From 8a3589e2c47273a7de0f256336ddb6925f3e7d5b Mon Sep 17 00:00:00 2001
From: msyamkumar <msyamkumar@wisc.edu>
Date: Mon, 28 Nov 2022 15:42:04 -0600
Subject: [PATCH] Lecture 33 worksheet

---
 f22/worksheets/lec_33/bus-answers.ipynb | 1293 +++++++++++++++++++++++
 f22/worksheets/lec_33/bus.db            |  Bin 0 -> 237568 bytes
 f22/worksheets/lec_33/bus.ipynb         |  257 +++++
 3 files changed, 1550 insertions(+)
 create mode 100644 f22/worksheets/lec_33/bus-answers.ipynb
 create mode 100644 f22/worksheets/lec_33/bus.db
 create mode 100644 f22/worksheets/lec_33/bus.ipynb

diff --git a/f22/worksheets/lec_33/bus-answers.ipynb b/f22/worksheets/lec_33/bus-answers.ipynb
new file mode 100644
index 0000000..c9e29ab
--- /dev/null
+++ b/f22/worksheets/lec_33/bus-answers.ipynb
@@ -0,0 +1,1293 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from pandas import Series, DataFrame\n",
+    "import sqlite3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c = sqlite3.connect(\"bus.db\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def qry(sql):\n",
+    "    return pd.read_sql(sql, c)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# How many people use the bus system daily?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>SUM(DailyBoardings)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>55987.18</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   SUM(DailyBoardings)\n",
+       "0             55987.18"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qry(\"SELECT SUM(DailyBoardings) FROM boarding\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# How many stops does each route have?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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>Route</th>\n",
+       "      <th>tot</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>91</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>211</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>10</td>\n",
+       "      <td>130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>11</td>\n",
+       "      <td>93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>12</td>\n",
+       "      <td>69</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>13</td>\n",
+       "      <td>56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>14</td>\n",
+       "      <td>133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>15</td>\n",
+       "      <td>173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>16</td>\n",
+       "      <td>78</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>17</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>18</td>\n",
+       "      <td>90</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>19</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>20</td>\n",
+       "      <td>52</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>21</td>\n",
+       "      <td>38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>22</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>25</td>\n",
+       "      <td>21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>26</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>27</td>\n",
+       "      <td>96</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>28</td>\n",
+       "      <td>97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>29</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>30</td>\n",
+       "      <td>48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>31</td>\n",
+       "      <td>51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>32</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>33</td>\n",
+       "      <td>65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>34</td>\n",
+       "      <td>28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>35</td>\n",
+       "      <td>66</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>36</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>37</td>\n",
+       "      <td>95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>38</td>\n",
+       "      <td>159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>39</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>40</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>44</td>\n",
+       "      <td>59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>47</td>\n",
+       "      <td>78</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>48</td>\n",
+       "      <td>23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>49</td>\n",
+       "      <td>34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>50</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>51</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>52</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>55</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>56</td>\n",
+       "      <td>130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>57</td>\n",
+       "      <td>118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>58</td>\n",
+       "      <td>88</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>67</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>70</td>\n",
+       "      <td>127</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>71</td>\n",
+       "      <td>102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>72</td>\n",
+       "      <td>104</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>73</td>\n",
+       "      <td>85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>75</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>80</td>\n",
+       "      <td>47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>81</td>\n",
+       "      <td>32</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>82</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>84</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Route  tot\n",
+       "0       1   32\n",
+       "1       2  125\n",
+       "2       3  150\n",
+       "3       4  114\n",
+       "4       5   91\n",
+       "5       6  211\n",
+       "6      10  130\n",
+       "7      11   93\n",
+       "8      12   69\n",
+       "9      13   56\n",
+       "10     14  133\n",
+       "11     15  173\n",
+       "12     16   78\n",
+       "13     17   15\n",
+       "14     18   90\n",
+       "15     19  100\n",
+       "16     20   52\n",
+       "17     21   38\n",
+       "18     22   36\n",
+       "19     25   21\n",
+       "20     26   33\n",
+       "21     27   96\n",
+       "22     28   97\n",
+       "23     29   50\n",
+       "24     30   48\n",
+       "25     31   51\n",
+       "26     32   60\n",
+       "27     33   65\n",
+       "28     34   28\n",
+       "29     35   66\n",
+       "30     36   11\n",
+       "31     37   95\n",
+       "32     38  159\n",
+       "33     39   32\n",
+       "34     40   42\n",
+       "35     44   59\n",
+       "36     47   78\n",
+       "37     48   23\n",
+       "38     49   34\n",
+       "39     50   33\n",
+       "40     51   36\n",
+       "41     52   19\n",
+       "42     55   12\n",
+       "43     56  130\n",
+       "44     57  118\n",
+       "45     58   88\n",
+       "46     67   27\n",
+       "47     70  127\n",
+       "48     71  102\n",
+       "49     72  104\n",
+       "50     73   85\n",
+       "51     75   39\n",
+       "52     80   47\n",
+       "53     81   32\n",
+       "54     82   33\n",
+       "55     84    6"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qry(\"SELECT Route, COUNT() AS tot FROM boarding GROUP BY Route\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which routes have less than 20 stops?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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>Route</th>\n",
+       "      <th>tot</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>17</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>36</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>52</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>55</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>84</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Route  tot\n",
+       "0     17   15\n",
+       "1     36   11\n",
+       "2     52   19\n",
+       "3     55   12\n",
+       "4     84    6"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qry(\"SELECT Route, COUNT() AS tot FROM boarding GROUP BY Route HAVING tot < 20\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# How many people board each route daily?\n",
+    "\n",
+    "Show most popular routes first."
+   ]
+  },
+  {
+   "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>Route</th>\n",
+       "      <th>tot</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>80</td>\n",
+       "      <td>10211.79</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>4808.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6</td>\n",
+       "      <td>4537.02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>10</td>\n",
+       "      <td>4425.23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2708.55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2656.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>15</td>\n",
+       "      <td>2179.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>38</td>\n",
+       "      <td>1955.85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>28</td>\n",
+       "      <td>1868.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>5</td>\n",
+       "      <td>1634.69</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>14</td>\n",
+       "      <td>1373.81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>16</td>\n",
+       "      <td>1258.93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>18</td>\n",
+       "      <td>1039.57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>22</td>\n",
+       "      <td>995.21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>19</td>\n",
+       "      <td>827.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>50</td>\n",
+       "      <td>748.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>67</td>\n",
+       "      <td>729.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>70</td>\n",
+       "      <td>710.80</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>30</td>\n",
+       "      <td>687.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>72</td>\n",
+       "      <td>636.95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>13</td>\n",
+       "      <td>615.20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>40</td>\n",
+       "      <td>602.92</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>21</td>\n",
+       "      <td>590.86</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>20</td>\n",
+       "      <td>545.91</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>71</td>\n",
+       "      <td>497.09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>56</td>\n",
+       "      <td>477.44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>57</td>\n",
+       "      <td>464.86</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>73</td>\n",
+       "      <td>448.87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>75</td>\n",
+       "      <td>435.35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>44</td>\n",
+       "      <td>416.90</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>11</td>\n",
+       "      <td>392.43</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>47</td>\n",
+       "      <td>379.89</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>81</td>\n",
+       "      <td>371.76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>58</td>\n",
+       "      <td>362.59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>12</td>\n",
+       "      <td>329.51</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>37</td>\n",
+       "      <td>319.82</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>27</td>\n",
+       "      <td>298.07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>17</td>\n",
+       "      <td>294.55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>82</td>\n",
+       "      <td>219.48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>33</td>\n",
+       "      <td>206.53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>1</td>\n",
+       "      <td>181.44</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>52</td>\n",
+       "      <td>176.24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>39</td>\n",
+       "      <td>140.89</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>35</td>\n",
+       "      <td>140.42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>31</td>\n",
+       "      <td>139.87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>51</td>\n",
+       "      <td>137.57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>55</td>\n",
+       "      <td>129.23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>84</td>\n",
+       "      <td>114.21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>29</td>\n",
+       "      <td>111.28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>26</td>\n",
+       "      <td>107.10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>32</td>\n",
+       "      <td>86.47</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>34</td>\n",
+       "      <td>81.97</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>49</td>\n",
+       "      <td>61.83</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>36</td>\n",
+       "      <td>59.13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>48</td>\n",
+       "      <td>30.65</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>25</td>\n",
+       "      <td>24.19</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Route       tot\n",
+       "0      80  10211.79\n",
+       "1       2   4808.03\n",
+       "2       6   4537.02\n",
+       "3      10   4425.23\n",
+       "4       3   2708.55\n",
+       "5       4   2656.99\n",
+       "6      15   2179.98\n",
+       "7      38   1955.85\n",
+       "8      28   1868.31\n",
+       "9       5   1634.69\n",
+       "10     14   1373.81\n",
+       "11     16   1258.93\n",
+       "12     18   1039.57\n",
+       "13     22    995.21\n",
+       "14     19    827.53\n",
+       "15     50    748.75\n",
+       "16     67    729.54\n",
+       "17     70    710.80\n",
+       "18     30    687.13\n",
+       "19     72    636.95\n",
+       "20     13    615.20\n",
+       "21     40    602.92\n",
+       "22     21    590.86\n",
+       "23     20    545.91\n",
+       "24     71    497.09\n",
+       "25     56    477.44\n",
+       "26     57    464.86\n",
+       "27     73    448.87\n",
+       "28     75    435.35\n",
+       "29     44    416.90\n",
+       "30     11    392.43\n",
+       "31     47    379.89\n",
+       "32     81    371.76\n",
+       "33     58    362.59\n",
+       "34     12    329.51\n",
+       "35     37    319.82\n",
+       "36     27    298.07\n",
+       "37     17    294.55\n",
+       "38     82    219.48\n",
+       "39     33    206.53\n",
+       "40      1    181.44\n",
+       "41     52    176.24\n",
+       "42     39    140.89\n",
+       "43     35    140.42\n",
+       "44     31    139.87\n",
+       "45     51    137.57\n",
+       "46     55    129.23\n",
+       "47     84    114.21\n",
+       "48     29    111.28\n",
+       "49     26    107.10\n",
+       "50     32     86.47\n",
+       "51     34     81.97\n",
+       "52     49     61.83\n",
+       "53     36     59.13\n",
+       "54     48     30.65\n",
+       "55     25     24.19"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qry(\"SELECT Route, SUM(DailyBoardings) AS tot FROM boarding GROUP BY Route ORDER BY tot DESC\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which bus routes have at least 3 stops with more than 50 daily boardings?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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>Route</th>\n",
+       "      <th>stops</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>10</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>14</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>15</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>16</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>22</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>28</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>38</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>80</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Route  stops\n",
+       "0       2     30\n",
+       "1       3     18\n",
+       "2       4      9\n",
+       "3       5      6\n",
+       "4       6     24\n",
+       "5      10     25\n",
+       "6      14      4\n",
+       "7      15     10\n",
+       "8      16      4\n",
+       "9      22      4\n",
+       "10     28     12\n",
+       "11     38     10\n",
+       "12     80     36"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qry(\"SELECT Route, COUNT() as stops FROM boarding WHERE DailyBoardings > 50 GROUP BY Route HAVING stops > 3\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which bus routes have at least 10 stops with more than 50 daily boardings?"
+   ]
+  },
+  {
+   "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>Route</th>\n",
+       "      <th>stops</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6</td>\n",
+       "      <td>24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>10</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>28</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>80</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Route  stops\n",
+       "0      2     30\n",
+       "1      3     18\n",
+       "2      6     24\n",
+       "3     10     25\n",
+       "4     28     12\n",
+       "5     80     36"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qry(\"SELECT Route, COUNT() as stops FROM boarding WHERE DailyBoardings > 50 GROUP BY Route HAVING stops > 10\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which bus routes have at least 3 stops with more than 100 daily boardings?"
+   ]
+  },
+  {
+   "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>Route</th>\n",
+       "      <th>stops</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>10</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>80</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Route  stops\n",
+       "0      2     14\n",
+       "1      6      8\n",
+       "2     10     12\n",
+       "3     80     25"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qry(\"SELECT Route, COUNT() as stops FROM boarding WHERE DailyBoardings > 100 GROUP BY Route HAVING stops > 3\")"
+   ]
+  },
+  {
+   "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": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/f22/worksheets/lec_33/bus.db b/f22/worksheets/lec_33/bus.db
new file mode 100644
index 0000000000000000000000000000000000000000..3303edbe663ab1bcff61a5c3977edc23fbd1f0c7
GIT binary patch
literal 237568
zcmeF)b(9px-#_}UE}8C8oE>CYb_ZYFEjzfo`{M5IEChE;fRKe?A%p}%f(Do18WNmf
zA!u+XaI4<i4bN<T-#_j>&wb8w?p@AFy*?X0^i0>MySlokr?+06>Ye+wkLb{|PxsdS
zA_{8BG(xmsM1-bkIpu#P<bU>`Ofq2h4^r}9;{O!p)bd2k_sG9xo=cjqiT91SpbV1!
zB=ta24<z+KQV%5cKvEAR^*~Y&B=ta24<z+KQV;z1_CWn)B5f`|>D#$SyY_=R4{Ft?
zXa9cf`?kW5332gqbt{yqUm>DO&GHo*M?@ydiL6yKA~GQ{G9r5<{#|5_xC%Z;TECx+
zZr`tUn{MqB{yw2CYAvpQnX=U@{Fi^~wEnGpo%$6jRj3>7jEIP=Rkmt{a`mf}j|}<0
z{rYt7)z^NfSZb@z?Lt!${%_w-J^S=))uVOy_W!59?cb+cWJLW6jqBs3>UC<}t9`xt
z)!X;z*soJ$gk0z9&K%9XB5mG`WT@RcZF;uu)2?%mjtTu^|3v@QL-yY!<e`u3|Mg#c
zDd2IW&6tslPLE!)Gi>$Hp0fY9T)_Xauj=*d*(-5R)m7CDUH9s(`z5R$*1CGn9{=U1
z@~t~}8(h{}$G&zaaJj{0^QBeW9rwNQJ@Y;A-S%DgUGkmro%9{{?ep#MZT9`>`_A{Z
z?<?OIzPY~XzKOmuzTv)szTUpBzV^OWz9znUz8bztzB0a&zQVq|z8t<NU&e$*{`YRq
zNlQ!WfutTt>Vc#lNa}&49!Tneq#j7>futTt>Vc#lNa}(A{vOB^pIa_8{L3n`jb7M6
zwgngJvQ7Vm`XD^@f>N?gH@}H&bIuze+g$Tf$Tq|0d1RaAv#PR9KDVQ6^UhTtn&+F7
zS+<#He<Ir=vzo~^#mqsnEif~+Y_rcOAls<vwPc%VT36YonP$i~<<u;)O*W;hY_m;n
zCELQ2hRHVLq%he=Oe`$hLKAAs)<3?RY;%t{Wg8f${#E|5Wn>%nX$#qA9Wz+Akz>-x
zHtlHjS|YBdY*}ZuMo!-Z*=jj_Pkpz17kwvudwrXHt9^@oa}xeS{bkahq#j7>futTt
z>Vc#lNa}&49!Tneq#j7>futTt>Vc#lNa}(AmL5pupt|nO>&+*Z=2NkIt9zS_y()H9
zaj8oR9u=F{%^NaytJoNBjF7QQ#g4QNby>ivV*UePCu38^tQxB>V?)LIpZZN1J5)?Y
zl2Pj3{Lb19O`i8}^3C@3@Kx~zyzjl|z3aU*yj{H&y_r34J!d@YJX1ZLJmoy$?pN;9
z?lta7?)L7WJH6|<>!fS7YrLzCtF$Z3`NVn5`Hk~aXDeq3XKM4IdDvWG#+l8{qGk%?
zzHz`<YK$<N7^RG~j>nFpj+Krvj+Tz%j#T1-I3$*fQKFeBB9ilad_P~phx5j~AosG{
zY%g2HhOh=KA9K;0^Z;E-N6;p;5cTPI^nLnbeW>10&#$}5Ut~A=k_;mCNFHL!Rr>HJ
zs<VUW#NlvsVh>rc!sI6#DtvW#XTyf87v;S$BN$%k`&2`&R*vdqC3R%?d9cEy<fS@w
zNWZgT<5?MwewI0y_2JSp&eFZ3I$B8`*nRz9NzuEfH_!fTPgDmhsXe=wRVLl=`&SQ^
zFZXN5bh~QA{Ane%x02eid-PvP&#d><&Pr;_ZpkH0&iB{*#wFyE7CtKVcYLtmdbOzM
zQEjcHHtd#MQlg|}y%OGd8!M?byO|+aVOlG-sGSWPRm=NLi5J1l;hXB*9h)htwUrdh
zZpyVwloWh)cWn5kx>2!KQY&^%E@^VVr9syOxumam4VhRlSZ-MMXYyS|wX%|0vTNxR
zC&g?<PL8OSR#FRg&6zkUSlE$JmKIi0b9POZCDF@eAB7@EHMf$Qv1{^;CrT<_{fPW?
zG^&}E)RdjeB9nf(>l#*AcIH3(W@lI#b5*TeoqJJDt)wRGoc~`*Pt;qg^nFwlE2%L%
z=lfUEZL4;Tt)xcmocCWzN31SrWF<9Z=S1S9U_Moq@J&$-t)vF*wA!9t*8U^)a{0#h
zbRMuZQ!tx<zWlQwLxY4QQlFhx+fzuA9#!93L_K!0c(B5h1r=t}gK`nQlijFyD#m^@
z^{k}2>}0WjCD}!*YbDiTC*`^)TGDUU#$Crss?AQybx)M^r?pAewvuYGlXBfdlY&{*
zW+XT6T2@j`c2e%TiIT#crPZ>cYFbG(*fF_w6DKx4xBj-=bxWU2fAeOL$Q@T^Mb)s9
zs<UHq?Lw1c-dSB;-Aby)j>)bLO$tVF>?cvxtfZ>!n0!x(l2Tfgt!gDzVaH@W5+!A|
zHl!+6Qe}2fzTD&?_b>i+bZ5f`$>yCNxb?$sQrSwX#13ZqSCYN8RkD&QvV+O~m1LKt
zqLoyE9aJMl=*vB_YFEKZD$n-UksDI7CU+WTmYq2--}R#lV(zK!Kh@Bv@>WtgwqFhc
zp-Dlv+TY|3SI$Z*%l6AbAT%lF8cJ6>s;re%hV7SwK%%7AR$0neNkO((ZFC3zezawe
z?59CF#KiHz)M^KqzaT1TCB?A4YNHEH@~GYW?%1dpE9n!qR}LqMlG0ea?k84KX|`Q%
zPm@x$-f+6K+Mf1~`!09PEo;jxZ6%dr+vWC@DCvo{(Ur22O0w;8%t@4l0acDUC9R|q
zY`f~G(3g8^ZBHevq~dJ59GDU%{f3px6jj_xD#o_UehN(r=1ZHfBNVfein8sppAseI
zE}L)+D{3VbVcX@-nJ6iEU9H}-^hFYq%))G&s@=Po!i%2CLqYO1D>prkDr_yG5ZfmA
zlF+{lrnlCrkd;)BZBwIG$P$7+Ypn`eNd?%?axa-emiEZAP7YpSn+tWG^I<P3U?t^e
zKg%VBCI#)IV16qpAKR>sU0Hg*P2N(z;Zs+xvx+hItj#u`m6VrlR)?jKq#(0)fV@^x
z9=2H>mO_*AwN%?$rl>qtQf{_c9hO3qGFx4c+e(UNo7BtYS)S)r3Uydo#&dTJrm_x8
z(N<C}wn@!kLX+}TSMU62R4ywiC)=cU@6e=xHF)K;l5(&Ok+PrSf1O+Uj@*?}Unuzb
zr4L7f99B|xwjueylI%leb}K0x+n{#JkR=5($eEBFP@=L~Nm<zjwNr*BCBxw~Ra90h
zDGS@6cFNEsVGR^ntfT;2C;Mqimx4n^9hdzyLVT8?XpmZCK)_0hV(Zl5A~Y#rZQD^+
zQY2fWcJIrPtyZYH(2~h(mmCUGYiN$Nk}|V3YWEIFin(ZQDw(aM2)0J;-l0kM7!YA4
zWnybG{wv8Inlo8R;cSf>145T%kCow8Qbx8$jRB!a_RyTsO3J|2s4*ZUDVWlF;~A`^
z^lXh9145HbYokkVC8c9))EE$&6q6yL!0D_cKU*bt&WTU9f0OYG*_j(IE*{x2m}MJ|
z^-+E+DU7X>wM&$g+S*jYtfaJTl{&13E-7J485)(=N=n04$!$DQQn<CLq_L7xv#;fQ
zn!Mn4;Bj`jsgO+_Zj}6R;7M&IrD7{&(xeKdBOdRNZ+v)LJ@?sQ(Av#YSxG6`3i-wp
zC1r`iFc_86N=m_2sF5yoN%?*(sQyHyu#%Fq6>6kQl+-9;Xijb=C1cCv_B46Nv5gbv
z$v3|9`lJ#4f@!P+PckdX$Cjx9BQz<WHEs4;NnW;04H%(GWv?Vmo4r<&hb>bBMrcyb
zn;q1jD36uoX7lBkIi=(F1|{~%eyXtLS;1#9FRa?Rtt1zlFGsr2q+mL0X5q4uoNT5l
z%g|3REbJ$Tp7fjc<eVCe$(rzTPAkb|GgTLaB*i?lc5~B8GT2P@#zT^V1#TuR$*__f
zY`WSqUrgRsjLA3t-HY%w4`R@l@?6bfB?&fNZJD7-Tdg5lSV^2sS6gOC(uesaw~`o}
zuC~n3BtuP`hFpzeRuW}XM6klt#mlqK{Y-Yj?!S6%Bf%_r5>79um87%D)#Q@8kGq%l
zo}7NH`klOAA7c#|k-EdgIW3!<_g^{I`;H_I!^)9kN}}aFOxVKJ`F|sQhvqxyTj!hX
zYv(KNOXGduJ>dPyJH%Vh8|~$u%bty%8J^CbvYzzrr|zTf74DJl#_s%Xr|Y_Ft81>S
zhpUn+!uiU1%K5E4_iy1W;`Euf%w6UJv#(j*%woJV&KPTriAEcvq>;*T-|>rMkz<gf
zjw7doii={sm?k=kpz!m@{4if8&-)wlyxd?{*%mgNbz>D+IDJ7+&~NBy+DxAHd-R*~
z?I!(6>H*aQfkn(AFJ#GUJH9dg>6PSI@bJcY^T^JIu^B40Y}+=NF5yrXSVZl#(f;Wb
z6Q|je$iO1qPK)zTm3#5HcBOU>S+lcY%LP?-@A|=>`~?;fJ8hJIvOLI6DD|dba(PPL
zI$h&l=UW8x`Y<X67HM|cNdMS!!3yIWP8;oQBj4NF;tzajgZUE1gh2dAJ8gu2j9l8p
z3R6xwU(2PHZ55H(2xd(<h6dtC*lEN4ah2uZ5q~A;z@>6&JyW-ync6-x3&an%(}wv+
zR*_5lK1-Ri@@%;E{1XwMw6m{s1mcI;X+!-Z)r*FvS))uKeyE)`#6Lpz+tdY3CvL90
zvtg^-8+U|H4+@O59Rl$~?6krDfpTe+tCQHewdITM%6T^3ANI^T5I@*X8|3e&I^^ij
zS5l9ZOB;PS;!R{QGGV?Sh#zF94fOYvOPdt=<HS62721T=pY+9vn70XYm_YnMJ8gi!
zi&}+c+qO9C$)#Oe+xE&3d!P)&53tkv`#Z@F8TYiwxfwa-d#m+BSjpIr9n#-U>*sGP
z=R^~7)!Eisp3TG#YLsJL+{dN$v(x(eo2u^J(6H0))^cg_DVB#9h_O!T0`YzAv_Af(
z>b-@e1+|2UN+7<Eoz~mmMAfuzwSV%=k*hH3O8a~w=t?+n2I70$X}$bSR24$gbh|@(
z*=arf^;O!mX-gN%V#VgHP~)$=A2#y%o_1Ofe?7Gd)AR5n@@i1)cXx9;1NJ#UAijs4
z*4<xM73)~PZks#Gec|HE*{`1lGb9`v1M%JMv~K>ovfo0}K5mxX?6j`_>heV=e>LFJ
z>Id>g=l-3tN1tHngcJQhd{;ZIi@&<sPeaqPC7hrK;=9;so&D8hzfCKU^Vz^;a!q?Q
zKYc%UFg#&!48(V~(>nPp$+Rh#M=XC?L#CBEd#j!Pu|qo9X&wEQ<clUsvnKn2_>Oj3
z2Y*Gm3RAx8b@Q>>v&!x{`1g?*>#|lLzJs0C-d|CUNQu%uEUmqr*3Ms1z36{fT01+f
zt-q|=ke2>Xbw(w*3d6g$|7PXK&9beX*2W){?`_<$73GdNWZJ0xCAQ89@`Ounf%rCd
zT5EqPwUKv9_r;XWGOgI)y~#@j^Tgx4H4xw0PK))IRB4MBKRxrk+$`tT{Gs$4`xGe<
zA8V(z@|RHEJ8%AuChEO)DwSjC>yI7M%1&$PFQL{nH0_-|hP1TPTKJ30RhUq8@a+?-
zdw=SAd42Af7nnvD48*sv)0+E>%MJ-m3#PCJ{P^Z}S~Gu9xwP@w+dP{WFPFAscVx{g
zA4}iNPHXDVFPApH{Nby2%gVI$2PZ}5jyY=gTT?r&i9fIEkkl<&HC!n>q(+ZQ7mEe6
z+{8Kr;+xoMjr}=P=~J(~y!MUkkd5AF9jXKaE7hzsM<Bkjoz}>oLv=_<TFf*1MH|^^
z4gJ~Gd;95mnmz^O(oUXTUOCGCAR!Rn&`xXM&!&!mlVcyPYbD=Xs$+XIp8U9lG_cd^
z`?JXx{ZDE2?X-IS%xY=(_diHGM2@|Awm0cECYaV9YU<f(b^YP8dnaa{JNMlM*>4NC
z-*RjXrm@rN+G%zC;cDv*O^d>DvUwoBj-6K9pI)V%pHq1CB)PQr2M0GR5;X17*S6DY
z`O~Qp=^(w+tD5YPv5U9YF@t`bLpcNSwd}N-{<LaeI8^b<ba@H0<=)TxW$E^@Lu%S-
zHT-GmztUdf4B>eozJ{Gv-JeEnNdDN@spXo+7VdrWbibhA-rlO)Y1RCx)xI$GN#7ju
z8fEPI`%{a2n6(GutJ!H){i#*yL(+o8UWKZ5S`~jPwX__|?{1XmO05<y-!`XOFhX6U
z+dVxHU&T(V>`$e(w~(}tBY9;zt&%^5>bFDJl9RP+6`q{=b!M<Y!cZQFuVklH^ruiG
zc}UvFeyeDwRqzY-qKz}W7(Ye6x2pH1Ht%O&8VST#u+z%>b=hx|u4g&D{13SyrN0}N
zyywTmZh1ScT-Y16rm=?~uPZK>woXmpJ|0iY*=c3N-l%>HN&DDuW$m;wVXxKF?#j;q
z{*r6DZD>UP;~)2|GIm-p?6q2j(6kQ+@t~a+6ZTrY=zmCyvC}>Ydn#Xa>SI0G&_VJ=
z!$yC%_t3|o<`X-ubl6k5wEvV=+D<DK_DJnn(=X?FdPVLF+dGi0^J1)zpaSuw?6i_$
zf2+;1T;C^YZpeN+)+pHok9|@ah%afUl?eM&)%5a%8}H?@zSXhfKQ;U*n5CG!P8q%_
z5MRPhD;{=3y|>RNhG&*jso23s`fV!yahg}$PAe96Rj%o@5;^t{{#w4bvxUqIM$ojk
z-ePuI(XcD>y-jFQcUSkPGVSYeyR*gxqwMjmsGU|M?26p$6Qw!qv?6v|;jl}pLrUE&
z(LAGE+JZ+Dy1)GRqJ{0WLSdKG7!sNmNI2aM#22#D3Wi-&<6DK}_iqoEYg(~y+?k6X
zcbS5AT7j^OvO^N3eV85>u+#E~U6Ai>s{FvI-gvpR-{w5-a_{5P^4n?o!Y-&S<Uge4
zv(xg1U6AiBQQAFwP|a(n<q5l>iuE6smd8%Z9rl~rLP`$*bcXD=R&ST(yq_|tzIGu0
zsPq5!+9}O<!MDLT)7MRYk3Z7;kN2$iNAEOmXK#6LCeLfnZ=SWD$(|0LGM)_X7w%K;
z)$XzGmhPhNWUkw;-L5ZO{aiI%S)K2lXPrMdCpp_XOUY0F|2FrVi_O7iT{D--j7!D_
zW4h7FC}X5^JaHUxEO(4>G<M{7IK_3bRV)<!MNN@SX#5;s$0zf4yfjb49<T%KEBVQP
zJr>P4y-YXK8MHGkOVjI5^`rU<eWc!4e(vui*U45gm-HZ&NQCxEI~9nt2X^f!uc@xu
zRVjbJ=XrSnWp;+IfA1G8e>`FEjI#%J?Fg@`E?T9$SJ8V`ULg9(L351yFyDx?2X^f+
zuP84UPyWT2+P$Pqb7lH_-AVh?pg^2Guxp2SMR~zEQJQs~ED&c8?Ak$IQC;5(U7Gc2
zULejM*tG+^qP%DvnijM!&<5h{fnD3rE6PheiPBPAhlx0QVAp=(73GEF(6kQ&RGdAq
zYx{Ubxd(-&1+yevdke(b1G~1DSCm6aqO?@jNnD&guxopGMe(n+A{TM~5Qwt}c5OG0
zkr&sd6kOJ)ggiDioaX-W%R<2t)~R%yJ+N!Lc<D59<XJHA&pY4BDpX8ca_p_3-#V3!
zvj=u<Coilnj^16d`s>*;t-{>G;|_f|HpSTkyS9TD=84mSfrq$fA`oW}?AmsoUu_}X
zSAV-NwOrcN#$`7a4hHP^W)JMzHl9bW!qo47>q<1a3TeyTZhJ9ks*A)+&jjM^fnD3m
zbE{9E2L1f&s0wmv^XGQF@WaRVW)JMz&pfxPX=vJ3>$EG*9@w=lJhxiY&@}4<!9bin
zuxp!nZndT%X~FbrMSCp^#MuM8wu$GKYnmv{`gA1_XAkV!Mjov$O->je89zhrSsSD4
ze7-c8(;A@S?15d|z@z1G7n=5QP3?hQThF8AaF;0U!<yOyyY>^0mcw15H0$PtK%70W
zYd`Yn68}oG&(7lPfn8h2qvh_LXleG@S)4tvYd`R4b-O^wntr&T5oZtV+FBl+_g`rr
zUeq4gwKY6i?)8b5_F)z5fnEEaN6WoFQJQ_C6lV|Y+IKu!UDyqMZ`KFKfw<h(_^++z
z(J2$B1tY9W5OL9V+P6Gf9XCUk_HnPzWv8v;(Q>a(l$O~#wTa7Vr+vet-Tz7pOZadt
z5SPPFTgjtciPK`<CTx}&<FY5D5$$UpEys{VFB*u;W-n$1kCt0^qQ7rgG2yf<E~}lk
zoJXq*_@S#<+M4OdWwFzi@o0HMkSML3J+KArw52>+?kkDXihY%Er9Uo8rkV1>q_%`d
zC(erb9q+6|ATH8g*jGH4+8p;4`Mtq)xkq(L6JBe;$Duj1owk_gQk!FFnthrY7h$I@
z;<?mz7Mf;XIE%|<r^WMJYC8)_3#PEHI>m+CX<zbOYC8)}%V>{l8SS)%JeNGWgr<F%
z=*MNS)4t%j)OHrSH0$H(KwNq|Z2`}vwzJT*58GKfJ8eGCrM8UFw6d$!P;@j9=eN`5
z@oaJxro63PIn6^kG*6#4{NnPM=Lw%G2I9i(w9k1qxg8}+voAfwrM1&O<C)}|PPtsY
zPV%mDX;uHJUqAJSbCtL>cG_H?Nxrwxv|xcJIGqi|rMA=N@J#B+7qYZq2K&9GveRbs
za5b3DOS`#gjt^sQ3QT622jWuNX|s5^8caje(%1*c6n5H79<Bz{(6r3`RqdY#;*#5G
zGkCZfOhePGxnm$MnVmMBhpVmkKcxBWv}rtCZM~ssnde|`9*FbWX;XQ)8cajeGFmhE
zIFFq+g@>z+JT%R|SP<v7(<XCVdI(J`eNvtH)D6VB?6gTdTy1ZmX$1;f9pbdpCh~AK
zu7#w1+{jHkZ2}Kh<61~sP~dD!zNlfRjpyNN>kUn--UGD{#5wG=aXeg&TcK%X?NtzV
z+E^a0#;wq_n3>j^ay#u)9<Ii%(6mY^t<93zX=8ZCNV!?gZu_jyW%(Ipa&`ae#}SFz
zX`^{Yb&p7B+ADjo)a|r5o>6vhqO=c3K4Pbh;u+Nr7`in32E{nd`ebw@_h*%}lq$y?
z-jOG>4JVB|lc`9|{e;(y8fhhs;C|T~iIS{YMbro@X*ds)OPX~0V*CAEF6p&r;Ku#I
zLZjqak^DaPa4TsT50gtul$6qXxnWk)P@Y=u0#j}eI{lA4*KOD+W5!Cw?K8lrp;pom
zo?1@ULX(0yS|=PbhFD31d1}=MAxjEICQM4B23tvkcrsbUskH2>MMLEzGB$cf+@4@m
z!eJ$9kd-u$d*o0%<@ky(t}ImJ)SN*FItP=X&;_FgT1f-AM^z>y$-ZtMHNZ;h&pqlr
zg(L+7nAtj``ddl;xI>j?TDx`mgYxAXRBD=kxqaOzs-KnAmuqtDoSG|rk!{g3DPyN!
zX1$29Z}jVHCH3K&+%H0tg4L~0|NB@;y}72Q+aXH|##kSs_qLLHv3K$iH&tFg>$^z4
z+~!x4dv6Z1gfpY4URF|1_D&uhLX$qc@t#&v5B6N%e>r7bm*n?m?QB^8*3QaJ-7#+y
zCJ#|PtfcPjxxD`}G%4t_Za(a8C3R!Z<@S^)DOJMtj;L-{Qdjm&^;6DIiy33(8}~Xt
z-5#{B>qK?6lDe>Gs-HrW%8pj6w<oHLmDHI%RA&gGx4kD%n5;YHbNokgr{;U>d*OTJ
zyX*VY_lLX};8)*K-+tdN-_O4FzBRsYd`o>_`aYM}2PXT*`bPQ&`}+F2`#Sns`<nS0
z_-e`T43v}i4HWg|_vP|s@n!P)eJOn&pTkGw^ZuX7y9sW4uX`_f&v;LI4}14{cX&6;
zs|(+Gzn1qHeBqtzo$j6J9pfGD9q8>Xzj4ss+sfNS-g!{NTgh9-Thd!tej_4>H_DsQ
zo7S7$>yq~)y!X8FJn`K3{N=goxgf7i9QPdb?D1@qcPaef`PQ@Cv&b{wGh2RNVZ0~K
zGt|@H(^KBN(ALw!)5ufDQ_WMs6XPlFDd@@V$>z!IN$*MR@p(*-?tbll?7ri^<~}d4
zZya*(c5iX7bFXqQaW8PslHYb1?H=Op<L=^a<8JD%>#pi9>n`Cg;Lhoebf<Hta68?)
z>$U5#>yGQ1>%8lf>yW%Evc<K|waT@`wZJvYHOV#FHN@4&)kS_!qN%H{tE#K4tAwk7
zE2k^cmClvI<#g%J*UrbzJI-s)^YT85L(bjKEzWh$Rn8^O1<qOWn#ySB5N97}7iSx1
zQ)gXgRcBfG4T}QKoX$vRI%f)})2W-U&Bx{)^O||yJY^m-cbi+xb>=E_iM$JAmO05B
zZ4NQ}m|e^^W>a}Zrm9)iEMXQfbDEK6Ix~goG<D;(@z}UyTr<uar;J0!ZexqF&RAtE
zF%}rJj7i35V~Ekm=pygoXlm3osv2dD5=H?drx9tSGg25%LwCHE-|4vHxaK(TIORCx
z*zMTjSm#*fSmIdVnB|z{80{G1=;P?(Xya(=sOzZeDC;QUC?M|uiFBlMq;SZCt9UIQ
zi#y_)I4@4gZ-eX>Tf{oCN-Plz#4IsMj21&gAJIj$5luy1QB{-`B}4&{Q$&h%B86}Y
zoxhg%kKEzc_<4ScAL6_D7I`IU6<@*^@L7BkAI*pGKD-NW!<+KDyecotOYj0bCy(Um
zcna?1I(y9?vpeh>JI_wBLu|La`(&NG4{Zrsz-F;YY_z-%)rWOqZCF!QmsMqDSqWBv
z<z$g89ZSKSOsB8uV|s^Pqvz=<dWi0(Tj)BviY}oG=qx%(-n%k{_Q63#He{Y1CHcRn
z2k?!k5o9DBPDa3CWH=m3hQT3ZC>%_Nz(Hg%97qPi0c0TTPX@q#q(AIS`oTV=FYHbF
zz+R*`>`8jT9;7GiPI|y@q&w_Ny1_1_E9^|Vz)qwy>_|Gn4x}S&PddPMq&;j)+QBxY
zEo@ENz*y26wj!~xC20j)ke0AHX#ty&=CCPg2AhzkurX-@8<EDaA!!5~kcO~6X#ney
z`mipk2kVf!ur{d!YmwTpCaDE$keaYMsR65z>aZ%Q2CI;&urjFvE0M~uBB=x`kczN8
zsQ}B7@~|u^2g{JMFi6V47!rh^kQi8+d;&|6(y$~c1xt{UusA6Ji;?26C@BVukfN|K
zDFO?T!muDI1PhRYFh3~(^O5{8FUbe<ki0NA$pfQFZkUTi!<-}+%t7ScbMnTg>?8-w
zMzX`KBpb{^vcdq#0;5O(Mv^F)nMA?}k{M<q5ip!&f*DCT%s?{2^dtjJN76$-Ne9D-
zAEqT?FbzoyQ<F3>6-f<Kl2kASNePpa6fhY{4t*pU^b&mYk$4Ec^+?<V-*_Z0f^Rz#
zC&4!ziAkKuHweDrNE`&;ZX`n93a0vn69F0FkP-%ULLnhKl)vprsl6u}e5bvK|7h>v
zTkRkCMtciiYj5By?KOO<y@D^am+-mv0zT88!>8Ia_(XdOA8SwGBkeJKs6B!Yw1@C-
z?E$>6{SEJF_u*ab9=xO7g}1dk@RoKP{-xc5H?_aupW01$L;Dk6*KWXT+I4tUy9Tdl
zSK%Mp6?j?u176ZD!;9J_ctN`e&ubUpIqf_=tDS>qw6pMc?F{@)`yHOveuKYir{O8>
zS9nr81y5)v;c@K*Jf<CoN3~<{h;|en){ekK+F^K5I|L7C2jPD00Q^PU5BF)mz`fc&
zxJTOycWZm#E^Rm5sqKP0w4HFfwgYa{w!^L3Hu$r)6>iafhMTo5aFezfZqzox4cbPy
zUfTeF($>QtwV&WR?ML{7whpe<et>JVweWjw4g5~~9<J8DgWqba;VSK0_>Hy-uGGGP
zUu!Gj3hisSTw4K`Y0KeKZ5dpmErnlcOW<PdE4WBo4CA#$@JlToF4Vq+UuX;A0__Vp
zUt0j@Y4hRd+C2D~_BouZeFo=fbKz`l4xFXUhBLKUaE3M$PS<9@Y1(u+RhtH<Xj9>2
zZ3>*EO@<S-NpONT5sud;z;W7mI93}6Kh?&<G1{kav^ECDX`|sNElyCPkJLtSO2~+j
zsvSN;wZn$1cIYtG4jHQ2!9!F#Xs~Jr4pQxafvW94K(+n)tF~`H)%NMD+TMLs+pD)~
zd-hUokDjXS-b1zBx~sNpH`R9Os@l$7RNJYuYCCpPZHJDkZQnt)?b@rhZ9CPrX{*}S
zZB!fETD7fWRok+aYFo5aZSxkYZPr}1O`EB<NmJD}Zlc;ojaA#Qk!l+>RBinRs;yUF
zwRP*MwoYBu)~=)4TD4VMvzBUW)KqQt8mg^UUA0xKskTa0)mE;e+DesGTd|UAD^yf%
z`3kBnS6;Pc%c-_ZS=9#1s5U03+D~FsTly2#mMX2<lBHBzqNHkzmr!l7;;JoLOtnRd
zs<v<u)fOtO+Jc2tTcDt7^A}KUzWl1qn@_cQ@~Sp>9@R$YR&B0m)#l8l+8jAmn>~kW
zvt?Ip)@-WHl2x^VEUJwPs5UZ6wV5MT8<APHnIcpho=LSC!&RFhqiWM<P;I*Os`aN+
zZJ1xRX~R^TCar2yr%`RH)T&LHO0_9csy2BF)h0`>T3<5NdVQ+(cvb86sMh6Ht<$Ai
z)2Uj+RIS5Mt#GK83)M2NS}H$Dm&ZQJs3}`&m`?Wz(w+u2-%H;^`SialzO(ZAe+PU!
