Skip to content

Instantly share code, notes, and snippets.

@qheuristics
Created October 10, 2020 21:18
Show Gist options
  • Save qheuristics/dd5d5368c97bed928c95c403ec9a8c2f to your computer and use it in GitHub Desktop.
Save qheuristics/dd5d5368c97bed928c95c403ec9a8c2f to your computer and use it in GitHub Desktop.
siar data prep
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://aetperf.github.io/2018/05/24/Pandas-Time-Series-example-with-some-historical-land-temperatures.html"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import glob\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from statsmodels.tsa.stattools import adfuller\n",
"import statsmodels.api as sm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"pthorig = \"../data/orig/*.csv\"\n",
"pthutf8 = \"../data/utf8/*.csv\"\n",
"\n",
"coding1 = \"utf-16-le\"\n",
"coding2 = \"utf-8\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def reencode(f, old, new):\n",
" f8 = f.replace(\"orig\", \"utf8\")\n",
" with open(f, \"r\", encoding=old) as fd:\n",
" content=fd.read()\n",
" with open(f8, \"w\", encoding=new) as fd:\n",
" fd.write(content)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"for f in glob.glob(pthorig):\n",
" reencode(f, coding1, coding2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>Año</th>\n",
" <th>Dia</th>\n",
" <th>Temp Media (ºC)</th>\n",
" <th>Temp Max (ºC)</th>\n",
" <th>Hora Temp Max</th>\n",
" <th>Temp Mínima (ºC)</th>\n",
" <th>Hora Temp Min</th>\n",
" <th>Humedad Media (%)</th>\n",
" <th>Humedad Max (%)</th>\n",
" <th>Hora Hum Max</th>\n",
" <th>...</th>\n",
" <th>DirViento (º)</th>\n",
" <th>VelVientoMax (m/s)</th>\n",
" <th>Hora VelMax</th>\n",
" <th>Dir viento Vel Max (º)</th>\n",
" <th>Radiación (MJ/m2)</th>\n",
" <th>Precipitación (mm)</th>\n",
" <th>PePMon</th>\n",
" <th>EtPMon</th>\n",
" <th>Temp Suelo 10 cm (ºC)</th>\n",
" <th>Temp Suelo 30 cm (ºC)</th>\n",
" </tr>\n",
" <tr>\n",
" <th>IdProvincia</th>\n",
" <th>IdEstacion</th>\n",
" <th>Fecha</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"11\" valign=\"top\">28</th>\n",
" <th rowspan=\"11\" valign=\"top\">3</th>\n",
" <th>2004-01-01</th>\n",
" <td>2004</td>\n",
" <td>1</td>\n",
" <td>4.04</td>\n",
" <td>10.71</td>\n",
" <td>17:40</td>\n",
" <td>-1.97</td>\n",
" <td>08:30</td>\n",
" <td>88.3</td>\n",
" <td>95.9</td>\n",
" <td>00:00</td>\n",
" <td>...</td>\n",
" <td>130.80</td>\n",
" <td>3.53</td>\n",
" <td>13:48</td>\n",
" <td>212.90</td>\n",
" <td>5.49</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.54</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-02</th>\n",
" <td>2004</td>\n",
" <td>2</td>\n",
" <td>5.78</td>\n",
" <td>11.52</td>\n",
" <td>14:40</td>\n",
" <td>1.25</td>\n",
" <td>23:50</td>\n",
" <td>83.3</td>\n",
" <td>98.5</td>\n",
" <td>10:50</td>\n",
" <td>...</td>\n",
" <td>303.70</td>\n",
" <td>6.88</td>\n",
" <td>15:51</td>\n",
" <td>309.40</td>\n",
" <td>6.54</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.77</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-03</th>\n",
" <td>2004</td>\n",
" <td>3</td>\n",
" <td>5.85</td>\n",
" <td>13.32</td>\n",
" <td>13:30</td>\n",
" <td>0.38</td>\n",
" <td>08:00</td>\n",
" <td>75.0</td>\n",
" <td>94.4</td>\n",
" <td>08:20</td>\n",
" <td>...</td>\n",
" <td>305.30</td>\n",
" <td>6.58</td>\n",
" <td>14:50</td>\n",
" <td>342.70</td>\n",
" <td>8.81</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.84</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-04</th>\n",
" <td>2004</td>\n",
" <td>4</td>\n",
" <td>4.41</td>\n",
" <td>15.59</td>\n",
" <td>15:50</td>\n",
" <td>-2.58</td>\n",
" <td>07:00</td>\n",
" <td>82.0</td>\n",
" <td>97.0</td>\n",
" <td>08:50</td>\n",
" <td>...</td>\n",
" <td>281.60</td>\n",
" <td>3.70</td>\n",
" <td>14:51</td>\n",
" <td>261.10</td>\n",
" <td>9.79</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.69</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-05</th>\n",
" <td>2004</td>\n",
" <td>5</td>\n",
" <td>3.08</td>\n",
" <td>14.58</td>\n",
" <td>16:10</td>\n",
" <td>-2.97</td>\n",
" <td>08:00</td>\n",
" <td>83.2</td>\n",
" <td>97.0</td>\n",
" <td>07:20</td>\n",
" <td>...</td>\n",
" <td>50.71</td>\n",
" <td>2.24</td>\n",
" <td>10:10</td>\n",
" <td>41.17</td>\n",
" <td>10.30</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.52</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-27</th>\n",
" <td>2019</td>\n",
" <td>361</td>\n",
" <td>4.96</td>\n",
" <td>14.80</td>\n",
" <td>15:40</td>\n",
" <td>-0.91</td>\n",
" <td>05:50</td>\n",
" <td>88.1</td>\n",
" <td>98.2</td>\n",
" <td>07:40</td>\n",
" <td>...</td>\n",
" <td>38.18</td>\n",
" <td>1.86</td>\n",
" <td>09:23</td>\n",
" <td>27.27</td>\n",
" <td>8.41</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" <td>0.45</td>\n",
" <td>7.77</td>\n",
" <td>9.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-28</th>\n",
" <td>2019</td>\n",
" <td>362</td>\n",
" <td>3.51</td>\n",
" <td>14.81</td>\n",
" <td>15:00</td>\n",
" <td>-2.52</td>\n",
" <td>07:50</td>\n",
" <td>84.8</td>\n",
" <td>98.2</td>\n",
" <td>08:10</td>\n",
" <td>...</td>\n",
" <td>36.49</td>\n",
" <td>1.74</td>\n",
" <td>22:35</td>\n",
" <td>4.90</td>\n",
" <td>9.38</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" <td>0.42</td>\n",
" <td>6.38</td>\n",
" <td>9.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-29</th>\n",
" <td>2019</td>\n",
" <td>363</td>\n",
" <td>3.31</td>\n",
" <td>14.27</td>\n",
" <td>14:50</td>\n",
" <td>-2.59</td>\n",
" <td>07:30</td>\n",
" <td>82.7</td>\n",
" <td>97.2</td>\n",
" <td>08:30</td>\n",
" <td>...</td>\n",
" <td>16.92</td>\n",
" <td>2.07</td>\n",
" <td>11:08</td>\n",
" <td>62.85</td>\n",
" <td>9.39</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" <td>0.47</td>\n",
" <td>5.70</td>\n",
" <td>8.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-30</th>\n",
" <td>2019</td>\n",
" <td>364</td>\n",
" <td>2.70</td>\n",
" <td>12.86</td>\n",
" <td>14:10</td>\n",
" <td>-2.72</td>\n",
" <td>05:30</td>\n",
" <td>88.1</td>\n",
" <td>97.4</td>\n",
" <td>06:30</td>\n",
" <td>...</td>\n",
" <td>45.49</td>\n",
" <td>3.41</td>\n",
" <td>15:05</td>\n",
" <td>121.80</td>\n",
" <td>9.25</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" <td>0.47</td>\n",
" <td>5.20</td>\n",
" <td>7.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-31</th>\n",
" <td>2019</td>\n",
" <td>365</td>\n",
" <td>3.23</td>\n",
" <td>12.92</td>\n",
" <td>14:10</td>\n",
" <td>-2.12</td>\n",
" <td>07:00</td>\n",
" <td>89.1</td>\n",
" <td>98.1</td>\n",
" <td>07:20</td>\n",
" <td>...</td>\n",
" <td>29.40</td>\n",
" <td>1.97</td>\n",
" <td>13:42</td>\n",
" <td>345.70</td>\n",
" <td>8.94</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" <td>0.43</td>\n",
" <td>5.14</td>\n",
" <td>7.49</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5844 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" Año Dia Temp Media (ºC) Temp Max (ºC) \\\n",
"IdProvincia IdEstacion Fecha \n",
"28 3 2004-01-01 2004 1 4.04 10.71 \n",
" 2004-01-02 2004 2 5.78 11.52 \n",
" 2004-01-03 2004 3 5.85 13.32 \n",
" 2004-01-04 2004 4 4.41 15.59 \n",
" 2004-01-05 2004 5 3.08 14.58 \n",
"... ... ... ... ... \n",
" 2019-12-27 2019 361 4.96 14.80 \n",
" 2019-12-28 2019 362 3.51 14.81 \n",
" 2019-12-29 2019 363 3.31 14.27 \n",
" 2019-12-30 2019 364 2.70 12.86 \n",
" 2019-12-31 2019 365 3.23 12.92 \n",
"\n",
" Hora Temp Max Temp Mínima (ºC) \\\n",
"IdProvincia IdEstacion Fecha \n",
"28 3 2004-01-01 17:40 -1.97 \n",
" 2004-01-02 14:40 1.25 \n",
" 2004-01-03 13:30 0.38 \n",
" 2004-01-04 15:50 -2.58 \n",
" 2004-01-05 16:10 -2.97 \n",
"... ... ... \n",
" 2019-12-27 15:40 -0.91 \n",
" 2019-12-28 15:00 -2.52 \n",
" 2019-12-29 14:50 -2.59 \n",
" 2019-12-30 14:10 -2.72 \n",
" 2019-12-31 14:10 -2.12 \n",
"\n",
" Hora Temp Min Humedad Media (%) \\\n",
"IdProvincia IdEstacion Fecha \n",
"28 3 2004-01-01 08:30 88.3 \n",
" 2004-01-02 23:50 83.3 \n",
" 2004-01-03 08:00 75.0 \n",
" 2004-01-04 07:00 82.0 \n",
" 2004-01-05 08:00 83.2 \n",
"... ... ... \n",
" 2019-12-27 05:50 88.1 \n",
" 2019-12-28 07:50 84.8 \n",
" 2019-12-29 07:30 82.7 \n",
" 2019-12-30 05:30 88.1 \n",
" 2019-12-31 07:00 89.1 \n",
"\n",
" Humedad Max (%) Hora Hum Max ... \\\n",
"IdProvincia IdEstacion Fecha ... \n",
"28 3 2004-01-01 95.9 00:00 ... \n",
" 2004-01-02 98.5 10:50 ... \n",
" 2004-01-03 94.4 08:20 ... \n",
" 2004-01-04 97.0 08:50 ... \n",
" 2004-01-05 97.0 07:20 ... \n",
"... ... ... ... \n",
" 2019-12-27 98.2 07:40 ... \n",
" 2019-12-28 98.2 08:10 ... \n",
" 2019-12-29 97.2 08:30 ... \n",
" 2019-12-30 97.4 06:30 ... \n",
" 2019-12-31 98.1 07:20 ... \n",
"\n",
" DirViento (º) VelVientoMax (m/s) \\\n",
"IdProvincia IdEstacion Fecha \n",
"28 3 2004-01-01 130.80 3.53 \n",
" 2004-01-02 303.70 6.88 \n",
" 2004-01-03 305.30 6.58 \n",
" 2004-01-04 281.60 3.70 \n",
" 2004-01-05 50.71 2.24 \n",
"... ... ... \n",
" 2019-12-27 38.18 1.86 \n",
" 2019-12-28 36.49 1.74 \n",
" 2019-12-29 16.92 2.07 \n",
" 2019-12-30 45.49 3.41 \n",
" 2019-12-31 29.40 1.97 \n",
"\n",
" Hora VelMax Dir viento Vel Max (º) \\\n",
"IdProvincia IdEstacion Fecha \n",
"28 3 2004-01-01 13:48 212.90 \n",
" 2004-01-02 15:51 309.40 \n",
" 2004-01-03 14:50 342.70 \n",
" 2004-01-04 14:51 261.10 \n",
" 2004-01-05 10:10 41.17 \n",
"... ... ... \n",
" 2019-12-27 09:23 27.27 \n",
" 2019-12-28 22:35 4.90 \n",
" 2019-12-29 11:08 62.85 \n",
" 2019-12-30 15:05 121.80 \n",
" 2019-12-31 13:42 345.70 \n",
"\n",
" Radiación (MJ/m2) Precipitación (mm) \\\n",
"IdProvincia IdEstacion Fecha \n",
"28 3 2004-01-01 5.49 0.0 \n",
" 2004-01-02 6.54 0.0 \n",
" 2004-01-03 8.81 0.0 \n",
" 2004-01-04 9.79 0.0 \n",
" 2004-01-05 10.30 0.0 \n",
"... ... ... \n",
" 2019-12-27 8.41 0.2 \n",
" 2019-12-28 9.38 0.2 \n",
" 2019-12-29 9.39 0.2 \n",
" 2019-12-30 9.25 0.2 \n",
" 2019-12-31 8.94 0.2 \n",
"\n",
" PePMon EtPMon Temp Suelo 10 cm (ºC) \\\n",
"IdProvincia IdEstacion Fecha \n",
"28 3 2004-01-01 0.0 0.54 NaN \n",
" 2004-01-02 0.0 0.77 NaN \n",
" 2004-01-03 0.0 0.84 NaN \n",
" 2004-01-04 0.0 0.69 NaN \n",
" 2004-01-05 0.0 0.52 NaN \n",
"... ... ... ... \n",
" 2019-12-27 0.0 0.45 7.77 \n",
" 2019-12-28 0.0 0.42 6.38 \n",
" 2019-12-29 0.0 0.47 5.70 \n",
" 2019-12-30 0.0 0.47 5.20 \n",
" 2019-12-31 0.0 0.43 5.14 \n",
"\n",
" Temp Suelo 30 cm (ºC) \n",
"IdProvincia IdEstacion Fecha \n",
"28 3 2004-01-01 NaN \n",
" 2004-01-02 NaN \n",
" 2004-01-03 NaN \n",
" 2004-01-04 NaN \n",
" 2004-01-05 NaN \n",
"... ... \n",
" 2019-12-27 9.56 \n",
" 2019-12-28 9.06 \n",
" 2019-12-29 8.40 \n",
" 2019-12-30 7.87 \n",
" 2019-12-31 7.49 \n",
"\n",
"[5844 rows x 23 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dtypes = {\"Temp Suelo 10 cm (ºC)\": 'float64', \"Temp Suelo 30 cm (ºC)\": 'float64'}\n",
"dfraw = (pd.concat([pd.read_csv(f, sep=\";\", decimal=\",\", dtype=dtypes, dayfirst=True, parse_dates=[\"Fecha\"])\n",
" for f in glob.glob(pthutf8)])\n",
" .sort_values(\"Fecha\"))\n",
"df = (dfraw.loc[dfraw[\"Fecha\"].dt.year > 2003]\n",
" .set_index([\"IdProvincia\", \"IdEstacion\", \"Fecha\"]))\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Año int64\n",
"Dia int64\n",
"Temp Media (ºC) float64\n",
"Temp Max (ºC) float64\n",
"Hora Temp Max object\n",
"Temp Mínima (ºC) float64\n",
"Hora Temp Min object\n",
"Humedad Media (%) float64\n",
"Humedad Max (%) float64\n",
"Hora Hum Max object\n",
"Humedad Min (%) float64\n",
"Hora Hum Mín object\n",
"Velviento (m/s) float64\n",
"DirViento (º) float64\n",
"VelVientoMax (m/s) float64\n",
"Hora VelMax object\n",
"Dir viento Vel Max (º) float64\n",
"Radiación (MJ/m2) float64\n",
"Precipitación (mm) float64\n",
"PePMon float64\n",
"EtPMon float64\n",
"Temp Suelo 10 cm (ºC) float64\n",
"Temp Suelo 30 cm (ºC) float64\n",
"dtype: object"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>min</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Fecha</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2004-01-31</th>\n",
" <td>6.095806</td>\n",
" <td>1.47</td>\n",
" <td>12.45</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-02-29</th>\n",
" <td>6.458276</td>\n",
" <td>2.47</td>\n",
" <td>10.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-03-31</th>\n",
" <td>8.761290</td>\n",
" <td>1.82</td>\n",
" <td>13.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-04-30</th>\n",
" <td>11.834333</td>\n",
" <td>7.04</td>\n",
" <td>18.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-05-31</th>\n",
" <td>15.095161</td>\n",
" <td>9.89</td>\n",
" <td>21.96</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-08-31</th>\n",
" <td>24.899032</td>\n",
" <td>21.06</td>\n",
" <td>27.51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-30</th>\n",
" <td>20.341333</td>\n",
" <td>16.49</td>\n",
" <td>25.76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10-31</th>\n",
" <td>15.215484</td>\n",
" <td>8.22</td>\n",
" <td>21.44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-11-30</th>\n",
" <td>9.776333</td>\n",
" <td>4.13</td>\n",
" <td>18.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-31</th>\n",
" <td>7.577419</td>\n",
" <td>2.70</td>\n",
