmzZqFVq1a4efMmunbtiszMTPz999+QSCSFGWPJp6MLoXh93hAVa6ZlDSFkZxW7L0YhOwsSnU+PSaqjgx83nkDM89cFriM7Q3GM3rfLwqGjV/AnBbvKq8Kvg2OBlyfKjcpJyLNnz9CgQQMAgEwmg76+PgYOHMgEhIiKXFlDfUh0pHix0x8ZL+4WqI7k9GyF6aerB6KMfsF/DeiZ1YKZ58wCL/+hmOevcf3RywIvL8lMR/n3pm89ToCgq1/g+mqalyvwskR5UTkJycrKgp6enjgtlUphbGxcKEEREaki48VdZDy99vGCucjMlAAw/9/085vI0OWlo0RFSeUkRBAE+Pv7Q1//XSadnp6OadOmwchI8ba7fIru5y+35zsMqftGS9EQEVFJpXIS0qNHD4Xprl27ajwYKh5ye74DkxAiItI0lZOQwMDAwoyDipE2lin455GxwnRJ8/btW2RmZkJXVxeGhgUfrEdEVNwV5887Xg9KSkr68x2WLFmCnTt3itOenp7w8/PTYkRERIWjuH/e8cJQypWBFDDWLXkJCACFN2Ru00REJUVx/7wrFknIhg0b4OHhAVtbW/Tu3RvR0dH5lt+/fz/at28PW1tbdOnSBceOHVN43d/fH3K5XOHP19e3MDeBPiNt27bNd5qIqKQo7p93Wk9C9u3bh8DAQPj5+SE0NBR169aFr68v4uPjcy0fGRmJiRMnolevXggLC0OrVq3g5+eHmzdvKpRr1qwZTp48Kf798ccfRbE59Bn4sCuyOHVNEhFpUnH/vNN6EhISEoI+ffqgZ8+esLa2xvTp02FoaIgdO3bkWn7t2rVo1qwZhgwZgtq1a2PcuHGoX78+1q9fr1BOX18f5ubm4l/58uVzrY+IqCTK7QndRMWNVpOQ9PR0XLlyBa6uruI8HR0duLq6IioqKtdlLl26hCZNmijMa9q0KS5duqQw79y5c2jSpAnatWuHn3/+Ga9evdJ4/ET0+crtfjglCZ/QTZ8DrV4d8+rVK2RlZcHU1FRhvqmpKe7ezf1WzC9evICZmZlS+RcvXojTzZo1Q5s2bVCtWjXExsbijz/+wLfffostW7bk+qyJ9PR0pKeni9NJSUkA3t0lNisrK8/4i9tzK4q7/NqyKH0Yx8f2s6r1FZft07SSepwX1v1wNHEcaKLNS9MTuotLmxeW7OzsjxfKg6Y/7wqyzvyUyEt0O3XqJP6fMzC1devWYu/Ih4KCgnK902t0dHSet6Y3MjJC/fr1NRd0KXDjxg2kpqZqOwylGC5fvqx059+CuHz58ifXUdyU5OO8sO6H86nHuabavDQ9obu4tHlhuXXrVoG3r7A+7/KTkqL6e0mrR2XFihUhlUqVBqHGx8cr9XbkMDMzU+j1+Fh5AKhevToqVqyI+/fv55qEDBs2DIMGDRKnk5KS4O7uDjs7O5iYlKwuWm2Sy+XaDgHA/3q6ctja2n7Sfs7KysLly5dha2tbrH9NkaLCuh9OcTnOAZSaJ3QXqzYvBHXq1IGOTsF2pKY/7wqyzvxoNQnR19eHjY0NIiIi0Lp1awDvup0iIiLg5eWV6zL29vY4c+YMBg4cKM47ffo07O3t81zP06dPkZCQAHNz81xf19fXF5+J8z6pVMovFQ0qLm35YRya2s88Xj4/7xIPzT60jsdA0Svpba6jo1PgbSyszzt11pkfrefIgwYNwtatWxEaGoo7d+5g2rRpSE1NhaenJwDg+++/x7x588TyPj4+OHHiBFatWoU7d+5g0aJF+O+//8SkJTk5GbNmzcKlS5fw8OFDREREYOTIkahRowaaNWumlW0kIiIiZVo/SdixY0e8fPkSCxcuRFxcHOrVq4fg4GDx9MqTJ08UuqEcHR0xd+5c/Pnnn/jjjz9Qs2ZNLFmyBDKZDMC7DOzmzZsICwvDmzdvYGFhATc3N4wdOzbX3g4iIiLSDq0nIQDg5eWV5+mXdevWKc3r0KEDOnTokGt5Q0NDrFy5UqPxERERFTXTsoYQsrOK3ekmITsLEh3NxFQskhAiIiJSVNZQHxIdKV7s9EfGi9xvW/ExyemKl/c+XT0QZfQLPhJDz6wWzDxnFnj5DzEJISIiKsYyXtxFxtNrHy+Yi8xMCYD/XZSR+fwmMnQ1Oxj7U2h9YCoRERGVTkxCiIiISCuYhBAREZFWMAkhIiIirWASQkRERFrBJISIiIi0gkkIERFRCbXxtkm+09rGJISIiKiEOvXMKN9pbWMSQkREVEK1sUzJd1rbeMdUIiKiEmqAdRJ6WiUhS5BAKhFgULweQ8MkhEgT9PT0tB0CEVGu3iUexedW7e/j6Rj6rGRlZ3+8UBGTSqWoX99G22EQEX122BNCnxWpjg5+3HgCMc9fF7iO7Iy3CtPfLguHjp5hgeuzsiiPGQOaISsrq8B1EBGVRkxC6LMT8/w1rj96WeDlJZnpKP/e9K3HCRB09T89MCIiUgtPxxAREZFWMAkhIiIirWASQkRERFrBJISIiIi0gkkIERERaQWTECIiItIKJiFERESkFUxCiIiISCuYhBAREZFWMAkhIiIirWASQkRERFrBJISIiIi0gkkIERERaQWTECIiItIKJiFERESkFUxCiIiISCuYhBAREZFWMAkhIiIirWASQqWO0cNz+U4TEVHRYBJCpY7+yzv5ThMRUdFgEkKlTpp5vXyniYioaOhqOwCiopZa3QWplo6QZGdD0NEBdPg2ICLSBn76UumkowuB/YBERFrFj2EiIiLSCiYhREREpBVMQoiIiEgrmIQQERGRVjAJISIiIq1gEkJERERawSSEiIiItIJJCBEREWkFkxAiIiLSCiYhREREpBVMQoiIiEgrmIQQERGRVjAJISIiIq1gEkJERERawSSEiIiItIJJCBEREWkFkxAiIiLSCiYhREREpBVMQoiIiEgrikUSsmHDBnh4eMDW1ha9e/dGdHR0vuX379+P9u3bw9bWFl26dMGxY8cUXhcEAQsWLEDTpk1hZ2eHgQMH4t69e4W4BURERKQurSch+/btQ2BgIPz8/BAaGoq6devC19cX8fHxuZaPjIzExIkT0atXL4SFhaFVq1bw8/PDzZs3xTIrVqzAunXrMG3aNGzduhVGRkbw9fVFWlpaUW0WERERfYTWk5CQkBD06dMHPXv2hLW1NaZPnw5DQ0Ps2LEj1/Jr165Fs2bNMGTIENSuXRvjxo1D/fr1sX79egDvekHWrl2LESNGoHXr1qhbty5mz56N58+f49ChQ0W5aURERJQPrSYh6enpuHLlClxdXcV5Ojo6cHV1RVRUVK7LXLp0CU2aNFGY17RpU1y6dAkA8PDhQ8TFxSnUWbZsWTRs2DDPOomKg9evX+Pp06d4/fq1tkMhIioSutpc+atXr5CVlQVTU1OF+aamprh7926uy7x48QJmZmZK5V+8eAEAiIuLE+flVeZD6enpSE9PF6ffvHkD4N2XQlZWVp7xS6VSVCuvj6x04zzLFDVTYx0kJSUh3aQ6MirmHXtREkyqIykpKd+2VFVxbPNq5fWRlJSEjIwM6OgULK/v3r270rywsLBPC0xDimOb8zgvemzzove5tnlSUtK7soLw0fq0moQUF0FBQVi8eLHSfA8PDy1E82miAAT5azuKD/0HTN+j7SAKTRSAsJmar9fFxUXzlZYQPM6LHtu86H3ubZ6cnIyyZcvmW0arSUjFihUhlUqVBqHGx8cr9XbkMDMzU+rReL+8ubm5OM/CwkKhTN26dXOtc9iwYRg0aJA4nZ2djdevX6NChQqQSCTqb5gWJSUlwd3dHceOHYOJiYm2wykV2OZFj21e9NjmRe9zbXNBEJCcnKzwHZwXrSYh+vr6sLGxQUREBFq3bg3gXQIQEREBLy+vXJext7fHmTNnMHDgQHHe6dOnYW9vDwCoVq0azM3NERERgXr16gF4tyP//fdf9O/fP8849PX1FeaVK1fuE7dOu0xMTD6rg7YkYJsXPbZ50WObF73Psc0/1gOSQ+tXxwwaNAhbt25FaGgo7ty5g2nTpiE1NRWenp4AgO+//x7z5s0Ty/v4+ODEiRNYtWoV7ty5g0WLFuG///4TkxaJRAIfHx8sW7YMhw8fxo0bN/D999/DwsJCTHSIiIhI+7Q+JqRjx454+fIlFi5ciLi4ONSrVw/BwcHi6ZUnT54oDPZzdHTE3Llz8eeff+KPP/5AzZo1sWTJEshkMrHMt99+i9TUVEydOhWJiYlwcnJCcHAwDAwMinz7iIiIKHcSQZXhq/TZSE9PR1BQEIYNG6Z0iokKB9u86LHNix7bvOiVhjZnEkJERERaofUxIURERFQ6MQkhIiIirWASQkRERFrBJOQz4e3tjd9++02c9vDwwOrVq8VpuVwuPqDv4cOHkMvluHbtWlGHWaJ82MYfs3PnTjg7O4vTixYtQrdu3VRaVp2ylLsPj/uzZ89CLpcjMTERgPL+ocLBY1n73v8+KO6YhGiRv78/5HI5pk6dqvTa9OnTIZfL4e//7p69ixYtwtixY1Wqt0qVKjh58iTq1Kmj0XiLm5cvX+Lnn39GixYt0KBBA7i5ucHX1xcXL17USP3bt29H3759C7z84MGDVU5i1CmrbXK5PN+/RYsWaTvEXHXs2BEHDhzQdhgak/P58eHf/fv3tRrX53QsqyIqKgr16tXD0KFDFebnlWwVZQKQVwwnT55E8+bNiySGT6X1+4SUdlWqVMG+ffvwww8/wNDQEACQlpaGPXv2oGrVqmK5ChUqqFynVCoVb19fko0ePRoZGRmYOXMmqlevjvj4eERERCAhIUEj9VeqVOmTli9TpgzKlCmj8bLadvLkSfH/ffv2YeHChQgPDxfnGRv/7wFggiAgKysLurra/6gxNDQU32MlRbNmzRAYGKgwryDHbXp6usYuAf2cjmVVbN++HV5eXti+fTuePXuGypUrf3Kdmmzv3HxOn//sCdGy+vXro0qVKjh48KA47+DBg6hSpYp423lA+XRMfvLqlo6IiICnpycaNmyIfv36KT2peOnSpWjSpAkcHBwwZcoUzJ07t9h2qyYmJuLChQuYNGkSvvrqK1haWsLOzg7Dhg1Dq1atAACPHz/GiBEj4ODgAEdHR4wdO1bpuUNHjhxBz549YWtri8aNG8PPz0987cPTMSEhIejSpQvs7e3h7u6OadOmITk5Oc8YP/yVcvbsWfTq1Qv29vZwdnZGv3798OjRo1zL+vv7Y+TIkVi5ciWaNm2Kxo0bY/r06cjIyBDLPH/+HEOHDoWdnR08PDywe/dutU8hFYS5ubn4V7ZsWUgkEnH67t27cHR0xLFjx+Dp6QlbW1tcvHgRDx48wIgRI+Dq6goHBwf07NkTp0+fFuv8448/0Lt3b6V1de3aVeHhktu2bUOHDh1ga2uL9u3bY8OGDSrHndfpsrCwMHh4eMDJyQnjx48XnwAKvHvkw8SJE2Fvb4+mTZti9erVar0XC5u+vr7C/jA3N4dUKsW5c+fQq1cvNGjQAE2bNsXcuXORmZkpLuft7Y1ffvkFv/32Gxo3bgxfX18Aqh3jW7duhbu7Oxo2bAg/Pz+EhITkexqyOB/LH5OcnIx9+/ahf//+aNGiBUJDQwG8O5YWL16M69eviz1QO3fuFB966ufnB7lcLk7ntMm2bdvg4eEBOzs7AMDx48fRv39/ODs7o3Hjxhg2bBgePHigEMPTp08xYcIEuLi4wN7eHp6envj333/zjAFQ7o25ceMGfHx8YGdnh8aNG+Onn35S2K+q7KPCwiSkGOjZs6d48ADAjh07xNvWa9L8+fPh7++PHTt2QCqV4ocffhBf+/vvv7F8+XJMmjQJO3fuRJUqVbBp0yaNx6ApxsbGMDY2xqFDh5Cenq70enZ2NkaOHInXr19j3bp1CAkJQWxsLMaPHy+WOXr0KEaNGgV3d3eEhYVhzZo14odDbiQSCaZMmYI9e/Zg5syZOHPmDObMmaNSvJmZmfDz80OjRo3w999/Y8uWLejbt2++D0g8e/YsHjx4gDVr1mDmzJkIDQ0VPwQBYPLkyXj+/DnWrVuHRYsWYevWrUoPg9SWefPmYeLEidi3bx/kcjlSUlLg7u6O1atXIzQ0FM2aNcPw4cPx+PFjAECXLl0QHR2t8AF869Yt3LhxA126dAHw7hhdsGABxo8fj3379mHChAlYuHChQpuo68GDBzh8+DCWL1+OoKAgnD9/HitWrBBfnzlzJqKiorBs2TKsWrUKFy5cwJUrVwq8vqLw7NkzDB06FLa2tti1axemTZuG7du3Y9myZQrlQkNDoaenh02bNmH69OkAPn6MX7x4ET///DN8fHwQFhYGV1dXLF++/KMxfa7H8v79+1GrVi3UqlULXbt2xY4dOyAIAjp27IjBgwejTp06OHnyJE6ePImOHTti+/btAIDAwECcPHlSnAbeHWsHDhzA4sWLERYWBgBITU3FoEGDsGPHDqxevRoSiQR+fn7Izs4G8C4J8vLywrNnz7B06VLs2rULQ4YMQXZ2dp4xfCglJQW+vr4oX748tm/fjj///BOnT5/Gr7/+qlDuY/uosGi/j5TQtWtXzJs3T/xVHBkZiT/++APnzp3T6HrGjx8vPh5+6NChGDp0KNLS0mBgYID169ejV69e6NmzJwBg1KhROHXqFFJSUjQag6bo6upi5syZ+Omnn7B582bUr18fLi4u6NixI+rWrYuIiAjcvHkThw8fRpUqVQAAs2fPRqdOnRAdHQ07OzssX74cHTt2xJgxY8R683rSMgCFhyZWq1YN48aNw88//4xp06Z9NN6kpCS8efMGLVu2xJdffgkAqF27dr7LlC9fHlOnToVUKkXt2rXh7u6OiIgI9OnTB3fu3MHp06exfft22NraAgBmzJiBtm3bfjSWojBmzBi4ubmJ0xUqVFBo23HjxuHQoUM4cuQIvLy8UKdOHdStWxe7d+8We6N2796Nhg0bokaNGgDe/Zr09/cXt7F69eq4ffs2tmzZgh49ehQoTkEQEBgYKD4crGvXroiIiBB7RMLCwjB37lw0adIEwLsvl2bNmhVoXYXh6NGjcHBwEKebNWsGKysrfPHFF5g6dSokEglq166NZ8+eYe7cufDz8xMfg1GzZk18//33CvV97Bhfv349mjdvLvacWFlZISoqCkePHs03zs/1WN6+fTu6du0K4F3bvnnzBufOnUPjxo1hbGysdOo753RfuXLllE6JZGRkYPbs2Qqny9q1a6dQ5vfff0eTJk1w+/ZtyGQy7NmzBy9fvsT27dvFU/I57wcAucbwoT179iA9PR2zZs0ST5VOnToVw4cPx6RJk8RHpOS3jwoTk5BioFKlSmJXnyAIaNGixSePR8iNXC4X/885aOPj41G1alXExMRgwIABCuXt7Oxw5swZjcehKe3atUOLFi1w4cIFXLp0CSdOnEBwcDBmzJiBpKQkfPHFF2ICAgDW1tYoV64c7t69Czs7O1y7di3XUwB5OX36NIKCgnD37l0kJSUhKysLaWlpSE1NhZGRUb7LVqhQAZ6envD19YWbmxuaNGmCDh065Puoa2tra0ilUnHa3NwcN2/eBADExMRAV1cXNjY24us1atRA+fLlVd6ewpTzZZIjOTkZixcvxtGjRxEXF4esrCy8fftW7AkB3vWG7NixA35+fhAEAXv27MGgQYMAvPs19+DBA0yZMgU//fSTuExmZqbKT+vMjaWlpcLTSS0sLMRf4A8fPkRGRoZC71jZsmVhZWVV4PVpWuPGjRWSYCMjI/zyyy9wcHBQ6GVzcnJCSkoKnj59Ko41e//YyfGxYzwmJkbpQaB2dnYfTUI+x2P57t27uHz5MpYsWQLg3Q+fnN6Oxo0bq11f1apVlT7X7927h4ULF+Lff//Fq1evkHMD8ydPnkAmk+HatWuoX7++WmMCP3Tnzh3I5XKFsVqOjo7Izs5GTEyMmITkt48KE5OQYqJnz5745ZdfAAA///xzoazj/cGBOR9QOd1+nysDAwO4ubnBzc0Nfn5+mDJlChYtWiR+eeVHnUGKDx8+xLBhw9C/f3+MHz8e5cuXx8WLFzFlyhRkZGR8NAkB3v2K9vb2xokTJ7B//378+eefCAkJgb29fa7lPxzMKZFI8Lk8ZeHD9pg1axZOnz6NyZMn48svv4ShoSHGjBmjcM65c+fOmDt3Lq5cuYK3b9/i6dOnYvdyTo/cr7/+ioYNGyrU/f4DLtWV24DZz6WNgXft/P4vY3WXfZ8mjvG8fI7H8vbt25GZmanQ8yUIAvT19XO9ovFjcmu/4cOHw9LSEjNmzICFhQWys7PRuXNn8X1RlAOptbWPOCakmGjWrBkyMjKQmZmJpk2bFvn6rayscPnyZYV5H05/DqytrZGSkoLatWvj6dOnePLkifja7du3kZiYKJ4GkclkiIiIUKneK1euQBAE+Pv7w97eHlZWVnj+/Lna8dWvXx/Dhg3D5s2bxe7WgrCyskJmZiauXr0qzrt//z5ev35doPoKW1RUFHr06IE2bdpALpfDzMxMPP2Y44svvkCjRo2we/du7N69G66urjA1NQUAmJmZwcLCArGxsahRo4bCX/Xq1Qsl5mrVqkFPT0/hffDmzRvcu3evUNanKbVr10ZUVJTCF8jFixdRpkwZfPHFF3kup8oxbmVlhf/++09h3qd+ThTHYzkzMxO7du2Cv78/wsLCxL9du3bBwsICe/bsgZ6eXq4/4vT09JCVlfXRdbx69QoxMTEYMWIEmjRpgtq1ayttc84FBnld8ZdXDO+rXbs2bty4oXBqPTIyEjo6OsWiV49JSDEhlUqxf/9+7Nu3T6FLrKjkXIIWGhqKe/fuYenSpbhx40a+Aye16dWrV/Dx8cGuXbtw/fp1xMbGYv/+/QgODkarVq3g6uoKmUyGSZMm4cqVK4iOjsb3338PFxcX8VTBqFGjsHfvXixcuBB37tzBjRs38Ndff+W6vho1aiAjIwPr1q1DbGwswsLCsHnzZpXjjY2Nxbx58xAVFYVHjx7h5MmTuHfvHmrVqlWg7a9duzZcXV0xdepUREdH4+rVq/jpp59gaGhYLPdZjRo18M8//+DatWu4fv06Jk6cmOuHZ9euXbF3716Eh4eLA1JzjBkzBn/99RfWrl2LmJgY3LhxAzt27EBISEihxGxiYoLu3btj9uzZOHPmDG7duoUpU6ZAIpEUyzbOMWDAADx9+hS//vor7ty5g0OHDom9g/n1GqlyjHt5eeHYsWMICQnBvXv3sHnzZhw/fvyT2qM4HstHjx7F69ev0atXL8hkMoW/tm3bYvv27bC0tMTDhw9x7do1vHz5Uhwgb2lpiYiICMTFxeWbSJUvXx4VKlTAli1bcP/+fURERGDmzJkKZTp16gQzMzP4+fnh4sWLiI2NxYEDBxAVFSWuK7cY3telSxfo6+vD398fN2/exJkzZ/Drr7+iW7du4qkYbWISUoyYmJgonJ8uSl27dsXQoUMxa9Ys9OjRAw8fPkSPHj1gYGCglXg+pkyZMmjYsCHWrFkDLy8vdOnSBQsWLEDv3r3FAXlLly5FuXLl4OXlhYEDB6J69eqYP3++WEfjxo2xYMECHDlyBN26dcM333yT56+6unXrIiAgACtWrEDnzp2xe/duTJgwQeV4jYyMcPfuXYwePRrt2rXD1KlT8fXXX6Nfv34FboNZs2bB1NQUX3/9NUaNGoU+ffqgTJkyxXKf+fv7o1y5cujXrx+GDx+OZs2a5TomoV27dkhISMDbt2+Vxh707t0bM2bMwM6dO9GlSxd4e3sjNDQU1apVK9S47e3tMXz4cAwaNAiOjo6oXbt2sWzjHJUrV8Zff/2F6OhodOvWDdOmTUOvXr0wYsSIfJdT5Rh3cnLC9OnTERISgm7duuHEiRMYOHDgJ7dHcTuWt2/fDldX11zHG7Vr1w7//fcf6tSpg2bNmsHHxwdNmjQRezUnT56M06dPo0WLFvkOmNbR0cH8+fNx5coVdO7cGYGBgUoDhfX19bFq1SqYmppi6NCh6NKlC/766y/xh2q7du1yjeF9RkZGWLlyJRISEtCrVy+MHTsWTZo0URhbpU0SobifmCOtGTRoEMzMzFS+DJW06+nTp+JlsDlXc5BmpaSkoHnz5pg8ebJag5pLsh9//BF3797Fxo0bNVYnj+XSgwNTCcC769U3b96Mpk2bQkdHB3v37sXp06cLraubPl1ERARSUlIgk8kQFxeHOXPmwNLSks9H0aCrV6+KV1O9efNGvFIi54Z4pdHKlSvh5uYGIyMjHD9+HGFhYZ88mJ7HcunFJIQAvBsJfezYMSxfvhxpaWmwsrLCokWL4Orqqu3QKA+ZmZmYP38+YmNjUaZMGTg4OGDu3LnQ09PTdmglyqpVqxATEwM9PT3Y2Nhgw4YNhXIJ/eciOjoawcHBSE5ORvXq1TFlypRP7hXisVx68XQMERERaQUHphIREZFWMAkhIiIirWASQkRERFrBJISIiIi0gknI/2vv3oOiKvs4gH9BcJBQJDUSCjSnAwgsCwnKJqOSihfAymwBbwk6St7QGiEuNdrOgDc0IJO8kBA2Roi5kRg6EjgkXtBFkIvAwrKIl5S0dttd3P29fzictw0QUN+X952ez18857fPc37n2R32N+ecPQ/D/Bf4+/vjq6++Gug0npnejicmJgbvv//+U+2jrKwMTk5OePDgwVON05tnkeuzolQq+Ud1M8w/AfuJLsM8hba2NqSkpKCkpAS//fYbRo0ahTfeeAOrV6+GjY3NQKfH9EFcXNz//GJqfbV48WI4OzsjLi6uX/1iYmLw4MED7Nmz5z+UGcN0jxUhDPOEWlpaIBaLMWbMGCQnJ+Oll17C9evXsX37dpSUlODIkSNPtQT309Dr9TAxMXmqFWb/Kbp7NPezptPpMHjw4P/4fhjm/w37D8UwT2jz5s0wNzfHwYMH4ePjAzs7O0yZMgUZGRm4deuW0To1AKBSqbBx40YIhUL4+fkhOzubjxERUlNTMXXqVLi5uWHy5MmQSCR8XKfTYevWrfDz84NQKMSCBQtQVlbGx48ePYoJEybg9OnTmDNnDtzd3ZGTkwN3d/culzMkEgmWLFnCty9evIiwsDAIBAJMmTIFEonEaMXNu3fvYtWqVRAIBPD398fx48f7PEdpaWmYNGkSvLy88PHHHxstsGUwGJCeng5/f38IBAIEBwejoKCgyxhVVVV4++234eHhgZCQEDQ2NvIxhUKByMhIiEQieHp6Yv78+SgtLeXjycnJ3T5IKzg4GGlpaQC6Xo7R6XSQSCTw9fWFu7s7QkNDUVFRwcc75/qvTp06BScnJ76dmpqKefPmIScnhz8+ACguLkZoaCgmTJiAiRMnYuXKlVAoFH2eTwDIzs7GzJkz4e7uDpFIhHXr1vHHcf78eWRmZsLJyQlOTk5QKpXQ6/WIjY3l8wgICMChQ4eMcs3Ly8Pp06f5fp2frba2Nqxfvx4TJkyAj48PIiMjoVQq+5UvwzwWMQzTb+3t7eTk5ER79+7tNh4fH0/e3t5kMBiIiGjatGnk6elJ6enp1NjYSJmZmeTi4kJnz54lIqITJ06Ql5cXFRUVUWtrK8lkMjpy5Ag/XlxcHInFYrpw4QI1NzfT/v37yc3NjeRyORER5ebmkqurK4nFYrp06RI1NDSQSqUikUhE3377LT/Ow4cPjbY1NzeTUCikjIwMksvldOnSJXrzzTcpJiaG77N8+XIKDg6my5cv09WrV0ksFpNAIKCMjIwe5yc6OpqEQiFFRUVRXV0dnTlzhiZNmkTJycn8a/bs2UOzZs2i4uJiUigUlJubS25ublRWVkZEROfOnSOO42jBggVUVlZG169fp7CwMBKLxfwY1dXV9M0331BtbS3J5XLatWsXubu7U2trKxER1dXVEcdx1NzczPfp3NbU1MTnGhkZycc//fRTmjx5MhUVFdH169cpOjqavL29qb29nZ/r1157zeh4CwsLieM4vp2SkkJCoZAiIiKoqqqKqquriYiooKCATp48SU1NTXTt2jVauXIlBQYGkl6vJyKilpYW4jiOrl271u28VlRUkIuLC0mlUlIqlVRVVUWHDh0iIqIHDx6QWCym+Ph4un37Nt2+fZsePnxIOp2OPvvsM6qoqCCFQkHff/89eXh4UH5+PhER/fHHH7R+/XqKiIjg+2m1WtLpdDR79mz66KOPqKamhurr62njxo0UEBBAWq22x/eeYfqDFSEM8wSuXLlCHMdRYWFht/GMjAziOI5+/fVXInpUhERERBi9JioqipYvX05ERAcPHqSZM2eSTqfrMlZrayu5uLjQzZs3jbYvXbqUdu7cSUSPvhg5juO/7DpJJBJasmQJ3y4pKSE3Nze6f/8+ERHFxsZSQkKCUZ8LFy6Qs7MzaTQaamxsJI7jSCaT8fH6+nriOK7XIsTHx4fUajW/7fDhwyQUCkmv15NWqyUPDw8qLy836hcbG0sbN24kon8XIaWlpXy8qKiIOI4jjUbT477nzp1LWVlZfDs4OJjS0tL49s6dO2nBggVGuXYWISqVilxdXen48eN8XKfT0eTJk2nfvn1E1PcixNXVle7evdtjnkREd+/eJY7jqLa2loh6L0JOnjxJXl5e9Pvvv3cbX7RoEUkkksfuk4ho8+bNtHbtWr7990KMiOjYsWMUEBDAF9JERFqtlgQCAZWUlPS6D4bpC3ZPCMM8BerHDY1CobBLu/O0+KxZs3Do0CFMnz4dfn5+mDJlCqZNmwYzMzPU1dVBr9dj1qxZRv11Op3RPSfm5uZGlwQAICgoCGKxGLdu3YKtrS2kUimmTp2KYcOGAQBqampQW1sLqVRqdEwGgwFKpRJyuRxmZmZwc3Pj4+PGjeP7P46TkxOGDBnCtz09PaFWq9HW1ga1Wo0///wT4eHhRn06Ojrg4uLSZZxOo0aNAvDoEpGdnR1UKhXS0tJQVFSEO3fuQK/XQ6PR4MaNG0ZzkJubi9WrV4OI8MMPP2DZsmXd5qxQKNDR0QEvLy9+m7m5OQQCARoaGno95r+ys7PrssZMU1MTUlJSIJPJ0N7ezn9+2trawHFcr2OKRCLY2dnxnxM/Pz/MmDHDaJ67k52djdzcXNy4cQNarRYdHR1wdnZ+bJ+amhooFAqjuQAArVbb70tIDNMTVoQwzBNwcHCAiYkJGhoaMGPGjC7xhoYGWFtb93mhs9GjR6OgoAClpaUoLS3F5s2bceDAAWRlZUGtVmPQoEHIzc3FoEGDjPpZWlryf1tYWMDExMQoLhAI4ODggB9//BGhoaEoLCxEUlISH1er1QgJCcHixYu7zUkul/cp//7qvOckPT0dtra2RrG/38BpZvbvf1Odx2cwGAAAW7duRWlpKaKjo+Hg4AALCwusW7cOHR0dfJ/AwEDs2LEDVVVV0Gg0uHnzJubMmfPEuZuamnYpPv+6v07dFQarVq2Cvb09JBIJXnjhBRgMBgQGBnbbvztWVlbIy8vD+fPncfbsWaSkpCAtLQ3fffddj4Vhfn4+tm7diujoaHh6euK5557DgQMHIJPJHrsvtVoNV1dX7Nixo0vsn7yAH/NssSKEYZ6AjY0NXn/9dRw+fBjvvfceLCws+NidO3cglUoxb948o6Lg