z<<kJx`c}$k0M7Hx@J;ZI@(uF!@^$jX`WpLc`zrf_zGA+7zU;mTUzjhM&+uv9m)?io
zTiz@3&Vdv1+XFkjo4jkiE4_=o^W<{`CU{4A2YGvWJDKy$8Ri6YlsU-kWp*-S&BkVJ
zv$7d9i<$Y%>}G@+W+pQYQ!`!~4~<*K72~XNLOwTOr?E+XgJ7kx*qCR`FeVtIj6p^(
zc{f3<(b%YMR5pS}F(aRm-H0&4jAVvkXpWbThmKp0D~_{{6OIFposLb8weoobiyiYE
zGaM5fqvZDwdO12dV&y#uwH=imK}Ru1K1X&(gd@z6%wae*@lre#x5O23R-6zA#7?nE
ztQ9N8Vlhw55EJB+3I>T@qLYXfjYVxyS$=z=n8+uxiwF@Wk_kiJ$MBLr<hS@0ewLr$
z2l!6DiLd1=`C>kg&)^gIC_aey;+=S`e8xd-UYQ4ZF`kcS=Mg-NC*y{^to2epso)m7
z!p^c2@-B#-@>_pv*-EyU&0{mz1U8BdV!c==7Rws5+N?4QvSRY-2-#T#3uDQc!8H1k
zKBTwk6?#^FbK(HqNjK58bR}I(=gE60CeTrI5bZ@f(OBA;)~1zd(0#zY)4j>P*1gib
z*gelZ!#%-0%00;4%iYNxE5GYe+g({c?V*@EpF6ud!X4&L<~H1#>!s_V>z3<^>#Xa9
z>ws&gYm;lOYo%+kYo2R{Yl3T(Ymlp#tCK6%)!0?rRoNAE6?5ftWp_om!d%H*hD&q4
zbUt+6a$b>ljht{EaPD+&a;|l*bS`$zbIx#1aE@{ga`tj|a>hCvJ8L^DJA=+*&V0`7
z&Io6iGnvzHYUWG%go#_`74xil!aQK^G&h-R&6Vb2Z>+bmx3;&kH|Q<q&F9VTjqrwf
zlX(rV=6UIP=(**&;yLR%;W^;h>DeUjYgy@8?3pLO-!j27$}`B*OFrcy*3;Ni+f&&S
z^c3^t^JMo#c)~o%JcdVezjQxz-*R7ZpLL(G&s)_|L?5A#gv0d_aF{+E4%LUjA^K1_
zSRVoh>4V`weGnX=4}|^o0kEImANJMz!9IFl*jw)dd+EJlPrVoHq4$K{^&YUB-W_(;
zyTLAcSJ+wa0z2uQVMo0a?4Wmq?ez|@o!%a{)!V@~dRy39Zv$iX*07Zx3tQ@~U<<t^
zY_7L}&GhE5soo4W(VN1?dK1`4ZwwpijbH=4A*`=Afc5nHu&!PY*3s+2+Ik&WORo)U
z>a}1Ey(X-#*MQaZ>aeO_4OY>s!peFTSV^x8E9#YC1-&9HuUCNO^zyK*UJjPg%fg^u
z2FB<?_=z3^OY5J&QhI4vQZEHd=p|usy#y?#7l%dlVz7u_6c*Ntz(RUqSWqtn3+M%5
ze!T$9r{{-x^?Wdoo)_lU^T235H_W9+!<>39m_yGAv+FrvHa$Dcs%L{)^sF$TXMs_A
z07mLjFtZ*BBlOHLlO6%X^-M6M9u70;8DV-o15Br<hkiXB4AcEEtsVx`=xJeUJq=8y
zr-mu@R4|2}5+>JEz+`%I=+l!yukM2$-3#5i2fB1Obm}f>>P~3L59ZZ=>(C7-bO+?R
zfK2C*>I~{Sg+%@n_3t#DD9L+WgYU?D_z!sp-;#ge8}b&uCU4*?@*2J*uiy*v5<Vv{
z;4|_ZJ|)lK6Y>;3CQsla@)$lOkKhCH5dKXb!29HHc#qtNcga0?hunp?$sKr$+=hRV
zTkt0N3;s!N!W-mIc%9sU*T{8vm0W{Y$W{0UxdJbfKj0;D8D1op;01CKo+lUJIdUGJ
zCFkH7au)th&cNTu@9;GF4gN|_!&Br}c#@ogC&)>7oScBi$Z>d-9D_&5QFxdffrrRp
zc#s@|2gpIVpB#X{ko|BU`33GJ``{k37w#r|;4ZQo?j*b54zd$&Cp+LavK?+E+u+Y+
zE8IeUhMUP2xQT3r8_6cPfoz29$p-inSr30CKPmMaI_jZc*HI7snvQztS9R1wzoMfa
z`X4&#p<mWf5B-vkdgvE*)I-0ZqaONs9re)9>8OW(R!2SbGdk*_|E{AR`fobwp`X@K
z5B*mi_0Ui0sE2-1M?LftI_jYx*HI7sn2vhLyEIV`{fLfw=!bRGLqDXW9{NEY_0SLK
zsE58^M?LgkbksvW-3j&3_v)yJzDGwr^xZn@q3_aB4}GVOdgwcJ)I;B{qaOM;9re(+
z>ZphQvyOV`TXfVz->jn^`X(Lq&^PL+hrU5aJ@oZD>Y@LnqaON?dO|(c=|7?_Kj`b=
zTKxyOMqdlR*Vn-B^zY$n{X6)rz8bF5zlGoEtKdrg8~C-p60Xp{hRgL8aGAawF4dR8
zCHhkMmA(Wn*1v*_^u;h<Uj)C@<KaU6OZbJp5H8Tafb;bQaGpLNey-1hpXr~&x%y{t
zjy@O8*5|-k`fNB;p9N>=GvRc72Arl(hg0=waEd+^PS&TuN%~|sQJ(}S=o8_1eF7Y(
zkB4LRaqv@pEF7bM3P<Z>V4OZ0j?&}cNPSe&rz`f%^naJCK4cxienWmB*l);Mg8hc9
zA=q!o_XPV5`Ho<}A*%`Y8}co|enVCf>^I~ag8hc9B-n4r*97|wSwXPhkmUsX4OvF8
z-;kvQ`wdw_u-}lc2=*JYm|(vliwO1`5>K$-$fw9*zaa|=_8amA!G1#)5bQT(KEZxN
z<`L{S<a2`khI~e_-^jbsvEPt61p5t{O|ajPSp@qHnMttUkQoH~4Vg}`-;ikp`wf{&
zu-}j=1p5t{Ot9aONd)^1nMknTkO>6)4H-|c-;i+x`wbaOu-}kR3HBQ@hG4%TqY3sK
z5=XG#kWnPg>FtE`|Nk$Yn<ZUk`2X`&hX0u>S@!6v#x<6fg~2o|ElkbQz*H<XOvzHg
z6f7l7&Qic+EIIVCWYEie(8IjY%{<V>+|bEf&}2?%FcUhM0R?kF&IDwPL&_M`8HI%D
zP-8?%-!l!qqwnEA^c{Rl|ABAlTlkv3fv@Om_>#VYFX&77oW6k1=yUj#K7&u_Q}~!Z
zfsg28_>ew=59mYqH+=x_)4$<8dLQ1U_uw6R7v83K;4OL^{zY%WoAfXEC%p-8&_CgI
zdIMgg*Wp!q4PK#F;UDx0yiEUqm*{19kzRrq=tX#*UV!K5d3ctdgJ<Yj_&YrVf1|&{
z)ATp^D?JTQ(O=<7dJ3MPC*g5=0v@Bs;Zb@F9-&9!VR{4}qKDx@dI%n%2jPBt0RBSv
z!+rD@xR>sOd+1)co9=<T=x(@^?t(k$PPm=!fZOPHxRq{$Khv#n3;h{xrd!}9x*2Yy
zo8Shz5w52j;7@ct{E_|y*U=y04|E+|OMifC=vw$aT?4<P-^11PJNPYK4Oh``;Wu;@
zTuHxyU(=Ov1^pT>rz_wxx*RU0%it2a6n;gQz{M2Df4Yd`_)p_0j{o#aisL_BNOAn9
zUr-$X<-I&O{?qvs$A5V>6~}-2Ih}{)eMUcrbLnSr4xI~U(>ZV!oegKwS#SoO38&K;
za2lNsr_yO~3Y`ik(<yKgoeU?^NpJ$42*=Y2a2y>E$I@}|Q#uxop`XIhbPSB6qv0qT
z2S?ITa0DF*htm;o7#$9W(qV829SR52A#e~K3<uIdZ~z?$`_loiAMFqO(tfZH?F)O;
zKCl<<4SUjFum|l4yVD-98|@Ce(r&N|?Fu{7F0d2r3_H?JumkM~+tUuP9c>TW(sr;7
zZ3|n|HZYd9hOKBUY)M<e7PKX7PFuicv^i`_o53cuDQrxez(%w&Y)Biy2DBlpPaD8`
zv_7m$>%ls-F04)Kz*@96tVwIZ8nh;?PHVt0>W67*7)(Rc!qhYkOhr?}lr$AgK~uuy
zGzCmXlS3a(2EEh=J=6=`)B|1A4V}~lP3nXOHKBtVP*4ZtR6s^Kq?AGV$r2<~hZ-eH
z{XNy-JN-TUM}G(3>i@tu`dj!~e*<6Xui;Dm6?~z;gwORC@R|M`KGmPWC;C(PSbqW^
z>5t(<{SkbiKZJkl58!?MZ+K6?5AW*t;2r%gysh7XxAfcaFZ~w0ssE*v_W@ReRajM6
znN@+6SY=p|Re}{*MOdCyfaO?uSeBK8Wms7lWMyCs3&KxW3@pt)fu&e!Sdx{3C0I#V
zoRxsZSaDdC6@x`sQCOH2frVIMSdbNh1z16tpA~@lSbmt7<%4-xUYMKZfzd2C%*CQ%
zPL>PiU^!uSmIG#E*<n_e4Q63kVSr_UQ7ix>Srp97B4Gr}3^TC^7|t@mj4T{xU>RY0
zmI0<?>7k#cgJCRTKdDBmtDk9Aiu%wh6!npxbfG@95=DJzMT+{+3KaFB<tgez%Td%v
ze%BcFp=BuQLxU9cp)nNop`TFHhnA+O4=qJeA6k;4KC}cyeQ0rt`p{w&^`S*6>O+fA
z)Q1+PsE>TQ8R|m|Qq+eQpr{YcPf;J5kD@*_FGYQ59*X+V+!Xbp(G>NexhU#Gb5hiY
z=Aft#%}!AtnvJ49G%H1YXcmh4&;Uh!XcR?#Xe32_Xl9D~&<Kk9&`cEdq2Uzup&2Ra
zLo-m+ho+~f4^2l=AL^&+lCI0xXAJ+lRQLb4XJ@tlnX{(<na^hbXRc)=U1j*cdzImT
z<}QQ(nL8#v?!`%W^MCA%|2>g9{>x{Hj)24Xa5$6?gG2aGIG7KCgZN-LkPm_b_(0g7
z4}kr6f7qAzgMD~k*qir(y?AffllOu>cu&}!_ki7aci5G8gI#!6*qL{Mop@*1k#~X}
zct_ZtcYy79d)St@gKc<Q*qXP2vAi{G#baSh-U_zhEn#!s0yg8#VN>1=HsMWSW8MTd
z;*DWL-Uv3}4PkxW0M_I6VO?Gi*5P$wZC(e~;<aH-UJKUXHDPsL16Jdhm&xznU|z<n
zaLmi(9Z;B;@k$)?GG38mUdAhM%*%Lrj(Hg`$1yLH-`>HzjF;hMvD_fXyo|?i%**&E
z9P={y6dBCRcqxu~8868(FO%Q>!MuzY=a`qtyRR@W<3%~<WxNQ-yi7hD1oJXph+|$R
ze;*CzW%8Rtn3wVV9P=`H?-u4|^0~E`m+?Ft^D_Cw4b02rvk5RS<GDEIW%7GRn3wS!
z9P=`H=NIN>JR8TnjA!MTm+>qd^D-Xbn3wS=j(M5<))MArJTu3<Ox`z!c^S{dF)!oc
z9P={yRa(r;cm|Gn8BfnKFO%PS!n}<8c{=o8827`pJPfAcX<=%f2BzYvVM?9~rr;@I
za-ISv<H@0qCxc$@gC6dMZtj6D?uJh8f+lxDgPYL74Jfz+axNg_98%7p&M72ZhZ-kJ
z_MU6-9eWS|VejBu_78l+-on@H4SdC3!<Xz8e8FDA=j;W1#-78c>=}H*p2ElM34FvJ
z!-wn<e83*Uzu5zLpZyK*vHS2Yy9e*EyYM!<18=e0@Go`?-eiBlKiN%qgZ&Awvm5Xl
zyAH3iYw!xY3jbhN;AQp)yu>cUi|i7-z%Ih`>;gQ;&cn0p96ZC$!r$2$_#68jo@T$n
zU)gDRiv0>tvQzK`I|+}o6Yv;24v(^9@CZ8!53?ii5IYPHvP19yI|%o)1MnBNAMRtn
zz`blA+{5<5-E0rs#dgD;Y!}?YcEas!2i(TC!>w!^{F!ZqTiDNVGur|;vCVKJ+XOeT
zjc`5N0DofZ;g9SmxQ_j(l=pQ00N3!f@O!=ne#gIutNC~ETfQ2u;@`q=_$s)Pe*?ef
zE8z<MHC)bDz-4?nT*{ZhC44FTiZ6kS`B!ieUku~<BKRebhYR_a@C&{WF5q9l`FsJK
z$LGV(`8@a;{~XTcpTRkNE}YHhz*&4YoXKaw8GI(3&S$`Bd^()Ur@<+FDxA!xz)5^E
zoX97^349_P&nLifd^{Y>$H7neSU84%3P<xXFpiIgqj($~$w$Eve58{7z}CUF4E14a
z80y2mXQ&VRj-ftmHA8*aw+!`>-}gj)*f$LIk$2ppKJ06T`pC!oqdsgoLw)3<^-&+T
zl%YQI+oGtCd}<l$Bk$KmedO;iLw#60Lw(qn4E13P8S2BnV5pD$t|{un<}=hs-tCL}
zu+JIl!#-oE51Y$SA2x@fKJq!~sE_=nD(b^#GSo-jD~$Tcr`DrBY#Kv-*i?r4uqh1n
zVUro^Bfsa0`ml)%^^tcPqdsgrLw(pdhWfCv4E153GSr8SVW^M%mMrSS;uz{9?^8y7
z*hq%@un{bwKEv4v)MpqQ4u`T~a0nX;2eTn?5E~2!vO#bF8wmTe0k9wI5Bsuyun+4C
zd$T^U7wZjsvR<$U>j}HF9<Uqh4!g2$unX%7JF_mZ6YC5+vQDrA>j>Mk4zL|-58JYK
zunlVqTeCJWmbHehSS)PGTEP~qC2Y=Gz-FvDY|5I!CafuJ%$mSPtTAlJ8o>svA*|0D
zz<R7ctjp@bI;<|N&Fa8ftTwF4YQY+;CalhCB%S~NKfTX9>HI(G{9m2#CY}HP?>X!L
z_)gULCZ8>O16~u?;Z<=BUJ+N}AL0tUEdGF(#ASF<T!I(GMR;CZfak<{cvhT)XT(|f
zyEp@X6TidL;y3uKI1NvUU*Sn{3Z4)r;c;;S9uvpmQE?0&5l7)+aReR`hv7kS2p$jz
z;eK%d{v!6nec~6mSL}m(#9p{t?18()Zn#tIf;+@cxLxdk+r)ObRcwPli>+{r_!({%
zTi_<K8EzDt;0Cb~t`{5NPhvg%QTzngi67w)VjWy7et>JlTKK(K1HTjB!_@-wGV!gz
zyi7g^1oJZSjljH2eiIAxGV!&*yiBYRn3u`lA&YsLSSBzp6HCQ1EN_We3cnId;9~I=
zTqG95c(Dk6DdOQm@g@91EQAZh7jV8<0OyJM@N+Q_ekMMLbH!(Hj+hH)i#c$Xm<?x&
zS#XA!38#x0aGID7r;2HCiom=~Oct1z$>*P7UM40A%**6A&@e9(;|1nrVw}LdOpFzn
zmx)gW=4E1x_!P?<Eyln&F&d5%ad4y<1xJXHaJU!&hl$~Es2B!^h@o(>7y<{0!Em4$
z1P6$Lu)i1p`-%RrujmK+h`zA5=mUF+-ms_W1$&5|u)F91y9vz8L|1`%nSAaG=4GO@
zz`RU;^A7Ve(NSPtCOQbr%S3yDd6{S@FfS8rMLR67jc5y7i#9M;w1%xjENm%S!4{$=
zY%W^BW}-Q4Dw@G2qA6@Fn!rY)F>ELr!3LrstS=hCdZIq8E9${IqAsj0>cCo}HmoUX
z!5X3_tS)N6YN9%<DyqRMqAIK`s=!L3GOQ>n!3v@xEH5g+a-uveE6Tw#qAU!GGB8F2
z;U^*nmKLADQld00DN4Z-q9iOXO2A^GI4mlP!6Kq4EG&w^LZUD%C<?&>q9DvK3c!3K
zKg=ug!8{@_%q{Z3XptM{645ZH$OUtVoG`n{0kethFssN0vxuxPAhN(H5rB~*3T76O
zFhXR8nM4E(7nxv25e_qmj4-{(0Mm)|&@a-#FyU7^(m2w>)G|^(r*fo*DP^R7PT@!i
zlgmi`oXn9N`edYj_BwpfBO~>*+u?yO8L6M04i_|Kq<%IWCUnS1{VW^~$YrE{W)2Ri
zjMUG%gF>Pr`LpIAO7UJs%6BqS{v+POx8fi8M!bcu#T)oayoN8uEBHdZgwMqb_)I*9
zPsKC%L_CF$#S{2QJcbX&Blti(gnx?%@V@vP-V^uXU2zZI5qIHjaR=TKx8Yyn7Q89`
zf`5ve@P_ykrWIi@jX-@wYJvKQR08!8DFx~ypB#nyh~xtGk>A}#eS}Y-KEf+dAK?+G
zk8lgrN4Ny)BcD5k`Uq2?KJuHtsE=?6)JF(eAl1KI21+I`Y$~ZheT0ngGZCnd&;;tk
z-wV`-zvHM6|A(VK{4Ga)_#2M;$Y)-mKKvC&edM=}Q6K(-qdxpOM}7D+j{5MY9QEN(
zIO-#xn1%ZAM;!H$-&sa|_ydmm@V`0g!|!v{NB(AZ)Q8{YsE>T!7V5)qbJRzE;~Dkg
ze{s}@-{hzd|C6IW{02vT_;r3mtvA2MufwbS8oa`<!aw*Gc$xnJFY(LpBEJML@Qd&~
zzW~qi^YAP`2hZ@c@OOR&{>FcYr}=O2SAH6v;=jU^{1iOFPr~E;1U$x%!=wBdJi?E{
z!~6(5#1F%R{180A55oQY0Q`mThx_<1a4+8n_wc=NH{Szy@!fDI-vxK@op3wf0k`q(
za4X*if96}^7XCBb%(uWzd^6n0H^B{jBV5lnz@PYf_#^)buH!!@o&P7D|Nl=t%OL6V
z|BvUVNzwniJ)p)nql!@#RyL}@N=9W^(WnF~7!_f8qXH~vl!s-Fa<Gh176y$nFvbYN
zPmCB?+V}*PGD^deMk!drC<%)jC15e5I4o)ugGG#@u&_}C7BULMf<_@&z$ggw8wFrK
zBR|Y*<b!#PyfC+s2SyvYVJ;&Y<}`A_97ax<-N*s68QEc0BOA<OWQ74E3yd-XFw%&E
znT<#oVPuAxj0hNRWP%xuaG1f!2-6!GU^*i`^vmD&qUsQ4_+eTj45l&C!qi3@n94{E
zQ_9~DtMXGAn3oyJ4b02rGhHw*GkgZ-Wro+lyv*<zn3oxD1M@P&Wnf+=pGS&$nPD1E
zEYC1Z=r9Z@r)Q8G0y2X`YA~o96cYJdQ}uo{gD4&E<&$NU?;P*pKQdB3zjgcr-^fV)
z{MzvbzLJsp`K99(d?6$C^K-`w_)JFX=ckTm@QIAn&yO9LmpLBENd5d!M#={=QvNL?
z<$W0`@5xAcS4PS^GE&}_k@A*|lz+)cc~eHpKV_u6AtU8=87Z&HNO@I8$}2Kb{vjjf
zWf>_i$w+xoM#>8^Ql6KQ@|=v6XJw>3BO~SSGE)8~BjsrsDSwrb@|28}CuO8OAtU8+
z87Ys+NO@F7$|EvT9+r{vkc^ZEWu!bHBjtV>DSwfXa-WQpdu62DBO~Q*87X(kNV!u+
z${jLNZkLgAn~aoOWu*LBM#?QRQf`)!a+8dd8)c;2AS2~^87Y5~k@80wDc8wJ`Gbs<
zYh|QdBO~SaGE#mgBjsutDZiDGa+Qpf-^fV0Qbx+JWu#moBjs`#DVNDexl~5VB{EWe
zB_rix87UXZNEt69<(D#2E|ih-3mGXF$VfR~M#_0IQhqKY<!3Td&XtjJj*OJEWu%-X
zBjrpPDQCz?IbBA|X);nym639ajFgjQq?{xp<wO}NC&)-SUPj7sGE$C}k@8a+DaXi2
zIa)@_I2kEN$w)a;M#>Q~k{ZK|;c%!i3=T1d!okK6ILH_b2O5Lm0AnERZw!F_jQ+5%
z(GT`9`oi8uAK1(24SO2BU=O1w>~8dc-Hh(AtI-X1F}lLeMi<!0=nOj=onQx}BW!PU
zfbER-u&vP!wlUhm)<zo`YqW-~j9A#xXa!psEn#z`1#D(ChfR%Uu!+$WHa42TMn+@U
z&}al37!6^4qXDdE)Q5GAda#aB7uGiFz*<IaSktHlYZx_Qb)yEXW>kk&jcQ8Aa9JVc
zFc~R_%1AjxM#{l5QVx=la-fWq17xJ^FC%3?87ce9NZCh5%HA?k_L7mZr;L<6WTfma
zBV{)kDZ9!@*+oXm&N5PVl995bjFcT@q--xEWjh%u+sa7UMn=lkGE&CMNZCq8%9b)x
zwvdssxr~&}WTb2=BV`jADI3d3*+@pphB8t%kdd;!jFk0cq^v6=WgQtQYs*MkOGe6?
zGE&x%k+Qmsl+|RUtSTdA6&Wcj%Sc&CM#_pZQdW?Wvb>Cx<z%ERD<fqY87YG@QpU(g
z`H75_rDdcnB_m}?87WK1NLgG)%3?B77L}2*h>VnlWuz=5BV|DuDGSI*nO{cAd@@qz
zm60-!jFh=$q>Pr4GM9{$Ic22GAtPmW87Z^LNSRee$}BQc24tj+l94h}M#{`GQbx!~
znMp><a2Y8x%1D_(M#}UuQl^uU(k~-rn8TlR{-1RIpLG8JfB%VzAJ1NsKL7vN7yo-A
zHNKf^%(d`)a}E5?{2s10zk}bJtKlm1TlkH+3a&K2fnS>|;R^F>xZGR;mzm4qQgazx
zVlIVWnM>ee^DDT>TnyvQMes{A9xgP$gkP8o;R5puINw|V=b7{2=jJ^4nfW=KYkmgj
zm~-K5a}Jzk&W1D1S#X9q6HYg0z-i`mIMtj6r<haWWOE9fWKM<?%}H>AIT4OGC%|#$
zcsSM^2R}8(!ZGHjaI`rF#+jqxC^HU@G)KV^=14f)907-!!{JbK7#v~_g@er@aFB_4
znK{tJyv!V6VqRwUH!&|W`<a-RnSD*n%j9o1!Mx1uZDL*~pDl}dnc36qh2`}yd&2H!
z57^D@4!fG&U>CD1>}+;{oy^X#quB{|FgwEbW(U~LY!BO-?O+?TEo^PJfw5+5*vgEB
zEzMT2h1n7|H(S7FW^>roYzCW{O<`jb^D?uMiFujX(8RpVY+zzuX4W?`FEi_zn3u`l
z=z@8fS;xe@Og>W=^D?uRSsTl%Y1V=@%$l&eSp!xxtHY{hHCV;03M-pcU?sCMtY}t(
z70imTyjcO3Gt0xWW;s~KEDM8X85m;*;U{JcENy-QOPQr%NwX9zVU~o&%@VMfiFuh>
z)Wp2ZEMj6_W)?OvFEb07n3tIaP0Y*WZ?eI>%*=0MUM8O<jCq-v*UX3I<uUWZ+-4pa
zZRUo#%xIX?%ms6pIbn7)2h3(>hgr>RFpHTL2Fxrl$_&6rGYV!lBVmM@8D=sgV7QqH
zW;DZL1~Vf}Z)Sk$%=FN2rh{RoAEq_KU>Y+mOl_utsm#<crI`w*FjK<hW(t_hOb&f!
zGUzpZ&|`X`+w?$}>4r|z1x?cl4by}U(}410O~_3FnaLqF8PrV*iK#=)BueAGslj)~
zd-#v>4!$-1fp3hr@U`&<zA|3Jm&Pmj!gvXv8!zB9<2ih4JcCb+r|_}y1U@nz!-vKr
z_`rAw|27`L`^Mk!o^c=EHSWPX#$9;ZxC3t)x8YyLEqK%T3;t=`gg1;omGZYOU58iA
zYw(JB75-sfftSrc;3e}iyl7s67tD+Bym<khGta}b<~exAJPUs}&%ocz-{EQVH~6c0
z8lEzLg(uBZ@Pv619yd?GW9D&q)I0`{m`CAZ^9Vd-9)<_aL-2rk5bie*z+cS$aG&`L
z+-vTGd(6FXx48%IGIztB<}SFy+zGdvJK#2RJKSn+gFl;F;TH2}xY^tSH<_E^MspL~
zU~Yu#%?<D;b3Odg{0Xize}q4n>)=}R2c>b{xB;&jsE={gKz-!%#8DsP4+HfvE*q$i
z{O#nZk8#mJeT)kR>LY&_7V2Z1Gf*G-G;-9(IAfqb#_tB|WBg{IKE`PS^)Y@mP#^i5
zv``=8q=EX#XPKiu#&HAnF^(Cik8#vMeT*Xp>SG)>P#^hwxKJPCpn>|xC!wQ0#(o3!
zF@7;nA7h_^`WSl+)W_Ikpg!`qc%eSVE(7(E&rwHxj2#B*V{HGw*n98jD30#WThpVN
zX;m1JlZK=j1R_TxqM9Ib6d-aACTB3g1|&q(3?Q&DlCj9a1d}l~CYzj1&Qau?GjG*Z
z-_iDHpM8Gs?w<F&yXWB#e>moQs;BDKt-5vlcDD-lQMajJAN4O4?4xc~!9L;}U|=8h
z4;Abq-og&{QGZv#KH{71U>|jp3ieSqs$d^=g9`Q$Ul0TPsOwa)k9dcBs(sd|Yr#Ih
zscV3%)!%@t)YZV1>MGz0btUjubp>#_`YUjmx*WJvT?SmDE(I=DmjD;3i-8N(MZg8>
zLg0LL0dSr=ADFDp1OB2W1Lvy00Do5J0+ZCAfr)AoaE_V?{7IbyoUQ%@Oi*V7e^e8I
zv(z7fGu2tZcy%Ulh8ho?uFe2XQ>Ozx>NKER^#J2kH*l&N2b`i#1x{9{04J%FffLn9
zzzOO^V5~X;I9`nf#;D_g(P|8EoEi-rtBwPXQOEx0{QsZx|9{T^|2hBv|L5fXzvq|8
z^^Inw*??JSR$ykD1(=Cu24<w0fEj2;U?9x^w9`N!r*<Ht97rhx5=wyqlmJy40JKpR
zXr(rwg<66B)B-e9f1pCmKoeDfe$*sMzEVHn7xESOnS23$BA<aD$tU0k@)7u+d;q>9
z?}2a0JK!7g7WkUH0lp%yfiKA`;0y8+_?)}|J|oY8Psuaj6Y>=Jm^=YKB9DO&$s^zc
z@(_5RJOJJ!_knlGJ>VU37nnls0B@5N;4N|+c$3@$-XJ%D*U1gwHF6zzl|WoZt`LaJ
z$Yla?8M#CtE)(BKg}97dAP|>{FNi=~M$Qq4%g9**aTz&7&O&>q$r<1&avJy#IR!jP
z{sEpKCxOSw3E(ku9C(x*10EqqfrrTv;30Atc#s?d9v}yS`^f>|KC&OUm+S-nP4)u!
zkiUVu$sXV?vKzRQ>;mo}JAvB?#ARd~fw+wPMIbICTM5Kv;@hwgmytgR#AV{kDG-;D
z-wDKJWHW)djBFyCp}mb{6L16B2wYD#0N0WAz_nx@a1B`t{Ee&ut|q?$SCQ4gm1Grg
z1z8FFm8<|RC%*!hk>$XpWEpS?SqfZCmH-!##lVGR5pV%n2%JwA0OyhUz+?h(8To}k
zTt?;+h|9>&1mZIBO<ah}NFsr_Onfm0;xh6Rfw+v!CJ>jA1Tq`i`;jC7XOSO)Gs!Gq
zJedicLE?ea$qe8$G9Bn4(|~T`0mczGa4LxdP9al)lgSj|Br+K|kxT+kAQOSHWCCzJ
zi3P@x@xW*j0~|-9fn&)y;21I%_yZXO{GR*(98JCljv}LhBgrV>2r?4*9T@=}PQC*U
zBg271$uQs$G88zN3;_-zgMkCdAm9Kp5ZIp#0QMvOfqh9oU?0*K*qihL_9DH3JxMR%
zx1=Yq2l*D*o%8^9Bi(^rNjG2@(iPa5bOClEoq-)mCtwHC5!jw|0JbCTfo(}UU>njF
z*qXEfwj!;8ElDe26ln=;L85@oNef^z(i|8`ngN@VNMIAv6xf(F0X8CyfelF`U<1++
zSf4Zi)+6;L#aE5$0&CMcz*@96FoM<s)}#@@8nh;`I;{b$MymrgS`8RZHDFa54y;0}
z0xQ!hz)G|-up+GltUxOQ!)OIyc^U@%hL#7Gqu&6_(sIBuv@EbREdwk?O9M;NQos_l
zB(OLw0W3y~1B=pPz#_CLurMtG45fvEg=i?SAT0z8p#^~jXb8|n3jm$e1q`N6V1615
z%t!MB^U{34JTxybH_Zcd(A>Zv>Hy}VLBO0e7cd9S3CvD&0JG8TlB6!F2dqQDKBP7Q
z`;b}$>_Z|5*oV|4U>{P0fPKVQwZT558Ug!=Z%%=INH_uekg5diL#hz452;MRKBN)>
z`-pFHgMCN^0`?JKtOEOx@&xQdz9C>AQjUOqNLd2*A!P{IM|{y6>_bWsu#foO71)QA
zAYdO-oPd2uF#`4>MG4r46d_<A@jY;`4+$k;AMv#;un#Fnz&<2|fPF{-0`?&;0`?(J
z0`?JK69@Z{`~>VHzO@DRA$bYdhvXq(ACjAZeTajAeMk@i`-pFmgMCO&0`?JK>H_<a
z>;&vXvXNB#WF^_aK3PasU}lm9n2BTtW+a(_8AwK8Ajtr<lRzLRb|51hNC^WHLV*E<
z096tIv=J3(B{raiSb_e;0yGnUphC<*6H$PE#3UK;mG}X_1bhX44)_B66!01NG2j#M
zL%>Ji`+yI?cLDE#Zv)-|-vqn`z7BW;d=>B-_%h%X@I}B&;PZeNz-Ix^flmXT0iOgs
z1wIaV0(=zk82B*Y5%594L*V^@2f%v)_kni<?g8%v+y$lt+yUMWNRj9N!TtmP^Zvj8
z*Wa1@&-4HPr#=5~KA-*@mH)l(Bc^?~GVM!=sb8>^-%GUjlwVB5Q>yrU#vJ_nfB5f5
zK(0G%EBg!hC)*1AgZ&BI!u|mM&b9zIv)_T6*k<5Hwh6d_Z3M1o8-VNBdf-~N4!DM`
z1&(Il14psZz>#bea0D9({Em$P4rkv1hq2+np==m%2pb9<%!U95vBAKBY!Gk&8wl*r
z1_1l9{=mMhAFvPW3+&DM0DH0Cz@DrZ@LSds*n@ow?9O@syRq)TuB;od3+oE(%(?(O
zvChDbtP`*U>j-SmIsn_T_Q1BR9k2~+3vA8W09&!vz?Q5PFp9MVwqQ}f=Bx#<8EX!V
zWX*t0StPItYYJ@4ngAQI#=wTG5wHPk2&~T<0PC^(z`Cp+unwyWtj+2GYq8qE2v!SN
zlR;d@YA}e)Sak+*8LP%1E)(A(g}97`Gl<JrRR(bxtHK~IW0e`iWvmjb4DD59m4Fpk
zMPL}K04&eKfZwq4z;f&xU|CiUSca7amS$yurC4cTNmdG2f|UdoXC;8eSaD!cRt#8#
z6$KV%MS!8KFt88{1r}t5fFZ0PumB4Ix){V|%*h}wW5EpKGM1k~TqeH33UL|B%OEae
zc^JfHEH{I=j5!#@Wh{s}puJoy2$+-Q0_I>jf!SFOU^bQ=n3ZJ%W?@-@nOPQKCYBkP
zk!1pAU>SjdECbNa0)d>_fsAn=Wei9d1qLtzR9OJf##Eq{*?<;i1^P3H%b1x#T*edz
zaTzl)h|8ECgSd=-We}IqFBIZ3`k6vpMn6%A%jie?Nw!Bn(2v0P^aJo6eGhy~-vQsy
zx4_r*4e%9x4SY#o0bkIUz~}S@@ELs$d`h1IpU|hk$MgyC5q%7NNFM<o(1*bL^a1c5
zy$`%g?*Z@7yTBBB2Y8#N0B_OTz?<|I@CLmJyiRWbuhHwktMnT13cU)vOs@bh(aXS#
z^b+s_y$C!{F96Tc^T4z89PkW13p`EF08i1=z<=l|;7R%q@B}>xJWfvlkJ016qx2Z?
z2t5isOpgE$(Zj%l^bqg>JqX-S4*>Vk{lL9+AMkIw7r2N14ctxl0C&;dz@2m#a0lH9
z+)j4@x6$puzvwpLR{9t4Pr4QO2mKSch5iBjoo)ecroRI>(ape(bQ5p`-3VMyHvres
z^}w}soh18>tpToPzX4aV)xec(6>tSx3H+6<04`_00++Gnz@=;%a0y!qT+EgL7qP{_
zg=`UU0b2;1&lUjZvH8GcHV^m<O9swmzW{$`bAd_hXJ8^r0?uKHz@OM0;B592FoDem
z{>T!5v)GTonQRs?p3MZ#VDZ4|YzA-|n-27_X+Ssg0OOb&IF-c#r?9EO$!rR65}OR1
z$R+_Nu!+D}HUT)E#R6m4cwjV(0ghwQz_Dx`a10v@{DF-De$Rf8q-*F};BOS{LswI<
z4_!sUK6E7o`_L5>>_dO0U?1`IYOoJoM!`OGDFyq`B^2yK7gMkgT|~h?bRh-%&;=Ci
zBffnN_M!7A*oP)lun+x(f_>;*3ihEtQ?L(BqF^7INWnhh%h_Nb`V$5F(AgC1LlY?2
zhyF;xK6DlZ`_P#b>_g)z*hhSK8|*`;Q?L)6M!`PRL%}}OO~F1ij)HyYR0{T?Qz+O+
ze6<_wLnl$N51mNCK6C;F`_Nbl_Mzh`*oVeYun&!<U?1_#Z?F#?OTj*L3<dkpA1K&|
zeos^FGn#%6_8CP-14q(Pz!7vL@H;vJIGlb597cx&htgrdA#^BkFdYIML<a*0(m}uh
zbRe)l9RTb{`vd#Ze!xDoFR(Z51MEe61AEe5z;9_!U=R8&usiJm>_)o-yV7pJF0?DK
zGwlNGL^}gJ(oVn*v?H)R?Eq{?+XLIucEC2YEwD9h18hZG16$Hoz$n@h*n&m@o6{D+
zX0$mlk~RZ2rIElUv?;JLZ31jW8v`5CM!*KNA+SDe0IWyra}lz4^?T+Qcp-3oU|e9g
zz^Z}S#VP5aeW87{y}7-Z-O8_t@1)1`-n<5Pu-EJuTPD5@-<p+Xl-{P>#2g(U@}T+2
z2Xcz6A`?glk@d<L@E~AMz+6$U*(ji3fJxNRY*5{5ceSdTT|B{f(6&%Khtu3v%x1M-
zvu?4*TYFn;SRLXm6~`>gEaNP##ru`1|84*6;=Pvx{p<P%n?IUQn^&7BnmdXwXk=6#
zi0{D8RfZ{zl!A(%>4NyGWSps+sj4Zv=*GYO<8oKGi7!!#7pGXODNQqL5mVaL8^7+v
z&ZySbm02F;(@KwM`fx&?EiQL8lxa#+l1|oO*>71!-KgVqYeFWf<80P&rD-~qYv7`D
zq{<+dI~*IUsx&I3MZ~^nx@*=(am^ujqJRBEV@Kqlqb_$<lvPn0`KOartPR(6xvQY8
zvQpcsMND2k?d#3OJEPiU*_61VvsP=Ze$mP(tEAK_szppRwS02AgScqrszcYD34d1T
z_3r8ILS61kD66Q{viQoh0MP-_3zxeh$|@)kk)o#+LLXOXE?WEW(~Z)bv;zC}-&O%-
zVM;`ubh6+dN8J#;aJj=!R$hsyolfQy77%7|xyz&M8zrJvI$5=zdKbPySve)5VmeuF
zxaMe=yBx~ODiIaZ$^2wvh2FT_Wl>f}i3szRg})GXhc1*sS!pGrWIEYjIJ~7%R!WH|
z;49Mt%D^9&yA;YwDiOKU$#S)W=3MTQC@Y~v$jNK8LXE6?7fPV4xDpYVPF8P_oZ^u#
zcX5;zQzGo?WOakZc)Z@@au-8cQ6++<la<9T6h&DPB|>_P@watZsrR%9$_gtH=5(^Q
z-|N0m7-gYKgpy9ydAyt=kDTsMAp`#_q(r1s6-t)VD6h+12pcP?RFQ6)lu+H_FFdCD
zmzbtwwX(zXVJnET5T#0!bh55rbyo;MSplVra4etJO3CRl>W0f*0A((vN=Q0cy+hKk
zh|BFlnNz9aNGEH&w1@oTaywBLtW*g~Co724Ef{6_l`7O%7Jd)scz%@SQ^KU1b}2c0
zXH((LZOg6Q`dTZ5t>r^mUL{PrsZo|2EuR-<d6Y2erbby9dUGC><yOL^n;K<~MENJl
z<<5;VhY}{;)F>mkSUOM^q=ZQ~HOex;=vHyLgHV=B2`iCKRxowLaJh4#ET<ACjb&`D
z=`P)-IZ>8F36tJzlx2enB5axiW!aT5X;Y)DPI-MIWk*>yB~04XAPYYuXQlMNY$(gB
zgh{72$g~QZ^x2ygWm%Lk>GVcfokp;5x!hS$mRSjtPH&V&{3)leSS&N6ERzz()5%Je
z(=VC{Wf_$)xi%PE3xIW8IABJUWl+N8v^2_8oNpOW7N~^DCB!J}`;Fd(K$O{)Fu8;n
zWi9&aGCRt+5+;`rqpbBHu&L9{g$$Murlg-o#g|K$5!)og#;8(Wnsjp`ORe~wQLWDB
z&Cp|<mIqydqKqizrAZC4aPO`_P!^z+mmM|8wA{Gq2B1t;$_XP(s5f?8rt9LOKYsrq
zWT6(iL0?i;l-ZQBa`LhPqi9DVo4s^?rq)_PIgNHtce!mSvnplfJTl5caPnGFW>LyY
zlNw|=E1hnOkioF|D`kCES~i@!{@9pVDJ6Hw48Q(7puJdV76){6HA`EM%qUZoQgXH#
zW!_jtywWZ;b~7oZtiCcW3obO`eRrucKc%>cRVF`t{GrAdanZ7VTilDo&)}r=(`A;g
zN&(s0^e3+$MGIN>!OVS5t2QKcbmPXN?2A%BL}fm*QhIa|HwI;&6_>o|Z{3Q#A1_+F
zS>Qu=x0Xrn3AKN7#r=S?Pl`)i)JN8IRO+q}_dUu!D#2penmoT@Ceu{W+Un56s2{ZK
z*xG26eNckMxcSIR>7Ecb3T5w=e8QxYFV7#_<Gz?6TNcdyr45?Y6*m%P@05JPON}xO
zSKhc0D0{2qk?VN7uD=ziE_Tzg*QY++pyk%*QQUVZd!yu$UTTz;!Y&L)*=r@23@jVf
zEV*u^=;^XyAB$ht^6JKl8-}u1N-nvM8)Y@;q=xNrLs9lp$t7)Sly%;&TVV*wUMM+)
zO(zb|_r#M?Ty)Oq@3y`Vf3DBoxWOoUu4I+QTKUbWK;iUl#810+SF3Y8)v@9Rq3oHG
zrMbB1f=7)8i`cl$w`CsgIH%RA49lA<ZXn8@Dp_QBVU%?)nHsmp4M5owC5sF%46^VP
z88wJAMO=TBJyx=W_{y|E9NvB?d!%HM>z1K4jp!?HTwjzuRI<ng+9=Bg9c|}|>w~ff
zN+w~2iA%B`OO|H}&lsg!2d_KF^+wr!C6gRpgG}>Bm+6JFdkPV=cjBLI%+U#ATK0Yx
zc5}X#Q%0#xAGzXsqU^4sO3ym*b<6s0LUy~^KY>NH3^*X)qU?^MiUIMFDcI8<C`(aP
zu?iYx;h*rgbw}B4MHMTwQHIANXIwWSldGWRmZJKq!ne!tQyeDax?*ED#mfS;h)I!u
zkP)F`*d~1TU-((e1gc0^To;tx5bq91CksI%bVk{A#U_T$r?nv1*6O(8I-%^EViN~D
zA6cpD5M896|6it^|EmOMvp=;TurIKWvNy9AwOjaA{yU$+d-3W#h`nM**-|!^wPK|h
zp||K?A~)5a)~5N$d-4xiNn%NRQRNaCa4%q2K$3Vqvq3-s^^163X019!?V?sv9pX(#
z$Hd!b#)&sil(tdpZR<AcZ0i7P9czB^Hp^3%Rh9{s4&pmZ8T{}2?-t+180z29Kg9gi
zeBQjyJk{J)d|@-I@<iFM%vVM#kxCK8-*m;a*)-kM(^Sor%kSmCJ^o99D*<N;x#P;3
zMT?j|I$`0DS$0M>-|N?SU5@Y@`n*fPnL<)r()*1vEh_}(JzNPmQ^;*sru<rjC*zVD
z&-d?)id;SL&WrmRffXl<D?!c_nRg(!T!HeUBfdQCa6nu%Bwv9F!@aJPfK!FsbP;jU
z84b%!A30%XRI@dnw~OzEAJJ!V0!|fj!xbQ8)Bbw4d9#QNnm<Z>{#)_z5BkJQz^Ov6
zyZq%v$Mx8~YKv%Xo$Ey64Xud2R43q6A=jKAMQicVA|9zNWIZhl&z01&%N1wfVpl>(
z?7~&&Tlw3@I*)j63E7GJ@m~jpf58FifU+yjS9!!m2l@}aAO@saetN%pV=Yt<xf9x>
z?6UJ^uo$;LvhyxGc1E=b3G7hqj5kzDXos>(&gZfV1De-gw?_2zLEx$NNm@RAsZMB%
zvWw1VAXAUDY$s&To)4%oK`Sv1uIfr?gR%?GC$gteKWxpmTl}_CWyY+Z=Jo!B)+jsg
zyeC_Wsd>L@ZXtWJqF=~REth@<Noa+#bIzNhwVCRTCK<*4(CnKgc?wL>isEl;iL$fK
zt3oz?=cJlN$BEx|=*;N-?=(N0AyFth<Gdm#Qee|nNg`~C+_<$v;5hFtozMbhr=91;
z@OoA}Ejpxtxaj0dmZ2LphaT-EG)LJf=Q%OF)Bnu0DMhR~&G+sdG;K@xdwpL`Xoj+X
zoaf|kGsv`@`e8O95@jcyXT@)G%W+V}MVt74%s5^P)FZEirYJk%JS%>iQRdyd5}Kgw
zxbsXdF_Es9zLaO4Xf4M-9j;iykKycXjIv|S)4~eV3jeu%bz?C@x{gzFTuYlFjZk*f
zd0KSADAOuJ7+1!X&=6%uoTub~n70IV6E4%Dz``c)G|i?jn+Xk2cG!7Jn%*EwTO8`6
z?2z-695;hZ3&e}oL)k&+Nzq#TtaAU<y}dIks%VjOuk&i<T7n0<66&Jtfb)cq%@{mw
z=9#ua7J2aGfJ0gqv}qlb?ROrR!@JgVGNqCjxB3Mmb`(roLu#XJpYyOB-mbA_&PoSd
z|2HQq(uTJd%Jw=Bi!S)cFicK}K-u5UgHm?XHlf5=(b}*nPtW&G8<3hP+vD6VWbwOJ
zUCsGP%r{$(;BuR^OlZ>@DBJDaC1qb@iflh5S_><1qf$=Iq@R2es-tX|bEl9^-+Ohg
zQdqQB^3bA?8(PJwsbO+LHI(gi{waUkuAfr64HdEyCFTtEOPe7Y%62$^mlrMDq}O7(
zT9(Q);j<-eQN=VZ+3wsdWl_^&>|MlfYtz{8X=dE>T?v?`CEJ`EUE-q03+<oRL&yS_
z4tiQjW4OLynwI?KTqle*&0-$<b&_!BPjP-D7irmXhG3eOY;~>?7oArA&f8pL#I$TY
zyyN-bw2U|)n5HFvI)4+gnYCwZsXJL*G@;zYLsPX<UG*gz)3oFd=W5wn((6Bq$VqN%
z$)XyEzt&@=1WePCEzVW4r=JI{traU;J5kEgb_%W`js!hT8$f<{&K0s5TTKUxT^6#7
z@2-t%>`K7&EZOW#6!UCmd3JeH3(>>F9aE~OXcRpP)3aog^C#hW(|Vf<Bt90u$rZVG
z-ukq44b!t^qjQ#YymOypzN;#HVECO3z1L}(al9}+OEx$?(v5%Ezw+Z;(OR(B5H@H|
z+|n>TOV&F*;-~w_^6KGn0;XrlI;UH<7JDk}?Htis!T74t5n3rd!cV~TELrPx%hrst
zu07=J&g)9R^ekE9%qemS<A-)~6|?S)>UgAQ@YjIww|W4VPy(mpZ_b=$(#g)?wt?wc
zvfAk<&RG*$Rcy8;MYL9}W5o4MX_Fh%vt(897m+WE%{Vr;X7bLcPWfj?ZmXOo!}Kg!
