diff --git "a/counsel-chat-master/counsel_chat.ipynb" "b/counsel-chat-master/counsel_chat.ipynb"
new file mode 100644--- /dev/null
+++ "b/counsel-chat-master/counsel_chat.ipynb"
@@ -0,0 +1,2332 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from typing import Dict, Any, Callable, List, Tuple, Optional\n",
+    "import dill\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from transformers import BertModel, BertTokenizer, DistilBertModel, DistilBertTokenizer\n",
+    "from sklearn.base import BaseEstimator, TransformerMixin\n",
+    "from sklearn.feature_extraction.text import (\n",
+    "   CountVectorizer, TfidfVectorizer\n",
+    ")\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn import svm\n",
+    "from sklearn.pipeline import FeatureUnion, Pipeline\n",
+    "import numpy as np\n",
+    "import torch\n",
+    "import re\n",
+    "import json\n",
+    "from transformers import (AdamW, OpenAIGPTDoubleHeadsModel, OpenAIGPTTokenizer)\n",
+    "import umap\n",
+    "import matplotlib.patches as mpatches\n",
+    "import matplotlib.colors as mcolors\n",
+    "from scipy.sparse import csr_matrix\n",
+    "\n",
+    "\n",
+    "\n",
+    "from utils import *\n",
+    "\n",
+    "sns.set()\n",
+    "\n",
+    "from sklearn.utils.multiclass import unique_labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>questionID</th>\n",
+       "      <th>questionTitle</th>\n",
+       "      <th>questionText</th>\n",
+       "      <th>questionLink</th>\n",
+       "      <th>topic</th>\n",
+       "      <th>therapistInfo</th>\n",
+       "      <th>therapistURL</th>\n",
+       "      <th>answerText</th>\n",
+       "      <th>upvotes</th>\n",
+       "      <th>views</th>\n",
+       "      <th>split</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Can I change my feeling of being worthless to ...</td>\n",
+       "      <td>I'm going through some things with my feelings...</td>\n",
+       "      <td>https://counselchat.com/questions/can-i-change...</td>\n",
+       "      <td>depression</td>\n",
+       "      <td>Sherry Katz, LCSWCouples and Family Therapist,...</td>\n",
+       "      <td>https://counselchat.com/therapists/sherry-katz...</td>\n",
+       "      <td>If everyone thinks you're worthless, then mayb...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2899</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Can I change my feeling of being worthless to ...</td>\n",
+       "      <td>I'm going through some things with my feelings...</td>\n",
+       "      <td>https://counselchat.com/questions/can-i-change...</td>\n",
+       "      <td>depression</td>\n",
+       "      <td>Robin Landwehr, DBH, LPCC, NCCMental Health in...</td>\n",
+       "      <td>https://counselchat.com/therapists/robin-landw...</td>\n",
+       "      <td>Hello, and thank you for your question and see...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3514</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Can I change my feeling of being worthless to ...</td>\n",
+       "      <td>I'm going through some things with my feelings...</td>\n",
+       "      <td>https://counselchat.com/questions/can-i-change...</td>\n",
+       "      <td>depression</td>\n",
+       "      <td>Lee KingI use an integrative approach to treat...</td>\n",
+       "      <td>https://counselchat.com/therapists/lee-king</td>\n",
+       "      <td>First thing I'd suggest is getting the sleep y...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Can I change my feeling of being worthless to ...</td>\n",
+       "      <td>I'm going through some things with my feelings...</td>\n",
+       "      <td>https://counselchat.com/questions/can-i-change...</td>\n",
+       "      <td>depression</td>\n",
+       "      <td>Shauntai Davis-YearginPersonalized, private on...</td>\n",
+       "      <td>https://counselchat.com/therapists/shauntai-da...</td>\n",
+       "      <td>Therapy is essential for those that are feelin...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Can I change my feeling of being worthless to ...</td>\n",
+       "      <td>I'm going through some things with my feelings...</td>\n",
+       "      <td>https://counselchat.com/questions/can-i-change...</td>\n",
+       "      <td>depression</td>\n",
+       "      <td>Jordan WhiteLicensed Social Worker at Oak Root...</td>\n",
+       "      <td>https://counselchat.com/therapists/jordan-white</td>\n",
+       "      <td>I first want to let you know that you are not ...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>620</td>\n",
+       "      <td>train</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0  questionID                                      questionTitle  \\\n",
+       "0           0           0  Can I change my feeling of being worthless to ...   \n",
+       "1           1           0  Can I change my feeling of being worthless to ...   \n",
+       "2           2           0  Can I change my feeling of being worthless to ...   \n",
+       "3           3           0  Can I change my feeling of being worthless to ...   \n",
+       "4           4           0  Can I change my feeling of being worthless to ...   \n",
+       "\n",
+       "                                        questionText  \\\n",
+       "0  I'm going through some things with my feelings...   \n",
+       "1  I'm going through some things with my feelings...   \n",
+       "2  I'm going through some things with my feelings...   \n",
+       "3  I'm going through some things with my feelings...   \n",
+       "4  I'm going through some things with my feelings...   \n",
+       "\n",
+       "                                        questionLink       topic  \\\n",
+       "0  https://counselchat.com/questions/can-i-change...  depression   \n",
+       "1  https://counselchat.com/questions/can-i-change...  depression   \n",
+       "2  https://counselchat.com/questions/can-i-change...  depression   \n",
+       "3  https://counselchat.com/questions/can-i-change...  depression   \n",
+       "4  https://counselchat.com/questions/can-i-change...  depression   \n",
+       "\n",
+       "                                       therapistInfo  \\\n",
+       "0  Sherry Katz, LCSWCouples and Family Therapist,...   \n",
+       "1  Robin Landwehr, DBH, LPCC, NCCMental Health in...   \n",
+       "2  Lee KingI use an integrative approach to treat...   \n",
+       "3  Shauntai Davis-YearginPersonalized, private on...   \n",
+       "4  Jordan WhiteLicensed Social Worker at Oak Root...   \n",
+       "\n",
+       "                                        therapistURL  \\\n",
+       "0  https://counselchat.com/therapists/sherry-katz...   \n",
+       "1  https://counselchat.com/therapists/robin-landw...   \n",
+       "2        https://counselchat.com/therapists/lee-king   \n",
+       "3  https://counselchat.com/therapists/shauntai-da...   \n",
+       "4    https://counselchat.com/therapists/jordan-white   \n",
+       "\n",
+       "                                          answerText  upvotes  views  split  \n",
+       "0  If everyone thinks you're worthless, then mayb...        1   2899  train  \n",
+       "1  Hello, and thank you for your question and see...        1   3514  train  \n",
+       "2  First thing I'd suggest is getting the sleep y...        0      5  train  \n",
+       "3  Therapy is essential for those that are feelin...        0     31  train  \n",
+       "4  I first want to let you know that you are not ...        0    620  train  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"data/20200325_counsel_chat.csv\", encoding='utf-8')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Descriptive statistics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(307, 11)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Number of counselors\n",
+    "df.groupby(\"therapistURL\").agg(\"count\").shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "31"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Number of Topics\n",
+    "len(set(df[\"topic\"].tolist()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2129, 12)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Number of responses\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "824"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Number of questions\n",
+    "len(set(df[\"questionLink\"].tolist()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>questionID</th>\n",
+       "      <th>questionTitle</th>\n",
+       "      <th>questionText</th>\n",
+       "      <th>topic</th>\n",
+       "      <th>therapistInfo</th>\n",
+       "      <th>therapistURL</th>\n",
+       "      <th>answerText</th>\n",
+       "      <th>upvotes</th>\n",
+       "      <th>views</th>\n",
+       "      <th>split</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "      <td>824.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "      <td>2.583738</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "      <td>4.982621</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "      <td>94.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Unnamed: 0  questionID  questionTitle  questionText       topic  \\\n",
+       "count  824.000000  824.000000     824.000000    824.000000  824.000000   \n",
+       "mean     2.583738    2.583738       2.583738      2.583738    2.583738   \n",
+       "std      4.982621    4.982621       4.982621      4.982621    4.982621   \n",
+       "min      1.000000    1.000000       1.000000      1.000000    1.000000   \n",
+       "25%      1.000000    1.000000       1.000000      1.000000    1.000000   \n",
+       "50%      1.000000    1.000000       1.000000      1.000000    1.000000   \n",
+       "75%      2.000000    2.000000       2.000000      2.000000    2.000000   \n",
+       "max     94.000000   94.000000      94.000000     94.000000   94.000000   \n",
+       "\n",
+       "       therapistInfo  therapistURL  answerText     upvotes       views  \\\n",
+       "count     824.000000    824.000000  824.000000  824.000000  824.000000   \n",
+       "mean        2.583738      2.583738    2.583738    2.583738    2.583738   \n",
+       "std         4.982621      4.982621    4.982621    4.982621    4.982621   \n",
+       "min         1.000000      1.000000    1.000000    1.000000    1.000000   \n",
+       "25%         1.000000      1.000000    1.000000    1.000000    1.000000   \n",
+       "50%         1.000000      1.000000    1.000000    1.000000    1.000000   \n",
+       "75%         2.000000      2.000000    2.000000    2.000000    2.000000   \n",
+       "max        94.000000     94.000000   94.000000   94.000000   94.000000   \n",
+       "\n",
+       "            split  \n",
+       "count  824.000000  \n",
+       "mean     2.583738  \n",
+       "std      4.982621  \n",
+       "min      1.000000  \n",
+       "25%      1.000000  \n",
+       "50%      1.000000  \n",
+       "75%      2.000000  \n",
+       "max     94.000000  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Average number of responses to questions\n",
+    "df.groupby(\"questionLink\").agg(\"count\").describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Distribution of number of responses\n",
+    "fig, axs = plt.subplots(1, 2, figsize=(15, 8))\n",
+    "df.groupby(\"questionID\").agg(\"count\")[\"questionLink\"].plot.hist(bins=15, ax=axs[0], logy=True)\n",
+    "axs[0].set_title(\"Distribution of Responses per Question\", fontsize=18)\n",
+    "axs[0].set_ylabel(\"log(Count)\", fontsize=15)\n",
+    "axs[0].set_xlabel(\"Number of Responses\", fontsize=15)\n",
+    "\n",
+    "\n",
+    "# Number of responses\n",
+    "df.groupby(\"questionID\").agg(\"count\")[\"questionLink\"].plot.box(ax=axs[1])\n",
+    "axs[1].set_title(\"Number of Responses per Question\", fontsize=18)\n",
+    "axs[1].set_ylabel(\"Number of Responses\", fontsize=15)\n",
+    "axs[1].set_xticklabels(\"\")\n",
+    "axs[1].set_ylim([0, 30])\n",
+    "plt.savefig(\"figures/number_responses.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>questionTitle</th>\n",
+       "      <th>questionText</th>\n",
+       "      <th>questionLink</th>\n",
+       "      <th>topic</th>\n",
+       "      <th>therapistInfo</th>\n",
+       "      <th>therapistURL</th>\n",
+       "      <th>answerText</th>\n",
+       "      <th>upvotes</th>\n",
+       "      <th>views</th>\n",
+       "      <th>split</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>questionID</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "      <td>49</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>880</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>881</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>882</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>883</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>884</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>815 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Unnamed: 0  questionTitle  questionText  questionLink  topic  \\\n",
+       "questionID                                                                 \n",
+       "0                   23             23            23            23     23   \n",
+       "1                   49             49            49            49     49   \n",
+       "2                   11             11            11            11     11   \n",
+       "3                   13             13            13            13     13   \n",
+       "4                    3              3             3             3      3   \n",
+       "...                ...            ...           ...           ...    ...   \n",
+       "880                  1              1             1             1      1   \n",
+       "881                  1              1             1             1      1   \n",
+       "882                  3              3             3             3      3   \n",
+       "883                  3              3             3             3      3   \n",
+       "884                  3              3             3             3      3   \n",
+       "\n",
+       "            therapistInfo  therapistURL  answerText  upvotes  views  split  \n",
+       "questionID                                                                  \n",
+       "0                      23            23          23       23     23     23  \n",
+       "1                      49            49          49       49     49     49  \n",
+       "2                      11            11          11       11     11     11  \n",
+       "3                      13            13          13       13     13     13  \n",
+       "4                       3             3           3        3      3      3  \n",
+       "...                   ...           ...         ...      ...    ...    ...  \n",
+       "880                     1             1           1        1      1      1  \n",
+       "881                     1             1           1        1      1      1  \n",
+       "882                     3             3           3        3      3      3  \n",
+       "883                     3             3           3        3      3      3  \n",
+       "884                     3             3           3        3      3      3  \n",
+       "\n",
+       "[815 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.groupby(\"questionID\").agg(\"count\").sort_values(\"questionID\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>questionLink</th>\n",
+       "      <th>topic</th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>questionID</th>\n",
+       "      <th>questionTitle</th>\n",
+       "      <th>questionText</th>\n",
+       "      <th>therapistInfo</th>\n",
+       "      <th>therapistURL</th>\n",
+       "      <th>answerText</th>\n",
+       "      <th>upvotes</th>\n",
+       "      <th>views</th>\n",
+       "      <th>split</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://counselchat.com/questions/a-friend-of-...</td>\n",
+       "      <td>workplace-relationships</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://counselchat.com/questions/about-a-year...</td>\n",
+       "      <td>marriage</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://counselchat.com/questions/all-i-can-do...</td>\n",
+       "      <td>self-esteem</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://counselchat.com/questions/am-i-a-lesbi...</td>\n",
+       "      <td>intimacy</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://counselchat.com/questions/am-i-being-p...</td>\n",
+       "      <td>intimacy</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                        questionLink                    topic  \\\n",
+       "0  https://counselchat.com/questions/a-friend-of-...  workplace-relationships   \n",
+       "1  https://counselchat.com/questions/about-a-year...                 marriage   \n",
+       "2  https://counselchat.com/questions/all-i-can-do...              self-esteem   \n",
+       "3  https://counselchat.com/questions/am-i-a-lesbi...                 intimacy   \n",
+       "4  https://counselchat.com/questions/am-i-being-p...                 intimacy   \n",
+       "\n",
+       "   Unnamed: 0  questionID  questionTitle  questionText  therapistInfo  \\\n",
+       "0           4           4              4             4              4   \n",
+       "1           4           4              4             4              4   \n",
+       "2           1           1              1             1              1   \n",
+       "3           1           1              1             1              1   \n",
+       "4           1           1              1             1              1   \n",
+       "\n",
+       "   therapistURL  answerText  upvotes  views  split  \n",
+       "0             4           4        4      4      4  \n",
+       "1             4           4        4      4      4  \n",
+       "2             1           1        1      1      1  \n",
+       "3             1           1        1      1      1  \n",
+       "4             1           1        1      1      1  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Average number of responses to questions by topic type\n",
+    "df.groupby([\"questionLink\", \"topic\"]).agg(\"count\").reset_index().head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>questionID</th>\n",
+       "      <th>questionTitle</th>\n",
+       "      <th>questionText</th>\n",
+       "      <th>questionLink</th>\n",
+       "      <th>therapistInfo</th>\n",
+       "      <th>therapistURL</th>\n",
+       "      <th>answerText</th>\n",
+       "      <th>upvotes</th>\n",
+       "      <th>views</th>\n",
+       "      <th>split</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>31.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "      <td>68.677419</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "      <td>85.624135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "      <td>10.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>34.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "      <td>79.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Unnamed: 0  questionID  questionTitle  questionText  questionLink  \\\n",
+       "count   31.000000   31.000000      31.000000     31.000000     31.000000   \n",
+       "mean    68.677419   68.677419      68.677419     68.677419     68.677419   \n",
+       "std     85.624135   85.624135      85.624135     85.624135     85.624135   \n",
+       "min      3.000000    3.000000       3.000000      3.000000      3.000000   \n",
+       "25%     10.500000   10.500000      10.500000     10.500000     10.500000   \n",
+       "50%     34.000000   34.000000      34.000000     34.000000     34.000000   \n",
+       "75%     79.500000   79.500000      79.500000     79.500000     79.500000   \n",
+       "max    330.000000  330.000000     330.000000    330.000000    330.000000   \n",
+       "\n",
+       "       therapistInfo  therapistURL  answerText     upvotes       views  \\\n",
+       "count      31.000000     31.000000   31.000000   31.000000   31.000000   \n",
+       "mean       68.677419     68.677419   68.677419   68.677419   68.677419   \n",
+       "std        85.624135     85.624135   85.624135   85.624135   85.624135   \n",
+       "min         3.000000      3.000000    3.000000    3.000000    3.000000   \n",
+       "25%        10.500000     10.500000   10.500000   10.500000   10.500000   \n",
+       "50%        34.000000     34.000000   34.000000   34.000000   34.000000   \n",
+       "75%        79.500000     79.500000   79.500000   79.500000   79.500000   \n",
+       "max       330.000000    330.000000  330.000000  330.000000  330.000000   \n",
+       "\n",
+       "            split  \n",
+       "count   31.000000  \n",
+       "mean    68.677419  \n",
+       "std     85.624135  \n",
+       "min      3.000000  \n",
+       "25%     10.500000  \n",
+       "50%     34.000000  \n",
+       "75%     79.500000  \n",
+       "max    330.000000  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# number of counts topic\n",
+    "df.groupby(\"topic\").agg(\"count\").describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count     31.000000\n",
+       "mean      68.677419\n",
+       "std       85.624135\n",
+       "min        3.000000\n",
+       "25%       10.500000\n",
+       "50%       34.000000\n",
+       "75%       79.500000\n",
+       "max      330.000000\n",
+       "Name: questionID, dtype: float64"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.groupby(\"topic\").agg(\"count\")[\"questionID\"].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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1qqpVq6bZs2fn3RYWFqZvvvlGf//73zV16lTNmDHDsr7LadOmjebNm6d7771XgYGBBT6PORwOrVu3zqK6glq1aqVvv/027wcgniw8PFzvvPOO6tWrp7p166pKlSpavHixnnrqKa1Zs0ZVq1a1OjGfP/3pT1q7dq3uvPPOAvdt2bJFdevWtaCqcHbqnThxopYsWaKWLVsWurecJ2natKlmzpyphg0b5tvb+cSJE5o5c6YiIiIsrMtvxIgR6tmzpzp06KAWLVrI4XBo7ty5Onz4/9k787ga8zfuf05ISYsWMpItBllq2kZCdsqWGZSsSdFGRItIhUylfSOhDU2YGmEsmSQlNShbg9GYhEqlTVrP88d5uqfTOUf5eX59v+f3eP81zn1eLx9n7nOf63stn+s53r59S1UcBgALFy7E8+fP0adPHyxYsADLli3j8U2WkpKCvr4+s2CQJMJ0AN+9ezcsLCzg5+eHUaNGwcrKCgDg4eEBWVlZbNu2jbBCboyNjXHgwAFERUWhtraW0WdsbIy8vDwcPHiQsMJ/sbe3x6pVq2BoaIipU6eCxWLh3Llz8Pb2Rm5uLvFzQ0ecnJxgbm6O7du3Q15enrkXzMzMICoqCnt7e8IKudmyZQusra1x8eJFiImJYdOmTQA4HqpNTU3Mrg4aELa4UdjuhRs3bsDOzk7gFDSLxaIqoSxM519huxfc3Nywbds2JCcnQ19fn9kTFBMTAw0NDWzdupWwwn9hsVh48OAB9PX1MX78eL55sUOHDhFQxp/m5makpaVx3bv6+vqIiIjAlClTICIigubmZpibm8PT05N4QpnmouPXpXxfwOrVqzt9D8lFNR3R19fHDz/8gB9++AHffPONwPfl5uaiuroaM2bM6EZ1XYP9f7eE0sjo0aMxaNAg5jMWtGApPj4e9+7dg6+vbzcr/JeYmBgcOHAAffv2RW1tLQICAjBv3jyuQ8zixYuJ6euIh4cHkpOT4e7ujrlz56JXr15oamrClStXsHfvXhgaGsLJyQkODg6oq6vD8ePHiejU0dGBt7c3VwdPG6mpqXB1daXO5mDTpk24efMmNDQ0BI5O+fn5dbMqwWRlZcHBwQGLFy/Gd999x7ciy6/wQII3b95g1apV+OabbxAbG4vo6Gh4eXlBXFwcHz9+hJ2dHTZv3kxaJkNycjIcHR1hZGSEmTNnwtbWFl5eXiguLkZERAT27NmDZcuWkZbJIEx6dXR0YGZmxnSX0M7z589hYmKChoYGjBs3DnJycigrK8PDhw/Rv39/nDp1iqolgkVFRQgODkZmZibev38PSUlJaGtrw9bWFioqKqTlcWFsbIzly5dj/vz5fA9cbTx9+hTNzc1MNzApHj9+DHNzc1RUVEBeXh6nTp3C4MGDoauri169euH48eMYPnw4UY3tYbPZqKio4CrY/fXXX4z1BW1cuHABOTk5mDRpEmMl4u7uDl1dXXILdgTQFrvev38fLS0tYLFYUFVVxfbt26lbOAxwJi1evHiBkSNHMt+1rKwsTJgwgZlmoImioiI8ePAA6urqzBRhUlIStLW1P3lu626ELW6sq6sDm80WmnthyZIlEBERgYuLCwYMGMC3AD1o0CACyvgjTOdfQPieC/yoqamBpKQkWlpaqOkG7ixvxGKxuCwhSaOjo4Pq6mooKyvjhx9+wNKlS/k+z0JCQhAXF4fbt28TUPkvmZmZsLa2xsePHyEmJob4+HiMHTsWkyZNYoqOpCaFviaU/z8iOzsb48aN4/uwrK6uxs2bN2FoaEhAGYfCwsLPej9N3WcAx5eYX6ccrQjTIaa+vh42Nja4desWREREICkpiZqaGrS2tkJfXx+HDh3CjRs34OzsjKioKGIjzlpaWjhw4ADfz+/atWvYuXMn7t69S0CZYNTV1bFz506YmJiQltIl2jyJO9K2FZvFYjFexTTQ2NiIwsJCfPvttwCAixcvMtMBS5YsIayOl+PHjyMoKAgfP35kvO5ERUVhYWHBWMvQhLDoVVdXR0REhFB01rdRWlqK48eP448//kBVVRX69esHXV1drF27VmhsvmgkKSkJ06ZNQ79+/XiulZWVISkpCRs3biSgTDDCdgB///497t69i6qqKsjKykJTU5NKncJKQ0MDU7hpm26jFTabjadPn6KqqgpycnLUFhb40fY501S8A4QvbtTX14ejoyMzXUE748ePR2hoKFWTQJ/i1q1b0NTUFOixTjuvX7/G27dvMX78eOp2LsycOROhoaF8zz75+fnYuHEjsrOzCSgTfrZv347ly5d3GpeXlJSgZ8+eVEyV0lp0/JpQ/n/AixcvkJ2djZqaGvTr1w/a2toYMmQIaVk8jBkzBgkJCZgwYQLPtdu3b8PCwgL5+fkElHEYPXp0l7qPaUwatZGUlITs7GxmMVhubi7c3d1hY2PDJG2/8p9z584dZGZmorKyEoqKitDR0cF3330HgBMQiIiIEF3YaGFhgffv3yM6Opqr86yhoQFmZmYQExOjamwR4HTzent7U+ctKYg7d+50+h5tbe1uUPK/S21tLe7du4f3799DSkoKampqVCcQhUHvpk2bMHbsWNjZ2ZGW0iVev34NBQUFvoerhoYGPHr0iHn20kB1dTXq6uowcOBANDY2IioqCq9fv4aBgQF1nZOfisXS09NhbW2NBw8eEFAmmL/++gt37txhEkjPnj1DQkIC1q5dS5WHKpvNhre3N2JjY7kWNYqJicHKyooZFyZJQkICZs+eDVlZWSQkJHT6fppG24Utxo2Li0NoaCjXUuQBAwbAwcEBCxYsIKiMl6amJoSGhmLo0KFYsmQJbt26BTs7O3z48AEaGhoICQmhZqmksMWNWlpaCAoKou63QBCzZs2Co6Mjdc09gtDS0sKuXbuobJLoSG1tLdzd3TFu3DisXbsW58+fh5OTE1pbWzF48GCcOHGC+DRASkoK8/vl5OQEKysrKCsr87wvKysLV69epa5Rqbq6Gvfv30dNTQ1kZWWpLTyHhIRg2bJlfAt2r169wrFjx7Bnzx4CyjqnubkZlZWV6NevHxXLOskrEHLc3d2RkJDAZZjPYrGwbNkyeHh4EFTGYefOnXj79i0ATqC9d+9e9O3bl+d9f//9N/FNoW0BqrBy7tw5uLi4YM6cOcxrsrKyGDRoELZu3Yrg4GDi/jvtKSkpwbFjx5CTk4P3799DTk4Oenp6WLt2LTVBa0e0tbUFJgtJBwAAxwNv5cqVmDFjBiZPngx5eXlUVFQgMzMTtbW1iI+PJy2RByMjI8TExEBLS4u6yjw/hC1ZfOXKFaZTriMsFgsHDhwgoOrT9O3bF1OmTCEto8sIg961a9fCwcEBHz9+pN6qBeB0xQhKeubn58Pc3Bx5eXkElPFy7949mJubw8TEBA4ODvD09ERiYiKkpKRw9uxZBAYGEj+Yb9y4ES9evADAicWsra35+v2Xl5dTlaAFgLt372LDhg0YMGAAk1CuqanBpUuX8OuvvyImJkbg5Eh3Ex4ejujoaKxcuRLz5s2DrKwsysvLcfHiRQQGBkJGRgbLly8nqtHNzQ1jxoyBrKws3NzcPvlemrxShS3GPXXqFPbt2wd9fX3MmzcPcnJyzL2wY8cOiImJUaU3ODgYUVFRcHFxAcA5E8nJycHOzg4nTpyAn58fFedKQPjiRiMjI0REREBJSYm65ys/Vq9ejYiICGhra1NXHOeHuLg4VctZP4Wvry9SU1MZa0J/f398++23sLKyQmBgIHx9fYnbteTl5TGWqSwWC2FhYQLfu2bNmu6S1SWOHj2K0NBQrqnB3r17w8rKijrLt7YpAH4J5by8PCQmJlKXUC4oKMChQ4eQnZ2N5uZmJCYmIi4uDkOHDiX6+X7tUP4CTpw4AW9vb5ibm2Px4sXo378/SktLkZSUhKioKDg7O3fJZ/m/yZUrV5iOyPz8fKgHxJW/AAAgAElEQVSoqPCMp4mIiEBaWhpr164VmuotjSxcuBCTJ0+Gk5MTzzUvLy/k5OTg3LlzBJTxUlBQgNWrV6OxsRFqamqQk5PDu3fvcP/+fcjIyOD06dNUJGjbk5aWhuvXr+PDhw/g99iixej/6dOnCAsLQ25uLjMSqqmpCWtra2oO3e3x9/dHfHw8xMTEoKqqyrfgRMtn28bLly8RGBiI7OxsVFdXM5MhVlZWVHl5+vv74/DhwxAVFYWkpCTfCYyMjAwCyvgzY8YMgVMiIiIi6NOnD4YOHYo1a9ZAQ0Ojm9XxIkx6hcGq5eDBg0zh45dffoG+vj5fW4YnT57g3bt31Ny769evR319PXx8fCAnJwddXV0sWbIEe/fuxZ49e/D48WOcOXOGqMacnBycOnUKAMf2RldXl6dw2xaLLVu2jKrfitWrV0NUVBShoaFchZCPHz/C2toaLBYLR48eJajwX2bMmIGFCxfyXazk7e2NtLQ0XLx4kYCyfykuLoaCggJERUVRXFzc6ftp8UoVphgXAObOnQsdHR2+SVgXFxcUFBRQpXfWrFkwMTHBhg0b8Pz5cyxYsAAHDhzA0qVLkZycDB8fH2qeucIWN65evRr37t1DS0sLxMXFec7BLBYLN2/eJKSOF2dnZ1y7dg0NDQ0YNmwYX699mpbNJiUlISwsDBYWFhgzZgxfGxxabCqnTZsGa2trLF++HA8ePMCyZcvg5+cHAwMDXL58GXv27CFuIdHQ0IDi4mKw2WwYGhrCz8+PJybo0aMHpKSk+MZopGjba2JoaMjkxUpKSpCcnIxLly7hp59+wqJFi4hqXLFiBTON39leLlVVVeKxY3sePnyIVatWQVFRkVnafObMGZw/fx7R0dHw8PAgtjfma4fyF5CQkIB169ZxbY2WlJTE9u3b0dLSgp9//pl4QnnOnDlMN8GMGTPg4+ND1UHlU9TW1uLx48doampiEoitra2or69HTk4OXF1dCSvkpqioCPr6+nyv6evrd2m0sbv46aefoKioiKNHj3JV5t6+fYsNGzbA29sbAQEBBBVyc/ToUfj6+qJ3796QlZXl+QGgaVHjqFGjqPrsOuP8+fNMZ8GzZ894rtP02QIci6EVK1Ywm6QVFBRQWlqK33//Hb///jvOnDlDTeB67tw5LF26FB4eHlSMJHXGwoULcfz4cfTp0wfTp0+HvLw8ysvLkZ6ejsrKSsyaNQvFxcVYs2YNTpw4AS0tra96u0hMTAyxv7urDBkyBKGhoQA43/t79+7xdJ+1JT137txJQiJf8vPz4efnh8GDB+Pq1atoaGhgDi3z58/Hr7/+SlghZyS47f4rKyvDrl27hMbL9fHjxwgODubpqhcTE8O6deuwfft2Qsp4qaioEDjFoqenR8WUUPsEMS3J4q4gTDEuwIlnBdlwGBoaEi8sdKSkpIRZqJSWlgYWi8VM3gwcOBA1NTUk5XEhbHGjkpISlJSUSMvoMq9evRKaszoApsjk6uoq8P896YJ5GxUVFUzjyY0bNyAiIsLsP5KRkUFjYyNJeQA4Hb1tGmNiYjB27Fi+RRvaOH78OJYuXco1eTl69GhMmzYN4uLiiI6OJp5Q9vDwQEpKCthsNo4ePYpFixahf//+XO9pi3NJ7hXjh6+vLyZMmIDjx4+DzWbjxIkTADjfv7q6OsTHx39NKAsjxcXFAkdU9fT0EBcX182KPs3169eZ/6bNe6UjWVlZ2LJli8AASlJSkrqEcr9+/VBQUIDvv/+e59qLFy+oGge6f/8+vL29ecY8FBUVYWNjQ92Ix8mTJ2FoaAgvLy++Y8IkKSwsxKBBgyAqKtqlxZK0JDvbaP9cEAb8/PzQv39/xMbGQlZWlnm9oqICa9euRUBAAAIDAwkq/Jfa2losXryYymcsP2prazFq1CicOHGCK3itr6/Hxo0bMXDgQAQGBsLZ2RmhoaFMMEMKYdIrDFYtJiYmjKXB6NGjERkZydfygkbalgHdvHkTffr0YRIzHz584GsvQpK2UVZhoVevXqioqOB7raamhu/EECnU1dVx5coVvguS2xZT00ZiYiLk5eUxffp0PHr0CPb29njz5g0MDAzg4eFBzaIrYYpxAeDbb79FTk4O33vhyZMnGDp0aPeL+gTy8vJ49eoVNDU1cf36daioqEBBQQEAJ2YnuR+kI7/++qtQJLjaEDZLRWH7jRCmz1dRURF//vknNDU1ce3aNYwdO5axFUlPT6euyKetrY2Wlhbcu3cP9fX1XBarbdBil/bixQs4ODjwvTZ//nxcuHChmxXx8u233zJL0svLy2FlZSUUNjgAx4bD19cXPXr0QEtLC9c1AwMDpKSkEFL2NaH8RQwcOBCFhYV8lxLQGFwB9HqvdCQoKAiysrLYv38/kpOT0aNHDyxduhQ3btzA6dOnERkZSVoiD3PnzkVISAj69++P2bNno1evXmhubsb169cRFBREvCrXHklJSYFV2B49elDnifbu3TssX76cumQywHmIt3mNzp8/v9PODFqq9Px48+YNSkpKMGrUKIiIiFCXiAE4SQF3d3euZDLA8XLctGkTPD09CSnjZerUqcjKyup0gzAtXLhwAfv27eM5KIqLi2P9+vXYtWsXnJycYGBgwDWZQwph0/vhwwfEx8cjIyMDpaWlCAoKQkZGBlRVValLOBcUFHD9ubPRQJKoqKggMTERYmJiuHz5MiZPnowePXqgsrISR48ehaqqKmmJMDY2xv79+zFixAgYGxt3+n6axpm///57hISEQFNTkyupVVpairCwMKqs0tatW4edO3eirq4ORkZGUFRUREVFBa5evYqTJ0/C2dmZyzaA9EE8KioKvr6+sLW1xfTp0+Hh4YG6ujqYmJggKSkJgYGB1EwDCFOMC3BsAzZv3gw2m81zL4SGhsLd3Z2rCYB0sX/q1Knw8vLC+fPncffuXabz/+DBg4iPj4e5uTlRfe1ZsGABHB0dMX/+fNJSPouSkhJkZWWhtLQURkZGKCsrw8iRI6k787TR2NiI/Px8lJSUQE9PD/X19VQVFtowMjIiLaHLGBgYMN+pFy9ewN3dHQBnB86VK1fg6OhIWCE3+fn5sLa2xrt37wCAKeDSZJfWhry8PKOzI6WlpdSdKYWpEAIAPXv25Fo23J6amhqiz7GvCeUvYObMmQgKCoKKigpXwuD27dsICQnBvHnzCKrjpb33ysqVKxEdHQ0AkJaWRkBAAGRlZYm1ynekoKAAnp6emD17Nqqrq/Hzzz9j2rRpmDZtGurr6xEeHo6IiAjSMrnYsmULHjx4gG3btkFERASSkpJM9466ujpfTz9SmJmZ4dChQxgzZgyX52xZWRlCQkKwfv16gup4UVFRwcuXL6lMzB04cICpbh44cIDapMunSE9Px8GDB1FYWAgWi4XExESEh4dDVlYW7u7uVP2bWCyWwG3Bffv2RX19fTcrEszu3buxevVqvH37FhMmTODrK0fTVuyWlhY0NTXxvdbQ0ICGhgYAgKioqMCgpjsRJr3v3r3D6tWrUVRUhG+//RZ///03GhsbkZ2dDT8/Pxw7doy4hUhH8vPzER4ejpycHNTV1UFaWhqTJ0+GtbU1VV7lW7ZsgbW1NS5evAgxMTFs2rQJAOfg2NTUxOyRIEn7QJ/W5IUgtm/fjmXLlmHOnDlQVVVlls0+fPgQEhISn1wY1N20NUakpKQgJSWF+e1qO4R7enpSdRA/e/YszM3NYWVlhaKiIuTl5WH37t0wNTXFiBEjEBERQU1CWZhiXADMtMXhw4dx5MgR5vW2e6Fj4oj0vbBr1y6w2Wzk5ubC1NSUicPv3LmDFStWwNramqi+9tTV1VG7vFsQ/v7+iIqKQnNzM1gsFiZPngx/f3+UlpYiOjqaKi9aAPj5559x6NAhVFVVgcVi4cyZMwgKCkJzczOPnz0NVFZW4tixYzy7TdauXcvTAEISe3t7SEhIICcnBz/++COz9LShoQGOjo5Yt24dWYEdaJvM9fLygqKiIkREREhLEsjkyZMRFBQEdXV1DBkyhHn977//RkhICPECLsApIkdGRmLMmDGd6qHNW11HRwfh4eGYNGkScw5msVhobm5GbGwsNDU1iWn7mlD+AqysrJCRkYF169ZBTk4OCgoKKCsrQ3l5OVRUVKjoiGoPzd4rHWlpaWGqsEOGDOHy6DIwMGC2INOEuLg44uLikJ6ezrOQTV9fn6ofgfz8fNTW1mLhwoUYP34807mRn5+PxsZGpKamIjU1lXk/6W4pBwcHuLq6YsCAAVBXV+cbSJHqXm5fmV+6dCkRDV/CrVu3sHnzZmhpacHY2Jip2KqpqcHPzw/KyspUdcaMHj0aZ8+eZTY0tycxMZEq37mbN2/in3/+QWFhIZKSknius1gsqhLKmpqaCAgIwIQJE7jG/t68eYOQkBCmizYzM5OKcWFh0uvj44OGhgZcunQJAwcOZEbvg4KCsGHDBuKWHB3JysrCxo0bISMjgzlz5jCLW9PS0pCWlob4+Hhqvmu6urr49ddf8eDBA6irq2PgwIEAOAkjbW1tKhbMth9hFrZx5sGDByMlJQXHjx/HH3/8gadPn0JSUhImJiZYv3493w3ppBAGr/L2vHr1ClOnTgXwr29u22/b8OHDUV5eTlIeF8IU4wLCV+AXFRXlu0Dw7Nmz1P07jIyMEBERASUlJaEYF4+OjkZkZCSsra0xc+ZMJu4yMzODvb09goKC4ObmRljlv6SkpGDPnj1YunQpZs6cyRQT5s+fDzc3N4SFhVGVYygtLcWKFStQWloKVVVVjBgxAqWlpTh69CiSk5ORmJjI2LfQgIWFBSwsLLheo61JrY1Hjx7h0KFDmD17NmkpnbJ161akp6fD0NAQ48aNYzqWHz58CDk5OSr2LUyZMoWZatTT06Pu2foptm/fjhUrVmD27NnQ0tICi8VCREQEnj9/jrdv3xLN1bDYNJmfCSGNjY04e/Ys7ty5g6qqKkhLS0NHRwdGRkbU+J61oa6uDl9fX8ycORMtLS1QVVXF2bNnoaqqiqysLFhZWeHevXukZQLg/GiamZlh2bJlePfuHfT09HD58mUMGTIEGRkZsLGxwf3790nLFFo+d1kk6QPwjBkzUFFRwXQcdoTFYuHx48fdrIrD527dpqFC257ly5czXrMdnwuHDh1CamoqVctrbt++jXXr1kFLSwsLFixgApaUlBTk5uYiNDQUM2bMIC0TAOe+VVJSgq2tLeTk5Pi+h6ZOz5cvX8LU1BRVVVU8waCMjAzi4uLw999/w9LSEp6ensQLkMKkV0dHB87OzliyZAnP9yw1NRUuLi7EN4u3Z8WKFRATE8ORI0e4Ypna2lqYmZmhT58+VCXAv/IVYURPTw+urq6YN28ezM3N8fLlS1y9ehUAEB8fj6ioKKHbc/CV/5zGxkacO3eOq8tTR0cHixcvpsrybfXq1bh37x5aWlogLi7OM31FW2ff3LlzMW/ePNjb2/P8/p48eRKRkZH4/fffSctkWLRoEdTV1eHu7s6jNzIyEj///DPznKABR0dH3L59G1FRUVBRUWFef/78OczNzaGrq8u1qI00bDYbly5dQkZGBkpKSrB7927k5eVh3Lhx1C3LnTp1Kjw9Pfk20dBIRUUFjh07xpMXa2u+/MqXUVRUhODgYGRmZjJFXW1tbdja2nJ997qbrx3KX4ioqCjXIhuaodl7pSNz5syBr68vevfujUWLFmHkyJE4dOgQzM3NcfToUa5RCprIyclBdnY2mpqamLG61tZW1NfXIycnh4pt8wD5BPHnQnPnr7m5OTNCKwiaRmw7UlBQIHCUUk9Pj7p75fvvv4e3tzd8fHy4OkoUFBRw8OBBapLJAGfhw/79+6mzMhDEkCFDcOHCBcTGxiIrKwvPnz+HoqIirK2tsXr1akhISKCqqgqBgYGYO3cuablCpffjx48Cxz5FRUUFFstI8eTJEwQHB/MUxvv27QtLS0uquqO60vVy6NChblAimM8pJNKQjMnIyICamhr69u3bpaIpyUJpQkICZs+eDVlZWSQkJHzyvSwWC8uXL+8mZZ2jra0NX19fZGZmIiMjg7HsiImJQUhICHW+xM+ePcP169fx4cMHnpiHxWIRt70Qpvu2I7W1tVizZg0eP37MTL0+efIEKSkpiI+PR1xcHDWL8JSUlKCkpERaRpd5/fo132WSAMdST5DvKykKCwsFevlOnDgRwcHB3azo06Snp8PBwYEnoaWiogJbW1v4+/sTUsZLXV0dLC0tkZubCxkZGVRVVaGurg7Jycnw9PREfHw8s7SNBpYuXYro6Gjo6emhR48epOV0iqysrMDFfDQgaH+UIGgq5AGciTFvb2/SMnj4mlD+TD4ncAXAePPQAM3eKx2xtrZGUVERUlJSsGjRIjg7O8PKygpXr15Fjx49EBAQQFoiD3Fxcdi/fz/fxKKIiAgz1viVz8fGxoa0BIEcPnwY4uLipGX8x0hISOD9+/d8r5WWllL5b1u0aBEWLlyIFy9eMBXw4cOHUze6NGbMGPzzzz9ULa3qDGlpadjY2Aj8zk2YMAETJkzoZlWCERa9Y8aMwblz5/j+Dly9epUa+4g2BgwYIPCQ3dTURJXfJL/Jqrq6OlRVVUFGRgbjx48noIobYRutNDc3x88//4wJEyZ0WjQlXSh1c3PDmDFjICsr2+nYOm0JZTc3N2zbtg3JycnQ19dnxrBjYmKgoaGBrVu3Elb4L0lJSXB2dv7kfUA6odyV+5bWAr+/vz+Kiopw9OhRrkT3zZs34eDggODgYDg7OxNU+C/Ctsyqf//+ePToEd9YrKCgAP379yegSjD9+vVDUVER32svX76kzr+6oaFBoPXRgAEDUF1d3c2KBOPv749nz54hLi4OampqjP2Yj48PzMzMEBQUhNDQUMIq/4XFYuHBgwfQ19fH+PHj+Z7JSBbMha2IN2HChM+KxWj6jWi/RFYQpJbLfk0ofyafG7jSlFCm2XulI6KiovDz82MWLunq6iIlJQUPHjyAqqoqlJWVCSvk5eTJk5gyZQp8fHwQERGBDx8+wNnZGWlpaXB2dibeaSJsRvSFhYUYNGgQREVFqX6Iuri4ICQkBOrq6ggJCcGyZcuo8pTsjKlTpzJLFNp8aFksFqqrq3kONjTBYrGoG03riIuLC+zs7NDQ0AB1dXW+3UWkN8t3pLKyErdu3UJ9fT1aW1t5rtP0mwZwxr9yc3P5ToXcuXOHGl88KysrWFpaYu3atZgxYwZYLBZu3bqF+Ph4JCUlISgoiLRELqytreHj44MhQ4ZwFZufPXsGf39/WFlZEVTHjSBLgGfPnsHW1paKDfQHDx4kLeGziImJYZ6vtPsSp6amMv6c7Xc/CAPS0tJ8l0b+8ssvkJSUJKBIMBEREZg0aRL2798PRUVFKgskwnTfduTq1avYsmULT8w1ZcoU2NjY4NixY9QklNvT/reXzWbjw4cPyMnJwZw5cwgr+5dFixYhNDQU8vLymD59OvN6bm4uDh8+TN0U5OzZsxEYGIgRI0bgu+++A8CJeYuKihAREUHVJB7A6US+cuUK3/PC5cuXie+waM9vv/0Ge3t7aGpqoqWlhXldTk4OlpaW2LdvH0F1vCQnJzO/BQUFBTzXST+Hha2IZ21tTfwz+0+ZP39+p9pJfb5fPZQ/k+LiYigoKEBUVBTFxcWdvr/9oiAaoNV7pSNtHcn8lj28ePEC3t7e1CQK2hg/fjyCg4Ohr6+PixcvIjw8HOfPnwcAhISE4ObNm13qav9v0f4zdXJy6vShRLoDYcyYMUhISMCECRMwevRogXpJ/0iNHz8eISEhmDZtGpdmYaG0tBTGxsYoKyuDiooKCgoKMHHiRLx8+RI9e/ZEQkIC8aVWwlYMaaN916mg+5d0cNWeGzduMAlwftAQDLbn4sWL2LlzJ7O1Hfj3eQBwDjltz2Aa+O233+Dt7Y3Xr18zr8nLy2P79u1UJD07frcqKirAZrOhoKAAeXl5VFVV4fXr1+jduzdUVFRw5swZQkq7TkpKCsLDw3HhwgXSUvgiDMmYr/z3uXnzJo9vrq6uLmlZXIwfPx5HjhwRqokbYUJNTY2ZIu1IZmYmLC0t8eDBAwLKeCkqKsKuXbuQm5srsGOdplihqakJdnZ2+P3335nklqioKJqamqCtrc2zK4A0tbW1WLt2LR4/fgwpKSlUVVVh0KBBKCkpwdChQxEXF0dVl/Lly5exZcsWLFmyhGu3yfnz5/Hrr7/C09MTP/74I2mZADgdquHh4Zg8eTLffVKbNm1CXl4eaZlCw507d6CqqgoJCQncuXOn0/e3Lcv+yufzyy+/8LxWV1eHO3fuIDc3F15eXsS8tr92KH8m7RPEtCWLuwKt3isAuA7ZSUlJmDVrFl+/oPT0dGRmZnantC7Rs2dPZjGFsrIyCgsL0dzcjJ49e0JLS4u4F237BLEwdEsdOHCAKSjQvK175MiR2LlzJ0aNGgU2m429e/cK9LljsViIjo7uZoWfpn///vjll19w4sQJZGVlQVlZGc3NzTAyMoKZmRnk5eVJSxTarbw037f88Pf3x4gRI+Di4oIBAwZARESEtKRPEhkZCVVVVbi5uSEuLg6tra3YuHEj0tLS4O/vT10317x58zBv3jwUFhaisrISUlJSGDFiBDX3iDB9t7rKp0aHSSFsyRgAePfuHf744w9UV1fzTC7QZiPx5MkTZGVloaqqikqf3/Y0NTXBxsYGN27cAABISkqipqYGR44cweTJkxEeHk7NfhNlZWXqvGY7Q5ju26FDhyIzM1NgQpl0Yb89P/30Ex49eoSVK1fi7t27EBcXh5qaGjIyMvDs2TOEhYWRlshFr169EB4ejqysLK6GKh0dHUydOpW6372+ffvi9OnTSE5ORlZWFiorKyEpKQkzMzP88MMPEBMTIy2Ri7lz52Lr1q0IDw9HcnIyAE6BtHfv3rCzs6MmmQxwFmFfvXoVkydP5rmWkZFB3dRge968eYOSkhKMGjUKIiIiVNwH7RPELBYLY8eOZWxV21NdXU1Ns0972Gw2Xr9+LXD31fr16wkr/BdBjSerVq3Cvn37kJKSQiyh/LVD+QtJTExkRmgePXoEe3t7vHnzBgYGBvDw8CBe8RQW2wAAsLCw6NLDhs1mY9KkSTh+/Hg3qOo6y5cvh56eHuzs7FBbWwstLS2cPn0aEydOxKVLl7B7927k5uaSlslDc3Mz39F2mozoX79+DQUFBb4Hq4aGBjx69IgZC+tuCgoKEBAQgPfv3yMvLw8qKio8G6/bQ7JL/f8HWlpahGJxBY2MHz8eoaGhQuP3PnHiRPj6+mL27NlITk5GdHQ0zp07B4BTQHvy5InQjT1/5fPht2SltbUVb968gZubG8rLy6nqULaxsUFWVhaMjIwEJmP09fVJy2S4ceMGtmzZgoaGBr4JcJomF5KSkuDi4sI3pgHo0goAAQEBOHbsGHbt2oXFixdDTEwM9fX1SE5OhpeXFzZu3EjNDomUlBQEBwcjNDSUqolGQQjTfQtwYkNPT09YWlpiwYIFUFBQQFlZGc6fP48jR45g69atMDc3Jy0TAGcnj42NDVavXo3Y2FikpaUhKioKzc3NWLduHYYOHUqddcBX/vtUV1fj/v37zG4TNTU1SElJkZbFRXJyMhwdHWFkZISZM2fC1tYWXl5eKC4uRkREBPbs2YNly5aRlslFeno6Dh48iMLCQrBYLCQmJiI8PByysrJwd3enpiDyqSnd27dvw8LCAvn5+QSU8efJkyfYunUr/vnnH77XWSwWHj9+3M2q/jOys7NhY2ODnJwcIn//1w7lLyAqKgq+vr6wtbXF9OnT4eHhgbq6OpiYmCApKQmBgYHYuXMnUY0GBgbMl5tm7xUA2Lt3L9LT08Fms+Hu7g5zc3OeLcI9evSAlJQUlb6uxsbG2LVrF+rr6+Ho6AhdXV24uLjAyMgIp0+fpmIxUBvv3r2Dm5sbMjMz8fHjR77voSnQnjlzpsAfqfz8fJibmxMbURo9ejRjvzJ69Gjs379fqCwvAE6R5tKlS8jIyEBpaSlcXV2Rl5eHcePGUedTPHPmTISGhvJdYpafn4+NGzciOzubgDJehGFBRXsGDBgg0O6CRlgsFjP2OWTIEPz111+M5YW+vj5Vdhdv377F3r17ce/ePb4LamgLXNtPDHVEREQEffr0oeag2NmSFZILa/iRk5ODrVu3ciVjduzYAXt7e6xbtw7Xrl2jKqHs7++PwYMHw8XFBUpKSlRPLkREREBDQwP79+/H4MGDqTloC+L8+fOwsrLi8qYXFxeHsbExKisr8csvv1CTUE5ISEB5eTkWLlwICQkJnu44muymAOG6bwFOU8rDhw8RGhrK1eHLZrPx448/YsOGDQTVcVNXV8fEYMOHD0d4eDgAzqSmqakpfH19ScoDAPj5+X3W+7dt2/ZfUvKf8fDhQ9y7dw9VVVU811gsFqytrQmo4k97S8WODQm02VQuXrwYFRUVCAoKQlJSEthsNpycnCAqKgpLS0vqksm3bt3C5s2boaWlBWNjY2baWE1NDX5+flBWViZaaNq5cyfevn0LAJ+c0v3777+pmHhtj4+PDz58+ABHR0dcv34dvXv3xvTp03Hjxg3cvHkTcXFxpCV2madPnxL9+78mlL+As2fPwtzcHFZWVigqKkJeXh52794NU1NTjBgxAhEREcQTysJiGwAA33zzDYyNjQEA5eXlQrfcbOnSpWhsbGQqXe7u7rC0tISvry+UlJSwa9cuwgr/xdPTEzdu3MD8+fMxePBgKgPtgwcPMoEUm81GWFgY+vXrx/O+J0+eULO8ht/CBNqpq6uDpaUlcnNzISMjg6qqKtTV1SE5ORmenp6Ij4/Ht99+S1RjSkoKmpubAXB87K9cucL3s87KymIWedIAvwUVHZ/BNBVuVq9ejYiICGhra0NaWpq0nE4ZMmQIHj16BPlYbUYAACAASURBVC0tLQwdOhQNDQ149uwZRo0ahfr6etTX15OWyODq6oo7d+5g4cKF6NevH9W/xQCYxYGfol+/fli3bh0sLCy6SRV/BC1Z6du3L2bMmEHdEl9hSMa058WLFwgKChIK79zi4mLs3r2buv/ngnj37h0mTpzI95qamhpV1gFKSko8TR40I0z3LcCJDTw9PbFu3TrGT1taWhra2trUFfbl5ORQWVkJgGOFUllZifLycsjJyUFOTo4Ka5QjR45w/bktFhMREYGsrCyqqqrQ1NSEXr16QVpamqqEcnx8PPbt2yfQEomGhLKw2lTW1dVh/fr1WLZsGe7fv8/Yj6mpqVEZ9wYGBmLWrFkIDAxES0sLDhw4AIBzvqiqqsK5c+eIJpRnzZrFLJZlsVhoamriaUwRERHB2LFjsXbtWhISBZKfnw8nJyf8+OOPEBMTw4ULF7By5UqsXLkSVlZWiI2NJTb9zA9+RbKWlha8ffsWV65cwdy5cwmo4vA1ofwFvHr1iqnEpaWlgcViMd4lw4cPR3l5OUl5ALj9VoyMjD55QKQhAGijfUeGMFgytNGWEAc4wfeFCxdQUVEBWVlZgqp4ycjIgKOjI1avXk1aikCGDBmC0NBQAJwfqXv37vFYXoiIiEBaWpp44aY9aWlpuH79Oj58+MA3GKStW87f3x/Pnj1DXFwc1NTUMG7cOACcyq2ZmRmCgoKY/w+kyMvLYzzIWSzWJw/Za9as6S5ZncLPbqFtgUJKSgpCQkIIqBJMQUEB/vnnH0yZMgXDhg2DuLg4z3tOnz5NQBl/Fi9eDH9/f7S0tGDDhg1QU1ODu7s7Vq1ahcjISOKFkPbcvXsXHh4eWLJkCWkpXeKnn37C7t27oampiYULF0JeXh7l5eX47bffkJ6eDisrK9TV1SE4OBgyMjJEvUhtbW2J/d3/CcKQjGlP//79mYIe7SgrK+P9+/ekZXQZJSUlPHjwgG/SMz8/HwoKCgRU8Yf0oubPRZju2/aMGDGCugRyR3R1dREWFgYVFRUMGzYMsrKy+Pnnn7F582ZcuXIFcnJypCVyNR1kZ2fDzs4Ou3fvxvz589GjRw+w2WzcuHEDrq6ucHFxIaiUl6ioKEydOhXu7u7UFqD37t3LNZEgaJKizaaSFgwNDeHo6Ij58+dTNSEoiIKCAoHFAz09PeL7mebMmcMsEZ4xYwZ8fHz4TpDSyMePHzF06FAAHA/7P//8k7n2448/wtPTk5Ay/nQskrXRt29fzJ8/H05OTt2s6F++JpS/ACkpKSZpfOPGDa7q/dOnT6lr7V+1ahUOHToERUVFnmuXLl2Cu7s7bt++TUAZL+Xl5XB3d8fvv//ONyCkbTy4PbW1tTwjzW2VXFqWaoiIiGDUqFGkZXwSExMTmJiYAOBYSURGRlJvJXH06FH4+vqid+/ekJWV5QkCaQwKf/vtN9jb20NTUxMtLS3M63JycrC0tKTCB8/BwQEmJiZgs9kwNDSEn58fT8DSZofDr4udFIK2GU+fPh0SEhKIiIhguhNp4NWrV0ITCALA+vXrUVlZyQSBu3fvxsaNG2Fvbw9JSUmqPltpaWmq7s3OuHTpEubOnQsfHx+u15csWYI9e/agoKAAISEhkJKSwsmTJ4kvt2ptbUVqairu3LmD6upqyMrKYvLkyVQeGIUhGdOeNWvWICwsDBoaGtTfw1ZWVggMDISKigpVBSVBLF68GOHh4ZCXl8eCBQsgKiqKxsZGnD9/HhEREVi1ahVpiTyUlJQgKysLpaWlMDIyQllZGUaOHEnN8sA2hOG+3b59+2e9n5aGBDs7O6xatQpubm6IjY2FhYUFvLy8cOTIEXz8+BF2dnakJXLh6ekJOzs7LFiwgHmtzRrLzs4OAQEBMDAwIKiQm4qKCpiZmfE9r9OCsNpU1tXVMVZpwoCEhITAImlpaSnfxg9SXL9+HRUVFUhNTcXMmTMBcJYQX7t2DUZGRtR97oqKinjz5g0AThNbTU0N3r59C0VFRYiLi6OiooKwQm5onoL+mlD+ArS1teHr64vMzExkZGTA0tISAKcrLSQkBIsWLSKskJu///4bixcvhru7O+bNmwcAqKmpwd69e3HhwgWoq6sTVvgvbZYMCxcuhKKiIpWWDB35888/4eDggOfPnwt8Dy3j7dOmTcPly5eho6NDWkqXoPkh2p6TJ0/C0NAQXl5eVHbQ86O6upqxxelIv379UFdX182KeOnduzeGDx8OgPN8VVVV5btFWJjQ1tZmxsRogXSnw+fCYrG4DuSqqqq4evUq/vrrLwwfPpyvjxspTE1NcfToUWhoaFClSxC3b98W2EE/d+5cphtJQ0NDYNdEd1FRUQFzc3M8fvwYPXv2hIyMDCorK3HixAkmeUt6QXJ7hCEZ037aCuD8Bk+dOhXDhg3ju3SW5ORCx2RFRUUFlixZgj59+vActmnz+W2zN3BxccGuXbsgKSmJmpoasNls6OrqUtd97+/vzyxfY7FYmDx5Mvz9/VFaWoro6GjiiVthum8B4N69e11+L00NCQMHDsSlS5eYZe9r166FgoICcnJyMHHiROomcYqKigTa4AwYMABlZWXdrOjTaGho4NGjR1Sf0YTVptLIyAgRERFQUlISePahialTpyIoKAjq6uoYNGgQAM6zoLq6GkePHqUqWf/8+XOsXbsWvXv3ZhLKr169wqFDhxAXF4fo6GiqbJP09fUREBAABQUFfP/99/jmm29w5MgR2NjYIDExEQMHDiQtsVMaGhrw/v174t+9rwnlL8DNzQ3btm1DcnIy9PX1GR/BmJgYaGhoYOvWrYQVcnP+/Hm4urpi69at+OGHHzBjxgx4eHigpqYGrq6uMDU1JS2RIT09HY6Ojli5ciVpKV1m7969KCsrg62tLZUjSgkJCcx/Dxs2DOHh4SgrK4OGhgbfCmf7JTE08OzZM4FWEiwWC/b29oSU/cu7d++wfPlyoUkmAxx7nqtXr2Ly5Mk81zIyMjBs2DACqgTT2NjY6SGMpgBLEHfu3OFZakQ7jx49gqqqKmkZn0RCQoLKSQZTU1OcO3cO06ZNw/Dhw/kmuqKjowmp46Vv374oLCzk+10qLCxk7t2PHz8Sf975+PiguLgYISEhmDlzJlgsFlpaWnDp0iW4ubnB19eXqh0GwpCM6dhtqqGhQUhJ5+jp6VEXb3UVUVFRREVFIT09ncs3V0dHB1OmTCEtj4vo6GhERkbC2toaM2fOZO5TMzMz2NvbIygoCG5ubkQ1CtN9C3A6+oQVUVFRrikAAwMDqrp82zNixAicOXOG5zvFZrMRGxtL3WTW7t27YWlpibq6OkyYMIFvMURLS4uAMv60t7toampizmhsNhsfPnxATk4OY4tAmidPnuDevXuYM2cOxMXFeT5b2oqO27dvh7GxMQwNDaGiogIWiwUPDw+8fPkSPXv2pOLs24avry8UFRW5bBInTZqEtLQ0bNq0Cb6+vggICCCokBtbW1s8fPgQERER+P7777Ft2zbs2LEDp06dAgB4eHgQVshNU1MTQkNDMXToUCxZsgS3bt2CnZ0dPnz4AA0NDYSEhBDrAmexBTm+f+U/pqamhpolYfxITEyEm5sb2Gw2Ro8ejbCwMOqqMFpaWkK1TAMA1NXV4ePjg1mzZpGWwpfPCZhYLBY13dQAZ+GDs7PzJxdU0KB36dKlMDY2Jj7+/TkkJyfD0dERRkZGmDlzJmxtbeHl5YXi4mJERERgz549VG09Hj16tNAsuuM3ztq2QCEvLw8mJibYs2cPAWX8qayshLe3N7Kzs/keCj5+/Ej8s9XT00NkZCTGjBnTaeGApoOBk5MTkpKSMGjQIIF2WO2LfqTx8PBAcnIy3N3dMXfuXPTq1QtNTU24cuUK9u7dC0NDQzg5OcHBwQF1dXU4fvw4Ma06OjrYvn073+dubGwswsLCkJWVRUDZV77yv8PcuXMxb9482Nvbo6WlBaqqqjh79ixUVVVx8uRJREZG4vfffyct838CNpuN0NBQrFixgiof7fY8efIEWVlZqKqqorbJo43r16/D2toao0aNwowZMyArK4t3797h8uXLKC4uxvHjx6GpqUlaJsONGzewfft21NbW8sS3bDabmjNPG69evYKLiwtyc3MFntNo0evs7Nzpe2jzi6+qqsKJEyeQlZWFyspKSEpKQltbG2ZmZlTZq+ro6MDb25vZJ9ae1NRUuLq6UhmLlZWVMc/Zu3fv4u7du5g4cSJVRRuAs5QvKioKLi4uMDU1xYIFC9DY2AhTU1OcOHECU6ZMIZYE/9qh/IW0trbiw4cPzAjrr7/+itevX2P27NlULlV4+PAhTp48CYDTmfjnn38iOjoaW7dupapbbtq0aUhNTRWqhHL//v1JS/gkqamppCX8x0RERGDSpEnYv38/FBUVqe1GcnBwgKurKwYMGAB1dXW+3ynS3XwdWbx4MSoqKhAUFISkpCSw2Ww4OTlBVFQUlpaWVCWTAeFadMevk5rFYqFv377YtGkTY5NECwcPHsSFCxcwZcoU/PXXX+jTpw+GDh2KP/74Aw0NDVT4aU+ZMoX5vRWmzsSrV6/Czs4OVlZWpKV0iR07duDly5dwcHDAzp07mVH81tZW6OvrY8eOHbh+/Tpu3rxJ3LqlublZ4LifiooKz8Zx0vDb1N2Rbdu2dYOSrrFmzRq4ubnxjWkLCgqwY8cOnD9/noAy/ghbXC4M01cAZxfI999/z/eaiooKdcsk22hLwAHAH3/8gdevX0NPT4+4PcenaG1tRWhoKKZPn05lQjkpKQkuLi58F6YDdN23AGdZWEREBMLCwhAREQE2mw0RERFoaGjAy8uLKstHgLMUd+DAgdiwYQN1nvr8OHjwIB49eoSVK1fi7t27EBcXh5qaGjIyMvDs2bNPLtLubjpLFrffJUML0tLS2Lx5M7Zs2QKAc+ZpaGiArKwsYWXctLa2orGxke81NptNXSzWRvtn7HfffYfvvvuOoBrBXLx4Edu2bYOpqSmeP3+O58+f48CBA1i6dClkZGTg4+PzNaEsjPz111/YuHEjFi5cCHt7exw6dAiRkZEAgLCwMBw7doyqiudPP/2E2NhYKCoqMrYckZGRCA4OxvXr1+Hp6UmNX9PMmTMZCwl1dXWhsGTYtGkTgoOD8e2331Lpy9TmvSSMFBcXw83NjbpO+o64urqioqICmzZt4nud1mWS69evx7Jly3D//n1UVlZCSkoKampqkJaWJi2NB2FadCds46wZGRmwsbHBpk2bEBUVhdzcXAQEBKC2thYrV678pD98d9H+MPDDDz9g4sSJ1BVp+NGjRw/qx6/bIy4ujqioKOTk5CAzMxMVFRVQVFSEjo4OE2yrqanh8uXLxBcHzZ8/HzExMZgyZQrPvoUzZ84wXn608CnP6b59+6J///7EE8rtO83u3LmDnJwcvgtqfv/9dxQVFXW3PIEIW1zelekrWhJz/fv3x6NHj/g2ehQUFFDXVFFSUgJ7e3vo6urCxsYGJ06cwE8//QQ2mw1paWnExMRQvbiR5gHiiIgIaGhoYP/+/Rg8eDD1hd2cnBxMmjQJ06ZNQ0NDA6qqqiAjI0Nt7PDq1SuEhYUJhX0bwPl8t27ditWrVyM2NhZpaWnYsWMH7O3tsW7dOly7dg36+vqkZQLg5BdCQ0P5Tu3m5+dj48aNyM7OJqCMP42Njdi7dy8eP36MpKQkAEBeXh42btwIExMTODs7o0ePHoRVclBXV0dkZCT09PS48jYNDQ04fvw4dYWbrixFpWURKsD5TZs4cSIAIC0tDSwWi7HxGThwIGpqaohp+5pQ/gL8/PzQu3dvzJo1C42NjTh9+jTmzZsHT09PODs7IyAgAHFxcaRlMhw/fhzLli2Ds7Mz4xlkYWGBqVOnYufOnVi3bh01IyltAfTly5dx+fJlnussFou6hPK0adMQGRmJOXPmoF+/fnw9Mq9du0ZIHS+JiYmQl5fH9OnT8ejRI9jb2+PNmzcwMDCAh4cHVUuMlJWVqe1+ac/SpUtJS/hsnJ2dYWVlhcGDB/MEry9evIC3tzciIiIIqfs8aFx09ynKy8up6j6pqqpikoUqKiqMp2/fvn1hZmaG8PBwODo6kpTIhZWVFXbt2kWF52xnzJs3D0lJSdQUbfnRWXDd1hERHx8PgGyg3b7LV0xMDNnZ2TA0NMScOXOgoKCA9+/f48aNG3j+/Dk2b95MTCc/+C2ZraurQ05ODtzd3amwwUlISMD58+fBYrHAYrHg7u7O8562hBdNvqnCFpcLy/QVACxatAihoaFM3NhGbm4uDh8+TF384+vri3/++QebN29GS0sLIiMj8f3338PR0RH79u2Dn58fDh8+TFqmQGi+F4qLi7F7926Bi+5oo32s0Lt3b+qKHx0ZPnw4KisrScvoMnV1dUyCdvjw4UxTR8+ePWFqagpfX1+S8pCSkoLm5mYAnHv3ypUrfH+Hs7Ky0NTU1N3yPklISAguXrzItaB17NixcHBwQHBwMPr378/s8CLNli1bsHLlSsyYMQOTJ0+GvLw8KioqkJmZidraWiZ2pAV+U6R1dXVMwWn8+PEEVAlGXl4er169gqamJq5fvw4VFRWmu/r+/ftEmzu+JpS/gNzcXOzbtw/jx4/HzZs3UVtbixUrVkBSUhLGxsbUbWeOiIjgWyEcPXo0zpw5g+Dg4O4XJQBhtGdwcXHBy5cvoaWlRZWnET+ioqLg6+sLW1tbTJ8+HR4eHqirq4OJiQmSkpIQGBiInTt3kpbJsHnzZgQHB2PMmDFQUVEhLUcg7RdT0Mzr16+Z/05KSsKsWbP4VrjT09ORmZnZndK+CNoW3TU0NCAyMpLxJG6jtbUV9fX1KCwsxMOHDwkq5EZaWhp1dXUAOEWcsrIyVFdXQ0pKCoMGDUJJSQlhhdyIi4tDSkqKtIwuMWrUKAQGBuLPP/+EmpoaM47fBg2diJ0tu2wP6WQHvy7fwsJCvgkif39/ag5cgpCQkIC+vj7Kysrg4+ODs2fPEtWza9cuLFq0CGw2GxYWFnB2dsbw4cO53tOjRw9ISUlh7NixhFTyImxxubBMXwGcpFxBQQGcnJyY77+JiQmampqgra1NXfxz69YtODs7Y8qUKcjJyUF5eTnWrFmD0aNHY8OGDdixYwdpiZ+E5g5lZWVlvH//nrSMLiNMsQLAaapyd3dHnz59oK6uzhMvAHTZ58nJyTEJcGVlZVRWVjINE3JycsQbgvLy8hAbGwuAE7t8yoJjzZo13SWrS6SkpGDnzp1YuXIl85qMjAzWr1+PHj16IC4ujpr4RlVVFYmJiQgLC8Pt27fx/v17SEpKQlNTE9bW1tQtvxQ0Rfrs2TPY2trCyMiomxV9mqlTp8LLywvnz5/H3bt3mSaQgwcPIj4+Hubm5sS0fU0ofwENDQ3MSHh6ejpERUWZkdbW1lb07EnXx/upcRNRUdEutf53F8Joz5CdnQ1XV1eYmJiQltIpZ8+ehbm5OaysrFBUVIS8vDzs3r0bpqamGDFiBCIiIqhKKCckJKC8vBwLFy6EhIQET9KQpuVbjY2NOHfuHLOxvV+/ftDR0cHixYupCQD37t3L9XkJOgiy2WzqfMy7suiOFnx8fBAXF4dRo0ahvLwcYmJikJWVxdOnT9HU1MT4odGCpqYmjh8/Dg0NDSgrK0NCQgK//fYbli9fjpycHOoOZNu2bcPBgwdRUVGBMWPG8N2EPmzYMALKeGnzn378+DFf2xsaEsrCZNHCr7vof4HBgwfj2bNnpGVARkaGGaX08vKCvr4+1Z6zbQhbXC4s01cA0KtXL4SHhyMrKwuZmZlMskBHRwdTp04lXmTqSG1tLZOoT09PR8+ePZkJkd69ewv0/6WBHj16IDU1ldpOWisrKwQGBkJFRYVq25A2hClWAAB3d3dUVFQIjM1ps8/T1dVFWFgYVFRUMGzYMMjKyuLnn3/G5s2bceXKFeKTeA4ODjAxMQGbzYahoSH8/Px4kpttBVLafufKy8sxdOhQvtdGjhyJt2/fdq+gThg1ahQCAgJIy/giRo4cCRsbG4SGhlI1gbVr1y6w2Wzk5ubC1NQU69evB8BpplqxYgWsra2JaaMrshIyhg4diitXrmDYsGG4fPkydHR0ICoqiubmZpw8eRIjR44kLZGL1tZWnDp1SuDyDwA4ffo0AWX8KSkpQXh4ODIyMlBaWopTp07h4sWLGD16NBYuXEhaHg8SEhIYMmQIaRld4tWrV5g6dSqAf3142rayDh8+HOXl5STl8aCkpAQlJSXSMjqltrYWa9aswePHjyEnJwcFBQU8efIEKSkpiI+PR1xcHN9Og+5m7969SE9PB5vNhru7O8zNzXk+37bgijYPN2FadHf16lWsX78ejo6OCA8Px59//omAgAC8ffsWK1eupG75h42NDUxNTWFlZYW4uDiYmprC3d0d0dHRKCwsxKpVq0hL5MLJyQkAx7tcUDKDFhun/9UEqDDQ3NxMXSKRH/X19Th58iR1SaS2Lp38/HzcvHkTJSUl2LRpE168eIGxY8dStRhI2OJyYZm+as+kSZOoKzTzQ0lJCTk5OZg4cSIuX74MdXV1JpF4/vx5gUma7qSwsPCT11+9esX1Z5JJz46xYEVFBZYsWYI+ffrwtfijpckDEK5YARA++zw7OzusWrUKbm5uiI2NhYWFBby8vHDkyBF8/PgRdnZ2RPX17t2bmbCJiYmBjIwMmpubMWrUKLx//x6+vr54/fo1DA0N8cMPPxDV2hFlZWWkpaVBV1eX51pGRgbxs3FhYSEGDRoEUVHRTp9nAF2Fm0/Rr18/qvZDAJzmT35L986ePUu8oEt/hE0xGzduxI4dOxAfHw8Wi8VUCubOnYuSkhKqtpoCHL/DqKgoKCkpUe/V9vLlS5iYmKClpQU6OjooLi4GAJSWluLYsWMQFxfHrFmzCKvkxsjICDExMdDS0kKvXr1Iy/kkUlJSTNL4xo0bXAnbp0+fUmfZ0dlWXlrw9/dHUVERjh49yhV837x5k/G7cnZ2JqiQwzfffANjY2MAnOr3smXLMGDAAMKquoYwdVGWl5czhZtRo0YhMTERAKCoqAhLS0vExsbCysqKpEQuRo4ciUuXLuHPP/8EwBm7lJCQQG5uLgwMDKgZq2tDWJ4LHWlubkZlZSX69esnFIlO2mGz2UhOTkZ2djbXhvE2a5n79+/j9u3bBBVyw69I19raiurqarS0tMDFxYWAKsE0NzfD0dERFy9eZF5bsWIFoqKi8OLFC8THxxM/1LYhbHE57dNX7b3KO4OGKYv2GBsb48CBA4iKikJtbS2z6NLY2Bh5eXk4ePAgYYWchaKfcxYjmfTU09Oj+tz4KYQtVqDNPqYzBg4ciEuXLjEJxbVr10JBQYEp6NC05+LDhw8wMzPD6tWr4ejoCDc3N1y7dg0jR46Eq6srmpubqdrRZGxsjH379qGxsRFz5syBnJwcKioqkJqailOnThE/UxoYGCAhIQETJkzo0vOMpsJN+3ixjdbWVrx58waHDx/G4MGDCaj6NNXV1airq8PAgQPR2NiIqKgovH79GgYGBkQLvV9PMl+AoaEhFBUVcffuXejo6GDChAkAgOXLl2PSpEnMn2khOTkZa9asoe6wwg9vb28oKCggPj4eYmJiGDduHADOCHl9fT2OHj1KXUJZREQEubm5mD59OlRVVfl2otKyLVRbWxu+vr7IzMxERkYG09UZExODkJAQLFq0iLBC/pSUlCArKwulpaUwMjJCWVkZRo4cSU0C/+rVq9iyZQtPwmDKlCmwsbHBsWPHiP/4d8TGxgatra2ora1l7tlff/0Vr1+/xuzZszFixAjCCoUXCQkJpgtZWVkZb968wYcPH9CnTx8MHz6cy8uaFuTk5Lg6ISwsLKhLJLdRVlaG2bNnC03HQ0FBAQ4dOoTs7Gw0NzcjMTERcXFxGDp0KFWd9cJGSEgIQkNDISkpiebmZvTq1Qs9e/ZERUUFREREqDocAoITM3379sWMGTOo6/4MDQ3FtWvXcPDgQejr6zO2AS4uLrC0tERQUBC8vb0Jq+QgbHE57dNX/LzKBUFbQnnNmjWQk5NDTk4OJk2ahLlz5wIAxowZgw0bNmD27NmEFXInOquqquDr6wsdHR0YGhpCQUEBlZWVuHbtGtLT04mf3WhIwP+n0OaF2lXapkJKS0thaWlJ5VRIG6Kiolz2JwYGBlTZBbQREREBPT09WFtbo6qqCqmpqTA3N4e9vT38/f0RFxdHVcxgamrKNNMlJCQA4BTRe/XqhQ0bNhCfHDxw4ACTeD1w4IBQFZ0mTJjwSb205Gz+D3vnHo/1/f//x5tCIbkkKqSik81hTimpHGplJa1EqlFEDlPRHGYrFBUREYWiaMkpY9V0WGGV6ERbWsW3raScRU1crt8fbt4fVy6qtXq/rv2u+1/X3u/3H4/pel/v1/v5ej4fjx5u3LgBBwcH2NjYwMvLC0FBQUhPT8ewYcOQmZmJyMhIxp5rFIdk138B/yoaGhqIj4+Hnp4e01LeiLa2NrZt24b58+eDzWZDTU0NmZmZUFNTQ0FBATZu3Ihr164xLZMLY2PjAc9TFEVM2GBzczM2bdqE0tJSGBgYYPfu3RAXF4epqSlUVVURGhpKhDVDbyIiIpCYmIjOzk5QFIWMjAxERETg2bNnSE5OJsL3SlNTE7GxsTwLApcuXYKTkxPKy8sZUNY/Dx48gKOjIxYuXIiNGzdi9+7diI+PB9C9QDx48CB0dHQY1djTTf22kGLds27dOgwZMgR79uxBR0cHdHV1sWvXLsybNw+pqanYt28ffv31V6ZlclFXV4dr166hpaWFp8ckSQttTU1NREREYM6cOUxLeSO3b9/GypUrIS8vj9mzZyM5ORkZGRnIzc1FcnIyAgMDsWzZMqZl8iWmpqbQ1tbGjh07EBkZiZqaGuzYsQPl5eVwdHSEu7s7bG1tmZb5WNIExwAAIABJREFU1rDZbJ4hqUxhbGwMW1tbrF27ts96LDs7G+Hh4USNtwsQwI98/fXXEBcX59lNGxQUhP/7v/9DYmIiA8oGpqurC3Z2dggMDCTCRqQ/GhsbcfDgQa58Ez09PXz11VfEFWh5TYVkZGQgLCyMmKkQfp1e0NLSwr59+2BgYIDc3Fx88803yMzMxNSpU3H16lU4ODigrKyMaZl9aG1txc2bN9HY2Ihhw4ZBXV2diPdefmbv3r0Dbu4rKSkxoKp/7O3t8fLlS4SGhtLNP4sXL8bWrVvx/fff4/fff0dGRgYj2gQdyu8JP/n8fvrpp7h9+zZfFJS7urogKirK8xybzSYy/ZifRvGlpKR4Lkyzs7MhKSnJgKKBSU5ORnx8PFxdXWFiYkKPT61ZswYbN25EVFQUtmzZwrDKbv/GS5cu9VtQHj16NAOqBiY8PByioqIwNTXFq1evcOzYMXz++ecICgqCr68v9uzZg5SUFEY1ktKB/q44OTnhq6++gqOjIxISEmBhYQE/Pz9kZmaiuLiYuO6NixcvwsPDA+3t7Tx/YymKIqqgrKioiKdPnzIt460ICwuDuro6Dh06BA6Hg6SkJADd3o5tbW1ITU0VFJT/ITU1NVi4cCEoisLUqVNx6tQpAN1rHmdnZ2RkZBBVUDYxMUFMTAzPxPOysjI4OjqiuLiYAWW8qa2txdSpU3meGzVqFJqamj6yooG5d+9ev1khJBU2AAw4pSIkJIShQ4cSF4YKdG9EP3/+HCwWi7iX7t40Njbi119/xcuXL4nfIC0oKEBMTAzPc8bGxowGLg0Eh8PB1atX0dbWxrSUfnn27BmWL1+OZ8+eQU1NDRMmTMCzZ8+QkJCAnJwcpKenQ1ZWlmmZNPwwFcKv0wuDBw+mJwcLCwshJSVFP9/q6uqI/L0FuoucPdOv1dXVqKqqgoSEBOPvR0VFRe90PUm5PO7u7gOe//vvv/vYUDFJWVkZwsPDoaioiDNnzqC9vZ2eKJ8/fz5+/PFHxrQJCsrvAb/5/Pr5+cHV1RWioqL47LPPeN4kpIwOa2pqIjk5mQ6KA0DvImVlZUFDQ4Mpaf85Ojs76YW2qKgo7SkkIiLCpCwujh49CkdHR7i6unIFmU2fPh0eHh6Ij48noqBsY2ODoKAgiIiI4IsvvoCsrCxqa2uRm5uLpKQkbNiwgWmJfSgtLcW2bdvw6aeforCwEK2trVi+fDkkJSVhbW39xgfux+DIkSNMS/hHaGtrIysriw5k6wmEKS0thbm5OR0UQwoRERFQVFSEn58fFBQUICQkxLSkAfnyyy+xc+dOXL9+vd/kdlIKBrdu3UJYWBiEhYX7hDEuWLAAeXl5DCnjf8TExOiOXiUlJTx69AivXr2CiIgI1NTUEB0dzbBCIC8vD52dnQCAx48fIz8/n2dQ4+XLl9HR0fGx5Q2IgoICrly5wnOj9MaNG4x3yvXmxIkT8PX17bfpgKTCBtBdKHzTiLC0tDTs7OyIsB46efIkduzYgdraWvrYyJEj4eXlRVwTzcWLF/H111+jvb2d53nSNkiHDRuGu3fvYsaMGX3O3bhxg7guWn5i9+7d6OrqQk5ODlf45f379+Hg4ICIiAgEBwczqJCbnJwcfP3117CwsOBaL6iqqsLd3f2duoM/FPwaNDx58mQkJiaiubkZ+fn5mD9/PoDu/599+/ZBS0uLYYXctLa2IiAgAJ988gm++uor5ObmwsfHB11dXVBUVERSUhKjzUoODg6gKIp+5vY8z3o/g3s/40jyUPb09ERgYCDExcX7nLtx4wZ8fHzw888/M6Csf3qaLQsLCzF06FC6HvbixQtGi9+CgvJ7wG8+vz2psUFBQX0WsBwOBxRFEXOjb9y4EStXroS5uTmMjIxAURSysrKwa9culJaW0t1dTGNtbY3t27djwoQJbzWWT8oofl1dHQIDA/HLL7/QL7m9oSgKv//+OwPKeFNdXY1p06bxPKeiooK6urqPrIg3VlZWuH37NmJiYrjCfzgcDpYuXYq1a9cyqI437e3tkJKSAtDdISMiIgJtbW0A3ZMCpIaGVVZWori4GM+fP6dHF8eOHcu0LC4OHDgAMzMzegdZREQEAQEBDKvqn8rKSkRFRRHn4dofPZ6OP/74I8+deZIKBoMGDeL5WwsAz58/Z7zLhJ+ZMmUK8vPzYWBgAGVlZXrTZvr06Xj06BER9hG3bt2iN8YoihowHG716tUfS9ZbsXz5coSFhWHw4MEwMTEB0G2bdeLECSQkJMDZ2Zlhhf8jLi4OBgYG2L59O/Hh0wCwc+dOfPfdd9DR0cHChQsxYsQI1NfX4/Tp0ygoKICLiwva2tqwd+9eDB8+HFZWVoxpLSgogKenJzQ0NLB+/XrIysri6dOn9Nj48OHDMXPmTMb0vU5ERAQmTJgAPz8/yMnJEb9BunDhQkRFRUFISAgmJiaQlpZGXV0dTp48if379xPbocwPFBQUwMvLi6uYDHS/P7i7uyMiIoIhZbzht6kQfsLHxwcODg7w9PTEiBEj6GDsNWvWQEREhKgNR6B7uu3cuXN0g11ERAQmTZoEFxcXREZGIiwsjNENhsOHD9Ofq6ur8d1338HS0rKPD/zx48exbds2xnTy4ty5cygrK0NYWBhdmO3s7MTevXuRkJBA1GY50P17lZ6eDjExMfz888+YMWMGhIWF0djYiISEBKipqTGmjcxKAZ9w5coVbNu2DRISEn06jqysrIj7UeIns3R1dXUkJycjLCwMqamp4HA4SE1NhZqaGuLj4xn3dO2hdxGAnwoC27Ztw8WLF7Fw4ULIy8sTv9AeOXIkfvvtN56FroqKCowcOZIBVX2hKApBQUGws7PD1atX0dzcDCkpKejp6REbbqesrIz8/HyMGzcOP//8M/T19SEiIoLOzk4cPXoUqqqqTEvsQ0BAANLS0rhGWCmKwrJlyxAYGMigMm5iYmKgqqpKzOTHmxg5cmS/RU8SIcWT/m3Q19en/dV7uiEoikJnZyeOHDlCzDONH7G3t4erqyueP3+OsLAwmJqawsfHByYmJjh16hR0dXWZlggvLy/Y2NiAw+HA3Nwc4eHhfSwvhIWFMWzYMOJ8Ee3s7PDo0SPExMTQI/lr164Fh8OBpaUlHBwcGFb4Px4/fowtW7Zg1KhRTEt5K06dOoV58+YhNDSU6/jixYvx/fffo6KiAtHR0Rg2bBiOHj3KaEF53759mDNnTp/NEFtbW7i4uGD//v1EFZQfPHiAmJgYvvlt3bBhA548eYIdO3Zg586dXOdWrFjB+MZNe3s7TytCiqIwevRooqYaX6e9vR1ycnI8z8nJyaGlpeUjKxoYfpoKAbo7Pd8EKQFnU6dORX5+PiorK6GqqoohQ4YA6Nanrq7Os1uVSX755Rf4+Pjgiy++QHl5Oaqrq+Hl5QVTU1Ow2Wx8//33jOrrbaNqb2+PlStXwtvbm+sabW1tiImJISkpie4IJ4GsrCxs3ryZfoYZGxvDx8cH9+7dw+rVq+Hh4cG0RC48PDzg6uqKkydPQkxMjH4mLFiwAB0dHYx67AsKyu8Bv/n8LlmyBK2trfj999/R0dFB6+vq6sLLly9RUlJCVBKulpYWUlNT0d7ejqamJkhKSvIcaWaS3qP4/DSWX1BQAG9vb6xYsYJpKW/FokWLEBMTgxEjRnAFcJWWlmL//v109z0JNDQ04P/+7/9gY2MDAPjrr79w9uxZyMjIYPjw4Qyr64ujoyM2b96M1NRUUBQFe3t7AMC8efPw9OnTATvpmCApKQlpaWlwcHCAhYUFRo4ciWfPnuHEiRNITEyEqqoqVq1axbRMAN3j9/zi8Qt0d0bu27cP2traxBW1eDFmzBimJbw1np6eWL58OczMzKCrqwuKohAXF4f79++jpqaGmOkVfsTY2Bj79+/HgwcPAHRvOHl6eiI7OxsaGhrw9/dnWGH3mOL48eMBdHf0qKmpEffiOhD+/v5YvXo1Ll++jMbGRkhKSkJfX79Pxx/TKCkpETOx9DZcuXKlX0uWefPmwc3NDUD3C/m7eJZ+CO7cuYOoqCie55YvX05cE42cnFy/dhckMnjwYISHh8PV1RUlJSVobm4Gi8WCgYEBEQVEY2NjREdHQ0tLC9HR0Vi2bBnd+U16hoyKigry8/N5+rf+/PPPxIUJ8tNUCNBd5H6dtrY2NDc3Y/jw4fj0008ZUNU/EhISUFdX5zpG6mReQ0MDvXa4ePEihISEaFuc4cOH0zaVJHD9+nU4OjryPKerq4uDBw9+ZEUDM378eBw/fhyxsbGIiYnB3r17MW7cOBw7doy47yzQbfP5448/ory8HFpaWvTGube3N/T09Bi1PhEUlN8DfvP5vXz5Mjw8PPD8+XOe5yUlJYl48epNa2srvXPc1NTENeZDWsDZ6tWrsWXLFp6dqBUVFdi8eTNyc3MZUNYXYWFhvumaBAAXFxdUVFTAx8eHvsdsbGzQ0dEBPT09+qWLae7fv4+vvvoKoqKi9CLw0aNH2L17N1JSUpCcnEzEi0FvzM3NIS8vj+vXr0NfX59eZFlZWcHAwKDPootp0tLSYGdnh02bNtHHJCUl4enpCTabjePHjxNTUOYHj9/XrXoqKipgZGSEcePG8dRLWuGzpKQExcXF/W6SMhlS0Ztx48YhMzMTe/fuxaVLlyAsLIySkhLo6ekhKiqKuMIcv2FkZAQjIyMA3aGzCQkJDCvipqioCJqampCQkMCrV694voD3hqTgmh6UlJSgpKSEEydOYM6cObRVEkmsX78ee/fuxZQpU/jinpKQkEBVVRXPf++qqiraE/Hvv/9mvANUSkoKL1684Hmura2NCGuZ3qxatQpxcXHQ09Mj8rvaHxMmTCByoq2lpYV+H4uJiYGRkVG/Xb+ksXbtWnh4eODVq1f44osvMGLECNTV1SE3Nxc//vgjgoKCmJbIBT9NhQD9h9Lfu3cP7u7uRDWr8Rvy8vK4e/cudHR0cPbsWUydOpXLppCkxgpZWVlcvXoV06dP73PuwoULxNVtgG57mdu3b4PNZkNKSgpPnjzBzZs3iSwoA91h5IqKilzHFi9ezJCa/0FxSGuj5SPKysqwcuVKjB49GkZGRjhy5AhsbW1x//592ueXpFErGxsbNDY2wtPTEzk5ORAWFsaSJUtw8eJFHDt2DD/88AMxRfC7d+/Cy8sL9+/f7/caEvyeS0tL6SLGqlWrsHXrVp4LwV9++QVHjx7FzZs3P7ZEnnh5eWH48OHEbSC8icuXL/fpkOrx2CYBZ2dn1NbWIiYmBvLy8vTxuro6ODs7Q0FBAXv27GFQIf+jrq6OuLg4nguWS5cuwdnZGWVlZQwo68vrI+2vQ4Jv/bsW30maxEhJScH27dt5TgMJCQnByMgIcXFxDCgTwBRdXV0wMzNDXFwcUXY9kydPxvHjx6Guro7Jkydzhdj00HOMhN+F/mCz2fjkk0+QkZHBqF9ff6xatQp37txBW1sbxMXF+4TUUBSFwsJChtT1JTAwEDk5OQgICMC8efMwePBgdHR0ID8/H1u3bqXDW728vNDW1oZDhw4xpnXjxo148OABUlJSMGzYMPp4S0sLbG1toaCggNjYWMb0vY6vry/Onj2L9vZ2jBs3jh5t7w1pG6QXLlzA+fPn8eLFC57PNSZtA5YsWYLHjx9j4sSJKCkpwdSpUyEhIcHzWoqikJyc/JEVDkxcXBxiY2Ppjk4OhwNRUVE4Oztj/fr1DKvjzcOHD3HlyhWip0LeRF5eHmJjY/HTTz8xLYUviYiIwMGDB6GoqIjKykoEBARg+fLl8PDwQH5+Pry9vWFnZ8e0TABAfHw8IiIiYGtrC2NjY7BYLNoHPjs7G1u2bGG8iaY3KSkpiIiIgLCwMLZs2QJjY2Ps2LEDaWlp0NLSQnBwMOPNd56entiwYQMUFRWJtpYRdCi/B/zi89tDRUUFgoKCYGZmhpaWFhw/fhyzZs3CrFmz8PLlS8TGxhLz8r1161bU1tbC3d0d0tLSxBQMXyctLQ25ubmgKAoURfEM3OpZFC5YsOBjy+sXExMT+m+spaXFc6FN0o++s7Mz7OzsYGBgQOxYEtA99rVr1y6uYjIAjBgxAuvXrye2gP/06VPExsaiqKgIz549ww8//ICTJ09i8uTJxCW3jxo1ClVVVTwLypWVlVwvukwTEhICFRUVnunstbW1KCkpYUAVNyQViN+Vo0ePYubMmQgNDUVcXBxevHgBX19fXLhwAb6+vnQYIgkM9G9NURTExcWhqKjY7wu6gLeDw+Hg8ePHRI2BAt02Fz2bzb1DbPgRkvtQFBQUiJsCGojNmzfj4cOH8PLywjfffANJSUk8f/4cXV1dmD17NjZv3ozz58+jsLCQUX9EANi0aROWLFkCU1NTzJw5k+7yLCwsBJvNZjQYihePHj1646YuSSQkJCAsLAyioqJgsVh93nuYfg8KDg7Gnj170NTUBIqi0NHRwVeWIs7OzlixYgVu3rxJ55toamoStWbsIS4uDosXL8bYsWOJC5t+V6SlpfHXX38xLYNv2bhxI8TFxVFSUoKlS5fS7+bt7e1EFZOBbgvFlpYWJCUlISUlBUD3emHIkCHw8vIiqq4AdOdJzZgxA8HBwfS0RUBAAExMTPDtt99i8eLFuHXrFqMab9y4gba2NvrzQDD5jBB0KL8HJSUl0NDQgIiICNE+vz2oq6vj4MGD0NHRQWlpKdatW4fr168DAAoLC+Hn50dM54aWlhZCQ0NhamrKtJQBaWpqQnl5OTgcDtatWwdfX1/a66iHnqCdqVOnEhN+xw+dk73R1NREXFwcpk2bxrSUAdHV1UVwcDDMzMz6nDt79iy++eYb+p4jhYcPH8LGxgZsNhv6+vo4c+YMMjIykJSUhLy8POzdu5eo+3DXrl3IzMxEVFQU9PX16eNXrlzBhg0b8Pnnn2Pr1q3MCezFlClTkJaWxtM2pKCgAK6urigvL2dAWf8UFxfj0qVLtB9meXk5YmJi4OzsDE1NTYbVcfPpp59i7969mD17Nk6ePInY2FjaVig6OhqFhYVIS0tjWGU3PV2pAHdBrvcCsGdqaOvWrcQ8K/gNNpsNNTU1ZGZmEtlBC3S/sCxZsoTYkcqB4Ie/Lz9y9epVXLp0CY2NjZCXl4e+vj4+++wzAEB1dTWEhIT6bFQzwYMHDxAdHc0VOqyvrw9XV1cibRr4CWNjY2hpaSEkJIRxe5M30Xvigl+prq5GTU0NPv30U+JC1dXV1dHZ2QldXV1YWlpi3rx5PBt/SIHXBm5XVxeePHmCLVu2oL6+XtCh/P8Rra2tuHHjBu0D31/jGtOkpqbC1taW57mmpiYEBgYSt1FKKoIO5ffAxcWF3sEQFRUl3ktqzJgxqKqqgo6ODpSVlfHixQs8fPgQY8eOBUVR/XorM8HIkSOZlvBWDB8+nE61DgkJwezZs/kizOrcuXNMS3gndHV1cf78eeILylpaWoiPj4ehoSHXw7O9vR2HDh2ClpYWg+p4s2vXLsjKyiI1NRViYmL45JNPAAChoaF4+fIlEhISiCoou7i4oKioCHZ2dpCRkYGsrCxqa2tRX18PFRUVLm9lJnB0dERlZSWA7sKhq6srz5fD+vr6Pj5YTPPLL7/Azc2Nq9AlLCyMJ0+eYNWqVTh48CB0dXUZVMjNoEGD6A1cJSUlVFVVobOzE4MGDYKuri5R3df79+/H119/jUWLFmHhwoUYMWIEGhoacPr0aRw7doz2h9+zZw8UFBSwbt06piUL+EBkZWUR9Zv6X6SwsBDFxcVoaWkBi8WCnp4ez6kWUtDT04Oenl6f452dnUT5Tk6YMAERERFMy3gnKisrUVxcjOfPn0NaWhp6enpEdn3W1dXBysqK+GIy0D3xyk+0trYiICAAn3zyCb766ivk5ubCx8cHXV1dUFRURFJSElH32a+//opTp04hNzcXvr6+CAwMhJmZGSwtLYl8D1JXVx+wO5JJq5b/AhwOB6dOnUJRURGePn2K7777Drdu3cInn3xC5EaehIQEXRshmd7F5M7OTjQ2NkJaWhqDBg3C8OHDiS4mczgcxMTEYPny5ZCVlWVajqCg/D4MGTKEyFGZ/pg7dy49TrVo0SKoqqpi9+7dcHBwQEJCAlELLGdnZ+zduxeTJk0irujSHz2hA8+ePcPLly/R1dXV5xqmvXh66G3i//LlS7S2tmL48OHE7dL3oKysjKNHj+LMmTOYNGkSxMXF+1xDwoLFw8MDK1asgLGxMWbMmEEXjS5duoTW1lakpqYyLbEPV65cwbZt2yAhIQE2m811zsrKirjkdgkJCWRkZCAzM5PuklJWVoa+vj4sLS0hKirKqL5169bhhx9+AAA8fvwYqqqqGD58ONc1QkJCkJKSwrJly5iQ2C8xMTFYsGABdu3aRR+bOnUqcnJy4OXlhYiICBw9epRBhdyoqqriypUr0NPTg7KyMthsNn777TdoaGigoaGhz/eZSRISEmBlZYVvv/2WPjZ+/Hjo6OhATEwMZ86cQXJyMthsNn744QdBQfkfQlEUdHV1eT4jSGHKlCm4ffs2ndTOTwgLC+Pw4cNQVlZmWgpPOjo64ObmhosXLwIAbSGxf/9+zJgxA7GxsUStczgcDnJyclBcXMzV5dcTLHrz5k1cuXKFMX1VVVUYM2YMREREUFVV9cbrSVnj9hAQEIC0tDSu9ThFUVi2bBkCAwMZVNYXFRUVPHz4kGvyiiTexr+zNySsyXsICwvDuXPnMGvWLADdvrSTJk2Ci4sLIiMjERYWRlTxSFJSElZWVrCyssKTJ0+Ql5eHvLw82NvbQ15eHosWLSJqbe7q6sqzoCwhIQFjY2MoKSkxoOq/QVtbG5ycnFBaWorhw4ejubkZbW1tyMnJQVBQEFJTUzFp0iTG9L0e7P0mSPOtr6iowO7du1FcXIzOzk6kp6cjJSUFysrKcHJyYlpev3R1dSEmJgZz5swRFJT5nU2bNmHHjh1oaGjAlClTeFpdkLS4cnV1xV9//YW8vDwsWrQIvr6+cHFxwZkzZyAsLExUWNisWbMQHx+PuXPnQlpaus+oBEVROHv2LEPqeFNVVQUvLy/8/vvv/V5Dko3EtWvXsGvXLtqyg6IoaGhowNPTkzj/73PnztFd63/88Uef80x7y/WgpqaG9PR07Nu3D1euXKFtcHR0dODq6kqkn19XV1e/RVg2m02kX6aIiAhsbGxgY2PDtJQ+6Orq0l28tbW1+Pbbb4nsIODFgwcP4OnpyfN++vLLL+Hq6sqAqv6xtrbGt99+i5cvX8Lb2xvTp0+Hn58fLC0tcezYMaIsBcrKyvoN/pk+fTrtqztlyhRUV1d/TGn/KYSEhIjqTOeFoaEhoqOjUVBQwHPtSFEU48WCgTyoe6xvel9DSldlTEwMLl++jICAAFhYWEBMTAwvX75ETk4OQkJCsH//fri5uTEtkyY6OhoxMTGQlJREZ2cnBg8ejEGDBqGhoQFCQkKMe04uWLCAtm2aP3/+G9daJK1xk5KSkJaWBgcHB1hYWGDkyJF49uwZTpw4gcTERKiqqr5zKO2HxMvLC/7+/pCTk4OWllafQEmA2fvsTf6dvSFlTd7DL7/8Ah8fH3zxxRcoLy9HdXU1vLy8YGpqCjabje+//55pif0yatQoODo6wsLCAgkJCUhNTcWBAwcYf0b0xt3dnWkJ/1kiIiJw7949pKSkQFNTk2uKdM2aNYiKikJMTAxj+l7foO35ndDS0oKsrCwaGxtx8+ZNAMCcOXM+ur6BuH37NlauXAl5eXmsWLGCDhKVkpLCnj17wGKxiGv86Q1J7+eCgvJ74OPjAwDw9/fv9+FJ0uJKREQE4eHh6OjoAND9EpuXl4fy8nKoqakRtYPo5+eHhw8fQldXFyNGjGBazluxfft2PHr0CG5ubpCXlyfaA/PWrVuws7PDyJEjsWbNGsjKyuLp06c4ffo07OzscPToUaK80c6fP8+0hLdm4sSJRG3OvAlNTU0kJyfTnRvA/14GsrKyoKGhwZS0frl8+TIGDx4MHR0dPHr0CN999x2qq6thbm4Od3d3Yl5mSC9svY64uDgePXrE89yTJ08Y7/5+nSVLluDVq1f4888/AXSHuTo7OyMsLAwKCgpc3cBMw2KxcPPmTZ5j97du3aK72FtaWojuriUVfgoWjY6OBtC9qXvt2rU+50koKL9phLk3FEUNuJH+McnNzYWLiwtXIXbIkCGwtrZGY2MjsrOziSoo5+TkwMLCAjt27EBkZCRqamqwY8cOlJeXw9HRESoqKozqCw4OpqcEg4ODiXm2vg1paWmws7PjssGSlJSEp6cn2Gw2jh8/TlRB2d/fHw0NDXB2duZ5nun7jJ/W4a/T0NBA59tcvHgRQkJC9ITI8OHDiQtx7aGlpQWnT59Gbm4url27BnFxcVhaWtITsaQgCB3+cJw+fRobN26Ejo4O19SdjIwMnJycsG3bNgbVcb/nHDlyBLW1tTh48CCXhUx9fT0cHR2JmzgPCwuDuro6Dh06BA6Hg6SkJADd9b22tjakpqYSXVAm6XksKCi/ByEhIUxL+Ef03k0iNRG7uLgY/v7+RHYg9kdpaSkCAwOxaNEipqW8kcjISHz66adISkri6njYsGED7OzssHfvXsTHxzOo8N2or6+HjIwM0zK46OrqgpmZGeLi4qCqqsq0nH7ZuHEjVq5cCXNzcxgZGYGiKGRlZWHXrl0oLS2lH7CkkJ2dDT8/P9jb20NHRwdbtmyhC3Xx8fEQFRUlekyJZGbNmoWoqChMmjSJa0Ppt99+o8PvSMPa2hqtra2orq6GsLAwDhw4gPr6euI2IhcvXozY2FgICwvj888/h4yMDOrr6/Hzzz8jNjYW9vb2aGxsxKFDh4gLPySd14NFHz9+DKDbfurgwYMYMmQIUZ7F/OA/2t8IM+nU1dX1uwmqqamJffv2fWRFA1NTU4OFCxeCoihMnToVp07LYmPoAAAgAElEQVSdAtAdOOrs7IyMjIx+Q4M+Br0LV9OnTyciGPBtefz4MQwNDXmeMzQ0REpKykdWNDBLlixhWsI/4smTJ3j69CkmTpwIISEhnp3VTCMvL4+7d+9CR0cHZ8+exdSpUyElJQWgOyC5tw0gCZw8eRK5ubkoKioCm82GgYEBdu7ciblz5xK3sQ8Aq1atEoQOfyBaWlr6LcRKS0ujra3tIyvqn/j4ePj5+fXxI5eRkcH69evx/fffM75Z3ptbt24hLCwMwsLCfSzyFixYgLy8PIaUvR2CDuX/CKTtEP6XEBcXJ8rT+W0YMmQIcUXN/rhx4wZCQ0P7jM+JiIjA3t4efn5+DCnjTXt7O+Lj41FcXEx32AP/8xmsqqrC7du3GVTYFw6Hg8ePHxPb+dCDuro6kpOTERYWhtTUVHA4HKSmpkJNTQ3x8fHE2Z8kJyfD0tIS33zzDWpra3Hp0iVs2rQJjo6OOHjwII4dOyYoKP9DPD09UVpaSoc89HiAP336FEpKSvDy8mJaIhd3796Fl5cX7t+/3+81pEwJubm5ob6+Hnv27OGaYBAWFoa1tTXc3d1x6tQp3L9/nx67E/B28FuwKD/AryPMCgoKKC8vh4GBQZ9zZWVlRHgN9kZMTAzCwsIAuoNFHz16hFevXkFERARqamp0NzsJzJkzBwYGBrCwsMDcuXP7WNGRxqhRo1BVVcVzKqSyspK4DBySOuffhoKCAuzYsQNVVVWgKArp6emIjY0Fi8VCQEAAURtSCxYswI4dO5CamorKykoEBAQA6M49yc/Ph7e3N8MKudm0aRPGjRsHd3d3WFhYQE5OjmlJAyIIHf5wjB8/HmfOnOGZuVBUVESUtWpraysGDeJdWuzo6EBnZ+dHVjQwgwYN6lfT8+fPicpbALo3F3qeW8LCwlx2oEwjKCi/Jy9fvkR6ejpKSkrQ1NQEGRkZGBoawsLCgrgvIj9haWmJw4cPQ1dXl2/+jvPnz0dWVhZfBO0M1EFAURRxP/qhoaFISUnBxIkTUV9fDzExMbBYLPzxxx/o6OiAh4cH0xL5Gi0tLaSmpqK9vZ32feblCU8CVVVV9IbHhQsXAADGxsYAuru6+MluhDRYLBZycnKQlZWFa9euobGxEYqKitDR0cGXX35J3Hdi69atqK2thbu7O6SlpYl6gX0dYWFhBAYGwtHREVeuXEFjYyPk5eWhra1Nd0cZGRlh3rx5xPjR8gv8ECzq6emJDRs2QFFR8a3CrUgKtAK6N0irq6vR0dFBd8X0bOiWlJTA3t6eYYXdWFhYIDY2FiNGjMAXX3wBERERvHr1Crm5uYiLi8PKlSuZlsjFlClTkJ+fDwMDAygrK4OiKJSWlmL69Ol49OgRXWwmAX9/f+Tl5cHb2xsBAQGYN28eFi9eTGyInImJCaKioqCiosKl8cqVK4iOjsbnn3/OoDre8Mt99uuvv2L9+vXQ1dWFtbU1PbGrqamJ8PBwKCkpwcHBgWGV/2Pjxo0QFxdHSUkJli5dSlvitLe3w9vbG3Z2dswKfI20tDQi7eb6QxA6/OGwt7eHt7c32tvbYWJiAoqicO/ePVy4cAGHDx8myv9bW1sbe/fuhaamJteU4F9//YXIyEieG71Moq+vj9jYWBgYGNBWcz01kCNHjhDXUGVoaIi5c+di6dKlmDZtGlGTFYKC8nvw+PFjrFq1CtXV1VBQUICMjAzKy8tx+vRpHD58GEeOHKFHagS8G0JCQigtLcWcOXOgpqbG03eJtBeuCRMmIDIyEsuWLYOmpibPIEESXmyB/3Wlzpkzh+uFhc1mIykpibiFzJkzZ+iHamxsLO7evYs9e/agpqYGK1as6FNEEPDPGDx4MDZv3ozAwEAoKyszLYcnQ4cORWtrKwCgsLAQsrKydOjdo0ePaC9aAf8MMTExrFixAitWrEB1dTVkZWWJ3dSrqKhAaGgoX3WfKioq8hxfJNG2h1/gh2DRGzdu0KOpbwq3Im1j5M6dO9iwYQPtVf46FEURU+iys7NDcXEx/Pz88O2330JSUhLPnz8Hh8PB9OnTieu8tre3h6urK54/f46wsDCYmprCx8cHJiYmOHXqFB3wSgK2trawtbXFo0ePkJubi7y8PGRnZ2P06NGwsLCAhYUFUesGFxcXFBUVwc7ODjIyMpCVlUVtbS3q6+uhoqLC5a1MAvx0n0VGRsLU1BSRkZFgs9kIDg4GADg4OKC5uRlZWVlEFZQBYN26dX0KmXFxcQypGRgNDQ28evUKWVlZKC4uRktLC6SlpaGvrw8LCwviNp0FocMfDgsLCzQ0NCAqKgonTpwAh8OBj48PRERE4OTkRJTHr4+PD2xsbGBiYoJPPvkELBYLtbW1uH37NkaMGAFfX1+mJXLh6emJ5cuXw8zMDLq6uqAoCnFxcbh//z5qampw7NgxpiVy8fXXXyM7Oxt2dnZQUFDAl19+CUtLSyKsqAQF5fcgJCQEXV1dyMjIoEcsge4fVnd3d4SGhjJuls6v5Obm0m399+7d63OetBcuAAgKCgIAlJeXo7y8vM95kgrKHh4esLKywvz58/H5559jxIgRqKurw+nTp1FdXU3cyHV9fT2MjIwAdIfepaenA+j2RXNycsKRI0fg4uLCpMQ+UBQFXV1dvgrY4nA4uHr1KlGeXK+jrq6O6Oho3L9/H+fOnYO1tTUA4OzZs4iMjOQ53irg3WGz2TAxMUFGRgbU1NSYlsMTUka93gZ+tO3hF/ghWLR3oBW/hVuFhobixYsX8Pb2xvnz5yEqKoo5c+bg4sWLKCwsJMqLVkREBImJiSgoKKALMVJSUtDX18fMmTOZltcHY2Nj7N+/Hw8ePAAABAQEwNPTE9nZ2dDQ0IC/vz/DCvuioKCA9evXY/369bhz5w6OHz+OAwcOYP/+/cSEMwKAhIQEMjIykJmZiatXr6K5uRnKysrQ19eHpaUlcV60/HSfVVRUwNXVlec5Q0NDIgKJi4qKoKmpCQkJCRQVFb3x+v78tpmgtbUVq1evxu+//05vhty5cwd5eXlITU1FSkoKUQF3gtDhD4u9vT2WLVuGGzduoKmpCcOGDYOmpiZxTYsTJkzAyZMnkZycjJKSEvzxxx9gsVhwdnbG6tWribMZGjduHDIzM7F3715cunQJwsLCKCkpgZ6eHj3dQhIODg5wcHDAjRs3kJWVhcTERERHR2P69OlYtmwZjI2N+7Uc+dBQHBJaN/iUnkAoXgni2dnZ2LVrFy5fvsyAMgEC3szVq1cRFhaG8vJycDgcUBQFdXV1bNq0ibgRRn19fezevRuGhoa4d+8eFi1ahGvXrmHo0KEoKSmBk5MTrl+/zrRM/PDDD1i4cCFRC713gc1mQ01NDZmZmcQWER89eoR169ahsrISEydOxKFDhyAjIwMjIyOwWCwcOHCArwqNpMIP34Xs7GwkJSUhOjqauPTo19m2bdsbbXsE3t//jLKyMqxcuRKjR4+GkZERjhw5AltbW9y/f58OFiVtdBHo3sD7448/0NzcDBkZGXrSgjR0dHTg4+ODpUuX4tixY/jpp5/ogpGLiwtERUURERHBsEoBH5O2tjbk5+fj5MmTuHLlCkRFRfH5558LmmjeA366zwwMDODj4wMLC4s+a4Xc3FwEBwcz/v47efJkHD9+HOrq6pg8eTIoiup3WoWiKGLyFoDuBqUff/wRERERXIXuwsJCeHl5YfHixUR1e0ZGRiIhIQFubm59Qoejo6Nhb28POzs7uLu7Y9iwYcSFowr492htbcXvv//er20PiZuk/Mrff/+NixcvIiUlBaWlpZCWlsaXX36JVatWffT3YEGH8nswaNCgfkMppKWlifOh/S9ByngwP/si6unp4fjx43j58iVt9E5qyIqGhgbS09MxY8YMjB07FiIiIigsLMS8efPwxx9/EKN7+/bt2LlzJ+bNm4elS5cSNa76X0FBQQE//fQTGhoauH4DDh06RGxBRsCHYdasWYiPj8fcuXMhLS3N02bo7NmzDKnjRmDb8+Hgt2BRAEhJSUFMTAyamproY3JycvDy8sIXX3zBoLK+/P3337SVgbKyMu7evUufW7p0KT2dxRTh4eGwtbWFnJwcwsPDB7yWhEmxqqoqjBkzBiIiIqiqqnrj9aSELr169QoXL15Ebm4uCgoK8OrVK0ybNg3BwcEwMzMbMJvjY5GWlgYzMzOwWCykpaW98foeL10SIP0+642RkRGioqKgpaVF+3hSFIWWlhYkJCQQ0e17+PBhek3YY7nAL5w5cwYeHh59/o4zZ86Em5sbDh48SFRBWRA6/O/SM3n5tpBizXD58mV4eHjg+fPnPM9LSkoSV1BuaWlBW1sbRo0ahVevXiExMRHV1dVYsGABcZ7PvWlsbEReXh5++ukn3Lp1C3JycjAyMsJPP/2ElJSUj24HKCgovwfLli1DVFQUdHR0uHw729vbkZiYiKVLlzKojr/hl/FgfvJF7EkO7/ncg7CwMKSlpfscJ8mjy8nJCV999RUcHR2RkJAACwsL+Pn5ITMzE8XFxViwYAHTEgF0h8RlZWUhOzsbOTk5UFJSwtKlS7F48WKiumbb29t5jntSFIXRo0cT9W/PC4qiwGKx6P++du0aqqurwWKx6O+ygP8+fn5+ePjwIXR1dbkCQEiEH217+Al+Chb94YcfsG3bNsyePZurm+vkyZPYvHkzxMTEiPIFl5eXx5MnTwAAY8eOxfPnz1FTUwN5eXkMGTIEDQ0NjOo7cOAATE1NIScnhwMHDgx4LQkF5fnz59Odk/Pnz+93bdgzOUZK5+SMGTPQ2tqKsWPHYv369Vi8eDHk5OSYlsXFli1bMGXKFLBYLGzZsmXAaymKIqqgTPp91htPT09YW1vD3NwcKioqoCgKgYGBePjwIYSFhRm/x4Duphlen/mBlpaWfhskJkyYgLq6uo+saGAEocP/LqTmlryJqKgosFgsbN++HTk5ORAWFsaSJUtw8eJFHDt2DPHx8UxL5OLGjRtwcHCAjY0NvLy8EBQUhPT0dAwbNgyZmZmIjIyEmZkZ0zJpOjs7ceHCBWRnZ6OgoAAcDgezZ89GXFwcZs6cCSEhIXR2dsLBwQFBQUGCgjK/wGazUVNTA1NTU8yaNQvy8vJoaGhAUVER6uvrwWKxuLpWSepOJZ3Q0NA3jgeTAD/5ImpoaCAtLQ3q6upQV1d/Y4GblJcYoDs5NjMzk+7Y8Pf3h5CQEEpKSmBubg4fHx+GFXYzYsQIOvjj+vXryMrKQkJCAqKiomBoaIilS5fC2NgYQkJCjOo0NjZGdHQ0tLS0EB0djWXLlkFOTg5CQkLEf4+fPn2KjRs3Yvr06XBzc0NSUhJ27twJDocDKSkpHD58GJMmTWJaJt8jJCQENzc3ojZCXqe4uBj+/v6wsbFhWsobERcXp7uQlZSU8OTJE7x48QJDhw7F+PHjBUE178mJEydQXFyMkJAQyMnJobS0FAEBAXBzc8O8efOYlsdFUlISrKysEBgYyHV88eLF8PPzw759+4gqKM+ePRt79uyBrKwspk2bhtGjR+PAgQNwc3NDeno6Ro0axai+iooKnp9JJSQkhLboCQkJYVjN27NgwQJYWlpCU1OTaSn9cu7cOcjKytKf+QnS77PejBw5kracunz5MpSUlNDZ2YklS5bA3t6eiA3et+lQ7w1JmwvKysq4dOkSzw7JS5cuYfTo0QyoejOKiooYNGgQnj59iokTJ3K965Dm90syJHiQ/xMqKioQFBQEMzMztLS04Pjx45g1axZmzZqFly9fIjY2lqggzKioKKiqqmL58uV48eIFcnNzYW1tja1bt+L777/H/v37iSooz5gxAy0tLVBSUoK7uzuWLFnS57d20KBB0NHR+ehrIUFB+T04ffo07ZXauzt18ODBkJeX5wpmY7o7ld8QjAf/+7i6utLdJK6urnz3nVRSUkJxcTHc3d3R1NQEGRkZ2NnZYfHixUTu5n722Wf47LPP8NVXX2Hbtm24cOECLly4ADk5OaxduxarVq1i7N+gpaUFLS0tAICYmBgYGRkR12nUH2FhYfjzzz+xfv16sNlsxMfHY9q0afD29sa2bdsQHh6O/fv3My2T76EoCm5ubkzLGBBxcXGMHTuWaRlvBb/Y9vAjWVlZ8PPzw9y5c+ljLBYLY8aMwYYNG7B3716iCrQ1NTX9FrnNzc1x8uTJj6xoYNzd3XH79m3ExcVh2rRp2LRpEzZv3owffvgBAPoUxpmk9wbp6zx69AgHDx7E999/z4Cy/yErK4vffvuN/swvBAQE0J85HA5iYmKwfPlyov4ferohAaCkpASzZs3iObVUW1uLEydOwNHR8WPKGxB+us8AoKGhAfPnz4eHhwcaGxsRFhaGO3fu4OLFi/jyyy+ZltenQ71nvd3bR7n3GpykgrKNjQ2CgoIgIiKCL774ArKysqitrUVubi6SkpKwYcMGpiX2oaCgADt27EBVVRUoikJ6ejpiY2PBYrEQEBDAd++cpFFZWYni4mI8f/4c0tLS0NPTI279y2azIS8vD6B7yuLevXv0uQULFsDPz48paTwpKytDeHg4FBUVcebMGbS3t2PRokUAuieJfvzxR4YVcmNoaAgrK6s35lwtW7bsozfaCArK7wHpnXz8jGA8+N+nd3HI3d19wGtramo+tJx34vHjx1i1ahWqq6uhoKAAGRkZlJeX4/Tp0zhy5AiOHDlC1O53Q0MD8vLycOLECdy5cwcjRoyAk5MT5syZg/Pnz2PXrl24d+8eY554qqqq+OabbzBx4kRwOBxs3bq13yBBiqKI8jz79ddf4evri5kzZ6KkpAT19fVYvXo1Jk+ejLVr12Lz5s1MS+Qr+NWrDQAsLS1x+PBh6OrqErmp1Bt+se3hRw4dOgQ7OzuuSZXx48cjLi4OISEhxHX8Tpo0CSUlJZgxY0afc3fu3KF9VElBSkoKx44dQ21tLYDuoveoUaNw/fp1aGhoEJUVMNAG6a1bt5Cens54QdnBwYEOCHu9yMLrGEnTYj10dXUhJiYGc+bMIaqg3BtfX1+kpaXxLCjfuXMHUVFRRBWUed1no0ePxrVr14i7zy5cuAA3NzesWrUK3t7e2Lp1K86dOwcVFRX4+/ujs7OT8QJt7w71P/74A5s2bYKzszPMzc0xcuRINDY24uzZs4iOjsbOnTsZVNoXKysr3L59GzExMVwBdhwOB0uXLsXatWsZVNeXX3/9FevXr4euri6sra3pyQtNTU2Eh4dDSUkJDg4ODKvkXwICApCWloauri76GEVRWLZsGVEbTWPGjEFVVRV0dHSgrKyMFy9e4OHDhxg7diwoiurXW5lJeuwfCwsLMXToUGhoaAAAXrx4QUQuQG/u37+Ply9fvvE6JhrEBAXlf4knT55wjXiQ9iXkNwTjwR+WKVOm0PYXr1NaWgpHR8c3ekJ/TEJCQtDV1YWMjAx88skn9PGysjK4u7sjNDSUiHTxM2fOcHkbzZw5E66urpg9ezaEhYUBdC+wXrx4gczMTMYKysHBwdizZw+amppAURQ6OjrQ3t7OiJZ3pbW1lR79LCgowKBBg+jdWlFRUa4Fl4A3Q3ohdiCEhIRQWlqKOXPmQE1NjeemCClWU9ra2sjKyqLH0Pz9/UFRFEpLS4my7eFH/vrrL8yePZvnudmzZ7/z6POHxtfXF+vXrweHw4GlpSVtl3bmzBnExMQgICCAK6yNlFC23oXDngkcEli+fDnKysoAdBdcBipkqampfSxZ/dI7IKy6uhrfffcdLC0tYW5uDllZWbrQdfz4cSLWNf3Ru9OTFBwdHVFZWQmgW5+rqytPz9b6+nradoQ0eu6zEydOYM6cOdDS0mJYUV/i4uJgaGgIV1dXNDc349y5c1i7di02btyIiIgIpKSkMF5Q7t2tvmHDBjg5OcHJyYk+JicnB1tbW7x69QqhoaF0ExMJUBSFoKAg2NnZ4erVq2huboaUlBT09PSIDJ+OjIyEqakpIiMjwWazERwcDKB786y5uRlZWVmCgvI/JCkpCWlpaXBwcICFhQVGjhyJZ8+e4cSJE0hMTISqqipWrVrFtEwAwNy5cxEWFgZRUVEsWrQIqqqq2L17NxwcHJCQkEBcR7WKigrS09MhJiaGn3/+GTNmzICwsDAaGxuRkJBAxHqhN3/++Sex04yCgvJ7Ihjx+DAIxoP/fRITE+mdLQ6Hg/T0dBQUFPS57saNG8SFJly5cgVbtmzhKiYDgLq6OjZs2IBdu3YR8eLl7u6OMWPGwMXFBV9++WW/u4Tjxo2DiYnJR1b3PyZPnkz7WE2ePBnbt2/nublAIgoKCigpKYGGhgZ+/vlnaGlp0eFbubm5xHX3kQ6/erUB3f/ew4YNAwCu0boeSHv+Tpw4ERMnTgTQHXrae4RcwD9HWloaFRUVmDZtWp9zlZWV9HeEFHpGEffv388VItdToPP29ua6noQO1QsXLuD8+fN48eIFz0Iikxs3gYGByMvLA4fDQUJCAhYtWtTH+11ISAhSUlIwNzdnSOX/6B0QZm9vj5UrV/b5N9fW1oaYmBiSkpIwf/78jy3xrSDt9xUA1q1bR1tEPH78GKqqqlyh6cD/vgvLli1jQuJbwWaz4evri4yMDKKm73q4e/cu9u3bBwkJCeTm5oLNZtM2PjNmzMChQ4cYVsjN3bt3+w0KVFVVxZ9//vmRFQ2MhYUFNm7ciNmzZxNZQH6diooKuLq68jxnaGjI1+tMpklLS4OdnR02bdpEH5OUlISnpyfYbDaOHz9OTEHZ1dUVf/31F/Ly8rBo0SL4+vrCxcUFZ86cgbCwMPbs2cO0RC48PDzg6uqKkydPQkxMDM7OzgC67Tk6OjqQmJjIsEJujI2NkZaWBk1NTbqzmhQEBeX3QDDi8eEQjAf/+/z999+Ijo4GAHrzgxdDhgwhzjt10KBB/W4iSEtLo7Oz8yMr4k1iYiLPMebXsbW1ha2t7UdQ9Gb4IcSoN9bW1ggODkZiYiJaW1vpRZa1tTVu3bqFHTt2MKzwv8tvv/1G1I49v9lOsdlslJWV4eXLlzw76Q0NDRlQxf/MmzcP0dHRGDlyJMzMzDB48GB0dnbi/PnziIqKoj3xSCE4OJjIYlx/JCQk0F1HLBarj3am/18mTZpEB7HW19fDxcWF2O7T17l+/Xq/tgu6uro4ePDgR1b09pDYoayrq0tbQ9TW1uLbb7/li4IcL0j8+/YwePBgeoq0sLAQUlJSmDp1KgCgrq6OuE08BQUF5OfnY/r06X3O5eTkYPz48Qyo6h+SOxF5IS4ujqamJp7nnj17xlf/L6Tx+PHjfteGhoaGSElJ+ciK+kdERATh4eHo6OgAAEyfPh15eXkoLy+HmpoalJSUGFbIzfTp0/Hjjz+ivLwcWlpa9PSrt7c39PT0iAy/zM/Px9mzZzF27FiIi4v3Oc+ULaGgoPweCEY8PhyC8eB/H1dXVzg6OoLD4UBDQwMpKSl9ulKFhIQwaBB5PwvLli1DVFQUdHR0uLpN2tvbkZiYiKVLlzKm7dWrV/RnXV1drv/mBQnd356enu90PSm2AQCwevVqyMjIoKSkBAYGBnRXzJQpU7B27VqiEnn5jcbGRuzatQvFxcXo6OigX2g5HA5evHiBv//+m4huSX6krKwMrq6uqKurA9C3WEBRlOBv+w/x8PBAeXk5Nm3aBCEhIUhKSuL58+fgcDjQ0tLqtzONKZYsWYKqqip0dHRg4sSJaGxsxO7du1FdXQ1zc3MiAq16c/ToUZibmyMkJISI59dA9DR29Adpm2KysrK4evUqz0LXhQsXiHyhBQBhYWGcO3cOcnJyYLPZtKUXSbypK7K+vh4yMjIfSc1/i8mTJyMxMRHNzc3Iz8+nu+grKiqwb98+4mw61qxZA39/fzx79gzGxsZgsVioq6vDyZMncfXqVURGRjItkQuSOxF5YWRkhKioKGhpadFWIxRFoaWlBQkJCYLN8vdg1KhRqKqq4vmMIHECC+C20lNQUICCggKDagZGUVGR3oDusRlavHgxw6p48+zZM+J+W3sgr3LERwhGPD4sgvHgf5+el8Fz585h5MiRfOOfymazUVNTA1NTU8yaNYv2nCwqKkJ9fT1YLBZXkfRjFkDV1dXfukOLoij8/vvvH1jRm3kXf2ymu894YW5u3md0+fVEbwHvzo4dO/DTTz9h5syZePDgAYYOHQplZWVcu3YN7e3tRNjK8Cs9xbiQkBDIy8tDSEiIaUn/GYYMGYKUlBQUFBSgtLQUTU1NkJSUhI6ODmbPnk3c35pXoNXZs2ehqqpKTKBVb+rq6mBlZUV8MRkAmpqasHPnTr7ZFFu+fDkiIiLQ1tbWp9CVnZ1N3HMtJiYGpaWlOHToEMaMGYPi4mJ8/fXXcHZ2hr29PdPyuGhvb0d8fDz9Xeihq6sLL1++RFVVFW7fvs2gQv7Fx8cHDg4O8PT0xIgRI+iQ9DVr1kBERIS4TbylS5eis7MTMTExXJNNY8aMQXh4OJGNCKR2IvLC09MT1tbWMDc3h4qKCiiKQmBgIB4+fIhBgwYR933gJ0xMTBAVFQUVFRU6LwbotoKMjo7G559/zqC6/w6k2wwBZFsUCgrK74FgxOPfpaio6J2uF+x4/nPGjBmDv/76C6WlpVwvXT0L7atXr9IeuyRw+vRpOnCrdzF08ODBkJeXR3l5OX3sYxdAXV1diSy6DgS/WQWkpaXBzMwMLBbrrQK2SCrG8BNFRUVwc3ODs7MzEhMTUVpaij179qC1tRUrVqzA/fv3mZbIt/z222/YvXs3kS+u/wUoisKsWbMwa9YspqW8EV6BVg4ODkQFWvVGRUUFDx8+5HqZJZWQkBC+2hRzdHRES0sLkpKS6NFlDoeDIUOGwMvLi6jvQUJCAmJiYrBy5Ur6mJKSEhYuXIjdu3dDXFwcVlZWDCrkJjQ0FCkpKZg4cSLq6+shJiYGFouFP/74Ax0dHfDw8GBaIgQcCisAACAASURBVLZs2YK1a9dCSUkJ1dXVkJWVxeDBgyEsLIzDhw8TE8j5OlOnTkV+fj4qKyuhqqpKv+/u3r0b6urqPAugTGNtbQ1ra2tUVVWhqakJLBaLuJCwHkjuROTFyJEjkZ2djaSkJFy+fBlKSkro7OyEpaUl1qxZgxEjRjAtkW9xcXFBUVER7OzsICMjA1lZWdTW1qK+vh4qKipc3soC3g+SbYbeBiYnsAQF5fdAMOLx7+Lg4ACKougbuqdI1/sG7124I6nLhN84efIkvvnmG3R2dnL9nXs+q6ioMCmvDyQXQN3d3ZmW8K/x5MkTPH36FBMnToSQkBDExMSYlgSg+6VrypQpYLFYb+zYoiiKqJdwfqK5uRmfffYZgO7fgOTkZACAhIQE1qxZg9jY2D7hUQLejuHDh/NFhye/cu/evX5D4yiKIqpDit8Crby8vODv7w85OTloaWnxfC6Q8t3mx00xT09PODk54ebNm3ShS0tLi7imlPT0dHh4eMDJyYk+NmrUKPj7+4PFYuHw4cNEFZTPnDkDe3t7eHt7IzY2Fnfv3sWePXtQU1ODFStW0B7ATJKdnY1FixZBSUkJJiYmSEtLo63oeoc3koiEhEQf2zwDAwOG1Lw9ysrK8PPzI3rtTnInIi8OHDgAMzMzeHh4ELFR819CQkICGRkZyMzMxNWrV9Hc3AxlZWXo6+vD0tKSLyxRBPw7kGxLKCgovwcDjXgICwsT9QLDDxw+fJj+XF1dje+++w6WlpYwNzeHrKwsGhsbcfbsWRw/fpy4LhN+Iz4+HmpqatiyZQtSUlLQ1dUFR0dHXLhwAREREfD19WVaIt9QVVWFMWPGQEREBFVVVW+8nsSOk4KCAuzYsQNVVVV0YGNsbCxYLBYCAgIY78A+d+4cZGVl6c8CPgxSUlJoa2sD0N15Vltbi5aWFgwbNgxjxozB06dPGVbIvyxZsgTJyckwNDQk0m+Unzlx4gR8fX377S4hraDMb4FW/v7+aGhooBPQX4cUKyeAfzfFJCQkiG9Cqamp6VNA7EFLSwv79+//yIoGpr6+HkZGRgC6LfR6gqjl5eXh5OSEI0eO0FYNTCElJYWEhAT8+eef4HA4uHDhAiorK/u9nlRvT36iq6sLJ06cwMqVK4n1KO+hqakJ169fR3NzM2RkZKCtrU1k93dMTAxUVVWJfL/5LyAiIgIbGxvY2NgwLUUAg5BsSygoKL8HghGPf5feu/H29vZYuXJln4W/trY2xMTEkJSURIdACHh3KisrERYWhqlTp0JfXx/JycmYMGECJkyYgGfPniEuLo5nAICAvsyfPx/Hjx+Huro65s+f32/xtacDnLTO+l9//RXr16+Hrq4urK2t6VAjTU1NhIeHQ0lJifFw0Z4JkNc/C/h30dHRwaFDh6CtrQ0lJSWIi4vj9OnTsLKyQklJCXGFLn6CoiiUl5dj9uzZ+PTTT3l2H5IUfslPxMXFwcDAANu3b4e8vDzjG2Bvgt8CrZYsWcK0hLdGsCn24ZCXl8e1a9d4dqGWlZUR984jLi5Ob9woKSnhyZMnePHiBYYOHYrx48ejurqaYYXdnsM7d+7EL7/8AoqisG/fvn6vpShKUFD+lyB9tJ3D4WDXrl04cuQIOjs76eNiYmJwcXHBunXrGFTXFyUlJcFv67/I21j79UYwlfn+9NgMKSsrMy2lX0iewBIUlN8RXj6/2tra0NbW5jpWUVEBQODz+0+5fv06HB0deZ7T1dXFwYMHP7Ki/xYURWH48OEAgLFjx+LBgwd0wXP27NnIzc1lWCH/EBISQifEBgcHE1/MeJ3IyEiYmpoiMjISbDYbwcHBALotaJqbm5GVlcV4QTk8PPydrhd4iv0zXF1dsXLlSri4uCAlJQW2trYICAhAcnIyqqqquLwzBbwbOTk5kJSUBPC/9UFv+O13gyQeP36MLVu2YNSoUUxLeSv4LdDKzc2NaQlvjWBT7MNhYWGBuLg4iIqKYu7cuZCRkaEnB2NjYxlfJ7yOhoYG0tPTMWPG/2Pv3gNyvv//j9+vIoeQCstUcopyykhDmDnXp7Xs46wpp6QckimHjfAhlBIdNpFDDXMYYw6RoT6m1RbmzPgYI6VSk0Oq6/eHn+urdTXn3u93e93+yvt9/fGY5bre1/P1ej2fXWjYsCF6enokJibSt29fLl68KIuWIu7u7jg7O3P37l0cHBxYtmwZLVq0kDpWhSf3z9vIyEjWrVvHsGHD6NevH0ZGRmRlZbFnzx6WL19O7dq1ZdVe5pNPPmHx4sX88ssvWFlZUb169VKvEUXPF/fX1n7PawEq/m5fX2FhITY2NgAUFBRorsulnRfI+wSWKCi/pLL6/JZFbrsRlaJu3br89NNPWnfJHj58WPbHlOSuYcOGnDlzBltbWywsLHj06BGXLl3C0tKSBw8e8ODBA6kjKoaLi4vmZyXt5Hrq/PnzeHl5ab1nb28vi15uX331VYk/P30P1tHRwcjIiNzcXB4/fkzlypUxMDAQBeVXZGlpyd69e7lw4QIAPj4+6Ovrk5qaioODg+x2xSiJnPvAK525uTl37tyROsYLU+JAq4KCArZv305ycjJ5eXkYGhpiZ2eHs7OzrL5weXt7M3z4cLEo9hZ4eHhw5coVgoODSyzyqtVqHB0d8fT0lDBdaR4eHowcOZKxY8cSHR2Ns7MzM2fOZNu2bSQnJ+Pg4CB1RACMjIwwMjJi0aJFdOrUCUNDQ6kjVXhy36G8detWxo4dW2JxsXHjxtja2lKtWjXWrl0rq4JyYGAgAN999x3fffddqftitsnLeba138WLF5k6dSrjx4/H0dGRevXqaRbyVq5cyeLFiyVMqmx37txh3rx5/PDDDyVOAjwlp3ZeIO8TWKKg/JJEn9/yMXjwYEJCQsjPz+fDDz/EyMiIO3fusGfPHr799tvnDuYS/p6zszMhISEUFRUxevRobGxsCAgIYMSIEaxatYrmzZtLHVGxMjIyOH36NHl5eVrvy+3Ior6+Pnfv3tV6LyMjQxa7eJ7d0ZmcnMykSZP4/PPP6d+/P7q6uqjVao4cOcLs2bOZOXOmhEmVLSAggAEDBpRYyBs3bpwoJJeDrKwsjI2NpY6hSJ6enqxYsQIrKyvZDZQti5IGWt27d49PP/2Us2fPaqbMnzt3jt27dxMXF0dsbCw1atSQOiYAzZo1E4tib4muri5BQUF4enqSkpLC3bt3qVmzJh06dJDlM2P79u3Zvn275vlh9uzZqFQqUlNTcXR0xN/fX+KEJbm4uKBWq9mzZw9JSUlkZGQwe/ZsTp48SatWrWjSpInUESsEXV1draeE5CQ7O7vMoYz29vbExcWVc6K/J2abvFnPtvabMmUKHh4eJYahvvPOOwwfPpyCggKWLl2q6RUvvJwFCxZw5MgRnJycMDExQUdHR+pIf0vOJ7BUarkv08mYu7s7LVq00Lq9fPny5Rw7duyl++AI/yc4OJi1a9dqVo3UajXVqlVj4sSJjBo1SuJ0yqZWq1m2bBm3b99myZIlnDlzhrFjx5KdnU3NmjWJjIykQ4cOUsdUnH379uHn50dBQYHWHRBy7KHs5+dHamoqMTExNGjQgJYtW7J9+3ZMTU1xdXXF0tKSpUuXSh1T41//+hdDhw5l+PDhpe598803REdHEx8fL0Ey5Wvbti0RERF06dJF6igVzqNHj1i1apVmOvNTxcXFPHjwgKtXr3L69GkJEyqXq6sr586dIz8/H319fapWrVrivkqlIjExUaJ0yjd//ny+++47QkJCSrRxS0xMZNq0aXz88cdikK8gvKb8/Hw8PDxITU2ldu3a5ObmsnXrVoKDgzl16hRxcXGyLNwrwY4dO8q8p1Kp0NfXx8LCQjYLku7u7pibmxMQEFDqXkhICKmpqbIrKj8rJSWFli1bam19IbycNm3alDnXKCkpCS8vL06ePClBMuV77733mDZtGsOGDZM6ygu5ePEiI0aMwNLSktjYWEJCQoiOjsbCwkJzAkuqTVVih/JrEH1+3y5fX188PDxIS0sjNzcXIyMj2rVrJ4sdk0qnUqnw9fXV/Llly5YcOHCA3377jcaNG8tmt5HShIaG0rx5c6ZPn46hoaHs+7TBk39nQ4YMwdHRkaZNm6JSqZg3bx7Xrl1DV1dXdv08r1+/jrm5udZ777zzDpmZmeWcqOKwsrLi9OnToqD8FixdupTY2FgsLS3JysqiatWqGBkZcfHiRR4/fszkyZOljqhYpqammJqaSh2jwjpw4ACTJ08uNROka9eueHt7s2bNGkkLymKA0dvj6+vLlClTMDMzK/HMWBapB4tqm3Pzd+Q05yYkJIRLly4RGxuLjY0NrVq1Ap58dowaNYqwsDDCw8MlTqlMs2bNori4GNDeh/bpDJnOnTsTHh5ealGyvLm5uTF9+nTy8/NxcXHBxMSE7OxsDhw4wNdff82MGTNK/K7L6fe4qKiITz/9lK1bt9KyZUup4yieqakp8fHxWgvKO3fupHHjxhKkqhh0dXVp1KiR1DFe2PPaEj67i728iYLyaxB9ft++GjVq0LVrV6lj/CPo6+uXOoIrvJxbt24xZ84cRe3urlevHt9++y1r167lxx9/xNzcnMLCQgYMGIC7u7vsJrc3adKErVu3lnpfUKvVbNiwQQy0eQ329vasXLmSo0ePah2solKpZLfAoBQHDhzA3d0dPz8/IiMjuXDhAqGhoaSnpzNs2DCKioqkjqhYixYtkjpChZaXl1fmcfsmTZpI3r/6ZVqgiV6eLyctLU3TszEtLU3iNM/31zk3f0duJ8b27duHj48PHTp0KPF5YGxsjIeHh2ij+BrWrFnD+PHj8fDwwMnJibp165KVlcW+ffsICwtjzpw51K5dmzlz5hAeHv5Ciydv09PC0O7du9m9e3epoWzz58/X/J7L7fcY5N+jWklGjRrF7NmzycjIKNUC9KeffmL58uVSR1Ss7t27k5CQINt2Y3+VkpKCtbW11raEeXl57N+/H0dHR0myiYLyaxB9ft+e4uJiNm7cyKFDh7h//77WD6dNmzZJkEy5XmYFWxwRfjVWVlZcv35dMR9OT2VnZ9O/f38mT55MTk4OQUFBnDt3jiNHjvDJJ59IHa8Eb29vvLy8cHZ2LvG+u3//fv744w9iYmKkjqhYK1euBODnn3/m559/LnVfFJRfXVZWlqbPnaWlJVu2bAHAxMQEDw8PNmzYwIQJE6SMWCE8fvxY87ygVqu5f/8+KSkp9OnTR+JkymVhYcGxY8e0fq4dO3ZM8s0Ton/n2/PsMFElDBZ9ds6N0uTl5WFmZqb1nqGhoaawL7y8xYsXM3r0aMaPH6+5Vr9+fdzd3Xn8+DGxsbFs3boVb29vvvzyS8kLykr+PRberH//+98UFhYSHh5e4j24QYMGLFu2jN69e0uYTtl69uzJ3LlzyczMLPMEvJwWoD/99FM2b96sdfPf2bNnmTFjhigoK9HYsWPJy8tj7dq1xMbGAv/X53fatGmy+iVUmuDgYFavXo2pqSkmJiaKaB0gd/b29uLv8S2bOXMmPj4+VKpUibZt22r9cJL6y/dfHT58GG9vb1xdXfHz82Pu3LkkJCTQtGlTZs+eTWFhoazeyz788EOioqKIiIggKioKtVqNjo4O7du3Z9GiRbRr107qiIol90E1Sqavr6/ZdWZubs6tW7e4f/8+1atXp3Hjxty8eVPihMp1/fp1Zs2aRWpqapk7o+S2g0tJhg4dyvz589HT0+Nf//oXdevWJTMzk127drF27VqmTJkiab5nBxgJb8+MGTOYMGGC1qLnlStXWLJkCVFRURIk+z9lDTJTgsaNG3PgwAGtLaeSkpIUdTRbbi5fvsy0adO03mvVqpVmMb1Ro0ZkZGSUZzStlPx7LLx5Q4YMYciQIVy9epW7d+9iZGREw4YNpY6leE83yOzfv5/9+/eXui+HE03Tp08nPT0deFJjnDt3rta2pP/73/8kPVEsCsqv6Wmf3xMnTmj+kYs+v69v586dfPrpp5I1F6+IAgMDpY5Q4alUKgoLC5k1a1aZr5FbYSMqKgp7e3u8vLzIzc0lISGB0aNH4+PjQ0hICLGxsZJ/oP5V9+7d6d69O48ePSI3N5fatWujp6cndawK5bfffuPPP//EyMiozJ7Vwotr27YtW7ZsoUuXLjRs2BA9PT0SExPp27cvFy9eFM8Mr2Hx4sWcOXOGYcOG8csvv1CtWjVsbGxISkri0qVLRERESB1R0QYNGsTp06cJDw8v8XepVqv597//zejRoyVMV9rt27eJjIwkKSmJjIwMNm7cyJ49e2jRogVOTk5Sx1OUZxe6vv32W3r16oWurm6p1x09epRjx46VZ7QXcv/+feLi4jS/C2FhYSQlJdGyZUvZFe2etkR69OgRPXv2RKVScenSJQ4fPsz69ev54osvpI6oWPXr1+fo0aNaW1QmJiZSr149ADIzMzEwMCjveFqdPn1aM0Por1QqFV5eXhKkej5dXV0WLVok5hq8BdoWlc6cOSN6Vb8iJZxu6tWrF6tXrwae/Lt//Pgxjx49KvEaHR0drK2tGTlypBQRAVFQfiNq1Kghq4b4FcGff/5Jr169pI5R4d2+fZsff/yRjIwMXFxcyMzMpFmzZlSuXFnqaIo0Z84c1Go1Xl5esus9XJYLFy4QERFBjRo12LVrF0VFRfTt2xeALl26yLqFROXKlZk2bRrz5s3DwsJC6jgVwp49ewgMDCwx3LBevXpMmzZNFGNeg4eHByNHjmTs2LFER0fj7OzMzJkz2bZtG8nJyTg4OEgdUbFSUlKYMmUKrq6ubNiwgcOHD/PZZ5/h4+ODm5sbBw8e5IMPPpA6pmKpVCrmz5+Pm5sbycnJ5OXlYWBgQMeOHcvsrSyVa9euMXToUIqKirCzs+OPP/4AICMjgzVr1lCtWjXxbPkS5s6dq2l/plKp8Pb21vo6tVotu1Zfd+7cwdXVlevXr9O8eXP+97//UVBQQHJyMsuWLWPNmjXY2tpKHVPD2dmZ7OxswsLC2LFjB2q1Gn9/f/T09PDw8GDgwIFSR1SsYcOGERgYyP379+nXrx/GxsaaHspbt27ls88+4+bNm0RERPD+++9LHZe4uDgWLFhQ5okbOReUAVxcXKSOUGHk5OSwZMkSkpOTtbb0evjwoew2KimFEk439enTR9Oy7cMPP2Tp0qWynBUkCsqCLLVu3ZrTp0/LbgdBRRISEsLq1aspLCxEpVLRpUsXQkJCyMjIYN26dRgaGkodUXEuX75MSEgIPXv2lDrKC6tcubLmKH5iYiIGBgZYW1sDT76Q1apVS8p4f0utVvPTTz+J3oJvyNGjR/H19aVt27Z4enpSt25dbt++za5du5g+fTq1a9cWQ1JfUfv27dm+fbumrcjs2bNRqVSkpqbi6OiIv7+/xAmVKz8/X/OA3bhxYyIjIwGoVKkSw4cPJygoSMp4FUaTJk1kV0D+qyVLllC3bl3i4uKoWrUqrVq1AmDp0qU8ePCA6OhoUVB+CXPnzuXo0aOo1WoCAgIYM2ZMqZ2Hurq61KpVS3Yba5YuXcqjR4/Yu3cv9evX1/wuhIWFMXr0aMLDw1m7dq20If/C3d2dgQMHkpaWxt27d6lVqxY2Njay2TWrVCNHjuThw4dERUVp5heo1WoMDAz47LPPcHd3Z8eOHQCymBOxevVqunXrRkBAAIaGhrJsVyjm8pSPwMBAvv/+e7p27cpvv/1G9erVsbCw4Oeff+bRo0diWOdrSklJKVWsLy4u5sGDB6SkpPDdd99JnPD/yHmOgSgoC7I0c+ZMvLy8qFKlCu+99x5Vq1Yt9RrRT+zVrVu3jlWrVuHl5UXPnj35+OOPgSfTZH18fDRTj4WXU79+fYqLi6WO8VJatGjB6tWryc3NJT4+nv79+wNP+ulGRESInsT/IBEREfTo0aNUi4Dhw4czYcIEvvzyS1FQfg2WlpZYWloCoKenR0BAgMSJKgZjY2NycnKAJ/2pc3JyyMrKwtjYGGNjY+7cuSNxQuXx9fVlypQpmJmZvdCAquDg4HJI9XzHjx9nwYIF1KhRQ7NQ+tSgQYNkUSxSknfffZchQ4YATwaLDhw4kHfeeUfiVC/m8OHDzJgxAzMzsxK/C3p6eri5ucm2pV6NGjXE5+xb8PSUUFpaGjk5ObzzzjtYWVlRvXp1AJycnDTfhaSWnZ3NqFGjMDExkTpKmcRcnvKRlJSEt7c348ePZ/Xq1aSmphIaGsq9e/cYNmwYly9fljqiYsXGxvKf//xH60kAHR0dzSBtKSnlWUwUlAVZGjBgAADz588v8wNLHPF4dV9//TVjx47Fy8urxIN2586dmTx5MqtWrRIF5Vfg6elJaGgoZmZmsjySoo2/vz9jxozB19eXOnXqMGHCBODJ4oKenp74Av4Pcu7cOcLCwrTeGzx4sPhdeE0ZGRmcPn2avLw8rffl8mVWaTp37kxERARNmzalUaNGGBkZ8c033+Dp6Ul8fDzGxsZSR1SctLQ0zcmPtLS0v32tnIoKxcXFVKlSReu9oqKiMo+QC8/n7e1NcXEx9+7d0wwF+u6777h58ya9e/eW3e71hw8fYmRkpPWenp5eqT6UUhgyZAj/+c9/aNKkiaZw/3c2bdpUDqkqrqpVq5bZmkVbb3CptG/fnjNnzmBnZyd1lDKJuTzlIzc3l/feew+Apk2bsm7dOuDJwtOoUaOIjIzEz89PyoiK9fXXX9O1a1eWLl1KVFQU9+/fZ8aMGZrFyI8++kjqiIp5FhMFZUGWFi5cKKsvKRXNzZs3y+wT1rRpU7Gj6xVt27aN9PR0XFxcqFq1Kvr6+iXuy/HYl7W1NfHx8Vy5coVmzZpphoMFBwfTpk2bUv8NcqJSqXj33XfFQL43xMDAgPv372u9l5+fL6svXEqzb98+/Pz8KCgo0FrUUqlUoqD8iiZNmsSIESOYM2cOGzZsYNy4cSxatIivvvqKhw8fMmnSJKkjKs6zRyvlfMzyr2xsbFi3bh3du3fXXHv6LLl9+3batm0rVTTF++233xg7dixOTk74+PgQHBzMqlWrgCenW9asWUOHDh0kTvl/rKys2L59u9ZdZgcOHJDFov+z80rE7JK358GDB4SFhXHo0CEePHhQ6iSh3J7NP//8czw8PMjPz6dNmzaaXdTPklP/72dp6/ObkpKi6QMrvBwDAwNNQdHc3JzMzEzy8vKoVasWDRo04Pbt2xInVK7r168zffp0DAwMaN26NZGRkVStWpV+/fpx+fJl1q1bJ/l8E6U8i4mCsiBLT3coC29HvXr1OHPmjNaV+vPnz2smHgsvx9TUVJGTjWvUqEGbNm1KXJPbgB1tdHR0ZP0BqzTt27cnMjKSLl26lOidnZeXR2RkpKyKBUoTGhpK8+bNmT59umx7IipV/fr12bt3L1evXgWe9MusW7cuKSkptG3bVhTq34KbN2+Snp5O69atZVUI8/HxYcSIETg6OtKtWzdUKhXbt29nyZIlpKamyq5nrpIsW7aMKlWq0KtXLwoKCti0aRP9+vVj/vz5zJgxg9DQUGJjY6WOqTFhwgRNm4MPP/wQlUrFf//7X+Li4tixY0eZp3HK04YNGzQ//+c//8Hc3FzCNBXXwoUL2bp1Kx07dsTExAQdHR2pI/2ta9eukZWVRXh4eKlnBbVajUqlktUp3evXrzNr1ixSU1PLPAUip7xK0qFDB2JiYmjfvj3m5ubo6+uzb98+Bg0aREpKiqzn3MhdpUqVNIs15ubmXL16lcLCQipVqoStrW2J92fh76nU4vyXIENJSUnPfY3cBoAoyfLly1m7di1z5syhR48e2NnZsW3bNh48eMDkyZMZMGDAC/XqEQQp3L59mzVr1pCSksLdu3cxNjbG3t6ekSNHUrt2banjKdb169cZMGAAKpWKrl27UqdOHe7cuUNiYiJFRUVs2rSJZs2aSR1Tkdq2bUtUVJQiFmqUZseOHXTv3l3rINnMzEx27NjB2LFjJUhWMdy7d4+AgABatWrFyJEj2bVrF/7+/hQXF2NmZsbatWt59913pY6pkZaWRlBQECdOnKCoqAiVSkXLli3x9fUV//5eg52dHQsWLKB3794kJiYybtw41qxZQ6dOnUhKSmLixInPPZJb3vbt28eSJUu4efOm5lqdOnXw9fXFxcVFwmSlderUCT8/P7EA9hbY2dkxatQoPDw8pI7yQhwcHNDV1WX06NFltmySU59tb29vfvzxR1xcXPjll1+oVq0aNjY2JCUlcenSJSIiIvjggw+kjqlIly5dYvjw4VhaWhIbG0tISAjR0dFYWFhw9epVRowYIdt+8HI3aNAg7O3tmTRpEvfu3cPW1pZNmzbRtm1b9u7dy+eff05qaqqkGV+kFdKzpGqLJHYoC7I0ZswYVCpViZXOv67SitXOVzdhwgTOnz+Pv7+/5u916NChPH78mI4dO+Lt7S1xQuUTx77ejvPnz+Pq6kpBQQE2NjZYWFhw584dVq9ezbZt29i0aZOsihtKYmZmxqZNm1i5ciXHjx8nNzcXAwMD7O3t8fLykl2PTCWxsrLi+vXroqD1FsyYMYPNmzdrLSg/7QsuCsqvLigoiISEBE0biZCQEJo3b86ECRNYvnw5QUFBLFu2TOKUTzzdlR4XF8ejR4+4e/cuNWvW1HpkXHg5jx49wsDAAICjR4+ip6dH+/btgSe9qytVktdXyt9//51+/frRr18/rl69Sk5ODrVq1aJJkyayPSFSp04dqSNUSE+fF5Xixo0bREREKGbjVEpKClOmTMHV1ZUNGzZw+PBhPvvsM3x8fHBzc+PgwYOioPyKmjVrxt69e7lw4QLw5BSOvr4+qampODg4MG7cOIkTKteQIUOYNWsWDx48wM/Pj86dOzNz5kxcXFzYtGkTrVu3ljqirE6A/R15ffoLwv+3fv36Utfy8/P56aef2L17NytXrpQgVcUxceJElF8pdwAAIABJREFU3NzcGDlyJMeOHSMnJ4eaNWtiZ2enOSYqvDxx7OvtW7x4MSYmJkRHR5eYNp+ens7o0aNZsmQJoaGhEiZUtiZNmhASEiJ1jApn5syZ+Pj4UKlSJdq2bavpVf4ssRDy4saOHcuVK1eAJwt2Xl5eWnupZ2VlYWZmVt7xKpQffvgBf39//vWvf/Hrr79y8+ZNpk2bRq9evSgqKuKLL76QOqLGhAkTmDVrFh9//DFVqlQp8RkhvB4LCwvi4+Np1KgR+/fvx87ODj09PQoLC/n6669ld3pl8ODBmh2/jRo1olGjRlJH+lujRo0iKCgIXV1drKystC6CiHkRr8bOzo7k5GRZD7l7VuPGjcnJyZE6xgvLz8/X9CRv3LgxkZGRwJOWAsOHDycoKEjKeIpnbGxM586dgSftpkaNGiUKyW/AgAEDKCgo4PfffwcgICAADw8PgoKCMDU1ZdasWRInRDFtN0RBWZCljh07ar3eo0cP9PX1iYqK0nxgCS/v+PHjuLm58f7775c5nE94eYsXL+bMmTMMGzaszGNfwus5ceIES5YsKVUoMDExwdvbW1bFDSW4evUqDRo0QE9PT9OD9u/I/Uu5XKlUKgoLC//2AVUsNr24cePGsXHjRgD++OMPmjVrVqrdjY6ODgYGBgwcOFCKiBVGdnY2jRs3BuDIkSPo6OjQpUsXAGrXrk1BQYGU8UqoVq2a6Cn5lowdO5bPPvuMuLg4VCoV7u7uAPTt25fbt2/L8vlGSTt+N27cSEZGBqNGjSrzNeIz4tWMHDmSadOm8fDhQ9577z2qVq1a6jVy2g3s4+NDQEAA1atXp127dtSoUaPUa+S0uGBsbKwpgJubm5OTk0NWVhbGxsYYGxuLQe9vSFFRET179mTr1q20bNlS6jgVwrMtJUxNTfn+++/Jzs7GyMhIwlTKIwrKguJ07NiR1atXSx1D0WxtbUlISBDF5DdMHPt6+2rWrFlmAUNXV1cxx4PkwsHBgc2bN9OmTRv69+//3NMJ4gvtq5kzZ45mJ62SihxyZWtrq5lyn5mZyaxZs0RLlrfExMSECxcu0KFDBw4ePIi1tXWJ1gcNGjSQOOH/mTp1KoGBgWRnZ5e5y1Msir0aR0dHTExM+OWXX7Czs9MM8h00aBCdOnUqNdhXakrb8SuGkb89Txc/1qxZw5o1azTXn7ZWlNuQu4CAALKzs8tsP6hSqTh79mw5pypb586diYiIoGnTpjRq1AgjIyO++eYbPD09iY+PL7MPtPDyxOizN+/evXvk5eWVuPa0777UJwft7e1ZtWoVVlZWz130UqlUJCYmllOykkRBWVCcn376SevqsvDiLCws2LhxIwcPHqR58+bo6+uXek1wcLAEyZRNHPt6+0aNGkVwcDBWVlaaXXPwpKi0cuVKzRcH4cUsXLhQ0xJg4cKFot3NW3L58mVCQkLo2bOn1FEqHG1HAm/evEl6ejqtW7cWi0yvycHBgcDAQOLi4rhy5QoBAQEATJ48mfj4ePz8/CRO+H/8/f0BmD17dpnvZXIqHClN+/btNX2Tn5LroLPn7fiVW1Hu79oxqFQq9PX1uXfvntbdqsLf09ZGUc6UtrgwadIkRowYwZw5c9iwYQPjxo1j0aJFfPXVVzx8+JBJkyZJHVEQSrlw4QLTpk3j8uXLZb5G6ueFrl27at7z7e3tZfsdTRSUBVny9fUtda2oqIj09HROnjzJ0KFDJUhVcSQkJFCvXj0ALl68WOq+XN+w5E4c+3r7Tp06xb1793BycqJ169aYmJiQnZ3NqVOnKCgoICEhgYSEBM3rpZp4qxTPTrrv3LkzJiYmEqapuOrXr09xcbHUMSqke/fuERAQQKtWrRg5ciS7du3C39+f4uJizMzMWLt2reS7TJTs6RCglJQU/v3vfzN48GDgyZA2Pz8/3NzcpA34jEWLFkkdoUK7ffs2kZGRJCUlkZGRwcaNG9mzZw8tWrTAyclJ6nglKK0o5+rq+txnb11dXQYMGMDcuXPR0dEpp2TKV1YbRblS2mD0+vXrs3fvXk3btJEjR1K3bl3NkNSPP/5Y4oSCUNrcuXPJzMxk4sSJGBoayrL28ewzTWBgIKB9R7XUREFZkKW0tLRS11QqFTVq1GD8+PGy3RGhFIcOHZI6QoUkjn29fZmZmTRv3lzz56ysLABZTONVuh49etCpUyecnZ3p06eP1sFxwqvx9PQkNDQUMzMzzSkG4c0ICgoiISGB7t27AxASEkLz5s2ZMGECy5cvJygoiGXLlkmcUtnGjRtXaghQVFSURGnK9uwCmfBmXbt2jaFDh1JUVISdnR1//PEHABkZGaxZs4Zq1arRq1cviVP+H6UV5b788ksmTZrERx99hJOTE3Xq1CE7O5t9+/axadMm/P39UalUhIaGYmpqKoZyPcfmzZvp3bs3RkZGbN68+W9fq1KpGDRoUDkl007p8yz09PRKPJs7ODjg4OAgYaKKR0dHB29vb82GMOH1nD9/nqVLl8rqc+vvXLx4EV9fX1nuqFapRTMWQSZ27txJt27dMDQ0lDqKILyw33//HVNTU3R0dLh16xaurq7Ur1+fDRs2sG7dOhYtWkS1atU0x748PT2ljiwIWsXFxbF7927S0tKoXr06ffv25eOPP1bMZHQ5c3V15ezZs9y/f5+qVauWajMkZe8zpevevTteXl4MGjSIX3/9lYEDB7Js2TIcHBzYv38/X3zxBcnJyVLHVLSrV6/y+PFjLC0tycnJITg4mJs3b+Lo6Mgnn3widTytioqKaNWqlRhg9IZ4eXlx48YN4uLiqFq1Kq1atWLbtm20bNkSb29v7ty5I9sTQcXFxfTu3ZuoqCiaNWsmdRytXF1dadGihdbBrUFBQfz666+sW7eO9evXs3HjRvbu3StBSuVo0aIF33zzDW3atHnuIq4ceihbWVlp5lm0aNGizN2Scuz5PGPGjDLv6ejoUL16dRo1aoSjo6Om/74gSK1v37589tlniikoDx06lKtXr/Lpp5+WuaP62SGD5UnsUBZkIyAggOjoaAwNDenZsyfh4eFiJ5cgewMHDiQ8PJwOHToQFhZGVFQURUVFgDj2JSjL8OHDGT58ODdu3GDXrl3s3r2bb7/9lnfffRdnZ2ecnZ2xsLCQOqYimZqaYmpqKnWMCik7O1vTT/3IkSPo6OjQpUsXAGrXrl3mEE/hxRw+fBhvb29cXV3x8/Nj7ty5HDx4kGbNmjF79mwKCws1bTDkRuyZeXOOHz/OggULqFGjhuYZ56lBgwbh4+MjUbLnU6vV/PHHH7J+Lzh16lSZGw46d+6s6QNsZWWlGRgllC0hIYG6detqfpY7Jc+zSE9P55dffuHRo0e8++671K1bl6ysLG7cuIGuri516tQhKyuLqKgoNm7cKKtBrnJXXFzMxo0bOXToEPfv39f6mSbXhTy5Gz9+PCtWrKB58+aaf3tyJucd1aKgLMiGjo4OiYmJvPPOO/zxxx/88ccf1KpVq8zXi56Ighw8fPiQjIwMAL799luGDh1aYtq5OPb1+pQy5baiMDU1xdPTE09PT86dO8c333zDV199xZdffimrIUZKInq7vj0mJiZcuHCBDh06cPDgQaytrTW7oI4ePSq+vL6mqKgo7O3t8fLyIjc3l4SEBMaMGYOPjw8hISHExsbKtqAsvDnFxcVUqVJF672ioiJRvH9NRkZGnDhxgs6dO5e6d/LkSWrXrg1AXl6e1kHaQknPvu+npKTQvXt3rSdgMzMz2bFjB2PHji3PeKU8265Haf2/e/XqxcWLF4mJieG9997TXD99+jQTJ05kwoQJ9OnTB09PT0JCQsSA8pcQHBzM6tWrMTU1xcTERFELDXLXvXt3Vq1aRZ8+fTA0NCzV5k+lUnHw4EGJ0pUm51YnoqAsyEavXr2IjIwkKioKlUr13P5ncjruI/xztW7dmunTp2sekLy8vNDT09P6Wrl9OCmFUqbcViT5+fnEx8ezZ88ejh8/TrVq1ejXr5/UsSqE4uJi3NzcmDdvntjx/QY4ODgQGBhIXFwcV65cISAgAIDJkycTHx+Pn5+fxAmV7cKFC0RERFCjRg127dpFUVERffv2BaBLly7ExMRInFAoDzY2Nqxbt07Tqxz+b4Dz9u3badu2rVTRKoSPP/6YyMhIdHV16devH8bGxmRlZbF//34iIyNxd3cnJyeHmJgYbGxspI6rKDNmzGDz5s1aC8rnzp0jLCxM8oJyWZTQumfNmjX4+PiUKCYDtGrVikmTJhEeHs7AgQNxc3PTfD4LL2bnzp18+umnzJw5U+ooFc7MmTO5du0atra21KlTR+o4zyXnHdWioCzIxvz58+nRowc5OTnMnTuXMWPGiCPCguwtWbKE1atXc/fuXW7dukWzZs00O0mEN0PblFvhzSsoKODIkSPs2rWLo0ePUlBQwPvvv8/ChQvp3bs3VatWlTpihaBWq/npp5/Iz8+XOkqF4OPjg76+PikpKfz73//W7JZ99OgRfn5+uLm5SRtQ4SpXrqxpcZCYmIiBgQHW1tYA3Llz529PkklJR0cHFxcXMZfjDfHx8WHEiBE4OjrSrVs3VCoV27dvZ8mSJaSmprJ27VqpI5ZJpVJha2sr65293t7eZGVlERoaSmhoqOa6rq4uQ4YMYeLEiezdu5fLly+zbt06CZMqw9ixY7ly5Qrw5DO3rM0eWVlZsivO/JXcd/9nZWVp2ov8lZGRkeYUp5GREffu3SvPaIr3559/yrLFQUWQnJzM7NmzGTp0qNRRXoicd1SLgrIgG5UrV9bsejl58iSDBw+W/Ye8ILz77rt8/vnnAKSlpTF9+nTR+7ucFBYWUlxcXOp6WTvEhb/XpUsX7t27R8OGDfH09OTjjz/mnXfekTqWIDzXuHHjGDduXIlrUVFREqWpWFq0aMHq1avJzc0lPj6e/v37A0/6+UVERNCuXTuJE2pXVFTE1KlTRUH5DWnTpg3r1q0jKCiIuLg41Go1cXFxtGzZklWrVtGhQwepI5ZJR0eHDRs2SB3jb+nq6jJv3jzGjRvH8ePHyc7OxsTEhPbt22vaN3Tr1o2+ffuKZ5wXMG7cODZu3AjAH3/8oXWzh46ODgYGBgwcOFCKiBWGpaUlX3/9tWah6VkbN26kadOmAFy+fFk8U76k1q1bc/r0aTp27Ch1lApHX1+fhg0bSh3jhcl5R7VKLfdlL+EfTxwPFgThqTt37jBnzhyOHTvGw4cPtb5GtMN5NXPmzMHFxUUcp33LioqKaNmyJdu2bZPtEValuXfvHlu3buWnn34iLy8PIyMjunTpgouLiyi+vKazZ88yZswYsrOzqVOnDhs3bsTMzIzOnTujp6fHmjVrNEMR5eD8+fMEBweTnJxMYWEhW7ZsITY2FgsLCzw8PKSOVyE8evSIu3fvUrNmTapXry51HI1ly5a98GtVKpWsBwkKb46rqytz586lSZMmUkd5aUp4XkhMTMTT0xNzc3N69+5NnTp1uHPnDgcPHuTatWtERkZiaGiIu7s7gwcPZtq0aVJHVoyzZ8/i5eXFmDFjeO+997SeFGzUqJEEyZQvODiYS5cusWLFCipXrix1nOdq164d06dPl+WOarFDWZA9cTxYEISn5s+fz5EjR+jfvz9mZmbo6OhIHanCeF5vu6ysLIyNjcspTcWlUql49913RaHzDbl+/Tqurq6kp6djamqKsbExp0+fJj4+nq+//pq1a9eKXaqvwdramvj4eK5cuUKzZs00xyyDg4Np06aNrNoInD59mhEjRmBiYsKwYcM0rQEMDAwIDQ3FyMhI7EZ8Tffu3SMvLw+Au3fvcvfuXc09qYdlf/XVVy/8WlFQ/ud43u50OT/bKKF1T9euXYmJiSEsLIzo6GiKioqoXLkytra2LFq0iDZt2nDo0CE++ugjJk2aJHVcRXk6oHH+/Pllzo8Rm2hejY6ODqmpqfTo0YOWLVtqZvU8Kzg4WIJk2sl5R7XYoSzInhJWZwVBKB/t27dnypQpuLq6Sh2lwnn06BGrVq0iOTmZx48fa64XFxfz4MEDrl69yunTpyVMqFwBAQEMGDCA1q1bSx2lwpk4cSJnzpxh5cqVmt6+8KQF0cSJE7G3txe919+QW7ducfv2bSwtLdHR0ZFdX3U3NzeKi4uJiYlBrVbTqlUrzbPj559/zq+//sqOHTukjqlIFy5cYNq0aVy+fLnM14jChiBHSn62uXfvHrm5uRgZGZXqmSpHBQUFmlNCYsPH69u+fftzB5G7uLiUU5qK5cMPP/zb+yqVioSEhHJK83xy3lEtdigLgiAIiqGjo4OlpaXUMSqkpUuXEhsbi6WlJVlZWVStWhUjIyMuXrzI48ePmTx5stQRFWv79u1isMpb8t///pd58+aVKCbDk+OBU6dOLTHUU3g1R48eJTAwkKtXr6JSqdiyZQuRkZEYGRkREBDw3C+85eXkyZMEBQWhq6urGST4lIODA7t375YomfLNnTuXzMxMJk6ciKGhoWz+n7+qwsJCKlUSX4P/CZT4bJOQkMDKlSs5f/488KS41a5dO3x8fGTbr/zUqVMkJiaSkZGBh4cHV65cwdraGiMjI6mjKdbTHcrCm3fo0CGpI7wUOe+oFp+kguyJ48GCIDzVvXt39u/fj52dndRRKpwDBw7g7u6On58fkZGRXLhwgdDQUNLT0xk2bFipAo3w4qysrDh9+jRdunSROkqFo6enV+bOLTEA6PX997//xdPTE1tbW4YMGaIp0NvY2LBs2TLMzc0ZM2aMxCmfqFSpEoWFhVrv/fnnn7Lb1aMk58+fZ+nSpYpZGFOr1ezcuZPk5GQKCgo015/uSj1x4gTHjx+XMKFQXpT2bLN//36mTJmCpaUl3t7eGBsbc+fOHfbv34+bmxsxMTHY2tpKHVOjsLAQPz8/vv/+e81C06BBg1i9ejVXrlwhLi4OU1NTiVMql1qtZu/evSQlJZGRkcHs2bM5efIkrVq1UmRfcOHV7Nq1i1q1agFw6dKlUvelXOQVBWVB9nR0dBS3iiQIwpuzefNmzc+NGjUiMjKSzMxM2rdvr7WQNHjw4PKMV2FkZWXRrVs34MnU7i1btgBgYmKCh4cHGzZsYMKECVJGVCx7e3tWrlzJ0aNHsbKyKjXISvTzfHWffPIJERER2NnZldixUVBQwJo1a3B2dpYwnfItX76cXr16sXz5coqKili4cCEAY8aMITc3l+3bt8umoGxnZ0dkZCSdOnXS9HZWqVQUFhayYcMG2e7sU4J69epJHeGlrFy5kvDwcGrWrElhYSGVK1emUqVKZGdno6OjI54T/kGU9mwTERFBr169WLFiRYnr3t7eeHp6EhISwtdffy1RutLCw8M5ePAgixcv5oMPPtBs+Jg5cyYeHh6EhYWxZMkSiVMqU35+Ph4eHqSmplK7dm1yc3PJz89n586dzJ8/n9jYWFq0aCF1TEUaMmTIc1+zadOmckjyYuRcCxMFZUGWVq5cWeY9HR0dqlevTqNGjejcubPYcSIIFdycOXNKXTtw4AAHDhwodV2lUokviq9IX19fs1PH3NycW7ducf/+fapXr07jxo25efOmxAmV6+ln2s8//8zPP/9c6r4oKL8cX19fzc9FRUWcP3+enj170rVrV+rWrcvdu3c5duwYeXl5NG7cWMKkynf+/Hm8vLy03rO3t3/uwKvy5Ovry+DBg+nduze2traoVCqioqK4fPky6enpsvpyqDTjx49nxYoVNG/eHDMzM6njPNfOnTtxdnYmMDCQ5cuXk56eTmBgIL/++itjx46ladOmUkcUyonSnm3+97//MW3aNK33hg4dKrsWHTt37mTSpEk4OzuX2O3drFkzJk6cyLJlyyRMp2whISFcunSJ2NhYbGxsaNWqFfCkjcuoUaNYsWIF4eHhEqdUJm31o/z8fC5fvkyNGjXo06ePBKmUSRSUBVn67rvvSE9Pp6CgAF1dXQwNDbl79y6FhYWoVCqezpK0tLRk/fr11K5dW+LEgiC8LXIailCRtW3bli1bttClSxcaNmyInp4eiYmJ9O3bl4sXLypiIIxcPe2DKLwZaWlpJf78tLXFL7/8orn29Nnh0KFDzJo1q1zzVST6+vrcvXtX672MjAxZvS80atSIrVu3snLlSo4dO4auri4pKSl07NiRsLAwUUR8Dd27d2fVqlX06dMHQ0PDUv/fVSoVBw8elChdaenp6Tg5OaFSqbC2tmbv3r0AtG7dmvHjx7N161aGDx8ucUqhPCjt2cbc3JxLly7RtWvXUvdu3rwpu9MCmZmZpWYYPFW/fv0yPz+E59u3b5+mb/azxXpjY2M8PDxYsGCBhOmUrazF8JycHLHo+JJEQVmQpalTpzJr1iz+85//4ODggK6uLsXFxRw8eJAvvviC+fPnY2FhgY+PDyEhIQQEBEgdWRCEt6RBgwZSR/hH8PDwYOTIkYwdO5bo6GicnZ2ZOXMm27ZtIzk5GQcHB6kjVgiFhYXk5ORgaGgohkK9Ijkf/atounXrRlhYGO3atdO8F6tUKvLy8oiOjsbe3l7ihCWZm5uXOF79+PFjdHR00NXVlTCV8s2cOZNr165ha2tLnTp1pI7zXFWrVtX8Pzc3N+fGjRsUFBSgp6dHy5Yt//YkpFCxKO3Zxt/fn6lTp1KzZk2cnZ3R09NDrVaTkJDA8uXLmT9/fom+4FLPGDI1NeX48eN06tSp1L20tDTRP/k15OXllXkixNDQkPz8/HJOVPEZGhri4eHB4sWLGTFihNRxFEF8kxFkKSwsjEmTJuHk5KS5pqOjQ58+fcjMzGT58uXs3r0bDw8PgoKCJEwqCEJ527JlC3Xq1KFHjx6cOXMGHx8fbt26hYODA/PmzaNKlSpSR1Sk9u3bs337ds1u2tmzZ6NSqUhNTcXR0RF/f3+JEyrb+fPnCQ4OJjk5mcLCQrZs2UJsbCwWFhZ4eHhIHU8QtPL19WXIkCE4OjrStGlTVCoV8+bN49q1a1SqVEl2rVrCw8NJTU0lJiYGeLJrfdKkSYwfPx53d3eJ0ylXcnIys2fPZujQoVJHeSFWVlbEx8fTqVMnLCwsNJ9lnTt35saNG2KB4R+kffv2bNu2jQsXLgDyf7bx8/Pj4cOHfPHFF8yZM4fatWuTl5dHUVERarWaiRMnal6rUqk4e/ashGmfzC0JCgqicuXK9OzZE4Dc3Fx27NhBdHQ048ePlzSfkjVu3JgDBw5oHeiclJREo0aNJEhV8VWuXJmMjAypYyiGKCgLsnTjxo0yJ5c2bNiQ33//HXhylCYnJ6c8owmCIKHVq1cTFBTExIkT6dGjB/PmzSM/P5+hQ4eyY8cOli9fzvTp06WOqViWlpZYWloCT3a9iNMfb8bp06cZMWIEJiYmDBs2jHXr1gFgYGBAaGgoRkZGDBw4UOKUyqS0wSpKU69ePb799lvWrl3Ljz/+iLm5OYWFhbi4uDBq1ChZ7VaNjo4mPDy8xK4ic3NznJycCA4ORl9fn0GDBkmYULn09fVp2LCh1DFemLu7O15eXvz5558EBQXRq1cv/P396dmzJ3v37sXW1lbqiEI5srS05LfffmPmzJlkZGQwe/Zs2rVrR+vWralVq5bU8Up4kc80OXFzc+PGjRuEh4dr+vmOHj0atVqNi4uLbIa2KpG7uzt+fn48evSInj17olKpuHTpEocPH2b9+vV88cUXUkdUrKtXr5a6VlxczK1btwgJCaFZs2YSpFImlfppM1pBkBEnJyesra1ZvHhxqXszZszg1KlTfP/995oC0g8//CBBSkEQypuDgwM9e/bE19eX69ev07t3bz7//HOGDx/O5s2biYqKEu8Hr6GwsJDz58+Tl5dHcXFxqftyO96uFG5ubhQXFxMTE4NaraZVq1Zs27aNli1b8vnnn/Prr7+yY8cOqWMqkqura6lrfx2sMnfu3PIPpmD/+te/WLx4MS1btmTHjh10794dQ0NDqWM9V9++fRkwYIDWHf8RERHs2bOH3bt3S5BM+YKDg7l06RIrVqxQzDDso0eP8ttvv+Hu7k5ubi6+vr6kpqbStm1bFi9ejImJidQRhXKQn5+Ph4cHP//8MwYGBuTm5rJ161aCg4M5deoUcXFxNG/eXOqYivf777/z448/kpOTQ82aNbGzsxN9aN+AmJgYwsLCePjwoWaGlJ6eHuPGjcPb21vidMrVokULVCpVqetqtZpq1aoRERGhtY2LUJrYoSzI0rhx4/jss8+4c+cO/fr1w9jYmKysLPbt28exY8cIDAzkt99+IzQ0lA8++EDquIIglJMbN27QrVs3AA4fPoxKpaJ79+7Ak6NhWVlZUsZTtFOnTuHp6Ul2djYAf11vVqlUnDt3Topoinfy5EmCgoLQ1dUtMVgFniySiCLXqxODVd68a9eukZeXBzxZxN+8ebMiCsrp6em0adNG67127drx5ZdflnOiikNHR4fU1FR69OhBy5YtqVGjRqnXBAcHS5CsbN26ddM8LxgYGBAdHS1xIkEKISEhXLp0iQ0bNmBjY0OrVq0AWLp0Ke7u7oSFhWl21srJqVOnSExMJCMjAw8PD65cuYK1tTVGRkZSR8PX1/e5r3l2SK7c3huUIj8/H3d3dwYOHMiJEyfIycmhVq1a2NjYYGBgIHU8RVu4cGGpgrJKpaJGjRq8//77Wj/jBO1EQVmQpae9k5cvX87nn3+uud6wYUNCQ0Pp27cv33//PS1atGDq1KlSxRQEoZzVqlVLUzQ+cuQIpqammoEfFy9elNXxa6VZuHAhlStXZt68eZiZmaGjoyN1pAqjUqVKFBYWar33559/KmbHn5KIwSqvzszMjDlz5tC+fXvUajURERFlFpRVKhULFy4s54TamZiY8PPPP2vdVXTq1Cnx+fAadu3apWkNcOnSpVL3te30Km9Xr16lQYMG6OnpaT3O/Fei/+g/w759+/Dx8aFDhw4lFnSNjY0ZP34Q/JdGAAAgAElEQVQ8CxYskDBdaYWFhfj5+bFnzx7NtUGDBrF69WquXLlCXFyc5IPu0tLSXvi1cnhvUCpHR0f8/Pzo37+/OCH4hg0YMKDMU5knTpwAxKnMFyUKyoJsOTk54eTkxPXr18nOzsbExIR33nlHc9/R0RFHR0cJEwqCUN46duxIUFAQx44dIykpSXO0ef369axcuZKPPvpI4oTKde7cORYvXky/fv2kjlLh2NnZERkZSadOndDX1weefMkqLCxkw4YNdOjQQeKEFZMYrPJqZs+ezaJFi0hMTESlUpGWlqaIRQ9nZ2eioqKoUqUKffr0wdjYmJycHA4ePEhkZKTo5fkaDh06JHWE53JwcGDz5s20adOG/v37l1nIUqvV4sTNP0heXh5mZmZa7xkaGpKfn1/Oif5eeHg4Bw8eJDAwkA8++AA7OzsAZs6ciYeHB2FhYSxZskTSjEp4P6gI8vPzqV27ttQxKqS/nsp8lviMeDmioCzIXv369TWF5IKCAs11PT09qSIJgiCROXPmMHXqVHbu3MkHH3zAuHHjgCcF5fbt2zNlyhSJEyqXgYEB1atXlzpGheTr68vgwYPp3bs3tra2qFQqoqKiuHz5Munp6WJo3GsQg1XevM6dO7Nr1y7gSZ/BVatWldlKQk6eHgsPDg5m2bJlmutqtRpHR0c8PT0lTFcx5OXlceLECf7880+MjIxo06aNZpFMagsXLtQUDrUdZxb+mRo3bsyBAwfo0qVLqXtJSUmy26m+c+dOJk2ahLOzc4kd1c2aNWPixIkl3tuEis3FxYWoqChMTU3LXBQRXo04lfnmiIKyIEt37txh3rx5/PDDD1qPCatUKs6ePStBMkEQpGRgYMDq1atLXf/222+pWbOmBIkqjgEDBhATE0OnTp0UsRtRSRo1asS2bdtYsWIFx44dQ1dXl5SUFDp27EhYWJjo8/saytqJ+OxgFeHVJSQkUK9ePQAePHjAvXv3qF27tizfI3R1dQkKCsLT05OUlBTu3r1LzZo16dChgxi69QZER0cTHh5eYjhUlSpVmDBhgtZBiOXNxcVF8/OAAQOAJxtRnm5AuX//Pg8fPpRFD1qh/Li7u+Pn58ejR4/o2bMnKpWKS5cucfjwYdavX88XX3whdcQSMjMzsba21nqvfv363L17t5wTCVI5d+4caWlp9OnTh2rVqpXa9KFSqUhMTJQonbKJU5lvjigoC7K0YMECjhw5gpOTEyYmJmLVSBCEUgoLCzU9r6pUqaI5wSBOL7y4ZwerFBYWkpycTI8ePWjdurXW3cpisMqrMzMzk/yYakUkBqu8XQ0aNODnn39myZIl/Prrr5qjoG3btsXX11eW7VqaNGlCkyZNSl0vLCykUiXx1edV7Ny5k6CgIBwdHXF2dqZevXrcvn2bnTt3EhoaSv369WXVcqqgoIC5c+dy9uxZduzYATzpizl27FiGDh3KjBkz0NXVlTilUB6cnZ3Jzs4mLCyMHTt2oFar8ff3R09PDw8PDwYOHCh1xBJMTU05fvy41l7waWlpkvdPFsrPs3NihDdLnMp8c8RTlSBLR48exc/Pj2HDhkkdRRAEGRGnF96svw5WMTExAeDChQulXiuOD7+6lJSUMu+pVCr09fUxMzMTxc9XMGDAAK5evcrjx4+xtLQkJyeH4OBgbt68SW5uLp988onUERXt5MmTuLm5Ua9ePUaNGkXdunW5ffs2+/btw83Nja+//lo27TDUajU7d+4kOTm5RIu04uJiHjx4wIkTJzh+/LiECZUrJiaGAQMGlBjA2KJFC7p37061atVYt26drArKK1euZM+ePUycOFFzzdrammnTprFixQrq1aunaZklVHzu7u4MHDiQEydOkJOTQ61atbCxscHAwEDqaKUMHjyYoKAgKleuTM+ePQHIzc1lx44dREdHM378eIkTCuVl0aJFUkeosMSpzDdHpX56ZkkQZMTW1pawsDCtq7OCIPxzTZkyhR9++AFHR8cyTy94e3tLkEwQytaiRQtNQf7Zx65ni/S6uroMGDCAuXPnilM5L+Hw4cN4e3vj6uqKn58fkydP5uDBgzRr1owLFy4wd+5cBg8eLHVMxRo1ahQPHz5k7dq1JU5/FBQU4Obmhr6+PqtWrZIw4f9ZsWIF4eHh1KxZk8LCQipXrkylSpXIzs5GR0eHwYMHM2fOHKljKlKbNm2IiIjQOvU+KSkJb29vTpw4IUEy7T788EPGjBmjdWPK+vXriY2NJT4+XoJkgvB8CxYsIC4uDvi/AWFqtRoXFxfRH7yCe3Yx9EWIU5kv7q+nMg8cOICRkZE4lfmaxA5lQZa6d+9OQkKCKCgLglCCOL1QPm7dusXt27extLRER0eHqlWrSh1J0b788ksmTZrERx99hJOTE3Xq1CE7O5t9+/axadMm/P39UalUhIaGYmpqKnbOvYSoqCjs7e3x8vIiNzeXhIQExowZg4+PDyEhIcTGxoqC8mtIS0tj6dKlpb606unp4e7uzsyZMyVKVtrOnTtxdnYmMDCQ5cuXk56eTmBgIL/++itjx44VvcpfQ506dbhz547WexkZGbL7jMjKysLCwkLrvWbNmpGenl6+gQThJcyePRtXV1d+/PFHTS94Ozs78R72D9CmTZuXWjA4d+7cW0xTsYhTmW+HKCgLstSzZ0/mzp1LZmYm7dq1o1q1aqVeI74gCsI/j66uruwmclckR48eJTAwkKtXr6JSqdiyZQuRkZEYGRkREBAgHrBeUXR0NIMGDWLWrFmaa40bN6ZDhw5UrVqVAwcOsG7dOoqKiti4caMoKL+ECxcuEBERQY0aNdi1axdFRUX07dsXgC5duhATEyNxQmX7u0KhSqXS2npIKunp6Tg5OaFSqbC2tmbv3r0AtG7dmvHjx7N161aGDx8ucUpl6tKlC2FhYbRr146GDRtqrv/vf/9j5cqVWncuS8nc3JzDhw/TuXPnUveSkpJEX1JB9ho2bEiDBg3IycnB0NBQ9H//h/Dy8tI8az969IiYmBjMzc3p378/devWJScnh4SEBC5fvsyECRMkTqsshw4dkjpChSTemQRZ8vHxAWD//v3s37+/1H2VSiUKyoLwDyROL7w9//3vf/H09MTW1pYhQ4ZoerfZ2NiwbNkyzM3NGTNmjMQplenUqVN4enpqvde5c2fWr18PgJWVFTdv3izPaIpXuXJlioqKAEhMTMTAwABra2vgSc/1WrVqSRlP8dq0acO6devo0aNHiSFmRUVFrF27lrZt20qYrqSqVatqMpqbm3Pjxg0KCgrQ09OjZcuWrFy5UuKEyjVlyhSOHj2Ko6MjrVq10uxYPn36NEZGRiWOEsvBkCFDWLBgAQUFBfTp0wdjY2Oys7NJSEhg48aNzJgxQ+qIglCm8+fPExwcTHJyMoWFhWzZsoXY2FgsLCzw8PCQOp7wFj3b9/2LL77A3t6eyMjIEhs6PD09mTp1qpgZI8iCKCgLspSQkCB1BEEQZEicXnh7li9fTq9evVi+fDlFRUWa4UtjxowhNzeX7du3i4LyKzIyMuLEiRNad8udPHmS2rVrA5CXl4e+vn55x1O0Fi1asHr1anJzc4mPj6d///7Aky/kERERtGvXTuKEyjZ58mQGDRpE//796devn6aQuG/fPm7evMm6deukjqhhZWVFfHw8nTp1wsLCApVKRWpqKp07d+bGjRslCuLCyzE2Nubbb79lzZo1/PTTT1y6dAkDAwPc3d1xc3PD2NhY6oglDB8+nIyMDNasWcPmzZuBJ71oK1euzOjRoxkxYoTECQVBu9OnTzNixAhMTEwYNmyY5j3WwMCA0NBQjIyMGDhwoMQphfKwZ88eli1bpvV04IABA0oUnwVBKqKgLMhSgwYNpI4gCIIMidMLb8/58+fx8vLSes/e3p4NGzaUc6KK4+OPPyYyMhJdXV369euHsbExWVlZ7N+/n8jISNzd3cnJySEmJgYbGxup4yqKv78/Y8aMwdfXlzp16miOgI4aNQo9PT3Ne4bwaqytrVmzZg1BQUGsWrVKMyCqTZs2zJ8/n/bt20sdUcPd3R0vLy/+/PNPgoKC6NWrF/7+/vTs2ZO9e/dia2srdURFSUpKKnXt/fff5/333y9x7WkPT7m1vfh/7d17VJVV/sfxz+GmCKKAogbeUhDBjpcUcnQySTN18taMOio/b2DlJVOazHIyGydNIRTxMqIJZWE6oo5NGhNmalioo+aNykuOeQFBBFEUBH5/tDyjcTQajecg79darnXaex/8wHo6Hr5nP989adIkhYeHa9++fcrJyZGbm5vMZrPc3d2NjgbcVmRkpMxms1asWKHS0lLFx8dL+vHfusuXL+v999+noFxFODo63rbf+7Fjx9iAAJtAQRk24+2339bQoUNVr149vf3223dcazKZ+CURqIK4e+HX4+LioosXL1qdy8zMtLobHOUzfvx4ZWdna968eZo3b55l3N7eXoMHD9aECRO0adMmHT161KZ2fFYGAQEBSk5O1vHjx+Xr62u5TqOiomQ2m/mF6y7t2rVLbdq00erVq1VQUKC8vDy5ubnZ5OtBSEiI/va3v+nYsWOSpBkzZigiIkLr1q1T69atNW3aNIMTVi5hYWEymUwqLS2V9POHFNni4VAlJSUqKSmRnZ2dHB0dyxwuCdia/fv3KzIyUvb29pZ2Tjf06tVLH330kUHJUNG6deumqKgoeXh46LHHHpODg4MKCwu1adMmxcTEaODAgUZHBGQqvfEuATCYv7+/Vq9eLbPZLH9//zuuNZlMNvnGFUDFKSgoUH5+vmrXri1HR0ej41R6U6ZM0e7du7VixQp5e3srMDBQSUlJ8vHxUWhoqPz8/DR37lyjY1Zqp06d0pdffqmcnBzVr19fDz/8sOWOnNzcXDk7O1PwgE3p0KGDXn31VfXr18/oKKhgaWlplsdnzpzRn//8Z/Xv31+9e/e2HA716aefavXq1Zo5c6al3YytWLZsmRYuXKirV69aiuLVqlXT2LFj6UMLm9WhQwfNnDlTPXr0UHFxsQIDA7V27VoFBgYqOTlZ06ZNu+X/Tdy/8vPzFRYWpn379snOzk41a9bUpUuXVFJSoscee0wxMTG8Z4Th2KEMm5Genm71MQDcbM+ePZozZ44OHDhguf26devWioiIUPv27Y2OV2lFRERo8ODB6t27t5o3by5JeuONN3Ty5Ek5ODhwV8g90LBhQzVs2NDqXK1atSo4DfDznJ2dbfpgwxMnTvyi9U2bNv2Vktx/goKCLI9HjhypYcOGacqUKbesefjhh1W9enXFx8fbVEF5w4YNioyMVO/evdW3b195eXkpIyNDGzZs0Lx589SgQQP16dPH6JhAGcHBwVq8eLE6duxoucPGZDLp+vXreu+993ifW4W4urpq1apV2r59u9LS0pSbmyt3d3d16tTpltdnwEjsUAYAVBr79+/XsGHD5OXlpZ49e6pu3brKyMjQ5s2blZmZqQ8++EBms9nomJVWbm6uEhISlJqaqpycHNWsWVNBQUEaNWqU6tSpY3S8SqukpESJiYnasmWLrly5ImtvvVatWmVAMuDO1q9fr0WLFmnMmDFq2bKlatSoUWaNkUVaf3//n23FIMny4SN3t/1vWrdurcWLF1s9WDQ1NVXPPfec9u/fb0Ay6/r166eAgADL4bI3e/XVV5Wenq61a9cakAy4sxMnTmjQoEEymUzq0KGDUlJS1L17dx09elTnzp3TqlWr5OfnZ3RMAJDEDmXYkIiIiF+0Pioq6ldKAsBWzZ8/Xw899JDi4+Nvuc3rhRde0IgRI7RgwQLFxcUZmLBys7e3l5ubmzw8POTg4CAPDw81atTIpncoVgZRUVFavny5fHx8VL9+/XIVwABb8PLLL0uSpk2bdtvr1sgi7axZswz7u6uSunXrKi0tzWpBeevWrXrggQcMSHV7x48f14svvmh1rmfPnvrnP/9ZwYmA8mnatKnWrl2rBQsWKDU1Vfb29tq1a5eCgoIUExNjuYMM96efO0fqZpwpBVtAQRk2Y+/eveVeyy/jQNW0d+9ezZ07t0zPMCcnJ40cOVKvvPKKQckqv1OnTik0NFTnzp2Tj4+PPD09dfDgQSUnJysxMVHx8fFyd3c3OmaltGHDBv3f//0f1ycqHVsv2Pbv39/oCFXCoEGDFB0drcuXLyskJEQeHh7KysrSxx9/rHXr1mn69OlGR7xFnTp1lJWVZXUuMzNT1atXr+BEQPk1bNhQc+bMMToGDLB06dJyr6WgDFtAQRk2Y8uWLUZHAGDj7vRL4I0ec/jfzJkzR3Z2dkpKSlJAQIBlfO/evZowYYLeeustzZ4928CEldelS5fUrVs3o2MAv1j//v1VUFCgNWvWaNeuXbp48aI8PT3VqVMn9evXz+YORLWWtXPnzurbt6/NZa1MwsPDlZeXp/j4eK1cuVLSj21EnJ2d9eKLL2rQoEEGJ7xVp06dFBMTo7Zt26px48aW8e+//16xsbHq3LmzgemAW9ELHjdwjhQqG3oow+adPXtWGRkZ8vPzk52dHbsKgCrsmWee0ZUrVxQfHy97e3vLeHFxsYYPHy4HBwfFx8cbF7ASa9eund544w397ne/KzOXlJSkWbNmadeuXQYkq/yGDRumkJAQjRo1yugowC9y+vRphYaG6syZM5Y7F7KysnT69Gn5+fnpvffes5kDJStT1soqPz9f+/bt08WLF+Xh4aG2bdvK2dnZ6FhlZGdna8CAAcrOzlarVq0sO5YPHjwoDw8Pffjhh2rQoIHRMQFJ9IIHUHmxQxk2a9u2bZo9e7ZOnDghk8mkNWvWaPHixfLw8NCMGTNoewFUQRMnTtTAgQPVs2dPPfnkk5ZfEjdv3qwzZ84oISHB6IiVlpOT020LA/Xq1avgNPeXV155RePGjVO1atXUrl07qx+MsuMItmjWrFkqKSnR3//+d7Vq1coy/vXXX2vChAmaO3euZs6caWDC/6pMWSsrV1fXSrG719PTU+vWrdM777yjtLQ0fffdd6pVq5ZGjRql4cOHy9PT0+iIgIWttxZCxYmIiNALL7yghg0blut8Kc6UgtHYoQyb9MUXX2jMmDHq0KGDQkJCNGvWLP3973/Xzp079fbbb2vy5MkKCwszOiYAA6SlpSkyMlIHDhyw7NYwm82aPHmygoODjY5Xac2dO1dffvmlEhIS5OrqahkvLCzUc889p6ZNm2ratGkGJqy8/P39LY9/+mEoO45gy9q3b6/p06frqaeeKjO3bt06zZkzRzt37jQgWVmVKSt+fSdOnFBRUZH8/PyUk5OjyMhInT17Vr1799bTTz9tdDzgtn567UZFRenMmTNcu1VASEiIFi1aJH9/f4WEhNxxrclkUkpKSgUlA6xjhzJs0vz589WtWzfNnz9fxcXFevPNNyVJYWFhys3NVVJSEgVloIoKCgrS6tWrVVBQoLy8PLm5udnkLbeVwc27H4qLi5Wenq7HH39cv/3tb1W3bl1dvHhRqampysvL04MPPmhg0srtzTff5K4aVEoODg63fX11d3e3qb71lSkrfl1bt27V+PHjFRoaqilTpuj1119XSkqKmjdvrmnTpun69es21/cZkKxfu59++ql8fX25dquAm8+U4nwpVAZ2RgcArElPT9eAAQOsznXu3Flnzpyp4EQAjFJYWHjL4xt/7O3t5e7uLnt7+1vGUX579+61/Pn6669Vr149ubi46N///rc++eQTffXVV5afM29s/3cDBgxQ9+7d5e3tLS8vL9WtW1d169aVp6enatSooUOHDhkdEbDqD3/4g2JiYnTx4sVbxq9du6bly5fr97//vUHJyqpMWfHrWrJkiTp37qxx48YpNzdXKSkpGj16tNavX68xY8ZYDhYEbI21azcsLIxrF4BNYocybJKLi0uZXwhuyMzMZDciUIW0bt1aH374ocxms8xm88/u9KR1QPlRJK4YO3fu1MSJE3Xp0iWr8zVr1qSdCGxScXGxzp07p27duqlLly6qX7++Lly4oB07dig7O1seHh633OlgZD/HypQVv65vvvlGixYtkqurqzZu3Kji4mL16NFDktSpUyetWLHC4ISAdVy7uKG4uFgrV67Uzp07lZubK2udaletWmVAMuC/KCjDJj366KOKiYlR27Zt5e3tLenHPkF5eXlatmxZpTgQBMC9MW7cOMuhcOPGjaN1ACqdmJgYeXh46K9//as2bNgge3t7DRgwQJ9//rlWrVqluLg4oyMCVm3evNnSU33v3r2WcUdHR9WvX18HDhywjBn92lyZsuLX5ejoqOLiYknS9u3bVatWLQUEBEiSsrKy5ObmZmQ84La4dnFDdHS0li1bpgYNGsjb25t/t2CTKCjDJkVERGjw4MHq3bu3mjdvLpPJpDfeeEMnT56Ug4ODJk2aZHREABVk/PjxlscTJky449pz58792nGAXyw9PV1/+ctf1L17d+Xl5Wn16tXq0qWLunTpooKCAi1evFhLliwxOiZQRmW6i6EyZcWvy9/fX8uXL1dubq6Sk5PVs2dPST++Fi9atEht27Y1OCFgHdcubli/fr2GDBmiP//5zxSTYbPooQyb5OXlpXXr1iksLEzVqlVTo0aNdP36dfXv31/r1q3TAw88YHREAAZo2bKlvv76a6tzu3fvtrzxBmxJcXGx6tevL0lq3LixvvvuO8tcr1696KEM3APp6em3ncvLy9NLL71UgWlgpJdfflnffPONIiIi5OrqqrFjx0qSRo0apfz8fDamwGZx7eKGS5cuqUePHhSTYdPYoQybVatWLU2cOFETJ040OgoAAy1fvlwFBQWSpNLSUq1Zs0bbtm0rs27v3r1ycnKq6HjAz/L29taJEyfUvn17NWnSRFeuXNHJkyfVuHFjmUym2/ZWBlB+I0aMUEJCglq0aHHLeHJyst544w1dvHhRc+bMMSgdKlJAQICSk5N1/Phx+fr6Ws5eiYqKktlslouLi8EJAeu4dnGD2WzWkSNHFBwcbHQU4LYoKMNmnThxQkVFRfLz89PFixcVGRmpM2fOqHfv3nr66aeNjgeggly9elWxsbGSfux7uWbNGqvrnJ2db2mPAdiKJ554QpGRkapWrZr69OkjX19fRUVFKSwsTMuWLVPjxo2NjghUen5+fho+fLilqHzhwgXNmDFDn3zyiQICAmgrU8W4urrKbDbfMtaxY0eD0gDlx7VbdZ04ccLyeODAgZoxY4bs7e318MMPWz5cuFnTpk0rMh5QhqnU2nGRgMG2bt2q8ePHKzQ0VFOmTNHEiRP16aefytfXV998841ef/11DRo0yOiYACpIYWGhSktL1bp1a61cubLMG207Ozs5OPAZKWxTYWGhXn75ZeXn52vp0qVKTU3V2LFjde3aNdnb22vevHnq1q2b0TGBSu3atWsaO3asDh8+rLCwMC1dulSFhYWaMGGCRowYITs7Ov0BAGyXv7//LS0ubpTqftr2orS0VCaTSUeOHKnQfMBPUVCGTRo8eLBq166tyMhIFRcXq1OnTho9erQmTZqk6OhobdmyRRs3bjQ6JoAKdvr0aXl5ecnR0dHoKMAvVlRUZLl2f/jhBx04cECBgYFq1KiRwcmA+0NhYaGef/55ff7552rTpo0iIyPl7e1tdCwAAH7WunXryoxdvXpV1atXlyRdvnxZV69elaenpySpf//+FZoP+Cm2c8EmffPNN1q0aJFcXV21ceNGFRcXq0ePHpKkTp06acWKFQYnBGAEb29vnTp1Srt371ZRUZHlk/uSkhIVFBQoLS2N25phs27+IMTHx0c+Pj4GpgEqv5tvD75h8uTJys7O1smTJ3X27FkVFhZa5rg9GABgq24uEBcWFmr69Ok6cuSI1q9fL0lKTU1VWFiYhgwZoqlTpxoVE7CgoAyb5OjoqOLiYknS9u3bVatWLQUEBEiSsrKy5ObmZmQ8AAb5+OOP9dJLL+n69euW279u3PYlSc2bNzcyHgCgAvXs2bPMrcDSf28TDg0NvWWc24MBAJVBbGysNm3apOeff94yFhAQoD/96U9asGCBvLy8NGbMGAMTAhSUYaP8/f21fPly5ebmKjk5WT179pQkpaena9GiRWrbtq3BCQEYIS4uToGBgZo+fbpWrlypkpIShYeHa+vWrYqOjubTegCoQmbNmmV0BAAA7rmPPvpIL730koYMGWIZq127tkaOHCl7e3utXLmSgjIMR0EZNunll19WWFiYIiIiVKdOHY0dO1aSNGrUKDk5OWnSpEkGJwRghOPHjysyMlIBAQEKDg5WQkKCmjVrpmbNmikzM1NLlizRb37zG6NjAgAqwM23By9dulTdu3enrQUAoNLLzs5WkyZNrM75+vrq3LlzFRsIsIKCMmxSQECAkpOTdfz4cfn6+srZ2VmSFBUVJbPZLBcXF4MTAjCCyWRS7dq1JUmNGzfWsWPHLC0vHnv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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Distribution of answers by topic\n",
+    "fig, ax = plt.subplots(figsize=(20, 10))\n",
+    "df.groupby(\"topic\").agg(\"count\")[\"questionID\"].sort_values(ascending=False).plot.bar(ax=ax)\n",
+    "ax.set_title(\"Number of Responses by Topic\", fontsize=30)\n",
+    "ax.set_xlabel(\"Topic\", fontsize=25)\n",
+    "ax.set_ylabel(\"Number of Responses\", fontsize=25)\n",
+    "ax.set_xticklabels(ax.get_xticklabels(), fontsize=17)\n",
+    "plt.tight_layout()\n",
+    "plt.savefig(\"figures/responses_by_topics_count.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Number of questsions asked per topic\n",
+    "fig, ax = plt.subplots(figsize=(20, 10))\n",
+    "df.groupby([\"topic\", \"questionID\"]).agg(\"count\").reset_index().groupby(\"topic\").agg(\"count\")[\"questionID\"].sort_values(ascending=False).plot.bar(ax=ax)\n",
+    "ax.set_title(\"Number of Questions by Topic\", fontsize=30)\n",
+    "ax.set_ylabel(\"Number of Questions\", fontsize=25)\n",
+    "ax.set_xlabel(\"Topic\", fontsize=25)\n",
+    "ax.set_xticklabels(ax.get_xticklabels(), fontsize=17)\n",
+    "plt.tight_layout()\n",
+    "plt.savefig(\"figures/number_of_questions_by_topic.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Distribution of response likes\n",
+    "# Distribution of empathy in responses\n",
+    "fig, ax = plt.subplots(figsize=(10, 7))\n",
+    "df[\"upvotes\"].astype(int).plot.hist(bins=10, ax=ax, logy=True)\n",
+    "ax.set_xlabel(\"Number of Upvotes\", fontsize=15)\n",
+    "ax.set_ylabel(\"Log(Frequency)\", fontsize=15)\n",
+    "ax.set_title(\"Distribution of Upvotes\", fontsize=20)\n",
+    "plt.savefig(\"figures/upvote_hist.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    2129.000000\n",
+       "mean        0.489901\n",
+       "std         0.942429\n",
+       "min         0.000000\n",
+       "25%         0.000000\n",
+       "50%         0.000000\n",
+       "75%         1.000000\n",
+       "max         9.000000\n",
+       "Name: upvotes, dtype: float64"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"upvotes\"].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.3104744011272898"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"has_upvote\"] = df[\"upvotes\"].apply(lambda x: 1 if int(x) > 0 else 0)\n",
+    "df[\"has_upvote\"].sum() / df.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(1, 2, figsize=(15, 7))\n",
+    "\n",
+    "\n",
+    "# Average Length of Question\n",
+    "df[\"questionLength\"] = df[\"questionText\"].apply(lambda x: len(x.split(\" \")))\n",
+    "df[\"questionLength\"].astype(int).plot.hist(bins=25, ax=axs[0], logy=True)\n",
+    "axs[0].set_xlabel(\"Length of Question (Words)\", fontsize=15)\n",
+    "axs[0].set_ylabel(\"Log(Frequency)\", fontsize=15)\n",
+    "axs[0].set_title(\"Distribution of Question Lengths\", fontsize=20)\n",
+    "plt.savefig(\"figures/question_length_hist.png\")\n",
+    "\n",
+    "# Average Length of response\n",
+    "df[\"responseLength\"] = df[\"answerText\"].apply(lambda x: len(x.split(\" \")))\n",
+    "df[\"responseLength\"].astype(int).plot.hist(bins=25, ax=axs[1], logy=True)\n",
+    "axs[1].set_xlabel(\"Length of Response (Words)\", fontsize=15)\n",
+    "axs[1].set_title(\"Distribution of Response Lengths\", fontsize=20)\n",
+    "axs[1].set_ylabel(\"\", fontsize=15)\n",
+    "plt.savefig(\"figures/response_length_hist.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "560\n",
+      "258\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Questions vs statements\n",
+    "titles = list(set(df[\"questionTitle\"].tolist()))\n",
+    "questions = [x for x in titles if x[-1] == \"?\"]\n",
+    "statements = [x for x in titles if x[-1] != \"?\"]\n",
+    "print(len(questions))\n",
+    "print(len(statements))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Predict Upvotes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x_train = df[df[\"split\"] == \"train\"]\n",
+    "y_train = x_train[\"has_upvote\"]\n",
+    "x_val = df[df[\"split\"] == \"val\"]\n",
+    "y_val = x_val[\"has_upvote\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "classifier = svm.LinearSVC(C=1.0, class_weight=\"balanced\")\n",
+    "\n",
+    "svm_model = Pipeline(\n",
+    "    [\n",
+    "        (\"tfidf\", TfidfVectorizer(ngram_range=(1, 3))),\n",
+    "        (\"classifier\", classifier),\n",
+    "    ]\n",
+    ")\n",
+    "\n",
+    "svm_model.fit(x_train[\"answerText\"], y_train)\n",
+    "svm_preds = svm_model.predict(x_val[\"answerText\"])\n",
+    "\n",
+    "svm_perf_df = calculate_classification_metrics(svm_preds, y_val)\n",
+    "svm_ax = visualize_performance(svm_perf_df[svm_perf_df[\"class\"] == 1],\n",
+    "                              [\"f_score\", \"precision\", \"recall\"],\n",
+    "                              use_class_names=False,\n",
+    "                              title=\"TF-IDF Upvote Prediction Performance\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Examine top features\n",
+    "coefs = svm_model.named_steps[\"classifier\"].coef_\n",
+    "if type(coefs) == csr_matrix:\n",
+    "    coefs.toarray().tolist()[0]\n",
+    "else:\n",
+    "    coefs.tolist()\n",
+    "feature_names = svm_model.named_steps[\"tfidf\"].get_feature_names()\n",
+    "coefs_and_features = list(zip(coefs[0], feature_names))\n",
+    "top_features = sorted(coefs_and_features, key=lambda x: abs(x[0]), reverse=True)[:25]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Train BERT Model\n",
+    "classifier = svm.LinearSVC(C=1.0, class_weight=\"balanced\")\n",
+    "\n",
+    "dbt = BertTransformer(DistilBertTokenizer.from_pretrained(\"distilbert-base-uncased\"),\n",
+    "                      DistilBertModel.from_pretrained(\"distilbert-base-uncased\"),\n",
+    "                      embedding_func=lambda x: x[0][:, 0, :].squeeze(),\n",
+    "                      max_length=150)\n",
+    "\n",
+    "bert_model = Pipeline(\n",
+    "    [\n",
+    "        (\"vectorizer\", dbt),\n",
+    "        (\"classifier\", classifier),\n",
+    "    ]\n",
+    ")\n",
+    "\n",
+    "bert_model.fit(x_train[\"answerText\"], y_train)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(<Figure size 720x504 with 1 Axes>,\n",
+       " <matplotlib.axes._subplots.AxesSubplot at 0x1897b0f90>)"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bert_preds = bert_model.predict(x_val[\"answerText\"])\n",
+    "\n",
+    "bert_perf_df = calculate_classification_metrics(bert_preds, y_val)\n",
+    "visualize_performance(bert_perf_df[bert_perf_df[\"class\"] == 1],\n",
+    "                      [\"f_score\", \"precision\", \"recall\"],\n",
+    "                      title=\"BERT Upvote Prediction Performance\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/tetracycline/.local/lib/python3.7/site-packages/sklearn/svm/base.py:929: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
+      "  \"the number of iterations.\", ConvergenceWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Pipeline(memory=None,\n",
+       "         steps=[('union',\n",
+       "                 FeatureUnion(n_jobs=None,\n",
+       "                              transformer_list=[('bert',\n",
+       "                                                 BertTransformer(bert_model=None,\n",
+       "                                                                 bert_tokenizer=None,\n",
+       "                                                                 embedding_func=<function <lambda> at 0x16bc149e0>,\n",
+       "                                                                 max_length=150)),\n",
+       "                                                ('tf_idf',\n",
+       "                                                 Pipeline(memory=None,\n",
+       "                                                          steps=[('vect',\n",
+       "                                                                  CountVectorizer(analyzer='word',\n",
+       "                                                                                  binary=False,\n",
+       "                                                                                  decode_error='strict',\n",
+       "                                                                                  dtype=<class 'numpy.int64'>,\n",
+       "                                                                                  encodi...\n",
+       "                                                                  TfidfTransformer(norm='l2',\n",
+       "                                                                                   smooth_idf=True,\n",
+       "                                                                                   sublinear_tf=False,\n",
+       "                                                                                   use_idf=True))],\n",
+       "                                                          verbose=False))],\n",
+       "                              transformer_weights=None, verbose=False)),\n",
+       "                ('classifier',\n",
+       "                 LinearSVC(C=1.0, class_weight='balanced', dual=True,\n",
+       "                           fit_intercept=True, intercept_scaling=1,\n",
+       "                           loss='squared_hinge', max_iter=1000,\n",
+       "                           multi_class='ovr', penalty='l2', random_state=None,\n",
+       "                           tol=0.0001, verbose=0))],\n",
+       "         verbose=False)"
+      ]
+     },
+     "execution_count": 101,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Train BERT Model\n",
+    "classifier = svm.LinearSVC(C=1.0, class_weight=\"balanced\")\n",
+    "\n",
+    "dbt = BertTransformer(DistilBertTokenizer.from_pretrained(\"distilbert-base-uncased\"),\n",
+    "                      DistilBertModel.from_pretrained(\"distilbert-base-uncased\"),\n",
+    "                      embedding_func=lambda x: x[0][:, 0, :].squeeze(),\n",
+    "                      max_length=150)\n",
+    "\n",
+    "tf_idf = Pipeline([\n",
+    "    (\"vect\", CountVectorizer(analyzer='word', ngram_range=(1, 2))),\n",
+    "    (\"tfidf\", TfidfTransformer())\n",
+    "    ])\n",
+    "\n",
+    "combined_model = Pipeline([\n",
+    "    (\"union\", FeatureUnion(transformer_list=[\n",
+    "        (\"bert\", dbt),\n",
+    "        (\"tf_idf\", tf_idf)\n",
+    "        ])),\n",
+    "        (\"classifier\", classifier),\n",
+    "    ])\n",
+    "\n",
+    "combined_model.fit(x_train[\"answerText\"], y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1974ee850>"
+      ]
+     },
+     "execution_count": 102,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "combined_preds = combined_model.predict(x_val[\"answerText\"])\n",
+    "\n",
+    "combined_perf_df = calculate_classification_metrics(combined_preds, y_val)\n",
+    "visualize_performance(combined_perf_df[combined_perf_df[\"class\"] == 1],\n",
+    "                      [\"f_score\", \"precision\", \"recall\"],\n",
+    "                      title=\"Combined Upvote Performance\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(1, 3, figsize=(12, 6))\n",
+    "visualize_performance(svm_perf_df[svm_perf_df[\"class\"] == 1],\n",
+    "                      [\"f_score\", \"precision\", \"recall\"],\n",
+    "                      title=\"TF-IDF Upvote Performance\",\n",
+    "                      ax=axs[0],\n",
+    "                      ylim=[0, 1])\n",
+    "\n",
+    "visualize_performance(bert_perf_df[bert_perf_df[\"class\"] == 1],\n",
+    "                      [\"f_score\", \"precision\", \"recall\"],\n",
+    "                      title=\"BERT Upvote Performance\",\n",
+    "                      ax=axs[1],\n",
+    "                     ylim=[0, 1])\n",
+    "\n",
+    "visualize_performance(combined_perf_df[combined_perf_df[\"class\"] == 1],\n",
+    "                      [\"f_score\", \"precision\", \"recall\"],\n",
+    "                      title=\"Combined Upvote Performance\",\n",
+    "                      ax=axs[2],\n",
+    "                      ylim=[0, 1])\n",
+    "plt.savefig(\"figures/upvote_performance.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>class</th>\n",
+       "      <th>f_score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>support</th>\n",
+       "      <th>kappa</th>\n",
+       "      <th>accuracy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.751092</td>\n",
+       "      <td>0.741379</td>\n",
+       "      <td>0.761062</td>\n",
+       "      <td>113</td>\n",
+       "      <td>0.264159</td>\n",
+       "      <td>0.67052</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.512821</td>\n",
+       "      <td>0.526316</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>60</td>\n",
+       "      <td>0.264159</td>\n",
+       "      <td>0.67052</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   class   f_score  precision    recall  support     kappa  accuracy\n",
+       "0      0  0.751092   0.741379  0.761062      113  0.264159   0.67052\n",
+       "1      1  0.512821   0.526316  0.500000       60  0.264159   0.67052"
+      ]
+     },
+     "execution_count": 106,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "svm_perf_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>class</th>\n",
+       "      <th>f_score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>support</th>\n",
+       "      <th>kappa</th>\n",
+       "      <th>accuracy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.650246</td>\n",
+       "      <td>0.568966</td>\n",
+       "      <td>0.758621</td>\n",
+       "      <td>87</td>\n",
+       "      <td>0.177569</td>\n",
+       "      <td>0.589595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.503497</td>\n",
+       "      <td>0.631579</td>\n",
+       "      <td>0.418605</td>\n",
+       "      <td>86</td>\n",
+       "      <td>0.177569</td>\n",
+       "      <td>0.589595</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   class   f_score  precision    recall  support     kappa  accuracy\n",
+       "0      0  0.650246   0.568966  0.758621       87  0.177569  0.589595\n",
+       "1      1  0.503497   0.631579  0.418605       86  0.177569  0.589595"
+      ]
+     },
+     "execution_count": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bert_perf_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>class</th>\n",
+       "      <th>f_score</th>\n",
+       "      <th>precision</th>\n",
+       "      <th>recall</th>\n",
+       "      <th>support</th>\n",
+       "      <th>kappa</th>\n",
+       "      <th>accuracy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.743363</td>\n",
+       "      <td>0.724138</td>\n",
+       "      <td>0.763636</td>\n",
+       "      <td>110</td>\n",
+       "      <td>0.26101</td>\n",
+       "      <td>0.66474</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.516667</td>\n",
+       "      <td>0.543860</td>\n",
+       "      <td>0.492063</td>\n",
+       "      <td>63</td>\n",
+       "      <td>0.26101</td>\n",
+       "      <td>0.66474</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   class   f_score  precision    recall  support    kappa  accuracy\n",
+       "0      0  0.743363   0.724138  0.763636      110  0.26101   0.66474\n",
+       "1      1  0.516667   0.543860  0.492063       63  0.26101   0.66474"
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "combined_perf_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get informative features\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Predict Topics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Number of questsions asked per topic in validation set\n",
+    "fig, ax = plt.subplots(figsize=(20, 10))\n",
+    "x_val.groupby([\"topic\", \"questionID\"]).agg(\"count\").reset_index().groupby(\"topic\").agg(\"count\")[\"questionID\"].sort_values(ascending=False).plot.bar(ax=ax)\n",
+    "ax.set_title(\"Number of Questions by Topic in Validation Set\", fontsize=30)\n",
+    "ax.set_ylabel(\"Number of Questions\", fontsize=25)\n",
+    "ax.set_xlabel(\"Topic\", fontsize=25)\n",
+    "ax.set_xticklabels(ax.get_xticklabels(), fontsize=17)\n",
+    "plt.tight_layout()\n",
+    "plt.savefig(\"figures/number_of_questions_by_topic_validation_set.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "classifier = svm.LinearSVC(C=1.0, class_weight=\"balanced\")\n",
+    "\n",
+    "dbt = BertTransformer(DistilBertTokenizer.from_pretrained(\"distilbert-base-uncased\"),\n",
+    "                      DistilBertModel.from_pretrained(\"distilbert-base-uncased\"),\n",
+    "                      embedding_func=lambda x: x[0][:, 0, :].squeeze(),\n",
+    "                      max_length=150)\n",
+    "\n",
+    "topics_model = Pipeline(\n",
+    "    [\n",
+    "        (\"vectorizer\", dbt),\n",
+    "        (\"classifier\", classifier),\n",
+    "    ]\n",
+    ")\n",
+    "\n",
+    "topics_model.fit(x_train[\"answerText\"], x_train[\"topic\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "topics_preds = topics_model.predict(x_val[\"answerText\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/tetracycline/.local/lib/python3.7/site-packages/sklearn/metrics/classification.py:1437: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/Users/tetracycline/.local/lib/python3.7/site-packages/sklearn/metrics/classification.py:1439: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples.\n",
+      "  'recall', 'true', average, warn_for)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x1688d5190>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "topics_perf_df = calculate_classification_metrics(topics_preds, x_val[\"topic\"])\n",
+    "visualize_performance(topics_perf_df, [\"f_score\", \"precision\", \"recall\"], title=\"Topics Prediction\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(10, 7))\n",
+    "reducer = umap.UMAP(n_components=2)\n",
+    "reduced = reducer.fit_transform(dbt.transform(df[\"answerText\"]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color_names = np.random.choice([k for k in mcolors.CSS4_COLORS.keys()], len(set(df['topic'].tolist())))\n",
+    "color_map = {topic: color for topic, color in zip(set(df[\"topic\"].tolist()), color_names)}\n",
+    "fig, ax = plt.subplots(figsize=(10, 10))\n",
+    "scatter = plt.scatter(reduced[:, 0], reduced[:, 1], c=[color_map[x] for x in df[\"topic\"].tolist()])\n",
+    "ax.set_title(\"UMAP Embedding of BERT Topic Features\")\n",
+    "ax.set_xlim([-6, 7])\n",
+    "patches = []\n",
+    "for topic, color in color_map.items():\n",
+    "    patches.append(mpatches.Patch(color=color, label=topic))\n",
+    "plt.legend(handles=patches)\n",
+    "plt.savefig(\"figures/umap_topic_bert_features.png\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"umap_1\"] = reduced[:, 0]\n",
