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2019 General and Bye-Elections votes analysis
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Analysis.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from pathlib import Path\n",
"parliament_path = Path(\"TN 2019 Votes - Parliament.csv\")\n",
"bye_election_path = Path(\"TN 2019 Votes - Bye Election.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"parliament_df = pd.read_csv(parliament_path)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#parliament_df['Constituency Name']['DMK+'] = 44.64\n",
"#parliament_df['Constituency Name']['ADMK+'] = 33.4"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 52 entries, 0 to 51\n",
"Data columns (total 10 columns):\n",
"Constituency Name 47 non-null object\n",
"Reserved 15 non-null object\n",
"DMK+ 39 non-null float64\n",
"ADMK+ 39 non-null float64\n",
"AMMK 39 non-null float64\n",
"MNM 39 non-null float64\n",
"NTK 39 non-null float64\n",
"NOTA 39 non-null float64\n",
"Others 39 non-null float64\n",
"Unnamed: 9 1 non-null float64\n",
"dtypes: float64(8), object(2)\n",
"memory usage: 4.1+ KB\n"
]
}
],
"source": [
"parliament_df.info()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"titles = []\n",
"for idx, row in parliament_df.iterrows():\n",
" if row['Reserved'] == 'yes':\n",
" titles.append(f\"{row['Constituency Name']}(SC)\")\n",
" else:\n",
" titles.append(row['Constituency Name'])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Arrakonam',\n",
" 'Arani',\n",
" 'Chennai North',\n",
" 'Chennai South',\n",
" 'Chennai Central',\n",
" 'Chidabaram(SC)',\n",
" 'Coimbatore',\n",
" 'Cuddalore',\n",
" 'Dharmapuri',\n",
" 'Dindigul',\n",
" 'Erode',\n",
" 'Kallakurichi',\n",
" 'Kancheepuram(SC)',\n",
" 'Kanniyakumari',\n",
" 'Karur',\n",
" 'Krishnagiri',\n",
" 'Madurai',\n",
" 'Mayiladudurai',\n",
" 'Nagapattinam(SC)',\n",
" 'Namakkal',\n",
" 'Nilgris(SC)',\n",
" 'Perambalur',\n",
" 'Pollachi',\n",
" 'Ramanathapuram',\n",
" 'Salem',\n",
" 'Sivaganga',\n",
" 'Sripermabadur',\n",
" 'Tenkasi(SC)',\n",
" 'Thanjavur',\n",
" 'Theni',\n",
" 'Thiruvallur(SC)',\n",
" 'Thoothukudi',\n",
" 'Tirucharapalli',\n",
" 'Tirunelveli',\n",
" 'Tiruppur',\n",
" 'Tiruvanamalai',\n",
" 'Villupuram(SC)',\n",
" 'Viruthunagar',\n",
" 'Total',\n",
" nan,\n",
" nan,\n",
" nan,\n",
" nan,\n",
" nan,\n",
" 'Alliance/Party',\n",
" 'DMK+',\n",
" 'ADMK+',\n",
" 'AMMK+',\n",
" 'NTK',\n",
" 'MNM',\n",
" 'NOTA',\n",
" 'OTHERS']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titles"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"parliament_df = parliament_df.iloc[:38]"
]
},
{
"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>Constituency Name</th>\n",
" <th>Reserved</th>\n",
" <th>DMK+</th>\n",
" <th>ADMK+</th>\n",
" <th>AMMK</th>\n",
" <th>MNM</th>\n",
" <th>NTK</th>\n",
" <th>NOTA</th>\n",
" <th>Others</th>\n",
" <th>Unnamed: 9</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Arrakonam</td>\n",
" <td>NaN</td>\n",
" <td>57.06</td>\n",
" <td>29.14</td>\n",
" <td>5.67</td>\n",
" <td>2.02</td>\n",
" <td>2.49</td>\n",
" <td>1.03</td>\n",
" <td>2.59</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Arani</td>\n",
" <td>NaN</td>\n",
" <td>54.00</td>\n",
" <td>33.83</td>\n",
" <td>4.05</td>\n",
" <td>1.29</td>\n",
" <td>2.83</td>\n",
" <td>1.48</td>\n",
" <td>2.52</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Chennai North</td>\n",
" <td>NaN</td>\n",
" <td>61.85</td>\n",
" <td>13.55</td>\n",
" <td>3.48</td>\n",
" <td>10.80</td>\n",
" <td>6.33</td>\n",
" <td>1.64</td>\n",
" <td>2.35</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Chennai South</td>\n",
" <td>NaN</td>\n",
" <td>50.17</td>\n",
" <td>26.88</td>\n",
" <td>2.62</td>\n",
" <td>12.03</td>\n",
" <td>4.46</td>\n",
" <td>1.50</td>\n",
" <td>2.34</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Chennai Central</td>\n",
" <td>NaN</td>\n",
" <td>57.15</td>\n",
" <td>18.77</td>\n",
" <td>3.02</td>\n",
" <td>11.74</td>\n",
" <td>3.93</td>\n",
" <td>1.76</td>\n",
" <td>3.63</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Chidabaram</td>\n",
" <td>yes</td>\n",
" <td>43.38</td>\n",
" <td>43.10</td>\n",
" <td>5.40</td>\n",
" <td>1.33</td>\n",
" <td>3.25</td>\n",
" <td>1.35</td>\n",
" <td>2.19</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Coimbatore</td>\n",
" <td>NaN</td>\n",
" <td>45.66</td>\n",
" <td>31.34</td>\n",
" <td>3.04</td>\n",
" <td>11.66</td>\n",
" <td>4.84</td>\n",
" <td>1.85</td>\n",
" <td>1.61</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Cuddalore</td>\n",
" <td>NaN</td>\n",
" <td>50.05</td>\n",
" <td>36.25</td>\n",
" <td>4.30</td>\n",
" <td>2.27</td>\n",
" <td>3.33</td>\n",
" <td>0.84</td>\n",
" <td>2.96</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Dharmapuri</td>\n",
" <td>NaN</td>\n",
" <td>47.01</td>\n",
" <td>41.22</td>\n",
" <td>4.39</td>\n",
" <td>1.28</td>\n",
" <td>1.61</td>\n",
" <td>1.09</td>\n",
" <td>3.40</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Dindigul</td>\n",
" <td>NaN</td>\n",
" <td>64.35</td>\n",
" <td>17.89</td>\n",
" <td>5.42</td>\n",
" <td>3.34</td>\n",
" <td>4.74</td>\n",
" <td>1.22</td>\n",
" <td>3.04</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Erode</td>\n",
" <td>NaN</td>\n",
" <td>52.78</td>\n",
" <td>33.05</td>\n",
" <td>2.42</td>\n",
" <td>4.47</td>\n",
" <td>3.65</td>\n",
" <td>1.39</td>\n",
" <td>2.24</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Kallakurichi</td>\n",
" <td>NaN</td>\n",
" <td>59.92</td>\n",
" <td>26.72</td>\n",
" <td>4.17</td>\n",
" <td>1.21</td>\n",
" <td>2.51</td>\n",
" <td>0.96</td>\n",
" <td>4.51</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Kancheepuram</td>\n",
" <td>yes</td>\n",
" <td>55.27</td>\n",
" <td>32.11</td>\n",
" <td>4.46</td>\n",
" <td>0.00</td>\n",
" <td>5.07</td>\n",
" <td>1.75</td>\n",
" <td>1.34</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Kanniyakumari</td>\n",
" <td>NaN</td>\n",
" <td>59.83</td>\n",
" <td>35.04</td>\n",
" <td>1.18</td>\n",
" <td>0.82</td>\n",
" <td>1.63</td>\n",
" <td>0.58</td>\n",
" <td>0.92</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Karur</td>\n",
" <td>NaN</td>\n",
" <td>63.06</td>\n",
" <td>24.94</td>\n",
" <td>2.82</td>\n",
" <td>1.45</td>\n",
" <td>3.49</td>\n",
" <td>0.87</td>\n",
" <td>3.37</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Krishnagiri</td>\n",
" <td>NaN</td>\n",
" <td>52.64</td>\n",
" <td>39.14</td>\n",
" <td>0.76</td>\n",
" <td>1.46</td>\n",
" <td>2.41</td>\n",
" <td>1.71</td>\n",
" <td>1.88</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Madurai</td>\n",
" <td>NaN</td>\n",
" <td>44.00</td>\n",
" <td>30.28</td>\n",
" <td>8.44</td>\n",
" <td>8.37</td>\n",
" <td>4.22</td>\n",
" <td>1.59</td>\n",
" <td>3.10</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Mayiladudurai</td>\n",
" <td>NaN</td>\n",
" <td>54.62</td>\n",
" <td>30.80</td>\n",
" <td>6.29</td>\n",
" <td>1.55</td>\n",
" <td>3.74</td>\n",
" <td>0.75</td>\n",
" <td>2.25</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Nagapattinam</td>\n",
" <td>yes</td>\n",
" <td>52.17</td>\n",
" <td>31.09</td>\n",
" <td>7.02</td>\n",
" <td>1.45</td>\n",
" <td>5.13</td>\n",
" <td>0.94</td>\n",
" <td>2.20</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Namakkal</td>\n",
" <td>NaN</td>\n",
" <td>55.24</td>\n",
" <td>31.85</td>\n",
" <td>2.06</td>\n",
" <td>2.73</td>\n",
" <td>3.40</td>\n",
" <td>1.33</td>\n",
" <td>3.39</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Nilgris</td>\n",
" <td>yes</td>\n",
" <td>54.20</td>\n",
" <td>33.84</td>\n",
" <td>4.00</td>\n",
" <td>4.07</td>\n",
" <td>0.00</td>\n",
" <td>1.80</td>\n",
" <td>2.09</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Perambalur</td>\n",
" <td>NaN</td>\n",
" <td>62.00</td>\n",
" <td>25.41</td>\n",
" <td>4.13</td>\n",
" <td>0.00</td>\n",
" <td>4.86</td>\n",
" <td>1.03</td>\n",
" <td>2.57</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Pollachi</td>\n",
" <td>NaN</td>\n",
" <td>51.23</td>\n",
" <td>34.97</td>\n",
" <td>2.46</td>\n",
" <td>5.52</td>\n",
" <td>2.91</td>\n",
" <td>1.40</td>\n",
" <td>1.51</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Ramanathapuram</td>\n",
" <td>NaN</td>\n",
" <td>44.08</td>\n",
" <td>32.16</td>\n",
" <td>13.30</td>\n",
" <td>1.40</td>\n",
" <td>4.35</td>\n",
" <td>0.71</td>\n",
" <td>4.00</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Salem</td>\n",
" <td>NaN</td>\n",
" <td>48.29</td>\n",
" <td>36.59</td>\n",
" <td>4.17</td>\n",
" <td>4.67</td>\n",
" <td>2.70</td>\n",
" <td>1.36</td>\n",
" <td>2.22</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Sivaganga</td>\n",
" <td>NaN</td>\n",
" <td>52.20</td>\n",
" <td>21.56</td>\n",
" <td>11.30</td>\n",
" <td>2.11</td>\n",
" <td>6.66</td>\n",
" <td>0.86</td>\n",
" <td>5.31</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Sripermabadur</td>\n",
" <td>NaN</td>\n",
" <td>56.39</td>\n",
" <td>20.28</td>\n",
" <td>2.95</td>\n",
" <td>9.63</td>\n",
" <td>6.04</td>\n",
" <td>1.66</td>\n",
" <td>3.05</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Tenkasi</td>\n",
" <td>yes</td>\n",
" <td>44.69</td>\n",
" <td>33.40</td>\n",
" <td>8.64</td>\n",
" <td>2.25</td>\n",
" <td>5.58</td>\n",
" <td>1.32</td>\n",
" <td>4.12</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Thanjavur</td>\n",
" <td>NaN</td>\n",
" <td>55.60</td>\n",
" <td>20.85</td>\n",
" <td>2.67</td>\n",
" <td>2.22</td>\n",
" <td>5.47</td>\n",
" <td>1.43</td>\n",
" <td>11.76</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Theni</td>\n",
" <td>NaN</td>\n",
" <td>36.48</td>\n",
" <td>43.02</td>\n",
" <td>12.28</td>\n",
" <td>1.44</td>\n",
" <td>2.37</td>\n",
" <td>0.91</td>\n",
" <td>3.50</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Thiruvallur</td>\n",
" <td>yes</td>\n",
" <td>54.49</td>\n",
" <td>29.14</td>\n",
" <td>2.41</td>\n",
" <td>5.24</td>\n",
" <td>4.65</td>\n",
" <td>1.30</td>\n",
" <td>2.77</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Thoothukudi</td>\n",
" <td>NaN</td>\n",
" <td>56.81</td>\n",
" <td>21.78</td>\n",
" <td>7.75</td>\n",
" <td>2.59</td>\n",
" <td>4.97</td>\n",
" <td>0.93</td>\n",
" <td>5.17</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Tirucharapalli</td>\n",
" <td>NaN</td>\n",
" <td>59.28</td>\n",
" <td>15.46</td>\n",
" <td>9.62</td>\n",
" <td>4.02</td>\n",
" <td>6.23</td>\n",
" <td>1.38</td>\n",
" <td>4.01</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Tirunelveli</td>\n",
" <td>NaN</td>\n",
" <td>50.26</td>\n",
" <td>32.43</td>\n",
" <td>5.98</td>\n",
" <td>2.22</td>\n",
" <td>4.80</td>\n",
" <td>1.05</td>\n",
" <td>3.26</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Tiruppur</td>\n",
" <td>NaN</td>\n",
" <td>45.44</td>\n",
" <td>37.10</td>\n",
" <td>3.91</td>\n",
" <td>5.78</td>\n",
" <td>3.77</td>\n",
" <td>1.95</td>\n",
" <td>2.05</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Tiruvanamalai</td>\n",
" <td>NaN</td>\n",
" <td>57.85</td>\n",
" <td>31.44</td>\n",
" <td>3.35</td>\n",
" <td>1.27</td>\n",
" <td>2.39</td>\n",
" <td>1.07</td>\n",
" <td>2.63</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Villupuram</td>\n",
" <td>yes</td>\n",
" <td>49.28</td>\n",
" <td>38.00</td>\n",
" <td>5.11</td>\n",
" <td>1.58</td>\n",
" <td>2.17</td>\n",
" <td>1.05</td>\n",
" <td>2.81</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Viruthunagar</td>\n",
" <td>NaN</td>\n",
" <td>43.81</td>\n",
" <td>29.43</td>\n",
" <td>10.01</td>\n",
" <td>5.32</td>\n",
" <td>4.94</td>\n",
" <td>1.61</td>\n",
" <td>4.88</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Constituency Name Reserved DMK+ ADMK+ AMMK MNM NTK NOTA Others \\\n",
"0 Arrakonam NaN 57.06 29.14 5.67 2.02 2.49 1.03 2.59 \n",
"1 Arani NaN 54.00 33.83 4.05 1.29 2.83 1.48 2.52 \n",
"2 Chennai North NaN 61.85 13.55 3.48 10.80 6.33 1.64 2.35 \n",
"3 Chennai South NaN 50.17 26.88 2.62 12.03 4.46 1.50 2.34 \n",
"4 Chennai Central NaN 57.15 18.77 3.02 11.74 3.93 1.76 3.63 \n",
"5 Chidabaram yes 43.38 43.10 5.40 1.33 3.25 1.35 2.19 \n",
"6 Coimbatore NaN 45.66 31.34 3.04 11.66 4.84 1.85 1.61 \n",
"7 Cuddalore NaN 50.05 36.25 4.30 2.27 3.33 0.84 2.96 \n",
"8 Dharmapuri NaN 47.01 41.22 4.39 1.28 1.61 1.09 3.40 \n",
"9 Dindigul NaN 64.35 17.89 5.42 3.34 4.74 1.22 3.04 \n",
"10 Erode NaN 52.78 33.05 2.42 4.47 3.65 1.39 2.24 \n",
"11 Kallakurichi NaN 59.92 26.72 4.17 1.21 2.51 0.96 4.51 \n",
"12 Kancheepuram yes 55.27 32.11 4.46 0.00 5.07 1.75 1.34 \n",
"13 Kanniyakumari NaN 59.83 35.04 1.18 0.82 1.63 0.58 0.92 \n",
"14 Karur NaN 63.06 24.94 2.82 1.45 3.49 0.87 3.37 \n",
"15 Krishnagiri NaN 52.64 39.14 0.76 1.46 2.41 1.71 1.88 \n",
"16 Madurai NaN 44.00 30.28 8.44 8.37 4.22 1.59 3.10 \n",
"17 Mayiladudurai NaN 54.62 30.80 6.29 1.55 3.74 0.75 2.25 \n",
"18 Nagapattinam yes 52.17 31.09 7.02 1.45 5.13 0.94 2.20 \n",
"19 Namakkal NaN 55.24 31.85 2.06 2.73 3.40 1.33 3.39 \n",
"20 Nilgris yes 54.20 33.84 4.00 4.07 0.00 1.80 2.09 \n",
"21 Perambalur NaN 62.00 25.41 4.13 0.00 4.86 1.03 2.57 \n",
"22 Pollachi NaN 51.23 34.97 2.46 5.52 2.91 1.40 1.51 \n",
"23 Ramanathapuram NaN 44.08 32.16 13.30 1.40 4.35 0.71 4.00 \n",
"24 Salem NaN 48.29 36.59 4.17 4.67 2.70 1.36 2.22 \n",
"25 Sivaganga NaN 52.20 21.56 11.30 2.11 6.66 0.86 5.31 \n",
"26 Sripermabadur NaN 56.39 20.28 2.95 9.63 6.04 1.66 3.05 \n",
"27 Tenkasi yes 44.69 33.40 8.64 2.25 5.58 1.32 4.12 \n",
"28 Thanjavur NaN 55.60 20.85 2.67 2.22 5.47 1.43 11.76 \n",
"29 Theni NaN 36.48 43.02 12.28 1.44 2.37 0.91 3.50 \n",
"30 Thiruvallur yes 54.49 29.14 2.41 5.24 4.65 1.30 2.77 \n",
"31 Thoothukudi NaN 56.81 21.78 7.75 2.59 4.97 0.93 5.17 \n",
"32 Tirucharapalli NaN 59.28 15.46 9.62 4.02 6.23 1.38 4.01 \n",
"33 Tirunelveli NaN 50.26 32.43 5.98 2.22 4.80 1.05 3.26 \n",
"34 Tiruppur NaN 45.44 37.10 3.91 5.78 3.77 1.95 2.05 \n",
"35 Tiruvanamalai NaN 57.85 31.44 3.35 1.27 2.39 1.07 2.63 \n",
"36 Villupuram yes 49.28 38.00 5.11 1.58 2.17 1.05 2.81 \n",
"37 Viruthunagar NaN 43.81 29.43 10.01 5.32 4.94 1.61 4.88 \n",
"\n",
" Unnamed: 9 \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"5 NaN \n",
"6 NaN \n",
"7 NaN \n",
"8 NaN \n",
"9 NaN \n",
"10 NaN \n",
"11 NaN \n",
"12 NaN \n",
"13 NaN \n",
"14 NaN \n",
"15 NaN \n",
"16 NaN \n",
"17 NaN \n",
"18 NaN \n",
"19 NaN \n",
"20 NaN \n",
"21 NaN \n",
"22 NaN \n",
"23 NaN \n",
"24 NaN \n",
"25 NaN \n",
"26 NaN \n",
"27 NaN \n",
"28 NaN \n",
"29 NaN \n",
"30 NaN \n",
"31 NaN \n",
"32 NaN \n",
"33 NaN \n",
"34 NaN \n",
"35 NaN \n",
"36 NaN \n",
"37 NaN "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parliament_df"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"del parliament_df['Unnamed: 9']"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Constituency Name</th>\n",
" <th>Reserved</th>\n",
" <th>DMK+</th>\n",
" <th>ADMK+</th>\n",
" <th>AMMK</th>\n",
" <th>MNM</th>\n",
" <th>NTK</th>\n",
" <th>NOTA</th>\n",
" <th>Others</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Arrakonam</td>\n",
" <td>NaN</td>\n",
" <td>57.06</td>\n",
" <td>29.14</td>\n",
" <td>5.67</td>\n",
" <td>2.02</td>\n",
" <td>2.49</td>\n",
" <td>1.03</td>\n",
" <td>2.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Arani</td>\n",
" <td>NaN</td>\n",
" <td>54.00</td>\n",
" <td>33.83</td>\n",
" <td>4.05</td>\n",
" <td>1.29</td>\n",
" <td>2.83</td>\n",
" <td>1.48</td>\n",
" <td>2.52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Chennai North</td>\n",
" <td>NaN</td>\n",
" <td>61.85</td>\n",
" <td>13.55</td>\n",
" <td>3.48</td>\n",
" <td>10.80</td>\n",
" <td>6.33</td>\n",
" <td>1.64</td>\n",
" <td>2.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Chennai South</td>\n",
" <td>NaN</td>\n",
" <td>50.17</td>\n",
" <td>26.88</td>\n",
" <td>2.62</td>\n",
" <td>12.03</td>\n",
" <td>4.46</td>\n",
" <td>1.50</td>\n",
" <td>2.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Chennai Central</td>\n",
" <td>NaN</td>\n",
" <td>57.15</td>\n",
" <td>18.77</td>\n",
" <td>3.02</td>\n",
" <td>11.74</td>\n",
" <td>3.93</td>\n",
" <td>1.76</td>\n",
" <td>3.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Chidabaram</td>\n",
" <td>yes</td>\n",
" <td>43.38</td>\n",
" <td>43.10</td>\n",
" <td>5.40</td>\n",
" <td>1.33</td>\n",
" <td>3.25</td>\n",
" <td>1.35</td>\n",
" <td>2.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Coimbatore</td>\n",
" <td>NaN</td>\n",
" <td>45.66</td>\n",
" <td>31.34</td>\n",
" <td>3.04</td>\n",
" <td>11.66</td>\n",
" <td>4.84</td>\n",
" <td>1.85</td>\n",
" <td>1.61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Cuddalore</td>\n",
" <td>NaN</td>\n",
" <td>50.05</td>\n",
" <td>36.25</td>\n",
" <td>4.30</td>\n",
" <td>2.27</td>\n",
" <td>3.33</td>\n",
" <td>0.84</td>\n",
" <td>2.96</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Dharmapuri</td>\n",
" <td>NaN</td>\n",
" <td>47.01</td>\n",
" <td>41.22</td>\n",
" <td>4.39</td>\n",
" <td>1.28</td>\n",
" <td>1.61</td>\n",
" <td>1.09</td>\n",
" <td>3.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Dindigul</td>\n",
" <td>NaN</td>\n",
" <td>64.35</td>\n",
" <td>17.89</td>\n",
" <td>5.42</td>\n",
" <td>3.34</td>\n",
" <td>4.74</td>\n",
" <td>1.22</td>\n",
" <td>3.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Erode</td>\n",
" <td>NaN</td>\n",
" <td>52.78</td>\n",
" <td>33.05</td>\n",
" <td>2.42</td>\n",
" <td>4.47</td>\n",
" <td>3.65</td>\n",
" <td>1.39</td>\n",
" <td>2.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Kallakurichi</td>\n",
" <td>NaN</td>\n",
" <td>59.92</td>\n",
" <td>26.72</td>\n",
" <td>4.17</td>\n",
" <td>1.21</td>\n",
" <td>2.51</td>\n",
" <td>0.96</td>\n",
" <td>4.51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Kancheepuram</td>\n",
" <td>yes</td>\n",
" <td>55.27</td>\n",
" <td>32.11</td>\n",
" <td>4.46</td>\n",
" <td>0.00</td>\n",
" <td>5.07</td>\n",
" <td>1.75</td>\n",
" <td>1.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Kanniyakumari</td>\n",
" <td>NaN</td>\n",
" <td>59.83</td>\n",
" <td>35.04</td>\n",
" <td>1.18</td>\n",
" <td>0.82</td>\n",
" <td>1.63</td>\n",
" <td>0.58</td>\n",
" <td>0.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Karur</td>\n",
" <td>NaN</td>\n",
" <td>63.06</td>\n",
" <td>24.94</td>\n",
" <td>2.82</td>\n",
" <td>1.45</td>\n",
" <td>3.49</td>\n",
" <td>0.87</td>\n",
" <td>3.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Krishnagiri</td>\n",
" <td>NaN</td>\n",
" <td>52.64</td>\n",
" <td>39.14</td>\n",
" <td>0.76</td>\n",
" <td>1.46</td>\n",
" <td>2.41</td>\n",
" <td>1.71</td>\n",
" <td>1.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Madurai</td>\n",
" <td>NaN</td>\n",
" <td>44.00</td>\n",
" <td>30.28</td>\n",
" <td>8.44</td>\n",
" <td>8.37</td>\n",
" <td>4.22</td>\n",
" <td>1.59</td>\n",
" <td>3.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Mayiladudurai</td>\n",
" <td>NaN</td>\n",
" <td>54.62</td>\n",
" <td>30.80</td>\n",
" <td>6.29</td>\n",
" <td>1.55</td>\n",
" <td>3.74</td>\n",
" <td>0.75</td>\n",
" <td>2.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Nagapattinam</td>\n",
" <td>yes</td>\n",
" <td>52.17</td>\n",
" <td>31.09</td>\n",
" <td>7.02</td>\n",
" <td>1.45</td>\n",
" <td>5.13</td>\n",
" <td>0.94</td>\n",
" <td>2.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Namakkal</td>\n",
" <td>NaN</td>\n",
" <td>55.24</td>\n",
" <td>31.85</td>\n",
" <td>2.06</td>\n",
" <td>2.73</td>\n",
" <td>3.40</td>\n",
" <td>1.33</td>\n",
" <td>3.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Nilgris</td>\n",
" <td>yes</td>\n",
" <td>54.20</td>\n",
" <td>33.84</td>\n",
" <td>4.00</td>\n",
" <td>4.07</td>\n",
" <td>0.00</td>\n",
" <td>1.80</td>\n",
" <td>2.09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Perambalur</td>\n",
" <td>NaN</td>\n",
" <td>62.00</td>\n",
" <td>25.41</td>\n",
" <td>4.13</td>\n",
" <td>0.00</td>\n",
" <td>4.86</td>\n",
" <td>1.03</td>\n",
" <td>2.57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Pollachi</td>\n",
" <td>NaN</td>\n",
" <td>51.23</td>\n",
" <td>34.97</td>\n",
" <td>2.46</td>\n",
" <td>5.52</td>\n",
" <td>2.91</td>\n",
" <td>1.40</td>\n",
" <td>1.51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Ramanathapuram</td>\n",
" <td>NaN</td>\n",
" <td>44.08</td>\n",
" <td>32.16</td>\n",
" <td>13.30</td>\n",
" <td>1.40</td>\n",
" <td>4.35</td>\n",
" <td>0.71</td>\n",
" <td>4.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Salem</td>\n",
" <td>NaN</td>\n",
" <td>48.29</td>\n",
" <td>36.59</td>\n",
" <td>4.17</td>\n",
" <td>4.67</td>\n",
" <td>2.70</td>\n",
" <td>1.36</td>\n",
" <td>2.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Sivaganga</td>\n",
" <td>NaN</td>\n",
" <td>52.20</td>\n",
" <td>21.56</td>\n",
" <td>11.30</td>\n",
" <td>2.11</td>\n",
" <td>6.66</td>\n",
" <td>0.86</td>\n",
" <td>5.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Sripermabadur</td>\n",
" <td>NaN</td>\n",
" <td>56.39</td>\n",
" <td>20.28</td>\n",
" <td>2.95</td>\n",
" <td>9.63</td>\n",
" <td>6.04</td>\n",
" <td>1.66</td>\n",
" <td>3.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Tenkasi</td>\n",
" <td>yes</td>\n",
" <td>44.69</td>\n",
" <td>33.40</td>\n",
" <td>8.64</td>\n",
" <td>2.25</td>\n",
" <td>5.58</td>\n",
" <td>1.32</td>\n",
" <td>4.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Thanjavur</td>\n",
" <td>NaN</td>\n",
" <td>55.60</td>\n",
" <td>20.85</td>\n",
" <td>2.67</td>\n",
" <td>2.22</td>\n",
" <td>5.47</td>\n",
" <td>1.43</td>\n",
" <td>11.76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Theni</td>\n",
" <td>NaN</td>\n",
" <td>36.48</td>\n",
" <td>43.02</td>\n",
" <td>12.28</td>\n",
" <td>1.44</td>\n",
" <td>2.37</td>\n",
" <td>0.91</td>\n",
" <td>3.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Thiruvallur</td>\n",
" <td>yes</td>\n",
" <td>54.49</td>\n",
" <td>29.14</td>\n",
" <td>2.41</td>\n",
" <td>5.24</td>\n",
" <td>4.65</td>\n",
" <td>1.30</td>\n",
" <td>2.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Thoothukudi</td>\n",
" <td>NaN</td>\n",
" <td>56.81</td>\n",
" <td>21.78</td>\n",
" <td>7.75</td>\n",
" <td>2.59</td>\n",
" <td>4.97</td>\n",
" <td>0.93</td>\n",
" <td>5.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Tirucharapalli</td>\n",
" <td>NaN</td>\n",
" <td>59.28</td>\n",
" <td>15.46</td>\n",
" <td>9.62</td>\n",
" <td>4.02</td>\n",
" <td>6.23</td>\n",
" <td>1.38</td>\n",
" <td>4.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Tirunelveli</td>\n",
" <td>NaN</td>\n",
" <td>50.26</td>\n",
" <td>32.43</td>\n",
" <td>5.98</td>\n",
" <td>2.22</td>\n",
" <td>4.80</td>\n",
" <td>1.05</td>\n",
" <td>3.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Tiruppur</td>\n",
" <td>NaN</td>\n",
" <td>45.44</td>\n",
" <td>37.10</td>\n",
" <td>3.91</td>\n",
" <td>5.78</td>\n",
" <td>3.77</td>\n",
" <td>1.95</td>\n",
" <td>2.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Tiruvanamalai</td>\n",
" <td>NaN</td>\n",
" <td>57.85</td>\n",
" <td>31.44</td>\n",
" <td>3.35</td>\n",
" <td>1.27</td>\n",
" <td>2.39</td>\n",
" <td>1.07</td>\n",
" <td>2.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Villupuram</td>\n",
" <td>yes</td>\n",
" <td>49.28</td>\n",
" <td>38.00</td>\n",
" <td>5.11</td>\n",
" <td>1.58</td>\n",
" <td>2.17</td>\n",
" <td>1.05</td>\n",
" <td>2.81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Viruthunagar</td>\n",
" <td>NaN</td>\n",
" <td>43.81</td>\n",
" <td>29.43</td>\n",
" <td>10.01</td>\n",
" <td>5.32</td>\n",
" <td>4.94</td>\n",
" <td>1.61</td>\n",
" <td>4.88</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Constituency Name Reserved DMK+ ADMK+ AMMK MNM NTK NOTA Others\n",
"0 Arrakonam NaN 57.06 29.14 5.67 2.02 2.49 1.03 2.59\n",
"1 Arani NaN 54.00 33.83 4.05 1.29 2.83 1.48 2.52\n",
"2 Chennai North NaN 61.85 13.55 3.48 10.80 6.33 1.64 2.35\n",
"3 Chennai South NaN 50.17 26.88 2.62 12.03 4.46 1.50 2.34\n",
"4 Chennai Central NaN 57.15 18.77 3.02 11.74 3.93 1.76 3.63\n",
"5 Chidabaram yes 43.38 43.10 5.40 1.33 3.25 1.35 2.19\n",
"6 Coimbatore NaN 45.66 31.34 3.04 11.66 4.84 1.85 1.61\n",
"7 Cuddalore NaN 50.05 36.25 4.30 2.27 3.33 0.84 2.96\n",
"8 Dharmapuri NaN 47.01 41.22 4.39 1.28 1.61 1.09 3.40\n",
"9 Dindigul NaN 64.35 17.89 5.42 3.34 4.74 1.22 3.04\n",
"10 Erode NaN 52.78 33.05 2.42 4.47 3.65 1.39 2.24\n",
"11 Kallakurichi NaN 59.92 26.72 4.17 1.21 2.51 0.96 4.51\n",
"12 Kancheepuram yes 55.27 32.11 4.46 0.00 5.07 1.75 1.34\n",
"13 Kanniyakumari NaN 59.83 35.04 1.18 0.82 1.63 0.58 0.92\n",
"14 Karur NaN 63.06 24.94 2.82 1.45 3.49 0.87 3.37\n",
"15 Krishnagiri NaN 52.64 39.14 0.76 1.46 2.41 1.71 1.88\n",
"16 Madurai NaN 44.00 30.28 8.44 8.37 4.22 1.59 3.10\n",
"17 Mayiladudurai NaN 54.62 30.80 6.29 1.55 3.74 0.75 2.25\n",
"18 Nagapattinam yes 52.17 31.09 7.02 1.45 5.13 0.94 2.20\n",
"19 Namakkal NaN 55.24 31.85 2.06 2.73 3.40 1.33 3.39\n",
"20 Nilgris yes 54.20 33.84 4.00 4.07 0.00 1.80 2.09\n",
"21 Perambalur NaN 62.00 25.41 4.13 0.00 4.86 1.03 2.57\n",
"22 Pollachi NaN 51.23 34.97 2.46 5.52 2.91 1.40 1.51\n",
"23 Ramanathapuram NaN 44.08 32.16 13.30 1.40 4.35 0.71 4.00\n",
"24 Salem NaN 48.29 36.59 4.17 4.67 2.70 1.36 2.22\n",
"25 Sivaganga NaN 52.20 21.56 11.30 2.11 6.66 0.86 5.31\n",
"26 Sripermabadur NaN 56.39 20.28 2.95 9.63 6.04 1.66 3.05\n",
"27 Tenkasi yes 44.69 33.40 8.64 2.25 5.58 1.32 4.12\n",
"28 Thanjavur NaN 55.60 20.85 2.67 2.22 5.47 1.43 11.76\n",
"29 Theni NaN 36.48 43.02 12.28 1.44 2.37 0.91 3.50\n",
"30 Thiruvallur yes 54.49 29.14 2.41 5.24 4.65 1.30 2.77\n",
"31 Thoothukudi NaN 56.81 21.78 7.75 2.59 4.97 0.93 5.17\n",
"32 Tirucharapalli NaN 59.28 15.46 9.62 4.02 6.23 1.38 4.01\n",
"33 Tirunelveli NaN 50.26 32.43 5.98 2.22 4.80 1.05 3.26\n",
"34 Tiruppur NaN 45.44 37.10 3.91 5.78 3.77 1.95 2.05\n",
"35 Tiruvanamalai NaN 57.85 31.44 3.35 1.27 2.39 1.07 2.63\n",
"36 Villupuram yes 49.28 38.00 5.11 1.58 2.17 1.05 2.81\n",
"37 Viruthunagar NaN 43.81 29.43 10.01 5.32 4.94 1.61 4.88"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parliament_df"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"titles = []\n",
"for idx, row in parliament_df.iterrows():\n",
" if row['Reserved'] == 'yes':\n",
" titles.append(f\"{row['Constituency Name']}(SC)\")\n",
" else:\n",
" titles.append(row['Constituency Name'])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"parliament_df['Title'] = titles"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>Constituency Name</th>\n",
" <th>Reserved</th>\n",
" <th>DMK+</th>\n",
" <th>ADMK+</th>\n",
" <th>AMMK</th>\n",
" <th>MNM</th>\n",
" <th>NTK</th>\n",
" <th>NOTA</th>\n",
" <th>Others</th>\n",
" <th>Title</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Arrakonam</td>\n",
" <td>NaN</td>\n",
" <td>57.06</td>\n",
" <td>29.14</td>\n",
" <td>5.67</td>\n",
" <td>2.02</td>\n",
" <td>2.49</td>\n",
" <td>1.03</td>\n",
" <td>2.59</td>\n",
" <td>Arrakonam</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Arani</td>\n",
" <td>NaN</td>\n",
" <td>54.00</td>\n",
" <td>33.83</td>\n",
" <td>4.05</td>\n",
" <td>1.29</td>\n",
" <td>2.83</td>\n",
" <td>1.48</td>\n",
" <td>2.52</td>\n",
" <td>Arani</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Chennai North</td>\n",
" <td>NaN</td>\n",
" <td>61.85</td>\n",
" <td>13.55</td>\n",
" <td>3.48</td>\n",
" <td>10.80</td>\n",
" <td>6.33</td>\n",
" <td>1.64</td>\n",
" <td>2.35</td>\n",
" <td>Chennai North</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Chennai South</td>\n",
" <td>NaN</td>\n",
" <td>50.17</td>\n",
" <td>26.88</td>\n",
" <td>2.62</td>\n",
" <td>12.03</td>\n",
" <td>4.46</td>\n",
" <td>1.50</td>\n",
" <td>2.34</td>\n",
" <td>Chennai South</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Chennai Central</td>\n",
" <td>NaN</td>\n",
" <td>57.15</td>\n",
" <td>18.77</td>\n",
" <td>3.02</td>\n",
" <td>11.74</td>\n",
" <td>3.93</td>\n",
" <td>1.76</td>\n",
" <td>3.63</td>\n",
" <td>Chennai Central</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Chidabaram</td>\n",
" <td>yes</td>\n",
" <td>43.38</td>\n",
" <td>43.10</td>\n",
" <td>5.40</td>\n",
" <td>1.33</td>\n",
" <td>3.25</td>\n",
" <td>1.35</td>\n",
" <td>2.19</td>\n",
" <td>Chidabaram(SC)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Coimbatore</td>\n",
" <td>NaN</td>\n",
" <td>45.66</td>\n",
" <td>31.34</td>\n",
" <td>3.04</td>\n",
" <td>11.66</td>\n",
" <td>4.84</td>\n",
" <td>1.85</td>\n",
" <td>1.61</td>\n",
" <td>Coimbatore</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Cuddalore</td>\n",
" <td>NaN</td>\n",
" <td>50.05</td>\n",
" <td>36.25</td>\n",
" <td>4.30</td>\n",
" <td>2.27</td>\n",
" <td>3.33</td>\n",
" <td>0.84</td>\n",
" <td>2.96</td>\n",
" <td>Cuddalore</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Dharmapuri</td>\n",
" <td>NaN</td>\n",
" <td>47.01</td>\n",
" <td>41.22</td>\n",
" <td>4.39</td>\n",
" <td>1.28</td>\n",
" <td>1.61</td>\n",
" <td>1.09</td>\n",
" <td>3.40</td>\n",
" <td>Dharmapuri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Dindigul</td>\n",
" <td>NaN</td>\n",
" <td>64.35</td>\n",
" <td>17.89</td>\n",
" <td>5.42</td>\n",
" <td>3.34</td>\n",
" <td>4.74</td>\n",
" <td>1.22</td>\n",
" <td>3.04</td>\n",
" <td>Dindigul</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Erode</td>\n",
" <td>NaN</td>\n",
" <td>52.78</td>\n",
" <td>33.05</td>\n",
" <td>2.42</td>\n",
" <td>4.47</td>\n",
" <td>3.65</td>\n",
" <td>1.39</td>\n",
" <td>2.24</td>\n",
" <td>Erode</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Kallakurichi</td>\n",
" <td>NaN</td>\n",
" <td>59.92</td>\n",
" <td>26.72</td>\n",
" <td>4.17</td>\n",
" <td>1.21</td>\n",
" <td>2.51</td>\n",
" <td>0.96</td>\n",
" <td>4.51</td>\n",
" <td>Kallakurichi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Kancheepuram</td>\n",
" <td>yes</td>\n",
" <td>55.27</td>\n",
" <td>32.11</td>\n",
" <td>4.46</td>\n",
" <td>0.00</td>\n",
" <td>5.07</td>\n",
" <td>1.75</td>\n",
" <td>1.34</td>\n",
" <td>Kancheepuram(SC)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Kanniyakumari</td>\n",
" <td>NaN</td>\n",
" <td>59.83</td>\n",
" <td>35.04</td>\n",
" <td>1.18</td>\n",
" <td>0.82</td>\n",
" <td>1.63</td>\n",
" <td>0.58</td>\n",
" <td>0.92</td>\n",
" <td>Kanniyakumari</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Karur</td>\n",
" <td>NaN</td>\n",
" <td>63.06</td>\n",
" <td>24.94</td>\n",
" <td>2.82</td>\n",
" <td>1.45</td>\n",
" <td>3.49</td>\n",
" <td>0.87</td>\n",
" <td>3.37</td>\n",
" <td>Karur</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Krishnagiri</td>\n",
" <td>NaN</td>\n",
" <td>52.64</td>\n",
" <td>39.14</td>\n",
" <td>0.76</td>\n",
" <td>1.46</td>\n",
" <td>2.41</td>\n",
" <td>1.71</td>\n",
" <td>1.88</td>\n",
" <td>Krishnagiri</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Madurai</td>\n",
" <td>NaN</td>\n",
" <td>44.00</td>\n",
" <td>30.28</td>\n",
" <td>8.44</td>\n",
" <td>8.37</td>\n",
" <td>4.22</td>\n",
" <td>1.59</td>\n",
" <td>3.10</td>\n",
" <td>Madurai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Mayiladudurai</td>\n",
" <td>NaN</td>\n",
" <td>54.62</td>\n",
" <td>30.80</td>\n",
" <td>6.29</td>\n",
" <td>1.55</td>\n",
" <td>3.74</td>\n",
" <td>0.75</td>\n",
" <td>2.25</td>\n",
" <td>Mayiladudurai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Nagapattinam</td>\n",
" <td>yes</td>\n",
" <td>52.17</td>\n",
" <td>31.09</td>\n",
" <td>7.02</td>\n",
" <td>1.45</td>\n",
" <td>5.13</td>\n",
" <td>0.94</td>\n",
" <td>2.20</td>\n",
" <td>Nagapattinam(SC)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Namakkal</td>\n",
" <td>NaN</td>\n",
" <td>55.24</td>\n",
" <td>31.85</td>\n",
" <td>2.06</td>\n",
" <td>2.73</td>\n",
" <td>3.40</td>\n",
" <td>1.33</td>\n",
" <td>3.39</td>\n",
" <td>Namakkal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Nilgris</td>\n",
" <td>yes</td>\n",
" <td>54.20</td>\n",
" <td>33.84</td>\n",
" <td>4.00</td>\n",
" <td>4.07</td>\n",
" <td>0.00</td>\n",
" <td>1.80</td>\n",
" <td>2.09</td>\n",
" <td>Nilgris(SC)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Perambalur</td>\n",
" <td>NaN</td>\n",
" <td>62.00</td>\n",
" <td>25.41</td>\n",
" <td>4.13</td>\n",
" <td>0.00</td>\n",
" <td>4.86</td>\n",
" <td>1.03</td>\n",
" <td>2.57</td>\n",
" <td>Perambalur</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Pollachi</td>\n",
" <td>NaN</td>\n",
" <td>51.23</td>\n",
" <td>34.97</td>\n",
" <td>2.46</td>\n",
" <td>5.52</td>\n",
" <td>2.91</td>\n",
" <td>1.40</td>\n",
" <td>1.51</td>\n",
" <td>Pollachi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Ramanathapuram</td>\n",
" <td>NaN</td>\n",
" <td>44.08</td>\n",
" <td>32.16</td>\n",
" <td>13.30</td>\n",
" <td>1.40</td>\n",
" <td>4.35</td>\n",
" <td>0.71</td>\n",
" <td>4.00</td>\n",
" <td>Ramanathapuram</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Salem</td>\n",
" <td>NaN</td>\n",
" <td>48.29</td>\n",
" <td>36.59</td>\n",
" <td>4.17</td>\n",
" <td>4.67</td>\n",
" <td>2.70</td>\n",
" <td>1.36</td>\n",
" <td>2.22</td>\n",
" <td>Salem</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Sivaganga</td>\n",
" <td>NaN</td>\n",
" <td>52.20</td>\n",
" <td>21.56</td>\n",
" <td>11.30</td>\n",
" <td>2.11</td>\n",
" <td>6.66</td>\n",
" <td>0.86</td>\n",
" <td>5.31</td>\n",
" <td>Sivaganga</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Sripermabadur</td>\n",
" <td>NaN</td>\n",
" <td>56.39</td>\n",
" <td>20.28</td>\n",
" <td>2.95</td>\n",
" <td>9.63</td>\n",
" <td>6.04</td>\n",
" <td>1.66</td>\n",
" <td>3.05</td>\n",
" <td>Sripermabadur</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Tenkasi</td>\n",
" <td>yes</td>\n",
" <td>44.69</td>\n",
" <td>33.40</td>\n",
" <td>8.64</td>\n",
" <td>2.25</td>\n",
" <td>5.58</td>\n",
" <td>1.32</td>\n",
" <td>4.12</td>\n",
" <td>Tenkasi(SC)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Thanjavur</td>\n",
" <td>NaN</td>\n",
" <td>55.60</td>\n",
" <td>20.85</td>\n",
" <td>2.67</td>\n",
" <td>2.22</td>\n",
" <td>5.47</td>\n",
" <td>1.43</td>\n",
" <td>11.76</td>\n",
" <td>Thanjavur</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Theni</td>\n",
" <td>NaN</td>\n",
" <td>36.48</td>\n",
" <td>43.02</td>\n",
" <td>12.28</td>\n",
" <td>1.44</td>\n",
" <td>2.37</td>\n",
" <td>0.91</td>\n",
" <td>3.50</td>\n",
" <td>Theni</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Thiruvallur</td>\n",
" <td>yes</td>\n",
" <td>54.49</td>\n",
" <td>29.14</td>\n",
" <td>2.41</td>\n",
" <td>5.24</td>\n",
" <td>4.65</td>\n",
" <td>1.30</td>\n",
" <td>2.77</td>\n",
" <td>Thiruvallur(SC)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Thoothukudi</td>\n",
" <td>NaN</td>\n",
" <td>56.81</td>\n",
" <td>21.78</td>\n",
" <td>7.75</td>\n",
" <td>2.59</td>\n",
" <td>4.97</td>\n",
" <td>0.93</td>\n",
" <td>5.17</td>\n",
" <td>Thoothukudi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Tirucharapalli</td>\n",
" <td>NaN</td>\n",
" <td>59.28</td>\n",
" <td>15.46</td>\n",
" <td>9.62</td>\n",
" <td>4.02</td>\n",
" <td>6.23</td>\n",
" <td>1.38</td>\n",
" <td>4.01</td>\n",
" <td>Tirucharapalli</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Tirunelveli</td>\n",
" <td>NaN</td>\n",
" <td>50.26</td>\n",
" <td>32.43</td>\n",
" <td>5.98</td>\n",
" <td>2.22</td>\n",
" <td>4.80</td>\n",
" <td>1.05</td>\n",
" <td>3.26</td>\n",
" <td>Tirunelveli</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Tiruppur</td>\n",
" <td>NaN</td>\n",
" <td>45.44</td>\n",
" <td>37.10</td>\n",
" <td>3.91</td>\n",
" <td>5.78</td>\n",
" <td>3.77</td>\n",
" <td>1.95</td>\n",
" <td>2.05</td>\n",
" <td>Tiruppur</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Tiruvanamalai</td>\n",
" <td>NaN</td>\n",
" <td>57.85</td>\n",
" <td>31.44</td>\n",
" <td>3.35</td>\n",
" <td>1.27</td>\n",
" <td>2.39</td>\n",
" <td>1.07</td>\n",
" <td>2.63</td>\n",
" <td>Tiruvanamalai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Villupuram</td>\n",
" <td>yes</td>\n",
" <td>49.28</td>\n",
" <td>38.00</td>\n",
" <td>5.11</td>\n",
" <td>1.58</td>\n",
" <td>2.17</td>\n",
" <td>1.05</td>\n",
" <td>2.81</td>\n",
" <td>Villupuram(SC)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Viruthunagar</td>\n",
" <td>NaN</td>\n",
" <td>43.81</td>\n",
" <td>29.43</td>\n",
" <td>10.01</td>\n",
" <td>5.32</td>\n",
" <td>4.94</td>\n",
" <td>1.61</td>\n",
" <td>4.88</td>\n",
" <td>Viruthunagar</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Constituency Name Reserved DMK+ ADMK+ AMMK MNM NTK NOTA Others \\\n",
"0 Arrakonam NaN 57.06 29.14 5.67 2.02 2.49 1.03 2.59 \n",
"1 Arani NaN 54.00 33.83 4.05 1.29 2.83 1.48 2.52 \n",
"2 Chennai North NaN 61.85 13.55 3.48 10.80 6.33 1.64 2.35 \n",
"3 Chennai South NaN 50.17 26.88 2.62 12.03 4.46 1.50 2.34 \n",
"4 Chennai Central NaN 57.15 18.77 3.02 11.74 3.93 1.76 3.63 \n",
"5 Chidabaram yes 43.38 43.10 5.40 1.33 3.25 1.35 2.19 \n",
"6 Coimbatore NaN 45.66 31.34 3.04 11.66 4.84 1.85 1.61 \n",
"7 Cuddalore NaN 50.05 36.25 4.30 2.27 3.33 0.84 2.96 \n",
"8 Dharmapuri NaN 47.01 41.22 4.39 1.28 1.61 1.09 3.40 \n",
"9 Dindigul NaN 64.35 17.89 5.42 3.34 4.74 1.22 3.04 \n",
"10 Erode NaN 52.78 33.05 2.42 4.47 3.65 1.39 2.24 \n",
"11 Kallakurichi NaN 59.92 26.72 4.17 1.21 2.51 0.96 4.51 \n",
"12 Kancheepuram yes 55.27 32.11 4.46 0.00 5.07 1.75 1.34 \n",
"13 Kanniyakumari NaN 59.83 35.04 1.18 0.82 1.63 0.58 0.92 \n",
"14 Karur NaN 63.06 24.94 2.82 1.45 3.49 0.87 3.37 \n",
"15 Krishnagiri NaN 52.64 39.14 0.76 1.46 2.41 1.71 1.88 \n",
"16 Madurai NaN 44.00 30.28 8.44 8.37 4.22 1.59 3.10 \n",
"17 Mayiladudurai NaN 54.62 30.80 6.29 1.55 3.74 0.75 2.25 \n",
"18 Nagapattinam yes 52.17 31.09 7.02 1.45 5.13 0.94 2.20 \n",
"19 Namakkal NaN 55.24 31.85 2.06 2.73 3.40 1.33 3.39 \n",
"20 Nilgris yes 54.20 33.84 4.00 4.07 0.00 1.80 2.09 \n",
"21 Perambalur NaN 62.00 25.41 4.13 0.00 4.86 1.03 2.57 \n",
"22 Pollachi NaN 51.23 34.97 2.46 5.52 2.91 1.40 1.51 \n",
"23 Ramanathapuram NaN 44.08 32.16 13.30 1.40 4.35 0.71 4.00 \n",
"24 Salem NaN 48.29 36.59 4.17 4.67 2.70 1.36 2.22 \n",
"25 Sivaganga NaN 52.20 21.56 11.30 2.11 6.66 0.86 5.31 \n",
"26 Sripermabadur NaN 56.39 20.28 2.95 9.63 6.04 1.66 3.05 \n",
"27 Tenkasi yes 44.69 33.40 8.64 2.25 5.58 1.32 4.12 \n",
"28 Thanjavur NaN 55.60 20.85 2.67 2.22 5.47 1.43 11.76 \n",
"29 Theni NaN 36.48 43.02 12.28 1.44 2.37 0.91 3.50 \n",
"30 Thiruvallur yes 54.49 29.14 2.41 5.24 4.65 1.30 2.77 \n",
"31 Thoothukudi NaN 56.81 21.78 7.75 2.59 4.97 0.93 5.17 \n",
"32 Tirucharapalli NaN 59.28 15.46 9.62 4.02 6.23 1.38 4.01 \n",
"33 Tirunelveli NaN 50.26 32.43 5.98 2.22 4.80 1.05 3.26 \n",
"34 Tiruppur NaN 45.44 37.10 3.91 5.78 3.77 1.95 2.05 \n",
"35 Tiruvanamalai NaN 57.85 31.44 3.35 1.27 2.39 1.07 2.63 \n",
"36 Villupuram yes 49.28 38.00 5.11 1.58 2.17 1.05 2.81 \n",
"37 Viruthunagar NaN 43.81 29.43 10.01 5.32 4.94 1.61 4.88 \n",
"\n",
" Title \n",
"0 Arrakonam \n",
"1 Arani \n",
"2 Chennai North \n",
"3 Chennai South \n",
"4 Chennai Central \n",
"5 Chidabaram(SC) \n",
"6 Coimbatore \n",
"7 Cuddalore \n",
"8 Dharmapuri \n",
"9 Dindigul \n",
"10 Erode \n",
"11 Kallakurichi \n",
"12 Kancheepuram(SC) \n",
"13 Kanniyakumari \n",
"14 Karur \n",
"15 Krishnagiri \n",
"16 Madurai \n",
"17 Mayiladudurai \n",
"18 Nagapattinam(SC) \n",
"19 Namakkal \n",
"20 Nilgris(SC) \n",
"21 Perambalur \n",
"22 Pollachi \n",
"23 Ramanathapuram \n",
"24 Salem \n",
"25 Sivaganga \n",
"26 Sripermabadur \n",
"27 Tenkasi(SC) \n",
"28 Thanjavur \n",
"29 Theni \n",
"30 Thiruvallur(SC) \n",
"31 Thoothukudi \n",
"32 Tirucharapalli \n",
"33 Tirunelveli \n",
"34 Tiruppur \n",
"35 Tiruvanamalai \n",
"36 Villupuram(SC) \n",
"37 Viruthunagar "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parliament_df"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"sns.set(style=\"darkgrid\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# 1. Vote Share by parties\n",
"\n",
"parliament_agg_df = pd.DataFrame({'Party/Alliance': ['DMK+', 'ADMK+', 'AMMK', 'NTK', 'MNM', 'NOTA', 'OTHERS'],\n",
" 'Vote Percentage': [parliament_df['DMK+'].sum()/38,\n",
" parliament_df['ADMK+'].sum()/38,\n",
" parliament_df['AMMK'].sum()/38,\n",
" parliament_df['NTK'].sum()/38,\n",
" parliament_df['MNM'].sum()/38,\n",
" parliament_df['NOTA'].sum()/38,\n",
" parliament_df['Others'].sum()/38,\n",
" ]})\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"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>Vote Percentage</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Party/Alliance</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>DMK+</th>\n",
" <td>52.699737</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ADMK+</th>\n",
" <td>30.101316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AMMK</th>\n",
" <td>5.132895</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NTK</th>\n",
" <td>3.892632</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MNM</th>\n",
" <td>3.752632</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NOTA</th>\n",
" <td>1.275000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OTHERS</th>\n",
" <td>3.145789</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Vote Percentage\n",
"Party/Alliance \n",
"DMK+ 52.699737\n",
"ADMK+ 30.101316\n",
"AMMK 5.132895\n",
"NTK 3.892632\n",
"MNM 3.752632\n",
"NOTA 1.275000\n",
"OTHERS 3.145789"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parliament_agg_df.set_index('Party/Alliance')"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xbbd80f0>"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Yv0ePHgwbNoyFCxdSr149BgwYwC+//OJ4r2zevNnRTZ2UlMSGDRscP1auad26Nc2aNWPZsmV5tuAh630zZswYfHx88PPz4+GHH+bSpUt5bhMYGMj58+d54oknAKhbty6zZs3Cz8+PESNG8Nxzz6HT6fDz82PRokU37Klo2bIl7777LgEBAdSvX9+xvG3btjzzzDMMHz4cVVWpWLEiX375JXq9nmbNmvHZZ58xduxYFi1axMyZM5kwYQKapmEwGPj888/x9fXN9jodOnRgx44djkGfAQEBzJo1K89jHDNmDB988AELFizA3d2d5s2b3/C83OhzJUonnVZY/YZCiFJD0zSWLFnClStXmDFjhqvDEUIgLWwhRC66dOlC1apVWbx4satDEUL8Q1rYQgghRAkgg86EEEKIEkASthBCCFECSMIWQgghSgBJ2EIIIUQJIAlbCCGEKAEkYQshhBAlgCRsIYQQogSQhC2EEEKUADLTmRBClGKqqnL58mUyMzORabJuj04Hvr6+1K5dO98SxUXy+jLTmRBClF5xcXGkp2dSoUJldDrpVL0dmqaSlJSAv79vjlKqziB/PSGEKMWSkpLx968gyboQ6HR6AgIqkJyc7JLXl7+gEEKUYna7HTc3ufpZWNzcDChK3nXbi4okbCGEKOVuVBdc3DxXnkv52SWEEGWIt48nXp6F/9VvtiiYjJZ814uOjmbw4P7cc8+9AFgsFho3bsJLL72CxWJhwIA+9O8/gDfeeNuxzdmzZ3j66Sd4++3p9OnTj1atmhMaetDx/IcfziY8/ALz5n2Kj49PoR9bcSEJWwghyhAvTwN9J64u9P3+OS+4QAkboHLlKixbthwATdP4/PNFvPnmZKZNe5eAgPKEhu7+pyvfDYBNmzZQoUKFXPc1f/6HREZe5OOPF+Ll5V04B1NMSZe4EEIIl9HpdIwYMYrw8AtkZmbg7e1NvXoNOHz43xZ0WNgeHn64ZY5tFyyYz8WLEXz00YIcyXr06BFER0cXefzOJAlbCCGES7m7u1O79p2Ehu4GoEuXrmzZsgmAkydPULfufRgM7tm2WbRoAT/99APDhz+Ll5eX02N2BUnYQgghigEdnp5Zibd9+0D27NmNqqps2rSBoKBuOdaOiLjAtGkzeffdGWRkpDuWjxv3EsOGDeH06ZNMmPAyw4YN4fjxY047iqIkCVsIIYRL2Ww2Ll26SJs2bQHw8fHhvvvqceTIIfbv35drd/icOfPo2bMPjRs3Ze7c9x3LFyxYzLJly2nQ4H7mz1/IsmXLadSosdOOpShJwhZCCOEyqqqyZMkXNGrUGL3ezbG8S5euLF68kIYNG2Iw5Bwf7e6e1UU+efIbHD16hDVrCn8gXXEjo8SFEEI4VUJCPMOGDQGyEna9evWZOXM2GRkZjnXatevAe+/NZOTI0Xnuq1y5crzzznRee20iTZo048477wLg88+XFN0BuIjMJS6EEKXYiRMnqVnzLsdjV9+HXRpER0fywAP3O/11pYUthBBliMloKTOJtbSRa9hCCCFECSAJWwghhCgBJGELkYuoqCgaNWpEcHAwwcHBdO/enSlTppCQkEBUVBT169dn6tSp2bY5deoU9evX57fffgOgfv362Z6fMWMGTz31FJmZmU47DiFE6SEJW4gbqFq1KqtXr2b16tX8/fffVK5cmVdeeQWA8uXLs3PnTuz2f8vsrVu3jooVK+a6r3fffZfw8HCWLFmCr6+vU+IXQpQukrCFKACdTsfLL7/MuXPnyMjIwNfXl4YNG7Jv3z7HOiEhIbRp0ybHtnPmzCE8PJwvv/wSb+/s8x0PGzaMqKioIo9fCFHyScIWooA8PDy466672LlzJwA9e/Zk/fr1ABw9epT69es7JnO45sMPP+Tbb79l5MiRZWa+YyFE0ZCELcRN0Ol0jsTbuXNnduzYgaqq/PXXX/Ts2TPH+ufPn2fu3Lm8+eabpKf/O9/x888/T3BwMMePH2fkyJEEBwdz5MgRpx2HKLv8fQ1UqOBb6P/8fW/uLuELF87TqlVztmzZ7Fg2evQIBg7sx7BhQ3jyyUGMGPEMe/eGZXu+S5cOWK3WbPsaNmwIo0ePAGDmzGmsWfOH47mDBw/Qu3c3jhw5fCunq1iR+7CFKCCr1UpERASBgYF8++23+Pr60qBBAw4cOEBoaCgTJ05k3bp12bZZuHAhHh4e7Ny5k2nTpjF//nwAvv76ayCrS3z27NnUqlXL6ccjyiY3D0/C33us0Pd771srIVMp8Pp//rmaLl26smrVSjp37uJYPmXKVFq0eAiAU6dOMm7cGL788mvuuedeAHx9fQkL20P79oEAREZeJCEhHj+/cjle4/Dhg0yb9hZz535Eo0ZNbufwigVpYQtRAKqqsnDhQpo2bYpe/+/HpmfPnsybN49GjRrlOt+xh4cHANOmTePgwYOsXLnSaTELUVwpio316//ixRdf4syZ00RFXc51vYYN7ycoqBurV//uWNapU2e2bv23Vb5p0wY6dQrKse3Ro0eYPv1tPvhgfo5kvWbNHyxZ8kUhHY3zSMIW4gbi4uIct3UFBwcTGxvraCFf06lTJ06dOkWvXr3y3Je/vz+zZ8/mvffeIyIiwrF82bJl0roWZU5IyC5q1KjBnXfeRYcOHVm16rcbrnvvvXWIjLzoeNy6dVsOHtyPotj+2ddO2rVrn22bEyeOM378yzRv/hANGzp/CtGiIl3iQuSiVq1aHD9+PNfnAgIC2LJlC5DVPXf9tec5c+Y4/vvMmTPZtmvdujUHDx4sgmiFKFnWrPmDrl27AxAU1I3p09/ixRdfynVdnU6Hp6en47G7uwdNmz7I3r17qVatGjVr3uGoo33Nli2b+OCDeUyf/g47dmynQ4es7vNff/2Z1at/Jy0tDZvNxo4d22jTph2jR48toiMtXJKwhRBCOE1SUhJ79oRw+vQpfv75J0AjLS2dbdu25Lr++fPnHNevr+nSpStbt26iSpWqBAV1y7HN6NFjaNHiYd5+exrTpr1FgwbLqVq1KgMHPs7AgY+zZs0fXL0azYgRo4riEIuMdIkLIYRwmr/+WstDDz3Cn3/+zapVa1m1ah3PPPMcv/32a451T5w4ztatm+jbt3+25a1ateHAgf3s2RNC69Ztc2xnMGTdXtmyZWuCgrozffrbqKpaNAfkRNLCFkKIMsRutWSN6C6C/RbEunV/MmrUmGzLBg58nB9++B5fX19mz56Jt7fPP13hXrz77hxq1qyZbX0PDw+aNGkKkK27PDdjx45j+PAn+e67b3j22RcA6NOnX0EPq1iRethCCFGK/bcetrh9rqqHLV3iQgghRAkgCVsIIYQoASRhCyGEECWAJGwhhBCiBJCELYQQQpQAkrCFEEKIEkASthBClCE+fu5FUl7Tx889/xe/zo3Ka+ZXPnPJki9o1ao5x45lL0f78ccf0qpVcyBr6tOZM6c5nouPj2fQoP7/zKxWcsnEKUIIUYZ4unsw+OfRhb7fXx7/HCO2Aq9/o/KaBSmfWbVqNbZs2UzjxlmTp2iaxqFDuc/Tn5iYwNixL/L4408ycODgWzm0YkNa2EIUQzbFjsliI9P07z+TRcFsVbDa7Ch2FVXTsKsaVpsdo/nfdSw2OzbFjt2uomkamqahqhqKXcVqs2OyKGSabGSYbBjNNixWBVWV+ZOE8+RVXrMg5TM7dAhk585tjseHDx/Mtd51UlISL788mieeeKrEJ2uQFrYQTqWqGhabHbuqYXDT4W7QYzQppBmtJKebSUwxE59iIiXdQrrRSnqmlTSjFZNZwarYsdpUbIodq6JiU9QCJVqdDtz0esfr+Xq7U87HAz9vd/z++f9yPh4E+HlQwd+L8n6eVCrvRYVyXrgb9FhtdjQN3Nx0eLq7odPpnHCmRGmWW3nNsWPHAVnlM+fMeRdFsWEwuBMSspMXXniRiIhwx/YBAeWpWbMWJ0+e4P77H2DTpg0EBXXjt99WONZJSUnm5ZdHYbPZ6N27r9OPsShIwhaiCJgsWa1WD3c3FLtKYqqZqwkZRMakEx2fQUyikZikTBJTTBR141bTQLGrKHYwW+2kG23EJBoLtK2XhxuVy3tTtYIPVSt4U62iL7Wq+VG9ki/VKvrgptdhVVQ8DHo83N2K9kBEqZFXec2ClM+ErIpdW7Zson79Bhw7dpSJE1/P9nxo6G7eemsamzZt4LPPPuXVVycW/YEVMUnYQtwGu6pitthxc9Oh0+m4EpfBmUvJnL2UzMXoNKITMjCaFVeHecvMVjtRcRlExWXk+nx5P0/urFGOu6r7U692ee69ozzVK/lkddfbNbw83HBzkytv4l8FKa+ZX/lMgI4dOzFy5HO0bNmKZs2ao9dnf58FBXWjd+++tGrVmqeeepxHHmlFmzY5K3uVJJKwhSggTdMwWRTc3PRYrAoR0WmcjEgk/Eoq4VdSiUs2uTpEp0vJsJByzsLRcwnZllcp781dNfypf1cFmtWrwj01A1BVDR3g5SlfO2XZtfKan3yyyLFsyZIvspXXbNWqDZ98Mo+AgACGD3+O48eP5dhPQEB5qlevzldffc7LL4/P8fy1EpuVKlVm8uQ3mTVrGj/88DOVKlUqgqNyDvnkCHEDqqpistjxcHcjOd3M0XMJHD4bx4mIRBJSzK4Or1iLTzERn2Ji/6lYfvz7NDod1K5WjgZ3VaTpfZW5/55KBPh5YrXZ8fJ0w00vrfCyIr/ymlDw8pldunTj66+/onHjnAPOrte5cxd27drOzJnv8Mknn5XYcRhSXlOIf1xrQbsb3IhJzOTQmTiOnE/gVEQi6caC364iCsbP2536d1WgRYNqtGxUnfJ+nthVDW9pgReq/5bX9PFzx9Pdo9Bfx2KzYswoG58TV5XXlIQtyjSbYkexZ932tP9ULCFHozl8Nh6TpeRedy6pKgV48WD9qrRpXIPGdSqjahruBjfcDdL6vh1SD7vwuSphy09ZUeYYzTbcDXpiEo3sOnKFsBMxhF9JRX66ulZiqplNey+xae8l9DqoW7sCDzWsSpsmNalRyRdV1eT6tyjT5N0vygSTxYabXs/JiES2HojiwOlYUjOs+W8oXELV4Ow/o+3/b/0ZKpTzpFWjGgQ9cif31PRHsUvXuSh75B0vSi2zRUGv1xF+JZW/QyMJPRZNZgm+xaosS0638Neei/y15yL+vh60alSdbi3vcow+l5a3KAvkXS5KFYvNDsDVhAzWh0ay63A0KRkWF0clClNappUNYZfYEHaJ8n6etGlagx6t7qZmZd+sGd3kmrcopSRhixLv2uhuk0VhbUgE2w9Glcl7osuilAwL60Iusi7kIrWq+tGz9d0EPXInAD5eN1c9SojiTkaJixLLYrWj08GRc/Gs2n6Bo+cT8t9IlHoGNx2P3F+d4MA61K1VHqBMT5sqo8QLn4wSF6KAjGYbNkXlz53hrA+LJCVdurzFvxS7xu5jV9l97CpVynvTrdVd9Gx9N+4GvbS6gXLeBgxeN56M5FYpZgvppvzHiERHRzNgQB8WLFhMy5atHMv79+/NvffWIT4+DpvNRlTUZe65514AHn/8Ca5evQrAiBGjAAgPv8C4cS8xYcJrdOrUJecLlUKSsEWJoChZ5SRPX0zit23nOXQmrsiLZoiSLz7FxI9/n+an9ad55IHqPNGtATUr++Lh7oZeXzJnu7pdBi9PQoIfK/T9tl29EgqQsAEMBgOzZ8/ixx9/ccxuBjBp0hvUrFmT6OhoXnppBMuWLXc8t2TJF47/jogIZ/z4l5k8eQodOnQstGMo7iRhi2LtWmnH7Yei+GXTWWKTClZlSojrqRqEHo8h9HgM9e6swJCu9WhyXxX0Op1MzOIClStX4ZFHWvHpp/OZMuWdm9r20qVIJkx4hddem0Lbtu2LKMLiSRK2KJbMVgVNg7Uh4azafkHumRaF5uylZGZ+HUa1ij4M6FiXLg/XRgO8POTr0JnGjRvP0KGDCQsLzdY1npeoqMuMGfMitWrVLnPJGkB+WopixWRRSDda+Wn9GYbPWM93a09JshZFIjbJyOe/HWX4zA38suksGUarTEnrRL6+fkyZ8g6zZ88iMzOzQNts27aVN954i4yM9H9Kc5Yt8pNSFAsmi0KmycaP609DNJGjAAAgAElEQVSz7cBlFLtcoBbOkWmysWLzOVZvv0CvtvcwpGt93PQ6mYzFCVq2bO3oGi+IIUOeoG3b9lSvXoMXX3yO5s1bcN999Yo4yuJDWtjCpUwWheQ0M4t/PcLz725g095LkqyFS1gVlVXbLzB85np+2XwWo9mGxSot7qI2btx4wsL2kJiY/22Z12pc16lTl2efHcHbb7+B2Vx25lyQn5DCJcwWBZtd5fu1J9m49xJ2GfItigmL1c6KzedYsyuCRzvW4dHAuuh04FlKrnErZkvWiO4i2O+tuNY1Pm7cmPxXvs6TTz5FSMhO5s//iDffvLmBayWVTJwinMpqs2NXNX7ZdJY/dlzAqqiuDkmIPPl6uzOw8330aXcPbnod7oaSNQmLTJxS+GTiFFGqKXYVu13j79CL/LThDJmmslHoXpR8mSYb3609yertF3i+3wO0blwDd0PZvY9buI4kbFHkzFaFY+cT+HzlUeJTys71JlG6pGRYmPd/B6lTK4BXBj9Ijcq+UuJTOJW820SRMf9zi9aCnw9z5Fy8q8MRolBciEpl3PxtdHjwDl58tAke7nq5h1s4hbzLRKFTFBVFVfl501lWbT8vo75FqbTj0BXCTsQwOKgewe3r4Oamw+AmN96IoiMJWxQqs1Xh8Nl4Pl95lKQ0s6vDEaJIWax2lq07xd97LjJmYFMeuKeS3L8tioy8s0ShMFsV0jKtfPLTIY5dkDKXomyJTzYxfUkobRrX4OXBzfBwdyvTJT1F0XCbPn36dFcHIUouTdOw2uys2RnO+0v3EpMoxTlE2XU5LoP1oZHUqOxLtUo+xaKLPD4+nnLlyjse+/p44ufnhbe3R6H+c9Prsdns+cYTHR1N166BJCTE065dB8fys2fP0Lt3N6pXr8Frr00gJSWFhx56xPH8zJnTSE9Pp169+vTv35vffvuVQYOGOJ5XFIVevYIIDw8nMLBTIZ293KWnp1K1apUifY3cSAtb3DKzVSE1w8Ls7/ZxISrV1eEIUSxkmGx8+MMBHqxXhQlDW+DtYcDTo/i0tj08DcycuKbQ9zt1Xh8yjQWbPCUgoDyhobux2+24uWWdm02bNlChQgXHOsuX/0jHjp1o0CD3+53NZjPnz5+jbt37ANi/fy86Xem+1c71P/9EiaNpGharnXUhEYyas0WStRC5OHQ2nhHvbWTrgcsyxel/eHt7U69eAw4fPuhYFha2h4cfbul4PHz4c8yaNR2bLfc5Gzp16szWrZscjzdt2kCnTkFFF3QxIAlb3BSzVSEu2cSUxbv4ds1JFLvMVCbEjZitdj779QjvfLmHpFQz1gJ0GZcVXbp0ZcuWrIR78uQJ6ta9zzFXOED37r24445afP31V7lu37lzV7Zt2wqAzWbj7Nmz3H//A0UfuAtJwhYFZrEq/L3nIqPnbubc5RRXhyNEiXHqYhKj5m5m78kYzFLCE4D27QPZs2c3qqqyadMGgoK65Vjn9dffZPXq3zl9+mSO56pUqYqvrx8REeGEhe0pcE3tkkwStsiXTbGTlmll6ld7+PqPE9hk/m8hbprJojD3+/0sXnkEs0XBrpbtz5GPjw/33VePI0cOsX//vmzd4ddUqlSZceMmMGvWdBQlZ9d4ly5BbN26mc2bN+aa8EsbSdgiT2aLwunIZEbP3czJiCRXhyNEibf1QBQvz9tKVFwG5jJ+bbtLl64sXryQhg0bYjDkPga6R4+srvGtWzfneK5z565s3ryRixcjqF+/QVGH63KSsMUNZZUZPMtbn4eQlml1dThClBoxiUbGzdvGX7svlukBae3adeDs2bP5to5ff/1NvL19ciyvUqUKfn5+tGrVpqhCLFakvKbIwabYMVoU3vtmL6cuSqtaiKLU5L7KvPH0w3h5uBVJ6c7/ltf09fHEowhmY7NalALf1lXSSXlNUSyYLQpnLiUz9/t9pBulBKYQRe3ouQRe+mALM0a05o4qvngWcSGRTKOlzCTW0ka6xIWDxarwy+azvP3FbknWQjhRSrqFiQt2EHI0WkaRixuShC1QVQ2TRWH2d/tYsfmcq8MRokxS7Cof/3SIb9acwGKV+7VFTtIlXsbZFDvpRhvvfLGbS7Hprg5HiDLvr90XibyaxjvPtcTL01As5iMXxYO8E8ows1XhYnQaL3+0VZK1EMXIyYgkxn60lej4jDI9ilxkJwm7jDJbFHYfjea1RTvlli0hiqHEVDOvfryd/adi5bq2ACRhl0kWq8IPf5/i458Oodjlrj4hiiubojLn+/2s2RVe5idZEXINu8wxWxTmfL+PA6fjXB2KEKKAvlt3ipgkIyOCG992qU4/XwPuHp6FFNm/bFYLGZn5/6iIjo5mwIA+LFiwONv83/3792bx4iWUL1+ezz5bQFjYHry8vPH19eWFF17k4Ydbcv78OWbMeAeA2NgYvL198Pf3x93dg2+++R7IqosdHNyLTp26MGnS64V+nK4kCbuM0LSskeBTv9rDmchkV4cjhLhJ60MjSUgx8cbwh/G6jXu13T08WTTl2UKMLMvY2d9CARI2gMFgYPbsWfz44y/4+vpe94zGpEmvUq9ePX76aSXu7u6cOXOaiRNfYcaM92nR4iGWLVsOwMyZ02jevAV9+vTLtu/du0O4//4H2Lx5I2PHvoKXl3dhHaLLSZd4GWBXVTKMNiYv3CnJWogS7MDpON76fDdGsw1VLbmXsypXrsIjj7Ti00/nZ1t+8OABYmKuMm7cRNzds0pt1q/fgGeeeYFvv11SoH2vXfsHgYGduP/+B9i4cX2hx+5KkrBLOcWukpJuYfwn27kUIyPBhSjpzl5KZuKCHaQbrdhLcD36cePGExa2h7CwUMeylJRkGja8H51Ol23dBx9szsmTOUts/ldycjJ794bSoUNHgoK68fvvvxV63K4kCbsUs9rsxCYZeXX+dmKTjK4ORwhRSKLiMhg3fxuJqWaUEpq0fX39mDLlHWbPnkVmZiYAOp0ORcnZrW6z2XIk8dz8/fdaHnroEfz9/enQoSMXLpzjzJnThR67q0jCLqUsVoXImDQmfLKdlAyZN1iI0iYx1czEBTtISDGhlNAa9S1bts7WNf7AA404ffpUjtrXx48fpWHDhvnub+3aPzl27Aj9+/dm6NDB6HQ6Vq1aWSSxu4Ik7FLIYlU4eymFNxbtwmiWW0GEKK1SMixM+nQHCakmbCU0aV/rGk9MTKBq1ercc8+9fPzxR46kffr0Sb799muefXZEnvs5ffokcXGxrFq1jlWr1rJq1VrmzfuU9ev/crTgSzoZJV7KWGx2zkelMm3JnhL7ARZCFFxqhpWJC3bw0SsdqFzeG3dD3u0wm9WSNaK7kNmst9aTd61rfNy4MQDMmfMRX3zxGU8+ORi9Xo+/fwDTp8+iRYuH8tzPmjV/0Lt3P7y8vBzLWrR4iNq172T9+r8YMGDgLcVXnEg97FLEarMTHp3KW4tDsEqyFqJM8ff14MNX2lOlvHe2utr/rYctbp+r6mFLl3gpYbXZiYxJ4+0vdkuyFqIMSsu0MmnBDuKTTdgUqfZVGknCLgWsNjtRcRm89fluKcsnRBmWbrQx6dMdxEnSLpUkYZdwVsVOdEImb3y2C5MUCBCizEs32pj86Q6S0ywl+j5tkZMk7BLMpqjEJhp5Y9FOSdZCCId0o43XP9tJhsmW/8qixJCEXUKpqkpapoU3PttFpty6JYT4j4QUM1MWhyDjiksPSdgllMli543PdkktayHEDV2OTSclw4IqSbtUkPuwSyCzVeGdL3cTkyjTjQoh8mZTVGISjVSv5IteB/6+XrjdZonO3NitdtIyzfmuZzQacy2fWaFCxTxLZ14rv1mzZk3HvkaPHsELL7xIixYP0apVc+67r16212rTph2jR49l9OgRxMfH4u3tA0BmZiY1a97BjBnvUalSJWJirvLhh3OIibmKpmncc8+9TJz4OhUrVizEM3T7JGGXMBarwgfL9nPucoqrQxFClBBGk434ZCNVKnjj5uHGuY92Ffpr3DepHeQzoZim5V0+M7/Smfm5tn1upkyZ6ph8RVVVpkyZzE8//cDYseOYM+c9evXqQ7duPQD47rtvmDv3PebOnXdTr1/UpEu8BDFbFb7+8wT7Tsa6OhQhRAmTnmklOc21dQUKo3xmYTCZTKSmpuDvHwBAUlIiZvO/vQMDBz7OoEGPOy2egpIWdglhtiis2x3BX7svujoUIUQJlZyWf5d1UTp16sQNy2cuXrww3+0nTHjZkegBoqIuZ3t+2LAh2R6PGfMKrVq1AWD27Jl4eXmTnJyMv78/Xbt254knhgIwevRYpk17myVLvuDhhx+hdeu2dO4cdEvHWJQkYZcAFqvCgTNxfLsm/3qwQghRXN1u+cz58xfmuIZ9vYJ0iR89eoQpUyYTGNjJkfxbt27Ln3/+zcGD+9m3by+LFi1g48b1fPDB/IIemlNIl3gxp9izBozM+/GAq0MRQojbcrvlMwtDkyZNGTx4CFOnvomiKKSmpvLJJx/h6elJ69ZteeWV8fz448+EhYWSnJzslJgKSlrYxZzJojD1K6m8VdrEn/yT9OhjuHl4A+DuW4UazZ8k4dRfZMadBp0OD9/KVG08AIOnX7Ztk85vJT36sOOxYslEs1uo22MWqt1K7JFfsaRFo2kqVRr2wq96I6cemxA30qxZc0f5zPHjJ2EwuDvKZ86c+b7T4njiiaf4/feVrFq1kkcfHcjOnTuoV68BvXr1ASAiIpyKFSvi7+/vtJgKQhJ2MWax2pn5dShJLr7uJAqfKSmSGs2fxLvi3Y5lqZfCMKde4c7249C7GYg/uZb4k2uo8WD263IV63aiYt1OANhtJi7tWkjVplmlAxPPbERv8ODujpOwmZK5tOszPANq4e5d3mnHJkRebrV8ZkH89xp2rVq1mT37wxzreXh4MGrUGD755CN69OjF/PmfsmDBfL76ajGenl5UqVKFjz76BDe3wr/97XZIec1iymxR+GbNCRlkVgqpdoUL66fiU6U+NmMiHr6VqfJAXxRzGjq9G14BtQBIjz5CysXd1G4z+ob7ijmyAr2bB1UbBQMQsWUuNZo/iVf52lnPH/4ZT/8aVLi3Q9EfmCiWJjx6B37+NRyPm9SriqeXex5b3JqC3oddGriqvKa0sIshi1Uh7ESMJOtSym5Jw7tSHSrX745HuWokh28net933Nl+nGPgjd1qJPHcJgLubHXD/VjSY8mIOcE9nV93LFPMqRi8/m1NG7wCsJlSi+5gRIlz9GxcjmU1q/jh7WmgAOO+hAvJoLNixq6qxKeY+PTnQ64ORRQRd5+K1Gr5PJ7+1dHpdFS4NxCbMRHFlDXAxZqZyOU9X+Bd4W7K393mhvtJidhJ+bvb4Obu7VimaRr850u3IKNvRdkWk5iJqkpna3EnCbuYsVjtTF8SilUGmZValrSrpEVlH/WflWj1GBPOczlkEf61WlCtyWM3TLaappJ+9TgBtbNf93P3Lo9iTnM8Vsxp2VrcQuRGVTWuJmYiObt4k4RdjJitCguWHyI2SeYIL910xJ34A5sxCYDUyD14+tfAbs0gev/3VG82hIp1AvPcgyUtBjd3b9x9ss917Ff9flIvhQFgM6WQGX8G32rOuV1GFE+adu1/8ma2KCSnmaWlnQ9XDvuSa9jFhMWmEHrsKruPXXV1KKKIefpXp+oDwVzZ9y1oGgavAGo0f5LYoysBSDi9joTT6wAweFfkjoeHkxFzgpTIUGq1fB4AW2YC7j4Vcuy7Ur1uxB77nYvb5v1zW1dvPHwrOe/gRLETl2LF19eE3s2b/C5SJ6eZ8fUy4Okh17Nzo2ka6empeHt7ueT1ZZR4MZGYamLUnM2YrXZXhyKEKEV8PfX0b12JquU9CpSE9TodlQK8ZOzDDXh7e1G7du1sU6Q6iyTsYsBiVZiyOEQqcAkhioUWDaoyZfjDeHpIJ2xxItewXcxsUfh1yzlJ1kKIYuPA6TjWh0VituSc91u4jiRsF7LbVS7HZfDLprOuDkUIIbL59s8TJKdbXDrISmQnCduFrIrK7KV75VYKIUSxo9g15i7bh9Umt5gWF5KwXcRkUfh85RHiU0yuDkUIIXJ1ISqVdbvDMVula7w4kITtAna7SkR0KlsPRLk6FCGEyNOyv06TlmF1dRgCSdguYbOrzP+/g64OQwgh8mVTVD5Yth+LtLJdThK2k5ktCss3nJHZzIQQJcaZS8ls3HtJkraLScJ2Ik3TSEw18/v2C64ORQghbsrSNSfJMNlcHUaZJgnbiaw2lQ9/3C9z9QohShyLzc6HPxyQVrYLScJ2EotVYUNYJBeipDaxEKJkOhGeyIHTcShSTdAlJGE7icli57t1J10dhhBC3JYvfz+GokrCdgVJ2E5gsigsXnkEixT2EEKUcElpZlZsPifTlrqAJOwipqoaV+Iy2CNlM4UQpcRvW89jlITtdJKwi5hNsbPo18OuDkMIIQqNYldZtOIwJknaTiUJuwjZFJW9J2NloJkQotTZdzKW8Cup2OV6ttNIwi5Cqqryv9XHXR2GEEIUiUUrDqMocpuqs0jCLiJmq8Lv2y+QlGZ2dShCCFEkouIy2LwvEqtNBtQ6gyTsImK1qfy65ZyrwxBCiCL1fxvOoErNbKeQhF0ETBaFb/48LrdxCSFKvdQMK+tCIuT7zgkkYReBTJONrfsvuzoMIYRwil82n0OTVnaRk4RdyEwWG9+tPYlMFy6EKCsyTTZ+335e5hkvYpKwC1mmSWHH4SuuDkMIIZzq920XsEtLpUhJwi5EJrPC9+tOSjUuIUSZY7IorNh8FrO0souMJOxCZLIobD8krWshRNn0584IFLtMpFJUJGEXEpNFYelaaV0LIcoui83OT+vPSGGQIiIJu5CYzArbD0W5OgwhhHCp9WGRcl92EZGEXQhMFoXv/5LWtRBCWKx2/twZLvdlFwFJ2IXArqpsPyitayGEAPhjZ7irQyiVJGHfpmu/JhW7tK6FEAIgLdPK9kNRMgCtkEnCvk06HawLuejqMIQQolj5dcs5uS+7kEnCvg12VSXsRAwpGRZXhyKEEMXK1YRMTl9MkilLC5Ek7NugKFKRSwghbuSXTWcxy+CzQiMJ+zZExWUQfiXV1WEIIUSxdPR8AqnSA1loJGHfIqPZxi+bzro6DCGEKNZ+334ek0ykUigkYd8im6ISeiLG1WEIIUSxtv1AFG56navDKBUkYd8Cq83Oml0RMlGKEELkI9OssP9UrHxfFgJJ2Ldo8/5Lrg5BCCFKBJn5rHBIwr4FF6+mEZ9scnUYQghRIhwPT8QkZTdvmyTsm2Q021izK8LVYQghRImydpe0sm+XJOyb5KbXs+dYtKvDEEKIEmXj3kvoZOzZbZGEfRNUVWPviasyEYAQQtyk5HQLpy4muTqMEk0S9k0wWxXW7bno6jCEEKJEWhcSgdFsc3UYJZYk7JtgVVROhCe6OgwhhCiRDpyOw+AmaedWyZkrIJuisiksEpnHXgghbo3FZufo+QRXh1FiScIuIMWusvOIDDYTQojbsXnfJekWv0WSsAvIZrNLoQ8hhLhN+0/FSrf4LZKzVgB2VSXkqLSuhRDidpmtdhkLdIskYReA2WJn52FJ2EIIURg2Sbf4LZGEXQBueh0nIuQXoRBCFIZ9J6Vb/FbIGcuHpmnsPy2VZoQQorCYLAqnI2USlZslCTsfRovC9oNRrg5DCCFKlV2HozFLQZCbIgk7H+5ueg6diXd1GEIIUaocPhuPTC1+cyRh5+P85RQsNpk7XAghCtPVxExMFvluvRmSsPNgsdnZc/yqq8MQQohS6cDpWDSZPrLAJGHnQVU1Dp+V7nAhhCgKe0/EYLTIdeyCyjdhx8fHM3LkSLp3705CQgLPP/88cXFxzojN5TRNIzImzdVhCCFEqXTkfAIeBmk3FlS+Z2rGjBkEBQXh6elJQEAADRo04O2333ZGbC53/EKiFPsQQogikmmycTXR6OowSox8E/aVK1cYPHgwer0ed3d3Jk+ezNWrpf+6rtmqsO9kjKvDEEKIUi3s+FUUu+rqMEqEfBO2TqdDVf89mRkZGdkel1aaBsdlvlshhChSB8/EYbHKaPGCMOS3Qrdu3Zg0aRLp6eksX76cFStW0LNnT2fE5lKqqhEVl+HqMIQQolQ7fzkFTw83V4dRIuSbsEeNGsWqVatQVZXdu3fz+OOPM2jQIGfE5lIybZ4QQhQ9s9VOYoqJapV8XR1KsZdvwgbo378//fv3L+pYig2rYufIObmdSwghnOFkRJIk7ALIN2E/8MADOa5Ze3l5Ua9ePd5//33q1KlTZMG5is2mcu5yiqvDEEKIMuHYhQRaNa6Bt2eB2pBlVr5n5+mnn8bX15dhw4ah1+tZsWIF4eHhBAYGMn36dJYtW+aMOJ3K092N8Cuprg5DCCHKhDORya4OoUTId5R4WFgYY8eOJSAggHLlyvHcc89x+vRpunbtSlpa6ZxUJM1oxWiW2XeEEMIZouLScdNLKZD85JuwTSZTtpnN4uLisFgsANjtpXMo/nnpDhdCCKdRNWRWyQLIt0t8xIgRPProo7Rr1w5VVdmzZw9Tpkxh0aJFNG/e3BkxOpVVsXM8PMHVYQghRJly9FwCde4oj15a2jeUb8IeMGAATZs2ZefOnRgMBsaMGcPdd99NVFQU1atXd0aMTmWzqZy/LNevhRDCmc5eTsZkUfD1dnd1KMVWgYbkWSwWGjVqhKZpxMTEsHfvXgYPHlzUsbmEp7sbF65Il7gQQjhTVGwGOmlc5ynfhP3WW2+xZcsWLBYLVatW5dKlS7Ro0aLUJux0GXAmhBBOF52Qgae7zHiWl3wHne3Zs4fNmzfTtWtXvvrqK7799lu8vLycEZtLRCdkujoEIYQocxS7RkqGxdVhFGv5JuwqVarg4+PDvffey9mzZ2nZsiUxMaW3ilVEtFy/FkIIV7gi9RvylG/Cdnd3Z9++fdSpU4cdO3aQnp6O0Vg665earQqXYtJdHYYQQpRJ5y6noKqaq8MotvJN2JMnT2b58uUEBgZy+vRpWrVqRb9+/ZwRm9PZ7Zp0iQshhItExqRhtskYohvJd9CZTqdj3rx5APzyyy+kp6dz7NixIg/MFdzcdEQnSJeMEEK4wuXYDDQ1//XKqhsm7JMnT6JpGq+//jrz5s1D07K6KRRFYfr06WzYsMFpQTqLwU1PQorJ1WEIIUSZFBWXLrWx83DDhP3TTz8REhJCXFwcY8eO/XcDg4GuXbs6JThnS04zo8nlEyGEcAmz1Y7VZsfglu/V2jLphgl71qxZAHz88ceMHz/eaQG5kly/FkII10rNsOLjJbOd5Sbfa9ivvvoqe/fuJTU11dEtDtCtW7ciDcwVIq/K5PNCCOFKCakmalT2dXUYxVK+CXvq1Kls376du+66y7FMp9OVuoRtU+zEJcv1ayGEcKXYJCON67g6iuIp34QdEhLCunXr8PPzc0Y8LmNTVJllRwghXCwmIRO7qkl97Fzke2W/Zs2apT5ZA2gaJKebXR2GEEKUaQmpJqxyL3au8m1hN2/enPHjx9OpU6dsc4iXti5xnQ5S0qWFLYQQrpSYasYu92LnKt+EfejQIQBWrFjhWFYar2Eb3PSSsIUQwsUSU81Ib3ju8k3Yy5Ytc0YcLmdw05NutLo6DCGEKNMSU014SJnNXOV7DTs+Pp6RI0fSvXt3EhMTef7554mPj3dGbE5ltCgyaYoQQriY0ayg10kTOzf5JuwZM2YQFBSEp6cn/v7+NGjQgLfeessZsTlVeqa0roUQojiwKnZXh1As5Zuwr1y5wuDBg9Hr9bi7uzN58mSuXr3qjNicKk26w4UQoliwWCVh5ybfhK3T6VDVf4fsZWRkZHtcWpjNchuBEEIUB5Kwc5fvoLNu3boxadIk0tPTWb58OStWrKBnz57OiM2pTFZJ2EIIURyYLPJ9nJt8E/aoUaNYtWoVqqqye/duhgwZwsCBA50Rm1OZ5Q0ihBDFglG+j3OVb8JWFAW9Xs8nn3xCfHw8a9euRdM0dKVsFJ9RusSFEKJYMJptrg6hWMr3Gvb06dPZtm1b1sp6PQcOHOD9998v6ricTrpghBCieMgwSsLOTb4t7MOHD7NmzRoAKlWqxIIFCwgODi7ywJxJ1TRJ2EIIUUzIJFa5y7eFbbPZsFr/PXmKUvoSm92uYrHJqEQhhCgO5Ps4d/m2sDt27Mjzzz9PcHAwOp2ONWvWEBgY6IzYnEZVNbmNQAghiglNlWknc5Nvwn7ttdf48ccf2bx5MwaDga5duzJkyBBnxOY0qgaKlIcRQohiwS4JO1f5JuwpU6bwwQcf8PTTTzsjHpfQ6Sh1o95F2eNh0NOsbhUsih35uhMlWeXy3q4OoVjKN2GfOnWqVN7GdT0d4Cb13EQJ4WHQ07huZZrUrUzdWgHUruiBn487Bg8vNA30huyVjjRNw26yIVlclBR6qdaVq3wTdtWqVenduzdNmzbF19fXsfztt98u0sCcS4deErYoZv6bmGtVdKecjwcGDy/spjSsCVFYok9gO3GR2IQobIlXqPr0LDwr34VOr0dT7ehUPToduHkasCabMEenY45OxxKXgSXBmHU9SIhipmKbO6nU5k5Xh1Hs5JuwH3zwQR588EFnxOIyOr20sIXrGAx6mv6TmOvUCqB2tsScjjXhclZiPhlJbPxlbIlX0JTcb3uJ/3k2NcYuxmCzo+ndQQ+xMem4uWmUr+RNQJPqlGtQBU3T0Bv02FLNmGMyMF9JwxybgTXBiKbIeA7hWrp8718qm/JN2GPHjsVsNhMZGcl9992HxWLB27t0XV/QocPNTRK2KFrXEnPjOpWpW/ufxOztjsHT+5/EHIX16m6sBUjMN6JmpmA5HUbyXQ2o4OaL7Wos5StWQnXz4s9fTpCWbKJF67u5q045/Px98Kjog76cO553+VFB54bB0x0lw5otiVviMhKSE04AACAASURBVNHkNhvhTKX4EuztyDdhHzlyhDFjxmAwGFi+fDnBwcF8/vnnNG/e3BnxOYVeB256+UknCofBoKdJneu6sit54O9t+DcxJ0Zhjb69xJyXhDWLqTHhG/53aAXPPvAopuOnSD9zlj4DB5GWbmXdr8dZvTwJvUFPs4dq0ejBmlSt7oWbh4GYqHDMmWno3Qz431+Zai1r4u7lgWK0YYnNwHQlDcs/SVyV6XxFEdG5yfdxbvJN2HPnzmXp0qVMmjSJ6tWr88EHH/Dee++xcuVKZ8TnFDqdXMMWN+/6xFznDn9qV/bMPTGfiiQ24TK2hMJNzDdkt2He9xcDm/Zm7IYZfBz0JhX8/Dj0/Avc/fRQnnwhiKhLKfz1+3EOhl7iYOglAMpX9OGRdndTt8G9+Jf3RrFZuHBqH5Fnj6F3M1Dz7npUr1uHKi3q4u7tiWpRsMRlYor6J4nHZmCXKSVFIdB7yKCz3OSbsM1mM3Xr1nU8DgwM5OOPPy7SoJxNp0MStriha4m5cZ3K1K11fWL2wm7KwJp4BevVUKynI4lNuOS8xJyH5G3/R/XmXXm4VlNGr5/Ox0Fv0Xj2LE68PZ2Ly/6PehNeZeT49pw4HM3mdWfITLeQkmRkwx8n2fBH1j7qN6pGs0fuo23vZvj4epMUF82FE/uJPHOU+JjL1Lq3AXfXb0r1O+tSqcndePh4oSkqlvhMTFfSscSkY4nNREm3uPRcONufJzbz18ltoIMa/lV5uf1wynv751hP0zQ+3v4Nd1e8gwFNejiWP/n9OCr5VnA8HtC0B53qtnJG6MWG3ivf1FQm5XtWDAYDqampjtu6wsPDizwoZ9PpdHjJbQRlnsGgp9G9lWhat0quidmWeAVLMUvMecnYvIynuj5DyKX9jNswi9mdJ9Fk3lyOT3mb0+++j1eNatw3eTL3v9mJ0G3hhGy9gO26Gf/OHI/lzPFYALx8DDzU+m4aNA6kabvu6PV6oi6cJPzEQQ5sX4sxPRWA6nfW5Z6Gzahx131UaFgbTx8f0MCSkJl1TTwmqyVuSzG75JwUtfPxF/n96HoWPjYdXw8fvv5/9u4zMMoqa+D4f3oymfROEgIpBBIgVCF0QkeKiK6K0lQUacJSBKQrNkBEXXtZ0d3XsiAIglTpRTqEGhJI75XUyWTyfkCCkYQEMpNnEu7vW2aechJxztz7nHvukR/47vgGpnSv2MciLiuRjw/+h8tp0TRx8ip/PT47GZ3Ghg9GLqnjyC2LQiMSdmVkZWVld13XsXv3blavXk16ejphYWEcPHiQZcuWMWDAgLqKsU7sOhbLe9+fkjoMoQ4o5dAywPV2YnZWY6dV3UzMRfmUpMdTnHQVfUoM+vQ/nzGX1M9RovuUj9kce4R1F7YC8Gq3KbTQNuLc3AUUJScDYBvcAr/p01HY2rHr10uc+iOu2taQXo3t6dCl6c3iNVst+blZRF88xfWLZ0iKicRYevv5trOHD34h7WjUpBnOLl5orG2QKWToMwopSsylKOnmSFyfWdAg1oobjAaUciV6Qwnv7fsKd1sXxnYcWeGYjw/+hxbu/pyKP4/vX0bYOy4fYN3Z37DT6CgoKaRr0/b8o82QB67GxufpUKw8baUOw+JUm7ABYmJiOHjwIEajkbCwMPz9/esitjp1/GIKS784InUYggndSsytA1wI9LavIjFHoU+9jj6tfifmqlg1aYXTE/OYvHkBN4rzAJjy0BjCXFtxfsFi8q9dLz/WNbwXPuOfpbhExtafI4i8mFqje/y9eE2tUZMSd42oiGPERkaQnZ5yxzn2zu74h7TDy685zq4+WGt1yFWKBrNW/PD1k3yw7xuUCiVvDpmDl717pcet3vNlhYT926W9XM+IZ9xDj2EwlrJ02xq6Ne3A8Fb96jJ8yfmOb4faWSt1GBbnrgl77969REdH89BDDxESElKXcdW5K7FZzFyzT+owhPuglEOIvwuhga43E7OLBltrJaoHKDHfjfvzKzl0I57PT/y3/LXRrR9lkG83Lr72BrkXLlQ43mfUk7gPG056aj5b1keQFJ9zT/e7XbzmdLN4TV9MzOUzRF88RXzURUqKK58Ot7FzxL9le7z8muPq7ovWxg6FWklJbhFFSfVzrfhvl/by0+ktfP7Em8grWVz894T9dwevHWdTxC7eGvqKuUO1KE1e6IjKTiN1GBanyoT92Wef8eOPP9KyZUuOHz/OK6+8wtChQ+s6vjqTkJbHxLd2SR2GcBd3JGZnNbZa1e3EnJFAceLVm4k5PZ6S9PgHKjFXRenshfvzK5m17XVS8tLKXx/WvB9PBQ3m8srVZB07/reTlARMnYxjWBeiLqex/ZcL5GQV3tf9bxav+dDI26a8eC36/AliLp8lNTEG7jLJZ6W1oWlwO3wCQnDzbIKNzsGi14on5qSQVZhLiEcgAKVGIyO+eoHvnnkPOyvdHcf/PWHvjjxEUycfmjr7AHAg+jhbL+5h+cOz6u6XsAB+kzuhsFZJHYbFqfLJ/qZNm9iwYQM6nY7o6Gjmz5/foBO2VlQlWoy/JuYAL3sau1SWmI+ivxxDanqcSMzVMGQkoI+9wLi2j/P2/o/KX//l0g5yim4wcdYMoj79nLTde/5ykoGrq9eg/OrfNJs9k0lzenHqaCx7tl2hqPDelm7VtHgtNjKivHjtlqKCfC4e38/F4/vLX1OqrfBr0QafwBDcg/0qrhVPzaMo/nYSr+u14pkFOaz4/TPef3Qx9la27Ll6hMaOXpUm68rEZCZw6NoJ5vWdjMFoYPOF3fQK6GTmqC2PTPlgPbOvqSpH2CNGjODnn38u/3no0KFs2rSpzgKra0V6A4/P+1XqMB4otxJz64CbI+ZKE3NSFPqU6zeLv9ITKCtpmNXF5ia30uE57TOW7nmPq5nXK7zX1qMlszs9R9x/fyBx4y+Vnq9t4kvAzJmo3dzYtzOSP/Zdp9QEW9LeS/Ha3ciVSnybtcK3WWs8vP2xtXdGZW0lyVrxLRd+Z/OF3ShkCpxsHHipy9PcKM7n/X3/vqP6++8j7CJDMZ8c/A+XU6MxGEvp5teBMR0ebdCbL91BBgEzuiITS23vUOOE/fefGxqjsYxH5vxyt9k54T4p5RDs99dnzDeLv24n5sQ/q7KvU5Ieh14kZrNwHjyJTN9AXtnx5h3vBTg3YWnXqaRs2UbM2u+qvIZjh/Y0mTQJo9qabRvPc/50oskqu++neO3uF5Tj7deCJs1D8fQJwN7BTawVrwcUWhVNJnQQO3ZVosqEPWzYML799ltuvT1mzJgKPzs4ONRdlHWgxFDK6MW/kS/aLd63vybmgD9HzLcTc8GfI+ar6FNjKEmLFYm5rsmVeP7zaz744xuOJ569421PW3fe6TmL7MN/cPVfH4Ox6hG055CHafTUU9zIN7BlXQQxURkmD/d+i9eqU2GtuJPnA7dW3NKpXbR4P9XaZGux8/PzWblyJQcOHMDa2hqdTsfUqVNxcnJizpw5ACQlJaHVarG3t0etVvPTTz8RHh7O2rVr8fb2Lr/W6NGjmTJlCp06dSIoKIjmzZtXuFevXr2YMWMGo0ePJjk5Ga32ZqV7Xl4ePj4+rFy5EhcXFxITE1m2bBkJCQmUlZXh7+/PokWLcHZ2vuvvUmXCbt68OTKZjMrelslkXLx48d7+ahausMjA9NV7SEzPlzoUi3crMbcOcCHQx4HGzmrsbP6WmJNvTmWLxGxZHLo9hrHjAKZsXoix7M6E7Ghlz7t95lF04QqX315JmeEuX2Dlcpo+Ow6Xfv1JiMth688RpKfkmS322hSvVedBWytuybS+DngMbY7CBHVFZWVljBkzhhYtWjBr1izUajUXLlzghRdeYNWqVXTqdLM+YO7cuTz00EM8+uij5efWJGFfvny50vv+9TgAo9HItGnT8PX1Zfbs2Tz//PM88sgjDBkyBIBPP/2Uc+fO8eGHH97196nyL3Lp0qUa/kkahtKyMlwdtSJh/4VSDi2aOt+cyq4sMWcmUJx0DH3kddLS49Cnx1OmF4nZkmUf+B8eHQfRx68rO6L23/F+VlEOk7ct4b1+CwhZtpgLy5ZjLKriv6nRyLUvviLmu/8SOHM6E6Z348LZJHZtvkSeGaaYa1O8Vp2M5DgykuMqvFZhrXhnH1y1OmRKBSXZDWOtuKVS6NQme379xx9/kJiYyNq1a8vrAIKDg3nppZf46KOPyhOquRUUFJCVlUXr1q0BSE9Pp7Dw9qqLp59+mnPnzlV7nRo1TnkQFBUb+GzDOXb8ESt1KHVOLoeQqhJzcUGF4q8SkZjrPZuQbugGv8jETfMpNlSeWJVyJe/2nYdtTgkRCxZhuFH9yFnt5kqzObOx9vXl6L5rHNh1tUKrU3MyVfFadWzsHPELaYe3f4sGs1bc0jh28sa5q69JkvYXX3zBuXPnWLNmTYXXr1y5wpNPPsnJkyeBqkfYVlZWqFS3l5fFxsbyySefVDklPmvWLLp3714+JW5tbU1mZib29vYMHjyYCRMmoFar2bdvH7Nnz0aj0RAWFkaPHj0YOHAgCsXdn9uLtUx/UqsVuDs17M46txLzzalsR3xd7kzM+qRjFIsRc4OWf/4Aul5PMaLFAL4/V3lVuMFoYNr213iz92xCV73DubkL0Gdm3vW6+tQ0ImbNwbZFc9pOn06HLn3YveUSJ49W3+q0thJic0iIPQ38tXitPUFtuta+eO0v8nOzOHd4F+cO3+7ZUGGteGgTHHU+d64VT81Dn5qPsY6+wNRnakdrk42wZTIZpaV3/s1LSkpqVHn/2Wef3TEl/lcbN26s8tzXX3+dTp06cfLkSaZNm0a/fv1Qq9UA9OjRg3379nH06FEOHz7MihUr+PXXX/noo4+qvB6IhF1OLpPh494wetfK5dCiiTNtAv9MzK5q7KxVqKxuJebEm4n5qkjMD6rsjR/w8NOL+C1yD9lFuVUeN+/3FczvOonQ1Stu9h9PSqr22jcuXuLMixNx6dmd8Oeep1ufALb+fJ4r5+8/Ud4Lo8FY6bahwZ2G0HnA4yYrXrvl1lrxC8f2sfPEVZzttDzU0v+OteJbt//GF19+CaVlqFEyqf9Ymqg8+Xj3WiKSrpRfL6MgCyetAx+OXFqruOorlb2Vya4VGhrKt99+S0lJSYWR8unTp2nZsqXJ7nM37dq1Y/To0cycOZOff/6ZvLw8PvroI+bPn0+PHj3o0aMHkyZNolu3bmRmZuLk5FTltWqUsIuKioiJiaFZs2YUFRVhbW1tsl/Gkng420gdwj35e2Ju7KLGXnszMRuLC//c9vFWYo5Hnx4nErMAQHH8JQxpcYxq/Qgf/bH2rse+cfAjJnUcQ9eVb3F+wRLyr12r0T3S9+4nfe9+fJ54nBFPjiAjo5At686RGHdvz5drq6ptQ3sMa2Oy4rXM3AL2nokmOTMPZzstBn0RV84c4cqZm/sTZN0oZP3+88x5cRSt2ocRHZ/OsjXv8fvvv/PWs+3K14rHXIpm2sfz+Wev50z5J6hXlLama0naoUMHAgICeOONN5g/fz4qlYqIiAg+/vhjVq1aZbL7VGf8+PH88MMP/PDDDzz55JPs3r2b4OBgHnnkEQCuXr2Ks7Mz9vb2d71OtQn79OnTTJkyBaVSyffff8/w4cP5+OOPadeunWl+EwvibMJvdqb018Qc4OOAr4vmzsScfAJ91DXS0m6NmO+vjaTw4MhYv4qwF9ew8eJ2Em4k3/XYj46tJafVCB5+87Wb/cfPX7jr8X8V98NPxK37mYBJExnzUneuRaazbeMFsjMLavsr3Jdqi9euXiDq/AniIiMoyKt69uGvzkYnE9zEHZ115clGIZcR3taPjLgr7Im7QkGRntTUFD5Y8By+/sE314o3DuT9T7/muUkT6Pv04w/sWnGFTm3S63344YesXr2aIUOGoFAosLe3Z8WKFSYpOBs+fHiFn319fXn//ffvOE6tVjN9+nTeeOMNhg0bxmeffcZbb73FmjVrsLKyws3NjU8++aTaZ9jVFp2NGjWKZcuWMWvWLDZs2MDevXt5//33Wbdu3X38epat1FjGo69swihRxeetxBwa4EJg48oScyL65Cj0KdfQi8QsmIDr4/O4ZmfD63vv/JCpzMPN+vBMiyFcWbWazD+OV3/C3yjt7AicPRPb5i04fSyOPb9dptDMncfuRW2L13Ycj8TZTku7Zl5VHlNWVsaO45EYSo0M7ny7aOl6chb7z17j6X5taeQbWPVa8cQbfy4za3hrxRU6NU2eay+aplSh2hF2UVERAQEB5T/37NmT1atXmzUoqZQYSnG2syIt27xJUC6HFr5ON6uyq0zMJ8WIWTC7jI1raDb9c1q4BnAx7Wq1x/96ZRc39Hm8NHMGUZ99TtquPfd0P0NuLhcXLsbax4fms2cSuqAP+3ZGcnTfNUotoKra3MVrJYZSdp64yo2CYoZ3Da7w3umriXQI8kYuk5Ece5Xk2Ir/PSqsFQ9omGvF1U7WlJWWgdj3o1LVJmylUklOTk55RV10dLTZg5JKaWkZHs42JkvYFRKzjwO+rpUk5pST6KOuk5YWKxKzUOeM+gKKz/zO8+2fYuZvr9XonH3Xj5JblMecFyagsrMn8eeqK2WrUhgXx9lp03Fo15Yuk6cQ1tOP7RsvcO5UgsUkG1MXr90oKGbT4Ys42VrzaI8QlH+Z/iwsLiElM4+HOzev8vzK14q74RfSHq+mzXG5tVZcpaCknu4rrnayRqYQPcSrUu2U+O7du1m9ejXp6emEhYVx8OBBli1bxoABA+oqxjpTrDfw1eYLbDlYs6KaW24l5taBrjT7MzHbaZWoraxvJubMP6eyk6+jT4tFn5FAWbE0z+8E4U5yPGd+zccn/o8j8SdrfFaAUxOWdptKytbtxHzzba0i8Bg8EK+nnyG/oJQt689xLdL0rU5NrbLOa3PnvoKNsoxmHtoKxWv6klL+b9dpmvu60amFzx3XikrM4GxUMiO6h9Q6Lhs7B/xC2tfLteKuff1xaOMpdRgWq0aNU2JiYjh48CBGo5GwsDD8/f3rIjZJ7Dgaw/s/nq70Pbkcgho70qaZ21+msv9MzPpbU9nR6JOvob+1XEokZqEesOs0FEXXEUza/CqlxpqvFfa0dePtnrPJOXqMqx98dNf+4zXR5NlxuA4YSFJCDlvWnyct+UatrldXbhWvbdj6KSEhQYwfP47dv23inXfX8Ez/9uw7cYEj52Nxtq/Y6+GRbiFYa1ScvJJA1o1C+rQPqOIOtY2vBvuKW8Bace9RrbFuZCfZ/S1dtQl7/vz5vPHGGxVemzZtWqWVcA1BdEIOM97bc5fEXPRnVXZ0xeIvkZiFes7j5c/5MXIXW67svqfzHKzsWB0+n+JLkVx6a8Xd+4/XgNxKQ+D0l7Fv355L55LZufkSN3LrV3FVXXVeq40K+4p7+aGzdUJlpaa0sISiFGn2Ffeb1AmFVjzArkqVCXvx4sWkpKRw4sQJ2rdvX/66wWAgLi6Obdu21VmQdam0qAC5Sl1pYi5Jj8coErPQQGmDOmE3fCovbZpP4T1u1mKttOK9fq8ij0/jwtLXq+4/fg/Uri40mz0LbdOm/LH/Ovt3RaIvrn+dwqraNvRqxDFir0SQk1E3DWVqQq5U4hvYEt+gP/cVt3NBpa2bfcVlSjn+08LEPth3UWXCPnfuHJGRkXzwwQdMmzat/HWFQkGbNm1o3LhxnQVZl4wlehK+nEVJRoLUoQhCnXN/6X12pV7guzPr7/lcuVzO6j6vYnfDQMSrC2vUf7wmdM0C8Z/xT5SOjuzeepmTh2MkW3ppCubaNtRs5HK8mzYvXyturn3FNW42eD3RymTbajZE1U6JJycn4+HhQUJCAgaDAV9f37qKTRKlRfmkbniPwqiaF98IQkOh9vTHdczrvLxlMZmF2fd1jTd6z8IbW87NfRV9xt37j98Ll25daTxhAiUo2fpzRHnzk/rOnNuGmtNd9xW/j7Xidi3dcQ33Q64Wa7CrUm3Cvn79OpMnTyY1NRWj0YijoyOffvppgy08Kys1kLX/R7IPNrzGMIJQE25jlnPGmMeaI1/e9zXmdn2Jljpfzs17laLE6vuP3wvvx0fi8ehIMjOL2LLuHAmx9/fFwhLd7rzmhpOL1X13XpNKbfYVdxsQgH0rD2kCryeqTdjPPfccQ4YMYcSIEQCsW7eOjRs3snbt3fsP12cFV0+Q/MMb1R8oCA2Q3NYZz0kf8urOd4jNuf9HQxM7PEMPjzZELFxCfpSJ+zcolfhPfAGnHj2Jicrgtw3nycpoePUlXo3t6dC1Kb5+llu8Vh17Zzf8gtvj5ReEi1tjrLU65CoF+r+tFfcYEoS6ge+YWFvVJuxHHnmEDRs2VHht6NChbNq0yayBSclwI5PY9ydIHYYgSMb10ZnEO7uy+Pd3a3Wdp1oNZ2jTnlx8/U1yI86bKLrblDodgbNmYhsSzJnj8fz+22UK8y2n1akp1afitepo7Rzw/9tacblSIVqSVqPahD106FC+/fZbHBwcAMjMzGTs2LENOmGXGUqI+eAFjAWWPf0kCGaj1NBoxpesOPQZ51Iu1epSDzcL55kWQ7ny7hoyj/5hogArsvb2ImD2LKw8G3Fg11WO7I3GYGFNQUyt3hWv3YVrI19GTHgFtVXD3AnSVKpN2D/88ANfffUVgwYNQiaTsWXLFsaOHcuoUaPqKsY6ZywqIHXzBxRcNs+HiyDUB059xlAQ3JkZW5dSVst+od0aP8Tktk8R/fmXpO68t3Xe98K+TShNp0xBZm3D9s0XOXc83uQ1W5evHSAy5hDIZNhqnenU+nGsNLbl70fHH+dS9N7yn/UlRRQUZTOi7yKsNbb8b9tCtNYO5e+38OtFU+/21FZ9LV4DCHmoF90efhKV2nRbazZENep0dvjwYQ4cOIDRaKR79+506dKlLmKTTJnRSO7JbWRs+0LqUARBUp4z/80Xp//H/pjaf3kN9QjmlU7PE//jOhLW/WyC6KrmPqAf3qPHUFBkZMv6CKKvpJvkuhnZcew/8Q2De8xErbLm5IVfKDEU06n145UebzSWsuPQv/Dz6Uigbxi5eansOfYlw3rPM0k8VbmjeE0mIz7qosUWrw14aiKBrWu/3WVDV2XCnjx5Ms888wxhYWF1HZNF0GckEP/JtOoPFIQGzK79QNS9nuSlTfMpMda+wCnAsQlLuk8lbfsurn/179oHWI0m48bgMnAQKUl5bF1/jpSk2rc6NRpLkcsVlJaWcPjM9+i0zrRpPrjSY89F7iAzO46eHZ8FICruDy5E/Y5GbUNJSRGNPVsTEtgXuUxe67juxtKL18bPW42NnUP1Bz7gFEuWLFlS2RspKSl8/PHH/Oc//6GsrAx/f3/UatNuLG7J5BotOX9shnpQhSkI5lKcdBW7DoMwKBRcTo+q9fUyi7I5nHCKYeHPoPNpTOYfx8w6VZt9+gzJv2zCLcSfLo+G4dbIlviYbPTF9///tUwmJy75HDsPf0RBUQ7tQx5Bo7a547gifR6HTv2H7u3HoVHfrH7OzI5DqVTTJfRJ/Hw6ci5yB6UGPS6O5u1vcSOnmMsRyRzdH8vBPdfQF8vxDQwiNCyMh/oMwyegJSqNhuLCAooL880ay99pdXa07zUEuUIUnFWn2inxP/74gx9//JGDBw8yYMAAnn76aQIDA+sqPsmUFuWTun4VhdfOSB2KIEjK2r8tDiNnMWnzq+TrTbN0ysHKjnfD56G/Es2lN96udf/xmlA7OxM4exY2/n4cOxjD/p2RFNeyR/bVmCOcj9rFsN7zkP1tlBwRuZMb+WmEtXmqyvNjk85y+dp++nWZXKs4akPq4jX/lh0IH/ksGlFwVq0aPcMGyM7OZuPGjWzcuBGdTteg12EDlBlLyT68gaw9/5U6FEGQnPsLq9mXFcXXp3402TWtlFa81/dVlEkZXFiyjNLCuqlqtgnwJ+Cf/0Tp5Mzvv13mxOEYjKU1G+XfyE+nsDgXNyc/AIxlRr7/dQ4j+y+9Y5T9696VdGg5Anfn202mouOP42jXCEe7RgDEJp4hMvYwfTpPNNFvV3t1XbzWe8Q4gjv2QCarfQ/x+Ph4+vTpw1dffUXXrl3LXw8PD2ft2rU4OjqycuVKDhw4gLW1NTqdjqlTpxIWFsbly5eZM2cOAElJSWi1Wuzt7VGr1fz000/Azb00evXqxYABA1i4cGGt471XNX5wolar0Wq12NjYkJWVZc6YLIJMrkDr31bqMATBImT+vJpwv6642jib7JpFhiImbV9MnquOVu+8hdLWtvqTTCD/ahRnJk3m+vtr6NmrMS+/Gk7zGnbYKizK5cDJ7yjS3+yTfj3hJPa2Hnck62J9ATcKMnB1bFLh9ZwbyZy9/BvGMiOG0hIuXz+Ir2cbk/xepnI5IoUfvjrO6mV7WbV0J+dOF+DTvCfDnpvNC4v+xeBnphLUtgtanWm2wWzcrJVJkvUtKpWKhQsXkpdXsZd9WVkZEydORKVS8euvv/LLL7+wYMECZs+ezdGjRwkKCioflIaHhzNt2jQ2btxYnqwB9u7dS6tWrdi6dSuFhYUmi7mmqnyGfcuJEyf44IMPWLx4MQDPP/88s2fProvYJKew0pF9ZAOUNez1nIJQHWNBDtZNW+PVqDmH4k6Y7LplZWX8Fr2PjgEPETRwKBmHD1NaUDcfhIVx8SRv2IhCZqTD471p2c6LlKQb5N6l97WN1hGFXMWxiPVcjT1CfkEWXdqO4kZ+Bnv++IJA35sraHJuJJGUdpkWfj0rnO/q1ISUjKucubSVyOsHaeTWnBb+vUyasEzJUGIk9lomJ4/EcXD3Na5dzcTF05vg9u3oGP4wLdp3w9bRBWNpKfm52ZTd42elVmdHh/ChyOWmeX6dm5vL9u3b6dKlCwcPHiQ8PByAb775Bm9vb3bv3s3nn3+OUnlzgxFXV1c0Gg3ff/99eTdPgJ07d+Ll5UWLU0SfRgAAIABJREFUFi0qXH/VqlX07duXvLw8SktLCQ4ONkncNVXltiiff/4569ato7CwkMcff5zNmzfj5uZWl7FJrsxQgsbTn+L4y1KHIgiSS1//LqFTP6apY2OuZcWa9NoL9qzilS4TCX13BRHzFlKYUHe75SWu30DiL5vxm/A8z7zQi9joLH7bcJ7M9MqLr5o16UKzJhWXtuq0zgzuMbP8Z2eHxgwPn3/HuUqFmrDQJ037C9ShhNgcEmJPA3/tvNaeoDZd/+y8Fs3ViOM17rzm7R+M0WAApWn3wJ47dy5Dhw7l4MGD5VPjmZmZtGzZ8o4vRx07dmTVqlXVXjMzM5NDhw7xxhtvoFAo+O6773jsscdMGnd1qpwS379/P9OnT2f37t1MmTLlgUvWADKVGpvAjlKHIQgWwViQQ/HFI0xob56E8/ahTziQHkHrFW+iC6jjzYUMBqI//oRTzz6HY2EiL87szpDHW6PVPTgrY+6V0WDk5JFY1n58hJWL9/DROweIi1MT0mkIT0xdyrPz19Bn5LM0DW6LSmNV6TX8WrYzS3cznU7Ha6+9VmFqXCaTUVp6537qJSUlNZrh+OWXX+jcuTP29vb06dOHy5cvc+HCBZPHfjdVjrAbelFZTcgUSmyCu5L5+3dShyIIFiF980d4zfyatp4hnEoyfW/wT45/R3bLXIa/vpSLy98i51yEye9xN4a8fC4tfQ0rT08C58yi5fxwDv0exaE9URhKxKOxu8nOLGD7LxfY/svNn28WrwXSY1ibyovXgMYBLc0WT7du3ejSpQtvv/02AKGhoXz77beUlJSgUt0e0Z8+fZqWLauPY/369aSmppZPs8vlcr7//nuWLVtmnl+gEmKn8GoobOxR2rthyEmVOhRBkJ7RQNEfW3iu3ZNM3bKIGi4yuSffR/xCdvENxi6Yx5XV75N55KjJ71GdoqQkzs2YiX2rVnScNpVO3ZuyY/NFzhyLs+QOnxblckRK+Z7ltzuv9SS02wDkMhkp8dfAzI/ub02Np6Wl4eHhQUBAAG+88Qbz589HpVIRERHBxx9/XO2UeEREBMnJyezbtw8rq5uzBUePHmXixInMmTMHnU5n3l/kT+Ztr9NAaMW0uCCUy9r7f+gUano1MV8XxN8if+fDU/8hcMY03Pr1Ndt9qpNz7hynJ7xA/Fef029QIJPn9sY/yFWyeOqrogIDB3Zd5Yv3DvHOgt18++lxVFpvFArzPnK4NTVeUnJzB7cPP/wQtVrNkCFDGDx4MMuXL2fFihV06nT3tqjr16/n0UcfLU/WAJ06daJp06Z1uhFWjddhP8iKEiNJ/Hqu1GEIgsXQtQ5H238cEzfNQ19qvu0sW7u3YG7nF4j/aR0J/1tvtvvUVOPRT+P28BDSUvLYsj6C5ATL6sldn0ye2xtn1zs7xAlVEyPsGtC4NUGuERurC8IteWd3IyvKZ2hQP7Pe52zKRRbsW02jkSNo8tx4s96rJmK//Q8nx4xFHXeB8VO68NiYdtg5VF5QJVTN1t4Ke/F3u2ciYdeAsbQEa9FERRAqyNn0L4a36I+dxrwNT6KzYpn5+1s49+lJ4IyXQS7tx5ZRrydy5WpOv/gSjVS5TH6lF/2HBaOxEiVBNdUs2A2jUUzu3iuRsGtAodGiC+kmdRiCYFGKYiIozUjgyVbDzH6vlLw0pux4DW371gQvmI9MZdp1u/dDn5nJ+Xmvcv6VeYT4WzN9YR869WiKXGGZTVAsSat23qg14gvOvRIJu4asm7YGE3XjEYSGImP9arr7PoSHzvyFWLnFN5i0fSllAd60XL4MhbVlbBaRHx3N2clTiF69mu7dvZm+oA/BoZ5Sh2WxrG1UNGpsL3UY9ZJI2DVlNGLdOETqKATBohgyE9HHnGdc28fr5H43+48vIc/VhtYr3kJpZ5p+1qaQeeQop8Y/S9q6HxgyMoSJs3rQuKmT1GFZnODQRjXebEWoSCTsGpKprLBta94CG0GojzI2vEewayCBzk3r5H5Go5HpO14nTlVA6LvvoHZxqZP71lTihl848cxoSk8fYtSEjjzzQiec3UQ19C0duviK6fD7JBJ2DcnkcrSBHZCpRGWjIPyVsSiP4ogDTGhf9b7P5rBw72rOFcbT5t0VWHt71em9q2U0Ev3J55wY9yz2uXG8MKM7w55ojc0D3urUwUmLk4v48nK/RMK+F8ZSbJp3ljoKQbA4Gb99jrvWiY5eoXV63xWHP2Nv2hlav/MWusCAOr13TRgLCrj0+nLOTpuGn3MpU18Np9eAZqjUD2Y9TGhHbyx0Y7J6QTROuUfFiVdJ+PoVqcMQBIvj0HUkZQ8NYsrmBZTW8Za0/2g5hBF+4Vx88x1yzpy9p3N3ZWXwe1YmMsBVrWachxd2yopTtidu5LIxPQUZMmwUCsZ5NMJNrSGv1MC3yYnEFhehkcnpZu9IX6eq9wy3DQnG/+WXkdvasXPzRU4fi6fsAVreNH1RX+zsxSzl/ap2P2yhIrmVjrxz+zAWF0gdiiBYlKK4izh2Hk6eUU90Zkyd3vt86hXyjUX0ffR5ChMTKYyLr9F514sK+b+UJBY18WeAswvXiwqJyM+jje52MZveaGR5TBRzGjdliIsb+aWl7M7KpLO9A2uTE1HJZcz0aUJ3B0c2ZaRhrZDjodZUej99WhrJmzZjyMqg7eN9aN+lKZnp+VVu5dmQNPKxp32YLwqlmNi9X+Ivdx90ob2lDkEQLNKN7V8zqtVwrJSVJyxz+i1yL++f/I6Al6fiPqBmBaJNrKx5078ZWoWCEqORrBIDOkXF6WojN0fAhcabswZFRiMq2c2PzpiiQrrYOSCXyVDK5LTW2XIit/p2pWm793By9Bhu7PqVR59uw3PTuuLp3bCXOrV5qLFI1rUkRtj3SKZQoHJqRM7Rumv4Lgj1RUlaLLo2fVBb2RKRernO7x+fm8SVrOsMHfocMrmM3PMXqz1HLpNx8kYu78RdI8tQwih3T3SK21PiSpkcR5WKDxNi2Z2dybXCAl708kGnUHK9qJC44iJa6WzRlxnZkJ6KvqyMLvYONYo351wEiRs24tLMl7CRXfD0tichNpviIsN9/w0skVwuY8TTbVCpRXV4bYiEfZ8KYyIovZEhdRiCYHEMiVGE9h7H79cOUWQorvP7p+ZncCLlPMMHjEfj5Ej2yVPVnuOp0TDI2RUruZxvkhPp4+iM7M/qqPiiIr5LSeJVXz9GunqgkMn5X1oKvRwcaa7VcT4/nw1pKZzJu0GIjY7sEgOda5iwATAayTxylNSdO/Ht2pauwzpgo9OQEJuNwdAw9uAOaO5Gi9aeKJUPZrGdqYj5ifsgU6mxa9df6jAEwSIVJ1ymJDWWp1uPkCyG69nx/HP3Gzj27kGzmdOr7D+eoi/mSsHt58fd7R3JKCmhwFha/lpEfh4B1lrc/nwu3cfRiYTiIvJKSyk0lvK4mzuv+QUyu3FTysrKcFPf39KtkqxsLry6kIjZswluquHlBeGE9fJDoaj/H9Nhvf3RWEnfTra+q///EiQgkyuwaR6GTC2qHQWhMpnrV9HZpx1eth6SxZCan8HU7cuwatuK4EWvVtp/PMdg4NPEOG4Ybk5BH87NxktjVWFK3NfKissF+eT8eczJG7m4qtTYKpXsyc5kQ1pq+bX25WTR2a52z6ILrsdwdspUolauoGtXL15eGE5I20ZQT5dDOThZ49X4HmYchCqJZV33yagvInPv/5H7x2apQxEEi+T6+Fyu29ny2t41ksahVqhZ028B6pRszi9aSmlhYYX3f8/KYHdWJnKZDAelkmfcG5FXWsq/kxNY2vTm2u5dfx6jkMnQKRQ87e6Jl8aKwtJSvkiKJ1Wvpwx42NmVsHuZDq8Bz6EP0+ipUdy4UcKWdeeIic406fXNrf/wYDp0aYJSFJzVmkjYtWDIzyZ2zQSo4zWnglAvqK1oNP1L3tz/ERfTIiUNRS6XszJ8Hk6FEDF/ISU51VdyWxS5nKbPjcelbz8S4nLY+nME6Sl5UkdVLaVSzsxl/dGIVqQmIb7y1IJcqUHbrIPUYQiCZdIXUXxmNxPaPyl1JBiNRv65czkxynxC312JxtX8u4uZlNHItc+/5MTYcdhmXWPC9G4MfyoUnW3dL5+7FyFtG0kdQoMiEnYtyDXWOHarm12KBKE+ytj2Nc4aO8J82kkdCgCL977H6fwYQt99B2sfb6nDuWfGoiIuL3+L05On0sRez5T5vek9KMhiW5326BcoRtcmJBJ2LamcGqH28JM6DEGwUEby9/+P8W3/gVJuGR/cq458zu8pp2j9zpvomgVKHc590aemEjFrDpcWL6ZdSwemL+xD+7DGyOSWU5nWNNAZrc50MwDx8fEEBQWxaNGiCq9fvHiRoKAg1q9fT3h4OKtXr67w/ty5c1m/fj0A4eHhDBgwoML7BoOBzp07M3fuXJPFai4iYdeSTKnGoetIqcMQBIuV+8cm1KWlDAjoIXUo5b44+T3ro3fTctkS7ENbSx3Ofbtx4RKnX5xI3KefEN7Pj6nzetMs2E3qsADo3rcZahOP/B0cHNi/fz+lpbeX3W3ZsgUnp9v7jn/zzTdERERUeY2ioiIuX77d1Ofw4cPla+4tnUjYtSSTy9H6t0NhKzaqF4Sq5G79jMdbDkGrspY6lHL/O/8r/76wgRbzX8G5axepw6mVtD17OTlmLLnbNjHiqVCef7kbjXyka3Xq5GKDl6+DyROhjY0NLVq04NixY+WvHTx4kC5dbv/3e/HFF5k3bx56vb7Sa/Tv359t27aV/7xly5Y7Rt2WSiRsU5CBfcchUkchCBar4MoxynIzGBk8WOpQKth2dS9rTq4lYNpkPAbVjw/tu4n7/keOjx6D4uppxrwUxhPjO+DgpK3zOHoNbIbcTNPzgwYNKk+4Z8+eJSgoCNVf1tgPHToUHx8f/vWvf1V6/sCBA9mxYwcAer2eS5cu0bp1/ZhlEQnbBORKNXbt+4tGKoJwF1kb36d/QA+crR2lDqWCI3GnWH7oIxqPHY33Ew2giNRg4OqaDzj1/ATcjOm8NLsng0a0xMq6bjqNOTprCWrpYbYObeHh4ezbtw+j0cjWrVsZNGjQHccsXbqUn376qdKpcXd3d3Q6HVFRURw8eJCuXbuaJU5zEAnbVGQy7B8aKnUUgmCx9ElRlCRFMbrNo1KHcofzaZG8uu9dPB8Zit8Lz0M9eaZ5N4bcXC4sXMy5f84kqLGS6Qv70CXc3+w7ZvUeFGS20TXcnBZv3rw5J06c4MiRIxWmw29xdXVl7ty5zJs3j5KSkjveHzhwIL/99htbt25l8GDLmvW5G5GwTUSussIhbDhyTd1PPwlCfZG+/l3aN2qFr4OX1KHc4Xp2PDN2vYlDz6537T9e3xTGxXFu6stEvvUWXTp5Mn1BH1q28zJLq1NHZy1BIeYbXd8yaNAgVq1aRcuWLVEqK199MGzYMHx8fCo8r77lVsKOiooiODjYrLGaUsP4F2kpZHLswx6ROgpBsFjGvEz0V07wbDvpm6lUJq0gg6k7XkPTJoTgxQuQ3+dGHpYo++QpTj33HMn//ZbBw5szaU5PmgQ4m/Qe4YObI1eYf3aid+/eXLx4sdrR8dKlS7GxsbnjdXd3d2xtbenevbu5QjQL0ZrUxIwlRcR+MBFj4Q2pQxEEy6RU02jGV6w49BnnUi5JHU2l1AoV7/VdgCYt92b/8YICqUMyuSbPjce1/wCSEnLYsv48acm1+8xycrHhxVk9UKkss4lLQyBG2CYnF+uyBeFuDHqKTmzn+fZPIrPQLaj0pSVM2baUbCcNrVe+hcpeuiVS5nL9y685MXYcNqlRPP9yV0aMaoOt3f0Xzpr72bUgRthmYSwpJu5fkyjNz5Y6FEGwWB4z/81Xp9exL+ZojY5P/C2S7POpKP6sdta4aGnyj5aVHpu8KxpDYQneQ4IAMBqMJGy5Qn7Mzf8n7QKd8ewfUKPOYEt7TsdP5cK5ua9SnJpWo1jrG7WrC81mz0bbtAl/7L/O/l2R6ItLqz3vFjG6rhuKJUuWLJE6iAanrAy5lQ0FV09IHYkgWCxZcSHtw/7B1sjfMdZgx7vk3dfwGd4Cz77+uHT0wiHkzo5e+pwi4jZcJOtMMtaettg1cwEg/XAcxekF+I9vh0tHL1L2XEeuVmDtrqv2vntijtDUzY+2w58k68TJ+rfTVw2UFhSQumMnuWfP0WJYT7oMCKG42EByQi41GdI9/FgrXN1txQjbzETCNgOZXIHKxZsbZ/dQpi+s/gRBeADpk6Kw7TAIo0LJpfSoux5rNBhJ3BqJIU9P6t7r5EVnofW2R2FVsUI47XAcVm42WLvrMBqM5QnbprE99sGuyBRyDAUlZBxLwL6FKxrnmq3qOBx/Ekc7Zzo/OobciPPoMzLu75e2cPqMDFI2/0pJchJtHutLh+7+ZGcWkJGaX+U5bh629B0ajFIpRtfmJhK22ZSh0DlScLlm032C8CAypifQtucYdkYdQF9653rZW/Q5RRSnFeDZzx/33k0pySkiaWc0zh0aVWh/qWvqiNbbjrzrWRhLbidsAJlcRuL2q8Stu4DGWYt7jybI7mH50amk88iUSno+9ix5UdEUJSff3y9dDxTExpG0YQNqlYwOj/cmuI0XKYm53MgpuuPYf4zrgL2jtt70467PRMI2E5lcgcrJk4KrJ8WzbEGogiErGZuQbtjauXEq6XyVxymtVTiGeqDSqZHJZGh97EnaEYVDK3eUlXTwyrt2Z8IGsPV3wq1rY/Jjssm9koF9i3vbF/tCWiS5hgL6Pfo8RckpFMTG3dP59U3uhYskbtyIU9NGdB7ZFe8mjiTEZlNUePPLVWALNzp2a4JSPLuuE6JK3IxkShWuQ6dIHYYgWLTMn1cT3rQLrjZVrwkuTM4j83RSxRfLqPF2kvkx2RSn31yaJVPIcWrrSWHi/S1j2hG1n/eOr8V/6iQ8Bg+8r2vUKwYDUR/8i1PPPoeLPoWJs3oweGRLbGw1DH6sFWqx33WdEQnbjGQyOSpHd3Qte0odiiBYrJK0OPTxlxnX5rGqD5JB4pZIirNu1oRkHEvAyl2H2r5my5DyrmWRsDWSslIjZcYyss4mo/O7/57mRxNO8fqhj2g85hl8nnzivq9Tnxjy8ri4eCnnZvyTZo0UTF/QB+s66k8u3CSWddWB0sI8Yj+cKArQBKEKcq09nlM/ZvHud4nOiq30mKwzyaTuj6HMWIbKToPPIy2QyWVEf3cGv2dCUdlpyo9N3h2NoaDisq7ErZHkXc9GJgMbXwcaDQhAXsv9mn3tvVjeYwYZe/cT/ekX1KikugFQ2tnR4fOPUViJDY/qkkjYdcBYUsyN07vI2P6l1KEIgsVyGTqVVK8mzN/5ttSh3BMXrROrwl8h/3QEV1a9R1lpzdcv11eBM6bh0rULcpUYYdclMSVeB+QqDbZt+qBy8ZY6FEGwWOm/foyXrRttPStvhmKp0gsymbx9KerWLRpc//HK6AL8cQ7rLJK1BMQIu46UGY0UJ0aS+M18qUN5oPxyKYNfL2cik4GnTs3LYV7YahR8fiKZEwk3KC2DkcEuPBzkVOU10vL1zNgSzb+GBmD/57rfhNxi3juUQE5xKdZKObO6eeNjr6nyGkLNOPZ4EkO7cKb+uqhGzVQsiVquZHW/BVil53F+0RJK8xte/3FkMtq8/y5aHx+xjEsCYoRdR2RyOWo3X2yad5Y6lAdGZEYh686n8+4gPz4ZFkgjOzVrT6ew9UomCbnFfDIskDWD/dlwMZ3L6ZV/uO6MymL2tmtkFBoqvP7O/ngGN3Pis+GBPNPGjeV7YxHffWsva9/32MhU9GoSJnUo90xvNDB12zKyHFSErnwblYOD1CGZnMfAAVi5uolkLRGRsOuQXG2Fy6AXkalFoUZdCHS25ssRzbBRK9CXGskoMGCnUXAoLpf+/o4o5DJsNQp6NrFnd/Sda+UzCko4HHeD1/s2qfB6ekEJcbnF9Gx6c0OIjl62FJYYicq8s6mEcO/ydn3DM6Ej0Cjq39SyESOzdr1JtCyH0NUr0Ljd2T61vtK4udJk3GgU1uLzSyoiYdcxmUqDy4DnpQ7jgaGUyzgUm8vo/10mIiWffgGOpOWX4GJz+/mbi42K9ALDHec6a1Us7NUYb7uKU91p+SU4WyuR/2WU4aJVkV5Qdacuoebyzu5BVpTHsOb9pA7lvi3d9z4ncqMIffcdtL6NpQ7HJIJm/ROZeG4tKZGw65hcpcGmRRes/dpIHcoDo0tjO354ogVPh7qxYOd1ysqosKljWRncy54FZWVUOiUoF9OEJpPzy78Y2rwfdhpbqUO5b+8d/YqdScdp9dZybJsHSR1OrbgP7I/WtzFyhehoJiWRsCUgV2lwGz4duaZmGw8I9ycxt5iIlNubFvQPcCQ1vwRnrarCM+nMQgMu2pqPHFxtVGQWlFR4Zp1RWIKLVnR8MpWi2POUpifwVKthUodSK1+f+pGfru4gZOkiHNrWzy/pGjdXmo4fK9ZcWwCRsCUiU2lwGTxR6jAatMxCA2/tjyOn6GZy/v1aNr4OVnRpbMf2q1mUGsvI05ey93oOYT52Nb6uq42KRnZq9l7PAeBEwg1kQBNH8YFmShnr36W770N46ur3c+CfL/7GF+fW0XzubFx6dJM6nHvWbOYMMRVuIcSQQCJylRptQHu0gR0oiDwudTgNUkt3G55s5cor26+hkMlw0ipZ1KsxrjYqkvL0TNp0FYOxjEHNnGjtYQPA2tMpAIxp437Xa7/S3Yc1hxP4/lwaaoWMV3s2FlPiJmbISqI4JoJxbR/nzf3/kjqcWtkVfYDc4jxmTH4Jla0tSb9ulTqkGnEf0B8bX18xFW4hxDpsiZUW5RH30WSMhXlShyIIFkduZYPntM95be/7XMmIljqcWmvuEsDCLpNI/mUzsf/9Xupw7krj6krbD98TU+EWREyJS0yu1OA6ROzoJQiVMRblU3RuH8+3f1LqUEziUvpV5u5ZgdvQwfi99CJY8KxMs5nTkSnFJKwlEQlbYjKlCusmrbBpXv8aRQhCXcjY9gXuWic6eoVKHYpJxOUmMWPXcuy7dSZozkxkFjjd7DlsCDZNmyAXCduiiIRtAeRqK1yHTEJh5yJ1KIJgeYwGCg5t4Nl2T6CQNYyPrPSCLCbvWIqqZRDBSxdaVP9xG38/fJ8ZJabCLVDD+NffAMiUGjz+MQ/klvdtWxCklnNoPdZlMvr6d5c6FJPJ1xcwedti9D5utHprOQob6Zd5KqytCV4wz6K+QAi3iYRtIWQKBSonD5z6jpU6FEGwSDe2f8VTrYZjpWw4m6zojQambVtGhp2C0JXvoHKUtv944IxpKHQ60SvcQomEbUHkKivs2vRFG9hB6lAEweLkXzhIWX42I1oMlDoUkzJiZPbut7hKFqHvrkDjfvclhebiPrA/DqGtUYjRtcUSCdvC3OqCprSv380iBMEcsjd+wOBmvXG0spc6FJN7bf8HHM+9Suiqd9D6+tbpvXUB/jR9dpx4bm3hRMK2QDKVGo+nFiJTim+6gvBXxQmXKUmJYVToI1KHYhZrjn7N9sSjtHq77vqPK211tFj4KgpNw3nU0FCJhG2BZHIFSjtnXIeK9dmC8HeZ61fR2bsd3naeUodiFt+c/h8/RW4jZOkiHNu3M+/NZDKaz5uD0gIK3oTqiYRtoeQqDdqA9ti2b1jP6wShtgy56eijTvNsuyekDsVsfr64jc/P/kTQK7Nw7dnDbPdp/PRT6Pz9kYte4fWCSNgWTK62wrnPGDTezaUORRAsStovawhw8iXYNVDqUMxm97VDrPzjK/wmvYjn0IdNfn2Xnt1pNHSIeG5dj4he4vWAsbiA+C/nYMhKkjoUQbAYzv2f40aztsz87TXKaLgfY0HOfizqOoXkzVuI/e6/JrmmbYvmhCxZhMLKdM+t4+Pj6dOnD1999RVdu3Ytfz08PJyAgABSUlIoKSkhNjYWf39/AMaMGUNiYiIAU6dOBSAyMpJnn32WhQsX0r9/f5PF1xCIEXY9IFNZ0Wj0MuTamm8BKQgNXcb2r3HW2NLZx8zPeSV2OSOaV/aswO3hAfhPnljr/uNWnp4EL3rVpMn6FpVKxcKFC8nLq7iZ0aJFi9i4cSOfffYZbm5ubNy4kY0bNzJy5MgKx0VFRTFhwgQWL14sknUlRMKuB2RyOQqtLZ6jFovKcUEoZyR//0+Mb/s4SnnD7nkdn5vEyzuXY9elE81fmXXfm3IobXW0XL7UbNPgbm5udOnShbfffvuez7127RoTJkxgyZIl9O3b1wzR1X8iYdcTMoUKlZMnbo/OBEQXIkEAyP1jM2pDKQMDekoditllFmYzaftSlCHNCFm6CPk9LsOSKZWELFmEys4Omdx8H/1z587lwIEDHDx4sMbnxMTEMHbsWLy8vOjVq5fZYqvvRMKuR+QqDda+LXHqN17qUATBYuRu/YzHWw5Bq7KWOhSzKygp4KVtiyn2cv6z/7hNjc9tNnMG1j7eZq8I1+l0vPbaa5VOjVdlx44dLFu2jNzcXNauXWvW+OozkbDrGbnaCrs2fcRyL0H4U0HkMYw56TwWMljqUOqEwWhg2vbXSLeVEfruO6idHKs9p/Ezo3Bs16bOmqN069btnqbGx44dS69evVixYgXvv/8+ly5dMnOE9ZNI2PXQreVe1v4Nu9hGEGoqa8N79PPvgbO2+uTVEBgxMmf320SWZhD67gqsPDyqPNY1vBeNhj5c58u3bk2Np6amVnus6s9Rf7NmzZg0aRIzZsygsLDQ3CHWOyJh11NylQb3R2ei8aqb9oWCYMn0KdcoSYxiTOjI6g9uQF4/8CFHs6/QetXbaJvc2X/c6aGO+E98QZK11remxktKSu7pvPHjx+Pi4sLy5cvNFFn9JdZh13NGfSFJ/1lCceJVqUMRBEnJdU54Tv6QBbtWEpMdL3U4dWpM60cZ2KQbF5f9txQoAAAS+ElEQVQtJ/fCRQAc2oTSfP4rokd4A6JYsmTJEqmDEO6fTKFCF9yNguhTlOZlSx2OIEimTF+IlZsvAQGd+P3aYanDqVNnUi5SIisjfORz5F+7jtrRgRYL5okuZg2MGGE3EMbiAhLXLkCfGiN1KIIgHaWaRjO+YuWhzzmbclHqaOpcryZhvBj6DwCRrBsg8Qy7gZCprfEc/RoqFx+pQxEE6Rj0FJ7YxvPtn0RWy45g9VFcbiIlCplI1g2USNgNhEwmQ66xptHY11E5e0kdjiBIJmv3t9gprenh20nqUOqUv5Mvi3pNx0olnlk3VCJhNyAymRy5RkujsctROjbMvYIFoSbyf/8Po0NHolI8GNtG3krW1ioxsm7IRMJuYG4mbRu8xr2B0rHqtZmC0JDdOLUDhb6Ih5uFSx2K2fk5NhbJ+gEhEnYDJJPLkVvp8Hr2HdQeTaUORxAkkfvrRzwaPAiduubtO+sbfydfFveeIZL1A0Ik7AZKJpejsLKh0ejXsfJtKXU4glDnCqPPUJqZzBMth0odilm0b9RaJOsHjEjYDZxcbYXHE/OxaR4mdSiCUOcyN6ymd9Mw3GxcpA7FpAYG9mZ62HNYKUWB2YNEJOwHgFylwXXYVLFhiPDAKUmLQx9/ibFtHpM6FJOQIWNs28cZ1Xo4GqVa6nCEOiYS9gNCrtLgHD4ax16jpA5FEOpU+s+rae3RHH+nO3tt1ycquZLZ3SbSx6+rGFk/oETCfoDI1VbYd3wYlyGTQSb+0wsPBmNBLsUXDvF8+6ekDuW+2ai1vNZnNq3cm4tk/QATn9oPGLnaCl2LLrj/Yx4yMaUmPCDSf/2ERjpX2nnWvwJMNxsXVgx4FR97TzEN/oATCfsBJFdbYe0bgtfzK1HauUodjiCYn9FA0ZHNPNf+SeT1aHbJ38mXt/vPw9HK4YFpAiNUrf78yxVMSq7SoHL0wGvCKqwah0gdjiCYXdb+H7CRKendtH6smLi1bMtGrUUhFx/VgkjYDzSZXIHCygaPJ1/FruPDUocjCGaXt3MtT4eOQKOw7KnlgYG9xLIt4Q4iYQvIVRqceo3Cbfh0UCilDkcQzCbv3B5kBXkMa95f6lAqpZIrmdxpLKNaPyKeVwt3EAlbAG4+19YGPYTXs++g0DlKHY4gmE32pg8Z1rwv9hpbqUOpwN3GhZUDF9DZu50YWQuVEglbKCdXaVA5e+H9wntovJpJHY4gmEVx7AVK0hJ4qvVwqUMp19ErlHcGvIqbjasYWQtVEglbqECuUKKw1uH59BLsOw0DZFKHJAgml/nzSro17oinrbukcShkcsa3/QfTOo/HWmUlisuEu5KVlZWVSR2EYJmM+iKKU66Run4lpXnZUocjCCbl+sSrRNloeGPfh5Lc30XrxJxuE/G0dUMjpsCFGhBf54QqydVWWDUKxPvF99EGtJc6HEEwqYyN79HcxZ8gF786v3eYTztWDVyIj30jkayFGhMjbKFGjCXF5J3fT8a2Lykz6KUORxBMwnnQi2T7BTN72/I6uZ9GoebFjk/TwStUFJYJ90yMsIUakas06EK64/3iGtRu9XsTBUG4JWPbl7hZO/KQVxuz36upow/vDV7CQ15tRLIW7osYYQv3pKzMSJmhhMy935N7dBMg/vkI9Zt92CPIOg9h8uYFlJYZTX59hUzOsOb9eTR4EGqFCplMFHIK90ckbOG+GPVF6FNjSP3lfQxZyVKHIwi14jH9C76/vJ3fIveY9LqBzk2Z2mk8DtZ2YlQt1JpI2MJ9KzOWUlZqIPvgerIP/wzGUqlDEoT7YtOiC7ZDJvHSpvkUGopqfT1rlRVj2zxG18YdxahaMBmRsIVaM+qLKM3PIXXjexQnXJE6HEG4L+4vfcCOlHP89+yGWl2ns3c7Xug4CrVchVo0QRFMSCRswWRuVpIfIGPnvykrLpA6HEG4J+pGgbiOXsa0XxeRVZRzz+e7ap2Y1Gks/k6+YvpbMAuRsAWTMpboKTMUk/7rJ+RfPiJ1OIJwT9zGvcGpkmw+OPrvGp+jkMkZEtSXx0IGo5ArUcoV5gtQeKCJZV2CSclVahTWtrgOm4rHqMUo7VylDkkQaixz/bs85N0WH/tGNTo+wKkJ7w5azMiQwWiUmjpN1leuXCEoKIht27aVvzZ69Gjat2+PXl+xV8Lw4cMZPXo0AB988AFBQUGcOnWqwjHLly8nKCgIgPXr1zN37tzy91JSUhgwYABr1641168j1IBI2IJZyNVWWDUOxnviGpz6jkOu0UodkiBUy5Cbjj7qFM+2/cddj7NWWfFih2dY3HsGHjpXSabA161bx8CBA/nhhx8qvK7T6Thw4ED5z9HR0aSmplY4xsPDo0KiLysr49ixY5XeJy0tjXHjxjFmzBjGjBljwt9AuFciYQtmI1cokas02LUbQOOpn2L30BCQi/22BcuW9sv7+Dv5EuJ25451CrmCQYG9+WjIcrr7dkSjVEtSAV5SUsKmTZuYPn0658+fJzY2tvy9/v37V0jGW7ZsYcCAARXO79OnD7t27Sr/+fjx4/x/e3cbW1Wd4HH8e86959zb9tIHtFza0mJ5UJmhLNKKFUtRbGyp+ICzmYh3TMRxsphdNJJWZWMcs+tDsolrUMmuCftCTHdBLYS4MXZBKdSFEV0e6sBoHevIWm1YWrCUtveee+/ZF+1UO2VkZqDcHvr7JIRwzrnt/7wo356n/5k/f/TkMV1dXaxatYpVq1YRiUTGYE/kz6Fgy5gzLRszkM7kJSspWvOvZFx9faqHJPLHxQYYOLiTny+4G2PobXUGBjcUlfEvy59h5bzbybDTU3oH+O7du8nPz6e4uJiqqqoRR9mVlZXs378fx3EAaG5u5qabbhrx+ZycHAoLC2ltbQUGo15bWztim+7ubu677z4cx+HOO+8c4z2SP4WCLReNaQfxh3LIve1vKfjFPxMouCrVQxI5q+4dr3JZYBKLikqZF57DC7W/5G/KImSnZRH0B1M9PBobG1m+fDkAtbW1bN26dfi6tW3blJaWsnfvXtra2igsLCQYHD3mZcuW0dTURCKR4ODBg5SVlY1Y39LSwv33309RURHPP//82O+UnJPOT8pFZ9pp2LlF5EV+ycCxo3T917/hdH+T6mGJfE+SWOtu/u66+3CS8XH1mFZXVxctLS0cOXKETZs24bouPT097NixY3ibmpoampqaCIfDo46cf6+qqoqVK1dSUVFBWVkZ5h+8i7u2tpYVK1ZQUVHB7bffzqJFi1iyZMmY7pv8MB1hS0oYhoFpBUgrnkfBA88T/smjWJdPS/WwRAjkzyLv3n9k0vybMQ1zXMUaYPv27ZSXl7Nnzx7ee+89du3axerVq9m8efPwNpWVlXzwwQfs2bOHysrKs36dnJwcCgoKWL9+/VmjblkWALm5uTz11FOsW7eOEydOjM1OyZ9EwZaUMkwfphUg/coyCu7/J8I//Xu9DUxSws6bSV7kKfJ+9g8EC6/GtIPjckrRbdu2cc8994xYFolEaG1tpb29HRg8Lb5gwQJmzJhBIPDHf+Goqamhs7OTa6655ge/Z3V1NYsXL+axxx5DU3ekjiZOkXHFTSZxEw7Rjja6d/8H0a8+TfWQ5JJmkD67lJzFP8W6rADDb2OYOo6R8UnBlnHJdZO4TgznZCcnm/+dvt8eQK/ylAvF8NuE5t1Ezg0/wQykYwbSUj0kkXNSsGXcS0b7SfSf5tTebfQe2YMbO/+3KcnE5MvIJnPhrWSVLgNj8AZIEa9QsMUzkrF+MEx6j/43Pfv/k9jxL1M9JPEIK7eQnBv+mvSrFoI7ODeAiNco2OI5biKBm4zjnOzk219t58xv9uHGY+f+oEwohhUkY871ZF1bO3h92vRj+PRiDvEuBVs8LRntBwNOt+6i58O39Ty3ECycQ2ZpDelXXgvJpK5PyyVDwZZLgpuI4yYTOCe+oudAE2c++YDkQG+qhyUXiW/SZCbNW0pmaTWmnYZhBXS3t1xyFGy55CRj/Rimn4GvP+P0oZ2cafsQN9qX6mHJBWb4bdJnl5F1bS123kxwXUxrfE1yInIhKdhySUtG+8HnY+B/f8Ppgzvp++3/4DrRVA9L/kJmWoj0WWWESpaQVjgHN+Ho1a0yYSjYMmEko31g+un/XSu9h3fR98Vh3Fh/qocl5+DLvJyMKxcyad6N2LlFuIm4rkvLhKRgy4SUjPZh+CxiXR2c+WQffZ8fJPZNO5qcZXywLi8k4+rrCc1djD/rcp3uFkHBFsGNO7iJOBjQ/7tfc+aTX9H/xSESvadSPbQJw58zlbTpc0mfVUqw6EcYPj+YPky/leqhiYwbCvYE0tbWxm233caLL75IdXU1APfeey+dnZ2kp6eTSCQIhUI89NBDLFq0aHj90aNH2bdvH7b93WQTd9xxB5mZmbz22ms8/vjjLFy4kLvuuguA/fv3s3btWtavX09paenF39HzlIz2Y/j8xE93c6btQwaO/Zpox2ckzijgF4o/awppVwwFevqPMfz24FG0nfp3TYuMV3of9gTS2NhITU0NW7ZsGQ42wNNPP811110HwMcff8wDDzxAQ0MDs2bNAiAUCvH++++zdOlSANrb2zl+/DiZmZmjvsdHH31EXV0dL7/8MvPnz78Ie3Xh/f76qJUTJuvaZWT+1VLw+3FjA0S//oz+L1oZ6PiMWGc7bsJJ8WjHP8NvY0+Zjj21mLTpJaRdMRfDCoCb1NSgIn8GBXuCcByHt956i4aGBu6++26OHTtGUVHRqO1KSkpYtmwZb7zxBuvWrQPglltuoampaTjYb7/9NtXV1Xz++ecjPnvgwAHq6+vZsGEDJSUlI9Zt3bqVjo4O1qxZM0Z7ODYM04cRHLoL2W8PHRGWDN6dbAVwTh1n4NgRBo4dJXb8S5yuryd0xM1AOvbUGQTCxQQL52DnzcAfyiHpxDB8Pl2HFjkPCvYEsXv3bvLz8ykuLqaqqootW7ZQX19/1m1nz55Nc3Pz8L8rKyt58skncRwHy7Jobm5mzZo1I4J9+PBhnnnmGaqqqkbF+lJjWjYMzUVtX5aPNTmP0I8qABfDCpDsP02s+xti37QT+78viZ3owOn6imT/pTORiy+UjT87jJU9FWvyVAIFVxEIX4EZzCDpRDH8Fqb/u0soPp/+qxE5X/opmiAaGxtZvnw5ALW1tdTV1fHwww+fdVvDMAgGv7uWaNs2paWl7N27l7y8PAoLC0esB3jnnXfYsGEDjz76KO+++y4333wzAA0NDbz++ut8++23OI7Dzp07ufHGG3nkkUfGaE8vPsMwML73mJEvI5u0jGyC067GdaK4yQSm3x6c//zUcZwTHTgnO0n0dhM/3U2i9ySJ3pPEe09CIp7CPRlimJhpIXwZWVjZYfzZYezLCrByC7Gyp+DLyMZNJnATcQzDHDWrmOIsMjb0kzUBdHV10dLSwpEjR9i0aROu69LT08OOHTvOuv2nn37KzJkzRyyrqamhqamJcDhMbW3tqM+sXbuW8vJynn32Werq6pg7dy7hcJhIJEIkEvHsKfHzYRgGxvduojKwCEyZTmDKdFzXxY3HBu9OZ+jUu9/CjTsk+08TP3OKRE8XiYFekgN9JGN9uLEobjxKMhbFdaIkncG/3XgUN+6AYQz9MTEMAzAw/BaGz4/hszB8Fvj9mIEMfGkhfKHJ+EPZ+DKyMdMmYQYzMANpQ+OIQzKO67qjjpaBwbu4dXpb5KJSsCeA7du3U15ezsaNG4eXvfTSS2zevHnUtq2trTQ1NfHmm2+OWF5ZWclzzz1HdnY2q1ev5tChQyPWW9bg4zcVFRXceuut1NXV8eqrr2JqPuezMgxj8MarP4ieYfsw7SD+rFzInz283HVdSCZwkwlwk+C6fP8BDwMD9xzPkBsYuMbQLwc+6wfn2jYsG9ArKEXGEwV7Ati2bduoU9CRSISNGzcSCoV44oknSE9PHz4V/sILLzBt2rQR29u2zYIFCwAIBH74yKq+vp4VK1bwyiuv8OCDDwIMP/IlfxnDMMDnHzyyFZEJSc9hi4iIeIDOV4qIiHiAgi0iIuIBCraIiIgHKNgiIiIeoGCLiIh4gIItIiLiAQq2iIiIByjYIiIiHqBgi4iIeICCLSIi4gEKtoiIiAco2CIiIh6gYIuIiHiAgi0iIuIBCraIiIgHKNgiIiIeoGCLiIh4gIItIiLiAQq2iIiIByjYIiIiHqBgi4iIeICCLSIi4gEKtoiIiAco2CIiIh6gYIuIiHiAgi0iIuIBCraIiIgHKNgiIiIeoGCLiIh4gIItIiLiAQq2iIiIByjYIiIiHqBgi4iIeICCLSIi4gEKtoiIiAco2CIiIh6gYIuIiHiAgi0iIuIBCraIiIgHKNgiIiIeoGCLiIh4gIItIiLiAQq2iIiIByjYIiIiHqBgi4iIeICCLSIi4gEKtoiIiAco2CIiIh6gYIuIiHiAgi0iIuIBCraIiIgHKNgiIiIeoGCLiIh4gIItIiLiAf8Pd6BeqZUNI38AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"parliament_agg_df.plot.pie(y='Vote Percentage', figsize=(8, 8), autopct='%.2f', labels=parliament_agg_df['Party/Alliance'],\n",
" title='2019 General Election: Party/Alliance Vote share')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# 2. Winner/Loser voting difference"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xa0d29b0>"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"parliament_df.boxplot(column=['DMK+', 'ADMK+', 'AMMK', 'NTK', 'MNM', 'Others', 'NOTA'], fontsize=15, figsize=(12, 7))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"parliament_df['Winning Percentage'] = parliament_df['DMK+'] - parliament_df['ADMK+']"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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>Constituency Name</th>\n",
" <th>Reserved</th>\n",
" <th>DMK+</th>\n",
" <th>ADMK+</th>\n",
" <th>AMMK</th>\n",
" <th>MNM</th>\n",
" <th>NTK</th>\n",
" <th>NOTA</th>\n",
" <th>Others</th>\n",
" <th>Title</th>\n",
" <th>Winning Percentage</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Arrakonam</td>\n",
" <td>NaN</td>\n",
" <td>57.06</td>\n",
" <td>29.14</td>\n",
" <td>5.67</td>\n",
" <td>2.02</td>\n",
" <td>2.49</td>\n",
" <td>1.03</td>\n",
" <td>2.59</td>\n",
" <td>Arrakonam</td>\n",
" <td>27.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Arani</td>\n",
" <td>NaN</td>\n",
" <td>54.00</td>\n",
" <td>33.83</td>\n",
" <td>4.05</td>\n",
" <td>1.29</td>\n",
" <td>2.83</td>\n",
" <td>1.48</td>\n",
" <td>2.52</td>\n",
" <td>Arani</td>\n",
" <td>20.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Chennai North</td>\n",
" <td>NaN</td>\n",
" <td>61.85</td>\n",
" <td>13.55</td>\n",
" <td>3.48</td>\n",
" <td>10.80</td>\n",
" <td>6.33</td>\n",
" <td>1.64</td>\n",
" <td>2.35</td>\n",
" <td>Chennai North</td>\n",
" <td>48.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Chennai South</td>\n",
" <td>NaN</td>\n",
" <td>50.17</td>\n",
" <td>26.88</td>\n",
" <td>2.62</td>\n",
" <td>12.03</td>\n",
" <td>4.46</td>\n",
" <td>1.50</td>\n",
" <td>2.34</td>\n",
" <td>Chennai South</td>\n",
" <td>23.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Chennai Central</td>\n",
" <td>NaN</td>\n",
" <td>57.15</td>\n",
" <td>18.77</td>\n",
" <td>3.02</td>\n",
" <td>11.74</td>\n",
" <td>3.93</td>\n",
" <td>1.76</td>\n",
" <td>3.63</td>\n",
" <td>Chennai Central</td>\n",
" <td>38.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Chidabaram</td>\n",
" <td>yes</td>\n",
" <td>43.38</td>\n",
" <td>43.10</td>\n",
" <td>5.40</td>\n",
" <td>1.33</td>\n",
" <td>3.25</td>\n",
" <td>1.35</td>\n",
" <td>2.19</td>\n",
" <td>Chidabaram(SC)</td>\n",
" <td>0.28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Coimbatore</td>\n",
" <td>NaN</td>\n",
" <td>45.66</td>\n",
" <td>31.34</td>\n",
" <td>3.04</td>\n",
" <td>11.66</td>\n",
" <td>4.84</td>\n",
" <td>1.85</td>\n",
" <td>1.61</td>\n",
" <td>Coimbatore</td>\n",
" <td>14.32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Cuddalore</td>\n",
" <td>NaN</td>\n",
" <td>50.05</td>\n",
" <td>36.25</td>\n",
" <td>4.30</td>\n",
" <td>2.27</td>\n",
" <td>3.33</td>\n",
" <td>0.84</td>\n",
" <td>2.96</td>\n",
" <td>Cuddalore</td>\n",
" <td>13.80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Dharmapuri</td>\n",
" <td>NaN</td>\n",
" <td>47.01</td>\n",
" <td>41.22</td>\n",
" <td>4.39</td>\n",
" <td>1.28</td>\n",
" <td>1.61</td>\n",
" <td>1.09</td>\n",
" <td>3.40</td>\n",
" <td>Dharmapuri</td>\n",
" <td>5.79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Dindigul</td>\n",
" <td>NaN</td>\n",
" <td>64.35</td>\n",
" <td>17.89</td>\n",
" <td>5.42</td>\n",
" <td>3.34</td>\n",
" <td>4.74</td>\n",
" <td>1.22</td>\n",
" <td>3.04</td>\n",
" <td>Dindigul</td>\n",
" <td>46.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Erode</td>\n",
" <td>NaN</td>\n",
" <td>52.78</td>\n",
" <td>33.05</td>\n",
" <td>2.42</td>\n",
" <td>4.47</td>\n",
" <td>3.65</td>\n",
" <td>1.39</td>\n",
" <td>2.24</td>\n",
" <td>Erode</td>\n",
" <td>19.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Kallakurichi</td>\n",
" <td>NaN</td>\n",
" <td>59.92</td>\n",
" <td>26.72</td>\n",
" <td>4.17</td>\n",
" <td>1.21</td>\n",
" <td>2.51</td>\n",
" <td>0.96</td>\n",
" <td>4.51</td>\n",
" <td>Kallakurichi</td>\n",
" <td>33.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Kancheepuram</td>\n",
" <td>yes</td>\n",
" <td>55.27</td>\n",
" <td>32.11</td>\n",
" <td>4.46</td>\n",
" <td>0.00</td>\n",
" <td>5.07</td>\n",
" <td>1.75</td>\n",
" <td>1.34</td>\n",
" <td>Kancheepuram(SC)</td>\n",
" <td>23.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Kanniyakumari</td>\n",
" <td>NaN</td>\n",
" <td>59.83</td>\n",
" <td>35.04</td>\n",
" <td>1.18</td>\n",
" <td>0.82</td>\n",
" <td>1.63</td>\n",
" <td>0.58</td>\n",
" <td>0.92</td>\n",
" <td>Kanniyakumari</td>\n",
" <td>24.79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Karur</td>\n",
" <td>NaN</td>\n",
" <td>63.06</td>\n",
" <td>24.94</td>\n",
" <td>2.82</td>\n",
" <td>1.45</td>\n",
" <td>3.49</td>\n",
" <td>0.87</td>\n",
" <td>3.37</td>\n",
" <td>Karur</td>\n",
" <td>38.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Krishnagiri</td>\n",
" <td>NaN</td>\n",
" <td>52.64</td>\n",
" <td>39.14</td>\n",
" <td>0.76</td>\n",
" <td>1.46</td>\n",
" <td>2.41</td>\n",
" <td>1.71</td>\n",
" <td>1.88</td>\n",
" <td>Krishnagiri</td>\n",
" <td>13.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Madurai</td>\n",
" <td>NaN</td>\n",
" <td>44.00</td>\n",
" <td>30.28</td>\n",
" <td>8.44</td>\n",
" <td>8.37</td>\n",
" <td>4.22</td>\n",
" <td>1.59</td>\n",
" <td>3.10</td>\n",
" <td>Madurai</td>\n",
" <td>13.72</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Mayiladudurai</td>\n",
" <td>NaN</td>\n",
" <td>54.62</td>\n",
" <td>30.80</td>\n",
" <td>6.29</td>\n",
" <td>1.55</td>\n",
" <td>3.74</td>\n",
" <td>0.75</td>\n",
" <td>2.25</td>\n",
" <td>Mayiladudurai</td>\n",
" <td>23.82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Nagapattinam</td>\n",
" <td>yes</td>\n",
" <td>52.17</td>\n",
" <td>31.09</td>\n",
" <td>7.02</td>\n",
" <td>1.45</td>\n",
" <td>5.13</td>\n",
" <td>0.94</td>\n",
" <td>2.20</td>\n",
" <td>Nagapattinam(SC)</td>\n",
" <td>21.08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Namakkal</td>\n",
" <td>NaN</td>\n",
" <td>55.24</td>\n",
" <td>31.85</td>\n",
" <td>2.06</td>\n",
" <td>2.73</td>\n",
" <td>3.40</td>\n",
" <td>1.33</td>\n",
" <td>3.39</td>\n",
" <td>Namakkal</td>\n",
" <td>23.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Nilgris</td>\n",
" <td>yes</td>\n",
" <td>54.20</td>\n",
" <td>33.84</td>\n",
" <td>4.00</td>\n",
" <td>4.07</td>\n",
" <td>0.00</td>\n",
" <td>1.80</td>\n",
" <td>2.09</td>\n",
" <td>Nilgris(SC)</td>\n",
" <td>20.36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Perambalur</td>\n",
" <td>NaN</td>\n",
" <td>62.00</td>\n",
" <td>25.41</td>\n",
" <td>4.13</td>\n",
" <td>0.00</td>\n",
" <td>4.86</td>\n",
" <td>1.03</td>\n",
" <td>2.57</td>\n",
" <td>Perambalur</td>\n",
" <td>36.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Pollachi</td>\n",
" <td>NaN</td>\n",
" <td>51.23</td>\n",
" <td>34.97</td>\n",
" <td>2.46</td>\n",
" <td>5.52</td>\n",
" <td>2.91</td>\n",
" <td>1.40</td>\n",
" <td>1.51</td>\n",
" <td>Pollachi</td>\n",
" <td>16.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Ramanathapuram</td>\n",
" <td>NaN</td>\n",
" <td>44.08</td>\n",
" <td>32.16</td>\n",
" <td>13.30</td>\n",
" <td>1.40</td>\n",
" <td>4.35</td>\n",
" <td>0.71</td>\n",
" <td>4.00</td>\n",
" <td>Ramanathapuram</td>\n",
" <td>11.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Salem</td>\n",
" <td>NaN</td>\n",
" <td>48.29</td>\n",
" <td>36.59</td>\n",
" <td>4.17</td>\n",
" <td>4.67</td>\n",
" <td>2.70</td>\n",
" <td>1.36</td>\n",
" <td>2.22</td>\n",
" <td>Salem</td>\n",
" <td>11.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Sivaganga</td>\n",
" <td>NaN</td>\n",
" <td>52.20</td>\n",
" <td>21.56</td>\n",
" <td>11.30</td>\n",
" <td>2.11</td>\n",
" <td>6.66</td>\n",
" <td>0.86</td>\n",
" <td>5.31</td>\n",
" <td>Sivaganga</td>\n",
" <td>30.64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Sripermabadur</td>\n",
" <td>NaN</td>\n",
" <td>56.39</td>\n",
" <td>20.28</td>\n",
" <td>2.95</td>\n",
" <td>9.63</td>\n",
" <td>6.04</td>\n",
" <td>1.66</td>\n",
" <td>3.05</td>\n",
" <td>Sripermabadur</td>\n",
" <td>36.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Tenkasi</td>\n",
" <td>yes</td>\n",
" <td>44.69</td>\n",
" <td>33.40</td>\n",
" <td>8.64</td>\n",
" <td>2.25</td>\n",
" <td>5.58</td>\n",
" <td>1.32</td>\n",
" <td>4.12</td>\n",
" <td>Tenkasi(SC)</td>\n",
" <td>11.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Thanjavur</td>\n",
" <td>NaN</td>\n",
" <td>55.60</td>\n",
" <td>20.85</td>\n",
" <td>2.67</td>\n",
" <td>2.22</td>\n",
" <td>5.47</td>\n",
" <td>1.43</td>\n",
" <td>11.76</td>\n",
" <td>Thanjavur</td>\n",
" <td>34.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Theni</td>\n",
" <td>NaN</td>\n",
" <td>36.48</td>\n",
" <td>43.02</td>\n",
" <td>12.28</td>\n",
" <td>1.44</td>\n",
" <td>2.37</td>\n",
" <td>0.91</td>\n",
" <td>3.50</td>\n",
" <td>Theni</td>\n",
" <td>-6.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Thiruvallur</td>\n",
" <td>yes</td>\n",
" <td>54.49</td>\n",
" <td>29.14</td>\n",
" <td>2.41</td>\n",
" <td>5.24</td>\n",
" <td>4.65</td>\n",
" <td>1.30</td>\n",
" <td>2.77</td>\n",
" <td>Thiruvallur(SC)</td>\n",
" <td>25.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Thoothukudi</td>\n",
" <td>NaN</td>\n",
" <td>56.81</td>\n",
" <td>21.78</td>\n",
" <td>7.75</td>\n",
" <td>2.59</td>\n",
" <td>4.97</td>\n",
" <td>0.93</td>\n",
" <td>5.17</td>\n",
" <td>Thoothukudi</td>\n",
" <td>35.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Tirucharapalli</td>\n",
" <td>NaN</td>\n",
" <td>59.28</td>\n",
" <td>15.46</td>\n",
" <td>9.62</td>\n",
" <td>4.02</td>\n",
" <td>6.23</td>\n",
" <td>1.38</td>\n",
" <td>4.01</td>\n",
" <td>Tirucharapalli</td>\n",
" <td>43.82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Tirunelveli</td>\n",
" <td>NaN</td>\n",
" <td>50.26</td>\n",
" <td>32.43</td>\n",
" <td>5.98</td>\n",
" <td>2.22</td>\n",
" <td>4.80</td>\n",
" <td>1.05</td>\n",
" <td>3.26</td>\n",
" <td>Tirunelveli</td>\n",
" <td>17.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Tiruppur</td>\n",
" <td>NaN</td>\n",
" <td>45.44</td>\n",
" <td>37.10</td>\n",
" <td>3.91</td>\n",
" <td>5.78</td>\n",
" <td>3.77</td>\n",
" <td>1.95</td>\n",
" <td>2.05</td>\n",
" <td>Tiruppur</td>\n",
" <td>8.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Tiruvanamalai</td>\n",
" <td>NaN</td>\n",
" <td>57.85</td>\n",
" <td>31.44</td>\n",
" <td>3.35</td>\n",
" <td>1.27</td>\n",
" <td>2.39</td>\n",
" <td>1.07</td>\n",
" <td>2.63</td>\n",
" <td>Tiruvanamalai</td>\n",
" <td>26.41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Villupuram</td>\n",
" <td>yes</td>\n",
" <td>49.28</td>\n",
" <td>38.00</td>\n",
" <td>5.11</td>\n",
" <td>1.58</td>\n",
" <td>2.17</td>\n",
" <td>1.05</td>\n",
" <td>2.81</td>\n",
" <td>Villupuram(SC)</td>\n",
" <td>11.28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Viruthunagar</td>\n",
" <td>NaN</td>\n",
" <td>43.81</td>\n",
" <td>29.43</td>\n",
" <td>10.01</td>\n",
" <td>5.32</td>\n",
" <td>4.94</td>\n",
" <td>1.61</td>\n",
" <td>4.88</td>\n",
" <td>Viruthunagar</td>\n",
" <td>14.38</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Constituency Name Reserved DMK+ ADMK+ AMMK MNM NTK NOTA Others \\\n",
"0 Arrakonam NaN 57.06 29.14 5.67 2.02 2.49 1.03 2.59 \n",
"1 Arani NaN 54.00 33.83 4.05 1.29 2.83 1.48 2.52 \n",
"2 Chennai North NaN 61.85 13.55 3.48 10.80 6.33 1.64 2.35 \n",
"3 Chennai South NaN 50.17 26.88 2.62 12.03 4.46 1.50 2.34 \n",
"4 Chennai Central NaN 57.15 18.77 3.02 11.74 3.93 1.76 3.63 \n",
"5 Chidabaram yes 43.38 43.10 5.40 1.33 3.25 1.35 2.19 \n",
"6 Coimbatore NaN 45.66 31.34 3.04 11.66 4.84 1.85 1.61 \n",
"7 Cuddalore NaN 50.05 36.25 4.30 2.27 3.33 0.84 2.96 \n",
"8 Dharmapuri NaN 47.01 41.22 4.39 1.28 1.61 1.09 3.40 \n",
"9 Dindigul NaN 64.35 17.89 5.42 3.34 4.74 1.22 3.04 \n",
"10 Erode NaN 52.78 33.05 2.42 4.47 3.65 1.39 2.24 \n",
"11 Kallakurichi NaN 59.92 26.72 4.17 1.21 2.51 0.96 4.51 \n",
"12 Kancheepuram yes 55.27 32.11 4.46 0.00 5.07 1.75 1.34 \n",
"13 Kanniyakumari NaN 59.83 35.04 1.18 0.82 1.63 0.58 0.92 \n",
"14 Karur NaN 63.06 24.94 2.82 1.45 3.49 0.87 3.37 \n",
"15 Krishnagiri NaN 52.64 39.14 0.76 1.46 2.41 1.71 1.88 \n",
"16 Madurai NaN 44.00 30.28 8.44 8.37 4.22 1.59 3.10 \n",
"17 Mayiladudurai NaN 54.62 30.80 6.29 1.55 3.74 0.75 2.25 \n",
"18 Nagapattinam yes 52.17 31.09 7.02 1.45 5.13 0.94 2.20 \n",
"19 Namakkal NaN 55.24 31.85 2.06 2.73 3.40 1.33 3.39 \n",
"20 Nilgris yes 54.20 33.84 4.00 4.07 0.00 1.80 2.09 \n",
"21 Perambalur NaN 62.00 25.41 4.13 0.00 4.86 1.03 2.57 \n",
"22 Pollachi NaN 51.23 34.97 2.46 5.52 2.91 1.40 1.51 \n",
"23 Ramanathapuram NaN 44.08 32.16 13.30 1.40 4.35 0.71 4.00 \n",
"24 Salem NaN 48.29 36.59 4.17 4.67 2.70 1.36 2.22 \n",
"25 Sivaganga NaN 52.20 21.56 11.30 2.11 6.66 0.86 5.31 \n",
"26 Sripermabadur NaN 56.39 20.28 2.95 9.63 6.04 1.66 3.05 \n",
"27 Tenkasi yes 44.69 33.40 8.64 2.25 5.58 1.32 4.12 \n",
"28 Thanjavur NaN 55.60 20.85 2.67 2.22 5.47 1.43 11.76 \n",
"29 Theni NaN 36.48 43.02 12.28 1.44 2.37 0.91 3.50 \n",
"30 Thiruvallur yes 54.49 29.14 2.41 5.24 4.65 1.30 2.77 \n",
"31 Thoothukudi NaN 56.81 21.78 7.75 2.59 4.97 0.93 5.17 \n",
"32 Tirucharapalli NaN 59.28 15.46 9.62 4.02 6.23 1.38 4.01 \n",
"33 Tirunelveli NaN 50.26 32.43 5.98 2.22 4.80 1.05 3.26 \n",
"34 Tiruppur NaN 45.44 37.10 3.91 5.78 3.77 1.95 2.05 \n",
"35 Tiruvanamalai NaN 57.85 31.44 3.35 1.27 2.39 1.07 2.63 \n",
"36 Villupuram yes 49.28 38.00 5.11 1.58 2.17 1.05 2.81 \n",
"37 Viruthunagar NaN 43.81 29.43 10.01 5.32 4.94 1.61 4.88 \n",
"\n",
" Title Winning Percentage \n",
"0 Arrakonam 27.92 \n",
"1 Arani 20.17 \n",
"2 Chennai North 48.30 \n",
"3 Chennai South 23.29 \n",
"4 Chennai Central 38.38 \n",
"5 Chidabaram(SC) 0.28 \n",
"6 Coimbatore 14.32 \n",
"7 Cuddalore 13.80 \n",
"8 Dharmapuri 5.79 \n",
"9 Dindigul 46.46 \n",
"10 Erode 19.73 \n",
"11 Kallakurichi 33.20 \n",
"12 Kancheepuram(SC) 23.16 \n",
"13 Kanniyakumari 24.79 \n",
"14 Karur 38.12 \n",
"15 Krishnagiri 13.50 \n",
"16 Madurai 13.72 \n",
"17 Mayiladudurai 23.82 \n",
"18 Nagapattinam(SC) 21.08 \n",
"19 Namakkal 23.39 \n",
"20 Nilgris(SC) 20.36 \n",
"21 Perambalur 36.59 \n",
"22 Pollachi 16.26 \n",
"23 Ramanathapuram 11.92 \n",
"24 Salem 11.70 \n",
"25 Sivaganga 30.64 \n",
"26 Sripermabadur 36.11 \n",
"27 Tenkasi(SC) 11.29 \n",
"28 Thanjavur 34.75 \n",
"29 Theni -6.54 \n",
"30 Thiruvallur(SC) 25.35 \n",
"31 Thoothukudi 35.03 \n",
"32 Tirucharapalli 43.82 \n",
"33 Tirunelveli 17.83 \n",
"34 Tiruppur 8.34 \n",
"35 Tiruvanamalai 26.41 \n",
"36 Villupuram(SC) 11.28 \n",
"37 Viruthunagar 14.38 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parliament_df"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"filtered_df = parliament_df[parliament_df['Winning Percentage'] <= 10.0]\n",
"ax = filtered_df.plot(x='Title', kind='barh', y='Winning Percentage',\n",
" title='2019 General Election: Constituencies Winning Percentage <= 10.%',\n",
" figsize=(10, 5))\n",
"x_offset = -0.03\n",
"y_offset = 0.02\n",
"for idx, p in enumerate(ax.patches):\n",
" b = p.get_bbox()\n",
" val = f\"{filtered_df.iloc[idx]['Winning Percentage']:.2f}%\"\n",
" ax.annotate(val, ((b.x0 + b.x1)/2 + x_offset, b.y1 + y_offset))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# 3. Party wise constituency votes"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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pbty4Tu/e/QxKd/78BQgJ2cfy5evw9Z3Co0cPsbWtyIwZcyhcuAjGxsb07t2PM2dO6R12Ghsbw8mTx6RGr4NDW8LCQkhKSsp0O5lMJvWCpaepfHlbzpw5SUpKMlevXsbOrq7WdmfOnGLx4pWEhgbz++9/PRt59+4d3N2dcXd3JiYmmlGjhuHu7syePbsMKpOMpKSksGvXTlxde2UYZu7cmdSqVYdduw4QGLiLc+d+59ixwxQvXoJx4yYxe/YMevVyJjLyJmXLlpN+TGdELpezd28YDg7qMm3dug3Hjx/hxYvnGuEMqWuGhvs7dRLA03MsHTt2wdjYmNKlv6dZsxacPn1SI0x8fDw+PpPw8pqS6XDOjRv9Wbt2BTNnzteoG5nJli0b3t6+rFy5jHv37hi0TborVy5RqVIV+vYdwMSJY0hI0N8DYGhe3rdtWwBubr2lz5GREYSEBDFq1PgspTdd/foNiYy8yatXsYSHX6FUqdLkzp1bK5whZePg0IYDB9R1Y//+3bRu3S5LadF1LTE03IoVS6hSpRq1atXRuY2h9OUzo7qcmiqXhv5mZs+eMEqX/h4rq7IUKGBJrVp2bN+uPTrjY8roXEhKSmLixLE8efKYMWMmZinOv1MOtWrVJl++fACULfsDcXGvSEpK4sqVS6xevRx3d2f69+/FixfPuXPnFgDGxsbY2qpHz1hZlcXIyIh+/dxYtepXGjduSqVKVbKUbn11TKVS6ki/CiMj449WxwRB+GdEQ1oQBC0RETewsiqrsax8eVuUSiW3b0dy5MhvtGjhoLWdo2M72rf/keHDPUlISGDJkvl695U3bz5MTExwcGiDkZER+fMXoF69Bly/Hs6ePaFER7+kd28X3N2dAfDw6E9ExA2NOOLj4zl+/Kj02drahrJly3Hv3h2uXr3MqVPHpXUqFRgZGWFklPnlLywsBJlMxpgxI+jcuR1Lly4gMTGBfft2Z7iNSqUiMvImZcpoll36j/rjx49Rv35DTEy0n6rx85tLlSpV8fQcx9SpE3n69AkAZcqUxd8/AH//ACwtCzJ79kL8/QNo06Z9punX5+zZM5Qr9wPFi5fIMMyJE0dxcuqIkZERlpaWNGnSjEuXLiCXyylevCQrV/qzbl0Arq69ePYsimLFMh/WfeTIb7x7947582fRuXM7Jk0ah0wmIyhom0Y4Q+qaoeH+Tp1MS0tj/fo1JCYmSMvSe8Hfd+7c77x7944pU7xwd3fm1KkTBAYGsHr1ckB942Dy5PEcOnSA5cvXUa7cD3r3/T5raxvc3Prg7T0BuVxu8HY1a9amb98BuLr2omjR4vj4TNaa8O5D+vLyoVu3IkhLS6NatRrSsv3795CQkMCAAb2lGz9TpnhpnH+ZMTU1pXHjphw6dJB9+/Zk2vjVVzb29g25ceM6L14858qVSzpvXumS2bXE0HAHDuzl+PGjuLs7M3Omz//nnXA2aP+G5rNSpSpcvnxRK3x09EuePYuiQgXbTONVqVSEhgbx/PkzOnduR+fO7YiIuMmBA3t58+b130prZjI7F54/f86AAb0xNjZi8eLl5MqVy+B4bW0r8eTJI2JjY7TWXbp0kYoVK+vc7sNrsLqnPw2VSsXy5Wula+6KFf7SzUYzMzNpu1y5cuHvv4XBg4djZGTE5MnjCQ7eblCaDa1jhQsXITY2RuPcjYmJoWDBQh+1jgmC8PeJhrQgCBoePXqIv/9qund30VrXqpUjixbNo2TJ73Q+Y5z+TJu5uTnTpvmxb99uDhzYqxXuw23q128gNVATExM5f/4c5ctXYPr02WzevEP6UQOwaNEKbGwqaMRhZGTEjBlTCQ9Xz6x9795dHj16SIUKFUlMTGT+/Nm8fauepTkgYAONGzfTahS9Ly0tjV27duLpOY4dO8LYsSOM4OA9uLr2Yvv2LTobJWlpaaxbt4o8efJStWp1jXX29o24fj2c4OBAHB11z65qaqp+drFFCweaNWvB+PGjSE5OzrTs/okrVy5Ro0atTMP88IMNhw//Bqh7jM6d+x1b20qkpsoZOLCP1JMcGBhA5cpV9T53HhISRM+evQkK2i2Vq6fnOHbt0u7p11fXDA33d+qksbExp06dIDR0JwDPnz/j+PEjNG7cTCNcs2Yt2LEjTKqf6cNH+/ZVz148depEEhMTWL58rd5nxzPSo4cr+fMXkHreDWFmpq5LMpmMSZOmEhkZwfr1umfgNjQvH1LXn5oaPWbDho1k69ZgjRs/kyf7YG/fyOC0Ozi0Yd++MK5e1d/4zaxszMzMaNiwMT4+kzO8eaVLZtcSQ8OFhh5g/fot+PsHMGaMF8WLF5euX3+Hrnz27NmbI0d+07ix9/LlC7y9J/Djj120no/+0Pnz54iLe0VgYKh0LoaE7KNAAUtCQ4Mz3fbvyOhcSExMYOjQ/jRq1IQpU2YYPGIjXcGChejcuTve3hOIjn4pLd+zZxfHjx/BxcUNUJ/TaWmZj0bJkSMntraV2Lp1EwDv3r1j4MDeOm8EnT59kmHDBlKxYmX69OmPg0MbrRu8GTG0jhUqVJjixUty+PBBQH2zSyaTUaZM2Y9exwRB+HvEZGOCTmlpCuLiolEoDO8F+ZaZmJiRL19BjI2/vlNKPRGM+k62kZEMMzNz+vcfQr169lphW7ZszapVvzJjxly98ZYs+R1jxkzE19cbK6sypKWl4efno/PLfswYLxYunIOLSxfS0tJo0cKBJk2a692Hu7szY8d6YWNTgRkz5rBo0TwUCgWmpqZMnuxDoUKFKVSoMJ07d2fgwD4olUrKlCnL6NFegLrnXVeazpw5iUqlkiY9Ste1qzPbt2+Rhl4HBgZw8OA+ZDJQKpXY2FRgzpyFWuk0NzfH3r4ht25FavX06+LhMZIBA3rj5zcNb+/p0vIdO7Rfh+XnNw0bm/J06KA92Vhmnjx5hI1Nq0zj8/Kawrx5M3Fx2YNMJqNZs5a0aqWeZXvMmAl4enqgVCopVep7xo/3BiAmJhpPz2HMmbNQ48f87du3uH07Ej+/eRr7c3Bow/r1a9m7VzNvhta1v1sna9SoTEzM2wzr5OTJPsyePYN9+8JQKpV4eIykdOnvtcooI9evh3Ps2GFKlvyOgQP7SMsHDhyKnV1dPD096NChk95Gpkwmw8trKu7u3fXmT5c8efIyZYovw4YNxMamAmXLltN5fPRJ75lOb1g/fvyYIkWKZikthuS5YsXKJCUlY2+vv/Grr2wcHNowaFBfRowYpbXu1Cn1RFBz5mhOBJU9e/YMryVg2DUnMxERN+jb15fVqzdlGk5fPgsXLsKKFetYtWoZGzasxdjYBDMzM9q3/xEnp45649y5cwft23ckZ86c0jITExN69uzF6tUrcHbuKZV/RmWlT3pZKRSKDM+FW7ciePHiGSdOHOPEiWPSuoULl5GammpQXR0wYAi7d4cwduxI5PIUUlNTKV/eluXL10p1tE6deixerH80yuTJPsyfP4uePbuRmppK8+ataNmyNc+eab46rk6depw9e4aePbuRLVt2cuXKxZgxXhphPkYd8/aezsyZPqxfvwYzM3OmTZupdzSVIAj/HplK33gv4Zt07949TEzMyZkzj0HPWn3LVCoV7969IS0tBSsrq8+dHCGLhg4dqvFuVuGfGzt2LF5eXho/0gVNgYGBFClSRHrd0LfgW8yzLl/SNUeZKsfIVPstCF8KcS35cskVcsxMvty68760FDnG5l9eWlPlCkzNPn0HjCJVjokB57kyNQ0j04xH6/1TSoWS2LgE/QE/AyMjGQUKZP06IxrSAn18DvIyTnNY5YgOxcmVuwiIRrRhVCrevX3O/JCnnzslQhakJr0h5W0UOQuX/9xJ+c9QpsmJf3ad3CWq6w/8DXvz+Dy5i1dHZvTpfrR8ab7FPH/oS7vmhM114t70TvoDfgbJCiVnHr2lqZV4R/KXyGpCEF23DfzcyTBIYLdfOe305dXz+qFBTB2Z8bwrH8ukuW1ZMi7jiUXTDZmxjttzTn2ydJTztCc6+t0ni/+f+LsN6a9vHKrwr5DJEI3orJDJRHF9hUyz5cE0m/73SQuGMzI2E41oA+Qpmfnz6f9F32KePySuOYazMDESjWhBEL5ooiEtGKRCuYLkyPbxh8UkJMm5cTtab7jol8/x9OhJ8RKlAJDLUyhnbUv3n35GLpczYrAzTZq3pU//X6RtHt6/w4TR/eg3aDQNmzjg0qUpm7Yfkdb7r17Ik0f38Rw3AwsDX/ciCIIgCIIgCIIgGtL/wJMnT3BwcKBMmTIAJCcnU716dUaOHMmzZ8/YunUr06dP1xPLX6ytrYmMjGTLFvV7HHv06JHlNLm6ujJkyBDs7OyyvG1mcmQzo93I0I8aJ6iHlRkqX/4C+M5ZBaifSw4MWM3CuVMYOHQcOXPlJvzKHyjT0jD6/2zMZ88cJXdu3XezN6xdQtTTR4ya4JflWUIFQRAEQRAEQfi2ian//qFChQoRGhpKaGgo+/fvx9LSEg8PDypVqpSlRvT7evTo8bca0d8SmUxGp67uPHl8n6SkBCwsslH6+3JE3AyXwly7egHbStpDTDev/5Wopw/xHOur1Yj2mTyC6JfPP3n6BUEQBEEQBEH4eomG9Eckk8kYOnQot2/fZsOGDbi6ugLqXuJZs2bRrVs3WrRowfHj6ncSPnnyhB49euDk5MSkSZOkeBYvXizN6Ll3714cHBzo2LEjEyZMYOzYsQA0bdqUJ0+eAHDu3DlpX98SE1NTihQpTviV8wDY1W3MH2dPAHD3TgQlS1lhYmKqsc3WTSvZt3s77X90xszc/F9PsyAIgiAIgiAIXz8xtPsjMzMzo1SpUlhaWmosT01NZdu2bRw5coSFCxfSqFEjpk2bRseOHenSpQshISFs27ZNY5tXr17h6+tLUFAQBQsWxMPDQ7wC4gMymQwzM/Wz29Vr1mP71rUolUrOnTlKnXpNOHv6qEb4J48fMGDIWFYtm8302SvJnkNdnjN9RvPmdRwvnj9ltu84TExM6N3/F8qW+zJmVhUEQRAEQRCEr1nBgrk+dxI+KtGQ/gRkMhkWFppDhhs0aABAuXLleP36NQB//PEHc+fOBaB9+/Z4eXlpbHPhwgWqVatG4cKFAejQoQOHDh361Mn/aihSU3kW9Zgq1ezYG7Ydi2zZ+K6UFbcirvHn9ct0+6mfVkN6uOcUTExNCb9ynrWr5jNk+EQAxnjNAtRDu/sPHkPBQkX+9fwIgiAIgiAIwn/Vf+31V2Jo90cml8u5f/8+sbGxGsvN/z+MWPbBO5LSX+Mtk8kwMtI8HEZGRiiVygz3lb6tQqH4x+n+2iiVSoIC/SlTrgJG772T1K5eY7ZtXoWVlTXGxtrvKjUxVQ/1dus7jNsRf3L86L5/Lc2CIAiCIAiCIPw3iIb0R6RUKlm8eDFVqlThu+++0xu+Xr167Nq1C4CDBw+SkpKisb569epcu3aNly9folKp2Lt3r9QQz5cvH3fu3AHg8OHDHzknX6a4V7GM9/xZ+ot7FcOQ4Zq9+NVr1OPhg7vY1W+SaVw5cuSk3+DRbFy3lGdRj6XlXlPmi95oQRAEQRAEQRAyJYZ2/0MvX77EyUn9CielUkn58uWZN28eEREReredNGkSo0aNYtu2bVSsWJEcOXJorM+fPz9eXl707t0bMzMzSpQoQe7cuQHw8PBg2rRpLFmyBHt7+4+fsQ8kJMmz9KqqrMRriIKFirB+60Gd63LkzMWCZepXhllky8bazX/1MvcfMkb6//13SAPYVqrO6g27s5pkQRAEQRAEQRC+caIh/Q+UKFGC69ev61xnZ2cnvct548aNGtscOaJu0BUuXJgNGzZI63x9fQEYOnQoAHFxcURERLBr1y6MjIzw8fGhVKlSADRq1IhGjRpp7ff9fX1MN25Hf5J4BUEQBEEQBEEQvjaiIf0Fy5s3L2/fvqVt27YYGxtja2tL165dP3eyBEEQBEEQBEEQvmmiIf0Fk8lkWjN5C4IgCIIgCIIgCJ+XTJU+9bMgvOfPP29QrFipz52Mr0pU1ENsbSt87mQIgiAIgkGUqXKMTM0+dzKEr5BcIcfM5OuoO2kpcozNv7y0psoVmJp9+j5NRaocEwPOc2VqGkam2m+8+ViUCiXgEkk9AAAgAElEQVSxcQmfLP5/4u++/kr0SAvExsajVGreT1EqlSgUGb96S9CmVCq/2PfjfakKFswlykz4LETdEz6XL6/upegPIvxnfNz69zXVna8prZ/C589/wYK5PncSPjrx+itBEARBEARBEARByALRkBYEQRAEQRAEQRCELBBDuwWD5MtjhomZ+UePVyFPIe6NYe+SBrh37w49e3bHx2cmjRs3A2DIkH5ER78kW7bspKUpyJEjJ3369KdWLTtp/e3bkYSF/YaZ2V/PiLi7O5MzZ06WLFnJ9OneVKtWA0fHdgBcvnwRb+/xTJs2k8qVq37EHAuCIAiCIAiC8LUTDWnBICZm5tyb3umjx2s1IQgwvCG9Z88umjRpTmhosNSQBhgzxovq1WsCEBFxg19+GcrSpav4/nsrAHLkyMkff5zF3r4hAI8ePSAmJpqcObUnFrh69TJTp05k+vQ5VKxY6R/kThAEQRAEQRCE/yIxtFv4aigUCg4e3M/PPw/k1q0Inj59ojOcjU0FmjZtwe7dIdKyRo2acuzYYenz4cO/aTTE0127dpWpUycyY4Z2I3rv3jDWrFnxkXLzeT17FkXDhrVxd3fG3d0ZN7fuDBjQm8OHf5PCrFmzAnv7muzZs0tj26SkJFq0aMDo0cOlcPPmzZTWp6am4uU1hkGD+vL27dtM05GcnMy8eTPp1cuZ7t07EhCwQVp35Mgh3Nx64ObWHQ+PATx+/EhnHH/+eZ2+fXvy00+dGTZsIDExMdK6Y8cO07u3C66uXRk1ahhv3rw2uIwWL55P48Z1ePnyhcbyIUP60aVLe6nsXFy6smzZQhIT1TNRPnsWhb19TYYM6acV5/Tp3tjb1+T169c8exZFixYNNNYfPnyQNm2aceHCHwan80NKpZJlyxbi4tKVnj27MX78KOLi4jTCpKam8vPPbgQEbNQZx9u3b5g0aRw9enSkd++f2LFjq1aYqKintG7dlIiIGwan7fXr1zRtWp85c2ZoLL906QL29jXx8Zmstc2QIf2kcspKOFfXrhrrt27dxI8/OnLnzu1M05iSkoyv7xRcXbvi4tIVX98ppKQk6wy7Zs0KfvqpM66uXfHxmUxKinoylydPHjN8+KD/148ubNmyKdN9wl/15v3rFkBAwEamT/fm3bt3Up3r1q0DTZvWlz4vXbrwH+U5Pj4eL6/R/89zFzZt8teb3vHjR2mc97dv32LgwN64unZlwIDeXLx4Xm8cWTmeDRrU4vz5sxph5s2bKV2T08+tS5cuaIR59iyKBg1qaaRVn927Qxk9eoTecLrOgcWL59OxYxvp2EyaNE5vPJ07t2Pv3jC9dSBdXFwcM2f60K1bB9zcetCrlzMBARtIS0sDYMGC2dL+GzeuQ48eHaXP79flCRNG0aZNM5KT/1qWfkz0iYuLY+RID1xcuuDq2pVr167qDBcTE80vvwzBza0HPXt248CBvQDs27dbSpO7uzNdurSnUSM7Xr2KzXS/7x9jhULB+vVrcHHpgouL+nydO3cmb9++kcKvW7eKkyePAeo6ktE1759as2aFzmv+hwz9Xsso3PvH1t3dmbZtm+Pm1v2j5kUQBMOJhrTw1Thz5hRFihThu+9K0aBBY0JDgzMMa2VVhocPH0if69Spx+XLF1EoFP+P6yT169trbHPjxnU8PT2oVq0GNjb//ddYmZub4+8fgL9/AOvXb8XbezorVy7VuOFQuHAR6YdPumPHDpMtW3adcSYlJTFmzAjS0tKYP38puXPnzjQNc+bM4e3bt6xevZHVqzcQHLyd69evERsbw+zZvsyevYD167fSqFET5s+fpbV9amoqEyeOwcPjFzZv3kHjxs3w85sKqEcmzJ8/i+nTZ7FxYyAlS37HypXLDCqblJQUDhzYQ+PGzQgKCtRaP2iQh1R2/v4BJCYm4u391zvfzczMefToIc+fP9Mom4x+bAKEhASxZMkCFixYRs2atQ1Kpy579uwiMjKCtWs3sWHDNkqUKMGSJfM1wixcOJdnz55mGMeiRfPIli0bmzZtZ8UKf86ePcPp0yel9SkpKUybNhGFIjVLadu9O4QGDRry22/7NX7sAhQoYMnp0yc1ftQ/f/5M64emoeHet3LlMsLCQvj11zWULVsu0zSuX7+WtLQ01q/fyvr1W0hJSWHjRn+tcJcuXeDw4YNSOSckJBAUtA1Q/2Bv1qwl/v4BLF++jtDQYIMalkZGRixZsoBHjx5orcuVK5dU38aM8aJ48eLS58GDh/2jPK9e/SsFCxZm48ZAVq3aQEhIENevh2cYfvPm9YSHX9ZYNm7cSNq27cDGjYFMnz6LOXNmEBsbk0EMfzH0eJqamuLj483r1xnfDCtcuAj79+/RWLZ//x7y5cuvNx2gvoE0e7YvCxfOBTJ/M2hG58D16+FMmeIrHZupU2dkEMNfLCwssLDIBmReBwDevXvHwIF9KFnyOzZv3sH69VtYuHA5N2/eYNq0SQAMHz5K2r+lZUEmT/aRPpubWwDqBu7Vq5exta3E/v27P0iLhd40z5s3kypVqrJp03YmTZrGxIljNY5huhUrllKhQkXWr9/C3LmLmTPHj9jYGFq3biulafXqDeTPX4ARI0aTP3+BTPdrbm5OtmzqsvL2Hs/9+/dYtmw1mzYF4u8fQJEiRejfv5d0Y/PixfPS9/6nZGFhIaUrI4Z+r2UW7v1jO2PGHMzMzPHymvJJ8iQIgn6iIS18Nfbu3UXz5q0AaNasBXv3hpGaqvuHvEwmw9z8r2e6TU1NqVKlGufPn+PevTsUK1Zc+kGR7ujRQ8yYMZeLF89z6tRxaXlQUCDu7s6sXr2c0NBg3N2dWbFi6SfI4edVpEhR+vQZoHHH3s6uLvfv39Pold2/fw8tW7bW2v7t27eMGDGYYsVKMH36LKn8IyJu4O7urBVepVIRGhpK374DMDY2JmfOnCxatJxSpUpToIAlYWEHKVSoMAqFgufPn5M7dx6tOG7e/JPs2XNIz7G3bevExYvnefPmNQcO7KNNGyeKFi0GQO/e/XF27mlQWRw+fJBixUrQvftP7Nq1U+cPxHQmJiYMHTqCq1cvSTdvjI2NaNq0BQcP7pPCHT9+BHv7Rjrj2LjRn8DAAJYtW025ctZa63X1EHl6emjU03Tff2/FoEHDpPkArK0r8OLFc2n9/v17SEiIp25de61t00VG3qRVK0eMjY0xNTWlbl17jRss8+bNpHXrduTJkzfDOD6kVCoJDd1J69btqFKlGqGhOzXW586dmypVqnLixDGNtLZo4fC3wqXvc84cPy5dusCyZaspUqSotM7JyUlnb3rVqtVxc+uDkZERxsbG/PCDtcYNkffjlsvlpKSkoFAokMvlUpm3beskpSdnzpyUKFFCZxwfMjc3p3t3F7y9vTK8tumTWZ7d3Z115nnYME+pMR4bG0NqqpwcOXS/T/PSpQucO/c7Tk5/Perz+vVrXr58gYNDG0DdOC5Tphznzv2uN72GHs/ixUtQp049fH0zbjQ0a9aS06dPaPS6Hj78G02bNpc+nzp1HE9PD53bHznyG5aWBXXemPiQrnNALpdz+3YkAQEb6NmzGxMmjOL58+eZxKJWtWp1fvhBfd7rqwMhITv44QdrnJ17YmKifjovd+7ceHlN4eLF89y8+afe/QGEhgZTo0YtWrduy/btW1Gp1DcOSpe2olatOkDG126FQsGZMydp1+5HAMqVs6ZEiZKcO3dGK6xSmUZ8fDwqlYrk5GSMjY0xMtL86blpkz/58uWjQwf9j4/VqmWHlVUZrl8P588/r+PlNUX6bjAxMeGnn9woVao0ISFBBAUFEhl5k2XLFnH8+FFAfaNjwIDedO3qxNixv5CUlATAgwf3GTFiML17u+Du7szu3aGAur67ufVgwIDeuLl1///ojTG4uzvTu/dPzJzpg1KpxNq6PJUrVwPUx8jPb5pW2g39XjM0nHpUgrPO7wxBEP4doiEtfBXi4l5x9uwZtm7dTOfO7fDz8+Hdu7ccP35EZ/i7d29TurSVxrImTZpx7Nhhjhw5RNOmLbW26ddvMNWr12TcuEn4+U0jOvolAJ06dcXfP4C+fQfg5NQRf/8A+vcf/PEz+QUoW7Yc9+7dkT6bmJjQtGlzqUH4/PlzEhMTsLIqo7Hdq1exDB3an3v37tKrV1+NH0o2NhXw9w/Q2tfr13EkJCRw4cI5hgzph7u7M6dOnSBXrlzSviMibtCxYxt27Qqmc+duWnG8fPmCQoUKS59NTU3Jmzcf0dHRPH78kLS0NMaO/QU3tx7MmzeT7NlzGFQOO3dup1Wr1tjYVKBAAUv27dudaXhzcwtKlizF3bt/lZ2DQxuN3vx9+/bg6NhWa9tlyxayYsUSOnfuLjX6DTFnziKdDfOKFStjbW0DqG9u+PuvokkT9WMMd+/eYfv2rYwePSHTuCtUqMiBA3tRKBQkJiZy/PgRqXcxLCwEhUJB+/Y/GpxWgHPnzpCSkkzNmrVxcGhLcHCgVk/Rh2V2+PBBnQ1kQ8KlpaUxbdokQkJ24ObWW6vRHxoaqnPkSe3adfjuu1KAumc0MHALTZo01wpXs2ZtatWyo1OntrRv34r4+HdS47JNm/ZSr97Zs2e4fj0cO7t6mZZPup49e5M9e/a/dbNOX579/QN05lkmk2FiYsLUqRPp2bMbVavWkMrgfTEx0SxcOJdJk3w0zvG8efNStGgx6Tx5+vQJ4eFXDOqRBsOP+/Dho3j8+KHU8/+hvHnzYWtbmVOnTgBw9eoVSpcuTa5cf42MsbdvxJw5i3Ru36FDZ3r1+lljUkpdMjoHYmKiqV69Jj//PJD167dia1uJceN+kRqpGfH0HEeJEiWlz5nVgWvXwqlSpZrWcnNzcypXrkJ4+JVM9wXqhnBYWAgtWzpSv35DXr1Sf78CZM+enRkz5gAZX7vfvHmNSqUiX7580rJChQrz8uVLrbD9+w/h9OkTdOjQGheXLvTp019jhMDr16/ZunUzQ4f+ojfdAH5+8zA3t+DatXBsbStJNxPeV7NmbcLDr9CpU1esrcszaJAHjRo1ASA6+iULFixjy5ZgXr58yfHjR1AoFHh5jWHAgKGsXbuJJUtWsnXrJq5fvwbA/ft38faezvr1Wzl16jiJiYn4+wewapX6UaSoqKfUrFkbV1d3QF2Pxo6dqDP9hnyvGRLu999P8+LFczp3FsO6BeFzEg1p4auwf/9eatSozc6de9mxI4ygoN307NmbkJAgrbA3blzn2LHDtG3rpLHczq4ely5d5OzZM9Spo/2j1tTUFFD/kG7WrCVTp05EqVR+mgx9oWQymdawPgeHNlJD+sCBPVKv0/tOnjxOp05dadasJZMmjTNoKJ1CoSAtLY2nT5+yaNFy5s1bTGhokEbPlI1NBXbtOsCUKTMYNWo4796904hDqVQhk8k0lqlUKoyMjFAoFJw+fZJRo8azbt1m8ucvwKxZPnrTFRkZwZ07t6XRD61bt2H79i16fwzLZGiUnY1NeYyMjIiIuMmLF+k3IMpqbJOUlMTdu3eZPXshy5cv4datCGnduXO/S8/BAdL/hvTygboxM2TIz1SuXJWOHbsSHx+Pj88kvLym6B2COGTICGQyGb16OTNunCe1atlhYmJKZGQEISFBjBo13qA0vG/nziBatHDAxMQEe/uGJCcnc/ToIY0w9es3JDLyJq9exRIefoVSpUrrfDzAkHCPHj3E1NSUCRO8mT59ikavvCEiIm4yaFBfOnXqSv36DbTW794dSlRUFKGh+wkN3U/RosW0htDv27ebadMmMm3aTCwtLQ3ar5GRERMnTmXv3jCtZ4L1+ad5njRpGrt3H+Ldu7f4+6/WWKdQKPD2noCHxy868+LnN49jxw7Ts2c31qxZQd269TExMTVov4Ye92zZsuHt7cvKlcs0bvi9T90oV1+v9u/fTevW7QxKg6EyOweKFSvOnDmLsLIqi0wmo0cPV54+fcqzZ1FZ2oe+OpCWpvv6mpqaqnU91OXUqeMolUrs7OpiZmZGs2Yt2b59i8HpU18LdV93PzR16kScnXsSGrqfTZu2s3nzem7cuC6t37UrmAYNGlG8eAmD958uo3KQyzMuh4YNG2NhYYGxsTFWVmWIi4vj8eNHREU9YcaMqbi7OzNkSD9SUlK4fTsSUN8kSB/ZUblyVR48uMeQIf3YtMmfLl16aNwEMYS+7zVDwgUGBuDq2gtjY+Ms7VsQhI9LzNotGEQhT/n/DNsfP15D7NsXRr9+mr3AHTt2JSBgAzly5GTmTB+yZcsuNWamTJmh1btnZmZG5cqVATSGfesyaJAHvXu7sHHjOtzc+gBIr8b6L4uIuKHV2Ctf3halUsnt25EcOfIbixevkHp80jk6tqN9+x9p1cqR/v17sWTJfIYPH5XpvvLmzYepqSkODm0wMjIif/4C1KvXgOvXw6lQwZa7d+9gZ1cXUD/jniNHDp4+fYKNTXkpjsKFixATEy19VigUvH37hoIFC2FpWZAyZcpRoICllMZhwwbqLYPg4ECMjY3p08cVUPfyxcREc/bs6QyHQycnJ/PgwQNplvh0rVo5cvDgXvLmzYeDg6PWdubm5sycOQ8TExNcXd2ZMGE0a9ZsJHfuPNjZ1ZXyb29fU2fPUEYuXbrApEnjcHbuibOzOh/nzv3Ou3fvmDJF/Sz3ixfPOX/+HImJCfTtO0Bj+4SEBAYN8pCGE27YsJYSJUr8f1h4AgMG9AbUPXBTpngxePCwDIetg7pn9+zZ09y6FSGNIklLSyMwMECj59HU1JTGjZty6NBB7t+/l2EjyJBwJUp8x/jx6kmsrl27ipfXaJYuXa23txHg0KEDzJ07kxEjRtOypXbPKMCJE0dp2dJBGuXQvv2P0nOMKpWKJUsWcOzYYRYsWJbloZeFCxdh1Khx+Ph467xxlZG/m+dz536nTJmyWFoWJHv27DRv3opjxzRH+0RE3CAq6imLF6tvFrx6FYtSmYZcLmfs2ImoVEr8/OZJPYQjRgyW3pKgj6HHHcDa2gY3tz54e0+gQoWKWuvt7Rsyb95MXrx4zpUrlxg5cmyWJsTTJ7NzoEiRYty5c0vjmKlUKp29pvpkVAcqVarC5csX6dpVc8h1YmIiN2/ewN29r964d+7cQUpKMt27q3vUU1NTiY2N4d69u1qjjXTJmzcfoOLt2zfSNSImJppChQpphHv9+jXh4VdYsEA9N0XJkt9Rq5YdV65clo7d4cO/MXy4p959fqhSpSps3bqJ5ORkrZu/ly9foGrV6jq3Mzb+61jIZDJUKhVKpZIcOXJqXGNfvYolR46c/PnnNY0bj8WKFWfr1p1cvnyRixfPM2LEIEaNmmBQXY+JiTboe01fuLi4OG7cuI6v7xwDSkoQhE9J9EgLBol7Iyc6+t1H/zP0HdIbNmzT+qLKly8fhw+fZteuA2zbFoK/fwDr1gXw669rqVGjlhRuyZKV0quxJk6cxsSJ6meXqlevyZIlKwGYMMFbo6Fsbm7B5s07pEb0t+DRo4f4+6+me3cXrXWtWjmyaNE8Spb8TuezWum9+ebm5kyb5se+fbu1JinTtU2TJk2k4aCJiYmcP3+O8uUrkJKSwuTJ43ny5DGgbhimpaVRuvT3GnHY2lbk7ds30iReu3eHYmtbiVy5ctG4cTPOnDkpzdR94sRRypfPfBK5d+/ecfjwQWbNWsCOHWHs2BHGzp17admyNYGBuntsUlKSWbhwLnXq1NO6edOqlSNHjx7m8OHfdA5VNTIykn5ku7i4U7r093h7T/hHIyEiIyMYP94TL68pUiMa1PMK7NgRJk1UY2/fkK5dnbUa0QChoUGsXr0cUP+gDAsLpUULB4YNG8nWrcFaExll1ohWxxdM5cpVCQnZJ5XrmjUbuXUrUmsCNgeHNuzbF8bVq5ekH5K66AtnavrXD+ZhwzxJS0szaObmU6dOsGDBHObPX5JhIxrghx9sOH78KAqFApVKxYkTR7G1Vc/0v2zZIq5evczq1Rv/9vOLTZo0p06delnqKfy7eT5y5DfWrl2JSqVCLpdz5Mhv1Kih+Vx+xYqVCQ7eIx17J6eONG3aQhrCOmuWrzQ78rVrV7l//x41a9oZnHZDjztAjx6u5M9fQGMOgnRmZmY0bNgYH5/J1K/f8G81YjOT2TlgZCRjwYI5REWpJ/LbuXMHZcuW1Xj8JCt01YGOHTvz4MF9Nm70l2bpfvv2LdOnT6ZKlWo6by6879Gjh1y5cok1azZJ52Jo6H6qVq3O9u3as/PrYmJiQt269aV5Du7cuc2DB/epVk2zzuTJk4eCBQtJ8yu8fv2aK1cuY2tbUUr306ePqVSpimEF8p6KFStRtWp1pk/3lt4OkZaWxoYNa3n8+JH0mIWxsYneEVLffVcKc3Nz6TvrxYvn9OzZjcjIm1phd+7cga/vFGrXrsOgQR7Url1XYyRRZgz9XtMX7tq1q9jY2OodWSQIwqcnGtKC8I1KSUmRhgv37v0Tvr5T6N9/CPXqafe6tmzZmqtXLxs0TLJkye8YM2Yis2f7cvt2ZIYT1gBMmzaNuLjY/z8750LDho1p0qQ5xYuXYOxYLyZMGI27uzNr165k5sx5WFhYEBMTjbu7MzEx0ZiYmDB9+iwWLZqLi0tXfvttv9Qjl95QHDKkHy4uXbh2LVx6NjijCYf27dtN6dJW0o2XdG5ufbh06YI0nHTZskVSufXr50727Nnw8vLWiq9gwUKUKlWakiVL6rwB8T6ZTIaX1xQePLjPqlW/aqw7deqCVviMJhtbsWIJKpWK5cuXSMd33Dj9PT6rVy+XGs+uru5ER7/E1bUrHh4D6du3P+XL2+qNQ1eaUlNT2b07VGuit5Ilv6N585Zs26bZ016xYmWSkpKpV69Bpo0gQ8NB+g2emRw9ekia7T+jycaWLl0AqPDz85HKb+5cdWP0/UmEXF17UahQYVxcuuLm1p23b98yZMgIXr58wbZtm3nz5jUjRgyW4kh/jZyf3zRCQnZkmt50w4ePonDhIgaFNSTPGU02NmTICBIS4unZsxt9+rhgbV2eLl16AJr1IjOjR49ny5ZN9OzZjSVLFuDnN0/6oZ9RXX1fVo6n+lyZSvbsut8e4ODQhsuXL+qckyCzycYyk1HZvc/KqiwjRoxizJgR/PRTZ06cOMrkyb4AGtetrPiwDuTIkZMVK9bx8uUL6dVTQ4b8jI1NBby9p+uNLyRkBw0aNNYajuzu3pcDB/ZqzIqe2bV75MixXLt2FVfXrkyd6sXEiVPJmVM9QV368ZbJZPj5zWPnzh24uHTFw6M/rq7u0jPeT58+pkABS63jndl+3zdp0jTKl6/A0KH96NmzGz/91IUXL57z669rpbTY2zdkxYqlmc5zYWpqyowZcwkLC8HNrTu//DKEvn0HSJNYvs/BoQ1KpRIXly707u1CfHy81nPKGU02Zuj3WmbhAJ48eUTRokW14hcE4d8nU+l78E/4Jv355w2KFdOebEbIWFTUQ2xt//uvzfovUCgUeHp6smDBgs+dlP+UwMBAihQpQsOGhg3p/RadPn2aR48e0aNHj8+dlH+NqBdqY8eOxcvLS2rkfUrKVDlGpvofY/hSDR06lMWLF3/uZAj/QXKFHDOTj39upKXIMTb/9865VLkCUzPDRtwoUuWYZHA9UKamYWT67zxrr1QoiY1L+Ff2lVVGRjIKFMj6tVk0pAX6+BzkZVySxrJffixOztzijmdWxL99xrydGb+bV/hypLx9hjJNTrZ84mbRx/Tm8XlyF6+OzEhMgJORt0+vkLOwDUYm+t/V+18h6gUo0+TEP7tO7hK6n9392MLmOnFvuv7XSX2JYhJTufcqmdolcn3upAj/QVYTgui6Tf98KVkV2O1XTjv9e+dc/dAgpo7M/I0i6SbNbcuScb10rhsyYx2355z6mEnLUDlPe6KjdU+u97n93Ya0mGxMEIRvjrm4SfRJ5ClZS3+gb1zu4trDRf/rRL0AI2Ozf60R/bWzzG6KZXbDZnwXBEH4nMQz0v+yc+fO4er61wRA8fHxdO3aFT8/v8+YKkEQBEEQBEEQBMFQokf6M0pISKBv377Url0bT8+sv/5BEARBEARBEARB+PeJhvRnkpiYSL9+/ahTpw7Dhw8HYNOmTYSGhpKUlISpqSlz587FysqKpk2bUrlyZW7evMns2bMZPnw4R46o3/GZPhnH0KFDqVOnDhUrViQ6OpodO3ZIryT6GCr8UIAcFh//mb6E5GRu3Io1OPzjR/cZN7IPHiO9qV1HPXGNz+QRPLx/h2VrgjB9bzKF8Z4/kz1HTrymzCco0J+d2zcw2Wcx5az/mn1447olHNgbzKbtRzhxdD83/7xK/yFjAIh7FcN0719o4dCBVo4dP1KOBUEQBEEQBEH42omG9GeQlJRE//79uXXrFkuXLgXUQ7wPHTrExo0bsbCwYOHChWzevJmJE9Xv6GzYsCELFizgyZMnGcYbFxfHzz//jJ2d4e/uNFQOC4tPNjlDVhw/so/adRtx5LcwqSENkC17dq5dvUD1mvUAiHr6iNdxsWTP8dfEAfkLFOSPsyekhrRKpSLiRrjO/byOe8WMqZ60atOJFq2cspotQRAEQRAEQRD+w0RD+jO4du0aw4YNw8rKCi8vL5YsWULOnDmZO3cue/bs4cGDB5w8eZLy5ctL21SpUsWguA0N9zVSKBScOXWYiVMXMMVrKC+eP6VwkeIA1LJrwB9nT0gN6XNnjlGrTkOePnkobV+jZj0unj/NT27qGwKRN8Mp+0MFHj64o7GfN2/i8JvmSeu2nWnSXPs9pIIgCIIgCIIgZE3Bgv+t2fhFQ/ozqFatGoMGDSIpKYkOHTqwdetWGjVqhKurKy4uLjRs2BBLS0tu3rwpbWNubg6ATCbj/TeWKRQKTEz+OowWn2D49ZfiyqWzWFoWomixktSoZc/RQ3vo7tIPgCrV7FizYq5UHpcv/k7HruHrwlwAACAASURBVG4aDemcufNQqHBR7t6JoExZG86eOUadek04fHCXFObt29fMmOKJQqGgQaNW/3YWBUEQBEEQBOE/6b/2+isxa/dnkP7scrZs2Zg1axazZs0iNDSUUqVK4e7uTqVKlTh06BBpaWla2+bOnZvXr1/z6tUr5HI5J0+e/LeT/9mcOLqfuvZNAahTrzEnju5HkZoKgImpKdblK/PntYs8fnSfQoWLYWaufVPBrl5jzp89gTItjduRf2JdvpLG+vAr53Fs35XCRYqxdfOqT58pQRAEQRAEQRC+OqJH+jOrUqUK7u7ubN++ne+++w5HR0dUKhW1atXi9u3bWuFz5cpF37596dy5M0WKFKFSpUo6Yv3vefMmjquX/+D+vVsc2BuMSqUiIeEd5//460aCXd1G/PH7CfLlt8SuXmOd8dSsbc9ULw8qVqmJdfnKGBlp3kuqU68xDRu3onKVWoz37EulKjWoUu3jP3MuCIIgCIIgCMLXSzSk/2V2dnZak4F5eHjg4eGR4TbpM3SnGzx4MIMHD9YKFxkZ+XES+QU6feI3bCtVZ/SEv963HRToz+GDYdLnylVrscl/GTlz5aZ9x5+4c/uGVjy5cuXBsmBhgraupUfPAVrrTUzUowXy5suP+8/DWbF0FjPmrCJP3vyfIFeCIAiCIAiCIHyNxNBu4atw4ugBmrdqr7GsRasO3LsTwbOnjwAwNTXjB2tbihUriZmZma5oALCr25hXsTGU+8E2wzAAtes0pHLVWixf4qfxXLogCIIgCIIgCN820SMtGCQhOTnLr6oyNF5D+M1bo7Usd568rN28T2PZQI/x0v8VbKtSYUpVADp1dZeWN27mSONmjtLnTdvVPf4NmzjQsImDRnwDhow1KH2CIAiCIAiCIHw7ZCrR1Sbo8OefNyhWrNTnTsZXJSrqIba2FT53MgRBEIRvnDJVjpFpxiOzBOFbJVfIMTP5+OdGWoocY/N/75xLlSswNTOsP1SRKsckg+uBMjUNI1Pjj5m0DCkVSmLjEv6VfWXV3521W/RIC8TGxqNUat5PUSqVKBTKz5Sir5NSqfxip/X/UhUsmEuUmfBZiLonfC7/Xt1L+Rf2IXxtxLUPPt258SWfc58/bf+1d0iDeEZaEARBEARBEARBELJENKQFQRAEQRAEQRAEIQtEQ1oQBEEQBEEQBEEQskA0pAVBEARBEARBEAQhC0RD+n/snXdYVMfXgF9gERRBVLBjLxhb7A2JFcWGBRWRJoKiYscKdsEKlqCxEbHGAihRbLGLLfoZu8SCXRALikpf+P7YcGXdBVZ/JMY47/P4PN65Z2bOnL0z3HPnzIxAIBAIBAKBQCAQCASfgHCkBRpR1LAApqaG+f6vqKFmRwXExDzFwqIR58+fVUq3te3G+PGjcHGxx8GhD61bN8PFxR4XF3siIn4lKGgVQUGrJPno6Lv06GHN8eNH8tU+XwMxMU+xtGwi2cfZ2Q4PD1cOH/5NkgkKWoWFRSMiIn5VypuUlESHDq2YMGG0JBcQMF+6n5aWho/PRIYNcyMhISFXPVJSkgkImM/AgfZ07NiRLVs2SPfOnTvDoEGOuLjY4+o6gN9/P6u2jEePHjJ8uDsODn1wd3fiwYP7Gtvh7t07WFg0YtOmYKX0vXt307HjD5J9nJz6MWHCGKKibkoynp6DsbBoxJMnj5XyXrx4AQuLRmzZslGSO3r0kHT/+fM4HBz6sHjxAjIyPn83/Nzs4+09nn79ekj6L1vmn2tZJ04co0MHS5X0t2/f4uxsR1TUjU/Szdt7PF26tCP5o7PhbW270b69BYmJiUrpe/fuxsKikWSnT5HLrlt09F169uzM5s3rNdb1xIlj1K9fP0+5tWtXqjznCxb44uDQBweHPvz442Lkcnme5djadmP27KlKaVFRN7C17QaAj88E6XezsGiEk1M/XFzsGTFiCAAWFo14/fq1lPePP/6PLl3acfDgfo3aC7B9+xYcHfvmeP/48aM4O9vh4mLPyJEeSs94WNgOXF0HMGCALbNmTSU1NVWjNmv6e+Zmm6y+NWfOdJU6PD0H06FDqzx1kcvlLF3qj719b/r168GuXSH/k9zH7cnS1dd3Bvb2vUlKSlKS6dChFTExT6Xrffv24e7uTP/+vXBy6sfkyV7cvXsHgHv3oqVnoVevLkpj0rZtm6UychrHPD0HK/3Ny43U1FRGjx6mNFZ9zJ494Tg49MHOrieLFs0lPT0dgGfPYhkzZjjOzv1xdOzLvn178qwvKGgVnp6Dpetbt6KYMGG0NG4NHTqIEyeOSfefPn2Ct/d4QPH3S5Pf+nOxsGjExYsXcpVJSUnGz28mjo59cXDoi5/fTFJSktXKuro64ODQR/rtsv7OeXi4SmkuLva0bduSJUsW5nt7BALBP4M4/kqgETJ9PU7Z9M73cluGh8LbvF/KAGQyGfPn+7Jhw1YKFTKQ0seOnUjp0mWIiXnKiBFDCA7eIt3L/kJx//49vLxGMm7cRFq1ap1vbfia0NPTU7JPbGwMo0YNRUdHm9at2wFQsmQpDhzYS5cu3SW5Y8cOU7BgIbVlJiUl4e09Hj09fRYvXo6enl6uOvz0048kJCSwdu1GDAx06Nq1G3Xr1qdixUrMnOlDYOBqKleuwp07t/H0dCcsLELp9waYNcuHPn3ssbLqxJkzp/DxmcCGDdvQ0tLK0wY7d+7AysqasLAd2Nk5IJN9GAbr1avPggVLpOvz58/h5TWCtWs3UqpUack+Bw/uY+BAd0lu//4IihUrrra+x48fMWbMcLp374mj48A89cuJd+/e5Wqfa9euEhS0ERMT0zzLevToIcuXLwGUj707cyaSZcsCiI2N+STdXrx4zuXLf1CrVh32799Djx62SveLFDHm+PEjWFt3ldLU2UxTuSyuX7/G5MnjGD58FB07dtZI1w9tz5m4uGcsW+bP2bOn6dy5m5QeGrqN169fs2HDNjIyMhg+3J0jR36jQ4dOedZ79OhhmjRprlbPOXMWSP+3sGjEsmWrMDY2VltOZOQJ5s+fw4wZfjRu3DTPegGuXLnE5s0bMDIyUns/JSWZ2bOnEhz8C+XKmbFt22aWLFnIwoVLOX78CKGh2/jppyAKFzZk6tSJbNu2BUdHlzzr1fT3zM02AMWLm3Dq1EmSk5PR19cHFGPXo0cPNWp/eHgYjx49YMOGbSQmJuLhMZDq1c357rvanyWXHT09ffT1C0rXsbExLF26iEmTpqqVDw3dxoEDEUyZMoNKlSoDin43Zsxw/P2XUa1aDWmM3rt3N8eOHVYak7LIaRzT19enYMGCKvIfc+3aFQIC5vPgwX1sbHqplYmOvsPPP68mKGgTRYoUYeZMH7Zt28yAAc4EBMynefOW9O1rz6tXL7Gz60XDho0pUaJkjnVm1+3mzetMmTKe8eOn0KKFBQAPHtzHx2cCr169pEeP3sTGxvDw4YM825If6Onp5Wm39et/Ri6Xs379VjIzM5k1ayobNwbj5uahJJeUlMTTp4/Zs+eQ0t8XgJUrf5b+Hxl5nJUrA3FzG5p/DREIBP8oYkZa8NVgYmJK48ZN+fHH3F+C1fHw4QPGjx+Fl9fkb9aJVkepUqUZNMhDmkkFaNq0OffuRRMX90xK278/Aisra5X8CQkJjBkznDJlyuHru0ByoqOibuDiYq8in5mZyf79e3Fz80BHRwdDQ0OWLVtJhQoVSU9PZ9y4iVSuXAWAihUrkZmZqTQTB4rZ3QcPHtC+vRUAzZu3JCkpiVu3/syzvYmJ7zl4cD9OTq4YGBhw7NjhXOUbN25Kq1Zt2Lnzw8yUlZU1Bw7sk66Tk5O5cuUyjRo1Ucl/+/YtRo70wNV1sFon2td3Bnv37lZK27UrhHnzZqvI5mafp0+fkJiYyPz5c3By6oef30wSEt6obVNycjKzZk1lxIgxKvd27NjGtGmzKV7cJAeLqCc8PIyGDRtjbd2VHTsUL5nZsbKy5uDBDzaLjY0hKSmR8uUrfJYcwIULvzNlyjh8fGYqOWBr165k7dqVavXMre3Z2bMnnPr1G2Jn56CUbmfnwKxZc9HW1iYh4Q3v3r3FyKhIrmVl4e4+jMWLF/L06RON5NVx4MBeAgLm4++/TMmJnjdvdo6zp69evWTx4gUMHz4qx3Ll8gwyMzN59+4doHAEChRQRAvt3x+BnZ0DRkZF0NbWxstrCp06afbRQtPfMy/bGBkZUa/e90qzlfv3R6h8wHBxsVcbSXHixFE6d+6OTCbDyMiIdu2slPT6VLnsVKtWjQYNGkrXtrZ2nDkTqXZsSU1NZfXqFSxatEhyogGaN7dgwAAnVq9ekWtdWeQ2jtWpUw9z8++A3J+LHTu24uExgpo1a+VYz8mTx2nZ0pKiRYuira2NjU0vyR5z5/rTu3c/QDE7raOjk+dH1Bo1alK3riISZM2an3BycpWcaIAKFSoydeosVq1aTmpqKvPnz+HJkyeMHesJKJ7ThQv9cHUdQN++NkrtXr8+CFfXAbi42DN58jhevHgOKGbop0wZj4NDH0JCtnL8+BFcXQcwaJAj7u7OXLp0EVCM9Vlja07P0fffN8DZeRDa2tro6OhQvXoNtR8db968TsGChRg3bgROTv1YtsxfZeY6IeENCxfOxcdnJoULF87VbgKB4N+LcKQFXxWenqP5/fczKiHeufHkyWNGjRpKyZKllP5oCxRUrVqN6Og70rVMJqNt2/bSC1NsbCyJie+ll4wsXr16yYgRQ4iOvsvAgW5oa38YTszNv1Oa+c7i9et4kpISuXDhHJ6eg7GxsSEy8gSGhoYYGxvTrp2VJBsUtAozswqUKVNWqYxnz55hYmKiVJ+paQmeP39GXuzfvxczs/JUrFgJa+uubNumquPHfGyf6tVroKdXgOvXrwFw/PgRLCws0dHRUcp39eplRowYgqlpCY1nSwF69LBVO5uVm33i4+Np1KgJXl6TWbduCwULFmTu3Flqy1+40Bcbm15UqVJN5V5AwI+5vlirIz09nd27d2Fl1ZmWLS159eoVZ8+eVpJp0cKCO3du8+LFC0DhBHXq1EWlLE3ljh8/yoQJo6lbtz5NmjRTuufm5qEyQ5RFbm3PjqvrYHr37qc2wkEmk/HTTz/Sr18PihYtRr16eYeIA9Sv34CePW2ZOdNHCo/9FEJDt+HrO4P27a2oXt1c6d6kSVNVogBAEao8c6YPw4aNzDVSoVChQnh5TWboUFdsbDoRGrqdoUNHAooZ/Pj4V4wdOwJnZzt+/nk1hQsbaqSzpr+nJrbp1KkLBw7sla4PHz6o4kgHB2+RnMjsxMU9U5opLVGiJHFxcZ8tl53y5SsyduxE6drYuCje3jNZsMCPZ89ilWSjo++iq6tLlSpVPi6GRo2acuXKpVzryiK3cczZeRANGjQCcn4uAGbO9FPpOx+Tmz2ynElPz8F4eLjSrZsNRYqoj6L40MYmUiTD1atX1Pad6tXN0dLS4v79aCZO9KFs2bIEBAQCkJqaQuPGTfn5580MHz6aFSuWAbBv3x6io++wevV6goO30KxZS6WPkYaGhmzatANbWzuWL1/K2LGTCAraiLv7UP744/8AmDcvAD09RbRDTs9RkybNpI9AsbExbN/+C23atFeRS0x8T4MGDZk9ex5r1mzg2bNYVq5criSzadN6mjdvqbYegUDw9SAcacFXhYFBYSZO9GH+fF8SE99rlOf48SOMHz+Fd+/esWPH1r9Zw68PLS0tKVwyi06dukiO9IED6l9+T548Tu/efWnXzopp0yZr5Bykp6cjl8t58uQJy5atJCgoiPDwUKWZpvT0dJYsWcjRo4eUQl6zyMzMUOPgZKKtraMi+zHh4aFYWyvaYmXVmVu3orh27UquebS0tKQXrCw6duzMwYOKl/p9+/bQuXNXlXwHD+5j7txFJCcnq8w0ubs74+JiT2TkCdauXYmLiz3+/vNVylCHOvvUqlWbuXMXUbJkKXR0dHB1Hczp05GkpaUp5Q0L24GOjoyuXW00qksTIiOPk5GRQdOmzSlQoADt2lmxY8cvSjK6urq0bt2O335TrOnNKRxaU7lDhw6ybNlKrl69zK5doRrpmZ9tHzp0BPv2HaV06TIsWjRX43yDBg0hMzOTn39e/cl1nj4dyY8/riY8PIwzZ05plGfVqkDq1atP48a5O0x3794hOHgtmzbtIDxcMdPp7T2BzMxM0tPTOX/+HLNnz2Xt2o0kJLzReOZU098T8rZNy5aW/PnnTV69esmVK5eoUKFijqHqH5ORkak0ZmRmZip9iPtUubxo0qQZ1tZdmT17msqeCDmNk2lpqRotTYHPG8c+B4U9PlxnZmaio6Nsj8DA1ezatZ/ffz+nsrdGXsjlOdkiTa0tsp4ngGrVqhMfHw8o+sb169dwc3PCxcWe0NBtSiHh2R32du2s8Pb2Yt682bx9m4C9vdMn6QwQFXWTYcPc6N27Ly1bqq7btrD4galTZ2NkVAQ9PT0cHV05ceKodD8lJYVff935Py31EQgE/w6EIy346mjSpNknhXj37WtPixYWTJs2i6Cgldy+fetv1vDrIirqBpUrV1VKq1mzFhkZGdy+/WeOL7+dO3eje/eejB7txfv37wkMXJxnXcbGRZHJZHTq1AVtbW1MTExo0aKV9BKYkJDAuHEjiI6+y6pV6yhVqpRKGSVLluLlyxdK4cMvXrzA1LRErnVfvvwH0dF32bJlI7a23fDwGIhMJstzVjoq6gZVqijbx8rKmmPHDvP06RPev3+vYj+AkSPHUb++YlZi584dShvcrVmjmDmxsLDEzc2D4OAtjBs3UaWMj8nJPpcv/0Fk5HFJLjNTMWP0sROwb99ubt68jouLPePHjyIlJQUXF3spDPJz2LkzhJSUZOzsemJr242TJ4/x++9niY6+qySn+Dizl6tXL1O+fIUcQ6I1kZs6dSa1a9dl5kw/AgMXc+3a1Tz1/LjtycnJn9z2K1cuSS/oMpkMa+uu3LoVpXF+mUzG9OlzCAvbIYWUasq8ef7Uq/c9Xl6TmTVrqsqGd+o4cGAvx48fxcXFXgqTVbfk4ty5M9SpU4+yZcsB0KtXH+7du8ubN28wMTHlhx/aYGBQGF1dXTp27PxJTpumv3tetlE4UW05dOgg+/ZFYG3dTU0p6ilZspTS7/zixXNKlFAdLzSV0wQPD08SE9+zYcOHNbFZ4dw3b95Ukb948QK1a9fNs9zPHcc+h5IlS0rRBKCwR9Y4e/ToIeljdtGiRWnV6odP6gt16tSTZoOzc/PmdWQyGeXLV1S5l329scLRVvwNyMiQM2CAM8HBWwgO3sLatRv56acgSTb72uchQ4azYkUQ5uY12bt3D56eH/a60IRDhw4wZsxwPDxG4OTkqlYmMvLER89wppLuZ8+eplq16lJ/EwgEXy/CkRZ8lWSFeL98+SJP2aw/YJUrV8XZ2Y0ZM6ao7Cz8rfLw4QOCg9eqrAUFxazrsmUBmJmVV/vyq6urCyg2aZk9ex779u1RCr1Uh66uLi1btpJ2eH3//j3nz5+jZs3vkMvljB8/itKlyxAQEJhjmGCJEiUpW9aMw4cPAgonQEtLS8XZ/ZidO0Po2LEzYWERhITsJiRkNwsWLOHEiaPExsaqzXPmTCSnT0fSvXtPpXQTE1OqVKnG3LmzclwvmmWf8uUrMGGCN76+M7l//16uOuZGbvZJTExk8eKF0rroLVs20Lp1O5Vw8zVrNrBx43aCg7ewcOFSafM5TTYoU8fDhw+4dOkiQUGbJJuGh+/n++8bqER/1KpVm5SUFFatWp6rE6SJXNb63Xr16uPi4sbUqRN59eplrrp+3HZ9ff1PbvvFixf48ccA0tPTycjI4Lff9tOgQWON8wOULVuO0aO9NJ7VzUJXV9HmDh060a5dB6ZMGZ/nOBYefoD1638hOHiLFCarbslFjRrmXLp0UbLhyZPHKF26DMbGxrRu3ZYjRw6RkpJMZmYmJ08eo2ZNzcNRNf3dIW/bdOrUhX37dnP58kWaNm2usQ6tWlkSEfEr6enpvH37lsOHD6rdK0NTOU3Q1dVlxgxftm7dREpKCqAYKz08RjBhwgSlkwZOn45ky5aNGm069Tnj2OdiYfEDp06dID7+FZmZmfz6607JHrt2hRISsg1QbIQYGXn8k/qCh8dwNm9ez5kzkVLa/fv38PWdiZubB3p6eujoyDSKdGrSpDm7d+/i/XvFGv+1a1cye/Y0Fbn09HRsbbuRnJxMjx62jBs3kbt372i0Cz0oHOQlSxaxeHEgVlY5bzD4/Hkcy5cvISUlGblcztatm2nbtoN0/9KlizRs+GnjhkAg+Hcidu0WULy46kYXcXHayGQfvrOkJ6codtjOZ9KTU5TqyYmscLIs2SJFjJgyZSqjRg1HR0eh68cyANraWkppDg6Of+1M7M+UKep3Vf1ctLW1MTXVbO3glyAlxYCUlBTc3BROs7a2Nnp6eowf74W1tWIjMQMDPVJTFUed9e/fhzVrfmLFihWYmhpiaKhPgQIyTE0NleQATE1r4evry+TJk2nYsC7p6en4+PgQHh6uoseCBfPw9fXF2bkfcrmcbt260bdvT/bs2cP161dJS0vBw8Mlm/wCatSogY2NDXPmzKFOnTosW7aEqVOnsnlzMAUKFCAw8EdKllQ4+9nlsnj16hUnThwlNDRU6Tfq1KktGzZ8z969YVSrVo0rVy5J9tHS0qJEiRKsW/cz5uaVAChQQIaRUUFMTQ3p06c3U6ZMYeXKFRgbG6Kvr0vhwnqYmhoqyQHY2fXmzz+vMXXqBEJCQqTNZZYsUT2i6pdffuHatWv4+voqpedmn+7dO/HixVM8Pd3JyMigRo0a+PrOpkgRQ65evar2t0hJMUBLS0vtM6ujo42xcSHpXk46rVnzK+3bt6d+fWXHavTokQwZMoQpUyYoldWrV082b95M165WyGQyJTt9jpyiLk/+/PM6s2f7EBwczPLlirWIo0blvLlWSopiF/isMp49e8bgwYNZvXo1JUt+WBP68XM+atRw/Pz8cHNzQFtbmwYNGjBp0iQKFiyYo43U2dPR0Y7Lly9w8eJFtfYvXtyAYsUMc0ybPXsGdnZ2LFkyD39/f7y9valduzb9+/fPsc3GxoWQyXSk+rI/F506teXlyxhGjx6Krq4uRYoUYdWqlZiaGjJ4sCtyeQqDBzsjl8upVasW3t5TKVy4sMZt/pTf82PbZNe7TZuWzJuXSvv27Shduihy+XulZ1hd3wdwdx/Iq1dxuLk5kJaWRr9+/bCyag3A0qVL//ptR2kslxPZxwAAU9M6TJo0CR8fH4oVM8DU1BB3dxcqVSqHv78fCQkJpKenU6lSJYKD11GzZk2l8rKPufBhHNuxbWuO49jEiR8iWzR5Lj4eqw4fPszWrVtZs2YNpqYNGDHCk7Fjh5OWlka9evUYPdoTPT09/P0XMm3aNFxdFREO/fr1xda2u8b1mpo2Zt26dSxdupTly5ego6ODkZERY8aMolMnhZPaqFEdChUqyNChA1m8eLHSb519/HJ1dSQx8Q3Dhg1CS0uL0qVLExCwSO1YPHWqD76+05DJZGhpaeHn50fZssq7yOf0HK1cuQwtLVi0yE9Ka9CgAdOnT1fqC25uzsTHx+Hu7oRcLqdp06ZMmDBW+gAYF/eUxo3rf9H3hX/zu0p+kpqeSgGZZses/l3IU1LR0fuyOuREeloqMt2cdctIk6Otm/eyOU3JSP/84z//rWhlfry9quCbY9Ccg8TFK597ObZnWQoblf5CGn2dvEuIIWDn5+/IK8gfXkTtx6hcAwoU/ryQTIEqGenJxF0Lp9T3/b60Kv9avkUbfUttTn33nDePzmNaU/ONA/8udvvbEO2b/8dR5hcXn74j5m0qXWoU+9KqCL5xKnuH0nfblz1ebHu/n/6W42Pzg5bhoQROznmtvufcddxeFJnj/U+lmpcFz5+/zbfy8hNtbS21E4t55vsbdBEIBIIvQmZmJrKCRYUTnc8kv4mhWNU2X1qNfzXfoo2+pTanvn9O0Uotv7QaXwUJKem0qazZsXACgUDwNSNCuwUCwX8GLS0tjCs0zVtQ8EkUKl7pS6vwr+dbtNG31ObCJcUxRZrSulLux2AJBALBf4Vvdkb68ePH1K5dGxsbG3r06EGXLl0YOHBgvm/WkROTJk0iLCxMY/lz587h6Oj4N2okEAgEAoFAIBAIBAJN+GYdaYASJUoQHh7Orl27iIiIoEaNGixYoHpurUAgEAgEAoFAIBAIBFl80470xzRt2pTbt29z5coV+vfvT8+ePXF1deXRo0cAODo64unpSceOHbl58yabNm2iT58+dO3alZ49exIdHQ1A27Zt8ff3p1evXvTt25djx47h5OTEDz/8wN69H44HOnbsGL169aJbt25S+rt37xg5ciT9+vWjTZs2TJkyhY/3g3N0dOTcuXOAYma9bdu2gGKW28PDA2tra44cOYJAIBAIBAKBQCAQCPIf4Uj/RVpaGgcOHKB27dr4+Pjg7+/Pzp07GThwIFOnfjgmqUaNGhw4cAAzMzMOHTrExo0b2bNnD61bt2bz5s2SnImJCWFhYVSpUoXVq1fz888/s3DhQlavXi3JJCUlsX37dtauXYufnx/Pnz/n2LFj1KxZk23btnHgwAHOnz/P9evXNW6HsbEx+/btk5xrgUAgEAgEAoFAIBDkL9/0ZmNxcXHY2NgAkJqaSt26denduzf79+9n6NAP2+W/e/dO+n/dunUBKFy4MP7+/kRERHD//n1OnjypdAakpaUlAGXKlKFEiRLIZDLKlClDQkKCJNOzZ09kMhklS5bk+++/5/Lly3Tt2pUrV64QHBxMdHQ0r1+/JjExUeM2ZemX39SuVoKCBXXzvdykpDSu3Y7LU+55XCxjhtvTpn1XBg0ZK6U/uHcH7wmDGTxsAmE71tOyVXv69B8k3V8VOJ+ateph2aYTo4f10Zf5LQAAIABJREFURybTZdGyDdJ9uVyOp7st3zdoxhDPiQgEAoFAIBAIBIL85792hvk37UhnrZHOTlRUFOXKlZPS5XI5L168kO7r6+sDEBMTg6OjIw4ODlhaWmJiYsLNmzclOV3dD06nTKbezDo6Hw45z8jIQFdXl40bN3LgwAH69u1LixYtuHXrlkpoNyClpaenK6Vn6ZffFCyoy6xxe/K93Gn+XTWWLWxoxJVLv5Mhl6P9l+3Onj6KkdGHHUL3R4TSqEkrKlWprraM1NQUHj2IxqxCZQCuX72IlpbW/9ACgUAgEAgEAoFAkBfiHOn/OJUrV+bNmzdcuHABgNDQULy8vFTkrl69SoUKFXBxcaFOnTocOnQIuVz+SXVFRESQmZnJkydPuHbtGnXq1OHUqVP069eP7t27k5KSQlRUFBkZGUr5ihYtyp07dwA4dOjQZ7b060NfvyAVK1Uj6uYVKe3q5QvUqtNAuu7e055Vy+eTnpamtozGTVvx+9kT0vXZ00dp3Mzy71NaIBAIBAKBQCAQ/OcQjvRHFChQgKVLlzJv3jy6devGzp078fX1VZFr2bIlGRkZdO7cmZ49e1KpUiUeP378SXUVKlSIXr164eHhwaxZsyhWrBjOzs4EBgbSrVs3/Pz8qF+/vkq5bm5ubNmyhZ49e5KcnPw/tfdro2nz1pIjfPdOFGYVKiOTfZj9b9GqPSVLlWFnyIYc858/dxKA9LQ0Hty/Q5Wq5n+/4gKBQCAQCAQCgeA/wzcb2l2uXLkcd7auX78+ISEhKukbN26U/m9gYMC6devU5s9e7ogRI9TWOW/ePLV5mzdvzoEDB9Tea9q0KaBYB519929PT89cy/wv0aBRC3Zs/ZmMjAzOnT5KsxZtOHvqqJLMQPcxTBnvTqMmrVTyFy1mQqFCBjx5/IC4Z0+pU7fRP6W6QCAQCAQCgUAg+I8gZqQFXxX6BQtSvkJlbkVd5fq1P6hdt6GKjHHRYgxwHqoI8U5XDfFu0vwHfj97gnOnj9GsZZt/QGuBQCAQCAQCgUDwX0I40oKvjqYtWrNt8xoqV66htGFbdlr+FeKdFcatlL/5D5w7fYwnTx5SsVK1v1lbgUAgEAgEAoFA8F/jmw3tFnwgyMdKJe369RuUKWOsRjr/qWqWdz2FdBKR6WhT1cyYMjbWBK30Z+SIEVQ1M8bQoAAlihVCpqNNhdJGkt6zZkynf/8+lChWiKpmxtnul6F4sSI0aNCIqmbGRBUrxGODAhrpkRtPn75ht7/N/1SGQCAQCAS5kZGWSmXv0C+thkDwryc1PZXt/X76ojrIU1JpGf7v7K/paal4zlW/TBUgI01ONS+LfKsvIz0jb6GvDK1MdWcrCb4pXr58R0aG8mMQG/uAUqUqSNdFjApSQC//v7ukpqTzJiEp38v9EnxsM0HemJoa/muPQhD8txHPnuBLIZ49wZdEPH+CL8W/+dn73OOvxIy0QCP+K86uQCAQCAQCgUAgEPyviDXSAoFAIBAIBAKBQCAQfALCkRYIBAKBQCAQCAQCgeATEI60QCAQCAQCgUAgEAgEn4BwpAWCb4SYmKdYWjbBxcUeFxd7nJ3t8PBw5fDh3ySZoKBVWFg0IiLiV6W8SUlJdOjQigkTRktyAQHzpftpaWn4+Exk2DA3EhISctUjJSWZgID5DBxoT8eOHdmyZYOKzNq1K5XK/5jLly8xaJAjLi72DB7sQlTUDemeq6sDDg59pHaqKz8nfvxxMa1bNyMu7plSuqfnYPr06S6V6eDQlxUrlpKY+B5Q2NbCohGenoNVyvT1nYGFRSNev35NTMxTOnRopXT/8OGDdOnSjgsXftdYz5x4+/Ytzs52Sva4c+c2Q4e64uzcn4ED7Tlz5pTavHfv3qFDh1ZSG11c7Hn48D4AISFb6d69o5Q+bJibxjrdvXsHC4tGbNoUrJS+d+9uLCwaERS0Sik9MzOTPn1scHTs+8lyWc9n1v2lS/1xcOhDbGxsrjo+exbLmDHDcXbuj6NjX/bt25OrfFpaGu7uzmzZslFKu3cvmqFDB+HiYs/AgfacO3cm1zKydG7btiXR0XeU0idMGM3evbs5f/6cZPPu3TvStWt76frw4YP51g/t7Hrl2E9ys82RI4dwdu6Ps7MdI0d68OjRwzzb/CljTNeuHXj58oWSnKNjXy5evACArW032re3IDExUUkm65k5evRQnvqA4lmZM2e60u8pl8tZutQfe/ve9OvXg127QtTmlcvlLFo0FweHPjg49CEwcAl57eEaFhaGrW03QDE+2Nv3JilJeR+SDh1aERPzVLo+cuQQ7u7O9O/fCyenfkye7MXdu4rn5t69aOm56NWrCx07/iBdb9u2WSojp77o6TlYpX/lRGpqKqNHD8vVtpcuXWTwYBecnfszfLg7T548VpGZMmV8rmN8FhcvXsDCopF0HR8fz/z5c+jXr4c0pm3ZsgG5XC7JjBkznNevXwOKZyT7eJifaGq3X37ZhINDX5yd+zNq1DC19gAIDd2Gg0NfHB37MmnSWOLjX0n3unRppzQ2Hzy4L9/aIRAIPh+x2ZhA8A2hp6dHcPAW6To2NoZRo4aio6NN69btAChZshQHDuylS5fuktyxY4cpWLCQ2jKTkpLw9h6Pnp4+ixcvR09PL1cdfvrpRxISEli7diMGBjp07dqNunXrU7t2HeLinrFsmT9nz56mc+duOZYxe/ZUJk+eRsOGjTl+/Chz5sxg06btJCUl8fTpY/bsOYRM9mnDW0pKCgcORNC6dTtCQ7czdOgIpfvDho2kTZv2AKSnp7NkyUJmzPBhwYLFABQooMfDhw+IjY2hVKnSkm2uXr2cY527doWyfn0QS5asoFq1Gp+k78ecORPJsmUBxMbGKKXPnj2VQYM8sLRsTXT0HYYMcWXv3sPo6uoqyV29epn27TsxcaK3StlXr17B03MMVladPlmvnTt3YGVlTVjYDuzsHJR+l6xnbdCgIVLa5ct/kJKSjL6+3ifLZSGXy5k7dxZPnjxixYq1GBkVyVXHgID5NG/ekr597Xn16iV2dr1o2LAxJUqUVCu/dKk/MTFPlNL8/efRpUt3una14datKEaMGEJExGENnsNMZszwZs2aDSp9p3HjplJ/DQpaxZs3rxk7dqJ0P/tL/P/SD5OSknBx6S/1Q01so6Ojw8KFfqxf/wslSpQkNHQbixcvICAgMI/2aj7GJCa+Z86c6QQEBKKlpaW2rCJFjDl+/AjW1l2ltP37IyhWrHieegDcv3+PgID53LhxjcqVq0rp4eFhPHr0gA0btpGYmIiHx0CqVzfnu+9qK+U/cGAvDx8+YP36rWRmZuLh4crRo4dp27Z9jnXq6+ujr19Quo6NjWHp0kVMmjRVrXxo6DYiIn5l6tTZVKpUGVD09zFjhuPvv4xq1WpIz8nevbs5duwwCxYsUSknp76or69PwYIFVeQ/5tq1KwQEzOfBg/vY2PRSKxMX94wpU8azePFyatQwZ/v2X/D3n09AwI+SzObN67ly5Q/atu2QZ50KW+kDig+FQ4cOonv3HowbNwmZTEZCQgILF/oxe/Y0ZszwBeD8+XN5lpsfaGK38+fPERERzqpV6zAwKExY2A78/GayfPkaJbmoqJv88ssmgoN/oXDhwgQGLmHNmp+YMMGbhw/vY2hYROlvt0Ag+HcgZqQFgm+YUqVKM2iQh9JMTNOmzbl3L1ppVnb//gisrKxV8ickJDBmzHDKlCmHr+8C6eU9KuoGLi72KvKZmZns378XNzcPdHR0MDQ0ZNmylVSoUBGAPXvCqV+/IXZ2DrnqnZGRwdu3ihm3xMT3FChQAICbN69TsGAhxo0bgZNTP5Yt8yclJVkjWxw+fJAyZcphZzeAX3/dSXJyzvlkMhkjRozh8uWLPHhwHwAdHW3atu2gNFNw/PgRLCx+UFvGxo3BbN++hRUr1qp1orPPwmTh5TWSyMjjasvbsWMb06bNpnhxE6X0oKBNtGql0OHJk8cYGhqira069F+7doUHD+7h6joAd3cnjh8/onTvt9/24exsx9ixntJMWF4kJr7n4MH9ODm5YmBgwLFjh5XuV6lSlYIFCyl9bNi3b4/Ks6apHChmzHx8JvL+/TuWLFkhOdEvXjzHxcWeFy+eq+SZO9ef3r37AYoZWB0dnRwd0f37I3j//h3Nmyufral4Jt/+1e5EChTI3ZHNomHDxhQrVpzly1UdH035X/th4cKFlfphdnKyTfHiJuzefZASJUqSnp5ObGxsnh8sstB0jLGysubFi+f88sumHMuysrJW6nOxsTEkJSVSvvyHowjXrl3J2rUr1eYPC9tO1649pI9kWZw4cZTOnbsjk8kwMjKiXTsrtbOAGRlykpKSSEtLIzU1lbS0NGk8yglzc3MaNGgoXdva2nHmTKRK/wDF87x69QqmTZsjOdEAzZtbMGCAE6tXr8i1rixy64t16tTD3Pw7AObNm53j7PuOHVvx8BhBzZq1cqzn2LHDNGvWgho1zAGwsenFqFHjpPsXL17g3Lkz2Nj01kjvihUr07hxMwB27QqhevUa2Ns7SR8BjIyM8PGZyf/933lu3ryOn99MAEaOHMKzZ4pIlPDwMAYNcqRXry6sWrVcKjsy8gTu7s4MHGjP0KGuXLt2BVB8oBo71hMnp37MmjWVBw/uM3SoK66uDri6DiAsbIfGditevDjjxk3CwEBxrI65eU2Vj51Z6Vu37qRw4cKkpKTw/HkcRYoYA4oPmTo62gwb5oazsx3r1q1RmoEXCARfDuFICzSiiFEBTE0N8/1fEaPcXziyyAqdPX/+rFK6rW03YmKekpiYiL//fCnca9gwNylU9u7dO1I4lLV1W3r16oKLiz3u7s5SOenp6djYdGTx4gX5Z7SvhKpVqymFlspkMtq2bS+9NMbGxpKY+J7Klaso5Xv16iUjRgwhOvouAwe6KTln5ubfqf16/vp1PElJiVy4cA5Pz8HY2NgQGXkCQ0NDAFxdB9O7d78cZ5+ymDx5KnPmTKdnz84EBMxn7NgJgOJlsUGDhsyePY81azbw7FksK1cuz7WsLHbu3EHHjtaYm39H8eImeYb36unpY2ZWQcmp7NSpCwcO7JWu9+2LoHPnrip5V6xYyqpVgdja2lG6dBmN9ANYtGhZjo55QMCPal9ws144+/a1wdt7AgMGOKGjo6Mip69fkPbtO7JmzQa8vWeycOFcoqJukJSURIUKFRkwwJn167fSpYsNXl4jVcJp1bF//17MzMpTsWIlrK27sm2b6jOR3WbJyclcvnyJpk2bf5ZcYmIi48eP4tSpE7i5DUVPT1+6Z2JiSnDwFkxMTFXK1tbWRkdHB0/PwXh4uNKtm430Epudu3fvsGPHViZMUJ21Hzt2Ips2raNnz86MHj0ML69JGkVFaGlp4eMziyNHDnHq1Mk85T8mP/qhi4u9Uj/MTm62kclkREXdoFevLvz6axi2tv000lnTMaZAgQLMmOHH+vVr+fPPKLVltWhhwZ07t3nxQhECvn9/BJ06dVGScXPzwM3NQ23+sWMnqo20iIt7phSRUKJESeLi4lTkrK27YWhoRI8e1tjYdKJcuXJYWFjm0nqoXLmyUmSBsXFRvL1nsmCBn+T8ZREdfRddXV0qVqykUk6jRk25cuVSrnVlkVtfdHYeRIMGig93kyZNpUcPW7VlzJzpR5MmzXKt5+HDh+jr6zN9+mQGDrRn+vTJUj948eI5S5f6M23aHLUf89RRqFAh5s5dBCgcynr16qvI6OnpUbduPa5cucSUKdMBWLZsFSVLlgIUz1FQ0EbWrFnPtm2befYslkePHrJ69XIWLVrKunVbGD/eG2/v8VKIfWxsDD//vJlp02azZcsGWrSw5OefN7Fw4VIuX75IRkaGRnarXLkq9esrPpqkpqaycmWgykebLGQyGSdOHKNXr85cvvyHFJUll8tp1KgJ/v4/Ehi4ht9/P0No6DaN7CcQCP5eRGi3QCMK6OkROHlgvpfrOXcdkKqRrEwmY/58XzZs2EqhQgZSemZmJhMnjqFateps2rQDXV1dbt2KYvz40UyfPocGDRpJL5O+vjOoX7+hStjw2bOnqFmzFkeOHGLo0JFSKNm3gJaWlkp7O3Xqwty5s3BwcOHAAdUXU4CTJ48zbtwkbt68wbRpk1m69Kc8HYf09HTkcjlPnjxh2bKV6OikYW8/gFKlSmNp2VojfV+9esn8+b4EBq7G3Pw7Tpw4ho/PRH75JQwLix+UHE1HR1e8vccrzYio488/o7hz5zbt23cEwNq6Czt2/EKPHr1zdeq1tFCynbl5TbS1tYmKuknRokX/cg6qKuVJSkri7t27LFy4lOnTp1C7dh2qV1fM3pw7d4affvoQApk1mzh06Ai1zqWmaGlpsX17OE+fPmH4cHcqVqxMw4aNlWS8vCZJ/69YsRLt2nXg1KmTmJt/pxSu265dB9avX0tU1A3pJTInwsND6datBwBWVp1ZtWo5165doXbtupKMlVUnXFzsGTXKixMnjmJhYanW0ddE7tKli7i4uNGwYWOmTp3ImjXrpZkgTQgMXE18fDxjxgynQoVflUKP3717x5w505g2bY5KOGdKSgrTp09mypQZtGzZimvXrjJp0hjMzb+TXuZzw8TEhEmTpjJ37izWr/9FY30hf/rh69fxjBgxJNd+mJNtzM2/49dfD3D27GnGjx/N9u3hah3yj9FkjAFFNIK7+1BmzvQmKEh1ZlpXV5fWrdvx22/76d/fgSNHfiMwcDVHj6rO7n4KGRmZSn0/MzNTrfO3bt0aihY1Zvfug6SkpDB58jh++WUT/fvnHlXzMU2aNMPauiuzZ09j2TLl2fP09HS1edLSUvP86JiFJn0xP5DL0zl16iTLl6/BzKw8O3Zsxdt7AmvXbmDGDG9GjhyLiYlJ3gXlUr460tLScrRFhw6KDyXFi5tQtGgx4uPjuXHjGi9fvmDUqGGSnJaWNo8fPwKgVq06Uj+ytGzDnDnTuXnzOo0aNWH06PEafwjIIj4+nqlTJ2JgYMCQIcNzlLO0bI2lZWt+/XUnY8eOYNu2nXTv3lNJpl+/AYSEbKNvX9VoE4FA8M8iZqQFXw0mJqY0btyUH39UDoG8dOkisbGxjBgxVlr3Wb26Oc7Og1i/PkijsiMidmNp2YaaNWtx6NCBfNf930xU1A0VZ69mzVpkZGRw+/afHDnym/Qikp3OnbvRvXtPRo/24v379wQGLs6zLmPjoshkMjp16oK2tjYmJia0aNFKCqnThMuX/6BUqdJSSJ2lZWtkMhkPHtwjMvIEly5dzCadqdGsYFjYdnR0dBg0yBFb226EhGzj0aOHnD2rfmMuUMyK3r9/XyncEqBjx84cPLiXAwf20qlTZ5V8enp6zJ8fQPPmLXF0dMHbewIJCW8ARchrcPAW6cNP1v8/14lOS0vj0KEDZGRkAFCmTFkaNWrCrVt/KsnJ5XLWrw+SNk8DheOgo6NDbGwMISFbleQV93K36+XLfxAdfZctWzZia9sND4+ByGQylVnp4sVNqF7dnLNnT7Fv3x61M/iayjVq1AQ3Nw8cHQdSunRZ5syZnufGTwBHjx6S2l60aFFatfqBW7eUZ0DPnTvD27dvmTnTR5rB3b59C2vXruTevbskJyfTsqViI7natetQsWJlbty4lmfdWVhYWNKmTXuNdc4iP/phsWLFc+yHOdnmxYvnShuqNWvWAgMDgxw3UvoYTcaYLGxt7ShXzoylSxepvd+pUxcOHtzL1auXKV++gsYh5rlRsmQppWUAL148p0SJEipyx48foUsXG3R1dSlcuDDW1l35448Ln1Wnh4cniYnv2bDhZykta3y5fftPFfmLFy9o5Ahr2hfzAxMTU+rUqYuZWXkAuna14c6dW0RF3eDp0yf8+ONiXFzsCQ8P48iR35g3b7bGZdepU48//vg/lfTExERu3ryRoy2y/w1QONuZZGTIadiwiTTGBgdvYdWqdVJURPaPZS1btmLr1jDatm3P7dt/4uRkp7IhZW7cuXMbd3cnqlevgZ/fIpX9KQAeP37E5csfogu6dOnOs2cxvH2bwP79Edy5c1u6p8n4KxAI/hmEIy34qvD0HM3vv59RCvF+/Toec/OaKl+jv/++Pjdv5r1bZ3x8PBcunMPC4gfatetAeHhYvuv9b+XhwwcEB69Vuya5Y8fOLFsWgJlZebUvplkvA3p6esyePY99+/YohTWrQ1dXl5YtW0lh0+/fv+f8+XPUrPmdxjpXqVKN6Oi7PHz4AIDr16+RnJyMmVl5nj+PY/nyJaSkJCOXy9m6dXOeG9q8ffuWw4cPsmDBEkJCdhMSspudO/diZWXN9u3qZwdTUpJZutSfZs1aqIRmd+zYmaNHD3P4sHrnQFtbW3qxc3BwoWLFSsyY4S05u/mJrq4ua9b8xKFDBwGFM3Dx4gXq12+gJKejo0Nk5AnCw3cCirDG48eP0Lp1O/T1C7JmzU+SU3jmTCTJySl8913O6yQBdu4MoWPHzoSFRUh2XbBgCSdOHFXZRbtTp85s3bqZd+/eqXzU+RS5rLWpWlpaTJs2iz//jNLoY9quXaGEhChCJd+9e0dk5HEaNFCesW/XrgMhIbull24LC0v69rXHzc2DsmXNeP/+nbSG+8mTx9y/f0+KNNAUT8/RvHjxnP/7v/Ma58mPfpiYmJhjP8zJNopZ+CnSDN7FixeQy+VqQ5BzIq8xJjuTJ0/nzJlItY56rVq1SUlJYdWq5Vhb57xJ4afQqpUlERG/kp6eLo0RrVq1VpGrXt2cI0cUJx+kp6cTGXlCZUMyTdHV1WXGDF+2bt1ESkoKoPhdPTxGMGfOdGk/BoDTpyPZsmUjbm5D8yz3U/ri/4qlZWuuXr3C06eKzfiOHz9CpUqVqV27LmFhEVL/sbHpRdu2HXLcYE0dvXrZcv/+PTZuDJbWCCckJODrO5169epLdtfR0clxFj+Lhg2b8PvvZyWbnjkTibNzf8nu2Zkxw5vDh3+jffuOf6131vyDUVzcM0aN8sDFxY2RI8epjbYBePnyBTNmTJF2Gz94cB+VKlWhSBFjoqPvEhS0ErlcTkpKMqGh22nXLu+N2gQCwd+PcKQFXxUGBoWZONGH+fN9s82eaandeCMtLR1Not4OHtxLw4aNMTIyolWrH7h7947KbNR/hZSUFGm9uKvrAPz8ZjJkiCctWlioyFpZWXP58h8avZiamZVn4sSpLFzox+3bf+a4yRHAxIk+xMe/xMGhD7169cLSsnWOa8ayyL5RVPnyFfDymoyPzwScne1YunQRvr4LMTAojI1NL77/viGurg4MGGBLwYKFGDjQHYDIyON4eY1UKXvfvj1UrFhZJUzZ2XkQFy9ekNaPr1ixTLLb4MEuFCpUEB+fGSrlmZqWoEKFipiZmeXpHCjWx87k/v17rFnzk9K9yEjVWa3cNhvLCT+/RYSHh+LiYs+ECaMZNmyUNJufvbzp0+dw9uxpnJz64eU1kpEjx1GxYiWMjY2ZNWseCxf64eDQl+DgIPz8FkoOnIuLvcrxMvHx8Zw4cRR7e0el9IYNG1OrVh2V9X2Wlq25c+eW2hn8z5EDxW7OM2f6sWHDz5w9ezrXzcamTJnOlSuXcHa2Y/hwN7p06c4PP7QBct98KQtDQ0P8/BaxdKk/Tk798PGZwIQJ3pQtWw5QbyN16OnpMWOGH6BZuO7HfG4/HDTIQakfZm9zTrYpW7Yckyb54O09ARcXe37+eTXz5wegr6+fq62z8yljTNGiinXEaWlpau937NiZR48eqI3eyG2zsZzo0cOWsmXL/bWfhhNduthIa12zlzdy5Fjevn2LvX1vXFzsKVGiBAMGOH92veXLV2T48NFKH9Z69OjNoEEezJs3GweHvtjZ9SI8PJTFiwMxN6+Za3mf2hc1ed4/JvvYWq1aDcaNm8iUKeNxcOhLeHgYs2fnfczVrl0hec5OGxgUZtWqdcTFPcPBoQ+Ojn3x9HTH3Pw7acdugNat2+HpOVjlWLnsVKpUmQkTvJk+fQrOzv1Zs2Yl8+cHUKiQ6ukULi5uf2222J/Bg52xtGzN998rf4zMyW7BwWtJSkomJGSb9Lc3a3+W7P2zXr36ODm5MmLEYOl4u6y14a6ugzE0NMLZ2Q5n5/7UqVNPCtMXCARfFq3MT4khE3wzXL9+gzJlPux6WrSowd+2Rjo+/n2eck+fPmXYMHd27YoAwM9vNlpacO7cWWbMmM306T6EhoYjk30ImQoJ2caxY0cIDPxwRMysWdNp0KAhXbt+WPvo4NCPFy+eS8eRvH4dj7V1F7XHAOWu4wNq1dJ8ZlXwz5Keno6XlxdLlnz+7sgCVRYvXkz37t2pUqVK3sLfKN+ijSZNmoSPjw+FC2u+Rv2/xv379wkJCcHLyyvfysxIS0VbV7NNOr8mFHsQzGHevHlfWpV8JTU9lQKyf+73kqekoqP39T8faanp6BYQ4ev5TXpaKrJPHD8y0uRo66qPpPhUMtIzeKnBO/+XQFtbi+LFP/3vlXhKBQyac5C4+CSltLE9y5Iofy1dNy5q8HG2fOPOo9d5yjyPSyBdniHJdu3tyuRxg3jzOp4keSFKli7PjNl+OLgMRyaTce/uLdasXcPw0T5K5b99n0rcq0Qp7d7dW8TExPLjqu0U+OvImBvXLxEwz5vOPQfmeHayOt4lJDJpXPinNF3wD5KSEEOGvDLdxG+Ub2RmZvLm4XOOPL4GaL4e+FviW7RRhjyVdzF69J/+v2349bXz7tkN9IuU5Xg+jjm7/W2I9tXs6KiviWvP3mOtL/vPta2ydyh9t+Udfp9fbO/3E6c0PFrs30zL8FBmjcv95AzBpzPNv+snT4p5zl3H7UWR+VJ/NS/V6MevHeFICzQiKSn5rx2287/cz6FQIQPcPMYxf47iCJHRXjPZ/ksQk8a6oq2tQ+HChgwdOYXvan2fazknju7Dsk0pyORsAAAgAElEQVQnyYkG+K7W95QqXY7TJw/Rzqp7LrkFXxN6RqW/tAr/ObS0tDCu0PRLq/Gv5lu0kbZOAYzKNchb8D9O4ZIiQklTapf8+z7WCwQCwd/FV+9Iv3v3Dn9/f86fP4+Ojg5GRkZMmjSJWrVqce7cOQIDA9m4ceM/rtfSpUupXbs27dq1U0qvUaMGc+bMoU+fPlKao6Mjnp6eNG2q2cvW27dvmTRpEsuXL+fx48c4OTlx5MiRfNX/Y67dfvm3lp8XpiVKsWSF8sZPdeo1ZtOOD+12cBmGg8uwj7MqMcRzotK1s9sotXJzFqxSmy4QCAQCgUAgEAgEX7UjnZGRgbu7O02bNmXXrl3IZDLOnj2Lu7s7ERERX1S3UaPUO2gA/v7+WFhYULr0582QvXnzhps3b36uagKBQCAQCAQCgUAg+B/4qh3pc+fOERMTw8iRI9HWVmxA3qxZM+bOnSvtePnq1Svc3d15+PAhlSpVYtmyZRQoUIBdu3axfv16MjIyqFWrFtOnT0dPTw8LCws6duzI//3f/6Gjo8OSJUswMzOjbdu2dO/encjISJKSkpg/fz61a9fm999/Z/HixSQnJ5OQkMDkyZNp3749kyZNokmTJvTq1UtFb2dnZ3x8fAgKUj2WJTQ0lHXr1qGlpUWtWrWYOnUqBgYGNGvWjNq1a/P8+XNMTU2Ji4tj+PDhTJ48meTkZMaMGcPt27cxMjJi+fLlFC1a9O81vkAgEAgEAoFAIBB8o3zVx1/duHEDc3NzyYnO4ocffqB48eKAYrfnadOmsW/fPl68eMHp06e5ffs227dvZ+vWrYSHh1O8eHHJqX3+/DnNmzdn165dNG7cmM2bN0vlGhsbExISgp2dHatWKUJ/N23axJw5c9i5cydz5sxh6dKleert7u5OfHw8O3bsUEr/888/WblyJRs3bmT37t0ULFiQwMBAQHGEhbu7O+Hh4cyYMYMSJUqwfPlyQPGxYODAgezZswcTExP27s39DFGBQCAQCAQCgUAgEHw+X/WMtLa2NnrZNolSh7m5OWZmZgBUqVKF+Ph4Hj9+zIMHD+jbty8AaWlpfPfdh01BWrVqBUC1atW4cOGC2vSDBw8CsHDhQo4ePcr+/fu5fPky79/nva27TCZj3rx5ODk5YWHxYQe78+fP06ZNG2k2uV+/fkyePFm6X69ePbXllShRgrp16wJQtWpV4uPj89RBIBAIBAKBQCAQCP4pTE0Nv7QK+cpX7UjXrl2bLVu2kJmZiZaWlpQeEBBAixYt0NLSQib70EQtLS0yMzORy+VYW1vj4+MDwPv375HL5ZJclnOeJa8uPQt7e3uaNm1K06ZNad68ucbnRVavXl0K8c4iKxw9i8zMTNLT06VrfX19tWWpa6NAIBAIBAKBQCAQ/Ft4/vztl1ZBLZ97jvRXHdrdqFEjihcvTmBgoOQInzx5krCwMKpWrZpjvqZNm/Lbb7/x8uVLMjMzmTFjBuvXr//k+l+/fs39+/cZNWoUlpaWHD58WMkhz4usEO8//vgDgCZNmnDkyBFev1accbx9+3a1O3nLZDIlB1sgEAgEAoFAIBAIBP8cX/WMtJaWFitWrGDu3Ll07doVmUxG0aJFWb16NSYmJty9e1dtPnNzczw9PXF2diYjI4OaNWsyePDgT67f2NgYW1tbunTpgkwmo1mzZiQnJ5OYmKhR/qwQ76wNyczNzRkyZAiOjo6kpaVRq1YtZs6cqZKvePHilClTBkdHR+bOnfvJen8OdauXQE9fN9/LTUlO48qtuDzlkpOS2Lp5NVcunUdfXx/9ggb06utM7ToNOHpoD3r6BWlh0Y5VgfOpWaselm065buuAoFAIBAIBAKBQACglSnigL95Bs05SFx8klLa2J5lKWz04XiuxnXLcntRZL7XXc3LgvNXnuQqk5mZid/McVSoWAW7AYOR6epy/95tFs2dwrBR3pw8ekBynr+kI/0uIYaAnbm3RSAQCASCz2W3vw3Rvr2/tBoCDansHUrfbUP/sfq29/uJUzZf//PRMjyUWeP2fGk1/nNM8+9K4OSBn5THc+66fHv/r+Zl8Z8L7f6qZ6QF3wY3b1zmxfNnTJnuL61Pr1ipGja9HZg704tChQy4ce0PjIsqdmq/dPEshw6E8+ZNPDa9HGjboSvJSUkEBy3l8cN7ZGRk0LWHHS0s2nHi6H5OHj/I24Q31G/UHDOzSuwJ34q2tjamJUozdOQUChQo8CWbLxAIBAKBQCAQCP5lCEda8K8n+k4UlapUV9rkDcC8Zl309PVp0KgFNWvVo+73jTkTeYS0tFRmzl3B40f38ZsxlrYdurIrdCOVKlfHw3MSiYnvmeUzgqrVagLw6uVzFiwJRkdHhzHDBzDDL5AiRYqyZcNKYp48pEKlnNfbCwQCgUAgEAgEgm8P4UgLCPKxUkm7fv0GZcoY/yP1VzXLvR7TooWIKaCtIpf+Xh8dbW0MDQpQolghqpoZY2hQAIsWHahWvihVzYyZ/PYNVc2MufPnZZKTkzkb+f/s3WdAFEcDgOGXevZoAmrsGgsm1oiaREQiFsTeUJAmdsWOiIKKIPbeNRKxxI6KDRtWjGIUewMrFrAjUo/j+H7wsfG8OzgSE4zO84vbnZ2dmZtdbnbKZr22LEMhJyPlOSW/LESt776lRqWs3uyfrayY5juCZs1+pktHW2rVqqNzPp48ecPuOR3zmHtBEARB0I0yXU4V7+D8ToagI7lCzpYey/6182WkyWkS8t+vH+lyBRPntMvvZHxyFOly3KetztMxyvQMqnlY5B5Ql7gUytwD/ceIhrTAy5eJKJWqU+WVSiWKf6nC53YeM7Pv2Lx5I6mpcpVXfV26dAkzs5pkZmaiVGaiUCj//yo0fZU4FQolGRkZTJjgT40aZgC8evWSYsW+4ODBUIyNZVL4YcNGY2vbgdOnw5k0yQc3t/60bm2rUz6USuVHO/fjY2VqWlSUmZAvRN0T8svfr3tpHywtwr/h3/6+cj6fuPd97vLv/vGpvUMa/uOvvxI+D3Xr1qdy5W9YsGCO9NqvmzdvsHZtIC4ufTAwMMj1tWPff9+QnTu3AfDixQtcXOx5+jROJYxCoaBnz84UL14cJ6fe2Ni0JSrq1j+TKUEQBEEQBEEQ/rNEj7TwnzB16kxWrlyKk5MdBgYGFC1ajAkT/Pn+e3NevXrJihVLKVJE+2p7bm79mDNnBk5OdiiVSgYPHkbZsuW4dOmCFMbQ0JA+fQYwYsQQZDIZJUqUwNvb91/InSAIgiAIgiAI/yXi9VeCxqHdcXEPKF26ovS5xBcFMTT+8M9dFHIFr9+k5B7wP+D9MhNyJ4aYCflF1D0hv4i6J+QnUf+E/PIx1z3x+ivhH/WpNHYFQRAEQRAEQRD+LjFHWhAEQRAEQRAEQRDyQDSkBeETFRv7BEvLRri6OuDq6oCLS08GDnQjLOyQFCYwcAUWFubs3btL5diUlBRatmyKp+cIKdzcuTOk/enp6fj4jGXw4L4kJCTkmI47d27TsmVTKR2urg7ExNwHYN++fTg62uHiYs+YMcOJi4vVGEdY2CGN4ZRKJUuXLsDR0Q5n5x6MHz+G169f61xGixbNw8rqB549e6qy3d29P927d5DS6+hox9KlC0hOTgKyytbCwhx39/5qcQYE+GJhYU58fDyxsU9o2bLpe3k5SNu21pw7d1bndL4vp3xnZGQQGLgCN7de2Nt3YeHCOWiawePj46nynbRu3YyxY0cCcOPGNQYNcsPV1QFn5x4cOLBP57TFx8fTvHkTZs+eprI9MvIcFhbmTJkySe0Yd/f+UjnlJZyTk53K/k2b1tO5sy23b0frnN7x48eo1G1N3r59i4tLT27evC59frfsXF0dsLRsxKZN63OMJzLyHE2bNuSPP86obJ87dwaBgSu4d++uFF+XLm1p3bqZ9Hnz5t/Yt2+3dE0CZGZmsmDBHBwduxMXF/f+6VS8fv2a8ePH4OLSE0fH7ixZsgClUvMbE9q2tVbJ28GDoSr7z549g6urQ47nezfPun6fOZUN/HltRUaeUwkTG/uEpk0b5vo9vmvPnhA8PUdq3Z/bNZCZmcmUKZPYsGGdTufLTndk5DnMzMxyzCfA48ePmDRpHHZ2HXFxsadfP2f27AmR9r97/VpYmOPs3ANXVweGDh2gEm+fPk44OnZXuQfs27ebbt3a55rmhw9jGDKkH46O3enXz5kHD+5rDBcZeQ43t164uPRk6NABREdHSfsuXoykf39XXFzsGTKkH48fP8r1vO9+xwqFgjVrAnF07I6jox2OjnbMmTODhIQ3UvjVq3/h5MljQFYd0fU7yavAwBUa7/na3LhxjZ9//pH4+HiN+8PDT9CmTXOVay37fwzkvY4JgvDvE0O7Ba2yXiWll9/J+E/4WJcakMlkBAVtkD7HxcUyfPggDAz0sbKyBqBUqdIcOLCPtm07SOGOHQujYMFCGuNMSUnB23sMMlkB5s1bgkwmyzENV65cokULG8aO9VbZ/vBhDJMmTWLRopV8801VLl6MxMdnLKtWrVULN2vWVJYs+UUt3N69u7h16ya//roeY2Njli5dwOLF85gwwS/XsklLS+PAgb1YWVkTHLyFQYOGquwfPHgYP//cAsj6MTd//ix8fX2YOXMeAMbGMmJiHhAXF0vp0l9LZXPlyiWt59y5M5g1awKZP38p1arVyDWN2uSU761bN3LhwnmWLQtET08fd/f+hIUdpEWL1ipxTJkyU/r7xo1r+PiMZdSosWRmZuLt7cm4cRNp2LAxz549xc3NkW+/rUX58hVyTduePTtp2tSSQ4f207//YIoV+0La99VXJpw6dZLU1FQKFCgAZNXJhw9jVOLQNdy7Vq5cyvHjR1i2LFD6PnLz229ruHz5As2bt9Qa5vTpcBYunKvykKdo0aIq19W2bZs4duwI3br1zPWcRkZGTJniy5o1myhevLjKvsqVq0jx7tu3m2PHwpg5c760f9++3dLfGRkZTJvmx+PHD1m6dJVKOWuyaNFcKlWqzNSps0hLS2PUKHf27dtNu3YdVcLFxNynaNEvVPKXLS0tlTVrfmX79q2Ymprmmtdsun6fOZVNtlKlSrN//16+/95c2rZ//15KlPhSp7QkJLxhxYolHDy4n/r1v9cYJrdr4P79e8ydO4Pr169SpUpVnc4rk8koWLAgKSkpueYzNvYJQ4cOoF+/Qfj6TkVPT4/nz58xebIPjx49ZOBAd5Xr18LCnIULV6jFde3aVeTyNAwNjYiIOM0PP/z0/7QUoECBgrmm2c/Ph+7dHWjVyobTp0/h4+PJ2rWbVX4XJCYmMn78GKZMmYG5eSMePLiPl9co1qzZRHx81sObefOWUKOGGVu2bGTOnBnMnbtIp7IC8PUdj6GhkVTHFQoFmzf/xoABvQkMXEehQoU5f/4PKlWqnGt+/q4CBQpI6cpNfHw8s2ZNIz09XWuYq1cvY2/viLOzm9q+v1LHBEH494keaUEjQ0NjkpISPtoG4sckMzOTpKQEDA2N8zspuSpd+mv69Bmo8oS7ceMfuXfvrkqv7P79e2nVqo3a8QkJCYwcOYQyZcoREDBTakTfvHldaw/V1auXefDgHm5uvejXz5njx48AcPt2FGZmZnzzTdaPhHr1vicu7gmxsU9Ujr99O4qqVatpDFe5chUGDx6OsXFW2deo8a3aa820CQs7SJky5ejZsxe7du0gNTVVa1hDQ0OGDh3JpUuRUq+MgYE+zZu3VOmtO378CBYWzTTGsW5dEFu2bGDp0lUaG9EWFuZq2zw8hhEeflxte0753r9/Hy4ufZDJCmBsbExAwEwaNGikNW/p6ekEBPgybNhoSpUqjVwux82tHw0bNgagZMlSFC9egufPn2mNI5tSqSQkZAdt2rSnbt36hITsUNlfrFgx6tatx4kTx6Rt+/fvpWVLm78ULvucs2dPJzLyHEuXrlJpRLu6Oki9yO+LiIggIuI0HTt2zTFPW7duZuJEf776ykTj/kePHrJmza/4+PipvOdem7Jly/HDDz8xderkXMNqI5fL8fEZS1JSIvPnL5Ua0S9ePMfV1YEXL56rHWNpaUXXrlk9+DKZjMqVv9F4rVy5chkDA30GD+6Li0tPVq/+RXq9YETEGVJTU/Dx8c1TenX9PnUpG2vrVpw6dYK0tD+v17CwQzRv3kL6HB5+HA+PYRqPP3LkECYmpgwZMlzrOXK7BrZv30K7dp2kB226aNiwMVWqfANAxYoVc8znunWradGiNW3atJMaraamJfHzm8bWrRt58eKFTufcuXMbP/3UlFat2rBly0Zpe7Vq1fj++waA9rJ6/vwZDx48oEWLVgD8+GMTUlJS1F4J+ehRDEWKFMHcvNH/81aJwoWLcPXqZY4dC+OHH36iRg0zADp27MLw4aNzTXd2WV29eplr167i4zNZquOGhob06uVCxYqV2LkzmODgLdy6dYOlSxdy/PhRIOt/zsCBbtjZdcTLaxQpKVlrvNy/f4+RI4fg5uaIq6uD1MMfGXkOFxd7Bg50w8WlJ4mJifj4jMXV1QE3t17MmDEFpVJJjRo1qVOnvlS206f7a0y/UqnEz28CAwYMyTGfV69e5vz5rHMPHtyXixcjpX1/pY4JgvDvEz3SgkYlSpjy+vVzEhM1D0kSVBkaGlOihO49NPmpatVq3L17W/psaGhI8+YtOHgwFEdHV+Li4khOTqJKlW+kIdgAr169ZOjQAcTGPiEgYCb6+n8+hzMz+1ZjDxZAgQIFadGiNR07duHhwxjc3ftTqlRpqlc3IyoqiujoW1SrVoPw8BO8efOGly9f8PXXZaTjq1c34969OxrD1apVRwqXkJBAUNAvdOqUc8Mo244dW7GxaYuZ2bd89ZUJoaF76Ny5m9bwMlkBypevyJ07t6lZ81sAbGza4u8/QepRCA3dy/Dho9SG+C5duoANG9YxatRYlbzlZvbshRq355Tvhw8fcP/+PdavDyI+/jVNmljSp88AjfFA1hDXr74ypVmzn/+fTxnt2nWS9oeEbCc5OYnvvquVa3ojIn4nLS0Vc/NGJCcns2jRXOztHVUamDY2bdm9O4RWrbIaUWFhB/Hx8SMkJFglLl3CZWRk4O8/kUOH9jNr1ny++EK1R05bnXzx4jkBAQHMmLFA7bzvy633bOXKpXTtakfp0qVzDPeuESPG4ObWi+DgzXTt2kPn4wCSk5MZM2Y4Fy6cZ/XqDchkBaR9JiamWvOcPQIFICrqJocP72fRohVq4TIyMjA3b8TAgUNRKBR4eg6ncOHC2Nk5YGlphaWlldrQal3o+r3nVjbFi5fgu+/qEB5+AmvrVly6dJFKlSpRtGgx3rzJ+n9lYdFM6wOtTp2yrvF3e/ffl9s1MGrUWAC14dk5mT59rs75zGoIqo6QAfjyy6+oWLEy165dka5XbRIS3hAWdohVq9bwxRfFWbFiMffu3aVy5SpUqFBJyoO2snr69CkmJiYq93lT05I8f/5UahgDlC9fgdTUFM6ePUOjRj9w48Y17t27w8uXL4iJiaFAgQJMmjSOmJgHlCpVmqFDR+lcVleuXOa772prfEBlbt6Ic+fOMn36XI4ePUzXrnY0a/Yz4eHHef78GYsWrcDIyIh+/Vw4fvwILVq0xsdnLBMm+FGjhhmJiYkMHNibSpWqAHDv3h22bAmhdOmv2b9/L8nJyQQFbSAjI4PZs6fx5MljzM0bSQ8MsuuRJqtWLefbb7+jceMfc8xnsWJf0LJla6ysrLl8+RLjxo0mKGgDJUuW+kt1TBCEf59oSAsaGRgYYmKi2/BI4b9FT09PGl6ZzcamLdOm+eHo6MqBA3uxsWmrdtzJk8cZPdqLGzeuM3HiOBYsWKZTD5yHh5f0d6VKlbG2bsmpUyfp02cAU6dO/f/wNzkWFs2oWrUahoZGKseXLVuOceMm5hju8eNHjBs3mjp16tGli+q8WU1u3brJ7dvR0nDnNm3asnXrRjp16prjdAY9PVTKzsysJvr6+ty8eYMSJUr8/wGE6jC8lJQU7ty5w6xZC5g0aTy1atWmevWsH6IREadZtuzPhlp2r/6gQUNz/RGmLd8KhYJr164wa9YCFIp0PD1HEhy8GTs7zSMGNm/egKfneI371q0LYtu2jcyevUilwabNjh3BtGxpg6GhIRYWlsyaNZWjRw+r9Dw2aWLJ7NnTefXqJY8ePaRixUoUK1ZMLS5dwsXEPKBWrTp4e/sSEDCZwMB1lCqVc4NWoVDg6+vNuHHjMDHR3Musq6dP4zh79jReXj55Oq5gwYL4+k5l2LAB1K/fIE/HXrwYiatrXxo0aMiECWP55Zc1FC6s+ys7IiJO4+8/gREjxmgcGdGhQ2eVzz169GLbNu31R1e6fu+6lI2NTVv279+LtXUr9u/fQ5s27bWOPPi78noN6Cq3fCoUCo3HpafLdZpytXfvbipVqizdjxo2bMzWrRvx9PTO5cgsmZlKDefJRF/fQGVL4cJFmDp1NitXLmXJkgXUq1efBg0aYmRkREaGglOnTrJkyS+UL1+BrVs34e3tqfVhjyYZGZrLQS5P11oOlpZW0n26SpVveP36NQ8fxvDkySOmTftz2k9aWhrR0beoWLESJUuWkkaz1KlTj5Url+Lu3p+GDRvTvbs95cqV1ym9v/8ezvXrV5k7d3GuYadOnSX9XbduPWrVqsMff0SoTLMSBOHjJhrSgvCZuXnzulpjr2bN71AqlURH3+LIkUMsWrSC8PATKmFsbdvToUNnWre2ZcCA3ixePI8RI8bkeK6MjAzWrw+ie/eeFCpUGMgaCm9gYIBcLqdixYqsXBkEZA2n3Lp1I2XKqPbYyuVyypYtrzVcZOQ5Jk4ch4ODMw4OTjqVwfbtWzAwMKBPHycpnS9ePOfMmVP8+KOFxmNSU1O5f/8+lStXUdneurUtBw/uo3jxEtjY2KodJ5PJmDFjLoaGhjg5ueLt7Ulg4DqKFfuCxo1/lBrMFhbmefqBqS3fJiamtGjRGmNjY4yNjfn55xZcunQBOw3PF6KibpKRkaH2Q14ulxMQ4Mv9+/dYvny1Tr3ocXGxnDlziqiom9Lw/YyMDLZs2aDSkDYyMsLKqjmHDx/k3r27tGmjedEjXcKVK1eB8eOzFrG6cuUSPj6eLFmyShryrsnNm9d58uQx06dPR6FQ8urVS5TKDORyOV5eE3LN57uOHQvD0vJnqW7nRY0aZri49MHX15tvv829tz+buXkj+vYdSGZmJpcuXWTKlElMnTpbp8bVpk3rWb9+DZMmBUjDlt+3f/9eqlatTtWq1YDs6/Xv/1TQ9XuH3MvGwsKSuXNn8PRpHBcvRjJ6tNcHb0j/lWsgr7Tls3btuly4cB5LSyuV8M+fPyM29gnffvtdjvFmZmYSEhJMQkKCtKhYamoqFy6cZ8CAIWojNzQpVao0L1++UFkr5cWLF5iallQJp1QqKViwEIsXr5S29ezZhbJly2NicpvatetIayu0a9eRBQtmk5aWqtNDidq167Jp03qVufXZLlw4R716mue4v1tf9fT0yMzMRKlUUrhwEZV77KtXLylcuAjXrl1RmftcpkxZNm3awYUL5zl//g9GjhzMmDHeWFhY5prmvXtDeP78GW5ujtK2YcMGMH78JMzMvpW2vX37lh07tuLk1PudazdTp4fTgiB8PMQcaUH4jMTEPCAoaBU9ezqq7Wvd2paFC+dSvnwFjQsXGRll9QDLZDL8/acTGron19WcDQwMCA8/Ic2VjYuL5fjxI1hZWZOeLsfe3l6ap7llywbq1Kmndu70dDmDBvXRGO7WrZuMH++Bj89knRvRb9++JSzsIDNnzmfbtt1s27abHTv2qc0jfFdaWioLFszhhx9+UvtB3bq1LUePhhEWdkjjHF59fX3px5GjoyuVKlXG19db64rJusgp31ZW1hw8GIpSqUShUPD77+EqP+DedfFiJA0amKs1wvz8JpCcnMTy5b/q3IAICdlOnTr12LkzVCrXwMB1REXdUluAzcamLaGhu7l0KTLHnvfcwhkZ/fmjc/hwDzIyMnJdublWrTps376XkJAQgoI20LFjF5o3b5nnRjRkl1/DPB+Xzd7eiS+//EptVeycZD8k0NPTY+JEP27dusmaNYG5HhccvIXt27eyYsVqrY1ogLt37xAYuJyMjAzS0lIJDt6CtbX2xdjyQtfvHXIuG2NjYywtrZgyZRJNmlj+I42Pv3IN/BWa8uns7MaRI4cIDd0jbXv27Cm+vt507twdE5OcpxH98UcEr1+/YsuWEOla3LkzlK++MiEkZLtO6SpZshRly5YnLOwgkDWSQU9PT1qrIpuenh5jxgyXHmSEhR1EJjOmatVqWFpaceXKZZ48eQxkrSFRuXIVnXv2a9WqTb163xMQ4Cu9HSIjI4O1a3/l4cMYaX0DAwNDrT342SpUqIhMJpP+Zz19Goezcw9u3bqhFnbHjm1MnTqZRo1+YPDgYTRq9CNRUTd1SnNAwCx++20bQUEbpEb7woUr1O7BhQoVYvv2rdJDx6iom1y/fo3GjX/S6TyCIHwcRENaED5haWlp0ms13Nx6MXXqZAYMcOenn9R7XVu1asOlSxdy7CnKVr58BcaOncCsWVOJjr6V42JjkyZN4cyZ33F27oGHxzCGDRtNpUqVKVy4CP7+/nh4DKNXr25cv36N8eN9AdVFkwoXLsLYsd4aw61YsZjMzEyWL18s5XPcOA9A+yI6oaF7qFSpisqqvwAuLn2IjDwnzR9funShVG79+7tSqFBBjYssmZqWpGLFSpQvXz7XlZP19PTw8ZnM/fv3+OWXZSr7wsPV551qW2wsp3z37z+IL7/8EmfnHjg62lGmTFns7OyBrLl7q1Ytl+J5+PCh2grX2YsEPXr0kEGD+kjxR0Sc1pqm9PR09uwJwcHBWWV7+fIVaNGiFZs3q/a016pVh5SUVH76qWmOjSBdwxJbTdYAACAASURBVEH2A54ZHD16WGos5LTYmDY5LSL0vqzyU29kafve3pdVH/woVEjzCvm5+eKL4kyePJW1a3/lzJnftS42lp6ezvLli5HL5Xh7//napOwG+Lv1ws2tP0WLFsPFpScuLvbUrl2X9u07qZ37fbrkOS/fZ25lY2PTlgsXzmNr205tX06LjeUku77kdg1ok9N9UBtN+SxVqjQrVqzm3LkI7O274Ohoh5fXaFq2tGHw4NzztWPHNjp06EKRIn8O+Tc0NMTZuTfbt29VaXTmVFa+vgHs3BmMk5MdK1cuxd9/hjRnOrus9PT0mDRpCjNmTMHR0Y5du3ZKIySqVavB6NFjGT9+DI6OdoSEbMfff0aeymriRH9q1vyWoUP74+zcg169uvP0aRzLlv0q5c/CwpIVK5aoPHh4n5GREdOmzWH37p24uPRk1Ch3+vYdSJ069dTC2ti0RalU4ujYHTc3RxITE9VW5M/LfeJd2eVmYGDA9Olz2LhxPU5Odkyd6oef3zStq9ULgvBx0ssUyzILgvAJUigUeHh4MH/+/NwDCzrbsmULpUuXxtIy92GOn6vPsYw+xzxrMnToUBYtynmBOmW6HH2jj/8tD/80XcpKEHQhV8gxzuc3p2SkyTGQfbg0pMsVGBnnPtpGkS7HUMv9RJmegb6RgcZ9+UGpUPLydVLuAfOBvr4eX32l+3oj2URDWqDPlIM8e52S38kQhA8qLSEWZYacgiUq5ndSPilvHv5BsbLfo6f/8fxz/th8jmX0Oeb5fekpb0hLeEKRUjVzDLd7TkfuBuj2doFP1YvkdO6+SqVRuaL5nRThE1DFOxi7zYPyNQ1beizjVC6vU8yLJiHB+I3WPsoi28Q57Vg8rrfGfe7TVhM9O/yDpenvquZhwfPnb/M7GRr91Ya0WNVAEIRPkqyYWHX+n/BF+b8+J/hz8TmW0eeY5/cZFfwCo4I5T+8QspgUMsKkkFHuAQVBED5in/Uc6YiICJyc/lyoJzExETs7O6ZPn671mObNm/Po0SO2b9+Ol5eX1nAATk5ORERE/KW0hYWFsWDBAq37tZ3/ypUreHvr9noLQRAEQRAEQRAEIe9Ej/T/JSUl0bdvXxo1aoSHh0d+Jwdra2usra3zfFzt2rWpXbv2P5AiQRAEQRAEQRAEAT7zHulsycnJ9O/fnx9++EFqRK9fv57u3bvTrl07OnfuzN27d7UeHxoaip2dHR06dMDGxobIyEiV/S9fvqRdu3YcPnxYrRfcy8uL7du38+jRI2xsbLC3t6d3794qPc6///47HTp0oH379gwYMIDExEQAHjx4gJOTE9bW1vj4+ADqveyCIAiCIAiCIAjCh/XZN6RTUlIYMGAAUVFRuLq6AllDvA8fPsy6devYs2cPVlZW/PbbbxqPVyqVbNq0ieXLl7Nr1y769u3LypUrpf1v376lf//+uLu706JFixzTcu/ePWbNmsXq1aulbXK5HA8PD2bMmMHu3bupXr06O3ZkvZM3NjaWRYsWERoayokTJ4iOjv6bpSEIgiAIgiAIgiDk5rMf2n3lyhWGDx9OlSpV8PHxYfHixRQpUoQ5c+awd+9e7t+/z8mTJ6lZU/MqnPr6+ixZsoQjR45w7949zp49K71nEWDSpEmYmJjQqlWrXNPy1VdfUa5cOZVtt27dolSpUtL5R48eDWTNkTY3N5feOVihQgVev379l8pAEARBEARBEAThn2Rq+mmt1P/ZN6Tr16/P4MGDSUlJoVOnTmzatIlmzZrh5OSEo6MjlpaWmJiYcOPGDY3HJyUl0a1bNzp06EDDhg2pUaOGSu91v379OH78OBs3bqRXr17o6enx7hvH0tPTpb8LFCigFr+RkRF6enrS57dv35KUlPUONkPDP7++9+MVBEEQBEEQBEH4WIjXX31ijIyyXr9QsGBBZs6cSe/evYmPj6dixYq4urqSmprKwoULKV26tMbj79+/j56eHgMHDiQzMxNPT08yMjKk/TVr1sTKygp7e3tatGhBiRIlePjwIWlpaaSkpHD+/HmaNGmiNX2VK1fm5cuX3L59m6pVq7Jq1SoAKlYU78YVBEEQBEEQBEHID599Q/pddevWxdXVla1bt1KhQgVsbW3JzMykYcOGWucfm5mZUbNmTdq0aYOenh4WFhacP39eJUylSpXo1asXfn5+LFmyhGbNmtG2bVvKli1LgwYNckyTTCZj1qxZeHp6kp6eToUKFZg5cyYHDhz4YPkWBEEQBEEQBEEQdKeXKcYDf/b6TDnIs9cp+Z0MQRAEQfjk7Z7TkbsBXfM7GYLwyajiHYzd5kH5moYtPZZxquOHu66bhATjN3pPruEmzmnH4nG9Ne5zn7aa6NnhHyxNf1c1D4tPbmj3Z79qtyAIgiAIgiAIgiDkhWhIC4IgCIIgCIIgCEIeiKHdgiAIgiAI/xJluhx9I+P8ToYgfDLkCjnGhvl7TWWkyTGQfbg0pMsVGBnnvpSVIl2OoZb7iTI9A30jgw+Wpr9LqVDy8nVSfidDI7Fqt/CXvXyZiFIpnqcI/z5T06If7XwZ4dMm6p6QX0TdE/LTp1v/0vI7AeRfGj6GvOfuU3uHNIih3YIgCIIgCIIgCIKQJ6IhLQiCIAiCIAiCIAh5IBrSgiAIgiAIgiAIgpAHoiEtCIIgCIIgCIIgCHkgGtKC8ImKjX2CpWUjXF0dcHV1wMWlJwMHuhEWdkgKExi4AgsLc/bu3aVybEpKCi1bNsXTc4QUbu7cGdL+9PR0fHzGMnhwXxISEnJMx507t2nZsqmUDldXB2Ji7gOwb98+HB3tcHGxZ8yY4cTFxWqM49Kli/Tp44SrqwP9+7ty8+Z1KR0zZwbg6NgdR8fuLFo0j4yMDJ3LyNt7DG3bWpOamqqyvVu39tjbd/l/udnj4tKTNWsCUSgUAERGnsPCwpwpUyapxenu3p+WLZtK4Zyc7FT2b9q0ns6dbbl9O1rndL4vMTERHx9PnJzscHTszvr1QdK+8PATtGnTXKW8k5PVV8l8/fo1o0cPw9GxO05Odly5ckktzIkTx2jZ0jJPaQsPP4GFhTlhYQdVtuelrv3TdTLb2bNncHV1+Evhjh8/iotLT1xdHRg2bCCPHz/KNZ6AAF8cHLqSkpKisr1ly6bExj5h3bog6Ttr2bIp3bt3kD4/fvwId/f+HD16WDru+fNnODp2Z968mSiVSp3yvGrVcpVye19cXByeniPo3dsBZ+ceREScBiAzM5NfflkmXWtTpkxSu240cXfvj4WFuVr5ZF9DGzask8K5u/dXyUd8fDwWFuZA1v3MwsIcd/f+aucICPDFwsKc+Pj4XNOzbt1qHBy60qNHJwIDV6DtxSWBgSvo1asbTk52TJkyibS0rMV8Hj16yIgRg3F1dcDRsTsbN67P9ZyBgSukdLu798fJyUlrPrPt3LkNFxf7/5e3Hf7+E4iLiwPgjz8ipHrRoUNr2rVrIX1+97rTdi1269aefft2f7CycnNzxNGxu5SGDRvWApCcnMyECV7SfSr7u9a1rACiom7i6TmCHj064erqwKBBfThx4pi0/8mTx3h7jwGy6kj2vfefYGFhTmTkuRzDZGRksGDBHKncdu7cpjFcQsIbJk4ch719F9zcerFt2yZp340b1xg0yA1X16xr8MCBfR80H4IgfDhi1W5B+ITJZDKCgjZIn+PiYhk+fBAGBvpYWVkDUKpUaQ4c2Efbth2kcMeOhVGwYCGNcaakpODtPQaZrADz5i1BJpPlmIYrVy7RooUNY8d6q2x/+DCGSZMmsWjRSr75pioXL0bi4zOWVavWqsXh7z+BceMm0qBBQ44fP8qUKb6sX7+F4ODNxMfHs3btZpRKJUOG9OPIkUO0bGmTa9m8ePGcS5cu8N13tdm/fw+dOnVT2T9p0hTMzL6V8uzn58OiRXMZOdITgK++MuHUqZOkpqZSoEABIKt8Hz6M0XrOlSuXcvz4EZYtC6R06a9zTaM2q1Ytw9S0FFOmzCQlJQUnJzvq1fueWrXqcPXqZeztHXF2dssxjrlzZ1C3bj2cnRcSHX2LMWNGsGnTDikvDx/GsGTJfCBvK/rv2LGNVq3asHnzBqytW6ns07Wu/dN1Mi0tlXnzVrF+/W+YmprmGG7Nml/Zvn2rSri0tFT8/ScQFLSRcuXKs3nzb8yfP4tZsxbkeF7IqiMLFszGy2uC2j4nJ1ecnFyBrAZX1652/PxzC43xPHr0kJEjh9ChQ2ecnHrnet5nz56ycOEczpz5HVvb9lrDjR07kk6dutK5czeiom4ybNggdu06wOnT4Zw9e5rVqzdgaGjIhAlebN26UadzlypVmoMHQ+ndu5+0bf/+vXz55Vcq4a5fv8ratb/i6tpXYzzGxjJiYh4QFxcrXT8pKSkaHwJpcvp0OEeOHCIwcD36+vqMHj2UI0cOY23dUiVcZOQ5wsIOsnr1bxgbyxg/fgzBwZtxcHAmIMAXW9v2tG/ficTERPr2daZ69Ro0aNBQ63kLFChAwYIFpc8XL17MMZ+LF8/n9u0oZs6cR6lSpVEqlRw4sI+BA3uzcmUQDRs2lu7rgYErePMmnlGjxqrFo+1aLFCgAAUKFFQL/1fKKiUlhSdPHrFnz2EMDVV/Um7cuA6ZTMa6dVtISkrEyakH9et/T82a3+lUVjduXGP8+DGMGTOen36yAODBg/v4+Hjy6tVLOnXqSlxcLDExD3LMy4cik8lUvkdNQkK28/DhA9au3UxycjIDB/amenUzvv22lkq4hQvnUrBgQdav34pSqWTcuNF8/XVZfvrJAm9vT8aNm0jDho159uwpbm6OfPttLcqXr/BPZk8QhL9A9EgLwmekdOmv6dNnoErPQOPGP3Lv3l2ePXsqbdu/fy+tWrVROz4hIYGRI4dQpkw5AgJmSg2Wmzeva+3Zu3r1Mg8e3MPNrRf9+jlz/PgRAG7fjsLMzIxvvqkKQL163xMX94TY2CdqcSiVSt6+zeplTE5Owtg4652JPXs64uc3DX19fRIS3pCY+JZixb7QqSxCQrbToEFD2rRpx9atm7T2tgAULFiQkSM92bVrB0lJiQAUK1aMunXrqfSO7N+/V2MjXqlUMnv2dCIjz7F06Sq1RnRs7BO6dVNv3Li6Oki97+8aPtyDIUOGA/Dy5QvS0+UULpz1/sOrVy9z/vw5XFzsGTy4LxcvRqodr1Ao+P33k7Rv3xmAatVqUK5ceSIifgcgNTUVP78JDB06UmuZaPL48SMuXDjP0KEjefToIVevXlHZr2td+6frZETEGVJSUvDx8c0xPxERZ0hNVQ+XkaEkMzOTxMSsupCSkiLVydx069aT06fDOXYsTKfwmkRHRzFs2EDc3PqrNGR37tzG9On+Go/ZsyeE+vUb0LOnYw7x3uLt2wQ6d856qFS9uhlLl65CX1+fZs2as2zZrxgZGZGcnER8/Gudr7VWrdpw4ECo9Dk1NZXLly9hbt5IJZyLSx82bVqvVm+yGRjo07x5Sw4e/DOu48ePYGHRTCWch8cwwsOPqx2fNcLChoIFCyKTybC1bc/Bg+q9fUqlErlcTlpaGgqFArlcLn2/7dp1lK7xIkWKUK5cOa0jabLVqFGTOnXqS58HDx6sNZ/Pnj0lJCQYP7/plCpVGgB9fX3atGmHlZU169YF5XiubDldi/XqfU/16jWAv19WN25co2DBQowePRRn5x4sXDiHtLSskQpKpZLk5GSpDJVKJYaGRjmm+92y+uWXZTg7u0mNaICKFSsxYYIfK1YsQS6XM2PGFB4/fsyoUe5A1rU5a9ZU3Nx6YWfXUeU6W7MmEDe3Xri6OjBu3GhevHgOZD20Gj9+DI6O3dm2bRPHjx/Bza0Xffo40a+fi3QPbdiwMVWqfANovzefOHEUW9sOGBoaUqxYMaytW6nU12y3bt2gdWtbDAwMMDIy4scfLTh2LAy5XI6bWz8aNmwMQMmSpShevATPnz/LsdwEQcgfoiEtCJ+ZqlWrcffubemzoaEhzZu3kP7Zx8XFkZycJP1gyPbq1UuGDh3A3bt36N27L/r6f94+zMy+Ven5fleBAgVp0aI1v/yyFm/vycyaNY2bN69TvboZUVFRREffArKGIb5584aXL1+oxTFu3ASmTJlE5862zJ07g1GjPFXSv2zZInr06ESJEl9St259tePfp1Ao2L17J61a2dKkiSWvXr3izJnfczymZMlSFC5cWKX3w8amrcqwu7Cwg2oN6YyMDPz9J/5/qKYbX3xRPNf0ZQsK2iD1ir9LT08PQ0ND/Pwm4Ozcg3r1GlChQkUAihX7gk6duhAUtIEBA9wZP36MSoMU4M2beDIzMylRooRK/p49y/qxNmtWAB07duGbb6rpnFaAkJBgfvqpCSVKfIm1dSu2bFGtE7rWtX+6TlpaWjF+/HgKFSqcY34sLa0YNmy0WrhChQrh4TGOQYPc6NjRhuDgLQwaNCzHuLIVL14Cb+/JzJw5ladP43Q65l1Xrlxi6NABmJqWpHVrW5V9nTp109jTDeDm1p+uXXugp6enNe6YmBhKl/6aRYvm0q+fC4MGufHy5Qupp9HQ0JDg4M107dqO+Ph4LC1/1inN1avXQCYz5tq1q0B249cSAwMDlXAVKlRk8ODh+Pn5SA+s3vf+NRcauhdb23YqYWbPXqjWuAZ4+vQpJUuWkj6bmpbU2EAxN29Ew4aN6dq1HR06tCYx8S0dO3YFoG3bDtKojTNnfufq1cs0bvxTjvk3N28kjTQAqFy5stZ8Xr9+lYoVK1OsWDGN8Vy+fDHHc2XL6Vr08BhHuXLlgb9fVsnJSXz/fQP8/afzyy9refo0juXLlwDQq5czcXFP6NSpDV27tsPauhXVqlXPMd3vltWVK5c13s+rVzdDT0+P+/fvMnasD2XLlmXu3MUAyOVpNGzYmF9//Y0hQ0awdOlCAEJD93D37m1WrlxDUNAGfvihicpDp6JFi7J+/Va6devJkiULGDXKi8DAdfTrN4gLF84DMH36XGSyrO9e27352TPVcnv3vvqub7+txYED+1AoFCQnJ3P8+BFevnyBTCajXbtOUriQkO0kJyfx3Xe11OIQBCH/iYa0IHxm9PT0pB+C2Wxs2kqNlgMH9mJj01btuJMnj9O1qx3W1q2YOHGcNF84Nx4eXnTp0h0DAwMqVaqMtXVLTp06Sdmy5Zg6dSqzZk2jd28Hbt26QdWq1dR6LF69esmMGQEsXrySHTv2MWGCPz4+Y1XmmQ4aNJTQ0KN8/XUZZs+elmuawsOPo1Qqadz4R4yNjbG2bsXWrRt1yI2e9EMKoEkTS27dusGrVy+5fPkiFStWUvsBHBPzACMjI7y9fQkImKzSeNq7dxeurg6MGTOcFy+eS3MM79y5jS4mTvRnz57DvH2bQFDQKgCmTp3Fzz+3QE9Pj7p161GrVh3++CNC5bis3nc9tW36+vps374VAwND2rXrqFMassnlcvbt242NTVajpk2bthw/fkStsahLXdM13F+tk3/XnTu3CQpaxfr1WwkJ2Y+zsxve3p45jmp4V6NGP9CmTTv8/SfqPLc528GDoUybNpvU1FRWrlz6V5KvVUaGgitXLlGv3vf88ssahg4dxaRJ46WeO4CuXXsQGnoUS0srJkxQH06sTevWtlKPZmjoHrXGb7YOHTpTvXoN5szRPI/bzKwm+vr63Lx5g6dPsx+wVNUpDZmZyvceJGSir2+gFm7PnhCePHlCSMh+QkL28/XXZVi8eJ5KmNDQPfj7T8DffwYmJiY6nf9dOeVTWz1OT5fn+CAkm67XYk50LSsLi2ZMmOBPsWJfIJPJcHJy48SJowDMmTODhg1/YNeuA2zZsouIiNN5HomRkaGtLNI1loWRkZE0balateq8fv0agN9/D+fatav07euMq6sDwcGbVR6Kvttgt7Zuhbe3B9On+/P2bQIODs46p1epzFRJV/Z99X3u7iPR09Ojd28Hxo3zoGHDxmr/+9atC+LXX1cwY8Y8lf87giB8PERDWhA+MzdvXlf74Vmz5ncolUqio29pnWNsa9ueDh06M2KEB0lJSWo/LDXJyMhgzZpAlcWuMjMzMTAwQC6XU7FiRVauDGL16g04OfUmNvYJZcqUUYnj0qULlC79tfT039LSCkNDQx48uMflyxelH0OGhoa0adOOqKibuaZrx45tpKWl0rNnZ7p1a8/Jk8c4e/YMd+/e0XpMXFwsKSnJlC1bTtqW9aOtOYcPHyQ0dC9t2qgPzy5XrgLjx0+iTZt2WFpa4ePjiVwuB7J6t4KCNjBr1gJMTEwJCtpAUNAGabi7NhERp6XGTaFChWjRojW3bt3k7du3rF3763sNuky1uYvFi5cAMklIeCNte/HiOSVLliQ0dDc3blyTGvhpaWm4ujqoNKY0OXLkEG/fvmXevJl069aeiRPHoaenR3DwZpVwutQ1XcP9lTr5IUREnKZ27bpSXejSpTv37t3hzZs3uRz5p4ED3UlOTmLt2l/zdO5hw0ZTv35WD+COHVulqRIfgomJKUWKFKVpUysgq9esTJmyREdHER0dJV1benp6tG/fiVu3cr/WsrVq1YZjx8J48uQxSUk5N349PX24eDFS41Bi+LNRfuDAPmxsbDWG0aRUqdIq9fjFixeYmpZUC3fixFFatbKhUKHCGBsb06FDZ2mRqczMTBYtmseqVcuZP3+pNAT3r9CUz+++q82jRzEaR+ZERp6nVq06ucar67WYE13LKjz8xHvTR/6835w4cZSOHbugr6+PiYkJP/9snetiXe+qXbuu1Bv8rhs3rmFoaEiFCpXU9r17r8tq0GbdC5XKDHr1cpHusatWrWPZskAp7LtznwcMGMLSpYGYmdVk3749uLv/Obc/N+rllnVffV9SUhKDBw9j3botLFiwlMzMTMqVy7qfyOVyJk0az+HDB1i+fHWuvfiCIOQf0ZAWhM9ITMwDgoJWaZwn2bq1LQsXzqV8+Qoa5z4aGWU9LZfJZPj7Tyc0dE+uq4kaGBgQHn6CkJAdQFZj9PjxI1hZWZOeLsfe3l7qJdmyZQN16tRTO/c331Tj7t07UoP52rWrpKamUr58BSIjz7Fo0VwUCgVKpZJDh/bz/ffaF/3JLoOLFyMJDFzPtm272bZtNyEh+6lX73u2bt2k8ZjsH6Vdu9qpLWRlY9OW0NDdXLoUSePGP2ootz9/2A0f7kFGRkaOqybr4siRQ/z660oyMzORy+UcOXKIBg3MKVSoENu3/9m4ioq6yfXr19SGnhoaGvLjj02k7+X27Wju379H/frm/PLLWtat2yI18LMXrDMx0b4oF8DOncE4O7sRHLxHKlcPj3Hs2rVTbZXq3OqaruH+Sp38EGrUMOPixUhevXoJwMmTx/j66zIUL677sH0jIyN8fQPYtGm9tCK0rsdB1jBoT09vAgImc//+vbxlQItatepgbGzMqVMngayFnR4/fkTVqtW4cyeaqVP9pJW69+/fS4MG5jlFp8LExJRvvqnGtGl+uTZ+ixUrJs2D1aR1a1uOHg0jLEy3hQWzWVg04+DB/aSkpEi9tpaWVmrhqlc34/jxoygUCjIzMzlx4ijffVcbgKVLF3Lp0gVWrVpHtWo1dD63JpryaWpakm7deuLr660ylHrv3l0cP34ER0eXXOPNy7Woja5l9fz5M5YsmU9aWioZGRls2vQbzZtnLUhWvbqZ9JaIlJQUIiJOS+Woi4EDh/Dbb2s4fTpc2nb//j0CAibTt+9AZDIZBgaGOo1EadToR3bv3ikNpV+1ajn+/hPVwikUCrp1a09qaiqdOnVj9Oix3LlzW3r4mZumTS3Zu3cXCoWCt2/fEhZ2UHow9a6QkGBWrVoOZI262r07RKrLfn4TSE5OYvnyX/n66zJqxwqC8PEQDWlB+IRl9ya6ujrg5taLqVMnM2CAu8riLdlatWrDpUsXNPaqvq98+QqMHTuBWbOmEh19K8eFnSZNmsKZM7/j7NwDD49hDBs2mkqVKlO4cBH8/f3x8BhGr17duH79GuPH+wJIw5xfvHhOhQoV8fAYh4+PJy4uPVmwYDYBAbMoXLgIvXq5UKrU1//Poz0GBgYMHJi16Iy2hZd27txG06ZW0hzBbK6ufTlwYJ/0Cp3Jk33+X26ODB06gJo1v2PAAHe1+GrVqkNKSio//dRUref3fVkNvhkcPXqYkJDt0vavvy7Dtm3qr6PRtqCNu/tIkpIScXbuQZ8+jtSoUZPu3bPyP336HDZuXI+Tkx1Tp/rh5zdNauC9u7DQ6NFeXLlyCScnO/z8fJgwwY8iRYrkmP53v5d3ZfVY3qJr1x4q221s2lK0aDG1V+3oWtf+qTqZE22LL72rQYOG2Ns7MXToAFxc7AkO3sK0aXOAnBc5e1+FCpUYMmREnod3Z7O2bkXr1raMH+9BUlJijouNafPud2psbMzcuYvZuHEdTk52+PhkrR5saloSG5u2NG3ajL59nXBx6cn9+/fw8spqiISHH8fDI/c54jY2bbl69bJOjd/69RvQo0cvjftMTUtSsWIlypcvr/EBi7bv0MLCkmbNfqZfPxecnXtQo0ZNacrAu2Xn5NSbkiVL/f/VfD1JSEjA3X0kz549ZfPm33jzJp6RI4dI99bsV7VNn+6v9XVHecnnwIHutG7dBi+v0Tg52dGzZ2fOnTvL8uW/5rraf16vxb9bVh07dqFevQa4uTnSq1c3ChYsJK3O7uMzmcuXL+Do2J3+/V346ScLaV6/LmVVvboZc+cuYdeuHdjbd8HRsTszZvjTp0/WivaQNd/c2FhGv37OOU6taN++E02aNGXAgN44Otpx585tvL191cIZGhoybNhoJk/2xs2tFxMmeOHlNVFtMUFt9+ZOnbpRtmw5XF0d6NfPmbZtO1K/fgMgq/Ge3Xh2cnLl+fNnODnZMWzYIPr2zfofc/XqZY4dC+PRo4cMGtRHqmPZr6ETBOHjopep66QuQRCE/5DEN67wgAAAIABJREFUxESmTJnC9OnT8zspnxQvLy98fHxybXR/zoYOHcqiRYvyOxn/GoVCgYeHB/Pnz8/vpOSrU6dOERMTg729vdYwynQ5+ka6rfD+KdOlrARB0J1cIcfYMPd7S0aaHANZ3u5B6XIFRsbqHQWKdDmG793PlOkZ6Bupr6cAoFQoefk6SeO+/Kavr8dXX+X9d41oSAv0mXKQZ691G+4lCP8VyS/vYSgrjHER9flpwl+jzJCTGHuVYuW+z++kfLTSU96QlvCEIqVq5ndS/jVpCbEoM+QULFExv5OSrxIeX6RIKTP0DbUvDLV7TkfuBnT9F1P1cTp2L55G5YpSSMsPbkEQ8qaKdzB2mwflGm5Lj2Wc6pi3e1CTkGD8Ru9R2z5xTjsWj+utss192mqiZ4erhQWo5mHB8+dv83Tuf8tfbUjnPA5REAThP6rQV5XzOwmfHH0DY9GIzoVRwS8wKqjb+5U/FbJiOQ83/lwUK1svv5Pwn2FVWff1BARBED5WYo60IAiCIAiCIAiCIOTBf7YhHRERgZOTk/Q5MTEROzu7DzofcsGCBYSF5e2dhwCLFi3Kt/lx3t7eXLlyJV/OLQiCIAiCIAiC8Dn4JIZ2JyUl0bdvXxo1aoSHh8cHi3f48OEfLK5/S0BAQH4nQRAEQRAEQRAE4ZP2n29IJycn079/f3744QdGjBgBwPr16wkJCSElJQUjIyPmzJlDlSpVaN68OR06dCA8PJyUlBRmzJhBrVq1cHJyonbt2pw/f55Xr17h4+NDs2bN8PLyolGjRsTExJCZmcnIkSOBrFVrLS0tqVq1Kv7+/iQnJ/Pq1Sv69++vsgJlRkYGI0eOpFy5cnh6elKjRg1u3boFwPbt2zl79izTp0+nefPmtG3bllOnTmFoaMjgwYP59ddfefDgAWPHjsXW1paoqCiN51q0aBEXL14kNjYWR0dHQkNDcXd3p3Hjxv/+lyEIgiAIgiAIgvAZ+E83pFNSUhgwYABRUVEsWbIEyBriffjwYdatW0eBAgVYsGABv/32GxMmTACgePHibNu2jXXr1rFixQppCHZ6ejqbN2/myJEjLFiwgGbNmknn6dq1Ky4uLowYMYLU1FTOnDnD5MmTmT17NoMHD+bHH3/k4cOHdOjQQWpIZ2Zm4uPjQ+nSpfH09Mw1LyYmJmzfvp1x48axcuVK1q5dS2RkJFOnTsXW1patW7dqPZdcLmffvn0AhIaGfrgCFgRBEARBEARB+ABMTYvmdxI+qP90Q/rKlSsMHz6cKlWq4OPjw+LFiylSpAhz5sxh79693L9/n5MnT1Kz5p+vIWnatCkA1apV4+DBgxq3x8fHq5ynfPnylC1blj/++IMnT57QrFkzZDIZXl5enDx5khUrVhAVFUVycrJ0zKZNm3j79q3Oc6wtLS0BKFOmDCVLlsTQ0JAyZcqQkJAAkOO56tSpk5diEwRBEARBEARB+Fd9aq+/+s8uNgZQv359Bg8ejJeXF9HR0WzatInY2Fh69OjB27dvsbS0pHPnzrz7qmyZTAaAnp6eSlzatmfr2rUre/bsYc+ePXTp0gWAESNGcOjQIb755htpWPm7aRs4cCBTpkxR2Z6dFoVCobLdyMhI+tvQUP35Rk7nKlBA+zsrBUEQBEEQBEEQhA/rP92Qzm58FixYkJkzZzJz5kxCQkKoWLEirq6u1K5dm8OHD5ORkfG3z2VjY8Pp06d58eIFdevWBeDUqVMMGzaMFi1acOLECQDpXGZmZvTr14/o6GiOHDkCQIkSJYiOjiYzM1PapqucziUIgiAIgiAIgiD8e/7TQ7vfVbduXVxdXdm6dSsVKlTA1taWzMxMGjZsSHR09N+Ov0CBAtSrV4/q1atL24YOHYqDgwMymQwzMzPKli3Lo0ePpP3Gxsb4+vri5eVF48aNGT16NAMHDsTExIQGDRrw+vVrnc+f27kEQRAEQRAEQRCEf4de5rvjngWNMjMzSUpKokePHgQFBWFqaprfSfqg+kw5yLPXKfmdDEEQBEH4pO2e05G7AV3zOxmCIHxiqngHY7d5UK7htvRYxqmOebsHNQkJxm/0HrXtE+e0Y/G43irb3KetJnp2uMZ4qnlYiDnSn6MrV67QvHlz7OzsPrlGtCAIgiAIgiAIgpA3n8zQ7n9SnTp1OHv2bH4nQxAEQRAEQRAEQfgIiKHdgiAIgiAI/wJluhx9I+P8ToYgCJ8YuUKOsWHu95aMNDkGsrzdg9LlCoyM1fteFelyDN+7nynTM9A3MtAYj1Kh5OXrpDyd+9/yV4d2ix5pgZcvE1EqxfMU4d9nalr0o50vI3zaRN0T8oupqbGoe0K+Efe+T1naBw73YeMyNS36Ac/7cRBzpAVBEARBEARBEAQhD0RDWhAEQRAEQRAEQRDyQDSkBUEQBEEQBEEQBCEPRENaEARBEARBEARBEPJANKQF4RMUG/sES8tGuLo64OrqgItLTwYOdCMs7JAUJjBwBRYW5uzdu0vl2JSUFFq2bIqn5wgp3Ny5M6T96enp+PiMZfDgviQkJOSYjjt3btOyZVMpHa6uDsTE3AcgLOwQbdu2xcXFnjFjhhMXF6sxjoiI0/Tp44SrqwNubr04e/aMtG/nzmAcHe1wcemJl9co4uPjdS6jRYvmYWX1A8+ePVXZ7u7en+7dO0jpdXS0Y+nSBSQnZ600GRv7BAsLc9zd+6vFGRDgi4WFOfHx8cTGPqFly6Yq+8PCDtK2rTXnzv391+m9ffsWF5ee3Lx5XdqWU3lrkp6eTr9+LmzYsE7alpDwhsmTfejd2wEHh67s379X5zTFx8fTvHkTZs+eprI9MvIcFhbmTJkySe0Yd/f+UjnlJZyTk53K/k2b1tO5sy23b0fnmMaEhDdMnDiO1q1b4+bWi23bNmkNu337VtzcetGrVzf8/CYgl8sBePToISNGDP5//ejOxo3rczwn/Flv9uzZqbJ9w4Z1BAT48vbtW+k769GjE82bN5E+L1my4G/lOae8vEupVLJ06QIcHe1wdu7B+PFjeP36NQBPn8YxcuQQXFzscXKyIzR0j8551uVayalsQPf7lS4SEhLo3r0jR48e1rg/NTUVX19vevXqhr19F06cOCbty+l+pI27e38CA1cAYGFhzvz581X2Hz16WKWMUlJSWLx4Pj17dsHZuQcuLj1ZsWIJaWmpAKxbFyTVjZYtm6rcrx4/fiTFo+kel13WsbFPci8oIDo6io4dW2vdn1O9uHTpolRW/fu7qtyrtOnWrT379u2WPu/cuQ0XF3scHbvj6GiHv/8E4uLipP27d+9k+/atgPr/qg9p377ddOvWXufwT548pk2b5lrz/Pr1a0aPHoajY3ecnOy4cuWSyv7MzEymTJmkcm8WBOHjI1btFoRPlEwmIyhog/Q5Li6W4cMHYWCgj5WVNQClSpXmwIF9tG3bQQp37FgYBQsW0hhnSkoK3t5jkMkKMG/eEmQyWY5puHLlEi1a2DB2rLfK9ocPY5g1ayobNvzGl1+W4eLFSHx8xrJq1VqVcImJiUye7MPixSupUuUbbt+Oxt29H9u37yU+Pp5fflnKhg3BfPFFcebPn01g4ApGjx6ba9mkpaVx4MBerKysCQ7ewqBBQ1X2Dx48jJ9/bgGAQqFg/vxZ+Pr6MHPmPACMjWXExDwgLi6W0qW/lsrm/R9D79q5M5g1awKZP38p1arVyDWNOTl9OpyFC+eqPXzQVt7aLFgwh9jYxyrbAgJ8qVjxf+zdZ0AUR8PA8T+9WIm9d0WjsccSEzsKtliiiIAIdgUbFhAVROyiAhILKpZYUFQi9opi1GisWMCuRJoVkc7xfriXDZcrnMZEH53fl4Td2dmZud1xZ6dsNWbNmkNiYgL29tY0adKM0qXLFBhfePgevv/+B44cOcjw4aMpWrSYtK9EiZKcOXOa9PR0jI2NAfk1+eTJY4U4tA2X3+rVgUREHOfnn9dKv4c6fn6+mJiYsH//fhISXuPmNoly5Srw3XeKLz0iIo4TGrqdn39eS+HCRZgxYyrbt2/Bzs4BHx9PrKx60KPHj6SkpDB0qD21a9ehadPmGs+tq6tLQMAyvvmmEZUrV1XYV6RIEel+vXTpIkuXLlS4fy9duvjeedaUl/z27fuV6OjbrFu3GUNDQwIDlxMQsJQZM2bj67uAVq2+o39/G168eI61dR+aNm1e4HWh7b2iqWzyvGt9pUpubi4+PrN4+zZFbZh161ZhYmLKL7/sJD4+npEjh2BuXhdT00Jq6yNT00Jq4zM2NsbExET6e/369Xz9dWMaNWqiFDY7O5vx40dTv34DgoO3YGxsTHp6OitXBjBxojPLl/+MnZ2D9NuNHTucvn37S/VVHnV1XN49ZWxsgibZ2dmEhm7nl182kpaWqjacpuvC23sGbm4zadq0ORERJ5gzx5PNm0M0ntfY2FhKW0DAMu7ejWHhwqWUKVMWmUzGoUP7GTlyCKtXB1O6dBmuXbtCtWo1NMb5IRgZGRdYZnkyMjLw9p5BdnaW2jC+vgto2LAR9vZ+3LkTzeTJ49m2bTfGxsY8fPgAX98F3LwZRfXqNT9UFgRB+BeIHmlB+EKULVsOJ6eRCm+4W7RoxYMH9xV6LA4e3IeFhaXS8cnJyUyYMIby5Svi47NQakTfvn0TBwcbleeMirrGo0cPcHQcxLBh9kREHAfg7t0YatasRZ068gZlo0ZNiI9/qtRLkp2dzaRJU6leXf6gVLVqNXJzc3n16hUymYzs7GxSU1ORyWRkZKRjaKjdtxGPHTtM+fIVsbYexK+/7iY9PV1tWH19fZydJ3D16iUePXoIgJ6eLh06dObw4QNSuIiI47Rp01ZlHJs2BRMSsoXAwCCVjeg2bZopbXN1dSEyMkJlfDt2bGfmTG9KlCipsF1deaty8OA+3r5NoVWrNtK25OTXXLjwO46O8t6x0qXLsHp1sEKDWB2ZTEZY2G4sLXvQsGFjwsJ2K+wvWrQoDRs2UujdO3hwH507d32vcHnnXLx4PpcuXSQwMEihQengYKOyNyg6+hZdulihp6eHgYEBrVq14eTJY0rhDh7ch7W1LUWLFkNXVxdXV3e6drUCoHv3XlJ6ChcuTMWKFdWOqMjPyMgIa2tbPD09yMpS/5CtyfvkWVNe8qtWrTqjR4+T7qM6deqRkCDv/Zs3bwl9+w4A5L2Qenp6Bb5IA+3vFW3KRpv6SlN9BLBhw1qqV68p1SmqnDp1kp49fwSgbNmyNG/eguPHj2isjzRp0KAh5ub1pL8nTJjA7NkzVI7oOXHiKDKZDGfnifkavcaMGzeJt2/fKtwXmqir48zMvqJZs28xMzPj2bMkHBxsePYsSen4mJjb3Lt3l7lzF2k8j6brQiaT8eaNPI+pqW+1qp8bNWpC7dp1SExMICwslNmz51OmTFlA/rLF0rI77dp1ZNOmYCIiThAZeYqQkC2Ehsob6I8ePcLZeQQ2Nn0ZO3Y4z549AyApKRE3N1ccHW0ZPNiajRvXAfIe+j59ujFhwhisrfuQkBDP4sXzGDzYGkdHWzw8ppKamkqtWrVo0qQpAJGREbi6uqjNg6/vAiwte1CsWHGV+7Ozs/ntt9P06NEbgFq16lCxYiXOn/8NgF27Quje/UellyOCIHx6RENaEL4gNWvW4v79u9Lf+vr6dOjQSXrIjY+PJzX1rdJD5osXz3F2HsH9+/cYMmQourp/VR3m5vUUes7yMzY2oVOnLqxZs5Hp071YtGget2/fpHZtcx48uMetW7cAiIw8xevXr3n+/JnC8cWLF6djRwvp77VrV1GpUhXKl69AxYqVGDjQDhubvvTq1ZXLly9hbz9Eq3LYvXsHXbpYYm5ejxIlShY4TNXIyJhKlapw795fZde1azcOHdov/X3gwD6srLorHRsYuJxVqwLo18+acuXKa5U+gMWL/dQ2zH19/alb92ul7erK++/u3bvLjh3bmDJFsec6NvYJJUqUZNu2zYwa5YiTkx0xMbelB3pNzp//jYyMdJo1+5auXbuza1cI2dnZCmH+XmbHjh1W2UDWJlxOTg7e3jP/f+ino9JDa3DwFoXGS5569epz6NB+srKySE1NJSLiuNJ1B/JREy9fvmDiRGcGD7Zm3brVFC4s/wZmt249pTI5d+43oqKu0aJF64KKCAB7e0dMTU1ZtWqFVuHze988a8pLfvXrf0OdOuaA/MVZcPAa2reXj17R1dVFT0+PsWOHM3KkIz169FLbUPg7be+VgspGm/pKU3104cI5Ll++xNChIzWmNzExQaGnvVSp0iQlJWqsjzQZPNiJJk3+elnWs2dPGjVqwsKFPkpho6Kuqeyp1tHRoWnT5ly7dkXjufJoquOWLQsEoGTJUgQHb6FkyVJKx9erVx9391lKL+v+TtN14eY2gzlzZtG7txW+vguYOHFKgel2dXWjYsVK3LwZRZUq1ShatKhSmGbNvuXatSu0bdueNm1+oH9/G/r2lU97ePr0T2bPns+WLaEUKVJEmi7g7T2Tbt16sm7dZlav3sDFi79LU50SExNwcBjKtm27iI+P4/LlPwgO3sq6dZspX74C9+7doXLlqkycKB/t1KZNWxYv9lOZ/r1795CdnU3Pnr3V5vH161fk5uZiZmYmbStdugyJiYkATJw4FQsL5XpREIRPj2hIC8IXREdHR6lR1LVrN+nB9NChfXTt2k3puNOnI+jbtz8dO1owc6abUgNJHVfXafTp8xN6enpUrVqNjh07c+bMaSpUqIib20xmzZrFkCE2REffombNWujrG6iMJ2949YkTR5kzZyEAv/9+joiI4+zatY+wsIN8/31bfHy8CkxTdPRt7t69Q6dO8nl/lpbd2LFjK7m5uRqP09FBoezMzeuiq6vL7du3SEjIe6BXHIaXlpbGvXv3WLRoOStXBhATc1vad/78WWleIyD9//nzZwvMgzrqyju/lJQU5syZiYeHl8JwU5CXc1zcnxQqVJiff16Hl9dc/P19uX37VoHn3r07lM6du6Kvr0+bNj+Qnp6uNAf1u+9+IDr6Fi9ePOfatStUqVJV5YOyNuEeP36EgYEB06d74uPjJfWcFmTs2Ano6OjQu3dv3Nxcad68hcrrLjs7mwsXzuPtPY+goE0kJ79m9epAhTAHDoTj7T0Db+8FlCypucGRR1dXlxkzZrN//14uXCh4fm1+75tnbfKS359/xjJ27DC++aYRffoozssOCFjNnj0H+f3380rzldXR5l4B7cpGm/pKlfj4ePz9lzJz5mz09PQ0hpXJZOjo6Eh/5+bmoqv71zGq6qN3NWnSVKKjb7N37x6lferq16ysTIV0qfO+ddw/8ffr4sWL5yxY4ENAwGp2797PjBneeHhMJS0tTes436ccmjf/Vmqg1qxZm5cvX5CWlsaVK5cIClqJg4MNI0YMISEhnrt3YwDQ09Pj668bAFC9ek10dXUZPnwwa9b8TLt2HWjQoKFW6Y2Ovs2ePaFMnuyuMZz8d9BR2pb/BbUgCP8bxBxpQfiC3L59U+kBtm7dr5HJZNy5E83x40fw919FZOQphTBWVj3o2bM3XbpYMWLEEAICljJ+/GSN58rJyWHz5mB++slamj+Ym5uLnp4emZmZVKhQiZCQEJKS3pCZmcmOHVspX165xzY5OZkZM6aSm5vLqlXrpd6OyMgI2rRpi5nZVwD06fMT9vYDCiyDXbtC0NPTw8nJTkrns2dJnDt3RmGYc37p6ek8fPiQatWqK2zv0sWKw4f3U7y4mcqhskZGRixY4Iu+vj52dg5Mnz6FtWs3UbRoMVq0aEWLFq0A+dBudb1o2tJU3vmdP3+WN2/e4OXlAciHY164cJ7U1LdYWckX0+nWTf7fihUr0aBBI27duoG5eV21546Pj+PcuTPExNyWhpPn5OQQErJFoSfZwMCAdu06cPToYR48uI+lperFe7QJV7FiZdzd5YuSXb9+FQ+PKaxYEVTg8NG3b98yerQLNWpUJCnpDRs3rqNixYpK4UqWLEXbtu0pVKgwIP+t169fA8jLNSBgGSdPHnuvOe9lypRl8mQ35szx1LohCO+fZ015+btLly4yc6YbNjb22NjYSdtPnDhKixatMDUthJmZGd9/35aYmNsK85U1KeheyVNQ2WhTX6ly4sRR0tPTmTRJPiT3zz+fEBjox+vXr/jxx35KaXj2LImvvioBwPPnz6hZszagvj56V4UKFWbWrDm4ujozcOBf5dygQUO2bNmITCZTaFjJZDKuXr2Mvb1TgXG/Tx33vtRdF6amppQtW04aIfHDD+3w81vCo0cPVI6a+Luvv25AbOxjnj9/ptQrfunSH9Sv/43K4/T1FR9rc3NzkclyyM3NZeXKddLL0FevXmFoaMjr1/L/5h0nX6tgK9evX+WPPy4wa5Y7Awfa0afPTwWmWT5d5i0jRzoC8OxZEl5eHowZM05hdFHx4mZALsnJr6VpM8+eJVG6dOkCzyEIwqdFvP4ShC/E48ePCA4OwtraVmlfly5W+Pn5UqlSZZXzYQ0M5D12RkZGeHvP58CBcIWhmqro6ekRGXlKmisbHx9HRMRx2rXrSFZWJqNGOREXJ59XGhKyhW++aaR07pycHCZPHke5cuXx9Q1QeGitXduc336LJDVVvhDOyZPHqVevgcY0vXnzhmPHDrNw4TJ27tzLzp172b17PxYWloSEbFV5TEZGOsuXL6Fly9ZKQ7O7dLHixIljHDt2ROUQZV1dXekBzdbWgapVq+HpOR2ZTKYxne9DU3nn17FjZ3bu3Etw8BaCg7dIQyOHDh1J+fIVqF3bXBoG+uLFc6KirmlsRAOEhe3im28asWfPAalc167dRExMtNKiUl27duPAgb1cvXpJepGgSkHhDAz+emAeN86VnJwcrVbsDQsLJShopZS/vXvDVP527dp14Pjxo2RkpJObm8vp0yepW1feAAgM9OPq1csEBW1674Xj2rfvRMuWrdmxQ/V1p8r75llTXvKLjr6Nu7srHh5eCo1okC+Wt3PndkA+qiEyMoImTTQvrpZfQfdKfgWVTUH1lSoDB9oSEhImXfd16tRl9GgXpUY0yIfu/vqr/D5KTEzg/Pnf+O677zXWR++jfv0GWFvbsmHDWmlbu3YdMTY2wc9vibRKd0ZGOkuXLsLExJS2bdtrjPN96rh/Qt11UaNGLe7fv8fjx48AuHEjivT0dCpVqqxVvKVKlaZfP2s8PaeTlJQobd+371ciIo5jazsYkNd7OTmaR0gVKlSYr79uwLZt8tX137x5w6hRjirXoDhz5jTjxo2ifv1vcHIaQdeu3bRabRxg3LhJbNu2S7rGSpYsxaxZc5Sm6Ojr69Oq1XdSXX337h0ePnxA48bKa2UIgvBpEw1pQfhMZWRkSMOFHR0HMXeuFyNGjKV1a+UeCQsLS65evay2hzC/SpUqM3XqDBYtmsudO9EaF/eZNWsO5879hr39AFxdXXBxmUTVqtUoVKgwU6dOZ9iwYQwa1I+bN2/g7u4JoLAAzvHjR7hx4zo3b0YxdKi9lJ979+7SrVtPWrX6Dicn+eIxly//wfTp8t46dYvBHDgQTtWq1RXmK4J8DuOlSxel+eOBgX5SuQ0f7oCpqQkeHp5K8ZUqVZoqVapSqVKlAh/odXR08PDw4uHDB6xZ87PCvsjIi0rhNS02po668gaYP9+bPXt2FhjH3LmLOX/+HLa2/XF2HoGDw1BpPraqNGVlZREeHoaNjb3C9kqVKtOpkwXbtyv2tNev/w1paem0bv29Uu/R+4SDvBc8Czhx4ihhYbsA9Qtv2dk5kJSUSPfu3XFxGcXQoSOk/AUFrZQa2b17/0SzZt/i5CSfh5+amsqIEWNITExg+/ZfeP36FRMmjJGuybxhztqWM8D48ZOlhZTe1bvkWV1eQP55ofnzvQFYtSrg/3vuAqR8ubm5AuDuPotr164weLA1Y8YMpVu3nlKjTps8v8u9AprLRlN9VdBiY+rkz4OT0wjS0lKxte3P+PGjGT16HBUqVNRYH4H68tfE3t6RevXqS3/r6+uzdGkAJiamODnZYWfXH0dHW0xMTFi6dEWB94K2dRygcbExTfKXlbrronLlKri6uuHhMYXBg61ZvnwxPj6LKFSosNbnHTlyLF26WDJt2iTs7Ppjbd2bixd/Z+XKddIiey1btmbPnlA2bVqvMa5Zs+Zw82YU9vYDGD58MJ06dVG5qGbLlq2pVq0G9vYDcHKy4/r1qwwZMkwhTEGLjamTv/6cNGka169fxc6uP7NnezBjxmwKFy78znEKgvBx6eT+m5NmBEEQPoLs7GxcXV2Vvtcq/DMhISGULVuWH3744WMn5ZN15swZHj9+zMCBAz92Uv4zX2KeVVm6dCk9e/akRo2/Fj+TZWWia6Dd1wS+JNOmTcPDw+OzajxmZmdiqC9+63eRk5GJntH/dpllZWZjYPjxZspmZ2Wir2UdI8vKQddA8xoR/yZZtoznL99+tPNroqurQ4kS714fiYa0gNOcwyS+1H4BEEH41GUkxyHLycTErMrHTspn5fWTCxSt0AQd3Y/3D/GnLvnPKxQuY46ufsErnX8uvsQ8/11ubi6vH/9O8SotFLbvXdKL+z59P1KqPk3p2TJ+e5xMh+r/bGj8p6b69FD6bx/1sZPxPyVkwM+c6fW/fX98FxbK7Emav/zxb5q5pDsBbtp9sWTsvPXcWRz5L6dIvVqubUhKevPRzq/J+zakxWJjgiB8doyKlis4kPDOilXSfk7sl6pohUYfOwn/uS8xz3+no6Oj1IgWVDPW1/3sGtGCIHyZPrs50l5eXvTq1QsrKyvq169Pr1696NWrF1u2bGHr1n++0Ma0adPYtWvXB0jpP3P+/Hns7OSLwdjZ2XH+/HmuX7/O9OnTCzhSEARBEARBEARB+Cc+ux7pWbPkiw3FxsZib29PWFjYR07Rf6dBgwY0aKB51WJBEARBEARBEAThn/nseqTV8fdQJEjjAAAgAElEQVT3x9/fH4CWLVsydOhQevXqxZkzZ6SeXVDscQ4ODqZLly5YWVmxaNEiKczJkyfp168f7du3Z/t2+WcfEhIScHJyon///rRr147ly5cDsGvXLuzs7OjRowe+vr7ExMRgZ2dH3759ad++vdRL7u/vj5ubG/3796dz584EBQUB8s9JuLi4MGDAANq3b4+7uzvqprXn76UWBEEQBEEQBEEQ/h2fXY+0Nl6+fMmwYcNo0aIF58+fVxnm2rVrbNmyhdDQUExMTBg6dChRUVEAZGZmsmPHDu7cuYO9vT0DBgwgPDyc7t2707t3b968eUPbtm2lRm1CQgL79+9HX18fHx8fRo8eTatWrXjy5Ak9e/aUVjqNiopi27ZtyGQy+vTpQ6tWrXjw4AF169bFz8+PzMxMunXrxo0bN/6bghIEQRAEQRAEQRCUfJENaYCGDRtq3H/hwgXat29PkSJFAHnvdJ6OHTuio6NDrVq1ePnyJQBOTk6cO3eOtWvXcufOHbKyskhLk6+EXa9ePenbj9OmTeP06dOsWrWKmJgYUlNTpXi7d+9OoUKFAOjQoQPnzp3DycmJa9euERwczP3793n16pXCMYIgCIIgCIIgCJ+6UqWKfOwkfFBfbEPa2Fj+mQ4dHR2FodJZWVkA6Ovro6OjI21PSEjAxMQEAD09PenYPPPnz+fJkyd0796dTp068dtvv0nx5p0LYPz48RQtWpT27dtjZWVFePhfS+bnxQsgk8nQ09Nj06ZNHDp0iP79+9O6dWtiYmLUDu0WBEEQBEEQBEH4FH1un7/6YuZIq2NmZsaTJ0/IyMjg1atX/PHHHwA0a9aMiIgI3r59S3Z2NpMmTZKGdqty5swZnJycsLS05MGDByQkJCCTyVSGc3FxoVOnTpw6dQqAnJwcAI4ePUpmZiavX7/mxIkTtGnThjNnzjBgwAB69uxJRkYGt2/fVhmvIAiCIAiCIAiC8N/4Ynuk89SqVYu2bdvSrVs3KlSoQNOmTQH4+uuvsbW1xdraGplMRufOnWndujW//vqrynhGjBjBlClTMDY2pmzZstSvX5/Y2FilcM7OztjY2GBkZIS5uTkVKlSQwhkZGWFjY0NKSgojRoygZs2aDB48GE9PT1avXk3hwoVp3LgxsbGxVK5c+d8rFEEQBEEQBEEQBEEtnVwxTviTkLeiuLOz839+bqc5h0l8mfafn1cQBEEQPmd7l/Tivk/fj50M4T9QfXoo/beP+tjJ+J8SMuBnzvT6374/vgsLZfak8IID/ktmLulOgNsQrcKOnbeeO4sj/+UUqVfLtY0Y2i0IgiAIgiAIgiAIX7Ivfmj3p+Jj9EQLgiAIgiAIgiAI704M7RYEQRAEQfgXyLIy0TUw/NjJEP4DmdmZGOqL3/pd5GRkomf0v11mWZnZGBh+vH7J7KxM9LWsY2RZOega6BUc8F8iy5bx/OXbj3Z+Td53aLfokRZ4/jwFmUy8TxH+e6VKFflk58sInzdx7Qn/nQyFv8S19znLKDjIR/bpXX+ffpl9+v43yvBz+4Y0iDnSgiAIgiAIgiAIgvBORENaEARBEARBEARBEN6BaEgLgiAIgiAIgiAIwjsQDWlBEARBEARBEARBeAeiIS0IgiAIgiAIgiAI70Cs2i0In4m4uKcMGPAj1avXBCA3V4aJiSk//TSQjh07A7B27SrWr1+Dm9tMunXrKR2blpZGz54WNG7clIULl7F27Spev37FxIlTAcjKysLLy4MXL54zf74vRYsWVZuOe/fuMnLkECpUqCRtmz17LgkJCaxYsVzalpGRzpMnjwkK2oS5eV2FOK5evYKf3xJycnIwNDRk4sQpmJvXA8DR0ZbMzAz09Q0AsLDoio2NvVZl5O+/lNDQ7YSEhFG6dBlp+9ixw0lIiKdQIfmnD7Kzs2nd+jscHIZialqIuLin/PRTTxo1akJAwGqFOH18PDlwIJzw8KOkpaVibz+AI0dOS/uPHTuMr+8CvLzm0azZt1ql8++ysrJYunQh165dAaBFi9aMHu2Cnt5fn7H4/fdzBAb6ERy8RWNcycnJODnZMXq0M+3bd1LYd+vWDUaPHsru3QcoXry4Vmm7d+8ugwdbM3LkWGxtHaTt+/fvZe5cL4YMGYaT0whpe25uLv37/4ixsRGbNoW8U7iTJ4+xcOEyab+fny8XLpxj8WJ/ypYtqzaNCQnxzJ/vzYsXL5DJcrCxscfefqBW4SwtuwOwc+c2Nm5cz1dflQDA1NSUwMAgjWWzf/9eFi+eT1DQBum+BJgyZTzt2nWkVKnS0j3x4sVzZLIcSpYsDYCdnQMPHz547/swNvYJixfP49WrV2RnZ9GtWy8GDrR9pzwfO3aE9evXoKenR+nSpZk0aRply5bTmOd3qWN2797Jhg1bKVGipBTOzq4/EyZMoUmTZvTr14NXr17y66+HMTU1VSjXuXO98Paer3QNq5Kbm4uPjyfVq9fExsZOZZhDh/azZcsmdHR0MDY2Zvx4V8zN67Fs2SKuXLkshXv2LJESJUqyYcM2tee7dOkiLi4jiYy8qFU+Af744wLBwUEkJSViZGSMmZkZQ4YMo2HDxrx58wZn5xH/X46pJCUlUblyFQCaN2/BmDHjAHj16hV9+nTDyqo7rq5u0rl8fDwBmD7d84OU1W+/RbJqVQCZmZnUqFELN7cZFCpUGA+PKcTGxkrh4uL+pFGjJixYsFTt+fbv38u6davZuXMvAH/+Gcvq1Su4desmJiamGBoa0KtXX7p37wVASkoK7u6u+PmtBKBNm2aEhx/Vur56F/369cDRcThWVj3UhpHJZKxc6c9vv51BV1eHihUrM3myO2ZmZkphr1y5RGCgHxkZGRQuXBh391lUqFCRlJQU5s+fzaNHD8nNzaVr124KdakgCJ8u0ZAWhM+IkZGRQkMqPj6OceNGoaenS7t2HQEoU6Yshw7tV3jIPXnyGCYmpkrxgfwBePr0yRgZGbN06QqMjIw0puH69at06tSVqVOnK2yvXLmqQto8PKZgadlVqREN4O09Aze3mTRt2pyIiBPMmePJ5s0hpKWl8fRpLOHhR9HXf7fqKyMjg0OH9tGuXUdCQ0MYNcpZYf/o0S7SQ3l2djbLli3C09ODhQvlD4GGhkY8fvyI+Pg4qTGRlpbG9etX1Z5zz55QNmxYy7JlgdSqVeed0ptfaOh2Xr16xcaN25HJZIwZM4zjx4/QuXNXMjLS2bBhHbt27aBUqVIa45E/JM/i7dsUpX2vXr1i0aJ5ZGVlvVPadu/egYWFJbt27cDa2lbhd8m71vI3kK9evUxGRjrGxkbvHC5PTk4O8+bN5s8/nxAYGETRosU0ptHXdwGtWn1H//42vHjxHGvrPlhYtEdPr1CB4Zo2bU7p0mW4fv0aY8dOwMKi6zuVD+Ti6TmdNWs2Kt07zZu3kO6Jv7+8ytuW513vQx8fT6ysetCjx4+kpKQwdKg9tWvXoWnT5lrlOSMjg0WL5rJixRpq1KjJlSuX8PCYSlDQxgJzrG0dk5r6ljlzZuHrG4COjo7KuIoVK05ExHGpcQ9w8OA+6YVGQR4+fICv7wJu3oxSeJmR3+PHDwkMXM7atb9QsmRJzp6NxN19Mrt27WP8+MlSuLi4p4wZMwwPDy+N5zQ2NsbY2FjrfEZGRuDvv5QZM2ZTv/43AERFXWfWLDdcXafRqlUb6Tq5dOkiS5cuVPnCLDx8D99//wNHjhxk+PDR0n1hZGSstnzz06asXr58ydy5Xvz881oqVapMYKAfP/8cgKvrNObMWSiFu3XrBh4eUxWuZ1WMjIwxNjYB5OXr7DyCYcNG4ek5Fx0dHZKSEvHy8iA29gkjR47lzZtkbt26UWBePgT572iiMcy+fb8SHX2bdes2Y2hoSGDgcgIC5L9lfomJCbi7T2bp0hXUqWNOSMhWlixZgK+vP0FBP1OqVBnmzFlIWloadnb9adSoiXQtCILw6RJDuwXhM1a2bDmcnEayZcsmaVuLFq148OA+iYkJ0raDB/dhYWGpdHxycjITJoyhfPmK+PgslB7eb9++iYODjcpzRkVd49GjBzg6DmLYMHsiIo4rhTl0aD9xcXGMGzdOZRwymYw3b5IB+UOooaEhIH84MzExZdIkZ+ztB+Dnt4SMjHStyuLYscOUL18Ra+tB/PrrbtLT1R+nr6+Ps/MErl69xKNHDwHQ09OlQ4fOHD58QAoXEXGcNm3aqoxj06ZgQkK2EBgYpLIR3aZNM6Vtrq4uREZGKG23trZl9ux56Orqkpz8mpSUN9JD8vnz50hPT8PDw1NT9gHYsGEt1avXpHr1GgrbZTIZs2fPYMSIMQXGkV9q6lsOHz6Ivb0jhQoV4uTJYwr7a9SoiYmJqcLLhgMHwpWuNW3DAWRmZuLhMZW3b1NYtixQKodnz5JwcLDh2bMkpWPmzVtC374DAHkPrJ6ensqGqKZwUVHXOHLkAIMHWzNx4lju3burVRk1bdqcr74qwYoVy7QKr8r73Ifdu/eic2d5o79w4cJUrFiR+Pg4pXDq8nz3bgw1a9aiRg15g6pRoybExz8lLu5pgenVto6xsLDk2bMktm7drDYuCwtLhXsuPj6OtLRUqUcWIChoJUFBK1Uev2tXCN27/6ix59rAwJCpU2dQsqS8x9jcvB4vXjxXeqm0YMEcBgywKfClWNWq1WnevKXW+VyxYjnjx09WaDjVr98AF5dJrFjhp/FceWQyGWFhu7G07EHDho0JC9st7fv66/rUr98A+OdldeHCOerWrUelSpUB6N27H0eOHCA3N1cKk5WVhY+PJy4ukyhTRv1IEYBatWrRpElTADZtWk+nTl2wtOwuNfxLlSrN7Nnz2LFjK8+ePWPuXC8yMjJwcLAhJycHkL9wcnS0pV+/HoSGhkhxh4fvwdHRliFDbBg3brRUl/v4eDJ16gRsbfsTGOjH1atXGDbMHkdHW5yc7KR6rFGjJtSuLf+t1dXN1apVZ/TocdK/UXXq1CMhIV4p3MmTx2jZsjV16pgD0KtXH8aNmwTAuHGu0qiC58+fkZWVKY2OEgTh0yYa0oLwmatZsxb37//10K+vr0+HDp2kh9P4+HhSU98qNa5evHiOs/MI7t+/x5AhQ9HV/au6MDevp3YIsbGxCZ06dWHNmo1Mn+7FokXzuH37prQ/KyuLVatW4OIySW2vspvbDObMmUXv3lb4+i5g4sQpgLzh1qRJU7y957NmzUYSEuJZuXKFVuWwe/cOunSxxNy8HiVKlOTAgXCN4Y2MjKlUqYpCg6lr124cOrRf+vvAgX1YWXVXOjYwcDmrVgXQr5815cqV1yp9AIsX+6ltmOvr6/Pzz/4MGPAjZmZf0bBhYwB++KEdLi6TMDUtpPK4PBcunOPy5UsMHTpSaV9Q0Erq1fuaFi1aaZ1WgIMH91OpUmWqVq2GpWV3tm9Xvibyl1l6ejpXr15ReR5twqWmpjJ58jjOnDnF0KGjMDL6q9evZMlSBAdvoWRJ5V55XV1d9PT0GDt2OCNHOtKjRy+VQy9VhStWrDhpaWlUqVKVQYMGs2HDNrp164WrqwupqakFlpGOjg4eHrM5fvwoZ86cLjD8373vfditW0+pV/Tcud+IirpGixattc5z7drmPHhwjzt3ogGIjDzF69evef78WYFp1raOMTQ0xNNzLhs2BBEdfVtlXK1bt+Hu3Ts8eyY/78GD++jatZtCmKFDR6q8rgEmTpxa4CiCcuXK07p1G0A+asPffylt2vyAgYGBFObs2TMkJMTTr5+1xrhAPux/3rzFWuXz9etXPHnymEaNmijF07z5tzx8eJ/k5OQCz3n+/G9kZKTTrNm3dO3anV27QsjOzgbA0rI7XbpYAf+8rBISEhSmxZQqVZq3b9+SmvpW2hYeHkaJEqVo27Z9gemuXLmq1GsdFXVNZTl89VUJqlSpxo0b13F3nyWNvMqb2lK+fAXWrdvM3LmLWLFiGdnZ2Vy+/AcHDuwjMDCI9eu3MGiQPe7urlKc6ekZbN4cwujRLqxbt4oBAwaxbt1m3Nxm8scfFwFwdXWjYkX5FCV1dXP9+t9IjePk5GSCg9fQvn1HpXCPHz/G2NiYWbPcGDLEhlmz3KR//3R0dNDX12f27BnY2w+gUaOmCi+KBEH4dImGtCB85vLm/OXXtWs36SH30CHlB1OA06cj6Nu3Px07WjBzppv0UFYQV9dp9OnzE3p6elStWo2OHTsrNCBOnDhG+fIVaNiwkcrjX7x4zoIFPgQErGb37v3MmOGNh8dU0tLSaNOmLTNmeFO0aDGMjIyws3Pk1KkTBaYpOvo2d+/eoVOnLgBYWnZjx46tCr0oqujooFB25uZ10dXV5fbtWyQk5DUOFIdApqWlce/ePRYtWs7KlQHExPz14Hz+/FkcHGykXsS8/z9//myBeQAYNcqZAwdOUK5ceRYvnqfVMSBvyPj7L2XmzNkK86pBPt/x5s0oHB2Hax1fnrCwUCwt5deOhYUVMTG3iYq6phDGwqIrEREnyMrK4tSpE7Rp84NSGrQNd+XKJRo0aMjQoSOZMWOqyiHqmgQErGbPnoP8/vt5QkNDtQq3b9+vmJiY4OsbID3kd+zYmSJFiii8INKkZMmSTJs2g3nzZmvVEM3vfe/DPAcOhOPtPQNv7wVSj6sqf89zhQoVcXObyaJF8xgyxIbo6FvUrFlLWpugINrUMSAfjTBs2Ci8vKaTlpamtN/AwIB27Tpy5MhBAGlKw78hLS2NGTOmERv7hKlTZyjsCwnZgp3dEJXXrjby51PVCxhVv2tej7g2w7J37w6lc+eu6Ovr06bND6Snp3PixNH3SqsmubkylenR1f2rXLZv38LgwY7vFb+66zsrK1NtOeRdD7Vq1SEzM5O3b1M4ezby/4eDO+LgYENgoB9v3rwhOfk1AN9801A6vn37Tvj6LsTLy4Po6FvvPDIH5HO7x44dxjffNKJPn/5K+3NysomMlL8AXL9+C02bfsv06VMUwsyc6U14+FHevEkmOFjz+guCIHwaRENaED5zt2/fVGrs1a37NTKZjDt3otU+mFpZ9aBnz96MH+/K27dvCQhQv2BMnpycHDZsWKvQO5Gbm6vw8Hn8+GGFuZN/d/XqZcqWLSctLvbDD+3Q19fn0aMHREae4sqVS/lC52o1V3rXrhD09PRwcrKjX78e7Ny5nSdPHnPu3Bm1x6Snp/Pw4UOqVauusL1LFysOH97PoUP76drVSuk4IyMjFizwpVWr77Czc2D69CnSw1uLFq0IDt4i9SLm/X9BPcHXrl3h8eNHgLy3z9Kyu0IDvSAnThwlPT2dSZNccHCQN4oCA/3Ys2cn+/aFkZSUiKOjrdTAd3EZUWAj8erVy9y/f48tWzbRr18PRo4cgr6+vlKvdIkSJald25xz585w4EC4yh58bcM1a/YtQ4eOxM5uCOXKVWDOnFkFvgzJy3/eNWlmZsb337fl5k3l/KkKFxNzm/j4OHbuVFxcSn5daz9Pv02bH2jfvpPWac7zPvdhXvr8/ZcSFLSSZcsCad68hcpw6vKcmZlJhQqVWL06mPXr5Y3IuLinlC+v3QgLbeqYPP36WVOxYiWWL1+scr+8Ub6f69evUrlylQLnxL+P+Ph4Ro50RE9PF3//lRQpUkTa9/LlS27ejNJqYTNN8vLp4+MjbStWrDiVK1fh8uU/lML/8cdFqlatppAW1WmP49y5Mxw7dph+/XpgY9OXnJwcQkI0Lzz4PsqUKaswfeLZsySKFCmKiYl8LnFMzG1ycnJo3LjpO8fdoEFDleWQlJRIXNxT6tX7WuVx+Xt2AXJzISdHRpcuVlIdu27dZoKCNlKkiHyBvvzz9X/8sS8bN26jefMW/P77WQYPtiYjI0PrdF+6dJERI4bQtWt3Jk92V9ngL1myFA0afCMNie/evRd378aQkZHO+fNnpTI1NTWlU6cuakdoCILwaRENaUH4jD1+/Ijg4CCsrZVX6+3SxQo/P18qVaqs8sE0b1ijkZER3t7zOXAgXGFYsyp6enpERp6S5ufFx8cREXFcWugsNzeXK1cuKy14lF+NGrW4f/+e1HC8cSOK9PR0KlWqTFJSIitWLCMjI52cnBy2bfuFDh06a0zTmzdvOHbsMAsXLmPnzr3s3LmX3bv3Y2FhSUjIVpXHZGSks3z5Elq2bK00NLtLFytOnDjGsWOqGwe6urrSg52trQNVq1bD03M6MplMYzo1uXTpIv7+vmRnZyOTyThy5CBNmqgvw78bONCWkJAw6aGyTp26jB7two8/9sPHZxG//LJToYHv57dKepGhzu7dO+nSxYpdu/ZJ5bpw4TJOnTpBfLziHMGuXa3Ytu0XUlJS1C5ipE24vHmIOjo6zJw5m+jo22zYsLbA/O/ZE8rOndsB+aq/kZERtGzZUqtwTZo0x9jYhDVrfubmzSgAzp6NJD09Q+2DvTpjx47n2bMk/vjjgtbHvM99CPz/3M/LBAVt0jinV12es7IyGTXKSZrvGRKyhW++afROjdiC6pj83NxmcfZsJH/+Gau07+uv65ORkcGqVSuwtFS/gvL7Sk19i7PzCNq2bY+X1zyFKQMgX0DR3PxrqbH4T7i5zSIiIkIhn87OE/DzW0JU1HVpW1TUNQICljJypLOqaBSEhe3im28asWfPAeleXLt2EzEx0RoXQ3wf337bkhs3onjy5DEgv36+//6vIc9XrlyiadNmWvWi/529vSPHjx9RmHaTmJiAp+d0evf+iZIlS6Gnp0dOjqzAl1EtWrTi6NFD0pSAPXtCGTdulMqwI0c6EhMTjZVVD6ZMmU5KyhtevHiuVZqjo2/j7u6Kh4eX2lXOQf5C+Pr1azx9+icgX1+jWrXqGBkZc/z4EdatW01ubi6ZmZkcP36Epk2V19AQBOHTIxrSgvAZyVuExcHBBkfHQcyd68WIEWOl+X/5WVhYcvXqZa0eTCtVqszUqTNYtGgud+5Ea1zkaNasOZw79xv29gNwdXXBxWUSVatWA+QrQ6elpSrMsQPFhaIqV66Cq6sbHh5TGDzYmuXLF+Pjs4hChQrTq1cfGjVqiqOjLYMG9cPExJQhQ4YB8pVvXV1dlNJz4EA4VatWlz4zk2fwYCcuXboozR8PDPSTym34cAdMTU1ULuBVqlRpqlSpSqVKlQpsHMjnx3rx8OED1qz5WWFfZORFpfDqFrQZNGgwZcqU+//fdiB6enqMHDlW47k1xfcuHBxslHqnX758yalTJ5QeHJs2bc7XXzcgNHS7wvYffmjH3bsxKnvw3yccyHvyvLzmsnHjOs6d+03jYmPu7rO4du0KgwdbM2bMULp160nnzvIXMPPne7Nnz0614dq2bU/x4sWZPXs+ixbNxda2P8HBa5k7d5HUyFVVRqoYGRnh6TkXePdGBmh/HyYmJrB9+y+8fv2KCRPGSHXCvn2/ap3nQoUKM3XqdFxdXRg0qB83b97A3d0T0LywW37vUseYmZkxfbqX2lXju3Sx4smTRypHb2haQEud/GUXGhpCQkIcp06dlMrKwcGG169fARAb+5hy5ZQ/+7Vnz07mz/d+p/OamZkxf/58hXy2atUGDw8vgoJ+xtb2J2xs+rJmzUo8PLxo0+YHjfFlZWURHh6m9AnASpUq06mThdIIkX9aVmZmX+HuPhMPj6kMGtSP+/fvMnbseCnskydPVH4iTZvzlilTllWr1nPx4nkGDuyDrW1/pk2bROfOXRk9Wl63lyhRknr1vsbOrr/0+6jy7bctGTRoMBMmjGbwYGuOHDmIj88ilQ38UaNcCApayZAhNjg7j2DIkGFKL1DV1aWrVgWQm5vLypUB0nXj5iafi53/36RateowadJU3N0nY2vbn7CwXXh7LwBg7NgJvH2bgr39AJycbKlTpy4//aT8eT5BED49OrnvMsZMEAThE5WdnY2rqyvLlr3/6siCsqVLl9KzZ09q1KhRcOAv1JdYRtOmTcPDw4PChb+s1YVlWZnoGshHRqSkpDBnzhzmz5//kVP16Xv48CE7d+7E1dW14MCC8AnIzM7EUN/wPzlXTkYmekYf5lxZmdkYGBY87Sg7KxN9A/XnlGXloGvwfmtCqI0zW8bzl28LDvgR6OrqUKLEu/97JhrSAk5zDpP4UnmRF0H4X5KRHIcsJxMTM7Ha6YeSm5vL68e/U7yK6vm1wpdZRrKcTFLioihaUXmF5c/d3iW9uO/TF4CohLcUM9anUjHN3/QW4HxsMjW/MqGEqXaL1QnCx1Z9eij9t6ueDvChhQz4mTO9+n6QuL4LC2X2JM1fJQGYuaQ7AW5D1O4fO289dxZHfpA05anl2oakpDcfNM4P5X0b0tqvlCIIgvAJMyqqPJxQ+Gd0dHS+qAbi+/gSy0hXz/CLbET/Xf0ymj85J/ylRcWiHzsJgiAIH9xn0ZD28vLi0qVLZGVl8fjxY2l43YABA9DR0WHgwM9jrkmHDh3YuHEjFStWVLn/+vXrbNu2TWFFUEEQBEEQBEEQBOHD+iwa0rNmzQIgNjYWe3t7wsLCPnKKPo4GDRrQoEGDj50MQRAEQRAEQRCEz9pn0ZBWx9/fHwBnZ2datmxJ/fr1SUpKYsqUKaxcuZJNmzYB8kVTvv32W6KjoylTpgyOjo7ScT179qRKlSp4e3uTmprKixcvGD58OAMHDsTf35+EhAQePXrEn3/+yU8//cSoUaNISUnB3d2dhIQEEhMTadWqFT4+Pvz++++sXLkSAwMDYmNj6dChA6amphw9ehSA1atXU7JkSTZv3kxYWBhpaWkYGBiwZMkSqlf/61u2muIPCAiQ8iUIgiAIgiAIgiB8eF/M569evnzJsGHDCAsLk77x+ne9evUiPFw+QT8lJYXLly/Ttm1bduzYwejRowkNDWXjxo0sXLhQOiY6Opq1a9eyY8cOVq9eTXJyMidPnqRu3bps376dQ4cOceHCBW7cuAHA1atX8fLyIjQ0lF9++ZKCgyUAACAASURBVIWvvvqKXbt2UadOHfbt20dKSgpHjx5l06ZNhIeH065dO3755ReFdGqKXxAEQRAEQRAEQfh3fdY90n/XsGFDjfvr1atHZmYmjx494vLly3To0AFDQ0OmTZvG6dOnWbVqFTExMaSmpkrHtGjRAkNDQ0qUKEHx4sV58+YN3bt359q1awQHB3P//n1evXolHVO7dm3pe5RmZma0aiX/Jmb58uVJTk6mcOHCLFmyhH379vHw4UNOnz5N3bp1FdKpKX5BEARBEARBEIRPTalSRT52Ej6oL6ohbWxsDMhXWc3/1a+srCzp/3v27Mn+/fu5fPkyw4cPB2D8+PEULVqU9u3bY2VlJfVaAxgZ/fXZi7x4N23axKFDh+jfvz+tW7cmJiZGOp+BgeKnH/T0FL/RFhcXh52dHba2tvzwww+ULFmSW7duKYTRFL8gCIIgCIIgCMKn5nP7/NUXM7Q7PzMzM548eUJGRgavXr3ijz/+kPb16NGD/fv38+jRI5o2bQrAmTNncHFxoVOnTpw6dQqAnJwctfGfOXOGAQMG0LNnTzIyMrh9+zYymUyrtF2/fp0qVarg4OBAgwYNOHr0qNK5/kn8giAIgiAIgiAIwj/zRfVI56lVqxZt27alW7duVKhQQWowA5QrVw4zMzMaN26Mjo4OIF90zMbGBiMjI8zNzalQoQKxsbFq4x88eDCenp6sXr2awoUL07hxY2JjY6lcuXKBafvuu+/YunUrVlZW5Obm0rx5c+7cufPB4hcEQRAEQRAEQRD+GZ1cMSb4i+c05zCJL9M+djIEQRAE4ZO2d0kv7vv0/djJEAThX1Z9eij9t4/6T84VMuBnzvT6MPXKd2GhzJ4UXmC4mUu6E+A2RO3+sfPWc2dx5AdJU55arm3E0G5BEARBEARBEARB+JKJhrQgCIIgCIIgCIIgvAMxtFsQBEEQBEELsqxMdA0MP3YyBEH4l2VmZ2Ko/9/c6zkZmegZfZhzZWVmY2BY8BJY2VmZ6Guoy2RZOega6Knd/z5k2TKev3z7QeP8UN53aPcXudiYoOj58xRkMvE+RfjvlSpV5JOdLyN83sS1J7y/jH90tLj2hI9JXH/v4p/d65/uuT7OOT+3b0iDGNotCIIgCIIgCIIgCO9ENKQFQRAEQRAEQRAE4R2IhrQgCIIgCIIgCIIgvAPRkBYEQRAEQRAEQRCEdyAWGxOEz0Bc3FMGDPiR6tVrApCbK8PExJSffhpIx46dAVi7dhXr16/BzW0m3br1lI5NS0ujZ08LGjduysKFy1i7dhWvX79i4sSpAGRlZeHl5cGLF8+ZP9+XokWLqk3HvXt3GTlyCBUqVJK2zZ49l4SEBFasWC5ty8hI58mTx4SGhlKmTBWVcQUFrSQ5+bWUDgBHR1syMzPQ1zcAwMKiKzY29lqVkb//UkJDtxMSEkbp0mWk7WPHDichIZ5CheSrNWZnZ9O69Xc4OAzF1LQQcXFP+emnnjRq1ISAgNUKcfr4eHLgQDjh4UdJS0vF3n4AR46clvYfO3YYX98FeHnNo1mzb7VKpzpv3rxh7NhhuLnNxNy8HgDPniUxd64Xz58/JzdXxqBBg+nSxUrpOGfnEQrb7t+/y+jRLhQrVpzt27dI29++TSExMYHdu/fz1VclCkzTzp3bWLZsMStXrqd+/QbS9rxy8fNbSZMmzaTtcXFP6d+/F71792PixKnvFK5atRrY2NgBkJKSwtSpEzAzM2PmzDkYGqpfefTSpYusWLGc7OxsjIyMGD/elXr16iuFe/LkMfPne/P69StMTEzw8JhNlSpVAdi6dTP79v2Knp4exYubMWWKOxUqVNRYNj4+nty4cZ21azdjYmIibe/c+Xs2btzO0aOHOXbsMAB//vmE4sXNpGvQx2ch8+bNpm/f/rRv3wmApKREJkwYQ9OmzRk3zhVdXfXvwY8fP8qGDWuBXIoVK87kye5UqlRZKdyxY0dYv34Nenp6lC5dmkmTplG2bDmysrJYunQh165dAaBFi9aMHu2Cnp7mFVz79evBq1cv+fXXw5iamkrb9+/fy9y5Xnh7z6d9+07069eDhg0bMWOGtxTm9u2beHhMZefOvVy6dBEXl5F07doNDw8vhXOMHTuc6OhbCveZJgkJ8YwYMYTg4K0UL15cYV94eBinTp1k4cKlSsc9eHAfLy8P6W+ZLIf79+/h47OQtm07SNtDQrawd+8eNm0KKTAtbdo0w89vJcWLmzJ48GB8ff1p3ryltN/XdwHFihXHyUl+v/75ZyyrV6/g1q2bmJiYYmhoQK9efenevRcAHh5TiI2NBeDu3RiqV6+Brq4eRYoUwd9/lRSvk5MdGRnpbNoUgo6ODiD/TdatW83OnXsLTPc/LasrVy4RGOhHRkYGhQsXxt19VoH3T15ZNWnSjOzsbH75ZQNHjhwE5Olv3Lgpw4aNpGjRYgCsX7+GmjVr8f337ZTqiw9p7dpVXL78h9K/BX+n7T0YHx+Pr+98kpISycnJYcyY8bRo0Yrc3FyCglYSEXEcAHPzeri6umFsbPzB8yQIwvsTDWlB+EwYGRkRHPxXoyg+Po5x40ahp6dLu3YdAShTpiyHDu1XaEifPHkMExNTpfhA3siePn0yRkbGLF26AiMjI41puH79Kp06dWXq1OkK2ytXrqqQNg+PKbRt24H69esrrR6amJiAn98Szp37DSurHgppefo0lvDwo+jrv1vVlZGRwaFD+2jXriOhoSGMGuWssH/0aBepwZKdnc2yZYvw9PSQHhoNDY14/PgR8fFxlC1bTkrP9etX1Z5zz55QNmxYy7JlgdSqVeed0vt3Z89G4ufnS3x8nML2VatWUK9efYYOHUlSUiI2Nv1o1uxbSpQoKYUpUqSIQtnv3LmNkyeP06+fNfr6+lhadpfyPWbMMAYNGqxVI1qex11YWFiyY8cW6tefp7CvTJmyHDy4T6GBfPDgPszMvnqvcHlevnzBpEnO1K//DePHT9bYoMzKymLmTDd8ff2pXducM2dO4+09k61bdymFnT3bg59+ssHCoitnz57Bw2MKGzdu5+LF39m3L4xVq9ZTqFBhdu3awdy5XqxYsabA8omPj2P58sVMmzZDaZ+dnQN2dg6AvHGYv9H8d7GxT5gwYQw9e/bGzm6IxnM+f/6MRYvmsmHDVkqXLkNo6HaWLl2Ir2+AQrgnTx6zaNFcVqxYQ40aNbly5RIeHlMJCtpIaOh2Xr16xcaN25HJZIwZM4zjx4/QuXPXAvNcrFhxIiKOS9cVyH/Pv19TJ04c49tvWym9+MlTokRJzpw5TXp6utR4iI+P48mTxwWmIc+BA+GsW7eaZ8+SFLYnJ79m1aoVHD58kMaNm6g8tlq16gr3jb//UqpXr6nQiL527Qq//LJR48vF/IyMjKSXKgYGBsyZ48mGDduUGvggf5nk7DyCYcNG4ek5Fx0dHZKSEvHy8iA29gkjR45lzpyFUnh5w3OVUlw3bkRJLx/Pnz9Ly5at/z8txhgbm1CQf1pWiYkJuLtPZunSFdSpY05IyFaWLFmAr6+/1mXl6emOvr4BgYFBFC1ajOzsbLZv/4URI4awdu0mTE0L8ccfF6hatVqB+fmnjI2NFV6MqaLtPQgwdeoEfvyxL7179yMm5jYuLqP49ddDnD0bye+/n2X9+i3o6+szY8Y0duzYWuD9LwjCf0sM7RaEz1TZsuVwchrJli2bpG0tWrTiwYP7JCYmSNsOHtyHhYWl0vHJyclMmDCG8uUr4uOzUGpE3759EwcHG5XnjIq6xqNHD3B0HMSwYfbS2/T8Dh3aT1xcHEOHjlQZR3h4GI0bN8Xa2lZh+61bNzAxMWXSJGfs7Qfg57eEjIz0ggsCec9w+fIVsbYexK+/7iY9Xf1x+vr6ODtP4OrVSzx69BAAPT1dOnTozOHDB6RwERHHadOmrco4Nm0KJiRkC4GBQSob0W3aNFPa5urqQmRkhMr4duzYzsyZ3goNZJD3/KSkpJCbm0t6ejp6enoaG5axsU/YsGEdHh6zlV5GbN4cjJmZGT/+2Fft8fldunSRN29eM3q0C6dPnyIhIV5hf8eOFpw5c0rhNzp27AgdOnR6r3Ag770ZM2YYbdt2YOLEqVJeIyMjcHV1UQpvYGDAnj0HqF3bnNzcXJ4+/ZNixZQbLUlJiTx69IhOnSwAaNXqO9LS0oiJiaZEiRJMmjRN6i02N6+r9EJDnX79rDl7NpKTJ49pFV6VO3dicHEZiaPjcIWH6D17djJ/vrdS+BIlSrJ372FKly5DdnY28fHxUq9dfnfvxlCzZi1q1JCPYmnUqAnx8U+Ji3uKtbUts2fPQ1dXl+Tk16SkvFEZhyoWFpYK90l8fBxpaalUrqw48mTYsNEsXbqIp0//VBlP0aJFadiwEadOnZS2HTy4T6kx7+Bgw+3bN5WOf/YsidOnI1iyRLnBdvz4EUqWLMWYMeO0ytPVq5c5efIYkye7SdtevHjO0qULtY4DoHnzFlSvXgOAChUq0rJla+bO9VIZdtOm9XTq1AVLy+5SL3KpUqWZPXseO3Zs5dmzZ1qdc8+enbRu/T0WFpaEhGyVtteqVYsmTZoC6u8f+OdldfLkMVq2bE2dOuYA9OrVh3HjJhUYT15ZRUVd48aNKDw8vKRrUF9fn0GDBlOlSlX27AklNDSE6Oj/Y+8+A6I4GgaO/+lYYgl2RVFjbFhjF9FYQbEjNprY0IgVG6CCUqzYEEVFwd4AiSKiwYpGYyzYFTsWwIaoIPXeD/ew8bwDDpO8JmZ+n7jd2dnZudnlpu4N/P1XcPz4UUD+v8jR0QErq97MmDGZtLQ0AB48uM+kST/h4GCNvf0Q9u8PB+TPMzu7wTg6OmBnN4h3797h5jYde/shODgMZcECT3Jycqhduy4NGzaR8vbP3INxcbd4+zaFvn0tAfj++zr4+69HU1OT9u07snr1BnR0dEhNfU9y8mu170FBEP7/iIq0IHzFvvuuFvfu3ZE+a2tr07FjZ+mHbkJCAqmp76Ufd7levXqJk9No7t27y7BhIxQqZ3Xq1FPoffiYvn4ROnfuxrp1m3B19WDRIh+FH7mZmZkEBKxi/PgpefYqOziMon//gdKPx1ypqe9p2vQH5s2bz7p1m0hMTGDNmlVq5UNY2G66dTOnTp16GBiUITJyf77h9fT0MTSsxt27f+SdmVkPoqIOSJ8jIyPo3t1C6Vh//+UEBPhhaTmIihUrqZU+gMWLV+RZMff1XUnduvWVto8ePY5Tp07Qp4851tYDGD58dJ49uQBr1/rTv78VFSpUUNienJzMjh1bcXKarHZ6w8L20KWLOWXKlOWHH5oREqI4tLVUqdLUr9+QmJgTAMTGXsLIyIhvvinxWeHi4x8yduxwMjMzGThwqMI+E5P2LF68QmU6tbW1efXqJX37dsfff7nKqQCJiYmUKVNGoZyXLVuO588TqVHjO5o0kVc4MjIyWLPGL8+e40+VKlUaV1cPFi70VmpoUMeVK7E4OY2mbNlySj23ffpYquzpBvk137x5nX79evDzz6FYWg5UCvP993W4f/8ucXG3AIiJOcGbN294+fKFFMfq1SsZOLAPpUt/S6NGTdRKc5s2Jty5EydV9A4ejMDMrIdSuCZNmtK3ryUeHm5kZWWpjOvTey46+pBSRTooaJs01eFjZcqUxdt7kVIFHuR5N2zYyHynBHxs1arljBo1VmpMyc7OxsPDjbFjx1OmTFm14gCYP98XPb0/huZOnDiV+PiHhITsVAp79eplGjdW7gH+9lsDqlWrzrVrVwo8X0rKG6KjD9Otmznduplz/vxv3L9/D5CPEsqdNpPf/fNn8+rRo0fo6+szZ85Mhg0bwpw5M9UaUZSbV1euXKZ+/QYqj2nWrAWXL1+if38rateuy9ix42nf/kdA3ji2bJk/27eHkpSUxPHjR8jKysLNbTqOjk5s2LAFP7+17NixhatX5Xl5//5d3N29CA7eQUzMcVJTUwkK2sa6dZsAePr0Cc2atZBGkvzZe/DRo0dUqFCRlSt9GTnSjjFjHHj58oV0rdra2oSE7KR/fwuSk5MxNf2xwHwTBOH/l6hIC8JXTENDQ2lOlZlZD6kiHRWl+kfuyZPH6d/fik6dujJ79sw8f+h+ytl5Bv36DUBLSwsjo+p06tSFU6f+mMt49Gg0lSpVplGjxoW+FhOT9syaNY8SJUqip6eHjY0DJ04cLfC4W7ducudOHJ07dwPA3LwHu3dvRyaT5XuchgYKeVenTl00NTW5efMGiYm5DRDfKRyTlpbG3bt3WbRoOWvW+HH79k1p39mzv2JvP0Tqzc/9++zZX9XOg0/NnTuLIUNsCQ8/yJYtu9m6NZjr16+qDJuYmMBvv/2KldVgpX0//xxKu3btC5y3mOvlyxecPHlMGr5rZmbBvn17pV6fXPKKkLysHTy4H3PznkpxqRvu0KFIJk+ejqFhNZW9QPn59lsD9u6NZM2ajXh7e/Do0UOF/TJZjlLDDcjQ1PxjTvDr16+ZPHkcRYoUYfTon9Q+d4sWrTA3t2DevNnk5OQUKt2HDkXi47OYDx8+sHatf6GOrVOnHj//HIWHhw9Tp07k7VvFKRSVK1dh5szZLFrkw7BhQ7h16wbffVdLWn8AYMwYJyIjj1KxYiUWL/b59BQq6ejo0KFDp//NZyXfIeHDh49GJpOxYYPq+aZt25py69YNXr16yeXLl6hWzUjtYdR/lStXYklOfq1wDQEBfjRq1ERhfvPnKFKkCO7u3qxd66/Q4Jkrr+duZmaGivKqLCJiH0ZG1alR4zsMDMrQvHlLdu/eXuBxn0tVXmVnZxETc4IRI8awceM2fvihBa6u0woVb3a26nzIyMjMMx9MTTugr6+PlpYWNWrU5PXr18THP+Lp08f4+MzF3n4I48aNIj09XWpMKleuvDR1p2HDxjx4cI9x40axZUsQAwYMpkoVQ5XnyktB92B2dhZXrsTSuHFT1q0LxslpMnPmuChMRejffyCRkUcxNe3ArFnTPz2FIAhfmKhIC8JX7ObN60qVvbp165OTk0Nc3K08f+R2796TXr36MnGiM+/fv8fPT3mBmU9lZ2cTHBxIaup7aZtMJlNYoOjIkUMK87MLIybmBJcuXfhoi0ytno3Q0F1oaWkxfLgNlpY92bNnJ/Hxjzhz5lSex3z48IEHDx5QvXoNhe3dunXn0KEDREUdwMxMeW6nnp4eCxb40rp1W2xs7HF1nUZKyhtAPqw+KGib1Juf+3fLlq3VuHplycnJXL58iZ49+wBgaFiV5s1bcunSRZXhjx2LxtT0R4oWLaa0Lzr6sMJ89ILs27cXDQ0Npk+fhKVlT1atWkZq6nulnn4TE1OuX79KYmICly5dyPNa1Qlna+uAiYkps2fP4/LlS+zYsaXAdL57904a6glQu3YdpVEaIJ+n/fLlC4XGlRcvXlC2bDkA7tyJY+RIW77/vjbe3ovR0dGhMBwdx5Ga+p5NmzYU6rjx46fQpIl8FEZY2G6VUyU+9eLFc4XGmVat2lCsWDGePHmsEC4jI4PKlQ1ZuzaIjRu3YWMzjGfPnlKpUiUuX74kNTbkzqP/uFGoIPLGugNcuRJL1arV8hySqq2tzZw5noSG7v7k3paTV8o78ssvh4iMjMizIebvFB19GDOzHgqjFaKiDnD8+FHs7YewYIEnT548yXO6S0Fq166Dnd1w3N1dycjIkLY3aNCIixfPK4V//jyJZ8+eUq+e8giVj8lkMsLDQ0hIeIalZU8sLXty8+YNoqIO8OZN8meltSCq8qpMmbI0aNBQWmjLwqI3d+7cVntaToMGjbh+/ZrK6TgXL/6OsXFDlcdpaf3xv0FDQwOZTEZOTg7FihWXnr1BQdsICNgoPfs+nvtcqVJlduwIw8ZmGO/fv2fSpLHSqJmCqHsPlilTluLFv6Fduw4A1KtnTKVKlYmLu01c3G3pntPQ0KBnzz7cuqX+PSgIwv8PUZEWhK/Uo0cPCQparzTXGOQVwhUrfDE0rKryR25uRUFPT4958+YTGblfYYilKlpaWsTEnCA8PAyQz408fvyItNCZTCbj0qWL/PBD88+6nufPk1i1ahnp6R/Izs5mx46tdOzYJd9j3r59S3T0IRYuXMaePfvYs2cfYWEHlOYLfiw9/QPLly+hVas2SkOzu3XrztGj0URHq26A0NTUlCr31tb2GBlVx93dtdA9keooWbIkZcuWk+bfJicnc+nSRerXV16RGuDSpQsq8z4lJYUnT+Jp0KCRWufNzs7m55/DcHaeKeVpaGgENjbDlHr6dXV1MTXtgKfnHNq2Nc2z4UOdcDo68qGlpUqVwt3di7VrV3Phwu/5plVTUxMfn7nS6tP37t3l0aOHSqt2lytXnsqVDaVVtM+e/RUNDQ1q1vyOpKREJkxwxN5+BOPHTylw5WpVdHR0cHf3YseOLaSnpxfqOICqVasxbZorXl4ePHhwP99j0tPTmTPHhceP4wH53M/s7GylhZgyMzMYM2a4NOR8165tNGzYmBIlSnLhwu+sXOlLVlYWOTk5HD58kKZN1b9v69c3Jj09nYCAVQVWfitXrsLEic559ribmfUgMnIfsbF5N8T8neT3jeKK++HhUQQHbycoaBvTp7tRuXLlPKe7qGPwYBu+/dZAYW65ra0DR44cVmicSkpKxN3dlb59BxQ4pPzcubO8fv2KXbvCpft0795IDAzKEB6uvNjeX0FVXpmaduDKlcvSXPjjx49QvXoNhSHu+TE2bkDjxk3x8nInJSUFkD+DNm3aQHz8I3r3lq/poKWlXeDIqapVq6Gnpyf9L0tMTMDWdiC3bt1QChsWtgdvbw9atGjF2LHjadGitdqNSereg8bGDdHV1ZVGbT18+IAnTx7z3Xe1uHs3Dm/vuVIDwsGDEfzwg/LaGoIgfFmiIi0IX4n09HRpuLCDw1C8vT0YPXocbdqYKIXt2tWc2NiLavXwGBpWZfr0WSxa5E1c3K18FxubM8eTM2dOY2s7EGfn8YwfP0X68ZCcnExaWqrCq6dA3npvbz9EaWXdT/Xu3Y/GjX/AwcGaoUMtKVKkKMOGjQTyXiwnMnI/RkY1FFaEBrCzG86FC79LPZP+/iukfBs1yp6iRYvg5uauFF/ZsuWoVs0IQ0PDAhd+0dDQwM1NXvFZt261wr6YGOUKYH6LjeUV//z5voSF7cHa2orx40djY2MvzWX9NL74+HgqVFCes/3kSTwGBmWUKq95fc+nT59EJpMpLVBnZTWEV69e8uuvij39ZmY9uHjxvMr55J8TDuTDLkeMGM2cOS4kJSXm+f0XLVoUH5/FrFjhi739EHx85jJnjqdUBj9eqMrd3Yu9e0OwsbFi7Vp/5s1bgKamJkFB60lL+8CePTul+2vkSLt880iVqlWN+OmniZ/dqNKpU1e6deuOi4sz79+/y3Oho8qVqzBjhhuurtOwtx/Chg1rWbDAF319fYV7rVix4kyf7oqz83iGDrXk+vVruLi4AzB0qB3ly1f83/UORktLC0fHcUDeCyx9qlu37sTHP1Sr8mtm1kNqcPuUsXFD0tI+0KZNO5UNLHktNva5Po3v8eNHVKxYUe3jC1MmcsmfFXMVXhlWvnwFAgI28vvvZxk8uB/W1lbMmDGFLl3MGDtW9cJgHwsL20OvXv0oXry4tE1bWxtb22GEhu5WqHTmt9hYftTJq1q1ajNlynRcXKZibW1FeHgo8+YtANTPq9mz51G3bj2cnEZhazuQoUMHkJiYwOrVG6TrMzExJSBgVb7rX+jo6ODjs4R9+/ZiZzeIyZPHMWKEIw0bKk81MjPrQU5ODtbWA3BwsObdu3dYWg5SCPNn70FdXV18ff3Yvn0zNjZWuLlNY+bM2ZQtWw4zsx60a9eeESNssLMbxIMH95kxY3aBeSUIwv8vDVlBEwUFQRD+4bKysnB2dmbZsmVfOilfFScnJ1auzP81Nf91/7U8evfuHZ6ensyfP/9LJ+Vvl5OZgaaOeotsfey/Vib+jP9aXmVkZaCrXfgypa7s9Ay09P6++AuSmZGFjq54s+7/p6zMDLQ/4zmVk5mNpk7hR1j9GTlZObx8/b7ggF+ApqYGBgbFCw74CVGRFhjueYik12kFBxSEf6j0lGfkZGdQpLTyCr3C58lMe0N6ylOKl6/7pZPyj/VfzKPUl/fR1iuGbvFyXzopf7t9S3pzz0u918HlepGayb1XH2hR5Zu/KVVfj/9iXtVwDcFq55i/Lf5dA1dzqnfhyuxfqW14CHOn5P9WDOGvNXuJBX4zC/9+8XE+G4lbHPM3pChvtZxNeP78bcEBv4DPrUiLZiNBEP719EqoP/RSUI9OkZLoFBHvLc3PfzGPihpULzjQf1iZojqUKVq4xej+q0ReCYLwb/ePnyP97t07PDw8sLCwoHfv3tjY2HDt2jUAzp49i42NzRdJ1/Lly4mOjlbanpGRwdKlS+nZsye9e/fGysqK06dPf/Z5VqxYwe+/57+gzqc6duzI48ePCw4oCIIgCIIgCIIgFNo/ukc6JyeHkSNH0rJlS/bu3Yu2tjZnzpxh5MiRREREfNG0TZgwQeX2mTNnoqury549e9DT0+PWrVs4ODgQHBzMd999p/KY/Jw7d46WLVv+2eQKgiAIgiAIgiAIf5F/dEX67NmzPHv2jPHjx0vvJWzVqhU+Pj7SyqevXr1i5MiRPHr0iOrVq7NixQp0dXXZu3cvwcHB5OTkUL9+febMmYOenh4mJiZ069aN8+fPo6WlxbJlyzA0NKRjx4706tWLmJgY0tLSWLBgAcbGxvz2228sXbqUDx8+kJKSwsyZM+ncuTMzZsygRYsW9OvXT0rvw4cPOXToEGfPnkVPTw+A2rVr4+srX60RKFS6zp8/z9WrV3Fzc8PPzw9PT09KlixJXFyctD88PJy0tDR0dHRYsmQJNWrUQBAEQRAEQRAEQfj7/KOHdl+/fp06rR3eNwAAIABJREFUdepIlehc7du3x8DAAICnT58ye/ZsIiMjefHiBadPnyYuLo5du3axY8cOwsPDMTAwIDAwEIDnz5/TunVr9u7dS/Pmzdm6dasUb6lSpdizZw+DBg0iICAAgC1btuDp6UlYWBienp4sX748z/TeuHEDIyMjhVdYALRs2ZIqVaoUOl19+vTB2NgYT09PateuDcgr5lFRURgaGvLLL7+wefNm9u/fT4cOHRSuRRAEQRAEQRAEQfh7/KN7pDU1NaWe3bzUqVMHQ0NDAGrWrMnr1695/PgxDx8+xMrKCoDMzEzq1asnHdOuXTsAatWqpTD/+OPthw4dAmDRokUcPXqUgwcPEhsby/v3eS/bXlB6z549+1np+ljDhg0BKF68OEuWLCEiIoIHDx5w8uRJ6tb976wcKwiCIAiCIAjCv0fZsl/XKv3/6Iq0sbEx27ZtQyaToaGhIW339fWlTZs2aGhooK39xyVoaGggk8nIzs7G3NwcNzc3AN6/f092drYULreymxte1fZcQ4YMoWXLlrRs2ZLWrVvj7Oycb3rv3r3Lhw8fpKHcAEFBQZQtW/az0/Wx3HifPXuGjY0N1tbWmJqaUqZMGW7cuJFn2gRBEARBEARBEL6Ur+31V//ood3NmjXDwMAAPz8/qcJ58uRJQkND8124q2XLlhw+fJiXL18ik8lwd3cnODi40OdPTk7mwYMHTJgwAVNTU6KjoxUqvp+qVKkSHTp0YN68eaSnpwPy4enr16+nVq1an5UuLS0tlee8cuUK1apVw97engYNGvDLL7/kmzZBEARBEARBEAThr/GP7pHW0NDA398fHx8fLCws0NbWpnTp0qxdu5YyZcpw9+5dlcfVqVOHcePGYWdnR05ODnXr1mXUqFGFPn+pUqWwtLSkR48eaGtr06pVKz58+EBqamqex3h7e7N48WJ69+6Nrq4uRYoUYdGiRXz//fcAhU5Xu3btmDNnDgsWLFDY3rZtW7Zv30737t2RyWQ0b96cuLi4Ql+jIAiCIAiCIAiCUDgasrzGEAv/GcM9D5H0Ou1LJ0MQBEEQ/jH2LenNPa/+XzoZwlekhmsIVjvH/G3x7xq4mlO9v1yZbRsewtwp+7/Y+f+LZi+xwG/msEIfN85nI3GLY/6GFOWtlrOJGNotCIIgCIIgCIIgCP9loiItCIIgCIIgCIIgCIUghnYLgiAIgiB8IiczA00d3S+dDOErkpGVga7231emstMz0NL7cmU2MyMLHd1/9PJLX52szAy0P+M5lZOZjaaO1t+QonzOmZXDy9d5v0b4S/rcod2itAu8fPmOnBzRniL8/ytb9pt/7HwZ4esmyp6gnvS/PEZR9v7r/voyVZj4Rfn7Gv3dZeqv8bW9QxrE0G5BEARBEARBEARBKBRRkRYEQRAEQRAEQRCEQhAVaUEQBEEQBEEQBEEoBFGRFgRBEARBEARBEIRCEBVpQRAEQRAEQRAEQSgEUZEWhK/As2dPMTVtgb39EOzth2BnNwhHRweiow9LYQIDAzAxaUZExM8Kx6alpdGlSzumTZsohfP1XSDtz8zMxM1tOmPHjiAlJSXfdNy9e4cuXdpJ6bC3H8KjRw84d+6swrbBg/thYtKMq1evKsVx7dpVRoywZehQSyZMGMOLFy+kfceORePgYI2NjRVTp07gzZtktfNo5cqldOjQiqSkRIXt48aNYsCAXlLarK2t8PdfTmqq/BUNz549xcSkGePGjVKK08vLHROTZiQnJ/Ps2VO6dGmnsD86+hA9enTi999/Uzudn8rJycHffznW1lbY2g7ExWUqr1+/ltI2ebITQ4daMmKErcL3rUpc3G169+6mct+NG9f48cfWJCern6d3797BxKQZW7YEKWw/cGAfJibNCAwMUNguk8kYMKA3NjZWhQ6XWz5z9y9fvgRr6wEkJCTkm8Z3797RsWMbhfJ34cLvKsOGhu7GwWEoQ4daMnfuLDIyMnj79q3Csfb2QzA1bcGOHVvyPe+FC7/Trl1zzp07o7Dd13cBgYEB3L9/T4qvX78edOvWXvq8c+fWP3XNr1+/xsVlKnZ2g7C2HsCqVcvJycnJ9xgXl6kK931c3G3GjHHAxsYKR0cHzp8/l+/xuddsYtIMT885SvvGjRsl3R8F5Q38cW99+l09e/aUdu2aK6Q1LzduXGPMGAfs7YdgazuQqKgDKsO9fv2aKVPGY209ABsbK65ciZX2RUUdwM5uMPb2Q3B0dODmzesFntfSsicHDuyTnh379+9V2B8YGIiXl7vC+Rcs8GTgwD7Y2Q1m2LAhbNu2iezsbACWLVsklY0OHVoxeHA/6XN6+gcpHlfXqfTo0YkPH/7YlvudqOu3385gbz8kz/355VVIyE6sra2wsbFixozJvH79qsDzffwdZ2VlERwciLX1AKytrbC2tmLJkgWkpLyRwm/cuI6TJ48B8jKybdtmta+tMAIDA1Q+8z919uyvDB9ug739EBwchvLbb2dUhouJOYG5eUeF50ju/5g9e3ZI3+mcOS4K1ysIwj+beP2VIHwl9PT0CAraJn1OSHjGhAlj0NLSpEOHTgCUL1+BqKgD9OjRSwp37Fg0RYoUVRlnWloarq5T0dPTZ+nSVejp6eWbhitXYunc2Yzp010VtletaqSQNje3abRv3xFjY2OF13BkZmYya9Z03N29aNiwMWFhe5g/fy6LF6/g5s3rLF26kDVrNlKxYiVWrFjC2rX+TJ3qUmDepKenExUVQYcOnQgJ2cWYMU4K+8eOHc+PP3YG5D/mli1bhLu7GwsXLgVAV1ePR48ekpDwjAoVKkp58/GPyE/t3RtCcHAgy5b5U6tW7QLTmJeIiJ+5desmGzZsQVdXF3//5fj5LWXWrLl4ebnTpMkP+PquJDX1PU5OjlStWo1atb5XiCMrK4uQkJ1s3bqJtLRUpXMkJyezaJEPmZmZhUpbWNhuunY1JzR0N4MGWaOt/ce/lNyyNnz4aGlbbOxF0tM/oK+vV+hwubKzs/HxmcuTJ/H4+6+nRImS+abx2rUrNGrUhKVLV+Ub7vjxI4SE7GT16kCKF/+GWbOms3PnNmxs7BXK7p49Ozh27AiWloPyjQ9AR0cHT093goN3UKpUKYV91avXkOI9cGAfx45Fs3DhMmn/gQP7PvuaV670xcioOt7ei0hPT2fy5HEcOLAPC4veKsNv3RrM5csX6dixi7Rt5swpDBs2kh49evHy5QvGjRuFn99aDAzK5HtuA4MynDp1kg8fPqCvrw/In0Xx8Y/Uzptc5ctX4ODBCJo2/aMiePBgBKVLf5tvGkDe8ODqOo2ZM2fTvHlLkpIScXCwpl49YwwNqyqE9fVdQKNGjbG1XUFc3C2mTp3Ijh1hJCUl4O+/nMDArZQpU4Zff43BxWUqoaER+Z5bX18fff0iAGhqauLnt4yGDRtTtaqRUti3b98yZsxwevXqw5QpM9DW1iYlJYVFi7yZN2827u5eTJw4VQpvadmTOXM8qVOnnkI8L148Jzb2IvXrN+Dgwf306WP5UVr0C8yv9PQPBAdvIDR0N2XLls0zXF559eDBfbZv30JQ0HaKFy+On98y1q1bzbRprnnGBfL/W0WKyPPK3d0FbW0dqYxnZWWxc+dWRo8eRmDgZooWLcb58+cwMqpe4PX8Wfr6+lK68vLu3Ts8PNzw81tLjRo1uXMnjnHjRhIaGkHRosUUwl69epnBg62xtXVQ2H7hwu9s3bqJgICNlCtXnoMHI1i40AtPz4V/+TUJgvDXEz3SgvCVqlChIsOHOyq02Lds2Zr79+8p9MoePBhB167mSsenpKQwadJPVKpUBS+vhVIl+ubN63n2WFy9epmHD+/j4DCUkSNtOX78iFKYqKgDPHv2jBEjHJX23bhxjaJFi9GwYWMALCx6c/78Od68SSYqKpIePXpTsWIlABwcRjNkiK1aeREdfYhKlaowaNBQfv45TKHH5lPa2to4OU0iNvYCDx8+AEBLS5OOHbtw6FCkFO748SOYmLRXGcfmzUHs2rUNf//1KivRqnqInJ3HExNzXGl79eo1GDt2Arq6ugDUrl2PxER5j+StWzfo3r0nAEWLFqNp02acOHFUKY7bt29y9+4dvL0XKe3Lyclh7txZjB79k8pryUtq6nsOHTqIra0DxYoV49ixaIX9NWt+R5EiRRUaGyIj9yuVNXXDAWRkZODmNp3379+xbJm/VKF88eI59vZDePHiudIxV69eJiUlhVGj7Bk2bAhhYXtUXs/BgxEMGmRNiRIl0dTUxNnZBTOz7gphHj+OJzh4A25ucxUaDfJSuXIVWrVqg7e3R4Fh8/I512xq2oH+/eW9+Xp6elSvXlMqM5+6cOF3zp79ld69+0vbkpOTSUpKxMysByCvHNesWYuzZ38tML0lSpSgUaPGnDhxTNp28GAEXbqYKYRTJ286derKqVMnFHpdo6MP07FjZ+lzTMxxnJ3HKx2bkZGBg8NImjdvCUC5cuUpVao0z58nKYTLysri9OmT9OzZF4BatWpTpYohZ8+eRkdHl+nTZ1GmjLzxoE6derx69bLABqfGjZvy/ffy+15PT49Bg6xxd3dTedzevXv4/vvaDBliK5WpEiVK4Obmwfnz57hx41q+58oVHh7KDz80x9zcgt27dyCTyQAwMqpB8+atgPyf3WfPnuHDhzTc3NzzPEd+eVWnTl127AijePHipKen8/x5EiVLqm4g+Vjz5i2pUaMmV69e5tq1q7i5eUhlXFtbm6FD7ahWzYi9e0MICdnFrVs38PdfwfHj8ufc1auXcXR0wMqqNzNmTCYtLQ2ABw/uM2nSTzg4WGNvP4T9+8MBeXm3sxuMo6MDdnaDePfuHW5u06Ue5QULPMnJyaF27bo0bNgEkH9H8+fPU5kfU6ZMp0aNmv/L6+rIZDKVo3quXr3M+fPyc48dO4JLly787zu5QbNmLShXrjwA7dt35NSpk4Vu1BQE4csQFWlB+Ip9910t7t27I33W1tamY8fOUoUwISGB1NT30g+BXK9evcTJaTT37t1l2LARaGr+8aioU6eeQg/dx/T1i9C5czfWrduEq6sHixb5KAyFzMzMJCBgFePHT1FZEUlKSpR+UIC810r+4/c58fEPyc7OZsaMydjZDcbXd4FSq39ewsJ2062bOXXq1MPAoAyRkfvzDa+np4+hYTXu3v0j78zMeigMDY2MjKB7dwulY/39lxMQ4Iel5SCp0q+OxYtXqKyYGxs3pHbtOoC8cSMoaB0//igfYVCvnjEHDuxDJpPx+vVrfv31FC9fvlCKo149Y1xc5qjsTVy/fg316tWnZcvWaqcV4ODBAxgaVsXIqDrm5hbs3KlcJj7Osw8fPhAbe0nledQJl5qaytSpEzh16gQjRoxBT++PXrYyZcoSFLSNMmWUe9K0tLRo27Ydfn5rWbhwGTt3blOo5OWKj3/E69evmDzZCTu7QWzYsJbixb9RCLN2rT/9+1tRoUKFgjPofyZOnEp8/ENCQnaqfUyuz73mDh06Sd/17ds3+eWXg5iadlAK9+LFc5YvX8Ls2Z4K93ipUqWoWLGSdJ88efKYy5cvqSxbqnx6r0RHH1KqSEPBeVOqVGnq129ITMwJAGJjL2FkZMQ335SQwpiYtGfx4hVKx+rp6WFh0Uf6HB4eSmrqe+rXN1YI9+ZNMjKZjNKlS0vbypUrT1JSEhUrVqJNGxNA3sO9cuVSTExM0dHRyff6nZ1nUqWKofTZ1taBokWLEhCgPCriypXLNGrURGX6GzZsxOXLl/I9F8grdPv27aVr1+60bWvKq1evOHPmNABFixbFx2cxkP+z29S0A+PHT8n3mZpfXoH8/8uJE8fo1687sbEXpUa+/Myf74uenj5Xrlymfv0GKv8vNGvWgsuXL9G/vxW1a9dl7NjxtG//IwDPnyexbJk/27eHkpSUxPHjR8jKysLNbTqOjk5s2LAFP7+17NixhatXrwBw//5d3N29CA7eQUzMcVJTUwkK2sa6dZsAePr0Cc2atcDGxh6APn0smTFjllK6SpUqRadOXaXPgYEBGBpWo1KlykphS5QoSZ8+/QgK2sbo0eNwcZlKUlIi9esbc/78ORISngFw4MDPZGZm8uaNGN4tCP8GoiItCF8xDQ0NpWF9ZmY9pIp0VFSE1Ov0sZMnj9O/vxWdOnVl9uyZZGVlqXU+Z+cZ9Os3AC0tLYyMqtOpUxdOnTop7T96NJpKlSrTqFFjlcfn5MjQ0NBQ2CaTydDU1CQrK4tTp04ydaoLGzdu5dtvDVi40LPANN26dZM7d+Lo3Fk+N9jcvAe7d2+XemzyoqGBQt7VqVMXTU1Nbt68QWJibgPEdwrHpKWlcffuXRYtWs6aNX7cvn1T2nf27K/S3DhA+ludXj6QV2bGjRtJw4aN6ddP3tvo6urOgwf3sbMbxPz5c2nTxqTAH/kfO306huvXr+LgUPBcwE+Fh4dgbi4vO127duf27ZtcvXpZIUzXrmYcP36UzMxMTpw4iomJKVpaWkpxqRPu0qULNGjQiBEjHJk1S95Dqw57+xE4OIxCV1eXsmXL0bt3P5W99llZWZw7d5Z583xYv34zKSlvWLvWX9qfmJjAb7/9ipXVYLXOm6tIkSK4u3uzdq2/QqOWOj73mnOdPfsrkyePY+LEqUojI7KysnB3d2X8+MlSj+vH5s/35dixaGxtBxIYGEDr1m3R1lavbLVta8qtWzd49eolly9folo1I0qUKKEUTp28kVfK5c+rgwf3Y25ecOXsU5s3B7FhQwALFixVaIwA/vccUP3MyZWWlsasWTN4/Die6dOVK1QF0dTUZNasuRw4sE9pXjhAdrbq52tmZqbS81CVmJjj5OTk0LJla3R1denUqSu7d28vdDoLok5emZp2ICIiGgeHUUye7FTg3PyP5ZUPGRl554OpaQf09fXR0tKiRo2avH79mvj4Rzx9+hgfn7nY2w9h3LhRpKenExd3C5BX/nOn6DRs2JgHD+4xbtwotmwJYsCAwQqNIOrInQ509OgveQ7J9vZexI8/dkZDQ4NGjRpjbNyQc+fO0qhRExwcRuLi4szw4TZoaGhSokRJdHTEzEtB+DcQFWlB+IrdvHldqbJXt259cnJyiIu7xZEjh1X2FHXv3pNevfoycaIz79+/x89vaYHnys7OJjg4UFpABeQ/sj6uEB05ckhhfvanypevoDBUNSsri5SUN5QtW44yZcrSsmVrDAzKoKmpSffuPaUehvyEhu5CS0uL4cNtsLTsyZ49O4mPf8SZM6fyPObDhw88ePCA6tVrKGzv1q07hw4dICrqgNKwX5D3Ii1Y4Evr1m2xsbHH1XWatHBMy5atCQraJvUI5f6tTk/whQu/M3r0MMzMLJg61UX6UZmeno6Lyxw2bdrJggVLefv2LZUrq/8jMCIinOfPk6ThjwDjx48ucEGl2NiL3Lt3l23bNmNp2RNHx2Foa2sr9UobGJTh++/rcObMKSIj96vswVc3XLNmLRgxwhEbm2FUrFgZT885BTaGgHxO88eLc8lkMpW9XmXKlKV9+x8pVqw4Ojo6dOvWXaFh4NixaExNf1R7FMTHateug53dcNzdXcnIyFD7uM+9ZoAdO7Ywb95s5szxUtlYdvPmdZ4+fcLKlUuxtx9CeHgoR44cloawymQ5zJ/vy6ZNO5k9ex5JSYlUqVJFrXPr6OjQoUNHfvnlEJGREflWfgvKGxMTU65fv0piYgKXLl0o1MiJjIwM5sxx4ZdfolizZqPS2gEg7/UGmcICTy9ePKdcuXKAfNSOo6MDWlqarFy5hm+++UYpDnWUL1+BqVNn4unpLi0WCNCgQSMuXjyvFD41NZUbN65jbNywwLjDwvaQnv6BQYP6YmnZk5Mnj/Hbb2e4d+/uZ6U1L/nl1ePH8cTG/tF73qNHLxITn/H2bf4LVOZq0KAR169fUznt5uLF3/PMBy2tP+5lDQ0NZDIZOTk5FCtWXHrGBgVtIyBgo9RD/vHc50qVKrNjRxg2NsN4//49kyaNlUZAqCMlJYUpU5y4d+8uAQEbVY5Wefv2LZs2bfjk3pU/h1JT39O48Q9s2LCVwMDNtGsnH5VU0DoIgiD8M4iKtCB8pR49ekhQ0HoGDbJW2tetW3dWrPDF0LCqyn/Yub2aenp6zJs3n8jI/XmueJtLS0uLmJgThIeHAfIFho4fPyItdCaTybh06SI//NA8zzjq1zcmJeWNNF92//5w6tdvwDfffEOHDp04ffqktFL3iRNHqVu3Xp5xgfwHTHT0IRYuXMaePfvYs2cfYWEH6NrVnF27VPfYpKd/YPnyJbRq1UZpaHa3bt05ejSa6GjVDRCamppSJc3a2h4jo+q4u7sWqlfmU7du3cTFxRk3Nw+GDLFR2BcYGCDN+X306CGnTp2Qhjyqw8trEVu37lGo4K9YEaC0kNGnwsL20K1bd0JDI6R8XbhwGSdOHFVaUdrMrDs7dmzl3bt3So06hQmXO0dcQ0OD2bPncuvWTYKDAwu8xsuXY9m+XT5kMyXlDRER4XTq1EUpXIcOHTly5BfS0z8gk8k4efKYQvm6dOlCvmW3IIMH2/DttwYK8+wL8rnXHBKyi9DQ3QQEbJTmCH/K2LghoaER0nffu3c/OnbsIg1hXbjQW1od+cqVWO7fv0ezZqrjUsXMrAeRkfuIjS248ptf3ujq6mJq2gFPzzm0bWuq1tz0XHPnziI19T1r1mzIc5qFtrY2rVu3lZ5bd+7E8eDBfZo0afa/BfxG0779j3h4+Cj1ZhfWjz92plWrNgQHB0vb+vWz5MGD+2zeHCSt0p2SkoKX1xwaNWpCvXrGeUUHyO/7S5cuEBi4RboXw8MP0rhxU3bv3vGn0vup/PLq5csXuLu7SPODDx2KpHr1mmrNkwYwNm5A48ZN8fJyl94OkZ2dzaZNG4iPfyTN4dfS0i5whFTVqtXQ09OT/mclJiZgazuQW7duKIUNC9uDt7cHLVq0YuzY8bRo0VphJFF+srOzmTp1AhUrVsLX1y/Pay1atCihobulNUNu377J9evXaNmyDS9ePMfJabQ02iQ4eAOdO3dVaySCIAhfnqhIC8JXIj09XRou7OAwFG9vD0aPHifN8ftY167mxMZeVGuYpKFhVaZPn8WiRd7Exd3Kd8GaOXM8OXPmNLa2A3F2Hs/48VOkFVaTk5NJS0tVmAMNiosmaWtr4+W1kBUrlmBtbcXhwwdxcZG/SsfExBQrK/kwPWvrAVy5cllaETavBYciI/djZFRDYdVfADu74Vy48Ls0nNTff4WUb6NG2VO0aBGVi+6ULVuOatWMMDQ0LLDHQENDAzc3Dx48uM+6dasV9sXEKL9+Ka/FxgIC/JDJZKxZ4yd9vzNnOgPw008TOHPmFLa2A5kzZyauru6ULy/vEZk/fx5796peWEtd9vZDlHqnX79+zYkTR5Uq9T/80Jz69RsozXc1Ne3AnTu3Vfbgf044gJIlS+Hh4c2mTRs4c+Z0vgtvTZo0jefPn2NtbcWoUcPo08dSWnxp/fo1rF+/BoC+fQfQrFkLhg+3YciQ/qSmpioswBYfH0+FCsqVsby+t0/Jy8NcihZVvUL+X3XNmZmZrFnjR0ZGBq6u06Qyk1sB//ia8zNtmgvbt2/B1nYgfn7LmD/fV+rJU+eajY0bkpb2gTZt2hVY+S0ob8zMenDx4nmVIxXyuvevXr3MsWPRPH4cz5gxw5WmUnx8DVOmzODKlVhsbKyYO9eNWbPmUrx4cUJCdpGY+IwTJ44pvLbozZvkfMtcfiZOnEqlSn+Uo2LFihMQsJGkpETplVLjxo2kTp16uLt7FRjf3r17aNeug9JwZHv7EURFHVBY+Cq/Z3d+1MmrRo2aYGvrgJPTKOzthxAdfUiam63ueWfPnkfduvVwchqFre1Ahg4dQGJiAqtXb6B48eKA/P9AQMCqfNe50NHRwcdnCfv27cXObhCTJ49jxAhHaRHLj5mZ9SAnJwdr6wE4OFjz7t07pRX581ps7MiRw1y7doXr1+WvbMwtH7lra+Q+P7W0tJg/fwnbt2/BxsYKb++5zJ3rQ6lSpaha1QhraztGjbJn8OB+ZGZm8NNPEwrMK0EQ/hk0ZOqOExMEQfiHysrKwtnZmWXLlhUcWFDb0qVL6dWrFzVr1iw48H/Url27qFChAqampl86Kf9v/gvXnJOZgaaObr5hZsyYgZubm1TJE/Lm5OTEypUrv3QyhK9ERlYGutr535//NNnpGWjp/XVpzszIQkf38+fSZ2VmoF3AMy4nMxtNHeV1TT5XTlYOL1+/LzjgF6CpqYGBQeGf5aIiLTDc8xBJr9O+dDIE4bOlpzwjJzuDIqWrfemkfDVkMhlvHv1GqWrqD+f9L3oTf44SlZuiofnX/dj4p/svXPO+Jb2559U/z/0fsnI4/SiFjjXUG7r8X/YiNZN7rz7QosrnzS8XhE/VcA3BaueYL52MQtk1cDWneuf9TCmstuEhzJ2S/xtI8jN7iQV+M4flG2acz0biFsd89jk+VcvZhOfP3/5l8f2VPrciLZYFFAThX0+vRMUvnYSvjoaGhqhEq6Gk4efPm/63+i9e86f0tTVFJVpNZYrqUKao+m8TEARB+LcQc6Q/cvv2bWrXrk1UVNSfiufs2bPY2NgUHFAQBEEQBEEQBEH41xEV6Y+EhIRgZmbGzp07Cw4sCIIgCIIgCIIg/CeJod3/k5mZyb59+9i6dSuDBg3i0aNHVK1alY4dO9KwYUNu3LjBokWLmDZtGqVLl0ZfX5+VK1fi4uJCYmIiSUlJtG7dGi8vxVU2g4OD+eWXX1i7di0JCQnMnj2b5ORkihYtiqurKw0bNmTGjBkUL16ca9eukZiYyE8//UT//v1JTEzExcWFt2/fkpSURN++fZkwYQKhoaEcO3aM5ORkkpKSGDRoEE+ePOHMmTOUKlWK9evXo6en94VyUhAEQRAEQRDglQB2AAAgAElEQVQE4esmeqT/5/jx41SqVInq1avTuXNnhV5pU1NToqKi+Pbbb7l//z6LFi1i48aNHDt2jLp167Jz506ioqI4d+4c165dk44LDQ3l0KFDrFmzhiJFijB16lRsbGzYt28fM2fOZMKECWRkZACQkJDAtm3bWL16NQsXLgRg//79WFhYsGvXLvbt20dwcDCvXr0C4MqVK/j7+xMYGIiPjw+mpqbs27cPgJMnT/5/ZZsgCIIgCIIgCMJ/juiR/p+QkBAsLOTvqOzevTvOzs5MmCB/l1+jRo2kcAYGBlSpUgUACwsLLl++TFBQEPfu3SM5OZnU1FRAPt961qxZ+Pr6UqxYMd6/f8+jR4/o2rUrAI0bN6ZkyZLcu3cPgLZt26KhocH3338vvfdx+PDhnDlzhsDAQOLi4sjMzCQtTb66dtOmTSlevLj02o3WrVsDULlyZVJSUv7WvBIEQRAEQRAEQSiMsmW/rtX7RUUaePnyJSdPnuTatWts2rQJmUxGSkoKhw8fBlAYJq2vry/9vXnzZqKiorCysqJNmzbcvn2b3LeJFStWDB8fH7y8vGjXrh2q3jImk8nIzs5WOIeGhoa0f/78+cTHx2NhYUHnzp05ffq0FI+OjuIKmNra4qsUBEEQBEEQBOGf6Wt7/ZUY2g2Eh4fTqlUrTpw4wZEjRzh69CiOjo7s2LEj3+NOnTrFwIED6dWrF+np6dy8eZOcnBxA3jPcsWNHWrRowYoVKyhevDhVqlTh0KFDAFy6dIkXL15Qq1atfOMfPnw45ubm3L9/n8TERCl+QRAEQRAEQRAE4csQ3ZhAWFgYkyZNUtg2dOhQ1q9fLw2dVsXOzg53d3fWrl1L8eLFadKkCY8fP6Zq1apSmGnTpmFhYUHPnj1ZtGgR7u7urFy5Eh0dHVauXImurm6e8Y8ePZpp06ahr69PhQoVMDY25vHjx3/+ggVBEARBEARBEITPJirSIC3S9bFvv/2W2NhYhW1VqlThyJEj0ufWrVvn+c7pli1bAlC6dGlOnTolbd+8ebNS2Pnz5yt8vnXrFiCfg507b/tT/fr1UwqvKi5BEARBEARBEAThryWGdguCIAiCIAiCIAhCIYiKtCAIgiAIgiAIgiAUgoZM1XLSgiAIgiAI/1E5mRlo6uS9hokgCF9ORlYGutr/rvszOz0DLb2/Ls2ZGVno6H7+DN2szAy0C3jG5WRmo6mj9dnnUIovK4eXr9//ZfH9lT531W4xR1rg5ct35OSI9hTh/1/Zst/8Y1+FIHzdRNkTCpb+t8Qqyp7wJX095e/vuT//Xv+0NP//pudre4c0iKHdgiAIgiAIgiAIglAooiItCIIgCIIgCIIgCIUgKtKCIAiCIAiCIAiCUAiiIi0IgiAIgiAIgiAIhSAWGxOEf7lnz54ycGAfatT4DgCZLIciRYoyYMBgOnXqAkBgYAAbN65j5szZ9OjRSzo2LS2NXr260qTJDyxcuIzAwADevElm8uTpAGRmZuLh4carVy+ZP9+XEiVK5JmOu3fv4Og4jMqVDaVtc+d6U7WqEQkJCfj6zuf58ySys7P56aeJtGzZWimO+/fvsXChF2lpaWhogKOjk0K4jIwMpk2bSO/e/fjxx85q59HKlUsJCdnJrl3hlCtXXto+btwoEhMTKFZMvlJjVlYWbdq0xd5+BEWLFuPZs6cMGNCLxo2b4ue3ViFOLy93IiP3s3//L6SlpWJrO5DDh09K+6OjD+HruwAPDx+aNWuhdlo/lpOTw5o1Kzl9+hSamhpUqVKVqVNdKF26tBQmLu42zs5OhIdHqYzD0dGBDx8+SJ8fPXpIr159mDhxKrGxl1ixYgnZ2dno6uoyefI06tSpp1baYmJOMGPGZDw8vOnUqau0vTBl7e8sk2/fvsXJabTCtnv37jB27HgGDbJWO9zKlUs5evQXSpQoCUDVqtWYO9cn37wJDAwgLGwPwcHbMTAoI223sbFi0qRpJCYmsHPnNgASExPQ09OjVCn5dzpp0lT27w+nevWaDBliA8C7d++YPn0SpUuXZvZsT3R1C1759enTJwwfbsPSpX4qv9O4uNv4+s7n3bt3FCtWnJEjx/DDD82JjNwvpQ3g/ft3JCUlEhZ2gG+/NcjzfLn3w4oVa2jatJm0/dmzp1hZ9aZvX0smT56Ol5c7165dITBwC0WKFJHCdenSjk2bdlKxYiVMTJpRoUJFdu/+GQ0NDYV83bhxHevXbyqwnG7fvoWIiJ/R0tKiVKnSTJvmQuXKVZTC5fX9ZmRksGzZIi5c+J0iRYrQtq0pDg6j0NTMu//hwoXfGT/ekZiY3/MtAx4e7tSoIU//+fPnCApaz/PnSejp6VO6dGmGDRtJo0ZNFMpmWloqz58/p2rVagA0b96Sn36aAEBycjL9+vWge3cLnJ1nKnwnAK6u7vnm1enTMQQE+JGRkUHNmrWYOXOW9Ez82J49OwgJ2YWenj7VqhkxZcp0SpQoybt375g/fy4PHz5AJpNhZtYDa2v7fM954MA+NmxYy549+wB48uQxa9eu4saN6xQpUhRdXR169+6PhUVvQH4PuLg4s2LFGgBMTJqxf/8vlCpVKt/zfA5Ly544OIyie/ee+YZzcLAmIyMdbW0dALp2NWPIEFuVYVX978rv2SwIwr+DqEgLwldAT0+PoKA/fvwmJDxjwoQxaGlp0qFDJwDKl69AVNQBhUrLsWPRFClSVGWcaWlpuLpORU9Pn6VLV6Gnp5dvGq5ciaVzZzOmT3dV2jd9+iT69OlP376W3L59k/Hjx/Dzz8oVvyVL5tOjRy8sLHpz+/ZNnJxGExERjba2NlevXsbXdwEPHz6gd+9+auULQHp6OlFREXTo0ImQkF2MGeOksH/s2PHSD5usrCyWLVuEu7sbCxcuBUBXV49Hjx6SkPCMChUqSnlz5UpsnufcuzeE4OBAli3zp1at2mqn9VMRET9z69ZNNmzYgq6uLv7+y/HzW8qsWXPJysoiJGQnW7duIi0tNc841qzZIP0dE3OcNWv8GDFiDADz5s1i5szZ/PBDc44fP4qnpztbtuxSK21hYXvo2tWcnTu3KVSkQf2y9neWyW+++UbhntizZwfHjh3B0nJQocJdvXoZDw9vGjRolOe5VElNfY+n5xx8ff0UKoMA5uYWmJtbAPLKzseVZoD9+8Olv1+/fsWUKU4YGzdk4sSp+VbkcqWnpzNv3iyysjLzDDNz5hSGDRtJjx69ePnyBePGjcLPb61C2rKysvjpp5EMHWqXbyU6V/nyFTh4MEKhIn3wYASlS3+rEC4h4RnLly9mxoxZecYlk8mIjb1I48ZNpc9Hj/7CN9/k3ZiX69y5s0REhBMQsJFixYoTGrobb28PVq1apxQ2r+938+aNJCQkEBy8A11dXRYu9CIsbDf9+w/M87z6+vro6+tLn/MrAyC/H1eulN/PxsYN/5eeK8yZMxNn5xm0bm0ilc0LF35n6dKFCmU11/79e2nXzpTDhw8yatRYqVFAT09f5Xk/9vr1a7y9PVi9OhBDw6r4+69g9Wo/nJ1nKIS7cOF3tm7dREDARsqVK8/BgxEsXOiFp+dC1q9fTdmy5fH0XEhaWho2NlY0btxUuiZV9PT00deXN6Q8e/YUJ6fRjBw5Bnd3bzQ0NHj+PAkPDzceP47H0XEcb9+mcOPGtXyv5a8i/x6L5BsmLS2Np08fs3//L2hr5/9TOq//Xfk9mwVB+HcQQ7sF4StUoUJFhg93ZNu2zdK2li1bc//+PZKSEqVtBw9G0LWrudLxKSkpTJr0E5UqVcHLa6FUYbl58zr29kNUnvPq1cs8fHgfB4ehjBxpy/HjRwCIi7vF27cp9O1rCcD339fB33+9ygpBTk4Ob9/KX8uRmpqKru4fFaXdu3fg6OhE3br1C5UX0dGHqFSpCoMGDeXnn8MUegA+pa2tjZPTJGJjL/Dw4QMAtLQ06dixC4cORUrhjh8/golJe5VxbN4cxK5d2/D3X6+yEm1i0kxpm7PzeGJijittr169BmPHTpB6IGvXrkdiYgIAt2/f5O7dO3h7L8r74j+SkvKGRYt8cHPzoHhxeW+TPL9TAPmPfnV6OkHee3Tx4nmcnCbx+HE8V69eUdivbln7u8tkrseP4wkO3oCb29x8f/R+Gi4jI4O4uFts27YJW9uBuLpOJSEhId9z5era1ZwXL56zffsWtcKrkpCQwE8/jaR9+45MnjxdumdiYo7j7Dw+z+N8fRdgbt6TkiVV99YlJyeTlJSImVkPAAwMylCzZi3Onv1VIdyWLUGULl2aPn36q5XeTp26curUCdLT/7jHoqMP07Gj4ugRS8tB/PprDMeORecZV9eu5kRF/XHPXb58CSOj6hQrVkzaNn/+PPbu3aN0rIGBAVOmzJB6VevUqUtCwjOlcPl9v7du3aBz567o6emhoaFBu3YdOHo07/QCGBnVoHnzVgrXkF8ZWLVqORMnTlWocBobN2D8+CmsWrUi33PlysnJITw8DHPznjRq1ITw8DBpX/36xhgbNwBg/fo1rF+/Run4c+fOULduPQwNqwLQt68lhw9HIpMpvhLz5s0bNGvWQhrR0759R06dOklmZiYTJjhLveMvX74gMzNDZY/2x2rVqkXTpj8A8kaLzp27YW5uIVX8y5Ytx9y5PuzevZ0XL17g7e1Beno69vZDyM7OBuQjFBwcrLG07ElIyB8NgPv378XBwZphw4YwYcJY6Vnu5eXO9OmTsLa2wt9/BbGxlxg50hYHB2uGD7eRymPjxk35/nv5szuvZ/ONG9coUqQoU6Y4YWs7kBUrliiU+48V9L9L1bNZEIR/B1GRFoSv1Hff1eLevTvSZ21tbTp27CxVCBMSEkhNfU+NGjUVjnv16iVOTqO5d+8uw4aNUKjw1qlTT2WPCIC+fhE6d+7GunWbcHX1YNEiH27evM6jR4+oUKEiK1f6MnKkHWPGOPDy5QuVFZrJk6ezZctG+vbtzsSJY3F2niGF8/DwpkWLVkrHFCQsbDfduplTp049DAzKEBm5P9/wenr6GBpW4+7dP/LOzKwHUVEHpM+RkRF0726hdKy//3ICAvywtBxExYqV1E7j4sUrVFbMjY0bUrt2HUBekQwKWsePP8pHGNSrZ4yLyxyFYaP52bIlmNat2yoMiZ05cxaennPo27c7vr4LmDx5mlpxhYeH0KZNW0qX/pZOnbqya5dimVC3rP3dZTLX2rX+9O9vRYUKFQoV7sWL5zRt2oyRI8cQHLyD+vUbMHPmZKVKhiq6urq4u3sTHLyeW7duFhj+U/HxDxk7djiZmZkMHDhUYZ+JSXsWL1Zd0dq3by9ZWVn06tU3z7hLlSpFxYqVpHvhyZPHXL58iZcvX0hhkpOT2bFjK05Ok9VOc6lSpalfvyExMScAiI29hJGRkVIvcqlSpXF19WDhQm+pYehTXbqYcfLkUTIyMgCIjNyPubniUNsZM2bRp4+l0rE1anxHkybySlpGRgZr1vipnAqS3/dbr54x0dGHSU1NJTMzk8OHDyrkjypFixbFx2ex9Dm/MvDmTTLx8Y+kHvePNW/eggcP7pGSkpLv+QDOnj1NevoHmjVrgZmZBaGhu8jKygLkIx+6desOwIgRjowY4ah0fGJiosJ0l7Jly/H+/XtSU98rhKtf35jz589JDRIHDvxMZmYmb968QUNDA21tbebOnYXt/7F3nwFRHH8Dx790scaIJVY09hZjL2hUFBEULMROESygYAuoIEpRsaDYsDcssYOiolgjiiYmaiyo2AsqxV7ox93z4h42nHc0/zFGM59XsDs7OzO3t7e/ndlZu/40adJMGoKem6pVjaXHNWJiLmtsh6+/LkO1atW5evUKXl4+0sgrHR0dACpWrMS6dZsJCAhk6dKFyGQy/vzzPAcPRrBs2RrWr9/C4MF2eHm5S3mmpaWzefMORo0aw7p1K+nffzDr1m3G03Ma58+fA8Dd3ZPKlZWPKOV2bk5JSaZp02ZMnz6b1as3kpiYwIoVSzXWNb/fLk3nZkEQPg8ikBaEL5SWlpbKMENQBoTZQcuhQxFSj1ROp05F0bdvP0xNzZg2zVO6KMuPu/tk+vT5ER0dHYyNq2Nq2pXTp0+RlSXjypVLNGnSlNWrN+DmNgEfHy+ePXuqsn16ejo+Pp54efmye/cBgoNXExiY+4V2Qdy4Ecvt27fo0qUbAN27W7Jz59Z8AyEtLVTarm7demhraxMbe53ExOxgr6bKNqmpqdy5c4fAwEWsWBHMzZt/XTifPfsrDg6DpJ7T7L/f7wHMzePHj3B1HU7jxk3o06dfgbbJKT09nb17d2NrO1Ra9uLFc+bMmUlw8Cp27z7A1KnT8faeRGpqap55ZWRkcODAPszNlTcSune3JCrquNrnVJBjraDpPvSYBOUzyL///iv9+g0sdLqKFSsxb95iatSoiZaWFgMH2vL48WPi458UaN/ffluT4cNd8PObkm+7vu/w4YNMmDCJKlWqMXv29AJtc+NGLHv2hOLh4ZVv2tmzgzhx4hh2dv1Zu3Ylbdq0k571BNi7N4z27X/Q+FxxXpQ3nZSfZ2SkevCbrWXL1nTv3oPp06chl8vV1n/9dRnq1WvAmTOnSE9P49KlPzXOq5CXly9fMmGCK4aGhowcOVptfV6f7+DB9lSvXgNn56GMGzeKhg0bo6enp2EvecvvGNB0LGdmKofk5zcsG2D37lC6djVHV1cXE5MOpKWl8csvRwtcPoVCrnE/2to6Kv9/9933ODoOx8vLHScnW7S0tClZshR6en/dEJ02bTr79x/l7ds3hISsKXAZQHM7AGRmZuTaDl27mgNQq1YdMjIySE5+x6+/Rv//cHBHHBwGsWzZYt6+fcubN68BaNz4ryH8nTp1IShoLn5+3ty4cV3jMZIbE5MfmDp1OiVLlsLAwABbW0dOnvylwNtn03RuFgTh8yECaUH4QsXGXlML9urVa4BcLufWrRscP35EuhDJycKiJ1ZWvRk3zp3k5GSCgxfku6+srCw2bFir0ouhUCjQ0dHByKgsxYuXoH37joCyJ7VixUrcunVTJY979+6QlpZGu3btAeUQR2PjGly7FlPYqkvCwnago6ODk5MtNjY92bVrO3FxD/ntt9O5bpOWlsb9+/epXr2GyvJu3Sw4fPgAhw4dwNzcQm07AwMD5swJok2bdtjaOjBlykTp4q1VqzaEhGyRek6z/y5IYHDhwjlGjhyKuXkPPDy8CnRx/b7ffjtDrVq1VYKiS5f+pEKFb6RekA4dOqKrq8uDB/fyzOv48SO8ffuWBQvmYmPTk2nTPNHS0iI0dLtKuoIcawVN9yHHZLYTJ47RoUMnihYtVuh0t2/fIjIyQiWdQqHI95nInGxsBlC5chUWLZqXf+Ic7OwcMTHpwLRp07l8+SLbtuU/RDwyMoLk5GQpiHj27Cl+ft4ah6YqFHJmzw5i48btTJs2naSkRCpX/uv4OHbsSL6TLWliYtKBa9diSExM4OLFC3ke487OrqSkJLNx4zqN67OD8qioE7Rr16FQ7X779i2GD7ejdu06BATM0xgE5/X5vnnzmgEDhrBx43aWLl1NiRIlVSZSLAxNx0CpUl9RtWo1/vzzvFr68+fPYWxcnRIlSuSZb0JCPL/9dppjxw5jY9OTQYP6kpWVpTZCJC/ly1dQuan57NlTSpQoqTIRHCh7YJs0aca6dT+zdu0m2rdX9tKWLFmKs2d/lfIoWrQoXbp0K9QojEaNvtPYDk+fJhEf/4T69TUPic4+HrLPiQoFZGXJ6dbNQjrHrlu3mTVrNkqjInLOv9CrV182btxGixat+P33X7G3H0B6enqByhwdfZKLFy/kWFK480I2TedmQRA+HyKQFoQv0MOHDwgJWaMyO3G2bt0sWLw4iCpVqkqT0uSUfcFpYGDA9OmzOXhwv8qwZk10dHSIjj4pPZ+XkBBPVNRxOnY0pWHDxujr63P6tHJG6wcP7vP48SNq1qylkkelSlVITn4nTeL1+PEj7t+/R+3adQvfAChnYz527DBz5y5k16597Nq1j927D2Bm1p0dO7Zq3CY9PY1Fi+bTunVbtaHZ3bpZ8Msvxzh2THOwp62tLV1IDRnigLFxdXx9p2jsbSuoGzdi8fJyx9vbT2UyqsK6ePECzZq1UFn27be1uHv3Dg8fPgDg6tUY0tLSpGclc7NnTyh2do6Ehu6X2tXd3ZO9e/eo9bjld6wVNN2HHJN51b2g6bS1tVi4cB5PnjwGlBOs1axZU2UobEF4evrw66/RPH78qMDb6Okpn1f/6quv8PWdyapVy7lw4Vye24wd+xPbtoVJQYSRUVl8fGZoHJo6d24Ap06dAJQTBd67d5fmzVsByscIHj+OK/QEa6AcztyhQ0dmzPDJN/jV09PD13cm27Zt1hjAmJj8QEzMZcLCdmh8lCI3SUmJjB3rjIPDMMaM+UkaCvy+vD7f6OiTBAbORKFQkJKSwo4dWzAz03wzqCA0HQNubuNZvHi+yhwDMTGXCQ5egLOzm6ZsVISHh9G4cRP27DkofRfXrt3EzZs38pwMMaeWLVtz9WoMcXEPAeX3OztIzunZs6e4uY0kOfkdABs2rKNLFzO0tLQ4fvwI69atQqFQkJGRwfHjR2jWTH0uiNzY2Tly/PgRlcdukpIS8fWdQu/eP2JkVBYdHR2ysuT5jiZq1aoNR48e4tmzZ1J9xo7VPIGXs7MjN2/ewMKiJxMnTuHdu7e8ePG8QGV++jSJpUsXkp6eRlZWFtu2/Uznzl0LWOO/FPT8JAjCv5MIpAXhC5A9CYuDwyAcHQcTEODHyJGutG1ropbWzKw7ly79meuQy5yqVKnKpElTCQwM4NatG3lO7OTjM4PffjuDnV1/3N3HMGbMTxgbV0dfX5+goGC2bt2ErW0/vL0n4uk5jbJlywHKYc6xsdcoUaIEAQHzWLRoPnZ2/fH2nsjEiVPyvVOf28RLBw/ux9i4hsoMwgD29k5cuHBOen582bLFUruNGOFA0aKGeHv7quVXtmw5qlUzpkqVKnkGhaDsIfH29uP+/XusXr38vfKqB0O5TWizcmUwCoWCFSuCpc/X09NdLd373p+E6dGjh2o3BqpWrYa7uyfe3hOxtx/AokXzmDkzkGLFivPs2VOpRzOnW7ducuvWDbWZi83NLSlRoiQHDuxTWV7QY+1jHZMAcXFxVKig/rz68OHDVdpcU7oaNWoyfrwHkyaNZ/BgG06e/AUfnwCAXNtIk9Kllc8EZw/ZLazGjZswbNhIfHy8SEpKzHeysdzkPM4mTvRi69bN2Nn1Jzh4IbNnB0m9kI8fx1GmjJFaEFyQid1AeTz8+ef5AgW/VasaM3r0OI03nAwMDDAx6UBmZqba6BrIfbKxkJA1pKamsWvXdul7M3y4vVod8vp8LS2t+Oqr0tja9mfYMFtMTc2k56z37NlV4OH22TQdA23amODt7ceaNcsZMuRHBg3qy+rVK/D29sPEpEOe+WVmZrJ/f7ja65aqVKlKly5mKq8wg9wnGytd+mu8vKbh7T2JwYNtuHv3Nq6u49TaqmpVY4YMsWfECAcGDuxDZmaGNMGYq+t4kpPfYWfXHyenIdSpU48ffxyY535zKl++AitXrufcubMMHNiHIUP6MXnyT3Ttas6oUcrjvEwZI+rXb4CtbT9ev36Va14tW7Zm8GB7xo8fhb39AI4ciWTmzECNI3lcXMawZs0Khg4dhJvbSIYOHa52nszt3Gxt3YcmTZrh6DiEwYNtMDQsytChw4H8JwPMSdO5WRCEz4eWoiCzpgiCIPxLyWQy3N3dWbhw4acuyhdl8uTJeHt7i1lk8/BfbCM3NzeWLFnyqYvx0cgzM9DWy3v2+nfv3jFjxgxmz579D5Xq83X//n127dqFu3v+NwCFD5chy0Bft2BvXfhSZKVnoGPw761zZoYMPf2/9y3DsswMdHM5P8kzs9DW0zz65t9CLpPz/GVy/gk/AW1tLcqUKfxvuQikBZxmHCbpZeEmwhGEf4v0N/HIszIwLJ33LLFCwcmzMngXH0PJyuoz6QpK/8U2ykx9TfqbJxQvX+9TF+Wj2Tffmrsz837dV0xiMqWK6FKlVO7vMReUzj56Q82vDSlTtPATtQkFV2NKKP22/7feQb2j/3JOWxfs1XyfQrvwUPx/yvstIYU1bX4Pgj01T0znOms9t+ZF/637+7vVcjfh6dO3n7oYGn1oIP333ioRBEH4hxmU/OZTF+GLo62j/58KED/Ef7GN9AxLoWeY92MN/wUNy+c9cZ3wl1aVS+afSBAE4TMlnpEWBEEQBEEQBEEQhEL4zwTSfn5+WFtbY2FhQcOGDbG2tsba2ppOnTr9bc972dr+NatunTp1Cr3t2bNnP2i/S5YskepgbW39QXkIgiAIgiAIgiAIBfOfGdrt4+MDwKNHj7CzsyM8PBzgb5005ffff//b8vpQ2fUSBEEQBEEQBEEQPo7/TI90Xi5fvsyAAQNUeqflcjkzZszA0tKSHj16sGrVKin9ihUrsLCwoGfPnsyePZusrCxmzJgBwI8//iilmzZtGlZWVlhZWfHggfJdrZ07d+bRI+V7JM+ePavSiw3w/PlzevTowdGjR9XWT548mbCwMADWrFmDmZkZ/fv35/Lly1KawvaEC4IgCIIgCIIgCIUjAmmUwevGjRsJDQ1l7dq1vHv3jq1btxIfH8/evXvZuXMnhw8f5sSJE0RFRXH8+HFCQ0PZvXs3Dx48YNu2bXh7ewOwc+dOKd+2bduyd+9e2rVrx7Zt2/Itx9u3bxkxYgSurq506dIl13RXrlyR9r9+/XoSEhL+90YQBEEQBEEQBEEQCuQ/M7Q7L+3bt0dfX5+vv/6a0qVL8/r1a86ePUvv3r3R0dHB0NCQnj178uuvv6KtrY2lpSWGhoYA9O3blz179jB48GC1fLOD4Zo1a3Lu3Ll8y+Hj44ORkRFmZmZ5ptYLvTEAACAASURBVPv999/54YcfKFZMOXOoubk5crm8sNUWBEEQBEEQBEH4R5QtW+JTF+FvJQJpQFf3r2bQ0tJCoVCoBaYKhYKsrCyN28tksjzzzc4zZ16aths+fDhRUVFs3bqVwYMHq22XmZmpMT9dXV0yMjLyracgCIIgCIIgCMKn8KW9R1oM7c5F69at2bNnD1lZWaSmprJv3z5atWpF69atiYiIIC0tDZlMRmhoKK1btwZAR0cn16A6W+nSpbl9+zYAx44dU1lXr149fHx8CA4OJjExkdKlSxMXF0d6ejqvXr3i/PnzALRp04ZffvmFt2/fkp6ezpEjRz5CCwiCIAiCIAiCIAiaiB7pXPTv35/79+9jbW1NZmYmPXv2pGvXrgBcv36dvn37IpPJMDExYciQIQCYmppibW0tTQimyZgxY5g+fTrBwcGYmJiorTc2Nmbw4MH4+/uzdOlSfvjhBywtLalUqRLNmjUDlAG3vb09NjY2lCxZkooVK36EFhAEQRAEQRAEQRA00VLkHCMs/Cc5zThM0svUT10MQRAEQfik9s235u7Mvp+6GIJQKDWmhNJvu8unLsY/akf/5Zy2/vd+V9uFh+L/0/6/Nc9p83sQ7DlU4zrXWeu5NS/6b93f362Wu4kY2i0IgiAIgiAIgiAI/2UikBYEQRAEQRAEQRCEQhBDuwVBEARBEAB5ZgbaevqfuhiCUCgZsgz0df9bx21WegY6Bv/eOmdmyNDT/3unopJlZqCby/lJnpmFtp7O37q/v5tcJuf5y+RPXQyNPnRot5hsTOD583fI5eJ+ivDPK1u2xL/2eRnhyyaOPSF36R81d3HsCR9HwY7bL+v4+7jf1X+nz7fOX9o7pEEM7RYEQRAEQRAEQRCEQhGBtCAIgiAIgiAIgiAUggikBUEQBEEQBEEQBKEQRCAtCIIgCIIgCIIgCIUgJhsThM9YfPwT+vfvRY0aNQFQKOQYGhblxx8HYmraFYC1a1eyfv1qPD2nYWlpJW2bmpqKlZUZ33/fjLlzF7J27Upev37FhAmTAMjMzMTPz5sXL54ze3YQJUuWzLUcd+7cxtl5KJUqVZGW+fsHULWqMQkJCQQFzebp0ySysrIYPXocrVq1UcvjwoVzLF26CJlMhoGBAePGuVO/fkMUCgWrVy/n+PEjFCliSMOGjXFzG4+BgUGB2mjJkgWEhm5nx45wypUrLy13dR1BYmICxYopZ2mUyWS0bdsOB4dhFC1ajPj4J/z4oxVNmjQlOHiVSp4zZ/py8OB+9u8/SmpqCnZ2/Tly5JS0/tixwwQFzcHPbxbNm7csUDnfJ5fLWbFiCWfOnEZbW4vKlavi4eFF6dKlSUtLY/bs6dy6dQO5XI6Lyxg6dOiolsfLly8JDAzg8eM4srKyaNPGBBcXN7S1tbl37y5z584kNTUVLS1wdnbT+LlocufObeztB+Ds7MqQIQ7S8gMH9hEQ4MfQocNxchopLVcoFPTr14siRQzYtGlHodKdOHGMuXMXSusXLw7ijz9+Y968JVSoUCHXMuZV95zevHnNvHmzuXXrBoaGhlhY9MTGZgAA0dEnmTnTl/Ll/9rPsmWrKVq0WK77vXDhHGPHuhAUtIQWLVpLy4OC5lCq1Fd07twVPz9vad/Jye/45ptKAHTvbkmJEiU/uM5ZWVmEhKzh9OmTpKam0qZNO9zcJqClpaWWLjh4IWfPniErK4uBA4fQq5eNSponTx7j5GTLggXB1K1bP9d9Ztd5zBhnzM0t8fb2U1nn6jqCGzeuc+TIqXzbxslppPTdWrx4BU2bNpfSxMc/oV8/a3r3tpHOUXmVJzh4AVlZWZQsWYoxY36iVq3aaunevHnNggWB3L9/l/T0dOzsHDE3twQgNHQ7u3eHoqUFlSpVZtIkb0qX/jrP/ZqYNGfx4hUAedZz8mR3AB4/fsSqVUu5fv0ahoZF0dfXw9q6Lz16WAPg7T2RR48eAXD79k1q1PgWbW0dSpQowZIlK6V8nZxsSU9PY9OmHdJnfeDAPtatW8WuXfvyLHO2/fvDOXnyBHPnLtC4Pq+2unPnNgsWzCU5+R3a2jp4eHhRt269PPdnY9MTR8cRWFj0BGDPnl3s3h1KVpYM0KJOnToMHz5aOt737dtDZmYmffr8qPZb9XcqaLvl9nv1vri4h8yePZ3Xr19haGiIt7c/1aoZAzBlige3b9/C0LAoAE2bNmPMmJ/+9joJgvDxiEBaED5zBgYGhIRskf5PSIhn7FgXdHS06djRFIDy5Stw6NABlUD6xIlj0g/4+1JTU5kyxQMDgyIsWLA036D1ypVLdOlizqRJU9TWTZo0nl69+tK7tw03b8YyZowLe/ceQl//r1c4ZGZmMm2aJ0FBS6hduy6nT59i+vRpbN0axoED+zhzJprVqzdSokQJQkLWsHr1clxdx+XbNunp6Rw6FEHHjqaEhu7AxcVNZf2oUWPo1KkLoAykFy4MxNfXW7qY1Nc34OHDByQkxFOhwjdS21y5cinXfe7ZE8qGDWtZuHAZtWrVybeMuYmI2MuNG7GsW7cZfX19li1bRHDwAqZO9WfdupUYGhbl5593kZCQgLPzUOrWradyowBgyZIgjI2rExAQSHp6OhMmuHLgwD569LBm/vzZWFpa0aOHNTdvxuLmNpKIiGPo6ub/s7B7907MzLoTFraTAQOGqGyTfazlDJAvXfqT9PQ0ihQxKHS6bFlZWcya5c/jx3EsW7aGkiVL5VnGvOqe0+LFQRgaGrJ5807kcjmenj/xzTeVaNeuPTExlxk4cAh2do75tklOenp6zJjhy4YN2/jqq69U1lWvXkP6vr5/oyB72YfWeefOrfz553mWL1+LlpY2rq4jOHbsMF26dFNJFx4eRlzcAzZu3E5KSgrOzkOpXbuuFAikp6czffpUZLLMAte5TBkjTp8+RVpaGkWKFAGU56K4uIcFbpts5ctXIDIyQiWQjoyMyDeQBXj37h1eXh7MmDGH5s1b8uDBfSZPnsCGDdtUzjmgvCFWrVp1fHxmkJSUiJ3dAJo2bc6LFy/YunUzISFbKV68OMHBC1m9ejkTJ6qf33IyMDDA0NCQ1NTUfOsZH/8EN7eRDB/ugq9vAFpaWjx9moSfnzePHsXh7OzKjBlzpfTKIH2lWl5Xr8aQkZGOrq4eZ8/+SuvWbf+/LEUoUsQw3/Z68+Y1K1cu5fDhSL7/vmmu6XJrq5IlSzFhwmgmT55KmzYmnDp1An9/b7ZsCc1zv0WK/FW+4OCF3L59k7lzF1C+fAXkcjmHDh3A2Xkoq1aFUK5ceS5fvkj16t/mW5//VUHaLa/fq/f5+3vz44+DMDMz59dfT+PtPZGNG7ejpaVFTMwV1q7dhJFR2Y9VHUEQPjIxtFsQvjAVKnyDk5MzW7Zskpa1atWGe/fukpSUKC2LjIzAzKy72vZv3rxh/PjRVKxYmZkz50pBdGzsNRwcBmncZ0zMZR48uIej42CGD7cjKuo4ALdu3eDt2zf07q3s7apduy7Llq1R6xXU09Njz56D1K5dF4VCwZMnjylVSnnBeOPGddq3/4ESJZSvTejQoRMnThwrUFscO3aYihUrM2DAYPbu3U1aWlquaXV1dXFzG8+lSxd48OA+ADo62nTu3JXDhw9K6aKijmNi8oPGPDZtCmHHji0sW7ZGYxBtYtJcbZm7+xiio6PUllevXoNRo8ZKF/916tQnMTEBgJMnT2Bl1QuAChUq0KJFK44fP6KWR4cOHenbtx+gvMivXv1bKQ+5XM7bt8pXoKSkpKCvX7Ae/pSUZA4fjsTOzpFixYqpfRbfflsTQ8OiKjcbDh7cr3asFTQdQEZGBt7ek0hOfsfChcukgPLZs6c4OAzi2bOnhap7TjduXKdbNwt0dHTQ09OjTRsTqU4xMZc5f/4c9vYDGTVqGBcvXihQG1WqVJnWrdsSEOCXf+JcfEidIyMPYG/vhIFBEfT19Zk5cy7NmqmPiDh58hcsLKzQ1dWlZMmSmJqaqRzjQUFz6N69p/QdLIiSJUvy3XdNOHnyRI7yRNC1q7lKuoK0jampGadPnyQ9/a/v67FjR+jcuYv0f3R0FO7uY9S2ffToIcWLF5dGglSrZkyxYsWJibmsku7Nm9f88cfvODqOAKBcufKsWhVCyZKlqFu3Htu27aZ48eKkp6fz9GlSgdqiRYtW1KjxbYHquWnTerp06Ub37j2kXuSyZcvh7z+LnTu38uzZs3z3B8qe3LZt22Nm1p0dO7ZKy2vVqkXTps2A3NsK4PjxIxgZlWX06LG57iOvtvr999+oWLEybdqYAGBi8gP+/rPzLXeTJk2pXbsOSUmJhIeH4u8/Wxr5oa2tTffuPejY0ZRNm0KIivqF6OiT7NixhdDQHQA8ePAAN7eRDBrUF1fXEVJ7PX2ahKenO46OQ7C3H8DGjesA5Y2LPn0sGT9+NAMG9CExMYF582Zhbz8AR8cheHtPIiUlpUDtltfvVU5Pnybx4MEDunQxA6BNm3akpqZy8+YNnjx5TEpKCnPmzMDOrj8BAX68efM633YTBOHfRQTSgvAFqlmzFnfv3pb+19XVpXPnLtLFckJCAikpydJFX7YXL57j5jaSu3fvMHToMJWAt27d+io93zkVKWJIly7dWL16I1Om+BEYOIvY2Gs8fPiQChW+YcmSIIYPt8fFxZHnz59p7PXU1dXlxYvn9O5twbJlixg0yA6A+vUbcvr0SV69eoVcLicyMoLnzwt2kbl79066detO3br1KVPGiIMH9+eZ3sCgCFWqVOPOnb/aztzckkOHDkj/HzwYgYVFD7Vtly1bxMqVwdjYDOCbbyoWqHwA8+Yt1hiYN2zYmDp16gLKmxshIavp1Ek5wiApKVGl97ls2XI8fZqklkfHjqaUKWMEwM2bsRw9GikNAZ8wYRKbN6+nd28Lxo0bhbv75AL1RkdGHqBKlaoYG1ene/cebN+ufkzkbLO0tDQuXbqocdh4QdKlpKTg4TGW06dPMmyYCwYGRaR1RkZlCQnZorFHJ6+651S/fkMOHTqATCYjJSWFqKjj0vFVsmQpevXqQ0jIFkaOdMXLy0PlZlRexo3zIC7uAaGh2wuU/u+oc1zcA+7fv8fYsS7Y2w9g9+5dGh/JeP/4KVeuPElJyuNn3749yGQyrKx6F7rc739Xjh07rBZIQ/5t89VXpWnQoDHR0ScBuHTpIsbGxpQo8VddTEx+YN68xWrbVqlSlbS0VH7//TcArl+/yr17d9TOGY8exVGmjBHbtm3GxcURJydbbt6MlXrTdXV1OXnyBH36WHDp0p/SEOS8zJ4dpPJZ5VXPmJjLNGmi3gP89ddlqFatOlevXsl3f2/evObYsSN069adbt26c/7879y7dxeAqlWNpaHPubUVQK9eNgwdOlyttz6nvNoqLu4BZcqUYdYsf5ycbBk3bjRZWVn5lt3d3ZPKlatw7VoM1apV13icNm/eksuXL/LDD50wMelAv36DpJtjT548xt9/Nlu2hFKiRAn2798DwPTpykeY1q3bzKpVGzh37neOHVPeZExKSsTBYRjbtoWRkBDPn3+eJyRkK+vWbaZixUrcuXOrwO2W2+9VTomJiRgZGan8jirP1Ym8fPmS5s1b4u7uyfr1WzA0NGTWLP98200QhH8XEUgLwhdIS0tLuiDMZm5uKQXShw5FSM+35XTqVBR9+/bD1NSMadM8kclkBdqfu/tk+vT5ER0dHYyNq2Nq2pXTp0+RlSXjypVLNGnSlNWrN+DmNgEfHy+NvWmgvIjcs+cgK1asJyDAj4cPH2BubkmnTl0YO9YZFxcnqlUzRldXL98y3bgRy+3bt6Rhrd27W7Jz51YUCkWe22lpodJ2devWQ1tbm9jY6yQmZt+AqKmyTWpqKnfu3CEwcBErVgRz82astO7s2V9xcBgk9eZn/3327K/51gGUz1G6ug6nceMm9OmjvIiUy+Uqz70qFAq0tXVyzePs2V+ZMMGVceM8qFWrDunp6fj4eOLl5cvu3QcIDl5NYGCAxh7b94WHh9K9u/LYMTOz4ObNWLXePjMzc6KifiEzM5OTJ3/BxKQDOjrq5StIuosXL9Co0XcMG+bM1KnKHtrCeL/u73N1HY+WlhZDhw7C09OdFi1aScdXQEAgnTp1QUtLi+++a0LDho3544+zBdqvoaEhvr4BrFq1TOWmVkF8aJ1lMhlXr14hMHARy5ev5fLlixqDOLlcoeH40ebGjVj27AnFw8OrUOXN1q5dB27cuM6LF8+5fPki1aoZawyQCtI2yqBceb6KjNxP9+75B7IAxYoVJyBgHhs3rsPefiCRkRE0a9YCPT3Vc4ZMJiM+/jHFihVn+fJ1+PkFsGRJELGx16U0HTp0JCLiGI6OI5gwwQ25XF7QpihQPXM7v2ZmZqg9165JRMQ+jI2rU6NGTcqUMaJFi1bs3Lk13+0KK6+2kslk/Prraays+rB27SZsbPrh4TGWjIyMQuWvSV7t0KJFS0qXLg1AzZq1efnyBampqVy8eIE1a1bg4DCIkSOHkpiYwO3bNwHQ0dGhQYNGANSoURNtbW1GjLBn9erldOzYmUaNvitMs2j8vcpJoZBrKL/yXN2gQUNmzZpH+fIV0NHRwdFxBGfORJOZWfDHKQRB+PREIC0IX6DY2GtqwV69eg2Qy+XcunWD48ePaOwpsrDoiZVVb8aNcyc5OZngYM0Tz+SUlZXFhg1rSUlJlpYpFAp0dHQwMipL8eIlaN++I6Ds/atYsRK3bt1UyePdu3dERf0i/V+nTl2pV/3Nm9d07WrOhg3bWLlyPVWrVqNy5cr5lissbAc6Ojo4OdliY9OTXbu2Exf3kN9+O53rNmlpady/f5/q1WuoLO/WzYLDhw9w6NABzM0t1LYzMDBgzpwg2rRph62tA1OmTJSG6bVq1YaQkC1Sb3723wWZ2OvChXOMHDkUc/MeeHh4SRdl5ctXULkZ8fz5M8qWLacxj23bNjN9+jR8fGZKN0/u3btDWloa7dq1B6Bhw0YYG9fg2rWYPMtz6dKf3L17hy1bNmFj0xNn56Ho6uqq9UqXKWNE7dp1+e230xw8uF9jD35B0zVv3pJhw5yxtR3KN99UYsYMn3xvhuRV9/clJyczatQYNm3awaJFy1AoFFSuXJm3b9+yceO69/alKFCvfbY6depib++Er++UQgUWH1pnI6OydOnSDX19fYoWLUanTl2IiVHv2Xz/+Hn27CnlypUjMjKC5ORknJ0dpeHjfn7eGh890ERPT4+OHTtz9OhhDh6MyDP4za9tTEw6cO1aDImJCVy8eKHAE+HJ5coJF4ODV7Fhw1bGj5/Iw4cPVSZCBKQefUtLZRkrV65Co0ZNuH79Ko8exXHp0kUpraWlFYmJ8bx9+6ZAZShIPRs1+o4//zyvlv7p0yTi459Qv36DPPNVKBSEh4eSkBCPjU1PbGx6Eht7nUOHDvD69atClzMvebWVkVFZqlWrToMGyufr27fviFyexZMnjwuUd4MGjXj06KHGUUYXLpynYcPGGrd7/3uoUCiQy7NQKBSsWLFOOs+uXBmCre1QAPT19aXtlPNtbGX06HFoa2vj4+NFWNjOApU5r9+rnMqXr8Dz589UvrvPninP1Zcu/anyvVIolEPa33/sSRCEfzfxjRWEL8zDhw8ICVnDgAFD1NZ162bB4sVBVKlSVePERdm9NgYGBkyfPpuDB/erDNXUREdHh+jok4SH7waUEwxFRR2nY0dTGjZsjL6+PqdPK2e0fvDgPo8fP6JmzVoqeWhrazNrlj+XLysvXu/evcPDhw+oX78hsbHX8fJyRyaTIZPJ2Lw5hK5d1Z+jzent27ccO3aYuXMXsmvXPnbt2sfu3QfUniPMKT09jUWL5tO6dVu1odndulnwyy/HOHZM8w0IbW1t6QJtyBAHjI2r4+s7pdA9WDnduBGLl5c73t5+DBpkq7LOxOQH9u5VtndSUiJnz56RguKcQkN3EBa2k5Ur19OiRStpeaVKVUhOfic9n/z48SPu379H7dp18yzT7t276NbNgrCwCKld585dyMmTv5CQoNqbbW5uwbZtP/Pu3Tu1mzqFSZc95FRLS4tp0/y5cSOWDRvW5lnOvOr+vvDwUNasUc60/OLFc/btC6drV3OKFi1KWNhO6Xn/mzdjuXbtKq1atc133zkNHGjL11+XUXkGOT8fWueOHU05fPggcrkcmUzGmTPRGmfcbt++AxERe5HJZNJ3pX37jowd+xPbtoVJQYiRUVl8fGbkOieAJubmlhw8uI9Ll/IPfvNqG319fTp06MiMGT60a9ehwDcwtLS08PAYS2zsNUA5vNzAQF/tnFOxYiVq164rPe7x4sVzYmIuU7duPZ4/f4avrxevXikD0sOHD1K9+reFemY8v3ra2Tly/PgRlcdNkpIS8fWdQu/eP+Y7AdUff5zl5csX7NgRLn0X9+w5SJkyRoSHq0969b/Iq61at25LfPwTqSdfOY+AVoEfbylbthw2NgPw9Z2i8nhKRMReoqKOM2SIPaD8nVHO6J27YsWK06BBI7Zt2wwofwdcXBw13gg6ffoUY8e60LBhY5ycRmJubikdM/nJ6/cqp3LlylOpUhWOHTsMKEfHaGlp8e23NUlJSWHBgkDphuuWLRvp2NFU48gdQRD+vcSs3YLwmUtPT5eGDWtra6Gvb8DIka60bWuiltbMrDurVy9n1qz5+eZbpUpVJk2aSkCALzVqfEtWVhazZ8/Q+Jy0j88MAgNncfDgPuRyOWPG/ISxcXUAgoKCWbBgLitWLAHA03Oa1HtqbW2Nu7sXdevWZ9aseSxeHIRMJkNPTw8fnxmUK1eecuXK8+ef57G3H4BcLqd9+47076+sb3R0FHv2hKo9x3bw4H6MjWuozPoLYG/vhK1tP6nnYNmyxWzYsA5tbS2ysrJo3rwl48apv36kbNlyVKtmTPHixfOdOVlLSwtvbz+GDh3M6tXLGTlytLQuOvqcWnp39zH06tVXLVhZuTL4/3tXglmxIhiAb76pyKxZ83ByGsn8+bMYMqQfcnkWo0aNpVIlZS/97NnTqVu3HpaW1qxYEUyxYsWYMmWilG+nTqbY2zsREDCPRYvmk5GRjo6ODhMnTpHycHAYxOTJ3ipB2MuXLzl58hfWrNmoUs5mzVrQoEEjQkO3q/Tkd+jQkXnzZjFixKg826ug6QBKlfoKP78Axo51oW7d+tSsWQt397HMm7dIJfDIzMzMs+5r1qygaFF9Bg1yxNbWgenTp2Fr2w+FAoYNG0m9eg3+vy3ns2BBIGvXrkRHRxd//1nSrMm5fW7vUx4P/jg4DMi3fv9LnQFGjHBh+fIl2Nn1RybLokWLVvTrNxBAulkwbJgzvXrZ8PjxYxwcBiGTZWJl1Yfvv2+Wb1kKUueGDRuTmpqGiUn+wW9+bWNubsmoUcMYP95DbV1u330tLS18fGYwZ84MMjNllCljREDAPGk0R85jOyBgHkFBc9i9OxSFQo6DwzDps7ezc8TNbQQ6OroYGRkxa9Y8QDnaJ7fzYGHqWb58BVauXM/q1cvYuHEdOjq66OvrY2XVG2vrPvnmuXv3Lqys+lC8eHFpma6uLnZ2Q1mzZiWDBtlJ7Z9bW+WnoG01a9Y85s+fTVpaKnp6+sycGYiBgQHPnj3N9VjNydnZlf379zB58k9kZKSTmZlJvXoNWLFinfS2hNat27JkSf4jpHx8ZrBgwVzs7PqTmZlJly7dMDPrTnz8E5V0rVu35bffzmBn1x9Dw6KUKFGCSZO8VdLk1m5FixbN9ffq/Xbz9Z3JnDkz2LBhLfr6BkyfPgdtbW3atGmHjc0AXFyckMvlfPttTSZOVN2/IAj/flqKgo6REwRB+JeRyWS4u7uzcOHC/BMLBbZgwQKsrKz49tuP/7qZz9WOHTuoUKECHTp0+NRF+cd8qXWWZ2agrZf7ZFvvc3NzY8mSJR+xRF+OyZMn4+3trRLwC+oyZBno6xb8GCysrPQMdAw+Xv4fW2aGDD190fdXGLLMDHQLcV4DkGdmoa338UZFyGVynr9Mzj/hJ6CtrUWZMoU/T4lAWsBpxmGSXqZ+6mIIQqGlv4lHnpWBYelqn7ooXwyFQsHrh7/zVbXch0ML8DruD0pWaopWHpO8fWm+1Drvm2/N3Zl9C5T2WUomd1+k0bJyiY9cqs9fmkzOmYdv6Fzjw4bE/5fUmBJKv+0uHy3/Hf2Xc9q6YMf4v1G78FD8f8r7rRuCqmnzexDsObRQ27jOWs+tedEfqURQy92Ep0/ffrT8/xcfGkiL2zuCIHy2DEp+86mL8MXR0tISQXQBlKrS4lMX4R/3X6zz+4yK6mFUNP+3BghQRFdbBNGCIHzRPuvJxiIjI+nTpw9WVlb07NmTNWvWqKVJTExk+PDhn6B0qs6ePYutrW3+CT/S9oIgCIIgCIIgCMLf47PtkU5MTGTOnDmEhYVRunRpkpOTsbW1pXr16piamkrpypcvz+rVqz9hSQVBEARBEARBEIQvyWcbSL98+ZLMzEzS0tIAKFasGLNnz8bAwIDOnTvTuHFjrl+/TmBgIOPGjeP48eNMnjwZAwMDrly5QnJyMi4uLvTq1Yvk5GT8/f25desWWVlZDB8+nB49ehAWFsbu3bt59eoVnTp1IikpCUNDQ65du8abN2+YMGEC4eHhxMbG0qVLFyZPnsy7d+/w8vIiMTGRpKQk2rRpw8yZM6UyOzk5kZSUROPGjfHx8UFfX5/NmzcTHh5Oamoqenp6zJ8/nxo1ahAdHc2sWbMwMDCgevXqUt1tbW1xdXWlVatWPHr0CDs7O6l+r1694sGDB3h4eNC5c+dP8tkIgiAIgiAIgiB8yT7bod1169bF1NSULl26YGNjQ2BgIHK5nGrVlJMOdejQgUOHDvH111+rbBcXF8f27dvZsGEDc+fO5enTpyxfvpwGDRoQFhbGzz//zIoVK4iLiwOUPd+74km0FAAAIABJREFUd+9mwoQJACQlJbF9+3ZGjBiBp6cnfn5+7Nmzhx07dvD27VtOnDhBvXr12L59O4cOHeKPP/7g6tWrADx69IipU6eyd+9ekpOT2bp1K+/evePo0aNs2rSJ/fv307FjR37++WcyMjKYPHkyixcvJiwsjCJFihSoXb766isOHjwogmhBEARBEARBEISP5LPtkQbw8/Nj1KhRREdHEx0dTb9+/Zg3T/mux++++07jNn369EFPT48KFSrQtGlTzp8/z5kzZ0hLSyM0NBSAlJQUbt26BUD9+vVV3oWZ/dqPihUrUqtWLcqUKQMoA9jXr1/To0cPLl++TEhICHfv3uXVq1ekpKQA0Lx5c4yNjQHo2bMnYWFh2NvbM3/+fCIiIrh//z6nTp2iXr163Lhxg3Llykmvn+nduzeLFi3Kt00aN25c2GYUBEEQBEEQBEH4qMqW/bLeePDZBtInTpwgJSUFCwsL+vbtS9++fdmxYwe7du0CwMDAQON2Ojp/vbZDLpejq6uLXC4nMDCQBg0aAPDs2TNKlSrFvn371HqC9fT+mq0zZ4CdbdOmTRw6dIh+/frRtm1bbt68SfYbxnKmVygU6OrqEh8fj62tLUOGDKFDhw4YGRlx/fp1tLS0yPlmspzlzt4elO/RzamgPdeCIAiCIAiCIAj/lC/t9Vef7dDuIkWKMH/+fB49egQoA8vr169Tr169PLc7ePAgCoWCx48fc/nyZZo1a0br1q3ZunUroBy6bWVlRXx8/AeV6/Tp0/Tv3x8rKyvS09OJjY1FLpcDcP78eZ48eYJcLmfPnj20bduWK1euUK1aNRwcHGjUqBFHjx4lKyuLOnXq8OzZM2JjYwGIiIiQ9lG6dGlu374NwNGjRz+onIIgCIIgCIIgCMKH+Wx7pFu3bo2rqyvOzs5kZmYC0L59e0aPHs2+ffty3S4tLY2+ffuSkZGBv78/pUuXxtXVFV9fX3r06EFWVhYeHh5UrVqVc+fOFbpc9vb2+Pr6smrVKooXL87333/Po0ePqFq1KjVr1sTLy4unT5/SunVrbGxsSEtLY+vWrVhYWKBQKGjRogW3bt1CT0+PoKAgPDw80NXVpX79+tI+hg0bxuTJkwkNDVWZoVwQBEEQBEEQBEH4+LQUOccPf+EmT55My5Yt6dOnz6cuyr+K04zDJL1M/dTFEARBEIR/3L751tyd2fdTF0P4D6sxJZR+210+Wv47+i/ntPXne4y3Cw/F/6f9n7oYn5Vp83sQ7Dm0UNu4zlrPrXnRH6lEUMvdRAztFgRBEARBEARBEIT/ss92aPeHmD179qcugiAIgiAIgiAIgvCZ+08N7RYEQRAEQchJnpmBtp7+py6G8B+WIctAX/fjHYNZ6RnoGHy+x3hmhgw9/f9U39//TJaZgW4hz2vyzCy09XTyT/iB5DI5z18mf7T8/xcfOrRbHJUCz5+/Qy4X91OEf17ZsiX+tc/LCF82cewJqtL/sT2JY0/Q7GMfg8r8xfH3X/LPndcK4kt7hzSIZ6QFQRAEQRAEQRAEoVBEIC0IgiAIgiAIgiAIhSACaUEQBEEQBEEQBEEoBBFIC4IgCIIgCIIgCEIhiEBaEARBEARBEARBEApBBNKC8JmKj39Chw4tcXAYhIPDIOztB+Ds7MixY0ekNGvXrsTEpDkREXtVtk1NTaVr1/ZMnDhOShcUNEdan5mZibf3JEaNGsabN2/yLMedO7fp2rW9VA4Hh0E8fHgfgF27tmFl1U1aPmrUMI15vHnzGj8/b4YOHcSgQX2JjIwocDu8evWKzp3bMW/eLJXlFy6co3PndtK+7ez6M2aMM3/8cVZKM3OmLyYmzblw4ZzKtvHxT2jfvoXUJjNn+rJlyyZp/bt37xg9ejje3hPJyMgocFnfd/36VVxcHKXyHTp0QFp35kw09vYDGDiwD97ek0hOfqcxj6ioX7C3H4CDwyDGjHHm8eNH0jpLS1OVz+Xw4YMFLtuUKR5YWpqSlpamstzGpiddupiQkpKisvzAgX2YmDTnl1+OFjpdbOw1af3du3fo3duCn3/ekG8ZDx06gL39QBwcBuHs7KiST04JCQlMnDiOoUOV7Xz27K8AbNoUotI+vXp1x8zsh3z36+o6AlfXEcjlcmnZq1evMDFpDsDChYFSnh07tmbgwD7S/+npaf9TnZcsWUCfPpZSftOmeeaZ/vr1q3Tq1IZXr179z3U2MWmucnyB8ntmYtJc+n7k1zbx8U8wMWmOq+sItX1kfx+zy5obuVzOsmWLGDKkH3Z2/fHy8uDly5ca027dupkhQ/phbz+QsWNHSeVPT08jIMAPW9t+DBnSj4AAP9LT0zTm8X5dQXnO7NGjK8+fP1NJY2vbT+V8cv78H7i5jWTAgN7Y2w9k3LhRnDunXP/27Vvpc+jfv5fK+Wrp0kUq7afpHDdzpi8zZ/rmWeZsCoWCGTN8VM5juTl58gRdu3aQ/s/MzGTu3JkMGfIjQ4b8yJIlC8jKysozj5xtBfDy5UvmzJlB//69sLcfyNChg9iyZaNKPuPHj5Y++/e/I38nV9cRrF27skBpMzIyGDdulHS+yunWrZtYW3fLdVtnZ0eV71rnzu1YuDAQyP2cJAjC50W8/koQPmMGBgaEhGyR/k9IiGfsWBd0dLTp2NEUgPLlK3Do0AEsLa2kdCdOHMPQsKjGPFNTU5kyxQMDgyIsWLAUAwODPMtw5colunQxZ9KkKRrWXcbVdTxmZuZ55jFzpi/VqlXHx2cGSUmJ2NkNoGnT5pQrVz7P7QD2799D+/YdOHIkkhEjRlGyZClpXaVKlVTa59atm/z0kxuzZs2nQYOGgLJ9IiMjaNr0r4u+yMgISpf+WuP+Xr58wU8/udGwYWPGjfNAW/vD7kcqFAqmTJmIp+c0WrRoRVJSIo6OQ6hfvyHFi5cgIMCP5cvXUqVKVZYtW8zy5cG4u09WySM9PY3p06cSErKVypWrsH37zyxcGEhg4CIePrxPiRKlVOpfUM+ePeXSpT9p0KARkZH76dXLRmV9qVJfERV1nO7de0jLIiMj+PrrMh+ULtvVqzF4ev7E6NFj6dbNIs8yPnx4n2XLFrF27c8YGRnx66/ReHl5EBamfhNm0qTx9OrVl969bbh5M5YxY1wwM+uIra0DtrYOgDKoGT7cnkmTvPPcb7Zr12LYuHEdDg7qN4fGjfOQ/rax6YmPzwzq1q3/P9cZICbmMn5+ATRq9F2+aV+9ekVg4CwyMzOlZf9LncuXr8DhwwcZOnS4tEzT55lX2wDo6xvw8OEDEhLiqVDhG0B53rly5VKByhERsZcbN2JZt24z+vr6LFu2iODgBUyd6q+S7o8/zhIREc7KlespVqw4YWE7CQjwY+nS1WzYsI6srCw2bNiGQqHA338qmzaFMGyYc677LVKkCEWKFJH+T0lJZsYMH4KCgtHS0lJLHx0dxZIlynI1bNgYgJiYK3h4eDB+/ETatDGRvp8XLpxjwYK5Gr+vuZ3jDAyKaNzv++7fv0dQ0ByuXYuhRo2aeaaNi3vI0qULgb9eiRkaup1Xr16xceN25HI5o0cP5/jxI3Ttmvt5PWdbvX37FhcXJ6ysevHTT5PR1dXlzZs3BAYGMH36NHx9ZwKo3OT8mIoUKYKhoWG+6WJiLhMUNIcHD+5jbd1HWi6TyQgN3c7PP28kNTUl1+1XrFgn/R0dHcWKFcEMG+YCaD4n7d17CH39z/ddz4LwXyR6pAXhC1Khwjc4OTmr9Dq0atWGe/fukpSUKC2LjIzAzKy72vZv3rxh/PjRVKxYmZkz50pBdGzsNRwcBmncZ0zMZR48uIej42CGD7cjKuq4yrojRw5ibz+ACRNcuXPntoZ9vuaPP37H0VHZQ1WuXHlWrQpRCYhzI5fLCQ/fTffuPfnuu+8JD9+dZ/patWpjY9OfHTt+lpaZmppx+vRJld6oY8eO0LlzF7XtExISGD16OD/80JkJEyapBdFr165U6+mIjo7C3X2MWl4ZGRk4Og6nRYtWUr2/+qo0T58m8ccfv1GvXn2qVKkKQO/eNhw5chCFQvV971lZchQKBe/eKXurU1NTpQuxK1cuo6OjzahRw7C3H8D69avz7UXKFh4eRrNmLejevQc7d25T26+ZWXeV3u2EhHhSU1OoWrXaB6UDOHfud7y8fsLb208loFyzZgVr1qxQS6+np8+kSVMxMjICoG7d+rx48VwlaAS4desGb9++oXdv5c2A2rXrsmzZGrUAZOnShbRu3ZY2bdrl2TbZ7O2d2LZtMzExVwqUXpPC1jkjI4Nbt26wZctG7Oz6M2WKBwkJCRrzlsvl+PtPZeTI0bnuv7B1NjPrzqFDf32eaWlpXL58iebNW6qky69tdHS06dy5q8qxERV1HBMT1Z5xd/cxREdHqW1fvXoNRo0aKx3rderUJzFRvR3KlCnDTz9Nplix4gDUrVuPhIR4AJo0aYq9vRPa2tro6OhQu3YdaV1ujI1r0KJFa5X2ePbsKVu3btaYfunSRYwb5yEF0QANGzbCy8uLpUsX57mvbHmd4xo0aEjDho2A3I8ZgLCwHfTo0YtOndTPaTmlpaXh7z8VN7fxKssHDBiCv/8stLW1efPmNe/evc33/Jyzrfbs2UXt2nUYNMgOXV1l/03JkiXx9vbj/Pk/uH79KgEBfgCMGTNS+izDw8NwcrKlTx9LVq5cKuUdHX2S4cPtGTp0EC4ujsTEXAaU598JE1yxs+uPv/9UHjy4j4uLI46OQ3B0HExY2E4AGjX6TrqxNXv2dPbs2aWxDjt3bsPZ2Y169RqoLL95M5Y7d24TEBCYZxtke/PmNYGBs/D29qN48eK5npM+9KasIAifjvjWCsIXpmbNWty9+1fAqqurS+fOXaSL1oSEBFJSkqlR41uV7V68eI6b20ju3r3D0KHDVH7U69atn2vPZpEihnTp0o3VqzcyZYofgYGziI29RmpqKtWqGTN4sD0bNmzD0tIad/cxakN9Hz2Ko0wZI7Zt24yLiyNOTrbcvBmr0vOTm7Nnz5Cenkbz5i0xN+9BWNgOZDJZPu1Tmzt37kj/f/VVaRo0aEx09EkALl26iLGxMSVKlFTZLi7uAaNGOZGZmUn//oPzLVs2E5MfmDdP/aLZwMCAHj16Sf+Hh4eRkpJMgwYNSUxMVOmNL1u2HMnJyaSkJKvkUbRoUdzdPXFxccTa2pzQ0B24uCiD9qysLJo3b8n8+UsIDl7N77//Smjo9nzLK5PJ2LdvD2ZmFrRr14EXL17w229nVNK0bWvC7du3ePZMOaw1MjICc3NLtbwKmi4q6hcmThxH48bf07Jla5V1w4Y5a+wl/OabirRtawIoe/eXLFmAiUkH9PT0VNI9fPiQChW+YcmSIIYPt8fFxZHnz5+ppLt37y6nTp3IszfyfVWrVmPUqLH4+3vnOuw+Lx9S52fPntK0aXOGD3dhw4ZtNGjQCE/PCWo3OkAZWNWv34BWrdpo3P+H1Ll27ToYGOhz9WrM/9fhOCYmHdDR0VFJV5C2MTe3VHmU4eDBCCwseqikmTdvsVpwDdCwYWPq1KkLKG/+hYSsplMnU7V0NWrU5PvvmwHKmxArVgRLwWTLlq2lGzoJCfHs2LE130CzaNGizJo1T/pfX18fX98ANmxYw40bsSppX79+RVzcQ5o0aaqWT5s2bbh//26+j81A3ue47t17SDdgcjtmACZMmJTvqCCAwMCZWFv34dtva6mt09XVZfnyJfTv34vSpb/mu+++zzOvnG115cpljekNDAxo3Pg7Ll++iJeXDwCLF6+kfPkKgLJ9167dxOrVG9i+/WcSExOIi3vIqlVLmTdvEevXb8HDYwpTpniQmpoKKD/Ldet+Ztq06WzZspG2bTuwbt1mAgMXcenSBeRyOfb2TtIIpMmTp6qNuMnm5xeg9t0EqF+/IV5ePpQpY5RnG2TbvHkDbdq0k4L33M5J2TcZBEH4fIhAWhC+MFpaWmpBqLm5pRRIHzqkOZg5dSqKvn37YWpqxrRpnvkGpNnc3SfTp8+P6OjoYGxcHVPTrpw+fQpDQ0OCgoKlC0lT066UKFFC7bk3mUxGfPxjihUrzvLl6/DzC2DJkiBiY6/nu+/du0Pp2tUcXV1dTEw6kJaWpvFZtpy0tNDYPtk9bZGR++nevafadocPH2TChElUqVKN2bOnq6zz9HTHwWEQ4eFhhIeH4eAwCE9P93zLn23TphDWrVvJnDkLMDAogkIh1zhkU1tbNWC5c+c2ISFr2Lx5J+HhkdjZOTJlykQUCgVWVr0ZP34ihoaGlChRgv79B3Py5Il8yxIdHYVcLqdVqzbo6+tjamrGzp1bVdLo6enRsaMpR45EAuQ6zLOg6Y4ePczixSu4cuUSe/aE5lvGnFJTU5k6dTKPHsUxadJUtfVZWTKuXLlEkyZNWb16A25uE/Dx8SIx8a8RGjt2bKVPn34UL168UPu2supN7dp1mD9/Tv6J3/Mhda5YsRLz5i2mRo2aaGlpMXCgLY8fPyY+/olKujNnorl2LUYa5aHJh9a5WzcLDh/+P/buOyyK42Hg+JcmYsSK0cSusWNvSUSiKAj2WBCRcgLWYMeOgopYsItdFBsiAoINbCiKLVHsiqImYlfsSi/vH/eyct5xHJrE6G8+z5Mn3u7s7Ozs7LKzU1ZeAY6I2K1U+c2RX97Url0HbW1t4uKu8fhxzss99d2OP3T//j1cXQfQoEEjevSwzjPcixcvGD3aFQMDA6UW+ri4awwd6kLPnta0atW6QPsHqF79BwYMGMK0aZOlylxuqu6jOb0mNOmW/TH3uI8RGrodHR1dOnfulmeYIUOGERFxmO+++15pvHZ+MjNV/z1JT0/PMx9y7hWlSxtRsmQpXrx4wR9/nObZs0RGjBiKTGbL9OlT0NLS5t69uwDUq1dfqpCamrYlIGAjkyaNJTr68CcNxflYqamp7Ny5A3v7/tKyvO5JiYlP/9W0CYLw6URFWhC+MnFxV5UeSOvUqUdWVhbx8dfzrMx07NiFrl1/ZeRIN969e4ev78J89yUfY+in0FKanZ2Njo4Ojx49JDg4UCG8fJ3iW3cjozIAdOokr7xWqFCR+vUbce3aFbX7fvToIadOHefQof306tUFW9ueZGZmEhSkfkzwtWtXlVrjTUxMuXr1Mo8fP+L8+ViVrXgODk6YmJgydeoMLl48T2Dg++6cs2bNw98/gG7detCtWw/8/QMUWq7ykpaWhofHJA4e3MfKleupUaMmIB+LmvuhKjHxKYaGxZTG9Z0+fZL69RtSvnwFAHr06M2ff97i1atXREbu4ebNeCmsqrxXZceOYFJTU7Cx+ZVevbpw7NgRfv/9FLdv31IIJ385s5dLly5QqVLlPLt6ahJuypRpGBs3YNo0b3x9F2rcXfrRo0cMHuyEjo42S5euxNDQUCmMkVEZihY1pHXrNoC8Nen778sTFydvQczMzCQ6OoqOHZVfnmhi3Dh3zp+PlSqXmvqYY755M15pIr7s7Gyllqw9e8J5+vQJTk520pCM4cMHSS+xPuWYLSysOHLkEA8e3OfdO/WV3/zyJqdSvm/fXiwt8x8fnlts7BkGDeqPpWVnxo6dlGdl7ObNeAYMcKBmzVp4e89T6Ilw8OA+Ro36jcGDh+Hg4FSg/efWq5cNFSpUZPHi99d88eIlqFSpMufOnVUKf+rUKapUqaqyvOb2sfe4jxERsYtr164gk9kyduwIUlNTkclsSUx8ysWL50lIuAPIW6atrDpz40ZcPjG+V79+Q5X5kJSUxLVrVxW6vueWu1zLz282WVmZNG3aAn//AOm/VavWS/f03PfIVq1aExgYiplZe+Ljr+PgYKMwxOnfcOrUCWrUqCndoyHve1J8/I1/NW2CIHw6UZEWhK9IQsId/P3XYmNjp7SuQ4eOLFmygIoVK6mszOQ8YOrr6zNjxmwiInYrdL1URUdHh5iYo9K4vUePHhIdHUWbNu0oXNiANWtWcPWqvBvoyZMxpKSkUreu4niz778vT82atYmI2A3Iu5hfvnyR2rXrqN13eHgoDRo0IiwsguDgXQQH78LPbxM3blzPc9Kiq1cvExYWQu/efRWWFypUCFPTNnh5edCqlanKLnZ6evLxmCVKlMDTcyarV69Qmu27oKZPn0JS0jtWrlzHd999Ly1v0eJHrly5zN27CQCEhYXQurVyF9datWpz/nwsz58/A+DYsSN89933lChRgtu3b+Hnt5LMzExSU1MICQmiXTtztelJSLjD+fOx+PltlvI0PDySRo2asH274kuRevWMSU1NZdWqZSpb8AsSLmesa8OGjZHJXJgyZbx0THlJSnrHsGGD+OWXtkybNgt9fdVDAYyNG1CoUCGOHz8GwJ07f3H//j1q15Z3Db59+yaGhoYK+V8QxYoVY8qU6QpjODXxMcesra3FokXzePDgPiB/6fHDDz8oTco3c6YPW7YESxUNkHeZzela+inHbGRUhurVazBr1vR8K7/55U2HDh05fPgQhw6pn7jqQ9evxzFpkhvu7tOwtbXPM9yTJ48ZMWIwMpkLw4ePUeiCHhNzlEWL5rFwoa9G3Z7zM3GiBydPxijMaj5s2CiWLJmv8JLk8uWLzJ49m8GDh+Ub58fc4z7WmjUb2bQpCH//AHx8FksTWRoZlSE29gxLly4gIyODrKwsDhyIpEmT5hrH3aNHL/766082bfKX5ml4/fo1M2d60LBhY+rWlU/8qKOjk29PqKZNW/D776e4c+cvQP53xdGxL6mpqUphPT0nc+jQAdq37/D/Y+W/UZp1/p92/nwsTZsq5lVe96QfflDuUi8Iwn+bqEgLwhcsp9VAJrPFyakf3t7TGDTIVRo7mpuFhRUXLpxTW+nJUbFiJcaPn4KPjzfx8dfVTjbm4eHFqVMncHDog5vbcIYPH0OVKlUpUaIE06fPxsfHGzs7a/z9/fD29pEq7DKZLZcuyR8wvb3ncfr0KezsrBk2bBAymYs0wYuqCYfS09PZvTscW1sHpXS3b2/Btm3yysP9+/cV8mfFiqV4eHhJLb+5WVp24ty5s3l2Vc2tQYNGuLgMwsNjkkILh7PzIJydBymEzWuyscuXL3LkyCHu3bvLkCHOUjpPnz5JyZKlmDRpKu7u4+nXrxe3b9/E1VX+qbLc56Jp0+b07WvPsGGDcHTsS0hIELNmzQfAyWkghobFcHS0wdGxL/XrN6RLF/mY7LCwYKXu6TnLW7duQ4UKFRWWy2Qu7Nu3V+mzRB06dOTu3Tt5jsMtaDiAfv0cqVGjljS8IK9JlEJCgnj8+CFHjx5R+MTMq1cvSUx8KrWmFSpUiAULfNm6dRP29ta4u8tnSi9bVl75vHv3LuXKKVco8zpvqjRu3LRA4+Y/9pirVfuBUaPGMn78KPr168XRo4fx8PAGUDjm/HzqMVtaduLy5YsaVX7V5U2ZMt9SuXIVKlasqPLlXl6Tja1a5Ut2djYrV/pK5z1nKEXuY/D3X0tycgrBwdukcAMGOAJIM1PPnu0lrcvphp7X9aFOyZIlmTx5msJkdz/9ZIK7+zTWrl2BnV1vbG17smbNSubMmYOJiama2DS/x+VQN9lYXtTd13Pr18+RsmW/+/986ouOjg6DB7sCmuXVN98UZdWq9Tx58hg7u97Y21vj6jqA2rXrSjN2A7Rp0w5X14EKc3x8qGrVaowbNxkPj0k4Ovb9//xcQJEiyl+hkMlc/n+yy74MHOiIqWkbpTHr6iYb+xgfxnfvXoLSC6u87kllynz7t6VDEIR/h1a2qllKBEEQ/iOCgoIoV64cpqbqHzwFzb19+xYvLy9mz579uZPyn5WRkYGbmxuLFi363En513zNx5yVnoa2nmafFhLXh+ZEXn2atIw0Cun+/Z+8ykxNQ0f/y/iUVnpaBnqFPn2itYz0NHQ1vMaz0jPR1tPJP6Dwt8rKyOLZi3f5B/wMtLW1KF26YHOGgKhIC4Cz136evFCeJEUQ/gte3f2DYuWboKUt/uj9XZKe/Ymu/jcUKipaQPKS+vohWZlpGJRU/lTX1+prPuZd87txe2ZPjcJefvyO4oV1qVhc/x9O1ZdP5NWnqTY5BOttQ/72eIP6rOB4N83K++fWKjyE6WN2f3I8U+d3xndi//wDAq6z1hM/L+aT9ykUTA03E54+ffO5k6HSx1akxVz7giD8pxWvqPlYPEEzRUpX/dxJ+M/TL/bd507Cv+5/8ZhVMS77zedOwhdD5JUgCP/LREU6D9OmTSM2Npb09HQSEhKoXl0+I+Tr16/p0aMHw4blP1GIOo8fP8bd3Z01a9b8HckVBEEQBEEQBEEQ/iWiIp0HDw8PAO7du4eDgwPh4eEALF269G+Jv2zZsqISLQiCIAiCIAiC8AUSs3Z/hIsXL2JjY0Pbtm2livXbt28ZPnw4ffr0oW3btkyaNIns7GxOnz6Nk5MTQ4cOpUOHDgwfPpy0tDTu3buHmZkZADdu3MDe3p6ePXvStm1btm7dSkZGBiYmJiQmJgLw8uVLTExMSE9Pp1atWlJaQkNDmTBhAgBmZmaMHDmSDh068OyZ+s+oCIIgCIIgCIIgCB9HVKQ/wrNnz9i4cSMhISH4+fnx9u1bjhw5Qp06ddi2bRv79u3jjz/+4MqVKwCcO3eOqVOnEhERwYMHD4iJUZzgYPv27QwdOpSQkBA2btzI3Llz0dXVxdLSksjISAD279+Pubm59OmgvJiamrJv3z5Kly79zxy8IAiCIAiCIAjC/zjRtfsjtG7dmkKFClGqVClKlizJq1ev6Ny5MxcvXsTf35/bt2/z8uVLkpKSAKhRowblypUDoHr16rx69UohvgkTJnDs2DFWrVrFjRs3pO26du3KrFmzsLOzY/fu3YwaNSrftDVs2PBvPlpBEARBEARBEIRPU6aM4edOwt9KVKQ/gq7u+2zT0tIiOzubTZs2sW/fPqytrfn555+5ceMGOV8W09dkP4/hAAAgAElEQVTXVwqf28iRIylWrBht27alY8eO7N4t/wxAgwYNePXqFRcvXuTx48c0btxY2iY7OxstLS0yMjIU4sq9L0EQBEEQBEEQhP+Cr+3zV6Jr99/k+PHj9OnTh65du5KamkpcXBxZWVkabzt8+HDat2/P0aNHAcjMzASgS5cueHh40KlTJyl8yZIliY+PJzs7m6ioqL//YARBEARBEARBEIQ8iRbpv4mjoyOenp6sXr2aokWL0rhxY+7du0elSpXy3XbYsGHY2tqir69P7dq1KV++PPfu3aNy5cp07dqVxYsXs3DhQin8mDFjGDx4MEZGRjRt2pQXL178k4cmCIIgCIIgCIIg5CIq0vmoUKGCQqvvh9+PzllXoUIF9u3bpzKOli1bSv+ePXs2AHFxcRQpUgSA/v37079/f5Xbli9fnri4OIVlvXv3pnfv3kphReu0IAiCIAiCIAjCP0907f4Mzp49i7OzM7/++uvnToogCIIgCIIgCIJQQKJF+jNo2rQpx48f/9zJEARBEARBEARBED6CVvaHU0gLgiAIgiB8RbLS09DWK/S5kyEICtIy0iik+/eXy8zUNHT0v4zynp6WgV6hT2/Xy0hPQ1fDazwrPRNtPZ1P3qdQMFkZWTx78e5zJ0Olj521W7RICzx79pasLPE+Rfj3lSlj+J/9FILwdRNl739R6udOACDKnvChf6pcqo736y5//41rXFDta/uGNIgx0oIgCIIgCIIgCIJQIKIiLQiCIAiCIAiCIAgFICrSgiAIgiAIgiAIglAAoiItCIIgCIIgCIIgCAUgKtKC8AV6+PABpqYtkMlskclscXS0YfBgJw4dOiCF8fNbhYlJM/bs2amwbXJyMubmrRk3bqQUbsGCOdL69PR03N3HM3SoC69fv1abjlu3bmJu3lpKh0xmS0LCXwAEBwfStWsHafnQoS4q47h27QpDhjghk9ni4NCHffv2AhARsVsh3t69u/LLLy15/vyZRnkUHByIiUkzLl++pLB85kxPune3kuK1s+uNj483z54lSmFMTJrRq1cXPvyoQU6exsVdlcK9fPlSWn/u3Fk6dWrH/v2RGqVRlezsbNasWYGdXW/s7Hrj5eVBSkoKAC9evGDSpLE4OtpgZ9ebZcsWk5WVlWdcjx8/ont3K4U05ti9O5xx40YVKG23bt3ExKQZmzf7Kyzfu3cXJibN8PNbpXQsvXt3w97eusDhcspnzvrFi+djZ9ebR48eaZTW9PR0BgxwJCBgU75hJ00aq3ANpKamsGDBHPr3t8XGpgcBARvzjePhwweYmDRj9+4wheUBAZuYOdOTN2/eSGWuT5/umJm1kn4vW7aY2Ngz0vHnCAzczK+/duTmzfh899+pUzuF62X//giV4TZtWo+tbU/69OmOn98qsrOzFdKW85+paQsCAzer3Wds7BlMTJrh5eWhtM7VdSDm5q2lcK1bN+ePP04phFmwYI5UFmbO9MTEpBmxsWcUwjx8+IDWrZsrnJ+83L2bwG+/DcDOrjcDBjhw585fnxTuw+PJSauJSTPWrFmhsP7w4YO4ug6UficnJ+Pruwgbmx44OPTB0dGGVauWkZoqv5Y3bfKX8trcvDW9e3eVft+/f0+KZ+nShbRp8yNPnjxWyBMTk2Y8fPgg33QDxMffoFu3DnmuHzzYSeHcm5m1YtEiH0Dz+3huufMKICrqIAMGONK3rzwvJk5049atm9L6EydiWLt2JaB87f+dcsqrpn7//RQymW2e62/ejGfIECccHfvSv78tJ08qf9b06NEjmJubflR6BUH47xOzdgvCF0pfXx9//wDp96NHDxkxYgg6Otq0adMOgLJly7Fv3146deoqhTty5BAGBkVUxpmcnMzkyWPR1y/MwoXL0NfXV5uGS5cu0L69JePHT1ax7iKurqOwsLDMc/vs7GwmTx7HxIlTad68JU+ePMbJyY66dY2xsuqMlVVnADIyMvjttwH06+dIqVKl1aYpR1hYKBYWVmzfHoCx8SyFddbWttja2ktp2LRpPWPGDMfPbxM6OjrS8gsXztGoURPp9+HDBzE0LKZyfzExR5kzxwtPT2+aN2+pURpVOXr0ML//fpL16wPQ1dVlypQJbN++FXv7/ixduoAqVari7e1Damoqo0e7snfvLjp37qYUT0TEbtatW01i4lOF5a9fv2LVqmXs3x9J48ZNCpS2HTu2Y2FhRWjodmxs7NDVff8nJKesOTsPkpZduHCO1NQUChfWL3C4HJmZmcyaNZ379++yfPlaihUrrlFaFy+ez8OH9/MNt2XLBi5ePIeZmbm0bMWKpbx+/Zq1azeRnJyMTNaXBg0aY2xcX21c2tra+PouokGDRlSqVEVhnaGhoXS9xsaeYeHCuQrX74cVyNWrlxMdHcWKFX6UK/ed2v0mJPyFoWFxhfhUOXkyhqioA/j5bUZbW5sxY4YRFXWQdu3MFbYNDg7kyJEoevWyURsfQOnSRhw/foyUlBQKFy4MyO9Fd+8mKITT09PDy8uTDRsCKVGihMq4ypYtR2TkHpo0eV/ZiYzcQ8mSpfJNB8D06e707m2LhYUlJ08ex919HBs3bkNLS+ujwuVWuHBhDAwMpN+BgZtp3ryldH/ILSMjg5Ejh2JsXB9//wAKFy5MSkoKK1f6Mnr0MAICNmNvL8PeXgbIK549e1rTtm17hXhSU1PZt28Pbdq0IyQkiCFDhklpkf/fAHUyMjIICdnGli0bSU5OyjPcypXrpH/HxESzcqUvLi5DAM3u4x/KnVchIdvYs2cnU6bMoGrVaoC8HI4a9Rvz5y+hRo1aXLt2hdevX2kc/8cqXLiwlHfqpKamsGHDOkJDt1OmTJk8w82YMQVn58GYmrbh9u2bDBrkxN69h9DT0wPkL2yWLVsEiK+iCMLXSrRIC8JXoly573B2HqzQAtey5U/8+edthdaMyMg9WFhYKW3/+vVrRo36je+/r8DMmXOlSnRc3NU838pfvnyRO3f+xMmpHwMGOBAdHaWw7sCBCBwdbRg92lWhBSJHWloaTk4DpIrnt9+WpUSJkjx9+kQh3ObN/pQsWZLu3XtqlBexsWd48+YVQ4cO59ixozx+nHcrppaWFg4OTqSkpPDHH6el5RYWVuzb975V7+LF81SpUpVvvvlGKY59+/ayYMEc5s9forIS3atXF6XWo9mzZxAWFqwU9pdfzFixYh16enokJb3j5csXUuXR1LQNPXvKWy319fWpWrW6ymNLTHzKsWPRzJ+/VGldVNQBjIzK8NtvI/LKEpWSkt6xf38kDg5OfPPNNxw5ckhhffXqP2BgUIRLly5IyyIidiuVNU3Dgbx8uLuP5927tyxatFzKh8TEp8hktkovCXJERu7h3bu3/PSTidpjio09w+nTJ+nW7X25ys7OJjJyLy4ug9HR0aFo0aIsWbKSypWrqI0L5OfExsYOT0930tPT8w2vSlZWFvPmzSY29gzLl69VqETLZLZSb4jcLl26iI6ONkOHuuDoaMP69WvIzMxUCidvHbPEwMAAfX19Onbswv79exXC3Lt3lw0b1uHuPl3hRUleihUrRsOGjTh69Ii0LDJyD+bmihWv8uUr8OOPP+PtPS3PuNq1s+D48aNSqy3AoUMHMDN7X8GMiYnGzW240rZPnz7hzp07tG9vAcBPP7UiOTmZGzeuf1S4D9Wv35DatetKvwcOHMr06VNU9to5fPggWVlZDBs2OleltzAjRozh3bt3HDhwQGkbVQ4d2s/331fAxqYfO3fukHqmlCxZimbNWlCyZEm118KNG3HcunUTb28fjfb3+vUrfHxm4e4+jaJF5d9T1eQ+/qGcvEpLS2P16uVMneolVaIBfvrJhH79HFi9ejlXrlwmPDyUqKgDrFq1DIDExETGjh2Bg0Mf+ve35a+//gTg7du3zJzpiZOTHY6ONixZMp+MjAwA2rb9iSlTJtC3bw/i4q7i57cKR0cbnJ3tGT3alcTERKpUqUbz5j8C6v+unT59ipSUZNzdPdUep5/fZlq3/gWA+/fvYWhoiLa2/LE6JSWF6dOnMGxYwXr9CILwZREVaUH4ivzwQw1u337/oKOrq4uZWXupm+ejR49ISnpHtWrVFbZ7/vwZw4YN4vbtW/Tv7yI9DADUrl03z5auwoUNaN++A2vWbGTy5Gn4+MwiLu4qycnJVK5chX79HNmwIZBOnbrh5jacpCTFVhF9fX06d+4u/Q4PDyUp6R316hlLy16+fElg4BaGDRutcT7s2BGMubkVRkZlaNq0GSEhQflu82HemZtbcuzYYdLS0gB5Zc/KqovSdiEh25g505P27S2oWbO2xmmcMGEK3bv3UrlOV1eXkJBt9OzZmZcvX2Jq2haANm3aUbq0ESB/SD54MBJT0zZK2xsZlcHb24dKlSorrevevRf9+w+gUKFCGqcVIDJyLxUrVqJKlapYWXVm2zblMmFp2Unqmp+SksKFC+dp2fKnjwqXlJTE2LEjOH78KC4uQ9DXf9+SZGRUBn//AIyMlFuLbt26yfbtgYwbp9xLIrfHjx+zePF8pk71UijvL1++IDk5iTNnTuPqOhCZzJaYmKMYGmr2/UsHByeKFCkiVQoKIjMzkxkzphIWFoyjoxPFiyu23Pr7ByhU5nJv16xZC+bPX4qv7xp+//0kISHblMI9fvyYb78tK/0uU+ZbpZdWq1cvp2dPa8qVK6dxunOfT5BXAD+sSAOMHDmWu3fvqEwbQIkSJalXrwExMUcBuHDhPFWqVFHoBWJi8gvz5i1ReWxGRkYK51J+fI8/KtyHHB2dFVrKO3ToRKNGTZg7d6ZS2MuXL6psqdbS0qJp0+acPXtW7b5y7NixnQ4drKhduy6lSxsREbFbWrdo0XJA/bVQt64xkyZ5SPeM/GzevIGffmollTFN7+Mfysmr27dvoaenR5UqVZXCNGvWkosXz1OvnjHduvXAzMycQYN+A+DBg/uMGOHGxo3baNiwCVu3yl8OL1kyn1q1arNu3WbWrdvCq1cv2bZtCyAfytGqVWu2bg2lZMlSBAUFsGbNRvz8NtG8+Y9cvXqZIkWKMGvWPED93zVT0zYMHz6GIkWUX5rmlvOiydq6G5Mnj6NfPwepR5OPz0y6detB9eo11MYhCMKXTVSkBeEroqWlpdR1zdKyk1SR3rdvD5aWnZS2O3Ysmp49rWnXzoKpUydKb/nz4+Y2gR49eqOjo0OVKlVp186c48ePYWBgwIIFvtLDZLt25hgaGqpsTcuxaZM/69atYs6chQqVpp07Q2nd+hfKl6+gUZqePUvk2LEjUrdwS8vO7NoVRnJystrttLS0FPZbqlRp6tSpx4kTx0hNTeHChXMqK4UnTsSwdOlqwsNDFcbI3bp1UxpXmJj4lLFjRyCT2SqNWc9Lz559iIg4jKlpG6ZMGa+w7vTpk4we7crIkWOpUaOWRvF9qvDwEKys5GXHwqIjN27EcfnyRYUwFhaWREcfJj09naNHD2NiYio9WBY03PnzsdSv3xAXl8FMmSJvlc7P27dv8fKairv7NIVuuB/KyMhgzJgxDB8+GiMjI6V1mZmZ3L9/nyVLVrJgwVLCw0MUWlzV0dbWZsqU6ezdu0tpTHB+EhLuoKenx+TJnsycOU1tT4rcunb9lVGjxmFgYIChoSF9+vRTmd7s7KwPui9no639Pt8fP37E77+fxNq6b4HS3aqVKdevX+P582dcvHieypWrUKyY8hAIAwMDPD29Wb16ucJLq9zklXL5/SoyUvXLK1WUjw0+PL6ChNPEmDHjuX49jl27wpTW5XUPTU9PU9uFPMf163HcvBlP+/bysc1WVp3Yvn2r0rwNf5fU1FR27tyBvX1/adnH3Mc/9DH5ULduPSpUqAhAjRo1efHiBSC/14aHhyKT2eLsbM/Vq1cUylHDho0B+YuRH36oiZOTHb6+i6hRo6bKF45/By0tLYKCwgkM3MHmzRs4e/YPQkO3o6Ojq3LIjSAIXxdRkRaEr0hc3FWqVftBYVmdOvXIysoiPv46UVEHVLYUdezYha5df2XkSDfevXuHr+/CfPeVmZnJhg1+JCW9k5ZlZ2ejo6PDo0cPCQ4OVAgvX6fcVTQtLQ0Pj0kcPLiPlSvXU6NGTYX1hw4doGNHzR6mAXbtCkNLS4vx40fRq1cXli1bRFLSO4XWnA9lZ2dz/fo1qldXzLuch/ro6CO0amWqsqvr7NnzadiwEW5uE5k+fYo0UVD16j/g7x8gtRb5+CzG3z9AYby6KvHxN7hxIw6QP6R16dKd69fjpPWBgZuZMWMqHh4zVb4U+SdcuHCO27dvERCwiV69ujB4cH90dXWVWqVLlzaiZs3anDp1nIiI3XTs2FllfJqEa9asBS4ug7G3789335XHy8sj30rE6dMnefPmDdOmuUstyUFBAdJERjni4q5y9+5dli5diExmK3UtnT17BiVKlERXVxdLy05oa2tTqlRpfv65tdJLA3XKli3H2LET8fLy5NUr5Yne8lKhQiUmTfLAyqozpqZtcHcfJ/WIUCcyco/ChGR5XWtly5ZT6AKcmJhImTLfSr+PHDmEqWnbfFviPqSnp0ebNmYcPLifiIg9aiu/tWrVxtHRGU/PySqPzcTElKtXL/P48SPOn49V+fJKlbJly/HsWaJCGfnw+AoSThPffFMUDw8vli1bRELCHWl5/foNuXAhVmkiwKysLC5cOEfjxo3zjTs0NAgdHR2cne3p1asLwcHbuHs3gVOnlCe0+jucOnWCGjVqKrywLMh9XJWc7tzx8crd5mNjz2Bs3EDldrnvs/LKtvxcZWVlMWPGHOm+unr1BkaNev+SMWfuD/lcBauZPNmD4sWLs3TpApYvX6xRmjWVnp7OwYP7pHP8/ffladasBTduXCciYhfXrl1BJrNl7NgRpKamqh2KIgjCl0tUpAXhK5GQcAd//7XY2NgprevQoSNLliygYsVKKidrypkcRV9fnxkzZhMRsVuhq6YqOjo6xMQcJTx8ByB/6IqOjqJNm3YULmzAmjUruHr1MiCfXCYlJZW6despxTN9+hSSkt6xcuU6vvvue4V1r1+/5v79u9Sv31CjPMjMzGTnzh24uU0kOHgXwcG7CA3dg719/zxbczIzM1m/fg3Fi5dQ6o5pYvILly9fJDQ0KM9KoZ6evIu0ubkl7dqZM2nSWGks48e4dSseb+/pUhyRkXto2lTepTQkJIjQ0O2sWrX+kyY0K6gdO4Lp0KEjoaF7pHydO3cRR48eVppF29KyI4GBW3j79q3SS52ChMvpeq6lpcXUqdO5fj2ODRv81KazXTtzgoN3SQ/aJiamWFvb4uIyWCGcsXEDoqOjpXA5XUsnTJiCnp4erVq1ll68JCUl8ccfp6lTR7lLtTpt27bnxx9/Zvv2rRpvo6f3vgIxYoQbmZmZGs1Wffv2Lfz8VpKZmUlqagohIUG0a2euFM7E5Bf2748kOTmZtLQ09u7dpdBSd/58LE2bNtc4vblZWnYiImIXFy7kX/nt29eeUqVKq5xZvFChQpiatsHLyyPPl1eqfPttWcqXr8ihQ/sB+UsVLS0tpZdjmobTlLFxfWxs7BTKZs49cMmS+dJ479TUFBYu9MHAoAjm5srnJrc3b95w6NB+5s5dJF1vO3bsxcLCiqAgzctTQag69wW5j6uir6/P4MHD8PLyUJgZ/cSJGAICNkkTmuno6GjUC6pFix/Zti2A7Oxs0tLSmDBhtMphAvHxN7C370PlylWxt++PtbUt165p3oquCT09PdasWcHBg/JylJj4lNjYMzRu3IQ1azayaVMQ/v4B+PgsliYGVdX9XhCEL5uoSAvCFyrnLbdMZouTUz+8vacxaJArP/+sPMGShYUVFy6c06ibZMWKlRg/fgo+Pt7Ex19XOymLh4cXp06dwMGhD25uwxk+fAxVqlSlRIkSTJ8+Gx8fb+zsrPH398Pb20eqsOdMmnTu3DmOHDnEvXt3GTLEWTqe06dPAnD//l1KlzZSepjOK00nThwjOztbaeIqa2tbnj9/JnW9DgoKQCazpX9/ed49fvyIefOUWyz09fUxMTElPT1dbaUwx/DhY9DR0WH27BkKy4ODdym9JMhrsjFLy060bv0LLi72ODra8NdffzJhwlTS09NZudKXtLQ0Jk8eJ+VVzgP82rUrlVpeC0rVZFYvXrzg6NHD0iznOZo2bU69evWVHmRNTdtw8+YNLC07qt2XpuEAihcvwbRp3mzcuI5Tp07kO9lYXjTNo/Hj3Xnx4hl2dr1xdrbD1LSNNKNyXudNlZEjx1K2rOZjjXOTv9Saw+HDBwkPDwXynmzMyWkghobFcHS0wdGxL/XrN6RLF/ncA2FhwVJ5NDEx5Zdf2jJggCMODn2oVauOQq+Gu3fvUq7c90rxu7kNJyYmWm16jY0bkJycws8/t8638qulpYW7+3SKFFH99QBLy06cO3dW5curvCYbA/D0nElYWAj29tasXr2cGTPmSGOhc+edpuE05eDgRN267+d10NXVZeFCXwwMiuDsbI+9vTVOTnYYGBiwcOEy6T6Yl4iI3VSpUk1hTDbIxx7Hxp5R6M78sdfCh+X43r0EpXuUpvdxdbp374mz82Bmz56BnZ01NjY9CA8PYeFCX2rXrgPI7yW//36KhQvnqo1r5MixpKQkS58Tq1btB/r1c1QKV6NGTczM2uPiYo+zsz179uxUmvRL3d81dXJfC97e8wgPD0Ems2XcuJEMHTpC5RwGgiB8vbSy/6kBN4IgCP+gYcOGsXSp8qzUwsdbuHAhXbt2pXr16vkH/h91/PhxEhIS6Nu3YOOIv2RBQUGUK1cOU9Mv73u4WelpaOtpPrGeuAY0J/JK+K9Ly0ijkG7BJtb8p2SmpqGj/99IS14y0tPQLcD9MkdWeibaevnPM5GVkcWzF+/yDfc5aGtrUbp00QJvJyrSAs5e+3nyQv1ETILwX5Ke/IrU1w8oWrbO507KVyM7O5tXCb9TovK/12X8S/T6/nmKlq2Ntm7+36P9Wry6+wfFyjdB6yMm5Prcds3vxu2Zmn02Lzs7m8j4F1jV1Oy71f/LRF4JX4Jqk0Ow3jbkcycDgKA+KzjeTbN70efSKjwE34n98w/4AddZ64mfF5NvuBpuJjx9+uZjkvaP+9iKtGaDjwRBEP5D9AyKo2egPNZb+HhaWlqiEq2BYuUbfe4k/OuKV/y4cdNfGi0tLVEx1JDIK0EQhH9wjPTp06ext38/pu7t27dYW1sze/bsfyT+L9mjR4+YOHEiAA8ePGDw4MF06dKFzp07M2LECJ49eyaFvX37trS+S5cujBkzhufPnwOwf/9+Nm/e/FmOQRAEQRAEQRAE4X/FvzLZ2Lt373BxcaFFixZMmDDh39jlF8Xb2xsXFxcApk6dSufOndm1axe7d++mbt26eHh4APD48WMcHBywtrZm165d7Ny5kxo1auDq6gqAhYUF+/fvV6h4C4IgCIIgCIIgCH+vf7xrd1JSEgMHDuTHH39k5MiRAGzevJnw8HCSk5PR09Nj/vz5VKtWDTMzM7p27UpMTAzJycnMmTMHY2Njrl27xtSpU0lJSaF48eLMmzcPgOfPnzNgwAASEhKoWrUqS5YsoVChQoSFhbFhwwaysrKoV68eHh4e6Ovrc/ToUZYsWUJGRgYVKlRgxowZlCxZEjMzMywtLTlx4gQgr9jWrVsXe3t7XF1dadmyJffu3cPBwYGoqCgmTJjAy5cvuXPnDmPHjiU1NZX169eTkpJCWloa3t7eNGnSBHt7e+rWrcvZs2dJTU3Fzc2NjRs3cuvWLWQyGTKZjISEBJ48eSJN1pGYmEhy8vvxyv369ePSpUsAbN26lR9//BEzMzNA3rVqwIABVKhQgYyMDHR1dbGwsGDLli0MH656VlNBEARBEARBEATh0/yjLdLJyckMGjSIGzduIJPJAHkX74MHD7Jp0yZ2795NmzZt2LJli7RNiRIlCA4OxsbGhlWrVgHg5ubG0KFD2bVrFx07dmTDhg2AvBv01KlTiYiIIDExkRMnThAfH09QUBCBgYGEh4dTunRp/Pz8eP78OfPnz8fPz4+wsDBMTEykCjlAkSJFCAsLY/jw4YwfPz7fYytRogQRERG0adOGwMBAVq5cyc6dO3FxcWH16tVSuOzsbIKDg+nQoQNeXl74+vqyZcsWli1bBkBUVBRNmrz/du3o0aOZN28epqamjB8/nujoaFq0aAHAtWvXqFdP8fuNOjo6dO7cWfrcSLNmzYiKitL4HAmCIAiCIAiCIAgF84+2SF+6dIkRI0ZQrVo13N3d8fX1pWjRosyfP589e/bw119/cezYMerUeT/zbuvWrQGoUaMG+/fv5/nz5zx9+pS2bdsCYGsr/+7f6dOnqV27NhUrVgSgevXqvHjxgnv37nHnzh2sra0BSE9Pp27duly4cIGHDx/i4OAAQFZWFsWLv5+sKCe8mZkZEyZMkMYd56VBgwYAaGtrs2zZMqKiovjzzz/5/fffpe9RAtLnQr7//nsaNmyIgYEB5cuX5/Xr1wDcuXOHqlWrKoQ/evQop0+f5uTJk/j4+LBnzx6WL1+OlpYWhQqpn5a+fPny3LlzR20YQRAEQRAEQRCEf1OZMoafOwl/q3+0It24cWOGDh1KcnIy3bt3JzAwkF9++QV7e3vs7OwwNTXFyMiIa9euSdvo6+sD8m7LAHp6etK/AVJTU3ny5Ik88brvk6+lpUV2djaZmZlYWVnh7u4OyMdnZ2Zm8vvvv9OkSRNWrlwpxfPu3ftvmeWOKysrCx0d+Wc+cr4OlpGRoXBshQsXluLv1asXXbt2pXnz5tSqVUuhhV1PT0/lPnKnO2f5y5cvWb58OZMmTcLU1BRTU1OGDh2KiYkJz58/x9jYmMuXLytsn5WVxfDhw/H09MTIyAhdXV2F/BIEQRAEQRAEQfjcvrbPX/2jXbtzKpEGBgbMnTuXuRQP86sAACAASURBVHPnEh4eTuXKlZHJZNSvX5+DBw+SmZmZZxyGhoaULVuWmBj598nCw8NZvHhxnuFbtmzJgQMHePbsGdnZ2Xh6erJhwwYaNmzI+fPn+fPPPwFYvnw5c+fOlbbbs2cPAAcOHKB69eoUL16ckiVLcvPmTQAOHjyocn9//fUXWlpaDB48WNq3uuP5UKVKlbh//750rFFRUYSFhUnrb968SenSpSlevDh9+vQhOjqa6OhoQF7JX758Oc+ePcPIyAiAe/fuUblyZY33LwiCIAiCIAiCIBTMv/Yd6YYNGyKTydi+fTuVKlWiY8eOZGdn07x5c+Lj49Vu6+Pjg6enJz4+PpQsWZK5c+dKFeIP1a5dG1dXVxwdHcnKyqJOnToMHDgQfX19vL29GTlyJFlZWZQtWxYfHx9pu9jYWIKDgzEwMJA+0eXi4sKECRMICQmhXbt2ee6vTp06WFlZoaWlhYmJCWfPntU4X9q2bYubmxsgH++8evVqZs+ezeLFiylcuDDffvstK1euREdHhzJlyrBmzRrmzp3LvHnzyMzMpG7dutJ4a5B3ec8rrYIgCIIgCIIgCMKn08rO6bv8P8zMzIyNGzdSoUKFz7J/V1dXhg8fTs2aNT85rr59++Lr60vp0qU13sbZaz9PXiTnH1AQBEEQviC75nfj9syenzsZgiB8BtUmh2C9bcjnTgYAQX1WcLzbf/te1Co8BN+J/Qu8neus9cTPi8k3XA03E9G1W/j7TZw4ET8/v0+OJzIykg4dOhSoEi0IgiAIgiAIgiAUzL/Wtfu/7HN/Lqp8+fLMmTPnk+OxtLT8G1IjCIIgCIIgCIIgqCO6dguCIAiC8FXKSk9DW0/9ZyMFQfg6pWWkUUj3v3H9Z6amoaP/30hLXjLS09D9iPtlVnom2no6+YfLyOLZi3f5hvscPrZrt2iRFnj27C1ZWeJ9ivDvK1PG8D87Xkb4uomy978k9XMnQIEoe8Ln9L9X/v5L1/9/KS15+efS+LV9QxrEGGlBEARBEARBEARBKBBRkRYEQRAEQRAEQRCEAhAVaUEQBEEQBEEQBEEoAFGRFgRBEARBEARBEIQCEBVpQRAEQRAEQRAEQSgAUZEWhC/Qw4cPMDVtgUxmi0xmi6OjDYMHO3Ho0AEpjJ/fKkxMmrFnz06FbZOTkzE3b824cSOlcAsWvP+OeXp6Ou7u4xk61IXXr1+rTcetWzcxN28tpUMmsyUh4S8AgoMD6dq1g7R86FAXlXFcu3aFIUOckMlscXDow759e5XCHD16BHNzU43yJkdMzFFMTJpx6NB+heV+fqvo3Lm9lC47O2s8PCZx926CFKZXry60b29CUlKSwrZ79+7CxKQZhw8flMLFxV2V1t++fYtff+3Ili0bCpTWD4WEbMPOzhp7e2smTBjNixfPFdY/fvyI7t2tePnypcrtMzMzmTdvFnZ2vbGz642v7yJyvnQYE3MUKyszhXOWlKTZ5yhevnyJmVkr5s2bpbA8NvYMJibN8PLyUNrG1XUg5uatCxzO3t5aYX1g4GZ+/bUjN2/Gq01jamoK3t7TsLe3xs7OGm/vaaSmpqgMu2nTemxte9KnT3f8/FZJeZSamsKCBXPo398WG5seBARsVLtPkF+TJibN2L07TGF5QMAmZs705M2bN1J+9+nTHTOzVtLvZcsWf9Ixv337Fnf3cf9/zL3ZvNk/3/ROmjRW4bpXpyDXw4wZUxTCxMVdpVevLoDm518dTc/vokU+CmW8c+f2ODraAHDzZjxDhjjh6NiX/v1tOXnyeL77nTnTk5kzPTU6ToCMjAw2bPD7/2tQntb58+fw+vUrACIidktps7Iyo3t3K+n3hQvnpHiCgwMxMWnG5cuXFPZnYtKM2Ngz+aYb8r9fqCs/sbFncHa2x9GxLwMHyrh69XK++3N1HYif3yrpd1TUQQYMcKRv3x44OPRh4kQ3bt26Ka0/cSKGtWtXAvIylfO36e+WU/7yo2n5UBcuODiQvn17IJPZ4uExSTrvgiB8XcTnrwThC6Wvr4+/f4D0+9Gjh4wYMQQdHW3atGkHQNmy5di3by+dOnWVwh05cggDgyIq40xOTmby5LHo6xdm4cJl6Ovrq03DpUsXaN/ekvHjJ6tYdxFX11FYWFjmuX12djaTJ49j4sSpNG/ekidPHuPkZEfdusZUrFgJgLt3E1i2bBFQsE+07dgRjIWFFdu2BdCunYXCOjMzc0aPHi/9jozcw4gRQ9i0aRvffCP/jmDx4iWIjo7CyqqzQrhSpUqr3N+VK5eZOHEMv/02gg4dOhYorbnFxV1j69bN+PtvpWjRovj6LmLNmhWMGyfP44iI3axbt5rExKd5xrFv314SEu6wYUMg2dnZDB7sxOHDhzAza8/lyxfp29cOBwenAqdt9+4wWrc25cCBSAYOHEqxYsWldaVLG3H8+DFSUlIoXLgwIC+TuV9QFCRcbqtXLyc6OooVK/woV+47tWncsGEdmZmZ0rFPnz6FTZv8cXEZrBAuOjqaqKgD+PltRltbmzFjhhEVdZB27cxZsWIpr1+/Zu3aTSQnJyOT9aVBg8YYG9dXu29tbW18fRfRoEEjKlWqorDO0NBQul5jY8+wcOFchev3w0pRQY557doVlClTFi+vuSQnJ2Nvb02jRk0wNm6gMvyWLRu4ePEcZmbmauPNTdPr4fDhQ7Ro8VOe18DHnP/cND2/I0eOlf798OEDfvttAO7u0wCYMWMKzs6DMTVtw+3bNxk0yIm9ew+hp6eX53719QujpaWl8XF6ek5CV1eP5cvXUqxYcTIyMti2bQuDBvUnLGwHVladpbycOdOTqlWrY2trrxRPWFgoFhZWbN8egLHx+xdY+vr6GBgY5Jtfmtwv8io/tWrVYerUiSxYsJSaNWtz/PgxZsyYytatoWr3WbhwYSltISHb2LNnJ1OmzKBq1WoAnDwZw6hRvzF//hJq1KjFtWtX/pWKZuHChaUyp46m5SOvcJcuXWDLlo2sWrWeb78tS2TkHubOnYmX19x/6tAEQfhMRIu0IHwlypX7DmfnwQQEbJKWtWz5E3/+eZsnTx5LyyIj92BhYaW0/evXrxk16je+/74CM2fOlSrRcXFXkclsVe7z8uWL3LnzJ05O/RgwwIHo6CiFdQcORODoaMPo0a4KLRA50tLScHIaQPPmLQH49tuylChRkqdPnwCQkpLC9OlTGDZsVIHy4v79e5w7d5Zhw0Zx795dpdacD1ladqJy5SocOBApLbOwsGL//gjp96NHD0lOTqJSpcpK25858zuTJo3B3X2aygdrV9eBShWltWtXSq0wudWuXYfAwB0ULVqU1NRUnj59QvHiJQBITHzKsWPRzJ+/VO3xZGVlkpycTHp6OmlpaaSnp1OoUCFAfl7Onj2Do2Nfhg514fz5WLVxvY8zi/DwHVhZdaFhw8aEh+9QWF+sWDEaNmzE0aNHpGWRkXswN7f8qHA5+5w3bzaxsWdYvnytQoVSJrNV6A2Qo1GjJjg6OqOtrY2Ojg41a9bi0aOHSuEOHDiAubklBgYG6Ovr07FjF/bv30t2djaRkXtxcRmMjo4ORYsWZcmSlVSuXCXfPNLX18fGxg5PT3fS09PzDa/KxxzziBFu/PbbCACePUskPT1NeiH0odjYM5w+fZJu3XoWKF2aXg8DBgxl4UIfHjy4rzIeTc//p57f3ObM8aJPH1tq1KgFgJ/fZlq3/gWQ3ysMDQ3R1lb/OFSvnrHCixR1x3n58kWuXLmMu/s06WWTrq4u/fo5UrlyFQIDA9XuK0ds7BnevHnF0KHDOXbsKI8fP5LWNW/ekmrVqgN555Wm94u8yo+enh5hYRHUrFmb7OxsHjy4L92L1KlfvyG1a9clLS2N1auXM3Wql1SJBvjpJxP69XNg9erlXLlymfDwUKKiDrBq1bL/T3ciY8eOwMGhD/372/LXX38C8pbzmTM9cXKyw9HRhiVL5pORkQFA27Y/MWXKBPr27UFc3FX8/Fbh6GiDs7M9o0e7kpiYSJUq1Wje/EdA/d81TctHXuHi4q7RrFkLvv22LAC//GLG8ePHPvqeIAjCf5eoSAvCV+SHH2pw+/b7Cquuri5mZu2lB+BHjx6RlPROegDL8fz5M4YNG8Tt27fo399F4aGhdu26Ci1nuRUubED79h1Ys2YjkydPw8dnFnFxV0lOTqZy5Sr06+fIhg2BdOrUDTe34UpdQ/X19encubv0Ozw8lKSkd9SrZwyAj89MunXrQfXqNQqUD+HhIfz8cytKlixFu3YWBAWpTn9uP/xQk1u3bkm/f/7ZhJs340lMTATkD/uWlp2UtouOPsy4cSNp0KAxLVr8qHEaXVwGK7Wi5dDV1eXo0SP06NGRCxfO0bGjvMuokVEZvL19VFbmc7Oy6oKhYTG6d7eiWzdLKlSogImJvGt8sWLF6d69B/7+AQwa5MqkSWMVXrTk5fTpE6SmptCsWQssLTsTGhokPcTmsLTspNA1/9Ch/SoryJqEy8zMZMaMqYSFBePo6KT0AO/vH0Dt2nWV4m7R4kcpfx49ekhQ0Fbatm2vFO7hw4fSgy5AmTLf8vTpE16+fEFychJnzpzG1XUgMpktMTFHMTQ0VJc9EgcHJ4oUKSJVCgriY49ZS0sLXV1dpk+fgoNDHxo1aqqyjCQmPmXx4vlMneqVb8XxQ5peD40bN+HXX3sxbZq7UvnIocn5/9Tzm+PkyeM8fvyIXr1spGW6uvLOeNbW3Zg8eRz9+jmgo6OTZxwAVladFV6SqTvOS5cuUq9efWk/uTVr1oKzZ8+q3VeOHTuCMTe3wsioDE2bNiMkJEhaN3v2AvT15a2reeWVpvcLdeVHV1eX58+f8euvHVm+fDG2tg75ptvR0ZkmTZpx+/Yt9PT0qFKlqlKYZs1acvHieerVM6Zbtx6YmZkzaNBvADx4cJ8RI9zYuHEbDRs2YetW+cvhJUvmU6tWbdat28y6dVt49eol27ZtAeRDklq1as3WraGULFmKoKAA1qzZiJ/fJpo3/5GrVy9TpEgRZs2aB6j/u6Zp+cgrXL16xpw9+4f0gmfv3p2kp6fz6pXo3i0IXxtRkRaEr4iWlpZS1zVLy05SRXrfPtUPv8eORdOzpzXt2lkwderEPB+AP+TmNoEePXqjo6NDlSpVadfOnOPHj2FgYMCCBb40atQEgHbtzDE0NFTZapJj0yZ/1q1bxZw5C9HXL0xo6HZ0dHTp3LmbpocPyFu59+7dhaWlvNuklVUnoqOjFFpzVNHSQiHv9PT0aNOmndRKHRV1QGWl8ODB/SxZspJLly4QFhYiLX/16qU05vH69WvMmeOFTGbLhg1+Gh2HqWkb9uw5hJPTQEaPHkZWVpZG2wGsX7+GkiVLsGvXfnbs2Mvr16/ZunUzAN7ePrRt2x4tLS0aNmyEsXED/vjjdL5x7tgRgrm5Jbq6upiYmJKSkiKNjc3RqpUp169f4/nzZ1y8eJ7KlatQrFgxpbg0CZeQcAc9PT0mT/Zk5sxp+Z6/D8XFXWPoUBd69rSmVSvlsbfZ2dkKXXUhG21tHTIyMsjMzOT+/fssWbKSBQuWEh4eotCCqo62tjZTpkxn795d/PHHqQKl+VOPeerUGezefZA3b17j779WYV1GRgaenpMZPnw0RkZGBYoXNL8eAJydB5Gdnc26datVrte0nKiT3/nNERQUgL19f6WKkJaWFkFB4QQG7mDz5g2cPftHgfYP6o8zM1P1PTQtLf2Dcqfas2eJHDt2ROr+bWnZmV27wkhOTi5wOjWVV/kpVao0YWERrFy5Hm/vaSQk3NE4zrz+lqSnp+WZD3Xr1qNChYoA1KhRkxcvXgDysdTh4aHIZLY4O9tz9eoVhRfHDRs2BuQvxX74oSZOTnb4+i6iRo2amJq20TjNoHn5UBWuYcPGODkNYNIkN5yd7dHS0qZYseLo6YnRlILwtREVaUH4isTFXaVatR8UltWpU4+srCzi46/n+fDbsWMXunb9lZEj3Xj37h2+vgvz3Zd8nKKfwkRV2dnZ6Ojo8OjRQ4KDFbsvytcpP0ikpaXh4TGJgwf3sXLlemrUqAlARMQurl27gkxmy9ixI0hNTUUms1U71g/kD/hv3rxh4cK59OrVhalTJ6KlpUVIyDa12127dlWppV7+EmIvly5doFKlygpjgnNMmTINY+MGTJvmja/vQqkbefHiJfD3D8DfP4Bateowfrw7/v4BODo6q03HvXt3uXDhvPS7U6euPH78kDdv1E/8llt0dBSdOnVDT0+PokWLYmXVmXPnzvDmzRs2blwnTaoll62y5Sy3R48ecurUcQ4d2k+vXl2wte1JZmamUku/vLJlxsGD+4mI2IOVVReV8WkSrkKFSkya5IGVVWdMTdvg7j6OtLQ0jY7/4MF9jBr1G4MHD8tzLPh3332nUJYSExMpU+ZbSpQoia6uLpaWndDW1qZUqdL8/HNrLl++qNG+QT43wdixE/Hy8uTVK9UTPKnyscd8+vRJ6ViKFClC+/YduH49TiFMXNxVHjy4z9KlC5HJbKXutLNnz9A4fZpcDyBvqfPw8CI0dLvKoQOalpO8aHJ+AV68eMHVq5cVWqzT09M5eHCf9GLq++/L06xZC27cuF6gNEDex1m/fkOuXr1CSoryJGjnzp2hcePG+ca9a1cYWlpajB8/il69urBs2SKSkt4REbG7wOnMT17l5+3bt0RHH5bC1apVW6nXkzo53bnj45XzNjb2TJ5j+HPfj+SVbfn9Kisrixkz5kj31dWrNzBq1Pu5LnLm/pDPVbCayZM9KF68OEuXLmD58sUapVnT8qEuXFLSOxo1asq6dVvw89skdf/O63oRBOHLJSrSgvCVSEi4g7//Wmxs7JTWdejQkSVLFlCxYiWVf8xzJlHR19dnxozZRETsVjl7dm46OjrExByVxso+evSQ6Ogo2rRpR+HCBqxZs0Ka4fXkyRhSUlKpW7eeUjzTp08hKekdK1eu47vvvpeWr1mzkU2bgvD3D8DHZ7E0uZqRURm16QoLC8HBwYmQkN0EB+8iOHgXbm4T2bkz79ac3bvDePDgvtLkS/XqGZOamsqqVcvyfNjPGXvcsGFjZDIXpkwZz/Pnz9SmUZ1nzxLx9JwkzbC7f38EVatW12hsYo6aNWsTFSWfwT0jI4OYmKPUrWtMkSJFCA3dLo1lv3EjjqtXr9Cy5c9q4wsPD6VBg0aEhUVIeernt4kbN65z6dIFhbCWlp2IiNjFhQuxtGz5U55x5hcud+vNiBFuZGZmajTLdEzMURYtmsfChb5qJ7pr164d+/dHkpycLPViMDVtg56eHq1atZYqLElJSfzxx2nq1FHuOqtO27bt+fHHn9m+favG23zsMUdFHWDdutVkZ2eTlpZGVNQBmjZVnJ3Y2LgBoaF7pEpITnfaCROm5BGrMk2uhxzly1dg5Eg3Vq9ernK9puXkQ5qeX5BPhli7dj2FSbn09PRYs2YFBw/KZ/NPTHxKbOwZGjduonEaclN1nMbG9WnUqAkzZ3pKXz7IzMxk48Z13L2bgI2NTV7RSWF37tyBm9tE6XoLDd2DvX1/tm/f+sGLsE+XV/nR1tZm1qzpXLwof7F3+/YtEhLuULeusUbx6uvrM3jwMLy8PLhz5y9p+YkTMQQEbMLFZQgg/1uiSS+oFi1+ZNu2ACmdEyaMVvmCND7+Bvb2fahcuSr29v2xtrbl2rW8e0Plpmn5UBcuMfEpw4YN4t27t4B8grz27S006okgCMKXRfQzEYQvVE4LLYC2thaFCukzaJArP/9sohTWwsLq/9i784CasgeA4992WxmUZQZjGXv2bZCGIkVkSUgpyTrWkb3FUons+zqyC6VEyZ4wY8wwYcg6lgxZU0S9ev3+eL8uz3u9XpgxzPn8w7v33HPPOffc2z33nHsuq1cvZ+bMufnGW6FCRSZM8CEwcCpVqlQlOzuboCB/te+T+fn5Exw8k5iYKORyOSNHjpXeh5s+PYjg4EBksiyKFi1KYGCw1GB3d3dm4kRvkpIMOXr0EBUqVGTo0Nc9tUOHjtB4c/3o0UO8vEYxZ85CpYb11atXuHr1MkFB85TC29p2Yv36H4mOjgIUN47nziWgowNyeQ4VK37N4sUr1c5S3qFDR8LDt2t1s9+3rxvnziXg6zuJBQuWST0rS5aoDv3MnWjs7fek69dvSL9+HowYMQg9PX1MTU2l9/o0eTO+kSN/YN682Tg790BXV48mTZrSt68benp6BAXNZf78YNauXYmenj7Tp8/kiy8UjXQvr5F07doDC4vvpHhlMhl79kQyaZKv0v4qVKhIu3Y2hIZuoXv3ntJyc/N6vHz5CgsLS4093dqGg9wHPLPw8OhLrVp1cHDoLtWht98NzZ3hPSjIX1pWt259xo6dQETEThITLzFxog9WVlacPXuegQPdyMqSYWHxnfTaw4QJ3ixcOAcXl55kZ2fTvr2t1KsZFDSDmjVr0bWro8Y0g2Lm6NxGSEEVJM/Dh49hzpxA+vXrBYClZVt69uwD5F3P3vZm2WhSkPPB1rYTv/zys9oyyO/4v+/xBUhKuk25cqozngcGzmHevFls2bIBXV0dhg0bJe1H3TnwLvn09Z1BaOhmRowY9P+Gn4zGjZuwfPmPGBsb8+pVWp7xnTwZT05OjsqkkE5OzuzYsZWffjqhdJ3Pq6w0ebNe5FV/FA3pOSxaNI+srCwMDAzw8/OX5hbQZr9du/agZMlSBAXNIC0tjaysLL7++mvmz18iTf7WuHFTpk3zZv782dSoUSvPuEaPHsfChXPo168XWVlZNGnSnL593VTCVatWHSurdnh6ulK4cBGMjIwYPdpLKUxi4sU8/65pWz80hXNxcWPQIHfkcjn16jXghx/G55kvQRA+XTo5H/rRpiAIwj9g4sSJeHt7U6yY+tmJhYLbvn07ZcuWxdKyYN/s/i85ceIEt2/fpk+fPh87KR/U8+fP8ff3Jygo6GMn5YORyzLRNTAs0DbiHNDe/Pnz6dKlC1WrVs0/sCD8QzKzMjHUL9h5/7bsjEz0jN4vDm3JMrMwMPzw/ZpZskz0tbj+yWXZ6BponmzxQ5FnyXn89EX+AT8CXV0dSpUq+P2kaEgLDPDfz4Onf98EJoLwocmzM3l+7wIm5d9tOKag3rM7pzH5qhE6uv/MH9VPUerd3ylWpia6+vl/j/ZTkv74T/SNimJYrPTHTsoHEzXXgRsBBfvM1/5rT7Gq8gX6umIYriY5OTnsu/oUu+olP3ZSBEFJlSlhOIUOfa84tvdazokCfiLwXbWKDGP62A8/94HvXHuWTOqfb7jhM9dxdc7xD75/dap5WfDwYd6jcT6md21Ii6HdgiB8cnT1DEUj+m9QvELTj52Efz2Trxp87CT8LYqUUv1E0X+RzTclPnYSPgk6OjqiES0Iwn+emGwsD0lJSdSoUYMTJ04oLbeysiIpKelv2aerqyunTil/hubUqVO4urpqHcfEiRMJDw//0EkTBEEQBEEQBEEQ/k80pDUwMDDAx8eH58+ff+ykCIIgCIIgCIIgCP8SoiGtQenSpWnZsiWzZil/fiQ7Oxtvb2969eqFtbU1w4YN49WrVyQlJeHg4MCYMWPo3LkzEyZMYNu2bfTq1QtbW1uuX78OQExMDE5OTnTp0gVbW1vOnFH+zubjx4+xt7fn4MGDSsvXr1+Pq6srL1++5JdffqFPnz5069YNa2trlbCCIAiCIAiCIAjC30M0pPMxceJEjh8/rjTE+8GDBxgYGBAaGsqBAwdIS0sjLi4OgMuXLzNw4EAiIyM5c+YMd+/eJTQ0FHt7e0JDQ5HL5Wzbto0VK1awe/duPD09WbXq9adx0tLSGDRoEMOHD6ddu3bS8vDwcPbv38+KFSsoXLgwmzZtwt/fn127duHv78/ChQv/uUIRBEEQBEEQBEH4DxOTjeWjWLFizJgxAx8fH3bv3g1AuXLlcHZ2ZvPmzdy4cYObN2+Snp4OgKmpKbVrK74jWLZsWVq0UHxr88svvyQpKQldXV2WLl3K4cOH+fPPP/nll1/Q1X39PMPPzw9TU1NsbGykZVeuXMHHx4d58+ZRtGhRAIKDgzly5Aj79u0jISGBFy/+ndPJC4IgCIIgCIIgmJkZf+wkfFCiIa0FCwsLpSHehw8fJiwsjH79+tG9e3eePn1K7lfEDA2Vv9mmp6f8GZkXL17g6OhIly5daNq0KTVq1GDz5s3S+oEDBxIXF8fWrVvp27cvAEWLFmXmzJkEBATQunVrihQpgrOzM82bN6d58+a0aNECLy+vv7MIBEEQBEEQBEEQ3tnn9vkrMbRbS7lDvB88eMDJkyexs7OjR48emJiYcOrUKbKzs7WK5+bNm+jo6DBkyBCaN2/OgQMHlLatVasWfn5+LFmyhOTkZAC++uorrKysaNasGYsWLSIlJYWbN28yatQoLC0tOXTokNb7FwRBEARBEARBEN6PaEhrKXeIt0wmY8yYMezdu5fOnTszatQoGjVqpPUnsWrWrEmtWrWws7OjU6dOlChRgr/++kspTKVKlejbty/Tp09XWj5+/HiioqK4e/cujo6OdOrUCTs7O168eMGrV6+k4eWCIAiCIAiCIAjC30cnJ3dMsvCfNcB/Pw+evvzYyRAEQRCEDyZqrgM3Anp87GQIgvAPqjIlDKfQoe8Vx/Zeyznh8M9cO1pFhjF97J4PHq/vXHuWTOqfb7jhM9dxdc7xD75/dap5WYih3YIgCIIgCIIgCILwXyYa0oIgCIIgCIIgCIJQAGJotyAIgiAInx25LBNdA8P8AwqC8NnIzMrEUP/9zvvsjEz0jP6Za4csMwsDww//EaUsWSb6Wlz/5LJsdA308g33Iciz5Dx++u/8XO+7Du0Wn78SePz4OXK5eJ4i/PPMzIz/te/LCJ83Uff+KzI+dgJUiLonfEz/jfr3Ic77f9+1o+D+XXn43L4hDWJoNQRSEgAAIABJREFUtyAIgiAIgiAIgiAUiGhIC4IgCIIgCIIgCEIBiIa0IAiCIAiCIAiCIBSAaEgLgiAIgiAIgiAIQgGIhrQgCIIgCIIgCIIgFIBoSAvCJ+bevb+wtGyGu7sz7u7OuLn1ZsgQDw4dOiCFWbt2JRYWTdi7d7fSti9fvqR9+9aMHz9aCjdv3ixpvUwmw9t7AsOGeZKamqoxHdevX6N9+9ZSOtzdnbl9+6ZSmEuX/qBt2xakpKSojSMlJYVp07zp398ZZ+ce7Nu3V1oXGxuNm1sf3N2dGTLEg8TEi1qVD8Dx48ewsGjCoUP7lZavXbsSe/t2UnpdXJzw85vMnTu3pTCOjp1p186C9PR0pW2jo6OwsGjCkSMHpXBvpunGjet069aRzZvXa51OdcLCQnFxccLV1YmJE3/g6dMnAGRnZ7Nw4VycnXvQq1dXIiJ2qt0+OzubOXNm4uLSExeXnixZsoCCfOVwwABXXFx6qmxjYdEER8fOKstz61puWRQk3Jv14uzZ3+jUyZr9+/flm8bffz/DoEHuuLn14fvvB3L3bpLacHnVoczMTHx9fenduxv9+zuzZs0K5HJ5vvt1dOzMjBk+SssSEy/i6NgZAG/v8VLdsrBoQr9+vXB3d2bEiMHvleecnBxWr14uHVN/fz9evXqlEm7jxhCl87FrVztsbL5TCiOTyRg40I0tWzbmm9/cNGt7PFevXq4U5siRgwwfPgh4ff6sXbtSJW89ezrg6uqkVXoArl69goNDhzzXP3/+HCurlkplcebMr4Di2mBnZ6W0Lj1d8+dYAgKmEhAwFci/DgBkZWWxfv3a/x8vJ1xcnJg7dxapqc8AiIiIkPZtZ2dF16520u+EhLNSPDt3bsPCogkXLpxX2p+FRRMpP3nR9nrxZp11d3emQ4fvmDBhzAcpK4DffjvNiBGD6d27G25ufRg9ephSHi9d+oPg4EAAzpz5tUD1oCDu3fsLC4sm3Lv3l8ZwT58+ZfLkcbi59cbFpSdLly5Ue23IyHhFYOA0XF0VxzcwcBoZGYpzUpu/jYIgfB7E568E4RNkZGRESMgW6ff9+/cYNWooenq6tGljDUCZMmWJjY2mU6cuUrijRw9RuHARtXG+fPmSKVPGYWRUiPnzl2JkZKQxDefPJ9CunS0TJkxRuz4lJYXg4JnIZLI845g4cSLlylXAz8+fBw+S6devN40aNeHVq5csW7aQtWs3Y2pqyk8/HWfy5HGEh+/NM6437dq1ExsbO0JDt2BtbaO0zsqqPT/8MEH6vW/fXkaNGsrGjaEULar4hmDx4l8QF3cYOzt7pXAlS5ZSu78//rjApElj+f77UXTo0FGrNKqTmHiJrVs3ERKylWLFirFkyQJWr17O+PFTiIwM586dW2zYEEp6ejpDhvSnevWa1K5trhRHbGw0t2/fYv36beTk5DBkiAdHjhzCyqpdvvv/448LZGZmoK9vwKlTP/Htty2V1ufk5JCQcJYGDRpJv48cOYixsck7hct1/PgxZs3yZ+rUQJo2ba4xjQ8eJDN58jjmz19KjRo12b59K3PnzmLevMVK4W7fvplnHdq4cR13795l/fptGBoaMnt2ALt27aBHj175ltGRI4do1qyF2uPs7z9b+r+FRRMWLVrJF1988d55PnbsCL/88hPr1m1BX18fH5+J7NixFVfX/krhXF3dcXV1ByAtLY2BA92YMMFbKczChXO5d+9uvvl8k7bHc9u2TTRt2lwK97bca9KAAYOlZQkJZ8nIeEWhQpqvN6BooIaFhbJ58wZevkzPM9wff5ynfv2GzJ+/VGXdhQvn6NPHhX79PPLdXy4jo0Lo6OhIvzXVAYCpUyejr2/AsmVrMDEpTlZWFqGhmxk8uD9r126ka9eutGqluE4HBEylcuWqODu7qsQTERGOjY0dO3Zswdx85hvpMaJw4cIa06zt9eLNOnvp0h94e0+Qro/vW1bHj8exePF8fHymY25e7/9xnsfPbxJeXhNp0cKCP/+8wcOHD7SO/10VKlTo//9qLrfFi+dRqVJlAgODycjI4IcfhhMdHYW9vYNSuPXrfyQ7O1u6zk6f7sPGjSF4eg7J92+jIAifD9EjLQifgbJlyzFgwBClXqbmzVvw5583ePAgWVq2b99ebGzsVLZPTU1lzJjv+fLL8gQEzJYa0YmJF3F3d1a7zwsXznHr1p94ePRl4MB+xMUdltbJ5XKmT/dh8ODv80xzauozTp48iYeHoseqdOkyrFoVgolJcQwMDJkwwQdTU1MAataszZMnjzU2ynPdvZvE2bO/MWLEGJKS7qj05rzN1rYTX39diQMHXvcK2tjYsX9/jPT7/v17vHyZTsWKX6ts/+uvvzB58li8vaepvbEePnyQSu/RmjUrWLNmhUrYmjVrsW3bLooVK0ZGRgYPHz6geHFFQ+zYsSN07NgFfX19TExMsLa2UUpjLrk8m5cvXyKTycjMzEQmk2FoaKixDHJFROykZcvW2NjYsX37VpX1NjZ2xMa+3ue5c79TqVJlihYt+k7hQNHwnzdvFnPnLlJqUAYFzVDbi3b06CG+/bYlNWrUBMDBoTujRo1VCaepDl2+fIlOnTphZGSEjo4OrVu34ciRQ/kVDwADBw5j/vxg/vqrYI3RNxU0z999Z8Xy5T9iYGBAevoLUlKeYmJSXOM+li5dwLfftqRFi1bSsn379vLixXNatLAoUHq1PZ6DBg1j+nSfPEezVK36DYULF+H8+QRpWUzMHqVr0qNHD3F3d+bRo4cq21+5ksj169cIDAzWmN4LF86RmprKoEHu9O/vzK5dO5XW/fbbr7i59WHYME9+//2M5swDdeqYY25eV/qtqQ5cuHCOP/64gLf3NOkY6evr07evG19/XYmIiLB89weK3tm0tGcMGzaS+PhjJCffl9Y1bdqcKlWqAuDu7qx2tI6214tcMpmMgICpjBw5ljJlykp5eZ+yWrp0IaNHj5Ma0QDm5nUZOXIsS5cuIjn5PmvWrCAh4SyBgdMAxQNdP79JuLsrRinl9l7LZDIWLZqLh0df3Nz6EBAwlRcvngOKUQK+vpPo29eRuLgj7Nq1Eze3Pnh69mPYME/+/PMGJUqUpEmTZpQoUUJjHbO0bEOPHopecSMjIypXrqpU9rkaNGiEm9sAdHV10dPTo3r1Gty/f08qt7z+NgqC8HkRDWlB+Ex88001bty4Jv3W19fHyqqddPN0//590tNfSDdguZ48ecyIEYO5ceM6/ft7oqv7+rJQs2ZtpZ7vNxUqVJh27TqwevUGpkyZRnDwTOmGbs2aFdSuXYfmzVvkmd6kpDuYmZmxbdsmhg71YMAAV65cSaRQoUKUK/clLVsqbvZzcnJYvHg+FhaWGBgY5FsOkZFhtGzZihIlSmJtbcP27erT/6ZvvqnO9evXpd8tW1pw7dpVHj16BCgaILa2nVS2i4s7wvjxo6lXryHNmn2b735yeXoOwdNziNp1+vr6HDt2lO7dO5KQcJaOHRVDRh88SKZ06TJSuNKly/DggWpPjp1dZ4yNTeja1Q4HB1vKly+PhYVlvmlKTX3GoUMH6NDBjg4d7Pjtt1/4888bSmHat7clPv4ImZmZgKIRZGfXWSUubcOFhYUSEDCVdu1sqF69ptK6iRN96NrVUWWb27dvU6hQIfz8JtG/vzN+fpPQ11cdXKWpDtWubU50dDTp6enIZDIOHNjH48eP8i0jgIYNG9GtmyPTpnmTlZWl1Tbvm2dQ1IuwsFB69LAnJSUFS8u2ee7jzz9vEB9/VKmOXb9+jR07tjF+fMF7ybQ9nh06dKJBg0bMnh2QZ1y2tp2IjY0G4NWrVyQk/K50nTA1NSMkZAumpmYq29aubc7kyX6UKmWqMb16enq0atWaJUtWMXv2AkJDt3Ds2FEATEyK07Vrd0JCtjB48HAmTx6n9LBRHTs7e6WHZJrqwPnz56hTp67aOtmkSTPOnftd475y7dq1k/bt7TA1NaNx4yaEhW2X1gUFzcPISNHDGhKyhZo1a6tsr+31IteePZGUKmXGd9+9rlfvU1bPnqVw585ttaMTmjZtxs2bNyhcuAienkOoX78hkyf7AfDw4QOcnPoSErIFB4fu/PjjKgA2bQpBT0+ftWs3sX79VkxNzVi+fIkUZ5UqVdm8eScWFpYsWjSXuXMXs2bNBrp06SaV+YIFywDNdaxNG2upfl25ksjBg/uwtGyjEq5Zs2+lB6v3799j+/attG2rGPWj6W+jIAifF9GQFoTPhI6OjjR8LZetbSepIR0bq74xGB8fR48eTlhb2+DrO0nrxoGX10S6d++Jnp4elSpVxtq6PSdOxHPy5HEuXrwg9TTnJSsri6SkJIoWLcby5T8ybVogixfPIzHxkhTm5cuX+PhMJCnpDhMm+GiITSEzM5Po6ChsbRVDsu3sOhEXd1htj8KbdHRQKjsDAwPatLGWeqkPHz5A+/a2KtsdPLifRYtWcP58glJP07NnKdK7cZcvX2LWLH/c3Z1Zv35tvnkARa/I3r2H8PAYxA8/jEAulyOX5ygNL83JyVF66JFr3brVlCjxBVFR+9m1K5rU1FS2bt2U7z737o2iUqXKVKnyDaVKmdK0aXN27FDulS5ZshS1atXh5Ml4MjJekZBwVu3DEm3DnTx5nMWLVxEZGc5PP53QpmjIzs7i+PFjeHoOZd26LTRu3IwpU8bnGV5dHerb141q1aoxZEh/Ro8ehrl5Pa0e0uQaMGAwOTk50k1+QbxLnnP16NGLmJgjWFq2wcdnQp7htm/fSvfuThQrpnhV4fnz5/j7++LtPS3fIcHqaHs8AcaOncDly4lERUWoXW9jY0tc3BFkMhnHjh3BwsISPT29AqdJE3d3Tzw8BmFoaIiZWWkcHLpz7NgRAAIDg2nbth06OjrUr98Ac/N6nD59qsD70FQHsrPVX0MzM2VK53BeHj9+RHz8UenVEltbe6KiInj58qXW6dP2epErNHQLbm7KQ7g/RFmp+3uSO7JIXVl8+eVX1KmjGH5erVoNaY6IkyfjiY+Po3//vri7OxMff5SbN18/6KtXrwGgeIjStm07hg71YN68WRQrZqwyLFsbp079xA8/DGf06HFUq1Yjz3CJiZcYNsyTHj2caNWqNZD330ZBED4/oiEtCJ+JxMSLVKnyjdKyWrXqIJfLuXr1cp6NwY4dO9OlSzdGj/bixYsXLFkyP999Kd4NW6s08UxOTg56enrs3RvJw4cP8PBwkYaFjxw5WOWJfG5vQKdOip6t8uUrULduAy5d+gNQ9KAPGeKBnp4uixevwNjYON90HT58gLS0NObPny0N99PR0SEsLFTjdpcuXVTpqVc8hIjm/PkEKlb8Wu1QWh+faZib12PatECWLJkvDSMvXvwLQkK2EBKyhRo1ajFhgjchIVtwcxugMR1JSXdISHjdY9WpUxeSk++RlpZKmTJllYYiPnr0kNKlS6vEERd3mE6dHDAwMKBYsWLY2dlz9qzmiYlycnKIjAzj/v17ODp2/v9EapeIjY3m2TPlieIUPYoxxMUdpVUrS7U9b9qGCwqaS/36DfDymsT06T55Thr2JlNTM+rWrUeFChUBsLd34Nq1K9JEP2/Kqw6lpj6jf//+bNgQytKlqzE2NuGrryrku+9c+vr6+Pn5Ex6+Q6vhrm96lzxfvXqFK1cSAUXjo3Pnrly+nKg2bHZ2NnFxh6WRDKBoFKSlpTFtmjfu7s4cP36M7du3qH29IC/aHveiRYvh5+fP0qULuH37lsr6UqVMqV69Jj//fIKYmD107GivJpb3s3PnNu7ff/3wLCcnB319fdLS0tiw4ce3Jk7LyTMvmuRVB+rWrc/Fi3+onQzu7NlflYY55yUqKgIdHR0mTBiDo2Nnli5dQHr6C2Ji9midPm2vF6Doec3OzqZhw8bSsvctq+LFv6Bixa85e/Y3lXW//fYrlSpVVntNfzv+3P1nZ8sZNWqsdF1dtWq90vvdRYq8nvvD13cGs2bNo3z5CmzeHMLUqQUbhbFt2yZmzPDFzy9A7cPnXAcPxjJmzPcMGTJCeo9c099GQRA+P6IhLQifgdu3bxESsobevV1U1nXo0JFFi+ZRoUJFtY3B3J44IyMjZswIIiZmjzT0Mi96enocP36MyMhdgGJoW1zcYdq0sSYgIJjNm3dKNzwAixatVBl+qOh5qCPdHD558pgLF85Rs2Yt0tNfMGLEYL77ri3Tps2UhjHmJyIijH79PAgL28POnVHs3BmFl9ckdu/Ouzdnz54I/vrrLlZW7ZWW16ljTkZGBitXLlU7jBWQ3j2uX78h7u6e+PhM4MmTx1qlVZ3Hjx8xdepkaWbn/ftjqFy5KsWLf0Hr1pbs3bubrKws0tLSOHRoP61bt1GJo3r1mhw+rJjBPStL0Xv79gRDbzt9+hRPnz5h+/ZIqdwiImIoVcqUyMhwpbAWFt9x4cI5wsO3a2wEaRPOwEBRfu3b22Jt3Z7Jk8epbYC8ydKyDefPn5PeT42LO0zlylVU6oimOnT8+DF8fX3JyckhPT2d7du3YGOj+pBJk6++Ks/o0V6sWrWsQNu9S56vX79KYOB0Kdy+fXtp3LiJ2rA3blzD2NiYcuW+lJZZW7dn584o6Zy0sLDEyck5z9cL1NH2uIPiPdjevV3yHIFha9uRbds28/z5c5WHfx/CuXMJbN26AVA8NNm7NxJr6/YUKVKE8PAd0jurV64kcvHiHzRv3lJTdHlSVwfMzevSoEEjAgKmSu+KZ2dns2HDj9y5cxsHhx4a48zOzmb37l14eU2SzsXw8L24uvZnx46tWs/Ar+31AhSz4Ddu3ESph/hDlNWIEWNYtGiu0jwVFy6cY8mS+QwZMgJQ/C3RZhRU8+YtCA/fjkwmQy6XM2uWPytXLlEJl5KSQvfunTAx+QInJ2cGDhxWoGHVYWHbCQ/fwcqV6zROAnj8+DEWLJjD/PlLlK4dmv42CoLw+RGzdguUKlXsYydBKICMjKJkZGTg6aloNOvq6mJkZMS4cV7Y2Skm7Sla1IjMTEPMzIzp06cnq1cvZ9myZZiZGWNsXAhDQ33MzIyVwgGYmdUhICCASZMm0bhxPbKysvD29iYyMlIlHQsXzsfPz48DB6LJzs7G29ubpk3V97aUKlWUkiUV+3BwcMDf35+6deuyZMkSpk+fTlTULuRyOSNGDMfS8ltWrlxJcvI9Tp48xsmTx6R4QkJCyMzMZNCgQaxatYoyZV6/A5iYmMi1a1dYvXqltC8AV9febNq0jvj4AxQtakRExEEuXjyPjo4OcrmcypUrs3nzJsqXV7wXp6enyxdfFMHMzJju3buxefNm7O1t0NfXx9BQHxOTwpiZGSuFAxg9ejiXL//BjBnehISESD0roaGqk3YtXLgQgFGjRiktb9fOkgcPhjJmzFD09PQoXbo0K1cux8zMmIED+/PkyQM8PV2QyWT06tULG5s2KvFNm+bLjBkzcHVVDC1s0aIFo0Z9j6GhYZ77jY6OoFevXlSuXE5p+bBhQ1m0aBEjRw574ziWpF07ay5evEjz5g1Vyqzg4RT/nzFjKr1792bBgiDmzp3LlClTMDc3p0+fPkppMjNrwrRpU/H1nUBWVhYmJiYsXboEMzNjzp8/L9XXlSu35FmH3N37cuPGZfr370N2djZOTk44OXUDYOvWrVy4cIGAANX3fN9Ov6trbxISfuXMmTPSsje9mT91y7TNs6trb54+fcDgwW7o6elRrVo1goNnUbKkMYcOHWLbtm2sXr0agF9/fUjFihXUpidXoUIGFCtmJIXJq14op7lgx3Ps2FEkJPyGjo6OynWne/fOzJ0bxJgxYzAzM+aLL4qgr6+HmZkxycnJas/vN2VkFJXizTV50iTq1qtHnz59CAiYjq+vL+7uvcnKysLFpS8dOyoelK1YsRx/f3/Wr1+Dnp4eCxcuoFo1xWiEgQMH0rt3b6yt8270aFMHFi9ewLp16xg9WvGgIjMzk+bNm7Njx3ZKliwJIIV9+1gcPHgQHR1wdu6pNEngsGGD2LlzGxcvnqFNmzbS8jevp2/S9noB8OjRfapWraRSZ963rLp0saNcOVOWLVtGcnIycrmcsmXLEhw8m2+/Vcwp0br1t2zYsJZp0ybh6uoq1QNAqV54eY1m1qxZDBzoSnZ2NrVq1WLqVB+KFSumdEzMzIz5/vthjB37PYUKFUJPT4/AwAClvOVVxzIzM1m5cgnFihXDz2+itNzW1pahQ4cqlduKFYvQ0YE5cwKlcI0aNcLPz69Afxs/Fk3Xh3+TzKxMDPW1myzz3yw7IxM9o38+H7LMLAwMtW/qZcky0TdQTadclo2uwfuPqpBn5f+ZyU+NTk5BPjAqfJYG+O/nwVPt370ShI/t/u+hlDZ3QFdfu55qQSHz+UOe3TmNWa13/0TX506e9YoHFyIp2yD/T2F9Lj6HehE114EbAZp7e/MTc+UJZkUNaPLVp9HI+JhEWQn/hCpTwnAKHfqxk/Hetvdazol8RqP8HVpFhjF9rPavhPjOtWfJpP4qy4fPXMfVOcffOz3VvCx4+DDtveP5O+jq6rxTx6IY2i0IwidFnp1JEdNqohH9DjJfPKRE5Vb5B/wPe/XsHiW/yXtG7M+RqBcKero6NCgnRmhpQ5SVIAiCGNotCMInRlfPEJPyqp9UEfJXrIzqZ3IEZUVKVf7YSfjHiXqhYPNNiY+dhE+GKCtBEITPrEc6KSmJGjVq4Ovrq7T80qVL1KhRg/Dw8Dy2VO/QoUPSOzFWVlYkJeU/u2quiRMnFmh/4eHhTJw4Mf+AWhg4cCDJyZq/9SgIgiAIgiAIgiC8m8+uR/qLL74gPj6e7Oxs6XMD0dHR0gQfBWFtba1xIo1/q9xJZwRBEARBEARBEIQP77PqkQYoWrQotWrV4vTp09KyEydO0LKl4pMNmzZtomfPntjb29OtWzdu3LjBTz/9RO/evaXw4eHh+Pn5qe0lfv78OSNHjqRXr160bduWyZMnk5OTQ05ODjNnzqRDhw64urpy+/ZtQNFLbmVlJW2/ePFiFi9eDEBERAQdOnSgR48eHD16VArzZu/3qVOncHV1BcDV1ZXhw4fToUMHLl26pDYvb28vCIIgCIIgCIIgfFifXUMawM7OjtjYWADOnTtHjRo1MDAw4Pnz5xw8eJCNGzeyZ88e2rRpw+bNm/n22295+PCh1PiNiIige/fuauM+evQotWrVIjQ0lNjYWE6fPs0ff/xBbGwsFy9eZM+ePSxcuFCKKy/JycnMmTOHzZs3ExoayosXL7TKW40aNYiNjaVChQpq8yIIgiAIgiAIgiD8vT67od2g6JFdsGABcrmcmJgY7OzsiI6OplixYsydO5e9e/dy8+ZN4uPjqVWrFjo6OnTr1o3du3fTvXt3Hj9+TP369bl+/bpK3Pb29pw7d46QkBBu3LhBSkoK6enp/PLLL9jY2GBgYEDJkiWxtLTUmMazZ8/SsGFDTE0V367t3LkzP//8c755q1dP8S3CvPIiCIIgCIIgCILwb/OpfMNcW59lQ7po0aLUrFmT3377jZ9//pmxY8cSHR3NvXv36NWrFy4uLlhaWmJqasqlS5cA6NatG56enhgaGuLg4JBn3Bs3biQ2NhYnJydatmzJlStXyMnJQUdHhzc/ya2vryjat5dnZWWhr6+fZ/hcueuysrKUlhcqpPjkz71793B1dVWbF0EQBEEQBEEQhH8T8R3pT4SdnR1z587F3NxcaqQWKVKEr7/+Gnd3d+rWrcvBgwfJzs4G4KuvvqJs2bJs27ZNY0P6xIkT9OrViy5dupCRkUFiYiJyuZwWLVoQExNDZmYmz549Iz4+HgATExNSUlJ48uQJmZmZ0vLGjRvz+++/k5ycjFwuJzo6WtpHiRIluHbtGqCYOVyd8+fP55kXQRAEQRAEQRAE4e/zWfZIA7Rt25YpU6YwatQoaZmBgQFyuZyOHTuSk5ND06ZNuXr1qrS+Y8eO7N+/nzJlyuQZr5ubG1OnTmXVqlUUK1aMhg0bkpSURM+ePTl//jz29vaYmppStWpVAIyNjfH09MTR0ZGyZctSt25dAExNTfH29sbd3Z3ChQvzzTffSPsYOXIkM2bMYMmSJVhYWKhNR6tWrdi6dWueeREEQRAEQRAEQRD+Hjo5b44v/g/Lyspi/Pjx2NraYmNj87GT848a4L+fB09ffuxkCIIgCMI7iZrrwI2AHh87GYIgfEBVpoThFDr0YyfjvW3vtZwTDv/89alVZBjTx+7ROrzvXHuWTOqvsnz4zHVcnXP8vdNTzctCDO3+HOXk5NC6dWt0dHRo167dx06OIAiCIAiCIAiC8C/22Q7tLggdHR1++umnj50MQRAEQRAEQRAE4RMghnYLgiAIgvBJk8sy0TUw/NjJEAThA8rMysRQ/9M/r7MzMtEz+ufzIcvMwsBQ+z7TLFkm+mquo3JZNroGeu+dHnmWnMdPX7x3PH+Hdx3aLXqkBR4/fo5cLp6nCP88MzPjf+37MsLnTdS9z1HGx06AVkTdEz6mT6/+fRrndf4+lXz8fen83L4hDeIdaUEQBEEQBEEQBEEoENGQFgRBEARBEARBEIQCEA1pQRAEQRAEQRAEQSgA0ZAWBEEQBEEQBEEQhAIQDWlB+ITcu/cXlpbNcHd3xt3dGTe33gwZ4sGhQwekMGvXrsTCogl79+5W2vbly5e0b9+a8eNHS+HmzZslrZfJZHh7T2DYME9SU1M1puP69Wu0b99aSoe7uzO3b99UCnPp0h+0bduClJQUjXH99ddd7OysSEy8KC3buXMbffp0x93dGT+/yaSmPtMYx5t27tyGhUUTLlw4r7Q8IGAqXbvaSel1celJcHAgjx8/ksJYWDTB0bEzb3/MILdMc9NoYdFEKV9nz/5Gp07W7N+/T+t0qrN16yZcXJxwc+vDqFHDuHs3CYDU1Gf4+k6iT5/ueHj0ZefObRqtoq0iAAAgAElEQVTjSU6+T9eudmrLXl155yclJQUrq1bMmTNTafmZM79iYdEEf38/lW2GDx9E+/atCxzO1dVJaf22bZvo1q0j165d1ZjGjIxXBAZOw9XVCRcXJwIDp5GR8UrjNgsXzpXOhzddvXoFB4cOGrfNde/eX1hYNGHPngil5Vu2bCQgYCppaWlSnevVqytWVq2k30uXLnyvPL9p8uRxSufz244ePYSHhwuurk6MGzeKZ88UdeP58+dYWbVUOpfPnPk13/0V5FxZvXq5UpgjRw4yfPggAKKjo7CwaMLatSuVwuTk5NCzp4NK2aijbR60qSOpqan07OnAkSMH893v2rUrpXwMHz6I4cMHIZfLpfUpKSlYWDRR2iYiYiddunTBxaUnLi5OzJjhw/379wE4ffqUlP4uXTpgb99O+n3o0H4pjuPHj2Fh0URpGYCjY2eio6PyTTdAWloabm6987wOyGQyZs8O+H86e7J48Xyys7M1xpl7nud6+vQps2b506tXV9zc+tC/vzNbtmxQimfMmO+l65SjY+cCXZcKYvjwQSp1TJ28rsFvionZo1TXevbswnffNefJk8d4e49XWtehw3dMmDDm78iSIAj/AmLWbkH4xBgZGRESskX6ff/+PUaNGoqeni5t2lgDUKZMWWJjo+nUqYsU7ujRQxQuXERtnC9fvmTKlHEYGRVi/vylGBkZaUzD+fMJtGtny4QJU9SuT0lJITh4JjKZTGM8GRkZzJjhQ1bW63BnzvzK5s0bWLlyHaVLl2Hfvr3Mnh2Av/9sjXHliogIx8bGjh07tmBurtzwc3JyxtnZFVDcqG/cuI6xY0eydu1G9PT0pOUJCWdp0KCR9PvIkYMYG5uo3d/x48eYNcufqVMDadq0uVZpVOf06VPs3RvJypXrKFq0GOHhOwgMnMbSpatZtGgehQsXZtOmHcjlciZNGku5cl/RqlVrlXhiYvbw44+rePTooco6deWtjT17Imjd2pIDB/YxaNAwTEyKS+tKlTLlxIl4Xr16RaFChQBFnbxz57ZSHNqGe9OqVcuIizvM8uVrKVu2nMY0rl//I9nZ2axfv42cnBymT/dh48YQPD2HqA0fHR3NgQMx1K5tLi3LysoiLCyUzZs38PJluuZCeYOuri5LliygXr0GVKxYSWmdsbGxdL6eOfMr8+fPVjp/327wFSTPuTZvXs+5c2exsmqvdn1i4kXmz5/NihXrKFfuSxYtmsuqVcsYN24yf/xxnvr1GzJ//lKt85tL23Nl27ZNNG3aXAr3ttzr1YABg6VlCQlnych4RaFCmq9FgNZ5yK+O5OTkEBDgx4sXz/PdJ0ChQoUoXLiw9PvixQts2PAj7u6easMvWbKAa9eusHLlSvT1iyGXy4mNjWbIkP6sWhVC06bNpbqxdu1Knj1L4YcfJqjEs2vXTmxs7AgN3YK1tY1SegoVKqwS/m0//XScRYvmcf/+vTzDhIWFkpKSwoYNocjlcr7/fiCHDx+gfXtbjeWRe26npaUxdOgAunTpytixE9HX1yc1NZXg4EBmzPBl6tQAQHHd+ye8fazU0XQNfpOdnT12dvaA4prx/fcD6dvXjZIlSyn9nbp06Q+8vSeoPYaCIHweRI+0IHziypYtx4ABQ9iyZaO0rHnzFvz55w0ePEiWlu3btxcbGzuV7VNTUxkz5nu+/LI8AQGzpUZ0YuJF3N2d1e7zwoVz3Lr1Jx4efRk4sB9xcYeldXK5nOnTfRg8+Pt80z5t2jTs7DpTvPgX0rLExEs0adKM0qXLAPDdd1acOBGfb6McFI2StLRnDBs2kvj4YyQn388zrI6ODv36efDq1SulmzkbGztiY2Ok3+fO/U6lSpUpWrSoShyxsdHMmzeLuXMXqW1EOzp25t69v5SWBQXNICJip0rYUqVKMXbsRIoWVXzHsGbNWtKN7uXLl+jQoSN6enoYGBjQooUFR48eUonj0aOHxMfHMXfuYrV5njdvlkp550culxMZuQs7u87Ur9+QyMhdSutNTEyoX78Bx44dlZbt27dX5YZb23C5+5wzJ4gzZ35l2bI1Sg1Kd3dntb1WDRo0ws1tALq6uujp6VG9eo08Gwo3b/7JmjVrVBo8V64kcv36NQIDg/MsD3WMjIzo3duFqVO9taqn6rxLnkFR50+d+gkHhx55xh0bG0OnTg6UK/clAB4eg3F27gcozuXU1FQGDXKnf39ndu1SrZt50fZcGTRoGNOn++Q50qVq1W8oXLgI588nSMtiYvYoXa8ePXqIu7uz2gdE2uYhvzqyfv1aqlT5hipVqmqV/xo1alGvXkPpt5vbALZt26QyGgbgwYNkIiPDmD49iHLlFMdWV1cXOzt72rSxZuPGEK32efduEmfP/saIEWNISrqjtK8GDRpRvXoNALy8RnL8eJzaOHbsCMXXdwalSpnmuZ/evV2YPn0murq6pKY+4/nzNKUHaOpUqlSFpk2/BRQ979Wr18DZuR/6+oo+GxMTE7y9p/Hbb6e5dOkPAgOnATBy5GDpWh0ZGc6AAa50796JlStfPxg5fvwYAwe60b+/M0OHenDhwjlA8cDhhx+G069fL6ZP9+HWrZsMHeqBh4cLHh59CQ/fAUDduvWpWbM28G7X4Lxs2hRCiRIl6NpV+fyTyWQEBExl5MixlClTVmMcgiB8ukRDWhA+A998U40bN65Jv/X19bGyasf+/Yqb3Pv375Oe/kLlBvHJk8eMGDGYGzeu07+/J7q6ry8JNWvWVuo5e1OhQoVp164Dq1dvYMqUaQQHz5Ru9NesWUHt2nVo3ryFxjRHRUWQlZVFly7dlJbXqWPOb7+dlm5goqN3I5PJePYs/+Hdu3btpH17O0xNzWjcuAlhYdvz3ebtsmvf3pb4+CNkZmYCiht6O7vOKtuFhYUSEDCVdu1sqF69Zr77yTVxog9duzqqLK9S5RsaNmwMQGZmJitWLKFt23YA1K5tTmxsNFlZWaSnpxMXd1hpSHouU1MzAgODqVjxa5V1eZV3fk6dOklGxiuaNGmGra094eHbycrKUgpja9uJ2Nho6fehQ/vVNpC1CZednc2MGb5EROzEzc1DpdEfErJFuiF+U7Nm30r5vn//Htu3b5XK703p6enMmOFLUFAQRYooN/hq1zZn8mQ/jQ2MvPTr50GRIkWUbv619a55fvToIQsXzsXX11/p3H3bnTu3yM7OZuLEH3Bz68O8ebOkvOvp6dGqVWuWLFnF7NkLCA3dovSwQxNtz5UOHTrRoEEjZs8OyDOuN+vGq1evSEj4XekaYmpqRkjIFkxNzVS21TYPmurI6dM/c/bsmTxHMKjTpEkzXF3dpd8VK37NsGGjmD7dW6VX++LFC3z9dWVMTFRHtjRp0oxz537Xap+RkWG0bNmKEiVKYm1tw/btr6/RXl6TKF++AgBz5izCwuI7tXHMm7eYWrXq5LsvfX19li9fTK9eXSlRoiT16zfUGL5IkSLMnDkHgPPnz6kNb2RkRL169Tl37ncmT1a86rFo0UqpsWloaMjatRtZvXo9oaGbSU6+z507t1m1ailz5ixk3botjBs3hSlTxvHy5UtAcSx//HEzvr4z2LJlAy1bWvLjj5sIDl5IQsIZ5HI5bm4DaNRIMez8Xa7B6qSkpLBt22ZGjPhBZd2ePZGUKmXGd9+11VhmgiB82kRDWhA+Azo6OtKQuly2tp2khnRs7F5sbTupbBcfH0ePHk5YW9vg6ztJpYGUFy+viXTv3hM9PT0qVaqMtXV7TpyI5+TJ41y8eAEPj0Eat798OZGIiDCmTZumsq5+/YZ4eAxk8mQvBgxwRUdHFxOT4hgYaH4T5fHjR8THH5WG3Nna2hMVFSHdbOVFR0cHI6PXZVeyZClq1arDyZPxZGS8IiHhrNqHAidPHmfx4lVERobz008npOXXr1+T3o979Ogh48aNwt3dWeWd9bw8ffqUH34YTuHChaVe/eHDx6Cjo0P//s5MmuRF06bN0dc30Co+eF3e48ZN1nqbXLt2hdG+vS36+vpYWFjy6tUrlfdHW7Wy5PLlSzx58phz537n668rqW0waBPu9u1bGBgYMGXKVAICpmkcVaBOYuIlhg3zpEcPJ7VD34OCZuDo2Ivq1asXKN786Orq4uMznejoKE6f/rlA275LnrOyspg6dQojR/6Aqanmhn9WVhYnTsQzbtxk1q3bTMmSpZg92x8Ad3dPPDwGYWhoiJlZaRwcunPs2BGt0q3tuQIwduwELl9OJCoqQu16Gxtb4uKOIJPJOHbsCBYWltLrFvkpaB7eriP3799n8eL5+PpO13qfeenSpRvVq9dg7lzV99Xzur7KZJno6OjkG3dmZibR0VHY2iqucXZ2nYiLO1zgc6Qghg4dQUzMEcqV+1JljoT8ZGfnlV9ZnvnNfbBWqpQpJUqU5OnTp5w+fYrHjx8xatQw3N2dmT7dBx0dXZKS7gBQp05dqdfb0rItW7ZsYPLkccTFHWH06HEaHzKpo+4arM7u3eG0bv0dX31VXmVdaOgW3Nw8CrRfQRA+PaIhLQifgcTEi1Sp8o3Sslq16iCXy7l69XKe77Z17NiZLl26MXq0Fy9evGDJkvn57kvxjuFa0tNfSMtycnLQ09Nj795IHj58gIeHizQsfOTIwSrDUvft28uLFy/o3bu31OCcNs2b48fjSE9/QYMGjfnxx82sXbuR1q0VvSr5DSuMiopAR0eHCRPG4OjYmaVLF5Ce/oKYmD15bpOTk8Ply5eoWlW57BS9YzHExR2lVStL6SbtTUFBc6lfvwFeXpOYPt1HmpSmatVvCAnZIvWeBQcvJCRki9L76nm5du0qAwf2o3r1GgQGzsHAQNFYfvHiBcOGjWTjxu0sXLiMnJwcypdXvXnLS255DxnioVLemty/f4+ffz7BoUP7cXTsjLNzD7Kzs5V6wQAMDAxo08aKgwf3ExOzV22vpLbhypevyOTJftjZ2WNp2QZv7/FSj2d+Dh6MZcyY7xkyZAT9+qnexD54kExCwllCQ7fg4ODAmjUrSEg4i5fXSK3iz0+ZMmUZN24S/v5Tpcm8tPEueU5MvMhff91l8eL5uLs7ExkZzuHDBwgKmqES1tTUjObNW1CqlCm6urp07NhZGhK8c+c2abIrUJwT6up7XrQ5VwCKFi2Gn58/S5cu4PbtWyrrS5UypXr1mvz88wliYvbQsaO91mkoSB7U1ZEjRw7y6tUrxo4dibu7M5cvX2LZskVqh/9qY/x4b37//Qz7978efVGnTl2Skm6rHUly5sxvmJvXyzfew4cPkJaWxvz5s3F07Iyv7yR0dHQICwt9p3Rqcu7c79Jx0tfXx87OnitXErXevm7d+pw9+5vK8vT0dC5duphnft88borGdg5yeTaNGzeTrqshIVtYuXKdNMLqzXefW7VqzbZt4VhZtePq1cv069db6RWn/OR1DVbn0KEDdOyoeg27ciWR7OxsqXdbEITPl2hIC8In7vbtW4SErKF3bxeVdR06dGTRonlUqFBRbUM09ybByMiIGTOCiInZozT0Vh09PT2OHz8mvSt7//494uIO06aNNQEBwWzevFO62QHFsL23h6WOGjWWbdvCiYyMlBqcfn7+WFh8x6NHDxkxYrA0NHL9+h9p185GY49NdnY2u3fvwstrEjt3RrFzZxTh4Xtxde3Pjh1bVWYWzt1m3brVFC/+hcokSBYW33HhwjnCw7fneUNvYGAIKHpQrK3bM3nyOF690jxLtCYPHiQzatQQ3N09GTlyrFLPWGRkGGvWrAAUw/GjoiI1TvrzttzyfrOBn1vemkRGhlOvXgMiImKkcl27diNXrlxWep8VFA2qmJgoEhLOaBzWn1+4N0cejBrlRXZ2tsbZqHMdP36MBQvmMH/+Emxs1JdN6dJliIzcR0jIFiIjI/H0HEL9+g2ZM2dRvvFrq23bdnz7bUt27Niq9Tbvkmdz83qEh++VjqmDQ3esrNozcaKPStg2baw5eTJeatwfO3aEWrUU5+S5cwls3boBUMwOv3dvJNbW6ictU0ebc+V1muvSu7cL69evVbve1rYj27Zt5vnz5yoPBjXRNg951ZE+fVzYvj1SKssaNWoxbNhItcN/tWFiYoKPz3SlYf5mZqVxdOzN1KlTSE5+3bDbu3c3cXGHcXFxyzfeiIgw+vXzICxsj3Q+enlNYvfu/EfeFNSZM7+yePE8srKykMvlHDiwj0aNmmq9fffujty8+ScbN4ZIs3SnpqYSEOBH/foNpUn+9PT08h0J1bhxM3755Wdu3boJKCZLc3PrQ0ZGhkrYqVOncOjQAdq16/D/952Lqp15Wx1N1+C3paamcvfuHerWra+y7vffz9C4cROtRhkIgvBpEw1pQfjEZGRkSEOHPTz6Ehg4jcGDh9OypYVKWBsbOxISzubZQ/imChUqMmGCD8HBgVy9elnjZGN+fv78/PNJ+vXrhZfXSEaOHEulSpXz3YemSZNyVaxYCRcXNwYNcqdPn+7IZJl8//0oIO8J0E6ejCcnJ0dlMjUnJ2eePHksDb3evn0L7u7O9O+vKLvk5PvMmbNQJT4jIyMsLCyRyWRa3dDn3nS93Ru4c2eUNMFTrrwmugkJWcPLl6/YuTNUOr4DBypurl1d3Xn48AGurk6MHDkUT8/B0juOa9askBrZ70rdxEQymYw9eyKlSalyVahQkXbtbAgNVe6VNjevx8uXr2jZsrXGHk1tw0HuA55ZHDlykMjIcCDvOrR06QIgh6Agf6n8cofXRkTsVNtTWxB5HTd1Ro8e984TDBUkz5q8mWcLC0ucnJwZPnwQLi49OX/+HOPHK2bcHzNmPA8fPsTFxYlBg/rTtaujNGGUNnWroOdKv34eSjOlv8nSsg3Xrl3B1rajyjpNk41pmwdNdUSTghz7XA0bNqZXr75Ky4YMGU6HDnYMHToUV1cnevfuxq+//sKKFT/mO0P71atXuHr1Mj169FJabmvbCWNjE5XPXmmabCwvb9aZvn3dKFOm3P/LqQ96enoMGTJcJVxeihYtxsqV63jwIBkXl564ujoxfPhAatasLc3YDYqHPMOHD1Kap+JtlStXYfz4Kfj5TcbNrQ+rV69g1qx5FCmi+hUKd3dPDhyIwc2tD4MGuWFp2UblQem7XIPf/ttz9+4dSpUyVXsNu3PnjtYz7guC8GnTyVHXVSMIgvAvNWLECBYvVj8rtfButm/fTtmyZbG0tPzYSfnXOnHiBLdv36ZPnz4fOyn/mJs3b7Jz5068vLw+dlI0kssy0f3/CJG/w3/x2Gvy/Plz/P39CQoK+thJET4RmVmZGOp/mHM0OyMTPaO/73x/F7LMLAwM//1fFM6SZaKvxbVSLstG1+D95otQG2+WnMdPX+Qf8CPQ1dWhVKliBd5ONKQFBvjv58HTDzssTBD+DrKXz8hI/YtiZWp97KR8Vp7dOY3JV43Q0f3wfzg/F6l3f6dYmZro6hfKP/Bn4nnyRQoV/wr9QprnJ/jYouY6cCMg789/va+jf6bQrLwxRf6GG8tP0YXkFxQvpE+F4vl/41sQAKpMCcMpdOgHiWt7r+Wc0PC5v4+hVWQY08fmPR/Lv4XvXHuWTOqfb7jhM9dxdc7xD77/al4WPHyY9sHj/RDetSH97398IgiC8H8GhYtjUPjffVP/KSpeQft3H/+rTL5q8LGT8I8rVkb1k1v/RW0qa//d9f8C8zJF8w8kCILwH/DJvSM9bdo0HBwc6NixI+bm5jg4OODg4EDbtm3VDvc8dOgQCxeqvgP5oYSHhzNx4kQArKysSErSblKLXPfv32fSpEkA/PXXXwwZMoTOnTtjb2/PqFGjePz4sRT2xo0b0vrOnTszduxYnjx5AsD+/fvZtGnTB8qVIAiCIAiCIAiCkJdPriHt5+dHZGQkq1atonTp0kRGRhIZGUn37t3Vhre2tmbUqFH/cCq1FxgYiKenJwC+vr7Y29sTFRXFnj17qF27Nn5+fgAkJyfTr18/nJyciIqKYvfu3VSrVo3hwxWTf9jY2LB//36lhrcgCIIgCIIgCILw4X1WQ7vPnTtH7969SU5Opnv37owYMYLw8HB++eUXgoKCsLKyol69ely6dIng4GBGjx7N4cOHAaTe7OLFi3Pr1i18fBSfEAkKCqJs2bLY2dkxefJk0tLSePDgAd26dcuzgf7mPgFcXV2lBm9wcDByuZxq1arx/fff8+DBA6pWVXwL8dGjR0qfsOjbty/nzyu+9bl161a+/fZbrKysAMX3FQcOHEj58uXJyspCX18fGxsbNm/ezMiRH+abqIIgCIIgCIIgCIKqT65HWpPHjx+zYcMGwsLCWLt2Lc+fP1cJY2lpSWxsLCVLllQbh729PQcOHCA7O5ucnBz2799Pp06d2LNnD/b29mzfvp2oqCjWr18vDasuiJs3b7J+/XpmzZrF4cOHadTo9WcZfvjhB+bMmYOlpSUTJkwgLi6OZs2aAXDp0iXq1KmjFJeenh729vbS5xeaNGkiPRgQBEEQBEEQBEEQ/h6fVY9069atMTQ0pGTJkpQoUYJnz56phKlfv77GOEqWLEnNmjU5deoUBgYGVK5cGTMzMwYMGMDPP//M2rVruXr1KjKZTKn3WFuVK1fG2NgYgFu3blG58utv71paWnLs2DFOnTrFTz/9RHBwMHv37mXZsmXo6OhgaKh5yvqvvvqKW7duFThNgiAIgiAIgiAIfyczM+OPnYQP6rNqSOf2zIJi6LO6L3sZGRmpXZ87PBrAwcGB6OhoDAwM6Ny5M6AY4n3nzh3s7e1p164dJ0+eVBu/urhlMpn0/0KFCimFy91nSkoKy5YtY/LkyVhaWmJpacmwYcOwsLDgyZMnmJubc+HCBaX9yOVyRo4cydSpUzE1NUVfXx8dHR3tCksQBEEQBEEQBOEf8rl9/uqzGtpdECYmJqSkpPDkyRMyMzOJj4+X1llbW3P69GlOnDhB+/btAThx4gQDBgzAzs6OP//8k+TkZORyudq4S5QowfXr18nJyeHOnTtcvnxZbbiKFSty9+5dAIyNjTl8+DARERHS+mvXrlGqVCmKFy9Or169iIuLIy4uDoCcnByWLVvG48ePMTU1BSApKYmvv/76/QtHEARBEARBEARByNNn1SNdEMbGxnh6euLo6EjZsmWpW7eutK5QoUL8j707j6sxexw4/mlTzNiGyi6MYTAYYxtzZW2zT0KlTRihskUoRGXft5nQyL6WGiJMEWHsg5B9p2RtItXt9vujb8+47q17w4zhd96vl9fLfZ7znOec557ndM9zlqdJkyZkZWXx2Wd570scNGgQY8aMwcjIiAoVKtCgQYMCX3XVqlUrwsPDsba2pkaNGnz33Xdqw7Vr1w4fHx8gb77zsmXLmD59OgsWLMDIyAgTExN++eUX9PT0MDY2Zvny5cycOZPZs2eTk5NDvXr1WLJkiRTf0aNH6dChw/u6RIIgCIIgCIIgCIIaOrkFjU8W/hWenp54e3vz1VdfvXNcDg4OLF68mHLlyhXpuP5Be3j4tOjzvQVBEAThQ9s+pzvXg3t+6GQIglCAmn7h9N40+L3EtbnPzxzq/t+633+ICmfKqB0fOhkaTZzThcXj+mkM5zltJVdmJ7z389f2kYmh3cL7NW7cOEJDQ985npiYGKysrIrciBYEQRAEQRAEQRCK5v/t0O7/isqVKzNjxox3jsfa2vo9pEYQBEEQBEEQBEHQRAztFgRBEATho6XIzkLXoPDXQwqC8OFkybMopv9+7tGczCz0DP9b93t2lhyDYv/9vkl5dhb6WtSViuwcdA303vv5FXIFj5++eO/xvg9vO7T7v/+tC/+4x4/TUSjE8xTh32dsXPI/O19G+LSJsvepyfzQCdCaKHvCh/Thyt/7vEc/nvv9v+fDXbtP7R3SIOZIC4IgCIIgCIIgCEKRiIa0IAiCIAiCIAiCIBSBaEgLgiAIgiAIgiAIQhGIhrQgCIIgCIIgCIIgFIFoSAuCIAiCIAiCIAhCEYiGtCB8RB48uI+5eXPc3Bxxc3PE1dUeDw93YmP3SmFCQ0OQyZoSHf2b0rEZGRlYWLRmzJjhUri5c/9+h3l2djb+/r4MGTKAtLS0QtNx7dpVLCxaS+lwc3Pk9u2bSmEuXjxPu3bf8+zZM7VxXLx4Hnt7e9zcHHFx6cPu3Tu1vg7Pnj2jffsfmD17mtL2U6dO0L79D1KaXFz64O3twfHjR6UwwcEByGRNOXXqhNKxDx7cp3XrZtI1CQ4OYP36NdL+9PR0hg4diL//GLKysrRO65tOnTpB//7OuLo68NNPbly4kAhAbm4uy5f/jJNTL5ycehEUNIlXr16pjSMyMhwnp964utozduxIlWucnZ3NwIGuSunXRv/+zjg59eLNtyLKZE2xs+uqsj2/rCUlXShyuNfTfPr0STp37sCePTFap3Xz5vU4O/cucP/hwwm4utrj4GCLv78vL16ka4wzODgAR8eeZGRkKG23sGjNgwf3WbMmTCpbFhat6dWrm/T53r27eHr+xL59v0vHpaY+xMmpF/PmzUShUBR67vPnExkwwIW+fe0YNmwwjx49eqdwrytKndCliwWPHyvH6ezcW7pf7Oy60rGjjJcvXyqF2blzOzJZU6X8a3LgwH4sLMwL3F9QXufPn6VU93Tp0hFXV/tCz3Xq1AlksqZa5xPg5MnjeHkNwt7+R1xdHRg+fAhnzpwG4K+//pLO36dPD6V6Z8mSBVIcBdVVwcEBBAcHaL5I5NUNQUGTCr2f4+P34eqaV596e3tw795djfG+Xg/K5XJWrQr9X/3TGyen3syZM4O0tOdS+JUrl3Pw4H4p/UWtX7QVGhqCp+dPGsMdPXqE/v2dcXNzxN29L8eO/aE23J07txk6dCBOTr0YONCFW7duAnnXddmypdjb/4ibmyOzZ08nM1OsBi0IgvZEQ1oQPjKGhoaEha0nLGw9q1ZtJCAgmGXLli6FR1cAACAASURBVLB/f6wUxtS0gkrDdP/+WIoXL6E2zoyMDHx9R5CTk8O8eUsoVapUoWk4d+4MHTtaS+kIC1tPtWpm0v5nz54xa9Y0srOz1R6fm5uLn98YvL29CQtbz+zZC1m0aB537tzW6hrs2BFJ69bm7N0bo/RDD6By5cpSmlav3oSX10gCAydy/nyiFMbUtAIxMdFKx8XERFO27Bdqz/f06RO8vQdRq9aXTJkynWLF3u4dltnZ2UycOA5fXz9WrdqAq2t/AgMnAnDgwD6OHTvCypXrWbNmM69evWLLlg0qcdy/f4/ly5eyZMkyVq3aSIUKlQgNDVEKs2DBHB48uFektJ0/n0hWVib6+gYcPXpEZX9ubq7UiMj/vG/f75QsWeqtwuVLSDjAxInjCAiYiqWltVZpPXv2T9atW13g/qdPnzJ16mSCgmayYUMElSpV5uefF2sVd3LyAxYsmK12n7Ozm1S26tT5miFDvKXPlStXUQp79+4dhgwZgJVVJ0aMGIOubsF/brOzs5kwwRdv75GsW7eVtm07MH36lLcOp462dcLLly8ICpqk8jDkdaVLlyE+Pk5pW0xMNF98UU6rtEBe42bJkvmA+vMUltfhw0dL133atNkUK2aIv//kQs9nZGSEkZGR9FlTPhMS4pk5M5hBg4ayceM2Vq3awIABg5kyZQJHjiRQsmRJKQ2+vv5K9c7QocOkeAqqqwwNjTAyKq7xOt28eYNhwwYr1e9vysx8RWDgBIKDZxEWtp4ffmjN/PmzNMZtaGhI8eJ5aQgIGM+NG9dZunQFa9duJixsPRUqVGDQoH68fJn33teTJ48jl8s1xvuujIyMpHQVJD09ncmT/fHzCyAsbD3jxwcwceJYKa2vmzLFn+7de7J27Rbc3Qfh7z+G3Nxcdu7czuHDCSxfvpqwsPWUL1+e5ct//qeyJQjCJ0g0pAXhI1ehQkX69/dQ6h1o0eJ7bty4zsOHKdK2mJhoLC1tVI5PS0tjxIihVKpUheDgmRgaGgKQlHQBNzdHtedMTDzLrVs3cHfvy8CBLko/qhUKBVOmTGDQoKEFpjkrKwt394G0atUKABMTU8qUKUtq6kON+VUoFERFbcPGpiuNGn1LVNS2QsPXrv0VdnZ92Lx5nbStQwdLDh06QGbm3z2+sbF7ad++o8rxycnJDB06kDZt2jNypK9Kgyg0NESlIZuQEI+Pj7dKXAYGBkRG7uKrr+qSm5vL/fv3KF26DABt2rTn559/xcDAgJcvX/Ds2VNKlSqtNv9yuZyXL1+iUCjIzHyl1LCPiYnmxYt0vv9eVuh1eVNk5FZatWqNpaUNmzerNuAtLW3YvXuX9Pns2T8xM6vBZ5999lbhAHbv3sncuTOYM2chzZq1kLZPnx5IZORWtel88uQx8+bNVGqsvOn48T/4+ut6VK1aDYAff7Rj795dhTYO89nZ2XPkSEKhDRdNrly5jLe3B+7uP+Hs3E/aHhm5lenTA1XCX7x4nhIlPqNhw8YAdOnSnZMnj/P8+bO3CqeOtnWCpaUNjx6lsmHD2gLjsrS0Yc+ev7/j5OQHZGS8pFq16tK2FSt+YcWKX9Qe/+rVK6ZMmYCX14gCz6FtXmfMCKJPH0dq165TYFwAZmY1adaspdb5XLJkAcOHj6ZBg4bStgYNvsHbexRLliws9Fz5Cqur6tdvQIMG3wCFX6uIiM106dKDdu1U66Z8OTkKcnNzSU/PG3WRkZGh1cO+Zs1aULNmLRITz3L+fCL+/pOlOkdfX5++fV2pXt2MyMhwwsM3c+nSRZYuXUh8/D4g7++Ah4c7vXt3Z+zYkdJIjps3bzBixFDc3Z1wc3Nkx44oIG9UgKurAx4e7ri62pOeno6/v6/UozxjRhAKhYI6db6mYcNvgYLvGblczqhRvtSsWQsAM7Ma5ObmqozOSU19yK1bt+jY0RKA77//gYyMDC5fvsSlSxdp3boNJUvmvdvW3LzdO933giD8/yMa0oLwCfjyy9pcv35V+qyvr0/79h2lH7vJycm8fPlC+tGR78mTx3h5DeL69Wv06zdAqZFYt249wsLWqz2fkVFxOna0Yvny1fj5TWbWrGnSsN0VK36hXr36tGjxfYHpNTQ0pEuXHtLnqKgIXr58Qf36DTTm9ejRw2RmvqJp0+ZYW3chImKzxl6SL7/8imvXrkmfy5QpS/36DUlIOADAmTN/YmZmptJreufOLYYM6U92djZ9+vTVmLZ8MlkbZs9W/2NbX1+fJ08e8+OPnVi6dAGOji5K+8LDN9GzZxeePXuGuXk7leOrVKmKg4Mzjo496d7dmtOnT+HiktdYu3btKlu2bGTMGD+t0wqQlvac2Ni9WFnZYGVlw8mTx7hx47pSGAsLaw4e3CcNa9+1awc2Nl1V4tI2XHj4JoKDA+jY0ZKvvqqrtG/s2An06GGnckxOTg6TJ/szZIg35csbF5iflJQUTExMpc/Gxia8ePFCbW/Vm8qUKYuf32RmzpxKSkqyxvBvOnfuDF5egzA2NsHKqpPSvh497Bg7doLKMQ8fKqfXwMDgfw+WUt8qnDra1gnFihUjIGAqq1at4NKlJLVxtWol4+rVK9JQ65iYaKytOyuFGTDAgwEDPNQeP2tWMN2721KrVu0C06tNXo8cOURKSjJ2doUP6wYoUaIE06b9PdKgsHw+f/6MO3du07hxE5V4mjVrzs2b1zVOf4HC6yobmy5S+SjsWo0c6atxpEaJEiXw8RnH4MHudO9uTXj4ZgYPVn2Q96bp0+diaGjEuXNnqV//G/T19VXCNG3anLNn/6Rnz97SKIw2bfLqpdTUh8yfv5QNGyJ4+PAh8fFxyOVy/P198fDw4tdf17J48TI2blxLYuI5AG7cuEZAQDCrVm0kISGely9fEha2nuXL80aY3L9/j6ZNm+Ps7AYUfM+UKVOGDh0spc+hoSFUrVqdSpUqK4VLSUmhfPnySn/bjI1NSE1NoV69Bhw6dIBnz56hUCiIiYlWGe4vCIJQGNGQFoRPgI6OjtKwRQBr687Sj+bdu1V/6AIcPBhPz5696dDBkokTx2k9bM/HZyy2tr3Q09PDzKwGHTpYcOjQQQ4fTuDChUTc3TXPb8u3Zk0Yv/4awowZ8zA0NNIYftu2cCwsrNHX10cmM+fVq1ca52Xq6KD2+uT3nMbEqG/s7dmzi5EjfalatbpKr8i4cT64uTkSFRVBVFQEbm6OjBvnozH9AF98UY7IyF388stKpk6dzO3bt6R9PXv2YdeufZibt2XCBF+VY48d+4P4+DgiIqKJioqhdes2BAdPJj09naCgifj7T9Y4LPJN0dHbMTOrQc2aX1KuXHmaNWuhMqz8iy/K8fXX9Tl8+CCZma84c+a02ocl2oY7fDiBRYuWERUVwZEjh7RKZ0jIYho1+lapZ1Gd3FwFOjo6Ktt1dfW0Ok/z5i2xselCYOBEjXOb37Rnzy6mTZvNq1evWLZsqVbHKBS5KunNzc1VGf2gbbiCaFMnANSq9SUDBw5m8mQ/lfnikNeobdu2A3v35s1pj4vbi4WFdsPyIyK2oKenT5cu3QsNp01e8+bJ90NPT7vv9U2a8qmuPsyfrqKufL3pbeqqt3Ht2lXCwlawdu0WoqJicHFxx89vjFYjMPLl5Kiv+7OysgvMq7l5W4yMjNDT06NmzVo8ffqUO3duc//+XaZNm4KbmyOenj+RmZnJlSuXgLzRRxUqVASgYcPG3Lx5HU/Pn1i7NoxevRyoUqVqkfIul8uZP38W+/b9TlDQTJX96uuCXHR19bC27ky7dh0ZNsyDwYP7U726Gfr6BkU6vyAI/7+JhrQgfAKSki5Qs+aXStu+/ro+CoWCK1cuFfhDt1OnrnTr9iPDh/vw4sULFi+ep/FcOTk5rFoVqtS7l5ubi56eHtHRUaSmPpSG9AF4ew+Seqtfl5WVxciRI/n999388stKatf+SuO5k5Mf8Mcfh4iN3YOdXVccHXuSk5PD5s3qe87zXbx4QaXnTSYz58KFRFJSkvnzz1NqG3suLu7IZOZMnBjI2bN/snHj38NAp02bTVjYerp3t6V7d1tpvmZh0tPTpWGRAHXq1JVGE1y5cpnLl/N6xnR0dOjatYfaHsGEhHhksjaULfsFurq62Nr24vTpExw9eoS//vqLyZP9cXNzJCHhAJs3ry9wyGi+3NxcoqLCSU5+gJ1dV+zsupKUdJHdu3eqDKPNf/gQH7+fH34wV9uDpW246dPn0KhRY3x8xjFlygStFkfavXsn8fH7cHNzZMaMIO7du6d2+oGpaQUePfq75/LRo1RKlixVpAcMHh6evHz5gtWrf9X6GABv71F8++13BAZOZ9u2LSpzidV5M71yuZy0tOcYG5u8VbiCaFMn5LOzs6dKlaoFzhfPa5Tv5Ny5M1SrVl3tNAR1du3azsWL53Fzc2T06GFkZmbi5uaolC/QnNenT59y4UJioUOetaEun6VLl6FateqcPn1SJfzJkycwM6shDQcuyNvWVW/j6NEjfPNNI2mevq1tL27cuMbz5881HJnnm28aceHCebWLG54+fUJpePvr9PT+vq91dHTIzc1FoVDw2WefK62fERKykk6d8h5Uvn4PVqpUmY0bt+Hs3I8XL14wYsQQaZSQNtLS0hg1yovr168RErKSChUqqIQxNa3A48ePlB4qPHr0CGNjE9LSnmNhYc2qVRsJCVlJtWrVqVKlikocgiAIBRENaUH4yN2+fYuwsBXY2zup7LOy6sTChXOpWrWa2h+6BgZ5T98NDQ0JDJzOrl07NK6eraenR0LCAWm+X3LyA+Lj42jbtgPBwbNYt26r9AMKYOHCEOrWracSz5QpE0hPT+eXX36lYsVKWuU1KiqChg0bExm5i61bt7N163ZCQ9dw+fIlzp07o/aYCxcSiYwMp1cvB6XtxYoVw9y8LUFBkwps7BkY5M0zLFOmzP8WdftZZbXvotDV1WXatCmcPfsnANevX+P27VvUq9eAa9euMHXqFOnHbExMNN9911Qljq++qsvhwwnSqsn798dRr943dOhgwdat26VrL5OZ07u3Y4FDRvMdP36Up0+fsHlzlHRNIyN3Ua5ceaKiIpTCymRtSEw8S0TEZjp16lJgnNqEy7+2FhbWdOhgwfjxowtcpTxfVNRuVq3aoLLA05uaN2/J+fOJ0uJ1kZHhtG7dptC4VdNnQEBAMBs3ri3SSr7591S1atUZM8aP4ODJ3Lx5o9Bj6tdvQFrac6kM79gRRf3636g01rQNVxhNdcLrxo2bxJEjCWofctSv34DMzExCQpaoHc1RkOXLV7NmTd5iVrNmLZAWT3xzqL6mvJ47d4a6desXefSFOury6eU1goUL50hDkiFvTvDixfPw8PDSGGdhddWpU6feOc2vq1OnLn/+eYonTx4DcPDgfipWrESZMmW0Or5Bg29o3LgJwcEB0pD1nJwcVq/+lTt3btO9e08gr+GsadRStWrVMTQ0lP6OpKQk4+LSh0uXLqqE3bZtK1OnTqZ585YMGeJN8+bfSw8TNcnJyWH06GFUrFiJuXMXS2tNvMnExJTKlasSG7sHyHvooKOjQ61aX5KUdJHx432Qy+XI5XLWrg3DwkJ1HRFBEISCiIa0IHxk8ntw8hdomTp1MoMGedKqleriUpaWNpw5c1qrH7pVq1bD13cCs2ZN5cqVS4UuNjZpUhB//HEYF5c++Ph44+09CjOzGhrP4ebmSFLSBRITz7J/fyy3bt1i8OD+Un7yV4v28fEmISFe6djs7Gx27IhSmlOcn+6OHS3ZtCmvQZXfS5l/fX7+eRGTJgWp7fG2tu7M6dMnC20U5mvYsDEDBgxi0qTxSgs29e8/iP79BymFLWixsfx5mgsXzsXNzZFp06YwaVIQJiamWFt3pnXrNgwY4Iyrqz03b95g7NiJKvF17tyN77//gf79nXB1tef06ZP4+U3SmP6CFjTatm0r3brZ8vnnn0vb9PX1cXHpR0TEFqUfzoaGhshk5mRnZ6uMgHidtuHyeXuPQk9PTxo+X9hiYwV5vbyWLfsF48dPxN/fl7597bh+/SqensNVwmlSrZoZQ4cOL/Lw7nwdOlhiZdWJ8eN9ePEivcCFk/T19QkOnsnChXNwcurN3r0xjB+f950+epQq9dhqG64wRakTypbNmy9e0Or7VladuHPnltrRHIUtoFUQbfMKcPfubSpWrKgSR0HXuDDq8vn99zL8/SezYkXeK+kcHXuyfPkv+PtPRiYr+JVdoLmuCgsLU9r+Ntfq9XL83XfNcHBwxstrEK6uDoSHb2batDkq4QozcWIgX39dDy+vn3Bx6UPfvr1ISUnm559/leoGmcyckJAl7Nq1o8B4DAwMmDZtDtu3R+Lqas/IkZ4MGOAhLRr3OmvrzigUCpyceuHu7kR6errKfPeCvs+4uL2cP3+OCxfyXpGWX+dfu5a3Vkj+3xqAgIBgIiPDcXbuzbJlSwkMnIGuri7Nm7ekRYtWuLra4+zcm+rVa9Cnj3Z1gyAIAoBOblEm0QiCIPwLNm/eTIUKFTA3L/wHq6C9mzdvsnXrVnx8tJvH/Snz8vJi0aJFHzoZ793YsWPx9/dXeijyKVNkZ6FroLw6dd5aAUFMnz79A6Xqv+dTLe+C8Day5FkU03+7V1i+D9nZORgYvN26Du+DPDsLfYO3y78iOwfdd0i7Qq7g8VPNi35+CLq6OpQrV/S/naIhLdA/aA8Pn6outCIIH8rzO8cpVbkJOlouDiVolp5yAaPSldE30m4u66cqO+M5mWn3+dz06w+dlPdKkZNF+oNESlVRXWn6U7V9TneuB/dU2paY8oLSRvpULW34gVL13/LoZTbXn7yieRXth/8Lwqespl84vTcN/mDn39znZ6aMKnhUxz9t4pwuLB7XT3NANTynreTK7IS3PndtHxmpqX+99fH/pLdtSKtfKUYQBOEDKl212YdOwifnc1PVeer/HxkUL41B8U/vYYKuXrH/V43ogjQwVX1f+f9n5UsYUL6EWIlaEAThnyDmSP/P3bt3qVOnDocOKb+GpX379pw7dw4/v7z3sjo7O3P06FGt442NjWXBggWFhklOTmbcuHEA3L9/Hw8PD7p27UqXLl0YNmwYjx8/lsJev35d2t+1a1dGjRrFkydPANizZw9r165Vew5BEARBEARBEATh/RAN6dcYGBgwYULeSsKvK1u2LMHBwW8VZ4cOHRg2bFihYaZOncqAAQMAmDhxIl26dGH79u3s2LGDevXqMWlS3gIrKSkpuLi40Lt3b7Zv385vv/1G7dq18fT0BMDS0pI9e/YoNbwFQRAEQRAEQRCE90sM7X6NiYkJrVq1YsaMGQQG/r1K5LFjxxg3bhxr1qxRCj9nzhx2795N2bJlMTY2pn379jRv3pwBAwZQtmxZjIyM6Nq1K8eOHWP69OnMmDGDQ4cOoaurS8eOHfH09OT27ds8fPiQWrXy3nH76NEjMjL+nq/ct29fzp3Le/3Ghg0baNmyJe3btwfy3ts4cOBAqlSpglwuR19fH0tLS9atW4e3t+qKwYIgCIIgCIIgCMK7Ez3Sbxg7diwJCQkqQ7zfFBcXx8mTJ9mxYwfLli3jwoUL0r4bN24wa9YsVq5cKW27d+8eBw4c4LfffmPDhg1cvXqVzMxM4uLiaNLk73ltI0eOZPbs2Zibm+Pr60t8fDzNmzcH4OLFi9SvX18pHXp6enTp0kV6B27Tpk2Ji4t75+sgCIIgCIIgCIIgqCd6pN/w+eefExgYyIQJE/jtt98KDHf48GFsbGwoVqwYxYoVo2PHjtK+cuXKUaVKFaXwpqamGBoaYm9vT7t27fDx8cHQ0JBbt25Ro8bf7981NzfnwIEDHD16lCNHjjBr1iyio6NZunQpOjo6FCtW+JL1lStX5tatW2+Ze0EQBEEQBEEQhPfP2PjTeoOAaEirIZPJpCHeBdHV1UWhUKjdZ2RkpLJNX1+fLVu2cOzYMQ4cOIC9vT1r1qxBR0dH6k1+9uwZS5cuZfz48Zibm2Nubs6QIUOQyWQ8efKEBg0akJiYqBSvQqHA29ubgIAAypcvj76+Pjo6Ou+Qe0EQBEEQBEEQhPfrU3v9lRjaXYD8Id4PHz5Uu79Vq1bs2bOHrKws0tPT2b9/f6EN2AsXLuDk5ESzZs3w9fWlVq1a3Lhxg2rVqnHv3j0ASpYsSVxcHJGRkdJxV69epVy5cpQuXZo+ffoQHx9PfHw8ALm5uSxdupTHjx9Tvnx5IG/18erVq7+vyyAIgiAIgiAIgiC8QfRIFyB/iHf//v3V7m/bti2nT5/mxx9/pHTp0piYmGBoaFhgfPXq1aNx48Z06dKF4sWL06RJE8zNzbl37x4+Pj5A3nznZcuWMX36dBYsWICRkREmJib88ssv6OnpYWxszPLly5k5cyazZ88mJyeHevXqsWTJEuk8R48epUOHDu/3YgiCIAiCIAiCIAgS0ZD+nypVqqgs0iWTybh06RIAtra2ANLK3adPn8bMzIzo6Giys7Pp06cPNWvWVInH1tZWOtbX1xdfX1+lc1SvXh1TU1MuX77MV199Rc2aNVm2bFmB6axfvz6rVq0qcH90dDSLFy8uQs4FQRAEQRAEQRCEohBDu99SjRo12LFjB926dcPW1pbOnTtTt27dt4pr3LhxhIaGvnOaYmJisLKyoly5cu8clyAIgiAIgiAIgqCe6JF+S2XKlHkvjV/IW2m7sIXNtGVtbf0eUiMIgiAIgiAIgiAURic3Nzf3QydCEARBEAShKBTZWegaFP5KSEEQhNdlybMopv/h6o3s7BwMDPQ+2Pnl2Vnov2W9qcjOQfcd0q6QK3j89MVbH/9PettVu0WPtMDjx+koFOJ5ivDvMzYu+Z99FYLwaRNl71OR+aETUGSi7Akfkih/8DHWG+/Xh8n/p/YOaRBzpAVBEARBEARBEAShSERDWhAEQRAEQRAEQRCKQDSkBUEQBEEQBEEQBKEIRENaEARBEARBEARBEIpANKQF4SPx4MF9zM2b4+bmiJubI66u9nh4uBMbu1cKExoagkzWlOjo35SOzcjIwMKiNWPGDJfCzZ379yvXsrOz8ff3ZciQAaSlpRWajmvXrmJh0VpKh5ubI7dv31QKc/Hiedq1+55nz56pjePOndsMHTqQTp06MXCgC7du3VQbrqDzy2RNWbs2TGn7zp3bsbJqI6XJxaUPY8aMICnpohTG0/MnZLKm3Lt3V+nYU6dOIJM1Zf36NVK4fft+l/anpj7EyakX8+bNRKFQaJ3WN8XF/Y6rqwOurvZ4e3tw585tIO/6z5wZjJNTL5ycerFo0TxycnLUxhEaGkLfvnY4O/cmKGgSmZl5i4ZcvXqFwYPdcXV1oF8/R44cOaR1up49e0b79j8we/Y0pe351yUoaJLKMZ6eP2Fh0brI4Zydeyvt37hxLT/+2ImrV69ond7x40crld83rVmzEkfHnvTp04PQ0BDyX07xetnt3r272rL7pgcP7iOTNWXHjkil7evXryE4OIC//vpLKnN9+vSgffsfpM9Llix4pzxnZr5i6tTJODv3xsmpN1OnTiYz85XasO+zXBTl+2zduhnHj/+hFGbu3BmEhoYAEBwcgEzWlFOnTiiFefDgPq1bNyv0e3zTjh1RjBkzosD9Fy+eZ/Bgd+n+3717p7Rv69aNODjY4ubmyKRJ40lLe67xfPnp1iafAPfu3WXSpHH07t0dV1cHBg50YceOKGm/v/8YqezJZE1xcemDm5sjXl6DlOLt398ZJ6devP5SlZ07t2Nn11VjmvNpulb57t+/h41Ne5KSLkjb4uP34epqj5ubI97eHir1pTqvf8dyuZxVq0L/V5/lld05c2YoXfOVK5dz8OB+IK+M5Ne971toaAienj9pDHf06BH693fGzc0Rd/e+HDv2h9pwCQkHsLFpr/T37+XLvFWId+/eiaurA25ujnh4uCtdU0EQPk1i1W5B+IgYGhoSFrZe+pyc/IBhwwajp6dL27YdADA1rcDu3Tvp3LmbFG7//liKFy+hNs6MjAz8/EZjaGjEvHlLMDQ0LDQN586doWNHa3x9/dTuf/bsGbNmTSM7O7vAOKZM8adXL0f69u3Fb7/F4O8/htWrN6Gjo1PouQG2bduCpaUNERFbsLd3Ql//72qsUaNvmTlzvvT5+PGj+Ph4sWLFGipUqAjkXZ89e3bRr99AKVxMTDRffFFO7fnu3r3DiBFD6dbtR5yd+2lMX0EeP37ErFlTWbVqAyYmpoSHb2LevJnMnbuY8PBNPHv2jNWrN6FQKBg6dCBxcXuxsFB+N/ypUyeIjd3DypXrKFbMkPHjRxMevglHRxcCAyfQv78H5uZtuX79KoMGubNzZywGBgYa07ZjRyStW5uzd28MP/00hFKlSkv7ypUrz6FDB3n16hVGRkZAXrnLfwhQ1HCvW7ZsKfHxcfz8c6j0/Wiybt0qzp49Tfv2Fmr3HzmSQFzcXkJD16Krq8uoUV7Exf1Ohw4WSmW3KCvX6urqsnjxfBo2bEy1amZK+0qWLCndk6dOnWDevJlK9+ibDcii5HnVql/Jyclh1aqN5ObmMmXKBNasCWPAAA+lcP9EudD2+zQwMCAoKIBVqzZSpkwZtXGZmlYgJiaaJk2aSttiYqIpW/aLQtOQLy3tOSEhS9izJ4Zvv22iNkxubi5+fmMYN24izZq14OHDFNzdnahXrwGpqQ9Zt241ISErMTExJSYmmpkzgwkKmlnoeQ0NDSlevDgZGRka8/ngwX28vAYxcOBgAgKmoqOjQ2rqQyZP9ufu3Tt4eHhK5zM2LkmdOnVYuDBEJa7z5xPJyspEX9+Ao0eP0LJlq/+lxQgjo+Lv5Vrly8zMJDBwAnJ59mvbXhEYOIGwsA1UqVKVTZvWMX/+LGbNWqDVtQIICBiPvr4BS5euoFSp0sjlcjZtWsegQf0IDV1DiRKfcfLkcczMamjMz7syjPveKAAAIABJREFUMjKS0lWQ9PR0Jk/2Z/HiZdSsWYurV6/g6TmQiIhoSpT4TClsYuJZHByccHFxV9p++/ZNli5dQGjoOsqXL8+RIwmMHz+aiIjo954nQRD+O0SPtCB8xCpUqEj//h5KT/NbtPieGzeu8/BhirQtJiYaS0sblePT0tIYMWIolSpVITh4ptSITkq6gJubo9pzJiae5datG7i792XgQBfi4+OkfQqFgilTJjBo0NAC05ya+pBbt27RsaMlAN9//wMZGRlcvnxJY35fvnzBnj0xuLi489lnn7F/f2yh4Zs1a0Hr1u3Ytm2rtM3S0obdu3dJn1+9esXZs2do2rS5yvFXrlzG29sDd/ef1Daig4MD2Llzu9K2yMitTJ8eqBK2XLnybN++BxMTU+RyOcnJyVKD1d7eiSlTpqGrq0ta2nPS0/9SaszmUygUZGVlkZmZiVwuJysri2LF8t4HGRq6ltat2wB5PWMlS5ZEV1dzFa9QKIiK2oaNTVcaNfqWqKhtSvtLlSpFo0aNOXBgv7QtJiZapZGvbbj8c86ePZ1Tp06wdOkKpQalm5tjgT05p06d4OjRI3Tv3rPA/Bw4sB8LC2uKFy+OoaEhnTp1Zc+evJ7J18uunZ2dUtktjKGhIfb2TgQE+Bf6gKgwb5Pnxo2b4OraH11dXfT09PjqqzokJz9QG/f7Lhfafp+VK1ehZctWTJ06ucC4OnSw5NChA0q96bGxe2nfvqP0OSEhHh8fb7XHx8XtpXx5Y4YOHVbgObKysnB3H0izZi0AMDExpUyZsqSmPiQp6SJNmzbHxMQUgDZt2nPo0EGN32WzZi2oWbOWVvlcs2YlHTtaYWPTRXogaGxswpQp09iyZQOPHj0q9Fz5IiO30qpVaywtbdi8eYO0vXbt2jRp8h3w7tcq39y5M7Cx6Urp0n835nNyFOTm5pKeng7kPWjNL0uFyb9WiYlnOX8+EX//yVIdpq+vT9++rlSvbkZkZDjh4Zu5dOkiS5cuJD5+H5B3b3p4uNO7d3fGjh1JRkYGADdv3mDEiKG4uzvh5uYo9fCfOnUCV1cHPDzccXW1Jz09HX9/X6lHecaMIBQKBXXqfE3Dht9K11Zd3SyXyxk1ylf6rs3MapCbm6t2RFVi4llOnsw795AhA/jzz1MAGBgUw9d3AuXLlwegbt16PHny+K3rC0EQPg6iIS0IH7kvv6zN9etXpc/6+vq0b9+RPXvyGovJycm8fPlC+pGQ78mTx3h5DeL69Wv06zdA6cd13br1lHrVXmdkVJyOHa1Yvnw1fn6TmTVrmtQIWLHiF+rVq0+LFt8XmN6UlBTKly+vdD5jYxNSU1MKPCZfTMxOqlathplZDWxsurBpk/o0vu7N6/PVV3UwNCzG+fOJAMTHxyGTmaOnp6d03LlzZ/DyGoSxsQlWVp00nidfjx52jB07Qe0+fX19kpIuYGvbmd9+i8DOro/Svp9/XkSfPj0oW/YLGjX6VuX4pk2b06xZC3r27EK3blakp/8lNSrze+Z79+6On98Y+vZ1UcmTOkePHiYz8xVNmzbH2roLERGbkcvlSmGsrTsrDZONjd2jtoGsTbicnBwCAycSGbkVV1d3pR/xAGFh66lbt55K3I8epbJgwRwmTgwqtCGYkpIiNZggv2w9BJTL7owZM5TKriYuLu6UKFGCkJAlWoV/3dvmuXnzllSrVh3I6w3evHkD7dp1VAn3T5QL0P57Hz58NHfu3CI8fJPaeMqUKUv9+g1JSDgAwJkzf2JmZkbJkqWkMDJZG2bPXqj2+B497OjXb2ChDTpDQ0O6dOkhfY6KiuDlyxfUr9+A+vUbcPLkcekhxM6dv5Gdnc3z54UP754+fS6GhkZa5TMx8SyNG6v2AH/xRTmqV6/B+fPnCj0X5PUmx8buxcrKBisrG06ePMaNG9cBqFbNjJEjfYF3v1YA27dHIpfL6dbtR6XtJUqUwMdnHIMHu9O9uzXh4ZsZPFh9o/11+dfq3Lmz1K//jdJIoXxNmzbn7Nk/6dmzN3XqfM2QId60adMOyHvAOn/+UjZsiODhw4fEx8chl8vx9/fFw8OLX39dy+LFy9i4cS2JiXnX8saNawQEBLNq1UYSEuJ5+fIlYWHrWb58NZA3bL1p0+Y4O7tJ10Zd3VymTBk6dLCUPoeGhlC1anUqVaqsErZUqdL06GFLWNh6Bg3yZPz40Tx8mELFipVo1UoG5I2OWLRoHjKZuVYjggRB+HiJhrQgfOR0dHSkoZf5rK07Sw3p3bujsbburHLcwYPx9OzZmw4dLJk4cZxK46kgPj5jsbXthZ6eHmZmNejQwYJDhw5y+HACFy4k4u5e+Hy03FyFmiHcuejqav5xHxUVjo1NXl4sLTtx+XISiYlnCz1GR0dH6ccwgJVVJ6mXcteuHXTq1EXluD17djFt2mxevXrFsmVLlfYNHOiKm5sjCQkHWLHiF9zcHJkzR7u5nnXr1uO333YzefI0Ro8ezl9//T28ePBgL3bt2kfFipVU5itD3rzH+/fvExUVQ1RUDBUrVmLx4nlKed28OYqNG7exdu0qTp48rjE927aFY2Fhjb6+PjKZOa9evVKaHw7www/mXLp0kSdPHnP27J9Ur25GqVKlVOLSJtzt27cwMDDAzy+A4ODJpKQka0yjXC4nIMAPb++RUo9PQVTL199l6/WyW6tWLansakNXV5cJE6awc+d2lbmymrxNnl+XlHSRIUMG0LNnb374obXK/n+iXID233vx4sUJCJjKsmVLlR5avS6vUZ5XJ8XE7MDGRvv5vkW1Zk0Yv/4awowZ8zA0NKJRo29xdx/I+PE+9O/vjI6OLqVKlcbAoGiz2zTls6A6NDs7S6tpK9HR2zEzq0HNml9Srlx5mjVrwZYtGzQeV1SXLiURGRnO6NHjVfZdu3aVsLAVrF27haiovNE/fn5jlOZra5KTo/46ZGVlF3gdzM3bYmRkhJ6eHjVr1uLp06fcuXOb+/fvMm3aFNzcHPH0/InMzEyuXMkbvWRiYiqN7GjYsDE3b17H0/Mn1q4No1cvB6pUqap1miHv+5s/fxb79v1e4LD/qVNn0a5dR3R0dGjUqDENGjTk+PGj0v6MjAwmTBjL3bt38PVV/0BVEIRPh2hIC8JHLinpAjVrfqm07euv66NQKLhy5ZLaubYAnTp1pVu3Hxk+3IcXL14o/fAuSN58zVBpcRXIe/qup6dHdHQUqakPpSF4AN7eg1R6/ExNK/D48SOlH2aPHj3C2Nik0HOfOXOa69evsX79GuzsuuLh0Q99fX2NvdJJSReoVUv5+lha2rB/fyz379/jxYsXKtcvL+2j+Pbb7wgMnM62bVuUhgEvX76KsLD1yGTmDBjgQVjYekaN8i00HY8epXL06BHpc8uWrfjss8+4d+8uZ8/+ye3bt4C8HkQbmy5cvpykEseBA/uwtLSmRInPKFasGN26/cipUyfIzs7m9993SwuhVapUmaZNm2scLp+c/IA//jhEbOwe7Oy64ujYk5ycHDZvVr6mBgYGtG3bnt9/38OuXdEFNoK0CVelSjXGj5+EjU0XzM3b4u8/hqysrELTmZR0gfv377Fo0Tzc3ByJioogLm6v2mGapqYVePQoVfqcX7YKK7vaMjWtwOjR4wgKCuD5c/UL6anzNnnO9/vvuxkxYigeHl4q8zLzve9ykU/b7x2gTp26uLr2JyDAT23eZDJzLlxIJCUlmT//PFXoqJW3lZWVxaRJ4/n999388stKatf+CsibEtK48Xf8+us6QkPXSEPd1U2f0KSgfH7zTSNOnz6pEj419SEPHtynXr36hcabm5tLVFQ4yckPsLPrip1dV5KSLrJ7984ilTVtxMRE8+LFCzw88hZme/QolcmT/UlIiOfo0SN8800jKleuAoCtbS9u3Limsfc+3zffNOLChfO8eqW6KN7p0ydo0KCh2uP09P5+qKGjo0Nubi4KhYLPPvucsLD10r+QkJV06pRXDl+f+1ypUmU2btyGs3M/Xrx4wYgRQ6QRENpIS0tj1Cgvrl+/RkjISipUqKAS5q+//mL16l/feKiQK/W+Jycn4+Hhjp6eLosW/ULJkiW1Pr8gCB8n0ZAWhI/Y7du3CAtbgb29k8o+K6tOLFw4l6pVq6n9wZg/5MzQ0JDAwOns2rVDaRinOnp6eiQkHJDm0SYnPyA+Po62bTsQHDyLdeu2Sj94ABYuDFEZsmpiYkrlylWJjd0D5K2WqqOjo9LYfdO2bVuxsupEREQ0W7duZ+vW7cycOZ8DB/aRnKy+h+/IkQQOH05QGb5YvrwxtWrVZtq0KVhbqx+2nX99qlWrzpgxfgQHT+bmzRuFprEwmZmZTJo0nrt37wB5c/xycnIwM6vBqVMnWLRoLnK5HIVCwd69MTRp0kwljq++qkt8/D7kcjm5ubkcOLCP+vW/wcDAgOXLf+b33/Ou6aNHqZw6dULjYkNRURE0bNiYyMhd0jUNDV3D5cuXOHfujFJYa+vO7Nq1nTNnCm8EaQr3ei/gsGE+5OTkaFy5uUGDhkREREtlq3t3W9q3t1A7TFMma8OePTFkZGSQlZXFzp3bMTdvq1J27927J5XdomjXriMtW7YqUk/h2+QZ8lYInj9/NvPmLcbSUvVhWL73XS5ep+33DuDg4MwXX5STRsO8rlixYpibtyUoaBI//GCudujvu5oyZQIvX77gl19+pWLFStL2R49S8fIaxIsXefN+V636lY4dLbXqJVZHXT5dXNyJi9vLrl07pG0PH6YQEODHjz/2onx540LjPH78KE+fPmHz5ijpXoyM3EW5cuWJiop4q3QWZNiwUWzcGCHdT+XLGzNpUhAyWRvq1KnLn3+e4smTxwAcPLifihUrFbiQ3JsaNPiGxo2bEBwcIL0BIicnh9Wrf+XOndvSlAM9PX2No6CqVauOoaGh9HcpJSUZF5c+XLp0USXstm1bmTp1Ms2bt2TIEG+aN/9e7cNIdXJychg9ehgVK1Zi7tzFKlMv8pUoUYKIiL8fql6+nMSFC+dp0aIVL1++wMtrEG3atGPy5Gkqo6AEQfg0iYa0IHxEMjMzpVduuLv3ZerUyQwa5CnNzXqdpaUNZ86c1moIZdWq1fD1ncCsWVO5cuVSoYuNTZoUxB9/HMbFpQ8+Pt54e4/SavXV1xdUCggIJjIynC5durBs2VICA2dI817VLbz09OlTDhzYh6Ojs9L2775rRv3630hzFs+cOS1dn379HImI2MLcuYsoV051OLC1dWcSE8+q7a1/U4cOllhZdWL8eB/pxziAn1+A1DuSr6AFbSpXrsLYsf74+eW9AufXX5cxY8ZcjIyM6NvXFVPTiv9LuwN6enp4eHiqxOfs3A8TE1OcnHrj6mpPWloanp55r7iZOnU2UVHhuLk5MmbMcIYMGSY9xPDx8SYhIV4pPdnZ2ezYEYWjo4vS9qpVq9Gxo6VKT3+DBg3JyHhFq1atC20EaRsO8h/izGDfvt+lxkJhi40V5PVrJJOZ06ZNOwYOdMXFpQ916nwtTW14vewOHDhQqexOnx5IZOTWAs/xuuHDR2NqqtpjpY2i5HnJkvlALtOnB0nlOn8KwT9VLt5UlO9TR0cHf/8plCih/g0B1tadOX36pNqpFIUtoFWY/GuXmHiW/ftjuXv3DoMH95eu19GjR6hWzQwnJ1d++skNBwdbsrOzpMW4CqvripJPU9MKhISs5MSJozg42OLk1JuxY0dhYWHNkCGa87Vt21a6dbPl888/l7bp6+vj4tKPiIgtSo3Od71Whfnuu2Y4ODjj5TUIV1cHwsM3M23aHED7azVxYiBff10PL6+fcHHpQ9++vUhJSebnn3+V8ieTmRMSskTpwcObDAwMmDZtDtu3R+Lqas/IkZ4MGOBBw4aNVcJaW3dGoVDg5NQLd3cn0tPTsbOzVwpTUN0cF7eX8+fPceFCIgMGuEhl59q1vOH7+ddNT0+P6dPnsGHDWpydezN16hSmTJlGmTJlCA/fTErKAw4c2K/0aqz3PZpAEIT/Fp3cokx8EQRB+IfNmzePbt26UatWLc2BBa1s3ryZChUqYG5u/qGT8p916NAhbt++jYODw4dOyr/mYy4XiuwsdA00ryatDS8vLxYtWvRe4vrUiWslfKyy5FkU038/dcbbyMnMQs/wnzl/dpYcg2KaR/nIs7PQL0K9qcjOQddA++lPGuOTK3j89IXmgB+Arq4O5cp9rjngG0RDWqB/0B4ePs340MkQBHJzc3l++xhlqrf40En5pDy/c5xSlZugo8WCbv9fpd37k89N66Kr//9nSObHXC62z+nO9eCCX4OmrUcvs7n+5BXNq4j5rJqIayV8zGr6hdN70+APdv7NfX7mUCGvbnwXP0SFM2VUwaM78k2c04XF41Rf5VkQz2kruTI74V2SpqS2j4zU1L80B/wA3rYh/f4nKQmCILwlHR0d0Yj+B5SuqjrfWlBWqrLqcNFPnSgXUL6EAeVLiFcUaUNcK0EQBGVijvQHdvnyZerUqcPu3bvfW5wDBw4kJUXzO3kFQRAEQRAEQRCEohMN6Q8sPDwca2trNm3a9N7iXL58Oaampu8tPkEQBEEQBEEQBOFvoiH9AWVnZ7N9+3aGDx/O+fPnuX37NgDt27dn+PDhWFlZ8fjxY+bNm0fv3r2xsrLC2dmZR48eASCTyQgMDKRHjx707NmTO3fuSMffvXv3g+VLEARBEARBEAThUyYa0h9QfHw8lSpVokaNGnTs2FGpV9rc3Jzdu3eTnp7O9evX2bhxI7t376ZixYr89ttvAKSmpvL9998TGRlJs2bNWLdu3YfKiiAIgiAIgiAIwv8bYrGxDyg8PO89ugCdOnXCx8eHYcPy3m3ZqFEjAKpXr46vry9btmzhxo0b/Pnnn1SrVk2Ko3Xr1gDUrl2bEydO/Ms5EARBEARBEARB0MzY+NNa9V80pD+Qx48fc/DgQc6fP8/q1avJzc0lLS2NvXv3AmBoaAhAYmIio0aNws3NDSsrK3R1dXn9jWX54XR0dBBvMhMEQRAEQRAE4b9IvP5KeC+ioqJo2bIlK1askLYtWrSIjRs3KoU7fvw4zZs3x8HBgadPn7J//34sLS3/7eQKgiAIgiAIgiAI/yPmSH8g27Ztw9HRUWlb3759OXv2LJmZmdK2Tp06kZSURNeuXXFxcaFBgwZiITFBEARBEARBEIQPSPRIfyDbt29X2fbFF19w5swZpW2mpqZs2bJFbRyXLl2S/m9ra4utrS0AcXFx7zGlgiAIgiAIgiAIwuu07pFOS0v7J9MhCIIgCIIgCIIgCB8FjQ3p69ev06lTJzp37kxKSgo2NjZcu3bt30ibIAiCIAiCIAiCIPznaGxIBwUF4efnR7ly5TA1NcXJyYmJEyf+G2kTBEEQBEEQBEEQhP8cnVwN70yytbUlIiKCHj16EBkZCUD37t2Jior6VxIoCIIgCILwOkV2FroGxT50MgRB+EhkybMopv/h6oyczCz0DP+Z82dnyTEopnnZK3l2FvpFqDcV2TnoGui9S9KU45MrePz0xXuL7336R19/lZmZiY6ODgCpqakoFIoin0j473r8OB2FQryDWvj3GRuX/M++U1D4tImy9ynI1BzkP0iUPeFD+v9d/j50nfGhzw8fMg3GxiU/2Ln/KRob0o6OjvTv35/Hjx8zZ84coqOjGTBgwL+RNkEQBEEQBEEQBEH4z9HYkLazs6N69ers378fuVxOYGAgP/zww7+RNkEQBEEQBEEQBEH4zymwIf3s2TPp/7Vr16Z27dpK+8qUKfPPpkwQBEEQBEEQBEEQ/oMKbEi3bNkSHR0d8tciy58jnZubi46ODhcvXvx3UigIgiAIgiAIgiAI/yEFvv4qKSmJixcvcuHCBen/Fy9eJCkpiSNHjvybaRSE/9cePLiPuXlz3NwccXNzxNXVHg8Pd2Jj90phQkNDkMmaEh39m9KxGRkZWFi0ZsyY4VK4uXNnSPuzs7Px9/dlyJABpKWlFZqOa9euYmHRWkqHm5sjt2/fBODo0SP07++Mm5sj7u59OXbsD5Xjb9y4rnSsi0sf6tSpQ3x8HACRkeE4OfXG1dWesWNHKo2K0WTRonm0bduShw9TlLZ7ev5Er17dpHM6OfVm6dIFvHyZt2rkgwf3kcma4un5k0qcwcEByGRNefbsGQ8e3MfCorXS/tjYPXTu3IETJ45pnc43ZWdnM3NmME5OvXBy6sWiRfPIyckB4OrVKwwe7I6rqwP9+jly5MghtXE8ffqUUaO8cXLqhbNzb86dO6N0XWxtO0v5nzhxnNZpS0g4gEzWlNjYPUrbi1LW/ukyeffuHYYPH/K/77YXGzasLTR8dnY2Awe6sn79GmnbxYvnGTzYXSqTu3fvLDQOgFOnTtC6dTOOH1cu53PnziA0NESprNvadsbKqo30edOmdezcuV3KP+Q9oF6wYA5OTr1ITk4u9NwpKcmMGDEUV1cHnJ17s2vXDrXhcnJyCA0Nwd29Lw4OtixcOEd6MJ6QcAAbm/ZK92P+PVFYnmWypgQFTVLZ5+n5k3R/aLo28Pe9derUCaUwDx7cp3XrZkrlQZP79+9hY9OepKQLhYZLS0ujV6/u7Nv3OwDHjx9Vyr+Dgy0yWVOSkgrvJLCz68rOndulumPHjkil/evXryE4OED6/PTpU2bMCKJPnx7SvbxixQrpPp8/f5aUhrZtW+LgYCt9zsx8JcXj5zeazp078OrV39vyvxNtHTv2B25ujgXuL6zO2bp1o5S2SZPGk5b2XOP5Xv+O5XI5q1aF/q+u642TU2/mzJmhFM/Klcs5eHA/kFdGXr9P36fQ0BC1df6btPm7BtrVIQcO7MfCwvyd0y4Iwn+LxjnSPXv2ZNu2bUrbnJyc2LFD/R9vQRDeP0NDQ8LC1kufk5MfMGzYYPT0dGnbtgMApqYV2L17J507d5PC7d8fS/HiJdTGmZGRgZ/faAwNjZg3bwmGhoaFpuHcuTN07GiNr6+f0vb09HQmT/Zn8eJl1KxZi6tXr+DpOZCIiGhKlPhMClejRk2lPCxaNI969b6mTZv23L9/j+XLl7J+fTilS5dh/vzZhIaGMGqUr8Zrk5mZye7d0bRt24Hw8M0MHuyltH/IEG/atesI5P2Ymz9/FgEB/sycOQ+AYsUMuX37FsnJD6hQoaJ0bV5vkL4pMjKcVatCmT9/KbVr19GYxoKEh2/i2bNnrF69CYVCwdChA4mL24uFhTWBgRPo398Dc/O2XL9+lUGD3Nm5MxYDAwOlOObOnUGjRo1xcVnIlSuXGD16OBs3bsPIyIjExLNMnjyVb75pVOS0bdu2FUtLGzZtWk+HDpZK+7Qta/90mQwODqBTp6507dqD9PR0Bgxw4auv6vDdd83Uhl+wYA4PHtyTPufm5uLnN4Zx4ybSrFkLHj5Mwd3diXr1GlC1arVCz21gYEBQUACrVm1Umer0elnfuXM7+/fHMnPmfGn/zp3bpf/n5OQwbdoU7t27w9KlKyhVqnSh5507dwbff/8DvXs78uTJY+ztbfnuu2aYmJgqhduyZQOnT5/k559D0dHRxdPzJ2Jj99CxoxWJiWdxcHDCxcW90HO9qVy58hw6dJBXr15hZGQE5NVFd+7c1vra5DM1rUBMTDRNmvzdEIyJiaZs2S+0Tk9mZiaBgROQy7MLDZebm0tw8CRevEiXtjVr1kKpPvL3H0ObNu2pW/frQuMyMjLCyKg4ALq6uixePJ+GDRtTrZqZSti//vqLwYP7061bD0aNGou+vj5paWksXDiT06fPEhAQzPDho6XwdnZdmTQpiLp16ynF8+hRKmfOnKZ+/W+IidlBjx52r6XFqND0AmRmvmLVql+JiNiCsbFxgeEKqnPOnTvDunWrCQlZiYmJKTEx0cycGUxQ0MxCz2toaEjx4nnXKiBgPPr6BlIZl8vlbNq0jkGD+hEauoYSJT7j5MnjmJnV0Jifd2VkZCSlqyDa/l3Tpg65c+c2S5bMB8TbUQThU1Ngj7SrqytNmjTh0qVLNGnSRPrXuHFjypYt+2+mURCEN1SoUJH+/T2Unti3aPE9N25cV+qVjYmJxtLSRuX4tLQ0RowYSqVKVQgOnik1WJKSLhTYY5GYeJZbt27g7t6XgQNdpJ5kuVzOqFG+1KxZCwAzsxrk5uYW2qN85sxp9u+PZfLkyQAoFArkcjkvX75EoVCQmfmKYsW0e9dhbOweKlWqgr19X377bZtSj82b9PX18fIawZkzp7h16yYAenq6tG9vwZ49u6Rw8fFxyGRt1MaxZk0YmzevZ+nSFWob0ep6iHx8vElIiFfZbm/vxJQp09DV1SUt7Tnp6X9JDanQ0LW0bp2Xhnv37lKyZEl0dZWrbLlczuHDB+na9UcAateuQ5UqVTl69DBZWVlcuXKJ9etX4+LSBz+/0Rp7O/Pdu3eX06dP4uU1grt375CYeE5pv7Zl7f/Yu++wKI6HgeNfOjasqFjRJGosWIItIlGxgNiixIIgJ6JBxS5WVESw9xpUFEv8YaFZAAsqiomaxIYFe1dEY6cfx/vHvWw47zgOY2Ji5vM8PA+3O7szOzu7d7NT9q8uk126dKdDB3sAihcvTpUqVUhKeqwxbEzMPlJS3tKypY20LDMzE3f3wTRt2hyA8uUrUKpUaZ4+Tc43b3JVrlyFFi2+ZvbsmQWGzU9mZiY+PhNJSXnL0qWrpXP/7NlTZDJnnj17qrbNnDmL6NWrD6BsnTYwMND4wCEmJgo3t0GYmJhibGxMQMB8vvqqGaC8ln/77Vfc3PoxbJgH586d0Sm9ZmZmNGzYiGPHjuaJZ590DnLpkjd2dh05ceKYSqtrbOxB2rVrL32Oj49j/PiR+e5j8eJ5ODh0pWRJ7XO2bNoURM2an0v3qHft3x/F48eP8fDw1LofgEaNmlCrlvK6NzExoW9fF3x9fcjKUq/MR0Tsolat2jg7D8DQUNm78tIbAAAgAElEQVRuYWZmxvz58/ntt1+4cuVSgfEBREaG8dVXTXFw6MLOnSFSzwJLy5o0bdoC0H6dnDp1kvT0NHx8fLXGk989JzHxCtbWzaSHNd98044TJ45rPOa8mjZtTs2an3Hx4gUuXbqIj89MqYwbGhrSv78b1atbEhERSmjoDq5evcLq1cuJizsCKMupp6c7vXt3Z9KksaSlpQFw585txowZjru7CzKZM3v3RgLKFno3t354errj5taXt2/f4uMzUWpRnjfPH4VCQe3aX2Jl1RhQnqO5c2eppV3X77WC7iHp6en4+U1jxIgxWvNKEIR/p3wr0qtWrWL37t1YW1uzZ88e6W///v1s2rTp70yjIAgafP75F9y6dUP6bGhoSLt27aUKYVJSEqmpKWo/Hp8//50RI77n1q2bDBzooVI5q1OnrkorTV6mpkVo374T69ZtZurUmSxYMIfExMuUKlVKpcUyKCiQqlWrU6lS5XzTvmrVMoYMGUbx4sUBqFKlKv36ueLs3Ivu3e05e/YMAwYM1CkfwsN30qmTA3Xq1KVs2XL5dnXNZWJiStWq1bl584+8s7d3VOmOFx29j86du6htu3r1MgIDV+Lk1BcLi0o6pQ9g4cLl+VbMDQ0NWbNmBX369KB06TI0bNhYWg7Qu3d3pk6dQP/+AzAwMFDZ9tWrl+Tk5Kg83CxfvgLJyck8e/aUJk2sGTx4KJs2hVCvXgMmTx4r/QjXJjIylK+/bkXp0mWws+vIjh2qZULXsvZXl0lHx25Si9zJkz9x8eIFmjf/Wi3czZs32LkzhAkTVHtTmJiY0KVLjzzHHUZqagr16tXXmj+5Ro/25v79u4SGbtcpfF6pqal4e4/ixIljeHgMxcTkj5bFcuXMCQ7eRrly6q2H+vr6GBgY4OU1BE9Pd7p27a6xInn//l3u3LnNqFFDcXPrS3j4LszMzAAwMytJjx49CQ7exvffezFlirfasIj8vHutxMYeUKtIQ8F5U6pUaerVsyI+/hgA58+fw9LSkhIlzKQwNjbfsHDhco3b79kTgVwup1u3b7Wm95dfTnL27Jl8K8lZWVkEBq5i5Mhx0jWnzfjxk6lSpar0ecAAd4oWLUpg4Cq1sAkJF6TrOS8TExOsrBpy4cK5AuOTy+Xs2RNBx46dadXKlufPn3Py5E8AFC1alDlzFgLarxNb2zaMHDlOpSVVk/zuOfXq1ee3336RHlJFRe0mKyuLV6+0d++eO3cxJiamJCRcoF69Bhrz19q6GRcunKNXr97Urv0lw4aN5Jtv2gLw9GkyS5eu5n//CyM5OZm4uMPI5XJ8fCbi6TmCDRu2snLlWkJCtkoP+27fvomvbwCbNoUQHx9HamoqwcHbWLduM6AcCmBt3QxXVxkAPXo4MWnSNLV06fq9VtA9ZMGCALp378lnn32BIAifnnwr0gBVqlRh+fLlFCtWTPozMTEpcNyaIAh/PT09PbVuffb2jlKlZf/+fdjbO6ptd/x4HL169cbOriPTp09GLpfrFN/48ZPo2fM7DAwMsLSsgZ1dB06cOC6tz+02feTIIa1d/hISzvPy5QuVH9+nT58kLu4wYWH7iIyMoXXrbwgIKLil7+rVRG7cuE779p0AcHBwZOfO/xVYWdTTQyXv6tT5Ump5efIkt7L3uco2aWlp3Lx5kwULlvHDDyu5di1RWnfq1M/SuEZA+v/UKd3mkxg6dATR0UewsKjEwoVz8qRTjx07IgkJCWfr1k389tsvKtspj1NPbZm+vj6VKlVm4cLl1Kz5OXp6evTr58rDhw95/PiR1rRkZmYSFbUHe3vlgwQHB0fi4g7z5Ilqa7YuZU3XcO9bJnNFR+9l1qxpzJo1j3Llyqmse/v2Lf7+0/Hxmam1O+eWLcFs2BDIvHlLVCq12hQpUgRf39msXbta5aGWLs6dO0ODBg3x8PBk2rSJKt2OdbFy5VoiImI4ffqU2jh0UF6Ply4lsGDBMtasCeLChXNSpXb27AW0bdsePT09GjZsRP36Vvzyyymd4m3VyparV6/w/PnvXLhwjurVLaUKel665I2yUq4sGzExe3Fw6KpTGq5eTSQiIhRv7ylawyUlJbFixRKmT/dTewiV68iRWCpVqkzDho10ivtd+vr6TJvmR1TUHrVx4QDZ2ZrLclZWljSJqzbx8XEoFAqaN2+JsbExdnYd2bnzf++VVl1ouuc0bNgYd/fBTJkynkGDXNHT08fMrCRGRgU/eMiVXz5kZuafD7a2bTA1NcXAwICaNT/jxYsX3L9/j0ePHjBnjh8ymTNeXkPIyMjg+vWrgPJBYu4QHSurRty5cwsvryFs3RrMd9/1U3kIogtdv9dA/R4SFrYTAwNDunTpXqg4BUH498i3Iv3dd98Bytm7W7ZsSYsWLaS/li1b/m0JFARBs8TEy2qVvS+/rIdCoeD69avSWNt3de7clW7dvmX06PGkpKSwcuWSAuPKzs5m06YglQmJcnJypB+nr1+/Zty4Edy6dZPAwI1UrFgx333Fxh7E3t5RpdUxPj4OG5tvKF26DPr6+vTs+R1nz/6a7z5yhYXtwMDAgEGDXHFy6squXdu5f/8eJ09qnpgLlF3t7ty5Q40aNVWWd+rUmQMHoti/Pwp7+85q25mYmDBv3mJatmyFq6uMqVMnSBPlNG/ekuDgbVKLUO7/zZtrv1deuHCOe/fuAsrWIAeHLly7lkhWVhaHDu1HoVAAUKlSZaytm3Ht2lWV7UuVKg3kqEzY8+zZU8qXL8+NG9eJidmnEj4nJ6fAVrfDhw/y5s0bliyZj5NTV6ZPn4yenp5ay6IuZU3XcO9TJnOPZ8WKJaxf/wNLl66WulfmderUz7x584aZM32QyZyJjz/Gjh3bWLZsGaB8cDBjxhQOHdrPDz9s5IsvaukUd67atevg5jYIX9+pZGZm6rydtXUzPDw8cXUdiIVFZfz9Z+jUW+DIkUPSdVi6dGlat/5G5aFOrnLlzGnfvhPGxsYULVqMtm3bc/FiAm/evGHz5g3vxFVwuchlZGREmzbtOHToANHR+7RWfgvKGxsbWy5fvsiTJ0mcO3emwOsll7Kbfgqenu5SF/iZM33Uhk8cOXKI9PR0xo0biUzmLHUdjojYJYU5fPiAyhj+91GhQkW8vSfj7+/Lq1d/dP1t0KAhZ8/+phY+JSWFK1cuU7++VYH7Dg/fRUZGOn37fouTU1eOHz/K6dMnuXXr5p9K87u03XNSU1No1OgrNmz4kaCgLVL374LG8+dq0KAhly9f0jjs5uzZX/PNBwODP8pk7ltkFAoFxYoVl+6xwcHbCAzcSOfOynKY92FZpUqVCQkJx9V1ICkpKYwZM0zqAaELXb/X8ruHREfv4cqVS8hkznh7jyIjIyPfIRuCIPw75VuR/mN8WqI0W3fun3j1lSB8XPfu3SU4eD19+7qorevUqTPLly+matVqGn/o5E5WZWJiwqxZc4mO3lvgTMUGBgbExx8jMlI58WBS0mPi4g7Tpo0d2dnZeHuPwsKiEosXryxwvOK5c2eksZq5atWqw08/xZOamgrA0aOHqVu3gdb9vHnzhtjYA8yfv5Rdu/awa9cewsOj6NjRgR07NLfYZGSks2zZIlq0+Fqta3anTp05ciSW2FjNlT19fX2psuHiIsPSsga+vlOlH57v48yZX1mxYjFyuRyFQsHBgzE0adIUIyMj1q1bw6FDyhmznz17ypkzv9K4cROV7Q0NDWnZspV0Xm7cuM6dO7dp3NgafX09li5dyKNHysm1wsN38fnnn6tNSvWuiIhQBgxwJzR0r5Sv48dPZvfuCGmMYq6Cypqu4d6nTAKsXr2c8+fPsn79lnwnfbOz68CuXXukH902Nrb07u3MqFGjAPDzm0Zqago//LChUN318+rXz5UyZcqqjLMvSO4cAHp6ekyf7sfVq4ls2hRU4HYREaHs2qV8qPH27Vvi4+No0kR9crU2bew4cCBamn/gp5/iqVOnLkWLFiUsbKc0x8G1a4lcvnxJY5f4/NjbOxIdvYfz5wuu/GrLG2NjY2xt2+DvP4NWrWx1rsyPGjWOkJAw6ZyWK2fOjBn+asMn+vVzYceOSClcbtfh3Mm6cnJyOHfubL6T0xVG27btadHia5XW4p49nbhz5zZbtgRLs3S/fv2aSZMm0bBhY+rW1T6E4N69u5w7d4agoK3StRgZGUOjRk3YuTPkT6c5L233nGfPnjJixPdSr4lNmzbQvn1HnVrUAerXb0CjRk0ICPCVejRmZ2ezefMG7t+/R/fuvQBlxbmg3ijVqlXHxMREuj88eZLEgAF9uHpV/XdpePguZs+eSbNmLRg2bCTNmrXU+NBJk8J8r+V3D1m3bjNbtuwgOHgbCxYskyYN1TRkQxCEf6d8K9K63iAFQfjr5T7Jzp00ZfbsmXz/vRdff22jFrZjRwfOnz+rUzfJqlWrMXHiNBYsmM3161e1TlgzY4Y/J0/+xIABfRg/fiQjR47D0rIGhw8f5NKlBC5fvoiHxwApnbljkGUyZ5VX0zx4cA8LCwuVfTs6dqNly1YMGuSCm1tfzp79jalTla/ZyW/CoejovVha1lSZ9RfAzW0QZ878KnUnXb16uZRvQ4bIKFq0iMZJd8zNy1O9uiVVq1YtsKVFT08PH5+Z3Llzm3Xr1qisi49Xb0nPb7Kx/v3dqFDB4v/zrB8GBgZ4enoBMHv2QiIjQ5HJnJkwYTTDho2SZvPNu79x4yaRkHAeV9fe+Pn5MG2aH8WLF6dmzc8ZM8abiRPH0L+/E8eOHWHGjNlA/pNZXb9+jevXr0qTWeWyt3ekRAkzldmmQfey9leUyeTkJ2zf/iOvXr1kzJjhUrnL7eY8d+4slZZHTS5evMDRo7E8eHCfoUMHqXXJz++8vUtZHvwoWlTzbOQFKVmyFDNnzmbz5g2cPPmT1snGpkyZwYUL53Bz68vw4R44OnaTxpTmPeYhQ4ZSpkwZBgzog4tLbypVqkzv3soyNnfuIv73v624uvZm9mw//PzmSLNr63LM9etbkZaWztdfty6w8ltQ3tjbO3L27G8a5yQoaLKx/Oh63l6+fElaWqrawyVt+a/N6NHeVKjwR6tlsWLFCQzcSHLyE+n1dF5eg6lfvz6+vgEF7i8iYhetW7dR644sk3mwf3+UysRX2u7d2uTNq/zuOdWqWeLi4saQITL69etJVlYmw4ePKlS806fP4ssv6zJixBAGDOhD//7f8eRJEmvWbJDmyrCxsSUwcJXWeS6MjIyYM2cRe/ZE4ObWl7FjvfDw8MTKSr1rvr29IwqFAheX73B3d+Ht27c4OfVVCZPfZGO6fq8VdA8RBOHTppeTT18yBwcHFi1alG9Xs3r16v2lCRMEQQDlGLXx48ezdOnSggMLOps0aRI+Pj7Sj1hB3Y4dO6hYsSK2tv+d979+7GNWZGWib6TbjP1/JXF96G7EiBGsWLHiYydD+MRlyjMxNvxw94bsjEwMTP7ee01WphwjY93nFvgrybMyMdTxXqvIykbfSPM8E4WhkCv4/UVKwQE/An19PcqWLfz9Pt+KdP369alQoYLGirSenh6xsbGFT6XwjzTI/wDJL9IKDigIH0HG68cosjMpUrr6x07KJ0ORncnbxxcxq9Kk4MD/Ya/u/4JZ5Sbo6f/5HxD/Fh/7mPcs6s6tgF4fJe5c6XIFP917Tbua2oepCPAsNYtbz9NpVqXEx06K8ImrOTWU3tuHfrD97eizhhPd/957TavIUPzGaX+zyN9l+qIurJys29tRvOZs5PrC+D8d5xfjbXj69M2f3s9f4X0r0vk+Fvn888+JiIj4U4kSBEH4s0zMLAoOJBSKvoGxqETroGTVPz929t/mv3jM7zI11BeVaB2VK2pEuaJGHzsZgiAIH8U/o3/Bf8CDBw+wt7fns89U35/au3dv+vfvX+j95XajGjFixAdJnyAIgiAIgiAIgqCbfCvS1tbW+a0S3lP58uWJjIz82MkQBEEQBEEQBEEQ/oR8K9I+Pj5/Zzr+01q0aEH9+vV5+vQpu3btIigoiN27d2NgYECrVq3w9vbGwMCA9evXs2PHDkqXLo2ZmRlWVsp3Lx47dozly5cjl8upUqUKs2bNonTp0h/5qARBEARBEARBED5Nomv33yg5OZnu3burLJs/fz4vXrxg8ODBNG/enLi4OA4fPkxoaChGRkaMGDGCkJAQrKysCA0NJTw8HD09Pfr06YOVlRXPnz9n0aJFbN68mZIlSxISEsLChQsJCCj41RqCIAiCIAiCIAhC4YmK9N9IW9fuhg0bAnDy5EkcHR0pUqQIAL169SIiIoL09HS++eYbihUrBoC9vT0KhYLz58/z+PFjBgwYAIBCoaBkSe3vwBUEQRAEQRAEQfg7mZt/WjP8i4r0P4SpqSmgrAi/Sy6Xo6enp/IqMkNDQzIzM8nOzqZJkyb88MMPAGRkZJCS8s98R5sgCIIgCIIgCP9Nn9rrr/T/grQIf0KLFi3Yt28f6enpyOVyQkNDadGiBS1btuTIkSO8efOGjIwMDh48CChbss+dO8ft27cBWL16NfPnz/+YhyAIgiAIgiAIgvBJEy3SfyNNY6SbNlV9Z2fbtm25cuUKvXr1Qi6XY2Njg4uLC4aGhri5ueHk5ISZmRmVKlUCwNzcnNmzZzN69GgUCgUVKlRgwYIFf9sxCYIgCIIgCIIg/NeIivTfpEqVKly8eFHjundnSB82bBjDhg1TC9e/f3+N75xu164d7dq1+zAJFQRBEARBEARBELQSXbsFQRAEQRAEQRAEoRBERVoQBEEQBEEQBEEQCkEvJ+9U0IIgCIIgCB+JIisTfSPjj50MQRD+YTLlmRgbfrh7Q3ZGJgYmf++9JitTjpHxP2NUrTwrE0Md77WKrGz0jQz+dJwKuYLfX/wz3yz0vrN2/zPOpvBR/f77WxQK8TxF+PuZm5f4x74KQfi0ibL3T5bxsRPwlxJlT/iY/t3l70PfGz7te03B/t7j/9TeIQ2ia7cgCIIgCIIgCIIgFIqoSAuCIAiCIAiCIAhCIYiKtCAIgiAIgiAIgiAUgqhIC4IgCIIgCIIgCEIhiIq0IAiCIAiCIAiCIBSCqEgLwj/c48ePsLVthkzmjEzmjJtbXzw93YmNPSiFCQoKxMbGmn37dqtsm5aWRocOrZkwYbQUbvHiedL6rKwsfHwmMmyYB69fv9aajps3b9ChQ2spHTKZM/fu3QHg1KmfGTTIFZnMGXf3/pw+fVLjPl6/fsXMmT4MHOiMs3MvIiIi1MIcO3aUDh1sdcqbXPHxx7CxsSY29oDK8qCgQLp0aS+l18WlNzNmTOH+/XtSGCenrrRvb0NqaqrKtlFRe7CxsebIkUNSuMTEy9L6W7du8u23nfnxx02FSuu7QkO34+LSG1fX3kyaNJYXL54DyryaPn0y/fr1xN29P7t2hWjdz5MnSfTo4cDLly/V1j169BAHh3Yq6S/Iy5cvadeuFQsXzlFZfubMr9jYWOPvP0NtGy+vIXTo0LrQ4Vxde6usDwnZyrffdubGjeta05idnc2yZYtwdu5Fnz49iIjYpTGcj88ElXLbqdM3eHp6AuplMiZmn9Y4c9PcunVTfvlFtZwvXjyPoKBAbt++JcXVs6cjnTp9I33evv1HoqL2SNckQE5ODsuWLcLF5TuSkpK0xv3ixQumTPHGza0vLi7fsWrVMhQKhdZtpkzxVrnuc50+fRKZzLnA4809Zl3Pp7a8AQgI8MXGxpozZ35VCfP48SNat26qMa352bs3kgkTxhQYTtM1cPPmDby8hjBwoDODBrmSmHilwP04OXUlKmoPjx8/wsbGmr17Ve9h27ZtISDAV/r84sUL5s3zp0+fHri59WPgQGfWr19PdnY2AEuXLpDKRps2LejXr6f0OSMjXdrP1KneODrakZ7+x7Lcc6Irbef7zZs3KteITOaMrW0zQkK2SmFycnLw95/Btm1bdIov7zmWy+Vs2hSEi8t3uLj0xsWlN4sWzeP161dS+I0b13H8+FFAWUZ0jaewgoIC8fIaonP49et/0Fomz58/J33/DRkiUyljQUGB9O/vhKtrb/z9Z5CR8V+fJVoQPi3i9VeC8C9gYmJCcPA26XNS0mNGjRqKgYE+bdrYAVChQkX274/C0bGbFO7o0ViKFCmqcZ9paWlMneqNiYkpS5aswsTERGsaEhLO0769PRMnTlVZ/vbtW2bO9GHlyrXUrPkZN25cx8trMGFh+yhatJhK2IAAX6pXr8GMGf4kJz9BJutHcHB9ypevAMD9+/dYtWopULjXsYWH76JjRwe2b9+GnV1HlXXt2nVg7NiJ0ueYmH2MGjWULVu2U6yY8p2BJUuWIi7uMA4OXVTClSlTVmN8ly5dZPLkcQwfPopOnToXKq15JSZe4X//20pw8P8oXrw4K1cuZd26NUyYMJXlyxdTpEgRtm7diUKhYPLkcVhYVKZVq9Zq+4mO3suGDWt59uyp2rqMjAxmzZqGXJ5VqLTt3RtB69a2HDwYw5AhwzAzKymtK1u2HCdOHCc9PR1TU1NAWSbzPqAoTLi81q5dTVzcYdasCaJiRQutaYyMDOP+/bts3ryd1NRUPD0HUqtWHerWra8Szt9/vvT/lSuX8PGZyIwZygrhu2VywIC+NGliLZXJ/BgZGeHv78umTSGUKlVKZV2NGjWl6zUqag9Hj8Yyf/5SaX1U1B7p/+zsbObM8ePhw/usXr1eJZ81WbFiMZaWNZg9ewEZGRmMHetFVNQeunTprjH8jz9u4sKFs7Rr10FalpGRzqZNGwgL24m5ubnW+PLS9Xxqy5tcFSpUJCZmH02a/FERjInZR+nSZXRKy+vXrwgMXMWBAzE0btxEa1hN10B6ejpjxw5n0qRptGxpw/HjR/Hz82HbtlCt+zI1NcXUtAgA+vr6rFy5FCurRlSrZqkW9s2bNwwdOohu3XowbtwkDA0Nef36NcuXz+fs2Qv4+gYwerS3FN7JqSszZvhTp05dlf08e/aU8+fPUq9eA2Ji9tKjh1OetJhqTa/y+As+3yVKlFD5jtm1K4SjRw/j5NQXgDt3brN48TwuX75IzZqfFxgnKL+3ihRR5pWv7xQMDY2kMi6Xy9m+/Ue+/34gQUFbKFq0GL/99guWljV02vefYWpqKqVLm+TkJyxfvoiTJ3+ic+eu+YabNWsakydP56uvmhIXdwR/f1+2bt3BmTO/Eht7gI0bf8TY2IQpU7wJDd2Os/OAD3cwgiB8VKJFWhD+hSpWtGDQIE+VJ/bNm7fk9u1bJCc/kZbFxOyjY0cHte1fv37NmDHDqVSpCgEB86VKdGLi5XxbLC5evMDdu7dxd+/P4MEDiIs7DChbGsaNm0jNmp8BYGlZg5ycHLWW0devX/HLL6dxd1e2BJQvX4EdO3ZIFYf09HT8/KYxYkTBrUt5PXz4gLNnf2PEiDE8eHCfixcTtIa3t3ekenVLDh6MkZZ17OjAgQPR0uekpMekpaVSrVp1te1//fU0U6aMw8dnpsZKtJfXELWWtvXrf2D9+h/Uwtap8yUhIeEUL16cjIwMnj5NpmRJZcXj6tUrdOrUGQMDA4yMjGjZ0oajR2PV9vHs2VOOH49j0aIVGo938eJ5ODh0lfarC4VCQWRkOA4OXWnYsDGRkeEq683MzGjYsBHHjh2VlsXE7KNDB/v3Cpcb58KFczlz5ldWr16vUomWyZw1tqYfO3aEzp27YWhoiJmZGXZ2HVXO47uysrIICPBl5MhxWFhYaCyTa9cGF1iZBahcuQotWnzN7NkzCwybn8zMTHx8JpKS8palS1dL8T579hSZzFnjgxFb2zb06qVswTcxMaFGjc948kRzK/aZM79y6tTPdO/eS2X5qVMnSU9Pw8fHt1Dp1fV86pI3dnYdOXHimEqra2zsQdq1ay99jo+PY/z4kRq3P3z4IOXKmTN8+KgC063pGjh9+iSVKlWhZUsbAGxsvsHPb26B+2rUqAm1atUGlPnft68Lvr4+ZGWpP6iKiNhFrVq1cXYegKGhst3CzMyM+fPn89tvv3DlyqUC4wPlA6OvvmqKg0MXdu4MISdH+aDR0rImTZu2ALTfuwt7vh88uM+mTRvw8fGT0h0WtoMuXXrQtm37Arb+Q9OmzalZ8zMuXrzApUsX8fGZKZVxQ0ND+vd3o3p1SyIiQgkN3cHVq1dYvXo5cXFHAOV3jqenO717d2fSpLGkpaUBykr9mDHDcXd3QSZzZu/eSEBZ3t3c+uHp6Y6bW1/evn2Lj89EqafUvHn+KBQKatf+EiurxoDyHM2dO0tj+vfujaRx46/o29dF63EqFArevFH26EpNTcHY2FhanpmZSUZGBnK5nMzMTGmdIAifBlGRFoR/qc8//4Jbt25Inw0NDWnXrr1UkUhKSiI1NUWq4OZ6/vx3Roz4nlu3bjJwoAf6+n/cBurUqavSKpGXqWkR2rfvxLp1m5k6dSYLFswhMfEypUqVUmkFDgoKpGrV6lSqVFll+wcP7lO2bDlCQrYydKg7gwa5cvnyZalFZcGCALp378lnn31RqHyIjAzl669bUbp0GezsOrJjh+b05/X557W4efOm9Pnrr224ceM6z549A5SVA3t7R7Xt4uKOMGHCaKysGtOsWQud0+jh4YmHh6fGdYaGhhw7dpSePTtz/vxZqeWjbt367N8fhVwuJzU1lbi4w/z++zO17cuVM2f27AUaK/179kQgl8vp1u1bndMKcOrUT2RkpGNt3Qx7+y6Ehe1ALperhLG3d2T//ijpc2zsAY0VZF3CZWdnM2vWdCIiduHm5q5W6Q8O3qbWSgfKFqO8Lcfly1cgOTk53+PauzeSsmXN+eabtoDmMnntWqJOrXwAo0d7c//+XUJDt+sUPq/U1FS8vUdx4sQxPDyGYmLyR5zlypkTHLyNcuXUWw/btLGjbNlyAFy7lsihQzHY2rZRC/fs2VOWLVvE9On+KoG//IMAACAASURBVNc4KCvjI0eOU+sxogtdz3tBeVOqVGnq1bMiPv4YoOwea2lpSYkSZlIYG5tvWLhwucbte/RwYuDAwQVWTPK7Bu7fv0vZsmWZM8ePQYNcGT16uNTdWpvx4ydTpUpV6fOAAe4ULVqUwMBVamETEi7QsGFjteUmJiZYWTXkwoVzBcYnl8vZsyeCjh0706qVLc+fP+fkyZ8AKFq0KHPmLAS037sLe77Xrl1Nr169qVixorRs7NiJdOyofp61mTt3MSYmpiQkXKBevQZSpTwva+tmXLhwjl69elO79pcMGzZSuj6fPk1m6dLV/O9/YSQnJxMXdxi5XI6Pz0Q8PUewYcNWVq5cS0jIVukB6u3bN/H1DWDTphDi4+NITU0lOHgb69ZtBpRd/K2tm+HqKgOU5WjSpGka0+/uPoRevfqgp6en9TgnT56Gv/8Mvv22M4sXz2Ps2AnSsTVt2pxevbrQrVsn3r59o/ZQSxCEfzdRkRaEfyk9PT21H/z29o5SRXr/fs2VwePH4+jVqzd2dh2ZPn2yWgUpP+PHT6Jnz+8wMDDA0rIGdnYdOHHiuLReLpezdOkCjhw5pNKVNu/6x48fUqxYcdas2cDMmbOZM2cOiYlXCAvbiYGBYb7dU/OTmZlJVNQe7O2VXbIdHByJizucbwtdLj09VPLOyMiINm3spFbqw4cPaqwcHDp0gOXLfyAh4TwREX90AX316qU0rvDq1SvMm+ePTObMpk1BOh2HrW0b9u2Lxd19CGPHjkChUODlNQY9PT0GDnRm8uTxNG3aHENDI532B3D1aiIREaF4e0/ReZtc4eGhdOhgj6GhITY2tqSnp0tjxXO1amXL1atXeP78dy5cOEf16paYmZmp7UuXcPfu3cXIyIipU30JCJhZ4PnLpVDkqPzIzcnJUas05rV9+zbc3Nylz5rK5IoVi3UaKwtQpEgRfH1ns3btapWHWro4d+4MDRo0xMPDk2nTlK3ShXHq1M+MHevF6NHefPFFbZV1crkcX9+pjBw5lnLlyhVqvwXR9bzrkjfKSrnyfhUTsxcHh/y7z74PbdeAXC7n559P0K1bT4KCtuDk1Btv71FkZmYWKg59fX2mTfMjKmqP2rhwgOxszffXrKysAitooGyVVygUNG/eEmNjY+zsOrJz5/8KlcbCePIkidOnf6Z3734fdL/55UNmZv75YGvbBlNTUwwMDKhZ8zNevHjB/fv3ePToAXPm+CGTOePlNYSMjAyuX78KKB+m5fZmsbJqxJ07t/DyGsLWrcF8910/lYcgH8Lz578zb14AK1euJTw8imnTZuHjM5G0tDT27o3k0aNHREbGEBkZg4VFJVauXPJB4xcE4eMSFWlB+JdKTLysNlbtyy/roVAouH79ar6Vwc6du9Kt27eMHj2elJQUnb7Ys7Oz2bQpiNTUFGlZTk4OBgYGgLKr+LhxI7h16yaBgRtVWjJy5bauOToqfyxXqVKVJk2acOXKJaKj93DlyiVkMme8vUeRkZGRb9fWvA4fPsibN29YsmQ+Tk5dmT59Mnp6egW2EF65clmtpV75ECKKhITzVKtWXWP33mnTZlK/vhUzZ85m5colUitIyZKlCA7eRnDwNmrX/pKJE30IDt6Gm9sgrel48OA+58//0Srl6NiNJ08e8+bNa1JSUhg2bCRbtuxg2bLV5OTkUKVKFa37yysmZh8pKSl4erpLeTlzpg/x8XFat0tKeszJkyeIjT2Ak1NXnJ17kZ2drdbSr3z40I5Dhw4QHb0v30qQLuGqVKnGlCkzcHDogq1tG3x8JuhUoalQoaJKGXn27Cnly5fXGPbatUSys7Np3PgraZmmMtmgQSOdu9wC1K5dBze3Qfj6Ti1UJczauhkeHp64ug7EwqIy/v4zpC67BQkJ2cqsWdOZMSNA48OyxMTLPHr0kBUrliCTORMZGcbhwwfz7cJaGLqedyg4b2xsbLl8+SJPniRx7twZmjdv+afTl5e2a6BcOXOqV69BvXrK8fStW7dBocjm0aOHhY6nQoWKeHtPxt/fl1ev/hjS0qBBQ86e/U0tfEpKCleuXKZ+fasC9x0evouMjHT69v0WJ6euHD9+lNOnT3Lr1s0Ct30fR4/GYmvb9r16K+SnQYOGXL58SWWitFxnz/6abz4YGPzRgq2np0dOTg4KhYJixYpL99vg4G0EBm6UevLkHftcqVJlQkLCcXUdSEpKCmPGDJN6QHwo58+fpWJFC6nHjK1tGwwNDbl79zbHjh2hY0d7ihYthrGxMd26fas27EcQhH83UZEWhH+he/fuEhy8XuPYrU6dOrN8+WKqVq2msTJoZKRs1TQxMWHWrLlER+9V6aqpiYGBAfHxx6SxsklJj4mLO0ybNnZkZ2fj7T0KC4tKLF68Mt+xuJUqVaZWrTpER+8FlE/yz549S506X7Ju3Wa2bNlBcPA2FixYJk2upqlra14REaEMGOBOaOhedu3aw65dexg/fjK7d0dI4+netXdvBI8ePVSZfAmgXr36ZGRkEBi4Kt/KQW430oYNGyOTeTBt2kSeP/9daxq1+f33Z/j6TpHGkx84EE2NGp9RsmQpIiNDpXHVz5//zp49kRofjORn1KhxhISEST82y5UzZ8YMf2xsvtG6XWRkGFZWjYiIiJbyNChoC9euXSUh4bxKWHt7R6Kj93D+vPZKUEHhjIz++ME8atR4srOzdZq5uXVrW/bt241cLufNmzfExh6gdes2GsOeO3eGr76yVmn90lQmL168QJ06XxYYd179+rlSpkxZreOz35VblvT09Jg+3Y+rVxN16sEQGrqDsLCdBAZupGnT5hrD1K9vRVjYPuncd+/ek3btOuTbhbWwdD3voD1vjI2NsbVtg7//DFq1stXY9ffP0HYNtGjxNY8fP5J6H5w7dwbQw8Ki0nvF1bZte1q0+FqltbhnTyfu3LnNli3BUrfx169fM2nSJBo2bKw2Kd677t27y7lzZwgK2ipdi5GRMTRq1ISdO7XP4v++lNdJ0w+6z/r1G9CoURMCAnylt0NkZ2ezefMG7t+/J3V3NjAwLLCHVLVq1TExMZG+s548SWLAgD5cvareiyQ8fBezZ8+kWbMWDBs2kmbNWnLtWuIHPbbPPvuCW7ducu/eXUA5EWV6ejpVq1ajVq06xMUdQS6Xk5OTw7FjR6hXr8EHjV8QhI9LzNotULZs8Y+dBEGLjIxiZGRk4OGhrDTr6+tjYmKCt/d4HByUE4kVK2ZCZqYx5uYl6NfvO9atW8Pq1asxNy9BiRKmGBsbYm5eQiUcgLl5PQICApg8eTJffWX1/+PPfIiMjFRLx7JlS5gxYwYHD0aRnZ2Nj48PTZtasXfvXi5dSiArKwNPT5kUfv78+dSuXZvu3bvj7+9PgwYNCAxcg5+fH3v2hKNQKBg+fDi2tqpjjTMyiqGnpyel8cmTJwwZMoS1a9dSocIf42ETExO5ceMa69YFUqZMCWm5q2tftm7dyPHjBylWzISIiENcvpyAnp4eCoWCGjVq8OOPW6lSRdnl1cBAn1KlimJuXoKePb/lxx9/pEuXjhgaGmJsbIiZWRHMzUuohAMYPdqLq1cvMWuWD8HBwVIlYPt29W6Xy5YtA2DUKNWJkdq3tyU5eShjxgzFwMCA8uXLExi4BnPzEowe7cWECRMYOLAfOTk5jBkzSsqr/PYHULZsMZX8yPVu+gcPHkzfvn2xs7OTwii7yu9m9uzZUjhQlhNHR0ciInbQv39/DA0NMDcvQdu2rZg7N5P27e2wsChNdnaKdO5KlSpa6HBKJVi1aiXffvstzZp9RZ8+fVTKUF6DBw/k+fNkPDxcyMrKok+fPnTs2EZjHj17lsRnn1m+c1wl1MrkiBFeUj5ryiNAQ5phyZJFdOvWjWLFTFSW573+8ltmbl6CZcuW4ubmRvPmX1G7dm2NZT4zM5PAwJUUL16cGTMmScvt7e0ZOnRovuXi3ete23HocsyFO5/qeWNqakTx4sr/+/b9DmdnZ/z8fClbykQlrbGxsYSEhLBu3Tryoyl/8ysvea8Bc/MSrFmzmvnz55OWloaxsTGrVq2kSpVy+d5z8nr3PgXg7z+TS5cuYGpqJMWxa9dOli1bhptbH4yMjNDT06NLly64u7tLDzU1pQ9g3brdtG/fnsaNVecHGD16JN9//z1TpkygTBnlLOcJCQn53rs1ncNc757vx48fUqfOZ2plJVfec6drvAArVixl48aNjB6tnCsiMzOT5s2bs3PnDukY7O07sH79GooUMVSLJ/dzpUplCAz8gYCAALZv34pcLmf06NHY2bXm1KlTKsfn4tKHy5fP4+bWhyJFimBhYYGnpwclS/5xbP/73/+4ePEiAQEB+ab93esnb/n46qv6+PnNxNd3MqBsEV+1aiWWlhaMHTuSOXPmIJP1xdjYmNq1a+PrO4MSJTTn7d8pv/Mr/HUy5ZkYG6rP6ZCdkYmByYeZhC4rU46Rse5VO3lWJoZGhYtbkZWNvpFBYZOm3Fau/VWN/0Z6Obr2JRM+WYP8D5D8QnPrnSD8EySd2075+t3RN9RtEiihYC/vnsKoSCmKla9dcOD/qP9iHn3MY96zqDu3Av4ZkzEtOvGAoc0sKPqePxj/S/yP3sOnTbWPnQxB+EerOTWU3tuHqi3f0WcNJz7QJHStIkPxG7dX5/DTF3Vh5eSBhYrDa85Gri+ML2zSAPhivA1Pn755r23/avr6eu/VsCi6dguC8I+myM6kaLkvRCX6A9PT16doOd3eB/tf9V/Mo//iMb8rXa6gsUVxUYnWwbPULDp+XvpjJ0MQBOGjEF27BUH4R9M3MMasSpOPnYxPTsmqH3Yc5Kfov5hH/8VjfpepoT7taur+3vX/snJFjShXVPe3CQiCIHxKRIt0HqdOncLV1VX6/PbtW3r37s3cuXNVwiUkJDB16tR89xMWFsakSZPyXf8hDB48mCdPnqgtX7ZsGbGxsX9p3IIgCIIgCIIgCP9lokU6HykpKXh4eNCsWTPGjx+vsq5BgwZqk5j83fKbfEXT5EOCIAiCIAiCIAjChyMq0hqkpqYyZMgQWrRowejRowFo0aIF9evX5+nTp0yYMIEffviBLVu2sHHjRsLDw9HX18fKygo/Pz8A7t69i6urK48ePaJly5b4+/tz6tQpAgMDMTU15ebNm9SuXZuFCxdibGzMkiVL+Pnnn3n16hXly5dnyZIllCtXjqioKJYvX07RokX58ssvyc7OZu7cubRr147Nmzdz+vRpwsPDefnyJW3btiU5OZlmzZrRs2fPj5mFgiAIgiAIgiAInyzRtfsdaWlpfP/991y7dg2ZTCYtf/HiBYMHDyYyMlJ6zU12djaBgYGEhoYSFhZGVlaW1N368ePHrFixgujoaI4dO8b169cBOHv2LNOnTyc6OppHjx4RHx/P3bt3uXXrFiEhIezfvx8LCwt2797N8+fPmT17Nps2bWLXrl28evVKY5qfPHlCeHg4Y8eO/WszRxAEQRAEQRAEQRAt0u9KSEhg1KhR1KxZEx8fH1auXCmta9iwoUpYAwMDGjdujJOTE3Z2dgwcOFB656S1tTWlSiknK6lWrRovXrwA4IsvvqBixYoAfPbZZ7x69Yrq1aszceJEdu7cye3btzl37hzVqlXj119/pXHjxtI+e/TowaFDh9TSXLduXalyLwiCIAiCIAiC8E/zqb3DXNS+3tG4cWOGDRtGWloaPXr0ICQkhL59+wJgaqr++p3Vq1dz7tw5jh07hoeHBwsXLgRQqdjq6emR+7puExMTteUXL15k3LhxyGQyOnXqhL6+Pjk5Oejr66NQFPzyck3pEgRBEARBEARB+KcQ75H+xBkZKV/jUKRIEebPn8/8+fO5ceOGxrDPnz+nc+fO1KpVi1GjRtGqVSuuXr1a6Dh/+eUXmjVrRr9+/bC0tOTo0aNkZ2fTpEkTEhISSE5OJicnh6ioKPT09P7U8QmCIAiCIAiCIAh/jmiR1qJhw4bIZDLGjBmjcX2ZMmXo06cPTk5OFClShBo1atCrVy9iYmIKFU/nzp3x8vKia9euANSvX58HDx5QpkwZfHx8cHd3x9jYmCpVqmBmZvanj0sQBEEQBEEQBEF4f6IinUfz5s1p3ry5yrKRI0cycuTIfMPJZDKVSckAevbsqTJr9pYtW1S2zZX3/dQ7d+5US8+LFy9ITExk9+7d6Ovr4+/vT/Xq1QE4fPgwAFWqVFGJ6913XguCIAiCIAiCIAgflqhI/4OVKlWK169f06VLFwwMDKhXrx69e/f+2MkSBEEQBEEQBEH4TxMV6X8wPT09fHx8PnYyBEEQBEEQBEEQhDz0cnKnkxYEQRAEQfhIFFmZ6BsZf+xkCIIgfHCZ8kyMDdXvb9kZmRiYfJj7XlamHCNj3dtI5VmZGBbynqvIykbfyKCwSVNuK1fw+4uU99r2r/a+s3aLFmmB339/i0IhnqcIfz9z8xL/2FchCJ82Ufb+qTI+dgL+cqLsCR+TKH8fU373t4953/v74v7U3iEN4vVXgiAIgiAIgiAIglAooiItCIIgCIIgCIIgCIUgKtKCIAiCIAiCIAiCUAiiIi0IgiAIgiAIgiAIhSAq0oLwD/b48SNsbZshkzkjkznj5tYXT093YmMPSmGCggKxsbFm377dKtumpaXRoUNrJkwYLYVbvHietD4rKwsfn4kMG+bB69evtabj5s0bdOjQWkqHTObMvXt3ADh16mcGDXJFJnPG3b0/p0+f1LiPK1cuMXSoOzKZMwMG9GH//iid8+Hly5e0a9eKhQvnqCw/c+ZX2rVrJaVpwIA+jBzpyS+/nJLCBAT4YmNjzZkzv6ps+/jxI1q3birlSUCAL9u2bZHWv337luHDB+PjM4HMzEyd0/qugo47JycHf/8ZKnG/a8WKJfTs6Sgd5/Tpk6V1R4/G4u7ugqtrb7y9R/Hq1Uud07ZixRLatGlBcvITleVeXkOwsbHm4cMHKsvPnPkVGxtrKa2FCXfkyCFp/dOnybi4fMeSJfNRKBQ6pXX9+h9Uym+uN2/e4ObWl8TEyxq3y8rKYv78AFxcvsPF5TtWrFhCdnZ2gfE5OXVl1qxpKssSEy/j5NQVAB+fCdL5sLGxZsCAPshkzowY8T0ANjbWvHz5x7k4e/Y3HB3tOHAgpsC4z507w5AhMtzc+jF8+GC1/M118+YNvLyGMHCgM4MGuZKYeEVa9z7lojDn08triMq5e/nyJTY21oDy2rKxscbLa4haHLnXY9680UShULB69TJcXHozYEAfpkzx5sWLF/mGz8zMZPToYSrlLNf169fo3r2T1vhyBQUFSuku6DhzRUTsws2t3/+Xsd7MmjWNpKQkAH755ZRUTrp160SXLu3p3r07MpkzsbEHpH3Exx/DxsZaZRkoy2FU1J4C071ly0acnXvRp08PgoICye+FLEFBgfTv74Sra2/8/WeQkaGcaCgjI53Fi+cxcKAzffv2ZNu2zYXKK4Br1xKZMGE0ffr0QCZzZujQQRw7dlRa/+jRQ6ZO9QaUZaRDh9YFxvG+NN3zNXF0tFP5XjtwIFotjC73kNOnTyKTOX+w9AuC8O8gZu0WhH84ExMTgoO3SZ+Tkh4zatRQDAz0adPGDoAKFSqyf38Ujo7dpHBHj8ZSpEhRjftMS0tj6lRvTExMWbJkFSYmJlrTkJBwnvbt7Zk4carK8rdv3zJzpg8rV66lZs3PuHHjOl5egwkL20fRosWkcDk5OUydOoHJk6fTtGlzkpOf4O7ugo1Nc4oVK1tgHuzdG0Hr1rYcPBjDkCHDMDMrKa2rXLmySv5cv36NceNGMGfOIurVqy/lT0zMPpo0+eMHcEzMPkqXLqMxvhcvnjNu3Ajq17di9Ghv9PXf75ljfsddt259qlatxp07t1m8eB6XL1+kZs3P893PxYsXmDlzNg0aNFRZnph4mSVL5vPDDxuxsKjE8uWLWLt2Nd7eUwpMW0ZGBvv376NNGztCQ3cwdOgIlfUVKlTkwIFoBg4cLC2LidlHmTJl3ytcrgcP7jNmzHC6dfsWV9eBBaYzOfkJy5cv4uTJn+jcuavKup9/jmf58sUkJT3Od/vQ0O28fPmSzZu3o1AoGD58MIcPH8TZ+bsC4z5yJJZmzVrSqVNntXX+/vOl/21srFm+PJBSpUpp3E98/DHmzfPH13c2TZs21xpncvITpkzxZsmSVdSuXYcdO/7HokXzWLx4hUq49PR0xo4dzqRJ02jZ0objx4/i5+fDtm2hf6pc6Ho+L1++yObNG5DJPDTux9jYhHv37pKU9JiKFS0A5X0nIeF8gWkA2LdvN1evJrJhw1aMjY1ZvXoZK1cuYdo0P7WwFy9eYPHiedy9e4fu3XtKy+VyOaGh2/nxx82kpaXqFK+pqSlFihTR+ThXrlzKjRvXmD9/CRUqVEShULB/fxSengNZuzaYpk2bS/enoKBAXr16yZw5/mqzJoeH76JjRwe2b9+GnV1HlfSYmhZBm59/jufw4YMEBW1FX1+fceNGcPjwIezsOqiEO3PmV2JjD7Bx448YG5swZYo3oaHbcXYewJo1K3j9+jXr128hLS0NmawfVlaNqV+/gU55deXKJaZM8cbbewpff20DwN27d/DxmcDz57/To0cvkpIec+/eXa3H8qGYmJionEdN7t27Q4kSJVW+PzTJ7x7SoYM9GRnpbNq0gbCwnZibm3/IQxAE4V9AtEgLwr9MxYoWDBrkqdKC2bx5S27fvqXSshgTs4+OHR3Utn/9+jVjxgynUqUqBATMlyrRiYmX832ifvHiBe7evY27e38GDx5AXNxhQPlDddy4idSs+RkAlpY1yMnJUWttyszMxN19sFSJKF++AqVKlZZabbRRKBRERobj4NCVhg0bExkZrjX8F1/UwsmpDzt2/Cgts7PryIkTx8jISJeWxcYepF279mrbJyUlMXz4YL75ph1jx05Uq0QHBQUSFBSosiw+Po7x40eq7Su/4376NBmAsLAddOnSg7Zt1dORdx/Xr19l27bNDBjQh6lTvaV8278/GkfH7lhYVALA3f17nJ0HaM2fP47/AJUqVaFv3/7s3h1Oenq6yvqOHR3Yv/+P1pn09HQuXDiPtXWz9woHyoccI0d64u4+RKUSHRGxi7lzZ2lM5969kTRu/BV9+7qordu5czvTp8+ibNly+R5n374u+PnNQV9fn9evX/H27RuVBzHaDB48jCVLFvDo0UOdwmuyf38UixfPY9Gi5SqV6LlzZxERsUst/NGjsbRo8TW1a9cBoHv3nowaNU4t3OnTJ6lUqQotWyorLTY23+DnN/f/43z/cqHr+XRzG0RIyFYuXkzQuB8DA33ateug0sIXF3cYG5tvVMKNHz+S+Pg4te1r1KjJsGGjMDZWvuO0du26PHmi+X6xc2cInp4j+PLLeirLr11L5ObNG8yevUDLEauqXftLrKwaS5+1HWdy8hMiI0Px85tLhQoVAdDX18fBoQtt2tixZUuwTnE+fPiAs2d/Y8SIMTx4cF8lrkaNmlCrVm0g/7w6duwoHTrYU6RIEUxMTOjcuSsHDqj3+FEoFGRmZpKRkYFcLiczMxNjY2NycnKIiYnCw8MTAwMDihcvzvLlP1C9uqXWdOfNq3Xr1jBggLtUiQaoXt2SadP8CAxcRWZmJvPm+fPw4UPGjvUCIDtbwYIFs3F370/v3t05ejRW2nbTpiDc3fsjkzkzefI4nj17Cih7CUyZ4o2Ly3fs2hVCXNxh3N37M2iQK4MHu3Hu3BkAmjZtLn0vyWTOGnusJCRcwMBAn2HDPHBz68vGjes09lbRdg85deok6elp+Pj4as0rQRA+TaIiLQj/Qp9//gW3bt2QPhsaGtKuXXvpR2tSUhKpqSnSD4lcz5//zogR33Pr1k0GDvRQqSTWqVM33yfzpqZFaN++E+vWbWbq1JksWDCHxMTLlCpVSqX1JCgokKpVq1OpUmWV7U1MTOjSpYf0OTIyjNTUFBo1alTgsZ469RMZGelYWzfD3r4LYWE7kMvlWrf5/PNa3Lx5U/pcqlRp6tWzIj7+GADnz5/D0tKSEiXMVLa7f/8uw4YNIisriz59+heYtlw2Nt+wcOFyteX5HXduS/nYsRPp2NFe676fPXtKkybWDB48lE2bQqhXrwGTJ48lJyeH+/fvkp2dzaRJY3Fz68fixfNUegJoEx6+k06dHKhTpy5ly5YjOnqvyvpatWpjYmLMpUsXgdxKkC0GBgbvFS4h4TwjRnyPuXl5tRbeHj2cmDRJtRt1Lnf3IfTq1Qc9PT21dYsXr1CrPGliaGjImjUr6NOnB6VLl6Fhw8YFbgPQuHETvv3WiZkzfQosc5qEhm4nIMCX9u07UqtWHZV1kyZNo0cPJ7Vt7t27h6mpKTNmTGbgQGdmzJiMoaF657H79+9StmxZ5szxY9AgV0aPHi5VAv5MudD1fFarVp1hw0bh5+dDSspbjfuyt3dUGcoQHb2Pzp27qIRZuHC5WuUaoH59K+lhwuvXrwkOXkfbtnYa45k5czbNmrVQW163bn2mTJmh9UHLu6ytm+HqKpM+azvOy5cvUr16DczMzHiXtXUzLlw4p1OckZGhfP11K0qXLoOdXUd27PjjPjx+/GSqVKkK5J9XT548oXz5CtJnc/Py0sO6d9PUtGlzevXqQrdunXj79g3du/fi5csXpKWl8uuvp/DyGoJM5kx8/DFKlND+zte8eZWQcEHjdVWrVh309PS4c+cWEyf6ULlyZRYvXglAZmYGTZs2Z8OGHxk+fDSrVyvvodHRe7l16wZr124iOHgbLVq0UnnQVqJECbZu3YmTU19WrVrG2LGTCArawuDBQzl79jcA5s5djImJKQDBwduoU6euWtqys7Oxtm7GokUrWLlyHadP/0xo6HaNx5rfPcTWtg0jR47T+foSBOHTIirSgvAvpKenh6mpqcoye3tHqSK9f/8+BatWWgAAIABJREFU7O0d1bY7fjyOXr16Y2fXkenTJ+tcORg/fhI9e36HgYEBlpY1sLPrwIkTx6X1crmcpUsXcOTIIZUur5ps2RLMhg2BzJu3RO0YNAkPD6VDB3sMDQ2xsbElPT1d4zjIvPT00Jg/uS1tMTF7cXDoqrbdgQPRjB07kapVq6u1kE6ePB6ZzJnIyDAiI8P+v6VkfIHpz5X3uHN/4OmiUqXKLFy4nJo1P0dPT49+/Vx5+PAhjx8/Qi6Xc+LEcby9p7Bx44+UKVOW+fP9C9zn1auJ3LhxnfbtleNGHRwc2bnzf2rjKjt16iy1bEVH71WrBBUm3IED0cyZs5D09HTWrl2t8/F/KEOHjiA6+ggWFpXUxtprM2jQ9+Tk5LBhw9pCx/nTT/GsWLGWyMgwfv75hE7bZGfLiY8/hofHUDZu3MZXXzVj6tQJauHkcjk//3yCbt16EhS0BScn5VjozMzM9y4XuXQ97926fUutWrVZtEh97DpAnTpfoq+vT2LiFZ48yX24l/8QBk0ePnyAl9dgrKwa0bNn70Jt+6FoO8787qFZWZkaH/68KzMzk6ioPdjbK/PYwcGRuLjD+ba+a5KTo3gnrhz09Q3Uwu3dG8mjR4+IjIwhMjIGC4tKrFy5BLlcTnZ2Ng8fPmT58h9YvHgFkZGhKuObdZGdnV9eZGnMCyMjI2l40hdf1JLGwP/0UzyXLl3Ew2MAMpkzoaHbVbqE562w29l1ZOrU8cydO4s3b17r3PMClOd1zJgJ/8fefQZEcTQMHP8fVYwYjdi7iS2xxBYbYkGRImoUEZEmiBWwYUdFsRfsKCqKRo0F7BQ1oCjWJPYodmwBjYqh93s/8LJy3gGnJrE88/vE7c7Ozs7OLjs7ZdHT00NfX5/+/QcWeczveg8RBOHzJSrSgvAJiom5rvRA2rDhd+Tm5nL79k1p/NabzM0t6dnzR0aP9iQlJYVVq5YWu6+cnBw2bw4gNTVFWiaXy6UWqsTERMaNc+fevbv4+2+iUqVKKuPJzMxkxowp/PLLYdau3UTduvWK3Xd8fBxnz54iIuIIVlaW2Nr2JScnR6HFRpUbN64rtcYbGhpx/fo1nj6N59KlC7Ru3VZpOwcHZwwNjZg+3YcrVy6xY8dWad28eYsJDNxOr1596NWrD4GB25k3b3Gxx/Aux13QnTu3CQ8PUVgml8vR0tLCwKA8rVu3pVw5AzQ0NDA3tyy0q21Be/bsQlNTExcXe6ysLAkK2smjRw85e1axsmdiYsbx4xH8+ecTUlIKrwSpE87DYxzNmrXAx2c+e/fuloYH/NuuXLkkPYRraWlhZtaDW7di1N5eS0uLGTNms2fPbqnbqLrmz19C06bf4+k5mVmzphU6aVhBBgblady4CdWr1wCgR49e3LlzS2FYQn64mjVrS70bOnToRG5uDn/++eSdy0U+dc87wIQJXly6dEFlV2J4XSk/fDgUU1PlseZFuXDhN4YOHYSpaQ/Gj5+iVsX036LqOL/7rjGPHz/kxYvnSuEvXPidRo2aFBtvZORRkpKSWLp0IVZWlkyfPhmZTFZoy6gqFStWkro+Azx//pzy5SsohTtx4hgmJqaULPkFOjo69Oz5Ixcu/EaZMmXR0tLC1NQCDQ0NvvqqHO3adeDatStqp6Fx46ZSa3BBN278gZaWFjVq1FJaV7CnRd65zXuRl5ubw8CBjgQGbicwcDsbNvzEmjUBUtiCY5+HDh2Jn18ADRo0JDT0EG5ur8f2Fyc8PIQ7d25Lv/P+ryn3/njfe4ggCJ8vUZEWhE/Mw4cPCAzcoHLMaPfu5qxY4Uv16jVUjgPV1tYG8roc+/jMJyzsULGzZ2tqahIdfUIamxwfH0dUVCSdOhmTk5PD+PGjqFy5Cr6+q/jyS9WTLQHMmjWN1NQU1q7dKI3dLM7+/Xto0uR79u0LIyjoIEFBBwkI+Ilbt24WOmnR9evX2LcvmH79Bigs19HRwcioE7Nnz6B9eyOV3WW1tfPGY5YpUwZv7zmsW7dGrZlfi/Iux12QhoaMZcsWS+N09+4N4ptvvqFChYp06mTM6dMnpRmZT5w4RsOGyl0YC0pKSiIi4ggLFy6T8nTv3lBMTMzYtetnhbAGBuX5+uu6zJs3q8hKkDrh8stejRo1mTBhKnPmzCQ29r7a+fCuLlz4jZUrfcnOziY3N5ejR8Np3rzVW8VRtWo1Ro/2fOuW9Pzy1K2bKcbG3ZgyZbzSWPQ3GRl14urVK9L5joqKpHbtOkq9GNq0aUdc3J/STN15lXwZlStXeadyUZC65x2gdOnS0jhYVbp3N+fYsQgiIlS/3CvMzZsxTJniiZfXTGxt7dXe7t+i6jjLl6+AlZUN3t5TFbpSh4QcICoqEjs7x2Lj3bcvGAcHZ4KDD0nXo6fnZA4c2EdaWppaaTM07MiRI+GkpaVJLdxGRp2UwtWr14CoqGNkZ2cjl8s5ceIY333XGG1tbdq37yAN70hNTeXXX8+9VZkZNmwk27Zt5syZaGlZbOx95syZyeDBw9DV1UVTU0utXlA//NCWgwf3SV3pN2xYi4/PdKVw2dnZWFlZkp6eTu/eVowbN5G7d++o/ZWFe/fuEhCwlpycHDIy0gkO3qU0QRv8M/cQQRA+T6IiLQgfuYyMDOnTHM7OA5k7dyZDh7opTOqSz8TEjMuXL6rstvym6tVrMHHiNBYtmsvt2zeLnGxsxozZnD17GgeH/nh6euDhMY5atWoTGXmUP/64yvXrr7vhOTnZcvdu3vjt/Elerl27wvHjETx+/Ijhw12kcCdP5nUPVzWJTlZWFocO7Vfqqle9eg26djVh5868VuknT54o5M+aNSuZMWO2ypZfU1MLLl78vdCuqgU1afI9gwcPZcaMKQqTuLm4DMXFZahC2MImGyvsuM+dO1Pkvgueizp1vmHMmPFMnDiGgQOtOHHiGDNmzAXyWtmtrW1xcxuCnV0/rl69woQJU4tMU1jYIWrVqqMwgznkTap04cJvCmPvIS/Prl27UmwlSN1wkNcds3t3c6ZM8SQlJbnIycbeRcH4Bg50pGLFyv+f9wPQ1NRk2DA3pXDFMTW1kLqhvgsPj3FoampK+ytssrG6deszbtzE/59QyZr9+/fg45PXpbhguShXzoB58xazZMl87O2tWbHClzlzFqGrq/tO5ULV8ap7Pps1a1HonALly1egZs1aVK9eXeXLvcIm0PL3X4VcLmft2lXSdZM/lELdYyhKYflfFFXHOWyYG927mzFp0jjs7a2xsfmR3347z9q1G6XZygtz+/Ytbt++Sd++/RWWm5paoK9fWumzV4XllaGhER07dsbV1REHh/7Ur99QGtpTsIzb2w+iQoWK2NlZ4+hoQ2JiIm5uYwCYONGLhIQX2Nn1w8XFDiOjTtIkiOrkVb16DfD1Xc2BA3sZMKAPdnb9WLDABxeXIfTtm9clv3bt2ujo6OLq6lDo57kALC170759B4YOHYSdnTV3795h6lRvpXBaWlp4eIxj5sypODsPZNq0SUyaNF2aoC5fYZONOTsPQV+/NI6ONjg6DqBx46ZYWvZWyrei7iGCIPxvk8mLupsJgiD8B3bt2kWlSpUwMjL60En5bGRnZ+Pp6cmyZcs+dFI+WsnJycyePZv58+d/6KT8Zz6mcpGblYmGtk7xAf8Fp06d4uHDhwwYMKD4wP/jRF7lyczOREfrw5TX/yU5GZlo6n5e+ZyVmY22zvt9cTg7KxOtQu6XuVk5aGgrz4vwscnNzuVFQkrxAT8ADQ0Z5cqVeuvtREVawGX2EZ4lqNeFTBD+DX8/+pXSVZsjUzFBjvBuMhLjyM3JRK9szQ+dlI9W6ov7aOl+gU4p5fGkn6uPqVwcXNKLe3P6fpB9H7//ih+q6VPyE3j4/NBEXuWpMzUY653DP3QyPnu7+q/hVK8Pc1/4t7TfH8yscYeKD1iE6Ut6sGryIJXr3OZt4vbiaJXrPiZ1PQ3566+kD50Mld61Iv1+r0cEQRD+AV9WF+PN/mm6pYvuVipAyXK1P3QS/nOiXOTpVLvw+RwERSKvBEEQVBNjpN8QHh5Onz596NmzJ5aWlmzYsAEAV1dXnj59WszWgiAIgiAIgiAIwudOtEgX8PTpUxYsWMCePXsoW7YsKSkp2NvbU7t2bdavX/+hkycIgiAIgiAIgiB8BERFuoCEhASysrKkz5N88cUXzJ8/H11dXbp06cKWLVtwd3fHx8eHRo0akZOTQ+fOndm7dy/nz59n06ZNpKenk5mZydy5c2nevDm3bt1i0qRJ5OTk0LJlS06cOMHRo0e5desWPj4+pKam8vLlS4YMGcKAAQNYuXIlT58+5cGDBzx58oR+/foxfPhwsrKymDFjBr///jsVK1ZEJpMxYsQIWrRogbe3N7dv3+b58+fUr18fX19fSpQoUczRCoIgCIIgCIIgCO9CdO0uoEGDBhgbG9O1a1esrKxYtGgRubm51Kz5elKWXr16ERISAsDZs2dp0KABZcuWZceOHaxdu5YDBw4wePBg1q1bB8CkSZMYNWoU+/fvp3r16uTk5ACwe/duRowYQXBwMFu2bGHhwoXSPm7evElAQAC7d+9m3bp1JCYmsmPHDtLS0ggPD2fevHlcvXoVgIsXL6Ktrc3OnTs5evQoSUlJREUpfx5DEARBEARBEARB+GeIFuk3zJw5kxEjRhAdHU10dDTW1tYsXrxYWm9hYUH//v2ZMGEChw4domfPnmhoaLB69WoiIyO5f/8+58+fR0NDg1evXvHkyRM6duwIQN++fdmyZQuQV8E+efIk/v7+3Lp1i9TUVGkfrVu3RkdHh3LlylGmTBmSkpI4deoU1tbWyGQyqlatStu2bQFo1aoVZcqUYdu2bdy7d4/Y2FiFuARBEARBEARBED608uX1P3QS/lGiIl3A8ePHSU1NxdzcnL59+9K3b1927dpFUFCQFKZ8+fLUrl2bc+fOcebMGaZPn05KSgpWVlb07NmTVq1aUb9+fbZt24ampiaFfV1s9OjRlC5dms6dO2Nubs6hQ6+nxdfV1ZX+lslkyOVyNDU1yc3NVYonIiKCFStW4ODgQJ8+fUhISCh0n4IgCIIgCIIgCB/C5/b5K9G1u4ASJUqwZMkSHj9+DIBcLufGjRs0bNhQIVyvXr1YsGABrVu3Rk9Pj9jYWGQyGcOGDaN169YcPXqUnJwc9PX1qV69utTV+uDBg1Icp06dwsPDg65du3LixAkAqdu3Ku3atSM0NBS5XM7Tp085f/48MpmMM2fOYGZmRt++fSldujTnzp0rMh5BEARBEARBEATh/YgW6QLatGmDm5sbw4YNIysrC4AOHTowcuRIhUpwt27dmDFjBp6enkDe2OqGDRtiZmaGTCbD0NCQ33//HYCFCxcyZcoUli1bRv369aVJwNzd3bG1tUVXV5cGDRpQtWpVqQKvirW1NTExMVhaWlK+fHmqVKlCiRIl6NevH56enoSEhKCtrU3z5s2LjEcQBEEQBEEQBEF4P6Ii/YYff/yRH3/8UWl5ZGSk9Leenh4XL16UfmtqauLr66sQ3svLC4CwsDBWrlxJhQoVOHLkCCkpKQAMGjSIQYMGKe3H3d1d5X6PHz9Oly5d8PHxISkpid69e1OjRg3KlCmjUMkXBEEQBEEQBEEQ/l2iIv0vq1KlCs7OzmhpaVG6dGnmzJnzTvF8/fXXTJgwgWXLlgHg4eFBmTJl/smkCoIgCIIgCIIgCGoQFel/WZ8+fejTp897x1O9enV+/vnnfyBFgiAIgiAIgiAIwvuQycUUz4IgCIIg/MdyszLR0Nb50MkQBLVkZmeioyXK678tJyMTTd3PK5+zMrPR1nm/tsvsrEy0Crlf5mbloKGt+V7x/xdys3N5kZDyoZOh0rvO2i1apAVevEgmN1e8TxH+e+XL63+0n0IQPm+i7H0sMj50Av5zoux9yj798vpplL9PP5//HZ92vnxu35AG8fkrQRAEQRAEQRAEQXgroiItCIIgCIIgCIIgCG9BVKQFQRAEQRAEQRAE4S2IirQgCIIgCIIgCIIgvAVRkRYEQRAEQRAEQRCEtyAq0oLwEYuL+xMjox9wcrLFyckWR0cbhg1zJiLiqBQmIMAfQ8OWhIQcUNg2LS2Nbt06MGHCaCmcr+8CaX1WVhZeXhMZMWIwiYmJRabj7t07dOvWQUqHk5MtDx/GAnDu3BlcXOxxcrLF2Xkg58+fLTKuQ4f2M2HCGOn3Tz8FKsTbu7cZJiYd1cofgJUrl9KpUxuePXuqsNzNbQj9+vWU4rWzs8bPbzmpqXmfXoiL+xNDw5a4uQ1RinPOHG8MDVvy6tUr4uL+pFu3DgrrIyKOYGFhzG+/nVc7nW/Kyspi4cI52Nn1w86uHytXLiUnJ0chzPnzZ3Fysi00joSEBMaN88DOrh/29tZcvXpZWhcUtIMBA/rg5GTLjBlTSEz8W+20BQXtwNCwJdeuXVVYnp8vFy78prA8Lu5POnRoJZWvtwm3fftP0vrk5GRGjnTFy2sCmZmZhabv/v17CmXGwaE/hoYtiYqKVAr76NFDRo50xc6uH66uDjx4ECut+/nnrdjZWePoOIBRo0bw5MnjYvNmzhxvbG37kpaWprC8W7cOxMX9qVCeu3XroFAGnzx5jJvbEI4d+0Xa7q+/nmFn14+lSxeSm5tb5L6DgnbQs2d3Kb4RIwYXGf7Na00ul7N+/RqpzM2ePYP09PRij9nNbQiGhi2V8ufChd8wNGwpnUM3tyG4uQ1ROI5Xr15haNgSUP+aU0dSUhKOjjbExFwvNuzy5Uuk+yDklbMuXdoplKE3y+qbQkMPYmVlKaW1qDKQLzLyF1xdHRkwoA8ODv2ZPNmTu3fvAIpluE8fC7p37yj93rlzmxTH3bt3MDRsydatgQr7cnMbQkCAf7HHfujQfuzs+mFj8yOLF88jOztbKYxcLmfdOj9sbH7EycmWxYvnk5GhODtwVlYWrq6OCtdrYQrmFcCTJ4+ZMWMy1ta9cHQcgKurA4cO7ZfWJycn4+ExTPr9NuXgbVlZWRIaerDIMLm5ufj5LcfOzhoHh/5MmTKehIQElWHf5R4iCMLnQ3z+ShA+crq6ugQGbpd+x8fHMWrUcDQ1NejUyRiAihUrcfhwKBYWPaVwx49HoKdXUmWcaWlpTJ06Hl3dEixduhpdXd0i03D16mW6djVl4sSpCsuTk5OZOdOLVavWUafO19y5cxs3N1f27AmhZMkvFMImJv6Nv/9qjhwJp1mz5tJye3sn7O2dgLyHY1dXRyZO9Co+Y4CMjAwOHw6hUydjgoN3MXy4u8L6ESM86Ny5KwDZ2dksW7YIb28vFi5cCoCOji4PHz4gPj6OSpUqS3lTsEL6pn37gtm8OYBly/yoW7e+WulUJTh4J69evWLLlp3k5uYycqQrkZFH6dbNlIyMdDZv3siePbspX758oXH4+i6gadPvcXBYwe3bNxk/fjQ7duzl+vVrbNu2BX//TVSoUJHw8BAWLpzD7NkL1Urbvn17MDExY/fu7TRqNE9hXcWKlQgPD6F585bSsvDwEMqW/eqdwuVLSHjJuHHuNGrUhNGjx6OhUfh73tq16yhcEytXLqVOnW/o2LGLUthZs7zo188WExNTzpw5hZfXBLZs2cnp06cJCdmPv/8mvviiFHv27Gbu3JmsXr2+6Mwh7xpcvnwxkyZNU1pXsDy7uQ2hb19rqQy+6fHjR4wZM5KePX/E3n5Qsfu9evUKbm5jMDExLTJcYdfaiRPHOH/+DJs2bUdLS4tp0yaxe/fPau27YsVKHDkSxqBBrtKy8PAQvvqqnEK469evsWXLRpycVFfy3+Wae9OZM9GsWOFLfHxcsWEjIo5y9GgY337bSFr2xx9Xadq0GUuXrlZ7n7q6JShRQk/6XVQZgLzrOyTkANOm+VC7dh0p3WPGjGTjxgCFMhwaepDjxyNYuHCZUjx79+7GxMSMPXt2Y2Njh5ZW3mNbiRIl0NPTUwpf0L17d9i4cR0BAVv58ssvmTnTi507tzFwoKNCuNDQg5w+Hc369VvQ19cnMHAD69evwc3t9cuH5cuXEBf3RI2cUsyruLg/cXcfiqvrcLy95yKTyfjrr2fMnOnF48ePGDbMjaSkRG7c+EOtuN9XiRKK51GVkJAD3LwZw8aNW9HR0cHPbzmrVi1l2rRZCuF+/fXcO99DBEH4PIgWaUH4xFSqVBkXl2EKLQOtW7fl/v17Cq2y4eEhmJiYKW2fmJjImDEjqVKlGnPmLJQq0TEx1wtt/bx27QoPHtzH2Xkgrq4OUstfdnY248ZNpE6drwGoVas2crlcZWtCZORRDAzKM3LkqEKPbfXqZbRp0462bdurkRN5LcNVqlTDxmYgBw7sLbJ1TUtLC3f3MVy+fEFqldTU1KBLl24cORImhYuKisTQUHWL+E8/BbJr13b8/DaorETnt7wV5OnpQXR0lNJyGxs7Zs2ah4aGBomJf5OcnETp0l8CcO7cWdLT0/Dy8i70eLKzszl9+iSWlj8CULdufapVq865c6eJiblBy5Y/UKFCRQA6duzCqVMnycrKKjS+fBcu/EZS0t+MGOHByZMnePo0XmG9sbEJp06dICPjdV5HRBylS5eu7xQOID4+npEjXenYsQtjx06UKtHR0VF4enoUmd7Lly9y/HgE48dPVlr311/PePDgAV27mgDQtm170tLSuHXrJgYGBowbN4kvvigFQIMGDdWqmAFYWdlw5kw0x49HqBVeldu3b+HhMQxn5yEKFdl9+4KYP99H5TbXrl3h6NEwHB1tGDvWTWrdfFNh11rHjl1Ys2Yj2trapKam8OpVglTmimNiYsbhw6+vk/T0dK5cuUzLlj8ohHN0dGHHjq1KvRnyqXvNFXbdAOzevZPp030oV86gyDTHxt5n+/YtSpX6a9eukJiYyJAhTgwaZMvevUFFxgNQt25dmjdvIf0uqgxkZmaybp0f06fPlirRAG3bGjJwoANLly4tdn8AqakpHDkSjoODM1988YXCvho3bkqDBt8CMH++D/v2KR/DyZNRtG9vRNmyZdHQ0KBXrz4K+Z7v5s0bdOjQEX39vG+8Ghl1VthXeHgIKSnJtG1rqFa6C+bVTz9tomvX7piZ9UAmkwFQvnwFZs2ax+7dP/P8+XPmzp1JRkYGTk62Uq+cgAB/nJ3tsLKyJDh4lxT3oUP7cHa2Y9AgW0aNGiHdy+fM8WbixDH/3/NoBZcvX8LV1QFnZztcXOyl4/n+++bUq5d37y6sjNWuXYcRI0aho6MDQP363yrdBwHKlSv3zvcQQRA+D6IiLQifoG++qcu9e68forW0tOjSpav0kBQfH09qaopUwc338uUL3N2Hcu/eXQYNGqzQ6tegwbcKrXwFlSihR9eu3Vm/fgtTp85k0aJ5xMRcp0yZMhgbm0jhAgL8qV69JlWqVFWKo3dvKwYNcpUeTt50//49Tp48zuDBw1SuV2Xv3t10725GgwbfUq6cAWFhh4oMr6tbgurVaypUQExNLTh8OFT6HRYWgrl5D6Vt/fyW4++/CisrGypXrqJ2GhcvXlFoxVxLS4s1a1bSv39vypb9iqZNmwFgZNQJD49xSq36Bf399yvkcjlly5aVllWoUJFnz57x3XeN+P33X6WHutDQA2RlZfH338V37967N4hu3cwwMChPixYtFR5iAcqUKct33zUhOvoEAJcvX6JWrVro65d+p3CPHj1gxAgXsrKy6N9/oMI6Q8OOLF68osj0rl69nCFDRkgPswU9ffoUAwMDhXJevnwF/vrrKfXq1aNZs7yH/czMTNauXVVoy/GbypQpy9SpM1m4cK7KB+ziXL16GXf3oZQvX4Hu3c0V1vXubaWylTMtLY2aNWsxcKAjmzfvwMKiF56eHqSmpiqFLepa09LSIjh4J3379uDVq1cYGXVWK8316tVHV1eHP/64BuRXfo3Q1NRUCFejRk1GjBjFrFlepKQkq4xLnWuuqOvG13clDRt+V2R6U1NT8fGZztSpM5SuI01NTdq378CqVetYuHAZO3du58SJ40XGV6NGLcaOnSj9LqoM3Lt3F21tbWrVqq0UT8uWrfn999+L3Fe+8PBQqlevQa1atTEz68HOna/vz46OLlJvj0mTptG7t5XS9s+ePZVepsHr+8Obvv22EadOneDVq1fk5uYSHh7CixfPgbyu5bt372DChKlK2xWmYF5du3aF779vrhTmq6/KUbNmbf744ypTpsyQel7ll6cqVaqyceNW5s5dxOrVy8jOzubixd8JCwvBz28DmzZtZ+BAB6ZM8ZTiTE/PYOvWXYwY4cHGjf707z+QjRu3MnnydH7/Pa/rvqfnZKpVqw4UXsYaNWpC/foNgLwXz4GB6+nc2VgpXJ0637zzPUQQhM+DqEgLwidIJpNRokQJhWWmphZSRfrw4RBMTS2Utjt5Moq+fa0xNjZh+vTJKsfLqeLpOYk+ffqhqalJrVq1MTbuxqlTJ6X1+d2mjx37Re3uw2/atetn+vSxplQp5QqRKjdvxnDnzm26du0OgJmZBbt3/4xcLi9yO5kMhbxr0KAhGhoaxMTc4OnT/BcQ3yhsk5aWxt27d1m0aDlr167i1q0Yad25c2eksY2A9Pe5c2fUOo7hw90JCztG5cpVWLx4XvEb/L+845QpLdPQ0KBp02Y4O7syZYonLi72yGQalC79JdraRY/mefHiOSdPHsfMLK9SY2rag4MH9ymNBc2rCOWVtfDwQ5iZWSrFpW64I0fCGDt2ItWr1yy0JbYwV69e5tWrBLp1U93VWS7PlVrBCixFQ+N15S8hIYGxY93Q09Nj6NCRau/7hx/aYGbWAx+f6cWObX7TkSNhzJu3mPT0dNat81NrGz09PXx9V0mVEmPjbujr66s1RvhNffv2JyzsGEZGnZg2bWLxG/y/7t3NOXIkrwIcFnZI5QsngJ49f6RevfosWbJA5Xp1rrn3NX9AW2CIAAAgAElEQVS+D1ZW/VXG6+Q0GGfnIejo6FC+fAV69erDiRPH3nofRZWBwu6tWVmZKsqkavv3B2NmlncfNzEx59atGK5du6J2+nJz5RTclVwuR1NT+bHP1NSCzp27MmrUMIYPd6FmzVpoaWmTnJzM7NnT8fKaWWw38qK8S17kX9N169YnMzOTlJRkzpyJ/v/u4M44Odni57eCpKQkaf6HJk2aStt37twVX9+FzJzpxc2bN97q2s6XN6eBK02afE+fPtaFhnvXe4ggCJ8+UZEWhE9QTMx1pQfEhg2/Izc3l9u3b0pjbd9kbm5Jz54/Mnq0JykpKaxaVXwXw5ycHDZvDpAm6YL8B7K8ykhiYiLjxrlz795d/P03UalSpbc+npycHKKiIjE3V10hU2XPnl1oamri4mKPlZUlQUE7efToIWfPnip0m/T0dGJjYxW6W8LrCsLhw6GYmporbaerq8uCBb60bdsee3snpk6dID28tW7dlsDA7VJrfv7frVu3LTL9V65c4uHDB0BeK6GZWQ+FCnpxypQpC8gVJhF7/vwvKlSoQGpqCt9/34KNG7cREPATHTrktboU14334MF9yGQyJk4cg5WVJatXLyM1NUWppd/Q0Ijr16/x9Gk8ly5dKPRY1Qnn4OCMoaER06f7cOXKJXbs2Kp2HkREHMXU1KLQ8dQVK1bixYvnCi9Xnj9/TvnyFQC4c+c2rq4O1KtXn7lzF6Otra32vgGGDXMjNTWFLVs2vtV2Hh7jaNasBT4+89m7d7fKSdLeFB8fR1DQDoVledeh+lOd3L59SypjMpkMS8ve3LypfpkzMTHj+PEI/vzzCSkpRVd+J0zw4tKlC1LF+03FXXPv49mzp1y+fJGdO7fj5GTLhg1ruXz5ojRMIChoB/Hxr1uR5XK5NPb4bakqA/n3l9u3byqFv3DhN5o1a1ZsvJcvX+Tevbts3/4TVlaWDBs2CC0tLYVW6eJUrFiR58+fS7+fP/9LKvsFJSb+TbdupmzevAN//03UqFGTatWqce7cGZKSkpg50wsnJ1uio0+wa9d2NmxYq3YaGjduysWLyi3wf/31jLi4P/n2W9U9C/LPR35FWy6HnJxcunc3l+6xGzduZcOGLVIvl4JzgvTu3ZctW3bQqlVrzp8/g6OjjdIEakW5cOE3hg4dhKlpD8aPn1Johf997yGCIHzaREVaED4xDx8+IDBwAzY2dkrrunc3Z8UKX6pXr6Gy0pT/T15XVxcfn/mEhR1S6GKpiqamJtHRJ9i/fy+Q90AfFRVJp07G5OTkMH78KCpXroKv7yq+/LLMOx3TvXt30NfXV7vLdFJSEhERR1i4cBlBQQcJCjrI3r2hmJiYsWvXzyq3ychIZ/nyJbRp005pP927m3PsWAQREapfQGhoaEgPdnZ2TtSqVRtv76lv3RJZ0IULv7FypS/Z2dnk5uZy9Gg4zZu3Unt7LS0t2rZtL52XO3duExt7n2bNWvL8+V+4uw+VutZu3ryRrl1NimwJy8nJ4cCBvXh6TpbydM+eEOztBym19Ovo6GBk1InZs2fQvr1RoZUQdcJpa+d1Py5Tpgze3nNYt25NsTMo57t06QItWvxQ6PoKFSpStWp1IiKOAHm9B2QyGV9//Q3x8fGMGjUMJ6fBeHiMU+qirA5tbW28veewY8fWt3pIz78Oa9SoyYQJU5kzZyaxsfeL3KZECT3Wr1/D9et5XavPnIkmPT2j0IqIKnfv3mbu3FnSXALh4SG0aKE8rr8wBgbl+frrusybN6vYym/p0qWZNm0W/v6qJ/Qq7pp7HxUqVGT//nCpwjV48DCaNm0mDRO4cuUyP/+8BcirRIaE7MfYuNs77UtVGdDV1WXYMHdmz56hMEv86dPRbN/+E6NGFT5PRL69e4Po3t2cPXtCpOtx4cJlnDhxTOElQFEMDTty6tQJEhJeIpfLOXBgLx06dFIKFxNzgylTPMnOziY7O5utWwPp1s0MY+NuBAUdlPLR0NAIa2vbtxp+4+DgTGTkUYWXcc+ePcXbeyo//tgPA4PyaGpqkpOTW2xvotat2/LLL4ellwP79gUzatRwlWGHDXPm1q2bmJtbMmHCVJKTk3j58oVaab55M4YpUzzx8pqJra19oeGePXv63vcQQRA+baIiLQgfufxJWPI/LzV37kyGDnWjXTvliV9MTMy4fPlioV1tC6pevQYTJ05j0aK53L59s8jJxmbMmM3Zs6dxcOiPp6cHHh7jqFWrNpGRR/njj6tcv36NwYMdpHTmj0F2crJVq+vpo0ePqFRJuRJd2GRTYWGHqFWrjsKM0JA3bvDChd+k8eN+fiukfBsyxImSJfVUTuBVvnwFatasRfXq1YtttZXJZHh55VV81q9f80Z6lSuAhU1oM3CgIxUrVv7/PBuApqYmw4a5FbnvN+MbN24SV69ext7emlmzvJg2bRalSpWiRo1a2Nk5MmSIEwMG9CErK1OaeKqw83z69EnkcrnSBHXW1ra8fPmCM2cUW/pNTS24ePH3Qrv3vm04gCZNvmfw4KHMmDGFZ8+eFjvZ2OPHD6lcubLS8oLlztt7Dvv2BWNvb826dX74+CxAQ0MDPz8/0tLSCQraKZVbV9e82YyLuhbeVKNGLUaOHP3OL1WMjU3o3t2cKVM8SUlJLnSysTJlyjBr1nwWLZqLnZ01gYEBzJ27SKqUq3OtmZpa0KFDRwYPtsfR0YbY2PtMmjQdUG9it/w4rl27olblt1mzFkrj3vMVd80VNdlYYYqaqK2gMWMm8Ndff2FnZ82QIYPo3duKVq3aALBhw9q3anEF1WWgd+++uLgMY/58H+zsrLGx6cP+/cEsXbqKRo0aFRFbXlfhEyeOKVXiWrRoxXffNSY4eKfC8sImG/vmm7r/X8kbhq1tXzQ0NKQZuwue7x9+aEPr1u1wdLTB3t6amjVr079/8eVfnbyqWLES/v6b+O23cwwY0Ac7O2smTRpHt26mjBiRt/9y5Qz49tvvsLe35u+/C//s1Q8/tGHgQEfGjBmBo6MNR4+GM2fOIpUvCIcP92DDhrUMGmSLu/tQBg1yVXqBWlgZ8/dfhVwuZ+3aVdK9YfLkvLHYBfMtMHBDofcQQRD+N8jkxb0CFARB+ECys7Px9PRk2TLlz8II787d3Z2VK1d+6GR81P7X8uhDXGu5WZloaKuefPBDiY2NJSgoCE9Pz+ID/48TeSUUJTM7Ex2tj+v6/iflZGSiqftxH19WZjbaOuoNW8nOykSriPtxblYOGtrv1+siNzuXFwkpxQf8ADQ0ZJQrp94cPQWJirSAy+wjPEtIKz6gIPzHMhLjyM3JRK9szQ+dlM9GVtrfZCT+SamKDT90Uj5a/4t59CGutYNLenFvTt//bH/qOPc4kW++0qNcSTHWtTgir4Si1JkajPVO1V3vPwe7+q/hVK+P6/71pvb7g5k1ruivmeSbvqQHqyYPKnS927xN3F4c/V7pqetpyF9/Jb1XHP+Wd61Iv9vsGoIgCP8B3dLK3XaF96Ot9yXaeup9O/h/1f9iHolrLU/raqWLDyQAIq8EQRD+8zHSjx8/pn79+pw6pTjerkuXLjx+/Pi/To7k2LFjbNq0CYArV66waNEiACIiIli+fPm/uu/k5GTc3d2Ry+X/PwPyOCwtLbG0tMTFxYXY2Fgp7LNnz/D09MTCwoKePXsydOhQHj16BMDVq1dZuPDdPj0kCIIgCIIgCIIgqOeDTDamra3NtGnTSE5O/hC7V+natWtSeu7cucOLF3mzOxobG6s1w+b7WL16NdbW1shkMpYsWUK9evU4ePAgBw8e5Mcff2TMmDEApKamYm9vT6tWrTh06BAHDhzAwsKCQYMGkZWVRePGjYmPj+fmTeVPbgiCIAiCIAiCIAj/jA/StbtChQq0a9eOBQsW4OPzeobNnJwcvLy8uH37Ns+fP6d+/fr4+vpSokQJtmzZwtatW9HX16dOnTrUqFEDd3d3tm7dyv79+0lLS0NbW5slS5ZQp04dunTpgqmpKadPnwZg7ty5fPvtt5w/f56lS5eSnp5OYmIikydPplatWuzYkfd9Tn19fQIDA0lNTWXNmjVUrFiR8+fPM3/+fLp06ULPnj2Jjo4mLS2NBQsW0KhRI5Vxdu3alUmTJqGnp8f169dJTExk7Nix7N+/n5iYGGl9cnIykZGRjB8/Hsj7xmm5cuXIzc1FQ0MDc3NzSpbM+zZiSEgIX331Ff3795fyrGfPnujo6JCZmYm2tjaWlpZs3LiRBQsW/FenUxAEQRAEQRAE4X/KB/v81aRJk4iOjlbo4v3s2TO0tbXZuXMnR48eJSkpiaioKGJiYti2bRt79uxh+/btPHjwAMjrEv3LL7/w008/cejQITp16sS2bduk+EqWLMm+ffvw8PBg4sSJAGzdupXZs2ezd+9eZs+ezfLly/nmm2+wsbHBxsYGJycnPDw86NKlC8OHK0+SUKZMGYKCgrCxscHf37/QOAse086dOxkyZAiTJ09m5syZ7Nu3j127dpGUlMTZs2dp0KABGhp5p2L48OEEBwfTrl07Ro8eTXBwMO3btwfgxo0bfPed8jdDTU1N+eKLLwBo1aoVx44dK/Z7jIIgCIIgCIIgCMK7+WCTjZUqVQofHx+mTZvGgQMHAKhcuTK2trZs27aNe/fuERsbS2pqKmfOnKFz586UKpU3m5qFhQWJiYmUKlWKJUuWEBISQmxsLCdPnqRhw9ezrFpbWwN5468nTZrEy5cvWbRoEceOHSM8PJzLly+TkvJ207B36NABgLp163LkyBGAIuM0MjICoEqVKtStW5dy5coBeRXyv//+m9jYWCpVqiSFb9SoEREREVy4cIHTp0+zceNGduzYwc6dO9HQ0EBHp+ip9kuVKoVcLichIYGvvvrqrY5NEARBEARBEATh31C+vP6HTsI/6oPO2m1oaCh18QaIjIwkODgYBwcH+vTpQ0JCAnK5HA0NDXJzc5W2j4uLw97eHjs7O4yMjDAwMODGjRvSei2t14eXm5uLpqYmtra2tG7dmtatW9O2bdu3/v6hrq4uADKZTFpWVJza2q8/C1EwPflkMpm0XC6X4+3tzZQpU/jhhx/44YcfGDlyJN27d+f69es0atSIPXv2KMUxdepUnJycqFu3LgCamppSC7cgCIIgCIIgCMKH9rl9/uqD17byu3g/e/aM06dPY2ZmRt++fSldujTnzp0jJyeHtm3bEhUVRXJyMpmZmRw5cgSZTMbVq1epWbMmTk5ONG7cmF9++YWcnBwp7pCQEACOHj3K119/jVwuJzY2llGjRmFkZERERIQUXlNTk+zsbKW/i/Pq1atC41RHzZo1efLkCZBXqb579y4BAQHSi4PHjx+TnZ1NjRo1MDU15cmTJ+zevVvaPjg4mPPnz1OzZt63P/MnTCtTpozaaRAEQRAEQRAEQRDU98G/I53fxdvFxYUxY8bg6elJSEgI2traNG/enMePH9OvXz8cHBzo378/JUuWpGzZsujq6tK+fXt+/vlnzM3NkcvltGrVitu3b0txX7hwgaCgIPT09Jg/fz5lypTBysoKCwsLtLS0aNOmDenp6aSmptKqVSsmTpyIgYEBhoaGrFq1isWLF1OnTp0i019UnOpo27Yt8+bNkyYX8/X1Zd68eRgbG6Onp4e+vj5LliyRKsaBgYHMnTuXwMBAZDIZ1apVY+PGjVKX719//ZXOnTu/49kQBEEQBEEQBEEQiiOTfwKzUt2/f5+oqCicnJyAvAm5+vXrR5cuXQrdpkuXLmzZsoVq1ar9R6l8d/PmzaNNmzb/SAXYzc0Nd3d36tevr/Y2LrOP8Cwh7b33LQiCIAjqOrikF/fm9P3QyRAE4V9QZ2ow1juVJ+39XOzqv4ZTvT7u+1f7/cHMGndIrbDTl/Rg1eRBha53m7eJ24uj3ys9dT0NRdfuD6Fq1apcvXqVHj16YGlpSa1atT6rVlc3NzeCgoLee6btK1euULVq1beqRAuCIAiCIAiCIAhv54N37VaHjo4OS5YseattIiMj/6XU/PP09fVZvXr1e8fTpEkTmjRp8g+kSBAEQRAEQRAEQSjMJ9G1WxAEQRCEz0tuViYa2kV/0lEQhE9TZnYmOlqf7/Wdk5GJpu7HfXxZmdlo66jXZpqdlYlWEffj3KwcNLQ13ys9udm5vEh4u88O/1fetWv3J9EiLfy7XrxIJjdXvE8R/nvly+t/tONlhM+bKHsfi4wPnYD/nCh7wof035a/z/36/tyO7989ns/tG9LwiYyRFgRBEARBEARBEISPhahIC4IgCIIgCIIgCMJbEBVpQRAEQRAEQRAEQXgLoiItCIIgCIIgCIIgCG9BVKQF4SMUF/cnRkY/4ORki5OTLY6ONgwb5kxExFEpTECAP4aGLQkJOaCwbVpaGt26dWDChNFSOF/fBdL6rKwsvLwmMmLEYBITE4tMx927d+jWrYOUDicnWx4+jFUIs2HDWoX433Tu3BlcXOxxcrLF2Xkg58+fBUAul7Ns2TLs7PphZ9eP2bNnkJ6erlb+AKxcuZROndrw7NlTheVubkPo16+nlF47O2v8/JaTmpo3U2Rc3J8YGrbEzW2IUpxz5nhjaNiSV69eERf3J926dVBYHxFxBAsLY3777bza6XxTVlYWCxfOkY575cql5OTkKIRJTEykX79eHDv2i8o44uL+ZOxYdwYOtGLwYAepXPz66zmFczVgQB8MDVsSE3NDrbRFR5/A0LAlERFHFJa/TVn7t8vk48ePGD16xP+f2378/PPWIsNnZWXh6urI9u0/ScsSE/9m3LhxDBpki61tX8LDQ4qMA+DChd/o0KEVv/56VmG5r+8CAgL8uX//npTvffpY0L17R+n3zp3bCA09KB0/5JX/5cuXYGfXj/j4+CL3nZCQwJQp43F0tMHOrh+rVy8nNzdXKVxi4t9Mnz6ZAQP64Ow8kKCgHUphDh3az4QJY4o9XoDQ0IMYGrYkIMBfYblcLqdfv17Y21tL4bp0ac+9e3cUwk2YMJrQ0INA3nVpaNiSJ08eK4S5cOE3DA1bKpyfwgQF7aBnz+5Svo4YMVhluOjoE5iZdVG4FvKv/8OHQ3F0HICTky3DhjkTE3O92P1aWVkSGnpQunccOrRPYf327T8xZ4639DshIYEFC2bTv39vHB0HMGiQLdu3b5Gu89mzZ0vp6tSpDQMG9JF+Z2S8vgdOnToeCwtjhftifn6p6/z5szg52RYbrrh7TkEBAf4K989bt2KYMGE0/fv3xsnJluHDXThx4ri0/s8/nzB16ngAlffVf5KhYUsuXPhNrbBPn8bTu7cZr169KjSMhYWxQjk6ciRMYb26+SsIwudJzNotCB8pXV1dAgO3S7/j4+MYNWo4mpoadOpkDEDFipU4fDgUC4ueUrjjxyPQ0yupMs60tDSmTh2Prm4Jli5dja6ubpFpuHr1Ml27mjJx4lSldc+ePWXFiiWcPXsac3NLldsnJyczc6YXq1ato06dr7lz5zZubq7s2RPCr7+eIzo6mk2btqOlpcW0aZPYvftn7O0HFZs3GRkZHD4cQqdOxgQH72L4cHeF9SNGeNC5c1cAsrOzWbZsEd7eXixcuBQAHR1dHj58QHx8HJUqVZby5urVy4Xuc9++YDZvDmDZMj/q1q1fbBoLExy8k1evXrFly05yc3MZOdKVyMijdOtmCuRVUubMmUFKSnKhccyZ402zZi3w9V1JamoK7u7DqFGjJq1atVYoM15eE+jYsQsNGjRUK2179wZhYmLGzp3bMTY2UVinbln7t8vknDnemJtbYmnZm+TkZAYPdqBevfq0aNFKZfjly5cQF/dEKY6GDeszaZI3z549xcHBhubNW1KhQsUi962trc3s2d5s3ryDMmXKKKyrXbuOlPehoQc5fjyChQuXSevzK5QAOTk5zJs3iydPHuHnt4HSpb8scr8rV/pSq1Zt5s5dREZGBmPHuhEaepAePXophFuxwhc9PT22bt1Nbm4ukyePo3LlqrRv34HExL/x91/NkSPhNGvWvMj9FZR/Pl1chkrLLl++SEZGOiVKFDxXcry9p7J+/ZZCz2HFipU4ciSMQYNcpWXh4SF89VU5tdJy9eoV3NzGYGJiWmS4a9euMGCAHQ4OzgrLHz6Mxc9vOQEB2zAwMODMmWimTBnPnj1Fv0gpUaIEJUroAaChocGqVcto0uR7atSopRQ2KSmJ4cNd6NmzN+PGTUJLS4vExEQWLZqLj890vL3n4OXlJc2abGVlyYwZs2nQ4FuFeJ4//4vLly/y3XeNCQ8/RO/eVgXSUqLI9AJkZKSzefNG9uzZTfny5YsMq849p6ASJUqgp5eXHzdu/MGUKeMZP34K7doZAvDgQSxeXhN4+fIFvXv3JT4+jocPH6gV9/vS1dWV0laUsLBDbNy4jufP/yo0zMOHsejrf6lwT833NvkrCMLnS7RIC8InolKlyri4DFNouWndui33799TaJUNDw/BxMRMafvExETGjBlJlSrVmDNnofSwGxNzvdA36teuXeHBg/s4Ow/E1dWBqKhIad2hQ/tp1qwFNjZ2haY5OzubceMmUqfO1wDUqlUbuVzOq1ev6NixCz///DPa2tqkpqbw6lVCsRWKfBERR6hSpRo2NgM5cGBvkS3ZWlpauLuP4fLlCzx4EAuApqYGXbp0U2hdiIqKxNCwo8o4fvopkF27tuPnt0FlJVpVC5GnpwfR0VFKy21s7Jg1ax4aGhokJv5NcnKSwnFv3hxAnTrfSHmmys2bN6SXFyVLfkHz5i05ceKYQpjDh0OJi4tj8OBhhcZT0JMnj7l48Xfc3cfw+PEjrl27qrBe3bL2b5fJHj16SS8dSpUqRbVq1YiPj1MZNjw8hJSUZNq2NSywz7/59dfzuLm5AVChQkXWrQtUq+xVrVqNNm3aMXfuzGLDFiYzMxMvr4mkpCSzbJmftN/nz//CyclW5YO9kVEn+vbNa/3V1dWldu2vefpUuRX75s0bdO9ujqamJtra2rRta8jx4xEAREYexcCgPCNHjnqr9H799Tfo6ZVUeMkUFnZI6Xy2aNGKr74qx+rVy96MQmJiYsbhw6+vufT0dK5cuUzLlj9Iy/btC2L+fB+V21+7doWjR8NwdLRh7Fg37t69U2i433//DUfHAYwYMZhLly4AoK2tw8SJ0zAwMACgQYNvefnyBVlZWUXmwfffN6devbzrXldXFxsbO7y9vVRut29fEPXq1cfW1gEtrby2itKlS+PlNZPff/+VGzf+KHJf+fbv30OLFq0wM+vB7t07kMvzPlFZq1YdWrVqAxR9nZw7d5b09DS8vLyL3Zc695yC6tdvSJMmzQBYv34NDg7OUiUaoGbNWkybNgt//9VkZmayYMFsnjx5wtixeddcTk4uixbNxdl5INbWvaQymp8WZ+eBODnZMnnyOOl6cHMbwpQp47Gz60dQ0A6ioiJxdh6Ii4s9rq6O0jlu1aq1dBxOTrYqexw8f/4XJ09GsWTJyiKP8+rVK2hqajBixGAcHW3YtGm91KvgbfJXEITPl6hIC8In5Jtv6ip0n9TS0qJLl65ShTA+Pp7U1BSlB6KXL1/g7j6Ue/fuMmjQYDQ0Xl/6DRp8q/KNO0CJEnp07dqd9eu3MHXqTBYtmic9mDg7D6Fv3/7IZLJC01umTBmFls2AAH+qV69JlSpVgbwWvuDgnfTt24NXr15hZNRZrXzYu3c33bub0aDBt5QrZ0BY2KEiw+vqlqB69ZoKD96mphYcPhwq/Q4LC8HcvIfStn5+y/H3X4WVlQ2VK1dRK30AixevKLRirqWlxZo1K+nfvzdly35F06Z5D6W//nqWixcvFFv5/fbbRoSGHkQul5OQkMCZM6d48eK5tD4rKwt//9V4eIyTHuaLs39/MO3atads2a8wNjZh1y7FMqFuWfu3y6SFRU+pRe7s2dNcu3aF1q3bKYW7e/cOu3fvYMIExd4Ujx8/olw5AzZt2sTw4c64uNhz61aMWq18AKNHj+fRowcEB+9UK3xBqampjB8/ilOnTjB48HB0dV/v08CgPIGB2zEwUG7d6tTJmHLl8ip/t27F8Msv4RgZdVIK9+23jTh8OJTs7GxSU1OJioqUykXv3lYMGuSKjo7OW6e74LWSnp7O5cuXaN26rUIYmUyGl9csIiN/4dSpkyrjqVevPrq6OvzxxzUg/+WVEZqamlKY3r2tmDRpmtK2aWlp1KxZi4EDHdm8eQcWFr3w9PQgNTVVKWzp0l/Su3cfAgO3M3SoG1OmjOfZs6dUrlxFqvDJ5XJWrlyKoaER2traRR6/p+dkqlWrLv12cHCmZMmS+PuvVgp79eoV6XouSFdXlyZNmnLlyqUi9wV5LyAPHtyHiYk57dsb8fLlS86ePQ1AyZIlmTdvMVD0dWJk1AkPj3GULPlFkftS955TUMuWP2Bv7wQUfrz16jVAJpMRG3uPiRO9qFq1Kr6+qwDIzMygVavWbNy4jZEjR+PntwLIe0Fz794d1q3bTGDgdtq0aa/wUkVfX5+tW3djZWXD6tXLGTt2EgEBP+HqOpyLF38HYP58X+m6CgzcrtTSD3nX2ty5i6hRo2aRx5mTk0PLlj+wZMlKVq1az/nzZ6TrXt38FQTh8yYq0oLwCZHJZEoP/KamFlKl5fDhEExNLZS2O3kyir59rTE2NmH69MlkZ2ertT9Pz0n06dMPTU1NatWqjbFxt0IfkouS37362LFfmD17ocK6vn37ExZ2DCOjTkybNrHYuG7ejOHOndt07dodADMzC3bv/llqsSmMTIZC3jVo0BANDQ1iYm7w9Gl+Ze8bhW3S0tK4e/cuixYtZ+3aVdy6FSOtO3fujDRuDpD+PnfuTLHHADB8uDthYceoXLkKixfPIz4+npUrlzJ9+iyFioUqU6d6Ext7H0dHG+bPn0W7doYKlYFjxyKoUqUqTZt+r1ZaMjMzCQ09iECcd7AAACAASURBVKlp3osEMzMLoqIilVo91Slr6oZ71zKZLyzsED4+0/DxWSC1MOZLTk5m9uzpeHnNVOrmmZ2dTVzcE0qVKsWaNRuZOXMuK1f6qj2OXE9PD2/vuaxb56c0Jrg4ly5doHHjpgwePIxp0yaq3ZU237lzZxg71o3Ro8er7Bnh5jYGmUzGoEG2TJ7sSatWrdHSKrqSqA4TE1Oioo6RlZXFiRPHlCq/+QwMDJg0aRrz5s1SeLFTUPfu5hw5klcpDws7pPLllSp6enr4+q7i++/zuqUbG3dDX19fZYvj3LmL6Ny5KzKZjKZNv6dRoyb8+us5aX1aWhrTpk3i8eNHTJyoXGkvjoaGBtOmzSI09KDSmHmAnBzVZTkrK6vIF4/5oqOjyM3NpXXrtujo6GBsbMLu3T+/dTqL8zb3nKK87fFqa2tLw5Pq1q1HQkICAKdPR/PHH9cYPNgBJydbgoN3KnQJL1hhNzY2YepUT+bP9yEpKRFbW4d3Tn9hevb8kTFjJqCnp4e+vj79+w9UGPstCIIgKtKC8AmJibmuVNlr2PA7cnNzuX37psJY24LMzS3p2fNHRo/2JCUlhVWrlha7r5ycHDZvDpAm6YG8Vpy3feBKTExk3Dh37t27i7//JipVqgTA7du3uH497yFYJpNhadmbmzdjiooKgD17dqGpqYmLiz1WVpYEBe3k0aOHnD17qtBt0tPTiY2NpXbtOgrL8x/qDx8OxdTUXGk7XV1dFizwpW3b9tjbOzF16gQSE/8G8rowBwZul1qE8v9+s6XuTVeuXJIeDrW0tDAz68GtWzEcO/YL6enpjBvngZOTLTdv3sDPbwX79gUpxZGRkcGUKTPYsmUnCxYsJSkpiapVX7eYRUYeURijXJzIyKMkJSWxdOlCrKwsmT59MjKZTKnVVZ2ypm64dymT8LolccOGtSxb5kerVq2Vwpw7d4akpCRmzvTCycmW6OgT7Nq1nQ0b1kotvn369AGgWrXqNG78vdpdbgHq12+Ao6ML3t5TyczMVHu7li1/YPDgYdjbD6Jy5arMnj2j2BdA+Xbs2IqPz3RmzJhT6AuMlJQURozw4KefdrF8uR9yuZxq1aqpnb7ClCtnQL16DTh79lSxlV9DQyM6d+5a6LGZmJhx/HgEf/75hJQU5ZdXhYmPj1OaPC3vfqTY4yIpKYktWza+sW+51DMjPj6eYcOc0dTUYOXKtejr66u1/zdVrFiJ8eMnM3u2N3///XqyqsaNm0qtowWlpqZy48Z1GjVqUmzce/cGkZGRjo3Nj1hZWXLy5HHOnz/LvXt33ymthXmbe05hCjveGzf+QEtLS+U48oK9ZPIq2nnnKjc3h4EDHaV76YYNP7FmTYAUtuBLsaFDR+LnF0CDBg0JDT2Em9vrcff/lPDwEO7cuS39VlXeBEH43yYq0oLwiXj48AGBgRtUjknu3t2cFSt8qV69hsqxnvmtlbq6uvj4zCcs7JBCt2ZVNDU1iY4+wf79e4G8B9moqEipJUEdOTk5jB8/isqVq+Dru4ovv3w9QdPdu7eZPHmyNL45PDyEFi2Kno02KSmJiIgjLFy4jKCggwQFHWTv3lBMTMzYtUt1i01GRjrLly+hTZt2Sl2zu3c359ixCCIiVFf2NDQ0pIc+OzsnatWqjbf3VJUzJqvrwoXfWLnSl+zsbHJzczl6NJzmzVsxYIAdu3btlx4i69dvyIgRHtIkQwUFBPizd2/ew+7Dhw84deoEHTvmdYuXy+VcunSx0Mm3VNm3LxgHB2eCgw9J+erpOZkDB/aRlpamELa4sqZuuHcpkwB+fiu4fPkiGzb8VOikb8bG3QgKOijlpaGhEdbWtgwePIwqVapSr14D9u3Lm3n55csXXLt2Re0J2fINGGDPV1+VU5rFtyj53aplMhn/x959B9Z0PQAc/2ZbQUvQ2tSqWbVKhIqRSCJGEJElgtDYMTNk27FXSUuNEhJJkaB2rbQEqao9YsWOiOz38vsjzW2eN/Ki/NCez19y77nnnnveucc994zr5xfIpUsXWbcuvIijIDIygqioraxa9b3KFwcFYmIiWbNmJZB/XTt2xKh92VFcFhY92bx5I2lpaUU2fj09x/H48SNOn/5NaV/FiibUrVuPmTMDVb68UqdEiZKsXr2CCxfyh4WfOHGUzMwsPv+8sUK4UqVKERW1VVrP4fLli1y48Adt27b/a2G+EXTq9DUBATMVhta/jq+/7kq7du0Veov79rXj5s0brF+/VppPm5qaSkjIDJo3/4LPP2+iMc6kpFucPZtAePgG6V6MidlNixYt2bpVeRX2f6I4dY46Hh7fsHHjOk6cOCptu3nzBiEhAbi7e2BkZISenr5WI07atPmKHTuipZEaa9asJCjITylcbm4udnY2ZGZm0ru3HRMnTuHatavFeqmljevXrxEevhKZTEZWViaRkRGYm3d7o+cQBOHDJhrSgvCeysrKkoYLu7kNJjQ0gBEjPBUWdSnQvbsl586dwdJS9erZhVWvXoMpU3yZOzeUK1cuaVywZsaMYE6ePI6z80C8vMYwZsxEatWqrTH+wosmHTjwM3/88TsXLvw9XM/V1YFr165iYWGFubk57u5OuLjYc/PmDaZOzX9oOnr0MF5eY5TijovbSa1adWjZUrHB7eIylISEU9JQ2+XLF0v5Nny4K6VKlVS5KIyJSSVq1qxF9erVi1xsKn8OaAA3b95g9eoVCvuOHlX+3Iq6xcYGD3ahcuVP/sqLQejp6eHh4anx3ACzZgVJPUXffDOWkyeP4ew8kBkzpuHt7U/lyvk9/SkpKWRkpCutQK1uMasrVy5z5col+vUbqLDdwsIKY+OyCqtNg/Zl7W2UyYcPH7Bly0aeP09h/PhvpPJU8LmtwnmkSWjoPI4ePYqj4wBGjx6Bq6s7jRrlN8jU/W6vKpgTXKqU6tXIi1KuXHkCAkL54YfvOHnyuNrfJycnh5Url5KdnY2392Tpmgsa4GvWrJQaz05Orjx69BAnpwGMGTMSd/cR0nVpom5RpsLMzDpz9eplrRq/RkZG+PuHAqqHMVtYWHH+fKLKRr66xcbKly9PYOAs5s4NxdFxAGvXhhMaOld6IVNwDXp6esyaNZ8ff9yAk9MAQkMDCQycSfny5YmMjODBg/scOXJI4ZNGz5+naFzsTZNx4yZJ9x5A6dJlWLXqex4+fICjY3+cnAbg6TmMhg0/x98/pMj4oqO30bFjZ4U52fnX586ePbEKn2rSVHdrom0Z1+Z+ql+/IWFhy/jpp+0MGtQXR8f+zJ4dxNChw6UF8mrXro2hoRHDhjlrHIFhY9ObDh06MmLEEBwdB3Dt2lW8vf2Vwunr6zNmzEQCArxxcxuMr+9Upk71U5r/r025flXh+8nNbTjGxmVxcbHHxWUQTZs2x8amd7HiEwTh300nT9txZYIgCP8nubm5eHl5sXCh+hWAheKbOnUqPj4+lClT5l0n5b0VERFBlSpVMDMze9dJ+b9ZsGABvXr1om5d7VZt1pY8Jxtdg+IvbvauiPtD0bFjx0hKSmLQoEHvOimCoCA7NxtD/TdXt8iystEzejt1VU52LgaGH86UgNycbPS1rLflOTJ0DbSf7ifPlfPk2cuiA74Duro6VKhQ/LpfNKQFhgbv5eGzjKIDCsL/SVbqfeSybEp+pHlVVUF7clk2affPU7aa9t8Q/i96fvs3ylZtiY7u6y++9CHJy8vjedKvlK+pfsj469ox35brIf3eeLxvQ2aunONJqXSpU77owP8Rh26k0KaaMaWK8aAsCP8PdbwjGbBl5BuLL2LgCo7Zvp26qkNMJIETNX9Z5H3iN9+apdOGaBXWc+b3XJl3tOiAf6nnZcqjRy9eN2lv1es2pD+cVySCIPxnGJX95F0n4V9HV89QNKK1UK669nPL/w10dHTeSiP6Q1NCX1c0ol/RubbID0EQBE3EHGlBEARBEARBEARBKAbRkH4D7ty5Q5MmTbC1taV3795YWVkxZMgQkpOT1R7j5OREfHw88fHxODk5vdY5u3TponKfra1tseMTBEEQBEEQBEEQtCMa0m9IpUqViImJITo6ml27dtGgQQPmzJnzTtISExPzTs4rCIIgCIIgCILwXyAa0m9J27ZtuXLlCmfPnqV///706tULFxcXbt26pfaYX3/9lUGDBtGnTx/Mzc3Zt28fAHfv3sXZ2Rlra2vs7Oy4ePEiAJmZmYwfPx5ra2scHBx49uwZAA0aqP62qiAIgiAIgiAIgvDPicXG3oKcnBz27NlDkyZNmDBhAgsXLqRZs2bExcUxYcIEIiMjVR63YcMGgoODqVu3LidOnCA0NJSuXbsSEBBAjx49GDx4MIcPH2bFihVMmjSJp0+fMmTIEJo1a8aYMWOIjY1l8ODB/+erFQRBEARBEARB0MzExPhdJ+GNEg3pN+Thw4fS3OTs7GyaNWtGv379+PPPP2nWrBkAlpaW+Pn58eKF6qXf586dy8GDB9m9ezfnzp3j5cv8b6399ttvhIWFAdCpUyc6derEnTt3qFSpkhT3Z599JvVIC4IgCIIgCIIgvE/E568ElQrmSBdWMAS7sLy8PGQymco4HBwcaNu2LW3btuWrr77Cy8sLAH19fYXjr127RokSJRS26+joID4JLgiCIAiCIAiC8PaJOdJvUZ06dUhJSSExMRGA2NhYPv30U8qXV/42Y0pKCjdv3mTs2LGYmZmxf/9+qcHdqlUrdu3aBcDx48fx9fX9/12EIAiCIAiCIAiCoED0SL9FhoaGLFiwgKCgIDIyMihXrhwLFixQGbZ8+fLY2dlhZWWFvr4+7dq1IzMzk/T0dPz8/PDx8WHTpk2ULFmS4ODg//OVCIIgCIIgCIIgCAVEQ/oNqFatGgcOHFC574svvmDr1q1K29evXy/9u23btgBMmzaNadOmSdv9/f0BKFWqFOHh4UpxFD7n6NGjpX9funSpeBcgCIIgCIIgCIIgaE0M7RYEQRAEQRAEQRCEYhANaUEQBEEQBEEQBEEoBp08sdSzIAiCIAhvmDwnG10Dw3edDEEQ/mWyc7Mx1H9zdYssKxs9o7dTV+Vk52Jg+OHMpM3NyUZfy3pbniND10BP67jluXKePHv5ukl7q8Tnr4TX9uRJGnK5eJ8i/P+ZmBi/t98UFP7dRNn7f8l61wl474iyJ7xL/57y96brFlFX/e3t5IWJifFbifddEkO7BUEQBEEQBEEQBKEYRENaEARBEARBEARBEIpBNKQFQRAEQRAEQRAEoRhEQ1oQBEEQBEEQBEEQikE0pAXhPXL//j3MzNrg6uqAq6sDLi72eHi4sX//z1KY8PBVmJq2YteunxSOzcjIoFu3jkyePE4KFxY2W9qfk5ODj88URo1yJzU1VWM6rl27SrduHaV0uLo6kJR0E4A//jiPu7szgwfbMXbsSB4/fqwyjvj4Ewwd6oSrqwNuboP59deT0r6zZxMYPtyVXr168c03w7h7947WebRt22ZMTVtx/vzvCttDQvzp3dtSSq+jY3/mzg3lyZO/02dq2go7Oxte/VhBQZ5evHhBCpeSkiLtP3PmNFZW5uzdu1vrdL4qLy+P1atX4OjYH0fH/gQHzyAzMxOAZ8+eMX36JFxc7HF07M+yZYuQy+Ua45s+fZLC73v16hVGjnTDxWUQQ4Y4cOLEMa3TlpKSQpcuHZg3b6bC9oSEU5iatiI4eIbSMZ6ew+nWrWOxwzk5DVDYv3nzBvr06cnVq1eKTKeVlblCmdy7N04pTHZ2NnPmhGBv34chQxxYs2allJePHz9iwgRPXFwGYWNjw549sUWeMyHhFB07tua3304qbA8Lm014+Cpu3LgupadvXyt69Ogk/b1ly0ZiY3dI9yTkl4NFi+bj6Nif5OTkIs8P+ffusGEubNq0XuV+mUzGvHkzpbK1dOlCpTKuSnHuh9WrVyiEOXhwH56ewwGIjd2BqWkrwsNXKYTJy8ujf39bpd9cFW3vgaysTEJDA3ByGoCj4wBCQwPIysq/j+7cuc24caOk+//HHzcUed7w8FXSdXh6DsfTc7jCeVNSUjA1baVwTHT0NlxcBv2V3wMICvKVfsvffouXfv9evXpgbd1V+nv//r1SHEePHsHUtJXCNgA7OxtiY3cUmW6AFy9e4OJiL/1Oqqxf/z0ODv0YOLA34eGrpN9aUx2vTuG8Arh8+SKTJ49j4MDeuLo6MHLkUI4cOSTtv3fvLt7ek4D8/9sK6oG3wdS0FQkJpzSGSUtLw8dn8l9lpz8bNqxVGU5TGcvKyiQsbDZDhjhgb9+XTZt+eNOXIgjCB0Ss2i0I7xkjIyPWrt0k/Z2cfJ+xY0eip6dL587mAFSuXIU9e2KxsuolhTt0aD8lS5ZSGWdGRgbe3pMwMirBggXLMDIy0piG338/R9euFkyZ4q2wPScnB1/fKfj7h9CsWQu2b9/GrFmBzJu3WCFcWloaAQE+LF36LXXq1OXq1St4eg4jKmoXaWlpTJ8+iQULlmFq2pply75l/vzZhIUt0Sp/oqOj6N7dkq1bN9GkiWLDb8AABxwcnID8h/j1679n4sQxhIevR09PT9p+7twZWrRoKf198OA+jI3Lqjzf0aNHmD07GH//UFq3bqtVGlU5cuQgv/56gu+/34S+vj6+vlPZuvVHnJyGsGRJGLVq1SY0dC5ZWVlMmOBJbOwOrK1tVca1ceM6EhPP0KVLN2lbUJAvQ4d6YGbWmevXrzJihBuxsfsxMDAoMm07d0bTsaMZP/+8m+HDR1G2bDlpX4UKFTl27BcyMzMpUaIEkF8mb99OUohD23CFffvtcg4fPsCKFeFUqfKJxjQmJd3E2Licwr2hyvr135OcnMy6dZsxNDRkzpwQtm/fSr9+A1m1ahmff94Ed3cP5PJ0evSwoFWrNlSoUFFjnAYGBgQH+7Nu3WbKly+vsK927TpSmmJjd3Do0H7mzFko7S/cKJLJZMycGcjdu7dZvnyNQj5rsmjRfO7fv6t2/549sSQl3WLdus3k5eXh4eHGwYP76dKla5Fxa3s/bN68gdat20rhXlVQJw0dOkLadu7cGbKyMilRQnN9A2h9D6xb9x0ymUy61sBAX9avX4u7uwchIf707GmDjU1v0tLScHd3pn79Bnz5ZWu15y1RogQlS5aU/r5w4Tw//PAdrq7uKsMvXbqQq1cvM2fOAipXroJcLmfPnlg8PIbw7bdrad26rVQewsNX8fx5ChMmTFGKZ/v2bXTvbsmWLZswN++ukJ4SJUoqhX/ViRNHWbw4jOTk+xrDHDjwM+HhG9DV1WXixNEcOLAPc/Nuaut4TQrn1Z9//sH06ZOYNGk67dubAnDr1k18fCbz9OkTevfuR3LyfZKSbmkd/z9hZGSk8DuqsmbNCkxMKhMcPIeMjAycnAbQokVLmjRpphBOUxlbsWIJqamprFmznoyMDFxdB9Gs2Rc0adL0bV6eIAjvKdEjLQjvuSpVPmHoUA+F3qi2bb/ixo3rPHz4QNq2e/cuune3VDo+NTWV8eO/4dNPqxESMkdqRF+8eAFXVweV5zx/PpFbt27g5jaYYcOcOXz4AJD/8FSqVGmaNWsBgLW1LadP/8bz5ykKx+fm5jJx4hTq1KkLQK1atcnLyyMlJYVDh/bTrl17GjRoCICtbV/Gjp2oVV4kJJzixYvnjBo1hl9+OcKDB+p79HR0dHB2diMzM5PffouXtnfvbsmePX/3ZCYmnqVWrdqULl1aKY49e2IJC5vN/PmLVTai7exsuH//nsK2WbOCiI7ephS2U6curFjxHQYGBqSnvyQl5ZnUkDIz60y/fvm9dkZGRtSuXVfttSUknCI+/gS2tv0UtoeHb6Bjx04A3L17B2NjY3R1i67i5XI5MTHbsbS0oXnzL4iJ2a6wv2zZsjRv3kKhp2n37l1062bxWuEKzjlv3iwSEk6xfPkahUa0q6uDyh62339PRE9Pl1Gj3HFxsef771cjk8mUwl269Cddu3bHyMgIHR0dOnbszMGD+/86r4y0tDTy8vLIyMhAT09PqzyqWrUa7dq1JzQ0oMiw6mRnZ+PjM4WXL9NYuHC59Ns/fvwIV1cHHj9+pPK43bt38fJlGl99Zao2brlcRkZGBjk5OWRnZ5OTk4OhoXbfAdX2fhg+fBSBgb5qR7PUrfsZJUuW4vffz0nb4uJ2KtRJmq5V23ugRYuWuLgMRVdXFz09PerXbyA1Jq2tbaXyVqZMGapVq6axoQnQoEEjmjX7QvrbxWUomzdvUBrxAvDw4QNiYiIJDJxF5cpVANDV1cXS0prOnc1Zv36txnMVuH37NmfOnGb06PHcuXNb4VwtWrSkfv0GAHh5jeHo0cMq49i6dQt+fkEaXwIdOXKIbt0sKFmyJEZGRvTsacPevfmjMNTV8ZoUzqvVq1fg7OwmNaIBatasha9vIKtWLSM7O5vZs4O5e/cuEyZ4AiCTyZk7NxQ3t8EMGGDLoUP7pWPXrQvHzW0wrq4OTJs2USojnp7DmT59Eo6O/dm2bTOHDx/AzW0wQ4c6MWyYC2fPJgDQunVb6f8bdXXI2LFefPPNWACePHlMTk42pUsrfzdWXRnLy8tj9+5Y3N090NPTo0yZMixevJKaNWsVmXeCIPw7iYa0IHwAPvusHtevX5X+1tfXp0uXrtLQ1uTkZNLTX0oPEgWePn3C6NEjuH79GkOGuCs0Gho2/Fxt716JEiXp2rUHq1f/gLd3AHPnzuTixQs8fPiASpUqS+EMDAwoX/4jHj1SfDAuX768Qi9LePgqqlevyaefViUpKYkSJUowY8Y0evfuzYwZ09DX125wzPbt2+jWzZKKFU348stWREZGFHnMq3nXrZsFv/xykOzsbCD/Yd/S0kbpuMjILYSE+NO1a3fq12+oVfoApk71pXdvO5X79PX1iYzcQr9+1qSkpGBm9jUAnTubSw/Ely9fZN++3ZiZdVY6/vHjRyxaNB8/v2ClBmBBHg4YYIu392QGD3aWeuE1iY8/TlZWJq1atcHCwpqoqAhyc3MVwlhYWCkMg96/f6/KBrI24WQyGUFBfn8Nj3WjXDnFHt61azfRsOHnSnHLZDJatWrD/PlLWLp0Nb/+eoLIyC1K4T7/vAn79/9Meno6OTk5/Pzzbml4/4gRnhw7doTevS2xsrJi6NARfPTRx0XmEcC4cZO4ffuWynMWJT09nUmTxnLs2BHc3UdiZFRC2lexoglr126iYkUTpeOuXbvK1q2bmTxZc6+hpaUNxsZl6d3bEltbC6pVq4apqZlWadP2fujRw4oWLVoyZ06I2rgK//6ZmZmcO3eWtm2/0upatb0H2rRpR40aNYH8EQ8RET/y9df5Pe9WVr2k0RAnTx7n/PlE2rZtr/H6W7Vqg5OTq/R3jRo1GTVqLIGBPrx8maYQ9sKF89SsWZuyZZVHr7Rq1YbExLMaz1Xgxx9/pH37Dnz00ceYm3cnIuLvetjLaxrVqlUHYN68xZiadlIZR1jYEho1aqzxPA8eKNbXJiaVePToIaC+jtekcF79/nsizZt/oRSmfv2G6OjocPPmdaZM8aFq1aqEhS0FIDs7i9at2/Lddxv55ptxLF+eP5IpLm4n169f5dtv17F27SbatevArFlBUpzGxsZs2LAVOzt7li1bxIQJUwkPX8+wYSM5c+Y0ALNmhUn3lbo6REdHB319fQIDfXF2HkiLFl9KZakwdWUsJeUZGRnpnDoVj6fncFxdHTh69AjGxv++b+MKgqAd0ZAWhA+Ajo6O9IBYwMLCSmpI79mzCwsLK6XjfvnlMP36DcDcvDt+ftOUGkjqeHlNpW/f/ujp6VGrVm3Mzbtx7NgvyOV56OjoKITNy8tT26uXm5vLwoVzOXhwH8HBcwCQyXI5ejS/QREdHc2XX7bB23tykWl68uQxv/xyCEtL67+u35odO6LJyMjQeJyOjo5Cw+XjjyvQqFFjjh//haysTM6dO6PwsF/g+PGjLFnyLTExUQrzja9duyrNKXz8+BGTJo3F1dVBac66Ov36DSQu7iBmZp3x9VUc8hkff4IJEzwZN24S9eo1UNiXm5uLv783Y8ZMoGJF1b1QOjo6RETEsHnzdjZsWMfp078VmZ7t2yPp1s0CfX19TE3NyMzM5ODBfQphOnQw49KlP3n69AmJiWepWbOWysaENuGSkm5hYGCAt7c/ISEBGkcVFNarVx/Gj59MyZIlMTY2ZuDAwQq93wUGD3ahdu06eHgMYdy4UTRp0kwa3h4Y6IuDgzMxMbvZtWsXGzeu48KF81qdv2TJkvj7h/Ltt8sVXsxo4+zZBJo2bY67uwe+vlOUGmiqpKWlERzsh49PQJFDVr//fjUffVSeHTv2sn17LKmpqVrNDwbt7weAiROncOnSRXbsiFa5v3t3Cw4fPkhOTg5HjhzE1NRMq5c5hWm6Bwq7ePFPRo1yp1+/AXTooDj3Ni5uJ0FBvgQFzVZ7r2jSq1cf6tdvwPz5s5X2qatDc3KylepGVbKzs4mKisLCIr8es7S04vDhA1rfB8WRlyd/JU156Orm/x7q6vjikMnU5UWOyrwwMDCQpifVq1efZ8+eAfl1bcHaG66uDkRGblEYEl64wW5u3h1vby9mzQrixYtUHByci5VmAD+/IHbu3MeLF6msXbtGbbhXy1hubi4ymYy7d++yePFKwsKWEBMTqbIeEgThv0E0pAXhA3Dx4gXq1PlMYVujRo2Ry+VcuXKJAwd+VtlD2LOnDb169WHcOC9evnzJ0qULijxX/tywcNLTX0rb8vLy0NPTo3LlKgrDMnNzc0lNfY6JSSWleFJTU5k4cTTXr19j1arvqVIlfyhkxYomNG3ajOrVawD5wzGvXr0sLeaizo4d0ejo6DBlynjs7GxYtmwh6ekviYvbqfaYvLw8Ll36k7p1FfMuv+csjsOHD9Ghg5nKHvFZs+bTvHkLvLymERjoKy2IVrfuZ6xdu0nqWZs7Gw0+bgAAIABJREFUdxFr125SmK+uypUrl7l8+SKQ3+C1senNpUsXpf2bN28gKMiPGTNCVL4UuXjxAvfu3WXJkgW4ujoQExPFgQM/M2tWEDk5Oezbt0daJOnTT6vSqlUbLl++pDFNycn3OXnyGPv378XOzgYHh37IZDKFHjIoeADuwr59e4mL26Wyx1LbcNWq1WD69BlYWlpjZtYZH5/JUm+oJrt371JYkCy/TCr/bqmpz7G3d+SHH7awbNlqjI3LUrVqdVJSUkhMPIuNTW8AatWqRevWbTl79kyR5y7QoEFDXFyG4u/vrVWaC7Rq1QZ3dw+cnIbwySdVCQ6eUeRiYPHxJ3jx4gUBAT5Sz1dExCbWrFmpFPbw4QNYWdliYGBAmTJlsLS05swZzQsvFabN/QBQunQZZswIZtmyhSrnvlaoUJH69Rty8uQx4uJ20rOntdZpgKLvgQL79u1h/Phv8PAYjbOzm7Q9Ly+PJUsWsGbNShYuXP6P1jSYPNmHs2cTpKHQAI0bN+XOnSSFBQwLJCScVpprq8qBAz+TmprKggVzsLOzwc9vGjo6Oq810qEor9bXjx8/xsSkksY6XltNmzaXeoML+/PPP9DX16dGjVpK+wqXq/yGdv49IJfLGDzYRapX16xZz4oV4VLYwi+SRoz4huXLw2nYsBGxsTvx9BymdZrj409I+VGqVCm6du2hUAcXpqqMlS//Efr6+lhYWKGrq8vHH1egffuOnD+fqHUaBEH4dxENaUF4zyUl3WLt2jXY2zsq7evRoyeLF4dRvXoNlQsXFfTEGRkZERQ0i7i4nUWuVKynp8fRo0ekubLJyfc5fPgAnTub07hxE1JTn0vzIHfujKFx46ZKQ9tkMhmTJo3lk08+JSxsqcLwXTOzzvz+eyL37uUvnnT48AFq166j0Gv8KplMxk8/bcfLaxrbtu1g27YdREXtwslpCFu3/qiyUSKTyfj++9WUK1deaYEkU9NOnD+fSFRUhNqHfQOD/Dmm3bpZYG7ejenTJ0mrbL+Oa9euEBoaKMWxe/cuvvwyfzXgyMgIoqK2smrV92of/ps0aUZU1C7pYdPWti9dunRj6lRfDAwMWL16Bfv25a8A/PjxIxISTvHFF6oXhioQExNFs2YtiI6Ok/I1PHw9ly9fUpjrCvmNrbi4HZw7l6C2x1KbcAYGfz9Mjx3rhUwmU1h9XJ3r168RHr4SmUxGVlYmkZERmJt3Uwp39OgR5s4NIS8vj/T0dCIiNtG9uwXlypXDxKSSNC/z6dOnnD17hsaNmxR57sIGDXLi448rqFwxXJ2C+co6Ojr4+QVy6dJF1q0L13iMuXk3tm3bIf3epqZmDBjggLu7h1LY+vUbcuBA/sr+ubn5Iz4+/1z769LmfijQpElT7O0d1abfwqInmzdvJC0tTenlnyba3AOQ//suXDiPBQuW0r274svD5csXc+7cGdasWa+xN1sbZcuWleb7FjAxqYSdnT3+/t7SEGmAXbt+4vDhAzg6uhQZb3R0JB4eHkRG7pTuOS+vafz0U9Gja4rL1LQTe/fuJiMjg+zsbGJjd2Bm1lljHa8tD49v2LhxHSdOHJW23bx5g5CQANzdPTAyMkJPT1+rUVBt2nzFjh3R0kiNNWtWEhTkpxQuNzcXOzsbMjMz6d3bjokTp3Dt2lWtX2odOPAz3333LXl5eWRnZ3PgwM9SHVyYujJmYGBAhw4dpZe36enp/PZbPI0aKQ8jFwThv0Gs2i0I75msrCxpETBdXR0MDY0YMcJTYVGXAt27W7J69QpmzpxfZLzVq9dgyhRfQkP9qVOnLjKZjFmzglXOk54xI5i5c2cSF7cDuVzOmDETqVWrNgAhIXNYsGAOGRmZlCtXDh+f/AWYHj9+hJfXWObNW8SZM6f544/fychIx93976F3vr6B1KvXgIkTpzB9+iRATsmSpQkKym9IXbx4QWWajh//hby8PKXF1AYMcGDr1h+lodcREZvYuzcOHZ38Ba0aNvycefMWKV2fkZERpqZmXL58SauH/TFjJuLh4casWUH4+/89R3TbNuXP1MyaFUTDho2U5klbWFhx9+4d3N2d/hpOWYepU/3Iyclh5cqllC5dWmGI+9dfm+PiMlTqgVTVgCosNHQeYWGz2bTpB3R1dRg1aqw0T9DLawy9e/dTmG+Zk5PDzp0xTJum+MBavXoNunbtzpYtm+jbt7+0vUmTZmRkZGJqqr7HsjjhoOAFz2zc3AbTqFFjbG374urqwNSpPkpzHN3chhMWNhsXF3tyc3P5+uuuUu9ydPQ2Ll78k6lTfbGy6sWFC+dxchqIXC7DxqaPNId21qwwFi6cy9q14Rga6uPk5CoNG1WVR6ro6Ojg4xOIq6u9xnDqlCtXnoCAUMaOHUnDhp/z2Wf1pPtG1dxhdQqXizFjJhAWNgcHh37o6urRqlVrBg92UQqnTnHvB2dnN06d+lXlPjOzzsybN5Phw0cp7StcRxS+1uLcA8uWLQTymDUrWArXtGlznJxc2bJlI5UrV2H8+G+kff3722Nl1UvtfanJF198ycCBg/nhh++kbR4enuzcGc3UqRPJzs4iJyeHRo0as3Lld0WuPH/lymWuXLnE6tWrKLxOnoWFFevWfUds7A5pwTXQvkwWVvheMDU14/r1qwwb5kJubg6mpp2knn5Ndbw2eVW/fkPCwpaxZs0KFi8OQ09PD2NjY4YOHS7db7Vr18bQ0Ihhw5wJCJipNi4bm948fvyIESOGADpUrlwFb29/pXD6+vqMGTORgABv9PX10dHRZepUP6WF9dTVIZ6e45k3LxRn54EAmJl9Tf/+gwC0KmMTJ05hyhQfFi2ah6Njf2QyGd26WUjXKwjCf49OnjYfmxQEQfg/GT16NEuWaPcpLEE7ERERVKlSBTMz7Rag+i/6t+bRzZs32bZtG15eXm8lfnlONroG2q0Q/i4dO3aMpKQkBg0a9K6T8t4TeSUUV3ZuNob67389oI4sKxs9o/cv/TnZuRgY/vM+z9ycbPQ11NPyHBm6BsVbz+J1yHPlPHn2suiA74Curg4VKiiv4l8U0ZAWGBq8l4fP3uyQMkF4HTkZz8lKvUeZyo3edVL+VZ7f/o2yVVuio/v2/6P8UP1b8yjtwQVKlKuKfgntvlldXDvm23I9pF/RAd+xQzdSaFPNmFL/h4fFD53IK6G46nhHMmDLyHedjNcWMXAFx2zfv3qsQ0wkgRPVrwOjLb/51iydNkTtfs+Z33Nl3lG1+9+Uel6mPHr04q2f53W8bkNaDO0WBOG9YVCyHAYl384D/39Zueqt33US3nv/1jwqU1nM3wToXLt80YEEQOSVIAiCtkRD+hUBAQEkJCSQk5NDUlISdevmf5d34MCB6OjovNWhTl26dOGHH36gWrVqxTrOyckJT09PSpUqxebNmwkJUf+dT0EQBEEQBEEQBOGfEQ3pV8yYMQOAO3fu4OzsTExMzDtOkfaaNm1K06ZN33UyBEEQBEEQBEEQ/tXE56+0tGTJEmkBpHbt2uHu7o6trS3Hjh3DyclJCjd16lSioqK4c+cOvXv3ZtKkSVhbW+Pi4kJKSgoAR44cwc7Ojt69e+Pp6cmzZ88UztWnTx/Onz8P5H/Cx8zMjCdPnpCYmMigQYPo06cPbm5u3L59W+G4+Ph4hbQIgiAIgiAIgiAIb55oSL+GZ8+eMWzYMGJiYjR+3uXixYsMGTKEnTt3UrZsWXbs2MHTp0+ZP38+4eHhREdHY2pqyrx58xSOs7W1ZdeuXQCcPHmShg0bYmxsjI+PD/Pnz2f79u0MGTIEX1/ft3qdgiAIgiAIgiAIgjIxtPs1NW/evMgwFSpU4PPP8xd6qVevHs+fP+fcuXPcv38fZ+f8b+vK5XLKlVNcXMnKyoqBAwcyefJkdu7cSa9evbh58ya3b99m5Mi/V0VMS0t7g1ckCIIgCIIgCILwdpiYGL/rJLxRoiH9mkqUKAGAjo4Ohb8glpOTI/3byMhI+ndBOJlMRsuWLVm5ciUAWVlZvHyp+E01ExMTateuTXx8PCdOnMDPz49bt25RrVo1ac62TCbj8ePHb+36BEEQBEEQBEEQ3pR/2+evxNDuf+ijjz7i9u3bZGVlkZKSwunTpzWGb968OWfPnuXGjRsALF++nDlz5iiFs7W1Zfbs2bRt25aSJUtSp04dnj9/zqlTpwCIjIzEy8vrzV+QIAiCIAiCIAiCoJHokf6H6tWrR6dOnbCysqJq1ap8+eWXGsObmJgQGhrKuHHjkMvlVK5cmblz5yqF69atGzNmzJAay4aGhixatIiQkBCysrIoU6YMs2fPfivXJAiCIAiCIAiCIKgnGtJqVKtWjQMHDkh/jx49Wvr3pUuXFMIGBgaqjEPd8V26dKFLly4aw5csWZIzZ84o7P/iiy/Ytm2b0nHr16+X/t22bVuVaREEQRAEQRAEQRDeDDG0WxAEQRAEQRAEQRCKQTSkBUEQBEEQBEEQBKEYdPIKLzktCIIgCIKgJXlONroGhu86GYIgvEPZudkY6n+49YAsKxs9o/cv/TnZuRgY/vNZuLk52ehrqKflOTJ0DfT+8XmKIs+V8+TZy6IDvgOvu2q3mCMt8ORJGnK5eJ8i/P+ZmBi/t59CEP7dRNl7k7LedQI+KKLsCe/S2yt/H3o98KGnvyjv/vr+bd+QBjG0WxAEQRAEQRAEQRCKRTSkBUEQBEEQBEEQBKEYRENaEARBEARBEARBEIpBNKQFQRAEQRAEQRAEoRhEQ1oQBEEQBEEQBEEQikE0pAXhPXL//j3MzNrg6uqAq6sDLi72eHi4sX//z1KY8PBVmJq2YteunxSOzcjIoFu3jkyePE4KFxY2W9qfk5ODj88URo1yJzU1VWM6rl27SrduHaV0uLo6kJR0E4A//jiPu7szgwfbMXbsSB4/fqwxrjVrViqkY+HCuVKctra2WFt3xcXFXqv8AfD2noSVlTmZmZkK2+3sbBg0qO9f+TYIFxd71q0LJzc3F4CEhFOYmrYiOHiGUpyensPp1q2jFM7JaYDC/s2bN9CnT0+uXr2idTpflZWVSWhoAE5OA3B0HEBoaABZWZnSvrCw2QwZ4oC9fV82bfpBZRzp6en4+k79K47+bNq0Xtp37txZhg51wtXVgeHDXbl48YLWaTt69Aimpq3Yv3+vwvbilLW3XSbv3LnNuHGjcHV1wNGxPz/+uEFlOJlMRnj4KtzcBjNoUF8WL55PwVce//zzD0aOdMPV1QEbGxv27IktMm8SEk7RsWNrfvvtpML2sLDZhIev4saN61J57tvXih49Okl/b9mykdjYHdL1A+Tl5bFo0XwcHfuTnJxc5PkhP5+GDXNR+L3VmT59kkIea1u2Crt//x6mpq3w9ByutC8kxB9T01akpKRI4XbujFYIs2nTekJC/AHty4Y2fv31JK6uDgrb9uyJxcVlEK6uDnh4uKkt9+rqrZycHObMCcHRsT+Ojv1ZsmQBMplMYzoK6pKC67O27saTJ4r1oJPTABISTkl/nz79G6NHj8Devg+9evVi3LhRnDt3BoAXL15IZWbgwN506dJB+nvZskVSHCkpKXTp0oF582YqnCskxF/K76Lk5eURHDxDY1lasmQBfftaSWnw85tWZLx2djbExu6Q/o6O3oaLy6C/8nUAQUG+CuV9x45ooqK2Asr1wpsUG7sDOzubIsMVrhucnQeqrRuuXr3CyJFuuLgMYsgQB06cOKYU5siRQ3TrZvaP0y4IwvtPfP5KEN4zRkZGrF27Sfo7Ofk+Y8eORE9Pl86dzQGoXLkKe/bEYmXVSwp36NB+SpYspTLOjIwMvL0nYWRUggULlmFkZKQxDb//fo6uXS2YMsVbYXtOTg6+vlPw9w+hWbMWbN++jVmzApk3b7FSHA8fPmDx4vmcPHmcnj3/fpAZN26S9O+srOcMGuSAj0+AxvQUePz4EefOnaFx46bs3r2T3r3tFPbPmBFMw4afS9ccGOjDkiVhjB8/GYAKFSpy7NgvZGZmUqJECSA/f2/fTlJ7zm+/Xc7hwwdYsSKcKlU+0Sqdqqxb9x0ymYx16zaTl5dHYKAv69evxd3dgxUrlpCamsqaNevJyMjA1XUQzZp9QZMmTRXi+PHH9RgZGbF+fQQvX6bh5DSQL75oSaNGjQkK8mXaND++/LI1hw8fJDjYnw0bIrRK2/bt2+je3ZItWzZhbt5dYZ+2Ze1tl8mQEH969rTBxqY3aWlpuLs7U79+A778srVCuK1bf+TMmdOsWBGOjo4unp7D2b9/L+bm3fH2nsy0aX60bt0Wmewltra9+fzzJlSvXkPjuQ0MDAgO9mfdus2UL19eYV/t2nWk+zU2dgeHDu1nzpyF0v7CjQuZTMbMmYHcvXub5cvXULZsOY3nLbBo0Xzu379bZLiNG9eRmHiGLl26Sdu0LVuvMjQ0IinpFsnJ96Vyn5GRwe+/n1MIp6ury9KlC2nWrAU1atRSGVdxy8arsrIyWbfuO6KitmJiYiJtT0q6yfLliwgP30jFihU5ceIo06dPIipql8LxmuqtyMgtpKSk8MMPW5DL5XzzzTAOHPiZbt0s1KanRIkSUv0BkJ7+kuDgGYSFLUVHR0cp/NGjh1myZAG+voE0adIMExNjDh48zowZ0/DymspXX5lKZSgh4RQLFsxR+D+gwM6d0XTsaMbPP+9m+PBRUvkxMiqh8ryvunnzBmFhs7lw4Tx16nymNtz584kEBITStGnzIuMskJ8nJQFYunQhV69eZs6cBVSuXAW5XM6ePbF4eAzh22/XUqlSZRITz1K7dl2t439dRkZ/p0udvLw8hbrh4cMHuLk5qqwbgoJ8GTrUAzOzzly/fpURI9yIjd2PgYEBALdvJ7Fs2UJAfFJUEP4LRI+0ILznqlT5hKFDPRR6ENq2/YobN67z8OEDadvu3bvo3t1S6fjU1FTGj/+GTz+tRkjIHKnBcvHiBaXenQLnzydy69YN3NwGM2yYM4cPHwDy39qXKlWaZs1aAGBtbcvp07/x/HmKUhw7d8bwxRdfYm/vqPbafH19GTjQgXr1GmiRExATE8WXX7bG0tKarVs3Sz2NqpQsWZLx4yfz00/befkyDYCyZcvSvHkLjhw5JIXbvXuXyodmuVzOvHmzSEg4xfLla5Qa0ffv31PZ0+Hq6qCyV6xFi5a4uAxFV1cXPT096tdvQHLyffLy8ti9OxZ3dw/09PQoU6YMixevpGbNWirTlJ6eTm5uLtnZ2cjlcvT1DaR9L17k9+qmp7/E0NBQbd4UdvfuHc6cOc3o0eO5c+c258//rrBf27L2tsuktbWt9DuVKVOGatWqkZx8Xync7t2xuLgMxcioBIaGhoSEzOHLL9uQnZ2Nm9swWrduC0CVKlUoX/4jHj16WGQeVa1ajXbt2hMaqt0LH1Wys7Px8ZnCy5dpLFy4XGoEPX78CFdXBx4/fqTyuN27d/HyZRpffWWqMf6EhFPEx5/A1raftK04ZetVenq6dOnSjb1746Rthw8fwNS0k0I4IyMj7O0d8ff3IScnR2Vc2pQNTb99fPxJMjMz8PHxV9huYGDIlCm+VKxYEYCGDT/n6dMnSunQVG/Z2zsSGDgTXV1dUlOfk5b2osgXHLVq1aF163bS3927W/L48SO1oySWLVvEuHGTaNKkmbStSZOmjBkzkWXLlF9CqiKXy4mJ2Y6lpQ3Nm39BTMx2aV/jxk2kFyNr1qxkzZqVKuOIiorA2ro3X3/dVe15srOzuXLlEps2/YCz80C8vSdpNXKiRYuW1K/fgIcPHxATE0lg4CwqV64C5L9ssbS0pnNnc9avX8vhwwc5evQIERGbiIzMf9l369YtRo8egYNDPzw9h0sjBh49esi0aV64uTni4mLPDz98B+TXv337WjF+/DfY2/flwYNk5s2biYuLPW5ujvj4TCE9PZ169erRsuWXQP4LDS+vMSqvuXDdUKlSZbV1Q3j4Bjp2zL8H7t69g7GxMbq6+Y/SmZmZBAb6Mnr0+CLzSxCEfwfRkBaED8Bnn9Xj+vWr0t/6+vp06dJVeshNTk4mPf0ldeoovuF/+vQJo0eP4Pr1awwZ4i79hw/5D52qej0ASpQoSdeuPVi9+ge8vQOYO3cmFy9e4OHDB1SqVFkKZ2Bg8NcDh3IjwM1tOP36DVTbU3LixDHu3buHnZ12w7pzc3PZsSOa7t170qGDGU+fPuXkyeMaj6lUqTKlS5cmKemWtM3Cwkph2N7+/XuVGtIymYygIL+/hie6Ua6cYi+kJmvXbpJ6xQtr06YdNWrUBPJ7wSMifuTrr7uSkvKMjIx0Tp2Kx9NzOK6uDhw9egRjY2OlOAYPdiY5+R69e1vSr5815ubdqVevPgDTpvkSHDyDPn16EhY2mwkTJmuV3piYSNq378BHH32MuXl3IiIUy4S2Ze1tl0krq15SL+DJk8c5fz6Rtm3bK4W7ffsWN2/eYOzYkbi42LN9+zbKli2LkZER1ta9pXBbtmwhPf0ljRs30Sqfxo2bxO3bt4iM3KJV+MLS09OZNGksx44dwd19JEZGf/dmVqxowtq1m6hY0UTpuGvXrrJ162YmT/ZW2lfY48ePWLRoPn5+wQr5WZyypcqr90pc3C569rRWCufs7EapUqVYtWqZyni0KRuafnszs86MGTORUqVKK2z/5JNPad8+/wVDXl4eS5YswNTUTOodLFBUvaWvr8+KFUsYOLA3H330Mc2bf6E2TwBKlSrFzJnzpL8NDQ3x9w9l3bo1XLp0USHs8+cp3L6dRIsWLZXiad26DTdvXi9yWgNAfPxxsrIyadWqDRYW1kRFRUjTViwtrenRoycA7u4euLt7qIxjwoQpdO+uvqcd8stSy5atGDZsJOvWbaZx46ZMmzZB40tLAC+vaVSrVp0LF85Ts2ZtypYtqxSmVas2JCaepVOnrzE1NWPAAAf69cufRnPv3l0CA2exaVMkxsbG0nSBoCA/rKx68d13G/j223WcOvWrNNXp4cMHuLq6s3lzFMnJ9zlz5jRr1/7Id99t4NNPq3Lt2hVq1KjFhAlTADA17aRy9NSrdUNMTJTaukFfP38g54ABtnh7T2bwYGf09PQAmDs3BFvbvtStW09jXgmC8O8hGtKC8AHQ0dFRGEoI+Q+5BQ+me/bswsLCSum4X345TL9+AzA3746f3zTpwasoXl5T6du3P3p6etSqVRtz824cO/YLcnmeUsM4Ly9P4eFdWxERmxgxYoT0EFKUo0cPI5fLadv2KwwNDTE3787WrT9qcaSOQsOlQwczLl36k6dPn5CYeJaaNWspPfQlJd3CwMAAb29/QkICePDg7x6ZXbt+wtXVgUmTxkq9ia6uDly7dhVtXLz4J6NGudOv3wA6dOhIbm4uMpmMu3fvsnjxSsLClhATE6nQa15g/vzZtG7djp9+2kNExE/Ex5/g0KH9PH36hNmzQ1i69Fu2b4/F1zcIH58pZGRkaExLdnY2sbE7sLDIbxxZWlpx+PABhesF7cqatuFet0wWiIvbSVCQL0FBs6WeyMJyc3P544/fmTt3EStWhJOYeFap8bt+/VqWLFnC7NkLFMqGJiVLlsTfP5Rvv12u8FJLG2fPJtC0aXPc3T3w9Z0ijZDQJC0tjeBgP3x8AihZUv3Q1NzcXPz9vRkzZoJSfhSnbKnSsGEjdHV1uXjxTx48KGj8Kg8J1tXVxdc3kNjYHUpzyQtoW4ZeR0ZGBr6+U7lz5zZTpvgq7dem3ho5cjRxcQf55JNPleYga6Nu3c8YNmwkAQHeKu87VeW8oOdcm2HZ27dH0q2bBfr6+piampGZmcnBg/uKnc6ifPppVebNW0ydOp+ho6PDoEFO3L17l/v372kdh7p7OicnW+21tm7dho8++giAzz6rz7NnT8nIyODs2QTWrFmJq6sDI0YM4cGDZK5evQyAnp4ejRvn98TXqfMZurq6DB/uwurVK+jcuUuxhqYXWL9+Ld99t0pj3aCjo0NERAybN29nw4Z1nD79G1FRW9HT08fa2rbY5xQE4cMlGtKC8AG4ePGC0gNso0aNkcvlXLlySe2cvp49bejVqw/jxnnx8uVLli5dUOS58ufxhpOe/lLalpeXh56eHpUrV1EYgpqbm0tq6nNMTCoV63qePXvGhQvnsbDQ3DtS2Pbt28jKysTevg92djb88sshfv31JNevX1N7THLyfTIy0qlatZq0zcDAgM6du7Bv317i4nZhaak8PLtatRpMnz4DS0trzMw64+MzmezsbCC/Z3Tt2k3MnbtI6k1cu3YTdeuqn3NYYN++PYwf/w0eHqNxdnYDoHz5j9DX18fCwgpdXV0+/rgC7dt35Pz5RKXjjxw5iK1tX3R1dalYsSJff21OQsIpzp07Q5Uqn0g94WZmndHX1+fWrRsa03PgwM+8ePGCBQvmYGdng5/fNHR0dJQantqUNW3DvU6ZhL97HNesWcnChculYZivqljRhK5de2BoaEipUqX5+uuu0nD17OxsZsyYzr59e9i8ebPUm6+tBg0a4uIyFH9/b6k8aKNVqza4u3vg5DSETz6pSnDwjCJ7+OLjT/DixQsCAnyknuSIiE1Kw3YvXrzAvXt3WbJkAa6uDsTERHHgwM/MmhVUrLKlTo8ePdm7N5Y9e2KxsOipNlzlylWYNGkawcH+Kqd6aFuGiis5ORkPDzf09HRZsmSlyt52TfVWYuJZacSKvr4+lpbWXL58USkObdjZ2VOtWnUWLfq7t7pcufLUqFGTM2dOK4U/ffoUtWrVLnKEQHLyfU6ePMb+/Xuxs7PBwaEfMplMafTIm3D16hV271acY56Xlyf1xBalceOm3LmTpLT4GkBCwmmF4e2FvRp/Xl4ecrmMvLw8Vq78TqpnV61ai5PTECB/JEDBccbGxqxd+yPffDMOXV1dZsyYLi1mpo3CdcPKld+rrBtycnLYt28PcrkcyH/p0KpVGy5fvkRc3A70GNLhAAAgAElEQVT+/PMP6SVrVlaWxikbgiD8O4iGtCC855KSbrF27RqVc4179OjJ4sVhVK9eQ+W8voIhjkZGRgQFzSIubmeRKxXr6elx9OgRaQ5ecvJ9Dh8+QOfO5jRu3ITU1OfSgkM7d8bQuHFTrYeKFvj993M0bNiYUqW0W2woKekWZ88mEB6+gW3bdrBt2w5iYnbTokVLtm7drPKYggZiv34DlBaysrCwIi5uB+fOJdC27VdKxxoY/P1QN3asFzKZ7B+vKnv06BEWLpzHggVLFYZXGhgY0KFDR+LidgL5w4B/+y2eRo2Uh4fXr99QGtaYkZFBfPwJGjduSt269bh+/ZrUIPjjj/NkZmYWuYhWdHQkzs5uREbulPLVy2saP/0UrdSrVlRZ0zbc65RJgOXLF3Pu3BnWrFmvcU59587m7N0bh1wuJzc3l+PHj0ovGAIDfUlPf8nKld9RrVo1tXFoMmiQEx9/XEFh7nBRCuar6+jo4OcXyKVLF1m3LlzjMebm3di2bYfUgCgYCvvqsN0mTZoRFbVLCmdr25cuXboxdapvscqWOj169OTgwf3s31904/frr7vSrl17tSNFtC1D2kpPf8no0SPo1OlrAgJmqu1B1FRvJSScYsmSMHJzc5HL5fz8825atmytMh5tTJs2gxMnjnL37h1p2+jR41m8eL7C+gPnzyeydOkCPDxGFxlnTEwUzZq1IDo6TrpPw8PXc/nyJaXF3/4pXV0dFi6cx717+Yvbbd++jc8++0xhaLwmJiaVsLOzx9/fW2GO8a5dP3H48AEcHV2A/P9nZDLNo1FKly5D48ZN2bw5f+75ixcvGDnSjaNHDyuFPXbsF8aOHUmTJs0YOnQEFhZWxfpyQeG64ZNPPlUZxsDAgNWrV7BvX/7XDR4/fkRCwim++KIlq1f/wPr1EdJL1oJFQ1VN2RAE4d9DNKQF4T1T8Cbb1dUBN7fBhIYGMGKEpzQXsLDu3S05d+6Myl7VV1WvXoMpU3yZOzeUK1cuaVzcZ8aMYE6ePI6z80C8vMYwZsxEatWqjb6+PiEhc1i8eD6OjgP4+efdTJ+e/zmpohZNKuzOnSQ++UR5Bezo6G3MmhWkcnvHjp2pVq26wnZXV3f27IklJSW/B6yg987NzZHRo0fQqFFjRozwVIqvSZNmZGRk0r59xyJ7WvIbfLM5eHAfMTFR0vZPPvmUbdt2KIVXt9hYwUqus2YFS7/v/Pn5jfMpU3x49uwJjo79GTrUETOzztKCQLNmBREdvQ0AH58AEhPP4OjYn+HDXWjf3pQePXpSo0ZNvLym4eMzGRcXexYtmkdIyFxKly6j9ne5cuUyV65col+/gQrbLSysMDYuq7DaNGhf1t5GmXz48AFbtmzk+fMUxo//Rsq/gk8qFc6j4cNH8vHHH+PsPBBHxwF8+mlVBgwYxPnziRw6tJ87d24zcuRQbG1tcXV1ID7+BABeXmNUPqC/SkdHBx+fQK1fAr2qXLnyBASE8sMP33Hy5PFi3TeFaVpUqjBty5Y6JiaVqFmzFtWrV9eq8Ttu3CRpkalXaSobmuojdSIjI3jw4D5HjhxS+FTf8+cpCvmqqd4aPNiFypU/+evYQejp6eHhkV9nqKuPNPnoo4/w9g5QWPDsq69M8fEJYM2aFTg69sfCwoLVq1fi4xOAqanmzyTl5OSwc2cMDg7OCturV69B167d2bJFsVda23JRWOG8r1PnM8aPn8SUKeMZPNiOI0cOMmNGKKB9He/h4UmPHpZMnToRJ6cB2Nv34dSpX1m58jtp0cZ27doTHR3J+vXfa4xrxoxgLlw4j7PzQIYPd6Fr1x4qFzBs1649tWvXxdl5IEOHOvH77+cYMmSYQhh1i429WjcUlCNVdUNo6DxiYiJxdXVg8uRxjBo1VuWaGIIg/Dfo5BU1vkwQBOH/JH9eaDCzZs1610n5V5k6dSo+Pj6UKVPmXSflvRUREUGVKlUwM/vvfP/12LFjJCUlMWjQoNc6Xp6Tja6BdqvDf4hEfaRM1CVvX3ZuNob6b/a+kmVlo2f0/tyrOdm5GBiKL/C+K7k52egXo+6W58jQNdBuPRuN8eTKefLsZdEB3wFdXR0qVCh+vSYa0gJDg/fy8JnmRYkE4f8h/ckN9I1KY1imeHOuBfXksmzS7p+nbDXlVYOFvz2//Rtlq7ZER/efPyx8KFLvnqVM5Ybo6mu34Nqrdsy35XpIv6IDfqDOP3hJuRL6VC+n+Rvn/xWZuXKOJ6XSpY72XzEQiq+OdyQDtox8o3FGDFzBMdv3517tEBNJ4MSd7zoZ/1l+861ZOm2I1uE9Z37PlXlH//F563mZ8ujRi38cz9vwug1p8TpIEIT3RqkKtd91Ev51dPUMRSNaC+Wqv/682A9V2aot3nUS3mtNKpcuOtB/SAl9XdGIFgRBKOSDniOdlpZGQEAA1tbW2Nra4uTkxB9//AFAfHw8Tk5O7yRdixYtYv/+/Urb4+PjGThwIL169cLKyoo5c+Ygk8le6xyJiYnMnTsXgKioKKZOnfqP0iwIgiAIgiAIgiBo54PtkZbL5QwbNoy2bdsSHR2Nvr4+J0+eZNiwYezatavoCN6isWPHKm3Lzs5m4sSJ/Pjjj1SvXp3s7GzGjBnDxo0bcXZ2VhGLZlevXuXJkydvIrmCIAiCIAiCIAhCMXywPdLx8fHcv3+fMWPGSKvutmvXjpkzZ0rf+Hv69CnDhg2jR48eeHh4SN/9jI6Opk+fPtja2jJ9+nSysrIAMDU1JSgoiN69e9OvXz9u374NQJcuXVi4cCF2dnZYWVlx/vx5AH799VcGDRpEnz59MDc3Z9++fUD+YhxRUVEK6c3IyCAtLU36pIyhoSHe3t60adMGgBs3buDk5ISNjQ0DBw4kMTFRZVwNGjQgNTWVxYsXc+DAAVasWAHArVu3cHJywtzcHB8fnzec24IgCIIgCIIgCEKBD7YhfeHCBRo2bIiuruIldOrUiQoVKgBw7949/Pz8iIuL4/Hjxxw/fpwrV64QERHB5s2biYmJoUKFCoSH53/P89GjR3z11VdER0fTunVrNm7cKMVbvnx5tm3bhr29PatWrQJgw4YNBAcHs337doKDg1m0aJHa9JYrV44RI0bQt29fbGxsCA4O5sGDBzRs2BCASZMm4eTk9D/27jssiuNh4PgXOASMokSMJfYWLFGjKBbErmBXRBFpAnYsUeyiWFBsWEDsicZIlAh2sWELRjHGXrCXqICiICqdu/ePe9lw3gGH+ottPs+T54m7s7Ozc7vDzk5j165dTJo0iVGjRkkV/zcZGxszcuRI2rRpw9ChygkpYmJiCAgIIDw8nOPHj3Pz5s23zFlBEARBEARBEAQhL59s125dXV0MDPKeSdPMzIzy5ZXrzlatWpWEhAQePnzI/fv36dOnD6Bco7FWrX/XAGzRogUA1atX58yZMxq3HzhwAIAFCxZw5MgR9u3bx4ULF3j9Ou8p3YcOHUrfvn35888/OXHiBAMHDmTUqFHY2dnx4MEDOnToAED9+vUpVqwYd+7c0To/zM3NKV5cOQlIhQoVSEhI0PpYQRAEQRAEQRCE/6WSJYt+6CS8V59sRbpOnToEBwejUCjQ0dGRtvv7+9OsWTN0dHSkLt8AOjo6KBQKsrKysLGxkbo/v379WmXCr+zKeXZ4TduzOTg4YGFhgYWFBU2bNsXLyyvX9J4/f54rV67Qv39/unTpIv03Z84cevfurRY+O60505GRkZFr/JquVRAEQRAEQRAE4WPwuS1/9cl27TY3N6dEiRIEBgZKFeE//viDsLAwqlWrlutxFhYWHDx4kGfPnqFQKPDx8WHDhg0FPn9iYiL37t1j1KhRWFlZERERkecM3MWKFSMwMJDo6Ghp25UrV6hZsyZFihShXLlyUkv3+fPniY+Pp3r16hQvXpxbt24BSGOwAfT09MjMzCxwugVBEARBEARBEIR388m2SOvo6BAUFMTcuXPp0qULMpkMExMTVq9ejampKbdv39Z4nJmZGZ6enri4uCCXy6lZsyaDBg0q8PmLFy8uTT4mk8lo0qQJqampJCcnawxfuXJl/Pz8mDx5Mq9evUJHR4e6desybdo0QNlN3MfHh4CAAPT19QkICKBQoUL069eP0aNH07VrV5o0aULJkiUBqFu3LoGBgSxcuJAqVaoUOP2CIAiCIAiCIAjC29FRiD7AXzz32Qd4kpDyoZMhCIIgfEJ2LerOHV/bD50MQfisVJkSSp8tQ99rnCF9V3Ci+8fzrDbfEcrMsbs/dDK+WNMWdSFw0gCtw3vO/ZmbCyPf+bzVvSxF125BEARBEARBEARB+JKJirQgCIIgCIIgCIIgFIDo2i0IgiAIQoHJM9LR1S/0oZMhCJ+V9Mx0Csne73OVlZaOnsHH86xmpGeiX+iTnabpk5eZkY6sAGW3PCMLXX29dz6vPFPOs4S8lwr+UN62a7e4iwWePXuFXC6+pwj/vZIli36042WEz5u4996XtA+dgE+OuPeE/P0vnitlnOL+E5T++7L7c1tDGkTXbkEQBEEQBEEQBEEoEFGRFgRBEARBEARBEIQCEBVpQRAEQRAEQRAEQSgAUZEWBEEQBEEQBEEQhAIQFWlB+IjExDzGyqoxrq4OuLo64OJiz5AhbkREHJTCrFu3CktLc/bs2alybEpKCu3bt2D8+NFSOH//edL+jIwMpk6dwLBhHiQlJeWZjtu3b9G+fQspHa6uDjx4cA+AK1cu4+HhTP/+vRk1aijx8fEa48grnJubI46OdnTv3h1XVweCg3/ROo8CAhbTqlUTnjyJU9nu6TkIO7tuUnodHfsQFLSU5GTlDJExMY+xtDTH03OQWpy+vj5YWpqTmJhITMxj2rdvobI/IuIAnTu35cyZ01qn800ZGRnMn++Lo6Mdjo52BAQsJisrC4C0tFT8/ecxYIAD9va9cs2PhIQEJk8eh4uLPY6OdixfvhS5XA5AZORxbGzaqPxm2deen8TERNq0ac7ChXNVtp89ewZLS3Nmz56udoyn5yApnwoSzsmpj8r+zZt/pWfPTty6dVOrtAJMnjxO5d7OKa98zkvv3l2ZNctbZVt09FV69+4KwNSp46V8tbQ0x9m5L66uDowYMRhAun+ynTv3N507t+XAgX15nlehULBmzQopvbNnTyc1NbVA4eLiYvnxx+G4uPTDyakP4eG7873egjwPlpbm7N69XSVMcPBGfH19AO3LpLw8fPgPo0cP+/9n147ffvtVY7jcnoG7d++o3PvOzn2xtDTn2LHDeZ7X03MQ69atApS/4Zo1K1T2HzlySCWPUlJSCAxcgr19L5yd++LiYs+qVctJS1P+Fhs3rpfS0L59C5Uy6dGjh1I8msqx7LyOiXmcZ5pTU1Px8ZlC//696devF8ePH9UYLjk5GW/viTg59cHR0Y7g4I1qYa5du0Lr1k1V7t3c5MwrgMOHDzFwoAv9+inzYtIkL27fviXt//PPSNauXQnA3r27tLoP3kZ2+ZMfbe+xmJjHjBkzgv79e+Ph4azy9zc2Npbx40czYIDyHouKOvnerkMQhE+PmLVbED4yBgYGrF8fLP07NjaGUaOGoqenS6tWbQEoVao0+/fvpXPnblK4o0cjMDIqrDHOlJQUpkwZh4GBIYsXL8fAwCDPNFy6dIF27ayZMGGKyvaMjAy8vSfg4+NL3br12bZtK35+M1m4cJnW4VJSUnj8+CG7dx+iTBmTAs0empaWxv79e2jVqi2hoSEMHTpCZf+wYSNp3bodAJmZmSxZsgAfn6nMn78YgEKFDHjw4D6xsTGULl1GyptLly7kes7t20PZsGEdS5YEUb36d1qn9U2hoVtITEzkl1+2IJfLGT58IIcPH6R9e2tWrAggKSmJtWs3kpKSgqtrP+rW/YE6db5XiSMgwJ9KlSozZ84C0tLSGDPGk717d9GlS3cuX75Iv36OODu7FThtu3dvp0ULKw4e3MegQcMwNi4m7StRwpQTJ/4gNTUVQ0NDQHlP/vPPA5U4tA2X0+rVQRw7dpgVK9ZJv0d+Nm3awMWL52jTpr3G/Xnlc36OHImgceOmdOzYSW3f7Nnzpf+3tDRn2bJVFC9eXGM8kZHHmTdvNj4+c2jUyCLPcx4/foTTp0/y88/ByGQyvL0n8vvvv+HkNEDrcP7+82jatDl9+jjw/Pkz7O170bBhI775plSe59b2edDV1SUwcAl169anQoVKGuMqaJn0Jl9fHzp16krXrj149eoVHh7O1KjxHQ0bNlIJl9czkLPcDAhYTJUq1WjZsk2e5zU0NMTIyEj69+bNv9KokQX16zdQC5uZmcno0cOoU+d71q8PxtDQkNTUVFauDGTMmBEsXboCJydXnJxcAWXF09a2j1QmZcutHMt+bgwNjcjLTz+twsioMJs2bSU2NpYhQwZgZlZT7ff+7beNGBgYsHFjCK9fv8LJqS8//NCAmjVrA8oPaAsWzCUjIyPP82nKq9DQLezZsxNv71lUrlwFgJMnI/nxx+EsWrSM6tW/49q1KyQlvdAq7ndhaGgo5V1etL3HfH19+OGHhvj7B5Cc/JoRI4ZQoUJFqlevwYQJP9Kjhy09e/bmxo1oRo4cys6d+ylU6ONZWkoQhP+OaJEWhI9c6dJlcHcfotKaYGHRlLt376i0Zuzbt4cOHWzUjk9KSuLHH4dTtmw5fH3nS5Xo6OiruLo6aDzn5csXuX//Lm5u/Rk40Flq1bl27QqFC39F3br1AejSpTt///0XL16otmbkFe7atSsYGRVm7NgRdO3alWXLFkmtOfmJiDhA2bLlsLfvz86d2zS23GWTyWSMGPEjFy6c5f79ewDo6enSpk17DhwIl8IdO3YYS8uWGuPYuHE9ISHBBAWt1ViJ1tQK4uU1ksjIY2rb7e0dmTlzLrq6uiQlveDVq5cYGxdDoVCwb99ePDyGoKenR5EiRVi2bCUVK1ZSi8PKqhW2tsoWXQMDAypXrkpcXCyg/M3+/vsMLi79GDbMg/Pnz+aaNznJ5XJ27NiGjU1X6tX7gR07tqnsNzY2pl69+iqtXvv27VGrmGobLvucCxf6cfbsGYKC1qpUol1dHYiOvqoxrWfPniEq6iTdu9vmej255bM2Bg4cxuLFC3j8+JFW4TXZv38v/v7zWLRomUol2s9vFtu3b1UL37JlG1as+Al9fX2Sk1+TmJigMb15hZs7dxG2tn0BZeu0np5evh/LQPvnwcDAAHt7R3x8puZa6dKmTMqrzOnSpbt0rxQpUoRy5coRGxujFi6vZyDbhQvnOHo0gnHjJuV1+QB8/309zMxqSf8eNGgYM2d6a+y1c+TIIeRyOSNGjMlR6TVk1KixvH79OteW4Tft2bNHYzlmYvI15uaNMTExIT7+Ka6uDsTHP1U7/vjxo3Tr1gOA0qVL06iRBYcPH1QLJ5fLSU5OJjMzk/T0dORyOTKZvrRv5kxvBg8erlWa4d+8Sk9PZ/XqIKZNmy1VogGaNrWkf39nVq8O4sqVy+zYEcbhwwdZtWo5APHx8YwbNwpn574MGODAvXt3AXj16hW+vj64uTni4mLPsmWLyMzMBKB166Z4e0+kX79eREdfZd26Vbi42OPu7sSYMZ7Ex8dTqVIVGjVqAryfe+z69Wt06qTsiVK48Fc0aGDO8eNHuHnzOi9fJtGzZ28AatQwIyhoLbq64lVaEL5U4ukXhE9AtWrVuXPn3y5zMpmMNm3aSS/AsbGxJCe/pkqVqirHPX/+jBEjBnPnzm0GDPBQ+YNvZlZLpQUnJ0NDI9q168iaNb8wZcoMFiyYS3T0VZ48iVNp9dDX16d4cROePlV92csrXHLyaxo0aMisWX5s3bqVuLhYVq5crlU+bNv2Ox072mBmVosSJUzz7cJqYGBI+fIVVbobWlt3Zv/+vdK/w8P30KlTF7Vjg4KWsmpVIL1721OmTFmt0gewcOGyXCvmMpmMFSsC6Nu3ByYmX1Ov3g8kJiaQkpLMmTNReHoOwtXVgcjI4xQtqr7eYqtWbSlRwhSAGzeiOXRoH1ZWrQAwNi5Gjx69WL8+mMGDPZk8eZxa93dNoqL+JC0tFXPzxlhbdyEsLER6ic32Zp5FRBzQWEHWJlxWVhazZk1j+/atuLi4UayYaqvu+vXBKhWbbPHxT1m6dBHTps3O98VVUz5r44cfGtCzZ29mzJiqlgfaCA3dgq+vD+3adaBGDTOVfRMnetOjR+9c0xsaugVb2y4kJiZiZdW6QOF0dXXR09PD03MQQ4a40bVrd7V8zY22z4OzsxuFCxeWKkWa0pZfmZRXmdO5czepcnrq1J9cvnwRC4tmauHyegayLV++lEGDhvHVV0XyuHIlFxd3GjT494NYx46dqV+/AfPn+6qFvXz5osaWah0dHRo2bMTFi+fzPR9AcHBwruXYkiVBAJialmT9+mBMTUuqHf9m+Vqy5Dc8ffpELVz//s7Exj6mRw8bbG270LZtB6pXrwHA2rUrqVWrNhYWTbVKM/ybV3fu3EZfX59KlSqrhTE3t+DixfPUrl2H7t170aZNe6my/vjxI0aN8uKXX7ZQr14DfvtN+XF42bJFfPedGT/99Cs//bSJFy8S2bJlE6Ds3dS8eQt++y0ME5OvCQkJZs2aX1i3biONGjXh6tXLFC5cmLlzFwLv5x6rVasOe/fuQqFQkJCQwMmTJ3j2LJ4HDx5QunQZAgL8GTjQhaFD3Xj2LB6ZTHTuFIQvlahIC8InQEdHR63rmrV1Z+mldf/+PVhbd1Y77o8/jmFr24e2bTswbdokrSsHXl4T6dXLDj09PSpVqkzbtu05ceIP5HIFOjo6KmEVCoVaxSavcJaWLfH2noWxcTEMDAxwcnLj+PEj+abp+vVobt26Sbt2HQGwsenM77//hkKhyPM4HR1U8s7MrCa6urpER18jLi77Zb+ayjEpKSncvn2bBQuWsnJlIDduREv7oqJOSmMeAen/tR0rN3ToCMLDj1CmTFkWLpxLZmYmWVlZPHr0iGXLVuLvH8COHaF5tm5FRZ1kzBhPRo8eJ7WUz5mzgNat26Gjo0O9evWpU6cuf/0VlW96tm0LpX17a2QyGZaWVqSmpnLkyCGVMM2bW3H9+jWeP3/GxYvnqVixEsbGxmpxaRPuwYP76OvrM2WKD76+M9RaEzXJzMzEx2cKI0eOwdTUNN/woJ7P2nJ3H4xCoeCnn1ZrfUy2P/+MJCBgNTt2hHHy5IkCHWtr25fw8CNYWbXC23vCW4ULDFzN9u37OH06Sm28cm60eR5AWVn39p7J3r27+OuvUxrj0qZMyk94+G5mzfJm1qx5ef7Wmp4BUA5LSUxM0Korf27Gjp3A9evR7Nq1XW1fbmVoRka6WpmnyfXr0URHRxe4HMtJLpernEtZtuqphVu0aB6NGjVh5879hITsJCrqJEePRvDnn5FcvXoZNzf18fHaept8qFWrNuXKlQegevUaJCQkAMrnZseOMFxdHXB3d+Lq1SsqH46zP4SVLPkN1arVwM3NkcDAJVSvXkPtI4o28rvHpkzx4d69u7i42OPnN5NmzSzR19cnKyuTS5cuUL9+A9as2cCIEWOYPn2yxl4DgiB8GcRnNEH4BERHX1V7ua1ZszZyuZybN69z+PBBAgJWERl5XCVMp05d6datJx07dmLw4AEEBi5m9OhxeZ4rKyuLX39dj52dPYULfwUoX9T09PQoVaq0yktDZmYmSUkvKFnyG5U48goXGXmcIkWK5GjZUWj1RT8sLAQ9PT3c3Z2kdMbHP+XUqRM0bWqp8ZjU1FTu3bun0v0QoGPHThw4sJfixU2wtlYfD2tgYMC8ef7IZDKcnFyZMmU869ZtxNi4GBYWTaVWHEtL81xbP9508eJ5ihc3oUKFishkMmxsurBkyQKKFzdBJpNhbd0ZXV1dvv66BM2ateDy5YsaXxI3b/6VX3/dwPTpvlLX4ZcvX7Jt2+84OQ3I8RKbf77GxsZw6tQJbtyIlrrvZ2VlERISrFIR0dfXp1WrNhw6dIC7d+9gY9NVY3zahCtXrgKTJysnJbt06QJTp45n+fK1eY4xjI6+yuPHjwgIUI51f/78GXJ5Funp6UycqDpBWG75rC2ZTMb06bNxd3fS+LEgL35+iyhZ8hu8vCYxc6Y3a9f+wrfflsvzmJs3b6BQyKlRwwwdHR26du3B779vLlC4I0cOYWHRlMKFv8LExIQWLVpy40a0ynjlvOT3PGQrVao048ZNYvZsH42VZG3KpNwoFAoCA5dw9GhEvvMRaHoGskVEHJSepbf11VdFmD59Nl5eI+jXz0na/v339QgO/gW5XK4Sv1wu58KFczg7u+cbd1hYCDKZrEDl2Juyy9evvy4BwLNn8VSrVkMt3PHjR9iwYTO6urqYmprSunVbzp49w7Nn8Tx9+gQ3N0cp7MiRg5k8ebrG3iBvyi5Pb968rvY7nT17hjp16mo8Lmd5pCynlB8P5HI5s2bNk1q4X758qVIZzx5nrxyrv5ro6KucOXOagAB/LCyaMmzYqHzTDNrfY2lpaUyePF0aDz5vni+VK1fB1LQkRYoUpUWLVoCy5bps2W+5efOGxp4DgiB8/kSLtCB85B48uM/69Wuxt3dU29exYyeWLfOnfPkKGsdV6usrx8MZGBgwa5Yf4eG7VbpxaqKnp0dk5HFprGxsbAzHjh2mVau21K5dh6SkF9JkRLt376B27e/VuiHnFe7p0ycsX76EtLRUsrKy2Lx5U64TR2V7+fIlEREHmD9/CVu37mLr1l1s27aXDh1sCAn5TeMxaWmpLF26iCZNmql1ze7YsRNHjkQQEaF5EipdXV3ppc/R0ZVKlSrj4zNFmiH7bZw9e4aAAH8yMzORy+UcPLiPBg0aoa+vT/PmLaTuncnJyfz1VxQ1a6q/0IaGhhAW9jurVv2sUoEoXLgwYWG/S5XhGzeiuXr1isZuiznt2BFG3br12b49XMrXdf/wNk0AACAASURBVOs2cuPGdbUJp6ytOxMevosLF87m2R00v3D6+v++TI8a5UVWVlauM3Bnq1OnLmFhe1i/Ppj164OlLqNvVqIh93wuiG+/Lcfo0V6sXh1UoOP09ZUfA9q3t6Zt2/ZMnjwuz3H8ALdv32TOnJlSuH379tCwofrY+7zCbd8eytatWwDleNPIyGMFuub8noecWrduR5Mmzfj9d83PXX5lUm6CgpZx4cI51q7dmGclOrdnINv582dp2LCx1ufNTZ0632Nv78iGDeukba1atcXQ0EhlXoe0tFQWL16AkVFhWrbU3CU/W3Y5tnLlSq3LMU0sLVuyc6eyfH7yJI6oqD9p3ryFWrgaNcykGadTUlKIijpJ7drf4+u7gE2btkrPE8CyZau0qkSD8u/JkCEjmD17ujT/BChbloODN+LhMRRQ/i3RphdU48ZN2LIlGIVC8f8fx8YQGrpFLdzNmzdwcupLxYqVcXIaQJ8+Dly7pnk+BU20vcfWrVvFtm3K+QwePLjPiRPHadmyNXXq1KVQoUKcOPEHAPfv3+PRo4dUq1Zd6zQIgvB5ERVpQfjIpKWlSd2F3dz6M2fODAYP9qRZM/XWig4dbLhw4VyuLYQ5lS9fgQkTvFmwYA43b17Pc1KW6dNnc+rUnzg798XLayQjR46lUqXKyGQyfH3ns2zZIhwd+3Dw4D6pdTHn5Dh5hevevRf16zfEzc0RGxsbjIwKM2DAQAAiI4/h5TVSLT3h4bupVKmKylhGUI7ZO3v2jNQNMChomZRvgwa5UriwEVOn+qjFV7LkN1SsWIny5cvn+7Kvo6PD1KkzuHfvrtrSOJGRZ9TC5zbZWP/+LpQqVeb/f9t+6OnpMWSIJwATJkwlIeEZjo52uLs7YmXVSprpN3uSqoyMDFauDCQ9PZ0pU/5dimnDhnXo6enh57eI3377FSenPsyZM5OZM+dKs0prSlNGRga7d+/AwcFZZXv58hVo164DW7aotrTXqVOXlJRUmjVrkWdLt7bhIPsDzzyOHDnEjh1hQN6TjeVm+/at+PnNAvLO55zh8mNt3VmaJf9tjBw59v9/F+X5cptszNq6My1atMTDwwkXF3vu3bvLxInTANXnIa9wkydP5+LF87i42DN8uAedO3eTKnW5nTengjwPAKNHj6NUqdIa9+VVJuVW5jx5EseWLcqxsT/+OFy6t7O7p2vzDGR7+PABZcqozwD/NveVs7MbtWrVkf4tk8lYvDgQI6PCuLs74eTUBzc3R4yMjFi8eHm+93t2OdakSROV7W+WY0Cek425uw8mJSUZR8c+jB49jGHDRkk9H3L+3lOnzuDixXM4OtoxaJALzZpZapyR/k3a5FWPHra4uw/Bz28Wjo59sLfvxY4doSxeHIiZWU0AGjZsxOnTp1i8eH6ecY0ePY7U1BRpObEqVarRv7+LWrjq1WvQpk07PDyccHd3Ys+enYwY8aNKmHe9xwCGDx/FqVMncHbuy/Tpk5gyxYdSpUpTqFAh/P0D+e23jTg59WHq1PFMmjRNrUeWIAhfDh1FQQbmCIIg/A9lZmbi5eXFkiVLPnRSPishISGULl0aKyurD52UD+rVq1fMnj0bPz+/D52U/8yJEyd48OAB/fr1e6/xyjPS0dX/dJb8Wbx4Md26daNq1ar5B/7CibwSPgXpmekUkn34MigrLR09g/8mHRnpmegXevdRuZkZ6chyKb/lGVno6qvPufA+yDPlPEt4/T+J+13p6upQokT+E1S+SVSkBdxnH+BJQsqHToYgkJYUgzwrHSOTih86KZ+VF//8hfG3DdDRMCHRlyT52V1kBl9RqMiX04KU9Og8RUqZoSvLf53dgti1qDt3fHNfhuxjolAo2HczAZsaX3/opHz0RF4Jn4oqU0Lps2Xoh04GIX1XcCKPJRnfp+Y7Qpk5Nu/VSrQxbVEXAicN0LjPc+7P3FwY+c7n0KS6lyVPn778n8T9rt62Ii0mGxME4aNhYKzeJVN4d8XKF2yM8OeqcAn15Xo+d8bf1v/QSfjgdHR0RMVQSyKvBEEQtCfGSGvw6tUrZsyYQZcuXejevTtOTk5cuXJF6+MDAgIICAhQ2x4WFsbEiRPzPNbJyYmoqPyXrBEEQRAEQRAEQRA+DNEi/Qa5XM7AgQOxsLBg+/btyGQyTp06xcCBA9mzZw8mJiYfOomCIAiCIAiCIAjCByQq0m+IiooiJiaGkSNHSutENmnShLlz53Ly5El+++03Nm7cCMDEiRNp3LgxvXr1Yu3atYSEhGBiYoKxsTF16yrXUdy+fTsrVqygSJEifPvttxQurFwPMTw8nJ9//pnU1FTS09OZM2cODRo0UEnLypUr2blzJ3p6ejRv3pxx48YRExODh4cHJiYmGBoasnbtWubPn8/p06fJysqiV69euLq6/ncZJgiCIAiCIAiC8IURXbvfcPXqVczMzKRKdLaWLVtSokQJjcdcunSJ0NBQtm3bxs8//0xsbCwAcXFxLFy4kE2bNrFlyxZev1bOVCeXy9m8ebNUUfbw8GD16tUqcR47dozDhw9L8d6/f5/NmzcDcPfuXRYsWMDPP/9MSEgIANu2bWPr1q1ERERw5oz6kjyCIAiCIAiCIAjC+yFapN+gq6uLgYFBgY45ffo0LVu25KuvvgLA2toauVzOuXPn+OGHHzA1NQWga9eunDp1Cl1dXZYvX87hw4e5e/cup0+fVqu4nzp1is6dO2NkZASAra0t27dvlyr05cop14w8efIk165d49SpUwAkJydz/fp1zM1V19sVBEEQBEEQBEH4UEqWLPqhk/BeiYr0G+rUqUNwcDAKhQIdHR1pu7+/P4UKFSLnamEZGRmAcpbLnNtlMhnp6ekatwO8fv2a3r17061bNxo1asR3333Hpk2bVNIhl8vV0paZmQmAoeG/y5hkZWUxbtw4OnToAMDz58+lCr0gCIIgCIIgCMLH4HNb/kp07X6Dubk5JUqUIDAwkKysLAD++OMPwsLCaNy4Mf/88w9paWkkJiby999/A9C0aVOOHDnCy5cvSUtL4+DBgwA0bNiQ8+fPExcXh1wuZ+/evQDcu3cPHR0dhgwZgoWFBQcPHpTOla1Jkybs2bOH1NRUMjMzCQ0NpUmTJmrpbdKkCSEhIWRkZPD69WscHBw4f/78/zKLBEEQBEEQBEEQvmiiRfoNOjo6BAUFMXfuXLp06YJMJsPExITVq1dTq1YtWrZsSefOnfn2229p2LAhADVr1sTFxYXevXtjbGxM2bJlATA1NWXq1Km4urpiZGREtWrVADAzM6NmzZrY2Nigo6ODpaWlVCnP1rp1a65du4atrS2ZmZlYWlri6Ogojb/OZm9vz/379+nZsyeZmZn06tULCwuL/yCnBEEQBEEQBEEQvkw6ipx9j4UvkvvsAzxJSPnQyRAEQRA+EbsWdeeOr+2HToYgCF+oKlNC6bNl6IdOBiF9V3Ci+39TFjbfEcrMsbvfOZ5pi7oQOGmAxn2ec3/m5sLIdz6HJtW9LEXXbkEQBEEQBEEQBEH4komKtCAIgiAIgiAIgiAUgOjaLQiCIAhCgcgz0tHVL/ShkyEIwhcqPTOdQrIPXwZlpaWjZ/DfpCMjPRP9Qu8+vVVmRjqyXMpveUYWuvp673wOjXFnynmW8Pp/Eve7etuu3WKyMYFnz14hl4vvKcJ/r2TJoh/teBnh8ybuvfch7UMn4JMk7j3hQ/q87r+PpQz6WNJREP99mj+3NaRBdO0WBEEQBEEQBEEQhAIRFWlBEARBEARBEARBKABRkRYEQRAEQRAEQRCEAhAVaUEQBEEQBEEQBEEoAFGRFgRBEARBEARBEIQCEBVpQfgIxMQ8xsqqMa6uDri6OuDiYs+QIW5ERByUwqxbtwpLS3P27NmpcmxKSgrt27dg/PjRUjh//3nS/oyMDKZOncCwYR4kJSVplZ6kpCTs7Lpz5MghaVtExEEcHfvg4tKPceNGERsbo/HYqKiTuLs74erqgJtbf06fPiXt27499P/jsGfixDE8f/5cq/QABAQsplWrJjx5Eqey3dNzEHZ23aS8c3TsQ1DQUpKTlUssxMQ8xtLSHE/PQWpx+vr6YGlpTmJiIjExj2nfvoXK/oiIA3Tu3JYzZ05rnc43ZWRkMH++L46Odjg62hEQsJisrCwA4uOfMmaMJy4u/XB27sv+/Xs1xpGQkMDYsSNxdLTDyakPly5d0Pr8iYmJtGnTnIUL56psP3v2DJaW5syePV3tGE/PQVJeFCSck1Mflf2bN/9Kz56duHXrZr7p7Ny5rfQburo6cOBAeK5hX758iYuLPdHRV9X2nT59CldXh3zPl53mFi0a8ddfp1S2+/vPY926Vdy9e0dKT69enenYsaX07y1bNrF37y7puQNQKBQsXboIR0c7YmNj8zx3QkICkyePw8XFHkdHO5YvX4pcLs81fFxcLD162JCYmAigkjZXVwecnftiaWnOsWOH8zzv3r27sLQ0Z926VSrbFQoFdnbdpd9w795dtGnTnDt3bqmEGz9+NHv37gKUv7+lpTmPHj1UCZN9zwQHb8wzLTmtXbtSpdx609atm+nWraN0vcOGeUj73ixXsvMoN9llQkzMY62uE+DGjWjGjx9N3749cHV1YOhQd44fPyrtHzLE7f/LHzuVsnzGjKlSmMzMTLp374iHh0fOU7Fu3SqN5VNu8surK1cu4+HhTP/+vRk1aijx8fHSPjc3Rxwd7aT0BQf/kue5cuYVKP/eBAYuwd6+F87OfXFxsWfVquWkpaVKx8ybN5vo6GuA8h7J+XfkffL19cHX1yffcPv378XFpR+urg4MGeKmsdwAuHDhvPS3a9AgV7VweZU7giB8mcTyV4LwkTAwMGD9+mDp37GxMYwaNRQ9PV1atWoLQKlSpdm/fy+dO3eTwh09GoGRUWGNcaakpDBlyjgMDAxZvHg5BgYG+aZDoVDg6zud169fSdv++ecBCxbMYfnyNVStWo3z588ydeoE1q5VfQl79eoVM2ZMJTBwNVWqVOXWrZt4eg4kLGwPiYmJrFkTRHBwKMWKFWfJkoUEBAQwbNiYfNOUlpbG/v17aNWqLaGhIQwdOkJl/7BhI2nduh2gfFldsmQBPj5TmT9/MQCFChnw4MF9YmNjKF26jJQ3eVVIt28PZcOGdSxZEkT16t/lm8bchIZuITExkV9+2YJcLmf48IEcPnyQ9u2tWbVqObVq1cHDYwhPnz7BwaE35uaNKVHCVCUOf/951KtXH2fnZdy8eZ1x40azefM2DA0N8z3/7t3badHCioMH9zFo0DCMjYtJ+0qUMOXEiT9ITU2V4oqNjeGffx6oxKFtuJxWrw7i2LHDrFixTsrz3Dx4cI+iRYup3P+5OXkykmXL/NU+5KSlpbJhw0+Ehf1OyZIl840nm76+PrNn+7Bhw2aKFy+usq9y5SpSmvbu3cXRoxHMn79E2p+zopWVlcXcuTN59OgfgoLWquSzJgEB/lSqVJk5cxaQlpbGmDGe7N27iy5duquFDQ/fzU8/rSY+/qnGtCnjW0yVKtVo2bJNvtecXY64uw+Wtl24cI60tFQMDXOWEQp8fKawZs0vuZYdpUqV5sCBcAYMGCht27dvD19/XSLfdAA8eRLHsmWLOHXqTzp16ppruEuXLuLp+SMdOlirbH/8+JFaubJu3SrGjp2Qa1zZ97ChoZFW13nt2hUmTx7HuHGTadbMEoD79+8xdep4nj9/Ro8etqxc+ROgrHg6O/fVeC8fO3aYatW+4/Lly9y7d5dKlSpL6TEyMlIL/yZt8iojIwNv7wn4+PhSt259tm3bip/fTBYuXEZKSgqPHz9k9+5DyGTavf7lzKvMzExGjx5GnTrfs359MIaGhqSmprJyZSBjxoxg6dIVyGQy/voriu7de2kV/7swMDBER0cnzzAPHtwjKGgp69ZtwtTUlJMnI5k8eRxhYXvUws6a5c2kSdNo2LARx44dYfZsH379NQTIvdwRBOHLJlqkBeEjVbp0Gdzdh6i06lhYNOXu3TsqrbL79u2hQwcbteOTkpL48cfhlC1bDl/f+dILYnT01Txb7DZsWEeVKtWoUqWqtO3WrRtUq1adqlWrAVC/fgNiYx9LrRTZMjMzGTt2gnRspUqVUSgUJCYmIpfLyczMJDk5GblcTlpaqlYVe1C2DJctWw57+/7s3LmN1NTUXMPKZDJGjPiRCxfOcv/+PQD09HRp06a9SivnsWOHsbRsqTGOjRvXExISTFDQWo2VaEtLc7VtXl4jiYw8prbd3t6RmTPnoqurS1LSC169eilVsuTyLF69eoVCoSA1NRU9PT10dVWL5czMTP788w+6du0JQPXq31GuXHmiov7MNQ+yyeVyduzYho1NV+rV+4EdO7ap7Dc2NqZevfoqLWv79u2hfXvrtwqXfc6FC/04e/YMQUFrVSrRrq4OGltzLl26iJ6eLsOGeeDiYs/PP6+RWu3f9PvvW5g2bZbax4aoqFOkpqYwdapPbtmh0bfflqNJk2bMmTOjQMfllJ6eztSpE3j9+hVLlgRJv298/FNcXR1UKsDZrKxaYWurbP01MDCgcuWqxMWpt2LHxz/ljz+OsWhRQK7nv3DhHEePRjBu3CSt0lu1ajWMjAqrfEgKD9+tVo40bNiIr78uwfLlS96MQtKhgw379//7XKWmpnLx4gXMzRtL27Zv34qf3yyNx+/evYMffmiIvb1jnmm+fPkiBw+G4+Jiz5gxnty+rWxB1lSuFCpUKM+4TEy+xty8MSYmJlpd55o1K3B2dpMq0QAVK1bC23smq1YtJz09Pc/zZdu2bSstWljRqVMnfv/9N2n7d9/VpG7dH4B3z6tr165QuPBX1K1bH4AuXbrz999/8eJFIteuXcHIqDBjx47A2bkvy5YtUmlJ1iRnXh05cgi5XM6IEWNyVLANGTVqLK9fv+b48aOsWrWc+PinzJgxlStXLgMQGXmMgQNdsLXtwty5M6WeF5cuXWDYMA/c3Prj4eHMiRN/AMoPVNnbR4wYzLNn8fz443Dc3Prj5tafNWtWAFC7dh3q1PkeULbSr127Ui39+vqFmDDBG1NTZXlhZlaL58+fkZGRoRZWLpfz8qWy11Zy8muV+yi3ckcQhC+bqEgLwkesWrXqKl0OZTIZbdq0kyqEsbGxJCe/Vqn0Ajx//owRIwZz585tBgzwUKmcmZnVyrXl76+/TnHu3Fk8PIaobK9Rw4y7d29z8+Z1ACIjj/PixQuePYtXCVe8eHHatu0g/XvdulWUL1+RsmW/pVy58vTr54SDgy3du1tz7txZBg8ejDa2bfudjh1tMDOrRYkSpoSH784zvIGBIeXLV5RetgGsrTurdJ0OD99Dp05d1I4NClrKqlWB9O5tT5kyZbVKH8DChctyrZjLZDJWrAigb98emJh8Tb16ypfmwYM9OXHiOD162ODoaIe7+2BMTL5WOfbFi0QUCoX00g/wzTelePLkSb5pior6k7S0VMzNG2Nt3YWwsBAyMzNVwryZLxERBzRWkLUJl5WVxaxZ09i+fSsuLm4UK6bawrt+fTBmZrXU4s7KysLcvDGLFgUQGLiG06dPEhq6ReM1+fsHULNmbbXtVlatGDlyLIULf6XxuLyMHj2Of/65n+s585KcnMy4caM4ceI4Hh5DMTD4t5eAqWlJ1q8PxtRUvYW8Vau20kv5jRvRHDq0DyurVmrhTE1LMmfOAipUqJhrGpYvX8qgQcP46qsiWqc75++ZmprKhQvnsbBoqhJGR0eHqVNncvjwIamS86YaNb7DwKCQVGlSfqCyQk9PTwrTo0dvJk701ni8m9sgbG375tmymJKSQsWKlejf34UNGzbTuXN3vLxGkpycrLFccXYekO/1L1kSpPV1Xrp0UXpmVa/dDB0dHe7du5Pv+e7evcOVK5do3bodPXr0YN++Pbx4oeyCbm7eGCcnV+Dd8+rJkzi++aaU9G99fX2KFzfh6dOnJCe/pkGDhsya5ceaNb8QFxfLypXL8017dl5dvnyR+vUbqO3X0dGhYcNGXLx4nsGDh2NqWpLp02dTu3YdQPmMrFz5E5s2beXUqT+5dOkCSUlJzJkzA2/vmfz00yb8/BaxaJGfNCTi7t07BASsIiBgFbt2bads2W/56adNLF++locPH/Dq1StsbLrQsWMnADw8hqj93QIoU6as9AFEoVAQELAYS0sr9PX11cJOmuTN7NnT6dmzE/7+8xgzZry0L7dyRxCEL5uoSAvCR0xHR0et+661dWepIr1//x6srTurHffHH8ewte1D27YdmDZtklrlSZPY2FgCAhYzbdpMlZdgULbaTZo0jQUL5jJggAPXr1+jWrXqyGTqLyPwb/fqI0cOMXv2fEA5dvXYscOEhe1hx459tGjRkkmT8m9Bu349mlu3btKuXUcAbGw68/vvv6FQKPI8TkcHlbwzM6uJrq4u0dHXiIvL/gBRTeWYlJQUbt++zYIFS1m5MpAbN6KlfVFRJ6VxhYD0/1FRJ/O9BoChQ0cQHn6EMmXKSuOVZ870xsHBmR079vHrr7+zadMGrl69rHKc8jp11La92XKtybZtobRvb41MJsPS0orU1FS18YrNm1tx/fo1nj9/xsWL56lYsRLGxsZqcWkT7sGD++jr6zNlig++vjM0trBq0q1bT378cTxGRkYULVqUvn37q7R+/68ZGRnh4zOH1auD1MbK5uf8+bN8/309PDyG4O09QWVIhDaiok4yZowno0ePe6shBJcuXSAxMUHjx4+8dOhgzbFjR8jIyOD48SNqld9spqamTJzozdy5M9U+nGXr2LETBw4oK+Xh4bs1fqB6F0ZGRvj7B0qVuLZt21O0aFGio69qLFd8fQveuyC/68zK0lyGZmRk5Nu9GJQtzc2aWVKsWHHq1q1LmTLfsnPntnyPKyi5XKGWnuzywtKyJd7eszA2LoaBgQFOTm4cP36kQPHn9rckIyM913xo06Y9enp6GBoaUr58BRISnnPlykWePXvGpEleuLo64OU1CoDbt5XzKVStWk36MGRh0ZRjxw7j5TWSHTtCGTJkBEWKaP/RCJRlu7f3RB4+/IcJE9Q/VDx//ox583wJDFzNtm178faexdSpE0hJSSnQeQRB+LKIirQgfMSio6+qVfZq1qyNXC7n5s3r0ljbN3Xq1JVu3XoyerQXr1+/JjBwcb7nOnLkEKmpqYwdOxJXV2VlOShoGdu3byU9PZ1vvy3P6tXr+fnnYJycBhAT85iyZdVbbJOSkhg7dgR37txm1aqfKV26NKDs3mdp2RITk6/R1dWlVy87oqKi8k1XWFgIenp6uLs70bt3V7Zu3cI//zzg1KkTuR6TmprKvXv3qFy5isr27Bf+/fv3Ym3dSe04AwMD5s3zp2nT5jg5uTJlyniSkl4Aype59euDpdb87P9/sxXvTRcvnufBg/uAsmXaxqYLN25Ek5iYyMWL5+natQcA5ctXoFEjC86fP6dyfPHiJoBCSgcou/t+8803eZ43NjaGU6dOEBFxgN69u+LgYEtWVhYhIaq9EfT19WnVqg2HDh0gPHwPNjaax15qE65cuQpMnjwdG5suWFm1YurU8Vp1e923b4/KhGQKhQI9vf92Co/vvjPDxcUdH58pWnfVBWVroofHEJycBlCmzLfMnj0934882TZv/pVZs6Yxfbqvxg9i2oiIOIi1dWetPqzkVKKEKTVqmHHq1Il8K7+Wlla0bt0u12vr0MGGo0cjePz4Ea9fq3+gelexsTFs3bpZZVv2PaKpXDl37sxbnSe36/z++3qcO/e3Wvhr164gk8moUKFSnvGmpKSwf/9eLl68QO/eXWnTpg3PnsUTGqreQ+RdlSpVWmUoQWZmJklJLyhZ8hsiI49z/vzZHKEVWo+VBmU+XLhwVm1SPLlczoUL56hTp67G4948h0KhICtLTsWKlaRydP36YFavXi+Vp4UL/zvvR82atQkJ2Um3br2IjY1h4EAXaTIzbcTGxjJkiBt6eroEBKykaNGiamEuXDhH6dJlpB4zVlatkMlk3L9/V+vzCILw5REVaUH4SD14cJ/169dqHA/XsWMnli3zp3z5ChonNcrutmZgYMCsWX6Eh+/OdUbobP36ORISskN6qfnuu5oMGzaSHj16k5GRztCh7lILY0hIMHXr1lc7d1ZWFuPGjaJMmbL4+weqdO2tUcOMP/+MJDk5GYCjRw9Tr169PNP08uVLIiIOMH/+ErZu3cXWrbvYtm0vHTrYEBLym8Zj0tJSWbp0EU2aNFPrmt2xYyeOHIkgIkLzBwhdXV3ppc/R0ZVKlSrj4zMlz9mU83P27BkCAvzJzMxELpdz8OA+GjRoRLFixShZ8huOHo0AlLNrnz9/TuoOmU0mk9G0aXNpfPOtWze5d+8uP/ygPk47px07wqhbtz7bt4dLebdu3UZu3LiuNsmatXVnwsN3ceHC2Tw/DOQXTl//3xfmUaO8yMrKynN24Wx37txm3bqVZGVlkZaWSmhoCG3bts/3uPetXz8nvv66RJ4zhr8pexyljo4O06bN5Pr1aDZsWJfvcaGhIYSF/c6qVT/TqJHFW6f5/PmzNGzYOP+AGlhbd2Lz5k28evUq38qvp+do4uOf8vfff6ntMzUtSdWq1Zk7d6bGD1TvytDQiDVrVki9NU6ejCQ1NY1atWprLFdq1fr+rc+l6TqHDBnOpk0bOHkyUtp2795dfH1n4OExJN+5Hg4cCMfYuJj0LB4+fJiQkB2kpCRz+PD7ndG6du06JCW9kJ7x3bt3ULv29xQtWpSnT5+wfPkS0tJSycrKYvPmTbRpo/1z1qpVWwwNjVTGVqelpbJ48QKMjArTsmVrAPT09PL9QFC79vc8fPiPVLG/efM69vY9efpUfcjKihUBrF+/FiurVowa5UXlylW4e/e2VmlOTn7NiBGDadmyNTNmzFUZepFT1arVuXPntvTR88qVn+i9DwAAIABJREFUy6SmplK+fAWtziMIwpdJVKQF4SORlpYmdRd2c+vPnDkzGDzYU2WCm2wdOthw4cK5XFsPcypfvgITJnizYMEcbt68nu9kY5p89VURJkyYgpfXSPr3783Vq1eYPNkHUJ1Q6fDhg1y5comrV5XLr2Rfz+3bt+jcuRtNmzbH3d0RFxd7zp37Gz8/P0DZWu3lNVLtvOHhu6lUqQoNGqhWGl1c3Dl79ozUDTcoaJmUb4MGuVK4sJHGSadKlvyGihUrUb58+XxnVVaOm5zBvXt3pcltskVGqrd45TbZWP/+LpQqVeb/86Ifenp6DBniiY6ODn5+/mzbthVHxz6MHDkYJydXaSxmzvjGjp3IpUsXcHLqw8yZU/H2nil1bdR03oyMDHbv3oGDg7PK9vLlK9CuXQe2bFFtla5Tpy4pKak0a9YizxYqbcNB9keceRw5cogdO8KA3Ccbc3MbRNGixri42OPi0o/vv68ntdTnNfmStnL7bd6UPVY2Z2tYQRQrVpwZM+bwyy8/cerUn7lONpaRkcHKlYGkp6czZcp46TnJroDnNnGSJg8fPqBMGfVZ0XPL65ysrFpx69YNrSq/BgYG+PjM4c1hBtmsrTtz+fJFjR+o3uY3zJl3xYsXZ+ZMPxYsmIOjYx/Wr1/HnDkL0NfX11iuTJmiXKott3KloNdZo4YZ/v7L2blzG/369cLR0Y5582bh7j5ImjAuL9u3b6Vv3/4qXeeLFi1K7972aj1E3jWvZDIZvr7zWbZsEY6OfTh4cB+TJyvzo3v3XtSv3xA3N0f69++NkVFhabZ1bfJKJpOxeHEgRkaFcXd3wsmpD25ujhgZGbF48XKpTGjZsjUzZ3qrLH34JhMTE3x957N8+VJcXPoxa9Y0vL1napyXok+ffty6dQMnpz64uztRpkxZlbk4IPdnJjQ0hLi4GI4fP6qyXNyLF4kq+VahQkW8vCYxdep4XFzsWbp0Ib6+Cwo074AgCF8eHYW2fdAEQRD+RzIzM/Hy8mLJktxnBxY0CwkJoXTp0lhZWX3opHy0vsQ8Wrx4Md26daNq1ar5B86DPCMdXf28Z8H+WIlyRXsir4TPTXpmOoVkH3fZlZWWjp7Bu6UxIz0T/ULaD9HIzEhHlk+ZLs/IQldffc6MdyXPlPMs4fV7j/d90NXVoUSJgn84ExVpAffZB3iSICbUED6ctKQY5FnpGJnkPjOxoNmLf/7C+NsG6Oi+/z96n4svLY8UCgUvHpymeMW37zKebdei7tzxtX0Pqfrv3U1IJTVTTs2Sb9fD4Esi8kr43FSZEkqfLUM/dDLyFNJ3BSe6v1v52nxHKDPH5r2SSU7TFnUhcFLeKxt4zv2Zmwsj8wzzNqp7WfL06cv3Hu/78LYV6f92NhdBEAQNDIzVu6YK2ilWvtGHTsJH70vLIx0dnfdSif7UVTbRPB5WUCfyShAEoeA+uTHS/fr1Y8+ePSrbkpOTsbCwYODAgcTFxREWFsbEiRMBaNOmDQ8fPvwQSdXaL7/8QkSEcsKhffv20atXL7p160bXrl1Zu3atStjt27dja2tL9+7d6dq1K7/88ou0b/z48cTFxf2naRcEQRAEQRAEQfjSfHIt0ra2tuzatYvOnf9dKuTAgQNYWFiwbNmyD5iytxMfH8/hw4dZv349cXFxzJs3j7CwMExMTHj9+jVOTk5UrlyZtm3bsmXLFjZv3syqVav45ptvSEpKws3NDSMjI+zs7Bg0aBBz5sxh6dKlH/qyBEEQBEEQBEEQPlufXEXaxsaG+fPnk5iYSPHiyqV1du7ciYuLC23atFFpoc0pLCyM06dPS7MEOzk54enpCUBQUBAymYyHDx9St25dfH19efLkCc7Ozhw+fBiAgIAAAEaMGEGTJk2oU6cOT58+ZevWrcyYMYObN28SHx/Pd999h7+/P/Hx8QwfPpwqVapw69YtatWqxQ8//MC2bdt48eIFy5cvp2rVqmzatImOHTsCkJCQQEZGBqmpymUlvvrqK/z8/KSlNVasWMGcOXOk9WONjY2ZN28er169AqBatWo8evSIBw8eUKGCWLJBEARBEARBEAThf+GT69r91Vdf0bZtW/bt2wdAXFwcd+/exdJSfYkgbZ07d44pU6awb98+0tLS2LRpU57hExISGDhwIDt27OD8+fPo6+uzZcsWDh48yMuXLzl2TLnMyvXr16VwZ8+e5dGjR2zZsoUuXbqwZcsWAA4fPkyjRsrxe2ZmZrRt25Z27drRu3dvFixYgFwup2LFijx//pyYmBhq1aqlkpaqVauqrMXbsGFDjhw58tZ5IQiCIAiCIAiCIOTtk2uRBujVqxdLly7F3t6eXbt20a1bN5X1GQuqUaNGVKlSBYDu3bsTEhJC+/bt8zwmu/LaqFEjihcvzqZNm7hz5w737t0jOTkZAFNTU6niW7p0aZo2bQpA2bJlpXHb9+/fp3Tp0lK8M2bMYNiwYURGRhIZGUmfPn1YuHAhjRs3BpBap3NTtmxZ7t+/X9AsEARBEARBEARB+J8pWbLoh07Ce/VJVqQbNWrE06dPiYmJYefOnQQGBuZ7jI6ODjlX+srIyJD+P2clXKFQoKenpxY+MzMTmezf7DI0VM5wGRERwbJly3B2dqZXr14kJCRIxxUqpLpOm6bKvo6OjhTv0aNHSU5OplOnTtja2mJra0tISAhbt26lQ4cOlC9fnsuXL0st2ACnT5/m+PHjeHl5ASCTydDV/eQ6GgiCIAiCIAiC8Bn73Ja/+mRrXD169GDFihUUK1ZMq/HAJiYm3L59G4VCwT///MP169elfX///TdxcXHI5XK2b9+OlZUVxsbGJCYm8vz5c9LT0/njjz80xnvy5ElsbGywtbXF2NiYqKgosrKytL6OChUq8OjRI0BZOV+0aJHUWq1QKLh27Ro1a9YEwN3dHT8/P54+fQrA8+fP8fPzo2LFf9feffjwoRgfLQiCIAiCIAiC8D/0SbZIg7J7d5s2bfD19dUqfLNmzQgNDcXa2prKlSvTsGFDad8333wjLR3VvHlz7Ozs0NPTw8PDg969e1O6dGm+//57jfHa2dnh5eXFnj170NfXp0GDBgVabqt169acOnWKqlWr0qRJEzw9PRkyZIjUYt6iRQuGDx8OKJf+yszMxM3NTWox79u3L3Z2dlJ8f/31F4sXL9b6/IIgCIIgCIIgCELBfLIV6VKlSnHlyhWVbdkzbJcrV45evXqpbIN/Z97OKSoqClNTUzZs2KC2b/jw4VIlNqecrdnfffcdu3bt0pjGnOfeuHGj9P+9evWS0te/f39Gjx5N//79AejZsyc9e/bUGB8oZxt3cnLSuC86OpqyZctSvnz5XI8XBEEQBEEQBEEQ3s0n27X7c1GyZEnat2/PoUOH3jmuNWvWMHHixPeQKkEQBEEQBEEQBCE3n2yL9PtiYWGBhYXFB02Dq6vre4ln0aJF7yUeQRAEQRAEQRAEIXc6ipxTUwuCIAiCIPw/eUY6uvqF8g8oCILwEUnPTKeQ7OMuu7LS0tEzeLc0ZqRnol9I+3bRzIx0ZPmU6fKMLHT1335Z4VzjzZTzLOH1e4/3fXjbWbu/+BZpAZ49e4VcLr6nCP+9kiWLfrRLIQifN3HvFUTah07AZ0Xce8KH9GXdf59C2fUh0vhh8uVzW0MaxBhpQRAEQRAEQRAEQSgQUZEWBEEQBEEQBEEQhAIQFWlBEARBEARBEARBKABRkRYEQRAEQRAEQRCEAhAVaUH4gGJiHmNl1RhXVwdcXR1wcbFnyBA3IiIOSmHWrVuFpaU5e/bsVDk2JSWF9u1bMH78aCmcv/88aX9GRgZTp05g2DAPkpKStEpPUlISdnbdOXLk33XNL1w4j7u7E66uDgwa5Ep09FWNx0ZFnZTCubn15/TpUwAoFApWrw7C3r4nrq4OLFzoR1qa9hNdBAQsplWrJjx5Eqey3dNzEHZ23aS8c3TsQ1DQUpKTlTNCxsQ8xtLSHE/PQWpx+vr6YGlpTmJiIjExj2nfvoXK/oiIA3Tu3JYzZ05rnc43ZWRkMH++L46Odjg62hEQsJisrCwA0tJS8fefx4ABDtjb9yI4+BeNcbx69Yo2bZpJ1+jq6sDZs2cAOHv2DG5u/XFxsWfEiMHcvHlD67Tdvn0LS0tzfv11vcr2vXt3YWlpzrp1q1S2KxQK7Oy64+TUp8Dhsu/P7P1Lly7C0dGO2NhYrdKakZHBwIEuBAdvzDNcXFwsPXrYkJiYCMD/sXefAVEcDQPH/3TsDWvsLXZ9olgiGkVFsLcgIggiKijYFQt2sPdeULGhqKioCBawBHtFUbH3iIoN6Rx374cLG8474FATfeP8vujtzu7Ozu4MOztlHz58oJJuffr0xMysASdOhGW5n4MH92Nu3pQHD+6pLB8zZhgHD+7nwoVz0j47dWpLhw6tpd+hoYe/KB8+e/aUYcMG/XU//862bVs0hnNxcVI5N3PzpixaNDfLfeckP5iZNeDAgb0qYfz8NuPtPQXQvkzShqYyJ6O0tDTWrVuNk1NvevXqxpIl81EoFJ99fd3cBkj3rZlZA9auXamy/tixoypplJiYyLJli7Cx6UafPj1xcLBh9erlJCcnAbB5s68UhzZtmqmUSc+fP5P2o6kcS0/rFy/+1Cqt7t69Q+fObTNd//JlNMOHD8bBoRf29tYEBx+Q1kVHRzNmzDD69lWm1blzZ7I9Xsa0AggLO0r//g706qVMi3HjRnH//t/55PTpcHx8VgHqef9runz5ImZmDbINp21+evfuHePHj8bBwQY7u99ZvnwxcrkcgFu3buDq6iTdY4cOHfyq5yIIwv9vYtZuQfjGjIyM8PX1k35HR79g6FBX9PR0adGiFQDFi5fg0KGDtG/fSQp3/HgouXLl1rjPxMREJkwYjZGRMQsXLsfIyCjbeCgUCry9JxMfH6eyfPr0iYwbN4n69U05ceIYXl5T2LJlh0qYuLg4pk71ZNmyNVSsWIl79+7i5taf3buDOHYslNOnw1m7dhP58uXD19eHtWtX4uaW/UNWcnIyhw4F0aJFKwICduDq6q6yftCgIbRs2RoAmUzGokVzmTLFkzlzFgJgaGjEkyePiY5+QYkSJaW0uX49ItNj7t0bwMaN61i0aAVVqvycbRwzExDgz/v379m0yR+5XM7gwf0JCztCmzaWrFy5lNjYWHx8NpOYmIijYy/q1PkftWrVVtnHjRvXqVv3fyxcuFxleVxcHOPHj8bLazYNGjTk8eNHjB07go0bt2NomP2nNPbs2YmFhRW7d+/ExsYOff2//xSk32v9+g2UlkVEXCE5OQljY6Mch0uXlpbGzJnTeP78KStW+JA/f4HsExFYvHg+L148zzJMcPAB1q9fQ0zMa2lZhQoVVfLV0qULqVixMr/9Zq7FURVMmTKBtWs3qeUdU9NG0n7XrVvNhw/vGTHCQ1qfseKR03zo7T2Fdu060rFjF+Li4nB27kPVqj9Tv76pSrhVq9ZL/w8PP8GqVctwdnbN9qy0zQ+6urosW7aIOnXqUbZseY37ymmZpElmZU5GO3du48qVS6xcuQ4dHV3c3AYQGnqY1q3bftb1NTY2JleuXNLv7du3YGraiHr1flELK5PJGDZsELVq1cbX1w9jY2OSkpJYtWoZI0a4s3jxSuztHbG3dwSUFc/u3a2lMindp+VYzZrjpbgo/81FVmQyGQEB/mzduonExIRMwy1YMJsmTZpibW3L27dvsLHpRv36phQrVhwPj+F06dKdrl17cOdOFEOGuLJv36Esy4uMaRUQ4E9Q0D4mTpxOhQoVAThzJpzhwwczf/4SqlT5mVu3bhAb+yHLc/kajI2NpbTLirb5aenSBZQvX4EZM+aSnJzMiBFuHDy4n/btOzFhwhjGjZuEqWkjXr16iZOTHTVq1KJMmbL/1OkJgvD/iGiRFoTvTIkSJenXz0WlBa5RoyY8fPhApTUjJCQICwsrte1jY2MZPnwwpUqVxtt7jvTwHhV1E0dH20yPu3HjOipWrEzFipVUlsvlcj5+VLakJSTEa3zwkslkjBzpIW1bvnwFFAoF79+/5/btWzRr9hv58ik/e9C8eUuOHw/VKi1CQw9TqlRpbGx6s2/fHpKSkjINq6+vj7v7cCIiLvP48SMA9PR0MTdvw+HDwVK4EyfCMDP7TeM+Nm/2ZccOP1as8NFYidbUCjJq1BDCw0+oLbexsWPatJno6uoSG/uBuLiP5M9fAIVCQUjIQZydXdDT0yNv3rwsWbKKcuXKq+0jMvIasbGxDBjgSN++tuzZswuAZ8+ekDdvXho0aAhAuXLlyZMnL5GR1zJNn3QJCfEcPhxCnz5O5MmTR+1aVKpUmVy5cqtUroKDD6jda9qGA0hJScHT04P4+DgWLVohVaJjYl7j6GirUgHOKCQkiPj4OJo0Mcv0fGJiXvPHHyeYP39ppmEiIq5w/Hgoo0ePyzRMRvXrm1K4cBGWL1+kVXhNPicfdujQmTZtLAHImzcvpUuXJjr6RRbH+MDcuTPx9JxK3rzZf/9S2/xgZGSEjY0dU6Z4kpqaqnFf2pRJn1vmZBQSchAHh34YGRljaGiIt/cc6tdvqBImJ9e3du26VKtWQ/o9YMAgpk2bqLG3wLFjR5HL5bi7j8hQ6TVm6NCRxMfHc/Lk8WyPB+rlWGJiIgCFChWmQYOGFCpUKMu8cOdOFPfv32PGjKx7HcycOZ/u3XsCytZpPT09jIyMuHv3Nh8/xtK1aw8AqlatxooVPujqZv0ImJ5WKSkprFmzgkmTvKRKNECTJmb07t2HNWtWcONGJIGBuwkLO8Lq1coXfzExMYwePZQ+fXrSt68tjx49BJQvAr29p+DkZIeDgw1LlsxHJpMB0LJlEyZOHEuvXt2IirrJunWrcXCwoV8/e0aMcCMmJoby5StiatoY+Dr5qXnzFnTvruxFY2RkRIUKlXj5MpqUlBScnPpjatoIgGLFilOwYCFev36VZboJgvDjEBVpQfgOVa5cRaVrqb6+PubmraUH4OjoaBIS4tUeQN++fYO7+0AePLhP377OKg9K1arVUGnByejChbNcuXIZZ2cXtXXjxk3Ey2syXbu2Y8GC2YwYMUYtTMGCBWnVykL6vW7dasqUKUepUj9Ro0YtTp06yfv375HL5YSEBPHmTYxW6bBnz07atrWiWrUaFCliotJVURMjI2PKlCmn0t3Q0rK9Sne84OAg2rXroLbtihWLWb16GT162FCyZCmt4gcwb96STCvm+vr6rFy5lJ49u1CoUGHq1v0f79+/IzExgYsXz+HmNgBHR1vCw09KLxoy0tPTo2nTZixbtoY5cxbh7+/HyZPHKVOmLElJiVL3+Vu3bvDw4X2t0jUk5CBlypSlfPkKWFl1wN9f/Z7ImGZJSUlERFylUaMmnxUuISGB0aOHcurUSZydXTEy+rslycSkKL6+fpiYFFXb9/3799i5cztjxkzI8nxMTIoyY8ZcypYtl2mY5csXM2DAIPLkyb6yCaCjo4On5zTCwo5y6tQfWm2T0efmw/btO0kVtrNnTxMZeY1GjX7N9DhbtmykSZOmKhXD7GibH/r0cSJ37txSpehT2pRJn1vmZPT06WMePXrI0KGuODjYsGfPLvLnz68SJifX18GhH7/88vcLsbZt21Ov3i/MmeOtFjYy8prGlmodHR3q1zfl2rWr2R4P1MuxPXv2SOsWLVoBZJ0XatSoxfjxkylSxCTL4+jq6qKnp4eb2wBcXJzo2LEzBQoU5MmTJ5QoUZKlSxfQv78Drq5OvHkTo9ITRZP0tHrw4D4GBgaUL19BLUyDBo24du0qNWvWonPnbpibt2HgwMEA/Pnnc4YOHcWmTf7UrfsL27YpXw4vWTKfn3+uxvr1W1i/fisfPrzH338roBwK0bRpM7Zt202hQoXZscOPtWs3sW7dZkxNG3PzZiS5c+dm5sx5wNfJTy1atJLS9s6dKI4eDaF58xYYGRnRoUMXKVxg4G4SEuKpWbNWlukmCMKPQ1SkBeE7pKOjo9Z1zdKyvfTQeuhQEJaW7dW2++OPE3Tvbk2rVhZMmjROesuflejoaJYuXcikSdPQ09NTWff27Rtmz/Zm2bI17NlzkIkTp+Pp6SG1qHwqvXv1sWNH8fKaI8W7ZcvWDB3qgqtrP8qVK4++vkG28bp9O4p79+7SurVyTKCVVXt27tyGQqHIcjsdHVTSrlq16ujq6hIVdYuXL9Mf9iurbJOYmMj9+/eZO3cxq1Yt486dKGnduXNnpDGPgPR/bcYYAri6uhMcfIySJUsxb95MZDIZaWlpPH/+nCVLVrFgwVICAwM0tm45Ojrj5DQAQ0NDihYtRufO3Th58hh58uRlxox5bNq0HgeHXoSEBFG/vikGBtmna2BgAFZWynvHwqIdd+5EqbVkW1hYcuLEMVJTUzl58hhmZs3V7g1tw129epnatevi7OzCxIkeWXbjTRcXF4eX1yQ8PaeqdMP9HNevR/D+/TupZUpbJiYmjB07kZkzp2n94ifd5+TDjIKDDzB9+kSmT5+NiYnmylNycjL79u3B3r5vjvatTX4AZaVs4sRpf40LP6txX9qUSZpkVeZ8SiaTcePGdebOXczKleu4du0qAQH+0vrPvb4ZjRzpwe3bUezfv1dtXWbXLjU1BR0dnWz3rakc27RpU7bl2JdYtmwNe/eGcP78OYKC9pGWJuP69Qjq1fuFtWs34u4+gsmTx2faE0STz0mHGjVqUrp0GQCqVKnKu3fvAOVY6sDA3Tg62tKvnz03b95QeXFct+7/AChatBiVK1fFycmOZcsWUaVKVZo3b6F1nNNpk59AWdaPGOHGsGGj1Xokbd7sy/r1q5k9e6HKy0BBEH5sYoy0IHyHoqJuqj3cVq9eE7lczt27twkLO8LSpasJDz+pEqZdu4506tSVtm3bMXBgX5YtW8iwYaOzPNaxY0dJSkpi5MghAH+NYV3Chw/vKVCgICVKlJRavJo3b8GSJfN5/PihWitYbGwsEyd6oFAoWL16AwUKFPxr+QfatLGUHvivX4+gdOnS2abB7t070NPTo18/e0A5xjYm5jVnz57KtKtvUlISjx49Uul+CNC2bTsOHz5IwYKFsLRsp7adkZERs2cvQF9fH3t7RyZMGMO6dZvJn78AjRo1kVpZzcwaZNr68alr165SsGAhypYth76+PlZWHVi0aC4FCxZCX18fS8v26OrqUrhwEX79tRmRkdfUHhJ37dqOmVkLSpQoASjHlOrr6yOXy8mVKzfLlq2RwtrYdOOnn8pkGaeIiCs8eHAfP7/NbN+ubAHS19fH39+PWrXqSOGKFDGhatVqnD17iuDgA7i7D5cm8cpIm3ANGjTE2dkFhUJBRMRVvLwmM2PGvCwrIefOneHjx49MneoJKLupXrhwjoSE+GxbMD8VGnpESuucMjNrTsuWrfHympxt611Gn5MPQXl9ly1bxPHjodmO0T979jRVqlTlp5+yz0ufyi4/pCtevASjR4/Dy2uKxkqyNmWSJlmVOV269FAJa2JSlNat22JoaIihoSEtW7YmIuIK1sqeuF90fdPlyZOXyZO9GDXKnV697KXltWvXxc9vE3K5XGX/crmciIgr9OnTL9t9f0459rmOHTtKo0ZNyJ07D4UKFaJZs9+4cyeK334zJ2/efDRr1gJQtnCXKvUTd+/e0dgC/qn08vTu3dtq9+TlyxdVyo6MMuYZZX5XvjyQy+VMnz5bauH++PGjSnmQPs5eOVZ/DVFRN7l48TxLly6gUaMmDBo0VKv0yEl+2r59C1u2bGTyZG+pKzcoh6V4e0/h0aOHrFq1IUe9lQRB+O8TLdKC8J158uQxvr4+2NjYqa1r27YdS5YsoEyZshona0pvkTQyMmL69FkEBx/IdpbRXr3s2LEjEF9fP3x9/fj55+oMGjSELl16UKlSFR48uM+TJ48BuHEjkqSkJLWJVtLS0hg9eiglS5ZiwYJlUiUaICrqFuPHj0ImkyGTydiyxZc2bdTH0Wb08eNHQkMPM2fOInbt2s+uXfvZs+cgFhZW7NixTeM2yclJLF48n8aNf1V72Gnbth3HjoUSGnpEY8uVrq6u9NBnZ+dI+fIVmDJlgjRz6+e4fPkiS5cuQCaTIZfLOXIkhF9+UbYaN23aTOqmnpCQwIUL56heXb177rVrEWzbppzROzb2A0FBgbRq1QYdHR1Gjx4qzaAeGnoYIyNDKleukmWc9uzZRdu27di9O0hK1zlzFnHy5DG1WbQtLduxfftW4uLiNLZYahsufUy9jo4OkyZN4/btKDZuXJdlPFu1asOuXfule9LMrDnW1rY5rkSDskX80zG1OeHmNoyYmNdcunRB620+Jx8CrFixhIiIK/j4bM52ojvleZlmGSYz2eWHjFq2bE3jxr+yc6fmfJddmaRJVmXOp1q0aMXhw8HI5XJkMhmnT4ervMT70uubrlat2tjY2Kncmy1atMLYOBdLlsyXZulOTk5i4cK55MqVm99+a5nlPjMrxzp16pRpOfYl9u4NYNcuZWt9XFwc4eEn+OUXU2rVqoOhoaE0TOHx40c8f/4s2/IinZGRES4u7nh5TZbmnwBly7Kf32Zpojs9PT2tel80bNgYf38/FAoFKSkpjB07QqWXQbq7d+9gb9+TcuUqYG/fF2trW27d0vzVCE20zU8BATvYvXsnq1dvUKlEA0ybNpGEhHhWrVovKtGCIKgRFWlB+MaSk5Ol7sJOTr2ZMWMqAwe68euv6q0VFhZWRERcwcqqY7b7LVOmLB4eE5k7dwZ3797OduIfTcqWLceoUePw9ByDg4MNixfPw9t7Lnny5FWZHCcs7Ag3blzn5s1InJ37SOdz//49GjZsTKNGv+LgYIO9vTXlylWgZ09lPEJDQxk1aojacYODD1C+fEWVsYygHLN3+fJFqRvgihVLpHQbMMCR3Llz4ek5RW1/RYsWo1ycwfXCAAAgAElEQVS58pQpUybbh33l+NipPHr0UO3TOOHhF9XCZzbZWO/eDhQvXvKvtOiFnp4eLi5uAHh4ePLu3Rvs7H6nXz87mjdvIc30O2vWdPbuVU4qNnz4GF6/fo2dnTUDBvSlS5cemJo2RkdHh8mTvZg92ws7O2v27dur0srr6Gir9pmyd+/ecfLkMWxt7VWW169vSs2atdUeZJs3b8G9e3eybLHMSTiAAgUKMnXqDDZtWs/Zs6eznWwsMz4+q6TP7GTn2bMnlCxZUm15586dM/2UW0ZGRkZMmTIDyL4bryba5sNXr17i768cLzp8+GApD6V/YirjffH3eak/2H8aTpOc5AeAYcNGU7x4CY3rsiqTPqfMAdVzGDDAlcKFC9OnT0/s7KwpVeonrK17SWEzu76a8kB2+vRxokaNv8e/6uvrs3DhMnLlyk2/fvbY21vj5GRHrly5WLhweba9FDIrx1xdXVXKMch+4r3MZEyr8eMnc+3aVRwcbBg82Jn27Tvx228tMTQ0ZMGCZWzbthl7e2s8PZUzURctWgzQLq26dOlOv34uzJo1HTs7a2xsuhEYGMDChcuoVq06oCxLzp8/y8KFc7Lc17Bho0lKSpQ+J1axYmV693ZQC1elSlXMzVvj7GxPv372BAXtw919uEqYL81PqamprFq1jJSUFCZMGCOF27hxHZGR1zh+PJRnz57i6tovx8N6BEH479NR/JMDdQRBELIgk8kYNWoUixZ9/uzIgrqFCxfSqVMnKlXKfDbkH91/NY1OnTrFkydP6NWrV/aBAXlqCroG2X8y7f+b/+r1/SeItBK+FymyFAz1v215lJacgp7R141DaooMA8PvbzStLDUFfS3Lf3lqGroGWc9pke0+ZHLevIv/on38U3R1dShSRLsJSTMSFWmBfl6HefVO8+RRgvBPSo59gTwthVyFMp9xWcgZhULBhyfnKViuUfaBf1D/5TSKfX6VvMWroauv3YRI++d35oF39384Vv8uhUJByN13WFUt/K2j8t0TaSV8TypOCMDa3/WbxmFHz5Wc6vx1y8SmgQFMG5n1V0e+hUnzO7BsnHYTVrrN3MDdeeFfdLwqo8x4/frjF+3jn/K5Fenv7/WIIAg/DKP86l0yhS+jo6Pzn6wgfk3/5TTK/1O9bx2Fb05HR0dUDLUk0koQBOHziTHSgiAIgiAIgiAIgpADoiL9LwgJCaFbt2506tSJjh074uPjk2V4e3t7zp079y/FThAEQRAEQRAEQcgJ0bX7H/by5Utmz57N7t27KVSoEPHx8djb21OhQgVatWr1raMnCIIgCIIgCIIg5JCoSP/D3r17R2pqKklJym9Q5smTh1mzZmFkZERwcDAbNmwgKSmJlJQUZsyYwS+//KKy/Zo1awgODiYtLQ0zMzNGjx7N8+fPGTx4MBUrVuTevXvUqFGD//3vf+zZs4cPHz6wfPlyMfumIAiCIAiCIAjCP0R07f6HVatWjVatWtG6dWt69OjB3LlzkcvllClThu3bt7Nq1Sr27duHs7Mza9asUdn25MmTREZGsmvXLvbu3cvLly/Zt0/5DcTbt2/Tv39/AgMDuXz5Ms+fP8ff358OHTrg7++vKSqCIAiCIAiCIAjCVyBapP8FU6dOZdCgQYSHhxMeHo61tTXz5s1j+fLlhIWF8fDhQ86fP4+urup7jTNnznDt2jW6desGQFJSEqVKlaJ+/fqYmJhQo0YNAEqUKEGTJk0AKFWqFM+ePft3T1AQBEEQBEEQBCELRYvm+9ZR+KpERfofdvz4cRISEmjXrh3du3ene/fu7Nixg61bt7JgwQI6deqEqakpP//8M1u3blXZNi0tDQcHB/r2VX7jLTY2Fj09Pd69e4ehoeoH1PX0vuwj6YIgCIIgCIIgCP+U/9p3pEXX7n+YsbEx8+fPl1qJFQoFt27dwtDQEB0dHVxcXGjUqBFHjhwhLS1NZdvGjRsTGBhIfHw8MpmMwYMHc+jQoW9xGoIgCIIgCIIgCMJfRIv0P6xx48a4ubnh4uJCamoqAM2aNWP58uWMHTsWKysrdHR0MDMz49KlSyrbmpubExUVhbW1NWlpaTRr1oyuXbvy/Pnzb3EqgiAIgiAIgiAIAqIi/a/o2rUrXbt2VVu+YMECld+enp4AbN68WVo2aNAgBg0apBKudOnShIWFSb8zhu/WrZs0ploQBEEQBEEQBEH4+kTXbkEQBEEQBEEQBEHIAVGRFgRBEARBEARBEIQc0FEoFIpvHQlBEARBEP598tQUdA0Msw8oCILwD0uRpWCo/23Lo7TkFPSMvm4cUlNkGBh+f6NpZakp6GtZ/stT09A1+LIvBMllct68i/+iffxTPnfW7u/vqgr/ujdv4pDLxfsU4d9XtGi+7/ZTCMJ/m7j3Mkr+1hH4oYh7T/iWvv/773soj76HOPxb/r1z/a99QxpE125BEARBEARBEARByBFRkRYEQRAEQRAEQRCEHBAVaUEQBEEQBEEQBEHIAVGRFgRBEARBEARBEIQcEBVpQfgGXrz4k+bNG+LoaIujoy0ODja4uDgRGnpECrNu3WrMzBoQFLRPZdvExETatGnGmDHDpHALFsyW1qempuLp6cGgQc7ExsZqFZ/Y2Fh+/70zx44dBeDChXNS3BwdbenVqxtmZg2Iirqltu2NG5E4O/ehd+8eDB3qSkxMjMr6jx8/4uBgQ1TUTe0S5y8TJoymfftWJCUlqSzv0aMjvXp1+yvdeuHgYMPGjeuQyWQAXL58ETOzBnh5TVbbp5vbANq0aSaFs7e3Vlm/ffsWunZtx717d3MU18yMHz9a5dqkO3/+LI6Otplu9+zZU4YNG4Sjoy12dr+zbdsWad25c2fo188eR0dbnJx6c/78Wa3jc//+PczMGrBli6/K8oMH92Nm1oB161arLFcoFPz+e2cpnXISLv3+TF+/ePF87Ox+Jzo6Wqu4pqam0r+/A35+mzWuj4uLw9NzDPb21tjZ/a5yTpcvX8TJqTcODja4uw/k7t072R7v4MH9mJs35cGDeyrLx4wZxsGD+1XyRKdObenQobX0OzT08FfJh9ndF8nJSSxYMJu+fW2xsemGn98mtTA+Pqs03nOa5KSM6dChDW/eqOZte3trLl++CCjzZevWZiQkJKiESb9n0suW7CgUCry8Jmd63QEOHTqIg0MvHB1tcXFxUilb1q1bTe/ePbC3t8bLazLJyVlPpJNeXmh7ngCXLl3A3X0gNjZdcXDoxbBhg4iIuAIoy7v0+6Jnzy6YmzeVfi9fvljax/v37zE3b8q8eTNVjuXtPQVv7ylZJ9JftEmr06fDcXCwoVevbnh6ehAfHwdAbOwHJk0aR69e3XBy6s2uXduzPd7Bg/vp0aOj9Pv582dMnjwOa+vOODj0on//Phw4ECitj4uLY8gQF+m3mVkD3r9/r9W55VSPHh05eHB/lmFSU1OZM8cbO7vfsbP7naVLF5KWlpblNosXz1cpywRBEDISFWlB+EaMjIzw9fXD19ePjRu3M2WKN2vWLOf48VApTPHiJTh06KDKdsePh5IrV26N+0xMTMTDYzhpaWksXLic/PnzZxsPhUKBt/dk6QELwNS0kRQ3X18/KlWqjJ2dI9WqVVfZNjU1lYkTPRgyZARbt+6iRYtWzJo1TVp/5kw4AwY48OTJY63SJF1MzGsiIq5Qs2ZtQkIOqK2fPNnrr3TbxqpVG4iKusnSpQuk9UWKmHDq1B8qlfDo6Bc8ffok02OuWbOC/fv3snLlOipXrpKj+GqydetGrl27orIsOTmJNWtWMGnSONLSZJlu6+09hVatLPD19WPVqg0EBu7m0qULxMXFMXWqJxMmTMHX14/x46cwadJYEhK0+5zEnj07sbCwYvfundKLh3Sa7rWIiCskJyd9Vrh0aWlpeHtPISrqBitW+FCiRAmt4rp48XxevHie6Xofn5UULVqczZt3sHbtJvbuDSAy8hpxcXGMHz+aQYOGsnHjdkaNGsekSWNJSUnR4qgKpkyZoLHylTFPdO7cDXPzNtLvVq0sVMLmNB9qe1+sXLmU2NhYfHw24+Ozid27dxIZeR2AV69e4uk5hu3bt2S6vSbaljEJCfF4eU0mqy9mFihQkBMnwlSWhYQEUbhwEa3i8ujRQ4YOdVUpAz/15MkjVqxYzPz5S/H19cPBwYnx40cDykpxaOhh1q/fwqZN/sTHxxMQ4J/lMY2NjTE2NpZ+Z3ee4eEnmDPHm4EDB7N9+x42btyGs7Mr06ZN5MyZcPLlyyfdFx4envz000/S78GDh0r7OXBgL82aNefIkRBiYz9Iy42MjDE2zvVV0urdu3fMmDEVL685bNu2m1KlfmLlymUALFmygFy5crFly05Wr/bl7NnTnDr1R5bHzBi3Fy/+xN19II0bN8Xffy8bN25jxox5hIQEsWqV8hgfP8Zy69aNbM/la1Bex6zTLSDAn/fv37Npkz++vtuIjLxGWNiRTMOHhh7hyJHgrx1VQRD+Q0RFWhC+EyVKlKRfPxeV1oVGjZrw8OEDXr16KS0LCQnCwsJKbfvY2FiGDx9MqVKl8faeg5GREQBRUTezbOXauHEdFStWpmLFShrXHzp0kBcvXuDs7KK27tatG+TOnYc6deoB0KFDZy5dusCHD8pWh507/Zk0aTpFiphokQJ/CwzcTf36plhZdWDnzu1ZPrznypWL4cPHsG/fHullQP78+albtx4nTx6XwoWEBNGmjaXa9nK5nHnzZnH58sW/KnolVda/ePGnSitMOkdH20xb2S9fvsi5c2fo3Lm7yvJz586SlJSIp+eUTM8HlOmYHte8efNSunRpoqNfIJPJGDnSQ7pW5ctXQKFQaNXKk5AQz+HDIfTp40SePHnUHsArVapMrly5uX49QloWHHxA7V7TNhxASkqK1Aq2aNEK8ucvAChflDg62hIT81pjXENCgoiPj6NJE7NMz2fo0FFSxeTNmxhSU1PIkycvz549IW/evDRo0BCAcuXKkydPXiIjr2WVPADUr29K4cJFWL58UbZhM/M5+VCb+0KhUBASchBnZxf09PTImzcvS5asoly58gAcOBDI//5XHxsbuxzFV9syxsLCipiY1yq9Iz5lYWHF4cN/Vzyio1+QmJhA2bLlpGU+Pqvw8Vmlcfvdu3fQoUMXWrZsnekxDAwM8fCYiImJskypVq0Gb9++ITU1FblcTkpKCsnJychkMlJSUjA0zPobqeXLV8TUtLHW57l8+WKGDRtNrVp1pGW1atVmyJCRLF++JMtjpZPL5QQG7sHKqiN16/6PwMA90rqaNWtRq1Zt4MvT6sKFs1SvXoMyZcoC0LVrD44cCUahUHD79i3atm2Hnp4eBgYGNGlilmWlHKBKlSr88kt9ADZv3kDr1m2xsuqAjo4OAEWLFmPatJns3LmNmJgYZsyYSnJyMo6OtlLL77p1q3FysqNHj44EBOyQ9n3gwF6cnOzo29eWoUMH8fjxI0D5UtHDYzh2dtasWLGEiIir9O/fBycnO/r1s5fiXK/eL1St+jMAo0YNITz8hFr8bWzsmDZtJrq6usTGfiAu7qNUJn3q0aOH+PltwtHROcs0EQThxyYq0oLwHalcuYpK11J9fX3MzVtLD6fR0dEkJMSrVXrfvn2Du/tAHjy4T9++zujq/p21q1Wrga+vn8bjXbhwlitXLmusJIOyxXn16uUMGTISfX31z86/evWSYsWKS78NDAwoWLAQr18rK0gLFiylevWaWp69kkwmY//+vVhYtKNp0+a8ffuWs2dPZ7lNsWLFyZMnj0rLt6Vle5WWttDQw2oV6bS0NKZPn8TevbtwcHCiQIGCWsfT19ePatVqqC2PiXnN4sXzmTTJS+U6ADRv3oIhQ0aSO3eeLPfdvn0nqZXs7NnTREZeo1GjXylYsKBK6+e6daspU6YcpUr9lG18Q0IOUqZMWcqXr4CVVQf8/dXviYxplpSURETEVRo1avJZ4RISEhg9eiinTp3E2dkVI6O/W/1MTIri6+uHiUlRtX3fv3+PnTu3M2bMhCzPR0dHB319faZNm0ifPj2pV68+ZcuWo0yZsiQlJUpd3m/dusHDh/fVuutmtk9Pz2mEhR3NtnVOk8/Nh9rcF+/fvyMxMYGLF8/h5jYAR0dbwsNPki+f8rucTk4D6N69p1Sp0Za2ZYyhoSFTpsxg40Yfbt+O0rivX3814969u9LwjpCQICwt26uEcXZ2ybS8GTHCAwsL9ZddGZUsWYpff1W+YFEoFCxduhAzs+YYGBjQoEFDTE0b0b17Bzp1aktc3Ee1l1mfyp07NzNnztPqPD98eM/Tp0+oV+8Xtf2Ymjbk0aMHWnXj/+OPP0hOTqJBg4ZYWnZg9+4dUg8RK6sOtG3bDvjytHr5UrV8Llq0GPHx8SQkxFOjRi0OHTqITCYjISGBEyfCss0jZcuWZ8QIDwAiI69pTIfChYtQrlwFbty4zvjxk6WeV3p6egCUKvUT69dvYcaMuSxfvgiZTMaVK5cIDg5ixQofNmzwo3fvPowfP0raZ1JSMlu27GDQoCGsX7+anj17s379FsaNm8SlS8ou96NGjaN06TIAzJu3BDOz3zSeg76+PitXLqVnzy4UKlSYunX/pxYmISGB6dMnMWHC5GzLakEQfmyiIi0I3xEdHR2VboagrLSkP+QeOqT+YArwxx8n6N7dmlatLJg0aZxat11NoqOjWbp0IZMmTZMecj517FgopUr9RN269TSul8sVag/uCoVCrQKZE+HhJ5DL5TRq1ARDQ0NatbJg585tWmypo1JZa9q0Obdv3+Lt2zdcu3aVcuXKq3WxffLkMQYGBkyYMAVv76m8fPn3+N2goH04OtoyevRQqQXV0dGW+/dVx9BmJJPJmDJlAkOGjJBazL5EcPABpk+fyPTps1X2J5PJWLRoLseOHcXLa45W+woMDMDKSnnvWFi0486dKLVWWgsLS06cOEZqaionTx7DzKy5xntDm3BXr16mdu26ODu7MHGih8rQgczExcXh5TUJT8+p5MqVffdWgEmTpnPgwFE+fozF19eHPHnyMmPGPDZtWo+DQy9CQoKoX98UAwMDrfZnYmLC2LETmTlzmlaV74w+Jx9qSyaTkZaWxvPnz1myZBULFiwlMDBApdfF59KmjAFlb4T+/V2ZOnUCiYmJausNDAxo0aIVR46EABAWdkRjL5CvITExkYkTx/Ls2VM8PCYCylb5P//8k8DAEAIDQyhZshTLli3M8b6zO09N1zU1NRVAqxcZ27Zto00bS/T19TEza05SUpLWY8hzQqGQa4yPrq4ebm7D0dHRoW9fW8aNG4WpaSP09bXLI+kyu79TU1MyTYf0+6FKlZ9JSUkhPj6OM2fCefbsKS4uTjg62rJixRI+fvwodXmvU6eutH3Llq1ZsGAOU6d6cvv2LQYOHJyjOAO4uroTHHyMkiVLqY1RB5g1azo9evSkYsXKOd63IAg/FvUmJkEQvpmoqJtqf7yrV6+JXC7n7t3bhIUdYenS1YSHn1QJ065dRzp16krbtu0YOLAvy5YtZNiw0Vke69ixoyQlJTFy5BAAnj9/yooVS/jw4T1duvQAICzsMO3bd8p0H8WLl1DpniuTyYiN/UDRosVydN4Z7dmzi+TkJGxsugLKB9Q3b2J48OB+pt3P07uQ/vRTad6/fwekP9Sbc/ToYR4+fICVlXr37NKlyzJ+vHJSsuvXI/D0HMPy5T4YGhrSvn0n2rfvJI0FzKw1MaOoqJv8+edzli5VPry/ffsGuTyNlJQUxo6dqHUaKBQKli1bxPHjoSxatIIqVX6W1sXGxjJxogcKhYLVqzdo1YoeEXGFBw/u4+e3me3btwLKlhl/fz+VLqpFiphQtWo1zp49RXDwAdzdh2vsNq5NuAYNGuLs7IJCoSAi4ipeXpOZMWNelhWNc+fO8PHjR6ZO9QTg5ctoLlw4R0JCvFrL3LlzZ6hUqTImJkXJnTs3rVu35fjxMORyObly5WbZsjVSWBubbvz0U5ls0ymdmVlzWrZsjZfXZI09MTLzOflQWwULFkJfXx9Ly/bo6upSuHARfv21GZGR12jevMUX7VubMiZdjx42nD9/lsWL52lcb2nZnnnzZlCrVm3Kli2XadfZLxEdHY2Hx3DKly/P0qWrpBdoJ08ew8LCUmpF7NSpKwsXavei6VOazrNAgYKULVuOK1cuqaX5pUsXKV++gtRDIPO4v+DEiRMULlxEGk+elpbGjh1+X/2lQ/HiJbh5M1L6HRPzmnz58pMrVy6io6MZNGiIdH02bVpP6dKltd537dp1NabD69evePHiT2rUqCm9XMgoPT+llwMKBaSlyWnbth2DBin/FsnlcimugMp4/S5dumNm1pzz589y7txp1q9fg59fgDSEIivXrl2lYMFClC1bDn19faysOrBo0VyVMK9evSQi4gpPnjzG39+P2NgPxMfHMWrUEObN067rviAIPw7RIi0I34knTx7j6+ujcYxj27btWLJkAWXKlNX4YJre2mZkZMT06bMIDj6gNoHQp3r1smPHjkBpIpyff67OoEFDpEq0QqHg6tUr1K9vmuk+atasRWzsB2m87IEDgdSsWTvbh8nMPHnymKtXL7Nu3RZ27drPrl37CQwMoV69X9i5U/Ossh8/fmThwjl0726t9jBladme4OD9RERc1thF2cDg70rS0KGjSEtL03rGY01q1arD7t1BapNS5aQSDfw1FvAKPj6bVSrRaWlpjB49lJIlS7FgwTKtu6Lv2bOLtm3bsXt3kJSuc+Ys4uTJY2qzaFtatmP79q3ExcVl2SKTXbj0sak6OjpMmjSN27ej2LhxXZbxbNWqDbt27ZfSz8ysOdbWthq7t4aFHWH9+jUoFApSUlIICztC/foN0NHRYfToodL49dDQwxgZGeZ4Ajk3t2HExLzm0qULWm/zOfkwJ/tu2rQZwcHKyfcSEhK4cOEc1aurDy/4HNmVMRmNGzeZM2fCef78mdq6mjVrkZyczOrVyzW+vPpSCQnxuLsP5LffWjJ16kyVXihVq1bjxIljyGQyFAoFJ08eo2bN2p99LE3n6e4+nCVL5kuTvIGym/OyZQtxcXHPdp/K+R/qs3dvsJQX163bzJ07t1XmHfgaGjZszI0bkdIki3v3BtCs2W9/xSNAGn/99u0b9u8PzFFFvk8fJ8LCjkj3IygroVOmTKBr198xMSmKnp4eaWnyLOe4AOU4/aNHD0lDAvbuDWDoUFeNYV1cnLhz5zbt2nVkzJgJxMV95O3bN1rF+fLliyxdugCZTIZcLufIkRB++UX171uxYsUJDAyRyiBnZxfq1v2fqEQLgqCRqEgLwjeSPglL+meMZsyYysCBbtL4v4wsLKyIiLii1YNpmTJl8fCYyNy5M7h793a2k41l5v379yQmJqiMsQPViaL09fXx9p7DkiXzsbOz5siREKmFNyt79+5i1qzpGpc3a9ZCGuuWztHRmUOHDkqtnlOnev6Vbna4uw+kevWaDBzopra/WrXqkJiYxK+/Nsu2ZVFZ+ZnNsWNHCQzcLS0vWbIUu3apf1Ylq8nGPkf6BDmvXr3E338rHz68Z/jwwdI9EhS0j7CwI9y4cZ2bN5WfHPu0u7mmOL17946TJ49ha2uvsrx+fVNq1qytNqtx8+YtuHfvDpaW7bKMr7bhQNmSN3XqDDZtWs/Zs6eznWwsMxknX3JzG058fBx9+vSkXz87fv65Or//3gsdHR0mT/Zi9mwv7Oys2bdvr0pLuLbXzcjIiClTZgA5G3Oc7mvlw4wTJ3l4ePLu3Rvs7H6nXz87mjdvkeVkU5D9xG7pclLGFCpUiAkTpmpscQRlpfzp08caX15lNYFWZjKmXUDADl6+fMHJk8dVPtH34cN77O37UqxYcezsrHFwsCE2NhY3t+FA5mVOTs+zSRMzPD2n4uOzEju737G17c7atavw9JyKmVnzLPeXmprKgQOBODurTmBVpkxZWre2UJu34EvTqlChwowfPwlPTw969+7Bgwf3cHNTfsrJ3t6R169fYW9vzZAhrjg7D5Tms9DmuMWLl2D16g1cvHiOXr26YWdnzdixI2nTxlJqWS5SxIQaNWpib28tTUCpScOGjend24Hhwwfh4GDDkSMheHvP1dh7xdV1CD4+q+jb1xZ394H07dufkiVLqYTJbLKx3r0dKF685F/3TC/09PRwcVH+3fic+0MQBEFHkd2rQkEQhK9MORbWi1mzZn3rqPynLFy4kE6dOlGpkuYu8MKPk0by1BR0DZS9AsaOHYunpyd58+b9xrH6dkSZo71Hjx6xa9cuRo0alX1gQfh/KEWWgqF+1jP6/1vSklPQM8pZXFJTZBgYZj/sSJaagr5B1vuWp6aha6B5npyvTS6T8+addp/r/Lfp6upQpEjO/0aKirRAP6/DvHqnPqGKIPxTEt48RN8oD4Z5P38staBKoVDw4cl5CpZr9K2j8t36kdJo//zOPPDuTpJMzuknsZhX1H5G+v+iyJfxFDDWp0yB7MfS/ujOPYulcuFcFMmds8nHBOH/i4oTArD21zx84N+2o+dKTmXzdYFPNQ0MYNrIA9mGmzS/A8vG9c0yjNvMDdydF56j43+uKqPMeP36479yrJz63Iq0mGxMEIR/Xe4iFb51FP5zdHR0fogK4pf4EdPIWF/3h69EA9QqLj5jpK1GpfNnH0gQBEH4ccdIP3v2jFq1atG5c2c6d+5M27ZtGTduHDExMZw7dw57e/vsd/Kd6t+/Py9fvvzW0RAEQRAEQRAEQfhP+mEr0gDFihUjMDCQwMBAQkJCMDExYciQId86Wl9s7dq1FC9ePPuAgiAIgiAIgiAIQo6Jrt1/0dHRwd3dnaZNm3L79m3evn1L//79efLkCRUqVGDJkiUYGhqycOFCzpw5w4cPHyhWrBgLFy7ExMSExo0bU6tWLV6/fs2YMWPw8fHBwGg19jIAACAASURBVMCAZ8+eYW5uTu7cuTl69CgAa9aswcTEhC1bthAYGEhiYiIGBgbMnz+fihUrYm5ujqWlJadPnwZgxowZ1KhRA3t7e9zc3GjUqBHPnj2jT58+hIWFMXbsWN6/f8/jx48ZPXo0Xl5ebNq0KUffhBQEQRAEQRAEQRC080O3SH/K0NCQcuXKYWJiwp9//smkSZMIDg4mJiaG06dP8/jxYx48eMD27ds5dOgQJUuWZN++fYDyEzP9+/cnMDAQfX19IiIimDp1KgEBAWzdupXChQuze/dufv75Z4KCgoiLi+Po0aNs3ryZAwcO0KJFC7Zu3SrFJXfu3Ozdu5chQ4bg4eGRbdwLFixIcHAw5ubm/1j6CIIgCIIgCIIgCKJFWo2Ojg7GxsZUq1aNMmWU37KtVKkS7969o0WLFnh4eLBz504ePnzI1atXKVu2rLRt3bp1pf9XrVqVkiVLAspvUTZpovyeZqlSpYiNjSVv3rzMnz+foKAgHj16xB9//EH16tWl7a2trQEwNzdn7NixvH37Nst416lT5+skgCAIgiAIgiAIwldWtGi+bx2Fr0pUpDNISUnh4cOHvHnzBn39v5NGR0cHhUJBZGQkI0eOxNHRkbZt26Krq0vGr4cZGxtL/zcwUP1shJ6e6jfaXrx4gb29PXZ2djRv3hwTExNu3bolrc94fLlcLm2ffjyZTKayv4zHFgRBEARBEARB+J781z5/Jbp2/0Uul7N06VLq1q2r0sqc0YULF2jYsCG9evWifPnyHD9+nLS0tM863vXr1ylXrhyOjo7Url2bo0ePquwrKCgIgCNHjlCpUiUKFChAoUKFuHfvHoA03loQBEEQBEEQBEH4d/3QLdKvXr2ic+fOgLIiXb16dRYsWEBUVJTG8O3atcPNzY2OHTsCUKtWLZ49e/ZZx27atCnbtm2jXbt2KBQKTE1NuXv3rrT+8uXL7Nq1i1y5cjFr1iwAnJ2dGTt2LAEBAbRq1eqzjisIgiAIgiAIgiB8mR+2Il26dGkiIyM1rmvUqBGNGjWSfqdXZAF27typcZvbt29nun1YWJj0f3d3d+n/GzZsyDR+I0eOVJt1u06dOhw8eFD67ebmpha/T48nCIIgCIIgCIIgfF2ia7cgCIIgCIIgCIIg5MAP2yL9PRMtyoIgCIIgCIIgCN8vHUXGaacFQRAEQfh/T56agq6B4beOhiAIwncnRZaCof73UT6mJaegZ5SzuKSmyDAwzL4tVJaagn42fwfkqWnoGuhlGeZrkcvkvHkX/68cK6c+d9Zu0SIt8OZNHHK5eJ8i/PuKFs333X4KQfhv+zHuveRvHQFBgx/j3hO+V+L+S/c9lY//ZFy+n/P8r31DGsQYaUEQBEEQBEEQBEHIEVGRFgRBEARBEARBEIQcEBVpQRAEQRAEQRAEQcgBUZEWBEEQBEEQBEEQhBwQFWlBEARBEARBEARByAFRkRaEf8mLF3/SvHlDHB1tcXS0xcHBBhcXJ0JDj0hh1q1bjZlZA4KC9qlsm5iYSJs2zRgzZpgUbsGC2dL61NRUPD09GDTImdjYWK3iExsby++/d+bYsaPSsl27ttOpU1spjoMGOWey7QemTvWkb19bbG27ExISJK27f/8ebm4D6NvXln797ImKuqVVfADCw09iZtaA0NDDKsvXrVtNhw6tpXjZ2VkzefJ4nj59IoXp0aMjrVubkZCQoLLtwYP7MTNrIJ1njx4diYq6Ka1/8OA+Xbu2Y+vWjVrHU5OAAH/s7Kyxt7dm7NgRvHv3VmX9y5fRdOlixfv37zVuHxcXh6fnGOztrbGz+50tW3zVwvz553OsrMxV4p+d9+/fY27elHnzZqosv3z5ImZmDfDymqy2jZvbANq0aZbjcPb21irrt2/fQteu7bh3726WcdTm3AHS0tJYvHg+trbd6dmzC3v37lILk5M0unz5Is2amXLhwlmV5QsWzGbdutU8fPhAuue6dWtP27a/Sb/9/bdy8OB+KU8CKBQKFi+ej53d70RHR2d7fFDm3f79HfDz25zpOc+bNxM7u9+xs/udZcsW8elXK3N6ztpez6zSBsDbewpmZg24fPmiSpgXL/6kWTNTlTIqOwcOBDJmzHC15SkpKQwbNkilnPrU1auXGTDAEQeHXgwe3J/nz59J63bv3omTU2969+7BtGkTSUlJyTIe6ekD6eVOG968iVEJY29vrXLOly5dwN19IDY2XXFw6MWwYYOIiLgCwMePH6V7pmfPLpibN6Vz5844OtqyfPliaR+Z5VNv7yl4e0/JMs7pFAoFXl6TM72XAE6cOIaDgw2OjrYMGeKiklbt27eS4uroaMvhw8FZHi9jWgG8e/eO2bO96NmzCw4Ovejb1xY/v02kpaVJYYYPHyyVgZ+WxV+Tm9sA6T7NzpfeY5B9+S4Iwn+TqEgLwr/IyMgIX18/fH392LhxO1OmeLNmzXKOHw+VwhQvXoJDhw6qbHf8eCi5cuXWuM/ExEQ8PIaTlpbGwoXLyZ8/f7bxUCgUeHtPJj4+TmX59evXcHMbLsVxxQofjdt7e0+haNFibNjgx6JFK1i0aB6vXr0kKSmJESMG07t3HzZs8MPRsR/TpnlmG590e/bswsLCCn9/P7V15uZtpHht2bKDJk2aMnSoq8o5FChQkBMnwlS2CwkJonDhIhqPd+NGJMOGDcLFxY3evR20juenoqJusW3bFlatWs/mzTsoXbosa9eulNYHBx/AzW0AMTGvM92Hj89KihYtzubNO1i7dhN79wYQGXlNWp+cnMz06RORyVJzFLcDB/bSrFlzjhwJITb2g8q6IkVMOHXqD5KSkqRl0dEvVF5Q5CRcRmvWrGD//r2sXLmOypWrZBnH7M49XWDgbp4+fcymTf6sXbuJHTu2cfNmpLT+c9LIwMAAL68pGh+AK1SoKN1zzs4u1K37P+l3z569VcKmpaXh7T2FqKgbrFjhQ4kSJbQ6/uLF83nx4nmm6w8dOsiTJ4/ZuHE7vr7buHr1MseO/V1efM45a3s9s0qbdMWLl1B5kQbKPFeoUGGt4hIb+4G5c2ewePF8QPUFQWTkNVxc+nL9ekSm27969ZLx40czcuRYNm7cxm+/mTN/vrICf+JEGAEB/ixatILNm3eQnJyksWzJyNjYGGNjY+l3QkI8Xl6T1V5epAsPP8GcOd4MHDiY7dv3sHHjNpydXZk2bSJnzoSTL18+6Z7x8PDkp59+IjAwEF9fPwYPHirtJ7N8amRkjLFxrizjDPDo0UOGDnVV+VvyqeTkJKZPn4i391x8ff1o2rQZixbNBeDJk0fky1dAiquvrx8WFlZap9XHjx9xde1HmTJl2bp1Fxs3bmPx4lXcunWT6dMnSdtcuHAu23P5GoyNjcmVK/t0+9J7DLQr3wVB+G8SFWlB+IZKlChJv34uKi0IjRo14eHDB7x69VJaFhISpPGhJjY2luHDB1OqVGm8vedgZGQEQFTUTRwdbTM97saN66hYsTIVK1ZSWR4ZeY0jR4JxcLBhxAg37t+/p+GYH7hw4TxOTgMAKFasOGvW+JI/fwHOnz9LqVKladLEDAAzs9+YNm2WVmnx/Pkzrly5hLv7cJ49e0pk5PUsw1tatqdcufIcORIiLbOwsFJpRYmOfkFiYgJly5ZT2/7ixfOMHz8ST8+ptG3bTm29m9sAtZY2H59V+PisUgtbrVp1tm/fQ968eUlOTub161cUKFAQgJiY1/zxxwnmz1+a5fkMHTpKerB+8yaG1NQU8uTJK61fsGA2VlYdpf1qQy6XExi4ByurjtSt+z8CA/eorM+fPz9169bj5Mnj0rKQkCDatLH8rHDpx5w3bxaXL1/8q0JZUlrn6GirsQUqu3NPd/LkMdq164S+vj758+enVSsLlev9OWn000+ladz4V2bMmKr1Np9KSUnB09OD+Pg4Fi1aQf78BQDltXd0tM30ATskJIj4+Dgpv2gil6eRmJhIamoqKSkppKamYmhoKK3/nHPW9npqkzatWllw6tRJkpP/rpSHhh7B3Ly19Ds8/ASjRg3RuH1Y2BFMTIqqVCrT7dy5HRcXd6pXr5np8Y8fD6Vx41/5+edqAHTu3I2hQ0dK52RjY0f+/AXQ1dVl1KjxWFqq5/WMypeviKlpY+m3hYUVMTGv2bZti8bwy5cvZtiw0dSqVUdaVqtWbYYMGcny5UuyPFa6rPJpzZq1qFWrNpB5+QOwe/cOOnToQsuWrTWuB0hLk6NQKIiLU758TExMlO6l69evoaeny6BBzjg42LBhw1qVlmRNMqbV3r27qFr1Z2xt+6Cvrw8o7zNPz6lcunSBW7duSPfRkCEDeflS2WMjMHA3/frZ061be1avXi7tOzz8JP37O9C3ry2urk7Si7V161YzYoQbffr0ZNq0iTx+/AhXVyecnOxwcurN7t07Aahduy7VqtUAYNas6Rp7r8CX32Palu+CIPw3iYq0IHxjlStX4cGDvyus+vr6mJu3lioI0dHRJCTEq1V63759g7v7QB48uE/fvs7o6v6dnatVq4Gvr+aWlwsXznLlymWcnV1UlicmJlKuXHl693Zg48bttG/fmVGjhqh1lX727ClFipiwffsWXF2d6NfPnjt3ojA2Nubp08cUKVKEmTOn0a+fPcOGDc72YSxdYGAAv/7alEKFCtOqlQU7dmTdcgRQuXJV7t+/L/3+9Vcz7t27S0yMsitmSEgQlpbt1bY7ceIYY8YMo06d/9GwYWO19ZlxdnZRS7d0+vr6nDx5nG7d2hERcYV27ToCYGJSlBkz5mqszGeko6ODvr4+06ZNpE+fntSrV1/aZv/+vchkMjp16qp1XAHOnTtNcnISDRo0xNKyA7t370Amk6mEsbRsr9IDIjT0sMYKsjbh0tLSmD59Env37sLBwUmtcufr6yc93Gp77hm9evWSYsWKS7+LFSvOq1evgM9PI4Bhw0bz9OljAgL8c7xtQkICo0cP5dSpkzg7u2Jk9HdrpolJUXx9/TAxKaq23f3799i5cztjxkzIcv9WVh3Jly8/XbpY0bmzJaVLl8bMrDnwZees7XXPLm0KFixEzZp1CA8/CUBExFXKly9Pvnx/94wxM/uNefM0Vyq7dOlB3779VV4OpJs6dUa2+fPJkycYGxszefI4+va1ZfLkcVJF7unTJ7x795YRI9xxcLBh/fo15M2bL8v95c6dm5kz50m/DQ0NmTJlBhs3+nD7dpRK2A8f3vP06RPq1ftFbT+mpg159OiBVkNtssqnVlYdpBd9WZU/I0Z4YGGhfv0+PbdRo8bh6upE586WBATswNVV+YIjLS2NBg0aMn/+UpYtW8v582eyzQ8Z0+r69WvUrfs/tTBGRkbUqVOXa9euMn68cjjBkiWrKV5c2WPD0NCQdes2s3btRvz9t/LyZTRPnz5hzZrlzJu3mA0b/Bg9egITJozm/9i7z4Aojr+B41+aiMYWe++9Ro1GRTA2QGwRREGaYIu9YENAUcEuKtgbJoYoAkIsYENREmOMIlYUS6xgV1Q6x/PiHjacVziMJf84nzd6u7O7Mz929252yqalpQHyB6RbtvyEl9c8goJ+oGNHE7Zs2c6SJSuJjz+LTCbDycmV1q3l3c5nzPCkf39rlWX4p+eYtvd3QRD+m0RFWhA+MR0dHYWuhCD/kZtXkT5wQHVl8MSJGKysbOjWrSdeXjOVKkiqJCcn4+/vh5fXXPT09BTWGRkZsXx5gPSjsFu3HpQoUUKpBTE7O5ukpPsUL/4Fa9duwdvbF3//5SQkXCE7O5uTJ3+lb98BbN78I9bWNkydOqHAcYmZmZns378Hc/PeAFhYWBITEy21Wqijo4NC7AwMDOjSpZvUSh0dfUhl5eDw4YOsWrWOCxfiCQ8PlZa/fPlCGh949eoVFi2aj7OzHdu2bdaYjzwmJl3Yt+8ILi4jmDx5HDKZTKvt8vPymsfevYd59SqFwED5j/fw8FCmTnUv9L527w6lRw9z9PX1MTY2IT09XWkcYKdOJly9eoVnz55y/vw5ataspXJ4gDbp7ty5jYGBAbNmzcHHx7vAv19BZX+bTJaLjo6O9Dk3NxddXd1/FCOQn/tz5viyYcMahYda2jh37izNm7dk2LBReHpOVxouocrr16+ZP98LDw/vArufbt26kTJlSrNnz0F2795PSkoKP/+8/R+XWdu/uzaxkVfK5ferqKi9WFj0eac8vYucnGxiY+UPMbZuDaJNm3bMmjUNkN+rTp8+xbx5C9i06UdSUl6yYcOaQh+jbt16DB/+Pd7es6TKXH6q7r1ZWfKu9vnPV3W0uU7fhxs3rhMYuInt23cRERGFo6MLs2ZNIzc3l759v2PSpGkYGRlRokQJBg0aotBjQRs5Oaq/g7KystTGIe/+XLZsOcqU+ZLnz59z+vQpnj59woQJo3F2tmPuXE90dHS5d+8uAE2bNpcqsiYm3xIU9APu7lOJiTnKxIlTFR4qvw+azjFBED5voiItCJ9YQsJl6tSpp7CsceOmyGQyEhOvqq0M9urVh759v2PiRDfevHlDQIBfgcc6evQw6enpTJkyXqosrlmzivDwEJKTkwgJ2aGQPjc3Fz09fYVlea1rlpbyH8vVqlWnefNWXLlyiXLlylOzZm2aNm0GQOfOXZDJcnjwQP0YUJBXeF+9eoWf32Ksrfvg5TUTHR2dAltErly5rNRSL38IsZ8LF+KpUaOm1M02P09Pb5o1a4G3ty8BAX5SN/JSpUpL4wMbNmzM9OkeBAYG4eTkqjEf9+7dJT7+nPTZ0rIvDx8m8eqVdhO/AZw6dVLqAlysWDG6dzfj6tWE/+/++4ZRo1ykbsLe3h7ExsZo3F9ychK///4rR44cxNq6D3Z2VuTk5Ci19MsfPnTl8OGDREbuU1sJ0iZdtWo1cHefjYVFb0xMuuDhMa3Ahyiayv62ihUrKXSTfvLkMRUqVHjnGOXXsGEjnJxcmTNnllZ5ztO2bTuGDRuFg8NQKleuqnE8bZ5Tp07y6tUrvL09cHa2Izb2OMHBQSq77cbERGNp2Q8DAwO++OILLCx6Exf35z8us7Z/dyg4NsbGJly+fJGHD5M5d+4s7dt30CoP70O5cuVp3rwF1avXAKB3735cv36NjIx0ypUrj6nptxQv/gUGBgaYmfVSOfZeG9bWg6lWrTorV/7dWl2qVGlq1KhJXNwZpfRnzvxJrVq1KVFCcwu4ttfp+3Dq1EmaN29J1arVABgwYCC3bt3g5cuXREXtU5gUUNW9X5PmzVuqjENqaipXrlxW6PqeX16FGPIeOuQik+XQpk07hfHa69dvle71+R8+derUmR07wujatTuJiVdxdBysMCzqfdB0jgmC8HkTFWlB+ITu3LlNYOAmBg+2V1pnZtaLVauWU716DZWVQQMDA0DedW7evIVERu5VmqTsbba29gQHRyhUFkePHk///tYULWrExo1rpcmbTp6MJT09gyZNFMeOValSlQYNGhEZuReQdzG/ePE8jRo15ptvOpKU9ECaqfvcubOADpUrV9GYr/DwUBwdXQgN3UtIyB5CQvbg5jaTX34JV9kCBPLJeR48uE/Xrj0Uljdt2oyMjAzWr1+ttnKQ1420ZcuvcHYehqfndJ49e6oxj5o8ffqEOXPcpUmZDh6MpHbtuoUatxodfYgtWzaQm5tLZmYm0dGHaNOmLRMmTGHHjjDpb1auXHlmz56PsbGpxv1FRITRokUrwsMjpZhu3vwj165dVZpYx9zcksjIPcTHa64EFZTOwODvH8UTJriRk5Oj1czN6sr+ts6dTdi37xeys7N59eoVR44cpHPnLu8co7fZ2jrw5ZdlC5ytOL+8c0lHRwcvr7lcvZpQYA+Gbt16EBKyR8qvsbEJNjZ2KrvtNmjQiOho+cz+2dnylrEmTZq9lzJr+3cHzbEpUqQIJiZdmD9/Np06mShUjj40E5MuXLhwXnpYFxMTTe3adTA0LEqXLl2Jjj5MRkY6ubm5nDhxjMaNlYcWaGvmzNmcPBmrMGPzuHGTWLVqmcKcDhcvnicgwI9Ro8YVuM/CXKf/VMOGjTh37qx0rztx4hiVK1ehdOnS3Lx5g82b15GTk0NGRjqhocF069ajgD3+bcAAa/766xY//hgoDedJSUnBx2c2LVt+RZMm8oerenp6BfaeatOmHX/88Tu3b/8FyL+LnJxsycjIUEo7Z84sjhw5RPfuZkyZMoPixYsrzaj9T2k6xwRB+LyJirQgfEQZGRlS12EXlyH4+nozcuRYOnZUnmyoZ08L4uPjtOomWb16DaZP92TJEl8SE68WONmYKqVLl2bu3IUsWeKLvb0NgYGb8fVdIlXY808U5eu7lFOnfsfe3oZx40bi7DyMxo2bUrZsORYsWMqyZQtxcLBh1arl+PgswdDQUO3ES4mJ10hMvIqV1SCF5ebmlpQoUZL9+/cA8sqWs7MdQ4fa4eRky6lTv+Pvv16aYC0/M7Ne3L17W6uWsSFDnKhfv6FS9/iAgA3SGLs86ib7adnyKxwdXRg3bgTOznYcOXJQYZylOvn3N3bsJN68eY2j4yBcXe1p2LAxAwfaFrgPN7fxSq2QWVlZ7N0bgZ2do8Ly6tVr0L17T6WZi5s1a0FaWjodO3bWWAnSNh3kPeBZxNGjh4mICAPUTzamqez5Y9S/vzVVq1bD2dmO4cMdsbTsx1dftdGYD1AdI1V0dHTw8JhLsWKqZ8gvSKlSpfH29uWHH7bw+++/FTjZmDr5yzx+/GRevXqFnZ0Vzs52VKhQQasZ5rUpc2H+ngXFxtzckri4M/Tq1VtpnabJxt5F/v3Vr9+QKVOm4+4+FXt7GyIiwpg3T/7w5rvvBtK2bTtcXR2ws7MiNTWVkSPHAPLJsRYunFeo45YpU4ZZs7ylbtsAHToY4+HhzaZNa7G3H4idnRUbN67Dw8NbGsuuTmGvU02TjamT/7ugTZuvsbV1YNy4kTg52RIaGsyCBcsAcHEZQYkSJXFyGoyTky3Nm7ekT5/+gHaxKl78C9av38qjRw+xtx+Ig4MNY8cOp1GjJsyZ4yOl69KlG2PHjtA4hKJ27TpMmzaL2bPdcXKyZePGdSxatFzluefsPOz/J8i0ZcQIJ0xMuiiNWdc02Zg62p5jgiB83nRyC+qDJgiC8J7MmDEDDw8PvvhCeUZm4d0EBwdTqVIlTEw0/2j/nP1XYiTLykTXQHlSLlX+K2X+UOTj1OezcKF2bxX4nIlYfVyZ2ZkU0dfuOn8XOZmZ6KmY3O/fICszG4MiH69HiwDZWZnoa/m9kp8sKwddA72CE+bfJlvG0+dvCn2sj0FXV4eyZQv/21RUpAVc5x/k0XPV3WcF4X2R5WTyOukiJaspz3ArvLuXd09TsmprdHQL94X2OfmvxGjPsn7c9LHSKu3B68/pWqc0+roFT3b1Obr48A2liupTvZRyjxZBkYjVx1VnVig2O7//YPsPHrSWX/tpdx/52DpFhDJ3yt5PnY3Pitey3gTMHFro7cYu2Eri0thCbVPfzZjHj18V+lgfw7tWpMVjH0EQPgpdvSKiEv0BlKr+9afOwr/e5xijnvXKfOos/Ks1q1j8U2fhf4aIlSAIgmqf9Rjp169f4+3tTe/evenXrx8ODg5cunRJbfqHDx8yfPhwrfcfFhbGjBkzCpWnmTNncv++5hmOBUEQBEEQBEEQhE/ns61Iy2Qyhg8fTqlSpQgPDyciIoIxY8YwfPhwnj9/rnKbihUrsnHjxg+ar1OnThX46hRBEARBEARBEATh0/lsu3afOnWKpKQkxo8fj66u/HnCN998w4IFC5DJZKxbt45ffvkFPT09OnXqxNSpU0lKSsLR0ZHo6GhmzJiBkZERly9fJiUlhcmTJxMREUFCQgLdu3eXWqJv377NkCFDePnyJV26dGHKlCno6Ojg5+fHyZMnefnyJRUqVMDPz4+wsDAePXrEiBEj+Omnn7h9+zY+Pj5kZGRQpkwZ5s6dS82aNXFwcKBUqVIkJiayYsUKHj9+zKpVq8jOzqZatWrMmzePMmVEtz5BEARBEARBEIQP4bNtkb58+TKNGjWSKtF5TE1NuXjxItHR0YSGhrJ7925u377Njh07lPbx6NEjdu7cyYgRI5g5cybe3t6Eh4cTHBzMq1fywfT37t3D39+fsLAwzpw5w5EjR7h9+zY3b95kx44dHDhwgMqVK/PLL78wYsQIKlSowIYNGyhevDiTJ0/G09OTX375hcGDBzN58mTp2A0bNuTAgQNUrFiRZcuWsXnzZsLDwzE2Nmbp0oJfuyMIgiAIgiAIgiC8m8+2RVpXV1fl+2cBfv/9dywtLTEyMgLAysqK8PBwTE1NFdLlvVakSpUq1K9fn7JlywLy9/G+fPkSgK5du/Lll18CYGFhwR9//EH37t2ZPn06u3bt4tatW5w7d44aNWoo7Puvv/6iZMmStGjRQtrWy8tLqqDnLY+Pj5daykHeZb1UqVL/LDiCIAiCIAiCIAjvUfnyJT51Ft6rz7Yi3axZM4KCgsjNzUVH5+/XgyxfvpyTJ0/y3XffKaTPzs5W2oeBgYH0f3191aHMv1wmk6Gvr8/FixeZMmUKzs7OmJmZoaurqzQuWiaTKe0rNzeXnJwcAIoWLQpATk4OrVu3Zt26dQBkZGTw5s2/8x1tgiAIgiAIgiB8nv5rr7/6bLt2t23blrJlyxIQECBVTk+cOEFYWBhOTk7s27eP9PR0srOzCQ0N5Ztvvnmn48TExJCSkkJGRgb79++nY8eOnD59mnbt2mFra0utWrU4duyYlAc9PT1ycnKoU6cOL1684Pz58wDs37+fKlWqULp0aYX9t2zZknPnznHr1i0A1qxZw+LFi981LIIgCIIgCIIgCEIBPtsWaR0dHdasWcOCBQvo3bs3+vr6lClThg0bNtCkSROSkpKwsrIiOzsbY2Nj7O3tSU5OLvRx6tSpw4gRI0hJSaF3794YGxtTSstjYAAAIABJREFUv359xo4dS58+fQB56/i9e/cA6NKlCyNGjGDTpk34+fkxb9480tLSKFWqFH5+fkr7L1++PL6+vkycOBGZTEbFihVZsmTJPwuOIAiCIAiCIAiCoJZOrnjX0mfPdf5BHj1P+9TZEARBEDTYs6wfN32sPnU2BEH4gOrMCsVm5/cfbP/Bg9bya79/532kU0Qoc6fs/dTZ+Kx4LetNwMyhhd5u7IKtJC6NLdQ29d2MRdduQRAEQRAEQRAEQficiYq0IAiCIAiCIAiCIBSC6NotCIIgCP8DZFmZ6BoU+dTZEAThA8rMzqSI/oe7znMyM9Er8u+8j2RlZmNQ5LOdvumTyM7KRP8dvldkWTnoGugVbptsGU+f/zvfLPSuXbvF2Srw9OlrZDLxPEX4+MqXL/GvHS8j/Lf97557GZ86A8I/9L977gkfz4e7zsX5Jyj7ON8r/7V3SIPo2i0IgiAIgiAIgiAIhSIq0oIgCIIgCIIgCIJQCKIiLQiCIAiCIAiCIAiFICrSgiAIgiAIgiAIglAIoiItCB9BUtIDTEza4exsh7OzHU5Ogxk1yoUjRw5JaTZvXo+xcVv27ftFYdu0tDR69OjMtGkTpXTLly+S1mdlZeHhMZ3Ro4eRkpKiVX5SUlIYOLAfR48elpaFhOygb18zKY+jRw/TuI8HD+5jYdGVhITLSuuOHz9Gjx4mWuUlT2zscYyN23LkyEGF5Zs3r6d37+5SvuztbZg92527d+9Iaayt+9C9uzGpqakK2+7fvwdj47ZSOa2t+yjk9+bNG3z3XS9++mlbofL6ttDQndjb2+DgYMOMGZN5/vwZAB4e06R8OzvbYWZmyvTpk9Tu5+HDZPr3t+DFixeFOr6rqwP29gN5+yUMxsZtsbbuo7Q871zLi0Vh0uXPW1zcGSwtu3HwYJTG/OXm5rJx41rs7Qdibz+Q+fNnk56erjLdhg1rGDz4O5yd7Vi6dCEZGYqToCQmXqNfP7MCIiKXlPQAY+O27N0brrA8KOhHZsyYwatXr6S/zaBB/enatZP0efXqlZw9+ycODjYK2+7YsZ3vvuvF9euJGo/9+vVrPDym4eBgg739QLZvD1SZTt05cuvWTYXljo6DMDZuS0xMtMbj5p3zmzevV1iem5vLwIH9pPLs37+Hrl07cfPmdYV006ZNZP/+PQCMHTsCY+O23L9/TyHN2bN/YmzclqCgHzXmBbS7rxRU1vDwUOztbXByGsyMGZMLvD7y/u5JSQ+0KifAtWsJTJs2kUGD+uPsbMf337ty/Pgxaf2oUS7/f/8ZqHAv9/b2kNJkZ2fTr58ZU6aMVzjW5s3rGTt2RIGxyrNp0zqFe/zbjhw59P/xsGXq1AkkJydJ61xc7LG3HyjlLyjoB43Hyh8rkH/fBASsYPDgATg6DsLJaTDr168mI+Pv63XRovkkJFwB5OdI/u+R98nHZw4+PnMKTHfgwH6cnGxxdrZj1CgXld9JAJcuXWTYMEeGDLFmwoTvefLkibSusHETBEEAMWu3IHw0hoaGBAYGSZ+Tk5OYMOF79PR06dKlGwAVK1biwIH9WFr2ldIdO3YEI6NiKveZlpbGrFlTMTQsip/fagwNDQvMR25uLj4+s3nz5rXC8gsXzjN27CR69jQvcB8ZGRnMm+dJdnaW0rq7d++wevUKoHAzwe/eHULPnhbs3BlEt249FdZ17dqDyZOnS5+jovYxYcL3/PjjTooXl7+uoFSp0sTERGNh0Vsh3ZdfllV5vEuXLjJz5hTGjJmAmVmvQuU1v4SEK/z883YCA3/miy++ICBgBRs3rmXatFnMn79YSnflyiU8PKYrlCO/yMi9bNmygSdPHhfq+JcuXSQzMwN9fQNOnTrJN990VFifm5tLfHwcrVq1lj4fPXqYEiVKvlO6PLGxx1m0aD5z5vjy9dftNebx+PGj/PHHSbZuDUJfXx9Pzxns2vUzDg5DFdLt37+H336LZePGHyhRogSBgZvYuHEtY8dOJDs7m9DQnfz00w+kpaWqOZIyXV1dAgJW0KJFK2rUqKWwTn4M+TV59uyf+PktVrhGz579UyH9hg1riImJZu3azVSqVFnjcTdtWkv58hWZP38xaWlpODjY0KpVa5o1a6GQTt05UrFiJYW8+Pv7UadOPUxNuxZY5rz7iKvrSGlZfHwcGRnpFC2a/x6Ry5w5s9i48Qe1946KFStx8GAkQ4cOl5Zpuq7eps19pXbtOmrL+uDBfTZuXENQUCilSpVmxYqlbN68nilTVF9HAEWLFv3/f420KueVK5dwd5/K1KnudOxoDMDt23/h4TGNZ8+e0r+/FevWbQHkFU9Hx0EK+c0TExNNvXoNuXr1Mn/9dYtatWpL+TEyMlJK/7ZHjx6yatUyfv/9N3r16qMyzd27d1iyxJfVqzdSt249zp07i4fHdDZt+oG0tDQePLjH3r2H0dfX7udd/lhlZ2czceJomjVrTmBgEEWLFiU9PZ116wKYPHkcK1euRV9fn9OnT9Gv3wCt9v9PGBoWRUdHR2OaO3f+Ys2alWze/BPlypXj5MlY3N2nEha2TyFdVlYWnp7TmTPHhxYtWrF7dwgLF85l6dJV7xQ3QRAEEC3SgvDJVKpUGVfXUQqtOu3bd+DWrZs8evRQWhYVtY+ePS2Utk9JSWHSpDFUqVINH5/F0g/EhITLODvbqT3utm2bqVOnHnXq1FVYfvHieQ4disTJaTCTJ4/lxo3ravYAy5cvwsKiD6VKlVZYnp6ezty5nowbp77VVZX79+8RF3eGceMmce/eXS5evKAxvbm5JTVr1uLQob9bQnv2tODgwUjpc3JyEmlpqdSoUVNp+z///AN39yl4eHirrESPHTtCqRK1adM6Nm1ap5S2UaPG7Nixmy+++IKMjAweP36kFJesrCx8fOYwfvwUKlaspLSPJ08ec+JEDMuW+Wsstyrh4SF07NiZnj0tCA7+WWl9z54WHDjwd1zOnz9HrVq1KV68+DulA3kL0PLli1i2bJVCJXrhwnmEh4copTc17cratVswMDAgNfUNL148p2TJUkrprl69QufOppQoIX9FhonJtxw7dgSQtxjeuHEdX98lBYVEgaGhIYMH2zNnjgdZWcoPfrQhk8lYunQhZ8/+yZo1mxQq0c7OdipbwCZMcGPMmAkAPH36hKysTOmhjyqazpH4+DiOHTvC1Kkztcpv3br1MDIqxoUL8dKyyMi9SveRNm2+5ssvy/7/gy/V3j4v0tPTOX8+nrZt20nLwsNDWLhwnsrtC3NfAeWyymQysrOzSU1NRSaTkZGRTpEC3oFbpsyXtG3bjjJlymhVzo0b1+Lo6CJVogFq1qyFp+dc1q9fTWZmpsbj5dm9O4TOnU3o2rUHu3b9fS02bNiYFi2+AuSxmjVrlsrt9+6N4Kuv2jB4sL3aY1y/fo169epTt249AFq1ak1y8gOSkh5w5coljIyKMWXKOBwdB7Fq1TKFlmRV8sfq6NHDyGQyxo2bnK+CXZQJE6bw5s0bjh8/xvr1q3ny5DHe3h5cunQRgNjYGIYPd8LKqjcLFsxFJpMBcOFCPKNHD8PFZQjDhjny668nAPkDs7zl48aN5OnTJ0yaNAYXlyG4uAxh48a1ADRt2oxmzZoD6u+/BgZFmD7dk3LlygHQqFETnj17qnStX7lyiWLFitOiRSsAevfux5kzp3n58sU7xU0QBAFERVoQPql69eordDnU19ena9fuUoUwOTmZ1NQ3SpXeZ8+eMm7cSG7evMHQocPQ1f37Um7UqInK1hKA06d/Jy7uLMOGjVJYnpaWRs2atRgyxIlt23ZgadkPN7fxSl2lAfbsCSc7O5u+fb9TWrdkiQ/9+g2gbt362gcBiIgIpWPHTpQp8yXduvUkOFh1/vOrV68BN27ckD537GjM9euJUne9qKh9mJtbKm0XE3OUadMm0qLFV7Rr943WeRw2bJRS3PLo6+tz/PgxBgzoRXx8nFJr0t69EZQtWx5T029Vbl+uXHl8fZeorPRrkpLykiNHDmFmZoGZmQVnzvzBrVs3FdL06GHOiRNHpcpAZOReLCyUW7u0TRcauhMfnzl0796TBg0aKaybMcOT/v2tVeZVX1+f0NCdWFn15sWLF5iYKMeiSZNm/PrrcV68eIFMJiMqah9Pnz6R1rm7z6Zs2XJaREaRo6MLxYoVY/361YXeNicnh3nzvAgPD8HJyUXpIUlgYBCNGjVR2k5HRwd9fX3mzvXE0XEQrVq10fj31XSOrF69khEjRmusiL/N3NySAwf2A/LKb3z8Odq376CURw+PuURHH5YqOW9r0KAhhoZFpEpTTEw0xsYm6OnpSWn697dmxgxPpW0Lc19RV9Zq1apja+uAnZ0V/fqZExd3FkfHoWq3z7NixRqty3nhwnlatvxKRdkboaOjw19/3VRa97Zbt25y6dIFvv22OxYWvYmK2sfLl/Iu6G3btsPBwRmQx8rHx0flPlxcRmBlNUhjK2yDBo24desGiYlXAXnPkJcvX/L06RNSU9/QunUb5s1byMaNP/DwYTLr1hV8zufF6uLF81KPlPx0dHRo0+Zrzp8/x8iRYyhXrjyzZ8+nadNmAKSmprJu3RZ++imE33//jQsX4klJScHX1xtPz7ls2fITCxcuY9myhSQnJ0vx8vdfj7//evbsCadKlaps2fITq1dv4t69O7x+/RoLi97Sg05199/KlatID0Byc3Px9/fD2NgEAwMDhXSPHj2kQoWK0mcDAwNKly7D48eP3zlugiAIoiItCJ+Qjo6O9OQ/j7m5pVSRPnBAdWXwxIkYrKxs6NatJ15eM8nOzi7wWMnJyfj7++HlNVfhRzCAkZERy5cHSD+iunXrQYkSJZRa2q5eTSA8PJSpU92V9h8Wtgs9PX169+5XYF7yy8zMZP/+PZiby7tkW1hYEhMTzcOHyRq309FBIXYGBgZ06dJNaqWOjj5Ejx7K3UkPHz7IqlXruHAhnvDwUGn5y5cvpPFxV69eYdGi+Tg727Ft22atymFi0oV9+47g4jKCyZPHSa0yADt3BuHk5KLVfgpj37491KpVmzp16lG2bDm+/rq9QksYwJdflqVx46b89tsJMjLSiY+PU6pQFSbdb7/F4u+/gYiIME6e/LVQ+bWyGkRk5FFMTLrg6ancNdfc3JJvv+3OhAmj+P57V2rWrIW+voGKPRWOrq4unp5z2b9/D6dP/16obe/cuY2BgQGzZs3Bx8e7wPPybV5e89i79zCvXqUQGLhJbTp158iFC/G8ePFc5bmsSc+e5sTEHCUrK4vjx48qVX7zlCtXjhkzPFmwYK700OJtZma9OHhQXimPjNxLr169VaZ7m7b3lTyqyvrHH78TExNNWNg+IiKi6NzZFB8fb62On19B5czJUX0PzcrKKrB7MeT1DDGmVKnSNG7clMqVq/LLL7sLnc+CVK1ajZkzvViyZAFDh8rvVfXq1Udf3wBjY1M8PedRsmQpDA0NcXBw4fjxo4Xav7rvkqysTLVx6Nq1B3p6ehQtWpTq1Wvw/PkzLl06z9OnT5k50w1nZzvc3OS9M27ckM8tULduPelhSfv2HYiJicbNbTwREaGMGjWOL77Q/qERyB/aeHrO4N69u0yfrvxQRybLVcp/bm4uurq67yVugiB8nkRFWhA+oYSEy9SpU09hWePGTZHJZCQmXlVbGezVqw99+37HxIluvHnzhoAAvwKPdfToYdLT05kyZbxUWVyzZhXh4SEkJycRErJDIX1ubi56eorjxaKi9vHmzRtp4p28Ln6xsTFERu7hypVLODvbMXXqBDIyMqQ0mkRHH+LVq1f4+S3G2roPXl4z0dHRITR0p8btrly5rNRSL38IsZ8LF+KpUaOmyu7Dnp7eNGvWAm9vXwIC/KRu5KVKlSYwMIjAwCAaNmzM9OkeBAYG4eTkqjEf9+7dJT7+nPTZ0rIvDx8m8eqVfOK3a9cSyMnJ4auv2mjcT2Hl5uYSERFKcnIS1tZ9/n8itSscOLBfagnLI2+djCQm5hidOpmoHQeoTbqFC5fRsmUr3NxmMneup9JEVKokJl7j2rUEQP7wqE+f/ly9mqCULiXlJT16mLNt2w7Wr99KjRo1qVatmjbhKFDFipWYOnUm8+fPUYqPJtWq1cDdfTYWFr0xMemCh8c0rbr6njp1Ujr3ixUrRvfuZirLDJrPkSNHDmFubqnQ60QbZcuWo0GDRvz++68FVn6NjU349tvuzJ8/W2nCOZB37z527AgPHtznzZs3SvcsdbS9r+RRVdbY2BiMjU0pU+ZLdHV1GTBgIHFxf6rcviDqytm8eUvi4s4opb9y5RL6+vpKY+vflpaWxoED+zl/Pl66Fp8+fUJoaLBWDzkLIzMzk6pVq7NhQyBbtwbh4DCUpKQHVKlShdjY45w7dzZf6txCjflt3rwl8fFnFR4Cgrx7fXx8nNL4/jxvHyM3N5ecHBk1a9aS7qmBgUFs2BAoPZwrVuzveT8aN25KcPAv9O07gOTkJIYPd5ImM9NGcnIyo0a5oKeni7//OmloSH4VK1ZS+C7Kzs4mJeUl5ctX+MdxEwTh8yUq0oLwidy5c5vAwE0qx8OZmfVi1arlVK9eQ2VlMK/bmqGhIfPmLSQycq/UjVMdW1t7goMjFCqLo0ePp39/a4oWNWLjxrVcvizvvnnyZCzp6Rk0adJUYR8TJkxhx44waR95XfyMjU3ZuPEHfvwxmMDAIJYsWSlNrlauXHmN+QoPD8XR0YXQ0L2EhOwhJGQPbm4z+eWXcNLS0lRus3dvOA8e3Kdr1x4Ky5s2bUZGRgbr169W2S0ZkMZXtmz5Fc7Ow/D0nM6zZ0815lGTp0+fMGeOuzST8MGDkdSuXVfqAnzu3FnatGmrVatWYZw+fYrnz58RHBwhxS08PJKyZcsRERGmkNbY2JSLF88TFhZcQIWq4HQGBvL49ehhTrduPXB3n6pyBu78btxIxNd3rpQuKmofbdq0VUqXkHAFd3c3srOzyc7OZvv2QHr0UJ4f4F19+213vvmmo1KrvSYGBn//oJ4wwY2cnByNMyrniY4+xJYtG8jNzSUzM5Po6EMqywyazxH5unYqtiqYuXkvduz4idevXxdY+R07diJPnjzmzJnTSuvKlStP3br1WbBgLubm2k/Mp+19JY+qsjZo0IjffouVuoMfOxZNkybNtc7D21SVc9SoMfz00zZOnoyVlv311y18fLwZNmxUgZM4HjwYScmSpQgPj5SuxeDgCNLSUomOfr8zWmdlZfL9965Sz4jg4CBatGhFyZKlePz4EatXryAjI52cnBx27PhJ6R6pSZcu3Sha1EhhjHBGRjp+fkswMiomDTvQ09Mr8AFB06bNuXfvrlRBTUy8yuDB3/H48SOltGvX+hMYuAkTky5MmOBG7dp1uHXrhlI6VVJT3zBu3EhMTb/F23sBhoZFVaZr2rQZKSkvpXkD9u6NoGnT5pQoUeIfx00QhM+XqEgLwkeS10Lr7GyHi8sQfH29GTlyrMIEN3l69rQgPj5ObWUwv+rVazB9uidLlviSmHi1wMnGVCldujRz5y5kyRJf7O1tCAzcjK/vEqnCrm5CJW09efJYZet0QkICiYlXsbIapLDc3NySEiVKSq+niY4+hLOzHUOH2uHkZMupU7/j779e5Q9cM7Ne3L17W2W35LcNGeJE/foNlbrHBwRsoHVrxUqPusluWrb8CkdHF8aNG4Gzsx1HjhxkwYKl0vq7d++qnOFZ3f60Tbd7dwh9+w5Q6AKpr6+Po+NQwsJ2KZTH0NAQY2MTsrKyNFaotE2XZ/z4Kejp6UkTTambbMzc3JLOnU0ZNswBJ6fB/PXXLWbM8ALkLY5ubvLXBbVr9w3t23fEyWkwDg421KxZm0GDCj6X1R1XlYkTp6qc8E0b8gdXizh69LD0sELdtTF27CTevHmNo+MgXF3tadiwMQMH2gLKf1N15wjAvXt3qFxZeZ0216SJSReuX7+mVeXX0NCQOXN8AdUPfMzNLbl48bzKHjLqJhsr7H1FVVktLfvSoUMnXF3tcXIaTFzcGWbNmg0onjvaUlXOBg0asXz5an75ZTe2tgOwtx/IokXzcHUdgZWVjfqd5Sv/oEFDFLrOlyhRAmvrwUrzPWiabEyd/PfP4sW/YPr0Wbi5jWfIEGsuX76Eu/scAPr1G0CrVm1wcbFnyBBrjIyKSbOtaxMrfX19/PwCMDIqhqurAw4ONri42GNkZISf32qpldbU9FvmzvXkjz/UD5MoU6YMPj6LWb16JU5Otsyb54Wn51wqV66ilNbGxpbr16/h4GCDq6sDlStXUXpzg7r7YGhoMA8fJnH8+DGFV6i9fPlCIW76+vr4+Cxm1apl2NvbcOhQFO7uswuMmyAIgiY6uar6cQmCILxnM2bMwMPDo9Bj3z53f/31FyEhIbi5uX3qrPxr/frrr9y5cwdbW9tPnZUPQpaVia6B4kzVfn5+9O3bl7p166rZ6r8vOzsbNzc3VqxQP+u4ICdiJXwomdmZFNHXPJP+h5KTkYme4cc/dlZmNgZF/ve6/2dnZaJv8O7xkmXloGugPNeG1ttny3j6/M07b/8h6erqULZs4X+fioq0gOv8gzx6rroLrSC8D7KcTF4nXaRkNeUZYQXNXj+8TNFSVdEvqtzFX5BLuX+OLyo2QldfdbfO/3V7lvXjpo+V9Dk3N5eoxOdYNPjyE+bq07v1PJ30bBmNyxcrOPFnTsRK+FDqzArFZuf3n+TYwYPW8ms/q4ITvmedIkKZO2XvRz/uP+W1rDcBMwt+64E6YxdsJXFpbMEJ1ajvZszjx6/eefsP6V0r0v97j1MEQfifo6tXRFSi39EXFZVfrSQoKlm11afOwkelo6Pz2VeiAWqX+W8+OPkQRKwEQRDeP1GRfkfe3t6cPXuWrKws7ty5I3WvGzRI/g7I/2oXQ0EQBEEQBEEQhM+dqEi/o9mz5ZNU3Lt3D0dHRyIiIj5xjgRBEARBEARBEISPQcza/Z75+/vj7+8PwDfffMOwYcPo168fv/76Kw4ODlK6GTNmEBYWxr179+jTpw8TJkzA0tKS4cOHS6/R6dChA15eXvTp04fBgwdz7578fa1du3aV/n/q1Clpvw4ODowdOxYzMzOuXNH+HYyCIAiCIAiCIAiC9kRF+gN6/vw5w4cPJyIiQnpthCrXrl3Dzs6Offv2UbduXQICAgB49uwZX331FXv27MHS0pL58+cXeMyGDRty4MABGjdu/N7KIQiCIAiCIAiCIPxNdO3+wFq2bFlgmlq1atG+fXsA+vfvL73mxtDQkP79+wPw3XffsXz58gL31aJFi3+QW0EQBEEQBEEQhPevfPkSnzoL75WoSH9gRYvKZ8rU0dEh/5vGsrKypP/nb63Ozc1FT0/+jjZdXV10dHQAkMlk0vK8dCB/N6Sq4wmCIAiCIAiCIPxb/NdefyW6dn8kZcqU4e7du2RkZPDixQvOnDkjrbt165Y0pjk0NBQTExMA0tLSiI6OBiAsLExaXqZMGa5fvw7AkSNHPmYxBEEQBEEQBEEQPnuiRfojqV+/PqamplhaWlK1alXatGkjrStVqhSrVq3izp07NGzYUGEsdFRUFH5+flSoUIFFixYBMH78eObNm0dAQADGxsYfvSyCIAiCIAiCIAifM1GR/oeqVasmtRoDjBs3Tvr/1atXFdLOnTtXaft79+5hZGTE2rVrVe5/8eLFSstMTU0xNTVVWv7jjz9qnW9BEARBEARBEATh3Yiu3YIgCIIgCIIgCIJQCKIi/Ym93aKd39st2oIgCIIgCIIgCMKnp5ObfyppQRAEQRD+VWRZmegaFPnU2RAEQVCSmZ1JEf1Pc3/KychEz/DjHzsrMxuDIv97o2OzszLR/wffJbKsHHQN9ApOqG77bBlPn7955+0/pHedtft/7ywQ3runT18jk4nnKcLHV758iX/tqxCE/7b/vXMv41NnQHhP/vfOPeG/5MOcf5/y/iTujYXz6eL1X3uHNIiu3YIgCIIgCIIgCIJQKKIiLQiCIAiCIAiCIAiFICrSgiAIgiAIgiAIglAIoiItCIIgCIIgCIIgCIUgKtKCIAiCIAiCIAiCUAiiIi0IH1hS0gNMTNrh7GyHs7MdTk6DGTXKhSNHDklpNm9ej7FxW/bt+0Vh27S0NHr06My0aROldMuXL5LWZ2Vl4eExndGjh5GSkqJVflJSUhg4sB9Hjx5WWnflyiW+/bYDL168ULPtS7y9PRg61A47OyuiovZJ60JCdmBrOwBnZztmz3YnJeWlVvnJ29bYuC0XL15QWO7jM4f+/S2k2NnbD2TJEl+ePn0ipTE2bou1dR/efpNfXkwTEi5L6fKXKy7uDJaW3Th4MErrfL4tNzeXjRvXYm8/EHv7gcyfP5v09HQAHj5MZtKkMTg52eLgYENk5F6N+8rKymL4cCeCgn4sVB5cXR2wtx+oVP7CxOVDxy88PBR7exucnAYzY8ZktefXuXNnGTHCGScnW8aMGc79+/eU0ri7T1W4BjSxtu7DvHmeCssSEi5jbd0HAA+PadK5ZWzcFkfHQTg72zFu3Mh/XOZZs6YyaFB/af+rVi1Tmc7f348BAyyldF5eM6V1mzevZ8gQaxwcbJg/fzYZGQXPtmpt3Yfu3Y1JTU1VWL5//x6MjdtK131BsTl79k+Mjdsyf/5spWOMHTuCHj06F5iXjIx0fH29cXCwwd7eBl9fbzIy0pXSyWQy1qxZib29DY6Og3B3n8rz588BeP36NV27dpTi4+xsx9mzf2o87v79e6Ry+PjMwc7OirS0NIU0PXp0JinpgfQ5Ovoww4c7YWs7AEfHQcyc6caNG9cBuHXrpnTsAQMsMTMzlT7v3PmTtI8bN65jbNyW7dsDleK1efP6AuMFkJmZycSJo1Xen0HzPef58+e4u0/FyWkw9vYDWb16JTKZTOtYAdy/f4/Zs2diY9M4w+ODAAAgAElEQVQPJydbhg93ZO/eCGn969evGT9+lPT57WvkfbK27sP+/Xu0Tr9y5TLpu1IdVfF9l7gJgiCAqEgLwkdhaGhIYGAQgYFBbNu2gzlzfNiwYTXHjh2R0lSsWIkDB/YrbHfs2BGMjIqp3GdaWhrTp08iJycHP7/VlCxZssB85Obm4uMzmzdvXiute/HiBUuWLCArK0vt9j4+cyhfvgJbtwaxYsUaVqxYyqNHDzl79k9++ukHVq5cS2BgEB06dGLxYp8C85MnPDyMnj0t2LUrSGmdjY2dFLsffwymYsVKTJkynpycHIVyxcfHKXw+evQwJUqojkls7HG8vGYyZ44vPXuaa53Ptx0/fpQ//jjJ1q3yvKWnp7Nr188ALF++iA4dOrFt28+sXLkWP78lPHr0UO2+Vq5cRlLS/UId/9Kli2RmZqCvb8CpUyeV1msblw8ZvwcP7rNx4xpWr97Atm07qFSpispKxaNHD3F3n8qUKTPYtu1nTE27smyZYoX5p5+2cf58nNK2mhw9ekTpusozf/5i6dwCWLVqPYGBQfj7K+evsOfMxYsXWL16o7T/8eOnqEl3Hm9vXynd3LkLAHlF9siRg2zZsp0fftjJmzdvCA3dqVWZS5UqTUxMtMKyqKh9fPllWYVlmmIDULZsOX799YRUUQNITk7i7t07WuVj27Yt5OTksG3bDrZt+5mMjAx+/DFQKd2+fb9w9WqCVNZq1aoREOAHwKVLF2jZ8ispPoGBQbRu3VbjcQ0Ni1K0qJFCnleuXKo2fWjoTrZv34q7+2x+/jmMH37YSd++/Zk0aQyJiVepXbuOdOxhw0Yp5GfQoCHSfnbv3kXPnhaEhe0iOztbWl60aFGMjIxUHVrBxYvnGTVqKBcuxKtNo+me4++/nFq1arNt2w42b97O5csXC6yI5o9VUtIDxo0byTffdGLnznC2bfsZX9+lREXtY926AABevUrhypVLBZblfShaVPHvqMmRI4c4dChSYxp18X2XuAmCIICoSAvCJ1GpUmVcXUcptD62b9+BW7duKlS2oqL20bOnhdL2KSkpTJo0hipVquHjsxhDQ0NA3qLk7Gyn9rjbtm2mTp161KlTV2G5TCZj7lxPRo4co3bblJSXnD79By4uIwCoUKEiGzYEUrJkKRISrtC2bTsqVKgIgKlpV3799YTGSnmes2f/5NWrl4wePZ4TJ47z8GGy2rQ6Ojo4OrqQnp7O6dOnpOU9e1pw4MDfP6LOnz9HrVq1KV68uNI+DhzYz/Lli1i2bBVff91eab21dR+FliqAhQvnER4eopTW1LQra9duwcDAgNTUN7x48ZySJUsBsGDBMqysBgHy1mk9PT3p7/S2qKh9vHnzmg4djNWWXZXw8BA6duxMz54WBAf/rLRe27i8j/ipi5FMJiM7O5vU1FRkMhkZGekUKVJEKd2xY0f45puONGzYCIB+/QYwYcLflc+zZ//k1KmT9OtnpSkkSoYPH42f3xIePCjcQ4r8ClvmBw/uk5qayqJF83F0HISvr7fKHhqZmZkkJl4lKOgHHB0HMWvWVJKT5ee/TCYjMzOTjIwMsrOzyczMVBk3VXr2tODgwb//nsnJSaSlpVKjRk2FdAXFpmTJkrRs2Yrjx49Jy6Ki9tGjh+KDBGdnO6nnQn6tWrXGyckVXV1d9PT0aNCgIcnJSUrpateuw+jRE6TyNWzYRLoPXLx4npSUFEaMcGboUDt271aO99vq169P69ZtpM/W1oM5eTJW4cFlnszMTDZsWIOX13xq164jLe/QwZghQxzZsGFNgccDSE19w8GDUTg6ulC8eHGFYzVv3pJGjZoA8nPm55+Vr1WAXbt2MGrUOBo3bqr2OJruOSYmXbCysgHkD29r166r8X4KirH68cetdO9uhoVFb3R0dAAoX74Cc+cuYNeun3ny5Mn/9yrIwNnZTnqYuXnzelxc7LG27kNoaLC07717w3FxsWfoUDsmTBjN7dt/AfIHstOnT8Le3oY1a1YRH3+O4cMdcXGxx9XVQYpdq1atadCgIQBubuOJjY1RWYa//rpFUNAPODsP01hWdfF9l7gJgiCAqEgLwidTr159bt68Ln3W19ena9fu0g/g5ORkUlPfKFV6nz17yrhxI7l58wZDhw5DV/fvy7hRoyZS69rbTp/+nbi4swwbNkpp3aZN62jSpCnt23dQm9979+5Stmw5duzYzvffu+Dq6sC1awkULVqUpk2bcebMaelH8v79v5CVlcXLlwV37969O4QePSwoV648bdq0Vfghps7bsevRw5wTJ46SmZkJQGTkXiws+ihtFxq6Ex+fOXTv3pMGDRoVeJw8M2Z40r+/tcp1+vr6hIbuxMqqNy9evMDE5FsAqfIwduwIRo1yoU+ffpQqVVpp+xs3rrNr1w6mTZuldX5A/mDjyJFDmJlZYGZmwZkzf3Dr1k2FNNrG5X3ET12MqlWrjq2tA3Z2VvTrZ05c3FkcHYcqpbtz5w5FixZl9uyZDB1qx+zZM9HX1wfgyZPHrFy5DC+v+Qrnuza++qo1331njbe3h0IrobbepczPnz+nbdt2uLnNZOvWIIyMjFiwYK5SuidPHtO6dVuGD/+ebdt20LRpc2bOnExubi5t27bj66/bY2XVm759zXj9+pXWDxE6djTm+vVEnjyRD4GIitqHubmlUjptYmNubqnQan3kyEGlinRgYJBUUcyvXbtvpMp7cnISwcE/8+233ZXSNWvWQnqAkpKSQmDgRr79thsAenp6dOrUmYCADSxevIKdO4MUKvaq1KhRi8mTp0ufS5cuw6xZ3ixe7KtUQbp58wYGBgbUqlVbaT9t27bn/PlzGo+VJypqP9Wr16BWrdpYWPRm586/78NOTq5SK/qMGZ7Y2tqq3Ie3ty/t2n1T4LHU3XO6dOlG2bLlALh2LYHDh6MwMemicV/5Y3Xx4nlatWqtlObLL8tSs2ZtLl26gLv7bKmHlZ6eHgBVqlRly5bt+PouYfXqFWRnZxMXd4bIyH2sWbOJrVuDGDLEEXd3N2mf6ekZbN8ezOjR49myZT2DBg1hy5btzJzpxZkz8q77bm4zqVatOgBLl67C2NhUKW+pqanMm+fFrFmzKVZM+cFffuri+y5xEwRBAFGRFoRPRkdHh6JFiyosMze3lCrSBw6o/vF74kQMVlY2dOvWEy+vmVpVDpKTk/H398PLa6704yfPb7/FcvnyRamlWZ3s7GySku5TvPgXrF27BW9vX/z9l5OQcIWWLb/CxWU47u5uuLo6oKOjS8mSpTAw0Ne4z8ePH3PixDEsLHr/f/l7s2dPuNJ4xrfp6OhgaPh37L78siyNGzflt99OkJGRTnx8nMqHAr/9Fou//wYiIsI4efJXafmNG9elMY9Pnjxm6tQJODvbKY1ZV8fKahCRkUcxMemCp+d0hXUBARsID4/ijz9OKe3v9evXzJ/vhYeHt1ZdP/Pbt28PtWrVpk6depQtW46vv24vdfHMo21c/mn8NPnjj9+JiYkmLGwfERFRdO5sio+Pt1K6nJxsYmOPM2zY92zdGkSbNu2YNWsa2dnZzJkzi/HjJ1OuXDkto6PI1XUkubm5bNmyodDbvkuZmzZtxoIFS6lYsRJ6enq4uIzgt99ilXpoVKlSlaVLV1GnTj10dHSwtXXg/v37JCU9YO/eCB48eEBERBQREVFUrlxF6u5cEAMDA7p06cahQ/Kx3NHRh5Qqv3kKik2nTiZcvXqFZ8+ecv78OWrWrKXVMJL8EhKuMHr0MKysbOjUSf3Y6vv37zF27HBatGjFgAHyFkJn52G4uIygSJEilC9fgX79BnD8+NFCHR/klXoLi97Mm+elNP5V3T00KytTapktSEREKBYW8vt1z569uHYtgYsXzxc6n9rSdM85deokkyePZeLEqdSv37BQ+32XWOSdW/XrNyQzM5M3b15z8mQs9+7dZdQoF5yd7VizZhWvXr2Sema0aNFS2v7bb7uzfPlivL09uHr1isaeUW9buHAe1taDqFOnntbbqPNP4iYIwudJ869cQRA+mISEy0pf/o0bN0Umk5GYeJXo6EP4+68nNva4QppevfrQt+93mJn1YuTIoQQE+DFx4lSNxzp69DDp6elMmTIegPv377JmzSpevnzB6dOnePz4ES4u9lL68eNH4u4+W6GVqVy58gBYWspbKqtVq07z5q24cuUSNWrUoFWrNvTu3R+Ax48fsWnTOqnLoTrBwcHo6OgwffokQN6dNTX1DZGRexkwYKDKbXJzc7l69YrUFS+PvOUskszMLDp1MpFaM/NbuHAZ5ctXwM1tJnPnerJp0w9UrVqNunXrSS351tZ9WLJkJZUrV9GYd4DExGvk5spo0KAROjo69OnTn127dgDymLdv34FixYpTpkwZOnc25dq1BCwt+0rbnzp1klevXuHt7QHIu4CfPn2K1NQ3KnsO5I9BREQoKSkp0kRB6enpxMWdYeTIMQot39rE5Z/GT5PY2BiMjU0pU+ZLAAYMGIij4yCldOXKlad58xZUr14DgN69+7Fy5VISEi7z4MF9/P3llchnz54ik+WQmZnJjBmeSvtRRV9fn9mz5+Pq6lDoSuC7lDk+Po5Xr1KkFrTcXHkPhbdb069fT+T69WsKD8xyc3PR19fn+PGj9OxpLrWy9e37HX5+i7XOt7m5JUuX+tKsWXNq1Kip9losKDbySnlXDh8+yK1bN1X2VNDk8OEDLFu2iEmTpmkcW3727J94ec3Ezs4ROzsHabl8IsIuVKpUCfg7Pu9i1KixjBzpzA8/bJGW5XXnTky8qlR5Onv2T5o1a1HgfuPj47h58wZBQT+yY4d88jF9fX127gzSavvC0HTPAdixYzvbt29j9mwflUNXNGnevCVxcWeUWmMfP35EUtIDmjRpqnK4Tt7fI6+inZsLOTkyzMx6MXq0/DtHJpPx5Mljad6F/HN/9O9vhbGxCX/88TunTv3Gli0bCAoKVTsUJs+jRw+Jj4/jzp3b7NwZRErKS968eY2b23iWLl1VqLL/k7gJgvD5Ei3SgvAJ3Llzm8DATQwebK+0zsysF6tWLad69Roqf/waGBgA8rFc8+YtJDJyr8YJgwBsbe0JDo6QJshp2LAxo0ePp39/a3x8lvDTTyFKky693VWzSpWqNGjQSJp9+tmzp1y8eJ5GjRrz5Mljxo0bKU1itm3bFrp376mxNScnJ4ddu3bh5jaTkJA9hITsISxsHw4OQ9m162elWaTzttm6dSOlSpVW6oJobGzKxYvnCQsLplev3iqPaWAgH4PZo4c53br1wN19qsJESoV140Yivr5zpX1ERe2jTRt5F87w8FBCQuSTQ71+/ZrY2Bhat/5aYftu3XoQErJHir2xsQk2NnYaK9EAp0+f4vnzZwQHR0ixCw+PpGzZckREhCmk1SYu2qZ7l/g1aNCI336LlWaRPnYsmiZNmiulMzHpwoUL56XxujEx0dSuXYdmzVoQFrZPilG/fgPo2rWH1pXoPFWrVmPiRDetx7zmeZcyp6am4ue3RGp9Cwr6gS5duin1BtHV1WHFiqVSmXfvDqFevXpUqFCRBg0aERNzlOzsbHJzczl+/ChNmyrHTZ2mTZuRkZHB+vWrC6z8FhQbc3NLIiP3EB9/VuPwj7fFxh5nxYql+PkFaKxEX72agLu7Gx4e3gqVaIDz5+P5+ecfAPlwhn37IujWrYfWecjPwMCAOXN82LFjuzQDuqGhIaNGjWP+/NnSGF6Q90QICvqRYcO+L3C/u3eHYGbWi7CwfdL1uHjxCo4fPyqNeX9fNN1zQkODCQvbxfr1W9+pMujo6EJ09CGFNww8evSQOXNm8d13AylXrjx6enrk5MhU3p/za9++A4cPH5CGF4SHhzJhgupYjhrlwrVrV+nVqw/Tps3i9etXPHv2tMD8VqhQkYiIKKWJ4Apbif6ncRME4fMlKtKC8BHkTc7i7GyHi8sQfH29GTlyLB07Kk8u1bOnBfHxcVq1/FSvXoPp0z1ZssSXxMSrBU429i7yTyTk67uUU6d+x97ehnHjRuLsPIzGjZtSo0Yt7O2dGDHCGVvbAWRlZTJmzARA/QRov/12AplMpjSZmo2NHc+ePZW60QYHB+HsbMfQofLYPXyYzNKlK5X2Z2hoiLGxCVlZWVp18xs/fgp6enosXDhPYXlIyB6l1mh1k0qZm1vSubMpw4Y54OQ0mL/+usWMGV4AuLvP5vz5czg5DWbMmGFYWvbF1PRbjft726ZN69i0aZ3S8t27Q+jbdwBffPGFtExfXx9Hx6FKMwZrG5d/Gj91ZbK07EuHDp1wdbXHyWkwcXFnmDVL/kql2NgY3NzkLVb16zdkypTpuLtPxd7ehoiIMObNK/g1V+HhIUp/Q3XMzS3p0qWbVmlV0bbMHTp0wtp6MN9/74qt7QAePLjHpEnTAMXroU6dekyaNJXp0ycxZIg1x48fZfZsXwAcHIZSoUJF6bVhKSkpjB07qVBlNjPrxd27t7Wq/GqKTbNmLUhLS6djx84qW4PVTTa2evUKIJeFC+dL97+8mdjzl2H9+gByc3NZty5ASjdzpnw87aRJ03j8+DH29jaMGDGU/v2t+fpr+ThXddeHJjVq1GLMmIkK3bv797fC1XUUCxfOw97ehsGDBxAREYqfXwCNGjXWuL/nz59z/PhRpQcAbdp8TdOmzZVmWtc02Zg6+a8TdfecrKws1q0LIDMzk1mz/n6t27ZtmwHtYlWxYiXWr9/Kn3+ewtZ2APb2NsyYMYUePcylluWyZcvRpElTHBxsePlS/Wuv2rX7hiFDnJg0aTROToM5dCgKH58lKh+ufv/9eDZtWsfQofJXzw0dOlzpHqxpsjFt4qZOQXETBEHQRCe3oMeKgiAI/9C4cf/H3p3H1ZQ+Dhz/3NtqZ5R9G1vZd1lirCkhu6QNIYbshpG97GRJYydLFEVItrKMZTBjHyK7EDJI+3L7/XF/nXHdW13b5Mvzfr3mNTrnOc95nueee+55zrONYPny5bmdjP859+/fZ+fOnYwbNy7nwN8p5ThzD+bOnZvbSflkitQU5Ho5z8z9LeX5U4jvh/ZEWX1bUtJS0NfVbhb/70F6cgo6Bv9b5ZGakoae/qePsE1LTUFXi98NRWo6cj2dHMN9SYo0BS9fxedqGrIil8soWjR/zgHfIyrSAgM9DvH8VfaTOwnCx0pNfENy7BPyF8++ZUdQF/fsOoaFSqNrmP1Y8+9Zwst76BrkQz9/sdxOyifbu8iGu545z8x97Vk8hQx1KVso+zGk37qzUbFU/iEPRfPq5XZSvnqirL4tFScH0ts/52EH34uAPr9x6gOXRsxtzYMDmTl2X84BczB1USe8J6mvhPG+4XM2ELnw5Cef71NUGWfOixdvczUNWfnYirSYbEwQhC9KL08h9PKIiuDHyF9cfUkhQVXeourLFn3rahbPfpmf74VZmQ+bOO57JspKEATh8/tuxkjPmDEDGxsbOnbsSM2aNbGxscHGxobAwMAPiuf06dM4Ozt/UlouX77M1KlTpb8PHTrE1q3KmT7PnDlDnz596NKlC9bW1ixatEhlLFd4eDi2trZ06dKFTp06sXz5cmm/p6cnERERn5Q2QRAEQRAEQRAEIXvfTYv0tGnKyW2ioqJwdHQkODg419JSp04d6tRRrqGYlJTE+vXr2bJlC0lJSYwfPx5/f39Kly5NSkoKw4YNY9u2bfTr149jx44xe/Zs1q1bR/ny5UlMTGTkyJH4+PgwfPhwXF1dGTVqFJs3b861vAmCIAiCIAiCIHzrvpsW6azExcUxYcIEunfvTteuXdm/X7mM0I4dOxgzZgz9+/enXbt2zJqlPkPq+vXrcXJyIikpiTNnzmBra0u3bt1o164d4eHhAAQHB2NjY0P37t0ZOXIkKSkpKq3awcHBmJmZoaurS0JCAvHx8SQmKscr6+vrM3XqVBo1Ui6Z89tvvzFs2DDKly8PQJ48eZgxYwYNGjQAoGjRohQoUIA///zzi5aZIAiCIAiCIAjC9+y7aZHOyooVK6hTpw7z58/n7du32NraSq3Fly5dYu/evchkMiwsLLCz+3cJnx07dnD06FFWr16NoaEhW7ZsYe7cuVSoUIGTJ0+ycOFC2rRpg5eXF7t376Zw4cLMmTOHe/fuqZw/PDwcBwflshk//PADAwcOpGvXrlSsWBEzMzMsLS2livKNGzeoXl11zGTJkiUpWbKk9HejRo0ICwujYcOGX6S8BEEQBEEQBEEQvnfffUX69OnTpKamEhAQAEBiYiK3b98GoH79+uTLp5zUpUyZMrx+rVwzMSIignPnzrFs2TLy5MkDwOLFiwkPD2ffvn1cvnyZhIQEAFq3bk2fPn1o164d1tbWmJiYcPr0aen89+/fp0SJEtLfw4cPx87OjlOnTnH69GlcXFwYO3Ys9vb2yGQyDAyyn6W1VKlSnD9//jOVjiAIgiAIgiAIwqczNi6Q20n4rL77irRCoWDx4sWYmpoCEBMTQ6FChdi9e7dKpVUmk5G5Ulj+/Pnx8PBg3rx5mJubY2BgQN++fWnWrBmNGjWiSZMmTJo0CVCOzb5x4wbHjx9nzJgxjB49miJFiqjEq6ur/BguXLjArVu3sLW1pXPnznTu3BlLS0sWLVqEvb09NWvW5Nq1a/z447+z1N65c4e1a9cyZ84cAHR0dJDLv/se+4IgCIIgCIIgfEW+teWvvvsal5mZGdu2bQPg2bNndO7cmefPn2d7TJkyZWjXrh316tVj+fLl/PPPP0RFReHm5kbLli0JCwsjPT2dlJQU2rdvj5GREa6urnTu3Jnr16+rxFW+fHkeP34MQKFChVi2bBk3b96U9l+/fl3qzu3i4sLy5ct5+PAhoBzfPWfOHEqVKiWFf/z4MeXKlfv0ghEEQRAEQRAEQRA0+u5bpEeOHMn06dPp3Lkz6enpTJw4kdKlS2t17MSJE+nUqROdO3eWlqvS0dGhadOmxMfHo1AoGD58OE5OThgaGmJsbMycOXNUlqhq3bo1Z8+epXnz5lSqVAlPT08mTZpEXFwcMpmMunXr4u7uLoV9+/Ytbm5uKBQK0tPTsbKyYtiwYVJ8Z8+eZeDAgZ+3kARBEARBEARBEASJLCOzv7KQKxITE7G3t8ff31/q4v2xXrx4wahRo6Q1qbU10OMQz18lftK5BUEQhE+zd5ENdz175HYyBEH4ylWcHEhv/6G5nYyvRkCf3zhl879172weHMjMsfs+OZ6pizrhPal/juGGz9lA5MKTn3y+T1FlnLno2i18Xnny5MHFxQV/f/9PjmvlypVMnjz5M6RKEARBEARBEARByMp337X7a2BlZfVZ4pkyZcpniUcQBEEQBEEQBEHImujaLQiCIAhfAUVqCnI9/dxOhiAIX7mUtBT0dcW9IlN6cgo6Bv9b5ZGakoae/qe3Z6alpqCrxe+GIjUduZ7OJ5/vUyjSFLx8FZ+racjKx3btFi3SAi9fxqFQiPcpwn/P2LjAVzteRvi2fb3XXnJuJ0D4wr7ea0/43/Jx94pv9/r7nu+d/xt5/9bWkAYxRloQBEEQBEEQBEEQPoioSAuCIAiCIAiCIAjCBxAVaUEQBEEQBEEQBEH4AKIiLQiCIAiCIAiCIAgfQFSkBUEQBEEQBEEQBOEDiIq0IHxBT58+oWXLxjg72+HsbIeTky2urgMICzsshVm3bhXm5g0JCdmjcmxiYiLt27dgwoRRUrjFi+dJ+1NTU3F3/4Vhw1yIjY3VKj2xsbH06mXD0aNH1PbduPE3rVs35fXr1xqPffToIT//PAh7+14MGuTIgwf3pX27dwdib98bJydbJk4ck2Ucmixf7kWrVk14/vyZyvbhwwfTq1cXqezs7Xvj47OUhATl0glPnz7B3Lwhw4cPVovT03M65uYNef36NU+fPqF9+xYq+8PCDmFt3ZY//zyndTrfl5qayvz5ntjb98LevhfLl3uRnp4OQFTUI0aNGvb/6e7Ftm1bso0rMvIWNjYdVLZFR0czYcIo+ve3w9GxD2fPntE6bXfu3MbcvCFbtmxU2b5//17MzRuybt0qle0ZGRn06mWDg0PvDw6XeX1m7l+6dBH29r2Ijo7WKq2a8h4efgQnp744Odni5ubKo0cPNR6rbbh3rVu3ik6d2vPixQuV7Q4Ovblw4U9CQ/dJ15yVVRu6drWS/r58+SKentPx89ssHRcXF8fPPw/C3X0CKSkpWuX5yZPHWFm1ISLiusb9t29HMnToAJyc+tK/vx1nzpyS9i1f7kX37tZSmqZOnaRVnrW9x3Tq1J6XL2M0lg1Az56dadfOnISEBJUwmdeMpnuLJhkZGXh4TFMpy6ycOHGM9u1bahVvz56d2b9/r3R/2Ldvt8p+P7/NeHpOl/5+9eoV8+Z50KdPV6m8/fw2Sd/lJUsWSGXdqlUT+vbtLv2dnJwkxTN58nisrduSlPTvtgsX/sTcvGGOaX716hVjx7phb98LB4feXL16WS3M27dvpfNm/teyZWO2b//33vIhZQpgbt5Q+lzT0tLw9V33//ez3tjb92bRonnExr6Rwm/YsIbffz8GoPY9+JzWrVul8b6elU/57RIEQfgUoiItCF+YgYEBGzf6sXGjH76+25k+3ZPVq1dw7FiYFKZ48RIcPLhf5bhjx8LIkyevxjgTExP55ZfRpKen4+W1goIFC+aYjoyMDDw9pxEfH6e27/Xr1yxYMIfU1NQsj5850x0bmx5s2bKDAQOG4O4+gYyMDJ48ecyaNT6sWLEaX9/tlChRSq0ClpXk5GQOHgyhVau2BAYGqO0fNsxNKruNG/1ISEhg+nR3ab++vgEPHz4gOvqptC0xMVHjg2im3bsD8fZewpIlPjRs2FirdGoSGOjP69ev2bTJn40bt3Ht2hXCw5UvSDw9p9O2rQUbN/qxcuUGgoOD+Ouv82pxpKWl4e+/lbFjR6hVTH75ZTRNmyQgeF8AACAASURBVJqzYYMf7u4zmDbtV60rart27cDCwoqgoB2kpaWp7NN0rV2+fFGlUvAh4TKlp6fj6TmdiIi/8fFZS4kSJbJNY1Z5f/kyhgULZrNgwRJ8fbfz00+t8fKar3a8tuE0SUiI55dffiEjQ33ZPyurTtL1Zm7ekt697aS/69SppxL21at/cHMbQqVKlZk5cy76+jmv5ZmcnMysWVNIS8v6uzZr1hT69nXE13cbU6bMZOrUSdJ389q1K8yYMVtK08yZc7TKs7b3mISEeDw8pmksm0yFChXm+PFwlW0HDoTwww9FtUrL/fv3GDlyqMo9MCuPHj1kxYolgHZLNBoaGmJomAcAuVyOt/cSHj68rzHs27dvGTp0IGXLlmPr1p34+m5j6dKV3LhxnVmzpgIwatR4qayNjIyZNs1D+tvAwBCAmJgXXL58kRo1anHgwL730mKYY5oXL55HnTp12bJlB1OnzmLKlIkqFXKAAgUKqNwLO3XqQu3adenZ0xb4sDLNZGBgQJ48yrKaPv1X7t27i4/PWrZsCWDjRj9KlCjBkCH9pZeXf/11Xu1+8iUYGhpK6crJp/x2CYIgfCpRkRaE/1iJEiUZONBV5W2+mVlT7t27q9Iqe+BACBYWVmrHx8bGMnr0z5QqVQZPz/kYGBgAEBFxHWdnuyzP6+u7jooVK1OxYiWV7QqFgpkzpzBkyM9ZHvvixXMePHhAu3YWADRt2pzExERu3bqJQqEgLS2NhIQEFAoFyclJWlUoAEJCQihVqgy2tv3Ys2eX2sPju3R1dRkxYjSXL1+QWhR0dOS0adOeQ4dCpXDHj4djbv6Txjg2b95IQIAfPj5rqVLFRG2/ptajcePcOHnyuNp2W1t7Zs6cg1wuJzb2DXFxbylYsBAAnTrZ0L69JQD58+enTJkyKpX9TLduRXDnzm1mz16gsj0y8iZv38bSrVtPAKpWNcXHZy1yec637ISEeA4dOoCj4wDy5cun9mBdqVJl8uTJq/KyITR0n9q1pm04gJSUFNzdfyE+Po4lS3ykcoiJeYGzsx0xMS/Ujskq70WLGrF37yGKFStOWloa0dHRUnwfE04TCwsrnj9/nmNPgexER0fz88+D+OmnNowZ84v02Zw8eZxx49yyPG7x4nlYWXWmUKHCWYZZt24LLVoor+HHj6MoUKAAcrmclJQUIiNv4ue3CUfHPkyePF7rln9t7zEWFlbExLzItmwsLKxUvnPR0U9JTEygXLny0ra1a1eydu1KjccHBQXQqVNXWrdul22ak5KSmDlzCiNGjM423Lvq1q1P1arK77aBgQG2tvZMn+6usaK1e/dOqlY1wc7OEV1dXQAKFiyIu/sM/vrrPDdu/K3VOYODg2jQoBFWVp3YsWO7VEmrUKEijRo1AbK+P6elpXH69O907twNgCpVTChTpixnz57O8nxRUY/w9V2Pu/tMKd3alum7GjUyo2LFSly7doW//76Gu/sM6Tukq6tLv35OlC9fgd27AwkMDODmzRv4+Czj+PGjgPKljqvrAHr3tmHixDEkJiYCykr96NE/M2CAPc7OduzbFwwoW+idnPri6joAJydb4uLicHf/BWdnOwYM6Me8eR4oFApMTKpRu7bypdXu3TuZO3eWxvR/6m+XIAjCpxIVaUHIBZUrV+Hu3dvS37q6urRp0056OI2OjiYhIV6t0vvPPy8ZMWIId+/eoX9/F5WKlalpdTZu9NN4vvPn/+DixQu4uLiq7Vu7diXVq9fAzKxplul99uwZRkZGKuczNi7GixfPKFOmLH37OmBn1wMbG0suXryAo2N/rcrBz8+PDh2sMDWtTtGiRoSG7ss2vIGBIWXLlufOnX/LztLSWqWlLTQ0hI4dO6kd6+OzlFWrvOnZ05aSJUtplT6AhQuXZVkx19XV5bffltOnT1eKFPlBarG0tu4itUT98cdprl27gplZM7Xjq1evya+/TqNoUSOV7Q8fPqREiZIsX76YQYOcGDp0AC9fxkgPzdk5cGA/ZcuWo0KFH7Gy6oS/v/o18W6ZJSUlcfnyJY2fvzbhEhISGD9+JKdOncDFZajUSgdgZGQsteRpm3dQlmtExHW6d7dmz54gevbsozGv2oZ7n76+PosWLcLXdy03b0Zodcy7Hj16wLBhA0lNTaVPn34q+8zNf2LhwmUaj9u7dzdpaWl06dIt2/gzP+fevW2YPHkC/fo5oqOjQ0zMC+rXb8igQUPx9d1OjRq1mDRpjFata9reY/T19Zk+fXa2ZdOsmTm3b0cSE6PsAn7gQAiWltYqYVxcXDXebwDGjPkFCwvLHNO8YIEnNjbdqVSpSo5hM40bN4kyZcpKfzs6DiBv3rysWrVCLezVq1fUehmAsgJeu3Ydrly5lOP50tLS2Lt3NxYWHWnevCX//PMPf/yhrATnzZuXOXMWAlnfn9+8eU1GRgZFihSRthUrVpznz59nec7Vq33o0aO3Sq8Pbcv0XXPnLsbAwJCrV69Qo0YtjfeXhg0bc+XKJXr06I2JSTWGDXPjp59aA8pK6pIlPmzbFsTz5885fjyctLQ03N1/wdV1BOvXb8HbezXbt2/h2rWrANy7d4fp0z3x9d3OyZPHSUhIYONGP9as2QQohz00bNgYBwdnALp27cnEiVM0pv9Tf7sEQRA+lahIC0IukMlkal3+LC2tpYfcgwfVH0wBfv/9OD169KZtWwumTp2kVTe76Oholi/3YurUmejo6KjsO336JNevX2PAgOzHo2VkKJDJZO9vRS7X4dy5Pzh+PJygoBCCgw/QosVPeHrOyDFdN29GEBERQbt2yvGxVlbW7NixLcdKgUyGStmZmlZDLpcTEXGDZ88yKweVVY5JTEzkzp07LFiwlJUrvbl1698KwtmzZ6Qxh4D0b23HJA8dOoLQ0KOULFmKhQtVu9mGhu5j1qwpzJo1DyMj9QpjVtLT07h69TJ169ZnzRpfRowYw7Rpv2ps2X1fcHAgVlbKa8fCoiO3bkVw7doVlTAWFpYcP36U1NRUTpw4irl5S7VrQ9twly5doFatOri4uDJlyi8ahw58DFPT6uzZc5AZM+Ywfvwo3r59+0nh3mdiYsKgQUOZMWOy1JKmrUOHQhkz5hfKli2fZWvZ+27ejGD37kDGj/9Vq/AymYyAgGC2b9/Fli2+/PXXeUqVKs3ChcuoWLEyMpmMvn0dePz4MU+fPtEqTm3uMaDsjZBd2ejp6dGqVVsOHz4AQHj4YakHxucSFLQDHR1dOnWy+aR45HI5U6bMZP/+vZw//4fa/vR0zffQ1NRUDfc8dSdPHkehUGBm1hR9fX3atrVgx45tWqdPeb+TqW3LqvfJs2fRnDt3ht69+2p9Dm1kVQ4pKVmXQ8uWrTA0NERHR4eKFSvx6tUrHj16yJMnUcyZMxNnZzuGDx9McnIykZHKFuBixYpTokRJAGrXrsv9+3cZPnwwW7ZspFevviovQbLzOX67BEEQPpWoSAtCLoiIuK5W2atWrQYKhYLIyJtZPph27NiZLl26MWrUOOLj4/H29srxXEePHiEpKYmxY91wdraTuuft3r2TkJBgXrx4LnXBA3BzG6I2CVLx4iV4+TJGpZIbExODsXExTp48jrn5TxQp8gNyuZzu3Xtx8eKfOaYrKCgAXV1dBg50oGfPzuzc6c+jRw/5449TWR6TlJTE/fv3+fHHiirbO3ToyKFD+zl4cD+Wlh3VjjMwMGDevMU0bdocBwdnJk+eIE2iY2bWVBp3CEj/zq6VA+DKlUs8fPgAULb2WVl1kiroGRkZLF/uxdq1K1myxIdGjcxyLI93GRkZkz9/AVq0aAUoW29LlSpNZOStbI+7fPkid+/ewc9vMz17dsbVtT+6urpqrdJFixpRtaopf/xxitDQfRpb8LUN17BhY1xcXHFw6E/JkqVzHF+bk5iYFyovMZo0aUa+fPl4/Djqo8Jlp2dPW8qUKcvSpQs/KI2OjgMwN2/J1KmzuHLlksqET1k5cCCE+Ph4XF0HSN3dZ8xwVxs2kJqaypEjB1EoFACUKlWahg0bc+vWTW7fjuTAgRCV8BkZGVr1VADt7jGZciobZaV8P1evXqZcufJad6vXVmjoXm7c+BtnZzvGjx9JcnJylsMEclK8eAnGj5+Eh8d03rz5d0KqWrXqcPHiX2rhExISuHHjOjVr1s4x7l27dpKcnIStbTd69uzM778f49y5P7h7945WaStcuAiQoTKpV0zMC4oVK6Yx/LFjYbRs2Zq8efNpFb82atWqw/Xrf2scWnPx4p9ZloOOzr/XnUwmIyMjA4VCQb58+VXGc69atYGOHTsDqIx9LlWqNNu378LBoT/x8fGMHj2MkydPaJXmz/HbJQiC8KlERVoQ/mMPHz5g48a12Nraq+3r0KEjy5YtpmzZchofTPX09ABlxXDWrLmEhu5Tm0DofX372hMQECw91GR2z+vatSeengvYunWnSkVy2bJVmJpWV4mjWLHilC5dlrCwQ4CyFVcmk1GpUmWqVjXl9OmT0oRRx46FU716rWzT9PbtW8LCDrFy5Up27tzLzp172bVrPxYWVgQEaG7NSU5OYunSRTRp0kyta3aHDh05ejSMsDDNlQO5XC5VNuztnalQ4UemT58sVVY+xoULf7J8+WLS0tJQKBQcPnyA+vUbAeDjs4zLly+ydu1mjWOxc1KzZm309fU5dep3AB48uM/jx1FUrpx9F9ddu3bSoUNHgoJCpHKdP38JJ04cVRtLa2nZke3btxIXF6f2UudDwmWOh5fJZEydOpObNyPw9V33oVmWJCcnM23ar0RFPQKU5Zyenk6FCj9+VLicTJo0jTNnTn5QBVxPT5nnwoUL///kgb9Jsx9nZeTIsWzfHqQ2cdX7wwb09PRYs+Y3jhxRftdiYl5w4cKf1KtXH7lcxpIlC3ny5DGg/LwrV65MsWLFtU57TveYd2VXNjVq1CQ5OZlVq1ZgZdVZ6/Nra82aTWzerJz0asGCpdKkjZqGCWijdet2NGnSTKW1uHv3nty/f4/NmzdKs3THxsbi6TmNOnXqUb16zWzjfPjwAZcuXWDdui3S9y04+AB169Znx47tWqVLV1eXpk2bExy8C1DO2H7//j3q1dM82/elSxdo0KCRVnFrq2bNWtStWx9Pz+nSChDp6els2rSeR48eYmPTA1BWnHPqBVWuXHkMDAyk36Vnz6JxdOzDzZs31MLu2rWT2bNn0LhxE4YNc6Nx46YqvYWy8zl+uwRBED6Vdq+xhW9a0aL5czsJ36zk5HwkJyfj4qKsNMvlcgwMDBg/fhxWVspJfvLlMyAlRR9j4wL07duLNWt+w8fHB2PjAhQoYIi+vi7GxgVUwgEYG9fA09OTSZMm0aBB7f8fm+ZOcHBwtmnS19elYME8UjzvK1o0Hz/8oNxnY2ODh4cHtWrVYtmyJUyZMoWtWzeir6+Pt/dyihcvhLNzP2JjXzJ4sCP6+vqULl2axYsXYGxcgLCwMLZv386aNWtUzrF/fxCVK1emSZMmKttHj3bD2tqaV6+eoq+vy8qVy9m6dSNyuZy0tDSaNWuGh8d0DA0NSU7Oh0wmw9i4AMbGBahSpTIFChSgUqUyKnlJSJBJ4TJ5eS2iW7dubN26jjFjxkjbb95Un4Bm0KBB2Nra0rZtW5XtI0f+zOzZs3FxsUcul1O/fn0mTpzImzdv8PffSsmSJRk/foQU3tHRkR49ejB58mRq1qxJ377/ds18Ny+ZNmxYj4eHB2vX+gAwd+4cqlevpPa5ZPrnn384ceIogYGBKvFYWrZh06a67N8fRJUqVaTrqXv3zixaNJfRo0djbFyAwoXzoquro3bdaRsOwNi4AEuXLsHJyQkzswaYmJgwePBgVq9eTfHimit77+fd2Lgas2d7Mm3aRGQyGQULFmT16lWULWvMs2fPpPjq1tUu3PvnzfweZabX2LgA8+fPx8XFhcKF86qUnaGhHvnzG2S7rW3bFowc6caMGZMJCgri77//1njNv08ul6mc793r7LfffJg5cyYBAVuQy+VMnPgLLVooezVMnTqFyZPHkZ6eTokSJVi2bCnGxgW0yvOH32PUy0ZHRy79u3v3bmzdupVOnSzQ1dVVubcsXboUgJEjR2ZZBu+X5dWrVzXew96/RrLLa1bHAHh4zODvv69gaKgnffY7d+5g6dKlODn1QU9PD5lMRqdOnRgwYID04jLTu3kHWLNmD+3ataNePdXK26hRbgwZMoRff53ADz/8oDFv76Zr9mwP3N3d6d+/LzKZjIULF/DjjyXVrguAp08fY2paKcv7t7Zl+r7ly5ewYcMGRo1SjmtPSUnBzMyMHTsCpDxYWrZn7drfyJNHV+08mX+XKvUDq1atxNPTE3//LaSlpTFq1Cjatm3B2bNnpXsHgL19H65fv4yTUx/y5MlDyZIlcXV1oVChf/O2bds2rl27hqenZ7bphw//7cptKWkp6OtqNzHn55bV9SOoS09OQccgdz6n96WmpKGnr13VLS01BV091XQrUtOR6+XesAZF2sc3XnytZBliDYDv3kCPQzx/9WFjBAVBGxmKdJ5e3EapBuqt78LHi4k4QMEy9dHPL7onZiX6kj/Fatog1815+aHcsHeRDXc9e3zWOBedimJo45LkzcUHpf/K95TXT+Vx7CHurcrldjKE91ScHEhv/6G5nQwhBwF9fuOUzee9V3+s5sGBzByb/aSsmaYu6oT3JNWJX4fP2UDkwpNfImlaqTLOnBcvtJvH5L8ml8s+qmFRdO0WBOGLSYl7TpGKLXI7Gd+UjIwMdPMUEZXobCjSU8hrVOWrrUR/CUlpCuqVzP9dVCy/p7x+qpiEVCwqF8k5oCAIgvDBRNduQRC+GIOCJXM7Cd8cmUxG4fIfNnnZ90auo0/BMvVzOxn/KUNdOW0qZr029bfke8rrpzLKq4dRXr2cAwqCIAgfLFcr0lFRUVhaWlKpknLcn0KhID4+nq5du+Lm5pabSZNcuXKFgwcPMn78eIKCgjh37hxz587N7WQJgiAIgiAIgiAIuSTXW6SLFSumMgnGs2fP6NChA9bW1lIFOzfdvn2bly9f5nYyBEEQBEEQBEEQhK9Erlek3/fixQsyMjLIly8f7u7uREZGEhMTg4mJCYsXLyYmJoaff/6ZihUrcvv2bapXr069evXYtWsXb968YcWKFVSqVInQ0FA2bNhAUlISKSkpzJ49m/r16+Pg4ECtWrX466+/+Oeff3B3d+enn37i1q1bzJo1i4SEBP755x8GDx6MtbU1y5YtIyEhgd9++43ixYvz4MEDHBwcePLkCU2bNsXDw4O0tDSmT5+uMa1Dhw6V0lqqVCkWLFhA4cKFMTExkWYIfrelu02bNtSuXZsbN27g5+fHpk2bOHPmDG/evKFYsWJ4eXlhZGRE8+bNadu2LVeuXMHIyIgePXqwefNmoqOjmTt3Lo0bN87lT1IQBEEQBEEQBOHblOuTjT1//hwbGxssLS0xMzNjyZIleHt78+jRI/T09PD39+fw4cO8ffuW48ePA8olagYNGkRwcDAXLlzg8ePH+Pv706lTJ/z9/VEoFGzfvp2VK1eyZ88eXFxcWL16tXTO1NRU/P39mTRpkrREx44dOxg2bBiBgYFs2rSJ+fPnU7BgQdzc3GjTpg1DhypnVnz69CnLly8nNDSUEydOEBkZycWLF7NM661bt7CzsyMkJIRKlSrh7e2dY5m0bNmSgwcPEhcXx927d9m+fTsHDx6kZMmS7NmzB4CYmBhatmzJ7t27SU5O5siRI/j5+TFixAh8fX0/62ckCIIgCIIgCIIg/CvXW6Qzu3YrFArmzp3LnTt3aN68OXK5nMKFC7N161bu3r3L/fv3SUhIAMDIyIjq1ZXrNpYoUYKmTZsCUKpUKaKiopDL5axYsYLw8HDu3bvHuXPnkMv/fWfQooVyFuEqVarw+vVrACZOnMjvv//OqlWruHXrlnSu9zVs2JDChZWTnJQrV45Xr17RuHHjLNNaoUIFzMyUEwN17dqVcePG5VgmderUAaB8+fL88ssv7Nixg3v37nHp0iXKlft3CYuWLVsCULp0aRo0aCCVQWxsbI7nEARBEARBEARB+K98a2uY53pFOpNcLmfChAl07dqVdevWUbFiRZYtW4ajoyPdu3fn1atXZC55ra+vusC4jo7qEhjx8fH07NmTLl260KhRI0xMTNi6dau038DAAFDOfptp1KhRFCxYkNatW9OxY0f27dO8Tpuu7r9FJpPJyMjIICwsLMu0vhs+IyNDJa0ZGRnIZDLS0tJUzpGZvmvXrjF27FicnZ3p0KEDcrmcd5f9frcc3i8DQRAEQRAEQRCEr4VYR/oL0tXVZcKECfj4+HDs2DGsrKzo0aMHBQsW5OzZs6Snp2sVz/3795HJZLi6umJmZsbhw4dzPPbUqVO4ubnRrl07Tpw4AUB6ejo6OjpqFd33nTlzJsu03rt3jxs3bgAQGBgotSIXKVKEyMhIMjIyCA8P1xjv+fPnady4MX379qVChQocO3ZM6zIQBEEQBEEQBEEQvoyvpkU6U8uWLalXrx7379/n0qVLhISEoKenR/369YmKitIqDlNTU6pVq4aVlRUymQxzc3P++uuvbI8ZMWIEdnZ2GBgYYGpqSunSpYmKiqJ27dp4e3uzcOFCKlasqPHYXr16MW7cOI1pLVSoEMuWLePhw4eYmJjg4eEBwNixY3F1dcXIyIgGDRrw6tUrtXg7duzI8OHD6dy5MwA1a9bUugwEQRAEQRAEQRCEL0OW8W5fYeGzioqKwtHRMcsW56/FQI9DPH+VmNvJEARB+G7sXWTDXc8euZ0MQRByScXJgfT2H5rbyRByENDnN07ZfB336ubBgcwcq3no6fumLuqE96T+KtuGz9lA5MKTXyJpWqkyzlx07RYEQRAEQRAEQRCE75moSH9BZcqU+epbowVBEARBEARBEIQPI7p2C4IgCMJ/TJGaglxPP+eAgiB8k1LSUtDXFfeAr116cgo6Bl/H55SakoaevnbTW6WlpqD73m+MIjUduV7urfKjSFPw8lV8rp0/Ox/btfurm2xM+O+9fBmHQiHepwj/PWPjAl/teBnh2/Z1XHvJuXx+ITd8Hdee8HX47+8B4vr7GP+r9+qvK93f2hrSILp2C4IgCIIgCIIgCMIHERVpQRAEQRAEQRAEQfgAoiItCIIgCIIgCIIgCB9AVKQFQRAEQRAEQRAE4QOIirQgfEFPnz6hZcvGODvb4exsh5OTLa6uAwgLOyyFWbduFebmDQkJ2aNybGJiIu3bt2DChFFSuMWL50n7U1NTcXf/hWHDXIiNjdUqPbGxsfTqZcPRo0fU9t248TetWzfl9evXGo999OghP/88CHv7Xgwa5MiDB/e1OifAnTu3MTdvyJYtG1W2BwUF0aHDT1L5ODr2YcKE0URE3JDCDB8+GHPzhjx+HKVy7IULf2Ju3hA/v81SuHfz9eLFc+zte+HlNR+FQqF1Wt8XHn4EJ6e+ODnZ4ubmyqNHD6V9mzdvwM6uB336dGXdulVoWgRBoVDg47MUe/veODr24ddfx/Pq1SsAEhISmDJlIg4OvbG37yXlRRtpaWnY2HRg7Fg3le1Pnz7B3Lwhw4cPVjvG03M65uYNef369QeFa9++hcr+sLBDWFu35c8/z+WYznXrVtGvX08cHHrj4TGN5OTsJz9ZunSRdM2/KzU1lUGDnLQuI3PzhqxZ85vKtqNHj0j5tbW1xdnZDnv7Xirf0Rkz3D85zznlJdO2bVuwt++Nk1NfRo4cJl3jyclJzJ494/+vi97Mnj2D5OSkHM/Xs2dn2rUzJyEhQWX7/v17MTdvKH0/evbszKxZU1TCRERcp2fPzsC/3y0Pj2lq5xg+fLBa2WiSnp7OwoVzsLfvhb19L7y9l2j8fsTFxeHuPkH6DmTeI+7duyt9Jpn3BnPzhhw/nv2SksOHD2bdulVAztcAKO+z3t5LsLXtjqNjH5ycbFm1aoVU3ps3b5TS0L59C3r16iL9/e49aflyL1q1asLz58+kbZnfsadPn+RYXgCRkbewsemQ5f64uDjatGmmUi4XLvwJKD+zAQP64eRky4gRQ4iMvJXj+d4tK1De6wYNcqJvX2VZTJo0jjt3bkv7T58+ydq1KwHlNZXdtf0pMq+/nNy+HcnQoQNwcupL//52nDlzKtvw5879gbOz3edKpiAIgpi1WxC+NAMDAzZu9JP+jo5+ysiRQ9HRkdOqVVsAihcvwcGD+7G27iKFO3YsjDx58mqMMzExkcmTx2NgYIiX1woMDAxyTEdGRgaentOIj49T2/f69WsWLJhDampqlsfPnOlOr152WFhYcubMKdzdJ7Bpkz8ymSzHc+/atQMLCyuCgnZga2uPru6/t546deoxf/4S6e/z588ybtwI1q7dTIkSJQFl+Rw6FEr//oOkcAcOhPDDD0U1ni8q6hGjR/9Mly7dcHDon2P6svLyZQwLFszG13cbxYoVJzDQHy+v+Sxe7M2ZMycJDz/MunVbkMvljB07gvDwI7Rt214ljpCQPdy8GcH69VvQ19fHx2cp3t5eTJkyk23bNmNgYMDmzQHEx8fh4NCHevXqU61ajRzTdvx4OJUrm3Dz5nXu379HhQo/Svv09Q14+PAB0dFPpTJMTEzk6tXLKnFoG+5du3cH4uu7jiVLfKhSxSTbNF648CdhYYfYsGEr+voG/PrreAID/bGzc9QYPizsMIcPh1K9ek21fUuXLuLp08fZnu9927dvoVEjM+rWra9h33ZevHjL06dPcHTso/Idfb/i8yF51iYvoLzOQ0KCWbVqA/ny5ScoaAezZ89gxYo1+PquJz09HV/f7WRkZDBz5hQ2b96Ii4trjuctVKgwx4+HY2XVSdqm6bty9GgYjRs3pUOHjhrjKVrUiFOnficpKQlDQ0NAee9690VSdg4e3M/Dhw+kPLi6DuDowLAPLwAAIABJREFU0TDatGmnEm7t2t8wNi6Oh8d8EhMTcXDoTd269alZs7bKZ7J8uRcVK1bmp5/aZHteQ0ND8uTJI/2d3TWQlpbGqFHDqFmzFhs3+mFoaEhSUhIrV3ozZswIli79DQcHZxwcnAFlxbNHj960bq2ah+TkZA4eDKFVq7YEBgYwdOgIKS3K/+chO2lpaQQG+rN16yYSExOyDPf331epU6ceXl4rVLbHxcXx66/j8fCYR8OGjXnw4D4TJ47B13c7+vpZL9vzblkFBvoTErKHKVNm8eOPFQE4c+Yko0f/zKJFy6hSxYQbN/4mNvZNtnn5HAwNDaWyy86sWVMYONCVli1bcffubYYMGcD+/WHo6emphEtOTsLXdz1BQTswNjb+UskWBOE7JFqkBeE/VqJESQYOdFVpWTMza8q9e3dVWjMOHAjBwsJK7fjY2FhGj/6ZUqXK4Ok5X6pER0Rcz/Ztu6/vOipWrEzFipVUtisUCmbOnMKQIT9neeyLF8958OAB7dpZANC0aXMSExO5detmjvlNSIjn0KEDODoOIF++fBw7FpZt+EaNzGjRojW7du2UtllYWHHwYKj0d1JSEleuXKZhw8Zqx0dG3sLNzZUBAwZrrER7ek5n//69Ktt2797J3Lmz1MIWLWrE3r2HKFasOGlpaURHR1OwYCEATpw4Rvv2luTJkwcDAwM6duzMoUP71eL48ceKDBs2UnqgNTGpzrNn0YCy7BMSEkhLSyMlJQWFQoGurp5aHJrs2rWTFi1a0qZNe3bs2KayT0dHTps27Tl06N8yO348HHPznz4qXKbNmzcSEOCHj89alQrluHFunDx5XC28QqEgJSWF5ORkKY9ZPdjfv38PP79NODu7qO07cCCE+Pg4mjY113hsVgYPHsbMmVO07rGhyYfmGbLPS6aiRYsyduxE8uVTrltpalqN6OinANStWx8np4HI5XJ0dHSoWtVE2pcTCwsrlc8zOvopiYkJlCtXXiXcoEHD8PJawJMnml9OFCxYkDp16nLixDFp24EDIbRvb6kSztnZjoiI62rHKxTpJCYmkpqaSkpKCqmpqRo/+5Ejx/HzzyMB5Yur1NQUqUwyXb58kWPHwhg/flL2mQdq1aqDqWl16e/sroGjR4+gUCgYMWLMO5VeQ0aOHEt8fLxK3rMTFnaIUqXKYGvbjz17dpGUpGzNLlLkBxo2bEyRIkWIiXmBs7MdMTEv1I6/dSuCO3duM3v2gmzPc+3aFWJjYxk82Jn+/e2ke2RU1EPy588v3Q/Ll69Avnz5uXbtSrbxZZZVSkoKq1f7MHWqh1SJBmja1Jx+/RxZvdqHv/++RnBwEOHhh1m1SlmRj4mJYfz4kTg69qF/fzvu378HKCv2np7TGTDAHicnW5YtW0RaWhoArVs3ZcqUifTt252IiOusW7cKJydbBg50YMyY4cTExFChQkUaNWoCZP+7tm7dFlq0UN6rHj+OokCBAsjl6o+1Z8/+QVJSIu7u07MtD0EQhA8lKtKCkAsqV67C3bv/dpnT1dWlTZt20gNwdHQ0CQnxapXef/55yYgRQ7h79w79+7uoPDSYmlZXacF51/nzf3Dx4gWNLVpr166kevUamJk1zTK9z549w8jISOV8xsbFePHiWZbHZDpwYD9ly5ajQoUfsbLqhL+/5jS+6/3yqVrVBAMDff7++xqQWdlriY6OjspxV69eZsSIIRgbF8uypU2Trl17MnHiFI37dHV1iYi4Tvfu1uzZE0TPnn0AZZkUK1ZcCqcsj+dqx9esWRsTE1NA+RJk48Y1tG6t7InQr58j0dFP6NrVih49OtG2rQVVqlTNMb337t3l77+v0rp1O6ysOnHgQAhv3qh2ybe0tObgwX8r9qGhIXTs2On9qLQO5+OzlFWrvOnZ05aSJUup7Fu4cJnGynfDho1p1MiMHj060aVLB+Li3mJj00MtXEJCArNmTWXy5GnkzZtPZd+dO7fZsWM7EyZMzqI0stahgzV169Zn/nzPDz4WPi7P2eXlXRUrVqZevQYApKSksHKlt9TS2bhxE6niGx39lICAbWqtoFlp1syc27cjiYmJAZSVX0tLa7Vw9erVp1u3nsyY4S5Vct73/rURFnZIrSK9caOfSsU1k5VVZwoUKEjXrlbY2FhSpkwZzM1bqoWTyWTo6uoyc+YUHB37ULduA7VK/4oVSxk8eJhaBVsTJ6eB1K//b7fg7K6Ba9euaGyplslkNGjQiCtXLuV4PlD2uOnQwQpT0+oULWpEaOg+ad+SJT4AGBkZs3GjH0ZG6i2i1avX5Ndfp1G0qFG259HR0aF58xZ4e69m/vwl+Pv7ceLEMcqWLUdSUiLnzv0BKIfp3Lt3h5cvY7KNL7Os7t69g56enkqvlkwNG5px5colatSoiY1Nd9q0aS+9dH3y5DEjR45j0yZ/6tSpz7ZtypfDy5YtwsTElPXrt7B+/VbevHmNv/9WQDlEo3nzFmzbFkSRIj8QEODHmjWbWLduM40aNeH69WvkzZuXOXMWAtn/rmX2bOrd24bJkyfQr5+j2m8CQMuWrXBzG5vt91EQBOFjiIq0IOQCmUym1nXN0tJaqkgfPKj54ff334/To0dv2ra1YOrUSVk+AL8rOjqa5cu9mDp1ptpDxunTJ7l+/RoDBqiPk31XRoZCQxfuDORy9YeW9wUHB2JlpcyLhUVHbt2KyLGlRCaTYWCgWj4dOnSUWnxDQ/dprOwdOhTKnDkLSUpKYvVqH5V9gwY54exsx8mTJ1i7diXOznYsWjRPLQ5NTE2rs2fPQWbMmMP48aN4+/athjLJvjweP45i+PBB1K5dl+7dewOwaNE8GjVqwp49BwkI2MPZs2dybLEHZQt6s2bmFCpUmGrValCyZGn27Nn1XpqrIZfLiYi4wbNnmS9mKmvIW87hEhMTuXPnDgsWLGXlSm9u3YrIMY0A+/YF8+TJE4KDDxAcfICSJUvh7e2lFm7u3Fn07NlH7bxxcXF4eEzF3X2GSnfdDzF27C/cvBnB3r27P+i4j81zVnnJyqtXrxgzZjh58uRR6xUSEXGDYcNc6NGjN82b5zwuGUBPT49Wrdpy+PABAMLDD6tVfjMNHDiEjIwM1q9frXF/8+YtuXnzBv/885IrVy5RvnwFChYsqFU6NmxYQ5Eihdm79xC7du0nNjaWbdu2ZBl+6tRZ7Nt3hLdvY9m4ca20/erVy7x+/SrLPGgju2sgq3toamqKVsNWbt6M4PbtSNq1U45ttrKyZseObRrHg38qZ2cXBgwYjL6+PsbGxbCx6c6JE0fJly8/s2cvZNOm9Tg59eXAgRAaNGik1sU5Ox9TDtWr16BMmbIAVKlSVZr74fTpkwQHB+HsbMfAgQ5cv/63yovROnXqAcqXj5UrV2XAAHu8vZdQpUpVWrZspXWaQflbERAQzPbtu9iyxZe//jr/QccLgiB8CjFGWhByQUTEdbUH7WrVaqBQKIiMvEl4+GGWL1/FyZMnVMJ07NiZLl260aFDR4YM6Y+3txejRo3P9lxHjx4hKSlJmpTq8eNH+Pgs482b15w/f5YXL54zYIC9FN7NbQi//jpNpZWpePESvHwZQ0ZGhvRQFRMTg7FxsWzPffnyRe7evYOf32a2b1e2SOjq6uLv70fNmrWzLZ9KlVTLx8LCioED7enTpx/x8ZorhW5uY6lXrwGzZs1l0CBHqlWrLo2pXLPGF1B27a5XrwEdO3bONu3KPL7gzp3bUmt9kybNyJcvH48fR1G8eAmVbprZlceFC38ydeok7OwcsbNzkLafOHEUX9/tyOVyjIyMaN26LRcu/CmNndckMTGRgwf3o6enL00OFR8fT2BgAH37OqiEzXz5ULhwESwts26hzymcgYEB8+YtRldXFwcHZyZPnsC6dZulbu5ZOXHiKBYWllJLUJcu3fDymq8S5vnzZ1y+fJGHDx/g7+9HbOwb4uPjGDfODSurzrx9+5YZM9wBePYsmvPnz5KQEK/VeGGAfPnyM22aB+PGjVArn+x8TJ6zy8vChcvUwt++HcnEiWNo2bIVP/88SuVF15EjB1m0aB6jR0/AwuLDKpGWltYsXDibmjVrUa5c+SzTrKury7RpHgwc6KCxgqyslLfhyJFD3Lt3FyurnL8zmY4fD2f06Ano6emhp6eHlVUnjh0Lo29fe5VwZ8+eoVKlyhgZGZM3b17atevAsWP/TigWFnYYS0trjV12tZXVNVCrVh38/DahUChU4lcoFFy+fBFHx4E5xh0UFICOjg4DByrjTU9PJybmBX/8ceqDhyLkZOfO7Zibt6JEiRKAct4LXV1dFAoFefLkxdv73xcitrbdKV26rFbxZnbnjoy8qTYHwIULf2Z5r353rgvl74Ly5YFCoWDWrHlSC/fbt29VKuOZc3/I5XK8vVcTEXGdP/88x/LlizEza8qwYSNzTHNqairHj4fTpk175HI5pUqVpmHDxty6dZMGDRpplW9BEIRPJVqkBeE/9vDhAzZuXIutrb3avg4dOrJs2WLKli2n8eE3s4XBwMCAWbPmEhq6T6XrpSZ9+9oTEBDMxo1+bNzoh4lJNYYNc6Nr1554ei5g69ad0j6AZctWqXXVLFasOKVLlyUs7BCgfPiVyWRqld337dq1kw4dOhIUFMLOnXvZuXMv8+cv4cSJo0RHR2s85syZk5w+fZIuXbqpbDcyMqZSpSrMmTMzy0phZvmUK1eeCRMm4+k5Qxq39zGSk5OZNu1XoqIeAcqHyvT0dCpU+BFz8584dOgAiYmJpKSksH//Xo2tKTdvRvDrr+Nwd5+hUokGqFrVVJrBPTExkbNnz1CjRq1s03ToUCgFCxZi9+5QqUwDAoJJTEwgPFx1NvYOHTpy9GgYYWFZt0pqE04ul0sPzfb2zlSo8CPTp0/OcTb0qlVNOX78KGlpaWRkZHDixFG1/BUrVpzg4APSNeji4kqdOvVYuHAZbdu2Z+fOvdI+c/OW9O5tp3UlOlPNmrWwtbXH13ed1sd8TJ6zy8v7nj9/xsiRrjg7u+DmNlalEn3y5AmWLFmIl5f3B1eiAWrUqElycjKrVq3IsfJbunQZRo0ap9aDI5OlpTWhoXu5fPlCtsM/3le1qinh4cprOy0tjZMnT2iceC08/DDr168mIyODlJQUwsMP06DBv12zL126QIMG6nMhfChN10CrVm0xNMzDsmWLpFm6k5OT8PJaQJ48efnpp9bZxvn27VvCwg4xf/4S6bu4a9d+LCysCAjYlu2xH+PKlcts27YJgNjYN4SEBNO2bXtkMhnjx4+UxqqHhR3CwECfypWraBWvgYEBrq4j8PCYprIaw+nTJ/Hz24yLy1BA2bVcm15QjRs3wd/fT/pMJ04cQ2Cgv1q4yMhbODj0oXz5H3Fw6E/v3nbcuKE+3l4TPT091qz5jSNHlL9JMTEvuHDhT+rVU++qLwiC8KWIirQgfGHJycnSUiUDBvRj9uwZDBkynGbN1FsrLCysuHz5olYtP2XLluOXX6awYMFsIiNv5jjZ2Md4dyKh6dM92b07EAeH3qxe7cOsWfOkVhxNEw69evWKEyeOqlUeGzRoRI0ataQHq8uXL0rl07+/HUFBO1i8eLnG8YKWltZcu3ZFq26ebdta0KFDR379dZzKTOWTJ09Xa43OarKx0qXLMHGiO5MnT8DZ2Y7161czb95iDA0NMTdvyU8/tWbQICccHftgYlJN6o7/bnyrVnmTkZHBypXeUj4nTRoHgLv7DK5cuYi9fS8GD3aiWTNzaWz33Lmz2L17p1qadu/eSZ8+/VQqXgUKFKBnT1sCAlTHEhobF6N8+QqULVs225ZUbcOBsuXJ3V35giJzaaGsJt5ycOhPsWLF/3+JJ1tiY2MZPny0Whl9rLVrV0rL8eTE0XFAljNo5+RD8pydkyePM26csmfIxo1rSUxMYudOf+m6GDTICYAVK5YAGcyd6yHtyxyGoG25dejQkUePHmhV+bW0tM6yF0TNmrVJTEyiWbMWKi2QmbKabMzNbQxv377Fzq4Hzs52FCtWjH79lPl793MbPnw08fFxODr2YeBAe0xMqtGrV18pnqioh5QsWVLr82bn/WtAV1cXLy9v8uTJy8CBDjg49GbAAHvy5MmDl9cKjfl9V2joPipUqKgyJhuUY48vXPhTpTtzdpONZefd+8Do0RN48eIF9va9GTy4P1279qRRoybIZDKmTfNg3jwP7O17s2fPbmbPXii1AmtTVl279mDgQFfmzp2FvX1vbG27ExwciJeXN6am1QDlvfvcuT/UepW8b9So8SQlJUrLiVWsWFn67N9VpUpV2rRph4uLAwMHOhASsocRI0arhMnud2327IUEBwfi7GzHhAmjGDZspPQS+GO+n4IgCB9KlvElBvIIgvBd8fLyokuXLlSqVCnnwIJWTp06xcOHD+nbt2/Ogb9T9+/fZ+fOnYwbNy63k/LBFKkpyPWyXpooK8px4x7MnTv3C6Tqf4e452hPlNWXkZKWgr7uh3+Hv0XpySnoGOR+WaSmpKGnL0atAqSlpqD7gb8xitR05Ho5z33zsRRpCl6+iv9i8X8KuVxG0aI5T2j5PlGRFhjocYjnrxJzOxnC/6iMjAzePDxH4fJmuZ2Ub0rs40vkL26KXDfn9VS/V3HPrmNYqDS6htm3on+N9i6y4a6n+gzmObn2LJ5ChrqULZTz2vHfqoyMDA5EvsKq6g+5nZSvniirL6fi5EB6+w/N7WR8FQL6/MYpDSsy/NeaBwcyc+y+nAN+B6Yu6oT3JPUlQLMzfM4GIhee/EIpgirjzHnx4u0Xi/9TfGxFWry2EQThk8hkMlGJ/gIKlq6b20n46uUvrr7s0reuZnGxhI9MJhMVQy2JshIEQfhyxBjpTxAVFYWJiQlTp05V2X7jxg1MTEwICgrSKp6zZ8/i4KD9bLLZmTx5MlevXv0scQmCIAiCIAiCIAjqRIv0JypcuDC///476enp0uQ/+/fv54cfcucNsKenZ66cVxAEQRAEQRAE4XshWqQ/Ub58+ahWrRrnz5+Xtp06dYpmzZoBsGXLFnr16kWnTp3o1q0bd+/eBeDkyZNYW1vTvXt3AgICpGMdHBw4e/YsoGzxbtNGuQbuxIkTcXV1xcrKivDwcEJDQ+nduzddunTB0tKSCxcuqB0vCIIgCIIgCIIgfH6iIv0ZWFlZcfDgQQCuXLmCiYkJenp6xMXFceTIETZv3sy+ffto1aoVW7du/f91FSeybNkygoKCMDTUbjKhwoULExoaSqtWrdi+fTsrV65kz549uLi4sHr16i+ZRUEQBEEQBEEQBOH/ia7dn0GbNm1YsmQJCoWC0NBQrKys2L9/P/nz52fRokWEhIRw//59fv/9d6pVq8bNmzcpVqyYtBRFt27dWLp0aY7nqV27NgByuZwVK1YQHh7OvXv3OHfunLSeryAIgiAIgiAIwtfG2LhAbifhsxIV6c8gX758mJqa8tdff/HHH38wduxY9u/fz9OnT+nTpw/29va0bNkSIyMjbty4gUwm491VxzLHVmfK3JeWlqayPbPlOj4+np49e9KlSxcaNWqEiYkJW7du/cK5FARBEARBEARB+Djf2vJXohnzM7GysmLRokXUrFkTXV3l+4m8efNSvnx5nJ2dqVWrFkeOHCE9PR0TExNiYmKIiIgAICQkRIqnSJEi3L59G4AjR45oPNf9+/eRyWS4urpiZmbG4cOHSU9P/8I5FARBEARBEARBEEBUpD+b1q1bc+PGDTp27Cht09PTQ6FQ0LFjR7p168aPP/5IVFQUenp6LF68mPHjx9OtWzcSExOlY1xcXPDz86Nbt24kJSVpPJepqSnVqlXDysoKa2trihQpwpMnT754HgVBEARBEARBEATRtfuTlClThvDwcEDZvfvy5cvSvrlz5wJgb2+v8dhGjRqxd+9ete21a9dm//790t/Dhw9XiQ+UXcEXL16scpy7uzsAmzdv/pisCIIgCIIgCIIgCFoSLdKCIAiCIAiCIAiC8AFERVoQBEEQhP9j777Dojj6AI5/6Vairz32FhuJJqLGBImxI1ZEpMoJ9mCLiA1RBKwgFuxisFcQRMUG1sQaFTVqomIXsCIi7eB4/7iw8TzgDnvMfJ4nT7zd387Ozs4eNzuzs4IgCIIgFIJOzsvTRwuCIAiC8M4p5JnoGhh+6GwIgvCaMrMyMdQX1zBAdkYmekYfvizkmVkYGIqnVgGy5JnoF/JvjEKeja6BnubA16TIUvD46Yt3lv6beN1Zu0VtE3j8OAWFQtxPEd6/cuVKfrSvQhA+bR9H3cv4wPsXPoSPo+4Jb8e/7xp+d/Xv31cWn76P65x8au+QBjG0WxAEQRAEQRAEQRAKRTSkBUEQBEEQBEEQBKEQRENaEARBEARBEARBEApBNKQFQRAEQRAEQRAEoRBEQ1oQBEEQBEEQBEEQCkE0pAXhHYmPv4+5eXNkMntkMnucnW0ZPNiF6Oh9Ukxw8FLMzEzZuXO7yrZpaWm0b98KD4+RUtycOTOl9XK5HE/PsQwd2p/k5GSt8pOcnEzv3t05cGC/tCwmZj/OznY4O9syfPhg7ty5nee2sbHncHV1QiazZ+BAGVeuXFJZ//z5c5ydbdWWazJs2DAsLduSnp6ustzauit2dlZ/l5syf6tWBZOVlQXAmTOnMTMzxdd3slqabm4Dad++lRTn5GSjsn7jxrX07NmZa9euFiqvL8vISGfaNG+cnGxwdLRh2jRvMjKUx3D16l8MGeKCk5MNgwe78PvvpwpM603OS16OHj2MmZkp0dF7VZYXpq69rzp58uRxZDJ7lWW//XYUZ2db7Oys8PQcy4sXKXluqykuMTGBHj0sSEpK0iovZmamLF++WGXZgQP7cXMbCMDgwS7IZPY4OvZWua69vT2Jj78v1blc0dF7sbRsy+nTJ7XaP8C8eQFS+b4qJyeHZcsWYWvbE5nMHn//GWRkqM7IKpfLGTDAmfXr12i1PzMzU6ytu/LqWzBz60Du9aypbHbtisTMzJTg4KVqee7du7vaNZiXlJQU2rT5TipXmcyeM2dO5xnn6enx97XXm7VrQ6R1ly//wZAhyvPUt28f9uzZpXG/fn5T8PObAii/d3x8Jqmsv3LlEtbWXaXPWVlZrFoVjKNjbxwdldd/QMBMkpOfARAVtUPKv4VFG3r0sJA+x8aeldLZunUjZmamXLx4QWV/ZmameR53XrSp42FhW3BxccDBwZqpUyeRmZmpsj6vazA/L5cVwO+/n2LYsEHY2vbE2dmOkSOHqhzj5ct/MHv2NCDv7+K3JT7+PmZmpsTH39cqXtN1kp2djb//9L/PcW+CguZK18iNG3EMGeKKTGZPv372nDhx7K0dhyAI/z6iIS0I75CRkREhIesJCVnPqlUbmTLFj2XLFnLwYLQUU6FCRbUffAcPRlO0aLE800xLS2Ps2FFkZ2cTGLgQY2NjjfnIycnBz2+ySmPj8eNHzJ49jdmz57Jq1UZ++OFHAgNn5bm9j88khg4dTkjIehwcnPH1nSKtO3bsKAMHOnP79i2N+XjZo0cPOXXqFI0afcnu3TvU1k+e7Pt3uW1gyZJfuHLlEgsWzJHWlylTll9/PaLSCE9IiC+w0bls2SIiI8NZvDiYOnXqFiq/L1u1aiXZ2dmsWrWRVas2kJGRwZo1IQCMHz+aLl16sGbNZvz8ZuHvP53Hjx/lmc6bnpe8bNu2lQ4dLNi0ab3aOm3r2ruukxkZ6Sxbtggvr/FkZ2dJy58+fcq0ad74+s5iw4YwPv+8MosXB6ltrykuKmoHbm4DefToYYH5eNXGjWs5d+5MnuuWLFlJSMh6Zs+ep3JdT57sqxYbHh5KUNBc5s5dhKlpc632HR29j337ovJdv2tXJL/9dpTly1cTErKesmXLqjVu580LID7+nlb7y5WTk6PS+MnJyeHAgf2ULKl6DgsqG8i7zsTGnpVuMGnyxx8XaNz4a6lcQ0LW8803pmpxK1Ysply5CqxZs5nly1cTHh7KxYvnycnJYeJED1xcBhESsh5///ksWBCo8SaUkVERihQpKn0+cCC6wAb4lCkTuHEjjkWLVrB27WZCQtZTsWJFBg3qR2rqCywsukj5NzMzx8bGXvrcuPHXUjrh4WF06GDBli2q16mRkRFFixZ9dbdqtKnjhw7FEBq6iblzF7FmzWYyMtKl74X8rsGCvFxWR48eYtYsPwYN+omNG7exatUG+vcfwtSpkzh27CigbHQ+fPhAq7TfRJEiRf7+v+ZyA83XyZ49u7h9+xarVm0kJGQD586d4cAB5d/sgIAZWFp2IyRkPePHe+HlNU66wSsIwn+PaEgLwntUsWIlXF0Hq9wJb9GiJTduxPHgQaK0bPfunXToYKG2fXJyMqNG/cTnn1fBz28WRkZGgLLXpKBehVWrgqlVqw61atWWlpUpU5bIyL2UL1+BrKwsEhISMDb+LM/tFQoFz58rexlTU19gaGgorduyZRNeXj6UKVNWy1JQiogIo2XLllhYdGHLlo1qvWIvK1q0KKNGebB9+zap0WlsbEzjxk04fPigFLd7907at++UZ/79/Wdw5sxpFi1aQcWKlVTWx8ffV+l1yiWT2efZy96kyTc4O7uiq6uLnp4eX3xRj4SEeJKSknjwIJFOnSwBZRnXrl03316LNz0vr7p37y5nz/7OsGGjuHv3jlpvl7Z17V3XyRMnjpOenoan5xSV5adOHadBg4ZUrVoNgJ49rdm3L0qtbhQU9+jRQ44cOURAwIKCiipPAwcOZerUSVr3qOdlzZoQNm9ez6JFK6hbt5603N19OEePHspzm5s3b7B+/Wpksv75pvvnn5dp1eoHSpZUvofT3PxHlRtyu3fv5MWLFFq2NCtUfjt0sGDPnn8a8OfPn6NGjZoUL15cJU5T2dSuXYeiRYtx4UKstCwqaodKnXn06CEymX2ejb+LF8+TnJzMwIGfy8F+AAAgAElEQVQy+vWzZ9u2rXnuZ8QId376aQSgvOkkl2dSvHgJMjMzcXEZQLNmLQAoX74CpUqV1tiQa9TIBBOTL6XPAwYMJTBwNvfvqze0Ll48zx9/XMTT01u6JvX19XFwcKZ69RqEh4cWuK9cJ06c4PnzZwwdOpwjRw6TmJggrWvWrIX0fZDf94+2dXz37p3Y2jpibPwZurq6uLtPoFOnzn/nIe9rsCAvl9XChfMYOXIMJiZfSetNTL5k+PDRLFw4n8TEBFasWEJs7FmmTfMGlDfcJk8ej0xmj719L+kGjlwuZ/78AFxcHHB2tsPPb4r0PW9t3RUvr/E4OFhz6NABtm3birOzHf3792Xo0P7cuBFH6dL/w9S0OaVLly6wjuWWiabrRKHIJi0tDblcTmZmJnK5XPqbp/xbqHwHc2pqKoaGRlqXnyAInx7RkBaE96xOnbrExV2TPuvr69OmTTv27lX+mE1ISCA19YVK4wrgyZPHDBs2iLi46/Tr1x9d3X8u3/r1GxISot4DCcpGx9mzZ+jff7DaOn19fa5cuYSVlSXbt4dhbd0nzzTGj5+Er+9kevbszJw5M/n5Zw9p3Zw5C2jQoJH2BYByeGRkZDjdunXj++/NefLkCceP/1bgNuXLV6B48eIqPd+dOlmq9B5FR+9Va0hnZ2fj4+NFePhWnJ1d+OyzUlrnMyRkPfXrN1Rb3rz5t1SrVh1Q9oJv3ryBH39sR6lSpahU6XOiopQ97Pfu3eX8+XN59ki/jfPyqoiIUL777ntKl/4fbdt2YPNm1TqhbV1713XS3Lw1w4ePplgx1cZaYmIi5ctXkD6XK1eeFy9ekJr6Quu4smXLMW3abOn8FEbHjpY0afINs2b5FXpbgEWL5rF0aRDW1rZUqvS5yjp///mYmf2gtk1qaio+Pl5MnDhZrTxe1rChCb/+epikpCQUCgW7d++U6tX169fYsmUjHh4TC53n9u07ceTIAWnIb1TUDiws1G8qaVM2L1+P6enpxMaeo0WLltL6smXL/d2bXk5tWz09Pb7/vhVBQcuYNWsumzatV7lJlktHRwd9fX2mTp1E3759aNKkKdWqVcfIyIguXXpIcRERYaSmvqBRI5MCj9/CogsdO3aWPn/99Tf07GmNt7enWk/jhQvnadToS/T19dXSMTVtzvnz5wrcV67169fTvr0FZcuWo2lTU0JDN0vrZsyYg5GRsoc1v+8fbev4nTu3efr0CT//PAxnZ1tWrlxGiRK5N2LyvgYLkltWz54lcefObZo0+UYtplmz5ty8GUfRosXo338wjRt/zYQJykdwHj58gI2NAyEh6+ne3YqVK5cBsHZtCHp6+gQHr2XVqg2ULVtOZYRJrVq1WbduK2Zm5syfH0BAwAJWrFhNt249pTKfO3eRVDb51TFtrxMLi66ULGlMjx4WdO/eiSpVqmBmZg7Azz+PZe3aX+jZszMjRw7F3X1cnvVBEIT/BtGQFoT3TEdHRxqKlqtTJ0up0bJnz06pR/NlR44colcvG9q27YCX13ithpMlJCSwYEEgXl5T0dPTyzOmfv2GbN++B2/v6YwZM1K6257ryZPHzJzpR1DQMrZt28WkST54eo4lLS1N20NWc/ToIRQKBa1atcLQ0JC2bTuwZcsGLbbUkX5kAnz/vTl//nmZJ08ec/78OapXr6E2rPj27VsYGBgwceIU/Py8VXp/du7cjkxmz5gxI6SeDJnMnuvXr6GNK1cuM3Rof3r1suH775XPyM6YMYeDB6Pp27cPwcFLadnye/T1DVS2exvn5VWZmZns2hVJp05dALCwsOTQoRiV4wXt6pq2ca9TJwuSk6NAR0dHbbmurt5rxb2O0aPH8uefV4iMDC/UdmlpaVy/fp3Zs+exZEkQf/11RavtZszwwdq6D7Vq1SkwrlMnS378sR0jRgxmyBBXqlevgb6+ASkpKfj6euHp6a3VkOBX/e9/ZWjQoBG//XaEjIx0YmPPqjR+X6apbDp06MShQweQy+UcPnwAMzPzfOv3q2Sy/ri4DMTQ0JBy5crTvbsVhw8fyDfey8uHHTv28/x5MiEhK1TWrVkTwsqVS5k5M1Dl+0Jbrq6DyMnJkRp6L8tvGHRmpjzPOvmqx48fER0djYWF8jrt1KkLkZHhb/R9mp+srCxOnTqBj890VqxYQ3LyM5YtW/RW03+VXC4HyLMsPv+8snRjo27dejx9+gSA3347wpEjh+jXzwGZzJ4jRw5y82actN1XXzUBlDdbfvyxHUOGuDBnzkxKlChJly7dtcprYa6TX35ZTunSpYiM3Mu2bbtITk5mw4a1ZGRkMHnyeCZMmMK2bbsIClrO7NnT1L5jBUH47xC30QThPbty5ZLaj+YGDRqhUCi4evVPYmL2sWDBUo4ePawS07lzV7p160nHjp0ZNKgfQUGBjBw5psB9HTiwn/T0dEaPHg7AvXt3WLRoPs+eJWFm9gPXr1+TfjR/++13FC9enHv37lK/fgMpjdjYs1SsWEnqGTE3b838+QHcunUjz94SbWzbtpWMjHQ6dOhAdrYCuVzO48ePiIu7rtbrmSshIZ60tFQqV65CUtJTAAwMDGjdug379+/lxo24PHvSqlSpJvWIXLgQi6enBwsXrsDQ0BBLy25YWnYjPv4+w4YNyrcHNS/79+8hIGAmo0Z50KHDP73gOTkKZsyYI/VSjBr1k9SbkettnJdXxcTs4/nz5wQGzmLu3NmA8sdsaOgmhg4dIcVpU9e0jXudOlmQChUqcunSRenzo0cPKVnSWO2Hr7Zxr6N48RJMnuyLu/sw7OyctN7OyMiImTOV593JScbEiR4EB68pcFj+gweJxMae5fbtW2zatJ7k5Ge8eJGCu/tw/P3nq8QmJz+jfftOODn1A5R1uUqVKpw4cYznz5/j7e0JKCegOnXqBKmpL/Ic7ZAXZU9yFJmZcr7/3jzfHjZNZVOmTFm++KI+x4//SlTUDoYNG6X1ZG/KybdaU7FiRUD5rHZe+Thx4hi1a9ehbNlyFCtWjHbtOnLwYAygvJnk5zeFmzdvsGTJL2qjArSlr6/P5Mm+uLo6qdyY+/LLxmzcuJb09HS1m6Fnz57Os4f2Vbk3IcaOHQUohwqnpr4gKmoHVla9Xyu/+Slbthw//PAjxYuXAKBjx8788svyN073s89KUa1adc6e/R1z89Yq637//TQ1atSUHkF42avnM/eRjexsBSNGjKZly+8B5SiNlydFK1bsn7kZvLx8iIu7xunTJ1m3LoQ9e3bh4zNDY54Lc50cOhTDqFEeGBgYYGBggIVFFw4ejObrr78hPT1dumlqYvIlNWrU4tKli1SoUFFjHgRB+PSIHmlBeI9u375FSMgKbG0d1dZ17NiZ+fPnULVqtTx/fBsYKHs1jYyM8PGZQVTUDo2z0trZObJ5c4Q02U29eg0YOnQ4PXpY/313fQJ3794BlLOqZmdnU6NGTZU0ateuS1zcdWlI9R9/XCQ9PV16PvV1yuDcuTMEB68lJiaGrVsjiYjYTZMm37Bly8Y8t8ltIPbqZSM9g5urUydLoqIiiY09k2dPmoHBPz/eRoxwJzs7W2W26ddx9Ohh5s71JzAwSKURDTBr1jSOHDkIKBs7N27EYWraQiXmbZyXV4WHh9K3rwuhoTvYujWSrVsjcXcfz/bt6r1dmuqatnGvUycL0rz5t/zxx0Vpgqjw8FBatVIfDq1t3OsyMfkSW1tHVq0K1nobXV1dqaHg6CijRo2aTJkyEYVCke825ctXICJit1QPcofCvtqIBuXohwkT3MnKyiIrK4u1a0No396Ctm3bs3VrpNoEV9o2ogHMzH7g4sXzhIVtpnPnLgXGaiqbTp06s3HjOlJSUjT2sr/s/PlYNmxYDShvGuzcGUHbtu3V4mJi9rFy5TJycnLIzMwkJmYfTZsqJyWbOnUSqakvWLJk5Ws3onNVrlyFkSPdVXpwTUy+pEmTb/DzmyI9K56dnc3q1Su5c+c23bv3KjDN7Oxstm/fhre3t3SNhoXtxMmpH1u2bChwnojX0bp1G2Ji9pORkU5OTg5HjhykQYPXu/n5qmHDRjF/foDKPAwXL54nKCiQwYOHAcoeZG1GqbRo0ZKwsM3I5XIUCgUzZ/qydKn6JINJSUlYWVlibFwKGxt7BgwYqvWbIgpznXzxRX1iYpRv18jKyuLo0cM0bGhC5cpVefEiRZoH4N69u9y8eYMvvqivVR4EQfj0iIa0ILxDGRkZ0nBhFxcHpk3zZtAgN777Tn2ikw4dLIiNPZtnr+qrqlatxtixk5g9expXr/6pcbKxvFSuXIVx4zyZONEDmcyelSuXMXPmHIoUKaIyYUu1atVxdx+Pp6cHzs62zJvnj5/fbKmXIz/h4VuZMcMnz+WtWrWmSpWqKstlsv7s2bNL6sHy9vb8u9wcGTZsEA0aNGLQIDe19ExMviItLZ3vvmul8Vk1ZYNvJgcO7CciIkxaXqnS52zdGqkWn99kPwsXzgVymDHDVzq/AQHKxrmHxwQ2bFhL3759CAqay4wZc6Se0oImnMql7Xl52dWrf3H16p/06qX6LHWnTpaULGnMrl2qx6ZtXXvfdbJ06f8xYYIXnp5jcXCwJi7uGm5uytdBvZxeQXEFWbFiCStWLNEqL337utCwYcHP1+ZHR0cHT09vbt68Ic2src25f9XRo4dwd1eOWmje/FtatPgOZ2dbnJxsqF69Jn36aC5fbY7ZyMgIMzNz5HK5Vo3fgsrG3Lw11679JU1q9bKCJoIaNcqDhw8f4uhow8CB/ejRw5pmzb5VOwY3t1G8eJFC3759cHV1pF69BvTubcfFi+c5eDCau3fvSK8nksn+eT3R65R/p06WtG7dVmWZl5cPDRo0ZNiwgfTt2wcHh94kJiawePFKSpQo+Dvxt9+OkJOTQ9euqteTjY09T5485tixX1WW5/f9U5CXy6pnz96YmjbH1dUJe/tepKamMmjQTxrT0KasWrY0w9PTmxUrFuPo2Bt7+14sX74ET09vaQROo0Zfcv/+PSZMKHiUikzmSsWKn9OvnwOOjr2BnDyv51KlStG3rwsjRw7BxcWRxYsXqD3vrGmysfy8XG7Dh//M8+fPsbfvhUxmT/ny5XFwcKZkyZJMm+bPvHkB9O3bB09PDzw8JlK5cpVC7UsQhE+HTs7bvgUqCIJA7jNpvsyYoXnYnaC9cePG4enpqfFHu6Du5s2bbN26FXd39w+WB4U8E10DQ82Bb8nHcMwfg82bN1OxYkXMzc01B//HibJSyszKxFD//V2rn5rsjEz0jD7O8pNnZmFg+PE/3Zolz0S/kH8vFPJsdA3efL6Qd0GRpeDx0xeaAz8AXV0dypQp/O8q0ZAWcPXdy4Onb3+iE+G/LfXxDfSNimNYovyHzsonQ5GdSUr8RYyraH4WU1CXkniJIp9VRr+Idq8TexciA7oT51fwEOC36cTdZOr8ryhlihloDv6E7b32lDa1SqGvq3lCsP86UVZKtSaGYrNpyIfOxr/W5j6L+VXD4w4fyvcRoUwdveNDZ0Mjr4AuBI3vV6ht3Kb/wlX/o+8oR2+mrrsZDx8WPHHqh/K6DemP/3aMIAj/SsXKFPxMr1B4unqGohH9BkpUeDvPh/6btKhirDnoP6BDndIfOgv/GqKsBEEQtPNJPyNtZ2fHzp07VZalpqbSokULBgwYQGJiotZpnT9/ntmzlTPhhoWFMW7cuLeaV0EQBEEQBEEQBOHf4ZNuSPfq1YvISNVJdvbu3UuLFi1Yvnw5FSpU0Dqta9eu8fjx47edRUEQBEEQBEEQBOFf5pMe2m1hYcGsWbNISkqiVKlSAGzfvh1nZ2fatGnD6tWrOXnyJNu2bSMpKYkff/yRBw8e0Lx5c6ysrACoV68ep06dYv78+aSmprJ48WIqVKjArVu3cHJy4v79+7Rs2RJfX19OnDhBUFAQa9asAZSTAjVv3pzmzZvj5uZG3bp1uXz5MmXKlGHevHmUKlWKtWvXEhERQVpaGgYGBgQEBFCrVi1OnDiBr68venp6NGnShOvXr7NmzRpOnjxJYGAg6enpJCcnM378eNq1a8e4ceNISkri1q1bjBkzhjZt2nywchcEQRAEQRAEQfiUfdI90sWLF6dt27bs3r0bgMTERG7cuIGZmeqrhxITE9m2bRs///xznukYGxszfPhw2rRpw5Ahyokn4uPjWbBgAVFRURw+fJirV68WmJcrV67Qr18/duzYgbGxMZGRkaSkpLB//37WrFnDjh07aN26NevWrUMul+Ph4cHs2bMJDw9XeaXP2rVr8fX1Zdu2bfj6+jJv3jxpXalSpYiKihKNaEEQBEEQBEEQhHfok+6RBrCysmLevHnY2toSGRlJt27d0NNTnRa+YcOGGt8/+ypTU1Opl7tatWo8ffq0wPgyZcrQsKFyopu6devy7NkzSpQoQUBAADt37uTmzZscOXKEBg0a8Ndff1GmTBnq168PgLW1NX5+fgDMnj2bAwcOsHv3bmJjY3nx4p9p5L/66qtCHYMgCIIgCIIgCML7UK5cyQ+dhbfqk29IN2vWjIcPHxIfH8/27dsJCgpSiylSpIj0bx0dHXLfCCaXy/NN9+WGd+42L2/76vZGRkZq8fHx8Tg5OeHo6Ii5uTlly5bl8uXL6OnpoVAo8tyvvb09LVq0oEWLFrRs2VLl3aAvH4cgCIIgCIIgCMLH4lN7/dUnPbQ7V48ePVi8eDGfffYZ1apVKzC2VKlSXLt2DYD9+/dLy/X09MjKyipw29KlS3Pnzh0yMjJISkri999/LzD+woULVK9eHZlMxpdffsn+/fvJzs6mVq1aJCcn8+effwJIE6YlJSVx8+ZNRowYgbm5OdHR0WRnZ2s8fkEQBEEQBEEQBOHt+U80pK2srAgNDaVXL80vhrezs+PEiRN07dqVM2fOUK5cOUA5bDo2NhZ/f/98t61bty4//PADlpaWjBgxgqZNmxa4r++//x6FQkHnzp3p2bMnNWvW5O7duxgaGjJr1izGjh2LlZUVCQkJFClShFKlSmFtbY2lpSUWFha8ePGC9PR0UlNTC1cggiAIgiAIgiAIwmvTyXl5LLLwUVAoFPj7++Pm5kaxYsX45ZdfSExMfGfvrnb13cuDp2nvJG1BEAThH5EB3Ynz03xTVxCED6vWxFBsNg350Nn419rcZzG/dv84v+u+jwhl6ugdHzobGnkFdCFofL9CbeM2/Reu+h99Rzl6M3XdzT65od2f/DPS/0a6urpS77OBgQGVK1eWJhsTBEEQBEEQBEEQPizRkP5IDRw4kIEDB37obAiCIAiCIAiCIAivEEO7BUEQBOE9Ucgz0TUw/NDZEARBg8ysTAz1xbX6urIzMtEz+jjLT56ZhYHhx9+XmCXPRL+Qfy8U8mx0DfQ0B34AiiwFj5++0Bz4AYih3cJre/w4BYVC3E8R3r9y5Up+tM/LCJ+2D1v3Mj7QfoWPgfje+zf59K7V91v/Pr3ye/8+nTL81N4hDf+RWbsFQRAEQRAEQRAE4W0RDWlBEARBEARBEARBKATRkBYEQRAEQRAEQRCEQhANaUEQBEEQBEEQBEEoBNGQFoR3ID7+PubmzZHJ7JHJ7HF2tmXwYBeio/dJMcHBSzEzM2Xnzu0q26alpdG+fSs8PEZKcXPmzJTWy+VyPD3HMnRof5KTk7XKT3JyMr17d+fAgf3SspiY/Tg72+HsbMvw4YO5c+d2ntsWFBccvBQHB2ucnGzw9Z1MRob2k2JMnDiGFi1akJ6errLc2rordnZWf5ebcr+rVgWTlZUFwJkzpzEzM8XXd7Jamm5uA2nfvpUU5+Rko7J+48a19OzZmWvXrmqdz4JMmDBG5dxcu3aVIUNccHa2o18/e44d+7XA7U+ePI5MZl+ofSYlJdGmzff4+09XWV6Ycnkf5Wdp2Vaq/zKZPXv3RhUYP29egFTnNXFzG4ib20AUCoW0LCkpCTMzUwDmzp0t7bd162+l+iST2ZORkY61dVcuXLggbRsXd52ePTuzbt0qjfsODd2Eo6MNTk42jBv3M0+fPskzbs+eXTg72yGT2TN4sAtXrlyS1rm4OOLo2FvK0/r1q7U6ZjMzU+7du6uyPPd8rl+/RquyiY+/j5mZKW5u6q9X9PObgpmZKUlJSRrzA/D8+XOcnW1Vju1lcrmcWbP8cHTsjaNjbxYsCCQ7Oxso/LWSmz8/vymA8nvCx2eSyvorVy5hbd1V+pyVlcWqVcF/798GR0cbAgJmkpz8DICoqB3SObCwaEOPHhbS59jYs1I6W7duxMzMlIsXL6jsz8zMlDNnTmsuKCAxMYEePSzyLduUlBQ8PT1wcrLB0bE3a9eGSOuOHj2MhUUblespNbXgmW9fLiuA338/xbBhg7C17Ymzsx0jRw5VOcbLl/9g9uxpQN7X/tuSW//i4+8XGPf06VMmTBiDs7Mtjo69WbhwnkqdflVe5XvmzGlcXBxwdrZl2LBBXL3611s7DkEQBBCzdgvCO2NkZERIyHrpc0JCPCNGDEFPT5fWrdsCUKFCRfbs2YWlZTcp7uDBaIoWLZZnmmlpaUycOAYjoyIEBi7EyMhIYz5ycnLw85vMixcp0rLHjx8xe/Y0Vq3aQPnyFQgN3URg4CzmzAlS2baguDNnThMdvZdfflmHoaEREyaMITR0E/b2fTXm6dGjh8TGnqVJkybs3r2DHj2sVdZPnuxL/foNpWOeOtWTBQvmMGqUBwBlypTl11+PkJ6eTpEiRQBl+eZ3MwBg2bJFHDoUw+LFwVSsWEljHjVZt24V58+fpU2b9tIyH59JuLoOxty8NXFx1xg0yIVdu6IxMDBQ2TYjI51Vq1YSFraFcuXKFWq/O3aE06qVOfv27WbgwKEYG38mrdO2XN51+d2+fZOSJT9Tqf8FiY7ex759UTRsaKJVPMClSxdZvXolMll/tXUjR46R/m1t3VWlPr3qjz8uMn78aH76aQQdO3YucJ9Xrlxmw4a1hIRsoESJEgQFzWX58sV4eExUibt9+yaLFs0jOHgdZcuW5dixo0yYMIawsJ2kpaVx//5dduzYj75+4f4EV6hQkb17o+jXb4C0bPfunfzvf2VU4goqGwBDQyNu375FQkK8dC7T0tK4cCFW67wcO3aU+fPnkJAQn29MaOgmkpKSWL16EwqFgp9+GkBMzD7at++k9bXyMiOjIujo6EifDxyIpnnzlvmetylTJqCvb8CiRSswNv6MrKwsNm1ax6BB/QgOXoOFRRcsLLoAyoZnzZq1sbd3UksnPDyMDh0s2LJlPSYm/9zAMjIyomjRohrLKipqBytXLuPRo4f5xqxYsZhy5Srg6zuLtLQ0nJxsaNLkG0xMvuLixfPY2TnSt6+Lxn39k7d/yuro0UMsWBDIpElTMTH5CoCLFy8wefJ43N3H0bKlGTduxPHw4QOt039dud83RYoUXG4LFsyhRo2aTJs2m4yMDH7+2Y1duyLp0qW7Wmxe5ZuSksKECWPw9Z2JqWlzbt26ybhxP7Nq1UYMDT/OVzIJgvDvI3qkBeE9qVixEq6ug6WeI4AWLVpy40YcDx4kSst2795Jhw4WatsnJyczatRPfP55Ffz8ZkmN6CtXLhXYq7lqVTC1atWhVq3a0rIyZcoSGbmX8uUrkJWVRUJCgkqDTJs4hUJBZmYmGRkZZGVlkZmZqfUPlIiIMJo2bUbPnj3ZsmUjBb3OvmjRoowa5cH27dukmwHGxsY0btyEw4cPSnG7d++kfftOatsrFAr8/Wdw5sxpFi1aodYIjI+/r9KLlUsms8+3p+3MmdOcOHGM7t17qSwPDl5Lq1Y/AHDv3l1KliyJrq761+yJE8dJT0/D03NKvsedF4VCQUTENiwsutK48ddERGxTWa9tubyt8suvjC5cOI+eni5Dh/bH2dmWX35ZLvVEvurmzRusX78630ZffpydXdm4ca1aL2FhnD59kgkTRuPp6a3SGFuxYgkrVixRi69fvwEbN26jRIkSZGRk8PDhAz77rJRanIGBIWPHTqJs2bJ/b9eQJ08eI5fLuXz5D4oWLcbo0cPo27cP8+cHkJGRrpZGXjp0sGDPnn969tPT0zl/PhZT0+YqcZrKRk9PlzZt2quMEjh0KAYzsx9U4tzdh3P06KE809iyZRNeXj6UKVM23/za2joydep0dHV1SU5+RkrKc+n7Q9tr5WWNGplgYvKl9HnAgKEEBs7m/v17arEXL57njz8u4unpLe1TX18fBwdnqlevQXh4aIH7ynXmzGmeP3/G0KHDOXLkMImJCdK6Zs1aSN+r+V0Ljx495MiRQwQELChwPyNGuPPTTyMA5Q1MuTyT4sVLSMfy+++ncXa2Y+jQ/pw7d0Zjvl8uq4UL5zFy5BipEQ1gYvIlw4ePZuHC+SQmJrBixRJiY88ybZo3oLyxMnnyeGQye+zte0m913K5nPnzA/7u6bXDz2+K9L1sbd0VL6/xODhYc+jQAbZt24qzsx39+/dl6ND+3LgRR+nS/8PUtDmlS5fm0aOHyGT2ed5gMDdvTa9eyl5xIyMjatasrVL2msr37t3blChRQro2qlevQfHiJbh48bzGshMEQdCWaEgLwntUp05d4uKuSZ/19fVp06ad9IM2ISGB1NQXKo1egCdPHjNs2CDi4q7Tr19/lR+c9es3zLfn79Sp45w9e4b+/QerrdPX1+fKlUtYWVmyfXsY1tZ98kwjvzhT0+Y0a9aCXr260K1bR1JSnqs1LPOSlZVFZGQ4HTp0pk2bNjx58oTjx38rcJvy5StQvHhxbt++JS3r1MmSPXt2SZ+jo/eqNQSzs7Px8fEiPHwrzs4ueTZ68hMSsj7PXsxHjx4yb14AXl6+aj/8c3sYbWy6M3GiBw4OfdHT01NLw9y8NcOHj6ZYseJa5wfgxInfyMhIx9S0OZ06dSEsbLM05D2XNuWibZym8suvjLKzszE1bU5AwAKCghNfL9AAACAASURBVJZz8uQxQkM3qcWlpqbi4+PFxImTC10W1apVZ+jQEUyd6qky2kJb+/fvx8NjJF999TXNm3+rsq5//8F5XjOgPMeHDx/EyqozsbFn6dxZ/SZMpUqf8913ZoByRMiCBYGYmZljYGBAauoLvvmmKT4+M1i+fDWJiQksWbJQqzx/8UU9jIwM+eOPi0Bu49dcrY5pUzavnv+oqJ107txFJcbff75a4zrXnDkLaNCgkcY86+vrs3jxAvr06UHp0v+jceOvpeWg+Vp5mYVFF5UbHl9//Q09e1rj7e2pdh1cuHCeRo2+zLPX39S0OefPn9OYd4Bt27bSvr0FZcuWo2lTU0JDN0vrZsyYg5GRsoc1v2uhbNlyTJs2m2rVqhe4Hx0dHfT19Zk6dRJ9+/ahSZOm0jbGxp/Ro4cVISHrGTTIjQkTxqjcfM1Lblk9e5bEnTu3adLkG7WYZs2ac/NmHEWLFqN//8E0bvw1EyYoH/l4+PABNjYOhISsp3t3K1auXAbA2rUh6OnpExy8llWrNlC2bDkWL/5nJFOtWrVZt24rZmbmzJ8fQEDAAlasWE23bj2lMp87d5FUNiEh6ylbVn1UTuvWbaWbNH/9dYX9+3djbt5a6/KtWrUa6elpnDx5HFAOXb9x4zqPHz8qsNwEQRAKQzSkBeE90tHRkYa25erUyVJqSO/Zs5NOnSzVtjty5BC9etnQtm0HvLzGq/1ozEtCQgILFgTi5TU13x+o9es3ZPv2PXh7T2fMmJE8f/5c67gdOyK4f/8+ERG7iYjYTaVKnxMUFKgxX0ePHkKhUNCiRUsMDQ1p27YDW7Zs0Lgd6Eg/WgG+/96cP/+8zJMnjzl//hzVq9fA2NhYZYvbt29hYGDAxIlT8PPzVunR2LlzOzKZPWPGjJB6RmQye65fv0Z+srKymDJlIsOH/yz1NqrlUkeHzZsj2LhxG2vXruL3309pcWza2bYtlPbtO6Gvr4+ZmTnp6ekqz72DduWibVxB5VeQbt16MmqUB0WLFqVkyZL06eOg0vuda8YMH6yt+1CrVh3tC+GV/XzxRT0CAmZqDn7Fjh07mD9/CRcuxGrdO5nL3Lw1O3dG4+IykJ9/Hpbvs5tpaWlMmjSOu3fvMHas8nleM7MfmDTJB2PjzzAyMsLJyYXDhw9ove+OHTuzd6+yARwVtUOt8ZtLU9nUr98AXV1drly5TGJi7g281zsPmgwZMoyoqANUqvS5yrP9b+NacXUdRE5OjtTQe1l2dt7fk5mZcpUh4vl5/PgRR44clIZ/d+rUhcjIcNLS0gqdT215efmwY8d+nj9PJiRkBQDTps3mxx/boaOjQ+PGTTAx+YpTp04UKt28/mbI5XKAPMvi888r06iR8lGLunXrSXMB/PbbEY4cOUS/fg7IZPYcOXKQmzfjpO2++qoJAHp6evz4YzuGDHFhzpyZlChRMs9h2ZqcOHGMn392Y+TIMdStW0/r7YoXL8G0af6sXr0SZ2c7du/eSdOmzQp8dEAQBKGwxDPSgvAeXblySe3HaoMGjVAoFFy9+icxMftYsGApR48eVonp3Lkr3br1pGPHzgwa1I+goECV50DzcuDAftLT0xk9ejgA9+7dYdGi+Tx7loSZ2Q9cv36NFi1aAvDtt99RvHhx7t27S/36DaQ0Hj16mG/c4cMH6NChk9ST2K1bTwIDZ2ksg23btpKRkY6tbU/09HRJT8/g8eNHxMVdV+uJz5WQEE9aWiqVK1chKekpAAYGBrRu3Yb9+/dy40YcFhbqPYNVqlSTelguXIjF09ODhQtXYGhoiKVlNywtuxEff59hwwZp9TzvlSuXuH//HgsWKG8YPHnyGIUim8zMTEaPHsehQzG0adMeXV1dPv+8Mqamzfnrrz9p2rSZxrQ1SUiI5/jxX/nrryscOhQDKHt+N29er9KTrE25aBtXUPkVZPfundSp8wV16tQFlL2yenqqf24ePEgkNvYst2/fYtOm9SQnP+PFixTc3Yfj7z9f63Lx8PBEJrOTGpfamjVrFtWqfYG39zRGjx5GnTpfqAwbzsvdu3d4/PgxjRsrGwuWlt3w95/O8+fJar31CQkJjB07iho1arBgwRLpJtDRo4cpUaLESz2EOYV6VrpDBwtcXR3p08eBFy8KbvxqKpvcRnmpUqXp1Kng58Nfx/nz5yhVqjTVqlVHX18fC4suzJ07G7lc/tauFX19fSZP9sXV1UnlRtCXXzZm48a1KvMA5Dp79nSePbSviowMR0dHh7FjRwHKxxxSU18QFbUDK6vehcqnJidOHKN27TqULVuOYsWK0a5dRw4ejOH58+ds27YFJ6d+LzV4ta8zn31WimrVqnP27O9qPbq//36aGjVqUrJkSbXtXk0/9/Gb7GwFI0aMpmXL7wHlqJLMzEwprlixf+b38PLyIS7uGqdPn2TduhD27NmFj88MrfINyskN165dxeTJfjRr1kLr7UB5rooWLUZQ0D83WGxtrahcuWqh0hEEQSiI6JEWhPfk9u1bhISswNbWUW1dx46dmT9/DlWrVsvzWeXcu+hGRkb4+MwgKmqHyrDMvNjZObJ5cwQhIesJCVlPvXoNGDp0OD16WJORkcHkyRO4e/cOoHwOMDs7mxo1aqqkUVDcF1/U59ChA2RlZZGTk8Phwwdo1Kjghsjt27c4d+4MwcFr2bo1kpiYGCIidtOkyTds2bIxz22eP39OYOAsevWyUZtcrVMnS6KiIomNPSM19lXL7Z8fgyNGuJOdna0yy3ZhmZh8RVjYTqlMu3e3ok2b9owbNwkDAwOWL1/M/v17AeVNiDNnTvP115p/sGsjIiKMr75qQnh4FFu3RrJ1ayTBwWv4668/1SaJ0lQu2sa9bvnFxV0nOHgJ2dnZZGSkExq6mbZt26vElC9fgYiI3VJZ5g4tLUwjGpTPe0+aNJWlS7UbHp0r92ZA48ZfI5P1Z9KksTx58rjAbR4/fsSUKROkmYH37o2iZs3aao3o1NQXDBs2iB9++BFv7+kqIykePnzAwoVzychIJzs7m40b16lMWKdJ2bLlqF27LtOnT9XY+NVUNh07dubAgWiio/flOfz/TZ05c5oFC+aQlZWFQqFg377dfPNNs7d+rVSuXIWRI91ZtmyRtMzE5EuaNPkGP78p0tsNsrOzWb16JXfu3Nb4GEp2djbbt2/D3X28dL2Fhe3EyakfW7ZsKHBeh9cRE7OPlSuXkZOTQ2ZmJjEx+2ja1JRixYoRFrZFunn2119XuHTpD1q0+E7rtIcNG8X8+QEqz8xfvHieoKBABg8eBih7kLUZ6dSiRUvCwjYjl8tRKBTMnOnL0qVBanFJSUlYWVlibFwKGxt7BgwYmu+cE3kJDd1MWNgWli79pdCNaFD2so8ZM0LaZ3T0XoyMDKWbe4IgCG+DaEgLwjuSkZEhDRd2cXFg2jRvBg1yk56dfFmHDhbExp7Nt/fwZVWrVmPs2EnMnj2Nq1f/1DjZWF4qV67CuHGeTJzogUxmz8qVy5g5cw5FihRRmQCmoDgnp36UL18BR0cbnJ1tSU5Oxs1N2XMTHr6VGTN81PYbHr6VVq1aU6WKaq+ATNafPXt2SQ0Ub2/Pv8vNkWHDBtGgQSMGDXJTS8/E5CvS0tL57rtWGntolDchZnLgwH4iIsKk5ZUqfc7WrZFq8QVNNpafadP8iYgIRSazx8NjJEOHjpCemyxo4qaX5RUnl8vZsSNCbUb0qlWr0a5dBzZtUu1N17Zc3rT88isjF5eBlCxpjLOzLc7Odnz5ZWO6du0B5F83XnX06CHc3YdrjAP4+uum9OnjoFVsXhwcnKlbt5702ER+k401bvw1ffu6MGzYQGQye6Kj9zJ9uj+gOulfaOhmEhPjOXz4oMori549S6J7dyuaNGmKi4sjDg7WFC1aTJqFW9tj7tTJkosXz2vV+C2obMqVK0/16jWoWrVqnjfwtK2zL3v5/Do4OFOhQqW/j98OPT09Bg9WXsdv41p5WadOltLbEHJ5efnQoEFDhg0bSN++fXBw6E1iYgKLF6+kRIkSBab3229HyMnJUZv40cbGnidPHqu9rut1vi9ermdubqN48SKFvn374OrqSL16DejdW1lmM2YEsGHDWpycbJg2bSpTp06nVCnlzRttyqplSzM8Pb1ZsWIxjo69sbfvxfLlS/D09MbMzByARo2+5P79e0yYUPBIJ5nMlYoVP6dfPwccHXsDObi5qb+2rlSpUvTt68LIkUNwcXFk8eIFarPb5zfZmFwuZ8mSIDIzM6W/PTKZPatWBauVW350dHSYPNmXmTN9cXS0Yfv2cKZN89dqSL8gCIK2dHLe9m1VQRD+81JSUvD19WXGDO2H8QlKmzdvpmLFipibm3/orHxQWVlZuLu7M3fu3A+dlTemkGeia6B5RvtP6ZjfhLgGtCfKSvgvy8zKxFD/3/E6s+yMTPSM3n1e5ZlZGBhq9+hHljwTfS3+NgEo5NnoGhQ8IaTGNLIUPH764o3SeFd0dXUoU6bgG6x5EQ1pAVffvTx4+u4mTxH+e1If30DfqDiGJcp/6Kz86zy7cwrjyt+go/tmf7D+7TKS41FkZ1K0dMGzHf8bRAZ0J85P84z2N56mk56loEG5vN8j/1+x99pT2tQqhb6u6D3URJSV8F9Wa2IoNpuGfOhsaGVzn8X8qsWbTd7U9xGhTB29Q6tYr4AuBI3vp1Ws2/RfuOp/9E2yRl13Mx4+zHtS2w/tdRvSYrIxQRDeumJlamoOEvL0WdU3n5jsU2BkXElz0CemZukimoP+AzrUKf2hs/CvIcpKEAThw/kon5FOSUnB29ubLl260L17d5ycnPjjjz84ceIETk5OavGJiYkMGDAgz7Tq1Sv4dQlhYWGMGzfureT7da1evZro6GgAdu/ejZWVFd26daNr166sWLFCJTY8PJxevXrRvXt3unbtyurVq6V1Hh4eJCYW/G5JQRAEQRAEQRAE4c18dD3SCoWCAQMG0KJFC8LDw9HX1+f48eMMGDCAyZMn57lNhQoVWL58+XvO6dvx6NEjYmJiCAkJITExkZkzZxIWFkbp0qV58eIFTk5O1KxZk7Zt27Jp0yY2btzI0qVLKV++PMnJybi4uFC0aFF69+7NwIEDmTZtGvPmzfvQhyUIgiAIgiAIgvDJ+uga0idOnCA+Pp7hw4ejq6vsMP/222+ZPn06L1684MmTJwwYMIDbt29Ts2ZN5s+fz4MHD+jbty8xMTHcvXuXMWPGkJqaSuPGjaV0ExMTmTBhAs+fP+fBgwf07NmTESNGAHDr1i0cHBx49uwZrVu3ZvTo0ejo6BAYGMixY8d49uwZ5cuXJzAwkLJly/Ltt99iYmLCw4cP2bp1K97e3ly9epVHjx5Rr1495syZw6NHj/jpp5+oVasW165do2HDhnz99dds27aNZ8+esXDhQmrXrs26devo2LEjAE+fPkUul5Oeng5A8eLFmTFjhvTKn8WLFzNt2jTKl1c+d2psbMzMmTNJSUkBoE6dOty7d4/bt29TrVq193PCBEEQBEEQBEEQ/mM+uqHdly5don79+lIjOtcPP/xAmTJluH//Pl5eXkRFRfHo0SN+++03lTgfHx+srKyIiIjgm2/+eSfljh076NKlC5s3byYyMpJVq1bx5MkTAO7evcuCBQsICwvj999/Jzo6mlu3bhEXF8fGjRvZs2cPlSpVYvv27YCywTtgwAAiIiI4d+4cBgYGbNq0iX379vH8+XMOHVK+iuLPP/+U4s6cOcO9e/fYtGkTXbp0YdOmTQDExMTQrJnymcj69evTtm1b2rVrh7W1NbNnz0ahUFC9enWePHlCfHw8DRs2VDne2rVrq9wwaNq0KQcOHHgbp0IQBEEQBEEQBEHIw0fXI62rqyv1wOalfv36VK2qfAdt7dq1efr0qcr6kydPEhAQAEC3bt3w9PQEwNXVlePHjxMcHMzVq1eRy+WkpSlnqm7Tpg3/+9//ALCwsODkyZO0a9eOsWPHsmXLFm7cuMG5c+dUenlzG6/NmjWjVKlSrFu3jri4OG7evElqaioAZcuWlRq+FStWpGXLlgB8/vnn3L17F1D2hlesWFFK19vbm6FDh3L06FGOHj2KjY0N/v7+NG/eHKDAsslN+9atWwXGCIIgCIIgCIIgvE/lypX80Fl4qz66hrSJiQnr168nJycHHZ1/XucwZ84cvvvuO/T1/8myjo4Oeb29K3eZjo6O1LM9Y8YM7ty5Q5cuXWjXrh2//fabFPdymgqFAn19fS5evMjo0aORyWR07NgRXV1dlX0VKaKcXTU6Opr58+fTt29frKysePr0qRRnaKj6bjY9PfXX2ejo6Ej7P3jwIKmpqXTu3JlevXrRq1cvNm/ezNatW+nQoQNVq1bl4sWLUg82KG8cHD58GHd3d+lYXu3NFwRBEARBEARB+JA+tddffXQtLlNTU8qUKUNQUBDZ2dkAHDlyhLCwMGkodkG+++47aQj23r17ycjIAODXX3/F1dUVCwsLbty4QWJiIgqFAoBDhw6RnJxMRkYGu3bt4rvvvuPUqVM0b94cOzs7atSowcGDB6X8vOzYsWNYWFjQq1cvjI2NOXHiRJ5x+alWrRr37t0DlI3zgIAAqbc6JyeHy5cv06BBA0DZqz5jxgwePnwIwJMnT5gxYwbVq//zntW7d++K56MFQRAEQRAEQRDeoY+uR1pHR4dFixYxffp0unTpgr6+PqVLl2bZsmU8f675LoaXlxdjxoxh06ZNmJiYULx4cQAGDRqEh4cHRYoUoWLFipiYmEgN1lq1ajFw4ECSk5Pp0qULZmZm1K1bFzc3N7p27QqgEv+y3r174+7uzs6dOzEwMOCbb77JMy4/P/74I8ePH6d27dp8++23uLm5MXjwYORyOQCtWrXip59+AsDOzo6srCxcXFyk3vg+ffrQu3dvKb1Tp04RGBio9f4FQRAEQRAEQRCEwtHJyWtstPDePHz4kJEjR7Ju3bo3TuvKlSssWrSI+fPnF2o7V9+9PHia9sb7FwRBENRFBnQnzq/Xh86GIAjCJ6XWxFBsNg350NnQyuY+i/m1+7v/O/B9RChTR+/QKtYroAtB4/tpFes2/Reu+h99k6xR191MDO0W3q5y5crRvn179u/f/8ZpLV++nHHjxr2FXAmCIAiCIAiCIAj5+eiGdv8XyWSyt5JO7mzlgiAIgiAIgiAIwrsjeqQFQRAEQRAEQRAEoRDEM9KCIAiC8A4p5JnoGhhqDhQEQRC0lpmViaH+v+O7NTsjEz2jd59XeWYWBobaDTjOkmeir+XfJoU8G10D9df4FoYiS8Hjpy/eKI135XWfkRZDuwUeP05BoRD3U4T3r1y5kh/txBPCp+39172M97gv4WMmvveED+nTq3//pu/WjzGv7y9P5cqVfG/7el/E0G5BEARBEARBEARBKATRkBYEQRAEQRAEQRCEQhANaUEQBEEQBEEQBEEoBNGQFgRBEARBEARBEIRCEA1pQdAgPv4+5ubNkcnskcnscXa2ZfBgF6Kj90kxwcFLMTMzZefO7SrbpqWl0b59Kzw8Rkpxc+bMlNbL5XI8PccydGh/kpOTC8zHtWtXGTLEBWdnO/r1s+fYsV+lddevX8PNbSD9+tnj6urElSuXC0zr8uU/+PHHliQlJUnLwsNDcXS0wdnZlnHjflZZp8mCBYG0bv0tDx4kqix3cxtI797dpLJzdLRh0aJ5pKYqZ228e/cuZmamuLkNVEvTz28KZmamJCUlER9/n/btW6msj47ei6VlW06fPql1Pgsyb16AdJ4AEhMTGDXqJ5yd7XBysiEqakee26WnpzNlykQcHKyxs7Pi8OGD0roTJ47h6uqETGaPi4sDJ08e1zo/169fw8zMlLVrQ1SW79oViZmZKcHBS1WW5+Tk0Lt3d5ycbAod9/Jx5+TkMG9eAI6OvUlISNAqr1ev/kX37h1Vlml77Jcv/8GQIS7IZPb07duHPXt2SesOHTqAs7MtMpk9w4cP5t69uxrz4uc3BXv7XqSlpaksb9++FfHx91mzJgSZzJ7u3bvTvn0rlfp5795d3NwGcuDAfmm7hw8f4OjYm8DAWSgUigL3re0xnzlzGldXJ5yd7Rg4UMalSxcBpLzl/tejhwUdOvyg8Zjd3AZiZmaqVj5nzpzGzMyU9evXSHFubgNVjiMpKQkzM1NA+V2nzfWojefPn+PsbMuVK5c0xr567eWSy+UMGOAs5b8gu3ZFYm3dVcprQXUgV0zMfgYMcMbOzoq+ffswfrw7169fA+DGjTjpPFhZWdKx4w/S502b1klp5HedurkNVLv28rJjRwSOjr2xte2Jv/90srKy1GJycnJYtmwRtrY9kcns8fefQUaG6gRBeV2D+QkOXqpyjv/66woeHiPp06cHMpk9Q4a4qnyP3b9/j4kTxwDk+V38NpmZmXLmzOkCY1JSUvD09MDJyQZHx95qZf8yS8u2KtfU3r1RbznHgiD8l4lZuwVBC0ZGRoSErJc+JyTEM2LEEPT0dGndui0AFSpUZM+eXVhadpPiDh6MpmjRYnmmmZaWxsSJYzAyKkJg4EKMjIwKzIOPzyRcXQdjbt6auLhrDBrkwq5d0WRnZ/Pzzz8xbtwkWrY048iRg0yd6sn69aF5ppOUlMTs2dORy+XSsvv377F8+SLWrw/ls89KMXeuP8HBSxk9eqzGssnIyGDPnp20bt2W0NDNDBkyTGX90KHD+fHHdgBkZWUxd+5spkzxZNasQAAMDY24ffsWCQnxVKxYSSqbCxdi891neHgoq1YFM3fuIurWracxj5pER+9j374oGjY0kZbNmTOTli2/x8bGnidPHmNra0XTps0oX76CyrYrVy6laNFirFu3lYSEBAYP7kf9+g0oVqw43t6eBAUto1at2ly7dhU3twGEhe2kWLHiGvO0bdsWOnSwICxsC7a2jujr//N1nVvXXF0HSctiY8+SkZFOkSJGhY7LlZ2dzfTpU7l37w6LFq3A2PizAvOYlZVFaOgm1q1bTVpaqrQ8JSVFq2PPyclh4kQPxo/3olmzFjx4kIiLiyMNG5pQvnx5fHwmERKygSpVqrJp0zrmzp3N7NnzNJZdQkI88+b5M27cJLV1Tk4ynJxklCtXkj597OjVy0aqn6+6e/cOo0b9RLduPXFy6lfgPrU9ZrlcjpfXeObMWcAXX9Tn11+P4OPjxYYNYVLeQNkQHTDAmbFjPTUeLyjP9d69Uf9v784Doqr6/4G/GcBRi3IDcUE0BVEzKxckt9RkzQ0JEREQSMkFNZd8ADFFBE2lzEgTlHJ5FCHADbREUQT1lxu5K4hbprikAsIww3z/mB83phmGGRPHB9+vv7hzz7333Ms5Z+Zzz7nnYvz4T4XP0tN3oUmTpkrpzp07g59+Wgdf3wC1+3mW+vhPOTlZWLlyBf7883aNadXVvUrffLMct2/f0uqYYnF91K/fQFjWVAYAIClpK3bt2o5588LRrt1bQr5nzJiM5ctXwsqqo9Dm7969AwcO7MPSpV+r7Ke6elq/fn00aNBAJX1V+flXsG7dD4iL24g333wTCxaEYuvWTRg71kcp3e7dO5CdnYW1a3+CiYkJ4uNjsXbt95gyZXq1dVCTqnk7f/4sgoNnY/bsYHzwQV8AwLVrBQgNnYMHD+5jxIhR+PPP27h+/ZpW+/63xGJxjdctNvZ7mJo2x6JFS/H06VOMG+eOd999H2+//Y5SuuvXC2Bi8qbSdzcR0fPEHmmiZ2Bu3gL+/oFKPSW2tna4ejVfqVc2PX0X7O2dVLZ//PgxZsyYjJYtWyMiYqkQRF+4cA6+vp5qjxkXtxH9+il6p27dugkTExOIRCIcO3YELVu2hp2d4kdQ374DsHBhlNp9VFRUYOHCeZg4cbLK51KpFCUlJaioqEBZWSnq1dPu3YL79u1Fy5at4eExFtu3J6O0tLTatEZGRpg6dQZOnz6Ba9cKAACGhiIMGjREqacgMzMDffuq74nbsCEeCQmbERMTqzaIruxdq2rWrCBkZWWq3V9BwVVs3vyTSmARGbkco0aNBqDonTY0NFR7s+PgwQMYNmwEAMDc3Bw9e9oiI+MXSKVSzJz5Bd56qz0AoG3bdpDL5Vr16JWUFGPv3nR4e/vhtddew4ED+5TWt2/fAQ0aNFQKbtLSdqqUNW3TAYBEIkFo6BcoLi7C11/HCEH0vXuF8PX1xL17hSrbXLp0AXl5V7B48VdKn2t77hKJBH5+n6JnT1sAgJlZczRq1BiFhXchk1VALpejqKgIgCKY07ZMurl5ICcnS+W66eLy5UsICgqEn98EpSA6JSURUVHhKum1PWdjY2OkpKTB2toGcrkcf/xxC2++2Uhlf9999zV69/4AdnZ9tMqvvb0T9uz5uw6VlpYiN/c0evTopZTOx8cfW7ZsxJkzv6vdj7b1UVOd2rZtK8LCwtG0aTONea6u7gGKtrO4uEho12piZWWF99/vLixrKgMSiQQ//BCDsLBFQhANAHZ2fTF2rDd++CFGq2Nqqqddu3aDjU1nAEBUVDhSUhJVtj90KBN9+vRH48aNIRKJMHy4q9oe04sXz6NfvwEwMVG8OqZ//4HCsaqrg5p07NgJ77zzHgBg7drv4e3tJwTRAGBp2Rbz5i3EmjXfQSKRYMmSRbh16xY+/3wKAEAmq8BXXy2Gn99YuLsPVzrvH3+Mg5/fWPj6euI//5kptBtTpkxAcPBseHl9gsTELcjMzICf31j4+4/Dp5/64NSpEwCAnj1thTrk6+updkTDtGmzMHnyNADA/fv3UF4uwWuvqb7/9fffc2FoKMKkSQHw8fHA+vVrIZPJtL5OREQ1YSBN9Iw6dLBCfv4VYdnIyAiDBn0k/BD6888/UVJSLPwoqPTgwX1MnToR+fl5GD8+ACLR39XQxqZztXfPK3s63N2HIyRkDsaO9YahoSFu3LiGpk2bIjJyIfz9x2H6zSPi1wAAF4tJREFU9MnV/liIjV2Nzp27wNbWTunz1q0tMGbMOHh6jsLw4Y44efIEvL0198BVSk7eBgcHJ9jYdEbTps2qHQJdSSyuDwsLS2EIJQA4OrooDelNS9sFZ+ePVbaNifkGa9asgpubB1q0aKlV/gBg2bKVagPzkpIShIeHISRkvkovsUgkgqGhIaZMmYDAQD8MHTpcbcBz9+4dpV5qU1MzFBbeRaNGjTB4sL3weVzcGlhYWKJly1Y15jc9fTcsLNqgbdt2cHL6GFu3qpaJqtestLQUp0+fUvm/apuupKQEs2dPw+HDBxEQ8BnE4vrCumbNTBEfvxnNmpmq7Ltz57cRHDxfJWDS9tzFYjE+/niEsJya+jNKSorRpcvbaNiwIWbN+g8++8wPw4c7/v/RDkHVXjPl4zdGSMgCLF26GHfuaDc8varffz+NqVMnwtTUDA4OzkrrRoxwU9vLqcv/28jICA8e3MfIkc6IifkGnp7eSuuvXs3HoUMHEBAQqHWera07Qiyuh7NnFcPEFcFvfxgaGiqla9PGEpMmTcPChaEoLi5Suy9t6mN1dQoAVqz4Fp06ddGYX011Ly/vCrZt24I5c0I07qOqNm3a4vPP/x5Bo6kM5OfnwdjYGG3btlPZT48etsjNPaXVMTXVUx8ff7z/vuKm3ty58zBihJvK9v9sO8zMmuPu3bsq6Tp3fhuHDx/EX3/9hYqKCqSn78L9+/eEderqoCY9evQSRj78/nsuunV7TyWNtbUNDAwMUFCQjy++CEWrVq2wYsUqAIBEUoaePW2xbt0mTJ48HTExKwEobtLl51/BDz/8iPj4zejdu4/STScTExNs3LgNbm4e+O67b/D553MRF7cBn376GU6ePA4AiIpaIbQ/8fGbhZsRVRkYGMDIyAgLF86Dt/dovPtud7RpY6mSTiaToUePXli+/FusWrUWx47lIClpq9bXiYioJgykiZ6RgYEB6tevr/SZo6OLEEjv2bMLjo4uKtsdOpSJUaPcMXiwPcLC/qP2mThNx0xISMWWLcnYuPFHHD/+/yCVSpGTcxjDhrkiLm4D3NzcMXv2NEgkEqVts7OzcO7cGfj5qT7/eOzYEWRmZuDnn3chNTUd/foNQETEghrzc/HiBVy5chkffaR4Ns/JyQXbtv0Xcrm8hvOA0rWzsekEkUiECxfO486dyhsQHZS2efr0KfLy8vDVV99g9epVuHTpgrDu6NEc4Rk4AMLfR4/maMxHVFQ43NxGqxyrqlWrfkBKSjqOHTuq8gw8oOjNNzAwEJblcjlEor+Dl8rh7Pv3/4pFi5ZqzE+l1NQkODkpyo69vTMuXbqAM2dyldLY2zsiM3M/ysvLcfDgfrVBk7bpTp06ga5duyEgIBDz5n1RbYClK13OfcOGeKxbtwZLlkRDLK6PvLwriI+PxcaN25Caquj1CwmZU2PZqtSrV284OX2M8PCwGp9t/qe9e9MQGbkMpaWlWvdOVtL2nJs0aYqUlDSsXr0eixcvUBo6m5DwX7i6uuP111V72TRxcHDG3r2KADgtbafam1EAMGzYSFhbd8Ty5UvUrtemPv5b1dW9oqIiLFoUhtDQBTUO8a2JpjJQXbtbXi5Rqs+aaFNPNamokKPqoeRyOQwNVX+WOTq6YODAjzBtWiA++8wflpZtYWRkrPVxaiKTVXctytVeC2NjY+GRJisrazx8+BCA4jvm7NkzCAjwhq+vJ5KStiqV66oB++DB9ggJmYWoqHA8efJY5WaSNsLCwrFz56948uQx4uNjVdYPGzYSM2bMQYMGDWBiYoLRo8cqPftNRPRvMZAmekYXLpxT+RHYqVMXVFRU4PLli8jI+AVDhjiqbOfsPBTDho3E9OmzUFxcjFWroms8Vnl5OX79dY/wY7Bly1bo0aMXLl26iGbNTGFp2Q5duiieMezX70NUVMjwxx/Kzxbu2pWKwsK78PPzEgLOoKCJuHDhHLKyMtG37wA0btwEIpEIrq6f4ORJzRO+AMDPPyfA0NAQ/v7j4OY2FImJW3HjxnUcOXK42m1KS0tRUFCgNKQS+DsI2LNnNxwdnVW2E4vFWLJkBezs+mDcOF+EhMzB48ePACiG1cfHbxZ68yv/VtdDW+nu3Ts4ffoktm7dDF9fT8TGrsbp0ycxa5ai13P//l+FSdEaN26Mfv0GKAXvlZo3N1ca9nz//j2YmpoBUAzhnzlzKvLz87BmzXqYm5tXm59Kp0+fRH5+HjZv3gA3t6EIDBwPIyMjlV7ppk2bwdraBkeOHNYYNGmTrkePXggICMS4cePRokUrLFo0X+uAtTranrtEIsH8+cH49dc9WL16PaysrAEobo507doNrVq1BgC4un6Cq1fz8OjRI63zEBg4BSUlxfjpp3U65T0oaCbee687wsOjkJy8DZmZGVptp805FxUVITNzv7DcsaON0ugWmUyGzMwMODsP1SnPgGJ494ED+/DHH7dQXKw5+J0zJxSnTp0QAu9/qqk+/hua6t7Rozl48uQJFiwIha+vJ7KyDiIhYTNiY1c/07HUlYHKtufy5Ysq6U+c+E3lWVt1tK2nmjRv3hz37t0Tlu/dKxTajqoeP36EIUMc8eOPW7BmzXq0aWOJ1q1ba30cTbp27Sb0Bld1/vxZGBkZoU2btirrqs7XoAi0FW1FRYUMY8f6CO1vbOwGfP99nJC26o2RiRMnIyYmDjY2nbB7905MmfL3s/01OXo0R2hzGzZsiI8+csDFi6ptc3r6Lly5cllYVtyo4NRARPT8MJAmegbXr19DfHwsPDy8VNY5ODhj5coVsLBoo3ayJmNjRU+CWCxGeHgU0tJ2Kg2jVMfY2Bhr136PX3/dC0Dxg+vEid/w3nvvo3fvD3D79h/CTN2KZ80MVIY+R0R8hU2bEpUCzpUr18DGpjOsrW2QnZ2FkhLFZDUHDmSgc+euGvP05MkT7Nu3F0uXfo3ExB1ITNyB5OTdsLd3QkLCf9VuU1ZWim++WY7evT9QyZ+DgzP279+HffvU34AQiUTCDzgvL1+0bdsOX34ZonNvYyUzs+ZITU0XrkdAQCC6dXsPy5YphimmpCQhMVExDLCoqAhZWZl4//2eKvvp23cAtm9PBqAIEI4ezUafPv0gk8kwe/Y0tGjREitWrFI7LFyd5OREODg44+efdwnXdenSr3Hw4H6VWbQdHZ2xZcsmFBUVaQyaakpX+eyxgYEBwsIW4uLFC/jxxziVdNrS5dwXLpyHkpJirF69TqlMdOxog1OnTuDBg/sAgEOHDqBFi5Zo1Ei76wgo6s2XX0Zgy5aNKrMc17QdoBgGPWdOCCIiFqCg4KrGbbQ9Z5FIhMjIhcLw4fz8PFy/fk2YbCs//wpMTEx0enShUrNmpmjf3gqRkQtrDH7feOMN4TlYdWqqj/+Gpro3ePAQJCbuENb17dsf7u6eOg1zr0pdGRCLxQgMnIpFi+YLczUAih7VzZs3ICDgsxr3q0s9rU7fvgNw+PBBPHz4AHK5HNu3J6Nfvw9V0l24cB7BwbMglUohlUqxcWM8hgxRnefgWQQGTsamTT8iJydL+Kyg4CoiIhYgICAQYrEYhoZGWo2c6tXLDjt2pAgjWmJjVyM8PEwlnVQqhZvbUJSWlmLECDfMnPkF8vKuqIyiqk5Gxi9Yt+4HyOVySCQSZGT8gu7dVefGyM/PQ1zcashkMpSVlSIpKQGDBw/R6hhERNpgIE2khbKyMmG4sJ/fWCxevAATJ05RmqClkr29E06fPgknp5p7lCws2uCLL+bhq68W4/LlixonG1u8eBlSU5Pg6+uJOXOmY9KkacJzyZGRy7B8eRTGjXPHypUrEBHxFcRiscaJoqpycRkGO7s+8Pf3go+PB06ePI6QkPkAgKysTKGXtqq0tJ1o2/Yt4TnASj4+/jhx4jehhy0mZqVw3SZM8EXDhg0QGvqlyv5MTc1gadkWFhYWNc4WbWBggNBQRXCzdu33SuuyslR70jVNjFSd4OD5yM09BR8fD0yeHAAXl2EYMGAgAOXJg/z9J+Lp0xJ4eblj+vRJmDRpGlq1ao2MjF9w9uzvOHfu76GOvr6ewrPh6ibSefjwIQ4e3A9Pz3FKn3fv3hNdunRVeb6vf/8PceXKpRqDJm3TAcCbbzbCggWL8dNP63DkSLbWZagqbc/9zJlcHDiwDzdv3sBnn/krDcnv3r0nxowZh6lTJ8LHZwySkhIQGbkcgOZJ+f6pTZu2mDx5+jPfcBk82B4ODs4IDp6F4uKiaicb0/acGzZsiMjIZVi5cgV8fT0RGbkQ8+cvEp6VvXHjBszNVYPo6urhPzk6uuDMmVytgt/33uuO0aPHql1XU318ljpV3bXTRWzsap17p9WVgREjRsHfPxBRUeHw8nKHh4crUlOTEB29CjY2nTTuT9d6Wt1kYx06WMHXNwBBQYHw9BwFkUgkzNhd9f/dq1dv2Np+AB8fD4wb5w5Ly3YYPbrm8l/dcauytrbBihXfYfv2ZIwZ4wovr0+wZEk4/P0nYNQoxSvy2rVrh3r1xPj0U2+NI1WGDh2BPn36YeLE8fDyckde3hWEhHypks7IyAhBQTOxYEEI/PzGYt68uZg7N0xlMsHqJhubMmUGiouL4O09Gv7+XujYsRM++WQMAOXy4ec3ASYmb8DHxwM+PmPQtWs3DB06QmV/RETPykD+b8fvEVGdJpVKMWvWLHz9teqrX+jZRUdHY9iwYWjfvn3NiV8BFeUSiIy1m5UbAKZOnYpvv/22FnP0cmE9VCgoKEBiYiJmzZql76y89A4fPozr169jzJgx+s4K6ZFEKkE9I+3bVqodsjIJDMXP5/9QLpHCuJ52jylIyyUwqua7taJcBpGx6twqtaVCWoH7D4tf2PF0IRIZoGlT3eYlARhIEwD/RXtx9+FTfWeDXlJlj2+jQiZBg8aqs6LSs5HL5Xh0/RgaWdrqOysvjR3LhyM/YpRWae+VlCP/QSl6tTap5Vy9PK4+LEWptAKdTNW/l/5VcfTmY3Ro0gBNGz6/ybbqqgNX/0Kv1iZo+AJ/KNPL562QJLhvrflxBapdCaO/x+Hh2n3H1aRPahIWztT8hpRKYcs/xqr/qH8Ly5TI9bi8LEvtutpgNasvCgufvLDj6eJZA2nOukBEGonfaKHvLNQ5BgYGDKL/hWYNjdHsFQuk2jWuX3OiV4Bt6zf0nYX/GR+2034+ASIi0h0D6RdowYIFOHHiBMrLy3H9+nVhSOfjx4/h6uqKqVOn/qv937lzB6GhoVi7du3zyC4RERERERGpwUD6BZo/XzF5082bN+Ht7Y3U1FQAeG7P+TVv3pxBNBERERERUS3jrN0vidzcXHh4eGDgwIFCYC2TyRAZGYmRI0di2LBhiI+PBwAcPXoUfn5+mDRpEhwcHBAUFASJRIKbN29i0KBBejwLIiIiIiKiuo890i+J+/fvY8uWLSgqKsKgQYMwfvx47NixAwCQnJwMiUQCf39/vP224l2jJ0+eRFpaGszMzODu7o6srCxYW1vr8xSIiIiIiIheCQykXxL9+vVDvXr10KRJEzRu3BiPHj1CTk4Ozp8/jyNHjgAASkpKcPHiRXTo0AFWVlYwNzcHALRv3x6PHj3SZ/aJiIiIiIiqZWpat962wUD6JWFk9Pe/wsDAAHK5HDKZDLNnz4a9vT0A4MGDB3jttddw6tQpiMVilfREREREREQvo7r2+is+I/0S6927NxISElBeXo7i4mJ4enri1KlT+s4WERERERHRK4090i8xDw8PXLt2DSNHjoRUKoWrqytsbW1x9OhRfWeNiIiIiIjolcVAWg9at26NjIwMYfmf74+uui40NFRle1tbW9ja2grLUVFRarclIiIiIiKi549Du4mIiIiIiIh0wECaiIiIiIiISAcGck73TEREelZRLoHIuJ6+s0FEVKdIpBLUM2Lbqm+yMgkMxc/n/1AukcK4nnZP50rLJTCq5ru1olwGkbHhc8mTNiqkFbj/sPiFHU8XzzprN5+RJty/X4SKCt5PoRfP1NTkpX0VAulD2Qs7Esse6QvLHr14f7etLH/69OK+416O4yqra++QBji0m4iIiIiIiEgnDKSJiIiIiIiIdMBAmoiIiIiIiEgHDKSJiIiIiIiIdMDJxggikYG+s0CvMJY/0heWPdIXlj3SJ5Y/0peXtew9a774+isiIiIiIiIiHXBoNxEREREREZEOGEgTERERERER6YCBNBEREREREZEOGEgTERERERER6YCBNBEREREREZEOGEgTERERERER6YCBNBEREREREZEOGEgTERERERER6YCBNBEREREREZEOGEi/wnbs2AFnZ2fY29tj06ZN+s4O1XGrVq2Ci4sLXFxcsHTpUgBAdnY2hg4dCnt7e0RHR+s5h1TXLVmyBHPnzgUAnD9/Hq6urnBwcEBISAikUqmec0d1VUZGBlxdXeHk5IRFixYBYNtHL0ZqaqrwvbtkyRIAbPuodhUVFeHjjz/GzZs3AVTf1tWVcshA+hV1584dREdHY/PmzUhJScHWrVtx5coVfWeL6qjs7GxkZWUhOTkZKSkpOHv2LHbu3Ing4GDExMRg9+7dOHPmDDIzM/WdVaqjcnJykJycLCzPnj0bYWFh2LNnD+RyORISEvSYO6qrbty4gfnz5yMmJgbbt2/HuXPnkJmZybaPat3Tp08RERGBDRs2IDU1Fb/99huys7PZ9lGtOX36NMaMGYOCggIAQGlpabVtXV0phwykX1HZ2dno3bs3GjVqhIYNG8LBwQHp6en6zhbVUaamppg7dy7q1asHY2NjtG/fHgUFBbC0tISFhQWMjIwwdOhQlkGqFX/99Reio6MRGBgIALh16xZKS0vx7rvvAgBcXV1Z9qhW/PLLL3B2doa5uTmMjY0RHR2NBg0asO2jWieTyVBRUYGnT59CKpVCKpXCyMiIbR/VmoSEBMyfPx9mZmYAgNzcXLVtXV36DjbSdwZIP+7evQtTU1Nh2czMDLm5uXrMEdVlVlZWwt8FBQVIS0uDl5eXShm8c+eOPrJHdVxYWBhmzJiB27dvA1Bt/0xNTVn2qFZcu3YNxsbGCAwMxO3bt/Hhhx/CysqKbR/Vutdffx3Tpk2Dk5MTGjRogJ49e8LY2JhtH9WaiIgIpWV1scadO3fq1Hcwe6RfURUVFTAwMBCW5XK50jJRbbh8+TL8/PwwZ84cWFhYsAxSrdu2bRtatGgBOzs74TO2f/SiyGQy5OTkYPHixdi6dStyc3Nx48YNlj+qdRcuXEBSUhL279+PQ4cOQSQS4fDhwyx79MJU911bl76D2SP9ijI3N8dvv/0mLBcWFgpDMYhqw/HjxxEUFITg4GC4uLjg2LFjKCwsFNazDFJt2L17NwoLCzF8+HA8evQIJSUlMDAwUCp79+7dY9mjWtGsWTPY2dmhSZMmAICPPvoI6enpMDQ0FNKw7aPakJWVBTs7OzRt2hSAYvhsXFwc2z56YczNzdX+zvvn5//L5ZA90q+oDz74ADk5OXjw4AGePn2KvXv3on///vrOFtVRt2/fxuTJk7Fs2TK4uLgAALp164arV6/i2rVrkMlk2LlzJ8sgPXfr16/Hzp07kZqaiqCgIAwaNAiRkZEQi8U4fvw4AMXMtix7VBsGDhyIrKwsPH78GDKZDIcOHYKjoyPbPqp1NjY2yM7ORklJCeRyOTIyMtCrVy+2ffTCVPc7r1WrVnWmHLJH+hXVvHlzzJgxA97e3igvL4ebmxveeecdfWeL6qi4uDiUlZUhKipK+MzDwwNRUVGYOnUqysrKMGDAADg6Ouoxl/QqWbZsGUJDQ1FUVIQuXbrA29tb31miOqhbt24ICAiAp6cnysvL0adPH4wZMwZvvfUW2z6qVX379sW5c+fg6uoKY2NjdO3aFRMmTMCQIUPY9tELIRaLq/2dV1e+gw3kcrlc35kgIiIiIiIi+l/Bod1EREREREREOmAgTURERERERKQDBtJEREREREREOmAgTURERERERKQDBtJEREREREREOmAgTURERERERKQDBtJEREREREREOmAgTURERERERKSD/wO4uN9929SGoQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y=['DMK+', 'ADMK+', 'AMMK', 'NTK', 'MNM', 'NOTA', 'Others']\n",
"figsize = (15, 20)\n",
"title=''\n",
"sorted_df = parliament_df.sort_values(by=y)\n",
"ax = sorted_df.plot(x=\"Title\", y=y, kind=\"barh\", stacked=True, figsize=figsize, title=title)\n",
"sns.set(style=\"darkgrid\")\n",
"x = sorted_df[y].sum()/38\n",
"x_offset = -0.03\n",
"y_offset = 0.02\n",
"for idx, p in enumerate(ax.patches):\n",
" b = p.get_bbox()\n",
" if idx < len(sorted_df):\n",
" #print(idx, type(idx))\n",
" row = sorted_df.iloc[idx]\n",
" #dmk, \n",
" val = f\"DMK: {row['DMK+']}, ADMK+: {row['ADMK+']}, AMMK: {row['AMMK']}, NTK: {row['NTK']}, MNM: {row['MNM']}, 'NOTA': {row['NOTA']}, 'Others': {row['Others']}\"\n",
" else:\n",
" val = ''\n",
" ax.annotate(val, ((b.x0 + b.x1)/4 + x_offset, b.y1 + y_offset))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1080x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def partywise_cons_votes(df, y, title, figsize=(15, 20)):\n",
" sorted_df = df.sort_values(by=y)\n",
" ax = sorted_df.plot(x=\"Title\", y=y, kind=\"barh\", figsize=figsize, title=title)\n",
" sns.set(style=\"darkgrid\")\n",
" x = sorted_df[y].sum()/38\n",
" ax.axvline(x, color='k', linestyle='--')\n",
" x_offset = -0.03\n",
" y_offset = 0.02\n",
" for idx, p in enumerate(ax.patches):\n",
" b = p.get_bbox()\n",
" val = f\"{sorted_df.iloc[idx][y]}%\"\n",
" ax.annotate(val, ((b.x0 + b.x1)/2 + x_offset, b.y1 + y_offset))\n",
"\n",
"partywise_cons_votes(df=parliament_df, y='NTK', title='NTK Constituency Wise Voting Percentage')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"partywise_cons_votes(df=parliament_df, y='MNM', title='MNM Constituency Wise Voting Percentage')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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(Sorry about that, but we can’t show files that are this big right now.)

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