z8T>_D)JJw1w=_)8k`=+9WNW|gY0{vsxM=O7_R)LNTm{p!<k#R&vNeND%Z$S-)3Xrt
zEDwGrTN|`0%f8N{wK{ERO2)L`hWS~tEclsh%_#E*Jq59~rNNIyYcW@Pol*vgp0?~%
zp}^MgcQR8W68H%rC|eSIUsxg5{(g@2#m=Y>KfFHfnypa`?+T!7aqw+9yp_LpJMIy`
zEqLMX@^#YoDi_KY1z(b~dyb8LRtwo3^O^5vYuWWYV}cW93xm(ep7tp}aV!zC8tbo=
zAEO1LF9f4(LGT&TTI@%$Oy&}@DLJ1eG}df5$@8OZe(*NY+W3?lFCQHdJr&W)u3K6#
z&X9a4n-{!XUNpz5c_oB@cAWe9pF&Y-!;AS@k{rBT4zEF``Qz@A2V46kczNk`vN9On
zVSbj(4PGLLmv`_q7iZ`8`}<`a9qBz$CSZP+{2aVM{I=-NPh%(jDY{Tf%lxR8ree^8
z`B{<_yg;;Ol%;h6^Rpx|I9XcZMT?hBh1YlZxHjd^$TS(|XUUx4pG0dhm*)gM%popX
zX#LW)7s9=hJO}plr{JH&fcVI~4v6_#GCMe4w$|>*l(kR9@SdNu{{E5hFSw;)ewHKz
zdt?{p#O_<PUC8cLt={H|rr>^n`C0N~@DD;ZzVlYghetwI>+tM8cQpqt^q8L|vx0vR
zzs)F1>jLIy$;{x<qP5tseg$@jY1yIHcN-G^4nK+uJ?3XgeDGj-(Y#fsEEjpCjvp?5
z&KQ<9ZkV4XGlB=o;eGi_Q1RBHwV@aGt!<WeQOwVh>A^juP3ISkY%bmT)sOKnE~m)?
zad@W%_mBf(l)c2BVt$r*g4@aY*5KNzMPj?{;GVjz{omefUV_Ze!W!ZZZX{hMnN(XS
zF52PiPp+ZO!#`kziV0d07hGTZ0*lOjQLerF7tP6+TPuh%Owf|4!F9xMo8X_N^XAiH
z_O7W~%e_j=j^l<2S~4ZLPNsA+ughS9mP`(=CdX}Yc*;R>PUsZ2D#yD#T2?eYCTPi|
z;A*0$KC&_y<&qTXO0Z#1CkB_3JzcPA|IsO;3sWv$+hj{SCs<K7A-I$@eLw#@IgW`g
z#I~M2w7y1h2ehCpHn@b4#pKTr<X2v_)~7#ro<U=!p8p^Ie|7%PBHmQIPrN;Lgm`mg
zVVl`{*}BO(O?<~kv*r|Eqd06?EWX(tWhr4%{crgHDZXpj*FVBPkNK^r(*D&PV{U6M
zYv#%wWrs3H8Kl%xoTg8vGp656lT4jV6-=4@9;S}>zxb~!euO?E>RU&@f+AZJ*KWtF
z5h9$~QN)>4A^fJkl*eP@Qhnp-86pxV->(=p<(Y^USG=A6<W2Z}eJPK}#HIS$(On#g
z;<mkeHALK0Y_hpe=kFePT`L|Fm+C7=N2eAs^<cLy;|hr&sZI4ho7#FEH69a}>PtsQ
z(VCC!Fa6vfkBLk5g`;D>bh4NFz8jB;OZB;<o$Nw%$!vA1$?$ppx~(U|AM1y|cuZWX
z&m1kqZ<{h?SoMXK#c#`5<Cohp;m`EER6Hgw)u)b@;-Wq>??o|jsXlQuk!QqT<*8W=
zZ@n3{Np$!pJ;I2`#HIS!(L}W7BlEU~iA(j7qp>j7lzwZk#C#TA$nq?bXHFY8OkAoD
z9S!C1?s`>Z^S9!n?Y><7=|ox=Fmb6qaMYB)ZCCdhKZuih(|VRG(`SW$(YL_(-Z(?<
zJ8H;_w%Hl}W`<~O)B4k=6)mft9E|UUvU`r|vb9PhBmXHU#tj@c&GeYKRPQ>f%bpr#
z_w;xr9@A0k9Y;0U+8>pV2HqDF=}xWZQ8~TwaXhA@)D(v%ZTfoOu3Tc@Z9eYQ@iz_A
z1_aYl>TQRXH=PVOt$0jFska<j249(0PhUjhF&(AebX1WpGb?%Z88L2=i~FlDvTIad
zF5@vBrQUFq5muPIp;qPqk=%+@GauTL57!!3Jf@@6>y8ql3sd(Dr?1b8E*uTboM)Go
zKMW?ED<0EP>NQ6RahKIcmO&4a;xQeiUUifZJ@t`g*5kZ*Oh>6#93@0gePqQugFn0C
zF&(8|b`%%Jiramw>erm23yU;5`H=UR8;|KI^^&8QbeaBp*N(U#WJ~(pD&1T2LzlsH
zlzP!oOuCFgmS$5-N2wPap`tZ+a?KAGk%?@!V&vA<yVCp=(^2YqN2r`3Mj74`h;N0{
z@|+`7&NrhB!|3>yC_C#2m01L%40DI^n2u7<I6|Z^bnS6&Nq_O%+TK_m;!2z3n2u6U
zJMzjIGCK3zAKwaD&)y9dze?*VrlZtTj$CrSy_-{XeFkCrGVfYsIHmdPu~a;!qtt&K
z+2nvMJ3FN6U!t||pYI82o3=z_I!Zn1$R-EGD8o1}9@A0k2}d?LAV!&YKrkJp9(QDu
z17ehY($k;un2u79IkHI8U)~p<C6oAVWhP|{hzftDZ}#z+j#7_0vPjb#W!~S0=_vJx
zBa>)t^88bEw~M7Fa?!D+yXJ?#z|9ELQR-nw200*88r1y0l(=Z$!iOg;N%MM4N2!M#
z8Dvk5GVk_L4^4m2VHXY<rw+_WWaj&3tHuomqz!LflpS!`g=hK5Fu07zbd<W^VHY;_
zk>Oq2cuYsB`y5<!VQR;&mG4v(UFfv={ik)BML*2MV>(LR>tJ$tFOKiOQ7nVax@Wt@
z&xe0Rug7$h`nQA0;Wf&<HpO(5y2qi)i~iMn%==5CwO(->PfrPdj|&&3qtx9FRkY?K
z!{9O=(^2X!he=FwcYL#vA4Hm<d5en$3w2HN1x!b&I~^uzETat174evkQg=8^a`qZ!
zc>f_D(^2Ynhe_JhDD$?4=_qxZ!z5>~L8g`NDYuzWS3IVp)V~~l(wz&sN|j$H24wsE
zKl9d4TWT;JrEU%SD!VYdTxW7c^wb`<>~1B^Uk{_>F&(A;8T3_l!6?g&%OIws)IWm0
z$}SjX3Wfxjj#9S-eU)7>$ilr27>3jG_n;TzqH%4%`nMb-T;}iGCl}^PTcXROY;({H
zaZw+cciY9Zl)5SCnec@vw@UZACT%(<?4dblIBd?M`X(OJQtHN_XR_qSDD$qpn3hsE
z1U(bJV3cWo7{6g!N?jlHR8Gq>e8@zRCWy@c=Frg`;VI|~n3hu41wED1(kSyza!gC9
zYlH5|kl<z5pibfjYV$vaG~2i#ZCYYlN?j9lPlf~rnU=p#>V4LDOiQW11>KWNv{6>g
zEv<Fb6_05tb#>5PX@&9+3!N9~&!%h5J$pCwW{Bc3Ev2psx-EJdCr-N${}%JDO@Y8z
zC2ga`w3NCs=!Ogl_7!iKtGnnzrN*7Vb*4>AOiQUNg09N>mgSf*x`>f}|MSs_5#D4?
zd|@>GuR)h&YbAcHUQJxI`KGSUt@||-t|6f)TOM>t^wdX|0T+BsOR39(&PZb=mfX%o
z;<8!i%vz%*X$u#orPQTCXQZ(Vva|ugw3NCe=#(6{AtxulDk;XTZkM_X%BIa;OiQVY
zgHB2Zj5)WttX#OhopdbWL)w0dX(@G4&`If8MwxepU|LFD7<63Dkmv4so8^LE@>!SD
zH2kf8-zFZ@QtE=B<8p==W!|L*(^BgEpyP6e7-X75&u_+KT1uT4bX1PphK^N!s30ae
z+|5YaWiTzJCI=mr<7Sk3{S?zu>MucuMHi;z>Tb=FO>`m0;z}E7T5O4FDRpkpVd;Pd
znYYF|9@A3l&q0S|&?pKYn`{%U?bzhWS}@IJFfFAf1?`dJ_Vw!E4C3Zw^PH<j4lI$j
z8DUyVO$^#22gD%L3hTEi;xR3y&Izg?C}i?nAGb5AGvw35-{XlA(^BeBL3L^f+5Q51
zuHF;bgtM`h4fC`zLty&4;<MxIogGwL6mPoyAJlVa6|Kz~aP&#Jv@T#;N=*o=UE5ct
zDXA-Y>iPfmfA##2_5W>H8OCS|-7cP08A$8WVDgciCacLr(lK5Azn^%2=6W?w?WR^y
zvxzSk9k4AB-`{9vD{8Y?uUdb%&an2fR<{O;uTvhiEVYcaw6c`45dT~LfBDb$AK+id
zKfn2d`ILE;d4jovxx6`pa$ni4EL27-&6Q$`)pX6Y#T0MqZK`2%_`UuYCx74n?ed_L
zSr;phMWw~WI(CtC5(OD$Lq=3M8vaN>=Xub{tc#S#qJ+XI)5?v5hFu<XGV4MmB~nbi
zu$fO{e-o`;TYDyNjAqf@!h=p`U7)1MqFbXZKtHc|(8;Xxl@wt&A6cLtxp>gYtn-wV
zTIpoPa;8?(deF(N$x4dIDH&Vy-m~|hlUaXJQbhL5M~2IZ2c671S4j~$B_A0Eh8}b>
z>(5F`$#gRGY!5n_HAzX4l}^S1DU#|Ixjnj*nXHLQid+B;vQU=?y~{dBNs&9W;orlb
z<G7-CS$|SeWQn~|hIbD<=v~&?ia2Qd$h4*%!I~})dY3gpNs)z~hSs#a`WE8Bq_6cy
zB_(q@S#g{}nDn*IQc}bM;nP}}o-FrZ($_juNs+a?#*3C$WEx|S%Y#W@YrK-e(#c$U
z4Cle5uXTo!B5S@3t%bkUH%kvDeXY}#6j`fkkZH}@!-RBsFzIWZrlgqD$?8>x2*~BZ
zq_5SZq$ufRjh;YPogSI=h3Znbl9Eo914kEgzScP9mY6`3_g?H>Q&b|hzHsildVgvR
zWtj7|PE~G+ax@=VK0VjrA^N&%ouXV6txZ_j?Uyi-D{o!7`qF;e)8<hC$|frp#iC%8
zX&JCJ%=ua;DTjp*OzzOA*RzhIwS@sI7OnP{7<w@0Yn`YZ7Nuc6GCVDMFz0KXpd6Nk
zo`%-6oOn?S{<c_UpIC_|%UqdVl*)Z6J-<g4Z&{GXA7$f}eZr%RGA$1-SZ0*PDEq|Z
z^^sZiBdSM1S+ufGmdgE$i<(e2PTAc=*mO|o!8J0ADoNAIlPhAh$e(2HvX0B+hqAHC
zZn-EJWd-yMr+X~Q#wfexqF|I&$|${FJmNA2Wj`ppr8gU8H8#nBTRijg1IoTvc1v$I
z$};H#;{G0Gqm|v#V+=BHY~~(~vQf$oIgu9D`SI^M!t|-R4y-hBk3!i<Wrv(dMp<}+
z)Og!H5@jQl&7!r5*E+jwwS-MSHOSUlO}pp_lzpdclxuD;Q~lOSVtB`oUp<d_=bQUG
zlnqxl%Ei(k(+C`U#DEM(*)V0JT(^v}P(5kp#^knjsIpP64MtfLN2=4iF}ZCWqHL5-
zZ<IAE3;V6hjmd56U}dd*Oy{RsO7#<B+(Nz`eCE2A3r&y7ZR;Rqtz5_rGH)R5#^knj
zpt9ELE7QvBYpNTQ+tvZfTCq47ThmJDH>=#3+_v^t7Rp-Hh0||#+90e@zs$vV*S&=m
z?*2G#{gh<6$9K*2>UcfTg%Mj%jf>E}(f!no$!%+2C0XwAMp+TOC?>b9eU#){>137n
zLLT4c#^koOw<2$j`m|PZXKI+@#^koOmy#^^c;iKbaCkAfZSAQf%RSyG%ZD;dZd<=q
zlBEM0Wi|DTx*L<*)*ec-oNq>1Ft&!tZEJTWS^B9_7IsUH$YPhfI}UF*C0Y8ZK^FcB
zrki+JqZ`V)D#>#88f02^9FVRk>!KvfUDqg!R3VGua(6*lXC+zgx<*-pg0c^FT<*>&
z>!c)$8R8==7q72Kolw?MNoMI}{`#Kf?ufDuO0ryPj2HDjG1CEM?UiKdfJRxL_o-2!
zyFJR<Damq@8)bD`=*wU`l(kio<sNR7wLT;x2k~rBTa>j?lBGKvWnE9exH;WzgbeoZ
z)=F|ZRX#oRaks|CS}AkoJj%At(Jzm1EKw=aX`y#7a<@WROJ%M!sZo|0E#DGlQOaC7
zx&|2@7M<=W{An$exxT8jhgUGQZEdbh6^%`JlDYpNaig{6)4*)6Duh3h>$7}p7gO8T
zX3BVB_z7o6FDx%)tuq`B?U1Z_cPvb8TO*Z`a;Fc<+3ABg$F@#vvu4ECv=szX+t#Ma
zNU<vzWm+lRu`so5ZK4bmyTas7uW#pWAX>XB5&`AX7C}sHTN^6_W$0s&X+d&&$Y<^_
zwQX&r^b<XuRBn24i>NngHE8C8$fsH%eW!Of!qIK0^b?cPC`)^!7*pHU21*|}AbJ^8
zt8&B5Guvrq^m$BeTk9)5L>DGL$v(ftCeekaXWhL@Xa(*-!HLU_scmaLrH5R3jk1s*
z_00oQ+t#{DC$Th4Ue#=EbQRIs;^n)VAMz&3-I&_8)=}EX)*gPld*XZ1(|5~X{<=;J
z((gmKF|}>2t+bF^(ZjAY4rUax^*OT6AMHKTxiPhEt);Y(%a&1=Nk2!rF|}=tP+G`k
z%ODHCgIiGq4sT7Rg>+_vO!L#@c6Uvb)lizs<EHTmc7_+NfwJmKQ|VYnS!8jzs`veW
zGXf_Ejtd+SI54nhV5h)VflUJI1Zsg{fh7YA1?CIP5tt!R4fM0WOaBJ7w6~?Dz9Y@v
z)85J6%HG6Y$FAAK>?Q4m?D_0D>>2E;-H*TH&-gulouB6?_yN9Cyjfr^U(V<AIpPU}
z$$T6i!3Xl5yc2K5oA5eZ<6*ocFU0fl96SS8xgUGSp0RuEIy=u!(2}$e%|~<43{<6l
z<Q;iN?vd-_UC<}U0kTuP6L~FJPUeeu1J59n$+-W#<^TV#xBLgb3w#!MFYtQc`M?u_
z2Lg8nZV6l)xIA!v;2i%G{s;Vb`fu@H>%ZK8zW*Hm8UB;~$N7)&AILh1=T@4qI^z9d
zVXP!8B;KQygJobU^P}(RGkT9+r|0PjdVubvTj*NxHkkS1jVv?7TT#Z*5hBaglXjx5
zXcO_a3yp?BNCp4-&-?$<#^T@qO}=-;Uff;+Sj=7=Skzt&Sj1iwSlC_!7-|<aLPB52
z9ttdIF9Zy+7X%ithX7sn0zjwT1q`-3CHW106L_890AAzQfmiu8;1zxqc$r@TUgDR5
z7x^XN1%45Do?if-<L7~A`8nVjeinF|p8=lYr-A?QQ^1q_AK(do5_p`S03PGVfk*i<
z;1PZlc$gmn9^!|A2l*l30e%p;pC173<NJYo`99#^d@pbh{~NfQ?*Z=OyMa6TF5nKn
z6S$r40B+;kfq(IBz^(i*;GcXe@DKhca0~wf_&eVM+{}LmZsMDP8~G;S2EGxvo^JrI
z<LiNI`8wblz83f!Ujtmte*>=KtAQ)|D&Pvf68I}$0bI_11uo;uflK)^;1a$RxR@^i
zF5-)U3;8180=^J9pDzH;<MV;Zd>-%@o(!DJe*yl?=K_=X&%i{U1f0VYfj{v%z}fsK
zU;>{F{E;UBXYn6_Gx;oFJf8`i!Q+9``3&GRJ{{=c(|~U70mgARa4L@jPT^C5llc_j
zBt989kxv3n;1hwdd;)Mhj|Il?@xW*v102Vrfn)hN;21s@_yZpU{GR^+9L>K6j^d+%
zBl#%c2tE?{9UlQ4&c6c=<HLbN`7q!RJ`^~Z4*?G1gMkD2Am9K#5ZIp&0QTekfqi*D
zU?1KW*qiqO_Ts&PJ$WzSx4b8?2mcn>o%aBC<K2N>c{gAe-WAxHcL8?doq-*BCtwHO
z5!jx00Jh`pfo*v^U>n{R*qXNiw&JaUEqN<o6mJP^!J~l9c?)1O-W(Xon*p2hNMIA*
z6xf(I0XE`|fem>hU<2L|Sf4il*5mbob$LBt9bOk$o7Vx>;<bShycVz~j{w%-HG$Q6
z4PZ519jNhYz;LbstMYJQ6<!rsnO6Z;;+26Fc_m;4UJ)3^D*(&$FyJ@5Jg^-923VGt
z1D4@sfu(sFU@2Z2Sdy0lmf$6U#d!%}F<u;4lotaQ;YERkc@bbJFAOZiLxBZ(Az%nE
z2rR%ufG%DD=;SV7Fn0p;^I%{;o*$T(=L6>9d4aik9-xEg1_p5lFc%L3=H$76Ie1QB
zcAf*6jc1p%XR&7mX0~SmX0m4nX0&GlX0T@j2HG<K?e;(*x7&ft&Vkg<fW%IL0d@jZ
z?EyfWT?Jb0HlW3B1^U}9K(pN+sMyUwlU)J&*-euCtKARyg?|Np=3juH_-Eip{t5Vj
ze+0hgAAs-pd*ECC4)}(@1-|BQfUo##;7k4r_=3L#KIboh&-ioTQ~nJ2gg*s7=1+i+
z_+#Kh{s{PhKLp<A4}kahec)Yw4|s>)1*Y&jz}q|pc#Gc#-sHD{S$Q^K77q5|nK{^p
zXX0QVo{@un#F+x@!vi_khub;WhjR}0;f#ZQIOSj;PB_?y2XL^DIFW#TxQ&B-xRrx_
zxP^m#xIYK`a5D${aD{_?xQT;(xE}}mu&*5K!@e-E5Bto(KI{_%`>>A;?881Vun&9B
zz&_$M1omNX8Q6!tVPGHemNu}Dcv>6m!(KA54|~DDKI}OI`-rm?*oQr3U?28`fqmFx
z2KHf(7}$qBWMCimfPsD3eFpXsCo!-OyUV~n><$C_uoMRNVYeCBhuvaeA9j<0eb^0l
zQ`$$I<8A=2vFpIA>>BV2y9&I_t^hBw%fO5567T}M2t3a&0MD`Wz_aWe@C-W(Jk8Dk
zPqEX$f7mJDN%jx$1Um^l&Q1W2vE#s_>=^I}I|@9^jsOp_!@z^=5byvy2;9#O0Qa%|
zz`blA@Nc#kxQG1>+|Bj?cd^~Toop9y2ipnU&UOH|vF(!f{PtjAK6`#(UVA=Z9(!J3
zZhIb}!w&10J;)C0mpzvq)-QWbJFH*g^bPBmJ-Z#&FMBq7>iU({o-OtM|BL_X{r`XU
z{C`1l0>41klQ_~%d>tcOz|(*O0Sf{~i7ylv4X}vsZ2qp!P<yG>)gap|+fmz6+gMvG
zTPYi{-m?B>O|bU2*0$!eytn*gS!s#2w6}a?3G~0`zso<#e~5nr{{rSO=5yw?<|*bb
z=1S%)%421pGEW(yG*t>KX47TUCet+2w<gV$)9=N<KYxhF|C1`~i4k6juM=6U2@NfM
zn}}+RmQQ|HIu-TaP)VwUvWk3F2Jx81gA;rHi4-ZI`p-nh&RfxyR1swr_##nIGC><y
zdX6HBUEpawZ#70z1(b#Hc|sPOW6+(Wp+a`ORnp;u-fFX?FqD<&6J={Bk~1w4+0e+j
zeJrKsq_tKaW#8~<@!KZ!Ze6jM$YMqPdh(5Flvc7&YDHJlHz+H|qh(JGGH;SF2}|5~
zSw2d%Hc>q3w^vj{L}h7_KWT!Ne}8I%I|)nNco{xQv}TlrW8r=hmbmfKe1vFi{4Wj1
zYcs{T{m|jWfM;nJ#S%AOig%a8JLG4ju_z;J`Nx3#Zw_m&4XMR0Nm$}05<zW6W^!U^
zZ2JSH#cwO0bI>lkx40?^OWb$~UQM<(AZzD%Q4`Z@>C4w8_Gr}$Lk828ge7jgIIkdv
zcjBCHdk+@XW|7NY9v_(1TZofX9LKE~FCtrW{+>|GC0g4mpOe+H>$hi;u*8iQ<%NW7
zV&Hn$ii_g6Rj<%#$W^VBUa66UC2qV3FC@EQka=s@lCZ>$7v_cJ@ET>_;l&a+9xC<)
zAq!pd@b{tOiPf#Guk5;;HXvByCNB9@^mKgRr;ocvh@Oi2ugnd#OnS;O2}|5~L6#!B
zU@G>xS3}X-v93#Y?bFJl6|lsOhp^jHraxTOV$bqUm;cnl^t-J|SmMSDu-mc=Mj5_9
zD5(GruZta&zb&?*sp2g0+frWI$G+D5^}KqL3uR8WP4-mQ=0uC%cB#ScCWF&_0jqC#
zFxx7P6?gDxRVs{CXL1QU)v8ucEs99O>KmS)ZIrUnRi^o=V!mx%(%w-?%c7^ald$@R
z=VL3S1IkC|^NZis@}<==N=v<eSH+ct)i*pZTP{7T%7nRY(S@j8WBz=uXjsdWgw;1Z
z4_hQJ8a(BvJ!i#l+qHO9auIJ)S`t>@@Z4;klr>(yafhe{Z`HE#;Nn3V)*~ii^^JHD
z>uf1AJ$XFEB4j=8_3a+(y&sW;)i>gOEi>e}m7M<I?-Js-Rm@#F{E3!PulY;D>KmSm
zO_Htcsx&W?c&@+I+_Gcb$I{jiz52$+bF%McYo&(|J=slIK|G`9H%u#sivt$n@EmNk
z^sGz;>pn{nWs9SB{IUI1+Hb=m9G;zxmaQ3NT0}G5>#+!jXJez~L^8_oq1z-Z!r@t2
zThWCHd9OUYU=lrDy-_*YH*JZ=A{?HDH50P&i;84AC7y<AB_EXx)>3ctMY@u(2#058
zO{M8eP2cM;=38X!CQ-ugEn7^&A{?HHHIk-px~=o;?P4OmEV!cQYj4?15*Fd`jN-lg
zq6-CHC>g#Nzb(_)4zbVEW-k`u@C@R${X$msb&(m%gbd!grsdL;`AJxW!vpDNc@Hvl
z!5{D4JEPh@Pb~ZNi1)P#Nmzu#?R2BOZE^U@AF)BA2w=e4ndU`Wk(MxjT}gKIEKWBz
zNhgb{r>~Z>2uD77$r;^P)K`|)1+2p1lx~za8jKe;>-ASjScSt0-6-#s7-e27U=<Dz
zpc}>T`pEF5P)S&Y!&SOm)=C!H{i)Yr@l<HTXALj4NLvQ63WwY1a&b`~*<bo?!z8T2
z;a0lbnofqV!brj@9B!e@#f?v&*6!)W6G;{vH-GU8aUuKp_R*nYap++AnmhWxF}**^
z%yg-|s8Qx^4XbdtLKjQfakK4(xUtnfx{Yl^B;L|=C1Di~H_?UCrbl*`pCu}N+sKvX
zgcemSwM;7st8lm<T_|m8kfn_qR^hO(bfL7VL8hTi6R`@1eW44bO^q@?eNj!sDjfD%
zyfZzWEUP|460r)0eWLSZPxnpRTUhvM`%KS%arf8q$eYxnye$!{aM(vWH<NIg8^y;j
z2-q3b?(WHQ8QW+M{o%$$tioX*sC;>ak1R;P(VmD^IP5)562%jfWFfw|k=o|{;Mx%t
zaFXXv)T?kz>>W)Kx5kY!#g&NVH|#A<l(kYl15PL85DuDKZ8Sc}d+#n0%Wv2lnjrl+
zcy`gx(}nCweDw`xEsy?;eIl0Mu-9~g`0bNdeH>m)yiBmoQ@O%v`D&*|WQkaQ!(P!?
z@!KbVH`8`nyzQfncrv=#bnpGxL@d8yFKMj!?M9iFLBFq<h~+oz1&tA{P3(PWWVzvD
z+U9;)lBakBw?r(zVb5udXw654(>4*yZ`d;$Eh}N-eqNC^ldw|YbNk_8T0Xr#BoWJR
z*i#xUD`AYXARG`ZzhO^kbggu<oVw>FV)+ewOrvFqi?KD_mJ_l3hCQOuvc$zGv*K^V
z@*DP$M$6h2gAAvJD-p|Y*aI3ZoxmW|yiS1SH|#!*menRkS-Brl9W)WkZ`eH=Ej9$B
z%o{BxV)+fbD_+0vE7S6QNG;V!#PS<<hepd=%EpV<u;~*C%Wqf;jg}Q1Mp^lHsg*E^
zSbig-yV26~&X)~vh#0B^JRIa*JQBO<3mdydM@!E$$h_}HO2qOTc9V`2vPp>}=!#Zi
zhD1cf_Mh&3>sTU|->@6BpIqs~Hhw?kskmsh<dUW)-u*Ta%Wv3q+E1?Z2AO8oWA;QW
zzhT!XR5}=C_?%86mfx_ew4Yq*jk5g7vQ8kcD-p|Y*cIAGPV(d*SLSXaRxAi(G=iRm
z<u~jy?IS0-QD#bwDqV?Ke#0)&K5~*9Wx235EWcqFX&*T)4KnZfHBpw|$laS=pnc@D
zG|FD5mVTt3{~!IYp8xaxH}C&1Pcj7D57-^>bHLDmh5;e!SM|KQPMxZDRV%AmZBK0b
zZS!p-ZIQMjHh=3C>t^e8Yfo!6Yc9)6%Mr^G%NR>bOG!(B|4sj`{y+Nn^RMNf*Zj_W
z(!9bv-rUYy&TLoiDm#@#Ww26TahX1w&YISkCYw5&Dw;C;J^CM?|6S8C8W3r^A<_js
zXS2QQEds&w?%Zp$Xod6*W*SBVHmiAvT%?V%{LAHP6Y83V(SXfj9wI%}D9fPN)=a}_
zz~*lrB0be0^FG`*4Wj{@**rvegHfh6{WCQtn}*SVO)(FVm0X6_w3<($RMj;NqXC=A
zJVY$gKC(vnVFz(d!)U<fXC5N`-q>2L1-cBQ0qa+DKM^!cyvs6|5$|$o-RM|S(H`EN
z!GqC&^^3WmtgSJ~G<@36gVBKXvl+^R&NN(nOvKr(Za1Faw5Inp7aoiTte?zXWG(Z$
zECCBOvAH#FZC=(Q?HLV>2CN^=UBtK<Wm*P(XYgP&VEth3Ab;DSsT0rT6BjKpesn#j
zcj@wAG+=#iZXs)H>=9M+y%0UE)#FjJGp(n3G+?v7GdC2qTod6nctW-?_)PXZ-WRcX
zFetFTH8&K-GRm}&XEFvE<nmxpV0~k*FI&^!aMF58_?qe?w5+f(2pI+i*4O6xvNfYD
zqEPCz^k7h6ePymIj5T?we7UXoZ5NgVcRjD=(5Iybg97VIb6r^(W|WoDw<8Y*1=bhl
zI^wrYW<ypUtSwqw(W=<?vEJG1!JxqU+$`#Ld}Lb2RL69AFetD-GuM&DZHCsg9Qx7J
zgF%7ysaZbZG^L;4#x{4vMOoehFVh}9_h3+9ePWhRIQhuV=<e*npuqarTw5-y#@4*g
zwqQ_TePpgJt7!j)41)seLvw8zVi;xKf_)4MtPjk!Wr$&vJ<@X=9t;Ys_szBCTK+F&
z7!+9VnQP0n+#u8P>7{ZW3<|7w&9!BnnL!qQ1t$^)1=c&}+Hx5*$h6F`gtT*cFetF5
zm}|>r&?v)q;CL`7u--P;mdl_)=6&gz2ZI9ZEpu(T4Eo4m$1LOWU{GMaX|62;7K2R7
zXGtx2_Fzz8y<x5`*Egfgg#&^?f%Uq%wp`zgva*4xtEC5n0_!z%gm9TDnVdOFe-iWU
zV!)A7bG<vN2ZI9ZRda+KUZd<UbU+LWtXIqta)~y`w48b*;=!Q6df8lAxXgsnzn2^z
zC03+LTPnXeu5t7Q3<|85%;n_Tn|$frA9C$gzE0cu&inc!4+aI+i{_H`MK<UDl%HRV
zM}b>kldmN5)-`%CD6n2ImlW=7lzF2|PisAPu%0)UEaWTGIC@qql$|q|kX=|j>%cs*
zM7LU>aR0`-v@Wzn*;#X_TvXd%DSYpySjp>;ZPTo@7J@d7LfIK}sPuZHtbl$>^t3?P
zX>+LbdZVm3{<h{QJ7o@)UT>6z$IIp-U7ltr`^OwAz1}GEuDy{cJ82G;UT=`4Z68fh
zcETJgz1}FpZ^w9=pzOFgv}8INzJA=(7-h%Ip>lCBw5HkhV~VE{%8r^t<?|3mSun)z
zqNfc}cElViE2xdK8csPc7rQ(SP<GfHDi;T%tWm+#6N9Hd$_|-B<>FwJ)qb0rY4X%V
z*+FxtTpWzD0y*Vwl;rZ%McDy!sPuZHtb-n|c<P{Rzd2NTy;0UI1Wt=CPi>U#GlxpA
zH_BRjU>$UNY6%(Cr|&g~rc)J!c&m!b6M>EWZFb7IY`S=3*zaPFe+;g-dXe|Vo1U5|
z+hcZ0r#H%SU>H&ZWxLHm(iPmp{$4KL;M#h@oIZ0)Y9V;h>L}Y~&K@H6$uF%sWfnI_
zTFtq^Ua$8)e(b4+vYqDaGU;HDX^LLV?9ouR!<=0h!6-|6uq_;A+s)a<3hg8FZl_gI
zw#{spYs1UKRa-U}UDy(~E8}W>uGr<Ng0jCvc|tl_jZP2}xIC3nw$*HrOK*pKwf2kj
za_ftg^XC}j&2D)rq3lnyMJ~NYnRn@}h_XM-ii}p8ZMnTgBwbs7KVVzIDrs(70cBgv
ziVQ;xGOf%>eQgLs+3#jQv8GO5ccp!mgQB%>&bGKYRdeD>QyyiT&3^Kt2AMZa;Q0n+
zo6LTq3r3k1q~DS8ltbA@v!DEJhSoHfepd99McD@BvrPB3@jMKa&m8wFU-9cYZO8@r
z<KDPDWl*+W`7GB4gDlPTrBSv{`79^7L8g7PQ#V#Al&w`h%SmpO<*P1NB=P)dNtCTo
z-iR#pRGPW<NRbO`wZqc&aiB&q0xf~E-;_5ZsPU22d#|qz#Zk6ec_YTnDD$S}J;hMA
zN_iue5Ti_sxSD!m_Y_6hO69ejZ)3i-7tJij?b9(wtB|w+zX-}!D6fSB8f980J;&%N
zjIv*q*D@|MwC4RPj3*Rj%azwM_A$!5(QzS^EmNM#6VK=6-#lz2_Q}yUTidEyUR>`B
zqHL-1RA&7QGH*h}6N0iO%2Tme8f9ALL$KD!^M5zLfBx6c|Npi3|NoEQ|Mx$4|Nk#j
zf~mi$wke<Ad(ja;R}4;OQz^>{u?f3d?p#++yx1jb`8Fp__P!r61}C$rq~%0TUzyi!
