{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Before we begin, we will change a few settings to make the notebook look a bit prettier:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Visualization of the
Favorite Pokémon Survey Results\n", "---\n", "In this notebook, I will generate different visualizations of the [Favorite Pokémon Survey]() results. The data was collected and made public by [reddit user mamamia1001](https://www.reddit.com/user/mamamia1001/). Full credit goes to him/her. I will also be including a few comments on the results and how I interpret them. If you want a more simplified version (i.e., only the plots, no code), [you can find it here](./favorite_pokemon_nocode.ipynb). For more info, take a look at the [README file](../README.md). \n", "\n", "Alright, let's get started.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Preliminaries\n", "First, let's import all the relevant packages, configure some plotting options, and define some basic (path) variables." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", "import pathlib\n", "from PIL import Image\n", "import requests\n", "from io import BytesIO\n", "\n", "import pokefunctions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "mpl.rcParams['font.sans-serif'] = 'Calibri'\n", "mpl.rcParams['font.family'] = 'sans-serif'\n", "sns.set(font_scale=1.75)\n", "sns.set(font = 'Calibri')\n", "sns.set_style('ticks')\n", "\n", "plt.rc('axes.spines', top=False, right=False)\n", "\n", "# Control font sizes.\n", "plt.rc('font', size=12) # Default text size\n", "plt.rc('axes', titlesize=16) # Axes title\n", "plt.rc('axes', labelsize=16) # x and y labels\n", "plt.rc('xtick', labelsize=12) # x tick labels\n", "plt.rc('ytick', labelsize=12) # y tick labels\n", "plt.rc('legend', fontsize=12) # Legend\n", "plt.rc('figure', titlesize=16) # Figure title" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define paths.\n", "PATH_DATA = pathlib.Path(r'../data')\n", "PATH_IMAGES = pathlib.Path(r'../images')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Read data\n", "I [downloaded a copy](../data) of the [original results](https://docs.google.com/spreadsheets/d/1c16Wh4AawHGbTi3Eq1DGZQdM4FMUlJO1YwXJZ_ylRvg/edit#gid=557303698) as an Excel file. Let's read just the relevant parts:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
namevotestypesgenerationfamily
1Bulbasaur710.0Grass Poison1Bulbasaur
2Ivysaur83.0Grass Poison1Bulbasaur
3Venusaur127.0Grass Poison1Bulbasaur
\n", "
" ], "text/plain": [ " name votes types generation family\n", "1 Bulbasaur 710.0 Grass Poison 1 Bulbasaur\n", "2 Ivysaur 83.0 Grass Poison 1 Bulbasaur\n", "3 Venusaur 127.0 Grass Poison 1 Bulbasaur" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pokefunctions.read_raw_data(PATH_DATA/'responses.xlsx')\n", "df.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Original Analysis\n", "As a sanity check, let's (re)compute the already reported numbers.\n", "\n", "### Number of valid votes\n", "Original result: 52725" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the aggregated results:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "52725.0\n" ] } ], "source": [ "n_votes = df['votes'].sum()\n", "print(n_votes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Average votes per Pokémon\n", "Original result: 65" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "65.17305315203956\n" ] } ], "source": [ "n_pokemon = len(df['name'].unique())\n", "print(n_votes/n_pokemon)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Average votes per Pokémon per generation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " votes\n", "generation \n", "1 121.119205\n", "2 91.150000\n", "3 70.140741\n", "4 70.383178\n", "5 28.147436\n", "6 29.916667\n", "7 20.181818\n" ] } ], "source": [ "df_votes_generation = df.groupby(['generation']).mean()\n", "print(df_votes_generation)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=[5, 5])\n", "ax.plot(df_votes_generation.index, df.groupby(['generation']).mean()['votes'], linewidth=5)\n", "ax.set_xticks(df_votes_generation.index)\n", "ax.set_ylim((0, 130))\n", "ax.set_title(\"Average votes per generation\", fontdict = {'weight':'bold'})\n", "ax.set_xlabel(\"Generation\")\n", "ax.set_ylabel(\"Average votes\")\n", "fig.savefig(PATH_IMAGES/'generation_average.png', dpi=1000, bbox_inches='tight')\n", "plt.show();\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generation colors were taken from [Bulbapedia](https://bulbapedia.bulbagarden.net/wiki/Generation)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "generation_palette = pokefunctions.generation_palette()\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=[7, 7])\n", "sns.boxplot(x='generation', y='votes', data=df, ax=ax, palette=generation_palette)\n", "ax.set_title(\"Vote dispersion per generation\", fontdict = {'weight':'bold'})\n", "ax.set_xlabel(\"Generation\")\n", "ax.set_ylabel(\"Votes\")\n", "fig.savefig(PATH_IMAGES/'generation_boxplot.png', dpi=1000, bbox_inches='tight')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The outliers show us Pokémon with a high number of votes. As we will see in a second, it is clear that no Pokémon from generations 5, 6, or 7 cracks the top preference spots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pokémon ranking\n", "Sort Pokémon from most to least popular:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df_sorted = df.sort_values('votes', ascending=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top 10 (most popular) Pokémon:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
namevotestypesgenerationfamily
6Charizard1107.0Fire Flying Dragon1Charmander
94Gengar1056.0Ghost Poison1Gastly
59Arcanine923.0Fire1Growlithe
1Bulbasaur710.0Grass Poison1Bulbasaur
257Blaziken613.0Fire Fighting3Torchic
197Umbreon607.0Dark2Eevee
448Lucario604.0Fighting Steel4Riolu
282Gardevoir585.0Psychic Fairy3Ralts
133Eevee581.0Normal1Eevee
149Dragonite551.0Dragon Flying1Dratini
\n", "
" ], "text/plain": [ " name votes types generation family\n", "6 Charizard 1107.0 Fire Flying Dragon 1 Charmander\n", "94 Gengar 1056.0 Ghost Poison 1 Gastly\n", "59 Arcanine 923.0 Fire 1 Growlithe\n", "1 Bulbasaur 710.0 Grass Poison 1 Bulbasaur\n", "257 Blaziken 613.0 Fire Fighting 3 Torchic\n", "197 Umbreon 607.0 Dark 2 Eevee\n", "448 Lucario 604.0 Fighting Steel 4 Riolu\n", "282 Gardevoir 585.0 Psychic Fairy 3 Ralts\n", "133 Eevee 581.0 Normal 1 Eevee\n", "149 Dragonite 551.0 Dragon Flying 1 Dratini" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_sorted.head(10)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=[7, 7])\n", "sns.barplot(x=df_sorted.head(10)['votes'], y=df_sorted.head(10)['name'], hue='generation', palette=generation_palette, dodge=False, data=df_sorted.head(10), ax=ax)\n", "pokemon_image = pokefunctions.get_sprite(df_sorted.index[0])\n", "if pokemon_image != None:\n", " ax_ins = inset_axes(ax, width=2, height=2, loc='lower right')\n", " ax_ins.imshow(pokemon_image)\n", " ax_ins.axis('off')\n", "ax.set_title(\"Most popular Pokemon\", fontdict={'weight':'bold'})\n", "ax.set_xlabel(\"Votes\")\n", "ax.set_ylabel(\"\")\n", "ax.yaxis.set_tick_params(labelsize=16)\n", "ax.legend(frameon=False, loc='upper right', bbox_to_anchor=(1.25, 1)).set_title(\"Generation\")\n", "fig.savefig(PATH_IMAGES/'popular.png', dpi=1000, bbox_inches='tight')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we know who were those outliers from earlier ;) ." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pokémon ranking by family\n", "The top 10 (most popular) Pokémon *families*:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
votes
family
Eevee2865.0
Charmander1551.0
Gastly1384.0
Growlithe1199.0
Cyndaquil1092.0
Squirtle1066.0
Ralts924.0
Bulbasaur920.0
Scyther818.0
Mudkip806.0
\n", "
" ], "text/plain": [ " votes\n", "family \n", "Eevee 2865.0\n", "Charmander 1551.0\n", "Gastly 1384.0\n", "Growlithe 1199.0\n", "Cyndaquil 1092.0\n", "Squirtle 1066.0\n", "Ralts 924.0\n", "Bulbasaur 920.0\n", "Scyther 818.0\n", "Mudkip 806.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_families = df[['votes', 'family']].groupby(['family']).sum().sort_values('votes', ascending=False).head(10)\n", "df_families" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=[7, 7])\n", "sns.barplot(x=df_families['votes'], y=df_families.index, data=df_families, ax=ax)\n", "ax.set_title(\"Most popular Pokemon families\", fontdict={'weight':'bold'})\n", "ax.set_xlabel(\"Votes\")\n", "ax.set_ylabel(\"Pokemon Family\")\n", "ax.yaxis.set_tick_params(labelsize=16)\n", "fig.savefig(PATH_IMAGES/'popular_family.png', dpi=1000, bbox_inches='tight')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pokémon ranking by generation\n", "The most popular Pokémon of each generation:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAecAAAHDCAYAAAAeMNJ0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeVxUVePH8Q8gKKgIuKeVRjqoDArigiiiaC5oimaPPxW1XDMlzdwqNZdcS1LQkjQhsyc1tbLcSnOjRNzL0tQne0TDXQFFWX9/8GIeR1DBWKb8vl8vXi/m3nPPPfcOzHfOuWfuWGVmZmYiIiIiFsO6uBsgIiIi5hTOIiIiFkbhLCIiYmEUziIiIhZG4SwiImJhFM7yt5KRkVHcTRB55Oj/rugpnCVPWrdujcFgwGAw8PLLL5uti4yMNK0zGAzExcUV+P4TEhKYOnUqX331VYHXXVSCg4MxGAyEhYUVSv3jx483ex7c3Nzw8PCgdevWhIeH5/sFNiYmxlTXo27btm20a9cOd3d3/P39OXbsWHE3qUjk9n+X/Xc2fvz4Im3Ld999R7du3fDw8CAgIICPPvqoSPdf1EoUdwPk7yc2NpaMjAysrbPe28XExBT6Pnv37s1vv/2Gu7t7oe/r787e3h5HR0fS09O5fv06Z8+eJSwsjBs3bjBu3Ljibt7f0uTJk7lw4QIlSpQgOTkZFxeX4m5Skcjt/65cuXJUrlyZcuXKFVk7vv76a1577TUyMzMpW7YscXFxzJ49m1KlStGrV68ia0dRUs9Z8sXW1pbr16+beg4ZGRns378fW1vbQt3vjRs3CrX+f5L27duzc+dOoqOj2bdvHx07dgRgxYoVpKenF3Pr/p4uXrwIwMKFC4mJiaFSpUrF3KKikdv/3YQJE9i5cycTJkwokjakpaUxc+ZMMjMzGTduHPv27eONN97AysqKLVu2FEkbioPCWfIl+x10dm/52LFjXL9+/Z492lOnThESEkKTJk2oX78+PXv2ZNeuXWZlDhw4QN++fWnSpAmenp507tyZVatWmda3bt2as2fPAlkvDK1bt851X3FxcRgMBoxGI8eOHaNnz554eHjQuXNndu/ebVY2JSWFsLAw2rZti7u7OwEBASxYsICUlBRTmbCwMAwGA5MmTWL58uW0bNmSBg0a8Morr3DlyhVTudyG+fI6JLxv3z769OmDt7c39evXJzAwkM8++yxHGyZMmMDIkSPx8vJi2LBh963zTqVKlaJr164A3L5926zdX375Jd26daN+/fr4+PgwYcIELly4cM+6bt++Tffu3TEYDHTr1o2bN28C8McffzB06FAaNGiAt7c3I0aM4MyZMzmOYerUqURGRuLn54enpydvvvkmt2/fJiwsDB8fHxo2bMjkyZPNnoPMzEyioqLo1KkTRqORFi1aMH36dJKSkkxl1q5di8FgYMCAAezcuZPOnTtjNBrp1q0b+/fvf+A5ut95yH4es2+kOGTIEIKDg+9Z1+7du+nSpYtp/0eOHMHX1zfH5Z7IyEjatGmDu7s77du355NPPjGrJ/sy0g8//MDEiRPx9vamcePGTJ8+ndTUVFO5GzduMGXKFJo2bYqHhwc9e/bkxx9/NK3Pbn/79u354IMPaNKkCQEBASQlJZGYmMibb75JixYtcHd3x9fXl9dff53r16+b2pDb/11uf++F+TwdOnSIS5cuUaJECfr06QNAr169OHLkCJGRkffc7u9O4Sz54u3tDfwvnPfu3QtAo0aNcpQ9deoUPXr0YPPmzSQmJgJw8OBBBg8ezDfffAPA+fPnGTBgADExMaSkpFCiRAl+++03Jk6cyIYNGwCoWLEiNjY2QNaQWsWKFe/bxvT0dPr3788vv/xCRkYGv/32G0OHDuXIkSNA1gvJSy+9RHh4OP/973+xs7MjLi6OhQsXMmLEiBzXZrdu3cr06dNJTEwkOTmZTZs2MWjQINLS0h7qHGY7f/48gwcPJjY2ltTUVKytrTl58iSTJ0/O8WK1fv16tmzZQmZmJrVr187zPm7cuGEKewcHB5ycnABYtGgRY8eO5ejRo1hbW3P16lXWrl1Lz549zQL8Tm+++SY///wzjz32GB988AEODg5cunSJXr168f333wNZ537Lli383//9H1evXjXbfuPGjcyaNYvExERu3rzJ6tWrefbZZ1m4cCG3b98mKSmJzz77jKioKLN9zpgxgxMnTmBra8uFCxdYvnw5ffv25datW2b1nzhxgmHDhnHu3DlSUlI4evQoI0eONAuzuz3oPNjZ2VG5cmVTeWdnZ5ydnXOt6/DhwwwZMoRjx46RkZHBqVOnGDBggOlNTLbw8HBmzpxJXFwcpUuX5vTp00ybNo0PPvgg13O+bt06UlJSuH79OsuXLze9cc3MzGTYsGF8+umnJCYmUqpUKQ4ePMjAgQOJjY01qycuLo7Q0FAyMjKoXLkyZcqUYfz48axevZqLFy9SunRpLl26xJo1a5g7dy6Qv/+7wnyeTp48CYCLiwsffvgh3t7e+Pv78/HHH9+zPf8ECmfJF09PT2xsbIiNjSU9Pd0U0tmhfadZs2Zx48YNjEYju3fvZv/+/Tz//PNkZGQwdepUbt26xeHDh7l58yZ169Zl3759xMbGMnz4cPz9/U3/1CtXrqRKlSpA1rv2lStX3reN6enpuLu7s3fvXnbv3o2bmxupqammF7+NGzeye/dubG1tWbZsGQcOHCAyMhJbW1u2b9/Opk2bzOq7dOkSM2fO5MCBAyxbtgwrKyt+/vlntm/f/pfO5enTp6lXrx6dOnUiNjaW2NhYPD09AUxvJLKlpqYSGRlJbGwsL7zwwn3r3bRpE35+fjRr1oxGjRqxbds2APr27YutrS3nz59n4cKFAISEhHDgwAG+++47qlevztmzZ1mwYEGOOpcsWcJXX31F2bJlWbx4sWlYNzIykkuXLtGuXTv27t1LbGwszz77LBcvXuTTTz81q+Pq1at8/PHH7N+/Hx8fH9M5WLp0Kfv376dp06YApjcmR44c4fPPPwdg9uzZHDhwgC+++IJy5cpx9OhRli9fblb/+fPnGT9+PPv372f27NkAXLhwgRMnTuR6nvJyHjw9Pdm5c6dpm/nz5+d6fgAWL15MWloabm5u7N69m9jYWHx9fc3COSEhgYiICKytrVm9ejUxMTF8+eWX2NraEhERQXJyslmdpUqVYseOHezZs8f0pix7FGjXrl3s2bOHJ554gl27drF3717eeust0tLSCA8PN6snNTWVESNGEBsbS3h4OCkpKdjY2ODq6sq3335LTEwMkydPBrLeZEDe/+8K+3nK7slfvHiRBQsWkJmZycWLF5k7dy6rV6/OdZt/AoWz5EuZMmUwGAwkJSXx888/s3//fqytrfHy8jIrl5KSQnR0NAAjRozAxcWFEiVKMH78eGxsbLh27RoHDx6kTp062Nra8ssvv9CnTx/Cw8Px8fFh0aJFdOvW7aHbOWTIEEqVKoWTkxN9+/YFsobPAVMvr02bNjRr1gwAHx8f2rRpY7Y+W/Xq1U1tadasmemNSF6GTO+nSZMmLF++nClTphAbG8uiRYtMw4h3X+urUqUKjRs3pkSJEg+ciJOcnMz58+e5evUqJUuWpFatWowbN46RI0cCsHPnTtLS0qhYsSIvvfQSVlZWVK9enQEDBuR6/ADz5s0Dsq5n39lzzx45+fHHH2nTpg2tW7dmx44dQM6Jgq6urjRu3Bhra2s8PDwAqFmzJr6+vlhZWZmWZR979psKDw8P09B8nTp16NGjR67tLFWqFL179wbgmWeeMS2/13yFhzkP95P999WvXz+cnZ2xs7MznfNshw4d4vbt2wC8/PLL+Pn5MWjQIDIyMrhx4wY///yzWfmuXbtSvnx5HBwcaN68udnxZJ/7Cxcu0LVrV/z8/ExvNvbv35+jJ/rss88CWT1QOzs7FixYwNdff82NGzf49NNPTW9K7+7pP0hhP0/ZI1mZmZlMnDiR/fv3M3bsWADef//9fLX170SztSXfvL29+eWXX4iKiuL69evUqVOHsmXLmpW5du2aafJR9erVTctLly6Ns7Mzly5d4tKlS/j4+BAWFsY777zDgQMHOHDgAGFhYVSpUoWZM2eawjO/ypcvb/o9u5eXPbSePWx7Z7vufHz58mWz5RUqVDB7fHd9ucnLxKsbN24wefJkNm3aRFpaGrVq1cLOzg6Au78s7kFD+XcKCgpi1qxZ91yfffyPPfaYacY93Pv44X/H8+WXX/Lyyy9TtWpV4H+9moSEBBISEsy2ufv69Z1vKrInEN456zn72O9uZ16fp3LlymFlZQVkzVjPdq+PkD3Mebif7Ourd04Wyz5P2bLPV0ZGBufPn89Rx93n7M4h9Oxjyv7byK7r1q1bOYaOU1NTuXbtmtmyu/+GVq9ezfz587l48SIVKlTg8ccfN6s/rwr7ebrztSX7TXKPHj2YM2cOZ8+eJTExMcfrzz+Bes6Sb9k9x40bN5o9vpOzs7PpelV2bxCyAin7WmR26Pn7+7N69Wq2bNnC9OnT8fX1JT4+3vTu+GHcuc/smbbZ11uzg/vOMoBpws7dYXz27FmzF6y768t+oblzItP9gjvbwoULWb9+PQ0bNuSHH35g/fr1NGjQINeypUqVemB9eZV9/OfOnTN7QbzX8QO8+OKLBAQEkJKSYjasm13XhAkTOH78OMePH+fQoUMcO3Ysx+WB7L+HBy27u+68Pk8lSvyvr5H9nNzPw5yHvNQXHx9vWnbu3DmzMtl1lilTxnS+jh8/zsGDBzl+/DiBgYFm5e88P3cfU/b+Wrdubarnp59+4ueff+b48eM5wvjOv6HseR3Xr19n5cqVREdHM3z48Hwd793tKKznqWbNmqbfs4f97zwv95tT8HemcJZ8yw7j7Be0hg0b5ihja2tLkyZNgKwJMFevXiUtLY05c+aQnp6Oi4sLXl5eREZG4uXlxf/93//h7OxMjx49TJ9bvH79umnSVfY/dFJSUp4mYi1evJikpCSSkpJM1z6z25k9PPjtt9+yZ88eAPbs2cN3330HQEBAgFldFy9eNE0+2bdvH/v27TOrL7tHePToUVJSUkhPT8/TzVKyr7GVLl0aJycnfv/9d1N77u5F5OVFLK+yh5EvXrxIREQEmZmZnDt3znRTh7uPH2Ds2LGEhIRgZWXFl19+aZqkk30OVq9ezeXLl0lJSWHQoEE0bNiQJUuW/KV2Zj9Phw8f5ssvvwSyPh2QfX0zt3bmx8Och/vJPhfLly/n2rVr3L59m9DQULMydevWxd7enqSkJFasWAFkXTv28vKiXbt2OUYf8rK/6OhofvrpJyBrZrynp2euQXvn39DJkyfJzMzE2tqaKlWqkJKSwrp16wDzv728/N8V9vPUsGFDSpcuDcDSpUuBrM89A1SrVu0f+5lzhbPkW/ny5c3ezebWc4asF3R7e3sOHz5M8+bN8fb25rPPPsPa2ppJkyZRsmRJAgICsLOz49ixYzRr1oymTZua7kDWqVMn04tDtWrVAJgzZw7+/v4PbOPRo0fx8fGhadOm/PTTT9ja2jJkyBAAOnbsiLe3N6mpqfTr14+GDRvSr18/UlNTad26tdl1MMia5Txjxgy8vLzo3bs3GRkZeHh44OfnB2A2ucnf359WrVrluHaYm+xe8tatW2ncuDEdO3bk0qVLAGYfQSloVatWZfDgwQCEhobi5eVF69atOXPmDNWrV89xBzjIemF3c3Ojffv2pKenm0InODgYJycnTp48iZ+fH02bNiU2NhYrKyvTNfyH1bBhQzp16gRk/S15eXnRpUsXrl27htFoNF23fFgPcx7uZ+DAgdja2nLs2DGaN29Oo0aNTNeFIesclitXzvRRrKlTp+Lt7c2gQYPIzMykadOmODo65nl/LVq0wNPTk9u3b/Pcc8/RqFEjIiIiSE1NNX22/V7c3d2xtbXl1q1btGnThsaNG5sC786/vbz83xX281SqVClCQkKArHD28vJi0qRJQNZ8ln8qhbM8lOxArlGjxj2vh9apU4fPP/+cdu3aUaZMGTIyMvD09GTJkiV06NABgMcff5zly5fzzDPP4OTkRHJyMjVq1GDEiBG89dZbprqGDx+Oq6srVlZWODs7P7D3vGDBAoxGIwC1a9cmIiKCevXqAVm9gY8++ohhw4bxxBNPcPv2bapVq8bw4cNZsGBBjl6qu7s706dPp0yZMtjb29OhQwcWL15sGlpr2bIlo0ePpmLFiiQnJ+Pl5ZWniSoDBw7kX//6F05OTlhbW9OsWTNee+01AFMPurC8+uqrzJo1C3d3dzIyMnBycqJbt2589tln9+2JjBgxAmtra7777jsOHTpEpUqVWLFiBa1atTINm/r4+BAZGUmNGjX+cjvnzp3LhAkTqFWrFqmpqVSsWJG+ffsSGRlJyZIl/3L9D3seclO3bl0WLlxIrVq1sLKyom7dunz44Yem9dnXV0eNGsVrr71GjRo1uHXrFo899hgvv/wyEydOzHf7Fy9eTM+ePalYsSK3b9/GYDAwb968B4bzE088wdy5c6lRowY2NjZUr16dGTNmUK5cORITE01vLvP6f1fYz1P//v2ZMmUKNWrUICUlhaeeeorZs2cTFBT0l+u2VFaZ+b36L2Kh4uLiTENoW7duzTFBJb/CwsIIDw+ncePGOT4OInK3FStWcPbsWSpVqkSfPn0oUaIEO3bsYPDgwTg4OJg+2SCSF5qtLSJSAFJSUkzXROfPn0/JkiVNkx87d+6sYJZ8UTiLiBSA/v37c+PGDb7++mvOnj1Lamoq1apVo127drzyyivF3Tz5m9GwtoiIiIXROIuIiIiFUTgXgbS0NOLi4v7yFyWIiMijQeFcBOLj4wkICDC7c5CIiMi9KJxFREQsjMJZRETEwiicRURELIzCWUREJB8yUgt/cq9uQlKEjk6L5IJD3m9sLyIilscrNKTQ96Ges4iIiIVROIuIiFgYhbOIiIiFUTiLiIhYGIWziIiIhVE4i4iIWBiFs4iIiIUpsnD+8ccfGTBgAI0aNcJoNNK+fXtCQ0NJSkrK0/Zr167FYDBw5cqVQm6piIhI8SqSm5Ds2LGDoUOH0q1bN/r06UOpUqX49ddfWbx4MTExMaxYsQIbG5uiaIqIiIjFK5JwXrJkCb6+vrz99tumZT4+Pjz11FMMGTKE3bt307Jly6JoioiIiMUrkmHtK1eukJmZmWO5r68vo0aNonLlyvj6+jJ16lSz9efPn6dOnTp8//33ZsvXrl2Lm5sb58+fN1s+e/ZsWrVqZdpXdHQ0PXr0wMPDAz8/P+bPn096erqpfGZmJqtWraJz5854eHjwzDPPEBkZaVanwWBg7dq1jBo1Ck9PT5o0acLbb79NWlrh31tVREQeTUUSzn5+fuzevZuhQ4fyzTffcPHiRQBsbW0ZOnQobm5uBAYGsmnTJrPwXL9+PeXKlaN58+Zm9T3zzDPY2dmxefNms+WbN2+mY8eOWFlZ8eOPPzJo0CCqV69OeHg4AwYMYNmyZUyfPt1Uft68ebz11lu0bt2aRYsW0b59e+bMmUNoaKhZvTNmzMDFxYVFixbRu3dvPv74Y1atWlXQp0lERAQoomHtUaNGce3aNb744gtTL/ipp56iXbt2vPDCC5QrV46goCCioqL44YcfaNGiBZAVzp06dcLW1tasvjJlyuDv78+mTZvo27cvAIcOHeLs2bN06tQJgPfee4/69eubgtbPz49y5coxYcIEBgwYQOnSpVm2bBkDBgxg1KhRADRv3pzMzEyWLl1Kv379cHFxAcDT05OJEycCWcPx33//PTt37qRXr145jjUhIYGEhASzZfHx8QVyHkVE5NFQJD1nOzs7Zs6cyffff8/kyZNp27Ytly9f5v3336dTp06cOXOGOnXqULt2bb755hsATpw4wbFjx3j22WdzrbNTp04cOHDANLS9ceNGnnrqKerUqUNycjJHjhyhVatWpKWlmX78/PzIyMggJiaGw4cPk5qaSvv27c3qDQwMJDU1lcOHD5uW1a9f36xM5cqVuXnzZq7tioqKIiAgwOynd+/eD33uRETk0VOkn3OuUqUKvXr1Ijw8nB9++IEZM2Zw9epVwsPDAQgKCuLbb7/l9u3bfPXVV9SsWRMPD49c6/L396dMmTJs2bKFzMxMNm/ebOo1JyQkkJGRwbvvvku9evVMPz4+PgBcvHiR69evA1ChQgWzesuXLw9g9hEve3t7szLW1ta5XkMH6NevH1u3bjX7WbFiRX5PlYiIPMIKfVj70KFDDBs2jPfff9+sB1qiRAm6d+/Otm3bOHXqFACdO3fmnXfeITo6mi1bttC1a9d71mtnZ0fbtm3ZsmUL7u7u/PnnnwQGBgJQunRpAF566SUCAgJybFupUiWOHTsGwKVLl6hcubJp3aVLlwBwcnJ6qON1dHTE0VHf2SwiIg+v0HvONWrU4MaNG3z88cc51qWnp3PmzBlq1aoFQMWKFWnWrBkfffQRf/zxB507d75v3dlD22vWrMFoNFKjRg0g65q0m5sbZ86cwWg0mn5sbW2ZN28e8fHxpsebNm0yq3PDhg2UKFHinj12ERGRwlboPWcnJydGjRrFzJkzuXbtGkFBQVSpUoULFy7w2Wefcf78edOwNmQNbb/66qs0atSI6tWr37fupk2b4uzszNq1axk7dqzZupCQEF5++WXKlClD27ZtuXr1Ku+99x7W1tbUrl0be3t7goODWbp0KTY2NjRq1IjY2FiWLl1qmqQmIiJSHIpktnb//v158skn+eSTT5g+fTqJiYk4Ozubbkzy+OOPm8pmz9Tu0qXLA+u1sbGhffv2rFixgg4dOpitCwgIYNGiRSxcuJC1a9dSpkwZmjVrxmuvvWa6hjxmzBicnZ1ZuXIlS5YsoVq1aowdO5Z+/foV4NGLiIjkj1XmvWY2FZMNGzYwYcIEoqOjKVOmTHE3p0DExcUREBDAAv9gKjroerSIyN+ZV2hIoe+jSHrOefHDDz+wd+9eVq5cSffu3f8xwSwiIpJfFvOVkZcuXSIyMhI3NzfTTUFEREQeRRbTc3722WfvecMRERGRR4nF9JxFREQki8JZRETEwiicRURELIzCWURExMIonEVERCyMxczWfhTUm9j/gbckFRERy5aRmoa1beHGp3rOIiIi+VDYwQwKZxEREYujcBYREbEwCmcRERELo3AWERGxMApnERERC6NwFhERsTAKZxGRR0BGalpxN0HyQTchKUJHp0VywcGxuJshIo8gr9CQ4m6C5IN6ziIiIhZG4SwiImJhFM4iIiIWRuEsIiJiYRTOIiIiFkbhLCIiYmEUziIiIham0MP5p59+YuzYsbRu3Rqj0YiPjw/Dhg1j//79hb1rANauXYvBYODKlSt53sZgMLB06dJCbJWIiMi9FWo4r1q1ip49e/Lnn38SEhLCRx99xKRJk7h9+zbBwcFs3ry5MHcPgL+/PytXrsTRMe83/1i5ciWdO3cuxFaJiIjcW6HdIezYsWNMnTqVwMBAZs+ejZWVlWldhw4deOWVV5gyZQqtWrXCzs6usJqBi4sLLi4u+dqmQYMGhdQaERGRByu0nvOSJUuws7Pj9ddfNwvmbCEhIXh7e3P16lXCwsLo1q0bM2bMwNvbm549ewKQlpbG/Pnz8ff3x2g00q1bN3788UdTHTExMRgMBvbt20fPnj0xGo0EBASwevVqU5m7h7Vbt27Nhx9+yOTJk2ncuDFeXl6MGzeOpKQk0zZ3D2vv2rWLPn364OnpidFopEuXLmzZsqXAz5mIiAgUYjhv374dHx8fnJyccl3v6urKggULqFy5MgDHjx/np59+IiwsjKFDhwIwceJEli1bRt++fVm4cCFPPfUUgwYN4sCBA2Z1vfrqq7Rr146IiAjq1q3Lm2++ycmTJ+/ZtsWLF5OQkMC8efMYOXIk33zzDe+//36uZY8cOcLgwYOpVasWixYtIjQ0FHt7e0aPHp2v69giIiJ5VSjD2tevXycxMZEnnnjCbHlmZibp6elmy2xsbICsXvLrr7+O0WgE4NSpU6xdu5bp06fTo0cPAPz8/Lh48SLvvfceH3/8samO4OBgXnjhBQDq1avHt99+y86dO3n66adzbV+VKlWYN28eVlZWNG/enL1797Jz507GjBmTo+yJEydo27YtkydPNi177LHHCAoK4vDhw7Rq1cqsfEJCAgkJCWbL4uPj732yRERE7lIo4ZwdwHcPZ2/YsIFXX33VbNnYsWNNv7u6upp+37t3L5AVyGlp//uqs5YtWzJv3jxSUlJMy+68Ruzo6IiDgwM3b968Z/uMRqNZ26pUqcKvv/6aa9nu3bvTvXt3bt68yalTpzh9+jR79uwBMGtDtqioKMLDw++5bxERkQcplHB2cXHBwcGBc+fOmS1v3rw5n3/+uenxc889Z/rdwcEBBwcH0+Nr164BWeGcm6tXr5p+L1WqlNk6a2trMjMz79k+e3t7s8dWVlb3LH/z5k0mTZrExo0bAahZsyZubm4AuW7Tr18/goKCzJbFx8fTu3fve7ZHRETkToU2W7tly5ZER0eTnJxsCsNy5cqZhq0fpGzZslhZWfHvf/+bEiVyNtPZ2ZnTp08XZJNzNW3aNKKjo4mIiKBRo0bY2dlx8uRJ1q9fn2t5R0fHfH1sS0RE5G6FNiFs8ODBJCcnM3Xq1BzXmYH7TtgCaNiwIZmZmdy4cQOj0Wj6+fHHH4mMjMw1sAvDoUOHaNGiBb6+vqaPfO3atQvIvecsIiLyVxVawtWtW5fp06czadIkTpw4QY8ePahRowYJCQl8//33fPXVV1StWpVGjRqxY8eOHNvXqVOHdu3aMWbMGIYPH46rqyt79+7l/fffZ+DAgVhbF82dR41GI9u2bWPdunVUrVqVPXv2mD5mdevWrSJpg4iIPFoKtfvZtWtXjEYjy5cvZ8mSJZw/f55SpUphMBiYMGEC3bp1w97ePtdwBnjnnXeYP38+ERERXL58mWrVqjF69GgGDBhQmM02M378eG7dusWMGTOArElr4eHhzJgxg4MHD+a4viwiIvJXWWVqbNbM7du38fDwYPLkyfTq1atA6oyLiyMgIH/VyAkAACAASURBVIAF/sFUdND1aBEpel6hIcXdBMmHorlw+zdx5MgRUy/+8ccfL+bWiIjIo0rhfIcVK1awZcsWunTpgo+PT3E3R0REHlEK5zvMnj2b2bNnF3czRETkEVc0U55FREQkzxTOIiIiFkbhLCIiYmEUziIiIhZG4SwiImJhNFu7CNWb2J/q1asXdzNE5BGUkZqGta1e8v8u1HMWEXkEKJj/XhTOIiIiFkbhLCIiYmEUziIiIhZG4SwiImJhFM4iIiIWRuEsIiJiYRTOIvKPlJGaVtxNEHlo+uBbETo6LZILDo7F3QyRR4JXaEhxN0HkoannLCIiYmEUziIiIhZG4SwiImJhFM4iIiIWRuEsIiJiYRTOIiIiFkbhLCIiYmH+cjh36dIFg8HAkSNHCqI9OYSFheHp6Znn8gaDgaVLlxbY/teuXYvBYODKlSsFVqeIiMj9/KVwPn78OMePH+fpp5/m888/L6g2menRowdRUVGFUreIiIgl+kvh/MUXX+Dm5kaPHj34+uuvuXnzZkG1y6RKlSp4eHgUeL0iIiKW6qHDOT09nfXr19OiRQs6dOhAcnIyGzduNCtz+fJlxo4dS+PGjfH09GTo0KGcOXPGrMyePXt47rnn8PDwIDAwkF27dlG3bl3Wrl0L5BzWPnz4ML1798bT05PGjRsTEhLC2bNn79nOI0eOMGjQILy9vXF3d6ddu3Z89tlnZmWWLFlC27ZtMRqNtGnThoULF5KRkZGjnV26dMFoNBIYGMjWrVsf6ryJiIg8yEOHc3R0NBcvXqRz585UrlwZHx8fVq9ebVp/69Yt+vbty/79+3nzzTeZM2cOly5dok+fPly/fh3IGhYfNGgQFSpUICwsjKCgIEaOHEl6enqu+0xOTmbw4MFUrlyZRYsWMW3aNH755RdeffXVXMufO3eOvn374uDgwPz581m4cCE1a9Zk8uTJHDt2DIANGzYwf/58+vfvz9KlS+nRowdhYWGsWrXKrK63336b4OBgFi1aRNmyZRk1ahSXL19+2NMnIiJyTw/9xRdffvkldevWpXbt2kDWxLCxY8dy6tQpXF1d+eKLL/j9999Zv349rq6uAPj4+NCqVSuWL1/O8OHDiYiIoEqVKoSHh1OiRAlatmyJtbU1s2fPznWfJ06c4Nq1awQHB5t6087OzuzZs4eMjAysra1zlG/QoAHvvPMOtra2ANSvX58mTZqwb98+3NzciI2NpVq1avTq1QsrKysaN25MiRIlqFSpklldr7/+OoGBgQC4uLjQrVs3Dh06REBAgFm5hIQEEhISzJbFx8c/zCkWEZFH1EOFc1JSElu3bmXw4MGmIGratCn29vasXr2a8ePHExMTw5NPPsmTTz5JWlrWV7eVKlWKhg0bsmfPHoYPH87evXtp3749JUr8rxnt27e/Zzg/9dRTODk5MXToUAIDA2nZsiU+Pj40btw41/ItW7akZcuW3L59m2PHjnH69Gl++uknAFJSUgDw9PTk008/pXv37rRv3x5/f38GDBiQo647h9arVasGQGJiYo5yUVFRhIeHP/AcioiI3MtDhfOmTZtITk5m/vz5zJ8/32zdF198wauvvsq1a9f4z3/+Q7169XJsX6NGDQCuXr2Ki4uL2boKFSrcc79lypThk08+YeHChaxbt44VK1bg6OjIqFGj6NWrV47y6enpzJo1i5UrV5KamsoTTzyBt7c3AJmZmQA8++yzpKens2LFCubNm8e7776Lm5sb8+bNM/X4IeuNRbbsHvrd16UB+vXrR1BQkNmy+Ph4evfufc/jEhERudNDhfOXX36Jh4cHr732mtnykydPMnXqVLZu3UrZsmVxc3Nj+vTpOba3s7MDoFKlSjk+P/ygzxPXqlWL9957j5SUFPbv309UVBRTpkyhXr161K9f36zs+++/z6pVq5g9ezYtW7bEwcGB5OTkHB/7CgoKIigoiMuXL7Nt2zYWLlzI8OHDc0xwywtHR0ccHfWdzSIi8vDyPSHs3LlzxMbG0qVLF5o0aWL207NnTypWrMjnn3+Ol5cXcXFxVKtWDaPRiNFoxN3dncjISLZv3w5Ao0aN2LFjh1kP9H6zoHfu3ImPjw9XrlzBzs4OHx8fJk6caGrX3Q4dOoS7uzsdOnTAwcEBgF27dgH/6zm/8cYbhIRkfSl7+fLl6dGjB8899xx//vlnfk+NiIhIgch3OH/xxRdYWVnxzDPP5FhnY2NDhw4d+OGHH2jbti1OTk68+OKLbNiwgR9++IGRI0eyYcMG3NzcABg8eDDnzp1jxIgR7Ny5k48//ph58+ZlNcw6Z9M8PDzIzMxk+PDhfP/99+zevZu33noLR0dHmjRpkqO80Wjk8OHDfPLJJ+zdu5elS5cyfvx4rKysuHXrFpD1BmHz5s3MmzePPXv28MUXX/Dvf/+btm3b5vfUiIiIFIh8D2t/9dVXeHl55ZjNnK1z5858/PHHrFmzhhUrVjBnzhzeeustUlJSqFWrFosWLaJly5YAuLq68sEHHzB37lyGDRtGjRo1mDBhAm+88Yapp3snJycnlixZwrvvvsvYsWNJTU3Fw8ODZcuW5bh2DVnhf/HiRcLDw7l9+zY1atRg4sSJfP311xw8eBCArl27kpSUxIoVK4iMjKRs2bK0a9eO0aNH5/fUiIiIFAirzOzx3WLwww8/ULp0abNrxbt372bAgAF8+eWXph72311cXBwBAQEs8A+mooOuR4sUBa/QkOJugshDe+jPOReEQ4cOsXTpUsaNG0fNmjU5e/YsCxYsoFGjRv+YYBYREcmvYg3nwYMHk5KSQkREBOfPn6dcuXK0bdtWQ8oiIvJIK9ZwLlGiBCNHjmTkyJHF2QwRERGL8pe/z1lEREQKlsJZRETEwiicRURELIzCWURExMIonEVERCxMsc7WftTUm9if6tWrF3czRB4JGalpWNvqJU7+ntRzFpF/JAWz/J0pnEVERCyMwllERMTCKJxFREQsjMJZRETEwiicRURELIzCWURExMIonEX+ITJS04q7CSJSQPRBwCJ0dFokFxwci7sZ8g/lFRpS3E0QkQKinrOIiIiFUTiLiIhYGIWziIiIhVE4i4iIWBiFs4iIiIVROIuIiFgYhbOIiIiFKbJwDg4OxsPDg9OnT+dY9+uvv2IwGIiJiclTXWFhYXh6ehZwC0VERCxDkfacb9++zcSJE8nMzPxL9fTo0YOoqKgCapWIiIhlKdJwLlu2LHv37uXzzz//S/VUqVIFDw+PAmqViIiIZSnScG7YsCGtWrVizpw5XLx48Z7l4uLieOWVV2jWrBmenp689NJLZsPhdw5rjx8/nnbt2uWoo1u3bowdO9b0+OOPP+aZZ57B3d2dwMBANmzYYLY/g8FAVFQUrVu3xtfXlwMHDhAcHMzMmTMJDQ3F19eX+vXrM2zYMM6fP18AZ0NERCR3RT4hbPLkyaSlpTFt2rRc18fHx9OjRw/++OMPJk+ezMyZM4mLi6NXr165hmKnTp04ffo0x44dMy07c+YMR48eJTAwEIDw8HBmz55Nx44d+eCDD2jWrBmvvvoqGzduNKtr/vz5vPbaa4wZMwZ3d3cA1qxZw+HDh5kxYwZvvfUWMTExzJw5s6BOh4iISA5F/sUXVatWZdSoUbz99tts3bqVgIAAs/WRkZHcunWLjz76CBcXFwAaN25MmzZtWLZsGePHjzcr7+PjQ4UKFdi0aRNubm4AbNy4EWdnZ3x9fUlISCAiIoKBAwcycuRIAJo3b86NGzd499136dChg6murl270rFjR7P6bWxsWLx4MSVLlgTg2LFjrFq16p7Hl5CQQEJCgtmy+Pj4/JwiERF5xBXLt1L16dOHr7/+mqlTp9KkSROzdbGxsTRp0sQUzAAuLi74+Piwd+/eHHXZ2NjQoUMHNm3aZArfjRs30r59e0qUKMGhQ4e4ffs2/v7+pKX97yv1/Pz8WLNmDWfOnMHKygoAV1fXHPUbDAZTMEPW9e7k5OR7HltUVBTh4eF5PBMiIiI5FUs4W1tbM23aNLp168a7777L888/b1qXkJBAnTp1cmxTvnx5Tp48mWt9nTp1Yvny5Rw/fhx7e3t++eUX3njjDQCuXbsGQM+ePXPd9uLFi1SqVMm0j7vZ29ubPbaysrrvbPN+/foRFBRktiw+Pp7evXvfcxsREZE7Fdv3ORsMBgYMGEBERARPP/20aXm5cuW4dOlSjvKXLl3Cyckp17oaNGjA448/zpYtW7Czs6Nq1ao0bNgQyJohDrBw4UIqV66cY9uaNWuaArwgODo64uio72wWEZGHV6x3CHv55Zd58sknmTdvnmlZw4YNiYmJ4cqVK6ZlV65c4ccff8TLy+uedQUGBrJ9+3a2bNlCx44dTUPV9evXx9bWlsuXL2M0Gk0/J06cYOHChYV3cCIiIg+pWMO5ZMmSTJkyhaSkJNOy/v37Y2try4svvsiWLVvYvHkzL774InZ2dvTr1++edXXu3JmjR49y9OhROnXqZFru4uJCcHAws2bNIiIigj179hAZGcmUKVNwcHCgTJkyhXqMIiIi+VVsw9rZmjZtSvfu3VmzZg2QNZt7xYoVzJ07l3HjxmFjY0Pjxo0JDQ2lSpUq96zn6aefpnbt2qSkpFC3bl2zdWPGjMHFxYVVq1axYMECKlWqRL9+/Rg+fHihHpuIiMjDsMr8q/fSlAeKi4sjICCABf7BVHTQ9WgpHF6hIcXdBBEpIPpWKhEREQujcBYREbEwCmcRERELo3AWERGxMApnERERC6NwFhERsTAKZxEREQujcBYREbEwxX6HsEdJvYn9qV69enE3Q/6hMlLTsLbVv7TIP4F6ziL/EApmkX8OhbOIiIiFUTiLiIhYGIWziIiIhVE4i4iIWBiFs4iIiIVROIuIiFgYhbNIHmSkphV3E0TkEaIPRhaho9MiueDgWNzNkIfgFRpS3E0QkUeIes4iIiIWRuEsIiJiYRTOIiIiFkbhLCIiYmEUziIiIhZG4SwiImJhFM4iIiIWRuEsIiJiYYo1nH/66SfGjh1L69atMRqN+Pj4MGzYMPbv318k+w8LC8PT07NI9iUiIpJXxRbOq1atomfPnvz555+EhITw0UcfMWnSJG7fvk1wcDCbN28urqaJiIgUq2K5feexY8eYOnUqgYGBzJ49GysrK9O6Dh068MorrzBlyhRatWqFnZ1dcTRRRESk2BRLz3nJkiXY2dnx+uuvmwVztpCQELy9vbl69SqQFeYDBw6kcePGNG7cmDFjxnDp0iWzbWJjY+nduzdeXl40a9aMqVOncuPGDbMyS5cupVWrVjRo0IAxY8Zw69Yts/WtW7fmnXfe4fnnn8fb25vIyEgAdu3aRZ8+ffD09MRoNNKlSxe2bNlSgGdERETkf4olnLdv346Pjw9OTk65rnd1dWXBggVUrlyZX3/9lX/961+kpqYya9YsXn/9dfbt20efPn24efMmADt27KBv375UrFiR0NBQRowYwTfffMOQIUPIyMgAsoL53XffJSgoiAULFpCamkpUVFSOfS9btgw/Pz/mzp2Ln58fR44cYfDgwdSqVYtFixYRGhqKvb09o0eP5sqVKzm2T0hIIC4uzuwnPj6+AM+eiIj80xX5sPb169dJTEzkiSeeMFuemZlJenq62TIbGxsWLVqEi4sLH374oWmI293dnc6dO7NmzRqCg4OZP38+Hh4evPfee6Ztq1evzsCBA9m+fTv+/v58+OGH9OjRg5CQrG8XatGiBV26dOHMmTNm+6xZsybDhw83PV6zZg1t27Zl8uTJpmWPPfYYQUFBHD58mFatWpltHxUVRXh4+F84QyIi8qgr8nDODuC7h7M3bNjAq6++arZs7NixxMbG0qlTJ7Nrz08//TQGg4HY2Fi6devGL7/8wrhx48y2bdGiBeXKlSM2NpYnn3ySq1ev4ufnZ1pvZWXFM888w9KlS822c3V1NXvcvXt3unfvzs2bNzl16hSnT59mz549AKSkpOQ4vn79+hEUFGS2LD4+nt69e9/3vIiIiGQr8nB2cXHBwcGBc+fOmS1v3rw5n3/+uenxc889B2QNE5cvXz5HPeXLlycpKYnExEQyMzNzLePi4kJSUhLXr18HwNnZ2Wx9hQoVcq33Tjdv3mTSpEls3LgRyOpZu7m5AVm9/bs5Ojri6KjvbBYRkYdXLLO1W7ZsSXR0NMnJydjb2wNQrlw5jEZjjrLlypXj8uXLOZZfunQJV1dXypYti5WV1T3LODk5ma5t332N+Nq1aw9s67Rp04iOjiYiIoJGjRphZ2fHyZMnWb9+fZ6OVUREJL+KZULY4MGDSU5OZurUqTmuMwOcPHnS9HvDhg3ZunWr2RDyqVOn+O233/Dy8qJ06dLUqVOHTZs2mdWxa9cuEhMT8fLyombNmlSqVCnHDOudO3c+sK2HDh2iRYsW+Pr6mobWd+3aBeTecxYREfmriqXnXLduXaZPn86kSZM4ceIEPXr0oEaNGiQkJPD999/z1VdfUbVqVRo1akSTJk3o2bMngwYNon///iQmJvLee+9RrVo1unbtCsCIESMYNmwYI0eOpFu3bvz555/MmzcPT09P/Pz8sLKyIiQkhIkTJ1K+fHl8fX3ZuHEjP//8MzY2Nvdtq9FoZNu2baxbt46qVauyZ88e03Xquz+KJSIiUhCKJZwBunbtitFoZPny5SxZsoTz589TqlQpDAYDEyZMoFu3bqYh76ioKObNm8crr7yCvb09LVu2ZMyYMZQpUwbI+nzywoULWbhwIcOGDcPJyYlOnToxatQoU/j26NEDgIiICFasWEGzZs0YOnQoH3744X3bOX78eG7dusWMGTOArAlj4eHhzJgxg4MHD+aY/CUiIvJXWWVqbLbQxcXFERAQwAL/YCo6aLLY35FXaEhxN0FEHiH6VioRERELo3AWERGxMApnERERC6NwFhERsTAKZxEREQujcBYREbEwCmcRERELU2w3IXkU1ZvYn+rVqxd3M+QhZKSmYW2rfxcRKRrqOYvkgYJZRIqSwllERMTCKJxFREQsjMJZRETEwiicRURELIzCWURExMIonEVERCyMwlkeCRmpacXdBBGRPNOHN4vQ0WmRXHBwLO5mPJK8QkOKuwkiInmmnrOIiIiFUTiLiIhYGIWziIiIhVE4i4iIWBiFs4iIiIVROIuIiFgYhbOIiIiF+ceEc2ZmZnE3QUREpEA88CYk48ePZ926dfctM3z4cEaMGFFgjcqvffv2ERUVRVhYWLG1QUREpKA8MJyHDRtGz549TY/HjRvHk08+ybBhw0zLqlSpUjity6PPP/+c33//vVjbICIiUlAeGM5PPPEETzzxhOlxqVKlcHFxoUGDBoXaMBERkUdVgVxzHjFiBJ06dcqxvF27dsyePZu4uDgMBgNRUVG0bt0aX19fDhw4QGZmJlFRUXTu3Bmj0YinpycvvPACx48fN9URHBzMzJkzCQ0NxdfXl/r16zNs2DDOnz8P/G/Y/cSJExgMBmJiYli7di1NmjRhyZIlNGnShHbt2pGcnIzBYGDp0qVmbRw2bBjBwcEApnZ+99139O/fn/r16xMQEMCWLVs4efIkvXr1on79+nTt2pUjR44UxKkTERHJoUDCuUuXLpw4ccIsVI8cOcLp06fp0qWLadn8+fN57bXXGDNmDO7u7nz00Ue88847PPfccyxdupSJEydy8uRJJkyYYFb/mjVrOHz4MDNmzOCtt94iJiaGmTNnAlnh2rJlSx5//HFWrlxJvXr1AEhMTGTt2rW88847jBo1Cnt7+zwfzxtvvIGvry/vv/8+VapUYdy4cbz88ssEBgby7rvvkpSUxJgxY3LdNiEhgbi4OLOf+Pj4PO9bRESkQL6VqmXLlri4uPD1119jMBgAWL9+PbVr18bNzY24uDgAunbtSseOHU3b/fnnnwwbNox+/foB0LhxYxISEpg5cyY3btygdOnSANjY2LB48WJKliwJwLFjx1i1ahWQNezu4uLCuXPnzIba09PTCQkJoUWLFvk+nvbt2zNo0CBTPQMHDqRz58707t0bgKtXr/Lmm2+SkJCAo6P5t0xFRUURHh6e732KiIhkK5BwtrW1JTAwkG+++YbRo0eTnp7Ohg0beOGFF8zKubq6mj1+8803Abhy5Qr/+c9/+M9//sO2bdsASElJMYWzwWAwBTNkTUBLTk5+YLuefvrphzoeDw8P0+8VKlQAwGg0mpY5OzsD5BrO/fr1IygoyGxZfHy8KdhFREQepMC+z7lr164sX76cgwcPkpSUxJUrV+jcubNZmfLly5s9PnXqFBMnTmT//v3Y29vj5uZmCuQ7P7d895C0lZVVnj7X7OLi8lDHkt2GO5UqVSpP2zo6OuYIbBERkfwosHB2d3enVq1abN68mRs3btC0aVMqV658z/IZGRm89NJLODk5sX79ep5++mmsra1ZsWIFu3fvLqhm5brfO928ebPQ9iUiIvIwCvQOYc8++yxbt25l+/btZhPBcnPlyhX++OMPnn/+eWrXro21dVZTdu3ale/9Zm/7IGXKlOHChQumx8nJyfz666/53p+IiEhhKrCeM2TN2g4NDaVkyZK0bdv2vmUrVKjAY489RlRUFBUqVMDa2povvviC7du3A+TpmnI2R0dH4uPjiY6Oxt3d/Z7l/Pz8WLt2LfXq1cPFxYUlS5bkeR8iIiJFpUB7zpUrV8ZgMNCmTZtcr9veLSwsjNKlSzNy5Ehef/11kpOTWbZsGQCHDh3K837/9a9/Ub58eYYMGUJ0dPQ9y02YMIEmTZowefJk0+93T94SEREpblaZBfiNERcuXMDf358lS5bQrFmzgqr2by8uLo6AgAAW+AdT0UGTxYqDV2hIcTdBRCTPCmRY+7///S9fffUV3333Ha6urvj4+BREtSIiIo+kAhnWzr4N561bt5g7dy5WVlYFUa2IiMgjqUB6zk8++SSxsbEFUZWIiMgjr0AnhImIiMhfp3AWERGxMApnERERC6NwFhERsTAFeocwub96E/tTvXr14m7GIykjNQ1rW/25i8jfg3rO8khQMIvI34nCWURExMIonEVERCyMwllERMTCKJxFREQsjMJZRETEwiicRURELIzCWf6WMlLTirsJIiKFRh/+LEJHp0VywcGxuJvxj+AVGlLcTRARKTTqOYuIiFgYhbOIiIiFUTiLiIhYGIWziIiIhVE4i4iIWBiFs4iIiIVROIuIiFgYhbOIiIiFyVc4BwcHM2TIkFzXxcTEYDAY+OmnnwqkYXczGAwsXbq0wOoLCwvD09OzwOoTEREpKOo5i4iIWBiFs4iIiIUptHDetWsXffr0wdPTE6PRSJcuXdiyZQsA3333HQaDgbi4OFP5t99+G4PBwJkzZ0zLpk6dynPPPZej7rVr12IwGLhy5YppWUJCAgaDgbVr15qWHTt2jIEDB+Ll5UWzZs2YMGEC165dM6trw4YNtGvXDqPRSLdu3Thw4IDZ+q+++oru3btTv3596tevT8+ePYmNjf1rJ0dEROQ+8h3OmZmZpKWl5fjJyMgwlTly5AiDBw+mVq1aLFq0iNDQUOzt7Rk9ejRXrlyhadOm2NrasmfPHtM2e/fuBWD//v2mZdHR0fj5+T3UgZ09e5ZevXqRlJTEnDlzePPNN4mOjmb06NGmMsnJyYSGhhISEsL8+fNJTk5mxIgRpKVlfePRpk2bGDt2LP7+/kRERDBz5kwSEhIYNWoUKSkpue43ISGBuLg4s5/4+PiHOgYREXk05ftbqXbs2EG9evXuW+bEiRO0bduWyZMnm5Y99thjBAUFcfjwYVq1aoWnpycxMTE899xzXL9+nd9++426deuyb98+unbtytmzZzl9+jQtW7bM/1EBUVFR2NjYsGTJEsqUKQNAyZIlmTNnDlevXgWy3mjMnTuXBg0aAJCWlsaIESM4efIkbm5u/Pe//6V3796MGDHCVK+trS3Dhw/n9OnT1K5dO9f9hoeHP1SbRURE4CHCuWHDhkyYMCHH8qNHj5rCuHv37nTv3p2bN29y6tQpTp8+beolZ/c4W7RowSeffAJAbGwslSpVIjAwkDVr1gCwe/dunJ2dMRqND3VgBw8epFGjRqZgBggICCAgIMD02MbGBg8PD9PjatWqAZCYmAjA4MGDgaze8H/+8x9+//13tm3bZnYcd+vXrx9BQUFmy+Lj4+ndu/dDHYeIiDx68h3OZcuWzTUwb968afb7pEmT2LhxIwA1a9bEzc0NyOqtAvj5+fHuu+/y+++/ExMTg7e3Nw0bNmTu3LlcuXKF6OhoWrRogbX1w10Wv379ummf91KyZEmz+rN/zx6iv3jxIm+88QY7d+7E1taWWrVqmQI8+zju5ujoiKOjvrNZREQeXqFMCJs2bRrR0dFERERw8OBBvv76a4YOHWpWxs3NjUqVKhETE8O+ffvw9vbG3d0de3t79u7dy549e+55vdnKygowD8g73xwAlClTxmzCGGT1dnfs2EFCQkKejmP06NH88ccfrFy5koMHD7J27dpcJ6iJiIgUpEIJ50OHDtGiRQt8fX2xs7MDsmZvg3mgtmjRgu+//57jx4/TqFEjbG1tadCgAZGRkSQmJtK8efNc688eqr5w4YJp2b59+8zKeHl5ERsby40bN0zLfvzxRwYPHszly5fzfBwdO3akfv36lChR4p7HISIiUpDyPaydF0ajkW3btrFu3TqqVq3Knj17THf3unXrlqlcixYtGDlyJM7Ozri6ugLg7e1tunuXs7NzrvU3adKEkiVL8vbbb/PSSy9x7tw53n//fdMbAci69rtu3TqGDBnCiy++yM2bN3nnnXd45plnqFmzZp6PY926dRgMBsqVK8e3337Lv//97xzHISIiUpAKpec8fvx4mjVrxowZMxgxYgR79uwhPDycGjVqcPDgQVM5X19fbGxs8Pb2Ng1VN27cGOC+H6FyWDWidQAAIABJREFUdHTkvffe48qVKwwZMoRPP/2UOXPm4ODgYCrz+OOP88knn2Bra8uoUaOYNWsWbdq0YdasWXk+jpkzZ+Lq6sqECRMYNWoUp06dYvny5Tg4OHDo0KH8nhYREZE8scrU+Gyhi4uLIyAggAX+wVR00GSxguAVGlLcTRARKTS6faeIiIiFUTiLiIhYGIWziIiIhSmU2doiIvL/7d15WFRl+wfwL6AoyKKQuOCa5mSALBqoKZvmkpJgUW6ggdGVyVJkYuaGmJqBYGJaQCBiZq+9lLm9ueBrZW4p9uaSufADFRKXGBGV5fz+oDmegRkWhZlx5vu5Lq9mzjbPeTqXt/c9zzyP7sj2jxRf+2cnKe2zjEqqeTjkiZG1tpFmMXMmIiLSMcyciYj0lCJj9p/qp7QtqMeT4vvoaePE1/Hp32qucVQnBmciIgNguf/36hc9nlQKyArx6d+ynK1DGJw1yGHeNHTp0kXbzdALVeUVMG7Jx5eI9BP/dqPHEgMzUd2y/SPFcrbl/t8R0qM7AKCdt4vScdJStnRwGLNo7eLfcEREekT6PbOilK0IzABwM+eEUoBWVeIGHgRqBmnt4GhtIiIiHcPMmYhID2VnbIVcMko7Mu+2+PpmTvXCPXWVuJkxaxeDMxGRHpL+fAoAkrpbAKgdpNMu5YnvGZB1B8vaREREOoaZMxGRnlgUFYUF0uk5/71b5XHSbBmpHwAA5HJ5k7VDOl2oVM2pQ0k9BmfSOfwNM1ETCRhe/V9JkE67lId8QRDfd22ij1Kav7tGSV3B0tISQNP+Q0Bf8W9ADfp9cTr+MrfSdjN0ntvKCG03gYhIqxiciYgec4uiogAACxIT1R6TnbEVAJDfvWeTfW5DsmV6OAzORER6LjtjK4L2pAEA5Ov/LW6/lfO/h7+mZAayhrAMDmA5uxE4WpuIiEjHMHMmInqMLYqKUlvOVgzAClmcCfyTOUvl5F1sdDarahlKanoMzkREekgRmOsStCcNcjz4eZPiu2tA9ffX2f6R8FbxnbVlcID4Wlo2l+57lJK2dEEOwDAmS2FZm4iISMcwcyYi0iOKjDk/ZDG6ps1TeYyqgWA1y+PSEeCKUrY0a5ZmyyGLM5E2L6jWNRUjxB+GNFuWrpwlnf9bnzE4ExHpiQvHjtV7TM3ArO5nWIr3i6KiECkJyoqAH7I4U9yWNi9IqZytCMpBe9IaVc5WF5CBB0HZEEragA4F56CgIBw+fFjt/ujoaISFhWmwRURERNqhM8EZANzc3DB79myV+zp16qTh1hAR6b4FiYli9hsUpFxazg9ZDADoOi9IfP0ouqbNq5UxKz5HmpGrGjRWF0XZPMTbR9x2M+dErSUtAeXsWp+zaJ0KzlZWVnBxqf0/g4iI1JOWoHNzcgAAXb291QbknLyL9V9UMh+3ulL2u6GhAIAkXBK3Rwo9xOMbUtKWTmbiD/XrTtcscwPVgVpfA/RjN1o7JSUFzz//PJycnDB8+HAkJyejqqoKAPDNN9/A1dUVP/74I0aNGgUXFxdMmTIFp0+fFs//5JNP4OrqqnTN06dPQyaT4dChQwCAmJgYzJgxA9HR0XBzc8Pbb7+NQ4cOQSaTYdOmTRgyZAi8vLxQUFCguRsnIiKDoVOZsyAIqKioULmvRYsW2L59O5KSkhATE4OnnnoKx48fx8qVK2Fra4sJEyYAAO7fv493330XM2bMQJcuXbBmzRoEBwdj586dsLW1bXBb9u/fDx8fHyQnJ8PIyEjcvmbNGsTGxqKkpARdunSpdV5JSQlKSkqUthUWFjb4c4mIHpZ0ZHXmsBBxe80MWjGV57uhoaonMKmx1KQ0Y7a5lFPnuZaWlg3OmIHak5kkdbcAUDuDVlrm8h/6mjUDOhac9+/fDwcHB5X7Tp48iSNHjsDe3h6TJk2CkZER3N3d0aJFC9jZ2YnHVVRUIDIyEhMnTgQAuLi4wNfXF19++SVmzpzZ4LZUVFQgNjYWNjY2ACBm1VOnToWvr6/a8zIyMrB69eoGfw4RUVOpOd+1YtR0Y78DllrgNRaL9n+v9B7Ag+UoH8LDrDutz4FYFZ0Kzv3798ecOXNU7jM1NYWrqys2btyIl156CaNGjYK3tzdC//nOQ2rMmDHiaxsbG7i4uODo0aONaouNjY0YmKV69+5d53lTp05FQECA0rbCwkJMnjy5UZ9PRESGS6eCs6WlJZycnNTuf/HFF1FZWYmsrCwkJCQgPj4eTz/9NBISEtCrVy8AQKtWrWBlpbxmso2NDS5ebMAACAl1JXBVAVvKysqq1ucTEWmCf3aSUrlYkUVnZ2xVyp4VZW7pQC51buX8Dwu8xzZJ+9QubanIwv+9W8z203o8aXDZspROBeeGCAgIQEBAAK5fv469e/ciOTkZM2fOxI4dOwAA9+7dQ1lZGczMzMRzrl+/LgZVIyMjcQCZQmlpqeZugIhIA7Iztj4YBS0pdTdkmchbOf9Tml0sHw++s27r7ajyHMXMZOq+b65rgQ6lNv9T7jb0xSUfq9Hac+fORUREBIDqzDYwMBAvv/wyrl69qnTcvn37xNfXr1/HiRMn4OHhAQCwsLDA3bt3lQZtHWvArDpERESaolOZc0lJCU6cOKFyn6WlJZ599lnMnj0bCQkJGDx4MAoLC/Hll1/i+eefVzo2NjYWpaWlsLGxQXJyMqytrcUBYkOHDsXSpUsxd+5cTJ48GWfOnMHGjRub/d6IiJpbzQFhqkgz3wVwVFqJ6uPUVPG1OIFJzfm5GzkQTG0pW6K+rNsQ6VRw/vXXX/Hqq6+q3Ddo0CCkp6fj9u3byMrKQnp6OiwtLTFy5EhER0crHRsTE4NPPvkEN27cwMCBA7Fq1Srxf36vXr0QFxeHTz/9FK+//jqcnZ2xatUqvPLKK81+f0REzUn6nbN3954qJxupGbzF0dc1XivkY3G9k4rU/PlUfUtP1nWuQrZ/pFjiNkQ6E5wzMzPrPwjAlClTMGXKlDqP8fT0hL+/v9r9gYGBCAwMVNp29uxZ8fWyZctqnePh4aF0DBERUXPRmeBMRERNJyfvosrMU91voWtSHNPW2xFIq73/wrFjcPb2BlA9IYk0W1bM8f1k//5q26eulC0dbW7I5W4GZyIiPaIIyIuiohCkYpEIaelbenxN0iCp+P5ZESwVFPN4SzUkIAOGGXAb47EarV2f8ePH4+zZs/X+FpmIiEiXMXMmItIjivLyjR7eiP5nycWFLj3EpRalE3tIs2bpUowAkDsvGACQvXi90gQmioy3ZhatLmN+lGxZvv7f4jUMLdNmcCYi0kNpl/IQDdVL8KoKyvLESCw8cQnAg6UaAaDfvGDkLF5f6xpyubxWgFalMUG1IT8FMxR6VdYmIiLSB8yciYj0nCIjbqh23i5wTv8WAJAbNAT9/ilxY4/ysG1DKzVrEoOzBjnMm6ZyDWhSVlVeAeOWfDSJHkVu0BAkScrT9S0i0dgArgkNmQdcX7GsTTqHgZmIDB3/FiQi0iOK6TIXRUUhScXUmYuiopQmCVFk1JGJ2UrH5QYNaeaWPiD9TbVUfdOG6jMGZyIiA6BqAQrpMo5JUcpTHl/Q8mp9hlzSBljWJiIi0jnMnImI9NCCxEQxWw4KClIqd0uPUaVm1qyYQ7s5yss1f9usyJi7ps0zyHK2AoMzEZGey8zMxIJ/ZvCqGZBVLVgBPAjIQP1BWXoNVZ+hinRpS3GbmkU4DBHL2kRERDqGmTNpFX/TTNQ8pIO9gAeZqjihCICTi9djgXQqz0bMg11Xeby+pR6z/SNVZszS8nZ+955cMpI04/fF6fjL3ErbzdApbisjtN0EIoOgCIbSebLVzWP9bmioysDYkICsOF9xvKp/IEgDc07eRX7nrALL2kRERDqGmTMRkZ5SGnUdPBQA4C1ZYOpWzv/QNmB4rWOlA8NqDhhTtTRkXUs6Ss+PlGTMCt7deyplywqGnDUDDM5ERHppQWKiWGrOzcmp93hnb2+xHA0oB+j61mquK5BKy9qK4zOHhSCoxiIa9V3H0LCsTUREpGOYORMR6SFpOTkzM1PMhHPyLorbvbv3VFnOdvb2FrPtmllzY0Z016Q4vq4yOFVjcCYi0iPSWcGkwfbj1FQAyiXurt7ewD/VZen23JwcpUlIpBhUNYNlbSIiIh3DzJmISE/U/F2xdMCWtBytUNdAsebMkHNzcgx6gpGG0Ing/NtvvyEzMxNHjx7FtWvXYGFhAVdXV4SGhqK/mlGCRETUPNSNzm4oVctTUuNovay9efNmTJgwAVevXkVERATS0tIwf/583Lt3D0FBQdi1a5e2m0hERKRRWs2cz5w5g9jYWIwZMwbLly+HkZGRuG/06NGIjIzEokWL4OPjA1NTUy22lIhId6nKVB9mRPSjZsz1qbkUJamn1cw5JSUFpqameP/995UCs0JERAQGDBiAmzdvAqgO5tOnT4e7uzvc3d0xa9YsFBcXK51z5MgRTJ48GW5ubhg8eDBiY2NRWloq7g8KCsKSJUuwYsUKDBw4EG5ubliwYAHu3LmDuLg4DBgwAEOGDMG6desAADdv3oSjoyNS/xnpqPDrr79CJpPh7NmzTd0tREQal5mZ2STXWRQVpTRSXIGBuXG0GpxzcnIwaNAgtG3bVuX+Xr16YdWqVejQoQNOnz6NV199FeXl5Vi2bBnef/99HD16FFOmTMGdO3cAAPv370dwcDDat2+PlStXIjw8HNu2bcMbb7yBqqoq8bpbtmzB+fPnkZCQgJCQEGzatAkBAQGQy+VYuXIlBg0ahISEBBw/fhzt2rWDl5cXtm3bptS2rVu3om/fvpDJZErbS0pKUFBQoPSnsLCwiXuOiIj0mdbK2n///Tfkcjm6deumtF0QBFRWViptMzExwZo1a2BjY4PPP/9cLHE7OjrCz88PW7ZsQVBQEJKSktCvXz8kSko7Xbp0wfTp05GTkwNfX1/xeomJiWjdujUGDx6MTZs2oaqqCkuXLoWxsTE8PDywbds25ObmwtXVFQEBAXjrrbdw4cIFPPnkk6ioqMCOHTvwxhtv1LqvjIwMrF69uqm7i4ioySiy5JrZbWPVlw0zW354WgvOigBcs5y9fft2vPPOO0rb3nvvPRw5cgRjx45V+u65d+/ekMlkOHLkCMaPH49Tp05h9uzZSucOHToU1tbWOHLkiBicZTIZWrduLR5ja2uLHj16wNi4upBgamoKc3Nz8fsaLy8vtG3bFtu2bUN4eDgOHDiAkpISjBkzptZ9TZ06FQEBAUrbCgsLMXny5Eb1DxHRo5DL5UqzhEkpgrK0lF1XoG6OIKv4GRdnC1NNa8HZxsYG5ubmuHLlitL2IUOG4F//+pf4/uWXXwZQXS62tbWtdR1bW1vcvn0bcrkcgiCoPMbGxga3b98W37dp06bWMWZmZmrb2rJlS4wdOxbff/89wsPDsXXrVgwaNAh2dna1jrWysoKVFddsJiKih6fV0dpeXl746aefUFZWJgZHa2trODk51TrW2toa169fr7W9uLgYvXr1gqWlJYyMjNQeo+577YYaN24cNmzYgN9++w379u3DokWLHul6RERNRTFKu+YkJNIMWZGpSufNDgoKErNndSO1FQO8asrMzBSnBFXnUcvmhkyrwTksLAy7d+9GbGws4uLiYGJiorT/zz//FF/3798fe/bswXvvvSeWts+fP48//vgDgYGBaNOmDfr27YudO3fitddeE887cOAA5HI53NzcHqmt/fr1Q69evbBs2TIAwPDhwx/pekRETU26TCQAlUG4oRSl7I9TU1UGYblcLv5DwNLSUmm2McW83A0JzpwtTDWtBudnnnkGcXFxmD9/Ps6dO4fAwED06NEDJSUl2LdvH7777jt06tQJzz77LDw8PDBhwgS8/vrrmDZtGuRyORITE2Fvbw9/f38AQHh4OGbMmIGoqCiMHz8eV69eRUJCAlxdXeHp6fnI7fX390d8fDz8/f1hbm7+yNcjIiJSRevTd/r7+8PJyQmZmZlISUlBUVERWrduDZlMhjlz5mD8+PFiyTsjIwMJCQmIjIyEmZkZvLy8MGvWLFhYWAAAfH19kZycjOTkZMyYMQNt27bF2LFj8fbbb9fKyh+Gp6cn4uPjMW7cuEe+FhFRc5Bmn6rm024oRfb7bmhovdNwSufuzs3JUSqhK9Q1jzcHh9VmJAiCoO1GPC4+//xzZGVlYe/eveLI7oYoKCjAsGHDsMo7CO3NOVhMym1lhLabQGRwpIFUUe6uGYClxyiCbF2BU3q8lKqlJ9UFamdvbwbnf2g9c34c7Nq1CydPnkRWVhbCw8MbFZiJiIgai8G5AfLy8rBhwwYMGzYMwcHB2m4OEVGzqjnAqyEUGa+6c2uW2xt7fUPD4NwAYWFhCAsL03YziIgemmVU0oM3oXEAqn8O1dTLOmYOC4HN+gNNek1DxPosERGRjmHmTESk5yyjkhA9TcWvTNJVDwLLD1mMG/9sa45BWjVHd1NtDM5ERHpOnhgplrWlQdr5koBbkarL2o0tTWf7RwIAvLv3FLd1TZunNrBnDgt5qM8xFCxrExER6RhmzhrkMG8aunTpou1m6JSq8goYt+RjSNScapa1XRauBFA7y80PWaz0HuCUmtrCvxVJqxiYiZqftKwNAOpm2c7JuwgACNqT1qignO0fWSvQAw0P7PyHQG0saxMREekYpi1ERAZAnlg9YKtmlqvIloHqjBlofAarOE/8rHrOr9kGqo3BmYjIgD1sQJZiObrpsaxNRESkY5g5ExEZkMaWoPW1DbqOwZmIyIDoQiDUhTboOpa1qdlUlVdouwlERI8lZs4a9PvidPxlbqXtZmiM28oIbTeBiOixxMyZiIhIxzA4ExER6RgGZyIiIh3D4ExERKRjGJyJiIh0DIMzERGRjmFwJiIi0jEMzkRERDpGo8HZ19cXMplM/PPMM89g6NChmD9/PkpKSh75+jKZDKmpqU3QUiIiIu3R+AxhI0eOREhICADg/v37yMvLQ1JSEi5fvvzIgfWrr75C586dm6KZREREWqPx4PzEE0/AxcVFfO/u7o4WLVogJiYGly9fhr29/UNfW3pdIiKix5VOfOdsaWkpvv7mm2/g4eGBlJQUeHh4YOTIkSgrK8Pt27cRFxcHHx8fODo6YuDAgZg9e7ZSOVxR1q6oqMC4cePg6+uLu3fvAgDKy8vh5+cHf39/lJeXAwDy8vIwY8YMuLq6YsCAAZg1axZu3LghXi8mJgYRERHIyMiAj48P+vXrh6CgIJw/f15DPUNERIZI45mzIAioqKheraiyshJ5eXlYu3YtPD09xaxZLpfjm2++wccff4zS0lKYmZnhjTfewLlz5xAdHY327dsjNzcXSUlJaNeuHWJiYpRvqkULfPjhhwgMDMS6desQGRmJtWvX4uLFi9iyZQtatmyJ4uJiTJo0Ce3bt8dHH32E+/fvIzExEaGhofjqq69gamoKAPj555+Rn5+PuXPnorKyEkuWLEFMTAy+/vprlfdXUlJS6/vzwsLCpu5GIiLSYxoPzhs3bsTGjRuVtrVt2xYfffSR+L6yshIREREYOnQoAODevXsoLy/HwoUL4enpCQDw8PDA8ePHcfjwYZWf4+DggJCQEKSkpMDZ2Rnr1q1DeHg4ZDIZACAjIwP37t1DWloabGxsAAD9+vXDyJEjsX37dvj7+wMASktLsW7dOtjZ2QEAioqKsGTJEty8eRPt2rWr9bkZGRlYvXr1o3QREREZOI0H59GjRyM0NBQAUFFRgStXrmDdunWYNGkSNm/eLB7Xu3dv8XWrVq2QlpYGACgoKMClS5dw7tw5nD9/Hq1atVL7WeHh4fjhhx/w5ptvol+/fpg+fbq479ChQ3BxcYGVlZWYyXfq1Am9evXCwYMHxeDcuXNnMTADQMeOHQEAZWVlKoPz1KlTERAQoLStsLAQkydPblgHERGRwdN4cLaxsYGTk5P4XvF9r4+PD9LT0+Ho6CgeJ7Vnzx4sXboU+fn5aNeuHRwdHdG6dWtUVVWp/axWrVph5MiRWLduHZ577jmYmJiI+27duoXc3Fw4ODjUOq99+/biazMzM6V9xsbVX9Or+1wrKytYWRnOms1ERNT0NB6cVenQoQOsra2Rl5cnBmepS5cuITIyEgEBAdiwYYOYvUZGRtY5OCsvLw8ZGRmQyWRISUmBn58fevbsCQCwsLCAp6cnIiIiap3Xpk2bJrozIiKixtOJ0doFBQW4ceMGunfvrnL/qVOnUF5ejrCwMDEw37lzB8eOHYMgCCrPEQQBH3zwAezt7bFp0ybY29vjgw8+EI/v378/Lly4AJlMBicnJzg5OaFPnz5YvXo1jh071jw3SkRE1AAaD87FxcU4ceKE+Oc///kP3nrrLbRq1QqTJk1SeU7fvn1hYmKCFStW4ODBg9i+fTuCg4NRXFyMsrIyled89dVXOHz4MBYuXAhzc3PMnz8fR48eFQejvfbaa5DL5Zg+fTp2796N/fv3IywsDL/88ovK7J2IiEhTNF7W3rVrF3bt2gUAMDIygpWVFdzc3BAXF4fevXvj5MmTtc7p2bMnli9fjtWrVyMsLAzt27eHp6cnXnrpJcTGxqKoqAgdOnQQjy8qKsKKFSswbtw4uLu7AwAGDRqEsWPHIj4+Hj4+PujcuTM2btyIFStWYNasWTAyMoKDgwO++OIL9O3bVzOdQUREpIKRoK4uTE2moKAAw4YNwyrvILQ3N5zBYm4ra3+fT0RE9dOJ75yJiIjoAQZnIiIiHcPgTEREpGMYnImIiHQMgzMREZGOYXAmIiLSMQzOREREOkYn5tY2FA7zpqFLly7abobGVJVXwLglHzEiosZi5kzNhoGZiOjhMDgTERHpGKY2GlBZWQkAKCws1HJLiIhIl3Ts2BEtWtQOxQzOGnDp0iUAwOTJk7XbECIi0il79uxRORaJwVkDunbtCgBYv3497O3ttdwa7SksLMTkyZORlZUlrsttiNgP1dgP1dgP1Qy1H9TdK4OzBpiamgIA7O3tDWq0tjodO3ZkP4D9oMB+qMZ+qMZ+qMYBYURERDqGwZmIiEjHMDgTERHpGJOFCxcu1HYjDEGrVq3g4eGBVq1aabspWsV+qMZ+qMZ+qMZ+qMZ+eMBIEARB240gIiKiB1jWJiIi0jEMzkRERDqGv3NuZjk5OYiPj8f9+/chk8nw4YcfwsLCQtvN0ohly5Zh586dsLa2BgD07NkT8fHxWLZsGQ4cOIDKykqEhIRg4sSJWm5p0xMEATExMejTpw9CQ0NRWVmp9r4vXbqEuXPn4ubNmzA3N8fy5cvRq1cvLd9B06jZDwDg4eGhNPFCaGgoXnzxRb3th2+//RapqakwMjKCmZkZ5s6di2eeecbgngdV/eDk5GRwz0ODCdRsrl+/LgwcOFC4ePGiIAiC8NFHHwkLFizQaps06ZVXXhGOHTumtG3Dhg3C9OnThfLycuHWrVvCyJEjhdzcXC21sHn8+eefQlBQkODs7CykpKQIglD3fb/00kvCd999JwiCIOTk5AhjxowRqqqqtNb+pqKqH86fPy+MGDFC5fH62A/nz58XnnvuOaGoqEgQhOr78vLyMrjnQV0/GNrz0BgsazejH3/8EU5OTujRowcAYOLEidi6dSsEAxiDd//+fZw6dQopKSnw8/NDeHg4rly5gt27d2P8+PFo0aIFrK2tMWbMGHz33Xfabm6TysrKQmBgIEaNGiVuU3ffRUVFuHDhAsaMGQMA8PLywp07d3Dq1CltNb/JqOqH48ePw9jYGJMmTYKfnx9Wr16NyspKve0HU1NTxMXFwc7ODgDg6OiI4uJi7Ny506CeB3X9cPjwYYN6HhqDZe1mVFhYqFSu6dixI27fvo3S0lK9L20XFRVh4MCBiIqKwlNPPYXU1FTMmDEDZWVl6NSpk3hcx44dcfbsWS22tOnNnz8fAPDTTz+J265evaryvq9evQo7OzsYGz/4d3KHDh1QWFgIBwcHzTW6Gajqh8rKSgwePBjR0dGoqKhAWFgYLCws4OLiopf90KVLF3EqSkEQsHTpUvj6+uKPP/4wqOdBXT8YGxsb1PPQGAzOzaiqqgpGRka1tksfOH3VtWtXfP755+L70NBQrFmzBvfu3VPqE0EQDKI/BEFQed+qnhFBEGBiYqLpJmrEK6+8ovT+tddeQ2ZmJvr166fX/XDnzh3ExMSgsLAQKSkpCAwMNMjnoWY/WFlZKe03lOehIfT/b0Ut6tSpE/766y/xfVFREaytrWFubq7FVmnGmTNnkJ2drbRNEAQ8++yzSn3y119/GcQKNDWfBcV9d+7cGdeuXVP6qkOf+yQ7OxtnzpwR3wuCgBYtWuh1P1y5cgUTJkyAiYkJ1q9fDysrK4N8HlT1gyE+Dw3F4NyMhgwZgtzcXHE9502bNmHYsGHabZSGGBsbY8mSJcjPzwcAbNy4ETKZDMOGDcOWLVtQUVGBkpISbNu2DcOHD9dya5ufuvvu2LEjunXrhu3btwMADhw4AGNjY/Tp00fLLW4e586dw6pVq1BZWYm7d+8iKysLL7zwgt72w+3btxEUFIQRI0Zg5cqVaN26NQDDex7U9YOhPQ+NwbJ2M7K1tcXSpUsRERGB8vJydOvWDcuXL9d2szSiT58++OCDD/Dmm2+isrISHTt2REJCAuzs7PB///d/GDduHMrLy/Hqq6/C3d1d281tdhMnTlR73wkJCZg3bx4+/fRTmJqaIikpSW9L/TNnzkRsbCz8/PxQUVGBUaNGITAwEIB+9kNWVhauXLmCH374AT/88IO4PTU11aCeB3X98NlnnyExMdFgnofG4PSdREREOsZw/hlCRET0mGBwJiIi0jEMzkRERDqGwZmIiEjHMDgTkcZxHCpR3RiciahOU6dOhY+Pj9qAevbsWchksgbNkV5SUoLo6Gj8/vvvTd1MIr3C4ExEdQoICMCVK1dw/Phxlfu3bt0s6x5vAAAEpUlEQVSKNm3a4Pnnn6/3WqdPn8b333/PzJmoHgzORFSnESNGwNzcXJytSUoQBGzbtg2jR4+GmZmZFlpHpJ8YnImoTubm5hgxYgR27tyJqqoqpX1Hjx7FlStXEBAQAAAoKChAZGQkBg8eDFdXV7z55pvi9LWHDh1CcHAwAODll19GTEyMeJ3169djxIgRcHR0xJgxY2r9Q2D//v0YP348nJ2dMWjQIMyZMwe3bt1qxrsm0i4GZyKql7+/P65du4ajR48qbd+6dSu6deuGAQMGoLCwEIGBgcjLy8OCBQuwdOlSFBQUYNKkSSgqKoKDg4O4jOTSpUsxY8YMAMDq1auxfPlyvPDCC1i7di0GDx6Md955Bzt27AAAXL58GTNnzoSbmxs+++wzzJ49G/v27UNsbKxmO4FIgzi3NhHVa+DAgejcuTO2b98uzgF9//597Nq1S8yG09PTcffuXaSlpcHGxgYA4O7ujuHDh+OLL75ATEwMevfuDQB46qmn0K1bN5SUlOCzzz7D9OnTERUVBaB6wZjS0lLEx8dj9OjROHnyJO7fv4+wsDDY2dkBANq0aYPLly9ruhuINIaZMxHVy8jICC+++CJ27dqFyspKAMB///tf/P333/D39wcAHDlyBB4eHmJgBgAbGxsMGjQIhw8fVnndEydO4N69e/D29kZFRYX4x9PTE/n5+cjPz4ejoyNMTU0RGBiI5cuX49ChQ/D19cW0adOa/b6JtIXBmYgaxN/fHzdu3MAvv/wCAPj+++/h7u4Oe3t7ANU/k3riiSdqnWdra4vS0lKV11R8bzxhwgQ4ODiIfyIjIwEA165dQ9euXZGeno6nn34aGzZsQHBwMLy8vJRWNyLSNyxrE1GD9OzZE87Ozti+fTucnZ2xb98+LFq0SNxvbW2N4uLiWucVFxejbdu2Kq9paWkJAEhOTkaHDh1UfiYA9O/fH+vWrUNZWRkOHjyIlJQUREZGYt++fSrPI3rcMXMmogbz9/fH3r17kZOTA2NjY4wYMULc179/fxw6dAg3btwQt924cQMHDx6Em5sbAMDExETpes7OzmjZsiWuX78OJycn8c+5c+eQnJwMAPj6668xbNgwlJeXw8zMDL6+voiKikJlZSWKioo0cNdEmmeycOHChdpuBBE9Hrp164a1a9fi9OnTGDp0KEaPHi3u6927NzZv3oy9e/fCxsYGf/75J+bNm4eysjIsW7YMFhYWkMvl+PLLL9GhQwfY2trC3t4ecrkca9euhbGxMcrLy7F7924sW7YMMpkMfn5+MDc3R2pqKk6dOgVra2ucP38eq1atQsuWLfH222/XCvhE+sBI4FQ9RNQIERER2LVrFzIzM8WR2wrnzp3DihUrcOTIEZiYmMDd3R2zZs0Sy9NVVVWIiYnBjh078Nxzz2Ht2rWoqqpCamoqNm/ejKtXr8LOzg5jx47FzJkzYWpqCgD4+eefsWrVKvzxxx8AAA8PD8yZMwfdunXT7M0TaQiDMxERkY7hd85EREQ6hsGZiIhIxzA4ExER6RgGZyIiIh3D4ExERKRjGJyJiIh0DIMzERGRjmFwJiIi0jEMzkRERDrm/wEG5+bC99uINAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "generations = list(df['generation'].unique().astype(int))\n", "generations.insert(0, 'all')\n", "\n", "for generation in generations:\n", " if generation == 'all':\n", " idx = df.groupby('generation')['votes'].transform(max) == df['votes']\n", " df_generation = df[idx]\n", " title_str = \"each generation\"\n", " file_name = \"all_generations\"\n", "\n", " else:\n", " df_temp = df.query('generation == \"' + str(generation) + '\"')\n", " df_generation = df_temp.sort_values('votes', ascending=False).head(10)\n", " title_str = \"generation \" + str(generation)\n", " file_name = \"generation\" + str(generation)\n", " \n", " fig, ax = plt.subplots(1, 1, figsize=[7, 7])\n", " sns.barplot(x=df_generation['votes'], y=df_generation['name'], hue='generation', palette=generation_palette, dodge=False, data=df_generation, ax=ax)\n", " if generation == 'all':\n", " ax.legend(frameon=False, loc='lower right').set_title(\"Generation\")\n", " else:\n", " # Remove legend.\n", " ax.get_legend().remove()\n", " \n", " # Add sprite of the most popular Pokemon of each type.\n", " pokemon_image = pokefunctions.get_sprite(df_generation.index[0])\n", " if pokemon_image != None:\n", " ax_ins = inset_axes(ax, width=2, height=2, loc='lower right')\n", " ax_ins.imshow(pokemon_image)\n", " ax_ins.axis('off')\n", " \n", " ax.set_title(\"Most popular Pokemon of \" + title_str, fontdict={'weight':'bold'})\n", " ax.set_xlabel(\"Votes\")\n", " ax.set_ylabel(\"\")\n", " ax.yaxis.set_tick_params(labelsize=16)\n", " fig.savefig((PATH_IMAGES/(file_name + '.png')), dpi=1000, bbox_inches='tight')\n", " plt.show()\n", "pass; # Supress plot output.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pokémon ranking by type\n", "For this, we will need to do a bit of processing. First, we will make sure that each Pokémon has unique types (i.e., that its types are not repeated)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def types_unique(types):\n", " if type(types)==str:\n", " types_set = set(types.lower().split())\n", " return ' '.join(types_set)\n", " else:\n", " return types\n", "df_sorted['types'] = df_sorted['types'].apply(types_unique)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After that, we will split each type into a different column:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "n_types = 3\n", "types_all = df_sorted['types'].str.split(\" \", n=n_types, expand = True)\n", "\n", "for ii in np.arange(0, n_types):\n", " column_name = 'type' + str(ii+1)\n", " df_sorted[column_name] = types_all[ii]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can do an analysis per type. Consider that Alolan versions might have different types for the same Pokémon (e.g., Vulpix is fire type, while Alolan Vulpix is ice). In this case, we are considering only *one* type for each Pokémon." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuIAAAGmCAYAAAA5wuHYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeXhU5fn/8c9MNnaERAgQItZKbFEBQXBHTSCBBIm5sGCpUscNVNRfxbZahepXvlZtpVoE6hLFVsFWIECM5CsoiitaBFSUtIYtQBJmQAIJkGXm90eakZEsM5lkzjPJ+3VduXSWM+eehZn7uc/9PMfm8Xg8AgAAABBSdqsDAAAAANojEnEAAADAAiTiAAAAgAVIxAEAAAALkIgDAAAAFiARB4AfcLvdVocAA/G5ANDSSMQBhK20tDQlJSXp7rvvPum2qqoqnX/++UpKStKCBQv8fsx3331XN998c0uG6fXPf/5TSUlJGj16tCSpurpaSUlJSkpK0meffdYq+2xN1157rZKSkjR//nyrQ2l1K1as0K9//WurwwDQxpCIAwhb48aNk1SbPB87dszntg0bNqisrEySNHbsWL8eLy8vT7fccot27drVsoE2wGazqXfv3urdu7eio6NDss+WFBsbq969e6tLly5Wh9KqnnvuOf3617+W0+m0OhQAbUyk1QEAQHOlp6frmWeeUUVFhdavX++tNEvSW2+9JUkaNGiQBgwY4NfjlZeXt0aYDYqIiNB7770X0n22pHnz5lkdQkgcOXLE6hAAtFFUxAGErTPOOEMDBw6UJK1evdp7vcfj0dq1ayV9XzWvrKzUU089pZSUFJ1zzjlKSUnRvHnzVFVVJam2beSBBx6QJO3atUtJSUlasWKFJKm0tFS/+tWvNGzYMA0dOlQ33nijvvnmm0Zjc7vdmjdvni655BINGTJE995770kJXX2tKQcPHtSsWbN0xRVX6JxzztGoUaM0a9Ysb3VfkmbOnKmkpCQ9++yzmjt3ri644AINHz5cs2bNOunIQHZ2tpKTk3X22Wdr7NixevXVV+vd/7Jly3TllVfqoosu0meffaY9e/bonnvu0aWXXqpzzjlHV155pZ544glVVlZ6t6+vNaWp11mS5s6dq6SkJD388MNatmyZRo8erXPOOUfXXXedCgsLG3xNd+7cqaSkJA0dOlRbt27V5MmTde655+qqq67SRx995HPf7du365ZbbtGQIUM0fPhw3XnnnSoqKjopht/97ne68847dd555+nOO+88aZ9z587VwoULJUkfffSRkpKStGHDBv3kJz9RUlKSPv/8c+99v/nmGyUlJWnQoEFyuVzeVqRbb71Vubm5GjNmjM4991zddNNN2r17t89+3n33XWVlZemcc87RpZdeqkcffVRHjx5t8LUA0DZQEQcQ1tLT01VQUKB169apsrJS0dHR2rJli0pLSyXVtqW43W7dfPPN+vjjjyVJnTt31u7du/WXv/xFX331lebPn6+OHTuqe/fuOnTokCIiIhQXF6dOnTqpoqJC119/vbZv367o6GhFR0fr/fff1+eff66cnBwlJibWG9dTTz3lTeA6deqk3Nxcb5W+Mffdd5/eeecdRUZGqlu3biotLdVrr72m0tJS7+PVWbRokZxOpzp37qzy8nK99tpr+u677/T0009Lkv785z9rwYIFstls6t69u7Zv366HHnpI5eXlJ/XBz5o1SzExMXK73Ro0aJB+9rOfqaCgQFFRUeratav27Nmj559/XseOHdODDz5Yb+z+vM42m817/3Xr1umVV15R586dVVlZqQ0bNui+++7Ta6+91uhrVFVVpRtuuEFHjx6V2+3Wtm3bdPPNN+u1117ToEGDVFpaqp///Oc6cOCAOnbsqJqaGuXn52vTpk1atWqVunfv7n2sFStWyO12KyYmxjuoO1HXrl29r290dLR69OihDh066MILL9QHH3yg1atXa+jQoZK+Pwpz0UUXKTY21vsYX3zxhd5991117NhRx48f1/r16zV16lStXLlSXbp00fvvv69p06bJ7Xare/fuOnjwoF566SVt375dzz77bKOvBYDwRkUcQFhLT0+XVNs+8MEHH0j6PiEaMmSI+vXrpzfeeEMff/yxoqKitGjRIm3cuFEvvPCCIiMj9fbbb+utt95SRkaG7r33XklSv3799N5772n06NFatmyZtm/fruHDh+uTTz7RZ599phtvvFHl5eV6/vnn643p+PHjevnllyVJkyZN0meffaY1a9aoa9euTT6fuiR22bJl+uijj7RkyRINGzZMffr08alGS7XV85dfflkbN27Uww8/LEnKz89XQUGBDh486H2Oy5Yt0yeffKLly5crIiJCf/3rX3X8+HGfxxo5cqQ2bNigtWvXqqKiwpuEr1+/Xh999JHmzZunESNGqHPnzg3G7s/rfKK9e/fq2Wef1caNG3XHHXdIkjZt2tRkK0hVVZWGDBmiTz/9VOvXr9fAgQNVVVWlv/71r5KkF198UQcOHFB6ero+/fRTbdiwQRkZGSopKdGSJUtOeqy//e1v2rBhg66//vqT9nXTTTfpuuuukyQNGzZM7733ns4991xlZmZKkv7v//7Pe9+6/x8/frzPY7hcLt15553auHGjcnJy1KFDB+3Zs0c5OTmSpCeffFJut1sPPPCANmzYoPfff18DBgzQu+++61NxB9D2kIgDCGv9+/fX2WefLak2CZWkNWvWSPq+LeWdd96RJKWmpuqCCy6QJF1yySW68sorfW6vz4YNGyRJX3/9tdLS0jRq1CgtW7ZMkvTJJ5/Uu81//vMfVVRUSJLuuOMORUREqF+/fsrKymry+ZxzzjmSpFtvvVUPPfSQ9u7dqwULFmj27NknTei84IILNHLkSEm1CX/v3r0lSRs3btSmTZtUWVkpt9utadOm6bLLLtOtt94qj8ejw4cP66uvvvJ5rIyMDEVERKhnz56KjY1Vv379VFVVpcmTJ+sPf/iDN4H/1a9+1WDsgb7OP/7xjzVq1ChJ8unv96dX/9Zbb1VMTIx69OjhTZQ3btwo6fv3Zf369UpOTlZycrK3F/+H71m/fv00bNgwRUVFqVu3bk3ut87o0aPVuXNn7d27V1u2bNGuXbtUUFCgjh07KiUlxee+HTp00C233CKbzaaf/OQn3ts3btyoI0eOaOvWrZKkhQsX6rLLLtNVV12l4uLieuMF0LaQiAMIe3VV8bffflvffPONtm/fLrvdrrS0NEm1FUlJSkhI8Nmu7nJjq2F89913kmqTw5KSEpWUlOjgwYOS5G1/+aETK7pxcXHe/+/Vq1eTz+VPf/qTrrzySu3fv1+vvvqq7r77bl188cV67LHHTrrvie0PknTqqadKksrKynTo0CFJte0idXGXlJR418L+Yex129Z57rnnNHLkSO3cuVMvvviipk+frosvvlgvvfRSg7EH+jr36NHD+/8dOnTw/r/H42lwH3Xqe13r+ujrnntZWZn3edfd9sPn7c97Up+OHTt6P1+rV6/2DgKTk5PVqVMnn/uecsopioz8vhP0xHjLysq8z9fpdHrjrev1b+gzBqBtoEccQNgbN26cHn/8cR06dEiPPPKIpNo2groKcV3StmfPHp/t6ibvnZjU/VDdbTfccIN++9vfSpKOHTum6Oho2e311zJO7EEuLS1VfHy8JKmkpKTJ59KrVy898cQT8ng82rBhgz755BO9+uqrys7O1qWXXqqLLrrIe98fPp+6RLdHjx7eJP2UU07xqapWVFR4E8Xq6mrv9ScmwlLtRNgFCxbo+PHj+vjjj/Xhhx/qn//8p/7whz/o8ssvr3clmkBf54iICO//n9g77o89e/Z4+/P379/vfa51+ykqKtIDDzzgrZYfPXpUHTp0OGk/MTExTe6rodiuvvpqLV26VPn5+erZs6ck6aqrrjrpfi6XS8eOHfO+xifGGxsbK5vNJo/Ho5UrVyopKUlS7cCvsTYgAG0DFXEAYS8+Pt47Ye7TTz+V9H1bilTbHiHVtq7UtZp8+OGHevvttyXVVjEleauWFRUV8ng8qq6u1rBhwyRJubm52r17t9xut+677z4NHTpUjz76aL3x/PjHP/YmhfPnz1d1dbV2796tpUuXNvo8du3apUsuuUTnn3++vvnmGyUnJ+uOO+7wJtV1lfg6Gzdu9LZ75OTkeNsZzjvvPA0aNEgxMTH67rvvvH3R69at03nnnaexY8c22of92Wef6YILLtAll1yigwcPaty4cZoxY4aio6Pl8Xi8Rwl+yN/XuSXMnz9f5eXlOnz4sBYvXixJ3vfqvPPOkyT94x//0IEDB1RZWSmHw6Fhw4bpxRdf9HkcfwYAdZ+LutesbgAzfPhwJSQkqKioSFu2bFGPHj108cUXn7R9VVWV/vKXv8jj8eg///mPd0WfYcOGKSYmRoMGDZIkvfDCC6qurlZxcbEuv/xyXXzxxWF5oicA/iMRB9Am1LWnSLWV1tTUVO/l8ePHa+jQoaqsrNR1112nYcOG6YYbblB1dbVGjx7tTRD79esnqbayPHz4cL322mvKyspSv379tH//fo0ZM0YjRoxQXl6eampqvK0JPxQZGanp06dLkl577TUNHz5cY8aMaTLpS0xM1Nlnny23261f/OIXuuCCC3TRRRepuLhYp556qi688EKf+3fs2FHTpk3Teeedp9/85jeSagcgZ5xxhnr27KkpU6ZIkmbPnq3hw4dr2rRp8ng8uuiiixo9Cc/gwYPVp08fVVRUKCMjQxdeeKGuuOIKVVZW6swzz9RPf/rTerfz93VuCV9++aUuuOACXXjhhfrqq68UHR2tW2+9VZI0depUde/eXQUFBbr00ks1cuRIbdy4UXa7vVkx1H0uvvjiCw0bNkzr16+XVJvE103alGpf+xNbUOrExMToxRdf1HnnnaeMjAxVVFQoMTFREyZMkFQ7j8Bms2nFihUaPny4UlJSVFZWpl69emnIkCEBxwsgfJCIA2gT0tLSvK0OI0eO9OmfjoyM1EsvvaTp06crMTFRx48fV0JCgmbMmKE///nP3gR52LBhysrKUpcuXRQZGamYmBh17NhRf//735Wenq5u3bqpurpaQ4cO1XPPPeetwtfnl7/8pX7729+qV69estlsSk9P965s0pi5c+dq2rRpOu2001RRUaEePXooLS1Nf/vb37ztD3XGjh2rO++807vE4LXXXqs//OEP3ttnzpype+65R6eddpqOHTumvn37asaMGbr//vsbjSEqKkovvPCCpkyZoj59+ujIkSPq3bu3Jk6cqBdeeKHBs4D6+zq3hHnz5mnQoEGy2Ww666yz9Nxzz+mss86SVHuE5O9//7suv/xybzvKRRddpEWLFjW43GRj6gYRnTp1UseOHX1aak5sFfrhail1evfuraefflpxcXGKjo7WZZddppdeesnbInTFFVdo3rx53kFY165ddfXVV+v555+vN7EH0HbYPP7MigEAGGPmzJlatWqVJk6cqDlz5lgdTsjs3LlTY8aMkVR7Apy63nureDwe/eY3v9GKFSuUmJh40vKMdSeJqu82AJCYrAkAQMBmzpyp999/39u3X98a5ADQFBJxAAACVNdDf+qpp2rixIn6xS9+YXVIAMIQrSkAAACABZisCQAAAFigXSbi1dXVKioq8jmZBQAAABBK7TIRLy4uVnJysvfkFwAAAECotctEHAAAALAaiTgAAABgARJxAAAAwAIk4gAAAIAFSMQBAAAAC5CIAwAAABYgEQcAAAAsQCIOAAAAWIBEHAAAALAAiTgAAABgARLxIDmdTk2bNk0ul8vqUAAAABBGSMSDlJ2drc2bNys7O9vqUAAAABBGSMSD4HQ6lZubK4/Ho9zcXKriAAAA8BuJeBCys7Pl8XgkSW63m6o4AAAA/EYiHoT8/HxVVVVJkqqqqrR69WqLIwIAAEC4IBEPQmpqqqKioiRJUVFRSktLszgiAAAAhAsS8SA4HA7ZbDZJkt1ul8PhsDgiAAAAhAsS8SDExcUpIyNDNptNGRkZio2NtTokAAAAhIlIqwMIdw6HQ4WFhVTDAQAAEBAS8SDFxcVp4cKFVocBAACAMENrCgAAAGABEnEAAADAAiTiAAAAgAVIxNsgp9OpadOmyeVyWR0KAAAAGkAi3gZlZ2dr8+bNys7OtjoUAAAANIBEvI1xOp3Kzc2Vx+NRbm4uVXEAAABDkYi3MdnZ2fJ4PJIkt9tNVRwAAMBQJOJtTH5+vqqqqiRJVVVVWr16tcURAQAAoD4k4m1MamqqoqKiJElRUVFKS0uzOCIAAADUh0S8jXE4HLLZbJIku90uh8NhcUQAAACoD4l4GxMXF6eMjAzZbDZlZGQoNjbW6pAAAABQj0irA0DLczgcKiwspBoOAABgMBLxNiguLk4LFy60OgwAAAA0gtYUAAAAwAIk4gAAAIAFSMQBAAAAC5CIAwAAABYgEQcAAAAsQCIOAAAAWCDkibjH49FvfvMbvfDCC5KkmpoazZkzR2lpaRo9erQWL17sve+OHTs0ZcoUjRs3ThMnTtS3337rve3111/XuHHjNGbMGM2ePVtVVVWhfioAAABAs4U0Ef/22281depU5efne69bsmSJduzYodzcXL3++utatGiRtmzZIkmaOXOmJk+erLy8PM2YMUN33XWXPB6PCgoK9Je//EV///vftXr1ah0+fFgvvfRSKJ8KAAAAEJSQJuKvvPKKrrnmGqWlpXmvW7NmjbKyshQZGanu3bsrPT1dK1euVElJiQoLC5Weni5JGjVqlCoqKrR161atXbtWV155pXr27Cm73a5JkyZp5cqV9e6zrKxMRUVFPn/FxcUheb4AAABAQ0J6Zs1Zs2ZJkj744APvdfv27VOfPn28l+Pj47Vt2zbt27dPvXr1kt3+/Vihd+/eKi4u1r59+5SQkOCzTUlJSb37XLRokebNm9fSTwUAAAAIiuWnuPd4PLLZbD6X7Xa73G63z/V1t0VERMjj8Zx0/YkJ+4mmTp2qq6++2ue64uJiTZkypYWeAQAAABA4yxPxPn36qLS01Hu5tLRU8fHx6tu3r/bv3++TqNfd1tA29enWrZu6devWuk8CAAAACJDlyxcmJydr6dKlqq6uVllZmd544w2lpKQoPj5eiYmJysvLkyStX79edrtdAwcO1JVXXqm3335bLpdLHo9Hr732mlJSUix+JgAAAID/LK+IX3vttdq1a5cmTJigqqoqTZo0SSNGjJAkPfnkk3rwwQe1YMECRUdH66mnnpLdbtdZZ52l22+/XVOnTlVVVZUGDx6sm2++2eJnAgAAAPjP5vlhw3U7UFRUpOTkZK1du9Zn0icAAAAQKpa3pgAAAADtEYk4AAAAYAEScQAAAMACJOIAAACABUjEAQAAAAuQiAMAAAAWIBEHAAAALEAiDgAAAFiARBwAAACwAIk4AAAAYAEScQAAAMACJOJBcjqdmjZtmlwul9WhAAAAIIyQiAcpOztbmzdvVnZ2ttWhAAAAIIyQiAfB6XQqNzdXHo9Hubm5VMUBAADgNxLxIGRnZ8vj8UiS3G43VXEAAAD4jUQ8CPn5+aqqqpIkVVVVafXq1RZHBAAAgHBBIh6E1NRURUVFSZKioqKUlpZmcUQAAAAIFyTiQXA4HLLZbJIku90uh8NhcUQAAAAIFyTiQYiLi1NGRoZsNpsyMjIUGxtrdUgAAAAIE5FWBxDuHA6HCgsLqYYDAAAgICTiQYqLi9PChQutDgMAAABhhtYUAAAAwAIk4gAAAIAFSMQBAAAAC5CIAwAAABYgEQcAAAAsQCIOAAAAWIBEHAAAALAAiTgAAABgARJxAAAAwAIk4gAAAIAFSMQBAAAAC5CIAwAAABYgEQcAAAAsQCIOAAAAWIBEHAAAALAAiTgAAABgARJxAAAAwAIk4gAAAIAFSMQBAAAAC5CIAwAAABYgEQcAAAAsQCIOAAAAWIBEHAAAALCAMYn4W2+9pfHjx2vChAm6/vrrtWvXLtXU1GjOnDlKS0vT6NGjtXjxYu/9d+zYoSlTpmjcuHGaOHGivv32WwujBwAAAAITaXUAknTs2DHde++9WrFihU477TS99NJLeuSRRzRq1Cjt2LFDubm5Ki8v16RJkzRo0CCde+65mjlzpqZOnarx48fr3Xff1V133aVVq1bJZrNZ/XQAAACAJhlREa+pqZHH49Hhw4clSeXl5YqJidGaNWuUlZWlyMhIde/eXenp6Vq5cqVKSkpUWFio9PR0SdKoUaNUUVGhrVu3Wvk0AAAAAL8ZURHv3LmzHnroIU2ePFmnnHKK3G63Fi9erFtvvVV9+vTx3i8+Pl7btm3Tvn371KtXL9nt348jevfureLiYg0aNMjnscvKylRWVuZzXXFxces+IQAAAKAJRiTi27Zt0zPPPKO8vDwlJibq5Zdf1owZM+R2u31aTTwej+x2+0nX190WERFx0mMvWrRI8+bNa/XnAAAAAATCiET8/fff13nnnafExERJ0pQpU/Too49q5MiRKi0t9d6vtLRU8fHx6tu3r/bv3y+Px+NNyOtu+6GpU6fq6quv9rmuuLhYU6ZMacVnBAAAADTOiB7xn/70p/r000/ldDolSWvWrFFCQoKSk5O1dOlSVVdXq6ysTG+88YZSUlIUHx+vxMRE5eXlSZLWr18vu92ugQMHnvTY3bp1U0JCgs9ffQk7AAAAEEpGVMQvvPBC3XjjjbruuusUFRWl7t27a/78+Tr99NO1a9cuTZgwQVVVVZo0aZJGjBghSXryySf14IMPasGCBYqOjtZTTz3l0zMOAAAAmMzm8Xg8VgcRakVFRUpOTtbatWuVkJBgdTgAAABohyghAwAAABYgEQcAAAAsQCIOAAAAWIBEHAAAALAAiTgAAABgARJxAAAAwAIk4gAAAIAFSMQBAAAAC5CIAwAAABYgEQcAAAAsQCIOAAAAWIBEHAAAALAAiTgAAABgARJxAAAAwAIk4gAAAIAFSMQREk6nU9OmTZPL5bI6FAAAACOQiCMksrOztXnzZmVnZ1sdCgAAgBFIxNHqnE6ncnNz5fF4lJubS1UcAABAJOIIgezsbHk8HkmS2+2mKg4AACAScYRAfn6+qqqqJElVVVVavXq1xREBAABYj0QcrS41NVVRUVGSpKioKKWlpVkcEQAAgPVIxNHqHA6HbDabJMlut8vhcFgcEQAAgPVIxNHq4uLilJGRIZvNpoyMDMXGxlodEgAAgOUirQ4A7YPD4VBhYSHVcAAAgP8iEUdIxMXFaeHChVaHAQAAYAxaUwAAAAALkIgDAAAAFiARBwAAACxAIg4AAABYgEQcAAAAsACJOAAAAGABEnEAAADAAiTiAAAAgAVIxAEAAAALkIgDAAAAFiARBwAAACxAIg4AAABYgEQcAAAAsACJOAAAAGABEnEAAADAAiTiAAAAgAVIxIPkdDo1bdo0uVwuq0MBAABAGCERD1J2drY2b96s7Oxsq0MBAABAGGl2Ir5//359+eWXqqmpacl4worT6VRubq48Ho9yc3OpiocZU49mmBoXAABoWX4l4ocOHdI999yjl19+WZK0Zs0aXXHFFbrmmms0duxY7d69u1WDNFV2drY8Ho8kye12UxUPM6YezTA1LgAA0LL8SsQfe+wxffjhh+rbt6/cbrd+//vfa8iQIXr55ZfVo0cPPfbYY0EHsm3bNl133XXKzMxUVlaWt9o+Z84cpaWlafTo0Vq8eLH3/jt27NCUKVM0btw4TZw4Ud9++23QMQQqPz9fVVVVkqSqqiqtXr065DGgeUw9mmFqXAAAoOX5lYivW7dO9913n1JSUvTZZ5/J6XTqpptu0vnnn69p06bp448/DiqIo0eP6sYbb9RNN92knJwc3XbbbZo5c6aWLFmiHTt2KDc3V6+//roWLVqkLVu2SJJmzpypyZMnKy8vTzNmzNBdd93lrU6HSmpqqqKioiRJUVFRSktLC+n+0XymHs0wNS4AANDy/ErEKyoq1KdPH0m1SXlMTIwuvPBCSVJ0dHTQQXzwwQfq37+/Ro0aJUlKTk7Wn//8Z61Zs0ZZWVmKjIxU9+7dlZ6erpUrV6qkpESFhYVKT0+XJI0aNUoVFRXaunXrSY9dVlamoqIin7/i4uKgY5Ykh8Mhm80mSbLb7XI4HC3yuGh9ph7NMDUuAADQ8vxKxM844wytWbNGTqdTeXl5uvDCCxUTE6Oamhq9+uqrOvPMM4MKYvv27Tr11FN1//33KysrSzfccINqamq0b98+7wBAkuLj41VcXKx9+/apV69estu/D7937971JtiLFi1ScnKyz9+UKVOCirdOXFycMjIyZLPZlJGRodjY2BZ5XLQ+U49mmBoXAABoeX4l4nfeeacWL16sSy+9VAcOHNCtt94qqTZp+OCDD3TnnXcGFUR1dbXeffddTZo0ScuWLdMvfvEL3XLLLaqsrPRWnCXJ4/HIbrfL7Xb7XF93W0RExEmPPXXqVK1du9bn75VXXgkq3hM5HA4NHjyYaniYMfVohqlxsZILAAAtz69EfNSoUVq9erXmzp2rN954Q0OHDpUk3XrrrcrJyfG2qTRXr169dMYZZ2jw4MGSpJSUFNXU1Kh///4qLS313q+0tFTx8fHq27ev9u/f79MTXnfbD3Xr1k0JCQk+f/Xdr7ni4uK0cOFCquFhxtSjGabGZeJKLgwOAADhzu91xPv27au0tDTZ7XZt2rRJFRUVGjdunAYMGBB0EJdddpmKior05ZdfSpI+/fRT2Ww2paSkaOnSpaqurlZZWZneeOMNpaSkKD4+XomJicrLy5MkrV+/Xna7XQMHDgw6FrQfph7NMC0uU1dyMXFwAABAIGweP5cayc/P15/+9Cft2rVLdrtd//znPzVv3jx17txZjz76qLevtbk+/fRTPf744zp69Kiio6N1//33a8iQId6lE6uqqjRp0iTdeOONkmqXL3zwwQd18OBBRUdH63/+5380aNAgv/ZVVFSk5ORkrV27VgkJCUHFDbR1jz/+uFatWqWqqipFRUXpqquu0r333mtpTE6nU1lZWaqsrFRMTIyWLVtmzNEDAAD85VcinpeXp3vuuUdZWVm69NJLdc0ozWIAACAASURBVPfdd2vp0qXatm2bHn74Yf3yl7/U3XffHYp4WwSJOOC/5ORklZeXey937txZa9eutTAiMwcHAAAEyq/WlPnz5+v666/XnDlzNHr0aO/1WVlZuvvuu7Vq1apWCxCAtUxcyYVlHgEAbYFfifjOnTu9a3z/0E9+8hPt37+/RYMCYA4TV3IxcXAAAECg/ErE+/btq3/961/13rZlyxaftb4BtC0mruRi4uAAAIBARfpzpylTpujxxx+Xx+PRqFGjZLPZVFJSoq1bt2rhwoW67bbbWjtOABZyOBwqLCw0JuGtGxwsX77cmMEBAACB8nvVlHnz5um5555TZWWld/3uyMhIXXfddfr1r3990gl2TMZkTSD8OZ1OPfDAA5ozZ44xibiJMQEAzOV3Ii5Jhw8f1qZNm/Tdd9+pa9euOvfcc9WzZ8/WjK9VkIgDaA2PP/64li9frqysLFZxAQA0ya8e8fvuu0+7d+9W165ddemll2r8+PG6/PLL1bNnTxUWFmr69OmtHSfQ4jgzI1qSqSc+AgCYq8Ee8a1bt3pbUHJycjRy5EiVlZWddL933nlHH374YetFCLSSE8/MSPUSwcrOzvZ+Z7rdbj5XAIAmNZiIZ2dnKzc319v7fd999510n7ofnczMzFYKz3z0hIanH1YvHQ4H7x+CUt/a5iTiAIDGNJiIz549Wz/72c/k8Xg0depUzZo1Sz/+8Y997mO329WtWzedeeaZrR6oqaiqhieql2hpqampPmf7ZG1zAEBT/JqsuWHDBg0aNEidO3cORUytrqUmazqdTmVlZamyslIxMTFatmwZVdUwYeJp2xHeTP0+4KgdAJjLr8maI0aMUEVFhR577DFNnDhRaWlpmjx5sp544gmVlJS0dozGqq+qivDAmRnR0kw88ZHke9TOJEyWBoAATnGfmZmpf/zjH4qPj9fIkSMVGxurxYsXKzMzUzt37mztOI1UX08owgNnZkRrcDgcGjx4sDGfJ5NXcjF1gAAAoeRXIv7YY48pNjZWa9as0bx58/TQQw/pmWee0Zo1axQfH68//vGPrR2nkaiqhi9Tq5cIb3FxcVq4cKExnydTj9qZPEAAgFDyKxH/+OOPdccdd6hHjx4+1/fs2VPTpk3TJ5980irBmY6qangzrXoJtDRTj9qZOkAAgFDzKxHv2LGj7Pb672q321VdXd2iQYULqqrhzbTqJdDSTD1qZ+oAgb51AKHmVyI+fPhwzZ8/X4cOHfK5/rvvvtP8+fM1YsSIVgkuHFBVBWAqU4/amTpAoG8dQKj5tXzhnj17NHHiRFVWVmrkyJGKi4uT0+nUJ598osjISL366qs644wzQhFvi2ip5QsBwHSPP/64li9frqysLGPWyjdxqUcTYwLQ9jVYEc/NzdXx48clSf369dPy5ct1zTXXqLS0VB9//LH279+va665RitWrAirJBwA2hMTj9qZ2NZH3zoAKzRYET/rrLPUpUsXjRs3TldffbWGDh0a6thaDRVxALCWaSca4iRfAKzQYEV8xYoVmjx5st5//339/Oc/V2pqqhYuXKji4uJQxgcAaINMmyxtat86gLbNrx7xTz/9VKtWrVJ+fr4OHz6sESNGKCsrS2PGjFGHDh1CEWeLoiIOADgRPeIArODXqinnn3++Hn74Yb3//vt6+umn1aNHD82aNUsXX3yx7r//fn322WetHScAAK3GxL51AG1fZCB3joqKUkpKilJSUlReXq5169bp6aef1vLly/X111+3VowAALQ6h8OhwsJCoya2AmjbAkrEJcnj8ejjjz9WXl6e3n77bR0+fFhjxoxpjdgAAAiZur51AAgVvxPxzz77THl5ecrPz5fL5dLgwYN1xx13KD09Xd26dWvNGI1m2sx/AAAAhIdGE/FNmzYpLy9Pq1ev1v79+9WnTx9NnDhRV199tQYMGBCiEM124pnYTDlZBgAAAMzXYCJ+5ZVXat++ferQoYNSU1OVmZmpCy64IJSxGc/pdCo3N1cej0e5ublyOBxUxQEAAOCXBhPxxMRE3XnnnUpNTVXHjh1DGVPYqO9MbFTFAQAA4I8Gly986aWXlJmZSRLeiPz8fFVVVUmSqqqqtHr1aosjAgAAQLjwax1x1I8zsYU3p9OpadOmyeVyWR0KAABoh0jEg+BwOGSz2SRJdrudtWfDzIkTbQEAAEKNRDwInIktfP1woi1VcQAAEGok4kHKzMxUp06dlJmZaXUoCEB9E20BAABCiUQ8SDk5OaqoqFBOTo7VoSAATLQFAABWIxEPAu0N4YuJtuGPybYAgHBHIh4E2hvCFxNtwx+Tbf3DgMV/vFYAQo1EPAi0N4QvJtqGN45G+Y8Bi/94rQCEGol4EGhvCG8Oh0ODBw82rhpOVa5pHI3yDwMW//FaAbACiXgQaG8Ib3FxcVq4cKFx1XCqck3jaJR/GLD4j9cKgBVIxINAewNaGlU5/3A0yj8MWPzHawXACiTiQTK1vQHhiaqcfzga5R+TByymtWCZ/FoBaLtIxINkansDwhNVOf9wNMo/Jg9YTGvBMvm1AtB2kYgDBqEq5z+ORjXN1AGL0+nUqlWr5PF4tGrVKiOq4nFxcUpOTpYkpaSkGPNaAWjbSMQBg1CV8x9Ho/xj4oAlOztb1dXVkmqP/JhSFQeAUDMuEV+zZo2GDh0qSaqpqdGcOXOUlpam0aNHa/Hixd777dixQ1OmTNG4ceM0ceJEffvtt1aFDLQYkyuYJvXzwn8mDljefPNN71wIj8ejvLw8iyOq/YyvXbtWUu3vEJ91AKFgVCK+Y8cOPfbYY97LS5Ys0Y4dO5Sbm6vXX39dixYt0pYtWyRJM2fO1OTJk5WXl6cZM2borrvu8n6xA+HM1AqmSf28CG/x8fE+l/v06WNRJN8zdaI0g2CgbTMmET969Kjuvfde/fa3v/Vet2bNGmVlZSkyMlLdu3dXenq6Vq5cqZKSEhUWFio9PV2SNGrUKFVUVGjr1q0nPW5ZWZmKiop8/oqLi0P2vIBAmVbBZElFtLSSkhKfyyZ8J5s6UZpBMNC2GZOIz5o1S5MmTVJSUpL3un379vlUSuLj41VcXKx9+/apV69estu/D7937971fpkvWrRIycnJPn9Tpkxp3ScDtCHZ2dlyu92SatvFSAgQrLS0NO/3t91u19ixYy2OyMyJ0gyCgbbPiET8lVdeUWRkpCZOnOhzvcfj8U5cq7tst9vldrt9rq+7LSIi4qTHnjp1qtauXevz98orr7TOEwHaoPz8fO/EuurqamMqhQhfDodDkZGRkqTIyEgj2rBOjMFmsxkRk6ntMgBajhGJ+PLly/XFF19owoQJuuWWW3Ts2DFNmDBBvXv3Vmlpqfd+paWlio+PV9++fbV//36fnvC6236oW7duSkhI8Pmr737NRf8e2rrLLrvM5/Lll19uTSBoM06clDx+/Hgj2rDi4uKUkJAgSUpISDAiJlPbZQC0HCMS8ddff125ublasWKFnn32WXXo0EErVqzQ6NGjtXTpUlVXV6usrExvvPGGUlJSFB8fr8TERO9M+/Xr18tut2vgwIEhj/2ZZ57Rpk2bNH/+/JDvGwDClWmTkp1Op/bs2SNJKioqMqK4YmK7DICWZUQi3pBrr71W/fv314QJEzRx4kRNnDhRI0aMkCQ9+eSTWrJkiTIyMjR37lw99dRTPj3joeB0OpWfny+pdjkuE764gZa2bt06n8tvv/22NYGgTTFtUvKJbSAej8eINhDOKwC0fZFWB/BDCQkJ+vzzzyXV9g7+7ne/q/d+AwYM0N/+9rdQhnaSZ555xjuJze12a/78+XrwwQctjQloafHx8dq+fbv3sglLzQEtrb42kHvvvdfSmOpaeJYvX27UeQUAtByjK+Kme+utt3wu11XHgbbExKXmgJZmahuIaS08AFoWiTiARpm41BzQ0kxtAzGthQdAyyIRD8Lo0aN9LqemploUCdB6TFxqDmhpJ67kQhsIgFAhEQ/C7bff7q0URkRE6LbbbrM4IqDlmbjUHNAaaAMBEGok4kGIi4vzVsHT0tJIUNBmkaCgPaANBECokYgH6fbbb9eQIUOohqPFmHiSKBIUAABaHol4kEhQ0NKys7O1efNmI9YxBgAArYdEHDCI0+lUbm6uPB6PcnNzjaqKo2kmHs0wMSYAQC0SccAgJ57dz+12UxUPMyYezTAxJgBALRJxwCD1nd0P4cHEoxkmxgQA+B6JOGAQU8/uh6aZeDTDxJgAAN8jEQcMYurZ/dA0E49mmBiTyeinBxBqJOKAQTi7X/gy8WiGiTGZjH56AKFGIg4YJjMzU506dVJmZqbVoSAAJx69sNlsRhzN4AiL/+inB2AFEnHAMDk5OaqoqFBOTo7VoSAAcXFxSkhIkCQlJCQYcTSDIyz+o58egBVIxAGDUJULX06nU3v27JEkFRUVGfPeORwODR48mGp4E+inB2AFEvEgMbkHLYmqXPg68b3zeDzGvHec/dc/9NMDsAKJeJBMnNzD4CB8mVqV4zPVNN67wJgWF/30AKxAIh4EU9sITBwcwD+mVuX4TDWN9y4wpsVFPz0AK5CIB8HENgJTBwfwj4lVOT5T/jH1vVu1apU8Ho9WrVplzHtn6meKfnoAoUYiHgQTD0WbODiA/0ysyvGZ8o+p7111dbWk2u8oU9677Oxsud1uSVJNTY0xcdFPDyDUSMSDkJqa6q2A2Ww2Iw5Fmzg4QGBMq8rxmfKfae/dm2++6TOBNC8vz+KIauXn53sHCNXV1XymALRbJOJByMzM9PmRM+EELCYODhAY06pypvY+m8i09y4+Pt7ncp8+fSyKxNdll13mc/nyyy+3JhA0i2kTbSUzYwL8QSIehJycHJ+k14QTsJg4OEB4M7H3Gf4pKSnxuVxcXGxRJGhLTJtoK5kZE+APEvEg5Ofn+yS9JhxezcnJkd1e+7ba7XYjBgcIbyb2PsM/aWlpPt8HY8eOtTiiWuvWrfO5/Pbbb1sTCAJm4kRbE2MC/EUiHgQTD6/m5+d7J0G53W4jBgcIf5mZmerUqRNHWMKMw+FQZGSkJCkyMtKYoxmmtsygaSZO3jYxJsBfJOJtDP28aA05OTmqqKjgCEuYOfFoxvjx4405mvHDFpl9+/ZZFIkv+oybZuLkbRNjAvxFIh6E9957z+fyDw+3WoF+XrQ0DvuGN9NWcpHMrYjTZ9w0E4s9JsYE+ItEPAipqak+h31N+MdPPy9amqlrPsM/pq3kIpk5iZQBp39MLPaYGBPgr0irAwhnDodDubm5kqSIiAhj/vE7HA4VFhYaE4+V8vLytGrVqnpvO3DggCSpZ8+eDW4/fvx4jRs3rlViCxf1rfl87733WhwVwllaWppycnLkdruNmURaX58xn/OT1RV7li9fbkyxx8SYAH9REQ+CqdVnEytgJnK5XFS9/GDipGSENxMnkdJn7D8T251MjAnwBxXxIFF9Ntu4ceMarGhPnz5dkrRgwYJQhtQkp9OpBx54QHPmzGEwhTbpxAqmKZNIU1NTtWrVKlVVVdFn3IS6Yo9JTIwJ8AcV8SBRfUZLM23CmImTkhH+TKtg0mcMwAok4oBBTJwwlpqaqoiICEm1cyGoFKIlmFbEMLXVEEDbRiLeBrEWbvgy8cQUDofD5wyyVArRVplWpQfQ9pGIt0GmtTZIDA78ZfqEsbpD90BbZFqVHuGP3z40hUS8jTGxtUEyc3BgIhNPTJGdnS27vfarwmaz8R4CgJ9M/O1jcGAWEvE2xsTWBlMHByYyccJYfeuIA8EiGUBbZ+pvn4mDg/aMRLyNMbG1wcTBgalMnDBmYpXeVCSX/iMZQFtn4m+fqYOD9oxEvI1JTU31VlRtNpsRSZOJgwOTmTZhzMQqvalILv1DMoD2wMTfvuzsbLndbklSTU0N31UGIBFvYzIzM31WuMjMzLQ4IiqqgTJtwpiJVXoTkVz6z8RKIdDSTPzto9XQPCTibUxOTo53Yp3dbldOTo7FEVFRbQtMq9JL5rWBkFz6z8RKIdDSTPztu+yyy3wuX3755dYEAi8S8TYmPz/fe9jJ7XYb8QNHRTX8mVall8xrAyG59J+JlUKgpfHbB3+QiLcxpv7AmVhRRfgysQ3E1H97JjKxUgi0BtN++9577z2fy+vWrbMmEHgZk4ivWLFCV111lSZMmKDJkyfriy++UE1NjebMmaO0tDSNHj1aixcv9t5/x44dmjJlisaNG6eJEyfq22+/tTB6c5j6A2diRRXhy8Q2EFP/7ZnI1Eqhae1OCH+m/falpqYqMjJSkhQZGUnBwABGJOKFhYV64okn9Pzzz2vFihWaPn26ZsyYoSVLlmjHjh3Kzc3V66+/rkWLFmnLli2SpJkzZ2ry5MnKy8vTjBkzdNddd3l/mNszU3/ggJZkYhsI//YCY1qlUDKv3QloaQ6HwzuPLCIiwqh/f+2VEYl4dHS0HnnkEfXq1UuSdPbZZ8vpdGr16tXKyspSZGSkunfvrvT0dK1cuVIlJSUqLCxUenq6JGnUqFGqqKjQ1q1brXwaxjDxBw5oSaa2gfBvL3yZ2O4EtDQKBuYxIhFPSEjwztz1eDx69NFHdeWVV2r//v3q06eP937x8fEqLi7Wvn371KtXL++oTpJ69+6t4uLikx67rKxMRUVFPn/13a8tMe1QGNDSTG0D4d+e/0yrPpvY7gS0BgoGZjEiEa9TUVGhu+66S7t27dIjjzwij8fj/bGVapN0u90ut9vtc33dbRERESc95qJFi5ScnOzzN2XKlFZ/LgBaT1xcnJKTkyVJKSkpJL5hxsTqs4ntTkBroGBgFmMS8b1792ry5MmKiIjQyy+/rG7duqlPnz4qLS313qe0tFTx8fHq27ev9u/f79MTXnfbD02dOlVr1671+XvllVdC8pwAACczsfpsarsTwhsTgNEUIxLxI0eO6LrrrtOYMWM0d+5cdejQQZKUnJyspUuXqrq6WmVlZXrjjTeUkpKi+Ph4JSYmKi8vT5K0fv162e12DRw48KTH7tatmxISEnz+6kvYAYQPp9OptWvXSpLWrFnDj1yYMbH6bGq7E8KbaS1YpmrPAxYjEvFXXnlFe/fu1VtvvaUJEyZ4/8aOHav+/ftrwoQJmjhxoiZOnKgRI0ZIkp588kktWbJEGRkZmjt3rp566imfnnEAbZeJFVX4z8TqM5PY0NJMbMEyVXsesNg87XDNv6KiIiUnJ2vt2rVKSEho9L55eXlatWpVg7cfOHBAktSzZ896bx8/frzGjRvX/GDRaqZPny5JWrBggcWRIFDJyckqLy/3Xu7cubO3Qg7zOZ1OZWVlqbKyUjExMVq2bJkRia/T6dQDDzygOXPmGBEPwtvjjz+uVatWqaqqSlFRUbrqqqt07733Wh2WcUz9PggVSshBcrlcjHKBEDOxogr/mVp9ZhKbf9pzG0EgTGzBMlF7P8IZaXUAphs3blyjFW2qqkDoORwO5ebmSqKfN1w5HA4VFhby3oWhZ555Rps2bdL8+fP14IMPWh2OsVJTU30q4hQM6lffgKU9HTkgEQ9TjbXM0C6Dtq6uorp8+XKjKqrwX131OZRoNQye0+lUfn6+JOnNN9/Ubbfdxr+/BlAw8E97H7CQiLdBdYcLG/oxAdoCqyqqwQyCJZI5k/Hd2bRnnnlGbrdbUm0bAVXxhlEw8E97H7CQiIepxlpmaJdBe2BFRbUpJHJmo9UweG+99ZbP5fz8fBLxRtCC1bT2PmAhEQcQlqxa4YJBMAB/mVgwMHF1oPY8YGHVFABh6cQJYwBCY/To0T6XU1NTLYoEzWXimt3tecUiEnEAYeeHE8ZYRg0Ijdtvv9178ryIiAjddtttFkeEQDidTq1atUoej0erVq3iu9MAJOIAwk59E8YAtL64uDhvFTwtLa1dVjADYdqa69nZ2d6lAisrK42qirdXJOIAwk59E8YAhMbtt9+uIUOGUA33g2ltIG+++abP5by8PIsiQR0mayIkCgoKNH36dC1cuFBnnnmm1eEAaGWs2d12mTgB0UROp1O5ubnyeDzKzc2Vw+Gw/AhCXFycdu/e7b186qmnWhgNJBJxhMjs2bNVXl6u2bNn69VXX7U6HEuRoATv0ksv1TvvvOO9PGrUKAujQXOw1CPauvpO3W71GSP37t3rc3nPnj0WRYI6JOJodQUFBdq+fbskqbCwUP/+979btCo+d+5cFRQUBLzdv//9b0nfLzkXqIEDB+r//b//16xtG0OC0rQOHTo0ehnWY81utHcmnrq9bmDQ0GWEHok4Wt3s2bNPutySVfGCggJt2bxJHaMD+zhX1dRO9vv3118GvM+jldUBb1OHBCV47733ns/ldevWcVIRAEYx8dTtHTt2VHl5ufdyp06dLIwGEok4QqCuGl6nsLCwxffRMTpSZ/Xt0eKP25Bv9h4M2b5CIdzaZVJTU7Vy5UpVV1crMjLSiB84KzX2/jX13km0OwGtwcRTt5+YhEvSkSNHLIoEdVg1Ba3u9NNP97n8ox/9yKJI0Fwul8uY5bek2h+4E9cyNuEHzlSmvXdAe1F36nabzWbMqdv79+/vczkxMdGiSFCHijha3UMPPaTrr7/e5zLMYmq7TGOV3ujoaFVWVqpLly564IEHTrq9PVV5G3v/aHVCSzPxFOkmxiSZd+r2xMREn1VTSMStR0UcrW7gwIHeqviPfvQjli9Ei3C73bLb7erTp4/VoQDtimlrY0tmxiSZd+r2Tz75xOfyxx9/bFEkqENFHCHx0EMPafr06VTDERAqvYBZTFwb28SYAH+RiCMkBg4cqLVr11odBgAgCCaujW1iTFZqrKWvW7du3gncdZd/uIRve2rrMwGtKQAAwC/1rY1tNRNjMlXfvn0bvWwVp9OpadOmtcuJ5VTE1fwTwkjmnhQGAICWZuLa2CbGZKWmJt+PGzdOBw4cUHp6ujHnXzixx7+9Hc0gEVftCWG2fbFJid0jAt62q2pPCnN01xcBb7vrUE3A2wBoXQzMgYaZuDa2iTGZrG/fvjp+/Lhuu+02q0ORRI8/ifh/JXaP0H0XdQ3pPh/98HBI9wegaQUFBfpi0zZ1iRoQ8Lbumm6SpO1fHQ942yNVOwLeBgi1urWxly9fbsza2CbGZLKoqCgNHDjQmNepvff4k4ijxXB2P7QVXaIGaFjs7JDu818uVhRCeDBtbWzJzJjgn/p6/EnEgRZWNwGjsUS8LbGqvYHWBgCtrW5tbJNYFVNjBSip6SIUBSh6/EnEDRWOfaqs+fy9goICff31N4qPTwh42w4dOkuSDh48EtB2xcVFAe8LANB62lsRqjnae48/ibihCgoKtGXzl+rcoUfA21ZX2yRJ327bE/C25ccOBrwN6hcfn6Cbbgpddfr55+eGbF+AqcKxiIHgWXWK+6ZWKGlvRajmaO89/iTiBuvcoYfOOS05pPv8Yicn3WmrSFDQHhQUFOibr7eof3yXgLft0qF2Javyg4UBb7u7OLAjWKYLtzk/7Xn5u7YgMzNT+fn5yszMtDqUkCMRB9qJgoICbdvypU7vFPhRlu7/PcpS+Z/Aj7Jsr+AoC0Krf3wXzXQMDek+/5j9eUj3ZyXT2i3a+/J3bUFOTo4qKiqUk5PT7gZSJOJAO3J6px56+KzQHmWZ9Q1HWVpCc49ocDTDfMFUn1ur8hxOc37a+/J34a69D6RIxAEgDBQUFGjb15t0Wt/ATjzWtWPtSceOHQr8pGM79zZ+0jFWB2p9plWfrdTQgGXz5s1yu2s/51VVVVq+fLkKC09uL2KFEjO194EUiTgAhInT+kZo9rRuIdvfQwvLGr29oKBAX3y5TV16nhbwY7vttSdQ2773WEDbHTmwM+B9mS6cqs8m6tGjh3fAYrPZ1KNH4O13sA7riAOARZhAGv669DxN540N3cmPNr7JiY/aq4YGLE6nU+PHj5fH41F0dLRefvnldtXaEO5YRxzwk6lJk8vlUsXxan2zN3STAiuOV3srMGi+goICffXVF4qL6xrwtpGRtYeiS0p2BLyt03k44G0AmCkuLk49e/aUy+Vql8vfhTvWEQf8VFBQoC83famekYH3KtrddknS3i/3BrztgeoDAW+D8BEX11VXXz0ipPtcvnxDSPcHoHX16dNHx44dazdJnKmFseZgHXEgAD0je2rMKWNCus//++7/Gr09NjZWB0r36ay+oesL/GbvwXb3ZQGgeUxMmkyMKRhRUVEaOHBgq3wvmzgpuaCgQF98vVld42MCflx3h2pJ0o6D3wS87eHi4wFv4w+Hw6HCwsJ2M5A6EYk4AIQBl8slZ2l1kxMoW9LOvdWKq6YFK1gFBQXa+tU29Yo9PeBtoyO6S5KcxZUBb1vq2t5oTNu+2qoBp/YO+HG7RUVLko6XBv7Z2LG/JOBtrFZQUKCvvvlGcf37B7xtZJfaE0uVlJcHtJ1z9+4m79M1PkbnOwKfKB2MT7NbZ7J0XFycFi5c2CqP3VyhOlsribhqf+D2H6rWox+Gtm9056FqndpAn7HL5VL5sYMhP9Nl+bGDcrk6hHSfgElcLpcOVzn1L1doJwUertohlysupPtE6PSKPV0/z3g4pPt8NXdWo7cPOLW3Hs66LkTR1Jq17G8h3V9LievfXxPuuSdk+1vxpz+FbF+oX6jO1koiDgBhIDY2Vp0j94Z8+cIO3WnBAtC+hPIkQyTiqv2B61S+V/ddFPjKDcF49MPD6tjAGxsbG6vvnMd0zmmhPQviFzvXhmXv89HKwFdNqaqpXXUjKsLerP0heC6XS07n4ZBPnnQ6Dysysv6jUbGxsSor7qJhsaFbkk+S/uV6SLGxgfd7wpfL5dL+kiMhP+X87n1HdKq74SOcpS5nkxXqllbq2i5bVHgdZeEMsgilhk4StWvXLlVW1raDVVZW6vrrr1diYuJJ92uJk0SRiCPsDRw4sFnb1X1xn3nmmSHdLwCgfgUFBdr6+efqFWB9JLr2Mwt9SAAAIABJREFUxIxybg58AFbqbvx2l8sl5/79IW0Xce7erchTTw3Z/lpCU4Mol8ulAweatwpaz549Gy0StvRA6uDB7wt7Ho9HBw8erDcRbwkk4vCby+XSgeoDTa5i0tIOVB9QjKvhSmFz//G15hnrXC6XSkr26/nn57b4Yzdk374iud0Nf3G7XC45Kw5q1jehnXewveKg4hqYdxAbG6vq6sOWLF8Yjkd+TONyuXT4gDOkJ9k5fGCnXDENV3ljY2PVwX5IMx1DQxaTJP0x+3N17tHwEU5PVVdLesRjY6Prva02uSwJec/2jv0lioto/D697NK1HUKXniw+Fn5HOF0ulw6XHG+1yZMNObzvuFwNHPkpKCjQ1i836dSe9b/B5UfdqjzexKinof1+VyH38fqXP95/oKZZjyk1fJKoxx9/XMuXL5fH41FUVJSuuuqqVusTJxE3WHMna1ZWH5UkRUd2bNY+pX4Bbweg9e3cWxPwqinfHa794Tula+AtWDv31iipe8CbAc3mcrlU6g5tclzqlmyNnKAtNjZW1R06hHyyZmznziHbX0s5tWeErkkLbZvvP1e3/EIbDodDy5cvl9T6JxkiEf+vXYdqmrVqyqH/ju66xwT+I7frUI2SGrgtmLaHupaLM85sTkLdr8F9x8bGat/ufc2K6ai7dnDQ0R744KBu3+EkNjZWdnuMbropdD2Hzz8/Vz16dGk0pq4Hj+nhs0I772DWN2sVHWbv35GqHc1aNaWy5jtJUnTEKc3apxr8Rmj+d8Lh0trvg/iEwFuwkro3vt/Y2FiVHe8c8lPcx8Y2vrLT7uLm9YiXHantCe3Wpf4qclP7PKuRUxmUurY3q0e8vKL2M9W5U+CfqVLXdsXF1/+Zio2NVZcaWbJqSkyYfR+YKDY2Voft+y1ZvjC2gSM/LpdLpQeqWyUxbkzpgWrZY+ofSAWzBnxERISqq6vVpUsXPfDAAwFv72+7TNgn4uvWrdOf/vQnVVZWKikpSf/7v/+rLl0aTkbqE0zSW/TfpDc+sRk/co3sO5hep9ZquWiJwUHfM/sGvG1f9Q3Lfuzi4qJmtaYcOVJb8ezSJbDVMYqLi9Sjx1mN3md7M1tTvquqHUidEhX4QGp7xUElNXKUpbmTNSsqak8s0alT4BMcnc7D6t3A8snBfc5r37vTzwx8bWYpqdF9m9iCJUlHDuxsVmtK5dH/Dlo6BpZgHjmwU+rb8gMWSdrrrP2e6tP/RwFve1aPhvcdTEwH/31IknRafK+At42Lb/wztaOZrSnfVRyRJJ3SKbDf2rp9JvVqOBGPjY2Vp2hXyFtTmir2OHfvblaPeEVZ7XdCp26BfZ87d+9W77Ma/z43UVV1bWIcKPd/O1bsgdc0VdXI7j766CPt3r1TkVGBP67nv/MOysqc+vIrZ0DbVlfVDkzafCJ+4MAB3XfffVq8eLEGDBigJ554Qn/84x/1+9//PqDHMTHpNVE4vk4NzYiW/Jtl39wZ0Y39+DU1YaWiokKSdOxY/SeAaGjSSo8eZzW632CSgUP/fa16/TjwoyxJjRxlaYnBXe/eAwLetnfv5g+CG/tM+aMlZtmbIrj3r7Zqdnrf+MA27Ns6Axap9b6nTIwpmPeu7N+131+9G0moG5LUK7bJfTfUmlLuqf1rrs622r/69tfY2jJBfc731vY19+7TJ6Dtep/V+Pe5VHuWy+b0iB8/UvvaxnQJPAU8XHxcauDIz4UXXtjogKax3766370OMZ3qvd2fyZotziZFRNb+tzWFdSL+/vvv65xzztGAAQMkSddee60mTJig2bNny2arfeXKyspUVubbU1lcXOz3Ppr60W0qmWutH91gEkwTY2rNuBrSmu0ujf3wNvWZqvui6tmzZ723N/d1CiamprRGTFJwcVmR8FrVQmXVvz0TP1ON4fv8e6YOOBtLqGwulyqbueqGJHVpIJmLa2K/Jn7Ogyn2HPvv0UT7sfqPJjaa9DZy5CeYz1Rr/e61xOAgpkP9gwOp8dfK38FBWCfixcXFio//vpoSHx+vI0eOqLy83NuesmjRIs2bN6/VYjCxd5mYvtfQjGgrmRhTU/hMfS/c3j8T3zvJzLiIyT9WFTHCUWu9ViYWe5pixXdnaw4OpJZ5rWwejyeIAz3WWrhwofbt26eHHqrtT6yurtagQYP0+eefq1On2hFMQxXxKVOmaO3atUpISAh53AAAAEBYV8T79OmjzZs3ey+XlJSoe/fu3iRckrp166ZuAU6SAAAAAFpbM+anmuOSSy7R5s2btWPHDknSkiVLlJwc2qXZAAAAgOYI64r4/2fvvsOiuraHj3+HoYg0AREQQUEQC3bFEgFb7Eo09m40MZZoYkwsicZoorGkWO61xNiJGhsWLJGiIFKjoCJ2EBFBBQtF6uz3D38zL+Z6c70JM4M3+/M8eSI4chZnzpyzzj5rr21ra8uSJUuYNm0aJSUluLi4sHTpUn2HJUmSJEmSJEn/0WudiAP4+fnh5+en7zAkSZIkSZIk6b/yWpemSJIkSZIkSdLrSibikiRJkiRJkqQHMhGXJEmSJEmSJD2QibgkSZIkSZIk6YFMxCVJkiRJkiRJD2QiLkmSJEmSJEl6IBNxSZIkSZIkSdIDmYhLkiRJkiRJkh689gv6/BllZWUAZGZm6jkSSZIkSZIk6e/AwcEBQ8MXU++/ZSL+4MEDAEaMGKHnSCRJkiRJkqS/g5CQEGrVqvXC9xRCCKGnePSmsLCQS5cuYWdnh1Kp/Es/KzMzkxEjRhAQEICDg0MFRfjXyJheTWWMCSpnXDKmVyNjenWVMS4Z06uRMb26yhiXjOnVaCMmOSL+f6pUqUKrVq0q9Gc6ODj8y12OvsmYXk1ljAkqZ1wyplcjY3p1lTEuGdOrkTG9usoYl4zp1Wg7JjlZU5IkSZIkSZL0QCbikiRJkiRJkqQHMhGXJEmSJEmSJD1QLliwYIG+g3jdmZiY0KZNG0xMTPQdioaM6dVUxpigcsYlY3o1MqZXVxnjkjG9GhnTq6uMccmYXo0uYvpbdk2RJEmSJEmSJH2TpSmSJEmSJEmSpAcyEZckSZIkSZIkPZCJuCRJ/7NKSkr0HYL0P6asrEzfIUiS9D9EJuJ/Q8XFxfoOoVKqrNMlHj58qO8Q/iuVZT9eu3aNuXPnkpOTo+9QpFdQ/rjJz8/XYyT/XmZmJrt27SIjI0PfoUh/kUql0vk2K8u5UapcZCL+F7xOH6rs7GxWr14NgFKp1HM0f0xf+1WhUADw4MEDvWz/Ze7evcunn37K4cOH9R3Kf6R+3yrLKPSTJ08oKytj+fLllSYZr6znjJfFpctYhRCaz19AQACBgYGV5jgqLykpiYMHD/Lrr79y7949vcVRGY+j1NRUve6TV3Xjxg2EEBgYGGh9P/7+56uPcemP6eMm6Y+o38ecnBwKCgoq/OfL9oV/UvkLx+7du4mMjGTfvn00btwYc3NzPUf3r5RKJWvWrGHHjh0cPXqU/v37U1JSUimScvW+vH37Nrm5uZiZmWFgoLt7xIKCAoyMjADYu3cvR48epWPHjjrb/h8pKCggLy+PU6dOYWhoiIeHh75Dein1exgZGcnSpUtJSEjAzs4OOzs7vcXi5ORE9erVSUpKIiIigpYtW2JqaqrzeH4fV2xsLLt376a4uBhbW1u9t+oqfy67desWjx49olq1ajpNGtTbCg4O5siRI7z77rtYWlrqbPv/iXofubm5kZuby8mTJykqKqJ27dqYmZnpPB6FQkFcXBxnz56lUaNGOt9+eUIICgoKmDlzJlZWVtSvX1+v8byM+v27desWCxYsIDExkY4dO6JQKFCpVFo51st/rg4cOMDRo0eJiYkBwNnZucK3VxHu3LmjidnQ0FAvMahvkgACAwMpLi7G3t5eL7Go41EoFCQmJjJ//nzMzMxwc3Or0BxFJuJ/kvpg3bJlCydOnGDs2LEsWLAAc3NzWrdurdUP+H9LCIGhoSGWlpbs3LmTatWqMXjwYJRKJWVlZTpNel9GoVAQEhLCnDlz2L9/P0+fPsXZ2VnrF2IhBCkpKXTv3h0/Pz/s7OxISEigSpUqtGzZUq/vn/rDb25ujouLCwUFBZw4cQIjI6NKl4yrYz179iwLFy5k+PDheHp60qpVK4qKinR6Qi9/8SsuLsbZ2ZlatWpx7tw5IiMj9ZqMKxQKoqKimDt3LtWqVeOXX37BzMwMJycnvd4glB+J/u6777h06RKWlpbUrl0beHGfaktZWRk5OTm89957mJmZ0bNnT0xNTSvF+RP+/z4KDw/nyJEj2NjYEBISgqmpKfb29lhYWOgkDvV7ceHCBdatW8eWLVswNzenWbNmOtn+yygUCoyNjTEwMGDfvn34+vpStWpVvcXzMgqFguDgYL7//nssLCxITU3l4sWLdOrUCQMDA62c69U/b9u2bQQFBdG7d2+2bt1KcXEx7du3rxSDYOWFh4ezYMECMjIycHNzw8rKCkCn18ErV64QGRmJi4sLJSUlLF26lD59+mBlZaWT89DLKBQKIiIi2LZtG0+fPuX48eM4Ozvj7OxcYdc2mYj/l9QHgxCCrKwsAgIC+Omnnzh8+DBGRkZMnz6d1atX88Ybb+g9wS0fb1lZGZaWlrRr146YmBhCQ0Pp06dPpYjx9u3brFmzhiVLltChQwcCAwPJzc2lVq1aWr3AKRQKrK2tefDgAcuWLaNz586kpaVx7tw5OnXqRH5+vl4SpPInnKdPn2Jqaoqnp2elS8bv3LmDsbExRkZGlJWV8fPPP9O1a1cGDBiAi4sLCoWC9evXa0YOta38ftu8eTObN2/m5MmTjBw5EhcXF86dO0d0dDTNmzfXS6Jw48YNjh8/ztSpUxk5ciSWlpYcPHgQpVKJo6OjzmMqLS3VfP5PnjzJpk2bWLNmDW+99Rbu7u7cuXMHS0tLrV38fn9hNTMzo2PHjhw4cIDCwkKaNWumt1G5l7l79y6zZ8/mk08+4Z133qFWrVqcOnWKJ0+e4OzsrJORcYVCwenTp1mwYAETJ06kefPm/POf/0SpVNK8eXOtb//3rl+/jpGREQqFAg8PD6KiomjZsiVWVlaVZiAKnl9jFixYwDfffMOoUaNo0KAB8fHxxMXF4ePjoylTqeh4U1JS2L17Nxs2bCA6Opq8vDzmzZvH9u3bcXBwwMLColLso4SEBL766iu+++47nJ2dUalUnDp1CktLS6pVq6azOAICAoiPj8fQ0JC6dety6tQp2rZti7W1td720/Xr1/n444/59NNPmT59OlWrVmXnzp1YWVnh6upaITmUTMT/CyqVSrPTMzMzsbCw4ODBgyQkJHD16lVWrlyJsbExK1asoF+/fhgbG+s13vIjlRs3bqSkpEQz+vvLL78QGRmJq6sr9+7d09ujnytXrrBixQqcnJwYMGAATk5OODk5ERgYSHZ2Ni4uLloZGRdCaPZPkyZNePjwIcuXL0elUnH16lVOnDjBtm3biI+P59q1a7Rt27bCY/h3yj9tCQgIYNOmTRQWFuLt7Y2RkREnT56krKxM74+Av//+e2rUqIG9vT0GBgacPXuWy5cv4+Pjoym32LlzJ61atcLR0VHr8aj3244dOzh27BgffPABq1at4ty5c4wbNw5XV1ciIiK4cOECfn5+Ojuxl5WVUVRUxGeffcaFCxfw8vLC3d2d+vXrY2hoSEBAAMbGxjRo0EBno2QJCQkkJyfj6uqqKXOwt7enW7duCCFQKpWsXLmSixcv0qZNmwrffvmkZ8+ePezbt48zZ87g6OjIgAED+P777ykqKsLLy0tTNqZvQgji4uLo3bs35ubm1K1bl8ePH7Nq1Sqsra1p0KCBTm4cdu/eTd++fenWrRtNmjTB29ubWbNmYW5uTtOmTbW+ffV7l5yczLhx40hKSuL06dN4e3tz9uxZfvvtN7p27VopEky17Oxszpw5w9tvv42pqalmACYoKIh79+7Rvn37Con398m8oaEhycnJHDp0iMuXL7N27VoePnzIunXrGD58uN6PbXW8wcHBWFpa4unpya5duwgKCuLatWvcvHlTU8KjTeqbthYtWnD37l3i4+MpKChg//79ABw9elRTvmpvb6/T/fbgwQPu3r3LuHHjEELQuHFjUlJSWL9+PfXr16d27dp/+SZO/8OhrxF1Eh4QEMC0adMwMjLC0dGR2NhY5s+fj7GxMQcPHqRKlSqV4iSkfqSyfPly/Pz8MDY2Ji8vD2tra9atW8ejR48YPXq0Xieyubi4UK1aNZKSkoiPj6e0tBRvb2/ef/99YmNjKS0t1cp2FQoFBgYGHDx4kPfff58vv/ySESNGEBwczJQpU1i7di1ffPEFPj4+9OvXTysx/JGAgADCwsL49ttvqVGjBikpKTRq1Ah/f3+aNWtGSEgIeXl5Oo+rvAULFmBjY0OPHj3Iy8ujY8eOKJVKgoKCKCoq4vbt26SkpFClShWdxXTnzh3CwsLYunUrKpWKfv36cf/+fcaPH4+joyMTJkxgypQpOnkSpJ7go1KpMDU1ZdmyZdSrV4+oqCiuXbsGQL9+/Rg9ejSNGjXS6cXl/v37eHl5kZmZSV5eHra2tuzbt4/r169rBhDMzc2pVauWVrZf/qbp0KFD9OrVi9jYWA4cOICHhwf/+Mc/2LJlCz///LNWtv8q1O/fkydPyM3NpWrVqty/f589e/Zojp9mzZrRoEED2rZtq7Pj/OHDh4SEhGi+btKkCd27d2fJkiUEBgZqddtlZWWaEqsffviBTZs28d5772FhYcHMmTMxMDDg0qVLmq4y+ppUqt5uQUEBJSUlODo6Uq1aNWJjY3n69CnGxsa4uLjQsGFDbt26RUJCwl/eZvknAAkJCURFRZGWlkZGRgYpKSl8/fXXKJVKLly4gKGhYaXoXqbuTtS6dWuCgoL45JNPaNasGWvWrGHo0KGakiNtKl8TrlKpGDNmDE5OToSEhKBSqbC3t8fExIS9e/eyYMECnXVUSklJ4dq1a1hbWxMREcGJEyc076+Pjw/29vbMnTuXhw8f/uV8T46Iv4KsrCyMjIwwNDQkLCyMf/7zn6xbtw5ra2uUSiUFBQWsW7eO1NRUjh49yrJly3BwcNBrzOoJNF9//TWTJk2iWbNmxMTEsGjRIs6ePYu3tzfvvPMOPXv2pEmTJjqNS6FQkJSURHJyMg8ePGDs2LFcunSJ3377DQcHB+zs7KhduzZdu3bV6n7cs2cP69evZ9asWTg7O+Pt7c2zZ8/YuHEjXbt2pWXLljRq1Ahra2utxfDvBAcHM3v2bPbs2UNaWhpLly5l2rRpODg40LlzZ7p06aK3yWzlLzhWVlYcPXqUffv2MWHCBJ49e0ZERAQBAQEcP36cSZMmafVpwu9HIrKzszl06BAtW7bk5MmT9OrVizZt2rB69Wpu377N8OHDdbLf1HFFRUWxZs0agoODefr0KZMnT+bAgQOkpaVRo0YN7OzsqF+/vs7OF+r3rm7duty6dYs5c+ZgbGxMq1atKCsrY/fu3VhZWZGYmMjhw4cZM2ZMhR7/z54909xwZGVlsXPnTn744QdiYmLIyclh0aJFrFu3Dh8fH3x9fWnYsKFOH42Xp1AoOHXqFHPnzuXMmTMATJw4kc8//5zk5GQuXLjAjz/+yEcffUSLFi20EsPvz5dVq1alQYMGREREcPfuXVq1asW5c+dITk6mV69eREVF0b179wpPntLT0ykoKMDS0pLk5GTWr19Pu3btNOfojh074urqip2dHWFhYZiYmNCyZUu9DUip5x398MMP7N+/H19fX0pLS/n1119JTEzk3r17/POf/2TmzJmkpKRQt27dv3zTqf5dN27cyKZNm4iPj8fPzw9vb29CQ0O5ePEix44d4+TJkyxevBgnJ6eK+FX/tMjISJYsWcLjx4/x8/Nj+PDhjBkzBoVCQXFxMcuXL2fw4MHUqVNHq3Go99v27dtZvXo10dHRjB8/nvz8fEpKSmjSpAkTJ06kd+/eDB48WFO7ri1CCJ4+fcrSpUu5efMmzZs3x8PDg2+//ZbCwkIyMzNZu3Yta9asISsrCw8PD6pXr/6XtikT8f/g5MmTrFu3jq5duyKEICkpicDAQOzt7WnWrBmurq54eXlhb2+Pi4sLY8eOxc3NTd9haybQXLlyhYMHD7J3717q1KnD8OHDuXz5Mg4ODri6uuo8mVMoFISGhvLNN9+Qm5vL7t27iYqKYsmSJcTGxhIeHo6TkxM1a9bExMSkQk/kv0/aiouL2bRpE1ZWVvj4+ADwxhtvkJaWxtq1axk+fDgGBgZav5j8Pi4hBLt27WLdunWUlpaydu1ajIyMOHHiBC1atMDDw0Ono8xq6ppihULB+fPnOXv2LNWqVWPcuHGEhoby888/M2vWLHr27EmzZs3o27cvzZs319okm/I/NyEhAaVSSa1atejYsSNPnz4lLi6OESNGEBcXh7OzM++//z42NjYVHsfLqJ9GffXVV/j7+1OnTh2+/fZbCgoK+Oyzz9i+fTv37t2jdevWOithKz/yFBAQoJmUpX4s3apVK0xNTTl06BBZWVnMmTMHd3f3Ctv+3bt3CQ4OxtnZmdzcXMzNzbl48SKBgYFcvXqVdevWUVJSwsqVK+nRowdubm56S8IBLl26xPr16xk6dCh169Zly5YtODg4MHfuXB49egTAkCFDaN++fYVvW31sq28GPvvsM3777TcuXrxItWrV8PLyYteuXYSEhLB//35mzZqFUqkkJSWFN998s0IT8bKyMvbt20e1atWws7Pjzp07BAcHU1BQQIMGDTTvkb29Pe7u7jRt2pTQ0FC6deumt0T85s2bLF68mGHDhpGZmcnKlSuZOXMmderUobCwkIyMDCZMmICZmRk7d+5k2LBhf/paGBcXx+3bt3F2diYqKoqffvqJ/fv3M3DgQE3nqGrVqlG/fn2cnJx477339J4jREREsGLFCt555x0cHBwwNTXlzp07lJWVMWPGDKKiohg/fjydO3fWySTJwMBAAgICWLlyJbVr16ZBgwa4urqSkZFBbGwsBgYGuLu7Y2hoqPVYFAoFVapUwdLSkoSEBFJTU/H29qZDhw6Eh4dz//59pk6dSnZ2Nrt372bo0KF/vVOekP6t9PR00adPH5Geni6OHTsmduzYIXJzc8X+/ftF9+7dxe7du/Ud4gtUKpUQQoibN2+KxMREkZ6eLuLi4kRwcLC4c+eOKCoqEtnZ2WLgwIHi4sWLeonx9u3bon///uL69eua7/Xp00fMnz9fFBcXiw8//FBcvny5wrer3jdCCBEbGyuSk5OFEEJcunRJNGrUSKxfv/6F1z98+LDCY/hPcSUlJYnk5GTx6NEjkZCQIN5++22xYcMGIYQQ+/btEz169BDp6ek6iev3srKyxJYtW0ReXp44e/as6Nq1qxgyZIh45513RGhoqBBCiMmTJ4uOHTuK3Nxcnca2bds24efnJ/r37y82b94sHjx4IA4cOCA6d+4stmzZIjp16iRu3Lihs3hUKpUoKioSs2fPFiEhIZrvZ2ZmirZt24qkpCRx+/ZtkZiYqLOYSktLNX8OCwsTw4YNE9nZ2UIIIXbs2CFGjRol9u/fL0pKSoQQQvP/inT9+nUxceJEMX78eDFv3jzx+PFjMWfOHNGrVy+RkpIihBDixIkTYvDgwZrY9OXWrVti0KBBYv/+/UIIIXJzc0VISIjmGNOV1NRUMXnyZJGWliYKCgrEokWLxBdffCEiIiJEUVGRuHv3rggMDBRnz54Vb731lrhy5YpW4igqKhKZmZli0KBBIisrSyQmJopJkyaJtWvXirt3777w2h07dohhw4aJ4uJircTyMtnZ2SItLU0IIcTZs2fFxIkTxcmTJzV/P3/+fOHn56c5D5w9e1YsX75c+Pv7a64Ff0ZZWZk4fvy4yMjIEE+ePBHXr18XkydPFqWlpaKoqEgUFxeLhQsXijVr1vy1X7CCqM9N8+bNE9HR0eLevXviu+++E4MGDRL+/v5i79694tmzZyInJ0fzel348ssvxY4dO4QQQhQXF4ucnBzx9ddfi3PnzolNmzaJzMxMncRx5coVceLECc3X0dHRYsaMGWLRokXi/v37Qojn1+L169eLnj17iqtXr1bIduWI+B8oKSlh69atpKWl8fPPPxMdHY2NjQ3du3enevXqBAQEUFpaqtPSjj+iUCgIDw9n7ty5pKamsmnTJmxtbfH19eXChQusWbOGTZs2MXXqVJ1OPizv3r17REdHM2bMGM3ENFdXV86cOYO/vz9vvvkmNWrUqPDtiv+7q9+0aROrVq0iLCyMzMxM+vXrh4+PD5999hnFxcWaiWm6ap1WvstHQEAA58+f59ChQ3h4eNCkSRM2bdpEWFgYcXFxfPfdd1p/TPjvnDlzhqNHj5KRkcGxY8dYsWIFEyZMICUlhdjYWExNTZk8eTJRUVE4Oztr9bGrKDdCk5aWxi+//MKmTZuoUqUKkZGR5Ofn07BhQ6pXr85vv/3GV199VaEju/8pLvF/7UJDQ0MpLi7WlC1YWFiQnJxM/fr1adCggc4mSN+6dYukpCRq167N3bt3+frrrykuLqZJkyY4OjrSpEkTioqK2L59OxYWFnh4eFTopFH1frGxsSEjI4NDhw7RrFkzunbtipeXFxEREZw9e5bDhw9z6tQpvv76a730WS5/XD1+/JjTp08TExPDoEGDqFKlCvb29tSoUYMtW7bwxhtvaKWjTFZWFj/88AMdOnTg/v37LF68mCdPnuDv76+ZTJeQkEB8fDzm5ua4u7sTFhZGeHg4s2fPrvAJ3OpSJqVSSWlpKUlJSezZs0dTshAaGsq9e/eoVasWlpaWmgmto0eP1sp5/GUKCwvZsGEDDRs2xMrKiidPnrBs2TLMzMzo3LkzAJ06deLatWssWbKEMWPGYGhoiJWVFUOGDKFu3bp/etsKhQJ3d3ceP37M22+/TU7rzVZgAAAgAElEQVRODmVlZbi5uWFtbY2xsTHXrl2juLgYb29vzb/RF/V7mZCQwMKFCwkNDaV58+YMGTIECwsLqlatSuPGjTXdwrT9JFMtNjaWJ0+e4O3tjbGxMaampmzevJkOHTrQvXt3ra7Nom7hLIRg3bp1pKSkUFxcrClXKisrY/PmzZSUlODt7Y2VlRX5+fmMHz++wp5syET8D1StWpV79+6xd+9epk2bxocffsiXX36JpaUl3bp1w9TUlIMHD9K9e3eMjY31PkHz2rVrfP755yxcuJDx48fj4OBAaGgolpaW1KhRA3d3d3r37q2VR6n/jvpD9+jRI0xNTVGpVERGRmJtbY29vb1mVvnFixfp0qULRkZGFfpYNTk5GaVSSdWqVdmzZw8hISGaSWlhYWE8ffqUPn360K5dO5YtW8aAAQN03r/48OHDHDt2jK1bt3Lu3DkMDAwYPXo0tra2jBo1ig4dOvD2229Ts2ZNncX0e+7u7lSpUoWIiAgePHhA165dsbGxoWnTpty4cYNTp05RtWpVpk2bhpOTk1YfZ6p/7v79+4mKiqKgoIC+ffvSqFEj8vLyiImJoaSkhOHDh9O7d2+dLSqkUCiIj49n1apVtG3bluzsbNLS0rCxsaFmzZrcvHmTgIAAevXqpdOFji5evMjy5ctJTEykrKyMoUOHcv78eR49eoSjoyM2NjZ4eXlhbGysudBUlN8fB+bm5rRr147Q0FDS0tI0k6HVNwSjRo3C1dW1wrb/31C/f/PmzWPMmDG0a9eOc+fOcezYMbp160aVKlVwdHSkT58+ODo6auX4fvr0KXXr1qW4uBg7OzvN5D6VSoWzszN2dnZ4enqSlJREmzZtcHR0pE2bNvj6+lb4+aGsrAylUsnFixeJj4/Hzc0NX19frl27xtatWxk1ahQ1a9YkJCSEDh06YGVlpel88VdrZl9Vfn4+VatWxdvbm8LCQtauXUuXLl3o1q0bixYteqHHepcuXejUqRP29vZYWVnh7OxcYce6qakplpaWnD17lsTERB49esTNmzc5f/48+/bt46OPPsLGxkavOUJsbCxBQUEYGRnRr18/vL29mThxIu3ataOsrIyVK1fSs2dPrU3QhhfPB/Hx8dy7d4+CggJq1qzJ5s2bMTMzQ6lUkpiYSGhoKMOGDdNaEp6Xl6eZjHrmzBlOnz5NRkYGjx49oqioiLy8PM0ATmpqKuPGjcPW1hZLS0vq1atXoedJmYj/Bw4ODrRv354vvviC+vXrM3DgQL799lsMDQ3p168f/fr1qzS9QNPT08nJyWHUqFGoVCrc3d1JTU3l+PHjTJw4ETc3N51OIlV/6E6fPs2aNWv47bffePPNN7lx4wbx8fEkJiaSk5PDqlWrmDp1KvXq1avQJDw3N5c1a9YQGBiIr68vcXFxtGvXDiEEqamp+Pn5sXXrVq5evUqXLl2YNGmSTlZFzczMfGE7SUlJ+Pr6cvz4cRITE/nhhx/49ttvuXz5Mh07dsTCwkIvNeHw4o1U/fr1USqVpKWlUVJSgr29Pba2tjRt2lQzqUWdYGr78xAaGsqaNWtwdnbmzJkzPHv2jFatWuHl5cWDBw+4dOkSPj4+OunNrd5HcXFx7Nu3j4MHD5Kens7IkSOJjY0lNDSUI0eOsHfvXqZPn66VdoB/FFft2rVJTk5m//79tGvXji5duuDp6cnBgwfJzs7G1taW6tWr07BhwwqdM1L+ort792727NmDhYUFb775Jk5OTuzbt4/8/Hzu3LmDlZUV7dq109nCOP+Oo6Mj3333HTExMQwbNoymTZsSHR3N3r176dWrF1WqVNHqMWVhYYGJiQk//PADO3bs4KOPPsLU1JTw8HAKCwtxcnLCzs6O9u3bY29vrxnNq8h5Bg8ePODZs2eYm5tz+vRpPv30U+7evcvGjRvp0aMHPj4+pKam8o9//INx48bRvXt3vbS/ffbsGTt27KCoqIjCwkLi4uL47bffSE1NpVu3bvj5+TFr1iwMDQ1p2bIlgCYZruiBAqVSqZm7k5aWRmFhIc2bNyc1NZU5c+b8pVH3inD69Gnmz58PPB/AsLW1xdvbm7i4ON5//31Nu1dfX1+txlG+W9KGDRu4f/8+S5YswdvbmzZt2nD06FGio6M5f/48Cxcu1Nr6E7m5ubz33ntYW1sjhOCLL76gdu3alJSUcOjQIaysrMjJyeHIkSNs27aNyZMna3fRrAopcPkbiI+PFw0bNhT79+8XkZGRom/fvuLJkyd6jUld96n+/5UrV0T79u1FZGSk5jWnT58Ws2fP1mm9XnmRkZGif//+4sqVKyI0NFTk5eWJW7duia1bt4oVK1aIBQsWiIiICCGEdurRbty4IWbMmCGmTZsmvvrqK3Hjxg2xbt06cfDgQSGEEFOmTBGffvqpyMrKqvBtv0xhYaGYOHGi+Mc//iHCwsJEZmamWLVqlfD29hYff/yx5nWLFy/W1K3rqk7v99TbDQ4OFsOHDxdDhw4VycnJ4vDhw2L69Oliw4YN4vbt20KI57WSuohFCCF2794tPv/8c3Hz5k0hxPO64rFjx4q1a9dqXqPrz2ZMTIzo1KmTiIqKEsnJyWLIkCHi448/Fvfv3xdXrlwRZ86c0dQT6uL9LL+NsrIycfDgQbFnzx7x5ptvikOHDgkhhEhJSREDBgwQq1evFkVFRVqLJSAgQPTv318sX75cdOrUSQQEBAghntdfTpkyRfj7+4vU1FStbf9V5OXlaf6sUqlEr169xPjx44UQz+u033//fXHhwgWtx3Hr1i0xY8YMkZiYKKZPny6mTp0qSktLRVBQkHjnnXfE1q1bRXFxsdaOoZSUFE2t+YULF0T//v3FjRs3RGJiomjVqpXo1auXyMjIEFlZWWLRokXit99+00ocr2rHjh2iZ8+eomvXrpra9WnTpomlS5eK/Px8ERcXJzw9PcWdO3d0Ek9hYaE4cOCA8PPze+E6rE/Jycmif//+Ij09Xdy4cUN069ZNTJw4Ufz6668iMzNT3LhxQ9y6dUsIob1zU/mfm5CQIPr06aOZhxUXFydatmwpIiIiRGlpqcjNzRWPHj3SShxqRUVFYvPmzeKtt94SQ4YMETExMZq/+/HHH0W7du3E9u3bxerVq3XyPsoR8VdUs2ZNfHx8eP/99+nQoQOzZ8/WyUpqL5Ofn68p4YiIiOCf//wnDx48oE6dOjg4OPDLL7/w7NkzHj16xIoVKxgxYoROamTh+Wz106dP06BBAwDWr1+Pr68vbm5unDhxgm+//ZaTJ0/SrVs3hg8fTvv27TWPorUxihoSEkJKSgq3b98GoGPHjgQGBjJw4ECioqKIiYnhs88+08mCMyqVCiMjI9q1a8cHH3yg6dvapk0bfv31V1QqFQ0aNODo0aMcOnSIadOm6XVFMYVCQUJCAl9++SXLli3Dz8+P+vXrU69ePbKzszU9eRs3bqzV2eyi3OjV7du3CQsLY9euXbRs2RIPDw9q1KihWTI+NzeXFi1a6LxULDIyEg8PD/z9/alevToDBw5k6dKlJCUlMXr0aFxcXLC1tQV0UyNaftn6HTt2cOnSJWbNmoVCoWDdunW4urpiYmKCp6cnvr6+WutOEhkZyc6dO9m8eTOWlpacP3+eO3fuUFhYiK+vLz169KBfv356W1CsrKyMlJQUevTogZ+fH3Z2digUCkaMGMGyZcs4d+4cgwcPplu3bjppN5eSkqLZZuvWrQkPD+fkyZNMnjwZpVJJw4YNtVYWo1Kp+OWXX1CpVPTo0YMjR45Qr149WrVqxb59+1i4cCFRUVH8/PPPNGjQgIEDB+Li4lLhcbxqrAqFglq1anHy5EmEEDRp0oSWLVtiZ2dHVFQUCQkJ9O7dm/fee09npWCGhoa4urpSrVo1GjRooPVWe/9JTk4O+fn55OXl0aBBAw4dOsQ777xDSkoKu3btQghBt27dNN2ktF0TvmfPHs6fP4+5uTl9+/aluLgYZ2dniouLNU/MjY2Ntf4EWP1ZMjY2Zv/+/dStW5fmzZtrKglu377Nu+++i4+PD87OzlrvHCMT8f+Cvb09fn5+1KxZU2cTUX5PXcoBzyc+fvXVVzRu3JgzZ87w9OlT6tWrh6enJ3v27CEzM5PRo0frrAURPJ9sZGhoiJmZGaampty+fZtDhw6xe/du2rRpw9y5c7l//z5FRUW0aNFC06JLGw4ePMjmzZtZtGgRtWvXJj8/n127dhEdHU1BQQHbt2/nu+++00lNqijXOi49PZ3s7GzS09N59uwZ7dq1o2/fvhw/fpyEhATN4g/6fpwJEB0djUqlYvDgwVhbW1NaWsr333+Pm5sbDRo0oFGjRtSsWVOrx5b6Zx85coRvv/2W1atXU1JSwqpVq/D19dU8rndycqJ9+/Y6KRX7/ecpISGBnTt38tZbb2lWFS0rK2PPnj1cvnyZnj17ajWelwkICCAwMJAJEyZoShmaNGlCjRo1WLlyJUFBQbz//vtauwlNSEggNjYWJycnLC0tCQsLY9q0ady/f5+tW7fy7NkzvL29dVI+9O8YGBhgY2PD48ePWbJkCb6+vpr65pKSEoKDg/H19dXKjUL5Y0jdX93R0ZG9e/dy7do1evbsSaNGjQgNDeXEiRPMmDFDq9cdhUKBm5sbs2fPZu/evXTp0gVTU1MePnxIXl4eXbt2JTc3l6tXr9KnTx+99cFWr3D96NEjzM3NNXO0du7cSdWqVfH19cXExISEhAS8vLw05Zi6ugYaGhq+0NZRX06fPs3atWtxdnbGwcGBgoICbt68yeDBg1GpVNy5c4fRo0dr/SZFvc8DAwPZu3cvnTp1Ij4+HhcXF009emxsLICmjbAuKJVKTa334cOHsbOzw83NjUuXLrFv3z66deuGubm5VnMUNe2vx/s/pnHjxvoOgZKSEkJCQsjKymLevHm0b9+eqKgo9u3bhxCCQYMGsXPnTs1kG12dgNQjugUFBbRo0YKZM2cyYsQITRIghCA3N5fY2FjmzJkDoNVVu65du0a/fv2oU6cOTk5OuLm5sXbtWtzc3GjZsiWTJ0/WSc18+f2/c+dOwsPDadOmDZ9++il9+vShuLiYWbNm8d1332FhYUFRUZHeasLVrly5QmlpKSYmJmRnZ5Odna3pAlBWVsb9+/cZOXKkzuLZs2cPGzdu1NQ5fvTRRxQXFzNmzBg2bdpEo0aN6Ny5s06Oc/X7GRsbS0JCAu3atePNN9/k6tWrzJ8/n5kzZ3Lv3j1iY2NZv34927ZtIz8/X6dP0EpKSrh06RLz58+ncePGCCHIy8vjo48+YunSpXh6emJpaVmhk+rUCZJ6/1y4cIHt27ezYcMGnj17Rl5eHrVr18bV1ZUWLVowYsQInfVQL08dX1JSEjdu3MDa2ppPPvmE6tWrM3ToUDZu3EhhYSGXLl1i8+bNWrkhvnPnDhcvXqRXr14kJSWxd+9eGjZsyKBBg/j4448JDAwkNzcXZ2dnZs2aRWFhYYXH8DIWFhY4OTmRlZWFsbExAwYMYMyYMfTo0YOsrCwOHjzIokWL8PLy0kk85T1+/FgzsS8sLIzVq1dTp04d/P39GTlyJEVFRezcuZOrV69iZGTERx999EL3HV0+IdP3nLGbN2/y448/8sEHH2jmpCxatAgbGxvNgkwff/xxhXfZ+XfUcwq6dOlCnz59iImJ4cCBA8TFxWFnZ8eJEyf44YcfdBJLeUZGRgwePBhjY2PmzZtH69atKSoqYsaMGTptjiBHxF8jZWVlmJmZIYTg0qVLPHnyBKVSSevWrTUzwNXdCJo1a6ZJ5nSVnKiTanX5xbx58zAyMqJ79+6EhoayevVqdu7cyfTp0+nQoYPWY0pPT+fs2bM0atRIMyEtNDQUW1tbBg0apLOJq+Ufyx05coRFixYhhKB27drUqVOHZcuWER8fT3h4OF27dtV7Eg6wfPlyrl69yoQJE9ixYweZmZnA8+W1N27cyJAhQ7R6ovr9zaN68SVLS0vNhKIOHTpw584d1q1bx/Dhw1EqlTor+yg/+engwYOarh/qVqdRUVHMnj2b3NxcwsPD6devn1aTzpfdbG/ZsoXs7Gx8fX01C3yFhITwxhtv4OzsXOEj0ertx8bGUqtWLZo2bUp6ejopKSmcP38eCwsLnjx5wtatW/niiy+02p3hP8V56tQpFi1aRGFhITExMezfv5+ZM2dSpUoVNmzYQHh4OKNHj6Z169YVvv3bt28zbNgwQkJCNKVnZWVlbNmyhevXr5OUlMTly5dxc3PDxcUFGxsbnT2BVSqVjBw5En9/fyZMmIC5uTlNmjRhw4YNHDp0iEmTJul01FItPz+fb775hjt37pCbm8vq1auZPn06WVlZJCYmIoRg8ODBmhaLPj4+laatsK7FxcWxceNG8vPzMTc3p2nTpigUCjIyMti5cyenTp1i0qRJdOrUSWcxqTuRbd26lYYNGzJgwAAeP35MfHw8T548YebMmXh4eOgsnvLUI+NGRkZERUXx0Ucf0b59e50NYAIohBBCJ1uS/hL1QXH9+nWWL1/OtWvXaNWqFY6Ojnh5edG9e3cAoqKiNPVpuo4tPj6emJgYTE1N8fHxQalU4u/vz6xZs+jbty9Pnz7V9OfUxUGelZXFsmXLcHBwoG3bthQUFLB161a+//57ndekFhcX88knn9CnTx9sbGwICgoiODiYtm3b0qxZM3JycujZs6feylF+/37cu3ePjz/+mO+//56ioiJWrlxJWVkZubm5jBw5Uqsn8fKxXL9+HUNDQ2rVqkVaWhr9+/dnypQpTJw4UfN6decPXbly5Qpz585l9erVFBYW8v7771O/fn38/f3p2rUrpaWl7Nu3DwsLC9auXcuKFSvw9PTUWjzl99fly5cxMDDAwcGBq1ev8tNPP/HGG28wZswYgoKC2LhxIxs2bNDa4+g7d+7w5ptv0rFjR02Zzr1796hatSoBAQGYmpoyZ84cnZ6fXhbj9OnTWbx4MfXr1+fevXts27ZNU55y9+5djI2NsbOzq/DzlEql4scffyQ7OxtXV1eWLFnCvHnzGDRoENnZ2Zw9e5aEhARNpyd1Cz59SEhIYNy4cbz77rv079+f/Px83N3ddZqglHfgwAHCw8M1vfnHjx+v6SF++/ZtOnbsSO/evSktLcXY2FhvcerTzZs3Wbp0KVeuXKFdu3aaFrM9evQAnh/7xsbGmifUutw/paWl7N69m59//plPPvmEjh07As+f3hkZGeksjn+nqKiIx48f62W+ihwRf00oFAqCg4NZtmwZXl5eGBoakpCQgKmpKSUlJWRnZ1OvXj1Nr1ldxxYeHs7ChQupV68eqamp7N27l3r16vHuu+8yadIkLC0t6dy5s1Ynhfyeubk5np6eXL58maCgIK5evcrcuXP1siiOUqkkPT2d1atXk5iYSNeuXZk9ezbR0dF4eXkxdOhQnS2//jIKhYLo6GgeP36MSqXC0dGR+Ph4DA0Nad26NR06dKB37974+vrSsGFDnfQJ37JlC5s2bSI0NJRjx47h6urKxIkT+fTTT3W6+JJ6rEKhULx08tP48eO5ceMGP//8M7m5ubRs2ZL09HQSEhKYMWMG9erV02psL1sU6siRI3h4eFCvXj1+/PFHIiMjCQ8PZ/ny5VpdLMfExIQHDx7w8OFDatSowaZNm4iNjaVTp07MmTOHHj166GRi9O+p99OjR48wMjLi3Llz9O3bF2NjYywsLMjPzycuLo4+ffpgZWWlKSOq6ONKoVBQp04dpk+fTmpqKhMmTGDLli0AtGvXDk9PT/z8/PDw8CA+Ph5fX1+9JeIODg6aErrRo0drzpu6Tm7VLRobNGiAnZ0dp06dIicnh8aNG2Nra0vz5s1JSkoiISGBVq1aaVpw/t2S8ODgYJYuXYqXlxdGRkacP38eMzMzSkpKePjwIZ6enlhZWWmOJ13vHwMDA+rXr4+JiQnffPMNzs7O1K1bt0IXD/srDA0N9fZZk+0LXxPZ2dlixIgRIikpSQjxfMnl1atXiy5duojJkyeLxYsX62wZ2PJUKpV4+PChGDlypIiOjtbEdujQITF69GghxPPWbqdOndJ5bOVjLCgoEPn5+XqLQYjnra1u3bolSkpKxP3790VMTIwYOHCg3lu3qS1atEgMGTJEjBw5Upw4cUJs27ZN9O/fXzx48EDzGl21Ujx27Jh4++23xbNnz0RaWpo4fvy4GDBggLh+/bqIj48Xbdu21XqLKyFeXBr+1KlT4oMPPhBhYWHi5MmTIiIiQixevFgI8f9bKJZfLlubLQF/79ChQ2LMmDFCCCEWLlwoZsyYIQoKCkRmZqbIzc0VaWlpWl02/vDhwyIwMFBkZmaKlJQU0aVLFxEbGysOHjwoWrZsKYYMGaL3z9+pU6fE1KlTRXR0tOjTp88Lbcni4uLEuHHjRE5OjtaP8eLiYtGpUyfRsGFDceLECREdHa1p61hQUKB53bhx4/R63lR7+vSp3ratfi8uXrwo+vXrJx48eCASEhLElClTxLp16zTL2hcVFYmUlBS9xalvlTU/eJmioiKxd+9ezXsnCSEna74mDA0NNROe4PkoYNu2bTl16hRpaWmMGTNGp49UxP+NMCkUCiwtLalTpw5VqlRBpVJhbm6Ol5cXO3fuJCMjQ7O0r9DTo0KFQqFZslefTExMcHV1Zf/+/ezatYuysjK+/vprrS1a8J+o34/Lly/z9OlTPv74Y549e0Z8fLxmklpGRgapqalUr15dMxlPG37/s+/fv0+HDh2oUqUKNWvWxNLSkqCgIGJiYhgxYgShoaFaf08fPnzIihUrWLhwIdnZ2a88+Un9u2izJvzKlSvExsYyevRo4Pky3++++y4bNmzgxo0bbNiwgeXLl1OlShVmzpyp9ZEeddvUAwcOMHbsWCZOnEhkZCQffvghderUwd7eXi/dUdTH+O8nrw0cOJAZM2YwcuRIzMzM2LNnDzNmzMDa2lrrMRkZGXHy5EkyMjLo0aMHCxcuZNmyZUyZMoWysjJGjhxJSkoKqampeltltDz1saPr87d6exEREZw+fZrs7GwmTZrEP/7xD8aOHcu2bdsoLCykf//+uLi46OVJZ2VR2fKDP6KeBPx3e2LxR2Qi/powNzfH29ub6OhoqlevjpubGwCurq4UFRWRkZEB6O5kqVAoOHPmDLGxsTx+/JjIyEhcXFxo2rQp8PxxYnFxMSqV6oV/I0G3bt1o3749hoaGOlsK+mXUJUXqHuHFxcX4+PjQrVs3WrRowZMnT3jy5Alr167lp59+0loSLspN9I2Pj8fY2Jh79+5RVlYGPC/rsbKyws7OjoKCAgBNi0BtevjwIYWFhcyYMYMqVapQUlJCUlISrVu3xsDAAHd3dzZt2sSJEyeYMmUK7du3B7TbCQief7aio6OJi4vDwMCAkSNH8uTJE837uHXrVuD5flM/ptf2eaFVq1Y0bNiQ2NhYli9fjqOjI1euXGHgwIF6nTSnXvE0ICAAIQQXL16kVatWjBkzBltbW5KTk3n69Cnz5s3TrLqri/OUUqnE2dmZHTt2MG7cOObMmcPq1as1/bHt7e3Zu3evXsvV1NT7Q9fnb/U6BvPmzWPFihX06NGD8PBwxo8fz5YtWxg2bBjbtm3TlI79nVW2/OA/qQwxVCayRvw1oVAocHJy4tSpUxw4cIDU1FTWrVvHZ599xqNHj6hatSqNGjXSWf/kc+fO8dVXX+Hp6YlKpeLMmTNERUXx8OFDIiIi2LRpE1OmTKF58+Zajed1ZGxsjLm5uV77JwPcuHGDzz//nJUrV+Lt7U1WVhbLly/H0tKSBg0aYGNjQ/fu3QkJCaFTp05amVBT/sLw888/s3jxYjIzM4mMjCQyMhJjY2PNYg/79+9n+vTpVKtWTScn8urVq6NQKLhy5Qp5eXk4OztrltN2d3encePGdOrUif79+9O0aVOdXORUKhVKpRJ3d3cKCgq4ePEijx49Yvjw4URGRlJQUECjRo30siiUkZERderUoWvXrlhZWZGWlkaXLl30sqhJ+ZHwVatWcfHiRRo1agRAXl6epn7+jTfe0CzaAbpPEBwdHWndujUffPAB06dP17STMzY2rhRP8XQtLS2NxMREnJycMDAw4PTp01hYWDB8+HAcHBzw9vbm9OnT7Nu3j3HjxvHWW29VipsVfass+YH058hE/DVibW1NixYtcHJyQqFQ4O/vj6mpKRs3bmT8+PE6eayq7r/7ww8/8PHHH9O/f398fHywtrYmOjqazp074+joyNtvv02HDh0qzR249Fz59+P+/fsUFhaSlpbGvn37yMjIwMDAgCNHjmgmsh07dozDhw8zaNAgrYxCq2MJDQ3l7NmzLF26lFatWmFsbMytW7e4e/cuZWVlREVFsXjxYp12lQkLC2Pjxo3UqFGDwsJCHjx4gKGhIXl5eTx69EizGISuJj+Vf3Jw69YtlEolDx484NatWxQUFDB9+nTOnDlDTEwMqampelsUytzcnHr16vHWW2/p5Jz0MurJ7S+bvFZaWqqZ3F4Z1KxZUzNC/3eWlpbGO++8g7+/PyYmJpiampKTk8OJEydo1KgRdnZ2GBgYcPfuXdLS0oiIiKBz5846eTr2OqgM+YH058jSlNeMjY0NnTp1IikpicDAQM6dO8fSpUt1VkuoUqm4du0asbGx+Pj44O3tjUqlonfv3iQmJjJ06NAXRsBkEl65qEuKzp07R3p6OhkZGdSpU4eBAwfSoUMHcnJymD9/PiUlJcDzBT7Wr1+vKXHQhtTUVL7//nuaNWtGrVq1KC0tpXfv3pSUlBAUFMT48eOxtLTU6QX3/v37rF27loULF1K/fn2uXr3KsWPHuHjxIiUlJZSUlNC2bVudlhapP0s7duzgyJEjtGnThq1bt9K7d2/Cw8MBNKvuFhYW6r0fvT67IeTk5LBlyxa+/PJLGjZsSF5eHlu2bCEwMJCysjKKitEMTaoAAAjySURBVIpo3bp1pamb1VcddmWhUqk4duwYTZs2xczMDB8fHz799FPeeOMNateuzdGjR7l79y4ODg4EBwczYcIEoqKi9LIgVGWm7/xA+nPkiPhrytraGjc3N/z9/XU6SUWhUFC3bl1sbW05cuQINWrUwNXVlUuXLrF37166deumkyXGpf/O70uKPDw8EEIQEhLCsmXLqFq1KuHh4XzzzTeMHTtW8xi/du3aWn/0W6VKFYQQ7Nq1C2dnZ+rVq0e1atVwcHDg6dOnNG3aVOejOcXFxQQGBtKmTRtq1qxJtWrVePjwIWfPnqW0tJSJEyfqZZLt6dOn2b17Nxs3biQ5OZlq1aoxdepU0tPTSUpK4tGjR3h5eelscaPKqqSkhL179+Lt7Y2TkxNKpRJDQ0Pi4+PJyclh7NixWu3t/t/SVx12ZaFQKHBzc2P27NlERkYybtw49uzZQ+3atWnSpAkPHz4kKCiI2NhYFi5ciEql4ujRo/To0UPvN5yVkb7yA+nPkYn4a0o9gU0ffS+VSiX169fH0NCQJUuWcPnyZaKjo5kwYYJmFS+pcnlZSZGvry+FhYV8+eWXXLt2jcLCQoYOHUrnzp1f6J2tbYaGhnh5eWFpaclPP/2EjY0N7u7uVKtWjfbt2+ulxtjIyIibN29y//597OzssLW1JTc3l8zMTD788EO9LUiTnJxMnTp1uHz5MhEREaxatYqwsDCCg4Pp2rUrnTp1wtzc/G//GTQyMuL27dtkZWVp3r+MjAzu3r2LhYUF1atXp379+n/bEejKyNDQkIMHD3Lv3j2GDh1Kt27dWLx4MV5eXgwbNoy+fftiYmLC9evXWbduHYsXL8bJyUnfYVdK+swPpP+eTMSlP0W9LKypqSm//vornTt3ZtCgQTpN4KRXp1KpOHv2LNu3b8fd3Z3mzZujUqnw8vIiKyuL+fPn07t3b+rUqfNCa0pdMTAwwNPTExMTE1asWIGLiwtubm5a70DyR/E4OzsTHBzMoUOHuHnzJmvXrmXixIm0bNlSLzHB81VE582bx4MHD9i+fTtKpZLg4GA8PDwYO3asvPD+Hzl57fWjVCoZOXIk/v7+jBo1ilatWjFw4EA+++wzTE1NNSVGCQkJel0SXZIqmkzEpT9NPTJuZmbGjz/+iIuLC3Xr1pUXt0ro35UUXbx4kV27dtGrVy8sLCw0r9UHpVKJh4eHZllmfYyEl2dtbU3Lli2xsbFBoVAwfPhw2rVrp9eYbG1tefz4MUIIysrKOH/+PEFBQbz33nt/+8l+vycnr71+DAwMsLKyon379syYMQMvLy+GDx+Ora0trq6u1KpVizfeeEMe69L/FIWQTTilv6i4uJjDhw/j7e2t1eWzpb+uuLiYgwcPsnLlStq2bUteXh6DBw+mc+fO+g5NQ5YL/LGHDx9y/Phxfv31V2rWrMk777xTaTqAVFblJ699/fXXmjaBUuX122+/MWLECE6dOoWDg4M8L0j/s2QiLlUIeZJ8fZSUlLB79262bdvG22+/zcSJE2VJ0WuotLQUeF5bK/2xkpIS7t27h4mJSaXplCL9Z7m5uZondZL0v0qewaUKIRO414eRkRGDBw/GxMSEVatWUbduXbp27arvsKT/kkzAX52RkREuLi76DkP6L/3d2zpKfw/yTC5Jf0PGxsb4+/trJklKkiRVNn/3to7S34MsTZGkvzE50iRJkiRJ+qOf3mCSJFUKMgmXJEmSJP2RibgkSZIkSZIk6YFMxCVJkiRJkiRJD+RkTUmSpL+J2bNnc+DAgT98zdSpU/nggw90FJEkSdLfm5ysKUmS9DeRlpZGTk6O5utZs2ZRu3ZtJk+erPmeg4MDDg4O+ghPkiTpb0eOiEuSJP1NuLi4vNBPu0qVKtjY2NCsWTM9RiVJkvT3JWvEJUmSJI0PPviAPn36/Mv3u3fvztKlS0lPT8fT05Njx44xcuRImjRpQq9evTh69OgLry8oKGDRokW0b9+eJk2aMGrUKC5fvqyrX0OSJOm1IBNxSZIkScPf35/r169z9epVzfcuXLhAamoq/v7+mu/NmzeP+vXrs2bNGho1asSMGTM4c+YM8Lw//aRJkwgKCuLDDz9k5cqVGBsbM2rUKNLS0nT+O0mSJFVWMhGXJEmSNPz8/LCxseHIkSOa7x0+fJh69epRv359zfd8fHz4/PPP8fX1Zfny5Xh5ebF+/XoAzpw5Q3R0NN999x2DBw+mU6dOrF+/nurVq7N27Vqd/06SJEmVlUzEJUmSJA0jIyN69+5NUFAQAGVlZRw9evSF0XCA3r17v/B1586dOX/+PCqVipiYGExNTWndujWlpaWUlpYC0KFDB6Kjo3Xzi0iSJL0G5GRNSZIk6QVvvfUW27dv5/z58+Tl5ZGTk0Pfvn1feI2dnd0LX9vY2FBSUkJBQQGPHz/m2bNneHl5/cvPNjIy0mrskiRJrxOZiEuSJEkv8PLywsPDgxMnTpCfn0/btm2xt7d/4TWPHz9+4evs7GxMTEwwMzPDwsICW1tbTamKJEmS9HKyNEWSJEn6F/369SMkJIRTp079S1kKQFhY2Atfh4SE4O3tjUKhoGXLluTk5FC1alUaN26s+e/w4cMcOnRIV7+CJElSpSdHxCVJkqR/4e/vz/fff4+JiQlvvvnmv/z9nj17sLGxoXnz5gQGBnL16lV27NgBQKdOnWjcuDHvvfceU6dOxdHRkV9//ZWAgAC+/PJLXf8qkiRJlZZMxCVJkqR/YW9vj6enJ+7u7piZmf3L33/44YecPHmSjRs3Uq9ePTZu3Ejz5s0BUCqV/PTTT6xYsYLly5eTl5dH7dq1WbJkCQMGDND1ryJJklRpySXuJUmSpH9x//59OnbsyMaNG2nfvr3m++np6XTp0oWVK1fSo0cPPUYoSZL0+pMj4v+vfTumASiEAShYtKACjajAAjNqUMHG37DQ5OdOQceXpgXg2XvHnDPWWlFrjdZa9kgAv+VZE4Dn3htjjDjnRO89SinZIwH8ltMUAABIYCMOAAAJhDgAACQQ4gAAkECIAwBAAiEOAAAJhDgAACT4ADloRi91qEedAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "type_palette = pokefunctions.type_palette()\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=[12, 6])\n", "sns.boxplot(x='type1', y='votes', data=df_sorted, ax=ax, palette=type_palette)\n", "ax.set_title(\"Vote dispersion per type\", fontdict = {'weight':'bold'})\n", "ax.set_xlabel(\"Type\")\n", "ax.set_ylabel(\"Votes\")\n", "ax.set_xticklabels(ax.get_xticklabels(), rotation=45)\n", "fig.savefig(PATH_IMAGES/'type_boxplot.png', dpi=1000, bbox_inches='tight')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we are considering *all* the types of a Pokémon:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkcAAAHDCAYAAAAuir6kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeVRX1f7/8SczKiDOplje1DAFVFSQHFDJnLAccigHMscMNXOCNLWuOXIrBc38OkBmaRk300rNOcsURCwtK7VMNFQcIECZf3/w49zPJ7BEwY/Y67GWa8E++7P3+xxs+WqffQ5WeXl5eYiIiIgIANaWLkBERETkbqJwJCIiImJC4UhERETEhMKRiIiIiAmFIxERERETCkcityg3N9fSJYiISClQOJIyp2PHjri7u+Pu7s7zzz9vdiwyMtI45u7uTkJCQonPn5KSwquvvsonn3xS4mPfKYMHD8bd3Z3w8HBLl3LXCgkJwd3dnZCQkL/tU/CnYcOGeHl50bFjRyIiIoodoA8cOGCMJSKWY2vpAkRuR0xMDLm5uVhb5+f8AwcOlPqcAwcO5KeffsLDw6PU55KyoVy5cri4uJCTk0NycjJnz54lPDyctLQ0pk6daunyRKSYtHIkZZadnR3JyckcP34cyL/NdejQIezs7Ep13rS0tFIdX8qeLl26sHfvXr766itiY2Pp1q0bAGvXriUnJ8fC1YlIcSkcSZlVsHJTsFp0/PhxkpOTb7iic/LkScaNG4evry9NmjRhwIABfPnll2Z94uLiGDJkCL6+vjRr1owePXrwwQcfGMc7duzI2bNnAQgNDaVjx45FzpWQkIC7uzuenp4cP36cAQMG4OXlRY8ePdi3b59Z38zMTMLDw+nUqRMeHh4EBASwePFiMjMzjT7h4eG4u7szY8YM1qxZg7+/P02bNmX8+PFcvnzZ6FfUraCbvVUTGxvLoEGDaNGiBU2aNKF79+6sW7euUA2hoaG88MILeHt7M2bMmCLHKqhj+fLlrFq1Cn9/f5o0acLo0aM5f/68Wd/4+HiGDx9Oy5YtadasGcOGDePbb78t8lp+9NFHtGnThrZt2/Lrr78at1j37t3LCy+8QNOmTenYsSOfffYZ586dY/jw4TRp0oROnTrx+eefm827YcMGAgMDadKkCd7e3jz11FPExsb+5TW6GY6OjvTs2ROAjIwMs5/Pxo0b6d27N02aNMHPz4/Q0FAuXLhww7EyMjLo06cP7u7u9O7dm/T0dABOnz7N6NGjadq0KS1atGDs2LGcOXPG+FzBz+rVV18lMjKSdu3a0axZM6ZPn05GRgbh4eH4+fnRvHlzZs6cafZ3LS8vj6ioKAIDA/H09KRt27bMnj2b1NRUo090dDTu7u4MGzaMvXv30qNHDzw9PenduzeHDh267WsoYmm6rSZlVosWLTh8+DAHDhxg6NChHDx4EICWLVty+PBhs74nT56kb9++pKWlYWNjg52dHYcPH2bkyJGEhYXRvXt3zp8/z7Bhw0hPT6d8+fLY2try008/8fLLL+Pk5ES3bt2oVq0aiYmJ5OTkULFiRapVq/aXNebk5PDMM8+Qnp5Obm4uP/30E6NHj+a9997Dy8uLvLw8nnvuOSMwVahQgYSEBJYsWcKxY8d46623jFuGADt27GD9+vVUqFCBa9eusWXLFhISEli/fj22trf+n/P58+cZOXIkaWlpODo6Ym1tzYkTJ5g5cyYNGjSgefPmRt9NmzaRm5uLg4MDDz300F+Ou27dOs6dO0e5cuW4fv06u3btwt7ensWLFwPwzTffMHz4cLKysowVv3379nHw4EFWrVpFy5YtjbGysrKYMWMG5cqVw9nZmQceeMA4NnXqVNLT08nJyeHs2bNMmTKF6tWrk5SURG5uLr/99huTJ0+mWbNm1KxZk+3btzNt2jQAnJycyMjIIC4ujlGjRvHVV1/h6Oh4y9cyLS3NCJXly5fH1dUVgKVLl7Jo0SKj/cqVK0RHR3PgwAE2bNhA5cqVC401ffp0jh49Sq1atVi2bBnly5cnKSmJp59+mqSkJMqVK0dOTg7btm3j8OHDbNq0iUqVKhmf//zzz7ly5QrlypUjPT2dDz/8kJiYGE6fPk358uWNWt3c3BgxYoQx54YNG4D8v48XLlxgzZo1xMXF8d5775ldm59//pkxY8bg4OBAZmYmx44d44UXXmDnzp2lvoIrUpq0ciRlVrNmzbCxsSEmJoacnBxjBalFixaF+s6bN4+0tDQ8PT3Zt28fhw4dol+/fuTm5vLqq69y/fp1jhw5Qnp6Oo0aNSI2NpaYmBiCg4Np3749169fB2D9+vXUrFkTyF8dWb9+/V/WmJOTg4eHBwcPHmTfvn00bNiQrKwsli1bBuT/47Vv3z7s7OxYvXo1cXFxREZGYmdnx+7du9myZYvZeElJScydO5e4uDhWr16NlZUVR48eZffu3bd1LX/99VcaN25MYGAgMTExxMTE0KxZMwCzVRzIDymRkZHExMQwdOjQvxw3KSmJDz74wLjeAF999ZVx/N///jdZWVm0b9/emLd9+/ZkZmYya9Yss7Hy8vJ4/PHHiY2N5aOPPsLKyso4VqNGDb766is+//xzrK2tycrKokKFCuzbt8+sreBczp8/T+PGjQkJCSE2Npa9e/dSvnx5UlNTOXnyZLGv35YtW2jXrh2PPPIILVu2ZOfOnQAMGTIEOzs7zp8/z5IlSwAYN24ccXFxbN++HTc3N86ePWuERVMrVqzgk08+wdnZmbfffpvq1asD+Q8dJCUl0blzZw4ePEhMTAyPP/44Fy9e5L333jMb48qVK7zzzjscOnQIPz8/IP9nvXLlSg4dOkSrVq0AjNWeb7/91ghG8+fPJy4ujo8//piKFSty7Ngx1qxZYzb++fPnCQkJ4dChQ8yfPx+ACxcu8PPPPxf7GorcTRSOpMxycnLC3d2d1NRUjh49yqFDh7C2tsbb29usX2ZmpvEP8tixY6lcuTK2traEhIRgY2PD1atXOXz4MA8//DB2dnZ8//33DBo0iIiICPz8/Fi6dCm9e/e+5TpHjRqFo6Mjrq6uDBkyBMi/fQewa9cuAB599FEeeeQRAPz8/Hj00UfNjhdwc3MzannkkUeMIHi7tzJ8fX1Zs2YNr7zyCjExMSxdutS4ffjnPVY1a9bEx8cHW1tbKlas+JfjtmzZEi8vL6ytrQkICDAb77fffuPEiRMATJkyhXLlylGuXDmmTJkCwIkTJ/jtt9/Mxnv88ccBCq2yBAYG4uTkRJ06dahSpQoAPXr0wMXFxaytYO6BAwcSHR1NYGAgW7duJSIiguzsbADj1lVxXLt2jfPnz3PlyhUcHBxo0KABU6dO5YUXXgBg7969ZGdnU61aNZ577jmsrKxwc3Nj2LBhQOGfM8Drr78O5O9nMl2hK1gh3b9/P48++igdO3Zkz549QOEHEurVq4ePjw/W1tZ4eXkB8K9//YvWrVtjZWVltBVcl4JQ5+XlZdwafPjhh+nbt2+RdTo6OjJw4EAAHnvsMaNd+/KkrNNtNSnTWrRowffff09UVBTJyck8/PDDODs7m/W5evWqsSnWzc3NaK9QoQKVKlUiKSmJpKQk/Pz8CA8PJywsjLi4OOLi4ggPD6dmzZrMnTvXCC/FVfAPM2D83/8ff/wBYOxHMa3L9PtLly6ZtVetWtXs+z+PV5Sb2RCclpbGzJkz2bJlC9nZ2TRo0AB7e3sgf8XG1N/dSjRleoun4HZMwXim52Z6/qZfJyUlGef4V3ObhrSCuk3n/vO5nDp1imnTphEXF4e9vT1eXl7Y2tqSmZl5S++v6tWrF/Pmzbvh8YKfc61atcxuk97o5wz/+7lt3LiR559/nvvuuw+A5ORkIP+VEikpKWaf+fP+JdPrUnCbyzRYFlyXP9d5s38fK1asaKzglStXzmjXO8CkrNPKkZRpBSsnBZtti7qlVqlSJWxsbACM1RDIDwRXrlwB/hc62rdvz4cffsi2bduYPXs2rVu3JjEx0VjNuBWmc168eBHA2IdSEJxM+wDG+5n+HIbOnj1rFlb+PF7BP1SmG2z/KjgVWLJkCZs2baJ58+Z8/fXXbNq0iaZNmxbZtzj7cUz3QZneBgPzczN9H5Xp138OQw4ODkXOU/Dz/bu2AlOmTCEuLo5hw4YRGxvL2rVrqVChwg37366Cn/O5c+fMgsONfs4Azz77LAEBAWRmZprddisYKzQ0lB9//JEff/yR+Ph4jh8/Xug2bHGvS3H/Pv7Vz1ekLFM4kjKtIAwV/INjunG4gJ2dHb6+vgBERERw5coVsrOzWbBgATk5OVSuXBlvb28iIyONp5YqVapE3759efrpp4H8/1svuO1S8A9Camqq0fZX3n77bVJTU0lNTTX2hBTU2aZNGwC++OILvvnmGyB/k/L27dsBjFtRBS5evMg777wD5D9dVvB0VcF4BSsFx44dIzMzk5ycnJt6WWXBHpEKFSrg6urKL7/8YtTz51WAkvpHsE6dOsam6rCwMK5du8b169cJCwsD4KGHHqJOnTqlMnfB+VarVg0HBwe2b99uBM3SWPUouI118eJFli9fTl5eHufOnWPVqlVA4Z8z5Ae4cePGYWVlxcaNG41bkAU/6w8//JBLly6RmZnJiBEjaN68OStWrLitOgv+Ph45coSNGzcC+U+BFuxDKqpOkXuRwpGUaVWqVOFf//qX8X1RK0fwvz0tR44coU2bNrRo0YJ169ZhbW3NjBkzcHBwICAgAHt7e44fP84jjzxCq1atjDdwBwYGGqGodu3aACxYsID27dv/bY3Hjh3Dz8+PVq1a8d1332FnZ8eoUaMA6NatGy1atCArK4ugoCCaN29OUFAQWVlZdOzY0WwfB+Q/5TRnzhy8vb0ZOHAgubm5eHl50a5dOwCzTbft27enQ4cOHD169G9rLFgl2rFjBz4+PnTr1o2kpCQAs0e4S9q0adOwsbFh586d+Pj4GJuZHRwcCm3ILkkF5ztv3jx8fHzM3rReGvtl7rvvPkaOHAnAG2+8gbe3Nx07duTMmTO4ubkVetM75AfBhg0b0qVLF3JycnjjjTeA/Lebu7q6cuLECdq1a0erVq2IiYnBysrK2Kt2q5o3b05gYCCQ/9+Mt7c3TzzxBFevXsXT09PYXyRyr1M4kjKvIBDVrVv3hntSHn74YTZs2EDnzp1xcnIiNzeXZs2asWLFCrp27Qrkr2SsWbOGxx57DFdXV65du0bdunUZO3as2T/UwcHB1KtXDysrKypVqvS3q0eLFy/G09MTyF8NWb58OY0bNwbyV6FWrVrFmDFjuP/++8nIyKB27doEBwezePHiQislHh4ezJ49GycnJ8qVK0fXrl15++23jVsl/v7+TJw4kWrVqnHt2jW8vb156623/vYaDh8+nP79++Pq6oq1tTWPPPIIkyZNAjBWkEqDv78/7777Lm3btsXBwQFbW1vatGnD2rVri1wFLClz5syhTZs2lC9fHgcHB/r27UufPn2A/I3OpeHFF19k3rx5eHh4kJubi6urK71792bdunVFPsZfYOzYsVhbW7N9+3bi4+OpXr06a9eupUOHDsYtTj8/PyIjI6lbt+5t17lw4UJCQ0Np0KABWVlZVKtWjSFDhhAZGXnD25oi9xqrvD/vthSR25aQkGDcgtixY0ehDa7FFR4eTkREBD4+PoUepxYRkZKllSMREREREwpHIiIiIiZ0W01ERETEhFaOREREREwoHFlAdnY2CQkJN/WOHBEREbmzFI4sIDExkYCAABITEy1dioiIiPyJwpGIiIiICYUjERERERMKRyIiIiImFI5ERERuQ05ulqVLkBJma+kC/sk+jVtIpTMVLF2GiIjchn5+cyxdgpQwrRyJiIiImFA4EhERETGhcCQiIiJiQuFIRERExITCkYiIiIgJhSMREZF/uA0bNtC3b1+6devGo48+ytChQzly5Iily2L69OkcPXoUgGnTpvH111/fkXn1KL+IiMg/2Ouvv05MTAxvvvkmtWvXBmD//v2MGjWK6OhoatWqZbHavv76a/r37w/Aa6+9dsfmLRPhaPDgwRw8ePCGxydOnMjIkSPvYEUiIiJlX1JSElFRUXzxxRdUr17daPfz8yMkJIRr165x/vx5Xn31VX7//XeysrLo3r07o0ePJiEhgWeeeQZ/f3+OHDlCSkoKkydPplOnTgC89dZbbNu2jdzcXGrXrs3MmTOpUaMGgwcPpmLFipw6dYqnnnoKT09PFi5cSGZmJhcvXuSRRx5hzpw5vPHGG1y4cIFJkyaxYMECwsLCGDhwIF26dGH79u1ERESQm5tLhQoVCA0NxcvLi/DwcM6ePcvFixc5e/YsNWrUYOHChWbndjPKRDgC8Pb2ZurUqUUeu+++++5wNSIiImVffHw89erVKzI89OzZE4AhQ4bwzDPP0LFjRzIyMhgxYgT3338/Xl5enDlzhjZt2vDyyy+zdetW5syZQ6dOnfj444/56aef+PDDD7G1tWX9+vVMnz6d//u//wPAxcWFzz77DIAXX3yRcePG4evrS1paGgEBARw9epQJEyawadMmwsLC8PT0NOo6efIkM2fOZN26ddSpU4f9+/czZswYtmzZAkBsbCwff/wxTk5OjB49mnXr1jFu3LhiXZcyE45cXFxo2rSppcsQERG5Z+Tl5Zl9n5qaysCBAwFIT0+nQ4cOxMTEkJyczKJFi4z248eP4+XlhZ2dHf7+/gA0atSIq1evArBr1y6+++47+vTpA0Bubi7Xrl0z5mnRooXx9bx589i7dy/Lli3j1KlTZGRkkJ6efsOav/nmG1q1akWdOnWA/FWuypUrG3uTfHx8cHJyMmpKTk4u9nUpM+HoZly6dIn58+eze/dusrKy8PX1Zdq0adSpU4eEhAQCAgL4z3/+Q2BgoPGZXbt2MXr0aL744gvuv/9+Tp8+zfz589m/fz82NjZ06NCB0NBQKleubHzm6NGjLFy4kPj4eMqVK0f37t2ZNGkS5cqVs8Rpi4iI3BIvLy9++eUXrly5QqVKlXBycmLjxo0AhIeHc+7cOfLy8li3bp3xb9zly5dxcHDgypUr2NnZYW2d/2yXlZWVMW5ubi7Dhw/n6aefBiAzM9MspJQvX974etCgQbi7u9O2bVu6du3KkSNHCoU2U7m5uWZzQX7Iy87OBsDR0dFot7Ky+suxbqTMPK1WcOJF/QG4fv06Q4YM4dChQ0yfPp0FCxaQlJTEoEGDSE5Oxs3NjWbNmhnLbgU+//xzvLy8uP/++0lKSuLpp5/m3LlzLFiwgFdeeYX4+HiGDRtGZmYmACdOnGDQoEFYWVnx5ptvMmnSJD777DNeeOGFO35NREREbkeNGjUYMmQI48eP59y5c0b72bNniYuLo0KFCjRt2pTVq1cDkJKSwlNPPcWOHTv+ctw2bdqwYcMGUlNTAVi0aBFTpkwp1C8lJYXvvvuOSZMm8dhjj5GYmMhvv/1Gbm4uADY2Nsa/8wX8/PzYt28fZ86cAfI3j//+++80adLk1i/En5SZlaM9e/bQuHHjIo99++23fPzxx/zyyy9s2rSJevXqAfkXsEOHDqxZs4bg4GACAwNZsGABaWlpVKhQgczMTHbu3ElwcDAAUVFRZGRksGrVKmOlyMvLi86dO/PZZ5/Rs2dPli5dSpUqVVi+fDn29vYA1K1bl4EDBxITE0PLli3NaktJSSElJcWsLTExsUSvjYiIyK2aMGECn3zyCRMnTuTatWv88ccfVKxYkW7dujFw4EAuXbrEv//9b3r06EFmZiaBgYE8/vjjJCQk3HDMvn37cv78efr164eVlRX33Xcf8+bNK9TPxcWFkSNH0qtXL8qXL0+NGjXw9vbm9OnT+Pn50alTJyZPnsysWbOMz9SvX5+ZM2cSHBxMTk4Ojo6OLFu2DGdn5xK7JlZ5t7LedIcNHjyYnJwcQkNDizzu4eHBiy++yPHjx9m0aZPZseDgYFJTU3n33Xe5dOkS7dq1Y8GCBXTv3p0dO3YQHBzMnj17qF69Ov369cPFxYVly5aZjdGrVy8aNWrE/Pnzad26NQEBAcyYMcOsj6+vL0FBQYU2fYWHhxMREVFk3S8u7EKlahWKezlEROQu0s9vjqVLkBJWZlaOnJ2dzXar/9nVq1c5depUkatLdevWBaBKlSq0atWKLVu20L17dz7//HN8fHyMXfpXr17lyJEjRY5RrVo1o8/69etZv359oT4XL14s1BYUFESvXr3M2hITE40NbyIiInJ3KTPh6O84OzvTsGFDZs+eXehYwe0vgMDAQGbNmkVycjK7du0iJCTEOObk5ES7du2KfOSvQoUKRp+AgACeeuqpQn0qVapUqM3FxQUXF5dbOicRERG588rMhuy/4+3tTUJCArVr18bT0xNPT088PDyIjIxk9+7dRr9OnTqRl5fHG2+8QUZGBo899phxrHnz5pw6dQp3d3djjIceeoiIiAgOHTpk1sfDw8Poc9999/Gf//yHn3/++U6ftoiIiJSwMrNylJKSQnx8fJHHnJ2defLJJ1mzZg3PPvssI0eOxNXVlfXr17Nt2zYef/xxo6+TkxPt27fngw8+wN/fn4oVKxrHhg4dysaNGxk+fDhDhgzBzs6OVatWER8fbzyNNmbMGAYMGMD48ePp06cPmZmZLF26lN9//51GjRqV7kUQERGRUldmwlFcXJzx+1X+zM/Pj8jISNauXcuCBQuYNWsWmZmZNGjQgKVLlxovqCrQo0cPtm7dava+I4BatWrx3nvvsXDhQiZPnoyVlRWNGzdm9erVPPzww0D+5u+oqCjefPNNxo0bh4ODA97e3ixYsIAaNWqUzsmLiIjIHVMmnla71xS8kFJPq4mIlH16Wu3ec8/sORIREREpCQpHIiIickM5uVllevxbUWb2HImIiMidZ2Ntxwf7Xyq18Yt7WzIvL4+QkBAeeughhg0bVio1aeVIREREyoSTJ08SFBTE1q1bS3UerRyJiIhImbB27Vr69u1LrVq1SnUehSMREREpEwp+r+lXX31VqvPotpqIiIiICYUjERERERO6rWZB3b0n4+bmZukyRETkNuTkZmFjbWfpMqQEKRyJiIjchns9GOXkZpXqW8DvxnCpcCQiIiI3VNrB5VbGnzdvXilU8j/acyQiIiJiQuFIRERExITCkYiIiIgJhSMREREREwpHIiIiIiYUjkRE7gE5uVmWLkHknqFH+S3o07iFVDpTwdJliMg9oDTfQyP/bLm52Vhbl15cKO3xb8XdVY2IiIjcVaytbYmPfa3Uxm/aYtpN9924cSMrV67EysqKcuXKMW3aNDw9PUu8JoUjERERueudOnWKhQsXEh0dTfXq1dmzZw9jx45l9+7dJT6X9hyJiIjIXc/e3p7Zs2dTvXp1ADw8PEhKSiIzM7PE59LKkYiIiNz13NzcjF/WnpeXx9y5c+nYsSP29vYlPpfCkYiIiJQZ6enphISEkJiYyIoVK0plDt1WExERkTLh3LlzDBgwABsbG9555x1cXFxKZR6tHImIiMhdLzU1lcGDB9OrVy+Cg4NLda67Ihzt37+fFStW8O2333L9+nVq165N586dGTFiBE5OTqU694EDBxgyZAgbNmwolccBRUREyrLc3OxiPW5/K+PfzHuO1q5dy7lz5/jiiy/44osvjPbIyEgqVapUojVZPBzt2bOH0aNH07t3bwYNGoSjoyM//PADb7/9NgcOHGDt2rXY2NhYukwREZF/pNJ+QePNjj9q1ChGjRpVqrUUsHg4WrFiBa1bt+a11/73gik/Pz8efPBBRo0axb59+/D397dghSIiIvJPYvEN2ZcvXyYvL69Qe+vWrZkwYQI1atQgOjoaX19f9u/fzxNPPIGHhwfdunVjx44dZp85fvw4w4cPx8fHBx8fHyZPnkxSUpJxPCQkhDFjxjBx4kS8vb2ZMGFCkTV98skn9OnThyZNmtCkSRMGDBhATEwMAH/88Qdt27ZlwIABRt3Jycm0adPmjiVaERERKT0WD0ft2rVj3759jB49mk8//ZSLFy8CYGdnx+jRo2nYsCEAaWlpvPTSSwwcOJC3336bSpUqMWHCBK5evQrADz/8QP/+/cnKymLevHm89NJLxMbGMmjQINLT04359uzZQ0ZGBkuWLKF///6F6tmyZQtTpkyhffv2LF++nLlz55KSksKECRPIzMzE2dmZWbNmcfjwYT766CMA5s6dS1ZWFv/+979L+3KJiIhIKbP4bbWCgPPxxx+za9cuAB588EE6d+7M0KFDqVixIgBZWVlMnjyZbt26AVClShWeeOIJDhw4QOfOnVm6dCmVK1fm//7v/4wXQnl4eNCjRw8++ugjBg8eDEB2djavvvoqlStXBvI3ZJv67bffGDhwIGPHjjXa7OzsCA4O5tdff+Whhx4iICCAbt268frrr+Pk5MR///tf/vOf/xhv7TSVkpJCSkqKWVtiYmJJXDoREREpBRYPR/b29sydO5fx48ezc+dOvv76aw4ePMhbb73FRx99xHvvvWf0bdq0qfF1zZo1Abh27RoAMTExBAYGmr0ps379+ri7uxMTE2OEo8qVKxvBqCgjR44E8kPNqVOn+OWXX9i5cyeA2SvKX375Zbp27cqECRPo3LkzgYGBRY4XFRVFREREsa6JiIiIWI7Fw1GBmjVr8vTTT/P000+TnZ3Nxo0bmTlzJhEREfj6+gLg6Oho9Le2zr8jmJubC+SHmSpVqhQat0qVKqSmppp9/1cuXrzItGnT2Lt3L3Z2djRo0IDatWsDmO2Nqly5Mm3atGHz5s1/uWE8KCiIXr16mbUlJiYycODAv6xDRERELMOie47i4+N55JFHOHLkiFm7ra0tffr0wd/fn5MnT97UWBUrVuTSpUuF2pOSknB1db3pmiZOnMjp06dZv349hw8fJjo6mieffLJQv9jYWD799FPc3d0JCwvjypUrRY7n4uJi/D6Ygj8Fq14iIiJ3u5z/vwhRVse/FRZdOapbty5paWm88847/Oc//zE7lpOTw5kzZ2jcuPFNjdW8eXN27NjBlClTjFtrJ0+e5KeffqJv3743XVN8fDzDhg2jSZMmRtuXX34J/G/lKCMjg41WrNgAACAASURBVOnTp+Pn58cbb7xBly5deO211wgLC7vpeURERMoCG2tr3j3yVamNP6hJ65vu++677/L+++9jZWVFnTp1mD179t/eEboVFl05cnV1ZcKECWzevJlhw4axefNmYmNj+eyzzxg6dCjnz5/nueeeu6mxRo8ezcWLFxkxYgS7du3ik08+YcSIEdSuXZuePXvedE2enp7897//ZcuWLezfv59XX32VtWvXAnD9+nUAIiIiOHv2LDNmzMDV1ZVJkyaxadMm9uzZU/yLICIiIn/r6NGjrFq1inXr1rF582bq1q3LokWLSmUuiz/K/8wzz7Bs2TIAZs+eTVBQEHPmzOG+++5jw4YN3H///Tc1joeHB1FRUWRnZzN+/Hhee+01WrRowfvvv1+sX0Eyd+5c6tWrR2hoKBMmTODkyZOsWbOG8uXLEx8fz/fff8+qVasYPnw4//rXvwDo06cP3t7ezJw502x/k4iIiJQMDw8Ptm7dirOzMxkZGZw/f75Y22aKwyqvqDcwSqlKSEggICCAFxd2oVK1CpYuR0TuAf385li6BLmH3S231QC2b9/OtGnTsLe3Z82aNdStW7fEa7L4ypGIiIjIzXr00Uc5cOAAY8eOZdiwYcZT6yVJ4UhERETueqdPnyY2Ntb4vk+fPpw7d47k5OQSn0vhSERERO56Fy9e5MUXX+Ty5csAbNq0iQYNGlCpUqUSn+uueQmkiIiIyI20aNGC0aNHM2TIEGxsbKhevTpLliwplbkUjkREROSGcnJzi71purjj21jf3I2sgt+kUdp0W01ERERu6GaDy906/q24+yoSERERsSCFIxERERET2nNkQd29J+Pm5mbpMkTkHpCTm4WNtZ2lyxC5J2jlSETkHqBgJFJyFI5ERERETCgciYiIiJhQOBIREZEbysnJKdPj3wptyBYREZEbsrGx4fN1u0tt/K4D2hf7M9u3b2fy5MkcPny45AtCK0ciIiJShvz666/Mnz+/VOdQOBIREZEy4dq1a0yePJmQkJBSnUfhSOQukpubbekSRETuWjNmzKB///64u7uX6jzac2RB33+3hKREJ0uXIXeRpi2mWboEEZG70tq1a7G1teXJJ58kISGhVOdSOBIREZG73n//+1+uX7/OE088QVZWlvH18uXLqVGjRonOpXAkIiIid70NGzYYXyckJNCjRw82btxYKnMpHImIiMgN5eTk3NLj9sUZ38bGptTGvxXakC0iIiI3VNrB5VbGd3NzK7V3HIHCkYiIiIgZhSMREREREwpHIiIiIib+dkP24MGDOXjwoPG9jY0Nzs7OeHp6MmzYMPz8/Eq1QBEREZE76aaeVvP29mbq1KkAZGdnc+HCBdatW8fQoUMJCwsjMDCwVIsUERERuVNuKhy5uLjQtGlTs7YuXboQFBTErFmzaNu2LRUrViyVAkVERETupFvec2Rtbc2YMWP4448/2LJlC9HR0bi7u3P58mWjT0pKCu7u7kRHRwMQHh5O79692bx5M507d8bT05M+ffoQFxdnfCY9PZ1p06bRpk0bvLy86NWrF9u2bTOOh4SEMGrUKFatWsUjjzxCixYtmDhxIlevXjX65OXlERUVRY8ePfD09KRZs2YMHTqUH3/80egzePBgXn75ZYYNG4a3t7fxG37Pnj3L+PHj8fHxwdfXl7Fjx3Lu3Dnjc5cuXWLKlCn4+PjQrFkzRo8ezZkzZ271MoqIiMhd5rY2ZPv4+GBjY1Osdw38+uuvLF68mODgYMLDw8nIyGD8+PFkZ+f/ws358+fzzTffMG3aNN5++23q1avH+PHjOXnypDHGoUOHeO+993j55ZeZPn06X3/9Nc8995xxfNWqVYSFhfHkk0+ycuVKXn75ZU6cOEFoaKhZLdHR0bi5ubF48WK6du1KamoqTz/9ND/++CMzZ85k7ty5nDp1ihEjRpCTk8P169cZMmQIhw4dYvr06SxYsICkpCQGDRpEcnLy7VxKERERuUvc1huybWxscHV1JSkp6aY/k5aWRmRkJF5eXkD+mzHHjBnD8ePH8fDwIDY2ltatW9O1a1cAmjdvTtWqVY3wBJCamsq6deuoX78+AK6urowaNYqDBw/i4+PD77//zpgxYwgKCgLyQ1xKSgpz584lLS2NChUqAFChQgWmT5+OnZ0dAFFRUSQlJbFlyxbq1KkDwH333cfzzz/PqVOnOHToEL/88gubNm2iXr16APj5+dGhQwfWrFlDcHBwofNNSUkhJSXFrC0xMfGmr5eIiIjcWXf814fY2tri4eFhfF+zZk0Arl27BkCzZs344IMPuHDhAh06dKB9+/aEhISYjeHu7m4EIwB/f3/s7OyIjY3Fx8eH6dOnA3D58mVOnTrFqVOn2LlzJwCZmZlGOLr//vuNYARw+PBh6tevbwQjgIcfftj47NKlS3nggQd44IEHjLDm6OhI8+bN+eabb4oMR1FRUURERNzi1RIREZE77bbCUUZGBsnJycX6bbj29vZYW//vbl7B17m5uQBMnz6d6tWrs3HjRnbt2oW1tTWdOnVizpw5ODk5AVCtWjWzMa2srHB1dTVubZ08eZKXX36ZQ4cOUa5cORo2bGgEory8PONzVapUMRsnOTm5UJupq1evcurUKRo3blzoWN26dYv8TFBQEL169TJrS0xMZODAgTecR0RERCzntsJRbGws2dnZNG/eHCsrK8A8fKSnpxd7TEdHR8aNG8e4ceM4deoUW7duZenSpSxcuJBXXnkFwGzzNeQHqytXrlClShVyc3N57rnncHV1ZdOmTdSvXx9ra2vWrl3Lvn37/nJuZ2dnfvvtt0Lte/bsoXHjxjg7O9OwYUNmz55dqI+9vX2RY7q4uODi4nKzpy8iIiIWdssbsvPy8li+fDmurq489thjxqrOhQsXjD6xsbHFGjMnJ4fAwEAiIyMBePDBB3nuuedo2rQpv//+u9Hv+PHjZvt2du/eTXZ2Nr6+vly+fJnTp0/Tr18/HnroIWNl6ssvv/zb+Zs1a8bPP//M2bNnjbaTJ08ycuRIjh8/jre3NwkJCdSuXRtPT088PT3x8PAgMjKS3bt3F+tcRURE5O50UytHKSkpxMfHA/kvgTx//jwffvghMTExhIWF4eTkhK+vLw4ODrz22ms899xznDt3jrfeeuuGKypFsbGxwcvLiyVLluDg4MCDDz7IkSNHOHTokLFqVFDD6NGjCQ4OJjk5mbCwMNq3b0+TJk0AqFWrFlFRUVStWhVra2s+/vhjI7wU7G0qSp8+fYiMjDTGtrGxYdGiRXh5edGqVSuaNm3KmjVrePbZZxk5ciSurq6sX7+ebdu28fjjj9/0eYqIiMjd66bCUVxcHP379wfAzs6OatWq4enpyfvvv28EEhcXF958803CwsIYNWoUDRo0YMGCBTz//PPFKmj69OmUL1+eZcuWcenSJWrXrs3UqVPp27ev0ad+/fp07dqVl156CSsrK3r06MGkSZOM4+Hh4cyePZsXXngBJycnPD09Wb16Nc888wzx8fHUrl27yLldXFx49913mTdvHiEhIdjb29OuXTtCQkKwtbXFycmJtWvXsmDBAmbNmkVmZiYNGjRg6dKl+Pv7F+s8RURE5O5klWe6SagMCAkJ4ejRo2zevNnSpdyyhIQEAgICCH+zN9WrOVm6HLmLNG0xzdIliIj8493WSyBFRERE7jUKRyIiIiIm7vhLIG/XvHnzLF2CiIiI3MO0ciQiIiJiQuFIRERExITCkYiIiIgJhSMREREREwpHIiIiIibK3NNq95JGns/j5uZm6TLkLpKbm421tf6zFBGxJK0cidxFFIxERCxP4UhERETEhMKRiIiIiAmFIxERERETCkciIiIiJhSOREREREwoHImIiIiYUDgSKUE5uVmWLkFERG6TXqpiQZ/GLaTSmQqWLkNKUD+/OZYuQUREbpNWjkRERERMKByJiIiImFA4EhERETGhcCQiIiJiQuFIRERExITCkYiIiIgJhaM/ycvLu6k2ERERuTfdk+Fo8ODBuLu7G38aNWqEr68vw4cPZ//+/Ua/6Oho3N3duXz5MgCxsbGMGzfOOJ6Zmcns2bPZsWPHHT8HERERsYx79iWQ3t7eTJ06FYDs7GwuXLjAunXrGDp0KGFhYQQGBtK+fXvWr1+Pi4sLABs2bOCXX34xxrhw4QJr1qyhRYsWFjkHERERufPu2XDk4uJC06ZNzdq6dOlCUFAQs2bNom3btlSuXJnKlStbqEIRERG5G92Tt9VuxNramjFjxvDHH3+wZcsWs9tqISEh/Pe//+Xnn3/G3d2d6OhoAgICABg/fjyDBw8G8vcfffDBB/To0QMvLy8ee+wxIiMjLXhWIiIiUpLu2ZWjG/Hx8cHGxobDhw/j4+NjtI8ZM4bLly9z6tQpwsLCqFevHs7OzgQHB/Piiy8aQen1119n5cqVjBgxgpYtW3Lw4EEWLFjAlStXmDBhgqVOS0RERErIPy4c2djY4OrqSlJSkln7/fffT+XKlTl37pxxO+7hhx8G4IEHHqB+/fpcuXKF1atXM2zYMCMItWnThry8PFauXElQUFCh23QpKSmkpKSYtSUmJpbW6YmIiMht+seFo9tx5MgRsrKy6NKli1l79+7dWb58OUeOHKFDhw5mx6KiooiIiLiTZYqIiMht+MeFo4yMDJKTk6lRo0axP5ucnAxA1apVzdqrVKkCQGpqaqHPBAUF0atXL7O2xMREBg4cWOz5RUREpPT948JRbGws2dnZNG/evNifdXV1BSApKcksXBXcois4bsrFxcV4VYCIiIjc/f5RT6vl5eWxfPlyXF1deeyxxwodt7Y2vxw2NjZm33t6emJnZ8eWLVvM2j/77DNsbW3x8vIq+aJFRETkjrpnV45SUlKIj48H8l8Cef78eT788ENiYmIICwvDycmp0GdcXFxITEzkq6++wsPDA2dnZwC+/vpr6tatS8OGDRk8eDArV67ExsaGli1bEhMTw8qVKxk6dCgVK1a8o+coIiIiJe+eDUdxcXH0798fADs7O6pVq4anpyfvv/8+TZo0KfIz/fv3Z9euXYwaNYoFCxbQrVs3RowYwbvvvsvhw4fZtGkTkydPplKlSqxfv54VK1ZQu3ZtpkyZQlBQ0J08PRERESklVnn6rap3XEJCAgEBAby4sAuVqlWwdDlSgvr5zbF0CSIicpv+UXuORERERP6OwpGIiIiICYUjERERERMKRyIiIiImFI5ERERETCgciYiIiJhQOBIRERExoXAkIiIiYuKefUN2WdDdezJubm6WLkNKUE5uFjbWdpYuQ0REboNWjkRKkIKRiEjZp3AkIiIiYkLhSERERMSEwpGIiIiICYUjERERERMKRyIiIiImFI5ERERETCgciRQhJzfL0iWIiIiF6CWQFvRp3EIqnalg6TKkCP385li6BBERsRCtHImIiIiYUDgSERERMaFwJCIiImJC4UhERETEhMKRiIiIiAmFIxERERETCkciIiIiJhSOREREREyUWjgaPHgwo0aNAsDd3Z2VK1eW6Pjh4eE0a9asRMe8GT/88AM9evTAw8OD0aNHAzB37lxatGiBt7c3hw4duuM1iYiISMm5I2/IXr9+PbVq1boTU5W6pUuXcuXKFZYtW0aNGjX48ccfiYyMJCgoiE6dOvHwww9bukQRERG5DXckHDVt2vROTHNHXL16lUaNGtGmTRsADh48CEBgYCBeXl6WLE1ERERKwB3Zc/Tn22rffPMNTz75JF5eXnTv3p0vv/ySRo0aER0dXaw+BdasWUOjRo1ISkoya3/55Zfp3bs3AB07dmTJkiWEhobSrFkz2rRpw+LFi8nNzb1hnQBjxoxh8ODBxvGDBw+yZ88e3N3dGTx4sHGsb9++xtciIiJSdt3xDdk//vgjI0aMoGrVqoSHh9OrVy9eeOEFcnJyitXHVPfu3bG2tubzzz832jIzM9m6dStPPPGE0bZ69WouXLjAm2++ydNPP83bb7/NokWLbrr29evX06hRI7y9vVm/fj3z589nxowZQP6+o5kzZxb6TEpKCgkJCWZ/EhMTb3pOERERubPuyG01U8uXL6dmzZpERERga2uLv78/1tbWzJ8/v1h9TFWuXJl27dqxefNmY/Vm7969pKWl0b17d6Ofk5MTb731Fvb29vj7+/PHH38QFRXFc889h6Oj49/W3rRpU5ycnChfvrxxq7B+/foANGjQwPjaVFRUFBERETd/gURERMSi7vjK0cGDB2nfvj22tv/LZV26dCl2nz/r2bMn8fHxnDlzBoBPPvmE1q1bU7VqVaNPp06dsLe3N74PCAjg2rVrHD169LbO6a8EBQWxY8cOsz9r164ttflERETk9tzxlaMrV65QuXJlszbTAHOzff6sffv2uLq68tlnnzFw4EB2797N3LlzzfpUq1bN7PuCOZKTk4t1DsXh4uKCi4tLqY0vIiIiJatEVo6+/fZbwsLCzNpycnJwcHAo1Ld69epcvnzZrO3P399Mnz+zt7enW7dubN26lV27dmFra0tAQIBZn6tXrxY5ZpUqVYw20w3aAOnp6X85r4iIiNxbSiQc/fTTT/zf//0fly5dAiAvL4/z589TvXr1Qn1btmzJnj17zELIjh07it2nKD179uTYsWOsW7eOzp07F9pHtHfvXvLy8ozvt2/fjpOTE40aNQLy9yRduHDBOH7t2jV++OGHv51XRERE7h0lclutTZs2ODg48OqrrzJgwAB27txJQkICnTt3LtR35MiRPPHEE4wdO5b+/fvz66+/Gk+MWVtb33SfojRp0oQHH3yQ2NhYxo4dW+j4iRMnmDBhAn369OHIkSOsWbOGiRMnGvuQ2rVrR3R0NI0bN6Zy5cqsWLHitq+NiIiIlC0lsnJUs2ZNwsPD+eWXXxg1ahR79+5lzpw5tGzZslDfevXqsWzZMhISEhgzZgwffPABoaGhAJQvX/6m+9xI27ZtqVmzJj4+PoWO9erVCxsbG4KDg/n444956aWXePbZZ43joaGh+Pr6MnPmTOPrXr163fJ1ERERkbKnxDZk+/v74+/vX+SxH3/80fj666+/xtnZmY0bNxpt+/btA+D++++/6T5jx44tcnXoq6++omfPnkWuMJUrV67QJm1T1atXZ+nSpTc8DvkvnDTl6+trdn4iIiJStt3xp9Xi4+NZuXIlU6dO5V//+hdnz55l8eLFtGzZkoYNG950H1N5eXksWbKEY8eOcebMGQYMGHCnT0tERETuEXc8HI0cOZLMzEyWL1/O+fPnqVixIp06dWLixInF6mPKysqKLVu2kJSUxOzZs7nvvvvu1OmIiIjIPcYqz/TxLbkjEhISCAgI4MWFXahUrYKly5Ei9PObY+kSRETEQu74G7JFRERE7mYKRyIiIiImFI5ERERETCgciYiIiJi440+ryf90956Mm5ubpcuQIuTkZmFjbWfpMkRExAK0ciRSBAUjEZF/LoUjERERERMKRyIiIiImFI5ERERETCgciYiIiJhQOBIRERExoXAkIiIiYkLhSP5xcnJyLF2CiIjcxfQSSAvavekbqlSqauky/nG6Dmhv6RJEROQuppUjERERERMKRyIiIiImFI5ERERETCgciYiIiJhQOBIRERExoXAkIiIiYkLhSERERMSEwpGIiIiIiWK9BHLw4MEcPHjQrM3R0ZEHHniAfv36MWjQoBIt7m7TsWNHzp49e8Pjc+fOpXfv3newIhERESlpxX5Dtre3N1OnTjW+T09PJzo6mn//+98A93RAioiIIDMzs1D7rFmzOHnyJI0bN7ZAVSIiIlKSih2OXFxcaNq0qVlbq1atOHr0KO++++49HY4aNWpUqG358uX88MMPzJgxA3d3dwtUJSIiIiWpRPYcWVtb07BhQ86dOwfA5cuXmT59Ou3ataNJkyYMGTKE7777zugfHR2Nr68vK1aswNfXl86dOzNnzhx8fHwKrcw8++yzjBs3DoCMjAxmz56Nn58f3t7eTJs2jddff52OHTsa/bOysli+fDmdO3fG09OTHj16sGnTJuN4QkIC7u7u7Ny5k2HDhtGkSRPatm3LW2+9VezzjouLY9GiRXTu3JmBAwcW+/MiIiJy9ymxXzx7+vRp3NzcSEtL46mnniIrK4uJEyfi7OzM6tWrGTRoEB988IGxuvLHH38QHR1NWFgYaWlp1K1bl6ioKPbt22eEnYsXL/LNN9+wePFiAF566SV27drFxIkTqVWrFqtWreKTTz6hWrVqRh1Tp05l586djB07Fnd3d7Zt28akSZO4fv06ffv2NfqFhoYycOBAhg8fzueff86bb75Jo0aN8Pf3v6nzTUlJYeLEidSsWZPXXnvtL/ulpKSYtSUmJt7cRRUREZE7rtjhKC8vj+zsbOPrixcv8v777/P9998TGhpKdHQ0v/32G5s2baJ+/foAtGnThi5duhAREUF4eDgAOTk5jBs3jrZt2xpjN2zYkM2bNxvh6NNPP8XZ2Zl27drxyy+/sHnzZrNNz61atSIgIMD4/I8//sinn37KK6+8woABA4y5U1NTef311802S3ft2tVYkfL19WXr1q3s3bv3psPRtGnTuHjxIu+99x7Ozs437BcVFUVERMRNjSkiIiKWV+xwtGfPnkIbjx0dHXnmmWcYNGgQL774IvXr1zeCEYC9vT2PPvooGzduNPucaR+Anj17smjRItLT0ylfvjyffPIJ3bp1w97enpiYGAAeffRRo3+5cuXw9/fnwIEDAMTGxgLQpUsXs3G7devGp59+ysmTJylfvjyA2b4pa2trqlevTnp6OpAf3PLy8syOW1v/7w7ke++9x7Zt2wgNDcXLy+svr1dQUBC9evUya0tMTNRtOBERkbtUscNR8+bNCQ0NBcDKyory5ctTp04d7OzsgPzbSFWrVi30uapVq5KWlmbWVrlyZbPve/ToQVhYGDt37qRx48YcO3aMGTNmAHDlyhXs7OxwcXEpNG6B5ORkbG1tcXV1LbJPamqqEY4cHR3N+lhbWxuB6JlnnjF7ZUGvXr2YN28ekL86NW/ePDp27Mgzzzxzo8tkcHFxKVSziIiI3L2KHY6cnZ3x9PS84fGKFSty6tSpQu0XL14sFFr+rGrVqrRu3ZqtW7eSkJDAAw88YKzwVK9enaysLFJSUszCxuXLl83mzs7O5urVq2ZzJSUlAfzt/AVeeeUVsyBXqVIlAK5du8aECROoUqUKc+fOvamxREREpGwp8TdkN2/enBMnTnDy5EmjLTMzk+3bt+Pt7f23n+/Zsyf79u1j27ZtPP7440a7t7c31tbW7Ny502zcL7/80mxugC1btpiN+dlnn1GlShXq1q17U+fw4IMP4unpafxxc3MDYPbs2Zw+fZrXX3/9poOWiIiIlC0l9rRagd69exMVFcWIESN44YUXcHZ2JjIykqSkJEaPHv23nw8ICGDmzJkcO3aMRYsWGe0PPPAAPXr0YPbs2aSnp1O7dm3eeecdLl68SK1atYD8Dd2dO3dm3rx5pKWl4e7uzo4dO/j000+ZMWOG2b6h4tq+fTsbNmygd+/eWFlZER8fX6hPzZo1qVmz5i3PISIiIpZX4uHIycmJtWvXMn/+fF599VVycnJo2rQpa9euLfIlin/m4OCAj48Ply9fpk6dOmbHZs2ahaOjI2+++SbZ2dkEBgbSpUsXTpw4YfQJCwtj0aJFREZGcvXqVR588EEWLlxotgp1K3744Qcg/x1N0dHRRfYJDg5m7NixtzWPiIiIWJZVnuljWXeBjIwM2rVrx6RJk8zeS3T58mW++uorOnTogJOTk9E+YMAAqlatWqYel09ISCAgIICXX3iNKpUKb16X0tV1QHtLlyAiInexEl85ulXJycmsWbOGAwcOYGNjQ2BgoNlxR0dHXnnlFbZs2cKAAQOwtbXl888/Jz4+ntWrV1uoahEREbnX3DXhyMHBgbVr1+Lg4EBYWBjlypUzO16+fHlWrVrFG2+8wYsvvkhWVhbu7u4sW7YMPz8/C1UtIiIi95q7Jhw5Ojqyf//+v+zj5eWlVSIREREpVSX+KL+IiIhIWaZwJCIiImJC4UhERETEhMKRiIiIiIm7ZkP2P1H7Hq2MX00id05OTg42NjaWLkNERO5SWjmSfxwFIxER+SsKRyIiIiImFI5ERERETCgciYiIiJhQOBIRERExoXAkIiIiYkLhSERERMSEwpHc83JycixdgoiIlCF6CaQF7d70DVUqVbV0Gfe8rgPaW7oEEREpQ7RyJCIiImJC4UhERETEhMKRiIiIiAmFIxERERETCkciIiIiJhSOREREREwoHImIiIiYsGg4ysvLs+T0RbobaxIREZE7p1TC0f79+xk2bBgtW7bE09OTLl268MYbb5CamgpAZmYms2fPZseOHaUx/S1JTExk2LBhXLlyxdKliIiIiAWVeDjas2cPzz77LDVr1mTBggUsX76cfv36sW7dOoYPH05OTg4XLlxgzZo1ZGdnl/T0t+zrr79m3759li5DRERELKzEf33IihUraN26Na+99prR5ufnx4MPPsioUaPYt28f9erVK+lpRUREREpEia8cXb58uch9O61bt2bChAnUqFGDgIAAAMaPH8/gwYMByMrKYvHixXTu3BkPDw9atmxJcHAwv//+uzFGx44dCQsLo1+/frRo0YLIyEgAvvzySwYNGkSzZs3w/H/t3XdcVfXjx/EXoJgLDQ3BQWoqKSCg5sJAwVGOVMy0nLlSUxxpYkMr9wpMnCmlqdmQspKyoS01lCQbmt9ULAkhFRUXsu7vD373eq+gOJDLeD8fDx5dPueecz+fI8bbzzqennTv3p0vv/zSdN6SJUvo2rUrW7ZsoV27dvj4+PDMM88QHx8PQGRkJFOnTgWyg9ySJUsAuHjxIvPmzSMgIIDGjRvz+OOPW/QuRUdH4+bmxqZNm2jTpg3+/v6mOcAtkwAAIABJREFUa4qIiEjRlO/hyM/Pjx9//JGRI0eydetWTp48CUDp0qUZOXIkdevWJTw8HICJEycyffp0AObMmcP69esZPnw4ERERjB8/nt27dzN79myL67/11lv4+fmxYMEC/Pz8+PXXXxkxYgT169dn2bJlhIaGUrZsWZ577jmSk5NN5/3777/Mnz+fMWPGMGfOHI4ePcrgwYNJS0ujbdu2jBo1Csju+erduzdZWVkMGzaMyMhIRowYwZIlS6hevTojRozghx9+sKjTsmXLeO2115gwYQI1a9a0OJaSkkJ8fLzFV2JiYv7edBEREck3+T6sNmHCBM6ePcvHH3/Mjh07AKhbty6dOnXi6aefplKlSjRs2BCA+++/n3r16gHZPU7PP/88jz/+OADNmzcnLi6OTz/91OL6derUYcyYMabvN2/eTIcOHUwhC6B69er07NmT/fv3065dOwAuXbrE4sWL8fPzM9XpscceY+vWrfTs2RNXV1cA3N3dcXR0ZPv27ezbt4/Vq1fz8MMPA+Dv70+fPn0IDQ01lQEMGjSIgICAXO/H2rVrTWFQRERECr98D0f29vbMmTOHcePGsX37dnbt2sWePXtYvnw5mzdvZuPGjdjY2OQ4LywsDICkpCSOHj3K0aNH2bdvH2lpaRbvu3a+Uq9evejVqxeXLl3iyJEjHDt2jJ9++gnA4tyKFSuaghFAgwYNqFWrFjExMfTs2TNHffbu3Uv58uUtQhBA586dmT17tmnlHWAKeLkZNGhQjusnJibSr1+/654jIiIi1pPv4cjI2dmZp556iqeeeoqMjAy2bNnC9OnTCQ8PZ+zYsTnev2/fPl555RUOHTpExYoVadiwIWXKlMnxvipVqlh8f+nSJaZNm8bnn38OZPcsPfjgg4DlnkX33Xdfjms5Ojpy7ty5XOufkpJC1apVc5Qbyy5evGhxnetxcHDAwcHhusdFRESkcMnXOUe//PILrVu3Zv/+/RblpUqVolevXvj7+3PkyJEc550/f56RI0dSvXp1vvzyS2JiYnjnnXfw8fHJ8zNnzJjBzp07WbVqFbGxsXz22WeMHDkyx/vOnj2bo+z06dPXDTaVKlXi1KlTOcqNc6gqV66cZ91ERESk6MnXcFS7dm0uXrzIunXrchzLzMzk+PHj1K9fHzs7O4tjR48e5dy5cwwaNIj7778fgKysLHbt2pXnjtW//PILDz/8ML6+vtjb2wOYJkybn5ucnMyvv/5q+v7QoUMcP36cli1bAmBra3krmjZtysWLF3NMvv78889xd3fPtVdLREREir58HVarXLkyEyZMYM6cOZw9e5aePXvi7OzMf//9x6ZNm0hKSiI8PJyKFSsC2Rsv1q5dm7p161K+fHmWLVtGVlYWqampbNy4kT///BMbGxsMBkOu85QAPD092b59Ox999BEuLi789NNPrFmzBoDU1FTT+2xsbBg/fjyTJk0CIDQ0lIYNG9KxY0cA09DXV199ha+vL23btsXLy4vJkyczYcIEXFxciIyMZP/+/axYsSI/b5uIiIgUIvm+lH/w4MGm8DBz5kwGDRrE7NmzcXFx4cMPP8TV1ZUKFSowfPhwPvnkEyZPnkzFihVZsmQJKSkpjBo1itdee43KlSuzePFisrKycgzTmQsJCaF169bMnj2bsWPH8tNPPxEeHk7t2rWJjY01va9s2bKMGTOG2bNnM23aNLy9vXnrrbcoVSo7H7Zq1Yo2bdowY8YMIiIisLOzY/Xq1XTs2JHQ0FDGjh1LYmIiq1atom3btvl920RERKSQsDGUgCetLlmyhIiICIuwZE3x8fEEBgby8vhZVLk356RvyV+P9m1r7SqIiEgRclcePCsiIiJSVCkciYiIiJgpEeFo7NixhWZITURERAq3EhGORERERG6WwpGIiIiIGYUjERERETMKRyIikqcNQ7tYuwoiBeauPXhW8ta2W0tq1qxp7WoUe5mZmTkeWSMiInI9CkdS7CkYidy+SV2ye4yGBF19vXDrVmtWSeSuUzgSEZFcTerSBR9na9dCpOBpzpGIiIiIGYUjERHJk/uwKIYEWQ6viRRXGlYTERELxvBzvSG1RVFRLCzA+ogUNPUciYiIiJhRz5GIiFxX/4goa1dBpMApHEmxkZWVga2tfqRFijrzDSf7rdG2AVLw9JvEig78tpRTiRWsXY1iw7vZi9augoiIFAMKRyIiYiHuxIH/f9WIIJ/aAETGHiN2V/5/Vm6PJfFpnb06DqDfmvz/TJG8KByJiIhJryZ1CPJpBGTPNzKGI+N/84N5IPJpnW+XFck3Wq0mIiIiYkY9RyIicl2RsccAWD+ks2nlmsFguO3rbRjaxaK3yDhUZ74qbv2Qzrd9fZH8oHAkIiK5CvKpbQpHd8L8GW0+rXMPRHA1FPWPiLqjACZypzSsJiIiImJGPUciInJXGB9DMiToaplxFRpYTvLOjx4qkfyicJQPDAYDNjY21q6GiMgd27wvjl5N6gDZgeV2h7omdelyS6Eov+Y0ieSHIhWOBgwYwJ49e3I9VrVqVXbu3FnANYKYmBjWrl3LkiVLCvyzRUREJP8VqXAE0KRJE6ZMmZKjvHTp0laoDXz44YfExcVZ5bNFRO622MScZb2a1GHzvtz/v2ccSjNOwIbr9xqJFFZFLhw5ODjg7e1t7WqIiBRbxk0g4ep8oSFBnU3DbTOebWQxlcA4DHazQ2nmtEJNCqNitVotMjISNzc3kpOTTWUpKSm4ubkRGRkJwJIlSwgKCmL27Nk0a9aMvn37Eh8fj5ubG2vXriUgIABfX1/27dsHwM6dO+nduzeNGzfGz8+PxYsXk5mZCUBISAgfffQRf/31F25ubkRHRxd8o0VERCRfFbmeI4PBQEZGRo7yUqVuvimHDh2iTJkyLFmyhCtXrpjKFy9ezMyZM0lLS8PDw4Pdu3czfPhwOnXqxNixY4mLiyM0NJSzZ88yffp0Ro8eTXJyMkePHmXhwoXUq1cvx2elpKSQkpJiUZaYmEs/tYhIIWC+J9GMZxuZ9iTyaW3Zo/TH6uwen9hdmHqRnut8dfNG816j6wnyaaRJ2FIoFblw9N133+Hu7p6jfPfu3Td9jYyMDF544QU8PT0BiI+PB6BHjx50NvvLHRYWhpeXF6GhoQD4+flRqVIlpk6dytChQ3F1dcXR0ZGEhITrDvWtXbuW8PDwm66biIg15LbsHiyffWZ8Hbvr6muf1vBcYmfTucYw9cfqzhYByXxVmtHtDKUZ6wmwcOvWWzpX5GYVuXDUtGlTpk6dmqPcwcHhlq7zwAMP3LDs8uXL/Prrr0yYMMGip8rPz4+srCyio6OpWbNmnp8zaNAgevbsaVGWmJhIv379bqm+IiIiUjCKXDiqWLGiqcfndpUrV45y5crlKK9SpYrpdUpKCllZWSxatIhFixbleO/Jkydv6rMcHBxuObiJiBSkaydS58W8Nwkse5uMx15eesA0Cdt8OM78kSE36jUy7yHqHOQDQMOGLjz3YnbPU3XfMSy8+SqL3JIiF45uxDjubf4X7tKlS7d1rfLlywMwatQoAgMDcxx3cnK6reuKiBRnLy89AFgGosjYA6ZhtZsJRJ2DfEwhyNzBgyc4sSs2H2srkrtitVqtQoUKAPz333+mspiYmNu+1oMPPsjx48fx9PQ0fZUuXZrXX3/dNKna1rZY3UIREZESr1j1HLVo0YIyZcowa9YsRo0aRUJCAsuXL8fe3v62rhccHMyzzz5LhQoV6NChA2fOnCEsLAxbW1saNGgAZA+bJSYmsnPnTjw8PKhUqVJ+NklE5K7ZMDT3Sdh3wthjFJsIcSeye5Gut2GkuUlduuTaWwTZPUaQPawWOGwWoNVtcncVq24PBwcHwsLCSE5O5plnnmHjxo3Mnz8/1/lFNyMwMJBly5bx+++/M2rUKGbPno23tzfr1q2jbNmyAPTp04cqVarwzDPPWOXxJSIid8o4FJaffJyzV6jl9UDZSV263DAYiVhDkeo5euedd/J8T0BAAAEBARZl5pszjh07lrFjx1ocr1mzJocOHbrp65mrU6cO27Zty7NeIiIiUjQUqXAkIiL5JzL26rCX+aNB7oT5Xkh5mdSli2kl2o00bOhiep2wM3vfOBsbGw2tyV2jcCQiUkIZh7zMn5M2g7zDUeyuq8HqdsKU+ao08+AjUlgUqzlHIiIiIndKPUciIiVckE/tPCdOm4uMPWBagWZjY2N6zhrc3HDa9ZivSstLws7wXPe2E8kPCkciIiVQryZ1TKHGfViUxUNj8xIZe8xiKO5WmD/Y9sSuWFMQunaDR/NyDb1JQdOwmoiIiIgZ9RyJiJRw5sNiLy89cFOTrI3PTTMfjjMfUotNvLmVZcahtGsfC7J9zdVnsF2v50gr1+RuUTiyokaez1KzZk1rV6PYyMrKwNZWP9IiN2PzvjjTDtk+ra8Gm5sNRsZQtH5I3sNxCTvDTSvUjENqRrk9K+3astzmIm1fE4VL67y3ARC5HRpWk2JDwUhERPKDfpuIiJRQxr2KfFo3Mm3eGBF5tXfHWGYsNz6DbcazjSz2Q7p2OA3I8TgQ4/fVfcfcVG+TOWNPUsOGLqZeJPNykfymcCQiUgJtX/MSzz7bDwD3YbNMgcX8IbQRkVdfX/tw2jtZsn+7rl3RJnK3aFhNRERExIx6jkRESpDta14CIKCzDyfissfAvln9IlGR2T0y/YdF5dqLBNfvLTIOpUHO4TSw3KsoYWc4i2Zlr0S7dnJ2XtRrJAVF4UhEpITYvuYlAjpnr/A6EZeISx2zdPL/Qcj8eWfGEJMX48Njr7fk3nyuUOCwWbe04eSNmIcykfykYTURERERM+o5kiIhMysdO9vS1q6GSLF08OAJU4+SuYWrh5heG4fg8rrOjXqPrhWbeOtDa+bnitwtCkdWtHXfAu49Xt7a1SgSnmg129pVECkWjCHHpY6z6XVuweha5kNwJ+ISc92Y0Xz4zLz84METBA6bBZBjSM085OQVlK4NRIuisof9tDu25DcNq4mIiIiYUc+RiEgJETB0pukxHs+92NnUy2MxMfsmmL//RkNpuVkUFXXdCdkaKpPCQuFIRKQEiTtx4P9f5c+KsZsRaLbJZP+Im1sBl5dFUVEaTpO7RsNqIiIiImbUcyQiUoJs3hcHQK8mdUxlNzMh29z1Vq5dO8RW3XcMgMWz1NYP6WzqPbrV/Y58nDX0JgVD4UhEpAQyhiTIDkrh4ZOA688/ujYQ5bYqDa4GoiCf2rf8gFlzxpVr5sv9YxO1Qk0KhobVRERERMwU+54jg8GAjY2NtashIlKoGXuCbnTcvJfIfN8i4+NDzCde34j55OzchtbMh898nC0ncavHSApCvoWjAQMGsGfPnlyPVa1alZ07d972tRMSEpg4cSJ//PEHdevWZcuWLXmek5iYyIsvvsiCBQtwdHTM8/3x8fEEBgayePFiHnnkkVuqn5ubG88//zxDhw69pfNERAqDzfviTHOQwsMnXXfIzKi67xhTqPFxvhqUzINRZOwBgnwa3VZ9rl3RpkAkBS1fe46aNGnClClTcpSXLn1nj31Yt24dBw8eJDQ0FGfnm9uPY9euXfz444939LkiIiJS8uRrOHJwcMDb2zs/LwnAuXPnqFmzJu3bt8/3a4uIiOUqtsjYYwAk7Ay36EUyTrZ+rnNn035JPs6N7mjitXGCtTn1FIm1FeiE7F9//ZXhw4fTrFkzPDw86NSpE5s2bTIdj4yMpEWLFqxevZoWLVrQqVMnWrVqRWRkJIcPH8bNzY3IyEgA/v77b0aPHo2Pjw/NmjVj8uTJJCcnm64zdepUAFq1asWSJUsASE1NZd68efj5+eHj40Pfvn2JiYmxqOO///7L8OHD8fLyok2bNixfvtzieFxcHEOHDsXHx4cOHTrwww8/3LX7JSJiDeuHdGb9kM5U9x1D4LBZBA6bxcGDJwjyqU2QT+0bnts/Ior+EVHUcWlEbGLeS+8NBkOOLxFry9eeI4PBQEZGRs4PKVWKhIQEBg4ciL+/P4sXLyYjI4N3332X6dOn4+3tzYMPPgjA+fPniYyMZOHChVy8eBFXV1fCwsI4evQoCxcuxNXVlVOnTvHUU09x3333MX/+fNLS0ggLC2Po0KG89957tG3bllGjRrF8+XJWr15N/fr1AZgwYQJ79uxh3Lhx1KtXjw0bNjB8+HA+/vhj7OzsAAgNDeWZZ55hyJAhREVFERYWhpubGwEBAVy4cIEBAwZQtWpVFixYwJkzZwgJCbnhPUlJSSElJcWiLDFRG3WIiIgUVvkajr777jvc3d1zlO/evZu//voLb29vFi5caJqD5OXlRYsWLYiJiTGFo8zMTIKDg3n44YdN5zs6OpKQkGAaslu0aBFXrlwhIiLCNNm6cePGdOrUiaioKHr06IGrqysA7u7uODo68ueff7J9+3bmzZtHjx49AGjWrBk9e/Zk3759PPTQQwAEBQUxduxYAB566CG2bdtGdHQ0AQEBREZGcubMGT744ANcXLInKlaqVMn0/tysXbuW8PDw27+pIiJWYj5cZpx0DfCcSyPT0NuMZ69Ouo7ddfXcuBPXn5BtnHCtXiIprPI1HDVt2tQ0nGXOwcEBf39//P39uXLlCn/++SfHjh3jt99+AyAtLc3i/fXq1bvh50RHR+Pt7Y2Dg4Opp8rFxYUHHniA3bt3m8KPuX379gEQEBBgKrO3t2fr1q1A9mo1yJ5UblSqVCmqVatm6vnZt28fDRo0MAUjgMDAQFOvU24GDRpEz549LcoSExPp16/fDdsoIlKQjKvVrhdognxqm+Yl2djY5Dq85tMagmJr3/A6IkVBvoajihUr4unpmeuxzMxM5s6dy3vvvUd6ejqurq40a9YMyPmvh7yW3p89e5b9+/fn2kt133335XrOuXPnKF26NA4ODje89j333GPxva2tral+KSkp3HvvvRbH7ezsblhfBweHPD9TRERECo8C2wRy+fLlvP/++8ybNw9/f3/KlSvH5cuX+fDDD2/5WhUqVMDPz4/g4OAcx8qXL5/rORUrViQ9PZ3z589TsWJFU3lsbCwODg6UKVMmz8+tXLkyR44csSgzGAycO3fuFlsgIlJ49GpS57o9PZGx2avSzPdCAsvhNMv3HzO9Nl7TfM+j/hFRGk6TQq/AwtEvv/yCh4cHjz76qKnMuNLrVv+iNG3alO3bt+Pm5oa9vT0AV65cITg4mPbt21O3bl1sbS0X4vn4ZO/gumPHDh577DEgezhv/PjxdO/enSeeeCLPz23RogVffPEFx44do3bt2kD2fKprhwVFRIoq8yATGXvAIuwYX/+xOvel++ZzjiJjj+V6roKRFAUFFo48PT158803Wb9+PQ0aNOC3335j6dKl2NjYkJqaekvXevrpp9myZQvDhg1j4MCBlC5dmoiICH755RfGjx8PYBrK+uqrr/D19cXd3Z127doxc+ZMLly4wP3338+mTZu4fPkyffr0uam/sD169CAiIoKRI0cyYcIEUlNTCQ0NveNNLkVERKTwKLBwNGLECE6ePEl4eDhXrlyhdu3avPzyy3z22WfExsbe0rWqV6/Oxo0bWbBgAZMnT8bGxgZ3d3feeustGjZsCGTvb9SmTRtmzJjBE088wbRp0wgNDWXRokUsXbqUS5cu4eHhwdtvv02NGjVME7JvpEyZMqxdu5YZM2YQEhKCg4MDEyZMYMGCBbd1T0RECoPN++IsnkFp7OUJ8qmd6z8cY3dlT76+9rWGzKS4sDHoJ7nAGZ/jNnHBI9x7X+5zpMTSE61mW7sKIvL/zHfRNqdfJ1JcFOgO2SIiIiKFXYENq4mISPFg3O9IpLhSz5GIiIiIGYUjERERETMKRyIiIiJmFI5EREREzCgciYiIiJjRajUr6tJkMjVr1rR2NYqEzKx07Gy1E7mIiNx96jmSIkHBSERECorCkYiIiIgZhSMRERERMwpHIiIiImYUjkRERETMKByJiIiImFE4EhERETGjcCRWkZmVZe0qiIiI5EqbQFrRxwd/pvLpv61dDavo7+Vr7SqIiIjkSj1HIiIiImYUjkRERETMKByJiIiImFE4EhERETGjcCQiIiJiRuFIRERExIzCkYiIiIgZhSMRERERM3e0CaSbm9sNj69bt44WLVrcyUeIiIiIFKg7CkfvvfdejrL09HQmTZpEamoqdevWvZPLi4iIiBS4OwpH3t7eOcqmT59OUlISy5cv57777ruTy4uIiIgUuHydcxQVFcWmTZt4+umnadeuHQBHjx4lODiYli1b4uHhQUBAAEuXLsVgMAAQHR2Nm5sbMTEx9O3bF09PTwIDA/nggw8srv3nn38ycOBAvL29CQwMZMuWLXTo0IElS5aY3hMfH8+4ceNo3bo1Pj4+jBo1imPHjuW4zrBhw2jevDnNmzdn8uTJnDp1ynT80qVLvPjii7Rp04bGjRvTs2dPvvzyS4tr/P777wwaNAgvLy9atmzJjBkzuHz5cn7eShEREbGSfAtHx48fZ9q0aTRu3JiJEycCcPHiRQYOHMjZs2eZN28eK1eupEWLFrzxxhvs2LHD4vyJEyfSqVMnVq1aRaNGjXjppZc4fPgwAKdOnWLgwIFcuXKF119/neHDhzNr1ixOnDhhOj8xMZHevXvz999/M336dObMmUN8fDxPPfUUSUlJABw8eJA+ffqQnp7O3LlzeeGFF4iJiaF///5cunQJgHnz5vHTTz/x4osvsnLlSh544AHGjRvHkSNHADh8+DD9+/fHxsaGsLAwJk2aRFRUFOPHj8/1vqSkpBAfH2/xlZiYmF+3XURERPLZHQ2rGaWnp/Pcc89hY2NDaGgopUuXBiAuLg5XV1fCwsJwdHQEoFWrVnz99dfs3buXgIAA0zUGDBjA008/DYC7uztfffUV33//PfXq1eOdd94hKyuLN998EwcHBwDuvfdegoODTee//fbbpKamEhERYfqs5s2b0759e9566y1CQkJYtmwZjo6OvPnmm9jb2wPg4eFBt27d2Lx5MwMGDCAmJgZfX18effRRAJo2bUrVqlXJyMgAYNmyZVSpUoVVq1aZrlG7dm369evH3r17eeihhyzuzdq1awkPD8+P2ywiIiIFIF/CUVhYGPv37yc8PJyaNWuayj08PNi4cSPp6ekcPnyYY8eOceDAATIyMkhLS7O4hvn8JQcHB8qVK2fqzYmOjqZ58+amYATQvn17SpW6Wv29e/fSokULUzACcHR0pFWrVuzZs8f0nq5du5pCDUC9evVwc3Nj7969DBgwAB8fH95//33+++8/2rVrR9u2bQkJCTG9Pzo6msDAQGxtbU2BydvbmwoVKrB79+4c4WjQoEH07NnToiwxMZF+/frd5N0VERGRgnTH4ejHH39kzZo1DBgwgA4dOuQ4vmLFClavXs358+epUaMGPj4+lCpVyjTnyOiee+6x+N7W1tb0njNnzlCvXj2L43Z2dtx7772m71NSUmjYsGGOz69SpYppeC4lJYUqVark+p4LFy4A8NJLL+Hk5MSWLVvYsWMHtra2dOjQgdmzZ1OhQgXOnj3Le++9l+tKvZMnT+Yoc3BwsAh1IiIiUrjdUTg6deoUU6ZMoVGjRjz//PM5jn/88ceEhYUxffp0unbtSsWKFYHsobVb4eTkRHJyskVZVlYWZ8+eNX1fqVIli4nV5nWsXLmy6T2nT5/O9T0PPPAAkB3SgoODCQ4O5ujRo2zbto1ly5axYMECXn31VSpUqEBgYCBPPvlkjuuYhzUREREpmm57QrbBYGDKlCmkpqYSFhZmMVRlFBsbi7OzM08++aQpGP3xxx8kJyfn6Dm6kYceeog9e/aYencAvv/+e9LT003fN23alOjoaIsQlZyczO7du2nSpInpPd98843FkN6RI0f43//+R5MmTcjMzKRr1668/fbbANStW5dRo0bh7e1tmvzdtGlTjh49ioeHB56ennh6euLi4sKiRYv466+/brpNIiIiUjjdds/RunXr+PHHH3nmmWdITk7O0bMDUKNGDU6cOEF4eDjNmzfnyJEjLF26FBsbG1JTU2/6swYMGMD69esZMWIEw4cPJzk5mdDQUABsbGwAGDx4MB999BFDhgxh9OjRGAwGli9fjr29PYMGDQJg5MiR9O3bl+HDhzN48GDOnz9PWFgYNWrUoEePHtjZ2dG4cWOWLl1KmTJlqFu3Lvv37+fnn3/m1VdfBWD06NH07duXcePG0atXL9LS0li2bBknTpygUaNGt3s7RUREpJC47XB08OBBAFauXMnKlStzfc+sWbMYNmwYmzZtYvXq1dSoUYOhQ4dy5MgRfv7555v+rHvvvZeIiAhmzpxJcHAwTk5OTJ06lYkTJ1K+fHkAXFxc2LBhAwsWLGDKlCnY2dnRvHlzQkNDcXZ2BrIniK9du5bXX3+dcePGUbZsWfz9/Zk8eTIVKlQAsucclStXjhUrVnD69Glq1KjBlClT6N27t8U1wsLCCA4OpkyZMjRp0oT58+dTrVq1272dIiIiUkjYGG5lfMtKYmNjSU1NtZirFBcXxyOPPMKyZcsIDAy0Yu1uXXx8PIGBgYwNn09lp6rWro5V9PfytXYVREREcpUvS/nvtn/++YcXX3yRiRMn4unpyalTp1ixYgW1a9emTZs21q6eiIiIFCNFIhx1796dM2fO8N577xEWFkb58uXx9fVl8uTJlClTxtrVExERkWKkSIQjyJ5wPXjwYGtXQ0RERIq5fH3wrIiIiEhRp3AkIiIiYkbhSERERMSMwpGIiIiImSIzIbs46tGwKTVr1rR2NawiMysLO1tlcxERKXz020msQsFIREQKK/2GEhERETGjYTUryMzMBCAxMdHKNRERkcLG2dmZUqX069madPet4NixYwD069fPuhUREZFC55tvvimx81ELC4UjK6hVqxYA69ato0aNGlauTcFLTEyy4vfsAAALmklEQVSkX79+bNiwAWdnZ2tXp8Cp/Wq/2q/236j9JfG+FDYKR1Zgb28PQI0aNUr0vw6cnZ3VfrXf2tWwGrVf7S/J7S/sNCFbRERExIzCkYiIiIgZhSMRERERM3avvPLKK9auRElUpkwZWrRoQZkyZaxdFatQ+9V+tV/tV/tLZvuLAhuDwWCwdiVERERECgsNq4mIiIiYUTgSERERMaNwVMC+/fZbunXrRqdOnQgODubChQvWrtJdYzAYmDJlCmvWrAGyH5sya9YsHnnkETp06MC7775reu+xY8fo168fnTt35vHHH+fIkSPWqna+2LJlC4899hjdu3enb9++/PbbbyWq/evXr6dLly507dqVUaNGcfr06RLVfoCvv/4aHx8foGT97APMnTuXtm3b0r17d7p378748eNL1D04dOgQAwYMoEePHgQFBfH777+XqPYXCwYpMKdPnza0bNnSEBcXZzAYDIb58+cbpk+fbtU63S2HDx82DBgwwODl5WVYvXq1wWAwGNavX28YNmyYIT093XD27FlDp06dDPv37zcYDAZDr169DJ988onBYDAYvv32W0OXLl0MWVlZVqv/nThy5IjB19fXkJSUZDAYstvj7+9fYtr/22+/Gdq1a2dISUkxGAwGw9y5cw0vv/xyiWm/wWAwxMXFGdq3b2/w9vY2GAwl52ff6IknnjD8/PPPFmUl5R5cunTJ4Ovra/j2228NBoPB8NVXXxk6depUYtpfXKjnqAD9+OOPeHp6Urt2bQCefPJJPv30UwzFcE78hg0b6N27N4888oip7OuvvyYoKIhSpUpRqVIlunTpwieffEJSUhJHjx6lS5cuAPj7+3Pp0iUOHDhgrerfEXt7e2bOnImTkxMAHh4enDp1ii+++KJEtN/Dw4Nt27ZRsWJFrly5QlJSEpUrVy4xf/6XL19m8uTJhISEmMpKStsB0tLSOHDgAKtXr6Zbt26MHTuWhISEEnMPdu7cSa1atfD39wcgMDCQsLCwEtP+4kLhqAAlJiZaPDPH2dmZCxcucPHiRSvW6u6YNm0a3bp1syg7ceIELi4upu+dnZ1JTEzkxIkTODk5YWt79cexWrVqJCYmFlh981PNmjVp27YtkD20OGfOHAICAjh58mSJaD9A6dKl+frrr/Hz82Pv3r0EBQWVmD//adOm0adPH9zc3ExlJaXtAElJSbRs2ZLx48fzySef4OXlxejRo0lISCgR9yAuLo777ruPF154gaCgIJ5++mkyMzNL1M9AcaBwVICysrKwsbHJUW7+l6I4MxgMFu03GAzY2trmel8MBgN2dnYFXcV8denSJcaNG8c///zDzJkzS1z727dvT3R0NGPHjmXo0KElov0bNmygVKlSPP744xblJaHtRrVq1eLNN9+kQYMG2NjYMHToUP755x/i4+NLxD3IyMjgu+++o0+fPkRGRtK/f39GjBhBWlpaiWh/cVEyfisXEi4uLvz333+m75OSkqhUqRLlypWzYq0KzrXt/++//3B2dqZ69eqcPHnSYnjReKyoSkhIoG/fvtjZ2bFu3TocHBxKTPv//vtvYmJiTN/36tWLhIQEnJycin37P/roI3777Te6d+/OiBEjSE1NpXv37lSrVq3Yt93ozz//5OOPP7YoMxgMPPTQQyXiHjg5OfHAAw/g5eUFZP8jITMzk1q1apWI9hcXCkcFqE2bNuzfv59jx44BsGnTJgIDA61bqQIUGBjI5s2bycjIICUlha1bt9K+fXucnZ1xdXUlKioKgB9++AFbW1saNGhg5RrfngsXLjBgwAA6duxIaGgo99xzD1By2n/y5EkmTpxIcnIyAJ9++in169enY8eOxb79H374IZ999hlbtmxh1apV3HPPPWzZsoUOHToU+7Yb2draMmvWLI4fPw7Axo0bcXNzKzE//35+fsTHx/P7778DsHfvXmxsbGjfvn2JaH9xoR2yC9h3333HokWLSE9Px9XVlXnz5lG5cmVrV+uuCQkJoX79+gwdOpSMjAzmzZvHrl27SE9Pp0+fPgwdOhTIXsr68ssvc+bMGezt7ZkxYwbu7u5Wrv3tWblyJWFhYTn+57ZmzRpWrlxZ7NsP2b8QN27ciJ2dHU5OTkybNg0XF5cS8edvFB8fT7du3YiNjS0xP/tGW7Zs4c033yQzMxNnZ2dmzZqFk5NTibkHe/fuZf78+Vy+fBl7e3teeOEFvL29S0z7iwOFIxEREREzGlYTERERMaNwJCIiImJG4UhERETEjMKRiIiIiBmFIxGxOq0LEZHCROFIRG7JoEGDaNeu3XUDzaFDh3Bzc+OTTz7J81opKSk899xz/PHHH/ldTRGR26ZwJCK3pGfPniQkJBAbG5vr8U8//ZTy5cvToUOHPK918OBBPvvsM/UciUihonAkIrekY8eOlCtXzrSjrzmDwcDWrVt59NFHKVu2rBVqJyJy5xSOROSWlCtXjo4dO/LFF1+QlZVlcSwmJoaEhAR69uwJZO8SPW7cOFq3bo2Pjw+jRo0yPT4nOjqagQMHAvD4448TEhJius66devo2LEjHh4edOnSJUcQ++677wgKCsLLy4tWrVoxdepUzp49exdbLSIlicKRiNyyHj16cPLkSYsHzEL2kJqrqyvNmjUjMTGR3r178/fffzN9+nTmzJlDfHw8Tz31FElJSbi7uzNt2jQA5syZw+jRowEIDw9n3rx5dO7cmRUrVtC6dWsmTpzI559/DsC///7LmDFjaNKkCatWrWLKlCns2LGD1157rWBvgogUW6WsXQERKXpatmxJ9erViYqKonnz5gCkpaWxbds2U2/Q22+/TWpqKhERETg6OgLQvHlz2rdvz1tvvUVISAj16tUDoH79+ri6upKSksKqVasYNmwY48ePB7If2Hzx4kUWLVrEo48+yq+//kpaWhojRozAyckJgPLly/Pvv/8W9G0QkWJKPUcicstsbGx47LHH2LZtG5mZmQB8//33nDt3jh49egDZD99s0aKFKRgBODo60qpVK/bs2ZPrdX/55ReuXLlC27ZtycjIMH35+flx/Phxjh8/joeHB/b29vTu3Zt58+YRHR1NQEAAgwcPvuvtFpGSQeFIRG5Ljx49SE5O5qeffgLgs88+o3nz5tSoUQPIXqZftWrVHOdVqVKFixcv5npN47yhvn374u7ubvoaN24cACdPnqRWrVq8/fbbPPjgg6xfv56BAwfi7+/PV199dTeaKSIlkIbVROS21KlTBy8vL6KiovDy8mLHjh28+uqrpuOVKlXi1KlTOc47deoUlStXzvWaFStWBGDp0qVUq1Yt188EaNq0KStXruTy5cvs3r2b1atXM27cOHbs2JHreSIit0I9RyJy23r06MH27dv59ttvsbW1pWPHjqZjTZs2JTo6muTkZFNZcnIyu3fvpkmTJgDY2dlZXM/Ly4vSpUtz+vRpPD09TV9//fUXS5cuBeCDDz4gMDCQ9PR0ypYtS0BAAOPHjyczM5OkpKQCaLWIFHd2r7zyyivWroSIFE2urq6sWLGCgwcP8vDDD/Poo4+ajtWrV4/333+f7du34+joyOHDh3n55Ze5fPkyc+fOpUKFCpw/f553332XatWqUaVKFWrUqMH58+dZsWIFtra2pKen8/XXXzN37lzc3Nzo1q0b5cqVY82aNRw4cIBKlSpx5MgR3njjDUqXLs2ECRNyBC4RkVtlY9DWtCJyB4KDg9m2bRvvvPOOaeWa0V9//cWCBQvYu3cvdnZ2NG/enMmTJ5uGx7KysggJCeHzzz/H19eXFStWkJWVxZo1a3j//fc5ceIETk5OdO3alTFjxmBvbw/Arl27eOONN/jf//4HQIsWLZg6dSqurq4F23gRKZYUjkRERETMaM6RiIiIiBmFIxEREREzCkciIiIiZhSORERERMwoHImIiIiYUTgSERERMaNwJCIiImJG4UhERETEjMKRiIiIiJn/A0EN8IA4XFGxAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkoAAAHDCAYAAADbdDUUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeXTN1/7/8WdGQkQSQ01VSntQCUFCiCkxzzHXeHtpKEINraiihqKlVEWVqyoNLdWiTdVQompoCGLo7ZcSVU1JzIlEyPj7I798rtM4piYS+nqslbXO+Qx7v88nVvPq3vvzOVaZmZmZiIiIiEgO1vldgIiIiEhBpaAkIiIiYoGCkoiIiIgFCkoiIiIiFigoiYiIiFigoCSSRzIyMvK7BBER+ZsUlOSJ4+vri8lkwmQyMXz4cLN9K1asMPaZTCZiYmJyvf+EhASmTZvGN998k+ttPyr9+/fHZDKxcOHCPGk/IyOD6dOn4+Xlhbu7O4MHD2bdunWYTCZ8fX0fqK3s3+W+ffvypNa/yq4z+6datWrUrFmThg0bEhQUxNWrVx+4zUf9GUTk/tnmdwEieSkyMpKMjAysrbP+n+BR/CHq27cvv/76KzVr1szzvh5XP/30EytXrgSgaNGi2NvbP3RbTz31FMDfauNh2NjYULJkSTIyMkhKSuLy5cusX7+e6OhovvjiC6ysrB5pPSKSNxSU5IllZ2dHfHw8x48fp0aNGmRkZHDw4EHs7OxITU3Ns36TkpLyrO0nxcWLFwEoUaIEu3fvxtramnXr1j1UWz/++GNulnbfypQpQ3h4OJA1Qvbpp58ya9Ysjh49SlRUFHXq1MmXukQkd2nqTZ5Y2SM62aNIx48fJz4+3uJIT3R0NCNHjqR+/frUqlWL3r17s2vXLrNjDh06xIABA6hfvz4eHh507NiRL774wtjv6+vLn3/+CcCECRMsTiPFxMRgMplwc3Pj+PHj9O7dG3d3dzp27Mju3bvNjk1JSWHhwoW0bNmSmjVr4ufnxwcffEBKSopxzMKFCzGZTEyePJnQ0FCaNm1K7dq1GTVqFFeuXDGOCwoKwmQyERQUZGzbt2+fMfVzNwcOHKBfv37Uq1ePWrVq0b59e1avXp2jhgkTJvDqq69Sp04dhg0blqOdoKAgxo8fD8Dly5epXr36HUNSQEAAJpOJN954w2x79+7dMZlMLFu2DMg5bXX7tdiwYQOtWrXCzc2Nfv36cerUKbO2wsLCaN26Ne7u7vTv358TJ07c17X4K2tra3r37m28P3/+vPH68OHDDB48GE9PTzw8PBg0aBBHjx69a3tTp07FZDLh6elJdHQ0kBXAp06dSoMGDXB3d6d379789NNPxjnZv8cOHTqwd+9eOnbsaHyu2NhYNm/eTOvWralVqxYvvfQSsbGxZn3u3LmTvn374uHhgaenJ4GBgfz222/G/tv/zf7+++/8+9//platWvj6+rJmzZoHul4ijxMFJXli1atXD/hfUNq/fz8Anp6eOY6Njo6mR48ebNmyhevXrwMQFRVFQEAAGzduBCAuLo5Bgwaxb98+UlJSsLW15ddff2XSpEl89913AJQqVQobGxsAihcvTqlSpe5aY3p6Ov/617/45ZdfyMjI4Ndff2Xo0KHGH9LMzExeeeUVgoODOXv2LPb29sTExLBo0SICAwNzLBjfvn07M2bM4Pr16yQnJ7N582Zefvll0tLSHuoaZouLiyMgIIDIyEhSU1Oxtrbm1KlTTJkyhYMHD5odGxYWxtatW8nMzOT555/P0Vbx4sUpXrw4kDV99dRTT+Hg4JDjuC5duhifKbv+2NhYfv75Z6ysrOjQocNda969ezfjx4/n8uXLpKSkEBkZaRYQt2zZwrhx4zhz5gyZmZlERUXx8ssvP9iF+f8yMjJYvny58b58+fIARERE0K9fP3bt2kVycjKpqans3r2bvn37EhkZece21q5dy2effYadnR0LFy6kSpUqZGZmMmzYMD777DOuX79O4cKFiYqKYvDgwTnaiY2NJSAggHPnznHr1i3279/PgAEDGD16NJcuXeLmzZvs3buXSZMmGeds2LCBIUOGcODAAWMqcevWrfTs2ZPTp0/n+KwDBgwgKiqKlJQU/vzzTyZPnsyvv/76UNdOpKBTUJInloeHBzY2NkRGRpKenm4EpuwAdbvZs2eTlJSEm5sbu3fv5uDBg/Ts2ZOMjAymTZvGzZs3OXLkCDdu3KBGjRocOHCAyMhIRowYQbNmzbh58yYAa9asoUyZMkDWyMm9/k87PT2dmjVrsn//fnbv3k21atVITU3lo48+AmDTpk3s3r0bOzs7PvnkEw4dOsSKFSuws7Pjhx9+YPPmzWbtXbp0iVmzZnHo0CE++eQTrKys+Pnnn/nhhx/+1rU8c+YML7zwAh06dCAyMpLIyEg8PDwAcoyOpKamsmLFCiIjI3nppZdytDVhwgQjsJQpU4Yff/yRtm3b5jiuRYsWODk5ce3aNSIiIgCMAObp6WlcZ0v+/PNPFi9ezMGDBxk1ahQAx44dIz4+HoAPP/wQAB8fH/bv309ERAQVK1a872sSGxtLkyZN8PHxoXbt2ixYsACAunXrUqtWLQCmT59OamoqzZo1M65bs2bNSElJ4a233srRZlRUFFOnTgVgxowZNGjQAIBdu3YZ9e3atYv9+/fz1ltvkZaWRnBwsFkb169f55VXXuHgwYMEBgYC8PvvvzNkyBCzbdkBNyUlhZkzZ5KZmUnPnj05ePAge/bswc3NjYSEBGbNmmXWflpaGvXq1WPfvn189913FC5cGIC9e/fe97UTeZwoKMkTy9HREZPJRGJiIj///DMHDx7E2to6x9qRlJQU9uzZA0BgYCCurq7Y2toSFBSEjY0N165dIyoqiurVq2NnZ8cvv/xCv379CA4Oxtvbmw8//JCuXbs+dJ1DhgyhcOHCODs7M2DAACBrig9gx44dQFZoaNiwIQDe3t60aNHCbH+2ChUqGLU0bNjQCIV/HfV5UPXr1yc0NJSpU6cSGRnJhx9+aEwx/nVNVpkyZfDy8sLW1tYYOXoY9vb2RoDasmULAN9//z0AnTp1uuf5lStXNqY+W7ZsaWxPSkoiKSmJEydOAFlTfA4ODjg6OvLKK6/cd33p6enExcVx6dIlIGsUqU+fPixZsgQrKyvOnj1rTPW9/vrrODg44ODgwOuvvw7AqVOnOHv2rFmbH3zwAampqVSqVInOnTsb27NHQy9cuECXLl1o0qQJixYtArJ+t39dc/fiiy8CULt2bWNb3759AYwQl/17O3jwIPHx8djY2BAUFIStrS0uLi5GoNq7dy+3bt0ya79///7Y29tTuXJlqlatCkBiYuJ9XzuRx4mCkjzRsoNCSEgI8fHxmEwmihUrZnbMtWvXSE9PB7KCRraiRYvi4uICZI3UPP300yxcuJCqVaty6NAhFi5cSN++ffH19f1b/zddokQJ43Xp0qUBjOm/7PVFt9d1+/vLly+bbS9ZsqTZ+7+2dyfZn/1ukpKSGDduHA0aNGDQoEF8//33xl1mmZmZZsfea7rxQfj7+wOwbds2Lly4YCzGb9269T3Pzf7dAcaoB2RNHSUmJhp1Z18j4J6jVLcrX748J06c4Pjx4xw9epTw8HCmTJli/Pu6/Xdz++/v9tfZIStb9u/izJkzbNq0ydiePQp28+ZN4uLiiIuLMxbEp6amcu3aNbN2sgOqnZ2dsc3V1RXIeXdgdp0uLi4ULVo0R51paWk52r/92mZPm/7134HIk0JBSZ5o2UEp+4/OnabdXFxcjHVF2aMkkBUOsp+Jkx1AmjVrxtq1a9m6dSszZsygUaNGxMbGGqMED+P2PrP/+Dk7OwP/C1G3HwMYz3/6azD6888/zf5g/bW97FvWb18IfrcQlW3RokWEhYVRt25d9u7dS1hYmNloxe1uDyV/l4eHB5UqVeLKlSvMmjWL9PR0mjVrhpOT0z3PtbX93029f71V39XV1XhkxO2Lmm9fhP133f67uf15Xbe//muorFOnDmPHjgVgwYIFxtqs7H8Hvr6+nDhxghMnTnDs2DF+/vlnTpw4kaOd7H/P99p2e9tXr141Gx3MrtPOzs4sGP21LT0GQZ50CkryRMsORtmLnuvWrZvjGDs7O+rXrw9AcHAwV69eJS0tjXfffZf09HRcXV2pU6cOK1asoE6dOrz44ou4uLjQo0cP+vTpA2T9H3/2H7XsP9CJiYn3tYh6yZIlJCYmkpiYyGeffWZWp4+PD5A15ZS9TiciIoJt27YB4OfnZ9bWxYsX+fTTT4Gsu9QOHDhg1l72SMN///tfUlJSSE9Pv68HY548eRLIGmVzdnbmt99+M+r564Ly3P7Dmb2oO3vBfMeOHf92m3Z2dri7uwOwbNkybt68SUJCgjGdlRuefvppnnnmGQDmzp1LcnIyN2/eZO7cuQA8//zzPP3002bnjBo1ioEDB/LUU09x5swZvvrqK+B/v789e/Zw7NgxIOvuPg8PD0aMGPG36vTw8KBo0aKkp6fz7rvvGiNI2WuffHx8HvkzqkQKEgUleaKVKFGCypUrG+/vNKIE/1tDcuTIEXx8fKhXrx6rV6/G2tqayZMnU6hQIfz8/LC3t+f48eM0bNiQBg0aGE/+7tChgxGQsu94evfdd2nWrNk9a/zvf/+Lt7c3DRo04NixY9jZ2TFkyBAA2rVrR7169UhNTWXgwIHUrVuXgQMHkpqaiq+vL61atTJrq0iRIsycOZM6derQt29fMjIycHd3p0mTJkDW+ibImtpp1qwZzZs35+eff75njdmjR9u3b8fLy4t27doZ00Z5vTalc+fORvgqVqzYfV3T+zF06FAg6+44Ly8vGjZsaHY7fG6YOHEiNjY2hIeH4+XlhaenJ+Hh4RQqVOiOi7mtrKwoVKiQUVtwcDA3b96kcePGeHh4cOvWLbp3746npydLly4lNTWVdu3a/a0aCxcubDyuYfXq1dSrV49GjRpx9OhRnJ2dze4UFPknUlCSJ152OKpUqZLF9TPVq1fnyy+/pHXr1jg6OpKRkYGHhwfLli0zFhQ//fTThIaG0qpVK5ydnUlOTqZSpUoEBgaa/dEbMWIEVapUwcrKChcXl3uOKn3wwQe4ubkBWaMMS5cu5YUXXgCyRqeWL1/OsGHDqFixIrdu3aJ8+fKMGDGCDz74IMfoTc2aNZkxYwaOjo44ODjQtm1blixZYkyVNG3alLFjx1KqVCmSk5OpU6cOixcvvuc1HDx4ML169cLZ2Rlra2saNmzIuHHjAIyRpbxSrlw5I+y2atWKQoUK5Uq7zZs3Z9asWcaojre3N++99x7AHR9X8DCaNm3KypUrady4MYUKFcLW1hYfHx9WrVp1x9HNbN27d6d8+fJcuHDBGCFcsmQJvXv3plSpUty6dQuTycS8efP+dlAC6NWrFx999BH16tXDysoKBwcHWrduzZo1a6hUqdLfbl/kcWaVqRV4Io9cTEyMMW22ffv2HIu1H9TChQsJDg7Gy8uL0NDQ3CixwNi3b59xN2BISIhxy/zflT1aU7FiRXr27AnAZ599xtSpU6latarx/CwR+WfTV5iISIG0c+dOJk2aZEzxVatWzVhLlhuuXbtmhMo5c+ZgZWVl3F12P48fEJF/BgUlESmQypQpQ3JyMoUKFcLDw4Np06bl6kLx1157DWtra7Zv305cXByQNT3btWtXBg8enGv9iMjjTVNvIiIiIhZoMbeIiIiIBQpK+SwtLY2YmJi//aWlIiIikvsUlPJZbGwsfn5+Zk8HFhERkYJBQUlERETEAgUlEREREQsUlEREREQsUFASERHJJekZqfldguQyPXCygNh4aA4ufxTN7zJERORv6Ok9M79LkFymESURERERCxSURERERCxQUBIRERGxQEFJRERExAIFJRERERELFJRERETE8OWXX9KjRw/atWtHixYteOmllzhy5Eh+l8Wbb77Jzz//DMDEiRPZu3fvI+lXjwcQERERAObNm0dkZCTvv/8+5cuXB+Cnn35iyJAhrFu3jnLlyuVbbXv37qVXr14AvP3224+s3zwZUdq2bRuDBg3C29sbDw8PunTpwqpVq0hNzXoQ17p16zCZTFy5ciXX+46JicFkMrF58+Zcb/t+mEwmPv7443zpW0RE5GFdunSJkJAQFixYYIQkAG9vb4KCgkhOTiYuLo7hw4fTtWtXOnbsyEcffQRk/e1t0aIF06dPp3v37rRq1Yrvv//eaGPx4sX4+/vTuXNnhg0bRlxcHAD9+/dnxIgRtGvXjtDQUA4fPkzfvn3p0aMHzZo144033gBg/vz5XLhwgXHjxnHkyBH69+9v/J3ftm0bXbp0oVOnTrz44oscPXoUgIULFxIUFMSgQYNo06YNAwcO5MKFCw98XXJ9RGnq1KmsXr2aLl268OKLL1KkSBH279/PO++8Q0REBO+//35ud2mmdOnSrFmzhkqVKuVpPyIiIk+Sw4cPU6VKFUqXLp1jX5cuXQAYMGAA//rXv/D19eXWrVu8/PLLVKxYEXd3d/744w98fHyYNGkSW7ZsYebMmbRs2ZINGzbw66+/snbtWmxtbVmzZg1vvvkm//nPfwBwcnLiu+++A2DMmDGMHDmS+vXrk5SUhJ+fHz///DOjR48mLCyMuXPn4ubmZtQVHR3NlClTWL16NU8//TQ//fQTw4YNM0LUgQMH2LBhA46OjgwdOpTVq1czcuTIB7ouuRqUNmzYwGeffca0adOM4TGAhg0b8vzzzxsfNC/Z29tTu3btPO1DRETkSZOZmWn2PjExkb59+wJw48YNmjdvTmRkJPHx8SxYsMDYfvz4cdzd3bGzs6Np06YA1KhRg2vXrgGwY8cOjh07Rrdu3QDIyMggOTnZ6KdevXrG69mzZ/Pjjz/y0Ucfcfr0aW7dusWNGzcs1hwREUGDBg14+umngazRL1dXV2Mtk5eXF46OjkZN8fHxD3xdcjUoffzxx5hMJrOQlK1du3YcO3YMFxcXLl++DGR9wCVLlnD69GkqVqzImDFj8PPzM87ZtWsXS5Ys4b///S9paWk8++yzDB8+nFatWgFZw2o7duygXr16rFu3jqpVqzJ37lz8/PxYsGABbdq0wWQy3bFWLy8vQkNDAfjmm28ICQnh1KlTAFSvXp2xY8fi6ekJQFBQEAkJCTg4OLBjxw6aNm3K/Pnz+e2335gxYwaHDh2iZMmSTJ48OfcupoiIyCPk7u7Ob7/9xtWrV3FxccHR0ZGvv/4ayPp7e+7cOTIzM1m9ejUODg4AXLlyhUKFCnH16lXs7Oywts5a0WNlZWW0m5GRweDBg+nTpw8AKSkpZoGlSJEixut+/fphMplo3Lgxbdu25ciRIzkC3O0yMjLM+oKswJeWlgZA4cKFje1WVlZ3bcuSXFujdOHCBX799VcjTd7J+PHjzfa//fbb9O/fnw8//JBixYoxevRoI0QdPXqUgIAAnnvuOT788EPmz5+Pg4MDY8eONVvbdOLECY4dO8bChQsZOnRojj7XrFlj9jNixAgA/P39Adi8eTOvv/46zZo1Y+nSpcyaNYuEhARGjx5NSkqK0c7OnTu5desWixYtolevXiQmJtK/f38uX77MnDlzCAgIICgo6O9dRBERkXzy1FNPMWDAAEaNGsW5c+eM7X/++SeHDh2iaNGi1K5dm08++QSAhIQEXnzxRbZv337Xdn18fPjyyy9JTEwEYMGCBbz++us5jktISODYsWOMGzeOVq1aERsby9mzZ8nIyADAxsbGCEDZvL292b17N3/88QeQtfD8/Pnz1KpV6+EvxF/k2ohSbGwswAOtiH/jjTdo3749AK6urnTt2pXDhw/j5+fHyZMnadmyJVOmTDGOL1euHP7+/hw5coTmzZsDkJaWxhtvvGHMWcbExJj1cfs03NmzZwkNDaVnz5507drV2Na3b18CAwON4+zs7BgxYgRnzpzh+eefN/qZNm0arq6uAHz66adcvXqVtWvXUrZsWQCKFy9u1s5fJSQkkJCQYLYt+7qJiIjkt9GjR/PNN98wduxYkpOTuX79OsWLF6ddu3b07duXy5cvM336dDp27EhKSgodOnSgU6dOOf723q5Hjx7ExcXRs2dPrKysKFu2LLNnz85xnJOTEwEBAfj7+1OkSBGeeuop6tSpw++//463tzctW7bktdde46233jLOqVq1KlOmTGHEiBGkp6dTuHBhPvroI4oVK5Zr1yTXgpKNjQ2Akfzuh4eHh/E6e4X99evXAejWrRvdunXjxo0bREdHc+bMGSIiIgDMRnoAqlSpcs++kpKSGDZsGBUqVGDSpEnG9oCAACArxJw+fZrffvuN8PDwHP24uroaIQng0KFDPP/880ZIAvDz8zOuw52EhIQQHBx8z1pFRETyS6dOnejUqdMd91WoUIElS5bccXtUVNQd31tbWzNy5Mg7LqLOXgKTbfTo0YwePfqOfb/++uvGSJSPj4+xvW3btrRt2zbH8X8duLjbQMbd5FpQyg4M58+ft3jMhQsXKFmypPH+9rnD7HnN7KB148YNJk+ezKZNmwCoXLky1apVA8wXnBUpUsRsfvNOMjMzmTBhAhcvXuSrr77C3t7e2Hfx4kUmTpzIjz/+iJ2dHc8995wR2m7vp0SJEmZtJiQk4OLiYrbNxsbGLEz91cCBA40pv2yxsbHGYjkREREpWHItKLm6ulKjRg127drFuHHj7njMSy+9RMmSJencufM925s+fTp79uxh6dKleHp6Ym9vz6lTpx7qrrnFixezdetWlixZQoUKFcz2jR07lri4ONasWcMLL7yAra0tO3fuZOvWrXdt09nZmejoaLNtmZmZd11R7+TkhJOT0wPXLyIiIvkjVx84OXDgQI4fP87atWtz7Pv66685deoUHTt2vK+2Dh8+TOPGjWnUqJExArRr1y4g5y2Md7Nz504WLlzIK6+8cseF5ocPH6Zdu3bUqlULW1vb++6nfv36nDx5kjNnzhjbfvrppxzTgiIiIvL4ytXHA3Tu3JkffviByZMnc/ToUfz8/LCysmL37t18/vnntG3blm7durF+/fp7tuXm5kZ4eDjr16+nbNmyREREGE+8vnnz5n3Vc/bsWcaOHUv16tVp2bJljtsMa9eujZubG+vXr8dkMlG8eHG+//57Pv/883v206VLF5YvX87QoUMZPXo0N2/eZP78+djZ2d1XbSIiIlLw5WpQsrKyYt68eXzxxResW7eOrVu3kpKSQuXKlXnzzTfp3r17jucdWBIUFMTNmzeZOXMmkLVgOzg4mJkzZxIVFZVjrc+dHDhwgOvXr/Pf//73jsefOHGCWbNmMXXqVCZMmEChQoUwmUyEhoby8ssvc/jwYby8vO7YdqFChQgJCWH69OkEBQXh5OTE6NGjmTNnzn19PhERESn4rDIf5ulLkmtiYmLw8/NjzJw2uJQqmt/liIjI39DTe2Z+lyC5LE++FFdERETkSaCgJCIiIveUnpH6WLf/sHJ1jZKIiIg8mWys7fjipzfyrP0HnbbMzMwkKCiI559/nkGDBuVRVRpREhERkcdMdHQ0AwcOZMuWLXnel0aURERE5LGyatUqevTo8UDfL/uwFJRERETksTJ58mQA9uzZk+d9aepNRERExAIFJRERERELNPVWQLSv81qOL+wVEZHHS3pGKjbW+iqrJ4mCkoiISC55kkNSekZqnj55vKCGTAUlERERuae8DjEP0/7s2bPzoBJzWqMkIiIiYoGCkoiIiIgFCkoiIiIiFigoiYiIiFigoCQiIiJigYKSiOS59IzU/C5BROSh6PEABcTGQ3Nw+aNofpchkify8tkrIvJoZGSkYW2dd7Ehr9t/WAWvIhERESlwrK1tOXzg7Txrv3a9ifd97Ndff83HH3+MlZUVDg4OTJw4ETc3tzypS0FJREREHhunT59mzpw5rFu3jtKlS7Nz504CAwP54Ycf8qQ/rVESERGRx4a9vT0zZsygdOnSANSsWZNLly6RkpKSJ/1pRElEREQeGxUqVDC+RD4zM5NZs2bh6+uLvb19nvSnoCQiIiKPnRs3bhAUFERsbCzLli3Ls3409SYiIiKPlXPnztG7d29sbGz49NNPcXJyyrO+NKL0ADIzM7GyssrvMkRERP6xEhMT6d+/P/7+/owYMSLP+8vVoNS/f3/2799vvLexsaFYsWK4ubkxaNAgvL29c7O7PLVv3z4GDBjAl19+iZubGydPnmT69Ol8+umn+V2aiIjII5eRkfZAt/A/TPv38xylVatWce7cOb7//nu+//57Y/uKFStwcXHJ9bpyfUSpTp06