" <td>14.23</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>192 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" mean min max\n",
"Fecha \n",
"2004-01-31 6.095806 1.47 12.45\n",
"2004-02-29 6.458276 2.47 10.68\n",
"2004-03-31 8.761290 1.82 13.54\n",
"2004-04-30 11.834333 7.04 18.49\n",
"2004-05-31 15.095161 9.89 21.96\n",
"... ... ... ...\n",
"2019-08-31 24.899032 21.06 27.51\n",
"2019-09-30 20.341333 16.49 25.76\n",
"2019-10-31 15.215484 8.22 21.44\n",
"2019-11-30 9.776333 4.13 18.11\n",
"2019-12-31 7.577419 2.70 14.23\n",
"\n",
"[192 rows x 3 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"temp_month = df['Temp Media (ºC)'].resample(\"M\", level=-1).agg(['mean', 'min', 'max'])\n",
"temp_month"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"temp_month.to_csv(\"aranjuez_media.csv\", index=True)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Fecha\n",
"2004-01-31 13.026774\n",
"2004-02-29 14.391724\n",
"2004-03-31 15.461935\n",
"2004-04-30 19.298000\n",
"2004-05-31 21.612903\n",
"Freq: M, Name: Temp Max (ºC), dtype: float64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"temp_month_max = df['Temp Max (ºC)'].resample(\"M\", level=-1).mean()\n",
"temp_month_max.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Fecha\n",
"2004-01-31 0.487097\n",
"2004-02-29 0.050000\n",
"2004-03-31 3.027419\n",
"2004-04-30 4.631667\n",
"2004-05-31 9.027097\n",
"Freq: M, Name: Temp Mínima (ºC), dtype: float64"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"temp_month_min = df['Temp Mínima (ºC)'].resample(\"M\", level=-1).mean()\n",
"temp_month_min.head()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"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>Temp Media (ºC)</th>\n",
" <th>Temp Max (ºC)</th>\n",
" <th>Temp Mínima (ºC)</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Fecha</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2004-01-31</th>\n",
" <td>6.095806</td>\n",
" <td>13.026774</td>\n",
" <td>0.487097</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-02-29</th>\n",
" <td>6.458276</td>\n",
" <td>14.391724</td>\n",
" <td>0.050000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-03-31</th>\n",
" <td>8.761290</td>\n",
" <td>15.461935</td>\n",
" <td>3.027419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-04-30</th>\n",
" <td>11.834333</td>\n",
" <td>19.298000</td>\n",
" <td>4.631667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-05-31</th>\n",
" <td>15.095161</td>\n",
" <td>21.612903</td>\n",
" <td>9.027097</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-08-31</th>\n",
" <td>24.899032</td>\n",
" <td>34.545806</td>\n",
" <td>15.497419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-09-30</th>\n",
" <td>20.341333</td>\n",
" <td>29.081333</td>\n",
" <td>12.583667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-10-31</th>\n",
" <td>15.215484</td>\n",
" <td>23.847742</td>\n",
" <td>8.089355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-11-30</th>\n",
" <td>9.776333</td>\n",
" <td>14.714000</td>\n",
" <td>4.966333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-12-31</th>\n",
" <td>7.577419</td>\n",
" <td>13.751613</td>\n",
" <td>3.330323</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>192 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" Temp Media (ºC) Temp Max (ºC) Temp Mínima (ºC)\n",
"Fecha \n",
"2004-01-31 6.095806 13.026774 0.487097\n",
"2004-02-29 6.458276 14.391724 0.050000\n",
"2004-03-31 8.761290 15.461935 3.027419\n",
"2004-04-30 11.834333 19.298000 4.631667\n",
"2004-05-31 15.095161 21.612903 9.027097\n",
"... ... ... ...\n",
"2019-08-31 24.899032 34.545806 15.497419\n",
"2019-09-30 20.341333 29.081333 12.583667\n",
"2019-10-31 15.215484 23.847742 8.089355\n",
"2019-11-30 9.776333 14.714000 4.966333\n",
"2019-12-31 7.577419 13.751613 3.330323\n",
"\n",
"[192 rows x 3 columns]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"temp_month_avg = df.loc[:, [\"Temp Media (ºC)\", \"Temp Max (ºC)\", \"Temp Mínima (ºC)\"]].resample(\"M\", level=-1).mean()\n",
"temp_month_avg"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 8))\n",
"sns.set_theme(style=\"whitegrid\")\n",
"data = temp_month_avg[\"Temp Max (ºC)\"].rolling(12).mean()\n",
"sns.lineplot(data=data, palette=\"tab10\", linewidth=2.5);"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 8))\n",
"sns.set_theme(style=\"whitegrid\")\n",
"data = temp_month_avg[\"Temp Mínima (ºC)\"].rolling(12).mean()\n",
"sns.lineplot(data=data, palette=\"tab10\", linewidth=2.5);"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 8))\n",
"sns.set_theme(style=\"whitegrid\")\n",
"data = temp_month_avg[\"Temp Media (ºC)\"].rolling(12).mean()\n",
"sns.lineplot(data=data, palette=\"tab10\", linewidth=2.5);"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"temp_month.plot(figsize=(15, 8))\n",
"ax = plt.gca()\n",
"ax.grid(color= (0.1, 0.1, 0.1), linestyle='--', linewidth=1, alpha=0.5)\n",
"plt.autoscale(enable=True, axis='x', tight=True)\n",
"plt.ylabel(\"Temperature (°C)\")\n",
"sns.set_theme(style=\"whitegrid\")\n",
"#sns.despine()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3UAAAHgCAYAAAACOkT5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOy9ebgk11ke/tbWe999m9EyoxnNaEGS5S1YwgmrxBYixBIHHIcQFjkBQoKdnwkBEgjGASJjEsAyBDAxxhCDZWF5k2QZbyPJNrI0kiWNpBnNdufeuUt3315rP78/qk91375d+6nu6pl6n0cPuOdO36r56pw63/e+3/txhBCkSJEiRYoUKVKkSJEiRYrJBD/uC0iRIkWKFClSpEiRIkWKFOGRJnUpUqRIkSJFihQpUqRIMcFIk7oUKVKkSJEiRYoUKVKkmGCkSV2KFClSpEiRIkWKFClSTDDSpC5FihQpUqRIkSJFihQpJhhpUpciRYoUKVKkSJEiRYoUE4yJSOq+67u+iwC4pP47fvz42K8h/S+N0aT/l8Yo+f+lMUr+f2mMkv9fGqPJ+C+NU/L/uwRi5AhuEubUve51ryNf/epXx30ZKVKkSJEiRYoUKVKkSDEucE5/MBFM3aWIY8eOjfsSUnggjVHykcYo+UhjlHykMUo+0hhNBtI4JR+XcozSpG5MeOyxx8Z9CSk8kMYo+UhjlHykMUo+0hglH2mMJgNpnJKPSzlGaVKXIkWKFClSpEiRIkWKFBOMNKlLkSJFihQpUqRIkSJFiglGapQyJqyvr2NlZWXcl5HCBWmMko80RslHGqPkI41R8pHGaDKQxin5uARilBqlpEiRIkWKFClSpEiRIsWliDSpGxM++MEPjvsSUnggjVHykcYo+UhjlHykMUo+0hhNBtI4JR+XcozSpC5FihQpUqRIkSJFihQpJhhpUpciRYoUKVKkSJEiRYoUE4w0qRsTbrvttnFfQgoPpDFKPtIYJR9pjJKPNEbJRxqjyUAap+TjUo5R6n6ZIkWKFClSpEiRIkWKFMlH6n6ZNNx3333jvoQUHkhjlHykMUo+0hglH2mMko80RpOBNE7Jx6UcozSpGxNarda4LyGFB9IYJR9pjJKPNEbJRxqj5CON0WQgjVPycSnHKE3qUqRIkSJFihQpUqRIkWKCkSZ1Y8LS0tK4LyGFB9IYJR9pjJKPNEbJRxqj5CON0WQgjVPycSnHKDVKSZEiRYoUKVKkSJEiRYrkIzVKSRoeeuihcV9CCg+kMUo+0hglH2mMko80RslHGqPJQBqn5ONSjlGa1I0JzzzzzLgvIYUH0hglH2mMko80RslHGqPkYxQxkjUDt73rM/jUs2ux/65LFelaSj4u5RilSV2KFClSpEiRIsVljs2GgrUdGU+d2xn3paRIkSIE0qQuRYoUKS4zvPuhE3jqXG3cl5EiRYoEodJSAQAX6/KYryRFihRhkBqljAnNZhOlUmncl5HCBWmMko80RsGhGSaO/JdP4gdecwXe/c9vjf33pTFKPtIYJR+jiNFnT2zgx//sK7jt0Dw+9NNviPV3XapI11LyMYoYrdY60HQTBxeKcXx9apSSNKyvr4/7ElJ4II1R8pHGKDjaqgEAI2Pq0hglH2mMko9RxKjS7DJ1jZSpC4t0LSUfo4jRf33gWfz7v/pa7L9nEGlSNyY88MAD476EFB5IY5R8pDEKjpaiAwBObbaw09Zi/31pjJKPNEbJxyhiVG13k7qdNKkLi3QtJR+jiNF6XcbLG02MWg2ZJnUpJgY7bQ2/98hL0A1z3JeSIsXEoq3q9v//1Pna+C4kRYoUicJ2t6eupRpoyPEXfFKkuFRRbWloqwY2G8pIf2+a1KWYGDz8/EX87iMv4rm1+rgvJcVlDNMkeGG9PvIKHCu0FMP+/586WxvfhaS4rFCXNfzch76GjVTal1hUu0kdkJqlpEgRBZT1fmWrNdLfmyZ1Y8Idd9wx7kuYOFRaVsVjqzmaykcao+Rj1DH6yukKvv8Pv4Tves8X8NjJ7ZH+blag8ksAeOpcNfbfl66j5GMUMXr2/A4+9vQFfPKZtOcoDEYRo0pfUre+M1qG4VJBut8lH3HHSNYMu3f99Haa1F0WuOWWW8Z9CROH7W4T91ZD9fhJNkhjlHyMKkbnKm38zF8+iR++7zGc2W4DmFwzgVb3ZXP9ShlPnavFzjim6yj5GEWMGt1iwuOnJrMYMm6MIkaVloorZvIArJ6gFMGR7nfJR9wxqvX1qp/unhdGhTSpGxPuvffecV/CxIHq/TdHxNSlMUo+RhGjR567iG9/9+fwmecv4ue//Qg+9rNvBAA0+2SMkwTK1L3x2gVU2xrOVuJ96aTrKPkYRYyasvXcPfFKZWKly+PEKGJUaau4fqUM4NKRX76wXsdvfeoFmOZonrl0v0s+4o4RlV4CwOlUfpkixXBQacio5JcpUgDAx45fwFROxKNv+xb8xzuOYqGcAbBbxjhJaHWNUr7p2gUAoxttkOLyBn3uKi0VL200x3w1KYah0lKxfyaPqZx4ySR1H3v6At779yfxtXSfSzEi0KSulBVTpi5FCidQpo7KMFOkGAXWajIOLZawvytLyksCeG5yk7p2l2F89dUzyEsCvpaapaQYARpyb708kUowEwfdMLHT0TBXzGBlOof1S2SsAW3XePD4hTFfSYrLBdWWJb+89aoZnNlujVSZkCZ1Y8KhQ4fGfQkTh+3maI1S0hglH6OI0Wqtg/3TOft/cxyHYkZEc0KTOnrd5ZyEm6+Yjp2pS9dR8jGKGDUVHZLAYd90Do+fqsT++y41xB2jWkcDIcBcMYPlqdwlw9TR88InnlkbiQQz3e+Sj7hjRJm6W6+aGflYgzSpGxPuvvvucV/CxGHU8ss0RslH3DEyTIKLdRn7uiwdRTErTi5Tp+rISwIEnsOtV8/guQt1KHp8/YHpOko+RhGjpqyjnJPwhkPzeOKV7bSvLiDijhEdZzBXzGBlKnfJGKVsNRVIAoeLdQVfPRO/22+63yUfo1pLt141A2C0Yw3SpG5MuP/++8d9CROFfovYrRHJL9MYJR9xx2irqUA3iS29pChmhV3z3iYJLdVAMSsAAF591QxUw8Tza43Yfl+6jpKPUcSopegoZgW84dActpoqTm6mfXVBEHeMKv1J3XQOmw0FumHG+jtHga2mim+7fglZkcfHRyDBTPe75CPuGFXbGkpZEUeXLdOhUY41SJO6MeHUqVPjvoSJAu2n2zedQ7WtjuRlk8Yo+Yg7Rqu1DgDskl8CVgP0pMovrcO1CAC49eoZAMBTZ+OrYKfrKPkYRYwaio5SVsI3XjMPAHgslWAGQtwx6k/qlqdyMMnoCqhxgRCCzaaCA/NFfOt1S/jEs+swYpZgpvtd8hF3jKptFbNFCftnchB5bqRmKWlSdwnjQ18+i+Pna+O+DCag/XRHl8sgZPeQ1BQp4sJazZIg7Zu+dOSXLcVAIWMldfum81ieyqYOmCliR1PWUc6KODBfwMpULjVLSRgq7d1JHTD5Yw0aig5VN7FQyuCfvmofNhsKvvxKWkyYBPyLP3oMf37s9LgvIxSqbRWzhQxEgcfVc4WRjjVIk7pLFGs7HfzS/c/gjz5/aVSNKFN3dLkEYHSz6lJc3ljbsZi6K4b01E00U5cR7P9961UzaVI3AWgpOh47ObmJUEu15Jccx+ENh+bw+Kl0Xl2SUOmycjMFCSvdpG7S++q2ugYVC6Usvu36JeQlIXXBnABcqHXw+KkK/mEEPZBxoNqykjoAOLhQTJm6ywFve9vbYv3+v3vqAggBXrp4afQt0BcO1SiPQhYSd4xSREfcMVqtdVDICJjKi7s+L2VFe+7WpKGt9uSXAHDrVbM4vd22m7tZI11HbPArDzyLH/0/j2OnozH/7lHEqCnrKOUkAMA3HprHVlPBqREP5p1kxB2jSltFOSsiKwpYns4CmHymjp4TFkpZFDIivu2GJXzq2fVY2zfS/S46nuy2A/QP8WaJuGNUbWuYLVh73YH5wkjHGqRJ3Zhw/PjxWL//gaesatTJzSZUffKbnanc8vqVKQC9ClyciDtGKaIj7hit1WTsm86B47hdn18qRilAz6HrqZik2uk6io7j52v4yJOrIARoyOyTulHEyOqps4oJbzhk9dU9nkowfSPuGFVaKmaLFruwUMxC5LmJn1VHnbIXSlaS+n237MN2S411pEa630UHZejimkkcd4yqfWvpmoXiSMcapEndmPDwww/H9t0vXWzgubU6XnXVDHSTjNR5Jy5stSxb4oMLBQDAdiv+BRJnjFKwQdwxWtvp7HG+BC4F+WWPqbvlymnwHPBUTEPI03UUDYQQ/PcHn7P/N3UBZolRxKil6Ch1iwkH5wtYnsriidQsxTfijlGlpWKuexDleQ5L5ezkyy9pUle27utbrltCMSPg48/EJ8FM97voeLKb1MXlnRBnjDTDREPRbfnlgfkigNGNNUiTuksQH31qFTwH/MIdRwEAJ9bjsysfFSpN64VTyorIivzEu3KlmAys1mTsn96b1JUyIlTdhDaBlt/97peAlaAeXS6nfXUJxSefXcdXTldx543LADCRxQTDJGirBkpZS5LEcRy+8Zp5PH4qnVeXFFTbvaQOAJanJ38A+VZDAccBc90Ddk4S8B03LuOTz65P5N59OaCjGvj6hTp4zkrqJm1/qLUtJQWVX17TTepGRa6kSd0lBkIIHnjqAr7p2gV84zVz4DngxYuXQFLXUjFfzILjOCyUsiORX6a4vKHoBraaCvbN5Pb8GU2KJs0BkxCClmqg0GeUAgDfsH8aL6zXx3RVKZwgawbe9cnncf1KGT/+TdcAANoTKPuliWgp1ysmvOHQPDYaykhNBFI4o9LsmTsAwHI5h4v1yX7PbjZVzHVdCCm+9+Z9qLU1HJsQ06FzlTa++/e+gJcugXOcHxw/X4NuErzu4BxUw0QrBmVCnKB9gFR+uX8mB0kY3ViDNKkbE+66665YvvfJs1Wcr3bw/bdegZwk4OBC8ZJI6rZbKuZLXb1/OTsS98u4YpSCHeKM0cUd6xkbJr+kvUGTxpoougnDJLuYOsCqKjbkeO5lXOtop63FPpMqbvzZl07jXKWDX/7eG1HuJkRxGPTEHSO6TsrZ/qRuDkDaV+cXcceo0u69YwFgZTqHi5dATx3tp6P4R9dYz93LG/GYyLGO0wvrDTy/Vsc7P/E80+9NKv6ha5Jyxw2WMqESgyorzrVEDcdogUQUeFw1O7qxBmlSNyasrKzE8r0f/doF5CQe33mT9f3XLZfx4iXggLndUmxpyGIpMxL5ZVwxSsEOccbowg4dPD68pw7AxJml0H6s4gBTV8qJaKtGLEnQONZRtaXijb/1KD705bMj/92ssNlQ8AeffRnfccMS3nhkwX7m2jEkdXHHiDLa/cWEaxaKWChl8dXTk2lbPmrEGaO2qkPWzN1M3VQODUWfODVCP7aait1PR2EX5GIqYrGOE13vf39iE198aYvpdycRT56p4dBCEYeXLNliHP4Jca4lm6nrW0ujHGuQJnVjwvve9z7m36kZJj7+zBq+44Zle+M6ulzG6e0WZG2yDp+DoD11gOVktTUCpi6OGKVgizhjdKFmJXXD5ZdWUjRpTB09oBWye0c0APHczzjW0cefWUND0XG2MrnSvvc88iJkzcAvfc8NAPqfOfZ7edwxoixwv/yS4zjsn8mNxPTqUkCcMaKGFPPFfqbOYrgm2SxlGFMnCjzykoCmwt5FFmAfJ7onzxQkvPMTz0+8+sANhBA8ebaK1xyYxVzRilscZilxrqUq7akrSvZnoxxrkCZ1lxC++NIWKi0Vd916hf3ZdStlEBKf1GAUkDUDLdWwN+f5UgaVlgrzEt7cUowfa13p0VCjlAntqaPSvdJAUkelfZOWpDrho19bBWBJMCcRhBB86tl1/NNb9uHQYgkAbMfS9gTGyO6pG3jupnJSLHP3UgQDPTjPFnczdQAmWoK51VD3JHWAVVyYlL2OvmP+v++8Hs+v1XF/d2+7FHF6u41KS8VrD8zaBYa4HDDjQqW1l6kb5ViDNKm7hPDRp1YxU5DwzUcX7c/osO5JdsCki6SfqTNMEttgyhQpAIupmy1IyA9IFYHJNUqhctFBoxTqShiXJGmUOLvdxle7lti1zmTuEWs7MrZbKl5zYNb+LC9ZMZs04wCgt04Gk7rpvIR6mtSNHb13bI9dWOkmdZPK1LUUHR3NGJrUlbNibD3ErEGZ+Te9/irccuU07n3oxMQrr5xA59O99sCsfd6btKSu1laRlwTkpN479uAIxxqkSd2YcPPNNzP9vpai46GvX8T33LwPGbEX1oPzBWQEfqLNUugAyv6kDrDMU+IE6xilYI84Y3ShNnxGHTC5RilOh+uSzdSxP2CPeh199Cmrkn3VXH5iWaBnVncAADddMW1/xvMcChkhFqYu7hg1h8gvAWAqL6I+IYfrcSPOGNECKZW8AT2mblKTut7g8cyeP4uTqWMdp7aio5ARIPAcful7bsDajow/+eIrTH9HUvAPZ6oo50Rcu1hCISMgI/KxJHVxrqVKS7PHGVAcHOFYg9iSOo7jruI47rMcxz3HcdzXOY77+e7n/43juFWO457q/vc9cV1DknHnnXcy/b4vn66goxn43pv37fpcFHgcXirhxCQndd2ei/mBpC7usQasY5SCPeKM0dqOjH1DpJfA5DJ1tOm+kBnsqYuvX2uU64gQgo9+bRVvODSH65ansNOZrPhQPLu6A4HncOO+qV2fF7NiLO6Xcceo4SS/zKfyS7+IM0Z24bRPMlbMiihnRWxM6FiD3uDxIfLLrBibKoF1nFpqb67oGw7N4ztuWMZ7//7kSHwFRo0nz1TxmqtnwfMcOI7DfDETS/E+zrVUa6u7ZMzAaMcaxMnU6QDeRgi5EcAbAPwMx3E3dv/sdwkht3b/+0SM15BYfOADH2D6fVTCsm96r6nDdcslvHgJyC/nu8ncYtfNKu6xBqxjlII94oyRxdTtXU9Az7Ri0qRwNGmj108Rp/xylOvo6fM7OLXVwt2vvgIzBQk7EyrRfmZ1B0eWSrskPIDlWhqH42rcMbLdLwdkv1M5CapuXrJyMpaIM0bVtgqB5zCV3510L0/nsD6hPXXUIXtxWE9dNj6mjnWcmoqxqxjyi999PTqagd+8xEYc7HQ0vLjRwGv7JOdzxYw9IoAl4lxLlfbueY/AaMcaxJbUEULWCCFPdv//BoDnAVzh/rfGh0dfuIif+csnRza9fmNjg+n3tezDmrjnz44sl3FhR0ZDnsyK6LCeOgCxjzVgHaMU7BFXjJqKjrqsO8ovs6IASeAmlqkb3CfilF+Och199GuryIg8vuumfZieUBaIEIJnV3d2SS8pChkxlpEGcceoqejIS8KuIdCA1VMHIO2r84E4Y1RpWQdRjuN2fb4ylbsE5JejNUphHScqv6S4dqmEn/mWw/jIk6v4669M7siWQTx1rgZCsCepi4Opi3Mt1draHqYOGN1Yg70ZQAzgOO4ggFcDeALANwH4WY7j/hWAr8Ji8/YMquE47qcB/DQALC8v495777X/7M1vfjMA4IMf/KD92W233Ybbb78d9913H1otKxteWlrCW97yFjz00EN45pln7J+95557sL6+jgceeMD+7NPmLXhxW8Xi+S+gLFiL/dChQ7j77rtx//3349SpU/bPvu1tb8Px48fx8MMP25/dddddWFlZ2WWVevPNN+POO+/EBz7wAfshKhaLeOtb34pz584xvafcqywV65++773I8CYA4I477sAtt9yC5x/7DIAr8Wvv+SN803X7Y7unY8eO4bHHHmMep088egw85vDHf/C/cOedd+Dmm28GD4JPfOYLqD3xkdjiBCC2e+p/9mic+p+HOJ+9Ud7T//if78YznVnMCQq+7YZl5vf01a9+NZY4fccP/EsAwNe++Bnc+9WPDo2TYB7B8edfBL7r+omJ09kLFwEA/+e+P4DEEfue/vyP7wNwFB/71CPInJ9lGqdjx46N5NkzCPDX29fi9VeVMZ2X8OyTX0ZLXcRv/897ceTw5Kynu37kX2OrqWLjxFdx772PAOg9e7WtddS3CO699/NM94hjx47Fek/VK78VeRG79rg77rgDU/kFAMDvvfePMSeql8y+F8defvz4cft7Wd/TEztXgBgSms3mrnvaqu/DlmAN656099OXW/MAFpGFipdfPr8rTsrs69BU9ImIU1O5Fmq7setaf/KnfhpffOECfulvn8bXPvN3WJSUiT9HaNd/J3gO+Pz9H8Dj3TMsX3gNKi32zx6A2O5pbVtGqXke99776K49otJcwsudGTz99NN41ateFemerr32WjiCEBLrfwBKAP4BwA90//cyAAEWS/hOAH/q9R2vfe1rSZx4eaNBDrzjQXLgHQ+Sh7++Huvvonjve9/L9Pve8/CL5MA7HiS6Ye75s7PbLXLgHQ+Sv3ziDNPfOSr8pw8/Rf7ROx/e9dk3vvMR8vb/91Ssv5d1jC4nmKZJ/u6pVXLbbz5CDrzjQfIjf/RYLL8nrhj9/YkNcuAdD5Ivv7Lt+DO3v+sz5Bf+Ot5nkDV+51MvkGt+8UFimrv3Cd0wyYF3PEh+9+ETzH/nqNbRZ55fJwfe8SB5qLuH//mxV8iBdzxINhvySH4/K3z62TVy4B0Pkq+eruz5sx/70yfI9/3vLzD/nXHH6Gf/8knyrb/z2T2f03X21dPO6yyFhThj9EPv/RJ50/uO7fn8tz/1PDn0nz8+9FyRdPzy/c+QV/3ap4f+2W9/6nly+D9/fM8+yAKs4/S9/+vz5Mf/7Mt7Pt9qyOQNv/kIeeNvfYbUWirT3zkOvPmPHyff/Z7P7/rsv/3ds+QbfvVTzH9XXGtJN0xy8BcfJO9+aO97lL6P1nc6LH6VY74Uq/slx3ESgL8F8EFCyEe6SeRFQohBCDEB/DGAfxTnNfjBR548D54DOA54fq0+kt/51re+len3tVUdOYmHwHN7/uyKmTwKGWFixxpUWuouVy4AWChnYm8UZh2jywVfv7CDN/3R4/i5D30NM4UMrl0qxdZ7FleM6OBxJ/klYPVlTJr8sqXqKGbEPTIroeusGEdP3ajW0f1fu4DZvpEuVNpXm7BZdc9eqIPnsMckBbBm1cXxzMUdo5aiD20NmOrKfusTamgzSsQZI+sdu1cytjKVg2ESbE+gKcewweMUpawE3SRQdJP572V+tlOMPSNoAMtj4Pd/9DVYq8l424efmui5vYZJ8LWz1V3SS8Ayx2sqOhSd7fkhrrW009FACPa4XwKwTdfiNh6K0/2SA/AnAJ4nhLy77/N+e8a7ATwb1zX4gWkS3P/kKv7xkUUcmCvguREldVTuwgr0sDYMPM/hyHJ5YscabLdU2/mSYr6Yjb2njnWMLgds1GXc/YfH8PJGE79598342M+9EUeXS7ENTI4rRmu1DngOWB7inEZRzAqxOBHGibZioJDde0AA4nNWHMU6asgaHvr6Ov7pLfvtkS40qZu0vrpnV3dw7VJp6HzEQkZAO4YCSdwxasr6HudLYHJj5IT1HRk/+edfjcXcIc4YVdva0KRuiQ4gn0AHTCup23tPQK+HOI5Zdazj1FSGrx3A6j/75e+9AY88v4H3fu4k0987SpxYb6ClGnuSOtqbVm2x3R/iWkv24PEha8kuYMXsbREnU/dNAN4C4NsGxhf8Nsdxz3AcdxzAtwL4jzFegyceP7WNCzsyfuA1V+CGfVMjY+r6dbss4HZYA7oOmJOa1DX3VhEXStnYmTrWMRqGP/jsy3jPIy/G/ntGhdPbbai6iXf/81fhR7/x6i4DJMZyEAXii9GFHRlL5dweY4d+FGN0UIsLTXU4YwLEN5B3FOvo0Rc2oOgmvv/V++3PJtWE4xkHkxSgm3jH8MzFHaOGou+ZUQdYIw2A+A86o8KHv3oOjzx/Ece7cwZZIq4YGSZBta3uGmdAMckDyLeaqiNTV45xzijrODmx3BQ/dvtB3HnjMn7vMy9NLFv38mYTAHDDgDqBFvPpWCtWiGst1bpuy4Pul0Bvr4vbsDBO98svEkI4QsgtpG98ASHkLYSQm7uf/zNCyFpc1+AHf/vkKspZEd/5DSu4cd8UzlTaE3dQA9yZOgA4ulzGVlOdSBlFpaVifqDitlDOYLupjsytNC489PV1/MkXXoFmsJeBjAOV1l7HsWJm8hittR3ncQYUkyi/bCvO+0ScjnBx47m1OjICj1ddOWN/ZssvO5Mz1uBiXcZmQ8HNjkmdgJZqTNy+13JgG6ZyXaZuwiSyTvjEs+sAeoe7SQCVjA2VX05PcFLXcJZf0iQprll1rGCaBG3N2DMKpB8cx+F1B2eh6ibaEzoaZKP7fNEiAgVtu2HN1MUFm6lzSerilprH2lOXdLQUHZ98dg3fc/M+5CQBN+ybAiHAifXRsHUs0XLQXVNct1IGALx4sTmqS2ICRTfQVPQ98svFUhaqYaKe8E3ZC3VZR0PR8dS52rgvhQkq3c23PwkvZEW0Y5itFScu1GTsc+mnAyhrMln35bZPxDmQN26c2mzhwHxhF7M6032xTlLC8Mx5i+FxSuoKGRFGTL1AccJJQpYReeQl4ZJg6l7ZatlKn0lih2khbphkbKGUhcBzuDhhs+pkzUBD0bHoIJ+nz2IjhhEuLNHRDBAyfFRVP+ifT1qRkWKzoSAj8nvmJM7FxNTFBdq/PVvc21NXvgTkl4nHp7++jrZq4AdfeyUA4Mb9FvX73Fr8MkVqlcoKLRdZFQBct0yTusmSYPZm1A0Ypdiz6uJb7KxjNAyUiv/8i5ux/65RwD4g9FWqSlkRqmFCjeEgGkeMCCHW4PFpd6aumBEmjtlqqc79GXEN5B3FOjq52cShxeKuz2gPQ22CDtjPrO5YJin795qkAL3h3azlzHHHqCkPl18CwFRevCR66j75bE90FMf9xBUjWogbxtQJPIfFUnbimLrejLrhPXX0gB1HEYtlnGiS5pXUlWKUk44CGw0FS+XsHgMv+kxWGPeoxraWXOSXpYwIjou/4HNZJ3V/++R5XDWXx+sPWs2Z+6ZzmM5LeO7C5DF1Tg5JFIvlLGYKEk5MWFK33dw9eJzCTuoak1HBGQZCiE3FXypJ3XZLRTEjICf1nsWCfRCdjBdOta1B0U1X50ug1980SVK4tmqg4JTU5eLpqYsbmmHi7HYbhxdLuz4XBR7l7GQlDM+u7uDwYgkFB4nsJFbkFd2AapiOxYTpvHRJuF9+8pl13HrVDHISP1HPHC3EDUvqAGB5OoeLE5fUWecGZ/fLyUiCqGt00cUvAYAtqZ+kfaEfF+syloawqjN5CTzHPqmLC9W2iozIDz2L8zyHclaMXV122SZ1F2odHDu5jR949ZV2dYDjONywrzwSs5T+YYYs4MXUcRyHo8tlvDhhYw22W3Rz3ttTByBWB0zWMRqEoptQDRPlnIjjqzsTs3G5odpSMTcQK/uFE4NZShwxouMMqAWxE4pZMTZb7LhgyeCGHxDKMblfxr2Ozlba0E2CQwNJHWD1MUzSAfuZ1R1H6SXQl9QxjlOcMaISZaekbio3WTEahnOVNp5Z3cH33LyCmXwmlvuJK0ZuTB1gOQDHbcPOGrTY65jU5eJL6ljGyWbqXPwSgL4ewQlN6iymbq8yhuc5zBYyzM9Gca2lakvFbEHawzhSTOWlVH4ZF+7/2ioIAX7wNVfu+vzGfdM4sd6AMWEuQm3V8Fz4R5dLeGljsnrqnKqIo5Bfxg26uO+8cQWEAF98eWvMVxQd20NmClJX1rjGGrBGb0adt1EKMFnV0baiu7JATXmymEfA6qcDgMMD8kvAYoEmpaduoy5jo6E4Ol8CPdZ7kno5qcTNlamb8J66TzxjSS+/+6Z9mM5LEzUbseoiGQOAck6auGTBll969dQlXJlA/92d1g5FaUKMX5ywUZexNDU8VnNF9kldXKi2Ncd1BFhrKTVKiQkPHl/D6w7M4ur5wq7Pb9hXRkczcHq7NaYrC4eWoruONACs2W47HW2iElYqv5wfSBRmCxnw3IQndd3F/cYj85jOS/jcicmXYFaGzBSMk6mLA2tdUwA/8ktgcg7YXk5qpdzkMY8AcKprhz2MqZspTA4L9EzXBv/mK72ZukmRMgM9MwonJcmksanD8Iln13HzFdO4aq5gFRIm6H62m3sl8/0o58TYbdhZg54LBt9FFFmRhyRwiU9WacHQSTJPQZnHSXOZBixTm7qsD5VfApaBz/aEJHW1tuqa1E3lxJSpiwubDRnX7yvv+Zw2qMctwbztttuYfZdumFB005OpK0/gwt9uqRB5bo8rksBzmCtmYk3qWMZoGOjinilk8MYjC/jCS5sTx5IMotLau6nZPXUxvEDjiNGFWgcZkXc8EFBQGWPSDwYUXk5q5Ziq13Gvo5ObTSyUsvYIg35M56WJMUp5ZnUHHAfcuG+4SQoQX+9MnDGiRY+yg1GK1VM3GTEahvPVNp4+V8N337wCIL4kNa4YVdt7JfP9mMQxGltNFeWc6JiochwXm9svyzjRQqiTZJ6iaL+LJqPA2I/NrlR2mPwSsBJz1kxdXGup0to7U7kfUyPY6y7bpE7RTGTFvQvl2qUSRJ6L3Szl9ttvZ/ZddDaJm1EKMJkUfaU7eHyYRtkaQB5fBYdljIaBHp6nchK++cgiNhoKXpiwnsd+EEKGzhTs9QGxf+HEEaMLOzL2TeccdfEUcfU3xQV6nW5GKQD7JDXudXRqs7XH+ZJikpi6Z1frOLRQdO2Npoc31uxwnDFqdpk65546EQ1Fn9jByZ/qzqb7npv2AYgvSY0rRtut4YPHKUpZCYZJIGuTw+BvNhUsOvTTUcQ1l5NlnIK6X05SKwDFRsNSxiy6yC+rjJO6uNZSra1hprC3uEgxlZNil/xevkmdbiIr7r39rCjg2qVS7Ezdfffdx+y76Awwz4UfY3NwXNh2qXxYSV18TB3LGA0DffFP5UT8k6OLACbbBbOtGlB0c0+84nS/jCNGa7UO9nuYpACT15xOEwFH+WXWehmxLvrEvY5ObjaH9tMBPdZkEliGZz1MUgDY/ZCs11KcMaKHGOeRBhIIARoTso4G8cln13HjvikcXLCewbgKCXHFqNpSh86oo6BxS/pMt364DR6nKGXjOWCzjJMtv/RQYeUlATw3oUld14Rn2YWpq7ZVpkWfONaSaRJUPeSX5VR+GQ9Mk0A1TGSGJHWAJX95PuZZda0Wu549uwLvwdRN2iEUsIxSBpkfioVSvPJLljEaBrq4p/ISVqZzuG65jM+/NLlJnT1TsODA1MUgDYkjRms7MvZ5mKQAk1cd9ar6xmXzHec6qrRUVNvannEGFDP5DFTdTDzLsNlQsF6XXU1SgD6mjjHrHWeMPN0vu7LZSZRgru/I+IczVXxPV3oJWExdSzWgGWyfubhi5CUZK8XEDseJraZiO2Q7oZwVbRaZJZie7TwKcRQcx6GYiYd5jBsbVH7pwNTNFjMwCdt5o3GspYaswyRwLZBM5S3ToThVCZdlUqd2N9th8ksAuGHfFNbr8sQ47thMnVdP3QTKL4e5KVIslLLYakxGjIaBGqVM5axDzT85uoCvvFKdKBOEfvQGxY+OqWMNQgg2GrKjvr8fkzYzjA6sdtonyhPI5PdMUoYzdbTPLukSzLOVNgDg8NLw5JQiLwngJqwi7yW/nJQYDcOnugPHv/vmffZnk3Y/FR/yS2Cyzg1bTdWbqYtJfskSLVVHTuIhCt5HdTo3ddKw0ZAh8pzjM9gbQJ5sU7ze4HE3+aUYuyrhskzqFI0mdQ5M3QjMUpaWlph9V69XxqOnbgIPbZXmXjdFioVyFh3NiG0jYxmjYWjIGkSeQ06ynsN/cnQRqmHiiVOVWH9vXLCTutJgUhcfU8c6RopuQjPIUNONQZQydD1NRgW7x9QN3yd6TD7bw2ic66g3zmB4MkTjWOsku/hD3QVpgccJtCLPei3FGaOmrIPjnJUk9J4nkak7dnIb1ywUdz1/cSV1ccSooxroaIarUYpt/z8h8ktVN7HT0XzIL9mvI4BtnJqK7lmspyhmhYliUyku1i2pLM8P72Gnzud0niILxLGW7NEgHkwdgFjdZC/PpM6wHvysNPz2b+i6j8VplvKWt7yF2XdRBsRr8U+aUYqiG2gounNSF/OsOpYxGoa6rGEq3xtU+fqDc8hJPD43oX111HZ4MF4CzyEvCbEYirCOET1YOjn19aNnWjEZ64n++3vKLxnvD3Guo5NbTWQEHlfOFob+OW1aT/qsup5pkvdzV8gIzFnvOGPUUHSUMqKj8RBNgiZxVt0rWy1cO8CuxpXUxREjyi64M3WTNbplu+U+eJyilBNj6aljerZTdE+vBIpSNvnM4zBsNBRH6SUQD1MXx1qiZi7uIw1oAStl6piix9QNrxzOFTNYnsrGytQ99NBDzL7L1l17MHVlKqOYkIVf7VZmnKqIC93P40rqWMZoGOodfdchLicJeMOh+Yk1S6Gb7rBKlVVFZP/csY5RvfuS95PUiQKPrMhPTlJnN907z6MC2EtD4lxHJzdaOLhQgOBQ5Z0UKVx/f60XilmReU9dnDFqKbqjSQoAe1xN3EN5WcM0Cc5U2jg4MOt2uhDPMxdHjOyDqA+jlDj6z+IAbclYcGEfgfh66ljGqakYvpO6iZVf1mXHGXVAL6ljOasulrXULRy6FUjoeS/OAtblmdTp7vJLwDJLeS7GpO6ZZ55h9l1t2yjFffEXJ2yultcAUVqJ24ypr45ljIahIWsoD8it/vGRRZzaamG9OwB7klBpaZAEzu7d7EchI9o9XSzBOkZBDtfAZFVHvQwrsiIPkeeYM3VxrqNTW00cWnDuQ+vJL5N9IG0EKCbEUSCJM0ZNRXd85oDJSbwHsVaXoeqm7XpJYd8PY3Y4jhg5qSv6MWkKH3puWHBJFADrvmTNZG5owzJOLUX3NEmhKE7Qu6gfmw0Fiy497LNFaz1VGI6vimMt1bqs90zRpaduBKZQl2lSZx1unNwvAUuC+fJG0/7ZJKPl0yhFFHjkJH5iFj7t0Zp3kFHELb+MG3VZ3zNU/VD3gHBhpzOOS4qESktxnClYyMTD1LFGEBkcMFnVUa/iD8dxKOUm5340w8TZ7bajSQrQY02S3q/VkDVbpuyFQmZyYgRYa8p19l5GBM9Nnvzy9JbVz3nNvENSl/BnDvDJ1GUnq3d4s3se8DOnDki2fL6tBpNfTsrMVArNMLHdUl2ZuqwooJwVbalwUlFpqRD54UVtCiq/jHNW3WWa1HkzdTfsm4JuEry80RzVZYUGPazlfVR04prNEgec3BQp6KiD7RgHkMeJekfbY4xgJ6qNyUtUKy3nGS3FbDxMHWv4NaygsKqjyb8vwDqUSQLnWswqZcWJmRd2ttKGbhJHkxTAMrPhOWsobJLRkHWUc859Z/0oZoSJWEsULUV3ZSB5nkM5NzlD4ile6SZ1jkzdBNyP0xiafuQkHgLPTY78sumvp44mS0k+D3mx3P2YRKMUGiu3njrAKjok3Y2+2tYwUxhe1Kawpeap/JItvHrqgJ5Zyon1eObV3XPPPcy+q6UayAi862GNojwBNr4UXtIQSeAxV8zgYiMeqSLLGA0DPcj1Y7FbsdqcQPZxu6U6zhQsZOIxSmEdI9rXMyiLdUIppl7BOOCn6lvKisxlVnGto5Mb7uMMACthmM4nP2EYthc4oRBDRT7Ovc7PwXQ6LyWeTR3E6a0WsiKPland0jFJ4FHICMyfuThiVG2r4Dm4uv1yHBebU2Qc2GqoKGYEzyK3PeKJ8f7N9GynGJ5eCRSTKL/0GjxOMcc4qYtlLbVU13EGQI/1To1SGMOeU+fgfgkAV87mAViDiOPA+vo6s+9qK7rnOAOKuAwr4sB2U4HAc66sycpULrb+M5YxGoa6vJepo0nR5gQydVWXmYLFjGjPU2QJ1jGiTJ3fA3ZxgiQvLcXw5ZDL+mAQ1zo61WVKDrkwdYB1YE1+T51mG1l5oRSD/DLOva4peyd1U3kx8Yn3IE5vt3BwvjjUin0mhkJCHDGi6gonO3mKUjYep8g4YA0ed2d+gPhGPLGMU0vVPb0SKEoZEarOvkcwTngNHqeYZ5zUxbGWqm3VVcYMWC1QxYyQMnWsoWjdkQYuzFZOEjCdl3CxHk/C8MADDzD7rqaPwxpFHJX4uFBpqZgrur9w9s/kcKEWT/8ZyxgNQjNMtFVjjyGHJPCYLUgT2Se43XKeKVjIxsPUsY5RQ9Yh8JyjQ+QgJqk62lJ0z6pvHAN541pHpzabWChlPWcKThcyiU8Y6oGYOoF5gSTOva7pw5Z9Oi/ZzrOTgtPbbRyYHz5KYyovMZf8xhEjPwdRgBZ7kr2GKLaaiqf0EojPAIZVnAghlnNsAPdLINk9goPY6KqslkbM1MW2ljyYOsDaG1KjFMbo9dS5H3CWp7IT4ULYVnXfh9BSVpqYnhm3JIFiZTqH9ZgS7zjRdHG7WyxnJ46pU3UTDVl37qmLyf2SNeqy5ru3CYiHNYkLfqq+k1T0ObnZwmEX6SXF5MgvffZxZix2mBAS81VFByEETY+eOsDqYU16jPphmARnt9u4ZmH48zcpctJKS3Xtp6OwDJSSv38DVo+91zgDIL4RLqwgayZM4jxXdBClmOSkceJiXQHHeY+fmCtmsN1SE73nVduao/9DP6Zy8fpaXOZJnfvtL0/lcHECDtct1f8sE6unLvkvG4BqlN0Xyb7pPGptDZ0JSBj6UXcx5FgoZbE1YeYv1M7XaabgpLhEBultAuh9Tcaz54epm6Se21ObTU/pJdCVwiXcOa0ha74dVwtZASbpvceSjI5mwCTOYzQoJiUJorhQ60A19o4zoJiEQgJgzYKd8cEuFCfIQKmp6L6Mrkp0bm9Ci1h0Hw7SUwdMzpB4ANhsyJgvZiAK7mfxuWIGqm4yn8/JCoQQVFsqZnwUSMo5MZVfsgYdU+CV1K1M5XAxJqbujjvuYPZdbR+HNYpJckiqdTR7RokT9k1btP1aDCMAWMZoELRRdtg8tElk6rxMbYoZAYpuQmes92cdo2GOpG4odWWlSa4gUrTV8fTUxbGOKi0V1bZ2yTB19Y4WaDYiwLYiH9deRw/MXkXHqQmIUT9Ob3edL+dHl9TFso7aqi92oZwV0ZyQkRMdzfDnBB7TUHVWcaKu5n5bayZtDjFgGaW4zaijoM9olZEEk/Vaaio6dJP4Yr2n8lKa1LGGH/dLwGLqNpsKDJP9ge2WW25h9l0t1fDfTJuVEluZGkStrWI6783UAfEY2rCM0SB61vl742YxdZOV1FG9uxOzWqBVRMaVNtYxCsPUEYKJkJa2fLlfSmirBtM9L451dGrTcr50G2dAQQ/YZgz7OAv4lShS0L2eZV9dXHsdPWB63dt0XoKim5C15K8joG9GnQNTN1Ngn9SxjhFlF/z01E1SMbijGv7mPUoCOI49U8cqTj2mLpj8chIUMRQbDcV1Rh2FPb6KUVLHei3R/lmv/m7AOvOl7peM4cf9EgCWp3MwTILtGA7Y9957L7Pvaqs6ij576so5EaphJn6oOiEEtbbm2XjaY+rYJ3UsYzSIuu2yOJypa6vGRG3ONlPnJL/sPp9txmYprGNk9dT5Z+omqTm9pRievbdxVHvjWEcnN73HGVDMFCSYBGgm1KW0pVoSRd+Oq90YsjQeimuvo8+Rp/tlLv75TSzxylYbOYnHsoNr33ReQkczmL5nWceoEYBdKGWliWCACCHoaAZyPpI6nudQyrCXlbKKE02ig8svkx8nio2G7Cupo8XiSovNWZz5WpKp8sp7D5/KS3ZRPw5clkkdZeoyHjpeOn8m6UYcLcWwmRAvxOX4xBqUzvbqqVvpJnXrMcgv40RPfjmcqQMma6xB1WNQfGFC9P4N2V8/BsUkNaf7cVIrx2TzzRqnNlvICDyunB3uPtgPKmvcSegA8oZLgWcYJunwFkR+CcQ7v4klznTHGTgZKk3CAPJay7o2X+6X3V7bpLLdFLTP1I/8EujeV0LPQrRoc6kapRgmwVZT9RxnAADz3VFJ2wn1GnDzSBjEVM5y+o2rZePyTOp0a1i312wWWoVLugNmEKauOCEL36azPZi6nCRgrpjBhYTHaBD2JuDQUwdgoiSY2y0VHGeZUgxDXEwda1D3S7+YlOZ03TCh6KYP98tkmwdQnNxs4eBCAYLHHg70nsmkHrAbLk64w0Ar90k1DeiHb6Yu4TEaxCvdpM4JvSQ1ufdToeZWHn3rgNU7DADthMtjqQzej/wSiKeHmBVaPtcOxSQVewCrZcMwCZanfPTUdRVA1YQaXtF17qcvupwTYZgktpaNyzSpM5HxMEkBekxdHA6Yhw4dYvI9Zvfh8N9TNxlJHV28XkwdYEkw40i8WcVoGOqyDo6zLPEHsTiBTF2lpWA6Lzm6WNHnk3XywzJGpkm6zmlBkrrJaE6nCYCfOXUAW/OAONbRaq2Dq3ywdEDyWZOgTF2vp47dMxfXXhekpw6YDPmlbpg4V2k7Ol8C8TxzrGNU9eiD7sekFHs6WsCkLga3X1ZxosmZ/5mpk1PsAfpn1HkzdcWMgIzIM+upY72WbPmlH6Yu5r3uMk3qDE/nSwCYL2Uh8FwsDph33303k++hm5hf3bUtr0r45kyZOj92y/um4xlAzipGw1DvaChlxaFs8ULZeslOElNHB8U7gT6frJk6ljFqqjoI8Vdto5iU5vS2TylPr+jD7mAQxzqq+RyaDPTYftbDoFmhHpSpowUShoe3uPY6/z11yWe2KC7UZGgGwTULzkUFam3OMqljHaOKh2S+H3E5RbIGHW2U8z23V2Q+M4xVnGgB1C9TlxUFSAIX6ww0ltjoFq39uF9yHIe5QgYVRvJL1mup55Hgo6euu9fFFafLM6nTTF9JncBzWCxlY+mpu//++5l8D9VdX7pMnZ+kLp/oGA2DW+/WfDELnps0ps59UHwhhoMowDZGQWVwQJ/kJeGyUr9V3ziKPnGso2pb9bU3AMBMnv0BmyV6Vd6A8kuGe3hce51fB7/pCZArUrziMc4A6N0Py0IC6xjZ71g/SZ2tSEg2CyQHZOrKOfbzU5md7ZRgZztgcubBAsBG3T9TB1jFhwojpo71WqK9wL6Suq6PQlx73WWZ1KmGiazPRb88ncPFGBKGU6dOMfmedkCHpNKEGCH0mDrvF87KdC6WAeSsYjQMbr1bAs9hrpjBZkKbgoeh4jEo3mbqGD93LGPUCNDsTDEpRRK/Vd9ezy27Fw7rdSRrBmTN9LU3AJee/DKOQkJce11T1iEJnGcRle6FSY1RP7zGGQDxPHOsY1RpqRB5DmUfTNAlK7+MoaeOVZyaqo6MwPtqFaIoZiYpqaNMnb+kbr6UsftAo4L1WqrLGooZwXOIOtDb51P5JUP4ZeoAYGUqG0tSxwqXKlMXZO5HnAPI44LXsOGF0mQNIK+0VMdxBkB8TB1L9Kptl95IA7/7BN0fkizhCSLNBoCcZB2Map1kFklsJ1yfz11W5MFzbOfUxYVm13HVySWSIicJyIq8LUVNMk5vt1DICK6H0akJSFKrXQmzV2yA/nNDcu8H6Mkv8xl/57skz+1tK4bvYj1FOYYewbiw0bD68P2MnwDYMnWs0ZDdz3P9sMe3xOT0e3kmdT576gBrAHmS3S+pg04xaFKX0I2MotpWUc6KkHxUPuIcQB4XvKzzF8tZbE5IT51pElTbmntPXSYepo4lGgF08RQFaTJkSX5nHk1C0YcmZ34MHgCrH2M6LyVW2teQNYg8h5zH3FQKjuOsinzCJb+A9Z7xa8k+nZcSO3aiH6e3WjjgMs4AAESBRykrJjqps9QV/g6icfTaxgHK1PlNFEo5EU01maMaWor/tUNRzE7GvgD4n1FHMcuwp4416h3d97khNUqJAX7dLwErqavLOnNp39ve9jYm32Prrn1WdAoZARyX7EMbYFU4Z3xYLQPxDSBnFaNhqMuaaw/NYimLrQlh6uqyBsMkmCs6b9CiwCMr8swHQLOMkduYCSfwPIdiRkg8U+fXKEXgORQyAtOiD+t1VO3O13IanzEM03kpsUYpDdk6EPhhTChY987EtddRps4PpvLSRLhfnt5uu5qkUEznJaZJXRzryG9hxG7bSHh8AvfUZUUQwnZUA6s4NRXdd7GeopgVE594U2w0FF8z6ijKOSthZTHfjfVass5z/t5HNPlLjVIYQtFNZEWfPXV0rAFjCebx48eZfE9Qpo7juFgcn1ij2lZtgwMv0AHka4wdMFnFaBi85JeUqYtrQCVLbLf8zTsqZkXmkjGWMQpjlAJMRnO6bVjhY58oMa72sl5HtW5fhd+eOsBKAJPKmjRkLZDkF7CKeCylzHHtdU3FfwWbdRIUB+xxBi4mKRSsmUfWMaq03R2L+zEpdvk9+WXAub0Mz0Msz3ZB5ZelbPILjBQbdQVLPpwvKbIiD5MAmhH9TMR6LdUDyC+zYldqnhqlsEMQ+SWdVcfaXfHhhx9m8j1BZ5kA3UNbwhd+ta0F6JmxBpCvJTRGg/AzD22hlIWqm2gkPE5AvzW2e9WtkBGYS0NYxihsUpfkAbYUQQyVSjm2RR/W66jWCdZTByQ7YaBMXRAUMyJTKXNce10zgIRsKicmnqk7X+1AN4nrjDoK1s8c83UUYCxIVhSQEfjEF4PDzKkD2PYKsopTkLVDMSlGKYQQbAZk6qikVtGjFxZYryWrncZ/rOJUJVyWSZ2qm8j67F9YmbYeuqSapdhMXYDFPwmH0J22u5viIPZN55gzdXGhpeowibshB23CnwSzFJrUuY00AOhBNLmV3npHQ1bkfbP4FJPA1AUxVConfH/ojTvxvz9MF5IvvwwCq0CS3LVEEUR+afU9Jve5A3rjDNycLymSXEiw+6ADrCFrUHcy74ciaE9dOcHGUK3Q8svk3csgdjoaVMMMxtR1YyprZlyXFRr1TjC1xVROTI1SWCKI/HIpJvklKzTDMHUT4JAUhKkDukndhBilUIc3Oq9kGBZKVlI3CX11NKnzqvpakrHkPnd1WQ8sgwMs9quV4GQVsA4IOYmHMGTY/SCKWTHRRko7bSv59iuxApBoo5R6CPnlJKgtAEvWFsRAIKlJEMWZLe8ZdRQzheTeT0PWYZjEN1MH0