7//0ZTIZxo0bx7ctLCzg7+8Pf39/hIWFYfbs2airq4OLiwv0ej3u3bv3REubBwUFQSqVwtbWFqamppg6dSofGz9+POrr6+Ho6Nht31deeQUPHz5EZWUlf3NlY2Njn57dUVtbC41Gw8/NlStXYGlpidGjR8Pa2hqDBw/GjRs34OPj0+9j6nT58mW89dZbfCGoUqnQ2tpq9JoXX3wR3t7ekEql0Gg0EIlEGDFiRLfjOTg4wNzcHOXl5bC3twfwqMC4evUqli5dCuDRe69SqaBWq/kisKamptdc29vbIZfLIZFI+Pfx4sWL/T5mMzMziEQiiEQirFmzBt7e3jh37hxmzpwJc3NzvkDrVF5eDk9PTyxcuJDf9vczGd31c3V1xYkTJzBixAhYWVn1O0+G6Qv26xiGeUIJCQnQ6XSIiIjAhQsX0NbWhuLiYoSHh8PW1hYbNmwwen15eTn27dsHuVyO7OxsFBQU8L9SOXr0KHJyclBXV4eWlhYcP34cFhYWsLOzw9ixYxEUFIRNmzbhp59+QktLCyoqKpCeno6ioqJe8wwKCkJVVRX27t2LgIAAozMNK1aswOXLl7FlyxZUV1ejqakJp06dwpYtWwA8KkL8/PzwySefQCaTobKyEvHx8UZFV090Oh3i4uJQX1+Pn3/+GampqVi0aBFMTU1hZWWF8PBwJCYmIi8vDwqFAlVVVcjKykJeXl6f3wNHR0cUFhaiuroaNTU1+OCDD7p8mQKPfg2Tn5+PgoICBAUF9TiepaUlQkNDsW3bNhQXF6O+vh4JCQnQaDR45513AAAeHh4YMmQIkpOToVAoIJVKcfTo0V5ztba2xvDhw3HkyBE0Nzfjl19+MTor1RdnzpxBZmYmqqur0draimPHjsFgMGDs2LEAAHt7e8hkMiiVSty7dw8GgwGOjo6orKxESUkJ5HI5du/ejatXrxqNa29vj9raWjQ2NuLevXvo6OhAUFAQbGxsEBkZiYsXL6KlpQVlZWWQSCS4efNmv/JmmJ6wMyEM84TGjBmD3NxcpKamIioqCvfv38fIkSMxffp0rF69usszQpYtW4bKykp8/vnnsLKyQkxMDPz8/AAAw4YNw5dffomkpCQYDAZwHIe9e/fyDzxLTEzEF198gaSkJNy+fRvDhw+HUCg0OqvRE0dHRwgEAlRUVCA2NtYo5uzsjKysLOzevRthYWEAgJdfftnockViYiLi4+OxaNEijBw5EuvXr0dKSkqv+/X19YWjoyMWLlwInU6HwMBArF27lo9HRUXh+eefR3p6OpRKJYYOHYrx48dj1apVvY7dKSYmBrGxsQgJCYGNjQ1WrFgBlUrV5XUBAQHYsmULBg0ahOnTpz92zA8//BBEhE2bNkGlUsHNzQ379++HtbU1AGD48OHYvn07tm3bhpycHPj6+mLt2rVISEh47LimpqbYtWsXJBIJAgMDMXbsWMTHx3d7KawnQ4cORWFhIdLS0qDVauHo6IidO3fi1VdfBQCEh4cjJiYGc+fOhUajwenTpxESEoLq6mps2LABJiYmmDt3LsLCwlBcXMyP++677+L8+fOYP38+1Go1MjMzMXHiRHz99dfYsWMH1qxZA5VKBVtbW/j6+rIzI8wzY0L9ubOOYRiGYRjmGWGXYxiGYRiGGRCsCGEYhmEYZkCwIoRhGIZhmAHBihCGYRiGYQYEK0IYhmEYhhkQrAhhGIZhGGZAsCKEYRiGYZgBwYoQhmEYhmEGBCtCGIZhGIYZEKwIYRiGYRhmQLAihGEYhmGYAcGKEIZhGIZhBsS/AMeYx7RlZP19AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 600x500 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.set_style(\"ticks\")\n",
-    "net_interaction_fig, net_interaction_axs = plt.subplots(1,1)\n",
-    "bars = sns.barplot(\n",
-    "    data=results_df, x=\"behaviour\", y=\"is_SW\", hue=\"fishing_net\",\n",
-    "    capsize=0.05, width=0.8, \n",
-    "    order=[\"Milling\", \"Socialising\", \"Travelling\", \"Foraging\", \"Attraction\"], \n",
-    "    hue_order=[\"Absent\", \"Present\"],\n",
-    "    n_boot=10000, seed=42, ax=net_interaction_axs,\n",
-    ")\n",
-    "\n",
-    "net_interaction_fig.set_size_inches(6, 5)\n",
-    "net_interaction_fig.suptitle(\"Proportion of SWs among whistles depending on\\nfishing net presence and behavioural state.\")\n",
-    "net_interaction_fig.subplots_adjust(top=0.88)\n",
-    "net_interaction_axs.set_xlabel(\"Observed behavioural state\")\n",
-    "net_interaction_axs.set_ylabel(\"Ratio of SW per identified whistle\")\n",
-    "net_interaction_axs.xaxis.grid(True)\n",
-    "net_interaction_axs.yaxis.grid(True)\n",
-    "plt.show()\n",
-    "sns.reset_orig()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Some interaction is visible for attraction and travelling. But nothing really surprising compared to fishing net effects alone."
+    "No relation between SW proportion and group size. It was expected."
    ]
   }
  ],
diff --git a/WCT_analysis_utils.py b/WCT_analysis_utils.py
index d1b8425a77aa58b0512207bff1b8e08862ec6a0b..a8fd2bb2340dcdf5520e34e21541d38d8faf2039 100644
--- a/WCT_analysis_utils.py
+++ b/WCT_analysis_utils.py
@@ -1,6 +1,7 @@
 #%%## Importations #####
 import os
 import json
+import math
 import warnings
 import itertools
 import numpy as np
@@ -8,13 +9,14 @@ import pandas as pd
 from tqdm import tqdm
 from datetime import datetime
 import scipy.optimize as optimize
+from string import ascii_lowercase
 from scipy.interpolate import interp1d
 
 import seaborn as sns
 import matplotlib.pyplot as plt
 from matplotlib.lines import Line2D
-from matplotlib.patches import Ellipse
 import matplotlib.transforms as transforms
+from matplotlib.patches import Ellipse, Patch
 
 from scipy import stats
 from scikit_posthocs import posthoc_dunn
@@ -464,7 +466,7 @@ def kw_test(df, y, name_cat, pairwise=True):
     else:
         return h, hp
 
-def pairwise_tests(df, cat_name, y, test_type="fisher"):
+def old_pairwise_tests(df, cat_name, y, test_type="fisher"):
     combinations = list(itertools.combinations(df[cat_name].unique(), 2))
     results = []
     for combination in combinations:
@@ -742,6 +744,283 @@ def mandelbrot_law_fit(df):
         print(f"Error fitting Mandelbrot's law: {e}")
         return None
 