jB8/HoC0tDQuXLjA6tWreemll5g7dy4dOnTI7S7zxAsvvMCaNWuoUqUKAJs3b+bYsWP5XJWIiEj+yOuHQd5v+0OGDGHIkCF5Wsvtcv1TOzk5Ubt2bbNtbdq0YeDAgbz11ls0btyY4sWL53a3uc7R0THH5xAREZF/lkeymNva2pphw4Zx/fp1Nm/ezLp166hfvz7Lli2jfv36tG7dmuTkZBITE5kxYwbNmzenZs2aNGjQgPHjx5OQkGC0devWLWbMmIG3tzd16tRh4sSJzJs3D19fX+OY1NRUli5dSuvWrXFzc6Njx46EhYUZ+2NiYjCZTISHhzNo0CBq1apF48aNWbx4sXHMvn37MJlMHDt2jIULFxIcHMyNGzcwmUysW7cOyFpxP336dBo2bIi7uzv9+/fnl19+eQRXVERERB6FR7aY28vLCxsbG6KiovDy8uL69eusW7eOuXPnkpSUhIODA0OGDOHkyZOMHTuWUqVKceTIERYsWICLiwtBQUEAvPHGG+zYsYOxY8dSrlw5li9fzjfffEOpUqWMvsaPH094eDiBgYGYTCa2bt3KuHHjuHnzJj169DCOmzBhAn379mXw4MFs2rSJ999/nxo1atC0aVOz2nv06EFsbCzffvstISEhVKxYkczMTF555RVOnDjBmDFjKFWqFCtXrqR///6sX7+eihUrPpoLKyIiInnmkQUlGxsbnJ2duXTpEgDp6emMHDmSxo0bA1kjRampqbz11ls0adIEgPr16xMVFWUsEP/tt9/49ttvmTVrFl27dgWgQYMG+PzEuacAACAASURBVPn5Gf2cOHGCjRs3MnXqVHr37g2Aj48PiYmJzJs3zzgPoG3btowcOdLoa8uWLfz44485glKZMmUoU6YM1tbWxnTcrl27iIiI4JNPPqFhw4YANG7cmPbt27N48WJmzZqV4xokJCSYjY4BxMbGPszlFBERkUcgXx8PULVqVeN1oUKFWL58OZA1NXbmzBlOnjxJdHQ0hQoVAiAyMhKAFi1aGOc5ODjQtGlT9u3bB8CBAweArHVRt2vXrh0bN24kOjqaIkWKAJitQbK2tqZ06dLcuHHjvmrft28fDg4OeHp6kpaWZmz38fEhPDz8jueEhIQQHBx8X+2LiIhI/ntkQenWrVvEx8fz1FNPGdtcXV3Njtm+fTuzZs3ijz/+wMXFhZo1a1K4cGEyMjIAuHr1KnZ2djkeLFWyZEnjdXx8PLa2tjg7O9/xmMTERCMoFS5c2OwYa2trMjMz7+vzXLt2jeTkZGrWrJljn52d3R3PGThwIP7+/mbbYmNj6du37331KSIiIo/WIwtKBw4cIC0tjbp1695x/5kzZxg1ahT+/v6sXLmSMmXKADBq1Ciio6MBKF26NKmpqSQkJJiFpStXrhivixcvTlpaGteuXTMLS9lTfn8NUA+rWLFilChRgiVLltz3OU5OTnn69FAREZG8kp6RgY113t0DltftP6xHEpQyMzNZunQpzs7OtGrViq1bt+Y45pdffiE1NZWAgAAjJN24cYODBw8ajxOoU6cO1tbWhIeH06VLFwBSUlLYtWsXtrZZHyU7iG3evNlYowTw3XffUaJECSpVqsS5c+ce+DNY/+WXV7duXT755BOKFCliPGsJYObMmWRmZuLm5vbAfYiIiBRUNtbWrDyyJ8/a71er0QMdv3LlSj7//HOsrKx4+umnmTFjBiVKlMj1unI9KCUkJHD48GEg64GTcXFxrF27lsjISObOnYujo+Mdz6tevTo2NjbMmTOHF198katXr7J8+XIuXbpkfCPwM888Q8eOHZkxYwY3btygfPnyfPrpp1y8eJFy5coBUK1aNVq3bs3s2bNJSkrCZDKxfft2Nm7cyOTJk3MEnvvl5OREcnIy27Ztw93dnebNm+Pm5kZAQAAjRoygbNmybN26lVWrVjF16tSH6kNERETu7eeff2b58uV8/fXXFCtWjHfeeYcFCxYwbdq0XO8r14PSoUOH6NWrF5C1VqdUqVK4ubnx+eefU6tWLYvnVa5cmXfeeYfg4GACAgIoVaoUTZo0oVu3bkybNo24uDieeuop3nrrLQoXLsz7779PWloaHTp0oE2bNpw6dcpoa+7cuSxYsIAVK1Zw7do1nn32WebMmUOnTp0e+nO1b9+eDRs28OqrrzJq1ChefvllPv74Y+bOncucOXNITEzkmWeeMbsjT0RERHJfzZo12bJlC3Z2dty6dYu4uDgqVKiQJ31ZZd7v6uUC4MqVK+zZs4fmzZubjUz17t2bkiVLPpZ3lMXExODn58eYOW1wKVU0v8sRyRM9vWfmdwkikgsK0tQbwLZt25g4cSL29vaEhoZSqVKlXK8rXx8P8KAKFy7M1KlTjfVHtra2bNq0icOHD/PJJ5/kd3kiIiLyCLVo0YIWLVrwxRdfMGjQIL7//vuHXmJjScFbXn4XRYoUYfny5dy4cYMxY8YYT8b+6KOP8Pb2zu/yRERE5BH4/fffjecmAnTr1o1z584RHx+f6309ViNKAO7u7ho9EhER+Qe7ePEiY8aMYcOGDbi6uhIWFsZzzz2Hi4tLrvf12AUlERER+WerV68eQ4cOZcCAAdjY2FC6dGkWLVqUJ30pKImIiMg9pWdkPNSC6wdp/0EeONmnTx/69OmTZ/Vke6zWKImIiEj+yOunZhfEp3KDgpKIiIiIRQpKIiIiIhZojVIB0b7Oa3n2VFGR/JaekYqNtV1+lyEi8sA0oiQieU4hSUQeVwpKIiIiIhYoKImIiIhYoKAkIiIi95Senv5Yt/+wtJhbRERE7snGxoZNq3/Is/bb9m72wOds27aN1157jaioqNwv6P/TiJKIiIg8ds6cOcM777yT5/0oKImIiMhjJTk5mddee42goKA870tBSaSASc9Ize8SREQKtMmTJ9OrVy9MJlOe96U1SgXExkNzcPmjaH6XIQVAT++Z+V2CiEiBtWrVKmxtbenevTsxMTF53p+CkoiIiDw21q9fz82bN+ncuTOpqanG66VLl/LUU0/len8KSiIiIvLY+PLLL43XMTExdOzYka+//jrP+lNQEhERkXtKT09/qFv4H6R9GxubPGv/YWkxt4iIiNxTXoeYh2m/QoUKefoMJVBQEhEREbFIQUlERETEgn9sUMrMzMzvEkRERKSAK3BB6aeffmLQoEF4enri5uZGmzZtmD9/PomJibnSfkpKCjNmzGD79u3GNl9fX6ZNm5Yr7YuIiMiTo0AFpZ07d/Lvf/+bMmXK8O6777J06VJ69uzJ6tWrGTx4cK58s/CFCxcIDQ0lLS0tFyoWERGRJ1mBejzAsmXLaNSoEW+//baxzdvbm2effZYhQ4awe/dumjZtmo8VioiIyD9JgRpRunLlyh3XDjVq1IjRo0cbT9z8888/GTVqFF5eXtSvX5/AwEDOnTtHWloajRo1yjGNFhcXR/Xq1Vm5ciV+fn4AjBo1iv79+xvH3Lx5k7feegsvLy/q1q3L+PHjc0z3ffrpp7Rq1YqaNWvSvn17vvvuO2NfTEwMJpOJkJAQfH19adSoEYcOHcq1ayMiIiKPXoEKSk2aNGH37t0MHTqUjRs3cvHiRQDs7OwYOnQo1apVIzExkT59+nDixAmmTJnCrFmzOH36NC+//DJWVla0b9+ezZs3m03ThYWFUbx4cXr27ElwcDAAY8aMYcqUKcYx69evJz4+nvfff5/AwEDCwsKMYwGCg4N55513aNeuHR999BENGzZkzJgxbNq0yewzLFiwgHHjxvHaa69Rs2bNvLxcIiIikscK1NTb6NGjuXbtGhs2bGDHjh0APPvss7Ru3ZqXXnqJ4sWL89VXX3Hp0iU2b97M008/DUDZsmUZPnw4p0+fxt/fn5CQEPbu3Uvjxo2BrKDUoUMH7O3tqV69OgDPPPMMVatWNfquXLky8+bNw8rKioYNGxIREcG+ffsASEhIYOnSpQwePJhXX30VAB8fH5KSknjvvfdo27at0U6XLl1o167dHT9fQkICCQkJZttiY2Nz49KJiIhIHihQQcne3p5Zs2YxatQowsPD2bt3L/v372fx4sV89dVXfPbZZ0RFRVG1alUjJAFUr16d8PBw4/3zzz/Pxo0bady4MSdPnuT48eNMnz79rn3XqlULKysr432FChU4efIkAIcPH+bWrVs0a9bMbBF4kyZN+Oqrr/jjjz+Mc6tUqWKxj5CQELNRKhERESnYClRQylamTBn69OlDnz59SEtL4+uvv2bKlCkEBwcTHx9PiRIl7nq+v78/ixYtYurUqXzzzTdUrlwZd3f3u57j4OBg9t7KyspYL3Xt2jUAevfufcdzL168SOnSpQHuWtvAgQPx9/c32xYbG0vfvn3vWpuIiIjkjwITlA4fPsywYcNYvHgxtWrVMrbb2trSrVs3wsPDiY6Oply5cpw9ezbH+Tt37uSFF16gZMmSdOzYkblz57Jnzx62bt1Kly5d/lZtxYoVA2DRokXGgvLbVa5c2QhTd+Pk5ISTk9PfqkVEREQenQKzmLtSpUokJSXx6aef5tiXnp7OH3/8wXPPPYeHhwcnT57kzz//NPZHR0cTEBDA8ePHAShVqhQNGzZk+fLl/P7773Ts2NE49mG+dK9WrVrY2dlx+fJl3NzcjJ+TJ0+yaNGih/i0IiIi8jgoMCNKzs7OjB49mlmzZnHt2jX8/f0pU6YMFy5cYPXq1cTFxREcHIyzszMrVqxg6NChjBgxAhsbGxYsWIC7uzsNGjQw2vP392fMmDF4enpSoUIFY3v26NDevXupVKkS1apVu2dtrq6u9O/fn9mzZxMfH4+7uzvHjx9n/vz5+Pn54ejoeF8jSiIiIvJ4KTBBCeBf//oXzzzzDCtXrmTGjBlcv34dFxcX4yGU2Qu4V65cyezZswkKCsLe3p4mTZoQFBSEre3/Pk72HW+dO3c268PR0ZGXX36ZlStXEhUVRVhY2H3V9tprr+Hq6soXX3zBBx98QOnSpRk4cCAjRozIpU8vIiIiBY1V5hP67bDfffcdEyZMYM+ePTg6OuZ3ORbFxMTg5+fHmDltcClVNL/LkQKgp/fM/C5BRET+vwI1opQbsh8psGbNGrp161agQ5KIiIgUbAVmMXduuXTpEitWrKBatWqMHj06v8sRERGRx9gTN6LUqVMnOnXqlN9liIiIyBPgiRtREhEREcktCkoiIiIiFigoiYiIiFigoCQiIiJigYKSiIiIiAVP3F1vj6v2dV4z+6oV+edKz0jFxtouv8sQERE0oiRS4CgkiYgUHApKIiIiIhYoKImIiIhYoKAkIiIiYoGCkoiIiIgFCkoiIiIiFigoiYiIiFigoCRyn9IzMvK7BBERecT0wMkCYsP/HcT58u/5XYbcRb9ajfK7BBERecQ0oiQiIiJigYKSiIiIiAUKSiIiIiIWKCiJiIiIWKCgJCIiImKBgpKIiIiIBQpKIiIiIhb87eco9e/fn/3795tts7GxwcnJCQ8PD8aNG0eVKlX+bjciIiIij1yuPHCyTp06jB8/3nifkpLC8ePHWbRoEYMGDWLLli0UKlQoN7oSEREReWRyJSg5OTlRu3Zts21eXl4ULlyYSZMmERERQdOmTXOjKxEREZFHJk/XKDk6Opq937VrF/369cPDwwM3Nzc6d+7M1q1bAbh69So1a9bk448/Njvn0KFDmEwmTpw4AUB4eDidO3fG3d2dXr16sXv3bkwmE8eOHQMgKCiIDh06mLWxbds2TCYTMTExAGRmZhISEkLHjh1xc3PDw8ODl156yegjJiYGk8l0x5+goKD7akNEREQef7kSlDIzM0lLSzN+kpKS2LdvH/Pnz6dcuXLUq1ePo0ePEhAQwHPPPceHH37I/PnzcXBwYOzYsVy5cgUXFxeaNm3Kxo0bzdoOCwujevXqmEwmDhw4wPDhw6lUqRLBwcF4eXkxduzYB653+fLlzJ07l+7du/Pxxx8zadIkTp06xYQJEwAoXbo0a9asMfvp1asXNjY2dO7c+b7aEBERkcdfrky97dy5kxdeeMFsW+HChfH29mbChAkULVqUkydP0rJlS6ZMmWIcU65cOfz9/Tly5AjNmzfH39+f4cOHc/r0aZ599lnS0tLYtGkTQ4YMAWDZsmVUrFiR+fPnY21tTZMmTYiPj2fNmjUPVO/58+cZNmwYAwcOBLKmCRMSEpg1axZJSUkULVrUbCoxKiqKdevWMXLkSLy9ve+7jb9KSEggISHBbFtsbOwD1S4iIiKPTq4Epbp16xojKSdPnuSdd97B29ubd999F3t7ewC6detGt27duHHjBtHR0Zw5c4aIiAgga/E3QNOmTXF2dmbjxo0EBgaya9cuEhISaN++PQCHDx+mU6dOWFv/byCsY8eODxyU3nzzTQCuXLnC6dOnOX36NOHh4UYtt4ecuLg4AgMD8fHxMQLbg7aRLSQkhODg4AeqVURERPJPrgSlYsWK4ebmBoCbmxtly5blpZdewt7ennfffReAGzduMHnyZDZt2gRA5cqVqVatGpA1dQdgZ2dHhw4d+PbbbwkMDCQsLAxvb29Kly4NwPXr13F1dTXrO3vfg4iOjmbSpEkcPHgQBwcHqlWrZgSb7FogK/CMHDmSwoUL8+6772JlZfXAbdxu4MCB+Pv7m22LjY2lb9++D/wZREREJO/lSlD6K29vb7p3787atWtp06YNvr6+TJ8+nT179rB06VI8PT2xt7fn1KlThIWFmZ3buXNnVq5cybFjx9ixYwdTp0419rm4uHD58mWz4+Pj483eW1lZkZGRYbYtKSnJeJ2RkcErr7yCs7MzYWFhVK1aFWtra1atWsXu3bvNzps2bRr/93//x+rVq3FycnqoNm7n5ORk1o6IiIgUbHl219uYMWMoVqwYs2fPJiUlhcOHD9O4cWMaNWpkTMft2rULMB+BcXd3p0qVKsyePRuAFi1aGPu8vLzYsWMHaWlpxradO3ea9Vu0aFEuX75sFpYOHjxovL5y5Qq///47PXv25Pnnnzem8bJryfbZZ5+xdu1aJk+eTI0aNcz23W8bIiIi8njLkxElAFdXV4YMGcLcuXMJDQ3Fzc2N8PBw1q9fT9myZYmIiDAeBXDz5k2zc7t06cJ7771Hly5dKFKkiLF92LBhdO/eneHDh9OnTx9OnjzJsmXLzM5t0qQJoaGhTJ06lXbt2hEREcG2bduM/SVLlqRcuXKEhIRQsmRJrK2t2bBhAz/88AMAycnJREVFMXPmTJo3b06NGjU4cuSIEebs7e2pUaPGPdsQERGRx1+ePkdp4MCBlC9fnsWLFxMUFETDhg2ZOXMmgYGBREREEBwcTKVKlYiKijI7r0mTJgDGrfjZqlatSkhICFevXmX48OFs3LiRkSNH5jh39OjRbN++nYCAAP7v//7PGJ3KtnDhQooWLcqrr77KG2+8QXJyMp988gmQtWB89+7dpKamsmPHDvz9/enZsye9evWiV69ejBgx4r7aEBERkcefVaallcf56D//+Q+rVq0iPDzc7A63O9m3bx8DBgzgyy+/NBaUP05iYmLw8/MjMPhdnEuXzO9y5C761WqU3yWIiMgjlmdTbw9jy5YtHD16lFWrVhEYGHjPkCQiIiKSlwpUEvn9999ZuXIlvr6+DBgwIL/LERERkX+4Ajn19k+iqbfHh6beRET+eQrUiJKIiIhIQaKgJCIiImKBgpKIiIiIBQpKIiIiIhYoKImIiIhYUKCeo/RP1qV6XSpUqJDfZchdpGdkYKNne4mI/KPov/oi90khSUTkn0f/5RcRERGxQEFJRERExAIFJRERERELFJRERERELFBQEhEREbFAQUlERETEAgUl+UdIz0jN7xJEROQxpAdOFhAbD83B5Y+i+V3GE6un98z8LkFERB5DGlESERERsUBBSURERMQCBSURERERCxSURERERCxQUBIRERGxQEFJRERExAIFJRERERELFJRERERELMizB04eO3aM0NBQDhw4wMWLF3F0dMTDw4NBgwZRt27dvOr2b/P19aVZs2ZMnjw5v0sRERGRfJYnI0pffPEFvXv35vz584wcOZLly5czefJkbt26Rf/+/dmyZUtedCsiIiKSq3J9ROn48eNMmzaN9u3b884772BlZWXsa9u2LaNGjWLq1Kk0b94ce3v73O5eREREJNfk+ojSsmXLsLe354033jALSdlGjhxJvXr1uHr1KjVr1uTjjz8223/o0CFMJhMnTpwAYNeuXfTr1w8PDw/c3Nzo3LkzW7duNY5fuHAhXbt2ZebMmdSrV4/evXsDcOHCBSZMmICPjw8vvPACPj4+vP3226SkpBjnXrx4kZEjR1K3bl0aN27Mhg0bctR75coV3nzzTZo0aUKtWrUYMGAAx44dy/GZW7ZsiZubGy1atGDRokVkZGQ8/EUUERGRAiHXR5R++OEHvL29cXZ2vuP+KlWq8MEHHwDQtGlTNm7cyKBBg4z9YWFhVK9eHZPJxNGjRwkICKB3794MHz6cpKQkli1bxtixY9m5cyeurq4AnDhxgkKFCrFw4UJu3bpFRkYGgwcPxsrKiilTpuDo6Mju3btZtmwZFStWpH///qSnpzNo0CASExOZPn06mZmZvPfee8TFxRm1JCUl8eKLL5KamsrYsWMpVqwYn3zyCf369eOLL77AZDLx3XffsWDBAoKCgnjuueeIiopi/vz5lChRwght2RISEkhISDDbFhsbmyvXXURERHJfrgal+Ph4rl+/TsWKFc22Z2Zmkp6ebrbNxsYGf39/hg8fzunTp3n22WdJS0tj06ZNDBkyBICTJ0/SsmVLpkyZYpxXrlw5/P39OXLkCM2bNwcgLS2NN954Azc3NwDOnz9P8eLFmThxItWqVQPA29ubXbt2ERkZSf/+/fnhhx84ceIEa9asoXbt2gBUqlSJrl27Gn2tW7eOs2fPEhYWRtWqVQHw8fGhTZs2BAcHs3DhQiIjIylfvjx9+vTBysoKLy8vbG1tKV26dI7rExISQnBw8N+6xiIiIvLo5GpQyg5Df51y++677xgzZozZttdff50BAwbg7OzMxo0bCQwMZNeuXSQkJNC+fXsAunXrRrdu3bhx4wbR0dGcOXOGiIgIALMpNMgaqcpWtmxZQkNDycjI4MyZM5w5c4bjx49z+fJlypUrB2RN8RUvXtwISQAvvPAC5cuXN95HRkZStWpVIyQB2Nvb06JFC77++msAPDw8+Oyzz+jWrRtt2rShWbNmZiNktxs4cCD+/v5m22JjY+nbt6+lSyoiIiL5KFeDkqurK0WKFOHcuXNm2318fPjyyy+N9927dwfAzs6ODh068O233xIYGEhYWBje3t7GaMyNGzeYPHkymzZtAqBy5crGCFFmZqbRXpEiRShSpIhZn2vXruX999/n0qVLlCpVilq1alGoUCHjvISEBFxcXHJ8hlKlShmvExISKFmyZI5jSpYsSVJSEgCdOnUiPT2dVatWMW/ePN577z2qVavGvHnzzMIbgJOTE05OTne7hCIiIlKA5Ppi7qZNm7Jnzx6Sk5ONbcWLF8fNzc34uV3nzp05c+YMx44dY8eOHXTu3NnYN336dPbs2cPSpUuJiori22+/ZejQofesYf/+/UyaNIlevXrx008/sXv3bhYtWmSsaQJwdnbm8uXLOc69du2aWd2XLl3KcczFixfN1mD5+/vz5ZdfsmfPHmbMmEF8fDwjRoy4Z50iIiJSsOV6UAoICCA5OZlp06blWJcEcOrUKbP37u7uVKlShdmzZwPQokULY9/hw4dp3LgxjRo1Mh4lsGvXLsB8ROmvDh8+jJWVFa+88ooRjuLi4vj111+N8+rXr8/169f56aefjPN+++03zp49a7yvW7cup06dIjo62tiWkpLCtm3bqFOnDgATJ05k5MiRAJQoUYIePXrQvXt3zp8/f69LJSIiIgVcrt/1VqNGDWbMmMHkyZM5efIkPXr0oFKlSiQkJLBjxw6++eYbypYti6enp3FOly5deO+99+jSpYvZFJqbmxvh4eGsX7+esmXLEhERYTxO4ObNmxZrcHNzIyMjg5kzZ9KmTRvOnz/P4sWLSUlJMUa6GjVqhKenJ6+99hrjxo2jSJEivP/++9jZ2RntdO3alZCQEF5++WVeffVVihUrxooVK7h06ZIxsuXp6cn48eOZN28eDRs2JDY2ls8//5yWLVvm6nUVERGRRy9PvsKkS5cuuLm5ERoayrJly4iLi6Nw4cKYTCYmTJhA165dcXBwMI5v0qQJ7733ntm0G0BQUBA3b95k5syZQNaC7eDgYGbOnElUVFSOhdHZvL29mTBhAiEhIXz11VeUKVOGtm3bYmtrS0hICCkpKdjb27N48WJmzpzJ22+/ja2tLf/+97/5/vvvjXYcHR1ZtWoV77zzjjFCVrt2bVatWkWNGjWMz5qYmMiqVatYsWIFxYoVo3Xr1owdOza3L6uIiIg8YlaZd5vDekT+85//sGrVKsLDw7G2/md9T29MTAx+fn6MmdMGl1JF87ucJ1ZP75n5XYKIiDyG8uxLce/Hli1bOHr0KKtWrSIwMPAfF5JERESkYMvXZPL777+zcuVKfH19GTBgQH6WIiIiIpJDvo4oBQQEEBAQkJ8liIiIiFikuS4RERERCxSURERERCxQUBIRERGxQEFJRERExIJ8Xcwt/9O+zmtUqFAhv8t4YqVnpGJjbXfvA0VERG6jESX5R1BIEhGRh6GgJCIiImKBgpKIiIiIBQpKIiIiIhYoKImIiIhYoKAkIiIiYoGCkoiIiIgFCkryRMvISMvvEkRE5DGmB04WEL8cW8SlWMf8LuOJU7vexPwuQUREHmMaURIRERGxQEFJRERExAIFJRERERELFJRERERELFBQEhEREbFAQUlERETEAgUlEREREQsUlEREREQseCKCkq+vL9OmTcvTPtatW4fJZOLKlSt52o+IiIgUHE9EUHoUmjVrxpo1a3BycsrvUkREROQR0VeY3CdXV1dcXV3zuwwRERF5hJ74EaV9+/ZhMpk4duyY2fZ69eqxcOFC4/3x48cZMGAAtWvXxs/Pj6+//pqWLVsax/x16i01NZUPPviA1q1bU7NmTTw9PRkxYgTnz59/dB9ORERE8pRGlIBLly4xYMAAKleuzLx587hw4QJvv/02N27csHjOrFmz+Pbbb3n99depWLEiJ0+eZN68ecycOdMsgN0uISGBhIQEs22xsbG5+llEREQk9ygoAaGhoWRkZPCf//zHWIPk4uLCyJEjLZ5z5coVXn/9dbp37w6Al5cXv/32G2FhYRbPCQkJITg4OHeLFxERkTyjoETW9JyXl5fZQu0WLVpga2v58rz//vsAxMXFcfr0aU6fPs2hQ4dISUmxeM7AgQPx9/c32xYbG0vfvn3/5icQERGRvKCgBFy9epWqVauabbOxscHFxcXiOYcOHeKtt97ixIkTFCtWjOrVq1OoUKG79uPk5KS75kRERB4jT/xibisrKwAyMzONbZmZmSQnJxvvS5cuneP5SBkZGVy7du2ObV6/fp2hQ4dSrlw5tm7dyoEDBwgNDcXDwyMPPoGIiIjklyc+KDk6OgJw4cIFY9vh/9fe3cfVeP9/AH+dSiOJyk2FJhsxWiVzUybKRJshNubeN8w9GRsjtonG3GSVu5GbYdiEudnGFtvcU7H9NmxLNk0HqaRkUtfvj+O6uk6dq053zqlez8ejx/d0nev6nM91fWu9vd+fm4sX8fjxY+n7l156CefOnUNmZry3xwAAIABJREFUZqZ07KeffkJOTo7ONq9du4Z79+5h5MiRePbZZwFoAqtTp05pBWRERERUuVWZ0tuVK1ewefPmQsd79+6NRo0aYdWqVTAzM0NmZiY+/fRT1KlTRzpn+PDh2LZtG8aNG4exY8ciNTUVK1euBJCfkZJr3rw5ateujdWrVyMvLw8PHz7Ejh07cOXKFahUKgiCoPM6IiIiqlyqTKAUGxuL2NjYQsfd3NwQFhaGRYsWYfLkyWjSpAlmzZqFNWvWSOdYW1sjKioKISEhmDp1Kho2bIg5c+ZgxowZqF27dqE269Spg/DwcCxduhQTJkyAtbU12rdvj1WrVmHq1Km4dOkS3NzcKvR+iYiIqOKpBNaKEB8fj4cPH6Jz587SscTERPTq1QurV6+Gr69vhX12UlISfH19ER4WgIYNLCvsc6ort/ZzDd0FIiKqxKpMRqks/vnnH8ydOxczZsyAi4sLUlJSsHbtWjRr1gxdunQxdPeIiIjIQBgoAejbty/S0tKwa9cuhIWFoXbt2vDy8sKsWbOKnfJPREREVRcDpSdGjRqFUaNGGbobREREZESq/PIARERERKXFQImIiIhIAQMlIiIiIgUMlIiIiIgUcDC3kXjBZRKaNGli6G5UOXl5j2Fiwh9zIiIqHWaUqEpjkERERGXBQImIiIhIAQMlIiIiIgUMlIiIiIgUMFAiIiIiUsBAiYiIiEgBAyUiIiIiBQyUqFLKy3ts6C4QEVE1wEVmjMTvv0YiRW1p6G5UGm7t5xq6C0REVA0wo0RERESkgIESERERkQIGSkREREQKGCgRERERKWCgRERERKSAgRIRERGRAgZKRERERAoYKFUAQRAM3QUiIiIqB5UqUPr+++8RGBiIzp07w93dHf369cP27duRk5NTpnaTkpLg7OyMb7/9tsx9jIiIwI4dO8rcDhHR05bsY23oLhAZnUqzMveHH36InTt3ol+/fnjrrbdgYWGBc+fOYcmSJThz5gzCwsJgampq6G4iPDwc7777rqG7QUSkN6UASX7cPibtaXWHyKhUikBp37592LFjBz766CMMGjRIOu7p6YmWLVsiKCgIBw4cQL9+/QzYSyIiIqpqKkXpbePGjXB2dtYKkkT+/v743//+B2tra0RHR6Njx47YsGEDOnbsCD8/P2RnZyMnJwfr16+Hn58fXFxc0KdPHxw4cKBQWzdu3MDw4cPh4uKC3r17Fzrn2rVrmDp1Kjp16oS2bdvCx8cHkZGR0pgkZ2dnAMDSpUvh4+NTAU+CiKhiJftYS1+6jhNVN0afUbp9+zb++OMPjBs3TvGc9957DwAQHR2N+/fvIzo6GsuWLUNWVhZq1aqFGTNmICYmBlOmTIGzszOOHDmCmTNn4uHDh3jjjTekdsLCwjBs2DCMGzcOhw4dwsyZM2FrawtPT09kZWVhxIgRaN68OZYsWQIzMzMcPHgQn376KVq3bg0fHx/s2rULgwYNwvDhwxEQEFConxkZGcjIyNA6plary+lJERGVjlhWYyBEVJjRB0piIOHg4KDX+bm5uZg6dSpefvllAMDVq1dx6NAhfPjhhxg8eDAAoEuXLsjMzMSKFSu0Ahp/f3/MmTMHAPDyyy8jISEB69atg6enJxITE+Ho6IiwsDDY2NgAADp37ozvv/8e58+fh4+PD9zc3AAA9vb2eOGFFwr1bcuWLYiIiCjlkyAiIqKnzegDJXGAdl5ent7XPP/889LrCxcuAAB69eqldY6/vz8OHTqEhIQEWFhYAAD8/Py0zunevTs+++wzAEDbtm2xY8cO5OTk4K+//sL169fx+++/4/Hjx3j06JFe/Ro5ciT69++vdUytVmPo0KF63xsRUUWxj0mTskr1AoH0jYXPSfax5sBuqlaMPlCyt7cHACQnJyuec/v2bdSvX1/6Xsz4AMC9e/dgZmaGevXqaV0jnp+ZmSkFSra2tlrn2NjY4MGDB8jMzISlpSXWrl2LDRs24P79+2jcuDHc3d1hZmam97pJVlZWsLKy0utcIiJDkJfh7J8kwJMna5/D2XBUnRj9YG4bGxu88MIL+PnnnxXPGT16NEaPHq3zvbp16+Lx48dIT0/XOp6SkgIAWgFUwfFDKSkpMDc3h4WFBfbt24ewsDC88847uHDhAmJiYrB8+XKYmRl9rElERESlZPSBEqApWV25cgVffvlloff279+Pv/76C3369NF5rYeHBwAUWkzy8OHDsLW1RbNmzaRj8mBMEAQcPXoUL730EkxMTBAfHw87Ozu89dZbqFOnDgDgt99+Q2pqqlZGycSkUjxSIiKd5LPbsuM1X/ayoZX1AjXf20fovk7fAeEh7eylLyJjVinSIX379sXx48cxf/58/PLLL/D19YVKpcKJEyfwxRdfoHfv3hgwYAD27t1b6NpWrVrBz88PH3/8MbKysuDs7IwffvgBhw4dwvz587UCmz179qBBgwZo27YtvvzyS/z111+YP38+AMDFxQU7d+5EREQEOnTogISEBERGRkKlUuHhw4dSG1ZWVoiNjUX79u3h6upa8Q+HiKiE5MHJvDjlYQ3iGKVaOgIjQBM0lXSmnPjZkxb6aB0rqh9EhlQpAiWVSoUVK1Zg9+7diI6OxpEjR/Do0SM4OTlh3rx5GDhwIFQqleL1y5Ytw6pVq7B582akp6ejefPm+OSTT/D6669rnTdv3jzs2rUL4eHhaN68OdavXy9lpAICApCYmIidO3diw4YNaNy4MQIDA5GQkIDY2FipjcmTJyMsLAwXLlzAqVOnWJojIiKqxFQCd3A1qKSkJPj6+iI8LAANG1gaujuVhlv7uYbuAlGloyubExkco5jNkc+Aq+Wuu82CA72Bogd46+pDYlT+57fbE6N4LZEhMN1BRFQNhLSzh79Ta73Pl5fU0jdqym8FZccrX6sULAXHa9bG849KhpO75rWTOxAZ/eT8AT6KwZI+45lYwqPyxpHHRERERAqYUSIiqibEDA7i1VIGp2AGRmuNJIV1lES6FqTU2Y4suySO9lCpVEh1z89wTQoQz1cjboCmLHc48bJWm/nnKNN3oDqRvhgoERFVcgVLUvIAQRoTpEeQIVcvUPdrQLnkJp5XVAAllxhvB0AWwD0hfj/JveR7z8nvUwy4AI59otJj6Y2IiIhIATNKRESVlFK2SJ5h0pVJ0mRyit56RD7LreCMN10ZI/nMuPTCbxciCIK0rIu8BFcUMQNVsCQnJw5Yd3JXa2Wq5NklEbNMpA8GSkRElUhxQVBRx0WHEy8XO34nO155SQBdJTalc8uyF5xNsHZAVLP7k4CqnqfiNYuefNzc6MuKQZOIpTnSBwMlI/GCyyQ0adLE0N2oNPLyHsPEhD++RERUsfiXhiolBklUHYW0sy/xoOySEjNAyT7W0tpJBbNL4mtdayuVhDgDruB9iZmkmt0Dim3Drl3hkhoAbIQPFsU9yRLFWOOktea+nNzVgLv7k9f558cVsX4TVW/8a0NEZOSUxiIVLE2JYgO6Ayg8m6wk7GPStFbm1ofSbLiSsAm+XGyApBQcFXWelzxoiteUHZ3+l1/GdPpf/ga9XFaA5DjrjYiIiEgBM0pEREasYFnKISZ/hpg0uLkArycDmh8GHyt1dkmfLUyA/CxSLXftwd1lGcStRN9MUnHXitmlk7JtVACUaIsXqj4YKBERGRmlmW3yIEkfNbsHwCM6GoD2FHx/p9YlLjPJAyJdkidXTHBUEcSgySsuBief3FdZypRUtbH0RkRERKSAGSUiIiOhNGi7pJkkOXFgtE1wNFIX5q8rhMSir5MP5gbyy2oFS3D6bldSGYhZpZB29hzQTRJmlKjSyM3LM3QXiJ4KcQVqoGxBUlnZx6RJX6KQYTV1vn4aZTd1XAzUceU3hd+unQ+80qzhlWat9cw5VonkmFEyEvsux6Le3b8N3Q2jNszVy9BdICKiaoaBEhGRESrvTFLN7gGwCX4ysHthyduWMkbt7JEWLZYIgchozfF55dNNIqPD0hsRUTU0KcAakwKstWbY6WNeXDIio9OkAKm07Rgbr7T88VhO7mqEtLOv9PdE5YOBEhEREZEClt6IiIxASDv7Ch9ELM6Ac4gBbvro3v6ktEqzNpN4vua+9V/HSB0XU6bFJ5WIA7qd3NUc0E0SBkpEREZGXgYyRmIgVDC4E1+XdHo9F3skY8bSGxEREZECZpSIiAxIu/xUvLnpp6TXi+p5lvnz5QOxy2uRRXkZTt92xbKX0v51T4OYybsJNRefJAkDJSKiSmJu+imtgCr4yT5u4tgjpWtE8sBKXH6gLGOV5sUlKwZ68u91BU0qlUrasDcxvuTlRnHhybKMVVJavDIx3k4KlDhWifQuvZ0+fRqBgYF46aWX4OLigl69emHlypXIzMzU+8Oio6Ph7OyM1NTUUnWWiIiI6GnSK6P0448/Yvz48QgICMCwYcNQs2ZNXL58GevWrcPZs2exfft2mJqaVnRfiYiqlIKDoct7EPfc9FNa+8YFBxfOQCXG28HfSVP2UqlUEAShRJ+hNLBbTld2aaG7nc5ziYyNXoHShg0b4OXlhUWLFknHOnfujObNm+Ptt9/GiRMn4O3tXWGdJCKqSlQqFQBIpSeg6CBJLJ+VdByTPEjSjAEqXGY7nHhZajc2oLvUt9IETPqMtwqOV0ufJTK2WX5eada4+WS5AnHxSaD8xnBR5aJX6S01NVXnL42XlxeCgoLQqFEjAMAvv/yCsWPHon379mjbti38/Pywc+dOxXYFQcCWLVvQp08fuLi4wN3dHaNHj8bVq1elc4YPH45Fixbhk08+QadOndCuXTssWLAADx48QEhICNq3b48uXbpg3bp1Wm3//fffmDhxItzd3dG+fXvMmjVLq+Q3e/ZsTJ06FVu2bEH37t3x4osvYvjw4UhISNBq58iRIwgICICrqyt8fHywdu1arWdx8uRJvPHGG3jxxRfRtWtXrFq1Crm5ufo8ViIiIjJyemWUunbtiqioKIwfPx59+vRBhw4d0KBBA9SoUQPjx48HANy8eRMjRoyAt7c3Vq1ahcePH+OLL77AggUL4ObmhlatWhVqNyoqCmFhYZg5cyZat26NpKQkrFy5EnPmzEH0k0GKALBnzx506NABK1asQFxcHMLDw3HmzBm4ublh5cqV+Prrr7FixQp06NAB7u7uSElJwZAhQ9CgQQMsXboUjx49QlhYGAIDA7Fr1y6Ym5sDAE6dOoUbN25g7ty5yM3NxaJFizB79mx8+eWXAIDvvvsOU6dORUBAAIKCgpCQkIBly5bBxMQE48aNw+nTpzF27Fj4+flhypQpSExMxMqVK5Geno4FCxYUut+MjAxkZGRoHVOruX4IUXVW2myKR/Qx6R9ttXwGSMcLltvk5+sa9L2onieQmJ+xEjM9YmYJ0D+7JC/DifydWsMj+pj0fXlnkrj4JFU0vQKloKAgpKenY9++fTh2TPMD37x5c/j5+WH06NGoW7cu/vzzT7i5uWHZsmWoUaMGAMDV1RUdO3bEhQsXdAZKycnJmDhxIkaOHAkA6NChAzIyMhAaGoqsrCzUrl0bAGBqaoqwsDDUrFkTnp6e2LlzJ/Ly8hAaGgoTExN07NgRhw4dwqVLl+Du7o4tW7bgv//+Q1RUFGxsbAAAL774Ivz8/HD48GH069cPAJCVlYV169ahYcOGAIBbt25h0aJFSEtLg7W1NdasWYNOnTohNDQUAPDyyy/jzp07iIuLAwCEhYXB1dUVK1euBKAJKOvWrYs5c+YgMDAQTZo00brfLVu2ICIiQt//b4iI9JIds0cKTgoGSTbBmnKbIAhaAZWcOBtuURpw0lqzh5s8oCnpFPl5cclSoBUcr5Y24RWDD8D4ym0FcakAEukVKJmbmyM0NBTTpk1DTEwMTp06hXPnzmHNmjXYs2cPduzYAW9vb3h7e+O///7DlStXcP36dfz6668AgEePHulsd948zX7TqampuHbtGq5du4aYmBjpGjFQcnZ2Rs2aNaXrbG1t0axZM5iYmEj9s7CwwP379wEAZ8+ehZubG6ysrPD48WMAgL29PZ577jmcPn1aCpQcHBykIAkA7Ow0v8TZ2dmoVasWLl++jDlz5mj1edasWdI5v/zyC4KCgqTPADTBUl5eHs6ePVsoUBo5ciT69++vdUytVmPo0KFFPH0iIiIylBKto2RnZ4chQ4ZgyJAhePz4Mfbv348FCxYgIiICixcvxscff4xdu3YhJycHjo6OaN++PQDltG1CQgKCg4MRGxuLWrVqoVWrVlJwJL9GPCZXq1YtxX6mp6fj0qVLaNOmTaH3GjRooNiGGHjl5eXh3r17ADRBmS4ZGRnIy8vD8uXLsXz58kLv37lzp9AxKysrWFlZKfabiKigh8ei4S/L7sjJS1y6ym2R0Wla/y3NjtkDAIqZJSA/kyJmloCS7+OmUqmkLFJBYhlOXga0a+ejuKaRPvRZU6m07cuzYMHxlzGvVK1QZVZsoHTx4kVMnDgRa9asgaura/6FZmYYMGAAYmJikJCQgDVr1mD37t1YsmQJvL29YWFhgezsbHz11Vc6283Ly8OECRNQr149HDhwAM8//zxMTEywfft2nDhxokw3ZWlpia5du2Lq1KmF3tMVdOkinldwzSe1Wo2///4bL7zwAgBgwoQJ8PX1LXS9PFNFRKREDEj0KUUdTsyftZa6sLXWOBpdguPVOv+wZ8fsUQyWHh7TjA/1KHC8JNP5C54r9lNpnJR8nFFZAiYl6rgYKUgE8sdfFbVQp8grzVoraKTqp9hZb82aNUNWVha2bt1a6L3c3FzcuHEDLVq0wMWLF9G2bVv07t0bFhYWAICff/4ZgO6MUmpqKv7++2+8+eabaNmypZTNEa8pCw8PD1y7dg3Ozs5wcXGBi4sLWrZsiYiICMTGxurVhqWlJVq2bInjx49rHf/8888xc+ZMWFpaolWrVrhx44b0GS4uLqhRowZWrFjBQdpERERVQLEZpXr16iEoKAihoaFIT09H//79YWdnh9u3b2Pnzp24desWIiIisHfvXnz22WfYtm0bWrZsiV9//RWRkZFQqVR4+PBhoXbr168PBwcHbNmyBfXr14eJiQn27dsnBSbZ2dmlvqnRo0dj//79GDNmDEaMGIEaNWogKioKFy9exPTp0/VuZ9KkSZg2bRqCg4PRq1cv/PHHH9i6dSveffddqFQqTJ06FZMmTYKlpSVeeeUVpKWlISwsDCYmJmjZsmWp+09EVZv4j8eiFmkUMzuxAd2ljNEkd+2sk1ImST6Auzji54iUSmZim8FFzIaTr6OUGJ9/XFe5TU5eeitrGU5ObEeeTZL3W6VS6ZVVoupNrzFKo0aNwrPPPott27YhJCQE9+/fh7W1tbQIZdOmTTFu3DjcuXMHERER+O+//9CsWTMEBwfj4MGDiI+P19lueHg4QkJCMH36dFhaWsLFxQWbNm3CqFGjcPHiRTRu3LhUN+Xg4IAdO3bgk08+waxZs6BSqdCmTRts2rQJrVvrP82zV69eCAsLw+rVq7F37144ODjgvffew7BhwwAAvr6+WL16NSIjIxEdHQ1LS0t4enpi5syZRY6hIiLSl1IwpI+CK23Lp/yLlAKjos4TS2mlWUJAl6JKbwUDOUA54CrYTsEAqSBBEEpUhqPqSSWU5aebyiwpKQm+vr6YErEU9RrWN3R3jNowVy9Dd4GoXMkzSgXHKIkBgr6BjJyY/QFQboGSnHzMkfxzlFbmLi6jBKBcAqWC7RQXKAH6jVcSxyjJ166i6qNEs96IiKj8yLf9OOnUWgqWHh6LLlUAIxKvjYxO0xkcyct5pSFem+reWmd2qeD+dcVla4oqvcXqmPHnEa0dPJUlG8QyHBWHgRIRkZEoSxZJF/mSAQWzPMXNmNOXrqDJI/qYzgBHSVElM11ZqoJti4FTze4BUpAl7ndHVFZ67fVGREREVB1xjJKBcYyS/jhGiaqyohZpLA/yhRMLKmtWSRdxnFRJy1lK44pUKlWxWSr5Ok0nrdOkdaf0XSRTqa8co1S9sfRGRGTEEuPt4PS//BW4IZtFHBmt+QPu79S6QoKdshCDPpvgaL2CpZLMUFMKmDTHtVcUB/Tbo40z4EgJS29ERERECphRIiIyIDGLUbDsJg22LpBNkkpoc5cB0a9qztEjm+TkrtZZfjuceBnB0fnXK2VrSpuxSl3YGjbBhaf4A/mZG32m8QPaM9RKMli8pHvVEckxUDIS/Vp7oEmTJobuhlHLzcuDqQmToFQ1RUan6V6lW1ZqS4y3k9YkEva0Q7snf/TTQl4o0WfJ94ybF5estR+cfJq/uGebZqXt/CCrJEFTZHRaEat9awIofUpjcvqU4QrSpwzHpQJIF/7VoUqDQRIRET1tzCgRERmQPIshzyiJWR/5/m4DnAYAyF8NO26AZu0hJ3f9PktpFphYlgK0s0ji+YcTL2v1TZ81mMRzJhWRmJFnmkpaGtNnvzxd/J1aS9kofWawiTPe9D2fqh4GSkRERkBeTlrobif98U+Mzw9wAhECPAlk4gb4aAUqYmByOPEyguPVUjvyRSd1KRhoyMtyJQlACirpmCaxn/KgDSg+cJKvbq5vf8VgUN+Sn1Tu1Kt1qmpYyyAiIiJSwIwSEZGRkJeT5HRnhbQzNvINakWaQdjyI2mF2i+YhSlLFqk8FLxXeV/FTFlZS2DiPXpEH9MayC7HkhuJGCgRERkJMSjQBAv6l640ZTdNyexm93pwOJYOoPDYIlFZg6Gnubilrv3qVCqVVvAils9KOl4pNqB7seOVPKKPseRWzbH0RkRERKSAGSWqULm5uTA1NTV0N4iMXkg7+2IHXhckDuD2iD6Gm93rScfF1w7H1CXKsChloICKzSKJW7EAmvJaRe55V5A4sFtOEARpRiHLbsRAyUgcP3AGttZVb1Pc3oO7GboLRFWSZtPZ/HKbPsQxPgWDIXGm29MOksRAz9/JTuqDIAhFjqEqSmlmwCmV8zjTjUQsvREREREpYEaJiMiAtAdwF0+TSdIuCalUKr2zSkDRJTZRRWSREuPtCqzTZCd7rXuLkZJuVVJaBUtwLLmRiIESEZGBKI1LioxO0zouH4tU2j/gBa8Vx+AUDJqkAGloEUtqb9e9yW1xnNzVWiuNay9doKHPBrb6zFYrqZKu2E3VB0tvRERERAqYUSIiMpDgeLXOzJF8f7TEeDu02xOj+eZJxqM44jpKumZ0icQ2PVSq/D4UlUWSk59XyuwSAJ1bsADaA6wruuQmV9TzouqLgRIRkYHI93dLXdhaChzkQYNH9DHFAEm+NxzwEIAmSBJLR2khLyAy+rLsnMLXxgZ0B4Z6lv4myiloKg/6LDjp5K7Wer5ExWHpjYiIiEgBM0pERAZUcPaaxmWd74e0s9daJ0jMEsnXD1robqc1k664/dHKdXabmF0qRWZJ7IdN8GXpvha62+nMspWkPfFaeTtKbSqtqUTVW4UHSrNnz8bevXuLPGfy5MmYMmVKRXcFAPDll19i3rx5OH/+PKysrEr8PhFRRVH646y0iKIYBE0KeUHn7Dmb4Ms629Qa+1OWspuSoQElCpYio9Oke1FalVtpPBNQ/B558nIbS29UUhUeKE2cOBGDBw+Wvn/vvffw7LPPYuLEidIxOzvj+aH19fVFixYtULt2bUN3hYiIiAyswgMlR0dHODo6St/XrFkTNjY2cHNzq+iPLhUbGxvY2NgYuhtERAC0BygXXPNIzArZBB/TeW1Rs7gqcu82ACUqwwXHq2Wz2/Trl3i+SqXSa284fUpvRLoYzRilzMxMRERE4MiRI0hJSUGrVq0wffp0eHrmp4Vv3LiBRYsW4ezZs7C0tERgYCB++OEHODo6YtGiRVI7y5cvx3fffYfMzEy4ubnh/fffR6tWrXR+bmJiIoYMGQIXFxdERkZi3759WqW3hIQELF68GBcvXoQgCPDw8MCsWbPQsmVLACj2fSKisgiOV0tlKaWp8krHPaKPYZ5Sw/ouBVBWJSzDyVfv1meD3IXudtJq5SUJmIj0ZRSz3nJzcxEYGIj9+/dj/PjxCA8PR8OGDTFmzBicPn0aAJCdnY2RI0fi77//xpIlSzBz5kxERUXh4sWLUjt5eXmYMGECvv32WwQFBWHVqlUwMzPDsGHDkJSUVOhzb926hcDAQLRo0QLh4eGoUaNGoXPEEuGqVauwYsUKpKSkYPz48cjLy9PrfbmMjAwkJSVpfanV/KUlIiIyVkaRUYqJicHFixexefNmdO7cGQDQtWtXDBw4ECtWrMCXX36JvXv34tatW/j222/RtGlTAECzZs3w5ptvSu389NNPOHfuHLZu3YqOHTsCALp06QJ/f3+sW7cOCxculM7NyMjAhAkTUL9+faxZswbPPPNMoX7dvn0b169fx/Tp09GlSxcAmvFUhw8fxoMHD/DgwYMi37e0tNRqb8uWLYiIiCjHJ0dEVZ18raWCxB3u5SW2otYRkq/ZZExSF7aWyoexsbEI9vDQvA7oDnkpTlepzN+ptZRx0xdLblQSRhEonT9/HnXr1pWCJEDzC/3qq69i6dKlePjwIc6dOwdnZ2cpSAIAV1dX2NvbS9+fPXsWtWvXhoeHBx4/fiy14+npiZMnT2p95pQpU/DHH39g165digO369evD0dHR7z//vs4ceIEvL290aVLF8yYMQMAYGFhUeT7BY0cORL9+/fXOqZWqzF06NASPC0iqm7EmWsFF1SULw8gkgdVRjPFXY/xSmLwlrhopnRfBctk8pJcSVfs1ic4cvrfk78nhl03k4yMUQRKGRkZsLW1LXTc1tYWgiAgKysLaWlpOgdZy69LT09HVlYW2rRpU+i8mjVran3/4MEDODo6YsWKFdi6davOfpmYmGDz5s2IiIjA0aNH8dVXX6FWrVoYM2YMJk2aVOz7Bf8VaGVlxSUHiIiIKhGjCJTq1q2Lu3fvFjqekpIClUr8Y6SxAAAaJUlEQVQFKysrNGzYEAkJCYXOSUtLk15bWlqiQYMGWLNmTaHzCgYta9euxT///INx48Zh37596Nevn86+NW7cGKGhocjNzcXFixexe/duhIeHo0WLFvDz8yv2fSKi8iSW2wDtTJOYVSpqLSZjK7np4uSuxiR3zZpQkdFpBUqJmv/eL3S3k55DbGwsEO2hs62SlthsXtsBwIgycWQUjGIwt4eHB+7duycN3BZ98803ePHFF1GjRg289NJLuHr1Km7evCm9f+XKFfz7779a7dy9exd16tSBi4uL9LV//34cPHhQq21bW1t4e3uje/fuWLp0Ke7du1eoX7///ju8vLxw5coVmJqawsPDAyEhITAxMUFycnKx7xMRlad5cckQBAGCIGChux1UKhVUKlWRY3TE1bx1LUj51JVipp1H9DFNUDR3mXRsUoA1FrrbaQImD+0gKTHeTvoqCansRlSAUQRKPj4+aNu2LWbMmIHdu3fjxx9/xNSpU/Hbb79h8uTJAIB+/fqhUaNGePvtt3HkyBEcOnQIkydPhomJCUxMNLfRo0cPtG7dGmPHjsW+fftw+vRpLFiwAJ9//jmee+45nZ89d+5cZGZmYtmyZYXea9GiBSwsLDBr1ix89913OH36NN5//32YmZnB29u72PeJiIiocjOK0puZmRk2btyIZcuWYcWKFcjOzkbr1q3x2WefSbPJzM3NERUVhYULF2LWrFmwsrLC+PHjsW7dOlhYWEjtREVFYfny5ViyZAmysrLQrFkzLFmyRLG01rRpU4wdOxaRkZGFBlrXqFEDn332GZYuXYoFCxbgwYMHaNWqFdavXw8nJycAKPZ9IqKKMC8uWXmNpCeKyiQlzjwFAHBaVgFbmOhBvvCjkkkB1lL/bWSZI3+n1vB3KjzTLzG+5P0QM0k2r+1gyY10UgmV5CfjypUruHnzJnx8fKRjGRkZ8PT0xJw5cyrtzLGkpCT4+voiePoi2FrXN3R3yl3vwd0M3QWiaitugI9iMBIZrRnvM2mhD/DCU/yH3ZOZb/oESkrkZTWP6GMlngEnkpfbGCiREqPIKOnj3r17mDBhAiZOnIjOnTsjIyMDmzdvRp06ddC7d29Dd4+IiIiqoEoTKHXs2BFLlizBpk2bsGnTJpibm6N9+/bYsWMH92YjIpKJG6DJvOudsfk9UfO/TyGzJGaDyrKViJO7WmonNqC7tL5SUYttal1fIJMEcKYbKas0gRKgGdCtNNaIiIj0J479iQyO0ZTfAE3AVJHB0u+JUlAjLgFQHsRZf0UFSlJg5u4uHWO5jfRhFLPeiIiIiIxRpcooERFRBRPLcHIlzTLpauMpc3JXa2WPAJbbqHQYKBERVSElXVxyUoA1IoNjNK8X+ug+qQICn7LMeitInPXmEX0MqQeHPDmqewFJltuopFh6IyIiIlLAjJKR6NanE5o0aWLobpS73NxcmJqaGrobRFQEcRC0zWs7ZBmZiqHPwOvyJpbaAJbbqOQYKFGFYpBEZNzkizfGBnSXgoqKDpjkn11eJTg5BkdUXlh6IyIiIlLAjBIRURVTXKZGnkUqSBwY/TTKcPL+lCSrVFT/OaONyhsDJSKiKqqogKI48jIcUPGlOHlfdQVN+t4LAyQqbyy9ERERESlgRomIqAqZF5eMkHaaNYTKOrNsoXt+Fqc8skuRwTFSmx7Rx6QyX0GlzYTFBnSHSqUCwMwSlR8GSkREVMjhxMuYF5csfT9P9p4YjMgVDJ7ERSzl5AtaBssCLyJjxtIblVlubq6hu0BERFQhmFEyEscPnIGtdX1Dd6NUeg/uZuguEJGMmAkKaWdf4vLb4cTLWm3ooqusJZb7RIrboTyRenCIVjlPqQxHZGgMlIiIqqh5cclSmUzfQEQMrFQqVYnG+RQMrAoGTrqI45VK009dnNzVQHSpLyfSiaU3IiIiIgXMKBERVWFiVkilUj3V8lZRpTtdytJPcd2lxHg7pC6E1A5nvlF5YKBERFSFBQYGAgBiY2Ph4eEhvT485lXpHF3jmAw11V4QhBKV4Zzc1VorkecvLXC5orpI1QxLb0REREQKmFEiIqqiAgMDsXHjRul1bGys9F6iuz8AYNKkSfkXLJr5VPtXFvJym/w1UXljoEREVEVFRUUhKioKgKakFRcXBwDw8PCQymlxcXFSSa4gYx7jIw+K5K/b7Xmy0KWORTGJSsNoSm/G+AtpjH0iIiKip6fCA6XTp08jMDAQL730ElxcXNCrVy+sXLkSmZmZAIBHjx4hJCQEP/zwQ0V3RW9qtRqBgYFIS0szdFeIiEpN/o89lUoFDw8PKZukUqmkY/Lz5V+G5hF9TPvA3GXA3GXSopjisXZ7YvIzSU/I75GoLCq09Pbjjz9i/PjxCAgIwLBhw1CzZk1cvnwZ69atw9mzZ7F9+3bcvn0bn3/+Odq3b1+RXSmRU6dO4cSJE4buBhFRmSkFPMYQCCmRLxUgBkvy/raTLVAp7GmXf3xPjDTLT2vsFVEZVGigtGHDBnh5eWHRokXSsc6dO6N58+Z4++23ceLECTz33HMV2QUiIiKiUqvQ0ltqaqrOf7V4eXkhKCgIjRo1gq+vLwBg2rRpGD58OAAgJycHn376Kfz8/NC2bVu89NJLmDx5MpKT8xcw8/HxwbJly/Dmm2+iffv22Lx5MwDg559/xrBhw+Du7g4XFxf07dsXR44cka4LDw/Ha6+9hv3796N79+5wd3fH22+/jaSkJABAdHQ05syZA0AT1IWHhwMAsrKysGTJEvj4+ODFF1/EwIEDtbJOZ8+ehbOzM3bu3IkuXbrA29tbapOIiEpOXgaUl9DExSTF43FxcdJAdXEAu9IAdaKSqtBAqWvXrjhx4gTGjx+PQ4cO4c6dOwCAGjVqYPz48WjevDkiIiIAADNmzMCCBQsAAKGhodi2bRvGjh2LqKgoTJ8+HadPn8bixYu12t+0aRO6du2KTz75BF27dsUvv/yCcePGoUWLFli9ejVWrlyJWrVq4Z133kFqaqp03b///oulS5di8uTJCA0NxbVr1zBq1Cg8evQI3bp1w4QJEwBoMmJvvPEG8vLyMGbMGERHR2PcuHEIDw+Hg4MDxo0bh59//lmrT6tXr8ZHH32EoKAgNGnSROu9jIwMJCUlaX2p1eryfehERFWQ0pgjQRCksVfyAMqYxlpR5VahpbegoCCkp6dj3759OHZMU2du3rw5/Pz8MHr0aNStWxetW2tWhH322Wfx/PPPA9Bkot59910MHDgQANChQwckJibiwIEDWu07OTlh8uTJ0vd79uzBK6+8IgVcAODg4ID+/fvj0qVL6N5ds8rrgwcPsGrVKnTt2lXq0+uvv45Dhw6hf//+cHR0BAC0adMGNjY2iImJQVxcHDZs2ICXX34ZAODt7Y1BgwZh5cqV0jEAGDlyJHx8dO+avWXLFikwJCIiIuNXoYGSubk5QkNDMW3aNMTExODUqVM4d+4c1qxZgz179mDHjh06ZySEhYUBAG7duoVr167h2rVriIuLw6NHj7TOKzi+acCAARgwYAAePHiAhIQEXL9+HWfOnAEArWvr1KkjBUkA0LJlSzRt2hQXLlxA//79C/Xn/PnzqF27tlZABAD+/v5YvHixNIMPgBTs6TJy5MhC7avVagwdOlTxGiIi0qiMA9Op8nsqC07a2dlhyJAhGDJkCB4/foz9+/djwYIFiIiIwJQpUwqdHxcXhw8++ABXr15FnTp10Lp1azzzzDOFzrO1tdX6/sGDB5g/fz6++eYbAJqMU6tWrQBo/yI1aNCgUFs2Nja4d++ezv5nZGSgfv36hY6Lx7KysrTaUWJlZQUrKyvF94mIiMi4VNgYpYsXL8LT0xOXLl3SOm5mZoYBAwbA29sbCQkJha67f/8+xo8fDwcHBxw5cgQXLlzA559/Dnd392I/c+HChTh58iTWr1+P+Ph4HDx4EOPHjy90Xnp6eqFjd+/eVQxy6tati5SUlELHxTFX9erVK7ZvREREVPlUWKDUrFkzZGVlYevWrYXey83NxY0bN9CiRQuYmppqvXft2jXcu3cPI0eOxLPPPgsAyMvLw6lTp4pNr168eBEvv/wyvLy8YG5uDgDSYGv5tampqfjll1+k769evYobN26gU6dOAAATE+3H4uHhgaysrEIDt7/55hu0adNGZ7aLiIiIKr8KK73Vq1cPQUFBCA0NRXp6Ovr37w87Ozvcvn0bO3fuxK1btxAREYE6deoA0Czy2KxZMzRv3hy1a9fG6tWrkZeXh4cPH2LHjh24cuWKNKNBaaVVFxcXxMTEYO/evbC3t8eZM2ekDSEfPnwonadSqTB9+nTMnKnZAHLlypVo3bo1evbsCQBSeezo0aPw8vJCt27d4OrqilmzZiEoKAj29vaIjo7GpUuXsHbt2op6hERERGRgFbo8wKhRo6RAIiQkBCNHjsTixYthb2+Pr776Co6OjrC0tMTYsWPx9ddfY9asWahTpw7Cw8ORkZGBCRMm4KOPPkK9evWwatUq5OXlFSrlyc2ePRuenp5YvHgxpkyZgjNnziAiIgLNmjVDfHy8dF6tWrUwefJkLF68GPPnz4ebmxs2bdoEMzNN3Ni5c2d06dIFCxcuRFRUFExNTbFhwwb07NkTK1euxJQpU6BWq7F+/Xp069atIh8hERERGZBKqGbTBcLDwxEVFaUVOBlSUlISfH19ETx9EWytCw8Yrwx6D+5m6C4QERFViArfFJeIiIiosmKgRERERKSg2gVKU6ZMMZqyGxERERm3ahcoEREREemLgRIRERGRAgZKRERERAoYKBEREREpeCqb4lLxuvXphCZNmhi6G6WSm5tbaCsaIiKiqoAZJSozBklERFRVMVAiIiIiUsDSm4Hl5uYCANRqtYF7QkRExsTOzk7ag5QMh/8PGNj169cBAEOHDjVsR4iIyKj88MMPlXbsalXCQMnAmjZtCgDYunUrGjdubODeGJZarcbQoUOxfft22NnZGbo7BsVnkY/PQhufR76q/iyq4j1VRgyUDMzc3BwA0LhxY/7L4Qk7Ozs+iyf4LPLxWWjj88jHZ0EViYO5iYiIiBQwUCIiIiJSwECJiIiISIHpBx988IGhO1HdPfPMM+jYsSOeeeYZQ3fF4Pgs8vFZ5OOz0MbnkY/PgiqaShAEwdCdICIiIjJGLL0RERERKWCgRERERKSAgZIBHT9+HH369IGfnx+mTp2KzMxMQ3epQu3fvx+vv/46+vbti8GDB+PXX39Fbm4uFi1ahF69euGVV17BF198IZ1//fp1DB06FP7+/hg4cCASEhIM2PuK8f3338Pd3R0AqvWzuHr1KoYPH45+/fohICAA//d//1dtn8fRo0fRp08f9O3bFyNGjMA///xT7Z6FIAh47733sHHjRgCl/9346quv4O/vj549e2LBggXIycl56vdCVYBABnH37l2hU6dOQmJioiAIgrB06VJhwYIFBu1TRUpISBC8vLyEW7duCYIgCMePHxe8vb2Fbdu2CWPGjBFycnKE9PR0wc/PT7h06ZIgCIIwYMAA4euvv5bOf/XVV4W8vDyD3UN5S0xMFHr06CG4ubkJgiBU22fx4MEDwcvLSzh+/LggCIJw9OhRwc/Pr1o+j+zsbMHV1VW4fv26IAiCsGnTJmHs2LHV6ln89ddfwvDhwwVXV1dhw4YNgiCU7nfj6tWrQteuXYW7d+8Kubm5QlBQkLB+/XqD3RdVXswoGciJEyfg4uKCZs2aAQDeeustHDhwAEIVHVtvbm6OkJAQNGzYEADQtm1bpKSk4Ntvv0VAQADMzMxQt25dvPrqq/j6669x69YtXLt2Da+++ioAwNvbGw8ePMDvv/9uyNsoN9nZ2Zg1axZmz54tHfv++++r5bM4efIkmjZtCm9vbwCAr68vwsLCquXzyM3NhSAIuH//PgAgKysLzzzzTLV6Ftu3b8cbb7yBXr16ScdKc/8//PADfHx8YGNjAxMTEwwaNAhff/21oW6LKjEGSgaiVqu19vGxs7NDZmYmsrKyDNiritOkSRN069YNgCatHhoaCh8fH9y5cwf29vbSeXZ2dlCr1UhOTkbDhg1hYpL/I9qoUSOo1eqn3fUKMX/+fAwaNAjOzs7SseTk5Gr5LBITE9GgQQO8//77CAgIwOjRo5Gbm1stn0ft2rXx4YcfYvDgwejSpQu2b9+OmTNnVqtnMX/+fPTp00frWGnuX9c1t27dqvgboCqHgZKB5OXlQaVSFTou/4Wvih48eIBp06bhn3/+QUhICARB0HoOgiDAxMRE5/MRBAGmpqZPu8vlbvv27TAzM8PAgQO1jlfHZwEAjx8/xo8//ohBgwYhOjoaw4YNw7hx4/Do0aNq9zyuXr2KyMhIHD58GCdOnMD48eMxZcqUQvdcHZ6FXGl+Nwpm58VriEqKPzUGYm9vj9u3b0vf37p1C3Xr1oWFhYUBe1Wxbt68icGDB8PU1BRbt26FlZVVoedw+/Zt2NnZwcHBAXfu3NH6j534XmW3d+9e/Prrr+jbty/GjRuHhw8fom/fvmjUqFG1exYA0LBhQzz33HNwdXUFAPTo0QO5ublo2rRptXseJ06cQLt27eDo6AgAGDp0KP788084ODhUu2chV5r/TihdQ1RSDJQMpEuXLrh06RKuX78OANi5cyd8fX0N26kKlJmZieHDh6Nnz55YuXIlatasCUAzHmXPnj14/PgxMjIycOjQIfTo0QN2dnZwdHTE4cOHAQA///wzTExM0LJlS0PeRrn46quvcPDgQezfvx/r169HzZo1sX//frzyyivV7lkAQNeuXZGUlIT/+7//AwCcP38eKpUKPXr0qHbP44UXXsD58+eRkpICQDM2p0mTJtXy90SuNPfv4+ODmJgY3L17F4IgYNeuXejRo4eB74QqIzNDd6C6srW1RWhoKKZOnYqcnBw4OjpiyZIlhu5Whdm+fTtu3ryJo0eP4ujRo9LxjRs34p9//kHfvn2Rk5ODQYMGoUOHDgCAFStWIDg4GGvWrIG5uTlWrVpVpVPnb731VrV8Fg0aNEBkZCQ+/PBDZGdnw9zcHOHh4XBzc6t2z6Nz584IDAzE8OHDUaNGDdStWxerV6+Gk5NTtXsWcqX53WjVqhUmTZqEkSNHIicnB66urhg7dqyB74QqI25hQkRERKSgav2zg4iIiKgcMVAiIiIiUsBAiYiIiEgBAyUiIiIiBQyUiMiocH4JERkTBkpEVGojR45E9+7dFYObq1evwtnZWa89tjIyMvDOO+/gt99+K+9uEhGVGgMlIiq1/v374+bNm4iPj9f5/oEDB1C7dm288sorxbZ1+fJlHDx4kBklIjIqDJSIqNR69uwJCwsLaWVkOUEQcOjQIfTu3Ru1atUyQO+IiMqOgRIRlZqFhQV69uyJb7/9Fnl5eVrvXbhwATdv3kT//v0BAElJSZg2bRo8PT3h7u6OCRMmSFv4nD17FiNGjAAADBw4ELNnz5ba2bp1K3r27Im2bdvi1VdfLRSU/fjjjwgICICrqys6d+6MOXPmID09vQLvmoiqEwZKRFQm/fr1w507d3DhwgWt4wcOHICjoyPat28PtVqNN954A3///TcWLFiA0NBQJCUlYciQIbh16xbatGmD+fPnAwBCQ0MxceJEAEBERASWLFkCf39/rF27Fp6enpgxYwa++eYbAMC///6LyZMno127dli/fj3ee+89HDt2DB999NHTfQhEVGVxrzciKpNOnTrBwcEBhw8flvbfevToEb777jspS7R582Y8fPgQUVFRsLGxAQB06NABPXr0wKZNmzB79mw8//zzAIAWLVrA0dERGRkZWL9+PcaMGYPp06cD0GwmnZWVheXLl6N379745Zdf8OjRI4wbNw4NGzYEANSuXRv//vvv034MRFRFMaNERGWiUqnw+uuv47vvvkNubi4A4KeffsK9e/fQr18/AMD58+fRsWNHKUgCABsbG3Tu3Bnnzp3T2e7Fixfx33//oVu3bnj8+LH01bVrV9y4cQM3btxA27ZtYW5ujjfeeANLlizB2bNn4ePjg1GjRlX4fRNR9cBAiYjKrF+/fkhNTcWZM2cAAAcPHkSHDh3QuHFjAJqp//Xr1y90na2tLbKysnS2KY4zGjx4MNq0aSN9TZs2DQBw584dNG3aFJs3b0arVq2wbds2jBgxAt7e3jh69GhF3CYRVUMsvRFRmTk5OcHV1RWHDx+Gq6srjh07hg8//FB6v27dukhJSSl0XUpKCurVq6ezzTp16gAAIiMj0ahRI52fCQAeHh5Yt24dsrOzcfr0aWzYsAHTpk3DsWPHdF5HRFQSzCgRUbno168fYmJicPz4cZiYmKBnz57Sex4eHjh79ixSU1OlY6mpqTh9+jTatWsHADA1NdVqz9XVFTVq1MDdu3fh4uIiff3555+IjIwEAHz55Zfw9fVFTk4OatWqBR8fH0yfPh25ubm4devWU7hrIqrqTD/44IMPDN0JIqr8HB0dsXbtWly+fBkvv/wyevfuLb33/PPPY/fu3YiJiYGNjQ3++usvBAcHIzs7Gx9//DEsLS1x//59fPHFF2jUqBFsbW3RuHFj3L9/H2vXroWJiQlycnLw/fff4+OPP4azszP69OkDCwsLbNy4Eb///jvq1q2LhIQEfPrpp6hRowaCgoIKBV9ERCWlErgMLhGVk6lTp+K7777D559/Ls2AE/3555/45JNPcP78eZiamqJDhw6YNWuWVELLy8vD7Nmz8c0338DLywtr165FXl4eNm7ciN27dyM5ORkNGzbEa6+9hsmTJ8Pc3BwAcOrUKXz66af4448/AAAdO3bEnDlz4Ojo+HRvnoiqJAZKRERERAo4RomIiIhIAQMlIiIiIgUMlIiIiIgUMFAiIiIiUsBAiYiIiEgBAyUiIiIiBQyUiIiIiBQwUCIiIiJSwECJiIiISMH/A08u69tADiNUAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkoAAAHDCAYAAADbdDUUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeVhV1f7H8TcgiIgI5lRaOVw7WoCgCOKACKaiomJZ5nhLQyvFiJxyzJxNU8Hx4hTadejaoKZZjpkTgtqoFmJXNHAERFHG3x/+ONcTHMUBEfu8nofngb3XXut7Nj3xca119rHIzc3NRURERETysSzuAkREREQeVgpKIiIiImYoKImIiIiYoaAkIiIiYoaCkoiIiIgZCkoixSwnJ6e4SxARETMUlORvy8/PD4PBgMFg4K233jI5t2zZMuM5g8FAQkLCfR8/NTWV8ePH8+WXX973vh+UXr16YTAYCA8PL5L+hw8fjsFgYPjw4UXS/81u/u/BYDBQr1493N3d6dy5M5s2bbrj/sLDwzEYDPTq1asIqhWRB6VUcRcg8jCIjo4mJycHS8sb/3bYv39/kY/Zo0cPjh8/jrOzc5GPVVKVL1+eKlWqUL58+Qc6pq2tLZmZmSQnJ/Prr78SGhqKra0tLVu2fGB1iMjDQTNK8rdnbW1NSkoKR48eBW4shcXExGBtbV2k4165cqVI+38UjBgxgl27djFixIgHNubw4cPZtWsXe/fuZceOHdSqVYvc3FyioqIeWA0i8vBQUJK/vbwZnbxZpKNHj5KSkmJ2picuLo6QkBC8vLyoX78+3bp147vvvjNpExsbS+/evfHy8sLd3Z3AwEDWrFljPO/n58fp06eBG2HAz8+vwLESEhIwGAy4uLhw9OhRunXrhqurK4GBgezevdukbUZGBuHh4Tz//PM4Ozvj7+/PnDlzyMjIMLbJWw4aM2YMUVFRtGjRAjc3NwYPHszFixeN7Qpa8tq/f79xWepWDh48SM+ePfHw8KB+/fq0b9+eVatW5athxIgRvP322zRo0IA333yzwL4KquPKlStMmDCB5s2b4+rqSkBAAB9//LHJdX/88QcDBgzAzc0NDw8PBg0axKlTp25Zd0GqVKli/N2cOXPGeLww9/qvTp48SaNGjYz3P8/u3bvp0qULzs7ONGvWjAkTJnD16lXj+bzlzc8//5yxY8fSsGFDmjZtSlRUFCkpKYSFheHm5oaPjw8rV640GfPy5ctMnDgRX19fnJ2dCQgIYPny5dz8gQx593jRokUsWbKEFi1aUL9+fQYMGEBSUtId3zORR42W3uRvz8PDg0OHDrF//35effVVDhw4AECjRo04dOiQSdu4uDi6du3KlStXsLKywtramkOHDhEcHMyHH35I+/btSUpKom/fvly9ehU7OztKlSrF8ePHGT16NPb29rRr145KlSqRmJhIdnY25cuXp1KlSresMTs7m3/+859cvXqVnJwcjh8/zoABA/jkk09wdXUlNzeXN954wxieypYtS0JCAnPnzuXnn39m/vz5xmVFgK1bt7J69WrKli1Leno6mzdvJiEhgdWrV1Oq1N3/byEpKYng4GCuXLmCra0tlpaW/P7774wdO5Y6derQsGFDY9v169eTk5ND6dKleeaZZwrVf05ODgMGDDD+jhwcHDhx4gQTJ07k2rVrBAcHc/78ebp378758+cpU6YM2dnZbNmyhUOHDrF+/XqcnJwK/Xr++9//8s033wBQrVo1gDu+1wBpaWm8+eabpKam0rx5c2NQ2rt3L8HBwWRnZ+Pg4EBycjJRUVHEx8ezePFikz6mTp3K5cuXsbS0JC0tjQkTJrBixQpOnz6NlZUVSUlJjB8/HmdnZ+rXr8+1a9fo3r07x48fN9Z54sQJJk2aRHx8POPGjTPpf9WqVZw5c4YyZcpw7do1tm/fjo2NDXPmzCn0/RJ5FGlGSf723N3dsbKyIjo6muzsbOPMkoeHR762U6ZM4cqVK7i4uLB7925iYmJ46aWXyMnJYfz48Vy7do0jR45w9epVnn32WQ4ePEh0dDQDBw7E19eXa9euAbB69WqqVq0K3PgX/erVq29ZY3Z2Ns7Ozhw4cIDdu3dTt25dMjMzWbBgAQCbNm1i9+7dWFtbs3TpUmJjY1m2bBnW1tbs2LGDzZs3m/R3/vx5Jk+eTGxsLEuXLsXCwoKffvqJHTt23NO9PHnyJM899xwdOnQgOjqa6Oho3N3dAfjhhx9M2mZmZrJs2TKio6N59dVXC9X/d999x4EDB7C2tmbt2rVER0czatQoAD777DNycnJYtmwZ58+fp02bNhw4cIDo6Gg6duzIuXPn+OSTT247xpQpU/Dx8cHLy4vnn3+eP/74A0tLS2ONd3qvc3Nzeffdd4mLi6Nu3brMmjXLGEY/+ugjsrOzGTFiBNHR0Xz//ffUrl2b3bt3c/DgQZN+rK2t2bZtG7t37zbu2bpy5Qrffvstu3btwtHREbgxmwkQFRXF8ePHKV++PJ9//jmxsbFMnToVgH//+9/5fh/nz59nzZo1xv+mAb7//vtC/V5EHmUKSvK3Z29vj8FgIC0tjZ9++omYmBgsLS1p0KCBSbuMjAzjH45BgwZRoUIFSpUqxfDhw7GysiI5OZlDhw5Rr149rK2t+eWXX+jZsycRERF4e3szb948unTpctd19u/fH1tbWxwdHenduzfwvz+K27dvB6BVq1Y0adIEAG9vb1q1amVyPk/16tWNtTRp0sQYCmNiYu66PgAvLy+ioqJ4//33iY6OZt68ecYlxr/uyapatSqenp6UKlWq0Ju180Ksl5cXrq6uALz88svs3LmTTZs2YWlpaZxt2rt3L61atcLPz4+dO3eaXH8rKSkpJCUlcfnyZRwcHHB3d2fBggU0a9YMuPN7HRsbazzWt29f7O3tAUhPT+fHH38E4F//+hc+Pj4EBgYal/j27dtn0o+/vz+VK1fGwcGBWrVqATeWcKtWrUr58uWpUaMG8L/7nDdm165dqVevHgCdO3c23rdt27aZ9N+oUSNcXV2xtLTE39/fpC+RvzMtvYlwY/bol19+Yfny5aSkpFCvXj3KlStn0iY5OZns7GzgRtDIU7ZsWZycnDh//jznz5/H29ub8PBwPvzwQ2JjY4mNjSU8PJyqVasyefJk4x/XO/XYY48Zv69cuTJwYw8KYNxfdHNdN/984cIFk+MVK1Y0+fmv/RUk77XfypUrVxg7diybN28mKyuLOnXqYGNjA2CyLwa47XJjQVJSUgCMsycANjY2xtm5m9ukpqaSmppqcv3Zs2dvO8bkyZNvGWjv9F7ffN/+9a9/0aFDBywtLUlNTTU+Q+v8+fP5xvlrrTeHybw3GlSoUMF47K/3Oa+Ogur84Ycf8tV585Kkra2tSV8if2eaURLhf8tsec/LKWjZzcnJCSsrKwDjLAncCAeXLl0C/hdAfH19Wbt2LVu2bGHChAk0bdqUxMREhg4detc13jzmuXPngP8FhrwQdXMbwPj8p78Go9OnT5v8EfxrfxYWFgAmm5NvFaLyzJ07l/Xr19OwYUP27NnD+vXrcXNzK7Bt3h/jO5EXFm4OEVlZWaxevZqYmBgyMjKM92LEiBEcO3aMY8eOcfjwYY4ePZpvWexu3Om9trS0ZMaMGVSqVInjx48bn5tVoUIF416mzz77zFhrbGwsx44dY/z48Sb95P23d7tjefLqKGydN+9Ny/v9i4iCkgjwv2CU9y/8mzcd57G2tsbLywuAiIgILl26RFZWFtOmTSM7O5sKFSrQoEEDli1bRoMGDXjllVdwcnKia9eudO/eHbgx25GVlQX87w9TWlqa8ditLFy4kLS0NNLS0ox7bfLqzFsW+uabb4xLNvv27ePbb78FMC6l5Dl37pzxnWIHDx407ofJ6y8vkPz8889kZGSQnZ1dqAdj/vbbb8CNWTZHR0fi4+ON9fz1CeR388c47/7n7f0CWLduHWPGjCE4OJicnBzja1i7di0XLlwgIyOD119/nYYNGxIZGXnHY/7Vnd7rhg0b0qFDB/r37w9gfHectbW1cRls8eLFZGZmkpSUhJ+fH02bNr3nZ3nl1bl27Vrjoy++/PJL494kc++0FBFTWnoT4cYsQc2aNYmPjwcKnlECGDp0KK+88gpHjhyhWbNmWFtbk56ejqWlJWPGjKF06dL4+/szf/58jh49SpMmTbC3tzfOOHXo0MEYkKpVq8Yff/zBtGnTWLRoUb63+//Vzz//jLe3N7m5uWRmZmJtbW3849uuXTtWr17NwYMH6dOnD/b29qSlpQE3/iC2bt3apC87OzsmTZrE7NmzjftQXF1d8fHxAW7suVm6dCknT57E19eXUqVKFSrYuLm5sWvXLrZu3YqnpydXrlwxBqS8eu5F8+bN8fT05MCBA/Ts2RMHBwfj8lq/fv2wtbWlV69erFmzht9//x0fHx9Kly7NlStXsLe3N+4juhd3eq/z7tvLL7/M4sWLOX36NP/+97/p06cPb731FsHBwWzYsIGtW7eSlZVFZmYmBoMh3x65O9WrVy+++OIL4uPj6dSpE2XLljX+rnv27ImLi8s99S/yd6EZJZH/lxeOatSoYXb/TL169fj0009p06YN9vb25OTk4O7uTmRkJAEBAQA8+eSTREVF0bp1axwdHUlPT6dGjRoMGjTI5C3ZAwcOpHbt2lhYWODk5HTbWaU5c+YY/7g988wzLFq0iOeeew64MTu1ZMkS3nzzTZ566imuX79OtWrVGDhwIHPmzMkXcpydnZkwYQL29vaUKVOGgIAAFi5caFzKadGiBWFhYVSqVIn09HQaNGjA/Pnzb3sP+/Xrx8svv4yjoyOWlpY0adKEd999F8i/OfluWFpasmDBAnr16kWlSpW4fv06tWvXZuTIkQwYMAC4sd9q5cqVtGzZ0ri85+3tzbJly4wbnu/Fnd7rPDY2NrzxxhsALFiwgLS0NHx8fJg7d67xEQ/lypWjU6dOLFmy5J4feGpvb8/q1avp1asXjz/+OBkZGdSsWZNRo0YZ3ykoIrdnkavdeiIPrYSEBONSztatW/NtzL1T4eHhRERE4OnpqSdNi4gUgmaURERERMxQUBIRERExQ0tvIiIiImZoRklERETEDAWlYpaVlUVCQkKhnqMjIiIiD5aCUjFLTEzE39+fxMTE4i5FRERE/kJBSURERMQMBSURERERMxSURERERMxQUBIREblPsnMyi7sEuc/0obgPiY2x03E6Vba4yxARkXvwkvek4i5B7jPNKImIiIiYoaAkIiIiYoaCkoiIiIgZCkoiIiIiZigoiYiIiJihoCQiIiIAfPrpp3Tt2pV27drRqlUrXn31VY4cOVLcZTFq1Ch++uknAEaOHMmePXse2NiP9OMBcnNzsbCwKO4yREREHnozZ84kOjqaWbNmUa1aNQD27t1L//79WbduHU888USx1bZnzx5efvllACZOnPhAxy6yGaVevXrh6urKyZMn85379ddfMRgM7N+/n3Xr1mEwGLh48eJ9HX/NmjXMmjXrjq4ZPnw4HTp0uK91iIiIPOzOnz/P8uXLmT17tjEkAXh7ezN8+HDS09NJSkrirbfeokuXLgQGBrJgwQIAEhISaNWqFR988AEvvvgirVu35ptvvjH2MX/+fIKCgujUqRNvvvkmSUlJwI2cMHDgQNq1a0dUVBSHDx+mR48edO3aFV9fX9577z0APvroI86ePcu7777LkSNH6NWrF5s3bwbg22+/pXPnznTs2JFXXnmFH374AYDw8HCGDx9O3759adu2LX369OHs2bN3dW+KdOnt+vXrjB49mtzcXLNtfH19Wb16NQ4ODvd17AULFnD58uX72qeIiMij6PDhw9SuXZvKlSvnO9e5c2dq167NkCFDeOGFF1i3bh2ffvope/bs4auvvgLg1KlTNGvWjE8//ZSwsDAmTbrx4M3PP/+c48ePs3btWr744gtatGjBqFGjjH07ODjw1Vdf0atXLz7++GNCQkJYu3YtGzduZNu2bfz000+EhoZSuXJlPvzwQ+rXr2+8Ni4ujrFjxxIeHs6XX35JSEgIb775JmlpaQAcPHiQ2bNns3nzZsqUKcOqVavu6t4U6dJbuXLlOHDggHHNsyAVKlSgQoUKRVmGiIiI3MJfJzTS0tLo0aMHAFevXqVly5ZER0eTkpLC7NmzjcePHj2Kq6sr1tbWtGjRAoBnn32W5ORkALZv386PP/7ICy+8AEBOTg7p6enGcTw8PIzfT5kyhV27drFgwQJOnDjB9evXuXr1qtma9+3bR+PGjXnyySeBG7NfFSpUMO5l8vT0xN7e3lhTSkrKXd2bIg1KDRs2xMLCgmnTpuHr60ulSpXytVm3bh0jRoxg7969VKhQAT8/P1555RUSEhLYtGkTWVlZPP/884wePdr4ggE+/vhjVqxYwZkzZ3j66ad56623aNeuHQB+fn6cPn2alStXsnLlSo4dOwbAl19+yfLly/n9998BqFevHmFhYTRq1Mjsa7jVOAA7d+5k9uzZxMXFYWdnh6+vL8OGDcPR0fG+3EMREZGi5urqSnx8PJcuXcLJyQl7e3u++OIL4MYy1pkzZ8jNzWXVqlWUKVMGgIsXL1K6dGkuXbqEtbU1lpY3Fqlu3huck5NDv3796N69OwAZGRkmgcXOzs74fc+ePTEYDDRv3pyAgACOHDlyyxWpnJycfPuQc3NzycrKAsDW1tZ43MLC4pZ93UqRv+tt7NixZGVl8cEHHxT6moULF5KamsrMmTN5++232bhxI/Pnzzeej4iIYOrUqbRr144FCxbQpEkT3nnnHTZt2mQ8X6lSJdq0acPq1asB2Lx5M0OHDsXX15dFixYxefJkUlNTCQ0NJSMjo8A6bjfO6dOnGThwIA0aNGDRokUMGzaM7du3M378+Lu9XSIiIg9clSpV6N27N4MHD+bMmTPG46dPnyY2NpayZcvi5ubG0qVLAUhNTeWVV15h69att+w3bzkubzls9uzZDB06NF+71NRUfvzxR959911at25NYmIi//3vf8nJyQHAysrKGIDyeHt7s3v3bk6dOgXc2Hj+559/mizP3Q9F/q63xx9/nNDQUCZOnMjWrVvx9/e/7TVVq1Zl5syZWFhY0KxZMw4cOMCuXbsYMmQIqampLFq0iH79+vH2228DN34RV65cYcaMGQQEBPDss89iY2NDxYoVcXNzA+C///0vPXr0YNCgQcZxrK2tGThwICdPnuSZZ54xqaEw4/zwww9kZGQQHBxsXNctW7Ysp0+fLvB1paamkpqaanIsMTGxkHdSRESk6ISGhvLll18SFhZGeno6ly9fpnz58rRr144ePXpw4cIFPvjgAwIDA8nIyKBDhw507NiRhIQEs3127dqVpKQkXnrpJSwsLHj88ceZMmVKvnYODg4EBwcTFBSEnZ0dVapUoUGDBvzxxx94e3vz/PPPM2TIEMaNG2e85h//+Adjx45l4MCBZGdnY2try4IFCyhXrtx9vS8P5PEAPXv2ZMOGDYwfPx4vL6/btndxcTGZTqtatSq//vorcGPD2fXr1/H19TVJlz4+PvznP//h1KlTxvXKmwUHBwM3wsqJEyeIj49n27ZtAAXOKBVmHGdnZ2xsbIzPnPD19cXPzw8rK6sCX9fy5cuJiIi47esXEREpDh07dqRjx44FnqtevToLFy4s8PihQ4cK/NnS0pKQkBBCQkLyXRcVFWXyc2hoKKGhoQWOPXToUONMVLNmzYzHAwICCAgIyNf+5kmRgn6+Ew8kKFlaWvLBBx/QpUsXZsyYwUsvvXTL9nnrn3luXlvM2yDWrVu3Aq89d+5cgUHp3LlzjBw5kl27dmFtbU2dOnWMb4EsaN2yMOM0aNCAZcuWsWjRIlasWMGSJUuoVKkSY8eO5fnnn893TZ8+fQgKCjI5lpiYaNwwJyIiIg+XB/bASYPBQN++fVm0aBH/+Mc/7rqfvCm1uXPnUqVKlXzna9asWeB1YWFhJCUlsXr1ap577jlKlSrFzp072bJlyz2N07BhQxYuXEh6ejp79+4lMjKSwYMHs3379nzXOTg43PfHIIiIiEjReaAfYfLWW2/x9NNPM3PmzLvuo379+lhbW3PhwgVcXFyMX7/99htz5841tsvbfZ/n8OHDtGvXjvr161Oq1I18+N133wEFzygVZpy1a9fi7+9PZmYmZcqUwc/Pj7fffpvs7GzjA7VERESk5HqgH2FSunRp3n//ffr06XPXfVSoUIFevXoxZcoUUlJScHV15ejRo3z00Uf4+/sbHyHg4ODAzz//THR0NB4eHri4uPDZZ59hMBgoX74833zzDf/+978BuHbt2l2N4+Hhwblz5xg8eDDdu3cnMzOT+fPnU716derVq3fXr1FEREQeDg/8Q3EbN25sfPDU3RoyZAhvvvkma9eupV+/fnz88cf06dPHZCd9//79+eOPP+jXrx9JSUlMnjyZ2rVrM2LECEJDQ4mLiyMqKgo7OzsOHz58V+PUrFmTBQsWcPHiRUJCQggLC+Oxxx5j6dKlWFtb39NrFBERkeJnkXu3T2CS+yIhIQF/f3/emd4Wp0pli7scERG5By95TyruEuQ+e+AzSiIiIiIlhYKSiIiI3FZ2TmaJ7v9uPdDN3CIiIlIyWVlas2bve0XW/50uW+bm5jJ8+HCeeeYZ+vbtW0RVaUZJRERESpi4uDj69OnD119/XeRjaUZJRERESpSVK1fStWtXnnjiiSIfS0FJRERESpQxY8YA8P333xf5WFp6ExERETFDQUlERETEDC29PSTaNxhC9erVi7sMERG5B9k5mVhZ6pMZHiUKSiIiIvfJoxySsnMyi/TJ4w9ryFRQEhERkdsq6hBzN/3f/BmvRUV7lERERETMUFASERERMUNBSURERMQMBSURERERMxSURERERMxQUBIRuQvZOZnFXYKIPAB6PMBDYmPsdJxOlS3uMkSkkIryeTIiD6OcnCwsLYsuNhR1/3fr4atIREREHjqWlqU4fHBikfXv5jGy0G2/+OILFi9ejIWFBWXKlGHkyJG4uLgUSV0KSiIiIlJinDhxgunTp7Nu3ToqV67Mzp07GTRoEDt27CiS8bRHSUREREoMGxsbJkyYQOXKlQFwdnbm/PnzZGRkFMl4mlESERGREqN69erGD5HPzc1l8uTJ+Pn5YWNjUyTjKSiJiIhIiXP16lWGDx9OYmIikZGRRTaOlt5ERESkRDlz5gzdunXDysqKjz/+GAcHhyIbSzNKIiIiUmKkpaXRq1cvgoKCGDhwYJGPV+KCUp8+ffjvf//Ltm3bsLCwyHf+2LFjdOzYkenTp9OxY8db9hUeHs6SJUs4dOhQocc3GAwMHTqUvn373nHtIiIiJVVOTtYdvYX/bvovzHOUVq5cyZkzZ/jmm2/45ptvjMeXLVuGk5PTfa+rxAWloKAghg0bxqFDh2jQoEG+8+vXr6ds2bI8//zzRTL+6tWreeKJJ4qkbxERkYdVUT8MsrD99+/fn/79+xdpLTcrcXuUWrdujZ2dHV999VW+c7m5uWzcuJGAgADKlClTJOO7ubkZ35IoIiIij7YSF5Ts7Oxo3bo1mzdvJicnx+TcwYMHOXPmDEFBQaxbtw6DwcDFixeN51NTUzEYDKxbt67Avv38/Jg7dy4jRozA3d2dZs2aMWfOHJNxDAYDixcvJisri06dOuHn58e1a9cAyMzMJDAwkM6dO5OZqc+BEhERKelKXFAC6Ny5M+fOnePgwYMmx9evX89TTz2Fh4fHXfe9dOlSzp49y6xZs+jevTsLFy5k9uzZ+dqVKlWKSZMmkZiYyMKFCwFYsGAB8fHxTJ06FWtr67uuQURERB4OJW6PEkDjxo154okn+Oqrr/D09AQgIyODr7/+mt69e99T3/b29syfPx8bGxtatGjB5cuXWb58OW+88Qa2trYmbZ977jlee+01IiMjqV+/PgsXLmTQoEEYDIYC+05NTSU1NdXkWGJi4j3VKyIiIkWnRM4oWVhY0LFjR77++muys7MB2LVrFykpKXTu3Pme+n7++edNnu7p7+9Peno6P/30U4HtBw0axBNPPMEbb7zBc889R79+/cz2vXz5cvz9/U2+evTocU/1ioiISNEpkUEJbiy/Xbx4kX379gGwYcMGPD09qVat2j31W6lSJZOfK1SoAEBKSkqB7UuXLk2bNm3IycmhadOmWFlZme27T58+bN261eRr5cqV91SviIiIFJ0SG5Rq1qxJ/fr1+eqrr0hLS2P79u106dLFeD7vGUu5ubnGY1evXr1tv8nJySY/520Gf+yxxwps/8cff7B8+XIMBgORkZHEx8eb7dvBwcH4GTV5X1WrVr1tTSIiIsUtbwWnpPZ/t0rkHqU8nTt3Jjw8HG9vbywtLWndurXxnL29PQBnz541hpy/bv4uyK5duxgyZIgxaH377bfY29vz7LPP5mubm5vLqFGjqFatGqtWreKFF15g1KhRrFixosCHYYqIiJRUVlZWbFq1o8j6D+jme8fXfPvttwwZMuSOHhx9p0rsjBJA+/btSUtLIzw8nLZt22JnZ2c85+XlRenSpZk4cSLff/89a9euZebMmbf9dOHff/+d0NBQvvvuOyIiIoiKiuKtt94q8LrVq1dz4MABxo0bh52dHWPGjOHgwYN88skn9/21ioiIyP+cPHmSqVOnFvk4JToolS9fnpYtW3Ly5EmCgoJMzjk4ODBr1iwuXrxI//79+eSTT5g2bZpJmCpIUFAQVlZWDBw4kM8//5z33nuP1157LV+7pKQkpk+fTqdOnYzvvPP29qZDhw7MmDGDM2fO3L8XKiIiIkbp6ekMGTKE4cOHF/lYFrk3b+L5m/Pz88PX15cxY8Y8sDETEhLw9/fnneltcapU9oGNKyL35iXvScVdgsgD97AsvQ0ZMgQvLy8aN25MYGCglt5ERERE4MaH4pYqVYoXX3zxgYxXojdzi4iIyN/LZ599xrVr1+jUqROZmZnG7xctWkSVKlXu+3gKSjfZtm1bcZcgIiIit/Dpp58av09ISCAwMJAvvviiyMbT0puIiIiIGZpREhERkdvKzs6+q2cd3Un/t/p0i4JUr169SDdyg2aURDpL0ioAACAASURBVEREpBDuNMQ8bP3fLQUlERERETMUlERERETM0B6lh0T7BkOoXr16cZchIoWUnZOJlaV1cZchIkVMM0oiIndBIUnk70FBSURERMQMBSURERERMxSURERERMxQUBIRERExQ0FJRERExAwFJREREREzFJREpEhl52QWdwkiIndND5x8SGyMnY7TqbLFXYbIffeS96TiLkFE5K5pRklERETEDAUlERERETMUlERERETMUFASERERMUNBSURERMQMBSURERERMxSURERERMx4qIOSn58f48ePL+4yRERE5G/qoQ5KIiIiIsVJQUlERETEjBIdlE6cOEFISAiNGzfG2dkZPz8/5s6dS25uLgD79+/HYDCwe/dugoKCcHV1pUuXLuzdu9fYx7p16/Dy8iIyMhIvLy/atGlDeno6aWlpTJgwgZYtW+Ls7Ezjxo0ZNmwYqampxmuPHDlCjx49cHd3x9PTk5CQEE6fPv3A74OIiIgUjRIblK5cuULv3r1JTk5m6tSpLFy4EC8vL+bMmcP27dtN2oaFheHv7094eDgVKlTg9ddf5/jx48bzly9fZt26dXz44YeEhoZSpkwZwsLC2LZtG2FhYSxevJjXXnuNDRs2MG/ePADS09MJDg6mSpUqzJs3jw8++IBffvmFd95554HeBxERESk6JfZDcePj43nqqaeYNWsWFSpUAMDb25tvv/2W6Oho/Pz8jG27du3KwIEDjW1atWrF0qVLmTx5MgDZ2dmEhITQvHlzAK5fv05mZibjxo3Dx8cHAC8vLw4dOsSBAwcA+O2330hOTqZXr164u7sD4OTkxL59+8jJycHSMn8GTU1NNZmRAkhMTLyft0VERETuoxIblJydnfnkk0/IzMzk999/5+TJk/zyyy9kZWWRkZFh0rZ9+/bG721sbGjevLkx8OT5xz/+Yfy+dOnSLFmyBICEhAROnjzJb7/9RlxcHKVLlwagVq1aODo6MmDAANq3b0+LFi3w9vbG09PTbM3Lly8nIiLinl+7iIiIPBglNigBLFiwgMjISC5fvky1atVwd3enVKlSxj1KeSpVqmTyc4UKFUhJScl37GZbt25l8uTJnDp1CicnJ5ydnbG1tSUnJwcAe3t7VqxYwdy5c/nss89YuXIlDg4OhIaG0r179wLr7dOnD0FBQSbHEhMT6dGjx129fhERESlaJTYoff7558yaNYuxY8fSoUMHypUrB9xYWvur5ORkKlasaPz5woUL+YLRzU6ePMngwYMJCgpixYoVVK1aFYDBgwcTFxdnbFenTh1mzZpFRkYGMTExLF++nPfff5/nnnuO+vXr5+vXwcEBBweHu37NIiIi8mCV2M3chw4domrVqrzyyivGkPTzzz9z8eLFfDNKN2/uzsjIYNeuXXh5eZnt+5dffiEzM5Pg4GBjSLp69SoxMTHGvnft2oW3tzcXL17ExsYGb29vRo8eDcCZM2fu62sVERGR4vHQzygdPXqUZcuW5Tv++OOP8+effxIREYGnpydxcXHMnTsXCwsLrl27ZtJ23rx5WFtbU7NmTT7++GOuXr1Kv379zI5Zr149rKysmD59Oq+88gqXLl1iyZIlnD9/HhsbGwBcXV3Jzc1l4MCBvP7661hbW7N8+XIcHBxuGcJERESk5Hjog1JMTAwxMTH5jv/73/+mX79+rFq1isjISKpVq0bfvn2Ji4vL137o0KGsWLGChIQEXF1dWblyJU8++aTZMWvWrMnUqVOJiIggODiYSpUq4ePjwwsvvMD48eNJSkqiSpUqREZGMmPGDIYOHUpmZiaurq4sXbr0lst6IiIiUnJY5P51neoRsn//fnr37s2nn36Ki4tLcZdToISEBPz9/XlnelucKpUt7nJE7ruXvCcVdwkiInetxO5REhERESlqCkoiIiIiZjz0e5TuhZeXF8eOHSvuMkRERKSE0oySiIiIiBkKSiIiIiJmKCiJiIiImKGgJCIiImKGgpKIiIiIGY/0u95KkvYNhlC9evXiLkPkvsvOycTK0rq4yxARuSuaURKRIqWQJCIlmYKSiIiIiBkKSiIiIiJmKCiJiIiImKGgJCIiImKGgpKIiIiIGQpKIiIiImYoKIn8TWXnZBZ3CSIiDz09cPIhsTF2Ok6nyhZ3GfI38pL3pOIuQUTkoacZJREREREzFJREREREzFBQEhERETFDQUlERETEDAUlERERETMUlERERETMUFASERERMaPQQWnv3r307duXRo0a4eLiQtu2bfnoo49IS0sryvoA2L9/PwaDgR9//LFQ7YcPH06HDh2KuCoRERF51BXqgZM7d+5kwIABdOnShZ49e2Jra8uvv/7KwoUL2b9/PytXrsTKyqqoaxURERF5oAoVlCIjI2natCkTJ040HvP29qZWrVr079+f3bt306JFiyIrUkRERKQ4FGrp7eLFi+Tm5uY73rRpU0JDQ6lSpQoAP/zwA6+//joeHh44OzvTpk0bVq1aZWy/bt06vLy82Lt3L506dcLZ2Zl27dqxdetWk3537txJ586dcXV1pVu3biQkJJicv3r1KiNHjqRZs2a4uroSFBTEli1b8tX38ccf07JlS1xdXenVqxdxcXHGc7169WL06NH07duXBg0aMHXqVAAuXLjA0KFD8fT0xN3dnQEDBnDq1CkAvv32WwwGg0k9EydOxGAwGNsAjB8/nhdffLEwt1ZEREQeYoUKSj4+PuzevZsBAwawceNGzp07B4C1tTUDBgygbt26nDlzht69e2NnZ8fs2bOZO3cuNWvWZOzYsRw9etTY15UrV3jvvffo0aMHCxcuxMnJidDQUJKTkwE4fPgwb7zxBjVr1iQiIgJvb2/GjRtnUs/UqVPZt28fI0eOZOHChdSuXZvBgwebBKG4uDg+//xzRo4cyZQpU4iPj2fIkCEm/axbt47q1aszZ84cAgICuHbtGr179yYmJoZRo0Yxbdo0zp8/T8+ePUlJSaFx48ZYW1uzb98+Yx8HDhwAICYmxnjs+++/x8fHpzC3VkRERB5ihVp6ywsyn3/+Odu3bwegVq1atGnThldffZXy5cvz22+/4ebmxocffoi1tTUA9evXx8vLi4MHD1K3bl0AMjMzGTJkCO3atQPgscceo1OnTuzfv582bdoQGRlJjRo1mDlzJhYWFvj4+HD58mWioqKM9Rw8eJCmTZsSEBAAQMOGDalYsSJZWVkmdc+fP98425WUlMSUKVNIS0vD3t4egLJlyzJq1ChjvatWrSI+Pp7169dTu3Zt4MYSY8uWLYmKimLgwIG4u7uzf/9+XnzxRVJSUjh+/DjPPvssBw8epHPnzpw+fZqTJ08WuBSZmppKamqqybHExMTC/ApERESkGBQqKNnY2DB58mQGDx7Mtm3b2LNnDwcOHGD+/Pn85z//4ZNPPqFFixa0aNGC69evc/ToUU6ePGl8l1pGRoZJf25ubsbvq1atCkB6ejoAsbGxBAYGYmFhYWzTunVrk6Dk7u7OmjVrOHv2LC1btsTX15fhw4ebjPHEE08YQxJAtWrVgBthJS8oPfXUU8aQBDfeXff000/z9NNPG0OXra0tDRs2ZN++fQwcOJDmzZuzYsUKAKKjo6lcuTLt27fnP//5DwC7d+/GyckJFxeXfPdx+fLlRERE3P6Gi4iIyEOhUEEpT9WqVenevTvdu3cnKyuLL774grFjxxIREcGkSZOYMmUKq1evJjMzk6eeegoPDw+AfPubbG1tjd9bWt5Y/cvJyQFuBBknJyeT9hUrVjT5edSoUVSuXJkvvviC7du3Y2lpyfPPP8+kSZOMIahMmTIm1/x1HLgxm3Wz5ORkTpw4wXPPPZfvtdeoUQO4sQw5Y8YM4uPj2b9/Px4eHjRs2JDp06dz8eJFvv/+e5o3b24c72Z9+vQhKCjI5FhiYiI9evTI11ZERESK322D0uHDh3nzzTeZP38+9evX/9+FpUrxwgsvsG3bNuLi4pg/fz5r1qxh6tSptGjRAjs7O9LT0/n000/vqCBHR0cuXLhgcixv/1IeW1tbQkJCCAkJ4cSJE3z99dfMmzeP6dOn8/7779/ReDcrV64cdevWZcKECfnO2djYAFC3bl0qV67M/v37OXjwIC+99BLOzs6UKVOGAwcOsG/fPkaPHl1g/w4ODjg4ONx1fSIiIvJg3XYzd40aNbhy5Qoff/xxvnPZ2dmcOnWKOnXqcPjwYZydnQkICMDOzg6A7777Dsg/o3QrXl5ebN++3WS/0c6dO03G7NChA8uWLQNu7JV64403cHNz488//yz0OAVp0KABCQkJVKtWDRcXF1xcXHB2dmbZsmXs2LHD2K558+Zs376dY8eO0ahRI6ytrXFzc2PZsmVcvnyZZs2a3VMdIiIi8nC47YySo6MjoaGhTJ48meTkZIKCgqhatSpnz55l1apVJCUlERERwWeffca//vUvVqxYwTPPPMOPP/7I3LlzsbCw4Nq1a4UuaMCAAbzwwgu89dZbdO/enWPHjrFy5UrjeSsrK1xdXZk7dy6lS5emVq1aHDlyhJiYmHuaTQJ48cUXiYqK4rXXXiM4OBhHR0dWr17Nli1b6Nixo7Fd8+bNefvtt3FycjJu+vbw8CA8PBx3d/d8S4ciIiJSMhVqj9I///lPnn76aVasWMGECRO4fPkyTk5OxodQPvnkkwQHB3Pu3DkiIiK4fv06NWrUYPTo0WzYsIFDhw4VuqA6deqwZMkSpk2bxqBBg6hZsyZjxowxeWv/qFGjsLOzY8GCBVy4cIFq1aoxbNgwunbteud34Cb29vasXLmSadOmMW7cODIyMqhTpw7z5s0zeRdb06ZNsbKywsPDw7jp3NPTE0CPBRAREXmEWOTeybqY3HcJCQn4+/vzzvS2OFUqW9zlyN/IS96TirsEEZGHXqE/FFdERETk70ZBSURERMQMBSURERERMxSURERERMxQUBIRERExQ0FJRERExAwFJREREREzFJREREREzCjUk7ml6LVvMITq1asXdxnyN5Kdk4mVpXVxlyEi8lDTjJLI35RCkojI7SkoiYiIiJihoCQiIiJihoKSiIiIiBkKSiIiIiJmKCiJiIiImKGgJCIiImKGgpLIIyI7O7u4SxAReeTogZMPiR3r9/GYU8XiLkNKsIBuvsVdgojII0czSiIiIiJmKCiJiIiImKGgJCIiImKGgpKIiIiIGQpKIiIiImYoKImIiIiYoaAkIiIiYoaCkoiIiIgZxRaUQkJCaN26db7jixYtwmAwMHTo0HznXn/9dbp27fogygPAYDCwePFiAMLDw3F3d39gY4uIiEjxK7ag5OXlxR9//MHFixdNju/duxdHR0f27NljcjwnJ4fDhw/j7e39wGpcvXo1gYGBD2w8ERERebgUW1Dy9PQE4PDhw8Zj169fJzY2ll69enHu3DmOHz9uPPfbb7+Rmpr6QIOSm5sblStXfmDjiYiIyMOl2IJSnTp1eOyxx0yCUkxMDJmZmfTs2RMnJyeTWaWYmBhsbGxo0KABABs2bCAwMBAXFxdatWpFVFSUSf9paWlMmDCBli1b4uzsTOPGjRk2bBipqakADB8+nDZt2uSrq0uXLsZlv5uX3gpyuxpERESkZCvWzdyenp4cOnTI+POePXtwdnbG0dERLy8vvv/+e+O52NhYGjRoQOnSpfnss88ICwujUaNGzJ8/n86dOzN58mQiIyON7cPCwti2bRthYWEsXryY1157jQ0bNjBv3jwAOnTowMmTJzl69KjxmlOnTvHzzz/Tvn3729ZemBr+KjU1lYSEBJOvxMTEO7pnIiIi8uCUKs7BPT09mT59OtnZ2VhZWbFnzx6aN28OQJMmTZg8eTIZGRnY2NgQGxvLSy+9RE5ODjNnziQwMJAxY8YA0KxZMywsLJg3bx7du3fHysqKzMxMxo0bh4+PD3BjT9ShQ4c4cOAAAN7e3lSsWJHNmzdTt25dADZt2oSTkxNNmza9Zd2FqcHOzi7fdcuXLyciIuL+3DwREREpcsU6o+Tl5cXVq1c5duwYly5d4tdffzWGlCZNmpCens6RI0dISkri9OnTeHt7Ex8fz9mzZ/H19SUrK8v45ePjw5UrV/jhhx8oXbo0S5YswcfHh4SEBHbv3s3SpUuJi4sjMzMTACsrKwICAti8ebOxnk2bNtG2bVtKlbp1fixMDQXp06cPW7duNflauXLlfbqbIiIicr8V64xS7dq1qVSpEocOHeLkyZOULl0aNzc3AJ588kmqV69OdHQ0586dw97eHmdnZ+OeprCwMMLCwvL1ee7cOQC2bt3K5MmTOXXqFE5OTjg7O2Nra0tOTo6xbYcOHYiKiuLYsWOUKVOGX375hZEjR9627uTk5ELV8FcODg44ODjctn8RERF5OBRrUIIby28//fQTNjY2eHh4YGNjYzzXpEkTDh06xIULF/D09MTKyopy5coBMGbMGFxdXfP1V716dU6ePMngwYMJCgpixYoVVK1aFYDBgwcTFxdnbOvm5saTTz7Jli1bsLGx4fHHH6dhw4a3rbkwNYiIiEjJV+xP5vby8uLnn38mNjY2394gb29vjh8/bvL8pFq1auHo6EhSUhIuLi7Gr+TkZGbPnk1aWhq//PILmZmZBAcHG0PS1atXiYmJITc312SM9u3bs2PHDrZs2UK7du2wsLC4bc2FqUFERERKvmKfUfLy8uL9998nJycn3zOSvL29OXv2LOfPn2fKlCkAlCpVikGDBhl/9vb2JiEhgRkzZlCjRg2qV69OVlYWVlZWTJ8+nVdeeYVLly6xZMkSzp8/bzJjBRAYGMjChQsB+OCDDwpVc2FqEBERkZKv2INSjRo1qFixIllZWRgMBpNzTk5O1K1bl7Nnz1KnTh3j8Z49e2Jra8uyZctYsmQJjo6OtG3bltDQUCwsLKhZsyZTp04lIiKC4OBgKlWqhI+PDy+88ALjx48nKSmJKlWqAPCPf/yDZ555hoyMDJ599tlC1327GkRERKTks8j961qUPFAJCQn4+/sz+u2JPOZUsbjLkRIsoJtvcZcgIvLIKfY9SiIiIiIPKwUlERERETMUlERERETMUFASERERMUNBSURERMQMBSURERERMxSURERERMwo9gdOyg2+gY31RG+5J9nZ2VhZWRV3GSIijxTNKIk8IhSSRETuPwUlERERETMUlERERETMUFASERERMUNBSURERMQMBSURERERMxSURERERMxQUBIpobKzs4u7BBGRR54eOPmQ2LF+H485VSzuMqQECejmW9wliIg88jSjJCIiImKGgpKIiIiIGQpKIiIiImYoKImIiIiYoaAkIiIiYoaCkoiIiIgZCkoiIiIiZigoiYiIiJhRrEHpxx9/ZOjQofj5+eHi4oK3tzdvvvkmMTExxjbh4eG4u7sXY5UiIiLyd1VsQWnNmjV069aNP//8k5CQEJYsWcKYMWO4fv06vXr14uuvvy6u0kRERESAYvoIk6NHjzJ+/Hjat2/P1KlTsbCwMJ4LCAhg8ODBvP/++7Rs2bI4yhMREREBimlGKTIyEhsbG9577z2TkJQnJCQEDw8PLl26lO9cZmYmc+bMoU2bNjg7O9OoUSMGDhzIn3/+adJu9erVtG/fHldXV9q2bcuaNWtMzm/YsIHAwEBcXFxo1aoVUVFR+cZZtGgRbdq0wcXFhcDAQNavX288n5CQgMFgYNu2bfTt25f69evTvHlz5s+ffy+3RkRERB4ixTKjtGPHDry9vXF0dCzwfO3atZkzZ06B5yZPnsyGDRsYOnQoTz31FL/99hszZ85k0qRJhIeHA7B06VKmTp3KP//5T3x8fDhw4ACjR4/Gzs6ODh068NlnnzF8+HB69OjBsGHDOHz4MJMnT+b69ev069cPgGHDhrFt2zYGDRqEwWBgy5YtvPvuu1y7do2uXbsa6xkxYgQ9evSgX79+bNq0iVmzZvHss8/SokWLfLWnpqaSmppqciwxMfGu7qGIiIgUvQcelFJSUrh8+TJPPfWUyfHc3Fyys7NNjllZWeW7/uLFiwwdOpQXX3wRAE9PT+Lj442zPTk5OSxYsIAuXbowfPhwAJo0acKpU6eIiYmhXbt2zJw5k8DAQMaMGQNAs2bNsLCwYN68eXTv3p1Tp06xceNG3n//fbp162Zsk5aWxsyZM+nSpYuxnoCAAEJCQgDw8vLi66+/ZteuXQUGpeXLlxMREXFX901EREQevAcelPLC0F+X3L766iveeecdk2NDhw7Nd/2sWbMASEpK4sSJE5w4cYLY2FgyMjIAiI+PJzk5GT8/P5PrZsyYAUBcXBxnz57F19eXrKws43kfHx/mzJnDDz/8QFxcHABt27Y16aNdu3Zs3LiRuLg47OzsAHBzczOet7S0pHLlyly9erXA196nTx+CgoJMjiUmJtKjR48C24uIiEjxeuBBqUKFCtjZ2XHmzBmT482aNePTTz81/pw3Y/RXsbGxjBs3jmPHjlGuXDnq1atH6dKljeeTk5ON4xQk73xYWBhhYWH5zp87d46UlBRKlSqVb2mwYsWKAKSlpRmDkq2trUkbS0tLcnNzCxzbwcEBBweHAs+JiIjIw6dY9ii1aNGC77//nvT0dMqUKQNA+fLlcXFxueV1ly9fZsCAATRo0IDw8HCefvppAKZNm8bRo0cBKFeuHHBjie5m8fHxXLp0yXh+zJgxuLq65hujevXqfPXVV2RlZZGcnGwSls6fPw9gdm+ViIiIPFqK5V1vwcHBpKenM378+Hz7kgB+//33Aq87ceIEKSkp9OnTxxiScnJy2LNnj3EWp1atWjg6OrJjxw6Ta2fPns20adOM55OSknBxcTF+JScnM3v2bNLS0mjYsCEAmzdvNunjq6++4rHHHqNGjRr3eAdERESkJCiWGaVnn32WCRMmMGbMGH777Te6du1KjRo1SE1NZfv27Xz55Zc8/vjjNGrUiJ07dxqvq1WrFmXLlmXevHnk5ORw7do1PvnkE44ePYqFhQW5ubmUKlWK/v37M336dJycnPD29iY6OprNmzcTERFBqVKlGDRoEFOmTAHA29ubhIQEZsyYQY0aNahevToWFha0adOGKVOmcOXKFQwGA1u3bmXjxo2MGTMGS0t98ouIiMjfQbEEJYDOnTvj4uJCVFQUkZGRJCUlYWtri8FgYMSIEXTp0oUyZcqYBKVy5coRHh7OtGnTeOONN3BycsLDw4PZs2cTEhLCkSNHcHNz47XXXqN06dIsX76cZcuWUaNGDWbOnEmrVq0A6NmzJ7a2tixbtowlS5bg6OhI27ZtCQ0NNW4y//DDD5k9ezbLli0jOTmZWrVqMX36dDp27Fgs90tEREQePItcczuP5YFISEjA39+f0W9P5DGnisVdjpQgAd18i7sEEZFHntaQRERERMxQUBIRERExQ0FJRERExAwFJREREREzFJREREREzFBQEhERETFDQUlERETEjGJ74KSY8g1sTPXq1Yu7DClBsrOzsbKyKu4yREQeaZpREimhFJJERIqegpKIiIiIGQpKIiIiImYoKImIiIiYoaAkIiIiYoaCkoiIiIgZCkoiIiIiZigoiTxksnMyi7sEERH5f3rg5ENiY+x0nE6VLe4y5CHwkvek4i5BRET+n2aURERERMxQUBIRERExQ0FJRERExAwFJREREREzFJREREREzFBQEhERETFDQUlERETEDAUlERERETPuKSjt3buXvn370qhRI1xcXGjbti0fffQRaWlp96s+s/bv34/BYODHH38sVPvhw4fToUOH+1qDwWBg8eLF97VPEREReXjc9ZO5d+7cyYABA+jSpQs9e/bE1taWX3/9lYULF7J//35WrlyJlZXV/axVRERE5IG666AUGRlJ06ZNmThxovGYt7c3tWrVon///uzevZsWLVrclyJFREREisNdL71dvHiR3NzcfMebNm1KaGgoVapUAeCHH37g9ddfx8PDA2dnZ9q0acOqVauM7detW4eXlxd79+6lU6dOODs7065dO7Zu3WrS786dO+ncuTOurq5069aNhIQEk/NXr15l5MiRNGvWDFdXV4KCgtiyZYvZ+tPS0pgwYQItW7bE2dmZxo0bM2zYMFJTU41tjhw5Qo8ePXB3d8fT05OQkBBOnz5t0k9ycjLvvPMO7u7ueHl5MWnSJDIz9aGmIiIij4K7Dko+Pj7s3r2bAQMGsHHjRs6dOweAtbU1AwYMoG7dupw5c4bevXtjZ2fH7NmzmTt3LjVr1mTs2LEcPXrU2NeVK1d477336NGjBwsXLsTJyYnQ0FCSk5MBOHz4MG+88QY1a9YkIiICb29vxo0bZ1LP1KlT2bdvHyNHjmThwoXUrl2bwYMHExcXV2D9YWFhbNu2jbCwMBYvXsxrr73Ghg0bmDdvHgDp6ekEBwdTpUoV5s2bxwcffMAvv/zCO++8Y9JPZGQkTk5OzJs3j27durF8+XKTIHiz1NRUEv6vvbuPr7n+/zj+2MaMZgzNhnyRa5uN+VooV8MyiW35JRL9Vn5yMUnCN5G+vkasr2py0SaXXTdJroqJCssK9fva10+ikm3mYmGM2c7vj33Pcc52jp1dORvP++3m9j37XLw/7/P5kpfX631x8qTFr7S0tBK9fxERESl/JS69GQOZTz/9lJ07dwLQrFkzQkJCePLJJ6lVqxZHjx4lICCAhQsXUrVqVQD8/f0JCgoiOTmZ1q1bA5CTk8OUKVMIDQ0FoG7dugwaNIikpCRCQkKIi4ujSZMmvPbaazg5OdG9e3cuXrzImjVrTP1JTk6mW7du9O/fH4DAwEDq1avH9evXC/X96tWr5OTk8PLLL9O9e3cAgoKCOHDgAN999x0AR48eJTMzkxEjRtChQwcAPD092bdvH3l5eTg758eYXbt25aWXXgLyS4+JiYkkJSUxYsSIQs9dtWoVsbGxJX3lIiIicouVOFBydXUlOjqaiRMnxUXCTQAAIABJREFUkpiYyJ49e/juu+9YsmQJn3zyCe+++y49evSgR48eXL16lX//+9+cOHHCNEvt2rVrFu0FBASYPnt7ewP5WR2AH374gYEDB+Lk5GS6pl+/fhaBUocOHfjwww85ffo0vXr1omfPnkybNs1q36tVq8aKFSsAOHnyJCdOnODo0aMcO3aMatWqAflBX+3atRkzZgwDBgygR48edOnShc6dO1u0ZQyijBo2bGhRvjM3cuRIwsLCLI6lpaUxfPhwq9eLiIiIY5U4UDLy9vZm2LBhDBs2jOvXr7NhwwZmzZpFbGwsc+fOZd68eXzwwQfk5OTQuHFjOnXqBFBofJObm5vpszFbk5eXB+SXrDw9PS2ur1evnsXPM2bMwMvLiw0bNrBz506cnZ3p27cvc+fOxd3dvVC/d+zYQXR0NL///juenp74+vri5uZmeqa7uztr165l8eLFrF+/nnXr1uHh4cGkSZMYNmyYqZ3q1atbtOvs7Gx17BaAh4cHHh4etl+miIiIVCglGqN08OBBunbtyqFDhyyOV6lShYiICHr06MGxY8dYsmQJH374IfPnz+f7779n27ZtzJgxo9jPq127NmfPnrU4Zhy/ZOTm5kZUVBQ7duxgy5YtREVFsXPnThYsWFCovRMnTjBx4kS6dOnCrl272LdvH3FxcTRt2tTiuhYtWrBo0SKSkpJYuXIlgYGBzJ49u9D3FhERkdtTiQKlJk2akJWVxerVqwudy83N5ffff6dFixYcPHgQX19f+vfvT40aNQD4+uuvgcIZpZsJCgpi586dFuONdu3aZfHMhx56iJUrVwL5ZbNnnnmGgIAAUlNTC7V3+PBhcnJyGD16tKnMd/nyZb7//ntTv3bv3k2XLl04d+4crq6udOnSxTQW6dSpU3b3XURERCqvEpXeateuzaRJk4iOjiYzM5OwsDC8vb05ffo077//Punp6cTGxrJ+/Xrefvtt1q5dS8uWLfnpp59YvHgxTk5OZGdn2/28MWPGEBERwbhx4xg2bBhHjhxh3bp1pvMuLi60b9+exYsXU61aNZo1a8ahQ4f4/vvvmT17dqH22rRpg4uLCwsWLOCxxx7j/PnzrFixgjNnzuDq6gpA+/btMRgMjB8/nqeffpqqVauyatUqPDw8CAoKKslrExGRSmJOpA8AMQnZnD9/3sG9EUcq8RilUaNG8Ze//IW1a9cyZ84cLl68iKenp2kRynvuuYfRo0eTkZFBbGwsV69epUmTJrz00kt8/vnnHDhwwO5ntWjRghUrVvDqq68yYcIEmjZtysyZM5kyZYrpmhkzZlCjRg2WLl3K2bNnadiwIVOnTmXIkCGF2mvatCnz588nNjaW0aNHc/fdd9O9e3ciIiJ45ZVXSE9Pp379+sTFxRETE8MLL7xATk4O7du355133qFOnTolfW0iIiJSiTgZilMDkzJ38uRJgoODeW7Bg3jefZejuyMVwH91mevoLojckYxZJIDIyK4AtB2QqIzSHa7Us95EREQqK/PgaPKcSNPnBm0XAyhIkpKvzC0iIiJyu1NGSURE7hjmGSSwzCIZZR5PuVXdkUpAgZKIiNwWCgZB1lgLjIyMAZLGJYk5ld5EREREbFBGSUTkDnOzzMuM+MKL9JZ3O6VhazB2cancJrYoUBIRuQPYE1BkHk+xGvyYBz32Bibm15VH0GRsvzTBEVgGSG0HJAKa6SaWFChVEAM6TqFRo0aO7oZUALl5Obg4V3V0N0REBC046XDGBSd37NihQElEylRpy1LGbEt8/J5StRMzIx4ou8zSnEgfq2senTo8rsR9s+VWlRCl4lKg5GAKlESkrJVVWcqamBnxJW43ZkZ8qQIPa9+rQdvFpgDJ/HNx2RqjZB4kKmi6M2nWm4iIiIgNGqMkInIb8fT0LHFWxR6T50SaylXFzSxNnhNpygqVR3bm8KbepSrDWWPc8w3Kf4C6VEwqvTmYSm8iUhY8PT2BsgsQ7FFeZTjjd4EbM9AKjksyatB2MZPD3YD8QMwYKB3e1JvaTdsU2Y+SLgsQH79HwdIdQqU3ERERERtUehMRkQrp1OFxpuySMWsEhbNAxvJYzIx4Dm/qDeSviXR4041rzLNLtrJIxnWUCjK2KXcmBUoiZSA3NxcXFxdHd0PuUOU9LsmWWzFeyfi9YmbE21UmuxEQWQY9Rd2bmpLNjoU3xiNt3vODqW/mpUBj0BQZ2bVcx1tJxaFAqYL4auM+6nrWc3Q3pIT6D+3p6C6IiEg5UKAkIiLFYszOFCxn2TN42h7GAdzmmbLIyK6mNY1iErKt3hcZ2bXIBSRt8WnjRmrKjXZDu3YE8geRm29pYswuqRx351CgJCIidjMPiAqWs6wFUAWPm382ji2aE+lTZPnKfPxQwTKjMTgyn8p/eFNv0z32BjXGcpsxSLLGPIgzHzclty/NehMRERGxQRklEZFKyhFloMJZofzj8fF7TBmdgpkm8wyUtc+wx+rA6PPnz9u1PpTxuebbjeS3fSMLZW1Gm/ngbZ82bqZ22g5INJ0L7dqxyL6VsNonlYQCJRGR24CtsldZtm1kK9ix535rZTi4MWvOvAxXcDaf+Sa9xnFK5kGi+Tgmc20HJFqMMzLy9PQ0BUSpKdn4tPnPwpXhbgQ/X7idggGRtTbl9qPSm4iIiIgNyiiJiNxGzLM0pc0u2Vp7yFZWqLhtW8tGTZ4TaSppmZfGMo+nmLJFM+JT6ZDgZLVda+U/W5kf8/LZjoVdLWa9KVskRgqUREQqKeOsK2vlpnw3jkdGdi3zvc9KGiQVvD8mIZuYhMWm49bGI8XH72F44n8CmXFt6bgpvMj2jWU5T0/PmwZLxmuKGpckd6ZbHiiNGDGC7777zuq5evXq8e2335bLc42bz77++us8+OCD5fIMERERub04JKPUsWNHpk6dWuh41apVHdAbEZHKw5jpAPu2DTEfAG3MMJmvN+QoN1sXyRrz75paykyWSHE4JFDy8PAgICDAEY8WEam05kT6FHtPNWO5bfKcNhZBU0UIloq7YGNJS32HN/U2jUWyd7yScVadpv5LhZv1lpCQQFBQEHFxcQQFBRESEsKVK1fIyclh+fLlhISE4Ofnx8CBA9m4caPFvbt27SI8PBx/f3+6dOnC9OnTyczMtPmsr7/+mscff5wOHTrg5+fHoEGD+OKLL0znc3NzefXVV+nZsye+vr6Ehoby3nvv2X1eREREKjeHZJQMBgPXr18vdLxKlfzuXLx4kYSEBBYuXEhWVhbVq1fnueeeIzExkQkTJtCqVSu++OILnn/+ebKzsxkyZAh//PEH48eP59FHH2Xq1KmkpqYyb948rl69ymuvvVboWT/++COjR49m6NChjBs3jqysLOLi4pg8eTK7du2iTp06xMfH88knnzB9+nR8fHxITEzk5ZdfplGjRjzwwANFni/owoULXLhwweJYWlpaGb1VEbldGcttxc0mFWTMLkVG3hgA7sjMkvkMtaIGmpvPeqsI2TC5czgkUNq1axft2rUrdHzv3r1AfqYmKirKFGwcOXKETZs2MXv2bIYOHQrA/fffz6VLl3jttdcIDw/nxx9/5Nq1a4wePRovLy8A7rrrLv744w+rfTh69Ch9+/Zl1qxZpmMNGjQgLCyMQ4cO0atXL5KTk/H19WXw4MEABAUF4ebmRvXq1QGKPF/QqlWriI2NLfb7EpE7V0nKbUWp3bQNk+fkByYxM+JLFXiUNHgpuBdbyuYDwI391qwpTT/tmQEnYo1DAqXAwECmT59e6LiHh4fpc/PmzU2fk5OTAQrNVgsNDWXTpk0cO3YMX19fXF1dGTJkCKGhofTs2ZPevXvj4uJitQ8RERFERERw+fJljh07xokTJ9i3bx8A165dA6BDhw4sWrSIESNG0KdPH3r37s2kSZNMbRR1vqCRI0cSFhZmcSwtLY3hw4fbvEdEREQcxyGBUs2aNfHz87vpNXXq1DF9/vPPP6lSpQq1a9e2uKZevXoAXLp0iZYtW7Jy5UqWL1/O2rVrWbFiBXfffTezZs2ib9++hdq/fPkyM2fOZMuWLQA0bdqU1q1bA/mlQYDRo0dTvXp1Pv74Y+bOncvcuXPp3LkzCxcupH79+kWeL8jDw8MiGBQRcbTJcyKJ+c+I5Vtd0jIO5m47INH02ZFlNfM1lZR1EqNKseBkrVq1uH79OpmZmRbB0pkzZwBMxwIDA1m2bBlXrlxh7969xMXFMXHiRHbu3Fmozb///e98++23LF++nL/+9a+4urry888/WwwQd3FxYdSoUYwaNYpTp06xfft23nzzTV588UXi4uKKPC8iUlJlNS6pMjAvw8UkJBY6V9bPKmoGnIi5CjfrzZrAwEAAtm7danF88+bN1K1blyZNmvDRRx8RHBxMTk4O1atXp3fv3jz77LPk5uaSnp5eqM2DBw/ywAMP0K1bN1xdXYH8WXBwI6P03//930RHRwP545eeeOIJ+vTpQ2pqql3nRUREpHKrFBml1q1bExISwrx588jKyqJVq1bs2LGDTZs2MXPmTJydnenUqRMZGRlMnDiRYcOGkZOTw5IlS2jUqBFt2rQpFCz5+fmRmJjI+vXr8fHxYd++fcTH56efs7Pz188IDAxkyZIl3H333fj5+XHs2DG2bt3KyJEj7TovIlIZGMtdt3J9pYLPsrboZMyMeIuFKY3Ms0yl2W/OFmWaxFylCJQAFi5cyOuvv87KlSvJzMykWbNmLFiwgIcffhjIH2O0dOlS3njjDaKiooD8WWgLFy60uuL3tGnTyM7OZu7cuQDce++9xMbGMnfuXA4cOEBYWBhjxowhLy+P9957j0WLFlGvXj1GjhzJ+PHjAYo8LyJS0dnanNYeZRlYmW+0a85a0OLp6WkKrMz7X9YBkwg4IFBas2bNTc+Hh4cTHl54s0NXV1emTJnClClTbN7btWtXuna1/oe2UaNGHDlyxPRznTp1eOONNwpd16NHD9NnFxcXJkyYwIQJE6y2WdR5ERERqdwqTUZJRETKnnnp6lbMgCtq3aWCWSHjoPYZ8alWrzPvv71lOK2pJMWhQElEpAIy7jU2eU6B4/8JZMpqNlxFL10Zv6f5ZsCARZ8rcv+l8qsUs95EREREHEEZJRGRSsie/dGKuh8Kl64i/5OoutlA7ZJuW2Lv4G9j++ZZM/PPMQmLbfbfSNklKSsKlEREKhHLqfz5x0oSMNkqXZV0BtzNlDSwulkwaH7c2jUlGbskYo1KbyIiIiI2KKMkIlKB2TNY2fz4zbJLRd1fHpmX1JTsYl1fsDxn3h/j4pP2bmtSVKZN25mIPRQoVRA9B95Ho0aNHN0NKaHc3FxcXFwc3Q25jZhv0Hp4k/33lSbQMb83tGvHEpfMzG3e80OxxiXZc21pS40ixaHSm0gZUJAkInJ7UkZJRKQSiozsWiYZH1t82riZxnOnpmTn/1wMxS25FaXtgES7S24iZUmBkohIBXb+/HnTOBpHBgrWAh9bAVRpxyWJVCQqvYmIiIjYoIySiEglZbmmkmMyMrayR5v3/ADkDwq3xZ7SoflMt7JYYFOkuBQoiYhUcJYz4G5d+c0Y5Gze88NNA56iGIMpnzZups8ladPaCtwi5U2lNxEREREblFESKYbcvBxcnKs6uhtyh7I1sLu8Z8CVldSUbIuSXHFn0hnZ3nbF9vW2+iNSFAVKFcSmHxbg+ftdju6GFOG/usx1dBfkDmerDFcRxisVxd5ymzGACX5+DzsW5n+XtgMSTZ8LBlhFbZBrq31j0CZyMyq9iYiIiNigjJKISCUyJ9IHgMnhbqZyW0FlUYa7WVmqqEHexc0cmWeICj63TWgHAE6FdiBmRjwAkW26Wi2nFTxW1Ey3mIRs7fEmRVKgJCJSwRmDI7gR/Ngz88sYWBS891YraqmAgsFR8PP5gd6pw+MsjsckZP+nnRtjnQp+p6L2dDMfJyViD5XeRERERGxQRklEpAKbE+lTrCySucjIrhYZFvNSnbXskq1yW2jXjnYtIHkrGbNLkZGWx4sqt5kPEI9JsF66FDGnQElEpAIyjUWaE1nElbYVnAVmHlQYg6aKEvgYBT+/p1DJzcg4y8+4WjfYv2GvlgKQklLpTURERMSGSp1RMhgMODk5ObobIiJlyrzcVhq2FmbMPJ5ise6SPVmlkm5nUtrtT4wD0ifPiTT1//Cmwlkl47NslRSNA8R3LOxq+qwZb2KPChMoDRo0iH//+9989NFHtG/fvsjrt2/fzu7du3nllVcAePPNN1mxYgUHDhwo766KiJQLY7nNfGxRaRQsvVkbv2O+qjcUrxRXlmOXbM10s6Z20zYc3pT/2XwhypiEbIvyorWFK0WKq0KU3o4cOcKRI0do3rw5H3/8sV33rFq1ivT0dNPPQ4YMYdWqVeXVRREREbkDVYiM0qeffkrr1q0ZPHgwb7zxBtOmTaNGjRrFasPb2xtvb+9y6qGIyK1TFtkka23ZWmPIWK4quMaQtSxRecyAu9kAbluM32Vy+B5TNgosB22bl9tESsrhgVJubi4bN24kLCyM/v37M3/+fLZs2UJERAQACQkJzJ8/n6effpq3336b2rVrU7NmTX766ScAWrVqxY4dO1i/fr1F6S03N5e3336bjz/+mIyMDJo0acKECRPo06eP6b4XXniBSLM87dixY7l48SJr1qzh5MmTBAcHs2TJEtatW0dycjIeHh4MGzaMZ555xnTPuXPneO2119i9ezd//vkn/v7+TJkyBT8/v1v1CkXkNjAn0sc0w82ejV5Loqip8z5t3AjlRvBjK2iyNl6pJGORjIHM4U29re7RVlR/jcwDIfOgyfy4cWZc2wGJGpskxeLw0tu3335LRkYGAwcOpH79+nTp0oWPPvrI4pqLFy+SkJDAwoULmTRpEvPmzaNt27Z07NiRDz74AC8vr0LtRkdHExsbS3h4OEuXLsXf35+oqCiSk5OL1b/p06fj7+/P0qVL6dWrF4sWLWLXrl0AZGVl8dhjj7Fnzx4mT57MP//5TwwGA48//jhHjhwp1NaFCxc4efKkxa+0tLRi9UdERERuHYdnlDZs2EDbtm1p2bIlkD+o+4UXXuDYsWPce++9QH52KCoqigceeMB0n7u7OzVq1CAgIKBQm5mZmbz77ruMGzeOsWPHAtClSxeOHz9OcnIynTp1srt//fv3JyoqCoCgoCC2bdvG7t276dGjBwkJCfz2229s3LiR5s2bA3D//ffz4IMPEhsby5tvvmnR1qpVq4iNjS3G2xGRO4m1gdelySwVXGSyKJGRXU2Zl9SUbIsMkbXsUsEynLXPBZlnfIzrIhXsc8E+Qf7sN/M1pWxlm4xZJPPn27POkogtDg2ULl26xI4dOxg9ejQXLlwA4L777qN69ep89NFHTJs2zXStMRCxx6FDh8jNzaV3b8s/hGvWrCl2H80DMWdnZ7y8vLh8+TIA+/fvp3nz5hZ9c3V1pU+fPmzYsKFQWyNHjiQsLMziWFpaGsOHDy92v0Tk9hKTkM3kOYWn8hdXweDIngUrjUHHzYKqooKmgmU4c0UFR+bPdtR+dCK2ODRQ2rp1K1euXOH111/n9ddftzj36aef8txzz5l+rlOnjt3t/vnnn8W+xxY3N8t/iTg7O2MwGID8Ulq9evUK3VOvXj2ysrIKHffw8MDDw6PUfRIREZFbw6GB0oYNG2jfvj3PP/+8xfGff/6ZV155hR07dpSo3Zo1awL5i4nVr1/fdDwlJQWDwUDbtm0ByMvLs7jPmCmyV61atfjll18KHc/IyKB27drF7baI3OFsld6KKsOVJItkzthuwX3TjArOhjOyp/QWk5BtM4tkznwBzKKySvYO8lbJTcqCwwKlU6dOsX//fmbMmEFQUJDFuU6dOrFkyRI+/vhjBgwYYPV+Z2fb49Dbt29PlSpV2LlzJ61btzYdnzlzJo0bNyYmJgZ3d3dOnz5tOnflyhVSUlJMY6XsERgYyBdffGExnuratWts376djh0r1v5JIlLx2VpF28hWgBAfv6dUe8IVfH7BZxWcDWdkHjwV/GzctNaeIOlmzKf72xMgmZf5YhISb3KliH0cFih9+umnODk50a9fv0LnXFxc6N+/P2vXrqVDhw5W7/fw8CAlJYWkpCT8/f0tztWtW5ehQ4eyZMkSqlSpgq+vL1u2bCElJYWZM2cC0L17dxISEmjXrh116tQhLi6u2N8hPDycVatW8fTTT/Pss89Ss2ZNVq5cyZkzZxgzZkyx2xMREZGKxWGB0meffUbHjh2tTu0HGDhwIKtXr+aTTz6xen7UqFFMmjSJp556yuqK3H/729/w9PRk3bp1nD9/nhYtWvD222+b1jeaPn06V69eZdasWbi7uzNs2DDatm3Lv/71L7u/g7u7O+vWrWP+/Pm88sor5ObmEhAQwLp160zlPRERexVVeivIuN9ZcRdrtEfB55qXsYxZHlvrJpVmyxDzLVXsXZfJPIt0PrboQfCenp43rteaSlIEJ4NxZLI4hHFhy+cWPIjn3Xc5ujtShP/qMtfRXZDbmPEvcHvKVW0HJJquK4/FKc2ZB0z2LDdgLLsZFbf8Zi1QKrjhrfmmuOaBYvXEostt549nmj43i0nNP6aASWxw+IKTIiIiIhWVwxecFBGRkinvTFLMjPhCx2zNSDMfdB2TsMcii2Se/TEqySBva1kk82yXeTbJPGt0M79M9gHys3nKKok1CpRERCoI41/Unp6eNgMJY7BQ2tlktpgHR0XNpCs4hslYMivYN2t9tRY8FepLgmWZz9ZYrOz4hPz/LXDcWFazxRgkGT8bS58KmMScSm8iIiIiNiijJCJSCZVH2a3gfmrF6YO9i0AalXamnq3nmWeRzDNZxmzXjPgb581nv5lnl0TMKVASEalgzp8/X6wZcKVlLLeVZtFKe1bULi1rwZFbYopFcDQ5PH8Zg4J9Mc7EMx92ZV5iMw+aRMyp9CYiIiJigzJKFcSAjlNo1KiRo7shRcjNy8HFuaqjuyF3AHsGdldm5tu03OyaojSLSbVY3NK4+KStfets0QBusUWBkkgxKEiSW828DGfOnkDDHsUdl1SWijuuyZxx1tzkcDerG/ZCwXFc2vdNSkalNxEREREblFESEangynvQsfm+ciU1eU6kxRpM5TGw23ztJWO5reC+csa1lwp+F+MsOy0sKcWlQElEpBKxHLuUf6wkAU5pyl62mAdHtvaEK24AZR4cWdvb7lRoBxq0XQxgcyPelM0HaBPaIf/6w+O0sKQUi0pvIiIiIjYooyQiUsnZO7C7qCxScQeI36w9W5kj80yTcW0jwObecOYZNCPzDFHK5gOm48YZbwAN2i42tenTxs1UFizvtZ7k9qNASUSkEiq4KGVZldLKoyRnblzTGwHPuMk3jjezEhzZsnnPD/i0cSt0vOB91sZzxSQkquQmxaLSm9wW8vKuO7oLIiJyG3IyGAwGR3fiTnby5EmCg4N5c1E4Xne7O7o7lVZApxcd3QURhzHPnJRkcUpjqas8FrZ0Syx+hsq4JYk9GSJr14mUJZXeREQquZstH2BP8GO8pu2AxDIPlrJ73xjzZG/QZNygtuBUfgVE4ggqvYmIiIjYoIySiMhtxN5ylS3W1i0qyb3FYcwgWTuuNY/E0RQoiYjcxkoTYBQ3yCrpswo+xzxwslWGE7lVVHoTERERsUEZJRERsepWZXBuVi60VZYTuVUUKImISIVS3psAixSHSm8iIiIiNjg8o7R3717i4uL48ccfyc7OpmHDhoSEhPD000/j7l75FmAcMWIENWrUYNmyZY7uiohIpacB3OJoDg2Udu3axZgxYwgPD+fxxx/Hzc2NlJQUli1bRlJSEuvWrcPFxcWRXRQREZE7mEMDpbi4OLp168Y//vEP07EuXbrQrFkz/ud//odvvvmGHj16OLCHIiIicidz6Bilc+fOYW2ruW7dujFp0iTq169PQkICQUFB7N27l0GDBuHr60toaCg7duywuOfXX39l7NixdOjQgU6dOjFlyhTOnTtncc1nn31GREQE/v7++Pv7M3ToUPbv3286f/nyZV588UXuv/9+2rdvT1hYGF988YVFG//7v//LyJEj8ff357777uPvf/87V65cKcO3IiIiIhWFQwOl7t2788033zBmzBg2bdpERkYGAFWrVmXMmDG0bt0agKysLP72t78xfPhwli1bhqenJ5MmTSIzMxOAM2fOMGzYME6dOsWrr77K7NmzOXjwIJGRkVy7dg2ArVu38sILL9CzZ0+WL19OdHQ0Fy5cYNKkSaZr5s+fz759+3jxxRdZtmwZ9957LxMnTuTYsWMA/Pzzzzz++OM4OTmxaNEinn/+eTZv3syzzz5r1/e9cOECJ0+etPiVlpZWpu9UREREyo5DS2/GYOfTTz9l586dADRr1oyQkBCefPJJatWqBUBOTg5TpkwhNDQUgLp16zJo0CCSkpIICQlh1apVXL16lRUrVlCnTh0A2rdvT0hICJs3b2bw4MH89ttvDB8+nAkTJpieX7VqVcaPH8+JEydo2bIlycnJdOvWjf79+wMQGBhIvXr1uH79OgBvvfUWdevWZfny5bi6ugLQpEkThg8fzv79+/nrX/960++7atUqYmNjy/ANioiISHlyaKDk6upKdHQ0EydOJDExkT179vDdd9+xZMkSPvnkE959913TtQEBAabP3t7eAKaSV1JSEgEBAXh4eJiCGh8fH+6991727t3L4MGDGT16NJCf1fnll184fvw4iYn5+xIZM0odOnTgww8/5PTp0/Tq1YuePXsybdo003OTkpIIDg7G2dnZ9JyAgADc3d3Zu3dvkYHSyJEjCQsLsziWlpbG8OHDi//yREREpNw5fHkAyA98hg0bxrBhw7h+/TobNmxg1qxZxMbGEhQUBICbm5vpemfn/IphXl4eAJmZmRw6dIh27doVavvuu+8GICMjgxdffJHIotUwAAANfElEQVTdu3dTtWpVWrRoQcOGDQFM46RmzJiBl5cXGzZsYOfOnTg7O9O3b1/mzp2Lu7s7mZmZfPDBB3zwwQeFnmMsG96Mh4cHHh4exXk1IiIi4kAOC5QOHjzI2LFjWbJkCf7+/jc6VKUKERERJCYmcuzYMVOgdDPu7u50796dqKioQufuuusuACZPnkx6ejoffPAB7dq1o0qVKuzatctisLabmxtRUVFERUXxyy+/sG3bNt566y0WLFjA7NmzcXd3Jzg4mMcee6zQc7R6rIiIyO3HYYO5mzRpQlZWFqtXry50Ljc3l99//50WLVrY1VZgYCC//PILrVq1ws/PDz8/P1q2bElsbCzff/89kB+YhYaG4u/vT5Uq+fHh119/DeRnlHJzc3nooYdYuXIlkD9W6plnniEgIIDU1FSL5/j6+pqe4+PjQ0xMDEePHi3tKxEREZEKxmEZpdq1azNp0iSio6PJzMwkLCwMb29vTp8+zfvvv096ejqxsbEkJycX2daTTz7Jhg0beOqpp3jiiSeoWrUqK1as4ODBg6YZaX5+fqxfv55WrVpRq1YtvvzyS9577z0AsrOzcXFxoX379ixevJhq1arRrFkzDh06xPfff8/s2bMBGDt2LEOHDmXixIlERERw7do13nrrLVJTU2nbtm35vSwRERFxCIeOURo1ahR/+ctfWLt2LXPmzOHixYt4enqaFqG855577AqUGjRowLvvvsuCBQuYMmUKTk5OtGvXjnfeeYc2bdoAEB0dzezZs5k+fTrVqlWjVatWrFmzhqeffpqDBw/SuXNnZsyYQY0aNVi6dClnz56lYcOGTJ06lSFDhgDg6+vLqlWrWLRoEVFRUVSrVo2OHTvy6quvUr9+/XJ9VyIiInLrORmsrfgot8zJkycJDg7mzUXheN1d+fa2qygCOr3o6C6IiMhtyKELToqIiIhUZAqURERERGxQoCQiIiJigwIlERERERsUKImIiIjYoEBJRERExAYFSiIiIiI2VIhNcQXa+o2jUaNGju5GpZWXdx1nZ/12FhGRsqWMktwWFCSJiEh5UKAkIiIiYoP+Ge5gubm5AKSlpTm4JyIiUpF4e3tTpYr+mnY0/T/gYCdOnABg+PDhju2IiIhUKDt27NDY1QpAgZKD3XPPPQCsXr2ahg0bOrg3lUtaWhrDhw9n3bp1eHt7O7o7lYreXcnp3ZWc3l3x6B1VDAqUHMzV1RWAhg0b6l8OJeTt7a13V0J6dyWnd1dyendSmWgwt4iIiIgNCpREREREbFCgJCIiImKDy8svv/yyoztxp6tWrRpBQUFUq1bN0V2pdPTuSk7vruT07kpO704qGyeDwWBwdCdEREREKiKV3kRERERsUKAkIiIiYoMCJQf66quvGDhwICEhIURFRXHp0iVHd6nCMRgMTJ06lfj4eCB/y5d//OMfPPjgg/Tt25f33nvPdO2JEycYPnw4oaGhPPLIIxw7dsxR3Xa4DRs28PDDDzNo0CCGDh3KTz/9pHdnp7Vr1zJgwAAeeughnnnmGc6ePat3V0zbt2+nQ4cOgP7Mym3AIA5x9uxZw3333Wc4fvy4wWAwGF599VXDrFmzHNqniubnn382jBgxwuDv72+Ii4szGAwGw9q1aw1PPfWUIScnx5CZmWkICQkxHDp0yGAwGAwRERGGzz77zGAwGAxfffWVYcCAAYa8vDyH9d9Rjh07ZujWrZshPT3dYDDkv4sePXro3dnhp59+MvTq1ctw4cIFg8FgMMybN8/w0ksv6d0Vw/Hjxw19+vQxBAQEGAwG/ZmVyk8ZJQf55ptv8PPzo0mTJgA89thjbNy4EYPG1pusW7eOIUOG8OCDD5qObd++nfDwcKpUqUKtWrUYMGAAn332Genp6fzyyy8MGDAAgB49enD58mUOHz7sqO47jKurK3PmzMHLywsAX19fzpw5w9atW/XuiuDr68u2bduoWbMmV69eJT09ndq1a+v3nZ2uXLnClClTmDZtmumY3p1UdgqUHCQtLc1iHx9vb28uXbpEVlaWA3tVscycOZOBAwdaHEtNTcXHx8f0s7e3N2lpaaSmpuLl5YWz843f0vXr1yctLe2W9beiaNSoET179gTyS5fR0dH07t2bjIwMvTs7VK1ale3bt9O9e3f2799PeHi4ft/ZaebMmTz66KO0atXKdEzvTio7BUoOkpeXh5OTU6Hj5v/RkMIMBoPFezMYDDg7O1t9nwaDARcXl1vdxQrj8uXLTJw4kd9++405c+bo3RVDnz59SEpKYsKECURGRurd2WHdunVUqVKFRx55xOK43p1Udvpb2UF8fHw4ffq06ef09HRq1apFjRo1HNiriq/gezt9+jTe3t40aNCAjIwMi9Kl8dyd6NSpUwwdOhQXFxdWr16Nh4eH3p0dfv31V5KTk00/R0REcOrUKby8vPTuirB+/Xp++uknBg0axOjRo8nOzmbQoEHUr19f704qNQVKDnL//fdz6NAhTpw4AcD7779PcHCwYztVCQQHB/PJJ59w/fp1Lly4wKZNm+jTpw/e3t40btyYzZs3A/D111/j7OxMy5YtHdzjW+/SpUuMGDGCfv368c9//hM3NzdA784eGRkZPPfcc5w7dw6AjRs30qJFC/r166d3V4SPP/6Yzz//nA0bNrB8+XLc3NzYsGEDffv21buTSq2Koztwp6pbty7R0dFERUWRk5ND48aNmT9/vqO7VeE99thj/PbbbwwaNIicnBweffRROnfuDMBrr73GSy+9xJIlS3B1deX111+/I0uZ69at49SpU3z55Zd8+eWXpuPx8fF6d0Xo1KkTY8aM4YknnsDFxQUvLy8WL16Mj4+P3l0J6c+sVHbawkRERETEBoXuIiIiIjYoUBIRERGxQYGSiIiIiA0KlERERERsUKAkIhWK5peISEWiQElESmzkyJH06tXLZnBz5MgRWrVqxWeffVZkWxcuXGDy5Mn861//KutuioiUmAIlESmxsLAwTp06xYEDB6ye37hxI3fddRd9+/Ytsq2UlBQ+//xzZZREpEJRoCQiJdavXz9q1KhhWl3ZnMFgYNOmTfTv35/q1as7oHciIqWnQElESqxGjRr069ePrVu3kpeXZ3EuOTmZU6dOERYWBsDJkyeZOHEiXbt2pUOHDjzzzDOmLXySkpJ44oknAHjkkUeYNm2aqZ3Vq1fTr18/fH19GTBgQKGgbNeuXYSHh+Pv70+XLl2YPn06mZmZ5fitReROokBJREpl8ODBZGRkWGwmC/llt8aNG9OpUyfS0tIYMmQIv/76K7NmzSI6OpqTJ08ybNgw0tPTadeuHTNnzgQgOjqasWPHAhAbG8v8+fMJDQ1l6dKldO3aleeee44tW7YA8McffzB+/Hg6duzI8uXLmTp1Kjt37uSVV165tS9BRG5b2utNRErlvvvuo0GDBmzevNm0h9e1a9fYtm2bKUu0cuVKsrOzWbFiBXXq1AGgc+fO9OnTh3feeYdp06bRvHlzAFq0aEHjxo25cOECy5cv56mnnuLZZ58F8jeTzsrKIiYmhv79+/Pjjz9y7do1Ro8ejZeXFwB33XUXf/zxx61+DSJym1JGSURKxcnJiYcffpht27aRm5sLwO7du/nzzz8ZPHgwAPv37ycoKMgUJAHUqVOHLl268N1331lt9+DBg1y9epWePXty/fp106/u3bvz+++/8/vvv+Pr64urqytDhgxh/vz5JCUl0bt3b0aNGlXu31tE7gwKlESk1AYPHsy5c+fYt28fAJ9//jmdO3emYcOGQP7U/3r16hW6r27dumRlZVlt0zjOaOjQobRr1870a+LEiQBkZGRwzz33sHLlSlq3bs3atWt54okn6NGjB19++WV5fE0RuQOp9CYipda0aVP8/f3ZvHkz/v7+7Ny5k9mzZ5vO16pVizNnzhS678yZM9SuXdtqmzVr1gRg8eLF1K9f3+ozAQIDA1m2bBlXrlxh7969xMXFMXHiRHbu3Gn1PhGR4lBGSUTKxODBg0lMTOSrr77C2dmZfv36mc4FBgaSlJTEuXPnTMfOnTvH3r176dixIwAuLi4W7fn7+1O1alXOnj2Ln5+f6dfRo0dZvHgxAB999BHBwcHk5ORQvXp1evfuzbPPPktubi7p6em34FuLyO3O5eWXX37Z0Z0QkcqvcePGLF26lJSUFB544AH69+9vOte8eXM+/PBDEhMTqVOnDj///DMvvfQSV65cYd68ebi7u3Px4kXee+896tevT926dWnYsCEXL15k6dKlODs7k5OTw/bt25k3bx6tWrVi4MCB1KhRg/j4eA4fPkytWrU4duwYb7zxBlWrVmXSpEmFgi8RkeJyMmgZXBEpI1FRUWzbto01a9aYZsAZHT16lAULFrB//35cXFzo3LkzU6ZMMZXQ8vLymDZtGlu2bKFbt24sXbqUvLw84uPj+fDDD0lNTcXLy4uHHnqI8ePH4+rqCsCePXt44403+L//+z8AgoKCmD59Oo0bN761X15EbksKlERERERs0BglERERERsUKImIiIjYoEBJRERExAYFSiIiIiI2KFASERERsUGBkoiIiIgNCpREREREbFCgJCIiImKDAiURERERG/4f5t0mdt5IVBkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "types = df_sorted['type1'].unique()\n", "\n", "for pokemon_type in types:\n", " df_temp = df_sorted.query('type1==\"' + pokemon_type + '\" | type2==\"' + pokemon_type + '\" | type3==\"' + pokemon_type + '\"')\n", " df_temp.head(10)\n", " \n", " fig, ax = plt.subplots(1, 1, figsize=[7, 7])\n", " sns.barplot(x=df_temp.head(10)['votes'], y=df_temp.head(10)['name'], hue='generation', palette=generation_palette, dodge=False, data=df_temp.head(10), ax=ax)\n", " \n", " # Add sprite of the most popular Pokemon of each type.\n", " pokemon_image = pokefunctions.get_sprite(df_temp.index[0])\n", " if pokemon_image != None:\n", " ax_ins = inset_axes(ax, width=2, height=2, loc='lower right')\n", " ax_ins.imshow(pokemon_image)\n", " ax_ins.axis('off')\n", "\n", " ax.legend(frameon=False, loc='upper right', bbox_to_anchor=(1.25, 1)).set_title(\"Generation\")\n", " ax.set_title(\"Most popular \" + pokemon_type + \" Pokemon\", fontdict={'weight':'bold'})\n", " ax.set_xlabel(\"Votes\")\n", " ax.set_ylabel(\"\")\n", " ax.yaxis.set_tick_params(labelsize=16)\n", " fig.savefig(PATH_IMAGES/(pokemon_type + '.png'), dpi=1000, bbox_inches='tight')\n", " plt.show()\n", "pass; # Supress plot output." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Least loved Pokémon\n", "The least popular Pokémon. Those who received 0 votes:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
namevotestypesgenerationfamilytype1type2type3
574Gothita0.0psychic5GothitapsychicNoneNone
603Eelektrik0.0electric5TynamoelectricNoneNone
266Silcoon0.0bug3WurmplebugNoneNone
734Yungoos0.0normal7YungoosnormalNoneNone
\n", "
" ], "text/plain": [ " name votes types generation family type1 type2 type3\n", "574 Gothita 0.0 psychic 5 Gothita psychic None None\n", "603 Eelektrik 0.0 electric 5 Tynamo electric None None\n", "266 Silcoon 0.0 bug 3 Wurmple bug None None\n", "734 Yungoos 0.0 normal 7 Yungoos normal None None" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_sorted.query('votes == 0')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and those who received 1 vote:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
namevotestypesgenerationfamilytype1type2type3
540Sewaddle1.0grass bug5SewaddlegrassbugNone
594Alomomola1.0water5AlomomolawaterNoneNone
790Cosmoem1.0psychic7CosmogpsychicNoneNone
343Baltoy1.0ground psychic3BaltoygroundpsychicNone
451Skorupi1.0poison bug4SkorupipoisonbugNone
732Trumbeak1.0normal flying7PikipeknormalflyingNone
102Exeggcute1.0grass psychic1ExeggcutegrasspsychicNone
504Patrat1.0normal5PatratnormalNoneNone
\n", "
" ], "text/plain": [ " name votes types ... type1 type2 type3\n", "540 Sewaddle 1.0 grass bug ... grass bug None\n", "594 Alomomola 1.0 water ... water None None\n", "790 Cosmoem 1.0 psychic ... psychic None None\n", "343 Baltoy 1.0 ground psychic ... ground psychic None\n", "451 Skorupi 1.0 poison bug ... poison bug None\n", "732 Trumbeak 1.0 normal flying ... normal flying None\n", "102 Exeggcute 1.0 grass psychic ... grass psychic None\n", "504 Patrat 1.0 normal ... normal None None\n", "\n", "[8 rows x 8 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_sorted.query('votes == 1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bottom 10 (least popular) Pokémon *families*:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
votes
family
Virizion4.0
Thundurus4.0
Uxie3.0
Terrakion3.0
Tapu-Bulu2.0
Tapu-Fini2.0
Phione2.0
Tornadus2.0
Landorus2.0
Alomomola1.0
\n", "
" ], "text/plain": [ " votes\n", "family \n", "Virizion 4.0\n", "Thundurus 4.0\n", "Uxie 3.0\n", "Terrakion 3.0\n", "Tapu-Bulu 2.0\n", "Tapu-Fini 2.0\n", "Phione 2.0\n", "Tornadus 2.0\n", "Landorus 2.0\n", "Alomomola 1.0" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['votes', 'family']].groupby('family').sum().sort_values('votes', ascending=False).tail(10)\n", "\n", "# Notice that a similar result could be achieved by using\n", "# df[['votes', 'family']].groupby('family').sum().sort_values('votes', ascending=True).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Paretto analysis\n", "`mamamia1001` also generated a plot of the [Paretto principle](https://en.wikipedia.org/wiki/Pareto_principle) (also known as the 80/20 rule). Originally, it states that roughly 80% of the effects (in this case, votes) come from 20% of the causes (in this case, Pokémon). Let's obtain such plot. \n", "\n", "First, let's compute the cumulative sum of votes and their corresponding vote percentage for each Pokémon:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "df_paretto = df_sorted.copy()\n", "df_paretto['votes_cumulative'] = df_sorted['votes'].cumsum()\n", "df_paretto['votes_cumulative_perc'] = (df_paretto['votes_cumulative']/n_votes) * 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We just need to generate a few auxiliary variables to generate the plot:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "df_paretto['pokemon_perc'] = (np.arange(1, n_pokemon+1)/n_pokemon)*100\n", "\n", "# Find the index of the Pokemon corresponding to the 20% of the Pokemon.\n", "index_pokemon_20 = abs(df_paretto['pokemon_perc'] - 20).idxmin()\n", "\n", "# Find the index and value of the Pokemon corresponding to the 80% of the votes.\n", "pokemon_votes_80_idx = abs(df_paretto['votes_cumulative_perc'] - 80).idxmin()\n", "pokemon_votes_80 = df_paretto.loc[pokemon_votes_80_idx, 'pokemon_perc']\n", "\n", "# Find the index and value of the votes corresponding to the 20% of the Pokemon\n", "votes_pokemon_20_idx = abs(df_paretto['pokemon_perc'] - 20).idxmin()\n", "votes_pokemon_20 = df_paretto.loc[votes_pokemon_20_idx, 'votes_cumulative_perc']\n", "\n", "# Find the index of the votes corresponding to the 80% of the votes.\n", "index_votes_80 = abs(df_paretto['votes_cumulative_perc'] - 80).idxmin()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actually generate the Paretto plot:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=[6, 6])\n", "ax.plot(df_paretto['pokemon_perc'], df_paretto['votes_cumulative_perc'], linewidth=5)\n", "\n", "plt.hlines(80, 0, pokemon_votes_80, linewidth=3, linestyles='dashed', colors=[0.6, 0.6, 0.6])\n", "plt.hlines(votes_pokemon_20, 0, df_paretto.loc[index_pokemon_20, 'pokemon_perc'], linewidth=3, linestyles='dashed', colors=[0.6, 0.6, 0.6])\n", "\n", "plt.vlines(20, 0, df_paretto.loc[index_pokemon_20, 'votes_cumulative_perc'], linewidth=3, linestyles='dashed', colors=[0.6, 0.6, 0.6])\n", "plt.vlines(df_paretto.loc[index_votes_80, 'pokemon_perc'], 0, df_paretto.loc[index_votes_80, 'votes_cumulative_perc'], linewidth=3, linestyles='dashed', colors=[0.6, 0.6, 0.6])\n", "\n", "plt.text(22, 20, r\"$\\leftarrow$ 20% of the Pokemon have ~{0:.0f}% of the votes\".format(votes_pokemon_20), fontsize=12, backgroundcolor='w')\n", "plt.text(pokemon_votes_80+2, 60, r\"$\\leftarrow$ ~{0:.0f}% of the Pokemon have 80% of the votes\".format(pokemon_votes_80), fontsize=12, backgroundcolor='w')\n", "\n", "ax.set_title(\"Paretto Plot\", fontdict = {'fontsize':16, 'fontweight':'bold'})\n", "ax.set_xlabel(\"Pokemon %\", fontdict = {'fontsize':16})\n", "ax.set_ylabel(\"Vote %\", fontdict = {'fontsize':16})\n", "\n", "fig.savefig(PATH_IMAGES/'paretto.png', dpi=1000, bbox_inches='tight')\n", "\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# New Analysis\n", "Alright, time to go to uncharted territory. Fasten your Pokéseat belts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Votes in time\n", "First, I would like to look at how people voted in time overall and for each of the top Pokémon:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
timestampvote
02019-06-13 13:02:02.242Munchlax
12019-06-13 12:44:00.726Type-Null
22019-06-13 12:44:45.607Giratina
\n", "
" ], "text/plain": [ " timestamp vote\n", "0 2019-06-13 13:02:02.242 Munchlax\n", "1 2019-06-13 12:44:00.726 Type-Null\n", "2 2019-06-13 12:44:45.607 Giratina" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_votes = pokefunctions.read_votes(PATH_DATA/'responses.xlsx')\n", "df_votes.head(3)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pokemon_time = list(df_sorted.head(10)['name'])\n", "pokemon_number_time = list(df_sorted.head(10).index)\n", "\n", "pokemon_time.insert(0, 'all')\n", "pokemon_number_time.insert(0, 0)\n", "\n", "for pokemon, pokemon_number in zip(pokemon_time, pokemon_number_time):\n", " \n", " if pokemon == 'all':\n", " df_temp = df_votes.copy(deep=True)\n", " title_str = \"all Pokemon\"\n", " file_name = 'time_all'\n", " \n", " else:\n", " df_temp = df_votes.query('vote==\"' + pokemon + '\"')\n", " title_str = pokemon\n", " file_name = 'time_' + pokemon\n", " \n", " df_time = df_temp.groupby(pd.Grouper(key='timestamp', freq='1h')).count()\n", " df_time['timestamp'] = df_time.index\n", "\n", " x_times = df_time['timestamp'].dt.strftime('%H:%M')\n", " \n", " fig, ax = plt.subplots(1, 1, figsize=[15, 5])\n", " sns.barplot(x='timestamp', y='vote', data=df_time, ax=ax)\n", " ax.set_title(\"Votes in time for \" + title_str, fontdict={'weight':'bold'})\n", " ax.set_xticklabels(labels=x_times, rotation=45, ha='right', fontdict = {'fontsize':10})\n", " ax.set_xlabel(\"Time\")\n", " ax.set_ylabel(\"Votes\")\n", " \n", " # If the plot correspond to a specific Pokemon, include its image.\n", " if pokemon_number != 0:\n", " pokemon_image = pokefunctions.get_sprite(pokemon_number)\n", " if pokemon_image != None:\n", " ax_ins = inset_axes(ax, width=2, height=2, loc='upper right')\n", " ax_ins.imshow(pokemon_image)\n", " ax_ins.axis('off')\n", " fig.savefig(PATH_IMAGES/(file_name.lower() + '.png'), dpi=1000, bbox_inches='tight')\n", " plt.show()\n", "pass; # Supress plot output." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a very interesting spike in the number of votes which then drops dramatically. I was curious about this. I contacted `mamamia1001` and (s)he believes that the first surge was caused when the post was featured in reddit's front page (r/all). The huge decrease was probably because on the day the survey was posted, reddit had issues and it temporarily lost lots of upvotes around that time. This could, of course, bring some bias to the data... but there's very little we can do about that.\n", "\n", "Besides that, it looks like votes for each of the top Pokémon were more or less cast in the same." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Incorporating Pokémon stats\n", "I'm very curious to see if Pokémon stats have some influence on their popularity. To do so, I will use [\"The Complete Pokemon Dataset\"](https://www.kaggle.com/rounakbanik/pokemon) (from Kaggle). You will find the corresponding [.csv file here](../data)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
votesgenerationpowerhpattackdefensesp_attacksp_defensespeedheight_mweight_kg
pokedex_number
1710.01318.045.049.049.065.065.045.00.76.9
283.01405.060.062.063.080.080.060.01.013.0
3127.01625.080.0100.0123.0122.0120.080.02.0100.0
4374.01309.039.052.043.060.050.065.00.68.5
570.01405.058.064.058.080.065.080.01.119.0
\n", "
" ], "text/plain": [ " votes generation power ... speed height_m weight_kg\n", "pokedex_number ... \n", "1 710.0 1 318.0 ... 45.0 0.7 6.9\n", "2 83.0 1 405.0 ... 60.0 1.0 13.0\n", "3 127.0 1 625.0 ... 80.0 2.0 100.0\n", "4 374.0 1 309.0 ... 65.0 0.6 8.5\n", "5 70.0 1 405.0 ... 80.0 1.1 19.0\n", "\n", "[5 rows x 11 columns]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_stats_ = pd.read_csv(PATH_DATA/'pokemon_stats.csv')\n", "df_stats = df.merge(df_stats_[['pokedex_number', 'hp', 'attack', 'defense', 'sp_attack', 'sp_defense', 'speed', 'height_m', 'weight_kg']], how='left',left_index=True, right_on='pokedex_number')\n", "df_stats['power'] = df_stats['hp'] + df_stats['attack'] + df_stats['defense'] + df_stats['sp_attack'] + df_stats['sp_defense'] + df_stats['speed']\n", "df_stats.set_index('pokedex_number', inplace=True)\n", "df_stats.to_csv(PATH_DATA/'df_stats.csv') # For possible future use.\n", "\n", "# Generate a reduced dataframe with only numeric values.\n", "df_stats_reduced = df_stats[['votes', 'generation', 'power', 'hp', 'attack', 'defense', 'sp_attack', 'sp_defense', 'speed', 'height_m', 'weight_kg']]\n", "df_stats_reduced.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see if there's a correlation between any of the stats with the votes each Pokémon received:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats_corr = df_stats_reduced.corr(method='pearson')\n", "mask = np.zeros_like(stats_corr)\n", "mask[np.triu_indices_from(mask)] = True\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=[9, 9])\n", "sns.heatmap(stats_corr, annot=True, square=True, fmt= '.2f', cmap='coolwarm', mask=mask, cbar_kws={'shrink':0.75}, ax=ax)\n", "ax.set_xticklabels(ax.get_yticklabels(), rotation=45)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stats with the highest correlation are power and special attack (both with 0.28) and generation (with -0.29). Since power and special attack are strongly correlated beetween them, we will keep the former for future analysis. The other stats are only (very) weakly correlated with the number of votes.\n", "\n", "Let's see how this looks visually with a little bit more of detail:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = ['generation', 'power']\n", "for feature in features:\n", " g = sns.jointplot('votes', feature, data=df_stats)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mmm, it looks like we have a lot of Pokémon with low number of votes. Let's convert the votes to a logarithmic scale and do the same analysis:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_stats['votes_log'] = np.log10(df_stats['votes']+1)\n", "features = ['generation', 'power']\n", "for feature in features:\n", " g = sns.jointplot('votes_log', feature, data=df_stats)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusions\n", "There are a few interesting conclusions worth pointing out:\n", "* There were [more votes for Pokémon from earlier generations](#Average-votes-per-Pokémon-per-generation). This is a very interesting result. Does nostalgia play an important role here? It is hard to say. It would be very interesting to have more information on the voters' profile (e.g., age). For instance, older fans could have more preference for Pokémon with which they grew up with. Unfortunately, we don't have those data.\n", "* It is no surprise that the Eevee family is [the most popular Pokémon family](#Pokémon-ranking-by-family), given that [Eevee is the Pokemon with the most evolutions](https://bulbapedia.bulbagarden.net/wiki/Eeveelution) (plus, let's face it, most of them are quite cool).\n", "* The [Paretto principle](#Paretto-analysis) kinda works in this case: 20% of the Pokémon received ~72% of the votes.\n", "* It looks like the [best predictors of Pokémon preference are generation and power](#Incorporating-Pokémon-stats). Originally, I thought a Pokémon's size (i.e., height or weight) could be a factor (maybe larger/smaller Pokémon were more popoular because of their imponent/cute appearance), but it doesn't look like it. If we wished to build a model to predict Pokémon preference, this would be our starting point (I will probably try to do so in the future!).\n", "* Working with Pokémon data is fun :)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (Spyder)", "language": "python3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }