From e8a58ea61ed8a466ed5bf7fa4036f5ef3d7f55fc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Lo=C3=AFc=20Lehnhoff?= <loic.lehnhoff@gmail.com> Date: Fri, 28 Feb 2025 17:55:32 +0100 Subject: [PATCH] Zipf's update --- WCT_analysis.ipynb | 493 +++++++++++++++++++++++++++++---------------- 1 file changed, 315 insertions(+), 178 deletions(-) diff --git a/WCT_analysis.ipynb b/WCT_analysis.ipynb index 742b14a8..92508d41 100644 --- a/WCT_analysis.ipynb +++ b/WCT_analysis.ipynb @@ -36,7 +36,9 @@ "from matplotlib.patches import Patch\n", "\n", "from WCT_analysis_utils import (run_SIGID, plot_wct_grid,\n", - " categories_multi_dates, pairwise_tests, get_stars)" + " categories_multi_dates, pairwise_tests, get_stars)\n", + "\n", + "path_audio_folder = \"/media/loic/Extreme SSD/Acoustique\"" ] }, { @@ -109,7 +111,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "SIGID interval: 100%|██████████| 2/2 [00:03<00:00, 1.83s/it]" + "SIGID interval: 100%|██████████| 2/2 [00:06<00:00, 3.43s/it]" ] }, { @@ -227,63 +229,29 @@ ] }, { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Among all whistles:\n", - "\tSWTs represent 37.33% of WCTs (81/217).\n", - "\tSWs represent 6.04% of whistles (699/11575).\n" - ] - } - ], - "source": [ - "print(\"\\nAmong all whistles:\")\n", - "print(f\"\\tSWTs represent {100*results_df[results_df[the_interval]].category.nunique()/results_df.category.nunique():.2f}% of WCTs ({results_df[results_df[the_interval]].category.nunique()}/{results_df.category.nunique()}).\")\n", - "print(f\"\\tSWs represent {100*results_df[the_interval].sum()/len(results_df):.2f}% of whistles ({results_df[the_interval].sum()}/{len(results_df)}).\")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mean duration (WCTs): 0.88\n", - "Mean duration (isolated whistles): 0.52\n" - ] - } - ], "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}\")" + "### Zipf's law" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "If p-value < 0.05 the distribution does not follow a Pareto distribution.\n", - "WCTs Pareto fit: D=0.21, p=1.06e-08\n", - "SWTs Pareto fit: D=0.12, p=1.59e-01\n" + "all WCTs Pareto fit: D=0.21 (p=1.06e-08, Does not fit)\n", + "NSWTs Pareto fit: D=0.27 (p=5.77e-09, Does not fit)\n", + "SWTs Pareto fit: D=0.12 (p=1.59e-01, possibly a correct fit)\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "<Figure size 1200x600 with 1 Axes>" ] @@ -293,104 +261,83 @@ } ], "source": [ - "# Calculate WCTs category sizes and their frequencies\n", - "wct_category_sizes = results_df['category'].value_counts()\n", - "wct_category_sizes.drop(index=-1, inplace=True)\n", - "wct_size_distribution = pd.DataFrame({\n", - " 'Category Size': wct_category_sizes.values,\n", - " 'Number of Categories': [1] * len(wct_category_sizes)\n", - "}).groupby('Category Size')['Number of Categories'].sum().reset_index()\n", - "wct_size_distribution['Category Size'] = pd.to_numeric(wct_size_distribution['Category Size'])\n", - "\n", - "# Calculate SWTs category sizes and their frequencies\n", - "swt_category_sizes = results_df[results_df[\"is_SW\"]==1]['category'].value_counts()\n", - "swt_size_distribution = pd.DataFrame({\n", - " 'Category Size': swt_category_sizes.values,\n", - " 'Number of Categories': [1] * len(swt_category_sizes)\n", - "}).groupby('Category Size')['Number of Categories'].sum().reset_index()\n", - "swt_size_distribution['Category Size'] = pd.to_numeric(swt_size_distribution['Category Size'])\n", - "\n", - "width = 0.35 # max 0.5\n", - "fig, ax = plt.subplots(1, 1, figsize=(12,6))\n", - "ax.bar(\n", - " x=np.array(wct_size_distribution['Category Size'])-(width/2), \n", - " height=wct_size_distribution['Number of Categories'],\n", - " label=\"WCTs\", width=width,\n", - " color=\"#00BFC4\")\n", - "ax.bar(\n", - " x=np.array(swt_size_distribution['Category Size'])+(width/2), \n", - " height=swt_size_distribution['Number of Categories'],\n", - " label=\"SWTs\", width=width,\n", - " color=\"#F8766D\")\n", - "\n", - "x = np.linspace(0, 40, 100)\n", - "print(\"If p-value < 0.05 the distribution does not follow a Pareto distribution.\")\n", - "# Power law\n", - "shape, loc, scale = stats.pareto.fit(wct_category_sizes)\n", - "ax.plot(\n", - " x, max(wct_category_sizes)*stats.pareto.pdf(x, shape, loc, scale)/max(stats.pareto.pdf(x, shape, loc, scale)), \n", - " '--', label=\"Pareto fitted to WCTs\", color=\"#00BFC4\")\n", - "D, p_value = stats.kstest(wct_category_sizes, \"pareto\", args=(shape, loc, scale))\n", - "print(f\"WCTs Pareto fit: D={D:.2f}, p={p_value:.2e}\")\n", - "\n", - "shape, loc, scale = stats.pareto.fit(swt_category_sizes)\n", - "ax.plot(\n", - " x, max(swt_category_sizes)*stats.pareto.pdf(x, shape, loc, scale)/max(stats.pareto.pdf(x, shape, loc, scale)), \n", - " '--', label=\"Pareto fitted to SWTs\", color=\"#F8766D\")\n", - "D, p_value = stats.kstest(swt_category_sizes, \"pareto\", args=(shape, loc, scale))\n", - "print(f\"SWTs Pareto fit: D={D:.2f}, p={p_value:.2e}\")\n", - "\n", - "ax.set_title('Distribution of Whistle Contour Types (WCTs) and Signature Whistle Types (SWTs) sizes', fontsize=18)\n", - "ax.set_xlabel('Category size (number of whistles per category)', fontsize=15)\n", - "ax.set_ylabel('Number of categories', fontsize=15)\n", + "# 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", + "# Barplot\n", + "width = 0.25 # max 0.33\n", + "bar_fig, bar_ax = plt.subplots(1, 1, figsize=(12,6))\n", + "for i, (size_list, name, color) in enumerate(zip(\n", + " [wct_sizes, wct_no_swt_sizes, swt_sizes], \n", + " [\"all WCTs\", \"NSWTs\", \"SWTs\"],\n", + " [\"black\", \"#00BFC4\", \"#F8766D\"]\n", + " )):\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", + " if i == 0:\n", + " factor = -1\n", + " if i == 1:\n", + " factor = 0\n", + " if i == 2:\n", + " factor = 1\n", + " bar_ax.bar(\n", + " x=np.array(size_distribution['Category Size'])+factor*width, \n", + " height=size_distribution['Number of Categories'],\n", + " label=name, width=width, color=color)\n", + "\n", + " \n", + " # Fits a power law of distribution ?\n", + " x = np.linspace(0, 40, 100)\n", + " shape, loc, scale = stats.pareto.fit(size_list)\n", + " bar_ax.plot(\n", + " x+factor*width, \n", + " max(size_list)*stats.pareto.pdf(x, shape, loc, scale)/max(stats.pareto.pdf(x, shape, loc, scale)), \n", + " '--', label=f\"Pareto fitted to {name}\", color=color)\n", + " D, p_value = stats.kstest(size_list, \"pareto\", args=(shape, loc, scale))\n", + " print(f\"{name} Pareto fit: D={D:.2f} (p={p_value:.2e}, {'Does not fit' if p_value < 0.05 else 'possibly a correct fit'})\")\n", + "\n", + "\n", + "bar_ax.set_title('Distribution of Whistle Contour Types (WCTs) sizes', fontsize=18)\n", + "bar_ax.set_xlabel('Category size (number of whistles per category)', fontsize=15)\n", + "bar_ax.set_ylabel('Number of categories', fontsize=15)\n", "\n", "major_ticks = np.arange(0,46,5)\n", "minor_ticks = np.arange(0,46,1)\n", "\n", - "ax.set_xticks(major_ticks)\n", - "ax.set_xticks(minor_ticks, minor=True)\n", - "ax.set_yticks(major_ticks)\n", - "ax.set_yticks(minor_ticks, minor=True)\n", + "bar_ax.set_xticks(major_ticks)\n", + "bar_ax.set_xticks(minor_ticks, minor=True)\n", + "bar_ax.set_yticks(major_ticks)\n", + "bar_ax.set_yticks(minor_ticks, minor=True)\n", "\n", - "ax.grid(visible=True, which=\"major\", axis='y', linestyle='--', alpha=1)\n", - "ax.legend(prop={'size': 12})\n", - "ax.set_xlim(1, 41)\n", - "ax.tick_params(axis='both', labelsize=12)\n", - "ax.set_axisbelow(True)\n", + "bar_ax.grid(visible=True, which=\"major\", axis='y', linestyle='--', alpha=1)\n", + "bar_ax.legend(prop={'size': 12})\n", + "bar_ax.set_xlim(1, 41)\n", + "bar_ax.tick_params(axis='both', labelsize=12)\n", + "bar_ax.set_axisbelow(True)\n", "\n", "# Adjust layout to prevent label cutoff\n", - "plt.tight_layout()\n", - "# ax.set_yscale('log')\n", - "fig.savefig(\"/home/loic/Pictures/CDD/WCTs_SWTs_distribution.pdf\")\n", + "bar_fig.tight_layout()\n", + "bar_fig.savefig(\"/home/loic/Pictures/CDD/WCTs_SWTs_distribution.pdf\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Linear Regression Results (log-log WCTs):\n", - "\tP-value: 9.13e-17\n", - "Zipf's Law Goodness of Fit:\n", - "\tMean absolute deviation from perfect Zipf: 0.3973 (should be close to 0)\n", - "\n", - "Linear Regression Results (log-log SWTs):\n", - "\tP-value: 1.45e-12\n", - "Zipf's Law Goodness of Fit:\n", - "\tMean absolute deviation from perfect Zipf: 0.3203 (should be close to 0)\n", - "\n" - ] - }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "<Figure size 1200x600 with 1 Axes>" + "<Figure size 1800x600 with 3 Axes>" ] }, "metadata": {}, @@ -398,18 +345,31 @@ } ], "source": [ - "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n", - "for i, df in enumerate([wct_size_distribution, swt_size_distribution]):\n", - " # Does these distribution follow Zipf's law ?