Gcu2fucrBrgOPhWYiV5xFMYoxS6LyS9bYMOHg9ilEJjKjPsf2QBQgjqsu56nhtEytQxRpCRBuWsiEJGwPoO28P1XXfdxeR72qoOgfeeA9SPpPfUGSZBXdYC9czsm84zT+pYxWgQfuah2UzdBDhgBmLqGLMLLGPU8DCvccIkMN8t1fDNmLC+H9brqNpWAxV8AGsAeUPRoRvJq/KGYuqybNdSXHtdUKauIWuJdCKkOL3dRjEjYMFlfAsFa6aOZYzovC+vPuh+FBN+bgAspi4vCb5Nh+JwA2cVJ2vPDq4aMUky2ax+XAw4eBzol19GvzeWa6mtGjBMEmi+bTknxTa+5fJM6nTDt/slx3FYmcrhYoNtwrCyssLke1qKgWLG/yYGJP8QWu9oIAS+7ZYByyxlp6PZLn8swCpGg/AzD23S5JeFjOApeSnE4BLJMkZ1WUc5gKMixSTYSLcV3f8sS8Y9dazXUbXt37WPYrpbRU3iHLRGAOc0CtaOq3HsdYZJumYPfnvqJJgEzB1yWeKVrRYOLriPM6CYyktQdJMZs8AyRra6IsA6smTZyWQeKWhS5xf2XM6ErSVCCFqKjkJgpo6O2EnuGgJ6g8epEs4PWDJ1LNdSw1ZeBZNfNlKjFHaw5Jf+b31pKouLjFmg973vfUy+p62Gp+iTiqrtbud/keyfYT/WgFWMBkFlYG50/UxegsBz2JoQps6Pi1qRMbsAsI1RWKZuEnrqmorhW6JdZpyksl5HO20N0wGT7+nuXpI0OZxpEjQ8TJOGocCY9Y5jr6PPUBCmDkBiZbKANXjcj0kK0LsfVs8cyxhVbXOrYD11SZdfdlTTdz8d0DPFYsnUsYiTopvQTeJ77VDQs2DS30dh5JcsjVJYrqV6iPm2qfySMYL01AGWAyZr90tWaKn+D2sUpVyye2aqbepu5/+FszJlDSBP8qB4iobiLb/keQ4LpcxEMHXbPpO6QkZgyqSyhtXsfGnKL9uqfxkc3R+S2pdRDWiiBMAej0LHISQF1twld9Z+GErd/tSkxgjoHZT999RZP5e0xJtCN0ycr3ZwcN57Rh3APqljiUoIs6FJMOGQNSNQr6090iBh99UbVRVcfgkk734GsdGQUcwIgQiJXJeIURImLbWL9IGMUlL5JTPohgnDJIGYuuXpHDbqyZwZ1g7RTFvOimiqemJ7F3Y6wV84lKm7MAEOmD35pXvcFkpZbDWTdQgdhkpL8ZXUJb3R3rIlDiG/zIiQNTOR/VoUQaQ8pawE3SRMehfiQK2jYTZALxDQk8Yk7YAddoxGoTs0uZMw04B+2LMRAwwfB5BYB8xaR4NhEnt2rRdmEsoOAyGZugnqqfMLSeCRk/jEJUH2qKoQKqz+v59UWOMM/EsvgT73SwZMHUuEkl/mRagMpdn9uOySOrV78PI70gAAlss5qIZpM0gscPPNNzP5njBMXbF7IGgn9EBQbXWZugCLhL5oWTJ1rGI0CFrZ8arOL5azE8HUVVuaT6ZOREezmopZgWWMwhhWAJMxmDdI0z39OVYHOJYxIoSg1lYxnQ/I1CX0gN1L6oL31AFgViSJY6+jB2W/DDEtqCQtRhQ0EfKrILGZOkbnBpYxqrRVZAQ+4Hzb5A+27qjBkjrAKmKxTFZZxCno2qGw5ZcJVsQA1hoPKqHPSeyYOpZrKYz8ku73cUgwL7ukjj4QGcH/ra9Ms08Y7rzzTibf01aDzzKhNr5J3aDDzKHKSQLmixlcSGCMBtFQdOQlwdOsx2Lqkp/UbbcUX/OOaPLDUoLJKkaaYaKjGaGYukmojgY1SgHYSXhYrqOWakAzSCATJSC5UrhGiAMB0Js3yGotxbHXBZVf2j11CR1ATou6fp89ej81Rs8cyxhVWypmi1JAgzUJHc1ItCKhoxnIBSxylxmPeGIRJ7qug/slUKOU5BYYAevdEnTPy4nsmDqWaymc/LJr3BWDKuHyS+p0ytT5X/iUBWLpgPmBD3yAyfe0FSM0RZ9UKcVORwPPBT/orEznsL7DTn7JKkaD8Nu7tVi2krqkymQB6+UjaybmfFh89w6i7F44rGIUVgYHTEZzelPRffdnlLLWy4lV3y3LdVQLUfAB+g7YCRtAHva5Y907E8deF15+mawYUQR1jGRdSGAZozAOsr1icHITBlkzkA+gwgK6PdEMCwks4kSTsjAjDYBkv4sA690SlIWk6joW4xpYrqV6iD18KsYC1mWY1FmLJVBP3ZTl0MPSAXNjY4PJ97RU/4c1inKCB24CFlM3nZfA+xiU3A/WA8hZxWgQdVnzpb9eLGWhGSRx7EI/tpv+ZtQBfTJFhs8dqxj1GJNww8eB5MovCQlmLV9inDCwXEc0KZsOyNRJAo9iRkjcWqqHfO56rDebZy6OvS6ohKycFcFxyU3q7IKCzz60MmM5KcsYVX2aW/XDZoESLO0L2lMHsDe6YhEnu6cuoAprYpK6APMrKShTpzBoG2K5luqyhqzIB3JdpaxeHMTKZZjUdZm6AO6XS+UuU1dPnhSurRjBF36GvY0vS4SpIgLxDCCPA5Yhh3fMFrp2v0mWYFbtIbbe1sRxMHWsQGUQQZqdKeh6SuqLVDUse2y/SV2Siz41WwIXfH9gPQyaBewm+5Dyy6Q+c0Cf/DLrb03xPIdyVkxcjCio/NKP1BwABJ7DVE5MZJJaaau+k1MK1gx+HOiowdwvAfZzOVmgFbanLpPcvbsfTUW3mV+/yNlGKcmS/9Y7euCiXE9+mTJ1kaHaSZ3/W8+IPBZKGaZjDYpFf7Nu3EAIsZi6gBQ9654Z1thpa4Er8QD7AeQsYjQMlvzSH1MHJHsA+bbtouZ9Pz1zB3bPHasYhe1tApJvI03lUn5NEXpMHZsXDst1FGaGJcV0IZM4+SVl6oIWE3qsN5sCSRx7XU9+GaCCnY/P6jsqqm0VWZEPlDRMF9gVEpiuo5bqOzmlSPq5Aej21AVk6ljP5WQRp1ZA6TKFwHPIS8k2tCGEWD11QeWXDIePs1xLlvIq2L2k8kuGsOWXAXXXS+UcLjJM6t761rdG/g5FN2GS4BQ9rZwmdXMOM4cKYD+AnEWMhqEu6/7kl2Xr32AzwUxdpRmAqcuyZ+pYxSiMgxVF0o1Sgh4Q7MMbo8M1y3VUi5LU5ZPHmjRkHZLABSoyAn3sMKPDaBx7XVPRkZN4iAFMyZLIplJUW8HfS9N5idlsRFYxMkzSHQsSUn6Z0H0OoD11453byyJOVMof1NkcoPMEk6eGoWirBghBYKaO5zlkBJ7JqB2W+129owU2WKM/nxqlMEAY90vAYoFYJnXHjh2L/B2tEJVQoP/QlsyXZ62thTq0sR5AziJGw9CQNV9yq8WSlaQmmanryS999NRRpo5hVZRVjOq2DC5MT13CkzrqpObX/ZIaKTG6H5briDJtMwFHGgDdA3YnWXMfG7LF2gdxIQR6z1w7gTGiCNM3M5WTEpd4U1TbwRMhlkkqqxjtdDQQAswFfMcmXX6pGSY0g4TuqWM1h5jV2U7kgxd7gOSPnuj12gZ/12YlnglTx3K/a/gs0vcjJ/GQBM5WCLHE5ZfUhXC/BCyzFJZJ3WOPPRb5O9p2NSdoM22yK261thrq0MZ6ADmLGA2CEOJbgz2VF5ER+EQPIN9uqRC7vSNesJk6hlVEVjFqREjqenLFZFZHqUTPb/EnK/IQeY7Z4Y3lOqq2NRQz3uNAhmEqJyXuQBp2NmIhw9acJ469rq3ogeVjiWbq2mqoURqs7odVjGwXz6BMXcJHIdHDftCeumJWhGYQJgwQwCZOre7aCVrsAShTl8wYAb13bVCmDrC8MFi4X7Lc7+qyPzfzfnAch3JOikV+GfxfdcIRxv0SsMYabDVVqLoZ6kARB3oV+GCbWFYUkBF4ZpV4llB1Ey3VCPzyBOIZQM4aim5CNUxfGmyO47BQyiSaqWt2D6V+Xj5xMHWsQNkBPy+ajt7Bu554F2ZyM7hh7gZcN3sdeM5M7GEn6MwjjuNQyomJvJ9aR/U9/HkQxayYOIfSsEldVuQh8FwiY0TRDjEIeiovJnhOnYobVqYC/Z3pfAY7MUisoiCIuqIfpQxbBp81Ot2kLnBPXV+vYNC/GxeaihH4XEeR9KSOXlvQnjrAYrgUBnPqWKLe0UMVgy0TJfZxugyTuuBGKQCw0k0YNpsKrpjJM7+uMLANEEIsjiQf2gBgJuALB4hnADlr2MYIPjeBxXI20T11rQBDrZPs2Nfozs0RfIzROL55HPe/fD84cCCwJDvFoxn8w84PAfjPMV9pcPTssf0fEkpZMZGHt7DSbMC6/1ZXZhWmAh4HGrLm2x2yHxzHoZgREukkS9HRgjsRJpqp6w7sDoLpvCUnTdIzF3TeHoWt8EkY200hq9bZLoz8ErDua6Hk3Rs+CrTV4Cw3RSkrMlWVsQZ9fsLcX04S7BaqpCCMUQpATaFS+WVkhJdfsmWB3vzmN0f+jnZIpg6gAzeTtzn3embCHdxYDiBnEaNB0MqM3+r8QimLrQQzdUHcVzMij4zAM2VLWMWoEUBCsdpcBQB89Ps/ig9/34fx67f/OnhjDqflLzC5Ftaw5ZcBZNos9weW6yisiRJgHSJ0k0A1knMoCMvUAV3mkVHiHcde11GNwEYPUzkJsmYmrhpvmta80DBGKaph2ixSFLCKUTWk/FIUeMtZMYFKC6DH1AUeacDYvZhFnJoBpcvPbT+H//21/w1CCNN9IQ5QV+Wg/baARcaw6KljtZZkzYCqmyGZOimdU8cCYZk6mtQlqQLSsyoP59iXRIq+GrKKSJH0WXVBLcyTztQFGWoNAIWswMzcgSWC6OJXm6vgOR5Xla/C9XPX4+4jdyOv3YomWYWsJ+/ZsxvTAyQP5Vwy94edCEwdLX6x7OmMCiupC888JpmpCyO/pM9okmIEWPuDSRBY+judZzuAnAWCztvrRzGbvJluFHZSF/KZS9J9WT11/u/jwy9+GH90/I/w2XOfRSkrJLa/G+j9O4cpZuUkgVnvIwuEnTMKdKXm6Zy66KDT6IP2xa1Ms03qPvjBD0b+jrADKunfSdImRlHrPuRhD24r01lm8wRZxGgQQQ05FkpZVFoqDJONMxdrNBU9EANUzLDta2IVI2sgvL+YXGhewHJhGRLf+/kSdwCAiZeqLzG5HpZohtgnWPZlsFxH1bYaXn5JXUoTxDSEabKnYFmYi2OvkzUD+aAmXgkdnlwJMI+zHyyTOlYxqrZV5CT/8/YeOfMI/uK5vwCQ3GIPYDHDQIieOsYjntic7YxA79UTlRMAgD986g9RkPiEM3Xhz605Ru6XrNZS2DmjgPXcpfJLBgjL1M0WJGQEnukA8qig8stCwJEGQLenLkGHG4ooc6gAi+GrdzSYCU2CaGXGb2VnsZyFYRK7uT1paCvBJFYWu5C85y4oU3dF6Ypdn81J1wAAnq88z/zaoqKpBJ+FlkR5dlgJHMWZzlcglp9NDLtlmtYQ3jAHAsBSaCRxLVFYTF3A+XsxzLJkAcpuBWXq6HtsJ0FD7ysBB4//2bN/ht/+ym/jpepLKCVY2hfW/bI3VD05MWqp/seBGKaBl6ov4YrSFThRPYEt/AM6mpHcQnCEnrqsKEBOkDS7d54LIb/Mx2OUctkmdUHn1HEch6WpLC4mSNpHGY8gFR2KJB7agN7LM+zBbSonwSTJqsb3I4z8EgC2EirBDPLyASy2pJVAaUiQWTOrzVXsL+3f9dlCdgWcWUhmUtc1gQli1JDEinxD1mGSHvvhF1W5iv/0uf+E/3vqvyK3729imQ0UBk1VByHhpDuAZVyRxLVE0dGMwK0BhYSO26HFxqCSxUTKL1uq73463dRxonoCBAR/8NQfoJgVEnluACLIL/uMUpKClqL7LtafaZyBbMi455Z7cHDqIJ5u/D8AZmLPQE1FR1bkA6vl1ppraAlPJ8ooxVZehTFKyUnoaAY0xj3el2FSZyAr8qGcqJancrhYZ3O4vu222yJ/R1vRwXEWJR0UpQQe2gDLKCUj8IEb7Cno4qoz2KBZxGgQYeSXQHIHkAd5+QDoOvaxe+5YxcivYYVqqNhsb+5h6qbyEjj1Cjy/ncCkLsS8MJbSPlYxomx1kILPo2cfxd0P3I1Hzj6Co9O3gBNkXGhcZHI9URGmt6R/QDJLpi6Ova6jBne/LNlMXbLeTWEdI2lSV2OQ1LGKUaWt+h5ncGrnFBRDwdHZo/jM2c8A2XOJdMUFevLLoEkdXX+s7otFnFqK/151Kr28cf5G/Ltb/x22tbMQp55JLKPaUMKZQ/3ml38Tz5u/j44e/SzEai3RIr2fvujN9iZ+9Uu/ii+tfgmEELuIzLoN6rJL6lTdDCy9pJhiKFm8/fbbI39HS7V012ES1MT21LVVTBek0PbPNFli0YDKIkaDqHc0iDznOxFPPlMXTPtfyLBl6ljEyBoIr/namNdaayAge5K6ck6E3tmPF6svQjOTU5UHrKQuaP9CKSuhrbKR8LBaR/Rg7NdW/jce/w38/Gd/Hgv5BfzV9/4VfuTIPQCAkzsvMrmeqGgEOBAAVoL6xr96Iz528mMAaN8jm7XEeq/TDWseZ9ADtj1UPWEMpO3KHLCnjh7ckvQ+qrb8O8g+t/0cAODXbv81zGZnscbdn9hkwZ5Tl/F+t3769KfxlfWvQDct1kjkOWZMXdQ4qd1ZtiWf79UXKi9A5EUcmj6E7zz4nVjKHUBm4RHU5WSeGahyJAguti7i8+c/DwIDHbIZ+RpYrSUqn/RTpH/k7CO4/+X78dZH3oo3PfgmnFMeB2AyN0u57JI6RTcDjzOgKDDUk993332Rv6Ot6oEYrbP1s/jEqU8AsJI6RTeZU79RYVmWh+sxAdi+RFnEaBDWTBP/SetCyXr5JpGp0wwTqm4GYoGKWbZMHYsYyZoJ3SS+NmY6zmBQflnOSVDa+6CZGk7VTkW+JpZohrDNL+XYGVawWkeUqZvOex9IK3IFf33ir3HX4bvwoe/9EK6buw7Xzx0BAJxtnmRyPVERlKl78uKTqKt1/NIXfwm/8qVfQVbSma0l1nsdPWAHVVwUEzrLstJWIfJc4IHJ5awIjmMjv2QVo0rLP1P33PZzyIt53DB3A37i5p9AhTyLOl5gch2sIfuUX15oXsDbP/d2/JtP/xt86//7Vvzyl34ZxdnnUZNbTK4japx6Xgn+mbprZ66FJEjgOR7fe9WPQchu4pGzn450HXGhqeiBnJgB4CMvfwQmsc6qKqIrLVitpYbdTuN9PydrJ1GSSvj1238dbb2Nvz77ThQO/S6Obz7H5FooLr+kTjMD99NRsBz22mpF30CCUPQA8KfP/ine8YV34NiFY3alJGkvT2u4cLh+utXmKv70pV9D/qo/ZSK/ZBGjQVgui8HmhUkCh0orWewP0LMdD2aUwtb9kkWMeoyJd1xoUndl6cpdn5dzIgzZYu+S1lcXhqmjh1cWSR2rdVSz5ZfeyffZ+lkAwJ0H74QkWD+/VJqFqU1jtfUKk+uJiqBM3fnmeRycOoh7brkHD7z8AD5T/yXIuMDEFIr1XmdL4YImdQmVX9baKmYKmcAKEp7nmA1UZxEjzTBRl3XfTN3z28/jhrkbIPAC3nTdm5DnZ6FNfWKXDDgp8Ot+ebp+GgDw07f8NN54xRvx2XOfhbn0fnyp8TtMriNqnHrukP7WzonqCRydPWr/79uWvwWGvA9/e+rPoJvJWkdA8PeRYRr4yEsfwY3zNwIAdCE6U8dqv6vLlvLKjyLhZO0kDs8cxt1H7sYDdz2At97wX8GLDfzdKx9ici0Ul19SpxvIhuhBA6h0LDmLJChTR7XXv/H4byCbsTbApEkwa20t8OBxWZfxh0/9Ie766F348sbfQyy9iLM7qzFdYTT4lflRcJy1YbCw8WUNKkUOskGXEjinrh4gqbvQvACRE7FUWNr1eTkngajzyAuFxPXV+emp++jLH8XdD9yNn3rop/Bfvvhf8IXtP4c08wSq7c6IrtIbtQAOhGcbVlJ3dflq+7NSVoSprOCifDqW6wuKoEzd+cZ5XD11NX721T+L993xPihmA4Vrfh9fWftanJcZCu2Q/U1F2yglWftdtaWFVpBM5yX72R036HX4Gc1gmAZOVE/ghvkbAAA5MYfXTf9z8PnTePTs52K9zjDoaAYkgYPkUbQ/3zgPAPjhoz+Md/3jd+Fzb/ocCso3oma+bLNB4wRdO34K9ludLWx1tnD93PX2Z+VcBurmd2BTXrX6IBMGS37pfy196cKXsN5ax0/c9BPIcCWY4mZi3M3rHUsF46fYc2rnFA7PHAYACLyAb7/6Thidq3GuyVbZcxkmdSayYjj5pSUdM5hUqZaWlrx/yANBZpkYpoGXay/j5oWbca5xDl+u/j8ACXQZ6/jX+wPAF85/AXd99C689+n34luv+lb85u3vBgC8uHM88rWwiNEg6rIe2CkpnxHsKmSSEFQmAvSYOlabMosY1W0HK3/yy5XiCgR+9x5iHcx5XF06nEimzitxeOTMI7jYuoi23sZX1r+Cz2/8DXL77scT649H/v2s1lG1rYHj/Llfnq2fBc/xu3ofc6IAU1lBVTufiL7HeoCkjhCC883zNkN82/7b8G+u+d8ACB4680jka2G914WVX4q8CT6znTimrtL27xg5iJlChslIGhYxss2GfNzL6fppdPSOzZAAwGvn7oSpzuEPnvr9RCRA/ehohq8ZdWfrZ5HhM3ZhTuIlTHFHYULBaiN6MThqnOiZzM/Zjhbq+5O6UlaE3rwBGT6Pr6x/JdK1xAE/76N+fPjFD2M+N49vvfpbMSPtA5/ZhhqxbYjVfkfbabxQkSuoyBUcmj5kf1bOSd0i41mmjOplmtSFZ+p0k0R+oADgLW95S+TvaKvBbW//+XX/HN936PvwuYsfBp+5mKikjhCCalvz3YyuGip+4e9/ATkxhz/9zj/F73zz7+A7Dn4ziJHF6ebXI18PixgNoiFrgWeaFDKifUhKEmg1vRjg4EYr8azuh0WMgswOHDajDugdzK8oHMELlRcSdeDx05h+vnEer1t5HT74PR/EQz/0EN5z20cAAOe6jFcUsFpHO20VUzkJAu9dFT3bOIt9xX229BKwpHCivh8mdJzeOc3kmqLA7sfwsR/sKDtoaS1cWe7JfpeLizDVBbyyE73Sy3qvs5m6ACZKsi7j3z3671C45ndRletMrycqahF6vWcLbJg6FjGqBnDxpCYpN871krrpfAHK1rfhpdoJHN+MXjhlCVkzfDHD5xrncGX5SvBc7xw4Kx4AALxYjW6iFDVOVA3mh6l7oWL1N/bLL62/x2Nf7mjiYgQEk19Sg5Tvv/b7IfES5jL7wWe2IiuXWO13VjuN975wsmb1cV87c6392VROhKEswyCa3S7AApddUqd2RxoExdn6WXxs45eRXf6o3UsUBQ899FDk7wjiPPhixdqsrpu9Dm9//duREwrI7rsfdTk5Q607mgFVNzHjwwgBsDY02ZDxc6/+Obx+5fUAgLyUAZQDWJWjN5+yiNEgKF0fBDlJSGRS1w7w8qGgc6tYuciyiFFPBue9OV9oXthjkgL0DuaL2UPo6B2cqZ+JfF0soBsmOprhKnehLNBV5avsz5YK8yBmBhfbFyJfA6t1VG1r9jBnL5ytn8WBqQN7Ps/BSopeqr7E5JqioN7RkRF4X++j801LMtZfUChkRJjqIs42Tke+FtZ7XVB7ecVQ8B8++x/wxNoT4HgdFzvJ6HukqLY13+Yi/TBMAyT7Mrbl6H1ALGIUZCzIc9vPISfkcHD6oP1ZKSvAaFkSMhYJEEv4HaFxtnF2lywbABayBwDCMbmnqHGizq9FHwX7E5UT2F/cj+nstP0ZTZgWpKM4UT2BttaOdD2s0ZT9G6VQg5QfPPqDAICF3JXgxB00lGhtAaz2O6udxvteqHkalV8CXSZWWQEAvFhjt5Yuu6QuqPslIQT3v3Q/fuhjP4RV+esQy88xOZA+88wzkb+jrfjvqTtRPQGRE3F45jDmcnP419f/LMTCaXz+wiciXwcr1OzB4/4Obk9vPg0AuGXxll2fZ/RD2DHOoaE2Il0PixgNoh6CqctLfCLll9TwJMhIA/qiYlEYAdjEyO/sQFmXsdXZcmXqZkVLXpGUvjo/B4StzhYUQ9nFAhWyIkx1DlvyWuRrYLWOql2zCi8QQnC2fnZXkkpR4vaBg5CIA2lD1nz3Y9A+oP4YFTMiTGUJG501KEY0d1zWe10Q+SVVXHzpwpfwc6/+OQDAppqcpI4QgmrL37NHsd5axx8+9Yf4ro98F57U3oVG8cORr4NFjKjhlp8E9bnt53Dd3HUQ+d7+XspKIPoM8kIxEWuoHx0fTB0hBOcb53etIwCYzhXB6QtM7ilqnFoB5JcvVF/AdXPX7fosJ/HgOWCGPwKTmHh269lI18MSim5Y4xp8FIKpQcpt+26z9/Ll/BXgOIJXdqIxW6z2O7/nuZdrL6MoFbFcWLY/43kOeW4/OPBMi4yXX1IXwP1yR9nB2z/3dvzqsV/FTQs34bbFu8BLdWy2avFepE+01GADKg9OH0RGsDbzf3b4Luita/CJ1T/Gdmc7zsv0DVpF9FuNP755HPuK+/aaVuAIAGInfUmBbphoq4YvDXY/kiq/pC+fIMPHWTN1LODXKOVCy2KthjF1lOXLkRVk+Exi+uoaive9URao39EzJ/EwtVlUlPV4LzAAdjr+TJR2lB00tMaeajwAlLI55LCCl2rjZ+r8DrwHhseomBVgqksgMBPDDFPQnjivHifN1PD2z70dnz//efzqbb+Kn7r5p8CbJewYp0dwlf7QVHToJvFVbGxrbfz8oz+P7/zb78R9T9+HQ9OHsJL5BpDci+ho41fF+H3HmsTEC5UXcMPcDbs+txgWDiv5g4lgu/vR0UzP522zswnZkHH11O69oZwTYSj7EpGo0nej19mOKkIGkzqO41DMiiiYVoHxqc2nYrnOMKCzAP0kddQg5Yev+2H7s5W8ldyd2UnGflfv+PNIOLVzCoenD+8p4E1lCyhwK5OR1HEcdxXHcZ/lOO45juO+znHcz3c/n+M47mGO417q/t/ZuK5hGPy6X7a1Nt704Jvw6NlH8fOv+Xn88R1/jJtmXwcAeKmajDlHQdwvT1RP7Fr8pZwE5eL3QTab+Oy5z8Z1iYEQxN0OsJK6QZYOAObFIwDh8eTFJ5leX1QEdbujyEnJNEoJ435Jq4+sRoOwQEPWIPCc51q60LSSusEqL9CLaVsBjsweSUxSR5k6N/nlMBYoLwkg2hyq6npi7Mv9zrA807Be+MPkl8WMiIxxRSIOpBZT53OcQeM85nJzKEgF+7NiVoSpLAKwDg1JAt2vvNbUOx9/Jz577rP4pW/8Jfzw0R+23H7J1WiQZBzaAMv5EvAnWfzC6hfw6LlH8aPX/yg++YOfxPvueB/+0fw/BScoeGJ1/EXGSktFMSN4Jj9n6mfQ1tu7TFKAns3+YvYgXqq9lJi9AQBk1ZupO9c4BwB7Cj7FjAits4xzjXNjlyv29mz39+rLVcut8/rZ6/f8WSkrQtNyuGb6mkQVt3vjGrzPDNQg5Vuu+hb7sytKVlJ3tpmM/cGvR8LJ2kkcmjm05/NSVkSOsH0fxcnU6QDeRgi5EcAbAPwMx3E3AvhFAJ8hhBwB8Jnu/x4Z/BqlPLv1LFabq3jXP34XfvLmn4TACzg0ZelhWTSm33PPPZH+vqqb0Azii6mryTVstDdw3WwvqbOkOysQuRxerr0c6VpYoSe/9H55brY3caF1Abcs7E3qZvIlZMyr8LWNaFbfUWM0iHrAuVQU+UxSe+pCzKnrHgpYjQZhESPKmHjJ4Kgz2v7iXqZOEnjkJB4NRccN8zfg+e3nE3HgaXaZOrcehvON8+DA7WIgc5IAU52FRmRUlWqka2C1jvzOsKRN51dN7ZVfFrICeH0f1lprkeXZURGUqRucjVjICDDVRQAcXqlFkyuy3uv8yi8/c/Yz+L5D34cfuf5H7M+m+ANQuDVoxvgdSoFgfWiUMf25V/+cLdO+ef51IITDl1aPRboOFjGqtvy5eNomKXuSOuvdNSNejYbawMV29EHQrNDRvHvq7L1hQJpdyokw5RUQkMjnoahxaik6eM5SS7jhhaplkjLI1AFWwael6njV4qvw9ObTiXgXAb3CtldPHSEET6w9gTsO3AGJ752X5vLTMPUiVpvnIl0Hi7WkGyZaquF5nqvJNWzL2zg8fXjPn5VyIkRjP843zzMrJsSW1BFC1gghT3b//waA5wFcAeAuAH/e/bE/B/D9cV3DMPgdaXCialnFvm7ldfZnV09fCWJKONeMrvdfX48ma7Lt5H0cqOm99Cd1As+hmJEwJVyJl6vJSOqCyC+Pb1muTsOYuqmcCE6+Bs9sPRPpYBA1RoOod6yY+bFk70choUwdrboVgvTUMWbqWMTIb7PzamsVEi9hsbA49M/LOQkNWcMNczegrtZtueY40fAhdznfPI+lwhKyQtb+LCvyIPocAES2+WYRI90w0ZB1X3vDucY58By/JwkCusUs2WpOHzdbFyipa5zHFeXdvZzFjAgQCVPiUmSmjvVe1/YxCLqltVBTarh29tpdn8+IBwFOTwz72BsD4IMlrp/BUmFpF6N6xdQ8TPkK/MPGE5Gug0WMKm3VVz/d89vPI8Nn9rAL9DBe5q2kKAlyRQo/PXXnGucgcAL2lfbt+rycteSXQPR7ihqnpqKjmPEuMp6onEBJKg3t8S5mRTQVA7cu3oodZcceuD5u0DND2YOMqKt1dPTOHplsVuRB1Hmst89Hug4Wa8nuxfeQX57csZR9/SYpFKWsCKjW+4gVuTKSnjqO4w4CeDWAJwAsE0Jo9/06gGWnvxcHVJ9M3YnKCczn5rGQX7A/K2UlmMoSVlvRk7oHHngg0t8PYlJBZ5kcnTu66/NSTkQBVySIqQuQ1G0eh8iL9mDUfkzlJWjtA1AMBc9VwrtgRo3RIHa61vlBk7rEMnWqjrwk+LKYp6BFCFZMHYsYNWQdZR/DUFcbq9hf2r/LCrsf5ZyIuqzbfShJMEvxI3cZZhzAcRwyxEpeV5vRkjoWMap1/LP4Z+pnsK+