+    "df[\"umap_2\"] = reduced[:, 1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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xFiZAjx49uHr1Kj179kRVVcqWLUtYWFie6shagyVJEmlpabRv357u3btbz9tbg9W2bVuGDBlit7z+/fuzZs0aZs2axciRI/P8rHfTrFkzBg4cyGuvvYYkSbi5ufHNN98gSRLDhw/nrbfewtPTE2dnZxo0aMCFCxcAaNWqFVOnTsVoNNKnTx9GjhxJu3bt8PPz4+mnn861vrCwMCZOnEjnzp0xGAx06tSJ4OBgzGYzO3fupFOnTri4uODp6cnEiRPv61my1jJ16dIFk8lE3bp1+eCDD6znL1y4QNeuXTEYDEyYMIGyZcty+fJl6/mhQ4cyadIka3s6deqUI42Fv78/X3/9NWFhYVy/fh1HR0c8PDyYNGkSZcqUASzT1d27d6dIkSI5PhxVrFiRgQMHkpSURIMGDRgwYAAODg4MHDiQPn364OzsjE6nIzQ0FLCMbIWGhrJu3ToMBgMhISF06NABsEx9v/3223z66afWaXRBeBgkzd5YtiAIApbRmdjYWOvC708++QRHR0frVJnwZGnevDlz5swRC8IFIR+IKUJBEHJVqVIl1qxZQ3BwMB07diQ+Pp7Bgwc/6mYJgiAUemIESxAEQRAEIZ+JESxBEARBEIR8JgIsQRAEQRCEfCYCLEEQBEEQhHwmAixBEARBEIR89sjyYMXH30JVxfr6/OTr60ZsbMqjbsYTR/Rr/hN9WjBEvxYM0a8F43HpV1mW8PbO+4bqWR5ZgKWqmgiwCoDo04Ih+jX/iT4tGKJfC4bo14LxJPermCIUBEEQBEHIZyLAEgRBEARByGdiL0JBEAShUNM0jZSURNLSUlBV80OvPyZGtm4uL+SfwtavOp0D3t5FUZT8CY1EgCUIgiAUavHxN5AkCR+f4iiKDkmSHmr9Op2MyVR4AoEnRWHqV03TuHUrifj4GxQpUjJfyhRThIIgCEKhZjCk4+Xli06nf+jBlfDfIEkSrq4emEyGfCtTBFiCIAhCIachSeLPlVCw8jt4F9+xgiAIgiAI+UyswRIEQRAeOxteOEtGfP4veHf0Vuiw1P+By9mwYR1Hjhziww8/yvWatWtX4eLiQtu2z/H997OpWrUaQUEtHrhugHnz5gDQv//rNscjInYQGXmKAQMG/6tysz/XyJHDGD16HEWKFC2w9t55Tf36T1OnTgBTpkwkJKQ7VatWf+C6C4oIsARBEITHTkEEVwVZrj3Hj/9FQEA9gH8d8NyvoKAW+RbEhYV9lS/l5NWRI4es/TV69LiHWve/IQIsQRAEQbgPhw8f5Ntvv8JsVilZsiTOzi78889ZVFXlpZf60rbtczbXb926mWXLfiQjI4OMjAxGjx6L0WgkImInhw4dwNe3CJs3byIgoB4dOnTm119/YdmyH5EkiSpVqjF8+Pu4uLjQpUs7WrZ8hr/++hNF0REaOplSpUrzzTczOHBgH4oiExTUgtdeGwTAqVMnGDz4NW7ciKFDh8707/+6zQhUjx6dCQpqwdGjhwH44IPxVK5cNcfz/vbbryxaNA9XVzdKlCiBs7MLAD16dObrr+dw69Ytpk2bhNlsxsHBgTFjJlCyZCkmT/6Yf/45C0DXrj0JDu5KXFwsU6ZM5Pr1ayiKjkGD3qRRoyY29QUF1Sci4iBwe8QsMLA+UVGnmDr1Ez79NIwvvpjGa68NIjCwPj/8MJ/ff9+ILMs0aNCIN98cRkzMdcaMGUmFCv78/XcUPj6+TJw4BQ8Pz/z9ZriLPK3BSklJoVOnTly6dMl6zGg00q9fP/bt21dgjRMEQRCEwujixQt89dVs/PzKUKVKNebP/5GZM+fyww/zuXz59t9KVVVZu/Znpk2bwaJFS3n55X4sWRJOgwYNCQpqzoABg2nYsLH1+rNnz/DDD/P55pu5/PDDTzg5ObNgwXcAxMbGUq/e0yxYsIQ6dQL4+eflXLt2lb17d7No0VK+/XY+ly5dJCMjA4C4uDi++mo28+b9yNKl4aSm3srxHB4eHixYsIT+/QczadJHOc7fvHmDb7/9ipkzv2P27PmkpqbmuGb58iX07v0y8+aF06NHL06cOMaxY0dJSkpiwYIlzJgxi2PHjgLwxRefERhYn0WLljF58jQmTw4lLi72nv3dvn0nqlSpxqhRY/H3r2g9vmdPBBERO5k3L5z58xdz+fJF1qz5GYAzZ07Tq9dLhIcvx83Njd9/33jPevLTPQOso0eP8sILL3D+/HnrsX/++Yc+ffpw5MiRgmybIAiCIBRKTz1VFjc3Nw4e3M/atT/zyisv8tZbg0hPT+fcuX+s18myzKeffsb+/Xv4/vvZbNy4nrS0nEFKlj//PETTps3w9PQCIDi4K4cO7beezwrGKlTwJzk5iSJFiuLo6Mgbb7zG8uVLGDjwDRwdHQFo1KgJDg4OeHl54enpRVJSUo76goO7ARAU1JyYmBgSEhJszh87dpSaNWvj4+OLTqfj2Wfb5yijceOmfPGFJVjS6fS0bfscFSr4c+FCNO++O4RNmzbyxhtDATh8+ACdOoUAULq0H9Wr1+TkyeP37vBcHDp0kDZt2uHo6IROp6Njx2AOHToAgLe3j3VErkKFinafvyDdM8Bavnw5EyZMoFixYtZjK1euZMCAAdSpU6dAGycIgiAIhVFWEKOqZsaNm8jChUtYuHAJc+YssJnySk1NZcCAvly5cpk6dQLo0aMXmpb7Bsc5Nz/WMJtvrwvLqleSJDRNQ6fTMXfuQgYMeIPExEQGD36VCxeiAVAUxXpf1vV3yn6NpqkYjQZeeeVFXnnlRUaOHIYkSTZtyn59llat2jB//o9Uq1aDFSuWEhY2GU9PL8LDl9O9ey8uXIjmtddeJjk5+Z7Pd7stlutMJpP9jsrWZtt/g9lsucfBwcFumQ/LPQOsSZMmUb9+fZtj77//Pm3atCmwRgmCIAjC4yAwsAFr1qwE4ObNm/Tr9wLXr1+znr948QKyLNO372vUq9eAvXt3W7eHURQlR3AREFCPiIidJCUlAvDLL2sICLD9G5zd339HMmTIIOrUCWDIkHcoV66CNcDKiy1bNgGwY8c2ypYtT9GixazBYljYV9SuXZeTJ49x40YMqqqydesfOcoYP/4DTp48QUhIdwYMGExUVCQRETsIDR1HkyZBvPPOSJydnYmJuU69evVZv34NAJcvX+LYsaPUqFHbpjwvLy/OnTuLpmlEROy0HlcUXY7+CgxswObNm8jISMdkMrFhwy8EBubeXw/TI1vk7uvr9qiqfqIVLer+qJvwRBL9mv9EnxaMJ7FfY2JkdLqHl7bRXl3ZjymKjCRJ6HQygwa9zrRpk+nbtxdms5khQ96mbNkyHDv2J5IkUbVqFSpXrsJLL/XAycmJgIB6XL9+DZ1OpmHDRnz77Td4enogSRKybLm+X7/XGDr0dUwmU+a6ozHW+rP+V5YlJEmievXq1K5dm379euPo6ESVKlUICgri9OlIu+3Oui/r+PHjf/Hrr7/g5OTMhAmhOZ69WLGijBgxinfeeRNnZ2fKl69gc7+iyLz6an8+/TSURYvmodMpvPPOCGrXrs2OHVvp0+d5HBwcadXqGapUqcyIEaOYMmUiGzeuB2DMmPGUKFEMWZas7X3zzWG8//5wfH19qVMngISEBHQ6mSZNmvD555MZP34ikiShKDItWrTg7NnTDBjQF7PZTMOGjenV6wViYmJy9FduX9vsZFnOt58hScvjmFnr1q354Ycf8PPzsx7r06cPQ4YMoWHDhvddcWxsip2hQuFBFC3qzo0byY+6GU8c0a/5T/RpwXhS+/XatWhKlChrc+xh5sEqTHvm5aestwBLliz1SOovjP1q73tNlqV/NSgk0jQIgiAIj538SAYqCAVJBFiCIAiC8B+0cuW6R92EJ1qeA6ytW7fmOBYeHp6vjRGE/wo5/izK5T1IZgPm4gGYi9cBsZmtIAjCE0OMYAnCQ6Y7+xv6c5tBNSABys2TqJf3khH4ugiyBEEQnhDit7kgPERSeiL6c78jZQZXAJLZgJxwFuXGifsuz2xWuXw9hpjYuIee40UQBEHInRjBEoSHwGQyYVY1XOKiQFIA2+R5ktmAHPMX5mK18lzm3+cusG7LTjRNQ9M03Fyc6dmhLUV8vPK59YIgCML9EgGWIBSgtPQMNmyP4PT5i6BpNCxh4jl3jTtzIWvIoHfJc7lxiUms+WMbJtPt19Tjk5JZvHYjQ/v1QpbF4LTwZHPe/iGSIf9TUmgO7qS1nJTv5Qr/PeK3sCAUEE3TWPLLb5w+fxFVVVE1jQPXJIwmO7l7ZAVTqbznk/vzZJQ1G3R2RpOJcxcvP0izBeGxUBDB1f2U++mnH9O7dzf++OO3f13XlCkTiYw8yeHDBxkyZNC/LuffioqKpGfPYIYMGcSkSR+xYcM6bt68wciRw+5639Chrz+kFj7eRIAlCAXkasxN4hISbQIhkyYTfrUiBskBTXG0/CfrMVTtgeae92R/KbdS7Sbq1dBITUvPl/YLgpC7jRvXEx7+E23bPvevyxg9ehxVq1bPx1bdn927/0ebNu345pu51mNFihQlLOyru9535Mihgm7aE0FMEQpCAYlPSkKSpBzHo9OcWak+R7eA0kiqEbN3JdA7W04qmmWJlgqaKee9WfzL+BF1Lhqj0XYtl6ZqPFWqRH4+hiAIdxg1ajiapjFwYD9q1qzF339HkZSUhJeXF5MmTcPXtwjBwe1o2rQZR48ewde3CF279mTlymXcuBHDmDETCAiox5Ahg3jttdsjV5cuXWTYsMGsXLkOWZY5cuQQP/64iM8/tw14kpISmTx5IhcunEevd2Do0OHUq9eAXbv+x3fffYumqZQqVZr33huDj48vPXp0pl27Duzfv4e0tHTGjv2Y+PhYVq+27KGYfVPkq1evMHTo66xcuY5r167y6acfEx8fh5OTE6NGjbPuIzhwYD+++27RQ+jtx5cYwRKEAlLM1wdVyzmNp9MplChWHLVINczFamcGVxqKh4reW0PnrqHz1NB5qSDZfzOwqn85fL080elur+bS63TUqVYZL48nby86QShMpk79AoBPPplKfHwcs2fPZ9myVZQu7cfvv1umDOPiYmnSJIglS34GYOfObcya9T2vvTaI5cuX2i3Xz+8pSpUqbR0h2rhxPR06dMpx3XffzcbP7ykWL17JuHGhzJ07i/j4OD777FMmTw5j0aJl1KpVh+nTp1nv8fT05LvvfiAkpBvh4fNp3DiILl260aVLN159daDd9nz++RRatGhNePhyXnttEIsWzeOdd97LbIMIru5FBFiCUECK+nhTrnQpdMrtIEiSJBz0eupWr2xzreyiITuAJFlSYUkySDpQ3OwHWIqi0KdrR1o2rE/JYkUoW7oknZ5pxrPNGpGQlMyGbRHMXrKSZes2EX35aoE+pyD8V/n5PcWQIcNZt24NX3/9BSdOHCMtLdV6vlGjpgCUKFGSevUaAFC8eAmSk5NyLbNjx2A2bdpAeno6hw4doFmzljmu+fPPQ7Rr1wEAf/+KzJmzgJMnT1CtWg3rvoLBwd04dOiA9Z6GDZsAUKFCRZKScq/ftp7DPPecpZ7GjYOYOHFKnu4TLMQUoSAUoO7PtWbX4aMcORGFyWSmYtmnaNW4Pk6OjjbXyU5ajulESQLZEczJGpBzulCv0/F0nRo8XaeG9Vh8YhLzV6zFYDShaRpxCUlcvHqd9i2bUrOy2LtNEPJTZOQpPvroQ3r3fpFWrZ5BUWSbfHR6vd76/xXlzneH7WvVqg1z585i27bNNG7cFAcHB77/fjYRETsBGDDgdXQ62z/d0dHn0e4YLdc0DbP59gs12acB85ozT1Fu16NpGufPn6N8+Qp5ulcQI1iCkC/SMwzsP3qC1Zu2svPAYZJvWT7FKopC8waBvP3KC4wY8DJd2rbAw83V5t4jJyIxGI350o4d+w9bg6ssRpOJTTv32H3rUBCEf+/PPw8REFCPkJAelCtXgf379z3wz5mTkxONGjVh7txZtG/fGYABAwazcOESFi5cQlBQC+rUCWTLlt8BS3A1YsRQqlevycmTx7h69QoAv/yyisDAeg/Ulrp1A9i82VLPwYP7mDbNkr5CURRMJtPdbhUQI1iC8MCSb6VaRo0MRowmE8o5mf1/nuClLu0VCYNzAAAgAElEQVQpWazIXe+NvnyVzbv241pET/XqZXPkr9KyfofJmQGTmvvCd4ALV67Z/XSaYTCwbN0mnu/YNsenX0F4HGkO7gWWByuvnnnmWcaMeY9+/XqjKDr8/StaA5wH8cwzz3Ls2FFq1Khp93z//q8zdeon9Ov3AoqiMG5cKD4+vrz33oeMGTMSo9FEiRIlGD16/AO1Y/jw95k69RNWr16Zuch9LABBQc155ZUXmTcvHMc7RuOF2yTtEe2vERubYvc1c+HfK1rUnRs3CiY3zH/Zvfr1l807OHH6nxyBTTFfHwb0Crlr2ct//Z0z0Zfw9HBl0KDOODjo0Ot1mEwmZFlBTZFQXLGONWsmMCVJuQZa85ev5drNWLvnFFmmbo0qtGvW+K5tehjE92rBeFL79dq1aEqUKPvI6tfpZEymhzMCbDabmTt3Ft7e3vTu/fJDqfNReZj9mlf2vtdkWcLX1+2+yxJThILwgM5EX7Q7anQzPp4Mg+Gu92ZNJSYm3eKbmavZseNPIiMvsH9/JFfOJqK4W3bWkaTM/3Sg99IA+x9OGgfWRp/LCJVZVfnr1GmxZ6EgFGIDBvQhKuoUXbv2eNRNER6QmCsQhAekU3SAvUBKuueWNRXK+HEzLgGzqpKWlkHEruOAZQH7yKE5ExBKEmgSSHrQ7CzbqlaxPAlJyWzbe9BufUaxbkIQCrUFC5Y86iYI+USMYAnCAwqoUcUmHxWALMv4l/GzjCbJGoq7it5HReelIjncHkF6uk4NnJwcUbIFYnqdjhYNA9HpZezkKQUy94vORePA2jxV0n6y0ZLFithNfioIgiDkLxFgCcIDahJY25LvSqfgoLesoSri7UXH1kEga+i9NWRHS1Ak60HnoSE7W9YduDo7M+D5EBrUrmHJm+VXiu7PtebpOjXRjBJ28pSClDl6JVnKUdxVS3nZkpK2a94YB73eGrjJsoRer+O55k0eQo8IgiAIYopQEB6Qoig837EtN+LiibkZh6eHO6WLF0WSJDQHI0iyzaiRJIHiCmqaJb+Vq4szrZs0oHWTBjblqhkguwCZ668ANM1yXNNA72MJqCQZNBUUFw1jPKBKFPP1ZlDvruz/6wRXY2IpXsSHp+vUEFneBUEQHhIRYAlCPinq401RH2/AkpRv+75DBDaqQBF3z5wXa5YRLc2c89RtEqYEUJw1ZKfM4CoN1HQJnYdmE3hJsuW84qZhTrIc9HB3o03Thvn7kIIgCEKeiABLEApA1D/RHDh6ggpVi1KkiJ0AS8L+9N+dNAlzqoQ51eYgkgM51mdJEsgOcLeYTdM0oi9f5WZ8Ar7eXpQrXVKsyRIeS3pfFakAFrloKhhjC371zJo1lo2WQ0Jyf1tw3rw51K//NHXqBBR4e4T8JwIsQSgA+4+ewGgyERFxnDJlSuDgkG3LCVVDNWa+DvgQpWdk8OOaDSQkJWNWNRRZwtPdnZdDOuDsJJIFCo+XggiuCrLcO90tsMpy5IglU7zweBKL3AWhAKRnZABwPvoa69fvJjU1A4PBiMlkJjXFYJ3G+3ck1HTLlGB2mgZqeu53/RGxj9j4RAxGE2azGYPRRGxCIn9E7H2AtgjCf4/JZGLq1E94/fVX6dmzCyNGDOP8+XO8+uqLTJw4jj59nuftt98gKSmRqKhIOnd+lvj4eJKSEunevROnT0cxb94c5s2bA8DevbsZOLAvr776ImPGvEdiYgIbN64nKuoUU6d+wtmzZ+jWraN1G54jRw4xYsSwR9kFQh6IAEsQ7kvuST6zq1S+DIpi+fH669g/hIUt49tv1/L1V6uQUx25c/NmSWdJ5aDzzPlGoD3mWxKayTKdoamW4EozgTkl98Dt1NlzmO/YJ01VVU6dPX/P5xEE4bbjx/9Cp9MzZ84CfvppNRkZ6ezZs4szZ07Tq9dLhIcvx83Njd9/30iVKlUJCenOrFlf8sUXnxES0oNKlapYy4qPj2f27G/4/PNvWLBgCU8/3Yhvv/2a9u07UaVKNUaNGou/f0VKlSrNkSOHANi4cT0dOnR6VI8v5JGYIhT+M1RVJTYhEQe9Hk/3+9v2QNJr6Nw0UAAN1HQN8y2JOwOlLI3q1uLE32dJTUvHZDajAckpaXRq3cwaeGWRHVWUzJf7srK1K86ZbwTmNo2oWRbAS7rbi+Ut+xbmHmDduTVV7doVaNmiLu7uLiiolqDNKNZjCcK91K0biIeHJz//vJwLF85z6dJF0tJS8fb2oXLlqgBUqFCRpKQkAPr160///n1wdHRk3LhQm7JOnjzO9evXGDZsMACqasbDI+e6zY4dg9m0aQM1atTi0KEDjBz5QQE/pfCgRIAl/Cecjb7Iuq3/w2gyoakaRXy86P7cM3kKtEyY0HlqtxeVSyA7AZKW64iRs5MjA3p15cjJSP65cBkPN1ca1K5BiaK+d1ypobjZLli3vhHorGFOvVvAkzmKlcfk7P5l/Dhz/gIa8HSDarRpE4iDg/52aZ4apgTQTCLIEoS7iYjYwfffz6Fnz9506BBMQkICJUqUxMHBwea6rG2pkpOTSU1NJTU1laSkJLy8vKzXqKqZ2rXrMHXqFwBkZGSQmmrzVgsArVq1Ye7cWWzbtpnGjZvmqEsofMQUofDEi0tI5OdNW0lNS8doNGEym7l+M47FazfmaV++DDJyHJPk20FWbpwcHWgcUJuXurSn8zPNKVHcB2TbKcbcMrJLEkj5vO68XbNGuDg74+jgQKtWdW2Cq6w6Fdf82acwKTmFfy5cIj4xKV/KE4TC5ODB/bRu3YaOHYPx9fXl6NEjqGru7+9Onz6V7t170rVrDz7/fIrNuerVa3LixDEuXIgGYOHC75k160sAFEWH2Wwp18nJiUaNmjB37izat+9cQE8m5CcxgiU88Q6fiEQ126490jSN1LQ0Ll69TplS9reVyaKi2t+yRsscbbprLitA1tB5aEhZP20qmJIsI0WaJddobhXnKw8PV94Z0hPFScp9C54H/I2gqirrtuwk8p9odIqM2axSpnQJurd7Br1e/LoRngydO3fl448/ZNu2zej1DtSoUZPDhw/ZvXbLlj+4fPkSH300CU3TGDCgL1u2/GE97+tbhNGjxzN+/AeoqpmiRYszfrxlGrFhw8aEhU1m7NiPqVWrDs888yzHjh2lRo2aD+U5hQcjaXn5CF8AYmNTcqwJER5M0aLu3LiR/Kib8dAYMZMkZeClOaHcZTD259+2EPVPdI7jDno9HVo2pXqlCnetx6WojFEz5QhKNA2MsfdKt6BZMq7LttOAmgrGOMu9Oi/VspYq+3kNTEkSmiG/pus0dF5ajnrupBrBlJC3gW1VVbl+Mw5FkSnq440kSfzvwBH2HPkLk8k26ixVvAi9O7XDydEyLPdf+159WJ7Ufr12LZoSJcraHHuYebB0OhmTKZ8/8dwns9nM3Lmz8Pb2pnfvlx9pW/JLYejXO9n7XpNlCV/f+1u3C2IES3gMqWhMc9nNHOdDGCUVF03PmFtNeSW9rt3rKzxVCk2xvJl3/vw1DAbLoiWzqlK6RLF71ueEE0ZSbI5pamZKhHvkspIcsMm4fvsEyE4aapqEKVFC56lZfhozR7TMt8jH4CpzMfw9gitN4x5rvm47d+kKa3/fjslsQtPAxdmJnu3bcOj4qRzBFcCV6zf5dvFKXu0RjJeHO0aTib/PXcBoMlHOrySuzs7/9tGE/6iHkQy0MBkwoA+enl5MnTr9UTdFyCMRYAmPnc+d9/Ct80HSZEugZJDMTHDdgafmRNeMqjbXSjqNp5tXpq6xApqmIcsy69btIjLyIjWrVMzTIncFBVOChOKqIekBFcypli1r7iW3T9iSlG39lSZhSpCQFMtIl2Yi35OQSplvP9qbjtQ0LNOWKXkL6pJvpbJyw2aMptur6xOTU/hx7UZM5txX3KdnGPgjYi+NAmozfd4fmDOnbc2qSuvG9Xm6jpj2EITcLFiw5FE3QbhPIsASHitmVL51OWQNrrKkySY+c9l9R4ClWd7+kyUcHW8v6O4SHESVspepVMZ2GPhuNJNlpOl+aUbsBzUqOVIiaGbp7vvcPADNlHs71AwwpwHmvI0IHIs8jWpnnx9VVfH18uT6zTj7bdA0/rlwmejLVzEYbb9+W3Yf4KmSxSlZrGie2iAIglDY/bfGWIXHXqpkJF2yP0pyRbFdeyLn8haeolOoVq3MQ9mDTzNLqAbbfQc17XZg87BoZgnNYJv9PWuBvewIem/QearklkQ1eyLU4n6e6HU5P5upqkrFsk/hcJfF7JIkWUeubNqnafwRse9+H0sQBKHQEgGW8Fhx0xzw0ZzsnkvDxJvuG0iQMveLuVv89BC/881Jls2aVZPljUM1FUwJuScpLSimJAk19Xbmd8icqsxcgC/pQXGznIhPTOKXLTuZGb6ciKOHUDzMyI6WzaSrVPPjjTe64Ox8RwQrQbWKFXj9he4U8fbiToos4+LsnCObfJYrMTfy9XkFQRAeJRFgCY8VCYlQrTnOdma3NQnWOkYR7PUTKhqqAfsxjAZqxsMMbiTUNBlTvIwxTsacKj+UjZ5TMZIoZd+cUMKcKlsWB6s5F7xLmQlU4xOTmL9iLSf+PkvKrVQaN62OrMjW62VFxtXViaCmt9dM6XU6qpQvRzFfb9zdXOnbrRMlixVBr9Oh1+vQKQqqppF861au7VVVjdS0u2ymKAiC8BgRa7CEQuuEcoOPXXdySH8FX9WZoWlP83J6LZ43V8NDcWAkW7lyx9t9RknlopxIhP4CzY1lUVM1ZBfLOUnKnJozZq6NekLdlFJ5230T2x3OowGVzT58lfwctU3Fb190l/huz5G/MBiMaECRYl7Ics6LdTqFgDqVOf5XNIqiEFC9CjUr+1vPOzk68Er3zly5foOLV69z8NhJklJyD66ybNq5h67tWt3H0wqCIBROIsASCqWN+jP091yHCRUkSJYNfOi2jdlOh8iQTfhr3gRKxXMEWABmSeO0EkdzY1nMqTKqUUN20kCyvPmnGeBhT8/dSXZUkV0y9xE0Wd5KlB0s/2lmMKdZ2ik5WNI5AGgZUua6rdzbrqHRzWs5Z5R4TJJlKu6k7iYhnsvZE/8qxVXLW5Oq0VJXjtxeZjh38QqSLOHq4oTBYESW7Q90Ozk48mqP4Ls+Z+TZ85bUDea8rd6POheNpmkPZX2c8HjbeLkrGWp8vpfrKHvTvvTqfC/3Ths2rOPIkUN8+OFHebp+yJBBvPbaIAID6xdsw+6hR4/OfP31HEqWLGX3fEpKCpMmTWDy5M+5efMGU6ZMJCzsq3yrPyioPhERB3McHzlyGKNHj6NIkcLzoowIsIRCZ5HTUUa5bUFFs4kl0iUTp3VxIMEFLQm9JuOIQoZk+8db0SQqm2/v+acZJcyFaBPjrM2ds2IISQ+SR+b/z0zfIOk1NGNm7qrM+EbTa8iOlizwuQVZ+3SXuSgnWYOrLEbJTLjTMUamNgZJu12mljmyl7kmy5wCjRvVoG6gP4oiW6btUtNxc3Ox2aRa0yxB4N2cjb7E4ROReQ6uLOVqIsAS8qQggquCLPe/Ijk5idOn/wagSJGi+Rpc3c3Dqud+iABLKFQSpXTGuW1DzW2Pv2wbLhtRkTUJRZMwZ16v12TKqV4EGZ96OA2+bzk3d4Zc/q3PuQk0ektAltsU5wXF/t5/GZKZM4olfYLiZj+juznNEtw93bAKcrZgSpIkbt1Kx8XZEUVRLIlQU++dM+vwiUibXFl58VTJ4rmOmAlCYdG3by9CQ6dQrlx5Pv54LK6urowc+QHHjx9j4cLvqF27Lr//vhFZlmnQoBFvvjmMmJjrjBgxFE9PLxwcHGnXrr21vK+++pzY2FjGj59Ir14hBAW14OjRwwB88MF4Kle+nX7GZDLx+edT+Oefs8TFxVGmTFk+/XQajo5O/PTTYtas+RlFUWjSpBlvvjmMuLhYPvvsU65fv44sy7z++ls0aNAwxzMNGTIIDw9Pzp07S2joZGJjY5k3bzYmk4mSJUszatSHeHrefnnl1q0UJk+eyI0bMdy8eYO6dQMYOzaUGTM+4+bNG3zwwUiGDXuXoUNfZ+XKdcTFxTJlykSuX7+GoigMGvQWQUFBzJs3h5s3b3Dx4gWuX79Gp05d6NevP2fOnGbatEmYzWYcHBwYM2YCTz1VBoDPPvuU48ePATBp0jT8/J6yjqwdOXKIHTu2kpSURHx8HE2bNmPIkOHcuBFDaOg40tLSkGWJt99+j5o1axXI90cW8ZtMKFR26S+i1xS8MswUTb/3yIcEtDKUQ6/JOGs6eqRXY03C80iPeAowVw/68qAEsqPthtHZ1TQVtQab2TlrOuobSwGWUTB7AZ3iBIoLNsEVgIODDidHPYZ4CVOShDFWQk2996+O+w2uHPQ62rdsel/3CMKj0LhxEIcO7Qfg7NnT/PXXnwDs27ebJk2aERGxk3nzwpk/fzGXL19kzZqfAbhwIZrx4yfy5ZezrGXNmzeHmJgYxo0LtXyAATw8PFiwYAn9+w9m0qSPbOo+fvwvdDo9c+Ys4KefVpORkc6ePbs4efI4q1ev5LvvfmDhwqVERUUSGXmKL78Mo2PHYObP/5EpU6bz2Wefkppqfz2kv39Fli5dRZEixZg9+xs+//wbFixYwtNPN+Lbb7+2uXb37ggqVarMnDkLWLZsNcePHyMqKpJ33nmPIkWKMnlymM31X3zxGYGB9Vm0aBkTJ05l8uRQYmNjAThz5jRffDGTuXMX8uOPi0hOTmb58iX07v0y8+aF06NHL06cOGYtq379p1m0aCkNGjRk7dpVOZ4jMvIkkyZNIzx8OSdOHGfnzm2sX7+WJk2CmDcvnDfeGGb9mhUkMYIlFCreqems2neJwNg0AM666xnYxJejPvaTWjmi8ENSCLrH4bOCrCE7aLlmVM9zMU6WIMt8S0NNt33u6uaiNDOU4X8OF6z5wnSahKfqSO+MGnko3P5hvYNlOO3O5Kh3U6NSBa5cv5GnQEunKLzxck+xZY7wWGjSJIhlyxYTGNiA8uUrEB0dTXx8HHv37qJ8eX/atGmHo6MlnUzHjsFs3PgrTZoE4e3tY7N2ae/e3SQkxPPddz+gy5ZbLji4GwBBQc2ZNOkjEhISrOfq1g3Ew8OTn39ezoUL57l06SJpaWn8+ecRmjZthpubZZ1lVhB38OB+oqOj+f77OYBlBOzy5UtUqlQlx3NVr255M/jkyeNcv36NYcMGA6CqZjw8PG2ubdv2OU6ePM7y5Us4f/4ciYmJpKWl4unpmaNcgMOHDzBq1FgASpf2o3r1mpw4cRyAwMD66PV6vL198PDw4NatFBo3bsr06dOsQWvLls9Yy2rWrCUA5ctX4OjRIznqatq0OT4+lmUizzzzLIcOHaBNm3Z8+OH7/P13FE2aBNG9+/N225mfRIAlFB6aSsvdK1Ez0tBnDsJUTzSyYfN16gSX5qaTYnO5s6qjX3qdxyK4ylp3dbftau7c7NkeKdsUqeIGmlnLEfQsSArmK5f9hDv9Rbpkol2GPx/eaoab5mAp25S55c8d9atGkHWAbTdbqNhv+F3UqlKRY1FnuHYjFqPJhCxJSLKETlEwmkzWzd4VRaZjqyARXAmPjZo1a3PmzAQOHtxPQEA9vL192bZtC0ajCXd3d5trNQ3MmVtIOTraflAsUaIkr7/+JtOnT2X27PnW6fGskSzL/arNtHlExA6+/34OPXv2pkOHYBISEtA0zSZAA7h58waOjk6YzSpfffWtNUC6efMG3t4+jBw5jJs3bwIQFvalTftU1Uzt2nWYOvULADIyMkhNTbUpf+XKZWzfvpXg4K706PE0586dRcvtFxdYf96z9Yy1XxwcHKxHJUlC0zRatWpDzZq12bXrf6xYsZS9e3dZA7SsZ8269k6KcrsvNE1FUXTUrl2XH39czu7dEWzZ8jsbNqxjxoxZOe7NT4X/L5PwnyHHRiIbU63BVRa9Ci+evf22oKJJOGoKPTKqMfZWs4fcyn9B1qyL2rOSet4pa6G5NQlo5hp1Tbv9n717FJecJxxQGJnamKNxrxMV+xZfpTxHcc3Vet6cItkkG9WyzzjmEvyZcr6seU+KovBSl/Z0fqY5tatWomHdmrRv0SQz0aiU+QwST5UsQfVKFe6/AkF4RBRFoXr1GqxcuYyAgPrUq1efH36YT+PGTQkMbMDmzZvIyEjHZDKxYcMvub75V65ceTp1CsHZ2ZlVq5Zbj2/ZsgmAHTu2UbZseTw8PKznDh7cT+vWbejYMRhfX1+OHj2CqpqpUyeAvXt3k5qaislk4qOPPiQy8iT16tVn1aoVAJw79w/9+vUmIyOdsLCvWLhwCQsXLsnx5p1ldOkYFy5EA7Bw4ffMmvWlzTUHDuwjOLgbzz7bHpA4ffpvVFVFURTMdl5sqVevPuvXrwHg8uVLHDt2lFq1aufax+PHf8DJkycICenOgAGDiYqKzPXaO+3du5uUlBQyMjL4449NNGrUhFmzvmTTpg20b9+J4cNH8fffUXku798SI1hCoSGnxdvuKZPJxazhn2L5pOOi6vjoVgu6ZVTDQ8tlL5xCRnYgT9OCmskSyOg9gWyB2F0+FJKakcbJk5coU7oEDno9bi4u92yPZpIwxoPipIHOsmBeNVi2y8mRtkEDNR00w318FpO1289skKjqX46q/uUwm83MWLAUk+n2L19N07h8LYbIs+epVrF83usQ/vMcZe8CS9OQF40bB/Hnn4cpW7YcPj6+xMfH0aRJELVq1eH06Sj69++L2WyiYcPGdO/eixs3YnIta8SI0bz5Zn+aN7fkgDt27Cjr1/+Cs7NTjjQOnTt35eOPP2Tbts3o9Q7UqFGTK1eu0KlTCN26Pc/gwa+iqhotWrSiQYOGlC9fgWnTJtGvX280TWPs2FBcXFzttOI2X98ijB49nvHjP0BVzRQtWpzx40Ntrnn++RcJC5vMsmXhuLi4UrNmba5evULduoEUL16CoUNfZ8yYCdbr33nnPaZNm8SGDeuQJIlRo8beNaVCnz6vMnXqJyxa9D2KojB06PC7tjk7b29v3ntvGAkJCbRr14GGDRtbX0jYsGE9siwzYsToPJf3b0na3cb0ClBsbIqdIUPhQRQt6s6NG8n3vrCQkpIu4LT/KyTVYHM8RScxor4vqyp4Epxema9Snnuoi9gftF9lZw3FVbM7cpVFUy0jS0gaiuvt1AzW81rO4MdkMnPwUBS//WZZbKvIMkV8vAhp2wpfb/vrIHIjOWjo3LUc9YIl+DIl5i3Akp1VFFdsAkpTkiVAi758lRUbNmMw5nwF0r+MH706PXtfbRZyetx/B+Tm2rVoSpTI++bs+U2nkzGZ7G/xlN/ulWfqSVIQ/Xq/+cXuZO97TZYlfH3d7rssMUUoFBqaRxlU7wpo8u0FQqqkYHJwo2zR1qxJ6MXXKe0L7xuCuchtU+fsU4JqmuW67HmvbC+2Hckym80YDEZ2Rdx+s8asqly/GUf46l/v+w0+zYzdETazWSUhPm/zg5IuMzjMvr+hBDoPIPPNxtxyYom0V4IgPGnEFKFQqGQEDEJ3fgu6S3tANWEuURcH//a8k3H3Ie1CTZUwp1jyX2VnTrPkktJMWPcm1Ewammo/yDLfskw3JqQkcebMZSIijpGckpbjOpPZzN/noqlRyT9nIQCyJQ8WqmVa0pLYSkIzamg6zWZrHJPJzJIVf9AkoK7NVjh2i3XMZURas7Rbp9Oh5rLRc3m/0nctWxD+K1auXPeom/BY69ChMx06dH7UzQBEgCUUNrIOU4V2mCq0e9QtyVdqeuaWPY63t73RzDmHbdR0CcVVs5kS1DTLCJOaJqGmSXw3/1fS0nMZFsPyGrb9ff80FDcN2QnrFJ5mBlMCoEmYEiUuJlyhbPniyLJETEwC69bv5mZsIpt37aNGpQoPlGH9nwuXbP5d1imF5t7X8dYbMCSmI6WVRHP2+dflC4IgFCYiwBIeExqyi4bijCUwMIL5loRmeozmlswSaqrlteJDx0+x/+gJMjIMlHuqFK0a1cfLwx3IXIDudnuhuJphedasObyalSty+MQpzGb7o0GKolCqWM7Fo7KTJbiSsic7VUDnrmFKshxc8fN2DAYjiiJjzLYYPcNgIDUtHVeX3FMpqAYJ2dne646Zi+h1OhRZxqyq1HKLo2uxi+gkDVkCc1okWsSnZDR+H8mtWJ66UxAEoTATa7CEx4LipqG43F7bIzuAzlMD+fF7UWLTzj1s23OQhKRk0jIyOHXmHPNXrCXlVmaeGVXCnCRjvCljjJUxp8jWKUSAFg0DKerjjV6XM2GVTlEoXtSXMqVK5DinONvP4C45YF0j5ebqgqppNsEVgISEo6MDd6MZM984VG3TS5hTAE2iWsXySJKEhEanopdxkC3BFYAigawauL5r4V3rEARBeFyIAEso/ORsIy/Z5ZIHqjBLSU3jaOTpHIvQjUYTB/46kacyHPR6Xu0RTI8ObWnZsB5V/cvh6eaGl4c7TerV4cXO7exP5d1tsC/zXFC9uujvSFioUxTqVq+MTrGXgdS2EHOKZapRTbPsV2iMl6zZ5j3d3XiuRRN8Hc3o7WznI0tQxHydmNi4e9QjCIJQ+IkpQqHQkxTs5pGSJMtbd4+TG7Fx6BQ5RyI+s6py8er1PJcjSRLl/UpR3i/vr3KrBuwGqqm30iHDAb1eR/VKFUhJTWXn/iNomoaqadSqWpFnmuTcHDaXlnEq6jzb9x4kITkFT3c3WjasZ81xVbtqJSr5FUHZ9bHdu1PMOi5di6GYr1iLJdzdlwuWcist50seD8rV2Zm3X33hvu6ZNOkjAgLqPfLF1ZGRJ1mz5mdGjx73SNshWDxmf56E/5oY6Rb/SPFUkjwoie1reJqW9Rbc48PTw93u2ilJkvDxur/cVffLfEtCclAxqWb0eh0mkxlVVVm5agemdJU+XTsC8HSdmtSrWY3kW6m4ODvhoNffo2uzIXoAACAASURBVOTbTp05x7qtO63JROMTk1i3dSeaplmztTu7eRPnUh6vW/+gzzbFa1AldieVopLrvZOlCkJBBFcFWe7DULVqdUaPrv6omyFkEgGWUGicUm5yTBdDWbMngaYSvOv2O2uconDUFDIwE6xVYpb0LPqszfI0MKc9RovcAR9PD/xKFuPi1es2gZZOUWhYt2bBVq5J7Pvf36QYkylTphg3Y5M4eCCS+IQU9DodV2NuUrJYEcCyUN6y6P7+bNt70CZTO1hSPWzbezDbdjga3q3e4MyKifg7J2HWJGRJY3tcCU4bi9HuKb8HfVJBKFCapvHNN1+wa1cERYoUQVVVAgLqsXHjelasWIqq/p+9Mw+Tojr3/+dUVS+z78wAw77vICC7ECKKAhqjURP3mMR479WYxHuzmcTEmOTG/G6SG02Ma25I1OAadwURBNk3QfZ9Bph9n+m1qs7vj+pppqe7Z59hwPo8Dw/QXXXqdE1Pn2+/73u+r2TUqNF85zvfw+VysXTppcyePY+DB/eTmJjIT37yC/r27cd11y1j7NjxHD58kD/96Sk2bdoQdb6qqvzqVz/j2LGjAFxzzZe46qpreP/9d3nuub+hKAr9+vXjxz9+iL179/DMM0/w6KNPUFBwkt/85mHq6mpxuxO47777GTNmHA8//CBJSckcPLifsrJS7rjj6yxZctU5vqMXJrbAsjnn+NG5I/V1PnYWokiBRJIgHTSIAH5h4BfWgv2mPEI/mcyDzEPqIefzGFYHvZ1rF1/KO2vWc/CY1ecrOSmRKxfMISezbS06OsOpohL2HjrGxxuaPSGgrLIqLLA6Sk1dbBfxmrp6pDTRUqw0JUJjwM0P8MrL71JdcobygIuUtAxuuebzqKpdGmrTu1mz5gMOHTrI3/++grq6Om6//Ua8Xi8ffPA+f/7zM7hcLh5//FGef345t9/+Naqrq5kyZSo//OFPeemlF/j97x8JN1KeOXM2P//5rzh27ChvvPFa1PmTJk2htraWZ599jpqaah599PdcddU1PPnkn3niiWfJyMjkiSf+REHBiYg5PvTQj7n55tuZP38hn366hwce+B7PP/8KAKWlJfzpT09x7NhR7rnnLltgdRO2wLI55/whcQvrnYX4hB6us/JIParmyit0njZ386OKS2i1sV8vxuV08IXLPkcwqBPUdRLcrk75S7WHPpmZHFRPxnRU74oUZUpSUkwPrpSkRBxp1o7FxpfqSnTwxZuWUXayHiEV0lLa34rCxuZcsHPndubP/xyappGRkcHMmXMAyalThdx11x0A6HqQkSNHA+B0uli82ErBX3HFUv7yl8fCY40dOz405raY519zzXUUFJzkO9/5D2bOnMPdd98DwJw587j77juZN28B8+cvZMSIUezYsQ0Aj8fDqVOnmD9/IQDjx08gNTU13Lz54otnIIRg6NBh1NbWdPPd+uxiCyybc85y925LXDUljt5oEIG29E0+L3A4NByOnv0VnDR2JBt27I4QWKqikJWWRv/c+I1X28r8GVN5d+2GiF2SDk1l0fwZEeIqjICs3GSMBjtqZXP+IISI6KWrqiqGYbJw4aXcd99/ApbIadzMoigi/CXKNCVqkx25LpfVtD7e+SkpKSxfvoKtWzezcePHfPWrN7N8+Qruu+9+jhy5mo0b1/PQQz/mq1/9Bjk5loeclCbN2wxLSXg+Tqcr/Dpsug/7U83mnNOYAmwLk/Tc864XYW8i0e3mtmuXMqBvruUnpiiMHjaEr1y9uEs+bCeMGs5l82aSHDIkTUpM4NK5MxkzcrC1E7QZ5+NOUBubadMu5sMPVxEIBKitrWXz5o0AfPTRGqqqKpFS8v/+369YseI5AHw+H+vXfwTA22+/zowZs6PGnDJlaszz169fy89//mNmz57LfffdT0JCAqWlJdx44zWkp6dzyy13sHjxEg4dOhgeKykpmf7981m7djUAn366h8rKCoYObbndlU3XYn+02ZxzFvmH8pJzH7K5zZJp+V9KFVQpcKHyq/rPn5M5XkhkZ6RzyzVLME3TMv7s4m+xk8aMZNKYkZimiaJY3+GkLmOGHaW0DEo7jJAoLhCKxAyK0Fi2ALfpXubNW8D+/fu49dYbyMzMYvDgoSQnJ3PHHV/n3nu/iZSSESNGcfPNt4fP+fDDVTz55J/IysrhgQcejBpzxIiRMc9XVZUPP/yAW265HqfTyfz5Cxk2bDh33nkX9933b7hcbpKTU3jggQcpLCwIj/eTnzzEI4/8kqef/gsOh5OHH/4NjnbsCLbpPEI2jyP2EBUV9REhVpvOk5OTQllZ7CLj3kyJUs9s11N4nQa6E9QgKCZc/moSJRNU/CPdjNf78B/e6Qw3et4f6Xy9r70NNcW0xFCTHotIy4wUs/2iSDik5ebfmDOWYAbBqG3aC+izxYX6Xi0uPkle3qCIx3rSB0vTFHQ9dmuqtjB37jTWr9/W2aldcHT2vnYHsd5riiLIymp/jagdwbI55+Saybx29BoeLnqH0/0DZJSpTNjhIs3v4MExlzOwOrrty/lKcVk5nxw4gh4MMmrYYIYNzL8g6iAOnyhg/dZd1NTXk5eTxYIZ08jLyYo4xqgTSMPqJykUy/jUaOiYuAKJlioj+yoKUBwgXVb/RpsLm/aagdrY9DS2wLLpFUzoN4j/Ua9l3dadlFdVk5OdwbzpUzptG9Cb2LzrU9Zu2Y5hWAWo+44cZ+jA/nzx8oVxRVZlTS0Fp4tJTHAxbGB+RHFsb+GT/Yd4b93GsP/VsYLTFJ4p4ZZrljQTWVaza9MTirTUth5p8fn9rNu6i/1HjqMogkljRjLrook4XApSmohmZaRCsZpam/7zX7TaXDjY0avPJrbAsuk19MvN4YYrFoCiWSvlBUS9x8OazdsjWuQEdZ1jBac5VniaYQMjzTWllLz30UZ2HzgcrpNSVYWbrrqCPtm9p42MaZqs3rg1ylw0qOus2bSNG5dd3uGxdcPgry+9QU1dPYZppRE27thNwZlivnzNZZi6gSuGZ5bX58dBQoeva2NjY9MV2ALLplegVB7CuW8FwlsOQkXvP4PgyGtA7XxRppSS/UeOs3PfQQzDYPzIYUwaM7JHo0HHC8+gKILm9lNBXefA0RNRAuvgsZPsOXgk0q8qCCveXsm/33J9r0krenw+gsHY/YqKSss7NfbBYyeo83jC4gos0XWmpIxdew4xdU70jigpJWeKyxmUMaBT17axsbHpLLbAsjnniLrTuHY8gTAD1gPSRDu9GRFoIDDpjk6P/9aH69l/5HjYm6m4vJK9R45z01WLw7vcuhuHpsW0lxBC4IzhhbVj74EIL6lGvH4/JeUV5OX0jtSp2+WKW0+ekpzU8smKtCwazMaekpEDnSoujSnepJSUV1ZHe2ph3c/c3HQItGn6NjY2Nt3GhZWHsTkvcRxfZW3/aoIwg6hle8DfOZfhssoq9h0+FiFWdF2nuKycowWnOjV2e2geoWpEVRUmjh4R9bgeQ1wBGLrBiVNFUSaC5wpNVZk8ZhSaFhkNdGgac6dNjnOWxIMHR6ZES7F2Amrp0vLkaEJGaipajCijoigMHtCPeMouMcndkZdiY2Nj06XYAsum26gQHo4pVRi0vA1XqS9GxHKhVDQUb2Wn5lBwpjjm48GgzvHCM20aQ9d1fP5Ap0SNw6HxpSsvxelw4HQ4cDg0VFXlczOnkZudFXX8uBHD0LToyJYpJeu27uSFN9/DNHvH9uZL51zM5DEj0VQVTVNxO50snH0xo4cNjnm84pYECVomo0rojwZaqiQY1Fm7ZQePLV/B5l17kM3eF0II3C4nwwcOwDSifx6mKRF679sIYGNj89nDThHadDlVwsvdKW+z3lmIhkKC1Pht3SKWBKIjNQBG2iBEfRGiuRAzdczEPp2aS4LbZaUBmxU/qYpCUmLTSIeExnXZABAEgkHeXbuRA0ePY0pJWkoyVyyYw+D+fTs0l0H9+/Kt27/MscJT6LrB4Px+JCXGLsaeNHYknx46SklFRcwC8lNFpew7fIzxo4Z3aC5diaIoXDZvFp+bNR2fz09SYkKLqVclxksWAgzF4PHnX8Lj9WMaJhLLf0ZT1bC47Zebw1WXzkdRFIRPw3RYVg2NrUsEAsPTO+rTbLqXjIR6uiPDb5pQ5T03fTHXr1/LgQP7+drXvnlOrm/TtdhGoxcQvcVkcGna8+x0FBMUZwVTgtR4vfpGJum5UccrVUdxbXsMpB5O+kjFgd5/FsEx13VqLkFd549/fQFfILIoR9NUvvmV60hNTkJolqdSOJ5rgO6B8voKXG4HJ0+W8NFHn1BVXY+mqdxx3VXkZGZ0al5twTRN1m/bxYYdu2NGq4YO7M+NSzu+S+9c4cg0ETGCTEFdp6qyjuzsdAzDYNeuI7z3/laEEFy5YC5DB/Qnwe2KOEdoEiVRIlSrjsvwCDA+uwKrt3wGdDWxzB+zkuq77XoVDZECqzcaYl4I9Mb7ahuN2vRajqqV7HaURogrAD8Gjyds4891SyIeVwvX4zz4avj/EkBzExy6GH3Qgk7Px6FpfOXqK3jx7ZX4AgEEAkURXL1oAanJSSCsGqCmrhBSBS1F0jfVSt2lpyczZswgnnjyDaqq6tm861OWLpzX6bm1hqIoDM7vx5ZP9hKIIbBi1Sf1NgzDwJQSR5N0pxkANUYUS1NV+vSxhKuiaEyePJzU1ESef2E1VTW1JIwYGnWO1EXIud3GpufYsWMbf/vbM0gJZ86cYsGCz5OUlMS6dWuRUvLb3/6BDz9cxbvvvo3P50VRFH72s18xePAQrrtuGWPHjufw4YP8+Mc/5xe/+Clpaek4nS4uv/wKdu7czo9+9CCrV6/ihRf+jt/vx+/38/3vP8DkyRdx7NgRHn74ZxiGwaRJk9m0aQP//OdrVFZW8Mgjv6SkpARFUbjrrn9n+vQZ5/pWfaaxBZZNl1Kk1OOUCr5ma54pJCfVyIJ14a3EefBVRLMCd2nqGH0mdJkXVl5OFv9x6w2UlFdgGCZ5OdmoIf8kxRV9vLU77ewLUBQFp1NjwfzJvPLqOiqqOld43x7y8/qgqQqBZv36HJrG5LGjemYSQqImSIQLkFaUSAagpXY0DR4vb6/5mKMFhUhppfaWLJhLdmY6RoNASwjVSylgGKY1sBCoTbYGOhwaQ4f2IzsrjYqqatZu3sGg/L4M6pfXa2wqbD677Nu3l+XL/0laWjrLli3i3//9Pp5+ejm//OXPWLXqfT7+eB2PPvoXXC43Tz31OK+++iLf/vZ/ATBz5mx+/vNfUVR0hoKCk7z44h/p27cfb7/9BmBFr//1r5f5zW9+T3p6Om+++S+ee245kydfxC9+8SBf//o3mTVrLv/85z/C3np/+MNvWbLkKubOnU95eTn/9m938te/PkdiYiu7eW26jTatYPX19SxdupRTp6xdVxs2bGDZsmVcdtll/O53v+vWCdqcX4zVc/ALI+pxl1S5JDAw4jG19JNQQ7pmSIlasqtL5yWEIC8nm/55fcLiCqwmwW1pW6coCoMH56EqCv3zcrp0bq1d90tLFuFyWsXxmqaiqSqTxoyMuzOxSxESR4ZESbT8XxWHFd1TEuOn96WULH/tbY6eLMQ0JVJKTheX8rdX38Tr84MUpJCC4YHTp8rZtv0gxcWVqDEKagzDIC0tiYPHTvLx9l28+NZKVry1Mn6BvyJR3BIlQYJilyDYdB9Dhw4jNzcPt9tNWlo606ZdDEBubh51dbU8+OAvWLXqfR5//FE+/vgjvE36Jo4dOz7874yMTPr27RcxtqIo/PKXj7Bly0aeeupx3nnnTbxeD7W1NRQXFzFr1lwAliy5OnzOtm1beOqpv3D77V/h/vvvRdd1Tp/uuZ3SNtG0GsH65JNPeOCBBzhx4gQAPp+PH/7whyxfvpy+ffty1113sXbtWubPn9/dc7U5R6x3FPBA8ofsV8vJkG7u9kzjHu/FKDGUSaZM4C7PVJ5K2IlHscIumlRIkU7u9F4UebCU4Sa9UfRQaaAZFCiybSKrrs6DpmnMmDS+9YO7kP65fbj3ti9z+GQBPn+Awfn9yExL7ZFrK27r3jQNGAkF1EQwvRJk9I07ceoM9Q0NmM1+hrphsOfgES6eNA6BwPQqeCtMVq7cxuc+N4Xc3MwouweXy8mw4f04dsza8RnUdQrOFLPn4BEmjRkZOVeXiZpy9v9qEhgNEtNrb5a26Xqa7/JtalxcWlrCXXfdwbXXXs/MmbPJzMzi8OGD4eddLlfMfzfi8Xj42tdu5fLLr2TSpCkMGzacl19egaKocXczG4bJ//7vn0lNTQOgvLyMjIze0/Xhs0irnzwrVqzgpz/9KX36WLu5du/ezaBBgxgwYACaprFs2TLefffdbp+ozblhp1bMTWmvsk8rRwqoVHz8T+Imfp70UdxzfuSZy2/rFzEx2Id8I4WbfRNYXXUrOTIx4jijz8TYAwgFI3dSV76MuMigVRzd9DNLymh9FwjoHD1czB3XLWvdQLMbcDg0xg4fykXjRveYuAJQnHEytdKyVohFVU1dzA0sum5QXlUd8djAfnksXTiP3Z8cQ9eNqMiUEIJpU0dxySVn3w9BXWf3gcORgwuJmkJoR+HZP2oSCNWOZNn0LAcO7CM/fwA33HATY8eOZ9OmDZhmdGQ/HoWFBSiKwq23fpWpU6eHzjdJTk4mPz+fjRs/BmDlynfD6fKpU6fxyisvAnD8+DFuu+1G/H5f1784mzbTagTr4Ycfjvh/aWkpOTlnUyR9+vShpKSk3RfuSEW+Tevk5KS0flA7+AP/wkuk6aVX0Xk2cRf/nbiIZGIUMQF3czF3Y4XMSQj9iSKFQMO1BHe/Yu2NRoKi4hy/jOTBPWc/IJH48RPEirg5hIMgQcwmthEup4MlC2ajXMDWcSYmfvwYGCgouHBF3JemCAUy0pNQiS60HzU8n9Ubt0ZZYzgdDkYNyw+/Rxv/np8ziXkzJ1LbUI9wRaf+nE4Hs2ePY9263eGomNOpRbzX/fjxEb2YCAFJmQ4SPkO9Cbv6M6A3UFqqoGmRv3umFCii68WzKUXUtYCIx1RVQQgR9ZimKSiKYMaMWRw+fIibb/4STqeTcePGc/To0fDxjcc2lis0Pq4oVt/R0aNHMXLkKG666TrcbjdTpkylpKQYTVP4yU9+zsMP/4wnn/wzw4ePwOVyoWkK99//fX7964e47bYbAfjpT39Bamrvfy/EutfnEkVRuux3qN1F7rHCkx0pOLVtGrqe7tiivTuzhBhrKIop2FNdzHCj7SHoIAZvu46wVTvDICON6/xjyMiZg5g5IlRzJTFyJ+NJyoVzuNXcpwRwZMqItJgpJbVGHcEqQZvyiecbilVr1ZgO1KVBgCBGPajJkSlCKUGaUFnZQKx7kehKok9WBkVlFeECXEUIXE4HA/L6UVZWF/e96kgkZgscVVVxOh34/AEcmsa44cMizlfc0opWNfuslhK8ngD1ntjO+BcaF6pNg2maUdv5q/TujCRHXqu5ncCkSRfxxz/+JfzYSy9Zxem6bnLHHd+IO6qumxHH9umTx0svvREeZ/HipSxevBQp4ac/jQxu3Hvvd9F1k1WrVvKLXzxCdnY2a9eupqGhHl03ycjI4r//+/dR1+vN9EabBtM0o36HesymITc3l/Lys01cS0tLw+lDmwuP0Xo2p5S6qHXUEJK+RttVfp3wc2X685xSamlQgiSYGr9O+pjXaq5nQlIu+tDLWh/EX4tWvAMR9GBkjcJMHxp7Ne4kqjvWlwiQIcdxeQGu1WpyZK1V499qIkgDUJs9p4BwEtpNGIkQgi8vW8zaLdvZc/AIhmEycshAFs6ejtPRcvNuqVvjNsfvDxIIBnFoGsMH5TNuZGSjZzNgCcFYmP4LUBDbfGbJzc3j29/+NzRNIyUlle9//8fneko2cWi3wJo0aRLHjx/n5MmT5Ofn8+abb3Lttdd2x9xsegH/6ZnNx87CiDRhgqnxVd9kkmh5sWzK7xI2c0KtDu8w9Co6SCzH96rWGzorFQdw7XwSkGDqaCdXY2SNJjDpq11m5xBGja3bdEOn1hMgxXnhpbcVRxytqljauvlzQoCaINEDscWLw6Fx6ZwZXDqnfT48RoNAOCKjh8GgzqpV23E7XcycMoGZUyZEn2gKjHoZJbIMD8jPsPGozYXHlVcu48orl53radi0gXavTC6Xi1//+tfcc889XHnllQwdOpTFixd3x9xsegFT9Dyeq/ki44I5CAmZZgLf9czixw2XtGucV90Hou0bBJxUayhRWnFkNnVcnzyLMIMI03J7F0YAteIAavHO9r2gNiCD8Tcx/vNfKzlyorDLr3nOaSlbH++5biidkLpArxGYATB0k9LSKl55dR07dx3G4/Px0dYdHDh6POa5pk8hWCkwGqx2OXqVwPT0rvoOGxubzw5tjmCtXr06/O9Zs2bx+uuvd8uEbHofc4ID+LD61jYeLa00mgmYZyMHWpzVWAKqbHkRVKqPhwaMRBgBtKLNGH2ntnFubcP0CdREiYEZLkINBIIcOFBAaVkVb61Zz7233XhBmV0aHqJqmKQE0xfbjFVKkP7umYsMWiLrseUvUVMXKb513WD1xm2MHjYk9smmwPTGfsrGxsamJ7G/3tl0GYrbxJFltZ5xZEq0dBNCu3xu8o7HLSP1vCIF4/UcssP2DRLhlKiJZsh/qTF0IuLWWgktnpFWZxAEqwS7dh2hpqaesrJqVq3azquvrQfAHwicXfiFREkwUVNN1CTzvDW3NH0C03+2gF1Kq77KqBcY9ZHWFZZ4BsPbfQJTShklrhqpqbvwirhtbGwuPOxWOTZdgnDIqN1maKClSfRqwd3eaax3FrLNUYSBiUOqJEsHf6ldGjpYoqVbTXuFAtK0doXp1WCmD4EYLt9Sc2IOn2Htcmy7xUwbkChOyM3NoLKyjp27DrNnz/HwDlppSpxOR9jlHBGaswQlQaLXWFGYLkFYzuTCARghUWN2h7ARlphqCEUgDcLXMf0CaYTmoVoF5aZPxDQZ7bLZCEFKUiJ1DZ6o51KS7NYfNjY2vR9bYNl0CUqCjFkIjQYoEpep8WLNdWzXitilFdPPTGFRYCiOkAeEknhWXMFZwaKmSvQqFX3OnWjr/mI9aRigKMgBE5EDJiJqJLLLrBMkaqpEcUB+quX31r9/NqNGDeTFF9egKAoD+/cl0e1GTTStIvBmO++0FEmwEjpt59DMOiEs4KqtWqVuQQpktO2V1VS5vmdTovOmT2Hl+s0E9bMbLByayiUXX9TCWTafFcZl/ZkyJVqAd5YcM5G9FXd3+bid4Ze//Blf/eo3yMvry/3338v3v/9jsrN7rmWXTcewBZZNlyBieGUBluO3YqWVBIJpej+m6f2iDlPd0ZsBhcCKTikSM3MY+hceRCn8BAJeZN4IyBxgje/oOusE4QjtqGsyF6fTwYjh/Rk4MBfdZ3L1IqstlOKKv/MOhbCVTr3Hw6FjBZjSZMTggaSltG0XopoUxzohRaJXdVTsSKumSg052LfStLndo0uJrhtomtrpGrXJY0chpeSjLTto8PpISnAzf8ZUJo4e0UWztTmf6Q5x1Z3jdoYdO7Zxxx1fB+C3v/3fczwbm7ZiCyybLkH6QcaxN+i0+JHWzj6SE5HDZ0U8JUTXujQIBzH1hsOhce3Sz5HA2XY/LbYwDNUr7TlwmHfWbgj3XFy9YSvzZ0xlxuTW+xkqztj3U6hY9WntTdEpEkd6aNKh+UjTSsN2Rbpv94HDfLhxGx6fD5fTweyLJjFj8vhOCa0p40YzeewoTNOM6PVmY3Mu2bFjG8888wSqqlFaWszYseP43vd+zLPPPsn27Vupra0lPT2dhx/+DVlZ2SxdeikjR46hsrKCp576G88//3c+/HAlhmEyY8ZM7r77XoqLi/jhD+9n6NBhHDp0kMzMLB566Nf861+vUl5exn/+57d47LEnufPOW/jjH//Czp3b2bx5A7W1tZw5c5rp02dy//3fB+Dxxx9lzZoPSEtLJysrm7lzL7GtHc4BdpG7TZdg1QZF9/QzGqAtERLDG22NIGVInEkRt6ZJmlbD5tYoLCrh5Xc+4NkXX2fNpm14vHF6dIU69kRfSJDkjmy3YnqjNzfKRjEoBfUeL++s3YBuGOi6Yf1tGKzdvD2qJ1/sF9fB5+KgpUgrpamcFaZCDUXKOsn+o8d576MNNHi9SCnx+QN8tGUHG3fsjtuctq0IIWxxZdPr2LdvL9/97n/x3HMv4/cHePHF5ykoOMHjjz/DCy+8Qv/++bz/vtWnt7q6mptvvo2//vU5tm3bwsGD+3nyyb/x7LP/oKysjPfffweAI0cOc8MNN7F8+QqSk5N5//13uOWW28nOzuGRR/5AWlp6xBz27NnNww//hv/7vxfYsGEdR48eYf36j9i9exfLl6/gkUf+ENFk2qZnsSNYNhEcVSv5ftJqPnYW4pQqN/jH8tP6+SS2ZioqBcEqy3xSuAgXZLe12Nv0ChSntN6RTTYG6nXW+dIQmD6J4j4b1ZFm0zRXfHYfOMx7H20M1/KUVlbyyYHDfO36L5CU2Ew0+S27gphzbGZLYPoEQrPmRJMddnqtNcFDx0/GHsc02X/kOPOmT2lx3obXclKPsk7oUFrPKpSPVSenuMBoxYqsNdZu3kFQj9xpoBsGazZvZ/OuT5kzbRLTJ467oKwtbD7bTJ48hYEDBwOwePGVvP76q3z72//FG2+8RkHBSfbu3UP//vnh48eNs6LW27ZtYd++T7nzzlsA8Pt95ObmMXHiZDIyMhk5cjQAQ4cOp7a2tsU5TJgwkcRE6wOrX7/+1NbWsG3bZhYuvBSHw4HD4WDevPld/dJt2ogtsGzClAsPi9Ofo1b4kQJ0YfKc61MOqZW8WnN96wNIy+CRDpUwCPQaK0UnNMBsFDRnF2Sj3irAtiwcLI8m09dyb0DDMHh/3aaIO4ANcAAAIABJREFUQmnDMPH6/GzauYfPz7k46jXotaClno26KIogWEOMNFpo551HhudspUNDu+/M2D22ZAvPNcX0hgScK3SSsMY36nqfSKmtj6/QvH4/azfvQEralBq1sTkfaBpVtfrqCr797f/gxhu/wuc+93lUVYmI3rpc7tCxBtdf/2VuvPFmAOrq6lBVlZqaapzOyD5RrUV/nc5IkzopJYqi2H1+ewl2irCNSCnx+HwEgxdOI7oS0cA6RwEFSg0Ay9278Qs9Qkf4FYMdjiI+VUt7YEZWxMv0ilD/uGhBY/oFeo2CXq1g+pQYx0QSLxVnmiZHCmI7ssugIFhhmV3qNYIUUlretWcKZECEjjl73IjBA2MerqoKo4cNbnHeFgKjznIn1+ssZ3K9WulgvZSI6VAvZXRkriNkpqW2+HxQ1/l4+65Opws7ihEwObWmlsMvV1Gx13vO5mFz4bB79y7KykoxTZN3332LiRMnMWXKVL7whesYPHgoW7ZsjvlF6qKLpvPee2/j8XjQdZ0f/OC7rFnzQYvXUlU13Di9NaZPn8HatasJBoM0NNSzYcN6O3J8jrAjWG2g4Ewxb324npq6egQwcsggrlgwB7crRlfa8wADk/uTV/KSez8uqeIXBvMCA6kWPnzN29lgOa0f1ioZb5x/Tb0T3O640aKkhAQMTKqFj1TpCltGWIhwcb7o4C67tJRkFsycyppN2zFN03KtVxWmTxxHbnZW2wcyRatp0Lag1wkc6dLSZ02K3I2Gzn/4ThozkpXrN7d4TCAQJKjrrTZ87mrqCgN8dH8hZsDECEoUTZA5xs3sn+ejOOyFx6ZjZGfn8Itf/JSyslKmT5/B5ZdfyQ9/+J/cdtuNqKrGsGHDKSo6E3Xe3LmXcOTIIb7xjdsxTYMZM2ZzxRVLKS4uinut2bPncf/93+J//uePrc5r1qy57NmzmzvuuInU1FSys3OiIl02PYOQ5+irXEVF/XkRxqyoruGZFf+KSDGpikK/3BxuuWbJOZxZE3Q/wl9NVv4AyqtaX4n/mLCF3yZtxCuavCYpMJFWKVGzNSdBarxZ9WUmdLHAqmvwsGnnHgrOFJGeksLMKRPon9f1Iu7vr73NqeKSiPebQ9Mwb8rn6YH78AodTSr8m3ca3/XMQml2A3JyUigr67h7eEVVDfuPHsMwTEYPG9w+cdXldI9NQ3llNU+/+BqGET/1mZjg5lu3fxkhRKfvaXtY9c0T1J0MRGwMUF2CMbdkMeK6zB6ZQ0/Rk/e1JykuPkle3qCIx3rSB0vTFHT97Hu7cRfho48+0eXX7yyffrqbwsICrrhiKbquc9ddd/CDH/yE4cN7n71J8/vaG4j1XlMUQVZW2+x1mmJHsFph6yd70ZuFZg3TpKisnPLKarIz0+Oc2RmatIhp8TATx8FX0U5tAKHgQaINXIA+fEnc1jIATybstMSVlNx6tJ5v7a8l02+yJs/NzyalcyLlbITBIRUmB3PbJK5KRQP/cO/hkFbBxcH+fMk/lmQZO8pXU1fP0yteIxDUMU2TkvJKjhaeZunCuYwdPrTVa7WHL16+kBffXkVJeQWqqmAYJvqyXB4ftCcsMv3C4LGErSDhO96ZqJ3InkspKSmvIKjr9M3JJisjjbnTWi5o7zlEk5SgRE20HNrBShUano45tGdlpJGRmkpFdXXMRtkOTWPBjKk9nqrwlAVpOBOM2nVp+CUn3qu94ATWZ4neZgbaWxg4cBDPPPMkL7zwD6Q0Wbx4aa8UV58FbIHVChXVNTHrNVRFoaaurksFltAkanKoYBow/dJyz46z4GlH30E7tQFhnrXedpxcA84U9EExdo6E2q7UK9YK+9DOar5xqI4kw3p915z0sOiMl+lL+1GUqIGEiXofnqu5lkNqBTu1YvqaycwNDoyK8uzRSrg6bQVBYeAXBu+4jvL7xM28X3UzuTJ6W966rTvxB4IR91bXdd77aCOjhw5GadYaR0rJscLT7D9yHIemMnH0SPr2yW71noIVObnt2qVUVtfQ4PXSJyuTS3KXR0TwADyKziNJG/nfpC1c6xvDw/ULSWpt92QzyiqrWPHWSjw+Xzi1eOXn5nS5aOw8Jlq6taGgUfMoCaA4JcEqaG9USwjB9UsW8dzr7+LxejFDhqMCSEtN4ZLpUxg/anhXv4hWkUb8VyLPgwi6Te/kooumcdFF0871NGKSmprWplSiTfdjC6xWyO+by6ni0qgCQ90wyclq+7ff8spqPj10hKBuMHLIQAb2y4v8Nq9YTZKbbslXXCBUqzVK1DIhJY6TayPEFYAwA2gnVkULrCZ982aLfLb5jvDNg7UkNInOakCCIbl3fy0/mJpJgtS41jeW+1Le5T3XMRQpUIAsmchr1dfT3zxb2HxPynvUK2fTkx4RJKAY/DJpHX+oXxx1P44XnokpXHXdoKaunowmRdNSSl5buYYjJwrDqdodew/i0FQM06R/bh8unTODvJyWU2+Z6WlkpqcBUKTG2fUmwI/By+79nFJreanmSy2O2RTTNHnu9Xdp8HgjHn9z9Tr6ZGZ2U7SznQhLxCuhkoymb0EhQCrW+64jhe/pqSncfdN1nC4uxePz0S+3D8nNbDB6msRcDXe2ZkWxmqA4BQMXtlyYfxbrfgmHRBrd34fRxsbmwsDeRdgK08aPwalpEfJG01TGjRhKanLbms7u+PQAz7z4Lzbu3MPW3XtZ8dZK3ly9LkJgNFoPNEWIUIQhlgyWJhixzTJFoCHqMTXhrMnkw1zCRbUQUKMXCZcJi854cRgSXZjUCj/vu47hEzoeJUi9EuSUUsvXU98Mn1Mr/BwR5cwv9nL98XoG11mLmS5M3nUdjTnHpAR3zMdNaeJ2RRZknjh1JkJcgSW6AkEdwzApOFPM8tfeoqK6JuaYsZhfm8IPP6nmiQ3lfOVYPS4jUuz5hcFWxxmOqJVtHvPEqaKYu0wNw2TX/t5h9qelynCLn5gu8YoVSe0oQgjy++YycsiguOLKNM2otHt3IYRg+g/6oiUqqC7rBasJgtRBToZfm9GGASSOTImSbKImgHTpyBQ/W/d+2mOvwQZAIJu7+trYdDFdXZJuR7BaISkxgTu+dBVrNm/nWMEpXE4n0yaMYfrEcW06v8HrZdXHmyM+jIO6zoGjJxg/ajhD8q2+fCJOmxmk9VxUuxlFRSbmIDxlUaeYqf2jHhNN+uaNIJNHE28g0fwdzYtTJDC0TufEy4V8b1o2vx+8GV+zVJohJHu0UkpFA31kEs6GKnatKyQ9YH0AOiS8MDiRe2dk4ZKx32Izpkzg7Q/XR20eGDYgnwR3pMA6ePxkxHGx0IM667bu5AuLFrR4HIBSeZh/7tyLIYO4TLiq0MN39taw8PK+1DrPfudwSIVjahWzGNTCaNYvZcGZYo6cLIz5CyqlpL5ZVOucoMY2G22KNC1T1+4gEAzy/rpN7D10FFNK8rKzuGLBbPJy2pbq7SgZI9xc/n9DOLWmDk9ZkKyxCeRNT0LE+ILRHDVJgiJRQjfN4dBADzBidC6vvfch1115abfO3cbC6XRTXV1OSkoGqqrZtgM2XY6UkoaGWjSt69wBbIHVBtJTU9q0cMfieMFphCKg2ZfdoK6z/8jxsMCSeqghcvOYogAzjrYIjL4O166nwAyGg19ScRAcdU30wc2+/OUlD0DpMxJZcgTR5AICcEpwBiX/s6WcQykqW3Kit/gKBH5hgIS0T/6PNI8RYXJw/QkPW3OS6JM3O+bcxw4fQmV1DRt37A4Xng/ol8uySy+JOtapORBCtPjtQgL7Dh/D4/Vy9aULohzazx4oce5ZjmIEw2/+ZF0yuF7nW/tqeGjy2aiGXxiM0lte/Ktr6/jHv97B6/MhJTGFoEPTGD5oQIvj9ARCIWxYGovG29sVvlixWPHWSk6XlGKEbDOKyspZ/trb3HXjF0ltYwPsjuJMURm6rP0pWqsfZOiGVRSgbv4nVJ+hr1C4KJhBdcVE0rPOP/uS842MjBzq62uorCzBNHs+cmiZd9oRtK6mt91XTXOSkZHTdeN12Ug2MVHU5uXgFkIItKZOwD6BmiitBsKNrWAa26LEiSiY2WPwT/sPHEffQTSU4MgaRP2ARcjU6MXc8AqEQ0ZEL4y5d6BsegHl1G6QRtQ8XYbk7gO1bM3OiSo5yTETyTdTEJ4KlIbSqHOTDMl9B730SZ0Rc+5CCOZNn8LFk8ZRXllNclIiaXEW2Qmjh7Ntz742pWQKThfz/Bvvcef1V8f8liu85Yhg9NZutwnXFnjCAsstNS7zD2WQmdbi9V58exW19fUxd86BlU7Ozkhn8qh8ktwNqEJimAqeoJOg0bO/flInprhqnHvYJb4b6ovKKqs4U1oWZeNgGibb9uxn4ezpXX7NLqWhCnXVYwg9pD6lwWh3Bb59z8K8753buX0GEEKQkpJOSsq5qWO8UO0vzjUX+n21BVY3M2zggJiLr6oqTGi6q6qxl1+SRAlFKA0vmJ6WFzszfQj+qf8GQEpOCnVx3qwyYLV0URM523ZFuPCPvR0ley/a7r+iGZEeWiqQ79FxShVVKniUIE6poqHwWN0V1i45MxAj7GYxPJCEj5ab9Lqczla9r3IyM/j87Iv5YMMWFEUhqOtxo1mmlFTV1FJSXhFOPZ0uKWXTzj1U19YxMi+Ny+LUcqiKiwSpkSQd3OadxHc8M1ucV0V1DVW1tTF/vm6Xk+yMDMaOGMLMiUNJTQiGxa2mmqQoPur87p4VWVJgekP9HEM/MikBibVz0Oy+kszK6trQztBoy5PSyrbXufU0hheE28BxaF1UKFkTkkR/Kf66M8iUfudohjY2Nr0VW2B1My6ngy8uXsgr7662RI20cr1zp06OthkwBUadaJ5N7DJMj4LpbdI3LxQZM9OHosYQHV4F1vRN5tf1n0cIWK8VMthM52bfBPqZKQDIpFxQHWBE5pWkoqHndp3309QJYxgzfAjHC08jhKCwqIQdew/EFFpCCGrrG8jLyWb/keO8sfoj9FAj4vLKaibkO+nrNBBN6s+k4qR/vyWcLJ/b5jkFg0EUES0aAFKTk7n1i0sASbLbE7PJcqIjQE1bBZYa8qxyWqlk00OcdkItYzQIpCFREiyRZQZCTu5m99a05GRlYMYwIVVVlX65XReS72pMr0AqoFaeQYuRmhKKiuIpw7AFlo2NTTNsgdUDDBuYzz233cjhEwXous6wgfndXnMSF2n1pIvAkUhw6OWox99HNawn/QpUuVQKB0/mHv94FARfYUL0eELBP/4WXLuettKM0kCqTqQ7A33wgi6demKCm3EjhwEwdsRQUpITWbdlZ7impxHDNMnLybZ6hH20ISyuGp97vmgw3xx0gkTVwOoXIzH6TEDPj10vFo+czEwUJVqYaKrKmOFDQv+TKCJ2tE1V2lZ7cKSggGHjcxEOFaEo1k6/ZECVrUY4oxGYPoEZ2oAa9l5TJDLYcaPR1shMS2XowP4cKzgdTvUKAQ5N5aJxY7r8el2HQDQ4aHD0JZnDqM3FtKlj2uLKxsYmBrbA6iHcLmdkSrCXoQ+9HJncD/PkahqClRzJy0cbdBm/9be8gw6sWjDf7O+jnfoY4a3CyB6NkTfVimx1IxeNG8223fvx+HzhQkmHpjFu5DBSk5Oorq2LEFeNVAWdPFY0mXuXTkb4ajDTB1uRuHaiqgpLF87jtZVrMAwTKSUOTSM1OYlpE8aiJJioCRLpjx1nMtsgZDbt2kNSpgNNUyLMV4UCaiKYXtlhQaS4TNSU0HgCpGbZhVjpwq4XWddc9jnWbd3Jzn0H0XWDQf37cuncGa16ZR09WciazdupqqkjKyONBTOnhTeH9BSOYZeiFG9GBr3hyKdUHBjZY5CJvTcCZ2Njc+6wexGet0hcWhC3I4giJEFDxZ2cSXlFL7AD6DYkwgmKq7G1i6Cu2sfH23Zx+EQBToeD6RPHMnnsKIQQeH1+/vevz0dFuAByszO58/ovtOmqrRVilldVs+PTA9TWNzB8UD7jRg7DlaSgJltCyBEM4goGI0SWlFDvdxEw4otQXdf53bPP8bU7l5CbG+3ZJE3QawRS74gYkjiyZFT5nJRg+sCo716LvLYWtx44epzXP/goQihrmsq1iz/PsIH53TnFKISnHMeh11ArDoDqIpg/B33o5aC0XGfYk1zoRcPnCvu+dg/ny321exF+xkhwBEhwnC2cdqoG0leOIhIwZe/3jy0XHl5xH6BUNDA7OIAFwUFR7Xea0+hA3igKFKckzeni8ktmcfklMy3bXBMa40UJbhdDB+ZzrOBUhMhyaBozp8RId3aQ7Ix0LpsXWRCvJpnheQY169fMGRJZfr/O0VO1pGfk4m6hyX1NXQMCqKysJScnLap9EMISWR0ijiYQwrIm6C0Wmh9s2BoVhdR1gw8+3hIhsERDKUrVYdASMXLGgdp1XjaNyMRsApO/1uXj2tjYXJjYAqvXI3GHIlUiFKnyBJwR4goarR0kCY4ADYHYLum9hY2OU3wl9RUMJD6h87TcySQ9lxU11+GMs/ILLbT7relrVkBxA8IMt35BglEvMf2WGLnq0kt45b3VFJ4pCfttzZg8vu29ARVJAw04si0lY/pCReGtpeWaPi0EQYeDoKZhGCb//ftXQnYcgi8vuzzuLsqkxAQMU/Lxx58ybFh/nE1MUHXdQBhqx1N5JnHr42OLtlCnAUn8E7sYKSU1dbFbGlXW1DYehOPAS2inN1nzEsKqC5z675hpA3tknjY2NjaxsAVWLyfJ6cel6RGRKkeCN65fpKb0lthDbEwkX095gwblbKV9gwiyUyvm7+7dfNUXe+ehaKGcS2niUo8ANcVq5CuDApfTyZeXLaamrp66Bg/ZGem4XU7LnTucaiSOUJE40iU6Z++/4rbEXsz+kE3P1EE0D6IIQV29l0CTdjovv7eae269IaZnl9vlZOyIIew/fJyXX1nL0iWzcLudCCHw1AZwG4nxb0prSIEMSHBGilYpQ4XuTaftNNGSsSKEEgxvY3F99wotIQQJbhdeX7TzqVW3JVHL96Cd2RzVk9O58y/45j8U10LExsbGpruxP316MUKYEeLKesxa1uItbb09PbhXLaNBNN/GCF5F55/uffFPDPk1xSKWBYKaGHlwWkoy+Xl9cLucKG4TR6ZETbL+ODIlijs6bBO3P6TasuCDkB2CJMIjKxDQeffdLRHH+QMBSivi+0BdMX8O40cN5+iRM/zhDy/z5BNvsndrIW4jiQ4LHCFRk83wa5Ay1CJHgtFgeaaFD3VItNSzrZwai+vVpJ6pn5wzdRIOLfJ7YFZmGl+7cwmObImjZAOimX8bgDACKDUnu3w+UkpOni5i447d7Dl4JGbvSRsbGxuwI1i9Gk2YMSNVQkBjSVFzceENtrP2RPdbC5Hmwkwd2HKjui5AjXCfin4uHqYf1HbUGIp4dceKtIrPm11KTQYzICMiWUKLEwAJiawou4smSF2gV4OSKFE0OFNczsqV2zhxsjjGcPFft6aqXLlgDovmzsAfCJCUkNDJPmwSR0ao8XeTjgHSxIrKNRPoapKMKWCVBDAaWui700VMnzgOwzTZsP0TdN3A5XLyja8vxelyWPMy4v0QWugx1UF0w+CFN96jqLQc3TDQNJWV6zdzyzVXkpPZhsbRNjY2nylsgdWLMWTssm8pIWCogMClWYuIKQWaOx29oYVVvxnq6U04978UblInHUn4p97dIcuCtjLGyCZDuvEQOU+3oXKzr4XCcynQa0BLbSbP4rR+MePcBqWFonLFBWVnaqjzeBBAeUMFU6ePwOlsFq6SINuQiZW6wKi1jGMLD1dy+nR51DFup5OcrNYXZ4emRUVyWr2+lEgpI4rjFVekuILQv1UQDoFsFgyKK1ShyaaC7kMIwawpE5kxaTz+QJCEFAeOJmlNOWQasvxkjCiWxEwf3KVz2bp7L2dKy8JF98GgThCdV9/7kG98+Ytdei0bG5vzH1tgdQsSTTFQhEQ31Q6n7UypEDRUHKoRI1LlwpQKDQGJQCIR5CS7gbYJLFFbiHP/i5G1K4Yf17ZH8V3ys26rXREIHitaxA3Zr2IKiamCMGHAUZWRJRqMi3+uDAqCFaH0nLB2ESpx6vnb37BYsn3Pflau3oZAENR1nE6NiZOHoGlqWKSE02lt17EATB4zksPHCyg4U2xFP1QVIQRfXLywkxGpaPyBAO+v28S+w8cwTJMBfXNZPH82OZkZkfVqzRAOGZEehFD/QkeMcyTdLq6aoigKCW4XiiahiXGrHDINeXwbVJxE6AGkUEEoBCbcAkprPmxNxXrrP4Pd+w/H9FWrrq2jurYOl9OJ0+FAVXt3mt7GxqZnsAVWFyOkQbLmRVFkSASAX9fwBN10JJ1S53eHC93BilTV+91NRJtAdmBcrXB9VApFAOg+lKqjmJkj2j1mW6nZdIZvHE7n0Cg/3iRJ/5MauUUaaxzbmDx6ZEQT7GiaONG7o9NXAEjw+PwcP1pEUmICA/vlhUWM6Qc1KfoUwzDZuv1AxAIaCOg8+dRbLF0yi6FD+yKlxAwoyAaF9v4sFUXh+iWLOFVcQsHpYpISExgzfAguZ9fbCbzwxvsUl5eHrSkKi0r42ytv8s2vXEdaWvwQXqxXZDQItPTIqGFjrVZP7SaMuLYOEXlzRcVceDec3g8n92OqKRj9L0YmZLU0CkqiRE0IjWOCXi+RgZaFUTzLQMM0+etLb+APBBCK4KJxo1k4a3q0rYaNjc1nCltgdSFBj4nbV4fWT0VRzy4+Kn6qq2tJT+9I6k3QEHCHIlWN37k7v7CJQH2caiiBCHo6PX5LnDh1BjUAY/Y0X+wlldW19GlDygxABkA6YgTbhKSw/Axb9+6jrKyKBLebm66+gvTUFKvfY4NsJrIkgaCOPxAdlqqurufv/1gJgNPh4I7rriIrI63NrzViWkIwoG8eA/rmdej8tlBUWk5pRSVGs75/umGyc99BLsmeiIgVkcLqS9icxloyNUlakUMDDA9hG4yeRgZD6VnRJE0oFGTfceju8bTld0NNCvVibDxUBS0V9Bpr52k8JowewcfbdoVb/YTnJCUeX6j3kAk79h7AME0unzer/S/QxsbmgsH+itWFnHyzguQcJUJcATidGipeqmtjO9bqXpPCD2s59mY19adjrHLA2UhV10QNjD4TkEqM6InUMTLa6BHVQZITY9sLGKYkMaHtHl6mT1hNq5toCSklQgjGjhnEbbddxqBBudTWN/DyOx+Ej2kUZKLRNkkI3C4HX7h6TsvXM02SWmnrcq6prK6JKZ4Mw6C0vNK6Z82QoXRfPHEhdYFeoxAsVwhWKedMXFkI9GqB6Q2lak0wvaBXt/V3o5m4ahxVtL4z8uJJ48jNzsThsL6XOjQ1ZnpX1w0+2XeIQLCdeWQbG5sLCjuC1YWU7fRg3hA7BeNyONjw6SEWzJga8XjFXi8bHjhlxZIMK0I15Mo0JtyV0+W1OU0x+k7FLPgIpaEEYQat6ytOSobN4Z9ph0mQGkv8I8iQXS8oZl00keL3PiSon01RqorC4Py+rfali0QQrLbsFNREQlEN654pioLTqbBs2Rx+97sVVFTXUFVTS0ZaapRhaePxgwf3RdPUmHU2mqoyfuQwy0OrDZimiRCiW3+GscjJzCBWJkvTVPr2yQbTikhpqTL89UrqoNd2v69VPErLK1mzeTtFZeWkpyQzd/qUCJd2j8/Hui07OXjsBKqqMmXsKGZMHo/a0IEWNS1owxYL+rE2Gtz6xaUcKzzN6eJSUpKT+GjLDho80e2phBB4vD6cju7tx2ljY9N7sQVWF1J9Ure2+jcL0Og+k137Cqmrj4xOmbpk44On0b2RK+KJd2vInZZE7rQYxUJdheLAf/F9aKc3o5bsRDoS+euINL4/qADJSVSp8KPkD3mm9io+HxjShReWjBiezx25V3Ls5Gk+/fQ4ZeU1DM7vyxcWLejAcALTK1ATzJh1+W63kzlzJzBkcB7JWQ5EK603FcUSGUKI8A48VVGYNGYEn589o9XpFJWW8+7aDRSVlaOpKhNGj+DSORe3ewdgR+mTnUn/vBwKi0rCaUIhLHEwaexIwIpIBSsJG4d2tFl0m1AkWrIMm66GnfBDFJdVsPzVtwjqOpqm4g36eP2DtVw6ewYTRg0nGNR59sXXqWvwhBt6r9+2i1PFpVy/ZFH752NCLO8TKUP1Xa0ghGDYwPywADx8vIAjJwujjjMMg6AdwbKx+UxjC6wO4iFInQiQIxPDPfT6z09h7a+rWfhgBooqUB2CoNektizIxk+PcemcyAW64lMv0ohe8A2f5MR7Nd0isDZpp/hd4maOaVVMDuZyv3M2owbOY5PjFD9MfRmfCK0ywori3JnyBnsr7iaJrvgmLlFTJIoT+qZl0jc/g9mzx+OpDOKUnWvvI6M9QQFwOFQumTcRp9MRiuxIq0i+WR2SlBD0GwwfNJCa2joGD+jP1PGjURWV/v0yqKxsvS6turaOv//r7bD5pG4Y7D5wmNq6em5YelmnXl97+NKVi1izaTu7DxxCNwyG5Pdn0dwZJLqb3mPRiV2AVj2WUEJ2GPHa9YiQ51aTeqlGJ3wZqv/7cNM2grrO/EsmMWfOeKS0RO6uXUeR0mTfkWN4vL6wuALrvp44fYaS8gpys1sqZo85KQyPVYPXPLjYVPi1lfkzLuLk6aKIaCxYqeq/vvImt16zpANztLGxuRCwBVY78aHzveRVvOI+AECa6eKX9Qu5KjCKMTdn8dF3C3n1ayWMuiKZpL4Khdu8rA1uJalvIqOHDY4Yy9TjR1PMQNc7Zb/jPMI3U9/Ciw4CCpVaVrqO80bVjfzTtQ+viP4KryBY4zzBkkDndxUKp7Wr8mykSSBqi0k98D6Un8JM6ktw6GXI1AHtHtv0gEiJXDQNw0QIwj5W4edCxdpSseYiQy7xis8ZM4qmtrir0UJKyZrN26PSi4ZhcPJ0UTjr9xaCAAAgAElEQVQ92RM4NI1Fc2ewaG7rEbd2o0gcaWfTi6oA0ycx6qNTjIo7tCWjueeWBkaonXRRaTnTpo1izpzxEX5jkyYNw/DoFBaVRIkXsOw+iko7IrDA9CpgmlZaWbUiV0a9QOrtF1i52Vnc/IUrWf7aWxE/e4nlk7Xq4y3cdPUV7R7Xxsbm/McWWO3kWynv8o7rCAFpMGZTDmM25fBa+iGy5iUwJ30gCx8bRNGWeg5vLub0gTN4BlQzbcwopk4YE7VQZ41PiNlYV3ULBizs2sVYIvlB8uoIEWUKiUcG+XnyWvKM5LgO62bcZ9qH4pKRabyKAtSVj4IZREiJaChDLd+Hf8pdmFkj2zW26RdWQ+gEQEpMKTEMI9okFECCXg9Csc6RhrB8szqYKqurb+CFN9+nvLIq5p1SVYXK6poeE1jdiZYqLVPSJrdKcYHUZVQBfVwnfAmmsN74KUmJzJs7Mern5HRqSE2SmZaKqqoYzXbuCQFpKR2P8Jp+pQNeabHJyUyP2rXZyOni0q65iI2NzXmHLbDaQYXw8LbrCEHD5J5vzWDYJ5k4vSqG0+TM0x6Kf9RA3vQk+s1Kod+sFKDlqI/mVrjou7nseKQE05RI3RJXOZMS6T+3HX1h2kCdCFCmNEQ/IWC7VszTnmW84TqMp1mfQF2YzA8O6ppJhHrzhdNF21+NcOAWWBbszgMv4pvzo3YOLjAarPSP0ATSBDVJibhe5FwEpl+AP56okihuieICDx5LiMWJcKx4exXlVdVxZahumGRfCK1UFGmJpuY78BQr9Wf6Ih+XurXLL9pGA5RQCGzutMkkJsbx5hKCiWNGsmHH7giBJYQgKSGBwfn9OvmCugZVVVFVJebmCIBX3lvNuBFDGTlkUI9verCxsTl32DYN7aBYacAhVWa83Z/hn2Ti9mooCBwBFc2nsPXXRZjB9kV78uel8vknBjPqy1kM+0I6M3/Sj5kP9kOoXftBnCA11Dg/bolkerAfy/wjSJAaQoJDKrilyu/qLiNVttBfph2YPstz/hCVHKcaURFdHAwgGkrBbEMvmlhIYdkNGFbxe9TToXRgiwXNodohNdlKaQYJoqVLFFd0lKKiuoaK6uq4JpSaqjJy8EDSUrpWMJ8TWnhLxopUNUa0mt6axmLy/8/ee0fJcZ53us/3VXXuiZiINBjkDBIgCEAASJAgKAJMYlJgkEXZurLM3bW8q7Peu+u7a1ub7nrX4azXtmRfyQq0LFEUKZJiADMJgiARiJwzBoPJuWNVfd/9o3p6pqe7J4MixH54cAj0VO6arl+/4fcauNHcRXPriUXzWJM4EA4GeOTerUwpK8FINRzMqK3m0fvu/MSIFSEE1y1akNMg13Ycjp85z3OvvcMvXnkj731SoECB3zwKEawxUO+U4gjF2l/NwBfLcek0dJyIUbE0t88TaPyeJAHTRgiN5RhEk17Kp2um/44fKTWOgmjSJulMbnu3B4NHY8v4YeAgSZEpXuLC5oniF/nHnnv5cnwFr3rPEtIe7kssZKYan6lmLnbRyNf1C3QRRwNHvVAZz7Ggkcs9NBvhVWk3bpXEFVSD0nzaGmQq2v9c02B1D29JIP3ZaTAhUgOhE5ktaPF4AikkkC0IhRDceN1SNt5w/YjnMhitNFZU4QnISRfaI+5ba1o7OrFsm5qKisyxLw5uYbwxdJ3s6JX7A4HVCWZYw5AuQlExcF4BFUoJD53q3nRft1NF57VVFXz9Sw8QicYwDInfNzmCfzLZ/JnVxBIJjp85jyEFSStTwVu2zdmLl7lw+conJvJWoECBq0tBYI2BIB6+GVlDzMwTXdE6y2R0MP0jb/of3B7DoSTgeuj0v2ZITdiXoC8hSDqT+/b8ceRmXvSdolH2ZegLR2je8J6nRURZbU9ltT1ZDwCNx3DQWtCoY3yx5GkiciAF+eeLwvw/B7sJDuqk1NKDPWNj/oF5qe0aJTo9ak4It97H8GusTjJElopJVDzlQq76I1fDi5Zh5/WZbr1R/zzEqsrydEfcYAzDYP3K5WxYPTZxde7lLo5+vx0r4mB4JPMeLGPBl8oR8uoLrbaOLn724qtEorG0h9fdm29ifv3M1BICuxfMkoHida0ABU6OaCHg+m71DH/s/W7xMgjSdJ3anUh20fkn2eTVMAzuve1mblt/Ix/sP8zuA0fSo4r6sWybU+cvFQRWgQKfEgopwjHyzdga5t9RTjKQLbIMn6Rsfm67AYHKEFcw8BDP5Sod8E5SBe4gvBiEtDenvvBqg2ajb/L2ZViUByOEfXGK/DFmBmxW6PKMZf56UTE/mFNMEkFcSSwlOJGoonPqrcNuWwZccdXvxA6p/0swgjlSMFqgk/0P7JGFSq7GA3cnuF105RqzWGMWaYLVkkceuh3THAjrmIZBOBjghuWLR9zXYBre6eXQ37aS7HZc88+Y4uTPOjjx044xbWc8KKV48pcv0dXTi2XbJC2LRDLJs6++SUd3DwAi3o159AXkK3+H2P08TkcXTgSszszI4XjQtsDpkVgdErtbjquj75NAKBCgqrws58BnQ8pRG9UWKFDg2qcgsMaIQPDAmoXMu6kM6RVID5gBgRmUrP2T/LVThszdi5cvUmKIq1Orsc6ajpnjYWgLxWx7cgqxpVCEfQmEAJn6ExImzyW24tMDQkQLwb+7rpRHS+fy/zXM5X+cX8KTF6v4yQuvDVurYuRwYoeU4JqE55eKiSw3dK3dyIoZBlL2DkK6+6ybW8VXv3A3i+fWM6O2mo2rr+d3vvC5Maeyjv2oDSeRuWMnoTn1VCdaTf794HZdusX8Fxobc9ohKKXYf/QEou8K/p3/BfP8mxjtxzFOv4V3+39DtzYxagd4Q2MUKTzlij76EJ7hz6mptZ2Dx0/RcKX5E1q7pEGkivoGMa++Ls/vumDp/Dkfy5EVKFDg108hRTgOOrp6+GjaB/RsiBNsLSFY7uP2r1xHeW3+FIbSMudjKF+Xm3OV3LX/VfRGnvUdpw8LlRJxAW3yzcgawkzOt2ufmdvB2kCwzZnJM+a59GtCQ2mDjyvJ/ltR09XTS3NbBzWVuT2OHO1gDi0ESqEcxUS/Nwyt3eovsXIiYBblfr+qp5XyudtvmdB+Y625K++dhMKOazzBybonUoavvvQ/mbushumHKzh79krGkkpp+iJRvMefBjuevoeFdtCOg/fYz0jc+M2sPQivdgdEG7jXLs6gcUauD5ZZAnaPRicz3y/LtvnZr16lsbmV/gnn5aXFPHzPVgL+TNHaF4myY89+zlxsIOD3sea6pSyeO/sqF8BrZFCn6//Q4EQ0Ku6eh8/r4fPbtvDzl15LC3WlFXfesuE3wqqjQIECo6MQwRojlmXzw2deoLmtnVg4Qnt9I5dKzvFPL7047HBXpSVJx8g5Jy5XtCSavDqFvDNVCa92Psa9iQVUOyGWWpX8Ze9n+YPY2knbhxQ6pwgxkVQOcmz3WoK6Mx5qmjML+qUU9PT1YcdVzsjNpYutOSMaWmsunWud+Ang1m5Z7QK7VxAi5KbB8kRq+tOTE6W4LrfA9RYbmIHJEwzSN1BnJoQrIA1T8uADNyOHvHEej8mcuunIztNZZy8A2XUu6wYWXjeFKs1B9XEhMhzdwf27GYahEaB3PtxHQ1MLlm1jWTaWbdPa0cVLb7+XsVwkFuMffvYs+4+eoLu3j6bWdl588z3e/nDfhK7PSMiAK676I5hCug0Qg7tM66bV8vuPP8x9n72Fe7fczDcff5gl8wrRqwIFPk0UIlhj5PiZc9hOdv2V7TicOHOeZQvze1/1JfzpQncAR0kiSR9SKILeJFJoHC2IJn1Yk1zgPph6Vcp3eu+8attPOmZWvRmAX5vMT9SyQLTgQfJQdC7fmH8D5h9JLlxo5vkXdtLR0UvgfBmn/r3F0e7TGAHJ/IfKmP+F8nRU4uSxy1RUFREKBZBSpsXWoUNn0VGTaZM1mUQLdBJMTECgrdzzeLQCnddPa/Qs+Wol7//HyxlpQsMnWPrVikmNyEh/bgHs8Xioq6vh3Hk3imWaBlNKS1g4exZc8oKdo1XQ8GSF9IxQ9vbzHr6EhGVx+PgZ2rq6mFpZwcFjp7KMRZVSnDx3EaUUSmuOnznPB/sPE4vHM/SdZdt8uP8wa1YszYp2TQ7uYPGhTa5CuEX6g81LTcPIGFpdoECBTxcFgTVGuvsi6Vlzg7Esm+6+HEaeGQgiST+R9Bic/qeOQTI2ubYMv04sx8ByDDyGk36wag1xy8OXrev5cuw6zDKNKNZp4VBXV83v/PadfO/fv0Xl/jkkbTcaYEcUJ37Sgdaw8EuuclowaxZ/+3fPs2zpLObNm0ksFmfHe4foaO/l9x//0tU7MS1w+lx/LBjootMOk+IKXrkiyGe+PY3D32uj92KSYJXJosemMHV90cQ3PgpMw2D9DStQFiQtiyXz5nD9kgUYhoE9bR3mpR0INRCl1dLEnpo9jkeMPFloAK35uyefJpm0sGybgx4z5++Xu6gmGk/w5LMv0tMXyVkzBq5zfkt7B3XTasdwIGMgX4dpIR9QoECBQRQE1hiprarAk+Mh4PWY1FZVjHIr441GDBVmk8ngNM1Ety/oTfjxGjY+00YDCduTjsr1DwoeHJWRUuLxmNRdmE/UzmzjcxKaEz9tZ8HnyxGGYGp1JauXLWbHngPs23c6XQfzwB23YhoG5y5dJp5MMrO2ZtJb+1Vcom23MBzpRq5ccTU570nF8iCb/nLmyAtOABV3RwTlEgQzq2p55N5sGwFr7l2ISAtGx0lXQWkHVTYXa/69Q5bUrl9WLps4rTPec63h2LGLRKKxgf3kEVcAU6sq2H3gMF09vVkWCINxlCIcyudFNwn0e4FZCUTTCdAaXbsAzcQGlhcoUOA3i4LAGiOzZ0yjoqyUlvaO9Pwxw5CUl5Yye8a0q7JPgSbki+M13LSJ5RhEkj6UnpyvzNKv0jUyAwW7o7M0yI8g6XhyGqa6EY5Mw05w632Sbbm7xeyk4o/6XmVXXTPVKsTvrl3FN+Y/wJlLl/EYBvPqZ9LdG+F//+Cn6ciGoxTrV61gww3Xjf80pCZCBE+FcmfopYwynb5rN1yhEiB8uD5iqfccQcqvKl9bq4fkyq8jIi3ISDMqVIUOVQ9awO1I7C9kH9q8YVk2Z85cZvbsqWjtph+dODz9zDt5j9Njmli2jZkaRbN10waeevHVYcWVISU1FVOYUjp5BrmZuA0QZvdhjPd+OHCSWuEsfwQqV16l/RYoUOBaoyCwxogQgkfu3cr7+w5y6MRpAJbOn8NnVq24Sp1LmpJANKNw3GM4FPtjdMVST7MJIH0KIzzoYZhyLIfs4b2jRRgaI5wy49TgRFMu66lj1bYrfkyZmUtKJi1EhQ0Xs3NMsbDNP848jOXRHALe817iP/k28tWi6wGB1pqfvvAKkVgsY7339uyntqpifLUwqZE5Nql6MgEy4Nob2N0Tf6/7bRKECdoCJypAfRz+TwKnB5QHpEej1eiHXetQFU6oKut16c+uTeqvjYrHk7zxxl527zmBaRqUloTp64sxv34mOo9Y8vu8bFx9PY3NrVSWl7Fi8XxCgUBOf6n0MUjBzGm1fG7LphHPYyKo3gjGjh9kpEsBvAeeJL5hNtpfelX3X6BAgWuDgsAaB16Ph5vXrOLmNatGvU6iy+bkU500747gKzGY+0AZtWtHnk/n1jHprO4rtMJr2iTtidVuGaHcRqdGMM/4k5GQGrNUD3SMpbYlDI3TNyCw2lq7qKwswTTdW9BxFImExYX6E9RcXoB0BkSW5bF59hvHsLwD0a2YsPlT/7s85luCp8tLQ0MLiWR2F6ejFE+/9Dq/9+hDY04bSX92UbsQgMc9H+2MXwwJj850RDdA+jR2FxPa7hiOwBV11uTsK1/ht1aaP/uf/4xKCSnbdmhr7wbg4PHTTKuuorElsyvUMCTLF85j9fIlWfu5fvEC3v5wX8ZgZSEEleWlfOmeOwgFrr7bu9m8P/cPtMZo2oc9a3ij3AIFCnw6uHbzHL9GWuK7effyv+Hl019m17G/IhpvH3b5RI/D6793gbO/7KT3YpK2QzF2/7crnPjp8OsBGELljFEZUnDs1Eli8QlWV+e7AyQMbZ8fDY5j03spibYH1hUSpJ+UKSOA4Kc/fYu9+04RjydJJm2OHbvAd//+BfrKumhcd5xYSS/KcEiEovzim4d45/MXs/ZlCMkR0YZZrLEsK28wz3Yctu/YNeZzEWae7jft/mz8uC7wWU70wu3AuybJdx8JN8WdD60VpUVhvB4PhmHgMU2qK6Zw0425U203LFtC/fSpeEwD0zDwejyEg0Ee3HrbxyKuAHCSue3+teP+rECBAgUoRLDGzJneX3C4/TtoIwE+aJKNNJ19nc94vkvVvJrc6zzbidWrUIPqd52E5viTHcy+qxRPKH/blaNljmoliCctTl9oYs/Ry3zhztvHf0J5CpJR5Nhrfuy44qO/aKbx/T6kAcIQrPj9Kcy5P1ULkxIlOhVkmjNzOttf2c1LL32QsZ3K8lIW3VDP+1UH07VUZ1f25tynhaJSBBAGTJ9WndXaP5hT57MF2khoJ48RrOifaThO8vhm9UfHrkW07TYvZKEEJUVF6XE7Q2nv6uEPvvow5xoa6ezuoWpKOTNqq/Om2w1D8tC2LTS3tXO5uZXicIjZM6Yh5cf3XdGpWIzn9IvuDTIYaeJUjm08UoECBX5zKUSwxoCt4hzp/K4rrvrx2Gh/lF3v/yPayf1NvWVvFGVl/0yagu6zw0egLMdAaZEhHhxHEYtbHDhxifOXGicUxbIjucfC2GMcS7jvz5to3NmHSmrsmMbqU3z0v9q4sjNlXSEyn0c3rV5JcTiEJ5UiNA0Dn9fD3ZtvZv2qFdy+cS1lJcV4PR62nZ6KX2WKUBPBMiqox6138XpNbt+Q3yx1PPVxKiaygnhauyJxuDSe1prW+Ecc6vw/HOv+Hn1Ww5AFhtnpNRrAcvLdR72wbuWyvOsVh0NIKZkzczo3LFvMzKk1o3qvqiumsHLJQubWzUBKSXNbO0+/9Dp/8+OneOrF17jS0jbRU8qLDtdiT/8M2vDSPyhHG17s2hvQxVe3A7RAgQLXDoUI1hjotc6jLcHQiTLCY6PmH6b9aIyKZdl1PoFKk86TZD+sHY2vbKS3QNATC3Lx0gkWz3EfPkdOX+bZN/ZjOwrTNEgkk+M2VdRJgd1DeqyJdlIPy+ToBUmy1+HK+5EsEenENUe/10nNupBbRD2ogDvg9/G1L97HsdPnuNTUQnlJMcsXziMYcFvdVyyaz4pF89PLz4h8xLfD72AgsYRiGRX8EymLAAU4cP2ShRw/c55zDY0ZxyGldM0yx4oWWF0QKJfYKXWo4qRryXKuojV72r9NU3wnjk4gkJzq/SkrSr9JXXhraimBimvkkJmKWrkNAdci2hLYXan7yHTvo962OD/6+ct09/QhpUANceX3mCYbV18/4X1futLET55/JV2X1dXTy7kGN7J7tbywrAX341Qtx2j8ENA4tatR5fNHXK9AgQKfHgoCawz4jFK0zJMb6i7FNnKHH+beX0bz7kiGQ7cwoLjeR9H0kef/aQQHT7fx4xfezxoR4/N4KSkauVh+2O0nBfYYBNVQEl0O0gSVY1JQrNlGxVzRNhTTNFm2cN6w7vf9/Hb8er4UX8LxshaqZJDZstSNJgF270CH4j1bbuZHv/gVfdEYjuNgGJKicIgtw0S3hsURhAnT2taf4hr+OjXHd6XEldshoHHQ2uFA519QG9yAV7qmoU6fAJGaB5jKAas44+7c/CSgbZHurtRa8+Ofv0J7Z3fWPSulJODzcvOaVSycM2vC+311xwcZRe/gFtNv37GLr33hvglvPydCoMrnocpHvncLFCjw6aQgsMZA0KwhnJxPH8fBHPhA1wkv4rUttHz5CqG+WorCoYz1piwOcN2/rOLA37S6XkqOpmy+nzV/NPpv1zetvp5T5y6QsCwcRyGEwDAkd21ej8dQ6Ks0HHo0BKvz3EYSyhcFcCL5MtE63d6PcAWaExGQJ/0WxMvKzmkILzgejVYp00wDzBKFMKFU+fjG4/dz6uRl2ru6qCgrpX5SanRGd30bom+kxdVgpDBpje9lWnBTentOr+sM3x85HI1NwrVCW2cXXT29OWdGzppWwxOPP0h72xjz0HlobuvI+Xpre2eWuen4uZomvwUKFPhNpCCwxsiG+v/Ca3v/HXbVGbRjgNDop++j2efl1K6dqJ2atdctzbJwmHlbCdNvLqb3UhJPkSRYObZq5qJwiK998X52HzzChctNlJUUcceG5dSUe9DEEICKJRHCi54kA9LRYnglS75ayeF/aE1H6YQEwy9Z+Ej+wYBGKJUmSx2u9Lq+TFYnw/hBufMBnVTETRgpWwgGhi6bRTB/0TRUbMYkneHoMRjs3pmJzFUFrsWoCuYdFHvNK9hCcYM1FS9jmUfz8ROLJxAy93sYT1pZQ6WHopRi35Hj7D18HNu2WTSnnnUrl+dMhft93px1iH6fd8LiSpgpT7fUJ6WK6VQ0tiC0ChQoMDwFgTXGb6Z+bynbbvxbzn94lqYjVzh9NElLVQvJqVcglSL78MARZk6toX6Is7v0CEpmj38AbSgYYNPaGwAwpU2xP+62+qdPxabYp+iOX8UxIXmYfXcpgSqTk//cQazNpmJZgIWPTiE8NU8KVGjXtHOIv5cGjKAets5pMDI0SFz1b0emfLxiufovry4zw1tpiOWOYlX5bhjXNveYjTxW8iwJnPTZfKf3Tm5Lzs65vPBojOCQmjp78AXSKdsM0Mn+jsjJvU41lVPQKltkmobB/FkjF4L/8rW3OX3+UrqTdPehI5w4e57f+eJ96caIfm5csZSde/djDUoTmqbB6uVLiCcS9PRGKC4K4/eNnI7PQLpeZYP9vWQAMDROz8cvsLTWHDpx2h1ynUgwe8Y0blp9PcUTLBEoUKDA1cH44z/+4z/+dew4FktmdR19rEiNUaQxi1ImiaZGJ2E0DxohBWUzyiidFyJW2UGvjhCLD/jfKKWwbJvFc3M/ACeDkDeBIXUOk1BNwjbRv4Zv2EXTvcy6o4S595cxdX0R3qL8URZhusaaQyMM/f8cbS2SGco9Uw8NKilAC0TvZbzHfobn5HMYbcfQwQq0v2y0p0Uo5CMaHYW/kaEpLq9EkaQjehwpTAzhRQiTtRX/mbBn7BG1PpJsLvsRXTJBUjjpPy/6TvPF+BKKdKZgF15XFEgzFRlMeZBpC1AC4XXd6d1oofszYTDqe3+0GIZBwOflwuWmtMmoaRgUhYLceesGiouDea9pW2cXr7/3IfagzlmtNY6jKA6HqKnMjIrOqK0mGk/Q0taBaZoIIVixaB4Jy+K5197h0InTvP/RIWLxOLNnTBt1VMsIudMIhn4JEEbKhPdjTum+8f5uduzeT28kStKyaGnv5NCJ0yxbMA+vx42OjvpeLTAmCtf16nCtXFchBMHgGL+g8amNYGk8pe6w3v4PT+kFWaaxOmCkB40pHYr8MUr9PqbevIy7b17OzgNneO7NAYfnZA5X8clkqLt7PxqQQpMjePCJQjk657gcpRSOBaN1ENFO/2zDIQhAgew6j2/PX4OyEGh0vANf52kS1/02qmISPYtE6p4SsGza49RX3EFTzx5M4afSWY9Hji/K8JLvNCpHutFB85TvGP8qdmPG62Y4h+s/rliwu0gbnA5GekF5+0XW5LFy6SIqp5Sx++BRItEYc2fNYOWShfi8w39QXWluddOLQ2ymLNvmwuUrGd2l4H74bdmwhptuvJ7u3gjF4RAf7D/MBwcO4zhO2uJk/9EThIIBPrNyxaiOXxjDGM0aub1GrxbRWJw9h46m55+CKzqTSYvdB49wy9rxRUcLFChw9fhUCizpY2CUSwrhBjsQIz5oNEX+GFIAhsAw3Eu4dvlsTp5v4vi5JjymyeJ5Vy96BZB0DEypsiNYgK0++fZml6+0YbVHmT17Kh7PwG3oOIpjRy+zsK5+VNtxogLh0Vl2B/2z9Twnn0WogTdUACgL77GfE9/4HyfnZMi+p8K+WuZW3o1WkOzWNF5uxeMxqSgrHVNdUJeMY4vsJ3kShw451NNB59WlwsxjBEq/075O17VNJjNqa5hRm9uANx9F4RAix5ccQ0pKi4vyrufzeqma4oq3PYeOYNuZxW2W7fDhgSOjFljaBu3JIbKGeLpNJp3dPVxpaaOkKMzU6sr0vdLS0YlpGBkCC9xRUBcvX7k6B1OgQIEJ8akUWBjkDlKJlNv4MALLlLm/tvq8JmuWz+bMpTaqK8pZOn/OpBxqPhKWF79pI3HFRb/jeCTp5VoowG1t7+CtD/awZcsNLFs2GyEEvb1RXvjV+4S94VELLG0J7B6NGSYtLlR8wBZC9lzKuZ6ItYNjgTE51unCyBdR1Ly7dx8ffngcrTXF4RAP3bmF8pLiUW13Y3ImMpS94ZD2cEsyxzXKV3amRljgExTxrJtWSzDgw7LtjC5EKSXXLV7AG57z/GNgPz0iwX2JhXwhvgT/oI8yrXXOuZQA8TGY8joxgfRr94qJ/m2T5ek2GSileP6Ndzlx5jxSSjSakqIwD9+zlXAwQHE4lCWuwI3elY3yXipQoMDHy6dSYGmb3M8ZPfIIlOHmqpUVh7nr1o0smF131Ud3aATdsSA+TxKv4aC0wB8qIREZHK3R+D1JfKaN1oK47SFhm3wSBFhZaQmOo3ju+Z386sVdeDwm8XgS0zRYe10V29/dRVNrO9UV5dy4YsmwDxGdlFgdelDz3sD5aU8IkejKXsnwgpy8TjxlCaTKrgezLJtLDS0kLfeB39HdzZO/fIl/8djnRxXJWuhUcH98Ec/4jhOV7jaCymSNNY2N1tBicYET1VkDvLV2DUy15abZvN5MUZlMWpw50cycqZ8MF3IhBI/eu41ntr9FU2sbQghCwQB3b76J/5uvr/cAACAASURBVFO1n+8E9qavxUdmE//kP8zzXV9Md1b2D39u7ch+36sr83e1ZqFS5qlh7Y4w0uDEQEUn//dnz6FjnDx7wa07S6U0Ozq7ee61t3j4nq2UlxQztbqSy00tOGpAaBmG5MYVSyf9eAoUKDBxPp0CK4krpnTmN1PUyHUoljJyyhOtobS0mmCRJ9Uhp5AeN5WgYmLY0SrjRSsb6+IhnM4z6EAF/uW3MiAuNCWBKDJdq6UJyQSmdIgk/ZN+LGOlbmoNxeEwHd09OI7CSQ3JlULywf7DOMpBKU1jcwsHT5zi0Xu3UVtVMcwWs8faANj1t+E5+VxGmlBLL/aMm8hdHT8+dP/830FpQsdRtLR0cuFC88ByGhKJJBcam5g1SpfxP+/bwuZkPU/6D2EJh8/Hl3B/YiEyx52oYgIh3Q7N/uvhRN2mgUTS4pc/e4vPf34T4EaElNIcPnyOHe8cZs4jnwyBBVBcFOa3HriLvmgM27YpKQrTbET4m+BuEmIgPxeTNido5znfSR5MLEq/fvvGdfz0V9vTBqRCgGmYYzac1c6AeerVZN/hY+mOyX6U1lxqbCYWTxDw+3hw62aef/1dzl5sQAiBz+dl26b1WUX/BQoU+GTwqRRYILA63W+mMtWEpRL9I1BG+jAV9CV8hH1uqqE/PWc5BknHdIudywYK6LV261vsHrLGz9hx5VoKeMfxoLdi+D/8c0S8E+Ek0dJD9NwryFVPoErq8JnWIHFF+lh9pk3MUqiP2StrKEIIHr1vGy+/tZOT5y+itWZ6TRW242TMkVNaoyybl9/ZyeMP3jPm/dgzNkKiB8+FN11BpR3saTdizd0GuO+/DLqRJ5V0a7ryGZ2OcEZutCOYskDQcOLoJZ557p2cS0ejsTFsWXBXch53JUfjGi5wIgInkqrHGjS027Jszp1v4i/+8ucsXlyH3+flzJlGmpo7CAV+/aI7F+FgIP33XZ4GPNrIEFgAUWnxivd0hsCqm1bLl++7k/f2HKClo5PqinI2rLqOqoryj+3Yx0LSzh06F0Kkasl8+H0+Htp2G/FEgkTSojgcmiQT1QIFClwNPqUCC9ApJ+3esa+adDx0xQx8poUQGssxsRy3sMsIqYzuxP7/m+GBDsWeiwn2/XkzXadcr6SqlSFW/kE1/vLRvx2ec9sR0XZEKqcplOUWbx/6IfH1f4THcPJ2GZrSIemMT2A5jqKzu4dAwEcoEBh5hWEI+v3cf8etKKXQWmMYBv/97/4x57JXWtrG58otBPa8u7DrtyDinWh/CZjuccuAci06+o1OfSC9GqvLtTEQ0k396cGhMan7dVp2m77uFzfuPyOdFrkEu6MU02urx3YeY0YQb7dBgX+Ke1+FggHCQT/dvRH27j05sKQQzKn7+E1Zx0qpyi0CDS2oUNnebzWVFTywdfPVPqxJYf6smew/djJtadFPOBQgHMo8N7/PFVsFChT4ZPPpFVgTRGlJzMr+kJPePK3dKU+iZI/DO//6ElZEpVM4LfsivPOtS2z5+1kIY5QePU370uJqMCLeiUh043gDaJ1bZI03enXw+Cle3fEBWiscpZg1bSr3btk0dgPHIfTXqwlTc/99GyktDXPhQhPv7zpKX58b6RlqLjlmTB86PLibLbtWqd/o1FM28G+pNH30AQqz2O0y7a/fcyIaFcuOeja3tbPn0FG6evrwejxordOeTh7T5PolCygeMk5pMultSLL7v1+h94KbFg1N9XDj/11L8Swfd96ykZ+9+BqO46RFrc/r4aYbV054v1pr2jq7MA3jqhReb7BmEsCkTyczLrkXgy/HR9cZ+Ell4+rrOXX+IrFEAtt2MKRESsldt9407JeKg8dPsWPPfvqiUaqmlPPAtpspChSK3gsU+CQgdK5hYaPku9/9Lk8//TRer5dt27bxjW98Y9Trtrf3oT7pZk3jwCx1a6+GojVY7YIzz3Zx5HttGYOfAcyA4Mb/MJXqG0b34PXv+DYy2pq9H2ESu+lPkP4QpYFoVrGz0oKuWGr43xi4cPlKRk0LuG3zM6fV8KW77xjTtnIhvBqzWKO1RkqBbTskkzbf/e7z9PXFuH7JgvEPbM61v9SIndGWYSkrZXUwxA7C6ROoxMCLx06f4/k33sFxUlE5KTFNk5KiMAG/l1VLF7Ngdt1VS+04CcXLXz5HssfJqEnzhCWf/eFsPEFJe2c3uw8eob2rm7qpNaxcuojgOFKEjqM4df4iHd3dKKXYc8itI9JKU1ZSzANbN1NaFObMxQYarrRQXBRi8dzZBPw+KiuLaG0de/j4uNHGl0p+QZeIIxE4aP6s7zYeSkyip9mviUQyycHjp7hwuYnykmJWLl04rC3FhwcO8/YH+zJqtzwek4fvvoNpNVUfxyF/ahjv/VpgeK6V6yqlYMqUsXsZjjsssHPnTp5//nmefvppAoEATzzxBNu3b+f2228f7yZ/I1AxgTB1lrDRFqAFvZeSWeIKwElqOk/FRyWwBBqx+C5k6yFU03FIpIbmCoEqng6+IpSG3rifsC+BEO7+bCXpS6RmpAzeXrwL7Bg6WJW3s27XR4cyxBWkPHgam+npi0wwIqPTBpn9wsM0DaQU3Hrr9Rz+6MKkGyn2F6Rnva5zRyCHiitI+UcFdFpgOY7ipbffy7hOjlJg28ybNSNrPuXVoHFnH05SMbTgX9may2/3MmtrCVPKitm6ZR3S1GglUp5hgxd23JMbRgT2RaP84OkXiMXjJK3sSGpbZyc/+sWvMAxJbySSuq6CN3bu5tHPbaOyMr9wAI0MaIzUraqSKdsNLVjoVLCv42vsN5uJiCSrrFoCTI7VxsdJPJGgpb2TcDBAeWkJ4Pp4rV6+hNXLl4y4vuMo3t39UVZhvGXZvP3BXh6+d+tVOe4CBQqMnnELrKNHj7JhwwbCYVfVbdy4kddee60gsBKpMTD9XVzCtX6wU7PLyub7uejvwYlnPgG1A8efbCdYZTJzc0ne7XsMmyJfHB2ch6idBSvuxjr8CvaFvUhfkOTy30ovaymTzpiBTAmsrNRgogffge8hey661tTSILnoCzg112ftt6cvkvN4DCmJRGMTE1gSENm+GVJKliyuZ2HtaIq7x4gWqMRArdV4GbxuW2dnVg0NuCLrxNkLGQLrsNHC3wb2ctbsZF1yOl+Pr6RaTXymXKzVRiVzCPi4JtpqAanIndFva6ExQm6Bvmg+jvf4zxHRVjD9WDM3Yc+5I+cFevmtnfT0RcgXANcaIrHYkNc0lm3zzPY3WLb4q3nPwSjWSM+g2jh/qjYuVcMoEFxvj8289JOC1podu/ez86ODmIbEcRTVlVN4aNttBP2jjyJG4/GcvlgAze0dk3W4BQoUmADjfrQsWbKEHTt20NXVRSKR4I033qCtrW3kFX/jETgRidUusHsEdqfA7pLpgujpNxfhLTZyjnfRNnz0Vy0ke3PbRAs0RT53wLMUIEwPwvDgWbYNa9XvELj3z9CBoS3bAqVlzror376/RXadRygb4SQQVhTv4R8jehoytyAUNy6by5TSbAGgtWZKWX5BOBq00hnePoOxkiMYk00Ap9eN3uiUZYdWuFYduTRDjte0dlOH/fi83rxpb79/oF7vde857iz7CU/7j7HXc4XvBveysewHXJTdEzshXAEvPTlc0AOCsgV+ZFCDVAgpEEK4I2mExkicwbf/H5DRVgQg7Die82/gOfFMjvPWnL5wKa+4Gomeviid3XnSAka26BWpMjfpv/ZLCo6fPc+u/YdwHIdE0kp3zT67/a0xbSfgz1/kXjAeLVDgk8G4I1jr1q3j/vvv57HHHqO0tJR169Zx4MCBUa8/nnzmrwulNTv3HOK93QdIJC2WLZzDlptuzGghHwsPPrmY5752gu7z2a7ShimIHneYtq0062fajub06RJSUlI3HyGNEVIvA6jOS8SirQyy+Ha3pW2Kmt/DN+d30Fqjk13gxNm0up6NK2dy8nwTP3x+F7bt4PWY3LFpLdOmTqz1vbG5lXOnrzB37jTMQcXsyaTFRx+d4o71n8laJ55I8sJrO9h76ARKKZYsmM29t99ESdHYI2k69Z8QAoUiQiSjc9DExJQmceIZ6wkBpf4ipN9VA5WVRUytqaChsQU1SHx4PSabN6yisrIIjeZbvEqMAeGYFApbJPiLKR/wYx4Y8/EPpuK2MKd+0knb8Wg6FW14BWV1AZZuraFLdSGNTLEthEAefcXtRB38ukriubyTkrVfRHgGoitq/GWbAGitXDPQHPdqkiQxsi0shIRAkYdgUXa34LXEk788mu13pRQNV5rxBeSIkWCFIqqiJBzF7//+A+zZc4IdOw6lv6B4PCZ3b1k/6s+BAqOncE2vDr/J13XcAquvr48tW7bw+OOPA/D973+fGTNG3+p9LRW5P//GOxw/fT79wbhj90H2HznF1754Pz7v+Oo/piwL0H0hkRUZ0VrT2xfPWfjnMy2CXjd6lbkOxKNJQl5GXTAo267gy2VVqTWJrhZ6WnvxexIEPVY6YiZNgwX1tTx0+w28u+8ca69fxvz6ugkXKba09vDCy7u4776NzJxZheMoTNNg9+4THDl4nlXzlw05RM33f/4cre2d6QfL/iOnOH2ugd99+MGM2YbjRXiFa8dgQUl5iNbWXoQpXM8swzUWdWKCdpWZOr138yZ+8vwrdPf1IYXAdhSrli1makU1ra29NMs+2sqjWfVfCs12dYbW9okXfK75di2nnurkwqvdoGDG5mLmf6Gc9o4+4r44xZ5skSJ6mnNsCTSS9ssN6FCmrUT9zGmcvXg5bxTLkNK138jxs6DfT1lJ7uJW4dFut+aQgKvWEItaRKKf/ILY4ejpHTo/0kVKweXLHSTKh5kgLTSecvfLgOkxKPIEWb9+GTU15fz0Z28S9Pt56K5bmFJcfk0UDl9LXCvF2Nca18p1/diL3BsaGvjDP/xDnn76aWKxGE899RTf/va3x7u5TyxdPb0cPXUOxxlI2ymliMUTHDpxihuWja97afotRVzY3p1V8K4cqF6d+1us5eR2kQd3+PNYYjeqeHrOuUBaenCmLAAgYFpZdc6mIVm1uI76WYvJ34k4UE917tJl3tn9EZ3dPVRNKefmNSuZVp3Z4VRTUYFlOfzox9spKw1TXBKipaULy7LZtCa7uP1iYxPtXd0ZaUWtNfFEkqOnz7Ji0fxRX4fcCNeZfehZ2QKnZ/juv6JwiK998T6aWtuJRGPUVlUQGhTpDGlv3mFL+XyexorhlSx8ZAoLH8l2+D565AIrV83D6x341VdKYQWr8Ee7cghuhfaXZW1n683r+cHTzxNPJrEsG49pIKUk6A+QtC2UUsQTyZz51vs+e2vmLtBclr0YCGqtsJumHTKMHe260V/rzK6bzkdHTmTV6kkpKS8dPrXnpkjdLtt+vF6TuXOnMWVKMVOKS7luyfxr4oFVoMCngXELrIULF3L77bdzzz334DgOX/nKV1i16up3SX3cNLa0YkiZIbDAnel2vuHKuAXWlMUBZt9TyplfdqGVdmthgFXfqsYbzt3Jp7TE0QKD7MHCHmOMtUreIuyZmzAvvpMeI6OFgfaEsGdsAIZtIsuJMDVGWLsDs5XiSkMnT7/yOslUHdX5hkYampp55HN3MKOuEulNGXbGBPfcdhPPbH+T7p4InV19eEyTirJSrl+yIGs/rR2dOaOflm3T1NbOWB2RItEY+44c50pLK5VTylm1dNGEivaFEHnH+oS1l9uTs9nuPUtykCN5UJn8buzq//70dsS5cqWNmuoyvOd3YZx8D2knON/tY57PzBDdWnqx6ja5cxuHUBwO8Y1HHuTE2Qu0d3VTWV5G3bRavv/z54jHExniVwiBFALDMLjvs7cwc+pAgfoho4WvF79Ag9GLRjPHKePve+9iUaiMdHOgA3avmPQBy78O1q9awbHT50gkk+kiddM0+OxN60acXyo8pD8nBuM4iuqqMpqudF6VYy5QoMD4mFAu5YknnuCJJ56YrGP5RFIcCmU6eaeQUlJWMrHc8dLfrmTmlmKaPohg+ATT1helXbdzozFEtrgSAvym+2DUWnNhezenf95FosehckWAxV+pIDw1+yFpzbsbVTwd88JbCCuCU7Uca9ZmSKWQLMfI6QjvKElW9KrfV6rfwd4QVNYWsfWONfzyuffSiwX8XqrrizECmaOE5s+bwdfK7mP/0RP0RmLMqZvOwtmzMIzsh055STGGFAzRvGlRNhY6unv4x58/h2U7OI7DuYZG9h46xmP3baO64urMePur3s/yleLn2O1pxKslCeHwaHw5j8aXjbzyqNEIL0iPDZFOFCE0QVYvW8I//PQZHqi5QL1sRuJexLleCZ4gjq8U2XcF7Q1jz7oNe+ZNefdgmiZL5s9J//vDA0eIxGJZDQtCCB7cupn6GdMyRES3iHNf6c/oEYn07XTMaOPukp/yUfvXCAjTfX3QuJ9rnXAwyNe+eB+7DxzhfMMVSorC3Hjdkqyobk5s0N7saQZSCjq7+gozCQsU+IRRcHIfgWk1VRSHQ3R09WTUmxhSsnLJwglvv3imj+KZkzD2IvWZe+T7bZx9rittA3F5Rx/Ne6Ns/rs6gpVD6sWEwKlZiVOT28U7mvRRHIiCHhBDAJGkj0gsxpkL7tDZuXUzCFd4skykvF4PS5fW89pre4lE3QLxTZuux+fzZI8SKtKUWUXcsm71iKc6a/pUwqEQXT096UiWEG4kYOmgB/5oeG3HBySSyfS5yR4P/s4itv9kH48+cVvOiMFEKdI+nu5+iHOyi8tGDwvtCir0ZBZva4wijdG4F2Pv0+DYoBWqehEseoyv3bOR0j0fYjCgUCUKbSdx6teQqLt5XHs933A5yysNwDQMbEdlRWie8Z3AxsnQTlpAUtu85DvN/YlFObs3r3VCgQCbxuHr5sSFa/8y6HrZtkNLSxdtrd3cdXN+MVygQIGPn4LAGgEhBI/cs5VnXn2TxqZWhBQE/X7u2nzTpLRDxxNJpBR4PaMplhfYSmJKlWVkmrRNnF6bM892ZfogKdfd+9RTnaz4vbG5Ozta0h0L4jctTMPBUZKY5eWjo6d55Z330+JDK82//oPPE5TZQtFxFGXlRWmBNX/+9JxRqf5RQihAuq36WpHqmsz2x3rsvm28/PZOTp27iAZmTq1h26b1+LxjG9tzvqHRFVcaavfPpfhyJVpqOAjb951j4/+YAZWj21ZjcyuHT55BKcWiufXMnFozrGN7vSqlXo0t4paNRvrdodVakRrdA0b3GYwP/xnhDHQGyuZj+KzvY0xdgzRMhoYAhUoiO07BOAVWcTiMECKr8F2jCYeyO24bZS9RmZ3ajguHK7JvXMfwG40S2N3ukHoMjdaKEycvse/DU655a3l2rVyBAgV+fRQE1igIh4I89rk7iURjWLZNSVF4wqNOWto6eP6Nd2jt6AQEs6bVctfmjYSDw0cy+hJ+SgZFlZQGrQXRpA+7MY40RZbRpLah/XDu7qWRUFoStXyQek539fTyyjvvu7P1Bj2fT566xPLls7OiFIYh6ewYKLpNJCyK8mVWtcYI6QGT1hR2t1tgPphQIMADd2xGC+XWpmjhuuWPEY9pYjsOpReqKW6sRCoj7VwRa7b58D9foe6fRraheHf3R7z/0cHUjD84dOI0S+fPYeum9WM/qFGjMcvcrsZ0utWn0UmQ+18HZ6jtgo3sOIWeviH31oSBDo1STeZg1dJF7D92MkNgCSEoDoeYWlXhTjhIzXJUKFbZtYSUh4jMPE6vNlhl1464vzc85/gvoR2cM7qY7ZTxHyIbuMWaNe7jvxbQtsDuEri/IJJ5lbOZd+fsX/dhFShQIAcT8LD+9BEKBigtLpqwuIrG4vzo2V/R3NaBUhqlFOcbGvnxMy+OaN6otKQzGiKS9BFLeogkfHTFgmgE4Rovys6xvoDQtIkNZO7n2JlzOY/x/V1HMpylE1YXvUdfwHr+z/hy+QE2lrUS9Eo6WyKuoecgtHbHoQhTIP2uWBBy4I9Zkgox4UaJfvjMr/h/v/MDTjSdxixTeIrALHZb2JFjyyldt3iBO5z4fC3SyWwu0Aq6zyaItOQwHxtEZ3cP7+87iG076VSjZdscPnmGy80tYzqesSADA+IKUtdNuAOpRaQzd9WSNMFbjPaXoYf++ksDe/r4BKHtOLzy7vvIIb8bFeWlPHzPVsxiMEs1RtAV0b30soVZzHPK8euB6+7XJtfbNayxpg27v5e9p3m85DkOeVrok0kOepr5Sskv2e49M67jv/bIHjJeoECBTxaFCNZVRJjuw0SYbrecExXopODA8ZNZYy6U1vRFo5y/fIX66VPdF60IsucS2luEDk8dVN8kSNjZKcVwtZfK64K0fhRFWYPqxbyC+Q+N0wxUaKRHIdpOQW8HgXg0p9FkW2s3+3efo7YuTEPye1QfO8GsrlI8WlLsh9pAM7fVQWJKNSrhjj8ZPErI6RVuB2IeyS880NLcyZO/fAnLtrluxVwWLJiRkW7U2hVjdmf+B0/XqThHf9BG1+kEwRoPC760gLYZnSgnd+emkGDHFQzjKXvmYkPOUiHLtjl59uLoCphz0Hc5ScPbvShLM/UzYUrnZdo4SG+eTk8NqnoOsqcZMVTNKgcVriF+w7/Ad/AHyK5zIATaGya59FF0MHf340jsPXSUxuZWN7I5CMuyKS715zxWX5Hg2fbP8zfBvTzlP4rUgofjS/m/YisRI4iH/xR6m5jITC/GhM2fhN7h9uTY6vAKFChQ4GpQEFhXCeHRmCWDuuokiGKN06tRdoI7NizB6zE5dKqBUxfcKIfW0N3jptPMMy/jObfdjThohQ5UkFj5DbR/+LE0N/77Wj76y2Ya33NrWLzFkuv+ZTVl88fusSR9CsPsxnz1f0O8F7RmrdZU1gb4ceMsnEERECEE0ytrONv1Hbq6d7Kuaw7GoPE8UtvoWCtG834cuRon6gpPHNBO/0UaPvr03p792I77UF29egHeISavQgAGbhQrR0t/54k47/7bS2nvsUSXw57/2sTa319D0+YeLr8YzbIG84QkxdN9tLXnzz+ahoEUgqHl3VKKcZuenn2hi0PfbUU7Gq3g9C86mbW1hOW/OyDW+kf85BJZ1qzb8J3fi7YSaZGlDS9W/e1g+sD0kVj9LyHZh3CSrtfVBCKzB4+fzhJX4FpgOKaFR+auMWxtaSO0vYH7IwblpSVsXjcV38zhr5lGc87oyvmzM8bHY1UQicWIRGKUlRRPirFtgQIFfvMofDJcJYxQHjsFn8WdGxeAcEXJDUvqOHrmCj9+YRcA1RVTkK2H8Zx7DaFsUKknfl8T3v1/T2Ltt4bdr+mXrP53tdhxhR1R+MqN8aU0pcYoAuONJyHSkX5IC2B2UHHzlDbe7Khyo0amwZoVSykrCXKl4TXq4kEUmqExIeEkOfXhy7TW+Vm9fAlSZYardEKgPTmiWMJ1VL/S2p5OweV9qGlAaRp3Rmj6oA9fqUHdZ0sIT/Vy+HutWcauTkJz6LutbP5uHZ27LxHvsHESrviThmDVt2pG7CScP7uO7e/uyr6EQrJk3tjrY+LtNoe+05oRhXQSmvMvdTN9UxHlC91wmooJpHdIvZ0GFCjKiK/9t3jOvoxsO4H2FmPP2pw9yNsbnpxGvTyXKJfFST+Octh94DCdqS8Vre2d/Pzl13nwjtuYPTN/ilAgqFJBWozsusJqld+/zHEcduzZz0dHT2DbNrNnTmfzZ26kpGj0Ds2WZfPc629z+sIlDGmgtWbj6utYe/3yUW+jQIECnw4KAusqIXJcWaE1fsdCDEpr+bweFs+pZfHsqUSTmtqqCjx7/jlt/pleF4Xsu4KIto0qjWP6JaZ//CV20qfBiiNazmSlmQwcNlb10TNtExLBkvlzqK2qIOn0oFHETdudbT3k2WpraI8J3v5wH60dXdx168aMn6sESB/gcSN+/WLK6XWvQEVZKZ3dPQAcOXKesrKiLKHlWJp3/20jnSfjOHG3RunMs12s/FY1XaezZz8CWH0OILj1b+u49HoPLfujhGo81N9ZSqhm5O7OoN/P57Zs4tnX3kIKiUajlOb2jWvH1WnatDviDgMfEjRzkprL7/SmBZa2BE5EY4QYuNYarG63Pkf7p5Bc/Mio96u1JhKL4fV4RtnVOsCKhfN564M9WTYNRcEghu1Bq+zxN7btcOZsY9Zrb+7aPazAAvjX0bX8aeidjC7EoDL5N9G1edf5xStvcO5SYzrSduLMeS5evsLXH35w2OHJg/nVWzs4faEBx1HpNP+7u/dTUlzEojn1o9pGgQIFPh0UBNZVQjvZIsvIkUIBNxpz69qlBMOuw7VI5mlRFwbCin4s1kBC4M7tyYMpFLdvyHyYeWQRfqOMplArtlSYSmZMO1RasLdnCrbtcOTUWW66ceUQx3SB3eMWaUuvdi0m4gMO3utXreB8QyOWbfP+riMsWTKL0tIwXq8nLcbO/aKXzhPxdKRKO+A4mn3/q5lApUlfJHvWmzAEnqBEmoL6O0upv3Ps1gnzZ9fxr37rS249llLMnjmdYCB/WjaeSNLR1U1xUSirczRfHRrCPdbBqJhExVPpVt1vxD72iOXpC5d46a33iMYToDXz6+vYdsuGUc/aXLV0IafOX0zXYZmmgRSS+z57K9oSqIR26+4g3QH7s6feyqpFBGjv6h5xf4/HryMubP4i+AExYRHUHv5NZB2PxXNHkto6ujLEVeowSFo2+4+eYN3KkSNQiWSSE2fPZx2zZdu8v+9gQWAVKFAgg4LAukqoKIgisvyqctXMCAQ1VRVEk+7bYVctwxNpQWTNCtSoopHb1ycDlRTI0hAUVUH3lcyjEBK7KnsgjRCC5WXfZE/7n/L6zLPc3FBH0PKgAcvx8POmOjpsN1JgGpLWjs4cI2ncOYBOMlskTK2u5MGtm3nlnffp7O7he997iW23r2PxonpESoxdeq035LoXyQAAIABJREFUKw0I7oiRaRuKOP2LzoyfGz5B/d2lSHPiHVl+n3fElKDWmrd27WX3wSMYhsR2FHPrpnPPbTfjMd33v2ZtmP1/nd19aJiCGbfkiIiN06Kin6bWdn7xyhsZ0aeT5y4QTyb50t2fHdU2DMPg4Xvu4GJjEw1NLYSDARbOqU8LNKdPoGIDNg2l4TCNl9tybqs0r4/HAALB78VW8/XYKnpFkiLtxRimKbqlo8O1EBnyJcd2HC43ja7TMxZPIIXEIVsU9kXGZ4NSoECB31wKAmtYND7TwpQKW0mStgc9yuiASkgQyk3fpNJliaSRtxltcFegXXcLZuNuSPYilOXuU5okFz0EeYqFJxttC1RcY699GPP1vwatEI6FNrxoTwhr7rac69UG1rO+8s850fMj3gw24GmdwuUjU7nUVYEadO0cpcZU+9JP/Yxp/O4jD2I7DoaUCCFQgwJ+Rr60qNZUrw7hKzE4+sN2tOOKrFlbS1jy+OCUa0oEkNvkdKLsP3qSPYeOYjtOOppy+kID2995nztTKVNfscGqb1Wz9382ZzjoL/hSOSWzJ8H1fwi79h/KmrXpKMWlxia6enspK08NYHZguOshhKBuWi1103J/CdCOQMfcvxtFks+sWsG7H36EZQ98kTBNg5tuzD1ZIBcGklI9cgNHWXFxTnsRQ0oqp4zOoLM4HMI0jIzjBfe8Z+Y55wIFCnx6KQisPEihKPHHEKnZf0pD0JukOxZE6dHVNqm4m74hXY8k6ZV+ivzxdJpPANGkF0cNKgn3BImv+0PMhvcw2o6gfaXYdZtQJXWTe5Ij4PQJlGcm6vY/wrjwAXS14pTMxqldlXMAcD/lviWsq/zvALQHu9n9wS9RDDyUDEMytapyzHMDB2MauW0V6reW0Lo/mh4VlN5nQFK+0M+UxQHq7yol0WnjLTYwfIM6Ib0as2jQegLsnoF/X2xs4s33d9Pa0UVxUYibVq9k4ZxZYzruXfsPZT2gHcfh8KmzfPamdZipKNb0m4qpXB6k8b0+lK2pWRMeVT3YeOjs7iGX/dry5bOpqAsg+rs7NVjdgDM5onPNiqVIIXhvzwHiiQShUJBb194w5ms6Gmoqp1BZXkZzW3vGrETDMEY98kpKyZYNa3jx7ffS0T4hBF6POSZRWKBAgU8HBYGVh6A3kRZXADIVSQh5E/QmhjFFykJkFHtbyqQjGsJr2AgBScdA5xJsngB2/W3Y9bdN6Dwmhpt6cijBmXY7DF93nJMppSV84a7befHNHXT19iGABfV1V83hvPrGEPXbSjj7QnfKqFQgJHzmT6eluwGlKQhkzWXUmMXZnZ9mses6frGxiX9+4ZX0g7Wto4vnXn+bRDLJikXzR318sXg89w+0JmnZaYEF4Cs1x1UPNlZm1FbT0taRITxqqsvZunUNcojPmKdEY3XAZET2hBDcuGIpq5cvwVEqHZG8Gggh+OLdn+Xlt9/jxNkLKK2prihn26b1FGWlqfOzdMFcisIhdu47QHdPHzNqq1l/w3WUFk9s8HuBAgV+8ygIrDx4DSenzYLn/2fvvaPjOu8778/z3HunoReikADB3rtIiaQq1btkyZYtN8Vl7dhJvOu8djbJSTZ6z+uzeTfxbhzvm8TexHbiotiObFmS1axKUo0UewULSIAgiN6Baffe53n/uMAAgxlUEizifM7RkXTn9hnM/c6vfH+GS8Ihc8oI4u7FSfVdDsyeVcrvf+YRImEb0zQStUYXEq011TW17DlcjVPssuQb85nRX0Ygz6J0fQjDN3bUUfoZ9W21sXnzvQ9SOuS8jrddrFqycMLCoLK8jBO1Z1KWZ4WCE+5ku9Bct3oFB6pPoGLxxG+Ba69dmjIzUghQaI7Wnqa9rZdVixeSmzNxcTIaQohRI5IXkoDfx8N3bsF1XZTSU/avGisNmiFDhgyDXNUCqz8c4cjJ00RjMeZUlFNRVjptv6CvSoTGyPEGN6PBKrBw+0GNDOJIz05BO+D5O0yeV7a/hzZdNmxaRF9fhP37j2PoGj59170p8xHTnytjejm1dqQ3tozG4sTiNgH/xEYRbdm0nrqGRmzHSdQEmabJ3TdtPq/PXrPs43+E3uVV3ymytI8vRtby+eiapC7O0cjJzuLzH3uIt3bspvbsOQJ+P3Mqy9Pet7htc/TUaaqrz7Bt5x4Wz6vikbtuvaL+bgzD4CLouQwZMlzlXLUC63R9A0+/9Bpae51E7+89yLzZs/jInVuQUhJzTPymkxTFUq6mt0Ogg+dlen3VMCiuxDDxYmTjuZPbXmGakTskwBCgIhq3f3Jz1tq7utmweSGFhbn4/Rauq1i3dhEvvPg+J+vqWTQ3tXZNK03r/gi9dTGyK3yUrg96DQlpMDHJzc6irTNVZJmGgW8SkZDigny+8NhDvLf3IA1NLRTm57Jp7Spmlk59yHKXiHJb/k/pkBEcoYB+/p/sbRwwm/lu390T2kd+bg4P33GLZzAb8gr903W8Goak/sxQ192xU3W8t/cAm9eldpVmyJAhw9XMVSmwXNfl16+8iT0s5WM7DqfONHC0ppblC+cRjvsxpUJohXYUWkHPOZeXv9lO3vwgG//bzBRPokuDxpQK0OMOir6oCJ12/pwQYIQ0TrdIK8BkwBNgKjrxexvTYWYWFeHzeR9nw5AYhuTee67j1Rf2pAgsu99l+zfP0ncujnY10hQECk22/FMFwXLDE3quRsW0l74KeUXMz72+NSlNaJkm161ZMbEI2TAK8nK59wLWoP00cJAeERsQVx4R4fBMoJpvhjdTqSZmdioMjZmvB6YMpNqKxOM277xziP5wcgjyvT0HMwIrQ4YMGUZwVQqshubWtGLEdhwOVp9g+cJ5aAQdPX52fessuWUG3WccGvd57urxvjBnt/Wm9yS6iBjCJScQRQpvIImONOMzfJdFfZeQjF6qJgE00p9GgEkwgmnSiGNQXJaXEFfD0VpTXl40cEyNEdQIC/b9Uyu9Z2KJKUTK1vQ32ez+m1au/W9lHPlRGzXPdKNsTbDY5KY/EyxZModoLMZb7+8mFo9jGN54oBvWr5n4iU4T71r1ROVIzzTwaYMDZjOV8Yl9To3sIXEFQ//WCpqbOnjtjd2crGlI2S5up5pwRWMx3t97kKM1tfgsk2tWLGX10kVXVCoxQ4YMGc6Hq1JgjcmwB0DH0Rgth2zO7UweseJGNWde6xlTYCml6O7tw+/3EQpMftDy+GhyA9FEp6MYWJbtj9Edkbj60haZ6FFM4LX25gqOmQGc5ISfgC99cbgQgnmVs0BqrIIh8VD/am9CXA0/38b3+tj3dy2ceaMXNWBGGm52ePVPa7j+v1ewZtliVi9dRCwex2dZk45cTRfz3AJMXZcUwQJw0ROOXgEIa5TUt4DeVjutuAIoKSpM+n/bdvjR08/T09eXcD1/9e0dnG1qSRmPlCFDhgwfVq5KgTWrtASZZoCvZZqsXrow8f/CgJSBekmvpefoydO8vO1dHMdFacXcilk8ePtNBPwXrkvMMlwQqbYCAH7TIWxf6iregTl52cMiIRrQ4IYHrCsUjJwIrTWoSbqS65hE+VTSe6qUQiDI8ocwQsmRmVHFn4Izr/UmDVkGT1AffqqZuvWHcRyXa1YsZeXiBZM7yWnk85E1/CR4AGeYw7ipJfPdAlY6JRPfUZr3Y5DZ5aXMq5zFqfpkkSWl5K6bNiUtO3S8hr7+cNJIGdtxOHLiFNdfs3pK8xkzZMiQ4Urj8vgJfpExDMmjd9+GZZlYpokUAss0WDS3iiXz5iTWK1waRKapszICgqo789Lu+1xzK8+/sY1INIbtOLiuGiiof/2CXoMYTfgJkAM1WZcaFZU43QIVB+V4aT+7c3C2oMDpFYk6HxgmwPoml0bScYGKePtSrka5CqEl9FuASKkFm3lzVqpAllC4JIAc5SdHpEFxx13raGxp45Vt7/HbN7ZP6hynk3mqgKe6H6HSzcWvDXxaclN8Nr/sfhQxiWYBN0KK4ajWoCIghOTj99/JPTdvJi8nG7/Px5yKmXzuow9QUZYs4mobzqWYqYInxs41t455Dh3dPVTX1NLU2j7h886QIUOGy5GrMoIFnpfNH33241TX1BKJxZgzayblJcVJ60hDcN1fzeK9vzzrCQFXI6Sg4uYcZl7vjXnpC4eJx20K8nIRQvD+voMpfkmuUpxrbqWzu+eC/Xp3lJH20am15+FVEOonEvcRdSZmHzBdaFvgdKd/yGtb4HSCDA3YNNjgRoaGO08GFfZc86Ul0GogDTmYOFXJEce1f1xM274Idq/CiWiMgMDwS9b+l1Le+lqqRxUCCpf5KS8vorAgh47OXo6ePM3ma1ZTlJ9eaE8HDorf+o/zvO84OdrPp6MrWe/MBOB6u5JdHV+kWfYT1CZ5ExgfMxIVEQhjYCjzYFdnDJw+ONvUxPFTdZimxSceuCv5uo1hNhtKkJ+TjZQSpVJn9mVnhVKWAbiu4tnX3uJkbT1SSrTWzCgs4BMP3HlBI78ZMmTIcLG4agUWQMDvZ82yxWOuU7wiyN0/m8+5d3qxexUz1obIm+unLxzmmVfe5FxLK1JILMvk/i034O9vYEV2J0192XTGgrh+75e8YUj6wuELJrCUlkRsi6BlJ0VnEgXKeKN9lL68TU21K3B7L1DhsxKoWJrFA8JBDMRrgzNM7vl1FWde7qPzUJycKh+Vt+RiBiULPlrAyV91Jo3aMfyC5f+pENdVZGcH6ejsRQhBQ1PLRRNYDoqP5/2K3WYjYWkjNDwTqOa/9m/mq5ENwMDQcJVNW0cXrx7ZR29/mAVVlSxbMBfTNBA+kJZGuwP3KcVzTOD2ealdYXjCVLvw2ze2U11Ti+04SCHYse8gd9y4kbXLF3nu9xbDBJlm7fIl7Dp4NElgCSEIBvzMnlmW9vre33uAk3X13nzGgbmIzW3tvPjmOzxy960X/oZmyJAhwzRzVQusiWKFJFV3DD1Itdb8+3Ov0NbZhdYaF4WlopQc+geWZsXRPoEs0pw9NYc337yBhrU12EURZhRObKjsRInYfhxl4DftUZ3ng7448cjlK7BGYtsOb+/ex6FjJ1Fas2zBPG7csHbCRp7pUDHAACNEQggYUlJ5Yx6VNyTftKWfLiJUZnDsqU5inS6Fy/ys+Xox+Qv92LZDc3Mn4AmGrNBkRiadHy/6TiTEFXjaKILDX2e9w2PR5RRrLzJUXXOa517fhusqtNbU1J1l39FqPv+5exGGNzZIK42RBU6XJ3BT0MKLRgG1ZxsS4gpAaY1yXV7d/j5r189DWEayzYYPCkuz+MhdW/jVS68Pjd/RGss0icbiaR3r9xyuThv5PV57BsdJHiGUIUOGDFcCmW+tJDR+08aUCldJYo6FTpOIa2ptp6unN8nq4dHSOoqtCKYABrRAxbw6VjeVYr67isKvR6cl1WG7Jo5r4Av1p31diktfizVRtNb87LmXvIG8rsJnmRyvreV0fQNfeOzhlNEtE0egwgIVGYrMjJaGFEIw5858Fn48D2SyB9TWrfuJxT2B4/dZzK2YOcXzmTwv+E8kxNVwLG3wjq+e+8ML2LpjN+/vO5T0uu04rFg113PLH2gCENJLJRu5Gqdz7Ojh0ZrTaeupTFNiBuWoNhtnm1qSlmu8+qqXtr7DI3elRqTiduoxBrd0lcp8UWXIkOGKI/O9NYAUirxAJGF7oLQX/emOhFAjhjH39oeTOtb8wmV+qM8TV8MwLYeFqw9RvX8d5S2pbuIXCg1oLRAjxJTnUn+puwknTl1DI63tnUgpeejB61m2bA5aa2Ixm+aGVmYWliat39DUwrt7DtDV00NFWSmb1q0ae+jusMjMmGiB3UnC0dyxHZ5/8T2qq89gGgYFebk8es9tF9WmIU8HkFqg0gjmbO3j2de2pp1xCLBsWVXS0GYYEI4GIPSY44kMaSRMR5OWG8bo0wwE7DtyLGl4NHidncdPn8F1U9s451dVcPTk6RR/uqL8PPy+S1tHmCFDhgxTISOwBgj5YglxBSAHHirZ/ig90eTC3PKSYpxhLeiG0KOaapqWjXagvyE+jWcv6I/7yAnEGeweHHxOhe0r5+HU1NqOq1we+9gtzJ8/C9P0xKFlmQTn+1C9Gu14N/nYqVqefW3IWb29s5sjJ0/xuY8+SOFodVFOBGFH0IF8EgVZo6GFN7KnH2bMKOL+G29m44quhMC62Hw6upJfBA4TIVkhWkhWtRfyw9ptSbYIw1Fq6lHMlYsXsL/6eEr6Lh53UA4YI7LPgzYbI9cfel2nPZ8tG9dTW3+OuG3juG7CkDQ/N4fGlraUBpQMGTJkuNwxnnzyyScvxYEjkXjKr+JLQUd3D6fPNlBVFkzxxhLCS7FFbK/dfxC/zyIcidDa0YVSClsL1uR0EjJG1JC4krpjC2k6N4+59+aTv2A6DEcHjqUNsnKyseNelbetDPpigUtuODoZesNhmtrauOvuDVgj5vsJIUCCjomBVOLLxGJDolXjRUj6wxGWLpibvGMniu/Aj/Ed/jlm/Xas+u3oYDE6u8wb6RMAMTgPUXkzEoUPjCyN9GtM0yAWdsgKBtPWD10MSlU2ucrPO74zBLSFTxuUtmXxne/fTcO/9cE5H/FgBNefmkYMhfxUVpQkUoQwYPjqeFYaY5GTnYXWmrNNrQMjiAwMKXnkri0UZOchB25HIsqlwekRtLR10NbZnbK/shlFrF+5jKwsP+Hw0PsX8PtYvXQRpiFpautAKa+GrLO7h4PHTxIKBKZNZMXiNvuPHmfv4Wq6e/soys+7Ymu+Rt7XDBeGzH2dHq6U+yqEIBSafLDiyvwWGUBrzfHTdew8cIRoLMbieVVcu2r5hGqdlFI899pWjp8+g5SSaxbfRygw8Rt4xw0bKZ9RzM4DR4jF4xzNvZnr42+hHRdDuji2STzm5+DO6/DnGVTcMkbq6gIhDH9KtO1KYtGc2Rw8cRzXUYycnyyESFgt9IcjSeJqEK2hrqEpZbl//4+QHScQ2vFEVNzGd/DHxLL/CKNq9lD0MQRqoHtQ+oeCXGHCGDng9sJkhlBfaL4QXcsjsSW8a50l0GQS+bJLXzSOsiFbFJNdX8TZDUfpLxkaSi2EINxlgyu9TKCnHxNCaDhaa06dOcveI8dxHIdlC+exfOF8bli/lpWLF1JTdxbTNFg0dzYBvx/t4KVSgxphepErFRGgBbdu2kBtQ6MXkXLchDC7b8sNo15fMOAnOysLpRRKD0ViHcfl1bd3sGzhvAueLuzp7eNHTz9P3LaxHQfTNHh71z6eePQBCjOGqBkyZDgPrmiBtXXHbj44cCRRhNvR1c2hYzV84bGH8fvG7pz74MBhjtcOtYXvOlTLpjXzscyhiI/WEHcN0j1UhRCsXLKQlUuGnN9jkc0YdW/Te/IsdQdKOF29jLKbilj6mWLMwKXxdHXjiv5GG3++iT/v8o5mGYbBXddvTqQGh5MYsQP4fBZ6FCPVUDA5SigiHcjOk564Go5y8J15HTXnc0lvrxzYfGR9kfR7hpsTquGaRgp0kPviC9n1g0Z6+nsZNG+XWoIL5fsWcPKOXV6npCH55IP3UFleitPtiSBhedYLOg4jP9dvvPcBew5VJ/6e6hubOXjsJI8/cBd5OdmsW7Ek9YTUQCp1BLk52fz+Jx9l/9HjnGtupbiwgLXLFo/qgzVI9ShF9VJKzjY2M7+qckL3aaL87u0dhCORxKfJcVxc1+Wlt97hUw/dc0GPlSFDhquLK1Zg9Ycj7Nh/OKlg1nUVfeEw+48e59rVy8fcfvehapxhX+QvvX2QyvJCZs7IT6SnlBb0xyae1tPBQpwlD+JbAgvvh4XjbzKt1DzXyZEftQGek3rptSHWf6McM3j5Gvjn5eRATKGHdb0ljdjBs1ioKCulvrE5yWvJMk02rV2ZtD8R6wJppMzfEWh0b1vK8dMVdCde801dYGmtaWxpo6unl9IZReftn9WyOwxpSq6MuA8zZjFjdh5337R5WFrNK/Af7fy7enrZffCo94NjANtxONfSysm6syyaO3vS5xjw+7luzcrxV0zaZvQIlW+cH01T4dSZsylSXWs4c64RrXVmOHWGDBmmzBUrsM61tGIaMqUjyXFcas7UjyuwbDv5gRu3Xf6/p95gbkUxj99/G6bpeUxdypTQ2GikH2TQM9BUNrgM3YvGHX0c/kEbbmzo8dG8M8zubzdx3V9ePHuBqaDCAlzhObxLUHG8KIkS1Dc28csXXvO6zQaUkGFIBIJrVy9nxYgZgSqrHFRqwbUWBrpkEvMEB0TepBEa17Bp6W6nub+D3fuO09HRw4I5lTx8xy1T7kS0siWxrtTrMqXkP3/pcfzZk/vTrmtoTCsmbNvhZO2ZKQmsqbBuxVJO1J7BHlEk7/dZVJSVjrLV1JFSJoxNhyPGa4LIkCFDhnG4YgVWVjCYqNMYjhCC3OyscbdfOGc2B6pPpOyjqzeOFiEcJTh0vIZ3du+jPxxhZskMtmxaT2lx0QW7hvNBBj2zyETXo4Q++rz2RyU4/ouOJHEFoGxN085+Yj0u/txLkS4cPJ/xRKvnNK5iyevFbZtf/PZV4nZqIfcTj96f/r2xgthVW7Dq3kKo+MBZCDB8qKVbUs5ED0aFUk3OUdFxTjvlMjRWgUZqQVVBKRWVxaxdu4Cnnnqdk7X1vL/3EJuvWTXJnXrMf7iAQ//cmvQeCxNKr8tKiKum1jZ27D9Md08vVRUz2bByWUoKdZCA35dWYEkhCI6yzXQwe2YZN2xYy/adexPi07JMPn7/XdMSTVqxaD77jx5PspSQUrJk/pxM9CpDhgznxRUrsMpLisnNyqKjuyfJO8cwJOtXLht3+5uuW8fJunqi8bhXhCslUkruv/VGb6bg3gNs/2Bfoh7kVH0D9Y3NPPHoA5QUXUBHduWCGwczQEd3D47rUlyQP05kI1lcwdB/GyGN2yeItqfPBQkT4t0XV2AJS2Nma893SYOK6IF03+QeYCdq69Mu1xqqa+qSBJZyNB3VEQAKF9+LzirFqn0N4v2ookXYC+4DpwBTJ1tseMIOzGH1zULizVMcwy8qHUaWBqkxB6rzDcPAMAweeuh6/v67v2LP4aNTFlhz782j90yM2pd6kD6BdjT5iwJc88feKJrqmlqee30rruuiNTS2trP3cDVffOzhtHVQ82dXINMJLEOyesnFTXZvWruK1UsWUd/YhN/vZ3Z56bR5jm3ZtIGm1nZaOzu9D5IQFOTmcteNm6bleBkyZLh6uGIFlhCCxx+4i6dfep22zi6k9Fyl77n5+glFmbJDIb70uFeEW9/YRGF+HtesWEpeTjaO47B9176UYlvbcfjZb17k9uuvZfmi+ef3pa9crBPPYta/A9qlzzF5u72CY5FCLNPkodtvZm7lrPTXPiBU0ukTMVCmUrwqxJnXe1LqdIQQZJVdvNE5wtSYeUP+YgiQQUB6QnAyxOJxlE4tPFJKEY0PDSFs3R9mx7fOoQcyP8KA6/5iOTM2b0je0Aa73StgR3hF9IM+W3a7TtzLovwc2uy+SZ0reGNj0kVBsrOD5OSEsEd1Lx8fIQWrv1rK4seL6DkdI1hikVPh1S8ppXhp6ztJXlSu6xKNKd7ZvY+7btqcsj/TNHn8wbv5xQu/87YT3kid+7bcMLqv2DQSCgZYPG/OtB/H77N44tH7aWhqobWzi6L8PCrLSzPRqwwZMpw3Qo+0Tr5ItLf3nZcB4nA6u3uIxePMKCw8j3EqQ7R3dfPD/3h21AegZZrMr6pIO/JjYmhCLe9hmRrd24JTuwtivcSV4Mfn5lMbzcYyTb70+CPk5WSnbi40VpFO66StYuD0SPqbbN74gzqciEoSWcKEBR8pYPnvFSOM6X+IGLlqQGgkL9ca7PbJRYU6u3v4558/k1SIDdA0V1H9ER9nsvpY3l7Mpx9eAyPSeUZAcNeP500pcjdjRg6trb2jr2BoDL8GCSouEh16ZoFCpvkJ4zgu3/6fv2DRnCruv/XGSZ/PWHSJKH9hvsazgeOgYeFhixteCxKIeX8XeTnZ/MFnHht1e6UUDc0tOI5LRVlpih/ZhWLce5phSmTu6/SQua/Tw5VyX6UUFBWleRaPt900nMtFpyAvl7IZxRdEXAFkh4Jjij/bcaipO0tjS2oX2ngINPnBfgKVizErV2MuvoXAHX+MyJ+FT2puKfR8nJRS7D96PP1OtFejlCaYgxvxBEtWmcWt/1BFyZrkdJB24NRzXRz6Qeukz30qSDNVXHknMr6Z+kgK8nJZv2oZ1jATyLMLFb/6ZA/7clrpkBHEW5IYaYSxhoZtE/9D1tqlLbqf5sgO4m76OY8A0q+8OquQN4PPzNGYuV5FvIqkdiQ6jkttbROGNLj5umsSy5VSdPX0EokOGMXaTlKH5ERwUNyX/+88k3eCWEATC2qOrInzy8/3JkbsjGeUKqWksryMuZWzksSVUopjp+rYtnMPB4+dPK/oW4YMGTJcDVyxKcLpxO/zsXLRfA6dqBl15EfEdHmj9xh3lAYp0eMX1Q8S8sWQQiNM70EnDAsM8F3zMWKvf4ciy3vAukrR05f+wd7S1sGRHadYtmo2MyuKvHSGhpAMEreHUmVZZRZ2OPUh7cY0p1/oZtkTxRj+6dXYyvEK8FNEliCRwpsMt27awNzKWV5hsuvym4drsM0hFZPVa2HGU6/JtTV278QO2BU/wXutf4KrY4BgZ7vDqvyvUZV934g1NUYOiGgvoCGY64lGa8A3KyoQpucUr5VGaUVPd5jWs718+fFHE5YE1TW1vLz1XWzHwXU9U07HdTEMyZqli7lt8wYMY/zI26u+U5yTvdhi6D1XJvTmKWoX2iw+FeK61SsmdA+GE43F+PGvX6Cnr4+47WBZJq+/u5MnHrn/kowNuiRIjRxw+1dxJl2PlyFDhquPjMAahbtu2oRhGOw9XJ3UaajRvH9LlN2bo/jELv5UfsDN/ZV8P/wAWXJ/6XTiAAAgAElEQVR8l2mf4aat7xBZhSgri4Ze7y2xTJO5Fal2Cu/vPci2D/bguop3dx8gFAywetlCbrn2GvJLfEAsaf1wU2rH3SDxHpfgjGkWWP0C6RsxhFp5pp1TtcCYWzEzcW/+ILg/6bWjG9q45wcLMUaMgDEswYy147vcK+3wbus3iKvkMS8Hur5LfnAxhXnzEIO2Wl3NGC/9BNE94B6fOwP3+s8i8ssRfg0xidsncMMaYQpQkmyVyzXLh2qaGlvaeO71rUlCXg3U/jmOy76jx4jG4jx4+03jnvths5WwSH2/bQvayzXrs5axbOG8cfczkq07dtPZ3ZPotLNtB8dx+O0b2/nMR0aKzg8fMqAwskk0wRoCnB7Q8YsrsuplD9t9deQoP7fH5xLk4tVSZsiQYfJ8KFKE04FhGNx10ya++pnHkpzFD6+JsXtTFMeCsOkQky6vB2p5sOmfOXLy1Lj7HTXxKMBxFG90lg0MFM5hyfw5Sav09PaxdeceHMdNdE6GI1F27T9KQ1P6lF/e/PQpIWEK/AXTr6+1K3C6BCo+4Mbugts/ZBp6vhSrZNFUu6KLgzc2EwsOpbCMgKDsuiwKFo9vN9Aa3Y3SqSLF1TZn4r9FBrzidcMXx//edxGdDQjlIJQDXY0Yr34XHY8mv9FKoONioIA++brf33dw1CgpeCLraM1pwpHxPSLmuvmEdOpDN6RNPrHiBrZsWj+l4u1DNafoynKIW8N+aGhoaGpJa5kxNTTC1AhrqoZj04MwNEa2F4EVcuAfgZcGFhfvPL8V2s7mwh/y51lv8p9zXmFF0ffYZZ67aMfPkCHD5LmiBZbwacx8hVWkMHMVwrzwX3i52Vl8/L47CQUC+CyLPTfEcUYEqlwLjiyP8sy2bePWZUUdM6UuRyuXyNlGXnvqfvz1y7lh/Ro++8j9KWmhmjNn05tBOg7HTtWmPZ6XBkzexvALln2mCGlenF/g2hE43RK7TWJ3yIEBwxfm2P8lfB0hPUwoCnjqWwcJ/0mckmtClFwTYt3Xy9jwp+UTEhe27iP9A15huz1DvmNnD4DrIIatKwCUizizDxWd2PV19YxfF2Yakp6+8bsY74stJFv7MIalrwwtyMXPw3rphM5nJE/7j/DdP2zh3/6om+//SRe/e7Afx7iwf2fC0FiFXrepmauxijXSP7n6s+lCBka5Vu0J7YvBNquOfwntJSZcwtKmT8bplXE+lfcMNlPIs2fIkOGicMWmCKVfefUvg88SH5g+jdM11Gp/oaiaVc7Xfu8TNLW28/28X8AoX2pRw2HngcM8dPvNo+4ravuwpMLQDq7teTCF2xUv/JFFpKOUvE7BdX8+H8NK1b6GYaSVJUIIDCP9W1mwKMANf1PB4X9po6smRqDIYMkni6jc8uGonflCdA29IsZ3QztxhcbQgj+IbuBzG1ch13SBMNCBiQ/aLvavQaUpDjNlkFn5wwYVh7vATRO9ceLQ1YnOm9hncFZpybii3HUV+bnjv18BbfBSx8f5et5rvGPVA4Lr45V8p+9O/Gn+1PsjEba+v5tjp+qQhmTVkoXcsH5Noolgu3WG/yvnVSLDIjXHVsRxDc29v8mhorwUn3W+aSqNma9BJNfpGTmgHY12L+Nap4t0aj8NHCRM6mfNQfG+1cCN9sVx2c+QIcPkuEIF1lDYfpDBGXJGlvZMIS8wUkpmls5gs1vBy0ZNSo1rICwI9At6eseLNAh6Y0E++L/PEMwX9DW6NO6PJ4ImQkDv2Tj581PTWQvnzOblbe+mLDekZMWi+aMesXBxkBv/9sIOyb1cEAi+HtnIH0Q20CEjFKogga56fAe/hYh1AxqVXU581efQoeJx9xcwilic+2mO9z6Fq720nCkD5AcXJAusotlgmJ6gGo7pw8mqmvD55+eO3fprmQbrViwdc0YfysE68Rzm2XdZ6No8n11G/9JHcQrmpRVW4EU9//Xp5+ntDye6FT/Yf5iGphY+9dA9CCH4u9D7RERyt6BrwcllNnKrjwduG78ubDwGvcbSBRdlQKcdJH0xUXHhRbHSOfvH025ywYkIZ1QxFxOZbs4MGS5XrswU4Sgm4EJ4Pk/TyV/030hIW4jBIIcCMw5bXgxhGeao5qAjiUUkJ16K0LgvnpSRUg7489NfRDDg56Hbb8Y0DSzLxDJNTMNgy6b1FBfmn+eVnR/9kQh94fCktnFdRXVNLa+9s4MPDhxOWBRMBR8GZSobXyyMf/c/ICNtCGUjlIPsOYv/g79PO5MwHYvzPsvG4r9mVuhWSgPXcX3ln3FD5bdRw6IpunQhOn8meljkUBsmOqcEVTLxdJwQAmMUw1qfZXHLxvXcumlD2tcT6x36GWb9Owg3jkAj+xrJ3v19Ar0tqStLjQxo2vrbkYZIsoJwXJfGljbOtXj1fGeMnvTHw+SBT9yR3qNtkoxm1SEEl8W3k7ZJWKIMjr/UGtw+QF0c8fdIbAkhlRopdIRiY7ziopxDhgwZJs+VGcEaowRkKq3/k2GhW8SbnZ/lz/peZF+ohbx2wYa3g8xq9BEI+LlmxcQeroseK6DjaCRplpw0oXhVkGDR6G/L4nlz+NoT5Zyorcd1FQvmVJAdGr87brro7O7h2VfformtY2DMSA4P3XHzuG76sbjNT575LZ09vdi2g2kYbNu5h089dC9lM6Y+79E8tyPFIEygwYlitB3BLVk5of3MCKxlRmCt999FOZw8fY6I0UdZWRFKKSzLRN/6FeTRN5GndgIaNXcDault0D1xZTC3chZC7EpZbpkmj913B7Nnlo29g1gPRst+r8h+OMrBqn2N+MrPJhYluuGAimAhX/3qQ7z44vvs3XcysY7WmvauLiqrZnCtKqdB9uCOKOaWUjCPwglf41go2+vKG4lWF79LLz0Ct88TWYPdsCoqLmrq8sHYIn7hP8wOq4F+aWNqiYnkf/XeSTYXqRAsQ4YMk+bKFFgIVMTzFxr+C1jr8+1O05hSYUoXpSVx1yBdqGyOyuep4ONU19Syc98hItEYC1ZWsmndqnGNHAcpWZfFiv80g8MDhp/KgeLVQa79s/Jxtw34/axcvGBSVzYduK7LT555gf5IJFG439bZxU9/8yJf/fRjY96Ld/fsp72rB3fAld1xXRzX5dlX3+LLn3x0yuckoh0IlaY2SitEvGvK+80KBPk/P3yGvPws8vOzCYdjfPpTd+BbdgfmqrsT1+/2wmSKc4oL8lmzbDH7jx5PjGayTJMFVRVUlpeOu72MtHvKfITAEmhkb+PQAiM5rW6YBgZw770bOVlzjt5eL/q4YEEF6zbNQwjNn4qNvEwNYe0MGZVqk2+GNxG4UF8dyrOxMAZ+IwgxIK5cT9RcHgi0Da59aQSfgeSpnkd4w3eaV3w15KsAn4gtZ77ridy+/jBv7tjFydp6/D6L1UsWsXHtqgtmvJwhQ4apcYUKLAZqM7Q31w5Ae+3/U//Vq8kNRDClGtwdIS3oiQZROvWLSgjB0vlzWTp/7hSPB/Puz6fqzlz6ztr48wwCY0SuLkdO1NYTt52UrkhXKQ6fqBlz6PaRE6cS4mo47V3d/OZ3b3LHjRvJCgYTy+O9Lj2nY/gLzcTMvXSo/PnoczsR7ogCGSEQs6swQmpgBuJEPyeaOHECRZKvfPkhtr9zgH37T6K15p++9yw33rCS1asWYgoTFRZTarC444brWFBVyYHq47hKsWLRAhbNnT2hrkcVmpEirryzlri5Q3V3I73IhrN0yWx2flCNZZk88siNSEOi0bzLWcrIokH3gYYqN49v9G/iwfjiSV/jmNcQlmhbI4Pe+CcVE6goXLQq8isAieD2+Dxujyf7mEVjcX74H8/SH4mitSYSjfHO7v00trbz0XtuS9lPPzanzA5K3GxKJ2GQnCFDhslzZT3RkxC4/QK335sB583bm/oXctCKY0qV+IXvyTdNtj9KT3T6UnCGT5I3b2JRr8uNnr7+tCLJcdxx7QfG0g5Ha2ppaG7ly48/gmEYHP1JOyee7kSaAu1q8ub72fjkrLRzBd3S1ehTr0CkLZE204aFLluIKKpA6qG6mvHRGLmaCBGkDwqLc7j/vk0sW1rFv//8dUL+AAW+QkSv77ya5YUQzJs9i3mzJ1a/N3hu0g8iN4Q7+1qMMx8kR+4MC2fu7cMOMvqxDUMipWTjhuUJz7dv8Ab/zhHCeAXWlpZ0ixi32HMmfX0TuhpbXLII0ZXMgeoTRONxho+UdVyXU2fO0tbZRXHBUG3m/w7u5NtZ72FqSVy43Byv4ns992XSjBkyTBPGk08++eSlOHAkEk+JfEyNwYHB5/flnO2PMbLWWAiQQhO1rfPe/8UgK8tPOHyRWpvw6nUOnziVMjPPZ5lcs3IZMwoLRt22taOLptb2UV9XSpGfm4N9xMfhH7ahYhpla7QL0U6HruMxZt+exrpASJyZ670Umd0NgRzUstvQ1zwMQiaKpyfiUyVMMLKSxaCUgsLCXK5fvZa1S5eSnztxC4gLgdGwE//+f8E6+TxGy0FEwQz0outBSkRXEyiFKphHbNXvoXMGJgFojWw+jHnoGcSJdz17ifxykAZCSMqyS9m0dhXz587C8MM50csf8Duiw2SjEhoXRa72s8FJnTAwWS72Z/XDyo59h2hp70xZbpom5SXFlBR5acTnfcf5y5w3iQiHuHBxheas0cNxs52HYhc2IvlhJPN5nR6ulPsqhCAUmvwPkSs4gnWeCI30a4Tp1XtcTvJJ9JzBV/1rZHcdmEHsqptx5t4x+enI08ysshJmls6goakFZyCSZRiS3OxsFs0Z26pg6fw57D96POmX93Bsx+FcSyvtT/twoyNG7TjQfihCrMtJ33FpBlHr7sPx3Zc+UjbBN1uM8fckfN55XEzMuq1YJ55HDPgDiI4ziDe/j3vrV9Ar7sBZfgd2++APjiGsE89hntme2E531KNrduLe8TXcqInP8IEBOu7ZEeyjBR8GsRFxuYh02GbV8dXI+otzwRnGpaggD0PKxBijQTSa/Jwh8f+/QzsJj7B0iAmX3/lO0SWi5OvxpxxkyJBhclxeT+xpQyODCjNPYeQqhE9hFWhc7dKyp5+umii2KVMd1jW4SqIvovwS/c0EPvguRtcphHYRdh/Wqd9hHf2Pi3YOE0UIwcfvv5Prr1lNfk42udlZXLtqOU88ev+4BbaVM8vwWaPre8s0KcrPI9aTPvkmDIj3pnf7FqY3mDeduHJdNVDfMwEU6TtW9cBr04ZG+EaMjVEuVs2LCZE0iHBt5P4XEuclRnTzi2gn5pmtSdsJ10Z0N6Gq96Miw98ngdMDM3U2bhrha2rBXHVp7UAyJLN2+RLkiL81Kb1u3pmlMxLLWmV6CxUTSaeY6B9EhgwZJsNVILA0ZoHGyPJGW0gfmLlw7OddPH93Le/+eTNb/7CB5z7bhOOAGnyeeSbr9MUubn2UefrV1I4wZXv2A/Hxx6VcbEzD4Pr1a/jqZx7jDz/7cbZs2oDfN34o1TQMHrr9llGFmGFIVixaQOn6ECK11ArDEmTNTO8iPlJkDKK1JhaL8+a2veOeHwz4H43iCTJdHW7Cp7CKNGbOwNiYogGhZfcPTJhOs03XsG7BEcJPdtaQ7gYKN47RfCRluY5LlnWUMlflYY6MhGHw+ciayV9UhmkjNzuLTz14D8UF+UgpMaRkXmUFn3zwnqQmievjlUkjlAbxaYNK9eGY6pAhw+XGhz5FKAMaYQxFM4SA1r0RDv1ju+dBNeBD1X3K5uknWrjvBxVYhsbVkrhjTjl6Fe91ERKsrDTqYAyMnrMInSY8Ik1kuA3lO39zx8uFBXMq+cqnPsaeQ0c5fOIUPX39CKCspJj7t9xIwO9jyeNFnHu7D7vf9fSFAMMnWP1HJch0BkrgKWNNSipQKcX27QfYtfc4169djWmO/fE/19TGtpd28egjN2Oa3vxE13WJdWqyfNPQgSU1Zm5q5M3M1djx4KgpYp1d5EVfdWraUlvpGzQ0Eu1L/2AVSvKLzo/y5dwX+MA6h4EgV/n5+967WehO3aMsw/Qws3QGX3r8ESLRGKWlefR0p0akvhnezCv+GvqJ4wjv12MQk//etwXzavidnSHDJeDDL7D8qQ+sE7/sTjL4BEBDrN2l+YhL4ZIgU6WrJsrubzfRW++lZIpXBLnmm+VjmocOR2WXI/oak4YIey84qODQw00Khd+0MaTCcQ1izvnOhLuwNLa0sWP/Ibp7eqmaVc6GVcvJCqXe19zsLG7ZuJ5bNq7Hdhy01knz7QJFJrd9r4qaZ7to2Rsmq9RiwSMFFCwevWZExbzi9JG4ruLAgRo0NrXnGlkwe+zxQS++9TYt7Z18+3/+gpkzvXvfeK6dxfOq+Mhdt07wTkwc6R+960MGTOzZt2DVvZWU7tOGhVp5D8rVuN2pzR6qcDHa8IEbS35FGjiVm0c9XonO4pnux2gTYfpEnDzt54zRQ4eIUKin/veRYfoIBvz4fRaQKrCqVB5vdn6W74Z28o5VT6Wby9ci17LZ/nCO0MqQ4XLgQy+wBkdcDBdZ8S43fW2NENh9Uy+uiXU5bP/mWZzw0D5aD0TY9o167vzBHIQcPxpmz70Do+VAUjpISwundA34vaJVU7rkBiKDp4xluAQsG32Z+NpU19Ty3OtbcV0XraGprZ19R4/zhcceJidrdMsLa5SIkj/fZNkTxSx7YoInoL1aIhUcal/XWvPMm3/LrBvfxrDi7I3+ip1vbuGRzV8j4E9NA8dtm9aOrsS2DQ1DA5lrzjRM8EQmx6jWFQOdj86Ce0GaWHVvgBNH+XI44FvFntfrqT+7h5ysEA/edhOzykqGtpUGsfV/iH/P970048DQzvjyx9FZ4xuZFuog3wnt4N+C+/Fpg7hweSS6hG/33YHF5KKzGS4tFSqXv+m7ffwVM2TIcEH40AssFREpkYFZW7JoOxBN6U5TtqZw6dS7aepe7UE5IyNPEO9yaN0XpmTd+AJI58wkds1X8R19GtHXAIYfp/IG7AX3D65Btj+abB0gvFohHe/jUpfVKaV4aes7OM5QcbrrKqLRGG/v2sc9N48eNbmQaFvQ2NDD9r27Ua6i13yd4oX7keaAW3owjDHnZV7clc0j138lZXtDSoQQabscxyrOPx+ULZA6zWBhBgYLC4kz/26ceXeiXZt/+vmzdPf2obXnOdbZ3cNTz7/MVz75UbKHCVmdXU70xr9C9NYjnDgqrwqMiUU8/zG4i58EDxATLrGBAZy/CRyjUAf5q/6bz/uaM2TIkOHDyoc++a4db5aY1gPRLAVz7s0lq9zC8A+5ihp+wYovFk+6Zmo4fQ1xVDz1gawV9DenL1BOhyqYT3TzfyVyx3eI3Po32IseAumdlxQaKVKPIQTgXvpuoK7eviRxNYjSmpq6+ot6LjNLZrB51RpiYYeiBQcS4moQabrE819JjKgZjmEYLJlXlTKI2TQM1i1fMi3nq21PSA0vwdMKVAQYPvtOSGqb2glHYikCUCnFviPHU3cuBDp3NqpwwYTFFcD3QruIjGjvjwiHfw3uH7UBIMPlRXdvH+2d3aNaomTIkGF6+NBHsABUVKKi2usu06Adg1u+M5u613o493Yf/jyDeQ/mU7Ts/GpLipYFOftWb0pkDCB/wRQiY2mKmnWaTqCh9dNNzdUYzfswG94D5eLMvBa3fH1CsF1oAj5fWnd3IOGVdTGpLC/jU4/cxm/rv5P2dV+oD9d106Yn7775erp7+2nt6AAESinmV1Wwad3qSZ2DbTu0tHcQCgYoyBurY0vg9oLyec0Z6IHBwmm0eU9vX9oHpusq2ru7aRdhgtoixPnV5nWL9O2SYWwcXKzhXyEDxdOXl6vc1Utndw+/fvkN2ru6EULg9/t46PabqZo1/rzTDBkynD9XhcACcOMaYQuk5X35G37BvPvymXffhfP1qbg5h+qftRNxnEQ3l/QJCpcFKFh4YYz8NALbNbAMN0lPaQ19zQZ1Lx8jK7eHgmvnY+QXYh3+GWbzvsRsPtlTh2raTWzd70+LcWkoGEBKiUojpmKxOEop5EjL/BFEojFO1tWjtWZ+VUXSTMKpYIogQgUgjReQGylIW4MFEPD7eOLR+4m7UU7XNTGjqJDCMQVSKnsOHeX1dz9ACE+glRQV8tF7byc7K5AwuUUNFyQCHQd3nJma5SUz0kaQzi1Q/Pzhw3QEPCuKe2ML+F99d5Ktx7LO8Ax30QPnM0wgraOU9ziXssUiCrGkAcrzHTNydMINQsW0N+9xrB8DGaYVpRQ//c2L9IXDCX8/23H45Quv8uXHHyE358PTjZwhw+XKh15g9Z6Ns/c7TXQciYKAknUh1n29jEDhhb90wy+55btVHP1JG+fe7kNagqq7cln0WOEFPU5fzE9uMIIceMAKoGF3BGfHP7JwRhMqJjHedYnnLMaMnUiaUSfcOLLrFLLjOKpoelJdoxVrK60IR6OEI1GyQyFCwVTRefTkaZ5/fVuiIUBv1dx540bWLJv6OA8hJItyPkd13/eRxlC6S7kGy/O+NO72s8pm4DMmL5DrGhp5/d2d2MNSpk2tbTT1NrJ09pyElYSKa9yeyY17KikqYF7lLE7VNyRSsh2limce68G2hoTXS/6TdMgIT3d/LO1+hE9hDp/2o6GpJ8IZepjj5vEt+xYesH5JTLi4A6YlAUz+Vt/qeW5JjZmnk7S69IOQGqc7I7AuFafPniMWt1PMk5VS7K8+zo0b1l2aE8uQ4SriQy2w7H6XbV8/Q7xPJboGmz8I88oTp7jxbyvPy45hNPx5Bmv+sJQ1fzh+h9ZU0Ui6IyFMqZBCc+p3vfiO/oKKeY2Y5tDD3Nd3FIw0dRduHKO9etoEVnnpDM40NKUs91kW//TTpxFC4CrFwjmVPHDrTVgDReP94QjPv77NSyUOC4D9bvv7zKmYeV5z/5YVfwyfEeJI1w9xZReGU8Kq/N9nXtH0FWrv3H8oSVwBXLdxGQsWzfJE6GAJoKkwsqUX9ZkEH7nzVj44cJi9R6pxHJc9d9uoEX/RMeGy0zrHadmV6sJuJPtuOSi+rl/nl/lHEx2Dj8eW8xqP8/d8wF5aWEoRf6yuZXm4BIXACKoUXSgEYIEwNNrNiKxLQV9/OH0KWSm6e/svwRllyHD18aEWWPVv9uDGNSmWUjZs/2Y9t/+fOWSVX6mT5AWO8nIyJ3/TwV33nMQwky0mDGOUMmRhoK3pG1J826Zr+elvXkwqHpdS4rgurjt0jidr63lx69s8dPstAFSfqk27P6U1R06cYvM1k6t9GsmCgvtYUHDfee1jMvT2p6YkN163DJ8vuS5KGhLXp/CUysQFiWFINq5dyca1KwF4Of/fcdM0QPi0pN7oThFYRiB53b/mPZ4W1cQY6hj8hf8IpdEs/sm4x6thVOCGhw3LNkaJWGrvNSZYdicsjQx6kTAV97p/MynGqTOrtCStwLJMkzmZGqwMGS4KH+ouwt56O9VQdADlwMlfp06hvxKRwh01LZd+sfYK3aeJ8pJinnj0fhbPqyIvJ5s5FTPJy8lOElfgFb1X19QSi3spTNdVaeuKtFKXpEAeAKGxsRHmsLmAE2R+VSWGkdxMEAiMLujt87zG6+Kz8OnUP+mYcFniFKduIJPF0T+zjwipHYN/E3iPFcY/8z/6dxDu0Kio52oPnnN82uY04b0WjkSprqnldH0DSqX3mJMBhZnnzY+UFhghsAq0VzSfYUoUF+azaF5VUvOGYRjk5WSzZMHcS3hmGTJcPXyoI1gFCwNIn0hrnYCG7lPTNFDuIjNzywx6u/PIK0wWjCMNVgdReXPQgbxpPaeSokIevfu2xP9/91//Pe16UkiisRh+n8WCOZW89f6ulHUM02DR3NnTdq4eOhGhGSz0lgGFkQ1hwph5gAa7ixFF6aNz7arlHDh6nL5wJBFNqKtrYsGCWSmF/p2dvUS7vNqqqfLl6Dp+EjyAQxw1IE6CyuTjseWUpDGh1XGB9nlRI42ml3jKOuAFks4ZfXwnayf7rGZ+3PNw4jUVERhBTxYPfta08qJQO/YcZuuO3YlrNQ2DTzxwF2Uzho/b0RjZyZ9TIUBLkEGNCmeiWFPlwdtuYv/R4+w57KWQly2cy7WrV2IaGYPYDBkuBh/qCNasG7Px5YxyiQbkL7ownX1jIbvr8O35HoFtf4Vvz/eQ3XWjrvuS7yQ3FPyI2cV/z00F/8orvpoJHWPe/flU19yNY5uogZoX15Fpw1daWjgVF8fscziV5WVJw2cHMQ0j4e5emJfLprWrMM2hB8CSnH6+NreWOYf/Dt+e7yN6LryXlgworGJvuLKZ7w0HFz6V9OAXEpBg5U08khUM+PnCx5Pd63/36i7icSdRmO66injc5sWXdpCdFSQSjXGw+gT7jhynL02KcSxKVTavdX6GB2ILKVABqtw8/lv/Tfy/fbelXV/FPDHpeZsKVjJjzP1HhcNbvjqOGe1DC7XA7hTevgbEqRuGMyfa2LZzD47rErdt4rZNOBrl5799JSmSNdi9OBIhvLRhhqkjpWTt8iV84bGH+fInH+XGDesGRulkyJDhYmA8+eSTT16KA0ci8fSphQuINAWzb8vl7PZenP7k9IQZEKz/Zvl5GYuOe/yOE/h3/wOyvxnpRBHhVszGXaj8uehg8tDc533H+GruSzQb/ThC0SYjvOw/ySKniEXjDNgVhqDkhgpiei29zWG04UdXrUfnz0b2nUN4IRm09KGyy7EXf2RaLBrGorS4kAPVJ1DD3nTLNLnrpk2UDotozCorwTQMlFJsKolyb041Id2PcOPe/Tu3C7d4CfgvTAROmEOF3oP/IED6vH+PjKyA5xI/0SiWZZq0dXbT3NYBQDgc4+ChU5iGRAg4daqR3/72PbIDWfhMi5/85gVq6s5y6sxZdh44TMBnMbO0ZJyjDJGvAzwYX8wfRa7lS5F1rHPKEaPWdQlUlEQ34xJVxK/lMRR61PKngDZY4xjIxWkAACAASURBVJSxzB0mxrRAxwUq4v2jHcG2nXtobGlL2V4IwcyyEmaVFxMOxz2T30BqpFVrzdmGVrLMrLTC/MKjh/3cvHKjZllZfu++ZrigZO7r9HCl3FchBKHQ5Ou1P9QCC8AMSOY9kA8aeupiaKUpXhnkur+YSfas6S1w9+/9Z2SsO/F1LQChFbLnLE7lDUnrfirvN7TLSNIyRygOms18MTp+S7UQgrKl5TizlyIWbIIZi1HFS1G5leDE0P5cnKpbsJd8dFJO3heKYCDA0gVzicVt4nGbshnF3H3zZhbNrUqs097Vzb/84hnqGhrp6e3lkbwD+Ie5iAsA7SLDbbgzr538SQiNEdKYORoj6NX4SJ8XRUknpEYr3lbxiQssgILcXPZXn0hEbmIxm5MnG9iz5wQnTzZQVT6TWzet52fPvoTjuiilUEqhtaauoYnF8+aktbQYD6UU/ZEIUsoxvMc8QaSigpnRPO6OLaBbRmkW/cSEmyK0LG3whchaZqmx/cAOVJ+gvas7ZblhGCycU8nsWSXeF6sWxIkiDYkcNqvTth1efGkHeVk55E2zZ5OwNFa+xgh59V/S0t4o0CuwyP5KeWBdaWTu6/RwpdzXqQqsD3UN1iDSFAPDgtMU+k4joq9xQss1mjMy9WEEUGukX37S6ODn/sN0yyh3xxewJT4n7XqqeCnx4qUTP+lppCAvl/tvvXHU13/98huEI964n5B0CIjUom8ByCmlCQf8moaJKSMEjFKnxkDzacprA8Xbk6G4MJ/H7r2dF996m94+L+23YE4lN127jrycbHyWxf6jx9NGapRSHD5Rw83XXTOpY+47cow339vldXIKWLd8Cbdu2pAitBSat6xatvnOMEOF+GhsKd/rvY8m2cemgh/SL4Y81Ewtma3y2ODMTH9Q6QlYYcKdd66n+5k+mls6klZxlaKyvCxp2bvbj7B0VQUzZhQMGNEKXn1tN6dPNzKnrILK8umzPMEY+FwMv/UWmHkapxOu5GhWhgwZLi1XhcC6ZFghsNN4zlihpP8VCEpVFs1G6rplKvXX+y/9h/lGzms4uDhC87T/KJvtCl7iMxfs1KeCdjUt+8JE2x0KFgXInZPeIT0dPb19dHb30DjLYcdNEfoKXb7+OzDT9SdMIT0ofCCM1EiV1qM0A4iBYndjaD0At48pRTbmVMzkK5/6GOFIFMsy8VnJUcTROiiV1indl+Nx7FQdr779fpIH157D1QDcfv11iWU2Lh/P+xV7zSb6pY1fG/xN1rv8uPthbrareKb7Mb6W8wo1hieStsTn8Pe9d6VNOQrDq18bTKsWlebyxS/ey09/+hp1Z5oQwote3bpxA8FA8uci5A/yo399mbzcLEIhP03Nndi2g88yycsZf0D6+TDSqgIGPgvSi2xOVkxnyJAhwyAZgQWAJmDa+E0bISDmmETsgSKc88CeswWr5ncINRQC1dKHPWdLyrp/Et7MX2S/mTRYN6hN/qR/U9J6fSLON3NeIzpsvX5p8451ll9zlFuY7m679IRbbLZ/o554r+uJEQWl12ax4c/Kkcb499FVitPz4zz7aC+OBQj4waIcPn+yl5A79BDU0oc9/+5Jn580dfqyM0FStEoP1LC7Ya9DTgY0/hyDeMxN1BdNFSEEWaH05rbzqyp47Z0dKcst02TxvKo0W4zO27v2phicOo7L3sPHuGXj+kQX2VOBQ+wxGwlL77M06H31pdzfcrj9K6xxytjW+QRdIoqlDbLGmGtoZA+JK+9awbJMHv/Ebbz4/A4kkjXLFjOzNLWQfvnC+WzdsYf2jh7aOwa3F/8/e+cdJUd15u3nVug0PXlGeZRzllBAQgghosCAkDEYExzAYR3W9q79fXvWa6+9XmN77V17HT7b67gYTDJgMGAQIEAIZaGc8yhM0MSe6VhV935/9EzP9HTPaJICqJ5zdI7U3VV1q6am66c3/F48psnYEWU9Ovce05mPF7zPW4BcXFzONX36Cnnuuee4+eabufnmm/n+97/fX2s67+R6Y/g9CQxdoWsKv2lRFAhjaFmm7PYAe+S12MOvRGlmsvBcM7HLFmGPvDbjs/fGpvGvzYspln40JSiWfv6teQkfiU9L+9w75gmMLF5HEc3icXb1ab19YeNDFURrbOyowokpnISialOYoy80dGv7grxcVi0LY7fTtV+bXcAfxgaJ6xpKN1GGD2vcLTiDej7mQ0mByhYIUsmoVKJJ4iQUMgF2SCCjSa8nGdMIEsRp0lLiSq/eiW/Nt/Gv/CK+t76OfuKdTsyguk8wx+SK+WMxDC2VKjQNg2kTxjJ0UPeL3AFCnTh1K6WIxdvE/lO+PSlx1R4LyQ6jKvXvAuXrUlwBCDO7UPH6TG7/0CKu+8A89g1r4jXPESKk/175fV7uW34TpUWF6LqGrmkMHlDC/Ss+kOEj1t+oRNc+XpmvK/SgxCxO/tGD0vXrcnFxyUqvI1jRaJTvfOc7vPzyy+Tl5XH33Xezdu1aFi48/xYAfUHXnIzBya1/z/PFCcW0lGN6jxEa1vjbsEbfiIg3oLwFYKSnRxSKP/l28Uv/FhpFjOvio/hS5HJGyYKsqRiv6mQtCgLiwrRgx+psGg/HMwSME1ccfbGRMbed3dspJmwa89N34GiC/zOniO/NLOFw9H4cJx9p9e6WlXHQc9LTgcn0oOKJv7zB4eMnQSkGlhTzgWuupLQo+5q1mj14dvwhNd9RxBvx7H8WS1rYI5b0eF2OirO97secjLwGxYIpywLoNbegh6cyacxIhvWi/mhgaTHHTmYOaDYNg0C79Fw2oQ7Je9Lo6f+9WjoROyIErOI4H/W/AP7kNZcoHuODLGBo6nMDSor45IdvpzkSRROiW0X9ssWA1jSMXncayrhADyhUO9NVJZP3S2YjQ7IYvn3US/Mli+Itt17LxcWlA72OYDkt3U7RaBTbtrFtG6+3+zU3FwuG1rl7thAQ8PSDGanhReUMzBBXAF/PeZOv5bzBfqOWSj3Mn317ubnwMWpENMuOYKFVhp7lizyAwQPM6vtae4G0VKdpFifRvfohLwa+TvR+wMiBYCEYZxe6SimqamqpPFObPipECawGkXIeVyoZoXj44ZUcPnYi2bmnFBVnanj4mReJxrL/3D0H/5o2PBtAyATmkZdpVZhVWjM/9W/k6zlv8qrnCA6dX4N3a7/HycjrSCwkCSwasEqfZPbcQK/EFcDVl8/BMNKvpWnoLFkwJ63I/b7YdAIyU5TnKg9T7Z5FzZwoWSOEdUS5h+dpEgmaRIJmLUFEs/gwf6ZKa874fDDgP6u4klKyat0m/vM3j/Bfv3mEn//xSfZ3MmbprLT6eEWTNXfSBidM1rmQwkOG+32qXuu9OnHLxcXlnNHrCFYwGOSLX/wiy5Ytw+fzMW/ePGbP7n7qprj43LZedxdlx1AJi87MI01dUVp6bub2VdPMw+wg1m48iS0UzSLBYyW7+DbZDSJf5B6W8SgKhUThoPiyWMASRnEWr8hzgipR+EtO0Xw6vd1WMwXjbiju9vX7jLyMX7A5rQ4tgMEXmYMQkBf0YwY7j9KVn67id0+8QDQWR5AcLv2xO29i9PChaZ+TLYLnYPkJKipr0ry5AKSSHDl1giWXtwnW1nMIRzO9nQCEE6ekwGSVp5JbeQwHSRyHR9nJZQxmJffh6fDrFrXqqTz5DrKDg7qj4hyLPc7EXhrClpbm8oXCO3jx9bWcrKimMD+XG66az7SJY9I+9ynmsIpj/Jk9aXd/ru7FW2pSQPeHoSsUUaJYHdJ/z3Ow08+/WnyML7Mg6/td8fRLb7Bl197UrMtQc5jnX1vNp+4pZOzIYT3eXwa5LX86ECNGnEzhLTQI5nvwce6Ni7vDufq+utRxr+u54f18XXstsPbt28fTTz/NG2+8QW5uLl/5ylf47W9/y4MPPtit7Wtrm5HyYqhdUBT6VZvJZAdsR9B4pqnXe99hVPGcZz8CwW3xCUxz2iIDq83jePI0Yh3iiHEcXk0c4e8bs3s9jaOQHXya1zxHaNISXJUYwTCZB6Vwpg9r7Quz/3Eg73ztJMpJegjpPoG/2GDYLcFurWnr7n1oG44w7nqD/TMVJhqOUHyGWTygZiBtaGiIArGs2ycsi//3v0+n5hoCxBMWv3zkL3zuvjsJ+DIffsfKq7N26FmWTfnJqtS6S0tzU3/3+UvQmk5lbKM0L1UNce4seYpIu9q9ZhJslKf4cXgdH4/NTNumIXEUgQFZRtTUR8r79LP0mwHuuDG91i/b/pxcie4V2O3qiI6pBj4Xe5EfN9/Q8wMLMAuTHZsATSSws0TwEjhUhEOcifTsHBOWxfp3d2fMprRsm7+++g73Lr+p52vuJpq3ZaxPh99XJSHcnKAp3reazf6g/b3q0n+41/Xc8F65rpomehUU6nWKcM2aNSxYsIDi4mI8Hg8rVqxg48aNvd3dBUTQGAsgVWaxq1IQsXof+/9O4G1uKXicnwc28bPAJj5Q+Bg/9K9LvT9U5mKJzIePrgSjnIIu9x3A5NbEBO6JTUuKqwtM8RQ/1/12FBPuLmb4dXnM+NwAlv5iBJ7g2dN6h46d4LV3NmLHLJY+7+czPy7khzvmsiv2cb7uLEJFBXZDi8V6J+w7fCyrYFdSsefgkazbDCwpylq7YxoGQwZkDwUmxt6C0tKjaMnOxhvYadaQILMyOqrZPOnbk/F60BiGIluKWqPIMyXr8fsTheIF78E0cQVgCcmzvn293KmG3SRSadirGZG11suHydJEz4cOhyNRhJb9PqhvDPV4fz1Bxkl2nLbPPLd0ncr3x1hTFxeXfqTXAmvixImsXbuWSCSCUopVq1Yxbdq0s294EbBfr+VHgfX8xL+Ro1oDUmk0RHOIJsyU0HKkoDnuxXJ6F+Tbq9fwq8C7RIWNFCCFIipsfpKzkSN6cijzWKeIGdZAPB0eQB50Ph3tmbHkxYC/2GDiR4q57B8HMeK6fHRP926vd7ZsS6V7AETIYd9f9vL/fvgszZU2TjjZ0dcVkWgMR2aKFdtxCEey17MNGVjKoNLitE41TRP4fV4mjxuddRtZOpnE9I8i/SUoBNKTR2LCcuzhS9CV1umUQjOLyDA0P+NyP4Iu2kfXBIbwMT7v3k7PtT/prD7M6ea8xWwoS2DXJ8fwTLZKucueREC1idKANFnBJGbbg7rYS3baz3XsSPoQ6XNBso5PJtrq+GQCrLOIfxcXl0uTXqcIFy1axJ49e1ixYgWmaTJt2jQ+9alP9efazgk/CKzlp4FNWDhoCH6Ys45vNF/Jg7HZRG0vUbs1YtW9L8z6+D5q4tvx6oUM8S/C0JIPgFe8h7GzRCckkpc9h/lsdA5ImyeOTuEX3jC/HNpIzNDJl15+1Hw9U5wLUEx1gQg1Z7cV0IQgEo3h9Zw9ijh8yCB0TUfK9AiSaRgMH5L9QS6E4MO33MCaTdvYse8AjpRMGDWCJZfPwTQ6/9VwBkzHGTA94/WpTikFyke4Qx1SQJrcF8v8PMCEvPsJGIM5GHqUuGyg2DONyQWfJGj2vZZopecwP/VvokoPc1ViOF+OXM4Q2VbvIBAsSYzkTc8xnHZRLE3BokQZIREnT/WucUU5IlUo/n2u4wbPOJ7w7sZB8aH4JO7Nn0kNmUXuZ8MwDBbOnsHaLdvTRLlhGCye13P7jh4jBU5ItBOgrrBycXHJjlDqfEwEzORC1GDt0c9wY+Gf0kw6IWl9sL7uE2edr9YepRw21n6L6thGpLLRhIlAY9GA/6LAM4Gf+TfxvZw1JDqkAH1K5+vhxXz6dD7erb9OFnAIUNKhatoKcgcuROvll/Z7JZ/dkWdfeYN9R47R8Vb0eky+9PF70PWzR8KUUjz98uscPXE69eA1DYOhgwZw9y039GlgcE+u606jig/mP4WFxBYSDcFN8bH8vOmmXv9ce8MvfZv5XvAdIi33uqEEucrLm/X3M7idyCrXGllW+CfCWEQ0C6/UsYRssWlQXJUYwc+allGoul/w3h36cq8qpdix7yDvbNlOOBplUEkx1yycl9XE9FLjvfodcLHjXtdzw3vluva2BuuScnJ/0XsQK0tUSSjBy57DPBDrvs1BeXgl1bGNOCpZdO20uBJuqPk61w9+glvi4/l+zjsZ2ynglvBwvO9+H+G0FW4IYNDOZ4jlTkAFzu/MxAvN4nmzOVx+Esu2UvUtpmGw5PK53RJXAFU1dantdF0jGAgwZ9okZkya0Cdx1VOm2QPZXvtpXvYeplZEWGCVnfdoZASL7wbfSevGtIWiiQQ/9W/iofDS1OvDZT4bah/gWd8+1hkned63HykUiZbfkzc9x7k7/xlebrjnvJ5DVwghmDFpPDMmjb/QS3FxcXHplEtqGITIat3Z9l5POB5+ISWu2pOQIULWEUbIfB5qXopX6QSkQUAaeJXOD5uuY2jV8ew7VRL99KYereP9QHFhPh+74xYmjh5Jbk6AIQNLWX79Ei6bOrFb25+oqOSPz77IgaPlRGIxYvEEDU3NDMjzosvsXYfnEj8mt8cn8mBs9gVJ9R4y6rIWlttC8ranPOP1IB7ui00nFw+SzIL3vUYNe/Qz52y9Li4uLu9HLqkI1i3x8fwksBG7Q6eXEoqbEmN7tC+Vde4KgEC1FA7fF5vO9fExrPQeRgA3xMdSqgIIe012V0blELcbeSiwmpXeIxRJP5+JXsayHq7tvUhJYQG337D07B/Mwsq316fV4wzwRPnQwHIG7N2Ctl9D5o8gMe1+lL+ov5Z73jhTV8/mnXtoCDUzatgQZk6egM/bdU1aqQyQENkNdIc4nXvOHNbrMzoKIen4fkIPMfkSqgt0cXFx6SuXlMCa4BTz1fACfpCzNjXZQwHfbbqGQbJ7+VW9egfmgee4MWISMSexvaSCYwVt8/YM4SPfbDN0HKhyMgqcneIJmFm6tJTu4fOjT/HXQGXqAbndqOILkbn8Y7TnhoyXCtW19am/+zSbTw49hFdz0ASgHLSGo3g3/ojYld8E7dzOtutPDh4r59mVb+A4EqUUJ05XsmnnHh740G1dup0PlrksSJSx1nMiTWj5lcEXonM73e6KRBkbzFOpoc+tJITDtB46u7u4uLhc6rzvU4RHtHq+GHyZhYW/5768v7DAGsbquo/xtfCVfKN5MRvqHuDeePfsJfTqnXh2/C9a5AwCyLFM5lUOY3R9IRpedOFjbvE3ER2dCDugAqXYZVeidE9KZindw6HSUl4YpKU9FCOaxX/nbKBBtKW6pJQcPXmaXQcO0xC6+AsEzzXtIzrTg/XoQtLeKkmgEHYMvWZ31u0ty2bHvoO8vWkrh1rG5lxopJS8+MYabNtJFf/bjkMkEmXd1h1n3f43TR/gqsRwvEonR5rkSQ/fbVrKImt4p9t8NDaDXOXFUG0Xz68MPhSbnNZ96OLi4uJydt7XEaz9ei3LCh4lKmwcoTis17Hac5xfhW7mM73wmTIPPp8xh85QGrNrR5EzciHDcq7Fq3dtENqKNX45TvFEjFMbQFo4gy/js+P3EdcrMo+rdHYYVSy2RlDfGOLR5/5GLJ4AFI5UTJ8wlhuvem8N2e5P5s2YyjtbtmHbDsVmAo+WpTtVOohobcbLtQ2NPPzMC9iOg2XZmKZBUX4e9y6/Ga+ni+HZukLzKgQgEwJld7+GTylFXNZjCD+Glr07rz7UhGVlmpY6UnLgyHGuWZjd5b+VPOXl0dAKzogItVqE0U4hHrqO3hUpP6/X38v3A2t5zXOUXOXhweisDAd6FxcXF5ez874WWN/OWU1YWLT+h1wJiGLzT8HXuaFuTI8L20Uk8wENYFoOY4LLQevB5RQCWTKJRMmk1EuD1WmEqkB1WJYtJANkDgB//tvrNIXDaW7Suw4cpmzIIAYMOPcPQqUUR0+corahkZLCAkYOG3Jeu/SysXD2dCLRGFt376PCziMua/FqHaJQmobMy4zePP/qW2mDnS3Lpqa+gXc2b2PpwuzpNM0n0dtllLWAQkZViyFq0iF9k3GajeZpBsgcbo6PI4ekWKuKbmBb/X8Sd5JpzcH+Rcws+iqmlm6g6TVNZCd1ft6z1GC1p1GL8V+B9WwyT1Pm5PGl6HyWJkbSmX/TYJnbuxE53SRhWViWTYm6OGaRuri4uJwr3tcCa6N5KkOsANRoUepElGLVuSt0NpS/CBGpznzDk9M2fK0PfDp6GS97DxNtV4RvKMFYu4iJTgn1jSHqQ6GMkT6WbbN55x6uvuLcCqxILMYfn32RpuYwjiPRdI2CnFxuGrcUTeqUTPVj5pz/GichBNctms/i+bOIRJswdvwCFa1FqGSqVWkGMrcMWZDuzh6NxamqrcvYn+NIdh08nF1gaS3z6DrcV5ofZFyRsCX35z3HOvMkCeHgVTr/ElzFMw13UhYNsbH2GziqTdBVRNeQqGniigE/TNtfMCfAkAGlnKysTvMHMw2DudO7N0bngF7LjQWPEhE2UihO6U183HyeH7KUD8emtBiBnh9xHIvHeeH1tzlcfhKAgvwgNy6+ghFDB5+X47u4uLicb97XNVhFMnv6RQBB1fMZg9a4D2SdQ5cYc1P2SdE9ZLY9mP9suo486SEoPfiUzkx7EI81rkge37LROjlOtnRSf7Py7fXUNzaRsGwcKdHPeCl4fBwbv13B5u9X8NLdRzj6UsPZd9TvKPQcSXCwwYBRhcibvoQzZhHSk4f0FWCNvIb4ZZ/t0c+o9ZMnK6v50a8f53u/+D0//t2fOFp5ks6myGgexcO+Haw1TxDRLGwhCWsWDSLOJ/L/ysGmx3FUeopZYlEb30HYzkwN337D1ZQUFmAaBh7TRAiBpgnWb93J1t37M4xZO/K9nHdS4qqVqLD5F7Ea6ZPowfNn9PvEC69yuPwkjpQ4UlJbH+LJF1+lrqHxvK3BxcXF5Xzyvo5gfSE6j38OrkozXPQpnTtik/H24tSdgTNJSBvz4F8RsXqUJw9rzDKcsiv6bc13xCezND6KtZ4TjHUKmdiuNb6kqCA5N6+DmDJ0nUljez44tycopVoGKrekraSgbN1UDCspOO1E8mG981dnKJroJ39070as9AbNp9B8LfpJAN4Aat7tWNNuT6XtsuH3eRlUUkTFmZq0qKCu60wdP4bqmjoee/7llAVEJBbj8PETjJkwCCNLN6ICHvXtJKp1ELsCqrRmau1jkGX2nyZMonYVOUZ6NCcYCPDgXcs5UVHFs6+swnZs4gmLM3X1vPbOBk5XVXPz0is7Pb9Nxuk0cdVKDJtK0cwwXx5OWJE1zNuPVNfWU11bh9OhecBxHDbt2MMNi90OWRcXl/cf7+sI1kdiU/m7yBx8yiBXevAqnWXxsTzUvBRQCEMhPIpExKZ2T5RItXXWfTqD5xBb/C2i1/2Y2JJ/71dxpVB8O2c1M0v+h8/n/o0lhQ8ztORHzCn6Nb/1bQVNcOs1izEMA62lTc40DArycrudNurT+tqpkJwzBYgsD2bHUhz72/mNYukB6Ni4KUQybddpuKmFW69bgt/nwzQNBOAxDUqLCrhizkzWbNmG7aSLpd27M0f6tCLjAtmJVhEIAr5JiCzCXiqLXHNk9u2E4ExdPQnLThstZdk2uw4e6bKLtDPrEYmiEB9KKs401GHb5zb62djUlLpf09ahFLVuBMvFxeV9yvs6giUQ/FPkCj4fnctRvZ7BTi4lKgCawsxXKKHY9as69j/SgGYIpKUome5n3j8PwQycRXuexYqhN/zSv4Xf+LYmZyW2PI8kknI9xL/lrOaIXs93Rizlk3ctZ+vu/YSamxk9fBiTx47C6GI4cX8ghGD08KEcKT+FUgrN7qTWSkKi6TzbHHQVgGk1OwMQCqGDckhFbYry8/jcfXey/8hxGkNNDB5QwqiyoQghqK6pS4tsFRXmsmDBFEKhCEVFuW2RHwFOM+AI7opN5ns56WNqAIqkj8uCd/NG05tYKkxrJEsXPkbmfKDL7tPjJyvSjFRb0TWN01VnKMgLonmT65AJaFV5X4rM57N5L6VHcDFYwXiCeLCkzePPrSQet7hu0eXnbPTMwJJibCfzntB1neGDB56TY7q4uLhcaN7XAquVoPIwzW77IjfyFOhQ/lITBx5tQMYVMp58ktZsj/LujyqZ/7Uh532dP/dvzkwvtRDVbP7g385op4AJZglLFs45r8ODAW5cvJA//PmvJCyLSHEjQmaKTN0nGLLw/HaIKQvwZCmxkrSIK4UeTKYRWx1mZUylirxNw2Dq+DF0pLS4kLrGEABDh5Tw0Y/egK7r6LqWjGIJcCIgYyIlaj4RncnfPIfYaVQTFhZ+ZaCj8evQLQT0UpYM+h/2NP6aM7EtmFouY4N3MjJ4S5fnV5CXi6aJLMPRFaUD8zGL217XgyAjCieicXNiHP/SfCXfDb6DQmEjWS7G8V9cQyJhsX79HpqaowCsfHsdpUWF52Rgcl4wh6njRrP70BFsO9l4IITAaxrMnjrpLFu7uLi4vDe5JARWGppCGMmH8b6HG3Bi6Q8taSkq14exws5574ir16Jdvm8h+WbOakw0Bsgcnmu8i4HddKDvD/Jzg/zdvXew5+BRztTVYZoaodcETkKBSoqrwvE+Bl9xfgWWExYYpkpqJ0Eq6mQ3JQWU5pfpNVqA5gUlFTLSqsoUml+h+5OfkRZcdflsDpefwrZtbr75cjztfLGEECgFmkm7fYAXg7803sWb5nE2micZIIOsiE+kQCWd13OMwcwt/kaPzm/WlAls2bUXKdvEtxCCvNwgQ0YVZgRTtUDyPlaW4JOx2Xw0NoOTZiOD/H7yDA+NoWbWrNnJlncPpLaxbIdNO3Zz23VLerS27rJsyRWUFhexeeceEokEk8eP4vIZ07t0pHdxcXF5L3PpCax2UY54ffZ5bUIDKyLPu8CaZg/gXbOy8w8IiAuHOA4x0cjf5b7EM413nr8FAh7TZObkllTSIqi5OsqxvzVghSXDFucydHEump4eStp7H5ahzgAAIABJREFU6CirN75LqDlMSVEBSxfM7df2fOUIrAbQ/QphJlOAMtJm/qkHMqNbQgPdDzKS/HdrhKv1c5oHBo/J557lN/Lq2xsYPLg487g47D7zvxyq/guWCpNvjGdm0Zco9E5iqTWSpdbIfjm/wvw87lh2DX99/W3iiQRSKQaVFHPn8ms63UbzKRwreTIedEZbRWDBgfJTPLtyFfFEZr1hUzjSL+vNuh5NY96MKcybkawVLC3N5cwZdwqBi4vL+5dLT2A5JFNHOgyc5+f4K80ZjV1GQMNffP4vzbebr+aOgqeSPlhnyf7ZQrHBPEWjiJGvLlwUoGSqn5Kp2e0wALbt2c/KNetTqaGK6hqeeHEld918ff96IDmiJeXXEdX5tRQt72ukiStoiYQBw0eW8JUpd9OoQhmbbz7+n5yofyPla9Vo7+etyr9nycBfUeAbnfH5vjCqbChf+Ohd1IeaMA2D3JwAwqPIVsTflRvF4AElOFnqoQxdZ+yIsn5YaargrR/25eLi4vLe5X3dRZgdgd2UTO9M+UwxZo6GMFJvoXsFMz4/AJGl6+lcM9cewgv1d3NTYiylTgC/NJJz4TpphBMI4mSPwp0vEpbFm+s387OHn+Dnf3yS1ZvexbJtpJRUVJ9h1dpNKXHVim07vLFu83lZn+jC7kzZACLpEZvlGgsBwkxeZxklreA9ZtVTXv96mmkogMTmzUM/6Y+lZ1mPoCg/j9ycpEGussiqY5RMdjRmw+/zcsWcGZjtmiJ0XSeY42fWlAlt+2jp8GvudlRLoQckZrHCLFHoBQ5HTpfz1oZ3OXD0+EUx39HFxcXlfHLpRbAAZQmsOvAXmlzxP6Vs/00Vod0OhSMCTPnIAIomdB6ROddMcwbwh9BtyXWiCIk4/56zmj/5dmOJ9IfUcCePASrnQiwTSA4kfuTZlzhT34DjJEXU+nd3su/QMSKxGJZlZ+1+A6iprz8va9R8KmtERymQLfOzlUN2oaJa3iNZ54Wu0DyAgub4aVAGkJ5q0zRFTJQTTyTwenpuZtsjlMBpUujt5zCrZP2YSnS+2RWXzWRQSTEbd+wmEo0zYdRw5kyfnFrv4eMneGHV20lrCKUYWFzIgtkzKCksoLgwP+s+9aBC87Y11+qmYPSkQby57l027dhFfm4u96+4+dxfExcXF5eLhEtSYAE4luSPz7xC5ZkarBwb7XKBpmmU6Isp4tyadnYXgSBf+fin8CJWeY5TK6JENAuv0jGUxs+all3Q9R0uP0ltY2NKXAHYjkNN/dl9sPKC56kQXiWFUobIUsnaLQCkQFkKzCwjcLwQJdl84IQ0HC1p9eBNDMVxEhkTkqQUJEJFRKKxNDFxuuoMr6/dSOWZWgJ+Hwtnz2Dm5PF9nuMo4xrSUmheiVZ/DOorUd5SKBzXZZZuzIgyxmRJCdbWN/L0K6vSoo6nq2t45uXX0Q2dksIC7rz5OoKBdmOmhMpIsQIYhsaVV07nqT+/SV1DI29v2sq1V8zv0/m6uLi4vFe4ZAXWrgOHqayuSUVYpFRI6fDCG28zdmRZWgrlQlOsAqyu+xhP+/awwTjFaFnIvbFp57WDMBsV1TW9GtFjGDqL580+ByvKRMYEmid7HVb7qTV2o2izcmihteswQQKjAOwGkmJMglcUQWgqMncXmtEuBSp1Go7NJG9e28+mqqaWR5/7W+pea2xq5rV3NhCORFg0d1bfTzKRwFz3c7Tm0y1qUkP5i4jN/Xswexbh3LxrT9YaLUUytVtVU8dTL73Gx++4NfVeKsXaUZxqGgMGJP29HCnZffCIK7BcXFwuGS7BGqwkuw8ezpq+0oTgVNWZC7CirsnB5P7YDH7efBP/GFlwwcUVJKNQPRGiQkCO38eNixcycczIc7ewdigrmQpUKlmb1PrHDnUcdCxwmjWcJpJ18R27DvVkPVZ7rhz2rzQcm4ZjmSgF0fpiTm68kSunX4uut/1qrd64NeNes2ybdVt3dppC7QnmwefRQicRTgIhLYQTR4Sr8ex5ssf7agw1dznjUCnFmbr6tBmCnaVYpZRUVrYN03bL3l1cXC4lLp4wzXnGNAwGDy5m3NihJCyb3buO0tQcRalkR1VvSTQ5VG8J4+hxGiY+yanEqygkQ/yLmZL/STx69hqW80EUi2d9+3jDPMZQmcf90emMloW93t+ksaNYtW5jx9GIWTENgzuWXcvIYYP7nBbrGQInLHCibfVTMp58PeunjU5M+kXyvfZRr5KiIm6b9S3e3rSVkxWV5AaD3DR/BmNHpqfeqmpqsx9LQKg5THFB3+4Jo2ITQqX/EIRy0Kt3JNVkJ1MHpJRoWvp7I4cN4dip0xmNCWn7RtAQaqaodd1KgFQorWMnpmDXrqNA63zHsb04OxcXF5f3JpeowFIsWzafYIEPw9BwHMk1S2fzzDOrOVF+hqG9dLMuf72Rrf9djdAV8h8egqaTYCYffOXhl6mJv8vSQX9A76q17RzRLBLcUPAop7QQEc3GVBq/92/jd6FbuSbRu5ozr8fkvttv5rlX36K2IVl3VVJYiMc0qDxTm4rOmIbByGFDLoC4aocUqaL2rlCOQKkshfHtCt7bU1yQz/KzmHMW5ecRag5nLkmq9Fqm3iI7EUNKtqQM272kFFt372P1pq1EojGCOQGWzL+M6RPHATBj0ng2bt9FOBLNGM7cimXbPPXSqyyaO5MrLpsJetLqouM1k1IxfkIZR45WUFxQwKK5M/t+ri4uLi7vES5JgSVMKMwLpv5j3/q/+BUrFlN5uKlXIiBSbbH1v6uRCQXj98OgCoTZFlVQ2MSceioibzMsp3ODyF4RD6GFq5E5I+nsR/or3yamnD7Np6rCVPgN/jQ6h8qAwedy/8bu2s+g9zJbXFpUyIN3Lac5EkUAOQE/Ukp27DvI9n0HESQf2tMmjL1w4qoHyDjoOaRc4VOorjvzumLR3FmcrKpOiwoZhs70CePweswutuweTskU9OrtiHZeEwqBLBwDWno0duvufby+dlNK/DaHI7y8ei26rjFl3Bi8HpNP3Hkb69/dyd7DR5Pmo0ohO6QNHSlZu2UHpUVFTBhflrUGS9c1xowcyh03XsPIYUPeEz9/FxcXl/7ikhRYmjd70bOh6wwaXNSrB+nJt5qgdVZc2QnQM6MKjorSYO1nGEmBJaK16JVbwbFwBkxF5fXQ6FFJzD2PY1RsBs0g+q6Dp2QKien3JWe4pA5sceuaFxjTGCFoK2Ia/N9djdy1pJRNA0z267VMdvo2gy4YaLO20DSN0VNGok8rZJjMpVBdONuLHqOSrvBGMNlVCGAKg0hDJ4VG3WD4kEHcfv3VrHx7PaHmMIauc9m0SSyZf1m/LNmaeDtawxGwYwiZQGkm6CaJyR/O+OzqTZn1YLbtsHrDu0wZl5zHGPD5WLpwLksXziUai/POlm1s3L4787i2zYZtOxk/uqxTm4tcbw6BstzMN3tFcsxVWzTRFWwuLi4XL5ekwOqc3n9h21HZlqk5Uwq2kUoPtqLjI8cYlvz7qQ149j6Zqro2j72GPXQB1sQPdm3F3Q7j6KsYFVsQ0oaWOXV6zW7M/X/BmvShts+dfIcJDVF8TlIA+iSA4vdraphye5CA6nsUpRWJ4ps5b/EH/zZMpZMQDnfEJvEfzddi0s+jhzSFHkjWVikJTkSgEv3w0HUEdqOg1X20oDSHiOzbWJdxI4czdkQZlm1j6HpG7VNfUL5CYov+BaNiMyJUjgoOxh4yH8z09KOUkkg0e560MUsKE5LGpNMnjGPbngMkrMzxOpFYDJRAxtJ9sFSLybwT7R8RJDwKI7ddFE2B3djOasPFxcXlIuOS7CKU8U7c0UXv00CDLw+ie1q+7HdNhXAA5bS/vAJN8zAscA0kwnj2Ppns+FIOAoWQFsap9clIRDcxy1cjZPpDr3U/qLb6Gb1iE74srfc+R3FDnY+RsqBH59oVv/Rv5n9924kJhyYtQVw4POPdx3cD7/TbMQDQFGZhi/+SngzYGbkKzd8zx/CK6BpWVX6CF07exFtVn6Umtq3dux07DfuGEAKPafaruEph+LDLFmFN+Qirxo7mAyXPMaX4F9yR/xRbjAogGVkM5mSv+SrM6zzKVFyYn1XzCyEYOzwZdXWaBU44qfOTTvJg1YtkAXxf0RRGnkJopP6ggVGQfVSQi4uLy8XAJSmw0lr3W9v3VbbW/e5TON7H8Gvz0H0ClA7/8X8RByaC1BHoFHoms3jAzzC1HPSaPdk7u6SFXrml+we1O6nabn3KtaJlD1TqCr4ZXtr943WDX/i3ENXSI3dRzeb3vm0I4SBE/4xM0f3JNG9a15qWrJ9CdO+heyL8Kptrv03IOoKtItQn9rCu5v9yJra1X9Z4IXjRc5D78v/CRs9pzmgRVpvlrCh4kvXmSQCWzL8Mw0iPJBqGztUL5na6T13Xuf7KBRh6+j2rlCJhWS22DgIZ07DrNaxaDadJA9k/4lT3dT5v8QL0i7i4uLh0i0s0RZhs3ZcxlfyCbm3d78P/thNNDsbiMHX2EdgfwO/3Ms33z4wvKwEkhtbe+bqr43Rf88qCUWh1BzIkoQoOShNV9rAr0EKnELItPKcAn6eIwYFx3T5eRxqbmonG4pQUFaSsLRq0TNE31ynlkcQ1FPpbHNGlRlPch1S91/fC08llVMmIljqLdYRSil0Nv8yYJeioOLsbfsmSQb/q9douFArF14NvEhXtTl5AFJtv5rzFyw33MH3iOHRdY/WGd2lsDlOYl8vVC+YyftTwLvc9bcJYtu7ex8nK6rTXdx04zJCBpZQUFrBu6w4aQk0MHzKYBbOmkRvspzFOWToUASzbYtueI4woHUphfl7/HMvFxcWln7hEBVYS5QhUtG/7CFck2PQfldQfiKGkxJNXwunZB0jkRgmdPs7wyNUU5hdgOW1tVk7J5PQIUyuagTN4TrePnZiwAt/GH6EcC0Hb/kQ8hH56I86QecnjDZ6DU7MPvXp7ywc00AziMz/Z7XqvtHOORHn65depPFObSnddt2g+MyaNZ4Y1iI2eU6nPligfK+MfIA9PKjioa5J8X5T6aICeRwxV0vCz1YGg4+Yi+6XtiKNiJGT2kT5N9rEeruniII7DKS2U9b3dRpt57pRxY1IF7d0lFo9TUV2T8bpl26ze+C7ReDzVJVlT38iuA4f4xIduo6CL1GNqH5bN7oNHOFlZRXFhPjMmjifgb7PUV5ZAeVVG0FcIwbqNO3k9spkH7lzerWO5uLi4nC8uaYHVV5yE5K1/OEG8wUlGTtDwNQYZsWY6k78fZ8GsMSilMIxkVCcU9eMoHcwAian34tn1SHJHLUrBGnE1smBkt4+vcocQW/BPmLv+hN5wKNWmL6wwnj1PkJBOUrDpJonp9yOaTqPXH0Z5gjilU0HvXXH7ky+9StWZ2mTrfsscwlfeXkdxQT7/bixhufkEMRykUNxnjcPoIKKESEZbTN3Bcrp/C2peid6Fgb1SLUag3UhN6cKLLnzYKrO426f3raPyQvGm51inFUmlsm9+W4mE1anNQlM4kvZvKSXxhMXbm7ZyyzWLu9xvOBLl939+nmgsnmoAWLtlO/cuv4mBJcXJ/cVB8wMohCZS69m27RD1Dc0IIVi7ZTuXTZuExzTdaJaLi8tFgSuw+kDF+jBOTKbV2QoEoxYEuHz6MMx2tS5KQa4vRkNL1MYZNIto4ViM6m0gbZySKaicAT1egwoUo0Wr0zyQIFns7tnzGOx9Alk0gdjkO7FzClC5V/b2dIHkMOAzdfUZvki27bBh+24+OHgpr9Tfy48C69luVLHYHkaATCEnAK0H9VhCV+i56RGr1hq6Vg8mlQC7qXsRMSE0xuV9mAOhR3FUW1pTF14m5n282+u6WGgScT6d92L2gKCCU1oTd+Q/xQ+armNUL5oacoM5+LwemiOZIV8hRMZ4HaUUR0+ePut+39ywheZIBNlicWI7Drbj8MKqt3ngzuWtR8BugLATIWyHSSQsNm/ez569x1PH2r7vIHsOHUVKSXFhAXcsu4b83As/TsrFxeXSxRVYfSBSZeEkMmMGk2/JxeNNLyQWAgQKXZM4suU9by52Wd8ED0oh4o1Z3xIASqLV7kWt/xovjTmI3xzEjMIvM8DX/VRke8LRKLqmYZPp89XU0uo/wSnml003A+DRbZQ3ljUTacvu2zZo/uyFzkqC3UzSnqGHNXTjc+8FpTjY9DiOSmBqOUzKf4CysxjBWmGHg0/Xc2p1E7pXY/QtBYy4Pi8VXbkQvOo5gq5EpsBqFZ/AGvMEywr/xKa6B8hV3h7tXwjBTUsW8ezKN7AdB6UUuqZhmgaWZeNkmV+Y0y7N1xkHjh5Piav2nKlroKaunj2HjlJb30jZkIGMLhvG7594GcfJvPdaC+4Bqmvr+NNzf+Mz99zhmpu6uLhcMFyB1QcKx/nQTIHjpD8gjC58Nfvz6z6KxafzX+RHAYOySOdV3QLwOjqDmgOczj3FhpqvceWAn1LgGd/jYw4oLsLJYvmg6zqjhw/NeD3h6DhKoNM2fkYpsBy9TWh2h5ZC5z3U8DC7qCfGTYzhZsYkuzZ70aAghGBC/v2My/sItoxgakFEJ3P7WnESkje/VE6k0kZayZ/7jl9WU7MrwpyvDO7xGvoLC5k9PdjuskihiGHxtHcvH4v1fGzN2JFl3L/iZjZs2019Y4gRQwcxZ/oUXlm9lkPHT6TdF6ZhcPmsaWfdp651cg8oxe/+/DxKKhwpOXS8nHXv7mDE0EEcP1WZVWS1baoIR6OcrKymbPDAHp+ni4uLS39wSdo09BclM/zkjfCmmaZLTbL/7RCJTiYg27L/Lvk/B1fxhnmMb8zMJ6x3LTA0KQhayZ52RyU4EHq0V8f0eT0smjsT02jT5rqm4fd6mTN9cpYtBAfjimNOAkuCLQWRhIem+NmjG+1RccEjchfX8Bi/ZhtPsJfP8gq3i2ewrL5ZP2jCwKPnnVVcAZx8s4nomTZxBeDEFKdWN9N8qpcmav3A0sQo7G6kXCPCZq+Rffh0dxhYUsyt1y7mox/8AEsun0Mw4OcDSxczYshgDF3H6zExdJ3LZ05j8tjRZ93fjEnjMoara0Kg6xq27aTmIVq2QzgSJcfvZ/zI4ei6hmkYXXiKCcJZ0pkuLi4u5ws3gtUHhBAs+v4w9j9eS/lryVE5Q5cUMOK2ADYRdAm6ZtCaPQnHvfRXDMvC4c++vcSFw1OjgjgC/nV7IyOb7WR9U4fPS6Fo8LbWGimarPJeH3vh7BkMKCpiw/adhCMxxo4sY/7MqQR86aKpmQSfznuB1Z5yPErHEpIvh+fzZfvyHh+zMRHnq+INorQJ1zAWW6jkL54D3BGf1Ovz6QlntkVwYlnSlRrU7Y0RHHphjJlKlZ9/jyzh64G3sHGwW+NZHW63gDSZbve81q8rvB6TD99yA6GmZprCEUqKCvB6uncdrpgzk1NV1ZyqTHY5CgEBv59QU3PGZ6VSHC4/yZc+/hFi8QSxeJyDx0/w5rrNGeN/HCl7PbTdxcXFpT9wBVYfMXwaUz5WypSPJb/M404Db1d/lviRWsqCcxgWvAxHSorNa9FE70fSCEOh+VRLMbcgHrdx2iWFnhkZ5JmRQTyO4t2/nmZERCJa/ApsIWn0xqgOtHTMKY1Cz0SyTujthHjI4eSbIWK1NsVTA4y5bBhjR3Y9O/GLuS+z2lNOXDjERTKl8985GxjjFHJrYkKPzn+9eRpDaRnLjQiLv3j3nTeB5R9gIIxMny0hBL6ifh4F1G2STucPmtO5imH8We0jIixedo5yXG/AajFe1ZUgV3lYHpvY90OKlnmeElp/KHm5QfJ6WFhu6DofuXUZFdU1VNXUkp+Xy+DSEn78+z9Blrqu1miXz+vB5/UwY+I4Nu/YQ6g5nEobmobBzMkT+s+Hy8XFxaUXuAJLKfQzu9Bbxss4Q+biDJyZ3Wm9G2yv/xFh+xQKhyNNb3Gk6S00TEbkHGVG0Zd7tU/N12ZPIAQoj6LAZzLCyeewUZ/2WUsTfGPpPH7xloVRvQNlJjhSWM+uwRUtHlGCWUV3M2vghxGEkUoQTniwnM7FX+2eKGu/dhIpQcYV+nMNFIzxcsV3h6F7sl+nRhFjpfdISli1EhE2Pw1s6rHA8isj+3QjBUF1/qJGo5YVcPjZBhy73Wo0MIMapTP6ZoXQWzRf0htMaDCeIv5ZLEQp+CqX843YGp727sMWkuvio/n38BJysnR1dhuh0HOT8x+B5EzAJoVK9C31PXhACYMHlKT+PXLoYI6dPJ3WrWoYOrOnpItDj2ny8TtuZdOO3ew7fAyPx2TutMlMGjuqT+txcXFx6SuXvMAy9zyOUbkF4STrZ/T6gziVW0nM+ESPTTiVklRE16A6dNhJLE5EXuudwBIKPZg5EgYD/jN6LXfrz5LAwREKEw2fMviCvZTPFm7myh9+DH9Yh6vfgOtfhZwwc3yfZ2rRYrSWHepCkeuNE4oJbJl5Oyil2PhQBXY0veao4VCcoy80MHZFUdZl14sYOhpk6Tas1rIPFu6Ky61heNHpmDjyK4P7Y9N7vL/eEhhocvk3h7L5BxXYEYmSkFvmYf7XhyDOUgd3rtD8mf8fEALydC8/aLyWHzRf12/HMvJaxFzrqQow8sBuUCi79cXkZzSPaplLKHo8NueWaxbz6HN/I9Sc/IlLqRhdNpT5MzML531eD1fOncWVc2f14cxcXFxc+pdLWmCJplMYFZvTBiYLJ4Feuxet4QiysGdu10n7zOxWj4qzzG7pbI0mWTN5QoMrjWG8Un8PP/dtZEjlIT56JMTQuJc1ZStZO7GBqxOjQGmw6hpYdQ26B6a8OAijQ9RJCAh4EoRimbdDU3kCJxpv8Tpq286JK46/1tSpwCqTefiUTkSkD6PWlWBxouuxLNkw0Hi88YN8KP/POEgkCltIPh+Zy0Kr61RlfzNgVoBlj4ym+ZSF7hUEBvQhInSu6U/Np3UQV+3fCiickAAURr5CGG3H1nMUdqjFSqOb5AT8fPLDt3OysprGpmYGlhRRWlTYL6fh4uLicj64pAWWXrs/+1wVJ4Fes7fHAksInRLvTGriW2nvPirQGeRb2LtFdmLNrRQgYaJTwi83hTAqylNRuEVNJ3m4wsMv7jnEksfG4G0RTmZJ9n1BMpKVcT6hExQff4w7PnkKJQXHD4xl06ol2IlkfqirLKqOxkPNS/ly7spkYboAQ2nkKJOvRnp3LWbYA9lV+xne9BwjJBIsssoYJPvTTFIluwMUZ7V9EJogt+zimDQsYyBysggfSbYAYq8Rrdemo9gXbfeC5iWrCDNyFVYtmRt3dTwhKBs80LVacHFxeU9ySQssZfpB01PjXlIIA2X2rp5mVtE/8lbVZ3FkHIcYuvBjajlMLfxc79Zodf6ejAlEuBrj9Ka0KJzfUUxrSGDduo2Hxzdz7SOjyWn0sP+qM9ztyfRqUirTPkLE6vFt+gnCiSdFh6YYPv4wwfwQrz5xB7pXMHJZfpdrXxGfxBAnl58GNlKuh1hoDePvI/MYKns/ysSDzvWJnkYWz47mkyRybB5hF38Vhyh0fDzQPIsF/RAdaybBt4Jv8ZRvL3FsFlllfL/5WkY7/RORkVGB5lHJ3+ZkEAkAOyToKGiOa42s8ZSTL31cmxiFrwdfAcrJ2F3yddV2n2o+1WlmXZhd38/dRks2fAhAJkS71KSLi4vLxcMlLbCcATNg39OZbwiBM+iyXu0zxxjKdYMf42T4VULWUQo8ExgauBpD65nvU7vFYDeCkZ82jwcnDMoW6PWHsm4VtBXXVET50vWn2Xz9aVAw2ikg1nQVAY+V8RCMWunRGOPEGpDpwtMwHIoG1FA8pAazbAQjb+xaYAFcbg/j8tCw7p3qBULzKhJBm2vFYxylIRlx0+G1/KP8U/Mivs6SPu3/nvxneNesTBX8rzbLubHgUdbVfYJi1R+F8cl7RJigmQolBTJOWhROofhmzlv8zr8NXWloCAwETzV+iBl2NyNESuBEFHq7mq/WUUVOtBsip7NBiT2gfcMHJFOTMqZwmjPFpIuLi8uF5JIWWJgB4rM+jXfbb9q1hCvi0z+G8p1dPHS6Wy3AqNzbzvq5ZhKEtDgDZU5LQXh2lC2wakl1iskEbQ9PMydrri6hCep9JkKBHxNDafw6dAsxx4NC4DctNKGwpUYk4c0YWyOaKxAdvQgAYejM/byOb9aQTseQpCwlSBY4J6MWF+/DTwsoHhO7OdYqrgAERLB5KPg2X2B+r/e906him1mV1k2pBMSUw6O+Xfx9dF5fl99C8jo7Vvbr/LrnKP/r25FcR7u1fCT/GXbUfrrL+689MiLASY4uar0XnUhbEbsTFQhDZU0fZ7mdekaWhg8AzZccCN0v0TEXFxeXfuLSFliALBpHdMlDaA2HQSlkwWjQz23RchSLrwZf4znffjQEAWXynearWdGll1PyAdoxCOCUTgbNQDnxNAljYjCn9A6+GmlmsAxyW3xCys4gbnuI213XD8n8EajafQiZ/lTUdElgwkhUJ+JKC0j0dkEZzauQcVoiDBcnQoMXOEQkSyOCqXTWiZPMYVCv9r1fr0PLMiMwptnsMKp6tc/e8EffTiJapgKJYrPZqGC+nTnmKDvJ6JiMZ/95qkRS7KQCtq3pysa+R5g0D51at2le1am4dHFxcbkQXPICCwBNRxb1fC5fb/li7iu87D2UimpEhc2Xc1cyUAa5oqc1P5pJbM7n8W79H4QdQSkBQhCfdj/zzSnMj/RujfawKzCPv4GSDqLlKak0E6d4Aiqnk5SSptADHSIMoiXCEFMXba2MsqDEE0h6jHV4T6IopLfpXRjvFCGzNBD4pMG0fnZU74qoyB7eEUBc9DW0lL5Hp1kgoyrVASvjrUc6h/RD+tHFxcWlP7m0BZZSaKFySISRBSOS6bZzTJ2I8pL3EIkOBpxRYfPjwHquaOx5UbXKHUrsym9GmkZdAAAgAElEQVRSZNTTUNuIzBueLN7vC54gsflfxTzwLHrtPtA8WMMWYo+5sdNNtC6CYppH4VykAssJCx70zOAFdYhoO7EhFBQpP/MZRk2GA1f3mG4PZIY1kK3tarBQoNM7u4resiI2kQ3mqbTzA3BQzLWG9PvxlCOSRfH9iExAZ1ZjnUXUXFxcXC4Ul6zAEpFavFt+jkg0JUMu0sYafSP26OvP6XGrtDAepWcILIDjegiAGDZ/8x6iXGtkuj2Qq6wRaGeLAAiBXjQC6TT121pVoJjEzAd7uBGddppdrChHMLt+KN/KvZJ/Nd7GQEOiKJEBnmj8IKKobw/vPzWu4FvBt3jSt4cYNqLlAt1W+CRT7VIeblxOSb8Uu3fOB+OTeNK3h61GJWHNwlAaJho/aboBf1+c3c8xtuPwzuZtbNt7AMdxuHLhDBYumgy0pV1bGz5cXFxcLiaEUhfm0Vdb24yUF+ipqxS+tQ8hwtWp9BeA0jzEZz2ILO6HWW2dEMViUvEvMuphlthD+HZiPlOcEr7l3cDD+n5CWgKfMhjnFPFMw50E6bpuqrQ0lzNn+k9g9RihMIsz2/SVAquu527eF4JmkWCzcZp85WOmPRCB6Lfr+rrnKA/kPU+kXRTJUBqXWYP5a+OH+7z/s+Egec1zlJWewxRLPx+OTWW0vDDmnd29po//9RXKT1dit1ipCCEoLszjwXtvwzD0ZMPHe+C+Ol9c8O+A9ynudT03vFeuq6YJiot77rl4SUawRHMFIlafJq4AhExgHF9Nog8CS0nFoWfrOfR0PYlmSdEkH9M/PYD80V4g2dH3lcjl/DBnXepB+38SM/kXezYBZSB0wb/Zc7hLjuYq7/OENYu9oob/CqznG5HFvT/p84ES2KHkOJXUpRXgNPGeeQgGlYcl1sh+2VezSPAX7z6Oa43MsAfxO//WNHEFyUHc280qTmghyvrgD9YddDRuSIzhhnPgI3YuqKqppbyiTVxBcnRTXX2IzVv2MW/G1Au4OhcXF5euuTQFlh2FTtrShdW7WptWdvzqDMdfbsSJJxVGzfYob/1DOVf/bAS5w5IRqM9H5zFM5vHf/o04wuZb9hw86KmURxCTKbKIu5wxPGIcJC4cnvLtufgFFslxKClLCdHBUuIipskqZ2/jb6mN78SrFzI+7x6GBZb2en+H9DpuLniMOA4RzSJHmlgiy9QAklGsOi3aPwJLV+gBhWYmhxQ4EZF1RE1VTS3b9uwnGk8wfuRwJo4Ziab1bWBze4RHoeck7RqUk6xzUz3s8quqqUulU9sjlWLd1p2uwHJxcbmouSQFlswrIzlHJB2lmTgDZ/R6v4kmh2MvNSKt9MiYk1AceLKOy/6hrdV/eXwiy+MT8eg2hjeWUbcUxGS5PYpHjIO9Xs8FQwlU4uJq7KqurWPzzr2EmpoZM2IY0yeOx+tJ1h41Wyd5q+oz2CoKKOKyjq11/0HErmJ83t29Ot5nc1+iQcRS2jKsWWhKoKnMYJ5CMcEu7sPZJQkZMd7NP0WB8DFXDELTBSJP4YQVMtomnrbt2c/KNetxbAcFHDxazpZde/nIrTei631sjgA0r0TPbesmFRqIfIXdSI9EVkFeLlJmF6WRaIzq2joGFGefheni4uJyoem//7K+l9A9JCZ+EKWZqBZlozQT5S/CHrao17ttPp1AM7M8QCQ0HIhl3aazMjQbSY1IbuNROivi564u7P1ErYiww/j/7L13dFzXea/97FOmozeCvYFg76REihStLlGSqUbbsmzLJfF1ixM71Ymvb+LkS25yb9qyk+sax01usq1qdVGkJJJiE3sFGwgCJHqbdtr+/jiDMpgBiMoinmctLZuDOWfvOTPA+c1bfu9F2kWy+7GjJ0/z379+ln1HjnPq3Hk2bd/F93/5FImk+5xj7T/Ckgl6S0JbJjjW/kNsJ9l3iUvSJhIc0OozAneOcEeB+2VKxEgISo2vR983pJE12fh2YDfz87/Fp8TveEj8moX8F1W0IAQpXzL3tSUNg5ff2o6VElcApmVxoaGJwydOjWgPLhI1y1xEIdyhz0NhUnlZv4JPUxXqm1qGu0kPDw+PMee6jGAB2BNWkYyMR63egpJsxy6ZjzXhRtD8wz5nuEzPiF4BICBnSvYCdctR3YgP6cXhBjbf0Q4TdnQmO3n8SWzVsPd1PWBg86XISzwTOI5PqpjC5pPxJXy1fQ2/e+NtLKunjseybDqiUd7Zd4h1K5fSnDxItoimQCFqnQcGmJKdBYlrf5ANHyqfjS3nFd8pSp0QfxS/kVXmyEYJbddq+PvIWySETSI13TmKyUP8hn18EhCgAjacq7uIqihYfaZAm5bF4arTLJhdMaK9IOj3a5sY4l8bIQTL5s1m+94DWa6moDBvbGvWPDw8PEbCdSuwwHUrdxZ8dNTO58/XGL8mQu3bnThGzy1B9QkqP9hfCkjQngiQE0ikFd2/47Rxa6KCP7JKud2YjnadBhsHy9+EN/NswK1X6/Kb+kFgL7ntStZuVdt2OH7qDOtWLiWklRO1azOe40iTgDr01F1UGL1nLqehADv08xzXmjhOExfUKN9sv4cF9vBNR38Q3Euijwu9BJqJs5sLLBPl3fpR17R+LTP8/oG7VAdFajZhVquOYfhirVg8nz2Hj5I0erpuVUWhuDCf8tKhCV8PDw+Py4l31x5lln15HNPW56H6BSgQmaSz6usTursIs2FLldZ4iI5EkM5kgJZYmIWJqfxZbDV3GzM9cXUJbBx+HDxAok+HXlyx+FHR4X7rePw+V1DMyv0Iqkh/fxR8lIfW4lOHPpMyV/r7fc9MHN7Rz2MKB1M4HFEbeTD/FzSL+JDX6aJJiWftI1AQtMpk2uDnSeVl6Frm9ypd01gyt3LYe+hBYMfcAvveSOkWug+VSCjIRx+8l/FlJQghUBSFyhlTePT+u/qdhenh4eFxNXBdR7DGAkUXLPxMKQs+XYJjSVTfYMWRyBi4fKWwcBAw6AHAY4qQKH4QisSx3OL5vuGRBDYm2cMjrWqS4sJxXGxsJs3yLaBirCvkBV8Va5nH4oI/5UDrN7BlAikdJoRuYXHBl4e01db2Ds5fqCccCnJPZCYv+qswenUO+qSCkIKk0muvAgzp8MvAYT4TXzak9bq4L1nBTq2WuJIuMA3psCxRnjYHUlEUPnT/nTzxzIvYtrs323FYtXQhUyaUD2v9vjhxN36nhqArlGd3krWbsQspJY0treiaRn5uTtrPSosK+fjD92PZNkpKZHl4eHhc7XgCa4wQikD1Df4bthlzSDRZBEs0tMCVuYGcVdr4k5yXeUs/h0BwpzGd/9NxByVj7DLeH0KTaHmuKBIKKI5E2mC1Qm+RFUJjkp3HGa01/QQSllvlPHLP7fzsmRdpj0YRQlA1NcHvNrajK7sB14vqP333sD70GxJ2E7oSQVNCCBxUYSHtBEI4SJn9fZFS8uLmrRw4VtV985/7pkbbpyawPVSbqglzuMmYxFt6dcbxCcXilDr8gu0PJubxw8B+TtFCXLEQEgJofLVzDeFEMOP5ZcVFfPHxRzlzvpZk0mDyhHIiocznDR+BE3fnEfbkSvv/XThdU8szr2zGME2klBTm5/Lw3bdR0KfGShuFDkcPDw+Py8X16eR+FSFtyf7vNHDmhTYU1U2tzHiwgLmPFw05BTISV9xODFYWfY9mkegeTqxJhUl2LltbPnEFolkSvUBmFEZLCXYMnFj6fjbpZ/h43tMksJACVCkISI1nWz/EfLsUKSV19Y3UGK1sXPy7jGhPQGq80/xJyp0cVMUm4k+gpq6DEO66CVMnZvroKxYOHqvihc1bMa1ecwyFoKQwn/WP3k6d0sksu5AqtYUH839JrM/g5bCj80+dt7MxOXfYVyuOyS8Dh3nOf4JiJ8gnjcXcoJanhi1ffS76XZ/Vto5OvvOz3/S5dhAJhfj8Rz/gRauGyLXijH2t4V3XseFaua7DdXL3/npdYY78tImzL7bhGBIrLrGTkpO/beHkU62XPhgAmSqOH5lYfTpwjBhWt7gCN7JTr0TZ5DszonMPCwW3860PQoAayHz8FnMqT7d+kPXGTCqsQh5KzOGV1o8wP1U8LoRgfFkJRypiWZeTSJ7yH0MgyQ3EUYXb1dnt5SQgoJv4NSvj2F0HjqQJBEg5jre2E2yRLLPKyZF+FltlLDfLCcge1ahLhRInzP3JWYO7Lv0QROfxxCJ+1fYw35H3sDqnHDUEahj0Qoniz16HdqXZe/hYRo2clJA0TM7UZDYeeHh4eFwreCnCK4iUkpNPtXa7vndhJyUnftXMzAcHnhPnU01CPgMlJYoco+snQ49WHFObMuYjApjC4aTawu1DPuPY0V/MdbE1jh+0bxjw2E5hYGVxVDex6RQGfs1EkOnjROqxgGaStNKHI5tW5nUD91tPWmQGwU/bHuSboZ38JHAAE5v3Jyv509iqEftgda+hgxLI3L+ag9vZepW56rd1RLGzNCFIJJ2x4Rf+e3h4eFxpvAjWFUQ6YMWzRxaM9oF72nXVIuJPoiq9Ii1WlKBuDHhcf8y3Sgk7esbjulSYbV2BdnhHIO1MMWWaFqdP1mGamZGkwXCrMS1rh58fjduN6SiKk1VcdSFEprqbPWNa1vogTdUoLsjPWOePY6t4t/nTHGz+LH8fvZUCOXr1T4q/H/UpQRkFF4bRZtrE8qxdjdKRTBg3fOsKDw8PjyuNJ7CuIIoqiEzIFDUAeTOz5MF6EdSNrEIgqJsMJ134/uQs8mUArVeEwydVptr5rDUnD/l8o4HVLkCCaVhYlo1hmFRX1/OL37zOj5/6Xb/2CwMxxy7mw/H5hBy9+zKFpM6GRCVLrHFYttqvu74ErCxCauWi+eTlRrqFgqIINE3l/tvWejVEl2BOxXTyciJpAlXXNObMnEZR/tAtMjw8PDyuFrwi9yvMxd1R3vl6bU+aULjGpDf9w0SK5gYBiaY4SCmwe3WxFYQ6UbKZOUpoiYf67XgbcC8iyv+KvMGL/ipUqfBgcjZfi95Mrhy+u/1IudDYxK4jBwiHA9Scb+TcuXoAfLrG/bfdTOX0qQMcLVECbqG8tFLF3inX/C16Nb8IHMJBsjE5l1uNqanBwpL8YAxFpDvrd1W5RQNBzDYFaaVffMuyOHTiFKeqz5OXE2HJvMqMLrjLgdAkWr7MEN9SgtkkRjVFKKXk5NkaDp88jaaqLJxdwcRBRp16F7cmDZOd+w5yuOo0mqaybP4cFs6u8HyuhsG1UjR8reFd17HhWrmuwy1y9wTWoOi9z9H/o998JM7RnzbRcc4gb7qf2Y8VkT8zgF8zCPuMbmNsWwo6EkEcqZDjj6OrdsaN1JHQEguPyT6vBLsOHOb1rTux7MyU6fIFc7lz7Y3ZD1Qker4EaaM0VCEtE1k6E7MzeMmOOoEkFE7iw0LgmqBbqorh87lCNypwEpe+vmbUpm57FDvhULosTHhc9mjlUDmhNlGndDLfKqUwS3pRCTmp+YN0u6pb7SCN0YumSSl56pU3qDpzrrvOTNdUVi1dyJrlSy55/LXyh/Vaw7uuY4N3XceGa+W6DldgeUXul0D4HLQIbjJVgh2XODHBaAqYwjlBVv9d+jw6TbEJ+9w0YNdKaqrDrTUeIm760NXMIuCYkWkjcC0TCYXcNFsfgaWqKrmRcL/HqRGJaDqNuvm7qRktAhwbsfQRjIKB5zpKBHHHhxHyIfpqEjm4kS/1e6Js/3qta/HggJQNVDxSwNyPDb+erVnEeSzvtxzWGtCkgiFs/kdsGX8VW5OKvrk4MQUnKd2aK0mak/toceZ8XZq4AjAtm62797OwsoLcnKH/MfLw8PB4L+EViAyA0CVaLgjVLSIXCqnW97GPvPm1zGJ1t5hdoioOlqPSnghi2orrDeUI0PNIWldhJfMImDl1UtYCckUI5lfO7Pc4RTFQ3/g2woghzCTCTCBsE3XPk4jOukuu2xWh6h3flRJwQGZvGuzGTtq883e12Ike6w3HkFT9uoWmQ8PvjPt07nPs1y4SFxYdikFS2HwvuIff+o9m2UTK7DMxumnBLo6fPpthTQGuHcbJc+dHfT0PDw+Paw1PYA2AGsqsZREClCAM13cq2WZz6L8aeO2zZ3jrKzVc2BnN+ry+NUB9fwakRFaI5liE1ngYRb8yjutjiaaqfOSB9RTl56FpKrqmkRMO8aH77xzQfVzUHsnu5+DYaOffufTCUmC1CmRKQ0gJ0gCz9dLRy8YjsaxPsQ3J2ZfbLr12FhpEjO2pGYa9iSkW/y+4e9DnaW3v4NW33+Hnz73EW7v2EosnhrUfv66jZPmACgG+LF2BHh4eHtcb3l/CARADTeZQcItzhkCy3eb1z50h2W6noiAGzYfjzP5IEbM2FqY917Q1dDWzU1AAlv3eGhnS0tZOU2sbRfl5WQvDiwvz+fSjD9HS3oFjOxQV5F2yAFrGk2QTwcL1xhjUvqTtiqzikgiNjR0MJKwcx6G67iJJwyCP/OxPkuCYwxPm7UqiOy3YlxZlcK+n5kI9P3vmRWzHxnEk1ecvsHP/IT65cQN5Q0zpza+cyY59h3D6pG6lhJlTr0zXqYeHh8fVxLAF1q9+9St+8pOfdP+7pqaGDRs28LWvfW1UNnY14FigKFlMJ1OpoqFy8qkWjHYnLcVkJyVHf9LEtHvz0UM9AcWEpRPQTRR6IllSujVW8j1SY2VZFr95aRNnampRVQXbdpg+aQIP3HVLRlpQCEFhH/EVxeSAfpF8J8BsO722yYpUomUzsFR92KULhrRPt76p/2ve0NzCz555EcO0CIcD/N5H7+uOfPVGCwomvi8n8weDYKqdTwCNGOn5SU0q3GFMH9Q5frfprbS0nmXb2LbNpm07eeDOW4a0n+KCfO5ceyMvv7k9zYrikXtuw+8bnWJ+Dw8Pj2uZYQusjRs3snHjRgBOnDjB5z//eb7whS+M2sauBpyYQPGlRxyk487CG04hef2uaNYIhlAFbacSFM/vneITtMVD+HUDn2ojpSBh6Zj2eyfo+Pq2XZypqcWy7e4uwVPnzrP5nd3ctnrlgMf+MLCPr0XeQJMKtnCYYufzRNuDTHBcESb9BZjTbkc/8zrYhmvAoPpw8mfgFA9/5l9fpJT84rmXu13HzVYTR7dZ+hcl7PnfDTiWRDqgBgTlN4UpW9F/Yf5AqCj8c8ftfC73BZLYOELilyp5+PmyPfC1AkgaBs1tmelJCZysHl7N1OK5lVROn8rpmvOoisr0yROymoZezUgpaTOrsJwY+b5KNKWP/5x03G9a6nurttHDw2PsGZW/hn/913/Nl770JQoLCy/95GsIaQmsVreoXeiAA3Y05ac0DAIlGpxIZmSupC3x52dxs0aQMP0kLlFUfa2y78jxDPsFy7bZe/jYgAJru1bD1yJvEBdWt849rjbxobzfsKXl8e6OOmvGepyCWajntyHsJPa4pdhli8lsDRw+dfWNJJLJ7n9L4PnfbeehB2+meNFEzv6uEzPmMOHmMPnTQ4gRDF2+16zgBXL4T7GHatpZJybzaRZTGA5iGhLs/s+tKgqkfL764tOH/2cgGPAzd+bgImhXG51mDdsa/5yE3YRARWKzKP9LTI7cBY6FfvwZtJq3wbGwAjlYcz+ELJ5/pbft4eFxjTBigbV161YSiQT33HPPaOznqkNaAqttdFJyMx8spH5XLG32oFAhZ4qPnIlj8w3ZkRYNiT1YMkaJfwk+9epwx5ZSZu1CAy45Bud7wXdJkP4cW0jOKe0cUhu6BzwDOIUzcQr77zbcp11kj1bHeCeHW42p6NkmTA9A0jQz6sGOHq3mxz9+iTtuX8G83y9FmmDHxCX9ty6F4oNFsozviPTfNYk7Ise1D+nBtCyOVp2mqa2dsqJCKqZOourMubTZf13GntcbUjq83fBl4nYDvUXn3pb/S9JppvJMFLX+EMJxvwDoiXbEu9+iYfEG8kruuEK79vDwuJYYscD6+c9/zic+8YkhHzcc065rnZJbchB/prDtn8+5tkyWJFLuAwOefbCK/KkBVv7BBCbeMHwH8JKSnhqfhuhhXqr6Ak6qIMiSJh3j1yPKbucDzGM8I3Mad3CwsVFRUYbRkDp1UjlnzmVaJkyfMiHtdfSlhUTWHk5dUZCFghIGrnOSVpLk6bd5u+5F9oUMfjwrl7N5AXLx8yafZBqZQ7b7209u3nSefOHVjMcvXGyhvSFOwZQ897dshOMGW9s7effYMRYsnoaupP/aCgGhsI9guGeR5tZ2vvGjJ0kaJoZh4vfphENBxpeVcKGxCVVRsGyb+ZUzuO/O1akI1+VloPd4rKnr2IMlO+kb0XMwqWr6b+ZfrEDpMw1BkQK76mfkzrodv3b5XfoHy5W8ru9lvOs6NryXr+uInNwNw2DdunW89tprhEJDswi4tpzcRxfbcGg/a9B0MMbh/25Ki2ipfsENXxtP2bKh1+r0dsV1pMULtQ9hOu1pz0kKlW9UrKE6XMg32u9mg1E5jFcgUXN7jCwRrpml3TE0A9aLjU38+LfPY9sOtuOgKgqqqvKxh+6jtChT5HTxH8Gd/GNoKwklPYoVkBqHmj5DzkCjfaw4ge3/jJVsxmdbGAIsRfCxNcW8PCHMQquUl1s/knbIpdyG9x05zktvbsO2HXd8zAKLnTcnsQpUVljj+cvoWirtosFdlCyYlsX/+8mTaD6Fz3/uAfQ+KT0pSVlK9Fz7J555kbPn6+j9660oCvMqpnPD4vm0tndQWlRIfu6V+eN2pR2ca2Nvsqf5H7BkLONnBfEgt1VPx+dkRjPbfEnOL7+fqZH7Lsc2h8yVvq7vVbzrOjZcK9d1uE7uI/raeuzYMaZOnTpkcXW9o/oU8qb7OP7LljRxBW5X4aHvN454jYbEHmSWVjZd2qxsOk1CWPxB7ou0i2SWoyEai9MZzbz5gFuTpvh6zFeFAMXv+oYNhbLiIn7/Qw+xbMEcpkwoZ8XCeXz60YcGFFcAH0ssZJwME5CpG6CEkKPxlehNA4srQDvzBiLhiisAn4SQLfn2tiaQDke0Ri6K7N5k/bFoziwef+g+Fs+dxdl7A7yyIcaFYoNGNc6LvpPcnf9TqtTmIZ2zN0eqTpM0DFpbO9myZR+GYeE4jvuf7eAkSOtatG0nQ1yBayVx7NRZSosKmTVtyrDFlWVZnKu7SH1jc8Ya1wpF/vndkd2+dPqSKFnMWR0cmgMxTKdzrLfn4eHxHmBEKcJz584xbty40drLdcPZV9o4+L1GjLbsM1c6ajJd3IeKJbN7IylAyHar5jUp2OQ7w4ZkTxSrubWNp155g5a2dubOncK4siJmTJhEbiCHriJpJZhpXdFlwGpn12T9kpcT4fabbhjaMUGdzeIxvi/28QInKSLEZ+QSVsenXPJYrX4vwsm8sfocyZw2k5P5Opawh+wjW1ZcxC3rbuBzRbtJKD3vqxSQwOL/hrbxrY57h3bSFA3NLd31am++dYCTJ2tZuHAGmqbiw8/sKdPoHTkcyCJspPOTDx0/yQubt7ozGqUkJxziA/feQWH+1VHbN1j8agGzcj/MiY6fY8t0s1VTdThe0EhFSxF6SsRLJLaQHClpYXFg2ZXYsoeHxzXGiATW+vXrWb9+/Wjt5bqgdlsn+75ZnxG56k2weOTNnSX+xehKkIqcWwloeVyIHaAutp+EorK7YLz7pD43W8u2+dFvnycQ1PniFx9yb+A+HcOwUIWD3a4MLDwuhz2XkKghyBN+vsxKvsxKSE2DsQPgXMKYXKrZI1yahE5dMN6OMN4ZXmSnWs3u0m4LyS69dljnBCgpLEDXtG6RVVvXRG1dEz5d48E7b6HvhVcUhemTJ3Cq+nxahElVFOaMoOOvvrGZ5994C8vqEZDNbe088cyLfP6jH7ik+evVxuy8j1Pgm8uxll/QZO5Oay7dW3qBmG4xp6kEv63SGIyyr6yZ3Pw15PsqrtymPTw8rhmuLdOa9wBHftQ4oLhS/YLZHxm53UVIj/DBGd9HYqMKHavgAeoSR/mPlm/wbr4bdbSQ3GpM7T7m+OmzWJbNgw/cSjDo7zaQ9Pt1HNtBDUnsqIK0UrYVvZDy0jP6RgOh0133lfa4AsInITHwTd6afDPK4VqE3RMltARU5eg0hcL8uu3etMHJQ6HUCWOJ7A60k+3hR3jmzJzGG9t3Y9l2t2BSFIWccJhpkyZkPWb9+9bww18/SyJpYFkWmqaSl5PDrauWD3sfuw8dxbYzX18iaVBde4EpE8qHfe4rRbFvGT994QS+ohDjF21FKA5CkTi2xslcPzkzH6Im9jqCXGaEP0l5cM2V3rKHh8c1giewLjPx+v4tCPQchXmfKGbyrSNNt0hy/AkURaPrLdbVICWheXTkPY5PnAAp+E/jrrSapY7OKIqqMH58UZo7N4CiKsiA6wNmdwpEngThppykBKT7+JjTjzbtGsTcG6XpOFrtdnBs7PJl2CXzscctw2o9jVaztfsgRYJJPr/asZaFU0sZolNDN/kywPsTs3g2cIKE6Hmfg1LjS7Ebh3dSQNc0Pv7I/by8ZRtV1TUIIZg9fSp3rL0h433qIicc4rOPbaTqbDXNre2UFhUwffLEEUWZorFYvzVX8UT2Wr6rnec3vUUimSRRO41kRz75k4+jBeJ0XpyEFlvE/R+6g0lhz5bBw8Nj6HgC6zKTO81P08HM+ig9R2H9z6ajaALhc8fjOCbD8k5SFQdDWAT6KIWg8PEVeznTGcf7qaAomp4KKy8tGbhdP3VvlZbAbAE1KBGaW2Btx0fu8zQYpOnuQ8rMeiIn3vOAfvxptHNvdru4q42HsIvnYCz8JObsh1GbjiFijd1DcBa21NPe8BO+s3U5H314w4CDpAfinzvvxIfKk4EjCARhqfN3nbew1hzZfL7cSJhH1t8+pGNUVaFy+lQQ0i2+y17yN2hmTpnM6XO1Gf5ltuMwsby0n6OuXizb5kjV6e5/JzsKuOtzCkYAACAASURBVHiopx6wIPfaSnl6eHhcXVx+85vrnHmfLEb1p//hVv2CeZ8oRg0I9CKJliNRIxK9UKKGhj70cLdWh5llKDBAucjh980lFLfmZDh/TyovozAvl/Pnm3D6zPGT0rVi6MYR2FEFq03BjiqXRVy5CMxWAbY7xaTrP7vDHc4MIGINaNWbESlxBSBsA7XxCEpLFUrTMUSyDdEr5KUJCCsWk2QtL7+5bXBbUSRCTYXvUgTQ+NfOuzjW+Hl2NH+Kg02f4eHklTLylKg5DnqRRM+X6EUSJTCMIZop5s+aTn5uDprWI9x1TeOGxfOJxRNUnTlHRz+dp1cjScNADlBUOLfi2nSo9/DwuDrwIliXmaK5QW76+4kc/H4D7WcMgsUacz5SxISbI2h5MmOKixIC6Tg4icF7TH3Dt4f/kDeQQ7o7fBSTU0mL8UZ2Ww0hBI/efxd7jx2nqCjXLXJPeS5JW2BHr5Jv9I4bQRMqboG7Bb2vjdp4lKzXyjZQGw4ifbnufLk++FWHUl+M109XI6XsP50mJGpOLx8wwI5KnETPmxdCJ+SM/tBj4ZPu6CY1FTmMCaTRs89YPMGug4epPn+B2+9YyqSiEvd1pJ6ihkE6Mu2YwaJpGo8/fB/vHjrGkZOnCfh8LJg9k537DrFz30EURcGyHRbOruDum1dd9UXvoUCAoD9ANJ4ZUfbpGjcuWXgFduXh4fFewRNYV4CieUHW/Ut6ykjoAxS+R1zvKasdpHnpm1a7avCw+hIvJe9DAfyoGDhsUmoxZJjxlPR7rKZpLJ83F2ISxQ+26d7I3QL2q+mGKZD9pLyk5s8+b1CoSC2IDJeAokGfOYhJR6HJDHApj4YucSV6aV41MnzhMliEz0HL7UmNCh1EbupzYQjaO6P816+eJmmYqKqgfEIhQknfj1BcvzJrmPv06To3LJ7PykXzOHm2hhc2v90rauVez4PHqigrLmTpvNnDfamXBSEEd6y9gedefzOtM1JVFB57/3r8vtEXyB4eHtcPnsAaLCIVsUi5lpPFiHBMlu3OcYGWJzGbuWQ67oFkJX8Vfp3JwZ/wsD2NEhlki1LHAdHM4Y7PDXbl9JTglUQ6qDXb0Gvecgfvli3FmnoraNktF+zSBXDkl5k/EAp2+XJkoACph5BWki79YUswHYVD0QIqpk4eMHrVLa56PyzcmrQhCRcpEdEL4FjInAmXHEKtRfpZN+yuu2XHHuKJJFJKIpFwvwXpI5117TgOT77wGmfP12WdJ2laFjv3H7psAitpGFSdPYdtO0yfPIHIJYyPzyptPOM/hiUc7qqcwQeCd/L2rr20tndQXlrM2hVLKCkc2OzWw8PD41J4AmsQKH4HNYfuwIYaAbszPSU0UqTJoAJEil+mFXNnY2NiLj8NHOCw2sgPteOoUqCj8n86bifMtfet3HfgR6j1BxCO6wOhn3kFrX4viRv/1I1E9UULklzyafx7v9cTjJI2xrxHkaFiABI3fBl1/0/Qmo8jkJyJR3i+ZRqBUIS71q7qfzMKWW0iIJWyHCSioxb/3u8ikh0pl1ad5MLHcYr6G10k+z1/1+Mnq2u6RVVHewzLcvD1mSEuZap5YgScOFPdr7jqIpkcuVnuYDh59hy/eWkTQgiklDhScuuq5dywYg5qGFBA2mBH3VTqjwL7+WpkEzYOEsm/hd7h9/xL+J8T3pvD6j08PK4cnsC6FEKi5qSng8AVWY4hR7G4W2B3uGtBdsftrtE0AEKTKCGJovfcQLrwofJ06wd5zn+CF3xVFDshPpJYwFy7/9Tg1YrorEsTV4DrxB5vQr24D7s8u6u2UziL+Pv+P5SmEwhpYxdWgBboeYI/D3vF5zFMgxNnqmlo7WD1/Dwqp01BVQdQSv2lJSU4g9UUjklg1zfAjPZ8pOwk/r3fJXHTV5GB/CwHCaSTWaPnns/9H5+uE8WtJ3Kk5MWXdnDfvTfiS6W6uu00YiP7zB6pOj2guFKEYOaUSSNaYzAkkga/eWlTxl7akm0oEdmdHhWam0o93xHlryKvk+zVAGJh8b3Qu7zfqGSRVTbme/bw8Lh+8ATWJVD89BuxGEw0aSg4SQXHkqhBiRLIFFnSAccUCE2i5buRiu55gHkSg547vI7Kg8nZPJgcWZomGo/z8pbtHD99FgnMnDKJu29eRSR8eeZPKq2ns6pNYRsozcf6FVjuwTpOydwBz6/qPmZXzGTwV0lgRyVqr3TdUIWL2nAYHCvzIyUd1Np3sKbflfU4O+oWqfcWWVK6j58+d55YPN3Gfv/+k0SjCe64bRllpYU4ZmqP9sg+s7rW/58NRVEI+H2sXbl0RGsMhqoz1Vl/L9etW4zSt/ZMwKuhk6hSZByTxOJp3zFPYHl4eIwqnsC6FAM1741FGZYtUoadTprIkjJVbG64tViQrjuEgARdN9jR2ZjjOPzo18/R1tGJk0o9nThTzYWGRj7z2CNoA0V6RgnpzyPb65GKhgyM3PEeM46w4m7UaJDFSU5CQdrSHW6tuOldOzZ4HzBhdLhque/jjoVIZh+3467rzoJUw3SNhcSOQmN9J7964TWsLFGleIdB0MrBbB69dPaiObM4nCWKJYRg9dKFLF84l1Ag0M/Ro4dlOxn9CD6fRiDgy36AyP5NSSBQrqoGDg8Pj/cCnsC6BE7SjRpkYyw7xuxOgTRBCcjUPkRqzp4bwcqWQpSk3DeHOKi4P6rOniMaT3SLKwApJYlkkmOnzjCvYsboLDQATtFspBZIGYb2emFCwZ4wfHd0rAS+g0+gNhxMVYr7MeZsxB63ZFCHS1NgtQ3v/bcLZmSthJOqD6ewvxosAIGTEDgJmfbYrv2HcezM3KWmqdy59kaCgezNAMNlYnkZq5Yu5O3de1EUpXu00Afvu5NJ5ZcvCjRj8gRe6lPIbxoWyaRJKJT5mlc2FWMXZwpbHyoPJAe67h4eHh5DxxNYl8JJpYT6iCwn7jqajx1uF5+TzBK9cQYItoySuAJobGnNWmtjmBaNza2jt9BAKCrJFV/Ev/e/IFYPQiC1IMaCj/VTqzQ4fPv/G7XpOEJa7jVzTHwHf0IykI+TP21Y54wnkkTjcdeMc4DonoyUY5ctQr24H5Eq3JKKjhMpxy6ZP4iV0j8Tre0daSK4C0UotHdGGV82+rV3a5YvZtHsCs7U1KLrOjOmTBwwdTgW5ETCrLthKVt27MG2bCSuzcjOnUdZtWpud+0ZgGFY7N90jC/Mn8d/zD0EUuAIiQJ8MbqS+fa150Tv4eFxdeMJrEHgxBWkIVH8MmXTIMZYXF1iPzGByEmPYkkH/IoPg/6Lj4dKcUEBuqZhmOltZz5dp/gytrHLUAmJ1X+OiDeDYyJDpdm7AAaJSLSgNqfEVW8cE+30qxhLfn9I5zNNi2df38KJM9WpUUOCW25czrIF/Tu4G/M/glq0C+3c2yAt7PLlWBPXgDL0tOuEcaVpHYRd2I5DeWnxkM83WHIiYRbMrhiz8w+GGxcvYNrE8Rw4VoVl28yeMY2augu8+upu1q5dSCQSpLW1k5df2cWpk7XcP+kmHm9exXO+45jC4a7kDKY7niWDh4fH6OMJrEEibTHi7qvRwkkKt7uxqxYHcBIQCAXopHPU1pk5ZSLhUBCrw8Jxuuq+BAG/j8rpU0ZtncEig6NQcwWIRKtr79DHzV0ASrxpyOf79/0v8PPVp2naYFHQqLJqUxC5bSe5OWEqpvYzg1Ao2ONXYo9fOYxX0EPSMNh35HiGuFKEYP6sGeTlREZ0/tHAME1a2zuIhENjUptVVlxEWXFR978L83L51hNPsmPn0a5SNQD8Ph8V0yajOxq/lxj7InwPD4/rG09gXSU4luTk0y2cebEdaUkmvi+HWR8oRAtmzwU6CcWtxVFItekLRGh0BaCiKHzsoXt55a3tHDt1FiTMnDqJu9auuiwF7mOFExkHTmbNkhQqduFMAFTFxqe6Akw6PaJAaatGaTuD9Odhl8zjVXGWf7n1OFaqrjqaY/HbCR3c90vJ1j37+xdYo8Seg0fpzDb/Twhuv2lk4m2kSCl5e9detr67H0Uo2I7N7BlTufeWtWO6bm4kzMN338bTr7yR+mIg8fl8fGD97Zc9jenh4XH94v21uUrY/vVaGvfFsJOpbr0nW6jb1skt35yCog3Qxjj82b2DIhwM8sAdt4ztIkMmXVgOGUXDLpqN2nCoe+CzRIDqw5p6GwE9SUjvSYvKRCNBTcXe8UPU5ip3YaEiVT/fv3VCt7jqwvLB5rtiLPxRdLgvcNAcP30WK0uBu66pXGxsZvL4cWO+h/44cKyKbe8eSI2hcfd4pOoMAsGnHr1vTNeeMXkif/jxD1PX0IiqKIwrKbrqZyN6eHi8t/AE1lVAy4lEmrgCcExJ7KJJ3dZOJtyccwV3N3JEotUdsiwUt4jbn5vxHMdxOHLyDAeOnUARCovmVDBr2pSMm6Lid1Aj9EqNypStxSBvnraBf8e/oUQvInC600dO/jSMBR9FBPMI6bGMEq+gbpAwW3u5iVpgG3z9nZO8tr48Y5mWYodJ48e+oy4UDGZ93HEkAf/odg8Ola179mc0STiOw8HjJ3n+9bdZuWAhR9VG/jO4ixNaMyvM8Xwmvozxzuh83lVVYeI4r3jdw8PjyuAJrMuCRFUcVOFgOSqOTE/7tRxJkG1snBWXNB6MX9MCS6t+E/34b+k2FDv6JMbcD6XVHkkp+c1Lr3P6XG33Dfns+TrmzJzGfbf2pJOE3stVP4USAITE7hicwNJqtrriKuUM33WU0nEe6cvFr/bfJKCVVWC11fbsB0llm0l5zKIulP6rFIgLbl6RXucjpeTdw8fYfeAIhmlSOX0Kq5ctGlFd0oqFczlTU5smZIQQ5OVGKCkcfpflaBCLx/v92ebtezk9weTPZr2FgY0tJPu1izwROMjLrY8x3fYKzz08PK5tRs990CMrAkluIE5eIE7YnyQ/GCPij9PbTyFQrGVtHlN8glDZtamBG1ta2brlFZQjv3YNNB0T4RgIx8J3+BfQy1DzXN3FNHEF7sDgw1WnqG9s7n5MDWX6fwmRctsXg/OnUC++mzZ2p9eZUNqr+z9QyqzmoCoKOXb6m+ezFL4QW05BXnqk7vlNb/Ha2ztoaG6hraOT3QeO8INfPZPRpTkUpk4cz7oblqKpKn6fjq5pFObn8sF777zsKTEpJdW1F9i2Zz8Hj1Uxvqz/6JFhmnx93FbiwsJOvXemcOgQSf4mvPlybdnDw8NjzLg2797XEGF/Ak1x3JE2qcd8qk1QN4ibfqIXTBzDQWi9+51cFBUm35aZTrvauNDQxIkz1eiaxpyZ07jQ0MjTr27mppxaKMxeJKZd3Ic1+WYATp07n9Vvy3Ekp2vOU1rsdg/2O0xZur5gsp85gWlP1fqLFjlI1Y9ha4TIMlRQCKzaIxkPq/4CNohV/Iez2z2/kHw6uZQ/kWvSntfS1s6hE6ewe9VL2Y5DNJ5g/9ETLF8w8EifgVi5aD6L5syitr6RUMBPaVHhZRdXtm3z8+depvZiA5Zto2kqAoGqKth25mfA8ENTJPM6SwFv6+cux5Y9PDw8xhRPYI0pEp9qZ426+DWLt/+phXObOlA0VxwoukBKiaII/EUaK/5iHP78q/stevnN7ew9cgzbdlCEYMuOPUjcG66Ck70yqk80KOj3o6pqmvgAUBUlrY7IMcg6oxEGJ64ArElrUVtOIuyem7sEpC8HmTMBKQWdST8Rf7Jb7ioCogkdhA9F9SPsJFLRQSgYCx/nT+NT+IP4DdQrUUqcEMEsPu1dxdZ9X6NlWZw9XzcigQWuBcG0ieNHdI6RsHP/Yc5fqO8uuDdNVzDnRcJ0RGMZRqgBNFQUnCxdGrly7MfseHh4eIw1V/fd+z2MtBxq3ujAMWR33bRQIb/Cz4q/GE+oTLvqu57O1V1g35HjqS4xsPvcRA9H81lbUI/aN30nwC5Z0P3PeRXT2bxjd+YCAiqnT+3+px0TKH7pzt7uNaPRjqWePAic4nlYk9ahVW/qDolJLUBy6We6T2rYOi0xFZ/mvq6c/DyS0Rjc+Keo9ftRWk4ig4VY41eCz/WZCqAx2cnrd92ccJhsNvuKIsjPvXZr7LrYd/R41m7GaDzBLatWsHnHbmzbQUqJrqkU5eaxIVnMs8ETJEXPcUGp8em451Hl4eFx7eMJrDFFYDsKmpr+LV1KOL8zmdY1CG4Upu2kgRYQV724Ajh8InPgb28uGkG2tZawKr8BLSWyhKpjTr8bGeoxhoyEQzx816089cob3cX+iiJ45J7bCfh7eSA4ArMV1LBEideDYWD7xuOYQ/gYC4E5636syTejtJ5E6mGcwoqM2UMShaTlPpbblZtUVOxxSwY9r7A3E8eVEgmHaWlrTzMFVRWVpfNmD/l8Vx0DlMBVTp/C1Inl7D5whI5ojOLCfCaOL2HtKR/NFQm2+mrwSYWksPlAYq4nsDw8PN4TeAJrjOk0/OQG4m4PnYCUITp7fpjdcV0oYCUkbmJMInygaBLp9Ax7vloQQrizpQe4ub7SPJ6DnfkszG1n5tQp5M+5BZmTmcqaMWUSf/iJD1NTdxEhBBPHlaGqmT0YoqMRfct3EfEmEAqaopGc/1GckqGl2GQgD3vc5buRCyF4bMM9/PblTdTVN6AIhYDfx/233ZxRDH8tMr9yJm/v2psRxcqJhMjLiSCE4NbVK3ni6ReorrvAu4eOIiXcXVjA3z74GPWBOBVWIaWyn8nqHh4eHtcYnsAaY2xHpS0ewq+ZqIqDZaskLZ28yhgtJ4y+01rw5ahu56CQaPkSoaQKuB13NI7ZCthXh8iaN2s6+44cz4hiqapKKOAnabjdcfV2Di0TVpC7YiVygMicpqpMzVZHJCVqzVb0068iEu4om+6z2En8+75PYvVXkKGxm7s3GuSEQ3zswXvpjMUxTZP83JxrIlI5GG5YNI+qM9XUN7dgmpbr9C9g3Q3Lu1/jy29up6G5BdvpiehebGzixJvHWP++m67U1j08PDzGBE9g9SHZalH9ejuJJpviBUHGrQgj1JHdBB2pEDfTTR9nP1pE3dudGO02dlIiNFBUwdIvlyGEQA05CLWn1kgobqSo8WAn+7/ZTLTWIDzBx7yPF1O2/Mp8659QVsqKRfPYsfcgUkqEIkDC/bfdzOwZUzlbe4FYLM7EcaXkjmAmnlb1PPrZNxBOlu4+AOmg1WzFnPX+Ya9xOYmEgkB2g9BrFU3T+NhD93GyuoYtO/ZQ39iMpmk8//qbvLP3AB9YfwdHTp5KE1fgdlIeOn7SE1geHh7vOTyB1Yumw3He/ssapAOOITn9fCt50/ys+ceJqL7RtQzz56nc9q0pnH2lnYa9MSLlOtPuzycy3q05ytYtV7slyravXOiu3WqrSvLO39ay4ivllN94ZYb6vu+GZSyYNZOqs+fQNJXK6VNTAgKmTsh0OB8yVgL97KZ+vKtchLQRiZaRr4VrcLpp+y6aWlrJy4mw7oZllJTMG5Vzv9cRQtDRGaOppQ1Hym5/r4uNzTzz6ubugeF9cZwxnvfk4eHhcQW4rgVWstXizIttdJw1yK/0c+KXLdiJnpuAnZC0nkpy6plWKh4pHPX19bDKzAcKmPnA4Fyr9/5rY0ZhvJ2UHPxuw5AEVjQeJxqNU5CXi66P/CNQVJBHUUH/HXSDwbQsjlSdpra+gaL8PBZUziTg9yNijaluv/4FllR92MVzRrQ+wJnzdfzy+Ze7uyLrm1r47cub8Ac0Jo+7chYI1xI79x/KOh6nuvYCk8rLOFd3Ia1mTwjB9MkTLvMuPTw8PMae61ZgtZ1OsuWPz+FYEseQnH+rg2xBEicpqX6tfUwE1kA4CVCC6VGszprsIqOzdnBO4KZp8exrWzhxthpVUZFSsmb5YlYtXTgaWx420VicHzz5DPFEEtOy0DSVN3e+y8cevI/iSD7I/jsVpaIjg0XD6uzry+tbd3SLKwBTk5yemuDfj73C35c9hl9ct78ugyZpZE/jCiG4eeVSfv3ia5iWhWXZ6JqGrmvcuXbVZd6lh4eHx9hzXd4xHFvyzt+ex4p1pSYkCiYOOtm69DJqsBSJGpCggjTBSfQ/bFh01KLEm3ByJyIDA0WqJIqQSCmQCOyoQOjuGqRM3gNFKonGTK+hQEF/FucprCRazVvEjm/hxoQF/mKOxnIBwVu79pKfm8OcmdMGPscoUl17gde37aSxuYWcSJhIMEhnLNadQrIsG8uyeW7Tm3z84fuxSxeh1u9PSxNKBDJYhDXhRqzJ60DJNPccKo3Nrd3//8TsJC8/GEM4AJ087fsWP2rfwGpz0ojXGU2On67m9W07aWlrJyccYu2KJSyaM+uK7WfmlEnsO3I8w1g0GPAzqbyMzz72CPuPVtEe7SA/J5f5s2amW3F4eHh4vEe47gRW9ILJlj+uJtHkCpUZ8w+xeM12fP4klqlxcMdyjuxaQpdgUv2Cqff0pL+E5nb3gRtdkn53Rp7Zgjvnowszhn/Pt1A6akFRwLGwxi3FnPfhDM8lXbWI+JKIrplstkpnMoDVKhA6iJTTe+WHCjn43fQ0oeoXVD5WRL/YBoEd/4KINVKMSXEIJgWibG8t5pXm8ZiWxdY9+y6bwKquvcDPn3upO1LU1NJGU0tb1udeqG9063jmfxj9aACtdgdIB+nPxZizEadk/qjuLSfi+lS159m89FAMq5dmM0jyWO5v2d/8P8iR/v5PchmpOnOOp17Z1H0t2zujvPzmdhzHYckV8tZau2IJx09XkzQMLNtGCIEiBOFgkG//7NdMHl/O6qULqZgxnoaGjiuyRw8PD4/LwXUnsHb+Qx2JFveGNKXyGMtveRNNd1NQPtVgwaodCFVwdM8ShCIoXRpi6t1dAkui5aQPHBYCpOKaX9qdPT/wHXoCpf0cQtp0TQPRLuxF5kzAmnJL9/NUxSbHn0g7p67aRAJxOhIhpOlGyQCm3ZuPY8DRJ5qwEg5aQGH2Y0VMW99//ZNatwsRb0qL/vgVh9X5DWxrK6HT1onG4oO+frZts23Pft497I7HmTVtMutuWEY4NLiuuNe37UxLw/VHKOincvZk9JAAW8Wc+0HM2Q+DbYAWzOwAyIaQ7jhzG/pGGGOY7Ncuki8DVNpFCARrly/mhc1vc3R+HKef0//OV8UHk1dH0fum7bsyrqVpWWx+Zw+L51ZmtYAwLQvDMAkFA2NiEREJh/j0ow+x5+ARzpyvAyk5f7GBC42uvUZrWwdHqk7xJ595DG/WvIeHx3uZ60pgJVos2k4luwXPwtU7usVVF7pusfCmPaiL76BoXoiCWb3moim4Kbs+CAGKL3UfB7CSqA2HXHHV+3mOgVa9JU1gBbTMmhUhQFccFOHgSKXX44KZDxUw44F8zJiDHlJca4QBUBsOpc3d68KWgsmBKEdiBUweP27Ac/TmyRde4+z5um5Dyf3HTnDq3Hk+/ehD+PRLp+kam1tQkMwKtVPmj9NoBDgazcXudbOdP28qGza4w5I1VQEhsTslTkIDZTAfWYkakSgBuh3G7ajESbhr/Diwn/8ZfgMVgS0cJss8fm48wIL5M0iaFluCm3Cy3PuTjkmTFR3E+peHlrb2rI/Hk0m3xqlXA4NpWby0ZRuHTpwEIBgIcNfaG9NGEY0WwYCfm1K1ff/2g5+lmY86UmIYJi+9sZ0716we9bU9PDw8rhauq6+QjiXTAhmhnOxu6goJZr4/J11cwYDjQNJ+NpClgJVI+7eqyKzBGDPm8M7f1LDtf52n/Uwy/RyKwBdRLymuAKQ/D5mtrgyIOTq6prF63mLObWrn3OvtGB39R5cuNjZRXVuXfsN0JPFEkoPHT15yLwCluX7+YPJRNo47y22FF3iotJovTTlCrmaiqSp5uWE2bFiDrrsF0EJxBacaAZSB3oAeusSVEHQbtaoRED7JLq2Wr0Y2EVNMOhSDmLA4rjSz0f8b1DyHFStm8WeV6/HbWX41JDibLw5qD5eD/mYYBvw+NC39m8Czr23h0IlT2LaDbTt0RmM8/epmai7Uj3gfjuNw/HQ1z7/+Jq+9vaO7lq2tozNjuDW4vyonTteMeF0PDw+Pq5nrKoIVLNYIFmtEU1137c35FJY2ZTxP+nOzR0qkQJoS9PQMlbQlMiFxZYsAPYwMFCDijemHo2AVp490MW0VTXEyRJaiCRoOJkl2SBr3x7jlm1OITBh6MbA1aQ1a7Ttpos+RkEAnd/IilpmVbP9cY3dZmGPDkj8sZfJtmWnHCw1NZCvmNy2L8xfqBzVT75HJreS3J9FSp/GrDpri8PGZbbTOeQD8NqqSXfcrAYkTu4SoFDKrh5gQbq3c9+x3SdDHRgBJrehkP/UsCpexpmkSU07pnJ6WxExdcs2A+Xv8dB5oxF7lZB3jc7l5343LeOqVN9LShLqmsXb5krT0XzQW58SZamw73W/Ksmy27dnHxvV3DHsPjuPwi+dfpuZCPaZpIYRg98Ej3L1uNbOmTcaR2T2ucnNCw17Tw8PD41rgyt8lLiNCCJb/+Ti0oEDxCd598yasPoOCpaJjVry/3xofq10gbZCOK6wCiQQ5yTg5IkFBKIpfM0AIjHmPIhUfMnWJpaKBHsKquC/tfAlTR5I+z8+MOxz+dSfJdgnS9bo6+kSmEBwMMmc8xrzHkKofqQaQig/CpfjW/Rm3L17N0f9sx05KrLj7n2NI3v33emINmVG4vNycrJdFVVWK8gfng1UUq+oWV93HCyixapk4roTJE8oR/QisQVUMDfAkoUC91pnWi9C9BwTNJECC6hNs+HUudz4VZsYRnYqDOvf9MsK6l4LuezVgKPPyMWvaFO6/9WbyUi754WCQ21avZNmCdE+wjmjUHV2Thea2kRWaHzl5mpo6V1wBSCmxbJsXNm9FCIVZU6dkiFFd07jtpuUjWtfDw8Pjaue6imABFFYGufMH0zj7SjuxC7nUBQoZH3wVJV6PDBRizrwXu2xRXnz9ugAAIABJREFU/yeQAqsFhA5hLYkm3OhTl/AI+wwcqWAWVpBY/edo1ZtRovXY+dOxJq0BX7ohqEShLR4iqBtoWLTXmBx4opMTL/YUnksHmo+kpxZ7E280aT6awJkhEONkRvGyXb6UeNkClPYapBZAhseBEJx/tR/3cyk5v6WTiofTbSWmjB9HJBymta09rQ1fVRQWjpI1gJMEtb/JPwqgOq5thtNlj9VHLTm4Oag+D0vpHn8P09klL5AQ6VEsA5ullIFwBVTltCnYR09RcSQ9ajhxXGm/YuVKMGfmNObMnOaOKurnS0FBXl5G9ApIDdUuHdH6h0+czjAWhZ5miHtvXYP1is2pczVp3muL5lZ4XYQeHh7vaa47gQXgz9eYtbHLOLSMJEuHeAYBpsSn21lTUUHdwLQ1ZKgEc/YjlzybIxWiRoBku82Ln6rDMTMjJJHxmQXkUkoOfLuB08+3oegCuEigQOWm/z2RUEmf5ys6Tn66FYNjSGSW8SWODY6R/Yb8kQfW8+xrWzh7vg6AwrxcFs6eyVu73iUnHGJhZQU5kf5nI1qli9Au7EL0Sh1JBHbxbHbrF/md7wQBQ2Wjr5IKesxdhXDHB7mF6+6epQNWG6S3/AnsToma0yN6u7SgEPA4C/gv9nOezu5UYQiNP+dG8gkgcRsWbl29kuraC8STSUzTQtc0NE1l/S1r+n1tY0UsnmD/0RO0tLUzYVwpc2dOQ9PSf3UH6gj0+3RuWDyfHfvSXdZ1TWP1CE1mB5oEsPPAIdauWMLG9bfTGYsTjcUozMsblekBHh4eHlc7Qkp5RfIdTU2d/c4muxZQhEN+MJY1ZeZIiCYDGHaXS+jg2fmPddS+3YljpHtd3fT3Eymal26FUPVyIwe+0QRmzxpCgbwZfm75xpRLrtVenWTTF6rT1upab92/TiZvev9+T4ZpkkwaPPniazS2tGKaFqqqoAiFjetvZ+rEfkbLGFHXlyvZDnYSVD9SC/C1W1by7cJTJLBQUdBQ+Fu5lt9XFve7ByndKJbVmplSFHYrvnNvIJpOIiNlOHPfhyh099ROku+zn+dkFcUiyGdYwi30XC/HAqtF6R7f09rZTtgfYn7lDPy+y2uKebGxiZ889Tts28GyXffzcCjIxx+5n1AgcOkTpJBSsv/oCba/e4BYPMGk8eN4343LKC7IH9H+zpyv44mnX8j6M13T+OiD6xlXUpzxs5KSHC+CNQZ413Vs8K7r2HCtXFdFERQVDX3er/dVcpg4UmTLRCElKALC/gQBR6E9EczyrP5Z+qUytIBC9WvtIMGXo7Dwc6UZ4qq+sZmd/32WgJneSSYdaD9rEL1gEh43sG1C7mQ/Mzbkc+qZVuyUyFL9gql35w0orgB8us6eg0dpaG7pLrK2bQcbh6deeYMvPv4hlGy1VL4widV/idpwENFZiwyVsm18Md8pfIp4Km1n4WDh8FW2sIEKSskeERMC9xOsyLQolog1Edj+T2AbCGkjm6tRat7FWfcpZPlscvHzJVbwR6zI+v51uWvomsbC2RVX9I/AM69tIWn01MOZlkV7Z5Q3d+zhrpsHb3MghGDRnFmj7vI+dUI5uZEw7Z3Z7Sv0QVh3eHh4eLwX8QTWsBHEDB9hn5FhPAquyEJx8GsmSWvwUQ/Vp7DkD8tY+NkSrJiDL0/Nmv559vU3CRmTs+9MBSuevXurL/M/VUL5qgjnNrmCbuL7cimePzjT0EMnTmY1DTUti4bmFsqK+3GYV1TsskX8/+y9d5xU5323fd2nTN3eK+wuLL2JJhAIhJCEmtVly7IdRbbinthpjx3HicsT5/WTOHHiuDsusWPJtqwu2WqABAgQvfe2wML2Pu20+/1jll1mZ2bZBmrn+nz4gzOn3OfswPnur3x/smgWdS91cuwr9Xy963oOLWjh6c8coqUyDICGwsuc4sMMYuwpe81eL9qkH3sOrCiid6uQEmwT5c3fYt/5jwkNDFIm9zNcslPxChGORmlL4XLvOA6Hjp8alsC6nKxcspDnXl2XYN8hRNxGYqjNDy4uLi7vNlyBNVJi3ThH1hIljKd2CUowJ0kIKQK8mjUsgXUB1aOgelJ308UMg+a2NvJKg3iO+1CcxKJrVRNkjhv6NfOn+cmf1i+qzje10NjSSk5WJuPLS9PW96Qr9jZNCytFUfVA9v+shRPPduCPxaMcc1eXMn1zEV//zWu0l8SL+lUpLhkAHODnitp6uE9cJRDpxujuQPgz4/cUVRFqb10XgANWj0BaoxRYsS6EGUYGCkEZfkH8WaWLbwU28XpuHdZHw8x/w5dUbK9eotD+vNLNAa2FSjuLSfYgo5RGwPmmFg6frENXVabW1jClpor6GU1s33eoz2LD7/Ny/603jOl1XVxcXN5JuAJrJMS68G/6JphRkBZmRx3epY+AnpxWk6k8AUaJIhRA0Daxnuz6QrSYB8VWkThIVTL3r8pQBg6oHgKmZfG7F17hXGNzvNhbQGYwyIfvujXlKJw50yZT39ic8lyHj5+kvLgw7bWMbpvjz3Qk1po5CnpEcuOvJvC7v92Pg2SVUYP0kNAZKER/4brVDQMVmNT8CDM5ZWXbNmvW7QPNy/Hj9dxz4w3k52Zj98i+gdrDrZlLvKkQ3j0/R+k4EQ8jCgVj6v3YpUO3JDivdHN97q/oETEsIaEcXrorRHu+zcIN8Z+BpqppU302Dn+T8Qq/9x3EK1VM4TDbLOZ/u+4ma5QzFKWUvLx+M3sOHcG0bBRF8Mb23dx47SJuWHI1C2fPoL6hiWDAT2Vp8WUZxePi4uLyTuE95YN1SYREaDI+w24Q9JOvgBlByF7vn45zSCvKwH4BR0LUGvsaFF3XqK4oA4/Diet20jTtJN3FrXTWNJL7qSili4dfjAewYdsu6huaMC0Ly7LIkCFKrNO8sfYPKfevKi9NK0cOHj816LW6TxsoAw2xAN1SmbyjAJ/U+H7XrWR0BTDbBFaXwGwHOwSOAU4UrHaBNJK/wtb4FUgl8bmbjuBATzabtx9n85sH6OoK0xMO934qegd1j04QeHf9GKX9OMKxEHYMYUXw7H8MpePUkM/xPf82QsKIi6sL9+OBLcuiOD4FXdOoKC1icZruv5/6dvKk7xAxYdOlGESExQ69gb/KeHlU9wZwtqGRPYeOYvamhR0n7nn1yvrNhCIRsjKCTJ1YzbiyEldcubi4vOdxI1hA0uw6AU70wvDm5BeF2nJwwJxBibHxf/Be+wiO5gOhIICYqWPal8cz6bbrr+XXT/+B7lCIntoWemqbqa4sY9lNI2+733PwCJZtoyB5f/EpJge7sKRAFadQ3qzDmPep+KDlXlRNQ1GVlB5LF1JFEsl5pQdNKhTJ/mJ1f5EWH100ACkkJeVBdrV+nDzZey1HEHd1EDgRcAbMppZS0tzWAUgK83KxKpcgQo1o9RuxHAGORV00yNNNlX3H2LZDcUEeY4UINaF0nU2aP4ljodWtxch5eEjn2eA5jSmSn6dX0ZhwwxSWeydQNkhk8CeBnX3NAhcwhM2L3mOEu00CjFzw7z9yIqXnlRBwvO4ss6bUjvjcLi4uLu82XIEFKP6LxqtcKFL3AY7ETlHwLL2ZEE6c4Sa7Ggi9+M+cXLCA0uyVqBQlDGoeKrbhUL+uh+Y9YYKlOlU3ZePLT/4xZQT8fPyD91B3roHOrm6KC/KYOa16+N1utoHavB8cEz9RQsDy3AYmBbvQFYneW8sku87gOfA7jFkPJayhKD+PhubWhOidpqnMmTaZXVoDn8r8A/VqFxKYahXw467bqXJyCBTqFM4O0LwrnOD7pXkUVtwznlw5NAuC800tPPHiaiLR+LxGn9fDPauup3zqfZg1qzDb63j0lW00hMDu9d7SNY3Fc2fh844uZXYxItYVr7caMIdSIBGRtiGfp8LO4oDakqTrLUWyvGo6ZU5i16jSdhT96LMoPeeRvlyunaNSV5VKRAkiwiQgRy6wzqVJB1u2k7pj1MXFxeU9jPu/IqAGUs+uU/yQasKzNf56pJpYdGzj0OztZGvnT3n+zMO0x04Mex1Gj82aT9Wx67uNnH65i8OPtfHKIydpOxhJub8QgqryUmZPnZTSa+hSKG3H8L/293j2P4rn4OP8efkeluU2sjC7Fc+AwcpC2qiNu+ImURdx900ryAj48eg6mqqiayrjy0upmV3DPdmPc1xrJypsYsJmj9bEHTm/wSQe5Vn496WULclA0QWKLvDlayz4Uim5tUMTVzHD5NFn/0hXTwjTsjAti+5QmMeeeykuuLyZ6CUzuO++DzB/1jTyc7KpLC3mzhuXs3R+en+tkeBklsUdWgcghYaTP3nI5/lseAH+Ab/3eKTKYqMihbg6hnfHD1E76xC2gRJq5D83N/Dw0eQh5mV2Zn9EcIS0dSZ3NEI8gjhhXPmozu3i4uLybsONYEH60ps02+2imZgTbkE/9gcsYggJbb4wG8pPI3GwZYR9HT9kSdG3hrWMw4+1EW4y+4IgjiFxgG3/0sCNP6sa27oW28S788cIO9a3SQWuy20klaiMI+Mi4qJB2DlZmXzmI+/n+OmzdPeEKSsuoKSwgB/4t2GRmOpyhKRHGKz2nORmYyKaT2HBF0uxog5W2MGbm9qSIh2Hjp9MGNnTdx3pcPDYSebOiA+fvjCjb+U1C4d87mGjBzCrb0A/tRphGwBIoSJ1P+b45UM+zSKrgn/vvokvZawhho0lHK43qvhu9y3Jlzz6LGJAxMxrO3x1VwePTcgiqjhoUqCj8u2emxCjrDFLlQruu+4VNmB1cXFxebvjCixAmiBSvB9SzrrrxapaSaRsLm+e/AgRzSDkMRI+bzf2D3sd9eu7B2aYAIi0WkRarOTxN6NAbT1EKiGlK5KomoFjdyeFN2WgEO38FqTQsItmgSdeU6UoCrVViZ5cdUonUSW5XscSDvVKYhpT8ylovuEHU0ORSEofLsuyLypgv3JYE25BZpSinVqDMHqwC6dhVt8EnsxLH3wR98amcmdsMqfVTnIcX9rIk9LTkHJ7ngl/3TmH14PNTLTz+HhkLhPt0debjS8v5cSZ+qTtFSVFborQxcXFZQCuwALskEDovaaUF1kAxIvc06PqmbQFTRxpJH3mUYY/gkT1pLmeBFUf466sVEqOeM2QnleF6DiOtA2EYyFFvFBfhFvQDz8df0iHfo8x8yPYxalTbYuscn7r7CekJF5HkYJ5VumY3MK40hI0VU0qvNZ1jXFlJWNyjeFiF89J+0yGg4ZCjZ076D7Sn4voOZ/8gaLxOWMZn7PGtsHixmsX8YvfP4dl29i2jaooqKrKzW8Tw1MXFxeXtxPur52AtARmu8CJxkuMnCiY7Zc2nFSERlXwNhQSi6VV4aM284Fhr6PqlmxUb+I1hQI5E714c8ZWC9t5k5MdOgGperDLFxFZ8mXM6puwCqZhlcwDBELaCMdE2AbCMfHs/RWk8JsCuDVWS4WThVf2v+T9jsYis4I51tiIn/KSIsaVl6BfNPhY01TKiwsZX16KlDYdxhG6zFNJFhpjQQiTL2S8SnX+dygr+DYPZD3BSaVjzK+TDnPCrUl2FFLxYFZdT6xLsu1fz/PsXUd57u6j7PiPBoye5J/3cMjPyeYTD97LNXNnMXF8BVfPmcEnHryXojHsxnRxcXF5t+AOex4ljjTZ2fYt6sNrUYSGxGZCxn1MzX5k2DVTji3Z8k/naNoRT28JBfRMlWXfqiRQdOn04HBn5qmn1+M58jQ4FgIZF1d5kzHmfCx+8V70I8/E014DUopS9WBMfT92Werapm4R4z/9W3jKdwhdKnw4OotPROaiM3aRFcdx2HXwCLsPHgEJs6bUMmfaZFrN7Wxr/SccaSCR+JR8ri78Bll61bCvke653pn9G3boDcREXLgICdnSx5ttHyV3lAXlQ0WtfxPP0WfBDIOqY46/HqPyRl75+GkizWafhhYaZJR7WPn98YgRmNCONe+UIa/vNNznenlwn+vl4Z3yXEc67NkVWGOEYXcSsVsIaKXoSmDIx63T6/jHjNc4rLaS7wT4XHgh9x+YRseRGP4CjaKrAkN+Iab9ssa60E+/jtJ+AiejOG7EGSwGQHSfQzv3JlhR7KLZOAVTEsQVgH7oSbTTrycLLMWDMeVe7IrFQ77fK0HYamR1w59gy9hFWwUeJZubyx5HEcOrZUv1XPdojdyR/VvCA1KgSPhoZDbfDF3BMTFSgh0D1QNC4ey6bnZ+uwErkvjz0vyCBX9XSsnCS/9HceZ8A2s3baOptZ2szCDLFsxlyoSqMVvyO+U/1nca7nO9PLjP9fLwTnmuIxVYbg3WGOFRs/Gowxts+6ZWz0eyn+4zhmxSQ/xTxnq6psf465qxES0i3IJv87+CbSKkhdJxEu3cNmJzP4GTV4vMLMOcfPeg57BL5qCd3Ri3UE/AwS4cZBDzMFCa96Mf+wNKpAUnWIJZ+z6cvImXPE5KyZnzjbS0dZCXm834shJOh/6IlAM73iSONGiMvkmpf+mo13tYbSVlt6WAX/r38I+h5aMy9RwWQoDWb23ReSKWJK4AbEPSVWdQcolmyjPnG3jsuZf6Ggha2jp4bvXrRGMx5kwbuuWEi4uLy3uZd6XAchyHE2fqqW9oIjMjyLSJ1WNqKjlWfDP4RpLrdkRYfDewlc9GFuAdgx+PfuRZsKJ90SeBA46BZ/9viC79crIBWAqc7Gqs8oVo9Vt6RZYCioo56U7wZo16jWrDDjz7ft1nOaB2nkTZ8QOiV32CcHA8Hl1HVZPLBWOGwa+f+SOtHZ1IRyIUQW5WJnOub8LBpCAcYEZLEdkxH+2+CAcK24nZqWuknvAe5J+DG6hXuqlwsvhyaCl3xaakXfNEOy+l4zqAkIJXvCe4M/bWiJHMCg+qT2BHE0WW6hFklF1a9K3dtC2pO9O0bNZu3sbsqZPcMTguLi4uQ+BdJ7BMy+J/n/4DLe0dmKaFrmms3bSVD915y4jMOC8nR7TWlNsdIWlRwpQ7YyBe2g4npfYARLQNrAjoQ0hnCoE59f3YpQtRm/YgFRW7dH5fmnFUSIl+5OkkPyfhmHRu+jk/ODsZRVGYO2MKKxbNT7ADWP3GFppb27GdXqFjQ0t7J2dOBCnNzmXZmXJUKRAI/D06JaFMunLyYECk93HvAf4m85U+sXta7eRzmS8BpBVZc6xichwfzWqyHYSKoFPEUhx1ZSi/NoN9P23GMWwuBPKECp4slZKrLx3mbmptT7ndMExihvG2/GXFxcXF5e3Gu66LcMuufTS3tmOa8ZelaVnEDJOnXn7tsnSSDQWhStQsBz3PQct2+iwhJlqpu6+EFBQ4Q6/jGgypDeKKrgwvheXkVGFOugNr4m0jEldmyGbHfzTw7F1HeeaOo7z5jXNEWqKIaGqH8HwtjO04mJbF9n0HWb1xS8Ln+4+e6BdXF9boOPzbBJPZjSVoUukz11QQaFIh+/jGpOt8I7ghZSTx78TL/PDR3/Pb516loyuxTkAg+GbP9WgyRTRHwLXGuOTtVwjVq3Ddf4yj8KoAQomLq+L5QZb/+7iUA7YHkp2ZWoSpqoJHv0JpTxcXF5d3OO86gbX38DEsO7kdvbsnRGd38giRy43QJFquRPHEX3SKB7RsifA4fCF8DX6ZGET0OxqfjMwbk/QggDVueXIrv9DiXk3qlXtZSilZ/3/Ocnp1F3ZU4hiSc2/08Nrn60FNLQK77f71WZbNzgOHEzyvHCc5RddQZlFXbZEbS31vSneiUaZEck5JXWTZFjRp6+jizR37+clvnmLv4aPEjP5I223GJK41xuN3+n9WAUfn4cgcqp0cWto6OHD0BA3NLX2fd3X3sH3fQXYeOEwoknoE0lgQKNZZ8o0K7niuljuerWXx18oTZlqapsWRk3UcOn6KmJFYW3ftgqvQtcROT13TWDh7hmso6uLi4jJE3nUpwsHqQ96K2hE1KFPOOdQy4Jq2Cn7eeQdfzljLMbWdXOnjs+EFfDayYMyub42/DhFqQDu/LT7ixrFxcqoxpn1gaCcQEqEDMu54n36u0OC07IkQOmf0nqMXB8yQpMlaQpG6DnFREb3hCNa0JUbJBIJwJNoXYakZV8GxU6cTEqDnx9lYGnTrgmwzOWIpPYnRGYGgzMngnJosvjM742JCEo+EvrB2A398fSPXL1rA/FnTUBD8uutunvYe5gnvQXyofCQyi2ujlfzuxVc4VX8ORShIKSnMz2VSVSUbtu0GEb/uK+s3c9v1S5leO2F4D3MYKCk6UI+fPsuTL67p+/fgOA63rVjK9EnxdUyZUEXMMFizaSuGYaKqKgtnT+faBVddtnW6uLi4vNt41wms2VMnsW7LjqQoVk5WZtrUx+VEpHvCCiDgerOaje3VOEiUUc6KS70ABXP6g1gTbkP0nEP685HBoiEdqvgd1CAQ7UGcOwCAGZyBVIf/HLvqYqlmIWNHJSeOX03uKg/6qdUgbQxb8HJLEbu68xNvRQgyAv2p05uuXcS5xmYM08S04vV2OTEHr/DwvSlZfO5AF0G7X2SZqoqsWpm0hi+GlvCFzNUJaULNgGtWJ0bWHEfiOPFi7+LCPCpLS9BQuC82lftiU/v2W7t1G6fOnuv9DsZvuqG5hfONzUnVcC+s2UBVeRnBwJXxzYpEYzz54pok9/sX1m6gorS479/I7KmTmDWllphh4NF1N3Ll4uLiMkzedQJrwaxpHD99lnONzdi2jaapqKrK3atWvDULckifiL3obZskrqQDttnrbTR64SV92Ujf0G0khC5Rg6Cc3Iqy5bd93liqfBxj6gPYZcOLsmWUe1BUGJjUU32CrCov1oSbsapvBCtMQ0eEHU+/CPSLAF3TWL5wbkI3YXZmBp/80H3sP3KMxpY2ivLz+LMp41gofs43p2eTZTh87FgPlgBVgjl+Gfq45MHLD8RmoCD45+AbnFO6yexUWLLax5T9qYu5Tcti254DVJamdqTffeBIksBP5/kmhODIqdNcdYXsDw6fqEu5XUrJ/qPHuWbu7IS1uQXtLi4uLiPjXSewVFXlwTtu5sz5Ruobm8gKBplUMz5hnMpoaFB6+G/fTnbo55lmFfJnkbmMd9ILFzsMakaid6d04uN4UqbbpIN27AX00+vAMZGeLMzJ92CXjH6+3XBQfBJC7ShbfoewE6MdngO/IZpXi/QNfd5i0VUB/AUaPefN3iHagBIvyK64rrdbUlHBk0lJUSYfuvMW1m7eRkNzCxmBAEsXzEmZSvN6dObOmJqw7cmO9/Nw9rN8fZ7Ov80sZEJY8A/2nSyQVYTCEWzHITMYSEgZvz82nffHpiORPPPyaxw+eRqb9KNlQpFo2s8GRocGQ0qZspbscmFaJk6SRxjYjoNhpJ5P6eLi4uIyfN51Agviv3mPKysZ84G/x9U2VuU8SlRYGMLmTb2eX/v28kTn/cxNM8DYiQlQJOqFzJaIiys7lDoqpR9+Bu3shj7bAhHrwLPvV/QYHvb/MZ/6dT0oHkH1rTlMvDt3SF1hI0KAcmYXpHgZA6iNu7HGJ0eD0p5OEVz7rXHs/l4j597oQcq46Jrz58XogeQQX1lxIR+685YRLX2GXcSWto9xVG3DRjLZzqe7O8QvXn6OxpZWBILMjCB33rCcsuLCxHUiuHXFUmx7HUfrzqQUP5qmMqk6fZdgzbhyjpw8PeSu1drxlcO7wVFQU1nB2k3bkrbrmsbEqreu89HFxcXl3ca7UmANRrTV4tCjrTRsDeHJVKm9N5eKFZlDKoD/h+BrdIsYFzrzTeFgCoe/zXiV1R0fSXOUwIkInIiMpwqd+LaU2EaCuOo7g2MSW/csJ5+7B6c3OHLof1tpOxBh0VfKh3Lbw0bGBIZtoEs76UviSBt613jmfCNrNm6hsbWNzECAJfPnMGtKbcpzerNVFn6pLC48ZFx0XS4Egkl2vIbLcRx++dQL9ITCfaKnvbOLR5/9I5/60P1J9U8eXefeW1bSE47w5q697Nh/qM/2Q9NUsjMyBnU0X3nNQk6fa8C0LCzLRlUUVDUuyg6dOIVl2QghUBWF5VfPI+sK1gbm52Yzb+ZUduw71Bdp0zWNyROqKC8uxLQsekJhMoMBtDGK+rq4uLi8F3lP/Q8a67BY85k6jG4baUOkyWLndxrpPBVj+kNxE9LB5v694TlDKtuj/VozMawka4W2wxGO/q6d0HmD/JkBJt2Xi78wvTWCMLrT1lsFgx194grAjkmadoTpOhUjq2rs62ScGPy+VOX+fQLNTozEGIokVjiV5sYmHnvuxT7X7/aubl5at4lILMbVs2ekPbcQYqTNiCPixJl6YjEjKaLkOJI9h46yeO4sTp9r4LXN8dl72ZkZLFt4FZNrqlh5zUIWzJnCK+u2EY5EmFxTxZxpkxL8oEzLwjBMAn4fQghysjL5xIP3svvAEeobmyjMz2Pu9ClkBgMsaJrOoROnUBWFaRNrKMgbepp1rFh5zUImjq9k7+FjOI7D9EkTqK4o4/U3t7N1z4G+/RbOns6yhXNd53YXFxeXEfCeEljHn+nADMXF1QXsqOTo4+0c/X07AiicG+CqvygmUJQshIJSTzKkBNBR0AZUste/0c32f2nANuLRmq46gzOru1jx3fEES1KLLOnNJpXykBLamlK40CvQfiR6WQQWCH6a1UzLpEw+caQbX6/IiqqC/56Uw6wcOL5me4qRKhYbtu5k/oxpKcfbvBV09YRS1h1Ztk1HVzenzzXwm+f7Z+81t7XzzKuvc/Myk1lTapkwvpysm5Nd9S3L4uX1m9l35DgS8Hk9rLp2EVMmVBPw+Vg8d1bSMaVFBZQWvfUTBcaXlzK+vD+tvXHHHrbuOZBQP7Zl9358Xi9Xz0kvll1cXFxcUvP2eANeIZp3hXFS1fFKwImXGzXvCPPa505jx5JfyA9H5uAbYAzqlSr3RqeiXvQopSPZ/V9N2DHZ1ykobTDDDgd/2UJaFA2zZhX2AG8HB41KQ7B/AAAgAElEQVS9WxYl7S5E3FDycpEtffzj3Fxuu6GYH0zO5PtTMrn1hmK+MSefTOmhqSX1SBXbcQhfRhPN4VJWVNjn6H4xuqZRWVrMmk1bk4SiZdms2bR10DqqF9ZuYN+R41i2jW3bhMIRnl29jtPnGsb8Hi43b+7cm1Scb1oWm3fueYtW5OLi4vLO5j0lsAIl+iVTU9IBK+JQvz7ZePLz4au5OTYBr1TJcjz4pMYis4Jv9FyfsF+k1cKKOKAb8T8XcKBpZ/LsuovpKl7Cc03ltBoeDEfhdDSDnrkfp7N9gOmmCt5cjYKZl88/6WORqwg4OtsKvHxxfh5/Ny+PHfleSpwMptoF5GRl9u0b8TtsWxzhpTtD7L4qgpOicP2toqQwn/HlpWgXuZOrikJmRpApE6tpaUstFKMxA8NM3VkXjkbj9VR2sjDbuGP32C3+CiClJBJLPTsxHH3rZiq6uLi4vJN5T6UIa+/J5fzGnnhkaRDsqKT7rJG0XUflx923cybUxWGthWo7hwl28jxB09uM8+ffgolH4xuOToRf/Cm0FuDNVpP2v5jjZ+rZHS5kW2du37aZB8+z9Dvz2fb1ZsINNkhJ/kwf8/669LIWit9o1PCJyDy+H9iKLlVAkiN9PNp5NwLBsoVX8fsXV9OQa/C7j3Zhq2DrcGKGxTLxS17u+BDFzpU3d03FvTevZOue/ew8cBjbtpk2sYZr5s1GU1UyM4K0tifPQ9RUNa29R08ojKqo2HZypLO9M/XonbcrQgjyc7NTPoPCvNwUR7i4uLi4XIpRCaw1a9bw3e9+l3A4zNKlS/nyl788Vuu6LOTU+pj3f0rY9Z0m7JiDY0pkb3rwYjS/ILs6fV1TpZNFpZFckwNgyxgbuz8LtR0IJX5iWXsUvvhNlK99k9r7LlhHyD6X97gvVFwoxQuKE0XT3n0nOXeulVl/OYEiO8DUiTV4fFrSfpeDvwsv4aOROWzVz1Eg/Sw0y/tMUWvGVfC+65fxQNVzGN7+5cQ0h2YZ4uuB9XyvZ2RWC4MhkWzSz/KE9yACwX2xqVxtlqdMA15AVRUWXTWTGTNyaYhuROEMaDVAPssWzOX5NeswL0oT6prG1XPSz97LycpMmT6cNKmSVTcuQM91cEywwwLst6ZIvKOrm4bmVnKyMikpzB9035uWLuLxP76akCrVNJUbll59uZfp4uLi8q5kxALrzJkzfOUrX+Hxxx8nPz+fhx56iNdff53ly4fujfRWUL4kk7JFGYQaTTSfwoYvniV0zujr0BMqeLJVyq5JH3npweBHge086T2EV6o8FJ3Nh6MzUVE4H96AJSOg9Ks2oUrwxSh+5DCVK6cidImWlfhytjpBWoIJ4yqQKbyXWtu6WLt2J0IIpk+ZwKXElWGaSAleYiihRqQ/D+kbWTSiWAa53UhtvTBuYgVNBVbSciwhecl7HAZmWlWJ6o9bVkgTnKggZWvmIHw5uJZf+/cRIZ6++73vAB+JzOL/hgZ36z/U+QuOdD8a7xpAsK/jh1yV97dMnXgjMcNg7eZtfbP3rp49g6Xz05u7enSdxXNnsWnHnr7apXlzJ7Fq1UI8nvg/K0UBxSMxO7iiIstxHJ5bs57Dx0+hKPFZiAW5OTzwvlX4fal/caiuLOeD77uZ9Vt30tLWTmFeLssWzqW8ZGhjlVxcXFxcEhmxwHrllVe49dZbKSmJR2S+/e1v432HjNUQqiCjzAPAsn+rZN9/N1O/rhspoWxJBjP/rBBFT/1CNLC5PfcxjqvtxET8t/2vaK+xQT/DT7pvJ2TVY8sULt++GLmLuxEKaNnJA6C1bInZCn6fl/etXMZTL69NeX2f14Oqpk8zdnb38NzqddQ3NHJz/hkWZLWhaDpC2tj5UzBm/Wl8/M4YoSJQENhJU/bAQ+I6hadfWAoB0gOqX2K2M2SRtU9t4n/9exO6OcNY/NK/hwejM5lqp+7Q6zCOcrT7MRyZmPrd2favFPkWMGfaZGZPnUQ0ZuD1DG323pJ5s8nKCLJp5x6i0RirblrQJ6767hFQAxK7+8oJrK179nP4Qn1Yb41YY2sbz69Zx/233pj2uMrSYh684+YrtUwXFxeXdzUjFlh1dXXous7HPvYxmpubWbFiBZ///OeHfHx+/tujNodCKP/noXsRPcZeTtNJ7KIxKmFh8bLvOI2+MJX6TI71+DGdxGJ2XQlQWTCDzBwPMfoLhyWSZznKfynbaSuMciu1fKlwGR/wKjz+wtoEJ3GPrnHLikUUFaVOT1q2zf8+/QJdPWGuzmpiXmYrmpBgx6+ntR3Gd/IZvIs/OqR7jVndHGj+Lac6X8en5TCj6INUZl2TtN8tTOSPHMO8KNfqQ+MRZS6FhZl999lNd4IMEwJQIaNAx8/QivU3sRMzxQgbUzhsyqtnGdUpjztxdj22TC5YVxSVkLaDioI7B73uhfsYyMqiuay8di4ODt0k114JAZpPkOdLffzlYOeBw0ldkY7jcOJMPVnZXryesRPYoyHdM3UZHe5zvTy4z/Xy8G5+riMWWLZts23bNn71q18RCAT49Kc/zVNPPcU999wzpONbW3vSDsB9O/PHjCP0+FN0ljnwcugYHzZm4VOKsJx6ZG8KS6DjUwrxG7MJh2IogX4/0X9hM//JNsK9g41/KLfzG7mf18c9xPuuv5Y1m7fR3RMi4Pdx7YKrmFxVQ3Nz6iLq+uYGItG4oeaSnCY8yoDna5uYpzbRVXM3KIP/6E0nxNqGR4jarTjEoz7nu3cwOetPmJT1YMK+3xQrOZTTSr3ShUQiBcw1S/l05zyaL4gOVaLnyISZjBeIWgY97UOb3+f4HdSggiUSBYQqBU6PTXM09bMJR2KQIsompaSrO0KzTF+YXliYmfaZ9yEken5qn1jblDR3XLnC90iazj/Hdjjf0EHQf/k6T4fKkJ6py7Bxn+vlwX2ul4d3ynNVFDGioNCIBVZBQQGLFy8mLy/eRbdy5Ur27NkzZIH1TqXczsQjVYyBL3gExU4QIVSWFX+XA50/5Wx4NQAV/uuZmvMxhFBxTIkiJQjoIMq32Ur0ooiMJRy6ifET/w6+NGkp0ydNwHGcIaWs2tq7sHrrgfxKmkHFUoJtXlJgnex5hqjTL64AbBnlUOcvqM64A13p/7IVyADr2x9io36WOrWD6VYRs61EWwniZU8paW5t55e/fJnaqnEsW3gVXbsdDvyihXCjSWaFh+kfLaBobhCAO2KT+EZwfdI5BIL3xdKPryn3r+Bkz9PYMlF8SOlQ4l886LMYElLgRCWK7yKR1XwSZfcfUNvPo/oLMSfeipOffo2juHhCw0RuVhaRaHOKvXBd2V1cXFyuECM2K1qxYgUbNmygq6sL27ZZv34906dPH8u1jTkHjp7gR48+wbd+8it++dQLnD3fOOxzfDA2I8m1XUgISg8rjCoAdCWD2bmf47byZ7mt/Flm530ej9KbKjN7/0jYTwseVPJjYSb0tOG34xGvmLB53VPXd/6hiCuA8tLCPq+nk5EMUgUIpS8XNN8lz9UY2ZxUrwSgCJ0O43DSdoFgiVnJg9GZyeIKwBFIq7e+/CIMw+SNjXsJhSPsOXiEx/51HVu/eZ7uOgM7Kuk4FmPz187RuD0Uv0c9g+/Zq/BJjQypk+Ho+KTG97puplgG095PrncK1Rn3oAovoCDQUPAwK/cv8KnJVhsjwe4RONHee2w8jrr6+yiNRxFGD2rnSbw7f4zaOLbGnUKX6PkSLTv+R8+TlJWl7hjUNY36hqYxvb6Li4uLS2pGHMGaPXs2jzzyCA8++CCmabJkyRLuvffesVzbmLJ970HWbNra1/F19nwjjz73Ih+645ZhdUqVOpk81nkPn8x8gU4lhoOk2s7h5513oJO6+DwSjXHoxCliMYPqyjKKyUPxQr4u+PiZ16kKtWEJBU06vFQ8gedLJlNpp66zGoza6krycrJpbmvnpdYyqv09aIqDJkAiQNEwpn0g7bzDi/Gp+cRDTomKSGLjUUY2P8/qEmjZvR2EUmI7Njt2HGXPnhNAfDZg9s5ynAE+ZXZMsu+/myld4kcNwr3KZG6gilflKQSwvKOaTOvSonFGzieoDNzI+cgGVKFTFriOoFZ6yeOGjsDuEdghiXfL0wg7eWi3fvhJ7OLkEToju5xM2TCx6pb57D1wnJgx4PpC4HuHNKK4uLi4vNMZlQ/Wfffdx3333TdWa7lsOI7D61u294mrkpI8brxhPuXlBcRiJopwcGIX+09JhAcUXSKdZCuBxWYFu9o+zjG1Da/UGOdkp732qbPnePwPrwLxETLrtu5g2sQabluxlKaz32dCrA1VOnh6Z+Xd1HSCVl8OnxIfGuLN2aj1m9HOvUnMo/PRq+ey+kwx+46c4L+bZnNLRQ/j/RHIKMasvgGZWT6k007IvI+G6MaElJpAIaCWkqXXDG1tSWsVWO0gNKhvaubZl9bT1t7Vf35HoEVTF2D3nDVRgyBEfPxQNh6uFmX8in2szTrNtaHx3BarTStyL5DtqSHbU4ODZJt2jh5xkvlWGVlyDIWHFCjd51N+JKLt4JigjH7EkeIjZepVVRWmTa9i586jCdt9Xg8Vru2Ci4uLyxXhPeHkHo7G+rqqigpz+OjDt6DrWvw3ep8H6QCKxInEIzZadrymRSjxdI8alHGfKrP/TSYQ1NqDmzfats0TL65JmPHmOHDw2ElqqvNo0rahDnA59To2D51vZF7RECIrUuLd8SOUjhMIx8AB/K113FIwlZUPf6xvt+RE36XJ805nZs5fsLfjuwgEEpsMrZJFBf88yjqeeKoQU6G7O7HTUioSR7dQzWTx4S9Q8ZgGXjv+LKPY/D/9dX6rH8dQHZ7MOMx/+bfyXMcDBBhcvBxWW/lA9u/pEjEEAlM4fLVnGR+NXjWK+0pEejPjYmogmhfE2PyzE0KmrGtzpCTg7xeMuqYR8Pt44PZVbg2Wi4uLyxXiPSGw/F5P34tl+fI5aJqa8KIRCqgBcCISxdcvrqA/m6ZlxX2qhuOefuZ8Y0q3b9OyOHBiP1VlWUxvziVoemj1hdlT1EC7L0rASuGjlQKl7QhKZ1xc9d2LY6C2HETprMPJHj/ktaaiKuM2KgM30GkeQ1cyydTHjep8F1NaVEBudhYt7e393aQC2qbUU3ykCueiWnTVK1j2tQK8ttX39P2ofM+8lnZh8LxWR0gxOSra+Jl/F5+NLEh7XRuH92f/ngalJ8F662sZ65hjlTDXGpuUoVmzCs+hJxN+NlLxYI5fOaQU7VBwTNHXMJGw3XE4ebI/gqZrKp988N5B/dNcXFxcXMaWt89E3suIqqrMnzUNTdMoK8tPXzSuxtMuqawEYPiBh1Ti6gLVsS6uOVtKfjSAz9YoC2Vy46mJ5EWCFPkWDun8attRsFPEp6SN0nZseItNdw3FS553+piKK4jXA33wjlVUlZehKgqaqpKTlcFNn5vB1A8XoAeVPlf9mZ8opHSKkiRtg+h83Zzf9/eosHjCd3DQ627Rz9EtYkm+plEsfqJvH6O7A7t8MeaEm5GqF6noSNWDOX45Vk16o8/hcnHDxAUMw+TIkbOcO9/at82yHU6faxiz67q4uLi4XJr3RAQLYPnCuQghaO/oITc3hbGZIGkmYRLDtO2qLE3RTQd4NJXFnkNoTr+SEwhUCXOaS9Fr/mRI55feTKTQEQMMNE0bWiM26SvDRo8iHBQhsRyFkc5EDPr9fHDlfJSjL6B1HAdfDqa3Def+GdTem4sVcdD8CooCglDKc1TJxGYAn0z9lTYti9PnGjicXY/ISl6vFLDz3AkOtJxgWu0gNWa9NWDp7jlmmHT19JCVkQHVN2CNX4EwupCejDGpuxqwGKwuULyg+CQt7R1seGMPe/eeGLCfJBQZWlTUxcXFxWVseM8ILEVRuO7qeUjVQToSofS/IKVDPCUlBU4kPjswKYolQaaxlkqHpmncddN1PPnSmrj9lG2jaxrTxxegkmysKRAUxfKJakMrRI7lXIUwnk1+b5sq//NaAw8UtVFUMDYWBP1rlGT4IuiK01dfHTY8RK2huYNHYwbb9x3k6MnTFPkd7vZuQHEMBBJi7Si7f4E56Q6sccvQg/GUlkSmtdE6qPTXOQUcnT+NzE7a53jdGZ56+TUAIn6H8J8bSbFbzYAJB3We37ueqooyAv7ErkShSdRMiejNsjlG7/ib3lCYlJJX39jCzv2HUBQFx3G4avoUbliyEEY4A3JoCJwYODHB6SOtHDx4Oun3AMeRbnG7i4uLyxXmPZEivBhhK1jdAmnHUytSghONexhBXGg5Rv9n0on/sbou7jIcOhPHV/LpD9/PikXzWTp/Dh983ypuvuHG9Ocaxsv47GbJuuffRyTkxzR0TEMn3B3klafeh1aXzxvbdw97vZciwxtFVxyEAEXEy4kCHgNdvbQTe8ww+Nnjz/DGtl2ca2qmKrwT7FhcXPUiHAP96HPxTrv+rTS0mRhm4jXC0uQfeROfreKTGrfHark/Ni1hn1A4whMvrcEwTQzTRO2yuWa1H82gL2KpGZDXrDJ5b7xW7+ip0wnncHDQsiWKFr9fIUDxxOdHXghrbtyxh50HDmHZNoZpYtk2uw4cYuOOQXyvhEToEtSxmWgwbWI1OVmZaBfVWumaxqwpteRkvXvHUbi4uLi8HXnPRLAuRhoKZpu8yObpYrEjsLsFTkQidOBCdGuEaTCAjECAhbP7TViFKnEmXINyYmOCV5JUdMwJQx+2G22zaagr46kfP0xuYQtSCtqbC5CAlnmapta2Ea85FYpw0FU7qUZbCPBrJqY9+Ndpx/5D9ITC8SHEQLW/BzXNYxXhFmRGf8H5zoNn6exs4sZrppGT4aextZtn1u8iqHfx8IxaPlyxKGVX58HjJ5NSu/M2+yg5r7J7XoyYXzLxgM7UPV40W4BGwvxHID47MsU9o8Xr8qQFW3btS5r/Z1o2W3btY8m85Kia4ndQg/TZLEhLxkW8M/LvmaZpPHTv7Wzbc4ADx07i0TXmzZzGtImp5zO6uLi4uFw+3pMCK44YtKZKWr12AmN+WYmWI3Hm3YFQJBzbFN+uaBgTb8cunjPkU+VP86F6BHZUoa2pPwXkqDaRvC7G5Y9xelCkT9UJ5VIFbHDs1Jk+cQXQaenke1IX6UtPYsTF49HZfeQs2w/UJWyvVf2sKKqitjS1ZUbMMLGd5LWV1+lUnvEkzcOUUjJxfGXCNgcndeOfpC8GHImlnv+XarvQZa+nF/0PU4t3qlodo+sw9Og618ybzTUpRJ2Li4uLy5XjPSyw3hqUXnsioao48++BObeDEUZ6MpFhDVK/p1OSP9NP3hQfzftCYMXf9I5iE83pIVYSYsn8FYie8+jH/ojSdQrpL8CsWZV2Hp7sbiL02mrMxiYaTlcSyZrH1IfK8BfGi7xsJ3VGWUowrUt/lYKBxCHD6zqKqfCdTBhKLRUNu2AaeBIHa06ZUMXqN7YknVMImFabPkJTU1nOG9t3JUWXNE1lcs14Dp+ow7JsFCFQFIUVi+eTmZE4ckdFxXSs5Lo80V+XV1SQR1NLcsQwVQ2cGkh2X78QEUORo4piXQoHyfOeIzzuO4iG4MHoTG4wqhGjiNC6uLi4uCSjfvWrX/3qW3HhSMRImkv3duMVzwk+nvk8/xRcz6ueE9TYuVQ4wx9hczGKR/aJrPgGFfS4N0Q8ajb0F50QgorlWegZKq1nu4lpUVon1MOKTu5atZwyv4Fvy7+j9JxDsaIo0TbUxl1Ifz4ysyxxXS0H8W7+DgHlLNm5bRSWnKUgsJfX/quMihvy0bzxbkEpQVft3utfqFUT9BheLpVGzQj6OXjsZF8Krs30ErZ1qv0hVM0DQmAXTMeY8ZGkYdS6plFaWMCRk6dRVRVVVVFUhbtvWkFpYUHaa2YGA7R3dtPW0dV3XV3TmDaxhjtWLqemsoKAz8v4ijJWXbuYiVWVSefICgaI9TraXxBGUvbW6kXjqqsgN4cDx04kRMQ0TeXOG64jOzNRLCr+/mL5BCRIY3RpwsGQSB7Jeo7v+7dzSG/hqNbGi97jnFd6uNEYoTv/CAkGvYTDI7HAdRkM97leHtznenl4pzxXIQSBwNAauRKOk4OZNV1GWlt7ktIzbyee9B7iLzNfIiL684Q+qfHbzntZbFaM+LzCI9Eyk7sULxTSX+wWP1wKCzNpbu7u+7t3+w9QWg8myR7pySSy/P/2G35JB+/af0C1uhP2syyVw7vmYNTczuQH+lNwmmLj1w0UITFslaipI1EQ4WbUpr1xoVQ0G+lPjt7s2HeI1Ru3oAiBIyU5WZl84JYVZGsxpJ4BnvQDm+Nrsqg71wBSMq68FF27dORMSsmxujPsPRz3Bps5eSITx1cO2dW8sDCT5tYu1KBE8QAS7Ai9zv/95zjf1MKGbbtobmujMC+PpfPnUFqULP6UgIMaSPYblQ6YrSNrphgKG/UzPJj1FGEl0dbDJzVeaf8wky8xmWAsGfhddRkb3Od6eXCf6+XhnfJcFUWQn59x6R0H4KYIUyCRfDX4WoK4griR5deCr/NixxDnBKY6t9GfVhJKPGXzkjzJ0/IIPq/OB+WMMXMTV7rqUr+qrQgYIfDG65xEuBmRwj1e02wqJxxjy95I4uGOSnesP93X1ROi+c3fMMXaiyD+ZdSPPo8x+R7syiUJx86dMYUZkyfQ2NKKz+ulMC/eNTlUqa1pGhPGDU/gCiGorRpHbVUlQgehxn8G0kxXUZYCJ978MJhTR2lRAfffuhKhxSOVUor44OoBESknIlB9Ein6xzEB2CGGvp4RsEY/RViYSdslktc9dUyOXDmB5eLi4vJuxxVYKQhh0qJEUn52UGsZ5dkFVgcoAYnwSR4Sz7NG1BFWTRSf4He+A/x1aDF/ERmam/tgSE8Wwgyn+ESAdpHPk+rtG6I8EMv0kFmZPjTa1RPiqSce5ZHifegXaqkkIG08h58gWjgNOcB6wqPrVJaWDP+GRoPonTGp0t896oDZAUm27iMm7pXVnwKOF7NbXb2pv77NArM9bg6qeHt92MLDSw+PhBzpxYOKMUAmalIhyxl++NvFxcXFJT3vOR+soRBAx5/GEbzUHgs/IYETVnil+zRrqOuLKjhCEhEW/xrcSKPSM+qrmDWrkErii1MqOlb51aD2u5NKXw5OVjnOgEiLaWjs3zedJx84SDSFMSrAxu27meRpRhGpY1Bq095R3sXYoAb7Z0yK3sgRKqiZY5emFp64P9YFr6wLf7TMfr+sPqTAiShYHQp2lzI24soMoR1/Ee+W/8Cz538QXYl+XvfEpqKmiZDdZtSO/vouLi4uLn24AisFCoJPh+fjdxJFll9q/E140Zhd5wXv0aR6GIhHFNbqdSmOGB526TzMibfE5+GpXqSiYZXOx5x8T9K+xuyPIgP5WLaOEdOxLJWDZ2r47Gc6+OmEXXwq64WU1zhVfy5tei+e+np71Nkp3uSapwuGoWO1RsWXYgLAhWuN9ZScgcS68W38/9BPvozacQK1YQe+Lf+J2rCjb5cyJ5Mfdd1G0NHJdDxkOh6yHS+/7rqbTOkd5OQuLi4uLsPFTRGm4S8jizCFw4/827GEg19qfCG0hPsGOIVfQEpJ6/4o3adjZI7zkj/dd8ki6qD0oEqBPSD6IxAE5di8ka2qlVjjliEi7UhvJmj+pH32q838ffEatt6dwaIWD6UdFrsz/BwujYGId8+96jnJWaUrqYsyMxjkQHM2y3MbUZPuA+yiWYOuT2k/jnp2I8I2sEuuivuApVMpLmnRT76CMEKI3gI/gQTHxHPgd0SKZse7VYGbjYkcaP0Um/V6VASLzAo8pGppdHFxcXEZDa7ASoMi4O+sa/ibrqtpt2LkST9qmoCfGbLZ8IWzdJ81+py5Mys8LP1/FX3z9FLxQHQ6v/Dvxk5Kv0lWGoneTkKVKMH4uBbpgB0WiXU9g96MjgymnkV3WunkfTmP0SNMELC+SIeiZHHnlSon1Y4kgbX4qpk88WIzr7UXc11uY7yWK35RnCl3JdVfXYx2/I/oJ1eDYyAAtfUgTv2bxOZ+YsxFlmMkR7GkhPic7LGpfXKiAkVPHcWSyYHKMUVt2d8nrhIvbCPCTQmu+H50VphVl3dBLi4uLu9xXIGVAsXnoGYAEjQU/PixOtM7u+/5UTOddbGEl2jnqRh7ftjMvL9OX8w9zS7kaz3L+UrGa2iyvzrmV113EaBf5Ag17v7OhboeFUSWxO6RONHRCZEf+LcRFfYlNUZM2NTaybYLNeMqWHnNQtZsEhyJFjDZ30Z2Vha119yFJ6csxZl67ynaHo+6OP0PVdgGSsdxlJYDOIUzRnxPqbBDcfHT17nXa+5u9YxdYbk04mOVlAv9A71ac6RzLId1bT0INKf4wEbqgUse39jSyo59hwhHo0yqGsfU2pqEmYYuLi4uLsPDFVgDEKpEzRgwxoT4YF+zFVK9KM++1p0UoZAWnH29e1CBBfBwdA53xiazzlOHT2osN8bjJzGCpAT7xVXfOgWoQXCiw7AaSMFuvRFLpBhzc9Fp/U58kHKJk9oHZO6MKcyaWktbRycBv5+MQHIaciBK29GUUSphG9C0C8ZYYOEIzLbeKJYukRY4MTGGHYQAArund45lr1+WE2OMr5Eaa/wKlP2/jj+/XqRQcLKrwJs96LG7Dx7hpfWbsG0HKSUnTtezbe9BPnL3rWhD8BlzcXFxcUnGLXYZgOJLX/As0nSySzv1Mem2AxjYyN4QR570c1dsCjcbE5PEFcRNzVOWcwlG/ROcbhWipRAACqBLQZ7j5zORBfxnz+BDqDVVpSg/b0jiCgA1tfO7KeBnmUdYr59OPmbUCJyYwO5R4pG/yyR8pC1wIgInOtYCLj128RzMcdchFQ2p+pCKjpNZQWz2w4MeZ5gmL63fhGXZXPAcNi2L5vYO9vQas7q4uLi4DB/319Neus8YnHqxA6PbomxZkIobMlD1xOygMhMAACAASURBVJejSDMfumhukMbtIbg4EKRA0VXJqZk1+im+lLGaU2onAanxSGQu/yd8DdogSkk6pB6tAonXHAGfCs/nce9BrIsMKH1S4wajmp913ZHyGFWx8ajx1F7M0nHk8FWeXTAtZQTLVAQ/n+DndNbT7Gv9FMEUgnMssWybzu4egn4fPu87uJNOCKza2+ORrO6zSG9WQt1VOuobmlAUBQZ4Y1mWxcFjJ5k7fcplWrCLi4vLuxtXYAFn13ex/bGtyBUvIyc1cWbPJA4+fSs3fmc6qrdXBIh4oXQqZn+miNc+dxo76mDHJKpXoPoUZn+2OGG/rdo5Hs5+ps8hvkeY/Mi/nS4R45uhlWnXZ4cFIksmFWg70d6FjYIaJ5cnO+/nixmr2a014kfnw5GZ/EPo2pT7B/QYPr1fjPl1k5DhIWYlhvcsHH7h280v/buJCZu7o5P5TGRBvx2AqhOb+0mcnd/F6i1u0yX81fxcDuZ4yHAEr3pPcGcs9WDqsWDr7v28vmUHEonjSKZOqObW6655Z6fFPMG0w7xT0dTahmmmLi70eV3zURcXF5eR8g5+k4wNtuGw46VXcf7qh6CZCFUiK8/QtXgDB5/7N6bfOym+X4i06Z5gic5NP6vi9Oou2uvaCdRGqFlagy8jMfryb4FNRAZ0DEYUi1/79/L34aVpvYikIbC747VhF/SUEwV7jAq051qlvNzxYRwk8dKz1OfVFBufbialK4MeA8PSkBdF4f4s6znWeE71icnvBbbxgvcYq9s/0mcL4ORU84XbbqKucyt+W7K+2EeXJ34OB0mEy9d6d+j4KV57czumZV207SSKIrj9+tTicvTI+KgeHXCuXH1WOl5Yu4E9h46SahyprmnMnTH1LViVi4uLy7uD93wNVvvRKM4HfonwGgg1/qIRuoX0hzkW+xVOFKyOuOv2YKgBSffSn3Lurk9yfMbf8ErHPRzpeixhn2NaW8qAky4Vzl/Cud2JKZitArNNYLbE64jGujNNQaQVV0BfWnAgEvBo/Smm/WpzgriCeBfiWaWL571HEo692ZzM5pIsXqgM9IkrAFs4XHcZrQQ2bt+dIK4CikWGiLD/6HEM83IIu3gnqJYlUQMSNSjR82Tfd27UZ5cS07JSiqVU7D18jN0Hj6TcXwjB4rmzqK5I3wXq4uLi4jI4bgTL2wYilLRdqBJz3L5eIXNp9nZ8jzPhV3Aw+gq1Dnf9Dz41n3HBmwCYYRVxRulKClrYQlJuZ3FpxKhrri4HDpIdagN+mUGNncsO/XxCF+IFQorJG/oZ7on1R0auM8dzg1HNq56ThBUTRQq8qPxtaDElTgaGaXL2fBO6rlFeXNhbLzR6usPxGY1B1eT9xXWM94VwgLCj4TQegIrZY3KdCyiB3lE9F56JiKd51SyJ1T46obzvyHHWbNpKKBzBq+ssmjuLxVfNTGt0+/qb23lj++6056uuKGPp/DmjWpOLi4vLe533vMDKrc6B06l/6/d6hiJ6wJEmdaE/4MhYwnZb/v/t3Xl8VPW9//HX9ywzk8kOCZCw7/uqgqCCu9aValW0Xq29Vtvb1trfvb3662q9tbWt99pF+6vXbvdarda2uFRrReuGIAooooDssgWykXW2s3x/f0y2IZOQhAmB8Hk+HjxITmbO+c4hYd75Lp9vjM11v28JWP/WOJ9XAjtThgmzfItboyd1OJm7MRpl554ybMtizPDSPpkfVK/iNCqHUi+UMv+qmeG7bPnod/x6lM2QnElckZiWtihrUJsM91JLBigUD9dfwiv2Tv4U2kiNinF2YjQ3xGaw/qOtvPDaCpSRXF0QsC2uueR8BhcNPOLXNGzIID7avpObSrdRHIhhNmWRgOGgNz1CbEApOlx8xNdpZnawVQ8mYGjwexayNu/4mOdfXY7rJnsQY4kEb65+D619TjupfUjatmsPb6/7sNNzZocPXzdLCCFE5074gBUwcyg251HhrAK7TdFLN8ik4iVdOofrR1orVx4i7lW3fDzNG8Sfa67i2zmvst4qZ4CfxZcip3BzbHba576z7kNeeWt1S6+NUnD1xecxvKTz2lqZUqti3Jb7Ai8HdqKAgX6Y5xsvZ5qZDb4L2gMUzponuXZfBVdvhgazjNdtl5MLS1k5fzfxrNahQ1MbXBuf2u46CsV+o4G/Brdga4NV9l7uDS/n4q1ZDHZbg1rCcXjsmRe47cZrMc0j68laNPck4gc+otBOtISrFtrF2rUcZ9Inj+gaKaekd0qNvrZqbUu4aua4Lm+9u575s2e06/Fb+8HGlKHRdE6ZIXOvhBDiSJ3wc7AA5g77vxRlT8fQAQwvjEGAMQWXMzLnoi493zbysI3clGNhayBBM4/CYOqb1cluKc/XXMfuyttZV30rn4vNSTvvaX9FJa+sWo3reSQch4TjEE84/PG5ZbiHeYM8UtUqymv2x1yZ9yQvB3aQUB5x5bHPrGd+7uNs27WOxIZlOOufJ/b3H+Pv+xBFMq0XeJpP1K/giz8r4b4Lzmfq6mKytMUwL48/1l7J4DTFSj8yq7gz9x/ElEu9kaDeSFBnJvjzklpcK7V30fN8Nm3fye6y/dQ1tB/a7aqiAQUsPn0mKs2Qo9I+KpqmKvoR8GPNm1+30ropo/aw9wqgtj793D3H9dLOJYvFO1gK22TsyGEMKS7qcXuEEEIknfA9WAC2mc3C0f9JxN9LY7ycHD2WIAVdfn7FuxGyNlxPfMEvGZQ3lkUl/0rYKkRhkPB8oo6P7matqHUbt+B57XvFtIbtu/cxYfSIlONG5Uaia18kq64cP3cozrhL8PNHtHt+ZzSa74eX88vwGixt0Ni0P2FbCTw+qnmLods/7vA8pukxYfJ7VL94LrffPp9pjxcxJljQ4QT6x0Mf4NJ+Hz2tYMd4h/EbW8sFuK7LMy+9RsC28Dyf0cOHsvj8M7F7MHSaXToJewft5rVpI4A/YHy3z5dOwnF4ZeVqNmzdzrXXnkNJyQAsy2xZPZjcRqfnBhbmU1Ze2e54MGATDLQvszB53GjKKirb9XoBzJ4ykQsWzj+i9gghhEiSHiwjuZrLDENe7lCGDJxNTlEeyu7aaqwN/1PJW3fv4+DvpxF+5F+5cOj3yAsMwTKCmIZNyAqSH4qSvkRpx+KO0+GKMMdN7Zkwy9YQfO9X+JXbUIl6jKpNBN/5KUbNzm5d8+ngRzyctZa48mg02ocrSE7I/zBPoY2OC4Aahiacm+xZMYDQKqvT1Ym1Ko6r0rxWBYlA6nFfa7TWxBMOruexY/deXnzjrS69vkPprIG4Q05CG61BRCsTbYdxh56a8ljT8AhZCYKWg+riv6XWmj88+3fe2/gR0Vic3/z2eR577CVef/19YjUeTpUC78gC1lnzT0kGtjZsy+LMeSelneQ+c/IEigoLWgKpUskq/BefdTqfOPO0jC0iEEKIE90J34NlhlP3+Wv+28rVONXQ2cyZaIXDlj8dxHeSb7gTp0xH+am9BkqBQmMZPq7f9c1zs7NCaY97vs+ooa3L57X2UZv/jPJbQ5cC8B3szU8Tn/uVLl/z/2WtIWJ0PvwY1CYNpTPhgwNo30l7d1zHomzniKb2gRvrfOnjhYmxLA1uSoa6NrShGLsrRGfh1PU8Pti8jQsXzsfswebEztRr8XKHE9jzBnhxvOIZOGMvAKt5yx+NHz9IfijW8pxwIE59LOuw/577yisor6xO6YncsXM/e/ZUYntBTp4+pdvtPdSooSVcddF5vLLyHSqra8jNyeaMU2YzbcJYysorWbZ8FfvKKwgGbE6ZMZUFc2ZwwxWXsHHLdjbv3EV2VhZzpk1i0MD2G3kLIYTouRM+YBmBDvb5M5r+dJINKt6PYljQnG3yh1lYgfSBzFA+0LUAUHmwhjUfbEz7tUXz5pDdtN/fJrOSW7KeZEUi/Twco35Pl67X7KAR6/TrplZka5vrvHnE5k4i8MGjGHW7oalAKYDrmsSiWWxdn5zMrn0YdFJ2p+c9NzGG+c4wVth7iBgOSkMIiy9GT+aCWcVs2LqDYMBm687duF6aoUTt43petwNWeVU1L7y2gj37yzHNYUyfMJZzx80jYLf2zgVMF7xE6kbbQG4wxsFomM4CeGV1TdrjjuumHdbrqdHDShl91eUpx6pqavn9U8+3TGiPxuKsWPs+dQ0NXHTm6UyfNJ7pkzIzDCqEEKK9Ez5gad3JW+RhRoLsHCPlyWXvJhhxWgg7K3WYRUG3eq/e2/BR2vlXtmVRPKAQAFe7PHPgIZZuqqSj0UwdzE//hQ6cFx/Nb7LewztkuE5pKPKzODsxmjsjp1Gsw+icMPFT/w2cKGbFB1i73yRWVsvOjaPYsGo2jhPEDComXjeArIGdf5sZKB6pW8zzga0sDW4irG2uj0/nVGcYTE4OawH88bllbP14d7vn5+fmpoSijniez0c7drJvfwWhUJC33l3fMhHc8zzWb97Kwdo6Pr24dXFDyHJI+42gDt8rOaAgfZmP5MbYhYdt75FYufb9dmHUdV3Wf7SNM+edTLiDHlIhhBCZccIHLD8KKjt132Gtm/YdPMw2JoPnZGOYiuY34K0vRpnx6RwMS7VsFK01JDyzWxsiN0aiHVTYTvZEAFRteYSv7S4n20s+7tAyANoM4Iy5oMvXBLgpOotfZb2belBDlrZYVX0zOaTZm87Owis9Ba/0FPA1oZJGBlv1WCGDEefnMWBiVvvnpGFicGliApcmJnT4mLMXnMKufftxXRdfa5RSmKbJhYsWdFhUs1ksHud//vJX6hsaSThucuPuQ26x5/nsLa+gvOpgRgLQsCGDGVCQR2V1DZ7fGpgty2TGpI5fZybsr6hK+z1kmQbVtXUSsIQQoped8DNa/ZjCjzctmfeb/nbBqz/85GPDVpz2g2EEC02ssAJD8dcvVVK1S+P5Cs9XRBIBGuLdezMbN3J42lVxnq8ZUTIYEo0M3/V+S7iCZLjSgANELBNn3MXJ0NMNywO7CepDrquSdar+Gtxy2OcrQ1EyL4eTv1bCrC8P7nK46qqiwgI+t+STzJ46iSHFA5kyfgyfueKSLm3psnz1e9TU1pNo2ti4ox1lDGVQXVPb8nnc67hnzPU7//FRSvHpyz/BpLGjMQwDpWBE6RBuvOJSskLp953MlEEDC9OGTtfzKcjLTfMMIYQQmXTC92CBwmtQeJHkVibao1sruwrGhfjE78dQtTGKF9MMnJaFGTKoifa8RZPGjuLt9z+kovpgy3L6EcMH8cnFCykoDKPKd6AMC/zUISAFbM0LsPqMz3ClM63b1y03Gomp9pPc48ql3GgErTEObsPcvwYAb8hJqEgF9s6XUIl6/PxRJCZcjs4d2v0X3UX5uTk9KiWwYeuOlF6kjvi+T9GA1hIdcdciJwu0l1qlvz4WoiulQ0PBIJeft4jLzl2I1vqordKbP2cGH23/OKWoqGWaTBo7ipxwZoOvEEKI9iRgNfMVuvMajB1SpqJoWua2FzFNk39afBHrNm5hz7b1nJ6zk2HWZlj+Lv7kM9GlUzH89pO9PWBPfg6XOj2rxD3XKSVb28n6V20EtMVcpxR701+w9q5sGj9VWHtWJnu4mqrYG1WbCL29ndi8f0PnHJ1q811lHGYIEZIBZOTQEooK29ZAU6hgIbXVNdimh9aKuGuhu9n5q5Q67DBmJhUPKGTJpRfw9zdWUl5ZTcC2mDNtMovmnnTU2iCEECcyCVjHKMuymFFazGkHVqP8OCqhIRHBWPM0ur4SPXQK7N2A8lt7KLRpMXfYTdhdXK14qIXOSGa4g3nP2k+0qVxDlm8xzxnK/GqNtXdFm3IQOvmnzVCbArTnYG9/gcSMz/SoDb1lxuTxvLV2fbuJ38FAANd1sSyLWVMmsGjunNQnao1fsRV9YB+x/JHorCPfB/FoGV4ymJuvXozv+0c94AkhxIlOAlaThr0JKt+PYucaDJmbjRnou+lpbsxn7f37KTGfJ2d6AsNsM9fKS8DmN/Au+xYqkI2xYzVoDx0aSM78G0lYXajebmiaa2v6CVq2ajFQ/LH2Sv4nax1/CCa3v7k+Np1/is3ArHyp3ZBkOgqNUburB6+6dy2YPYOP95Sxv6IK3/cxTZNgwOaGKy4hP7f99j0AKlZDcPUDxBK1BDSgPdySU3CmXJO6KgIAnazCoTmirW96gxQPFUKIo++ED1haa9Y9UM7Hy+qSRUENUJbijB8OJ39M705E7sia+/azf1UjM64uwzTTzBsyLGiowp93DfGxV4HrgJVFbnEuVNR3em4j5GM25wkNZg549Ro/nnwTDmJxS/QkbokeMpRk2Mmb08Gm1s00oMPH3l52lmVx/eKL2LO/nLLySvJzcxg3cninm0YH1v0GFamgbZ0vq2wNfv5IvGELWh6nLI2Vp1uWjGhPJ7fAOcIq7UIIIY5fJ/yvtvvebGDXy3X4CY0X17hRjVPvs/Lbe9F+97a3yYR4ncf+VY34jqb2YAF+ut4Q30WHC/HjAFabquNAoh5VtwvcNLPsTY2Z01RdvjlMKjBzSRa76oQ3ZHbaiqztnmXY3S4PkTkaZenkNkdpXo9SiuElg5k7cyoTx4zsNFypWC1G/Z522+IoP4G9+402BzRWvkaZbe6rCXZB0xCqEEKIE9IJ34O18/lavFj7N8JEo0fN1jiFE45uvaD4QbelOvzGd+YwfOwOjDbb12jDQg+egK8KU0tJ+A6xNx8ia9dqmpdDuiMW4Yy/tCUYGcGOKpKCEQS/k0LuOlRIYuq1BD78Q+vwmO/hDRiHeXAbaB8dyMWZ9Cn8wrHJ6ufRKnQwD+zOK7lnhKGToab5lijwGjR+rIe/Q3hxOvz9w21dUWiE2leqba6xpQL0eOGEEEKI49sJH7C8xKFDXpohI3czYsJOcioHooaehs4e1PUTGk0hpofzcLJLWusuHawo5o1nP8Hcc18hFI6gDIVfMovEpGsgkvrmb29aile2pmnSezKQWbteR4cKcUecAXSlqEDnvJKTiRZNwazcCErhDZwMdhb4ye1kmnvSrO1/x96+rClpeLiDZ+FMvTY5zNgrmsKVkdrJZuaAdjXa7f4r1+EitBVCJVITklYm3uCZLZ8rI23HXnJ1pSF9WEIIcaI64QPW8LPyqNkSx4snh3QWXvY8Q0bsxrJdaDRg5XJqR19OWWg8AwsL0tcQcuNY+1dhHtwIOQX4409H55f0aB6OGTCYfGMRG35biRfX7Ns5kqd+cyPZBXFO+/EYsoemmZDte1j7VrVuithE+QmsnS+3BCw/rjDC6bZ9aZrs3hV2GK/k0PlZVvIPYO57G3v7MlSbE1oH1oEZwJmypIsX6R5lkbJhd0rTsvQhRWM1KtDUm6eThWbTBjBlkJh+PcF3f4XSXnIhgRFAB3NxRp/b8jDfURi+bj/nnWTBWiGEECemEz5gjTw/n93/qKNmW5ySYdsYMmIPdqDpnVH7oH2yt/yZZ/bOIeLC9IljuXDhgtaVWU6U0Kr7UPFalJdAKwNj+9t486/HHj4Tpwq623c0bnEh4cE2m5+oJlblUjQ9i0nXDyS7NM1WNZDsPepg8rlyGls+1l6yoKp5SMkur4GMrXyzd6SGKwDlO1j73saZeCWYvdCL1UHTm+eZtWqaL2U19S7p5BBfR0OJ/sBJxBbcQW7V28SqyvAHTMQtnQtW6+IHnWgqTtsm4DVvtdSTnjMhhBD9wwkfsAxbccaPhlO2qpH8fS9hB5x2j/G0YqhVzaZ4Ph9s3s6A/HxOnT0dAGvXq6jYwZZ6VEr74PmYbz+OO3QaRtBqmozePaXzcyidn758QDtWCB3MR8WqUw5rwC8Yk3LMjxjouMYI6uTX45ld7aYSnaxidGO9ErC0S9qQpTUp914FaAlX0BqIzBzw4zrt3pM6XExw5BLqOlydqXBrkj1lRoimXrFkz5gQQogT1wm/ihCSldhzZyjqchvoaOGg1/Tm67ou77z/Yctx68B7KcU+W/g+1Jb1+A5HcfhbYCtLg5uoUpHDvABFYsrVYAZa5vxoFJhBEhMub/fwZE+WgR8xkuFKa8yyNQRX/RehN7+PtfU5cHq214+XPzrtvCNthSHQ88nuHj41KoZHmp46rfAamvaRbLq41smepbZBxwimH8pDgzqi3KfwowbuQQO3xmjqDZOAJYQQJ7ITvgcLIOE4/PZPz1CsgwwvUQTSLPHfHmntTYo3TXyuUTEI+KTdalj7yZ6lLszD0WgeD37Ig+HVVBtRJrkDedfaj2rawtlRPt9tWMRnY7M7PIdfNIXQeXfQsOYpjEg5Xv5I3NHnd2mCvv3R0mSVdi/5uuydlVhla4jNvyNlOKwrnAmXYR7civYSKJK9ZBg2zqQr0xTnPDyN5r9Da7kveyUR5ZClbf5PZB5fiJ7cdH+S/JiBdjVGVjJE+fHmcKXaniy5ui9d9kk3Nc3WmNmaWmqxCsFrVOiEBCchhBCHJwEL2LBlB/GEww43hzdrijm9oCI5fKYVSsHvy8bgtemKGl46hFXWXpbk/5lLJsPP3lJke63v0FopdG4xOqsIXXv4698TXs6vwmuJNG20vNyOtOsAuSvndU51hjHFK+7wPObAMSRmf67Lr1tZGsM7iLVneUovnPJdiNdh7Xu7ZYJ8V+mcEmKn/hv2thcwaj9Gh4twRp+PP2Bct87T7JHQ+/wgezmRplIVjorzo/AKQtpqFzi1qw6Z0J7Kj6lkWYV07T5kZFgFksVDm8OYYYHK0ylFWbtGJ3vHdPOkdwloQghxIpCABeyvrMRxk2/gL1eXsqZuIOPCDTjaZFMkn4RvABrDMLBMk7MWnMLZeY/TaDg8MTLIjOocbv2onoShCGFihwpInHIzfu0hPShp1KoYD4XXEFdttqFJ8xQHj8dDH3J345kZeMUaMyc5Z0jt/hjfMDi0YLzyExhVG6GbAQtAZw8mMePGI27lK/ZO7sz5B65KbVzEcPmv8Fud9uilbZer8Bo1ZjbJIVw3AVYAt87k0JtuZut2PV1KgZndPK9LY4Q0RlbyuJ8AL6JSFgsYQT9ZxLV13Ba3NjlEK4QQon+TgAUUDyjEtqyWkFXjBlldFyRgW5x7xjz27C+nsrqG0sHFzJs1jZ2FjURUU5eHUnxjzgB+PimPuZUJBtiD+ZH5uQ7GodrbbFYT0GZqwErDU5oGlZmqlcpOFhZVCn6dtYPrcMg95DEaAx0qzMj1euLlwA4+m/dMu3DVrNyIoNEpw4Rd4UcN1OY3CGx7PjnPzAyix1yAO/KslH8z1dF+2Qa0BNRg66inEQIjoHEOAlqhTI2Z23TKNqsLrQLdo5WlQgghji8SsIBpE8bxxtvv4noeummWtGEY5OXkMHPyBGZNmZjyeEVjuyk7+8MWz4ywmOvkQk3X3zyH+rkkDhOuAMK+zcWJ8V0+b2eMYLL6+Ovs5ltFuzgnZJLV6GK1fVGGiTu8+71XmXJX9mtEVccT2EZ7Bd0OVwDm3lUEPnq6tZSEG8Xe+jwoE3fkotYHeqT/6dAkN8sOpWZopZKLEI2Qxo+mH4psqfButx+SFEII0b/IKkIgGLC58cpLGDWsBKUUhmEwcfRIrv/kRag0PVHT3EFk6/Y1qcK+xaej07t17VI/lzMSIwjqQ7pM2mynl+3bnOmM5KzEqG6d+3Ae5UMiyuOScwezviBAxFTUW4rqgMHbcy5E5wzJ6PW6Y5t5sMOvhbTJXY2LOvx6Z+xtf0tTpyuBvf2FlGNepHVFYjPtg9eY3Aw87aR4A4zmb4uOKrzTo7n+QvRYNBbnuVeWc9/Dj3Dfw//Lsy+/TiTayb5YQoiMkB6sJoX5eVx76YUtPVjpglUzA8Vv6y7jmvw/4SlNAo+gtjjDGc5V8SndvvZ/113Cv+a+yHPBrSigwA/xhejJfGzW0IjDZYkJnJsYg5GhYaXmyd4OyZ6zPdkWZ1xUwogGl1zHZ29uNj9tHM30PtxHr8TPYbdZ1+64qRW/q72cs53R6Z/oRLB2L8es2oQfKsQduQidN6LlyyrewaoDpxF8D4xk0E1OZPcxs5PDhc3hyo+p5PBhB3W3dFNnpE4odCBNWQjVruC+EL3G933+d+lfOVhbj+8nh9s/3LKNPWUHuOXaKzvd8FwIcWQkYB2ifbBq7qpIPX6KW8p71bfydPAjqowoCxLDOMUt7dGwVQ4BHqq/hIb6BA1GgkF+9mHDlFG9FWvnMozoQbwB43BHnwftZlKlp12FH9FcGZ7E39lBY9N8sl05yW+HkNac4Yzo7BS97muNC7gj96WUYcKwtvhGwxkdh6tEI6GVP0Q5DSjfxUBhHXiPxLRP4w2ZAyQLh6rG/e2eqkOFLeGqmR838OOaouJcKqvqaf4e0F5yj0Os9r1UXlQ1PReMpl2VmqvGQ7JnLFNV84U4nO279nIw2sibZzSyYVYc34TxHwRYuEKxeefHTB7bwc+SEOKIScBqsvdAOW+88y6V1TUMGjiAC06fw4ghIcymcbq4a9GYCNI2aOXpIP8Um9Gt6xxQjTyQtYpY9XomNyhmh05hdvapoBQ5BMjxO9gOpw1z3zsENjwOvoMCVKQcq2wN/sV3A12rW+VFDM6Jj+Wc3FG8ZO0kioOFgYnBT+rPJyfNEOjRtCQ+lahyuDf7TepVgmxt89XIPG7uZOWgvfMlVKI+uXcgoNDgOwQ2/JHooJlgmCQmLCa47teoNt1I2rBxxrcvyErTWZKhOTUUubUKK1dD823ywa1vWxW/qcJ7KDnnTftN+x46Eq7E0XOguoo/XnOQ/UNdXBvyEz7xiQ08OSbOqasrJWAJ0YskYAE79uzjyeeX4brJN+aArRg+yMIyWifaBG0Xw/Cpj4U7Os1hHVCNXB36FX986WMGxjwsDZptVBe8woBZX+vaNjK+R2DTn1MCgtI+2o3jfPAMjL2qy+0xPIOHay7lTXs3fw9sJ18H+VRsMqP8gp68vIy7KTaLG2MzaVQJsnUgfa+e04hZ8WGyGn35+y3hlwc/WwAAGopJREFUKoX2UI370blD8YunEJ91M4Etz6Ii5eisgTjjLsEb1L25c2iV3MxbJRcMJAvMH9o+JdvmiD61b6jHgVIXw9D8ckUVn/q4EcdQGBpeG7ACx5mNbcvbgBC9QX6ygGVvvNUSrgDOWzAVy0odLlKAbfg07o5i5tiECrt/634efpsfr9jLsEYXu80kaaPmAHr732D8ZYc9h4pWka48vMLHK/uwWwEr+TzF6c4ITu/jIcFDaZJz2wKY5Or0vXLm/rUEPni0dda418Gmj9oDuzUY+0WTiRVNTn2M0sm5Vh5p9yTsuKHpJ7wLcSyoHpEckf7P1dVcsauRkA+hpv3Azqneyc4PnmP47I56b4UQR+KEn+GotabyYE3KsTHDB6WdAZVo9Nn0P+X8/YYdvPXdvbix9DWaOvKO2s6CilhKuALI8jTmvre61t5AdnLGdRofZMVZZe3tVpuORf8bep+pA3/JyKKfMW3AL3kk9H77B8XrCHzwKMp3UF48+Yf2WUdj4OcN76Sml8bM9bEHaqx8jT1QY+b4ac4kxPFnpM4nzzP49I4Gwod07gY9jzGRND9bQoiMOOEDllKKUDB1vlHE9dK+vZq2onKTg+9oDqyJsPa/2k+W7kyJ1/HwotnRLtOHsrPxiqagVWoPWqOpuGdKmKsL/sQms7Jb7TqWPBZcz7dyXqHSiOArTYUZ4Zs5r/CH4HogGYj3lB1g95q/4R9aRwEAhVYG2gqhjQB+bgnxmf/c4fXMbN1SdFU1lVYwQmBkScASx79zEqMZEjdQHfTKWk7jUW6RECeOEz5gAcybOQ27zZDgW+9vR5Pah+HEfLa9HCVSmew98hOaspWNOI2HLxLa7DPufDblBzi0/yluwJbSrg/RJaZdT3TgWGKGotZWNJqKH0zP55kRYeLa5aehVV0+17Hmh9kr2hUYjSqXH2avwPN8nnjuRf7w7N/Z/vFOtJf+3jsjziI+4yZi875KfP4dEMxDo9lsVrHOOoDb8i/QutVNW0qBmdULL06Io8zG5FcN1xKx229NoIFE/vCj3yghThAyBwtYcNJMovE4az/YhGEo1q7bxsLTZ1BoG1i+T6TS44M/NvDBE6m/7SkDEvU+dnZH+6qkOtMZxX/PWsiI5S8T8CHsaRosRWXQ4LKTIrzUGKFYd2ESvRXinbmf5Db7cXLjMTbn20SsZFb2DVgZ3dndW3DM2G80pD1eZjTw7oZN7Nq3H9f12NSQx7mF+9o/0LDwSk5C5w1rObTdPMj1eUvZa9ZjagMLgwfrP8F5iU5WUMmvHqKfGB8YxIGi8ynYvwzDSy6O0UqBaZMYdwld+99LCNFdErBIDhOee9o8Fs6dQ31DhNycMGbcosFIDh+t+uV+di1r5NCuJzOgCBd37xbuK8hn1mVDuXpHA+PrXd4pCvKXEWEMw2aZu43rYl1bzTbGK+DjPHBzUieAKw8G7NbU5jWQn5vTrbYdC4b7+ewy2xcDHeHn896GzS2LEaqcIG8cHMTpheVYSifrlxk27rAFKeHKxWdx/hMcMBqTc9ebeqtuznuWV6tvZLyXh0rzTyhb2Yj+ZPDUC6ksKKZg/xtYsYM4ecNxx34CMzy0r5smRL8lAauNgG0zsDA/+YkGP6LwIzBpSRH7lkfwYn5LpW4zqJj++WKU2b0l+AqoDpr8YnJ+yvGwT4fzJJptNavZZdQy2SuixM9lzqZc1o6vw20zhczyYP6qbOrmH58B69sNZ/DlvBdShgmztMV3GhZSpj9Meew/DpawKZLPrLwapo8fiz3qVPyC1F6pN+xdNCin3cJAF59HQu/znYYzUPnN1fubCoJq8BqltILoX3KGnoQ79CSaf7LkO1yI3iUBqwuySwKc/eBINj9RTeX6COHBNhOvGUDRjO7XxFocn8Rvst4jSuo8I1/5nJcYk/Y59SrODXlPs9Yuw9IGCeVxRWwSX1w+jYfK32Xt3BiJkGbwXpMzXwiTX2FQVNjRqrlj22WJiVh1Bt/LXs4us5aRXj7fbDyDTyTG8dbEOK+/szalpMa+eJiGaDEzZ16NrxRlRj2VRoRx7gCysKkwIug0SxYc5VNm1qMjCvcgGGGNspI9V160bcFQIYQQovskYHVR9hCb2V8ZfMTnmekO5guRk/lFeDUefkvxzPvqz6Oog/lX/5qzjHfsfSSU1/Jr51Ohjxi18BQWPpzHvNdDLRHCtixOmj6JrFDXKrofiy5KjOeixPh2x0+eMYXNO3dxoLIKx3GxLBNDGVxxwdnUGXE+l/tXVgb2YGsTjeYbjadzXmIsrmpf1iLs25zdNAdLewqvXgKVEEKIzFFap13r3uuqqhrwu1qaoB/aalbzQmAbAUwujY+nxD9kH0Hfw6jZRkK7TBz3AvVW+3s1zMvj5R3X8Nrba9m5Zx+52VmcNG0KMydP6HSz6q7QaGK4hLB6tL9irzF8yior2bZ9L1mhEFPGjSErFOSavD/zZmAXiTZhKktb/KbuMv4e2MYfQxuINO25GNIWY91CXqi5jmAXfscoLs6loqK+117SiUjuae+Q+9o75L72juPlvhqGYuDA7k+5kR6sPjLOG8CXooUELQfL9vD8OHHXRmsDo3oLwfd+BdonAHy0LsFnTi/mxaGptQPqVZzC/DwWn3cmkJlvVo3m/2Wt5ifhVdSpBEV+mG81nsE18alHdN4jZiQLgSoTRhQWMWJCEV4D+DGDA0YDKwK7U8IVJMs7PJj1Dn+uvYoFzjB+E3qPiHJYHJ/ETdFZXQpXQgghRE/IO0wvcaM+e16tp3ZHnPzRQYadmYuV1br2Xymf/FAUQ+mmydUeWbZDXYMi8O5DKC+RfByQB/z+jQqmX17KgazkP5mh4czEyIy3+xdZq/lRm1pU5WYj/577EmFtc2liQsav11XN4Uq1WQlo5oD2NJV+FFubxFX7ulhlRgMKxeL4JBbHJx3dRgshhDhhSbWfXhApd3jxszt4/6Fytj9Tw/sPlfPiZ3cQqWhd+x+2Ey3hCpoqiQM5diTtLi2G1izZEQEgqE3ydIhvNi7MaLt9ND8Jr0pb6PPe7Dczeq1uMduEq0MYWZpxXmHaieyWNjjTyXwIFUIIIQ7niHqwbrjhBqqqqrCs5GnuvvtuZs6cmZGGHc/WPVBOotZr2TLQi2m8hMe6B8uZf1cpCghYbvoK4sEgmBb4iZSvBX04PVLEB2WlnFJRynVF0xliZ7YMQxSXBpVI+7U9Zl3PzhmLU1NXT0Febo8n3iuDZOhMc7+UAUEs7mpcxLdzXm0Jh7Y2yNUBvhKZ16NrCiGEEEeixwFLa8327dt59dVXWwKWSN6XA2sa2+3HbFow9nSTAeHD7f3VwYRyI0DRE6ew5I2BGBa8QxnTPlfM6IsKMtJugDAWA/wsKsxIu6+Ncwd061y+77Ns+SrWbdyMaRq4ns/0CWO5cNECDKN7HafaIe1t0T748eTHN8ZmMsor4MHwO+wz6jnTGclXjJMpLQyD9vEi4MdU+hMJIYQQGdbjZLR9+3aUUnzuc5+jqqqKq6++muuvvz6TbTtuKUOhvdQhq4X/t4CRp2el9FppTbvPHc/CLZ6BdWBtyzwsbQYo3z+KLa8Xol2N3zTSuP6hCrKH2Ayak52ZdqP4ZuPp3Jn7j3aFPr/VeEa3zrXy3fWs27QF1/Nwm/YM/GDLNrKyQpx16sndbpnXoDGbOuyUSoYrdHNoSlrkjGRR7UgwNXaBBtV6f80cUKY+pguIJhyHjVt3UN8YYejgYkYNKz3i1aBCCCH6Ro8DVl1dHfPnz+euu+4iFotxww03MHr0aE477bQuPb8nSx6PF2POK2T7iwfx3WTIChUYjFyYhRVIfbNsfe9MfqAMg2B4IMEzb8Hb8y7u9uXge3hF83jlp0F06tQovLhm59N1TL1gSMux4uJcXNflnXUbeffDLYSCAU47ZQYTx3RtM+nbWMAgcvkOr7KbWiZSxI/UeZxXMLZb92DN+g24bmqDXddj7QebuPrSs7p1rpbn4xInjkZjGRZBgqii9gEkQgSH1L1ulAIzDIXhnB6VnSguzj38g47AvgOVPPjIn/A8j4TjEgjYlA4u4l9uuAK7n/YQ9/Y9PVHJfe0dcl97R3++rz3+n3v27NnMnj0bgHA4zKc+9Slee+21Lges/lwHa+JNhRzY0ED0gIPvQf4IKxm2Au3f2D1fEXEC+L6B6xvQ0DQ8FxoPU5LFNmu2xVDWHki0L5hZuy/WUpqhuDiX/ftreWTpc1RUH8RpCjibtn7MvFnTWDh3Tpfafw6jOIfPpByroHvlHyKxOMXFBRQX5VNRWUtFRQ0A8USC8vK6DPTMONSTfsNAq9DHSLe/oA9VNfXoblZpPxq1Wn7zxF+JxuItnycSDnv2lfPcS29x2kn9b17j8VL/5ngj97V3yH3tHcfLfT3qdbBWr16N4zjMnz8fSM49krlYSYFck3N+MZKKdVHqd8fJHxXAyGofjpJDgiYJ1+70fLnDAug0YVSZMGhWmD1GHc8HtxImwOA9fkq4AnBcl5XvrmfO1EnkZHd/e5/u03z2pk8waFAhhqEwzeScq+3b97HyzY29PuylPdDpVh02Dy0eY2rrG6ita2h33PU81m/a0i8DlhBC9Hc9TkT19fX87Gc/4/HHH8dxHJYuXcp3v/vdTLbtuKYMxaDZYQbNDvOr0FpsK8Yt3mRySIYpHx+NIuoEDnMmMIMGUz9bxIe/rsSLN21MbIIdNlh3w36+OeCVliIF/iyfU6tCnPRWKPUchsGuffuZMj79foeZZOZoSgcWYRipCWfMmFJGjSzBq9G02305g/yIwgikBlKtmybE9+J1e+rYa5EQQogj1eOAddZZZ7Fu3ToWL16M7/tcd911LUOGolUcl3uyl9OoHLa6NfybO4uBOsSbxn5e8Su4Uy/q0nnGXlZIdkmALU9WE6tyKZ4dJu/aAItG/zW1wKYFK8+OMmazTWG1mXKOUPDo7E9ohEjbS6WUwjAVOqTxo70XK7SrcOvAytEtld78GHgNx2aUycvNoSAvl8qDNSnHLdNkxqT2ezIKIYQ49h3RmN7tt9/O7bffnqm2HCM0RkhjhgEjWSLAa1Rot2dvzrvM2uQHCh6yN/KQvbHlayO8PO5s7FrAAhhySjZDTmldMfhw1tq0j/MVbJmSYO7y1q11LMtk1LASAKJVLruW1RKtcCmeGaZkQQ6Glanw0fm8OqVA2UA0Q5frqBUJhVNNsntIw7HeT7T4/LP4/VPP4Xk+juti2xaDBw5g7sw+3qJICCFEj8ikqUOY2TrZA9PU86ECoGyNe5BuT44GKPLDuCr9xJ+hXt6RNLXDKKMMhWEYBAI2aE0wEOCaSy7AMAwq34+w4tt70V6y3MOul+vIeSLAwv8cjhXKRGF/hXY02Okrr2tNu9WQvUcdLu8dMwYNLORLN1zDpm07qW9opFTKNAghxHFNAlYKjZHVwZYsYY1X3/03u0KdxYXxsbwQ2EbcaB3Ky9LWEVcZvzA+lv/Ifr3dcVuZfG/qFWTluwRsm9LBxSil0L7mnXvL8GKtqcOLaep3J9j21EEmLhl4RO1p5jYo7ILk5jWH1vmC1uKgIlXAtmVIUAgh+gnZi7ANZZK2x0MpMDpf6Nepn9ZfyMWJ8QS1SVjb5PlB7qk/m7OdUT0/KTDCz+dbDQsJaQtbG1gYhLTFVxvnMUUNZvTwoQwdMqilF6R+TwIn0r43zU9odr+SwaWynsKpVsnq6V5Tr1XzfdVgF5J2VaUQQgjRX0gPVhvaJ/2WLBr8IxjWCmPzy/qLqW2IUaWiDPfzsDEP/8QuuCU2h3MTo/lrcAvhnABnHhzBOC/9tjaG1fGQmWFneChKK/yIwo9q7IGtm1o3318zG3RC92jYVQghhDjWScBqSyv8mMYIts7BauZHjjwI5OsQ+Tp0+Ad20xi/kNuicynOyaXC67gnKqc0QHiQTf2eRErQMkOK0RfnZ7xdAEaAtBs1AxihY3vrGiGEEKKnZIjwEF6Dwo8me7OaJ2S7tT1fRXismfftUoIFJlaWwgwm/wyZm82o83snYHWqf9xSIYQQoh3pwWpH4UUUXkS3fN6f5A4PcOEjY9j/TiPxapeBU7PIG9V79bH8BJjpbqEGP96/7q0QQgjRTAJWh/rvm79hKUrnH6XNtrXCa9CYbS+nk8FLp99KUAghhDjuScASvc6PGWgnWcAVley5Soar/htihRBCnNgkYImjQntKJrQLIYQ4YcgkdyGEEEKIDJOAJYQQQgiRYRKwhBBCCCEyTOZgHQt8F6NmBygDP38UGJmp8i6EEEKIviEBq48ZlRsIvv+7psrqGgyL+Kyb8QvH9nHLhBBCCNFTMkTYl+K1BN/7NcqNobwYyoujnEaCa38JbrSvWyeEEEKIHpKA1YesfauT+/G0ozEPvH/U2yOEEEKIzJCA1YeUE0ludngo30e5kaPfICGEEEJkhASsPuQVTQQz0P4LSuENmHD0GySEEEKIjJCA1Yf8wvF4Ayag24QsbQZwh8xB5w7tw5YJIYQQ4kjIKsJeZlRvxtq3EuUlcAfNwRs8q7UMg1IkZt2MuX8t1r630crAGzofb9CMvm20EEIIIY6IBKxeZO94Dmv7K+AlUIBR9RF+2Srisz8PqqnzUBl4JSfjlZzcp20VQgghRObIEGEvUbFqrG0vo5rCFYByExg12zErP+zTtgkhhBCid0nA6iVm3RYw2t9e5SYwq9b3QYuEEEIIcbRIwOotdhBa+q5aaWVAIHz02yOEEEKIo0YCVi/xCqe0zrNqyzBxS089+g0SQgghxFEjAauXaAI4p92KDoTRVhBth9CmjTvrKvzQkL5unhBCCCF6kawi7EVuYDTeOd/DbNiK8hzcvHFoP9TXzRJCCCFEL5OA1asU2rNwsyYlP/X7tjVCCCGEODpkiFAIIYQQIsMkYAkhhBBCZJgELCGEEEKIDJOAJYQQQgiRYRKwhBBCCCEyTAKWEEIIIUSGScASQgghhMgwCVhCCCGEEBkmAUsIIYQQIsMkYAkhhBBCZJgELCGEEEKIDJOAJYQQQgiRYRKwhBBCCCEyTAKWEEIIIUSGScASQgghhMgwCVhCCCGEEBkmAUsIIYQQIsMkYAkhhBBCZJgELCGEEEKIDLP66sKGofrq0v2a3NfeIfc18+Se9g65r71D7mvvOB7ua0/bqLTWOsNtEUIIIYQ4ockQoRBCCCFEhknAEkIIIYTIMAlYQgghhBAZJgFLCCGEECLDJGAJIYQQQmSYBCwhhBBCiAyTgCWEEEIIkWESsIQQQgghMkwClhBCCCFEhvVJwCovL+eWW25h8eLFLFmyhD179vRFM/qtDRs2MG3atL5uRr+xZs0arrzySi6//HJuvPFG9u7d29dNOq49++yzXHTRRZx33nk8+uijfd2cfuOBBx7g4osv5uKLL+ZHP/pRXzenX/nhD3/InXfe2dfN6Df+8Y9/cMUVV3DhhRfyve99r6+b02v6JGD9+7//O2eddRZPPfUUl19+Offdd19fNKNfikaj3H333TiO09dN6Te+9rWvcc899/D0009z6aWX9uv/EHrbgQMHuP/++3nsscd4+umneeKJJ9i6dWtfN+u4t2LFCpYvX87SpUt56qmn+PDDD1m2bFlfN6tfWLlyJUuXLu3rZvQbu3fv5jvf+Q6/+MUvePbZZ9mwYQOvvfZaXzerVxz1gFVdXc2mTZtYsmQJAFdeeSW333770W5Gv3Xvvffymc98pq+b0W8kEgm+8pWvMGnSJAAmTpxIWVlZH7fq+LVixQpOPfVUCgoKCIfDXHDBBbzwwgt93azjXnFxMXfeeSeBQADbthk7diz79u3r62Yd92pqarj//vv5/Oc/39dN6TeWLVvGRRddxJAhQ7Btm/vvv5+ZM2f2dbN6xVEPWLt376a0tJTvf//7XHbZZdx2223Ytn20m9Evvfzyy8RiMS688MK+bkq/EQgEuPzyywHwfZ8HHniAc889t49bdfwqLy+nuLi45fNBgwZx4MCBPmxR/zB+/HhmzZoFwM6dO3n++edZtGhRH7fq+Pftb3+br371q+Tl5fV1U/qNjz/+GM/z+Od//mcuu+wyHnvsMfLz8/u6Wb3C6s2T/+1vf+MHP/hByrGRI0eyYcMGvvzlL/ONb3yDJ598kjvvvJNHHnmkN5vSr6S7r2PGjKGhoYHf/e53fdOofqCj+/q73/2ORCLBnXfeieu63HrrrX3UwuOf1rrdMaVUH7Skf9qyZQu33nord9xxB6NGjerr5hzXnnzySUpKSpg/fz5/+ctf+ro5/YbneaxevZpHHnmEcDjMv/zLv7B06VKuuOKKvm5aximd7n+8XrRr1y4++clPsmbNGiA5Z+jUU09l3bp1R7MZ/c6TTz7JQw89RHZ2NgCbNm1i0qRJPProo+Tk5PRx645vjY2NfOELX6CgoID77ruPQCDQ1006bi1dupTVq1dzzz33APDggw+iteZLX/pSH7fs+LdmzRpuu+02vv71r3PxxRf3dXOOezfddBMVFRWYpkltbS2RSITFixfz9a9/va+bdlz7yU9+QkNDA9/85jcBePTRR9myZQt33XVX3zasF/RqD1Y6I0aMYPDgwbz22mssWrSIV155halTpx7tZvQ7V111FVdddVXL5xMnTuTpp5/uwxb1H1/72tcYOXIkd999t/S2HKEFCxbw85//nOrqarKysnjxxRf5j//4j75u1nGvrKyML37xi9x///3Mnz+/r5vTL/z2t79t+fgvf/kLb7/9toSrDDjrrLO44447qKurIzs7mzfeeINzzjmnr5vVK456wILkcuLvfOc7/PjHPyYnJ4d77723L5ohxGFt2LCBl19+mXHjxrF48WIgOW/o4Ycf7uOWHZ8GDx7MV7/6VW644QYcx+FTn/oUM2bM6OtmHfd+/etfE4/HU/4vXbJkCddee20ftkqI9mbOnMnNN9/Mddddh+M4nHbaaVx55ZV93axecdSHCIUQQggh+jup5C6EEEIIkWESsIQQQgghMkwClhBCCCFEhknAEkIIIYTIMAlYQgghhBAZJgFLCCGEECLDJGAJIYQQQmSYBCwhhBBCiAz7/7r9DdfQ8TcwAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Examine top performers\n",
+    "topics_to_view = [\"workplace-relationships\", \"counseling_fundamentals\", \"depression\", \"anxiety\", \"family-conflict\",\n",
+    "                 \"marriage\", \"parenting\", \"relationship-dissolution\"]\n",
+    "temp_df = df[df[\"topic\"].isin(topics_to_view)]\n",
+    "color_names = np.random.choice([k for k in mcolors.CSS4_COLORS.keys()], len(set(temp_df['topic'].tolist())))\n",
+    "color_map = {topic: color for topic, color in zip(set(temp_df[\"topic\"].tolist()), color_names)}\n",
+    "\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 10))\n",
+    "scatter = plt.scatter(temp_df[\"umap_1\"], temp_df[\"umap_2\"], c=[color_map[x] for x in temp_df[\"topic\"].tolist()])\n",
+    "ax.set_title(\"UMAP Embedding of BERT Features Topic Subset\")\n",
+    "ax.set_xlim([-6, 7])\n",
+    "patches = []\n",
+    "for topic, color in color_map.items():\n",
+    "    patches.append(mpatches.Patch(color=color, label=topic))\n",
+    "plt.legend(handles=patches)\n",
+    "plt.savefig(\"figures/umap_topic_subset_bert_features.png\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'addiction',\n",
+       " 'anger-management',\n",
+       " 'anxiety',\n",
+       " 'behavioral-change',\n",
+       " 'children-adolescents',\n",
+       " 'counseling-fundamentals',\n",
+       " 'depression',\n",
+       " 'diagnosis',\n",
+       " 'domestic-violence',\n",
+       " 'eating-disorders',\n",
+       " 'family-conflict',\n",
+       " 'grief-and-loss',\n",
+       " 'human-sexuality',\n",
+       " 'intimacy',\n",
+       " 'legal-regulatory',\n",
+       " 'lgbtq',\n",
+       " 'marriage',\n",
+       " 'military-issues',\n",
+       " 'parenting',\n",
+       " 'professional-ethics',\n",
+       " 'relationship-dissolution',\n",
+       " 'relationships',\n",
+       " 'self-esteem',\n",
+       " 'self-harm',\n",
+       " 'sleep-improvement',\n",
+       " 'social-relationships',\n",
+       " 'spirituality',\n",
+       " 'stress',\n",
+       " 'substance-abuse',\n",
+       " 'trauma',\n",
+       " 'workplace-relationships'}"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "set(x_train[\"topic\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/tetracycline/.local/lib/python3.7/site-packages/sklearn/metrics/classification.py:1437: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
+      "  'precision', 'predicted', average, warn_for)\n",
+      "/Users/tetracycline/.local/lib/python3.7/site-packages/sklearn/metrics/classification.py:1439: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples.\n",
+      "  'recall', 'true', average, warn_for)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "classifier = svm.LinearSVC(C=1.0, class_weight=\"balanced\")\n",
+    "\n",
+    "svm_model = Pipeline(\n",
+    "    [\n",
+    "        (\"tfidf\", TfidfVectorizer(ngram_range=(1, 3))),\n",
+    "        (\"classifier\", classifier),\n",
+    "    ]\n",
+    ")\n",
+    "\n",
+    "svm_model.fit(x_train[\"answerText\"], x_train[\"topic\"])\n",
+    "svm_preds = svm_model.predict(x_val[\"answerText\"])\n",
+    "\n",
+    "svm_perf_df = calculate_classification_metrics(svm_preds, x_val[\"topic\"])\n",
+    "svm_ax = visualize_performance(svm_perf_df,\n",
+    "                              [\"f_score\", \"precision\", \"recall\"],\n",
+    "                              title=\"TF-IDF Topic Prediction Performance\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(0.41124549003359906, '12'),\n",
+       " (0.3736943612244834, 'duty'),\n",
+       " (0.3572306947411292, '12 step'),\n",
+       " (0.2587772656365978, 'relapses'),\n",
+       " (0.2467989282809322, 'your own interests'),\n",
+       " (0.24239530368902912, 'is the duty'),\n",
+       " (0.24239530368902912, 'local attorney'),\n",
+       " (0.24239530368902912, 'side is'),\n",
+       " (0.24239530368902912, 'side is the'),\n",
+       " (0.24239530368902912, 'the counselors'),\n",
+       " (0.24239530368902912, 'the duty'),\n",
+       " (0.23860733067825113, 'own interests'),\n",
+       " (0.23214898054235292, 'state'),\n",
+       " (0.22936568833964946, 'your relative'),\n",
+       " (0.21535584351647383, 'phone'),\n",
+       " (0.21221899563084348, 'legal'),\n",
+       " (0.2067687207724831, 'your loss'),\n",
+       " (0.20632925858706935, 'attorney'),\n",
+       " (0.19604017937134446, 'report'),\n",
+       " (0.19480293982810193, 'relative'),\n",
+       " (0.19176493670559122, 'groups that'),\n",
+       " (0.19176493670559122, 'sobriety'),\n",
+       " (0.19176493670559122, 'your sobriety'),\n",
+       " (0.1906867938429202, 'loss'),\n",
+       " (0.18480981632733448, 'recovery')]"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Examine top features\n",
+    "coefs = svm_model.named_steps[\"classifier\"].coef_\n",
+    "if type(coefs) == csr_matrix:\n",
+    "    coefs.toarray().tolist()[0]\n",
+    "else:\n",
+    "    coefs.tolist()\n",
+    "feature_names = svm_model.named_steps[\"tfidf\"].get_feature_names()\n",
+    "coefs_and_features = list(zip(coefs[0], feature_names))\n",
+    "top_features = sorted(coefs_and_features, key=lambda x: abs(x[0]), reverse=True)[:25]\n",