\n", - " sorted_df = df.sort_values(by=\"Number of Categories\", ascending=False).reset_index(drop=True)\n", - "\n", - " # Add rank column (starting from 1)\n", - " sorted_df['rank'] = sorted_df.index + 1\n", - "\n", + "# 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", + "# Barplot\n", + "zipf_fig, zipf_ax = plt.subplots(1, 3, figsize=(18,6), sharex=True, sharey=True)\n", + "for i, (size_list, name, color) in enumerate(zip(\n", + " [wct_sizes, wct_no_swt_sizes, swt_sizes], \n", + " [\"all WCTs\", \"NSWTs\", \"SWTs\"],\n", + " [\"black\", \"#00BFC4\", \"#F8766D\"]\n", + " )):\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", + " \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", @@ -417,46 +377,220 @@ " 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(\n", - " sorted_df['log_rank'], sorted_df['log_frequency']\n", - " )\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", - " # Plot observed data points\n", - " ax.scatter(\n", - " sorted_df['log_rank'], sorted_df['log_frequency'], \n", - " alpha=1, color=[\"#00BFC4\",\"#F8766D\"][i], \n", - " label=f'Observed data ({[\"WCTs\", \"SWTs\"][i]})')\n", + " zipf_ax[i].scatter(\n", + " x=sorted_df['log_rank'], y=sorted_df['log_frequency'], \n", + " color=color, label=name)\n", "\n", - " # Plot the linear regression line (fitted to observed data)\n", - " ax.plot(\n", - " sorted_df['log_rank'], intercept + slope * sorted_df['log_rank'], '-', \n", - " alpha=1, color=[\"#00BFC4\",\"#F8766D\"][i], \n", - " label=f'Fitted line ({[\"WCTs\", \"SWTs\"][i]}): y = {intercept:.2f} + {slope:.2f}x (r² = {r_value**2:.2f})',)\n", + " zipf_ax[i].plot(\n", + " sorted_df['log_rank'], \n", + " 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", - " # # Plot the perfect Zipf line (slope of exactly -1)\n", - " # ax.plot(sorted_df['log_rank'], sorted_df['log_expected_zipf'], 'g--', \n", - " # label='Perfect Zipf (slope = -1.00)', linewidth=2, color=\"black\")\n", + " zipf_ax[i].set_xlabel('Log(Rank)', 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", - " # Print results\n", - " print(f\"Linear Regression Results (log-log {['WCTs', 'SWTs'][i]}):\")\n", - " print(f\"\\tP-value: {p_value:.2e}\")\n", - "\n", - " # Additional Zipf law assessment\n", - " print(\"Zipf's Law Goodness of Fit:\")\n", - " # Calculate mean absolute deviation between observed and perfect Zipf\n", - " mad = np.mean(np.abs(sorted_df['log_frequency'] - sorted_df['log_expected_zipf']))\n", - " print(f\"\\tMean absolute deviation from perfect Zipf: {mad:.4f} (should be close to 0)\\n\")\n", + "zipf_ax[0].set_ylabel('Log(Frequency)', fontsize=15)\n", + "# Adjust layout to prevent label cutoff\n", + "zipf_fig.subplots_adjust(wspace=0.05)\n", + "zipf_fig.suptitle(\"Testing Zipf's Law - Log-Log Plot - Pearson correlation\", fontsize=18)\n", + "zipf_fig.savefig(\"/home/loic/Pictures/CDD/WCTs_SWTs_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" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [00:07<00:00, 131.06it/s]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "<Figure size 1500x1200 with 3 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", + "\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", + " 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", + "\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", + " 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", + "# 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", + " 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": [ + "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", "\n", - "ax.set_xlabel('Log(Rank)', fontsize=15)\n", - "ax.set_ylabel('Log(Frequency)', fontsize=15)\n", - "ax.set_title(\"Testing Zipf's Law - Log-Log Plot\", fontsize=18)\n", - "ax.legend(prop={'size': 12})\n", - "ax.tick_params(axis='both', labelsize=12)\n", - "ax.grid(True, linestyle='--', alpha=1)\n", - "ax.set_axisbelow(True)\n", - "fig.savefig(\"/home/loic/Pictures/CDD/WCTs_SWTs_Zipf_law.pdf\")\n", - "plt.show()\n" + "These differences cannot be explained by random sampling" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Overview" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean duration (WCTs): 0.88\n", + "Mean duration (isolated whistles): 0.52\n" + ] + } + ], + "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}\")" ] }, { @@ -468,14 +602,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average number of whistles per WCT: 6.80\n", - "Average number of whistles per SWT: 8.63\n" + "\n", + "Among all whistles:\n", + "\tSWTs represent 37.33% of WCTs (81/217).\n", + "\tSWs represent 6.04% of whistles (699/11575).\n" ] } ], "source": [ - "print(\"Average number of whistles per WCT:\", \"{:.2f}\".format((wct_size_distribution[\"Category Size\"] * wct_size_distribution[\"Number of Categories\"]).sum()/(wct_size_distribution[\"Number of Categories\"].sum())))\n", - "print(\"Average number of whistles per SWT:\", \"{:.2f}\".format((swt_size_distribution[\"Category Size\"] * swt_size_distribution[\"Number of Categories\"]).sum()/(swt_size_distribution[\"Number of Categories\"].sum())))" + "print(\"\\nAmong all whistles:\")\n", + "print(f\"\\tSWTs represent {100*results_df[results_df[the_interval]].category.nunique()/results_df.category.nunique():.2f}% of WCTs ({results_df[results_df[the_interval]].category.nunique()}/{results_df.category.nunique()}).\")\n", + "print(f\"\\tSWs represent {100*results_df[the_interval].sum()/len(results_df):.2f}% of whistles ({results_df[the_interval].sum()}/{len(results_df)}).\")" ] }, { @@ -487,7 +624,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11575/11575 [00:05<00:00, 2214.81it/s]\n" + "100%|██████████| 11575/11575 [00:09<00:00, 1280.03it/s]\n" ] } ], @@ -564,10 +701,10 @@ "n_SW_per_file = []\n", "n_SW_per_file_per_dolphin = []\n", "for year in [\"2020\", \"2021\", \"2022\"]:\n", - " for date in os.listdir(f\"/media/loic/DOLPHINFREE/Acoustique/{year}\"):\n", + " for date in os.listdir(os.path.join(path_audio_folder, year)):\n", " if date.startswith(\".\") or date.endswith(\".txt\") or date.endswith(\".xlsx\"):\n", " continue\n", - " for file in os.listdir(f\"/media/loic/DOLPHINFREE/Acoustique/{year}/{date}\"):\n", + " for file in os.listdir(os.path.join(path_audio_folder, year, date)):\n", " if file.endswith(\".wav\") and (not file.startswith(\".\")):\n", " table = results_df[\n", " ((results_df['is_SW']==1) &\n", @@ -879,7 +1016,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11575/11575 [00:01<00:00, 6752.72it/s]\n" + "100%|██████████| 11575/11575 [00:04<00:00, 2534.04it/s]\n" ] } ], @@ -1212,7 +1349,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_67001/1120395603.py:23: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + "/tmp/ipykernel_2272100/1120395603.py:23: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " axs_beacon.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n" ] }, @@ -1435,7 +1572,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAHgCAYAAABn3iPqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAACgHUlEQVR4nOzdeVhUZfsH8O/MwLAIyOaK5pIBKowgiGuiZGlqZlra4polqdmmGbZYmgVavqVZiVnmVmaZlmW2yNuikSRiuOK+ISGrAgMMzJzfH/7OeWeYAWZghmHg+7kuLp0zZ87czxxm5uZ5nnM/MkEQBBARERFRvcntHQARERFRU8HEioiIiMhKmFgRERERWQkTKyIiIiIrYWJFREREZCVMrIiIiIishIkVERERkZUwsSIiIiKyEiZWRERERFbCxMpCMTExiIuLs3cYNbpw4QIeffRRREREICgoCL/88ou9Q6IGFBMTg9jY2Fr3O3DgAIKCgnDgwAGrPO/XX3+NoKAgXLlyxSrHq4+4uDjExMTYOwyrMdWeoKAgvPfee3aKyH7q83tWn9+LuLg4hIeHm7Vvcz031vbee+8hKCjI3mFYrF6JlfgLLv6EhoZi+PDhWLJkCXJzc60VY4M7dOgQ3nvvPdy4ccPeodRJXFwcTp06hWeffRbLly9HSEhItfvm5+dj6dKlGDFiBFQqFfr374/7778fb731FkpKSgAAr732GoKDg1FYWGjw2MLCQgQHByMkJATl5eUG912+fBlBQUH4z3/+Y/X2kX2tWbOGyToRUTWcrHGQp556Ch06dIBGo0Fqaio+//xz/Pbbb/juu+/g5uZmjadoUGlpaVi9ejXuu+8+eHl5Gdy3Z88eyGQyO0VWu7KyMqSlpeGJJ57ApEmTaty3sLAQ48ePR3FxMcaPH4+uXbuisLAQGRkZ+Pzzz/HQQw+hRYsWiIiIwOeff45Dhw4Z/LWXlpYGuVyOyspKHDlyBJGRkdJ9qampAICIiAjbNJTqrU+fPkhPT4ezs7NFj0tMTMTw4cMxbNgwG0VG5khPT4dCobB3GGQCz411zJo1CzNnzrR3GBazSmI1ePBghIaGAgAeeOABeHt7Y/369di7dy9Gjx5t8jFqtRru7u7WeHqrMScmpVLZQNHUTX5+PgAYJYSmfPXVV7h69So+//xz9O7d2+C+4uJi6QtXTI5SU1MNEqtDhw4hKCgIZWVlOHTokEFidejQIcjlcrO7zqnhyeVyuLi42DsMqiOeu8arMZ2b8vJyODs7Qy53vJk/Tk5OcHKySprSoGzySvfr1w8ApDFwcWz60qVLePzxxxEeHo758+cDuJnMJCQkIDo6GiEhIRg+fDg+/vhjCIJgcMygoCAsWbIE3377LYYPH47Q0FCMGzcOf//9t9HzHz9+HI899hh69+6N8PBwTJ06FYcPHzbYRxzGTElJwWuvvYb+/fsjOjoa7733HpYvXw4AuOOOO6RhTrEtpuZYXb58GU899RSioqLQq1cvTJgwAb/++qvBPuJ8lt27d+PDDz+UktGpU6fi4sWLZr2utbXrvffew9ChQwEAy5cvR1BQUI3zCS5dugSFQoGwsDCj+zw8PKQPh/bt26Ndu3Y4dOiQwT6HDh2SYjF1X7du3QwSvE2bNmHUqFHo1asX+vTpg3HjxmHXrl01tlmj0WDlypUYN24cIiIiEBYWhocffhh//fWXwX5XrlxBUFAQPv74Y2zZsgV33HEHevXqhUcffRRZWVkQBAHvv/8+Bg8eDJVKhVmzZhkNbQLAli1bMGrUKISEhGDQoEFYvHix0ZDw5MmTMXr0aJw5cwaTJ09Gr169cPvtt+Ojjz4yOl5mZiaeeOIJhIWFoX///njzzTfxxx9/1Dq36eTJkwgKCsLevXulbUePHkVQUBDuu+8+g30fe+wxPPDAA0bHOHjwIO6//36EhobijjvuwM6dOw3uNzXH6sKFC5g7dy4GDhyI0NBQDB48GM8++yyKiooA3HwfqtVq7NixQ3pv1Dbn8LfffsPDDz+MsLAwhIeHY+bMmTh9+rTBPjk5OVi4cCEGDx4svfazZs0yax7NL7/8gtGjRyM0NBSjR4/Gzz//bHI/nU6HTz/9FKNGjUJoaCgGDBiARYsW4fr16wb7iXPU9u3bh3vvvRehoaEYOXIkfvrpJ6Nj3rhxA2+88Yb0+XXnnXdi7dq10Ol00j76v5tffPEFhg0bhpCQEIwfPx7p6el1bk/VeTzifJSLFy8iLi4OkZGRiIiIwMKFC1FaWmrw2LKyMixduhR9+/ZFeHg4nnjiCWRnZ5s9NygvLw8vvvgiBgwYgNDQUIwZMwY7duww2MfSdpty+vRpTJkyBSqVCoMHD8YHH3xg8NrqM+e9W5V+jJ9++imGDh0KlUqFSZMm4dSpUyYfk52djdmzZyM8PBz9+vXDsmXLoNVqDfapz7mpjvi5plKpcP/99+PgwYOYPHkyJk+eLO0jvqe///57vPPOO7j99tvRq1cvFBcXAwB++OEHjBs3DiqVCn379sX8+fORnZ1t8DxVjymqOj+tLq+dvoqKCqxevRp33XUXQkND0bdvXzz00EPYv3+/0eumH4P+9CP9H/3XW6PRYNWqVbjzzjsREhKC6OhoLF++HBqNxiCG/fv346GHHkJkZCTCw8MxfPhwq0xfsUkqeOnSJQCAt7e3tK2yshIzZsxAREQEXnjhBbi6ukIQBMyaNQsHDhzA/fffj+7du+OPP/7A8uXLkZ2djRdffNHguH///Td2796NyZMnQ6lU4vPPP8djjz2GL7/8EoGBgQBuvhEfeeQRtGjRAo899hicnJzwxRdfYPLkydi8eTN69eplcMzFixfD19cXc+bMgVqtxuDBg3HhwgV89913WLhwIXx8fAAAvr6+Jtuam5uLBx98EKWlpZg8eTJ8fHywY8cOzJo1Szqx+j766CPIZDI8+uijKC4uxrp16zB//nx8+eWXNb6m5rTrzjvvhKenJ+Lj4zF69GgMHjwYLVq0qPaYAQEB0Gq1+Oabb4y+rKuKiIjATz/9BI1GA6VSCY1GgyNHjuChhx5CaWkp3n77bQiCAJlMhuvXr+PMmTN48MEHpcdv27YNS5cuxfDhwzFlyhSUl5cjIyMD//zzD+65555qn7e4uBhffvklRo8ejQceeAAlJSX46quvpPPevXt3g/137dqFiooKTJ48GYWFhVi3bh2eeeYZ9OvXDwcOHMDjjz+OixcvYvPmzVi2bBni4+Olx7733ntYvXo1BgwYgIceegjnz5/H559/jiNHjuDzzz83GDK7fv06HnvsMdx55524++678eOPP+Ltt99GYGAgoqOjAdz8o2Hq1KnIycnBlClT4O/vj++++86syeKBgYHw8vLCwYMHcccddwC4mSjJ5XKcPHkSxcXF8PDwgE6nQ1paGiZMmGDw+IsXL+Lpp5/G/fffj/vuuw/bt29HXFwcevbsidtuu83kc2o0GsyYMQMajQaTJk2Cv78/srOz8euvv+LGjRvw9PTE8uXL8fLLL0OlUknPecstt1Tbjp07dyIuLg6DBg3C/PnzUVpais8//xwPP/wwduzYgQ4dOgAA5s6dizNnzmDSpEkICAhAfn4+9u/fj6ysLGkfU/bt24e5c+eiW7dumDdvHgoKCrBw4UK0bdvWaN9FixZhx44dGDduHCZPnowrV65gy5YtOH78uNH5vXDhAp599lk8+OCD0uv39NNPY926dRg4cCAAoLS0FJMmTUJ2djYefPBBtGvXDmlpafjPf/6DnJwcvPTSSwbP/91336GkpAQTJ06ETCbDunXrMHfuXPzyyy/Sc1vSnuo888wz6NChA5577jkcP34cX375JXx9ffH8889L+8TFxeGHH37Avffei169euHvv/82e8ilrKwMkydPxqVLl/DII4+gQ4cO2LNnD+Li4nDjxg1MnTrV4nabIr5vtFotZs6cCTc3N2zbts1kb5Al711Tdu7ciZKSEjz88MMoLy/Hpk2bMHXqVOzatQv+/v7SflqtFjNmzIBKpcKCBQuQnJyMTz75BB07dsTDDz9c62tnzrkx5bPPPsOSJUsQGRmJadOmITMzE3PmzIGXl5fJ340PPvgAzs7O0vvZ2dkZX3/9NRYuXIjQ0FA899xzyMvLw8aNG3Ho0CHs3LnTrFEOU8x97apavXo1EhMT8cADD0ClUqG4uBhHjx7FsWPHpPdYVRMnTkT//v0Ntv3xxx/YtWuX9B2t0+kwa9YspKamYsKECbj11ltx6tQpbNiwARcuXMAHH3wA4OZ3amxsLIKCgvDUU09BqVTi4sWLRp0EdSLUw/bt24XAwEDhzz//FPLy8oSsrCzh+++/F6KiogSVSiX8+++/giAIwgsvvCAEBgYKb7/9tsHjf/75ZyEwMFD44IMPDLbPnTtXCAoKEi5evChtCwwMFAIDA4UjR45I2zIzM4XQ0FBhzpw50rbZs2cLPXv2FC5duiRty87OFsLDw4VHHnnEKPaHHnpIqKysNHj+devWCYGBgcLly5eN2jx06FDhhRdekG6/8cYbQmBgoPD3339L24qLi4WYmBhh6NChglarFQRBEP766y8hMDBQuPvuu4Xy8nJp3w0bNgiBgYFCRkaGqZfY4nZdvnxZCAwMFNatW1fj8QRBEHJycoR+/foJgYGBwogRI4RFixYJu3btEm7cuGG07+bNmw3amZaWJgQGBgqZmZnCmTNnhMDAQOH06dOCIAjCf//7XyEwMFD49ttvpcfPmjVLGDVqVK0xVVVZWWnwegmCIFy/fl0YMGCAsHDhQqN29+vXzyD+FStWCIGBgcKYMWOEiooKaftzzz0n9OzZUzp2Xl6e0LNnT+HRRx+Vzpl+u7/66itp26RJk4TAwEBhx44d0rby8nJh4MCBwty5c6Vtn3zyiRAYGCj8/PPP0raysjJhxIgRQmBgoPDXX3/V2PaZM2cK999/v3T7ySefFJ588kmhe/fuwm+//SYIgiAcO3ZMCAwMFH755Rdpv6FDhxr9Tubl5QkhISFCQkKCtE38nRTjOH78uBAYGCj88MMPNcYVFhZm8B4Qie8p8X1TXFwsREZGCi+//LLBfjk5OUJERIS0/fr162b/zlZ17733CgMHDjQ45/v27RMCAwOFoUOHStv+/vtvo99JQRCE33//3Wi7+Pr9+OOP0raioiJh4MCBwtixY6Vt77//vhAWFiacP3/e4Jhvv/220L17d+Hq1auCIPzvdzMqKkooLCyU9vvll1+EwMBAISkpyeL2CMLNz8RVq1ZJt1etWiUEBgYavC8EQRDmzJkjREVFSbePHj0qBAYGCm+88YbBfnFxcUbHNOXTTz8VAgMDhW+++UbaptFohIkTJwphYWFCUVGRxe02Rfxs/eeff6RteXl5QkREhMHvmSXv3RdeeMHgdRRj1P++EgRB+Oeff4TAwEDhzTffNHhsYGCgsHr1aoM4x44dK9x3330G2+p6bkwpLy8XoqKihPHjxxt8hn399ddCYGCgMGnSJGmb+J6+4447hNLSUmm7RqMR+vfvL4wePVooKyuTtouf1StXrpS2TZo0yeCY+u2v62tnypgxY4SZM2fWuI/4ulXnwoULQkREhDB9+nTpe3znzp1CcHCwweefIAjC559/LgQGBgqpqamCIAjC+vXrhcDAQCEvL6/GGOrCKkOB06ZNk4bSnn32WbRo0QKrV69GmzZtDPZ76KGHDG7//vvvUCgURt2Ojz76KARBwO+//26wPTw83OAKt/bt2+OOO+7Avn37oNVqodVqsX//fgwbNgwdO3aU9mvdujVGjx6N1NRUqUtUNGHChHpNMvztt9+gUqkM5he1aNECEydORGZmJs6cOWOw/7hx4wzmaYmPu3z5crXPUZd2mcPf3x/ffPMNHnzwQdy4cQNbt27FvHnz0L9/f7z//vsGw7HiPCsxmz906BDatGmD9u3bo2vXrvD29ja4T/8xwM05X//++6/ZQwAihUIhvV46nQ6FhYWorKxESEgIjh8/brT/iBEj4OnpKd1WqVQAgDFjxhiM1atUKlRUVEjd4H/++ScqKiowZcoUg7kIDzzwADw8PPDbb78ZPI+7uzvuvfde6bZSqURoaKjBefzjjz/Qpk0bqccJuDn3omrvUnUiIiJw/PhxqNVqADfnuA0ePBjBwcHSxQEHDx6ETCYzukigW7duBr+Tvr6+6NKlS42/Zx4eHgBu9pqYOzxRkz///BM3btzAqFGjkJ+fL/3I5XL06tVL6rlzdXWFs7MzUlJSjIblanLt2jWcOHEC9913n8E5HzhwILp162aw7549e+Dp6YmBAwcaxNKzZ0+4u7sb9SK2bt3aoLfZw8MDY8eOxfHjx5GTkyMdMyIiAl5eXgbHHDBgALRardE0hZEjR6Jly5bS7arvfUvaUxP9nmLxeQoLC6XPiD/++AMAjHpYarvYRfT777+jVatWBvNnnZ2dMXnyZKjVaovbXZ3ffvsNYWFh0nsYuPl7XLWH29L3rinDhg0z+L5SqVTo1auXycdW/R6LiIgwu/RDbefGlKNHj6KwsBATJkww+Ay75557DF5XfWPHjoWrq6vBMfLy8vDQQw8Z9PgNGTIEXbt2NZq6YglLXjt9Xl5eOH36NC5cuFCn51Wr1XjyySfh5eWFFStWSN/je/bswa233oquXbsavC/FKUrie13sodu7d2+1w8t1ZZWhwEWLFqFLly5QKBTw9/dHly5djCbKOTk5GXVZZmZmonXr1tIHuujWW2+V7tfXqVMno+fu3LkzSktLpUnbpaWl6NKli9F+t956K3Q6HbKysgyGQmoaZjDH1atXjYYXAaBr167S/eIwJXAzGdQnntya5gLk5+db3C5ztW7dGosXL8Zrr72GCxcuYN++ffjoo4+watUqtG7dWpq7Iw5N6SdP4oR3mUyGsLAwHDp0CBMmTMChQ4fQrl07g7Y+/vjj+PPPP/HAAw+gU6dOGDhwIEaPHm3WVYM7duzAJ598gvPnz6OiokLaburctWvXzuC2+AVV3fbr16+jY8eOuHr1KoD/nTeRUqlEx44djX4X27Zta3R1aMuWLZGRkSHdzszMxC233GK0X01DZ/oiIyNRWVmJw4cPo23btsjLy0NkZCTOnDmDgwcPAriZWHXr1s1g2N1Ue8X4akpcOnbsiOnTp2P9+vXYtWsXIiMjERMTgzFjxhh80ZtL/MCsOjQkEt/3SqUS8+fPx7JlyzBw4ED06tULQ4YMwdixY9GqVatqjy+eM1OfC126dDFIvC9evIiioiKjYQRRXl6ewe1OnToZnbfOnTsDuHleW7VqhYsXLyIjI6PaY4qfSaKq50T8UhTf+5a0pybVfcZcv34dHh4euHr1KuRyudH7x9TzmpKZmYlOnToZfcaLn9tiO0S1tbs61X22Vv0ctPS9a0p13y0//PCDwTYXFxejaSG1va/01XZuTBHbV/Vzw8nJCQEBASYfU/Xciscw9R3StWtX6Q+1ujD3tavqqaeewuzZszF8+HAEBgZi0KBBuPfeexEcHGzW877yyiu4dOkStm7dKk3ZAW6+18+ePVvre33kyJH48ssv8fLLL2PFihXo378/7rzzTowYMaLeE/2tklipVCrpqsDqKJXKRnlVQkNfvVHdayBUmazf0GQyGbp06YIuXbpgyJAhuOuuu/Dtt99KiZVcLkdYWBjS0tIgCAIOHTpkUIQyPDwc27dvl+ZeVb0U/9Zbb8WePXvw66+/4o8//sBPP/2Ezz77DHPmzMFTTz1VbVzffPMN4uLiMGzYMMyYMQN+fn5QKBRITEw0+Rdvdb2P1n7dG+JS6pCQELi4uODvv/9G+/bt4efnhy5duiAyMhKfffaZVN7EVNmDusYXFxeH++67D3v37sX+/fuxdOlSJCYmYtu2bRbN8wH+99ouX77cZIKkH+O0adMQExODX375Bfv27cPKlSuxdu1abNiwAT169KhTW/TpdDr4+fnh7bffNnl/dXMoazvmwIED8dhjj5m8X0zERNWdE2u/9xvbZ0xDtbsh1Pd931DnRr+3ylqqTtCvrz59+uDnn3+WPmu++uorbNiwAYsXLzZ5MY6+DRs24LvvvsNbb71lNM9Wp9MhMDAQCxcuNPlY8XPM1dUVW7ZswYEDB6Tvpd27d+OLL77AJ598Uq9zbdfrGAMCApCcnCxNxBWdO3dOul+fqavnLly4ADc3N+mD0c3NDefPnzfa79y5c5DL5Sb/kq/KkjpV7du3r/b5xPvry9fX1yrtMlfHjh3h5eUlDXmIIiIi8Pvvv2Pv3r3Iy8szKNEQHh6Od955B7///jvKysqMyjcAN4fPRo4ciZEjR0Kj0WDu3LlYs2YNYmNjq01wf/zxR3Ts2BGrV682OC+rVq2yUmtvEs/TuXPnDIZbNRoNrly5ggEDBlh8zICAAJw5c0aa1C8SL+6ojVKphEqlwsGDB9G+fXtpCCUiIgIajQbffvstcnNz0adPH4tjq4l4lc3s2bNx6NAhPPTQQ/j888/x7LPPWnQc8XX08/Mz6/W75ZZb8Oijj+LRRx/FhQsXMHbsWHzyySfVJkPiOTP1uVD1vXLLLbcgOTkZvXv3NutL5+LFi0bnTeyBEz+XbrnlFqjV6jr9bphiSXvq+zw6nQ5XrlwxSP7MvTo5ICAAGRkZ0Ol0BomCNT/zxOOY81pY471b3XdLdT1CDUls36VLl6ThLODmBWGZmZlmVSYXj3H+/Hmjnpzz588bnLOWLVua/KO1ak+kqD6vnbe3N8aPH4/x48ejpKQEkyZNwnvvvVdjYnXw4EEsX74cU6dOxZgxY4zuv+WWW3Dy5En079+/1u9yuVyO/v37o3///li4cCHWrFmDd955BwcOHKjX+9quXUiDBw+GVqvFli1bDLZ/+umnkMlkGDx4sMH2tLQ0HDt2TLqdlZWFvXv3YuDAgVAoFFAoFBg4cCD27t1rMOadm5uL7777DhEREdV2t+oTi5qKl5jXJDo6Gunp6UhLS5O2qdVqbNu2DQEBARbNjaiOtdpV1T///CPN39GXnp6OwsJCo25jcdhu3bp1cHNzM/hLQaVSwcnJCevWrTPYV1RQUGBwW6lU4tZbb4UgCAbDe1WJfzXo/0X3zz//GJXPqK8BAwbA2dkZmzZtMniur776CkVFRdKVfpYYNGgQsrOzDUomlJeXY9u2bWYfIyIiAunp6Thw4ID0mvr6+uLWW2+Vyjvoz6Wqj+LiYlRWVhpsCwwMhFwuN7hM2d3d3axVCW6//XZ4eHggMTHR5DnWH76vWrn/lltuQYsWLYwuj9bXunVrdO/eHTt27DB4r+7fv99obuPdd98NrVYrXRGkr7Ky0qg9165dMyhzUFxcjJ07d6J79+5S79vdd9+NtLQ0ac6Svhs3bhi9lrWxpD31MWjQIAA3rzTTt3nzZrMeP3jwYOTk5GD37t3StsrKSmzatAnu7u5WS/Sjo6Nx+PBhg3mZ+fn5RiVarPHe/eWXXwzKDqSnp+Off/4x+g6yh5CQEHh7e2Pbtm0Gv1O7du0yewgyJCQEfn5+2Lp1q8F76rfffsPZs2cxZMgQaVvHjh1x7tw5g6HskydPVnu1XF1fu6rfCS1atMAtt9xS43v+2rVreOaZZ9C7d28sWLDA5D533303srOzTX7OlpWVSd95psrtiN9p+jGcPXu22qSyOnbtsYqJiUHfvn3xzjvvSJn3/v37sXfvXkydOtVoTDkwMBAzZswwKLcA3LxUW/TMM8/gzz//xMMPP4yHH34YCoUCX3zxBTQaTa2XtIp69uwJAHjnnXcwcuRIODs7Y+jQoSaLh86cORPff/89Hn/8cUyePBktW7bEzp07ceXKFbz33ntWG/60Rruq+uabb7Br1y6pvoyzszPOnj2L7du3w8XFBU888YTB/iqVCs7OzkhLS0NUVJTBREo3NzcEBQUhLS0NXl5eBvPKAGDGjBnw9/dH79694efnh3PnzmHz5s2Ijo6uMSkcMmQIfvrpJ8yZMwdDhgzBlStXsHXrVnTr1s1kUlhXvr6+iI2NxerVq/HYY48hJiYG58+fx2effSbV6bHUxIkTsXnzZsybNw9TpkxBq1atsGvXLql3zpye0cjISKxZswZZWVkGCVRkZCS++OILBAQEWDxEV52//voLS5YswYgRI9C5c2epFIdCocDw4cOl/Xr27Ink5GSsX78erVu3RocOHUzOhfHw8MBrr72GBQsWYNy4cRg5ciR8fX1x9epV/Pbbb+jduzcWLVqECxcuYNq0aRgxYgS6desGhUKBX375Bbm5uRg1alSNMT/33HOIjY3Fww8/jPHjx6OwsBCbN2/GbbfdZvD7ERUVhYkTJyIxMREnTpzAwIED4ezsjAsXLmDPnj146aWXMGLECGn/zp0746WXXsKRI0fg5+eH7du3Iy8vz6A8x4wZM5CUlIQnnngC9913H3r27InS0lKcOnUKP/74I/bu3WvxEKO57akPsV7ghg0bUFhYKJVbEHvkavu9nDhxIr744gvExcXh2LFjCAgIwI8//ohDhw7hxRdfrNMfeaY89thj+Oabb/DYY49hypQpUrmF9u3bG8xltMZ795ZbbsFDDz2Ehx56CBqNBhs3boS3t3e1w7wNSalUYu7cuXj99dcxdepU3H333cjMzMTXX39t9nxNZ2dnzJ8/HwsXLsSkSZMwatQoqdxCQEAApk2bJu17//3349NPP8WMGTNw//33Iy8vT/rMFZc501fX127UqFGIiopCz5494e3tjSNHjuDHH3+s8SKKpUuXIj8/H4899hi+//57g/uCgoIQHByMe++9Fz/88ANeffVVHDhwAL1794ZWq8W5c+ewZ88erFu3DqGhoXj//fdx8OBBREdHIyAgAHl5efjss8/Qtm1bg46BkSNHIioqCps2bTLrtQbsnFjJ5XJ8+OGHWLVqFXbv3o2vv/4aAQEBWLBgAR599FGj/fv06YOwsDC8//77uHr1Krp164b4+HiDyW633XYbtmzZghUrViAxMRGCIEClUuGtt94y+eFvikqlwtNPP42tW7fijz/+gE6nw969e00mVv7+/ti6dSveeustbN68GeXl5QgKCsKaNWsM/gqoL2u0q6qJEyfC1dUVf/31F5KSklBcXAwfHx8MHDgQsbGxRnNbXFxcEBISgrS0NJNDfb1798axY8cQFhZmlFBOnDgRu3btwvr166FWq9G2bVtMnjwZs2fPrjHGcePGITc3F1988QX27duHbt264a233sKePXuQkpJSp3ZXZ+7cufD19cXmzZsRHx+Pli1bYsKECXjuuecsXvYFuPkX2IYNG7B06VJs3LgR7u7uGDt2LMLDwzF37lyz5veFh4dDoVDA1dXV4PdcTKys1VsF3PxgGjRoEP773/8iOztbSpY/+ugjgyKycXFxWLRoEd59912UlZXhvvvuq/Z38J577kHr1q2xdu1afPzxx9BoNGjTpg0iIyMxbtw4ADfnPIwaNQrJycn49ttvoVAo0LVrV7z77rsGCZ0pgwcPxsqVK/Huu+9ixYoVuOWWWxAfH4+9e/ca/X4sWbIEISEh2Lp1K9555x0oFAoEBARgzJgxRr/PnTt3xiuvvILly5fj/Pnz6NChg1RwUeTm5oZNmzYhMTERe/bswc6dO+Hh4YHOnTtj7ty5dZrwb0l76mPZsmXw9/fH999/j59//hkDBgzAO++8gxEjRtS6uoSrqys2bdqEt99+Gzt27EBxcTG6dOmC+Ph46ZxaQ+vWrbFx40YsXboUa9euhbe3Nx588EG0bt3aqEZYfd+7Y8eOhVwux4YNG5CXlweVSoVXXnkFrVu3tlp76mPSpEkQBAHr16/HsmXLEBwcjA8//BBLly41e57wuHHj4Orqio8++ghvv/023N3dMWzYMDz//PMGNaxuvfVWLFu2DKtWrUJ8fDy6deuG5cuX47vvvjP5O1jX127y5MlISkrC/v37odFo0L59ezzzzDOYMWNGtY8pKCiAVqs1+ANH9OSTTyI4OBhyuRzvv/8+Pv30U3zzzTf4+eef4ebmhg4dOmDy5MnSSExMTAwyMzOxfft2FBQUwMfHB1FRUXV+7xqwegEHGwkMDBQWL15s7zCI6k2sn6Jf+4Uaj6FDh9ZaX6cpEuuY6denauosqfvX2Gi1WiEqKkp46aWX7PL8jvza2Vrju0yPqAkpKyszuF1eXo4vvvgCnTt3NqrzRtRQqv5eAjevtJLL5Va/GILqr7y83OjKwZ07d6KwsBBRUVF2ioqq43irGxI5kCeffBLt27dHcHAwiouL8e233+LcuXPVXulG1BDWrVuHo0ePol+/flAoFPj999/x+++/Y+LEiVa9wpis4/Dhw4iPj8eIESPg7e2N48eP46uvvkJgYKDB3EBqHJhYEdnQoEGD8NVXX2HXrl3QarXo1q2bdFEEkb2Eh4dj//79+OCDD6BWq9GuXTvMnTvX6IIVahzEi1Q2bdqE69evo2XLlrj33nsxf/78WufEUcOTCVX7F4mIiIioTjjHioiIiMhKmFgRERERWQkTKyIiIiIrYWJFREREZCVMrIiIiIishIkVERERkZUwsSIiIiKyEiZWRERERFbS7Cqv63Q6XLt2DS1atIBMJrN3OERERGQGQRBQUlKC1q1bQy5vvP1CzS6xunbtGqKjo+0dBhEREdXBb7/9hrZt29o7jGo1u8SqRYsWAG6eGA8Pjxr31Wq1SE9Ph0qlgkKhaIjw7ILtbFqaQzubQxsBtrOpYTvrp7i4GNHR0dL3eGPV7BIrcfjPw8PDrMTK3d0dHh4eTf5NwHY2Hc2hnc2hjQDb2dSwndbR2KfxNN5BSiIiIiIHw8SKiIiIyEqYWBERERFZCRMrIiIiIithYkVERERkJUysiIiIiKyEiRURERGRlTCxIiIiIrISJlZEREREVsLEioiIiMhKmt2SNs2BTqdDWloacnNz4e/vj/Dw8Ea9EjgREVFT0SgSqy1btuDjjz9GTk4OgoOD8corr0ClUpnc9+uvv8bChQsNtimVShw5cqQhQm30kpKSkJCQgIyMDGg0GiiVSgQFBSEuLg4xMTH2Do+IiKhJs3titXv3bsTHx2Px4sXo1asXNmzYgBkzZmDPnj3w8/Mz+RgPDw/s2bNHut3YF2RsKElJSYiNjUVRURH8/Pzg4uKC8vJypKenIzY2FomJiUyuiIiIbMju40Pr16/HhAkTMH78eHTr1g2LFy+Gq6srtm/fXu1jZDIZWrVqJf34+/s3YMSNk06nQ0JCAoqKihAQEAA3NzfI5XK4ubkhICAARUVFSEhIgE6ns3eoRERETZZde6w0Gg2OHTuG2NhYaZtcLseAAQOQlpZW7ePUajWGDh0KnU6HHj164LnnnsNtt91W7XNoNBrpdnFxMQBAq9VCq9XWGJ94f237NQapqak4efIk/Pz8jHrwZDIZfH19cfLkSRw8eBAREREG9ztSO+uD7Ww6mkMbAbazqWE7rXPcxs6uiVVBQQG0Wq3RkJ+fnx/OnTtn8jFdunTBm2++iaCgIBQVFeGTTz7Bgw8+iO+//x5t27Y12j8xMRGrV6822p6eng53d3ez4nSE+VspKSlQq9Vwd3eHWq02ul+n00GtViMlJQUKhcLkMRyhndbAdjYdzaGNANvZ1LCddWPqu60xsvscK0uFh4cjPDzc4PbIkSOxdetWPPPMM0b7x8bGYvr06dLt4uJiREdHQ6VSwcPDo8bn0mq1OHLkCEJDQ6tNRhoLrVYLd3d3KBQKuLm5Gd0vJl1RUVEICwszeqyjtLM+2M6mozm0EWA7mxq2s37EEafGzq6JlY+PDxQKBfLy8gy25+XlmT1vytnZGd27d8elS5dM3q9UKqFUKo22KxQKs0+4JfvaS2RkJIKDg5Geno6AgACD4UBBEJCfnw+VSoXIyMhqSy84Qjutge1sOppDGwG2s6lhO+t+PEdg18nrSqUSPXv2RHJysrRNp9MhOTnZoFeqJlqtFqdOnUKrVq1sFaZDkMvliIuLg6enJzIzM6FWq6Xhv8zMTHh5eSEuLo71rIiIiGzI7t+y06dPx7Zt27Bjxw6cPXsWr732GkpLSzFu3DgAwIIFC7BixQpp/9WrV2Pfvn24fPkyjh07hueffx5Xr17FAw88YK8mNBoxMTFITEyESqVCSUkJsrKyUFJSApVKhTVr1rDUAhERkY3ZfY7VyJEjkZ+fj1WrViEnJwfdu3fHunXrpKHArKwsg16WGzdu4JVXXkFOTg5atmyJnj17YuvWrejWrZu9mtCoxMTEYMiQIay8TkREZAd2T6wAYNKkSZg0aZLJ+zZt2mRw+8UXX8SLL77YEGE5LLlcblRSgYiIiGyP3RhEREREVsLEioiIiMhKmFgRERERWQkTKyIiIiIrYWJFREREZCVMrIiIiIishIkVERERkZUwsSIiIiKyEiZWRERERFbCxIqIiIjISphYEZFD0el0SE1NRXJyMlJTU6HT6ewdEhGRpFGsFUhEZI6kpCQkJCTg5MmTUKvVcHd3R3BwMOLi4hATE2Pv8IiI2GNFRI4hKSkJsbGxSE9Ph6enJ/z9/eHp6Yn09HTExsYiKSnJ3iESETGxIqLGT6fTISEhAUVFRQgICICbmxvkcjnc3NwQEBCAoqIiJCQkcFiQiOyOiRURNXppaWnIyMiAn58fZDKZwX0ymQy+vr7IyMhAWlqanSIkIrqJiRURNXq5ubnQaDRwcXExeb+rqys0Gg1yc3MbODIiIkOcvE4W0el0SEtLQ25uLvz9/REeHg65nPk52Za/vz+USiXKy8vh5uZmdH9ZWRmUSiX8/f3tEB0R0f8wsSKziVdkZWRkQKPRQKlUIigoiFdkkc2Fh4cjKCgI6enpCAgIMBgOFAQB+fn5UKlUCA8Pt2OUREQcCiQz6V+R5eHhgXbt2sHDw4NXZFGDkMvliIuLg6enJzIzM6FWq6HT6aBWq5GZmQkvLy/ExcWx95SI7I6fQlQrXpFFjUFMTAwSExOhUqlQXFyM3NxcFBcXQ6VSYc2aNew1JaJGgUOBVCtLrsiKiIiwU5TUHMTExGDIkCE4ePAgUlJSEBUVhcjISPZUEVGjwcSKamXOFVkFBQW8IosahFwuR0REBBQKBcLCwphUEVGjwk8kqpX+FVmm8IosIiKim5hYUa3EK7Ly8vIgCILBfeIVWUFBQbwii4iImj0mVlQrXpFFRERkHn4Tkln0r8gqKSlBVlYWSkpKrHpFlk6nQ2pqKn788UekpqbyKkMiInI4nLxOZhOvyLJF5XUWHyUioqaAiRVZRLwiy5rE4qNFRUXw8/ODi4sLysvLpeKjiYmJTK6IiMghcCiQ7IrFR4mIqClhYkV2ZUnxUSIiosaOiRXZlTnFRzUaDYuPEhGRQ2BiRXbF4qNERNSUMLEiu2LxUSIiakqYWJFdsfgoERE1Jfy2IrtriOKjREREDYF1rKhRsGXxUSIioobCxIoaDVsUHyUiImpI7A4gIiIishImVkRERERWUqfE6uDBg5g/fz4mTpyI7OxsAMDOnTtx8OBBqwZHRERE5EgsTqx+/PFHzJgxA66urjh+/Dg0Gg0AoLi4GImJiVYPkIiIiMhRWJxYffjhh1i8eDGWLl0KJ6f/zX3v3bs3jh8/btXgiIiIiByJxYnV+fPnERkZabTd09MTN27csEpQRERERI7I4sTK398fly5dMtqempqKjh07WiUoIiIiIkdkcWI1YcIEvPHGG/jnn38gk8mQnZ2Nb7/9FsuWLcNDDz1kixiJiIiIHILFBUJnzpwJnU6HadOmobS0FJMmTYJSqcSjjz6KyZMn2yJGIiIiIodgcWIlk8kwa9YszJgxA5cuXYJarcatt96KFi1a2CI+IiIiIodR5yVtlEolunXrZs1YiIiIiByaWYnVk08+afYBV69eXedgiIiIiByZWYmVp6enreMgIiIicnhmJVbx8fG2joOIiIjI4VlcbmHKlCkmC4EWFxdjypQpVgmKiIiIyBFZnFilpKSgoqLCaHt5eTlSU1PrFMSWLVsQExOD0NBQPPDAA0hPTzfrcd9//z2CgoIwe/bsOj0vERERkTWZfVXgyZMnpf+fOXMGOTk50m2dToc//vgDbdq0sTiA3bt3Iz4+HosXL0avXr2wYcMGzJgxA3v27IGfn1+1j7ty5QqWLVtmcnkdIiIiInswO7EaO3YsZDIZZDIZpk6danS/q6srXn75ZYsDWL9+PSZMmIDx48cDABYvXoxff/0V27dvx8yZM00+RqvVYv78+Zg7dy5SU1NrXKNQo9FAo9FIt4uLi6VjaLXaGmMT769tP0fHdjYtzaGdzaGNANvZ1LCd1jluY2d2YrV3714IgoBhw4bhyy+/hK+vr3Sfs7Mz/Pz8oFAoLHpyjUaDY8eOITY2Vtoml8sxYMAApKWlVfu4999/H35+fnjggQdqHX5MTEw0WQIiPT0d7u7uZsV55MgRs/ZzdGxn09Ic2tkc2giwnU0N21k3arXaqsezFbMTq4CAAACGQ4L1VVBQAK1WazTk5+fnh3Pnzpl8zMGDB/HVV19h586dZj1HbGwspk+fLt0uLi5GdHQ0VCoVPDw8anysVqvFkSNHEBoaanHS6EjYzqalObSzObQRYDubGrazfsQRp8bO4srrO3bsgI+PD4YMGQIAWL58ObZt24Zu3bphxYoVUgJmC8XFxViwYAFef/11gx6zmiiVSiiVSqPtCoXC7BNuyb6OjO1sWppDO5tDGwG2s6lhO+t+PEdg8VWBa9asgYuLCwAgLS0NW7ZswfPPPw9vb2+L6135+PhAoVAgLy/PYHteXh78/f2N9r98+TIyMzMxa9Ys9OjRAz169MDOnTuRlJSEHj164NKlS5Y2h4iIiMhqLO6x+vfff9GpUycAwC+//ILhw4dj4sSJ6N27NyZPnmzRsZRKJXr27Ink5GQMGzYMwM0rDJOTkzFp0iSj/bt27Ypdu3YZbHv33XdRUlKCl156CW3btrW0OURERERWY3Fi5e7ujsLCQrRv3x779+/HtGnTAAAuLi4oLy+3OIDp06fjhRdeQEhICFQqFTZs2IDS0lKMGzcOALBgwQK0adMG8+bNg4uLCwIDAw0e7+XlBQBG24mIiIgamsWJ1YABA/Dyyy+je/fuuHDhAqKjowEAp0+frtP8qpEjRyI/Px+rVq1CTk4OunfvjnXr1klDgVlZWZDLLR6xJCIiImpwFidWr776Kt59911kZWVh1apV8PHxAQAcO3YMo0aNqlMQkyZNMjn0BwCbNm2q8bEJCQl1ek4iIiIia7M4sfLy8sKiRYuMtj/11FNWCYiIiIjIUZmVWJ08eRKBgYGQy+W11rEKDg62SmBEREREjsasxGrs2LHYv38//Pz8pKVtBEGQ7hdvy2QynDhxwmbBEhERETVmZiVWe/fulQpy7t2716YBERERETkqsxIr/av9bFlZnYiIiMiRWTx5HQAuXLiAAwcOIC8vDzqdzuC+J5980iqBERERETkaixOrbdu24bXXXoOPjw/8/f0hk8mk+2QyGRMrIiIiarYsTqw+/PBDPPPMM5g5c6Yt4iEiIiJyWBaXNL9+/TruvvtuW8RCRERE5NAsTqxGjBiBffv22SIWIiIiIodm1lDgxo0bpf936tQJK1euxD///IPAwEA4ORkeYsqUKdaNkIiIiMhBmJVYffrppwa33d3dkZKSgpSUFIPtMpmMiRURERE1W2YlVklJSbaOg4iIiMjhWTzH6vLly7aIg4iIiMjhWVxu4c4770Tbtm3Rp08fREVFISoqCp06dbJFbEREREQOxeLE6rfffsOBAwfw999/Y926dXjllVfQunVr9OnTB/369cMDDzxgiziJiIiIGj2LE6s2bdpgzJgxGDNmDICby9usWbMGu3btwu7du5lYERERUbNlcWJVWlqK1NRU6arA48ePo2vXrnjkkUcQFRVlixiJiIiIHILFiVWfPn3g5eWFe+65B48//jgiIyPRsmVLW8RGRERE5FAsTqwGDx6M1NRUfP/998jNzUVubi6ioqLQpUsXW8RHRERE5DAsTqw++OADAMDJkyfx999/Y//+/Vi5ciUUCgWioqKwYsUKqwdJRERE5AgsrmMlCgoKQu/evREWFobQ0FDk5+fjhx9+sGZsRERERA7F4h6r9evX48CBAzh06BBKSkoQFBSEPn36YMKECYiMjLRFjEREREQOweLE6rvvvkNUVBQmTpyIyMhIeHp62iIuIiIiIodjcWK1fft2W8RBRERE5PDqPMeKiIiIiAwxsSIiIiKyEiZWRERERFbCxIqIiIjISphYEREREVmJWVcFjh07FjKZzKwD7tixo14BERERETkqsxKrYcOGSf8vLy/HZ599hm7duiEsLAwA8M8//+D06dN4+OGHbRIkERERkSMwK7F68sknpf+/9NJLmDx5Mp555hmDfVatWoWsrCyrBkdERETkSCyeY7Vnzx6MHTvWaPuYMWPw008/WSMmIiIiIodkcWLl6uqKQ4cOGW0/dOgQXFxcrBIUERERkSOyeEmbqVOn4rXXXsPx48cRGhoKAEhPT8f27dsxe/ZsqwdIRERE5CgsTqxmzpyJDh06YOPGjfj2228BAF27dsWbb76JkSNHWj1AIiIiIkdhcWIFACNHjmQSRURERFRFnQqE3rhxA19++SX+85//oLCwEABw7NgxZGdnWzM2IiIiIodicY/VyZMnMX36dHh6eiIzMxMPPPAAvL298dNPPyErKwvLly+3RZxEREREjZ7FPVYJCQm477778NNPP0GpVErbo6OjcfDgQasGR0RERORILE6sjhw5ggcffNBoe5s2bZCTk2OVoMiQTqdDamoqfvzxR6SmpkKn09k7JCIiIjLB4qFApVKJ4uJio+0XLlyAr6+vVYKi/0lKSkJCQgIyMjKg0WigVCoRFBSEuLg4xMTE2Ds8IiIi0mNxj1VMTAzef/99VFRUSNuuXr2Kt99+G3fddZdVg2vukpKSEBsbi/T0dHh4eKBdu3bw8PBAeno6YmNjkZSUZO8QiYiISI/FiVVcXBzUajUGDBiA8vJyTJ48GXfddRdatGiBZ5991hYxNks6nQ4JCQkoKipCQEAA3NzcIJfL4ebmhoCAABQVFSEhIYHDgkRERI2IxUOBnp6eWL9+PQ4ePIiMjAyo1Wr07NkTAwYMsEV8zVZaWhoyMjLg5+cHmUxmcJ9MJoOvry8yMjKQlpaGiIgIO0VJRERE+upUIBQAIiMjERkZac1YSE9ubi40Gk216y+6urqioKAAubm5DRwZERERVcesxGrjxo2YOHEiXFxcsHHjxhr3nTJlilUCa+78/f2hVCpRXl4ONzc3o/vLysqgVCrh7+9vh+iIiIjIFLMSq08//RT33HMPXFxc8Omnn1a7n0wmY2JlJeHh4QgKCkJ6ejoCAgIMhgMFQUB+fj5UKhXCw8PtGCURERHpMyux+uabb+Dp6QkAvBKtgcjlcsTFxSE2NhaZmZnw9fWFq6srysrKkJ+fDy8vL8TFxUEur9OqRERERGQDZn0rR0VFIS8vD8DNob4bN27YNCi6KSYmBomJiVCpVCgpKUFWVhZKSkqgUqmwZs0aq9SxEouPJicns/goERFRPZnVY+Xu7o7CwkL4+fkhJSUFlZWVVg1iy5Yt+Pjjj5GTk4Pg4GC88sorUKlUJvf96aefsGbNGly6dAmVlZXo1KkTpk+fjrFjx1o1psYiJiYGQ4YMQVpaGnJzc+Hv74/w8HCr9FSJxUdPnjwJtVoNd3d3BAcHs/goERFRHZmVWA0YMABTpkxB165dAQBz5syBs7OzyX1rm9xe1e7duxEfH4/FixejV69e2LBhA2bMmIE9e/bAz8/PaP+WLVti1qxZ6Nq1K5ydnfHf//4XL774Ivz8/HD77bdb9NyOQi6XW72kglh8tKioCH5+fnB3d4dCoZCKjyYmJjK5IiIispBZidVbb72FHTt24NKlS/j7779x2223wdXV1SoBrF+/HhMmTMD48eMBAIsXL8avv/6K7du3Y+bMmUb79+3b1+D21KlTsXPnTqSmpjbZxMraqhYflclkUKvVUvHRzMxMJCQkYMiQIZzDRUREZAGzEitXV1c89NBDAICjR49i/vz58PLyqveTazQaHDt2DLGxsdI2uVyOAQMGIC0trdbHC4KAv/76C+fPn8f8+fOrfQ6NRiPdFtc51Gq10Gq1NR5fvL+2/RxNamoqTp48KRUfFQQBwM3XUyw+evLkSRw8eLBJFR9tquezqubQzubQRoDtbGrYTusct7GzuEDopk2brPbkBQUF0Gq1RkN+fn5+OHfuXLWPKyoqwuDBg6HRaCCXy/Hqq69i4MCBJvdNTEzE6tWrjbanp6fD3d3drDiPHDli1n6OIiUlRZpTpVarpe2lpaUAbvZoqdVqpKSkQKFQ2CtMm2lq57M6zaGdzaGNANvZ1LCddaP/fdWYmZVYxcfH4+mnn4a7uzvi4+Nr3HfhwoVWCawmLVq0wM6dO6FWq5GcnIyEhAR07NjRaJgQAGJjYzF9+nTpdnFxMaKjo6FSqeDh4VHj82i1Whw5cgShoaFNKsHQarXSnCo3NzcIgoDS0lK4ublJw4Lu7u6IiopCWFiYvcO1mqZ6PqtqDu1sDm0E2M6mhu2sH3HEqbEzK7E6fvy4dCXg8ePHrfbkPj4+UCgUUikHUV5eXo0VxeVyOTp16gQA6N69O86ePYu1a9eaTKyUSiWUSqXRdoVCYfYJt2RfRxAZGYng4GCj4qPisKBYfDQyMrJJzrFqauezOs2hnc2hjQDb2dSwnXU/niMwK7HSH/6z5lCgUqlEz549kZycjGHDhgG4OQyVnJyMSZMmmX0cnU5nMI+Kamaq+Kg4/Mfio0RERHVn8TfnwoULTXbHqdXqOg0DTp8+Hdu2bcOOHTtw9uxZvPbaaygtLcW4ceMAAAsWLMCKFSuk/RMTE7F//35cvnwZZ8+exSeffIJvv/0WY8aMsfi5mzP94qPFxcXIzc1FcXGxVYuPEhERNTcWT17fuXMn5s+fbzQ/qaysDN98802tc7CqGjlyJPLz87Fq1Srk5OSge/fuWLdunTQUmJWVZdBzolarsXjxYvz7779wdXVF165d8dZbb2HkyJGWNqXZE4uPHjx4ECkpKYiKimqyw39EREQNwezEqri4GIIgQBAElJSUwMXFRbpPq9Xi999/h6+vb52CmDRpUrVDf1WHHp999lk8++yzdXoeMiYWH1UoFAgLC2NSRUREVA9mJ1aRkZGQyWSQyWQYPny40f0ymQxz5861anBEREREjsTsxGrjxo0QBAFTp07Fe++9h5YtW0r3OTs7o3379mjTpo1NgiQiIiJyBGYnVlFRUQCAvXv3ol27dhwyIiIiIqrC4snrAQEBuHHjBtLT05GXlycthyIaO3astWIjIiIicigWJ1ZJSUmYP38+1Go1PDw8pOKSwM15VkysiIiIqLmyOLFatmwZxo8fj+eeew5ubm62iImIiIjIIVk8USo7OxtTpkxhUkVERERUhcWJ1aBBg5rNytxERERElrB4KDA6OhpvvfUWzp49i8DAQDg5GR7ijjvusFpwRERERI7E4sTqlVdeAQC8//77RvfJZDKcOHGi/lEREREROSCLE6uTJ0/aIg4iIiIih2dxYqWvvLzcYM1AMo9Op0NaWhpyc3Ph7++P8PBwFlwlIiJqAiz+NtdqtXj//fdx++23Izw8HJcvXwYAvPvuu/jyyy+tHmBTk5SUhBEjRmDcuHGYNm0axo0bhxEjRiApKcneoREREVE9WZxYffjhh9ixYweef/55ODs7S9sDAwPx1VdfWTW4piYpKQmxsbFIT0+Hh4cH2rVrBw8PD6SnpyM2NpbJFRERkYOzOLH65ptv8Prrr2PMmDEGw1dBQUE4d+6cVYNrSnQ6HRISElBUVISAgAC4ublBLpfDzc0NAQEBKCoqQkJCAnQ6nb1DJSIiojqqU4HQW265xWi7IAiorKy0SlBNUVpaGjIyMuDn52ewDBBw82pKX19fZGRkIC0tzU4REhERUX1ZnFh169YNBw8eNNq+Z88edO/e3SpBNUW5ubnQaDTVTvZ3dXWFRqNBbm5uA0dGRERE1mLxVYGzZ89GXFwcsrOzIQgCfvrpJ5w/fx47d+5EYmKiLWJsEvz9/aFUKlFeXm5yOaCysjIolUr4+/vbIToiIiKyBot7rIYNG4Y1a9YgOTkZbm5uWLVqFc6ePYs1a9Zg4MCBtoixSQgPD0dQUBDy8vIgCILBfYIgID8/H0FBQQgPD7dThERERFRfdapjFRkZifXr11s7liZNLpcjLi4OsbGxyMzMhK+vL1xdXVFWVob8/Hx4eXkhLi6O9ayIiIgcGL/FG1BMTAwSExOhUqlQUlKCrKwslJSUQKVSYc2aNYiJibF3iERERFQPZvVY9enTx+hKtuqkpKTUK6CmLiYmBkOGDGHldSIioibIrMTqxRdflP5fWFiIDz/8EIMGDUJYWBgA4PDhw9i3bx9mz55tkyCbGrlcjoiICHuHQURERFZmVmJ13333Sf+fO3cunnrqKUyaNEnaNmXKFGzevBl//vknpk2bZvUgmzuuLUhEROQYLP523rdvH26//Xaj7bfffjuSk5OtEhT9D9cWJCIichwWJ1be3t7Yu3ev0fa9e/fC29vbGjHR/+PagkRERI7F4nILc+fOxcsvv4yUlBSoVCoAQHp6Ov744w+8/vrrVg+wuaq6tqB48YC4tmBmZiYSEhIwZMgQDgsSERE1EhYnVuPGjcOtt96KjRs34ueffwYAdO3aFZ999hl69epl9QCbK0vWFuREeCIiosahTgVCe/XqhRUrVlg7FtJjztqCBQUFXFuQiIioETErsSouLoaHh4f0/5qI+1H9cG1BIiIix2N2gdB9+/bBz88PkZGRJouFCoIAmUyGEydOWD3I5khcWzA9Pd1gjhXwv7UFVSoV1xYkIiJqRMxKrDZs2ICWLVsCADZu3GjTgOgmri1IRETkeMxKrKKiokz+n2xLXFswISEBGRkZKCgogFKphEqlQlxcXLVrC7KgKBERkX3UafI6NRxL1xZMSkqSEjGNRgOlUomgoKAaEzEiIiKyDiZWDsDctQXFgqJFRUXw8/ODi4sLysvLpYKiiYmJTK6IiIhsiONDTUTVgqJubm6Qy+VSQdGioiIkJCRAp9PZO1QiIqImy6LEShAEXL16FeXl5baKh+rIkoKiREREZBsWJ1Z33XUXsrKybBUP1ZE5BUU1Gg0LihIREdmQRYmVXC5Hp06dUFhYaKNwqK70C4qawoKiREREtmfxHKt58+Zh+fLlOHXqlC3ioToSC4rm5eVBEASD+8SCokFBQSwoSkREZEMWXxX4wgsvoLS0FPfeey+cnZ3h6upqcH9KSorVgiPzsaAoERGR/VmcWL344ou2iIOsoK4FRYmIiMg6LE6s7rvvPlvEQVZiaUFRIiIisp46FQi9dOkStm/fjsuXL+Oll16Cn58ffvvtN7Rv3x633XabtWMkC5lbUJSIiIisy+JujJSUFNxzzz1IT0/HTz/9BLVaDQDIyMjAe++9Z/UAqXHR6XRITU3Fjz/+iNTUVIcpOCrGnZyc7FBxExGRY7G4x2rFihV45plnMH36dIMrzPr164fNmzdbNThqXBx1HUIx7pMnT0KtVsPd3R3BwcGNPm4iInI8FvdYnTp1CsOGDTPa7uvri4KCAqsERY2PuA5heno6PDw80K5dO3h4eEjrECYlJdk7RJP04/b09IS/vz88PT0bfdxEROSYLE6sPD09kZOTY7T9xIkTaNOmjVWCosbFUdch1I+7ffv20Ol0UKvV0Ol0aN++faONm4iIHJfFidWoUaPw9ttvIycnBzKZTJq7smzZMowdO9YGIZK9Oeo6hGLcrq6uOHPmDM6ePYurV6/i7NmzOHPmDFxcXBpl3ERE5LgsnmP17LPPYsmSJRgyZAi0Wi1GjRoFrVaL0aNHY9asWbaIkezMnHUICwoKGt06hLm5uSgqKoJarYZWq4WTkxPkcjlkMhlKS0uh0Wjg7u7e6OImIiLHZXFipVQqsXTpUsyePRunT59GSUkJevTogc6dO9sgPGoM9NchdHNzM7q/sa5D6OvrC7VajcrKSiiVSqmHVS6Xw9nZGRqNBmq1Gr6+vvYOlYiImog61bECgPbt26Ndu3YAYDQ8RE2LuA5heno6AgICDM63uA6hSqUyWodQp9PZvVCpGKupIUxT24mIiOqjTt9yX375JUaPHo3Q0FCEhoZi9OjR+PLLL+scxJYtWxATE4PQ0FA88MADSE9Pr3bfbdu24eGHH0afPn3Qp08fTJs2rcb9qf7EdQg9PT2RmZkpTQBXq9XIzMw0uQ5hUlISRowYgXHjxmHatGkYN24cRowY0aBX4eXn58Pd3R0KhQIajQY6nQ6CIECn00Gj0UChUMDd3R35+fkNFhMRETVtFidWK1euxJtvvomhQ4di5cqVWLlyJYYOHYo333wTK1eutDiA3bt3Iz4+HnPmzMGOHTsQHByMGTNmIC8vz+T+Bw4cwKhRo7Bx40Zs3boV7dq1w6OPPors7GyLn5vMJ65DqFKpUFJSgqysLJSUlEClUmHNmjUG9aAaS2kGf39/6fnd3Nyg1WpRWVkJrVYLNzc3Ka7GNoRJRESOy+KhwM8//xyvv/46Ro8eLW274447EBQUhNdffx1PP/20Rcdbv349JkyYgPHjxwMAFi9ejF9//RXbt2/HzJkzjfZfsWKFwe2lS5fixx9/RHJyMq9KtDFz1iGsWppBHGoTSzNkZmYiISEBQ4YMsfmwoP4Q5m233Qa1Wo2SkhK0aNEC7u7uyMzMNDmESUREVFcWJ1aVlZUICQkx2t6zZ09otVqLjqXRaHDs2DHExsZK2+RyOQYMGGD2JfClpaWorKxEy5Ytq30OjUYj3S4uLgYAaLXaWuMV77e0XY7G0naGhYVJ/xcEweBxqampOHnyZI2lGU6ePImDBw82yHqGzz//PGbPno3MzEz4+PjA3d0dAJCZmQlPT088//zzRm1wdM3h97Y5tBFgO5sattM6x23sLE6s7r33Xnz++edYuHChwfZt27bhnnvusehYBQUF0Gq18PPzM9ju5+eHc+fOmXWMt99+G61bt8aAAQNM3p+YmIjVq1cbbU9PT5e+ZGtz5MgRs/ZzdNZoZ0pKirRsjLiOpD5xblZKSgoUCkW9n682vr6+mDdvHj799FNcvHgRFRUVcHZ2RufOnTFt2jT4+vri8OHDNo/DHprD721zaCPAdjY1bGfdmPpOaYzqdFXgV199hf3796NXr14AbiYpV69exdixYxEfHy/tVzX5sra1a9di9+7d2LhxY7U1lmJjYzF9+nTpdnFxMaKjo6FSqeDh4VHj8bVaLY4cOYLQ0NAGSQLsxZrt1Gq10oRxU6UZxKQrKirKoOfLlsLCwjBjxgykpqbi4MGDiIyMRERERINfodhQmsPvbXNoI8B2NjVsZ/2II06NncWJ1alTp9CjRw8AwKVLlwAA3t7e8Pb2xqlTp6T9zLmM3cfHBwqFwmiiel5eXq0Tij/++GOsXbsW69evR3BwcLX7KZVKKJVKo+0KhcLsE27Jvo7MGu2MjIxEcHBwraUZIiMjGzSxUSgU6NOnD5ydnREWFsbz2UQ0hzYCbGdTw3bW/XiOwOLEatOmTVZ7cqVSiZ49eyI5OVla2Fmn0yE5ORmTJk2q9nEfffQR1qxZg48//hihoaFWi4fqTyzNEBsbi8zMTPj6+sLV1RVlZWXIz883WZqBiIioqbD7t9v06dOxbds27NixA2fPnsVrr72G0tJSjBs3DgCwYMECgysB165dK5V8CAgIQE5ODnJyclBSUmKvJlAVlpRmICIiakrqXHndWkaOHIn8/HysWrUKOTk56N69O9atWycNBWZlZRn0bmzduhUVFRV46qmnDI7z5JNPYu7cuQ0aO1XPnNIMTUVjqDBPRESNg90TKwCYNGlStUN/VYceG7JyN9WPXC5vkJIK9pSUlISEhARkZGRAo9FAqVQiKCgIcXFx7JkjomZHq9WitLTUYeZD2UKjSKyoZuwRaZzECvNFRUXw8/ODi4sLysvLpQrziYmJTK6IqMkSBAHl5eUGP+LyYY5Sc8oWzE6sxL/GqWGxR6RxakwV5omIGoJYcLu8vBxlZWUoLy+X1mAVBEHaT///zZHZiVVERATCwsLQt29f9OvXD7169YKzs7MtY2v22CPSeKWlpSEjI6PGCvMZGRlIS0tr8sOhRNT06HQ6KXkSfyorK6VEiqpndmK1ePFipKSk4Ouvv8bq1avh6uqK8PBw9OvXD3379m3yBc8aWmPtEeGw5E25ubnQaDTVFqZ1dXVFQUEBcnNzGzgyIiLLicN4+r1RYk8UEynLmJ1YjRs3TiqBcPnyZRw4cAB///03tm7dinfffRdubm6IjIzE2rVrbRZsc9IYe0Q4LPk//v7+UCqVKC8vN1lhvqysDEqlstZCt0REDU2r1UoJlEajQVlZGSorK5lEWUmdJq937NgRHTt2xP3334/Lly/jq6++wubNm/HHH39YO75mq7H1iHBY0lB4eDiCgoJqrTAfHh5uxyiJqLkTBEHqidJPptgbZTsWJ1ZXr17FgQMHkJKSggMHDqCgoABhYWF49NFHERUVZYsYm6XG1CPSWIcl7YkV5omoMdJqtQZzo8rKyqDVaplENSCzE6uFCxciJSUF169fR+/evREZGYkJEyYgNDQUTk6s2mBtjalHpDEOSzYGYoV5cXi0oKAASqUSKpWqWQ6PElHD0u+NEpMp9kbZn9kZ0Y4dO9C+fXs88cQT6N+/P3r06GHWQstUN42pR6SxDUs2Js2pwjwR2VdlZaU0lMfeqMbL7MRq9+7d0hDg+vXrodFoEBERgT59+iAqKgo9e/bkl4mV1bVHxNpX7jWmYcnGqDlUmCeihlW1+GZZWRkqKiogCAJ0Op29w6MamJ1Yde3aFV27dsVDDz0EADhz5ow0z+qTTz5BeXk5IiIikJiYaLNgmyNLe0RsceVeYxqWJCJqiioqKowSKVPFN6nxq/PkqG7dusHb2xstW7ZEy5Yt8f333+P333+3Zmz0/8ztEbHVlXuNaViyrnQ6HVJTU5GSkgKtVovIyMhGHS8RNU0KhQI6nc7gSr3y8nL2RjUhFiVWeXl5OHDggDQkeOHCBTg7O0OlUmHatGno27evreKkWtj6yj1Hnqgt9uKdPHkSarUa7u7uCA4ObvRxE1HTIC4Fo1arkZ+fjwsXLkAmk7E3qokyO7G6++67ceHCBSgUCoSGhmL48OHo27cvevfuXe2kZmo4DXHlniNO1K7ai+fu7g6FQtFs628RkW3pdDqD4Tz9pWAqKytRWFiIdu3acaWSJszsxGrYsGHo27cvIiIiTE5gJvtqqCv3HGmitqlePLVa3azrbxGRdYm9UWISVVZWxnIHzZzZidW8efNMbq+srER5eTlatGhhtaDIcrxyzxjrbxGRNVVUVEiJlH65Ay5MTPrM/jM9KSkJX3/9tcG2Dz/8EOHh4ejTpw8effRRXL9+3eoBknnEK/fy8vKM3uDilXtBQUHN6so9c3rxNBpNs6y/RUTVE0sdFBUVIS8vD1evXsWFCxdw6dIlZGVlITc3Fzdu3IBGo5HqSBGJzE6s1q9fj9LSUun2oUOHsGrVKsyePRvvvvsusrKy8MEHH9gkSKqdeOWep6cnMjMzoVarodPpoFarkZmZ6RBX7lmbfi+eKc2xF4+IjGk0GhQVFSE3NxeZmZk4f/48Ll++jH///Rd5eXkoLi6Wkij2TlFtzB4KPHPmjEFvx48//ogBAwZg1qxZAAAXFxe88cYbWLhwofWjJLM0xJV71i4+akusv0VEVYmTy/XX0xMnlzNhImswO7EqKSmBt7e3dDs1NRUjRoyQbnfr1g3Xrl2zanBkuZiYGAwePBhbt27FxYsX0alTJzz44INWWc/RFsVHbclU/S2xF89R6m8RUf3oF94sKyvj5HKyObO/Udq0aYOzZ88CuJlknTx50uAv/cLCQri6ulo/QrJIUlISRo4ciZdeegmrV6/GSy+9hJEjRyIpKanex42NjUV6ejo8PDzQrl07eHh4SGUL6nt8WxF78VQqFYqLi5Gbm4vi4mKoVCqsWbOmUSaERFQ3giCgrKwMhYWFyM7OxsWLF6V5UXl5eSgpKeFwHtmc2d0YI0aMwJtvvonY2Fj8/vvvaNWqFcLCwqT7jx49ii5dutgiRjKTrSqv27r4qK2J9bcOHjyIlJQUREVFsfI6URPAZWCoMTI7sZozZw6ys7PxxhtvwN/fH2+99ZZBgbPvvvsOQ4cOtUmQVDtbJj9NoWyBWH9LoVAgLCyMSRWRgxEEwaheFJeBocbI7MTK1dUVy5cvr/b+TZs2WSUgqhtbJj8NVXyUiEhUWVmJsrIyKZlibxQ5ivrPaKZGwZbJD4uPEpEtiYnSjRs3UFFRwd4ocmhMrJoIWyY/LFtARNak1WoNyh2UlJQgKysLLVq04DA9OTz+BjcRtqy8zuKjRFQf5eXluHHjBnJycnD58mVcuHBBulKvqKhIWiqGQ3zUFPCbsImwdfKjX7ZA/OuypKSEZQuIyIBWq4VarUZBQQH+/fdfXLhwAZcvX0Z2djYKCgpQWlrKkgfUpJk1FBgVFYU9e/bA19cXCxcuxEsvvQQPDw9bx0YWsnXldbFsgaNUXici2xMXJNavZs4CnNScmZVYVVRUoKSkBL6+vti5cyeef/55W8dFdWTr5EcsW0BEzU9lZaVRIsXeJyJDZiVWYWFhmD17NkJCQiAIApYuXVrt1Wfx8fFWDZAsx+SHiOpDrBklzn0Sk6nKykr2RhHVwqzE6q233sKnn36KS5cuQSaToaioCOXl5baOjYiIbEzshdJPpMrLyw16oZhEEZnPrMTK398f8+fPB3BzqGn58uXw8fGxaWBERGQ9Op3OoAdK/GEvFJF1WVzHqrEutktERDdVVlaivLzcKIliAkVke3UqEJqSkoJPPvkEZ8+eBQDceuuteOyxxxAZGWnV4IiIqGY6nc5gIeLy8nKpajmTKKKGZ/GlYt988w2mT58OV1dXTJ48GZMnT4arqyumTZuGXbt22SJGIiL6f/rFNq9cuYLz588jMzMTOTk5uH79Oq/UI7Izi3us1qxZg+effx7Tpk2Ttk2ZMgXr16/HBx98gHvuucea8RERNVviOnnXr183uDKPSRNR42VxYnX58mUMHTrUaHtMTAz+85//WCUoIqLmRqvVSkN54pyosrIyXL16lWvoETkQixOrdu3aITk5GZ06dTLY/ueff6Jdu3ZWC4yIqCkTe6D0FyOuOi9Kq9VK86WIyDFYnFhNnz4dS5cuxYkTJ6QFfQ8dOoQdO3bgpZdesnqARI2dTqfjMj9Uq8rKSpSVlaG0tBSlpaWoqKjgkB5RE2RxYvXwww+jVatW+OSTT7Bnzx4AQNeuXfHOO+9g2LBhVg+QqDFLSkqS1mbUaDRQKpUICgqyytqM5Nh0Oh3KyspQVlYGtVptVHSTqCnS6XTIyMhAbm4utFotIiMjm90fmnUqt3DnnXfizjvvtHYsRA4lKSkJsbGxKCoqgp+fH1xcXFBeXo709HTExsYiMTGRyVUzIBberFp8UxzCEyegEzV1ycnJWLt2LfLz8+Hu7o6cnBwEBwc3uz8065RYETV3Op0OCQkJKCoqQkBAAGQyGQDAzc0NAQEByMzMREJCAoYMGdLs/lpryioqKowKb7JmFNHNpGrRokUoKSlBp06d4O3tjbKysmb5hyYTK6I6SEtLQ0ZGBvz8/KSkSiSTyeDr64uMjAykpaVxQWwHpdVqpYnlXISYqHo6nQ5r165FSUkJ2rRpAxcXF8jl8mb7hyYTK6I6yM3NhUajgYuLi8n7XV1dUVBQgNzc3AaOjOpCfyFiVi8nsszx48dx/vx5eHt78w9NMLEiqhN/f38olUqUl5fDzc3N6P6ysjIolUr4+/vbITqqjiAI0vCdfiLFniiiuisoKEBFRQWUSqXJ+5vbH5r1SqzED6CqGSpRUxceHo6goCCkp6cbzLECbr4v8vPzoVKppJIk1PD0e6H0f8Qr85hAEVmHj48PnJ2dodFo4OrqanR/c/tDs06J1c6dO/Hxxx/jwoULAIDOnTtjxowZGDt2rBVDI2q85HI54uLiEBsbi8zMTPj6+sLV1RVlZWXIz8+Hl5cX4uLimsV8AnsRX1v2QhHZV48ePdClSxdkZGSgTZs2Bvc1xz80LU6s1q9fj5UrV+KRRx7BM888AwBITU3Fa6+9hsLCQoM1BMk6WICycYqJiUFiYqJUx6qgoABKpRIqlarZXV7cUHQ6HTQaDdRqNYqLi5GZmWmwdh4TKKKGJ5fLMXPmTCxatAjZ2dlwcXGBm5sb1Gp1s/xD0+LEatOmTXjttdcMeqfuuOMO3HbbbXjvvfeYWFmZrQtQ6nQ6pKamIiUlpdkWc6uPmJgYDBkyhImvDejXhhLLHIjLvlRWViInJwf+/v5QKBT2DpWo2evfvz+WLFki1bGSyWQoLi5uln9oWpxY5eTkmOzOCw8PR05OjlWCoptsXYBSTNpOnjwJtVoNd3f3ZlnMrb7kcnmjudLFERNlcShPHMIT/9XvharaE8WeKaLGp3///ujbt69UeT00NNQhPoOszeLEqlOnTvjhhx/wxBNPGGzfvXs3OnfubK24mj1bF6CsmrS5u7tDoVA0y2JuTYUjJMpardZoMnnVJIqIHJdcLkdwcDCKi4sRFhbW7JIqoA6J1dy5c/Hss8/i77//Ru/evQHcXIT5r7/+wrvvvmtxAFu2bMHHH38slb5/5ZVXoFKpTO57+vRprFq1CseOHUNmZiYWLlzYZIcebVmA0lTSplarm20xt6agMSbK4qLDrFJORM2Jxd+aw4cPx7Zt2+Dj44O9e/di79698PHxwZdffmnx+oG7d+9GfHw85syZgx07diA4OBgzZsxAXl6eyf1LS0vRoUMHzJs3D61atbI0dIdiTgFKjUZTp7ogliRt1PhVTZTd3NwMqh4XFRUhISHB5mvWabValJSUIC8vD1euXMHFixfx77//Ii8vDzdu3EBZWRm0Wi0XIiaiJq1O5RZCQkLw9ttv1/vJ169fjwkTJmD8+PEAgMWLF+PXX3/F9u3bMXPmTKP9VSqV1Ju1YsWKej9/Y2bLApSsGt60NPTyOvpzovQnlovlDbjoMBE1Z2YlVsXFxfDw8JD+XxNxv9poNBocO3YMsbGx0ja5XI4BAwZYtadE/PAXifFrtVpotdoaHyveX9t+tqBSqRAYGIgjR45UW4AyNDQUKpXK4vjEYm5i0ib2HgiCAJlMhrKyMjg7O8PHx8cubbcVe55PW8rOzjZIlKueTzFRzs7OtrjtlZWV0o9Go5HWztPpdHbteWqq57IqtrNpaS7tFFm7nY7yupmVWPXp0wf79u2Dn58fIiMjTVZaFz/ET5w4YdYTFxQUQKvVws/Pz2C7n58fzp07Z9YxzJGYmIjVq1cbbU9PT4e7u7tZxzhy5IjV4rHE+PHjkZGRgYsXL8LLywtKpRIajQY3btyAu7s7xo8fj/T0dIuPK5PJ0L59e5w5cwatWrWSzmdpaSkEQUBOTg66desGmUyGw4cPGzxWp9MhIyMDhYWF8Pb2RlBQkMPNw7LX+bSV/Px8AEBhYaFB1ePS0lIAN3s3xf30z6dMJoNMJoNcLpdKGOgX2hTrQ4kJlFarbXRDeKdOnbJ3CA2C7Wxamno7nZ2d0b59e6t/1qrVaqsez1bMSqw2bNiAli1bAgA2btxo04CsLTY2FtOnT5duFxcXIzo6GiqVqtbeNa1WiyNHjiA0NNQutXLCwsJw6623Yvny5cjIyEBpaSmcnZ0RHh6OBQsW1Gsy8uuvv47Zs2ejoKAAPj4+UmIs3n799delixNESUlJUiwVFRVwdnZGUFBQvWNpKPY+n7aiUqmwYcMGHDlyBD4+PgBuJlVubm5wcnJCWVkZ+vbti4kTJ0IulxvUhtIvceBIk8q1Wi1OnTqFwMDAJnUuq2I7m5bm0k7gZhJk7c/a2kbMGguzEquoqCjp/x06dEC7du2Meq0EQUBWVpbZT+zj4wOFQmE0UT0vL8+q6wkplUqTC0MqFAqzT7gl+xYXF0MQBCgUCjg5OcHZ2bleayneeeeduOOOO6xegPLOO++UqobrX55fXTG3pKQkzJ4926im1pEjRzB79myHKs9gyfl0BAqFAgsXLsTTTz+N4uJitGnTRurhvH79Orp06YLHH38c//77r9FVefpJlNiD5Uia2rmsDtvZtDT1doqfK9Zup6O8ZhZPXr/jjjukYUF9hYWFuOOOO8weClQqlejZsyeSk5MxbNgwADeHmZKTkzFp0iRLw2o0SkpKcOPGDYMvKTG5c3Fxkf7v5GT+S2+rApRi1fCDBw8iJSUFUVFRJou52bqmFtWdOJE8KioKK1aswPr163HmzBlcv35dGvKdOnUqbrvtNmlokIiIbMfixEocMqpKrVZXe5VZdaZPn44XXngBISEh0nBGaWkpxo0bBwBYsGAB2rRpg3nz5gG4ORH97Nmz0v+zs7Nx4sQJuLu7o1OnTpY2xWaq9gSUlpaitLRUSrbEeS3Ozs4GP2IPlyVJV32JSZtCoai2mFtDXXXGNRFrJs6BqlpcU/x969y5M1599VUcPXoU6enpUKlUCAkJ4WtIRNSAzP4Gj4+PB3Dzi/Tdd981KAGg1WqRnp6O4OBgi5585MiRyM/Px6pVq5CTk4Pu3btj3bp10lBgVlaWwZfCtWvXDNYo/OSTT/DJJ58gKioKmzZtsui57UE/4dJqtaioqJDu00+6FAqF1KtVNfmyx5dkQ5RnSEpKQnx8PI4ePYry8nK4uLggJCQECxcudJghRmsRq5NXnQslljOoaR6UXC5Hz549IZfL0b17dyZVREQNzOzE6vjx4wBuJgenTp2Cs7OzdJ9SqURwcDAeffRRiwOYNGlStUN/VZOlDh06ICMjw+LncARVky6xRIT+kKKYdDk5OUk/VRMvW7BlTS3gZlI1ZcoU5OTkSFegyWQy/P777zhx4gQ2btzYJJMrnU5nsNCw2ANlTgJFRESNk9mJlZjkLFy4EC+99JLZ9aqofqp+ueonXQCMhhfFOVzijzWGFsPDwxEUFIT09PRqa2qpVCqTi3PXRqfTYcGCBfj3338BQJrsLwgCKioq8O+//2LBggVISUlxiN4XMTHUX/tOrJkm/ugP6TGBspxOp8OxY8eQnp4OnU7H4U4ialQs/sYVhwSpcTA1vFhSUmJyaLHqPC6x9wuo+WoLuVyOuLg4xMbGIjMzE76+vnB1dUVZWRny8/Ph5eWFuLi4On25paam4tixYwBgMNQok8mkKw+PHTuG1NRU9OnTx+LjW4OY5OknRuK/Op3OIGmqmiDpF+vU/5fqJjk5GWvXrsW5c+dQVlYGV1dXdO3aFTNnzkT//v3tHR4RUd2WtDly5Ah++OEHZGVlGcwTAmCyGCc1vJqGFsV/9f9fUFCAnJwco54uMeGKiYnB2rVrpfIMBQUFUCqV1ZZnMNeBAweg0WiqHcZ0cnKCRqPBgQMHbJZYVVRUQKfTGSVK4jCdqYWDmSA1vOTkZCxatAglJSXw9vaW1kTMyMjAokWLsGTJEiZXRGR3FidW33//PV544QUMGjQI+/btw6BBg3D+/Hnk5eVZvAgzNTxTiYFWq0VBQQEKCgqkHiwx8XJycpISrfDwcHz55Zc4ffo0CgsL4e/vj9DQ0HoNw+hfHalQKAyGGWUyGXQ6nTSfrC5tFRf9FeczabVaFBYWSomTRqMxWJqlLomTTqfD8ePHpeKqPXr04NCUlel0OqxduxYlJSVo06YNZDIZSktL4erqijZt2iA7Oxtr165F3759+doTkV1Z/G21Zs0aLFy4EI888gjCw8Px0ksvoUOHDli0aBFatWplixjJhqqbr6Lf21VeXg7gf71dLVu2hLe3NwDgwoULkMvlUCgUkMvlkMvlRvO+qhae1O8pCwsLQ7du3VBZWWlUTFUcgnNyckKPHj2Qk5NjVNzSVEKkn0zp36fVapGVlQUvLy+rffmKQ1Pnz5+XqtF36dKFQ1NWdvz4cZw/fx7e3t4mS360bNkS58+fx/HjxxESEmKnKImI6pBYXb58GdHR0QBuXg2oVqshk8kwbdo0TJ06FU899ZTVgyTLmNuDYul8FXFSdn16Z6p+KYpV3M+fPw8AUq+VuHadTqdDcHAwWrdujYKCAgtfCUPiMJ+1hvGqDk2JazlyaMr6CgoKUFFRYXIVBeDm/LwbN27U+3eEiKi+LE6svLy8UFJSAgBo3bo1Tp8+jaCgINy4cYOVnRsBc3tQ6jJfxRq9M1WTGplMhqeeegoLFixAQUGB1DsG3Bwm9PHxwbPPPtvohndMDU0B4NCUjfj4+MDZ2RkajcZgoWlReXk5nJ2dpbUSiYjsxeJP/D59+uDPP/8EAIwYMQJvvPEGXn75ZcybN49/nduZmCxlZGTA3d0drVq1gru7u5QsJScnAzBOClxdXSGTyaSkoKSkBGvXrpWG0iw5dl30798fy5cvR2RkJHx8fNCiRQv4+PggMjISy5cvb5S/V5YMTVH99ejRA126dEFhYaHJKy/FNRF79OhhpwiJiG6yuMfqlVdekXoVZs2aBWdnZxw6dAh33XUXZs2aZfUAyTyW9KBYOl+lIXpn+vfvL8XmCJPAOTTVsORyOWbOnIlFixYhOzsbLVu2hCAIKC0txfXr1+Hh4YGZM2c22t8XImo+LE6sxEnLwP8+7ERlZWVWCYosZ0myZGlS0FATh+VyucNMPObQVMPr378/lixZYjQvMCgoiBcLEFGjYZXVfjUaDbZs2YJ169Zh//791jgkWciSZMnSpIC9M8bEoamMjAyDXjzgf0NTQUFBHJqyMrFnkwtNE1FjZfankUajwYoVKzBu3Dg8+OCD+OWXXwAA27dvR0xMDD799FNMnTrVZoFSzfSTJVP0kyVL56tYcmx9Op0OR48exR9//IGjR48azNlydGJvbYsWLZCdnY3S0lLodDqUlpYiOzubQ1M2JC40HRYWJi04TUTUWJjdY7Vy5Up88cUXGDBgAA4dOoSnn34a48aNw+HDh7Fw4UKMGDGixmVRyLYs6UGxdL5KXXpnmkN9J/2hqfPnz+PGjRtwdnbm0BQRUTNmdmK1Z88eLFu2DHfccQdOnTqFMWPGoLKyEt9++63RvBtqeKaSJXGtPVPJkiXzVSw9dnOq7+Rok+6JiMi2zE6ssrOzpYnFgYGBUCqVmDZtGpOq/1dcXIz169fj1KlTqKioMFl5vKbK5OIXsanbNVUz199fJpNh9OjR2Lt3L65du4bKyko4OTmhTZs2GDFiBDQaDX7//XeD/R9//HFcuHAB58+fR7du3dC1a1coFAqkpaUZPI+npydmzJiBr7/+GpmZmdKxO3bsiIkTJ6Jdu3a4ePEiAGDVqlW4ceMGWrVqBZlMBq1WC4VCAT8/P+Tk5OD9999HYGAgnJycqm27qdessXKkSfdERGRbZidWWq3WYKFchUIBd3d3mwTliF5++WWsXLnS3mGYVFBQgJMnT9rk2Lm5uTh8+LDJ+woLC01u//vvvzFgwACLn6tq0lXT7eoS08rKSiiVSmnY2pLEVdy/tjhqi8HS5Lm626YSUPF1ysvLQ6tWraRK9tZql6lj1Ldd1bWjpph0Oh0uXLgAhUIhJeim/tCwpB2WvBZERNUxO7ESBAFxcXHSlWEajQavvfYa3NzcDPZbvXq1dSN0AElJSfj666/tHUaTJ64DSGRvtSVj1kqeAaCiogJubm619lZbkjybirm2BLS2ZNqSdlX9P3Dzj7Q///xTWne0Ln/s1HYuLPmjwJLHVLet6mMEQUBeXh6uXbtm1M6aEvrqfo+ocTI7sbrvvvsMbo8ZM8bqwTiipKQkxMbGoqysDAEBAVAoFCgoKIBGo4GTkxPCwsLQqlUraZ09nU4nLR4sXiUnbqt6n/5Cw/r7iI8Rt1W9XXV//W36CxPr7yPGW93zVj1GTTFaay0+osZKfB8x0Sd7qqmXt+ptSxJVSxJ4U7cVCgUGDhyIsLAwe700dmV2YhUfH2/LOBySTqdDQkICioqK0LFjR3h4eMDLywvnz5+HIAjIzs6GIAiIj4+XfmkbI61WixMnTqB79+71vrJTp9NhxowZOHnypHQFoZhoCYKAa9eu4bbbbsPq1ashk90cmps7dy7OnDkjzcnS3z8nJwddu3bFsmXLIJPJpMTOVIJYW1Kp1Wpx/vx5dOrUSYrV0iS2uoRT7E2rLtGtmtiK94lfzNU9b20JrP4xxefX6XTIz89Hy5YtpWNXjbGmdtQWt6l21BajJf83N0b9pKbqa6//OhI1VeL7pTEm+H///TcmT56M3r172zuUBmeVAqHNVVpaGjIyMuDn52fULSuTWa8iuSORy/93BeG1a9eMriD09PTErFmz4OXlBQA4evQorly5Al9fX4M5fCJfX19kZWXhxo0b9X4NtVot3NzcrJJANmbWTJQbK3PbWFtCWlMybknSXtM+VRNfc3uEAaCyshKXLl1CQECA9EeHJQl6bTGa0666/KFRU4+6/m39YxYWFsLDw8OoHXV57auLvz4xVn3ta4qp6u3mqEWLFmjdurW9w7ALJlb1kJubC41GAxcXF5P3N8eK5IBl9Z30q7oLgoCysjLpikNXV9dm+xqSdejPRXHEJLM5JMlA02+nmGRVVlbi+PHjCAoKki7CsDR5NNWjW1uCWFPyV3Uf/WPUtSdaJpOhe/fuaNeunX1ecDtjYlUP/v7+UCqVKC8vN5rEDzTv9eLMre8kVnW/fv06rl+/jvLycgiCAJlMBhcXF3h5eTXb15CImgb9uUdOTk4GVyY3RYIgoLi42N5h2A0Tq3oIDw9HUFAQ0tPTERAQYHCfIHC9OLm89vpOPXr0gK+vL06cOCF98IhDHmVlZSgtLUX37t2b7WtIRESOpfHOqHYAcrkccXFx8PT0RGZmJtRqNQRB4HpxdSR2S1d3m4iIqLGz+Bt/x44d+PXXX6Xby5cvR2RkJB588EFkZmZaMzaHEBMTg8TERKhUKqjVauTm5qK0tBRBQUFYvHhxk1m6xVaOHz+O/Px8tG3bFm5ubtBqtaioqJAmmrdt2xb5+fk4fvy4vUMlIiKqlcVDgWvWrMFrr70G4OZVcZ999hkWLlyI//73v4iPj2+WBUJjYmIwZMgQ/PPPP7hy5QoqKiocZr04nU6HY8eOIT09HTqdDiEhIQ0atzh5vboq/k5OTlCr1Zy8TkREDsHixOrff/+V6gD98ssvuOuuuzBx4kT07t0bkydPtnqAjkIulyM8PBzt27fH9evXrXpsnU5nk0V+k5OTjRZh7tq1q9GVe7bk4+MDnU6Hq1evQhAEozlWV69ehZeXFyevExGRQ7A4sXJ3d0dhYSHat2+P/fv3Y9q0aQAg1Soi6xKTn/Pnz6OiogLOzs7o0qVLvZOf5ORkLFq0CCUlJfD29oabmxvkcjkyMjKwaNEiLFmypN7JlXiZu36Nr6r1vkJCQtC6dWu4uLjA2dlZusRXq9WisrISpaWlcHJyQnBwcL1isXfPHBERNQ8WJ1YDBgzAyy+/jO7du+PChQuIjo4GAJw+fdroyjiqn6rJj1KphEajqXfyo9PpsHbtWpSUlEjV0UtLS+Hq6oo2bdogOzsba9euRd++fQ3W8qr6b3VreomXFMvlcmmBXP1lEvT/PXLkCJydneHs7Ay5XA5XV1ep10qsh+Lp6YnCwkLcdttt0Gq1UuKlX2lcX9VJ7wcOHMBHH32EM2fOoKSkxC49c0RE1DxYnFi9+uqrePfdd5GVlYVVq1ZJQzTHjh3DqFGjrB5gc2Uq+QFQbfJjLplMhoyMDFy7dg0dOnSQFnd1dXVFixYtIJPJ4OPjA41Gg6ysLISEhEChUMDZ2VlKeE6ePInCwkL4+voiNDS0Xj0/WVlZyMnJgYeHB7Kzs1FWVibVsXJzc0O7du3w77//oqSkBK1atarx9TJVlfrAgQP45JNPUFZWhp49e6KyshLAzeKuq1evhqurKyIiIgD8r4gfERFRXVmcWHl5eWHRokVG25966imrBEQ3HT9+HOfPn4e3t3ety+WEhoZK28V/9YvRKRQK6Ucul8PNzQ3+/v5SolJaWirtr1QqpeUlBEEwSGaSkpKQkJCAjIwMaDQaKJVKBAUFIS4uDjExMXVqp1hkValU4rbbboNarZYqr7u7u6O0tBTAzaVtaiImd/pF93Q6Hd58802cPHkSt9xyC9RqNcrLy+Hp6YnWrVvj2rVr+OabbzBmzBhp6FH/p6KiwqCiMMASEEREVDOzE6uhQ4eiX79+6Nu3L/r27dtsS9U3FP2lXuRyuTRc5uzsLCVLRUVFUCqV8PPzk3qUxB8np+pPrZ+fH7KyspCVlYX8/HyUlZVBp9NJQ3FiL6S4iC9wM6mKjY1FUVER/Pz8pDl16enpiI2NRWJiYp2Sq6pFVlu0aCHdJwgC8vPzoVKpEB4ebvGxxbUcvb29UVFRgYqKCqjVaqlHq6KiAvv378fx48elXquqqiZa+v+vqKgwSLiYdBERkdmJ1bhx45CSkoLvv/8eFRUV6NChA/r27SslWzUN05D5xN6mNm3a4JZbboG3t7eUbMhkMmluUVFREdRqNQICAmrtzakqPDwc/v7+OHz4MGQymTQfSpxrpVarERYWJiUzOp0OCQkJKCoqkhaDBQA3NzcEBAQgMzMTCQkJGDJkiMXDgmKR1djYWGRmZsLd3V1aQ0utVsPLywtxcXF1Gm6sbS1HV1dXFBQUIDc3t9pjODk5VZuk6nQ6VFZWQqPR4NixY8jNzYWnpyc6d+4szQVjbxcRUfNidmI1d+5cAIBGo0Fqair+/vtvpKSk4JtvvkFlZSU6d+6Mfv364dVXX7VZsE2J/oRvmUwmDYcplUo4OzujY8eO2Lx5M/755x/4+/tLvSXAzS/ozMxMqFQq9OrVq15xmFPtXOz58fPzMzks6evri4yMDKSlpVXb81OTmJgYPPHEE3jzzTdx6dIlaY5Vy5YtERsbW+9hxurWciwrK4NSqYS/v3+dji+Xy7Fv3z4kJCTg7NmzEAQB7u7uCA4OxjPPPIN+/fpJ500seiomYpWVlQaLmxIRUdNg8RwrpVKJ/v37S1dTXb9+HZ988gk2b96MrVu3MrH6f/pJk/4QnfijP7Tn7Oxs8hgzZ85EbGwsTp8+DV9fX7i6uqKsrAz5+fk19uTodDqkpaUhNzcX/v7+CA8PN9gvLS0NOTk56NChg9FQoLu7O3x9fZGTkyMlStbo+alJUlIS1qxZAycnJ9xyyy1Sj1VJSQnWrFmD8PBwqwwz6ieF9R1mFOM2NTy6b98+/PPPPzUOj1ZWVqK8vBwajUb6VxxaZLJFROS4LE6sNBoNDh8+jJSUFBw4cADp6elo06YNhg8fjqioKFvE6FCcnZ3h7e0NFxcXqQeqrquYi8vliBPGCwoKoFQqoVKpqp0wbs4EczFRateuHfz9/VFSUoKSkhK0aNECLVq0gE6nQ1ZWlpQo2bLnR3+YsUOHDgbJj4+Pj1WHGX19faUhxtqSU0virsvwqDjEqD+nTEy2xESrrKzMoGeLiIgaP7MTq9WrVyMlJQXp6elo3749IiMjMXHiRLz99tto06aNLWN0KJbOd6qNuFxOTT1QInMnmFuaKNmy56chhhnF5PTkyZNQq9Vwd3evMTm1V9ymki39JEtMutirRUTUeFmUWLVv3x4vvPACRowYwSVGGpBcLq/1y9mSHhQxUTp48CAqKipQXl4uDQWKFdAjIyOlRMlUz4+5w5K1sfUwI3AzuRo8eDC2bNmClJQUREVF4ZFHHqnxysnaNETcwM0VDVxcXODp6Qng5nkWhw/1e7eYbBERNQ5mfxN+9NFHGDlyJHbs2IHbb78d99xzD15//XXs2bMH+fn5toyRzGBJD4pcLsfw4cNRXFyMkpISaR6YTCZDSUkJiouLMXz4cINESez5UalUKCkpQVZWFkpKSqBSqbBmzRqrTDA3pb4TzIGbPXkjR47EK6+8gi+++AKvvPIKRo4ciaSkpDofsyHiNkUsidGyZUu0bt0aHTt2ROfOndG+fXv4+/ujZcuWcHd3N6hgT0REDcfsP9lvv/123H777QCA4uJipKamIiUlBevWrcP8+fPRqVMn9O3b12TxULI9S3pQdDodfvzxR3h4eKCystJg8rqHhwecnJzw448/4tlnnzVKrswdljRXQ08wd3d3h0KhsHr9LWvHbQmFQgF3d3e4u7sDALRaLQoLC9GxY0dotVpoNBrphxPkiYhsq05jIR4eHoiOjsagQYOQnp6OpKQkfPbZZ/j888+ZWNmJJfOmxN6tdu3awdXVFWq1Wpq8LlY7r25+kDnDkpaw5TCjqeFRtVptk/pb1ozbGiorK01eOKE/lKg/pMhCp0RE1mFRYqXT6XD06FH89ddfSElJwaFDh1BaWoq2bdvizjvvRN++fW0VJ9XCkh6Un3/+Werdkslk0hqBYo+HteYHmasuVz+aoyEnxlszblsShxJdXV2lbYIgSJXk9etulZeXSwtdM+EiIjKP2YnVY489hrS0NJSUlKB169bo27cvFi5ciH79+qFjx462jJHMYEkPiq0LZ9aFLYYZG2pivLXjbmj6BWqrEgua6iddHFIkIqqe2YmVl5cXFixYgL59+6Jz5842DInqytwelMY0P0iftYcZGyqBtHbcjUl1S/oIgiAlWPpDi6woT0TNndmJ1X/+8x9bxkFWYk4Pii0LZ+qrrQK8rTXWBLIpkMlkUikIfWKPVtUf/WSLCRcRNWVmJ1ZpaWkoLCzE0KFDpW07d+7EqlWrUFpaimHDhuGVV14xOZxADcucHhSxdys+Ph5HjhyRCmeGhoZi4cKF9Z4fZE4FeFtrqASS/kfs4RLn64n053CJyZZYP43JFhE1JWZ/o6xevRqnT5+WbmdkZOCll17CgAEDMHPmTPz3v/9FYmKiTYIkxyKWOEhPT4eHhwfatWsHDw8PqcRBfepHWUq//lZxcTFyc3NRXFxc7/pbZBlnZ2e4u7ujZcuWaNWqFQICAtClSxd07NgRbdu2hZ+fH7y8vODi4gKFQgG5XM4aXETkkMzuscrIyMAzzzwj3d69ezdUKhWWLl0KAGjbti3ee+89zJ071+pBkvVVre/k7e0NhUKBI0eO1Ku+U33X0LMFcXj04MGDUuX1yMhI9lTZWXXDiWLtLbF3y9QVikREjZXZidX169cNJvmmpKRg8ODB0u3Q0FBkZWVZN7omyt5zj+pT36m22G1d4qCuxOFRhUKBsLAwJlWNmEKhgJubm9EFB/oJV1lZGXx9feHi4sL5W0TUqJidWPn7++PKlSto164dNBoNjh8/jqeeekq6v6SkBM7OzjYJsilpDHOP6pr8mBN7Q62hR82PfsLVokULeHt7o1OnTgBg0MNlav4WEy4iaihmJ1aDBw/GihUrMH/+fPzyyy9wdXU1+NLNyMhgPataiMNvhYWFAG72/lRWViItLa3G4Te1Wo0pU6bg3Llz6Nq1KzZu3Gg0OVhfYWEhBgwYgOzsbLRp0wZ//vknvL29pfv1k5+KigpkZGSgoqICzs7OCAoKMpn8iLFnZ2ejuLgYgiBAJpOhoKDAIHb9Egeurq7Iz8+XkjBfX98aSxxoNBosW7YMZ8+exa233ooXXnjBahdDqNVqTJo0CceOHUPPnj2xefPmal9DS3sUi4uLce+99+LixYvo1KkTvvnmG3h4eFglbktjKSsrw9NPP43Dhw8jLCwMK1euNCgG2hTodDppSS2NRoPIyEiTPVz6y/hUd4ViY6bT6XDs2DGkp6dDp9MhJCSEPa0OjOez+ZAJZn665OfnY+7cuUhNTYW7uzuWLVuGO++8U7p/6tSpCAsLw7PPPmuzYK2huLgYERERSE1NrfXLT6vVSl9QVZcGsZROp8OIESPwxx9/oKyszOh+V1dX3H777dizZ4/Bm61///7466+/jPbv168fkpOTjba3adMG165dM9reunVrZGdnAwBSU1Mxbtw4XLlyBTqdzmhfuVyODh064Ouvv0ZERIQU+88//1xt++68807s2bMHADBixAgkJyejtLQUWq1W2kfscejfv79RO5944gl8/PHHqKyslLY5OTlhxowZWLNmTbXPaw5LXkNLexR79OiBEydOGG3v3r07jh8/Xq+4LY3lnnvuwXfffWe0ffTo0di1a1e9YmksxNfk5MmT0pWswcHBZvf4Vq2/1VjXUExOTsbatWtx7tw5lJWVwdXVFV27dsXMmTPRv39/e4dndVqtFidOnED37t3r/VnbGDW38ykIAoqLi63y3anPku9vezI7sRIVFRVJC9nqKywshLu7e516GLZs2YKPP/4YOTk5CA4OxiuvvAKVSlXt/j/88ANWrlyJzMxMdO7cGfPnz0d0dLRZz2WvxCo1NRXR0dEoKSmpdp8WLVrgt99+k3oCq0sIRFUTg+qSKpGYXOl0Ori6uqKioqLafZ2dnVFWVga5XI7U1FRERkbW1DwAwMGDBxEREYEnnniixitEY2NjDZIlS/e3hCWvYdUJ/S4uLigvL0deXh48PT2NehSrS6pE9UmuLI2luqRK1BSSq6qviVarhUKhqPY1sYS4hmLVCfP2KHianJyMRYsWoaSkBN7e3tIC6YWFhWjRogWWLFnS5L6Mm3Ji1RzPZ3NPrCzuh/T09DT5Qnl7e9cpqdq9ezfi4+MxZ84c7NixA8HBwZgxYwby8vJM7n/o0CHMmzcP999/P3bu3Ik77rgDc+bMwalTpyx+7oZ09erVGpMq4OY8tatXrwK4OXRVU0IAAH/99RfUajWAm4ltTUkVAFy7dg2FhYW4ceNGjUkVcLPu0I0bNwAAx44dq3Ff0bFjx1BZWYkvv/wSMplM+gFgcPvLL7+UeqY0Gg0+/vhj6RhyuVz6EX388cfQaDRmxaDPktew6oR+Nzc3yOVyaUJ/UVEREhISpB6+4uLiGpMqADhx4gSKi4stjtvSWMrKympMqgDgu+++M9lT6igsfU0sJa6h6OnpCT8/P7Rt2xadOnVC586dERAQgDZt2sDX1xceHh7S4ta2GMbR6XRYu3YtSkpK0KZNG7i6ukImk8HV1RVt2rRBSUkJ1q5dW+d2UsPi+WyeLFqE2RbWr1+PCRMmYPz48QCAxYsX49dff8X27dsxc+ZMo/03btyI22+/HY899hgA4JlnnsGff/6JzZs3Y8mSJUb7i139IvGLTqvVGgxTmSLeX9t+5qjti09/v5EjR2LSpElm7T9p0iR8+eWXZv/FY8lfRv3798fRo0cxZ84cs/afM2cOBEHA9evX4ezsDCcnJ2kCsUwmg1wuR2VlJa5fv44tW7Zg0qRJiI+Pl5Ksql9UcrlcmocWHx+Pl19+2ezYAVj0GsbFxeHkyZM1Tug/efKk1Ct3zz33mHXse+65B7/88otFcaemploUy9NPP23WcZ9++ml88MEHFsXSWFR9TcTeI/F3q+prYk3iOootWrSQtlVWVqK8vBylpaUoKytDeXm5VXq2jh07hnPnzsHb29tkO1u2bIlz587h6NGj6NmzZ73b1lhY87O2MWmu51Nk7fPpKL8fdk2sNBoNjh07htjYWGmbXC7HgAEDkJaWZvIxhw8fxrRp0wy2DRo0qNovr8TERKxevdpoe3p6eo0TwPUdOXLErP1qkpmZafZ+hw8ftqiX6PDhwxYd31xiLGKvWG3UajVSUlKg0+mgUCikv8LE5EC8rdPpkJKSgpCQEBw8eFB6fE1fSAcPHsThw4fNjh2wrKctJSVFmrNjqr1ixfaUlBQoFAqDYrk1OX36tMVxWxqLucc/fPiwxbE0FtW9JqWlpQCMX5OGIvauCoJgsEB1eXk5KioqoNPpoNVqze6RSE9PR1lZGdzc3KS2AZB6GwVBQFlZGdLT05vkxOfGPvJgqeZ6Pp2dndG+fXurfHfqM/e7yN7smlgVFBRAq9XCz8/PYLufnx/OnTtn8jHi1VFV96/u8v3Y2FhMnz5dul1cXIzo6GioVCqz5lgdOXIEoaGh9f6w7tOnD77//nuz9gsLC0PPnj3N+pDp2bMnwsLCEBAQgJMnT9a6f0BAAACYvW9YWBi8vLykKxlr4uXlhaioKGm+lKkPCnF+QVRUFMLCwhAZGSn15pmqtC0mW5GRkQgLC6s1Bn2WvIZRUVHS3EFTCzaLX+pi3LfddptZSeptt91mcdxardaiWMLCwpCSklLrccV9HVHV10QQBJSWlsLNzU2qw6b/mjQGlZWVBotU6ydb1fVsifMfxaFJ8YtXHEIqLS2Fq6srVCoVunfvbodW2YZWq8WpU6cQGBjYpOZYNdfzCdz8nLLGd6e+ukytsAe7DwXamtiNX5VCoTD7hFuyb3UWLlyIpUuXGlz1VpWTkxMWLlwIhUKBzZs3Gww9VGfz5s1QKBRITk6Gj49PrfuLE7XN3VehUODEiRNo165drfufOHEC/v7+eO6551BQUACFQmG08HFFRQV8fHzwyCOPQKFQGLwuYtIlEv/K139dLGHJa+jq6org4OBaF2wWK7bv2rULnp6etR57165dFscdGRlpUSwrV67E2rVraz3uypUrHfZLq7rXRBxeqfqaNAYKhcKonps4SV7/R7+qfEhICLp27YqMjAy0adPGqJ3Xr19HUFBQk71U3xqftY1Jcz2f4h8N1j6fjvK7Ydcz6ePjI13Voy8vL89knSPgZqHSqr1TNe3fWCiVSsyYMaPGfWbMmCElge7u7ujXr1+N+/fr108azvT29kbr1q1r3L9169bw9va2aF/g5nJFtRV/dXZ2Rtu2beHk5IQXX3wRTk5OKCsrkxKmyspKlJWVGdwPGL8uOp1O+hHpvy6WsOQ1FBds9vT0RGZmpjShXa1WIzMz02jBZg8Pj1r/wuzevXudrlyxNBZXV1eMHj26xmOOHj3aoetZWfqaNFZiz4WXlxf8/f3Rvn17dO7cGR07dkS7du3QunVrvPjiiwgMDJSuenR2dkZpaSmys7Ph4eGBmTNnNvp20k1yuRwzZ85EixYtkJ2djdLSUqm3leez6bLr2VQqlejZs6dByQCdTofk5GSEh4ebfExYWJjRlV5//vlno+n+r8maNWsQGxsrJRUiJycnkyUFkpOTq00MTNVgys7OrjZh0q9jZem+wM35cNUlV87OzgYXCMybNw/x8fHw8fGRliHRarXw8fFBfHw85s2bZ/B4S18XS1jyGuov2FxSUoKsrCyUlJRUu2Dz8ePHq02u6lvHytJYdu3aVW1y1RRKLQBNd0Ftcc1EDw8P+Pr6YtSoUVi+fDkiIiLg5eUFT09PtG3bFtHR0Vi2bBkGDhxo75DJAv3798eSJUsQFBQEtVqNgoICqNVqBAUFYfHixU2u1ALVoY6Vte3evRsvvPAClixZApVKhQ0bNuCHH37ADz/8AH9/fyxYsABt2rSRvowPHTqEyZMnY968eYiOjsbu3buRmJiIr7/+GoGBgbU+n73qWOmztMK4tSuvV923f//+yMzMREBAAJKTk6vdFwD+/fdfdO/eHUVFRfD09MSJEyfQtm1bk/tWVlZi69atUkXyBx980Ch50sfK6/WPpblUXm8OC2qL7UxNTUVUVBTCw8Oh1Wql+Vrl5eUoKyurcc6Wo2jKdaxEOp0OR48eRXp6OlQqVZMb/tPX3OtY2T2xAm7OcRELhHbv3h0vv/wyevXqBQCYPHkyAgICkJCQIO3/ww8/4N1335UKhD7//PONvkBoY8Z2Ni3NoZ3NoY1A7e0UK8nrJ1vWKv3QkJpDYgU0n3Y298SqUUxenzRpUrU1hzZt2mS07e6778bdd99t67CIiBo1cRhRf5K8OPwu1tfSryDPQpREttcoEisiIrIOsSSFfqkOsbaW2LtVVlYmXYnoKL1aRI6CiRURURPn7OxscPGJOIRYtWfL0YYQiRojJlZERM2M/hCiWI9Np9MZzdWqqKhgskVkISZWREQkLWqtP4QorokoDiOKQ4jilYhEZIyJFRERmeTk5AQnJyeDFQz0K8Y3pZIPRNbCxIqIiMwmLhMmXu7eVEo+EFkLEysiIqozlnwgMsTEioiIrMrSkg9ETQkTKyIisrmqJR8ASImWWq2Gt7c3nJycIJPJOIRIDo2JFRER2YU4hOju7g5fX1906dLF4EpEMfHifC1yJEysiIjI7rRaLWQyGVxdXQ0WDq+68DTna1Fjx8SKiIgaLYVCAXd3d7i7u0vb9OdriRPkuUQPNRZMrIiIyKFUt0QPSz5QY8DEioiIHJqpkg9coofshYkVERE1OVyih+yFiRURETULXKKHGgITKyIiaraqW6JHv2o8Sz6QJZhYERER/b/qluhhyQcyFxMrIiKiGtRW8qHqEj3s1WremFgRERFZqKYlevTna3EIsflhYkVERGQF4hCip6cngJvztfSHD9VqNVxcXCCXy6U1EanpYWJFRERkA1WX6NFqtSgsLERAQIA0lMj5Wk0PEysiIqIGotVq4ebmJl2FCHC+VlPDxIqIiMiOqluip2rZB87XcgxMrIiIiBoR/ZIP4nwtLtHjOJhYERERNXJcosdxMLEiIiJyQFyip3FiYkVERNREVLdEj37PVnl5OZMtG2JiRURE1ESZWqJHTLYqKioMerjEsg9MuOqHiRUREVEzYirZAm7O2RITLf2Ei8mWZZhYERERkTRnS39NRP3SD/rJln6dLSZchphYERERkUl17d1qzphYERERkUVM9W7pdDpoNBqUlpaipKTEjtHZFxMrIiIiqje5XA5XV1c4OztDq9XaOxy7kds7ACIiIqKmgokVERERkZUwsSIiIiKyEiZWRERERFbCxIqIiIjISphYEREREVkJEysiIiIiK2FiRURERGQlTKyIiIiIrISJFREREZGVMLEiIiIishImVkRERERWwsSKiIiIyEqYWBERERFZCRMrIiIiIitxsncADU0QBABAcXFxrftqtVqo1WoUFxdDoVDYOjS7YTublubQzubQRoDtbGrYzvoRv7fF7/HGqtklViUlJQCA6OhoO0dCREREliopKYGnp6e9w6iWTGjsqZ+V6XQ6XLt2DS1atIBMJqtx3+LiYkRHR+O3336Dh4dHA0XY8NjOpqU5tLM5tBFgO5satrN+BEFASUkJWrduDbm88c5kanY9VnK5HG3btrXoMR4eHk36TSBiO5uW5tDO5tBGgO1satjOumvMPVWixpvyERERETkYJlZEREREVsLEqgZKpRJPPvkklEqlvUOxKbazaWkO7WwObQTYzqaG7Wwemt3kdSIiIiJbYY8VERERkZUwsSIiIiKyEiZWRERERFbCxIqIiIjISphY1WDLli2IiYlBaGgoHnjgAaSnp9s7JKt67733EBQUZPAzYsQIe4dVb3///TeeeOIJDBo0CEFBQfjll18M7hcEAStXrsSgQYOgUqkwbdo0XLhwwT7B1lFtbYyLizM6tzNmzLBTtHWXmJiI8ePHIzw8HP3798fs2bNx7tw5g33Ky8uxePFi9O3bF+Hh4Zg7dy5yc3PtFHHdmNPOyZMnG53TRYsW2Sliy3322We455570Lt3b/Tu3RsTJ07Eb7/9Jt3fFM4jUHs7Hf08Vmft2rUICgrCG2+8IW1rKufUUkysqrF7927Ex8djzpw52LFjB4KDgzFjxgzk5eXZOzSruu2227Bv3z7p57PPPrN3SPWmVqsRFBSEV1991eT9H330ETZt2oTXXnsN27Ztg5ubG2bMmIHy8vIGjrTuamsjANx+++0G5/Y///lPA0ZoHSkpKXjkkUewbds2rF+/HpWVlZgxYwbUarW0z5tvvon//ve/ePfdd7Fp0yZcu3YNTz75pB2jtpw57QSACRMmGJzTBQsW2Cliy7Vt2xbz58/H119/je3bt6Nfv36YM2cOTp8+DaBpnEeg9nYCjn0eTUlPT8fWrVsRFBRksL2pnFOLCWTS/fffLyxevFi6rdVqhUGDBgmJiYl2jMq6Vq1aJYwZM8beYdhUYGCg8PPPP0u3dTqdMHDgQGHdunXSths3bgghISHCd999Z48Q661qGwVBEF544QVh1qxZdorIdvLy8oTAwEAhJSVFEISb565nz57CDz/8IO1z5swZITAwUEhLS7NTlPVXtZ2CIAiTJk0Sli5daseorK9Pnz7Ctm3bmux5FIntFISmdx6Li4uFu+66S9i/f79B25r6Oa0Je6xM0Gg0OHbsGAYMGCBtk8vlGDBgANLS0uwYmfVdvHgRgwYNwh133IF58+bh6tWr9g7Jpq5cuYKcnByDc+vp6YlevXo1uXObkpKC/v37Y/jw4Xj11VdRUFBg75DqraioCADQsmVLAMDRo0dRUVFhcD5vvfVWtG/fHocPH7ZHiFZRtZ2iXbt2oW/fvhg9ejRWrFiB0tJSe4RXb1qtFt9//z3UajXCw8Ob7Hms2k5RUzmPALBkyRJER0cbnDug6b43zdHsFmE2R0FBAbRaLfz8/Ay2+/n5Gc17cGQqlQrx8fHo0qULcnJy8P777+ORRx7Brl27muwCoTk5OQBg8tw2pbH/22+/HXfeeSc6dOiAy5cv4z//+Q8ef/xxfPHFF1AoFPYOr050Oh3efPNN9O7dG4GBgQCA3NxcODs7w8vLy2BfPz8/6Vw7GlPtBIDRo0ejffv2aN26NTIyMvD222/j/PnzWL16tR2jtUxGRgYefPBBlJeXw93dHe+//z66deuGEydONKnzWF07gaZxHkXff/89jh8/jq+++srovqb43jQXE6tmLDo6Wvp/cHAwevXqhaFDh+KHH37AAw88YMfIqL5GjRol/V+cIDts2DCpF8sRLV68GKdPn24S8wBrUl07J06cKP0/KCgIrVq1wrRp03Dp0iXccsstDR1mnXTp0gU7d+5EUVERfvzxR7zwwgvYvHmzvcOyuura2a1btyZxHgEgKysLb7zxBj755BO4uLjYO5xGhUOBJvj4+EChUBhNVM/Ly4O/v7+dorI9Ly8vdO7cGZcuXbJ3KDbTqlUrAGh257Zjx47w8fHBxYsX7R1KnSxZsgS//vorNmzYgLZt20rb/f39UVFRgRs3bhjsn5eXJ51rR1JdO03p1asXADjUOVUqlejUqRNCQkIwb948BAcHY+PGjU3uPFbXTlMc8TwCwLFjx5CXl4dx48ahR48e6NGjB1JSUrBp0yb06NGjyZ1TSzCxMkGpVKJnz55ITk6Wtul0OiQnJxuMkzc1JSUluHz5cpP+pe/QoQNatWplcG6Li4vxzz//NOlz+++//6KwsNDhzq0gCFiyZAl+/vlnbNiwAR07djS4PyQkBM7Ozgbn89y5c7h69SrCwsIaONq6q62dppw4cQIAHO6c6tPpdNBoNE3mPFZHbKcpjnoe+/Xrh127dmHnzp3ST0hICO655x7p/035nNaEQ4HVmD59Ol544QWEhIRApVJhw4YNKC0txbhx4+wdmtUsW7YMQ4cORfv27XHt2jW89957kMvlGD16tL1Dq5eSkhKDXrcrV67gxIkTaNmyJdq3b48pU6bgww8/RKdOndChQwesXLkSrVu3xrBhw+wYtWVqamPLli2xevVqDB8+HP7+/rh8+TLeeustdOrUCbfffrsdo7bc4sWL8d133+GDDz5AixYtpLkZnp6ecHV1haenJ8aPH4+EhAS0bNkSHh4eWLp0KcLDwx3qw7u2dl66dAm7du1CdHQ0vL29kZGRgfj4ePTp0wf/197dR+V8/w8cf5ZVk/pKK05YUdklFLmZSUrOrBaVrG3uYlJjNtWS5G5yFyIcuYuMyTDH1BTLKSacTYaRdeTmKuuMTDI33VBWvz8c189VVymu79fNXo9zOqfr/Xl/3rfXOdfrer/f13V17NjxObe+YWJjY3FxccHCwoLS0lJSU1M5fvw4GzdufGXmEerv56swj48YGRmpnQEEMDQ0xMTERJX+qsxpY0lgVQdPT09u3rzJypUrKSoqws7OjoSEhFdqu+jatWuEhYVx69YtTE1N6dGjBzt37sTU1PR5N+2Z/P7774wePVr1eOHChQD4+vqyaNEigoKCKC8v56uvvuLOnTv06NGDhISEl+qcQH19jIqK4sKFC6ozHi1btqRv376EhISgr6//vJr8VLZv3w48/FLFxy1cuFD1Jmf69Ono6uoSHBxMRUUFzs7O9X6/14voSf189M5/y5YtlJWVYWFhwXvvvcfEiROfR3OfSnFxMVOnTuX69esYGxujUCjYuHEjffv2BV6NeYT6+1lYWPjSz2NjvCpz2lg61dXV1c+7EUIIIYQQrwI5YyWEEEIIoSUSWAkhhBBCaIkEVkIIIYQQWiKBlRBCCCGElkhgJYQQQgihJRJYCSGEEEJoiQRWQgghhBBaIoGVEEIIIYSWSGAlxAvkzz//RKFQqH4/7EWgVCr56KOPsLe3x8fHR2Mef39/FixY8Ez11Ox7VlYWCoWi1o+4NvR+TRpbZkMpFAoyMjK0WqYQ4uUkgZUQj4mMjEShULB+/Xq19IyMDBQKxXNq1fMVFxdH06ZNSUtLY/PmzXXmCQkJ0Wq9jo6OHD16FGNj4wblt7Cw4OjRo3To0EGr7RBCiMaQwEqIGgwMDNiwYQO3b99+3k3RmoqKiqe+t6CggB49etCmTRtatGihMY+JiQlGRkZPXYcm+vr6mJubo6Oj06D8TZo0wdzcnNdek59Ara6u5sGDBy9cWUL8G0hgJUQNTk5OmJmZER8fX2eeuLi4WttimzdvZsCAAarHkZGRTJw4kXXr1uHk5ETPnj1ZtWoVDx48YPHixbz99tu4uLjw/fff1yo/Ly+PYcOGYW9vz+DBgzl+/Lja9QsXLhAYGIijoyNOTk5MmTKFmzdvqq77+/szd+5cFixYQO/evRk3bpzGflRVVbFq1SpcXFzo0qULPj4+HD58WHVdoVCQk5PD6tWrUSgUxMXFaSyn5lbggAEDWLduHdOmTcPR0ZH+/fvz3Xffqd2TnZ3NkCFDsLe3Z+jQobW28B7ftispKcHBwYHMzEy1POnp6Tg6OlJeXq5xKzAzMxN3d3ccHBzw9/fnypUravc3ZB6zs7MZO3YsvXv3pkePHowaNYqcnByN4wAPg9i5c+fi7OyMvb09bm5u9T6XHj1PVq1axTvvvEP37t356quv1ILhqqoq4uPjGTBgAA4ODnh7e5OWllZrrDIzMxk6dCj29vacPHlSY32nTp3Cx8dHNe6PVmNrbsHWLKuiooL58+fTp08f7O3tGT58ONnZ2apyd+/eTc+ePdXqqrnS+2i8d+zYgaurK127diUkJIS7d+/WOT5CvGwksBKiBl1dXcLCwti6dSvXrl17prKOHTvG9evX2bp1K5GRkcTFxTF+/HiaN2/Ozp07GTZsGLNnz65VT0xMDGPHjiU5OZlu3boxYcIE/v77bwDu3LnDmDFj6NSpE7t27SIhIYHi4mJCQ0PVykhKSkJPT4/t27czZ84cje3bsmULmzZtYurUqezZswdnZ2cmTpzI5cuXAVRbawEBARw9epSAgIAG933Tpk106dKF5ORkRowYQVRUFHl5eQCUlpYyfvx4bGxs2L17N5MmTWLx4sV1lmVkZET//v1JTU1VS09JSeHdd9+ladOmte4pLCzkiy++wM3NjeTkZD788ENiY2Mb3P5HSktLGTJkCNu2bWPnzp1YWVnx6aefUlJSojF/YmIiBw8eZMWKFaSlpbFkyRLatGlTbx2//PILSqWSxMREli1bRnp6OqtXr1Zdj4+PJzk5mTlz5rB3714++eQTpkyZUivgjo2NZfLkyezbt0/j1nVJSQmfffYZb731FklJSYSEhLBkyRKNbapZVkxMDPv372fRokUkJSVhZWVFYGAgt27desIIqisoKODHH39k3bp1JCQkcO7cOaKiohpVhhAvMgmshNBg4MCB2NnZsXLlymcqx8TEhJkzZ2JtbY2fnx/t27fn3r17TJgwgXbt2jF+/Hj09PRqrS6MHDkSd3d3bGxsiIqKwtjYmF27dgGwdetWOnXqRFhYGDY2NnTq1Ino6GiysrLIz89XldGuXTsiIiKwtrbG2tpaY/s2btxIUFAQgwYNwtramilTptCxY0e++eYbAMzNzWnSpAmGhoaYm5vTrFmzBvfdxcWFkSNHYmVlRVBQEC1atCArKwuA1NRUqqqqiI6OpkOHDri5udW5qvaIt7c3GRkZlJeXAw+DhEOHDuHl5aUx//bt27G0tCQyMhJra2u8vb3x9fVtcPsf6dOnDz4+PtjY2GBjY8O8efMoLy/n119/1Zi/sLAQKysr1fZpz549GTx4cL116Ovrq8aif//+BAcHs2XLFqqqqqioqCA+Pp7o6Gj69evHm2++ydChQ/H29q61ChgcHEzfvn2xtLTExMSkVj0pKSkAzJ8/H1tbW1xdXQkMDNTYpsfL0tfXZ8eOHURERODq6oqtrS3z5s3DwMBA9bxsqPv37xMTE4OdnR29evVi5syZ7Nu3j6KiokaVI8SLSg4jCFGH8PBwxowZ88QX/PrY2tqiq/v/71/MzMzUDlc3adIEExMTiouL1e5zdHRU/f/aa6/RpUsX1WpPbm4uWVlZankeKSgooH379gB07ty53raVlJRw/fp1unfvrpbevXt3cnNzG9jDuj2+YqKjo4OZmZmqn0qlEoVCgYGBgSqPpv48zsXFBT09PQ4ePMigQYPYv38/RkZGODk5acyvVCpxcHBQS+vWrVuj+3Hjxg1WrFjB8ePHKS4upqqqivLycq5evaoxv6+vLwEBAXh4eNCvXz/69++Ps7NzvXUoFAq1VTdHR0fKysooLCykrKyM8vLyWquFlZWV2NnZqaXZ29vXW09+fn6tca/rnsfTCwoKqKysVHuu6Onp4eDggFKprLfOmiwsLGjVqpXqsaOjI1VVVeTn52Nubt6osoR4EUlgJUQdevXqhbOzM7GxsQwdOlTtmo6ODtXV1Wppmg741jxIraOjozGtqqqqwe0qKyvDzc2N8PDwWtcef2HStD32v6SpnzXHrDH09fVxd3cnJSWFQYMGkZqaiqen5zMdVm/IPE6dOpVbt24xY8YMWrdujb6+Ph9//DGVlZUay+zcuTMHDhzg8OHD/Pzzz4SGhuLk5PTUq59lZWXAw+3AxwMSeDgmj9PmnDe2LF1d3VpjWdcYCfEqk61AIeoxefJkfvrpJ3777Te1dFNTU27cuKH2QqLN7546ffq06v8HDx6Qk5Oj2s7r3LkzFy9epE2bNlhZWan9GRoaNrgOIyMjWrZsyalTp9TST506ha2trVb6URcbGxvOnz/P/fv3VWmP97kuXl5eHD16lIsXL3Ls2LE6twEf1XH27Fm1tDNnzqg9bsg8njp1Cn9/f1xdXenQoQP6+vqq8251MTIywtPTk/nz57N8+XL2799f71mk8+fPc+/ePdXj06dPY2hoiIWFBTY2Nujr63P16tVa821hYVFvO2pq3749Fy5cUDsYX3OMNLG0tERPT0/tuVJZWcnZs2dVz5UWLVpQWlqqCgQBjSufhYWF/PXXX2p91dXVVa20CvGyk8BKiHooFAq8vLxITExUS+/duzc3b95kw4YNFBQU8O2333LkyBGt1btt2zbS09NRKpXMnTuX27dv88EHHwAwYsQIbt++TVhYGNnZ2RQUFHDkyBGmTZvGP//806h6xo0bx4YNG9i3bx95eXksXbqU3NxcRo8erbW+aDJ48GB0dHSYOXMmly5dIjMzk6+//vqJ9/Xq1QszMzPCw8Np27YtXbt2rTPvsGHDuHz5MosXLyYvL4+UlBSSkpLU8jRkHtu1a8eePXtQKpWcOXOG8PBwXn/99Trr3bRpE6mpqSiVSvLz80lLS8Pc3Jz//Oc/dd5TUVHBjBkzVGMRFxfHqFGj0NXVxcjIiICAABYuXEhSUhIFBQXk5OSQmJhYqz9P4uXlRXV1NbNmzUKpVHLkyBHVuNf3tRaGhoYMHz6cmJgYDh8+zKVLl5g1axb37t3Dz88PgK5du9K0aVOWLVtGQUEBKSkp7N69u1ZZBgYGREZGkpuby4kTJ5g/fz7vv/++arU1PT0dDw+PRvVLiBeJBFZCPEFwcHCtrTobGxtmz57Ntm3b8PHxITs7u1GfmHuSyZMns379enx8fDh58iRr167F1NQUgFatWrF9+3aqqqoYN24cXl5eREdHY2xsrHaeqyFGjx7N2LFjWbRoEd7e3hw5coQ1a9bQrl07rfVFk2bNmrFu3TouXLjAkCFDWL58ucatzZp0dHQYNGgQubm59a5WAbRu3Zq4uDgOHDig+oj/l19+qZanIfO4YMECbt++ja+vLxEREfj7+/PGG2/U27eEhAT8/Pzw8/PjypUrrF+/vt656dOnD1ZWVowcOZLQ0FAGDBjApEmTVNdDQ0OZOHEi8fHxeHp6EhgYyKFDh2jbtm29Y1CTkZERa9eu5dy5c/j4+LB8+XI+//xzoPa2Yk3h4eG4u7sTERGBr68vf/zxBwkJCTRv3hx4+EGNJUuWcPjwYby8vNi7d69aHx6xtLRk4MCBBAUFERAQgEKhYPbs2arrd+/eVfsQhhAvG53qZzn0IIQQ4plERkZy584d1qxZ81zq37NnD9OnT+fEiRP1rsRpQ1xcHBkZGfzwww//1XqEeJ7k8LoQQvyLJCcn07ZtW1q1asX58+dZunQpHh4e//WgSoh/CwmshBDiX6SoqIiVK1dSVFSEubk5Hh4etbZIhRBPT7YChRBCCCG0RA6vCyGEEEJoiQRWQgghhBBaIoGVEEIIIYSWSGAlhBBCCKElElgJIYQQQmiJBFZCCCGEEFoigZUQQgghhJZIYCWEEEIIoSX/B3tRmhungR6uAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1506,7 +1643,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_67001/3172432998.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + "/tmp/ipykernel_2272100/3172432998.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " interaction_axs.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n" ] }, -- GitLab