diff --git a/DFE_figures.ipynb b/DFE_figures.ipynb new file mode 100644 index 0000000..7f00667 --- /dev/null +++ b/DFE_figures.ipynb @@ -0,0 +1,2789 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import stdpopsim\n", + "from matplotlib import pyplot as plt\n", + "# Update default font sizes in rcParams\n", + "plt.rcParams.update({\n", + " 'font.size': 14, # Default text size\n", + " 'axes.titlesize': 18, # Title font size\n", + " 'axes.labelsize': 16, # X and Y axis labels font size\n", + " 'xtick.labelsize': 12, # X tick labels font size\n", + " 'ytick.labelsize': 12, # Y tick labels font size\n", + " 'legend.fontsize': 14, # Legend font size\n", + " 'figure.titlesize': 20 # Figure title font size\n", + "})\n", + "\n", + "from glob import glob\n", + "import numpy as np\n", + "import pandas as pd\n", + "from dataclasses import dataclass\n", + "import seaborn as sns\n", + "from matplotlib.lines import Line2D" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "COLOURS = sns.color_palette(\"colorblind\")\n", + "infile = \"/gpfs/projects/kernlab/stittes/analysis2/HomSap_results/plots/OutOfAfricaArchaicAdmixture_5R19/estimated_Ne_t_final.csv\"\n", + "ref_line=\"coal\"\n", + "colorby=\"method\"\n", + "styleby=\"annotations\"\n", + "log=True\n", + "df = pd.read_csv(infile, sep=\",\")\n", + "df['annotations'] = df['annotations'].replace('ensembl_havana_104_exons', 'exons')\n", + "df = df.query(\"annotations != 'none'\")\n", + "df['annotations'] = df['annotations'].replace('all_sites', 'none')\n", + "#df = df.query(\"method == 'gone'\")\n", + "df_ddb = pd.read_csv(\"/gpfs/projects/kernlab/stittes/analysis2/HomSap_results/plots/OutOfAfricaArchaicAdmixture_5R19/coal_estimated_Ne_t.csv\")\n", + "df_ddb = df_ddb[df_ddb[\"method\"] == ref_line]\n", + "pop_order = np.sort(df[\"population\"].unique())\n", + "method_order = np.sort(df[colorby].unique())\n", + "pal_dict = {pop:COLOURS[i] for i, pop in enumerate(method_order)}\n", + "annot_order = np.sort(df[styleby].unique())[::-1]\n", + "dfe_order = np.sort(df[\"DFE\"].unique())[::-1]\n", + "g = sns.relplot(data=df, x=\"year\", y=\"Ne\", \n", + " col=\"DFE\", row=\"population\", # Swapped row and column\n", + " col_order=list(dfe_order), row_order=list(pop_order), # Also swap the corresponding orders\n", + " hue=colorby, hue_order=method_order, \n", + " style=styleby, style_order=annot_order,\n", + " kind=\"line\", drawstyle='steps-pre',\n", + " palette=pal_dict, errorbar=None, \n", + " height=4, aspect=1.5, facet_kws=dict(sharex=True, sharey=True),\n", + " alpha = 1.0) # Move legend outside of the plot\n", + " # add ref_line to all plots x pop name\n", + "\n", + "# Remove the existing legend\n", + "g._legend.remove()\n", + "\n", + "# Collect handles and labels from all subplots\n", + "handles, labels = [], []\n", + "for ax in g.axes.flat:\n", + " h, l = ax.get_legend_handles_labels()\n", + " handles.extend(h)\n", + " labels.extend(l)\n", + "\n", + "# Remove duplicates while preserving order\n", + "unique_handles, unique_labels = [], []\n", + "seen = set()\n", + "for h, l in zip(handles, labels):\n", + " # Underline the \"method\" label\n", + " if l == \"method\":\n", + " l = r\"$\\mathbf{method}$\"\n", + "\n", + " if l == \"annotations\":\n", + " l = r\"$\\mathbf{annotations}$\"\n", + "\n", + " if l not in seen:\n", + " unique_handles.append(h)\n", + " unique_labels.append(l)\n", + " seen.add(l)\n", + "\n", + "# Create a new legend outside the plot with a separator\n", + "# Add a dummy handle and label as a separator\n", + "unique_handles.append(plt.Line2D([0], [0], visible=False)) # Invisible line\n", + "#unique_labels.append('') # Empty string for separator\n", + "\n", + "# Add true line as the last element\n", + "for i, ax in enumerate(g.axes.flat):\n", + " pop_ax = ax.title.get_text().split()[2]\n", + " df_ddb_pop = df_ddb.query(f\"population == '{pop_ax}'\")\n", + " true_handle = ax.plot(df_ddb_pop[\"year\"], df_ddb_pop[\"Ne\"], color=\"black\", label=\"$true\\ N_e$\", linewidth=2)\n", + "unique_labels.insert(0, \"$true\\ N_e$\")\n", + "unique_handles.insert(0, true_handle[0])\n", + "\n", + "g.fig.legend(unique_handles, unique_labels, \n", + " loc='center left', \n", + " bbox_to_anchor=(0.85, 0.5), \n", + " ncol=1)\n", + "\n", + "if log:\n", + " g.set(xscale=\"log\", yscale=\"log\")\n", + "g.set_xlabels(\"time (years ago)\")\n", + "g.set_ylabels(\"population size\")\n", + "plt.savefig(\"estimated_Ne_t_final.pdf\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "COLOURS = sns.color_palette(\"colorblind\")\n", + "infile = \"/gpfs/projects/kernlab/stittes/analysis2/HomSap_results/plots/OutOfAfricaArchaicAdmixture_5R19/estimated_Ne_t_final.csv\"\n", + "ref_line=\"coal\"\n", + "colorby=\"annotations\"\n", + "styleby=\"method\"\n", + "log=True\n", + "df = pd.read_csv(infile, sep=\",\")\n", + "df['annotations'] = df['annotations'].replace('ensembl_havana_104_exons', 'exons')\n", + "df = df.query(\"annotations != 'none'\")\n", + "df['annotations'] = df['annotations'].replace('all_sites', 'none')\n", + "#df = df.query(\"method == 'gone'\")\n", + "df_ddb = pd.read_csv(\"/gpfs/projects/kernlab/stittes/analysis2/HomSap_results/plots/OutOfAfricaArchaicAdmixture_5R19/coal_estimated_Ne_t.csv\")\n", + "df_ddb\n", + "\n", + "# Create the figure and axes using subplots\n", + "methods = df['method'].unique()\n", + "method_dict = {\"gone\": \"GONE\", \"smcpp\": \"SMC++\", \"msmc\": \"MSMC2\", \"stairwayplot\": \"Stairway Plot\"}\n", + "populations = df['population'].unique()\n", + "\n", + "fig, axes = plt.subplots(\n", + " nrows=len(populations), \n", + " ncols=len(methods), \n", + " figsize=(20, 10), \n", + " squeeze=False\n", + ")\n", + "\n", + "# Color palette for annotations\n", + "dfes = df['DFE'].unique()\n", + "COLOURS = sns.color_palette(\"colorblind\")\n", + "color_dict = dict(zip(dfes, COLOURS))\n", + "\n", + "seeds = df['seed'].unique()\n", + "# Plot for each method and population combination\n", + "for i, pop in enumerate(populations):\n", + " for j, method in enumerate(methods):\n", + " for seed in seeds:\n", + " ax = axes[i, j]\n", + " \n", + " # Filter data for current method and population\n", + " subset = df.query(f\"population == '{pop}' & method == '{method}' & seed == {seed}\")\n", + " \n", + " df_ddb_pop = df_ddb.query(f\"population == '{pop}' & method == '{ref_line}'\")\n", + " true_handle = ax.step(df_ddb_pop[\"year\"], df_ddb_pop[\"Ne\"], color=\"black\", label=\"$true\\ N_e$\", linewidth=2)\n", + "\n", + " # Plot each annotation group\n", + " for dfe in dfes:\n", + " annot_data = subset[subset['DFE'] == dfe]\n", + " ax.step(annot_data['year'], annot_data['Ne'], \n", + " where='pre', \n", + " label=dfe, \n", + " color=color_dict[dfe])\n", + " \n", + " #ax.set_xlim(-1e2, df_ddb_pop[\"year\"].max())\n", + " #ax.set_ylim(df_ddb_pop[\"Ne\"].min()*0.5, df_ddb_pop[\"Ne\"].max()*1.5)\n", + " method_name = method_dict[method]\n", + " ax.set_title(f'{method_name} - {pop}')\n", + " ax.set_xlabel('Year')\n", + " ax.set_ylabel('Ne')\n", + " #log scale both axes\n", + " ax.set_xscale('log')\n", + " ax.set_yscale('log')\n", + " if pop != populations[-1]:\n", + " ax.set_xlabel('')\n", + " ax.set_xticklabels([])\n", + " \n", + "# Only add legend to last subplot\n", + "# Custom legend elements\n", + "legend_elements = [\n", + " Line2D([0], [0], color='black', label='True Ne'),\n", + " Line2D([0], [0], label='Neutral', color=color_dict['none']),\n", + " Line2D([0], [0], label='BGS', color=color_dict['Gamma_K17'])\n", + "]\n", + "\n", + "ax.legend(title='', handles=legend_elements, bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.suptitle(\"HomSap\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "COLOURS = sns.color_palette(\"colorblind\")\n", + "infile = \"/gpfs/projects/kernlab/stittes/analysis2/PhoSin_results/plots/Vaquita2Epoch_1R22/estimated_Ne_t_final.csv\"\n", + "ref_line=\"coal\"\n", + "colorby=\"method\"\n", + "styleby=\"annotations\"\n", + "log=True\n", + "df = pd.read_csv(infile, sep=\",\")\n", + "df['annotations'] = df['annotations'].replace('Phocoena_sinus.mPhoSin1.pri.110_exons', 'exons')\n", + "#df['annotations'] = df['annotations'].replace('all_sites', 'none')\n", + "#df = df.query(\"annotations != 'all_sites'\")\n", + "df_ddb = pd.read_csv(\"/gpfs/projects/kernlab/stittes/analysis2/PhoSin_results/plots/Vaquita2Epoch_1R22/coal_estimated_Ne_t.csv\")\n", + "df_ddb = df_ddb[df_ddb[\"method\"] == ref_line]\n", + "pop_order = np.sort(df[\"population\"].unique())\n", + "method_order = np.sort(df[colorby].unique())\n", + "pal_dict = {pop:COLOURS[i] for i, pop in enumerate(method_order)}\n", + "annot_order = np.sort(df[styleby].unique())[::-1]\n", + "dfe_order = np.sort(df[\"DFE\"].unique())[::-1]\n", + "g = sns.relplot(data=df, x=\"year\", y=\"Ne\", \n", + " col=\"DFE\", row=\"population\", # Swapped row and column\n", + " col_order=list(dfe_order), row_order=list(pop_order), # Also swap the corresponding orders\n", + " hue=colorby, hue_order=method_order, \n", + " style=styleby, style_order=annot_order,\n", + " kind=\"line\", drawstyle='steps-pre',\n", + " palette=pal_dict, errorbar=\"se\", err_style=\"band\", \n", + " height=4, aspect=2, facet_kws=dict(sharex=True, sharey=True),\n", + " alpha = 1.0) # Move legend outside of the plot\n", + " # add ref_line to all plots x pop name\n", + "\n", + "# Remove the existing legend\n", + "g._legend.remove()\n", + "\n", + "# Collect handles and labels from all subplots\n", + "handles, labels = [], []\n", + "for ax in g.axes.flat:\n", + " h, l = ax.get_legend_handles_labels()\n", + " handles.extend(h)\n", + " labels.extend(l)\n", + "\n", + "# Remove duplicates while preserving order\n", + "unique_handles, unique_labels = [], []\n", + "seen = set()\n", + "for h, l in zip(handles, labels):\n", + " # Underline the \"method\" label\n", + " if l == \"method\":\n", + " l = r\"$\\mathbf{method}$\"\n", + "\n", + " if l == \"annotations\":\n", + " l = r\"$\\mathbf{annotations}$\"\n", + "\n", + " if l not in seen:\n", + " unique_handles.append(h)\n", + " unique_labels.append(l)\n", + " seen.add(l)\n", + "\n", + "# Create a new legend outside the plot with a separator\n", + "# Add a dummy handle and label as a separator\n", + "unique_handles.append(plt.Line2D([0], [0], visible=False)) # Invisible line\n", + "#unique_labels.append('') # Empty string for separator\n", + "\n", + "# Add true line as the last element\n", + "for i, ax in enumerate(g.axes.flat):\n", + " pop_ax = ax.title.get_text().split()[2]\n", + " df_ddb_pop = df_ddb.query(f\"population == '{pop_ax}'\")\n", + " true_handle = ax.plot(df_ddb_pop[\"year\"], df_ddb_pop[\"Ne\"], color=\"black\", label=\"$true\\ N_e$\", linewidth=2)\n", + "unique_labels.insert(0, \"$true\\ N_e$\")\n", + "unique_handles.insert(0, true_handle[0])\n", + "\n", + "g.fig.legend(unique_handles, unique_labels, \n", + " loc='center left', \n", + " bbox_to_anchor=(0.9, 0.5), \n", + " ncol=1)\n", + "\n", + "if log:\n", + " g.set(xscale=\"log\", yscale=\"log\")\n", + "g.set_xlabels(\"time (years ago)\")\n", + "g.set_ylabels(\"population size\")\n", + "\n", + "#x limits\n", + "g.set(ylim=(1e3, 2e4))\n", + "\n", + "plt.savefig(\"vaquita_estimated_Ne_t_final.pdf\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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51rlz5wL3597U3rp1q21dmJ07dyotLU3XX3+9goOD1bFjRyUkJNhmOaelpWnXrl2SnCe5t23bpmHDhqlp06YKDAy0O6dXX33V6TkNGTJEQUFBOnXqlD766CO7ffPmzVN2drYaNWpkS0YUx5YtW+ziqVu3ru6//36dPHlS3t7eevPNN9WtWzeXxtq7d6+knNKBuaXdL1StWjVdc801du0BAO6TOxMtt2T54cOHtW3bNlWtWlX9+vUrtH+jRo302Wef6eDBg5o6dapuv/12NWjQwLb/m2++0fDhw9WnTx+lpaUVOt51112npk2b6tixY7YyrrmxFTaLW5LdbDpXS+AVxaFDhzRgwABlZGSoRYsWtvW/AQDln7u/p1647McXX3yhY8eOqVmzZoVWt3Ln9eq1115zmlxYtmyZJOnxxx932uaPP/7IN2ZB7XMTFgMGDHDaBgBw6cjKyipSQrgo172iVgO9+eabdfPNN0uS0wk1BRk6dKhM0yzwx9X7ngBQEZHkBvIIDg7Wvffeqzlz5uj7779XQkKCNm7cqH/961+SpLi4ON1xxx0u3fS+kNVq1ZAhQ/Svf/1Ly5cv15EjR5SRkaFq1aopNDRUoaGhtlLgxV0jtFatWgXu79q1qzw9PXX+/HlbAjb3Kf7cBHjuf3Nne+/cuVPp6emyWCzq2LFjvjGfeeYZde3aVQsWLNDPP/+stLQ0u3MKCAhwek6BgYG65557JP1TmlzK+bd69913JeWUVC3JTRRvb29bLLVr11ajRo3UuXNnjR07Vvv379fo0aNdHiu3jG3dunULbFevXj279gAA9+nfv7+qVaumHTt26JdffrHN4h4yZEi+JTUK0qxZMz3zzDNau3atjh07phMnTuidd96xrTH62Wefafz48S6NlZvMfu+995SYmKjVq1fL09NT999/f6F9i/Kkf1H98ssvuvHGG3X69GldeeWV+vzzz1WlShW3HgMAUPrc9T116NCh8vT01OrVq5WQkGC7hrryUFaNGjVs38tKer1KSkpymlzIPYfExESnbfJWHcuVkJDgtH1u1bCzZ886bQMAqBzyzro+c+aMwzZNmza1SwIfOXKkwHHi4uJcPn5xZoBPnTpVhmFo+/bt+SYBAQAKRpIbKICfn59uvvlmffjhhxo6dKiknBnJGzZsKPJY7777rpYsWSJPT09NnDhRv/76q9LT03XmzBmdPHlSJ0+e1J133imp6E/95fL09Cxwf1BQkK6++mpJ/ySxc//rLMmd+9/OnTvbZgzk2rhxo22m9qOPPqp9+/blO6cnnniiwHMaNWqUbayjR49KykksHDt2TF5eXi7dcClIp06dbLGcOHFCv/32m7Zv365XX31VV1xxRbHGdDXpXhoz8gDgUufr66u7775bUs61deHChZJcu0FfkNq1a+uRRx7R7t27bQ+NzZs3z6Wy5ffdd588PT21Zs0avfPOO0pNTVXv3r1Vp06dQvu2aNHC9vq7774r/glc4JdfflH37t114sQJXXHFFdq0aRMz1QCgkiju99Q6deqoV69eSk1N1axZs7RmzRp5enrqvvvuK/SYXl5etu9PJb1eTZo0yelss9zzyV0r3NFPeHh4vjHnz5/vtH3usmCbNm1y2gYAUDk0b97c9vr77793yzjffvuty/3yXiPzftcrSLt27TRw4EBJ0nPPPefy0lkAAJLcgMtGjBhhe/3zzz8Xuf/SpUslSQ899JAmT56sxo0by8PD/v+CJ0+eLFmQLsibxE5OTtbXX3+tqlWr2pLf1157rfz9/bVjxw5lZGTYktyOSpXnnlOvXr0UExOjli1b5ku0F3ZOrVq1UqdOnexmb8+ZM0eSdPvtt5erG/K5SQ9H5fHyyi3NXrNmzVKPCQAuRbkJ7TfeeEN//vmnWrZsaVsqoqRCQ0N1++23S8qZ8XX69OlC+9SpU0e9e/dWamqqJkyYYBdjYa655hoFBwdLktasWVPMqO3lJriPHz+uJk2aaNOmTS4l3AEAFU9Rv6fmXp8mTJig1NRU9enTx+XvXDfddJOknBv4x44dK0a0AACUru7du9smnXz44YfFHicsLExNmzaVlPM9zdUHolavXi0pZ6JRUb6jvvzyy/Ly8tL+/fv1/vvvFz1gALhEkeQGXBQYGGh77evra7cvN1ld0Aee3MToVVdd5XB/UlKSdu/eXdIwC5WbrN65c6e++OILZWZm6oYbbrCdg4+Pjzp37qyUlBR9/vnn2rNnj12/vAo7J9M0bUnyguTO5p43b55iY2NtpXny3rApD/KutZ2QkOCwzblz5+zW7s7Lld8TAEDhrrnmGrVq1cq2XtoDDzzg1vELuuY7kxtDRkaGQkJCbCVkC+Pl5WW73n3xxRfaunWry3E6esL/l19+Ubdu3WwJ7s2bNyssLMzlMQEAFUtRr1m33XabatSoUaxr6KOPPirDMJSdna0XXnjB5X7MSAMAXCx16tTRgAEDJEnvv/++w1Lkrsq9X3nkyBFbBbGCbN26VZs3b5aUs/yil5eXy8dq3LixHn74YUnSxIkTlZ6eXvSAAeASRJIbl7wjR47ol19+KbTdggULbK9zZz3nCgoKkpST4HQmd5bWDz/84HD/iy++qPPnzxcaR0l16dJF3t7eSk1N1ZQpUyT9M7s7V25C+4UXXlBWVpYCAwMdPn1Y2Dm98847+u233wqNaeDAgapRo4aOHz+uIUOGKDMzU40aNVKPHj2KdG6l7Y477pCXl5fS0tI0bdo0h22mTJmi9PR0eXt764477rDb58rvCQDANdOmTdOTTz6pJ598Uvfee69LfbZt26aUlJQC2yQlJdmevm/UqJGqVq3q0tj/+te/9PTTT+vJJ5/UG2+8kW+Jj4I8/fTTtkT03XffrQMHDhTYPjU11bZMSF65Ce7cEuUkuAGg4nLH91RHfHx8FB0drSeffFJPP/20br31VpdjatGihe0G/Lx58/TGG28U2mft2rV66aWXXD4GAAAl9dJLLykgIEDJycnq16+fjh8/XqxxHn74Ydts7n//+9/6+uuvnbY9cuSIbfmP0NBQjR07tsjHmzhxogICAvT7778rJiamWDEDwKWGJDcueQcOHFCzZs10yy23aOHChbZ1oSUpMzNT3333nYYPH67XX39dktShQwddf/31dmO0bNlSkrRy5UqdPXvW4XF69+4tKacU9+zZs21PzueuW/3qq6+qRo0a7j69fCwWizp06CBJtpnjFya5c9/n7u/SpYvDpw9zz2n9+vV68cUXlZycLCkniTtlyhQ99thjLp2Tr6+vhg0bJkm2GWwPP/xwuVvTum7dunr88cclSVOnTlVUVJQtYX3u3DlNmDBB06dPlySNGTMmX2nY3N+Tbdu26dChQxcvcACohPr06aPXXntNr732msvLQ0RHR6tBgwZ67LHH9PnnnysxMdG2LzExUcuXL1enTp1sJViffPJJl+Px9vbWtGnT9Nprr+mee+4p0rmEhIRo1apVCgoK0vHjx9WxY0c999xz2r9/v636h2maOnTokF599VVdfvnlevvtt+0qgxw+fNi2BveVV15JghsAKjh3fE915p577tFrr72madOmydvbu0hxvfnmm+rSpYsk6YknnlDfvn316aefKjU11dbmzJkzWrFihW688Ub1799fZ86cKdIxAAAoiaZNm2rRokXy8fHRjz/+qNatW+ull17SgQMH7L5DJSYmasOGDXrsscccjuPv769Vq1YpJCREiYmJ6tatmyZNmmS3ZMdff/2lN998U+3bt9fvv/8ui8WipUuXKjQ0tMhx165dW0888YQk2apcAgAKYQKXuA0bNpiS7H58fHzM6tWrm4Zh2G2/+uqrzdjY2HxjbNmyxdbW09PTrFOnjtmwYUOzYcOGtjZnz541mzZtahvLw8PDrFq1qq3fI488Yg4dOtSUZA4dOjTfMW644QZTkhkVFZVvX8OGDU1J5nvvvefSOU+YMMEWR61atfLtz8zMNKtUqWJr8+qrrzocJyMjw+zSpYutnWEYZrVq1UwPDw9TknnLLbeY48ePNyWZN9xwQ4Ex/frrr7Z/Cy8vL/PEiRMunYszuf9ehR23oL6O/q3T09PNu+66y+5/x7znLMm8++67zYyMjHx9z5w5Y9asWdPWLiQkxPZ7smvXrmKcJQBUblFRUaYku+upKzZt2mT7W3vkyBHb9sGDB+e75lepUsUMDAy02+bh4WE+/fTTptVqzTd2bhtXr7m5cq8tjq7xuQ4ePGheffXVdrF4eXmZ1atXN728vOy29+rVy4yLi7P1HT58uG1fUFCQGRoaWuAPAKB8K+n31NzvlkX9PvTee+/ZxnUmPT3djIiIyHdtCg4ONgMCAuy21atXz9ywYYPLx8+Nu6jX2YLkXoM3bdrktjEBAOXfrl27zCuvvNLuuuTp6WnWqFHDDAoKyve98MUXXzRTU1PzjXP48GHzmmuusWtvsVjyjdGkSRNzz549TuNx5dqckJBghoSE2I2b9zttrtx7wX5+foV+97vmmmuK888HABUCM7lxyevVq5d+/fVXRUdHa+DAgWrWrJl8fX117tw5WSwWNWnSRHfddZeWLl2qPXv2OJwV1bVrV3388ce6+eabFRwcrFOnTunYsWN2T/ZVrVpVO3fuVGRkpMLDw+Xp6SkvLy9169ZNS5Ys0TvvvHPRzjnv+tqO1tr28vKyPZ3vrI2UM2vts88+U1RUlK644gp5e3vLNE116NBBb7/9tj788EN5enq6FFPjxo3Vtm1bSdLtt9+u2rVrF+GMLh4fHx8tW7ZMq1atUp8+fVSjRg2dP39eNWrUUJ8+fbR69Wp98MEHDmdEVKtWTVu3btXgwYNVt25dJSQk2H5P0tLSyuBsAODS8v777+vLL7/UuHHjdNNNN6levXrKyMhQWlqaqlWrpvbt2+uJJ57Qd999p2nTpl30iiLNmjXTN998o3Xr1unBBx9U06ZNFRgYqMTERAUFBdni++abb7Rhwwa7ail51ztNTEz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jNXPmTL366qt65JFH8u3PXdJjx44d2rFjh9NxkpNLd9JKrVq1nD7wduedd+qjjz7SFVdcoUGDBqlWrVry9vbWuXPnFB0drfT09FKNLa9L87fITeLj43XZZZfl2567nkzumjOBgYEKDAy07bdYLAoKClKNGjWcju3r6ytfX183RwwAQMUUExOjmJgY21IgKB1mVorkE1h4QwAAAABlbtmyZZo8ebJmz56tyZMnKywsTE888YSioqKc9omIiFDnzp113XXX5ds3aNAg1atXT+3bty/02KNGjdKxY8ds71esWKEVK1ZIko4cOaLw8HBJ0urVq/X8889r4sSJOnPmjJo2baolS5bYZpADFZ4bqh4AuHT4+/tr0qRJGjFihKZMmaJ//etfdvuDgoIkSU8++aRee+01l8b08PBQRkaGw30JCQnFitNZgnvPnj366KOP1KtXL3388cd2D6x99dVXio6OLtbxioskdwkVVLrH2b758+eXUjQAAFROERERioiIUGJiooKDg9Xg4d9tH/pQMtkpp/Xne1eUdRhAuWaaplIyiv6QjcXH0y2lPgEAABzx9/fX1KlTNXXq1CL1cZTgztW5c2eXxjl69KhL7QIDAxUdHX3Rb3oDAFBePfDAA3r99dcVExOjNm3a2O1r3769DMPQrl27XB6vWrVq2rdvn7KysuwqTycnJ9vKm+eVm5guzmSi//u//5Mk3XLLLfkqsmzbtq3I45UUSe4SqFGjhm22dl655QRyZ3QDAACUVxQoBwpmmqa6xOzQzqNni9y3c3g1bY3oTKIbAAAAAABIykkyT5kyRQMGDNALL7xgt6927dq66667tGzZMk2fPl1PPfVUvnsKu3fvVqtWrWSxWCRJ11xzjb799lstXrxYQ4cOlZRzL2PcuHEOy5rn5i7//PPPIsfesGFDSdL27dv12GOP2bYfOHBAr7zySpHHKymS3CXQqlUrLVmyJN/TEfv27ZMktWzZsqxCAwCgUmNN7tLBmtxAfikZ2dp59Iz8jaKtKZVq+mrH0bM6nZShAB/3rDfJzHAAAAAAACq+/v3767rrrnM4Y/utt97Szz//rKefflrvv/++rrvuOgUHB+uPP/7QN998o19//VUnTpywJblHjx6t9957Tw899JA2btyomjVratu2bTp37pzatGmjH374wW787t27yzAMPf/88zp06JCCg4MVHBysUaNGFRp3hw4d1KFDBy1fvlwnTpzQtddeq99//10ffvihbrnlFq1cudI9/0AuIsldAv3799ecOXO0atUqDRo0yLZ9wYIFCgsLU8eOHcswOgAAgKIxs1LLOgSUAx988IHuvffeCv3Qw+zZs/Xwww8XqY9pmjnr0l/AmpmpD2uNVQufI0Uab296Uw06/ZJqT/6sSP0Kcv7lPgrw5SscAAAAAAAV3bRp09S1a9d826tXr66dO3dq5syZWrZsmRYvXiyr1aratWurTZs2mjBhgkJCQmztW7VqpQ0bNui5557TypUrFRgYqL59+2r69Ol2uctczZs313vvvacZM2boP//5j9LT09WwYUOXktyenp5at26dnn32WW3YsEF79uxRkyZN9Nprr6lPnz4kucuL9evXKzk5WefPn5ckHTx40PY/Tt++fWWxWNSnTx/16NFDo0aNUmJioho3bqwlS5Zow4YNWrRoUb569AAAwD2uPT5Xhq+lrMOoFKp7JGhrnUclMZMbOcaPH1+k3wV/Hyc7PJ3syM5QakbR4yoKq9VapPamaerE8m5KP+F4zasWzs6xANf4HpK/ka5U06/onQEAAAAAQIUWHh5e4P2VLl26ON3v7++vsWPHauzYsS4d68Ybb9RXX32Vb/vmzZsdth86dKittPmFjh49WuCxatasqXfffdfhPkfn4ywGdyDJ7cSoUaN07Ngx2/sVK1ZoxYoVkqQjR44oPDxckrR69Wo9//zzmjhxos6cOaOmTZtqyZIlGjx4cFmEDQDAJSHV9JNB4sgtUs002+u0TKt8yzAWlA8ZGfYZaKflsQ1Dy5/wV7t6zjLWzr7IeevAKR8NXlInX4vUxGTp3MmihOtQ1apVi9TezEpxmuDOdSCjkW54dLcCfL0LHiszWb/PridJOhXVU4Z3QJFiKYjFTWXPAQAAAAAAKjqS3E4U9qRCrsDAQEVHRys6Orp0AwIAADbHJ/ZQUFBQWYdRKSTE/6b05WUdRfE5KzHtiOFlYT3jIho1apT++9//KiXxlN12U1adWthSXqZr//YXahGaoX2Rx/Jt35dxmerctlkhVavZbff3D1CtKn7y8PBw+RimaSolIzvfdqtpVUrKefttmf+cR9cTbynVzPu4hynTzHm45i8V/vuTN3Fv8fWShzdfuQAAKKoLr+MWH08+xwEAAMAOd1wAAECFE+Drxbq0bpLl7an0sg6imAorMX0hn5ptVGfgJsnJDVKS4PmZplU/v1ld/kb+9drz/j+ww/F5SjHt6wA09T6mzx+/XcbfiWnTaqrnzPWKqjLT6frWrXx+U4d5X+cbK9X0kZ+np/aP7Z7vf76QAG95GPbJb6tpqudbX+jHE/bJbEOmloSM12Xex/Md2/L3EBtCI6ULktkHMhppeuI9+mtOTWe/Pg6xBAAAAEVnmqa6xOzQzqNnbdvOv9yHz/8AAACww6dDAAAAVEiulJjOK+P0Dzr2VnWn+33DOqnOwE2XZKI774x4T+Of9ay9zWSHCe689qY31VejOyskyH4JgcAqA+TpaV9ee/fkCCWl3C9dMPs+I+mUzq/sIEn6OuyBfMc4kNFIg0+/qFbTPsm3L830lq8ybe8NmVpQ80XN9T4q1bngPCUdy6oti4fzRcE7nHgv3zra7Xx+0oGMRko1fWUxXH8sxMxKkXwCXW4PAChdrlaAMTOz5G+k/f06WVaPnNtnPBBX+kzT1OmkdLsENwAAAOAISW4AAABUeA1G/Ol87WPT1IkV3ZVx+ocCx0g/vlNmVopb11CuCC6cEd+vRbbm/JWzr73PKls7R7O1JcnLx6Kz9Rq6VErcw8NDQYHBkoLttluDQpXkXUVm5nmH/Vr4HNG+uvc63Lc3vakGnX5JeWdf33X6Zfk7SEZbjHSHSfS8Y6U6OMdvMprJT2mqMfx3BRSyLrY15bTOLG4miZncAFCeFLUCzP66Of89PfefbZfyA3EXg6MZ3JJ0MqqHLIVcfwEAAHDpIckNAADKvZiYGMXExCg7O//6uoAkGd4B8iggOR025GunM7fMzGT9PrueJCnp7AkZ3hbH7Tz95e+Z4fTGdmGzu8rr7C8zK0Vpx3fJKkOehqnI3p6K7J17IznL1u6Toa3VoE49+85e/qoZ6FuktbId8fDwUINRp2VNi7OPzZqtP+c2kmR13FHSNb6HVMMj0ZaAN2Rqac0JTkui50q2+sqQfRK6ufdv2hd2j+19iumrjifes70Pe3l7oefib6TZEiO93/1enz/Ws1z+7w4Al5qiVoBxpKI+EJeUlKRRo0bp+PH8y3W4wmrNVq2MDJlVt8hodoMk6ZZbb5GnNavgfoYhtX1ckmT+tEV33P6mfAzn1/RsU9oR75OztExY05yNxw/prm/fkGeeS+ldd92lRx55pFjnAgAAgMqDJDcAACj3IiIiFBERocTERAUHBys5PUue6QXfVINrkjOz7V57ufnf1eLjWeQEn+ulRJOLNG6qNf8MXUmyZv9T6jr+g+ZFGrMofOt0Up27ynb2l6N/2+z087rvdJQW1ZrstN/e9Ka6PjRModWdl3svKQ8PD3lYauXb3uCxZGUn/ZFvu5mZrOOLrpLkuMR5QUxTCvDIP9P7wnXbzycnSi/tLdLYeX31R6JSMrJZQxQAypkCK8BISknPUujkzyRJp6J6yt8j3fZAXEXUqFEjxcXFFd6wMF4zpb+T3Fs2b5GyClnCw8tXxt9Jbn02U9sLa5/XD+ttL7dcsCsuLo4kNwAAAEhyAwCAiifshY0yfB3PtkXR5J112uo/u3XW/NmNo5vq3tBfnz1yncuJXdM0dXJVb2Wc+tp9UZimuszcru9+P+lwv8VI09dhbjucU+kndio75S95OFij+WLM8nZWpjXF6qvvM+fZ3jsqS97I+6R+qFatVONzxtPTU57B4fm2m6Yp3zqdlH5ip8N+3iGtVLv/J7aEdV7O/r0v3O7h/c9DIAee6qaAgCqFxpudGqe0DwptBgAoQ4VVgDGsWUo1/WxtDY+KffvszJkzZR1C0Xhd8GBiUZLjAAAAuGRU7E/pAAAAKKdMLa/5vNpl/6zf3yrdI/mGdZLh5fyhh+T0LEWmPKp2dQtP4Hc98bZSTZ982/2NdG2t8+jfbd6yW7fZkKn5IS+quc+xQsf/Y059h9vdOcvb2Ux4MzPZSZlWU5Y861cHrJ6ouGM55UyHPjBU0155RSHBwfL0LF9rYRqGoTp3bXI669/dDw5c/tpXLrXL++AIAADlzVVXXVXkPqZpVS0d1GchD9q2tW7TRp7WzAJ6SVYPT/2Y+6bbg2oZv1veBSxBkm1KP171sIzq9rPmW21+ye5Y99xzz4VdAQAAcAkiyQ0AACqc4xN7KCgoqKzDqBTOxR9RxvKc1/ue6KjgGpe5Zdyk5ESlLCzZrPB6w3+Rp6VmgW2ys7MVn5ypv86eddomJeW8mnkflWk6nNRrk2T119Y6owqNa0NopCT7gVJMH7WMXeywvcVI0+46DxZ47KLO8nZa0t00dWJFd2Wc/sHhcRz9G1g8MuzKfRvZGbYZUxZPz1ItUV5ShmGU6rqoFm8PtfP5Sd9kNCvmCGbhTQAAuIi+/fbbIvdJSkrQsdn11Op4b9u2nTt2FLocx/nkRAVH5RQbN9r01hdRM1Srip/T9n+dT1PtyRvzbXflWAAAALj08AkRAABUOAG+XtzocpNMbw9l/P3aMN2ZkPtnrJChRxUQGOxSr+yU0/rzvSty4vG2FFhKNDs7W1dFvaODGQ1cGPkDNff+TSezauQrxS3lzL7dW/dBB/3ys3hk5NvmZ03XlV5H9X1m03z7Uk1f3XzqTZ3KrpF/LCPdlmD+fXZ9h4lwrxqtVXfQ5n+y04Uksp0pLMkvSd9lNFVGZnyRxq3MPLwDtLbNJzoX+6LLfVLyVALwE+VVAQAoiZNRPWTxKV/VZAAAAFA+cHcYAADgEmbmSWxfE71NJ6y/uGXcvCWbk01feVjzJ5YdsVr/SRDGnU+XR3aa07anz51zMcGd42Cm81nqeXO/NYYekYe3/YxqU6bMrFTJwaxqa0ayOr+6vIDxDR3NKrx+tbMEdGbcjzr2VtFmUx8xG2nQiedl5jkzP6VrW1hOyXVH6263tZzQ5vGj9O83GxXpWJWZYRgKu2uT6jgpie5IQtwRnVt2te29NStFVo+S35y/GOu2AwBQ3gT4eHH9AwAAgEMkuQEAAC5haZnZpX6My1/5Uqmm89KUeVUzzmnv3/ngy1/7yuV++yJaKiTY8Wzx5IwsNXltl0x5uDRWnSk7XT7uPwov897U66gWhEy225Zi+mpvelNd43vIaT/DkJKtvjIuKH19JLOOhsdPsEtkS9LCkBfUzOeIvg57yOmYX426WrVq2a93GeAfKA8P1/6NLiVFLYluePnbvf99Vl1ZPEo+o7thxNlSLc0OAED5YsrfSJeZmSzTJ4hENwAAAPIhyV3OxcTEKCYmRtnZpX8DGgAAXNq2jeqk0LAr3DLW+eQEpS50y1CFaufzk64M6yYv3yoO9yenZ8mUIX8jTb+Nu1EBPvYfgU1J/5q9qcRxtK0TqM2PXG1/E9Y0dXJ1H2XE7ZO/kZ5vtrZpSk+d/rfDWeB5S5kHOEiStvA9VmAi25m96U3Vq/blquLv2ux6FM2FSW4AQOkxTVPm39U2rFn/3DdxVEXDmpmc73Xe/nkrZpiZWfI30v5+nSxrnutwbl8qbJQmU8trPq92vj/r9FzJwoNeAACgAjp69KgaNcpfLc9isejyyy/XHXfcoSeffFKBgYH52mzdulVz587Vzp07dfLkSWVlZalmzZpq27atbrvtNg0ZMkQBAfafj1JSUvTGG29o5cqV+uWXX5SVlaWQkBA1atRI119/vR566CFdfvnlpXa+ZYEkdzkXERGhiIgIJSYmKtjJ7CQAAAB38PfxdNta52aml1L/fr3/yRsUEBDkUr+kcyelVTmvN9ceKYuRf/3rC/kb6fLwiHAei/nPjdKUhZKjwtPv5ZnAfCqqZ7FupFp8PB3e7A68b4ftBrojX5mmUjKt+bZbs7O1fdZlau79W5FjOZDRSINPv5hvlrckXdWgtu7083HQC+5w4e9Ag0diFeCGtUQNL0uJxwCAysQ0TZ1Y3k3pJ3ZJklKsvpI+kFR4FY0/Ztdzui9X7rIrp+c67usb1kl1Bm4i0V0K/I10tfP9uazDAAAAcIvLL79c9957r6Scz7CnT5/W+vXrNWnSJH366afatm2bPD1z7hukpqbq4Ycf1uLFi+Xv76/u3bvr9ttvl4+Pj44fP65t27Zp3bp1mjhxok6cOGE7xvnz53X99dfrxx9/VOPGjXXvvfeqatWq+uOPP3TgwAFNnTpVl19+OUluAAAAoChazthSrHLlFiNdFo/Ck9zeta9TSraPDGuWw/3JKeddvlHqG9ZJAQHuLYnpSrnrKk5yzr3HHFDy+b/stpmmqd7zftCPJ5OcjndlnZo6+dL1DlLczpPxKB0eXhZ5ePO1CwDczcxKsSW4y0L68Z0ys1KYYVzKQoYe5UEvAABQoTVu3FiTJk2y25aenq7rrrtOu3bt0tatW9W9e3dJ0gMPPKClS5eqd+/emj9/vkJDQ/ON9/nnn+uZZ56x2/bGG2/oxx9/1IMPPqg5c+bku+9z5MgRpaeXfCm18oa7LQAAAMiRlWJXyrMk/P4u8VkSVe/coTp1Gjvdb5qmes7apU17U6W9G5y28zfSbLOxQoYeVUCg8+o45a30qKenp4Kq1sm3feeYOkrJcL6cDYlsAMClpMGIP5Vi+klRW3LeO6iiYc1Mts3Crj/iT0n5Z3TXH/GnPLwDlJKepdDJn0nKqfDi55Fua1tv+C/68z33LO+CwhneAXymAQAAlY6vr6+6d++u7777TqdPn5YkffHFF1q6dKmaN2+uNWvWyM/P8YSRm2++Wbt377bbtmtXzsOfo0ePdvjZyVHZ9MqAJDcAAAAkSWlrOupYKYxblPLfJ0/8Kq3NeW14+cujgH7J6VnadCxNcjhf2TFLQFCBY1YUhmG4rbQ8AAAVneEdIA+rr+19YVU0nH0W8PAOkId3gAxrlq0KjeEdIA+Pf8YyvJlVfDGZmckyTfdW2QEAAGXLNM0Cl3UrD0p7EkRGRoY2b94swzDUtm1bSdK8efMkSU8++aTTBHcuLy/7z7rVq1eXJB0+fNg23qWAO2MAAKDci4mJUUxMjLKznc9cRTF5+mtvelNd43uoVIb3Cu0oqyTDxS8vZnbxZoCfjOrpdN1jMzPZtp4mN0gBAAAqjrgF4QqIOEtZeAAAKhEzK0XHYqqVdRgFaujGzx+HDx+2lSs3TVNxcXH69NNPFRsbq1dffVVXXJFTJSh3NnZu6fKiGDhwoBYvXqwHH3xQe/fuVc+ePXXVVVepWrXy/e9cUiS5AQBAuRcREaGIiAglJiYqONh5qWkUnWEYGnT6Jfkb6Toc2VqhteoV3qkQVqtV3V+Zp2+Tw5T6p6/0zVaX++YtLZ6akqSkpASnbZMzsuVvpCnV9FWAj6fTmc1WDz7yAgCAwpmZybJKsmb982ClNStF1jzLsFgzU/K8ds8yL+VtuRQAAAC4z//93/9p8uTJ+bbfdtttuuWWW2zvT548KUkKCwvL13b16tX68ccf7bbdeeedatmypSTp9ttv16uvvqoXXnhB06ZN07Rp0yRJl19+uXr37q3HH39cTZo0cds5lRfc8QMAAJXeokWLdN9995V1GOWS4e0r/XuFUk0/1W3URmZmutvGLCmPddfqdCFt9teVDpz0Uq3gdJmm1WEbi4+050VvSVJgYKBSM0ocGgAAqIR+/3vd7RSrr6QPcrbNqiuLxz+fj2LzrMd94ZrexeUb1kl1Bm66KInu4iTmzcxkSab8lKY0FVw6091qDDkow4sS8QAAVCaGl0UNI86WdRgFcufnj169emnDhg2293/99Ze++OIL/fvf/1anTp20e/duXXHFFTJNU5Js/81r9erVWrx4sd22pk2b2pLckjR27FiNHDlSGzZs0M6dO7V3717t3r1bMTExevfdd7Vs2TLddtttbjuv8oAkNwAAqPTOnz9f1iGUW6b5z4rWDj5Dl3zMt+6TMl0vQZ4iU3sfla5p5PrxWtTO0v6pnpIclytH8VX2slYAAEiST+2Oyji5u8yOn358p8yslFIpyW2api6vaerXU5JhqNilQS0e0p6wB9Tq+AdujrBghjez3AEAqGwMw7iklyKpVauW7r77bqWmpurBBx/U1KlTNW/ePIWGhurYsWM6fvy4LrvsMrs+ixYt0qJFiyRJkyZNcjgzXJKqVKmigQMHauDAgZKkhIQEPffcc3rrrbf04IMPKjY2Vj4+PqV7ghcRSW4AAFDpeXnxkaesGJlpMrOKNjv8rjclfxc+bxuSlj3mpRb1XLvxufc3K7O4i8BisSgqKqqswwAAoNTVHrDeLpGanJEtRW2RJDV4JFb+Rppt1nbd4b/YZnPXH/GnPEpwg9bMTLbNHi8tZlaKLL6leggAAAAUQ4cOHSRJ3377rSSpU6dOOnbsmDZt2pQvyV1cwcHBmjlzpj7++GMdO3ZM+/btU7t27dwydnnAHV8AAFDpPfzww3r44YfLOoxy6eSpPxQ2/XtJ0ok/f1Xt0PolHjPh3AlVe2mvJOnM8YMKqhpa5DFcXZvSNE2ZWSmFtpOkcC+LzDeZCQQAAOwZhmGXrPawZv3z2ssiD49/qsV4eFvyvA4oUZLb8UIrpcc0VazSoMlJCfo9T5l2AAAAlNyZM2ckSVZrzqfC4cOHa8mSJZoxY4buuece+fm5Z5kYwzBksVTO5V9IcgMAAECSZGalFmudxnzjZKbaXhve/iW6+VuYS73EFQAAQFEU53OZ4Z1VeKNSYs1KlWmalCwHAACVitVq1X//+19JUpcuXSRJPXr00MCBA7VixQoNGDBA7733nkJD808cSUhIyLdt1qxZuvrqq9W+fft8+1avXq1Dhw6patWqdmt4VwYkuQEAACBJ+nNpJ50xilZa3JEU01fSeyUPCKgEkjOy3TaWxceTm/wAgDJmyt9Il5mZLKtHwbcVzcxk+RtpSjV9lbPQTNH9+X5rNXvsLx5qhJ2YmBjFxMQoO9t9n7MAACgthw8f1qRJk2zvT58+rU2bNumnn35S/fr1NX78eNu++fPny8PDQ8uWLVN4eLhuvPFGNW3aVD4+Pjp16pS++uor/fTTTwoNDVWTJk1s/davX6+RI0eqcePG6ty5s8LCwpSUlKTvv/9e27Ztk4eHh9566y35+laudWxIcgMAAFzKvP4pV9TxhPsT04ZX5SyHBLjC30hXoxc+dNt4p17sp0A/b7eNBwAoXHJGtkzjn5nMqen/vE5Jz5JhLf4sZ2tWtlKsvrbjeFwwVvl7uMnU8prPq53vzzo917Ue++tKe9ObatDpl0o3NFxSIiIiFBERocTERAUHB5d1OAAAFOj//u//NHnyZNt7X19fhYeHa8yYMRo3bpxCQkJs+ywWi5YuXaoRI0Zo3rx52rlzpzZt2iSr1aqQkBC1bdtWkZGRGjJkiAIDA239pk2bps6dO2vjxo3aunWrTpw4IUmqW7euhg4dqscee6xSrcWdiyQ3AADAJSzAx1PtfH7SNxnN3D52O5+fFODT3e3jAhXFtrBH3Ttg1mlJ3MgFgIup9uTP5G+kaX/dnPeNXvlCe8JyXodO/kypZknXSvwg5z9RW/Lt6RxeTVsjOperRHc735+L3Oca30PyN9KKdby6d3/FQ5MAAKBCCg8Pl2maxep744036sYbb3S5/ZVXXqmxY8dq7NixxTpeRUWSGwAA4BJmeAd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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "COLOURS = sns.color_palette(\"colorblind\")\n", + "infile = \"/gpfs/projects/kernlab/stittes/analysis2/PhoSin_results/plots/Vaquita2Epoch_1R22/estimated_Ne_t_final.csv\"\n", + "ref_line=\"coal\"\n", + "colorby=\"annotations\"\n", + "styleby=\"method\"\n", + "log=True\n", + "df = pd.read_csv(infile, sep=\",\")\n", + "df['annotations'] = df['annotations'].replace('Phocoena_sinus.mPhoSin1.pri.110_exons', 'exons')\n", + "#df['annotations'] = df['annotations'].replace('all_sites', 'none')\n", + "#df = df.query(\"annotations != 'all_sites'\")\n", + "df_ddb = pd.read_csv(\"/gpfs/projects/kernlab/stittes/analysis2/PhoSin_results/plots/Vaquita2Epoch_1R22/coal_estimated_Ne_t.csv\")\n", + "df_ddb = df_ddb[df_ddb[\"method\"] == ref_line]\n", + "pop_order = np.sort(df[\"population\"].unique())\n", + "method_order = np.sort(df[colorby].unique())\n", + "pal_dict = {pop:COLOURS[i] for i, pop in enumerate(method_order)}\n", + "annot_order = np.sort(df[styleby].unique())[::-1]\n", + "dfe_order = np.sort(df[\"DFE\"].unique())[::-1]\n", + "\n", + "# Create the figure and axes using subplots\n", + "methods = df['method'].unique()\n", + "populations = df['population'].unique()\n", + "\n", + "fig, axes = plt.subplots(\n", + " nrows=len(populations), \n", + " ncols=len(methods), \n", + " figsize=(20, 5), \n", + " squeeze=False\n", + ")\n", + "\n", + "# Color palette for annotations\n", + "dfes = df['DFE'].unique()\n", + "COLOURS = sns.color_palette(\"colorblind\")\n", + "color_dict = dict(zip(dfes, COLOURS))\n", + "\n", + "seeds = df['seed'].unique()\n", + "# Plot for each method and population combination\n", + "for i, pop in enumerate(populations):\n", + " for j, method in enumerate(methods):\n", + " for seed in seeds:\n", + " ax = axes[i, j]\n", + " \n", + " # Filter data for current method and population\n", + " subset = df.query(f\"population == '{pop}' & method == '{method}' & seed == {seed}\")\n", + " \n", + " df_ddb_pop = df_ddb.query(f\"population == '{pop}' & method == '{ref_line}'\")\n", + " true_handle = ax.step(df_ddb_pop[\"year\"], df_ddb_pop[\"Ne\"], color=\"black\", label=\"$true\\ N_e$\", linewidth=2)\n", + "\n", + " # Plot each annotation group\n", + " for dfe in dfes:\n", + " annot_data = subset[subset['DFE'] == dfe]\n", + " ax.step(annot_data['year'], annot_data['Ne'], \n", + " where='pre', \n", + " label=dfe, \n", + " color=color_dict[dfe])\n", + " \n", + " #ax.set_xlim(-1e2, df_ddb_pop[\"year\"].max())\n", + " #ax.set_ylim(df_ddb_pop[\"Ne\"].min()*0.5, df_ddb_pop[\"Ne\"].max()*1.5)\n", + " method_name = method_dict[method]\n", + " ax.set_title(f'{method_name}')\n", + " ax.set_xlabel('Year')\n", + " ax.set_ylabel('Ne')\n", + " #log scale both axes\n", + " ax.set_xscale('log')\n", + " ax.set_yscale('log')\n", + " if pop != populations[-1]:\n", + " ax.set_xlabel('')\n", + " ax.set_xticklabels([])\n", + " \n", + "\n", + " \n", + "# Only add legend to last subplot\n", + "# Custom legend elements\n", + "legend_elements = [\n", + " Line2D([0], [0], color='black', label='True Ne'),\n", + " Line2D([0], [0], label='Neutral', color=color_dict['none']),\n", + " Line2D([0], [0], label='BGS', color=color_dict['Gamma_R22'])\n", + "]\n", + "\n", + "ax.legend(title='', handles=legend_elements, bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "\n", + "plt.suptitle(\"PhoSin\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['all_sites', 'exons'], dtype=object)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#df.query(\"annotations == 'all_sites'\")\n", + "df.annotations.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "@dataclass\n", + "class SpeciesInfo:\n", + " \"\"\"\n", + " Class to store information about species, dfe, demog, and annotation\n", + "\n", + " species: str - species name\n", + " neu_prop: float - proportion of neutral sites\n", + " nonneu_prop: float - proportion of non-neutral sites\n", + " basedir: str - directory where results are stored\n", + " demog: str - demographic model\n", + " dfe: str - dfe model\n", + " annot: str - annotation used\n", + " \"\"\"\n", + " species: str\n", + " basedir: str\n", + " demog: str\n", + " dfe: str\n", + " annot: str\n", + " neu_prop: float = 0.3\n", + " nonneu_prop: float = 0.7\n", + "\n", + " def __post_init__(self):\n", + " self.get_species_info()\n", + " self.make_dfe_dataframe()\n", + "\n", + " def get_species_info(self):\n", + " species = stdpopsim.get_species(self.species)\n", + " \n", + " if self.annot == \"all_sites\":\n", + " seq_len = sum([g.length for g in species.genome.chromosomes if g.id not in [\"Y\", \"MT\"]])\n", + " annotations = np.array([[0,g.length] for g in species.genome.chromosomes if g.id not in [\"Y\", \"MT\"]])\n", + " else:\n", + " annotations = species.get_annotations(self.annot)\n", + " seq_len = 0\n", + " for g in species.genome.chromosomes:\n", + " if g.id not in [\"Y\", \"MT\"]: \n", + " annot_intervals = annotations.get_chromosome_annotations(g.id)\n", + " seq_len+= sum([abs(i[1]-i[0]) for i in annot_intervals])\n", + " dfe = species.get_dfe(self.dfe)\n", + " try:\n", + " model = species.get_demographic_model(self.demog)\n", + " if model.mutation_rate is not None:\n", + " mutation_rate = model.mutation_rate\n", + " else:\n", + " mutation_rate = species.genome.mean_mutation_rate\n", + " except:\n", + " mutation_rate = species.genome.mean_mutation_rate\n", + " \n", + " dfe_params = dfe.mutation_types[-1].distribution_args\n", + " self.dfe_params = dfe_params\n", + " self.mutation_rate = mutation_rate\n", + " self.seq_len = seq_len\n", + " self.species_id = species\n", + "\n", + " def get_loss(self):\n", + " def mae(variable, truth):\n", + " return np.mean(np.abs(variable - truth))\n", + "\n", + " Es, shape = self.dfe_params\n", + " Es = np.abs(Es)\n", + " mae_Es = self.all_DFE.groupby(['method'])[['Es']].agg(lambda x: mae(x, Es)).reset_index()\n", + " mae_shape = self.all_DFE.groupby(['method'])[['shape']].agg(lambda x: mae(x, shape)).reset_index()\n", + " loss_df = pd.merge(mae_Es, mae_shape, on = 'method')\n", + " lenz = len(loss_df)\n", + " return pd.DataFrame({'MAE E|s|': loss_df['Es'].values,\n", + " 'MAE shape': loss_df['shape'].values,\n", + " 'method': loss_df['method'].values,\n", + " 'species ID': [self.species]*lenz,\n", + " 'demography': [self.demog]*lenz,\n", + " 'annotation': [self.annot]*lenz})\n", + "\n", + " ## Rescaling functions\n", + " def grapes_rescale(self, df):\n", + " df['Es'] = df['Es'] * self.mutation_rate / df['theta']\n", + " df['method'] = 'grapes'\n", + " return df\n", + "\n", + " def dfe_alpha_rescale(self, df):\n", + " df['shape'] = df['b']\n", + " df['Es'] = abs(df['Es'])\n", + " df['method'] = \"DFE-alpha\"\n", + " return df\n", + "\n", + " def polydfe_rescale(self, df):\n", + " df['shape'] = df['b']\n", + " df['Es'] = 2 * abs(self.mutation_rate * df['S_d'] / df['theta_bar'])\n", + " df['method'] = \"polyDFE\" \n", + " return df \n", + "\n", + " def dadi_rescale(self, df):\n", + " df['Es'] = df['shape'] * df['scale'] / (df['theta'] / (4 * self.mutation_rate * self.seq_len * self.nonneu_prop))\n", + " df['method'] = 'dadi'\n", + " return df\n", + "\n", + " def make_dfe(self, method):\n", + " input_files = glob(f\"../{self.basedir}/inference/{self.demog}/{method}/{self.dfe}/{self.annot}/*/*/*bestfit\")\n", + " df = pd.concat([pd.read_csv(i, sep=\"\\t\") for i in input_files])\n", + " if method == \"grapes\":\n", + " df = self.grapes_rescale(df)\n", + " elif method == \"DFE-alpha\":\n", + " df = self.dfe_alpha_rescale(df)\n", + " elif method == \"polyDFE\":\n", + " df = self.polydfe_rescale(df)\n", + " elif method == \"dadi\":\n", + " df = self.dadi_rescale(df)\n", + " else:\n", + " raise ValueError(f\"Method {method} not recognized\")\n", + " return df\n", + " \n", + " def make_dfe_dataframe(self):\n", + " if self.demog == \"Constant\":\n", + " pop_dict = {f\"pop{0}\":0}\n", + " else:\n", + " model = self.species_id.get_demographic_model(self.demog)\n", + " pop_dict = {f\"pop{i}\":m.name for i,m in enumerate(model.populations[:3])}\n", + "\n", + " all_DFE = pd.concat([self.make_dfe(m) for m in [\"grapes\", \"polyDFE\", \"dadi\"]])\n", + " #make new name columns for viz\n", + " all_DFE['pop'] = all_DFE['pop_id'].map(pop_dict)\n", + " #update dadi to be dadi-cli in method column\n", + " all_DFE['method'] = all_DFE['method'].replace('dadi', 'dadi-cli')\n", + " self.all_DFE = all_DFE\n", + "\n", + "\n", + "def make_some_plots(species_info: SpeciesInfo, output_path = None, hide_legend = False):\n", + " if output_path is None:\n", + " output_path = f\"{species_info.species}_{species_info.demog}_{species_info.dfe}_{species_info.annot}_DFE_plot.pdf\"\n", + " \n", + " fig, axes = plt.subplot_mosaic(\n", + " '''\n", + " AB\n", + " ''',\n", + " figsize=(13, 6)\n", + " )\n", + " plt.subplots_adjust(wspace=0.4, hspace=0.3)\n", + "\n", + " #all_DFE = pd.concat([species_info.make_dfe(m) for m in [\"grapes\", \"polyDFE\", \"dadi\"]])\n", + " #make new name columns for viz\n", + " #all_DFE['pop'] = all_DFE['pop_id'].map(pop_dict)\n", + " #seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", + " import seaborn as sns\n", + " sns.set_theme(style=\"whitegrid\")\n", + " \n", + " #\n", + " sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=species_info.all_DFE, \n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['A'])\n", + "\n", + " sns.stripplot(x=\"method\", y=\"Es\", hue = 'pop', data=species_info.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['A'])\n", + " \n", + " #horizontal line at 0 on axes A\n", + " axes['A'].axhline(abs(species_info.dfe_params[0]), color='black', linestyle='--')\n", + " axes['A'].set_ylabel('|E(s)|') \n", + " axes['A'].set_xlabel('Method')\n", + " axes['A'].set_title(\"A\", loc = \"left\")\n", + "\n", + " #seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", + " sns.set_theme(style=\"whitegrid\")\n", + " sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=species_info.all_DFE,\n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['B'])\n", + "\n", + " sns.stripplot(x=\"method\", y=\"shape\", hue = 'pop', data=species_info.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['B'])\n", + " #horizontal line at 0\n", + " axes['B'].axhline(abs(species_info.dfe_params[1]), color='black', linestyle='--')\n", + " axes['B'].set_title(\"B\", loc = \"left\")\n", + " axes['B'].set_ylabel('Shape')\n", + " axes['A'].set_xlabel('Method')\n", + "\n", + " \n", + " fig.suptitle(f\"{species_info.species}\")\n", + " if hide_legend:\n", + " axes['A'].get_legend().remove()\n", + " axes['B'].get_legend().remove()\n", + " \n", + " plt.savefig(output_path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hom_sap = SpeciesInfo(\n", + " species = \"HomSap\",\n", + " basedir = \"HomSap_results\",\n", + " demog = \"OutOfAfricaArchaicAdmixture_5R19\",\n", + " dfe = \"Gamma_K17\",\n", + " annot = \"ensembl_havana_104_exons\"\n", + ")\n", + "\n", + "#model = stdpopsim.get_species(\"HomSap\").get_demographic_model(hom_sap.demog)\n", + "#pop_dict = {f\"pop{i}\":m.name for i,m in enumerate(model.populations[:3])}\n", + "make_some_plots(hom_sap)\n", + "\n", + "loss_list = []\n", + "loss_list.append(hom_sap.get_loss())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_3130324/1034114908.py:165: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_3130324/1034114908.py:165: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_3130324/1034114908.py:165: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_3130324/1034114908.py:165: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_3130324/1034114908.py:180: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import scipy.stats.distributions as ssd\n", + "from scipy import stats\n", + "import stdpopsim\n", + "\n", + "\n", + "hom_sap\n", + "Es, shape = hom_sap.dfe_params\n", + "\n", + "def mae(variable, truth):\n", + " return np.mean(np.abs(variable - truth))\n", + "\n", + "mae_Es = hom_sap.all_DFE.groupby(['method'])[['Es']].agg(lambda x: mae(x, Es)).reset_index()\n", + "mae_shape = hom_sap.all_DFE.groupby(['method'])[['shape']].agg(lambda x: mae(x, shape)).reset_index()\n", + "loss_df = pd.merge(mae_Es, mae_shape, on = 'method')\n", + "lenz = len(loss_df)\n", + "pd.DataFrame({'MAE E|s|': loss_df['Es'].values,\n", + " 'MAE shape': loss_df['shape'].values,\n", + " 'method': loss_df['method'].values,\n", + " 'species ID': [hom_sap.species]*lenz,\n", + " 'demography': [hom_sap.demog]*lenz,\n", + " 'annotation': [hom_sap.annot]*lenz})\n", + "\n", + "#print(hom_sap.all_DFE.query('method == \"polyDFE\"')['mae_Es'].reset_index().mean())\n", + "#hom_sap.all_DFE.query('method == \"dadi\"')['mae_Es'].reset_index().mean()\n", + "\n", + "def get_mut_props(speciesinfo: SpeciesInfo, method, pop, bins):\n", + " Ne = 1 #stdpopsim.get_species(speciesinfo.species).population_size\n", + "\n", + " if method == \"true\":\n", + " pop = \"true\"\n", + " popmethod_shape = speciesinfo.dfe_params[1]\n", + " gamma_scale = - Ne * speciesinfo.dfe_params[0]/speciesinfo.dfe_params[1]\n", + " else:\n", + " popmethod_Es = speciesinfo.all_DFE.query('method == @method & pop == @pop')['Es'].mean()\n", + " popmethod_shape =speciesinfo.all_DFE.query('method == @method & pop == @pop')['shape'].mean()\n", + " gamma_scale = Ne * popmethod_Es / popmethod_shape\n", + "\n", + "\n", + " #prop_bins = ssd.gamma.cdf(valz[:-1], a=popmethod_shape, scale=gamma_scale) - ssd.gamma.cdf(valz[1:], a=popmethod_shape, scale=gamma_scale)\n", + " inferred_bins = ssd.gamma.cdf(binz[1:], a=popmethod_shape, scale=gamma_scale)- ssd.gamma.cdf(binz[:-1], a=popmethod_shape, scale=gamma_scale)\n", + " bins_df = pd.DataFrame({'bin_start': binz[:-1], 'bin_end': binz[1:], 'prop': inferred_bins, 'pop': pop, 'method': method})\n", + " bins_df['bin_start'] = bins_df['bin_start'] * -1\n", + " bins_df['bin_end'] = bins_df['bin_end'] * -1\n", + " return bins_df\n", + "\n", + "#binz = [1.0, 1e-1, 1e-2, 1e-3, 1e-4, -np.inf]\n", + "binz = [0, 1e-3, 1e-2, 1e-1, 1e0]\n", + "#binz = [np.inf, 1000, 100, 10, 1, 0]\n", + "all_bin_df = pd.concat([\n", + " get_mut_props(hom_sap, \"true\", \"CEU\", binz), \n", + " get_mut_props(hom_sap, \"grapes\", \"CEU\", binz), \n", + " get_mut_props(hom_sap, \"dadi-cli\", \"CEU\", binz),\n", + " get_mut_props(hom_sap, \"polyDFE\", \"CEU\", binz),\n", + " get_mut_props(hom_sap, \"true\", \"CHB\", binz), \n", + " get_mut_props(hom_sap, \"grapes\", \"CHB\", binz), \n", + " get_mut_props(hom_sap, \"dadi-cli\", \"CHB\", binz),\n", + " get_mut_props(hom_sap, \"polyDFE\", \"CHB\", binz),\n", + " get_mut_props(hom_sap, \"true\", \"YRI\", binz), \n", + " get_mut_props(hom_sap, \"grapes\", \"YRI\", binz), \n", + " get_mut_props(hom_sap, \"dadi-cli\", \"YRI\", binz),\n", + " get_mut_props(hom_sap, \"polyDFE\", \"YRI\", binz),\n", + "])\n", + "\n", + "\n", + "# Create plot\n", + "#plt.figure(figsize=(10, 10))\n", + "\n", + "layout = [\n", + " ['A', 'B'],\n", + " ['C', 'C']\n", + "]\n", + "\n", + "fig, axes = plt.subplot_mosaic(\n", + " layout,\n", + " figsize=(15, 10),\n", + " #white space between subplots\n", + " gridspec_kw={'wspace': 0.3, 'hspace': 0.4}\n", + ")\n", + "\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "sns.set_palette(\"colorblind\")\n", + "\n", + "import seaborn as sns\n", + "sns.set_theme(style=\"whitegrid\")\n", + "\n", + "#\n", + "sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=hom_sap.all_DFE, \n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['A'])\n", + "\n", + "sns.stripplot(x=\"method\", y=\"Es\", hue = 'pop', data=hom_sap.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['A'])\n", + "\n", + "#horizontal line at 0 on axes A\n", + "axes['A'].axhline(abs(hom_sap.dfe_params[0]), color='black', linestyle='--')\n", + "axes['A'].set_ylabel('|E(s)|') \n", + "axes['A'].set_xlabel('Method')\n", + "axes['A'].set_title(\"A\", loc = \"left\")\n", + "\n", + "\n", + "sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=hom_sap.all_DFE,\n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['B'])\n", + "\n", + "sns.stripplot(x=\"method\", y=\"shape\", hue = 'pop', data=hom_sap.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['B'])\n", + "#horizontal line at 0\n", + "axes['B'].axhline(abs(hom_sap.dfe_params[1]), color='black', linestyle='--')\n", + "axes['B'].set_title(\"B\", loc = \"left\")\n", + "axes['B'].set_ylabel('Shape')\n", + "axes['A'].set_xlabel('Method')\n", + "\n", + "\n", + "# For the C panel, get the position and create subplots with spacing\n", + "pos = axes['C'].get_position()\n", + "axes['C'].remove() # Remove the original C axes\n", + "\n", + "# Create three new axes in the C position with spacing\n", + "populations = sorted(all_bin_df['pop'].unique())\n", + "n_plots = len(populations)\n", + "\n", + "# Add spacing between subplots\n", + "spacing = 0.1 # Adjust this value to change spacing between subplots\n", + "total_spacing = spacing * (n_plots - 1)\n", + "width = (pos.width - total_spacing) / n_plots\n", + "\n", + "c_axes = []\n", + "for i in range(n_plots):\n", + " ax = fig.add_axes([\n", + " pos.x0 + i * (width + spacing), # x position with spacing\n", + " pos.y0, # y position\n", + " width, # width\n", + " pos.height # height\n", + " ])\n", + " \n", + " # Filter data for this population\n", + " pop_data = all_bin_df[all_bin_df['pop'] == populations[i]]\n", + " \n", + " # Create the barplot\n", + " sns.barplot(\n", + " data=pop_data,\n", + " x='bin_start',\n", + " y='prop',\n", + " hue='method',\n", + " palette=\"colorblind\",\n", + " order=sorted(all_bin_df['bin_start'].unique()),\n", + " ax=ax\n", + " )\n", + " \n", + " # Customize each subplot\n", + " bin_starts = sorted(pop_data['bin_start'].unique())\n", + " bin_ends = pop_data.drop_duplicates('bin_start').sort_values('bin_start')['bin_end']\n", + " labels = [f\"{start:,} to {end:,}\" for start, end in zip(bin_starts, bin_ends)]\n", + " \n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + " ax.set_title(f'{populations[i]}')\n", + " \n", + " # Only show legend for the first subplot\n", + " if i != 0:\n", + " ax.get_legend().remove()\n", + "\n", + "# Calculate position for the title\n", + "title_x = pos.x0 # Left edge of the C panel\n", + "title_y = pos.y0 + pos.height + 0.02 # Just above the plots, adjust 0.02 as needed\n", + "\n", + "# Add the title\n", + "fig.text(title_x, title_y, 'C', fontsize=14)\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "fig.suptitle(f\"{hom_sap.species}\")\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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bin_startbin_endproppopmethod
0-0.000-0.0014.901449e-01truetrue
1-0.001-0.0102.476028e-01truetrue
2-0.010-0.1002.360397e-01truetrue
3-0.100-1.0002.621262e-02truetrue
0-0.000-0.0017.293540e-01CEUgrapes
1-0.001-0.0102.063927e-01CEUgrapes
2-0.010-0.1006.419113e-02CEUgrapes
3-0.100-1.0006.210866e-05CEUgrapes
0-0.000-0.0014.801794e-01CEUdadi-cli
1-0.001-0.0101.976924e-01CEUdadi-cli
2-0.010-0.1002.335999e-01CEUdadi-cli
3-0.100-1.0008.831946e-02CEUdadi-cli
0-0.000-0.0014.867265e-01CEUpolyDFE
1-0.001-0.0102.127860e-01CEUpolyDFE
2-0.010-0.1002.378283e-01CEUpolyDFE
3-0.100-1.0006.264112e-02CEUpolyDFE
0-0.000-0.0014.901449e-01truetrue
1-0.001-0.0102.476028e-01truetrue
2-0.010-0.1002.360397e-01truetrue
3-0.100-1.0002.621262e-02truetrue
0-0.000-0.0017.971092e-01CHBgrapes
1-0.001-0.0101.764405e-01CHBgrapes
2-0.010-0.1002.645001e-02CHBgrapes
3-0.100-1.0002.728158e-07CHBgrapes
0-0.000-0.0014.859165e-01CHBdadi-cli
1-0.001-0.0101.895181e-01CHBdadi-cli
2-0.010-0.1002.263038e-01CHBdadi-cli
3-0.100-1.0009.778321e-02CHBdadi-cli
0-0.000-0.0014.922251e-01CHBpolyDFE
1-0.001-0.0102.257418e-01CHBpolyDFE
2-0.010-0.1002.373911e-01CHBpolyDFE
3-0.100-1.0004.464059e-02CHBpolyDFE
0-0.000-0.0014.901449e-01truetrue
1-0.001-0.0102.476028e-01truetrue
2-0.010-0.1002.360397e-01truetrue
3-0.100-1.0002.621262e-02truetrue
0-0.000-0.0016.858629e-01YRIgrapes
1-0.001-0.0102.279074e-01YRIgrapes
2-0.010-0.1008.602053e-02YRIgrapes
3-0.100-1.0002.091501e-04YRIgrapes
0-0.000-0.0014.909086e-01YRIdadi-cli
1-0.001-0.0102.230265e-01YRIdadi-cli
2-0.010-0.1002.378841e-01YRIdadi-cli
3-0.100-1.0004.817823e-02YRIdadi-cli
0-0.000-0.0014.997904e-01YRIpolyDFE
1-0.001-0.0102.067799e-01YRIpolyDFE
2-0.010-0.1002.300893e-01YRIpolyDFE
3-0.100-1.0006.331515e-02YRIpolyDFE
\n", + "
" + ], + "text/plain": [ + " bin_start bin_end prop pop method\n", + "0 -0.000 -0.001 4.901449e-01 true true\n", + "1 -0.001 -0.010 2.476028e-01 true true\n", + "2 -0.010 -0.100 2.360397e-01 true true\n", + "3 -0.100 -1.000 2.621262e-02 true true\n", + "0 -0.000 -0.001 7.293540e-01 CEU grapes\n", + "1 -0.001 -0.010 2.063927e-01 CEU grapes\n", + "2 -0.010 -0.100 6.419113e-02 CEU grapes\n", + "3 -0.100 -1.000 6.210866e-05 CEU grapes\n", + "0 -0.000 -0.001 4.801794e-01 CEU dadi-cli\n", + "1 -0.001 -0.010 1.976924e-01 CEU dadi-cli\n", + "2 -0.010 -0.100 2.335999e-01 CEU dadi-cli\n", + "3 -0.100 -1.000 8.831946e-02 CEU dadi-cli\n", + "0 -0.000 -0.001 4.867265e-01 CEU polyDFE\n", + "1 -0.001 -0.010 2.127860e-01 CEU polyDFE\n", + "2 -0.010 -0.100 2.378283e-01 CEU polyDFE\n", + "3 -0.100 -1.000 6.264112e-02 CEU polyDFE\n", + "0 -0.000 -0.001 4.901449e-01 true true\n", + "1 -0.001 -0.010 2.476028e-01 true true\n", + "2 -0.010 -0.100 2.360397e-01 true true\n", + "3 -0.100 -1.000 2.621262e-02 true true\n", + "0 -0.000 -0.001 7.971092e-01 CHB grapes\n", + "1 -0.001 -0.010 1.764405e-01 CHB grapes\n", + "2 -0.010 -0.100 2.645001e-02 CHB grapes\n", + "3 -0.100 -1.000 2.728158e-07 CHB grapes\n", + "0 -0.000 -0.001 4.859165e-01 CHB dadi-cli\n", + "1 -0.001 -0.010 1.895181e-01 CHB dadi-cli\n", + "2 -0.010 -0.100 2.263038e-01 CHB dadi-cli\n", + "3 -0.100 -1.000 9.778321e-02 CHB dadi-cli\n", + "0 -0.000 -0.001 4.922251e-01 CHB polyDFE\n", + "1 -0.001 -0.010 2.257418e-01 CHB polyDFE\n", + "2 -0.010 -0.100 2.373911e-01 CHB polyDFE\n", + "3 -0.100 -1.000 4.464059e-02 CHB polyDFE\n", + "0 -0.000 -0.001 4.901449e-01 true true\n", + "1 -0.001 -0.010 2.476028e-01 true true\n", + "2 -0.010 -0.100 2.360397e-01 true true\n", + "3 -0.100 -1.000 2.621262e-02 true true\n", + "0 -0.000 -0.001 6.858629e-01 YRI grapes\n", + "1 -0.001 -0.010 2.279074e-01 YRI grapes\n", + "2 -0.010 -0.100 8.602053e-02 YRI grapes\n", + "3 -0.100 -1.000 2.091501e-04 YRI grapes\n", + "0 -0.000 -0.001 4.909086e-01 YRI dadi-cli\n", + "1 -0.001 -0.010 2.230265e-01 YRI dadi-cli\n", + "2 -0.010 -0.100 2.378841e-01 YRI dadi-cli\n", + "3 -0.100 -1.000 4.817823e-02 YRI dadi-cli\n", + "0 -0.000 -0.001 4.997904e-01 YRI polyDFE\n", + "1 -0.001 -0.010 2.067799e-01 YRI polyDFE\n", + "2 -0.010 -0.100 2.300893e-01 YRI polyDFE\n", + "3 -0.100 -1.000 6.331515e-02 YRI polyDFE" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_bin_df" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_3130324/3228922128.py:89: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " method_data['pop'] = pd.Categorical(method_data['pop'], categories=pop_order, ordered=True)\n", + "/tmp/ipykernel_3130324/3228922128.py:92: UserWarning: The palette list has more values (5) than needed (4), which may not be intended.\n", + " sns.barplot(\n", + "/tmp/ipykernel_3130324/3228922128.py:108: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_3130324/3228922128.py:89: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " method_data['pop'] = pd.Categorical(method_data['pop'], categories=pop_order, ordered=True)\n", + "/tmp/ipykernel_3130324/3228922128.py:92: UserWarning: The palette list has more values (5) than needed (4), which may not be intended.\n", + " sns.barplot(\n", + "/tmp/ipykernel_3130324/3228922128.py:108: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_3130324/3228922128.py:89: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " method_data['pop'] = pd.Categorical(method_data['pop'], categories=pop_order, ordered=True)\n", + "/tmp/ipykernel_3130324/3228922128.py:92: UserWarning: The palette list has more values (5) than needed (4), which may not be intended.\n", + " sns.barplot(\n", + "/tmp/ipykernel_3130324/3228922128.py:108: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_3130324/3228922128.py:129: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " bin_start bin_end prop pop method\n", + "0 -0.000 -0.001 0.490145 CEU true\n", + "1 -0.001 -0.010 0.247603 CEU true\n", + "2 -0.010 -0.100 0.236040 CEU true\n", + "3 -0.100 -1.000 0.026213 CEU true\n", + "0 -0.000 -0.001 0.490145 CHB true\n", + "1 -0.001 -0.010 0.247603 CHB true\n", + "2 -0.010 -0.100 0.236040 CHB true\n", + "3 -0.100 -1.000 0.026213 CHB true\n", + "0 -0.000 -0.001 0.490145 YRI true\n", + "1 -0.001 -0.010 0.247603 YRI true\n", + "2 -0.010 -0.100 0.236040 YRI true\n", + "3 -0.100 -1.000 0.026213 YRI true" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_bin_df[all_bin_df['method'] == 'true']" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[-0.013148327678138633, 0.186]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hom_sap.dfe_params" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "method pop\n", + "dadi-cli CEU 0.999791\n", + " CHB 0.999522\n", + " YRI 0.999997\n", + "grapes CEU 1.000000\n", + " CHB 1.000000\n", + " YRI 1.000000\n", + "polyDFE CEU 0.999982\n", + " CHB 0.999999\n", + " YRI 0.999975\n", + "true CEU 1.000000\n", + " CHB 1.000000\n", + " YRI 1.000000\n", + "Name: prop, dtype: float64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_bin_df.groupby(['method', 'pop', ])['prop'].sum() " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hom_sap = SpeciesInfo(\n", + " species = \"HomSap\",\n", + " basedir = \"HomSap_results\",\n", + " demog = \"OutOfAfricaArchaicAdmixture_5R19\",\n", + " dfe = \"Gamma_K17\",\n", + " annot = \"all_sites\"\n", + ")\n", + "\n", + "model = stdpopsim.get_species(\"HomSap\").get_demographic_model(hom_sap.demog)\n", + "pop_dict = {f\"pop{i}\":m.name for i,m in enumerate(model.populations[:3])}\n", + "make_some_plots(hom_sap)\n", + "loss_list.append(hom_sap.get_loss())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hom_sap = SpeciesInfo(\n", + " species = \"HomSap\",\n", + " basedir = \"HomSap_results\",\n", + " demog = \"Constant\",\n", + " dfe = \"Gamma_K17\",\n", + " annot = \"ensembl_havana_104_exons\"\n", + ")\n", + "\n", + "make_some_plots(hom_sap, hide_legend = True)\n", + "loss_list.append(hom_sap.get_loss())" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hom_sap = SpeciesInfo(\n", + " species = \"HomSap\",\n", + " basedir = \"HomSap_results\",\n", + " demog = \"Constant\",\n", + " dfe = \"Gamma_K17\",\n", + " annot = \"all_sites\"\n", + ")\n", + "\n", + "make_some_plots(hom_sap, hide_legend = True)\n", + "loss_list.append(hom_sap.get_loss())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pho_sin = SpeciesInfo(\n", + " species = \"PhoSin\",\n", + " basedir = \"PhoSin_results\",\n", + " demog = \"Vaquita2Epoch_1R22\",\n", + " dfe = \"Gamma_R22\",\n", + " annot = \"Phocoena_sinus.mPhoSin1.pri.110_exons\"\n", + ")\n", + "\n", + "make_some_plots(pho_sin, hide_legend = True)\n", + "loss_list.append(pho_sin.get_loss())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EXPLORING H-S RELATIONSHIP ISSUE" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "#previous version of code \n", + "\n", + "import numpy as np\n", + "import scipy.stats.distributions as ssd\n", + "import stdpopsim\n", + "\n", + "def build_hs_plot(ax = None):\n", + " Es = dict(pho_sin.all_DFE.groupby(['method'])[['Es']].agg('mean')[\"Es\"])\n", + " shape = dict(pho_sin.all_DFE.groupby(['method'])[['shape']].agg('mean')[\"shape\"])\n", + " \n", + " phosin = stdpopsim.get_species(\"PhoSin\")\n", + " dfe = phosin.get_dfe(\"Gamma_R22\")\n", + " gamma_mean, gamma_shape = dfe.mutation_types[-1].distribution_args\n", + " print(gamma_mean, gamma_shape)\n", + "\n", + " #Ryan Gutenkunst's code\n", + "\n", + " # From https://github.com/popsim-consortium/stdpopsim/blob/main/stdpopsim/catalog/PhoSin/dfes.py\n", + " dominance_coeff_list=[0.0, 0.01, 0.1, 0.4]\n", + " dominance_coeff_breaks=[-0.1, -0.01, -0.001]\n", + "\n", + " #number of draws for historgram \n", + " N = int(5e5)\n", + "\n", + " Ne = phosin.population_size\n", + "\n", + " # Construct the corresponding gamma distribution\n", + " gamma_scale = -gamma_mean / gamma_shape\n", + " dfe = ssd.gamma(gamma_shape, scale=gamma_scale)\n", + " assert(dfe.mean() == abs(gamma_mean))\n", + "\n", + " # Simulate draws from the DFE\n", + " s_array = -dfe.rvs(int(1e5))\n", + "\n", + " # Sanity check, using method of moments to recover simulated shape and scale.\n", + " # (Fixing location parameter to zero.)\n", + " # mean = shape * scale, var = shape * scale**2\n", + " # So scale = var/mean, and shape = mean/scale\n", + " fit_s_scale = s_array.var()/s_array.mean()\n", + " fit_s_shape = s_array.mean()/fit_s_scale\n", + " # Or just use fit_s_shape, _, fit_s_scale = ssd.gamma.fit(s_array, method='MM', floc=0) \n", + " print('Sanity check: Inferred s shape and mean: {0:.4f}, {1:.5f}'.format(fit_s_shape, fit_s_shape*fit_s_scale))\n", + "\n", + " # Convert to 2*hs\n", + " breaks = [-np.inf] + list(dominance_coeff_breaks) + [0]\n", + " hs_arrays = []\n", + " for h, s_start, s_end in zip(dominance_coeff_list, breaks[:-1], breaks[1:]):\n", + " hs_arrays.append(2*h*s_array[np.logical_and(s_start < s_array, s_array < s_end)])\n", + " hs_array = np.concatenate(hs_arrays)\n", + "\n", + " # Calculate mean hs\n", + " mean_hs = hs_array.mean()\n", + " print('Simulated mean 2hs: {0:.6f}'.format(mean_hs))\n", + "\n", + " #fit_hs_shape, _, fit_hs_scale = ssd.gamma.fit(hs_array, method='MM', floc=0)\n", + " #dfe_hs = ssd.gamma(fit_hs_shape, scale=-fit_hs_scale)\n", + " #\n", + " #print('Inferred 2hs shape and mean: {0:.4f}, {1:.5f}'.format(fit_hs_shape, fit_hs_shape*fit_hs_scale))\n", + "\n", + " # Results from inferences\n", + " dfe_dadi= ssd.gamma(shape['dadi'], scale=Es['dadi'])\n", + " dfe_polydfe = ssd.gamma(shape['polyDFE'], scale=Es['polyDFE'])\n", + " dfe_grapes = ssd.gamma(shape['grapes'], scale=Es['grapes'])\n", + "\n", + " # Plotting\n", + " import matplotlib.pyplot as plt\n", + " plt.rc('font', size=10)\n", + "\n", + " #ax = fig.add_subplot(111)\n", + " #ax = fig.add_subplot(1,1,1)\n", + " # Histogram of 2*hs, scaled by 10^3\n", + " ax.hist(hs_array*Ne, bins=201, density=True, label='Simulated 2hs distribution')\n", + " # DFE inferred for 2hs\n", + " xx = np.linspace(-2.2, 0, 1001)\n", + " #increase line width\n", + " ax.plot(xx, dfe.pdf(-xx/Ne)/Ne, '-k', label='Simulated s distribution', lw=3)\n", + " ax.plot(xx, dfe_dadi.pdf(-xx/Ne)/Ne, '-', label='Inferred DFE (dadi)', lw=3)\n", + " ax.plot(xx, dfe_polydfe.pdf(-xx/Ne)/Ne, '-', label='Inferred DFE (polyDFE)', lw=3)\n", + " ax.plot(xx, dfe_grapes.pdf(-xx/Ne)/Ne, '-', label='Inferred DFE (GRAPES)', lw=3)\n", + " ax.set_xlabel(r'$2hs\\,\\,N{e}$')\n", + " ax.set_ylabel('Probability density')\n", + " ax.legend(loc='upper left')\n", + " ax.set_ylim(0, 2)\n", + " ax.set_xlim(-2.2,0)\n", + " fig.tight_layout(pad=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "#updates based on feedback (can probably delete cell above now)\n", + "\n", + "import numpy as np\n", + "import scipy.stats.distributions as ssd\n", + "import stdpopsim\n", + "\n", + "def build_hs_plot(ax = None):\n", + " Es = dict(pho_sin.all_DFE.groupby(['method'])[['Es']].agg('mean')[\"Es\"])\n", + " shape = dict(pho_sin.all_DFE.groupby(['method'])[['shape']].agg('mean')[\"shape\"])\n", + " \n", + " phosin = stdpopsim.get_species(\"PhoSin\")\n", + " dfe = phosin.get_dfe(\"Gamma_R22\")\n", + " dfe_muts = dfe.mutation_types[-1]\n", + " gamma_mean, gamma_shape = dfe_muts.distribution_args\n", + " print(gamma_mean, gamma_shape)\n", + "\n", + " dominance_coeff_list = dfe_muts.dominance_coeff_list\n", + " dominance_coeff_breaks = dfe_muts.dominance_coeff_breaks\n", + "\n", + " # Construct the corresponding gamma distribution\n", + " gamma_scale = -gamma_mean / gamma_shape\n", + " dfe = ssd.gamma(gamma_shape, scale=gamma_scale)\n", + " assert(dfe.mean() == abs(gamma_mean))\n", + "\n", + " #number of draws for historgram \n", + " N = int(5e5)\n", + "\n", + " # Simulate draws from the DFE\n", + " s_array = -dfe.rvs(int(N))\n", + "\n", + " # Sanity check, using method of moments to recover simulated shape and scale.\n", + " # (Fixing location parameter to zero.)\n", + " # mean = shape * scale, var = shape * scale**2\n", + " # So scale = var/mean, and shape = mean/scale\n", + " fit_s_scale = s_array.var()/s_array.mean()\n", + " fit_s_shape = s_array.mean()/fit_s_scale\n", + " # Or just use fit_s_shape, _, fit_s_scale = ssd.gamma.fit(s_array, method='MM', floc=0) \n", + " print('Sanity check: Inferred s shape and mean: {0:.4f}, {1:.5f}'.format(fit_s_shape, fit_s_shape*fit_s_scale))\n", + "\n", + " # Convert to 2*hs\n", + " breaks = [-np.inf] + list(dominance_coeff_breaks) + [0]\n", + " hs_arrays = []\n", + " for h, s_start, s_end in zip(dominance_coeff_list, breaks[:-1], breaks[1:]):\n", + " hs_arrays.append(2*h*s_array[np.logical_and(s_start < s_array, s_array < s_end)])\n", + " hs_array = np.concatenate(hs_arrays)\n", + "\n", + " # Calculate mean hs\n", + " mean_hs = hs_array.mean()\n", + " print('Simulated mean 2hs: {0:.6f}'.format(mean_hs))\n", + "\n", + " #fit_hs_shape, _, fit_hs_scale = ssd.gamma.fit(hs_array, method='MM', floc=0)\n", + " #dfe_hs = ssd.gamma(fit_hs_shape, scale=-fit_hs_scale)\n", + " #\n", + " #print('Inferred 2hs shape and mean: {0:.4f}, {1:.5f}'.format(fit_hs_shape, fit_hs_shape*fit_hs_scale))\n", + "\n", + " # Results from inferences\n", + " dfe_dadi= ssd.gamma(shape['dadi-cli'], scale=Es['dadi-cli']/shape['dadi-cli'])\n", + " dfe_polydfe = ssd.gamma(shape['polyDFE'], scale=Es['polyDFE']/shape['polyDFE'])\n", + " dfe_grapes = ssd.gamma(shape['grapes'], scale=Es['grapes']/shape['grapes'])\n", + "\n", + " # Plotting\n", + " import matplotlib.pyplot as plt\n", + " plt.rc('font', size=10)\n", + "\n", + " #ax = fig.add_subplot(111)\n", + " #ax = fig.add_subplot(1,1,1)\n", + " # Histogram of 2*hs, scaled by 10^3\n", + " ax.hist(hs_array, bins=101, density=True, label='Simulated (2hs)')\n", + " # DFE inferred for 2hs\n", + " xx = np.linspace(-0.0025, 0, 1001)\n", + " #increase line width\n", + " lwds = 2\n", + " alpha = 1.0\n", + " ax.plot(xx, dfe.pdf(-xx), '-k', label='Simulated (s)', lw=lwds, alpha=alpha)\n", + " ax.plot(xx, dfe_dadi.pdf(-xx), '-', label='Inferred DFE (dadi)', lw=lwds, alpha=alpha)\n", + " ax.plot(xx, dfe_polydfe.pdf(-xx), '-', label='Inferred DFE (polyDFE)', lw=lwds, alpha=alpha)\n", + " ax.plot(xx, dfe_grapes.pdf(-xx), '-', label='Inferred DFE (GRAPES)', lw=lwds, alpha=alpha)\n", + " ax.set_xlabel('Selection coefficient')\n", + " ax.set_ylabel('Probability density')\n", + " ax.legend(loc='upper left')\n", + " ax.set_ylim(0, 1500)\n", + " ax.set_xlim(-0.0025,0)\n", + " fig.tight_layout(pad=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-0.0257 0.131\n", + "Sanity check: Inferred s shape and mean: 0.1315, -0.02581\n", + "Simulated mean 2hs: -0.000356\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_2750037/2887196276.py:83: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " fig.tight_layout(pad=0)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def existing_figure_for_mosaic():\n", + " return {'figure': build_hs_plot()}\n", + "\n", + "layout = [\n", + " ['A', 'B'],\n", + " ['C', 'C']\n", + "]\n", + "\n", + "fig, axes = plt.subplot_mosaic(\n", + " layout,\n", + " figsize=(9, 9),\n", + " #white space between subplots\n", + " gridspec_kw={'wspace': 0.3, 'hspace': 0.2}\n", + ")\n", + "\n", + "#plt.subplots_adjust(wspace=0.4, hspace=0.3)\n", + "#all_DFE = pd.concat([species_info.make_dfe(m) for m in [\"grapes\", \"polyDFE\", \"dadi\"]])\n", + "#make new name columns for viz\n", + "#all_DFE['pop'] = all_DFE['pop_id'].map(pop_dict)\n", + "#seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", + "import seaborn as sns\n", + "sns.set_theme(style=\"whitegrid\")\n", + "\n", + "#sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=pho_sin.all_DFE, ax = axes['A'])\n", + "sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=pho_sin.all_DFE, \n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['A'])\n", + "\n", + "sns.stripplot(x=\"method\", y=\"Es\", hue = 'pop', data=pho_sin.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['A'])\n", + "\n", + "\n", + "#horizontal line at 0 on axes A\n", + "axes['A'].axhline(abs(pho_sin.dfe_params[0]), color='black', linestyle='--')\n", + "axes['A'].set_ylabel('|E(s)|') \n", + "axes['A'].set_xlabel('Method')\n", + "axes['A'].set_title(\"A\", loc = \"left\")\n", + "axes['A'].get_legend().remove()\n", + "#seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", + "sns.set_theme(style=\"whitegrid\")\n", + "\n", + "sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=pho_sin.all_DFE, \n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['B'])\n", + "\n", + "sns.stripplot(x=\"method\", y=\"shape\", hue = 'pop', data=pho_sin.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['B'])\n", + "\n", + "#horizontal line at 0\n", + "axes['B'].axhline(abs(pho_sin.dfe_params[1]), color='black', linestyle='--')\n", + "axes['B'].set_title(\"B\", loc = \"left\")\n", + "axes['B'].set_ylabel('Shape')\n", + "axes['B'].set_xlabel('Method')\n", + "axes['B'].get_legend().remove()\n", + "build_hs_plot(axes['C'])\n", + "axes['C'].set_title(\"C\", loc = \"left\")\n", + "fig.suptitle(f\"{pho_sin.species}\")\n", + "plt.savefig(\"PhoSin_Vaquita2Epoch_1R22_Gamma_R22_Phocoena_sinus.mPhoSin1.pri.110_exons_DFE_plot.pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pho_sin = SpeciesInfo(\n", + " species = \"PhoSin\",\n", + " basedir = \"PhoSin_results\",\n", + " demog = \"Vaquita2Epoch_1R22\",\n", + " dfe = \"Gamma_R22\",\n", + " annot = \"all_sites\"\n", + ")\n", + "\n", + "make_some_plots(pho_sin, hide_legend = True)\n", + "loss_list.append(pho_sin.get_loss())" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pho_sin = SpeciesInfo(\n", + " species = \"PhoSin\",\n", + " basedir = \"PhoSin_results\",\n", + " demog = \"Constant\",\n", + " dfe = \"Gamma_R22\",\n", + " annot = \"Phocoena_sinus.mPhoSin1.pri.110_exons\"\n", + ")\n", + "make_some_plots(pho_sin, hide_legend = True)\n", + "loss_list.append(pho_sin.get_loss())" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MAE E|s|MAE shapemethodspecies IDdemographyannotation
00.0011340.029696dadi-cliHomSapConstantensembl_havana_104_exons
20.0017730.014414polyDFEHomSapConstantall_sites
20.0023440.006828polyDFEHomSapConstantensembl_havana_104_exons
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00.0241360.179650dadi-cliPhoSinVaquita2Epoch_1R22Phocoena_sinus.mPhoSin1.pri.110_exons
20.0242370.183145polyDFEPhoSinVaquita2Epoch_1R22all_sites
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" + ], + "text/plain": [ + " MAE E|s| MAE shape method species ID demography \\\n", + "0 0.001134 0.029696 dadi-cli HomSap Constant \n", + "2 0.001773 0.014414 polyDFE HomSap Constant \n", + "2 0.002344 0.006828 polyDFE HomSap Constant \n", + "2 0.024026 0.205934 polyDFE PhoSin Vaquita2Epoch_1R22 \n", + "0 0.024136 0.179650 dadi-cli PhoSin Vaquita2Epoch_1R22 \n", + "2 0.024237 0.183145 polyDFE PhoSin Vaquita2Epoch_1R22 \n", + "\n", + " annotation \n", + "0 ensembl_havana_104_exons \n", + "2 all_sites \n", + "2 ensembl_havana_104_exons \n", + "2 Phocoena_sinus.mPhoSin1.pri.110_exons \n", + "0 Phocoena_sinus.mPhoSin1.pri.110_exons \n", + "2 all_sites " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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MAE E|s|MAE shapemethodspecies IDdemographyannotation
00.0026670.000712dadi-cliHomSapConstantall_sites
20.0023440.006828polyDFEHomSapConstantensembl_havana_104_exons
10.0100630.008626grapesHomSapConstantensembl_havana_104_exons
00.0241360.179650dadi-cliPhoSinVaquita2Epoch_1R22Phocoena_sinus.mPhoSin1.pri.110_exons
20.0242370.183145polyDFEPhoSinVaquita2Epoch_1R22all_sites
20.0244760.187955polyDFEPhoSinConstantall_sites
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" + ], + "text/plain": [ + " MAE E|s| MAE shape method species ID demography \\\n", + "0 0.002667 0.000712 dadi-cli HomSap Constant \n", + "2 0.002344 0.006828 polyDFE HomSap Constant \n", + "1 0.010063 0.008626 grapes HomSap Constant \n", + "0 0.024136 0.179650 dadi-cli PhoSin Vaquita2Epoch_1R22 \n", + "2 0.024237 0.183145 polyDFE PhoSin Vaquita2Epoch_1R22 \n", + "2 0.024476 0.187955 polyDFE PhoSin Constant \n", + "\n", + " annotation \n", + "0 all_sites \n", + "2 ensembl_havana_104_exons \n", + "1 ensembl_havana_104_exons \n", + "0 Phocoena_sinus.mPhoSin1.pri.110_exons \n", + "2 all_sites \n", + "2 all_sites " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "'\\\\begin{tabular}{rrllll}\\n\\\\toprule\\nMAE E|s| & MAE shape & method & species ID & demography & annotation \\\\\\\\\\n\\\\midrule\\n0.001134 & 0.029696 & dadi-cli & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.002667 & 0.000712 & dadi-cli & HomSap & Constant & all_sites \\\\\\\\\\n0.010063 & 0.008626 & grapes & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.011094 & 0.028638 & grapes & HomSap & Constant & all_sites \\\\\\\\\\n0.001773 & 0.014414 & polyDFE & HomSap & Constant & all_sites \\\\\\\\\\n0.002344 & 0.006828 & polyDFE & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.011556 & 0.026502 & dadi-cli & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.013851 & 0.030905 & dadi-cli & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.011076 & 0.051345 & grapes & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.011841 & 0.055497 & grapes & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.007188 & 0.024394 & polyDFE & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.007422 & 0.035366 & polyDFE & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.024292 & 0.209159 & dadi-cli & PhoSin & Constant & all_sites \\\\\\\\\\n0.024365 & 0.233357 & dadi-cli & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025167 & 0.250249 & grapes & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025238 & 0.235067 & grapes & PhoSin & Constant & all_sites \\\\\\\\\\n0.024439 & 0.234464 & polyDFE & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024476 & 0.187955 & polyDFE & PhoSin & Constant & all_sites \\\\\\\\\\n0.024136 & 0.179650 & dadi-cli & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024367 & 0.200058 & dadi-cli & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n0.024992 & 0.230358 & grapes & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025129 & 0.232308 & grapes & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n0.024026 & 0.205934 & polyDFE & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024237 & 0.183145 & polyDFE & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import display\n", + "#pandas to latex table\n", + "loss_df = pd.concat(loss_list)\n", + "\n", + "display(loss_df.sort_values(by = ['MAE E|s|', 'species ID', 'demography', 'method']).groupby('species ID').head(3))\n", + "print(\"\")\n", + "display(loss_df.sort_values(by = ['MAE shape', 'species ID', 'demography', 'method']).groupby('species ID').head(3))\n", + "\n", + "loss_df.to_latex()\n", + "print(\"\")\n", + "loss_df.sort_values(by = ['MAE E|s|'])\n", + "\n", + "\n", + "loss_df.sort_values(by = ['species ID', 'demography', 'method', 'MAE E|s|', 'MAE shape']).to_latex(index = False)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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species IDdemographyannotationMAE E|s|_dadi-cliMAE E|s|_grapesMAE E|s|_polyDFEMAE shape_dadi-cliMAE shape_grapesMAE shape_polyDFE
0HomSapConstantall_sites0.0026670.0110940.0017730.0007120.0286380.014414
1HomSapConstantensembl_havana_104_exons0.0011340.0100630.0023440.0296960.0086260.006828
2HomSapOutOfAfricaArchaicAdmixture_5R19all_sites0.0115560.0118410.0074220.0265020.0554970.035366
3HomSapOutOfAfricaArchaicAdmixture_5R19ensembl_havana_104_exons0.0138510.0110760.0071880.0309050.0513450.024394
4PhoSinConstantPhocoena_sinus.mPhoSin1.pri.110_exons0.0243650.0251670.0244390.2333570.2502490.234464
5PhoSinConstantall_sites0.0242920.0252380.0244760.2091590.2350670.187955
6PhoSinVaquita2Epoch_1R22Phocoena_sinus.mPhoSin1.pri.110_exons0.0241360.0249920.0240260.1796500.2303580.205934
7PhoSinVaquita2Epoch_1R22all_sites0.0243670.0251290.0242370.2000580.2323080.183145
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" + ], + "text/plain": [ + " species ID demography \\\n", + "0 HomSap Constant \n", + "1 HomSap Constant \n", + "2 HomSap OutOfAfricaArchaicAdmixture_5R19 \n", + "3 HomSap OutOfAfricaArchaicAdmixture_5R19 \n", + "4 PhoSin Constant \n", + "5 PhoSin Constant \n", + "6 PhoSin Vaquita2Epoch_1R22 \n", + "7 PhoSin Vaquita2Epoch_1R22 \n", + "\n", + " annotation MAE E|s|_dadi-cli MAE E|s|_grapes \\\n", + "0 all_sites 0.002667 0.011094 \n", + "1 ensembl_havana_104_exons 0.001134 0.010063 \n", + "2 all_sites 0.011556 0.011841 \n", + "3 ensembl_havana_104_exons 0.013851 0.011076 \n", + "4 Phocoena_sinus.mPhoSin1.pri.110_exons 0.024365 0.025167 \n", + "5 all_sites 0.024292 0.025238 \n", + "6 Phocoena_sinus.mPhoSin1.pri.110_exons 0.024136 0.024992 \n", + "7 all_sites 0.024367 0.025129 \n", + "\n", + " MAE E|s|_polyDFE MAE shape_dadi-cli MAE shape_grapes MAE shape_polyDFE \n", + "0 0.001773 0.000712 0.028638 0.014414 \n", + "1 0.002344 0.029696 0.008626 0.006828 \n", + "2 0.007422 0.026502 0.055497 0.035366 \n", + "3 0.007188 0.030905 0.051345 0.024394 \n", + "4 0.024439 0.233357 0.250249 0.234464 \n", + "5 0.024476 0.209159 0.235067 0.187955 \n", + "6 0.024026 0.179650 0.230358 0.205934 \n", + "7 0.024237 0.200058 0.232308 0.183145 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'\\\\begin{tabular}{lllrrrrrr}\\n\\\\toprule\\nspecies ID & demography & annotation & MAE E|s|_dadi-cli & MAE E|s|_grapes & MAE E|s|_polyDFE & MAE shape_dadi-cli & MAE shape_grapes & MAE shape_polyDFE \\\\\\\\\\n\\\\midrule\\nHomSap & Constant & all_sites & 0.002667 & 0.011094 & 0.001773 & 0.000712 & 0.028638 & 0.014414 \\\\\\\\\\nHomSap & Constant & ensembl_havana_104_exons & 0.001134 & 0.010063 & 0.002344 & 0.029696 & 0.008626 & 0.006828 \\\\\\\\\\nHomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites & 0.011556 & 0.011841 & 0.007422 & 0.026502 & 0.055497 & 0.035366 \\\\\\\\\\nHomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons & 0.013851 & 0.011076 & 0.007188 & 0.030905 & 0.051345 & 0.024394 \\\\\\\\\\nPhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons & 0.024365 & 0.025167 & 0.024439 & 0.233357 & 0.250249 & 0.234464 \\\\\\\\\\nPhoSin & Constant & all_sites & 0.024292 & 0.025238 & 0.024476 & 0.209159 & 0.235067 & 0.187955 \\\\\\\\\\nPhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons & 0.024136 & 0.024992 & 0.024026 & 0.179650 & 0.230358 & 0.205934 \\\\\\\\\\nPhoSin & Vaquita2Epoch_1R22 & all_sites & 0.024367 & 0.025129 & 0.024237 & 0.200058 & 0.232308 & 0.183145 \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_df = loss_df.pivot_table(index=['species ID', 'demography', 'annotation'], \n", + " columns='method', \n", + " values=['MAE E|s|', 'MAE shape'])\n", + "pivot_df.columns = [f'{val}_{col}' for val, col in pivot_df.columns]\n", + "pivot_df.reset_index(inplace=True)\n", + "display(pivot_df)\n", + "pivot_df.to_latex(index = False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.0007116947786198017\n" + ] + }, + { + "data": { + "text/plain": [ + "0.17965044653508885" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(np.min(loss_df[loss_df['species ID'] == \"HomSap\"]['MAE shape']))\n", + "np.min(loss_df[loss_df['species ID'] == \"PhoSin\"]['MAE shape']) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "analysis2", + "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": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/DFE_figures.ipynb b/notebooks/DFE_figures.ipynb index 6291fc6..3653db9 100644 --- a/notebooks/DFE_figures.ipynb +++ b/notebooks/DFE_figures.ipynb @@ -23,17 +23,18 @@ "import numpy as np\n", "import pandas as pd\n", "from dataclasses import dataclass\n", - "import seaborn as sns" + "import seaborn as sns\n", + "from matplotlib.lines import Line2D" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -53,6 +54,7 @@ "df['annotations'] = df['annotations'].replace('ensembl_havana_104_exons', 'exons')\n", "df = df.query(\"annotations != 'none'\")\n", "df['annotations'] = df['annotations'].replace('all_sites', 'none')\n", + "#df = df.query(\"method == 'gone'\")\n", "df_ddb = pd.read_csv(\"/gpfs/projects/kernlab/stittes/analysis2/HomSap_results/plots/OutOfAfricaArchaicAdmixture_5R19/coal_estimated_Ne_t.csv\")\n", "df_ddb = df_ddb[df_ddb[\"method\"] == ref_line]\n", "pop_order = np.sort(df[\"population\"].unique())\n", @@ -66,7 +68,7 @@ " hue=colorby, hue_order=method_order, \n", " style=styleby, style_order=annot_order,\n", " kind=\"line\", drawstyle='steps-pre',\n", - " palette=pal_dict, errorbar=\"se\", err_style=\"band\", \n", + " palette=pal_dict, errorbar=None, \n", " height=4, aspect=1.5, facet_kws=dict(sharex=True, sharey=True),\n", " alpha = 1.0) # Move legend outside of the plot\n", " # add ref_line to all plots x pop name\n", @@ -125,258 +127,104 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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methodpopulationnsampDFEannotationsyearNeseedchrm_maskannot_maskslim_scaling_factor
7164stairwayplotCHB100Gamma_K17exons0.00000070561.0200271845187043HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
7165stairwayplotCHB100Gamma_K17exons205.65523470561.0200271845187043HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
7166stairwayplotCHB100Gamma_K17exons205.65523470438.1647751845187043HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
7167stairwayplotCHB100Gamma_K17exons413.02610770438.1647751845187043HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
7168stairwayplotCHB100Gamma_K17exons413.02610770104.6499551845187043HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
....................................