zV{kH?N?1;a{m`eilAmESamC<dHWjy=5c{Ez3?BlD!O3hYW;r1o%|}+DkBs^rxngiK
zn~GYF$#A1lck!AY;X&Uv%vPq3Ry1|`<&M!Ov&mG%a!iIB23ZbQ49;RxVaqW&iw*zo
zeH}^+&SF!j<(PD9qpVP1YLpy<v)EL~a!l^NMp=2?Ct`3Gn+jTvh>ON8__g#b@v4><
z9|wKhdsWK`jkR;d;4C(USPsc?JvwyeNO8ZS#f3VTGv3xhw&~-Fv)EL?a!8J=QHHsg
zm;(A_H@Pf_#H#5dbBz<zTuu!a%A6MYE^|-YfxYr9m$#JXFA15gRqqacaK$)L7Hl~n
z$L)NHa~(vopyk8r%7x?JXVPMVQI_9wKt?S_8NT-+CO^vZSq{kIHOd@%Xb_VRWqB<J
z<nS70`EhvjqAZVPpSVjI_fVFIh&PjnZ_YHk=sl~%<Uv_(%f1Z0GVd8LCO66)mVM%)
z#@4iQsf&aw#(}aR%Wi3`V{Zm;i527aX6~<Ir3%symN7vn%VpUujpZZL<B^zLD9dTt
zEsbTA;ky%Ja-uAUWv3Y4xc0S*maQ!O`0mG$@B3(3^qnv!2g<Trc8cNkk>&54n!}38
zj<Rf)owBFK*0SQX%!ab8md&!K`(jEwn<9Ez`}o4%!CG<sj2Dv?WmzopeyooSze*94
z1!b8nn`KXptp)3McVjZ6ER$uObeUOCIy@GS-$j+rf2Q))w52E$$}(D(3E9-QMIs6n
z60!@IepMH01zW<1<c`UhDl?ffSeA*N8fE^jm<-rVpk;x)+L{c`uIoh?*USv<a>Dzh
zTudO!?3Q2TNbJ}h+~~TH)f@caLcuhd9cA3|iyR4~45P*vjxuKXMUI3~hA$nAVJM@P
zpT)xGS$_0^Ib3vcOy(jjo_Yhg7>Y7t`B^M{J~B+g#1NDPSbi3vgHfjC*K-ar0Vq=~
zKZ_aUBg=tSQc-5J%#y!tQ=vYs#flZR`ea9CZ`yCOq0DNTB`<1}T|r;5qRe8MB`<1_
zd1Ln&%pRNkE$(0;vv{tK8Y-+%YJ7=92fdlb7|b4<%ocY>Uzuh?U%~9LNwLI=F2qgV
zb;(piENo@ZF6f++)&<NSn@pBiF}yx9JjTYDunT^c*aGQff1$5n_So;MC04|sKCR&l
ziN@@)-xo`)7&oI#GwI_NjoD+r&z4v*Eq!De^&lx4v&Vj)EU{u*8fD&MwP?&9`+c;;
zT76|&9{ubbjoD+r50;p0;u8iDkL%?+C&sN%m)CQW@p}obXv`k_y|;WXCi&EgH=F04
zCbsR_ZS!rhd2f70WA@nZo#lIRKJ}56)R)O<%pUu_wG5Yj`a0WB&t;Kc^IrV=EG<~y
z5TY@A?DxhpTw1{(^PZrhF?;Oy+A>_Oe+HRWTpsJi_vxZBd+hhhGEBzq<Cd&C+Dvqz
zj&@_vyzrMYJ`rE$jmGS;-%HCd8M_;0`0B@K%pUu_undzyxlxAiS&AO4Pb9zRmSJ+-
z3^FY@9P4|yq6eYunPr$9H>0dzalH!zQTEg_So-Oj3&X#PGj>#TQ0|#qyr2Jz9)PkZ
zmci0bjWT?fQFMQlJ+=&%erk|;vw6||Q1-|&P+W9skHZ<t77^oS{-LW<-1~HQbYGM`
zv<wuU<s-v4fkpR0*#pZ!VN+ijn!Y#6?pp?mF8Ija=ts)vUMRa~87N%FDAV!@y9=c&
zx+lu+S_TT2@sZ^PRUKFKw<x<~87N%FM^>#u>ai`l2g*_`1LW-eJoVxquZ0y#e9nDz
zkoVXYjoD+r+m-=xS{h{D+JtD#9{b(0^p{o`neT^2;=PG2-nRH=Rz<C-9xX;=_So;H
zrLVl`{WWbDirTEGLGt5+T2}qU9*x;!zZ;gm(q)V?Gs-$+7p`0S%HL*`6}RZVfZ1ce
zYnI;fq6^124EZ2_+xbh!4v6nv>4~*y%pUt)waAy}yUmTmFO(I(?S}u%a_`b+2xgD{
zu2|&D^L=EW^cx4!m_7EpZ0R9)XG3dR(H~*caz$hI*zc01huocwvO;>)6OGwpzl)Y0
z!lpj5>Nwvpd+c|?(oJ+>+JbD|e-SkuQCDhaZc)b@r$l4+*zdfhTUKA0<{e(l9{ZiM
zbQ2$Z@oCMwFJSiA@2sVpFujiqcbRC+9{ZiKbQLR-`?*Z1i6y%3qYaK=Z!JtTW{>?&
zTe^xh#3=LD7)4|D*zc63qg+G!a`D|U(bM54vu_IZZj{lOJ@)&@(owD<MwxdFiNuL?
z($Y@Ow-tk0m3k&xyZ7Q3?TI&Lk8X;x6P8AD?X6q$@qmkB4VmRwc6O*1h*oHVvg4LU
za_u$B>g(Z3bYqkqvow;6gF%K4n0o#{^}p-<KY?^0|8w{M|9jv6Tj)R9zqx-gf2;YL
zd5byT+}m8k>`-1S$CPEtIHk2xTA`-frfsI#rU9lpru=>%{7%VJUM%{C(#}>`4$!>=
zE6-dO<Cy=zvc-9{CM8pEyT+n#C~a+p<p3FEUaQ2SZzyeSh2<V*kZBEnhuF#$i@u?>
zwiULdla<qhp;+_{rIoF)+{28mX@#rEIL8%>zM-_V6_it<WwS+(%%Th3MF#kd_dZQ5
z`i2r^D=2$vka<%bvFIC03tK_iQ-jRwx3TCON^@I5*;Ato-;fuJzM(X;6_h<S$TWu@
zBE+I^D3P{;vZqEFeyleZeM4z#3z5Dtt7^Hu;w>Oi|J<)NF1z>kVJ!NF(!>@b4}%7o
zmJNojiYpd<LuqUa5sQV7%=Jt+J^F^y$QB}3_J7e@Bi)6RhPJ$7WuG!>)CSiCVTEBM
z3td0t%@fBqL|Fq{UU5+$nU-CjAq`Mg-<DTg)JIk~V`|npwm!=0*|Lg@PCaD)d+j_i
zAmT%No0V`3zGLg5tgbDqXw6542ddb*D63=3B24e@+dg04NussabC0j_(*pFcFSZWK
zYTL4i;q{T>dtzd1qpX%Ki!i;9EU$i`imipR2wO&(qj*+!?G0hm=645fGmS}`Z+L4(
zscFk7a}-9I{%YmivHGnQlTyQ$Q5wr2Q(UolPerM2<MOo9XkC?$cCqqD9y1qPpLR98
zr=nD|aXHccg$(bhD4LDS)5^b);XM^4TvW!VlVM~Vi}zHNsx~f9E5_C^PL9QUDoPa_
zm!}n@47bAADmbo{ZCq^AMwv$RgF|d(lvT1>#i|gu@L8LIqR6ymbhd}5PiS`O1L96!
zY$cRcv{}W}Fv{?NpF6f<s?4NRuvw+&8Cny=Ujds5vsuNQF#fxSucL_#Ls@y7RV)Wa
znfK#evE@<rjrEJT=Q5>xi@n8%2$vH#$6LgC-v=H04a&+{zm!NP!&j)smP1)t>le{Q
z-`4aqWo%iLm9c&iT`<Zt{izREY#Ef5wtkeqE$O$u(?x-7tM8WiP3^5UJ*AIpX_S?+
zew6pIjk5AghHyt+v87N}()v-}$2Q8!;4W1XWhJa1Yo(Lr)8oO|5-2Nf{V4Ba8(S;c
z7$QAaEasn;V%Co$uJMuKSCV2e|Ev_XeiSa{BP%%s9NiVG=bvp#5$i{31>;3SadE*k
zv{KmmQFxwFmbTIUKg_*%SQFXX|3Ar0CYekUVgYQ#k`U~@qcS!`#fAuCMaABGZvjjK
z8Wj|z#I@_H*!!w$*VT3Hz1Lm)>bkDo-+hv~hn@KQJm2SgUC(n}U;pqQUe`G}?Jn<g
z<{XrvmF3t^WUoqI8a|<xgfg_UEc=O!sT?aotSCt6Nhm`rL)cHSK;>Az2Mxh~v$CJa
zuDHCk^5T|Ok`=LF_7kjQAFO(Pl0!|lB%urqZ@Yhjb?k$c7sKr&l%bVomVCn{$E3Ge
zlTe0MmSI1UZ6o<_<2-H!Vg;0;m8Dtodan-_gOLZy(8^NmCo;+9r8OGxH>5q~EJ-Ls
zD@(GUh%=L8wVHdAo+Ol^l_ofN_Z`-xl^DmM46O`eKf$W^DXp3JoQ^pu2)dVS#Vbp&
zpM0sX_t=6GI0(hrkKk5jH{0=~)^2bsPlps^T+&-VNyQN>#(o61BFCin|B{L!Rus+z
zeussKLQ+yu#EP&Vz#XTqxcqSHVW`yejAy=gDS}ua`+>MTIVM@~K*R#r55(okF?>xR
zDF88lIEeTiCV3Zs#0s<T$!|;kbNIk!;M^yb2tGSTXwsi7zz9oHVZ;i-dByLrGGZQ^
zR0y$x>{}88=*Wj-;5KT*3mgVPEv6qy1raO2zJ+<@gHdD}!OnA10mO{#YnVrKqWXp`
zV<9X4Yx@2#l+diBXhMvL`LQnv7TKW4b_jGky`TF_?J%JRPB%Zq4D9d3dyx0$+re*J
z_TXskD?;#M;`&Njl2D9R>e<I&x8{san7kH}z?i8muk7iUKUgS6D|PH+Fd=eG(4b94
zF<Qy9_eqD$Nx1UoODJv3%q=BaND^%liqT3fdmozMgO%DUwiLx^CCA<&8e;a>pw;jI
zM{M!aKi%~g@Z-oN6r+_II2{eY&Ap|P0gi=r+Wlo;m8F8zy(mU2)$BE}si}vC{#K8K
z&3n#_3I8Z1s7bJ-Jcq!QES&iA#RR;<H;F||#gfOOXYX#aKuvZ%8o)=pBl7zV#b_nN
zUICTa2YZhFhGMjmX0L#;^uaJIPC_wSsbsGZZ9-ltiug$=Mk^KU6*AxC7=9O<q`)Rn
z>}6OBDVd7{E<@56+hnWqp9(^~?c%gVF<SABy$oaOgOwJWkceWm;wyU@#?%L^o$E14
zmP8bz6<^rP(7nEx*SuL0r;5K#@tM6yI^^7{_PyZ4rkKixs?7#Vj~^vYLF^NIk#vY0
zGm3Iv;$*}=vKL8*$T57EK5-IaAJ|`@L!2q0u}2<2w9@|kj6rXO+FsR<<o|uBzr6W>
zy5A7L=6)u_KZdi09}PA`S3^yMUjJDCGu+QNQr}8%h8rm^={D%>aFbd+T|xdCe}s4Q
z<M?)P6Q4qRUAt8~TiaLLNE^ug$^F7D<0f;_TqTax+|lgP%-0OkG}V+)|E>N_y;?m(
z9jC6Y=GlkrJ~o3L&PK5RfBAn7GlprySm|%{ReCd>LieE?(EiGo%Hzr<%8AM-Wd$Xp
zxTV;kn5!6|Xsjp(&G_&9v)ECDrJorYFv3Y6ZGTLy1ZO~+ox1m|i7;4<<LoHH(oc;H
zoNn~NVoQ7TH9Ly1^b;ck!{LLCyzUJR>?p$0e;65<QNGw|u{0E6>EF3dFr)0J3itgZ
z4L%TqM^g<~h1MIrah$!sIJop<t|M3pd!^|M`3&;y%=l}aMhaFE1A$C$?}ykUt{sGX
zvl^AFIth-m_h{)>(!Wc419lW)>4#i9Fq=LYE?9d4miB;aSK~Vj^#MDIu=IVdU3Fhf
z@F!97@+%fQim>!Ou3bT2OtN71URdc}E)oJ;dtCV8>Y$x<g;a9t#(WG#So#hZ32~ec
z_E{9g>?p$0x4B5ty|U5-rI;GoQG}&$ajgNH)%(=y>ah3OV}xc^=0+h<j1BB4G|@M?
zmM{vAjkK#A?9g<LUkE~=P>+}#I1gn<p^3i1MUbFdd{wY}-hoBDMcRw9qtHZO=g8Bf
zz8Ll!3QhDiE`o%jveKlF#qB6G(O0<$FmygxHM2Kav7^vLU*RH1fF>`krWnWBQD~ws
zbK#_=eA@yyPC-lmnDBAmQYo6YqtHZO;+l}u=f_>ATpIWus$PqhgYpEtwb+hA6Md0u
zLQ)?&#)*-J9fc<P0@oz`I}E?ovZK&MpXZuDx+^bDN-yjvG|}g{CZykFl}bXB9fc<P
zEZ2m@=5h=(OFIfp^ck)`iOrjrJaVuvEWihkj~va+uM~wQ`ZumV>0TKosKf-+jzSZC
znyW+lZRg<7UE~|zht->vd?pkScWCS=G||6ubx6O-F{$5BXrfPXbx6O-u>!ajP-vo0
za^$($SrZHWQMdy%A@_Le#M#oP9d;C&=wG;6WG%=rp%AVG6q@K0T&4El3N?#s)&Lcz
ztK;&89lr`Q=XzsNI|@zoajuf}J1iO}c?(?i$GA#F*p!#n^`tkwu%pmKALS|$Z!X8;
z!$fO|LKA(2s|2IqgAMV%EoZSe!%7cxWnq%rjSl?`_<Ftvd3-xu+BmeM-b5ebO2g1Q
zj;!E%TA<%<z>ChGgreBJs5j9Exl&NttlM+p4i3Op{+_&jXMSmovC;#aKdJQ4`3dTY
zfDOnSkT_l_<tH`)^(Ojft}wCW<khy4@Y_1P+HrHKbZ*g(dK0~$D@-i89Fr_L>P_@M
zt}wCWat!keJL*mJUal~)<T6YsECwWY)SKv^xWdGe%dmX=hI$jdhbu%n<f{GIn~E^W
z&wtd9-z7axVHfo#HNBfNk`6gDAMR@a?D(wEmq(<}!|W(K(YrXEr+Xi?I|es2cWc$A
zLWQsS9fGnGy^~XdUvTX3D<1p~re)~~?@}KK791>;o#-8!uVj)BI)8I>I8^%J>AS?~
zQUGj6*@@n+c|)8L+~$!4Nln)#4b!R}mo}N~C_B;HG;fHPkz=@tZb#XP-l};@EK-l8
zKNpsRN*|wqZA}#5EOwNg=q;M3#FEP~jFassJJFjpzY`BQGi1xJBjC5il4&d*m$IYm
zL~qhOh9J|i_t??aXJ8_AOgT8$mfup8o#>64`(#Y-Q}uWChTj%5<Za2)`54Mh^ajm+
zG754Gzpb*P>_q2jZWH^K32$8-g~2k;4r@dUsASktcB0p7ZWH?^$8h7&j<OTIPIEil
z7t6QgC_B+>HMfb|m6axKxY|*6qJPxfCT>@beHBGjJIYS<8hCH^J52HmC_B-sHMhx_
z%1RRoqQMWrRliDen|K)+mcL|BcA{5mZWAvf$51Y?qwGYl(A*|7M1~20qJCnxV5Q47
zw}~^7V|XLK9c3qandT<x-qpJU^?hKl(#ctd{7H_o6TK9k%>54Ai<OqfN|$JEk`9rT
zCVehoN7;$~L35LIhz!f0Zzwy_i#0b%hsZH$zM<?yyEQjShsZI!&%;h+C-R9jovXP?
zIz)yEI&^KQJJC6s8{pcU$L_D8z}I*2+}$Ni83CcTX_v*0x)YtPxl!>u%<RogEOykL
z=qwF+qtK_c@G0KZ(vG?ly$GHf{tjzZ$g3*YQFo#<H8)6y$bTDNC}Bt4iO$emBffs_
zr&Mb_7}L_Li*CCms6B<%u-H*|q8Dn2T;PKh5VK=D>Q3|m%~fJUzWp`m7<?4kEm9F5
z)n3x_?WjA^>6$BG9PCF2R%k$0{gr_8Yr9LY<JnPnqSG{I;I}!(ed0>hhwhzUc<!~Y
zf<Zj}V@KVIp07Crzs&~=PZR@M)Sc*gn$x7EeU7)=4ll5DfAaDAmxB4Fq3%S_)tn|R
zm1FqUj2(3++NC*3n(*7t&kMmp?Cu>xyS`g0y{cnJ-HD!~`2{ADqh`?uls_2NvKMPE
zDK6dDVMpDGo~=1XO6yrD_4GIBkX9YKJ$Z~FK?%F4J8^WX=0G%rD<xX==mQI|YujG4
z@1M8WQE#GCGzUneCHr%JERK2;?bQ4X{=nIIXO}Stp_Jn1Ubw%aKk(-N{{!Fu|4*F%
zKc!lsnyQLXRZ(e}d(0jtof*P3XH4`z^jZ2x+D3P!Ytnk<W984vMaq%NR{z)E|7T%N
zq`S%wCbmd+C4yiPh0rX_iF8-^!NeBHFe$dr!kkEVnIBAyj0_V(#0)D7b0Xa(eqdF=
zdd93?51+et+1cjKtcPKLi^r<6FelPo<OhPFC&z?J;<iQ>=0v&+{6I3QveE>zCtB=g
z$-<mScb*?eew!Q<+Im7aOBUutx^w(MVgTh>gttS?StKVS@;tn{Fz`DHv$`xyiF9Z9
zeq>2ySh5Q>fZ1I(s`8RAVK+sGkcBCc?l(Sxn8}O14>yGm>ber;B2r4|voIyno#qpW
zVUuA3o?Obplt}k0pFkQa$7*1=VM?Ss#V3%4$}w>t!jgq4k?thl8+v!v3+3s0Z~~|6
zq0os@7bGu~g(;El7rr-XsSFbsF{sSKlt_1ik0F+R{;daNXMyqf86F#1E5&zNm=fuZ
z^D$&r$}x;AvM?pm9phujtdwKuZ?iBZ(jDbHLBBcN?wXxXL!|}3REM|Tis1yolt_1k
zCjycq@7CJ}Q=z3re)-g^me8oE_Y_|irbN2Kd=xQkeFyD(@EHtSVA#%;@VdL0sb^tI
zq&vh%LVTB!Y)`)hpWO5qoc`<CZ$kAyyn9Pom=fs@@{thV`C|J#(UBz!QzG2~J~I4!
zOz?P8OBSX?x}W)0#G3wcTSbqB`PRGNm%ha%c|HqMBHezTh%~bvwCKGMKIZ7weDvx}
zr*w5%7N$hHeLVU6-w|^BsMQF|)N`ekP*n8ZS(p;(_VVPzb04g}CogSi$-<OK_Y>a~
zO0%~u78c$gx_9JXy?g&E_+x3966yBvO-aly$0~Z1GOZ;GQzG4NzA04dgVm_-l^C-y
zCDQHU8xzNH{Ju@t1(l9#)N21Ap_~}bWMN9A+sO;Wgf#5fVkK-ubS<?G-m?=*VG}SV
z((T~ulkWZL*fV|#aaQJf2cAo=FAGy5-FCh%@wbD+o_xFkm^X>R>?8|QBHcE=E?F{i
z%rik?*C-29BHdOVK6GlHLcd(bt%HeFl(MP5<u5=?iF8}|8e}5LF$@E<FeTD$=4*t1
zhvBAN7N$hHO?+80SfgrBYupw(q=#ifa+`d6k13IEBVU$`f*iy5GP5ux(rw^FpnDy8
z;eXrVta#TFKaBckm=KI^0aGGf9$yB!*RkcA>Hr)E?XtD;z1DYy0-_L-g(;D4J#Qk$
zVbRXwDNA5EH>r54zEx1-M8cFvw~jXvGbqFIjVh)@y0v@}61d&@z3UOU?5ul<b_eg&
zkaFuROo?<q@&RO876@3g3uNQ2t6m)*d0n81ZGf+~voIxsD=-5{hsZD~5Xr)nNVl5T
zgGI8Rm=#bZ5Gp+~t>xxVLYd=UWhe_%BHb#U9B%Q!$`=(Y#gs_5l4ptguwVW#4)l_)
zV`^7F_;-FwF(uNi;9256<QQtzS(p;(mh<FriyRZIXvr}p(k<i3;T0b&Ow{MHFeTD0
z)qW<GrdJyF8+;+s?ZK|4xo+v<t1L{3bW60KNojH{3|opRk?sfWI}#Cq*>XWp+2x4l
z>hp~JwSXy+Zn5?qS<Z4yGSQe4>D*fKeXJZ48lrc`lt`DWeMf$qtTgF!_bg0_bUE7B
zWYzZ>J>-rR)@k{Nn~L-jiiwFr7N$hHZ0&2Z>g8C&(w^YQl7%UeE=&6oGIhtglx~l<
z!3_DDGx_xsX`3PoQzG3W?MukieK2V`V@jmU)V_qw$p?ERs`6Qw66rFuFTtPsV3I$@
zlt{Nw`;vG-*>4l@7-JTuM7jmqCrx4Y9%(wiT?BMUX8(EB3rb>Y7N$hHbnRmzgq$uh
z^$`)s|BPvL_MP-Sb{3{Yx-{)$B814XCm1tgN~D{weGK-^2YZgAfGLq~p7sH;A>-02
zEpS1luL38H;DjpZb}=Q=&DGu~gVlS_-B9@Us(YCsp=nd|=NqO(I+yl3!3JKbS@|Zk
zG^X5DVR3$#hbfV6j+X51I_?c@K<|aMkTPxb@_s_qkD|}Qlt?#Qdx@CA4P)NC1~Ij3
zv+>{jOA0afiPM5RAH|eNtxMIOw-QV4Jv`ra|B7d~YUG<}OpSCY+Ve2<KA6-Ym>TJv
z+Vij$<e1R-re`r&vN%y5&^ff{Vd#CZZh_v7tSk*;cI|QEK2&cU5s+JVg@@;UnU%j5
z)QHW}9w$asj^WKVSuA47+T+l@J{TUo%2FYgq&-ZAK6k;p+_liXSuOvV*;6p0uV)ZT
z)E*`_M23a^g<gh6%%(j|#0EJgEg2<ZGqs1wM3P}b2=<!-u^HOKBvO@Ol7N&&AvRrm
zm{?00CcWOgXgXrkw1<h|l4G@dc#nQ8nugd^?O|fL<XE#Y9#d{vG!?Na+5-eDzhm|*
z2+X=yn0`0qPq-V{t0F9#g4ks3J{VJnuyaPuVPJcAJ0b@)kgnufG#Rl;+I=usK3MZo
z9`|fnGzqbZTF>phW$vwyg{}B*L4_aey&(ClMH3O5pxsV7q=I(%(Nw^0ENZ;=s1QVg
zXo!&(O+akCb~|Z;921i^%cAj!jni%+3()frBCOLTUqZ_*!zClz|4;Qx@N4K7V0dLX
zVOVOIWawz9Xi({I>vzKId;|4O;6Ca9bpL-T?SD7_|9@crKL<UgesKZ+vM}bKn{K&P
z2L`uwUEPiof>kt4Ip{I<?gIWGfy*&Tqs>8&sn0E-sRA4O<67N$Uj~-{!St=GQiTAI
zI2dKgL651=DWHK$eK5RpGzUGVKDz)7l_qOw`oMIU1J{qGqz@JFk=`8inEI>&O2Cp{
zt!>foIA9NM_iA}u(zbKZW9k<f$?3-A<)PP3!p%$FdOay;ek@cJwe1}AnEFiPKh=ch
zGd!_79Egaxa@QIz-Q$#l9#fxTd`Es;zx|Uwjv|##eNyk4w1Ja@9#g;2_!cTnx;ou4
zt{Y$rFaGg~5;Wp8&Owi<UtoLzSYn?xdDXtaN({aiTI7cGWor(4OntiX1sMeyCZ%sV
z=rQ$a#>b>XCJ(>=_$ibY@%-wIGt#lC9Q2s_`Nl_N=qI(Ev=dHObxHlb-0;3ajV4}q
zlY<^pKhOA(4A$ULjqdG(F)du?*R9KiGNP)GgC0{q*LatdHth2F5tE?bHk`P0JVLtp
zH3vPW-etU8M`%86>6K1<Ve`Cq`lXtax=K1g4th-e9OG#ig_*~8?N|t(UUuzYWsl-j
z*kw@%%|VZ;pKT<5B&n>0pFl%PTif@6E?SU8)9@i@4th*|s_{7K5II)GV-6=<a?oSy
zQ;e$#mR#nk-$f`*w;`dz2ceoM4CkQ7)H{tUTSF609HrVp&e+>j<ke5`&Zn4$<e<mY
zJB%wyOXV2eX_kW?Q*Spes|o#9uwaK!m?1qjd@8@8d>Fc$9Q2s_S;nQ%(pj}<tvCsX
z{<`VOl@dZANeCbf$w7~)Pd2*A?7e;cc`G<w6{pzM?_p@zTU>zXG4)Btg#>fY9@+~|
z{d9S@bMy~2!}jA^K#!?UG|q#T&iuAMsN5~+kXMBwwv-P0Aa3B~pvTnPj5A=>C%!*q
z3Mvhyk)PO1`m{U;JtjQUF@wxrIc5=K(H!)c`WePaWG!5H_(};HVfR^`iq_%smkfGL
z{dD65GT%nuZ};ph%n(mJnE!kQdQAN^;~-M$h5_Ao4u;ZdtQb{)lTc8sG#fppeyVW*
zjKa*_A5ur|hEX_rJ6Bm=s94v#t&xo$Q$NMnmrToldY$@}B!f#&9!M-0_C}nR+2}F#
zla0Me_pXSXth@{za_@ZL+yO#CafW20$Ap(g;)%7~zD$3!7Yx>$(d}%1OF?EfdQAO9
zV?0@aGAzF|^qBC{NKevl+vX2h0dBf`RYkkhIH8a@L$c9h>c<;<k`9q$W^s~dqsP>b
zGj=20Yux<x8JQsqs!jT}9ePYl_Bhe8>c<*mprtnP{9TuG%S_ATgo2`R$R3N>7-I~y
z)CV&`TnhtX$sU8)Xk!di>Vp-*!5WR&C}T&m>cdxF-Va~4c8A9rPG1v@qEeJS3bB#K
zj$}E@v0(4)Es;Iai*fo9#`b_EU-@Di--uXpvfXXT9)YC{H?}70vzon^16F&F{wvEL
zj~4J-w(Q}E4Kp?+Gh@<E4(b`qjA?bB(M6>dl|2lxp~gm}_diTpdys>l4o@l@X9!iR
zE{B+Fq$PVOVnd7#VBy)+&Rz|xLuugIj@^+?cV`blY_PEo{5IQ$BI|#s3ct;jQ};42
z1mai@Mr@GLbAutIJaZ00X{t11-R{y2hS`G<8)&Rb`b&mMX<PO{#0D5Ek=`${_e|Ln
z&|hyB+!|FUf1V9MtiQ1WDQ(Kn!@`I*v29t6Tt6w!%kGa@KVvzvRBkq_SNJWg0rK9&
zaDf*scy>R;`Wnq-4Nx8LUp52w!Fv4ZBPlD+?u%H0u{8X)<mM|sPlMIo&HXyC@@v6@
z(=h?DKE`6C3H@hN9Z3wj^TXxWh4Oz}AH;eaixRB({cQ_>0Bl!}8T+pYcw<R+Z^U{T
zb>z3rIcREf50=Ug4{MLTEnqa0-3zgJzrRUo<9lv-@fAw@5Yg#+NPea9i1qZFZG<Ki
zuN=1#DvjAz@zCY9LXfCPX7@y_hu;jql3LcZPJoTV&hg400yYal*l#@$>+VOMGfHZC
z<GBTlY3HkOnyQpgP84ghyCc@kZv>p!PfSwGybI}WRJ*w;ktL-k4zjx;*41wiDGgkE
zizp~<@lqjHBb37V))lcXexB!ys^ksXUJIJ=yZYYPb3%X^^kjEIEY7bbDXsa82Irc<
zDP?$9D5<5;bg5Sm$&N#;v!4R6Sxl3pJHJ6`wSI4sbxo-9r?_M~BNl6TPfD9xKZk{u
z#(tjl+fRFhqWIfl5sNYW1uaebF=b6(1GLm5ya{ColhdNlE!i=Mbuzplr8WK9ZT>lE
z=_Re>)mI^8u{Y7m?u1yh;Q?eRNe?FOoT3D*-hpQ?KIU8SXv8`iu8>M+G**6tkI<rS
z^nHH#LH_LRh**^26sh#j4ITTE(m--(zDlSv!<#{6M<Le1aEeqa#}qipJ0RBHuop^8
z9<yBF9nf!^;nTNELNkv5aN3gH9<g?Yy-=DQ3;T*LtsP=*4I7{d$#dG>2~B_|bjzT1
z7AZ{0Zi`qOLoR8lv*@dZ5T-<R8_~4Kr~IdH+8`EbSO~vumU76!lQ4T@l)+;vofWFy
z7P~hRvDStKq(f5Lx1TfwIwX4R@?w!f^%A1nXpLAaLp<czvnpy^scyrG{ogP3JJUqE
z8#KEWVl52~;kPB;KMFq{e%q5G-Ch>SABC2PMHoCUSs7XmyA2|K%y@VMM<rAcgP!aN
z#9A0UFImYkJ-XW#h=m)<Lif&+VN(8|9gbLYLrG7EG&$Q7jz7gr@oOH~D}QA*N35Bl
zBx$Mg-&np4X@*!+gOT*x__oj9b%%ai6`l4iQmCQyM)uiF5o==5kPg|ncz-U;kf;s2
z3};pgCDDd7L9DUCb40w&uogG#O6xTIfmbHTZj6|qe+!i+erqwhTT!TVh&Ai@zWh-T
z5DU|vC-bc%<2*kVN-J`{$1Rm4lxK$_)=0mfG@<sc51YXQ#yq>%R~s&vVU?1PT(TP>
z)=<BXOv{TqRuzR!%Bb|VpZCQ`nof2@#2V;#lhWWhENwDW`eEA5X>V{Mk^Db_y8mB&
z|DS*Uzk;68-O}yQ&D9OiHP#j5|Kfk;SMt;NSiUOHY42-)(k{>r)rM<Ja__lw+*&S?
z>&DgM44U6H2Q*olQJU5oi~5WDvU;Q1q3)%wuP($sXOFUr+3{?9wj8Te-B4{)%~ADJ
zg{g`#ubFeqS|*X{#?)dA^zZZmI*T4fx27%1FUrfxjY@~Im$I?4nBp(RuZoq5X^L1y
zRRsqP`R<=3v$EI`d>+>e#4Y>fB-K{%E<I|_`m^QQu&<(2mRSk0^;|EQXFeEeu9+1P
zTgUYR^+k>e!Iiz~S7rso)^goJuyl6%_W06l2znmHH+I&Ma=y&+i2cZQ_w&UBt*5ZU
zmdtX9t>L;84NO*=P)khaGRq>in(Io`zUXI#?m*nuz0uB7TTci^(H~@nAhwF@N-C9O
zs0U|S5nIW1C6&stn3W_neHWA&?8OxP3a%@Wqhy%bl4-$WmUD3x;qRlqox4f)!-jQU
zUZt6ISSZts*fK7T)F#8E6ezO{VoSL=QkxvZt*Ok?h%MpZ>Z0Z;zlFD)Hx$M^V{5I*
zf<lc6-rOd$6k<Pcoyk6;94n9gih>cpnClE;s}E)sJ!2*cM!cJgVZl<}8hAlD5~7_U
z5g|LiO2#%51tUI}>qPWo`6nJ;17FUPiGmTI6QVN-&F6|LRmWqSIu=b7Y78JD1z;!`
z@!27|!rx(5(P(6%V8myIaPZsa7d$kn4}4eMF=BT7slOx{B@+cBeo+WTO7nyU@U>&l
z{=-(3k#x^Y6pZ-H5DH53!9v7{A`=B8KEwKfRJywQo%UdpJBF?v3*QS%gN1?-ztH**
zVDp3`aOMZFN7YU74JCJ+iGmTo!1@Y0#1&xO@&+RRju*8XHm(;e-n9~xDGEjkKHd7L
z7*tAky;Sf8n8$$;i{7z}B@>k*KFxZE6qEbqd|8lyqW-)&Zq8>(Dau5ph@Wr0Kz{p<
ziw)@v=n3wpK`VAkCm%9VDdOi@e}&r8w*5T!^Z@u#eh(+k-y8N0jSDJ8{9Nk^3p8;W
z?0<g(Ecv&4lV~Zm%tWP#cUezBX+9WAK$)l%@pG*E%K%nl+u-%kVbM3bJ0l87{v;EX
zB7U}YKj~K)CIpD7WhN>`e5!RH`E8A}zBVOIXqQ_u`AV2%_)sb0Q>=NUrI|mkI2Hu`
zHb364W_v+{YXy}e-f3N5RA|1y81UPK#efa?qtxT_LJ{l`4p*MT`Xl@{7szl;Au#Dw
zs>#AtN2LRanWz-;b}L-n(%hwYO#2yfpr|jMlP?q!s*3S)CMrezEbF4u@JZa?C*NH8
zK$<|_3XwwBOjL^aWa}a*%?C4*$qrvlWuj8VCt1_TBJk_5J{z)@=v}YdY|ju1k>DHd
zPsn7j35nJ;Xo3$`znv$;w`8JH#M`V%q<i^>tsa(#-&Va?<>|vEkuVdLB7UZICYf*I
z*}#r*Btj92idjo0Dn<MZ>qPR~rX7x+riRiUrgYx=F5kwWQp8WUjwe`dV41FPHYTP=
z!)5RHOX6w<Dn<M>>lo;eIol2&Ol=RPg;g6?$6qKTW-S@06!BB7qsVXDaA~lD0<6K9
zPti*x;Wq=7B7TZ>C{*eS4bshM43&CXDn)7;s1)&&twRg=VnRW2*D?c@B7Ty!FU+^}
z_I*c}?g>MGboqlH#)rKZ=UWCUMf^l-Z@}iqy>#3GF+XZ}fhrd&g?;uI`Y1~VDn<MR
zYY#Gen<Xu13tlLy?x&N+F8LTLMf`Yc95i8GQb^-D1EC3U*L&zS0pGmHK&6NuXN@NP
z_607GIR-O?il5+jQwUw>&8RX^DdNXkJCgbKvChCU*P!28O>P_gkL3C?P$}ZaSfikO
z=T$!Wa#aJs9{o_^$MZtV#@?hb1C=6vw6ztidROH=AscdF$&|ZjxI0YRJI+9*h#zHb
zPD(Sn*;*^$w{7;j^02dXJ#+>tMf^x>W72OuqH;EbLx&8iF=@t`u-jtfks&HYYJP;Z
z5$O<3pUG#tLWc}$e|bweAyAB$Gf*+&hg(C5MKXSfw8H_g=+_rsL`{>P{>ebah#zJR
z_53y&hRR0<Dn|TJYdx}@w_EDvfDjioq11By4k37fXY4H*s2K4>taZrBYHtco`WyOf
z6<27*d+DZ}3{;Hx!PYv^QXlN2nC)etV#E)!RwrXh5_mGnuPX*@|5aL98K@ZX1Fhu=
z_N-OEP7qCYG%p^sdy9bAc4Q1h<1oNllC;#Y|IP{luwR~LH>@Om_?3Z*5#Qfh^j{OH
z<NN8#Mn4GU)_9$K1}a8;KWhM#<~m%aTuC?}5&d?0R>O`$1<^QUpkl=LwH6|ieEUyz
z+g*TuTLUX`X4q3vN6A3Nh)=K<fJ$9m-W|(<F^zgNd*Zu((vgOY1Z+Yds}V{|Z#g?u
zM`p;}_%2)530mwoRE+rERvj$oIoq~;Oy304vRdB@StA60v>~V%@x9=|55P8`J;4~E
zLoUAVF=bBv%0k76kGCqwd~18G_9k$<F`nxKq|bUXP%+|r27e**t>76yH+)Ofsd(ul
zV}H-LZ>SjYJ%Y)-_Wub(#fa}7{23~p+yBPqAtorT@19|w>!5coks&HZ9N#UNT(mJi
z-hIXiicvJk!)@PNGEgbvy9U1}^X%=h$Jh2lf59o(62D9PHyNlD@m+%dfsUA)-0Nc1
z;m{FlhK~HJkL0{FP$}Z$g8w1ENsi$GrVLby_|Cz9lR=tVH81=flvbwH-n!+(-g<pi
zi40LG;`rF$zsOJj^y;j-FkmNlmCRUd$v}mOj|nC*)4YfGhem)3(^0p!`mh4|69*L{
zzEkimVu4E6*A0$<ehRL5xB3n2Crbt@M0|AcCGyiJzNy)_5A;*J^Q+1)&7b?I5b+&@
zPeVt{<0_sR`~WIFw8UI0Q_@~DP$A-@f=`nfA;(^e(oY5|M0|(f(`2aS7@nfdK!u2J
zAAE}Zw(hn1HXuf{<l}bH=Y?9a-ZLE;s1Wh(g2_q!d3&$SZaM;*pqd(JyC6k>8K@BP
zZG#Vy(l$J<_I@eM);@vOIo0#W5)~r8P4G6bXLF*@JsCobLD+<!F3b=bh%r$HDnxu_
z@HVnU<XB}id#Dict%J9cAt#p!fGpL~^KGf1!&Qz75#K5}4@z_0F4J>WXPA!vL@bT7
z;cp}Pe;?}a|0@5#qu-^UuOFmu3eQget@};4S~o)%r>m~x`G@>IK7$|5NARU(@BjVx
zzW=YG*0GP+{cI*Xf^Er`QGHTfROP8=sd}pFstPbqnZryjGnQ$~gfJ9+jow11(g}1!
zI#Bti@)zYY<z!{FvXYWj+)?aO%vTIjG*y&<X8ia5SyC{6Q3X<;A=h_itXfhq4y1Ly
z_};fqq(_xfFn>`6P@eOAatzmC3g#~=f9f+#7I|qxBT+p|!Td#4nEK3oht>25d*v)C
zV*a956{0@FnG&DUT8pQ(QZS8C6{I|e2xY%bXw$<h7NuYsqbfj=JFDzl=ftn70WF0O
z@Qy@CyDBM|#;A<cr>fs!|A^a5DVWBn{3vqale{$P{AdcMF)9P~32sjC!SGR~6ij1O
zdboc1JFM<s9=*bnf@zFON0D1@oHce2`m-L0Y~EXLLW&aEG24=YX^e`e-osvl4_2lL
zS!IVUDVWBnwA6bt^zzco-nhq{Led!W$%Bfc-uqHv@5D8hf?148L;VE}ouy+JPu~I>
z+s9)}*G)oYQ4C7KEJmfK{(?Gvu*O%tYD5ZVF)Eh&i|D4Z(j<eJf?148MLmNdb%r<i
zRHGpD$FYBwY=05<27eo7F)D_7M()XyVbXotDVW8mXzCdZf)9q5@uy%Gqf$~&K~Qn_
zGjuo)F+<$7y8gwQ3gt;k1eZFbU>2iNP*2IhMLAY=hG&6VQZS2AQPk7$@33-WB9?+#
z4D*e8TK_u?KW=kk7Q=j{o{|qe<&~BZLs=(gG0Ye0Df!S-js=TpofESd<}>vamVz9U
zOurMe80Hi8l*~$bY1N{=F{%@@80I7Olt^-N47bIdn8h$3sHf!aGZ`j%RwrgL%zNr7
zIj1MXgeobXv9~xei(&quo|2)LVUqah#4Lt+M?EDgMurKMdU^8>CuT9s-<0PwWjWTa
zuQzLUViv=^rJllhGoR8L>PTL9+Tz44hWU$nO4gsOG)Zl6Viv=^p`OB8kYiG~=)^3B
zc};n~jh2-r^o$fM#Vm&TlX^;QsvN65)+1$FoS4Nhuc)WW@31I`XPugzB#R-ofq6+i
z{f?r=$?L=<hIv8Vhe2>`cyqiu@iC)eEA{8Ff5a8z#3Y7!PTd2O>KJnk1U|sJ@Q;l1
zr0p~(CNa!2xU||A6N-6;D#GH#B!+oP-6k*ck;4}dgU0!<SpQc+>G4k|CNazt>Kduk
z+Wg^TNMhoa3DqJdNOs(bNeuG`bqz}M!SFz$6O$O`cj{~uU>n2NYG8Y#i(z=>*(ymM
zaAFd}Jf_IoH*!n}4fL82Cnhn>BkB}sf`e<@9V|^}xVN;xRiTQQPdG7&VIERsN6-fg
z@Q5$nEKW>fm<QD1ieOV!dlk#!gh(809oIW89h7ro62si54nz0KF`?Qy5@kkNoS4Kg
z_oxG;wC7PP3LGZg`}v@~q+r4^#UzHgOC2C?L5|f?i7N(^80HSOA4<axiMu^*<@+{5
zIZ@$oViLpLruIYJ;Dfa&FD`maVwhXhuJ$l3m%@uM(J%_lYCfo)D-7K&u4XZbQ8PEG
zT~MhULlq&&DJC-t<_5Kkm^WEzti_3040D~@MJ$o*@6!7+PRwGMYt$~XjOAFFSaHlT
zi(#%(+rj3}+Egtyy#@4Zvl+eTy^`Mgb&6Sxnz=%4C!-|8ga$Y@Fq>g6Q`=xZI*aZT
z`k#T)*0o!a2-muLdcUN_iP;QuiP}aCy$s7=d6>;G7pZNqR^*sa`lcstvp6xEVJ=YH
zV9b56`rAblgV_vop4tYBzy}K}A(n>O40Dd!@-KJWMPD=L2_-bZN->*Z&Qe?c<!(i+
zz8Ld3F`Hq|P+P*GQqla0SVJ-YaAG#Y{6=m0m%GK%&Un_8#fjMrbDG-nFLx_qb?SPf
z87F2l%&*jzf4N&M4SySEGt4P!%fH;M7n3wHCuTFuNovc#{HRzOzWv~AC2AJTFVvQQ
zxik@LrY3q7n8}uiouIb(eb*tqT6#lDX9Qx$DRP9`r{CI*_6DfV7Kk0Aw&;AZ{D~Bf
z*imW=+2N9p!my7-#hGkzHb?9TwdG&FN^C;Z3r{*>aW+HjFtz1hzDmUUcoN<yv$H8+
z9$$5c+VWkUtY@get~J5J4pJMyDA?=$(rzG}P>oBP7gRI=b481@F=7X(4KT;$n3UK%
z1;l=)Ho!9V!4zmE!w}m~<&iT)&%$eF?u1ImznT7Uui%gISR=&tQF-K0l?;<qWoJXg
z_ELFZCFPi4z?L>Z>?dj+@h;P5)cqk5DlIrHb548djJ-1yu|3pUSoF!!KP*V@0oX0-
zpK(X?gTVTT?WWd3rE*NV>daXWv0c;}60vvi&uuv#T-wotVQ0?@Ma2ZsSr@UL)EZ)G
zWSF!M=B$I*4r&dF?&KK0`r)jN*mi0SjDj2!%-(d<oBu!iuk!!@+4KJ|)W_66s3)j9
zsLQKq_9nZXb+P?ffi0?fqx!%7{@<+lthl7ups*|A74;Masb~LX`fqXLsyCb{;@1@B
zWs8uT`)(eHi7)^6c%xFN=kY~aiyK$H;dl`}*xotwlHV>30c>!cS<|)Ba(3gYHykUX
z2cznP;oU55T=j;dMYJu!XYCw+_BDvqJ^pMQUVJF}TZ<c4z2Qg^HTi9ab51Q+0Csj+
zvp%d)P@KMQT=j;-Mbu!Cd@%g3*iBYFx!A;Ts0a&wVRq1g8zJ<8m|lUsnlG#!hL4E2
zaoHOV7E!@(OR2R!r4D?>*K0wO#)touvJN*cd&7YuDzKJ5*eC2aT=s^ai!kup9B|FS
z1^6VX=c1V9la5Hzts9rUVSf=Cx;OP=m!8Le2dvXC@l_AycP}n`!@eRkG{FbEMBFK)
z^KM-BhP{DbNlT+Ecba++N?U*Jk48<Tbi$3x-tbf47gCyE$=Gcr;QV^I8E|k)C?KYY
zZd~?;J%R5?X(QJcKGq9{zRcoz6MIT~0B&6NhTVa0phN6;{inSEWjy}egi3W=2*G0F
z<i=%h*cJGijOih=WeUG-Y@-p=iU<|_y#CaU%igdv@EMsQwt!>)W+?4Oh;n&^^mMly
zm%U*};8Va-T_pN}!OA|KseCL+-fmp>hV6kQ1NXu3(`a`soFUr+pO7Z3NbPHevkLKN
z&dzC_C#Xe}<gSU>*1$hJYvJkQVQ|E^$CvmgZ668+5UYXMmcTzeYe9zji;=9mI%1mx
zJs%>v_smOymDTgs<-3urQ2nuIOTpr<hS;XSJJ8bE8)x<&Tm@Ph`Z&J$Ny*~7t0J~B
z@D3TQ|A19NY(wB3_-#HIexUBIj96YExuVK7^nHbrunXQ}V5iDe_DkQuxGN#HK9Jl!