+def vertical_proportion_plot(
+    df, xcol, hue, xorder,
+    legend_title="", xlabel="", ylabel="", maintitle="",
+    palette=["#648fff", "#dc267f", "#ffb000"]
+    ):
+    
+    if len(xorder)>0:
+        df[xcol] = pd.Categorical(df[xcol], xorder)
+    hue_types = df[hue].unique()
+
+    xvalue_sizes = []
+    for xvalue in xorder:
+        xvalue_sizes += [len(df[df[xcol] == xvalue])]
+
+    sns.set_style("ticks")
+    fig, axs = plt.subplots(1,1, figsize=(6, 7))
+    sns.histplot(
+        data=df, x=xcol, hue=hue,
+        stat='proportion', multiple="fill", shrink=1,
+        alpha = 1, palette=palette, edgecolor="black",
+        ax=axs, legend=False
+        )
+
+    # Add percentage labels to segments
+    for i, state in enumerate(xorder):
+        axs.text(i, 1, f"(N={xvalue_sizes[i]})", 
+            ha='center', va='bottom', color='black')
+
+        state_data = df[df[xcol] == state]
+        counts = state_data[hue].value_counts()
+        total = counts.sum()
+        
+        y_bottom = 0
+        for htype in hue_types:
+            if htype in counts:
+                height = counts[htype] / total
+                if height > 0.05:  # Only add text if segment is large enough
+                    axs.text(
+                        i, 1 - (y_bottom + height/2), 
+                        f"{height:.0%}", 
+                        ha='center', va='center', 
+                        color='black', fontweight='bold')
+                y_bottom += height
+
+    # Custom legend
+    legend_elements = [
+        Patch(facecolor=color, label=whistle) 
+        for whistle, color in zip(hue_types, palette)]
+    axs.legend(
+        handles=legend_elements, title=legend_title,
+        frameon=True, framealpha=1, edgecolor="black", fontsize=10,
+        bbox_to_anchor=(0.5, 1.1), loc='center', ncol=3)
+
+    axs.set_yticklabels(np.arange(0,101,20))
+    axs.tick_params(axis='both', which='major', labelsize=12)
+    
+    axs.set_xlabel(xlabel, fontsize=15)
+    axs.set_ylabel(ylabel, fontsize=15)
+    fig.suptitle(maintitle, fontsize=15)
+    fig.subplots_adjust(top=0.83)
+    return fig, axs
+
+def horizontal_proportion_plot(
+    df, ycol, hue, yorder,
+    legend_title="", xlabel="", ylabel="", maintitle="",
+    palette=["#648fff", "#dc267f", "#ffb000"]
+    ):
+    
+    if len(yorder)>0:
+        df[ycol] = pd.Categorical(df[ycol], yorder)
+    hue_types = df[hue].unique()
+
+    yvalue_sizes = []
+    for yvalue in yorder:
+        yvalue_sizes += [len(df[df[ycol] == yvalue])]
+
+    sns.set_style("ticks")
+    fig, axs = plt.subplots(1,1, figsize=(8, 6))
+    sns.histplot(
+        data=df, y=ycol, hue=hue,
+        stat='proportion', multiple="fill", shrink=1,
+        alpha = 1, palette=palette, edgecolor="black",
+        ax=axs, legend=False
+        )
+
+    # Add percentage labels to segments
+    for i, state in enumerate(yorder):
+        axs.text(-0.025, i+0.025, f"(N={yvalue_sizes[i]})", 
+            ha='right', va='top', color='black')
+
+        state_data = df[df[ycol] == state]
+        counts = state_data[hue].value_counts()
+        total = counts.sum()
+        
+        y_bottom = 0
+        for htype in hue_types:
+            if htype in counts:
+                height = counts[htype] / total
+                if height > 0.05:  # Only add text if segment is large enough
+                    axs.text(
+                        1 - (y_bottom + height/2), i,
+                        f"{height:.0%}", 
+                        ha='center', va='center', 
+                        color='black', fontweight='bold')
+                y_bottom += height
+
+    # Custom legend
+    legend_elements = [
+        Patch(facecolor=color, label=whistle) 
+        for whistle, color in zip(hue_types, palette)]
+    axs.legend(
+        handles=legend_elements, title=legend_title,
+        frameon=True, framealpha=1, edgecolor="black", fontsize=10,
+        bbox_to_anchor=(0.5, 1.075), loc='center', ncol=3)
+
+    axs.set_yticklabels(yorder, va="bottom")
+    axs.set_xticklabels(np.arange(0,101,20))
+    axs.tick_params(axis='both', which='major', labelsize=12)
+    
+    axs.set_xlabel(xlabel, fontsize=15)
+    axs.set_ylabel(ylabel, fontsize=15)
+    fig.suptitle(maintitle, fontsize=15)
+    fig.subplots_adjust(top=0.83)
+    return fig, axs
+
+def fisher_tests(df, feature_col, feature_of_interest, group_col, alpha=0.05):
+    """
+    Create a table showing proportions with letter annotations for significance groups.