19732goneYRI100Gamma_K17exons5684.00000013245.9000001358822686HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
19733goneYRI100Gamma_K17exons5713.00000013000.9000001358822686HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
19734goneYRI100Gamma_K17exons5742.00000013000.9000001358822686HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
19735goneYRI100Gamma_K17exons5771.00000013044.4000001358822686HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
19736goneYRI100Gamma_K17exons5800.00000013044.4000001358822686HapmapII_GRCh38.mask.bedensembl_havana_104_exons1
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6579 rows × 11 columns

\n", - "
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"text/plain": [ - " method population nsamp DFE annotations year \\\n", - "7164 stairwayplot CHB 100 Gamma_K17 exons 0.000000 \n", - "7165 stairwayplot CHB 100 Gamma_K17 exons 205.655234 \n", - "7166 stairwayplot CHB 100 Gamma_K17 exons 205.655234 \n", - "7167 stairwayplot CHB 100 Gamma_K17 exons 413.026107 \n", - "7168 stairwayplot CHB 100 Gamma_K17 exons 413.026107 \n", - "... ... ... ... ... ... ... \n", - "19732 gone YRI 100 Gamma_K17 exons 5684.000000 \n", - "19733 gone YRI 100 Gamma_K17 exons 5713.000000 \n", - "19734 gone YRI 100 Gamma_K17 exons 5742.000000 \n", - "19735 gone YRI 100 Gamma_K17 exons 5771.000000 \n", - "19736 gone YRI 100 Gamma_K17 exons 5800.000000 \n", - "\n", - " Ne seed chrm_mask \\\n", - "7164 70561.020027 1845187043 HapmapII_GRCh38.mask.bed \n", - "7165 70561.020027 1845187043 HapmapII_GRCh38.mask.bed \n", - "7166 70438.164775 1845187043 HapmapII_GRCh38.mask.bed \n", - "7167 70438.164775 1845187043 HapmapII_GRCh38.mask.bed \n", - "7168 70104.649955 1845187043 HapmapII_GRCh38.mask.bed \n", - "... ... ... ... \n", - "19732 13245.900000 1358822686 HapmapII_GRCh38.mask.bed \n", - "19733 13000.900000 1358822686 HapmapII_GRCh38.mask.bed \n", - "19734 13000.900000 1358822686 HapmapII_GRCh38.mask.bed \n", - "19735 13044.400000 1358822686 HapmapII_GRCh38.mask.bed \n", - "19736 13044.400000 1358822686 HapmapII_GRCh38.mask.bed \n", - "\n", - " annot_mask slim_scaling_factor \n", - "7164 ensembl_havana_104_exons 1 \n", - "7165 ensembl_havana_104_exons 1 \n", - "7166 ensembl_havana_104_exons 1 \n", - "7167 ensembl_havana_104_exons 1 \n", - "7168 ensembl_havana_104_exons 1 \n", - "... ... ... \n", - "19732 ensembl_havana_104_exons 1 \n", - "19733 ensembl_havana_104_exons 1 \n", - "19734 ensembl_havana_104_exons 1 \n", - "19735 ensembl_havana_104_exons 1 \n", - "19736 ensembl_havana_104_exons 1 \n", - "\n", - "[6579 rows x 11 columns]" + "
" ] }, - "execution_count": 21, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "df" + "COLOURS = sns.color_palette(\"colorblind\")\n", + "infile = \"/gpfs/projects/kernlab/stittes/analysis2/HomSap_results/plots/OutOfAfricaArchaicAdmixture_5R19/estimated_Ne_t_final.csv\"\n", + "ref_line=\"coal\"\n", + "colorby=\"annotations\"\n", + "styleby=\"method\"\n", + "log=True\n", + "df = pd.read_csv(infile, sep=\",\")\n", + "df['annotations'] = df['annotations'].replace('ensembl_havana_104_exons', 'exons')\n", + "df = df.query(\"annotations != 'none'\")\n", + "df['annotations'] = df['annotations'].replace('all_sites', 'none')\n", + "#df = df.query(\"method == 'gone'\")\n", + "df_ddb = pd.read_csv(\"/gpfs/projects/kernlab/stittes/analysis2/HomSap_results/plots/OutOfAfricaArchaicAdmixture_5R19/coal_estimated_Ne_t.csv\")\n", + "df_ddb\n", + "\n", + "# Create the figure and axes using subplots\n", + "methods = df['method'].unique()\n", + "method_dict = {\"gone\": \"GONE\", \"smcpp\": \"SMC++\", \"msmc\": \"MSMC2\", \"stairwayplot\": \"Stairway Plot\"}\n", + "populations = df['population'].unique()\n", + "\n", + "fig, axes = plt.subplots(\n", + " nrows=len(populations), \n", + " ncols=len(methods), \n", + " figsize=(20, 10), \n", + " squeeze=False\n", + ")\n", + "\n", + "# Color palette for annotations\n", + "dfes = df['DFE'].unique()\n", + "COLOURS = sns.color_palette(\"colorblind\")\n", + "color_dict = dict(zip(dfes, COLOURS))\n", + "\n", + "seeds = df['seed'].unique()\n", + "# Plot for each method and population combination\n", + "for i, pop in enumerate(populations):\n", + " for j, method in enumerate(methods):\n", + " for seed in seeds:\n", + " ax = axes[i, j]\n", + " \n", + " # Filter data for current method and population\n", + " subset = df.query(f\"population == '{pop}' & method == '{method}' & seed == {seed}\")\n", + " \n", + " df_ddb_pop = df_ddb.query(f\"population == '{pop}' & method == '{ref_line}'\")\n", + " true_handle = ax.step(df_ddb_pop[\"year\"], df_ddb_pop[\"Ne\"], color=\"black\", label=\"$true\\ N_e$\", linewidth=2)\n", + "\n", + " # Plot each annotation group\n", + " for dfe in dfes:\n", + " annot_data = subset[subset['DFE'] == dfe]\n", + " ax.step(annot_data['year'], annot_data['Ne'], \n", + " where='pre', \n", + " label=dfe, \n", + " color=color_dict[dfe])\n", + " \n", + " #ax.set_xlim(-1e2, df_ddb_pop[\"year\"].max())\n", + " #ax.set_ylim(df_ddb_pop[\"Ne\"].min()*0.5, df_ddb_pop[\"Ne\"].max()*1.5)\n", + " method_name = method_dict[method]\n", + " ax.set_title(f'{method_name} - {pop}')\n", + " ax.set_xlabel('Year')\n", + " ax.set_ylabel('Ne')\n", + " #log scale both axes\n", + " ax.set_xscale('log')\n", + " ax.set_yscale('log')\n", + " if pop != populations[-1]:\n", + " ax.set_xlabel('')\n", + " ax.set_xticklabels([])\n", + " \n", + "# Only add legend to last subplot\n", + "# Custom legend elements\n", + "legend_elements = [\n", + " Line2D([0], [0], color='black', label='True Ne'),\n", + " Line2D([0], [0], label='Neutral', color=color_dict['none']),\n", + " Line2D([0], [0], label='BGS', color=color_dict['Gamma_K17'])\n", + "]\n", + "\n", + "ax.legend(title='', handles=legend_elements, bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.suptitle(\"HomSap\")\n", + "plt.tight_layout()\n", + "plt.savefig(\"estimated_Ne_t_final.pdf\")\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -477,45 +325,119 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { + "image/png": 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"text/plain": [ - "['method',\n", - " 'gone',\n", - " 'msmc',\n", - " 'smcpp',\n", - " 'stairwayplot',\n", - " 'annotations',\n", - " 'none',\n", - " 'exons',\n", - " '',\n", - " '$true\\\\ N_e$']" + "
" ] }, - "execution_count": 58, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "unique_labels" + "COLOURS = sns.color_palette(\"colorblind\")\n", + "infile = \"/gpfs/projects/kernlab/stittes/analysis2/PhoSin_results/plots/Vaquita2Epoch_1R22/estimated_Ne_t_final.csv\"\n", + "ref_line=\"coal\"\n", + "colorby=\"annotations\"\n", + "styleby=\"method\"\n", + "log=True\n", + "df = pd.read_csv(infile, sep=\",\")\n", + "df['annotations'] = df['annotations'].replace('Phocoena_sinus.mPhoSin1.pri.110_exons', 'exons')\n", + "#df['annotations'] = df['annotations'].replace('all_sites', 'none')\n", + "#df = df.query(\"annotations != 'all_sites'\")\n", + "df_ddb = pd.read_csv(\"/gpfs/projects/kernlab/stittes/analysis2/PhoSin_results/plots/Vaquita2Epoch_1R22/coal_estimated_Ne_t.csv\")\n", + "df_ddb = df_ddb[df_ddb[\"method\"] == ref_line]\n", + "pop_order = np.sort(df[\"population\"].unique())\n", + "method_order = np.sort(df[colorby].unique())\n", + "pal_dict = {pop:COLOURS[i] for i, pop in enumerate(method_order)}\n", + "annot_order = np.sort(df[styleby].unique())[::-1]\n", + "dfe_order = np.sort(df[\"DFE\"].unique())[::-1]\n", + "\n", + "# Create the figure and axes using subplots\n", + "methods = df['method'].unique()\n", + "populations = df['population'].unique()\n", + "\n", + "fig, axes = plt.subplots(\n", + " nrows=len(populations), \n", + " ncols=len(methods), \n", + " figsize=(20, 5), \n", + " squeeze=False\n", + ")\n", + "\n", + "# Color palette for annotations\n", + "dfes = df['DFE'].unique()\n", + "COLOURS = sns.color_palette(\"colorblind\")\n", + "color_dict = dict(zip(dfes, COLOURS))\n", + "\n", + "seeds = df['seed'].unique()\n", + "# Plot for each method and population combination\n", + "for i, pop in enumerate(populations):\n", + " for j, method in enumerate(methods):\n", + " for seed in seeds:\n", + " ax = axes[i, j]\n", + " \n", + " # Filter data for current method and population\n", + " subset = df.query(f\"population == '{pop}' & method == '{method}' & seed == {seed}\")\n", + " \n", + " df_ddb_pop = df_ddb.query(f\"population == '{pop}' & method == '{ref_line}'\")\n", + " true_handle = ax.step(df_ddb_pop[\"year\"], df_ddb_pop[\"Ne\"], color=\"black\", label=\"$true\\ N_e$\", linewidth=2)\n", + "\n", + " # Plot each annotation group\n", + " for dfe in dfes:\n", + " annot_data = subset[subset['DFE'] == dfe]\n", + " ax.step(annot_data['year'], annot_data['Ne'], \n", + " where='pre', \n", + " label=dfe, \n", + " color=color_dict[dfe])\n", + " \n", + " #ax.set_xlim(-1e2, df_ddb_pop[\"year\"].max())\n", + " #ax.set_ylim(df_ddb_pop[\"Ne\"].min()*0.5, df_ddb_pop[\"Ne\"].max()*1.5)\n", + " method_name = method_dict[method]\n", + " ax.set_title(f'{method_name}')\n", + " ax.set_xlabel('Year')\n", + " ax.set_ylabel('Ne')\n", + " #log scale both axes\n", + " ax.set_xscale('log')\n", + " ax.set_yscale('log')\n", + " if pop != populations[-1]:\n", + " ax.set_xlabel('')\n", + " ax.set_xticklabels([])\n", + " \n", + "\n", + " \n", + "# Only add legend to last subplot\n", + "# Custom legend elements\n", + "legend_elements = [\n", + " Line2D([0], [0], color='black', label='True Ne'),\n", + " Line2D([0], [0], label='Neutral', color=color_dict['none']),\n", + " Line2D([0], [0], label='BGS', color=color_dict['Gamma_R22'])\n", + "]\n", + "\n", + "ax.legend(title='', handles=legend_elements, bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "\n", + "plt.suptitle(\"PhoSin\")\n", + "plt.tight_layout()\n", + "plt.savefig(\"vaquita_estimated_Ne_t_final.pdf\")\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array(['none', 'all_sites', 'exons'], dtype=object)" + "array(['all_sites', 'exons'], dtype=object)" ] }, - "execution_count": 23, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -527,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -650,6 +572,8 @@ " all_DFE = pd.concat([self.make_dfe(m) for m in [\"grapes\", \"polyDFE\", \"dadi\"]])\n", " #make new name columns for viz\n", " all_DFE['pop'] = all_DFE['pop_id'].map(pop_dict)\n", + " #update dadi to be dadi-cli in method column\n", + " all_DFE['method'] = all_DFE['method'].replace('dadi', 'dadi-cli')\n", " self.all_DFE = all_DFE\n", "\n", "\n", @@ -671,7 +595,19 @@ " #seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", " import seaborn as sns\n", " sns.set_theme(style=\"whitegrid\")\n", - " sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=species_info.all_DFE, ax = axes['A'])\n", + " \n", + " #\n", + " sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=species_info.all_DFE, \n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['A'])\n", + "\n", + " sns.stripplot(x=\"method\", y=\"Es\", hue = 'pop', data=species_info.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['A'])\n", + " \n", " #horizontal line at 0 on axes A\n", " axes['A'].axhline(abs(species_info.dfe_params[0]), color='black', linestyle='--')\n", " axes['A'].set_ylabel('|E(s)|') \n", @@ -680,15 +616,24 @@ "\n", " #seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", " sns.set_theme(style=\"whitegrid\")\n", - " sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=species_info.all_DFE, ax = axes['B'])\n", + " sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=species_info.all_DFE,\n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['B'])\n", + "\n", + " sns.stripplot(x=\"method\", y=\"shape\", hue = 'pop', data=species_info.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['B'])\n", " #horizontal line at 0\n", " axes['B'].axhline(abs(species_info.dfe_params[1]), color='black', linestyle='--')\n", " axes['B'].set_title(\"B\", loc = \"left\")\n", " axes['B'].set_ylabel('Shape')\n", " axes['A'].set_xlabel('Method')\n", "\n", + " \n", " fig.suptitle(f\"{species_info.species}\")\n", - "\n", " if hide_legend:\n", " axes['A'].get_legend().remove()\n", " axes['B'].get_legend().remove()\n", @@ -698,41 +643,803 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hom_sap = SpeciesInfo(\n", + " species = \"HomSap\",\n", + " basedir = \"HomSap_results\",\n", + " demog = \"OutOfAfricaArchaicAdmixture_5R19\",\n", + " dfe = \"Gamma_K17\",\n", + " annot = \"ensembl_havana_104_exons\"\n", + ")\n", + "\n", + "#model = stdpopsim.get_species(\"HomSap\").get_demographic_model(hom_sap.demog)\n", + "#pop_dict = {f\"pop{i}\":m.name for i,m in enumerate(model.populations[:3])}\n", + "make_some_plots(hom_sap)\n", + "\n", + "loss_list = []\n", + "loss_list.append(hom_sap.get_loss())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_2793450/332190074.py:154: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " method_data['pop'] = pd.Categorical(method_data['pop'], categories=pop_order, ordered=True)\n", + "/tmp/ipykernel_2793450/332190074.py:157: UserWarning: The palette list has more values (5) than needed (4), which may not be intended.\n", + " sns.barplot(\n", + "/tmp/ipykernel_2793450/332190074.py:174: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_2793450/332190074.py:154: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " method_data['pop'] = pd.Categorical(method_data['pop'], categories=pop_order, ordered=True)\n", + "/tmp/ipykernel_2793450/332190074.py:157: UserWarning: The palette list has more values (5) than needed (4), which may not be intended.\n", + " sns.barplot(\n", + "/tmp/ipykernel_2793450/332190074.py:174: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_2793450/332190074.py:154: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " method_data['pop'] = pd.Categorical(method_data['pop'], categories=pop_order, ordered=True)\n", + "/tmp/ipykernel_2793450/332190074.py:157: UserWarning: The palette list has more values (5) than needed (4), which may not be intended.\n", + " sns.barplot(\n", + "/tmp/ipykernel_2793450/332190074.py:174: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + "/tmp/ipykernel_2793450/332190074.py:195: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": 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aERERERERERERqRgW7YiIiIiIiIiIiFQMi3ZEREREREREREQqhkU7IiIiIiIiIiIiFcOiHRERERERERERkYph0Y6IiIiIiIiIiEjFsGhHRERERERERESkYli0IyIiIiIiIiIiUjEs2hEREREREREREakYFu2IiIiIiIiIiIhUDIt2REREREREREREKoZFOyIiIiIiIiIiIhXDoh0REREREREREZGKYdGOiIiIiIiIiIhIxbBoR0REREREREREpGJYtCMiIiIiIiIiIlIxLNoRERERERERERGpGBbtiIiIiIiIiIiIVAyLdkRERERERERERCqGRTsiIiIiIiIiIiIVw6KdEmzduhUuLi7w9vZWdipEREREpMIOHDgAFxcXuT9NmzbFwIEDcebMGWWnR0RERGVIXdkJVET79+8HADx69Ai3bt1CnTp1lJwREREREamyefPmoWrVqpBKpYiPj8f27dsxatQorF69Gl5eXspOj4iIiMoAR9qVs9u3b+PBgwdo1aoVAGDfvn3KTYiIiIiIVJ6zszPq1q2LevXqoV27dlizZg1EIhEOHz6s7NSIiIiojLBoV87eFekmT56MevXq4fDhw8jIyFByVkRERET0OdHU1ISGhgbU1TlxhoiI6EvFol05yszMxOHDh+Hm5oZq1aqhZ8+eSEtLQ1BQkLJTIyIiIiIVJpFIkJubi5ycHMTGxmLOnDnIyMjgGslERERfMN6aK0dBQUFISUlBr169AACdO3fG3LlzsW/fPvTo0UPJ2RERERGRqurTp4/czyKRCL/99htatGihpIyIiIiorLFoV472798PLS0tdOnSBQCgq6uLjh074sCBA3j8+DGqVKmi3ASJiIiISCUtWLAAjo6OAIDExEScPHkSs2bNgkQiwYABA5ScHREREZUFTo8tJ0+ePMF///2Hli1bQiqVQiwWQywWo2PHjgD+t6MsEREREdGHHB0d4ebmBjc3N3h6emLWrFnw8PDAwoULIRaLlZ0eERERlQEW7crJ/v37IZVKcezYMTRq1Ej2Z8SIEQCAgwcPIi8vT8lZEhEREdHnwsXFBZmZmXj8+LGyUyEiIqIywOmx5SAvLw8HDx6EnZ0d/Pz88p0/e/YsNm7ciJCQELRu3VoJGRIRERHR5+bBgwcAAGNjYyVnQkRERGWBRbtyEBISgri4OPj6+qJJkyb5zjs7O2P79u3Yt28fi3ZERERElM+jR49kszKSkpJw/PhxXLhwAe3atYOtra2SsyMiIqKywKJdOdi3bx80NDTQs2fPAs+bmJigXbt2OHbsGOLj42FmZlbOGRIRERGRKps6dars7/r6+qhcuTKmTp2Kfv36KTErIiIiKksCqVQqVXYSRERERERERERE9D/ciIKIiIiIiIiIiEjFsGhHRERERERERESkYli0IyIiIiIiIiIiUjEs2hEREREREREREakYFu2IiIiIiIiIiIhUDIt2REREREREREREKkZd2Ql86W7cuAGpVAoNDQ1lp0JERESlKCcnBwKBAPXq1VN2KvQF4mdIIiKiL1NxPkOyaFfGpFIppFKpstMgIiKiUsb3dypL/AxJRET0ZSrO+zuLdmXs3d1RNzc3JWdCREREpen27dvKToG+YPwMSURE9GUqzmdIrmlHRERERERERESkYli0IyIiIiIiIiIiUjEs2hEREREREREREakYFu2IiIiIiIiIiIhUDIt2REREFUxeXh7S0tK4MyURERERkQrj7rEqIi8vDzk5OcpO44uhoaEBoVCo7DSIiFSGWCzG9u3b4b96Fe7cvQepVAoNDXV0aN8eY8aOQ4cOHaCmxnt5RERERESqgkU7JZNKpYiNjUVSUpKyU/niGBkZwdLSEgKBQNmpEBEp1cGDBzHou4FIT89AW1cr9O1WF9oaQsSnZSHg5mV07nwENWu44t9Dgahataqy0yUiIiIiIrBop3TvCnYWFhbQ0dFhgakUSKVSpKenIy4uDgBgZWWl5IyIiJRn165d6NevHzrWtMEvnVrAylBH7vz3zZxw/VkCfjx4Ax7u7rgUGooqVaooJ1kiIiIiIpJh0U6J8vLyZAU7U1NTZafzRdHW1gYAxMXFwcLCglNliahCioyMxKDvvkP3OrZY+HUDqKnlvzEkEAjQwM4Uu4c2R5/159Gzx1e4ev0GbyIRERERESkZF69Rondr2Ono6Hwkkkri3fPKtQKJqKJatWoVdERCzOler8CC3fvM9LQwu2ttXL95C+fOnSunDImIiIiIqDAs2qkAjmYoG3xeiagiS09Px6YNG9C7ni20NBQbbdysqjmqWhhi1cqVZZwdERERERF9DKfHEhERfYFu3bqFxORkeNeur3AbgUCALjWtsOvUyTLMjIgUJZVKkZaWVuA5oVAILS0t2c+FxQGAmpqabOmQ4samp6dDKpUWGCsQCORmjBQnNiMjAxKJpNA8dHV1SxSbmZmJvLy8Uol9f73prKws5Obmlkqstra2bLfu7OzsImeFFCdWS0tLtiRMcWJzcnKQnZ1daKympibU1dWLHZubm4usrKxCY0UiETQ0NIodm5eXh8zMzEJjNTQ0IBKJih0rkUiQkZFRKrHq6urQ1NQE8L/1tksjtjj/7vkaUXAsXyP4GqEKrxFSqVTxQUZSKlNhYWHSsLCwAs9lZGRI7927J83IyCjnrCoGPr9EVJEFBQVJAUjP+XaURvp9rfCf37vUkYpEGspO/7NQ1Hs80acKCwuTBgQESAEU+Kdz585y8To6OoXGtmzZUi7WzMys0NiGDRvKxdrb2xcaW6NGDbnYGjVqFBprb28vF9uwYcNCY83MzORiW7ZsWWisjo6OXGznzp0Ljf3wq0+vXr2KjE1NTZXFDho0qMjYuLg4WeyYMWOKjI2OjpbF+vr6Fhl7584dWez06dOLjL1y5Yos9o8//igy9syZM7LYFStWFBkbGBgoi920aVORsXv27JHF7tmzp8jYTZs2yWIDAwOLjF2xYoUs9syZM0XG/vHHH7LYK1euFBk7ffp0WeydO3eKjPX19ZXFRkdHFxk7ZswYWWxcXFyRsYMGDZLFpqamFhnbq1cvud/homL5GvH2D18j/veHrxFv/6jCa8SZM2cU/gzJ6bFERERfoHd3ilOzCr+TW5C0rBzoca1VIiIiIiKlE0ilhYxPpVJx+/ZtAICbm1u+c5mZmYiOjoaDg4Pc0GUqHXx+iagiS0xMhLWVFXw8nTCqpQvEGdkIvP0cTxLSkJsngbGOJjrWtIaThYFcu17rQmBWrS6OHz+hpMw/H0W9xxN9qtu3b0MqlcLR0bHA85z6VnAsp75x6psqTH3j9Ni3+BpRsli+Rrz1Jb9GREZGQiAQKPQZkmvaVVDLly/HihUrcPDgQaxatQoXL16EQCBA69atMW3aNJiYmAB4+8u2YcMG7N+/H8+fP4e+vj5atGiBSZMmwdLSUtbfwIEDkZiYiBkzZuCPP/7AgwcPYGhoiJ49e8LHx0f2D56IiMqHsbEx+n77LbYH7MWThDQcCnuGnDwJbE10oa6mhlhxBpacuoemDuYY08oFHo4WuPMiETeexCNg6Thlp09EePsl9v0vkEVRNK64sTrFGHlbnNj3v/SXZmxxbtQWJ1ZTU1NWWCnNWJFIJPuSp6xYDQ0N2Zfd0oxVV1eXfTkvzVihUKjw73BxYtXU1Moktjj/josTC5Tdv3u+RhQ/lq8RxY+tyK8Rxdk0k0W7Cm7cuHHo2LEj+vbti4iICCxduhSRkZHYs2cPNDQ0MGPGDOzevRsDBgxAq1atEBMTg6VLl+LKlSs4cOCArLgHAK9fv8bEiRMxYsQIjB8/HmfPnsXq1ashFovx+++/K/FREhFVTJ07d8a2rVtw4v4LjPSshm8aVoGF/tsPtlm5eTh29wW2XIrA4M3n8VuXOgi8/QJ2lW3QpUsXJWdOREREREQs2lVw7dq1w48//ggAaN68OUxNTeHr64ujR4+iZs2a2L17N/r164fffvtN1qZGjRro3bs3tmzZgokTJ8qOJyUlYdWqVWjTpo2sv6ysLOzcuRPDhg2DtbV1+T44IqIK7NWrV/CdNBEOZvrYOtgDlQzk70JrqgvRrY4turhVxuzDtzAz8BZEGhoIOXdO4TuZRERERERUdrgRRQXXtWtXuZ87deoEdXV1hIaGIjQ0FADQo0cPuZjatWvD0dERly5dkjuuq6srK9i94+3tDYlEgv/++68MsiciosIsWbIESW/isXlQs3wFu/cJ1QT4vUsdtK5WCWamJmjUqFE5ZklERERERIVh0a6CMzc3l/tZXV0dRkZGSEpKQlJSEgDAwsIiXzsLCwvZ+XfMzMzyxb079mEsERGVnczMTGxYtw4969nCyvDj68eoqQkwtrUrXsS+wrFjx8ohQyIiIiIi+hgW7Sq4169fy/2cm5uLpKQkGBkZwcjICAAQFxeXr11cXByMjY3ljsXHx+eLe3fsXV9ERFT2jhw5gviEBPRr5KBwm7qVjVHDxgSbN28qw8yIiIiIiEhRXLSmgjt06BBq1aol+/no0aPIzc1F48aNZdsP//vvv6hdu7YsJiwsDJGRkRg1apRcX2lpaTh16pTcFNnAwECoqalxuhURUTEsXrwYixcvLnH71NRUaKqroaq5vsJtBAIBalTSx6F//kXlypWLfc1JkyZh0qRJxW5HREREREQFY9Gugjtx4gSEQiE8PDzw6NEjLF26FNWrV0enTp0gEonwzTffYPv27VBTU4Onp6ds91grKysMHjxYri8jIyPMmDEDL1++RJUqVRAcHIw9e/bg22+/5SYURETFIBaLERMT80l9aKoXfzC9AEB2TnaJri0Wi4vdhoiIiIiICseiXQW3fPlyLF++HDt37oRAIICXlxemTZsGkUgEAJgxYwZsbW2xb98+/P3339DT00OLFi0wefLkfNNjzc3N8fvvv2PBggUIDw+HoaEhRo0aBR8fH2U8NCKiz5aBgQFsbGxK3D49PR2JiYl4kZQOa6OPr2n3TnicGCKRJkxMTYt9TQMDg2K3ISIiIiKiwrFoV8FZWVnB39+/0PNqamoYPnw4hg8frlB/jRs3xv79+0srPSKiCulTp5qmpKTAxtoKu65GY1Lbmgq1eRibjFvPE7Fnzx707t27xNcmIiIiIqLSoTIbUURHR2Po0KGoW7cu3N3d4efnh8zMTIXaHjx4EB07doSbmxu8vb1x9OhRufOpqakYP348vLy8ULt2bTRt2hTDhg1DWFiYXFxoaChcXFzy/Zk4cWKpPU4iIqKypq+vj0GDh2D3tWdIzshWqM3a849gVckCX331VdkmR0REREREClGJkXZisRiDBg2CtbU1li1bhoSEBMybNw9JSUlYtGhRkW2DgoLw888/Y8SIEfDw8MDJkycxceJE6Ovro3nz5gCAnJwcaGpqwsfHB1ZWVkhJScGWLVswaNAgHDhwAA4O8rvrzZs3D1WrVpX9/OE0UCIiIlU3efJk/L1jO0bsCMX6AU2hr6VRYJxUKoV/SDgCbj7FunXroKFRcBwREREREZUvlSja7dq1C2KxGAEBATAxMQEACIVC+Pr6YvTo0XB0dCy07dKlS9GxY0dMnjwZANC0aVNER0dj2bJlsqKdsbExFi5cKNeuWbNmaNKkCY4dO5ZvF1RnZ2fZzqlfKh8fn1Jda27btm2l1hcREX26KlWqIPDwEXTu1BFfrwnGiOZO8HarDG3R27d+qVSK/x6/waZLETh+7wWmT5+OYcOGKTlrIiIiIiJ6RyWmx4aEhMDd3V1WsAOADh06QCQSITg4uNB2z549Q1RUFLy9veWOe3t7IywsDAkJCYW21dHRgaamJnJzcz/9ARAREakgd3d3XLh4CS4Nm2FqwA14LDqOAZsuYPCWC2i37DS+3RCCx9na2L59O2bMmKHsdImIiIiI6D0qMdIuMjISPXv2lDsmEolgZ2eHyMjIQttFRUUBgNxUVgBwdHSEVCpFVFSUXCFQIpFAIpEgISEBGzZsgJqaGrp3756v3xEjRiApKQnm5ubo0qULJkyYAC0trU95iEREREpRo0YNHDlyFFFRUdi0aRMiIyORnZ2Nmubm6NWrF7y8vCAQCJSdJhERERERfUAlinZisRgGBgb5jhsYGCA5ObnQdu/OfdjW0NBQ7vw7S5cule2UampqirVr18LW1lZ2Xl9fH8OGDUOjRo2gqamJy5cvY+PGjYiKisKaNWtK9uDwdgpSenp6vuNZWVmQSCTIy8tDXl5eifunguXl5UEikSAjIwMSiUTZ6RARKZWlpSWmTp2a73hGRoYSsvkySKVSFjyJiIiIqMyoRNGuMIp+GP4wRiqVFni8X79+aNu2LV6/fo09e/ZgxIgR2Lx5M2rWrAng7WiEGjVqyOLd3d1hYWGBWbNmISwsDLVr1y7R48jJycH9+/cLPKeuro6srKwS9UtFy8rKQm5urmxEJhERUWkTiUTKToGIiIiIvlAqUbQzMDCAWCzOdzwlJaXITSjeH1FnZmYmO/6urw9H4FWqVAmVKlUCALRq1Qo9evTAsmXLihxF16lTJ8yaNQt37twpcdFOQ0MDTk5O+Y5nZWXhxYsX0NTU5PTbMqKurg47OztoamoqOxUiIvrCREREKDsFUlB0dDT8/Pxw7do1aGtro0uXLvD19f3o568jR47g6NGjuHnzJuLi4vDjjz9i6NCh+eKeP3+OxYsX48qVK0hLS0OVKlUwZMgQdOvWraweEhEREVUAKlG0c3R0zLd2XXZ2Np4+fZpvrbv3vVvLLioqSq64FxkZCYFAkG+tu/epqanB1dUVN2/e/LTkFSAQCKCjo1NgDmpqahAKhRAKhWWeR0UjFAqhpqYGbW1tFkWJiKjUcWrs50EsFmPQoEGwtrbGsmXLkJCQgHnz5iEpKQmLFi0qsm1QUBCePXuG1q1bY/fu3QXGZGVlyQp506ZNg5GREQIDAzFlyhRoaWmhffv2pf6YiIiIqGJQiaKdp6cnVq9ejcTERBgbGwMATpw4gezsbLRs2bLQdra2tqhatSqOHDmCdu3ayY4HBgaidu3acptQfCgnJwdhYWFya9oV5PDhwwAANze34jykCi04OBhbt27FnTt3kJaWBnNzc7Rs2RLff/897OzsMHDgQFy5cqXAtjt27EDDhg0RGhqK7777Dvv27cv33N++fRu9evXC1q1b0aRJk/J4SERERPSZ2rVrF8RiMQICAmSfDYVCIXx9fTF69OgiZ3X89ddfUFNTA4BCi3a3b9/G48ePsWXLFjRt2hQA0KxZM9y6dQtHjhxh0Y6IFJKTk4NTp07h+fPnAABra2u0bduWyzAQVXAqUbTr27cvtm/fjjFjxmDMmDF48+YN5s+fj65du8p9kJo2bRoCAgJw79492bHx48dj4sSJsLOzQ7NmzXDq1ClcuHAB69evl8Xs3r0bYWFhaNasGczNzfH69Wvs2rULT58+xaxZs2Rxvr6+sLe3R40aNWQbUWzevBlt2rQp16Jdw4YNERsbW27XK4ilpSWuXr1a7HZLliyBv78/2rVrh5kzZ8LU1BQxMTE4ePAgBg8ejNOnTwMA6tevj59++ilf+4KmERMRERGVVEhICNzd3eVu5nbo0AHTpk1DcHBwkUW7dwW7ouTm5gJ4u6HZ+/T19WXrLBMRFSY+Ph7Lly/HujX+ePkqTu5cJXNzDB85Ej4+PrCwsFBShkSkTCpRtDMwMMCWLVvg5+cHHx8faGlpwdvbG76+vnJx73ZafV+nTp2QmZkJf39/bNiwAfb29liyZAmaN28ui3FycsLx48cxZ84ciMVimJubw83NDfv27UP16tVlcc7Ozjh06BA2btyInJwc2NjYYNSoURgxYkTZPgEfiI2NRUxMTLleszSEhITA398fI0eOxKRJk2THGzVqhK+++kpWsAPe/j+vW7euErIkIiKiiiQyMjLfcisikQh2dnb5lmcpiQYNGsDJyQmLFy/GjBkzYGRkhCNHjuDOnTuYMGHCJ/dPRF+uBw8eoGP7doh/HYevatvg215eqFbp7brtEXFi7PwvGn8t+gObN25A0PETsg0UiajiUImiHQA4ODhgw4YNRcbMnz8f8+fPz3e8R48e6NGjR6HtGjRo8NG+AWDkyJEYOXLkx5MtJwKBAFq6RuV6zcy0pBLfFd64cSPMzMzg4+NT4HkvL69PSY2IiIio2MRicb7NyYC3NxCTk5M/uX8NDQ1s3boVo0ePRtu2bWXH5s+fD3d390/qWyqVIj09/ZNzJCLV8+LFC7T1ag0dSSaCxnnB2kh+DXQXS0PM6FoXo1q6YOi2y2jr5YWzISEfXd6JiFSfVCpVeG1klSnaUX5aukb4avTycr1mwGofZKQmFrtdbm4url+/jvbt20NDQ+Oj8VKpVDad5H3q6vyVJCIiorJXnA/MRcnMzMT48eORl5eHFStWQE9PD6dPn8bUqVNhYGAAT0/PEvedk5OD+/fvf3KORKR6Zs6Ygey0ZOwd1QqVDLQLjbM00MaWQe7otvosfpgwAX5z5pRjlkRUVhRdr5IVEioVSUlJyMrKgpWVlULxwcHBBQ7vfvjwYWmnRkRERBWYgYEBxGJxvuMpKSlFrmenqH379uHWrVsICQmRrZvn7u6OFy9eYOHChZ9UtNPQ0OB6v0RfoDdv3uDEieMY39K5yILdO2Z6WhjazBGLTp6Gqakp17cj+sxFREQoHMuiHZWKd1NqFb1j3aBBA0ydOrUsUyIiIiKCo6NjvrXrsrOz8fTp03xr3ZVEREQEKlWqJLfRBQC4urriwoULn9S3QCCAjo7OxwOJ6LOyfv16SPLy0KtBFYXb9Kxnj8Un72Pv3r2YMmVK2SVHRGWuOCP9WbSjUmFsbAxNTU28ePFCoXh9ff0id+QVCoUA3m4+8qF3xziVloiIiD7G09MTq1evRmJiIoyNjQEAJ06cQHZ2Nlq2bPnJ/VtbW+PVq1d48+YNTE1NZcfv3LkDGxubT+6fiL48Dx8+hGMlI5jqaircxkhHBBcrI4SHh5dhZkSkaj6+jz2RAtTV1dGgQQNcunQJOTk5n9zfu7vVr1+/znfu3bH3PxgTERERFaRv377Q19fHmDFjcO7cOQQEBGD27Nno2rWr3PTYadOmoUaNGnJtIyIiEBQUhKCgIABAeHg4goKCEBwcLIvp1q0btLS0MHz4cBw9ehQXLlzAjBkzcObMGQwYMKB8HiQRfVaysrIgEhZ/TU0NoRqys7PLICMiUlUs2lGpGTJkCOLj47Fy5coCz585c0bhvqpUqQJzc3OcOnUq37lTp07B3Nwc9vb2Jc6ViIiIKgYDAwNs2bIFOjo68PHxwfz58+Ht7Q0/Pz+5OIlEgry8PLljR48exYQJEzBhwgQAQEBAACZMmICZM2fKYiwtLbFt2zaYm5vDz88P48aNw82bN+Hn54e+ffuW/QMkos+OmZkZXiZnQCKRKtxGIpHiZXIGBy4QVTCcX0ilxtPTE6NGjcLq1asRFRWFLl26wNTUFDExMfj3338RHR2N1q1bAwDEYjFu3ryZrw87OzuYmJhATU0N48ePx2+//QahUIg2bdoAeFuwO3DgAPz8/EplxzciIiL68jk4OGDDhg1FxsyfPx/z58+XO+bj4wMfH5+P9u/q6oo1a9Z8Uo5EVHH06NEDCxYsQEjEK7SqZqlQm0tRrxGTkIIePXqUcXZEpEpYtFNhmWlJCFj98Q+KpX3NTzFx4kTUq1cP27Ztw2+//Ya0tDRYWFigWbNmchtPXL9+Hd98802+9vPmzcPXX38NAOjTpw90dXWxadMmHDp0CADg5OSEP//8E97e3p+UJxERERERkTI0btwY9erUxpZLUWjpXOmjgxGkUik2X45EzRquaN68eTllSUSqgEU7FSaVSpGRmqjsNIqtVatWaNWqVaHnt23bpnBfXbp0QZcuXUohKyIiIiIiIuUTCAT45bff0atXL6w48wDjWlcvsnDnHxKO0w9eYufOxZxtRFTBsGingiwtFRsi/aXnQERERERE9CXq2bMn/Pz88Ouvv+JJQhpGt3SBo7m+XEx0fArWhIRj7/Un+P3337lOJlEFxKKdCrp69aqyUyAiIiIiIqIy9Msvv6BSpUqY+vNPOLj0BBo7mKN6JQMIBEB4XAouRcbBzMQEq1evxqhRo5SdLhEpAYt2REREREREROXs9evXCA8PhyRPAgC4+fQNbj1LgEQqgUQqgIdHMyxbthz169dXcqZEpCws2hERERERERGVo0ePHqFDu7Z4E/cKvevb4ttGjeFgpgcASEjLwr7rT7Dj6m20aO6BffsPoFOnTkrOmIiUQU3ZCRARERERERFVFHFxcejQri0EGckIHNMa0zrVlhXsAMBEVxMjWlRD0NjWcK9igq979MDly5eVmDERKQuLdkRERERERETlZMGCBUiIj8Pmge6wMdYpNE5bpI7lfRrB2VwXE8b7lGOGRKQqWLQjIiIiIiIiKgfp6enYtGED+tSzLbJg946mhhBjPKvhyn9Xcf369XLIkIhUCYt2REREREREROUgICAAicnJ+LaRg8JtvFwsYW2sh40bN5ZhZkSkirgRBREREREREZECFi9ejMWLF5e4vVgshpG2CPameh8P/n/qQjXUsjLAhg3rERAQUOxrTpo0CZMmTSp2OyJSPhbtiIiIiIiIiBQgFosRExPzSX2Y6IqK3UZdTYCsrKwSXVssFhe7DRGpBhbtVFDDhg0RGxur1BwsLS1x9erVErUNDg7G1q1bcefOHaSlpcHc3BwtW7bE999/Dzs7OwwcOBA6OjpYs2ZNvrYfngsNDcV3330nOy8UCmFpaQkvLy+MHz8eBgYGJXuARERERERExWRgYAAbG5sSt09NTUVyihgpmTnQ19JQuF1UfCq0tLRhYmJS7GvyOxPR54tFOxUUGxv7yXdvlGXJkiXw9/dHu3btMHPmTJiamiImJgYHDx7E4MGDcfr06RL1O2/ePFStWhW5ubl4+PAhlixZgri4OCxbtqyUHwERkbyUlBRs374da9auQ1RkJHLzcmFmZo6+3/TBqFGjULVqVWWnSEREROXkU6eavnjxAnZ2djh48ym+a+qoUJvbMYl4EJuMgIAAdO/evcTXJqLPD4t2KkxNIICZvna5XjM+JQMSqbREbUNCQuDv74+RI0fKvZE1atQIX331VYkLdgDg7OwMNzc3AG9HIiYmJsLf3x85OTnQ0FD8DhURUXGsX78eE374ARnpGbB0bITKdXtAoCZEenIslq30x6JFizBgwACsXbsWWlpayk6XiIiIVJy1tTV6fPUVtp07iW8aVoGmuvCjbTZdjICtjTW6dOlSDhkSkSph0U6Fmelr48gv35brNTvP2Yk4cXqJ2m7cuBFmZmbw8fEp8LyXl9enpCZHT08PeXl5pdYfEdGH/vzzT/j6+sLOrR2cm34DbX0zufOVXVsj/PJubN+xA2fOnMWPP07BwIEDYWRkpJyEiYiI6LMwddo0NHM/hCn7r+HPXg2hIVQrNHbDhUf459YzrF27Furq/PpOVNEU/upAVAy5ubm4fv063N3dFRr5JpVKkZubm++PtJBRfhKJBLm5ucjKykJYWBi2b98OLy8vjrIjojJx+vRp+Pr6wqlxT7i1HSNXsIt7fAMXd0/D+Z1TkPjyIfSMKyMhJQcTfvgBVtbWGDZsGF68eKHE7ImIiEiV1a9fH3/v3InjD2IxcNMFnHv0ChKJ/Peg+y+TMGX/Vcw9ehs//fQThg8frqRsiUiZWKqnUpGUlISsrCxYWVkpFB8cHIyaNWsWeK5Vq1b5jvXp00fu51q1amH27NnFzpOISBELFy2CsaUTXDwGQCAQyI5H3wjE3TMbYGJTHfW9f4SlY2OoCd++lWamJeLZ7RP4e/cBHDkahNOnTqJ69erKeghERESkwr7++mscO3YcP4z3weAtF1DF3AA1LQ2gribA44R03Hr2BtaWlWTLDxFRxcSiHZWKdyPk3v9yW5QGDRpg6tSp+Y5Pnz69wPgFCxbA0dERUqkUz549w4oVKzB06FD8/fff0NYu33X/iOjLFhUVhWNBQXBrN1buNe3Fw/O4e2Y9qjboBlfPwRAI5Aera+kaw7lpH1Su2QZXA2aiXfsOuH7tKszNzcv7IRAREdFnoHXr1rgZdhsXL17Exo0b8Tg6Crk5uXB2tsRvS/qiW7dunFlEVMGxaEelwtjYGJqamgpPCdPX15dtLPE+XV3dAuMdHR1l8bVr14a9vT169uyJAwcOoH///iVPnIjoAydOnIBAoAYblxayYxJJHu6FbIalU1O4eg4p8gaFtr4pGn71G85tm4ClS5fCz8+vPNImIiKiz5BAIICHhwc8PDyUnQoRqSCVWdMuOjoaQ4cORd26deHu7g4/Pz9kZmYq1PbgwYPo2LEj3Nzc4O3tjaNHj8qdT01Nxfjx4+Hl5YXatWujadOmGDZsGMLCwvL19fr1a/zwww+oX78+GjZsiB9//BFJSUml8RC/aOrq6mjQoAEuXbqEnJycMr+ek5MTACA8PLzMr0VEFUtiYiJEWjoQamjKjsVFXUVmSjycm/RWaESxtr45rKu3gv+atcjOzi7LdImIiIiI6AulEkU7sViMQYMGIS0tDcuWLcNPP/2EQ4cO4ddff/1o26CgIPz8889o164d1q1bh6ZNm2LixIk4f/68LCYnJweamprw8fHB2rVrMXv2bGRmZmLQoEGIjo6WxeXm5mLYsGEIDw/HH3/8AT8/P1y7dg1jxowpdIME+p8hQ4YgPj4eK1euLPD8mTNnSu1a74p1xsbGpdYnEREAaGtrIzcnS+51//m9MzCs5AzDSo4K92NfpxPexL9GUFBQWaRJREREREQFkEgkiI+Px9OnT5GSkqLsdD6JSkyP3bVrF8RiMQICAmBiYgIAEAqF8PX1xejRo+HoWPiXpKVLl6Jjx46YPHkyAKBp06aIjo7GsmXL0Lx5cwBvCzsLFy6Ua9esWTM0adIEx44dw6hRowAAx48fx4MHDxAYGAhnZ2cAgIWFBb799lucO3cOnp6epf7YvySenp4YNWoUVq9ejaioKHTp0gWmpqaIiYnBv//+i+joaLRu3bpEfT969Ah5eXmQSCR49uwZVq1aBW1tbXz11Vel+yCI6IuzePFiLF68WOH4rKws5OZkI+H5XZja1gIAZKTEw9DCoVjX1TOpDIGaEN999x309PSK1XbSpEmYNGlSsdoQEREREVVkL1++xLp167B6jT9iX7yUHXdv5o5xY8ehZ8+e0NTULKIH1aMSRbuQkBC4u7vLCnYA0KFDB0ybNg3BwcGFFu2ePXuGqKiofF9svL29MXXqVCQkJMj1+T4dHR1oamoiNzdXdiw4OBguLi6ygh3wdjtuGxsbBAcHl3vRLj4lA53n7Cz3a36KiRMnol69eti2bRt+++03pKWlwcLCAs2aNStw4wlFvWsrEAhgZmYGNzc3LF26FFWqVPmkfInoyycWixETE1OsNgKBGh7fPCIr2kEqAaDYRjsfSk5ORnJycrHaiMXiEl2LiIiIiKgiWrduHcaMHQOBUA22Ho5w7+sGdZE6MpLSEX0+Av3798fUaVNx9MhR1KhRQ9npKkwlinaRkZHo2bOn3DGRSAQ7OztERkYW2i4qKgoAULVqVbnj73YZjYqKkivaSSQSSCQSJCQkYMOGDVBTU0P37t3l8iioQOjk5FRkHmVFIpUiTpxe7tf9VK1atUKrVq0KPb9t2zaFzzVp0gQPHz4srdSIqAIyMDCAjY1NsdqkpqbiZcQlxD+9DTM7N2jqmSA14Xmx+khPjoVUkgcTE5Ni73JtYGBQrHgiIiIioopq5cqVGDduHBzb1oBbvybQ0JEfTefQqjrEzxNwZflpeDT3wKWLl1C9enUlZVs8KlG0E4vFBX5BMTAwKHJ0wrtzH7Y1NDSUO//O0qVL4e/vDwAwNTXF2rVrYWtrK5eHvr5+gXl8StFOKpUiPT1/8S0rKwsSiQR5eXnIy8uTHbe0tCzxtUqLpaWlXE6fo3fTaTMyMiCRSJSdDhEpyahRo2TLICgqJycHPXr0wPlDc1Gv8xTYVG+JG0f+RMqbZ9A3tf14BwCehB2DgaERHj58CB0dnWLnXdD7BqkWqVSq0MYkRERERFQ2wsLCMH78eDh3ckOd75oV+tnMoLIJPH/riuCZ/+LrXj1x9/adz+JznEoU7Qqj6IfhD2PeLR7+4fF+/fqhbdu2eP36Nfbs2YMRI0Zg8+bNqFmzZqF9FSePwuTk5OD+/fsFnlNXV0dWVpbcseDg4BJfqzQpunuvqsrKykJubq5sRCYRUXHMnDkTP/88FRcPzoKJtQvUNXUR+d8B1O044aNtszPEiLl3Gr16dMWTJ0/KIVtSFpFIpOwUiIiIiCqslStXQttYF7X7N/1o3Uakp4m6Qzxwdta/OHPmDLy8vMopy5JTiaKdgYFBgev3pKSkFLkJxfsj6szMzGTH3/X14Qi8SpUqoVKlSgDeTuHs0aMHli1bhjVr1nw0j0+ZqqShoQEnJ6d8x7OysvDixQtoampCS0urxP1T4dTV1WFnZ/fZLTZJRKohKOgoDh06hDVr1yHkxUM8v3cGeiaV4djo60I/FGRnpuLqP3Ogpy3C77//jsqVK5dz1lReIiIilJ0CERERUYWVnJyMbdu2oap3TaipCxVqY+ZqBWNbU6xcuZJFO0U5Ojrmm36anZ2Np0+f5lvr7n3v1rKLioqSK+5FRkZCIBDkW+vufWpqanB1dcXNmzfl8ihoRFxERESJdz0F3o7eK2hqlJqaGtTU1CAUCiEUKvYLRooTCoVQU1ODtrY2i6JEVGL9+vVDv379EB0djenTp2Pbtm1Iig2HQ72uMKlcU1a8y83OQMyDEDy+HgChJBMnThxHtWrVlJw9laXPYUoFERER0Zfq5s2byMjIgE3jwms/HxIIBLBqXAUh50LKMLPSo6bsBADA09MTly9fRmJiouzYiRMnkJ2djZYtWxbaztbWFlWrVsWRI0fkjgcGBqJ27dqF7hwLvJ2yGhYWJremXcuWLREeHi5XQLx58yZiYmKKzIOIiL58Dg4O2Lp1K7Zv3w59tSRc2vsrzm0Zi9D90xG69xecXj8Md0+vQUuPhggNvYyGDRsqO2UiIiIioi9WamoqgLfTXotDQ1cTaSlpZZFSqVOJkXZ9+/bF9u3bMWbMGIwZMwZv3rzB/Pnz0bVrV7kRdNOmTUNAQADu3bsnOzZ+/HhMnDgRdnZ2aNasGU6dOoULFy5g/fr1spjdu3cjLCwMzZo1g7m5OV6/fo1du3bh6dOnmDVrliyuffv2cHFxwfjx4zFp0iTk5eXhjz/+QIMGDdCiRYvyeTKIiEil9e/fH/369cOZM2ewf/9+xMfHQyQSwcmpN4YMGQI7Oztlp0hEH4iOjoafnx+uXbsGbW1tdOnSBb6+vh8diX/kyBEcPXoUN2/eRFxcHH788UcMHTpULubAgQOYOnVqge2bN2+ODRs2lNrjICIiov/R09MDAOSkZUHbWFfhdjlpWdDVVzxemVSiaGdgYIAtW7bAz88PPj4+0NLSgre3N3x9feXi3u20+r5OnTohMzMT/v7+2LBhA+zt7bFkyRI0b95cFuPk5ITjx49jzpw5EIvFMDc3h5ubG/bt2ye3za+6ujrWrVuHOXPmYMqUKRAIBPDy8sK0adM4BYaIiGTevT98DutgEFV0YrEYgwYNgrW1NZYtW4aEhATMmzcPSUlJWLRoUZFtg4KC8OzZM7Ru3Rq7d+8uMKZVq1b5zj1+/Bg//fQTPD09S+1xEBERkbw6depAS0sLz69Eo0blwmdavk8qleLlf0/QslnzjwerAJUo2gFvpx197E7k/PnzMX/+/HzHe/TogR49ehTarkGDBgrf5bSwsMDSpUsViiUiIiIi1bZr1y6IxWIEBATIlk4RCoXw9fXF6NGji9z07K+//oKa2tvVZAor2pmYmORbkuXcuXMQCoXo3LlzKT0KIiIi+pCRkRH69++P3f/sRfXu9aAm/PgKcPEPYpH4NB5jN4wthww/nUqsaUdEREREVBZCQkLg7u4uV1jr0KEDRCIRgoODi2z7rmBXXIGBgWjatCnMzc1L1J6IiIgU4+Pjg7Q3KbizK/SjsTnpWbi1+QKqVXf5bGbMsGhHRERERF+syMjIfKPpRCIR7Ozs5DYfKy23b9/G48eP4e3tXep9ExERkbw6depgyZIleHjoFm5sPo+cjOwC41JeJCFk9mHkJWXj4P4DJb4xV95UZnos/U/Dhg0RGxur1BwsLS1x9epVheMHDhyI+Ph4/PPPPxCJRHLnxo8fjxs3bmDGjBkYM2aM7LiOjg4qV66MXr16YcCAARAKhbJzP//8M+7cuYPAwMBPfzBERKUoIyMDmZmZMDAwkHvdIiLVJBaLYWBgkO+4gYEBkpOTS/16gYGB0NTURPv27T+5L6lUivT09FLIioiI6Ms1fPhwSKVS+Pr64mlwOGxbOMOyji2EInVkJqXj2fkIvLz1FNY21jh4/ASqVKmi1PdXqVSq8L4JLNqpoNjYWMTExCg7jWKZNWsWunXrhvXr18sV5s6dO4djx45h2bJlsp1d5s2bh6pVqyIlJQX//vsv5s6di6ysLIwYMUJZ6RMRFen169fYsGEDVvuvwdMnjwG8nTbXsVMnjBs7Fh06dPhs7tYR0VvF+cCsKIlEgiNHjqBVq1ayzz2fIicnB/fv3y+FzIiIiL5sLVq0wD///IOAgADsP7Afkcfvys7VqFkDI2fMQNu2bSEUClXivfXDwU6FYdFOhQkEAmgb6ZTrNTOS0iGVSovdzsHBASNHjoS/vz+8vb1hZ2eHrKwszJo1C61bt0aHDh0QGvp2jrmzszPc3NwAAM2bN8fdu3exf/9+Fu2ISCW9vRkxFhIpYOXigbodu0NNXROZqfG4dPUsjnTujFputXE48BDs7OyUnS4RfcDAwABisTjf8ZSUlCI3oSiJ0NBQxMXFoWvXrqXSn4aGBpycnEqlLyIioi+dq6srWrdujcWLF+P169fIyMiAoaFhvg2jlC0iIkLhWBbtVJi2kQ56/zm0XK+5d/IGpCemlajtiBEjEBgYiJkzZ2LDhg3w9/dHfHw8tmzZUmgbgUCAatWq4fTp0yVNmYiozKxYsQI+Pj6wq90e1T0GQKQtP8XOoV5XJL54gLBjf8G9mQeuhF6GjY2NkrIlooI4OjrmW7suOzsbT58+Rc+ePUv1WocOHYK+vj5atmxZKv0JBALo6JTvDVwiIqIvgb6+vrJTKFRxRvpzLg+VGpFIhFmzZuHChQtYtWoV1q9fjwkTJsDa2rrIdi9fvuToFCJSOdeuXcP48eNRtUE3uLUZna9gB7x9wzWxcUWT3nORnJqFb/p+q4RMiagonp6euHz5MhITE2XHTpw4gezs7FIrrgFvC4EnTpxA+/btFZ7yQkSlSyKRICwsDKdOnUJwcDCePXum7JSIiD4Ji3ZUqho3bowePXpg6dKlcHZ2xsCBA/PFSCQS5ObmIikpCZs3b8atW7cwbtw4JWRLRFS4ZcuWQ9fIAq4tBn30bpi2vilcWw7FhfPncOPGjXLKkIgU0bdvX+jr62PMmDE4d+4cAgICMHv2bHTt2lVueuy0adNQo0YNubYREREICgpCUFAQACA8PBxBQUEIDg7Od53g4GCIxeJSmxpLRIpLSkrCX3/9hWou1VGnTh20bdsWrVq1gp2dHTp07IhDhw5BIpEoO00iomLj9FgqdSNGjMCBAwcwZMiQAndW7NOnT774jh07lld6REQf9ebNG+zatQtVG38DgZpiO8RaVG0EXUNzrFy5EuvXry/jDIlIUQYGBtiyZQv8/Pzg4+MDLS0teHt7w9fXVy5OIpEgLy9P7tjRo0exYsUK2c8BAQEICAiAjY1NvqU9Dh06BHNzczRp0qTsHgwR5XPnzh106NgJr2JjYensjiY9B0DHsBKk0jwkxjzA1dvH0K1bN3Tt1g27du7klHMi+qywaEelTkNDQ+6/H1qwYAEcHR2RkJCAtWvXYt26dWjUqBE8PT3LM00iokJduXIF2dlZsHbxULiNmpoQFlWb4PSZs2WXGBGViIODAzZs2FBkzPz58zF//ny5Yz4+PvDx8VHoGsuWLStxfkRUMpGRkWjVqjXy1PXRashqaBuYy53XM7aBba02iI28gqCji9G7d2/8888/UFfn12Ai+jxweiyVO0dHR7i5uaFly5ZYu3YtLCwssGDBghLtWktflkePHmHy5MmoXacuqjhURc1abhg6dCiuX7+u7NSognm306SGVvEWsNXQ1i9wl0oiIiIqfcOGDUe2VITGX8/MV7B7n6VjY9T3/glHjwZxNDwRfVZYtCOl0tXVhY+PDyIiInDy5Ellp0NKEh8fjy5dvFGtWjWs8l+PJIk51M3qIk1YGbv3H0KDBg3QpKl7vt3/iMqKrq4uACA3O71Y7XKzMmRtiYiIqOzcv38fZ8+egVPTvgVuFvUh8yr1YOnUGMuWr+BgAaIvWHx8PBYuXIjWXq1Rp24duHs0w9ixYxEWFqbs1EqERTtSuq+++go2NjZYt26dslMhJXj16hWaNHXHmZCLqNNhPFoPW4867cfB1XMQ3NqOQssh/mjYbSoeRDxDkyZNcf/+fWWnTBVA/fr1IRQK8SryisJtpFIJ4h//h2bu7mWYGREREQHAmjVroK1nDEsnxd937Wp3wv17d3HhwoUyzIyIlCEzMxOjRo2CTWUbTP1lGsJTHiPVPBcvhW+wZfc21KlTBx7NPfDw4UNlp1osnMyvwjKS0rF3ctHrr5TFNcubhoYGRo8ejV9//RWhoaFcwLkCkUql6Nb9K8TGJaBpn7nQNbLKF6OmJoSlUxOY2Ljiyv7f0b5DRzy4f4+jmahMWVtbo3v37jh1Lgj2dTp9dPdYAIh/ehviNzEYM2Z0OWRIRERUsV2/fgPGNrUgVC94He2CmNnVhppQHbdu3ULz5s3LMDsiKk/p6eno0LEDLoeGovrX9VDVyxWaBtqy85LcPLy4+hj39l1DU/emOH3qNOrVq6fEjBXHop0Kk0qlSE9MU3YaxVa5cuUCq9dNmjQptKrdu3dv9O7dW/bzhwtB05fp7NmzuBJ6GU16ziiwYPc+kbYB6nX5CWc3j8HOnTsxbNiwcsqSKqrx48fjwIFWiLr2DxwbflVkbE5WGh6e24RabrX5JYCIiKgcpKWlQahhUqw2AoEAGiItpKeX/0AFIio7Q4cNQ+h/V9Dily4wc7HMd15NXYjKTR1hUasyzs87gk6dO+HunbswNTVVQrbFw6KdCrK0zP9LVhFzoC/fypUrYWhmBzO7OgrF6xpboVLVhli+YiWGDh2q0OgnopJq2bIlpk6dinnz5kGSmw3HRj2gJsx/Nz8tKRY3jyyEJDMRe3YfUcnfS7FYjG3btmHL5k14ERMDALC2scGgwUMwcOBAGBh8fC0gIiIiVWJiYoyYqKRitcnLyUJ2ZjoMDQ3LJikiKnePHj3Crp070WC4Z4EFu/eJ9DTh7tseQRN2YuPGjZgyZUo5ZVlyLNqpoKtXryo7BaIyJ5VK8e+/h+DYtG+xihw2Nbxw7dACPHv2DHZ2dmWYIREwZ84ciEQizJw5E0/DjsKmZluY2dWGUChCZuobxNw/i1dR/8HSyhpB50Lg6uqq7JTlSKVSLFq0CDNnTEdmZhbaVLdC0+pGAICHr2IxYfx4/PTjFEyfMRO+vr4qWXAkIiIqSIcOHXBm6jRkpSdDU0exIlzMw3MApGjXrl3ZJkdE5cbf3x9a+tqwb1FNoXhtY13YNK2KFatWYvLkyVBTU+2tHli0IyKlSE1NRU5ONrT1zYvVTlvfDACQkJDAoh2VOYFAgBkzZqB3795YvXo1Nm/ZgojQvbLztdxqY6a/P/r16wc9PT0lZpqfVCrF5MmTsWTJEnzfzAlDmzvD8r21PQAgVpyBDecf4ccff0RsbCz+/PNPJWVLRERUPEOGDMGvv/6GZ3dOwKlxr4/GS6VSPAsLQqdOneDg4FAOGRJRedizbw8qezhCKFK8vOXQujrOzvwXN27cQIMGDcowu0/Hoh0RKYVIJAIASPJyitXuXbympmap50RUmJo1a2LFihVYuHAhnj9/joyMDJiYmMDGxkZlR6dt2bIFS5YswXTvOviuqWOBMZYG2vilc23Ymuhi5uLFqF27NgYNGlTOmRIRERWfqakpvv9+CNat3wCTyrVgYl290FipVIqHF/9GYmwEJk9eU45ZEtHHLF68GIsXLy5x+xcvX6J2S9titdE11wfwdsSulpZWsa85adIkTJo0qdjtSoJFOyJSCk1NTdja2SPh+V3Y1vRSuN2b53ehpaWNypUrl2F2RAXT1taGs7OzstP4KKlUigXz5qJDTZtCC3bv+66pIy5Hx2PBvLn47rvvVLYQSURE9L7FixcjLOw2rhyYAdeWQ2Hj2hJCdZFcTGZqAsIv7cLT28fxxx9/wMtL8c+dRFT2xGIxYv5/zeWSEKgJIMmTFKuNJPdt/Js3b0p0TbFYXKJ2JcGinQqQSqXKTuGLxOdV9Y0eNRK/T58BV8/BEGnrfzReIslDzJ3j6N+/H/T1Px5PVFGdPXsWD8If4fehLRRu812Tqui/8RzOnj2L1q1bl2F2REREpUNLSwvHjx/DkO+/x57dKxF+cTusXFpCx9ACUkkekl4+RGxEKDS1NOHv74+RI0cqO2Ui+oCBgQFsbGxK3P5F7EvEP4gFuine5k34KwCAubm5bAZYcZTnJm4s2imRhsbbXQjT09Ohra39kWgqrndbub97nkn1DB06FNOnz0D4pV2o5TX8o/GPbx5BavJrjBkzphyyI/p8HTp0CJVN9NG4ipnCbZo4mMHGRB+BgYEs2hER0WdDR0cHu3ftwqyZM+Hv749du/fg+e14qGuow9HRCVOX/oWBAwdyx1giFfUpU01zcnIgEonw8sZTpMenQMdMsYEdEcfvAAIBjh8/jrp165bo2uWFRTslEgqFMDIyQlxcHIC3bzickvTppFIp0tPTERcXByMjIwiFQmWnRIWwsLDAkiWLMW7cOKhr6sClWb9C/w08vX0C94M3YeLEiahfv345Z0r0eUlMTISFvlax3lMEAgEq6WshISGhDDMjIiIqGy4uLliyZAmWLFmi7FSIqJzk5eUBAIQaQtzZ8x8ajW790c+/L649QULE2xpMbm5umef4qVi0UzJLS0sAkBXuqPQYGRnJnl9SXWPHjkVGRgamTJmC15GhqOzWHtYuLSDS1kdudgZeRV7B07AgJLx4iNGjR2PhwoXKTplI5WlqaiKrmGt7AEBWnqREi/ESEREREZU3LS0t6BvoQ8/JBE9CwqGpr43a/ZtCoFZw4S721jNcXnYCRlXNkBQVj0qVKpVzxsXHop2SCQQCWFlZwcLCAjk5xdtFkwqnoaHBEXafEV9fXzRt2hRLly7FwYDNuHtmvdz5tu3aYbz/Qnh7e3M0KpECatWqhY3r1+N1SibM9RUrwr1OycTDl4kYWaNGGWdHRERERFQ6+n3bD9v3/Y06A91xa/slvLr9DI5ta8KuhTM0tEWQSqR4dfs5Ik/cxYtrT2BV1xaSrFy4N3OHrW3xdp1VBoGUq/WXqdu3bwMA3NzclJwJ0efhxYsXuHDhApKTk6Gnp4eGDRvCyclJ2Wl91IMHD/DgwQNkZmbC1NQUHh4e0NHRUXZaVEElJSXB2soKo5tXxdhW1RVqs+LMA/hfiMKLly9hZGRUtgl+IfgeT2WJv19EREQfd+vWLdStWxeNx3hBx1wf4Udu4cXVJ4BUCnUtDeRl50IqkcLQzgSO7WvBqIoZTv96ANu3b0f//v2VknNx3uM50o6IVIq1tTV69+6t7DQUkpeXh71792LVihU4d+GC3DljQ0MMGToU48aNg4ODg5IypIrKyMgI/fr3x5Y9f6N7HVtUNtYtMv55Yhq2hEajX//+LNgRERER0WejTp066NmzJ/7deAjNp3aCx+SOSI9Pxavbz5GTngWhSB2GdqYwrVYJaXEpOO93GLXcaqFXr17KTl0hKjPSLjo6Gn5+frh27Rq0tbXRpUsX+Pr6KrS2zsGDB7FmzRrExMTA3t4eY8eORadOneT63r59Oy5duoQXL17A2NgY7u7umDhxIszNzWVxoaGh+O677/L137lz5xIvaMq7pERfpoyMDPT7ti8C/vkXTapaoH+jKmha1Rya6mp4mZyB/defYO+NZ8iFGvbtP4AOHTooO2WqYOLi4uDepDHyUhOxYUBTOJjpFRgXHZ+KodsvQ6hnjEuhV2BhYVHOmX6++B5PZYm/X0RERIpJT09Hx04dcenyJTh3qY2qbWtAx/R/n32zU7PwOOQhHv17CxYmFjgXHILKlSsrLd/PbqSdWCzGoEGDYG1tjWXLliEhIQHz5s1DUlISFi1aVGTboKAg/PzzzxgxYgQ8PDxw8uRJTJw4Efr6+mjevDkA4MKFC7hy5Qr69OkDV1dXxMbGYsWKFfjmm29w6NAh6OrKj0CYN28eqlatKvvZ2Ni49B80EX228vLy8G3fb3D8WBDWDXCHV3UrufPOFhr4uaMbfFq7YsKe/9Cta1ecPHUKLVq0UFLGVBFZWFjg5Okz6NShPTotP4WONa3Rr5EDXCwNAAAPY8X4+79oBN19gapVHXD02HEW7IiIiIjos6Ojo4Pjx45j2rRpWLN2LR7+exNmLlYQ6WsiNzMHbx7EQiqRolfPXli2bJnc4C1VpxIj7dauXYtVq1bh9OnTMDExAQAcOnQIvr6+OHLkCBwdHQtt26lTJ1SrVg1Lly6VHRs6dChSUlKwZ88eAEBCQgKMjY3lFrB/8OABunfvjvnz56NHjx4A/jfSbt++faV2V5N3SYm+PDt27MCAAQOwfqA7WrtYFRmblZuHQVsuIlGgh4ePIqCmplZOWRbuzZs32Lx5M0JCQpCUnAR9fX24N3XHsGHDPosdlKh4xGIxNmzYgFUrliMiKlrunLNjVYweOw5Dhw6FgYGBkjL8fPE9nsoSf7+ISub58+e4cuUK0tLS3n7GcXfn5xuiCiQlJQXbtm3DmTNnkJSUJFsnfejQobC0tFR2egA+w5F2ISEhcHd3lxXsAKBDhw6YNm0agoODCy3aPXv2DFFRUZg0aZLccW9vb0ydOhUJCQkwMTGR6/cdFxcXCIVCxMXFle6DIaIv3qoVK9DMqdJHC3YAoKkuhG/bGvhmXTBOnjyJ9u3bl0OGBUtNTcXEiROxddtW5EkkMHe1goaeJnJjsnF89nHMmDkDfXr3wfLlywt83aTPk4GBASZOnIgJEyYgNDQUMTExAAAbGxs0adJEJQrJREREn+r06dNYumwZAg8dgkQikR1XV9dAz549MWHCeLi7uysxQyIqD/r6+hgzZgzGjBmj7FRKhUoU7SIjI9GzZ0+5YyKRCHZ2doiMjCy0XVRUFADITWUFAEdHR0ilUkRFRRX6xfPGjRvIy8srsCA4YsQIJCUlwdzcHF26dMGECRMUWluPiL58d+7cwcXLl7Hq2yYKt2lgZ4Lq1sbwX71KaUW7pKQkeLXxwt3791CtR104tHaFlqG27Py7dR4OBgTgv2tXEXI2WGXuRFHpUFNT45cVIiL64kilUkybNg3z58+HUSUH1PQaCUvHJlDX1EFOZipehF/A0ZNB2L17F/744w9MmTJF2SkTESlMJYp2YrG4wGk5BgYGSE5OLrTdu3MftjU0NJQ7/6GcnBzMnTsXDg4OaNWqley4vr4+hg0bhkaNGkFTUxOXL1/Gxo0bERUVhTVr1hT3YclIpVKkp6eXuD0RqY7r168DAJo5Kr72l0AggIeDKUJu31bKa4FUKkWPr3vgfvgDtJzeFUZVzPLFiPQ0Ua1zbVjVs8O52YHo1KUzgs+chbq6SrxNEKkkqVQqt/QGERGVvxkzZmD+/Pmo0XIIHOp3k3tdFuqZoGr9rnCo1wUPL+7Ejz/+CC0tLfj4+CgxYyIixan0tzFFPwx/GPNumb7C2s6ePRuPHj3C9u3b5b6Q1qhRAzVq1JD97O7uDgsLC8yaNQthYWGoXbt2SR4GcnJycP/+/RK1JSLVEh39dk0wkXrxphSK1IVITRUr5bXgxo0bOHvmLDymdCywYPc+fSsjNJ7QFmemB2DdunVyNzaIKD+RSKTsFIiIKqz79+9j1qxZcPHoj6oNuhcaJxCoobpHf+RlZ2DipEno1asXrKw+vswJEZGyqUTRzsDAAGKxON/xlJSUIjeheH9EnZnZ/76IvuuroNF7K1aswL59+7B8+XKFFv3r1KkTZs2ahTt37pS4aKehoQEnJ6cStSUi1fKuaPdKnAk7E92PRP/PK3EGLCws4OrqWlapFWr+/PkwtDaBVT17heLNXCxhXs0Kh48cwejRo8s4O6LPV0REhLJTICKq0FavXg1tPWNUbfCVQvHV3Pvi+d2TWL9+PX777beyTY6IqBSoRNHO0dEx39p12dnZePr0ab617t73bi27qKgoueJeZGQkBAJBvrXuduzYgeXLl2PWrFlo06ZNKT6CogkEAujo6JTb9Yio7LRv3x56ujo4eOMJJrSp8fEGAFKzcnDsfiwmTRlU7q8Fubm5CPgnAK69G0Cgpvg0PvvWLjiz5jQyMzO5KQVRITg1lohIeTIzM7Fp02bY1OgAobqGQm00tPRg5dICq1b749dff+XrOBGpPJUo2nl6emL16tVITEyEsbExAODEiRPIzs5Gy5YtC21na2uLqlWr4siRI2jXrp3seGBgIGrXri33RfPw4cPw8/PD+PHj8c033yic2+HDhwEothUvEX35DAwMMPC7Qdj191aM8nSBpobwo20O3HiKzJw8jBgxohwylJeUlITcnFzoWxoVq52e5duRyq9fv2bRjoiIiMrE4sWLsXjx4hK1zc3NRWpqCkxti/c9zdS2Nm7cPgEbG5sS7aA+adIkTJo0qdjtiIhKQiWKdn379sX27dtl2/K+efMG8+fPR9euXeVG0E2bNg0BAQG4d++e7Nj48eMxceJE2NnZoVmzZjh16hQuXLiA9evXy2KuXLmCn376CQ0bNoSHhwdu3rwpO2diYgI7OzsAgK+vL+zt7VGjRg3ZRhSbN29GmzZtWLQjIpnx48dj08aN8D1wDUt6NYS6sPAPfDefJeCP4/cwoH9/VK5cuRyzfOvdup0SiaRY7aR5Urn2RERERKVNLBYjJibmk/oQqhdvbdF3o/JevnxZousVtKwTEVFZUYlvYwYGBtiyZQv8/Pzg4+MDLS0teHt7w9fXVy5OIpEgLy9P7linTp2QmZkJf39/bNiwAfb29liyZAmaN28uiwkNDUVOTg6uXLmSb5Rdjx49MH/+fACAs7MzDh06hI0bNyInJwc2NjYYNWqUUkbHEJHqql69Ov7euRN9+vTGsO2X4dvOFbWsjeVi0rJycfDmE8w/dg/1GzTEqtWrlZKrgYEBDI0MkRARB9umha8R+qGEyDiINEWwtLQsw+yIiIioIjMwMICNjU2J2ubl5SE2NhYZKfHFapeR8gYAYG1tXaLpsQWtm05EVFYE0ndbrVKZuH37NgBOryX6Ep04cQLfDx6E5y9eop69GZram0CkLsTL5AwcvfcSaVk56N/vW/ivWavUdS0nT56MVetWo/PK/hCKPn6vRiqR4NgPu9GjU3ds2bylHDIk+jzxPZ7KEn+/iD6uQcNGiEmQoFGP3xWKl0qluLhzCprWc8aRI0fKODsiooIV5z2++JP4iYgIANCuXTtEP3mKgIAAVHJtgKOPM7D7TjzupmvBZ+JkREVFYeu27UrfiGbUqFHITMlAxLE7CsU/DglHSlwyxo4ZW8aZERGVj+joaAwdOhR169aFu7s7/Pz8kJmZ+dF2R44cgY+PD1q0aAEXFxds2LCh0NhHjx5h1KhRaNCgAerVq4evv/4a169fL82HQUQfGO8zDq+iryM1QbEptokvHyIxNgLjxo0r48y+XK9evcLcuXPh0dwD1Wu4okHDBhg6dCiuXr2q7NSIvkgs2hERfQJ1dXV0794dR48GIfrJU7x8FYc79+5jzpw5sLe3V3Z6AN5O/Z88eTJu/x2Kx2cfFBkb8180bmw4j0GDB6FRo0bllCERUdkRi8UYNGgQ0tLSsGzZMvz00084dOgQfv3114+2DQoKwrNnz9C6desi4x48eIC+fftCV1cXixcvxooVK9CxY0eFCoNEVHJ9+vSBnX0V3Dj8B7Izil5rLiMlHmFBS1DLrTY6dOhQThl+OTIyMjBs2DBUtq2MGbNm4GneK+TZqyPRIB17A/ejUaNGaNioIe7evavsVIm+KCqxph0REZWtP/74A8nJyVjvvx7PQ6NRtW0NWNWzhUBNDVKJFHF3YxB14h5i/otGr169sHbN2hKt80JEpGp27doFsViMgIAA2W7YQqEQvr6+GD16tNymZx/666+/ZLtL7t69u9C4GTNmoFWrVvjzzz9lxzw8PErpERBRYbS1tRF09AhatPDE5T1T4dJiMCyq1IdATSiLkeTlIjbyCh6e2wQjfS0cORwIoVBYRK/0obS0NLRr3w5Xr11FjT4N4dDaFSI9Tdl5qUSClzee4t7uq3Bv5o5TJ0/x5i9RKWHRjoioAlBTU8PatWvh6emJxUsW48LCo9DQEkFTTwvZ6VnITs9C9RquWL16NYYPHy77kkpE9LkLCQmBu7u7rGAHAB06dMC0adMQHBxcZNFOkdfCyMhI3LhxAz/99FOp5EtExePq6orQ0Mv4pu+3+C9gDvSMKsHMoRE0RDrIzkzB66grSE95A8+WrbDz7x2wtrZWdsqfnaFDh+Lq9Wto8as3TJ0r5TsvUFODdYMqMHe1xoUFR9G5S2fcu3sP5ubmSsiW6MvCb2VERBWEQCDAwIEDcf3adYSGhmLu7DmYOHoC/GbMRkhICO7duYuRI0eyYEdEX5TIyMh8hTmRSAQ7OztERkZ+cv83b94EAKSkpKB79+6oUaMGvLy8sG3btk/um4gU4+joiKv/XcGVK1fQ66tOUE8NR8rTC9DMjMZ3/Xvj1q1bCD57hgW7Enj06BF2796N2t+5F1iwe5+GjghNJ7VHsjgZ69atK6cMib5sHGlHRFTBCAQCNG7cGI0bN1Z2KkREZU4sFsPAwCDfcQMDAyQnJ39y//Hx8QCAKVOm4Pvvv0edOnVw+vRp+Pn5wdDQEN26dStx31KpFOnp6Z+cI1FFUbNmTaxcubLAc/y3VDLLly+Hlr427Js7KxSvZaiNyu6OWLFqJXx8fDgVmagAUqlU4aWIWLQjIiIiogqnOB+YiyKRSAAAPXv2xMiRIwEATZs2xdOnT+Hv7/9JRbucnBzcv3//k3MkIiqpPfv2orKHI4QixUsHVVq74MzZf3DgwAHUqlWrDLMj+nyJRCKF4li0IyIiIqIvloGBAcTi/LtKpqSkFLmenaIMDQ0BvC3Uva9p06YICQlBTk4ONDQ0StS3hoYGnJycPjlHIqKSShGLYWnuUKw2uub6AAB9fX24urqWRVpEn7WIiAiFY1m0IyIiIqIvlqOjY76167Kzs/H06VP07NmzVPovjJqa2ieN5hMIBNDR0SlxeyKiT6UhEkGSKylWm3fxBgYGfA0jKkBxPhtwtXEiIiIi+mJ5enri8uXLSExMlB07ceIEsrOz0bJly0/uv169ejA0NMSlS5fkjl+6dAmOjo5QV+c9ciL6fDk7O+PNg9hitYn//3iOFCb6dPwUQURERERfrL59+2L79u