z<%1RU3~4uuyCP!i0&kH~Xmlk0#Z2hlri16^6cR+0$>Oen*xJBbP?`^>7PC5cdBlDU
zybix@c7!|RFbsXqpz2{SE9Nhma)_-7yiPhqj^RNkcUi<%2VN%~BEy70A{@eXM(z;A
zRs~)o({lN!_~Gke6oQKSPueTgH4`_!!s50fwlZ)aJoYocQQ<mAVaGH!U>N1f5p-Bu
zFk&kL8^P_z^UV|1>73wD%POZj4hd$_*}E->Ef3@YoA<Oy*{ms0+RQ@_8o@;ph?x;v
z7D$0yGXGrh$B!Y`i6xJeO_xryxXU26G>{^{O^#_qrOaI#u_XbYp|p8_cYox9`<-H&
z4<CDNY5pWHh1d@PPoT84Inl-sZ2<EGB!W@YZ`~ykTO4o~N}CH#V_7lS6WDtwea`RF
zU1x3+V(x&uP?`@`P~6gU2O*XlaF^^b$V<bUA>Abq%L%wbe%p)>bC-{U-v(E}&6+HP
zob%?d?&64L2V8>RmiB?XuLyxi#D`)24k^!a7eg#7;1rBP8dJY?pRX`jtxkR$T0=UV
z;Vz2UqJW>tU?tk`bbAApHii?4#e{GYM1wHvE`nHQz%EiL`95whV2yq~GO$CwmkC5H
zBVZ?)A@S_li&^m7in;!oURFA-;toJ;VZch#(q-qrhSdfvZt<04aQh-wiekHALBI-9
zTAAd2s+WMx-dC{MDj~|V>`z<VD7G8Y1Li|%^9mn}Uj`drF+17$PbWxccin}s(zJkN
zz~=9~+EPJ|M$bH6`19{Vc~RDMqu6ekA20?go!emRqp_jT(w29F?hh33Yacg??S^>)
zeWA3uRl5I_`w=SLp0s%#C*A4bMzP&6H=r*WdKs1<IiT2Xa0PTH-TQ7q_-Gqcy6EEg
zpFT)YqZ`F`!<>MYq(d$o?o|l(pgJGREW4_J5P#jPBDnR~(%Atu0Gn54tF!VGD6Pqc
zbM=}Eb;ab)jbghYHJ~IZZBC2HKQDmNdXm#X(rqbj6x$6c0YwRR;?u0Ru$<#O`(x6j
zMs6aud%_i`KUsk3sX>=6+=5D9xWB9)m_I`}#2o$~NJ}?l%(&YRDxKP}$&3w>KJL~a
zX7~R<W{3=v4&}Plh|Ti<onToT(%OOB?aWk~T|PWNMq&|5_Rk|jui7|d;C2|S151Ye
z@Tbsxy;os$s}M`_UqPA>z{MPZ^ChvDE4(h5mfr*hu|)qRq(jV>6ScwAbbcD%B{o4Y
z-}I*cZW=M0|2$GDeAT3ZmDL$embcw39a(iN5u52hh+r9hOS^9ctaCVdS*(DlM7kA-
z&G2tV`tAHr=2$qn72BX)=<0FOd2Ba@*mVDTP}<xZb8lCMNHu1M_Q?Q)G~aTkBR0*y
zE|fNZL7y{QtC1N}sx~!Ly5u5v8e&uZ>yqCl!=xtUPDN~re+`1wyFc+3ESZ>t=iSHQ
zx+1X&xl<6E>|crW+nN?z!pR<xBkYpWD%29g<J`%JP4cfun&7#53QF4tqc%v&V{<1V
zHqpN#Sy?hnlJRmUA~wO_N`6}<a#9modT`pF*Gi$zR&V;BI{~rr{${|^V&Oer4zRhE
zRloisRPiPymfZ1(jq@i<X0GRAA;6kCp8YyRC_R`o^|>W?9Aabr{Q*mZJ7^+r!jdU@
zZBOx{LP^nQ<)Yed7~{_ZHm_XSz;TVBv=(qQ__EOEAFr^Mi)y=Jbm4adJF<Srbr{pw
zh=ThgRtmvuh-6mIk~<nJ9aZ=pG{FZ8By$|J`&?Ap4I>M`Bu&_JlbZqaEjFUxQqwO&
zseN8)A{W(m!-&GqNogM44MySc@2$Q>3l(upQEfL2FZ_s1%YRO;?hGPy?1^&=odczO
zA(yD_9^){q@O{#Re-1Uh3E#rR&fLFwW}py)O+dNbFtqS}QmGs>i}^w>%I$_Bg>OS?
z^UIul6yF3U((ZycR$LL9wDn{HmRywE4TB34e>z{N6tH^+RNAQRpJhu(8^pONw;Ki(
zJ^@XbSG;Ld-?Grs1JSRVFP6?)<)Ykf7+ClO`E4>x@>#h9v84kF?;+UI_Yc<VptP44
zd(59D)c!*ptO1DiFT9J4f@Z>)<cILvJU8D8wTFpK=#N;x!W-eYrTg7&ap59hXQr$j
zn}Yd*H~)Y6zmxxu;o5Lk%{R?e&1OxCrjMq9#$WwXeO$dnJy9K{uApY%g^L~RTy_B4
zm@TGyt2(V(rJAnltg5EcG7p%&%tB@u(}F2Qf1uCP>*-{=2VI9YDxWA1DRY!#lx>t&
z#W%%O#b!l{qK~41!k>EiU*`YtM~e#wOg)GpSBp7+Y8h}6gyznRTUI#qS*S|nLHKyu
zg#)G@$dF6teXzo!g6zTpQx9Mwi4rO=tq5W`VCw!%BvC@;SfH3hxp2VL{g_B1|H!dQ
zqPcPP6USBEmx&}ws2t--qz87y)fce@CK85Uj!8L#D*>@SOe7JL<fZv}Ok53%s}Ewm
z8FIb84~BOgx_Tqli;0A+(g$m4^(J_(UWmmrkwjOOSK9DT66TMzxZ)A($wU%eRgM`%
z+1k|;u^vn$*<+Anm_)gHAl99MWYZVxAZFvP?ud0`B8hA!FRf!2Z=B@nhFDi7k{src
zW07Ji>*|VF7lyny;DfbkEe=)}#NwDpBIe3Vi~7qm3}#mxU_{JScV;5LqY8-0k*hNn
z7E9kEYNK`G!ml@Aj^7%_9Ec11DrOe0Sj1xJTV&+r*b_03cEuppiM~bpLxu^(JpoHO
ziwk#2)Y0@Q=v~K;!Cy05!R}L)-#)GwFZ5XEm1|tMOQP;b|3Y?2gb~#jLA)K;an{^(
z*;26T>WGy_(Z|V-;)R6`pMt;=SET6qdO?zFaN#bAx&wV2TIz$n6+N#DcS+Rk>Ep1l
zd@wv3=E7YPbvybv*|3#YDs>3%lBnC#$Du>ym{1ny5$=+x+t5eJCRFKLOXAkRDBK}8
zc}S_23wKG>k@QikFDA6l^SV?Q?vkim(?`krla(gaG<%bAS8MFIR`gM_#URJp4)@3t
zW>+h~JoBg}ee^rZ8tL`+u9jF>1bv7M!ulVo+?WT0u!S!1^o<luxgrp2K_4O`FT;fB
zB3`fMYJpfdy_X2@m)flO4HS{icgDfT)Kb{!Lb+7koX!KO!&&3}!ag7(#<kmABs3nq
zmc@l~sk#}R2U3R*hN6xO<x+K1IxpN86Y#T97s{pTCUhP#_wq_nYjmMps%}i@5pyrc
zq<MsLsal}(h`E<zQfVlcs>A3!V(xt~bRH;|svFUHWP->rp&(gThvr&bD3_`m(s{wY
zSQu)wE|g2v4d^_wZ7VMgKks&-T&fPG^N4MbVfoGj<x+KhI*-gsIfjp}xa#B3*Q4`@
zSCC;spvNinv$#+$RoA8Sh*$8z#K_l$a;drwokzTa43lnuccEOWu1)6=uOP>y!9uxI
zU5m~mD@KM1L1bOQxh5CNrRth=9<k$ctTM(8D3_{h(0Rm;%dzTc$7?``c-CKaI?tC1
z^STb`4^&Il)#$~<g3MfSAV396VPu$k%CABxbTO!ws;knAVg31F9p`)Z{avV*s;kh8
ziNlhY*0_mipiwPVSEe&M0Cu^<re8s<>HKhP&#yxTg&0P=P%TwgqBF=ml4H%U5$}<0
zaiLnOu1IH)c_hQa9*eTO3)NC}1v-Naf(#Ry-4cyp1)N9a=>@P%r7JUGyD%?D!1u9S
z<q<1KFMzS~!Av+-<q#`Nr^EW2^>N>lJ9nUa?R7H4mC}xjt1Mz6bUO5#4~C~UT_K2B
z=@i(;PHvaJSF487;Nsx(wenXCs-@~+It4abeK0&x>O!?tZJ|?$v6Pi2;I^#`)l#*Y
zP61csgB29DR~M?K>N2zgDz)c*YCrTc{I<O8tKB~eA)-3(LbX&~nsz`-eK2W;pjxUf
zMcaslUU;Mo9S<|)<*85p+l6AdVoG6$l%#FMLd!ASadDMI%tYIWg_dJA#0`6w39%sB
zMl7@(LmAW+gjfmMMl7@(!<%nhB@io4+lYmhW4QU@Dvnq&+D0t294mnqx)@?bX&W)U
zGA!R96-BHFZ6j7th6!Pd$!L|dxQZYaNZW`Nlw)-lct*?O3Pdb`wh=2R!zAI-6@ZvO
zZ6j7tj(x;f&>ykFw2jyh878z9b8J^(#0t?iVngJZG(!p@RuC?2{|;+$QVgLBB36L5
z5o0MYtsMrS1rRgR)5uz&>$fnkgZY+Lcu=wS`6~<6QnepF3D&}_)&7Yk8JOg)D!3c$
z6>41+`wi7nwSgW@X78NK0q+MvX;)_lZ7MA7@VQVeRqN@|WLnBG$$Ow$s@Bn?$+VPX
zxCiV)wN%a1qsg@V4;YUv)zYKMe3N7Nq_<0p7)OsL^G%LPm2!w_=+Ptrlw+U0*#gP`
z`%>2^zw3V6{9Jwm{F?ZcFuXIIGpsWt8+sb*84BrN=#T4{>Zj;q^i}m*-9z1e-6Gv6
zU8K&cqxkFmHr~Y#;G6Iz;8xkQ+O^swZ4Yf-Z9(oicZ^%YO@bEyD{~snea&7?hGvAO
z72E*uRee>xMV+cnP&ZTuu&>w?>{50T+mWrvs#LdCJ5}>k1655_#hJgE-<Z|R3?`1L
z&hYd@dLNxZ52qvO(#ns@3(ED%WMxlfU1b5qQ^jFLu41gBts+E0K~u!2--#}p*+#7f
ztLG49xwvcNzSX}i)Dx|q6J0j5m0AsR+6RkR>z%Al;<AYf#cZKgky&^<HMBZ7<Ib8l
zfm}7|zD+0kY-TgH4BUVt`tkkJCtw!-_$sP;{sr<*^x4cNY8i~Q4~FkAInie`8>wYb
zsT|8c&51sn*+4BNf%?bP*6+W-Z##N)q-&R;7xyHc=(CwTYN_=*tUK$8!z@np+01&1
z+`8sdTJy%<c*2Q3n^{LK1)uGMb?@cD%ueF7J?D?sQcJ(1YKy6c6J0j*BejIA%KjJH
z{Mi<=M^F4DG!OQeT8k51HnWCWLVSuGlZF&sHnW;qLKd$a6P9>ph{cI6n^{FIA&Xaz
z)hgjhZ7oi8+006630b^ytXfsCSm8vM&8(o75T7E)>f>}nm(47vmXPCaatz}uC%SBA
z8MTD0aXD5@44j<kvYDk6yffm1h28he-G&w?x@=|%wS>g!^3v*ymez?boB4rSLOhfl
z>-C4&Z|Jg_#nckwq2yS{AHA`k6J0jrrj`&7CBq~S<wTdw<WfsW>?gy7K@+^`qZ3^=
zlS3^bK1Gg&?-d6NT{e?VEg?Qdj>U(0!g;fkxNOg?%%Ya~Qeodjf!c{4n^{CHCKg0j
zw&Jk2u$XVRx1EWS&LKF_V>6i)iL8AvjOm={v6&1i3l{UN^-Z2Qb77VCs1-KlrQn@y
z<t$G0*vvvIgBY6TXI?yk!_=L#Vy6BSDAW-1Jtul>W&xEBzirl|7J>e7wj{3L+cT{?
zNeYP*JvNh0rISi!n1Dj26FoMQMx}v0n)S!EQKzBOxY<pIAB>Z{q7ywfGoMO>mil1m
zpq%KjnR!$)NnBu~vF%D&%_D;*&PkP?$8e&@X691KWc|so{F9&Pu^AVYOqPNS6I3{P
z(PJ}nsAS^q<QP6u;zW<l%%+mbQjlX-F%5E}$7WKgWHNc>81D5u(PJ|yR5F>oa!e@W
zO{$#eu^A_oOeU`!3nO|9`7{DOHshd@$>fz|&Af4w*{Q+FYp0UGqqJnblznG*s?|z`
z$6?KyLgoj#VlD|rw1N61&!diFcCtt%Pf__&c&nh<sX{7gVp%v^`Fu=u1qrRzJzidC
zjS%29MrJ32RN};fz7!srG&^aeY!hJ$`IJ@0vp%(ErxK}|BocCLT?-#zLX9iOg>R^j
z^U>^7AT?t&agQ<z@6j_mDWs;4hS=7JittKjX2*1-ri~;uMuqi%OSaucb-X@m4PN$Z
zc1%NR>PYA>IVCjk#_(pxRHUX1CVl@-wXQy#oQaD+^#%@1i=Qo-9aE5+JeVv^Ic4_7
z+-ApQq$Uj}BP6Hldc16e*)a*Ji36ZUXYsI7tKrM!xZC7WM4{>zPXcXrOhjtJ0OBoV
zRG4^h)a;mm)c64~LUKxoI_!}e&5rR%jY}XNyRUgfi}_IF#&;L0E)W`}cwCR!F%GG*
z3B+OhP~yySj74fp0`b>!$~#%hnH^)08l6DQg`BG6&Bn}*(MXL-Al_O|l|4?ff9S7K
zNR3P&&RR}Y#=akk)QAM)t7Q~^*J5^zKx%jbgjI4%sJ_V)ADA7(ks6i|{2f(NocE4l
zNDWOOMoeC#*U3Ro3`J^40uf(ilu*5!#}}F%Ly#JrKt@|e;fVyZV=z*K5{NyNQ9_gM
z;>;O@)W8H18OW))jh-saj)6!GNFafMoC@#k*`+r-1|Zcx0p`6A71i5gGtG|vNcBq~
z23S^B{(9_(RA0{{Q8Eg(2(zOvQVE_nqU2QnOmR*mAk`;<%zHT%@j#sSeUR#%Kuo!u
zipF{08>wEN=ceRTFPA6OF5~D0lqU>{Px!8=qNE=V%{4pXv8bMXh%@!5@37Ev9ld(L
z5zr|(dLq@M50UNUl(2^+`jgF$9!PbMC)9K0n-30%EiOG=o>&$YeY2xGQr+S_5+GY`
z6rAXbD{}o%=gWf8Gb2Wt9o>-X8cTlH)Sn}!{|XeG#Or9syPeFAu1Ix>C5uB&H9p~q
z?#zxZNX5mHNhqhvs61=i?1)3Eb1ZSTaw=xDXMoB$Is@hD)Y#bXAl|D^nH{lMR7{)p
zKoz*M=qlM|SoezEIzi~=4V=x67^FJ2B$RP!oxg||N}SxvTwj=Y&=csI9i5Ph4ksOv
zxH8n$8mLtxUsYX+*_YW7ja0{Gglh28edRe&qc)W~k{kBb8>yQe9g&J^NNOyk%4iI?
zImBJATISXyp-&sJBchP%(0~lko(8MiHvsC=yaVv*g9*#(fK>Yiq%1j=p!bZUcmMy*
z|IYsZXfBcq)_m1m(QMK<HN7>Vn!@V;z4QM?sW+Yk<^S-XCB2cD%5(cnCrUxbz#+2%
zF!)g``%d4Hg`rVUdP6U!;P#rfhk&pDRHMMkW`M2u)9|_$V@Yp-#r$O2Zub4VP(T!4
z(?b#4W7-0DKcvFlmd!H`#B|7uFZn4#P<Y*zCA~gkyG`p!X?p{5&G2?t6nC$DhX-Mv
zpbn0^r`JPlm+42qoEO<CuMflB51rrK?RHxFvNydhVmnQ1;EG85x66hFaQd-hLd#Cu
z`lIc)q}M@ghiMg*HhZN?y=os|c{B5#ri9`CX?ktMwwqRw>v&|Cz+g*JaN)L@RzbhY
zF)1ZUN5O^LYFY*NQutt~eWat{!fi1vAuYW!eM4<HRTWh%{$fmJf%gVJmUI+cxXq>|
zWH4ozB)+Dj;KFS(Ehcto%_McD;&7iw=WE-abPe-90A9nAj)Duf(X`m;iwSrrHys5R
zZi6Woep||iG8q-&d~C--kt^OdmcGDGN5O^5Gv&f>^TAN4OGm+lTW`vS&>&^qfZyJY
zhTnF&XV&3VDa}kr!G&9A%7!uZ!SI^4bRxKrxSv~V%7!M$F~Kb68tJIGa6g(Bk)dB!
z=2D;unsD_@Jy-tw_35a%aBEDSi`C@V-(vEWj*1Jn+O&uay&StlQW7$IQE}l`nLPKe
z$uX%zP;uc_nij%frPdoeBz-k>NP{7nSI-DVz447D9TgXDg=s$N-ea#C)(?Uivj60|
zl<tx+oQ{eMx7;+B4E?#bp{L=%aP-7V1?~CYo1~-S!Ywn+B||UA{`ACD<t*u_xNu8N
zF6cMM+mNImBcReBPs58(`IVyL!YwhSl2u<LvimAXfjh*KPei28Qqoaz;eIgL!N%BY
z6w~~C2uizoEDT;!ub%6v)sl{i3%A&m2&JXG8?`H`@qw83>t<C5`8B^%R9rZ>X*#sj
zexo4w;%6As3$K$J)X&FIap7`J(_y~(VA5cr;=<*aCXv$YleSut$qc#i+lh8UAyLpu
zN5zH9HjN<bw5Q{9dIB_|#4h)syZMz8#l<r%vrNNCht&LiK-?_okbq`>W@r8+N6Cd-
zWa<YUlFF=$A3O;L%k%z@Bxt3h<icf|dXo<MJgJ@yj*)cuBYEyWT?CDI95fvz7cRp@
zqK{O^`K9k4LTTwohT8Vz|2C9dxP_(|(u8}{YVK|hP1sPszH4N@aX`t1TVRSIrbdq8
zo<KTEE?l}Pnv~XM&NIIaP}<s}P2CUkD@DnLOEX15X{kBdE%zYGirPG)-P@Y^9fFbz
zH{aBr%(oApHywaaW}>w98a;Z2nXn}tB^Pd<sVy0-X)l^TDFQ7W)mc|{o<L!Tpya~M
zH8q3MQZ9_%_(=t&rBptYn*Z=dI!Z2_%hZf?uN=d}1nDTbaC1y>vAQoNEoYQmxY?%0
zWE85Mzxx0xjef~%|AvQ%J+W{<OFBv}T&k%tOiMW?>4oVixo|0_#$X10u)VlWQF7s&
zrpB<GeK0&Al8%xK=P-qmetY>-O;cg`ZSc~0rK{5QIO#-k@yuSkDU|qA877$PdivLr
z4w{P>n`H`xN`0^nv&H2MqKg+xHr0kvn4SCgu=TJOq6_>ucH<_2^9I<KbWmNqSdytW
zjDinV95IkxyjY^CHjIJ~=2i8fdqH>cVm4E4;&x?~N@`m=2rpi2rl}TLr}2TAzt)Et
z@^iDc`uxk1(?NOhVlzy&$n2G4_?1~YNH1P&x~Up;uj556xR(rCT71{x@^hq>l?K|2
z7n^3P2K^?-qyQrg#1}6%)l>;)h(i|@be#o@bYOF>%=uyHjM6}T@nTa<<w(EPVveN1
z#(tE$;K^He1S84E;lrggkYBvmWRn$sTgqP5rHX;@+q|a<IMK_bf&SvfCYgdsX-g_3
z6>JH%ciZcS+geHMGz|n8FE-I+A?`!`z9~8gvXmLparZP(V7%A_Q!!%SP8QkM50-Ou
z<B#JyHk0gI8b~l+Y`m!u8HKrN8?)y?6E>~-+<BdJVm}Qu7%w)?WFY+}e)SVwdd!j2
zpQH~-(m;gqVq;AlRO;;eCFS}a=(m?ic@tYnL1P-IFkWnoiG%L-!Ej}zfehotMw=*N
zLn<zM)CdlNM+Gk~S--QO_bM5dG|*wZ*eDZ4jDrlz?>7))yx7Q~Z)6m>`4j8GF}dhY
zDdUVGLg~jI>tIO(CB}=52>L{@&G7p1IKYl>nsBYE6se|x6ywE)2fc%qrjT!JA!d&b
z<2N{;=eHEJ7%w&~=p8BTKVTrnc(I{DZ^^3v8cN^SL%-!sol<eBAk7d^W4zdqpjS|u
zWBe_9m6}j#iF3zqw-5X5iQV5>(m;;!VuOQTk-?H-LLo6QO9MT|iwz2TK@5J@arkfy
zy4U+`8yc=O5M;dAz#ww{Pzu=6FA#@BcllO6utI)IL6Pxd1A?wXrS=co`<TfB4C;9L
z)-a*CH&?Qxfh6O_`UjmO7HNt7WI{t|X=2^V&31;p5R;TN&}6(=zo2uTwIIVVMoI%w
z#*6h0I!7#$yfkSdfhyz05`xYVizLU;eWZab<Hh;}9U*Js*e_FO{{;*1r)H0IJte=8
z2D*$F>m76uhTaa38SR3su4BR8%8r?m+f4&u#*6g|+5^AMIdn-tYIo>fxHs}~ZGl1K
z0LqLPix1ik-D`h7q0fFu*Q0j~?lu0Ylt86{Hsi&525l!ZM2=zBmImUC7wZwUos5DE
z6B=fE){G?$)EO_<J!mtGg7f;Q)%!?nxvqLdhc)?Q3i6B>>lU<`G(nC@-3$7R7wZ~C
z(y`Q#iVL>Ffy=1F-R{}?VTX|XKY_aWeg6NW!Di@csA<sa^Y8yR>ptr)={D%>x_DhZ
zT|xdCe}s4Q<M?)bSze*NuHCAgt?jFAr2X&R|5shjvk%#QYz8}=jbKZwKB_LL)~k|L
zJydm6M&=1~h{<8bFl`ts{f)j#Z>Ce|K6EoWNcm2AMY&1oRQ6VeDhn%KD2^$9P)tyC
zP?T5D(2#%qvm|0*r&!3gqhXO0=#+L11f1BM*}Lw}5(<b*E)fGe#R9fDD1UQSpKm+^
zzLbawiv5-oBa{+P)F)zKr$}cTfoMGYqwSBWa4T(0e9gbUq+^F#5;3q-q_K@arjlbq
z2{CR?#K2B5pKYZ24%3KMBM}2T#XL3?wBA(DmrT%v{)-mQ$&uo}L=5Z{bJ<X+)Ca>y
zfD<vWQ@Gers8o&#D$(a9VqmA3!-m2}lpMpY97`ewc8b|-HPG7UthwA~x*v4N`T;-I
zKAPVl7}zON*=o>lKG<^{1q|#IDQq>+t9`I9Vz`rtft|w1RwIKYt5hiB?cNfJVqnK9
z9Bc*nZ7Hf?<;xQwbvEdF_FiR6A_jB{J6i#Mll;%p)xn7v&?#oI6~HC>V4uA|y+ooI
z&~b`nwn9-~%#w(KoFa*>0P4BC6zK-=L=5B<iEIUs&wVfsry&M%3L9I2{SK>hz_S7@
zi5SQ!X0qjA3}*+V9|%1P6Ng;!pw1s04CE9u*bp*X^{2Akt6&V>+Wx)$@-YnL6w}!d
z=yf?JR1+t)4FfsFG}Z#2Cb?QSXfy`y0*-B-G;D5pp@Mky(uRSYVk&C_>zcaI^7Hv8
zP-*9Ok;8@wDp4-5VIZfN!UmBsOi9(;DhZ|Cg2eVE%GDMd26BqYY!Dfw|A1j2r<lYB
z!Tj>U@EtoF26BptY!DeNd1>O1TWlD}DJHN%WU%DeAL8=0VIZd%&jyjfl3_wk#4wOk
zjAH|#LsDiR9eV&Sh>30bq|eQWuz$n@2{sJm6l2*y7%U%5suTk`#TYga21||!MZFrh
z#fE{LVl*2_tfQ<_p@=x&Y#7KXMzH~8r*A=qCA$!;r1Q<U%-<z_9dE-xPBD@VXz?A!
z;tat+PBDTF2>%W%DjsaHVIZd%&IXXpK6#}&@7{>ThJl=77#jdH#0SF@!8Q!!6hqkn
zvfU>y4PPs>VIZd%!Un(|un(pdzlE}4Ag3722EcriV^SJo!$3|khz%fnX7Wm<wSa+~
zVjvqpHqGQ%h<ES9V#7dAF@Oyq`(ZLn3P@}i$SL}>0pz@=9Qz9wAO>=Zek{39T#gB~
zmwMDyiwy%gMPD`mCXx?U2`3T;a*6~t049<TR&%W9M1sYJft;cb8$gaX$bOqp8`lB`
za*Ez;p)z1<PCjn(Gh8L#DRkZH-GS0K8#WB&6usC&1$?o5<A8yjBA#VoWu<m%^ltkl
zFf}Q=E3!p}Vxo3!!$3~alVza^J{TU$vSA>n=)o$9wX6ZUJ4BB$>2M){QZRUTUMw~Y
z<P_amC9#%rth}Gc&suC4$SJz96j}8pD%W`R8diO_WBvWsLVZ!<wqYQr=*m)L)ypwy
zopu%DJw+FmBCB4GmGfv1<t(-?h{drKS@m+PGBzO&vCgV5#C`mEeCpNF@Y{Oze%<e`
zP#6cRGh(r-kE99PFZMnR30G{z3+|=;gs`a|uWhl#A{L|iNSYwWD&cR7L9CPNBWZ#h
zYh2S~L@c&Wh()VDk|xM8;RN|{(9&qcI;!50O5Yg_JEp>K3(~YrES_)QIwBUOdPgdi
zV^u19Op?VGg;)pGJ5s3}3lgIkTL;A2t6sz2Tx$7{*E`@`M6Bm&7NLL`VcFUv)=ouo
z#?&PtQPI6%lEb@woz6>Povj^WZB;Kx=v1EVbG$vwx52w-Pb({B1h%$_wNbr<uuhH%
z0XUJ`AQq{50@gBhD!G3Lep|KQHU^iFe7!9avDPYbHINU68x6MBh_zBZ0mJ2k;XaP7
z6=E$_Pgq|}D1&REC1Me(N6;b8yW8#s?IZmLH}TgNXi-(LMIhEf^$5mPj^+1T3&g@z
zk6=vY81BhhY~hGCS3QC;^}(!YxSAu@Om&Y;@;)Iik}kk+>(#i=_#dPXDs9aWYpS|O
z=9?VD%-z-$u_mf}WWLET!Gad431W>^_sD#cV`XujHbzWP-G%(XwX9RQuN3??&vVa0
zN%W@zVqvPgu$+Cciim|F)<|^&nve=20do-M+m5o$vj*hPkVc3#RNa6k$T6V;E}4di
zHBeoFY3V#Lcl8>Wy`4Q5stNTfkg(>t#nu3^P}LRU7vxwouLM-W7V5<~MSay}GJCtP
zy{sfHjV90JS#0&OlzOVmuvFxKmUbU)^$@G8x(v?S2See~Ru{24s>^T?#|M)ltvZO+
zR$Yde(g(vker>f8tEIY3R+Q|g3jrA3)k3VM>M~hTGEBNnz*ZBn8mh}=MaeLs^kOoD
zN?L3+5UZ{_3;i`a7GzTJqcLmtnfb-|%7-`qzlHgKU%y6vfrdW~zZjMoCL5v+l?<%@
zj{bl?OFv5AT5r*P(OuSU)H!s$boF(G_~-mlelb6uZ_k(GmD(HHZQ427e%df?5$-j2
zl3UJA;X1+Tf3@bWX169yGg#A16Qq8pzM|fwcB*@;L)9hNzuDi|)$9y5j;+q}s)wq5
zstna|RfMWE^O3p0tY?y$9!wp^NI#(u(K+-Ox(#hrep6mmZdRr!`zRYI{S_}2#}!Ky
z6BSX43JQk0^{@0FKKGxC_EY^E<0Px2Y1<kDLHUdgcTAeoS27oK(SE8=GfuKP{y+BK
zGdPN)d-&Dt&d$!xtY(A)AR+QdWDq%{A&Ve_L=Z^iBytWW!=ivzXaz>n0>T6XCfFF8
zU@*aCk-_9-f{7*=4A^A2r+ep&o>|vZ|F`aa?_2l7<%3QY`>XEhbo!jr$$;tCA-hn2
zT2HX4(Aw$qsyPG^YV_u_U(}-djp{DcpVs4SDhwhotmHz^EapP}X+6fK!szhAYHNDH
zh5FNalqH)&od@>~$RxAamAm#iWAzJ+U8p~;N7y+~(s`R!9$S16u(scI-8EAUrD4>8
ziVO9pHIJPGsd-^l>Ub71T&O>-huK*Wuu8AL_|`rWZoPN#ahLac@YaR;(+Uq4gO2jT
za7E08`qO%lodI)V+Sy6gNsB=b_#UWT@`CC^_9jift+-HsS`V-@pa@<VF6y~Ze_Hpm
zGl(B&NKKy;U8p~;``8&o8yhj)mF+_PY2C}tfL1VKYEi5=)SuR0*cni7URa3cvAR%y
zTKBNi$t<?*_?48yP|~9Hz8?Hht*pgSU8p~;yV>bvdNN{)HrcsQe_D63)5-K?#42m9
zfeZDgbtgL!GIdIKmvw}d#4g|NO1J-^2X9@P{<K<uW+y^wUYOoks7I|k*zrVdv>-RM
zL2C3sfBuj`J!;*~jt~A9hI-V6der(8J03KjF*Q}eBA_0%Zez!T=JUevUTqiZQR`NA
zJZL^ItlKbZM=CDVqt-3#7}DQHRJ$`9HhaWPI&-4tsmPa_x^<x*wQgp|kp5=C)P|bX
z<U&1a{gE9*`kMjM=R{XEP2F05V8@XDX28@Mnm6sLir6N04C!x13}38wMIiP)JBIW(
zBUWiBDZ>-RRRyt)>~K=OM^5%TJ{ua#^10}&zf=)BQf0)xV~3OKHDLO3lB*J8-?GDr
zMlxV}9Mn}2u?_4{q6UZD`FiaG$n<&XKOP0DR?RDPRX}V#JCvwF1D4;B$|JUpB^#WL
znChp+4P50ATgwg#1I#D5{MgZ8Fh4lB?9z(-)XF0E4LgWvBm<@@n$_eggV-8&0Ho&J
zR&iq2_E3aJ^RN7{9lhyLSGWhWSy!|DpcOJ2ZvJH}EW>rBm&qxvFid3?+n3BP!3Cl|
zE{C7n4C%9Uy?%$LOF`^wwl7J=h!xSo3a-+Ktz`R<Ub_^I>5hP2TZ4VnI$ggo!c_{f
z6)btp)(g|D^H5hw4`#D2XZw)uXh=<QmB3V%v3;P{jX&#0G+f0I`-<&Dx}hNzHBd7f
zUBwVv%Ju+#HgE0duYZ6okX=+|bHhz)1<fLH6-6wUO@L2N@6~wYKX0MFqB0lEy{0x9
zLR&|1g(9|uO@K_ju<AH2iy*d`jVGC|xdFRCphx^OBYO8+wXo))x<U|J#KsYQ2D`^>
zuve=~Tv)t0L62p-f)R7GabP|gF+E1>DvVeT8%NZhF*RN76+$eVjU(gIfT_jt+X^C<
z#m13wX~aUc-Bqq2#1^t~WF#3ejM}>b5&M#jBihl3)p<wv04uHl#1^n|P;XvXIczLk
zpRmqnW1-%hpZJaMD?q(nev<Xe^L(|3>l4;YHkO#(Mhuq(UAR7Bb+NI;0ybjk8@Xis
zwhT6wSinY1pQ9wi=CQF*QX{68#gh6Wmd<u81tpy~{;P)>V8z^u92FOrUj#d1PPSu#
ze_<DJZWj?tV>=R?$e5bm^a5gY*^Z>?jTo-Zxon7~vK>j&{}+r$EQRezw4)KzE5wRe
zGTV`;JtKxosV)w&BsRJY7!-YupLhZ5VR5cqD=f>@8tEj6aZ+(v5SznBlZdYuR+?z|
zRf>y6%)v&Jh_4Z=i<lX)*=%%+e_>^CESM0R#YWT9V1{oiqeU)V3}Q3cXy}$+nHJPG
zI=Orho54myxAej=;+ru8vFU7dm49Kiv<k_Xj@UFdI{aT)OOJ=DWK2VBDjN;6idUv4
z&Cbo3ir5r3nx0fMl(fQTIw2?-QxKcXM#D7gm0Bf_atO_s?7?i-FW6|%NJdP__ySXz
z#75KeZidYC3tuK7Hj#~nUTaK6ZTgnv2KRYPL~H^Z4ZYS2tD{Y?850m2&qkAAwXtV3
zo9eOCGR7kY%e*95ZNzHKCpJ@zk}(dkv1~Mqb}y`7UyokP7>n2#HX4SC7uI^VXAf!y
zu2Wb?!`kw{u;@&(0|4$G!*vSlC^nkd-o|h1sA<UzT&J*(WTRoO^2Vyt$*Oe5Ncc8#
zCc!#_jrOJ@-)Ylm#t1CIaJDTOp2l0is%ax7V>n{N*tTSN8nKGn7KV&rhz(`ilHqB@
z6pz{A@&B)(|KDG3C>NBTNk^m=(qt)Cswi1}|L@%Y|IBv8wgOK7$J#2|Ec^}rCq9!O
z%s1hSSYKIBTGv=-SmUf!tpaz4+r?#ZBe<4a3Cml{S<42?97_*NEsM-PWRJ2d*(q!%
zwi3&kZ<@E8=bML^o0>ySf16I3zA?=-bu(2niOgN*5c3r?k?FvcV@y8R{=@%QlF>dh
zD|~m*6{#1}GoFDT(Bs=JW#<R$Q-3nrXXes;chD7H*gZ}EC!>94F2#3;zHh|z3&NAp
zJ~Nl(yF-ug!tn8nWX(RanoIEApi`&9PSch{_jZZjfAyN9m0DQyQIgS4GZ*K{$(U5S
z4;HX$6UP18AFboiWX(>qnTzpVAhncZ<>vH&)$Rm%^?ukfB^m8Ab5XuC`Fa1bK<8Tc
zId^2OXEW7^ejbIMjP{v1l<x$YrPQ2YUXTEpIWP8|cu-$bNk;q3T!ilgL&FQhQ^3h+
zpP57W*l_57GnS4l5CN(Ea;@$D4r)1VdPqk5%pA<ef>G#=jVIOrkCKe`nYl0@3pS7!
zR$23OlF>dh7vf{dcr<2OOLOOw(LOU5<mvgJ`wK>G8V27srgF%k>1w+NWVVS?lF>dh
z2k}(z8!+8~NJjh29LPtLA{enJWLAY~H5u(Qa{wPrieSLh*j1jmP%_$QW`CZl6eHG0
z3$7-keP%Aew<4YU=Ea34HbCe8nkktWq2DB&jP{w?k8edfw-Kv^{S56hv&_RnmN!;k
z^HGw~J~K;vOPHjSyPvoa0h=Lv1l`FA_)ZnDq-dX+efgHqL%gs+Z7WAI+Gl1v-xTzJ
zO8JMkFG6ZP;SsWliF%YN8SOK($Tuau*MQ+|<e|x$eP%NYd=rxCEaqkLme9#_c8=w1
zD#>V<nQgoZojZBoo&I|uG!y@O?;npu>ha-Zw9CvquaZ>$3x;-?*~&-4Hzi*vbFXAq
z$n4@s`==na={T(|(JnJ{d_$r$v^U^-W`A$aD6f{%td(T6%gh$OE~(Zzr>%8=fYe69
zd+h1@bx+A?mzi0<F8MYihVNP>qg`e;^EHWy)NVqOJ02QoaFr3W7piK2$G%8LyUc9j
zYZ4R53)3dTWVFl73}2HNHAbvBE$9>_8SOH&4_}iQ5Js$JH;)04jCPsnGhdU80VCG`
znP=c7p<QPB#MdOl*oeiDsT?l7OG3NM^pUSYO4|A4{6AsOUytGShwWaZO4?{oLc7fL
zfv-VIYQ*rmrzEt?Oz-&`qzFbVh?D?qpd_@*Oz-#_qzDE~k3=MCcA3@mmajpIV8GM{
zX&z@c3GFk}8@@sZz^<w>7Y9POgvahKEmB8XwF*J|%=DVCKn{2tF>Q@RNkaR~^bcQw
z=v*V#`e%=+l!W$~>2JOQQCLQ-h1Nro&^|N0;wupQ%z)`bCJF5`(@VZADZ;si<+{{|
zBEZ{5gVI%h%_vMl`^@x$FH647fa!7DB(%>=fAM9>xBV9k?K9JJzAX7R1E!+uoP_q7
z=^0-NzRhVrzPCp#jI08uYbIP#M|lo<DoMmXBm4VJfAXP#rG?(;QP>7Wm?U2>SWs<t
z*%KB|LIch8lrKb5gL|r%!_kiTTWj0gWmVPWF)@?SKr=nz{UDMvcW<f1Jz>*r_Z7A?