4z+4f7kcxK0BLTFLnT36pmzrWW+t7klSq0pgWr8ArO9HeSaz3OlkzwHNwfdfS52qwR3U5ayUStBg5bgRh6k7XT+Pg1MFdn80WMtBbR3Cy/nU01Wbo62ARo2rL3xzY5yqWSUo/SwJYBUYAyBIrkRj3GupHR/WeU3eucc4adTJwX6WcCKLNIC8UIid1kc92iu57nMF1c9cNTf5KWQEtxWLqACRGgtn0ydSttawUYaW4sutzS0GygIudaEkdi7VU9zmSho4zGJbUlXOW7Bdgt5aCNfeEAMdxJQB/C+A/EELq/Q8gIYRwHDeUF+Y47qcB/DQALC8v495777X/7M1vfjMA4IMf/KD92W233Ybbb78d9913H1qtFgBrwOBb3vIWPPTQQ7bbTatzFDwx8PLLL+8K7B133IFbbrnF/j1fmPkCZrNWu9/999+PU6dOoWmIMLNLuCifwfHjx/Hwww/bf/+uu+7CysoK3ve+99mf3XzzzbjzzjvxgQ98ABsbGwCAYrGIt771rTh37lyke3r4s58HADz60Cdx7vMN3HPPPVhfXx96Tx/54keQy+Tw53/45zh06BDuvvtu3H///VBaBLWLIprz26jIFZx/8Xykezp27Bgee+yx0Pf09PMvQ4KJ3/+99wCA6z19/Gsfxwxm8Pvv+f1d93Tq1Ck811pAQ7kCxUXgE099Ao8c7w3nDXJPACLfU/+z97JSBnAFaptruPcjf7bnnvqfh/57On68gUZnFvfeey/e9ra3RX72WN3TY41lQC+j2Ww6xmnwnr75zu8FAHzsUw/h7OdqABDpnr761a9GjlNDvhZ6p7HrWoc9ey9f/TL2T+93jFOrauCZ2kV8Yu00hEUBn3v+c3j6b3ov03HE6SNfPgtgHz70f/8Ub/93PzE0Tucb5zFVnbLvi94Tr5QBAB/65Ifw9c7XQ8fp2LFjke+Jm14BMIOzL7+Aex/7W9c4nbj6BK6avmponNbOnUGtKqG4KOHDf/9hvOn6N41tPW03jqKcE3ftEcPuqcE3YMwZuLJ85Z57ygg5qLU8LnSexu/c+zvgwYeK07Fjx5jcE332nn/pFAQYePe73+0Yp/l/NA8A+NwDn8PX9a/b97SQOwLSlPDBhz+Ilz5qHXTGue+dFK4CUMRTX/4S7n+h5yQ47J5OLZ/Cdx/+7l1xmrniEIzWtTAXPov/8r7/gqvVq0Pd0/Hjx+3vDXtPZ9aW0RZlfOADJ/a8n+g9XVi7gKcuPIVDyiHce++9e/ZyiTuC558/j5UrV/DoM4+i9lDN/vvjjFOtcRT5zKLrevrK9FeQJVkcP3581z2dVQsArsYVxUM49tIx3PvFXvxGHafjz78IWRFw7733Dj1HAMBP/fRP4cT2CVzTusb+Xf1xWtu5AjuGhKc/u4ayVMYDX34AJx/oeUGMK04n5CkA+1HKuu97ZzNngSmgeaEJHIB9jxU9A5NfQF17En/9kb/G+Vd6yV2QewIQ+Z7+7C/+CsAKHv30x9F+ruC4np488yREIuIv3/eX4MDtitMrjRVsqXnk5jJ4qfaSfYb1uqdrr92tbtgFQkhs/wGQAHwawC/0fXYCwL7u/78PwAmv73nta19LWMA0TXLwFx8k9376BdefUw2VvPr/vprc+5V7d31e76jkyG+/ndz0/ptIXalHupb/+T//Z6S//+SZCjnwjgfJoy9c9PzZH/q7HyI//dBP7/n8n/3vL5Dv/5M/ITe9/yby5bUvR7oeFviFv36K3Pabj3j+nGZo5PV/8XryrifeNfTP3/e5l8mBdzxIvutvvpv8+8/8+9DXEzVGg/jLJ86QA+94kFyotQP9vfc8/CI58I4HiaYbTK8nKv79h54k//i3HvX8Od3QiWmahBBCZE0nB97xIPn9R19icg0sYvSdv/s58pN//hXPn/snf/VPyH879t8c//xf/p/Hyff/wRcJIYTc/cDd5N8+/G8jX1tU/PHnT5ID73iQ1Nrq0D/vaB1y0/tvIu996r17/uz2d32GvOb9t5P/+qX/GukaWMToK69skwPveJD8/YkNz5/9pg99E/n1Y78+9M9++1PPk8P/+ePkLR9/C/lXn/hXka8rLAzDehe9+6ETnj/72IXHyE3vv4k8ceGJPX926699mvzLv/49ctP7byJn62dDXw/rve4X//Y4ee1/f9j1Z/7iub8gN73/JrLd2d71+b2ffoHc8N7vJv/6kz/O9JrC4t5Pv0AO/uKDRDdM15+rdqrkpvffRN7/7Pt3fd6QNXLgFz9Kbv3z15J3Pv7O0NfBIkav/42HyTv+5mnXnzmzc4bc9P6byN+c+Juhf/6N73yE/H8ffpr824f/LfmBB34g8jWxwg2/8knyGw9+3fVnbvvL28h/f+y/7/n8H7rnqXs+8Z/JbX95m/2+CoOocfqX/+dx8s9+/4uuP3N65zS56f03kY+8+JGhf/4f/+pr5PZ3fYYQQsg9D91Dvv+j3x/pmljh/z52mhx4x4PkYr3j+nN/+fxfkpvefxPZbG/u+vzsdosc/o3fJDe9/ybywrb7Od4NLNbSl17aJAfe8SB57OSW68/9xKd/gvyLj/2LoX/2Gw9+ndzwK58kP/Lgj5B/86l/E+TXO+ZLcbpfcgD+BMDzhJB39/3R3wH4se7//2MA2Oo+XKAZBITAc07dKzuvQDO1PXLFQkaEoVj2+ZRSDYs77rgj0t9v+5RfaqaGk7WTu/rpKEo5EYZqUb9JkGDWfM6heqn6Ejp6Z6hJCtCjw2+YfRW+tvG10E3CUWM0iHrHH10/CCpZlHWT6fVERUvxN1Lj7Z97O+5+4G6c3jmNjMBD5Dm7JzQqWMSoIeueMWlrbVTkytD+BYpyTrR19jfM3ZAIB0wv+aWbo2dO4pHlFiLLL1nEyO8Myx1lBzvKzp5eDIpCRoRuEhyauRYvVcfn3tdQdBDizwl3mDspRTErQjQsiVIUCSbrvU7WDM9+79XmKvJi3lbEUBSzIgx5P05UXkiEwUOlrWImL3nKzGnf0qD8spgRIPESlqQb8diFx/b+RZ9gEaO2jzFI1CRlWGsDYEmYm4qOI7NHcGrnFDRz/IY2hBDPnrodZQcNtTF0fiXt8ZrPHIhsABM1Ttb7yD1GL1ScTVKAnlEKALxq8VU4WTs5dmMooCe/9Gp3WGutQeIlzOXmdn2elXiYqsXwRxnjwmIt+ZVfnqqdGup8CVgtXW3VwLUM30dx9tR9E4C3APg2juOe6v73PQD+B4A7OI57CcB3dP/3SKDoViLk1VNHe9AGEyGB5yAZVjNt1KTulluGJyR+Yc8I83hxOiWogHXQkzsllDPlRJil1Dqar2b045vOJikA7Dlwh6duQlWphm4SjhqjQex0/FnnDyLX/XlWiRArtFUdRR/38tTmUzi5cxI/+vEfxZcufAmFjGDbNkcFixj5MUqhyc8w50uKctYySgGsvWOrs4WqHM05MiqasnvfI7X4HmYqks8IkMzoSR2LGNkmSnn3og91txs2ow7oJbdXlw6joTWw3hrPHL6GzwMBYCU/IifuGlxLUcqKIKpVaIyS1LHe6/yM21ltrOKK0hV7eoIKWRGmvB8NrZEIs6FqWwvkfDk4SoPjOMwUMpjBN+B0/TTWmmvD/ronosaIEIKWjz37ucpzkHgJR2aODP3zUk6ykzrd1HF653Sk62IBRTdBSO9dOQx0rxuW1NEer2nBil2UvrqocWoq3gZKJyonIHLi0D4toJvUdc+Ir1p6FQgIntliM3A7ClqKDoHnPJ0911vrWCmu7Olfz0kCTM3yuTjbCD+AnMm5wYdRyo6yg83OpmOc6HN3VekwqkoV23L0mdFxul9+kRDCEUJuIYTc2v3vE4SQbULItxNCjhBCvoMQUonrGgahdJkOr6TuxeqLyPAZHJw+uOfP8vwiBGRsR5uw6Nfch4HN1HlU3ZwSVPp3W4qBIzNHEsHUVduq56ENsJwv53PzjqwJPShdlf8GAAg92iBqjAZRlzVM5yVPV6tBcHwHgAlZTRpTp6PgY0DqVmcLP3jkB7GvtA8/85mfgTT3ebQUNtXdqDEyTYKm6l0ZpYnNoANhP/qZOmr+MG7L75aqu48z6A61HnbQyUsCBHMea801GGb4JJzFOrJnWHoUfeiL3pmpsw59+/PXAMDYhpAHmVl5vnEe+0r7IPB7D6zFrAhVzWEuNxfJLZL1Xtf2YVqx2lwduoeXsgIM2SqeUkZinPA7BuBM/QwEThi6R8wWJGQ0a57YY2vh2LqoMepoBgjxPjM8t/0cjswegSQMX2vlrIimouPorFUoToJZitw1EnNj6twKPrTYU4AVuyhJXdQ4NWTNc47bC5UXcM3MNbsci/tRygrQDAJFN3DLwi3gwOHpjfGbpTQVHaWst7MnTeoGkRV5wMyiwM9GYupY7He28srF+I7uydfODO+Bowzx/oL1PmLhJjsS98ukQLWTOveXzQuVF3B45vAehyQAKGYkFLj9kZm6qKDUulfV7cXqi5B4aWiCWs6KaMgaDs8cxsu1l8cuddlpa76dL29ZvMVxY6CVkzxWMJudTcwQ8nrHO3kYxGpzFe858WPIzH8+cQ6YLdWwh9E6gTJcr195PT7w3R/At1/97VCn/w5f67xv7M8bADRVSwbntjEDfUmdq/zSklLohomlgsWeXGyNN6mznD3dnS/zYn6PzAXo2tHrc9CJPvbktNZRIfCcpxX22fpZcOCGShWB3oF2KXcQwPgs2XtJnfd+d76xd0YdBa3IXzN9DU7VkjECAPAnv7zQvLDH+RKwJLKmsgIOvF2UHCcsps47Tqfrp3Fl+cqh54aZQgZyZxFL+aVIEswosEfQuKwhQgie337edvAdhmJWQFPWcc3UNRA5cWyFkX50fCR1tiphmIy528aiallcUboCL1bGN6qhKeue+8JLtZfspHoY6D7XUgyUMiUcnjmcCAfMhqz7Gjy+1lrDvuK+PZ9nBB4cB5TFFTtJHxfqsg6OA0ouLVA0Tzg07SC/7J4HF7MHAbApkFxWSZ3N1LlQv4QQvFh90VmrnBGRI/vHzmzZg599MHXXzlw79EVTyolodfW8dbWOzc5mLNfqB4QQS37pIXOpyTWcrp92lF4CPaauoei4delWPLX5FMtLDY2djhZonAEhBL/+2K9DMdvgc+cSl9S1Fd1zRl1/P1BBKuDeb74XU+q34SL5YmQbdhag1TY/8suskMV8bt7xZ+h3NBXdlsqNOxlqKh5MXXecwbACSU4SQDTrfqNKMKOi2tYw44PlPts4i5XiimMF2040SB77ivvGmNT5e+6A7uBxhyS11O1vOjR9CKd2TiWiUAJYTJ1nf5PWcGDqRIBksJK/KhFMnd9e7zP1M3uklxSzBQk7bQ1v2P8GPL72OEwyetUFPTO4FYIrcgV1tY4js8Oll4DVB9RUdEiCVSxOwqw6OsfVbfj42cZZLBWWkBNze/6M5zmUsiKasiUrHdc9GSbpFkud9wXN0HCxdXGouoKil9RZifytS7fi+ObxsTx3/Wgq3q0Ouqljs705lKnjOA45UUCRX4nE1LFAvWMxqrxLr+3J2knkxfzQ4hXQY4gFUsJ8bj5N6oKC9tRlBOfb3upsoSJXhsoVAaCQFSAaK9hob0RqPD10aHjm7heUqfMatnmiesKxolPKSjBMgqtL1rWMs6+uLuswTOLJ1FFdOJ2/MgyUdal3NLxm6TU4Uz+Drc5W4GuKGqNB1GXNkxHqx8dOfQzHLhxDTiiAz24mrqeOSincQOV99PDGcRwWcBsAMBkuHDVGfhmT1aY1o84tqaAvq4asYz4/D57jx5/UybqrmdL5pjMLlJcEGIplYkGT8zBgsY78svhnG2cd++mA3YedI7NHxiYd8yu/bKpN1JSaI0NczFgS+mumr0FdraMih+tmYL3XdVTD9YBNGfxh90UT732FQ4lI6iot74HdJjFxtn52j0kKxUw+g2pbw237b0NNqYUyUWJ1ZnCTX9L3ZP983kHQQgKAsa6hftCCp5vk93zjvGsiVMqKaCoajs4exen6aSiGEupaosTJHs7tsi+st9ZBQFz7u+l7mX7fqxZfhYbWGDub7+fMsNXZgkGMoUkdYJEyOSxjW94OPfeRxX7nx2DtZO0krpm+xnG2banvzHBk9ggT1vvySuo0b6aODjx1Y+qgWQ9bFAnm3XffHfrvAr1KqJsjl52gOtwLlc4t5a3q4jjZRz/6ZMDqp+M5Ht8w/w2OP0M3xLpsMXUA8Mxm8CbhqDEaxE7Hf1K31dnCb335t3Dr4q34jivuBp/ZQksJ95KJA4QQtFVviRWV9/UzXLOSlUSwSOqixogerr02Z5rUuYEmhnVZg8iLWMgvYKO9Een6osKNqSOEDB08TpGXBCjyFHiOj8TUsVhHVZ9sydn6WVw15VLBzvRkSUdmjuD0zmloxujd+3pMnT/Zr5uctNVl6oDwa4r1XtfxkF+6yZnpoW8pcwhrrTXsKDtMry0IOqoBRTc9Cwob7Q3IhuzI1M0Uu0zdyhsAIJQEM2qMWjZT53yopkYNboqEUs7qqSOE4OjsUay11sburOirp86j4EPv6+jsURjECJ0ARYmTHwafmge5tQLsYeoWbwUw/iHkTdldOQLANq8aJr8EgJwoIEesM/iZRji2jsV+56dIf3LnJA5PDzdJAXo9ddR46GTtZKT+deByS+p89NRRDb8Tu1XICDC7Yw2iHErvv//+0H8XsBZr0aOfyc0kBehVCURSxlxubqxJHa0oefWcPb3xNI7MHEFBKjj+jCTwKGQE1DuaXZkL46IWNUaDsHrq/CV1/+PL/wMdvYNfu/3XcGjmMDjOtFmvJEA1TOgm8Wy6P988v8fhrpwtgjfmmPSlRo2RX/nlanPVkdGimOqrugHAcmF57D11TcW5p25b3oZsyM5MXUaArAErhZVIzx6LdeSnr2lH2UFNqeFAefjBGoC9Z7bVrnsf0ZkUF4Ki7pOpcxtnAFgJUEu1+puA8A6YrPc6L/klTeqG9tR1n9dZ8SAAjLWvjrquerUFOI0zoJgtZKAaJvLCDI7OHsXjFx4PfC2Rzwwq7alzjst2p5vU5V2Suq7CR9FN+5w07naUTtdEzIkdbmttbHW2HA2UAGstNeSeAUxYCWaUOPWYOue9jrLc+0rDkx6gV7Cn33dg6gBmsjNjb0Vp+GDq1lqWO+xKYThTl5N4iOYiAITuq2Ox33m5ZtfVOjbaG47jDIDeGbwp6zgycwSKodi9n2FxmSV13iMNTlROYF9xH6az00P/vJgVocgzyAm5SBtZ/9T4MLBYEo9+Og/WsdSdFZIEB8zePC3nzcwkJp7Zesa1n45iKiehLmuYy80hw2dCHa6jxqgfhBDUO5qr/S3Fo2cfxadPfxpvfdVbcWjmEA53q/DnmuPvQaNo+ejPAIYnQ8WMAGhLTHrqosbIjySpoTZQV+u+mbr+pC7JTJ1XwpCTBHQ0A1eUr8BqIzxTx2Id7bRVTHs449L7cWPq6J7ZUg37AD6OfsGGrCMj8p4OkTSZdjNKMQkwlVlAXsyHXlMs9zrAYuryLu+n1eYqylJ56HuWGg+UeSs5H+e8x0rLX1J3Zmf4OAMKWpCotlW8Yd8b8OTGk9DNYHL6yHudx8xKALZ81z2ps57ZRvcgCmCsxiKAt1GKm0kKRbnL1F1dvhpZIRs6qYsSJ/rucIvRhdYF8BzvmPRYf793tgOstofr564f++gqywTGZ1LnJL8UBXB6tFl1LPa7uof8kjK9Ts6XwG6ZrO0mG1GCeVkldX7cL09UTzgyW4DF1HVUE9dMXzNWB8yW4j0H6ETlBJYLy44JKn2gGorlgHmydnJsjbR0KKUbNf/Kzitoak1fSV05J6Le0cFxHJaLy2ObR0Wh6CZUw/Q0SmmoDbzz8Xfi6OxR/PhNPw4AODJn0fdr7fE2Bvej5dNJbZi8zxoubCV1427cpg32bmvJrf+nHz19vMX+LRWWxtpTRwixeuocYuR10MlLAlTdxBXFKxNhlOLF1NEXvHtPnRXnlqJjuTg+M5um4m1bDliJqlPyA/QO2G3VxMGpg2NhHQdhmASqbnquKaciic0kGSUs5ZfGytT5HXp/un4aeTFvu94OgkqHa20NB6cPQjM1bLZHa0xmm6u5xGW7sw2Jl1CWyo4/U+ozhFoprqAslcfugOnVU0cLPq7yy65RisALuHbmWrsoPko0fTD4F5oXsJhfdBw5Aex9FwFWn2RVGfPcVMW9xxuw5JflTBmlTGnon+ckHrohYbmwPFYHzIbsXqSne7Gb/JL+WzRkHYdmDoEDF7lH9bJK6rzcL2Vdxun66aGDuinobDeaBI0LfhpO3Vw8gb4qgazj2tlr0dbbdpVk1Gj4qCLSl/uN8zd6ft9U3mLqAKvis94eb1K3Q3sGPeSXD595GBudDfzKG37Fdiydy5dgqjPYkMdr4dsPe06iywZdVaro6J09yVAxI0DpLEA2ZDthGhf8WGH7GWcA7DZKAYDl4jKaWhMtrcXiUgND0S2JrNOaGjSxGQQdELtc2IfNziZkXY7nQj0gawY6muE5K4zOqHMzQ8hLAjjOcm6dy81B5MSxSGQ7qulpcgW4O18Cu63LD80cSkRS1/Zh4uU0ow6w5PMZkUdT1XHd3HV4oTo+s5RKV37pZZRCnS+djJQo01dtqzbDMup3ElUluL1jt+VtzOfnXQ2hKAvUlK2iaRLMUmQP90s/e0Opb2D30dmjeLHy4sjdZOt+euqaFzzfRfPd53Wr2evDn8vNhTZSYgHDtPrwvXrq1lprjiwdAGQlAbJm4MDUgdA9dSxQ72iu57mTtZPICllXhY/tuqroyIt5XD11dZrUBYGX+yVlqjyZOs3AoenDuNi+GLpB+G1ve1uov0fR8rAqJ4TgbP2s3WsxDP2HUCqjGBc976dCRUcuULt4N0zlxF5SV1gJlaxGjVE/aO+WF1P3ys4ryArZXWxkThJgqkvYUqNprVmCymXd+jqd5H2FrMikLxWIHiM7qWPA1JWHMHXA+MYaeDmpnW+cx1JhydH+n/6bLOSs3o2wCXjUGO34XDvnGuewXFgeallOwXGc5RipGuA5HouFxbHER9YNV8MuCjcjG2C3IcKh6UNYb62jrbUDXw/Lvc5rTRFCPI2HihkBbcXA9XPX45XaK6GdCKOi1k3qvEx63MYZAP3yS80+sAZVj7A4MwBwbdvY7my7mqQAvd5h+n6lSd04x2n4kV/OZmdRzjgzkMWsaBeXj84eRVWp2sYxQRAlTn7cmN1YboqcJGAqJ2Kz0Vs3s7lZdPROqP2BBZo+CveAtS6cTFIAq31K1kxcPXV1aKYu6loyTYKG4j53+JWdV3Bw6iAE3r14RxliADgyE90B8/JK6jzcL7160IAeM3Fl6SCA8A6Yx48fD/X3KLwaTutqHaqpYrGw6Pgz1LmnIWt2M+e4ZBRNxXpBeFURJV7CVGbK8/um8hLqHWuhrBRXsNneDOwqFDVG/aAvQC+3pNM7p3H11NW7LHAFngO0Zexo5yM7I7FC20cvmp3UDempM2hSF9FiOWqMaIXXrc92tbmKvJjHTHbG9buyooCMyO/qqQPGN4C86dGf4TbUGuhJmeay1iE0rFlK1Bj5Nas4Wz/raoRAUcgI9vM7rr5HRTOQc2kDAKweYi+Dnv6ejGumu2Yp9eB9dSz3OntmmMMBmzL4bslqIWOxJtfPXQ+d6GPr9662rH3bzf1SMzSsNlddk7rp7t+vtVX7wBo0qYsao5ZqQBI4ZFz2OsrUuaF3L92kbuYIGlpjrFJzr6TubOOsK0sH9HrqCCF2LMOMcokSJ69CnG7quNi+6Jr0UCxN5bDRl9TRZH1cEkw/4xoAa1249QvmJAGKbuJA+QBqSi2UO27UtdRUdRDifp7b6mw5yrH7QV1XAasnd7WxGqkt5fJK6jx66k5UTiAv5l0XP9X778sdBBCeaXj44YdD/T2Kpuye1NF5M4t556Su3/p/KjOF5cLy2CSllpTDW+8/l5vzHEAM9IxSACupM4gReLh61Bj1wy/bcLp+eqiDmmSuwIAWysUzDrR89Gc4OdwVMiJgFjCTncPJnWjPW9QYybqJnMS7PlN0c/b33Im2syF9MY3LLKXHpjrLL90O1vSANJux7iNsX13UGFWaVlI3X/KWX7r1zFAUsyKa3ed3ubg8HqZOM215qxM225vQTM23dbk91iBEoYTlXtf26FOljK/XnK2WaiV1wPiMOKptFeWcCMlltu255jkYxHB0vgSsOXWAlQiVMiWUpFLgpC5qjNqKc38thR+mjt4LfafRdpVxDiHveBTnzjfOuxooAdYzR4j1/NI5fdQNNAiixKkhaxB4zjE53WhvwCCGp2oEABZL2V1M3VxuDgBQ6YxHgtkrMjqfgTp6BzWl5ursmRV5KJphF/DCsHVR15KfUUgVuWL/m7uh1McQLxWWoBM9kkz2Mkvq3Bf+C5UXcHT2qOOgQKD3oipJS5EdMKOg5cHU0YOkG1MnCTzykmBLA6+dvXZs99NQdJQyouvB2U8VkWIqb9kTE0JCy11YgrKGbnS9buo43zg/tOKbM60DEAvHSBbw46R2vnke87n5PeMnqGx4f+HA2HuAOh7W60D3ufM46FCUc5Itv6Rrb+zyyyExUgwFG+0Nz/4zAMjCcvuN4oAZBVtdB8J5l76mhtpARa74YuqKWQFtZffYiVFLx2TN8O986ZJ491uXX12+GgInjH2P8JJf2r2cZeeDaSEroKX0BhCPqzBSbauRnS8BICPyKGVFm3VeKa6M/H3UVAzXHmiTmKjIFW+mrluYpEkddfcbZ1JnrSce/JC5vZqhYa215snU9RvA0H8DWhwfFWix3ukcRAtrbkkPxWI5i83mbvklME6mrqvG8hisDjg7XwJ9TF13vdF+yVHCaxQSIcRK6vLeSV05J6LZPTNQdU8UE6XLKqnruV/uvW1CCF6qvuTaTwf09OiySsbmgGmYBC2PhlM/TB1gJT+U0bp2+lqcqp0ai8TPz1DKSqfi+3A9lZPsxlw7qRujWcqOj+Hqq81V6EQfWvEtcFZSN05znn5Q+Zpbf8ZqY3XogZQmgsu5A3il9srYezG8krqtzpbvYkI5J9pVvJyYw0x2ZnxMnYujrNdQa6B3KFcME/tL+8fmgLndPZjMl4b3/gE9J08/TF0hI9qmEcuFZciGjLpaZ3Cl/iHrPpI6j5ETwG6jFEmQcFX5qvEndR7yyyBMXUbIoCSVxnYQDeK66pbUAZaEk0oWl4vLI38ftVX32bY7yg4MYni+Y3OSZWRT61gJajlTxlJ+Cad3TrO83EBw28dXm5aczWtvsN3AZR2zuVlw4EL11EVBw0OBRb0B/DB1S+UsNuqK/X6lrFEY9pEF/Ixr8JpRB1jPn6z1znXjKJrWPc5zDa0BzdR8nVepUQrQKwRHOTNcVkmdopvgOUAcIqW40LqAhtZw7acDej11bTWaA+Zdd90V6u8B/lysqNTQjakDujLFLot07ey1UE018vDDMPDj5rndCcLUWYutLvca04P2NkWJ0SDqPtwv3Q4HRakMCVNjZ7YoWtT90s0opTt4fBA0znOZK9HQGoFlsf2IGqOOZiDnMRrEjySJotynjwe6Yw3G1VPnwqY69Tv2g8oDO6ol9wnbUxc1RpWWCp4DZlwKIlSC44upywi2RJCONRg1a+JHfnm+eR4cONf+mX75JQAcnD5oD8IOApZ7XU9+OXw/X22sYjo77WhZbv1dwb6nudzc2CRj1Zbq6bp6un4as9lZx7ETFLOFTI+pKwRn6qLGqKnoniYpgPuMOsAyG5rOS/Y7DbDW0ThncropLvw4XwI91qWp6JB4CbO52VBMXZQ4NRT3OW60sObGZFEslrPoaIb9rrbll2NywKQtG273R9eEu/zScr8sSkUUpWKo5y7qWvKSX9K15Fd+SQuwtAdvo5Mmdb6g6KZrPx0AewCgE2hPXUvVcXgmvAPmyor3onSCH+nbZnsTeTGPolR0/a5+638qoxiHBNNtSDLQJw0JwNQBluyxLJVREAuBX6JRYjSInY6GvCS4NqnTSucwpi4vCciY+yIbi7BCS7F6IJ1epJppSV6GsQz0IDolWH8WJVGNGiPZQ36pGirqat0/U5eVds0GWi6Mp2cL6BsTMmRd+WGBKJPU0aykLqz8MmqMtpoq5oqZodIqCr9jJwDLfbXVJ78ERi/vk30Ypaw2VrFcXEZGcE4qaJGRJvD7ivtCFRFY7nVe8svVlvM4Awo6OgiwZGMVZUxJnR/5pYfzJcVMQUK13evzrsiVQK6eUWPUVg3XIhxlpfy8Y6fzPdYRsA6jUYpzUeFWnPMzeBzYPaoBsJLbMEldlDg1ZM3XjDonx+J+LE1ZP7NRt0bR5MU8ckIOVXnM8kuXc+t6ax0cOFeDkZzE2/4YS4WlUHt31LXUM74bfi80cfbF1OV6PXXz+Xlw4FKmzi8UzdlGms6G8ErqbKZOMexNIoxd/vve977Af4fCz6Duzc6mL+edqT65GG20H4cDppfsoK7UoRM9UE8dYC0+juNC9TBEidEg6rLmaZJypn4G09lpzORm9vxZPiNANFZwaufUWOWKFK1uf4aT9n+9tQ6TmEOZIBrnEm8d7KJISqPGyEsGRzdn2jjvhX75JTDeAeRu7pfnGueQF/OuLx2a7Mqatdc1tEYop7GoMaq0FMwX3Q8xdGCtVxELsJg6mjDYDqUjjpGsmcj66KlzY1IB2KYKrb5G+4bWCGxbznKv69A5dU5JXcNHUtcnkZ3NzY6NXai2VFfnSyBIUpexRyRQ9jVIAh41Ri2Pwc80gfHzjp3JS3ZLATDefQ6w9iin4txmexMSL3kesHtOstZ9zefmQ0kVI53tFN11nMFac81znAHFYska7ULNUjiOG+usuoaPc+taa80arM47/xvkRAG6SaAbZujnLupa6vXUDb9OO6nzsZbK2Z7rqsRLmMvNpT11fmExdcNveaO9gdns7B5Th0FQo5SWqmMua1GrNbnG9Dq90PBwtQOsjczPQbSfqStIBVxZunIss+qaHrKDIFVEoJ+p6xtAPkajlJ2O5ljVoXByvgS6B2zNGmY9zoooRVvVXZ0v3Zgge1PXyyhL5bH2AHkZpdiSpEBGKb2kbrm4jIpcgWZoLn8rHrQUHbwDm0qlsW7GRPRQ3lENO7kYR1/ddpepc8N6e92XJAnoskDdhGGhsAAO3MgPpErX2MEN6y1/99R/P+NiHvthyy+HPHeEEKy11nwxde1u4j2fmx8Lu6DqJlqqgTkXpq6ltbDZ2cTB6YOe3zfb11M3DvOulurufkn3Oj/nhmFMXUNtoKN3ol9oCLj11G3L/lyz++f2Ata/Q9J66labq669qP1YLFuFsEGzlHEldbYbs0thYb21jpWS+55HiRlZN8c2ksarPzCQ/DLXc10FwrOPFJdhUjd84fs1Q6CbYlvRbUZl1E3c9qBuj5EGXiYpAO2p623OV5SvGIuhiN8RDWF66oBuUjdGo5R6R/c1zsCp4pvPCCDd2W5JMEvx6oG0nfuGMA30sNdUDRyaOTTW++lopitTF/S5oz11hmmxqfYhO4JGPixojIYdZryGWgO9ZLCjGbZTYZi5TVGx3VI9xxlcbF10ba7vRzEjoq0admV0Ib8w8r5HL4aYEILNzqZnTzRgOWDSEQ12T8Y4+5tc5JdbnS0ohuLJNhQzAlTDhKqbmM3NoibXIs1uCgN78LhLQcGvSQpgMXV1WYNhkrGYd7UVw31kkLwNkRd9zYGdLuxm6sZdTOiohiMzHMRaHuglHwv5BWx1tkaqjGnKzsVtwzSw3l73zdQtlan8cvdYg7EldbKOYkaw5u46wGtGHdBrC1A0A8uF5VAziKOirbnPfKT/xtRx1A227LdPbZEmdT6hujB1W7K/pI5uim3NwGzWClgYpu7mm28O/HcoWi69MkDvQOCn4lbuztXqd0gaR1XUOoA6Jz1BqohAb3SAPYC8sILtznYgxiRKjAZRlzVXk5S21sZGe8OVqVM71gEvCWYpbdWw+0uHYbWxCpEXh0qAeZ7rSuCs2VpR7idqjGTN+TAA9BjiIPJLoLdBj/Ow05CHS3kIIZ5DrYHey1PWTJtZCcPURY3RdlNxHWcA+Ge1AKsv2jCJ3Zcx6r5HwyTQDOLaU1dTatBNHUt5bwl9sa9HkK63oPfDcq/rqAY4brjLtN/eR7t4quqYy81BJ3qo3vUoqHSTOjemLkhSN1uQQIil2qD7QhCmLmqMvApxQebADhqlsHDtiwK34lyl489anj5zzT6mTjEUNLVmoGuJEqeGiwv4ZmcTuqn7TupmChIkgdvF1I01qfPwTaAsvtdgdbpvyrolvzSIEfieoq4lL4VPRa5gJjsDkXdXZwG9czxl/xYLi5HUWJdVUqfohmNmvd3Z9nVwy4o8BJ5DWzEwk50BEI6pu/POOwP/HYqGB43d0lro6B1/PXX5nvU/YEldRr3oTZN4Lvig8svyEPklAQl02IkSo0FY8ktv50snGU8+I0BWCihnyokwS/HqzzjfPI/9xf0Q+OEbXylnOT4dnjmMilwJLWGOGiNrc3beBgMzxN3njpql2IfsMThgNhVtqDFCR+/42h+yIg+Os5iXcqaM6ex0qKQuSoxU3URd1l3HGci6jKpS9S+/zOx2jBy1Q6ncZbLc5Jd+3YsBOkw9WhGB5V7XUQ0UJGFocuA/qaNtDoZd7R71e6nastaw20gD6jTqZ5QGNVyptlXkxBxms7OB+vGjxEg3TCi66e5+GWAe53ReQkPRoRs9wwpgfDM53Xrq/N5XRuSRFXl7LVF2L6hZStg4KboB1TAdi7/0WfGb1HEch8VSdg9TV5WrY+nLb3gUFWpKDYqheO7jtvxSM0IrE6Lud1b7iXeBxA/KAwzxUmEJFbkC1VBDXdtlltQNZ+oIIVZSl/NO6jiOs+yWVR2SIKEklVBTaoGv5QMf+EDgv0Nhyy9dKjqAP3bB7j3rHkJnc7NoaS3Iuhz6+oKC9oO4yUm3O9sQORFTWW9pCGBt0HlJsO+LWpcHeYlGidEg6h13oxSvim9eEiBrZmRmixW8+jO8zBCKWRFNVcc109cACM8+Ro2Rlwxuu7ONslT25TYG7O3LoM/dOA47LcUY+hKlh2NalHICx3HIde2jAcvcIUwPUJQYUQt4N/kl/bcN0lMHYNdYg1EyDL2kzvm5o43yfiT0pT6mriAVUJJKge+H5V7XdmG/7Rl1HgfTQl/iTXvXR60gseWXLkzd2fpZrBRXkBNznt9HDVdqIQeQR4lRW/MeQRNkZNCM3d4wfkUC4Myc0CHQQUbSNPrkl0DwuW5h4+TVp0ULIn6TOmDvAPK53BxUU0VLa4W6xiiwZhG7mMB0z2ZeTB1toVI0M7TRVdT9rq26S5krcsX3WrKH3tOxBl11RtjB95dXUqcN76lraS3IhuxbYlXM9Jq4Z7IzoV42GxvhN7+Wh1GKPXjcR5WXmnfQDYVWF0b5Am16yEmBXrMzz/l/ZKfyYk9+GaIxPUqM+mGaBA1FtyWhw3C6fhocOMeKb14SoBkE10wlI6nz6s8433Tv2Sp3D6KHZw4DCJ/URY2Rp1GK7P+gA/QYYrqeylIZeTE/lqSuoQx/idIilJ9KYj4j2MOkw7rBRYnRFh087iK/pGvaf09dz+wKsA6kDa0xsoOO3JV9ujF19HDsl6mj7wQgnBMhq70OcO9vWm2uYi43h7yYd/0OerBtKbotnRs1U0fll7NF54PoheYFX2M0gF5ySBnAoEldnGcGICBTN5CgRpkZxgIdh0JCW29DMRTfrEn/zDB6HtySgx2uw8bJq1hPCyJeSU8/FstZ2/0SwNjWEtA1w/MYZwDA0yglZxulGHbRNOhzx+Tc4JHUBXnmgJ7ratS+6MsrqdOHjzQIKrEqZIVddsthmLooaCo6siIPacgQdaD3MPjpxxh0ibQHVI5wLpCb9TpFkCoixVSu5+xJD3zjOlwTAlf55en6aewr7nOs+NIN5MrSQVTkythmzVC0VGcpRVNtoqbUXJO6Yvflua+4D3kxPxazFLPbV+VllBIsqaNFEuu54zjO6tkah/xS1oa+RG2mbsjojEHkJcE2vpjPz4/cDW67SZk6Z6aUVnj999TRhGH3APJR7Q1+mDq7MOeLqesZpQDRG+2jwpJfOrMNXr2cQJ/LtNLrXR/1QfRiXQHHAQsuz14QN0Iq46z2MXWj2hfos+5UiLMZLd9MnZWgDo41GGdSN2w92S6EPnrqgG5bQESmLizsQqADm3WhecFXQaQfi+UcNhs91dW41hLQNUpxYYrtfdyjOEeJGVkzMJebg8iJIz/XeTF1QeSX9BxFWe80qQsAJ/ml3a/lN6nLCLZ0JyxTVyx6z1NyQsPD/p8eCBYK/kYaAD35pZ3UdUa36N2GJFNsy9u+N2aKwXEN09npQJXRKDHqB02YXXvqdtxnHdGkbn/B+plxs3UtxXDUlPvpm6F9QDzH4+DUwdBjDaLESNbdhyQD3WKCz+o1sFd+CWBststNZfhLlBah6AveDTmJ35XUhXGDixKjSqtrVuGDqaPJmef12AnDbunYqA7YNKlzcmIGrBd6OVP2JesrZqIzdaz2OsCS+jkNgl5trvqSj1FGqaXqY+up26jLmC9mHYunmqlhs7OJfSV/zAll6nb6+ryDMMRRYmSbqzkU4upqHbqp+x8Z1H2X1RKQ1BkmgaqbQxUXQYZAA7uZuunsNAROCJzUhY1Tw2M494XmBd8FBIrFchbbLdXufRw3U+dmhrfeWkeGz3gmQ5SpU3QTPMdjobAQ+LmLut9ZEvPhcVINFQ2tEUjyC/TIDarOCGuWclkldarDSAM7CfIpvyz0vUTDMnVvfetbA/8dipZHw+lmexNZIYuyVPb8rkGXSDupG+Gi9zOiIejhGrDujd4XYFWAgiR1UWLUD/oSd+qpI4R4DrClL6ylnCXPHGdSRwjp9tQNP7i5zaijKPeZOxyaOYSTO+GYuigxkjXrRec1py6c/HL8g3mtnrq9zxwtQvmxW85nBCjdJGQhtwDN1NDQgrkQRokRlV8uuAwfX2+tYy4357vvsd9ZERg9i0+fOzf5pd+RNIB1Px3N2DVGY7uzHcjmm9VeB1jDx4fNqDNMw9eMOqAvqVN0ZIQMylJ55OqE9bqMlWnnZ+pi6yJMYvo+aE/lRAg812PqCsFaAiKdGbrPulMhzp7H6ZepK+xW+ADjK17J9ggN54K9f9ZEsovMPMdjPjcfuLcpbJwaHvLLtZb/weMUS+UsCLHGwgC95HYcSV1D1lzJCOpg7OW+2j/SAAj3fo263zntcUDv39YvCWG7rtKcIjsLkQ/PPl5WSZ2im0PdL4MmdcUBpi5MUnfs2LHAf4fCorFdkrruOAM/1sTl3HCmLkk9dUGlIRT9TB0QvIchSoz6YTN1DrKKilxBQ2u4DrCliUdJXERezI/VAVPWTBDi3J/hNqOOor8P6ND0Iay31kP1NEWJUcfDhVAxFDS0hu99Aei9kOv9TF3RmqUzyjlbbo6yVbkKkRdRkkqe35MTd8svgeAN3FFiVGmpEHnO7v0dhvX2us22+UHP/dK6r1HbsSs+5JcbnQ1f/XRAX/+Z2pPvGMQIJJVltdcB1roaJk0KYsne734JWAWIkSd1OzKWy85MaRg3wpm8hOrAAHK/5l1RYkQ9AJwKcUHVSrRAOSi/HPU+B/TNRXSTX/p1IsztZr2pOiEIwsbJLakziRmof5PCHkDe7aujhbxRryVCiOdIDT/jDIDeqBRaHAtTTIi637nJL4M6tUsCj5zUc13lOA5L+SXbLCsoLrOkzhguv+xsQ+AETzc4ikJW3NVTRy3Cg+Cxxx4L9PP98LKG3exs+hpnAPQdQrubc1EqIsNnxsLUuUlDNFMLwdTtnqUTdAB5lBj1gyaWTgdTaovtNKMO6EkEFZ3g4NTBsTJ1dPMpOmxq5xvnUZbKrkNsraTOehkfnrbMUsJIMKPEiBqAuM03AvxvzvS7MgK/S365VFiCTvSRrik3R9maUsNsdtZX0affKCVsj0mUGG03VcwVM67XerF10Xc/HQB7viJl6nJiDjPZmdHJL3UfPXXtLV890cBuVgsI15PBaq8DrAPPMPllkCRocOzEOOZrbTQULE87J3V+nTz7MVOQdrlfAv6ZuigxovuBUyHOZuoCjDQAgFp7d1I36n0OcN/HbdbEZ1JXzAr2+w3oDSAPgrBxanbPCcN66ipyBaqp+pb6UiwNJHVZIYuiVBx9jDQDJnFvsfE7a9Rm6rr7aJikLup+5zrsvhPsmQO6DPHAmSFN6nzAyf0yqLNiMSPYlS/al7Kj7LC7UA+0PHrqNtv+Bo8D1gLJirzNLHAch9nc7EgNEajcoeygtw4qDaGYyu8erL5SXMGOshM4AY8KKgF1kl/6GWBLq5Ad1cChmUOhe9BYoO0h5aHOl24H8XJOhGqYUHQD18xEG2sQFrJLhRcIzuBTlHPiLvllWNvlKGi6uN1V5IovkxTA2h863YooPfCNyjgAALZbiqtJChBs8DjQlzCoPXniKAeQe8l+CSHY6Gz46okG+litwR7BMc0Mo3PqBhGkvykvCeA4oN3X5jBK8y5FN1BpqViZcknqWlZSF+TZmy1kbPfLxcIieI4PNSYkKGgBzWm2aFCmThJ4FDPCbqYuH83gISx68svhz9xUZgqS4NzL1Y9SVrKLzMBozaHcRhr4ne84CMrUbQyYpYza8MqrcE/7U4MkdXQfXSosoaW10FSDDYmPAjemLmgfJ2CdGfqLCYuFxVR+6QeKbjq6XwY5uBUyPaaOHo5GLVd0k18G6ccALJli/yGUDqgcFeiC95KGBD1cT+V2D1anh51RvET7seNhlHK6fhoZPuMqPaAvrI5qYCm/hO3O9lgGiAJ9BwSXeTqew4X73O2uKl8FDhzONc6xvVAPdFwOA0Dwgw6FldTtNkoBRjuAvOUiaaZMnR9Y8xEHmLoRHgi2W6rrOIOm2kRTawY6WOckHjyHXTKr5eIokzp32W9NqUE3dd9MXc8Su9djAoxxZpiD/LIm1wD46+XkeQ4FqefqOep3Eh3YvDzl4rraXMNCfsF3LydgMXW0p07iJSzkF0byPmqrHu/YgGolwCpSDjJ1wOifOzf5ZRBreWB3sRGw9rxKpzISSSl1NR/WIhRmnAHQc24dHGswavklTVgcZyt3ZbvB5Jfj2e9Mk3RHaLApkADUoGd3ITg1SvGAaRKoxnD3y6C25cWs1VNHCLEPR1Ul2CJ585vfHOjn+9GUneWXba2Nptb03Y8B7DUUmcuPVurSVDTkJQGig8tYUGkIxWC/YFC5S5QY9aMua+A5oOSwCZzeOY2rp66GwDvLseghqaMZmMnNQDXVkTOOFC2XA4JJTKw2Vl1NUgDY89Naig6JlzCVnQr1ookSI79MXZjnbhdTF3KWThQ0XMyHqnLV18Ea2J3UTWWnIHJiYDlSlBhtN1XXweNBZ9QBlhrBcowcYOpG5n5JjVKGP3f0Ze6fqdsrVRQ4IdDzxmqvA5zll/QdOZ2d9vU9xaxoJyM0qRtVv9bFusVsLHswdUHdCGcKmV2JUJCWgEhnBsVdXbEtb2M2NxtoDux0IbOnpw4YQ1KnuvfUBZPB7XYiXMgvQCd6ICVW2DjVZWcFVhipL2DtMdN5CRv9Sd0YpMy2b4LDudXexwPJL3tMHRBMmRDp3KC7jwepdCrICblAoydK2b1MXUtrhfIZuGySOrVr6erkfhnk4FbIiJaNrmHaTB2tQo4CTgYIQLD5RhSDhiLzufkRJ3XO9wOEZ0xoD1uUAeQssNPRUM5J4PnhckQv50ugt5F11PHNbaJouRwQNtubUE3Vk6krdRNCmnzMZkdvhODVUxdW9jvI1I1jlo6b+VBVqfquyPePNOA5HnP5uZHKLystFfNuzpdt/4eBfhSygp0wANbBoKpUoRiKy99iA5upcxhpQHspgjN11v0IvICFfHCbbxag9vLD5tTV5BryYt73YaeYFXcZpRjEQEMN5rwaFuvdpG7FpadurbkWuMdptiCh1lHt/71SGM2surZqICfxEBzeQWHcpafz4q6e9fn8PHiOH7ns1za8cpBfBmVMgN5aCmsOFQZNRXedUTednUZRCm7Fv2cA+YhZb8BbfkmfGT+GVwLPQRI4ex+lf2dU+x1VfrnJL+dyc7561ikGzwz0/B7mni6bpI5m9YPUtklMVORKIGkflY61+wajBmXqPvjBDwb6eQpVN6HopiPrQ6u8gZK6AUOR2ewsKnJlZPK+hqx7jjMIKg0B+gardxNWW37pszIaNkaDqHc0x346wzRwtnHWM6mze+o0w2ZZRj30noJuasM2aLo5e8koigOOfWFHg0SJUcfDhXBb3kY5U0ZGcGaKhmFwg+Y5HouFxZEesp1eorqpo67UfVevc31GKQBCWXyHjZGsGWgqui+mLqgsqZgR9/TUAaM5GNDnblgrABB8Dx9k6oDgPYKs9rqOi718kGICYCkB+kcHAaOT/l6k8ksH90uTmJbFfAimTtZM+0BKHZn9vGujxMjLeTDo6BagK7/sS1BFXsRCbvTFBDfFRVD5ZWlgzqjdRxzguQsbp4asOc+oC8EKUyw5JHWjdCn1mkVskxE+FWZZUdjVUwcE27sjnRtcmGHAelaCrqXSQE9dlPfRZZTU0YGvu2+5rlhDNwP11PUdSKcyU+DAjeyA7dYrAwSX7gDWIbTfgn0uPwfFUEYm7/PD1AWVhgB9g9W7CWtGyGA+Nz8Wps7J+fJC8wJ0U3d1vgR6rFh/Ujcupq4n5XGZ+ejx/A3KXGayM4ELI1Hh1mAPBO+1pRiUXwLdWToj7KlzkrvsKDsgIL4P13lJgKKbMLsz0BbyCyM7WNPB4249deutdTtpDoJCX8IA9CSyo4iRohnguL3vIgrK1Pndw0tDkrpxDYKm7OewfpOaUguU1PXPgx31qJ2LdRkZkbfnsQ1iu7MNzdRCMHXWs1ztc8CUDTn280Nb0R2ll0D3IBqQqZvJ75ZfAuN57px66jRTQ02pBTOsGGDq6P4/EqbOQ34Z1CSFYrGc3SO/1Ik+MtYb6J9FPHw9bXY2rTYMF8fsfuQk3j7T58QcprPTI2OIe0zd8FgFLSQAu+f2AtHG7Fw+SZ1G5Ze7bzmMwx11kGqrBgRewHR2emQvGy9tclDpDtCVX/ZtzvSBHNXhza1HEAgnDQH6BqtHmFXHAnVZd5xRZ48zcJlRB/Se23755diYOhdnRXs95XwmdX2HtnHJLx0rbiGfu0GmDhituyLgvE/QZyZITx3Q6yMIM7cpLLab1sF3ziOpW8gvQOSd949hKGZ2z6Ma5QByWbd6u53kOZudTZQzZd8yxUGjFGB8SZ2sWu/ZYe6XNbnm+7kDLEVMSx1PUre+I2N5KusYI+p8GZQ9me0midQBkzLMcb+TWi5ufYSQcExdYbdRCjCmpK77zA0W52hLTCD5ZW5vTx0wGsffhsM5iBCCC80LgQsIFIsli6mjbPA4isJes4i3O9u+ZysDu5k6INwA8rDouX8799QFTepKORHNPqd2yj6GMUu5fJK6rvwyO/Cy2ZK7ZggBFn5hwEI6zADy2267LdDPU3gmdd2Kh99mdKArv5Q1+4GiD+SoFn0c0hCgn6nrHd72Fff5foGGjdEgdlzkl37GGQCWGxztbxrXAFEKKlsbZpSy1dkCBw5zefdNjW7uu9aQXAss+Y0SI1l3t5bflrdDM3VNVbfZLaD30hmVpLnnKLt7XdFnxndS1+e6CnTd4ORgbnBhY7TVsqrLbiMN1tvBxhlQWCYcffLL4ujGAMia4TqjbrO9GUg+P8zNk9p8+220Z7XXtTXK1A03SgkmvxT3jA4a1TvpYl12HWew1rRm7gU9aE8X6Hy34LPqosSo5fKObWpNqKYaoqdOgqL3pKTAeJm6wTUVdEYdsLfYWJJKyArZQIWsKGe7YT11VaUK2ZBDM3VLU1l0ulJ2YPTnO6B/xI5zH3GQd222j6kDgj93UdaSXQwessfRdq7A8susBN0kdp5SlIooSsWUqXODk/wyjBkCrUK2+5q4gxql3H777YF+nsKr4rHV3gpU8QAsQxHN6D1Qo66KNmRv+WVYxgTA3gHkPnsYwsZoEPWO5srUlTNlXxbzecnqbypJJYicOL6kTtEh8hwyQ9xKtzpbmM3NQuLd5wIVB16es7lZ6ERHUws2ayZKjOjm7CSDC11MyIkgBGj2GXGsFFfQ0TuB7y8snOyxqcTV70gDeyaQ3ptVR/vy/CJsjCpdpm7BpafuYutiIOdLikIfCwT0XqKjkF/KmuFokgIAG52NQHJSjuNQHJDvBHWEY7XXtV0OPMGZOnFsB9GLddnT+RIIw9RR+eWAI7OPPu8oMWqpht02MoiwhlC0UNkvwVwuLqOu1iHrstNfYw6nnjp6X6F66pTe3N753Hwgpi5snOqyNlR+GXacAcXiwAByepYaZVLXkHVkRH6oUSFgkStBkrrcAFMXdAB5lLXkZpTSUBvQiR6KqQOwxywlTepcoOoM5ZfZvSxD0MGo9913X6Cfp3AbKgx0DwQBqrxAn6FId3MeB1PnZJRCCAk8coIiKwrISby9QQPWS7Stt9HQvPXkYWM0iLqs2RXaQZypn8HBqYO+kvBCRkRHM8BxHGZywdlhVmirBopZceg1+40VlTD3J3VA8EJClBjJmoGsyA91JZV1GU2tGamYMM5ZdQ2HynxQpq7fdRUIN6subIy2u0ydk/ySEBJ48DhFMdNjgSiCHgzCQtZMxxl1gFWYC7qHl7LiHqMUwH9PBqu9TqYHniH9TQ2tEZyp636fJEgoS+WRFLIIIbhYV9yTuuYFlDNllDKlQN892FM3l5uDyIu+mLooMbKYOo95nCGYOmB3UhfFtS8sOqphOyL2g95XoDl13Z6v/gHkC/mFQExdmDgRQrpM3d49m/5bUjVBUCx1zX5oUjcOpU9T0VzN8CgZ4ReDTN1yYdnuc/WDKGuprTkndWHX0mAvJxD+fXTZJHVO7pfbnW1k+AzKUtn3d9FgRmHqWq3g8yeA/oZTZ6YuqGmALVPs9p6NUnNNNzMnpq6hNaCZWigZHLDX2ZNujH5eomFj1A9FNyBrpt3fN4itzpYvG1+gay/f98yNc6RB0c1cxKOfDrBsiQsZYZdRChDcRTZKjKwBomwH3gO9+Yj9ZilhZulEQcthTdEXeRCjFKBXDQ9j8R02RtstFRmRd5SN7Sg7kA05VFI3aJQCjK7v0U1+SQjBZmcz8B5u2f/vZer8HgpY7HWAM1NH53z5ZYiBrvul2uszGdX81Lqso6MZ7vLLEM6XAGzjFZoI8RyP5cJy7O8jN6MUex5nwMLp4L0Ao9/ngO4+Lgl7ioz0WQlyX3TsQ1PZPaqBtun4QZg4tVQDhAwfzk337LlsMPaHgjJ11CyFrsFReSYA1rnViYjQTA1VpRpMci4Ktk8GYD13BARbbX9xinRucDGDstlhj/aTQQwaxwGWWQr1yAiCyy6pG6R/KbMQRK44aMdOnftG0S/jJb/c7ATTJgM9Q5Gdbu8ZnSU0iheorJkwTIKSgytSGAlFPwZn8FGp1qjMUmg/n1NPXRAWMp8R7P6B2Wy4EQAs0FJ1RynPVsd/UaH/IDpqyS9gVXjdTFKA4AcdoLdB72LqRjyA3Ml8qKbUUJSKvsc09I/SAHr/HqMwDthuqpgvZhz35rAz6oAus9WXMABWjEYiv9TNPb3dFDvKDjRTC8zUWfLL3T0mwOgHQTtVse1iQneuqx8Us5aMuX/PG8X+YA8ed5lRF9a4IicJyEsCqq2+WXUjMO9qqYZjIS6q/LLfLGXUM8MA6/kYViSpyBVIvISS5J9N5TjOGgQ9wNTFvd/1RtAM76kD/KsrBrFY2i2/lAQJ5UwZlc6IZxEzlP/mJN427wJGW0xoO6gRgHB9nEC/7Hd3gWSjsxE4r7h8kjo6G2iQqQthhlDom1MHWC8b3dQDTX9fWvLvTtmPlov8UjEU1NV64ANBeWCeG2A9lKNI6uhD7OaKBIQ7XANWwtpvlBKkMT1sjPpBq5hTQ5K6oJbLBUncxdSNr6fOGPr8BZXKlvoOojZTF/CeosRI1k3HpC5s9Rrol1+OT5bkKL9UqoHYEjpvjD539FkNwtSFjdF2U/E1oy5cT50Ik/SKfYB1IN3sbPqW8ISF1VM3/NW70bGej6BMXWmAeSxIBZSlsu8klcVeB/Tkl4NVbNt1NQhT133P9ku0R8Eu2EldebhBDyEkNFMHWA6Y1b5EyK95V9gYEUIsdYXToVreBs/xgWIDWCMNgOFM3SiTOlk1hs5F3O5sBx4CDVjvpf6Wjfn8PKpyFbqpu/ytHsLEib4rhjF1FbmCvJhHTnQuMrhhpiBBErhdYw3mc/MjHSHk5ptAz3hBzq2W+2X4OaNR9ju3vmGbHQ4ovxzG1C0VlqCbeuA4XT5JXfflPdjLEKZfi8oYbKauW30M8o//lre8JdDvpKDV/+IQ6tceZ1AI9sBO5/caiszn5kdSyfGSk4bVKFMMMnWL+UUInODrJRo2Rv2gv3uYUQr99/X7/OUygl0JH8dcN4q2Olx+WVfrllTWh/wS6CZ1A5LfoOxjlBh1VMORMYny3PXkl70NOiNYEu9RxcyJqavK1UAV39wAUzeVmYLES4EO12FjVGmpmCs6O1+utSwHwnDul7sdjAGLqSMgsVflFRf5JZUPBRlJA+wd0QBY9+P3kMNirwP65tRJbJg6oFc8HdXYk/UdK6lbcWDq6modLa2F/aVwSd1MIWO7XwLW87vR3oBhGi5/K3yMVMOEbhLnpK6zjZnsDATe2bxnGHpMXe9eSpkSCmJh5Eyd0+DxsEW5XUxdbgEExPezFyZObsO5q3I1tFIJsNhHOtaAYlRFewo33wR7tnIQoxSJ31OQA/wndVH2O1kzwDvMGd3ubIMDF6h3GOgl87tm1XWT3KASTNekjuO42ziO+wOO445zHLfJcdxZjuM+wXHcz3Ac598zPwFwk18GZeqErr283VNH54YF6Kt76KGHAv1Oima3n0kYYu4QxvQF6DNK6dvIRtWz5TWiITpTt7unTuAFLBYWfdH0YWPUDzemzk4c/MovJd6uhM/l5rCj7PiuHrJEUzGG9mfQ58+//FJAq3tgK4gFZPhM4ENblBjJmoG8g2GF/dxFmo+4OzZz+bmRSV5aqnNPXZCkbrCnjuO4wLPqwsZoq6liwWNGnciLofYGuzCn7K32xi3hcTNKsZm6EEYpzYGkLojNN4u9DnCWX4Zh6goDZkpzuTnUlFqgcRphQBkNJ6MUWkwI60Y4U5BsoxTAYpp1onsWSsLGiD7jjvJLOZzLbzknguN2F4OB0c4MA9yTujDJ0OBaCjqAPEycaAFwWO99VQ6mrhiGxakcNpu9pG7USh8334Sg5wbAKjb2M3XT2Wlk+MxI9ru2ap1/hjHAFbmC2dxs4ALJ4CgNILyk1DGp4zjukwB+EsCnAXwXgH0AbgTwywByAB7gOO6fBfptY8Qw90vd1FGVq6HMEPoro2GYumeeeSbw7wTgKqOgFY+wRimNAfnlKBa9rSV3ouZDSkMopvLinsP1Un7JV/UjbIz6QV94lA3tB00c/D5/1P0S6MkVqQHBKNFWhzupBS0qlLLSLuvomVxw9jFKjNyMUrY6W5jOTkMS3EczDMMwoxTAOtCOzFHWiakLOCssN5DUAVblOghTFzZGlZbqKb9cLiyD54ILTujz228uMiqHUll3ZurovrRQCPZOKmb3MnVBkjoWex1gSeG4IVXsoAY9QO+g029IZhAj0DiNMFjfkTGdlxxjRC3mwzJ1s4XMrj40vy0BUc4MABz7oCudSqjiFc9zmMpJqA0kdaNykaXoqMPX07a8HS6py+1O6oKaQ4WJE31XDOupo4lCFCyWstio98ZMjJqpc5uTSM+tQZ7BrMjvGmnAcRyWCku+RoMA0fa7tupisNYJ/8wBu9U99gByhkzdWwghP0EI+TtCyAVCiE4IaRJCniSE3EsI+RYAxwJe+9hA7U/73S9rSg0EJNSGVsgKvf6mbDjpWBg0XCoe9oEgYJKaFXlkBH5X7xld9HGbvzR8MHVhpCEUlKnrv49RjgOouzB1dt+Wz+cvJwn2AYduHOMwS2kpw2ce2Zuz75663X1Ac