0YM2YMxowZgzdv3mD+/Pno2rWr3Ci5adOmISAgAPfu3ZMdi4iIkJvCEh4ejqCgIGhra8sKfiKRCGPGjMGiRYugr6+POnXq4MyZMzh79myhC+ITEX0uRo0YieHDhyMtTgxdi/yb+hQk+uR9tG3XFlWqVCnb5IgqABbtiIiIiOiLZWBggC1btsDPzw8+Pj7Q0tKCt7c3fH195eIkEgny8vLkjh09ehQrVqyQ/RwQEICAgADY2Njg9OnTsuODBw+GQCDA1q1bsWrVKtja2mLBggVo27Zt2T44IqIy9u2332LS5Em4s/s/NB7n9dFpfS+uPsbr8JcYu2BVOWVI9GUTSKVSqbKT+JLdvn0bAODm5qbkTIiIiKg08T2eyhJ/v4hIVfz999/o378/nNrXQt3BzSBQK3iVrZc3niD0r5Po0qkL9u/fD7VC4ogquuK8x3OkHREREREREREVqF+/fkhNTcXo0aPx+s4LOLStDnvPahDpaUGSm4dXYc8RdeIeXt58Cm9vb/z9998s2BGVEhbtiIgqqLt378Lf3x/nL5xHSmoqDA0M0KplK4waNQrOzs7KTo+IiIiIVMSIESNQp04dLF68GPv/PoCbWy9CqC5EXu7bZQXq1quL2et/x6BBgyAUCpWcLdGXg0U7IqIK5tmzZ/hu0Hc4e+YsdIz1YFGnMjSsdPAmNRWr1q3G4sWL0alzJ2zetBkWFhbKTpeIiIiIVECTJk2we/duxMbG4tSpU0hMTISOjg7c3NzQsGHDj653R0TFx6IdEVEFEhUVBY/mHkjLy0DT8W1h09gBaur/uxual52LZ5ciEbzrHJq4N8XF8xdgZWWlxIyJiIiISJVYWlqif//+yk6DqELgRHMiogoiKysLHTp1RIYgC61mdYdtMye5gh0ACEXqqNLSBa1mdsPr5Hh4d/WGRCJRUsZEREREREQVF4t2RKSycnNzERcXh5iYGGRkZCg7nc/e/v37ERH+CI0ntIWWkU6RsboWBmg0tjWuX7uOEydOlFOGRET5paSk4Ny5c/j333+RnJys7HSI6DPx8OFDHD58GP/88w8uXryI3NxcZadERFRsLNoRkcoJDw/HpEmTYGpqhkqVKqFy5crQ1dVFF29vHD16lCO/SmjlqpWoVKsyjOxNFYo3c7WCSRVzrFy5sowzIyIq2MqVK9GiRQsMHz4cP/30E54/fw4AGDRoENauXavk7IhI1eTm5mLnzp1o1swD1atXh7e3N7766it4eHjAzr4K/Pz8EBcXp+w0iYgUxqIdEakMiUSCadOmwcXFBavXboBZtdZo2G0qGn31K2q2Ho5L1+6jc+fOaNKkKV69eqXsdD8r8fHxuHjhIuxbVlO4jUAggF3Lajh8+DCys7PLMDsiovx27NiBlStXolevXlizZg2kUqnsXOvWrXH27FnlJUdEKkcsFqNjp07o168fIl6kor73j2g7YiPajdoMj74LoGFaAzNn+aFWLTdcu3ZN2ekSESmEG1EQkUqQSqWYMGECVq5cierNB8ChfjcI1UVyMfZ1OiHh+V3cCloCj+YtEHr5EkxNFRs19iVYvHgxFi9eXKK2OTk5AAAdM71itdMx14NEIoG9vT2EQuHHG3xg0qRJmDRpUrHbERHt2LEDgwcPxo8//oi8vDy5c/b29njy5ImSMiMiVZOdnY1u3bvj0uX/0LTXTJjZ1ZE7r6ljBGNrF7g0649rh+bCy6sNLl++BFdXVyVlTBVVSkoKduzYgRMnTiAxKQl6urqoV68ehg8fjsqVKys7PTkvXrzA06dPIZFIYGVlBQcHB2WnVCGxaEdEKuHgwYNYsWIF3NqOhn3tDgXGCAQCmNrWQpNefri8ZypGjByJ/fv2lXOmyiMWixETE/NJfUhyize1WJLz9otybGxsia4nFotL1I6I6NmzZ2jRokWB53R1dfn6QkQy/v7+OHfuHJr0nAXTyjULjdPUNUKjr37H5T1TMXz4CJw/f64cs6SKLDs7G7/++itWrV6N9LR0mFauCQ1tA+TlJOPY8ZOYM2cOunXrhhUrVsDa2lppeebl5SEwMBCrVq3E8ePy61o3btQIY8eNQ58+faClpaWkDCseFu2ISCUsWfIXzGxrFVqwe5+usRWc3L9FwME1ePbsGWxtbcshQ+UzMDCAjY1NidpKpVLEvopF/IOXqOSm+F281/dfQqguRCWLShAIBMW+roGBQbHbEBEBgL6+PuLj4ws8FxMTU6FGWhNR4aRSKZYtXwFLJ/ciC3bvaGjpwbFpX1wIXIjbt2/Dzc2tHLKkiiwzMxNdungjOCQEDvW7w75OB2jrm8vO52Zn4Pn9szh2ah8aN2mKkOCzqFq1arnnKRaL0atXT5w4cRJ1bM2woEd91LIxhkAARL1Oxa5rTzBo0CD8ufAPHAk6VuLvJVQ8xSra/ffff590sUaNGn1SeyL6Mt29exfnz59D/S6+Crexqe6Jh+e3YO3atZg9e3YZZqc6PnWq6dixY7Fl51a49qgPNfWPT3XNycjGs/MRmPrz1ArzHBOR6nB3d8f69evRpk0baGpqAng74vrdQvPNmzdXcoZEpArOnj2LyIhHcO8zWOE2lo5NoKNvgjVr1mDFihVllxwRgBEjRiDk3Dk0+up3mNnlLxKri7RRpU4nVKraCFf2/44OHTvh5o3r0NXVLbccs7Ky0NW7C25c/Q+bBnnA07mS3HmXSoboVMsG914mYeTfV9C6pScuXg6FmZlZueVYURWraDdw4EAIBAK5hYAVJRAIcP/+/WK3I6Iv3/nz5yEQqMHSqYnCbdRF2jC1q4fg4JAyzOzLMnr0aKxatQqPjt6GS9e6H41/EHADuZk5GDFiRNknR0T0gfHjx6NXr17o0qUL2rZtC4FAgO3bt+P+/ft48eIF/vrrL2WnSEQq4M6dOxCqi2BiU0PhNmpCdRjZ1EJY2O0yzIwICA8Px7Zt2+DWdnSBBbv3aeuboUG3aQje4oO///4bw4cPL6csgYULFyL08mVsG+KBBnaFj2SvYWWEHUM80GtdCCZPnoQtW7aWW44VVbGKdqdOnSqrPIjoM/YpGyQAbxdkVVMXQU2oUax2Gpq6CA0NKdGirRVxg4RatWphypQpWLRoEdS1NODYruApJFKpFA//vYkH/9zAvHnzKsz0YyJSLfb29ti5cyfmzZuHnTt3QiqV4p9//kGTJk2waNEipa75Q0SqIyMjA+oaomIv4yFUFyE9PbmMsvq4hw8fIiwsDBkZGTAyMkKLFi1gbGystHyobKxevRpaOgaoXKO1QvF6JpVRqWojLF+xEsOGDSvR8jTFlZOTg9UrV6BHncpFFuzesTPRxXAPRyzeuQt//rmYo+3KWLGKdpyzTEQFKY0NEgABJHm5UBMq/rKUm52O7JysEl27oi5gPn/+fGRkZGDFihV4di4CDm1dYdPYAUJNdeRmZOPZ5Sg8Pnkfb6Li8Ntvv+Gnn35SdspEVIE5OTlhw4YNyM7ORmJiIgwNDbn4NRHJMTY2RnZmOnKzM6Au0la4XXZaIkysTMows/ykUikOHDiAlSuW48zZYLlz2lpa6Ne/PyZMmMB19r4gf+/cBavqrSBUFyncxrZWW/z3z1yEh4fDxcWlDLN7KzAwEC9iX6F/Ty+F2/Sqb48lpx5g06ZNmDJlShlmRyqzEUV0dDT8/Pxw7do1aGtro0uXLvD19VXog9nBgwexZs0axMTEwN7eHmPHjkWnTp3k+t6+fTsuXbqEFy9ewNjYGO7u7pg4cSLMzc3l+nr9+jXmzJmDkJAQqKmpwcvLC9OmTYORkVFpP2SiL8anbJAAvL27ExcXh1eRV2BVrZlCbXJzMvEq6ir0dHVhaGhY7GtW1A0S1NTU8Oeff6JBgwZYu24tLq06DawCBGoCSCVSCAQCdOrcCT/4/4B27dopO10iIgCAhoYGdHV1ZWvbERG906FDBwgEQMyDEIU2NAOAzNQEvH56E94/lHymSHFlZ2dj6PffY/uOHWjoYI4lvRuhZbVK0NIQIj4lCwG3nmLn/t3YunULNm7chAEDBpRbblQ2pFIp4l/HoVKt4o0M1zV++73q1atX5VK0u379OiyN9FDDykjhNsY6mqhna4Jr166VXWIEoBSKdtHR0Xj16hWysrJgbGwMBwcH6OvrF6sPsViMQYMGwdraGsuWLUNCQgLmzZuHpKQkLFq0qMi2QUFB+PnnnzFixAh4eHjg5MmTmDhxIvT19WULFF+4cAFXrlxBnz594OrqitjYWKxYsQLffPMNDh06JFvgMTc3F8OGDUNOTg7++OMP5ObmYuHChRgzZgx27NhRLkNTiT5HpTHV1MOjOR7dDlK4aPfiwTlIcrNw59ED2Nvbf9K1K4qIiAj4+/tjw8YNSEpMkh13ruaM5h7N4enpiVatWqFKlSpKy5GI6H23bt3CsmXL8N9//yEnJwcaGhpo1KgRfHx8ULduXWWnR0QqwM7ODl28vXEuNAh2bu0gEKh9tM2TsGMQiTQxaNCgcsjwbfFmxPDh2L1rF5Z+0xjebvJLu9gY62Bsq+oY0aIafv3nJr777jvo6uqiR48e5ZJfSeTl5eHIkSM4ePAg3rx5A5FIhOrVq+P777+Hg4ODstNTGWpCIaRSSbHaSCV5AAB19fIZY5Weng5dzeJfS0dDDWlpaWWQEb2vRL8FN2/exK5duxASEoLExEQAb1+IBAIB1NTUUL16dXTr1g1ff/21QgW8Xbt2QSwWIyAgACYmb4coC4VC+Pr6YvTo0XB0dCy07dKlS9GxY0dMnjwZANC0aVNER0dj2bJlsqJd586d0b9/f7mim4uLC7p3747jx4/LXgyPHz+OBw8eIDAwEM7OzgAACwsLfPvttzh37hw8PT1L8GwRkSJ++GEC+vTpg6e3T8DOregRXunJr/Do0t/o2q0bC3YKkEqlmDt3Ln777Tdo6mnBrmU11KrpDqGGOtITUvE05BE2bdqE4HMh8PDwUHa6REQAgEuXLmH48OHQ1dVFly5dYGZmhvj4eJw+fRoDBgzAunXr4O7uruw0iUgFTPH1RWDLlrgXvAk1Wn5f5GCL+KdhiPpvP8aP9ynRbI2SOH78OLZs3Yo/ezXMV7B7n4ZQDfO+qoeUrBwMHzoUHTt2hLa24lN+y4NUKsWaNWvgN3cOYp49h4m9OTRNtCHNlSIw6DDmzJmDTp06YcmSJahWrZqy01UqgUAAe7sqSIp9BHH8EyTFPkJeTibURTowrVwTOoaVCmyX9OoRAJTb9xxDQ0MkpGVBIpFCTU3xgUoJGbmwKqd/QxVZsYp29+/fx9y5c/Hff//B0dERHTp0QI0aNWBqagpNTU0kJyfj2bNnuHnzJv766y8sXboUo0aNwuDBgyESFT6HOyQkBO7u7rKCHfB2mPO0adMQHBxcaNHu2bNniIqKyjfCx9vbG1OnTkVCQgJMTEzk+n3HxcUFQqEQcXFxsmPBwcFwcXGRFewAoH79+rCxsUFwcDCLdkRlqFevXhgxYgTWrVuFnKw0ONTrUuDGFIkvHuDm0T9RydwY69auVUKmn5/p06dj9uzZqNGzAap3rwehSP6lv4qnC5KfJSD0r5PwaO6BK6FXONqOiJRu0aJFqFGjBjZt2iSbFQEAqampGDx4MBYtWoT9+/crMUMiUhUtWrTA8uXLMW7cOGRniFHNvS90jazkYnKzM/D0zkk8PL8NXl5emD9/frnlt2rlCtSwMUH3Oh/f3EtNTYAf29dEmyXHsWfPnnIbDagIqVSKCRMmYPny5bBvUQ1tRn0NE0cL2fncrBw8uxiJ8/9eQpOmTXDyxEk0aNBAiRkrl1QqRePGDbFr9x48v3cGwNudiyV5uQAEsKjaAA71usLcvo5cu2e3j6Fd+/bltqdA27ZtMX36dJyPjIOnc8GFxA89fpOKm0/j8QOX0ylzxSra9e7dG127dsXPP/+MmjUL3nXwnfT0dBw+fBjr169Hbm4uxowZU2hsZGQkevbsKXdMJBLBzs4OkZGRhbaLiooCAFStWlXuuKOjI6RSKaKiogos2AHAjRs3kJeXJ1cQjIyMLLBA6OTkVGQeRPTpBAIBVq9eDT09PSxevBiPr/8Dm5ptYWzlAjWhBtKTYxFz7xQSXoSjdp26OHrkMCwsLD7ecQV39uxZzJ49G27fNkH17vUKjTO0NYHn710RPP1ffNvvW1y6eKkcsyQiyu/Ro0dYtGiRXMEOAPT09DB8+HAufE1EcsaOHQtDQ0OMG+eDs5tCYFGlHgytXKCmpo705FjEPrqA3OxMDBkyBCtXrixyUElpiomJQeDhI5jdtY7Cyy1VMdWDZzVL+K9epVJFuz///BPLly9H/e9bwLF9/nqAuqYGHFpXh00jB1xYcBQdO3XErZu3KuRu32+X3hqOnTt3wqRyTTjU7QKLqo0gVNdAbnYGXjw8j8e3jiJ0/3RUa/YtnJv0gUAgwKuoq0h4EY5xqxeWW67u7u6o41YL269EK1y0+/tKFEyMjNCnT58yzo6KVbQLDAxUePSFjo4Oevfuja+//hovX74sMlYsFhe4KLyBgQGSkwvfhvvduQ/bvhvmXFjbnJwczJ07Fw4ODmjVqpVcHgVN5zUwMPikop1UKkV6enqJ2xNVJLNnz0a/fv2wfv16bNu2HRGhe2Xn2rRpg5F/+aFjx44QCoX8d6WAxUuWwNjODC7d6n40VstQG24DmuDCoiBcuHAB9eoVXuQjov8tDUJlw9TUFGpqBa9NJRQKC70xS0QV14ABA9CzZ0/s2rULa9auQ+SjU8jJyYG5mTl+9J2EESNGwNb246PdSlN4eDgkEgmaOJh/PPg9TauYYl3owzLKqvjS0tIwa/YsOHWoVWDB7n0iPU00m9IBxybuxrJly8p1VKOqGDduHLZt34a6nSaismtLuXPqIm3YubWDba22iAjdi4cX/4a6hjYMLariVtBidOjYEV26dCm3XAUCASb5TsGgQYOw679o9G1U9JqE5yNeYcvlKPw8dZrKTd/+EhWraFeS6VJCoRCVKxc+b78oin4Y/jBGKpUWePyd2bNn49GjR9i+fXu+xR0LavOpH8pzcnJw//79ErcnqoiGDRuGQYMGISEhATk5OTAyMoKenh6Atx9+6OPi4uJwODAQdQd7KPwaZlXfDnpmBli4cCF+++23Ms6Q6PNXXiM1KqJvvvkGmzdvRsuWLaGh8b/lErKzs7Fp0ybe3SeiAmlra2PIkCEYMmSIslMBAGRlZQEANNU/vkHG+0TqQmT+f1tVsHPnTqSmpKJFl9oKxWsaaMPO0xnr1q/DzJkzK9Tu36GhoVizZg3c2o7OV7B7n0AggHPTPsjJSsW9kM1QEwjg6emJfXv3QigUlmPGwMCBAxEaGopfVq3CK3EGvvdwhr6W/FJFWTl52H/jCfyO3kHbdu3w+++/l2uOFVWpbkdy69Yt3Lt3D40bNy5y84gPGRgYQCwW5zuekpJSZD/vj6gzMzOTHX/XV0Gj91asWIF9+/Zh+fLlcHNzUziPgvpSlIaGBpycnErcnoioJB49egSJRAKbxorv4CVQU4NlQzvcvX8Xrq6uZZgdUdGkUimCg4OxZu1anDsXgpSUFOjo6KBRw0YYOXKkbMStMkVERCj1+l86dXV1xMTEoG3btmjXrh3Mzc3x+vVrnDhxAkKhEJqamti0aROAt198Bg8erNyEiYgK8G5UcKw4A9ZGOgq3e5mcARNjozLKqvh2/L0DlrVtoWuh+Pfiqm1c8ejobZw4cQLe3t5lmJ1qWblyFfSNLT+6ud47Tk364PHNo2jfrg3++ecfpdwQFAgEWLFiBUxNTTF37lysvxiJbm42qGltBDWBAFHxqThw6zkSUzMweNAg+K9ZI3dDjcpOiYt2v/zyC/Ly8mRDXQ8fPgxfX19IpVJoaGhg69atCk+tcnR0zDf9NDs7G0+fPs231t373q1lFxUVlW9tOoFAkG+tux07dmD58uWYNWsW2rRpU2AeBY2Ii4iIQOvWrRV6LAURCATQ0VH8BZqIqDTk5OQAADR0i3dnU0NbhKTUN3zdIqWJiIjAV1/3wN3bd2BsaworL0dU0dNCTkY2bl2/iz59+sDW3g4H9u1Hw4YNlZYnp8aWrUWLFsn+vn379nznFy7833o/LNoRkaqqX78+bKwssf/6E9S3M1WoTXauBP/ejkHvAYNLJYfFixdj8eLFn9RHXPxrVPFyKVYbfWsjAG9HcX24PunHTJo0Kd+Gk58DsViM3bt3o2qTbyAQKDa6UqSlh8quLXHn7j2ljuAXCASYNWsWRo0ahfXr12PThvXYcz0MUqkUFmamGDx8FEaNGlXhdwUubyUu2oWGhmLcuHGyn/39/dG8eXNMnjwZc+fOxZo1a+Dv769QX56enli9ejUSExNhbGwMADhx4gSys7PRsmXhw0ltbW1RtWpVHDlyBO3e27UkMDAQtWvXllvr5PDhw/Dz88P48ePxzTffFNhfy5Yt8c8//8htSHHz5k3ExMQUmQcRkSp6t0ZndmomtI0V/6CUnZZV4PqeROUhPDwczTyaIVckRcvfusK8hrVcccy1R30kRr3GzU0X4OnpiVOnTsHd3V2JGVNZOXXqlLJTICL6ZOrq6hgxajTmz/WDb/uaMNb5+M3UoLsxeC1Ox+jRo0slB7FYjJiYmE/qQyBUky1DpSip5G18UlISkpKSitW2oBlw5a0kxc6cnBxkZ2fB1KZGsdoZ27ji1p2TsLGx+aSbgqVR7LS2tsbvv/+O33//HRKJBFKpVOmzGyqyEhft4uPjZbvAvHr1Co8ePcL06dNRvXp1fPfdd5gxY4bCffXt2xfbt2/HmDFjMGbMGLx58wbz589H165d5UbQTZs2DQEBAbh3757s2Pjx4zFx4kTY2dmhWbNmOHXqFC5cuID169fLYq5cuYKffvoJDRs2hIeHB27evCk7Z2JiAjs7OwBA+/bt4eLigvHjx2PSpEnIy8vDH3/8gQYNGqBFixYlfKaIiJSjcePGEAqFeB4aBeeObh9vAECSm4fYa0/Rv+e3ZZwdUX65ubno0tUbeVpStPy9KzQNCl7c2LiqOVr82gUX5h2Fd1dvREZEwsjIqHyTpTJnY2Oj7BSIiErFiBEjsPSvJRi36z+sH9AU2qLCv4Y/jE3GjMNh6NK5M2rVqlUq1zcwMPjk19Q3CW+QEPm6WG2SHscDeLuxkJaWVrHafsryVKXlU4qdArXilVrU/j/+xYsXJbreO6Vd7CxsQygqPyUu2qmrq8sW1bx+/To0NTVRp04dAG/XmivOL4uBgQG2bNkCPz8/+Pj4QEtLC97e3vD19ZWLk0gkyMvLkzvWqVMnZGZmwt/fHxs2bIC9vT2WLFmC5s2by2JCQ0ORk5ODK1eu5Btl16NHD9kUX3V1daxbtw5z5szBlClTIBAI4OXlhWnTpnEKDBF9dqytrfHVV1/h1MkzcOpQS6HXsRfXnyDtTUqp3dklKo7AwEBEhD9CmzlfF1qwe0ddUwONx7fBEZ8d2Lp1K8aPH19OWRIRERWPpaUl/vn3EDq0b49+my7gp3Y10MTBTO6zWUZ2Lv4Ne4b5x+6hqnM17Pj771K7fmmMvtq7dy/69OmDpCdvYGSv2DTfyBP3YGNbGU+iH3+WI7VKUuzMzc3Fq1evkCGOg5Gl4uvap4vjIBCowcrK8pNqD6pQ7KTSJZAWd4zr/+vTpw/s7OwwY8YMTJgwARKJRLYY8KFDh/Dnn3/i7NmzpZnrZ+n27dsAkG/TCyKi8nDu3Dl4enqiZu+GqNGz6LW/MhLTEDz9X9RxccO5kHPllCHR/7Rr3w43H99B69lfKdzm8l8noJUoxMP7D8r9Bhvf48vef//9h23btiEyMhKZmZly5wQCAU6ePKmkzMoef7+IvjzXrl3DwP79cP9hOJwqGcHT0QxaGkLEp2bi2P1YiDOy0avn11i/YaPKFV9ycnJQ2bYyRA76aDqh7Uffc1NeJuHkT/sxa8ZMTJ06tZyyVA31GzTEiyQBGn31q0LxUqkEIVvGwbtDK/z9944yzo5UQXHe40s81nHIkCE4fPgwGjVqhIsXL2LgwIGyc5cuXYKLS/EWqSQiotLXokUL+Pn54e7eqwjbcQk5GdkFxiVExiFk5iHoqetg5987yzlLIiAvLw+nTp6CjbsDkp7E4/W9F0iIjENOesG/s+/YNXfGo4fhePr0aTllSuXl6tWrGDx4MFJSUhAZGYmqVauiUqVKePnyJdTV1dGoUSNlp0hUZiIjI7Fy5Ur4+fnhzz//xLFjxyCRSJSdFn2iBg0a4O79Bzhz5gzqe7bD+TgpDkWk4H6WHkb5/IDIyEjs2btP5Qp2AKChoYG/lvyF55cjcWvbJby88QS3d4XixubzuL0zFC+uPYH0/39HU1+JcXFBEBwcHCrk7A2fcWPxKvoaUhMUm1obF30dKQkvMHbsmDLOjD5HJZ4e26lTJ1hZWeHGjRtwc3OT273N0tISHTp0KJUEiYjo00ybNg1aWlr46aefEH3qAWybO8Gilg2EGkJkvEnD05BHeB3+EtVdq+PokaOoXLmyslOmCuj+/fuQSqW4t/86bm29JDsu1FSHfXNnOLavCSN7s3ztNA3fTqNNSkqCvb19ueVLZW/58uX4+uuvMWPGDNSsWRM//PADatasiQcPHmDYsGFym5B9THR0NPz8/HDt2jVoa2ujS5cu8PX1/egaS0eOHMHRo0dx8+ZNxMXF4ccff8TQoUPzxRV0s9rMzAwXLlxQOEci4O0GLH8sXIjjx45BqC6Epp42crNykJ2RBXuHKhg3ZizGjRtX7PXBSHUIBAK0atUKrVq1UnYqxdanTx/s3bsXAf8E4NGRMGgZ60Ckp4WctCw8+OcGtE10oWdpCPHTBFhXssbxoGMVcs1ZfX19CCDAfwFz0OybudDUNSo0NuXNM9wKWooWni3RrFmz8kuSPhslLtoBQN26dVG3bt18x7muDBGR6hAIBJg8eTL69OmDtWvXYs3aNYg8fld23quNF3wWrIK3tzfU1T/pbYGoRA4fPozefXpDKBLCrpkjbJs5Q8tQG7mZOXh54wkiT95D1Kn7qNW3Map3ryc3JScvOxcAoKOjo6z0qYw8evQI33//vez/97t1jatXr44xY8Zg5cqV8PLy+mg/YrEYgwYNgrW1NZYtW4aEhATMmzcPSUlJWLRoUZFtg4KC8OzZM7Ru3Rq7d+8uMnbgwIHw9vaW/ayhofHR3Ijet2TJEkyaNAmmjpXQaFQr2DZzglCkDqlUioSIOEQev4ufp/6MgH8CcDjwMAwNDZWdMlUg2dnZ6Nu3LwL+CYBdMyc4dqgFEycL2Wt0QuTb39HHIeGoUsUeIWeDK+SN4KysLIwaNRqmtjWREv8MF3b9BBePAbBybgo14f/eF3KzM/D8/lk8OL8dedkZGDd2DNfRpwIV69tZenp6iT4Ul7QdEVVceXl5iIqKglgshq6uLhwcHKCpqanstD5rtra2mD17NmbOnInExERkZmbC2NiYr8+kVMePH0f3r76CVT07NBzdCho6IrnzxlXNUb17Pdw/eB13dl0BALh+VV92PvbmUxgaGcLW1rZc86ayl5GRAV1dXaipqUEkEiExMVF2rmrVqoiMjFSon127dkEsFiMgIAAmJiYAAOH/sXffYU2ebRvAzyTsvRFQFBBxgBMHiqC4ULF1z7rrQnGVWrXaqtWi1lEV96hUbMWJE/esdVSrVesGKoIiKGLYBJLvDz/yGhkSBBLh/B0Hx1ue57rv50remDxcuYdIhMDAQIwbNw5OTk6Ftv3555/lO+d9qGhnY2NT4JfZRMXxyy+/YOrUqXD5rCHcBjRX+ONdIBDA3Nka5s7WcGxfF5d+OooePXvg2NFjLA5TuRkzZgwOHDqIllM7wda9Rr7zZk5WMBtnhWota+LS0uP46quvsGPHjkpXiNq1axdevXqJNt3mQqihiX+OrcKNI0vxr54xrGo0hoaWHrIzxEiIvoYcSRZsnD2QnhyLkF9/Rd++fVWdPqkhpda0a9euHbZu3YrU1NRixd+6dQtjx46Vb1BBRPQhCQkJCAoKQvUaDqhVqxbc3d1Rp04dVKlig6+//rrYf6RR4YRCIczNzWFnZ8eCHalUZmYmBgwcACs3OzSf3D5fwS6PUEOEen2aom6vJriz4yqSn7wC8HaU3ZOzDzFyxEhOFauAbG1t8fLlSwBAzZo1ce7cOfm5v/76q9hTrs6fPw8PDw95wQ4AOnXqBC0tLYU+C5JXsCMqS2lpaZg0eRJqeLkoFOxyJbmQ5uQqxFq4VEHzKR1w5vQZ7Nq1SxXpUiV08+ZNbN26FQ2HtSywYPeuKg2qofHo1ti5cyeuXLlSPgmqkbXr1sOyegMYmNlBz8gKHn1+gPfQVbCt1Qqpr5/h1dPbyEhJRI1Gfmj35Xo08fsa9vW7IuLIETx9+lTV6ZMaUmqk3TfffIPly5fj559/Rtu2bdG8eXPUrVsX5ubm0NbWxps3bxATE4ObN2/i9OnTePz4MTp37ozevXuXVf5EVIEcO3YMvXr3RlZWNmxqtUbzZiOgpWuEnOwMvIj6C6vWrMfy5csRHByMsWPHqjpdIvpIYWFhSHqVhM6zO0Eo+nBxpE6Pxog6dQ+RJ/5Fky+98O/ua8hKzeT7QQXVrFkzXL16Fb6+vujTpw/mzp2LyMhIaGlp4eLFixg+fHix+omMjESvXr0UjmlpacHe3r5UvwjasGEDli1bBl1dXXh6emLatGmwtbUttf6p4vr999+RmpKK1r2bICXuNSJP3MWTPx5BkpYF4O3anTW8asGxfT0YWBvBqp4dqrhWRfDqYAwcOFDF2VNlsHbtWuibG6JGm9rFirdv6Yz7u/7G6jWr0aJFizLOTr3cvXsX1nU7KxwzNK8GV5/RhbaxsK8PmUyGhw8fcuYA5aNU0a579+7w9fXF3r17sWPHDkREROQb7iqTyaCjo4NOnTohKCgIrq6upZowEVVMp06dQlc/P1hWb4RWHQOgpau4a5Z5NVe4tByIexdCMG7cOAgEAowZM0ZF2RJRaQhesxo2DexhUKV46zIJNURwbFcH98JvION1Gp5ff4KlS5fC2dm5jDMlVQgICMCbN28AAAMGDEBmZiYOHjwIABg3blyxi7VisbjAnRiNjIzk/X+s7t27o02bNrCwsMDDhw+xdu1aDBw4EPv37/+odcdkMhnS09NLJUdSX+s2rEeVBvb4d/c1PDn/ENrGunBsVwdGVU0BGZD830tEnb6HB4f+gbOvGxoM9oBDh7q4tPw4bty4UeBGKESlRSKR4Ndt2+DYpW6xvmADAIFQgOrtXBAWFobly5ZXqpkd2VlZEGkot6SPSOPtTIM3b97wPb+SkMlkxZ46rvSK4zo6Ohg4cCAGDhyIFy9e4O+//0ZCQgKysrJgamoKBwcHNGjQgOsrEFGxpaeno0+fvjCv6obGft9AKCr4rUmkqY16bUdBIBBg/PjxaN++fZFrERFR+Vm2bBmWLVtW7HiZTIbnz5+jwRDldkqzaVwdd/dcx/PrT6CpqYklS5Yodd13TZ06FVOnTi1RWyp7ZmZmClNahw8fXuzRdcWhzA3zhyxatEj+302bNkWTJk3Qs2dP7Ny5E6NGjSpxvxKJBPfu3SuNFEmNPXr0CDI9IO3fVDT50gvVvV0g0hT9L8DbBa79myHy+L+49dsVZKdmoV6/pgCACxcuQCqVqihzqgySkpKQmZEBUwdLpdqZ1rCAJFuCy5cvw8bGpoyyUz/6+gbISHmpVJu8+Ddv3vA9vxLR0ip4WZj3fdQ2gdbW1ujcufOHA4mIihAWFobk5Ndo02NBoQW7PAKBALU9h+DZg/NYt24dfvrpp3LKkoiKIhaLERcXp3Q7DR3lvuTLi3fp1gAPDv6D58+fK33NPGKxuMRt6dNhZGRU4P/XKSkpZfbFT+3ateHg4IB///33w8FF0NTURM2aNUspK1JXmRkZkIglaD29C6zrFzw1TkNbEy7dGkLX3ABXVp58OwoPbzdAqVOnTnmmS5VMfHz82/9Q9juO//9SxNHRETVq1CjVnNRZjx6fY9tvu1Cn9WCF3WKLEnv3NCwtrdCjR49iF3Lo0/b48eNix35U0a4oUqmUi/cSUbEEr14DK4fG0Dcp3rdwIk1t2NXxwaZNm/HDDz9wAXoiNWBkZAQ7Ozul2jx7/hxZ4gyl2mS9eRtfvXUtaBvp4tb2y7CysirRCP+CpkySerl27RoOHTqEZ8+eITMzU+GcQCBASEjIB/twcnLKt3ZddnY2YmJi8q11V5pkMtlH9yEQCCrVtLLKKCsrC7lSKZw61iu0YPcu+5Y18ezaf3h8/A6AtzvD8zVCZalq1arQ1NKEOO41bJvUKHY7cdxrCIXCSvcanThxIjZs2IDnD/+EXR3vD8ZLMlPx/P45TP/m62JvsESfPmVG+iu9e+z9+/flv8tkMsyePTvft9z//PMP6tWrp0zXRFRJSaVS3Pj7OqwcmirVztqpGZKTXyMqKqqMMiMiZUydOhWxsbFK/XTz80Psn1FKFTdiLj6CjqkeDO1MUdPXDbrG+ujfv7/S146NjeXUWDW3Z88efPHFF4iIiIBYLIZMJlP4Ke6UQC8vL1y+fBmvX7+WHztx4gSys7Ph7f3hP6hK4t69e/jvv//g5uZWJv1TxbF7927kSnJQs2Px1wF36lAPGa/SYGFpiaZNlbt/IlKWlpYWevfujZgzDyGTFu/zWiaT4cnpB/jss89gaGhYxhmql3r16qFrVz/cPbsR4pdPiozNlWThxpEl0NbW5FrdVCilRtrFxcUhOztb/rtUKsXu3bvRv3//SjVPnYhKT0ZGBmQyGURaukq10/j/+NTU1LJIi4jKwYQJE3Cg4wG8vB8Pyzofvo/ITsvCkz8eofZnDd8uhi0CqrephV+2/oIlS5ZwPd0KZtOmTejcuTMWLVr0UdOF+vfvj9DQUPj7+8Pf3x+vXr3CwoUL0a1bN4XpsTNnzkR4eDju3r0rP/b48WOFKSwPHz7E0aNHoaurKy/4bd68GU+fPkWzZs1gZmaGR48eYd26dahSpQr69OlT4rypcjh9+jTMHaxgaGtS7DYWtatA21gXrvXqQSQSfbgB0UeaMH4Cfv/td8Rdi0bVZo4fjI+/+RSvY15iwpYJ5ZCd+tm+PRStvbxxZedMuLQeBrvaXhBp/m9zCplMhqS4u3h48VekvYpBRMQR7jZOhfro6bGlMfSfiCovPT09iDQ0IMlIUapd9v/Hf8yufESkWu3atUNd13r4e8N5eM/5DDrGhRfvpTm5uLr6NAQCARx8/rd+k3mtKri//wZevnzJLxArmGfPnmH27Nkfvb6PkZERQkJCMH/+fAQEBEBHRwd+fn4IDAxUiJNKpcjNzVU4FhERgeDgYPnv4eHhCA8Ph52dHU6fPg0AcHBwwPHjx3HkyBGkpaXB1NQU3t7emDx5MqdgVxLKbsTzrlevXsGoprlSbQQCAbQNdHD16lVUrVq1RNflRjykDA8PD3Tp2gUn152Crqk+zJ2tC419HZ2Iv1afRluftvDx8SnHLNWHsbExLpw/h+EjRiB83xo8uPgrrJ1aQFvPFLk52Uh6ehPJCf/BqaYzDp89g+bNm6s6ZVJjZbamHRFRcQgEAnh7eeOfB3/AobFfsds9f3ABtnZVuXss0SdMKBTi4P4DaOHRAufm7Efj0V6wqG2Tb52PlGfJuPHLH0i4+wyeX/tC11T/f31ovF3p492ZAFQxODk54eVL5XbgK4yDgwM2b95cZMzChQuxcOFChWMBAQEICAgosp2Pj0+l/cOU3irpRjx5dNOVf/+SZGQjIz0d6enpJbomN+IhZQgEAoTtCEMn3044/8Mh1OzsCsd2daBv9b8vJtJfpiLq1F1ERtyBm6sb9u7ZW2o7dH+KjI2NsXfPHkRGRmL9+vU4eOgwkp/8C109XbRt1Qj+/hvh4+PDfQDog1i0IyKVmzBhPHr27Ik3CVEwtvrwkPvszFQ8e3ABc76fDQ0Nvo0RfcocHR1x+dJldPusG87OPQBDOxNU96wFbWNd5GRK8PzvJ0i4EwdtY114zegKK1fFzS7SEsQQCAQwN1dupAqpvylTpmDx4sVo3rw5rK0LH9VBpGol2YgnT2pqKpL/e4mMpDTomul/uAGAN0+TkJH0dlRnSRf45yhQUpaBgQFOnTyFWbNmYcPGDXhw4CbMa1pDU18LOekSvHwcDz09PYwbMw4LFiyAvn7xXs8VnZOTExYvXozFixerOhX6RJXKX7uVuYJORB+vW7duqF7DAXdOBKNZ7x+gqV34h7xUmotbx1dCU1MDX375ZTlmSURlxdHREbdv3Ubz5s1x695t3D9wAzkZEoi0NGDiYIFmE3xQtbkTRJr5126KOfsQHTt1goGBgQoyp9I2duxYhd9TUlLQqVMn1K5dO9+uegKBAGvXri3H7IgK9jFTTd+8eQMbGxtEn7mHur3ci9Um8sS/sLS2QmzM04+ePk6kDB0dHSxZsgRz587F77//jgsXLiAlJQWGhobwmOKBQYMGVbqNJ4jKmtJFu8DAQGhrayscmzJlisIHRlZW1sdnRkSVhoaGBg4dPICWrVrhyu7ZqN8xAEaWDvni0t+8wL9nNuLlkxs4cOAAR14QVSBCoRBz5syBn58f2s75HOa1qkAgLPpLwZf3n+Nl5AtM+Hl8OWVJZe3hw4cKvwuFQpiZmSEhIQEJCQkK5/ilMVUExsbGGDp0KH7ZthV2zRxhXM2syPhXD+Px5OwDfDvjWxbsSGX09fXx5Zdf8gt0onIgkCmxk8TgwYOV6nzbtm1KJ1TR3L59GwDg5uam4kyI1N+dO3fQ1a8bYp78B/OqdVDFuRW0dI2Rk52OxOhreBF1DUZGxti5MwwdO3ZUdbpEVMpyc3PRrHkzPPjvEby+6wYD68Knb6W+EOP8vIOoVb0m/rr6l0p2UORnPJUlvr4qjzdv3qClZyv8F/sfmk9pDwuX/JvqyGQyxN98ir9WnYZ74yY4eeIkdHR0VJAtERF9LGU+45Uq2pHyeMNFpByJRIKDBw9i1apgnD9/DlKpFABQv0FDBEwYjwEDBnCNDKIKLD4+Hq1ae+J5Yjzq9mkCe09naOhoys/nZEoQ88cj3Nt9Hdbm1rh44Q+V7RrLz/jyk5ycjE2bNuHRo0ewtrbGkCFDULNmTVWnVab4+qpcEhMT4dfND1evXIWliw1qtKsNIztTAEDyfy/x36n7eBWVgA4dO2DP7j2cgkhE9Alj0U6N8IaLqOSkUinS0tKgp6enklE0RKQaL1++xOjRo7F//35o6mjBsr4dtPS1kJ2WjcRbcZBkZuOzzz7Dhg0bYGlpqbI8+Rlf+hYtWoSIiAicPXtWfiw9PR3dunVT2J1TX18fu3btgqPjhzcv+lTx9VX5SCQSHDhwAMGrg3H2zFn5cYFAgM6dO2P8+PHw9fXlbpNERJ84ZT7jlVrTLjg4uGQZ/b8JEyZ8VHsiqlyEQiG/SSaqhCwsLLB3717ExMRgw4YNOH/hPMSvxDAyssCQyf0wZswY2NvbqzpNKgM3btxAly5dFI6FhoYiLi4Ow4YNw4QJE/D48WMEBARg48aNCAoKUlGmRKVPU1MTvXr1Qq9evfD8+XM8f/4cAoEAdnZ2sLKyUnV6RESkAkoV7fbu3VviCwkEAhbtiIiIqNjs7e0xf/58VadB5ejp06cYMmSIwrEzZ87AzMwMX3/9NUQiERo2bIjhw4cjNDRURVkSlT0bGxuVTf0nIiL1oVTR7vTp02WVBxERERFVcmKxWGFEUU5ODm7fvo327dsrLJNQp04dJCYmqiJFIiIionLDBRGIiIiISC1YWFggISFB/vvdu3eRk5MDV1dXhTihUAgtLa3yTo+IiIioXLFoR0RERERqoV69eti1axfy9kk7cOAABAIBPDw8FOKioqJUugkJUVlKSUnB9evXcf78edy6dQsSiUTVKRERkYooNT2WiIiIiKisjBo1CgMGDICvry9MTU1x8+ZNuLu7o169egpxZ86c4a6qVOHcunULa9aswa/btiEjPV1+3KqKNcaNGYvRo0fD1tZWhRkSEVF540g7IiIiIlILDRo0wJo1a2BlZYW0tDT06dMHwcHBCjGJiYmIj49Hu3btVJQlUemSyWQICgpCgwYNELr7Nzh0qYt2C3qi09J+aPP9ZzBwNcePi4Lg7OyMI0eOqDpdIiIqRwJZ3vwDFYuOjsb8+fNx/fp16OrqomvXrggMDISOjs4H2+7btw/r169HXFwcqlevjvHjx6Nz584KMatXr8a1a9dw69YtpKamYvfu3fm+ob1y5Uq+HcsAoEuXLli+fHmJHtft27cBgN8GExERVTD8jKeyxNdX5REUFISZM2eiTs8mqNuzMYQaonwxkvQs/LXmLOJvPsXRiAi0b99eBZkSEVFpUOYzXi2mx4rFYgwdOhS2trZYuXIlkpKSEBQUhOTkZCxZsqTItkePHsX06dMxevRotGrVCidPnsSUKVNgaGgIT09PeVxYWBjs7e3RqlUrHDt2rMg+g4KC4OjoKP/d1NT04x4gERERERHRe27duoWZM2eibq8mqNenaaFxmnraaDG5Pf5ccgz9B/RH7NPYYg1uICKiT5taFO127NgBsViM8PBwmJmZAQBEIhECAwMxbtw4ODk5Fdp2xYoV8PX1xVdffQUAaNGiBaKjo7Fy5UqFot3Zs2chFApx5cqVDxbtnJ2d+a0mERERERGVqTVr1kDf3BB1ejT+YKxQQ4QGQ1ri6NQd2LVrFwYPHlwOGRIRkSqpxZp258+fh4eHh7xgBwCdOnWClpYWzp07V2i7p0+fIioqCn5+fgrH/fz8cOvWLSQlJcmPCYVq8VCJiIiIiIiQkpKCX7dtQ/W2LgVOiS2Ioa0JbOpXw+o1q8s4OyIiUgdqUcmKjIzMN5pOS0sL9vb2iIyMLLRdVFQUAChMZQUAJycnyGQy+XlljR49GnXq1IGXlxcWLVqEzMzMEvVDRERERERUkIcPHyIjPR02jeyVamfdsBpu3LhRRlkREZE6UYvpsWKxGEZGRvmOGxkZ4c2bN4W2yzv3fltjY2OF88VlaGiIL7/8Ek2bNoW2tjYuX76MLVu2ICoqCuvXr1eqr3fJZDKkv7NtOxEREX36ZDIZBAKBqtMgok9U3t8HGjqaSrXT0NFEdlY2cnNzIRIVb4QeERF9mtSiaFeY4t4Mvx+TtyGusjfSdevWRd26deW/e3h4wMrKCvPmzcOtW7dQv359pfrLI5FIcO/evRK1JSIiIvWlpaWl6hSI6BOVN9AgS5wB2BV/47uslEzo6euzYEdEVAmoRdHOyMgIYrE43/GUlJQiN6F4d0SdhYWF/HheXwWN3lNW586dMW/ePNy5c6fERTtNTU3UrFnzo3MhIiIi9fH48WNVp0BEn7A6derAqoo1Yi4+hmUd22K1kclkiP0zCh3aty/j7IiISB2oRdHOyckp39p12dnZiImJQa9evQptl7eWXVRUlEJxLzIyEgKBIN9ad6oiEAigp6en6jSIiIioFHFqLBF9DE1NTYwbMxY/LgpC/YHNoamn/cE2L+/H4/WTREzYNKEcMiQiIlVTi40ovLy8cPnyZbx+/Vp+7MSJE8jOzoa3t3eh7apVqwZHR0ccOXJE4fihQ4dQv359hd1oS+rw4cMAADc3t4/ui4iIiIiIKM/o0aOhKdTAX2vOQpqTW2Rs5psM/L3hPOq5ucLHx6ecMiQiIlVSi5F2/fv3R2hoKPz9/eHv749Xr15h4cKF6Natm8IIupkzZyI8PBx3796VH5s4cSKmTJkCe3t7tGzZEqdOncLFixexadMmhWtcvXoVSUlJ8qksly9fRlxcHOzs7OQFucDAQFSvXh1169aVb0SxdetWtGvXjkU7IirQP//8g2PHjiE5ORm6urpo2LAhOnfuDA0NtXh7JSIiIjVma2uLXbt24bPPP8fFn46h4dCWMLQ1UYiRyWR4ef85/t5wAdq5GjgQvh9CoVqMvSCiSkImk0Emk/G9RwXU4q9KIyMjhISEYP78+QgICICOjg78/PwQGBioECeVSpGbq/gNVOfOnZGZmYl169Zh8+bNqF69OpYvXw5PT0+FuFWrVuHq1avy35csWQIA6NGjBxYuXAgAcHZ2xsGDB7FlyxZIJBLY2dlh7NixGD16dFk8bCL6hIWHh2PJ4sW4eOkS9HW0YKavgwxJDl6K02Fna4Nx/uPx1VdfQUdHR9WpEhERkRrr0qULjh09in79++Ho1B2o4lYNVRpVg4aOJjLFGYj7MwqvY16inpsrDu4/AAcHB1WnTESVQEpKCkJDQ7F+3Vrcv/8AWdnZMDMxQbfPP4e/vz+aNm3KpULKgUCWt9UqlYnbt28D4PRaoopCJpPhu+++w/z589HC0QqDmzugXW0baIrefut0O+41tl+Jwr6bMTC3sMRvv/+Otm3b8gONqALiZzyVJb6+Kp/MzEzs2rULa9auwd9//43srGzo6eujQ/v2mDBhAnx8fDjKhYjKxe+//44xo0chLT0d7WrbooWDOXQ0RHj+JgPht+IQm5QCnzZtsHP3bpibm6s63U+OMp/xLNqVMd5wEVUsy5cvx9SpUzGtkytGezoXWoy78TQJQ7f+gYzsHHTs1Ak7d+6CoaFhOWdLRGWJn/FUlvj6otzcXIhEIlWnQUSVzKZNmzBq1Ch81qAavu5QD7Ymiptq5kplOHX/OWYd/AdWttXwx5+XSmU/gcpEmc94flVDRFRMr1+/xswZMzDMwwljWtcqcvRco2pmWD/IA1IZcPbUKXRs3x7p6enlmC0RERF9yliwI6LyduPGDYwdOxaDmjliWW/3fAU7ABAJBehY1xZhIz0RHxeDYUOHqiDTyoNFOyKiYtq6dStyc3IwztulWPEejpZoVsMCNS0N8M8/N/D111+XcYZEREREREQls3LlStgY6+G7rvU/uLyPg4UhZnSsh4OHDuHRo0fllGHlw6IdEVExbd60EZ3q2cLCoPibSwxs5oA7z5LRr7E9tv6yBcnJyWWXIBERERERUQm8evUKO37/HQOa2ENDVLxSkZ9bVRjpaOL7778v4+wqL7XYPZaIqLwtW7YMy5YtU6pN/PPn+LxTPaXa1LczBQC4VzfHtstRqFGjBgwMDJTqI8/UqVMxderUErUlIqrMoqOjMX/+fFy/fh26urro2rUrAgMDP7jD95EjRxAREYGbN28iISEB06ZNw8iRI4tsM3/+fGzbtg2DBg3Cd999V5oPg4iIqMxcvHgRmVlZ+KxBtWK30dYUoYurHXbvDENAQAA8PDzKMMPKiUU7IqqUxGIx4uLilGojFABCJXeBFQnfxhvqaKJpDQtcjk7EmzdvlOojj1gsLlE7IqLKTCwWY+jQobC1tcXKlSuRlJSEoKAgJCcnY8mSJUW2PXr0KJ4+fYq2bdsiLCzsg9d68OAB9uzZU+IvZ4iIiD5GSQYm5Mlbf9tcX1upduYG2tAQCuDV2hOWVtZK73LNgQlFY9GuHMhkMqSlpRV4TiQSKXzLW1gcAAiFQujq6pYoNj09HYVtFCwQCKCnp1ei2IyMDEil0kLz0NfXL1FsZmYmcnNzSyVWT09PPh8/KysLOTk5pRKrq6srf0PKzs6GRCIplVgdHR35wsPKxEokEmRnZxcaq62tDQ0NDaVjc3JykJWVVWislpYWNDU1lY7Nzc1FZmZmobGamprQ0tJSOlYqlSIjI+ODsUZGRrCzsyv0tQ4g3zoOLxNe4L9XqYXGFyT65dt4CwMdmOlrQUdbG2bm5gp9f2gT77xYIyMjvkf8P75H8D2irN8jihMrk8k+uN4Lqd6OHTsgFosRHh4u391OJBIhMDAQ48aNg5OTU6Ftf/75Z/m/zeIU7X744QcMHz4c4eHhpZI7ERGRMkoyMOF9adk50NYs/kY46dm5sDLUwdPXaXj+/LnS1+PAhA+QUZm6deuWLDw8XAagwJ8uXbooxOvp6RUa6+3trRBrYWFRaKy7u7tCbPXq1QuNrVu3rkJs3bp1C42tXr26Qqy7u3uhsRYWFgqx3t7ehcbq6ekpxHbp0qXQ2Pdftr179y4yNjU1VR47dOjQImMTEhLksf7+/kXGRkdHy2MDAwOLjL1z54489vvvvy8y9urVq/LYxYsXFxl75swZeWxwcHCRsYcOHZLH/vLLL0XG7ty5Ux67c+fOImN/+eUXeeyhQ4eKjA0ODpbHnjlzpsjYxYsXy2OvXr1aZOz3338vj71z506RsYGBgfLY6OjoImP9/f3lsQkJCW9fq1oi2e3vPpNFzu9ZrJ/O9exkzlaGssc/9JC1rmklAyDr3bu3wmu4qBz4HsH3iPd/+B6hPu8RZ86ckd26dUtG6m3QoEGysWPHKhzLysqSubq6yjZv3lzsfmrVqiXbtGlToef3798v8/b2lqWnp8vatm0rmzt3bolzlsne3kPy9UVERMpYunSpzM7OrkQ/1tbWMgCyn3o1KfbfOo9/6CFzsDCQdatfVdahjo1MW0tTZmtrq9R1ly5dquqnrdwp8xnPkXZEREpIz87Fzuv/YZhHzQ/G/vcqFcfvPcPsLvUhzpTgSvTLcsiQiIjeFRkZiV69eikc09LSgr29PSIjI0vlGqmpqVi8eDFmzpypMIqZiIioPH3sVNOOHTtg+1830bNR9WLF/xmZiOiXqfjx88Z4nZ6FE/ee49q1a7CxsSlxDqRIIJN9YF4WfZTbt29DJpMVOvWC02MLjuXUN059U4epbxoaGtDWfrumg0wmQ3p6OgICAhD6669YP6g5vGtVKbTtC3EGvthyATlSGQ6O98Gu60+w6Phd3H/wALa2tsX+d8/3iIJj+R7B9wh1eI+IjIyEQCCAm5tboTGkevXq1cOkSZMwevRoheMDBgyAubk5goODi9WPi4tLoRtRLFy4ELdv38b27dsBAD4+PmjTps1HbUSRdw9Zs+aHvyQiIiIqDYcPH0bfvn2xqGcT9G5cdOEuLSsH/TedQ45UhiMT2uH6k1fot+k8rl+/jtq1a5dTxp+mx48fF/sekiPtyoFAIFD4A7IoxY1TNvbdP6JLM1aZb5OVif3Qbm4ljdXW1pYXYUozVktLS/5HnqpiNTU15X/slmashoaG/I/z0owViUTFfg0rEysUCsskNu/f8bp165CY8AKjQo9ieEsnDGrmCHuz//WRmiXB/ptPsebcAwAyhI7wwsvULKw5/wh9+vSBo6Njvr7L6t893yOUj+V7hPKxlfk9guvZfdpkpbQm4ePHj7F9+3bs3LmzFLJSJJFIcO/evVLvl4iIqCAODg7w69oVM/YdRnZOLvq7O0AozP9ZmZiSiXG/XUZMUhrCRnlDIBAgLfvtl9nPnz//4JrdhGLfw7NoR0SkBC0tLewL34/vv/8eS3/6CZv/eIRG9mawNtRFuiQH1/57hQxJDtrXscV3XesjISUT/jv+gkUVW6xctUrV6RMRVTpGRkYFLnKdkpJS5CYUxRUUFARfX1/Y2dnJryOVSiGRSCAWi2FgYKD0Tnp5NDU1OdKOiIjKVej27bC3r4bZB25i88XHGNTMAR6OltDWEOG5OAN7/n6CiDtxMNTRxK/DPVG7ijEA4MzDeFhamMPT07PYX/5WVo8fPy52LIt2RERK0tDQwIIFCxAYGIjOvr64cvUq9LQ0UNVED771bNG+jg1Ss3Iwefd1XItOROOGDXHoyBGYm5urOnUiokrHyckp39p12dnZiImJybfWXUlER0fjjz/+wIEDBxSO79y5Ezt37sSRI0dKXBx8f8kBIiKi8vDdd9/jm2nT4GxliMXH70CS+7+Rc/am+pjaoS56N64OU723s07SsnKw72YsJn31NYyNjVWV9idDmZH+LNoREZWQqakpLl2+jIsXL2LN6tXYvWc3HiaIsedGDACgbRtv7Fo8AZ9//jm/bSIiUhEvLy+sXbsWr1+/hqmpKQDgxIkTyM7Ohre390f3v2zZsnxrNU6dOhUNGzbEkCFDYGtr+9HXICIiKk8jRozAd7NnQ1tTA38Edkbcm3RkSnJhoqcFZ0sjhSmzMpkMi4/fQYYkN9/6sfTxWLQjIvoIAoEAnp6e8PT0xNo36/D8+XPk5OTAysoKVlZWqk6PiKjS69+/P0JDQ+Hv7w9/f3+8evUKCxcuRLdu3RRGwM2cORPh4eG4e/eu/Njjx48VprA8fPgQR48eha6urrzg17Bhw3zX1NbWhrW1NZo3b152D4yIiKiMmJqaYmtICPr27QtNkRA/dGsAXa385aOsnFwsPnYHoVeisH79etjb26sg24qNRTsiolJibGzM4eBERGrGyMgIISEhmD9/PgICAqCjowM/Pz8EBgYqxEml0nw7TUdERCjsLhseHo7w8HDY2dnh9OnT5ZI/ERGRKvTp0wfbt2/H8GHDcPpBPHo1rIYublVhoquJlEwJjt99hp03nuJ1WhZWr17NUXZlRCDjth5l6vbt2wBQrK18iYiI6NPBz3gqS3x9ERFRecnNzYVEIinwXGxsLHbs2IE9u3bh9Zs38uMG+vro0bMnBgwYAEdHx/JKVe1pampCJBIVGaPMZzxH2hERERERERERVTIymQzx8fFITk4uMq5Xr17o2bMnJBIJpFIphEIhNDQ05LujR0dHl0O2nw4TExNUqVJFqQ0nCsOiHRERERERERFRJZNXsLOysoKenl6pFJkqM5lMhvT0dCQkJAAAbGxsPrpPFu2IiIiIiIiIiCqR3NxcecHO3Nxc1elUGLq6ugCAhIQEWFlZfXCq7IcISyMpIiIiIiIiIiL6NOStYaenp6fiTCqevOe0sHUClcGiHRERERERERFRJcQpsaWvNJ9TFu2IiIiIiIiIiIjUDIt2RERERESkNJlMhuzsbMhkMlWnQkREVCGxaEdERERERMUikUiwa9cueHu3gba2DrS1taGtrQNv7zbYtWtXqazfQ0RERG9x91giIiIiIvqga9eu4fPuPfAsLhYW1erBudVgaOkYIDszFXcjL6Nv376wtauK/eH74O7urup0iYiIPnks2hERERERUZH++usveLdpA12TavAa/DOMLGsonHds3A3ixP9w59RaeHl74+yZM2jWrJlqkn1HVFQUtm/fjtjYWABA1apVMXDgQDg5Oak4MyKiymnVqlUIDg7Gvn37sGbNGvz5558QCARo27YtZs6cCTMzMwCAVCrF5s2bsWfPHsTGxsLQ0BCtW7fG1KlTUaVKFXl/gwcPxuvXrzFnzhwsXrwY9+/fh7GxMXr16oWAgACIRCJVPdRSoTbTY6OjozFy5Eg0bNgQHh4emD9/PjIzM4vVdt++ffD19YWbmxv8/PwQERGRL2b16tUYPnw4mjRpAhcXF9y+fbvAvhITEzF58mQ0btwY7u7umDZtGpKTkz/moRERERERfbLS0tLQ1a8b9Ezt0bzXvHwFuzxGljXQvNc86Jnaw8+vG9LS0so30Xdcu3YNnTv7ombNmliycAEuRezFpYi9WLJwAZydneHr2wnXrl1TWX5ERJXdhAkTYG9vj5UrVyIgIACnTp3CyJEj5csszJkzB0uWLEGrVq2wdu1aTJo0CRcuXED//v2RlJSk0FdiYiKmTJmCbt26Yc2aNejUqRPWrl2LBQsWqOKhlSq1GGknFosxdOhQ2NraYuXKlUhKSkJQUBCSk5OxZMmSItsePXoU06dPx+jRo9GqVSucPHkSU6ZMgaGhITw9PeVxYWFhsLe3R6tWrXDs2LEC+8rJycGXX34JiUSCxYsXIycnBz/99BP8/f2xfft2boVMRERERJXO77//jpeJCWg7Yh5EmtpFxoo0tdHAdwrObBmL33//HV9++WU5Zfk/hw8fRu9evVDdTA8LezSGn1tV6Gi+HWmRKcnFodux2HLpL7T29MTOXbvQrVu3cs+RiKiy69ChA6ZNmwYA8PT0hLm5OQIDAxEREYF69eohLCwMAwcOxOzZs+Vt6tatiz59+iAkJARTpkyRH09OTsaaNWvQrl07eX9ZWVnyzyFbW9vyfXClSC1G2u3YsQNisRhr1qyBl5cXunfvjlmzZuHgwYOIjIwssu2KFSvg6+uLr776Ci1atMCsWbPQqlUrrFy5UiHu7NmzCA0NxaBBgwrt6/jx47h//z5WrFiB9u3bw9fXFz/99BOuX7+OCxculMpjJSIiIiL6VMhkMgSvXgNrR3foGVsXq42esTWsHJpgVfDqct9Z9tq1a+jdqxdaO1lg32gv9G5cXV6wAwAdTRF6N66OfaO94OVkgb59+uDq1avlmiMRESHfFyadO3eGhoYGrly5gitXrgAAevTooRBTv359ODk54dKlSwrH9fX15QW7PH5+fpBKpfjrr7/KIPvyoxZFu/Pnz8PDw0M+dxkAOnXqBC0tLZw7d67Qdk+fPkVUVBT8/PwUjvv5+eHWrVsKQyaFwg8/1HPnzsHFxQXOzs7yY40bN4adnV2ReRARERERVUTJycn45+YN2NTy/HDwO2xcWuPWPzfLfZmZWbO+RXUzPazo4w5tzcLXMdLWFOHnPu5wMNfD7NmzyjFDIiICAEtLS4XfNTQ0YGJiguTkZPlnh5WVVb52VlZW+T5bLCws8sXlHfvUlztTi6JdZGRkvsVgtbS0YG9vX+RIu6ioKACAo6OjwnEnJyfIZDL5+Y/JAwBq1qz5wRF/REREREQVzZs3bwAAWnrGSrXT/v/4vPbl4fHjxzh27DhGejgWWbDLo60pwggPRxw/fgKPHj0qhwyJiChPYmKiwu85OTlITk6GiYkJTExMAAAJCQn52iUkJMDU1FTh2MuXL/PF5R3L6+tTpTZr2hkZGeU7bmRkVOQHfd6599saG5fsJkEsFsPQ0LDAPD6maCeTyZCenl7i9kRERKR+ZDIZ17ulCk9fXx8AkJOdoVS7vPi89uVh+/btMNbTQVe3qsVu09W1KuYf/RehoaGYO3duGWZHRETvOnjwIFxdXeW/R0REICcnB82aNYObmxsA4MCBA6hfv7485tatW4iMjMTYsWMV+kpLS8OpU6cUpsgeOnQIQqEQTZs2LeNHUrbUomhXmOLeDL8fk7d2RklupAtq87E35RKJBPfu3StxeyIiIlJPWlpaqk6BqEyZm5ujajV7JERdg42zh/y4TCYFAAgEBU/cSYi6Bruq1WBubl4ueQJAbGwsalgYKKxh9yHamiLUMDdAXFxcGWZGRETvO3HiBEQiEVq1aoVHjx5hxYoVqF27Njp37gwtLS3069cPoaGhEAqF8PLyQlxcHFasWAEbGxsMGzZMoS8TExPMmTMHz58/R40aNXDu3Dns3LkTAwYM+KQ3oQDUpGhnZGQEsVic73hKSkqB01XzvDui7t05zHl9FTR6r6R5KNvXuzQ1NVGzZs0StyciIiL18/jxY1WnQFTmhEIh/MeNxXffz4FD4254/vAint49g8yUVwAAbX0T2NX2QvX6vtA3tQEAZGek4PnDC5g3d06x1pVWNQFQ7htmEBFVdqtWrcKqVavw+++/QyAQwMfHBzNnzpR/ITpnzhxUq1YNu3fvxm+//QYDAwO0bt0aX331Vb7psZaWlvjuu++waNEiPHz4EMbGxhg7diwCAgJU8dBKlVoU7ZycnPJNP83OzkZMTAx69epVaLu8teyioqIUinuRkZEQCAT51rorTh4FjYh7/Pgx2rZtq1Rf7xIIBNDT0ytxeyIiIlI/nBpLlcXw4cMxa9ZsnN82BRpaOrCr0wZGljUACJCaFIun/55G1PX9sHfrgHptR+PuuS0QCgQYOXJkueZpa2uL/16lIkuSW6w17QAgS5KL/16lwu8TH4lBRPSpsbGxwbp16wo9LxQKMWrUKIwaNapY/TVr1gx79uwprfTUhloU7by8vLB27Vq8fv1aXjE9ceIEsrOz4e3tXWi7atWqwdHREUeOHEGHDh3kxw8dOoT69esr7EZbHN7e3ti/f7/ChhQ3b95EXFxckXkQEREREVVEMpkMM2bMgEwmQ23PQajRsCs0tHQVYmq3GoSYOydx99wvSHxyExniRGzfvr3AXf/K0qBBgzBv3jwcuROHHo3si9Um4t84JKdl4osvvijj7IiIiJSnFkW7/v37IzQ0FP7+/vD398erV6+wcOFCdOvWTWEE3cyZMxEeHo67d+/Kj02cOBFTpkyBvb09WrZsiVOnTuHixYvYtGmTwjWuXr2KpKQk+VSWy5cvIy4uDnZ2dvJFDjt27AgXFxdMnDgRU6dORW5uLhYvXowmTZqgdevW5fBMEBERERGpjw0bNmDr1q1o6DsZVeu2KTBGpKkNh0ZdoWdsjb/2L0Dv3r0xcODA8k0UQK1atdC+fTtsufQ3urjZQVuj6NF2WTm52HIpCu3a+cDFxaWcsiQiIio+gUxNFnCIjo7G/Pnzcf36dejo6MDPzw+BgYHQ0dGRx0yfPh379u3DgwcPFNru27cP69atQ1xcHKpXr44JEyagc+fOCjGDBw/G1atX8123R48eWLhwofz3hIQELFiwABcuXFCYV/3+nOniun37NgDIC4NERERUMfAznsqSOry+ZDIZnGu5IENohcZ+Xxerze1T65D+/AZin8aoZKOWy5cvo423N3xqWWFp7yaFFu6yc6T4avc1nHzwAmfPnYOHh0eBcUREFVVmZiaio6Ph4OCgUHehj/eh51aZz3i1KdpVVOpww0VERESlj5/xVJbU4fV16tQptG/fHh59F8C8ar1itRG/fILzv07Cjh070K9fvzLOsGDh4eHo368faloaYKSHI3xd/zfqLisnF0fvxGHLpSg8TEjBjrAw9OjRQyV5EhGpEot2Zac0i3ZqMT2WiIiIiIjUy8mTJ6FvbAEzu7rFbmNkUR2m1g44efKkyop23bt3x9lz5zDr25mYuvsM5kXcgYOFIQQAol+l4nVqBtq1bYsNuxZwhB0REak1Fu2IiIiIiCqoZcuWYdmyZSVqm5ycDKGOmdI7JQu1DLB9+3ZEREQofc2pU6di6tSpSrd7X4sWLXDy1Gncv38f27dvR1xcHGQyGTrb2eGLL75A7dq1P/oaREREZY1FOyIiIiKiCkosFiMuLq7E7XWFekq3yclKR0ZGRomuKxaLlW5TlNq1a+OHH34o1T6JiIjKC4t2REREREQVlJGREezs7ErUNj09Ha9fJyLl1VMYmlcrVpvM1CSIE6NhbGwMAwMDpa9pZGSkdBsiIqKKikU7IiIiIqIK6mOmm2ZlZcHOriqe3DoG17ZfFqtNzO0T0NbRwZMnT2BsbFyi6xIREdFbQlUnQERERERE6kdbWxtjx45B7L8nkBz/6IPxqUmxeHLzIIYOGcyCHRERUSngSDsiIiIiIirQzJkzceDgIVzZMwdNun0DC/v6BcYlxz/C3wcXwqGGPRYuXFjOWRIRUWlxd3dHfHy8yq5fpUoVXLt2rcTtz507h19//RV37txBWloaLC0t4e3tjREjRsDe3h6DBw/G1atXC2y7fft2uLu748qVKxgyZAh2794NNzc3hZjbt2+jd+/e+PXXX9G8efMS51lcLNoRERERUYUWHR2N+fPn4/r169DV1UXXrl0RGBgIHR2dItsdOXIEERERuHnzJhISEjBt2jSMHDlSISY1NRUzZ87EnTt38PLlS+jp6cHV1RUTJ05E/foFF7g+FU+ePMGIESNx+9Y/EIo0cXn3dzCpUgs1GnaGkaUDgLej657ePo7EmFto1Kgxjhw5DBMTE9UmTkREJRYfH/9RGxip0vLly7Fu3Tp06NABc+fOhbm5OeLi4rBv3z4MGzYMp0+fBgA0btwY33zzTb72NWvWLO+UP4hFOyIiIiKqsMRiMYYOHQpbW1usXLkSSUlJCAoKQnJyMpYsWVJk26NHj+Lp06do27YtwsLCCoyRSCTQ1tZGQEAAbGxskJKSgpCQEAwdOhR79+6Fg4NDWTysMvfo0SO08myNjGygUZepsHJshpdPbuLJPxG4eXSFQqyevgE2btyIIUOGQEtLS0UZExFRaRIIBNDRNym362WmJUMmk5W4/fnz57Fu3TqMGTNGYS3Xpk2bonv37vKCHfB206OGDRt+TLrlhkU7IiIiIqqwduzYAbFYjPDwcJiZmQEARCIRAgMDMW7cODg5ORXa9ueff4ZQ+HYJ6MKKdqampvjpp58UjrVs2RLNmzfHsWPHMHbs2FJ6JOUnPT0dHTv5IluqBY9+P0D7//9os3FuARvnFshIeYnM1CRAJoMkOx23ji7Hjh1h+UYhEhHRp0tH3wTdx60qt+uFrw1ARurrErffsmULLCwsEBAQUOB5Hx+fEvetStyIgoiIiIgqrPPnz8PDw0NesAOATp06QUtLC+fOnSuybV7BTll6enrQ1tZGTk5Oidqr2u+//44n/0Wjkd90ecHuXbqGFjC1qQVTWxdY1WgE1/b+OHXqZKFrBBEREZWlnJwc/P333/Dw8ICmpuYH42UyGXJycvL9qCOOtCMiIiKiCisyMhK9evVSOKalpQV7e3tERkaW2nWkUimkUimSkpKwefNmCIVCfP7556XWf3mRyWRYuSoYVg5NYGBmV6w21o5NYWhaBatXrymXRbmJiIjelZycjKysLNjY2BQr/ty5c6hXr16+4w8ePCjt1D4ai3ZEREREVGGJxWIYGRnlO25kZIQ3b96U2nVWrFiBdevWAQDMzc2xYcMGVKtW7aP6lMlkSE9PL430iu3Jkye49c9NNOmWf4HuwgiEItjUbovdu3dj3bq1ZZgdERGVlqysLEilUuTm5iI3N1fV6ShQNp+8UXIymeyDbWUyGRo3bozp06cXel2pVCr/3/f7K+rcu/1IpVJkZGTI49/PQSAQfOBRvcWiHRERERFVOsrcMBfHwIED0b59eyQmJmLnzp0YPXo0tm7dWuA3+cUlkUhw7969UsuxOO7evQsA0DO2VqqdnrEVMjLScePGjQ/uyktEROpBQ0MDWVlZCsc+ZjOI0iCTyZCZmalUG11dXWhrayM2NvaDbaVSKfT09ArcKTavbV4xLiMjI19/GRkZ8n4Ku1ZWVhZycnIQFRVVaB7F3biJRTsiIiIiqrCMjIwgFovzHU9JSSlyEwplWVtbw9r6baGrTZs26NGjB1auXIn169eXuE9NTc0C/6goSxKJBAAgzVVubZ+8eDc3N2ho8E8MIiJ1l5WVhWfPnkFbW1vhy5bS/EKrJAQCQYm+/GncuDGuXr0KkUhU5Lp2QqEQIpGoyGtUqVIFwNvR+u/H5Y3Sr1KlSpF9aGhowN7eHtra2vnOPX78uMjHotBPsSOJiIiIiD4xTk5O+dauy87ORkxMTL617kqLUChEnTp1cPPmzY/qRyAQQE9Pr3SSKqbatWtDQ0MTSXF3YWpTq9jtXj+7D/vqNQqcikxEROpHKBTKC1gikUjV6SgoST4jRozAqFGjsG7dOkyePDnf+TNnzqBt27YQCAQQCARFXsPR0RGWlpY4c+YMOnbsqHDu7NmzsLS0hKOjY6EFTpFIBKFQCF1d3QILe8oURlm0IyIiIqIKy8vLC2vXrsXr169hamoKADhx4gSys7Ph7e1dJteUSCS4devWR69ppwomJibo06cPDh07Dscmn0Eg+PAOutkZKXj+8ALmzZ1T9gkSEREVwMvLC2PHjsXatWsRFRWFrl27wtzcHHFxcThw4ACio6PRtm1bAG9H0BX0xZq9vT3MzMwgFAoxceJEzJ49GyKRCO3atQMAnDp1Cnv37sX8+fPLbUQii3ZEREREVGH1798foaGh8Pf3h7+/P169eoWFCxeiW7duCtNjZ86cifDwcPmabsDb6SvvTmF5+PAhjh49Cl1dXXnBLywsDLdu3ULLli1haWmJxMRE7NixAzExMZg3b175PdBSNH68P37//Tc8/fc07F3bfzD+0ZVdgEyGkSNHlkN2RERUHjLTkhG+NqBcr/expkyZgkaNGmHbtm2YPXs20tLSYGVlhZYtW2LGjBnyuL///hv9+vXL1z4oKAg9e/YEAPTt2xf6+vr45ZdfcPDgQQBAzZo1sXTpUvj5+X10rsXFoh0RERERVVhGRkYICQnB/PnzERAQAB0dHfj5+SEwMFAhrqBd4CIiIhAcHCz/PTw8HOHh4bCzs8Pp06cBvL2BP378OBYsWACxWAxLS0u4ublh9+7dqF27dtk/wDLQsmVLjBgxAiEh66ChqQNbF88C42QyGR5f3Y3ovw9g2bJlsLKyKudMiYiorMhkMmSkvlZ1Gkpr06YN2rRpU+j5bdu2Fbuvrl27omvXrqWQVckJZKreGqSCu337NoC3i/ISERFRxcHPeCpLqn59SSQSDBs2HL/9th1WNRrCvr4vrBybQigUIUeSiWcP/kDs7aNIev4Yc+fOxezZs1W+eDkRERVfZmYmoqOj4eDgoLDumru7O+Lj41WWV5UqVXDt2jWVXb80FPbc5lHmM54j7YiIiIiISIGmpiZCQ7ehS5fOWLFyFf46sBACgQAamtqQZGdCIBCgk68vpoasQYcOHVSdLhERlZJPvWBW0bBoR0RERERE+QgEAgwaNAiDBg3CjRs3cP36daSmpsLY2Bje3t5wdHRUdYpEREQVGot2RERERERUpEaNGqFRo0aqToOIiKhS+fAe7kRERERERERERFSuWLQjIiIiIiIiIiJSMyzaERERERERERERqRkW7YiIiIiIiIiIiNSM2hTtoqOjMXLkSDRs2BAeHh6YP38+MjMzi9V237598PX1hZubG/z8/BAREZEvRiKRYOnSpfD09ESDBg0wePBg3L9/XyHmypUrcHFxyfczZcqUUnmMRERERERERERExaEWu8eKxWIMHToUtra2WLlyJZKSkhAUFITk5GQsWbKkyLZHjx7F9OnTMXr0aLRq1QonT57ElClTYGhoCE9PT3lcUFAQwsPDMX36dNjZ2WHTpk0YNmwYDh48CEtLS4U+g4KCFLawNzU1Ld0HTEREREREREREpercuXP49ddfcefOHaSlpcHS0hLe3t4YMWIE7O3tMXjwYOjp6WH9+vX52r5/7sqVKxgyZIj8vEgkQpUqVeDj44OJEyfCyMiozB+PWhTtduzYAbFYjPDwcJiZmQF4+2QEBgZi3LhxcHJyKrTtihUr4Ovri6+++goA0KJFC0RHR2PlypXyot2LFy+wY8cOfPvtt+jbty8AoEGDBmjXrh1CQkIQGBio0KezszPc3NzK4qESEREREREREakld3d3xMfHq+z6VapUwbVr10rUdvny5Vi3bh06dOiAuXPnwtzcHHFxcdi3bx+GDRuG06dPl6jfvIFdOTk5ePDgAZYvX46EhASsXLmyRP0pQy2KdufPn4eHh4e8YAcAnTp1wsyZM3Hu3LlCi3ZPnz5FVFQUpk6dqnDcz88PM2bMQFJSEszMzPDHH38gNzcXXbt2lccYGBjAx8cH586dy1e0IyIiIiIiIiKqbOLj4xEXF6fqNJR2/vx5rFu3DmPGjFGoETVt2hTdu3cvccEOUBzY5e7ujtevX2PdunWQSCTQ1NT86NyLohZFu8jISPTq1UvhmJaWFuzt7REZGVlou6ioKABQmMoKAE5OTpDJZIiKioKZmRkiIyNhYWEBExOTfHEHDx6EVCqFUPi/5f1Gjx6N5ORkWFpaomvXrpg0aRJ0dHQ+8lESEREREREREak/oUAAC0Pdcrvey5QMSGWyErffsmULLCwsEBAQUOB5Hx+fEvf9PgMDA+Tm5pZaf0VRi6KdWCwucC6wkZER3rx5U2i7vHPvtzU2NlY4LxaLYWhomK+9sbExJBIJ0tPTYWBgAENDQ3z55Zdo2rQptLW1cfnyZWzZsgVRUVEFzncuLplMhvT09BK3JyIiIvUjk8kgEAhUnQYRERFRqbMw1MWRbweU2/W6LPgdCeKS1U1ycnLw999/o2PHjsUa+SaTyZCTk1Pg8YJIpVLk5OQgNzcXDx48QGhoKHx8fMp8lB2gJkW7whT3Zvj9mLwn+t3jBfXz/v8hdevWRd26deW/e3h4wMrKCvPmzcOtW7dQv359pfLPI5FIcO/evRK1JSIiIvWlpaWl6hSIiIiIKrXk5GRkZWXBxsamWPHnzp1DvXr1CjzXpk2bfMfy9kbI4+rqih9++EHpPEtCLYp2RkZGEIvF+Y6npKQUuQnFuyPqLCws5Mfz+sobgVdY/2KxGJqamtDT0yv0Gp07d8a8efNw586dEhftNDU1UbNmzRK1JSIiIvX0+PFjVadAREREVOkVNHCrKE2aNMGMGTPyHf/+++8LjF+0aJF8GbanT58iODgYI0eOxG+//QZd3bKdQqwWRTsnJ6d8a9dlZ2cjJiYm31p378pbyy4qKkqhuBcZGQmBQCA/7+TkhFevXiE5OVlhXbvIyEg4ODgorGdXFgQCQZGFQSIiIvr0cGosERERkeqZmppCW1sbz549K1a8oaGhfGOJd+nr6xcY7+TkJI+vX78+qlevjl69emHv3r0YNGhQyRMvhrKtVhWTl5cXLl++jNevX8uPnThxAtnZ2fD29i60XbVq1eDo6IgjR44oHD906BDq168v343W09MTQqEQERER8pi0tDScPn26yP4B4PDhwwBQ4P+hRERERERERESkOhoaGmjSpAkuXboEiURS5tfLm0n58OHDMr+WWoy069+/P0JDQ+Hv7w9/f3+8evUKCxcuRLdu3RRG0M2cORPh4eG4e/eu/NjEiRMxZcoU2Nvbo2XLljh16hQuXryITZs2yWOsra3Rv39/LFmyBBoaGrC1tcWWLVsAAEOHDpXHBQYGonr16qhbt658I4qtW7eiXbt2LNoREREREREREamh4cOHY9SoUVi9ejUmT56c7/yZM2fQtm3bUrlWXrHO1NS0VPoriloU7YyMjBASEoL58+cjICAAOjo68PPzQ2BgoEKcVCrNt61u586dkZmZiXXr1mHz5s2oXr06li9fDk9PT4W46dOnQ09PDz///DNSUlLQoEEDhISEwNLSUh7j7OyMgwcPYsuWLZBIJLCzs8PYsWMxevTosnvwRERERERERERUYl5eXhg7dizWrl2LqKgodO3aFebm5oiLi8OBAwcQHR1d4qLdo0ePkJubC6lUiqdPn2LNmjXQ1dVF9+7dS/dBFEAgK2xPWyoVt2/fBsDptURERBUNP+OpLPH1RUREZSkzMxPR0dFwcHCAjo6O/HjVqlURFxcHoUAAC8Oy3WThXS9TMiCVyWBnZ4fY2NgS93P27Fls27YNt2/fRlpaGqysrNCyZUsMHz4cNWvWxODBg6Gnp4f169fna/v+uStXrmDIkCHy8wKBABYWFnBzc8OkSZNQu3btAnMo7LnNo8xnvFqMtCMiIiIiIiIiIvUglcmQIE5XdRpKa9OmDdq0aVPo+W3bthX7XPPmzfHgwYPSSq1EWLQjIiIiIiIiIiJUqVKlUl9f3bBoR1SKnj17ho0bN2Jb6DbEx8dDKBSiarWqGDl8JIYPHy7f0ZiIiIiIiIhI3Vy7dk3VKdA7hKpOgKgiyM3NxeTJk1GtWjX88ON85FbVQJWWNaBX3RhPk57h66+/hrW1NX788UdwGUkiIiIiIiIi+hCOtCP6SFKpFJ999hkiIiJQr19TaOlrI/LEXbyJeQUtQx1oG+pAx1QPGUlpmDV7Fg4fPoxTp04VuCAlERERERERERHAoh3RR5s2bRqOHDmCFpM7IPHuM9zZcRU2Taqj/qAWsHarCoFQAABIfvIKkSf+xaUzl9GgYQNcvXIVxsbGKs6eiIiIiIiIiNQRp8cSfYT09HSsWLkCju3r4k1MEiKP/4smX3rB8+vOqNKgmrxgBwAm1c3R5EsvtJ3zOaJj/kOPnj2Qm5urwuyJiIiIiIiISF1xpF0lJZFI8ODBA7x58wYGBgZwdnaGnp6eqtP65Hz//ffIkeSgmocTzv94GHV7NYFj+7pFtjF3tobH1I44s+AQDh48iO7du5dPskRERESVjEQiwenTpxEXFweBQICqVauibdu20NDgn0FERKT++GlVyRw7dgw//fQTLl2+gvS0VPlxQ0MjDB8+DOPGjUPt2rVVmOGnZfv27TCuZoaX959DqCFEra71i9XO2q0qzGtaI3h1MIt2RERERKUsMTERwcHB2LBuLeITEhXO2dlUwZhx/hg/fjzMzMxUlCEREdGHsWhXSezduxfTp8/Ao8ePIBRpolq9drB18YSWjiFysjMQH3kVazdswapVqzB79mzMnTtX1SmrvdzcXDx//hxVGlTDf+cewL5VTWjqaRe7vWPHuji15hRiY2NRtWrVMsyUiIiocouOjsb8+fNx/fp16OrqomvXrggMDPzgplBHjhxBREQEbt68iYSEBEybNg0jR47M13doaCguXbqEZ8+ewdTUFB4eHpgyZQosLS3L8mFRIf7991907tQRSa9eont9OwzsWx81LQ0BAPdfvMFvV6MRtOAHbN2yGUePn4Czs7OKMyYiIioYi3YVnEwmw6xZs/Djjz8CEMDG2QP1O06AprbiVFhTWxfU8uiP+3/8innz5mH3nj04cfw4bG1tVZO4CixbtgzLli0rdrxUKgUASLIkSH+ZCtMayt2Ymzq8jW/UqBG0tYtf7HvX1KlTMXXq1BK1JSIiqgzEYjGGDh0KW1tbrFy5EklJSQgKCkJycjKWLFlSZNujR4/i6dOnaNu2LcLCwgqMuXjxIq5evYq+ffuiTp06iI+PR3BwMPr164eDBw9CX1+/LB4WFSImJgbtfXxgLJJgx8R2qGKkq3De1dYUP3Y3hb+3C0Zsu4z2Pm1x+epfsLGxUVHGREREhWPRroJbunQpfvzxRwg1tGBZvREad/0KAqGowFiRhibqtRkJyGS4e+MQGjVugsuX/oSDg0M5Z60aYrEYcXFxSrdLepwAmUwGvLPpRHEI/j/85cuXSl8zj1gsLnFbIiKiymDHjh0Qi8UIDw+XT4UUiUQIDAzEuHHj4OTkVGjbn3/+GULh233bCivadenSBYMGDYJA8L/7ABcXF3z++ec4fvw4evToUYqPhj7km2nTIMhOw69jvWFhUPhIyqqm+ggZ6oHu685j1qxZ2Lx5czlmSUSkvtzd3REfH6+y61epUgXXrl1Tqs3gwYPx8uVL7N+/H1paWgrnJk6ciBs3bmDOnDnw9/eXH9fT00PVqlXRu3dvfPHFFxCJ/lcnmT59Ou7cuYNDhw593IMpBSzaVWCvXr3CrFmzYV6tPpJi78DVZ1ShBbt31fYcjNi7Z/H6TQo6+XbGrX9ufnD6SEVgZGQEOzs7pdq8SHiB3NxcaOpqISXutVJtxc+SAQDW1tYlXgzZyMioRO2IiIgqi/Pnz8PDw0Nh7bJOnTph5syZOHfuXJFFu7yCXVEKWhPNxcUFIpEICQkJJUuaSiQ+Ph579u7BNx3qFlmwy2NjrIchzWtg7W+/YenSpTAxMSn7JImI1Fx8fHyJBrOo0rx58/DZZ59h06ZNCoW5Cxcu4NixY1i5ciUMDAwAAEFBQXB0dERKSgoOHDiAH3/8EVlZWRg9erSq0i8Si3YV2NatW5GTm4us9NewdmoGXUOLYrUTaWqjmqsPYu6cwqOHD7Br1y4MHjy4jLNVvZJMNV21ahUmTpoEaY4UTy48hNuA5hBpFe+f1X+n7sO9qTv+uvpXSdIlIiKiYoiMjESvXr0UjmlpacHe3h6RkZFlcs0bN24gNze3yIIglb6QkBCIBAL0bGRf7DZ9m9TAqjMPsH37dowfP74MsyMi+rQIBALomuh9OLCUZCSnv53BVgIODg4YM2YM1q1bBz8/P9jb2yMrKwvz5s1D27Zt0alTJ1y5cgUA4OzsDDc3NwCAp6cn/v33X+zZs4dFOyp/mzZvgbVTczx78AccG3+mVFsrh6aIun4AZna1sSp4daUo2pXEkCFD8M033yA7V4Ls1CxEn72Pmh1dP9gu+clLPP8nBkFb55VDlkRERJWXWCwucGS6kZER3rx5U+rXk0gk+PHHH+Hg4IA2bdp8VF8ymQzp6emlk9gnYuXKlVi1alWJ2iYnJ6OmhT6MdbU+HPz/LA11UM1UD998883/rwGtvICAAEycOLFEbYmIVCUrKwtSqRS5ubnIzc3Nd17XRA99lo4soGXZ2PXVZqS/TgOAAvP5kJEjR+LQoUOYO3cuNmzYgLVr1yIxMRFbtmxBbm6ufE36vMecx9nZGWfOnFE4JpPJIJPJSpRHXv5SqRQZGRny675LJpMpLKtRFBbtPgHKbpCQ59nz56jlMRB48Ac0tHQ/3OAdefFWDk3x1x/bYGNjozDH+0PKcoOEzMxMpKSkQF9fH3p65Vf5L4ixsTFCQ0PRq1cvCDSEuBlyEQZWRqjSsPBveFNfiHF5yXG4urmiX79+5ZgtERER5VHmhlkZP/zwAx49eoTQ0NASL3+RRyKR4N69e6WU2achKioKz549K3F7bQvll3TR0hAgLS0NaWlpJbpmVFRUpfv/iYgqBg0NDWRlZSkcK+lot9Iik8mQmZlZorYzZ87E6NGjERwcjM2bN2PChAkwMzNDZmYmsrOzAQDZ2dkK/cfFxaFq1aoKx3Jzcz8qj6ysLOTk5CAqKqrQmPfX3isMi3afgJJukAAIINLQAgRCZGcot2FBVnoyAMDA7O0ab8ouRFnaGyRkZGRg586dWB28Cn9duy4/7lqvLvzHT8AXX3wBQ0PDUr1mcfXs2RM7duzAoC8GQQrgwqIIOPu6wqlDPRjamsjjssQZiD57H48P34aNpQ0ijkRUirUCiYiIVMnIyKjA+5KUlJRSn74aHByM3bt3Y9WqVfKpNx9DU1MTNWvWLIXMPh2Ojo6wtbUtUds3b94gLjlDqYJsrlSGF+JMGBgYlHitYEdHR9SpU6dEbYmIVCUrKwvPnj2Dtra2wt+lZfGFljIEAkGJ/05u1aoVunfvjjVr1qBu3boYPny4fPBRXpFMJBJBQ0MDqamp2L9/P+7cuYNly5YpXFMkEn1UHsDbgqi9vT20tbXznXv8+HHx+ylxBlRuSrJBAgC8eJGItOR4WFRzRdz9C6jRsEux2z67fwF6xtbQ1H1782JlZQVNTU2lci4tly9fRo/PP0d8QgJaO1fBwh6NYayrhdQsCY7ffY4J48dj5ozpCNu5Cx07diy16yqjX79+aNasGdasWYNVwavw+NgdPIq4DZMaFtAx1UNuhgRJkYkQCgTo378/li1dBguL4q0xSERERCXn5OSUb+267OxsxMTE5Fvr7mNs374dq1atwrx589CuXbtS6VMgEKh8VkF5mz59OqZPn16itmfOnIGPjw+uRL9EC0fLYrU5/yger9OzceXKBTRr1qxE1yUi+hQJhUIIhUKIRCKlZtWVh4/JZ8yYMdi3bx9GjBihMJotb3OpAQMGKMSPHj0aXboo1koEAgEEAkGJ8xCJRBAKhdDV1S2w8KdMYZRFu09ASaeaTp8+HT+vXI06bUbhZsRyvEmIgrGV4wfbZaUn4/mji3Bp9QWSnz+EpqYWHj58CGNj45Kk/1GuXLkCn7ZtUcfaANundEQNcwOF8z0bVcez5HR8u/8GunTpgkOHDsHX17fc8wTeLn75008/4YcffsD169dx8OBB3L59G8DbabSNRjTCsGHDYGlZvJtIIiIi+nheXl5Yu3YtXr9+DVNTUwDAiRMnkJ2dDW9v71K5xuHDhzF//nxMnDiRS1+oUJs2bVC7ljO2Xo4sVtFOJpPhlz8jUbdObTRt2rQcMiQiorKWN9iosEFHixYtgpOTE5KSkrBhwwZs3LgRTZs2hZeXV3mmWWws2lVgY8aMweLFi5Gd/gZ6xta4eXQFWvZdAE0dg0LbSHMluHFkOYQaWqhaty0u75yOPn36qKRgl5GRge6ffYY6VvrYNqwVdDQLrnLbmuhh4xceGLP9Enp0746nsbEqHcWmo6ODVq1aoVWrVirLgYiIiN7q378/QkND4e/vD39/f7x69QoLFy5Et27dFKbHzpw5E+Hh4bh796782OPHjxWmsDx8+BBHjx6Frq6uvOB39epVfPPNN3B3d0erVq1w8+ZNebyZmRns7Yu/kyl9HIFAgJmzZmPIkCHY+MdDjPKsVWisTCZD8Jn7uBiZAA3RK4SFhaF///7lmC0REamCk5OTfAkLd3d3dO7cGYsWLULr1q1VPjW4IEJVJ0Blx8HBASNHjsSDi9vg2LQnMlNe4c+wmUiOf1RgfGpSLC7vmYNXsf/Cvdt0vIj6CylJz+HvP66cM39r586diE9IwOKeTQot2OXREAmxuJc7ciTZmDJlSjllSEREROrOyMgIISEh0NPTQ0BAABYuXAg/Pz/Mnz9fIe793eQAICIiApMmTcKkSZMAAOHh4Zg0aRLmzp0rj7ly5QokEgmuXr2Kfv36KfysWbOm7B8gKRg8eDBmzpyJhUfvYGb43/jvVWq+mMjEFEzbex0/n76HST514Odmh0GDBuHQoUMqyJiIiFRFX18fAQEBePz4MU6ePKnqdArEkXYV3OrVqxH37BmOHdsAW5c2SIq7gz9++xrG1jVh6+IJLV1D5GRl4PnjS0iK/RdaukZo0XsustLf4N9T6zBs2DC0bNlSJbkHr1qJlk6WcLAofGTgu8z1tdHFrSrCfv8NW7ZsUWoNPiIiIqq4HBwcsHnz5iJjFi5ciIULFyocCwgIQEBAQJHtihND5WvBggVITEzElk2bEHbtP7RyskItayPIZDLcjxfjcnQizPS08GP3Rujn7oBcqQwpWTn4csQIxMTGFntHPyIi+vR1794da9euxcaNG9GhQwdVp5MPi3YVnJaWFg7s3485c+Zg1apgpIvfwMCsKjJTXuL+hV8hk0kBCKCla4h6bb6EjqE5oq7txYuo6+jXrx82bNigkiGiWVlZuHb9bwR1b6xUOz+3qjjwz1Ns3boVo0aNKqPsiIiIiEidRUdHwbWqGQY1rYHwmzE4/+gFBABsjHWxrLc7fF3toK3xdiaHSChAYPu66LzqJPbt28d1CYmIAGQkp2PXV0V/4VXa11MFTU1NjBs3DrNmzcKVK1fQvHlzleRRGIFMJpOpOomKLG8jgrw506qUnp6OHTt24NixY3j48BFiY5/i5cuXAABtXQNIsjIgleaiYaPGmDxpIgYPHizfYaW8JSYmwsrKCmsGNkenusXfOfd6zCv03XAO9erVw507d8owQyIiquzU6TOeKh6+vkouKioKTk5OWNLLHT0aFX9NwYFb/oBetTo4ffZs2SVHRKQmMjMzER0dDQcHB4UdTqtWrYq4uDiV5WVnZ4fY2FiVXb80FPbc5lHmM54j7SoRPT09jBgxAiNGjJAfu3//Ps6dO4c3b97AwMAATZs2LZXds5YtW4Zly5aVuH1eLTk1M0epdimZEgDA/Xt3UbVqVaXalnSXXiIiIiJSHw8ePAAAtHBUbmOyFjXMsfPfe2WREhHRJ6NKlSqV+vrqhkW7Sq527dqoXbt2qfcrFos/ujqvIRTg2N049Gpcvdhtjt99BpFQAKlUpvT1xWKxsikSERERkZrJysoCAGhpFL2R2fu0REJkZmaVRUpERJ+Ma9euqToFegeLdlQmjIyMYGdX/GmtBYmPf47TD+LxLDkdtiZ6H4wXZ2TjwD9PkSuVQVNDBCtr5Sr0RkZGJU2ViIiIiNSEmZkZAOD5m3SY62sXu91zcQbMzc3KKi0iIiKlsWhHZaI0ppquW7cO4/3HYdb+G9jwhQc0RIWvryeTyTD38C1k50ohEgDTvpmO+fPnf9T1iYiIiOjT07x5c1hZmGPP3zFwtTUtVptMSS4O3XmGkWPHl3F2RERExaeaXQYKEB0djZEjR6Jhw4bw8PDA/PnzkZmZWay2+/btg6+vL9zc3ODn54eIiIh8MRKJBEuXLoWnpycaNGiAwYMH4/79+/niEhMTMXnyZDRu3Bju7u6YNm0akpOTP/bhUQmMGDECWlpauPD4Bcb+dhmv0gqerpCSKUHgnusIvxkDDaEAUggwbty4cs6WiIiIiNSBtrY2vhw9Bvv+iZWvd/whB/55iuS0TIwdO7aMsyMiIio+tSjaicViDB06FGlpaVi5ciW++eYbHDx4ELNmzfpg26NHj2L69Ono0KEDNm7ciBYtWmDKlCn4448/FOKCgoKwfft2TJw4EWvWrIGGhgaGDRuGxMREeUxOTg6+/PJLPHz4EIsXL8b8+fNx/fp1+Pv7g5vslj8tLS18P2cupDLgz8gEtFocga92/YVT95/j2pNXOPswHt+G/w2PRUdw5HYsbI11kSuVoW/fvh89NZeIiIiIPl3jxo2DUFMLE8KuIlOSW2Ts7bjXmH/0Dvr26Y2aNWuWU4ZEROqBtY7SV5rPqVpMj92xYwfEYjHCw8Pla1CIRCIEBgZi3LhxcHJyKrTtihUr4Ovri6+++goA0KJFC0RHR2PlypXw9PQEALx48QI7duzAt99+i759+wIAGjRogHbt2iEkJASBgYEAgOPHj+P+/fs4dOgQnJ2dAQBWVlYYMGAALly4AC8vrzJ7Dqhg06dPx/379xESEoIa5gb4MyoR4f88lZ+3MtSBe3Vz3Hv+BgkpmWjQsBG2bt2quoSJiIiISOWqVq2KfeH70bVLF3zxy0V83aEOmtWwgEAgkMekZkkQfjMGi0/cQ13X+ti85RcVZkxEVL40NTUBAOnp6dDV1VVxNhVLeno6gP89xx9DLYp258+fh4eHh7xgBwCdOnXCzJkzce7cuUKLdk+fPkVUVFS+tdP8/PwwY8YMJCUlwczMDH/88Qdyc3PRtWtXeYyBgQF8fHxw7tw5edHu3LlzcHFxkRfsAKBx48aws7PDuXPnWLRTka1bt8LR0RELf1yAjKxsmOhqwcpQB1KZDE9epeKPyAQAAvTp0wchISHQ0dFRdcpEREREpGJt27bFmbNnMWzIYAzcfAHOVUzg6WgBHQ0hXqRk4vi9eKRn52BA/35Yv2Ej9PX1VZ0yEVG5EYlEMDExQUJCAgBAT09P4YsNUp5MJkN6ejoSEhJgYmICkUi5XcwLohZFu8jISPTq1UvhmJaWFuzt7REZGVlou6ioKACAo6OjwnEnJyfIZDJERUXBzMwMkZGRsLCwgImJSb64gwcPQiqVQigUIjIyssACYc2aNYvMg8red999h2+//RYrV67EmjVrEP/iBaRSKSyrVMHAgYMwZcoU2NraqjpNIiIiIlIjzZs3x937D3DmzBmsW7sWl279g4yMdJiYmmLSV4MxZswYVKtWTdVpEhGpRJUqVQBAXrij0mFiYiJ/bj+WWhTtxGIxjIyM8h03MjLCmzdvCm2Xd+79tsbGxgrnxWIxDA0N87U3NjaGRCJBeno6DAwMCo0zMjL6qKJdXrWVPt6YMWMwZsyYAs/xOSYiovIkk8n4jTTRJ0AgEMDHxwc+Pj6qToWISK0IBALY2NjAysoKEknxNu6homlqapbKCLs8alG0K0xxb4bfj8lb9O/d4wX1U9DigIXFfcxNuUQiwb1790rcnoiIiNSTlpaWqlMgIiIi+igikahUC01UetSiaGdkZASxWJzveEpKSpGbULw7os7CwkJ+PK+vvBF4hfUvFouhqakJPT29D+ZR0EjA4tLU1OROVERERBXM48ePVZ0CEREREVVgalG0c3Jyyjf9NDs7GzExMfnWuntX3lp2UVFRCsW9yMhICAQC+XknJye8evUKycnJCuvaRUZGwsHBAUKhUB5X0Ii4x48fo23btiV+fAKBQF4YJCIiooqBU2OJiIiIqCwJVZ0AAHh5eeHy5ct4/fq1/NiJEyeQnZ0Nb2/vQttVq1YNjo6OOHLkiMLxQ4cOoX79+vLdaD09PSEUChERESGPSUtLw+nTpxX69/b2xsOHDxUKiDdv3kRcXFyReRAREREREREREZUmtRhp179/f4SGhsLf3x/+/v549eoVFi5ciG7duimMoJs5cybCw8Nx9+5d+bGJEydiypQpsLe3R8uWLXHq1ClcvHgRmzZtksdYW1ujf//+WLJkCTQ0NGBra4stW7YAAIYOHSqP69ixI1xcXDBx4kRMnToVubm5WLx4MZo0aYLWrVuXwzNBRERERERERESkJkU7IyMjhISEYP78+QgICICOjg78/PwQGBioECeVSpGbm6twrHPnzsjMzMS6deuwefNmVK9eHcuXL4enp6dC3PTp06Gnp4eff/4ZKSkpaNCgAUJCQmBpaSmP0dDQwMaNG7FgwQJ8/fXX8p2mZs6cWeIpMBKJBDKZDLdv3y5ReyIiIlJP2dnZnCJLZYb3kERERBWTMveQAllBW6hSqblx4wZkMhk0NTVVnQoRERGVIolEAoFAgEaNGqk6FaqAeA9JRERUMSlzD8miHRERERERERERkZpRi40oiIiIiIiIiIiI6H9YtCMiIiIiIiIiIlIzLNoRERERERERERGpGRbtiIiIiIiIiIiI1AyLdkRERERERERERGqGRTsiIiIiIiIiIiI1w6IdERERERERERGRmmHRjoiIiIiIiIiISM2waEdERERERERERKRmWLQjIiIiIiIiIiJSMyzaERERERERERERqRkW7YiIirB37164uLggKSlJqXYuLi7yH1dXV3h6emLkyJHYtWsXJBKJQuyVK1cU4t/9SUxMBACsWrWq0Jg1a9aU2uMl9ZKUlAQXFxfs3bv3o/tq1KgRVq1aJf99+vTp8PPz++h+816/t2/flh/z8fHBvHnzPrpvIiKiTxXvIUmVeA9ZcWioOgEioopq8ODB8PPzQ05ODhISEnDhwgXMmTMHu3btwpYtW2BgYKAQHxQUBEdHR4VjJiYm8v/W0dFBSEhIvuvY2NiUSf5Usfn7+yM9Pb1M+g4ODoaRkVGZ9E1ERFTR8R6S1BnvIcsXi3akctnZ2dDQ0IBQyIGfVLHY2NigYcOG8t+7dOmCzp07Y8yYMVi4cCHmz5+vEO/s7Aw3N7dC+xMKhQr9EX0Me3v7Muu7bt26ZdY3EVEe3kNSRcV7SFJnvIcsX/yEo1K3Y8cOtG3bFg0aNMDQoUPxzz//KAzNzRvyumnTJnlccnIyIiMjMWXKFHh7e6NBgwbo0qULtmzZAqlUKu87NjYWLi4u2LdvH2bOnIkmTZqgWbNmCAoKQk5OjkIe8fHxCAwMRPPmzVG/fn0MGjQId+7cUYg5deoUevbsiUaNGsHd3R09e/bEuXPnyv5JojKXN2z73Llz8PPzg5ubG3r27ImbN2/KY6RSKdatWwcfHx+4urqiY8eO2Lp1a5H99uzZE4GBgfmOL1u2DC1btsw3beF9Xl5e6NixI8LDw5GamlqSh0YV2M6dO+Hj4yN//4yJiVE4Hx4ejgEDBqBZs2Zo2rQpBg8ejFu3buXr5+TJk/D19YWbmxt69+5dYIwyUxvCw8PRvXt3uLm5oXnz5hg1ahTi4uIKjefUBiIqCd5DkjrgPSR9ingPWXFxpB2VqlOnTuH7779Hnz590KlTJ9y7dw9fffVVvrjjx4+jRo0a+PbbbyEUCqGjo4OEhAQ4ODigW7du0NfXx71797Bq1Sqkp6djwoQJCu2XLVsGT09P/Pzzz7h79y5WrlwJTU1N+QfhmzdvMHDgQOjp6WH27NkwNDTEtm3bMHToUBw/fhzm5uaIiYnBpEmT0LVrV3z11VeQSqW4f/8+3rx5Uy7PFZW9xMREzJ07FwEBATAyMsLGjRsxcuRI+Wtg8eLFCAkJwZgxY+Du7o6LFy8iKCgIaWlpGD9+fIF99unTB0FBQRCLxfKh27m5uQgPD8fnn38OTU3ND+bl6emJo0eP4u7du2jWrJn8uFQqVfjDQSgU5hs98P4fFgAgEokgEAiK9ZyQ+jpz5gxmz56Nnj17okuXLrhz5w6mTp2qEBMbG4vu3bvD3t4e2dnZOHToEAYNGoQDBw7AwcEBAHDv3j1MnDgRXl5emDFjBp4+fYrJkyd/8I+BwmzatAk//fQTevfujSlTpkAikeDy5ctISkqCnZ3dRz9uIiKA95CkXngPSZ8S3kNWbCzaUalau3YtWrRoIR+y3bp1a2RlZSE4OFghLicnBxs3boSurq78mIeHBzw8PAAAMpkMTZo0QWZmJkJDQ/PdcNnb2yMoKEh+jYyMDGzduhWjRo2CsbExQkJCIBaLsWvXLpibm8v779ChAzZv3oxp06bh7t27kEgkmD17tnxdiNatW5fNE0MqkZycjJ9//ln+umratCm8vb0REhKCYcOGITQ0FMOHD8fkyZMBvL0RSktLw6ZNmzBs2DDo6+vn67Nbt25YtGgRDh06hIEDBwIA/vjjD7x48QK9e/cuVl5VqlQBALx8+VLheN++fRV+7927NxYsWCD/PT09HfXq1cvX36+//ormzZsX69qkvtauXQt3d/d8723r16+Xx7z7XiiVStGqVSvcvn0b+/btk9+cbdiwATY2Nli9ejVEIhEAQFNTE999953SOaWkpCA4OBj9+vVT+Nazffv2JXqMRESF4T0kqRPeQ9KnhPeQFRuLdlRqcnNzce/ePUybNk3heLt27fLdcDVr1kzhZgsAsrKysH79ehw8eBDPnz9XqOinpaUpfPh16NBBoW3Hjh2xdu1aPHz4EE2bNsXFixfRvHlzGBsby79VEgqFcHd3l+9O4+LiApFIhMDAQPTt2xdNmzaFoaHhxz8RpDYMDQ3lN1sAYGRkhBYtWuDmzZu4desWJBIJunTpotCma9euCAsLw7179+Du7p6vTwMDA3Tu3Bl79uyR33Dt2bMHjRo1gpOTU7HykslkBR5ftGiRQh9mZmYK53V0dBAaGpqvXd63Y/Tpys3Nxb///ouvv/5a4XinTp0UbrgiIyOxbNky3LhxA69evZIf/++//+T//c8//8DHx0d+s5XXz4duuN7/Bl5DQwM3btxARkZGsf+YICIqCd5DkrrhPSR9KngPWfGxaEelJikpCTk5Ofk+JPK+pfzQsZ9++gm7du3C+PHj4erqCkNDQ5w6dQpr165FVlaWwg1XYdfI29r89evXuHnzZoHfKOUtnOng4IB169Zh/fr1mDBhAoRCITw9PfHdd9/B1tZWyUdP6uj91wnw9rXy33//yaewWFpaKpy3sLAA8PYb1sL07dsX/fv3x/3792FlZYXTp09jzpw5xc7rxYsXBV7bycnpg4sIF3WePl2FvX/mvR4BIDU1FSNGjICZmRmmT58OW1tbaGtrY9asWcjKypLHJSYm5nuPNTExgYZG0R/5779fPnjwQP7vwMrKqiQPi4ioWHgPSeqG95D0qeA9ZMXHoh2VGjMzM2hoaCApKUnh+LuV/DwFrZ1w9OhR9OvXD6NHj5YfK2xB38KukfcBZmxsjNatW2PSpEn52mppacn/28vLC15eXkhNTcX58+cRFBSEGTNmFLglOn163n+dAG9fK5aWljAxMQHwdnqBtbW1/HzedIO88wVp1KgRnJ2dsWfPHtjZ2UFTUxOdO3cudl4XLlyAlpZWgX8QUOVU2Pvnu9Nfbt68ifj4eKxfvx61a9eWH09JSZFPlwHevg++/76bnJxc4Fo279q9e3e+Y3n/DhISEhSuQURUmngPSeqG95D0qeA9ZMXH3WOp1IhEItSpUwenTp1SOH7y5Mlitc/KylJYgDU3NxeHDx8uMPbEiRMKvx8/fhy6urqoVasWAKBly5aIjIyUf+v07o+Li0u+/gwMDNClSxd07doVkZGRxcqX1F9KSgouXbqk8Pvly5fRoEEDuLm5QVNTExEREQptjhw5Aj09vQ9uN96nTx8cPHgQu3btQpcuXQpcu6Qg58+fx4kTJ9CjRw/o6ekp/6CoQhKJRKhbt26+97Zjx47J/zszMxMAFN4n//7773w7cNWvXx9nzpxBbm5ugf0U5v33SuDtHxe6urrYs2eP8g+KiKiYeA9J6ob3kPSp4D1kxceRdlSqxo0bB39/f8yaNQu+vr64e/cu9u/fDwD5djB6X8uWLbFr1y7UrFkTZmZm2L59O7KzswuMjYmJwYwZM9ClSxfcvXsXmzZtwpAhQ2BsbAwAGDZsGA4ePIgvvvgCQ4YMga2tLZKSkvDPP//A2toaw4YNw44dO3Djxg14eXnB0tISsbGxOHDgAFq1alW6TwqpjImJCb799ltMnDgRhoaG2LhxIwBg6NChMDMzw+DBg7FlyxZoaWmhcePGuHTpEsLCwhAQEPDBm6HPP/8cS5cuxevXr+WLZr/v+fPnuHnzJnJzc5GYmIjz589j//79aNCgAb755hulH49UKsXNmzfzHTczM5NP2aFP19ixY+Hv7y9/b7tz5w4OHTokP9+wYUPo6elh7ty5GD16NF68eIHg4GCFb/kBYPTo0ejduzfGjx+PAQMGIDY2Fps3by7WrnTvMzQ0xPjx47FkyRJIpVK0b98eUqkUV65cQdeuXTnVhohKDe8hSZ3wHpI+JbyHrNhYtKNS1a5dO8yZMwfr16/HgQMH0KBBA3z//fcYNWqUfHetwsyePRvff/89fvjhB+jq6qJHjx7o0KEDZs2alS92ypQpuHr1KiZNmgSRSIQBAwZgypQp8vOmpqYICwvDzz//jCVLliA5ORnm5uZo0KCBfAFiFxcXnDlzBkFBQUhOToalpSW6du1a4HQI+jRZWloiMDAQixcvRkxMDJydnbF582b5Gg9ff/01jIyMsGvXLvluSdOnT8ewYcM+2LeJiQmaNm2K58+fo1GjRgXGbNu2Ddu2bYOmpiZMTEzg4uKCuXPnonv37h9cG6IgmZmZ6NevX77jPXr0wMKFC5Xuj9RLu3btMHfuXKxbtw6HDx9GgwYNsHTpUvTv3x/A27VJVqxYgcWLF8Pf3x81atTAnDlzsGnTJoV+6tatixUrVmDJkiWYMGECnJ2dsXz58mK9rgsyatQomJmZYevWrdi3bx/09fXRqFGjAteVIiIqKd5DkjrhPSR9SngPWbEJZIVtQUNUSnbt2oVZs2bh1KlTqFq16kf1FRsbi3bt2mHFihXw9fUtpQypIpo+fXq+b5lKU2pqKlq3bo2AgACMGDGiTK5BRERUmfEeklSB95BEpE440o5KVXJyMoKDg9GiRQvo6+vj9u3bWLduHdq1a/fRN1tE6iA1NRWRkZH47bffIBAI0LNnT1WnRERE9MnjPSRVdLyHJKKSYNGOSpWGhgaePn2Kw4cPQywWw9TUFJ9//jkCAwNVnRpRqfj3338xZMgQ2NjYYNGiRUXuEEZERETFw3tIquh4D0lEJcHpsURERERERERERGqm6K2YiIiIiIiIiIiIqNyxaEdERERERERERKRmWLQjIiIiIiIiIiJSMyzaERERERERERERqRkW7YiIiIiIiIiIiNQMi3ZEVGHt3bsXLi4ucHFxwZUrV/Kdl8lk6NChA1xcXDB48GCl+9++fTv27t2b7/iVK1fg4uKCo0ePlihvZUyfPh0+Pj5lfh0iIiIiKj3r1q3DyZMn8x3Pu3+9fft2mecwePDgEt0DE1H5YdGOiCo8fX197N69O9/xq1evIiYmBvr6+iXq9/fff8e+ffs+Nj0iIiIiqmTWr19fYNGOiOhdLNoRUYXXpUsXHD9+HKmpqQrHd+/ejUaNGsHW1lZFmREREREREREVjEU7IqrwunbtCgA4dOiQ/FhKSgqOHz+OXr165YvPzs7GmjVr4OvrC1dXV7Ro0QIzZsxAUlKSPMbHxwePHj3C1atX5VNw35+mmpOTg+XLl8PT0xONGzfGsGHDEBUVle96u3fvxmeffQY3Nzc0a9YM48ePR2RkZL64vXv3olOnTnB1dUXnzp0RHh5e0qeEiIiIiAqwatUquLi44P79+5g4cSKaNGmCZs2aISgoCDk5OYiKisLIkSPRqFEj+Pj4YOPGjQrtU1NTsWjRIvj4+MDV1RWtW7fGggULkJ6eLo9xcXFBeno69u3bJ7+PfH+aalpaGr7//ns0b94czZs3x4QJE/DixQuFGKlUio0bN8rvWT08PDBt2jTEx8crxMlkMmzcuBFt27aFm5sbevTogXPnzpXyM0dEZUFD1QkQEZU1AwMDdOrUCXv27EH//v0BvC3gCYVCdO7cGSEhIfJYqVQKf39/XL9+HSNHjkTjxo0RFxeHVatW4datW9izZw90dHQQHByMiRMnwtDQEN9//z0AQEtLS+G6y5YtQ+PGjbFgwQKkpqZiyZIlGDduHI4cOQKRSATg7dSIZcuWwc/PD1999RVev36N4OBg9OvXD7t370aNGjUAvC3YzZgxA+3atcP06dORkpKC4OBgZGdnQyjk9y9EREREpWny5Mn47LPP0L9/f1y8eBGbNm1CTk4O/vzzTwwcOBAjR47EwYMHsWTJElSvXh0dO3ZERkYGvvjiC8THx2Ps2LFwcXHBo0ePsHLlSjx8+BBbt26FQCBAWFgYhg4diubNm8Pf3x/A2/vVd82aNQtt2rTB0qVL8fz5c/z000/4+uuv8euvv8pj5syZg7CwMHzxxRdo06YN4uLisGLFCly9ehV79+6FmZkZACA4OBjBwcHo3bs3OnXqhPj4eMyePRtSqRQODg7l96QSkdJYtCOiSqFXr14YMmQIHj16BGdnZ+zZswe+vr75bpAiIiJw4cIFrFq1Ch07dpQfr127Nnr37o29e/di4MCBqFu3LnR0dGBgYICGDRsWeM2aNWtiyZIl8t+FQiEmT56M27dvo2HDhhCLxVizZg28vb2xdOlSeVzz5s3RsWNHrFq1CkuXLoVUKsXy5ctRr149rF69GgKBAADQpEkTdOrUCVZWVqX4TBERERFRv379MHz4cABAy5YtcfHiRYSGhiI4OBgdOnQAADRr1gxnz57FwYMH0bFjR2zbtg0PHjzAzp074ebmBgDw8PCAtbU1Jk6ciPPnz8Pb2xsNGzaEUCiEmZlZofeRrVu3xqxZs+S/v3nzBj/99BMSExNhaWmJyMhIhIWFYeDAgZg9e7Y8rm7duujTpw9CQkIwZcoUiMVibNy4ER06dMCCBQvkcTVr1sSAAQNYtCNScxyeQUSVQrNmzWBvb489e/bgwYMHuH37doFTY8+cOQMjIyO0bdsWOTk58p86derA0tISV69eLfY1358u6+LiAgB49uwZAODGjRvIzMxEjx49FOJsbGzQokULXL58GQAQHR2NhIQE+Pn5yQt2AGBnZ4dGjRoVOx8iIiIiKp42bdoo/O7k5ASBQAAvLy/5MQ0NDVSvXh1xcXEA3t5HOjs7o06dOgr3kZ6enhAIBKV6H3nlyhUAyHcfWb9+fTg5OeHSpUsA3t5vZmVloVu3bgpxjRs3hp2dXbHzISLV4Eg7IqoUBAIBevbsiW3btiErKws1atSAu7t7vrhXr15BLBbD1dW1wH5ev35d7GuamJgo/J43fTYzMxMAkJycDACwtLTM19bKygp//vmnwjUtLCzyxVlYWMhvFImIiIiodBgbGyv8rqmpCV1dXWhra+c7nrfZ2atXr/DkyRPUq1evwD7L4j6yoBkXVlZW8uJeXlxh95FEpN5YtCOiSqNnz55YuXIlduzYgSlTphQYY2pqChMTE2zatKnA8/r6+qWWT97NWGJiYr5zCQkJMDU1lecEAC9fvswXV9AxIiIiIip/pqam0NbWxo8//ljo+dKSdx+ZkJCAKlWqKJx79z4yL66w+0iOtiNSb5weS0SVhrW1NUaOHIm2bduie/fuBca0adMGycnJkEqlcHNzy/fj6Ogoj9XS0pJ/21kSjRo1go6ODg4cOKBwPD4+HpcvX0aLFi0AAA4ODrC0tMShQ4cgk8nkcXFxcbhx40aJr09EREREpadNmzZ4+vQpTExMCryPrFq1qjz2Y+8j8+4T37+PvHXrFiIjI+XnGzZsCG1tbRw8eFAh7u+//+ZsDaJPAEfaEVGlEhgYWOT5rl274uDBgxg9ejQGDx6M+vXrQ1NTE/Hx8bhy5QratWsnX3y4Vq1aOHz4MI4cOYKqVatCW1tbvt5IcRgZGcHf3x/Lli3DtGnT0LVrVyQnJ2P16tXQ1tbGhAkTALzdwGLSpEmYNWsWxo8fj759+0IsFiM4OJjTGoiIiIjUxNChQ3H8+HF88cUXGDZsGFxcXCCVSvH8+XP88ccfGDFiBBo0aADg7X3k1atXcfr0aVhaWkJfX1/hy+EPcXR0RL9+/RAaGgqhUAgvLy/57rE2NjYYNmwYgLfTfEeMGIG1a9fi22+/ha+vL+Lj47Fq1aoCl2ghIvXCoh0R0TtEIhHWrl2LX3/9Ffv378eGDRsgEolQpUoVNG3aFLVq1ZLHBgQEIDExEbNmzUJaWhrs7Oxw+vRppa43ZswYmJmZYdu2bThy5Ah0dHTQrFkzTJ06FTVq1JDH9enTBwCwadMmTJgwAXZ2dhgzZgz++usvpRY1JiIiIqKyoaenh+3bt2PDhg0ICwtDbGwsdHR0YGNjg5YtWypMRf32228xd+5cTJ06FRkZGWjWrBm2bdum1PXmzJmDatWqYffu3fjtt99gYGCA1q1b46uvvlKYijtp0iTo6enht99+w/79++Ho6Ii5c+diy5YtpfbYiahsCGTvzrUiIiIiIiIiIiIileOadkRERERERERERGqGRTsiIiIiIiIiIiI1w6IdERERERERERGRmmHRjoiIiIiIiIiISM2waEdERERERERERKRmWLQjIiIiIiIiIiJSMyzaERERERERERERqRkW7YiIiIiIiIiIiNQMi3ZERERERERERERqhkU7IiIiIiIiIiIiNcOiHRERERERERERkZph0Y6IiIiIiIiIiEjNsGhHRERERERERESkZli0IyIiIiIiIiIiUjMs2hEREREREREREakZFu2IiIiIiIiIiIjUDIt2REREREREREREaoZFOyIiIiIiIiIiIjXDoh0REREREREREZGaYdGOiIiIiIiIiIhIzbBoR0REREREREREpGZYtCMiIiIiIiIiIlIzLNoRERERERERERGpGRbtiIiIiIiIiIiI1AyLdkRERERERERERGqGRTsiIiIiIiIiIiI1w6IdERERERERERGRmmHRjoiIiIiIiIiISM2waEdERERERERERKRmWLQjIiIiIiIiIiJSMyzaERERERERERERqRkW7YiIiIiIiIiIiNQMi3ZERERERERERERqhkU7IiIiIiIiIiIiNcOiHRERERERERERkZph0Y6IiIiIiIiIiEjNsGhHRERERERERESkZli0IyIiIiIiIiIiUjMs2hEREREREREREakZFu2IiIiIiIiIiIjUDIt2REREREREREREaoZFOyIiIiIiIiIiIjXDoh0REREREREREZGaYdGOiIiIiIiIiIhIzbBoR0REREREREREpGZYtCMiIiIiIiIiIlIzLNoRERERERERERGpGQ1VJ1AZ3blzB7/99huuXbuGhIQESKVSWFlZoVGjRujevTtatWql6hSJiIiIiIiIiEiFBDKZTKbqJCoLqVSKRYsWYevWrdDQ0ECLFi3g7OwMDQ0NPH36FJcuXcKbN28wceJEjB8/XtXpEhERERERERGRinCkXTn6+eefsXXrVtSpUwcrV66Evb29wvnMzEyEhoYiOTlZNQkSEREREREREZFa4Ei7cvLkyRN07twZhoaGOHz4MCwsLAqNzc7OhpaWVjlmR0RERERERERE6oQbUZSTvXv3Ijc3F/379y+yYAeABTsiIiIiIiIiokqORbty8vfffwMAWrRooeJMiIiIiIiIiIhI3bFoV05evnwJALC2tlZxJkREREREREREpO5YtCMiIiIiIiIiIlIzLNqVk7x17F68eKHiTIiIiIiIiIiISN2xaFdOGjduDAC4fPmyijMhIiIiIiIiIiJ1x6JdOenZsydEIhHCwsKQlJRUZGx2dnY5ZUVEREREREREROqIRbtyUr16dXz55Zd4/fo1vvzySzx9+jRfTFZWFn755ResWrVKBRkSEREREREREZG60FB1ApXJ5MmTkZWVha1bt6Jz585o3rw5atWqBQ0NDcTGxuLPP/9EcnIyJk+erOpUiYiIiIiIiIhIhQQymUym6iQqm9u3b+P333/HtWvX8OLFC0ilUlhaWqJRo0bo2bMnWrVqpeoUiYiIiIiIiIhIhVi0IyIiIiKlTZ8+HVevXsXp06eVbuvi4iL/b6FQCAMDA9jY2KBhw4bo2bMnGjZsqBAfGxuLdu3aFdhXvXr1sHfvXnlO+/btK/S6Dx48UDpXIiL6tK1atQrBwcGl9hkwePBgAMC2bdsA/O8zKigoCD179vzo/gvqb+/evZgxYwZOnTqFqlWrfvQ16NPB6bFEREREVO46deqEESNGQCaTITU1FY8ePUJ4eDjCwsIwePBgzJo1K1+bwYMHw8/PT+GYnp6ewu86OjoICQkp09yJiIjyWFlZISwsDPb29mV2jTZt2iAsLAxWVlZldg1STyzaEZUjmUyGrKws6OjoqDoVIiIilbKwsFAYUde6dWsMHToUs2fPxrZt2+Do6IiBAwcqtMkbjVcUoVD4wRgiIqLSoqWlVeafO2ZmZjAzMyvTa5B64u6xRCV08uRJdOvWDa6urmjXrh1CQkKwatUqhSk/Li4umDdvHn7//Xd07twZbm5u8mk7wcHB6NOnD5o1a4bGjRujR48e2LVrF96fse7j44MxY8bgxIkT6NatG9zc3NCuXTv8+uuv+XJKTU3FokWL4OPjA1dXV7Ru3RoLFixAenq6QlxERAT69OmDJk2aoEGDBmjXrh1mzJhRBs8SERGpi7zPqLt372LChAlo3LgxmjRpgsDAQCQlJcnjpFIpNm7cCF9fX7i6usLDwwPTpk1DfHx8kf0PHToUvr6++T7HZDIZOnTogNGjR38wR5FIhO+++w6mpqbYvHlzyR4oERFVWmfPnsXnn38OV1dX+Pj4FPhZsn37dgwaNAgeHh5o2LAhunXrho0bN0IikSjEyWQybNy4EW3btoWbmxt69OiBc+fO5esvNjYWLi4u8qUaPuTFixeYPXs2vL294erqCk9PT0ycOBEvX74stM3evXvh4uKC2NjYYl2DKg6OtCMqgfPnzyMgIADu7u74+eefkZOTgy1bthT4Rnvy5Elcu3YN48ePh4WFBczNzQEAcXFx6Nevh5ycgAAAzJ1JREFUH2xtbQEAN2/exPz58/HixQtMmDBBoY979+7hxx9/xIQJE2BhYYGDBw9iwYIFkEgkGDlyJAAgIyMDX3zxBeLj4zF27Fi4uLjg0aNHWLlyJR4+fIitW7dCIBDgxo0bmDJlCrp06YIJEyZAW1sbz549w+XLl8v4WSMiInUwYcIE+Pr6on///nj8+DFWrFiByMhI7Ny5E5qampgzZw7CwsLwxRdfoE2bNoiLi8OKFStw9epV7N27t9Bv+ocMGQJ/f39cunQJLVu2lB8/f/48YmJiCpzuWhAdHR20bNkShw8fRnx8PKpUqSI/J5VKkZOToxAvEokgEAgUjr0fA7wdgScU8vtqIqKK6tKlS/D390fDhg2xfPly5ObmYtOmTXj16pVCXExMDPz8/FC1alVoamri/v37WLduHaKiohAUFCSPCw4ORnBwMHr37o1OnTohPj4es2fPhlQqhYODQ4lyfPHiBXr16oWcnBz532yvX7/GH3/8gTdv3sDCwuKjngOqeFi0IyqBlStXwtraGps3b4aWlhaAt9N6fHx88sWmp6fj4MGDMDY2Vjj+7geCVCpFs2bNIJPJ8Ouvv2L8+PEKf4AkJCQgPDwctWvXBgB4e3sjKSkJa9aswcCBA6Grq4tt27bhwYMH2LlzJ9zc3AAAHh4esLa2xsSJE3H+/Hl4e3vjxo0bkMlkmDt3LgwNDeXXKI1FU4mISP116NAB06ZNAwB4enrC3NwcgYGBiIiIQL169RAWFoaBAwdi9uzZ8jZ169ZFnz59EBISgilTphTYb9u2bVGtWjWEhoYqFO1CQ0Nhb28PLy+vYueY94VWQkKCQtFuyZIlWLJkiULsL7/8onC99PR01KtXL1+fHh4e2Lp1a7FzICKiT8vy5cthbm6OX375Bdra2gDefs69v5HRuzOMpFIp3N3dYWJigpkzZ2L69OkwNjaGWCzGxo0b0aFDByxYsEAeX7NmTQwYMKDERbsVK1YgOTkZ+/fvh5OTk/x4ly5dStQfVXws2hEpKT09HXfu3MEXX3whL9gBgL6+Pnx8fPINi27RokW+gh3w9pug9evX4/bt20hNTVU49+rVK4VvWZydneUFuzx+fn64ePEi/v33X/wfe/ceF2WZ/3/8PcNBQB0BRUFJQ2rTLLVCizJt7aCt2Jp+LToYppZpYaZUStbXig0qU/PcQVuKysxVyrKDZqtbW21a/drSNNFWRVBEcBBUDnP//nCZbyMIw3EOvJ6PR4+Y+76uaz43M86H+zPXfV8xMTH6/PPPdf7556tnz54OMwwGDBggk8mkf/3rXxo0aJC9oDd16lSNGjVKl112mTp16lT/XwgAwKMMHz7c4fGNN96oGTNm6JtvvrHno5tvvtmhTe/evRUdHa2vvvrqrEU7s9msO++8U88995wOHjyozp07a9++ffrHP/6hRx99tMpsuJqceYltpbvuuks33XSTw7YzT5wCAgKUkZFRpW+bNm2cfn4AgGcpKSnRv//9b91+++32gp10+rP/j3/8o8PK4tu3b9eCBQv0/fffq7Cw0GGc3377TX369NH333+vU6dOVcmZl156qbp06VJrPGebFb5lyxZdfvnlDgU7oCYU7YA6slqtMgzDfpnr71W3LSwsrMq2H3/8UePHj1f//v319NNPKzw8XH5+ftq4caOWLVumkydPOrSvbpp05bbKRJOfn6///Oc/1c4ukKSCggJJUr9+/bR48WK98cYbevTRR1VaWqrzzz9f9913X5UV+QAA3ufMvOTr66vg4GAVFhbac0p1q9N17NhRBw8erHHsUaNG6cUXX9TKlSs1bdo0vfnmmwoICNCoUaPqFGPl85wZR3h4uP3Lp7Mxm821tgEAeBer1SqbzVbjeZN0Or/ccccdioqKUnJysrp06aJWrVrpxx9/1FNPPWU/D6vMh7WNV50DBw5Umd33+uuv6/LLL1dBQQETJlAnFO2AOrJYLDKZTFXujSCp2nvaVTez4MMPP5Svr69eeuklh2+CNm7cWO1zVjdu5bbg4GBJUkhIiFq1aqVnnnmm2jFCQkLsP1933XW67rrrVFpaqh9++EEvvfSSpk+fri5duuiSSy6ptj8AwDvk5eU5nDCUl5ersLBQwcHB9pxy5mWpldt+n0uq07ZtW/vCSuPGjdOaNWsUFxcni8XidHwnT57UP//5T3Xt2rVKDAAAVKfyHK2m8ybp9PlWSUmJFi5c6DBj7pdffnHoU5kPzzZeTbPtOnbsqNWrVztsq5wVHhISokOHDtV+QMB/cTdeoI6CgoJ00UUXaePGjSotLbVvLy4u1ueff+7UGCaTST4+Pg43xD558qTef//9atv/+uuvVRLJBx98oNatW9tn1l1zzTXav3+/goODdfHFF1f5LzIyssq4/v7+6t+/vx5++GFJp6eKAwC827p16xwef/TRRyovL1f//v11xRVXSFKVfPTjjz8qKyvLvr8mY8aMUUFBgaZMmSKr1ao777zT6dgqKir01FNPqbCwUPfcc4/T/QAALVtQUJB69+6tTz/9VKdOnbJvP378uMM5WuWEit/f5sgwDK1atcphvL59+6pVq1ZVcuZ3332n7OzsGmPx9/evci5WeYuGgQMH6ptvvtGePXvqd6BocZhpB9TDlClTNHHiRI0fP14JCQmqqKjQ8uXL1bp1ax07dqzW/oMGDdJrr72m6dOn69Zbb1VhYaHDohZn6tixoyZNmqQHHnhAYWFhev/99/Xll18qKSlJgYGBkqSEhAR9+umnuvPOOzV27FhdcMEFstlsysnJ0RdffKFx48apT58+evHFF5Wbm6vY2FiFh4fLarXq9ddfl5+fn/r379+ovycAgPvZsGGDfHx8dNVVV+nXX3/Viy++qB49eujGG2+Uv7+/br31VmVkZMhsNmvgwIH21WMjIiI0duzYWsePiorS1VdfrS1btuiyyy6rck/WSkeOHNEPP/wgwzBUXFysX3/9VZmZmfrll180duxY3XLLLfU6PpvNph9++KHafRdeeOFZcy0AwLM9+OCDmjBhgu6++26NGzdOFRUVeuWVVxQYGGi/3PXKK6+Un5+fpk2bpgkTJqi0tFRvv/22rFarw1jt2rXTuHHjtHTpUj322GMaOnSocnNztXDhwmpvf1SXGLds2aI777xTEydO1B/+8AcVFRXpH//4h8aOHcu97lAFRTugHgYOHKiFCxfqxRdf1NSpUxUWFqbbbrtNhw8fPutsud+LjY3VM888o1deeUX33XefOnXqpFtuuUWhoaF67LHHqrTv2bOnRo4cqYULF+q3335Tx44dNXPmTIeTp6CgIL355pt6+eWX9c477+jAgQMKCAhQRESErrzySvsU7j59+uinn37SnDlzdPToUVksFl100UX661//qvPPP7/RfkcAAPe0cOFCLVy4UG+//bZMJpMGDx6s5ORkezFr9uzZOuecc7R69Wq99dZbatOmja6++mpNnz691stjK/3pT3+yn5SczSeffKJPPvlEZrNZQUFB6ty5sy655BI9+eST6tu3b72P7+TJk7r11lur3ffpp5+qW7du9R4bAOC+rrrqKi1evFjz5893OEc7deqUFi1aJEmKjo7WwoULNX/+fCUmJio4OFhxcXEaO3ZslRneDz74oIKCgvTWW2/pvffeU/fu3fXkk09qxYoV9Y6xU6dOWr16tRYsWKBXXnlFhYWFCgkJ0WWXXWa/JBf4PZNxtuW5ANRJWVmZRowYoU6dOjXog/xMgwcP1vnnn6+XXnqp0cYEALQ8Cxcu1KJFi/TVV18pNDS0SZ8rMTFRP/zwgzZt2iQ/P78mfS4AAABvxUw7oJ6Sk5N11VVXKSwsTEeOHNHbb7+trKysamfKAQDg7UpLS/Xzzz/rxx9/1IYNGzRjxgwKdgAAAA1A0Q6op+LiYj377LM6evSo/Pz8dOGFF+rll1/WlVde6erQAABodocPH1Z8fLzatGmjW2+9VWPGjHF1SAAAAB6Ny2MBAAAAAAAAN2N2dQAAAAAAAAAAHFG0AwAAAAAAANwMRTsAAAAAAADAzbAQRRP7/vvvZRgGq6cBaFZlZWUymUy65JJLXB0KvAg5DYCrkNfQFMhrAFyhLjmNol0TMwxDrPUBoLnxuYOmQE4D4Cp89qApkNcAuEJdPnco2jWxym9tLr74YhdHAqAl+fe//+3qEOCFyGkAXIW8hqZAXgPgCnXJadzTDgAAAAAAAHAzFO0AAAAAAAAAN0PRDgAAAAAAAHAzFO0AAAAAAAAAN0PRDgAAAAAAAHAzrB7rJioqKlRWVubqMLyGn5+ffHx8XB0GAAAAAABAvVC0czHDMJSbm6vCwkJXh+J1goODFR4eLpPJ5OpQAAAAAK+2d+9epaSkaNu2bQoMDNSwYcOUlJSkgICAGvs9//zz+vvf/66DBw/KZDIpKipK48aN07BhwxzaXXDBBVX6dujQQV9++WWjHgcAuBOKdi5WWbDr2LGjgoKCKDA1AsMwVFJSosOHD0uSIiIiXBwRAAAA4L2sVqsSEhLUuXNnLViwQEePHlVqaqoKCws1Z86cGvueOHFC8fHxioqKkmEY+uSTTzRt2jTZbDYNHz7coe2YMWMUFxdnf+zn59ckxwMA7oKinQtVVFTYC3bt27d3dTheJTAwUJJ0+PBhdezYkUtlAbglZiUAALzBypUrZbValZmZqdDQUEmSj4+PkpKSNGnSJEVHR5+17xNPPOHw+Oqrr9bu3bu1du3aKkW7iIgI9e3bt9HjBwB3RdHOhSrvYRcUFOTiSLxT5e+1rKyMoh0At8OsBACAt9iyZYtiY2PtBTtJGjJkiJKTk7V58+Yai3bVCQ4OVnFxcWOHCQAexyuLdvWduSBJhYWFmj9/vjZu3Khjx46pc+fOuvvuuxUfH99k8XJJbNPg9wrAnTErAQDgLbKysjRq1CiHbf7+/uratauysrJq7W8YhioqKlRSUqJNmzbpyy+/1PPPP1+l3csvv6y5c+cqMDBQAwYM0COPPKLOnTs32nEAgLvxuqJdQ2YuFBcXa8yYMWrVqpWSk5PVvn17/ec//2FVVwBAo2NWAgDAW1itVlkslirbLRaLjh07Vmv/r776SnfffbckydfXV48//riGDh3q0GbEiBG65ppr1KFDB+3atUtLly7V7bffrvfee0/t2rWrd+yV98MGgOZiGIbTk4y8rmjXkJkLL730kk6ePKl3333XPivv8ssvb5a4AXiWmJgY5ebm1qlPeHi4tm7d2kQRwdMwKwGApyIHwlnOnpj27t1bq1ev1vHjx7VlyxY9/fTT8vHx0ejRo+1tnn32WfvP/fr102WXXaaRI0dq1apVuueee+odY1lZmXbs2FHv/gDcz5gxY5Sfn1+nPu3bt9cbb7zRRBFV5e/v71Q7ryvaNWTmwt/+9jfdddddTl1GC6Bly83NVXZ2tqvDgAfz1FkJzEgAkJOTo4MHD9apT0M/O+oyKwHNz2KxyGq1VtleVFTk1MzxNm3a6OKLL5YkxcbGqrS0VGlpaRo5cuRZ703do0cPRUVF6eeff25Q7H5+fjrvvPMaNAYA93Ls2DEdPny4Tn18fX3Vs2fPJorI0e7du51u63VFu/rOXNi/f7+OHDkii8WiiRMn6ssvv1Tr1q31pz/9SY8++iiFPADVMpuk9m1rXugkv6hCNqOZAoLHc/dZCcxIAFBeXn76B5NJZkvNC6rZrCWSYai8vLzBnx3OzkpA84uOjq5yrlVaWqp9+/ZVOTdzRq9evZSRkaGjR48qLCzsrO0Mo+F/YJlMJhYGBLxM5d/SdTlXa87Pgrp8CeV1Rbv6zlw4cuSIJOm5557T0KFD9corr2j37t2aO3euysrKlJKSUu+YzvbN4qlTp2Sz2VRRUaGKiop6j18fixYt0pIlS7R69WotW7ZMX331lUwmk6655hrNmDHDPlPRZrPptdde05o1a3TgwAG1bdtWAwYM0NSpUxUeHm4fLyEhQQUFBXriiSc0Z84c7dy5U+3atdPIkSN1//33u2T11oqKCtlsNp04cUI2m63Znx/erfKPxPZtfbQm+Zwa2458Zr/yrBXNOkOJGQnuz1NnJTAjAYCv7+lTCLMlSO1nJdTYNj8lXbZjxQ2ewVCXWQlofgMHDtTSpUtVUFCgkJAQSdKGDRtUWlqqQYMG1Xm8bdu2qU2bNvaxqrNjxw799ttv9SoKAmgZ6nKu5q68rmh3NrWdwFYWdaKjo5Wamirp9ElQeXm5nnvuOT344IM1fstTk5pmJfj6+urUqVP1GrchKr8hTUxM1PXXX6/nnntOWVlZWrp0qXbv3q309HT5+fkpJSVFa9as0a233qrp06fr4MGDWrp0qf71r3/pzTfftCdSm82mI0eOaPr06br77rs1ceJEffHFF1q2bJmOHj2qGTNmNPsxnjp1SuXl5dqzZ0+zPze8n32WQR37NOcMJWYkuDdPnZXAjAQA9flSqKGfHXwR5d7i4+OVkZGhyZMna/LkycrPz1daWpqGDx/u8EVUcnKyMjMztX37dknSL7/8ojlz5mjo0KHq0qWLSkpK9Pnnn2v16tWaPn26vUC8fPly7d+/X/3791doaKh+/fVXLVu2TOHh4Q4zzAHA23hd0a6+MxeCg4MlSVdccYXD9iuuuEI2m01ZWVn1LtqdbVbCqVOndPDgQbVq1arZL7+tTIA33HCDHn30UUnSH//4R4WHh+uRRx7R3//+d/Xq1Utr1qzRbbfdpscff9zet3fv3oqPj9c777yjqVOnSpLMZrMKCwu1aNEiDR482D5eeXm5Vq9erXvvvdclNz739fVV165d1apVq2Z/bni3yn9Dde3jjvdJgGswKwEA4C0sFovS09OVkpKixMREBQQEKC4uTklJSQ7tKq8yqtShQwdZLBYtWbJEeXl5atu2rbp3767Fixfruuuus7eLiorSp59+qvXr16u4uFghISEaNGiQpk6dWu1VVgDgLbyuaFffmQvnnHOO/Pz8qmyvnJFgNpvrHdPZvlk0m80ym83y8fFp9stHK4/npptucnjuYcOGKTk5Wd9++639Mr4zL7W65JJLFB0drW+++ca+3WQyqXXr1rr++usdnmf48OF699139d133+mcc2qeltrYfHx8ZDabFRgYyD0J0ehcMcugrs8F98asBACAN4mKitLy5ctrbJOWlqa0tDT74w4dOmju3Lm1jj148GD7xAAAaEm8rmhX35kL/v7+uuqqq/TVV185bP/qq6/k6+vrtffvOXP2oK+vr4KDg1VYWKjCwkJJUseOHav069ixY5VVwzp06FClXeW2yrEAAKcxKwEAAABATbyuaFffmQuSdP/99+v222/XI488optuukm7d+/WwoULdccdd9gXZvA2eXl56tSpk/1xeXm5CgsLFRwcbL9k+PDhww6LTlRuO/MSrMrFPKrbVjkWAOD/MCsBAAAAwNl4XdGuvjMXpNP3anvppZf0wgsv6L777lNwcLDuvPNOPfjgg815CM1q3bp1uuiii+yPP/roI5WXl6t///72VQnff/999e7d297mxx9/VFZWlu677z6HsYqLi/XZZ5/p2muvtW/74IMPZDab1a9fvyY+EgAAAAAA4G1iYmKUm5vrdPucnJwmjKZ5eV3RTqrfzIVKV111la666qqmCs3tbNiwQT4+Prrqqqv066+/6sUXX1SPHj104403yt/fX7feeqsyMjJkNps1cOBAZWdn68UXX1RERITGjh3rMFZwcLBmz56tnJwcnXvuudq8ebNWrVql2267zSWLUAAAAAAAAM+Wm5ur7OxsV4fhEl5ZtIPzFi5cqIULF+rtt9+WyWTS4MGDlZycLH9/f0nS7Nmzdc4552j16tV666231KZNG1199dWaPn16lctjw8LC9MQTT+jZZ5/Vrl271K5dO913331KTEx0xaEBAAAAAABvYTLJHBRcazNbcUHTx9JMKNq1cBEREVq2bNlZ95vNZt1zzz265557nBqvf//++tvf/tZY4QEAAAAAAMgcFKywcc/X2u7Qonskw2iGiJoeRTsAAADAy9T1/j+SFB4erq1btzZRRAAAuJ+C46fXOsjJyVFkZKTT/ZorZ1K0AwAAALxMS77/DwAAzrL9d0KezWZzy7xJ0a6FSkxMbNR7zb3xxhuNNhYAAAAaiRP3/6m894+zswy8aVU+AAAknc6XlqBam9msJc166S1FOwAAAMBLOXP/n8p7/7jrLAMAAJqa2RKk9rMSam2Xn5Iu27HiZojoNIp2AAAAAGQ2Se3b+tTaLs9a0QzRAAAAinYAAAAA1L6tj9Ykn1Nru0Ezf7PfAwgAADQds6sDAAAAAAAAAOCIoh0AAAAAAADgZijaAQAAAAAAAG6Goh0AAAAAAADgZliIwg3FxMQoNzfXpTGEh4dr69at9eq7efNmvf766/rpp59UXFyssLAwDRo0SOPGjVPXrl01ZswY/etf/6q275tvvqmYmBh98803uuuuu7R69WpdfPHFDm3+/e9/63/+53/0+uuv6/LLL69XjAAAAAAAAO6Mop0bys3NVXZ2tqvDqJd58+Zp2bJluv766/Xkk0+qffv2ys7O1tq1azV27Fht2rRJknTppZfq0UcfrdL/vPPOa+6QAQAAAAAA3A5FO3dmMskcFNysT2krKZQMo159t2zZomXLlmnixImaNm2afXu/fv00YsQIe8FOkiwWi/r27dvAaAEAAAAAAJqH7fgJSVJOTo4iIyOd6tOQKxkp2rkxc1CwwsY936zPmbfiYdmKC+rVd8WKFerQoYMSExOr3T948OCGhAYAAAAAAOA6ttOTnGw2W7NcIUnRDo2ivLxc3333nW644Qb5+fnV2t4wDJWXl1fZ7uvLWxIAAMBb1GdGgtSwWQkAADQ1s9msiIiIGtvk5OTIZrM16HmokKBRFBYW6tSpU7W+aStt3rxZvXr1qrJ9586djR0aAAAAXKWZZyQAANAcIiIidODAgRrbREZGNjj3UbRDozD+ex88k8nkVPvLLrtMM2fObMqQAAAA4CacmZEgNc6sBAAAvAVFOzSKkJAQtWrVSgcPHnSqfdu2bXXxxRefdb+Pj48kVftHW+U2LqUFAADwDM7MSJAaZ1YCAADewuzqAOAdfH19ddlll+mrr75SWVlZg8cLDQ2VJOXl5VXZV7mtffv2DX4eAAAAAAAAd0TRDo3m7rvv1pEjR7R48eJq93/++edOj3XuuecqLCxMn332WZV9n332mcLCwtStW7d6xwoAAAAAAODOuL4QjWbgwIG67777tHTpUu3Zs0fDhg1T+/btlZ2drffff1979+7VH//4R0mS1WrVDz/8UGWMrl27KjQ0VGazWVOmTNHjjz8uHx8fXXvttZJOF+zWrFmjlJQUp++fBzgjJiZGubm5TrfPyclpwmgAAAAAAC0dRTs3ZispVN6Kh5v9ORvioYce0iWXXKI33nhDjz/+uIqLi9WxY0ddeeWVDgtPfPfdd7r11lur9E9NTdXIkSMlSbfccotat26t1157TevWrZMknXfeeXrhhRcUFxfXoDiBM+Xm5nIPHQAAAACA26Bo584MQ7biAldHUWfXXHONrrnmmrPuf+ONN5wea9iwYRo2bFgjRAU4yWSSOSi41mae+G8TAAAAAOA5KNq5ofDwcFeH4BYxAK5gDgpW2Ljna213aNE9kmE0Q0QAAAAAgJaIop0b2rp1q6tDAAAAAAAAgAuxeiwAAAAAoEH27t2r8ePHq2/fvoqNjVVKSopOnjxZa7/nn39ew4YN0yWXXKJLL71Uo0aN0ocfflilXVlZmV544QUNGDBAffr00ZgxY/TLL780xaEAgNtgph0AAAAAoN6sVqsSEhLUuXNnLViwQEePHlVqaqoKCws1Z86cGvueOHFC8fHxioqKkmEY+uSTTzRt2jTZbDYNHz7c3i41NVWZmZmaMWOGunTpoldffVVjx47VunXrFBYW1tSHCAAuQdEOAAAX2bt3r1JSUrRt2zYFBgZq2LBhSkpKUkBAQI39nn/+ef3973/XwYMHZTKZFBUVpXHjxlVZuKesrEwLFizQ2rVrVVRUpN69e+uxxx5Tjx49mvKwAAAtzMqVK2W1WpWZmanQ0FBJko+Pj5KSkjRp0iRFR0efte8TTzzh8Pjqq6/W7t27tXbtWnvR7tChQ1q5cqUee+wx3XLLLZKkPn366Nprr1V6erqSkpKa6MgAwLW4PBYAABeonJVQXFysBQsW6NFHH9W6des0a9asWvtWzkpYuHChXnzxRfXs2VPTpk3TunXrHNqlpqbqzTff1JQpU7RkyRL5+vpq7NixysvLa6rDAgC0QFu2bFFsbKy9YCdJQ4YMkb+/vzZv3lzn8YKDg1VWVmZ//MUXX6iiosLhy6k2bdpo8ODB9RofADwFM+0AAHABZiUAALxFVlaWRo0a5bDN399fXbt2VVZWVq39DcNQRUWFSkpKtGnTJn355Zd6/vnnHcbv0KGDgoODHfpFR0dr3bp1stlsMpuZjwLA+1C0AwDABc42KyE5OVmbN2+usWhXneDgYBUXF9sf1zYrgaIdAKCxWK1WWSyWKtstFouOHTtWa/+vvvpKd999tyTJ19dXjz/+uIYOHeowftu2bav0a9euncrKylRSUqI2bdrUK3bDMFRSUlKvvgCah2EYrg6hQc78nDEMQyaTyam+FO0AAHABZiUAALydsyemvXv31urVq3X8+HFt2bJFTz/9tHx8fDR69Gh7m+rGaYwT+bKyMu3YsaPB4wBoOuXl5a4OoUHKy8urfM74+/s71ZeiHRrd5s2b9frrr+unn35ScXGxwsLCNGjQII0bN05du3bVmDFjFBQUpJdeeqlK3zP3ffPNN7rrrrvs+318fBQeHq7BgwdrypQp1X6jBwCewFNnJTAjAfAMLXlWApqfxWKR1Wqtsr2oqMipmeNt2rTRxRdfLEmKjY1VaWmp0tLSNHLkSPn4+Jx1fKvVKj8/PwUFBdU7dj8/P5133nn17g+g6fn6enbpytfXVz179rQ/3r17t/N9myIgNExMTIxyc3NdGkN4eLi2bt1a537z5s3TsmXLdP311+vJJ59U+/btlZ2drbVr12rs2LHatGlTveJJTU1V9+7dVV5erp07d2revHk6fPiwFixYUK/xAMBdufusBGYkAJ6hJc9KQPOLjo6uMku8tLRU+/btqzKr3Bm9evVSRkaGjh49qrCwMEVHRys/P1+FhYUOM8izsrIUFRXVoJnjJpOpQUU/AE3P07+0OfNzpi7HQ9HODeXm5io7O9vVYdTZli1btGzZMk2cOFHTpk2zb+/Xr59GjBhR74KdJJ1//vn2b99iYmJUUFCgZcuWqaysTH5+fg2OHQCam6fOSmBGAuAZWvKsBDS/gQMHaunSpSooKFBISIgkacOGDSotLdWgQYPqPN62bdvUpk0b+1gDBgyQ2WzWRx99pNtuu02SVFxcrE2bNjl8WQUA3sazs7mXM5uk9m19mvU584sqZKvnJIwVK1aoQ4cOSkxMrHb/4MGDGxCZozZt2qiioqLRxgOA5uapsxKYkQB4hpY8KwHNLz4+XhkZGZo8ebImT56s/Px8paWlafjw4Q5fRCUnJyszM1Pbt2+XJP3yyy+aM2eOhg4dqi5duqikpESff/65Vq9erenTp9uLz506dVJ8fLzmzJkjX19fde7cWStWrJAkJSQkNP8BA0Azcdui3alTp3TgwAGde+658vGpW+Fq7969SklJ0bZt2xQYGKhhw4YpKSlJAQEBNfYbM2aM/vWvf1XZvn79+jqv4tcY2rf10Zrkc5r1OUc+s1951roXw8rLy/Xdd9/phhtucGrmm2EY1V62cbbLtmw2m8rLy1VRUaGdO3cqIyNDgwcPZpYdAI/FrAQAgLewWCxKT09XSkqKEhMTFRAQoLi4uCorldtsNocv3jt06CCLxaIlS5YoLy9Pbdu2Vffu3bV48WJdd911Dn1nzJihoKAgzZ8/X0VFRerTp4/S09MVFhbWLMcIAK7gFkW7N954Q1arVffff78k6aefftKECRN07NgxdenSRW+88YYiIiKcGstqtSohIUGdO3fWggULdPToUaWmpqqwsFBz5syptf+ll16qRx991GFbZGRk3Q+qhSksLNSpU6ecfp02b96sXr16VbvvmmuuqbLtlltucXh80UUX6emnn65znADgLpiVAADwJlFRUVq+fHmNbdLS0pSWlmZ/3KFDB82dO9ep8f39/ZWUlFSlEAgA3swtinbvvvuuw7f+c+bMUbt27TR58mSlp6dr6dKleuqpp5waa+XKlbJarcrMzFRoaKik0yuOJiUladKkSbXOmLNYLOrbt2+9j6Wlqpwh5+ylC5dddplmzpxZZfv//u//Vtv+2WefVXR0tAzD0P79+7Vo0SKNHz9eb731lgIDA+sfOAC4CLMSAAAAANTELYp2OTk56t69uyTp+PHj2rp1q+bOnasbbrhBFoulTiuEbtmyRbGxsfaCnSQNGTJEycnJ2rx5s0suc20JQkJC1KpVKx08eNCp9m3btrXfQP33WrduXW376Ohoe/vevXurW7duGjVqlNasWaM77rij/oEDgAsxKwEAAADA2dR/bexGVFpaar+c54cffpDNZtOVV14p6fSlqUeOHHF6rKysrCqFOX9/f3Xt2rXKDb+r869//Ut9+/bVxRdfrDvvvFPffvttHY6k5fL19dVll12mr776SmVlZU3+fJUrF+7atavJnwsAAAAAAKC5ucVMu4iICG3dulWXX365PvvsM/Xo0UNt2rSRJB09etT+szOsVqssFkuV7RaLRceOHauxb79+/fTnP/9Z5557rg4fPqzly5fr7rvv1htvvKFLLrmkbgf1O4ZhqKSkpMr2U6dO2S97cseVUOsaU0JCgiZOnKhFixZpypQpVfb//e9/1zXXXCPDMGQYRrXjn7nPZrPZ///79r/88oskKTg4+KxxVlRUyGaz6cSJE/ZxgLM52yIojf0c1X0WNNVzsdIeAAAAAHgutyja3XTTTVq8eLE+++wz/fLLL3rkkUfs+3766Sede+65DX4OZ05gzyw0XXPNNYqLi9OSJUv0yiuv1Pu5y8rKtGPHjmr3+fr66tSpU1VidTXDMHTy5Mk69enXr5/Gjx+vZcuW6ddff9XQoUMVEhKinJwcffjhh9q3b5+uuOIKewGuuvHP3FdaWipJ2r59u0pKSmQYhg4cOKBXX31VAQEBGjp06FnjPHXqlMrLy7Vnz546Hj1aoupWM26K5zjbZ0FT8Pf3b7bnAgAAAAA0Lrco2k2aNEm+vr767rvvdN111+muu+6y79u1a5duuOEGp8eyWCyyWq1VthcVFdX5fnZBQUEaNGiQPvnkkzr1O5Ofn5/9cs7fO3XqlA4ePKhWrVopICDAvr2yuJhfVKGRz+xv0HPXVX5RhT2G38fkrOnTpysmJkYZGRl6+umnVVJSorCwMF155ZVKTk5WQECAzGazfHx8qh3/zH2VRYfZs2fb42rfvr0uvvhizZs3T3/4wx9qjMfX11ddu3ZVq1at6nwsaFkqL9Fv6ufo2bNnkz+PJO3evbtZngcAAAAA0DTcomhnMpl07733Vrtv2bJldRorOjq6yr3rSktLtW/fPo0aNarOsTXGrDeTyaSgoKAq281ms71I5ePjU2W/zZDyrK67bLa6mJwxePBgDR48+Kz7MzIynN4XGxurnTt31isOHx8fmc1mBQYG1qsAiZalOS4lPdtnQVM9FwAAAADAc7lF0a4xDRw4UEuXLlVBQYFCQkIkSRs2bFBpaakGDRpUp7FKSkq0efPmalc5bUrh4eHN+nzuGgPgLQqOny6+5+TkKDIy0ul+4eHh2rp1a1OFBQAAAABwY25TtHvvvff0wQcf6ODBg1XuUWYymbRx40anxomPj1dGRoYmT56syZMnKz8/X2lpaRo+fLjD5bHJycnKzMzU9u3bJUlbt27V8uXLdf3116tz5846fPiwXnvtNeXl5enFF19svAN1AifpgHex/XfCrs1mU3Z2tmuDAQAAAAB4BLco2r388suaO3euzjvvPPXo0aNBN0+3WCxKT09XSkqKEhMTFRAQoLi4OCUlJTm0O3M10rCwMJWWlmru3LkqLCxUYGCgLrnkEj355JPq3bt3veMBADuTSWZL7ZfH2qwlkhssSAMAAAAAcB23KNqtWrVKd9xxhx5//PFGGS8qKkrLly+vsU1aWprS0tLsj7t161ZrHwBoCLMlSO1nJdTaLj8lXbZjxc0QEQAAAADAXZldHYAkHTlyRNddd52rwwAAAAAAAADcglsU7Xr16qX9+/e7OgwAAAAAAADALbhF0W7GjBlasWKFfvrpJ1eHAgAAAAAAALicW9zTLjk5WYWFhRo9erQ6dOig4OBgh/0mk0nvv/++a4IDAAAAAAAAmplbFO2Cg4OrFOoAAAAAAACAlsotinZvvPGGq0MAAAAAAAAA3IZbFO3gKCYmRrm5uS6NITw8XFu3bnW6/ZgxY3TkyBG999578vf3d9g3ZcoUff/995o9e7YmT55s3x4UFKTIyEj9z//8j+688075+PjY982YMUM//fSTPvjgg4YfDAAAAAAAgIdxm6JdYWGh/vrXv+rrr79WQUGBQkJCdOWVVyohIUHt2rVzdXjNKjc3V9nZ2a4Oo06eeuop3XTTTXr11VcdCnP/+Mc/9Mknn2jBggVq06aNJCk1NVXdu3dXUVGR3n//fT3zzDM6deqU7r33XleFDwAAAAAA4Fbcomh36NAh3XbbbTp48KCio6PVuXNnHT58WEuWLFFmZqbefvttderUydVhNj+TSWZLULM+pc1aIhlGnftFRUVp4sSJWrZsmeLi4tS1a1edOnVKTz31lP74xz9qyJAh+uabbyRJ559/vi6++GJJ0oABA/Tzzz/rb3/7G0U7AAAAAACA/3KLot3cuXN18uRJrVq1Sr1797Zv//HHHzVp0iTNmzdPaWlpLozQNcyWILWfldCsz5mfki7bseJ69b333nv1wQcf6Mknn9Ty5cu1bNkyHTlyROnp6WftYzKZ9Ic//EGbNm2qb8gAAAAAAABex+zqAKTTl1BOnTrVoWAnSb1799aUKVO0ZcsWF0WGuvD399dTTz2lL7/8UkuWLNGrr76qBx98UJ07d66xX05Ojrp27dpMUQIAAAAAALg/t5hpV1RUpC5dulS7LzIyUkVFRc0cEeqrf//+uvnmm/Xiiy+qV69eGjNmTJU2NptN5eXlOn78uDIzM/X//t//0/z585s/WAAAAAAAADflFkW7yMhI/f3vf9dVV11VZd+WLVsUGRnpgqhQX/fee6/WrFmju+++22FF2Eq33HJLlfZDhw5trvAAAAAAAADcnlsU7UaOHKkXXnhBhmFoxIgRCgsLU15ent5//31lZGRo+vTprg4RdeDn5+fw/zM9++yzio6O1tGjR/Xyyy/rlVdeUb9+/TRw4MDmDBMAAAAAAMBtuUXRbsKECdq/f78yMjL05ptv2rcbhqFbbrlF48ePd2F0aGzR0dH21WNjYmJ044036tlnn9XVV18tk8nk4ugAAAAAAABczy2KdiaTSU899ZTGjh2rb775RoWFhQoODtYVV1yhqKgoV4eHJtS6dWslJiZq1qxZ2rhxo66//npXhwQAAAAAAOByblG0q9S9e3d1797d1WGgmY0YMUJLly7VK6+8QtEOAAAAAABAbla0gyObtUT5KenN/pzNzc/PT5MmTdKsWbP0zTff6PLLL2/2GAAAAAAAANyJy4p2PXv21DvvvKPevXurR48eNd7LzGQyafv27c0YnZswDNmOFbs6ijqLjIzUzp07q2y//PLLq90uSaNHj9bo0aPtj9PS0posPgAAAAAAAHfnsqLd/fffr06dOtl/ZgGC/xMeHu7qENwiBgAAAAAAgJbKZUW7Bx54wP5zYmKiq8JwS1u3bnV1CAAAAADgtL179yolJUXbtm1TYGCghg0bpqSkJAUEBJy1z/Hjx/Xaa69py5Yt2rt3r3x9fdWrVy9NmzZNvXr1cmh7wQUXVOnfoUMHffnll41+LADgLtzinnaLFi3S6NGj7TPvfu/w4cNatWqVQ5EPAABvwAkOAMAbWK1WJSQkqHPnzlqwYIGOHj2q1NRUFRYWas6cOWftd/DgQb3zzjsaNWqUpkyZovLycr3++uuKj4/XypUrq+S1MWPGKC4uzv7Yz8+vyY4JANyBWxTtFi9erIEDB561aLd48WKKdgAAr8IJDgDAW6xcuVJWq1WZmZkKDQ2VJPn4+CgpKUmTJk1SdHR0tf0iIyO1YcMGBQYG2rddeeWVuvbaa5WRkaHU1FSH9hEREerbt2+THQcAuBu3KNoZhnHWfSUlJfL1dYswAQBoNJzgAAC8xZYtWxQbG2vPZ5I0ZMgQJScna/PmzWfNaUFBQVW2tWrVStHR0Tp8+HCTxQsAnsJl1bBffvlFv/zyi/3x5s2btWfPHoc2J0+e1Lp169S1a9fmDg8AgCbFCQ4AwFtkZWVp1KhRDtv8/f3VtWtXZWVl1WmskpIS7dixQ3/+85+r7Hv55Zc1d+5cBQYGasCAAXrkkUfUuXPnBsUOAO7MZUW7jRs3atGiRZIkk8mkxYsXV9suICBAzzzzTHOGBgBAk+MEBwDgLaxWqywWS5XtFotFx44dq9NY8+fP14kTJ3TnnXc6bB8xYoSuueYadejQQbt27dLSpUt1++2367333lO7du3qHbthGCopKal3fwBNr6arMz3BmZ8zhmHIZDI51ddlRbtbbrlF11xzjQzD0OjRo5Wamqrzzz/foU3lyUtNN+QGAMATeeoJDic3gGdoySc4cB91fd3WrVun9PR0PfHEE+rWrZvDvmeffdb+c79+/XTZZZdp5MiRWrVqle655556x1hWVqYdO3bUuz+ApldeXu7qEBqkvLy8yueMv7+/U31dVrTr2LGjOnbsKEl6/fXX1atXL7Vu3dpV4QAA4Bbc/QSHkxvAM7TkExw0P4vFIqvVWmV7UVHRWW/3cKYvv/xSM2fO1Pjx43XHHXfU2r5Hjx6KiorSzz//XOd4f8/Pz0/nnXdeg8YAajNgwAAdOnSoTn06deqkL774ooki8iyevs6Br6+vevbsaX+8e/du5/s2RUB11b9/f1eHgEawceNGHTp0yKkkCwAtnaee4HByg+ZQn5MbiROc32vJJzhoftHR0VVu7VBaWqp9+/ZVuRVEdX788Uc98MADGjp0qB5++GGnn7cxZpSaTKZq7xcLNKbDhw/r4MGDderDe/P/ePpM6zNfy7ocj9tk899++03vvPOOsrKydPLkSYd9JpNJ6enpLoqs+cXExCg3N9elMYSHh2vr1q116rNx40b99NNPFO0AwAmeeoLDH5BoDvU5uZF4f/5eSz7BQfMbOHCgli5dqoKCAoWEhEiSNmzYoNLSUg0aNKjGvllZWbrnnnt06aWXKjU11enXese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8oKCgIFcdRo2OHz+uW265RWazWVarVWazWSUlJUpOTtaNN96oVq1aSXJ8PQsLC/Xss8/q448/1jnnnKM9e/Zo9erV6tGjhysP5ayOHz+uMWPGqLCw0L6M9ogRI/SnP/3JvnS4zWazJz9J+vDDD7V06VK1bdtWJpNJ3333nTIzM932GGtS+R79/PPP9eCDD6pfv36aMGGCYmNjJZ3+/UyaNEn9+vXTlClTvGY1JqCxeXpeI6d5R06TyGvkNaDhPD2nSeQ1b8lr5DTvzWkU7TzA799Qmzdv1ty5c7Vz5061bt1a6enpuuiii1wc4dmVlJTo5ptvVrt27dSxY0cVFBRo+/btuvrqqzV27Fhdeuml9ra/TwZ//etf9dZbbykvL0++vr5asWKFLr74YlcdRo1sNptmzZqlvXv3KjU1Veeee65++OEHrVmzRu+++67uvfdeJSQkKDQ0VJLj6/njjz/qnnvukSS9/vrruuCCC1x2HDUpKyvTxIkTJUlTp05VSEiIPv/8c2VkZKh169a6++67ddNNN0mS/eaela/l66+/rmeeeUZt27ZVRkaG2x6j9H+vTW0f4lu3btXUqVPVtm1b9e3bVxdccIG+//57/fOf/9SqVasUFRXVjFEDnsdT8xo5zTtymkReOxN5Dag/T81pEnnNW/IaOc2Rt+U0X1cHANX6pvv9vu7du8vPz08Wi0VvvfWWzjvvvOYIsd6WL1+ugIAALVmyRCEhIfLx8dEbb7yhNWvW6Mknn9SMGTPs1e/KDw5JuvHGG/X222/Lz89Pb775ps4//3xXHUKtysrKtHfvXvXp00fnnnuuJKlv37668MILdc455+iFF16QJE2cOFFBQUH21zMnJ0cvv/yyTp06pVWrVukPf/iDqw6hViUlJTp48KAmTJig3r17S5LuuusunX/++Vq+fLkWLFggSbrpppvs394YhqEDBw7o22+/dfv3a2lpqXJyclRQUKCLL75YhmHYp5D//n0pnU78MTExevvtt7Vy5Up9+eWX+umnn9ShQwdlZGR4XBIAmoK35jVymnfkNIm89nvkNaBm3prTJPKat+Q1ctr/8cacRtGumZ08eVLffvutDh06pF69eqlTp04KDQ2t9g13pvz8fM2aNUtZWVlauXKl2/6j+r38/HwFBwfbv7mQpDFjxigiIkLLly9XamqqnnjiCcXExNj35+Xl6fHHH9fBgwf1t7/9za2TgHT6/gBBQUE6dOiQw3Z/f3/dc889MplMeuGFFxQZGanRo0fbE//u3bv166+/6u2333brJGCz2XTs2DHl5OSoXbt2kk5/cPr7+ys2NlYBAQFavHixXn31VbVv315XXXWVpNN/4Gzbtk2bNm3SqlWr3Pb9evz4cU2YMEGHDx9WTk6OunXrphtvvFF33HGHOnTooIqKCvu9S6TTf7DYbDadc845SkpKUlJSkk6cOCEfHx/71HqgJWlJeY2c5vk5TSKvkdeAs2tJOU0ir3lDXiOneX9OYyGKZnT8+HGNHj1aTz31lJ566ilNmDBB48aN07///e9qk8CZVy63b99ef/jDH5Senu7W01Z/z8/Pz34zVrPZrLKyMknSddddp/Hjx8vX11fLly/XwYMH7X3MZrPCw8Pd/gOy8vXx8fHRH/7wB3377bf65ZdfHPZJUkJCgm6//XY988wz2rVrl/3bm6uvvlorV65Uz549mz/4OjCbzeratatiYmK0bNkyHT9+XP7+/iovL5ckXXLJJRo/frzKy8v1/vvvq7i42D7l+uqrr9bnn3+uXr16ufgoqldaWqoJEyaodevWeuKJJ5SZmamLLrpIH330ke6//35lZ2fLx8dHFRUVkmT/v9lstid0k8mkoKAgj00CQEO0tLxGTvP8nCaR18hrQPVaWk6TyGuS5+c1cloLyGkNWXoWzisvLzcmT55s3HXXXcaOHTuMEydOGGvWrDHGjBlj9O7d2/jwww+rtK9UXFzc3OE2WOXy5v/v//0/Y+DAgUZaWpp9X1lZmf3nt956y7j00kuN9evXO/T//ZLUnuDEiRPGkCFDjFtvvdW+VPbvl3j/+eefjeuvv9546623DMNw/B24u8rj+Nvf/mZcf/31xvPPP2+UlJQYhuF4HG+//bbRq1cvY8eOHS6Jsz5+/fVX449//KOxZcsWh+3vvvuuMXz4cOP666+3L+3++3+Tzz77rLFt27ZmjRVwNy0pr5HTvCenGQZ5jbwGVNWScpphkNcMw3vyGjnN+3MaM+2aSVFRkfbt26frrrtOPXr0UEBAgG6++WY9/fTTGjp0qB599FF9+OGHkk5Pca2c4jl9+nQtXLhQVqvVleHXWeU3FNHR0fYK/sqVKyWdnqJc+S3ObbfdppiYGL311luS/u9bj8qlmd1NSUmJli5dqqefflovvPCCfv31V1VUVCggIECzZ8/Wf/7zH91///06ceKEw/0tLrzwQvn7+2v79u2STv8O3NXJkyf12Wef6e2339a///1v5eTkSDq9NHjfvn21fv16ZWRk6MSJE/L19bUvJR4XF6d27drp+++/d2X4dVJcXKzCwkIFBgZKOr1MuiT9z//8jxITExUQEKApU6YoLy/P/m/yu+++04oVK9x+yXegqbWkvEZO89ycJpHXJPIaUJuWlNMk8pon5zVyWsvLaRTtmonJZFJFRYWOHTsmSfbpqt26ddMjjzyiP/3pT0pOTtYPP/xgvw67uLhY33//vT788EPZbDZXhl8vhmGodevWmjJlikJDQ5WRkaFVq1ZJOv1BX/k7iIiIsPdx52WXi4uLdfPNN+uzzz7T999/r88//1x//vOftWDBAu3fv19XXHGFZs+erV9++UXjxo3T7t277Ynt6NGjateunc455xwXH0XNKi8L+Mtf/qJ58+bprrvu0vTp0/XJJ5/I399fTz/9tM4//3y9/fbbDtOvpdPHGBgY6HBPDHcXHR2ttm3b6v3335cktWrVyv6+vP7663X33XerpKREK1assH/o9+jRQwsXLtTTTz9tP3agJWppeY2c5nk5TSKvkdcA57S0nCaR1zwxr5HTWmhOc9kcvxZowoQJxk033WScOHHCMAzH6ar79u0z7r77bmPo0KFGXl6efXthYaFx8ODBZo+1sVRUVBiGYRgHDx40br31VmPo0KHGnDlz7PtPnDhh3H///caDDz5olJaWOkxTdjcpKSnGzTffbOTm5hplZWVGUVGRsXjxYqNXr17G1KlTjZ07dxqGYRhffPGFccMNNxhXX321MXv2bOOll14ypk2bZvTr18/Ys2ePi4/i7MrLy43ExEQjISHB2Llzp1FRUWF88MEHxsSJE40ePXoYGRkZhmEYxsmTJ41p06YZ1113nXH77bcb3377rbFp0ybjiSeeMK666ir7FGV3V/nefO2114z+/fsbb7/9tn3f7/9tPvbYY8bgwYONoqKiZo8RcHctLa+R0zwnpxkGeY28BtRNS8tphkFe86S8Rk5ruTmNol0zqHzD7dq1y+jXr5/x8MMP2/f9/g334YcfGldddZXx9ddfG4ZhuPWH4tlUF3Pl9eW5ubnGI488YgwaNMi48cYbjWnTphl33323cemllxq7du1q7lDrLDEx0Zg2bVqV7atWrTKuuOIK48EHHzR+++03wzAMo6ioyHj88ceN+Ph444YbbjAmTJjg9vcPKC4uNoYPH24sW7bMYfvu3buNJ554wrjggguMN954wzAMwzh16pTx1ltvGXfccYfRs2dPY9CgQUZcXJyxfft2V4TeIHv37jUmTpxoxMXFGe+//759+8mTJw3DOP2+veCCC4zPP//cRREC7qel5DVymufmNMMgr5HXAOe0lJxmGOQ1T85r5LSWm9Pc92JtL1K52lC3bt30wAMP6LnnnlNQUJBmz54tX19flZeXy9fXV3/60580e/Zs/fDDD7r88svdevqx5PyS6D4+PrLZbOrUqZMef/xx/fvf/9Z7772nwsJCRUZG6rHHHlN0dLQLj8Q5gYGB2rlzp/1x5es2evRoSdKTTz6piIgITZ06VW3atNFTTz2lkydP2pfcDggIcFXotTIMQydPnlR5ebl91Z3KuKOjozVx4kRJUkpKikJDQ/WnP/1J8fHxuu222/Tzzz+rXbt2CgoK8qjp1pXOPfdcTZw4Uc8995xeeeUVnThxQrfccot9haHc3FxFRESoffv2Lo4UcB/emNfIad6T0yTyGnkNcJ435jSJvOZNeY2c1rJzGkW7ZuTv76+4uDgdO3ZML7/8sk6ePKm//OUv9htd5uTkKDw8XOHh4S6OtHbHjx/XbbfdppMnT+rQoUNq27atwsLC9PTTT+viiy+u0r4yqbVp00axsbGKjY2VJPtSzJ6gX79++vrrr5WZmanhw4fL19dXFRUV8vHx0ejRo1VQUKD58+crLi7Ovmx2QECAWyeASiaTSaGhobrwwgv1zjvvaPz48WrVqpXKysrk5+enzp07KyEhQUeOHNHy5ct14YX/v707j4qybPw//plhlU0BRUnxETcQQZNUfi4ouTy5lDtuKZkohQIuaG65U1qoGKK5FbmvuVTq41YulRnkkrtYKgiIIgqCyDAz1+8Pv3PLKCooMtvndU7n5Cxy3TPDvD3XvVxeqFWrFgDo7RLhpdGkSRN88sknWLJkCRYuXIjLly9j0KBByMnJwY4dOyCXy1G1alVdD5NI7xhL19g042oawK6xa0SlZyxNA9g1Y+sam2baTZMJ8X9XX6TXTvOlcffuXezcuROxsbGoXbs2evXqBQcHBxw7dgw///wzNm/erNcXwVSpVIiIiEBubi4mTZqEWrVqYc+ePdi+fTtOnz6NOXPmoEuXLlqP16zm8uDBA9jY2EgBMKQQKBQKDB48GNnZ2fjss8/g6+sLmUwm7cVRKBR4//334enpiZkzZ0ImkxnMtmlcunQJH330ETw8PLB06VLIZDIpBgCwb98+TJo0CXFxcVLMjck///yDffv2YfXq1SgsLIStrS3Mzc0RFxeHBg0a6Hp4RHrHGLrGphlv0wB2jV0jKjljaBrArhlz19g002waJ+3KiebLMC0tDZmZmWjUqBHOnj2LuXPnIi0tDSqVClWrVsWsWbPg6emp6+E+17179zB48GD07dsXgwcPlm6/fv06lixZgt27d2Pu3Lno2rWr1uHXkZGRcHFxQWhoKBwcHHQ1/Jeief/u3LmDwMBAODo6YurUqWjUqJHW4eXBwcGwtbVFbGysDkf7Yvn5+di9ezfS0tJQp04dNGjQAO7u7igoKMCGDRsQHx8PPz8/fPHFF5DJZNLh1wAQEBCAHj16YPTo0brdiBJ68hSAZ91WVFZWFk6fPg0HBwe4ubnBxcXldQ+TyOAYS9fYNMNvGsCusWtEr8ZYmgawa8bQNTaNTSuKp8eWA82XSHJyMgIDAxEYGAhvb294e3tj7dq1SE9PhxACdnZ2BvEFWdyS6Obm5tKS6AAwefJkVK9eHW+++SbUajXy8/Nx8uRJKJVK6Zx7Q6K51oOzszNWrFiB4cOHY9KkSQgLC0Pnzp0hl8uRm5sLc3NzVKlSBSqVCnK5XC/33uTm5qJv376Qy+XIycmBXC7HgwcPMGnSJPTs2RN9+/bFvXv3sGPHDowYMQKxsbFSBG7evAk7OztUr15dx1tRMkX3HN67dw8PHz5EtWrVnhsBtVoNJycnvP322+U1TCKDY0xdY9MMu2kAu8auEb0aY2oawK4ZetfYNDbtSTzSrpxcu3YNPXv2RLt27TBz5kzY2dm9cAZZnw0fPhy3bt3Cpk2bYG1tLcUAAFJSUjB9+nSkp6djzZo1qFy5MgAgOzsbDx48gKurqy6HXiIvOhT89u3b+Oijj3D37l3UqFED3t7e+Pfff5GYmIjNmzfr7cVa1Wo1Pv30U1y9ehVz5sxBrVq1cOrUKWzbtg1btmxBcHAwIiIioFQqsWHDBqxevRqWlpYYPnw4ZDIZTp8+jQMHDmDz5s2oWbOmrjfnuYpGICoqCn/++SdSU1Ph5uaGDz74AP7+/tJnk4hKz5i6xqYZZtMAdo1dIyobxtQ0gF0z1K6xaWxacThpVw7UajWWLFmCy5cv4/PPP4ednZ2uh/TSNPFKSkrC+++/j4CAAHz55ZcAoBWD3bt34/PPP8f8+fPh5+en99dDKCgowMWLF5GVlYVGjRqhQoUKWtdzKErzGigUCqxfvx4JCQnIzMyEq6srRowYgfr16+toK16soKAAQ4YMQePGjTFx4kTpdoVCgVWrVmH+/PkYNmwYxo0bJ70my5cvx/nz5yGTyeDi4oIZM2bo/WkBRUVGRuLEiRMIDAyEtbU1fvvtNxw/fhwDBw5EcHCwUV+0lOh1MZausWmG3TSAXWPXiF6dsTQNYNcAw+4am8amFUtQubh//74oKCjQ9TDKTEFBgVi1apVo2LChmD59unR7YWGh9P/NmjUTS5cu1cHoSuf+/fuiZ8+eom3btsLb21s0a9ZMfPrpp+Ls2bNCCCHUavVTz1EqlVp/Ligo0Np2faVUKsXQoUPF6NGji71/xYoVwtPTU2zatEnr9pSUFJGZmSlycnLKY5hlJiEhQbRu3Vrs3btX6/bPP/9cNG7cWMTHxwuVSlXse0xEz2dMXWPTDLNpQrBrGuwa0asxpqYJwa4ZatfYtEfYNG2GebyvnlCr1cXerlKpnrrNzs5OOtfcGGiWRP/oo4/w/fffY+LEiVCpVAa3JHphYSHCw8Ph6OiI+fPn4+eff8agQYNw5swZjB49GseOHZNWTgIev7dmZmZa77OlpaW07frMzMwM9evXR0JCAi5evAgA0rYBwAcffICBAwdizpw5uHz5snR7jRo14OzsDHt7+3Ifc2kolUqtP2dkZODu3bvS0vYKhQIAMGnSJLRt2xbfffcd8vLy9HrPIlF5MtWusWmG2TSAXWPXiJ7NVJsGsGuG2jU2jU0rDiftXpLm4pUAkJCQgP379+PgwYNa52YbM5VKBScnJwwaNAiRkZHYt28f+vXrh/Xr1+Onn35CXFwcbt++DV9fX10P9bnu3r2LGzdu4L333sNbb72FKlWqICIiAmPGjIGbmxsiIiK0YqB5bz/99FPs3bv3mf8Y0EeaL/xRo0bBwcEBM2bMkL4ENfdZWFigd+/eqFKlCv766y9dDrfE1Go1srKyAECK8YULFwAATk5OsLCwwIkTJwA8CrYmBkFBQbh9+zZOnjypg1ET6R9T7hqbZnhNA9g1gF0jehZTbhrArhli19g0Nu1ZOGn3EtRqtfSFEBkZiQkTJmD06NGIjIxEt27d8Mcff0gfNmNUdEn0lJQUDBkyBKtXr4a1tTVWrlyJ6OhoJCUlIT4+Hm5ubroe7jMJIZCbm4vs7GzY2toCAB4+fAgAaNu2LUaMGAEfHx9MmTIFf//9tzTDn5SUhF27diEuLk56vCGQyWRQq9WwtrbG1KlTkZKSgpEjRyI/P19r74WXlxcsLS1x/vx5HY625H777TfMnDkTp0+fBgCMHDkSy5YtQ0FBAerUqYNKlSph69at+OeffwBA2ouak5MDBwcHVKlSRWdjJ9IXptw1Ns0wmwawa+waUfFMuWkAu2aoXWPT2LRnKu/zcY3JzJkzRZs2bcT+/fvFhQsXxP79+0W/fv1EixYtxKFDh4QQQqhUKh2Psmxprg9w/fp10bx5cxEdHa21jWlpaSI1NVVkZ2fraoil1rdvXzFo0CDpzwqFQvr/w4cPi169eolx48ZJ1whQKpUiISFBpKSklPtYy0pBQYHYs2ePaNGihejfv79ISkqSrhVw584dMXDgQLFs2TIdj7Jkfv/9d9G7d2/RpUsXMXDgQNG6dWvx999/S5/VP/74Q/j4+IiPPvpI/Prrr0IIIZKTk8XEiRNF165dRWZmpi6HT6RXTK1rbJpxNE0Ido1dI3qaqTVNCHZNCOPoGpvGphXFSbuXdPPmTdG9e/enflnu3LkjBg8eLNq3by/y8vJ0NLrX6+rVq+LNN98UY8eOFffv3xdCGGbwNGPetWuXaNmypYiOjpbuKxqDr7/+Wvj6+ork5ORyH+Oret77UlBQII4ePSreeecd4e/vL2bMmCGWLVsmxo4dK5o1ayb+/fffchzpqzly5Ih46623RMOGDcXmzZul2zUXnD169Kho1qyZaN68uWjVqpXo2rWr8PPzExcuXNDVkIn0jql2jU0zLOwau0ZUEqbaNCHYNUPCprFpJcHTY0voyYsmymQypKWlSX8W/3eeuZOTE8aMGYOsrCxs2LChXMdYHtRqNX766Sf4+/tj5syZ0pLommtGGBLNmFu0aIG2bdti//79WL58OYBH1wvQHE4dHBwMtVqNP/74Q2djLSmFQoGkpCScPXsW2dnZz31fLC0t0bp1a2zduhUBAQG4ePEivv/+e+Tk5GD16tVwd3cvx5G/HM11Ku7du4dq1arB3d0d3333HRITEwE8vgitZjtHjRqFTp06oX///ti8ebNBLYdOVNbYNTbNELBr7BpRSbBpj7Br+o1NY9NehkyIIsuRkBaVSoVz586hcuXKeOONNwAAP/30E5o3bw5LS0sEBgbC09MTCxcuhJmZGdRqNeRyOfLy8tCpUyf06NEDkZGROt6KspebmwtLS0ujWGFJCCFFPSoqCv/88w86deqEMWPGSI/5559/EBISgmnTpqFt27Y6HO3z5ebmYvjw4cjIyMD9+/dhbW2NkJAQ+Pv7o1atWgAeb6+G5jMLPLpGhEKhgKWlJaytrXWxCS8tLy8PhYWFSExMxMqVK5GTk4OZM2eiWbNmEEJorZZFZMrYtaexafqLXWPXiJ6HTSseu6af2DQ27WUZ3pR7OUpKSsLChQuxfPly3L17FyEhIVi0aBHUajUqVaqEkSNH4sCBA4iPjwfweG/A3bt34ejoCGdnZwDayzTrK1NdEl0mk0GpVOKNN97A1KlT4evri61btyI4OBgnTpzAkSNHsGbNGhQWFqJevXq6Hu4zKRQKDBs2DDY2Npg5cya++uorvP3221iwYAHmz58vrS6kiYDmfdV8ZpVKJaytreHg4GBwERBCwNbWFpUqVUKHDh0wbNgwODg4YPr06fjrr7+k93jVqlU4duyYrodLpFOm0jU2zbCbBrBr7BrRi5lK0wB2zdC7xqaxaa+CR9q9QExMDDZu3Ah7e3sUFhbim2++Qd26dQE8+sJfvnw5vvvuO/Tt2xcdO3aEXC7Hjh07cPToUWzevFmvV+TRKLr0eUJCAu7duwe5XI6AgACjXxJds+23bt2CSqWCnZ0d9u/fj1WrViElJQW2trZwcHDAvHnz0KBBA10P95muX7+ODz/8ENOnT9faw7R582bEx8fDxcUFEREReOutt7SeN2XKFAQHB6N27drlPeQyV3TP1IEDB7By5UpkZmYiKCgIly9fxq5du7Bjxw785z//0fFIiXTL2LvGphl+0wB2DWDXiErC2JsGsGvG0DU2jU17JeV29TwDo1mdRQgh2rdvLxo2bCjCw8PFjRs3tB53+/ZtsWrVKtGkSRPRqFEj0apVK9GpUyeDuWhi0Ytfjh07Vrz99tvCy8tLNG7cWHTp0kUcO3ZMFBQU6HCEr49mxZpr166Jli1birVr10r3qdVqcfLkSXHlyhVx584dXQ2xxE6cOCE8PDzEpUuXhBBC6z378ccfRadOnURoaKi4cuWKdPuvv/4qPDw8ROfOnUVhYaHWZ16fKBQKkZ+fX6LHFt2GX375RQwdOlT4+fmJ9957T5w/f/51DZHIIJhC19g042iaEOyaBrtGVDxTaJoQ7JoQxtE1Nu0RNu3l8Ei751AqlcjPz8ekSZNgb2+PX375BZ07d8bQoUOf2itz48YNpKSkwNLSErVq1ZIOtzYUs2bNwsGDBzF16lTUqFEDN27cwMqVK5GcnIw5c+agbdu2WufUG4vk5GT07NkTrVq1wueffw47O7unriVgCBQKBXr06AEfHx/Mnj0blpaWUCqV0rUBtmzZgi+++AIhISEICQmRnrdt2zb4+vpK11HQN3l5eejfvz8CAgIwcuTIEh0OXvT9u3PnDu7fvw97e3uD+50keh1MpWtsmmE3DWDXimLXiIpnKk0D2DVD7xqb9hib9hJ0N1+o/55cgnnBggXCz89PTJ8+XWtJ6YKCAoNeMtxUl0QvKCgQEydO1FoO3VAVFhaKL7/8Uvz3v/8V27dvlz67mmW0hRAiKipKNG/eXGRmZupqmKVSUFAgRo4cKTw8PISXl5dYsGBBifck6uueKCJdM4WusWmG3zQh2LUnsWtETzOFpgnBrhlD19g0bWxa6RjXVPwrUKvVT12EVLOnQnMhyDFjxqBfv3743//+h/j4eCQnJwMAvvzyS3z33XdQKBTlO+iXxCXRH7G0tERISAg+++wzaTl0QySEgLm5OUJCQmBra4ulS5fi8OHDUKvVMDc3lz6XvXv3hhAC58+f1/GIS+ann37CqVOnMHLkSISHh2P58uVYvHhxiX7PDG3vG9HrYCpdY9MeMZamAexacdg1MnWm0jSAXdMwlq6xaU9j00rH5NfV1RxGrFQqtVbZEUUO2zQzM5MugqlZXnrr1q04ffo0HB0dcezYMXz//fd6vUrPi5ZEr1ixIs6cOSNtp+Z1qV+/PmxtbXHv3j3dbkApPOvQ8KK3a95fd3f38h5emZPJZFCpVKhYsSJWrFiBwMBAfPnll8jNzUWnTp2kz2VhYSEqVKgAGxsbHY+4ZOzt7VG5cmV8+OGHsLOzg1wuR0xMDIQQCAsL0+vfNyJdMoWusWnG2zSAXSOix0yhaQC79uTtxtQ1No1elUlP2uXl5SEqKgrp6enIyclBr1694Ofnh3r16kEmk2l9cTwZAycnJ5w8eRKFhYXYuXOntEqRvtIsiV6zZk2MGjUKEyZMwPXr17Fq1SppSfRJkyYhPj4ew4YNe+6S6Po8M150daV//vkHWVlZUvysrKyk+/V5G16GmZkZFAoFnJ2dsWXLFgQHByMuLg6JiYkYOXIkbt68iW3btsHS0lLvV8nSfMY6duyINm3awMrKCkIIBAUFQSaTYcGCBQDwzBjo+2eU6HUyla6xacbdNIBdK+75RKbGVJoGsGvG3jU27ennU8mZ7EIU+fn56NmzJ5ydnVG3bl0oFArs2bMHDRs2RL9+/dCtWzcAT+8JKPpnpVIJtVptMLPIxr4ketH3ZsKECUhISEBaWhoqVaqEevXqYcGCBahSpYpWLIyFZpuysrLg5OSEnJwcxMbG4siRI0hOToarqytkMhkWL16s18uhP0mlUkEmk0nva35+PtauXYsFCxZg+PDhCA8Ph4WFBW7duoXMzEx4eXnpeMREumNqXWPTjLdpALvGrpGpM7WmAeyaMXeNTWPTXoXJTtqtW7cOa9euRXx8PKpVqwYAOHr0KFasWIH09HQMHToUAwYMAPD0bLChzQ4XHW+HDh1w8+ZNtGvXDhMmTED16tWlx2VmZmL37t1YuHAhVCoV7O3tYW9vj5iYGHh6eupq+KX26aef4rfffkN4eDjq1auHw4cP48cff8TDhw+xceNGuLq6GlUMNNty7do19O3bF7NmzUKnTp1QWFiIBw8e4MSJE3B2dkbVqlVRtWpVXQ+3WA8ePMC6deuQnJyMWrVqwdPTE61atZLuL/oZfvjwIVavXo2YmBiEhITgvffeQ2xsLPLy8vDVV18Z9DUviF6FqXSNTTPupgHsGrtGZDpNA9g1Y+8am8amvSqTnbRbtGgR9u3bh23btsHCwkKa+T9z5gyWLVuGixcvIiwsDD169ND1UMuEqSyJnpKSgqFDhyI4OBj9+vWDTCaDUqlEYmIioqKiIJfLsWHDBtja2up6qGUqOTkZgYGBaN68OebMmQNbW1uD+cdKXl4e+vTpA0tLS1hYWCA3NxepqakYPHgwhg0bBicnJwDaMVAoFFi1ahViY2NRuXJl3L59G1u3bjWof7AQlTVT6hqbZtxNA9g1do1MnSk1DWDXjL1rbBqb9krKcilaQ7J27Vrh4+MjUlJShBDayy2fOXNGDBkyRPTr10+cO3dOV0MsU8a6JLpSqdT684ULF0SDBg3Enj17hBBCWnZaoVCIjRs3iiZNmogjR46U+zhfpwcPHojAwECDXQ597ty5ok+fPtLnMDk5WcTHxwsfHx8RHh4url+/Lj226PLgly5dEh06dBDNmzcXly5dKvdxE+kbU+oam2a8TROCXWPXiEyraUKwa8bcNTaNTXtVTy/bYiL8/f3h7u6O6OhoZGdnw9zcXFou3NvbG8OHD8eVK1fw66+/Ani8tLahMqYl0VUqFa5evYr79+9Lh00fP34cAODi4gIHBwecOHECwKOlwhUKBSwsLNCjRw8UFBTgn3/+0dnYX4cKFSpg6tSpmD17tkEebnz16lVUq1ZN2ovo5uaGIUOG4KuvvsLRo0cxb948ZGZmaj0nIyMDcXFxuHXrFlavXo369evrYuhEesWUusamGW/TAHaNXSMyraYB7Joxd41NY9NelclO2tWsWRMdO3bEmTNnEB8fj9zcXGnVIbVajZYtWyIwMBBbtmzBgwcPdD3cUnletDTbCDyOwd69ezFmzBgMGzYMGzZsQLt27fT6gq3nzp3DpEmT8OOPPwIAgoOD8cknn+DOnTtwdHREv379sHHjRmzatAkApG25fv06qlWrBldXV52NvTTUavULH6N5r318fAxmefAnubi44N69e8jNzdW6/e2330ZMTAwOHz6M5cuXA4B0yHVWVhZu3ryJjRs3wsPDo9zHTKSPjLVrbJpxNA1g19g1opIz1qYB7JqxdI1NY9PKi0lO2ml+ecLCwvDWW29h+/bt+Pbbb3Hv3j2tC17a2dnBxsYGVlZWen/OueYilhqliUFISAjc3NxgZWWFnTt36v255g0bNoSnpyeioqLQrVs3XL16FUuWLIGzszNkMhm6du0Kf39/zJs3D3FxcUhLS8OpU6ewatUqKBQK+Pj46HoTXkilUkl73DIyMnD58mU8fPhQ2qumiYS+fy6fpWjkvLy8cOrUKSQkJADQ/uwGBATgk08+wbp163DgwAHp9gYNGiA+Pt6gVlciep2MrWtsmnE1DWDXNNg1ohcztqYB7JqxdY1Ne4RNKx8muxBF0RVpIiMjcfLkSTRp0gTjxo2Dq6srcnNzMWPGDGRlZWHx4sWwtrbW2186zZLo165dw9dff423335b+mV63pgNeUl0APDz80NeXh4++OADjBgxQuuCpRcuXMDmzZuxbds2CCHg4OAAKysrxMXF6f2XR9H3ZerUqfjzzz+lPU8dO3bE0KFD4erq+tQS94ZA/N8FSp9cEerjjz/G2bNnsWrVKtSpU0frQqbp6ekICwtDq1atMHbsWGm7hYGtDEb0uhlL19g042oawK6xa0SlZyxNA9g1Y+sam8amlTeTnbQDtGOwcOFCHDx4EGlpafDy8oJCocC///6LNWvW6PXejMLCQsyePRsHDx5ElSpVcO3aNcybNw8dOnQoUQwM9ZcpIyMDEydORIUKFXDkyBFMmjQJ3bt317pOQF5eHm7evIm//voL1apVg4eHh94uo12cCRMmICEhAUOGDEGtWrWwa9cuJCYm4o033sDcuXNRvXp1g3r/8vLyEBcXh9TUVFhbW6Njx47w9/eHtbU1/v33X4wdOxY5OTn49ttvUatWLa3nDhs2DGZmZli2bJluBk9kIAy9a2ya8TYNYNeKYteIXszQmwawa8bcNTbtMTbt9TLKSTulUom8vDxUrFjxhY8tGoNLly7h8OHDuH79OlxcXNCtWze4u7u/7uG+kosXL+LDDz9E+/bt0bNnT8THx+Po0aOYP39+iWNgqBQKBSwtLTFjxgxs3boVEyZMQI8ePWBvbw/gUSQtLCx0PMqXc/nyZQwbNgyRkZF47733pL00a9aswdq1a/Hmm29i6tSpBnMx0wcPHqBXr16oVKkSKlWqhIKCAhw7dgydO3fGkCFD0LhxY/z999+YOnUq7t69i88++wy+vr6wtbXF3bt3MW7cONStWxcTJkwwuD1WRGXBVLrGphln0wB2jV0jesxUmgawa8baNTaNTStXZbwarc7l5uaK/v37i9jYWJGVlfXCxz+5vLahycvLEytWrBA5OTlCCCFOnTolPv74Y9GoUSOxf/9+IcSjpZcNfTtfZNq0aaJhw4Zi7dq1Ijs7WyiVSjF9+nTx448/6npoJfLkcui//fab8PDwkJbH1iyHLoQQn332mWjWrJnW8tr6bsmSJaJr164iLS1NCPHo927//v3C19dXDBgwQBw9elQIIURSUpIIDg4WPj4+YsSIEWLatGkiLCxMNG3aVFy5ckWXm0CkM6bUNTbtEUNvmhDsGrtGVDxTapoQ7JqGoXeNTWPTdMmopkEVCoV0zYNvv/0WmzZtQnZ29jMfX/Q88yeXKTYUNjY2GDp0KOzt7SGEQOPGjREaGoqWLVsiMjISBw4cgEwme2oZcUMhSngg6MyZM9GnTx98/vnnmDp1KsLDw7Fx40bUrl37NY/w5alUKty+fRsApD2Ip0+fBvBoKW0LCwscOnQIwOPl0AEgNDQUOTk5Whez1Xfp6elwdHSUVoNSq9Xo0KEDVq5ciYyMDCxevBgnT55E3bp1sXLlSowZMwbm5uY4d+4crK2tsW7dOtSpU0fHW0FU/kyta2zaI4bYNIBdY9eIns/UmgawaxqG2DU2jU3TG7qcMSxr27dvF23bthVLly4V0dHRwsPDQyxZskTcvXv3uc8LCwsToaGh4saNG+Uz0NdErVZL///3338/tRfn+vXrYufOnSI1NVVXQyyR/Px8cfr0aenPRbfrRWJiYkSPHj3Ehx9+KO350FfHjx8XAwYMEH/88YcQQojhw4eLrl27iuzsbHH37l0REhIiunfvLg4ePCg9R6VSiYSEBNGyZUvx559/6mropbZkyRLRqlUrkZGRIYR4tB2aPYonTpwQTZs2FWFhYSI7O1t6jlKpFAUFBUKhUOhkzET6wJS7xqYZVtOEYNfYNaLnM+WmCcGuCWFYXWPT2DR9Ya7rScOyVFhYiBo1auD999+HnZ0d5HI5YmNjAQADBgxApUqVin2eEAKJiYmwsrIqx9GWPZlMJl3s0sfHB6GhoZDJZIiMjMTkyZPx22+/4fjx4/jpp590PdRnevDgAQYNGoTc3FxMnz4drVq10tquFxk9ejSGDBkCKysrVKhQoRxG/PKqVq0KBwcHBAcHw9vbG7du3cLChQvh4OAA4NEqPZ988gmWLl2KjIwMDBgwAElJSdi5cyesra1Rs2ZNHW/B82mWCpfL5fDy8oJcLseOHTswaNAg2NjYQAgBtVqNJk2aIDo6Gh9//DE6duyIbt26AXi0R6voqkVEpsiUu8amGVbTAHaNXSN6PlNuGsCuAYbVNTaNTdMbupkrfH0ePHgghHh83vmCBQuEp6fnc/fiKJVKkZmZWV5DfO2K7u04c+aMGDp0qPDw8BBNmzYVZ86c0eHInk+hUIjx48eLxo0bi44dO4r+/ftL588L8eK9OKXZy6MvUlJSRNOmTUWDBg3E2rVrpds1ezYSEhLEwIEDRcOGDcWbb74p2rZtK1q1aiXOnz+vqyG/kGbsRa/tIIQQ48aNE76+vmLPnj3SfWq1WhQWFgohhAgPDxchISHi4cOHBvleEr0upt41Ns2wsGvsGtHzmHrThGDXDAmbxqbpA6M50k5zzYMKFSpACCHN+o4ZMwYAEBsbCyEEBg8eDHt7e2RkZCA3Nxd16tSBmZkZnJ2ddTn8UhPP2ZtR9HZnZ2coFArY29tjw4YNqFu3bnkNsdT+/vtv/Pnnnxg4cCC8vb2xfPlyxMXFAQBat279wr04hrTqkmY7bt68CQ8PD6jVanzxxRf4z3/+g9atW0t7Npo2bYro6GikpKTgr7/+Qq1atdC4cWNUr15d15tQrLy8PERFRSE9PR05OTno1asXmjZtCk9PT0RHR2Pw4MGIioqCmZkZWrdujQoVKsDc/NHXkJ2dHTIzMw1+LypRWTGlrrFpTzOkpgHsGrtG9Hym1DSAXSuOIXWNTWPT9IlMiBJePdLALViwACtWrMCoUaPQunVrrFixAnfu3MGKFStgbW2tt18i+fn52Lt3L9LS0tCgQQO4ubmV+Mv8/v37GD16NH7//Xds374dnp6er3m0r+bixYv44YcfEBoaCnt7e+zbtw+LFy9GhQoVEBYWhtatWwPQviitoXv48CEKCwuRkZGBBQsW4Ndff8XixYvh7+9vcNuZn5+Pnj17wtnZGXXr1oVCocCePXvQsGFD9OnTBz179kR+fj5CQkJw4cIFjBw5Eu+++y6qVKmCnJwcTJ06Febm5pgzZw4sLCz09neSSF8YYtfYNONuGsCusWtEL8cQmwawa8beNTaNTdMHJjNpBwAxMTH49ttv4eLigszMTGzatEmvvxxzc3PRt29fqFQq5Ofno6CgAFZWVhg1ahR69+791OOL++LYsmULGjRoAG9v7/IadqkVHbdCoYClpaV024EDB7Bo0aKnYvC8vTiGKikpSYrBsmXL0LJlSxQUFGDhwoVo2rQp2rdvr+shPte6deuwdu1axMfHo1q1agCAo0ePYsWKFUhPT8eQIUPw/vvvA3i0VzUhIQG2trbw9PREVlYWLly4gPXr16N+/fq63Awig2JIXWPTTKtpALvGrhGVjiE1DWDXTK1rbBqbpitGc3qshkql0rogYtEvmcDAQPzwww/Izc3F5s2b4eHhoathvpBarUZUVBScnZ0xc+ZM1K5dG8ePH8cPP/yAKVOmIDU1FaGhobCwsJAer9nOO3fuSIeQBwYG6mwbXkQzZqVSCUtLSwCQIqD5ku/QoQMAYNGiRYiLi4NcLkfLli1x48YN3LhxAy1atNDZ+EvjeeHS3FevXj1ERkZCJpPho48+QlBQENLS0rB//3507969nEdcellZWTA3N5c+e2q1Gv7+/qhUqRKWLVuG+Ph4WFtbo3fv3oiJicHu3btx9uxZXLlyBfXr18f06dP1+pQAIl0xhq6xacbVNIBdY9eIXo4xNA1g14yta2wam6bPjGrSThOB1NRUJCYmonv37tKXY0ZGBubOnYvMzEx8//33ej9DrFKpcPXqVfj6+qJ27doAAD8/P9SrVw9ubm7SdR9GjRoF4PE1AsLDw6FSqTBlyhS9PZceKP58es32yeVyaTUbmUyGDh06QAiBuLg4xMbG4tatW9i3bx9+/fVXHDly5JkrTemaQqFAamoq3N3dn7unqeh9devWxfjx41G5cmXs2bMHLi4u2Lp1q17vZdRwcnLC9evXkZGRgRo1akih9/Hxwccff4z58+djy5YtqFevHho1aoQuXbqgS5cuBndoOVF5MpausWmG3zSAXWPXiF6NsTQNYNeMoWtsGptmKIzm1ddEIDk5Gb169cLff/8NpVIp3Z+eno7s7Gxs3rxZ7yMAPJr5trS0RF5eHgBI2+Lk5ISgoCCMGjUKX3/9NTZv3gzg8RLiwgCWRM/Pz0fv3r2RnJyM//znP/Dw8MC8efMwY8YM/PDDDwAeLT2t2R4A6NixI8LDw5GXl4fJkycjMTER69ev19sI5OXlYcCAAYiJicHly5el20tyNrq7uztmzZqF9evXY/ny5QYRAQDw9/eHu7s7oqOjkZ2dDXNzc6hUKgCAt7c3hg8fjitXruCPP/4AoL3MOBE9zZi6xqYZdtMAdo1dI3o1xtQ0gF0z9K6xaWyaQSnbxWh1Kzk5WTRs2FCMHTtW3L9//6n7c3JydDCql/f555+L5s2bi5SUFCHEo2W2NbKyssS0adOEn5+fOHfunHS7Wq3W+yXR165dKzp16iTS09Ol244cOSIGDx4sOnToINavXy/dXnQ56Tt37ohevXqJZs2aicuXL5frmEujoKBAREREiAYNGkifx6SkJOl+Y14ie9GiReLtt98WMTEx0u+gUqmUlhafO3eu6NChg8jLyzPq14GorBhT19g0w2yaEOwau0ZUNoypaUKwa0IYZtfYNDbN0BjVtGliYiLeffddzJgxA3Z2dtLt4v9mzO3t7XU1tFLRjDc0NBQuLi6IiIiAWq2GhYUFCgsLAQCOjo7o3r07LCwskJSUJD1PJpPp/ZLozzqffvz48fDw8MA333yDHTt2AHh8OPLdu3fx6aef4ty5c1izZg3q1aunq+G/0O+//44zZ85gzJgxiIqKwq5du7BkyRJcuXIFwOM9bcZEsz1hYWF46623sH37dnz77be4d++e1nVL7OzsYGNjAysrK6O7OC3R62AMXWPTDLtpALvGrhGVDWNoGsCuGXrX2DQ2zdAY1aTde++9h9mzZz/1hW9oHzjNeB0cHBAREYGMjAwEBQVBCAELCwvp8GtfX184ODjgxIkTWs/Td0XPpwceH3qrOZ/ezc0NGzduxPnz56XnWFhYoHHjxti2bZteX5QWAMzNzeHt7Y1+/fqhR48eiI6Oxu7du406BjKZTDq8Ojo6Gk2bNsWOHTswe/ZspKenQy6XIzc3F1evXoWzszMUCoVRbT/R62IMXWPTDLtpALvGrhGVDWNoGsCuGXrX2DQ2zdDIBN8NvVZQUIAffvgBX331FapWrYolS5agatWqAIDMzEyEhoaiU6dOCA4O1vFISy45ORnh4eGoVasWZs2ahYoVK2qtJPX7778jIiICISEhCAkJkZ6n7xfBLLoNmuXQCwsLYWFhgV27diEyMhJdunTBiBEjil15R7P3zZA8Oeair8HChQtx8OBBpKWlwcvLCwqFAv/++y/WrFljMNd+IKKyxaYZTtMAdg1g14jo+dg1w+kam8amGSpO2ukxzZeIQqHAkSNHEB0djdzcXPTp0wd2dna4cuUKDh06hI0bN8Ld3V3Xwy2VuLg4bNu2Dd26dcOwYcNgZ2cHlUoFmUwGuVyOL774AgcOHMDOnTthbW2t1wHQfBkWt4S9TCaTvig1MejcuTPCwsJQp04dpKWlIT09HW+99Zauhl8i+fn52Lt3L9LS0tCgQQO4ubk9c8nvoq/DpUuXcPjwYVy/fh0uLi7o1q2bwX1WiahssGmG0TSAXXsSu0ZExWHXDKNrbJo2Ns3wmOt6AFQ8lUoFCwsLpKSk4OzZs+jcuTN8fHwQFxeHo0ePIjc3F25ubli1apVB/WJpvjTDwsJw/fp1bN++HXK5HEFBQahUqZJ0+HXR8+n1OQJ5eXmIi4tDamoqrK2t0bFjR7Rt2xaWlpZaqyrJZDJ07doVQgiMGzcOMpkMvXr1wsaNG3Hq1Cns2bMHdnZ2ern3Jjc3F3379oVKpUJ+fj4KCgpgZWWFUaNGoXfv3k89vug2eHh46P0h8kT0+rFphtE0gF1j14ioJNg1w+gam8amGQMeaaeHii6JHhgYiK5du2Ly5MkwN380x5qdnQ25XA4zMzPY2NjoeLSlV3R2PzIyEidPnkSTJk0wbtw4uLq6Ijc3FzNmzEBWVhYWL14Ma2trvfyCfPDgAXr16oVKlSqhUqVKKCgowLFjx9ClSxcMGjQIvr6+AB5f+FMIAblcjt27d2P8+PGwsbGBSqXC2rVr4eXlpctNeSa1Wo3JkycjNTUVM2fORO3atXH8+HH88MMP+P777zFixAiEhobCwsJCerwm3JmZmahcubIuh09EeoBNM4ymAewau0ZEJcGuGUbX2DQ2zVjwSDs9ZGZmhpSUFHTp0gXvvPMOxo4dC3Nzc2kvQMWKFXU9xFIrej69mZmZFIP58+dL59O/++67T51PX6FCBR2P/NlWrVoFc3NzxMTEwNXVFWq1Gj///DMmTJiAjIwMDB8+HAEBAdKFTDVfkAEBAahXrx7S09Oxfv16vV5dSaVS4erVq/D19UXt2rUBAH5+fqhXrx7c3NwQGxsLIQRGjRoF4PGem/DwcKhUKkyZMgXVq1fX2fiJSPfYNMNoGsCusWtEVBLsmmF0jU1j04wFJ+30lGZJ9ClTpkhLouvjHownPet8+ifHXjQGo0ePRufOnbXOp587d67eH0qenp4OR0dHuLq6Ani056JDhw5YuXIlxo0bhxUrVsDOzg5NmzaVtj8zMxOzZs3C5cuXsX37dr2OAPBomywtLZGXlwcAUCqVMDc3h5OTE4KCgiCTyaQQ9u3bV4qeEAKJiYmwsrLS8RYQkT5g0/S/aQC7xq4RUUmxa/rfNTaNTTMWPD1WTymVSmnZcENR2vPp9X2FoRf5+uuvsW7dOmzbtg0uLi7SNR7kcjlOnjyJkJAQtGjRAp9//rkU8+TkZCxbtgyDBw82mFV55syZgx07duD7779HjRo1pIvuAsDdu3excOFC7N27F99++6106LgQAllZWXB2dtbl0IlIT7BphoFdY9eIqGTYNf3HprFpxsJwfwuNnLm5uUFFQK1WIyoqCs7Ozvj6669x5MgRxMbGwt/fH1OmTEFsbCwKCwu1Hl/0fHpDoVarpS98Ly8vyOVy7NixAw8ePIBcLodMJoNarUaTJk0QHR2Nffv24eeff5aeX7NmTUydOtUgIqCZzw8NDYWLiwsiIiKgVqthYWEhvZeOjo7o3r07LCwskJSUJD1PJpMxAkQkYdP0F7vGrhFR6bFr+olNY9OMESftqExozqf39vbWOp8+MjISo0ePxtKlS7FkyRLp8UXPp582bRpSU1N1Mu6S0nz5K5VKKWBt27aFn58fli1bhiNHjkChUEjLhiuVSgQEBOC///0vdu3ahYKCAqhUKgCAtbW1zrajNDTvkYODAyIiIpCRkYGgoCBpr6JSqQQA+Pr6wsHBASdOnNB6HhGRoTL2pgHsGrtGRKbE2LvGprFpxoyTdlQmijufHoB0Pv2oUaPw9ddfY/PmzQBgUOfT5+XlYcqUKRgyZAj69++PtWvX4uLFiwCA6OhoeHl5ISoqCocPH0Z+fj5kMpm0epSdnR3u378PKysraRUmQyOXy9GmTRuMHj0a165dQ58+fZCRkSFtY2ZmJmxsbFCzZk0dj5SIqGwYc9MAdo1dIyJTY8xdY9PYNGPHa9pRmTHG8+nz8/PRs2dPODs7o27dulAoFNizZw8aNmyIPn36oGfPnsjPz0dISAguXLiAkSNH4t1330WVKlWQk5ODqVOnwtzcHHPmzIGFhYVB7tnQvI8KhQJHjhxBdHQ0cnNz0adPH9jZ2eHKlSs4dOgQNm7cqPcXpCUiKiljbBrArgHsGhGZJmPsGpvGppkCTtrRK9OcF3/v3j0MHjwYFhYW2Lp1K+RyuVYMTpw4gVGjRmHcuHHo3r271tLi+mrdunVYu3Yt4uPjUa1aNQDA0aNHsWLFCqSnp2PIkCF4//33AQBjxoxBQkICbG1t4enpiaysLFy4cAHr169H/fr1dbkZL02zalRKSgrOnj2Lzp07IyMjA3FxcTh37hxyc3Ph5uaG8ePHG8S1H4iIXsSYmwawa+waEZkaY+4am8ammQJO2lGZUavVOHjwIGbMmAF3d3esWbNGumaA5vDcrl27omnTppg5c6aOR1syixYtwr59+7Bt2zZYWFhIF2U9c+YMli1bhosXLyI0NFRacWn37t04e/Ysrly5Ajc3NwwYMAB169bV8Va8HE0EkpOTERgYiK5du2Ly5MnSe5mdnQ25XA4zMzPY2NjoeLRERGXLGJsGsGvsGhGZKmPsGpvGppkCXtOOyowxnk/v5OSE69evIyMjA8Dji5z6+Pjg448/hpubG7Zs2YK///4bANClSxd88sknWLp0KaZOnWqwEQAg7bXp0qULWrdujbFjx8Lc3FxaqahixYqwt7dnBIjIKBlj0wB2jV0jIlNljF1j09g0U8BJOyozhYWFsLKyQvfu3TFjxgzk5uaiV69eiImJwYoVKxAdHY3k5GS0a9dO10MtMX9/f7i7uyM6OhrZ2dkwNzeXVhby9vbG8OHDceXKFfzxxx8AHodCs2qRoUtMTMS7776LGTNmwM7ODgBXHCIi02CMTQPYNXaNiEyVMXaNTWPTTAFPj6UyYczn08fFxWHbtm3o1q0bhg0bBjs7O6hUKshkMsjlcnzxxRc4cOAAdu7ciQoVKhjVF6VSqZSWDSciMhXG3DSAXWPXiMjUGHPX2DQ2zdiZ63oAZPiKO5++Y8eOqFq1KmbPnm2w59NrLr4aFhaG69evY/v27ZDL5QgKCkKlSpWkPTV2dnawsbGBlZWVUUUAgHS4PBGRqTDWpgHsGsCuEZHpMdausWlsmqkwjuNCSaeM9Xx6mUwmHV4dHR2Npk2bYseOHZg9ezbS09Mhl8uRm5uLq1evwtnZGQqFAjxwlYjIsBlr0wB2jYjIFBlr19g0MhU8PZbKxPbt23H8+HFMmTIF9vb2uh7OK3lyeXPN3ikAWLhwIQ4ePIi0tDR4eXlBoVDg33//xZo1awzuUHIiIiqeMTUNYNeIiEydMXWNTSNTw0k7KhOGeD59fn4+9u7di7S0NDRo0ABubm7PXEGoaAwuXbqEw4cP4/r163BxcUG3bt3g7u5enkMnIqLXyBCbBrBrRERUPEPsGptG9Agn7cgk5ebmom/fvlCpVMjPz0dBQQGsrKwwatQo9O7d+6nHq9Vqo1lliIiIjA+7RkRExoJNI3qMVy4kk6NWqxEVFQVnZ2fMnDkTtWvXxvHjx/HDDz9gypQpSE1NRWhoqLQnqmgEMjMzUblyZV0On4iISAu7RkRExoJNI9LGSTsyOSqVClevXoWvry9q164NAPDz80O9evXg5uaG2NhYCCEwatQoAJCumRAeHg6VSoUpU6agevXqOhs/ERFRUewaEREZCzaNSBsn7cjkqNVqWFpaIi8vD8CjazyYm5vDyckJQUFBkMlkiImJgaurK/r27QuZTAYhBIQQSExMhJWVlY63gIiI6DF2jYiIjAWbRqSNJ36TybGysoKXlxf27t2LGzduwNzcHIWFhQAAGxsb9O3bF/369cOCBQtw/vx5AI/24CxatAh79uzhIddERKRX2DUiIjIWbBqRNk7akUnRrLsSGhoKFxcXREREQK1Ww8LCQoqBo6MjunfvDgsLCyQlJUnPk8lkcHZ21tnYiYiInsSuERGRsWDTiJ7GSTsyKZprHjg4OCAiIgIZGRkICgqSlkBXKpUAAF9fXzg4OODEiRNazyMiItIn7BoRERkLNo3oaZy0I5Mkl8vRpk0bjB49GteuXUOfPn2QkZEBc/NHl3nMzMyEjY0NatasqeOREhERvRi7RkRExoJNI3pMJjTHoBKZkMLCQlhYWEChUODIkSOIjo5Gbm4u+vTpAzs7O1y5cgWHDh3Cxo0b4e7uruvhEhERPRe7RkRExoJNI3qMk3ZkclQqFczMzJCSkoKzZ8+ic+fOyMjIQFxcHM6dO4fc3Fy4ublh/Pjx8PT01PVwiYiInotdIyIiY8GmEWnjpB2ZFE0EkpOTERgYiK5du2Ly5MnSodbZ2dmQy+UwMzODjY2NjkdLRET0fOwaEREZCzaN6Gnmuh4AUXnS7LXp0qUL3nnnHYwdOxbm5ubSikMVK1bU9RCJiIhKjF0jIiJjwaYRPY2TdmRyEhMT8e6772LKlCmws7MDwBWHiIjIcLFrRERkLNg0Im08PZZMjlKplJYNJyIiMnTsGhERGQs2jUgbJ+2IiIiIiIiIiIj0jFzXAyAiIiIiIiIiIiJtnLQjIiIiIiIiIiLSM5y0IyIiIiIiIiIi0jOctCMiIiKjc/r0aYwcORIBAQHw9vZGy5Yt0a9fP8ydO/el/r5FixbBw8OjjEf52IkTJ7Bo0SLk5OQ8dd/gwYMxePDg1/az9VFMTAwCAgLg5eWFpk2bAgAUCgWmTZuG1q1bo0GDBujevTsAoF27dpg4cWKpf4aHhwcWLVpUpuN+0uHDh1/7zyAiIiLjZa7rARARERGVpUOHDiE0NBTNmzfH+PHjUaVKFdy+fRtnz57Frl27XmqC53U7efIk4uLi0LNnTzg4OGjdN336dB2NSjcOHDiApUuX4uOPP0abNm1gaWkJANiwYQM2bdqEqVOnomHDhrCxsQEAxMXFwc7OrtQ/Z9OmTahWrVqZjv1Jhw8fxrp16xAeHv5afw4REREZJ07aERERkVFZuXIlatSogW+++Qbm5o//qdO1a1eMHz9ehyN7OXXr1tX1EMpVUlISACAoKAjOzs5at1tbW2PQoEFaj/fy8nqpn/Pmm2++9BiJiIiIygNPjyUiIiKjcu/ePTg6OmpN2GnI5U//02f37t3o168f3nzzTTRp0gTBwcE4f/58iX5WSZ97+vRpfPzxx/Dz84OPjw86dOiAzz77DMCjU2+//PJLAED79u3h4eEBDw8PHD9+HEDxp8feu3cPM2bMgL+/P7y9vdG+fXvExMRAoVBoPc7DwwOzZs3Cjh070LlzZzRu3BjdunXDL7/8UqLty8nJwdy5c9G+fXt4e3ujRYsWGD58OP75559Sj0UIgXXr1qF79+5o1KgRmjVrhoiICKSkpEiPadeuHRYuXAgAaNmypXQKq4eHB7Zs2YKHDx9Kr8+2bduk5zx59GRJxl3c6bG3b9/GtGnT0KZNG3h7e6Ndu3aIi4uDUqmUHnPjxg14eHjgm2++QXx8PNq1a4cmTZqgX79+OHXqlPS4iRMnYt26ddLP0vx348aNEr32RERERDzSjoiIiIzKm2++iS1btiAqKgrvvfcevLy8YGFhUexjly5dioULF6JXr14IDQ1FYWEhvvnmG7z//vvYsmXLc49yK+lzjx49itDQUNSuXRsTJ06Eq6srUlNT8dtvvwEAAgMDkZ2djTVr1iAuLg5VqlQB8Owj7AoKChAUFISUlBSEh4fDw8MDiYmJWL58OS5cuIDly5drPf7QoUM4c+YMIiIiYGNjg5UrVyIsLAz/+9//4Obm9szty83NxcCBA5Gamophw4ahcePGePDgARISEnD79m3UqVOnVGOZNm0atm/fjsGDB2PcuHHIzs7G4sWL0b9/f+zcuROVK1dGXFwc1q1bh61bt2LlypWwt7dHtWrV4O/vjyVLluD48eNYtWoVAKBmzZovPe7i3L59G4GBgZDL5Rg5ciRq1qyJkydP4uuvv0ZqairmzJmj9fh169ahdu3amDx5MgDgq6++QkhICA4ePAh7e3uMGDECDx48wN69e7Fp0ybpeS4uLs98zYmIiIiK4qQdERERGZXIyEj8+++/WLNmDdasWQMLCwvpqKn3338ftra2AID09HQsWrQIgwYNwqeffio9v2XLlnjnnXcQFxcnHfX1pNI8d9asWXB1dcWWLVtgZWUlPbZ3794AgGrVqsHV1RUA0KBBA9SoUeO527d9+3ZcunQJCxcuROfOnQEArVq1go2NDebNm4fffvsNrVq1kh5fUFCA+Ph46bpvDRs2hL+/P/bs2YOQkJBn/pxVq1YhKSkJ8fHxaNmypXT7f//731KP5dSpU9i8eTMmTpyIDz/8UHp+06ZN8c477yA+Ph7jx4+Hl5eXdJ25hg0bwsnJSXqNnJycIJfLX3haa0nGXZxFixYhOzsbu3btwhtvvAEAaNGiBaytrfHFF18gODhYayLV1tYWy5Ytg5mZGYBHk3GBgYE4cuQIunbtipo1a6Jy5coAeCouERERvRyeHktERERGxdHREevXr8fWrVsRGRmJdu3a4dq1a5g/fz7ee+89ZGVlAQB+/fVXKJVKdO/eHUqlUvrPysoKzZo1w59//vnMn1HS5169ehXJycno06eP1oTdq/jjjz9gY2ODTp06ad3eq1cvAMCxY8e0bvfz89NaqKFy5cpwdnZGamrqc3/O0aNHUatWLa2Jr5cdyy+//AKZTIZu3bppvV6VK1eGp6fnc1/r0irJuItz6NAh+Pn5wcXFRWuMbdq0AYCnxhgQECBN2AGAp6cnALzwdSUiIiIqKR5pR0REREbJx8cHPj4+AIDCwkLMmzcP3333HVauXIlPPvkEmZmZAIA+ffoU+/zirn+nUdLnaiYIq1at+nIbUYx79+6hcuXKkMlkWrc7OzvD3Nwc9+7d07q9UqVKT/0dlpaWKCgoeO7PycrKko4AfNWx3LlzB0KIZ06kPe803dIqybiLc+fOHfzyyy9o2LBhsfffvXtX689Pvq6aVW5f9LoSERERlRQn7YiIiMjoWVhYICwsDN999520OqmjoyMAIDY2VjodsqRK+lzN6Z0ZGRkvM+xiVapUCadPn4YQQmuy7M6dO1AqldLYXpWTkxNu3rxZJmNxdHSETCbDunXrpMmtooq77XWOuziOjo7w8PDA6NGji72f16IjIiKi8sZJOyIiIjIqt27dKnaCRbNyqOa+1q1bw9zcHMnJyXjnnXdK9TNK+lx3d3fUrFkT33//PT788MNnTk6V5iitFi1aYM+ePThw4AA6duwo3b5jxw7p/rLg7++P2NhYHDt27Jl/Z0nHEhAQgOXLlyMjIwNdunQpk/G9yriLExAQgMOHD6NmzZqoWLFimYxF874+fPgQ1tbWZfJ3EhERkengpB0REREZleDgYFSrVg1vv/02ateuDSEELly4gG+//RY2NjYICgoCANSoUQMRERFYuHAhUlJS0KZNGzg4OCAzMxNnzpxBhQoVEBERUezPKM1zp02bhtDQUPTt2xdDhgyBq6sr0tPTcfToUcyfPx8AUL9+fQCPFlHo2bMnzM3N4e7urnUtOo0ePXpg3bp1mDBhAlJTU1G/fn389ddfWLZsGdq2bVvqa7k9ywcffIA9e/ZgxIgRCAkJQaNGjfDw4UMkJCQgICAA/+///b8Sj+Wtt95Cv379MHnyZJw9exbNmjVDhQoVcPv2bfz111+oX78+Bg4cWG7jLk5ERAR+//139O/fH4MHD4a7uzsUCgVu3LiBI0eOYObMmdIiGSWleV9XrFiBNm3aQC6Xw8PDo0yPLCQiIiLjxUk7IiIiMiqhoaE4ePAgVq1ahVu3bqGwsBBVqlRBy5Yt8dFHH6FOnTrSYzV/Xr16NXbt2gWFQoEqVarA29sbAwYMeO7PKelz/f39sXbtWixevBhRUVEoKChAtWrV0K5dO+kxfn5++Oijj7B9+3Zs2bIFarUaq1evhp+f31M/18rKCqtXr0ZMTAxWrlyJu3fvomrVqhg6dCjCwsLK4BV8xM7ODuvXr8eiRYuwefNmLF68GA4ODvDx8UHfvn1LPZZZs2ahcePG2LRpEzZs2AC1Wg0XFxf4+vqiUaNG5Tru4ri4uGDr1q1YsmQJvvnmG2RkZMDW1hbVq1eHv78/HBwcSj2Wd999FydOnMD69euxePFiCCFw8ODBF64QTERERAQAMiGE0PUgiIiIiIiIiIiI6LFnL4tGREREREREREREOsFJOyIiIiIiIiIiIj3DSTsiIiIiIiIiIiI9w0k7IiIiIiIiIiIiPcNJOyIiIiIiIiIiIj3DSTsiIiIiIiIiIiI9w0k7IiIiIiIiIiIiPcNJOyIiIiIiIiIiIj3DSTsiIiIiIiIiIiI9w0k7IiIiIiIiIiIiPcNJOyIiIiIiIiIiIj3DSTsiIiIiIiIiIiI98/8BAUzE/qyVLhgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import scipy.stats.distributions as ssd\n", + "from scipy import stats\n", + "import stdpopsim\n", + "\n", + "\n", + "hom_sap\n", + "Es, shape = hom_sap.dfe_params\n", + "\n", + "def mae(variable, truth):\n", + " return np.mean(np.abs(variable - truth))\n", + "\n", + "mae_Es = hom_sap.all_DFE.groupby(['method'])[['Es']].agg(lambda x: mae(x, Es)).reset_index()\n", + "mae_shape = hom_sap.all_DFE.groupby(['method'])[['shape']].agg(lambda x: mae(x, shape)).reset_index()\n", + "loss_df = pd.merge(mae_Es, mae_shape, on = 'method')\n", + "lenz = len(loss_df)\n", + "pd.DataFrame({'MAE E|s|': loss_df['Es'].values,\n", + " 'MAE shape': loss_df['shape'].values,\n", + " 'method': loss_df['method'].values,\n", + " 'species ID': [hom_sap.species]*lenz,\n", + " 'demography': [hom_sap.demog]*lenz,\n", + " 'annotation': [hom_sap.annot]*lenz})\n", + "\n", + "#print(hom_sap.all_DFE.query('method == \"polyDFE\"')['mae_Es'].reset_index().mean())\n", + "#hom_sap.all_DFE.query('method == \"dadi\"')['mae_Es'].reset_index().mean()\n", + "\n", + "def get_mut_props(speciesinfo: SpeciesInfo, method, pop, bins):\n", + " Ne = 1 #stdpopsim.get_species(speciesinfo.species).population_size\n", + "\n", + " if method == \"true\":\n", + " pop = \"true\"\n", + " popmethod_shape = speciesinfo.dfe_params[1]\n", + " gamma_scale = - Ne * speciesinfo.dfe_params[0]/speciesinfo.dfe_params[1]\n", + " else:\n", + " popmethod_Es = speciesinfo.all_DFE.query('method == @method & pop == @pop')['Es'].mean()\n", + " popmethod_shape =speciesinfo.all_DFE.query('method == @method & pop == @pop')['shape'].mean()\n", + " gamma_scale = Ne * popmethod_Es / popmethod_shape\n", + "\n", + "\n", + " #prop_bins = ssd.gamma.cdf(valz[:-1], a=popmethod_shape, scale=gamma_scale) - ssd.gamma.cdf(valz[1:], a=popmethod_shape, scale=gamma_scale)\n", + " inferred_bins = ssd.gamma.cdf(binz[1:], a=popmethod_shape, scale=gamma_scale)- ssd.gamma.cdf(binz[:-1], a=popmethod_shape, scale=gamma_scale)\n", + " bins_df = pd.DataFrame({'bin_start': binz[:-1], 'bin_end': binz[1:], 'prop': inferred_bins, 'pop': pop, 'method': method})\n", + " bins_df['bin_start'] = bins_df['bin_start'] * -1\n", + " bins_df['bin_end'] = bins_df['bin_end'] * -1\n", + " return bins_df\n", + "\n", + "#binz = [1.0, 1e-1, 1e-2, 1e-3, 1e-4, -np.inf]\n", + "binz = [0, 1e-4, 1e-3, 1e-2, 1e-1, 1e0]\n", + "#binz = [np.inf, 1000, 100, 10, 1, 0]\n", + "all_bin_df = pd.concat([\n", + " get_mut_props(hom_sap, \"true\", \"CEU\", binz), \n", + " get_mut_props(hom_sap, \"grapes\", \"CEU\", binz), \n", + " get_mut_props(hom_sap, \"dadi-cli\", \"CEU\", binz),\n", + " get_mut_props(hom_sap, \"polyDFE\", \"CEU\", binz),\n", + " get_mut_props(hom_sap, \"true\", \"CHB\", binz), \n", + " get_mut_props(hom_sap, \"grapes\", \"CHB\", binz), \n", + " get_mut_props(hom_sap, \"dadi-cli\", \"CHB\", binz),\n", + " get_mut_props(hom_sap, \"polyDFE\", \"CHB\", binz),\n", + " get_mut_props(hom_sap, \"true\", \"YRI\", binz), \n", + " get_mut_props(hom_sap, \"grapes\", \"YRI\", binz), \n", + " get_mut_props(hom_sap, \"dadi-cli\", \"YRI\", binz),\n", + " get_mut_props(hom_sap, \"polyDFE\", \"YRI\", binz),\n", + "])\n", + "\n", + "\n", + "layout = [\n", + " ['A', 'B'],\n", + " ['C', 'C']\n", + "]\n", + "\n", + "fig, axes = plt.subplot_mosaic(\n", + " layout,\n", + " figsize=(15, 10),\n", + " #white space between subplots\n", + " gridspec_kw={'wspace': 0.3, 'hspace': 0.4}\n", + ")\n", + "\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "sns.set_palette(\"colorblind\")\n", + "\n", + "# Get an existing palette\n", + "palette = sns.color_palette(\"colorblind\", 5)\n", + "\n", + "# Modify a specific color (e.g., change the third color)\n", + "palette[3] = (1.0, 1.0, 1.0) # RGB for red\n", + "\n", + "\n", + "import seaborn as sns\n", + "sns.set_theme(style=\"whitegrid\")\n", + "\n", + "#\n", + "sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=hom_sap.all_DFE, \n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['A'])\n", + "\n", + "sns.stripplot(x=\"method\", y=\"Es\", hue = 'pop', data=hom_sap.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['A'])\n", + "\n", + "#horizontal line at 0 on axes A\n", + "axes['A'].axhline(abs(hom_sap.dfe_params[0]), color='black', linestyle='--')\n", + "axes['A'].set_ylabel('|E(s)|') \n", + "axes['A'].set_xlabel('Method')\n", + "axes['A'].set_title(\"A\", loc = \"left\")\n", + "\n", + "\n", + "sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=hom_sap.all_DFE,\n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['B'])\n", + "\n", + "sns.stripplot(x=\"method\", y=\"shape\", hue = 'pop', data=hom_sap.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['B'])\n", + "#horizontal line at 0\n", + "axes['B'].axhline(abs(hom_sap.dfe_params[1]), color='black', linestyle='--')\n", + "axes['B'].set_title(\"B\", loc = \"left\")\n", + "axes['B'].set_ylabel('Shape')\n", + "axes['A'].set_xlabel('Method')\n", + "\n", + "# Get the position of panel C\n", + "pos = axes['C'].get_position()\n", + "axes['C'].remove() # Remove the original C axes\n", + "\n", + "# Create new axes for each method\n", + "methods = ['grapes', 'polyDFE', 'dadi-cli']\n", + "n_plots = len(methods)\n", + "\n", + "# Add spacing between subplots\n", + "spacing = 0.1 # Adjust this value to change spacing between subplots\n", + "total_spacing = spacing * (n_plots - 1)\n", + "width = (pos.width - total_spacing) / n_plots\n", + "\n", + "c_axes = []\n", + "for i, method in enumerate(methods):\n", + " ax = fig.add_axes([\n", + " pos.x0 + i * (width + spacing), # x position with spacing\n", + " pos.y0, # y position\n", + " width, # width\n", + " pos.height # height\n", + " ])\n", + "\n", + " # Filter data for this method\n", + " method_data = all_bin_df.query(f\"method in ['{method}', 'true']\")\n", + "\n", + " #custom sort pop\n", + " pop_order = ['CEU', 'CHB', 'YRI', 'true']\n", + " method_data['pop'] = pd.Categorical(method_data['pop'], categories=pop_order, ordered=True)\n", + "\n", + " # Create the barplot\n", + " sns.barplot(\n", + " data=method_data,\n", + " x='bin_start',\n", + " y='prop',\n", + " hue='pop', # Changed from 'method' to 'pop'\n", + " palette=palette,\n", + " edgecolor=\"black\", linewidth=2,\n", + " order=sorted(all_bin_df['bin_start'].unique()),\n", + " ax=ax\n", + " )\n", + "\n", + " # Customize each subplot\n", + " bin_starts = sorted(method_data['bin_start'].unique())\n", + " bin_starts[-1] = 0.0 #remove -0\n", + " bin_ends = method_data.drop_duplicates('bin_start').sort_values('bin_start')['bin_end']\n", + " labels = [f\"{end:,} to {start:,}\" for start, end in zip(bin_starts, bin_ends)]\n", + "\n", + " ax.set_xticklabels(labels, rotation=45, ha='right')\n", + " ax.set_title(f'{method}')\n", + " ax.set_ylabel('Proportion of mutations')\n", + "\n", + " # Only show legend for the first subplot\n", + " if i != 0:\n", + " ax.get_legend().remove()\n", + " ax.set_ylabel('')\n", + " ax.set_xlabel('')\n", + "\n", + "# Calculate position for the title\n", + "title_x = pos.x0 # Left edge of the C panel\n", + "title_y = pos.y0 + pos.height + 0.02 # Just above the plots, adjust 0.02 as needed\n", + "\n", + "# Add the title\n", + "fig.text(title_x, title_y, 'C', fontsize=14)\n", + "\n", + "#common axis labels\n", + "fig.text(0.5, -0.02, 'Selection coefficient', ha='center')\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "fig.suptitle(f\"{hom_sap.species}\")\n", + "plt.savefig(\"HomSap_discrete_DFE.pdf\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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bin_startbin_endproppopmethod
0-0.000-0.0014.901449e-01truetrue
1-0.001-0.0102.476028e-01truetrue
2-0.010-0.1002.360397e-01truetrue
3-0.100-1.0002.621262e-02truetrue
0-0.000-0.0017.293540e-01CEUgrapes
1-0.001-0.0102.063927e-01CEUgrapes
2-0.010-0.1006.419113e-02CEUgrapes
3-0.100-1.0006.210866e-05CEUgrapes
0-0.000-0.0014.801794e-01CEUdadi-cli
1-0.001-0.0101.976924e-01CEUdadi-cli
2-0.010-0.1002.335999e-01CEUdadi-cli
3-0.100-1.0008.831946e-02CEUdadi-cli
0-0.000-0.0014.867265e-01CEUpolyDFE
1-0.001-0.0102.127860e-01CEUpolyDFE
2-0.010-0.1002.378283e-01CEUpolyDFE
3-0.100-1.0006.264112e-02CEUpolyDFE
0-0.000-0.0014.901449e-01truetrue
1-0.001-0.0102.476028e-01truetrue
2-0.010-0.1002.360397e-01truetrue
3-0.100-1.0002.621262e-02truetrue
0-0.000-0.0017.971092e-01CHBgrapes
1-0.001-0.0101.764405e-01CHBgrapes
2-0.010-0.1002.645001e-02CHBgrapes
3-0.100-1.0002.728158e-07CHBgrapes
0-0.000-0.0014.859165e-01CHBdadi-cli
1-0.001-0.0101.895181e-01CHBdadi-cli
2-0.010-0.1002.263038e-01CHBdadi-cli
3-0.100-1.0009.778321e-02CHBdadi-cli
0-0.000-0.0014.922251e-01CHBpolyDFE
1-0.001-0.0102.257418e-01CHBpolyDFE
2-0.010-0.1002.373911e-01CHBpolyDFE
3-0.100-1.0004.464059e-02CHBpolyDFE
0-0.000-0.0014.901449e-01truetrue
1-0.001-0.0102.476028e-01truetrue
2-0.010-0.1002.360397e-01truetrue
3-0.100-1.0002.621262e-02truetrue
0-0.000-0.0016.858629e-01YRIgrapes
1-0.001-0.0102.279074e-01YRIgrapes
2-0.010-0.1008.602053e-02YRIgrapes
3-0.100-1.0002.091501e-04YRIgrapes
0-0.000-0.0014.909086e-01YRIdadi-cli
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2-0.010-0.1002.378841e-01YRIdadi-cli
3-0.100-1.0004.817823e-02YRIdadi-cli
0-0.000-0.0014.997904e-01YRIpolyDFE
1-0.001-0.0102.067799e-01YRIpolyDFE
2-0.010-0.1002.300893e-01YRIpolyDFE
3-0.100-1.0006.331515e-02YRIpolyDFE
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" + ], + "text/plain": [ + " bin_start bin_end prop pop method\n", + "0 -0.000 -0.001 4.901449e-01 true true\n", + "1 -0.001 -0.010 2.476028e-01 true true\n", + "2 -0.010 -0.100 2.360397e-01 true true\n", + "3 -0.100 -1.000 2.621262e-02 true true\n", + "0 -0.000 -0.001 7.293540e-01 CEU grapes\n", + "1 -0.001 -0.010 2.063927e-01 CEU grapes\n", + "2 -0.010 -0.100 6.419113e-02 CEU grapes\n", + "3 -0.100 -1.000 6.210866e-05 CEU grapes\n", + "0 -0.000 -0.001 4.801794e-01 CEU dadi-cli\n", + "1 -0.001 -0.010 1.976924e-01 CEU dadi-cli\n", + "2 -0.010 -0.100 2.335999e-01 CEU dadi-cli\n", + "3 -0.100 -1.000 8.831946e-02 CEU dadi-cli\n", + "0 -0.000 -0.001 4.867265e-01 CEU polyDFE\n", + "1 -0.001 -0.010 2.127860e-01 CEU polyDFE\n", + "2 -0.010 -0.100 2.378283e-01 CEU polyDFE\n", + "3 -0.100 -1.000 6.264112e-02 CEU polyDFE\n", + "0 -0.000 -0.001 4.901449e-01 true true\n", + "1 -0.001 -0.010 2.476028e-01 true true\n", + "2 -0.010 -0.100 2.360397e-01 true true\n", + "3 -0.100 -1.000 2.621262e-02 true true\n", + "0 -0.000 -0.001 7.971092e-01 CHB grapes\n", + "1 -0.001 -0.010 1.764405e-01 CHB grapes\n", + "2 -0.010 -0.100 2.645001e-02 CHB grapes\n", + "3 -0.100 -1.000 2.728158e-07 CHB grapes\n", + "0 -0.000 -0.001 4.859165e-01 CHB dadi-cli\n", + "1 -0.001 -0.010 1.895181e-01 CHB dadi-cli\n", + "2 -0.010 -0.100 2.263038e-01 CHB dadi-cli\n", + "3 -0.100 -1.000 9.778321e-02 CHB dadi-cli\n", + "0 -0.000 -0.001 4.922251e-01 CHB polyDFE\n", + "1 -0.001 -0.010 2.257418e-01 CHB polyDFE\n", + "2 -0.010 -0.100 2.373911e-01 CHB polyDFE\n", + "3 -0.100 -1.000 4.464059e-02 CHB polyDFE\n", + "0 -0.000 -0.001 4.901449e-01 true true\n", + "1 -0.001 -0.010 2.476028e-01 true true\n", + "2 -0.010 -0.100 2.360397e-01 true true\n", + "3 -0.100 -1.000 2.621262e-02 true true\n", + "0 -0.000 -0.001 6.858629e-01 YRI grapes\n", + "1 -0.001 -0.010 2.279074e-01 YRI grapes\n", + "2 -0.010 -0.100 8.602053e-02 YRI grapes\n", + "3 -0.100 -1.000 2.091501e-04 YRI grapes\n", + "0 -0.000 -0.001 4.909086e-01 YRI dadi-cli\n", + "1 -0.001 -0.010 2.230265e-01 YRI dadi-cli\n", + "2 -0.010 -0.100 2.378841e-01 YRI dadi-cli\n", + "3 -0.100 -1.000 4.817823e-02 YRI dadi-cli\n", + "0 -0.000 -0.001 4.997904e-01 YRI polyDFE\n", + "1 -0.001 -0.010 2.067799e-01 YRI polyDFE\n", + "2 -0.010 -0.100 2.300893e-01 YRI polyDFE\n", + "3 -0.100 -1.000 6.331515e-02 YRI polyDFE" ] }, + "execution_count": 10, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "hom_sap = SpeciesInfo(\n", - " species = \"HomSap\",\n", - " basedir = \"HomSap_results\",\n", - " demog = \"OutOfAfricaArchaicAdmixture_5R19\",\n", - " dfe = \"Gamma_K17\",\n", - " annot = \"ensembl_havana_104_exons\"\n", - ")\n", - "\n", - "#model = stdpopsim.get_species(\"HomSap\").get_demographic_model(hom_sap.demog)\n", - "#pop_dict = {f\"pop{i}\":m.name for i,m in enumerate(model.populations[:3])}\n", - "make_some_plots(hom_sap)\n", - "\n", - "\n", - "loss_list = []\n", - "loss_list.append(hom_sap.get_loss())\n" + "all_bin_df" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -756,93 +1463,225 @@ " \n", " \n", " \n", - " MAE E|s|\n", - " MAE shape\n", + " bin_start\n", + " bin_end\n", + " prop\n", + " pop\n", " method\n", - " species ID\n", - " demography\n", - " annotation\n", " \n", " \n", " \n", " \n", " 0\n", - " 0.040148\n", - " 0.030905\n", - " dadi\n", - " HomSap\n", - " OutOfAfricaArchaicAdmixture_5R19\n", - " ensembl_havana_104_exons\n", + " -0.0000\n", + " -0.0001\n", + " 0.320029\n", + " true\n", + " true\n", " \n", " \n", " 1\n", - " 0.015221\n", - " 0.051345\n", - " grapes\n", - " HomSap\n", - " OutOfAfricaArchaicAdmixture_5R19\n", - " ensembl_havana_104_exons\n", + " -0.0001\n", + " -0.0010\n", + " 0.170116\n", + " true\n", + " true\n", " \n", " \n", " 2\n", - " 0.033484\n", - " 0.024394\n", - " polyDFE\n", - " HomSap\n", - " OutOfAfricaArchaicAdmixture_5R19\n", - " ensembl_havana_104_exons\n", + " -0.0010\n", + " -0.0100\n", + " 0.247603\n", + " true\n", + " true\n", + " \n", + " \n", + " 3\n", + " -0.0100\n", + " -0.1000\n", + " 0.236040\n", + " true\n", + " true\n", + " \n", + " \n", + " 4\n", + " -0.1000\n", + " -1.0000\n", + " 0.026213\n", + " true\n", + " true\n", + " \n", + " \n", + " 0\n", + " -0.0000\n", + " -0.0001\n", + " 0.320029\n", + " true\n", + " true\n", + " \n", + " \n", + " 1\n", + " -0.0001\n", + " -0.0010\n", + " 0.170116\n", + " true\n", + " true\n", + " \n", + " \n", + " 2\n", + " -0.0010\n", + " -0.0100\n", + " 0.247603\n", + " true\n", + " true\n", + " \n", + " \n", + " 3\n", + " -0.0100\n", + " -0.1000\n", + " 0.236040\n", + " true\n", + " true\n", + " \n", + " \n", + " 4\n", + " -0.1000\n", + " -1.0000\n", + " 0.026213\n", + " true\n", + " true\n", + " \n", + " \n", + " 0\n", + " -0.0000\n", + " -0.0001\n", + " 0.320029\n", + " true\n", + " true\n", + " \n", + " \n", + " 1\n", + " -0.0001\n", + " -0.0010\n", + " 0.170116\n", + " true\n", + " true\n", + " \n", + " \n", + " 2\n", + " -0.0010\n", + " -0.0100\n", + " 0.247603\n", + " true\n", + " true\n", + " \n", + " \n", + " 3\n", + " -0.0100\n", + " -0.1000\n", + " 0.236040\n", + " true\n", + " true\n", + " \n", + " \n", + " 4\n", + " -0.1000\n", + " -1.0000\n", + " 0.026213\n", + " true\n", + " true\n", " \n", " \n", "\n", "" ], "text/plain": [ - " MAE E|s| MAE shape method species ID demography \\\n", - "0 0.040148 0.030905 dadi HomSap OutOfAfricaArchaicAdmixture_5R19 \n", - "1 0.015221 0.051345 grapes HomSap OutOfAfricaArchaicAdmixture_5R19 \n", - "2 0.033484 0.024394 polyDFE HomSap OutOfAfricaArchaicAdmixture_5R19 \n", - "\n", - " annotation \n", - "0 ensembl_havana_104_exons \n", - "1 ensembl_havana_104_exons \n", - "2 ensembl_havana_104_exons " + " bin_start bin_end prop pop method\n", + "0 -0.0000 -0.0001 0.320029 true true\n", + "1 -0.0001 -0.0010 0.170116 true true\n", + "2 -0.0010 -0.0100 0.247603 true true\n", + "3 -0.0100 -0.1000 0.236040 true true\n", + "4 -0.1000 -1.0000 0.026213 true true\n", + "0 -0.0000 -0.0001 0.320029 true true\n", + "1 -0.0001 -0.0010 0.170116 true true\n", + "2 -0.0010 -0.0100 0.247603 true true\n", + "3 -0.0100 -0.1000 0.236040 true true\n", + "4 -0.1000 -1.0000 0.026213 true true\n", + "0 -0.0000 -0.0001 0.320029 true true\n", + "1 -0.0001 -0.0010 0.170116 true true\n", + "2 -0.0010 -0.0100 0.247603 true true\n", + "3 -0.0100 -0.1000 0.236040 true true\n", + "4 -0.1000 -1.0000 0.026213 true true" ] }, - "execution_count": 26, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "hom_sap\n", - "Es, shape = hom_sap.dfe_params\n", - "\n", - "def mae(variable, truth):\n", - " return np.mean(np.abs(variable - truth))\n", - "\n", - "mae_Es = hom_sap.all_DFE.groupby(['method'])[['Es']].agg(lambda x: mae(x, Es)).reset_index()\n", - "mae_shape = hom_sap.all_DFE.groupby(['method'])[['shape']].agg(lambda x: mae(x, shape)).reset_index()\n", - "loss_df = pd.merge(mae_Es, mae_shape, on = 'method')\n", - "lenz = len(loss_df)\n", - "pd.DataFrame({'MAE E|s|': loss_df['Es'].values,\n", - " 'MAE shape': loss_df['shape'].values,\n", - " 'method': loss_df['method'].values,\n", - " 'species ID': [hom_sap.species]*lenz,\n", - " 'demography': [hom_sap.demog]*lenz,\n", - " 'annotation': [hom_sap.annot]*lenz})\n", - "\n", - "#print(hom_sap.all_DFE.query('method == \"polyDFE\"')['mae_Es'].reset_index().mean())\n", - "#hom_sap.all_DFE.query('method == \"dadi\"')['mae_Es'].reset_index().mean()\n" + "all_bin_df[all_bin_df['method'] == 'true']" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "text/plain": [ + "[-0.013148327678138633, 0.186]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hom_sap.dfe_params" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "method pop \n", + "dadi-cli CEU 0.999791\n", + " CHB 0.999522\n", + " YRI 0.999997\n", + "grapes CEU 1.000000\n", + " CHB 1.000000\n", + " YRI 1.000000\n", + "polyDFE CEU 0.999982\n", + " CHB 0.999999\n", + " YRI 0.999975\n", + "true true 3.000000\n", + "Name: prop, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_bin_df.groupby(['method', 'pop', ])['prop'].sum() " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" ] @@ -868,12 +1707,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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OVZMmTdzdIgAA+F/lClI2btxYXX0AAABc1Vq2bKmFCxcqPz9fp0+fVmBgoPz8/NzdFgAAuES5gpSmTZtWVx8AAACQ5OPjo7p16zrXSgEAAJ6FxWYBAAA8wM6dOzVz5kz98MMPKigokI+Pj9q3b6+4uDi1adPG3e0BAID/VekgJS0tTceOHdO5c+fUoEEDNW/eXPXq1auK3gAAAK4K3333nZ566inVrVtX/fv3V8OGDXXy5Elt2rRJjz76qObPn6+oqCh3twkAAFTBIGXHjh1aunSptmzZotOnT0uSHA6HTCaTzGazbrrpJv3xj3/UvffeS6gCAABwGVOnTlWrVq30wQcfqG7dus7x7OxsDR06VFOnTtUnn3zixg4BAMAF5QpS9u3bp9dff10//PCDwsLC1Lt3b7Vq1UrXXHONfH19lZWVpfT0dO3YsUMzZszQO++8o6efflpDhw6VxWKprnMAAAC4oh04cEBTp051CVEkKSAgQE899ZTGjx/vps4AAMClyhWk3H///RowYIAmTJigW265pcza3NxcffbZZ1qwYIEKCwsVGxtbqUYBAABqq2uuuUZms7nEx7y8vBQUFFTDHQEAgNKUK0hZs2aNbrjhBkO1/v7+uv/++3Xvvffq999/r0hvAAAAV4UHH3xQixYtUrdu3eTj4+Mcz8/P1wcffKAHHnjAjd0BAICLlStIMRqiXMzLy0vXX399ubcDAAC4Wnh7e+vw4cO666671KtXLzVq1EgnTpzQhg0b5OXlJV9fX33wwQeSJJPJpKFDh7q3YQAArmJV+vHHO3fu1N69e9WhQweFhYVV5a4BAABqralTpzr/vGTJkmKPv/XWW84/E6QAAOBeFQ5SXnzxRRUVFWnKlCmSpM8++0zx8fFyOBzy8fHR4sWL1bZt2yprFAAAoLbauHGju1sAAAAGVThI2bZtm0aNGuX8eu7cuYqOjta4ceP0+uuva968eZo7d26VNAkAAFCbNW3a1N0tAAAAg0peHt6AkydPqkmTJpKkY8eO6cCBAxoxYoRuuukmPf7449qzZ0+VNQkAAAAAAOAJKjwjxdvbW+fOnZMk/ec//5Gvr68iIyMlSYGBgbLZbFXTIQAAwFXghx9+0IcffqjU1FTl5eW5PGYymfTll1+6qTOgdjh+/Hit/T9Kenq6y++1kdVqVXBwsLvbACRVIkhp0aKF/vnPf6pt27ZasWKF2rVr5/y4vqNHjyooKKjKmgQAAKjN/v3vf2vo0KHq0KGDUlNTdccddygnJ0c7duxQSEiI2rVr5+4WgSva8ePH9fTIkSrIz3d3K9Vq2rRp7m6h2vhYLJo7Zw5hCjxChYOUJ554QmPHjtVnn30mSXr33Xedj3333XcKDw+vfHcAAABXgVmzZunee+/V5MmTdcstt+i5557TLbfcov379+vJJ59Ur1693N0icEWz2WwqyM+XX5NOMlus7m4H5WTPtynvyPey2WwEKfAIFQ5S+vbtq+uuu04//fSTIiIidPvttzsfu/baa9W7d+8qaRAAAKC2O3DggP785z/LZDJJkoqKiiRJN910k2JjY/Xuu++qR48e7mwRqBXMFqu86jBzHkDlVDhIkaQ2bdqoTZs2xcZHjx5dmd0CAABcVc6ePau6devKbDbLYrHo9OnTzsdatGih1NRUN3YHAAAuVq5P7cnNza3QQSq6HQAAwNWgSZMmOnnypCSpZcuW2rx5s/OxH374QfXr13dTZwAA4FLlClJ69uypRYsWKTs721D9rl279PTTT+uDDz6oUHMAAABXgw4dOmj79u2SpPvvv1//7//9Pw0ZMkRPPfWU5syZo/79+7u5QwAAcEG5bu154YUXNH36dM2YMUPdu3dXx44d1apVK11zzTXy9fVVVlaWDh06pB07dmjTpk1KSUlR3759dd9991VX/wAAAFe8uLg4ZWVlSZIeeugh5eXlafXq1ZKkkSNH6umnn3ZnewAA4CLlClL+9Kc/qU+fPlq5cqWWLl2qdevWORdFu8DhcMjPz0+9e/dWYmKibr311iptGAAAoLYJCgpSUND/LYD5xBNP6IknnnBjRwAAoDTlXmzWz89PDz/8sB5++GEdO3ZM//nPf3T8+HGdO3dODRo0UPPmzRUZGSkfH5/q6BcAAAAAAMBtKvWpPY0bN1bfvn2rqhcAAICr1r///W+tWbNGR44cUV5enstjJpNJSUlJbuoMAABcrFJBSlnsdrvM5nKtZQsAAHBV+uSTT/Tiiy8qMDBQzZs3Lzaz1+FwuKkzAABwqXIFKT179tS7776rm266SdL5F/WXX35ZsbGxuu6665x1O3fu1ODBg7Vv376q7RYAAKAWWrBggfr27as33nhDFovF3e0AAIAylGvKyOHDh5Wfn+/82m63a8WKFcrIyKjyxgAAAK4WR44c0f3330+IAgDAFaDS994w1RQAAKBywsLCdPLkSXe3AQAADGAREwAAADcbM2aM5s+fr2PHjrm7FQAAcBnVttgsAAAASvf000+7fH3mzBn17t1bN910k+rXr+/ymMlk0pw5c2qwOwAAUJoqCVJMJlNV7AYAAOCq8csvv7h8bTabFRQUpOPHj+v48eMuj3GtBQCA5yh3kBIfHy9fX1+XsTFjxrgsjnbu3LnKdwYAAFCLbdq0yd0tAACACihXkNK+fXtDY5LUuHHjinUEAABwFcvMzNSCBQt04MABNW7cWI8//rhatmzp7raAWsF+zubuFlAB/L3B05QrSPnwww+rqw8AAICryhtvvKF169bp66+/do7l5uZq0KBBOnz4sHPss88+0/Lly9WiRQs3dAnULnm/f+/uFgDUAiw2CwAA4AY//fST+vXr5zK2ZMkSHT58WEOHDtWoUaOUkpKiuLg4zZ8/X4mJiW7qFKg9/K7rJLOv1d1toJzs52yEYPAo5QpSZs+eXamDjRo1qlLbAwAA1Bbp6el6/PHHXca++uorBQUFafz48fLy8lKbNm30xBNPaMmSJW7qEqhdzL5WedUJcncbAK5w5QpSVq5cWeEDmUwmghQAAID/ZbPZFBwc7Py6sLBQu3fv1l133SUvLy/n+M0336wTJ064o0UAAFCCcgUprC4PAABQNRo2bOjyMcd79+5VYWGhbr31Vpc6s9ns8umIAADAvczubgAAAOBqdMstt2j58uVyOBySpE8//VQmk0lRUVEudQcPHlSjRo3c0SIAACgBi80CAAC4wVNPPaWHHnpIffr0UYMGDbRjxw7dfvvtuuWWW1zqvvrqK0VERLipSwAAcClmpAAAALhBZGSk3nvvPQUHBysnJ0f3339/sYX9T5w4oaNHj6pnz55u6hIAAFyKGSkAAABucuedd+rOO+8s9fFGjRrp008/rbmGAADAZTEjBQAAAAAAwCCCFAAAgFokLS1Nw4YNU5s2bRQVFaWEhATl5eVddru1a9cqLi5Od9xxh8LDw7Vw4cIS644dO6bnnntOt912m9q2baunn35a6enpVX0aAAB4LIIUAACAWsJms2nIkCHKycnRzJkz9cILL2j16tV66aWXLrvt+vXrlZ6eru7du5daU1RUpCeffFJ79uzRq6++qrfeektHjx51HhMAgKsBa6QAAADUEkuXLpXNZlNycrKCgoIkSV5eXoqPj9fIkSMVFhZW6rYzZsyQ2Xz+PbZly5aVWLN+/Xr98ssv+vTTTxUeHi5JioiI0F133aXly5dr6NChVXtCAAB4IGakAAAA1BJbtmxRVFSUM0SRpN69e8tisWjz5s1lbnshRCnL3r171ahRI2eIIkmNGzfWjTfeqE2bNlW8cQAAriAeMyMlLS1NCQkJ+vHHH1WnTh31799f8fHx8vPzu+y2q1at0rx583T48GE1a9ZMzzzzjPr27etSU1BQoJkzZ2rVqlU6c+aMWrdurRdffFE33XSTS90PP/ygmTNnav/+/TKbzWrVqpXGjBmj1q1bV+n5AgAAVLXU1FQNGjTIZcxisSg0NFSpqamV3v+5c+dksViKjVssFh08eLDC+3U4HMrNza1Ma0CZjKwTBM+Xl5fHcwWqjcPhkMlkMlTrEUHKhft5mzRpopkzZyojI0OJiYnKzMzU1KlTy9x2/fr1mjBhgoYPH64uXbroyy+/1JgxY1SvXj1FR0c76xITE5WcnKwJEyaoadOmWrBggYYOHarVq1erUaNGkqQDBw5o2LBh6tChg6ZOnaqioiL9/e9/19ChQ/Xpp5/q+uuvr9bvAwAAQGXYbDZZrdZi41arVVlZWZXef/PmzXX06FEdO3ZMjRs3liTl5OQoJSWlUv9RLSgo0L59+yrdH1CaI0eOuLsFVIG0tDSdO3fO3W2gFivpzYKSeESQUpn7ed955x316dNH48aNkyR16tRJaWlpmjlzpjNIOXbsmJYuXaoXX3xRDzzwgCQpMjJSPXv2VFJSkuLj4yVJGzZskCTNnj3bOROmdevW6tKli7Zs2aKHH364er4BAAAA1ag877KVJSYmRjNnztTEiRM1efJk+fr66o033lBubq68vSt+Wenj46OWLVtWuj+gNL6+vu5uAVWgefPmatGihbvbQC2VkpJiuNYjgpTS7uedNGmSNm/eXGqQkp6eroMHD2rs2LEu4zExMZo4caIyMjIUFBSkb7/9VkVFRerfv7+zJiAgQD169NDmzZudQUphYaF8fHxcnmgDAgJkNpvlcDiq8pQBAACqnNVqlc1mKzZ+5syZMt+YMiowMFDTpk3TxIkT1atXL0lS+/bt9ac//Unff/99hfdrMpnk7+9f6f6A0hhZLgCez8/Pj+cKVJvyvOHgEUFKRe/nvXAv7qWpZFhYmBwOhw4ePKigoCClpqaqYcOGql+/frG61atXy263y2w2a8CAAfrggw/09ttv689//rOKioo0c+ZMBQUFFVtzpTy47xcA4E5VNRsBni8sLKzYtVN+fr4OHTpU7Fqrorp06aKvvvpKv/76qywWi0JCQjR8+HC1adOmSvYPAICn84ggpaL381547NJtAwM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", 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" ] @@ -897,12 +1736,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -926,12 +1765,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -962,7 +1801,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -1055,7 +1894,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1115,9 +1954,9 @@ " #print('Inferred 2hs shape and mean: {0:.4f}, {1:.5f}'.format(fit_hs_shape, fit_hs_shape*fit_hs_scale))\n", "\n", " # Results from inferences\n", - " dfe_dadi= ssd.gamma(shape['dadi'], scale=Es['dadi'])\n", - " dfe_polydfe = ssd.gamma(shape['polyDFE'], scale=Es['polyDFE'])\n", - " dfe_grapes = ssd.gamma(shape['grapes'], scale=Es['grapes'])\n", + " dfe_dadi= ssd.gamma(shape['dadi-cli'], scale=Es['dadi-cli']/shape['dadi-cli'])\n", + " dfe_polydfe = ssd.gamma(shape['polyDFE'], scale=Es['polyDFE']/shape['polyDFE'])\n", + " dfe_grapes = ssd.gamma(shape['grapes'], scale=Es['grapes']/shape['grapes'])\n", "\n", " # Plotting\n", " import matplotlib.pyplot as plt\n", @@ -1146,7 +1985,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1154,21 +1993,21 @@ "output_type": "stream", "text": [ "-0.0257 0.131\n", - "Sanity check: Inferred s shape and mean: 0.1303, -0.02568\n", - "Simulated mean 2hs: -0.000357\n" + "Sanity check: Inferred s shape and mean: 0.1302, -0.02575\n", + "Simulated mean 2hs: -0.000358\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_3252739/1749325861.py:83: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + "/tmp/ipykernel_2793450/2887196276.py:83: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " fig.tight_layout(pad=0)\n" ] }, { "data": { - "image/png": 