z{o>Uon(df`2Ab(H?@LmfF63Q>?M?BopVVx5OKq!7LP<mM+aB>8!3sUQbxMRHH0}AW
zPrN$NV`3^vLlFCew*WTxdT#VOSRRY7y7t+`m$)^dXwqO0#+V-RCcx6VPkPZk3^2G$
z%eR+BNlL_I9`HWo_mkxUioptC{DGpc`<zfaVNDD|?7sCa!HyjAX%8AJevjHj9;u%u
zNE(RPJ?m@0oP$#w1y{hg+e*}{RzdBo-A$M@0I|E)7X;G|+Q#pHymIm%YR}4KEu^@T
z)E}`s*2g5%=1*IPT!Ksoj4j#ggub?()DN-Wt&d1*LdA98!hx^&7wWs*0JYj!kN!*Q
zi`Z@J1Cm<7V(lmN2F&x+NH?>F^+D{G_4iJYnz$x><VC<P?QwTmrP}~Wy%D=<{hefL
z!1T=qNxcxeVZA|88&>&aQ-~<W@81!<(5e=qj!`)!sV8E;S#OZkj9A<)YUV0QJrKKY
zy#(0YBj2nl76+-7tJtbW88xPcXBJ9IK<t|J5>XyT%%<5+N%4qXwO%3v)QDBmX6>Zz
zh+VN>A_LTjm7&#ET}kSO*k$V_GC&QO9?ndPL+q0E92qN1DynBdg?Ar5A*@6jwIpi#
zu83W<o`P?4E;`@wLtBVO)qOo?!6CJ@HVY+nLF|I{1c{;U&28{IjN`aQu_f=bcw>W-
z)ETk!))P<!Bc|5VV)aR#5Ibi*K_dUg)Gla_K~gMYXRRk-LNH=#b^Nv%#D2A&0RPkr
ztAdkNN5sxpPr$t4h1J|mn?XtHfY@p4aZ({^oo3hR1QkNxmeO|&CbdWGl=V263|`nn
z&819ghuBH$ekkcY%e%)1q29Vsg{F#{m6#Nb*a_=?D5)2wV7;|P?6`G5l++8um_t$<
z#Ew~ig84T6@Rm83zy<1j)73IU&7VkHBX-pK6N!`=F^p{`wL<KO^(V;Gh^ai5Gzzgi
zSVV$vTfOPC-&4r+`HDRiT1DcOwMi`zJ8azqJ!D=@a!vq3)zQzRuXR>S;8<vZ*dgmC
zXe=)*Sc~{1HAn2Al{|=;R-i%RK(Zi}O}3EhTRxJSA$GvJku<##Yl#zSQ^fXL*M&iw
zp1+kd2a3>Tewxp+zWExd31a)K>qyfZF>Mu$`2YRj;JkcA{!w<y{pDtIQMmu_w6s>5
zC3TmoOLpITzI%Lgd`J1V@-1b5Z$EGU&Yo=VWv^o|AU+Zgh`Hi;v7J~(^bxKIKMGEv
zztB)9X#3yc|L<cLvt!|M^)T}%^Cj~p^IUUZbA5B5>8a_kX_;w~siUd9$;@15wlW#a
zAVy{WSI_@vV}}x3g{?0I>oK1@@mXh}3zVO7K7Fh1=4NAu5~IS_!y_SH7>2B~u|tV1
z!`5@&nA$MdV>M=DhZ0+at%AcY85fVoc7PEU^R~l|&TrHptwUvFhZ38It$@@PG}>FG
z3Os@on>EaLWG8*WB^x`G*evX;V0hc1KD<T)D^D@5?AvkU^-TfU*rCLxVM`&?c{c}i
zK2#Y3;KlZC9n?jC6Ehn-l-ML}p#twt^jyEG2^dK+#}lLWY*Wi?nkgGQl-M}T6$03c
zAy2FdU|Hs>ch*K;M69va??g3h4xHDSr@gQd^HOM68*b^<=7($*vB<EA<lDZ!vut8H
zC~4BUfZ9*=Jr~)Lh&2iu2PMtyeXnR3xVf?WURBsO2rp|;vKt}RFl-#un-Np}X&5d_
z$!>^PgD`Rzl<Q(TI7Lt)g{M#DZtL%cWj8>qe%Np*>4ISeR`|n-u9)Sg3;V29?b<-h
zu8&x~F#14K-DziJ*tOlsd1%Q@MfKBEPIf)S>V^#<nHsTTniH5^7qL2Fy-B^n%M>kc
zK}pFW<S1PoX4gTic34kR(kWyr1nlI7;G#Fwl3I8myEbCA!V*X)*Xpga$24FxRh?Z6
zv6^As$xArrOru_s)&4o_TBaxK4t;h_#A<}aKr6UvZrb^`1SMTuw#M0!`B)9as)xmp
z)Qng}dym_eT^+G%VKJmaj95Dy3)K*-8rA`@d7tlJNO!?FopHTe)#GZ*N3<D~?5c=G
zgtaG`T3<9cas$5Y2Qa}#sR~wa1Y%Xf+LKI;SO{WO5UU(Ug3SwR+pni|hUy&*2h|nb
zu+6TFSf#L5fMsqD*i-60VB~WD;cA1Ao>@A(5@Hp@8jx>;*XhzB@YZ>Oo%?F0uBx*u
zB32=+K8yv|7xK0)gCVt5$J#d&)mr#%6%Z>QR-1Io5m(n$?hD<LgiWGVNi!a^%Oh4U
ztOm(+rZBZToc!pd#SF1qmP4#;SOh7;<q`X)?}SW;p56A>Vm&&VT^6x2VZ|Y}%-i85
z!r(w~mpVQr=jE>hW|u)MJS>DLhfhK9?l^qgu*W-B_t4KYXNMye7FG~4ou5#5*Uu0X
z>{Kgm)`~7_80wHP#FVfgl4+sG-}}MaTwTanzAmbtW{+emh?NctfYe-bCl6X(0aEL5
zcIJ>*`NO$1Vx_|TNNOE-MAQZozDs<&YgGoStY%|omqM&$m;^=mazyPQ)eIF<`e6Bi
z*CTIeQTl9*+=?Z_cv6JiZF8JY03#Z@4c<(pWMkx3EFNYh`t5Pq%L9ADx0PO8=lwCY
z`d*I-pIsa?Ef(fO+VuK>JQkdln9RZtx-L+Cu(2?LD;5p&fdOd5@;eenaK%vNHEGkW
z$3M4(UE7^Z<HK5rY5?{SjNpnzl-~)aoJcJ78H#XqMuXQ(zEZ^qt{9@+Bt>{I?$2K!
zHW6Fwbpv||+(D>hV+2<WR&J2~*6;5zH((EV=YlzZz5PyYey<pD-;`{O;EIKn%cPUf
zZuUo`qL5m>T?<DI$e*(?f-4qMPLau|W6sK`EWkEQ%iHh)w`M5W7{L__DkmVdjM$e;
zi@?+t^Lj{?r~~?If!P?r6@!$6P`&f3^_g1aDquNPZS$fc?~^Zsw=T0Wf-43pyNR~U
zZs(ld4vG-|Q|UiL^)sf~7{L_-l-*EoUf3t>y%@n2{go|%EokJ&S!Y2J;7)-{>s4Hy
z&c+C?SU~xnlr-6rSnL#FU#!_G%KF^{*%-kU{gm&?$TDJoVz<Nyt|%+tk_z#M2NCli
zwaX9tn|PH+3?sOrq^u^5l^fCa)IAsrD;k8gZm2)uosAJ((N|eXDkLL_3AR9ml<zqy
zK0d#{VFXvSD=SHb7_j^q5F@yvs4RulGUb7*JETCj+|Yk%9sMaPC0mQ&T19w-nT%5-
zhKt?V0uC9QvXt~*1BN$`DcLr}cx5rE5NGhJpueH%|0z?q+*7qgTTfIzn@7y5EF|CN
zn>zg$P&J(uYm4T+BHz-^TU^PuBE~5TNu~x&t&BQ^L(HPghrI;zva42U3z>GVKrW?G
zgHdr=5Mz}T()2%%t@Jksjn(1t`WpjP6OMWoF|(3HdT-U~pX^`~#K7B>-$zEi(LBp+
zGh!xX4(TB~76tVA4N~jUKlAI3k$bR{n-F7^nWVAc&9=gzqC3m*OyvZ%)J#nyVI)`d
zQKphsI5YCuR50_pkV|iO<l7+_$rU~;QvjRy{#27fXCbu-FIKM_qU(^X8Cs^oCuIs`
zYQ)sA>r^EvSs2L`J}Q#|gKbzpErnwfu}|MM{nSHO_*odq6+S5Ap`;65lC9)WA?eGu
z1w==BEP{qg7DjS~_sS6Xwv2JVm#;|LG-6#)?PYoqvM`b>yi<md3Nc`66NXxiN)|?P
zg}2IJQoXstypj;ki%qkcZZNvtn}v~F;f>M<Qp@}~JuZ=0gB8oHsa;FA9I`NyE4)^E
zlBQpn$czq#BHUbZeeheg0C5)}%AAFfT;U&u8fNLR&HWvumdDn7wnkTjSs2L`{#Lp}
zrY-}fkNPZ(<O;8pPEdp|$s3kypa|sEvmts%%ECyl@KR|*RCN7vD|WyJtyp`*Fl8F9
zv?y5^$rWBGQ7~lYZN2sS1DK$l>B5ZeKxJVhSNKb5PTDkK%`r3BA+fc_|8{nxT1vCY
zvoMk?JXe|!tWq>=8-tS8{7}DrAN@(FER5s|&y<GnZSxYwjSq$18%qvfH&XGfwJeO}
z3V$jMND;#2o{cX6R-j{_B46wCX%<Fug{MkA(nH2%|I@KNbaHa0QPJPJ%)&^n@I<Kx
z!`X<b)jR{RXqFbqWrW8{U8vsq2W~u=H3!;sdY6_p#+Z~W4B-lolnRiWtJlgh9DG#g
z&auyi_Rtr)vWDPT`9o1iO%%Pq_<Tk9_NdNR%aqd<Th?I29x6phO?<b#h6_SJvGw*I
zt{kmaA}a>)hFw-7Vh@xcXeHN_td$D`p<YR(wlJQf^Z5TS^Zoz-=j;FfZ=U~eU=A|<
zY05J#H+^A>F;y_J%x}y##>FHujhPUimsErOPk$5#j#TCica(*gV_N;L2cav)dCbO|
z%{>N-14k<JnmY;s6fdk^NsoGP;7Dcu;r7>sI7@}pX53x~6-~TQdUJpMRays*ROWAP
zKP*BSF@1xf14k<JirY_uJBHL$EA^lf6bFt}<|Ri0c3xPJHXS)|q%tqK{SadF!YXQO
z@D3cQ%wODo2(fu##kC2<fg_c9&h3Z(>4mjOB-2(o#epN0dB*Jy2aH^{)g5~Kd~&6l
zZaX+|q%wbU+X0(<?`YA$yHIcE|LQq)o*JNes16*d%u{YVS#C38czD2pBb9l=Z6|GN
z#7tNOZKPV6$J}<(rbf)Bg>)S_V3|kURucYeI<?CJ&`Die`MXo!=xbFD9I(tE+*Z@S
zFbpO-aKJJTxy_JThWXExHi%(#ZSi);!rS_E<iG*TJm5A%YF-$gSa1x|#x--F+eCWE
z)iP!K{sXEj>qzXrsK}Sv_G`yL#O`sMNchiy<zGWF0I|E=Mreg}?n<2?2u*gr^XMPP
z47IF98w>pryTfgSOuaBX-R<ay*zep%$kYpKT+w55Ir<`Yo7(^t;(TBE=7R*Nkf!sB
zrgh363%K;c+~PJsg?M4bwT(^=TzX+{a%*8Mq~Esx{R3=%>9W@T_D-_?gqH)CUYHx)
zTIfh#SVin1xb(vO#;vvd3oH36>6bBz1D9Ty>)a|B^=SuolsONbyz5tvyJ6q!D&2ug
zFU&P=71Y~*!*J<^xyr4Aaq5NXZHh}T%oT1Gj8iY{p=LHZx?%NR=2pQtHDda90!JKT
zm$+qQoQA=)MGg-vEpy<@{KI~Zu83XamXVHR#Pm$NAa;Svg*HvUxqC=ASOxCd?!)fR
zz15PW<zW+yqcdXXxm;*dFASfoa&$uM9JiQ!+xDOH{EkDn+)%WAZgJHYl|w9IXSqdy
zrEN{UllT{88a}_j`a<<AY&BFIF^K)jEg~y4UKlogN5sx>i$I5XVM-ICRSzhR4v3xR
z7D0u0VHNLFH&Ai3N9+{00KP5VbmerwX{g>Bkt@H8%-3)25Ie~&AS26w=@*zfq7gg6
zEg&PyfT`8%!IU33MRBx6>^SEnV<D>qxMYy&c~hI}*VKC9+PAeq>=@@Ho!p4k&h=R3
zj@F1B<z|xQw4BCg<~)RnGJZqJS>5r{V#U!4u_N3}XnG^2*4pcFEF4jY<#99N+l-ig
z_n8AD<;-DjCTT1~rfQ`=+O&(2a^?^>6N=!4;hAR#M#`Ck+)U_iURXsfwB~4r-*$kT
zN``at?pOP_LPvUXW>U->-K2G3q@3B$O@&F^3p=SrE*%&tXZCSZ$*4D`h9{^U7%6A=
za#Kl#7%){p{f3cp<`-@%Q4U5dT&6aG;=o8bvxl2Xl!FlqLCXOn<;-qwD)%o8PYF0M
zQqJt+rVwq}i~DC`3+PDGxSiMTVuge{v`D#)*~v|TA!Ec82S&)5pSdxlS}(zJM;EBp
zAD@02ze|smIWR)b?BK?bYBgd{P<PbDM%vDeA=PTYRGYT4;HZPxPuv*TUv0#6&(u*H
zv27eZ*JVsi!k$qJv8~(~Qu{`%ELsdT5!=FzA+>MBO5(TGKx{KNhSa_hYla%UI$}R^
z!=d(_m8FPgL!tKHROuMrPhZD&R730sZaCDw5mS|!+Q6%d*d}f`(cp&E)IwT_!x4el
z_uNoWSkBAcjvTE9nT~$Fu*4SqvPMT0#5Qt6p%uKaT~u{|6<8Uu@3^5PQ$uQM0A^YV
zv2Qu@mVvW@z4(!r&_nJ|oA~aoircXr6%pIOk;e>-SibJ4fY^GD-1Kk6)aEycrZ28I
z$|JUp>kqoa3yZ)xz8qp}IdY4?7uKW#iRL^}9Ay#vhU*8Nd|t!%z8&8{y$#*keXp8t
z3SfksS;O^%PVR-_dZGg(<jiWWAC%M!(^U*c$eC4K0%@$>Z(faMVS<F438QxA&n^mn
z+t*wIX)FVlZ;NAuoLR{wkj64%y6K4#a%Ke=M^43mcsyzD3}`H+YVA#<RD531fe~_M
zITuG7%ZM?kB{4$IEaPI}+vfhfZp$KAhmD&|c1h~DS2{34&V0qikmC{tEWdg&Le4DZ
zVjxp5%(EafT5({6oXO?LN|qOfr+6F~A!n9wF)-?ln5vT57LF`CFhb5O=3-#fdtnuE
zuEGd8vxp-LUS3$;_L>F{#>R4U?V(ML*VX9(VMk%aa=7+nf;8M}r!U+%3L%!wwI|k$
z0mBUu9{>O8|BC<L)Hl@rxBZm;8~aRqH+wa^DBcx!i`n8xF-j~cyc5m|-wH|a`d@9q
z&-RCHzio+aoGscG&VS}F^FQ!ue1E<nU(ou@dc?ZII@ua)t!TAyH@Kg;Ol~mOgezis
zWjSeCW0_%zvsASR>>YL&o5hY`Te2n0Z_Q`T8_aXeJ<PStvgx5|pJ}matf{RjjQPY|
zVm2{znZ8VYCeY_8)p!5>kK#lhz;eT6g*r)z*&$4VMdxlwAK8^3)tZ{_a-t7l`OU;u
zfo;2UKMY?L1z2aY1gS@doah5suA5j;BSuWMYvEZZ`T&+|CZ9Hd{T*E_`yix7uI>+4
zOK20b6MX>7Rg(|N)PU)`EuH8CSgx3Spr0EtmDlD<C;9-E%O)T4ZHCm;^0fa(DNghO
zESH#f<XH;$FEhAN@NMmH*6-h4Ew9Croah5sE;8@H5cI;(<aMGCV7b7&BmLZ%TI>Nj
z3o1_Z0W9Yka?Oty*4B?0KBE;U`T&-5%v&<>Gk+cXelmPpHL~`v&*M(?0W4>kw<J>o
zrZyQsXBx$cK7i#{<}Jz8h*h8FS+RAZ4`4aNyoAP@^S)H;@4kjiFO^xe;-gxCt~obU
zoah5sPBSl|vAi%eww&k#SWYo7AyY4`Irca70W2q(=kO#>(wbGx3c>nF+=fTz|IWWu
z-ibbd<plEtj#Z_UTs&ur0@&yUk7AzbF<~eA0G8v-6WDp@h2aG4L?6I%jCn+M1vW19
zrdew!DZOD_EvlI!PV@mRM;UU_tQV%HdV)Sq^Z_hKm`5;=dtoipXvHZ`^Z_h+%p;<u
zjhW)Yt`mI#%VFjb6v2q;)0Pu`0LvlfVJE<}Ta>!f=UmjNZk|}W6MX>7LFOUZCTYZG
zf6|J8K7i!_^N>`C0Yj5laiR}k+0Q&A6=J~DvYKn^L?6Jik9kNc#E2C^41EC0UgjYw
zsSzuynIcZ~0W7~TcZhQMt;1TE4>Z>5rhnz-A7yo-4`A8D+<}hdh5fC~yiW81EW4RI
zFl3CFTC*)tA}19m`T&+)%q=qNSB3BF{4Hb(CxOdvR12bV(0l-^WhX<fAo9YR{HBd8
z^aU(GGq*_78&Zq>gR~Vad^ph;u<T%N!R%(l)Fvq;S5RE&3s|-@*CJrZ#J)atr4W2u
z^<z~ZT#3AnBMW^2%TLTTXj3Dm*2Y#qU%;}Bxkd({AvLuUYD@G5EL)jtpj5rEwkA)2
zz=^(qWeal!bV%w)SV#F8#_2oPv~BlPP760U(HF36X0DJnHDLNY?nGa}@*{JFD10O4
zsa?>P=nGhWV6G5_Z@~1GASe0)mQBn>(t9hI?5*J2x+z~ZduP!DD^BzUEZ;L1$+1xb
zmOmMxFJRfoTqKQU!0=|5(oW(FkmHY*@0g3;l)gUcL|4G_EpvfX+v>=@HZm90ZP{wb
zclxU;PILt<8<-2E+Kiaq$I%tAtY<EeYBOM}8JiSc0n0k(0;x75R*{(auzA6Wu7G7N
z^DA_a<YTkkf1QUW%`x5Y-%d9|o#+Z!zG03-cS~9G?KfX`g(6&7y`%5Ee8T}<0m~ZZ
zI59&En9AWKgRX#OHFE??nzUi>owVtY+Vu~IwqMud#!hqvEUTC!keU%w%WClfC%OWb
zubDh@Y_wLbmp{UKP`4#rs@31E;`OplbOkIcnLKiA)QDNILeLektYGq5{0l2Np7_Q8
zC{A<*EX$d^djG=kRZb_m0+wY=9=K3mnPT+biLQX<D<%(IC@;*cg}$BW3Rsphc~Eag
zOy6nZL|4F)%jA)vU@U0|?KT-Fx&oFZOkUW(umCjQ&=s&OX7Y%&Voc2!>kVB2%OWO^
zC`%*ODZ{gP=R{Y);%4&5_%mYVn`oK_T>(oDlPCWRYtofQKouvt0+wthkGLtu)asQc
z6}L)p7SucjOBRy{o!kq<+f<!Fh%IFD?Ek_lRo03Sh}f4*9+}w;ndY}b0AdT6JfcDj
zm>RR*6WDb6BQ~GOgDJ}ki`ziz_le>xfLJDzN31+!YE25mV21rZPCvw4Odj~VURbA&
zR68h68L<o|4*~$*SO;pTmUc>jQS~;D$@>=-h;xiDCYH_|CPRS@JydNqoOGCREA824
zJr?G)Bj#idlTR~XY9Z3_aP-Y7B9_MN22GRtVr=`_u+gO3l}i&_|E$WW-UP(vGP{Wu
zG+=t%#A!n;mDvr|X2jGIn>E9oM=XWe0h!LN-T$v5eIV1T4N4ZCo^OC!5ld!vkeS|y
zVF<&?A(q7KAZ=y9)NoJqUU6Cwo5O4)*4v^YhvND}y_vq~YJRCsji6J#;$#tXFx$wt
z8L_%sHHBnGY&Nrv40<EhrK@IMm=K%AY$L<eh{gM8E((L#OlBJ?sS&GoT5BvH#AYzt
z$WSm~`o(@}GZ353Y$h7I#@2u_tDt%Ze|UM_qB}fk(-E7-Y$h7oh~YCRY10s!%4{YY
z+JLEo$4&P5|BwGy{QoAtMeMKaC+%zOGwgBps&+xVBkmHj#1Udkv4rqeI4f)r<_JB6
zT7qnQXxnF7Z2Ld^{-3|k<NxmZ!!JrEnn--rkn~m%5uy0rE`1jCFH+5^8#S3|BJmL+
z>7Z1Nn2NJZCYnfml@Lc$n8YWUTU_t4w@dGZWM8~mShGMg(L~}ahs=W3N|#fsN5bl4
z@1>c`iU;YFcqWER`AQ+PptZcPC&VHLlROh`B)($EOrr3=el>8!vAtb-<-&{Ir}B${
zHWFVUWCma<gUP;b$n?&V=0lsQ{+b_<i8c~nK7_6;3?7r#2aM?6gFAc}eNkWL&O{rD
zFBdWyrjOKWo$mi$3a}{^^Y}zv*JPrN#Fq^rm$=Q978QR@Qv2qVy#I+F9n3@<i7yi}
z78G1^`s-ugbc0jh#~XExU8RO;3N90EBtAT3Bq>7jvAG{cKw}lVQNRt(2l3g!z{o@!
zi4O}I2xBHABIJutP$9j?k{!jmO3FkViC04U!MCOCUf3Eey)M1Kn0jE@C;bMrOtg{s
z(jmQ|hd6z9?dby{$-d#&q2_cQoryLQUn(R4u#~HN$`s0lZ#!JRNWwJz+;Jw_NPNkV
z1X2V8rZ4SfqK(9t2#F?{I;tEyavxILa{ckAeY&%oi8c~nJcL}g<Avd(QYP9+e6bL6
zlZz2k!!#Qy6Ky2EXh;-kg<+)<ZLlS&XKwMNOU+di(QjZ9WTK74hlVsGo%~ec@Ihmt
zzm+p}JsPAcnt_ptHWFVXq$&Bf+djP~`9Trrrf1bgjp*V^CfZ1RNJwMo<n!Ee=Nr)U
zz1P2X{rQi6g+?aYNPKXJ3Kfz(vv1~~&<edhPcA*grbiozFC5a4jI4HW7u;p|wr_Ig
z7AvLi+{{E9i7ymVpEUictaoeILTV)X7O!j7Otg{sf+5wQBh8CY>u!J{(<{S=?>AMg
zUeaR{WTK742ZdB4MKECbjfFN69~e>|QgbeNAN&B;QhJ4-Y1bz`f1IL?#0P|wC-r8;
zE|5MBE6$l{Bk}$rr6INS%dg(n-v_A`xmY~@z8;y#L>q}O5K@}x5F>^w44G&n@qQsC
zp?cF&&gN~0y_S6z{`BMA&iY2hOtg`BIix7*<n?Zp>h%rOTX>;;yI1SG<}=Yo;-!#K
zG60*jE;AI?1bUDAS`}0Czm3>P<b*Zv8xjiN=7s4cMI(u~hZG@g`fSCWN3S6@cuer-
znEcexNaDqiBBZ27OxKoZB=JH>FpPy%y8jbOTJVR^;l=b<J~Gir;%y=Hrv6pCe->h4
zEL_@F<LbG542>k74+$haq~E|xt3f06s_KI4Pt_pJ&dWq2iMNInAVqk)?@f<!kg3ul
zV!&Hfz}|~S63>McAVn}@jAs30qLIW~LPVk*vUcuC$%NGA`}GVB(vL}HqLIY2AtLE-
zM$8YDDjG?=IYfj^{~Lxz5^oBzk$U@SQP118A=6@h>5+}p3gb21i$)U9gjh+_*GPWe
zYCSYo;*93qr|Cz0Gto%meL}3H=?$1FVkbu<$@)2jCEaqul_?Rh`Lr(`VJf<cE;N#?
zpF(^9OHZ#nQ3U1Cha6q#q`TNIG?J_zLwrc}8Zq2U?m{EU`XTr;6d`@U!v$egA=Au*
zH}>sU12x6vnyU3)>-*r3r0I_?{zG{IJ!I>=pzted0c|<RH3hME!5<-0FU(AAOW2v|
znvB@nV0Z$!`MlZZ=1d@|ed>L{RZI7bTwfseCip!`&48&^&BS+2LhN<$J5q$yVlDme
zLbqJYW)Iq?`fL8FYa(L*1ivQTvOjsT6dG&R!<A3U<=5K;#QqL`LB6em|GCETkXosE
zM`!KPcjLOoBlarz1^G4urUq%9+%*odm%-0SD|~e>tKlQaw5e%}oc|87Yb;_fg8w9{
zrpe5Weysqryhx3zo1f_z#Qq9?Ofps0tQ`+?R&Ql)+h)^r-Rl~S*z@2&NJmQDy{;(~
zp)U<i>AKf73bALw<eGaUrY}FbMk4lS@Iz8>^iCG2kSA3OmYStUeq19Edm8+JOq5@q
zIP)nDzU}&}z76ea$vPg#(={BiC&BmO+mgSnm+X52dT-?^4KsYy0PG>d5PKYam$X8!
zn!&qO$aLPX_v+2gZ>*t+Jqo@{D#U=PCe3Jc4MFUW;5#I>ms93N7KU#t{`rd|P1R6s
zu6GSa>|yX7l9~b2=TlcAVh@6Elm6yh8`%ylu3jtPny5+n6*361`@y$K)BhK2AY%7|
zFOgR0b@{su%i!C}X0@I%Q*ETFLDvAp?gpQOR&d6Y9~lWMx_9wkyDV#^Kd<QOkJz2y
zbC9VQhG)fH{Sf;-_%vzLzNyYm#B|>}bH>vWksq+$`XY8a_#`ye+_A%MhQlt5KASES
zpS4Ce-CcbUyA^yAieSW4y!Ox48?l?g#~?K)z4a7Qqt0M{x9o-3jo^cjS_-uS0V^3>
z>&6a!Z=|ayV!s9NCDj}BVP8sdD8gdJ9GH?nWO^WWJ@^;W^aZ5m4NJmU=*%{XEv3(=
zt^~xc1@9t7ShgZ02Zl_a+FMpu&(+OiS3F`@gLja|dNlRchboYo{g(=*7w3Olcf_s)
zZzGwWSu>%;pP=7%3EUr_)#94McXdPTa_~0N-;5X@%X7scb}4v0`L^ZVzNt?X*U4CR
z?pfW6c6CMUVldeonOgLBII;=dGHlV)sU!21Ll?v@1g|6=>D9TZ0TZDJ)pLIHd7Y1S
zM(lj>awtMZcrUp-7_>e6ug>KX)KG0ZkE;`6=Yp3*5xlSh+6u5M7O}Izi%4n>&DrxN
zK=sCs&Iv7mTk#cF3}U|q=RglhO`ZMx7Feo%=GJa=c&+ZsxH=+sCO8Kw#0x_+&(#63
z(=6HJH+OjQlR|J#F>d`u=JQs(A6M{oGjNHUk1rf(@}22B3C{T^`u6sX^X=dp<*WME
z@s02;>s!LNu&<vl@9SfKV}EXcXuoB@Y(HZ^V&7}uZr@~IYhP}6+cV)+fSLA5_EGjk
zcpWg#-oYMaSK*d`2zyz33439?pPje+h;PK_;zRM4cv(Cn9ufD7+r>@dT5-AP7Bj_E
zai%y)93>`-y~Q|qQy@xI#X4dHye(KlEG+toJlrwxMtCkf6mAKZg)_ntVXv@V*d(kK
zmJ4nnQ%DtN3X_CULZZ-Hh!Z*pQGzPe5h8@LLJ6U;;3x2ckL``^Im9Mz*)H48zzv0a
zZQE^|Y-?@HZEjnpE!8&DHpw>1mT2p3i?emGMcGta9b1I0tgVEtu+7iL+kE&p{B!;x
zyk~HkKf@p4_ww8MP5fGZIq!!14O97<{3L!9pUC&-<M<AI6r8%N!$<IC`4W6#-jC;b
zAL|?IbL&IvE$e0L8Q2H0*Sa0vLRf2EZgpETt*O?T)=Ab;)<kP>xE-;BHOi`5>sTYK
zWvwNwg{^*8-s;1>;hu93xm(<2?hJQ?+skd|HgRjY<(wOKQKZ5<3X`}|Tq4(-i{m=L
zn~Ew|hl}9KawWLJoFB(?K9)C@=az?-Tb9d~GnONky_W5kO_sHm<rcRk(~@eLX_;gh
zWl6O3hCLV^;1vedQpXZuDQhWVDQxkx@D?BT4f`B!X1v8-X3wxk*uCs_b`!gnUCz4M
zOg5FB$xdQNv59PNxLCLY8^x+@9X5h3%a&jZvwkek`k3FCpPL_=Z^3(xXUs>;d*N2c
zP3E=c<z}}z)0}FaX`W;rWll8rHpiJen4`?9{6>B*Ka_9Dm*q3^5qYn?-DHx#kSANs
zAScORP&rYaMCAl|B9-Ii2~>`g$5T009!KREc`TKq<uO!_l1EcHQXWO+2zexx!{rfF
z4wHvdIaD4-<q&x&m4oFWRx?JL=>JTXr%?I-i7$hiNt6fE?-?W~QaMl_MCAZ^AeH^)
z0aW&r`%~Fh?nh-Gxi6Ky<vvvQl6zCxQ|?7&54k6m333lA<K+Y@yUX!Zc9XkP87Ft6
zva1|NWf!?Cm7V1-RCba(QyD9FqB2H~rLv<OLuCiKBbDvt4pg?2+fx}Wx1+MH98F~#
zxh<8g<u+8dl3P<5CAXror5r_N3%Mng&E*zUHj|rE*;H;uWfQq6m5t>lRH|}gDkEi;
z%0_Y|l?~-aR5p+sQdwVaKxI9-K9zOldQ{et>rz=;u0v%lxi*zG<yutMkZV#|U9Lf8
zHMu&KRpn|_M#xpEtRhEHSy`?^WhJ>Xl@;YmR928HQdwTEKxH|(Je6hTa#WU)%TgIG
zm!UFD4yRI)!>BARD^!+}OH)}=E=6Stxg?dv<q}jDlZ#VXR4ztks9coFB628|A#xEa
zgXIt^3(LV&7Lp57Sx_!SWsqEu%0M}Y$^bc#N`E<k$^x=Km40#oDrMP^N=cTf^pzzl
z?XoYGqHL#9kVPtOvOpy-+o-h4Je8bmrP3mERI;*#O0&#TX_C!UGO~$EADJOi`YiiU
z`APar<wxlgl^>*!RKAx!Q29=JPvu+b9hGmSw^Y8C-cb3E^qR`QrGKb=CH+n1OX(Gr
zFQk`L{w2Mj^11XEmCvN-RQ@SFqw=ZrCzVg6r&K<co>2KndQ9aX(jzJ#N`FxKKzc~!
zedz&}_oVw&-j(iAc}KcS<?qrRDsM}_Q+Z3eP32AL7L_-on^gWL-JtTi^c$7er0Y~(
zm99~FMY>AmW$6l)m!!*7UX(6Tc|p2J<$37>mFJ}MRGyX2QTeNMmdZ2IuT-9v&QN(u
zI!)zC=@gYGq?1%0mrhW5Ogc{GQRx_!N2H@v=1E7WJS^o=c}O};<w5BXl?SAQRPL7!
zP`OXqPvu@|AC<pId#T(b{X*q#X%CgVq}^2Rly*`1v$T`S9n#NKZkKjY`IEGr%5Bn5
zRBn~FQMpChO66v03za`go2mRk`jN^_(hpRAFKwc7qx3zM-$@&({8svo$_>)DRIZmc
zP`OT8Pvu%^9hKimYpGl#eM9AHX$_UDq}5b@Ev=$*rSvtGE2NcFE|*qNxlCG4<yX=&
zDwj%MQJE_(rE-asOXXr|36+ba#Z<bbMO5ZUZYr~-94fP<Y$_K@SyX;0Eu?aR^d*(^
zr3F-GO7p37Ntsk;NG>YpNf}h8OY^97O6gRlNlq%~N@-N4N^_}9ky5ElmQtupl9H*M
zBPCJkkmgW1TXIl2OPWpPOlcOCGo+bRPM2m-IZc{Q<y2`Jl~bgtR8E$rQ2B*4naWAh
z7gSD^CQ&&-nn>k%X#$nwr14aamBvvyMjA`yXlV?UqomPPj+91GIYJsq<#1^PmBXar
zR1TGfQ8`2!O66c_2$hM_U@8YmiBt}h22nXc8c1b-X#kb|r2bU)mHJWHN9s#uZ>bNJ
zy`<h$_LO>2*+c3{WrEa$%6KV(%I;D;mEEN7RK`i&sO&1mQQ1Z6N@ZuM3zeOu&Q!)q
zov4hFVyWyX#ZcKn>PTgKsRNbmr1n%sOYNv^D@9Y;MruoCYpD&Dt)$jeMoF!xY$-)i
z*+ObbWpk+omCdB)R5q2GQQ1UlN@ZiI36-kUn94{=rLvI}No7N+5tR+3hE&#<8c<nJ
zs!wHIsUDSeq`Fkrmg-PhOR7y}O{o@@HKdwUR+nl}Sxu@=WmTyfl@U@^A0JZ*v@!pG
z`Ty5|cMXt!B0FTNzvS66)nD=~nd&cjrcCvhJVU1XOP(%M{UuM6ss56u%2a>JQ{<^+
z{lCA@1>^evYw3)%PMR&nOEn~4-}}D5__}>Z`?mHiZU11uVBcs@0S~{f-Cukx9u${~
z6U6r5qcg%)VY84f3=saO^ZysE--EB)$6C)Cz&+s(abIy0!CNiInJm{VTP*V|11*u3
z!t7t{G4^YAD%+W@%v!-?++ki|9%^o8E^7M6blSAeG}{z!s$ueF?lZqIZe}#onknt`
z0SZF?DQ=8n+s6w(a1cbJx7WhGvyDgDFLzd}(NmBE6*oq)?c;=v1Uq_RMG9=VNPwH@
zDz?&>d)*ktwvQFQC2OTauBnw^VY|oLO%RXOH)^^uiftbwtb+|c$vy8Su7*2vdbGKD
zwx6tTuybP++df(#_cD56xU1HUQEdAtVKrGz_emQ(8G>jDO{Pwb>7%yLBE@cuV%tXw
zUy<k--H-@@s?0}Ujd-j-M(xHZwta-K6t>IGZP)4bx)9hz^J?Mz7uWUESZ<7B+lLEF
z$zC@j7CpqXi`$J+Z2K@_DcPN7#OgQqY?^dq6x%*jSW32b8L`g$$ckBv;>IYpeTcA>
z?6NXqJ$lg<jM8or#U{I~?1P1+|DsB3t08U-V%rmiB@mIDyQK7QovuQ))%gq;)TqU1
z|9}pHL2UaVVF@Xy0n-oByD^AuA1Ev#+klK1?qqUf5ZgXLSV9`XfT`v4Je!K#7{s>s
z7nYE1Kt>FAjJPp~ZSN;6A=PHYYH2}5HwLloeT5~Y+KgE3H=Y#-HwLloeT2oNLcSUQ
zzB1e)l+e%r)#=vxeH??>_TIu`Qc@#^>$7eQV%vKOi%Cfhn2PrRxG{)r?<p)MTLcZ5
z9%Xf75Zm5ESWGJ9zhD@|wkHUSNrf0Od~m{zL2P@xu$WYc0aJstoeypdV%xh5Ign|}
zxslTw!aZa?nzg$2Bup)@?L&8C5Zm5O$N=4tx=k(;2G=aax85_P`ee03KhFjUHwLlo
zal$;3T29USZ6Y8w@&F&F?=Em-5Zm5Wm`5~?0aGi}wt}I6L2P>$A)REp#cD1$6Nc%F
zGH1%J)bG=BV-VZkSxAF;^4#%{20etsx$$S}CSK~UHgE6QcIL()w!M>(2C;50tVSWa
zxT3f*h;5G*(nt?6rWSEb8}t~&w#Nu*WRI>F)|RZAoK)Nx#I|=7(#RfNBUWL%)-5rJ
zZSNqYg?nTA#zZ#;vF+`JG}0{%sYT+Z7k7It)@^Smq>*lEz|^*rv`pI}7A>TaZfU?G
zae2rcjaXYDjdV)`rWVvzRNZY6Ya^tQZfV47YfD$|Hi)$r(nz;7VzpLyHkP<sBi2et
zBI_4F9%*#sOBkoC$y+X}qOIV&TOk%DI7koKP;0Ubn>V_z-WqZ0f?Df3-F6o0j`CnO
zdrM&|WSUyO^e=DL!L(5G(3bT%in}GI(n6R(6nN0!SDC$`1C<PHyQf%wMYKSyxiA`L
zv=r_6@pxE1Y<fV&i^JW`5o;!lhSa<;e4yUl46&xdXqfoCurO_{-Q5(iCc-FE!gaeo
zws{WUHa+^z_7(ZVxCvs7g%M=I^_NwLizY(}>-BC|Y_xvSle;lusxSg7!iedcUEC^S
zk-~83XQ^XPcC7^`{(73s_ZwyCJK@}sh&2+1lWH|!`h}D3Mu;^O2E$NEo>cebtg?_=
zs}VP@KG7Er-3<|IAPk0~;)UVEL+%EM)fWa={}+Z^8Qk>|t0xSu=8dVcwq)h5hge-<
zu)jB^Z$5C>MXZi6h;+wWSC=1yO=$_EmW<69u2u{7oYryIL9DjW4;m}w*O{4HU}-tQ
zW|jB+tX9&Nz1_7Dt0i<LSY9Gr4+2_JZTQ;{CDhsxWC?n-;;w~QO(B--;cfBpaSSXi
z#}6kPPx8O5CSo;&STcDVF<bz1*Fdbg5KD%!0n4|?sv}lSpf3v<v2bngv%4B%RR#L8
zkP$17>aQwd5kgE0$P_1`raRTm?eb^72*j!gG5<N;dNAFvsDfB!fgVFPrlzaE%7|4G
zV*Yc2^rZHew&3cngjhu(hG-%~YWcmlB4QN;@-$)UuC1Rs!76XU+pYad?^26sr&HV&
z5GyZqgzELea66Q{JYwa94xk)T``kLTHi)R2+h+@9=8uJPh?N!ElT3f;8aDF)3>nW;
zE_l70yDVa5gm$DOofNk{O@wcI@Y}IA{`yX8cNxUO1@cZ^>hbu^b3Q_UlhV_6_f#8d
zdvo34h=mE{0Xi=X&$GM35L1NKWXQmaL5+?=roTUH#{}ss_ihET(n1T;roAtxJceyO
zJ)X5X-Q}^qi0&?pSSg_enS_j(KAcM-R#JdFfML_^^vluJA+>t_;r`?Nj#Lt{5<+9Z
zQnZ`<dj=HjQ8y<aD}h*Xp)sj91BQ#iin};s#RT$5Qp(ex$`-!@jnz8kPR6GE)QTZi
zRA>+m`v3}EeOTB582AzuB>lx{cTvPbg$7U|Uf64#M?(=SA~b;BYsA#1S)Scy?jneV
z2o0e3dSS8kG&3axv0$MtF$FS?#(xGctS7xQQ?1d2ZmA4)2YWD^y|7T5wCSZOQzya3
zh#tk4G1~_z?!uT#A)z+Zm+@y6@9cILLad+=0TX0ug1J`EK$wlct@QkSK)!KZ5V0U3
z0%krVrWVJUF9@+fp%QV@sCI;Et$Z$~l&Iea;|@eDK&V92pAn00L`<yWiaP)?f1wgl
z3Pvo(<CJ*(|GP&2|9^h}&v^fT7qN=S3%7-zg)fC+LUSS9_8C^#f3T(5`q>)Tg7`oA
zJXj<Df{)=V@T~PW>o%(kR=FEnL%5gR32rqvo$Ctg)HciSmYtS`mf@Bbmg2C|e3sq7
z&Vl!YYq2t{8SgVMHjg#8HHVo#nJ$?&ndX}Mn(CVZnWxNQW*IYy>By94Sf9Hd|IYZg
zsN3ID6^y-rP>Co$Lsbka?JfYnQ`gc@sO0^#8jAhY4=Yp_DiEboc=Y{~aCtz_+*T8t
zbk#S+x@E*9*m?k|or(FfHC$cQ(^6^R5Vu-ytJa+*#C(M?5-sR=dUMqx&;eJk8hojS
zT98=N#GLj;%r1nHXn_$chnO8PQ6O7?=PvpAx@{Jys3H4<cC5*Fdqu<qp)_@S{}YRR
zk0z^tm`x~6G?^haeM79<h8QoDrf%<lrl!`&(fkV@F{@CTC_H0oy47t(j1x+OCNp9x
zo<4JPh*^Zvq<RghsSSSBf(jPISfMm&awFELrq&89VrHQvX$5DSHy<uRy)~;F_-anR
z&Nd@v5=xR*Fkq@b24hT!F@hiH#kuLz%PJxa;6p_>{5~dsu454M5&TH?8Zq7O^U*Nz
zGwfdR#?&%>JdQ)o48%SOex#&^)YKZSJ$f-`I$|FMj_4rew<;maK~-J2EVUY`;v>>I
z(-8Y0m`Eqj%UCvKAymlQkZM0v()aY{OhxRyzz|hcyL_GP8=<6${&oER(9P<cDTuuj
z7}DPim|C-^M^)uaM(nM?kdhj)`hR-%&E|Z8*c*W%B{gE&`zWPzCILo9v-nzI{zVng
z?BJY<nAktI&oI@^wF_q&E`}1o&TzkURUlsmCk1mbk|_Rddju0fN>;#|Yv33pv@Xt@
zSv~fbgONn>mF)pkTgt^fdkS_Sx}kaVIU`lPK{E#<iQ-G!T~fO{o87bbg4E8EduMgO
zD+eQq;tSh#;&&bF6xZSp__h*Fveq2ZeVZJNB#M98u0xZ0VK}YiU?fp|Zo5kQc>IxR
zKW>I^>-ZqH_Zhv9=U^mJd}g~!oE9T?L7Sv<Fp?<#X}e0C76Ya-h+!mAd}_N&oE8J7
z8)`WiNfe*ht`eukfT`iTJ$DD>U?fp|Y`aQkYa@ma{pDaJQG8@0Z%(BgY4WZE_|QF)
zPTihtR;#r2=+qn%NhD_x#6N78NShk5@|tgxgP}z6q3r^(T*;k+b)glC^6eZ&)PkBF
zoP(i6@qz7EGMY2|PREBrrrYmspYmJeTRKXklpG8tiuY~5QoH0oF}2*<zd<9FQ*tnr
zDBiREN|dEBHM9<MFqA0XwVi}aQ}=#nz5@Pz54f~*O8%9iIT%V5@7PX4YF-%Lc9esm
zMDcgqQPM-m^RSUn(hFSIY6aDz+R26-3?+)UZAYO(ys!wXC(N0Hp+xbPjoh2-g;lFZ
zcFRvuaxj!A-n5Y;&MD7+QA689rp+f_={!2WdNGtJ-mo1agFf`pi;nw=LfU<JS-Ki~
zLsKCbN)&&y9VD1CZ@Os!V4vY#lwxW%@Gqe&DLEKQ6tCM3kdZYi+;o(OOyj;kIK8!g
zoFWH9iQ+Ze0Wz|TScHihkxCAR62+^wz0i?T8!!6Q6ugo6gOdxr3efd^4u%rNE4Do_
z>gU2U^z&W;_VmE+ZVS|E+FX=_p+xbrZ6~q#!%5fx+O%fchnDyBQ)M|AN)#{Iwv$d?