+    
+    Parameters:
+    df (DataFrame): The dataframe containing the data
+    feature_col (str): Column name for the feature of interest (e.g., 'whistle_type')
+    group_col (str): Column name for the grouping variable (e.g., 'activation_state')
+    alpha (float): Significance level
+    
+    Returns:
+    DataFrame: A table with proportions and significance letters
+    """
+    # Create contingency table
+    contingency = pd.crosstab(df[group_col], df[feature_col])
+    
+    # Calculate proportions for the feature of interest
+    result_df = pd.DataFrame(index=contingency.index)
+    
+    # Calculate proportion for the feature of interest
+    if feature_of_interest in contingency.columns:
+        result_df['proportion'] = contingency[feature_of_interest] / contingency.sum(axis=1) * 100
+    else:
+        # If feature_of_interest isn't a column, we need to handle this case
+        result_df['proportion'] = 0
+        
+    # Get all pairs of groups
+    groups = result_df.index.tolist()
+    n_groups = len(groups)
+    
+    # Matrix to store p-values between each pair of groups
+    p_values = pd.DataFrame(columns=["mod_1", "mod_2", "reject_H0"])
+    
+    # Compute p-values for all pairs
+    for i, j in itertools.combinations(range(n_groups), 2):
+        g1, g2 = groups[i], groups[j]
+        
+        # Extract data for the two groups
+        sig1 = contingency.loc[g1, feature_of_interest] if feature_of_interest in contingency.columns else 0
+        non_sig1 = contingency.loc[g1].sum() - sig1
+        
+        sig2 = contingency.loc[g2, feature_of_interest] if feature_of_interest in contingency.columns else 0
+        non_sig2 = contingency.loc[g2].sum() - sig2
+        
+        # Run Fisher's exact test
+        table = np.array([[sig1, non_sig1], [sig2, non_sig2]])
+        _, p_value = stats.fisher_exact(table)
+        
+        p_values.loc[len(p_values)] = [g1, g2, p_value < alpha]
+
+    return p_values
+
+
+
+#%%## compact letter display #####
+# Credits : https://github.com/sujeet-bhalerao/compact-letter-display/blob/main/compactletterdisplay/cld_calculator.py
+def get_next_unused_letter(columns):
+    """
+    Identify the next unused lowercase letter to use for compact lettering.
+  
+    Parameters:
+    columns (list of strs): List of current column groups.
+
+    Returns:
+    str or None: Returns the next available lowercase letter, or None if all 26 letters are already used.
+    """
+    used_letters = set(letter for col in columns for letter in col if letter != '')
+    
+    # Iterate through the alphabet to find an unused letter.
+    for letter in 'abcdefghijklmnopqrstuvwxyz':
+        if letter not in used_letters:
+            return letter
+    
+    # Return None if all letters are used (which should only happen with >26 columns).
+    return None  
+
+def absorb_columns(columns):
+    """
+    Absorbs redundant columns by comparing indices.
+
+    Parameters:
+    columns (list of strs): List of current column groups.
+
+    Returns:
+    list of strs: The processed list of column groups.
+    """
+    absorbed = True
+    while absorbed:
+        absorbed = False
+        for i, col1 in enumerate(columns):
+            for j, col2 in enumerate(columns):
+                if i != j:
+                    indices1 = {index for index, letter in enumerate(col1) if letter != ''}
+                    indices2 = {index for index, letter in enumerate(col2) if letter != ''}
+                    if indices1.issubset(indices2):
+                        absorbed = True
+                        columns.pop(i)
+                        break
+            if absorbed:
+                break
+    return columns
+
+def compact_letter_display(significant_pairs, columns):
+    """
+    Generate compact letter display (CLD) for columns based on significant pairs.
+    
+    Parameters:
+    significant_pairs (list of tuples): Significant pairs identified in a Tukey HSD test.
+    columns (list of str): Columns in the DataFrame.
+
+    Returns:
+    list of str: The compact letter display representation.
+    """
+    num_groups = len(columns)
+
+    # Map column names to indices.
+    col_to_index = {col: idx for idx, col in enumerate(columns)}
+
+    # Map significant pair names to indices.
+    significant_pairs = [(col_to_index[col1], col_to_index[col2]) for col1, col2 in significant_pairs]
+
+
+    columns = [['a'] * num_groups]
+    for pair_idx, (i, j) in enumerate(significant_pairs):
+        connected = False
+        for idx, column in enumerate(columns):
+            # When current pair have the same letter...
+            if column[i] == column[j] and column[i] != '':
+                connected = True
+                new_letter = get_next_unused_letter(columns)
+                new_column = column.copy() 
+                new_column = [new_letter if column[i] != '' else '' for i in range(num_groups)]
+                new_column[i] = ''
+                column[j] = ''
+                columns[idx] = column
+                columns.append(new_column)
+                columns = absorb_columns(columns)
+            if connected:
+                break 
+
+    # Adjust letters so that the first group has 'a', the second has 'b', etc.
+    sorter = lambda col: next((i for i, value in enumerate(col) if value != ''), len(col))
+    columns = sorted(columns, key=sorter)
+    for ind, c in enumerate(columns):
+        new_letters = [chr(ord('a') + ind) if _ != '' else '' for _ in c]
+        columns[ind] = new_letters
+
+    # Generate compact letter displays from the columns list.
+    result = [''.join(columns[k][n] for k in range(len(columns)) if columns[k][n] != '') for n in range(num_groups)]
+ 
+    return result
+
 
 #%%## Main #####
 if __name__ == "__main__":
diff --git a/compactletterdisplay/LICENSE b/compactletterdisplay/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..0ad25db4bd1d86c452db3f9602ccdbe172438f52
--- /dev/null
+++ b/compactletterdisplay/LICENSE
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
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diff --git a/compactletterdisplay/README.md b/compactletterdisplay/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..defafdd03586aaa35343e7705653fb4739c0a765
--- /dev/null
+++ b/compactletterdisplay/README.md
@@ -0,0 +1,106 @@
+# Compact Letter Display in Python
+
+## Description
+This is a collection of scripts that perform analysis of variance (ANOVA), posthoc comparison tests (Tukey HSD and Fisher's LSD), and generate a compact letter display, representing a summary of the results.
+
+## Compact Letter Display Algorithm
+`cld_calculator.py` uses the insert-absorb algorithm from "Hans-Peter Piepho (2004), An Algorithm for a Letter-Based Representation of All-Pairwise Comparisons, Journal of Computational and Graphical Statistics, 13(2), 456--466."
+
+Here is the insert-and-absorb algorithm:
+
+1. Generate a column connecting all treatments (i.e., give them all the same letter).
+2. For each significant comparison, do the following:
+  - For each column currently in the display, do the following:
+    * If the column connects the two significantly different treatments (i.e., has the same letter for the two significantly different treatments), then do the following:
+      - Duplicate the column.