+    "top_features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'Feature Name')"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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0+vRpSdcOVX788ceSrg0puP7zUbp0advPL0e5Y7sdOnTI9l167733bNtCkjw9PRUeHq5nn31W0rWfl+np6dlqdO3aVQMGDLBtIy8vL73yyivy9vaWYRi2PfxwPcIcnOqnn36SJD300EM5HtqwWCzq27evJOm3337T5cuXs81/+umnsy3n6+urbt26SVK2M0/za8qUKbYfvJ06dcq2vooVK+rJJ59Uv379NHfuXDVq1EjFihVTqVKl1L17dy1atEje3t7atWuXVq1ale/1BwcHq1GjRrn+u/GQ1w8//CBJ6tKlS46H5YoXL247ZJ21/SXp9ddf165du/Sf//wnxz6KFStm+/+N74Or1KlTJ8eLLBf0NVapUkWSNGnSJP300092IapRo0aaM2eORowYcct9r1+/XpmZmQoKCspxeIAkPf300ypSpIjOnj2rP/74I9v8/B5muxUZGRn65ZdfJElPPfVUjtvU399fXbp0kfR/2/96derUyXFIQ/369W2HoG/2Xcx6r6xWa7axV9K1P9SWL1+ujRs3qn79+jd5VfaaNm2a7Q+hxo0b68knn9TPP/8sLy8vjRgxwjbe8UY5vR/nz5/Xli1bJF0LKjlp1KiRKlWqpKtXr9q28d69exUXFyeLxaLu3btnW8bX19c2lMERrtxu16/DMAxVqVLFLshd75lnnpEkxcfH5xga27Ztm21asWLFbGP5kpOTC9Qb8o8xc3CqrLFm99xzT67PyZqXnp6uEydO2J0xWqFChVzH4WSNrTpy5EiBektPT9ebb76pFStWSLr2g2jSpEnZnte0aVM1bdo01zo1atRQp06dtGrVKq1bt049evTIVx/jxo3LcyzfjQ4ePChJWrx4ca53BIiLi5P0f9s/S5EiRWQYhrZs2aLo6GgdP35cx44d019//aXjx4/bnmf8/xNBXO36PW7XK+hrHDZsmLZt26aDBw9qwIABKlq0qBo3bqx7771X999/v9NOYMlaZ1aIyUmJEiVUqVIlHTlyRDExMWrRooXd/NxeuyvExcXZLsfhyHcxJiYm27ysEzdyEhwcrL179970u5g1bq1WrVq5PqegZ4zfeNFgi8UiHx8flSlTRvfcc486duyowMDAXJfP6f04ePCg7bswcuTIXAfwnzt3TtL/fS6ytl9gYKBKlCiR4zJ5bYMbuXK7ZcnqPaeLwGcpU6aMypcvr9OnTysmJiZbuM9t+2b9oViQIxcoGMIcnCrrF8j1Z5Ld6PozEq8/y0xSnoeesg6jFeSvvfPnz2vIkCH6/fffJV07LPef//xHnp4F+wrcfffdWrVqlU6ePFmg5R2VkZGhS5cuSboWYm/2y/P6w6WZmZmaPXu25syZY3edrSJFiqhatWrq0qWL3W2F3OH6vYFZbuU11qtXTxEREfrkk0/0448/6ty5c9q4caM2btyoyZMnq3bt2ho7dmyB915kceRzLcl2ZuiNn2tJDt32zVmuf78d+S7m1K8zvotZoefGM1+dYc6cObkGJ0fk9Fm8frs5cvgy67N4/vx5SXm/zvwcVnfldsuS9VpvdneMvD4jN7tVmrv+SARhDk6W9cssrx/y1/8yvvGyCHkd7suqmd8zK0+cOKGwsDDbX6IDBw7UsGHD8lwmMzNTV69ezfV6Y1mXMiloGHSUh4eHihYtqitXrmj+/PnZ9vbkZerUqZo9e7aka+O1WrVqpRo1aqhatWry9fXV/v37CxzmcvshXZDDtbfyGqVrh1onTJigjIwM7dmzR5s3b9amTZv0+++/a9++fXrmmWe0Zs2aW9oz5sjnWvq/z/bNbtfmatevPzk5OdcL0ubVrzO+i1lhJKcgUBhlnc3q6elpG3PniKzxdnldnDg1NdXheu7Yblnv+c0uqJwVVG/3Zxp5Y8wcnCrrZuR5/SDcs2ePpGs/MG+85+WxY8dyHDwuSfv27ZOUv8MLp0+fVmhoqA4fPixPT0+98847Nw1yPXv21D333GMb6J2TrNfn7Msp5CRrXFjWocicHD58WHv27FFSUpKka784PvvsM0nSiy++qPfff1+PPPKI6tSpY/tFcebMmXz3knXYKS0tLcf5WYdC86sgrzEzM1PHjx/Xpk2bbL3Vr19f4eHhmj9/viIiIuTj46OLFy/e8jhLRz7XZ8+e1YkTJyTptt89IjAw0PbL15HvYk795vVeOHpRbUfe1wkTJigsLEyrV6/Os5Y7ZJ0sc/Xq1WxDFq63fft2HTx40LZHOWu5uLg4JSYm5rhMdHS0w324Y7tlfaazPgM5iYuLs32ns3pC4USYg1NlDYhdu3at7Uyv6xmGYQsZTZo0yXZnhvT09BxPKkhJSbGdedWxY0eHerly5YrCw8N18uRJFS1aVDNnzrRdTDMvNWvWVGZmpqKiomw/rK939OhRrVu3TpJyHVztTFnb9Msvv8wxRKWlpem5555Tjx49bAE0Pj7eticgtzFT15/BeP3Ylryun5e1B+LYsWO2uyVcL2u75FdBXmNCQoIeeugh9e3bVwcOHMi2TM2aNRUQECBJOfaaH/fff7+KFCmiU6dO5foaP/vsMxmGoeLFi9sugny7eHh4qHXr1pKujUO88aLY0rVf1N99950k2Z57vc2bN9uNq8yydetWHThwQEWKFMn1ZJAsWQPr//rrrxxDQ3JyslauXKlffvnlpofs3CEgIMD2fVm0aFGOz9m/f7969+6tLl262K7PVrt2bVWqVEnStTOzb5Senq6VK1c63EdBttv14wcdObzZtm1bWSwWHTlyROvXr8/xOVkXBi9ZsuQtD1WAaxHm4FRZd1y4dOmSwsLC7H7JJicn69VXX9Xvv/8uLy+vXC+uOnHiRLszFhMSEjRkyBDFx8fLarXazsC7mY8++si2/vHjx+v+++93aLl+/frJy8tLJ0+e1EsvvWTbEyRd+yu2f//+unLlilq2bOlwzVsRGhqq0qVLKzo6WoMHD1ZsbKxtXkJCgoYOHapjx47J29vbdqbw9Xtm5s+fb3doOyEhQa+//rrWrl1rm3b9ISBvb2/bL4gbxwRmnQGYkJCgDz74wBaSLl26pAkTJthuoeaO1xgQEKB7771XkvTKK6/YXSQ2IyNDCxYs0NGjR+Xh4aFWrVoVqK8slSpVsp2l+Oqrr9qd/ZmRkaGFCxfarqw/dOhQl451ctTAgQNVtGhRbd++XSNGjLCNw5KuXZYiPDxcKSkpqlKlinr16pVt+atXr2rQoEF223XXrl0aPny4JOnJJ5/M8wQD6VrIyQrqL7zwgvbu3Wubl5iYqBdffFHnz59X9erV3fJdcsQLL7wgi8WipUuXavr06XbfjT179mjgwIHKzMxUjRo19OCDD9rmZW2XWbNm6auvvrIFqpSUFI0cOTLPPX03Ksh28/Hxsf0hdurUqZuuo0aNGrY/RkeOHGkX6K5evaq5c+dq/vz5kq6daMQt7go3xszBqby9vTVr1iyFhYXp4MGDCgkJUbVq1eTj46Po6GhduXJFvr6+euedd3I8W65IkSIqX768BgwYoAoVKuiuu+7SgQMHlJ6erooVK2r69OkO/QV/+fJl21/WXl5e+uKLL/TFF1/k+vx27drZrqlUs2ZNTZgwQa+++qp+/PFHtWnTRlWqVFFaWpptcH7Dhg01ffp0t9wFokyZMpo1a5YGDhyoX375RW3btrUd3o2JiVF6erq8vLz0wQcf2A6deHt7a+jQoZowYYI2bNhgew1XrlzRkSNHlJGRobp16+rIkSNKTk7WmTNn7O6CUbt2be3atUtvvvmmFi5cqKefflrdunVT3bp11aFDB61Zs0Yff/yxli9froCAAMXExOjSpUsaNmxYnoennfkapWt3uHjssce0d+9edezYURUrVpSfn59Onjypc+fOyWKx6JVXXnHKYc8333xT8fHx+uWXXzR48GAFBgYqICBAx48ft62rX79+trB5uwUHB+v999/XiBEj9O2332rt2rWqWbOmrly5okOHDtkuS/HRRx/lOAi+QoUKOn78uDp27Cir1Wp3Z5S2bdvqxRdfdKiPrMOBu3fvVvfu3VW1alV5e3srJiZGaWlp8vf314wZM1w+/tRRbdq00WuvvaaJEyfqo48+0oIFC1StWjVduHBBx44dk3TtOo033oqtc+fO2r9/vz7++GONHj3adm3EQ4cO6fLly2rfvn2+9lznd7t5eHjIarVq//79GjVqlGbPnq2wsDB16tQp13WMGzdOSUlJ2rhxo8LDw1W+fHmVLVtWx44d0/nz52WxWDRgwAA98cQTBdyacJfC8e3BHaVy5cpauXKllixZojVr1ujw4cMyDENBQUFq06aN+vTpk+s9Vi0Wiz7//HPNmDFDa9asUXR0tCpVqqTOnTvrqaeecviMsKx7DErXDnFk3bYrNzeO/QkJCVHt2rU1b948/e9//1NMTIx8fHzUqFEjde3aVf/+97/det/BBg0a6LvvvtPChQv1008/6fjx40pPT1dAQICaNWumfv36ZXsNffv2VfXq1fXpp58qOjpaBw4ckJ+fnxo1aqSQkBD16NFDL7/8slavXq2ffvrJbu/Vu+++q7Fjx2rnzp2KiYmx2zszefJkNW7cWBERETp8+LCuXLmiRo0a6dlnn1X9+vULFOYK+hrLlSun5cuXa968efr111918uRJnTp1SmXLltV9992n0NDQPC+xkR/FihWz3ctz+fLl2rt3r/766y8FBATovvvuU69evRy+1Zy7PPTQQ6pdu7bmz5+vDRs26ODBg/Lx8VG9evXUqVMn/fvf/851YHuNGjU0a9YsTZs2TVu2bFFmZqYaNmyoxx9/XN26dXP4VmSlSpXS0qVLtWzZMn377bc6ePCg0tLSFBQUpAceeEBhYWFOu12cs4SGhqpp06b67LPPtHnzZh04cEAeHh4KDg7WAw88oGeeeSbHn0XDhw9XkyZNtGDBAv355586dOiQgoODFRYWJg8Pj3yFuYJst8mTJ2vs2LHas2ePjhw5Yve9zUnx4sU1d+5c271Z9+3bZ/tMt23bVk888US+LqOE28dicO4wCoGsG517eHjYHVIA4F553ZQdQOHEmDkAAAATI8wBAACYGGEOAADAxAhzAAAAJsYJEAAAACb2t7g0ydmzF5WZSWYFAACFV5EiFpUqlf/74P4twlxmpkGYAwAAdyTGzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABPzvN0NuJOfn698fDxuqcblyxlKSbnkpI4AAABuzd8qzPn4eKhq1SO3VCMmpopSUpzTDwAAwK3iMCsAAICJEeYAAABMjDAHAABgYoQ5AAAAE3NrmIuMjFTnzp3Vvn17LVmyJNfn/fzzz3rggQdsjy9cuKDw8HB16tRJffr0UXx8vDvaBQAAKPTcFuZiY2M1depULV26VKtWrdKyZcsUHR2d7XkJCQl699137aZNmzZNTZo00erVq/XYY4/pnXfecVfbAAAAhZrbwtzGjRvVvHlzlSxZUr6+vurQoYOioqKyPW/06NEaMmSI3bSff/5ZISEhkqQuXbrol19+UXp6ulv6BgAAKMzcdp25uLg4+fv72x4HBARo165dds/57LPPdPfdd6t+/fq5Luvp6Sk/Pz8lJSUpMDDQoXWXKeN3i93b8/f/h1PrAQAAFJTbwpxhGNmmWSwW2/8PHDigtWvXasGCBTpz5sxN6xUp4vhOxcTEFGVmGk4LYfHxyU6pAwAAkKVIEUuBdkC57TBrYGCgEhISbI/j4uIUEBBgexwVFaX4+Hj16NFD4eHhiouLU+/evSVd24uXtezVq1eVkpKikiVLuqt1AACAQsttYa5FixbatGmTkpKSdPnyZa1du1atW7e2zR86dKjWrFmjVatWafbs2QoICNDSpUslSW3atFFERIQk6fvvv1eTJk3k5eXlrtYBAAAKLbfumRs+fLhCQ0P1yCOPqEuXLqpXr57CwsK0e/fuPJd94YUXtGPHDj388MNaunSp3nzzTTd1DQAAULhZjJwGs91hrh8zV7XqkVuqFRNThTFzAADA6Qr9mDkvNsR0AAAgAElEQVQAAAA4H2EOAADAxAhzAAAAJkaYAwAAMDHCHAAAgIkR5gAAAEyMMAcAAGBihDkAAAATI8wBAACYGGEOAADAxAhzAAAAJkaYAwAAMDHCHAAAgIkR5gAAAEyMMAcAAGBihDkAAAATI8wBAACYGGEOAADAxDxvdwN3Aj8/X/n4eNxyncuXM5SScskJHQEAgL8LwpwT+Ph4qGrVI7dcJyamilJSbr0fAADw98FhVgAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAm5nm7G0Du/Px85ePjcct1Ll/OUErKJSd0BAAAChvCXCHm4+OhqlWP3HKdmJgqSkm59X4AAEDhw2FWAAAAE3NrmIuMjFTnzp3Vvn17LVmyJNv8devWKSQkRA8//LBGjRqltLQ0SVJERIRatWqlbt26qVu3bpo6dao72wYAACi03HaYNTY2VlOnTtWKFSvk7e2tXr16qVmzZqpRo4Yk6dKlSxo3bpxWrlypsmXLavjw4Vq5cqUef/xx7d69W6NGjVKXLl3c1S4AAIApuG3P3MaNG9W8eXOVLFlSvr6+6tChg6KiomzzfX199eOPP6ps2bK6dOmSEhMTVaJECUnS7t27FRERoa5du+rll1/W+fPn3dU2AABAoea2PXNxcXHy9/e3PQ4ICNCuXbvsnuPl5aX169dr5MiRCggIUKtWrSRJ/v7+Cg8PV7169TRlyhSNGzdOkydPdnjdZcr4OedF/H/+/v9waj131HZlzwAA4PZxW5gzDCPbNIvFkm1amzZttHnzZk2ZMkVjxozR5MmTNXPmTNv8/v37q127dvlad2JiijIzDacFmvj4ZLvHzgxK19d2VV0AAFD4FCliKdAOKLcdZg0MDFRCQoLtcVxcnAICAmyPz507pw0bNtgeh4SEaP/+/UpOTtaCBQts0w3DkKcnV1QBAACQ3BjmWrRooU2bNikpKUmXL1/W2rVr1bp1a9t8wzA0YsQInTp1SpK0evVqNWrUSL6+vpo7d6527twpSVq8eLHat2/vrrYBAAAKNbft4goMDNTw4cMVGhqq9PR09ezZU/Xq1VNYWJiGDh2qunXravz48XruuedksVhUo0YNjR07Vh4eHpo2bZrGjBmj1NRUValSRZMmTXJX2wAAAIWaxchpMNsd5voxc7d6R4WYmCo5jplz1p0abhwz54q6AACg8Cn0Y+YAAADgfIQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmBhhDgAAwMQIcwAAACZGmAMAADAxwhwAAICJEeYAAABMjDAHAABgYoQ5AAAAEyPMAQAAmJhbw1xkZKQ6d+6s9u3ba8mSJdnmr1u3TiEhIXr44Yc1atQopaWlSZJOnTqlPn36qGPHjho4cKAuXrzozrYBAAAKLbeFudjYWE2dOlVLly7VqlWrtGzZMkVHR9vmX7p0SePGjdP8+fP13Xff6cqVK1q5cqUkaezYserdu7eioqJUp04dffTRR+5qGwAAoFBzW5jbuHGjmjdvrpIlS8rX11cdOnRQVFSUbb6vr69+/PFHlS1bVpcuXVJiYqJKlCih9PR0bdmyRR06dJAkPfroo3bLAQAA/J25LczFxcXJ39/f9jggIECxsbF2z/Hy8tL69evVtm1bnT17Vq1atdLZs2fl5+cnT09PSZK/v3+25QAAAP6uPN21IsMwsk2zWCzZprVp00abN2/WlClTNGbMGI0cOdKh5fJSpoxfvp5/M/7+/3BqPXfUdmXPAADg9nFbmAsMDNTWrVttj+Pi4hQQEGB7fO7cOe3Zs0etWrWSJIWEhGj48OEqXbq0UlJSlJGRIQ8PD8XHx9st54jExBRlZhpOCzTx8cl2j50ZlK6v7aq6AACg8ClSxFKgHVBuO8zaokULbdq0SUlJSbp8+bLWrl2r1q1b2+YbhqERI0bo1KlTkqTVq1erUaNG8vLyUpMmTfT9999LkiIiIuyWAwAA+DtzW5gLDAzU8OHDFRoaqkceeURdunRRvXr1FBYWpt27d6tUqVIaP368nnvuOXXt2lVHjhzRiBEjJElvvfWWvvzyS3Xu3Flbt27VsGHD3NU2AABAoWYxchrMdoe5/jBr1apHbqlWTEyVHA+z3mrdnGq7qi4AACh8Cv1hVgAAADgfYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAm5lCY27Jli65evZptelpamtatW+f0pgAAAOAYh8JcaGioLly4kG36yZMn9dJLLzm9KQAAADjGM7cZS5cu1aeffipJMgxDPXr0UJEi9tnvwoULqlq1qms7BAAAQK5yDXOPPvqoLly4oMzMTH3wwQfq0qWLfH19bfMtFouKFy+uhx56yC2NAgAAILtcw1yxYsU0YMAASVL58uXVuXNnFS1a1G2NAQAA4OZyDXPX6969u06ePKl9+/YpNTVVhmHYzQ8JCXFJcwAAAMibQ2Fu+fLleuONN5SZmZltnsViIcwBAADcJg6FuZkzZ6p3794aOnSoSpQo4eqeAAAA4CCHLk2SkJCgvn37EuQAAAAKGYfCXP369fXnn3+6uhcAAADkU66HWSMjI23/b9SokUaPHq2//vpLlStXloeHh91zGTMHAABwe+Qa5kaMGJFt2qxZs7JN4wQIAACA2yfXMPfXX3+5sw+4mZ+fr3x8PG7+xDxcvpyhlJRLTuoIAAAUhENns+LO4+PjoapVj9xSjZiYKkpJcU4/AACgYBwKc7Vq1ZLFYslxnpeXl8qVK6euXbtq0KBB2e7fCgAAANdxKMy9+uqrmjp1qp544gk1btxYkrRz504tXrxYvXr1UqlSpbRw4UJ5enrabgEGAAAA13MozEVGRmr06NHq2bOnbVq7du1UvXp1ff7551q2bJmsVqvefvvtPMNcZGSkZs2apfT0dPXt21d9+vSxm//DDz9oxowZMgxDFSpU0IQJE3TXXXcpIiJC77//vsqUKSNJuv/++zV8+PCCvF4AAIA7ikNh7sCBA2ratGm26Q0bNtSbb74pSQoODlZcXFyuNWJjYzV16lStWLFC3t7e6tWrl5o1a6YaNWpIklJSUjRmzBgtX75cgYGBmj59umbMmKHRo0dr9+7dGjVqlLp06VKQ1wgAAHDHcmiAW9WqVfXNN99kmx4ZGakKFSpIkqKjo+Xv759rjY0bN6p58+YqWbKkfH191aFDB0VFRdnmp6ena8yYMQoMDJR0LRyePn1akrR7925FRESoa9euevnll3X+/HnHXyEAAMAdzKE9cy+++KIGDRqk33//XQ0aNFBmZqZ27dqlbdu2afr06dq/f79GjBihJ598MtcacXFxdmEvICBAu3btsj0uVaqU2rVrJ0lKTU3V7Nmz9dRTT0mS/P39FR4ernr16mnKlCkaN26cJk+eXKAXDAAAcCdxKMy1adNGX331lRYuXKiff/5Znp6eCg4O1ujRoxUcHKzdu3dr+PDhevzxx3OtYRhGtmk5nSGbnJysQYMGqVatWurevbskaebMmbb5/fv3t4U+R5Up45ev59+Mv/8/nFrPHbXNVhcAADjG4evM3X333Xr33XdznFe3bl3VrVs3z+UDAwO1detW2+O4uDgFBATYPScuLk7PPvusmjdvrtdee03StXC3fPly9e3bV9K1UOjpmb/L4yUmpigz03Ba8IiPT7Z77MxAc31tV9V1Zu0b6wIAgIIpUsRSoB1QuaaiN954Q6NGjVLx4sX1xhtv5Flk/PjxN11RixYtNGPGDCUlJcnHx0dr1661Wy4jI0MDBgxQp06dNGjQINt0X19fzZ07Vw0bNlT9+vW1ePFitW/f3pHXhtvAGXeWkLi7BAAAjso1zB05ckQZGRm2/+cmt4sJ3ygwMFDDhw9XaGio0tPT1bNnT9WrV09hYWEaOnSozpw5o7179yojI0Nr1qyRJNWpU0fvvPOOpk2bpjFjxig1NVVVqlTRpEmT8vES4U7OuLOExN0lAABwlMXIaTDbHeb6w6zOuIVVTocsnRVgbjzM6oq6zqrtzm0BAMCdrqCHWR2+99bVq1f1/fff68MPP9S5c+f0+++/KykpKd8rBAAAgPM4dCZBXFycnn76acXGxio1NVXdunXT/PnztWvXLi1cuNB24V/AVVw1Fs+VY/zM1rMZtwUAwMEwN3HiRNWsWVOrVq1Ss2bNJEnvvfeeXnrpJb377ruaM2eOS5sEXDUWz5Vj/MzWsxm3BQDAwcOsmzdv1qBBg+Tt7W2b5ufnp5deekk7duxwWXMAAADIm0NhLjU1VV5eXtmmp6Wl5XgxYAAAALiHQ4dZW7ZsqTlz5mjChAm2acnJyZoyZYrtsCsAuBtj8QDAwTD32muv6amnntJ9992nK1euaMiQITpx4oRKlSql+fPnu7pHAMgRY/EAwMEwV65cOX3zzTf69ttvtW/fPnl5ealGjRrq2rWrihYt6uoeAQAAkItcw9xbb72lli1bqnnz5ipRooR8fHz02GOPubM3AAAA3ESuYW7nzp366quvZLFYVLt2bbVo0UItW7ZUw4YN7c5qBQAAwO2Ta5iLiIhQSkqK/vjjD23btk1bt27VggULVKRIETVu3FgtWrRQixYtVLt2bXf2CwAux4kVAMwkzzFzfn5+atOmjdq0aSPp2qVIdu3aZQt3M2fOVLFixbRx40a3NAsA7sCJFQDMxKETICQpMzNTu3fv1pYtW7Rlyxbt27dPhmHonnvucWV/AAAAyEOeYe7kyZPasGGDNmzYoP/973+6ePGi7r77brVs2VLPPfcc4+cAIJ84hAvA2XINcx06dNCxY8cUFBSkFi1aaPz48br33nt11113ubM/ALijcAgXgLPlGuaOHj2qwMBAdezYUS1btlTjxo3ZCwcAAFDI5Brm1q1bpw0bNui3337TsmXLlJ6ersaNG6tly5Zq2bKlgoOD3dknAAAAcpBrmKtYsaKeeOIJPfHEE8rIyNCOHTu0ceNGrV27VpMnT1apUqXUokULtWrVSl27dnVnzwAAAPj/HDqb1cPDQ40bN1bjxo31/PPP6+jRo1q0aJFWrFihyMhIwhwAAMBt4lCY279/v7Zv367t27dr27ZtOnHihIKCgtS5c2fde++9ru4RAAAAucg1zH344Yfavn27du7cqYsXL6ps2bJq3ry5BgwYoObNmysoKMidfQIAACAHuYa5RYsWqVmzZho+fLiaN2+u6tWru7MvAAAAOCDXMLd582Z39gEAAIACKHK7GwAAAEDBEeYAAABMzKGzWQEAhRv3fAX+vghzAHAH4J6vwN+Xw4dZt2zZomeffVYPPPCATp48qRkzZigiIsKVvQEAAOAmHNozt379eg0dOlRdu3bVli1blJmZKYvFotdff10ZGRnq0aOHq/sEANwGHL4FCj+HwtyHH36okSNHqk+fPvr2228lSUOGDFGJEiU0b948whwA3KE4fAsUfg4dZo2Ojlbr1q2zTW/btq2OHz/u9KYAAADgGIfCXKlSpXIMbXv27FHZsmWd3hQAAAAc41CY+/e//62xY8dq/fr1kqRjx47p66+/1vjx49W9e3eXNggAAIDcOTRm7rnnnlNycrKef/55paWl6dlnn5Wnp6eeeeYZDR482NU9AgDuQK46uYKTNvB34/DZrIMHD9bgwYN16NAheXl5qUqVKipWrJir+wMA3KFcdXIFJ23g78ahw6yvvPKKjh8/Ll9fX9WtW1e1atUqUJCLjIxU586d1b59ey1ZsiTb/B9++EHdunVT165dNWjQIJ0/f16SdOrUKfXp00cdO3bUwIEDdfHixXyvGwAA4E7kUJgLCgrSsWPHbmlFsbGxmjp1qpYuXapVq1Zp2bJlio6Ots1PSUnRmDFjNHv2bH3zzTcKDg7WjBkzJEljx45V7969FRUVpTp16uijjz66pV4AAADuFA4dZq1Tp46GDRumunXrqmLFitn2yo0fP/6mNTZu3KjmzZurZMmSkqQOHTooKipKQ4YMkSSlp6drzJgxCgwMlCQFBwcrMjJS6enp2rJli2bOnClJevTRR/Xkk09qxIgRjr9KAACAO5RDYS4mJkaNGjWSJJ05c6ZAK4qLi5O/v7/tcUBAgHbt2mV7XKpUKbVr106SlJqaqtmzZ+upp57S2bNn5efnJ0/Pa636+/srNja2QD0AAADcaRwKc4sWLbrlFRmGkW2axWLJNi05OVmDBg1SrVq11L179xyDW07L5aVMGb98Pf9m/P3/4dR67qhttrqurG22uq6sbba6rqxttrqurG22uq6s7cqeAWdxKMxt27Ytz/lZe+3yEhgYqK1bt9oex8XFKSAgwO45cXFxevbZZ9W8eXO99tprkqTSpUsrJSVFGRkZ8vDwUHx8fLblbiYxMUWZmYbTvpTx8cl2j535Zb++tqvqOrO22beFGbbxjbXNVteVtc1W15W1zVbXlbVd2TPgSkWKWAq0A8qhMNe7d29ZLBa7vWsWi0UWi0VFihTRnj17blqjRYsWmjFjhpKSkuTj46O1a9fajbXLyMjQgAED1KlTJw0aNMg23cvLS02aNNH333+vkJAQRURE5HhrMQAAgL8jh8Lcf//7X7vHGRkZiomJ0fTp0/Xyyy87tKLAwEANHz5coaGhSk9PV8+ePVWvXj2FhYVp6NChOnPmjPbu3auMjAytWbNG0rUTL9555x299dZbGjVqlGbNmqXy5ctrypQp+XyZAADcGi5GjMLKoTAXFBSUbVqlSpVUvHhxjR07VpGRkQ6tLCQkRCEhIXbT5syZI0mqW7eu/vrrr1zX74xxewAAFJQrL0bsjKBISPz7cijM5aZMmTI6evSos3oBAOBvyRlBkTtW/H0V+ASIlJQULVy4UDVr1nR6UwAAAHBMgU+AkK4d/pw0aZJLGgMAALfGVeP8XDl+kEPO+VegEyCka2eZ5vcSIQAAwH1cNc7PleMHXXXI+U4+gcWhMPfhhx/q9ddfl5+f/bVPzp07pzfeeMN2D1UAAIDCyJUB9HbLNcwdOnRISUlJkqSIiAg9+OCDuuuuu+yes3//fv3666+u7RAAAAC5yjXMnThxQs8995ykaxcIHjJkSI7Pe/LJJ13TGQAAAG4q1zDXpk0brV+/XoZh6P7779fKlStVunRpu+cUL14826FXAAAAuE+eY+YCAwMlKdeL+UrSlStXVLRoUed2BQAAYALOPLHi0qXLBVrWoRMgzp49q48//lgHDhxQRkaGJMkwDKWnpys6Olpbt24t0MoBAADMzJknVlwq4EmyRRx50ltvvaVvv/1WgYGB2rp1q/75z38qPT1dO3bs0IABAwq2ZgAAANwyh/bMbdq0SVOmTNF9992nP//8U08//bRq166tcePGad++fa7uEQAAALlwaM/c5cuXVaNGDUlS1apVtXfvXknSE088oS1btriuOwAAAOTJoTAXFBSkw4cPS7oW5rL2xnl4eOjChQuu6w4AAAB5cugwa7du3TRixAhNnDhRbdu21TPPPKMKFSpow4YNCg4OdnWPAAAAyIVDYW7gwIEqVqyYMjMz1aBBA4WFhemDDz5Q+fLlNWnSJFf3CAAAgFw4FOYsFov69etnezxo0CANGjTIZU0BAADAMQ6NmZOko0eP6q233tJTTz2l2NhYLVmyRJs3b3ZlbwAAALgJh8Lczp071bVrVx0/flzbt29XWlqaoqOj1a9fP/3000+u7hEAAAC5cCjMvf/++woPD9e8efPk5eUl6dqFhPv3768ZM2a4tEEAAADkzqEwt3fvXnXp0iXb9J49e9ouWQIAAAD3cyjM+fj4KDExMdv0mJgY+fn5Ob0pAAAAOMahMNelSxdNmDBBhw4dksVi0ZUrV7Rp0yaNHz9eHTt2dHWPAAAAyIVDYe7FF19UUFCQHn74YV26dEkhISHq16+f6tatq5deesnVPQIAACAXDl1nztvbW9OmTdPRo0e1b98+eXl5qWbNmqpUqZKr+wMAAEAecg1zS5YsUc+ePVW0aFHbtMqVK6ty5cpuaQwAAAA3l+th1rffflspKSl209544w0lJSW5vCkAAAA4JtcwZxhGtmnfffedLl686NKGAAAA4DiHb+cl5RzwAAAAcPvkK8wBAACgcMkzzFksFnf1AQAAgALI89IkEyZMULFixWyP09PTNWXKlGx3fRg/frxrugMAAECecg1zTZs21ZkzZ+ymNWzYUAkJCUpISLBNY+8dAADA7ZNrmFu0aJE7+wAAAEABcAIEAACAiRHmAAAATMytYS4yMlKdO3dW+/bttWTJklyf98orr2jFihW2xxEREWrVqpW6deumbt26aerUqe5oFwAAoNDL82xWZ4qNjdXUqVO1YsUKeXt7q1evXmrWrJlq1Khh95y33npLmzZtUrNmzWzTd+/erVGjRqlLly7uahcAAMAU3LZnbuPGjWrevLlKliwpX19fdejQQVFRUXbPiYyM1IMPPqhOnTrZTd+9e7ciIiLUtWtXvfzyyzp//ry72gYAACjU3LZnLi4uTv7+/rbHAQEB2rVrl91z+vfvL0n6448/7Kb7+/srPDxc9erV05QpUzRu3DhNnjzZ4XWXKeN38yflg7//P5xazx21zVbXlbXNVteVtc1W15W1zVbXlbXNVteVtanr+tpmq+vK2gXNK24Lcznd19XRa9TNnDnT9v/+/furXbt2+Vp3YmKKMjMNp238+Phku8fOfFOvr+2qus6sbfZtYYZtfGNts9V1ZW2z1XVlbbPVdWVts9V1Zm2zb2Nn1jbjtkhMTClQoHPbYdbAwEC7iw3HxcUpICDgpsslJydrwYIFtseGYcjT020ZFAAAoFBzW5hr0aKFNm3apKSkJF2+fFlr165V69atb7qcr6+v5s6dq507d0qSFi9erPbt27u6XQAAAFNw2y6uwMBADR8+XKGhoUpPT1fPnj1Vr149hYWFaejQoapbt26Oy3l4eGjatGkaM2aMUlNTVaVKFU2aNMldbQMAABRqbj1eGRISopCQELtpc+bMyfa8iRMn2j1u0qSJVq5c6dLeAAAAzIg7QAAAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAm5tYwFxkZqc6dO6t9+/ZasmRJrs975ZVXtGLFCtvjU6dOqU+fPurYsaMGDhyoixcvuqNdAACAQs9tYS42NlZTp07V0qVLtWrVKi1btkzR0dHZnjNgwABFRUXZTR87dqx69+6tqKgo1alTRx999JG72gYAACjU3BbmNm7cqObNm6tkyZLy9fVVhw4dsoW2yMhIPfjgg+rUqZNtWnp6urZs2aIOHTpIkh599NFsywEAAPxdebprRXFxcfL397c9DggI0K5du+ye079/f0nSH3/8YZt29uxZ+fn5ydPzWqv+/v6KjY3N17rLlPEraNs58vf/h1PruaO22eq6srbZ6rqyttnqurK22eq6srbZ6rqyNnVdX9tsdV1Zu6B5xW1hzjCMbNMsFovLlrteYmKKMjMNp238+Phku8fOfFOvr+2qus6sbfZtYYZtfGNts9V1ZW2z1XVlbbPVdWVts9V1Zm2zb2Nn1jbjtkhMTClQoHPbYdbAwEAlJCTYHsfFxSkgIOCmy5UuXVopKSnKyMiQJMXHxzu0HAAAwN+B28JcixYttGnTJiUlJeny5ctau3atWrdufdPlvLy81KRJE33//feSpIiICIeWAwAA+Dtw65654cOHKzQ0VI888oi6dOmievXqKSwsTLt3785z2bfeektffvmlOnfurK1bt2rYsGFu6hoAAKBwc9uYOUkKCQlRSEiI3bQ5c+Zke97EiRPtHgcFBWnRokUu7Q0AAMCMuAMEAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGJuDXORkZHq3Lmz2rdvryVLlmSbv2/fPvXo0UMdOnTQ66+/rqtXr0qSIiIi1KpVK3Xr1k3dunXT1KlT3dk2AABAoeXprhXFxsZq6tSpWrFihby9vdWrVy81a9ZMNWrUsD1nxIgRevvtt9WgQQO99tpr+vLLL9W7d2/t3r1bo0aNUpcuXdzVLgAAgCm4bc/cxo0b1bx5c5UsWVK+vr7q0KGDoqKibPNPnjyp1NRUNWjQQJL06KOP2ubv3sUEntAAACAASURBVL1bERER6tq1q15++WWdP3/eXW0DAAAUam7bMxcXFyd/f3/b44CAAO3atSvX+f7+/oqNjbX9Pzw8XPXq1dOUKVM0btw4TZ482eF1lynj54RX8H/8/f/h1HruqG22uq6sbba6rqxttrqurG22uq6sbba6rqxNXdfXNltdV9YuaF5xW5gzDCPbNIvF4tD8mTNn2qb1799f7dq1y9e6ExNTlJlpOG3jx8cn2z125pt6fW1X1XVmbbNvCzNs4xtrm62uK2ubra4ra5utritrm62uM2ubfRs7s7YZt0ViYkqBAp3bDrMGBgYqISHB9jguLk4BAQG5zo+Pj1dAQICSk5O1YMEC23TDMOTp6bYMCgAAUKi5Lcy1aNFCmzZtUlJSki5fvqy1a9eqdevWtvlBQUEqWrSo/vjjD0nXzmBt3bq1fH19NXfuXO3cuVOStHjxYrVv395dbQMAABRqbtvFFRgYqOHDhys0NFTp6enq2bOn6tWrp7CwMA0dOlR169bV+++/r9GjR+vixYu6++67FRoaKg8PD02bNk1jxoxRamqqqlSpokmTJrmrbQAAgELNrccrQ0JCFBISYjdtzpw5tv/XqlVLX3/9dbblmjRpopUrV7q8PwAAALPhDhAAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4AAMDECHMAAAAmRpgDAAAwMcIcAACAiRHmAAAATIwwBwAAYGKEOQAAABMjzAEAAJgYYQ4A/h97dx5XY/r/D/zVMgoNqVGyjMFYZiwZktBoYVpozxSpCNljkrKHFiTLjDINxjaiaLSplMk+ouKjSXIsI1KhotLq1DnX749+5/52iJnpvu8Wrufj0eOhO/PumuOc+7zPdb2v90VRFNWG0WSOoiiKoiiqDaPJHEVRFEVRVBtGkzmKoiiKoqg2jCZzFEVRFEVRbRhN5iiKoiiKotowmsxRFEVRFEW1YTSZoyiKoiiKasNoMkdRFEVRFNWG0WSOoiiKoiiqDaPJHEVRFEVRVBtGkzmKoiiKoqg2jCZzFEVRFEVRbRhN5iiKoiiKotowmsxRFEVRFEW1YTSZoyiKoiiKasNoMkdRFEVRFNWG0WSOoiiKoiiqDaPJHEVRFEVRVBtGkzmKoiiKoqg2rFmTuVOnTmHSpEn47rvvcPTo0bd+fufOHdja2sLY2Bhr1qxBXV0dAKCgoADTp0+HiYkJFixYgMrKyuYcNkVRFEVRVKvVbMnc8+fPsXPnThw7dgwxMTE4fvw4Hjx4IPV3PD09sW7dOiQlJYEQghMnTgAANm7cCAcHByQmJmLIkCH4+eefm2vYFEVRFEVRrZp8c/2ilJQU6OjoQFlZGQBgbGyMxMRELF68GACQn5+PmpoaDB8+HABgY2ODXbt24fvvv0d6ejp2797NXHd0dISnp+e//t2ysjLMn3v0YP+/3DAel3Ebi81XXK5ifwiPRWt/jBuL3dbi8hm7rcXlM3Zbi8tn7LYWl6vYH8JjzFXsD+Wx+DdkCCGEkxH8gz179qCqqgru7u4AgIiICGRmZsLX1xcAcPPmTWzduhVhYWEAgMePH2Pu3Lk4cuQIpkyZgkuXLgEA6urqMHz4cGRlZTXHsCmKoiiKolq1ZltmbSxnlJGR+cef/9N/R1EURVEU9TFrtmROXV0dxcXFzPeFhYVQU1N758+LioqgpqYGFRUVVFRUQCQSSV2nKIqiKIqimjGZGzt2LK5evYqXL1+iuroaZ86cwfjx45mf9+jRAwoKCrhx4wYAIDo6GuPHj8cnn3wCLS0tJCQkSF2nKIqiKIqimrFmDqhvTbJnzx7U1tZiypQpcHV1haurK5YsWYKhQ4dCIBBg7dq1qKysxNdff43NmzejXbt2yM/Px8qVK/HixQtoaGhgx44d6Ny5c3MNm6IoiqIoqtVq1mSOoiiKoiiK4hY9AYKiKIqiKKoNo8kcRVEURVFUG0aTOYqiKIqiqDaMJnMURVEURVFtGE3mKIpqEUKhsKWHQFFUG0HvF+9Hk7k2KDk5GX5+fti8eTOuXLnS0sNpMWZmZvj1119RVFTEaVw+YkoIhUIIBAIA9a16AgICUFhYyMvv4kNFRQVnsYyMjLBx40ZkZmZyFlNC8phev34dR48eRVVVFee/g0tCoRAhISHw8vJCRUUFgoODP+o3r7b279fWuLm5vXVtxowZLTCSf4/P+8WHgCZzPOHrSRcQEIBff/0VvXv3Rvfu3fHTTz9hz549nP8egLs37szMTBw8eBBCoRCzZs2Cjo4OkpKSWMfds2cPXr9+DWdnZ8ydOxeJiYmora1lHbempgaOjo6YO3cuTp8+zUlMCU9PTyQlJeGvv/5CUFAQlJSUsHLlStZxy8rKsHbtWjg7O6OkpASrVq1CWVkZ67jnz59HYGAgKisrYWpqigkTJuDo0aOs4wLA6dOnoampiR07dsDc3Bz79+/nJIlev349QkJC8ODBA3h4eOD27dtYsWIFByOul5eXhwsXLkAkEuHJkyecxPTx8UF1dTWys7MhJyeH3NxcrFmzhpPYElw8H5oDX/9+rq6unL+eJSRnjDfE1XOuqqoKAoEAhBDWSe2iRYswYcIEXLhwARMmTGC+9PX18fr1a9Zj5fODMF/3Cz416/jIR6y2tpYcOnSIbN68maSnp0v9bNeuXaxiR0VFEWdnZ2JmZkb27dtHCgsLWcWTMDIyIrW1tcz3NTU1xMTEhJPY586dI1u3biUVFRXExMSEaGtrk9DQUNZxv//+e5KWlkZiY2PJggULSEFBAbGxseFgxP/nzJkzZPz48URbW5v4+fmRly9fso6Znp5O1q9fT0xNTcnGjRtJdnY265iS/++AgACyZ88eqWtsuLm5kfDwcGJubk5ev35NduzYQVxdXVnHtbGxIQ8ePCAnTpwgXl5epKKiglhbW7OO+ybJv9/w4cPJggULyKNHj5ocy9ramojFYrJr1y7mdczV8y0+Pp6YmZmRCRMmkOLiYjJ27FgSHR3NOq6VlRUhhBBLS0tCCCFisZhMnjyZdVxCCMnOzibGxsZET0+PPHv2jEycOJFkZWU1Od7KlSvf+8UWX/9+aWlpZNWqVcTAwIBs2LCB/PXXX6xjrl69mjg5OZFvvvmGODk5MV8ODg7EzMyMdfyUlBQyceJEYmBgQJ4/f05Gjx5NLl++3OR45eXl5MmTJ2T+/PkkLy+P+Xr27JnU+0pTBQUFESMjI+Lq6koSEhKIUChkHbMxXN4vCCHkr7/+IgcOHCCvX78mLi4uZPTo0SQxMZH1OJvjsZD4qGfmvL29cefOHaipqcHLywu//PIL87Nz586xim1lZYXDhw9j7969IIRg6tSpmDdvHpKTk1nFVVVVxatXr5jva2tr0aVLF1YxJYKDg2FjY4OEhAQMGzYM586dw8mTJ1nHFYvFGDVqFC5cuAAjIyNoaGgwZ+2yUVlZicjISMyYMQPbt2/HtGnT8Pvvv+OLL77A7NmzWcWurq5GXl4enjx5AllZWXTu3Bn+/v7Yvn07q7gikQgvX77E2bNnoa+vj6KiItTU1LCKCdTPFtnb20NWVhbt2rWDu7s7nj17xjouAPTr1w8XLlyAoaEhOnbsyNnMxuPHjxEUFARjY2McO3YMy5cvx7Vr12Bvbw9XV9cmxxWJRBCLxTh79izGjx+P6upqVFdXczLmffv2ISwsDEpKSlBVVUVUVBT27t3LOq6MjAyEQiFkZGQAACUlJcyf2fLz88Pu3buhrKwMdXV1bNiwAevXr29yPG1t7fd+scXXv9+oUaOwadMmJCQkQFNTE0uWLIGZmRkOHTrU5CXtBQsWYNGiRejZsycWL17MfC1btgxHjhxhPeYdO3bg2LFj6NSpE9TU1BAaGoqtW7c2OZ6SkhJ69uyJkJAQlJWV4enTpygoKEBOTg6io6NZj3fx4sVISkrC3LlzkZqaCktLS/j4+ODOnTusY/N1vwDqXyNDhgxBUlISFBUVOXtdSx6LP//8EyYmJvDx8cGtW7dYx22MPC9R24isrCzExsYCqE++Zs6cCUVFRcycOROEg4Mxnjx5gtjYWMTHx6N379747rvvcPr0aZw5c6bJL8jOnTvD0tIShoaGkJeXx6VLl6CqqopVq1YBADZv3sxqzP369cOOHTtgYWHB2Rt3+/btceDAAaSmpsLb2xuHDx9Gx44dWcedMGECDAwMsHjxYowaNYq57uDggJSUlCbH9fDwwLVr16Cnp4cFCxZAS0sLQH1dk66uLjw8PJoce/bs2bCzs4OhoSEGDBgAY2NjLF26tMnxJOTk5FBeXs4kAI8ePYKsLPvPap999hl8fX2RlZWFwMBAbNmyBd27d2cdFwBcXFxgY2ODAwcOoEePHsx1PT09VrWgVlZW0NXVxYgRI6CpqQlTU1NMnTqViyFDVlYWSkpKzPdqamqcPM7Ozs5wcXFBUVER/P39kZycjEWLFrGOC9R/MOnXrx/z/bhx4xAQENDkeNbW1syfS0tLUV1dDUIIRCIR8vLyWI0V4PffLzU1FTExMbhy5QrGjx+PSZMmISUlBQsWLMD+/fv/c7yePXuiZ8+e+OyzzzhJZN8kFovRtWtX5vsvv/ySk7grVqzAzZs3UVZWhr59+0IgEGDEiBGYMmUK69jv+iD8zTffsLp38nW/AP5vwsHDw4PTCQcA0NLSwtChQ3H69Gns3LkT586dg4qKCry9vTF8+HBOfgeAj3uZ1czMjFRWVjLfP3v2jBgYGJDY2Fhm2aOp7O3tycSJE0lwcDDJz89nrtfW1pIxY8Y0OW5kZOR7v9iYO3cu8fHxIePHjyeVlZVk8+bNZO7cuaxiElL/uAYFBZEbN24QQgjZunUrefbsGeu4ycnJb11LSkpiHTciIkLqedEQV8vlEnV1dZzEuXTpErG0tCTa2tpkwYIFZMyYMeT8+fOs4xYUFJCoqChmGSM0NJSUl5ezjktI/eP8Ji6W9e/duyf1uL548YLcvHmTdVxCCFmxYgU5cuQImTx5MsnOziZr164ly5cv5yT2/fv3SWhoKDl8+DC5c+cOJzEJIcTFxYXcuXOHuafFxMQQR0dH1nG3b99ORowYQYYNG0b09PTIoEGDyJQpU1jHJUT6dcFFyQQhhOjr6xNHR0cSFRVFqqurmesikYj1/d7BwYEUFBSwHeJbFi5cSM6dO0esrKxIWVkZ+fnnn8m8efNYxzUwMCBCoZCsW7eO3L9/n9y7d4+T58SyZcvIuHHjyKpVq6RKl16/fk1GjRrFKjZf9wtCCHF0dCT79+8n48aNI6WlpeTQoUPEwcGBddwrV64QLy8voqurS9asWcO8BwoEAvLtt9+yjt/QR53MhYeHEyMjI5KSksJce/DgAdHX1ydDhw5lFbuxpCIvL49VTIknT56Q8+fPk9raWpKbm8tJTELq6ymioqLI48ePCSHcvXH7+Pi8dc3Ly6vJ8eLj40lUVBQxMDAgUVFRzNeJEyfIxIkT2QyVEFJ/4wkJCSFeXl6kvLycBAUFkdevX7OKKUmKDQwMiKGh4VtfXHjx4gU5f/48SU5OJkVFRZzE5Koes6GDBw+SoKAgMm7cOBIUFMR87dy5k0yYMKHJca9fv07S0tKIkZERSU9PJ2lpaSQtLY2kpKQQIyMjTsZeWVlJtm3bRmxsbIiVlRXZsmULqaioYB3X3Nyc/Prrr5x8yHnT48ePydSpU8ngwYPJyJEjiY2NDfn7779ZxzUwMCDl5eVk5cqV5PHjx+Tq1aucfPjjq3ZXcl/jg7GxMRk0aBAZN24cMTQ0ZF7nbBUXFxN3d3cyevRooq2tTdzc3Mjz589Zx7W3tyeEEHLo0CESFxdHCCGc1MI29kFYcu9s6gdhvu4XDTU24fD06VPWcR0cHEhkZCSpqqp662cHDx5kHb+hj3qZ1d7eHqNHj0a7du2Ya/369cOpU6fw+++/Nynm06dPQQjBrl27MHToUGa5ViQSwdXVFYmJiazGnJCQgJCQENTU1CA8PBxTp06Fl5cXLC0tWcUF6uspZGVlcfLkScyfPx8dO3aUWlL6r9asWYMnT54gKysL9+/fZ66LRCKpur//qqKiAjdv3kRlZSVSU1OZ63JycnB3d29yXAkfHx+oqKjg9u3bUjsLAwMDmxxTstuNizqaxpSVlSExMRElJSUghDA1KosXL2YVd9CgQYiOjsawYcOgqKjIXGez1Nq7d2/cvn37resKCgrYsmVLk+OmpKQgLS0NhYWF+Omnn5jr8vLysLe3b3LchpKSkuDh4SG1XHT06FFMnz6dVdzt27cjLi4Ozs7O0NDQgIWFBYyNjTkpR/j8888RFhaGqqoqiMViVq/phtTU1KCkpIT+/ftDIBDAyMiI1WtEIjg4GFu3bmVqd729veHk5MT6MZaTk4OLiwvy8/MRGhqK5cuXw9/fH7169WI95qYs0f4bN2/eREBAAD755BNO46qrq2PPnj0YM2YM82/GRfuXiIgIqaVasVgMW1tbnDp1Smq5+L/g637RUJcuXTBx4kQMGjQIp06dglgs5qR8ol27dlJlCQ3NnDmTdfyGZAjhoDisjSooKHjvz5vyhrVq1SqkpqaisLAQampqzHV5eXno6+tj9erV/zlmQ9bW1jhy5AgcHR0RHR2NwsJCuLi4ID4+nlVcANi2bRuePXuG27dvIyIiAgsWLMDgwYOb3DojLy8P+fn58Pf3x9q1a5nrcnJy6NevH5SVlVmN9+rVqxgzZgyrGI2xtrZGVFQUrKysEB0dDUIIzM3NERcXx/nv4oqjoyNUVFTQv39/qcJ5tsmcoaHhW9dkZGRw9uxZVnEB4O+//5aq5eJKdHQ0rKysOI156NAhVFRUMB+gJEQiEU6dOsV6Y1ND169fx6ZNm/Dw4UNkZGSwjpednY1ffvkFZWVlUrXAv/32G6u4c+bMgZmZGTQ0NBAaGorZs2fD09MTf/zxB6u4tra2OHnyJBYtWsQktebm5jh16hSruLNnz4aLiwu2bduGqKgoREREICYmhpNWO4QQhIWF4dq1a6irq4OOjg4cHR1ZJwRLlixBRkYG9PX1YWFhwdTvslVRUYGLFy9i8uTJOHLkCFJSUjBjxgzo6Og0KZ6zszPS0tLeui4vLw9DQ0Ps2rWL7ZCZ+0VZWRk6d+7MOl5DS5cuRd++faGvrw9PT09YWlrixo0bOHDgAKu406dPx7Zt26ChocHRSN/to56ZmzdvHh49egQ1NbW3Njw09Q1LsgFh7969mDt3LifjbIivAmwA+PPPPxEVFQVra2soKSnh4MGDsLCwaHIyJykOjo2NZZLb69evQyAQ4KuvvmI93p9//hkhISFvXWf7JsXnzkK+lJWVITQ0lPO4bHd1v4+rq2ujjyvbRLFPnz44ePAgpk+fjvnz5yM7OxsbN26EsbFxk2O+a3agXbt2nMwOiEQi/Pnnn4iPj0d6ejp0dXVZf/CTWLFiBezt7d9K9Nny9/dHfHw8rKyscP78eXh7e+OHH35gHVey6ebWrVucbropKSmBrq4utm3bBhkZGdjZ2XHWM3Hr1q14/PgxbG1tQQhBZGQk8vLyWP8b7tq1CxUVFUhOTsa+ffuwdu1amJiYsH6clZSUYGBggKdPnzK95tiQ3HP9/PykPrhzSSgUwsTEBDU1NTh+/DgcHR3x448/YvDgwaxj5+Xl4aeffsLWrVsxZcoUzJ07F7a2tqzjvnjxAoaGhlBVVYWCggIIIZx9GH7TR53MhYWFwcHBAevXr8fIkSM5jS0UChEcHPzWdbYzJf3790doaCjq6upw584dHDt2DIMGDWIVU0KSFEpu+EKhkJNEcf369ZCVlcX06dPh4eGBcePG4dq1awgKCmIVt2EX87q6Opw9exadOnViO1xedxbyZcCAAcjKysKQIUM4jfvy5Uv4+Pjg6tWrEIlE0NHRwYYNG/DZZ5+xjt1wybmurg5//PEHJ6ce+Pv7Y/ny5UhKSoKCggIiIyPh5ubGKpkzMDCAgYEBTE1N35pN5KK1jJ6eHjQ1NWFhYQE/Pz+p0g+2FBUV4ejoyFk8CXV1dcyaNQsAOGl8LbF9+3YkJydjxowZ6NChA3r16sX6vgnUPw7Pnj1j7m/Xr1/n7HG+cuUKoqOjmfulvr4+zM3NOYmtpKSEkSNH4tmzZ3j69Ckns7XBwcHYv38/unTpAhkZGc6SjLVr1+LUqVN48OAB5s+fj6SkJM5mySUtdjw8PKRa7DS1JKqhhi2jgoKCOGsZxdfye2M+6mROSUkJfn5+iIiI4DyZa6i2thaXL1+GpqYm61je3t4ICQmBgoICVq9eDR0dHc5upJJPfGVlZTh06BBiYmJgZmbGOu6tW7dw8uRJBAcHY8qUKXBzc+PkU8+brQDGjh2L77//nnWrDysrKwwZMgSpqakQiUQICQnhLGEGwOnNztDQEDIyMqipqUFCQgLU1dUhJyfH2c3Z29sb33zzDfz8/CAWi3H8+HGsWbOGk1NHGrYXAOqX7WxsbLBw4UJWccViMbS1teHh4QFjY2N0796dszYDDx48gLu7O6qqqkAIgVgsRnV1Na5du8YqblxcHOuyg3fR1dXFkSNHoKurCwUFBeY629kuPT09FBYWMh+gXr16hU6dOqFnz57w8/Nr8ux7x44dUVlZiW3btqGurg6jR49Ghw4dWI0VqC+BmTdvHnJzc2FpaYmysjL8+OOPrOMC9clAXV0dkxyKRCLIycmxjnvgwAHEx8dDKBTCwsICe/fuRbdu3VjHjYyMxLlz5zjrUSrRsFRnzpw5OHnyJAQCASfvUVy32GmIr5ZRPXr04C25fdNHncwBwLBhwzBs2DDO4775SXLRokXMp1g2+CrABoC5c+fi8uXL6N69O54+fYqlS5dCX1+fddyGTUA3btzIWRPQhjWPhBA8ePAApaWlrOPW1dUhLy+PKT4XCAQQCAScvAgb3uxcXV1Z3+z42lAh8eTJE6kZZldXV6Y3I1vp6enMnwkhuH//PidHCkn6Gl67do3TvoYAEBgYCD8/Pxw8eBDz58/Hn3/+iZKSkibHmzdvHvbs2QMbGxupJVAul2NiYmIAAAcPHmSucRF71KhRMDExwcSJEwEAFy9eRGJiIpycnLBx40aEh4c3Ke67lizZHm82dOhQ/P7773j06BFEIhH69u3L2cycubk5nJ2dMXnyZABAfHw8Jx+ECwsLWSXG76KmpoZPP/2U05iAdKnOp59+yrpUpyFlZWUIBALmdRIbG8tZ7Zy5uTmMjY3x6NEj3LlzB/Hx8ZCXZ58ecX2/f5+PPplrLpWVlf+44eJ9GhZg5+fnM9clBdhcJHNCoRBdu3bFihUrEBsbi9TUVHz99ddSGzmagq8moA2XjmRkZKCiosJJvYaHhwcKCgrQr18/qTdYLpI5rusSJbNbbm5uby1bz5gxA4cPH2Y1XhkZGTx9+pQp4C0oKODkJgdAqihaRkYGXbp04aT+bNu2bYiIiEBwcDA6d+6MwsJC1id3SHTq1Ak6Ojr43//+h/Lycri5ucHGxqbJ8fje5QzwV/d4//59bNu2jfleT08PP/30E77++mtWSTlfS5aSXaxvbgRh22gdAObPn4+vvvqKmaGdP38+qw/C58+fh4GBAQYOHIi7d+/i7t27Uj9v6r1I8sGsU6dOsLe3x/jx46VmENkuZ/NVqgMAGzZswIoVK3D//n1oaWmhd+/enOyeBupXj5YuXQplZWWIxWIUFxdj9+7drFfTuL7fvw9N5ngiWf4C6j9lv3r1itURU3wXYAP1h8D37dsXQqEQu3fvZp50bHf0uLi4wNnZmblpHD16FCoqKqzHy9eb1N27d3H69GleNj1wfbNbtGgRBAIBCgsLpYqYRSIRJ8sxS5cuhb29PTQ1NUEIwV9//dXooeJNwVcCo66uDh0dHQgEAgwePBj6+vqcPBZAfd1VTk4O+vXrh7S0NOjo6KC8vLzJ8SQflLZs2cJLMg7wV/fYqVMnhIeHw8LCAmKxGKdOnULnzp3x999/QywWNzkuX0uWP/zwA7S0tKClpcXLa7u2thZCoRDy8vKsW4ncunULBgYGje4QBdh/sORjNQp4u1QnNjaWkxlKgL8WO0B9ne3OnTuZ5C0jIwO+vr6s6/H4TG7f9FG3JuGD5Hy7hg9rfn4+OnXqhE6dOrF+ETZs51BRUYGnT5+if//+rGJKSFoCbN26FcrKysyOHrbns+bn52Pt2rVS/Z02bdqEnj17Nime5Oiyd2H7SXvRokVYv3496xnJxuzduxe3b9/GrVu34OzsjNjYWBgZGWH+/PlNildRUYHS0tK32r/Iy8tDVVWVk1m0ly9fIjMzE2KxGJqamlBVVWUVz8nJ6b1vpmx3Ix8+fBjJyckoLCxEeHg4HBwcMGXKFNbn9QJAWloajh49isDAQEybNg25ubmYMmUKVqxY0aR4DZPxhs83STLe1KXKhhYvXoxvvvkG9vb2TN3j9evXWdc9Pn/+HP7+/rhy5Qrk5eUxduxYrFq1CklJSejduzfGjx/fpLi//PILLly4ILVkKTlajw1JyyE+bNmyBRkZGZg8eTLEYjHi4+MxYcIEzJs3j1XcK1euYNy4cVLXzpw5AyMjI1ZxJbNFDXFVrnP58mWkpKRALBZDR0cHBgYGrOKtW7cOvr6+77xvsL1fAICFhcVb5SNctMPh+n7/PjSZ45gk0Xjy5AkeP34MPT09yMrK4s8//8SXX37J+vDeiIgI/O9//4OnpyesrKzQsWNHGBkZcdIs18rKCgcOHMC0adMQFBSELl26YObMmax72HHd30lyQz5//jwqKythYWEBeXl5JCQk4NNPP2U9Uzl79mzcvHkTAwYMkKqp4eKmAXB/s+NDYzuxG2KzHCOZbThx4gQUFRVhZWUFeXl5xMXF4fXr16xn/qysrHDixAnY2dkhOjoalZWV+P7775GQkMAqLlC/tNjww1NZWRlyYhkPmQAAIABJREFUcnKafMZicyTjlpaWTN2cBBdvVBKlpaWcb964ePEirl27BkIIdHR0OKnd9fPzw9ixY6Grq8vpbmEAMDY2lqqzev36NaysrHD69OkmxUtISIBQKMSuXbuwZMkS5npdXR327NnT5F5+fPVLvH37NgYPHixVB9tQw7Oz/yvJLv2UlJRGXw9cnInr5OSEGTNmMPWff/zxB3777TdOVg+a635Pl1k5JpkVcnJyQkxMDLOcWFZWxkl7i7CwMBw4cACxsbGYMGEC1qxZAzs7O06SOb529HDd30nyifLYsWM4fvw4M21tamoKOzs71uOdPXs2Z3VhEg1vcoqKilLNeNPT01nd7Noayc03ICBAatZ3+PDhrOrPJGRlZaXerBUUFFgv0924cQNisRhr166Fv78/M/NeV1eHDRs2ICkpqUlxlZSUoKSkhJCQEGRnZzO7ZEUiES5fvszJwed81T3euXMH7u7unPX9avga6dChA+evkcTERISGhkqVv8jIyDCnpbChqqqKV69eMff72tpaVjtF+Trlhq9ynfDwcPj6+jbaHFhGRobVB2FJu6XAwEDeZlZ9fX3h6enJbLLp1asXJ/V4CxcuhIWFBdzd3Tn/APEmmszxpLCwUOrTavv27VFUVMRJbGVlZVy8eBHOzs6Ql5fnZAcgUP9p3cTEBPfu3YNAIEBcXBwnx8jw1d+pvLwcpaWlzA20uLiYkyNp+LhpSG5ypaWlePLkCb755hvIysoyM4BcLKdxqeHMW1VVFXJzczFgwADU1NRw0iYCqJ+9yMnJQZ8+fQDU1yrW1dWxjqutrY2AgABUV1cjOTkZx48fb3Jne4mGR4Xt2rWLSQS4OipsxYoVuHnzJsrKytC3b18IBAKMGDGCk2SOr7pHrvt+ve+UALYJAQD8+uuvnLYYaqhz586wtLSEoaEh5OXlcenSJaiqqjIrNf+19MPOzg52dnacn3Lzvn6JbEieT6ampnBwcOAsbkOqqqq4fv06hg0bxlli1HDpVlFRET179gQhBO3bt8f69etZP+fs7OwQFxeHzZs3Q1dXFxYWFhg9ejQXQ38LTeZ4oq+vDxcXFxgZGUEsFiMxMRGmpqas43755ZeYN28e8vLyMGbMGCxduhRDhw7lYMT19RkrV65E165dIRaL8erVK/z444+si2Ub6+/U8OzMppo/fz4sLCwwYsQIiMVi/PXXX1i3bh3ruHzcNCTT9a6urggODkbv3r0B1NcTent7s44vFArx8OFD5mzB7OxsuLi4sK77u3r1Kry9vSESiZhi923btkFXV5f1mFeuXAknJyeoq6tDLBbj5cuXnOw69fLywokTJzBw4EBER0dDT0+P9e5pSYPq3bt3o0OHDszpErdv3+ZkNjg9PR1JSUnw9fWFs7MzCCHw8fFhHReofwPX1NRk6h43btzIuu4R4L7vF99tdtzd3Zu87PlPjIyMpOrYuGre/cknn2DBggVSfQ0LCgpYb/7i4xg9oH61hK9kLisr663m12xnVhs2nueDvr4+9PX1UVNTgwsXLiAgIAAlJSU4f/4857+LJnM8kRQCp6WlQUZGBrNmzWJ9ZAoAbNq0CTdv3kT//v3Rrl07WFpaNrnQ+E2bN2/Gvn37mE+vt27dwvr16xEZGckq7osXL3jp72RlZYWxY8fi5s2bkJGR4exNio+bhkRBQQGTyAH1jVvZtKyRkOxEfv36NYKCgmBpacnJTuQdO3bg2LFjcHV1hZqaGkJDQ7Fs2TJOkjldXV2cO3cO9+7dg4yMDAYOHMjJ8t+cOXNw4MABTtrfvOnixYvw9PTEmTNnoKioiOjoaCxevBgmJias4qqpqeGTTz5Bv379cPfuXUyePBmVlZWcjLmsrAyJiYkoKSkBIQTZ2dkA2Leh4LPvFx++/PJLBAcHQ1NTE4qKisx1LkocrK2tkZeXhwcPHkBXVxdPnz5Fr169WMddu3YtXF1dERUVBScnJ1y6dAlff/0167h86datG5ydnaGpqSnVoJqLEzzYNuZuDBf1dv/kwYMHiI+PR2JiIjQ0NODs7MzL76HJHI+MjY1ZHSHUGHl5eambT2MHoTdVu3btpJYhuJrxCwwMhL6+Pme7bhtSU1Pj/DHm46YhMXjwYKxYsQKmpqYQi8WIi4vj5PBsvs4WFIvF6Nq1K/P9l19+yTpmQ+3ateP8CLKamhqpGjEuicVijBo1Ch4eHjAyMoKGhgYnp0uoq6tjz549GDNmDFOrw0XJAFC/Y1ZFRYXzs1klfb8ePHjA9P1q2HeutSktLUVqaqpUDRoXy7dA/YaFkJAQ1NTUMJsLvLy8YGlpySquoqIibG1tmY4Ifn5+nNSVNsRlV4SmbgT6N2praxEeHo60tDRm9/SUKVNa9bnZ5ubmkJOTg4WFBQ4fPsxLhwQJmsxRjGHDhjEbKuTk5BAfH48ePXowhclN/QTbq1cvrFq16q1PxHwda8JWdXU1goODpfpyLV26lJNaMT8/P4SGhjI1cmPHjuVkWYKvswW7deuG8+fPQ0ZGBq9evcLRo0c5OfScTyUlJbwdbi05XSI1NZXT0yX8/f1x8eJFDBs2DEZGRoiLi8OGDRtYxwXqZ+ZCQ0M5iQVI1xnJy8tjwIABEIvF6NChAyd1RmFhYZg2bRoXQ5UiWcatqKiAWCzm5BxniX379iEsLAyOjo5QVVVFVFQUXFxcWCdzCgoKKC0tRZ8+ffDXX39hzJgxnCT5fHVFWLx4MWpra/Hw4UPIy8vjiy++4KRHIAD4+PigoqIC1tbWIIQgOjoad+/e5aRRPF+2bduGgQMHMs85PtHWJBTDycnpnT9j8wn2XX3huOi8zodVq1ahffv2TC3UiRMnUF5ezmp3U1FREbp27frOJVW2CdKpU6fw008/wdDQEKtXr2Z2Ik+aNIlV3BcvXsDf3x8pKSkghGD06NFYu3Ytr58w2Wp4QkpDb54F2xTPnz9HREQExo4dixEjRiAwMBBOTk5Nbkr8T0vsXCTOy5Ytw6xZszibAX1XI1sJtktXZmZmiIuLYxWjMU+ePIG7uzuePHkCQgi6d++OH3/8EV988QXr2JJ+nFZWVkyvUS7av5w+fRonTpxAUFAQpkyZAjk5OQwaNIh1bamNjQ3TFSEnJ4f5EM+2pCY9PR2enp5QUVEBIQSVlZXYvn07J6s8bz6eYrEYlpaWnLXY4UNubi6WLVuGJ0+eQCwWo0ePHti5cyez6YtLNJlrI+rq6nD06FE8ffoUEydOlFqaCwoK4r2QkwtlZWWc1tQIhULs378fOTk58Pb2xqFDhzB37lzW9XiNNZCcNGkSqz5lkjM43zwZBODmnMw3cdU1v6Hy8nI8e/aMs+XysrIyBAYGIjc3l1kiXrlyJSfPkeY63JotyfOh4W1Y8j3b54Ukdk1NDUpKSqCmpib1nOD6OceVOXPmQCgUcl535eLiAnt7e6a+MSEhAWFhYZxsvFi5ciWGDBmC8PBwBAYG4tixY6ipqeGkvYXkuVBVVYVHjx7hq6++Yr20aGNjg8jISMyePRvOzs7Q09PD5MmTWfcUtbGxwebNmzFw4EAA9XXXGzduZH2SAlD/vFi/fj1Ti/js2TOsXr2adV0wn/h8zr2JLrO2Ed7e3hCLxRgwYAC8vLxgZ2fHdJE+d+4cJ8nc9evXsX//fs53TgkEAvzwww+c9aOS8PHxgYqKCrKzsyEnJ4fc3FysWbOG9Q1UcvyaZBnm1atXrBMjSbd9ro8gayxJbIjtGzafTarXrVuHcePGITMzEx07doSamho8PT1ZN9ZuzsOt2eLrSDrg/5YVhUIh04RXTk4Oenp6nLa74BpfdVclJSVSG1UmTZqEkJAQTmJXVVXh+fPnUFBQwOrVq6Gjo9PkU0EA/k+54bMrgiSRA+rrrtnWlEqW9UtKSmBhYYFRo0ZBVlYW//vf/3ipw+YSn8+5N9Fkro3IyspiZousrKwwc+ZMKCoqYubMmeBqcpWvnVO+vr6c9qOSuH37NqKionDp0iW0b98eAQEBnBzIPXPmTHz//fdMp+5z587B1dWVdVwAyMzMxI0bN5jWFtnZ2di4cWOTN3HwfVA7n02q8/LyYG9vj7CwMLRr1w7u7u6wsLBgHbc5D7fmSmOzlKtWrWJV1yVZVl6xYgVev34NOzs7iMVixMTE4P79+0yD1NaGi52PjWnXrh1zUgFQf09t3749J7Hz8/OxadMmeHh4cBKP712Wkq4IklNu2HZFkNRV9+nTB97e3pgyZQrk5eVx6tQp1kniuyYqZs2axSpuc+DzOfcmmsy1EYQQVFVVoUOHDlBRUcG+ffswbdo0qKqqcrabh6+dU1z3o5KQkZGBUChk/v9LSko4eSxsbW0xZMgQXL9+HWKxGEFBQVKfNtnw8/PD8uXLkZSUBAUFBURGRsLNza3JyZykdo2LerB34atJtZycHMrLy5l/s0ePHnFyCHVzHm7NlcZmKZcvX856lhIA/vrrLyQmJjLfGxoacnb4OR8GDRr01utYTU0NFy9eZBV39erVcHNzg7KyMgghKCsrw86dO1nFlJCVlYWhoSH69OkjtTTc1Drjhuem8tHypKqqCklJSfDx8YG8vDzGjx+PsWPHNrk10JsNnxuujrC9JzdMbCUzzHV1dRg9ejRz/FZrxedz7k00mWsjHB0dYW1tjQ0bNmDMmDFQV1fHvn37MGfOHLx48YKT38HXzim++lE5OzvDxcUFRUVF8Pf3R3JyMidHprm5ub2VwM2YMQOHDx9mHVssFkNbWxseHh4wNjZG9+7dOWltwZfGlmO4KqRfsmQJnJyc8PTpUyxcuBAZGRnYtGkT67gmJib44YcfUFZWhkOHDiE2NpY5tL214muWEgA0NDTw+PFjpr9hcXEx1NXVOYnNB4FAwPy5trYWycnJyMjIYB23T58+SEpKwqNHjyAWi9GnTx/OTuXx9PTkJM6b+Gp5IulLuW3bNhBCcPLkSaxZs6bJGyveXBnga8fwmTNnYG5uDkIIfvnlF6YutrUaPny41HOuR48eUFJS4ueXEarNyMnJIfn5+VLXysvLycGDBzmJn5CQQGbOnEnKy8uJsbExmTRpElm2bBnruI8fPyZTp04lgwcPJiNHjiQ2Njbk4cOHHIyYkPv375PQ0FBy+PBhcufOHVaxFi5cSAwNDcngwYOJoaEh86Wnp0fs7e05Ga+joyPZv38/GTduHCktLSWHDh0iDg4OnMTmQ21tLUlLSyMlJSWEEELOnj1L6urqOIv/4sULcv78eZKcnEyKioo4i3vp0iWyZcsWsmnTJnLu3DnO4vJlypQp5NWrV8TKyooQUv9at7S05CS2o6Mj0dTUJLNnzybz5s0jWlpaxNTUlDg5OREnJydOfgffLCwsmvzfFhQUkPz8fDJ58mTmz/n5+SQ3N5cYGxtzOEruWVlZkfLycua58Pz5czJp0iTWcSdPnvyvrv1Xubm5xNbWlmhra5NRo0YRS0tLkpOTwzouIYSYmZmR6upq5vuqqipiYmLCSWy+xMfHEzMzM0JI/fvg+PHjyR9//MHL76Izc21IY1volZSUMHPmTE7im5qawsTEBDIyMoiMjGR2TrH1+vVrhIWFoaqqCmKxGEpKSpx80q6trUV+fj7T50sgEEAgEDR552JAQABKS0vh7+8v1btIXl6ek5MlgPri/IiICOzatQudO3dGYWEhJ0dYAfzs4KyqqsK9e/eQlpbG1GZmZ2dzUtf05skEkhM22Mb29fXFunXr8O233zLXVqxYwcnSPl/4mqUE3q45au21RpLWHkB9ecn9+/dZnRG9a9cupKamorCwENOnT2euy8vLQ19fn81QeScrKys1k6OmpsZJyUDv3r1x/fp1piuCQCCQOpmmqby9vTFnzhyp3Zvr1q3jpKaXECLVp1RBQYGTE2P4FBISgoMHDwIAPv/8c0RGRmLWrFm8LA+37keCYvDZj4qvnVM3btyAWCzG2rVr4e/vzyQDdXV12LBhA5KSkpoUV2Lp0qUoKipCv379pOoymprEKCkpQUlJCd27d3+rBo2rZEBdXV0qWeFqeYavHZxLly7Fp59+yvnpAQD3JxOsWbMGT548QVZWFu7fv89cF4lEePXqFev4fOratSsOHDiAzMxMiEQi+Pj44LPPPuMkdnMcWcSlhic0AECXLl1Y1RlJ7l979+7F3LlzpX4mFAqbHLc59O/fH6Ghoairq8OdO3dw7NgxqVN6mio3NxeOjo7o06cP5OTkkJOTg86dOzO74pu6C57P3Zs6Ojpwc3Nj6gmjoqJ4O7SeK7W1tVKvY1VVVc42LL6JJnNtxLx58/Do0SOoqam99WRg24+Kr5t9SkoK0tLSUFhYiJ9++om5Li8vD3t7e9bxHz58KFXYzda7koG6ujqUl5dz9nv4wNcOzuLiYuaTJde4PplgwYIFyM/Ph7+/v1TCLCcnx9vB4lyRHALf2meKmsPmzZtRW1uLnJwciEQi9O/fn5MZmLNnz0olc2KxGLa2tq266SzXLU8kfvnlFw5G97Y3d2/eunWLs92ba9asQVhYGKKjo0EIgY6ODifvI3waOXIkli1bxnRZOH36NG+td2gy10aEhYXBwcEB69evx8iRIzmNzdfOKcnyTnR0NC9NWz///HMUFBRwdrxUW04G+NrB+dVXX0EgEHAyG/CmAQMGICsri7MNFT179kTPnj0RGxuLiooKlJeXMx98qqqqoKyszMnv4QOfh8C3NVlZWViyZAmUlZUhFotRXFyM3bt3Q1NTs0nxnJ2dmVMrGpaNyMnJcXq2NR+4bnkiIWkl8ia29+k1a9YwuzeB+vNwudq9KSMjg4kTJ8LBwQHp6em4d+8ehEJhq15qXb9+PY4cOYLjx49DXl4eWlpanBzf2Bh6AkQbkpmZiYiICKa3GNfe3DllYWHByc6p/Px8hIaGoqysTGpWsanLt5Imki9fvsTTp08xaNAgqaa+XBycXVpaiurqahBCIBKJmN2crdXevXtx+/Zt3Lp1C87OzoiNjYWRkRHrnV7W1tYQCAScnnPa8GSCly9fQl1dHXJycpydobpnzx7s2bNHKnnj45QNLjV2lB5Xh8C3NVOnTmXOcgaAjIwM+Pn5se5LKamjlDRFF4lEyM/Px9KlS7kYNi++//57PH78mLOWJxINS2tqa2tx48YNaGlpsW64npmZibS0NOjp6cHX1xcCgQC+vr5Nbr3U0Pr16yErK4vp06djzpw5GDt2LMrLyxEUFMQ6Np/4aC3TGJrMUQxra2scOXIEjo6OiI6ORmFhIVxcXFgf8fL9999DS0vrrdqohjOC/wXfZ0Pu2LEDR48eRV1dHZSVlVFYWIghQ4YgIiKCVVy+Xb58GSkpKRCLxdDR0WGaHrPBxzmn74rJRWwAmDhxIk6cOAEVFRVWcaiW0dhxelycc+rq6oqamhrk5uZCS0sL6enpGD58+Fs90lqTd93ruC6NKS0thbu7O+uSCjs7O3h6euLZs2c4ffo01q1bh8WLF+PkyZOsx2hjY4OTJ08iODgYQP3Kj+RM3NaKrwmSxrTe+Umq2fG1c6quro6TOg8JyY1MsmuxoRUrVrC+0cXFxeHixYvw9/fHggULUFBQwFvdGFsNl0sUFRWllo3S09NZL9O9azmGTcIl+W8l/fwa4qKfn4aGBqdnAFPNq3PnzkhOTmZ2/CUnJ3OyRP7o0SOcOXMG/v7+sLW1hZeXV6uelQOab/NKhw4d/vFD1r8hFosxatQoeHh4wMjICBoaGpz10RSJRBCLxTh79iw2btyI6upqVFdXcxKbL/v27UNYWBgcHR2hqqqKqKgouLi40GSO4hdfO6dGjhyJc+fOQVdXF+3atWMdj+9di2pqalBSUkL//v0hEAhgZGTEyYHZfJDMKpSWluLJkyf45ptvICsryxzVEx4ezip+w52FDZdj2NTWLFq0CAKBAIWFhZgwYQJzXSQSoVu3bqzGC9S38HFwcMDo0aOlnm98HRNFccvX1xeenp7McWO9evXi5PUnOS2nT58+uHv3LqysrFr9bla+SEpVgPqWH3l5edDT02Mdt3379jhw4ABSU1Ph7e2Nw4cPM62j2LKysoKuri5GjBgBTU1NmJqaYurUqZzE5gtfEySNockcxeBr51RiYuJbuxZlZGSYvmL/Fd8bFZSUlBAdHY3BgwcjNDQUampqrba1haR/k6urK4KDg5leUfn5+fD29mYd/826RslyDBt89/NTV1dv1SccNCYsLAzTpk1r6WG0Cq9evUJERIRUX0ou9O/fH76+vpg2bRqWL1+OwsJC1NbWchK7rWnYe1BGRgZdunTBl19+yToun300XVxc4OzszNRHHz16tNWXUvA1QdIYWjNHMWxtbXH48GH+jhtpI54/f474+HjMmjULW7ZsQUpKCubNm9eqj4SaPHmyVG0jIQSTJk3C6dOnOf09QqEQZmZmOHPmDKdxP3ZmZmaIi4tr6WG0Cs7OzigpKYGlpSUsLS3RtWtXTuKKRCLcvHkTWlpaOHv2LK5evQo7OzsMGDCAk/htTVs757QtWrJkCXr37i1Vy7xo0SJe3mNpMkcxuN45dfz4cdjb2zMFq2+iy17c8fLygoyMDExNTSEWixEXF4eOHTuy3vn8ruWYDRs2cDBqbllbWyMqKuqtg9olu2SbOhPcHObMmQOhUAhNTU2p197H+hrJz89HTEwMEhMToaGhAWtra0yYMIHVSRDU/3nznNNTp05h4sSJrfqc07aoOSdIaDJHMbjeOSU5GJomc/wTCoUIDQ1l/g3Hjh0LBwcH1j2YGj4nuFyOoaTR18jbCgoKEBcXh/DwcGhoaKC4uBjLly/Hd99919JDa/PMzc0RERHB9DSsrq6GjY0N5zP5XGqLpQh8tZZpDE3mqDatsLAQampquH79Ou7evQtra2t06NChpYfVbIqKitC1a9d3HvfGRUNluhxDNaeIiAjExMSgqKgIVlZWsLa2Rrdu3fD8+XNYW1sjJSWlpYfY5r25rC8Wi2FpadmqT8Noi6UIzdVaBqDJHNWGNWwiOXv2bIwbN65NNJHk0rx587Bnzx6mES8ApjEzF41y6XJM83hzaRio3/l28eLFFhpRy/Hy8oKtrW2j524mJSVx0oD2Y+fn58ckx0D9KT1qampSG5JaG1qK8H40maPaLK6bSDZ8Q23s/NvWXHPFl7a4HNPW1dbWIjk5GRkZGVKd+imKK4QQhIWF4dq1a1LnnLbmo7FoKcL7td5/OYr6B1w3kRQIBByOrnllZmbixo0bmD59OubPn4/s7Gxs3LiR9SwGIUTqrFAFBYVWfcMH6ltbnDp1CqWlpVJJeVu56X/yyScwNTXl7TB0ipo9ezYOHDjA2zmhfGgrr9+W0rrvytQHITIyEgEBAUyvNq52F/LVRPLFixc4deoUKisrQQiBWCxGXl4etm7dyjo2X/z8/LB8+XIkJSVBQUEBkZGRcHNzY53M6ejowM3NjVmOiYqKanT5qzVZunQpPv3007eOj2vNoqOjmT8TQnD//n26c5PiTU1NDZ4+fQoNDY2WHsq/RksR3o8mcxTvdu/ejSNHjnDez4mvJpKLFy/G559/joyMDEycOBFXrlzhrdEjV8RiMbS1teHh4QFjY2N0796dk2N01qxZg7CwMERHR0stx7RmxcXFrfb4tXdpeNIGAHTp0gU7d+5sodFQH7qXL1/C0NAQqqqqUFBQYD5gs62x5VPDlZOGpQhUPZrMUbxTV1fnNJFbt24dfH19pXqgNcR223dJSQnCwsIQEBAAIyMjzJ8/HzNnzmQVk298HaNTVVUFQgh27dqF58+fIzw8HLW1ta16qfWrr76CQCBo9Ql4Q5s3b0ZtbS1ycnIgEonQv3//Vv0YU23b/v37W3oIrNBShLfRuwXFu8GDB2PJkiUYN26c1C6kpp7vKZkZangkDZckh7T36dMHAoEAmpqaqKur4+V3cYWvY3Q8PDwwcOBAAEDHjh0hFovh5eXVqncM379/H9bW1m1q1iErKwtLliyBsrIyxGIxiouLsXv3bmhqarb00KgPUHp6+lvXFBUVUVlZ2WpPxKClCO9Hd7NSvHvXjrw3z/1sLXbu3ImcnBysWLECs2bNwujRoyEQCHDixImWHlqzs7CwQGxsrNQ1S0tLxMTEtNCI/ll+fn6j13v06NHMI/n3pk6dilWrVjHJW0ZGBvz8/PD777+38MioD5Gbmxuys7OZnpEXLlyAmpoaqqqqYG5u3ipXIt58H+nSpQumTZuGXr16tdCIWhc6M0fxbvz48fj222/bzJmv7u7uyM3NRY8ePbBjxw6kp6dj0aJFLT2sFiEjI4O7d+8ys3N///13q1/+mz9/PvT09KCvr4+RI0e2iU0QVVVVUrNww4cPx+vXr1twRNSHrKioCFFRUejUqROA+uRu/vz5OH78OGxsbFplMkdLEd6PPhIU765du4adO3eie/fu0NfXh4GBAXr37t3Sw3qne/fuISQkBDt37oSioiLOnDmD8ePHt/SwWoRkdlJdXR1AfT1hYGBgC4/q/Q4cOIDLly8jNDQUq1evxrBhw2BoaIhJkya19NDeqXPnzkhOTmZmSpKTk6GsrNzCo6I+VCUlJVI1tQoKCigrK4O8vHyr/fBDSxHejy6zUs3m77//xvnz53HkyBG0b98eiYmJLT2kRtnZ2WHx4sVMAnflyhUEBwcjLCyshUfWMoRCIe7duwd5eXn07dsX7dq1a+kh/SNCCLKysnD16lWEhoairq6uVR8D9ejRI3h6eiI3NxcA0KtXLwQGBqJPnz4tPDLqQ7R9+3bcvHkTpqamEIvFOHPmDEaOHIkvvvgCcXFx+PXXX1t6iG+hpQjvR2fmKN5lZmYiPT0d6enpuHfvHoYOHQodHZ2WHtY7VVdXS83EjRs3rtXPRvGpXbt2GDJkSEsP419zdXXFw4cPMWjQIGhra2Pv3r2tfmfrq1evEBERgaqqKojF4jYc900cAAAOaklEQVRTkkC1TR4eHjh//jyuXLkCOTk5zJkzB3p6esjIyOBk4xQfaCnC+9FkjuKdg4MDlJWV4ezsjO3bt3PSMoNPKioqCAsLg4WFBQAgISEBqqqqLTwq6t/6+uuvUVVVhdLSUrx48QLFxcWoqamROsmitdm2bRtKSkpgaWkJS0tLmsxRvDMwMICBgYHUteHDh7fQaP4ZLUV4P7rMSvGuuroa169fx7Vr13Djxg3IyclBS0sL7u7uLT20RhUUFGDjxo1IS0tDu3btoKWlhXXr1qFbt24tPTTqP6isrMSZM2cQEhKCgoICZGVltfSQ3is/Px8xMTFITEyEhoYGrK2tMWHCBNp+gaJASxH+CU3mqGZRUVGB1NRUXL16FZcvX0b37t1bdZf+2tpaPHz4ECKRCAMGDPhod02VlZUhMDAQubm5+Omnn7B161asXLmS6cXXGl2+fBlXr17F1atXIRaLMX78eOjp6UFLS6ulh/aPCgoKEBcXh/DwcGhoaKC4uBjLly/Hd99919JDo6gWlZmZiWHDhtFShHf4ON+hqGZlZ2eHoqIijBs3Dnp6evjhhx9a9Qvx1q1bWLp0Kd01hfrTNsaNG4fMzEx07NgRampq8PT0xN69e1t6aO909OhRGBgYYMaMGcwu3NYuIiICMTExKCoqgpWVFY4dO4Zu3brh+fPnsLa2pskc9dGjpQjvR2fmKN7dvn0b/fv3R05ODsRicavvD0R3Tf0fGxsbREZGwsrKiunA3lgj4dZELBYjLCwMqampqKurg46ODhwdHSErK9vSQ3snLy8v2NraYvTo0W/9LCkpCcbGxi0wKopqXWgpwru13ndU6oMhFothYmLSZma66K6p/yMnJ4fy8nKm99SjR49adVIEAIGBgXj8+DFsbW1BCEFkZCTy8vKwevXqlh7aO23duvWdP6OJHEXV69GjB6ysrCAvL4/w8HAcOXIEO3fupKUIoMkc1Qz8/f2xc+dOqZkuX1/fVjvTRXdN/Z8lS5bAyckJT58+xcKFC5GRkYFNmza19LDe68qVK4iOjmaSTn19fZibm7fwqCiKYoOWIrwfTeYo3rW1mS4fHx94eXlhzZo1IITg888/f+/MyYfs22+/xeDBg5GZmQmRSAQfHx989tlnLT2s9xKJRKirq2OaG4tEIsjJybXwqCiKYiM9PR1ubm5vlSKoq6tj/fr1LTSq1oMmcxTv2tpMV58+fWgD1/+vrKwMiYmJKCkpASEEd+7cAQAsXry4hUf2bubm5nB2dsbkyZMBAPHx8TAzM2vhUVEUxQYtRXg/ugGC4l1b6Q/k5OT03nMJf/vtt2YcTevg6OgIFRUV9O/fX+qxac3JHABcvHgR165dAyEEOjo60NfXb+khURRF8YYmc1Szae0zXWlpae/9uba2djONpPUwNzfHqVOnWnoYFEVR1HvQZVaq2XTo0KGlh/BeH2Oy9k8GDBiArKysNnU2K0VR1MeGzsxRFPUWQ0NDyMjIoKamBi9fvoS6ujrk5ORACIGMjAzOnj3b0kOkKIqi/j+azFG8CwsLw7Rp01p6GNR/kJ+f/96f9+jRo5lGQlEURf2T1t39k/ogHD16tKWHQP1HPXr0QI8ePbBlyxbmz5Kv1tx8l6Io6mNEa+Yo3nXr1g3Ozs7Q1NSEgoICc72174j8mC1atAgCgQCFhYWYMGECc10kEqFbt24tODKKoijqTTSZo3g3fPjwlh4C9R8FBASgtLQU/v7+WLt2LXNdXl4eqqqqLTgyiqIo6k20Zo6iKIqiKKoNozNzFO8GDRr0VjNeNTU1XLx4sYVGRFEURVEfDprMUbwTCATMn2tra5GcnIyMjIwWHBFFURRFfTjoblaqWX3yyScwNTXFtWvXWnooFEVRFPVBoDNzFO+io6OZPxNCcP/+fXzyySctOCKKoiiK+nDQZI7iXWpqqtT3Xbp0wc6dO1toNBRFURT1YaG7WalmUVtbi5ycHIhEIvTv3x/y8vRzBEVRFEVxgb6jUrzLysrCkiVLoKysDLFYjOLiYuzevRuampotPTSKoiiKavPozBzFu6lTp2LVqlVM8paRkQE/Pz/8/vvvLTwyiqIoimr76G5WindVVVVSs3DDhw/H69evW3BEFEVRFPXhoMkcxbvOnTsjOTmZ+T45ORnKysotOCKKoiiK+nDQZVaKd48ePYKnpydyc3MBAL169UJgYCD69OnTwiOjKIqiqLaPJnMU7zIzMzFs2DBUVVVBLBZDSUmppYdEURRFUR8MmsxRvHN2dkZJSQksLS1haWmJrl27tvSQKIqiKOqDQZM5qlnk5+cjJiYGiYmJ0NDQgLW1NSZMmEBPgqAoiqIolmgyRzWbgoICxMXFITw8HBoaGiguLsby5cvx3XfftfTQKIqiKKrNoskcxbuIiAjExMSgqKgIVlZWsLa2Rrdu3fD8+XNYW1sjJSWlpYdIURRFUW0WPQGC4l16ejrc3NwwevRoqevq6upYv359C42KoiiKoj4MdGaOoiiKoiiqDaNNgymKoiiKotowmsxRFEVRFEW1YTSZoyiqxTg5OWHgwIGNfoWGhnL2ey5cuIAHDx5wFu/fyMvLw8CBA+Hu7t7ozwcOHIiYmJhmHRNFUR8mugGCoqgWZWZmhpUrV751nauTQp4/f4558+bht99+w5dffslJzP8iISEBkydPxsSJE5v9d1MU9XGgyRxFUS1KUVGR11NBWnqPV69evbBhwwaMGjUKnTt3btGxUBT1YaLLrBRFtWpCoRBbtmyBrq4uRowYAUdHR2RkZDA/F4vF+Pnnn2FkZIQhQ4ZAS0sLbm5uePnyJQBAT08PQP2xcitXrmSWP69fv87EePOak5MTvL29YWNjg1GjRuHcuXMQi8X45ZdfYGBggOHDh8PW1hYXL178x/F7enqitrYWmzdvfu/fCwsLg5mZGYYOHYpvvvkGs2bNwuPHj6XGl5CQAAsLCwwdOhRTpkxBTk4OgoKCoKOjA21tbfj5+UnFTE5OZv6+iYkJ9u/fD7FY/C8edYqi2hKazFEU1ap5eXkhPT0dP/74I06ePAkdHR04OTkhJycHAHDw4EH89ttvWLt2LZKSkrB9+3bcuHEDISEhAICoqCgAQFBQENasWfOvf29ERATmzp2LI0eOQFtbG9u3b0dkZCR8fHwQExMDa2trLF68GKmpqe+No6qqilWrViEqKgqXLl1q9O8kJiZi8+bNWLhwIRITE7Fnzx7k5+cjICBA6u/9+OOPWLt2LSIiIlBaWgp7e3vk5eXh2LFjcHd3x5EjR5gE8+LFi1i+fDmcnZ0RHx8PT09P/Pbbb/j555//9WNAUVTbQJdZKYpqUdHR0UhISJC6NmnSJPj7++Px48c4ffo04uLi0L9/fwDA4sWLcePGDRw8eBA+Pj7o06cPAgICMH78eABAjx498O233+LevXsAABUVFQBA586d8emnn6KsrOxfjWvYsGEwMTEBAFRWVuK3335DUFAQvv32WwBA7969IRAIsHfv3rcaYr/JysoKp0+fhre3N+Li4t6qB1RRUcGmTZswadIk5v9h8uTJiI2Nlfp7c+bMgba2NgDgu+++Q2hoKHx8fKCgoIC+ffsiKCgI9+/fh56eHn755RdMmzYNU6ZMAQB8/vnnqKysxLp167Bw4ULIytLP8hT1oaDJHEVRLWrixIlYtmyZ1LWOHTsCALKzswEAdnZ2Uj8XCoUQCoUAAENDQ9y8eRM7d+5ETk4OHj58iL///htaWlqsxtWzZ0/mz3///TeEQiGWLl0qlQTV1tbis88++1fxNm7ciMmTJ2Pr1q3w8fGR+pm2tjbu3buH4OBgPHz4EDk5Obh37x7U1dX/Xzt379I4GMcB/Fu4aJS6loovGeqf4KKgzkot2kFaqGDBxUWFDIKkEUMXg6LQ6mARRAQzCtIuLlocFYcOKr4QFQWH4AuILvVuajDX40694Zrj+5nK7yl5nqdD+fL8kji+19zcbH+ura2Fz+dDdXW1XRNF0f5djo6OUCgUYBiGPf729obX11fc3NygqanpQ+smosrHMEdE/5TX64UkSb8cEwQBAGAYBkRRdIxVVVUBAJaWlpDJZBAOh9HR0WE/uXp7e/vhNRSLxbLa+/lKc6VSqbK1fvSEy+/3Y2JiAqqq2idwJZubm1AUBaFQCK2trYjFYsjn82Unc9++Of+yfze3IAgYHh5Gb29v2djPIZGI3I1hjogqVqm1alkW2tvb7fr09DQCgQBisRgymQxGR0cRj8ft8cvLSzv4eDwexzVLAfH5+dmumab523VIkgRBEHB3d2e3cwEgnU6jWCxibGzsQ/sZGBhALpeDoiiO+srKCiKRiKO+vr7+V0/itrS0wDRNR/jc3t5GNpuFrutfvi4RVR7eNEFEFUuSJPT09CCRSGB3dxdXV1eYn5+HYRgIBAIAgPr6euzt7eH8/Bynp6fQNA2Hh4d2u7HUsj05OcH9/T18Ph8aGhqwurqKi4sL7O/vY2FhoSz0vVdTU4OhoSHMzc0hl8vh+voaa2trWFxc/HS7MplMwrIsR83v9+Pg4ADHx8cwTRPpdBq5XM7ew1eMjIwgm81ieXkZpmliZ2cHqqpCFEX7pJGI/g8Mc0RU0ZLJJLq6ujA5OYlgMIh8Po9UKoW2tjYAwMzMDJ6entDf3494PI6HhwfIsoyzszO8vLzA6/VicHAQs7OzUBQFHo8Huq7j8fERoVAIU1NTkGX5j+3S8fFxRKNR6LqO7u5ubGxsQNM0hMPhT+2nsbERsiw7aolEAnV1dYhEIohGoygUCtA0DZZlfapd/F5nZyd0XcfW1haCwSBUVUVfX1/Z/XpE5H6e7//6jZpERERE9GU8mSMiIiJyMYY5IiIiIhdjmCMiIiJyMYY5IiIiIhdjmCMiIiJyMYY5IiIiIhdjmCMiIiJyMYY5IiIiIhf7AU9aocGdJxAzAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(1, 1, figsize=(10, 7))\n",
+    "sns.barplot(x=\"features\", y=\"value\", data=pd.DataFrame(top_features, columns=[\"value\", 'features']), ax=ax, color=\"blue\")\n",
+    "ax.set_xticklabels([x[1] for x in top_features], rotation=90)\n",
+    "ax.set_title(\"Top 25 Features for Topic Prediction\", fontsize=25)\n",
+    "ax.set_ylabel(\"Feature Weight\", fontsize=15)\n",
+    "ax.set_xlabel(\"Feature Name\", fontsize=15)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Extract Chat Bot Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "ftfy or spacy is not installed using BERT BasicTokenizer instead of SpaCy & ftfy.\n"
+     ]
+    }
+   ],
+   "source": [
+    "tokenizer_class = OpenAIGPTTokenizer\n",
+    "tokenizer = tokenizer_class.from_pretrained(\"openai-gpt\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d = convert_df_to_conv_ai_dict(df, [\"\"], [\"answerText\"], tokenizer, max_tokens=250, n_candidates=8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(\"/Users/tetracycline/repos/convai/data/counsel_chat_250-tokens.json\", \"w\") as json_file:\n",
+    "    json.dump(d, json_file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}