zaa-e2zJS4*puH>f{nt4dN)#{Jwv$f&UoZ?MiWh9;b*<FRE4#(-f_gi7K}da$2fRXa
zv{0f=Ja5}X8cVxOIzIlVZ9Dyy91J0f=WO4RRL-6Lr!Ab_=&`KZiFeP{3fO@#geac1
zeM^QhT(0;U4lO6#A%P|R@qru+A&S4+)`dfTeVz^1=R<vM&$9MgskZ9ii5BEw2vIy^
zTSo?-5sQh|bO(kI#nZNRWO6ZLEr=liXRLBCgeab}ts@=Ch;{f(tw1FQLx|!@+gehs
zCl|+rH-wS~y>T6_6{)$}p*dOz(I%d-tsxjZ3^a^P8-5RyT(6ZJ3>}KcZ7WCsw?9|+
z!aXSAp~qG0-%%^#9EG7n@tAD|3E&#BlCt(q7&;V>+E%pq7gmwh!)PT3Lx&=~%}oNh
z#?&yHm!pLatzw>S1qt99vBGp-j8SqhgeV@itsqmo0mCB-MRT+eA|oEMtsrX8fR$Eq
zFm@;&w5=dx!|=P>7^i-W9f}8RD~MV&Vu4s;7&{dA+g1=8(ukGSEcqOa9g6#GD@d0x
zV)ZmLI0s{g;$GW)(yK=dsFMg$1nrDuF!pMU9g4r$Ttuh5esgTrBCxFff>#Lwb-y47
zV~64%n~UfaBUT9~PK+IjyKPQVuPqlovW|kT@nx78(=6Xaz}TU<%jP5{HDGEHoOLjE
zDDJeu&C1Q^o?N+gr9`a0bJv|Is)88C4#l5sY2=K(5$p0R<&+$Z9f~__X%)ROY;z?C
zV~65)8;$K7Qwz`*uyQbVDE?%lv3(<^cQlM0irZ{78gIlRaJI(Sp}5sX0^=$DW||7$
zgc0YNPD<hgfU!eyi)|K}>Jp#Ctnvr!;^`#cztoasZi0*baxiu%Znn)LbC?mUgL6N|
z4#gjBGa%FCv-7Jy0fRq*oTDD2-`Jmnu|x3(+h~Ga&TK!NgrmMYc=V{R8c_i(O}M-w
z2V;lgCR=~d3TfoB&&JT->Ya>F<kXs_Nf}ltIT$+>zqj=Vt>A@KOVlh0j2(&_ZT&$j
zcwsd>?t{nwzlQ$*FuA#0O#09D|3KfTzK4C6!O4J*zU6(*_Urbo_6++V*xMg0z7UU#
ztHfzyzW={O7$-#kZ}R_tW!JL~Hi50lO6CW!SA3CqjJb_jF?}>$G<|PMHT5yoGX*eD
zm_y80%tWRGQ;sqDT>B5tU&%#VN*WOOO%S{m(xB?i2}R+$$|hpN*7wvhT7BlCEhY62
zOfLw}E|jY3r~(dqTzvef!Nt`=nr_KOTT1E|m<kuXWI9V(=O2R9Dv?|6)KY1*Pbj%)
zOG$kL#{o9K`B*rQ3|P~=3s0@O;hT%Ll+-717<`-SeEOD+N8!@Y-On>$*U%3%<)SSm
z^$r|FGTl_-;F2|vTBAyR>s-~fK`z=-Qm??CfGrftPW-bSVCUES-72L=D09)4l6nTl
zl9Ddw*4(KK7fg)ZQgQz!eg4fwTT1E?7)>xOT+%JE&mZL!{Sm@kw56nkz*c~{=n)#o
zw0WIpH7==PSZ`=cN%4X8X!VvWzWE(gZ^h&F!m@Ssn2WZQ)IG2!6k)*t$HT6}0h_)N
zjD20V<f1JlbqlOX+SGulA!H=MeNDM&OG$Bo6#>gkX;yK@PN?3$i@hIyOsz&8%0ML-
zZ7Hd1V0rkq%x@okU-J$Wp+)na8-G`8tnplzor|`V)FrSeDMHDE<L}o3Y=4I_e7xGA
zn`bd37i}r2b6_DTg3G;eyF_mM-geLYzP27c&DCrvtJEp55NUcNhA$4~qD>{m2ErTE
z&F7bhP5268i(P-;lJ!+zRmDuvrjlX;{Ygnz^=SMK&K7kIUGUrPt!fQz^3O$^O6nMB
zCDqHHnHvnNYH@Jjt=v$3X(bnJDyc)Dl~k_*Q$w_wF&AwrseK>^seQSyN#g?~wHljl
zZ`qY!Qnab0c7YZsLdI?K{vCW<^YxV*bW-ia@`Af;a?z%eq67XWMVK<zw|fF<te-2~
zic@1&Yi+98R92~Nz+dFsGT|Ksfn-{K-RrGtkT!wlqHQI$37AzwZ9aSIW%rNZJooI>
zdwu@{Y9XTE;Sg>v+E!BQfaze1I;!;8nG4;r$G~pCR@|uj*tuw1Nv#5=lGH*jHZKA$
zWzX?}GXgA;?=_1e7i}vkDqu3$$8$>EyAcFBBw^>kG4Ge_VS-$=t)!L#;|Rum-(o$u
zA3bP4)9-c8McYbh5ikrgb<oS%Ak$${Www1%eYEXMxteWdm6``6R)N&Mm>YLx8<+|s
zruV%*Lcee$7fmdwSwLc0Z%lvOEEi2IscAqWREROP{2qcPmeeF*5EQ|Y=Bl@ZgCcC4
z`*_WFs-HHw=c0)vH4f+xSW?kl>jp!3Ght8EYG-7=;zAQkQUm(6QJc^D7#ZJdB@|)l
z-%(GlsHML0cz3yIVo8w!JxINcoGkW)b%}%@cdpC0sus|qpt)#bNsR)!L4`Pm2j4i=
z6|9}q3Gr*5=T``tSW?4)Zcrg!7={UQ(ZrG(1au^+4U0TjzY=^~^VJ`w57pPfa?!++
z>IZZrsTnZ+FljEDSW>-!=&I0>ex5Ra)J6EVAAg#7=0)UF9H(evNp%CFAyXr!hHKV$
zE}B?Uoq%Y_)C&_e(=-=NEU9)t6l6McL!9-~StvsP?xElE`ptW}XktmV0veO*UGz)0
z7O?o1(5HD;%@lk)UdcrhOR5=A3mR*>rd0dB>M6GK&mZ+@Vo5auYLL_}&q$pB!#QE+
zr60{j)nIHaG_j=W0o6$Ljtd)ltP^Says!f|^A$dtSW>lsYNUFN7_OA&qKPF{4X8vi
z{bF<LW=Eh~O3}-652!45OEj^hh=6jW2=1NHQK@kJb8)Nv`+iU*ZF^WQnpjemfO56H
zF?~BgE}B?U<$z+4+U!voH#%*BHvR2zaHj!kQJiHeYw;$jQa~_ZGpg<0Kl~J&>#Wmq
zWcluTm>{<jVig1Yp+e?xNu3+LhSZ{tw|<h5k5xphLV!ORr$+1{vHsv<oZJeCl@E}i
zLXyJPZyD!DhRnR=0k`x!26M|JRxZF!GM(}9K}kEbLd}-92KQCNHS0RJ9Aaey?9d8c
zn1xJ$aCv8LS;Wc&*vYpUQ}e}6UIwx702{$3$=3@OgiNp5){K6JswOly+=JPqumA?I
zq`UW*Ssp<Vu8rsrxkbqh!&DUikEF@PBD-FJqVG|g+&ZI{&}{Tv1+mipA4z6LtTI}G
zr4cLT{{}Ee)QWDira)?CW=@>DN<UDYTMDs~{x3<U_crXk<AiUzQl?$0uk*)1NyJL{
z|3y;U{jk!M{*YR~^qd%21i~>;0<q%$&q*U`&)O%9@GX7*MgFu=9I;~l&j53j*;(ZY
z=(Qe+Z(!X!Kht7}74?5cGBsfO3QBHK#6ta_k|y7}()W5FumT_Tnse-;8iZpY6tN=y
zPf3#-F}#2&w+Lb({!dBu8nArRGX$|<|33&eq4mu-aEDZUK*ylm)@mgjpTUR~_P<Yt
zN~2NJ3-y4Z((uK)i)HgmS{SiH{`X;gdSQFWtO3FM+(L*I^uI?`jP~wYe8KP^Uqq-C
zaq=#RSdjlcqGF6#<PB{S3PLQ<|28oN#_q~&1Q+7;?DYQXr5F{jb<GV#EWrOV=-gT6
zN2A(+GL0V|`PGzJ`MM(jF@OIHL^ZFh|2fSCSi<eu11ILIW`D#A_@5=M5HR6FtFeFu
z5v8jN#DIdZac%*`{QOT4z4k?m2Jfry?b5Hm|7m$?e!cl2Ci|Ztdd-Oa?lH)U=E@$7
zktF}aq`wV#a^Oxd^tX{s=lm?2m0Ssv@%2AUI-22kwLaFXFJgB8eWZxm7KZpbZI(Z5
z68RCefgLf?e-9Z_?aSYq-W_tQbZ+A99eO}BS42$k-$Qzk0n0bo1jKCqKap>nSoft0
zmxS~fTz$DZO|6>Z2~y|U5aa!~z_-o*DK+PhY*4oEC--Xny;=zU2p%!3{}$*$URWS%
zcq?L@{}yN^FRYlSl|pkl4`!1r{+r3j(>9WKr%QH9t_4$J{Wp^m8h*}iL>4i#|3;F^
zG~wwYxI-k~SGr#Rf*Op~YDUcDzmcS7#28ON#N+>;NB_US+)yqk{m<+F|L5=j`@x)M
z?q|mL|JIsjnYx>*o9xUzW)G9YjAB|brF`D|oF~dlNx{Z7r}FeVi#eG^gJFK@8FR{9
z=||lpOTor9r|>&SScX251iJj|0uOtg(H;L3Y+Q3P{}W&-pEiyAW;E0{z5PNB)F#{%
zt#Pg9B%a)QF&ENk9RZmZ2)R1pids$!)}~-1o9FP`NKDs=71MfD3O2IY!IR4|yfA-l
z0!hI}HqYj_kPsz2%U)vwWLnYjWNrn09X7?J^#$`R{zvEw$-nO_e;KUto*^$+w0)xY
ztP}>Znf#BWLW~$L7p3?hHiQ3x1m3$=y4wh>@g5MUtd&0<CC@-?I{yQS*%~q2yp}v2
zv1vT%r^&Z>7rO!*)O!Rc9O?QJ-%kupp60=9=BYe6t6{{H<f)j-6#iQoGNbPlK`L;A
zP@U=e)g;MN5Sz@eBH_PuxH~@<nw;G1vP!Rr<jIJA!LK6WzyE@Lf!HMeD^mLp?pHbt
z;e&*syZ1Ek(>H%7PeN=Wzm$F(>5teQ)drfOk~|Ty34AU|?cum1pLalN#9*s}-xiuY
z!Gqb%<N3v;zV0MGpVJpgy6MC&%LOHQJf<>^Urg%B@Uy;vpF9q+vHT)f3`pH{rDNng
zQeU?cPNeC!Lh@L|#_)?^F~AE8(d@qDF^G-k7m-glrWRJmGao09Mr;(n2-aA<u!>p;
zEqN4TBY8I&N$bD<uJAdihzI3H4)E7+)=VCW*a+TDMv@T=(R`rf5r_@v-DD&gv0_@p
zH+eW>!+1AY9Wh{NlPbx>5F5(7$?Av^!<YJ!haxtFcZdHA+oet0$wLqu%)7}*GNy*k
zP4eLXi@o=bZsPjdg*__PjBH8B1}tRBl5Js%0pmh3%|pj@Ovl)!_ugx0E<&cbh!Tt)
zdI>clgoMx%AOR8}w9p}x(0lK>drPxNcf@+X`~JB1kMH{~{zF-dJZqmh`|NYhv!Bxl
z){k9?0VIL(7Gbi=>_@P^>_Y5t5*P)LEweAd`mhUe^+N*V!-d&9vk$>~vkP!RENrsO
z5dslng1h+s79W?&>`ky<>^x{J$E-_BVsAol_ubXL#(pu4%j`w4p6omnt)(#9vzytI
zU_ID*&{$ruN8~qBPvza&d|a>Czf&7<3uf=7Bi21s@pJaMHJ(gTPvza%d|a=P!mL6v
zok{AcJdMrA#*)J7u0#Lcvt^QcDo<tev9YAE`m5c{B9qipc?z5F_Yth_7j8D0N$RP*
zE1QdcYrOXAj@RI~gmuNX_YikwWRiL+PiAw`Z&DZy$(f{{%Db?+=r<`$bT6r=^3H4y
zE-tyGTA0de=1p$6N~Btuq@Kz<u{jta5*Xj;Pxk_BCaI_Lj%*G_h!j@$ntQz>lhjjr
z2X-!Y=fd#ZQ*fxItNWqXaywmw#g<9xsk}Wq7rV0*R(7;IugxU&RNjuA3pMqERXOR(
zBy5@OD3IE+bFn*1tpy7zU?!=j@+5XHc4se`pm%1HdMa<j&PBgTVB#^9Oj1wft=YL4
zArcrLL_-a!r}9?pT<p$LSpC=TWIB`7Q+Z2vE_P=rjLuqRl6op{!Oq2alfvlWNG7SL
z^5*PZY*Q($V=<vkNj;S}W9MR<dcn?N9VXf`Nj;S}WwUV->ixR2352Dt=g!Y)@?6aN
zGD$s^C$e^|DTsSzR4|6rEBoc7+Tzt{nTga`O;|gAn*`<w%O(VC%-ZqWBrx9kNT@<%
zf;D2Za5DPlfvrk^=vl4@?0L07oiZB{tRb7};zY+DAB81?ls~(?_;s<T(1rwSz-IbF
zO|ME|V$W(ou=?yYD0HT!ThIa^<z02#?Gaz|W(uVG1gpnR!LV#!DQZ_76uS1Vb<`cc
zL68e)%Ov$wUYDJMVJU^xz2l+`woFn_<vcqD!%_+pBZSmbc>;^KL3_a(EEHyEQcvY|
z*eTcwQfq_D3NTVn<+a%<*a}iu2ZK8!%_Q|yUW@$#{FYTNczUf&a7fcOU2oqI)vQcX
zPvte)$&mbIZ5VCXd<;gU_QRVk-o|t8EX9^d>Z!a2I}zPGc2h6k8UVX>Cw_kjFOKA-
zp339d@z58ttcDdeL6A#%d_QRaBXNN%lhjjrb#^>{n-ms|aRdvknWUb|tFfa1X5U)H
zC+{#6TH4z5bvPehB#h*wp31AT`1GTF)Y)G*1E)+~@|qjCU0mSGB=uBYg&mIZc6y}Y
zU2FKZuCPF{#WOpTdMb}&U2DY>7;kHi;d|JY8ApK>%MPm#Rd7WuP9JsT!;W|gCG}Ju
z!}fReg*5xSe1MhzHaU6<Psb`UNj;TEv%SD?_N4=wjI0XZ77U9`UwOWb)Kht77OrJ&
zII~SQ<ecCTrtQv>V?AAl)KhsB+XKT=3KPi>si*QvY!7I9FBqL#$t3kuUXksAVJWf3
z)Bc@IQcvX-*d7>`QW(G3MICIJq@Kzn+3v_3_8qTa2UgQ%(3-D)J;#qKCPXi(r}FY_
zcVrGySUKXBq@K#lvE3s+g4GWf0;wD|R#~<?&I?j&^{7qD608i{9Y=C0EP||+Ay@>P
zjQdUUAEe&L{J-{r9|o2bg^<h$f|X{IaleTaW_8bi?)?9R58Sc#qb^T3P}e|b*1pgl
z)vnP_({|CuYW+3;Xm)89z`cNpnlS&j{wMu6_-Fb{_y4!_D+71)omGFU&Q|wQ*H)M0
z9>VQ<OSuVLTdo49VQ;Xz;fB27Y*RK|^-gt4wNaG?cihFR0(|fK?(;459pl>yZmDCG
z=agHNvy{D+b(BGH&)h-9GQ~tiJ4Ho>ulzFH6qhR>Ag?bs$)3xO$X3gy$~wzpWPZ$b
zW+yYB8Ok(aLVe!&oWS(Ih(bYE!Qi?qw0_SDmii#_mk1eMRl}DQrr{zA1zn`!I9|w^
zhnv|zYkWBCZk55}p4}n}1zmZ=ao{CVn7EQvM4_N7XE=&It>n&cR>4m4v^jH@FHYj?
z4Rz6KTM>nVuB_n*_S??OxpcU#w_Dw!%1mp%ht|zpizpOyWemT<x6Kq*>U%IR+bB+n
z9kPf*K^I}b%R*<a(BxdL357O0>NjwR2S%ZwD{c4%U|FMXB;SE;D&1|SI&W_A#e|jm
zqS8Xd=xm0cp{BF?_R!vfvAA2~TBk<#61#VijbP!1J?OV)Ay?~n0Bf)xGxVxBvKNID
zEX=SAt8n~wqp3mA3fvY|+1uiF#v&5bb)kkG=#bz4crt4O6zV^<uH1*OCCDa4B&h4G
zh8^HuDa=zS3F<nFVLMv;V^6jG;^2_eGcG@UES{n*B0*gjV%Uz>BruVD7m=W@GaI&{
zd)JgmNrRep8<%^vL@aL;MC&3F)O98UDnHp(%BNR{Ro&EohO<-8h+}aP3F^9F11djK
zn0Q#Ihy-<=(SXX26eiy1TttGpu9RUbS{uv-{k09gE#uIp9l<<hzeOad>kNjiXiWn1
zv?&Sdx*)?Aj9ynF1%5lY>B_l@;>1}*g1WAx;ajZfCFE29>+`;Mu!bipUqphsu7u%R
z{5A<J;SF^_64Z6Y4VxfBGPm46^SuuI_UzWEgFdAE*oul%AO#vWLZP!xJWj6#bAMWR
z2H&Wjrvs9pt_v`1gqliWyhTWBi%3w{=?!Z!$V>J=^5+(a-oQs=|M*$d28&2g*A+9Y
zMQc(Ron0#;L0zXatj3yx*8dCWZ{2q{XsP+y<6c2fSLw8dl@Lgd_`C!AeW0-x%J!^S
z%9nFxK*McCq^s*RhGkgOKV?^AU`-$m$a25B;-<bL4LQW$umt=ztNH?Kz4=gR`pObV
ziadq-6U@(mci4Kt=-f?_AHmdyLWFf~)aEJV(rG1IuSluq8AH?r;|zu95Gjm!a1lo^
z*5DGcN{xQ<J1l&qxfd~M?k{2qrZOzVraymqZetWncfrPql4AZ)q#~HFVIj<6QW#HH
z6BPLpOlio6Dr67-dBubxD6~ZE;JfpAYezS$E+Xkwr!eHZx{L%?N)Q){NP5-D4f(Dv
zBY}krbAJ&@uR56_2MV3N`rL|laCuDHKbxK`9pPyOl3sO;AqT8^!NgV|=~d@rz`Gi<
znX8>zwSdtw?)cE<?>!?DNw3;}4Ks0kOWxP)8SFFZb`{Q~Ch(Q3xRc~Ul3ukR3>gq_
z_Goz000#VSzpv|67|&af<iHwnAxW>=_l9&F2Cw0}hfswRfz|Go6PvzJkX}{VcZO-u
zSoYt01^M9mwWIO951ve^kR({`Tf;OgR00z(R4*h6R{O^A1;*Quch$_xp{DZ&X@<7*
z6iO1T_O)R$M#$KTsVWmxA*$pMpSgUcO74lWkR({`E5ihUWoat}Y?uyJ7~k{D3bS~+
za=(xySnW&0c(k?{SEeD}4i4J?_7%mOsZfw$IqeI>c#Jm*%vLB!uPW_x!#Mc#InASH
zOl%6@w6Se(=9;MY7LFFeQTxm=8i$z5aLdk9@Rw^fT%4;4NrKfrHH^j{C54^BHiC`m
zg(SghpBP5q*a3T@76IMse$_nx_6|{dC?pA1``9oTU|DCPPN!Po+wdOxt-M(fnF~pR
z)jl%xL2Hd(|LD8|))sZ>__n|2+em`dJ~Z?O*vv&|Qr={NHP?O#-ay|*60G)tp%+dY
zA;ovTj{xuEHrNiHwj>Ewd*9F#YU(&u*#5>2@P1ys+4Y-x3LQ*-yJzT*ZK<+me3Jpz
zVE4|$y?ijHTd=BIIEY|(4QW_t@gw`pKvU9eA9iwA_^Lv0FC0j)JBCzjg}evp8<1G+
zTC&~JOzcsG0|<88kb;r%tj(C>oxvfU4qG=Z7x!xx_9xgaLuYhIA>IrDg*JNJp;UlK
zp$hvE?53e37CJBK>RVV5=stY%<3i7a2ZenJcEivSn_dcgEDSM)eF*lCp%pqLnko1D
zdMI>9`^*MOd|9Vk>nbD(R(svh3>^Y{kNrW*?-sK-?u*%?_E1O?toE9rDOhuatt-6+
z?rP{^ew#mYt4LD{NrKg0H8jNjNzdwhzjut^3vu!;Bneh~#n2FIDuunnG!^pHLXu#$
ze;X2TloZa-rCsjbet#wLBK1O&V6~SG2{=khVf3CvAxW^>ONLt5ShG6y8*>$EdUMN}
zzZvoPP9aIK+KYy22piE05?X+b=y#%QWj=a{Fm{jxtG!^Tf_~ezp;c!Ez``e8I5b?m
z5227GSnYX39Mm-XCJef8YNcDAe0kU=UL_EVLXu#$=L|9E5ZEUu{{mnkPt`4}dxD%K
zSnXK@J|N@;qxqnaBv|bkLo_zM@4kezTnMCLdUfCwQSc}v308aBP!YpY@LTtCyGxe;
zhfj<XB7`JZ?O%op=#Wc4rgr%k0?FF1ecMOk;zl7!u-a1w8^9bJCwCb13<~`op3rFE
z>CWvbEKeFju?l~eAG-|ZgS0$&-lLAErX;~?PZ+HDZO1O0_Qgrard#`Sl(-S1kR({`
zaf2CQxm%v7M?s-E#kYR>HE$J?lR}bUwZ{y>7?$jlATAmT4X9Ob)e!M={6dmowSO91
z4+u$N#6Jp2g4G^11Y;GXFgj*eND{2}h@lkv?R1YM#U>~;q~fh%3wdAHfRtn_Bneh~
z*bsz4p0uX^R6D?GPmV7JTTW@<YC(Sc!w`f)E`f;&Kw)!&{cgbLh_d$Qn^yk?4k>-0
z*vbLo-DHK$2zJO&0{!;3;C|&t0GqwzUixdA(#(ZT-7rRb(4a?H;rsRdzJ{^)xcW_$
zlEeJJCp?^|JFELvm#zDM@B05*`E+@*JWj5W-H`2;EtCzHHI;=k@0e4}Mkb5t#>6xK
z%lH505wTOx2#W+&bsC<ukAi0EyFGl;Mcx<ZTiA{~kBFUmdRRHoXw%iZ$1KDCZZ!We
zcAdD3bRH2q^|Y`Eu$GbkZ|Q#qgJWCa6Kdl8GLMLzdTLk%$bMch8tUf}u~Sb83y*~z
zBy)cl+W31YwDOM^qIljcEb%#s*r~q=v%t4y)U_t>F+vpr8%*ty%hN--P9k>d$zg#2
zn=$a+ny%}>TF24R=Ns^Wg23q{VyB)IriUt|zsDO*K=!+NcH!*uVxMvnu~SbB(?b=!
zVAQ9aMC{ZP!n9E6v}Ga7J6DB5Bilc;ToOkQClNdK_%JQDf)qv*hm(k%dR&+qt8lUW
ztt-$Ax=nlC|Jp&3YdMM7smF$?!EatLS}=49#7?Ci6UJgqjW18APeNn;_<m>9Qn9g|
zMDWz3!`K*a7~d$&P05@@@YJKil<;lopt{rmf|r)FdU{TO-XH{$lL(%AWatYhbo$<R
z^}oFcRVZb?RIO72o%44R!BdY2eGYnF#;sus>i!AV4otf~yplMnIf>w@hlf7HD)cSW
zArq9#l$iz3or9>q+nhx3)WbsWgG16cl{S?ENho#p+rL&iJ$@sCryd%54XQAG=)+02
z+VE}ZhfYmAAfEAX62Vgs2|a@~ef`CSFP^}+HGF-!-CR$hMDWyuL(gEL5*T0Ftu@-5
zMDWyuLQi28-nVO4A`+^wWs9|Kib!RhMDWxDLyrJ#M!yaHW{ibGSNHGzysRfIiQuUR
zgdT#%qHB55c3=KtYCKOWzLN-^x_{_CsKT^YOvU%G9F#V2apmSm#ZlKu1W(;BbRQJz
z1)~|kNd!;bH*`BXB&htZM+3pyiQn>$mGd}+2%fr6=yr676!uC;z??+z)V)K01Zx>7
zTjD1})2C(~>Q(D!k%2gg;Hi6s{s`YDg^5SZokZ}|JwtzlLcL&=P&kR;se6R}h$E7u
zP;vTp62Vh<5B(0q(&y!veVADtsePmPVo!G_f~W2l`YpiH-{PB@04r5${rF)XYeewW
zX`ySO3e$!6CetRwPiGE`WWY%TPn{aN24LyNN>he52Ztmzdtb@vDU=AFIwf=!)>M^r
zZed?2)bz8@jm;vJbrQi-cMUB9Ycuwbe-Z~rXwsTZ>C!gFV~q%&Iyn@w<Axb4eNNqi
zErY2^!*`tDB@XybB6#X9p@rBAQdkLrs5pt>sXK=j;<rg)o<fP>sXK)hVk<~tPpQig
z!Bck(U5thL%3CEsik_M{W##eNp1wc?Pu(GOF<SG2!3GAr6Ua#fPu)H=53MO4OiKI!
z9niH&NW8qkNd!;bE;J9VNnqlh4kr;jb=%M!ur@udZ2AnOJ;#y;XNT|>8U~5rsgpv}
zu>%&SHmx2DutE8&^+}!%NCZ#aCUg?`ZHA@a#K1xrk&-Wt=~qik#GFL%)U89u$3TRv
zm^=SUCoI(WLFGfd6_%$bTxnu+62Viq3LTE$w!eH`Q+crF_l9fu#uJuA@YF3s`vPo6
zFWl(`);1JhvgA3hrz#M^Q@03h>l&i*gg?NF_ydhAh)SiC2%frmXj}NUj9dRROuS{w
zNd!;bEVMB=WJWmbgqRH9)=~cC#BU<2bP~Z+Hx1?C+tQ8ws~v;JN}XGJS?gCK4|ECy
zPo+)_<<TJ$7+-g!D=ux$M1d}<n}pi1pPC-pbif1Cls)h3dh#U%3DVhwV2wkq@NLs?
zWSk!Z@@TiNs=g;$imH~gF~J&zTA{JLVB)mfh+qvvEm(zj(A{MaZ?0L!(+Uj<)*#dZ
z@#Y1iO)ky`1gjrf3afw*9kNgbXUo6duknOseS*~sErC_g{#M^w465+sM*pDRe4LQ|
zIqMOuZm15!a#ePz6(s={F==3Se@~m%B^V#7gDQBzMDoKEEFn~Zy`GiJ_e_Dta{hDb
z+g2XGB@nDmr~)HI3VTkiP={c(t*<dGLsmPU!YWbPv#4984IaPMCRi=&J=l?+u6p37
zegTDMo^SmO-malBq!z(yTJK`?-uZCjEoh5rKBaeWC?_6maMmPP4eMR}HYtpls<Q^c
z;;sLH-!ke(hi!vpv(#NF&>KAcG@fA9tyiH68RwhBX-R;gywcV);8!PDHS1OMn-nI_
zS=9(u)p`}bO#&15bU3RLtcvw21d<fynVqW;EY5lstY!A!#r*`6csJ#;(^2pFazu~g
z2o`HSg@KeGy(Ie`!1|Qj+A@--(=5(dg2h-*VvrXfG5PmP5ahX|RkzQ2SWOJUqOHde
zR;=@#jwnGsN?q3cSI<xrO|Z(=W8e@km=7_B$^?tDA|*)Ij_j6r53IR}86V(Mywx^m
z6u~N4e*oBY-E)3s3RGd&kJs~dcmk;s!75s}xnOWxMHz^YKCfd_Y@RAqBv=LOIxJLp
z%RKe_=ZBu0;Unt_^tb}SBCYGN3Q|~rkTp9a30B^^1X>|IICDsSNK#U76>t6UA|H)w
z=Wu0<vpm7dS-%2n(<k{}DF7v;Tem-L!@_vF)4^GeU}dfIuuy!k50)EK?OPlE<`7@j
zbe1Jp8S8AU!pcr}CV~E$G9|r1;Vw@iP=;U;))~<Bl=7sx@-4o+pfNfl2v*vP+j%mI
z1^ZNmO)hCA8pK_z>fvvt31+j7!RURobXQ~|zz(+Rf9NZ|hM=Z8Z3GLqj)HHS;mSt=
z*6NGB?Y{7|LO8*~tRtY%X?-T91w-PWmeEJ~z;h3sGmK!N*1_28JNIi727*bq7F>~b
z6mNC76k&J%|MdTB`Tr8xcv+GxQl?-oGT$?EnSM-N#_01DcmMw{|7^}s@{H9w7@I@t
znFfMX?z9rjV(pKkYv`T^Wm`f-O_}F6FO829PT@K&1Pig^^}Jp%y0^|5LNK#683Rvq
zeZL;#v((M#<5zf&c#D}}CTnNx6s8?V%N~Hn{k=FmP0ZJ<g0b?#<}?v3*qVfa_w}XT
z6G19Z?YtxQReKM~3?`V-ngrkG1-nIqiIHHXtV!q)sWmZMDMc`YH31{)=Ai8Q^C6<j
z+)qCdFJ4*bG!QJvS{wV$#!c(mLgt?4dexT?9q8Up>kJ}TNozD(yO%pB28O28A^SIv
zJ4;nCIZL`>oVtWH8ox~fvpGwUmEzVYEDW@l1~3Jtxv%{&3No~_IKcv~6<t%H-_mE_
z;x~Q$)x=~^M-3!cfVCnPc1Hq>XzmuZodE>XTPvWo>pM0qIs?|4bzZcJ6F1L0^#m(s
zjYQbpRqI#hLk-v0+4lQ)d`TJyixEs`jl@Ewuv!Gu5lm}Ey=nT$eNVTKgF+__-C3r#
zc#PYrC78w<hH+-7R%rkv&ndej9$#ofZnZfz1oO8dftxYD?B53=ujrQ6<?Mg~9+*GD
z{H(!Ph1)$ZG#LPej@VynLTT}QiPMi@YHKi7K?3ur32K6IRs}TH^tz3L2RDF1S6myv
zZIY)@j$o|i9Tuus*KHuK+(g#ew|=lEVPFZSvb@7WB`|S&o>N6IU&|YGNGW}j_e;Pb
zFR|NuIDs$0l$KZUZPQ+75B~x9akr|a7EJv~Jc{X55=>!v1=hS_G?a@{qug>IU>W{!
zVm%F-epW$x`(C_4P=uYL)F`u{SR;jbvO5_S%2@D>r58-($D-8eW4Qr-OMlwOIWq^U
zAnTRda)5`?lGMokYq<e_lfwAY0{h7)sge6&xrQ~RWTwxoh`=0POE8iex%ZZf0Gn~}
zl2SezBBaquxC2qFX+BAf+&jxfj5i5P+{BSjQX}`)avrRuzg_UtNDimx$8cMrxH}`C
zq(<(I1@8mQkk@D&4%8uKO86hMuZdgW@=0psURzFMyw#{NXLu8E$kOv!6SnYrVFb?~
zFSwU`WkFeLM*HPUW_*b~Yj&wl3q)NwpQJ|arR5Y>K>`yOQS!%<wHFqYr82sV+OxPe
zG`(wGL(By7#}Mqf<simeZ(Q+*LZ|F{?=xKN3;859a?dOWu@xjR@%(50D6;m{@*Dci
zd<<k&aESd^c$-<g*fpP|M(&AaFMiw8U2Dw+;1JjT06t!jF!D)i<Q`kL0W7oMp?%+h
zEamQiJpY?J$Id6Ik$YtM9$@J^R#xje2WmQR+_JSAad5~dsgZkVS&84KJ-Vs@C|6qD
zf#;1w#5^{iq(<(6WhJ;*3KO5Z&nKyoyKli0T<N8r{^pO3)pG7;zdt;IL{cMn&$0sC
z>jk5<EuW-D?yhA87AmzyGhaSQjocl}3aqIF##h_pA|1ATk{Y?&mTKX!es-YMTnDIE
zNg17oeOHw5L?9OVBsFrkEY+;uFmXXKpQJ|arX{uvtOI?xdT>rVu!avEgz*|`ERq_z
z8<xsoZRUW}+M$&IHe&oD%Q25bNNVK%v4q06W$zxK*?wYAhqmn-cZpt^@Lo`e@=0ps
zu3JLEniq_QntYNPxoZ|HeA~=E)$7-W#gDeuqVun|C){u?uok!FlhnvvwFHNPwTO*-
zMl{>gp-tO&KJ)(-(~o?T8o4W$Knpk|=1|Agu-l;B_K_8z`+8s`HFAGj{Gkf7R{dD(
zFeLVE=gFh5t?^WWq(<(t#UBdwf_)G)oqUoSxl0!RkdI)L?&g!!$X&FsScTrt%cS1k
z)1mdZn~Jv&OQ73&@=0psE?89fZMOR_0_viBef;Ou;QfWYMfoH(a_227aIY6kCeW39
zk{Y>lA@9N3%=_~eRbB|zdXH^u-pZ>5N{~-dBX>6BJvO}rCQcvuooR456Y>_T02c(c
zg=x3V`I}Gn`glepk{Y?wA+OPIc<~ZQKW)z6vrWD28Id}YwZB4MM1VEizzTcW+MT+-
zd`8)Xm%>U_eg}e`3V9Aya2)T;PkjSb=zg;DkQ8ytTRusR+{uvVPz5iTnf%s{tepsX
z1QC)|Y4Puq!M#cD$ISgGdP!>Jj)y!%zpYu{HSj%D;Xo<&pXofE^~)!zkvkT0AF7Zw
zI{A-H!=VaWbhCPW@c50SM()p$duZ+QxnCW?-;!>_;nEAdM#!=ANowSdhTOwekib0F
zNNVJcgxrB$@%GG;u$2iM^4mICx%If0q(<&=$Zc2j-i3(+3f<eg!3WPJQu!n`a({%}
z#z0#2Kf`!2kVtCeeh;|?RhVU+d96Mqfo(gV%_+B$HwouA^GRyt4u#x8YZ90zLP%=l
z4u)LAKw^q5tp+k^((%2S#~+Bvb3RFp+<}m5V9g6gTO9I9YUF+kxr!08@P%?6tW+hn
z%)fH*J2BnOC#jM9HRLK-^MZ-pnWRQ;f5>HQ(+Rej%^O0Sx~^yQxR<0xZePebC^S2z
zBD3cZIHX7L7wQ9|ER|1EBeyr?B(}n)MYAp~g>Rd2{+HO2o)L+pM(&r8ljt`o>>hPz
zk{Y?6L;l1rGa#zTFSqt|Xdf_S!R*$a2qCGF+Y|C91i2SXoU=%3<aUSrS?nX&b81tP
z8o6B|2QYeth5w|Ly{CNtB^B!4|Nq}Q|4;A#ZSuGKclWR1ALw__Z@*uW-&nuae&zgR
z>htRF)U(xn)Cp<>_n14xE$1e2UAZcpmc7aDVZUTYu+3PT>b>g!#QT5$&*%R$$dR%=
zs@33cNBzAkqAYOl7+i`MaWdh9u>UxN94XtaS`8;lykIofWsoCfyHu+c-Y~v|z#=n9
zvz6^st(JcTD<(+08Kl|DcBl%K5Hf$owJYcemz}NEE3f=4-ou_jnyu_7)xu!dD^j`I
zUzNiFHWC*@d4n(mWRPYn+pfa1yk4-%E(NKpErT>$*^jD)P^cG7tU|mn%F2FF<@o|E
z?ZV~$c8Jq!(_y`wZ|v);sx5;wTiG@hp8L$+k##;Y4%~aL`K@9W@s+ZSYGe)Gdw_4t
z?$pe<8N{&;*E`7%7f*O9OcWWU*~+%6=7M{rF!7?I4AN|6->LBWR4I%u-nC_rW-HsG
zvSU}fx;`c>52~<c^r@jS32z0`ltG%U>|2!`tw~@!J;Im~Lsj@jl?5!)(ec>0iq+xD
zIa%=yRinhi^cket$~LRAU}*P-3By1JX|}RWsw`+zFBp-g4AN|6a83qx>_}naRR$TP
z*~&Jk@R*|%CZ;19q}j^WtFoX?r7*tAPFGyoGDx$Pty9f_BTBPZXZ{i~4cfGcZ#nIK
zF-y)M%~tlcY6djD6vhV%({%=Ewz9RV>0oWne7~Vz{SMZeK6`YgAs<6wNt&%}jcPhr
z^MX}v>LSdx4AN|6t5xH{A+ualA++g&nIWNVJq{twR<=qt9vtEg6F6xGX|}SJs`1zX
zrPf?b0(O~ZkY+1ep&El@$k$I(qqR_lpxCfMwfMNjuBzHHNVAnKSB=45FM)}xAsM9E
z%9g2yV_5!(SH3_Mrl~s=1c}p525Gjkr7C<P%?l=uNTC##OH_j)-m>$jwOIjS+2L><
zzmrYHM?W*H1p7)g7(1X8M)OIAg<wUh!Po&MFkVGnh6GGmp=vOGn*=7_U6?@vrfjil
z0Mv9AyK2EkSPkhAFydgd>U;?G1rji21*!p11u0Bi%gZ1EQ?^Jo01B1D_-dowa%ct#
zn6fWbxQshzQD808O(^t6x8Q>gPxO|enl4oJg%0QidqN{Q37E14s=jd1q!h+80`JQp
z0aG?#)wlRZFe3%IAYiIw^HhEHAHhlr%N!XbWXhbXzR(I@g<6HPMj0ez%JNmcpl4<O
zJ$+Wy^AMKpx{h0Qo^MQzMM9=5Pt^-*DupGy7G$c70CGsKsuxCx)LPvELI)%vQ<kIZ
z1zpAqme3D%<Z`wQ5;A3TRlRUtkXoZhE;C5Tl+97~z`pR!sA=DtfvLUyF|kKe-k<s@
z37N9lsvgLOBruVJWss05o2BZ3Y)As*iwQDS1__z6Y*i18UMb9WLzvn~$dox$Y4~jq
z|5OFS+DeDk<+tzJD6+^55;A2oRcY7(r7+<zj5$LPG8vg&m4<~%U@}_<DVVY>RcaVS
zw{xAj)nf3(y^VKzelPOr3{o&<nW|KXATJngP0AnzQ<kAh#bHunji(FSGDyLcrK?hL
zn3TdeVefecDVVYus#IumDJ<cGpk-u`f+?G>N`@ISJF0!B&~gxu{TuYHZuazJQZQxH
zRLSTtDU7a7$zUiRr>c@MY^5-<gZdC`iYggu>II{eAbkqKzECAYO{Fki?_MdgrIUgw
zo2*Lq{RkF+$-Q?bofJ&jBvl6p4aX3lIR)`h({8mpj_<|SedgY3olXj-Y@(_IbSW=b
znBd-YQZQu`R2`61O06Xb({ef~n6mMz4iG_Ju-doWJuiJc)pVSyJzlh1P&nlbtlxI5
ztBP*ER#f8BNx_tjRkgu*6ZYS=ue2d=)K#9LZzBa$Hb&J3<4pn+PXMHof+-uVY8?m(
zMw^G<Uw|B`)3Cz_Mz`Y2)^o20r;~yy8>MQE*H}nlaRQS~Ck0bBQq>v{KTBY=Z!tU_
z6-<2GM>ax*$G4@Zx58kWK7#x)T-6eya^?>$e*CQ}d|JoJ^E#Fg#r$*<FlED3En(X5
zf>HXGP6DQEs44+_%+J?)?fMla?{VdPXJ%1$Y)TgdOingLm4H1)0<)!)a48$Css$}R
zdsDd<r-1@=h`-dt(pJ3bAf1Fu*&tOlxLP^;q2=OTSeWSu8<L)#rowFLBwWe{s;Xg6
zk-}(hPbcA0Hb7Ms95D-C&{zsf0v)EDc)s-wdDWIq!lkUgswz0b3r43M(@D6L^;1>F
z5k_K-4-qoYbP_IQeN|P_Us4#opPSy78mW(}D)c)qSj<z`TxLrr;ZoLH6^m|#8_kPj
zY)4cvKltE@Z4xeJy;L#yZHHik6NrQDb69KI6FyLwjnhfEl=W1_;I~O(v^OE0giBcu
zRSXs?g_(qf({vIpW!+U#Fec30(5uall_AdDk4UM66eqnq)wG)`3Yy*v7PdvGX*YtU
zsiL5>d%?m5kt;ooV5zD~FwM^Dd(;#IyBa$>RWrNS=35@aZk%LGC*e|-qAK48hK^eY
z)}6Wl-xhjc^@<Rlb5nr-oA&?b62)Sj!HpY%;}mzA&ME;XCKe7o{Gf`cl;;w~V)KI=
z;_Sk0tA67+!2USf!#7hTlet8(*u3EScs6A0qJgcyfkl#Un&vcy*E5C9SGh#7*xcaS
za5iKP+?4)sBfy+R_7c~`G%c4X7Ml}X8@^2n<MqPOoJ$moof}*WzHR2*O3FVD!neh)
zS^jFFm<r_*#bW0KSH+sbQNf=cL!sMm6>T5D`w8?fmnarHJGe??sOgN;Iio9rwd}(m
z-ahlxlqeQED>w@JOxE#ub0<8#T()q-ThEemE>SEtJGc@!WEO^F3|K3?1^c^2?vzUu
zi**E7!h<~j1&k;bJ2SW}y0@^$#23M^xO6i7Y`96Jf4Kt1QnB`6JY?h;c?r(uK%qJQ
zN#=9BPUwNT#I)F~U<){8_9C4+6%RmN8{W<*#?$n~wAjpGbA71kFKaRv_XSuKo-*QN
zs=FpDTP`szHY3=G-!}BGHk%KFLuxO3wey~M%RnwMEjB&4B>2r99-T4_h;Fy2U9s!`
z62;eCVp{Bs;6SkE`1w3j54JFL-?q1P^F(pP&n2eCP7l^&6|$-=XasvHyOoJAcR$_(
zBc{bp3)Z1~bL(x9y#&~h>CQzRNcOYk64PR*2J0|Fq%g`fbBSrOQ-ZbVkgbziMnR_8
z9adacpW|bMmB1WgTI?6W8mNN3(}Rsg{{ZZ(rN#xx;uxJnOpBcytbxYzg3&aSLrjaE
z6zmVyW<42jPX#k&_o%3aqkP288ac$Y*ondZSOp18jJF(OTI_^iKd_eN(%ZorE`0`z
zBs+(g7CS!J55CO{c1q|nImEQsalssRz(aW70=U<5*mk8mU$w|h7ITPcv15aM0hV3!