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we6vy8DhBRFJkjt9bTGwqWOEZOB8fHxNHQkRUcpcuXTJ1CM8NHieISIrM8TjBe2yIiIiIiEjymNgQEREREZHkMbEhIiIiIiLJY2JDRERERESSx8SGiIiIiIgkj4kNERERERFJHhMbIiIiIiKSPCY2REREREQkeUxsiIiIiIhI8pjYEBERERGR5DGxISIiIiIiybM0dQDPA0EQ8PDhQ4PrLCwsYGNjIz4vqhwAyOVy2NralqlsTk4OBEEwWFYmk8HOzq5MZR89egStVltkHNWqVStT2dzcXGg0GqOUtbOzg0wmAwDk5eWhoKDAKGVtbW0hlz8+N5Cfnw+1Wm2UsjY2NrCwsCh1WbVajfz8/CLLWltbw9LSstRlCwoKkJeXV2RZhUIBKyurUpfVaDTIzc0tsqyVlRUUCkWpy2q1Wjx69MgoZS0tLWFtbQ3g8d9xTk6OUcqW5u/eVN8RgiCIfwtERESSIFCFunjxohATEyMAMPivb9++OuXt7OyKLBsYGKhT1tnZuciy7dq10ynboEGDIst6e3vrlPX29i6ybIMGDXTKtmvXrsiyzs7OOmUDAwOLLGtnZ6dTtm/fvkWWffpjO2jQoGLLZmdni2VHjhxZbNmUlBSxbGhoaLFlExMTxbLh4eHFlr18+bJY9sMPPyy27Llz58SyixcvLrbs8ePHxbKrVq0qtuy+ffvEsl999VWxZb///nux7Pfff19s2a+++kosu2/fvmLLrlq1Six7/PjxYssuXrxYLHvu3Lliy3744Ydi2cuXLxdbNjw8XCybmJhYbNnQ0FCxbEpKSrFlR44cKZbNzs4utuygQYN0PsPFlTXVd0RMTIxw8eJFgSrexYsXTfZa37lzR7h27ZpZ/7tz545JXhsiKp4pv7uKwis2REREz6HMzEyMHz++2Cvp5kAul+Obb76Bg4ODqUMhIjMnE4Qi+hyRUVy6dAmCIMDT09PgenZFM1yWXdHYFY1d0Upf1pjfEfHx8ZDJZPDx8SmyDTKOS5cuAYBJXuu7d+8iOzvbKG0lJSVhyZIlmDp1KurVq2eUNgHA3t4etWvXNlp7RGQcpvzuKorZXLFJTEzEwoUL8fvvv8PW1hbBwcEIDw/XOaAXZffu3Vi/fj2Sk5PRoEEDvPPOO+jTp49O21u2bMEvv/yC27dvo0aNGvDz88OUKVPg4uIiljt79ixGjBih137fvn2xdOnSMu+bTCbT+SFenJKWK23ZJ5MRY5Z98oeRMcuW5H0vS1lra2vxx6cxyyoUCvHHsqnKWllZiUmDMctaWlqKSY4xy1pYWJT4M1yasnK5vELKlubvuDRlgYr7uy/PdwTvr3k+VETCUK9ePTRu3Njo7RIRPYtZJDYqlQojR46Em5sbVqxYgfT0dERERCAjIwORkZHF1j106BBmzpyJcePGoUuXLvjpp58wZcoUVK9eHf7+/gCA06dP49y5c3jttdfwwgsv4O7du1i1ahVef/117N27V+/gHxERgUaNGonPa9SoYfydJiIiIiIiozGLxCY6OhoqlQoxMTFwcnIC8PgMbXh4OCZOnFhkNy4AWL58OXr37o1p06YBADp16oTExESsWLFCTGz69u2LN954Q+cMpJeXF1555RUcPnwY/fv312mzSZMmZnVZjYiIiJ4PxuweWFHYPZDMlVkkNidOnICfn5+Y1ABAr169MHv2bMTGxhaZ2CQlJSEhIQFTp07VWR4SEoJZs2YhPT0dTk5OOu0W8vLygoWFBVJSUoy7M0RERERlwAEdiMrHLBKb+Ph4DBw4UGeZQqFA/fr1ER8fX2S9hIQEANDpNgYAnp6eEAQBCQkJBpMaADh//jw0Go3BpGncuHHIyMiAi4sLgoOD8e6775bqPg4iIiKi0nJwcMD69eslMaADkxoyR2aR2KhUKiiVSr3lSqUSmZmZRdYrXPd03cI/tqLqqtVqfPrpp/Dw8EC3bt3E5dWrV8fYsWPRvn17WFtb48yZM9i8eTMSEhKwfv360u6W6FkjJBERmRtBwhN0lmcwmkJHjhzBpEmT0KRJE+zbt09nnVqtxooVK7B7925kZWWhZcuWmDNnDpo1a2bsXaHnEAd0ICo7s0hsilLSA+vTZQqHLC2q7oIFC3Dt2jVs2bJFZwQnb29veHt7i8/9/Pzg6uqK+fPn4+LFi2jZsmVZdgNqtRpxcXFlqktEZColHZHPnJRnMJpCubm5iIiIgLOzs8H1ERERiImJwcyZM+Hu7o6NGzdi1KhR2Lt3r85Im0REVLnMIrFRKpVQqVR6y7OysoodOODJKzNPHoAK2zJ0FWjVqlXYsWMHVq5cWaIBAvr06YP58+fj8uXLZU5srKyseKaEiCTl+vXrpg6hTMozGE2h9evXw83NDXXr1sXly5d11t27dw/R0dGYM2cOXnvtNQCAr68vevTogaioKISHhxt/p4iIqETMIrHx9PTUu5cmPz8fN2/e1Lv35kmF99YkJCToHKwKJ5Z7+t6brVu3YuXKlZg/fz569OhhxD0o3tOTWhIRmTupdkMr62A0hW7evImvvvoK0dHR+Prrr/XWnzp1ChqNBsHBweIye3t7BAUFITY2lokNEZEJyU0dAAAEBATgzJkzePDggbjsyJEjyM/PR2BgYJH16tWrh0aNGuHAgQM6y/ft24eWLVvqHNj279+PhQsXYvLkyXj99ddLHNv+/fsBmNesqkREZFh8fLxe8lKSwWgKffLJJ3jllVeKvF8mPj4ezs7OcHR01Fnu6emJxMREsx/NioioKjOLKzZDhgzBli1bEBoaitDQUKSlpWHRokXo16+fzgFq9uzZiImJwZUrV8RlkydPxpQpU1C/fn107twZR48exenTp7Fx40axzLlz5zBjxgy0a9cOXbp0wYULF8R1Tk5OqF+/PgAgPDwcDRo0gLe3tzh4wNdff40ePXowsSEikoCyDkYDAMeOHcP58+dx6NChYtuvXr263nIHBweo1Wrk5OTA3t6+1HFXhUFmcnNzxf+lvi9VBd8TqkjmOMiMWSQ2SqUSUVFRWLhwIcLCwmBjY4OQkBC9S/parRYajUZnWZ8+fZCbm4t169Zh06ZNaNCgAZYuXSpOzgkAZ8+ehVqtxrlz5/Su1vTv3x+LFi0C8Hhizr1792Lz5s1Qq9Vwd3fHhAkTMG7cuAracyIiqgzPOgDn5eXh008/RVhYWJHTBBQy1E7hoDVlVRUGmbl9+zaAx6PS5eXlmTgaAvieUMUzt0FmzCKxAQAPDw9s2rSp2DKLFi0Sk5An9e/fH/379y+yXlhYGMLCwp4Zw/jx4zF+/PhnB0tERGaprIPRREVFQS6XIzg4WKyvVquh1WqhUqlgY2MDhUJRZPsqlQpWVlZlvp+yKgwyY21tDeDx8fzpe1zJNPieUEUyx0FmzCaxISIiKq+yDkaTkJCAf/75B35+fnrr2rdvj48++ghDhw6Fp6cn0tLSkJGRoXOfTXx8PDw8PCCXl+3W1aowyEzhPEE2NjaS35eqgu+Jcdy9e9dok6ZWFHt7+wqZA6k45tYNDWBiQ0REVUhAQADWrl2LBw8eoEaNGgBKNhjN22+/rXfl/8svv0RiYiIiIiLQsGFDAIC/vz/kcjkOHjyIoUOHAgAePnyIY8eOYfDgwRWzU0RkMpmZmRg/frzZDwwil8vxzTffiFOhPK+Y2BARUZVR1sFoPD099bqq7d69G/fu3UPHjh3FZbVq1cKQIUMQGRkJS0tLuLm5YfPmzQCAkSNHVsIeElFlcnBwwPr16416xSYpKQlLlizB1KlTUa9ePaO0aW9v/9wnNQATGyIiqkLKMxhNSc2cORN2dnZYtmwZsrKy4Ovri6ioKLi4uBhjF4jIzFRUF6969epJ/t46c8PEhoiIqpTyDEbzdBlDFAoFwsPDORknEZGZMYsJOomIiIiIiMqDiQ0REREREUkeExsiIiIiIpI8JjZERERERCR5TGyIiIiIiEjymNgQEREREZHkMbEhIiIiIiLJY2JDRERERESSx8SGiIiIiIgkj4kNERERERFJHhMbIiIiIiKSPEtTB0BEREQlk5KSApVKZeowDEpKStL531wplUq4urqaOgwiqgBMbIiIiCQgJSUFEyZOhDo/39ShFGvJkiWmDqFYVgoF1q1dy+SGqApiYkNERCQBKpUK6vx82Lh1glyhNHU4kqTNVyH39hmoVComNkRVEBMbIiIiCZErlLCwdTJ1GEREZoeDBxARERERkeQxsSEiIiIiIsljYkNERERERJLHxIaIiIiIiCSPiQ0REREREUkeExsiIiIiIpI8JjZERERERCR5TGyIiIiIiEjymNgQEREREZHkMbEhIiIiIiLJY2JDRERERESSx8SGiIiIiIgkj4kNERERERFJnqWpAyAiIiKSqpSUFKhUKlOHYVBSUpLO/+ZKqVTC1dXV1GFQFcDEhoiIiKgMUlJSMGHiRKjz800dSrGWLFli6hCKZaVQYN3atUxuqNyY2BARERGVgUqlgjo/HzZunSBXKE0djiRp81XIvX0GKpWKiQ2VGxMbIiIionKQK5SwsHUydRhEzz0OHkBERERERJLHxIaIiIiIiCSPXdGIiIiIqMow55HqAGmMVifVkeqY2BARERFRlSCVkeoA8x6tTqoj1TGxISIiIqIqgSPVlZ+UR6pjYkNEREREVQpHqns+MbEhIqIqJTExEQsXLsTvv/8OW1tbBAcHIzw8HDY2NsXW+/zzz/Hzzz/j9u3bkMlk8PDwwFtvvYXg4GCdcl5eXnp1nZ2dcfr0aaPuBxERlQ4TGyIiqjJUKhVGjhwJNzc3rFixAunp6YiIiEBGRgYiIyOLrfvo0SMMGTIEHh4eEAQBP/74I6ZOnQqtVot+/frplB0+fDhCQkLE51ZWVhWyP0REVHJmk9iU9QwbAOzevRvr169HcnIyGjRogHfeeQd9+vTRaXvLli345ZdfcPv2bdSoUQN+fn6YMmUKXFxcdNpKTU3FJ598ghMnTkAulyMoKAizZ8+Go6OjsXeZiIiMLDo6GiqVCjExMXByetwNxcLCAuHh4Zg4cSI8PT2LrPvBBx/oPO/atSuuX7+O3bt36yU2derUQatWrYwePxERlZ1ZzGNTeIbt4cOHWLFiBWbMmIG9e/di7ty5z6x76NAhzJw5Ez179sSGDRvQqVMnTJkyBadOnRLLnD59GufOncNrr72G9evX47333sOvv/6K119/HQ8fPhTLFRQUYOzYsfj777+xePFiMdEKDQ2FIAgVsu9ERGQ8J06cgJ+fn5jUAECvXr2gUCgQGxtb6vYcHR2hVquNGSIREVUQs7hiU54zbMuXL0fv3r0xbdo0AECnTp2QmJiIFStWwN/fHwDQt29fvPHGG5DJZGI9Ly8vvPLKKzh8+DD69+8PADh8+DCuXr2Kffv2oUmTJgAAV1dXDB06FCdPnkRAQECF7D8RERlHfHw8Bg4cqLNMoVCgfv36iI+Pf2Z9QRCg0WiQk5ODY8eO4fTp0/j888/1yn355ZdYsmQJbG1t4e/vj/fffx9ubm5ljlsQBOTk5BRbJjc3t8ztk67c3Nxnvt4lbYeMg++J+XnWeyIIgs5va3NgFolNUWfYZs+ejdjY2CITm6SkJCQkJGDq1Kk6y0NCQjBr1iykp6fDyclJp91CXl5esLCwQEpKirgsNjYWXl5eYlIDAG3atIG7uztiY2OZ2BARmTmVSgWlUn+IV6VSiczMzGfW/+WXXzB69GgAgKWlJebNm4fevXvrlHn11VfRrVs3ODs74++//8batWsxbNgw7NmzBw4ODmWKW61WIy4urtgyt2/fBgBo88x34kFzV/jaJSYmIi8vr9ztFb4nVH58T8xPSd4ThUJRSdGUjFkkNmU9w5aQkAAAaNSokc5yT09PCIKAhIQEg0kNAJw/fx4ajUYnaYqPjzeYRDVu3LhEZ/qKUpIzcURE5sQcz8SVR0n3p2XLltixYweys7Nx4sQJLFiwABYWFhg8eLBY5rPPPhMft2/fHm3btsWAAQPw/fff4+233y5TfFZWVmjcuHGxZaytrQEAuXfOlGkb9C8PDw+93w5lUfieUPnxPTE/z3pPrl+/XonRlIxZJDZlPcNWuO7puoVnzIqqq1ar8emnn8LDwwPdunXTiaN69eoG4yhPYlOSM3FERObG3M7ElYRSqYRKpX9FIysrq9huzYXs7e3h4+MDAPDz80N+fj4WLVqEAQMGwMLCwmCdZs2awcPDA3/99VeZ45bJZLCzsyu2TOFgOjZ1OkFuzYkHy0Kbp0LunTOwsbF55utdEiUZ4IhKhu+J+XnWe2KOJ7/MIrEpSknPsD1dpvBG/6LqLliwANeuXcOWLVtgaan7EhiqU94zlyU5E0dEZE7M8UxcSXh6euqdiMrPz8fNmzf1egaURPPmzbFlyxakp6frjaL5pMocYEZuzYkHiYgMMYvEpqxn2J68MuPs7CwuL2zL0FWgVatWYceOHVi5cqV4Vq4kcRhqq6RKciaOiMicmOOZuJIICAjA2rVr8eDBA9SoUQMAcOTIEeTn5yMwMLDU7f3++++wt7cX2zIkLi4ON27cKFPiRERExmMWiU1Zz7AV9vtLSEjQu1dGJpPp9QvcunUrVq5cifnz56NHjx4G4zDUZez69evo3r17qfaJiIgq35AhQ7BlyxaEhoYiNDQUaWlpWLRoEfr166dznJg9ezZiYmJw5coVAMDVq1cRGRmJ3r17w93dHTk5OTh+/Dh27NiBadOmiVf3N23ahKSkJHTo0AFOTk64du0a1q1bh9q1a+vch0NERJXPLBKbsp5hq1evHho1aoQDBw6gZ8+e4vJ9+/ahZcuWOgMH7N+/HwsXLsTkyZPx+uuvG2wvMDAQe/bs0RlE4MKFC0hOTi7TmT4iIqpcSqUSUVFRWLhwIcLCwmBjY4OQkBCEh4frlNNqtdBoNOJzZ2dnKJVKrFmzBqmpqahevToaNWqE1atX48UXXxTLeXh44PDhwzhw4AAePnyIGjVqIDAwEO+99165ruwTEVH5mUViU9YzbAAwefJkTJkyBfXr10fnzp1x9OhRnD59Ghs3bhTLnDt3DjNmzEC7du3QpUsXXLhwQVzn5OSE+vXrAwBeeukleHl5YfLkyZg6dSo0Gg0WL16Mtm3bomvXrhX/QhARUbl5eHhg06ZNxZZZtGgRFi1aJD53dnbGkiVLntl2UFAQgoKCyh0jEREZn1kkNmU9wwYAffr0QW5uLtatW4dNmzahQYMGWLp0qTg5JwCcPXsWarUa586d07ta079/f/HgZmlpiQ0bNuCTTz7B9OnTIZPJEBQUhNmzZ0u2vzkRERER0fPALBIboGxn2Ar1798f/fv3L7JeWFgYwsLCShSHq6srli9fXqKyRERERERkHuSmDoCIiIiIiKi8mNgQEREREZHkMbEhIiIiIiLJY2JDRERERESSZzaDBxAREdGzafNVpg5BsvjaEVVtTGyIiIgkQKlUwkqhQO7tM6YORdKsFApOpkpURTGxISIikgBXV1esW7sWKpV5XnVISkrCkiVLMHXqVNSrV8/U4RRJqVTC1dXV1GEQUQVgYkNERCQRrq6uZv+jvF69emjcuLGpwyCi5xAHDyAiIiIiIsljYkNERERERJLHxIaIiIiIiCSPiQ0REREREUkeExsiIiIiIpI8JjZERERERCR5TGyIiIiIiEjymNgQEREREZHkMbEhIiIiIiLJY2JDRERERESSZ2nqAIiIiMg07t69i+zsbKO0lZSUpPO/sdjb26N27dpGbZOIqiYmNkRERM+hzMxMjB8/Hlqt1qjtLlmyxKjtyeVyfPPNN3BwcDBqu8akzVOZOgTJ4mtHxsTEhoiI6Dnk4OCA9evXG+2KTUWxt7c366QGAHLvnDF1CPQUJkxlJ+XXjokNERHRc4pdvIzDpk4nyK2Vpg5DkrR5qgpJDJlsPp+Y2BARERGVg9xaCQtbJ1OHQU9gsll2FZVsVgYmNkRERERUpTDZfD5xuGciIiIiIpI8JjZERERERCR5TGyIiIiIiEjymNgQEREREZHkMbEhIiIiIiLJY2JDRERERESSx8SGiIiIiIgkj4kNERERERFJHhMbIiIiIiKSPCY2REREREQkeUxsiIiIiIhI8pjYEBERERGR5DGxISKiKiUxMRFjxoxBq1at4Ofnh4ULFyI3N/eZ9T7//HMEBwejdevWaNOmDQYOHIj9+/frlVOr1fjiiy/g7+8PX19fDB8+HFevXq2IXSEiolKwNHUARERExqJSqTBy5Ei4ublhxYoVSE9PR0REBDIyMhAZGVls3UePHmHIkCHw8PCAIAj48ccfMXXqVGi1WvTr108sFxERgZiYGMycORPu7u7YuHEjRo0ahb1798LFxaWid5GIiIrAxIaIiKqM6OhoqFQqxMTEwMnJCQBgYWGB8PBwTJw4EZ6enkXW/eCDD3Sed+3aFdevX8fu3bvFxObevXuIjo7GnDlz8NprrwEAfH190aNHD0RFRSE8PLyC9ozMmTZfZeoQJIuvHRkTExsiIqoyTpw4AT8/PzGpAYBevXph9uzZiI2NLTaxMcTR0REPHz4Un586dQoajQbBwcHiMnt7ewQFBSE2NpaJzXNGqVTCSqFA7u0zpg5F0qwUCiiVSlOHQVUAExsiIqoy4uPjMXDgQJ1lCoUC9evXR3x8/DPrC4IAjUaDnJwcHDt2DKdPn8bnn3+u076zszMcHR116nl6emLv3r3QarWQy0t/+6ogCMjJySl1PTIte3t7LFu6FCqVeV51SE5OxqpVqzBp0iS4u7ubOpwiKZVK2NvbG+VvoCT301HJ5ObmFvueCIIAmUxWiRE9GxMbIiKqMlQqlcEzv0qlEpmZmc+s/8svv2D06NEAAEtLS8ybNw+9e/fWab969ep69RwcHKBWq5GTkwN7e/tSx61WqxEXF1fqekTFyc/PF//Py8szcTRFS01NRWpqqlHaun37tlHaoccDsTzrc6NQKCopmpJhYkNERFVeSc8stmzZEjt27EB2djZOnDiBBQsWwMLCAoMHDxbLGGpHEIRyxWdlZYXGjRuXqw2ip1lbWwMAPDw80KhRIxNHUzkK95nK71mfm+vXr1diNCXDxIaIiKoMpVJpsFtQVlZWie6vsbe3h4+PDwDAz88P+fn5WLRoEQYMGAALC4si21epVLCysoKdnV2Z4pbJZGWuS1QUGxsb8f/n5fNVuM9Ufs/63JhbNzTAjOaxKeu8AwCwe/du9O7dGz4+PggJCcHBgwf1yqxevRqjR49G27Zt4eXlhUuXLumVOXv2LLy8vPT+TZkypdz7R0REFc/T01PvXpr8/HzcvHmz1AMHAEDz5s2RnZ2N9PR0sf20tDRkZGTolIuPj4eHh0eZ7q8hIiLjMIsrNuWZd+DQoUOYOXMmxo0bhy5duuCnn37ClClTUL16dfj7+4vltm3bhvr166NLly748ccfi20zIiJC59JbjRo1yreDRERUKQICArB27Vo8ePBA/O4+cuQI8vPzERgYWOr2fv/9d9jb24tt+fv7Qy6X4+DBgxg6dCgA4OHDhzh27JhOdzUiIqp8ZpHYlGfegeXLl6N3796YNm0aAKBTp05ITEzEihUrdBKbn3/+GXK5HGfPnn1mYtOkSROxKwIREUnHkCFDsGXLFoSGhiI0NBRpaWlYtGgR+vXrp3MsmT17NmJiYnDlyhUAwNWrVxEZGYnevXvD3d0dOTk5OH78OHbs2IFp06bB0vLx4bJWrVoYMmQIIiMjYWlpCTc3N2zevBkAMHLkyMrfYSIiEplFYlPWeQeSkpKQkJCAqVOn6iwPCQnBrFmzkJ6eLrbJ7gFERFWfUqlEVFQUFi5ciLCwMNjY2CAkJERvfhmtVguNRiM+d3Z2hlKpxJo1a5Camorq1aujUaNGWL16NV588UWdujNnzoSdnR2WLVuGrKws+Pr6IioqCi4uLpWyj0REZJhZJDZlnXcgISEBAPRGbPD09IQgCEhISNBJlkpq3LhxyMjIgIuLC4KDg/Huu++W62Y0zk9ARFJjivkJsrKycOHCBTx48ACBgYFwcHAoUzseHh7YtGlTsWUWLVqERYsWic+dnZ2xZMmSErWvUCgQHh7OyTiJiMyMWSQ2ZZ13oHDd03ULD4YlmbPgSdWrV8fYsWPRvn17WFtb48yZM9i8eTMSEhKwfv36UrX1JM5PQERSVJnzE6xevRobNmxAbm4uZDIZduzYAQcHB4wcORJdunTBuHHjKi0WIiKSJrNIbIpS0jOGT5cpnE+gtGcbvb294e3tLT738/ODq6sr5s+fj4sXL6Jly5alaq8Q5ycgIqmpzPkJtm7ditWrV2PYsGHo2rUrxo8fL67r3r07Dh8+zMSGiIieySwSm7LOO/DklRlnZ2dxeWFbhq4ClVafPn0wf/58XL58ucyJDecnICKpqcxuaFu3bsWoUaPw/vvv69z3AgANGjTAP//8U2mxEBGRdJnFHfVlnXeg8N6awnttCsXHx0Mmkz03s+wSEUlZUlISunbtanBdtWrVDJ74IiIieppZJDYBAQE4c+YMHjx4IC4rybwD9erVQ6NGjXDgwAGd5fv27UPLli3LNHDA0/bv3w8AHP6ZiKiCVK9eHffv3ze4Ljk5GTVr1qzkiIiISIpK1RXt119/LdfG2rdvb3B5WecdAIDJkydjypQpqF+/Pjp37oyjR4/i9OnT2Lhxo842zp07h/T0dLHf+JkzZ5CcnAx3d3cxaQkPD0eDBg3g7e0tDh7w9ddfo0ePHkxsiIgqiJ+fHzZu3IgePXrA2toawOOucAUFBfjuu+905iQjIiIqSqkSm+HDh0Mmk4k355eGTCYrcmSwss47ADy+ByY3Nxfr1q3Dpk2b0KBBAyxdulTvQLhy5UqcO3dOfB4ZGQkA6N+/vzjkZ5MmTbB3715s3rwZarUa7u7umDBhAm9aJSKqQJMnT8agQYMQHByMF198ETKZDFu2bEFcXBxu376NZcuWmTpEIiKSgFIlNkePHq2oOMo070Ch/v37o3///sXW/fbbb58Zw/jx43VG4yEioorXoEEDfPfdd4iIiMB3330HQRCwZ88edOzYEZGRkXBzczN1iEREJAGlSmzc3d0rKg4iInqONW7cGJs2bUJ+fj4ePHgABweHck2MTEREzx+zGO6ZiIgIeDzvV7Vq1cR7bYieN3fv3kV2drZR2kpKStL531js7e1Ru3Zto7ZJZAzlTmwSExNx79495OXloUaNGvDw8ED16tWNERsRET0n/vzzT6xYsQK//vor1Go1rKys0L59e4SFhaFVq1amDo+oUmRmZmL8+PHQarVGbXfJkiVGbU8ul+Obb74R5xMkMhdlSmwuXLiA6OhonDhxQhyiWRAEyGQyyOVyNGvWDC+//DIGDBjAJIeIiIr1yy+/4O2330a1atUQHBwMZ2dn3L9/H8eOHcObb76JDRs2wM/Pz9RhElU4BwcHrF+/3mhXbCqKvb09kxoyS6VKbOLi4vDpp5/i119/haenJ3r16gVvb2/UrFkT1tbWyMzMRFJSEi5cuIBly5Zh+fLlmDBhAkaNGgWFQlFR+0BERBIWGRkJb29vfPXVV6hWrZq4PDs7G6NGjUJkZCR27txpwgiJKg+7eBGVXakSm8GDB6Nfv36YOXMmmjdvXmzZnJwc7N+/Hxs3bkRBQQFCQ0PLFSgREVVN165dQ2RkpE5SAzw+K/z2229j+vTpJoqMiIikpFSJzb59+9CwYcMSlbWzs8PgwYMxYMAA3LlzpyyxERHRc6BmzZqQy+UG11lYWMDJyamSIyIiIikyfCQpQkmTmidZWFigbt26pa5HRETPh9dffx1ff/011Gq1zvL8/Hx89dVXeO2110wUGRERSYlRh3v+888/ceXKFXTo0AGenp7GbJqIiKooS0tLJCcn48UXX0TPnj3h4uKC1NRUHDlyBBYWFrC2tsZXX30FAJDJZBg1apRpAyYiIrNU5sRmzpw50Gg0WLRoEQBg//79CA8PhyAIsLKywjfffIPWrVsbLVAiIqqaIiMjxcdbtmzRW//555+Lj5nYEBFRUcqc2Jw9exaTJk0Sn69btw7+/v6YNm0aPv30U6xfvx7r1q0zSpBERFR1HT161NQhEBFRFVDmxOb+/ftwc3MDANy7dw/Xrl3Dhx9+iGbNmmHEiBH46KOPjBUjERFVYe7u7qYOgYiIqoBSDR7wJEtLS+Tl5QEA/vjjD1hbW8PX1xfA4wmmVCqVcSIkIiIiIiJ6hjJfsWnUqBH27NmD1q1bY8eOHWjTpg2srKwAAHfv3uXwnEREVGK//vorvv32W8THxyM3N1dnnUwmw08//WSiyIiISCrKfMVm9OjR2L9/P9q3b4///ve/GD58uLjul19+gZeXl1ECJCKiqu23337DqFGjkJWVhfj4eDRq1Ai1atXCnTt3YGlpifbt25s6RCIikoAyX7Hp06cP6tSpg/Pnz8PHxwft2rUT19WuXRu9evUySoBERFS1rVy5EgMGDMBHH32E5s2b47333kPz5s1x9epVjB07Fj179jR1iEREJAHlmsemVatWaNWqld7yyZMnl6dZIiJ6jly7dg1vvfUWZDIZAECj0QAAmjVrhtDQUKxevRpBQUGmDJGIJEabz3u9y0rKr12pEpucnBzY2dmVeiNlrUdERFXfo0ePUK1aNcjlcigUCjx48EBc16hRI8THx5swOiKSEqVSCSuFArm3z5g6FEmzUiigVCpNHUaplSqx6dGjB8aPH49BgwbB3t7+meUvXryINWvWwMfHB++8806ZgyQioqrLzc0N9+/fBwA0btwYsbGxCAwMBPB4UAFHR0cTRkdEUuLq6op1a9ea9ei8SUlJWLJkCaZOnYp69eqZOhyDlEolXF1dTR1GqZUqsZkxYwaWLl2KZcuWoXv37ujYsSO8vb1Rs2ZNWFtbIzMzEzdv3sSFCxdw7NgxXL9+HX369MGgQYMqKn4iIpK4Dh064Ny5c+jduzcGDx6Mjz/+GPHx8VAoFDh9+jRGjx5t6hCJSEJcXV0l8aO8Xr16aNy4sanDqFJKldi8+uqr6N27N3bt2oXo6GgcPHhQ7BNdSBAE2NjYoFevXoiIiECLFi2MGjAREVUtYWFhyMzMBAAMHToUubm52Lt3LwBg4sSJmDBhginDIyIiiSj14AE2NjYYNmwYhg0bhnv37uGPP/5ASkoK8vLyUKNGDXh4eMDX11ec04aIiKg4Tk5OOnOfjR49mldpiIio1Mo1KlqtWrXQp08fY8VCRERERERUJuVKbIqj1Wohl5d5/k8iInqO/Pbbb9i3bx9u376N3NxcnXUymQxRUVEmioyIiKSiVJlHjx49cPXqVfG5IAiYN28e7ty5o1Puzz//RPPmzY0TIRERVWk7d+7Em2++iYMHD0KlUkEQBJ1/Wq3W1CESEZEElOqKTXJyMvLz88XnWq0WO3bswJAhQ1CnTh2jB0dERFXfxo0b0adPH3z22WdQKBSmDoeIiCSq3H3FBEEwRhxERPScun37NgYPHsykhoiIyoU3wRARkUl5enqKE3QSERGVFRMbIiIyqSlTpmDDhg24d++eqUMhIiIJM8qoaE9P0klERFScpyfdzMrKQq9evdCsWTM4OjrqrJPJZFi7dm0lRkdERFJU6sQmPDwc1tbWOsumTJmi0zc6Ly+v/JEREVGV9ffff+s8l8vlcHJyQkpKClJSUnTWlfbkWWJiIhYuXIjff/8dtra2CA4ORnh4OGxsbIqsk52dja+++gonTpxAYmIiLC0t0bx5c0ydOlVvlE8vLy+9+s7Ozjh9+nSp4iQiIuMqVWLTvn37Ei0DHk/eSUREZMixY8cqpF2VSoWRI0fCzc0NK1asQHp6OiIiIpCRkYHIyMgi692+fRvbtm3DwIEDMXnyZBQUFOCbb77BkCFDEB0drZfcDB8+HCEhIeJzKyurCtkfIiIquVIlNt9++21FxUFERISMjAxs3LgR165dQ61atTBixAg0bty4xPWjo6OhUqkQExMDJycnAICFhQXCw8MxceJEeHp6GqxXt25dHDlyBLa2tuKyzp07o0ePHtiyZQsiIiJ0ytepUwetWrUq/Q4SEVGF4eABRERU6T777DN069ZNZ1lOTg4GDhyIjRs3IjY2Ft9//z1ef/11JCQklLjdEydOwM/PT0xqAKBXr15QKBSIjY0tsp6dnZ1OUgMA1tbW8PT01OsaR0RE5qlUV2xWrVpVro1NmjSpXPWJiKhqOH/+PPr27auzbMuWLUhOTsaoUaMwadIkXL9+HWFhYdiwYYPeFZOixMfHY+DAgTrLFAoF6tevj/j4+FLFmJOTg7i4OLzyyit667788kssWbIEtra28Pf3x/vvvw83N7dStf8kQRCQk5NT5vpEJB25ubni/1L+uxcEwewGECtVYrNr164yb0gmkzGxISIiAEBSUhJGjBihs+z48eNwcnLC9OnTYWFhgVatWmH06NHYsmVLidtVqVRQKpV6y5VKJTIzM0sV47Jly/Do0SO8+eabOstfffVVdOvWDc7Ozvj777+xdu1aDBs2DHv27IGDg0OptlFIrVYjLi6uTHWJSFpu374N4PFAJ1IfcMvcJlYuVWJTUTd7EhHR80WlUsHV1VV8XlBQgEuXLuHFF1+EhYWFuPyFF15AampqubdX2jOLe/fuRVRUFD744AM0aNBAZ91nn30mPm7fvj3atm2LAQMG4Pvvv8fbb79dpvisrKxKdS8REUlX4ejCHh4eaNSokYmjKbvr16+bOgQ9RpnHhoiIqDScnZ117l25cuUKCgoK0KJFC51ycrm8VGcElUolVCqV3vKsrKwiBw542unTpzFr1iyMGTMGb7zxxjPLN2vWDB4eHvjrr79KHOfTZDIZ7OzsylyfiKSjcOh5GxsbSf/dm1s3NICDBxARkQk0b94c27dvhyAIAIAffvgBMpkMfn5+OuUSEhLg4uJS4nY9PT317qXJz8/HzZs3S5TYXLx4EZMmTULv3r0xffr0Em+3cD+IiMh0mNgQEVGle/vtt3H27Fn07t0bQ4YMwZYtW9C2bVu9+WKOHz8OHx+fErcbEBCAM2fO4MGDB+KyI0eOID8/H4GBgcXWjY+Px9tvv402bdogIiKixGcj4+LicOPGjVLFSURExseuaEREVOl8fX2xZs0abNq0CRkZGRg8eDCmTZumUyY1NRV3797FgAEDStxuYZIUGhqK0NBQpKWlYdGiRejXr5/OFZvZs2cjJiYGV65cAQCkpaVhzJgxsLKywtixY3W6lSkUCnh7ewMANm3ahKSkJHTo0AFOTk64du0a1q1bh9q1a2Pw4MHleUmIiKicmNgQEZFJdOvWTW8umye5uLjghx9+KFWbSqUSUVFRWLhwIcLCwmBjY4OQkBCEh4frlNNqtdBoNOLz69ev486dOwCAUaNG6ZR1d3cXB8/x8PDA4cOHceDAATx8+BA1atRAYGAg3nvvPYOjsRERUeVhYkNERFWKh4cHNm3aVGyZRYsWYdGiReLzjh074n//+98z2w4KCkJQUFC5YyQiIuPjPTZERERERCR5ZpPYJCYmYsyYMWjVqhX8/PywcOFCcWbWZ9m9ezd69+4NHx8fhISE4ODBg3plVq9ejdGjR6Nt27bw8vLCpUuXDLaVmpqK9957D23atEG7du3w/vvvIyMjozy7RkREREREFcwsEhuVSoWRI0fi4cOHWLFiBWbMmIG9e/di7ty5z6x76NAhzJw5Ez179sSGDRvQqVMnTJkyBadOndIpt23bNqjVanTp0qXItgoKCjB27Fj8/fffWLx4MRYuXIjff/8doaGhHMqTiIiIiMiMmcU9NtHR0VCpVIiJiYGTkxMAwMLCAuHh4Zg4cWKxcw8sX74cvXv3FkfT6dSpExITE7FixQr4+/uL5X7++WfI5XKcPXsWP/74o8G2Dh8+jKtXr2Lfvn1o0qQJAMDV1RVDhw7FyZMnERAQYKxdJiIiIiIiIzKLKzYnTpyAn5+fmNQAQK9evaBQKBAbG1tkvaSkJCQkJCAkJERneUhICC5evIj09HRxmVz+7F2NjY2Fl5eXmNQAQJs2beDu7l5sHEREREREZFpmccUmPj4eAwcO1FmmUChQv359vRmkn5SQkAAAaNSokc5yT09PCIKAhIQEnWSpJHEYujrUuHHjYuN4FkEQkJOTU+b6RESVTRCEEk9QSUREZA7MIrFRqVQGx/9XKpXIzMwssl7huqfrOjg46KwvTRzVq1c3GEd5Ehu1Wo24uLgy1yciMgWFQmHqEIiIiErMLBKbopT0jOHTZQpv9C/L2UZDdcp75tLKygqNGzcuc30iosp2/fp1U4dARERUKmaR2CiVSqhUKr3lWVlZxQ4c8OSVGWdnZ3F5YVulnQW6uDjKM6O0TCaDnZ1dmesTEVU2dkMjIiKpMYvBAzw9PfW6euXn5+PmzZvFJjaF99YU3mtTKD4+HjKZTO/em7LEATw+c1lcHEREREREZFpmkdgEBATgzJkzePDggbjsyJEjyM/PR2BgYJH16tWrh0aNGuHAgQM6y/ft24eWLVuWauAAAAgMDMTff/+tk9xcuHABycnJxcZBRERERESmZRZd0YYMGYItW7YgNDQUoaGhSEtLw6JFi9CvXz+dKyWzZ89GTEwMrly5Ii6bPHkypkyZgvr166Nz5844evQoTp8+jY0bN+ps49y5c0hPTxf7jZ85cwbJyclwd3eHj48PAOCll16Cl5cXJk+ejKlTp0Kj0WDx4sVo27YtunbtWgmvBBERERERlYVZJDZKpRJRUVFYuHAhwsLCYGNjg5CQEISHh+uU02q10Gg0Osv69OmD3NxcrFu3Dps2bUKDBg2wdOlSnck5AWDlypU4d+6c+DwyMhIA0L9/fyxatAgAYGlpiQ0bNuCTTz7B9OnTIZPJEBQUhNmzZ7O/ORERERGRGZMJhUOIUYW4dOkSAIhXhYiIpIDfXZWHrzXR8+X69euYMmUKli5dKulRc83xu8ss7rEhIiIiIiIqDyY2REREREQkeUxsiIiIiIhI8pjYEBERERGR5DGxISIiIiIiyWNiQ0REREREksfEhoiIiIiIJI+JDRERERERSR4TGyIiIiIikjwmNkREREREJHlMbIiIiIiISPKY2BARERERkeRZmjoAIiIiIiJzdffuXWRnZxutvaSkJJ3/jcHe3h61a9c2WntSxcSGiIiIiMiAzMxMjB8/Hlqt1uhtL1myxGhtyeVyfPPNN3BwcDBam1LExIaIiIiIyAAHBwesX7/eqFdsKoK9vf1zn9QATGyIiIiIiIrELl7SwcEDiIiIiIhI8pjYEBERERGR5DGxISIiIiIiyWNiQ0REREREksfEhoiIiIiIJI+JDRERERERSR4TGyIiIiIikjwmNkREREREJHlMbIiIqEpJTEzEmDFj0KpVK/j5+WHhwoXIzc0ttk52djZWrlyJwYMHo127dujUqRPGjBmDv/76S6+sWq3GF198AX9/f/j6+mL48OG4evVqRe0OERGVEBMbIiKqMlQqFUaOHImHDx9ixYoVmDFjBvbu3Yu5c+cWW+/27dvYtm0bOnfujKVLlyIiIgJarRZDhgzRS24iIiKwdetWTJ48GWvWrIGlpSVGjRqF1NTUitw1IiJ6BktTB0BERGQs0dHRUKlUiImJgZOTEwDAwsIC4eHhmDhxIjw9PQ3Wq1u3Lo4cOQJbW1txWefOndGjRw9s2bIFERERAIB79+4hOjoac+bMwWuvvQYA8PX1RY8ePRAVFYXw8PAK3kMiIioKr9gQEVGVceLECfj5+YlJDQD06tULCoUCsbGxRdazs7PTSWoAwNraGp6enkhJSRGXnTp1ChqNBsHBweIye3t7BAUFFds+ERFVPF6xISKiKiM+Ph4DBw7UWaZQKFC/fn3Ex8eXqq2cnBzExcXhlVde0Wnf2dkZjo6OOmU9PT2xd+9eaLVayOWlP2coCAJycnJKXY+IyFQEQYBMJjN1GDqY2BARUZWhUqmgVCr1liuVSmRmZpaqrWXLluHRo0d48803ddqvXr26XlkHBweo1Wrk5OTA3t6+1HGr1WrExcWVuh4RkSkpFApTh6CDiQ0REVV5pT2zuHfvXkRFReGDDz5AgwYNdNYZakcQhHLFZ2VlhcaNG5erDSKiynT9+nVTh6CHiQ0REVUZSqUSKpVKb3lWVlaRAwc87fTp05g1axbGjBmDN954o0Ttq1QqWFlZwc7Orkxxy2SyMtclIjIFc+uGBnDwACIiqkI8PT317qXJz8/HzZs3S5TYXLx4EZMmTULv3r0xffp0g+2npaUhIyNDZ3l8fDw8PDzKdH8NEREZB7+BiYioyggICMCZM2fw4MEDcdmRI0eQn5+PwMDAYuvGx8fj7bffRps2bRAREWHwbKS/vz/kcjkOHjwoLnv48CGOHTv2zPaJiKhisSsaERFVGUOGDMGWLVsQGhqK0NBQpKWlYdGiRejXr5/OFZvZs2cjJiYGV65cAQCkpaVhzJgxsLKywtixY3Um5VQoFPD29gYA1KpVC0OGDEFkZCQsLS3h5uaGzZs3AwBGjhxZiXtKRERPY2JDRERVhlKpRFRUFBYuXIiwsDDY2NggJCREb+JMrVYLjUYjPr9+/Tru3LkDABg1apROWXd3dxw7dkx8PnPmTNjZ2WHZsmXIysqCr68voqKi4OLiUnE7RkREzyQTyjuUCxXr0qVLAAAfHx8TR0JEVHL87qo8fK2JSIrM8buL99gQEREREZHkMbEhIiIiIiLJY2JDRERERESSx8SGiIiIiIgkj4kNERERERFJHhMbIiIiIiKSPCY2REREREQkeWaT2CQmJmLMmDFo1aoV/Pz8sHDhQuTm5pao7u7du9G7d2/4+PggJCQEBw8e1CujVqvxxRdfwN/fH76+vhg+fDiuXr2qU+bs2bPw8vLS+zdlyhSj7CMREREREVUMS1MHAAAqlQojR46Em5sbVqxYgfT0dERERCAjIwORkZHF1j106BBmzpyJcePGoUuXLvjpp58wZcoUVK9eHf7+/mK5iIgIxMTEYObMmXB3d8fGjRsxatQo7N27V2+26IiICDRq1Eh8XqNGDePuMBERERERGZVZJDbR0dFQqVSIiYmBk5MTAMDCwgLh4eGYOHEiPD09i6y7fPly9O7dG9OmTQMAdOrUCYmJiVixYoWY2Ny7dw/R0dGYM2cOXnvtNQCAr68vevTogaioKISHh+u02aRJE7OaRZWIiIiIiIpnFl3RTpw4AT8/PzGpAYBevXpBoVAgNja2yHpJSUlISEhASEiIzvKQkBBcvHgR6enpAIBTp05Bo9EgODhYLGNvb4+goKBi2yciIiIiImkwiys28fHxGDhwoM4yhUKB+vXrIz4+vsh6CQkJAKDTbQwAPD09IQgCEhIS4OTkhPj4eDg7O8PR0VGv3N69e6HVaiGX/5vjjRs3DhkZGXBxcUFwcDDeffdd2NjYlHn/BEFATk5OmesTEVU2QRAgk8lMHQYREVGJmUVio1KpoFQq9ZYrlUpkZmYWWa9w3dN1HRwcdNarVCpUr15dr76DgwPUajVycnJgb2+P6tWrY+zYsWjfvj2sra1x5swZbN68GQkJCVi/fn2Z90+tViMuLq7M9YmITEGhUJg6BCIiohIzi8SmKCU9Y/h0GUEQ9JYbaqewXCFvb294e3uLz/38/ODq6or58+fj4sWLaNmyZaniL2RlZYXGjRuXqS4RkSlcv37d1CEQERGVilkkNkqlEiqVSm95VlZWsQMHPHllxtnZWVxe2FbhlZyi2lepVLCysoKdnV2R2+jTpw/mz5+Py5cvlzmxkclkxW6DiMjcsBsaERFJjVkMHuDp6al3L01+fj5u3rxZbGJTeG9N4b02heLj4yGTycT1np6eSEtLQ0ZGhl45Dw8PnftriIiIiIhIesziF31AQADOnDmDBw8eiMuOHDmC/Px8BAYGFlmvXr16aNSoEQ4cOKCzfN++fWjZsqU4ypq/vz/kcrnOxJ0PHz7EsWPHim0fAPbv3w8AHP6ZiIiIiMiMmUVXtCFDhmDLli0IDQ1FaGgo0tLSsGjRIvTr10/nis3s2bMRExODK1euiMsmT56MKVOmoH79+ujcuTOOHj2K06dPY+PGjWKZWrVqYciQIYiMjISlpSXc3NywefNmAMDIkSPFcuHh4WjQoAG8vb3FwQO+/vpr9OjRg4kNEREREZEZM4vERqlUIioqCgsXLkRYWBhsbGwQEhKiN3GmVquFRqPRWdanTx/k5uZi3bp12LRpExo0aIClS5eKk3MWmjlzJuzs7LBs2TJkZWXB19cXUVFRcHFxEcs0adIEe/fuxebNm6FWq+Hu7o4JEyZg3LhxFbfzRERERERUbjLh6aHByKguXboEgF3ZiEha+N1VefhaE5EUmeN3l1ncY0NERERERFQeTGyIiIiIiEjymNgQEREREZHkMbEhIiIiIiLJY2JDRERERESSx8SGiIiIiIgkj4kNERERERFJHhMbIiIiIiKSPCY2REREREQkeUxsiIiIiIhI8pjYEBERERGR5DGxISIiIiIiyWNiQ0REREREksfEhoiIiIiIJI+JDRERERERSR4TGyIiIiIikjwmNkREREREJHmWpg6AiIjImBITE7Fw4UL8/vvvsLW1RXBwMMLDw2FjY1NsvQMHDuDgwYO4cOECUlJS8P7772PMmDF65by8vPSWOTs74/Tp00bbByIiKj0mNkREVGWoVCqMHDkSbm5uWLFiBdLT0xEREYGMjAxERkYWW/fQoUNISkpC9+7dsW3btmLLDh8+HCEhIeJzKysro8RPRERlx8SGiIiqjOjoaKhUKsTExMDJyQkAYGFhgfDwcEycOBGenp5F1l22bBnk8sc9tJ+V2NSpUwetWrUyWtxERFR+vMeGiIiqjBMnTsDPz09MagCgV69eUCgUiI2NLbZuYVJDRETSxG9xIiKqMuLj4/WuyigUCtSvXx/x8fFG286XX36J5s2bo127dnjvvfdw+/Zto7VNRERlw65oRERUZahUKiiVSr3lSqUSmZmZRtnGq6++im7dusHZ2Rl///031q5di2HDhmHPnj1wcHAoU5uCICAnJ8co8RERVQZBECCTyUwdhg4mNkREVOUZ8wD82WefiY/bt2+Ptm3bYsCAAfj+++/x9ttvl6lNtVqNuLg4o8RHRFRZFAqFqUPQwcSGiJ5rd+/eRXZ2tqnDKJa9vT1q165t6jAkQalUQqVS6S3PysoqduCA8mjWrBk8PDzw119/lbkNKysrNG7c2IhRERFVrOvXr5s6BD1MbIgqkbn/iH7efkBnZmZi/Pjx0Gq1pg6lWHK5HN98802Zuzk9Tzw9PfXupcnPz8fNmzcxcODACtuuIAjlqi+TyWBnZ2ekaIiIKp65dUMDmNgQVRop/Ih+3n5AOzg4YP369UZLNpOSkrBkyRJMnToV9erVM0qbwOOE83l5T8orICAAa9euxYMHD1CjRg0AwJEjR5Cfn4/AwMAK2WZcXBxu3LhRoYkTERE9GxMbokoihR/Rz+MP6Iq4QlWvXj12KzKRIUOGYMuWLQgNDUVoaCjS0tKwaNEi9OvXT6cr2uzZsxETE4MrV66Iy65fv67TteLvv//GoUOHYGtrKyZFmzZtQlJSEjp06AAnJydcu3YN69atQ+3atTF48ODK21EiItLDxIaoGCkpKQb761dV2dnZRu8zq1Qq4erqarT2zPk9SUpK0vnfXBn7PTEnSqUSUVFRWLhwIcLCwmBjY4OQkBCEh4frlNNqtdBoNDrLDh48iFWrVonPY2JiEBMTA3d3dxw7dgwA4OHhgcOHD+PAgQN4+PAhatSogcDAQLz33nsGR2MjIqLKIxPK2zGYinXp0iUAgI+Pj4kjodJKSUnBhIkToc7PN3UokmalUGDd2rVG+SHN98Q4SvKe8Lur8vC1JiIpMsfvLl6xISqCSqWCOj8fNm6dIFfwTGxZaPNVyL19BiqVyiiJDd+T8jP2e0JERGQumNgQPQuvaZZdBb12coUSFrZOFdM4ERERSRITG6JnyL1zxtQhEBEREdEzMLEhKoJSqYSllRUK1GpThyJpllZWRr+pWptnnoMHSAFfOyIiqqqY2BAVwdXVFevXrTPqCFz379/Ho0ePjNaesdna2sLZ2dmobVbECFy8ikZERERPY2JDVAxXV1ej/ijn3Cblw6toxlERV9GIiIhMjYkNEUmGsa+iZWdn44MPPoC5j3ovl8vx8ccfw97e3ijtVeV5bIiI6PnFxIaIJMXYV9G+/PJLZGdnG629imBvb4/atWubOgwiIiKzxsSGiJ5rTBiIiIiqBrmpAyAiIiIiIiovXrExI3///TeSk5ON1l5GRgby8vKM1p6xWVtbw9HR0ahturu7o2nTpkZtk4ioogmCgIcPHxpcZ2FhARsbG/F5UeWAx/dj2dralqlsTk5OkfebyWQy2NnZlanso0ePoNVqi4yjWrVqZSqbm5sLjUZjlLJ2dnaQyWQAgLy8PBQUFBilrK2tLeTyx+eQ8/PzoS5m4JPSlLWxsYGFhUWpy6rVauTn5xdZ1traGpaWlqUuW1BQUOzvDYVCASsrq1KX1Wg0yM3NLbKslZUVFApFqctqtdpiRygtTVlLS0tYW1sDePx3nJOTY5Sypfm7N9V3hCAI4t+CuWBiYyZSUlIwffr0Yr/Q6dnkcjk2bNjAG6OJSFISExPh6+trcF3fvn2xf/9+8bmrq2uRP4gCAwPx888/i88bNmyI+/fvGyzbrl07/Prrr+Jzb29v/PPPPwbLent746+//hKft2/fHleuXDFYtkGDBrhx44b4PCAgAL/99pvBss7OzkhNTRWf9+nTB7GxsQbL2tnZ6fwIGzhwIA4cOGCwLACdH2DDhw/Hjh07iiybnZ0tJkLjx49HVFRUkWVTUlLg4uICAJg6dSrWrFlTZNnExEQ0bNgQADBnzhxERkYWWfby5cto3rw5AODTTz/Fxx9/XGTZc+fOoX379gCA5cuX4/333y+y7PHjx9GtWzcAj+8pnDRpUpFl9+3bh+DgYADA1q1bMXr06CLLfv/99xg8eDAAYPfu3XjttdeKLPvVV19h1KhRAIAff/wRISEhRZZdtWoV3nnnHQDAyZMn0b179yLLLl68GNOnTwcA/PHHH+jQoUORZT/88EN89NFHAIC4uDi0aNGiyLLh4eH4/PPPAQA3b96Eh4dHkWVDQ0OxevVqAI+ndCju98fIkSPx9ddfA3icJBQ3IMygQYOwfft28XlxZU31HRETE4NGjRoVGZcpsCuaGZH//xkVKju+hkRERETPJ5lg7uOcStylS5cAAD4+Ps8sm5KSwskgy4nD2BIZR2m+u6h8Ll26BEEQ4OnpaXA9u6IZLsuuaOyKxq5opS9rzO+I+Ph4yGQyszpOmE1ik5iYiIULF+L333+Hra0tgoODER4ervNGFWX37t1Yv349kpOT0aBBA7zzzjvo06ePThm1Wo0VK1Zg9+7dyMrKQsuWLTFnzhw0a9ZMp1xqaio++eQTnDhxAnK5HEFBQZg9e3aZ7wXhjwMikiJ+d1UevtZEJEXm+N1lFl3RVCoVRo4ciYcPH2LFihWYMWMG9u7di7lz5z6z7qFDhzBz5kz07NkTGzZsQKdOnTBlyhScOnVKp1xERAS2bt2KyZMnY82aNbC0tMSoUaN0+vYWFBRg7Nix+Pvvv7F48WIx0QoNDTX7CfyIiIiIiJ5nZjF4QHR0NFQqFWJiYuDk5ATg8WW18PBwTJw4scjL88Djm+Z69+6NadOmAQA6deqExMRErFixAv7+/gCAe/fuITo6GnPmzBFvbvP19UWPHj0QFRWF8PBwAMDhw4dx9epV7Nu3D02aNAHw+AasoUOH4uTJkwgICKiw14CIiIiIiMrOLK7YnDhxAn5+fmJSAwC9evWCQqEocnQUAEhKSkJCQoLe6BohISG4ePEi0tPTAQCnTp2CRqMRR/oAHo8uERQUpNN+bGwsvLy8xKQGANq0aQN3d/di4yAiIiIiItMyi8QmPj5e76qMQqFA/fr1ER8fX2S9hIQEANAbas7T0xOCIIjr4+Pj4ezsrHefjKenJxITE8UbFQ3FAQCNGzcuNg4iIiIiIjIts+iKplKpoFQq9ZYrlUpkZmYWWa9w3dN1HRwcdNarVCpUr15dr76DgwPUarU4lnhR5ZRKZbkSm2eNfEFEZG7MceI1IiKi4phFYlOUkh5Yny5TeKP/k8sNtWNoQICiypXnAK9WqxEXF1fm+kREplA43CkREZEUmEVio1QqDc7fkpWVVezAAU9emXlyPpTCtgqv5BTVvkqlgpWVlTjefnFxGLqiVFJWVlZo3LhxmesTEVW269evmzoEIiKiUjGLxMbT01Ovq1d+fj5u3ryJgQMHFlmv8N6ahIQEnQSocMKgwvWenp5IS0tDRkaGzn028fHx8PDwECfE8vT0NHhl5fr16+jevXuZ9+/pycqIiMwdu6EREZHUmMXgAQEBAThz5gwePHggLjty5Ajy8/MRGBhYZL169eqhUaNGOHDggM7yffv2oWXLluIoa/7+/pDL5Th48KBY5uHDhzh27JhO+4GBgfj77791kqwLFy4gOTm52DiIiIiIiMi0zOKKzZAhQ7BlyxaEhoYiNDQUaWlpWLRoEfr166dzJWb27NmIiYnBlStXxGWTJ0/GlClTUL9+fXTu3BlHjx7F6dOnsXHjRrFMrVq1MGTIEERGRsLS0hJubm7YvHkzAGDkyJFiuZdeegleXl6YPHkypk6dCo1Gg8WLF6Nt27bo2rVrJbwSRERERERUFmaR2CiVSkRFRWHhwoUICwuDjY0NQkJCxIkzC2m1Wmg0Gp1lffr0QW5uLtatW4dNmzahQYMGWLp0qTg5Z6GZM2fCzs4Oy5YtQ1ZWFnx9fREVFQUXFxexjKWlJTZs2IBPPvkE06dPh0wmQ1BQEGbPnl3mbhlqtRqCIODSpUtlqk9EZAr5+fnsjlZJeJwgIikyx+OETDA0NBgZzfnz5yEIAqysrEwdChFRianVashkMrRu3drUoVR5PE4QkRSZ43GCiQ0REREREUmeWQweQEREREREVB5MbIiIiIiISPKY2BARERERkeQxsSEiIiIiIsljYkNERERERJLHxIaIiIiIiCSPiQ0REREREUkeExsiIiIiIpI8JjZERERERCR5TGyIiIiIiEjymNgQEREREZHkMbEhIiIiIiLJY2JDZEZ27doFLy8vpKenl6qel5eX+K9Fixbw9/fHmDFjsH37dqjVap2yZ8+e1Sn/5L/U1FQAwMqVK4sss2bNGqPtr9Skp6fDy8sLu3btKndbrVu3xsqVK8XnM2fOREhISLnbJaKqj8cK88XjhGlZmjoAIjKO4cOHIyQkBAUFBUhJScHJkyfx0UcfYfv27di8eTPs7e11ykdERKBRo0Y6yxwdHcXHNjY2iIqK0ttOnTp1KiT+511oaChycnJMHQYRVXE8VkgXjxPPxsTmOZefnw9LS0vI5bx4J3V16tRBq1atxOd9+/ZFnz59MH78eCxatAgLFy7UKd+kSRP4+PgU2Z5cLtdpjypW/fr1TR0CkUE8TlQtPFZIF48Tz8ZvqSomOjoa3bt3h6+vL0aOHIk///xT55JoUFAQ5s+fj40bN4rlMjIyEB8fjylTpiAwMBC+vr7o27cvNm/eDK1WK7Z969YteHl5Yffu3Zg9ezbatm2LDh06ICIiAgUFBTpx3L17F+Hh4ejYsSNatmyJN954A5cvX9Ypc/ToUQwYMACtW7dGu3btMGDAAMTGxlb8i1QBCi8Px8bGIiQkBD4+PhgwYAAuXLggltFqtVi3bh2CgoLQokULvPTSS/j666+LbXfAgAEIDw/XW75kyRJ07txZr+vA0wICAvDSSy8hJiYG2dnZZdm159r333+PoKAg8e/p5s2bOutjYmIwdOhQdOjQAe3bt8fw4cNx8eJFvXZ++ukn9O7dGz4+Phg0aJDBMuxiQJWFxwnT4bGi6uFxwrzwik0VcvToUXz44YcYPHgwevXqhbi4OEybNk2v3OHDh9GwYUPMmTMHcrkcNjY2SElJgYeHB/r164dq1aohLi4OK1euRE5ODiZNmqRTf8mSJfD398eyZctw5coVrFixAlZWVuKXamZmJoYNGwY7OzvMmzcP1atXx7fffouRI0fi8OHDqFmzJm7evIl3330XwcHBmDZtGrRaLa5evYrMzMxKea0qQmpqKj7++GOEhYVBqVRiw4YNGDNmjLjPixcvRlRUFMaPH4927drh9OnTiIiIwMOHD/HOO+8YbHPw4MGIiIiASqWCUqkEAGg0GsTExOCVV16BlZXVM+Py9/fHoUOHcOXKFXTo0EFcrtVqdX5oyOVyvTOyT/8QAQALCwvIZLISvSZSdvz4ccybNw8DBgxA3759cfnyZUydOlWnzK1bt/Dqq6+ifv36yM/Px759+/DGG2/ghx9+gIeHBwAgLi4OkydPRkBAAGbNmoWkpCS89957z/yhQVQReJwwPR4rqg4eJ8yQQFXGwIEDhREjRugsW7FihdC0aVNh586dgiAIQvfu3YWOHTsKOTk5Rbaj1WoFtVotrF27VujSpYu4PCkpSWjatKkwbNgwnfJLly4VfH19hYyMDEEQBGH58uVC27Zthfv374tl8vLyhICAAOGzzz4TBEEQDh48KDRt2lTIysoq306biRkzZghNmzYV/vvf/4rLMjMzhVatWglffPGFkJaWJjRv3lzc/0Lz5s0TWrVqJWRnZwuCIAg7d+4UmjZtKqSlpQmCIAhZWVmCr6+vsHXrVrHOzz//LDRt2lS4fv26uKxp06bCxo0bDcZ24sQJoWnTpsL+/fsFQRCEM2fOCE2bNtX7N3v2bLFO4efG0L8zZ86U89WShsGDB+t91r/44gudv6cnaTQaQa1WC7169RK++OILcfl7770nBAUFCQUFBeKy6OhooWnTpsKKFSvEZTNmzBCCg4MrYE+I/sXjhGnxWFG18DhhfnjFporQaDSIi4vD+++/r7O8R48eWLVqlc6yDh06wNbWVmdZXl4e1q9fj7179+LOnTs6ZwkePnyIatWqic979uypU/ell17C2rVr8ffff6N9+/Y4ffo0OnbsCAcHB/EsjlwuR7t27XDp0iUAj0dmsbCwQHh4OF577TW0b98e1atXL/8LYULVq1eHn5+f+FypVKJTp064cOECLl68CLVajb59++rUCQ4OxrZt2xAXF4d27drptWlvb48+ffpg586dGDZsGABg586daN26NTw9PUsUlyAIBpd/9tlnOm04OTnprLexscGWLVv06hWeYarKNBoN/vrrL0yfPl1nea9evbB+/XrxeXx8PJYsWYLz588jLS1NXH7jxg3x8Z9//omgoCBYWFjotPPBBx9U3A4QGcDjhHngsaJq4HHCPDGxqSLS09NRUFCg94VTs2ZNvbKGln3++efYvn073nnnHbRo0QLVq1fH0aNHsXbtWuTl5ekcsIraRuHwjw8ePMCFCxfQvHlzve0U3vjm4eGBdevWYf369Zg0aRLkcjn8/f3xwQcfwM3NrZR7bx6efl2Ax6/NjRs3xK4TLi4uOuudnZ0BABkZGUW2+9prr2HIkCG4evUqXF1dcezYMXz00UcljuvevXsGt+3p6fnMG0KLW1+VFfX3VPh+AUB2djbeeustODk5YebMmXBzc4O1tTXmzp2LvLw8sVxqaqre35yjoyMsLfn1S5WLxwnzwGNF1cDjhHniK1ZFODk5wdLSUm9M+yfPDhQy1Of10KFDeP311zFu3DhxWVE3aBa1jcIvQwcHB3Tt2hXvvvuuXl2FQiE+DggIQEBAALKzs3HixAlERERg1qxZBoeNlAJD8wmkpaXBxcVFHBrz/v37qFWrlrj+/v37AHSHznxa69at0aRJE+zcuRPu7u6wsrJCnz59ShzXyZMnoVAoDP6AIMOK+nsqfL8A4MKFC7h79y7Wr1+PZs2aicuzsrJQu3Zt8bmLi4ve32FGRobBPulEFYnHCfPAY0XVwOOEeeKoaFWEhYUFXnjhBRw9elRn+U8//VSi+nl5eTo3F2o0Guzfv99g2SNHjug8P3z4MGxtbdG0aVMAQOfOnREfHy+e5Xnyn5eXl1579vb26Nu3L4KDgxEfH1+ieM1RVlYWfvnlF53nZ86cga+vL3x8fGBlZYWDBw/q1Dlw4ADs7Ozg7e1dbNuDBw/G3r17sX37dvTt21fnzGhxTpw4gSNHjqB///6ws7Mr/U49pywsLODt7a33Wf/xxx/Fx7m5uQCg83fzxx9/IDk5WadOy5Ytcfz4cWg0GoPtEFUWHifMA48VVQOPE+aJV2yqkIkTJyI0NBRz585F7969ceXKFezZswcAnjn/QOfOnbF9+3Y0btwYTk5O2Lp1K/Lz8w2WvXnzJmbNmoW+ffviypUr2LhxI0aMGAEHBwcAwKhRo7B37168+eabGDFiBNzc3JCeno4///wTtWrVwqhRoxAdHY3z588jICAALi4uuHXrFn744Qd06dLFuC9KJXJ0dMScOXMwefJkVK9eHRs2bAAAjBw5Ek5OThg+fDg2b94MhUKBNm3a4JdffsG2bdsQFhb2zAPJK6+8gi+++AIPHjzQm2Og0J07d3DhwgVoNBqkpqbixIkT2LNnD3x9fTFjxoxS749Wq9UZgrSQk5PTczGW/oQJExAaGip+1i9fvox9+/aJ61u1agU7Ozt8/PHHGDduHO7du4dVq1bpnGUFgHHjxmHQoEF45513MHToUNy6dQubNm0q0ShFRMbG44Tp8VhRdfA4YX6Y2FQhPXr0wEcffYT169fjhx9+gK+vLz788EO8/fbbejMJP23evHn48MMPsWDBAtja2qJ///7o2bMn5s6dq1d2ypQpOHfuHN59911YWFhg6NChmDJliri+Ro0a2LZtG5YtW4bIyEhkZGSgZs2a8PX1FW8o9fLywvHjxxEREYGMjAy4uLggODjYYLcEqXBxcUF4eDgWL16MmzdvokmTJti0aZPY33b69OlQKpXYvn07vvzyS9SpUwczZ87EqFGjntm2o6Mj2rdvjzt37qB169YGy3z77bf49ttvYWVlBUdHR3h5eeHjjz/Gq6++WqZ+urm5uXj99df1lvfv3x+LFi0qdXtS06NHD3z88cdYt24d9u/fD19fX3zxxRcYMmQIgMf9qJcvX47FixcjNDQUDRs2xEcffYSNGzfqtOPt7Y3ly5cjMjISkyZNQpMmTbB06dISve9ExsbjhOnxWFF18DhhfmRCUcNgUJWwfft2zJ07F0ePHkXdunXL1datW7fQo0cPLF++HL179zZShFXDzJkz9c7UGFN2dja6du2KsLAwvPXWWxWyDSJ6PvE4UXl4rCCqWLxiU4VkZGRg1apV6NSpE6pVq4ZLly5h3bp16NGjR7kPVmQa2dnZiI+Px3/+8x/IZDIMGDDA1CERkYTxOFE18VhB9BgTmyrE0tISSUlJ2L9/P1QqFWrUqIFXXnlFnOmZpOevv/7CiBEjUKdOHXz22WfFjohDRPQsPE5UTTxWED3GrmhERERERCR5HO6ZiIiIiIgkj4kNERERERFJHhMbIiIiIiKSPCY2REREREQkeUxsiIiIiIhI8pjYEBnJrl274OXlBS8vL5w9e1ZvvSAI6NmzJ7y8vDB8+PBSt79161bs2rVLb/nZs2fh5eWFQ4cOlSnu0pg5cyaCgoIqfDtERFURjxNEFYuJDZGRVatWDTt27NBbfu7cOdy8eRPVqlUrU7vfffcddu/eXd7wiIjIxHicIKoYTGyIjKxv3744fPgwsrOzdZbv2LEDrVu3hpubm4kiIyIic8DjBFHFYGJDZGTBwcEAgH379onLsrKycPjwYQwcOFCvfH5+PtasWYPevXujRYsW6NSpE2bNmoX09HSxTFBQEK5du4Zz586J3RievtRfUFCApUuXwt/fH23atMGoUaOQkJCgt70dO3bg5Zdfho+PDzp06IB33nkH8fHxeuV27dqFXr16oUWLFujTpw9iYmLK+pIQEdETeJwgqhhMbIiMzN7eHr169cLOnTvFZfv27YNcLkefPn10ymq1WoSGhmLDhg0ICQnBl19+iWnTpuH06dMYPnw4cnNzAQCrVq1CvXr14O3tjW3btmHbtm1YtWqVTltLlixBcnIyPvnkEyxYsAD//PMPJk6cCI1GI5ZZv3495syZgyZNmmDVqlWYPXs2/ve//+H111/HjRs3xHK7du3CrFmz4OnpiZUrV2LixIlYs2YNzpw5UwGvGBHR84XHCaKKYWnqAIiqooEDB2LEiBG4du0amjRpgp07d6J3796wt7fXKXfw4EGcPHkSK1euxEsvvSQub9asGQYNGoRdu3Zh2LBh8Pb2ho2NDezt7dGqVSuD22zcuDEiIyPF53K5HO+99x4uXbqEVq1aQaVSYc2aNQgMDMQXX3whluvYsSNeeuklrFy5El988QW0Wi2WLl2K5s2bY/Xq1ZDJZACAtm3bolevXnB1dTXiK0VE9HzicYLI+HjFhqgCdOjQAfXr18fOnTvxv//9D5cuXTLYveD48eNQKpXo3r07CgoKxH8vvPACXFxccO7cuRJv8+kuB15eXgCA27dvAwDOnz+P3Nxc9O/fX6dcnTp10KlTJ/EsW2JiIlJSUhASEiIerADA3d0drVu3LnE8RERUNB4niIyPV2yIKoBMJsOAAQPw7bffIi8vDw0bNkS7du30yqWlpUGlUqFFixYG23nw4EGJt+no6KjzXKFQAIDYTSEjIwMA4OLiolfX1dUV//3vf3W26ezsrFfO2dkZycnJJY6JiIgM43GCyPiY2BBVkAEDBmDFihWIjo7GlClTDJapUaMGHB0dsXHjRoPryzrkpyGFB7TU1FS9dSkpKahRo4YYEwDcv39fr5yhZUREVDY8ThAZFxMbE7h69SqioqJw9uxZpKamwtLSEg0bNkTfvn0xePBgvTMqJE21atXCmDFjkJCQgFdffdVgmW7dumH//v3QarXw9fUttj2FQiGeVSuL1q1bw8bGBj/88IPOzal3797FmTNn0KtXLwCAh4cHXFxcsG/fPowePVrsZpCcnIzz58+z7zQRkZHwOEFkXExsKtn333+Pjz/+GB4eHhgzZgwaN26MgoICXL58GdHR0bhw4QJWr15t6jDJSMLDw4tdHxwcjL1792LcuHEYPnw4WrZsCSsrK9y9exdnz55Fjx490LNnTwBA06ZNsX//fhw4cAB169aFtbW12D+6JJRKJUJDQ7FkyRK8//77CA4ORkZGBlavXg1ra2tMmjQJwOObSd99913MnTsX77zzDl577TWoVCqsWrXKYLcDIiIqOx4niIyHiU0lOn/+PD766CN07twZa9asEfu2AkCXLl0wevRonDx50oQRUmWzsLDA2rVr8c0332DPnj348ssvYWFhgdq1a6N9+/Zo2rSpWDYsLAypqamYO3cuHj58CHd3dxw7dqxU2xs/fjycnJzw7bff4sCBA7CxsUGHDh0wdepUNGzYUCw3ePBgAMDGjRsxadIkuLu7Y/z48fj1119LdaMqERGVD48TRCUnEwRBMHUQz4sJEybg5MmT+Omnn1CnTh1Th0NEREREVGVwuOdKotFocObMGTRv3pxJDRERERGRkTGxqSQPHjzAo0ePULduXVOHQkRERERU5TCxISIiIiIiyWNiU0lq1KgBW1tb3Lp1y9ShEBERERFVOUxsKomFhQU6deqEv/76C3fv3jV1OEREREREVQoTm0o0fvx4CIKAuXPnIj8/X2+9Wq0u9bCMRERERETE4Z4rXeEEnY0aNcKQIUPQpEkTFBQU4MqVK/j+++/RpEkTTtBJRERERFRKTGxM4OrVq/j6669x9uxZpKamwsrKCg0bNkT37t3x5ptvwsnJydQhEhERERFJChMbIiIiIiKSPN5jQ0REREREksfEhoiIiIiIJI+JDRERERERSR4TGyIiIiIikjwmNkREREREJHmWpg6gqjt//jwEQYCVlZWpQyEiIiIiMgq1Wg2ZTIbWrVubOhQRE5sKJgiC+E8mk5k6HDJjgiBArVbDysqKnxV6Jn5eqKT4WaHS4OfF/OWl3oeg1UAml8PaxUVvvSYvB2kFOQAAhcwCjnY1Sr2NuynpyM/NBgBY2lRHNTs7ONhbIy0zFwUaLQDAwc4CFhbm1fmLiU0Fs7KyQn5+Pho3bgw7OztTh0NmLCcnB3FxcfysUInw80Ilxc8KlQY/L+ZNk5eHM3M/AgBU9/KCz+JP9cpc+OlLrE87DwDo5twMoR3fLfV2pg2ejL/+uxMA4BkQipeDeyH8TR+8t+RnxCdnPi7T3w01HcyrR5J5pVlERERERGRQ7t174mObOrUMlknLThcf17R3LtN2NJoC8bFMLp3rIExsiIiIiIgkIPfuXfGxTZ06BsukPcoQHzs71C7TdrQF+eJjuYV5XZUpDhMbIiIiIiIJyL3zRGJT2/AVmwfqbPGxs4Ph5OdZdK7YWPCKDRERERERGZHOFZvahq/GPNDkiY9rViv9wAEAoNWoxcdydkUjIiIiIiJjevKKjW0d/cRGW5CPDGjF5zVty5bYaAr+TWykdI+NdCKt4jQaDdRq9bMLUpWVl5cn/i+X85yDKVhZWcHCwsLUYRARERlUOHiAha0tLJVKvfUaVRpUlo9/Q9hADlsrmzJtR+eKjYTusWFiY2KCIODu3bvIyMgwdShkYlqtFpaWlrh9+zYTGxNydHRE7dq1OX8DERGZFW1BAXJTUgA87oZm6DilzkhBpuXjE3Q1LKzLvC3Nk4MHWCrK3E5lY2JjYoVJjaurK+zs7Phj6jmm0WiQl5cHa2trXjUwAUEQkJOTg5T/P2jUKWK0GSIiIlPIS70PaB93M7Mx0A0NADIzbkMtf/xbsoaiWpm3xa5oVGoajUZMamrWrGnqcMjENBoNAMDGxoaJjYnY2toCAFJSUuDq6sr3gYiIzIbuwAGGR0S7+yBZfOxi51TmbelcsbGQzhUb9ncxocJ7ajizL5H5KPx75D1vRERkTnTnsDF8xSZFlSI+dlWWbQ4b4N8rNjK5BWQS6h4vnUirMHY/IzIf/HskIiJzpDuHjeGk5f6jB+LjWk51y7ytwis2Mrl0Bg4AmNgQEREREZm9J6/YGBrqGQDu5/87OWctR7cyb6vwio2URkQDmNgQEREREZm9wqGeZZaWUDjp3z8jCFqkCf/eG+NSrez3bxdesWFiQ0ah1QqS2/YPP/yAQYMGoW3btmjTpg369OmDOXPmIC0tTSwzfPhwjB8/3lihlkhQUBDmz59fqjq3bt3CypUrce/ePaPFcenSJXh5eeHs2bPPLHv8+HH4+/sjP//xF0tiYiIWLFiAvn37olWrVujevTtmz56N1NRUnXorV65E69atyx3rqFGjsHbt2nK3Q0REROUnaDR4dPsOgMf318gMDG6jyc7EA4vHP+0tADja6M9zU1KF89jIJJbYmO2oaP/88w82bdqEP//8E9euXUOjRo2wb9++IstfvnwZgwcPho2NDc6fP6+3ftOmTdi6dStSU1PRtGlTvP/+++jYsaNOmezsbCxevBg//vgj8vPz0bFjR8ybNw/u7u5G379nkctliNz6O27dy6rU7datVR3hb7Qtdb0vv/wSS5YswahRozB58mQIgoBr165h7969SElJEUd9+/DDDyUxR0tycjJWrVqFbt26oVYtwyOPVBRBELB06VKMHj0aCsXjkUhOnz6Nc+fO4bXXXsMLL7yAu3fvYtWqVXj99dexd+9eVKtW9iEdDRk/fjzCwsIwbNgwODg4GLVtIiIiKp28+/ch/P+gNrZuhruYqTNT8MDq8W+smnJryGVl/70l1Ss2ZpvYXLt2DbGxsfD19YVWq4UgFH0VQRAELFiwAE5OTsjJydFbv2nTJixduhRTpkyBt7c3tm/fjrfffhvbt2+Hl5eXWG7atGn466+/MG/ePNjb22PFihUYPXo0fvjhB9jYlG3m1vK4dS8L8cmZlb7dsvj222/Rv39/zJw5U1wWGBiIsWPHQvv/Y64DQOPGjU0RnqScPXsW8fHx6N+/v7isb9++eOONN3RubPfy8sIrr7yCw4cP65Q1Bj8/PyiVSuzevRujRo0yattERERUOo+Sb4uPbd0NJzaZ6cnI//+Tx84K+zJvS6PRQKspACC9xMZsT50HBQUhNjYWK1asQPPmzYstu3PnTjx48AADBw7UW5efn4+1a9dixIgRGDNmDPz8/PD555+jbt26WLdunVjuzz//xM8//4xPPvkEISEh6NatG1atWoXk5GTs3r3b6PtX1WRlZcHV1dXguiev0DzdFa2w61ThFbeWLVvi1VdfxeXLl5GXl4cPP/wQHTp0QEBAAL7++muddg11aytJd6/z589jwoQJ8Pf3R6tWrfDKK68gJiZGXH/27FmMGDECADBo0CB4eXnpJMAqlQofffQR/P390aJFCwwYMACnTp3S286aNWvQpUsXtG7dGpMmTUJ6enqRMT1pz549aN++PZye6D/r5OSkN1qXl5cXLCwsxAkln3T16lUMHToUvr6+CAkJwcmTJ3XWHz16FAMGDEDr1q3Rrl07DBgwALGxsTplevXqxc8+ERGRGdBNbAz3JLr34Jb42MW2Rpm3VdgNHpBeVzSzTWxK2l1JpVLhiy++wKxZs2Blpf/i//HHH8jKykJISIi4zMLCAn379kVsbKx4JSg2NhZKpRIBAQFiOTc3N7Rp00bvBx/pa968OaKjo7F9+3a9+z6eRa1WY/bs2Rg6dChWrlwJjUaDsLAwzJ49GzY2Nli6dClefPFFRERE4I8//ih3rLdv30abNm3wySefYO3atXjppZcwd+5cMblp3rw5PvjgAwBAREQEtm3bhm3btgF4/Mc+evRo/Pzzz3jvvfewdu1aeHp6Yvz48fjf//4nbmPLli1Yvnw5Xn75ZaxYsQJ169bFvHnzShTfmTNn0KZNm2eWO3/+PDQaDTw9PXWWq9VqTJ8+HQMGDMCqVatQo0YNTJ48GQ8ePB4C8ubNm3j33XfRpEkTrFq1CkuXLkWfPn2Qmal7dbBNmza4evWqzj1SREREVPlKcsUmRfXvfcGuSsMnm0u0rUePxMdSu2Jjtl3RSmrZsmVo3rw5unfvjsuXL+utj4+PBwA0atRIZ7mnpycePnyIe/fuoXbt2oiPj4eHh4feWfHGjRsbPBtfWk9+SArl5eVBq9VCo9GIs84XMvWM50/H8yzz5s1DWFgY5s6dCwCoW7cuunXrhpEjR+rcoyQIAgRBENvXarVQq9WYOnUqunbtCgAoKChAaGgofH198f777wMA2rdvj0OHDuHgwYPw9fU12FZhe4X/Fy5/ulzv3r114mnTpg3u3LmD7777Dv369YOtra34efH09ESLFi3E12TPnj24evUqdu3aJXar69y5MxITE7F69WosXboUGo0G69evx8svv4zw8HCxTEpKCvbv368T25MEQUBqairu3buHxo0bF/seqNVqfPrpp/Dw8EDXrl31Xs8pU6YgMDAQAODu7o4+ffrg559/xssvv4zLly9DrVZjzpw54r05nTt3FvexUNOmTQEAFy5cQLdu3YqMparRaDTQarV49OiRTjdKc1P4nWLou4XoSfysUGnw82KeHiYl/fukRg2Dt17cy74vXrKoUc3VYJlnkclkyM3NFZ8zsalEcXFx2LFjR7HdZVQqFRQKhd49MoU3RGdkZKB27dpQqVSoXr26Xn2lUql3Jrssbty4YXC5paUl8vLydJbJ5XLY2tqWe5vlkZ+fX6ofdfXq1cP27dtx9uxZ/PLLL/jjjz+wZcsW7N69Gxs3bhS7chX+qC/8oykoKIBcLkerVq3EZXXq1AEAtGvXTuePy93dHcnJyeKyp9sqjLvw/8LlgiCgoKBAfK5SqbBu3Tr8/PPPSE1NFX/MOzo6imUMtQMAJ0+eROPGjVG7dm1kZ/87Vny7du3w448/Ijc3F7dv30ZKSgoCAgJ06nbr1g379+/Xa/NJ9+/fBwDY29sXWQYAFi5ciGvXrmHjxo0oKChAQUGBzuvZpk0bsX6tWrVgZWUlvnYNGzaEhYUFpk6digEDBqBNmzYGP/uFn8E7d+4UG0tVk5eXh4KCAiQkJJg6lBIp6ruF6Gn8rFBp8PNiXnJv/n9iY2uLa8m3gGT9MvdyVYDd48c5mQWIi4sr9XZsbW11foNKrSuaZBMbQRAwf/58DBs2TK8rztMMzSRe2AXtyXVFzThujJnIGzZsqJes5OXl4fbt27C2tjbJ4ATFKRyNqzRsbGzw4osv4sUXXwQAnDp1ChMnTsSmTZuwYsUKAI+TNgsLC3F/LS0tYW1trfPD2t7+8Q1vTk5OOq+LtbU1CgoKxGVPt/Vk3E8mszKZDJaWluLzadOm4cKFC5g4cSIaN24Me3t7REdH4+DBg2IZQ+0Aj5Oiq1evokOHDnr7XxhLVtbjkexq166tU7cwYTOUaAOPP5OFCZW9vX2Rn4nVq1djz549WL58uV6XNUOvZ+FyjUYDGxsbeHl5Yc2aNfjyyy8RHh4OmUyGrl27Ys6cOXB7YqSVwquGhfWeJ5aWlqhfvz6sra1NHUqRHj16hBs3bhj8biF6Ej8rVBr8vJgfTW4uLqpUAIBqdd3R9IUXDJbbc6kAhT/t23m3LdNwzzKZTCep5RWbSnLgwAHEx8cjMjISqv9/swuvfKhUKlhbW8Pa2hpKpRJ5eXnIy8vT+ZFSWKfwyo1SqcSdO3f0tqNSqaBUln0c8EK2traws7PTWSaXy8Uf56buevY0Y8QTGBiIZs2aISEhQWxPJpNBJpOJz+Vyuc7zwmWF/z+5/Om6hYnOk2UKk4on6z5ZLy8vDydOnMCMGTMwcuRIsV50dLReXIZicHR0hJeXFz755BOD+2xhYSEOD52RkaFTt/Ael6fbLKTRaMTPWnZ2tsEyW7duxerVqzF//nz07NlTb72h17PwNXhyu926dUO3bt2QnZ2NEydOICIiAnPnzkVUVJRYJyMjA8DjBNPcPp8VycLCQrxqKoWEztB3C5Eh/KxQafDzYj6y7/5770y1enUNvi/avBw8+P9uaJYCULuGa5mHe36yJxETm0qSkJCAzMxMBAUF6a1r37493n77bYSHh4tXc+Lj4+Ht7S2WiY+PR7Vq1cQfoZ6envjvf/8LQRB0rtBcv379mVeE6HEXKmdnZ51lubm5uHPnToUN8Vy7dm299+z06dPF1snPz4dGo9EZaCI7OxvHjh3TKVe4/ulugp07d0ZsbCxcXV2LnN+mdu3acHFxwZEjR3SSjx9//PGZ++Tu7g4rKyvcunVLb93+/fuxcOFCTJ48Ga+//voz2yoJe3t79O3bFxcvXtSbJ6owBg8PD6Nsi4iIiEov9/azR0RTZ6SKc9g4yRXlmsPmye7n7IpWSfr376/XHWj37t04cOAANmzYIHapKbx/4MCBA2Jio9FocPDgQQQGBoo/iAMDA7F69WqcPHlSHBntzp07+OOPP8Qb4itb3Vr69z2Y6zb79euH7t27w9/fH66urkhJScG3336LBw8e6FwZMaZevXphx44dWLBgAV588UX88ccfOHLkSLF1qlevDh8fH2zYsAFOTk6wtLTEl19+CXt7e53hmAvvQ9m5cycsLCxgaWkJHx8fvPrqq4iOjsaIESPw1ltvoWHDhsjKysKVK1egVqsxbdo0WFhYYNy4cfjkk09Qs2ZNdOnSBadOncKvv/76zH1SKBRo3rw5/vrrL53l586dw4wZM9CuXTt06dIFFy5cENc5OTmhfv36JX7doqOjcf78eQQEBMDFxQW3bt3CDz/8gC5duuiUu3TpEuzs7PBCEZe8iYiIqOKVZES0B/f/+XcOG6vyTdrNwQMqwKNHj8RhlpOTk5GdnY1Dhw4BADp06IC6deuibt26OnXOnTsHCwsLdOzYUVymUCgwceJELF26FE5OTuIEnUlJSViyZIlYztfXF926dcOcOXMwc+ZM2NvbY/ny5XB3dzf65IclodUKCH+jbaVvt3Dbcnnp7iuaNGkSjh8/jkWLFiE9PR01atSAl5cXvv76a3Tq1KlC4gwICMD06dPFQQoCAwPx0UcfYcyYMcXW++KLLzBv3jzMnDkTjo6OGD58OHJycrB582axjJOTEz744ANs3LgRP/zwAwoKCvC///0PCoUC33zzDVauXIl169YhNTUVjo6O8Pb2xrBhw8T6w4cPh0qlwn/+8x9899138PPzw/z58/Xm3THkpZdeQlRUlM6VqLNnz0KtVuPcuXN6V2v69++PRYsWlfh18/LywvHjxxEREYGMjAy4uLggODgY7777rk652NhY9OzZ87nqhkZERGRunkxsbNwMJzZ30m6Ij13snAyWKSkpd0WTCYV30ZuZW7duoUePHgbXffPNNzrJS6GVK1di8+bNOH/+vM5yQRCwadMmbN26Fffv30fTpk0xffp0vR/c2dnZ+Oyzz/Djjz9CrVajY8eOmDdvns5wxaV16dIl5Ofn44UXXtDrE5mbm4vExER4eHhIoi8/VazCEd5ycnIQFBSEzZs3o3379iaJ5cGDB+jatSu++uork8VgKlL5u8zJyUFcXJzB7xaiJ/GzQqXBz4v5+XPa+8i+Hg/IZPD7/j+QGxjg6eAPn+GrRzcAAK838MfATm+UeXt79uxBaGgoAMC99UDU8uqBwNbuCH+zHd5b8jPikx+PFjytvxtqOtjAx8enzNsyNrO9YlO3bl2dCQ9LIiwsDGFhYXrLZTIZxo4di7FjxxZb397eHgsWLMCCBQtKtV0iY3JycsLQoUNNmths3boVrVu3fu6SGiIiInMiCIJ4xcba1cVgUgMAdx+miXPYuDk3LNc2n5z/xsLCfEcHNaTsdxYRUYWZMGECmjdvLg7/XNkcHBwwb948k2ybiIiIHstPS4fm/ydLtatXr8hyKep/59YzZmIjtyz99B+mZLZXbIieZ05OTpg0aZLJtj98+HCTbZuIiIgey7l5U3xsV6+uwTKCVoNUQY3Cn/W17V3Ktc1H/59IAdJLbHjFhoiIiIjIDOUk/Tv9g20RiU1BVhrS/n+oZwdYwLqcyYjOFRsLJjZERERERFROj55IbOyKmNohM/UmHlo8/klfy7J8Qz0DT3dF4z02RERERERUTjk3k8THdnUNj9J7OzVRfFzLtka5t8muaEREREREZDSCICDn1uPExtrVBRa2tgbL3cn496pObWWtcm+XXdGIiIiIiMho8tMfQPPwcZJR1MABAHA3O1V87FbTcHe10sjNzRUfsysaERERERGVy6Okf7uh2RYz1PO9vCzxsburZ7m3K+XhnpnYEBERERGZmZwnEpvi5rBJ1eaJj2s71Cn/dtkVjQj44YcfMGjQILRt2xZt2rRBnz59MGfOHKSlpYllhg8fjvHjx1dqXEFBQZg/f36p6ty6dQsrV67EvXv3jBbHpUuX4OXlhbNnzz6z7PHjx+Hv71/iCTpv3bqFVq1aIemJL0EiIiKSLp2BA4roiqZ5lI00CxkAQCnIYWOErmPi4AEyOWRyi3K3V5k4QScZxZdffoklS5Zg1KhRmDx5MgRBwLVr17B3716kpKSgZs2aAIAPP/wQcrn559PJyclYtWoVunXrhlq1yn8jXmkIgoClS5di9OjRUChKdqakbt266NmzJ1auXInFixdXcIRERERU0Uoyh01W6j/Itnz8u8rFwvDgAqXe7v9fsZFbKiCTyYzSZmVhYkNG8e2336J///6YOXOmuCwwMBBjx46FVqsVlzVu3NgU4UnK2bNnER8fj/79+5eq3sCBAzFmzBjMmDFDTCSJiIhIegRBEOewUTg7w9LOzmC55HvXxce1bR2Nsu3CKzYWFtIaOABgVzQykqysLLi6uhpc9+QVmqe7oq1cuRKtW7fG5cuXMXjwYLRs2RKvvvoqLl++jLy8PHz44Yfo0KEDAgIC8PXXX+u0a6hbW0m6e50/fx4TJkyAv78/WrVqhVdeeQUxMTHi+rNnz2LEiBEAgEGDBsHLywteXl7iepVKhY8++gj+/v5o0aIFBgwYgFOnTultZ82aNejSpQtat26NSZMmIT09vciYnrRnzx60b98eTk5O4jK1Wo3PPvsM3bt3R4sWLeDv748JEyYgK+vfGwY7dOgABwcH7N27t0TbISIiIvOUn56OguxsAMWPiHYr7R/xcR1lbaNs+8krNlLDKzZmaO/evYiMjET2/3+gK5u9vT2mT5+OkJCQEtdp3rw5oqOjUbduXXTr1g0uLi4lrqtWqzF79myMGjUKNWvWRGRkJMLCwtCmTRs4Oztj6dKlOHr0KCIiItCyZUu0adOmLLslun37Ntq0aYOhQ4dCoVDgjz/+wNy5cwEAr776Kpo3b44PPvgA8+fPR0REBBo1aiTWzc/Px+jRo5GWlob33nsPtWrVwg8//IDx48dj165dYgK0ZcsWLF++HG+99RY6d+6M06dPY968eSWK78yZMxg0aJDOsvXr1yM6Ohrh4eFo0qQJHjx4gNOnT+vcgyOXy+Hr64v//ve/GDVqVLleIyIiIjKdnBv/JizVPBoWWS456997geu5eBhl24VXbJjYkFGsW7cO169ff3bBCo6hNInNhx9+iEmTJokJQt26ddG9e3eMGjUKdesWfaYBeJzYhIeHIyAgAACg1WoxYcIEtGrVCrNmzQIAdOrUCYcOHcKhQ4fKndgEBweLjwVBQPv27XHv3j1ER0fj1Vdfhb29vdhlrkmTJvDx8RHL7927F1evXsWePXvEMl27dsWNGzfwf+zdd3gU1frA8e/W9E4gEAiEkkAglNCClEjTK01pIqKIgF4BG3a96u8qCuqlKEUURUQEC3ZQbKhRKSqE3gktCSGF9La72d3fH8sOWVJIyKbB+3keH2dnzsw5s5mEffec854333yTN954A7PZzNtvv83NN9/Mk08+qZRJS0tj48aNFbYtLS2NlJQUwsLCHPbv27ePfv36MWnSJGXfjTfeWOr8Dh06sHbt2iq+I0IIIYSoT/JLBDbuLVuWWy7ZkA0623ZI0/Byy1WW2WzGYLBlWWtoGdFAApt6acaMGfzvf/+r0x6b++67r0rnhIWFsXHjRrZt28aff/7JP//8w5o1a/jiiy9Yu3YtHTp0KPdctVpNdHS08rpVq1YAXHfddco+jUZDSEgI586dq9rNlCE7O5slS5awefNmUlJSMJvNAPj6+l723C1bthAWFkarVq0oLi5W9vfp00cJWs6dO0dqaipDhw51OPfGG2+8bGCTnp4O4DAMDSAiIoKVK1eyZMkSYmJi6NSpU5lJGPz8/MjKysJkMqHT6S57P0IIIYSof0oGNh6tyg5srFYLKVYjoEFjhSDv6qd6VjKiIT02wklGjBhRpd6S+kKv1xMTE0NMTAwAf/zxB//+979ZtmwZS5cuLfc8V1dXh+xf9g/kXl5eDuV0Op3yLUJ1PPXUU+zatYtZs2bRtm1bPD09+eijj9i0adNlz83MzOTgwYN07Nix1DGNxpYSMS3NtgLwpcFJZSb024eWXZoNbcaMGajVar788kuWLl2Kv78/kyZNYtasWQ4ZS1xcbBP9DAaDBDZCCCFEA1Vw2hbYqLRa3IKblVnGmJ1Gmu5CRjSVFo0TUjM7BjYNL3mABDaixvTv35/27dsTHx9fI9fX6/WYTCaHfdnZ2RWeYzAYiI2N5cknn+TOO+9U9q9bt65Sdfr4+BAeHs7LL79cbhn7/KJLkwWUXM+nPN7e3oAtQUFJer2eBx54gAceeIDTp0/z+eefs2TJEpo3b84tt9yilMvOzkan0+Hp6Vmp+xFCCCFE/WIxmShMTALArXkw6nK+qExKPoz5wpebQXqvMstUVUNenBMkK5pwEvsQqpKKiopITk6mUaNGNVJnUFAQJ0+exGq1Kvu2bNlS4TlGoxGz2ezQm5GXl8cvv/ziUM5+/NIeouuuu46EhAQaN25MZGRkqf/s7QoMDOSnn35yOPeHH3647D0FBwej0+lITEwst0zLli155JFH8PX15cSJEw7HEhMTCQ11zuRBIYQQQtS+wsQkrBeGyZc3DA0gMfXiZ4Bgj7Iz01aVQ2AjQ9HEtWrkyJEMHDiQfv360bhxY1JTU1mzZg2ZmZncddddNVLnjTfeyGeffcacOXMYMmQIcXFxpYKJS3l5eREZGck777yDv78/Wq2WFStW4Onp6dDD0qpVKzQaDZ9//jkajQatVktkZCS33HILH3/8MZMnT2bq1Km0atWK3NxcDh48iMlk4tFHH0Wj0XDvvffy8ssvExAQQN++fZV5R5ej1+vp2LEjBw4ccNg/c+ZMOnbsSEREBG5ubvz6669kZWU5zE0CW5KB7t27V+FdFEIIIUR9kn/qlLJdUeKAxKwkZbt5QIhT6nYYitYAe2wksBFOcf/99/Prr7/yyiuvkJGRgZ+fH+Hh4bz//vulPnw7y4ABA3j88cf58MMP+fLLL4mJieG///0v06ZNq/C8BQsW8Nxzz/HUU0/h6+vLnXfeSUFBAe+9955Sxt/fn+eff553332Xb775huLiYo4cOYJer+eDDz5gyZIlvPXWW6SlpeHr60tERAS33367cv6dd95JTk4O69at46OPPqJPnz68+OKLpdbdKcsNN9zA6tWrsVqtyvyZqKgoNm3axKpVqzCbzYSGhrJgwQKHBAtpaWkcOnSIxx9/vKpvpRBCCCHqicokDgBILsyAC9NsQ4LCyi1XFQ29x0ZlLTmORzjdvn37MBqNdOjQAfdLVo0tKiri5MmThIaG4urqWkctFPWF2WymqKiIgoICBg0axHvvvUfPnj0rff4HH3zAmjVr+PHHHx0SCoiqaSi/lwUFBRw6dKjMvy1ClCTPiqgKeV7q3oH/e5Gs3XsA6LnqXfT+fmWWe/zDGZy+MLJ+9ZhFuOmq/2/WTz/9pKyF1zRyJE073gRATLdgHrujBw8v/I34JNt85kdHNyPAx9VhWYy6JnNshKhn/P39mThxokMP0uWYzWbWrFlTKkuaEEIIIRoWe4+N1tsbnZ9vmWXMxiJS1BYA/CwqpwQ1IMkDhBA14L777qNjx45K+ufLSU1NZezYsYwaNaqGWyaEEEKImmLMysKUlQXYhqGV92Xl+ZR4ijS2j/FBWuf1rMk6NkIIp/P39+f++++vdPmmTZtWeVFVIYQQQtQv+fEXM515hLYqt9zpc0eV7aZu/uWWq6qGnjxAemyEEEIIIYSoB/JKBDaebdqUWy4h/aSy3dwv2Gn1N/TkARLYCCGEEEIIUQ+UDGw82pS/Ll1CboqyHRrU3mn1l+yx0WhdnHbd2iKBjRBCCCGEEPVA/oWFt9Wurrg1a1ZuuURTrrId2ryT0+qX5AFCCCGEEEKIajHl5GJITQPAs3UoKnXZH9PNJgPJFzKi+VtUuLt4OK0NMhSthpw+fZrnn3+em2++mYiICEaMGOFw3Gw2884773DHHXcQHR1Nz549mTRpEtu2bSvzeitXrmTQoEFERkYyduxY/vrrr1Jl8vLyeP755+nduzfdunXjvvvuIykpqYyrCSGEEEII4Tz23hoAjzatyy2XfPYwRrUtW1qw1nlBDTT8rGj1NrA5duwYsbGxtGzZkjZlTJ4qKiri7bffpn379sybN4+FCxfSpEkT7r77bn799VeHsitXrmTRokVMmjSJFStW0LJlS+655