+      - In the first of the two columns, delete the letter corresponding to the one treatment. If possible, absorb the column into another column.
+      - In the second of the two columns, delete the letter corresponding to the other treatment. If possible, absorb the column into another column.
+
+## Parameters for `anova_cld()`
+The following parameters can be customized when using anova_cld():
+
+1. `data`: This can be a pandas DataFrame or a path to a .csv or .xlsx file which contains the data to be analyzed.
+
+2. `columns` (default: None): This is an optional parameter, a list of column names to be used in the test. If it is None, the test is performed on all columns in the data.
+
+3. `alpha` (default: 0.05): This sets the significance level for the ANOVA and pairwise comparison tests.
+
+4. `method` (default: "TukeyHSD"): This lets you choose the method for pairwise comparison. It can either be "TukeyHSD"  for Tukey's Honest Significant Difference test or "FisherLSD" for Fisher's Least Significant Difference test.
+
+5. `verbose` (default: "False"): This lets you print results of the ANOVA and pairwise comparison tests.
+
+## Usage
+
+An example of creating a compact letter display from a pandas DataFrame:
+
+```python
+import pandas as pd
+import compactletterdisplay
+
+# Create your DataFrame:
+df = pd.DataFrame({
+'control': [1.2, 3.6, 4.2, 2.9, 3.5],
+'treatment1': [33.4, 53.7, 23.8, 43.9, 33.7],
+'treatment2': [4.2, 2.7, 3.5, 4.1, 3.3],
+'treatment3': [33.3, 51.7, 22.5, 43.0, 32.6]
+})
+
+# Define columns to perform comparison test on.
+columns = ['control', 'treatment1', 'treatment2', 'treatment3']
+
+# Perform ANOVA, pairwise comparison, get compact letter displays
+alpha = 0.1
+result_df = compactletterdisplay.anova_cld(df, columns, alpha)
+
+print(result_df)
+```
+
+An example using a CSV file:
+
+```python
+from compactletterdisplay.pairwise_comp import anova_cld
+
+filepath = "example.csv"  # update with your csv or xlsx file path
+alpha = 0.05
+
+# directly pass the filepath to the function
+result_df = anova_cld(filepath, alpha=alpha, method="FisherLSD", verbose = True)
+
+print(result_df)
+
+list_of_cld = result_df['CLD'].tolist()
+
+print(list_of_cld)
+
+```
+
+
+## Output
+
+The output of the CSV file example above is:
+
+```
+ANOVA results:
+F: 29.851698144175202
+p-value: 8.654291303569279e-07
+
+ Fisher's LSD results:
+==========================================================
+  group1     group2   p-value     reject
+----------------------------------------------------------
+  control   treatment1    0.00015     True
+  control   treatment2    0.43360     False
+  control   treatment3    0.00015     True
+  treatment1   treatment2    0.00016     True
+  treatment1   treatment3    0.88336     False
+  treatment2   treatment3    0.00016     True
+========================================================== 
+
+        Group   Mean CLD
+0     control   3.08   a
+1  treatment1  37.70   b
+2  treatment2   3.56   a
+3  treatment3  36.62   b
+['a', 'b', 'a', 'b']
+
+```
\ No newline at end of file
diff --git a/compactletterdisplay/__init__.py b/compactletterdisplay/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..0cedd60fc4560e627015709364f6322735f36b77
--- /dev/null
+++ b/compactletterdisplay/__init__.py
@@ -0,0 +1,2 @@
+from .pairwise_comp import perform_comparison, anova_cld
+from .cld_calculator import compact_letter_display
\ No newline at end of file
diff --git a/compactletterdisplay/anova.py b/compactletterdisplay/anova.py
new file mode 100644
index 0000000000000000000000000000000000000000..25fe24843879ccde96d4f94389ad489c07bbe489
--- /dev/null
+++ b/compactletterdisplay/anova.py
@@ -0,0 +1,46 @@
+import pandas as pd
+from scipy import stats
+from statsmodels.stats.multicomp import pairwise_tukeyhsd
+
+def perform_anova(df, columns):
+    """
+    Perform ANOVA test on certain columns of a DataFrame.
+
+    Parameters:
+    df (pd.DataFrame): DataFrame containing the data.
+    columns (list of str): List of column names in df to perform ANOVA on.
+
+    Returns:
+    F (float): The computed F-value of the test.
+    p (float): The associated p-value from the F-distribution.
+    """
+    
+    F, p = stats.f_oneway(*[df[col] for col in columns])
+
+    return F, p
+
+def perform_pairwise_tukey(df, columns):
+    """
+    Perform pairwise Tukey HSD (Honest Significant Difference) test.
+  
+    The pairwise Tukey HSD test is a post-hoc test to determine significant differences
+    between all possible pairs of groups of data.
+
+    Parameters:
+    df (pd.DataFrame): DataFrame containing the data.
+    columns (list of str): List of column names in df to perform the Tukey HSD test on.
+
+    Returns:
+    tukey (pairwise_tukeyhsd): Result of the Tukey HSD test.
+    """
+
+    # Preparing data for Tukey HSD
+    df_melt = pd.melt(df.reset_index(), id_vars=['index'], value_vars=columns)
+    df_melt.columns = ['index', 'treatments', 'value']
+    
+    # Performing Tukey HSD
+    tukey = pairwise_tukeyhsd(endog=df_melt['value'],
+                              groups=df_melt['treatments'],
+                              alpha=0.05)
+
+    return tukey
diff --git a/compactletterdisplay/cld_calculator.py b/compactletterdisplay/cld_calculator.py
new file mode 100644
index 0000000000000000000000000000000000000000..447257fb672e1fa79c91c21d00cde2e576e4728a
--- /dev/null
+++ b/compactletterdisplay/cld_calculator.py
@@ -0,0 +1,95 @@
+def get_next_unused_letter(columns):
+    """
+    Identify the next unused lowercase letter to use for compact lettering.
+  
+    Parameters:
+    columns (list of strs): List of current column groups.
+
+    Returns:
+    str or None: Returns the next available lowercase letter, or None if all 26 letters are already used.
+    """
+    used_letters = set(letter for col in columns for letter in col if letter != '')
+    
+    # Iterate through the alphabet to find an unused letter.
+    for letter in 'abcdefghijklmnopqrstuvwxyz':
+        if letter not in used_letters:
+            return letter
+    
+    # Return None if all letters are used (which should only happen with >26 columns).
+    return None  
+
+def absorb_columns(columns):
+    """
+    Absorbs redundant columns by comparing indices.
+
+    Parameters:
+    columns (list of strs): List of current column groups.
+
+    Returns:
+    list of strs: The processed list of column groups.
+    """
+    absorbed = True
+    while absorbed:
+        absorbed = False
+        for i, col1 in enumerate(columns):
+            for j, col2 in enumerate(columns):
+                if i != j:
+                    indices1 = {index for index, letter in enumerate(col1) if letter != ''}
+                    indices2 = {index for index, letter in enumerate(col2) if letter != ''}
+                    if indices1.issubset(indices2):
+                        absorbed = True
+                        columns.pop(i)
+                        break
+            if absorbed:
+                break
+    return columns
+
+def compact_letter_display(significant_pairs, columns):
+    """
+    Generate compact letter display (CLD) for columns based on significant pairs.
+    
+    Parameters:
+    significant_pairs (list of tuples): Significant pairs identified in a Tukey HSD test.
+    columns (list of str): Columns in the DataFrame.
+
+    Returns:
+    list of str: The compact letter display representation.
+    """
+    num_groups = len(columns)
+
+    # Map column names to indices.
+    col_to_index = {col: idx for idx, col in enumerate(columns)}
+
+    # Map significant pair names to indices.
+    significant_pairs = [(col_to_index[col1], col_to_index[col2]) for col1, col2 in significant_pairs]
+
+
+    columns = [['a'] * num_groups]
+    for pair_idx, (i, j) in enumerate(significant_pairs):
+        connected = False
+        for idx, column in enumerate(columns):
+            # When current pair have the same letter...
+            if column[i] == column[j] and column[i] != '':
+                connected = True
+                new_letter = get_next_unused_letter(columns)
+                new_column = column.copy() 
+                new_column = [new_letter if column[i] != '' else '' for i in range(num_groups)]
+                new_column[i] = ''
+                column[j] = ''
+                columns[idx] = column
+                columns.append(new_column)
+                columns = absorb_columns(columns)
+            if connected:
+                break 
+
+    # Adjust letters so that the first group has 'a', the second has 'b', etc.