z$@BKGdA>Vt9U3QQ=sCo+*fGI!=zz1@=m%uuf&a$W3oPsT(!x?z4lyluwDAp8A-hQc
zT%!*sH%&3UH=GrtH;0%OJIeSH8|&xR3l6Yg?ZBQRxd-`5LMoI)Op6_9e1TP1dhO1O
zbf`kX-h_-cVz19ZriHKMu_KJnao{pv?O(D1bilNpwP1IFM(9~NM77xA#^=xqUNDug
zuPKM97CX%N42PO~Q-7<0ehal;d3oB?SVXnhp~k1^5aEzZx4_daI=A8jsTBmOrDBH|
zpJLNXVB(@&4pA<4u<-#@A^YFIw9W_MkW$m_N|VQLM7h{O#s~Oq5*S}eNJw*ta<K!A
z51>#lSh?mXZ5+1c5anVA81G^gdJoun?Hv?)bLP!a55(2o9HLxof8$-Of&?aR*2p2s
z#r8Aa#-?}tSi!dx1QIB%(a$}8Bg)10HQvT5{1-5yTx=iXb+k6Aieg_jhUGM0+eJ^)
z6Xjxi8?R&ZN?<(QE0#l)i|u8+hVix=AFqKn4d4B0%~QT%GYpY?wj82dY)|7goIa#5
zE43+6F1Cm93i{1;!U3!qOJ)AJmse7}5#?gL8?T_>BrtIp%puCfb~9eW=$%j$c{CTI
zH}3ADpdoy9L8#0j%EhJ`FM%~LSlnc{I+{b2i%m72#V+%uY|-_n@NFmN)xOh+r|qCQ
zM7h`$<4N?J|Mu6tzXkW^Rdmk&nU@RMNlps&tgglr&<Zn`wr{m_19a!0g7+_PdD^rq
z!IF(f0hSd6&oMv})BUG!p0s}^9uvq(CRi8a9{{tvZj1mJ-a(th(>v@rT?p3M_y>HO
z6ed16l+&4Dos5UDu`W#5{o^i(-qLARO6}sK9d1P^rxU?C8V{mF7T-EM;t0SN>e^rG
z%-aM;o70hC9gM#M%+cq1jn#|6Z;?xfOo&bp2mB5MYj4~StuQ+~BEA(kq}$5o?dzBG
zv}t>SwKML+#)>cf)5JjlThe)T&H5rG$Z1Egw#L2C^s_O*U_R~9oNqefF3(caw<TDT
zaSwc3R`O4`#=Qk=_u$%|Y2tMiIY|U-W84AOX64psl?CZX4}JT*v$H&n)rMfLjoY!Y
z0%9+hFN9W@Jh1oLHR4J^PHTd-GX8)~KW5ppS#Sik`*t|VK32SsEvFU1S{i>q_ex<U
zsV}r7SPSF#U@d!2+q>~!fi*lU-pw;aw;)(^;}+~$Rh!-G3*VMj;5#jRn#aA(3D(TG
z9&0*rFWhhnHLVum`{q|qO`8#{sc{|pt<85I#>1f6-7@UbT-cpQLEe;LiAKC<CwoDM
zgEfW&tY)*QwKYA3CK9ZP5%1aYf>9ou(}ZA+jjN%ijs{(pUE2@V<`%$1_nvQSOt41A
zRanzr*E1ua>C<+O*s=A4xP2_A5y2W7S3#j(Fgkmc(~w{dj4N<_JKFb~Jq(N?E1vP2
z%;G-8oCXA|Z(M<0Mhc_l?wtArt7pWQ5FNe7j=R_$;tkgItDfM^NE~3@A*UX}>Kea7
z(wM>RUfcs<_WW&U5<PUKF2Q(X5m=*_UAu>E+kWp)aW`lVPp|~zV(^=NZ+X~(2!6}K
zl`K&L%Sj+u9phrOCV_eUR)=7<jRhEQEiPwX+ltouEgX78R1<P)6RehT0aRfoZY_na
zM%^m#e}272+?$Y7i(oa4cysWqFW>0bjsX}*HICDs?p%{#HH>(3uop}uW;F;FZ=8p1
zDzzrU;t5vWh*t&8u6S=*`|=PW@O0AF+a5|#onY0B`C!cp_E<>Aa;g!msxb%Mn>k{1
zKWMD(d8WhjL&Y30rz*j!7<16QQW)n-|6^@ARR|VmoCDTohrwwL2RP*P(X^Hgct0Vd
z%!wmdtZ@!FL<$obeoidGVvKXJ3KDDN-jDYGd%ypu(cIAN)-2Qv*U<X^M*l4TZvOH9
z0e*M=_W2e1jqz*cSJsbFpHpv9&r<hR*HH&?kGO-}GHxQ*j;qM|vX|K(*j#o1Tc0(l
zo~w?iR;#9}I;&z-e!kazclyrv9qQY}H&ppXc|y5fnW0QoR#O&J+*bUeC{T=2v`|FI
z|COJSOYi^x-`fAbm{KGy6R;)#cJod7TG14?bS3}wd)wBWI5aJ$6iMq7unhFg^wTQ`
zUxR$MtLwE3-XJUkEv6Jn^KZaXfX%2~u0stNgi|6PTk;0+tRNK?P>Q7a5U>;q^@7pK
z{Q^pnH17kxiiS5cTvznLx8b&IMqDT?pcF~-E}#fu71|%{7L9j6mbOjWmheiDwhJgl
z(!34$5^D;Nk%c^jDr}oqF}xLDhG3K;Y2F0nH-k;4Pal0yOol34+h6ss4ty~|J1d|R
zN%J}&2MV2$x_iw_SbOR+?AV*wYT}b61(YIbUIpYtdBgZnAq^>@6iM?kAgAm{upnW-
zL;<Bpnim0cu?j^2D?^|aQUZRN&~v2NVGAfl(mW5Cfz}>>pBq{lzHP?hGXWF%M*XlE
z%GnAiMbbPAn1QVzg@p-Rw1841&C`HM;E*p4>{xu_3QUC+`LFN1O}Hv7eiTrOq<IoB
z37=Du!gdKmdI6<Kn#Tbnu(58IuDu$@oX+kYb0UmVB+a9Mp;*&}wa2U4LSsFvH97T9
z@l-(prAV5G0Ryq7nA5;IMCW-ezp4F}4?l)uQ<ANKQY6iTfB_i2m0B2k`-0zG`((wH
z`T|OkH1`7rV4+f2tZPyNYm_2s?gjLPvoO={>w1jLgQ+mDT#ut?c?AVIrAV5)0r;HT
z^htletF#?j;b{Dv1u9-4Y`iI;6iIU@peHy)3iAXKrAV6F0X-p*ykKw0y_6zpZUyuN
zhe%=Kq2>Zgku*00QlQXj2bVWr@(XmCCBJ@`ewz0Ya_s_2ku)~~x}x904|KKdgI0Js
zB5z;5NaPAAMbi8ekc?HBq4o>j2{pZO@sWCuxWHOKDU#-TKr&WA0^=)EAW@2>xfYO&
zRgl7hh3Te%QY6jQfY#Vpi`BD3A&Kt#u*d5|UBwBafKnvQm4Fsl1$?#`E(z&6W^&wR
zrMUW0Kq->u?|>F)O#<Ud3NN4(Npm@%8o*|}Z@laL2neLqqyo5SQ5-`kMbcafh(q^I
zy*~dw(8A<t7c}1v^NdK8B55uLM8UUZPU^C6I8cb>mkX1I?-ch-6i|w!xe!nZ;%x@J
zl@|#DX6mr=ahZ?AIj(?GB+dDNaD-(ptWshY!1^`WwRH>62;xHlrAV4{0ihVZ`FVzd
zGXVQ)?H7TO3HKpQ#nbTxlp<-)2AFZ+(w)BENdavN2ZKv^a_s_2ku+xl%-8|{3mBzH
zn$rP#aLClkVHYPXf|{oNQ}3Tn2^VR6qZCQ=SAY(>%oP9N1yyPSh4==|@>=RLlp<+P
z1?cd_D+w&&g`iOsP>Q5E8K8wiXW)$^)u0Mh4?pR%J>e<^Ii*ON69G!BY2OClZW{-%
z<F#9rxXIId9R-vkX^sadv8Ga3BZ^*1ku=Bj_pud9e(_soEpV^<Qgb~Gs+1yW{?y;V
zu%yZ8L+IHdi}?_0EJ~3yNA=e+-unMib36=#DUr|Hv~I_<R8vZkG)MFo!P<=eVP~6M
z0N7kO!k;g`GFU(<lIF1f0#@NPbM_f<(d5`Mt@Pg$3$hhZilq5N|0jOip!&~WmxL}e
zAmX3KK_Vq6pcF~-yZ%q?G7^}l%TS7>Iix>|)5jqF(g4^X*R%h<3fFskrVmPyGzaxZ
zar%(L?o)(NiljN9$G5$vluU`A4~c5`?|%x&iSSsX6iM@&9^dxzg3<1>0!ooIzv>TQ
zSl*whc=0z(ANA&~+JD>=NR%RJ_UnIxnq~~RJp2v_=3URjE58h1rn+lluoX~>q}iwc
z6|F5!9s2SzxVOd+J-(fs@RzWorhrl;&0hU}h>+=4)2Y{>1Eda5P)+(H;WgEiQY6hU
z`k&CfeZre&!R>inQ%?RiI6#z<3n)d>{H$MxK|XLv5A`;P-X3H3b=|?siLOwJq}iii
zhe0ldmF?&vaJB+Uku<yY>o7v3u)1e)RdbQ8fKnvQF8$X~=rrLBZ}O@Y4T7>fexnpg
zvs1qY9kS}_^QgV>ZJRTO^dI1H2&G7x9s1Q6AybbQRqqW1<I&@x^)q;u`YEMInxFKm
zF+wCT&!9>vl4iSp1ymt@`mM<oCPAT%pZ5rAA<8TTlp<+<)ED6}_za(khE~7>mzDVt
zn#3tZ()^&GhkfBgr*46;zS#ATQ<a+(inksYP>Q74rgvgLg%0EM6gprHN5ae*;{DDA
zlp<-q*U!N=Ef_gxF!ZbxW6k1gm153VKq-=Dt9}~7y0r3n7znV2fl*l-Jku_vNSg2T
zBd|?{i<^^|kLWgZy?9qr0i{TqE&37IrV^N^*Hen5`BvW_dsgDExlhYN!gVUR)y=PX
znV=LE#0Z&`<{N!KbjT!K!yw4qQ%Y51zdqy{9HI%fS?_v4R|4Z{KUhI!f^E|Gz`n4a
zjgElqBXw$B*}rr7xUD!`zOWTU5p1JA72UgScgP$pwBL~zBYxl$gzTfB62Ug;k%y$~
zn77k0-pUN!oG0f?3QO_@6$!Rpk37T+R+|V$1%j>9BM<S0J#{Zs7eo^5Yke{{mZVTm
zKP^wNwfYX|H`x5y;7<so6D=OKIL}9Rca8YAf^q~~qi>Ja!UvT&4zQF~zZQFRo43*Q
zQI=q<_3f|&9?R{x?nfAEmcB31|G9@WmLb?GeM_`9rba0rSb6EX+0fl`ijN#ExHp1e
zEA>qg)(7vG1;2sOAEt_eQbB2gt<cxUK)SPR$=XgZTK+Na_KUCiV0SB+3T$o|r&+GA
zh1O<FnRq1(zU_xVrdPVHAe^i$(^tkg8~F3X*RS_<=w+I-?%yMP?_%!bV+COZTdJ>&
zBe)dSVzv9&T|p?pmgpmKi21Pm@?ap@$^98Pf1L1)D7%$lU+Lk7(uV27emJ`OH-w#z
zt8{_nWB3053;#Rk|3~??@QYCYt3IRtM(t4dRM%3M;2v<laZ9-IToM<_DcFnb_iPT^
zpRLCRtDdP2t5&I|s5+^lRchaBzB_#9`3~`I>}yrNRvuTbQ>H6ZlvR~F#Vy6pibaZ%
zisp*a@(=RU^3C#@@*eR1UrE^`*&*2q*%z`-aR0wQbA#E#EMi76Et#^6%;$nTqjmp=
z+kr|jxP+x>RlN=9P)EN$Tm<4*7wwmpmqC0f_dF492PWZ0wX6y|Y3$c~ed!B}xt-5)
zj~^#eB!t_6NVrigs-Uec(Z+TOh>E?|HQ8eec!V3(JPuK=HAX<aXx}yICLj8ns|CaD
zKqK6!W^uTQNs1aW*~Lf0?Z6`3sHQRaU3f-X2DWzXD%pA^O*r9pAQ5g<VssMN`ubso
zk&yRx9+>~fpa1d}H?<A71BY;<nndGwNl|e%kY!E`w*!T6qZ&u!cS%th3tSEhw*!N4
zqZ&oQcg>u=zVvM95?%T+!%H>cP41y2+ztf7jcQmCN_6<aQ{Aw#+3CsAc_(itymN17
z4Yvb-aHATO!4hN7y}CRBzJ3Va$H~uF?do6QcAyV#RQ*!;^_%Nh{{Sx1xo_5yd2jd-
zHw_K91AB0z>Z#EaKU9c3{Txtu9b-ejiPaSp;dUSoZd6@0+LEHWSH?-OT(}*$gB!)G
z@w=p`tWko$fI7HQ2}(p2Ka`gSBY79U4>jdi`H`311jA0uK~YB**#uw>@K7#%Sh>1&
zZ*LZJ89OltMQvFm$a-Edx?tT-%t290774PR7mRKYvJ-Pq)Rf`f170v%-?tNUP}Gn`
z;zl{?w~5w>IVj>~k+6MJ3KQRPvJ-PqRF_4<=43CJkB~3ei8&~$$s#d=q=lXm27Eg)
z2Srs`q|O^Au0q<0IVh^gB2jIYSQF2J+le_S;$)Gy4N(FUPn+3^IVfUfk$xY+b_kTf
zPRv0OBa4Jxo>FVPNtm7O#2ggSvPk(yFnXfePRv138SXUs2p0ATC9~l+J23}E6oU&i
zGeLqWf?TF^bw%4|r+JGo@Y{(wC@L}QF_5INFoBcXi8&}LGV3vrq_FC*+zj7N%t29s
zS&xAvh0$G?c47{SNM=0-k_0BMmDq_nD9SVIamS?uCN8?!i8(0BG3$Y@NMYipDLXL-
zMOkKjgg1<DxD09ZUYnhmgQ5(x9-~)UC?ll*c47{S2xdJ-uN2l`jw|!D*@-zQN;B&*
zdL^&~%G&J2927QYJ&+$MjE_F*8cc0=fjOuY;f(9uQi(Ob!7;a*XD0@s2xHb`kV|28
z7Q5ooW+w)r2xZn|kV|1KbwFYe3M;c7gIo%utsQn^5DE*k9)ny8>ogIUA@AAj7J+Ce
zLYVa!<Wg9Y+aor62*J$EdJJ+YtZk~xz2SB<z;J`F!o;lq2xS#CKf8&H1xGZo@eOlg
zSB$8!8IEzTOxVK><Lk(TmJcSFF`@~a@%DoC$Pr@PNU%~7O^hGGnz=@#7dCq-f*B&3
z6#od;Ia%<BfnY%qO?*Fs^}Hi|TM)rY2Ja{X3s&%Y&Xwb^`QIgQ^UbK6mLyn-;2q%~
z!D6<%rXriY1i^|2@4&6yQfswFx|zGZIKcvgci_2JDXeu%A;tp<77)Ax&$UWn2|^xV
z4<ML6cn2KO@PaiI2&-LBuwubG@T9%e+Mu=W4BK9eV7lNP`j23#NrK;W1k(oZDE1Mo
z&kOfS4!f3MnqYhb+N;p|!fqYAhG71|_^yx_tVt*kqX}1Rc7KBT1@FN9z|t!8obOf;
z?S2GP2k(Hc-~~(W<{HRD>}oemrr?53!a`r>Kg(140)tO=Q7E5HHakal*r1d3y#f62
z1-Qt*!e(a)rV2U<gRayL&yN)dh>BpoL3lx(7pw|~?cEHU-Irj>pp%e(c)?n_NutfJ
zB$y)TB;>DNuvQee3WCXlPR4!&YbmHNb~(XhK__EAf{mE!-c)6m5sV2s31hQYp;f3*
zhG0HHCn4wYf{j`u43j<rO#W}sNf;)*U<P5B%$h>54?!nknDl~G5V%0r7X*7BbQ1cz
z7i>srm%3%knoO{FK_?+LykM;Y-90pG62aaEorGc13pOCjJ#S=9B-oq4d(iZArUWYI
z*Mp7yPul#P{~b@4Y-LR#*z3T1(DYugGB|iZcxR0#*sH*M;9f6S_lrUm#u4mg;60f7
zykLzSF2~uj#uDsB;5|HzBK@|J{w|Jf%Nj$l=YjX|n4J_h(7ijzmNlAS&jRnksOtsm
z`?q@x&l*Lrr-Aoi^zeeEDUnsauw{)T*pt9}uod46He|SaEXo=|u*ZS-pcTAez52Mv
z$*kc7dsIvj4LSB3P~Iv6BWv*cmAm!$vaTkLwPg(>*u!Fq${)c>2!uClD8U{SQ&ji}
z7B^CekRb%SUrd1_jkM6A!`+l2YcRp?6;nW8@PdsnyI}78AKw4-zW@LK-1~n@_7b~I
z%>Uo2PO3JjGF54+>MFhO9pAmai+xA?w)8FI>!UoY{8pK*?4_)&EU9>?IG|Xnn4oB@
zsGv~FFUhybbL9Qy_5M5W|2e1&DJL>pkg~>Y4IHroTBZNHrx%o>Ugw}Lq@2KPLCPwH
z(Xl!Qbs^<=W(!hQDU7aLa8MUgj$^hUWtGBC2_(}&T}U~W*@Bc+0^@56W3hv}ka7&O
z1u3fpCT_BFP#02;X0{+@mB9FhI`?4Vpf02w#cV+?DuopnvK0q)A>~MB3npArSXm)V
z9n^)CBN%)u&I?xhhI;~bP#01TXSN_0m0DBdAOIcGL0w2WjM;)*R00#FS_gF@<xpk|
za#0D4=f80Wy@R@tatN~p23apyJ(-(BIH(IL2Qyoci%PB4U+<cA!X4O!kc%n@F<U-D
zDP7L(YI6({I+}7I^9^*{%#=~BQmR6@S?){=*v^-5i%~YmK!Ocm)@T5Bc-zK~3qTQ>
zn`!KJk}ri705<IyK(PMIvSuLroYHRJa1*SV=VbDsd{~j2X*l{5tRJ%s!c7Vj^>Rl)
zg7syV!H6w|@xiWPthmk5mtcLEWk7GdU}c2_)X|4vy_rQ&g^Wr6!1gJqLb>hN2fY*5
zpB=pk){B`B6Qcc_7g^ub09|B8*5$5G_!_N*sO&|sp3FR`LWc01bLTT<MqX_#o;!E+
zBv=n-9*o#tuxkEphT!Nyu<pzpkbmr(qqFlHL!mK$-Mf+?UL)b?POxsw9Q-yZEQWea
zH-e=xc4$-ky{7!UC(sI)Zcdx=THM&>NF!J(V@LN&VZPM#sRT=5>`(<SSUF^KaMP_L
zg<xHoEOf|b+l$U~pwQEg?$^%b^}=NB=t{6;CJP-Rg*EUK0x6kbU6^!qh-)(sSX;ki
zmj7+>yuPCg!8$YP7)VmsOJNFgbS79QCLNky3KKW3Iyw=oBa@Eqm007$$h{p2)`6J_
zV?*Ym`yDnHgFuRE{%mDuPp9udu=dPEBw$jQI6}84SUYAcHdcs#muVfKrf0|eTjLTR
zpDJ{jb_8q7jKx-v!dgrh#)h^8OJas%KfSD}8x1$FblQD7SkaHC^U;nZg0*4#L6^yV
zxBrI=?V-?tcdztT^ChTF+YqcZ(;Ei|!6BVo+eySNx{lTaYsGZOIsJZGVD=HP_UFd4
zi+78cEjn5etR>SO=X43o<F}RsYr%Afno423-aT-c9WC52M%kQ6!3fz_+c392beV}N
zRdOAL%>gpC4CQlWGbRP*QR)8|?|XHCPVI&@Wl~_w^@26+?50!>5USm<M5YV+^>)X`
z+AZMM-}lWe_BCIb0u7XEH>?TM9zJSj*Hwq)u+z6QuJHzX`Y}k=ZdhZcHEOTbtFDQG
z6sil{taNiYKXtmBiaJ26cEcJmjj@BS)>xLug0)ky7Vs5s-RUN_4iKx|u!c-y3|lFz
zQDwIP=K!_Z4Qs&gIR2$S`}M{-uok3uPI@Cg6yX55+6}AE#G_w-zI&hsj`X;nI#68l
zbbwy%hSg)@BfMce9UgUnVC{z0W#VD-mRjT07~HUL*a3>Q8^$y7FhP331X<qZ0Lj`7
zOJFKMJZ5e9A#N^QD%knVhIL<c;G?SuvodMc$~sI1h#)Um-AV35%0Zg7vNls5TVc7e
z+4-f=3WLr)+pvT0IK$0Y9i&++Ycb`aP%l^<&C0dt+iEi9!69C-y48eXvL?Z5Fy)c-
zNDHk^Gh_{d#WUrRSV&;vSr<n<!KyP6*rsr2dkZZz)|Xv2jr-R#=vF6KH6|3J_j=bV
zj&}fiS{PiZv$*i=s7A1=j1^|@tfgyX@{fUg*S_4kaXDYv>00-&IjRz@3S)(YKnkNZ
zC!3=R!QvPzjLlM*_{@nTj$pBj728x=sL~bV!)=aOg2gaasDc+P>^DpWo7fyN1dC>@
zFtB;S%8+}b309f0VuVNwrQJM^$^?sI0>B|Ng_jIE-A*3&M*$x{#GObvq6k)r34oe<
z!GdUTs6?=eOaOFeFPM*eRmtY4NU#b_093&XRxewaAxX1VMlyOF9E3-YI}fUvH@Q*5
zGa<iskY=qc&*%`gvI)FA3~jn}$x#Et`%|H$Su4viYHX~U_5P?h5MbE}J@<x)JKG$j
zSu4vjYV?~FMk_83(yWzb7!Ixhn3*?!SgFBat<R&QSK9G(Xv#sFwK9U?VBqqC^%y1$
z4y0KtOEVl4>IG}pKnP3Htd%y#2O?yq>o##H^m2(6>!0#1&j{8?vsQ*PK4?t}Ydb`k
zZ%MOOhWWh1<%;>MmIQPLYapRLyUmAVxHaBrbC71O4E1@3%N0_XaOBVI5HxE>Y4v&6
z$Q!1!IY_KlT72-*XfHG3v`u2QGQ{T{CVkS<=y?SPiPcK8&pS-|q%b8;X|O5Cfnv35
zhBW!S!?2aYicyYZB3Q7`yV4)QL~FqWGy1&4HkVlQ<gG@6mGXI~^M>)&2MW<$ieLtx
zcbKM0tnpRWxnTb{o&V1xM$C0FFGunF`*{CcI3L>v9*7vco~L6NdBljh&gQQ`n74N^
z!4@63`w`xhj{K813fXcVF=DQhc~LR&Z~ui&wRJ(iH`iF+|Gl^-nn#S7>uAmeYgyMD
z*E%&4to=S{!X(d~z<I=oxen%Byx>#<<2fPM%p*q3wKvbjDe@woeS<<r&wO}h0IwIu
z$vk4jTsyNJYU+4@aNoHcxU_b2#m=YFM4p&OjF@X{&Vp~73D28^!RCQ>U5YoE)m=Pn
zkVlM|OEPC+O(ih#L~9-~Vy=xjGaO*TS@AYS)qDM(%$LAC4bI2r5hLbWo2OzctZ%z{
zT5VXm@%gUH4IgniJdYSL*UCH<mms9D9m3$8M~s+jY5oEVwZnNYtq$B9ap77)LvaUi
z9x-CBg?S<ty5@NB&t(8MYVy?7H1Rxkp1_DzTyyg{bV%QY^JW(S?Ai7<OME@wM#PwF
zW*!BFI!@ZBKY~4!Nhysg#MSb^h!}HC&7-gtBrtJfdL9vDF3~&+FF2LJM7o$q#F%Sh
z9)aJM7W^;~wn?>Jy|c;h&G^t`NCT5>c|?r4#^w<?)<|HUZzE#NH8S^sZ_92GGJh}d
znKtJdq&r*j0Rm^pBVx=oG<U<Wd>dkT_!AWR>YmOXC$5_35i#Z(n7hEY&6?3*?-xTM
zklOn%J@Uj8NJNae`sU71)0t;xnKu^)zdgnqoW%hykBBi>&)gOR>FC9<4A_8}6cjN#
zW`?+1G>?ceSJ&JYtw~|`DBg$|bG*4ZM##)qBfAHzCC6VKf63Dqh!}GT=4M#a7uQ~9
z!-oF0-`c)D7botr%_CyW)iF1M4wy9^&%QxTxi2ql9p~w%M2xxG<^~vV!u7nZe_{?+
zydWOW%OhgU)iT!uzc~iz;du+NmT*c|dX&fm^N1L8HO-&_HJr7tlS2Wlvi09SnbmfB
zU_^|$8s?hN^x_S}d;5>sVevFQ5o0diTm_?d|JB2L0>B~9n0@a;JTM~0Ty=9S)YMV_
z{kd#hpLAtbya}^qcr7)Lh%r~qTnWEz!-JpVLcrS2kh7Q1d#n*L=Bk=2VRx3oXm?8<
z5o4~3xguH{+G+AoNS%_V23-DY9v?_;O2n9pGh?QZJ@-<jXV3xL&Hp29_Y6LC4Nkn}
zY<WbCxma@q_JzSqN@k}(n?4TTSKjj)cODUAF2-!bn(k57sn`RoHLCSCHh}jP4lLyn
zG3KJpVHhFvzJ59PA$;4B2fA9{d0K&pF<03f1XalXt#O+p<p5UHqeImp;)4izM2xv8
zb4jd1Uh=l@p=Y&g6v!R$5g&NYBVx=|G8aQ@@Ji<&cc7ns@%nt&F^_wR7;_cP3WU}9
z=fQ<v0A_5hNu47e;LIap%vCVG#hSj`*}hu_6k7A*yRTl02O;u^7;}-PHy9zuW|zJX
zLrv0=vLHBk`T`MSuDt0D6zT;N+mwhgSI+bX$2X}p5k|zAD{FcUeIbjV`g-niD0Jnk
z<{LVRmrLalG3LscUSlgrVWlWSh!}GbrdK$I-1!G?sRf6uN?4S**VF5X7;~jfFVSy4
zmzuYMzR(74H(BvcJYAMY#F(?0Zld3Ymnf+RwV_>&m(5QEi5Cjz5i#b%O*e2DT$twj
z!U?cWS4;J-Al{0fN5q&5Gu?o1lfuNi;`4|YbD^di@NHf&643JmVyxn<rW@F^B!zlr
zXX3}4#dHG~;UzHfzKJ~I$6Sc%Z*2Ob2A|cxLYJw;XGFG0c;w0eV3r|%%$ZG>v9Vqq
znzj)1(YD>|_8j{auW(WO;<h~E$DGM@85>Ii^K=>F$6T=K0=n0AdI0>k^|!+_vpv%X
z@ng<tx&Yl-3iH&I_%T<?bOGp!7tG*V@@!(uBYw;oOlP3btYaT~J#PV3ID?1P5?s_B
zHV@?)1RBi+na)6=UNG87mls5^lBQGG3PO^Y1g~wcttzSwc_j%}!gK-(&6YKmne|Z9
zbDH-L(|Hs5tpve}n@&KXQkchY#R(Q@IsxwWg3(p{d4U8AFr5I0NMRno1rSVcI)anY
zcTFv<9KJ2#MNaYWJ-k;>uwteo*jN&n_^NSUF@ot#2O*HMg=+%ZrUrg9dp)lbGN?Qq
z!L+7>;5RAE(@(Vo)0p;SKP^|gSR`y_PTJM{bYfW#577|J-?R<m?OCc{OX$vR@6Fr&
zsF7#d^(UC0={s<U{pBz9FM!(G&a!9j>NUI{GAUS!$@3$a+O!hKkiOxz1F*1@RANX(
z%O;*)uO=90T8@38ptkA&JaUoryJ5kq34H0%Zb>bVBN%I1j^8GMc?MOMU@FrRaPQ2q
zhTd)R;oGe1hR2NH18CY+5zN=L1Ub1BW>Z29U{6P$FTs?iA{;~dyzd>X0p_r8!Kl)M
zcpqZXN`fg&g;-Nfm*n|4XR!xL7g;<VP(d)cX))AvX8+hF{A7S_EM51^ZO`~7Cz#B%
z5Us5)Kk?*j7*x05+$O%$ktZV<W6H${@$-dyE1<D@e3{hj10U?-8MSSB48eR%xfmf5
zn0RqXo{s=y|256Qnl8_FTr<PBO@iYq#l?FQa;FgNgJ}--Qz?utYsmeAVDC*1sA+b+
zhR-+5hgNXCSS5DA+{pxcXUc>&wfmei=7Znba+9W}dl*;lB!ay)O~qaxi_;8Pdxno;
zitf#wNU%4iso0(W3)lpLy*5q7?kt7f7RI;S@dSHi8UZzRxSo7~Z*v_WA+oK6B`QYu
z78k0jyZ_@}v-<q|*#n<F@Yw^OJ@DBBpFQx|1D`$c*#n<F@Yw^OJ@DBBpFQyZ7Z22^
zg6sdBCdEg$RX0Fq(Vo=K)Yj2F)vSSk`uz9V1D`$c*#n<F@Yw^OJ@DBBpFQx|1D`$c
z*#n<F@Za@7VjUI3$e6LJ+LJ8bwCgu&)UX;+QDeuBt<<yssPRMl4DQ~m|Hz?3D)k&X
zII2bOQ6q*%jqKU4cdyZddXJ1s8ajGZ@9J?;{K=Tf?K?i`mRMUbRcoSUbJ8c6iizU?
z+WFz9a+R%#wFFZ&Cs;PM`2<tZQT*9Ev9+#@y^>f{FjZr`Wn=44FjYB<zg*(cciqxz
zCe{#4#gDUWX!)O;s#ZOUf7#nMbkdq<iSdG|>SHbIn|*?*DpCB0O@CdupU^O|x?rl>
z7|XiEPcRi5#Xs1-CU9xTCW+MqQ&mS>zHagfredP%%4XjyKJzt`SXD4pWt3%Y<4-UJ
zE%;u&{ZPQJNot7YI@-BDx_7#ly2rY^x_@++;Vys^y2HBPbU*8U0$pH}Zmn*)u28o?
zm#fRxW$32p#_LAv2J8Cjy6cj4?RBkmiMsl_+PZ4GXkDbPw9cX{r3=()bSfRAeXD)0
zeW<;yy{5gWJ*_>a{aw3XyIcFCc8hj{cC~h?wm>@%3jh4~*#n<F@Yw^OJ@DBBpFQx|
z1D`$c*#n<F@Yw^OJ@9{<2b6M#sa*$uYt_cznzit^Mos*UuYteS<MFpzb^NVb4S%at
z#oxFp_!}FCzcI1+8y$ncm80=Dsxtmoio)NDmGHMhMf{DdfWPG<@wZ%g{4HA!f6J7`
z--t5!TRH-NZKd%y+=jnl;rJUGhQHQO{Iyu|H^hR!<`DcfnejK+guljM{4Hg~UqdPU
z4Km<w$sqhKQ4)WPm%!h^;`kd7h`;&({4J)(UtKZ$)#~t9qs3o;4gUK1<FDEee>pY&
zvK;=ZSp4->;jhvce-%pnmBU?nAW6v;at?mwEQjm=ReUD-=(a&d9|k%4ENxxQ3(Y!B
zH%$ruL;h3z<NR*>75TOGW7Rv=Bh+QM3tTSOh<(d$W_z<n)lpTtD&F^j?{eQxz8d8(
z%CX7{iYtowie?HQ`BwP=xkYwTHd9uIdCII|QkVdr-=HY*FR_XsW5kWLtZDQKGDhX7
zx;`yauWm~_lo%(NiXCBD-QYhrRTb2uJEd3m-}_*HVys{)X1HZl{ZBAeEsFnpdF=7N
z8!IQq2&STkSym=|f+<jsuJ|?Bd#u--#Av}(<)M}pHUD!{RpO)g$CZOCyx813v9e$)
zYKUcdjZZKIzIqsOr}Eet`H4}2sY-(_%i=%5RJEwO%pTUd=|-i*N`k41gDgv{e}bv1
zQFZ0r55Bnns!U=<!BmBTmL=6b!4&9!_tTsADY%@JSV1rqIl%H&+$Wd<+4WLHC0)^=
z-xDJRQ|0?xief*(6o_`$hqt{jamb*=@`9;y{VatspI{1P*DEF7CG;C}J+Yi%s%&4&
z;^_a}R2;<B)7OV1UzC}hSXMAqrjMnd@+X*rxVrk)i#xY6ze+44n2P9aSrqjNrl1c#
zF8{;Yup9RhBLq{Wds)7$@Cl|sgTM0K9}Bh~X`NVFFlFm$Sy=WHOo7{P#*O}KQK@N(
zHo;VQ56glw|GBAHaQmGPx7w$qJxB}}Ooer~%#Zj4Q{eX3C2rY%n3s|mCYTECW|>#|
z6HI~IpB$;3dMagVVyIxsnr3m@KEYJgD1P5hvLVNJ?n<-@rYxzJ{P0gO1>O14-%Ur|
z+-XR(2&O_(EO}v{U<!ia#F^g>i_Z*53=vG3yIOKXKfx4??RR%P=#&+;IMFPaG9_Db
zte;>C2AS(aPY>_E?CV66U@EwaWv=BDOu-;?w?<IYCGwGp!GbAcXUm+BPcQ}1e)aOf
zdZT)+Of(9nN_Dc#Hvi|QVj$X|Z|VEP&NFipO9`e79WAp=pI{22{n_F91EcHSOEd_k
zf;w2TgFnF(MEeVQmT^_rlZiossgmt24&x`7f@r^Y`P+e8BMTEt3Z_c5v&<~@38o<0
zpMPDU&cY=P6H5rDinq1cOMZeWh^xPw_>arC-ApVlm<mj?WR>^?QxI3zx(xieLb-a0
zfr6=kHkQodpI{2&>ha|!6_2btlNcbF(zmu`1peoyq9LvxH5++meQ|A~UNBXxl_fpk
z6HGx|z5S`x`B7&sB^DD*=~`N5=s&>}#MRkOPa2#EDxIhkOlezKrWgAJQxI2A-~F`X
z*1<A~TEUd2xn-K}6HHZs<;RU@3w}7?Hc|6G1~rPuTfTvh45NUh=%1IF2g8n;dh$Sx
z;`WlS=Ox1^U@7|4CV<(`N5+#IY802Jd>s!NMgdd%zaLzhmFsdnxu8aIddSyulVOx0
zuwx?mWX+k`jGmlOqd45<Yq-cT3Ygk|Z$8g^Yl5sN2h=EbH~DG~(v30zCehcMXV}y~
zyX46ZHHytuzKWd;qku{Dhwub(6K79PHmFgoF7lOZWEcf(w=)$RCG)?U>&Xf=ip5#J
zf|U%TK<)M?;tJdjRh}$RqnMrK%UQ@U3YbLSFF4}bxN*KGGt?+1NBJ^lGK>Ny(N8PA
zLi*xTJ($>m-EQD|5C{2ECNfL{rqJ&z)))Qyzr`Kc!)IjTEN8cuFCoJqU}=1R-fbV9
G%)bCN*O(*#

literal 0
HcmV?d00001

diff --git a/f22/worksheets/lec_33/bus.ipynb b/f22/worksheets/lec_33/bus.ipynb
new file mode 100644
index 0000000..028eca6
--- /dev/null
+++ b/f22/worksheets/lec_33/bus.ipynb
@@ -0,0 +1,257 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from pandas import Series, DataFrame\n",
+    "import sqlite3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c = sqlite3.connect(\"bus.db\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def qry(sql):\n",
+    "    return pd.read_sql(sql, c)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>index</th>\n",
+       "      <th>StopID</th>\n",
+       "      <th>Route</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Lon</th>\n",
+       "      <th>DailyBoardings</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1163</td>\n",
+       "      <td>27</td>\n",
+       "      <td>43.073655</td>\n",
+       "      <td>-89.385427</td>\n",
+       "      <td>1.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1163</td>\n",
+       "      <td>47</td>\n",
+       "      <td>43.073655</td>\n",
+       "      <td>-89.385427</td>\n",
+       "      <td>0.11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1163</td>\n",
+       "      <td>75</td>\n",
+       "      <td>43.073655</td>\n",
+       "      <td>-89.385427</td>\n",
+       "      <td>0.34</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1164</td>\n",
+       "      <td>6</td>\n",
+       "      <td>43.106465</td>\n",
+       "      <td>-89.340021</td>\n",
+       "      <td>10.59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1167</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43.077867</td>\n",
+       "      <td>-89.369993</td>\n",
+       "      <td>3.11</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   index  StopID  Route        Lat        Lon  DailyBoardings\n",
+       "0      0    1163     27  43.073655 -89.385427            1.03\n",
+       "1      1    1163     47  43.073655 -89.385427            0.11\n",
+       "2      2    1163     75  43.073655 -89.385427            0.34\n",
+       "3      3    1164      6  43.106465 -89.340021           10.59\n",
+       "4      4    1167      3  43.077867 -89.369993            3.11"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qry(\"SELECT * FROM boarding\").head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# How many people use the bus system daily?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# How many stops does each route have?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which routes have less than 20 stops?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# How many people board each route daily?\n",
+    "\n",
+    "Show most popular routes first."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which bus routes have at least 3 stops with more than 50 daily boardings?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which bus routes have at least 10 stops with more than 50 daily boardings?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Which bus routes have at least 3 stops with more than 100 daily boardings?"
+   ]
+  },
+  {
+   "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": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
-- 
GitLab