x6OHDniUO7RRx/ll19+4bnnnmPRokWkpqZy9913U1RUVKP3KoQQQgghrm15x+OVbc/W5Qc2J88eVLabezRyahsa+lC0epvuedCgQQwZMgSAp556iv379zscd3V1ZfPmzfj4+Cj7+vXrx6lTp3jvvfcYOHAgAEajkeXLlzN58mSmTZsGQK9evRg5ciRvvfUWixYtAmDPnj389ttvrFixgpiYGADCwsIYOnQoX375JRMnTqzxexZCCCGEENemvBI9Np5tyw9sTp8/rWy3DGjl1DaU/DJfemycSF3OuEI7jUbjENQAqFQq2rdvT2pqqrIvLi6O3Nxch6FsGo2GYcOGERsbi9VqBSA2NhZvb28GDBiglGvWrBlRUVHExsY645auakuWLKFbt25XdO6GDRu44YYb6NixIzfffLOTW+YcK1euJDw8vMIyf/31F+Hh4cp/Xbt2ZfDgwcyePZstW7aUKr9kyRKH8hEREURFRTF8+HClzJ133ulQpuR/O3bsuGy7X3311Uqth9OtWzeWLFly2XKVMWLECJ566inl9aXPRmJiIl27diUhIcEp9QkhhBBXA/saNmq9Hrfg8lM4J+SnKdutm0U4tQ15eXnKtroBZkWrtz02V8JisbBr1y6HoWvx8bZuvdaXdOm1adOG/Px8UlJSCAoKIj4+ntDQ0FIrvLZt25Y///yz2m0rOWbRzmAwYLFYMJvNmM3matdRlywWC1artcr3kZeXxzPPPMOwYcN4+eWX8fT0rJfvhcVim6RXUdvsZV5++WVat26NwWAgISGB7777jqlTpzJx4kSee+45h/Kurq6sWrUKAKvVitFoxMvLS6nHarUSFRXF448/Xqq+tm3bVtielJQU1q5dy5o1ay77nlqtVuVZrC6r1erwLIwZM4b+/fsrr5s2bcqQIUNYvHgxr7zySrXrczaz2YzFYqGwsFD5mdZH9r8pZf1tEaIkeVZEVcjzUjeK8/IpOmdL4ezWMoRCg6HcsknFBaAFrdWKv2+Iw/Cx6srNtWVbU2u0qDU6p123tlxVgc2aNWs4efIkL774orIvJycHvV6Pq6urQ1l7b09WVhZBQUHk5OTg5eVV6pre3t5kZ2dXu22nTp0qc79Wq8VQwcPbUBQXFwNUeT5SfHw8RqORf/3rX0RERFzRNeysVismkwm9vnTXqcFgwMXlyr95qMz9GY1GAFq2bKn07nTu3Jnhw4ezZMkSVq1aRceOHRk2bJhyTZVKVWZPkL0ei8WCu7t7ub1FFbVn3bp1tGzZkrZt21bqPS0uLnbKfDJ7UGO/lq+vL76+vg7XHjFiBLNmzeLBBx/E3995KyY7g8FgoLi4mBMlhgTUZ+X9bRHiUvKsiKqQ56V2mU+eUraLfH04dOhQmeWKTUWka6yAisBiFceOHndqOzIzMwHQ6t2cet3actUENn///Tf/+9//mDp1Kj179nQ4dmkvDKAMQSt5rKxyFe2vilatWuHm5viQGAwGzp49i4uLS6nAq6HRam2Pkv0+kpKSGDp0KK+88gp79+5l48aN6PV6RowYwSOPPIJWq2Xp0qW8+eabANx3330AzJw5k/vvvx+j0ciyZcvYuHEj6enptGjRgvvuu89hSOEzzzzD/v37efTRR3n99deJj4/ntdde4/jx46xatYpVq1Yxb948Dh06xAMPPMC0adOIj49n4cKF/PPPP5jNZnr27MkzzzxDSEiIct28vDxeeuklfv75Z1xcXBg9erQSCFf0c7IHVGUF0rNnz2bjxo189tlnjBkzpsz3zGq1KgGY/ZlTq9VoNJorej6+/fZbxo0bV+rczZs3s3DhQpKSkggPD+fZZ59V2mMvGxsbywcffMCRI0cwGAy0bt2a+++/n/79+ztca9euXbz88sscP36ckJAQHnvsMVQqlUObly5dyqpVq9i5c6dyXt++ffHx8eHnn39m8uTJVb63mqbVagkJCalWMFzTCgsLOXXqVJl/W4QoSZ4VURXyvNSNlOMnOHthOzgqioAOHcosF3/yHywXPiM013vToZxyV8r+ZbtOApu6c/jwYWbOnMmQIUNKDdnx9vbGYDCU+sY+JycHuNhz4+3tTXJycqlr5+Tk4O3tXe02urm54e7u7rBPrVYrH1w1Go2yP+/QVjJjP8ZirJtuYLXeDb+YiXh26FP5c9Rq5QOt/TXA4sWLGTx4MK+//jpxcXEsXbqUVq1aMXHiRCZMmECLFi14+umnef755+nYsSNBQUFoNBoeeeQR4uLimDVrFm3atCE2NpYnn3wSX19fJbmDSqUiLS2NV155hRkzZhAUFETTpk05ceIExcXFPPnkk9x11108+uij+Pj4cPbsWSZNmkS7du145ZVXUKlUvPXWW0ybNo3vv/9eCUyee+45/vjjDx577DGaN2/O2rVrOXz4MIDDz6ms98D+/0vLaTQaoqOj+f7777FYLOh0OuU9swfZZrOZ4uJiXFxclPPtAY69TEn2wKgsp06d4uzZs3Tv3t2hLYcOHeLhhx9mwIABPP300yQkJPDII49QXFzs0O6zZ88yaNAgpk2bhlqt5vfff+e+++5j9erV9O7dG4C0tDTuuecewsPDef3118nJyWHOnDnk5+eXehZKvra/H126dGHbtm3cfffd5d5HXdBoNKjVatzc3BrEFw5l/W0RoizyrIiqkOeldhlLzDv1j2hf7nuflHFS2W7pE+T0n1F+fj4AWn39//evLA0+sDlz5gzTp08nIiKC1157rVTvin2+TXx8vDLUyf7aw8ODJk2aKOW2bt2K1Wp1uMbx48fLTDddk7K3fY3pfN2tn2MGsrd/XaXApjydO3dWegT69u3L1q1b+eGHH5g4cSJBQUG0a9cOsM0X6dq1KwDbt2/nl19+YeXKlfTr1085NyUlhSVLliiBDUB2djbvvvsunTt3dqjXZDIxe/ZsbrrpJmXfk08+ibe3N6tWrVKC3KioKAYPHsz69euZNGkS8fHx/Pjjj7z00kuMGzdOqXvo0KHVfi+aNm2KyWQiOzubRo1s6RkLCgro2LGjQ7lXXnmF0aNHK69jY2NLlQFKpSsvyZ5FMCwszGH/ihUraNq0KcuWLVMCDZ1Ox/PPP+9Q7o477lC2LRYLvXv35vjx43z66adKYLN69WpUKhUrVqxQgv/AwEAl++DldOjQgbVr11aqrBBCCHE1yyuROMC9RYtyy53KOKNstwosP3PalTAYDMqweumxqQNpaWlMnTqVRo0a8eabb5Y5tyIqKgovLy++++47JbAxm81s2rSJmJgYJYiJiYlh2bJl/PHHH0pmtOTkZOLi4pQP5rXFp88tZMZ+VKc9Nj7RzslOZg9M7Nq2bcs///xT4TlbtmzB19eX6OhoZW4LQJ8+fZgzZw5ms1n5UO7n51cqqLErGQDZrzts2DA0Go1yXW9vb8LDw5VAYO/evVitVodARqvVMnjwYNasWVPJuy5bWcMfXV1d+fDDDwFbAGE0GksluujevTtPP/10lepKS0tDrVbj6+vrsH/Pnj0MGjTIoffkxhtvLBXYnDt3jkWLFrF161bS0tKUtpcMsPbs2UPv3r0dejT79euHp6dnpdro5+dHVlYWJpMJna7hTVAUQgghnMGUk0vRWduoIfdWLVFVMDrkdOF5uPAxom3L7k5th723BkDnIoGNUxUWFipplpOSksjLy+P7778HbOvQuLu7M336dM6fP89TTz3F8eOOk6fs3/7r9XpmzJjBokWL8Pf3JyIigvXr15OQkMDChQuV8l26dOH666/nP//5D0899RSenp688cYbBAcHO3x7Xhs8O/RxSm9JfXBpQgadTqd8G1CezMxMsrKyyuylANuH9qCgIAACAgLKLFNWF3pmZiarV69m9erVpcrbhxylpaWh0+lKpRIvr56qOHfuXKlrq9VqIiMjAZQJ95cOf/Ly8lLKVJbBYFCGVJWUlpZW6l58fX0dhrVZLBZmzJhBbm4uDz74IC1btsTNzY3Fixc7DNdMS0ujZcuWpequ7Htl7zUzGAwS2AghhLhm5R07pmx7VbC0hNliJtFqAJUK32Irfv7lp4S+EvaMaABanQQ2TnX+/Hkeeughh3321x988AHBwcHKvIdZs2aVOr/kMJ2pU6ditVpZs2YN6enphIWFsWLFilKZphYsWMCrr77KCy+8gMlkonfv3ixZsqRBjLO/mvj4+ODv78+KFSvKPF4yi1ZVEj74+PgQExPD7bffXuqYh4cHYBtKZR8uVjIAOX/+fJXu4VLFxcVs376dyMjICufGOIuPjw8mk6nU3LLAwMBS95KVleXQM3b69GkOHjzIsmXLlEVyoXQGtrKuBZV/r7Kzs9HpdJXu4RFCCCGuRrlHSwY2YeWWO5tyHIPa9vmmhcbVKcmtSiq5ho302DhZ8+bNK5xDABXPMShJpVIxffp0pk+fXmE5T09P5syZw5w5cyrdTuF81113He+++y46nY727ds77bp9+vTh2LFjRERElJsEIDIyEpVKxU8//aTMsSkuLmbz5s3Vqnvx4sWkpaVVeUjZlQoNDQVsi2GWnCPWuXNnfv31V55++mnlPfjhhx8czlUyopToRUlKSmLXrl20atXK4VofffQRubm5Ss/cn3/+6fCHsSKJiYlKO4UQQohrVe6Ro8q2V1i7cssdP7NH2W7l0djp7Sj577dW1zC/1K+3gY24dvXt25eBAwcqwWh4eDiFhYUcP36c06dP8/LLL1/RdR988EHGjRvHtGnTuPXWW2nUqBHp6en8/fff9OjRgxEjRtC2bVuGDBnC3LlzMRgMSla0qixceezYMcxmM0ajkYSEBDZu3MjWrVu58847GT58eJXbnZOTw+7du0vtDwkJKXcNmM6dO6PVatm/f79DYHPvvfcybtw4Zs2axcSJE0lMTGTlypUOQUzr1q0JCgpiwYIFykKVixcvpnFjxz+id911F+vWreOee+7hnnvuIScnhyVLlpSa11Oeffv20b27c8cHCyGEEA2J1WJRemx0vr64NA4st2x8+sX11Vo7OXEAOA5Fkx4bIZxo8eLFrFixgo8++oikpCS8vLxo166dsgbMlWjZsiXr16/n9ddf54UXXqCgoIDAwEB69uzpMCxx7ty5vPjii8yfPx+9Xs/o0aPp0aMHCxYsqFQ99l4ZV1dXAgIC6NKlC6tWreK66667onbHxcUxYcKEUvvnzZtX7vvh7u5O//79+f3337n55ouJICIiInjjjTeYP38+999/P+3atWPRokVMmTJFKaPX61myZAkvvvgiDz30EE2bNmXGjBls375dSbIA0LhxY9555x1eeuklHnroIUJCQnj++eeZP3/+Ze8pLS2NQ4cOlUrPLoQQQlxLCs+exXxh0r5XeLsKh5edzk9Vttu26OL0tpRMHtBQF+hUWctaIEM4zb59+zAajXTo0KHUZPaioiJOnjxJaGiozOMRDskDKlovp7J++eUXHn30UbZs2VLv1iL44IMPWLNmDT/++KPTxwhXV0P5vSwoKODQoUNl/m0RoiR5VkRVyPNSu1I2/8LxxcsAaHnnJJqPK/sLS6vVyt0fz6RADV7FFt6d+CYqdfU/K5T04Ycf8uSTTwLQ44Z7sPh3U47FdAvmsTt68PDC34hPygbg0dHNCPBxrXKCo5qkvnwRIURDNHDgQEJDQ/n000/ruikOzGYza9asYdasWfUuqBFCCCFqU+6RyiUOSM06S8GFT+3NVXqnBzVwyRybBtpjI4GNEFcplUrFf//7X9zc6tcfp9TUVMaOHcuoUaPquilCCCFEnco7eiFxgFqNZ9vyF4Q/dnqXst3Srez5tdVui2RFE0LUZ507dy53AdO60rRpU+677766boYQQghRp8yFheSfPgOAe0gLNBV8EXk85WLmtNb+pdeQcwbHdWzq71DsikiPjRBCCCGEELUs73g8WCxAxcPQAOJzzirb7WogcQA4Jg9oqD02EtgIIYQQQghRyxzXryk/sLFYLZw2X8icVmwhqHnHmmlPyXTPMsdGCCGEEEIIURkOgU0FPTZJ5xMoupBrp6VVh0ZfM8PEroZ0zxLYCCGEEEIIUYusFgs5hw4BoPX0xC24WbllD53aoWy38Sh/Ac/qcphjU0PBU02TwEYIIYQQQohaVJiYSHGuLQuZd0QHVOryP5IfSz2ibLdr3K7G2mTPiubm5oa6BtJJ1wanBTZz5szhxIkTzrqcEEIIIYQQV6XsAweVbe+IDhWWjc9LBUBltRLWMqrG2mQPbDw9PWusjprmtMDmq6++Yvjw4dx99938/PPPWK1WZ11aNABLliyhW7duly9Yhg0bNnDDDTfQsWNHbr75Zie3zDlWrlxJeHh4hWX++usvwsPDlf+6du3K4MGDmT17Nlu2bClVfsmSJQ7lIyIiiIqKYvjw4UqZO++806FMyf927NhR6pqXevXVV7n//vurfsOVYL/fffv2Vem8QYMGKffQqVMn+vTpw+TJk3n//fcpKChwKJuYmFju/e/evRuAL774otwy//nPf5RrTZkyheXLl1f7voUQQojqyjl4SNn27hhRbjlDsZGzFgMATUwWfJq2rbE2XQ2BjdPWsfnjjz/48ssv+eijj7j//vtp2rQpEydOZNy4cfj718xCQqLhy8vL45lnnmHEiBHMmzevQf8y2c2bN4/WrVtjMBhISEjg22+/ZerUqdx+++383//9n0NZV1dXVq9eDYDFYsFgMODt7e1QJioqiieffLJUPW3bVvzHLSUlhbVr17J27dpq3pHz3XjjjUydOhWz2UxGRgZ//fUXr7/+Oh999BGrV68mKCjIofwjjzxC7969Hfa1a+fYHf/uu+/i5eXlsC8gIEDZ/ve//80DDzzA7bffjo+Pj5PvSAghhKgcq9VKzoUeG7WLCx6tQ8ste/zcYSz2xAFqN1SamlmC0mq1KoHNpf+WNiROe3fc3d2ZNGkSkyZNYtu2baxdu5Y33niDpUuXMmzYMCZNmkRkZKSzqhNXiYSEBIxGI6NGjaJ79+7VupbVasVkMqHX60sdMxgMuLi4VOv6ldWuXTvlWe/duzfjxo1j4cKFvP3223Tr1o1Ro0YpZdVqNV27dgXAbDZTVFSEq6vjhD1vb2+lTFV8/PHHhIaG1svfu0aNGjnc09ChQxkzZgy33347Tz/9NKtWrXIo37Jly8u+Bx07dqzwS5Q+ffrg7e3Nl19+yZQpU6rReiGEEOLKGVJTMZ7PAGzZ0NTa8j+OHz69S9lu49W0xtpUVFREcXExAB4eHjVWT02rkeQBffr0YenSpWzevJlu3brx9ddfc+uttzJ+/Hh++eWXmqhS1DP2IURff/01L774Ij179qRfv368+uqryi/OkiVLuOWWWwDbMKHw8HCWLFkCgNFoZOHChQwcOJBOnTpx0003sWHDBoc6nnrqKUaMGEFsbCyjRo0iMjKSzZs3K8Pi9u7dy4QJE4iMjGTNmjUAxMfHM2PGDLp3707Xrl259957OXPmjMN18/LyeOKJJ+jWrRvR0dG89tprmM3mar0fDz74IIGBgaxbt65a16mKr7/+mhtvvNFhX8n3Zty4cURGRnLTTTfx66+/ljr/k08+4aabbqJTp05cf/31LFq0SPnZleX+++9n4sSJZV6nU6dOZGRkVNjeiIgIbr/9drZu3Vpj8/VuvPFGvvzyyxq5thBCCFEZOQcqNwwN4Nj5i/8ehjVtX2NtsvfWQMPusamRwKaoqIj169dz33338ddff9GmTRtmzZqF2Wxm1qxZLFu2rCaqFfXQ66+/jlqt5vXXX2fChAm89957rF+/HoDx48czb948AJ5//nk++eQTxo8fD8BDDz3EJ598wt13383bb79N//79efzxx4mNjXW4fmpqKi+//DJ3330377zzDh062CbgmUwmHnvsMUaNGsW7775Lv379SEhI4LbbbiM7O5tXXnmF+fPnk5GRwZQpUzAajco1n3nmGX766Scee+wxXn31VY4fP86HH35YrfdBq9USHR3N/v37MZlMDseKi4sd/rt0fprVai1VpqIAA+DUqVMkJSURFVV6kqHJZGL27NmMHj2apUuX0rJlS+6//36OHr2YT3/NmjU8//zzREdHs3z5cm677TZWrlzJ888/X26dt956K3FxcaWCks8//5xBgwZVakhqv379ANizZ4/DfovF4nDvlgsrNVdUpqz3MioqisOHD3P+/PnLtkUIIYSoCZVNHGC1WjlWmA6Ai9lC61Y1lzggJydH2W7I0wKcOlDvzJkzrF27li+//JK8vDwGDBjAE088wXXXXQfYvtFduHAhH374IbNmzXJm1VeVbQk7+XTfRgqLi+qkfjetKxMiRxLdovq/QJ07d+bZZ58FoG/fvmzdupUffviBiRMnEhQUpMyTaNu2rTLUaPv27fzyyy+sXLlS+aDbt29fUlJSWLJkCTExMcr1s7Ozeffdd+ncubNDvfYP7zfddJOy78knn8Tb25tVq1Ypw9KioqIYPHgw69evZ9KkScTHx/Pjjz/y0ksvMW7cOKXuoUOHVvu9aNq0KSaTiezsbBo1agRAQUEBHTs6riD8yiuvMHr0aOV1bGxsqTIAR44cKbXPbv/+/QCElbGSsclkYsaMGcr99evXj6FDh/L222+zYMECzGYzy5Yt41//+pcyJ6h///6oVCoWLVrEjBkzaNGiRanr9uvXj2bNmvH555/z+OOPA7Yesj179lQ6gYF9bk1aWprD/tmzZzu87tOnD++//77Dvr59+5a63rx58xgzZozyun1727dde/fuZeDAgZVqkxBCCOFM9sQBKq22woU5z+Wmkovti7xWJisujZrXWJuys7OVbV9fX3IrKFufOS2wmT59Olu3bsXNzY0xY8Zw5513EhISUqrcwIEDWbFihbOqvSp9c/gnknLP1XkbnBHY2AMTu7Zt2/LPP/9UeM6WLVvw9fUlOjraoWeiT58+zJkzB7PZjEZjy6/u5+dXKqixKxkA2a87bNgwNBqNcl1vb2/Cw8OVQGDv3r1YrVaHQEar1TJ48GBlONuVsvceqFQqZZ+rq6vSG2SxWDAajbRu3drhvO7du/P0009Xqa60tDTUajW+vr5lHi95fxqNhkGDBinD0U6cOEFmZibDhg1zOGf48OEsXLiQnTt3lhnYqNVqxo4dy8cff8zs2bPRarV89tlnNG3atNRzUJ6y3iOAxx57jOjoaOV1Wd8mvf/++6X2N2/u+I+An58fAOnp6ZVqjxBCCOFMxqwsis6eBcCzTRs0Fcz/PXB6p7LdztUflarmlp8sGdj4+PhIYJOQkMDTTz/NmDFjKpx01K5dOz744ANnVXtVurn9DXyyb0Od9tiMal/9HgooPU5Tp9M5DPsqS2ZmJllZWWX2UoDtQ7v9m/2SWa9KcnNzw93dvdR1V69erWQhK8k+YT8tLQ2dTlcqa1Z59VTFuXPnSl1brVYrk/vLSx7g5eVV5QQABoMBjUaDuowFv8q7P3svif2Pm71XyS4wMNDheFnGjRvHm2++SWxsLAMGDODrr79mwoQJZbajLCkpKQ512bVo0eKy70F4ePhlh7vZe+qKiurmd0sIIcS1zXF+TcXr1xxM2q9shwfWXJpnKB3YJDbQyMZpgc0PP/xQqXKenp706tXLWdVelaJbRDmlt6Sh8vHxwd/fv9yevZIfXi/9Zr+i/T4+PsTExHD77beXOmYPxgMDA5XhYiU//Fd3TkZxcTHbt28nMjISbQXZT5zFx8cHk8lUZja48u7PHkzYe3kuvWd74FNRquSgoCD69+/P559/jsViISMjw2Eo2OX88ccfAFeUBa4y7GOIy+vJEkIIIWpS9v6LwcrlEgcczbH17GisVtqH9qjRdmVlZSnbPj4+NNQuG6f1aXXo0IG9e/eWeWz//v3KpG4hLue6664jIyMDnU5HZGRkqf/KSudcGX369OHYsWNERESUuqZ9+FdkZCQqlYqffvpJOa+4uJjNmzdX654WL15MWload9xxR7WuU1mhobac+ImJiWUeL3l/ZrOZX375hS5duijn+vv7s2nTJodzvvvuO1Qq1WXTco8fP57Y2FhWrlxJdHR0mcPWynLo0CE++ugj+vXrR6tWrSp1TlXZ3w/7+yOEEELUpuy9Fxa1VqsrTByQXZRDqtW2MGewoRiv4JrLiAal59g0VE776vjS7EMlWSyWcr9ZF+JSffv2ZeDAgUyfPp3p06cTHh5OYWEhx48f5/Tp07z88stXdN0HH3yQcePGMW3aNG699VYaNWpEeno6f//9Nz169GDEiBG0bduWIUOGMHfuXAwGA82bN2ft2rVVSvd87NgxzGYzRqORhIQENm7cyNatW7nzzjsZPnx4ldudk5PD7t27S+0PCQkpd+hV586d0Wq17N+/nzZt2jgc0+l0LF++XLm/jz76iJSUFO69917ANudm1qxZzJkzB39/fwYOHMjBgwdZvHgxY8aMuWygcv311+Pn58euXbtYsGBBmWXS09PZvXu30quzfft2PvvsM4KCgpg7d24l3pXSDhw4UGroo6enp8NCpvv27cPd3V2+aBFCCFHrDOfPU5iYBIBXWDu0lwyZL+nQ2YuZ09qo3VHrXcst6wyXDkWDwhqtr6bU/JgYyv7AIURFFi9ezIoVK/joo49ISkrCy8uLdu3aVWlY06VatmzJ+vXref3113nhhRcoKCggMDCQnj17Eh4erpSbO3cuL774IvPnz0ev1zN69Gh69OhR7of0S9kn+ru6uhIQEECXLl1YtWqVkh2wquLi4pgwYUKp/Zdm/CrJ3d2d/v378/vvv3PzzTc7HNPpdCxcuJAXXniBo0eP0rx5cxYvXqxkDAO444470Gq1vP/++3zyyScEBAQwbdo0Hnjggcu2V6vVMmjQIL7//vtys8n98MMP/PDDD2i1WuVnO3v2bMaPH19qblRlTZ8+vdS+Xr16OSR9iI2NZejQoUryCSGEEKK2ZO/Zp2z7dK543uiBM3HKdrhf6WRczna1BDYqa0VdLZexevVqJRHA2bNnadSoUalhQgaDgfPnz3PjjTfy+uuvV6uxDdG+ffswGo106NCh1Ae2oqIiTp48SWhoaKkJ4+LaUzJ5gDM+eP/yyy88+uijbNmyRXn2lixZwnvvvceuXbsuc/aVs1gsDBkyhIEDB/Lcc8/VWD1VlZmZSf/+/Vm1ahU9e/Yst1xD+b0sKCjg0KFDZf5tEaIkeVZEVcjzUnOOvr6EtF9/A6DTyy/i06nsJEkAj33+OGeKbYtmLm4/lqAuQ2q0bdOnT1eGoO/YsYNXPzpCfNLFYCemWzCP3dGDhxf+pux/dHQzAnxcq5zgqCZVq8cmICBAWYckKSmJFi1a4O3t7VBGr9cTFhbG5MmTq1OVEKKKBg4cSGhoKJ9++ilTpkyp8fqMRiOHDx/mhx9+4Ny5c0yaNKnG66yKtWvX0q1btwqDGiGEEKImWK1Wsi/MRVfr9RWuX5NnzCfBlAcqCDKYCGhZ9rIWzlQyecA1O8dmxIgRjBgxAoA777yT//73v6XG8wsh6oZKpeK///0vhw4dunxhJ0hNTWX8+PH4+/vz3HPPlVqPp675+PjUqx4kIYQQ147CpLMYz2cA4B3RAbVOV27ZgymHsV6Ymt7WrEXrE1huWWexD0XT6/X1erTC5Thtjk11Fy8UQjhf586dHRYwfeCBByo1T+ZKNG/enCNHjtTItZ3hzjvvrOsmCCGEuEYp2dAAny4V98DsPblD2Y7waV4rCbjsgY2Pj0+DTvhVrcDm7NmzBAYGotPpOHthFdWKNGvWrDrVCSGEEEII0eBkl1gSxfcygc2B9OMAqKxWOoXUzrqGJQObhqxagc3gwYP55JNP6Ny5M4MGDbpshFeVITGnT59m5cqV7Nmzh2PHjtG6dWs2btxYqlxsbCyLFi0iPj6eoKAgpkyZUubY/pUrV7J27VrS0tIICwvjiSeeoHfv3g5l8vLyeO211/jhhx8wGo307t2b5557juDg4Eq3WwghhBBCCDur2UzWXtvCnFovTzxCW5VbNqcolySTLWlAsKGYgNbdarx9xcXF5OXZ6rymA5u5c+cqa1rMnTvXqV1Xx44dIzY2li5dumCxWMpcJ2fXrl3MnDmTm2++maeeeoq4uDheeukl9Ho948ePV8qtXLmSRYsWMXv2bCIiIli/fj333HMP69evd0jz++ijj3LgwAGee+45PD09Wbx4MXfffTfffPNNgx5vKIQQQggh6kbeiZOY8/MB8OnUCZVaXW7Z/SmHle22xRq0fkE13r6cnBxl+5oObEaPHq1sV2d9kbIMGjSIIUNsqe2eeuop9u/fX6rMsmXLiIiIUBb0i46OJjk5mTfeeIOxY8eiVqsxGo0sX76cyZMnM23aNMC2tsXIkSN56623WLRoEQB79uzht99+Y8WKFcTExAAQFhbG0KFD+fLLL5k4caJT708IIYQQQlz9snbtVrZ9u3apsOzeUxfn13Twa1Er811KZkRr6IFN+SGjExgMBuLj46u0aruduoJoFmypZbdv315qJfeRI0eSlpbGwYO2FVvj4uLIzc1VsreBbWX1YcOGERsbq/QExcbG4u3tzYABA5RyzZo1IyoqitjY2Cq3XwghhBBCiMwdFxfb9Ote8dCy/Rfm16itVjrW8vwaaPiBjVOzouXk5DBr1iwA9u/fz/Tp08nOziY4OJg1a9bQtGlTZ1XHmTNnMJlMpVLKtm3bFoD4+Hg6depEfHw8QKlybdq0IT8/n5SUFIKCgoiPjyc0NLRUZNy2bVv+/PPPare3sLD0Cq4GgwGLxYLZbL6i4E9cXexBttVqleehDpnNZiwWC4WFhVgslrpuTrnsf1PK+tsiREnyrIiqkOfFuYrz8sg9ehQA1+BgzB4eFBQUlFk2Nf88qcW2Yy2LTLgGhZdb1plSU1OVbQ8PjxqvryY5LbBZv369w7yW+fPn4+Pjw8yZM1m9ejXLly/nxRdfdFZ1SnR56YKg9tf24zk5OWXm5LZHpFlZWQQFBZGTk4OXl1epery9vR0i2St16tSpMvdrtVoMBkO1ry+uHvI81C2DwUBxcTEnTpyo66ZUSnl/W4S4lDwroirkeXEO8/4DcOGLS1OL5hUm0tqVdUDZbmeAY+cyISWrppuojHICWyKBhsxpgU1ycrLSK5KXl8eOHTtYuHAhN9xwA97e3ixevNhZVTkob+xhyf1llbF/O365chXtr4pWrVrh5ubmsM9gMHD27FlcXFwafHKCpUuXsmrVKnbu3Fnlczdu3MjSpUs5e/Ysbdq04csvv6yBFlbPe++9x/z58x1++S/1999/M2XKFOW1m5sbAQEBREZGMnbsWK677jqH8kuXLuXNN98sdZ3Q0FC+/fZbAO666y7++eefMutbs2YN3bt3r7Ddr732GomJiaV+/3bv3s37779PXFwcWVlZeHh40KFDB8aOHcsNN9yA7sLCYZe20dfXl9atW3PPPfcoc9EuNXbsWA4dOsT7779Pr169Sh2PiIhQtnU6HcHBwQwdOpR///vfuLu7V+m+jx8/ztKlS9mzZw+ZmZn4+fnRvn17Jk6cqAwr/eabb1ixYgVff/01Go2mwvfLTqvVEhISgouLS6XK14XCwkJOnTpV5t8WIUqSZ0VUhTwvznX619/JuLAdOnggXh06lFv2+99/VLYjG7WhQ4l/L2tSXNzFoXKhoaG1UmdNcVpgYzQa0Wptl9u9ezcWi0X5INe8eXPS09OdVRVwscfl0t4Ue2YHe8+Nt7c3BoMBg8Hg8CHFXs5+HW9vb5KTk0vVk5OTU6pX6Eq4ubkpH9rs1Go1arUajUZT6Q9c9ZVarUalUlX5PvLy8nj22WcZMWIE48aNw9PTs16+F/Y5XxW1zV5m3rx5tG7dGoPBQEJCAt9++y3Tp0/n9ttv5//+7/8cyru6urJ69WoALBYLBoMBb29vpR6VSkVUVBRPPvlkqfratm1bYXtSUlL46KOPWLt2rUO5devWMWfOHHr06MHjjz9OcHAw2dnZ/P777/znP/8hNzdXSZl+aRtTU1NZsWIFs2bNYu3atURFOY7/jY+PV76N+vbbb+nTp0+ZbbvzzjsZMWIEBoOBrVu38s4775CUlKQk86jMfZ8+fZrbbruN8PBwnnrqKfz9/UlKSiI2NpYdO3YwcOBAAEaNGsWSJUv45ptvGDduXLnvl51Go0GtVuPm5tYgvnAo62+LEGWRZ0VUhTwv1We1WMi9sDCn2tWVwG5dUV/44vBSxeZiDuckAuBZbKF9hz619v6XHHYYGBhYK3XWFKcFNk2bNmXHjh307t2bzZs30759ezw9PQHIyMhQtp0lJCQEnU7HiRMnHCb8Hz9um3TVpk0bh//Hx8c7fFMcHx+Ph4cHTZo0Ucpt3boVq9Xq0ENz/Phx5RrC+RISEjAajYwaNeqyvQ+XY7VaMZlM6PX6UscuDWxrUrt27YiMjASgd+/ejBs3joULF/L222/TrVs3Ro0apZRVq9V07doVsM3tKCoqKvVh2tvbWylTFR9//DGhoaFKWwAOHz7Myy+/zC233FIqRfuQIUOYOnVqqcV2S7YRoGvXrgwYMICvvvqqVGCzYcMGNBoNvXr14ocffuD5558v8+fRtGlT5Zq9e/cmLS2Nzz//nOeeew5/f/9K3fcXX3wBwKpVqxy+VRw7dqzD3BiNRsMtt9zCBx98UKnARgghhHCGvPgTmC58Ae/bObLcoAbgcHo8Bqvt3652BQY8QrvWRhMBx6xovr6+tVZvTXBaVrRRo0bx5ptvMmbMGD755BOHD2/79++nVatWzqoKAL1eT3R0NJs2bXLYv3HjRgIDA5UgJioqCi8vL7777juljNlsZtOmTcTExCgf7GJiYsjJyeGPP/5QyiUnJxMXF1fukBtRvsTERMLDw/n666958cUX6dmzJ/369ePVV19Vxm8uWbKEW265BYApU6YQHh7OkiVLAFsP4MKFCxk4cCCdOnXipptuYsOGDQ51PPXUU4wYMYLY2FhGjRpFZGQkmzdvZsmSJXTr1o29e/cyYcIEIiMjWbNmDWALaGfMmEH37t3p2rUr9957L2fOnHG4bl5eHk888QTdunUjOjqa1157rdqT+R988EECAwNZt25dta5TFV9//TU33nijw74PPvgAtVrNk08+WeYQy1atWpUaMnepxo0b4+/vXyoAAtvvX3R0NHfffTc5OTn8/vvvlWprx44dAdtzU1k5OTl4enqWOVTi0qyK//rXvzhy5EiVFgkWQgghqiMrbpey7RtVcTa0XYm7le0IrTdaL7+aalYp58+fV7YDAgJqrd6a4LQemxkzZqDVaomLi2PIkCFMnjxZOXb06FFuuOGGKl2vsLBQSbOclJREXl4e33//PWBbh8bf359Zs2Zxxx138OyzzzJy5Eji4uJYv349L774ovLBRq/XM2PGDBYtWoS/v7+yQGdCQgILFy5U6uvSpQvXX389//nPf3jqqafw9PTkjTfeIDg42GG9ntqQvmUrZ9Z9jLmOMpJo3NwIuX0ijfqWPYyoKl5//XUGDx7M66+/TlxcHEuXLiUkJISJEycyfvx4goODefrpp3n++efp2LEjQUG2hageeugh4uLimDVrFm3atCE2NpbHH38cb29vh0AzNTWVl19+mRkzZhAUFETTpk05fvw4JpOJxx57jLvuuotHHnkEHx8fEhISuO2222jXrh2vvPIKKpWKt956iylTpvD9998rPQvPPPMMf/zxB4899hjNmzdn7dq1HD58uMz7qyytVkt0dDTff/89JpNJmcMCFyfqmc1miouLSy1Ga7Vay5zMZx/6WZZTp06RlJRUqkfl77//plOnTtX6RiY/P5/s7GxCQkIc9u/evZuEhARmzJhB37598fPz45tvvlHWo6qIPaCx96DC5e+7Y8eOrFu3jueff56JEycSHh5ebpr4du3a4e3tzZYtW+hQwfhmIYQQ4kpZLFbU6otfGmbuvBjYXC7N8+7EPQCorFa6BHeumQaWwWKxkpGRobyWwOYClUrFvffeW+axt956q8rXO3/+PA899JDDPvvrDz74gN69e9OtWzfefPNNFi5cyFdffUVQUBDPPvusQ3Y2gKlTp2K1WlmzZg3p6emEhYWxYsUKwsPDHcotWLCAV199lRdeeAGTyUTv3r1ZsmRJrY+zT/ryawoTk2q1zrLa4IzApnPnzjz77LMA9O3bl61bt/LDDz8wceJEgoKCaNeuHWCbN2EfdrR9+3Z++eUXVq5cSb9+/ZRzU1JSWLJkiUNgk52dzbvvvkvnzo5/BEwmE7Nnz+amm25S9j355JN4e3uzatUqZVhaVFQUgwcPZv369UyaNIn4+Hh+/PFHXnrpJWXYUt++fRk6dGi134umTZtiMpnIzs6mUaNGABQUFCi9FXavvPKKQzAdGxtbqgzAkSNHyq3LvqBtWFiYw/7U1NRS7xU4ZkGxz/0q63haWhrz58/H09PT4csLsA1D0+v13HDDDWi1Wm666SY+//xz8vLySg1FtVgsFBcXYzAY2LZtGx9//DHdunVzCGwud9+jR49m+/btfPLJJ3zyySd4eHgQHR3N2LFjGTx4sMM5KpWK8PBw9u7dW/YbJoQQQlSTWq1i/tqdJKbkojcVMurIUVSAW4vmuDZuXO55GYVZJBRlAhBsKKZxm+oNza8KtVrFgWMJF16p+GZrElNG+Nda/c7mtMDG2Zo3b17hBze7mJiYyw4VU6lUTJ8+nenTp1dYztPTkzlz5jBnzpwqtdXZgkffwpl1H9Vpj03w6Judci17YGLXtm3bcrNd2W3ZsgVfX1+io6MdPnD36dOHOXPmYDablcnwfn5+ZX5QB0o9F1u2bGHYsGFoNBrlut7e3oSHhyuBwN69e7FarQ6BjFarZfDgwcpwtitVViY+V1dXPvzwQ8D2Yd9oNJZac6l79+48/fTTVaorLS0NtVpdZs/MpUPQ9u3b5zD35Prrr+ftt99WXl8afGk0GpYvX+4wvNQ+vPP6669X0qaPHDmSdevW8eOPPzJmzBiHOufPn8/8+fOV13379i2VDv5y963RaJg/fz7//ve/+fXXX9mxYwdbtmxh8+bNzJw5s9QXI35+fqSlpZV7PSGEEKK6ElNyiU/KJjLnOCps/+7796g4UNmTfDHjalhhMa4htZMNzS43OwsArYsH6VkNe8kJpwY2X3/9NRs3buTs2bMUFRU5HFOpVPz888/OrO6q1ahvH6f0ltQHl64NpNPpMBqNFZ6TmZlJVlZWmd/Wg+1Du33IWnldpmVlc8nMzGT16tVKhq+S7L1yaWlp6HS6UivvOqNr9ty5c6WurVarlcn95SUP8PLyckgAUBkGg0HJ7lVS48aNOXfunMO+tm3b8tlnnwE4ZG2zswdfVquVU6dOsWDBAp544gk2bNhA4wvfQG3ZsoXz588zcOBAJeNg27ZtCQoKYsOGDaUCm8mTJzNq1Cj0ej3BwcFlJhep7H23a9eOdu3ace+995KRkcG0adNYsWIFd911l0Ngp9frZY0gIYQQtaJdfoKy7d+79NIHJe08vUPZ7uTVDLWudpcaMBTa/t3Wujg30VddcFpgs2LFChYuXEjbtm1p3759mZmQhKgMHx8f/P39WbFiRZnH7VmzoGprD/n4+BATE8Ptt99e6ph9pd3AwEBluFjJAKTkxLorUVxczPbt24mMjKxwboyz+Pj4YDKZSmWD69WrFxs3bnS4Pzc3NyWAKGvF4ZLBV+fOnWndujXjx49n2bJlvPDCCwBKYoenn366VC9LamoqaWlpDikkg4KCqhysVYa/vz9jxozhpZde4vTp0w6BTU5OToPP9iKEEKL+01qKaVVgW0KkSOeGV1i7cssazSb2pB0FwN1soUNoj1ppo11hYSFmk+1LPwlsSvj000+ZNGkSzz33nLMuKa5R1113He+++y46nY727ds77bp9+vTh2LFjRERElLv+S2RkJCqVip9++kkZnlVcXMzmzZurVffixYtJS0ur8pCyK2VfYCsxMdEhXfnkyZP5+uuvee2113j55Zev6NqdOnVi+PDhfPHFF9x///14enry888/l0oaArZU7w8//DDffvutw+KlzpCenq7MVSrJvlr2pccSExMvm/FNCCGEqK5WhcnorbYh72cDQlFVsObc/pQjGKy2zKsd8g14tu5aG01UlEwcIIFNCenp6ZXKfiTE5fTt25eBAwcq86LCw8MpLCzk+PHjnD59+oo/kD/44IOMGzeOadOmceutt9KoUSPS09P5+++/6dGjByNGjKBt27YMGTKEuXPnYjAYlKxoVUn3fOzYMcxmM0ajkYSEBDZu3MjWrVu58847GT58eJXbnZOTw+7du0vtDwkJcei9Kqlz585otVr279/vENi0b9+e//znP8yZM4eEhATGjBlD8+bNyc/PZ//+/Rw5cqTUvKiyzJw5k2+//ZbVq1fToUMHCgoKuPPOO+ndu3epsitXrmTDhg1VDmwud99vvvkmhw4dUn5u9sU+161bx5AhQwgODlbOycvL4+TJkzzwwANVaoMQQghRVSWHoZ1t1LqCkvBPQpyy3cmsR98ktMbaVRYJbMrRsWNHEhISyl1pXIiqWLx4MStWrOCjjz4iKSkJLy8v2rVrV2quRlW0bNmS9evX8/rrr/PCCy9QUFBAYGAgPXv2dMiQN3fuXF588UXmz5+PXq9n9OjR9OjRgwULFlSqHnuvjKurKwEBAXTp0oVVq1ZdcW9BXFwcEyZMKLV/3rx55b4f7u7u9O/fn99//52bb3ZMBHH77bfTvn17Vq1axf/+9z+ysrLw8PCgffv2zJ49m7Fjx162Ta1bt2b48OF89NFHRERE0KxZszKDGrBlL3vxxRc5efKk0pNUGZe771GjRmEwGFizZg0pKSloNBqCg4N54oknSg03/P3333Fzc3NYzFcIIYRwOquFtvm2JQyMKi0pvi3KLWqxWvjnwvo1OouVri26ljvEvqaUHGqvdfGqoGTDoLJeumjGFdq3bx+PP/448+fPp1OnTs645FVh3759GI1GOnToUGoye1FRkfJhr7ZTSov6p2TygPKGylXFL7/8wqOPPsqWLVtKPXvXmvvvvx8vLy/mzZt32bIN5feyoKCAQ4cOlfm3RYiS5FkRVSHPS+VcumaN3Zz/W8eg3Z8DcMQjhL09bub1R64v8xpH00/w7Ob/ARCRZ+DxATPxaFe7c2y++OILZTRD827jGH/bnTx2Rw8eXvgb8UnZSrmYbsGl9j86uhkBPq41Mmf2Sjmtx+aZZ54hKyuL8ePH06hRo1KTdFUqFd98842zqhNCXMbAgQMJDQ3l008/dfr8loYkISGB33//nY0bN9Z1U4QQQlwlSq5ZAxDVvjGTh0XQLP2kUuaYR/m9NQD/JO1WtiOKzLi1qv0A4WrrsXFaYOPr6ysZh4SoR1QqFf/97385dOhQXTelTqWkpDBnzhxCQkLquilCCCGuIvY1awCaN/bEarUSfP4EABZUHPcIJriC8/++kOZZZbXSrVG7Wk/zDJcENq4yx0ZR3cULhRDO17lz53IXML1W9OjRgx49ardrXwghxLUn/+QpvAqzAEhwa0KRpvzhzEk550guzASgZZGJJp0rXuumplxtyQPUly8ihBBCCCGEqMj5LVuV7UOeLSss+1fiLmU7It+Aey3PrbGTwKYCGRkZLFiwgAkTJnDDDTdw7NgxAD7++GMOHjzozKquKk7K3yCEcAL5fRRCCFFlVivpFwIbCyqOelQ8/HnLqb+U7Si3ILReZS/fUNMc59hIYKNISEhg1KhRrFmzBpVKRUJCAkajEYAjR47IULUy6HQ6wJaBRAhRP9h/H+2/n0IIIcTluGelUJR8DoAzbk0o0LqVWzYxJ5mE3BQAQopMtGhbN8PQ4GJgo9a6otY0/H/3nDbH5n//+x/e3t58/vnnBAQEOKR87t69O0uWLHFWVVcNjUaDr68vqampgG3tkdrOXy7qD7PZjMFgAHBKumdRNVarlYKCAlJTU/H19ZWfgRBCiEoLSDysbB++zDC0rWd2Ktudc4twD6/7wOZq6K0BJwY227dv57///S9NmjQptUp7YGCg8uFdOAoKCgKQ90dgsVgoLi5Gq9WiVsv0t7ri6+ur/F4KIYQQl2W10ijBloHUeplhaFarlS2n/gZs2dCitD7oG1ccCNUUg8FAVlYWADo37zppg7M5LbAxGAz4+PiUeaywsFB6IsqhUqlo2rQpjRs3xmQy1XVzRB0qLCzkxIkThISE4OZWfhe2qDk6nU56aoQQQlRJE0MGrvlZAKT6Blc4DO10VhLJ+WkAtCoy0Sy8f519Rk5PT1e2da5lf4ZvaJwW2ISGhrJ161b69u1b6tg///xDWFiYs6q6Kmk0GvlAdY2zWCwAuLi41OsV74UQQghxUfu8U8p2YmA7qCAHzdaEHcp251wDHh2uq8GWVSwlJUXZvlp6bJw23mX8+PF88MEHrF69muxs22JFJpOJ77//nnXr1jFhwgRnVSWEEEIIIUSNs1gukynTaiXCHtio1SQ1al1BUStbT/8D2IahddV6o2/SyjkNvQIlp0FoXa+OwMZpPTaTJk3i8OHDzJs3j1dffRWA22+/HavVyvjx4xk9erSzqhJCCCGEEKLGqdUq5q/dSWJKrrIvqn1jJg+LAKBFUQo+xfkA+HXrikHvDmSXea1j50+SWmBbN6ZNoYmm7QfW6VQNxx4bGYpWypw5cxg7diy//fYb58+fx8/Pj+uvv56oqChnViOEEEIIIUStSEzJJT7pYrDSvPHFDGIdc08o24HXD4Adjgm0Soo9tV3Z7ppbhEf7uhuGBpCWlqZs66THpmxdu3ala9euzr6sEEIIIYQQ9YbaUkz7vNMAmLV6/Hv3gh3byixrNJvYesY2DE1nuTAMLSi01tpalpJD0a6WHhvJKSuEEEIIIUQVNT1/CleLLaPt+eAwNC4u5ZbdkbSXfFMRAJF5RQS0v67OMwY7DEWTHhto3759lX4ohw4dqk51QgghhBBC1AstUy4uypneslMFJR2HoUXlFuHVKabG2lVZylA0lQqti1fdNsZJqhXYzJo1yyGw+eKLL8jPz2fQoEE0atSItLQ0fv31V9zd3Rk7dmy1GyuEEEIIIURdM+Xk0jTDNgwtV+NGdgWLbGYWZrM7+QAAviYz7b2aoW9c/iKetcXeY+Pq7oPqKlkYvFqBzQMPPKBsv/feezRq1IgNGzbg4eGh7M/Ly+Puu++WdTmEEEIIIcRVIf3PLaittvXnDnqFgqr8wOCP039jvbC4TVRuEd7dRtRKGytisViUBTpdPXzrtjFO5LTwbN26dUyfPt0hqAHw9PRk+vTprFu3zllVCSGEEEIIUWdSft6sbB/wqmDtGqz8dvJiQoGoXAOeHfvXaNsqIyMjg+LiYkACmzKlpKSg0WjKPKbRaJSoUAghhBBCiIbKPSuF/HhbmudklwBSXfzLLWvSnycxJxmAloVGWrToiNbLr1baWZGSGdFcPa6OjGjgxMCmTZs2vP/++5hMJof9RqORVatW0bp1+dGsEEIIIYQQdclisVaqXOOTe5Ttvd5tKyyb73Fc2e6dU4RnPUgaAI6BjdtV1GPjtHVsHn74YWbNmsWQIUMYOnQogYGBpKWl8dNPP5Gens6yZcucVZUQQgghhBBOpVarmL92J4kpuQBEtW/M5GERDmU0FjOBCbZEAGa1hoOeFaxFozVS6JYAgLvZQmcDeIT3rpnGV1FycrKy7eZZfo9TQ+O0wOb666/n3XffZdGiRaxbtw6LxYJKpaJz587MmzeP666r29VVhRBCCCGEqEhiSi7xSdkANG/sWep4WP4ZtBfWo0ls1BaDRl/utbSNkkBlSzAQlVOEb3g0an39SKZ19uxZZdvNy5/COmyLMzktsAHo06cPffr0obCwkJycHLy9vXFzc3NmFaX8/PPPvP3228THx+Pq6kpUVBSPPPJIqaFvsbGxLFq0iPj4eIKCgpgyZQqTJk0qdb2VK1eydu1a0tLSCAsL44knnqB37/oRXQshhBBCiLrTJeeYsn2yaQTkl1fSiqZxgvKqd04h3sOH1GzjqqBkYOPuFUChqYLCDUiNJK12c3OjSZMmNR7UbN26lfvvv5/Q0FCWLFnCc889x8mTJ7n77rvJy8tTyu3atYuZM2cSERHBO++8w+jRo3nppZdYv369w/VWrlzJokWLmDRpEitWrKBly5bcc889HDlypEbvQwghhBBC1G8+plxaFZ4DwDUoiDSf4HLLqr0zULsWANCmwEgzn6a4NG9fK+2sjKSkJGXb3SugDlviXE7tsalt3377Lc2aNePVV19VFgoNDg5m/Pjx7Ny5k5gY2wStZcuWERERwdy5cwGIjo4mOTmZN954g7Fjx6JWqzEajSxfvpzJkyczbdo0AHr16sXIkSN56623WLRoUd3cpBBCCCGEqHPdso8q202GDoYzqnLLahufUbZ7Zxfi1ecWh0Xt65q9x8bNzQ2dqweQU7cNcpIGvcxocXExHh4eDg+Kl5eXQxmj0cj27dsZPny4w/6RI0eSlpbGwYMHAYiLiyM3N5cRIy4umqTRaBg2bBixsbFYrZXLlCGEEEIIIa4uGouZzjm2DGcWlZrGQwaXW1alL0DtlwKAV7GZiCIzXpH1IxsagNVqVQKbZs2a1auAq7oadI/NuHHjmDJlCmvWrOHmm28mJyeHV199lTZt2tCnTx8Azpw5g8lkKjXnpm1bW3q++Ph4OnXqRHx8PECpcm3atCE/P5+UlBSCgoKuuK2FhVfLtCxRU+zPiDwrojLkeRGVJc+KqIpr4Xkp64O8SqXC1bX8if0d8k7hbjEAcL5Fe/S+5a/9omlyBnsV0dmF+IT3xqjSYS0oqF7DnSQrK0v5+QYHlz+criFq0IFNz549Wbp0KY8++igvvfQSYAtY3nvvPfR6W5aK7GxbZgtvb2+Hc+2v7cdzcnLQ6/WlHmofH9uDm5WVVa3A5tSpU1d8rri2yLMiqkKeF1FZ8qyIqrhanxedTkdEREe02rIXlS9PVPZhZftcm+7llrOoTGgDEwHQWqz0zi7Ee9hQTp48WW+CxZMnTyrbzZo1w1yHbXE2pwU2aWlpBAYGOutylRIXF8fjjz/O2LFjGTRoEHl5ebz11lvcc889fPTRR3h6XkzTV143W8n9ZZWxD0Grbjddq1atajyZgmjYCgsLOXXqlDwrolLkeRGVJc+KqIqr/XlRqVRotRqH9Wqg7DVr7PxyUmhmOA9Ait6PvIDyezkK3E+i0hYD0DW3CJPVB9eWnQgtKqo30xpKZkRr1qwZCRWUbWicFtgMHDiQG264gUmTJtG9e/mRrDO99NJLREdH85///EfZ1717dwYMGMD69eu5++67lR4Xe8+MXU6ObZKUvefG29sbg8GAwWDAxcWlVDn7da6Um5sb7u7u1bqGuDbIsyKqQp4XUVnyrIiquNqfl5Lr1UDZa9bYtTm7T9mO8wnHt5wvuy0WC/meFxMM9MsuYI+2L91VqnoVJJ4/f17ZbtasGQnJFRRuYJyWPOC+++5jx44d3HHHHdx8882sX7+eoqIiZ12+TPHx8bRv75g6z9/fn8aNG3PmjC0bRUhICDqdjhMnTjiUO37cNgGsTZs2Dv+3z7UpWYeHhwdNmjSpkXsQQgghhBD1kyknl5A0W7BSpNZx0Cu03LI7zu7FrLUtbNOuwIivQc1hTYdaaWdVJCdfjGSaNWtWhy1xPqcFNvfffz+//vorCxYswNPTk+eee46YmBheffVVJchwtmbNmnHgwAGHfWlpaaSmpiqTofR6PdHR0WzatMmh3MaNGwkMDCQiwtbtGBUVhZeXF999951Sxmw2s2nTJmJiYq6qjBFCCCGEEOLyUn7ejMZim4Wyz6stJrWuzHJWrHx9+Efldd+sAv4ytMGo0tdKO6vi0qFoVxOnJg+wp0ceNmwYhw8fZu3atXz88cesXr2a/v37c8cdd9C/f3+n1Tdp0iTmzJnDiy++yODBg8nJyeHtt9/G3d2dUaNGKeVmzZrFHXfcwbPPPsvIkSOJi4tj/fr1vPjii6jVtthOr9czY8YMFi1ahL+/PxEREaxfv56EhAQWLlzotDYLIYQQQoj6T2Uxc+67i1+Mx/mEl1s2V3WOY+dtk/KbGIoJKzDyWVF7vMs9o+4kJiYq27aOgKTyCzcwNZYVLTw8nAEDBnDkyBH27t3Ltm3b+P333+nQoQMLFiwgNLT8rrzKmjRpEjqdjnXr1vHll1/i7u5OZGQkr776Ko0bN1bKdevWjTfffJOFCxfy1VdfERQUxLPPPsv48eMdrjd16lSsVitr1qwhPT2dsLAwVqxYQXh4+Q+yEEIIIYS4+vgnHsaQlg7AcfdgMvXlhyln1buV7YGZ+Rw2BpNm8a6XgY19JFWjRo2uunlUTg9sMjIyWL9+PZ988gnJycl07dqVRYsWMWTIEP744w9effVVnn76aT7++ONq16VSqZgwYQITJky4bNmYmBhiYipeHEmlUjF9+nSmT59e7bYJIYQQQogGymql2ZG/lZd/+3Yst6jKI5sctW14l7/JTGSegXcM7cstX5cKCws5d+4cYJuHfrVxWmCzZ88e1q5dy/fff4/VamXYsGFMnjyZjh0vPgiDBg1Co9Ewa9YsZ1UrhBBCCCGEU4UUpuCZZQsAMj0DOeNWfhIpXdOLCapiMvNJLfbhsKl+zl0pOQytZcuWddiSmuG0wGbChAk0atSIe++9l4kTJxIQEFBmuebNm9OtWzdnVSuEEEIIIYRT9cq6mJzqSIsoMJWzHqJrHhr/FAC8is10zyni46LuWKmfSadOnz6tbEuPTQVeffVVhg0bhk5XdrYIuzZt2rBmzRpnVSuEEEIIIYTTBBizaFtgm1DvEtiIxEZtIDmvzLLa4OPKdv+sAgpVnsQZW9VGM69IQsLF5Tivxh4bp6V7TkhIICMjo8xjqampLF261FlVCSGEEEIIcVkWi7XK5/TKOqhsNx05AqtaU2Y5kzYTbYBtuJpnsYXo7EJ2a7pipuzy9cHV3mPjtMBm2bJlpKSklHksNTWVZcuWOasqIYQQQgghLkutVjF/7U4eXvgbDy/8jQ++O1hheVdDPh1zbHNminUuNBk6pNyyud4Xh6tdn5mPq4sH+7XlJxmoD0quLSmBTQWs1vIj4oKCArTaGsssLYQQQgghRJkSU3KJT8omPimb1IyCCsuGJcahxQJASutuaN3dyix3IuM0RW624WrexWZ65xTiHXUjpnq4IGdJ9sBGp9MRFBRUx61xvmpFG4cPH+bw4cPK69jYWE6cOOFQpqioiA0bNlyVUaEQQgghhLg6mLKzaXN2v21bpSE5rGe5ZT/Zv1HZHphRgAodPr1GwK5dNd7OK2W1WpWhaM2bN0ejqb9D5q5UtQKbn3/+WZk7o1Kpyh1u5urqyty5c6tTlRBCCCGEEDUm6esNaC3FAOzxbofJ1bPMcjmqZA4n2wIgX5OZnjmFxHtHE+bhU2ttrSqLxUpGxnkKCmw9Vldrh0O1Aptbb72V66+/HqvVyvjx45k3bx7t2rVzKKPX6wkJCcHV1bVaDRVCCCGEEKImaI2FJP+wCYBi1Gz360T3MktaSVBfXLhzcEY+ZquWY969ualWWnpl1GoVL7+1SXmdmK3ng+8OMnlYRB22yvmqFdg0btyYxo0bA/DBBx8QERGBp2fZ0a0QQgghhBD1UdCxf7AUFQGw17steVr3Mstp/JPJV6fbzjEU0z23iF+KOmLUlF2+PjkRH69sG9S+l51v1BA5LXlAr169JKgRQgghhBANiovZSNNjOwCwqGy9NWVSmdG2OKq8HHY+D5NVyy9F9TsTml1uxlll29WrSR22pOZUq8fm6aefZubMmbRo0YKnn366wrIqlUrm2QghhBBCiHqle/ZhtCYDAKebtCdHV/YX9domZ1C72Hp12hUYCCsw8lNRJ/KtDWO6RW5msrLt4i2BTSl//fUXd911l7JdEZVKVZ2qhBBCCCGEKJPFYkWtrvpnTVezgV5ZF9ajUas5FNIdylpvXmtE28w2lEtltTIsPY8iXNjcQHprAHIzbIGNSqND7+5Xx62pGdUKbH755Zcyt4UQQgghhKgt9oU4E1NylX1R7RtfdnJ878z9uFpMADQedD35Jl8gu1Q5XfBxVFpbxrSo3CKaGs38oY2m0OritHuoSSaTibzsVABcvRqjUjltNkq9cnXelRBCCCGEuKaUXIizMotxehQX0CPbth6jRa0h5LZbyyxn0mWiaXxhYUuLlRvO56PxbsRebWfn3kANOnPmDFaLGQCXq3R+DUhgI4QQQgghrkHXZe5DZ7V92D/XJgqXwMBSZSxWC1k+O7HPqBickY+P2YJ/zG2YVdUa+FSr4ktkRHP1alyHLalZ1fqJDBo0qNJzZ1QqFT///HN1qhNCCCGEEKLaPAqz6Zpty3BmUGlJ6nBdmeV+P/UXJpfzADQyFtMvq4BsXSChnQbAz3/UWnur68SJE8r21dxjU63AplevXpIUQAghhBBCNCgdT/2FBisA//hGoHEpvQ5NMQY+3POV8npUWh5aYL/f9XRTa2qnoU5y9OjFNNWuPkF12JKaVa3A5pVXXnFWO4QQQgghhKhxeSdOEpJ6BIBCtZ6//SLoU0a5RHUcOYY8ACLziggrNHLY1JQU1za12FrnOHz48IUtFW7eTeu0LTVJ5tgIIYQQQogGw2KxXvnJViun3nsf+3ijbX6RGNX6UsVUHlmkqg8BtoQBw9PzMFtVfJ7fCxrYaCWLxcKRI7ZAzsWzEWpt6fu9WlSrx+bs2bMEBgai0+k4e/bsZcs3a9asOtUJIYQQQohr3KWpnSuT1tnO7+wxsvftByBT58VO3/alC6ks6EP3g8oWQA3JyMe32MIvRRGkWnzo4JzbqDVnzpyhqMi2sKirz9X9Wbxagc3gwYP55JNP6Ny5c6USCRw6dKg61QkhhBBCCKGkdgZo3tizUueorWZa7r247uKvAVGYVaXnymibxaN2tw1BCy4y2RIGWNz4vrDhpHcuyd5bA+DmK4FNuebOnUuLFi2UbUkkIIQQQggh6qPu2Udwy8sEIM2nGUc9QkqVMWmz0AbaMoiprVbGpuaiATYURGGgYQ7hKtmx4CY9NuUbPXq0sj1mzJhqN0YIIYQQQghnczUX0Tdjr+2FSsXuNv0hx/ELebPFTJbf36jUtiFo12cW0MxYTLI6iB3G1rXdZKcp2WNztQ9Fq5HkAVarlby8PKzWakzuEkIIIYQQwgn6Z+zB1WIEoPHAGLLKWKRy45HNmPS2Hp1AQzGDMvJBpeZX3fVYabijkuwZ0dQa7VW9OCc4ObDZs2cP06ZNo0uXLvTs2ZMuXbowbdo0du/e7cxqhBBCCCGEqBTf3FS6XViM06zREXLH7aXK5HOej/d/Y3thtTIuLQct4NvnFtLVgbXYWucqLCzk+PHjAHj5N0PVwNbfqSqnBTbbtm1j0qRJ7N+/n+HDhzN9+nSGDx/O/v37ueOOO9i2bZuzqhJCCCGEEOKyrBYLUcd+Q31hMc7EiL64BAQ4FlKZOaH9DbPFDEBMVgEti4rJ0/rh229cbTfZqQ4dOoTFYgHAr3FoHbem5lVrjk1J8+fPJyIiglWrVuHh4aHsz8vLY8qUKcyfP5/PP//cWdUJIYQQQghRoZSfNxOQmwJAus6H5LBepcroWhylUJUFQJChmKHn8wGIC7iJzjqXWmtrTdi3b5+y7dekVd01pJY4rcfm2LFjTJ8+3SGoAfD09OSee+7h2LFjzqpKCCGEEEJc5aq1ECegNRRw+oMPldc/BvbGeslQLLV3Otqg0wDorDDxXDZaYFtRW9JdW1ar/vpg//79yrZv41Z115Ba4rQem4CAANTqsuMkjUaDv7+/s6oqZf369axZs4aTJ0/i6elJly5deOutt5TjsbGxLFq0iPj4eIKCgpgyZQqTJk0qdZ2VK1eydu1a0tLSCAsL44knnqB379411m4hhBBCCFG2SxfihKotxhmy7zeKc23r0RzwDOWMexAOg7G0BvStL/Zo3JSeSxOTmWyLG18Xdqd0307DYw9sVCoVvo1DyE411HGLapbTemwmTJjA+++/j8lkcthvNBpZtWoVt956q7OqcrBkyRJeeeUVRo4cycqVK3nxxRdp3Phixoddu3Yxc+ZMIiIieOeddxg9ejQvvfQS69evd7jOypUrWbRoEZMmTWLFihW0bNmSe+65xyFFnhBCCCGEqD32hTjt/6VmFFTqvOaFKTQ5uQcAk0bPL426Oxy3YkHfZi8qve2DfrsCE32yCwH4KP86Cq0Newga2D6D2zOitW3bFq3OtY5bVPOq1WOzatUqZVun05GUlMSQIUMYOnQogYGBpKWl8dNPP6HRaHB1df6bGR8fz/Lly1mxYgX9+vVT9g8dOlTZXrZsGREREcydOxeA6OhokpOTeeONNxg7dixqtRqj0cjy5cuZPHky06ZNA6BXr16MHDmSt956i0WLFjm97UIIIYQQwvk0FjM3pV5MWrW/VTT5KneHMnleh9B4nwfAvdjKrSlZqIC9mk4cMgXXZnNrzNGjRzEabSmuO3XqVMetqR3VCmxeffXVMvd/+OGHpfb973//Y+rUqdWprpQvvviCFi1aOAQ1JRmNRrZv385jjz3msH/kyJF8+umnHDx4kE6dOhEXF0dubi4jRoxQymg0GoYNG8Z7772H1WpFpWq4+cuFEEIIIa4VfTP3EGDKAcArPIzjTSLh7MXhbPtTDpPrdWHuiRUmpWThZbai9QtiS2FfoLAOWu18JZdbiYyM5FB+3bWltlQrsNm8ebOz2nFF9uzZQ1hYGMuWLePDDz8kNzeXrl278p///IcOHTpw5swZTCYTrVs7rhbbtm1bwNbj06lTJ+Lj4wFKlWvTpg35+fmkpKQQFBRUrbYWFl4dvySi5tifEXlWRGXI8yIqS54VURV19bxc+gWySqW6otE+TQznic48AIBFpabt/TPgsxPKcSMFvLF9Pfb1Noecz6dNoQkrKhqPehDTp8nURGBTWFhY6wvX//3338p2VFQUh/64+iObagU2wcF121WXlpbGgQMHOHbsGC+88AI6nY6lS5dy99138+OPP5KdnQ2At7e3w3n21/bjOTk56PX6Ur9APj4+AGRlZVU7sDl16lS1zhfXDnlWRFXI8yIqS54VURW1+bzodDoiIjqi1VZv8UiVxcywlK3KmjVJEX3pHxICnLAX4LhmM3lFtt6cVvnFDMqyfdg/4t2HNs3DgeRqtaE8J0+erPVg0R7YaLVa21C0P/6q1frrgtOyotUFq9VKQUEBS5YsoV27dgB07NiRwYMH88knnxAVFQWU/hbAruT+ssrYI2tnDENr1aoVbm5u1b6OuHoVFhZy6tQpeVZEpcjzIipLnhVRFXXxvKhUKrRajUMGtKpkP7MLT4ijiTETgFS9L0nt+5Q4akXX8iB56lQA3ItV3JGSiRo4YQrkkG9/hjnjZsoRGhpaaz02KpWKnJwcEhISAOjQocM187vv1MDmn3/+Yc2aNcTHx1NUVORwTKVS8fPPPzuzOnx8fGjUqJES1AA0btyY1q1bc/z4cQYOHAhc7Jmxy8mxRer2nhtvb28MBgMGgwEXF5dS5ew9N9Xh5uaGu7v75QuKa548K6Iq5HkRlSXPiqiKunhe7BnQAJo39qzSuXknTtDxtK2HwoKKTY2vI6zEmjWaxmfQNk4EQKdSMzU5HU+LlXyLntX5A+iiclqi4DLVZmBhsVg5fPjiMLQePXrUWt11zWk/xR07djBlyhRyc3OJj4+ndevWNGnShOTkZLRaLT179nRWVYo2bdqUud9qtaJWqwkJCUGn03HixAmH48ePH3c43/5/+1wbu/j4eDw8PGjSpImzmy6EEEIIIZxAZS7m6MI3UFstAGz360iyayPluEGfiq7lYeX1mJQcmhuKAVib35csi+Pi8g2dWq1iyaqNyut89bXzOdZpgc2SJUsYM2YM7777LgAPP/ww69at44svviA/P98hBbOzXH/99aSnp3P06FFlX0pKCidOnCA8PBy9Xk90dDSbNm1yOG/jxo0EBgYSEWHr4oyKisLLy4vvvvtOKWM2m9m0aRMxMTGSEU0IIYQQop4K2fcbhQm23pgUvR9/+ndRjqXmnyfTfwsqlW0YWJ+sYrrl2NbC+bWoAwdMLWq9vbXhxLH9yraHf6u6a0gtc1pgc+zYMYYMGaIEAWazGYD27dszc+ZMli1b5qyqFEOHDqVjx4488MADfPfdd/z888/cd999+Pv7KwuCzpo1i/379/Pss8/y119/sXz5ctavX89DDz2EWm27fb1ez4wZM3j//fd577332L59O0888QQJCQncd999Tm+3EEIIIYSovpYFyTQ79g8AZpWGDU36YVHZhqAVY+CV35dh0djWcgnOg5HpGQCcUzVhQ0FU3TS6hplMJtKTbAvM61x98AmoXgKshsRpc2wKCwvx8PBArVaj1+vJzMxUjrVu3brUMC9n0Gg0vPPOO8ydO5fnn3+e4uJievbsyYIFC5Rxod26dePNN99k4cKFfPXVVwQFBfHss88yfvx4h2tNnToVq9XKmjVrSE9PJywsjBUrVhAeHu70dgshhBBCXIssFitqtXNGwriYjQxL3aK83te6D+kqP9sLlYVjmp/JzTkHgLtBw/TUc6gBjYcv35qHYcbslHbUN3v37sVsMgDg2bjdNTXyyGmBTbNmzUhPTwds68TExsYSExMD2JIK+Pr6OqsqBwEBASxYsKDCMjExMUpbyqNSqZg+fTrTp093ZvOEEEIIIcQFarXKIfsZXFkGNKxWbkjbjk+xbViZT2Qnjvl1hbM5gBVd633kqm1Bjc6sZVZyCm4WKxbUNBv7GPnrU4Dsci/fkG3fvl3Z9mocVoctqX1OC2x69erF33//zb/+9S/Gjx/PCy+8QHx8PHq9ni1btnD33Xc7qyohhBBCCFHPldc7UzL7GVQ9AxpA6LmDdMw7BUCxzoV2D90Pa2wLc2qbH0UbYFuPRq/WMjXhPAHFtt6Zvf5DaNuiA5BS5Tobim3btinbno3bVVDy6uO0wOaBBx5Q0ipPnDiRoqIiNmzYAMCMGTNkrooQQgghxDXk0t6ZK+qZKUP+qVN0Ox6rvD7R/SZiAgMB0DQ+ja7ZSdsBK0xKL6SVwTYsa7uhDWc9r855NXYmk0lZmFPn6oOLV+M6blHtclpg4+/vj7+/v/L67rvvll4aIYQQQohrWHXWpimLutjIkdcWoLHYemB2+oRjbNEBgAK3U+iaHVLK3phhIfzCnO9jpiZ8mh9Nv6t8vsm+ffvIz88Hrr35NeDErGglpaSkcOTIEVJSrt5uPiGEEEIIUYusVlrv/J7CpLOALbXzLwG2xSf/TtxNlt/f2D/HR6bDwEzb3O9MlS/v5V2PGU2Zl72alJxfc60NQwMn9tgA/PjjjyxYsIAzZ84o+0JCQpg9ezb/+te/nFmVEEIIIYS4hnTOPU5gqm0ejUmj46ugGMxqDVmqRBZt+xkurFXT6ryO27OSAFC7efGNZRQF1jprdq3aunWrsn2tJQ4AJwY23333HY888gitW7dm1qxZNGrUiLS0NL777jtmz56NxWJh2LBhzqpOCCGEEEJcI5oUnWdo2t/K6x1hg8g0eaP2yuC4ZieWC0PTgjJduTfzDCrAjIZm458ie/05rtYMaCUVFhYqiQNcPf2uufk14MTAZtmyZQwYMIC33npLWfgSbAtk3nvvvSxbtkwCGyGEEEIIUSXuxYWMOfcrOuuF4OVfN5BYGIY6+xT6sJ1YVBf253vywPkTyjyLnY1G0K5Fe+Bc3TS8lm3bto2ioiIAmoZ2uebm14AT59icOXOG22+/3SGoAVCr1dx+++0Ow9OEEEIIIcTVwWKpuXFeKouZW879rqxXkxMQTOj0qRj0qejDd6DS2IKaSI8g7k8+ocyi+Sy/J4ke1c/A1pD88ssvynbT0K5115A65NQFOgsLC8s8VlRURNOmTZ1VlRBCCCGEqCectuhmGbrE/0lIkS0ZVa7GjaN9xhB8/jgZAb+jUtuCmsYmP27dt1/5ULupoAt/GDpQ8dLsVxer1aoENjqdjsYhHTmTbqrjVtU+p/XYTJ06lTfffJOMjAyH/efPn2f58uVMnTrVWVUJIYQQQoh6xJ7W2f5fakZBta+Z8vMvtDu7F4Bi1HzR9HrS3LN49c/lWC8ENa7ZXsw8cxydxQJAbFF7vi/qXO26G5r4+HhOnz4NQK9evdC5uNdxi+pGtXpsXnrpJYfXeXl5DB48mOjoaAIDA0lLS2P79u34+flx/PjxajVUCCGEEEJcG7zSE4j/8mPl9Y+Ne5PS1Ey25iesZlsQ45blzeNpJ3G9MMfmsCacLwt6Atfe3JKSw9AGDRrE4erHlQ1StQKbDz/8sMz9v/76q8PrwsJC1q5dy7PPPlud6oQQQgghxFXOz5hD+JYfsBYXA7ZFOA+0cUHfajfWCzGLf4E/D6Qdw+1CUOMe3pufT3fHSl5dNbtObd68WdkeNGgQhzeercPW1J1qBTaHDx92VjuEEEIIIcQ1ztVcxPjkzehMtnnb5/xaENvRD33IQaVM34Awbji+DZcLQU2SWxj9Rj+C5Y0/66TNdS0jI0NJ89yiRQvatWsHXJuBjdPm2AghhBBCCHGl1BYzY5N/w99kS0LgFtKC76Obogk5oZRpY2jByJ1/44ItqNljDOHvwFtQaZy65nyD8uOPP2I2296PYcOGXZNpnu2c/hRs27aNbdu2kZWVhZ+fH9HR0fTp08fZ1QghhBBCiKuE1Wqlx5GfaVGUCoDR1YNdw1uTnX1IKROYFMi0wl2AbY7NHmMI7+cNoL9KU9Ylr3oWixW1WsXGjRuVfSNGjKjDFtU9pwU2RqORBx98kNjYWKxWK1qtluLiYlasWEFMTAxLlixBp9M5qzohhBBCCFFDyvvW3/5h2tlOr15Dy9SjABhVGr4b0ITTF4Iaq0VFy8RG3Gc4gL3qY+q2vJ8XjeUaHnykVqt46Z3f+C32dwDcvALYl+xCVB23qy45LbBZtmwZf/75J48++ihjxozB39+fjIwMvvzySxYtWsSyZct4+OGHnVWdEEIIIYSoATqdDr2LS5nHLl2zxhnr1TQ7vJ2kfbbEU1ZgU7QfpxvZkgCoLFran/ZhivmAkuzMq8tgvj/SHgu55Vzx2rFjWyxWi20YmlezLqRllr2m5LXCaYHNt99+y7///W+mT5+u7PP392fatGkUFBTw1VdfSWAjhBBCCFHPabVaNGp1uYtu2tesAWje2LNadXXOPkbL49uU15t7+HAq1NYLE+DmS9RxPYPN+5XjR717cePwGViPxlar3qtFwtG/lW3fFtdyX42N0/rvzp07R48ePco81qNHD1JSUpxVlRBCCCGEqGE1sehmSWF5p/lX2nbl9ZbOHhwIs/UUeVgCmG3yYXDhxaBmY0E39vsOuqYnx5d0/vx5Uk7vA0Dn5otHQKu6bVA94LTAxt/fnyNHjpR57MiRI/j7+zurKiGEEEII0YC1LDjLqHN/oMYKQFy4Gzs6utsOZgRyz9lstIf/AcBiVfFpfm9+KooECWoUX3zxhTIMzb9lT1Sqa3e+kZ3T3oFBgwaxePFifvzxR4f9P//8M0uXLmXw4MHOqkoIIYQQQtQAlUqFq6trjdYRmJnAuORf0V7IbnYw1JU/ojxBpUJ3tjmPpJ0hqMi2DosRHe/kDWSLIbxG29QQffrpp8q2f2h0Hbak/nDaHJvZs2cTFxfHQw89hJubG4GBgaSnp1NQUEBYWBizZ892VlVCCCGEEMIJLs1y5ubmRuvWrWusvuz9B+i3fyNaq62nIb65ns29vXDTuRGc3IqJedvx0BgB0Hj68bnpRg5m6GusPQ3V/v37OXjQtmipe0Ar3Hya1nGL6genBTY+Pj589tlnfPHFF/z1119kZWURERFBnz59uOWWW9Dr5aEUQgghhKhPLs1yBs7JdFYWr7QEDr64Hq2lGIATwXq+6+uDC348E9QN9eH1aNS2XpxsXSCRd79E2rv7gWynt6WhK9lbEyC9NQqnBDZFRUVMmTKFBx98kNtuu43bbrvNGZcVQgghhBA1rGSWM6h+prOyBBem0uGPzVjMJgBONtPzXT8firOCmGqyoDvxiVL2kKkpx1rcRjfvRk5vx9WgqKiIL774AgC1RodfSNnJu65FTglsXF1dOXr0KBrNtbnyqxBCCCGEKFvzwhRuTf4ZzYWJ7qea6tnY1xdVUmtmFhyjlfa8UnZzYUc2Fnajv7pm5/k0ZBs3biQzMxOA4HY90Ord67hF9YfTkgd069aNvXv3OutyQgghhBDCiSwWa63X2TjzBBOSf0R/Iag5HaRn03XNCIgP48mi3UpQo9Lq2aS7kW8Ku2Nx3sfTq9KqVauU7bZdh9ZhS+ofp82xefLJJ5k5cyaBgYEMHToUDw8PZ11aCCGEEEJU06XzaWpqLo3d3u+/ot/+b9HYps1wqqmejNsHMXT7efpqtqBW2QKtfI0PYXc9x7F1p5H5NBXbtWsXu3fvBqBTp04ENAsj+2xO3TaqHnFaYDNhwgRMJhNPP/00Tz/9NK6urg4LKKlUKnbu3Oms6oQQQgghrnmXZjUDMFusaNRlr/dScj5NTcylAUBlRn36a7I/O4jmQifRseauxPcaxH0JZzCY9sOF5h0xNeVY81uJDAoFTtdMe64iJXtr7r77braflXV9SnJaYHPjjTfKSrBCCCGEELWovF6Y2sp0dimVeza9rH/S+++L82YOtPDigF9X/n02FoMlH7AturmpsAs/FXVigEbmiFTEHrympKSwYcMGAPz8/Lj55pvZvvyvOm5d/eK0wOaVV15x1qWuWH5+PjfddBMpKSl89tlnREZGKsdiY2NZtGgR8fHxBAUFMWXKFCZNmlTqGitXrmTt2rWkpaURFhbGE088Qe/evWvzNoQQQgghKq2sXpjayHRWkhUz2qbHGJC+h16HCpT9B1s1B09PHnD5gwuZnMnDg/dy+xJfHFSjbbpa2IPX7z59G6PRtsZP5+gbcXNzq+OW1T/Vnp1VVFTExo0bWbFiBZ999hkZGRnOaNcVefPNNzGbzaX279q1i5kzZxIREcE777zD6NGjeemll1i/fr1DuZUrV7Jo0SImTZrEihUraNmyJffccw9HjhyprVsQQgghhGhQDqfFc77RD4xIiHMIajyGXkfnxgUMcT+MfWScW+uufOQ6UYKaKjpx+hzHdv8MgEqtJbz7v+q4RfVTtXpsUlJSuOOOO0hMTMRqtQ2i9PLy4p133qFr167OaF+lxcfHs27dOp588kn+7//+z+HYsmXLiIiIYO7cuQBER0eTnJzMG2+8wdixY1Gr1RiNRpYvX87kyZOZNm0aAL169WLkyJG89dZbLFq0qFbvRwghhBCiXtOYOKnewkvfH2TEn9m0SLGtUWMB8tu3pWnu34BtMc5iq5pDftcz6rYZFC76HTDWVasbpOO7fsRSbAAgoHUfPLz86rhF9VO1emxef/11UlJSmDFjBm+//TbPPPMMOp2O//73v05qXuW9/PLL3HbbbYSGhjrsNxqNbN++neHDhzvsHzlyJGlpaRw8eBCAuLg4cnNzGTFihFJGo9EwbNgwYmNjlcBNCCGEEKK21UWq5vJYsaL2O4dr5J8UFR1g/E+ZSlBjUqkxhfoQ5n0cLLagJqnYj/k5wznm0xuVSlI5V1VBQQHH4r63vVCpadJeUjyXp1o9Nlu3buXf//43s2bNUvaFhIQwY8YM0tPTadSodlaM/f777zl8+DCLFy/mwIEDDsfOnDmDyWSidevWDvvbtm0L2Hp6OnXqRHx8PECpcm3atCE/P5+UlBSCgq6827SwsPCKzxXXBvszIs+KqAx5XkRlybPSsKhUKvQuLmjUjgHApUkCoPYSApR0NuccGQF/4BKcTJN0EyP+yMaz0DZ5xqTREhBmxcPLPrdHxQ5tN9ZldMCMhrBabWn9UlhYeEVfkqtUKt59912MRXkA+If0wMWzdj5fN0TVCmzS09Pp2bOnw75evXphtVprLbApLCzklVde4ZFHHsHTs/TEuOxs2y+Xt7e3w377a/vxnJwc9Ho9rq6OK936+PgAkJWVVa3A5tSpU1d8rri2yLMiqkKeF1FZ8qw0DG5ubkRERJSZ6ay2EwI4UBdzRv03j/7wPmZXM+1PFjL4r1y0FxIC4KqhWVgx2gsfo/I1PrS9/TG2fpaKWdam4eTJk1f05YLJZGL58uW2FyoVQR1lbk1FqhXYmM3mUoGAi4uLcqw2LF++nICAAMaMGVNhufJSUV+61s6l7NF1dVNZt2rVSrJXiAoVFhZy6tQpeVZEpcjzIipLnpWGxf55o1bWm6kUK5pGZ9E1P8o5jQFVsZW+e/LpUSJJgN4L/NqaUevAYoU/DeFktRtOZEgEkFp3Ta9HQkNDr6jH5n//+x85ObYFOANaRePqLUkXKlLtdM8nTpxAo9Eor+0BzYkTJ0qV7dixY3Wrc5CUlMR7773HsmXLyMuzddEVFBQo/8/Pz1d6XOw9M3b2h8Tec+Pt7Y3BYMBgMCjBWcly9utcKTc3N9zdJU+7uDx5VkRVyPMiKkueFVFVRt15XCL+Qe1p+wylN1oYtjWXlmcNShn3QPBuCSo1nDP78HF+H04WNyZG7VLeZa9JV/Klwrlz5/jggw8AUGu0NO00/DJniGoHNk8//XSZ+5944gll22q1olKpOHToUHWrc5CYmIjJZOLee+8tdWzy5Ml06dKFDz/8EJ1Ox4kTJxgwYIBy/Pjx44BtDk3J/8fHxxMRcXG8anx8PB4eHjRp0sSpbRdCCCGEqI+KyOH1re+S3ninkmUqIKuYkX8U4JN7MajxbgkeTQC1lr/U3fgkIwwzmjKvKapu3rx5FBUVAdCmyxD0Hv513KL6r1qBzbx585zVjivSoUMHJZK1O3ToEPPmzeOFF14gMjISvV5PdHQ0mzZtYsqUKUq5jRs3EhgYqAQxUVFReHl58d133yn7zGYzmzZtIiYmptpD0YQQQghx7bKvHn+5fXVKa0TX7Dj7tIlYEyzK7vaHLQzalYXOatun0oJfW3DxhvP6ZnS563EWf3hC5tI40c6dO/nss88A8PX1pUPvW0jMtFzmLFGtwGb06NHOascV8fb2pnfv3mUe69ixozL0bdasWdxxxx08++yzjBw5kri4ONavX8+LL76I+kLWEb1ez4wZM1i0aBH+/v5ERESwfv16EhISWLhwYa3dkxBCCCGuPpdmNesQ6s89N0fWcatsLKpitM2Oo216EpXGjH0miM6go98fZjqnXpwno3W3BTWFelc+z4vCNWIAPRuHAKWnIIiqs6X1tvL8888r+x577DH2ZHpBpgSOl1PtoWgNQbdu3XjzzTdZuHAhX331FUFBQTz77LOMHz/eodzUqVOxWq2sWbOG9PR0wsLCWLFiBeHh4XXUciGEEEJcLS5NCFDXKZwtFPPd0V9IbfItOk2Rsl9t1TK+STQe72zGK//ih2n3QPBupWKvNpKP0jtQaHUhRka0OJVareKuB+exe/duAJoEt+LOO+9kz+I/67ZhDcRVF9j07t2bI0eOlNofExNDTExMheeqVCqmT5/O9OnTa6p5QgghhBCKOknhrDKjCUxkj/Z3duwqwD4txmpVYU5tzqgcb5p99jUWky0hlEoN3q2gILg5ze+czZK1pyi0Su9BTTh37hyxG1cpr/sPn4ZWe9V9XK8x8k4JIYQQQjhJvZs3U4LJbCLf4xiuXQ6g0hswlThmzmiCy+nm3JW8Db+sLOyzOTSuoGrtxnp64NWkL72atAJO1XrbrxXPPfccJoMtw69/aDQt2nSu4xY1LBLYCCGEEEJcgbKCmLoeXlYmtZkU9UEe/O4Lsn0zKdninsFdOBPXiE4n4ohM+h6r8eJaK/oANVsad+Y3Y0fMaGTYWQ3buHEj3333HQBaFy+ad614jUZRmgQ2QgghhBBX4NIgxh7A1MnwsrJojGibnEHb5DSnNSa4uKYm5szGdPHszb16OHroA4xnTUrSAJUGggZ1ZYWhBwfOGuuk6deas2fP8uSTTyqvm0eNR+tSlwuzNkwS2AghhBBCXKFLEwLUB+cLMsn23oVrUDwqjdnhmEtRU3LjQ+hhSmeE7hOOfJeHKf/icaO7C/F9x3Ld/WMpWvgbIIFNTbNYLDz00ENkZWUB0DysN34h3eu2UQ2UBDZCCCGEEFcBlVsuJzR/cP+372P2MitDzqxWCLC25skbxvPjyu/oovkV9/N55CaBvZvGCuxuFM6PPj0Z4Nuiju7g2vTWW2+xdetWAJo2bUr3odNIOF9cx61qmCSwEUIIIYSoQH1OCGCxWihyTUIffgiNz3nSAfvMf6tFjTmtOZxrzg3N81Gvm8f12elkn4TcEr00BW6erA/oT7JrYF3cwjVt586dvPbaa4AtO+/ixYv5dLsRZLHTKyKBjRBCCCFEBepnQoBizqn389B335ARkGbP2AyAu84NdUYr8o4HcL3mJDFu3+N5voisZMg7S4leGhXBt4xkSXowyefyy6pF1KCUlBTuueceTCZbfrqZM2dy3XXX8en23+q2YQ2YBDZCCCGEuOaU1wtT3v76khBA5ZKPtskZNIGJnNGYIe/iMUuRO610kTw/9Ea+f2cVHT224qY2YcyF9FNQXHixbLrOh+T+N9Pv7puxLPyttm/jmldUZODf//43KSkpAERHR/P444/XcasaPglshBBCCHHNKasXpkOoP/fcHFmHrSqbBQvbE+I4H/AbrsEppY7ri5qQeyaYprlqhjc7SfrbD9PDUozFDFmnoTCt5LVU/OXbkT/9u9AvILj2bkIorFYrL7zwX/755x8A3Dz9Cew6mY9+Ola3vYBXAQlshBBCCHFVcEYvTHkpnOuCyqUATWACe7Sx7NhaCK4Xj1nNahrTjidvGsdX7/5Ae/NO2vqkQL4tWUBhOuQkgLXEHHSPNq352qcHO3JcS1cmas3bb7/NBx98CURg1wAAW4VJREFUAIBKrSWkz3SSsiA1o6DiE8VlSWAjhBBCiKuCs3ph6jKFc1m9M6aSx4vcMKe2QJvehCEts2HdXEYYU0BnO27Kh5xENcZsi3KOQaXjbJfrmfT8Pbz/xh+QIxPT68rXX3/NnDlzlNchPW/HI6BV3TXoKiOBjRBCCCGuGvW9F6ZsVlTuOWgbnWW39jd2bC1y6J1RWVX0DunGsV1ecDqPfi7HiPLajktmMfYOGbMJUhN0WNNNqLgY1Bz0bMUvjXrQvV07VBoNou5s2bKFhx9+WHnd8bqxuIRE112DrkIS2AghhBDiqlcfF9LMLMwmz/MwLp3iUbvbsgCUXL3EUuSGOa0F0Y07M93NyoHsz2nik+pwDasFElN9sSbmorOYlLVrct18+NavJ6fcm9XOzYgy+Xq5YLFY2blzB1OmTMFotC14evvtt2MMGsaJszl13MKriwQ2QgghhBC1RWVG45fKEc1+7tvwHlYfK+qSh60aokO6cmSXJ+bThfR1OUYf40rSEww0KVGuwKwl1RSCd3IO2rR0ZX+x1oW2d0xgQbwnp5JLpEwTdcLTTcfu3bu4dcJEjAZbWrrwyN7MmzePxxb/Wcetu/pIYCOEEEIIUYMsWNiVvJ9Mv79wbZKISltsW37RerGMOdcXc3oz+jeNYKreyMHsby72zpQol1Dsz97MpjROTqV50QkMXCyy27sdxTE3ETM6RlI41xPnEo4y6eU5SlDj1aQ9N0x4FK1WPoLXBHlXhRBCCCGczoraOwONfzK7tL+y43cDuEPJ3GyN3P0pOhdExkk/wi3Z9HKJp3PiH5xPNDv0zhSrtPh1jmHdTg0+hw8SVXDAoaZUn2A2encj1cWfGFePWrk7cXk55w7x2RfvYDIWAeDVOJw2/e9Dq3Op45ZdvSSwEUIIIYRwAitWDqcdJ8tnJ66BZ1DpbfMpzCXLFGsxZzahk18XnukVyYb319LW7S981IWlrnemOIC/DW3watGJwcdP0D1us0NgVOjlT7dZ01i/tZBUmatRr2Sc2cHp7auxWmw//cAWETTrfQ9qrb6OW3Z1k8BGCCGEEOIKWTGj9klD45fKbm0s//xSCJ6OPTNqq5boll05tMuVolNmuutO079gI2fffZ/uQMlJNkVqd5r0HMybuz05lGokOnM/nQ6tJs1iVq6Zo3HnT/8u+A0YwJA+vWDbb7V2v+Ly0o7FkrDzU+xjCG+66Sbcwm7lVErp4FU4lwQ2QgghhBBVoS4mQ3WSxdv2cq7pblzUtpVmSq43Y7WosWQFYs4IYmBwW6ZoijiQ9R1BPra1aUoWNltV7De14C9DGwI79mRW51BafraMAckH0ZZI3WzUuvCnTyfifMIpVmuJUZdMOyDqmslkIu7nVSTs+VnZ16nnUN5++20efeMPQAKbmiaBjRBCCCHEZZjVRWgaJaLxS0Xtk85xtYXjZ3DobVFZNUQFRxC/352ck1q6aZOJ0u+jXdJPnE+CoEuu6dI8nB9SmvBjahD5Vld8TLn02vkDcV/up4354gA2s0ZHy9EjWZrciMMpRbVyv6JqCvNzmDhxIvF7tin7mnS4kSFjZ6CR9YNqjQQ2QgghhBCl2BbNTFKn8p+fNpMSdAq9qnQplUWHKaMR5swmDG7eirtcTOzN+oGm3smoVdZS5ROL/YgzhqJv15uZdw1h78Lf0BsSiMncSafcE6ixKknQDCotO33bo+s/mAF3DsC08DdAApv6piAzgXVLVpKTactip1JrCekxkYDWfVCpynhoRI2RwEYIIYQQAjBjZHtCHFm+f+MaeBaV3kASQAYOk2asRheaaEK5Z9BQvvjwEP6Zh+ii30lI0o+cT4JgHMvnaf1oHj2YJf+4sCPD9u19jNaXnMNH6HPgW4LTTzjMydG4u7OvUUd+1LSmSONCjIt7jd+7qDqr1Urq0V9J2v0lVottaVVXD19C+kzHs1HrOm7dtUkCGyGEEEJck6xYUbnlovFJR+2TRpw2i51bLeDhOPkfQGvyoTDNH0tWIM0LixnWIgf/r9/mLkMilBF3pJi92WsMYY8xhNaRnXkspieZO38Daxbt8hPo+Msv7FufSPMS5xSp9aR16M24Z+7h4xX/UJSUXYN3L6ojMzOTrV8v4mz8TmVfly5daN57Gsk58vG6rsg7L4QQQogGx2KxolZfwTAfXRFpqmMs3r6PlKC9uAZfHNpVcuCY1azGkhNAG+92PPavgax/dxMBeUfpoNuDl08R5DgmCwDI0jchtM8glmxX80+yGnt41FqlwmI0Enp2P4PO7CTA5JiaOVfjxg7fDuz2DiM6IhStp6xFU5+dPLyDIYv+zblz55R9Uf1G8fmaN3hi6VbIkYC0rkhgI4QQQogGR61WMX/tThJTcgGIat+YycMiSpUzY2Tn2X1k+8Th4n8WtVs+J4GTp4FL5nS7WL0Y2K47f28zYzxjpJPuLH394sh7ewM3WcxQal1FFWfVQfyVF8xeYwsiu7TnsX49yPj7N8D24dbblEfI3l/55/ul9MjNdTjbPaQFv7mF81txEywqmWBe3xUbC0iM+4y4U9uVfRq9B616TyZmxL/Q62WNmromgY0QQgghGqTElFziLwzXat7YEwArxai9zqP2zkDtnWEbXvaHFTwdEpgBoLJoKc7xw5wdgDbbhxtb6vlXei5dc7bi63PhW3eD4zkGq5bDpmYUB3Vi9B1jWPzOHuLTL/mG3mqlZUEy3bMP0zY/ETVWikscPu3WhILuA5j22ARWL4rFIkPO6jWr1UpmQhyJcesxFV78WTVpGUlgl9vQu/vVYetESRLYCCGEEKLhUhej9swiUZ3M85t/I7nZSVyCL6794jC8zArWfB+au4Vy7+Dr+eqDHfhkxROuO0RLt3Q0aVZy0sD3kiq0fkH8k9OEbZmBHC9ughkNMV7BaL0cP9BqTAaSv93EjTs+x7sg0+GYSqvllH8bftW34ZxrI2KaBkvGrAbg+PHj/P7ZK6Se2a