+    sorter = lambda col: next((i for i, value in enumerate(col) if value != ''), len(col))
+    columns = sorted(columns, key=sorter)
+    for ind, c in enumerate(columns):
+        new_letters = [chr(ord('a') + ind) if _ != '' else '' for _ in c]
+        columns[ind] = new_letters
+
+    # Generate compact letter displays from the columns list.
+    result = [''.join(columns[k][n] for k in range(len(columns)) if columns[k][n] != '') for n in range(num_groups)]
+ 
+    return result
diff --git a/compactletterdisplay/pairwise_comp.py b/compactletterdisplay/pairwise_comp.py
new file mode 100644
index 0000000000000000000000000000000000000000..794c10f1b5b83dea1c04040017c949effb37f860
--- /dev/null
+++ b/compactletterdisplay/pairwise_comp.py
@@ -0,0 +1,159 @@
+from .anova import perform_anova, perform_pairwise_tukey
+from .cld_calculator import compact_letter_display
+import pandas as pd
+import os
+from scipy import stats
+from scipy.stats import ttest_ind
+
+def read_data_file(filepath):
+    """
+    Reads the input data file in the .csv or .xlsx format into a Pandas DataFrame.
+
+    Parameters:
+        filepath (str): The path to the data file.
+
+    Returns:
+        pd.DataFrame: The content of the data file as a DataFrame object.
+    """
+    _, file_extension = os.path.splitext(filepath)
+    
+    if file_extension == '.csv':
+        df = pd.read_csv(filepath, index_col=0)
+    elif file_extension == '.xlsx':
+        df = pd.read_excel(filepath, index_col=0)
+    else:
+        raise ValueError("Invalid file format. Please provide a .csv or .xlsx file.")
+    return df
+
+
+
+def perform_fisher_lsd(df, columns, alpha=0.05, verbose = False):
+    """
+    Performs Fisher's Least Significant Difference (LSD) test on the DataFrame columns after validation through ANOVA.
+
+    Parameters: 
+        df (pd.DataFrame): The DataFrame on which the test will be performed.
+        columns (list): The list of column names to be used in the test.
+        alpha (float): The significance level for the test (default: 0.05).
+
+    Returns:
+        pd.DataFrame: Pairs of groups with their 'p value' indicating their significance of difference.
+    """
+    anova_F, anova_p = perform_anova(df, columns)
+            
+    if anova_p > alpha:
+        raise ValueError("The ANOVA test is not significant, so Fisher's LSD is not appropriate.")
+            
+    all_pairs = []
+    significant_pairs = []
+    p_vals = []
+    rejects = []
+
+    # Create all pairs and significant pairs list
+    for i in range(len(columns)):
+        for j in range(i + 1, len(columns)):
+            t_stat, p_val = stats.ttest_ind(df[columns[i]], df[columns[j]])
+            all_pairs.append((columns[i], columns[j]))
+            p_vals.append(p_val)
+            if p_val < alpha:
+                significant_pairs.append((columns[i], columns[j]))
+                rejects.append(True)
+            else:
+                rejects.append(False)
+
+    lsd_res_df = pd.DataFrame({
+        'group1': [pair[0] for pair in all_pairs],
+        'group2': [pair[1] for pair in all_pairs],
+        'p value': p_vals,
+        'reject': rejects
+    })
+
+    if verbose: 
+        print(" Fisher's LSD results:")
+        print("==========================================================")
+        print("  group1     group2   p-value     reject")
+        print("----------------------------------------------------------")
+        for index in range(len(lsd_res_df)):
+            result = lsd_res_df.iloc[index]
+            print(f"  {result['group1']}   {result['group2']}    {result['p value']:.5f}     {result['reject']}")
+        print("========================================================== \n")
+
+    # return both the full results and the significant pairs
+    return lsd_res_df, significant_pairs
+
+
+def perform_comparison(data, columns=None, alpha=0.05, method="TukeyHSD", verbose=False):
+    """
+    Performs ANOVA on the given DataFrame. If the result is significant, it performs a pairwise comparison.
+
+    Parameters:
+        data (str or pd.DataFrame): Either the DataFrame or the path to the .csv or .xlsx file.
+        columns (list): List of columns to include in the test (default: all).
+        alpha (float): The significance level for the ANOVA (default: 0.05).
+        method (str): The type of pairwise test to use (default: "TukeyHSD").
+
+    Returns:
+        list: Pairs of groups that are significantly different or an empty list if no groups are significantly different.
+    """
+    df = read_data_file(data) if isinstance(data, str) else data
+    if columns is None:
+        columns = df.columns.tolist()
+
+    anova_F, anova_p = perform_anova(df, columns)
+
+    if verbose:
+        print(f'ANOVA results:\nF: {anova_F}\np-value: {anova_p}\n')
+
+    if anova_p < alpha:
+        if method == "TukeyHSD":
+            tukey_res = perform_pairwise_tukey(df, columns)
+
+            if verbose:
+                print(f'Tukey HSD results:\n{tukey_res}\n')
+
+            pair_df = pd.DataFrame(data=tukey_res._results_table.data[1:], columns=tukey_res._results_table.data[0])
+            significant_pairs = pair_df[pair_df['reject'] == True][['group1', 'group2']].values.tolist()
+            #print(significant_pairs)
+            return significant_pairs
+
+        elif method == "FisherLSD":
+            lsd_res, significant_pairs = perform_fisher_lsd(df, columns, alpha, verbose)
+            significant_pairs = significant_pairs
+            return significant_pairs
+
+        else:
+            raise ValueError('Invalid method. Choose either "TukeyHSD" or "FisherLSD".')
+
+    else:
+        print(f'ANOVA test is not significant (p > {alpha}).')
+        return []
+
+def anova_cld(data, columns=None, alpha=0.05, method="TukeyHSD", verbose = False):
+    """
+    Performs statistical test and generates the Compact Letter Display (CLD) for the given data.
+
+    Parameters:
+        data (str or pd.DataFrame): Either the DataFrame or the path to the .csv or .xlsx file.
+        columns (list): List of columns to include in the test (default: all).
+        alpha (float): The significance level for the ANOVA (default: 0.05).
+        method (str): The type of pairwise test to use (default: "TukeyHSD").
+
+    Returns:
+        pd.DataFrame: DataFrame with groups, their means, and their corresponding CLD or the original DataFrame if no groups are significantly different.
+    """
+    df = read_data_file(data) if isinstance(data, str) else data
+        
+    if columns is not None:
+        df = df.loc[:, columns]
+
+    significant_pairs = perform_comparison(df, columns=columns, alpha=alpha, method=method, verbose=verbose)
+
+    if not significant_pairs:
+        print("No significant pairs found.")
+
+    cld_result = compact_letter_display(significant_pairs, df.columns.tolist())
+    means = df.mean().tolist()
+
+    result_df = pd.DataFrame(list(zip(df.columns, means, cld_result)), columns=["Group", "Mean", "CLD"])
+
+    return result_df
diff --git a/compactletterdisplay/setup.py b/compactletterdisplay/setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..41276de4d3bd0a496477029d740a4ea5b87fa174
--- /dev/null
+++ b/compactletterdisplay/setup.py
@@ -0,0 +1,31 @@
+from setuptools import setup, find_packages
+
+setup(
+    name='compactletterdisplay',
+    version='0.11',
+    packages=find_packages(),
+    url='https://github.com/sujeet-bhalerao/compact-letter-display',
+    author='Sujeet Bhalerao',
+    author_email='sujeetbhalerao@gmail.com',
+    description='A compact letter display implementation in Python, which summarizes results of posthoc comparisons.',
+    long_description=open('README.md').read(),
+    long_description_content_type='text/markdown',
+    install_requires=[
+        'pandas',
+        'scipy',
+        'statsmodels',
+    ],
+    classifiers=[
+        'Development Status :: 3 - Alpha',
+        'Intended Audience :: Science/Research',  
+        'License :: OSI Approved :: GNU Affero General Public License v3 or later (AGPLv3+)',  
+        'Programming Language :: Python :: 3',
+        'Programming Language :: Python :: 3.7',
+        'Programming Language :: Python :: 3.8',
+        'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
+        'Topic :: Scientific/Engineering',
+        'Topic :: Software Development :: Libraries',
+        'Topic :: Software Development :: Libraries :: Python Modules',
+    ],
+)
\ No newline at end of file