/s07u4M/flF9l+NogTZ3MqOFvUNglshBBCCNFgFJgKOZIez8HUY6QF7sS1aQYqtZWzwNl0Ss36d7X6MKBdF/7ZbsaYYKK9OpW+jU7ituZPbjMWlDnx34yaeFNjDpia49E2in9PuYGFi2KJLy6jZ8VqJbgwlS45x+h48gwnzCa8SxzO1biR2b4nY5+4i0/f28056Z1pEMymIv7YtJqlz27AZLo4m8q7aUdunTKbiRNv4q+Fv9VdA0WZJLARQgghRL1ktVo5X5DJkfPxHEk/wdH0E5zMSsBqvdAPoy+dvUxT7IkhwxdLrh/e+S6MbAExSen0yN6Jt9eFOS6Fjj05YMtilufbjuv+NZQXNmRyKMO2SnyMLqDMnhWtoYCkrzdww45v8CnIKHX8jGsTdvqGc8wjhP4RLdD7+lbvzRC1wmIuJvXob5w7sIliw8U5UXp3f5pHjcMnuAtevoF12EJRkQYd2GzatIkNGzZw4MABsrOzadGiBRMnTuS2225Drb44kjY2NpZFixYRHx9PUFAQU6ZMYdKkSaWut3LlStauXUtaWhphYWE88cQT9O7duzZvSQghhLhmFZuLOZmVoAQxR87Hk1lYcQ+HpdADS64f4f5teOj6rmxY+zM+eadooz2Mn3sBnIe88zj0ogCo3b05ZGjCzuxGHC1uSqbFk5jWwQwN64FR9RtQWKouldVCy8JzdM45TvsTCZyymPEp2X6tC82HXs8HqX7EZctE8obEarHw9ddf8/2q/5Kfnars1+v1tIkahkvz61Fr5Wda3zXowGbVqlU0a9aMJ554goCAAP766y9efvllEhISePLJJwHYtWsXM2fO5Oabb+app54iLi6Ol156Cb1ez/jx45VrrVy5kkWLFjF79mwiIiJYv34999xzD+vXryc8PLyublEIIYS4amUVZnP0/EmOnj/BkfQTnMg4jclSXOE5Lbyb0qFxOyIC2/HdZ8fwTE+grTaFDvlHKXh/PYOhjOxlUIyGeFNjDpua4tmmC9PvHsbri34n3nj5oWH5p04RGb+FG5MP420uKHU8wbUxe7zbEdi3DzFT+pC98DfIliFnDYHVYiEzIY4Pf9tM+rnTDsfaRfZl1fJXeePL00qSClG/NejA5q233sLf3195HR0dTUFBAWvXrmX27Nno9XqWLVtGREQEc+fOVcokJyfzxhtvMHbsWNRqNUajkeXLlzN58mSmTZsGQK9evRg5ciRvvfUWixYtqpP7E0IIIa4WecZ8TmSc4XjGKeIzTnMi4wznCzMrPMdV60K7gFaEBbShnW9zQoxmNOdOYzh+hKLY75lamAf2JV/MjucarFpOFgdiDmzH0FE38J9Pz3I0Iw+AGH0QKtWlOdIceRXnE5F7ks4/bmL3+jTaX3Lc5OJOq2FDeTfRiz2ZtmvFaHWVfTtEHbOYizl/YhvnDv2AITfV4ZhX43Cadb2FYYOvIzQ0FDhd9kVEvdOgA5uSQY1dhw4dMBgMZGVl4evry/bt23nsscccyowcOZJPP/2UgwcP0qlTJ+Li4sjNzWXEiBFKGY1Gw7Bhw3jvvfewWq2SuUQIIYSopKJiA6cyEziecZr4C4HMuby0y57XxDOQ8IDWtAsIpY2LH41zMjEkHsPw9+8YU06RY7WUe65Jpcc7tCM//397dx4fRX34f/w1M3vmvgksdyDhvhpFEAig1gu1Wq1HwbZYtdSW9tvSr7WH/ba1vx5atF6tV1ur1Hprq1AVNSAooNw35ICEhNzZbPbemfn8/thcmwMCRiD4eT4e+2D3M585dveTYd47n89MmYNNDSmU6emYqBSMcnHFkLEYSvVx169FglSvfo85218ny32ky/gdA4WSeBe7EnMYeP505t48He/yQmiUv+b3F6GAjyeeeIJVTz2Ev7k+ZtrUqVNJGPlFvJah8rivn+rXwaY7mzdvJiUlhfT0dEpLS4lEIowcOTKmzqhRowAoLi5mwoQJFBcXA3Spl5OTg8/no7q6muzs7E+1XYFA1766ktRRaxuRbUXqDdlepN76rNtKQA9S3lRJmaeSw00VlLrLqWiuQnQZnh/LaXEwMm0oOWnDGZ00iGE62GqPEqk4SHDjOgxvI3XHmF91JlIcSmeHN42iSDYjJ07khzeey+blhRzq7uplPbAbYUb7yhnjPcTI4qMUCZMBneok5uVRaA5knZ5FQHMAkK3KG2r2J0FPNbUHC9n5ykYi4WDMtISsXC6+aiF/+sVi/uf+NbLbWT92VgWbnTt38sorr3DHHXegaRpNLf1bk5Jihwy2vm6d7vF4sNlsOByOmHrJydEhgW63+1MHm0OHDn2q+aXPD9lWpBMh24vUW5+2rQgh8Bp+akIN1ITqqQ7VUxOupzFy/Pt4aIpGli2NgY5MhsYPYHr2ELat3objYDkDzN2kikb8QNfRKy3rBo7qKZTqmZTqWWTmTuBbX7+IB+5f03ZzzBHH6VoWsz3hANWr32PWzjfIaihHo+uZoAZrIrsTRxI/fQbf/dZF/HV5IQF5wNuvGIbOf//7Xz54+U9UHdrRZXrSwPFkj7+EhIwcho6S9xU6G5w1waa2tpalS5cyceJEbr311phpPTXUjuXd1Wm9nGRfNPThw4fjdDo/9XKks1cgEODQoUOyrUi9ItuL1Fsn01ZMYVLlraXMU0mZp4KypgrKmirxhL3HnVdVVIYkDyInbRg5qUMYImykNdRjVB8iUl6CXvcBmAZTj7GMoLBySM9AZOQw79K5/N9rNeytbP+VvcCadsL/N9vDfiZ5DpLnPcyI4iqKhMnATnVCzkSGXzCbZyvi+djjAEWhIEHeVb6/CTQdpb70I55842P83tgwarHauenG66lWx1MbTDxNWyh9Vs6KYNPc3Mytt96Kw+Hgz3/+M1ZrdPBe6xmXpk5XJvF4or8utZ65SUpKIhQKEQqFsNvtXeq1LufTcDqdxMV1cxcwSepEthXpRMj2IvVWd21FCEF9oDHalcxdSXlT9HGkuYqIEelhSe2smpVhyS6GpwxmWFI2uz4sJ7HOTbbRQIa5nkwa0ITOseKQLlQqjVT0lKGcWzCDP61u5OOjGqJlfMzlOVNbLr8cPMZSuiEEGWE3rr2H2fG/L3PF/gNdxswANFni2B8/jP0Jwxg1YwrzF51Dw/JCaJZnZ/qThoYGSna8x/4t7+GrL+0y3RafTuboAq686sv87La5fH95IbXyDNxZp98Hm1AoxJIlS6irq+P5558nNbX9l5WhQ4ditVopKSlhzpw5beVFRUVAdAxNx3+Li4sZN25cW73i4mLi4+MZMKBzb1tJkiRJ6l88IS8lzeVt4aV1XEwg0rvAkGiLZ3jqEIanDObgTi/2Oh9Dwl4GiHoGW4pxhhoYfZxxNSgq1gwX9oGj+M9eky118VQYqRhoFOS4uHBKPvXvFSI4uQNOU9fJbCxneO1+RvvKSdG9UA7NxN7IMxSXxIiLCnimzNF2ZgZglOyK1K8Y4QDuiu28unU3D/10O7oee6lwVbNw2aWX0GQbF70ggKriiEs4TVsrnQr9Otjous73vvc99u3bx7PPPovL5YqZbrPZOO+881i1ahVf//rX28rfeOMNMjMz20LMtGnTSExMZOXKlW1lhmGwatUqCgoKZJ9LSZIkqV8QQtAU9FDRXE2Fp4oKTxWHG49wqLEcf1HvAoyiKAxMyGJI8iCGJQ3kwJZa4uq8DNI95DgrSDe2cb6/07gao+tyTAE+axrZuWP56KiDA75katVMJg4ezM2XjWPnwULKjE//i3mC7meEv5LRGz5m08o/MdfX/Ugdd3w6u22DKIofQu55k+SZmX4qFPDx2muvsf61v3K0dDuim/seOZIHkTFyJguuuIqf3z6f7y8vlBcE+Jzo18HmV7/6Fe+//z4/+tGPCAaDbNu2rW3aqFGjSEhI4I477mDhwoX87Gc/44orrmDLli28+OKL/OpXv0JVowMNbTYbS5Ys4f777yctLa3tBp3l5eUsX778NL07SZIkSeqebhpUe2up8FRR2RJiKj1VVDRX44/0/upnmh5Huj2T83JGU7SzAWe9D1ckQJbRgMv6Cc5wI9M6XmK5mW6G2YOhWIgbOIJPqm3s9SRQYaRRqacwY+pwll2dT+HyQoqrmoAAAwb0dImAXm6zaZBcXUrp33bzxU/Wk+xrv2Rvx3xloFDmzIa8CVz77Wv48Yo9bQe3ufIHy34l5K2jqWIHTZU72fZCEabZNUkPGjSIhEFTUdMm4kwdgqIoOOOTulmadDbr18Fm3bp1ANx7771dpv3jH/9g+vTpTJ06lUcffZTly5fz2muvkZ2dzc9+9jOuu+66mPqLFy9GCMEzzzxDXV0dubm5PP744+Tl5Z2S9yJJkiRJnXlDPo56a9rOvlQ0V1PpqaLaW4txjHu6dBZvcTIsZTDDUlwMssbz8fvFxNe5GaJ4yEk4RPLBrczs/Mt3qPtlqXFJHAomc9CXRIWRyhE9jbGTxvLDRedy7/JCikN9+8u4EIJEfwP57gOM8FcyNFCFtcSgEug8AlaLj6ck3sVWZQClcS5Cmo2C0S4cA7KAPX26XdJnxzR0jpTs5re/fYe3nnsNT/2RbutZHcmkDJ3K/Asu4b6ffJUfPLBWnpn5nOvXwea9997rVb2CggIKCgqOWUdRFL75zW/yzW9+sy82TZIkSZJ6pSnQTI2/jqPNNVR5a6lq+fdocw2+yImd3dD0OCx6EgOcacwbkU2WYZLp8+NorCVSdJhI40YwdEYDtN7hoIdrBOiKhbgBw9hea+VAcxxVRgpDxozjjq/NjbnMMsCYE7jUcm8kR5oZFqhi1KYtfPLe41xSX99tPQEctWdQGjeI5CmTue27V/CvP30gD277GSEE+/fv58DmVZTu34q3tohtevfJOiltANddvYCi5mw8DERRVQYNd7X1wpE+3/p1sJEkSZKkM50Qguawry2wVHlr2kOMtxZf+MTCiyI0ND0BSySJ+IidsUnxzHMlsv/D/SQE6hmgVZOsBuBgtL5Jz/eHiU5XsWcOZleDnYPN8Rw1UqgyUhg/KY9li87lvuWFFAejQSHTkviZjDtNjPjIOLSTg3/awGUbPiE+1Nw2LdypbrPmJDBkFLOuvYh7P/SwtyZaoyDDhaLJm2b2B0IIgs01eGuL8NYcYP+bB3mgubGH2grx6cNJdk0k2TWJiwvy+dGic/j+8kKaZYCVOpHBRpIkSZI+pbAepsZfT423nhpfHTXeemr9rc/r8J3AuJdW6XGpNDdY0T0qCWGVScnxXDI8meJP9hMfqiNLK8GmGFALFMM0AGvPy9OFis+WxsCRObxfbLLH7eSonsLYSWP44aLp/LFDgAGgj8/CtBGCwNEqhlXtZXTNIYYFqkmNNMNhqAHiO1VXbTYq4wewR82iNG4QtbYUCqYN5urZ+YQ/LqRr9JHONMI0CTRVsHX9Fm5b+zir319HyN9zKLE4khg1dhrf+tqXeHe/jYoOmUde0Ek6FhlsJEmSJOk4DNOg3t8YDSq+9vDS+twd9Bx/IZ0JcKqJ5GQOorzED26dtIhJdiTE1HhBTkIAf20xVlrGvgSBasiDY/7v3Ww6CDkzGTE2j5W7guxptFFtJNNgxjNn6hCWXZvPxuWFFIejB5ZjlM/2LIep66R6qjjHXcrgQA0jyuvZ8pKPc3uobygaRxyZHHZmkzZ5ArfesYAfPLRedi/rRyJBDyV7K7nvvkLWvvoutRUHMCNB9vVQ32K1M2f2+dQbAwk7h+NIHsTcaYO57rp81i8vhEb53Uu9I4ONJEmS9LkX1sPUBRqp8zVQ52+kzt9Anb+BWl80vNT7GzFPYLB+KyEURNiBEnQyJC6RWcMHcGBrBXFNXobqPkY4G0ksOQxGh4H7KhCASKDnEzCGUKgzE6k2krFnuJg15ws88nY1W6s1/MJOwQgX516ez9b9hRRHTu1Bod0I4QrWMjhYy7jCQja+/kcuDPd8VsVApdKRASNHc+lNX+SXb1Vx8KgPiHYvU63HOA0lnXbhkJ8PP/yQ/R+/QVnpPvz1hwn7G9h5jHksNgdx6SNJyBhFQuYoLr5gJj/++gx5WWbpU5PBRpIkSeq3TFOgqsoxy0xh4g56YkJLfYfwUudvpDnkPeltSHEk4W+yILwKcRGV3AQ7MwclUrWrjDR/ExlqI/Fqy4H9YZgC0btFWoGut+Bop1loMBOpDMVTZyaSMmgIl3zxXH7/ahnbjpqYRLuKFYx2cenkfKreLcQvTu1BoWYaDAg3kH2wkgPL13PJph0kBtwxdTrHQd1iJ2PiWNY12tkZTqLCkYmuWigY7yJ54gTMd+pO2fZLvSeEoNldx+rVq9m78U2OHC4i4D7CludreUQc+8asFkcSCZk5TJn6Be664zqe+G8NJUfbx1FZLDK8Sn1DBhtJkiTpjNddgAFAEfy/Fes40lCLqQXIzFIYOzqO+kAjdf5G6v0N1AfcGN3c96K3FNNKkpZEbkYGR4qbsHgipOsRBkZCjHFEGKjVYHa8YaUXqIKBcNz/ZXXFSlzmQPbUWTjsc1JrJlJnJJIzdjTfvnkuDz7wAcX10bBSkOgiLmcqTWoTJqf+V21FmDibaqle/R7TDqxhdkMlmaFGNAQciQ71SexmPntWJgdIZZ9I4YhjAOOmj2PZonN5Ynkhh+Wv82ekSDjIjh07OLT7A46UHiTQeAS/+whbwz6ePM68qsVOXOoQ8sZO4NabLuHfnwQ52mxFURSmTnUxYcIElLcLT8XbkD6HZLCRJEmSTovjnW0JRoI0BNwtjyZe+3A3jQE3hhbA0Pxo9jAR/BgWE7Ki8zcYsL+njvzdUBUVi+lEC1tx6hYSdYWhdgvjU+zUF1WS7m8mW2nEoVS0XWWsjQKEur9hZdv7EQqNZhwNZgK2lCymTBvH8xvq2VevUWskMnXyKJYtOid65bEOl08eZElGUU/fFb5UYRLnrqbmvfeZXPQB0+urGBCqx16sU/Q25PQwn6GoVNnSOOrI4IgjiyHnTGLprfN4tmMXo8/qogTSCQv6vXz88ceU7HifI2WlBD1HCTZVseVfDTzci/kV1ULmwGFcPH8me6sd+NQBOJKyUVSVOVNdXHFFPu8eLETxygArnRoy2EiSJEl9pruwYpgCrUNZWA/jDjXjDjTx97e3UtvcgKEFSEg2yMhQaAw20RBwE4gEYxeuAQntLyPH7v0CgNAtqGE7mbY4JmSl0FjehNMXJCMSZpgWYpDhQwlUdZ3xCAwHOM4xuAAsiemU+WxUBJw0mAlkDh7MgkvO5bcvlbC9Y5exUS7mzcln3yeFFOutB/mn/wpPaiSEZ89eciq2k1tdyYBwAxkhN5Zik4PvQG4P8wmgzpbCUXs6CaNHcfVXL+Dnrx2i6Gh7t74Bzu7O4UinkmlECHnrKN5zhMce28yW1R9SfbSMoKeKLUEPf+7lciyOJFxDc7j8whlsPgQekY4jMYu5XxjKsoX5cnyMdEaQwUaSJEk6pt6EFdM08YSacQc9PLlqMzWeRgw1SEaGwsBsCzvLKgjoPgwtiFA73BFSA1KiT70mVNX0frusws7AhCSa68JofoMEXTDcrjEmSSN4pI6sUDNpSodB64dO+K0TESpuMx4Rl8bI3BG8t9dLSZOFBiOBejOBiZNG84NF53F/hzMuBQkunMMn4lHrT0uXsR4Jgd3bSP3Gjxlz+GMm1B1lQKiB1KJmdr7WcrnoY2iyxKFnD2XaBefw9DYvW5odhNXo2IiCHBcJo3IQavln/jakrvRwEH/jEULeWj5u2sj/7niBwrVbcdcfJeJ3A4K9wL97sSzV6iAreygFM6ey96iKX0nHmeLC6kymYKpLhhjpjCaDjSRJUj+kKApOp/Ok7+nQq0H3pklz2Isn5OWJNzdT3RQNK5lZKkMG2dhaUo5P92JqQUw1BErLKRQNSI0+bY5AaTntg+V7895MFSVsxRbRcOoqg+xWxqQ4aCqvJynoZ6ARYIARwNbdW28GWseeH+ejMVGwJaVT5rVyNGDHbcbTaMbhGj6Ua6+Yzv/98wC7KkOAQsFIF+ddmc+GokKKQ+0HdKZyBv43KgQ2v4fGLVvJLd/CmNoqMsJu0sNN2Ip19q2CiceY3UShwZoE2S6+MP8L/GOrh23NdgKag4KpLq68Jp/aQ4WEffLA9lQJBrzs3r2byqLN1JSXE/Y1EPY3ULHOyzP3NlJX137BhVJgXS+WabEnku0axrzzp7LziIJXpOBIzsbqSGbutMEywEj90hm4R5YkSTq79eYMyLHqmqbA6XQybty44y6jY5kpTLxhP55QM55gM8+u3kFtcyOmGiIpBYYMskenhbw0hZrxhnwIOoSVtOhTTxiKDxHtpmU7gTduqFgiFmy6SobVxshkJ02VTcQHQ6TrYVxKhMyIH4dpds0klZ1eHye06Gi4DSce00mTGUdiRibnTh/Ps2ur2Ver4DbjmTI5h2WLzmV5p/EtBXEu7ANzCCjlnNE3fxSCJN1HcnUplf+pZtqBjcxorCEj7MZRHGHPmzD5OIuIKBrB1CxGnTOBlSURdgec1NhSo1cpm+riqmvyqTlUSOAYN1OUPh1DjxDy1hMJuIkE3Hzi2cTP9r3GujXbcTdUE/LVsyUS7HWXsY40Wzz2xEzsCZnkjc7hpitn8tpHDdQF47DYE+QZGOmsI4ONJEnSZ6SnK3mpqsJ9KzZzpDp6udNpY7K4+bJxMWUAgwcksuyrX+hx/vJqN6YaxlRDjBoez8xpGby8djf1viZMNUhyikJqmkJJdS0h04+phtvPqkBMN7BmEyqOnMSbFApaS1hJs1gZnuikuaqZuFCINCNMNhHSIwESDBN750vCnkSvJUMo0bAi4rAmpjF23Ej+u91NqVulyYwjN284t9w4ix8++gnFle1XKivIdfHF6fkUrS/ksNG/BrFbzQhpEQ/pZW7Knitm+p6tzGmqIzXSjE3ocBhK1/Y8oB+i42EarYmQOZBJsybx0s5mdnnt1NuSmDNtCJcszKdkeSGV8uC2zwhhood8RAJuSvYe5dln97F7/Qaqa2qIBNyUrfHx9O89NDQ0xMxXCnzQ25UoCtkDBhBRkxD2NOwJmUydkMt3Fl3AY28eoby+/XriM6a6+PKX8/ngcCFu+T1LZykZbCRJkk5AT2Glu/LOAQbaQ8yR6ua2X0hdWfEEIkEO1VVR1liPYomgWMKYETvP76zEF/bTHPbiDftoDvloDvuoU5sQrvaDltoAfLSeaFhJipb5dKisIXp24wQusKWYChZdw6arpGoarjg7wXovznCYVENngAiToodI1E2cpjje+PpeiQiViCWB1AED2Fulc9RvwWPG0SScDB0+hOuuPJf/W7GP3ZVhRMvpmoIcF7MvyeeTPYUUh6OfZbYtE82ZeEYMyj8RimmQEvaQGmkmNdLMiC272HXgTS7fV0Jc6z12yqF8Iww9zrKaLPGYGdlMmDGBV/f42O2zU29LbjsLc8VX8ylfXkjdKb5x59lACIERCaAHPRwpaeTf/67k4JaPqKquIRJs5vUdEQr/FWF/URkBnxvRcpnxfcDrJ7E+RdWwxaWRNWAgM/PHsrMsgs+Ixxafhi0+nQtmjOPOTje2zJviYvLkydjebYQzaYyXJJ0CMthIknTGOZHwcCJ1eyrvqRtYd+XdhZWxI9K49aqJCCEI6iF8YT/esB9/xM/Bpr1Uh5pQLBGwhIk02ahZ/wF1GRXYUwMolgifWCJ87RUTssGR3b6uKuDlPd1+RMe9WldHilCwRFTsuorDgHRNZZDDgt7YTGIkTJoRItk0iDdMEgwTWy+uNtYbEaEStiSSNiCLvVU6VX6NZuGk2XQyZNggvnTpNH7/wgF2V+kEhZWCqdF+/fd26hpmi3Nhzx5JQClDEDnGGs9sqh7GV3oIV20R6Y3VpEa8jFgT5pO1T3FNdS0qHT74uughaVwPyzJRcFsTqLcmEz/YxeyLpvH4+lp2NFkIaTYKprpYsDCfw8sLqZa/zvcoGlSC6CEfRtjHof3VvPJKGQc2b2wJKx4atkZY/WyYotIjBP2etrCyB3ix0/LqT2DdqmZh0MBsAqYTQ0vA6kzB5kxh8riR3H7DHJ5YWU6FGxRF7bHLmCZvbClJMWSwkSTppH1WAeRY4aGzE6nbXf3O3cAEAqFEGDc6iYvPd/G3Vduodke7fA3KtpM3MoFdwSI8Dh+KpqNYItSHBJv+beIN+hBKp1SQDrb09pe1QO0RwN6eTU4oRwhI0KwoIYElLIgzBXGGSaoC6ZqJ3ecnydBJMMyWoCKwCXG8ISm95jNtmLYEMrKz2FMZorpLWPkCv39h/3HDSkG8C+fQ8bjVWoLi7DjwVoRJou4nsbacmkIf4w5tZGxDHSktZ2Hii4JsexVmdpzJAyF6zqkhi4NaSyIN1iSShw/h4gXn8sDqCnY0gKlET8MVTHZx3RfzadhVSOhzfL8QYZq43W68jVX46qrQw170kI/NzRZ+d2Q1m9fspqGhET3spawwzD+XB6mtq8c02s987gNe7bTcBk6czZGA5kjG6kzB6kxh9MghXH3RVP6zoZY6vxWrM4ULpufyo5vP7RJW8qa4yM/P59m1XpSmz+/3KUknQwYbSTrLnEio6O38cOJnLzo70QDSsasWwOCshB5DSWxdk+wsK3X+ev78+haqGt0INYKpRBg80MGE3GT2BA7gtnpB0/E2qex5+3UOU48+IAxaBEWBKh+89zbRLlwtwaQpBHv3Aglg6XA/lRAQil4864SopoJVV0hQVNKtFkxvCEdEJ9EwSBYRkkyDOMOMPloCjKOPun4BGKh4TTte04E1IYkRIwfz4f5mKpsVvCJanjNqMDddeQ6/eGYXeypDmLT/etx9WBmHW605a8JKR2YkQoLfzTD/UZJ1H8kRHzmbtrBz77+5rKgcZ7A5etblMBwshPG9XK4WH0edEk8VcTRaE3FbExk6fhSLF8/nR09uaWvbBWNcpJ+XT/OHhZiNZ9/nCxCJRAj5PQQ91RiRAIcP1PD66xUUb/+Eqpp6jEgAI+znzT2CLSst7Nx/BJ+vGSPsZ+vzfh64q+vtUg8DazuVebvUOjZN07A6ElGsCVgciVgdiYwYMohLCybw1id1NAYsWByJzM4fzU9vnc+PHlofs/+aMdXFwoX5fFJTiL+lXFH7xxgvSepPZLCRpDOI1Wo96cv3tup88H+s8NDbsNLd4PbuQ8WJBJCudQUGE3JTuKJgCGFrA2qiGzQdxaJTpbp5aXcNuwMHaLL6WkKJxv7Vb1CTVY8jMxStqxlsAba8SXQPl9n+3twh2LUTSARLy30DPYCnMVr3pD55ATahkKhZUII6Nl3gNEySFJMkYeCIRHB2CCZxhiDeMIkzTax91OULwETFGp9EjV+lMWzBL+wkpaYyecJwVm6u47Bb4BMOvMLBuDFDue3G8/nhI5vaBtgX5Lg47+p81iwvpDjY/h0lO1zYsoYSUEow+3E3sONRhEmcESRR95Na4ePomzVMLNnK+MYGkiNeMo8E+ehFL5d2nrEx2obij7P8Zs2JSM1g1KRRvFcSoDhgxW1NZNy00Xxv8Wz+5/41MX8bqRkurElJffwuP1uhUIiQ30OouRZDD2JEgpTsreTVV8sp3r6F6tpGjEiQ98tUDm98mo+2leLxeDAifoxwgB0vB7j/zlDMMvcDrzzVdV11wIFPsa2axUZmRhoBw4apONHs8Vjs8eQMHchlBeNZubGGhpawUnBOHj+9dS4/eGBtzHc0Z6qLJQvz2b+8EKOlPCEpHatVdg+TpNNFBhtJOkMoisK4ceOxWLqO8j7eZXw76xggugsacOJhpbvlCiEQGGAJo2g6qDrNisbWo7s46NlNdag5Gjbccajb9+FOLsFq96NoBmg6uzWV7638D9WKB2NgGEU1OeqDd1YCWWDPan9PZUDZLrqGknrAepKhpIUC2AwFqyFwGOA0TRKFIFEYOPUIDkPgNE2crf+a0fDiNEWfnkEB0IWKT9jxm3as8YkMHTaQj4u9VHnBL+y4Bg/gkrkT+MsbRRTV6i11bcyYMoxli86J3iiyvuUX/tEu5l+Yz+Yd7YPrAYZZ09Ac8f1ugP3J0kwDu7eRpt27GVJzgPTGWhL1ACM/3MiOHS9z+aFKHCFf+xiXI1DyIYw5gXWELA4atTg8lngSBw1gxuwJrNhYy16Pitua2DZw/9KF+TzSoetRrj3uU/+YcbKEMDH1ML5mN4cOHcJdW4a3rg4zEsKIBNkV2cMTga3s+WgntfVuTD3Eyr0K29+ysmN/BT6fL3oGJRJk24sh7r9T77KOg8Drf48tqwK29eH70KxONKuTlNRUxo4aTEl1mKBhx2KPR7PFMylvCIuuzOepN0uoahJY7AnMO2dEt2NWZk518c2F+ezyFBJpKXfGJ6HKsyuS1C/IYCNJZxCLRTuhANJT3e5EQ4kbFBM0g8wsQXlTCiUNpVQ0N4GmY288yn8P1tCcsAfLYF9bWDmo7eOewg+pzazBnho9M7LZYnLTi3/DcJk4Xe3r2QvsXQukga3lvicVQMU+unTh8gG+ZkD7dMHEaoLVAIcpcJgmcUIQZxo4DBOHaWJvCSCt0x2maAsrcabA1sfhJCQsmBYHSakpHG4waAyqBISNgLCRmZXOzPwcXvzgCIcbTHzCzri8wXzj2un8+Imt7K/0QYerfi27Lp93lxdSHGgJK4kuEsbmc2RViAqj/YDs8xJSOlL1MIGjR0lvqsTirSNeDzBkVxEHH9rErJ1FzPF6SNT9xJkhKIFdq+C8jgtoit7Ps6cB+h2FHQmkDxvE7gZBZcRGkzUejyWB0RNHcvs35rLsLxvbu4xNcXHtVflUFhdS1+FmnidLmAamHsbbVE9xcTGN1aV4axow9BCmEWK3sY+/67vYt2kntQ1NmHqY1SUWDm+MZ8P2wzR7fZh6CEMPUfS2wTP3GjS6mzH06NmR7cDj93RdbynwzsuxZXVEz6L0JVWzodmcJCYmkTMsmyP1EYKGFYstjpFDBnDxrDGs3HCUeh9YbHFotjhmThnBsq/N4u4nNlNyNLoP7GmAfd4UF3Pm5PPKJyYN+tnZhU+SpCgZbCTpDBMNII2gGaAapGcZlDYmUtxYQqW3CVQDR+NR3jpYyz7fXurxgmqgqAahJjs16z6gPr0KW1IQRTXYblG4/fWXcA/04xgUaTv+3Q788L/EnBkpBUq3AMlgTW7fpkagsRqwgdpyQ0YDTnDUezcEOACbLrCbZsvZkOiZEHtrAGkJIY4Or+1m7Ou+/i01LDQMi5Ok1BTKGnQagxoBYSU1PZVpk0bwxqYqjjSZ0bBi2hib6+Lmq/O5+2/b2VsZwEBrO8j6Y+dxKKkuLpuRz+6PCiluudyuyzYAS1IGumLl00W8/s/UdZwhL9nBOuKNIPF6ANeeQxQ/tpUZuw9yntdDQku5rUhny6swv+MC6qBmLww8gXUGrU7cqpNmLY5mSxwZQ7OZP38iTxUeYZ9bwWOJZ9YXhrJsYT5/bTloFqaJaYRJ06xUNdTjqa/E31CPaUQ4fKCWt99uoGzfZuprmzCNMKYRZkO9g9+Wv8PW9QdpbPIijAieXRrb33Ky88BRfP4AphFGGBH2v6nz1/9nRkNJy+D27cAT/6/r9pcCb3e6PFcNsHNTN+/1BD6X41FUC5rVgWpxkJycSM7QARyuCRLUW8qtDnKGZHHJrDz+82EF9V6BZrGTP2Eo377+PO59bhfldRFULdp1q7tgMnOqi9sX5rPXV4jZIawkpw0gOTlZjlORJCmGDDaSdIKEEESMCCEjTMgIEzYihPXo85De8rrD82id6OuQHiZohAjqoZbX0X+DeoiAHiRsRPAOCuB0tQ+A3Qnc+TaQCfaW8SIlQEk3AaQeqK8AHKA5omUhIBQE1L45ZLa0BIvWcGEX7a/tLWc/omVmTLm9rbz1ER1j0peH8WGhERJWFJuTtIxUSmpCNAYVgsJGUFjJykrjvGkjeXX9Ecobo1ftyhs1iBsvn8JvV+xgf1WIgLD1GEwKcl1cOC+fLVsLKe7wS3y2fRDWtEEElAMYZ/Kd6k8D1YgQqq0lpbmGEb464swQcUaQITsPUvTwx8zcVcwMnxenESL5cJiPXgyyoPNCaqFqNww+wXXrKDQrVtxYEHFOMgansemQmwq/TqMhiE+LY3ReJm9vKqWxqQlh1mEaOmlV+/hP6UZ2F1fj9wcwjQgHVpv8c7mgwd2MHgkjzJaw8TI89uvY9R6g+3EhFcBH78SWNQBF3Wx7qJuyT0vRrDgcTtJTk/AEQBcWNIudzPQkJuW52F7sxhtS0KwONKuDMSMHcs0F43ludSk1TSaq1cGMycP4waKZ/OLJzRyq9rctu6ezJed16NrVGkwGDnWRk5ODI64cVZNnUCRJ6jsy2EhnDdM0owHC6BAo9A6v9XCPgaO7+jHzdpr2merDI31VtIcNm+j+387Bw9bhbEl30/r891FFJSisBAyNEFZszjhcrkx2HvZRH4CgsBIUVgYNzGDejFyeXX2Iww0RgsLKhDwXX78mn58/tYV9LWdKoP0g675uzpZcen4+Oza2jzlJd7iwD8zBrZbjPQuv5NUXDMPAiIQh2IzDCCDKfexf3URq6WbG1DcRZwaJM8JkNyh88PE/mV1RxwWRMPHo2IsEn7wCF3VeaB1U7wNXdys8Dq+u445EcEfCLf9GcOsdnkciNEUiePTIcU8qvlPYtcxN9MeDjoKcmlsdqpoNRbMS53SSmZ5EfbOOLqyoFhsDMlKYnDeIbUVNNIdaunBZ7eQNH8BV88byr3dLqW3SUS12zpkwmCXXncPvntlGeV04uly1+/uh9BRKJk118aUv5VNY0n4lr5T0bNLS0uT9UyRJOiPJYCP1KVOY6IZO2IwQNiJEjAgRQydshAkbOpEO5WGjQx2z4+to/UiX5XSYt5vlG6LrZT77A0V0CBsxwQNsponNBJsQWDuEi+7rdy07gZvN94qBis+0EBYWNIeTzMw0iqoCuIMQElZCwkJWZirnTB7GfzZUcrRJJySsjBoxgKsvGs+DL++luCZESFgICQvTJw/jfxZOj7kiVMFIF8tuyuf3nUNJsourpuVzoLC9C9cQ2wCsKQMIKs5+caZECBNdj+Dz+QgHfUSCzQjToKnBQnFxMU11R/A3Ru9WLoTBkZJG1q71c7R0G+7aaN39SjEvOQ5RunMXtQ3etrofNyXwQN06dq8vor7JjzB13i9zULvzRT7eWk6TN1omTAPvFo09rzmoqnBj0XXiFUHJRo2f/k0jPqQzXVFI0FTiVZWEnRorV1i4xmLB1trt5yjUbYALO7/Bhugju3N5L/h1HY+u49EjNHYOLR2CS1Mkgi768HJyvaBqNmx2O2kpiXgCAkNoqFo0bGSkJTFhVDY7Stz4WsLGCFc6c88ZwX83VtDgNVA1G6rFyuTcgdx06UT+8tpeKhtCqJqN8ycP5ftfnc7PH99EaZW/7UICJxJAJk91ce21+awrKyTUUp41yMWIESNwJhxGk/dCkSTpc0IGm7OEaZpEzGhw0A295bne/tzQ0c1Ih+fRfyNmx+eR2PK2eVtChNkpjLQGlpY60YDS9ao4/ZnWEiisLUHBItpDhlW0PFpCiKWljjVmOu1lPQQQSx93x0K1EDQ1mk2VsLBgczgZkJXKwaN+moKCsIgGk8zMFPInDmHVpqNUeXQiQmPE0CwWzBvHn/+9n0O1IUJEw8oXJgxl6cLz+J8/rY8NIN3dyyTNxcUF+Wzd3N5dKz7ORdyIyVSpjVR1GPBuKpa2AzkhTBACPRLC6/W2HfgjzLaD/5KSEjz1FQTcTQhhUlXu55NPoPbIPpprPAhhIkyTYnsFq1bVUr5/Bw31zQjTBGGyM5zE08ZuDm7ZR63bB6bJpsZ4ltesZde6Ihqa/AhhIEyD1aUOjm5NZdOOI3i8QYRp4N5hZftbCewqqsEfCLXU1Slfo/HmU1Yqaz2EwxGEabDvDcHffqvg9QUxDB0hDBCCrc/DQz+N/cp2/Rv++vuuX+WB1fDiY7FlZR8qfPCiRpzW+rAQp2loZRZ2b9YY11IWb9GIq9Zw1lkYr2nEJbaUa1YsqgoRAVnJXVea0LXoRJlC4G0JKR5dp1mP4Im0v/boETyR9ufNut5jWFE0KzarjaTEOAIhgWbXsGoWFNVKanI8o4ZmcKC8mUCk5U7uWSmcM97F+p01ePwmimZB1SzkDsvkslmjefG9EmqbIiiahSm5A1l4+UQeeWkXFQ1BVNWKqlmZOXkI//PVc/npXza0hY2eQkVP40KWLsynpFPdEWNcnH9+Pi9ujOA2Wy4PnJxOSkoKmsWGogQ+/YcvSZL0OSaDzSkQNiN8dGQLqkXtFCRawkbnINHh+fGmtwYPs5+erTgZFlNgEe3BwSIElpbw0CV4mNE61o6ho2NYEdHldQ4rNjO63L4+44GqoVisYLVF/7XYog/NhqGoqDYH20vcNPhMwkIlbKpkpCcxddxA/rupgqqmMCFDYfDAFGbnD+e51UUcqQ8QMhRCBuQMS+Oy80fyt//sorreixAmuUOSucg1hH/t20ttY8uBu4gwcqDGAdXNfzZXUN8UQAiToWUVFNVXsHpjKY3NgbZAUHXAQcmWl9i0qxKPLwjCxL3Dxva3EthdXIs/EG5Zrknleo3Vzzooq2oiFIoghEHx2yovPKhR3+RHj+jRACIMdrwseOTngnAkAi0HtltfgId+1vWj2/Wfrgf/+96C5x7uWrd4Lfz76a7lhzfB6ldiyyq2w/q3utatBXZujC1zAyV7utb1A7VHY8siLeWtrIqC02LBqWk4VA2npnV4rraVObTY0BLfKcA4tD5vlccUFoKQAp6IidcU+AUYVgvxKfEcagjiDgt8aHgVC8kZSUyaPIxVW6qo9xkodo0xeZlcPnsU/3qniJqmMKpqQVE1puRls+jyiTz04k4q6gIoqoUZk4aw9MZz+MUTmzhU7UdRLSccKnqqO2Wqi5tuymdTVSF6S/mwXBfTp+fz3PoAjWZ73fjEFJKSkmTYkCRJ6mdksDkF/EaAx7a+cLo3o09pbWGCtpBhaQ0aHYKHpXV6y9mO9notr1vqdplmErtM0V6vr85uCBH90VoXChETIiaETIHXhLApCBudHyZhQxCMGIR0k5BhEooYBCMGQd0kGNEJRgwCYZ1ARCfU8twfihCI6IR1E6MPe9Dc/1jXst3Av5+JLTu8Ed55qWvdiq3wwcrYsqrdsOn9rnXrgN2fxJa56f4g3wdUlceWheh+fMKZGsc1RcGhqthVDbuqRh+ahkNVcWgazrYQouJULcRZLMRbrdhUFacaDStxlmggsaLgUBW003g5ZhMIKVaCqoWgasOenMjIUYPYfMhHdUghqNoZOmIACy6awJ9XFlHcECGo2QmqNs7/wrBuw8M3W8oOdwgP07s5UzFxqouvfCWfD4+03xcEYEiOi/z8fFLXetsuwZuUmklGRgZWexyqdvbeDFSSJEn6bMhg008oQqC1HeC3BIsOwUHrcPDfuZ610/T2+buZh67L7hgyWsv7YgC53hIUooHBJNLyPGQIPIZJWG8vi3RXVzcJmyZhvWudiCGi4aMlgIRbn3d4HTFPbT/9zxOr1YopFAQqiqpis1pJSnDg8esYJiiqhqKoJMTZyc5IpKLOTzgiUFSN1CQnI1ypHChvIhAyQVVRFI0B6QlMyMlk875aAgEdm6YyPCOBaaOy2L63mlBAx64q2BUFV1oc44emsq+olkgwgk0BuwKZCTaGZsRRWdmEiOjYECTZVFIcKn5vEM0wsLZdguDMEdGsBLAS0mzYE+MZNjyL7eU+6oIQUqPlQ4dlccncsTz1djGHGiOEVCtTJw3l2wtnsOzPGyiu9LQtr2CqiysW5vNEhwDiHOEi/bx86j4MUOeTYzIkSZKk/kcGm1PAaQiuqG3uEjqir7sPJ53Dh8qnP1MR0k10M3rQHzEEkZbnbWWmIGiY6C3PI0brdNESGroPF+2BpFMQ0bsLLa3rN+kvuUJVVTRNQ9M0VFXFYrF0KWt93vHR3XzdlWuahsViQQiBzWZj24E6vEEdFBVFURmUkci0sdms33EUj08HRWFodjLnTRzEu58cwe2NtNRVGOlKZV7+UP79QSn1nhCKopE7LI1LZ47k+XcOUOMOoSgqqAoTRmZy9bxc/vqfPVQ1BFAUlcm5A7jpknE8/OIOKusDLXVVzh03kG9+aTK/fXoz5TU+UFXOn+TiO9dN5Zd/XkdFVTMWTGwIzhuTwaKLRvPgik3U1HiwCIOJw5K49BwXL/x3D+5GLxZhYBE6wzOcTMtJZcPWMvy+IFahk5lgYWi6k0NaPUYojMXUsQgDpyqwHa3lemcYnAAmRNyw18350FLWwtsMe6oZArEp3Bt9jOr4BYeij/g+bjeGxYYjMZ6GoMBrakQUC2HVSkp6EuPHuVi7u44av0lYsTJ8eCaXzh3DU28dpKwxTEi1EVKt5E8Zxve+NpP/+dMHMWdLLl2Yz+OdulrZc1xkFuRTtdmgIhgtD8clYYlzfi5v3ilJkiR9/shgcwpYIgbJ+2taAoOJvyU46IbZJUCEjWh3JUOAboLe8twUCnpLmYmCSbQLVfS5goGCIUAoKiatDzBREYoGqora9ogeVCuKEnNwrShK23NVVVGtKqq943wdpqkq1pYuOp2X1VP9jmWnqv7JhJDO5copOigMBAI4nc6exxH88X0OVTSiCYPZEwaw5KrxeM11VFS5sQgDTZh8YVQa100fSVOZndr6ZjRhMC4rmbkpadSnJOPGhyZMNGEwwgySW1bBAsONXwuiCYMBNR6S3j7KNXU1hINhtJblJm7dTuP+d7ih0YfQdTRhYK002bvK5Cud30g57HgH5nYsq4KijTCtc91GqDoIwzuW+cBTDWmd6xqfTdc1U7Vgi3fgCYPf1NDVaAhJSElg1IhMNpe4aQgIIqqFQYNSmX1uDi+vL6fCEyGsWgkrViaMHcTXrpnGr57ZysGaIGHFQsG0wT2OC7lqYT4PdyiPG+kic04+VZ/olAfb6+o2J8opHlMjSZIkSf2VDDadlJaWcs8997B582acTieXX345y5Ytw+FwnPxC45KZ8qMniY+P73JA3l24kPqWEALM6NWyhGG0PKJX2mp7HdERuo4wdAzdINLyXER0hGFg6kbbdKHr0dctz4VutNRpfd11utk2b+tyOtQ3omVGJAKGwWUNPkxdRxPReGotFXz4iuA6w2h/UyXwyb/hss5v9gjsKYRZHcuqoeQTmNq5biMcPQA5Hcu80FgBAzrXDUOoOfakyGdNABHFgq5Ew4bVYSc9PZHyhhC+COiqRnJqImNGD2DD/gbqAyYRxUJE1Rg2JIOLZo/m2dXFHHGHW8otTB43iMVfnsYv/r6Fomo/EUVjzrQhPQaQBQvz+UvHsSXjXbiuzqektJDiDve8GZE2kLjBLoL2g4RVo/NbkSRJkiTpFJDBpgOPx8PXvvY1Bg0axIMPPkhDQwO//e1vcbvd3HfffSe9XE3TyMjIIC4urg+3tl3MgbtpIgyz7TWivbynOtF6olMdo2udTnWj4aDzPC2hoSUwEBMmjGOEi071DAPMzuWdwkg383edp2VZ/Uh3XaJOZ689XVFBs+KMt9MUNAmZCrqi4oxzMDA7haIqH81hga5Y0FWNzIwkpowfxPvbq6jz6kRUC8OHpHHhzBz++V4Jle5wNKwoGhPysll4xSR+/89tlNYG0BWN6VMG872F0/nBg+u6jAtZtjCfpzsNYr9yYT6Pdu6WNdrFgAvzKd+htd3zBmB0chaO7GxCtjjCqhycLkmSJElnExlsOvjXv/6Fx+PhtddeIy0t2hFG0zSWLVvGkiVLyMnJOc4SuieavRz89f9DVZQuAYOOQaOHENIlkHQKIa2XyZX6KUVBsVhQNA3VasEbNAmL6M0wTUXFEWcnKyORshofvggYikpySjyjh6eztbgRd8DAUDQMRWVgdjLTJw/hv5uOUNMcxlA0Rg5N5+JZOTz7ThGVjUEMRUNXVCbmZnPT5RO471/bOFzrR1c0zp3oYsn1X+Cuv2zgYJUXExV6uNxuwVQXFy/M56/dnOm4ZmE+D3Yod4x2kX1xPmW7CynW2+sOz3CRkDOS5vgymtzRcsPqQLVa5bgQSZIkSZJOiAw2Haxdu5YZM2a0hRqAiy++mJ/85CesWbPm5IONHsG7Z29fbebnmxq9ypaiaS0PNXqFrdbnmha9V4zWoU7n193Mi6qiWiwoFg1Fs6BYLKgWLRo4WkNH63SLJXrTvw7P2+prGoq1dXoPy9Oi5WrLclvHUBxvjM3fO4WKKzp1kwIomOTiK1/NZ291e3lCjosBF+RTvl2NOXsxPNNFYu5omhIqqG+5M3nYmYg1KQndYsNU5NgOSZIkSZL6D0UI+XN/qxkzZvDlL3+ZZcuWxZRffvnlTJkyhd/85jcnvMwtW7ZEx1J4PN1MVaJXOlPaX3Oc1ydWv+VFTLHS6/pt6zzO9JjXitL9epT26e1VlZj5unveY52zkBACVVVp8obRjfZh8narRkKcNaa8uzJZ99h1z+Rtk3Xl93k21j2Tt03Wld/n2Vj3VK8v3qGiqQrTpnW5NNBpI4NNB+PHj+d73/set912W0z5jTfeSHp6Og8/3M0tzo9j69atCCGwWq19tZmSJEmSJEmSdFpFIhEURWHq1C6XJzptZFe0XhBCnPTVys6kL1uSJEmSJEmSzlZ9cQP5s0ZSUhKebrqMNTc3k5SUdBq2SJIkSZIkSZKk3pDBpoOcnByKi4tjysLhMGVlZSd94QBJkiRJkiRJkj57Mth0MGfOHDZs2EBjY2Nb2TvvvEM4HKagoOA0bpkkSZIkSZIkScciLx7QgcfjYcGCBbhcLr797W9TX1/P7373O2bNmvWpbtApSZIkSZIkSdJnSwabTkpLS7nnnnvYvHkzDoeDBQsWsGzZMhwOx+neNEmSJEmSJEmSeiCDjSRJkiRJkiRJ/Z4cYyNJkiRJkiRJUr8ng40kSZIkSZIkSf2eDDaSJEmSJEmSJPV7MthIkiRJkiRJktTvyWAjSZIkSZIkSVK/J4ONJEmSJEmSJEn9ngw2PVizZg1f+tKXmDhxIhdddBErVqzo1XyRSIQ//vGPzJo1i8mTJ7No0SL27dvXpV5tbS3f//73mTZtGvn5+fzv//4vbrc7ps6//vUvbrnlFmbNmsW0adP48pe/zMqVK7ssa9GiReTl5XV5FBcXn9R7l05cf2ovAK+++iqXXHIJEydOZMGCBaxateqE37N0cs6EtrJz507uuusuLr30UsaMGcPtt9/e7TrlvuX060/tBeS+5XQ6E9oKwI4dO7jhhhuYNGkSc+bM4eGHH8Y0zZg6ct9yapSWlnLLLbcwZcoUZsyYwT333EMwGOzVvL35Wz4dbee4hNTFli1bxLhx48Rdd90lPvroI/HII4+IMWPGiBdeeOG48/7yl78UU6dOFc8//7xYt26d+PrXvy6mT58uampq2upEIhFx5ZVXiksvvVS88847YtWqVWL+/PnixhtvFKZpttWbM2eOuOuuu8Tbb78t1q9fL37961+L3Nxc8eyzz8asc+HCheKGG24QW7dujXkEg8G++1CkHvW39rJq1SqRm5sr7rvvPvHRRx+JX//61yIvL0988MEHffehSN06U9rK3//+d3HhhReKH/zgB2LevHnitttu63adct9yevW39iL3LafPmdJWysrKxNSpU8Xtt98uPvzwQ/HMM8+ISZMmieXLl8esU+5bPntNTU1i9uzZ4vrrrxdr1qwRr776qjj33HPFD3/4w+PO29u/5dPRdo5HBptu3HLLLeLaa6+NKfvZz34mzj//fGEYRo/zVVVVibFjx8YcSDY3N4tzzz1X3HvvvW1lb775psjNzRUHDhxoK9u8ebPIzc0Va9asaSurr6/vso477rhDzJs3L6Zs4cKFPf5HI332+lt7ueSSS8TSpUtjyhYvXiyuu+6647xT6dM6U9pKx3Uda/8h9y2nV39rL3LfcvqcKW3l7rvvFgUFBSIUCrWV/fnPfxYTJ04UTU1NbWVy3/LZe+yxx8TkyZNjjg3+/e9/i9zcXFFUVHTMeXvzt3y62s7xyK5onYTDYTZs2MDll18eU37FFVdQW1vLnj17epx33bp1GIYRM29CQgLz589nzZo1bWVr1qwhLy+P0aNHt5VNmzYNl8sVUy8tLa3LOsaOHUtNTc1JvTep7/W39lJeXk5JSQkLFiyIqbdgwQJ27NhBQ0NDL961dDLOpLaiqnLXf6brb+1F7ltOnzOpraxdu5YLL7wQm80Wsx2hUIiPPvroU71P6cSsXbuWGTNmxBwbXHzxxdhstpjvrLPe/i2fqW1H/u/WSVlZGZFIhJEjR8aUjxo1CuCY/T+Li4vJyMggJSUlpjwnJ4fS0tK2foLFxcXk5OR0mX/UqFHH7V+6efPmbufdtGkTU6ZMYeLEiSxcuJCPP/74mMuR+kZ/ay8lJSUAXbY3JycHIUTbdKnvneltpSdy33J69Lf2Ivctp8+Z0lb8fj+VlZVd6rlcLpxOZ5ftkPuWz1Z335nNZmPo0KHHbBO9/Vs+nW3nWGSw6aSpqQmApKSkmPLW163Tu+PxeEhMTOxSnpycTCQSwe/3H7NeUlLSMZe/evVq1q9fz+LFi2PKzznnHH7605/y5JNP8vvf/55AIMA3vvENtm7d2uOypL7R39pLT9ubnJx83O2VPp0zua30RO5bTp/+1l7kvuX0OVPaSnNzc7fb0bkeyH3LqeDxeHr1XXTW27/l09V2jsfS65r9WHNzc6+6bw0ZMqTtuaIo3dbpqfxY04UQva7X0/KLioq46667uOSSS7jqqqtipi1dujTm9dy5c1mwYAGPPvooTzzxxDG3V+rqbG8v3S2vdZ3H214p1tnQVo5F7lv61tneXrpbnty3nJz+3FZ6U0/uW06f3v599+Zv+XS0neP5XASbd955h7vuuuu49V577bUef13yeDxA92myVVJSUlu9zvNarVbi4uKOWa+5ubnb5VdVVfHNb36T3Nxc/vCHPxz3fcTFxVFQUMBbb7113LpSV2dze+m4vRkZGSe0vVJX/b2tnCi5b/l0zub2Ivctfas/tpVjnSE6XpuS+5a+d6zvrLuuYa16+7d8prSdzj4Xweaaa67hmmuu6VXdcDiM1WqlpKSEOXPmtJUXFRUBHLMx5OTkUF9fj9vtjulzWFxczIgRI9oGYObk5LB3794u8xcVFTFv3ryYssbGRhYvXkxCQgKPPvoodru9V++ju8Qs9c7Z3F5a+8yWlJTEbFtxcTGKonTpUysdW39uKydL7ltO3tncXuS+pW/1x7bidDoZNGhQl/EQFRUVBAKBY24HyH1LX8vJyenyXYTDYcrKyvjyl7/c43y9/Vs+k9pOR3KMTSc2m43zzjuvy42I3njjDTIzMxk3blyP886aNQtVVWPm9fl8vPfeexQUFLSVFRQUcODAgZgvcNu2bVRUVMTU8/l83Hrrrfj9fp588sm2FH08fr+fNWvWMHHixF7Vl05ef2svQ4YMYeTIkV1u3PnGG28wadKkbq+sJvWNM6mtnCy5bzl1+lt7kfuW0+dMaitz5szh3XffJRwOt5W9+eab2O12ZsyY0eN2yH1L35szZw4bNmygsbGxreydd94hHA4f8++7t3/LZ0rb6aLXF4b+HGm90dVPf/pTsWHDBvHoo492e6OrCy+8UNx8880xZb/85S/FtGnTxAsvvCDWrVsnFi9eLM4999xub1Z02WWXidWrV4u33npLXHDBBV1uVrR48WIxbtw48fLLL3e5iVXrdb4//vhj8a1vfUu8/PLL4qOPPhKvv/66+NKXviTGjx8vtm/f/hl+SlKr/tRehBBi5cqVIi8vTyxfvlxs2LBB/OY3v5E30TtFzpS2Ul9fL1atWiVWrVolLrvsMnH11Ve3vfb7/UIIuW85E/Sn9iKE3LecTmdKW2m9yeKSJUvEhx9+KJ599lkxefLkmJssyn3LqdF6g84bbrhBrF27Vrz66qti+vTpXW7Qedddd4mxY8fGlPX2b/lUt53ekMGmB4WFheLKK68U48ePFxdccEGXu7cLIcS8efPEwoULY8pCoZC49957xcyZM8XEiRPFwoULxd69e7vMW11dLZYuXSqmTp0qpk2bJpYtWyYaGhpi6uTm5vb4KC8vF0IIcejQIbF48WJx/vnni/Hjx4v8/Hxx6623yp3DKdZf2kurV155RXzxi18U48ePF5dddplYuXJlH3wKUm+cCW1lw4YNct/ST/SX9tJK7ltOnzOhrQghxLZt28T1118vJkyYIGbNmiUefPBBoet623S5bzl1SkpKxOLFi8XkyZPF9OnTxa9//WsRCARi6tx5550iNze3y7y9+Vs+1W2nNxQhZKdGSZIkSZIkSZL6NznGRpIkSZIkSZKkfk8GG0mSJEmSJEmS+j0ZbCRJkiRJkiRJ6vdksJEkSZIkSZIkqd+TwUaSJEmSJEmSpH5PBhtJkiRJkiRJkvo9GWwkSZIkSZIkSer3ZLCRJEmSJEmSJKnfk8FGkiTpDLB9+3buuOMO5s6dy4QJE5g5cybXX389v/vd705qeQ899BB5eXl9vJXttmzZwkMPPYTH4+kybdGiRSxatOgzW/eZ6P7772fu3LmMGzeO/Px8AMLhMHfffTezZs1i7NixXHXVVQDMnz+fH//4xye8jry8PB566KE+3e7O1qxZ85mvQ5Ik6bNiOd0bIEmS9HlXWFjIkiVLOPfcc/nRj35EZmYmtbW17Nq1izfffPOkDoI/a1u3buXhhx/m6quvJikpKWbaL37xi9O0VafH6tWr+ctf/sK3vvUt5syZg81mA+C5557j+eef5+c//znjx48nLi4OgIcffpiEhIQTXs/zzz9PdnZ2n257Z2vWrGHFihV897vf/UzXI0mS9FmQwUaSJOk0e/LJJxk8eDBPPfUUFkv7bvnyyy/nRz/60WncspMzatSo070Jp9TBgwcBuPnmm0lPT48pdzgcLFy4MKb+uHHjTmo9U6ZMOeltlCRJ+jyQXdEkSZJOM7fbTWpqakyoaaWqXXfTK1eu5Prrr2fKlClMnTqVW265hT179vRqXb2dd/v27XzrW99i+vTpTJw4kQsvvJDf/OY3QLSb2x/+8AcALrjgAvLy8sjLy2Pjxo1A913R3G43//d//8fs2bOZMGECF1xwAffffz/hcDimXl5eHr/61a947bXXuPTSS5k8eTJXXnkl77//fq/en8fj4Xe/+x0XXHABEyZMYMaMGdx6660UFxef8LYIIVixYgVXXXUVkyZN4pxzzmHp0qWUl5e31Zk/fz4PPPAAADNnzmzrLpaXl8eLL75IMBhs+3xeeeWVtnk6n4XrzXZ31xWttraWu+++mzlz5jBhwgTmz5/Pww8/jK7rbXWOHDlCXl4eTz31FH/729+YP38+U6dO5frrr2fbtm1t9X784x+zYsWKtnW1Po4cOdKrz16SJOl0k2dsJEmSTrMpU6bw4osvcs8993DFFVcwbtw4rFZrt3X/8pe/8MADD3DNNdewZMkSIpEITz31FF/96ld58cUXj3m2pLfzfvDBByxZsoSRI0fy4x//mIEDB1JRUcH69esBuO6662hqauKZZ57h4YcfJjMzE+j5TE0oFOLmm2+mvLyc7373u+Tl5fHJJ5/w+OOPs3fvXh5//PGY+oWFhezcuZOlS5cSFxfHk08+yXe+8x3++9//MmTIkB7fn9fr5aabbqKiooJvfvObTJ48Gb/fz8cff0xtbS05OTkntC133303r776KosWLWLZsmU0NTXxyCOPcMMNN/D666+TkZHBww8/zIoVK3jppZd48sknSUxMJDs7m9mzZ/Poo4+yceNGnn76aQCGDh160tvdndraWq677jpUVeWOO+5g6NChbN26lT//+c9UVFTw29/+Nqb+ihUrGDlyJD/5yU8A+NOf/sRtt93Gu+++S2JiIt/+9rfx+/289dZbPP/8823zZWVl9fiZS5IknVGEJEmSdFo1NDSIG2+8UeTm5orc3Fwxfvx4cf3114vHHntMeL3etnqVlZVi3Lhx4te//nXM/F6vV5x//vnie9/7XlvZgw8+KHJzc09q3gsvvFBceOGFIhgM9rjNTz75pMjNzRXl5eVdpi1cuFAsXLiw7fVzzz0ncnNzxcqVK2PqPf744yI3N1esW7eurSw3N1fMnDlTNDc3t5XV1taKMWPGiMcee6zH7RFCiIcffljk5uaK9evX91int9uydetWkZubK/7617/G1Dt69KiYNGmS+MMf/tBW1vpZ19fXx9S98847xZQpU7psw7x588Sdd955QtstRPSzefDBB9te//znPxdTpkwRFRUVMfWeeuopkZubKw4ePCiEEKK8vFzk5uaKBQsWCF3X2+pt375d5ObmijfeeKOt7Je//GVMu5EkSepPZFc0SZKk0yw1NZV//vOfvPTSS/zwhz9k/vz5HDp0iD/+8Y9cccUVNDQ0ALBu3Tp0Xeeqq65C1/W2h91u55xzzmHTpk09rqO385aWllJWVsa1116L3W7vk/e3YcMG4uLiuOSSS2LKr7nmGgA++uijmPLp06fHDK7PyMggPT2dioqKY67ngw8+YPjw4cycOfNTb8v777+PoihceeWVMZ9XRkYGY8aMOeZnfaJ6s93dKSwsZPr06WRlZcVs45w5cwC6bOPcuXPRNK3t9ZgxYwCO+7lKkiT1F7IrmiRJ0hli4sSJTJw4EYBIJMJ9993H3//+d5588kn+93//l7q6OgCuvfbabufvbjxOq97O2xqiBgwYcHJvohtut5uMjAwURYkpT09Px2Kx4Ha7Y8pTUlK6LMNmsxEKhY65noaGBgYOHNgn21JfX48QosewcawucSeqN9vdnfr6et5//33Gjx/f7fTGxsaY150/19artx3vc5UkSeovZLCRJEk6A1mtVr7zne/w97//ve2qW6mpqQA8+OCDDBo06ISW19t509LSAKiurj6Zze5WSkoK27dvRwgREyjq6+vRdb1t2z6ttLQ0qqqq+mRbUlNTURSFFStWtAWAjror+yy3uzupqank5eXx/e9/v9vpcmyMJEmfNzLYSJIknWY1NTXdHoS2XhGrddqsWbOwWCyUlZVx8cUXn9A6ejvviBEjGDp0KC+//DLf+MY3ejyAP5Ff+2fMmMGqVatYvXo1F110UVv5a6+91ja9L8yePZsHH3yQjz76qMdl9nZb5s6dy+OPP051dTWXXXZZn2zfp9nu7sydO5c1a9YwdOhQkpOT+2RbWr/XYDCIw+Hok2VKkiSdKjLYSJIknWa33HIL2dnZzJs3j5EjRyKEYO/evfz1r38lLi6Om2++GYDBgwezdOlSHnjgAcrLy5kzZw5JSUnU1dWxc+dOnE4nS5cu7XYdJzLv3XffzZIlS/jKV77C17/+dQYOHMjRo0f54IMP+OMf/whAbm4uAE8//TRXX301FouFESNGdHvjyS996UusWLGCO++8k4qKCnJzc9m8eTOPPfYYBQUFJzy2pCdf+9rXWLVqFd/+9re57bbbmDRpEsFgkI8//pi5c+dy3nnn9XpbvvCFL3D99dfzk5/8hF27dnHOOefgdDqpra1l8+bN5ObmctNNN52y7e7O0qVL+fDDD7nhhhtYtGgRI0aMIBwOc+TIEdauXcsvf/nLE76hZ+v3+sQTTzBnzhxUVSUvL69Pz1BJkiR9VmSwkSRJOs2WLFnCu+++y9NPP01NTQ2RSITMzExmzpzJ7bffHnO539bX//jHP3jzzTcJh8NkZmYyYcIEbrzxxmOup7fzzp49m2effZZHHnmEe+65h1AoRHZ2NvPnz2+rM336dG6//XZeffVVXnzxRUzT5B//+AfTp0/vsl673c4//vEP7r//fp588kkaGxsZMGAAixcv5jvf+U4ffIJRCQkJ/POf/+Shhx7ihRde4JFHHiEpKYmJEyfyla985YS35Ve/+hWTJ0/m+eef57nnnsM0TbKyspg2bRqTJk06pdvdnaysLF566SUeffRRnnrqKaqrq4mPj8flcjF79mySkpJOeFsWLFjAli1b+Oc//8kjjzyCEIJ3332XwYMHf5q3KEmSdEooQghxujdCkiRJkiRJkiTp05CXe5YkSZIkSZIkqd+TwUaSJEmSJEmSpH5PBhtJkiRJkiRJkvo9GWwkSZIkSZIkSer3ZLCRJEmSJEmSJKnfk8FGkiRJkiRJkqR+TwYbSZIkSZIkSZL6PRlsJEmSJEmSJEnq92SwkSRJkiRJkiSp35PBRpIkSZIkSZKkfk8GG0mSJEmSJEmS+r3/DywXXGuWCORSAAAAAElFTkSuQmCC", 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", 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" ] @@ -1200,7 +2039,20 @@ "#seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", "import seaborn as sns\n", "sns.set_theme(style=\"whitegrid\")\n", - "sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=pho_sin.all_DFE, ax = axes['A'])\n", + "\n", + "#sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=pho_sin.all_DFE, ax = axes['A'])\n", + "sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=pho_sin.all_DFE, \n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['A'])\n", + "\n", + "sns.stripplot(x=\"method\", y=\"Es\", hue = 'pop', data=pho_sin.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['A'])\n", + "\n", + "\n", "#horizontal line at 0 on axes A\n", "axes['A'].axhline(abs(pho_sin.dfe_params[0]), color='black', linestyle='--')\n", "axes['A'].set_ylabel('|E(s)|') \n", @@ -1209,7 +2061,18 @@ "axes['A'].get_legend().remove()\n", "#seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", "sns.set_theme(style=\"whitegrid\")\n", - "sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=pho_sin.all_DFE, ax = axes['B'])\n", + "\n", + "sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=pho_sin.all_DFE, \n", + " showfliers=False, # Hide outlier points\n", + " showbox=False, # Hide the box\n", + " showcaps=False, # Hide the caps\n", + " whis=0,\n", + " linewidth=2,\n", + " linecolor='black',\n", + " ax = axes['B'])\n", + "\n", + "sns.stripplot(x=\"method\", y=\"shape\", hue = 'pop', data=pho_sin.all_DFE, dodge=True, jitter = 0.05, alpha=1, linewidth=1, edgecolor='black',legend=False, size = 10, ax = axes['B'])\n", + "\n", "#horizontal line at 0\n", "axes['B'].axhline(abs(pho_sin.dfe_params[1]), color='black', linestyle='--')\n", "axes['B'].set_title(\"B\", loc = \"left\")\n", @@ -1224,12 +2087,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1253,12 +2116,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1281,12 +2144,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -1309,7 +2172,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1346,7 +2209,7 @@ " 0\n", " 0.001134\n", " 0.029696\n", - " dadi\n", + " dadi-cli\n", " HomSap\n", " Constant\n", " ensembl_havana_104_exons\n", @@ -1382,7 +2245,7 @@ " 0\n", " 0.024136\n", " 0.179650\n", - " dadi\n", + " dadi-cli\n", " PhoSin\n", " Vaquita2Epoch_1R22\n", " Phocoena_sinus.mPhoSin1.pri.110_exons\n", @@ -1401,13 +2264,13 @@ "" ], "text/plain": [ - " MAE E|s| MAE shape method species ID demography \\\n", - "0 0.001134 0.029696 dadi HomSap Constant \n", - "2 0.001773 0.014414 polyDFE HomSap Constant \n", - "2 0.002344 0.006828 polyDFE HomSap Constant \n", - "2 0.024026 0.205934 polyDFE PhoSin Vaquita2Epoch_1R22 \n", - "0 0.024136 0.179650 dadi PhoSin Vaquita2Epoch_1R22 \n", - "2 0.024237 0.183145 polyDFE PhoSin Vaquita2Epoch_1R22 \n", + " MAE E|s| MAE shape method species ID demography \\\n", + "0 0.001134 0.029696 dadi-cli HomSap Constant \n", + "2 0.001773 0.014414 polyDFE HomSap Constant \n", + "2 0.002344 0.006828 polyDFE HomSap Constant \n", + "2 0.024026 0.205934 polyDFE PhoSin Vaquita2Epoch_1R22 \n", + "0 0.024136 0.179650 dadi-cli PhoSin Vaquita2Epoch_1R22 \n", + "2 0.024237 0.183145 polyDFE PhoSin Vaquita2Epoch_1R22 \n", "\n", " annotation \n", "0 ensembl_havana_104_exons \n", @@ -1462,7 +2325,7 @@ " 0\n", " 0.002667\n", " 0.000712\n", - " dadi\n", + " dadi-cli\n", " HomSap\n", " Constant\n", " all_sites\n", @@ -1489,7 +2352,7 @@ " 0\n", " 0.024136\n", " 0.179650\n", - " dadi\n", + " dadi-cli\n", " PhoSin\n", " Vaquita2Epoch_1R22\n", " Phocoena_sinus.mPhoSin1.pri.110_exons\n", @@ -1517,13 +2380,13 @@ "" ], "text/plain": [ - " MAE E|s| MAE shape method species ID demography \\\n", - "0 0.002667 0.000712 dadi HomSap Constant \n", - "2 0.002344 0.006828 polyDFE HomSap Constant \n", - "1 0.010063 0.008626 grapes HomSap Constant \n", - "0 0.024136 0.179650 dadi PhoSin Vaquita2Epoch_1R22 \n", - "2 0.024237 0.183145 polyDFE PhoSin Vaquita2Epoch_1R22 \n", - "2 0.024476 0.187955 polyDFE PhoSin Constant \n", + " MAE E|s| MAE shape method species ID demography \\\n", + "0 0.002667 0.000712 dadi-cli HomSap Constant \n", + "2 0.002344 0.006828 polyDFE HomSap Constant \n", + "1 0.010063 0.008626 grapes HomSap Constant \n", + "0 0.024136 0.179650 dadi-cli PhoSin Vaquita2Epoch_1R22 \n", + "2 0.024237 0.183145 polyDFE PhoSin Vaquita2Epoch_1R22 \n", + "2 0.024476 0.187955 polyDFE PhoSin Constant \n", "\n", " annotation \n", "0 all_sites \n", @@ -1547,10 +2410,10 @@ { "data": { "text/plain": [ - "'\\\\begin{tabular}{rrllll}\\n\\\\toprule\\nMAE E|s| & MAE shape & method & species ID & demography & annotation \\\\\\\\\\n\\\\midrule\\n0.001134 & 0.029696 & dadi & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.002667 & 0.000712 & dadi & HomSap & Constant & all_sites \\\\\\\\\\n0.010063 & 0.008626 & grapes & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.011094 & 0.028638 & grapes & HomSap & Constant & all_sites \\\\\\\\\\n0.001773 & 0.014414 & polyDFE & HomSap & Constant & all_sites \\\\\\\\\\n0.002344 & 0.006828 & polyDFE & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.011556 & 0.026502 & dadi & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.013851 & 0.030905 & dadi & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.011076 & 0.051345 & grapes & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.011841 & 0.055497 & grapes & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.007188 & 0.024394 & polyDFE & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.007422 & 0.035366 & polyDFE & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.024292 & 0.209159 & dadi & PhoSin & Constant & all_sites \\\\\\\\\\n0.024365 & 0.233357 & dadi & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025167 & 0.250249 & grapes & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025238 & 0.235067 & grapes & PhoSin & Constant & all_sites \\\\\\\\\\n0.024439 & 0.234464 & polyDFE & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024476 & 0.187955 & polyDFE & PhoSin & Constant & all_sites \\\\\\\\\\n0.024136 & 0.179650 & dadi & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024367 & 0.200058 & dadi & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n0.024992 & 0.230358 & grapes & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025129 & 0.232308 & grapes & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n0.024026 & 0.205934 & polyDFE & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024237 & 0.183145 & polyDFE & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'" + "'\\\\begin{tabular}{rrllll}\\n\\\\toprule\\nMAE E|s| & MAE shape & method & species ID & demography & annotation \\\\\\\\\\n\\\\midrule\\n0.001134 & 0.029696 & dadi-cli & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.002667 & 0.000712 & dadi-cli & HomSap & Constant & all_sites \\\\\\\\\\n0.010063 & 0.008626 & grapes & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.011094 & 0.028638 & grapes & HomSap & Constant & all_sites \\\\\\\\\\n0.001773 & 0.014414 & polyDFE & HomSap & Constant & all_sites \\\\\\\\\\n0.002344 & 0.006828 & polyDFE & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.011556 & 0.026502 & dadi-cli & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.013851 & 0.030905 & dadi-cli & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.011076 & 0.051345 & grapes & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.011841 & 0.055497 & grapes & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.007188 & 0.024394 & polyDFE & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.007422 & 0.035366 & polyDFE & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.024292 & 0.209159 & dadi-cli & PhoSin & Constant & all_sites \\\\\\\\\\n0.024365 & 0.233357 & dadi-cli & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025167 & 0.250249 & grapes & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025238 & 0.235067 & grapes & PhoSin & Constant & all_sites \\\\\\\\\\n0.024439 & 0.234464 & polyDFE & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024476 & 0.187955 & polyDFE & PhoSin & Constant & all_sites \\\\\\\\\\n0.024136 & 0.179650 & dadi-cli & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024367 & 0.200058 & dadi-cli & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n0.024992 & 0.230358 & grapes & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.025129 & 0.232308 & grapes & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n0.024026 & 0.205934 & polyDFE & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024237 & 0.183145 & polyDFE & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'" ] }, - "execution_count": 37, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1574,7 +2437,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1601,10 +2464,10 @@ " species ID\n", " demography\n", " annotation\n", - " MAE E|s|_dadi\n", + " MAE E|s|_dadi-cli\n", " MAE E|s|_grapes\n", " MAE E|s|_polyDFE\n", - " MAE shape_dadi\n", + " MAE shape_dadi-cli\n", " MAE shape_grapes\n", " MAE shape_polyDFE\n", " \n", @@ -1721,25 +2584,25 @@ "6 PhoSin Vaquita2Epoch_1R22 \n", "7 PhoSin Vaquita2Epoch_1R22 \n", "\n", - " annotation MAE E|s|_dadi MAE E|s|_grapes \\\n", - "0 all_sites 0.002667 0.011094 \n", - "1 ensembl_havana_104_exons 0.001134 0.010063 \n", - "2 all_sites 0.011556 0.011841 \n", - "3 ensembl_havana_104_exons 0.013851 0.011076 \n", - "4 Phocoena_sinus.mPhoSin1.pri.110_exons 0.024365 0.025167 \n", - "5 all_sites 0.024292 0.025238 \n", - "6 Phocoena_sinus.mPhoSin1.pri.110_exons 0.024136 0.024992 \n", - "7 all_sites 0.024367 0.025129 \n", + " annotation MAE E|s|_dadi-cli MAE E|s|_grapes \\\n", + "0 all_sites 0.002667 0.011094 \n", + "1 ensembl_havana_104_exons 0.001134 0.010063 \n", + "2 all_sites 0.011556 0.011841 \n", + "3 ensembl_havana_104_exons 0.013851 0.011076 \n", + "4 Phocoena_sinus.mPhoSin1.pri.110_exons 0.024365 0.025167 \n", + "5 all_sites 0.024292 0.025238 \n", + "6 Phocoena_sinus.mPhoSin1.pri.110_exons 0.024136 0.024992 \n", + "7 all_sites 0.024367 0.025129 \n", "\n", - " MAE E|s|_polyDFE MAE shape_dadi MAE shape_grapes MAE shape_polyDFE \n", - "0 0.001773 0.000712 0.028638 0.014414 \n", - "1 0.002344 0.029696 0.008626 0.006828 \n", - "2 0.007422 0.026502 0.055497 0.035366 \n", - "3 0.007188 0.030905 0.051345 0.024394 \n", - "4 0.024439 0.233357 0.250249 0.234464 \n", - "5 0.024476 0.209159 0.235067 0.187955 \n", - "6 0.024026 0.179650 0.230358 0.205934 \n", - "7 0.024237 0.200058 0.232308 0.183145 " + " MAE E|s|_polyDFE MAE shape_dadi-cli MAE shape_grapes MAE shape_polyDFE \n", + "0 0.001773 0.000712 0.028638 0.014414 \n", + "1 0.002344 0.029696 0.008626 0.006828 \n", + "2 0.007422 0.026502 0.055497 0.035366 \n", + "3 0.007188 0.030905 0.051345 0.024394 \n", + "4 0.024439 0.233357 0.250249 0.234464 \n", + "5 0.024476 0.209159 0.235067 0.187955 \n", + "6 0.024026 0.179650 0.230358 0.205934 \n", + "7 0.024237 0.200058 0.232308 0.183145 " ] }, "metadata": {}, @@ -1748,10 +2611,10 @@ { "data": { "text/plain": [ - "'\\\\begin{tabular}{lllrrrrrr}\\n\\\\toprule\\nspecies ID & demography & annotation & MAE E|s|_dadi & MAE E|s|_grapes & MAE E|s|_polyDFE & MAE shape_dadi & MAE shape_grapes & MAE shape_polyDFE \\\\\\\\\\n\\\\midrule\\nHomSap & Constant & all_sites & 0.002667 & 0.011094 & 0.001773 & 0.000712 & 0.028638 & 0.014414 \\\\\\\\\\nHomSap & Constant & ensembl_havana_104_exons & 0.001134 & 0.010063 & 0.002344 & 0.029696 & 0.008626 & 0.006828 \\\\\\\\\\nHomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites & 0.011556 & 0.011841 & 0.007422 & 0.026502 & 0.055497 & 0.035366 \\\\\\\\\\nHomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons & 0.013851 & 0.011076 & 0.007188 & 0.030905 & 0.051345 & 0.024394 \\\\\\\\\\nPhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons & 0.024365 & 0.025167 & 0.024439 & 0.233357 & 0.250249 & 0.234464 \\\\\\\\\\nPhoSin & Constant & all_sites & 0.024292 & 0.025238 & 0.024476 & 0.209159 & 0.235067 & 0.187955 \\\\\\\\\\nPhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons & 0.024136 & 0.024992 & 0.024026 & 0.179650 & 0.230358 & 0.205934 \\\\\\\\\\nPhoSin & Vaquita2Epoch_1R22 & all_sites & 0.024367 & 0.025129 & 0.024237 & 0.200058 & 0.232308 & 0.183145 \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'" + "'\\\\begin{tabular}{lllrrrrrr}\\n\\\\toprule\\nspecies ID & demography & annotation & MAE E|s|_dadi-cli & MAE E|s|_grapes & MAE E|s|_polyDFE & MAE shape_dadi-cli & MAE shape_grapes & MAE shape_polyDFE \\\\\\\\\\n\\\\midrule\\nHomSap & Constant & all_sites & 0.002667 & 0.011094 & 0.001773 & 0.000712 & 0.028638 & 0.014414 \\\\\\\\\\nHomSap & Constant & ensembl_havana_104_exons & 0.001134 & 0.010063 & 0.002344 & 0.029696 & 0.008626 & 0.006828 \\\\\\\\\\nHomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites & 0.011556 & 0.011841 & 0.007422 & 0.026502 & 0.055497 & 0.035366 \\\\\\\\\\nHomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons & 0.013851 & 0.011076 & 0.007188 & 0.030905 & 0.051345 & 0.024394 \\\\\\\\\\nPhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons & 0.024365 & 0.025167 & 0.024439 & 0.233357 & 0.250249 & 0.234464 \\\\\\\\\\nPhoSin & Constant & all_sites & 0.024292 & 0.025238 & 0.024476 & 0.209159 & 0.235067 & 0.187955 \\\\\\\\\\nPhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons & 0.024136 & 0.024992 & 0.024026 & 0.179650 & 0.230358 & 0.205934 \\\\\\\\\\nPhoSin & Vaquita2Epoch_1R22 & all_sites & 0.024367 & 0.025129 & 0.024237 & 0.200058 & 0.232308 & 0.183145 \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'" ] }, - 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