7m5wC6yUeBmlFKRwx10AEsaIvLcrg0a6K6pgKNPwsJpn6jJtWA9dQMjDQArvnFLFNuq5UDoJr+kSV0YUBaoPSypi52pc55Tt9nZRFkqIy/mA32nldTtlu8tFZawJW+NlM1vq8OdCGtKDSWpFKhIUhhIvO1ROzGvoXWvweOsmbpuUke/lzXoO2NYywYQnqkDLAnmzhCmLoxrX1jIQ4pzhBArWQ1xX4MzH21zqBj7Oe02lGFMnRJMXTEMi+Ustpq75ZdVueop+WUFr566mexMoL0hJwm7RhoAoxt831H1oeMMgPDnhqwoICPwQ+WXVL3hF25J3QzHcd80+CHHcd/EcdxhACCE+NfgjBnD5Jdh5YpAl6kb7KkbEbPlpk0WOCFwpYDjuC6j1duc6TDouhpvVdRtMwOivXAAK5nSTWIzXIBVLR5ZUmfLKljIL3uSA/rMjWOsgdNIg6ANz4PsQph5j1HgxpiEkWVTcBy3py8DGJ38UtVNqLqJ0sAhrqN3IBtyMPllhvbU9aqio3CD2+4OHndj6i62L4bqpwP6e+p2S3iyQjZ+ps5FfrnZDj7OALAKJKph2ooUwEpSTWKOxKmUoqMZQw88QRlioFfoa/UZpQDxv2c36jKWppyLCReaF5ATcqH7nGYLGex0NJimVWik8Y4rTr3ZtnvjQojVQxq2gDVT2JvULRYWsdHZiF0mSzFMftnSWlBNNVxP9ID7ZRhzqKBoOCiWCCFM5JdL5Sy2Wyp0w4rJbG4WBAQ7avxKH1U3oeim87m1HdyxPStZw8d3uRePiCFuexSDg44zoCgNnBkkQcJcbi7wPbklde8BMOxEX+/+2USBzrToZ+qiJHWFTI81KUtlCJwQKFG45557Av9OwEN+2d7EfH4+lBxpsPdsVBbzXj11YaUhFL3B6ruTBz+xChujftQ7GrIiP1we0tlGUSr6rsoXuiMNCCEjZYf7YXQT5GHP4FZnC1kh69tCupTb7TI2mw0+7zFKjGQH2Q6ASAcdwJJgDsov53JzqCrV2A87LYem+6CDx4GejK6/KEJZfL/3ESZG213L93mHnjqTmJGSul5PXe/54zgOi/nFwJXRoHCbU7fZ2QzcTwf0jdkZ0pPh51DAYq8DnKVwNbkWmG0YdJmm6zHuQpYfpm6luBLYVZGilLOcV6kl+1RmChw4z708bIwoGz1sz27rbciGHImp65eSAn2ufSPq2RqW1IUZPE4x2FNXkAooSkXfSXeYODUUHRyHoYU4xVCYMHWE9O2rdC2NoMjYk5Y69NTJwQuo9L20yyylawzlR10WZb9zKlwBXRIi5LlhWF/0Yj74rDq30/8yIWSP8LT72cFAvyUBUHQDksDtMhiJYlvezzJwnOV2E2QTW18PN5fGbd7HVmcr1IEAsJiy+pDqVNwvUK+5e2HcSfsxRZ09+w7YM9kZe7N0Q9gY9WOnow2VXgLBE4d8RoBhEqiGObKq9SDo4X6o+2p3RqLfw04pI0LVTWh91cOg9xMlRk4N9kB0hricE4fKL01ixt4H6VQosecdBaj6chy3iyEGrCKYQQzfBYUwMdruSoXmS8MZk+3ONnRTD53U2SyQulvCE7cEmBACxWVOXVimrhix0Z7FXgdQE4HhTN10Npi3WnHAKGUUe55umNhsKI7Ol4DF1IXtpwN6hiWUJRb/f/b+O16Sqs7/x5/VufvmOMMEBoYZ4pBEkaCCgWDEnDGxKrvrurruLut+1jVnMQcMKIhgQAUUEyhJBEHiDDADzAxMvrHvvd23czi/P06f6urqqu7q6qrG7z5+r8fjPmD63q7q6lN1znm/36/36xUIMRgdbHtdbsdIF6Nqwa5wuxEdioebhFJ67VWXK1aJma7NrV8YyL1ItlihUq0HB+PxcceVOjfjlM6X6I+ECJgE8Lq5DiMmBxq96nQqcw+YPqqSO5Sw8erNdh7UqcSRMaibTExSqBQcra/dzHdKKMWMfDlPppRxPVb90eY9gxtKaUv6ZYvfdUb4/ztAoVxtUr7sZkKLG/qbQC44nVRNrrvuuo7PCa25yTO5GddB3aBpclYlZL8f+nS+TCQYaBobqFFD8vOOJfKtUK/U1a9NbS7abd7cjpERqXzJUtEKOg8cdNGKYtW1r1u3qDfdWwuldDI5m6sLw7Fh0qV0Rz5h3YyRnVBKrpwjU8r4EtRBb54p9RmMcFOpA5lMMAZ1nQoHuBmjdpW6bjzqwFAFKjaOkd/9tnbWOiDnu9mcW/plo80OdBbUeTHXgXqmuu/lBIOlQe2a1Pv97G2azxSpCphsU6lz208H1v2cI9H2+we3Y5RpwYbptAXAjKF4s1BKr73q8hbJuU7tgoywUiIci405vu/cjNOyzb7O7ZxtxkQtqJtJ5xuO14t2Bz2os0huK2/bTvetav4sGNalXs13WRs2ghort8+SFOhpfpa8DOru0TTtneYXNU37B+Dejs7yd4BiudqkyDWXmyMRSpAIJzo+Xl801LCAdlqpc4tMsUWlLjvnakMAMvgx0sXUAup/pa5kG6RmShkKlULXm2toNEh164nmBku5kuVkBp0HQbpoRalCJBihP9zfc6+6lhuE3HxH12NWfBqNyqCnF4qeQohab5P32WuQ9MuUBf0Selj9NimpuVEgBIiFAg1CKWqM/ezVatdTp1TO3PfUNVsagP/+jyo4thJKWSosUaqWPKNfjsZGCQVCPVcitLIJWSgsdORRB7JVIhzUWK6NUTgYZiAy4Os6q3vU2QR1uXKOZD7ZXaUu2miqDv7edyp4tKoueFGpWzIJkbmVYncDIYTn9Esrz7BObVw6RTpfthVJAe+CuqZKXQ/ol62CulQxRbFadEG/VKrM7r3q3MJOKKWbew5qvZwWCsbJfLKjRHeroO59wNs1TbtF07SLaz+3AhcA/+riMz+lKJQrDf100Pkm1IhEJKhz/aHzSp0bCCFspcpLlRILhYUuKnWN9MuebUBtrge6zyKC9QStNrW9COpSubI9/bJDyeVEpB7UQe8SCUao6rSdT11HQZ2putBL8RdVMbGiX3bTa6vwVFbqMjbCCLpXWIcbhFitl1OhF8IByUyBeDhoeZ+BoVLnMqiLhgIEtOZKnVKF80v1V21CrJIJukedS6EUQA+AAAJaQPYI9jCoy5bKTWOWL+fJlXOuxB76oqGGMfLbamc61Tqo61b5EowVSIN4V2zYN9qvuifsEnHgfo0dToSpVEWTr1tAC/TkvitVBJWqaGJcqL2Dm2BIJcMaDMg7oF+6gV1bjbrXVcLTLfRKXUoGdcPRYTS03tIvWyiAd06/VD11zZU6v+87O4p5t1RZs1AKyLVAIDpKoNoGdUKIaSHEacBHgSdrPx8VQpwqhPCGgN9DFKwqdS4aNBWsKnWdBAlnnXVWx+cslKuUq8KysqUmsU79jRTMQikqK9qLqkJb4/EuKiZWGXmnQZ2bMTLDrlJXqpRYKix1dP+pjWDWIPHda6EUXUnNNKmVKiUWC4uugjo1keniLx1sbtyOkao8WdHgvEgmmCvf0EP6ZcGefhnUggxEBjo6nlVPHTi/DjdjNL9cZLSN8Xg0GO246qigaRp9kebM6HB0mEKlQK6cc3XcdtArdRb33Vy2ZsLrUaUOnNN3vJjroFapszEe77RSBzSNkd9ejyqoW2GjfnlgWQZ13VTqrER6RqIjbSt1bscoW5QiHJb3XH4ODc11JUitbUYmTCgQYiw21ht5ef15aqZfDkWHCAc69xnt1xPB9Wsaj4+TLqbb9uGDu3FK50u6v6kRXtEvo6EgQ/GwbkAeDAR7lhR2YuvUaSIrZlGpm4hPoKH5Pt9ZzXHQfYLESijFTfWxrUyiEOJmIcTXaj83dfg5/25QKFn31LkdgERESqqqZloV1DlVhDvuuOM6PmcrpUg16JPxyY6PC/KBK5SrDZu3XhiQt/Qv8WBzbbXZ0YO6NsGDmzEyQ/bUdW9nAHV5eaOtQe8rddZKanpSwUVPXZMQQgc0JLdjpDYDVpW6Tk3hrTBQM7Bt8EfsUXZUBclN9MuarHyn6rjxcGOlri/cRzQYdZy5djNGc5ki422Mxw/qO8i1AiHUqkAm+qXf1GyleNiqUudmDjeLiig4Deq8mOvA2vtRrxC7qtQ1MmL8Nk2eSuUJBjRbgZ79GWk8vrp/tetzqAq6VaWuVYXY7RhlChX6IiHLZ2UuN8dIbMRV8AMwFJfPqJVXXS+CurzNPJ7MJ7sSrIBGI+hO1CLdjJOdr2iykCQcCNMX7uv4mGZMDkR1+iX0zoC8VaWuU29bhWgtQZE3VOqUBYAT2q/bZ0kIQdZG/VKvDru0n+i3YPfoXnVeBHWapr1G07RrNU27RtO017n6lH9HKJQr+o2gMJebc10F6jM1O4/ERqiKKuli2tH7L7744o7PWd+sWVPfwP1GdDDWPJH14qFfLtj77nlSqbPY7Dit1LkZIyOqVUHKplKnB3UdXJtOvyzW1CIdZHe9hqp4mql9bu6/flMV1Y26ndsx0oO6Fhm3brKjAzXZcqO6YjAQZCQ24nsfg8owmzcJbmTlQX5Hxp46TdM68qpzM0bJTMF2Yw2yp86t8bhCIhpsYFtAfW7w67mq0y8tqibqGXLBtjB7uimsSKxgOjvdlk7a7VynYLXhcdvLCbKqZRwjNwq5nWA6VWCiP9qgkm3EgeUDhLSQ6zYHqK9J5kpdsVpsWSF2O0bSBsl7P04wVOosbA38tgaBOuMiHjG11nTY2mCEVcuG+o6cJLLcjFM6X7YUVFvIS+PxbpJXCmP9Eb1XGeSz1KugLha2FsPr1NtWQVe/LDUWUSYTk46COrfPUrEiCzlWbQHJfJJ4KO5KowNkT12hbPIa7ZNrXCf9qa1SthcBrwReBfynq0/5dwQz/bJYKZIqptz31Jmybb2QW25VqXPbL6OgSv9GcYdeBXWtKnXdUEMAggEpyW5cQMNBmfnym7qYKZapirqtghFuqkFxE/1SbXD86v+xQr1fq/GalJdKJ5OzmeaiVEl7EajW6ZfWGbfh6LDr7DVY92WA//QxqPfQJCyy12421tFQsIHmAjIZ4WePSTv65Wx2Vl/w3KIvEmqoloD//pythFJmsjMMhAcc+1Ya0Yp+mSvnWC4tu/i0naNlpc5Vf1OoSfylE0ZMp5hO5VnRys4gs58VfSsIBqyDJCeoK682twT4MfdlimVLCxpwJydvhBX9EnpXqbNjXHhRqTP31IF/fcR22gIL+YWu7QwUEpGQpd+o32glFjebne3I21ahTr9snL87STa6gZ5EsNg3JPPdeSpbJeZGorKK7lVQ9yPgh7Wfq119yr8jFE2WBt1SrMzZtl6YQTsJ6tz2mOh+brkeB3WthFJycnMdClj/3inM/Y/QeQ+kGyjhGUv6pQv+dcygfglyk+Rn/48VMjZCKXP5zj0f+/Uqak3dLuC/up2CarC2E0rpZqMD1gp3IK1CevVMmT2PFgvuK3XmxXMs7lziu1MIIZjPFG2VL6ui6tqk24hEJGjZUwf+B3VWPnVuPepAKkVGgoEGoRTorbx8pSo9+MzV7+4qdcGGfujR2CgVUSFVSHX1We0wncqz0qafDmSlrhuRFLD2FNRpvz6IpWQKZUsLGuhOVwCkUApgaWuwVFgiX867PrYT5Gyep2422P026pdQX+e8RKlSJVeq2PbUuaXzmRENBRqERf4egjp1/3VaibSiX4L/11QXirOuOiorMDfor42/8b7TNE2yLTIeBHVCiC8D7wYuFEJ8xu0H/XtBoVxtUL/stl/LnG1TTeBONwPr16/v+Jw6/dKisrWYXyQSiLjK8kI98DDSL5WiZ6VasXtb17DjkkN3PY9G9EeDTZsdJ0GdmzEyQlFSvKZfqo2hmux7ScHM2gilqAxmJ9ejBz75xsxUJxsbt2OkKKx2lgbdZNygTuExV056U/0u2WZ93WwQ4uFAQ4YXOpP47nSMlgtliuWqrUfdYmGRcrXsOgBS6DcpK0IPeupa0C+7DVT7okHLSp06dit0O9dBfV4yb3jUd9mp+TjUKnXF5uDHL3+tqaU8K1p41O3PdGc8DnJzHQxoDfeek0qd2zHKFCuWlTrlEeZXpQ7qDA6/kNYTp/XrK1WlCJnbDbb6rqx66pxUgTodp1Y2Qcl8smuRFIVYuJFxMRobJVVMdSSX7wYtgzqXlWJVqTPTL8fiYyTzybbsJbfPUlan+/pXqTP31a3oW+FNpU7TNE0IkRFC2PI2NC+Ivj1CoVxpoF9224NmliXutFL3ile8ouNztqvUDUeHXXOvlTKRmX5ZFVWWiv74hhXKFYrlqm1P3Vzefc+jEX0mCg/Ugro2wYObMTJCfZd2qk/94X5iIfsNhBl1+mXd0gD8ye7aYblYJhoKEAqa+lOzc5IqEHROWQwFA8TCgeaemQ6CVLdj1FIopUNTeCvYCVc8VZTmSrXCUnHJXaXOJJQCct50mvDpdIx0j7o+64qJLgqVcCcKpZCwEEoZiAwQ1IK+VeoKLYRSuqnUgfU853Qz2u1cB4YNT7i5UjcYGXTFuEhEgw00RT/9tXLFCql82TaoK1VLzGRnuq7UaZrWVIF00r7hdoyyxXITXR6kL2K5Wu4qqEtEgoSDGosWPXXgv1fdYlbOFUqwBQwm0C73DsGARp+pih8OhhmKDjlKZHU6TmoTb+dT5xX9MhoKNAnhgf/7h6VcuaVXr5tEVqxFpa5ULZEutda2cL1vaGHp1A3lF6x7OQHvKnXAzZqm/YumaQcbX9Q0LaJp2vM0TbsceKvjMz3FMPfUdRvUqWyk7rHVISf+mmuu6ficrYK6hcICQ7HOM6EKqlKXyrlTfHKDTAv/HKj5CLq0aDCiz0Iqdig61DYAdzNGRrRSfXJThYybfOrcqEV2i2yhYrlBmMvNuQqEzDK+I9HOhBDcjlFdKMVasKLroM6CYgWG7GjFv+xoOt+8iUsX01RF1VVQFzMJpYCcG6qi6uje63SM5jOtjcdVUNct/bIv0iyUEtACDEWHfHum7Ho5hRBdV+qsJLF12libzWi3cx0YRStMAj0uab/QPHfrPY8+jE87j7rZ7CxVUe06qAPVz9mZeJfbMcq0mLOhO5VfTdN0A3IjemUErc6raKBQt1rpqmpi4Rk2HnPWr9XpONkFdcVKkUwp42mlrmAQ4VCVTL+TjKlcydardzY362qtjbao1EH7PavbZ0k9s2Y2QlVUu+5/1Hs5C6Znqc+Z2JVCq6DuXKAC/FjTtP2apj2iadpO4HHgDcCXhRCXdf7RnxqYLQ3UhOZ2EPRKXS0wiYfiRINRx1mPnTt3dnxOPaizyOgsFZa64l7rPXWGSp3fQUOdTtr8wOvUkFj3QZ252R7ktS0VWlcg3YyREbo/i8X1uVFejYYCaBrkeyjOY0amWLbkk7vtzeiPNi6ew7Hhju43t2OUt/E3ypVz5Mq5rrOjdmqEfm5KFeaXi4wmGu85RVdzR7+Um4Fqtb6oqLF2ssnpdIzma15KdpU6RenqWv0yEmqolih0SgHuBHWhlMald6mwRKla6r5SZwpSByODhAPhtv2P3c51UE+UNKlf1qw03KAvEqJYrlKq1BR/Ff3Sh0TjlO5RZx3UdWt4b4RUXq3fe04qxG7HKFMoN9Hlod4f1m3/8GC80eMWetfLuZBpTpyqOamr/iaLBMl4fNxRH3Gn46T8TM09dSrY8iqoM1fq1Frgd1BnR79UYoVuElmteuoA3+a7rI1q9lJhiYqodJUM7rdQoAe5zpWqJcd7hlY9dXkhxDeFEKcD64DnA08TQqwTQrxTCHG/2w//VMBsaTCfm2cwMkgkaK+w1gqKYqIWUU3TpJmjj5u15XyZgGZNGVssLLrqWVCIh4MEA1qTUAq0f0DcIq2k1y2yiMulZQqVQtcLDljTkoaiQ6RLaV/55C0rdS4ofpomlTx7qbhqRsbGLH4u645GYR6bkdhIW78mL2Dnb9QtdUehv0VPHfi3kAoh2JPMsna0UVZZBSluDKB1+WhDltdpBcgNku0qdTWp9G7nhv6apYH5Xus0sdAJ8mXrXk7V89ZdT12oqXdY0zQpauOjIpyCymI3qV/mF10nHPXedWV7ojaiPvTU6ZW6IetkgpdBXV8kpPcnQ71C7EcvZ6ZQtqSLeVGpAxiOh1nMFRte6w/3Ew/F/adf5or0R0OEDe0Aam7tqmoSC5O2ELnyY76zq9SptWg06hH9spacU/NdLyp15UqV5YI1/bKb+0+x7qxUmcG/a8rZCKXomgJdBHUDNuyelQk53zilYDpyoRVClIQQB4QQix18xr8rFMtVIoYHfz4/39VkVq/UNW9I/cJyQdKqrPrmulk4QS7+g7FQU08d+Ee/XG7BJXejDmkHK6EU9V21q9Z1g1QLYRu3YhzG/qaB8AAhLdRb+mWx2Yeqm4b7vmioYfFUfk3Zcrbrz9oKdjQ4r7KjetOzXVDn0zO1lCuRLpQ52BTUqQ2C20od0NBXpyrofiR8FP3SztJgNjvLaGy0o/5NKySiIYRo3hiMxkb9tzQw3XfdCndBLUg13W8gNzq9COpyNiICC4UFV8kEMFS8awFjOOifQq4K6ibtKnVZDyt1pp46qFWIPQ7qqlVpltxvoX45l/UmqLOiXyrVPt/pl9nmKpAXQd1ANMRyvvGaxuPjvgR1dm01+pztYaUO6sk5vwMgqO+BWgV1btgJmqY1qXlCff70a77T1S/DjWOl5u9umGW66qqFUAo47091FNT9X0ChXG2o1HWr+lTvqWv0mnGaQfzABz7Q8TntjLqVmEk3lTpQNIpGnr+G5h/9skWPoFdZRJBZUSuhFGjdJOxmjIxI5UoMxEJNRrbdeCTGDEGdpmmyqtDjSl1Tv1YpTbFadLUhHbCo1IHz6qPbMcrZbK692BBAXeHOtlLnk3rf7qQMhs2VOvUMuxVKgcagrpNKXadjlMwUSUSClmIiUBMU6bKfDuoKrr20O8mXqoSDWtOc0E3QrWA1z4Ez2li3cx1Y0y+FEN1V6ixozGOxMV82olNLBRKRoK1w11RmioHwAH3hvq7PZVb1BNrO5W7GKF+uIET9ezRiLjdHLBjr2CPMjOFEpEkoBXrjVbeYKzX004Hc0EcCka6uqy/abHcyHh8nV86RLbVOOHY6Trb0y4K39Esz48JvUShozVZS7AS3iaxYONjUU6f2rO3mB9f7BsVGsKnUdbNfjYeDBDRr+iV4XKn7/zrKlSrlqmjqqeuGYmUlS9xJL8bmzZs7Pudy3lr+vxsRBCMGY2F9ggEIBoIyUPWrUteiR9Arvj/IalCuVKFi6AlSAXCrzZubMTJiMVu0nMz0Rm4Xk1nCJFoxHO11UNcsj60yvp7QLztUkXU7RrlShUjtGTbCq6BO06SCmjkbr1NefHqm9iSlZ+HaERP9sgsD6JgS6DHcd4lwgngo7igj2ukY2an1KUxnp7u2M4C6gplZAVMFdX4YXOdLFUvjcf2+66IPyEoQCpzZT3Q714G1+mWunKNYLXZRqWtOno7EOhNTcorpdJ6VgzFbBempzFTXhvcKiWiz8X27Sp2rPYONBQ3U1KXjY64VsxWsKnUgKzDtrDS6xWK22BzU5aVfWDfX1R8NN83dTvuIOx0nxeawpV96qH4JUKglXwJagJHYiK+VunZiceCecm7uEQQIBUJyz9rmmtzOd3Y+dd36XoPcM1j1co7GRglpIW8rdZqmrdM07QW1/49rmjbQ6Qd+KlGsNVkb1S8XC4uuFxqwliXupBfjxhtv7PicGZvNTrfG4wqD8ZBeLlfwU4Jd55JbXJMXD4mCmcIDzvyo3IyREXYNwm483RTikUZ5+dHYqO8m6kZkis1Gtt1kqcwbUfVMOr3n3I5RoVS17E31ciG1mqAHwgOEAiHfnql6pa7RrzKZT5IIJYgG7Y2V7aC+pyYD8pgzr7pOx0gmDqyrdCAzvN2KpIC9QfxIbISqqJIutpbFdgPZ220d1GloDEXcsy2UIJS5R3AsNsZCfqGl/US3cx1Y0y/1ZILrnrrmSt1I1J+N6Ewqz2QL4/GpzJQn1EuoKa+a2SNtKnVuxkglLCzVL116hJkxFA+TzpcbkqZQr9T52R+9mCsxHG+kaXcrLQ8ywEqb6JdqvW5nQN7pOKXzZcJBrWF/CnItCmpBBiLebLeteqOfyqBuNjeLhuZ6rMxqngqjsdG2gbfb+c7OtmUuN0c0GO26ij8QCzdV6oKBIBOJCe+COk3T3gn8HPh27aU1wLUdfdKnGKpEqx6aqqiyXFxmMDLY1XHNssQj0RHSRf/EN9J5a5EKtRB0Tb+MNatYjcb9C+paVupyc4S0UNfXBPUFzbiIOpGQ7hZLFtQQ6C5gjYWbK3V+q1cZsVwoN1fqugjqBmImyfJaU7jfgWquWLEM6pL5JLFgjHgobvGuzmAli61pGqNR/56p3ckso32RJirPYt69rLxdUOdUDa5TyL5N60pduVpmPjfvSaWuzyLZAwaFRR/GKF+qWhqPL+SlQmQwYB/MtkNfNETVokdwLD5GRVT8f6YsxIdUktNtwtFKRdavNWkxW2IkYS+cNp2d9iyoS0TsK3VeBkFqbrUTSum4SrK4B275DFz+Mvjb96CU0zfs5r1Dp6p9brCUbV5juzWBhnpCzjgWan3zuq9uubavM1cWk/kkw9FhApo3hLq6uEhjUvipCurmcnOMxEZc+VeC9Kozr0lQNyD3A7lShVg4QMDE8FHtXN1WveV91xw/dOJV5+Tb/GfgZOAuACHE45qmdef62mOoaF5lSJdLywhE1xkQsyyxqjIsFZY8yYCZsVwos2q4uYlbiX10048BtaDOlJ0aiY7w2MJjXR3XDq3UPOdyc4zGRz2Z0FRG3rgxcEK/7BZLuRIrh5rHqxtRhEQkyEKmrjQ2EvO+ud4OmUKZxWzzNSmKjRtPwb5IiHypSrlSJRQM6M+Q35RSNTmbkcwnGYmNtJ6cSzl4/AbIJuX/l7Lyvys3wVHnQUAet0FifvYxuOtbcNzrfE2UWClfguzPcLuxVt+T2YB8LD7GrtQuV8dshayNbQbIhIhAeNNTZ6M21ikFuBPkSxXLXsGF/IIH4jz1yqOxWqbTxlwo7naCrIUxr2pHcHttZj9YqAc/VVH1bMML8nuz80zNl/Mk80ldia5b9BmUV9VcMxwdpiIqpEvprhPOCmpMLPvW83M8feXT2x+kXIRHfwv3/RB23AQIGF4Hv/kA3Pxpnrn2dQxzHEu5EiMGcSOjrYFXFEIjhBC2PXUbhzd2dez+mEyQ5Er1BFPLPmIh4IGr4PYv8cJcDJ58Jqw7HRxs8tP5UlMSDryZE4ywqtSNxkZ5aO4hz85hhh7UWSS3u60UR0NBy6BuNDbK1uRW18dtBbk2eefTa0Z/zJpCv6JvBY8mH3V0DCdBXUEIUVQTj6ZpIcBfvXGPUazdxEr9UtFqPKnUWfUD5Rfb3qznnXdex+fLWFRJwDv65UAs1CCUAv5mctQiarWB7lbIxoi6qWN9AoiH4sSCsZY9kG7GyIilXGspXzeTQDwcZJ+pv2SpsESlWukqy+8Eexdq/VqmoEE1pg+EO0+S1KX/KwwlAvSH+wkFQo6DOrdjlLPZXLek7hSW4Z7vwx1fg4xZAEADBEwcBWdeBEedR380RCQ7Bb96L9x/BYgqPPgTRo99jm9B656FLMeubq5ud1OpU9+TlQH5fdP3tX1/p2OUKVYsnxuoJxDUhrEbDNqojfmZWMiX7CvE3W7gjIyEiYE6jVCnjeXmOHzkcMv3djvXQV1EwJgs8apSZ5y7R2OjUhyssOTpplepS1tBUZ8O6u/eeBxk4CtMQYPeEpBftNybuNozKLNkE2W+WCk6Sz5XK3DVa2DnLTC4Gs74TzjhTTB8MOy6A+74Ksc8+g3uiEZJ3/YAvPh/ICoFSoxB3ZGjR3b82dthuSApn0b6pRBCzuFd9KaC4b7L1zfxI9ERAlqgmdq3PAO//lcZ+K7YxBHaTrjsxTC2AZ72Ftj0ahha3fI6LBlYhe7MrM2wq9T5mUBNtanUdZOci4UDtvTLdj3rbue7rA3DZz4/z9r+ta6OacRALNSQtFdYkVjBbXtva0gC2cFJUHerpmn/DcQ1TTsL+Cfg124+8FMFJXuq1C9ThRTQfVCXiFhX6pzQDVau7DzjZyeUogd1XfQIglS/zJUq0v6hNgGMxkdJFVOUqiXCge4kxM1I58uWGSrAM4oVWNMvgba+QG7GSEEIwVKuyKBNg/BAeMB1f5OxYjIcHUYgWCou+ZINNWKP6tcaaaQmdkM90KsLxTJDiTCapnUk7e12jPKlSpOCFdhQd/JLcNd34K/fgNwCrD8TTv8OTBwJ4TiEExAIwSPXwC2fhavfBpPH8I78Rk5N/RYWBJz8bnja+XD12xjdez+7xuwXebcoV6rsW8jx4mObN56LhUXWD613dVz1PZkrdePxcRYKC23nhk7HKFcss8qiwg11M2Mv5ob+qPzM5h4Gfyt1NvTLwgIbhjd0dWy7yqMTgYdu5jqFXC1gNc4D3VbqlEhPwbQRBW8rGUIIMoWypb0OGDzqPKrU6QIwhXpQpwLfhcICB3Nw03vcjJFa88zJYMciFbd9QQZ0534GTn4XGBOHh5wOh5zOQw/cxWO/+Biv3PwteOI6OOcTcMwr66p9PnnVKcVNYxVoubRMqVrqmn6p7oNUvsxkbZsYDAQZiY40Vuoe+RVc/z6Z8Dv7k3DKP5Fbmqd/142ysnnj/8qf0cPg0GfDIc+GQ8+A/vr3nspb33cL+QWOGD2iq+swwq5SpzyB3exH2mEpVyIWDjSIFCrM5mZZP+xuTQJ5PZYWLvEx0qV0y2tyO9/lLCydQD5PJ06c6OqYRvRHQ3pfvBErEivIlXOkiqm2LUlOuAsXAbPAFuDdwG+B/+n84z510OmXtRtLr9RFu6zURUMN2etONgPf/va32/6NEUIIlovWGZ3FwiIhLdS1NPGg7mhv8KpTPU4++O8tF0q2dBfXlbrNP4Nfvhv23au/1G9Hs2pDXex0jIzIlSqUKqKpiRu6o0HFI8GmTBv4Mz5m7Fmwlsufzc26rqr2RZurJcMx532CbsfIrmLSsFEsZuDPF8OXj4ObPwFrT4F/+BO85To47LkweBDEhyEUkZTLTa+Cf7oTXnUpVIqckbqOWwOnwL/cAy/8DKw4Bt76a0ZDCZLZWdh1p6vPbocDS3nKVdHkUQfdVYJse+oSztTgOh2jTME64IZ6UDe57Ua4+VMwtUVSn1xAbaTMPQy+9tSVXVSIHcKq/wyceTd1M9cpWHlYLhQWCGgB160OSinUeO/5MT65UoWqsBYUARvj8VIeph+GTOc9VrryqoV4l13lpGmMhGh779eFUlyIWz15O9z6GTj2tfDMCxsDOgNiq47m30r/xG3PuQr6xuHn74DLX8pYeg4NzTdbA0XtGzYkTtU93u2zZDU+UOsjVs/RHz8KPzsfhtbAu2+D094DgQDf/v4P4YQ3wjt+D//8NxnsjW+Eh34Jv7gAvrARLn+pDPpyiyyroG5pL/ztUrjqdXDpOSTT+xjJLkLaQVBcyrf9O7tKHfjX7mDlIwhS12I+P99VpU6qX1pX6qD1Nbmd76zmuFK1xEJ+wRNm2YBFHz505lXXslKnaVoQeFgIcSTw3U4+nKZp3wdeAswIITbVXvsI8E5kkAjw30KI33ZyXDfQK3W1mzpVlJW6rnvqIsEGrr+eafPhAckWpd+MnVDKUHSo6yZNVVVK58uM9csMhy7Bnk96VjlTWC5YVx4r1Yq7Zuf7roBf/YvksW/+CRz6HHjW++kbPBnovFLXDdo1CLsO6sLBhgZ7dc8l80nW4z7r5QR7kjni4SBjJlPoudwcBw80Z5adwCrgHo36r+iZK1UYNFWJFXVnLDIEd34Tbv8iZGbh8HPhuf8NBx3f/sCBIBz7ajjmFXz+2ru5cnOKc0YOqf9+YCWjT3sbuYcvJXvVq0m86Rdw8CmeXJMKus1BXb6cJ1fOdR3UmemXk3FJr5rNznomIAE1SwMboZSZ1G6CwOiNHwY0uPWzMLoejj4PjnklHHSc4/MkIkE0C18gJ9Rst8iXqoz1NW4KytWyJ1RCO+GX/nA/0WDUF1EbI3IW1e/F/GJXYg/hoEZAo0nxF7wN6tRGyi7JqIK6Fff+CPbeA/OPS9EQBESH4IIbYNI5xbDPUKlT6Gj/MP0wXPV6yM7BwEoYWCWTTJNHw4lvhn75bKp7wfw86X3QdhvRzDz84h9g5FB4yRdb9oapfcOu+DHwrlvg3h/Anz5O+NKzGFt/mG9B3UJW0tSGDeI2ul1Ql5W6hIWNCxgMyO/6tlwfnvZWePHFELRhKkwcLn9Oew9UyjD1IDz2B9hytdyr/OYD/I84lkOyC/ClnfI9w+so9U+SEiVGH/0D3HW1HIfDz4EjXwIHnwrB2nhOPwL3XQ4P/kT2db/xpzLhaAE79UuQ35uXc7iCnQL4UmGJcrXcXU9dONhkPg71sZ/Pz3t+Tbli8xy3kF9AIDzpqeuL2PTUGbzq7Cj0Ci2DOiFERdO0RzVNO1gIsbvDz3cZ8HXgh6bXvySE+EKHx+oKZvVLb3vqLOiXPgR1rZQilwpLXffTAfom1yiWohZQPzYEy/lyw4SssFhYpCIqnT3w9/9ITpKHPQ9e+R148Mdw5zfgilewZsXxHKO9jkzhmIa3jERH2JbZ1u1lWKKdP0u7B9MOytJAcav1Sl0PxFL2LGRZOxpvSh7M5+Z52uTTXB3TqrowHBt23BTsFrlic8UkW85SqBQYuf/HcGCnTAo87ypYe3LnJwgECfSNkCkuNPHgR4fWAbAwsILED18u79ejX9bN5QAGeuyotUed2zlCLWJ5U/+CqtR57UWVLVaaeoAA2Hsvs/f/kLFQleCLvygDuW3XwyPXwV++Crd/SdKbnv1vsP65bUUKlC+QOaiDzuxpOkHBQqCnW9l/hbpQSuNGR9M0x/YT3cBKUXahsNDV2qRpGrFwsCEjb5uJzyZh5hGY2Qpzj8PhZ8OGFzg6j51XmMLU8n5GCRG99bOw8jhYc3K9t+zGD8NVr4V33iQrVQ7QqlLXdi7fey/86JWS+n3S2yF9QP7suVsGC7d8WrIGTn4XmYJMXJsrkC0rdULAtf8I2Xn4h59CtHXyW61xS7mSTGo94x9k8HHp2UxkFphefLL19biEol8ahVK88HuEegCUtRCH2jn3MNxzERzxYnjJl2wrmE0IhmD1SfLnzA/C/vtgy885+K8/Jx9eDc/5uAzcxg9nKT8PP3suI8/8ZxB9smp6zw/grksgPgIbz4HkDtj7NwhG4KiXwsw2+Mkb4c2/hHWnNp3eqlKnAiC/dBPsgrpuxNUUYqGgdaWuNvZOPFQ7RbZUZnKgsTWgG40EM/pq/pXVqmhQ2FTBadeVuhpGgIc1TbsbyKgXhRAtdyFCiNs0TTvEwfF9h/JeUxObV5W6uKlSFw1G6Q/3O9oMHHvssR2dK90ik7hQWPBE+n9QlyY2VE18LM+nC2XWWFDFOpbIf+AquO49MkP1+qsgHIPT/kX2AGz+KcGbP8XPIx/h9t0anPpP+tuGokMtx6rTMTJC5/vbBHXjq9xNZvFIECFkti0WDjZU6vzGnmS2ydRaSVa7zbj16xS4xoq30w212zGSvU2Ni7G+IUhPy/voyBe7OrZCXzREpSr0sVLQKw0v+zKrb/iYpPA8/8PwrPc7Ukuzw+5klmBA4yBTP5p6dt1WgtRmoFWlrhU6GaNypUqhXCURNsxzQkj59N9/kNmDDmJydAM84wL5u5PeJn+ySTkP3Pl1uOIVsOpE+X0e+VJdjdQKg7GwZWZ0JOqPwbWV+qXujdjlRtSudxhMtDELdDPXKVhRkxYLi10nHOPhRsq57mVZqM15O26SYkRLe+pvCoTh7m/Dc/8fPPvfW94DYN97BkC5wNSOG1hRyMreslP+sfH344dLYYyfvAne+isIte9N6rMwVU+EEoQDYdu579hjj4Un/gw/fr0MHt9yHRhZACCD2bu/I5+FB3/MK/qP5f7Qi4gEX9TwZzpN0eqeu/Mb8Pgf4IWfc8ROiIaCxMNBfc0DZPXwzb9gxS9exr6p++XzmfCg57uYhblHITvPyI5HeUdwK6s2b4YjngdrnqFfl1+VurFSkbnCAmLNSWiv+p5lQOfoWdI0WH0SYtXTOPO2Z/OuTev5z9PrlV61Fg0fdAIccq7czxSWYcefYNtv4LHfy+/4nE/Bca+HvjEp2PKDF8GVr5H34erGRKtdT53xfF5jKVeyVGzX93ixbip1gZaVulbXpI9RpSTXlpmtcMQLZVGgxfObtajU2VpU7bhZjsnxr3NyOUCjp7JRb2IsPkZAC3gW1H3I8SdyhvdomvYW4B7gA0IIf7XLgflMAUBXBEsVUwS0QNdGgX3RYI0WWc/E6+X5Njj77LM7OpdadKyCuqXCEusG13V0PCsMxlVzcHOlzo+Hfjlfdm48LoQUrMjMQXFZ9juVsjD9kOS2rz+zHtAphKLwtLegbTyHhz7/Us7a+kG4cRqe/78QkAFRqpCyVY7sdIyM0Pn+JinfQqVAupTuin4J9UqT4+xulxBCsHchxynrGz+3PlYuM25qE9VAv4yNkiqkKFfLbT1s3I6RpIo1bvSS26Uh6ejhL+o6oAP0ezudL1sGdQsB4K2/huv+Gf70UZjfDi/5suzRA7mIJ3fCwEENjfV22J3MsXo4TihoMrGtbRLdVoJktaTZE2g0Ji1HZnKt6VWdjJHKjOs9QMuz8Ov3SmW5jecw01dgjdVclxiVFKeT3ymr9Ld/GX72FlkxeNWljfOCAbJS1+wL5JdVSL7cLJSiB3VR/4K60fgo+5f32763m7lOwYp+uZBf6HptMlfqwoEwg5FBqXC3+y4ZTA0fDGd9TNIPJ4+W98Ov/xVu/iQceBBecUnLipNOvzRX6kp5+Nn5TBWSrB07sjmgA1jzdHn8q98mk4uv/E7b5IyVqbouEmVD+z37EAFXvloGcudfK+mWZoxvhBd9Hp73IXjgKuI3fYVLQ5+FH9wmXzvkdEBWSkaiI40CR9Uq/OXLcNMn5HNz8rtaXoMRg/FQkx0S4xuZXP98HthzM/z4DfCWa2V1sVNUq/Dkn2HzT6UwSY1p9SzgWWHgL8BfPgMDq0iuOwqAYQ9E8IBGL8G57Yw/dB2lwSipV32PoUhzQho6e5bypSrlqmi67yznhGi/ZCccbaPc2D8pA/0fvFBWct/2G9nHrd5uUalr18fZLZZyJY48qPm5U3vkblp6YqGgzsIzQmeXtUhinX322bDnb1LkZvohKXZ23+UQHZTtFse8Qv7XlAzKFSskLIzHwbBfLaThhg9JGvJBJ8Cxr2mbVFIwqoEbg7pwIMx4bNyRV13boE4IcaujT+MM3wI+jrRE+DhwMfAOqz/UNO1dwLsAVqxYwcUXX6z/7k1vehMAV155pf7aqaeeymmnncYll1xCJiMLipOTk5x//vnc9cAjAFz+nW8Q1CB9cppEMMGXvvgl/f1nnXUWxx13XMN51q9fzyte8QquueYadu7cqb/+gQ98gM2bN3Pf3fdSqU7yuYu/xKte/jJWrlxJbj7HA/MPcPE9F3Psscdy9tlnc8UVVzAzIzc+fX19XHjhhXzkIx9hYKB+s7e7pm0LAjiYO269iecf9QZuuOEGtmzZAsDe0b0cPXw027dv57rrrnN9Tfue2A7Az6/7DVtvWOK8885jcsUkmtD43a2/Y+Z3My2v6Y477uDOO+viD+2uaSG9mm0PPcgV2Qc5//zz9WvaHt0OAzD40G/IX/1eCvO76RPLhGjOygBM9x/Dijf8mGuu/73lON144418v/RffCF6KS/8y5cp79/MJbNP5/74TkS/4LobruOV576y6Zr6+vo47LDDOromde/tDa8B+tl8z1/5w08e0v/2vPPlhHzvbfdy8Y0XdzxOq5/9GgC+8o1vMRCUG4L4ijgz6ZmG93s5TplMhlw1wHLhcNaMxBvuvbnQHAxDaaHUcH6n15SrBoDDeWznbi6+9WcAbI1tRfQL9if3c/XlV7e8pm3btvHd736342tKZ1bz8IP3c0X6Ac4//3z+9NtrKTz0CVjRxx92jnDi8jJTU1NdPU/JmQMAfPVb32Y4WOK8885j5cqV/OJHv4BRuOraq8gfnufsV13Kg/tyHP/AlUxvvolSKMGaaA7S9U34VOAg+k94OYW1z+byPz2CqPUoGa/p7r3jhLUqV1xxRcPztDO6EwYgUom4nyPKG8iVKvrzpDB00BAHUgea770XPJ+/fOu9bJq7nmKxwN2Tr+fF//rltuO0XAkBG0hEQvz2y//KGUtXExV5Hhh7JU9/w6Xs+9GpBKbCXHy/PN+73/1u63F6zz3c+rnXcca269n1mWey+aiLeOmr39g0TgOJU5maW2z4/Oeddx79wX62TG/RX/fqeUpn8zz04ANcvOMGfX26+e6bAfjVT3/Fnyt/tr+mNuNUFQBHslwoN41T5JgIs9lZ2znixhtv5Pjjj+9qjnhyYR3DMbnhUffevtF9BKYCLD/D/fOUSR9KvjzceE3DsO/AI4ibL2GxHOMn2ReR/WuZY48VnL1xtRyn6cN5WvRsztj2WwLfewH3Hf4Bbt5cr+YZr2lHoR9Yw85HH+aU9c/hkksuobQ8z0tzP+eQyk6mDtvAiupBDZ/VPE4nR57Ls7f8DMY2cPG99a2V1TUtVcLAYTy640m23nCV/reJgxPMZeYazvP0I1ZzRngLlTu+wWxwJb/MvoTAVdc5GqebCx/kdO0BPpj8DVz2Ip4MrufuyOk8sHIf4yPj+jjFqxlemL+WQys7SK87mx/sPYbSF7/oeJwKmUO5b8ssvPr4hnF6PJ5isS9A4cm/8uRnn8tt0bPIagmOOvZpnH3OOS2fp9HKLEeXN/P08A6CmSkKRHg8dDQ7Yxs59Nhn8ufcWr5/7wJvHdvJ+vLjHFvdwfzUgwwlouQ+uYF7wsfzcPh4Xv+PH+z43tuyfRewket/9wdefdIFPHr7daz8078w0KcBUe7b8yTPCE80CG6o5+k973kPhx56qOU1mcfpOz/8CbCRu2+/lRMiM/rz9FDpIRiE22+8nZPfcnLDmmt17xmv6bull/H6/OUELjmLe9f/C885/4Ncc801PLrjCeAIbrzpFt5++qFs3ryZG268gcBYgN/f9ntOj57OypUrLa/J7byXXD6SoXi4aV9eOlEmAH783R8TJtz2mqzGafcT28kUAvrvjPu90FiIG/9yI2fEz2i6phOPWs/qbd/j8NRfWNb6uSn2WqaHjuddLziS6Vu+w+CWXxPf8jP2BtcSfc13qQwfql9TMrWRpaQUJ1LXtDm+GfpkhfCeqy9m4yNfYVAscU/4VI567RVM7dzp+Joe2Xw/EOJrl3yX0VCx4ZqqQ1XuWrqL7Su2s2FDC6VkIUTLHyANpGo/eaACpNq9r/beQ4CHOv2d+eekk04S3eB/r90ijvvIH/R/X3TbReLcn5/b1TGFEOIHt+8U6y66XswvF/TXPnDLB8SLf/nitu/9whe+0NG5frflgFh30fViy97Fhter1ao44fITxJfu+VJHx7NCKlcU6y66Xnz71u0Nrz/3p88V//uX/+36+EaUK1Wx7qLrxZdufLTpd5duuVRsumyTyHxkSIhLniPEL94lxB/+R4i/fE2IB34ixNbrhdhxsxB7/ibE9CNCVCptz/fMT/5R/PvPHhDib5cK8dFRIb51uvj11p+JTZdtEjsXd1q+p9MxMuK7t+0Q6y66Xixmiw2vb57ZLDZdtkncsvsWV8e99v69Yt1F14vtM2n9tXN/fq646LaLXH9WJ3hwz4JYd9H14vcPHWh4/Zbdt4hNl20Sm2c2uzpuoVQR6y66Xnz1j4/pr/1u5+/Epss2ie0L21u8U8LNGFWrVXHIf10vLv7DtvqLv3qv+MUXVolNl20S+9P7Oz6mFX7/kPUzmylmxKbLNonvbf5e4xs2Xy3El48X4rvPF+KX7xbi1s8LseUXQtz6OSEuPUeIj4wI8eFBIT5xkPybX/2rEHd9R4jddwlRrYqnfewG8V+/eLDpc/xgyw/Epss2iXQh3fQ7pzj1U7Xnx4TX/vq14sIbL6y/UK0K8fC1QnztGfKzXvJsMfvRw+T/X/OPQmSTLc+zYyYtjr3oJ2LnD94p3/ONU4WYekgIIUShXBCbLtskvv3gt51/8Ad+Ir+3b58hxPJs06/f+v27xEu/9uem1z9916fFKVee4vw8DlCtVsWh/3W9+PzvtzW8fuUjV4pNl20Ss9nmz9cpjvyf34lPXP9w0+tfu+9r4rjLjxPlStnyfd3MdQrP+8LN4p9+dK/+b7U2ffneL3d13Bd++Tbxjh/c3fDa+de9Rrz9O0cJcfFRQizsan2AHTcL8Zl18n766kny2brrO0Lsu0+IYlYIIcQv7t0j1l10vXhidlmuKb9+v3zOPjwk0n/7nth02SZx6ZZLW5+nWhXilxfK83zrdCFu+awQ01vl6ybMpfNi3UXXi8v+8kTD6xf8/gLx5t+8Wf5jfqd8xj82LsRHRsRDH3+WELml1p/BhAuvuEe84OJb5HXe/hUhPnOIEB8eFG/87tHinVeeKeeOJ/4sxBeOEOJjE3J9tPi87fCyr/1ZnH/pXU2v//KxX4pNl20Su2/5hPxe1M/HJ4W4+Gghvv9CIX73X/I5nd4qROqAEHd8Q4hLni3/7iMjQvzo1XJuLGQajv2Bnz0gTv3UHxtee/8f3yNe9pMzhfjhK4T48JA8xvdfKMRDv+zoehr2Qtv/JMSn1gjxuQ3iri0/Epsu2yTuPnC37Xs7eZYen06JdRddL657YF/D61dtvaq7OWH2cSG+eIy8/itfJ8T0VlGx2XM972fPE/9z+/+4O08LtNrjfeauz4hn/OgZXR3/yzc+JtZddL0oV5rv13N+fo74r9v+q/5CtSrEvvuF+M1/CPGZdaLy4SF53+VTFh+8KMR9Vwjx6bXyPv3zl4Qol4QQQhz+39eL71/9SyFu/owQP3mzED+/QHz6qnPEKZefIMTV76jNMU8TYtdfXV3Tn7ZOiXUXXS/u373Q9Lv33fQ+cd4156l/2sZLTip1ejlJkxzD8wBXcm2aph0khDhQ++crgIda/b1XmMsUGeuvC3KkCqmu++kAEga6y2hNEdAp/bJTZGwauTOlDGVR9kQopS8SIqDRZEA+EhvxnH653IJOOrfvHuLVKokNZ8Hrf1xXeuoCfdFa/+PT3wFDB8OPX8fIXy8BzR/q4lKuhKbRRC9VgjNe0C8VRmL2lB2vsCdZMx439dSphme3NIpIKEAkFGDZqCLro+AQyJ4CIaR6FiB7cu69jORx50B6q2feV3YS84lwgngo3vxMHftq+WOF5/yH9MjbeYs0/Z1+GB7+paR4AKWjX81S5mVNIikgm6v7wn30R9xbnsQiwSafOpB9dQcytSl9aZ/sD9x3L4wfAa/9IRz1Mn508ed434kFSYnc/ic499Ow8lhJeQnHIRST1gQ7/sTKrTdyf/R+Ak8i+0ie9yG9x0H3qOtEBvv410nbiZ+9Bb5/Lrz8m5LCPb8dkjv4p+Revlh5fdPbRqIjLJeWKVaKRILNYk5uUKoIqoJm+qVbg+5sUkqgx4akMMLk0fRFDeppmTnYdx8s7WG8b5iqqHbV/9oO5j7V5dKyJ2tTLBwgb+ydWdrL6PQj7ApocP41knrZCuvPhHfX6Hv77pX34IM/rv1Sg5F1nBxay3+HBll97ddh7x0QjMpn8eR3MRXvh4e/zEF9bYzHNQ1e+hV5bz9yraR+3vxJGNsIq06A2LC8F2PDDAysJYJoUiodjg3z6OwWacuz5WfS//LEN8Np7+X3P/glx8Q6oxUuF8pynxKOw+nvlSImj/2e2Xs/wbrFPXDpWfIPxzbAm66Wn90F+mMhS9qvUu2bOeIc1q47U9LJs3NShCUzL1VE7/kBlHONbzzoBNm/uOlVupKnGYvZEkMmobX5YorRoUPg3B9Ii4AHfwz3XympseUCHN/8rFtB0WM37Pop3PwF6Un6xp8yRhHuxbM9ntJ7GLShX7p+dsY3wHv+Bn/9lhSQ+tapBE48n9XBU5oMu8diY76017QyHp/PdWdnAPV5tFCuez0qjMXGJP0yvyRV0R+4CmYels/1kS/myifGOP/cT1sfOBiWz9yGF8BvPgB//DA8ci3VyWP4c+h6Jh9aBDQYOwyqFebiJcaDAh6/AU75Z3j+h9zRjKm3o1g+S30r+OuBv7Y9Rke7ZSGEAK7VNO3DwH+1+ltN034MnAmMa5q2F/gwcKamaScg6ZdPIn3vfMf8coHxvnrzY7qY7tqjDqz9m8bj42RKGbKlLImwNecaZAm7E9gFQfqGoEvjcYBAQGMgFm7qMRmNjfoW1DWpje29h7kdNzKeSMCrf+BJQAfye9NV4Ta+AF5+CcPX/xOsXslizvraOh0jIxZr/ixGBSMwKCW5bOS2MoIejg77rmxX96hrNh6H7nyB+qON3iyq98uJWIqbMVLPazwchNyiFFkY20hy1QkkduwiFrLuv+oUdv6I4PKZio9Irv8xr5D/FgJS++C+Kwjf+hm+Hd5BYfDSprdNZ6f1zZVbxMPWSmPjiXE2z22Gue1wxcvl9/nyb8Fxr9NFBGL9Q/D8C6VC27X/DD9/u/VJtADV8eP5euUVnPGyt3HCyWc0/FolECYT1ps8Wxx+juxBuup19U0sQGKME3LL/D92Qfm8ei8jjUqEHZ/PBiowsRJKGY4Ot+0f1SGEDFD+8P/kBlkhOsTXxWFEnhiEL++Exbpg9dgJ8p6Zz81bBnXdzHUK2WK5QSilW+NxBenNWbv3lmfhhy9nJFjk/pEJKRfvBMNr4Tn/Lv9fCCmqsu8+mN0Gs48Se3ILbw3+lWD6IHjBR+HE86X4BDC173YAZ/LooYgU4zr1nyB1QKqzbvuNVCnMLcpNJoIIcEd0kO2PvxJO+IAMTJNPMLx/Mwu5fbD/QTjln+DU9+i9c27GKFus6KqoAEQSiGNewdz9n2D8pH+A2CFyDjn5XW1VLluhLxJiLt1smqyenZncLBz6Qr2nrwGVMsw9Jnsfl6fg8Bc6sodYyhUbPOpA9v7rytJDa2Qy7PT3wQ9fLnssJ46UAXYbBEWZj0Su4Hk7fieVJl99KUQHGC8sAa2Duk7GSQU+A7Hm6xiKDjmfE6wQjksl4Ke9FW77PPzte/wm9At+N/shoP79jsZGZX+qx2ilAN6Nt61CTN9/VzGLqI/GRjgw+zB89USZQFj9dHjxF2HTKyE+QuaSS9qfYGAlvO5HMkHz2/9Am9/JXdWjGDj2xZz54jfqSrdzv38bYwAXXNbV9YDBt9cmQbJcWma5uNwyQdv2jtE07ZWGfwaApyNpmC0hhHiDxcvNO44eYH65yIbJ+peQKqY4LHFY18c13lQK6kadz8+3DOouvPDCjs6lBtksTbxUm2S8qNSBanhuvKFGY6Psnd3ryfEV6r5Ahgd+fgdc9VrmR/sYHz9aNgZ7hL6oKZN43GsYXnoCdl7B4t2XwMHPa2pu73SMjLCT8tXVuTyu1G1f3O7qeE6xJ5llJBFuWnzmcnMMRYe6qmb0m8amk+ZtN2OkAuKVhZ3w3f+QcuBv/z3JJ3/RtWmtEa0maE8SJZomNy7P/SCPpOM8996PkL3r3XDUz2VFoIbp7HTXgUnMpECoMBmfJJlPUvr+ObIz4m3XN22a9DFadaL0sdp5i9zclrL1n9H1cOgZ/G1PmS/94G88e2Wz35xeqXNTFV53Krz7VukxNroextZDfIRf/+gbvGr7f8ON/ysN4msweoZ1/N0JAdVyk3eV+v6iFqqrjgOfue3wm/fDE7fJjcpbrpWVul13wu47WHX/n4jn9sPhz5RVmdUnwUO/YHzLj2DVSuZycxzBEU2H7WauUzCrX7quQJoQC9WUFfNLUgBiaQ+jz3obi7t/T1VUO/fA0zQZRBkqfN///Ta+e9t2HvvXFzWJGujG44kOPa8GD5LCPSe/s/5atQqFFOy7h81XfJoz9/0Qvny5tE3Zdy8jw0Okhvoo/8t9hIZWNRzOzRhJFlHjPiRVTFGqlhjvXwXHOKtctUN/zNpfa7KvFtS18qoLhmDF0fKnAyxmSw37OpDPUtMcHgzDay6D75wJP32znIPsrCeEkMqSN3yItwUe546J13HaG76lJ6gGI4OEAqGWQV0n46T2WkPx5kpdtxYnOvrG5Nz2jAuY+vpreMOOi+B3T8JZH4VQlJHYCE+mnvTmXAa08+p1a+uk0CeyXBj8FcG7d8LqI+S8PnwwPPY7xnbexkOBshRNOutjTUqgjsdI02QS9aiXMZPK8S+fuZVPrtvUcP/M5+Y5YrR5TnUDVeSwNCBXVe/sTHdBHfBSw/+XkRU2G/mdv0/MZ4o800C/TBfTXXvUgUFNqNxYqQM50GsH1tq+94477uC0005zfK7lQplwUNPPqdB1md6EwVhYfxgVRmOjnns2LRfkOXTVp523wq/eA8DcyBoO629DdekQfdEQyUxjJnH4lH+WQd3eO6Xi1/MbhV47HSMjbIO6/DwDkQHXQVDcQpXLL/l1I/Ys5CypfTPZma4DhgbKGPV72Qkt1s0Y5UtVzgvcztl3/ADig1KBcu0zWNj2PU+Dujr9sjkYGo2NemrKe8fIy/hGaZ6vz34LLn+J9Cqq0ZamM9OcclB3BufxsDX9ciInk0rz0Tgr33SNVN8zfzbjGIUi0j/MBtmCpHJaScsr6wRlpdAxRg+VPwbsP+hsvr/tNt5x17ekCfwxLwcceoblUzC1GfbfL+mci3sk5WtpL1QKUj3tpLdJmexAXaktZprDk/lk+w1cYVnSqO74KoTiMut80tvrAcjwwXD86/j3/VK44GevNfhUrX46Y3v/Ciwzv7ADVjdXS7qZ6wCKZWlFYUw6euW/FwsHEcWsrLTOPAJv+Amj5Rmqu37riWk7yPW1LxZBs1Cpm8pMEdACXSn16QgEZMJlwwv4YBTOO6TKf6+8G7b+Gp5+AcMHHYrY/E1S0RjmmcjNGGWK5SZ2T8eWQQ7QH7UO6gbCA8RDcUdS7J1iMVdqUJcuVUqkiinrhGn/BLz+R5KCffXbJG3XbBh+4EFZ/X7yzzC2gf8IfRAx+UJOMyhja5rW1h6kk3FSrKhBU7J0obDg6VoEwPhGLox+lo/1/ZTn3PUt2H0HvPoHvjCxoH1Qd9oq9/MN049wzh1v4NXhJ6FBylEDBKOrD2MhpFE9/zoCFsrmHT9LgSDZskz6m21b7NgPbtBnsDQwY0WfDOqmslOsH15v/1EdnOd7Qoi3137eKYT4JNC8cv+dolypspAtMmagX6aK3vTUxWzol9Cec21UDXKC5bycnM3Gz90aC5vRFwk1GKKC3IBmShny5bYFWsdQvntj+T3w4zfCD18ms2Rvupr5UrprnxkzrBadRChBKBBi8aDj4c9fgD99TH6GGjodIyPsgrq53FxXE4AV5XckNkK+kidn7kvwEHstPOqgFtS53WTXMGAam0gwIv0eHQSqHY9RucDQTR/kK5FvkhrZJHtt1snJ3TLL2wV0LyqbSp3qr/QCe5JZbgs/C97wE1nxvvQsmHuccrXMXG5OXxDcIhYONno2VSvwt0uZ+Ms3AJh52ZctAzrobIzU3GNeOAFmcjNEAhFPPDkV+mMhPl1+I+WDni7l6Od3AAYKsPEeLGal0fk1F8LXng6fOVj6k93wP7D1esglJR3wpLfKKtnuO6UE/VeOh1s+S2X2ccCafml731Wr8OBP4etPl3PU0S+XvTLPuMBSJttc9QYgHGPsvG8BMHfv9+TYmdDNXAcwnZJrw4rB+jqrJxy7bA1IhCp8KPsZ2P1XaRew8Szr8ekCan21wlRmivH4eHdUOAv0RUPsYxye9z/wz3fBiz7HyJC0f7DqkXYzRtlCs3egF3LyZqj7ThjWT5BB0ER8wtMEFkiBv8VskaF4PTmq+4zaPUurTpQ9j0/+WUrOL+2Vz+2fPi7pmd8+Q/Yqv/Dz8E9/5d74KU0+dSBbJ+by9vu7TsZJ6ReYGTAL+QXPeruNCEai/HT8PVKrYGEXfPsMRnNL5Mo5sqVm+mw3sAvqcuUcy6Vl9/ff5p/B955PpLzM6wof4rG33A/vuAFefomk2778W4yd9j4qVFmqeVKb4epZqq1NcYOHar6cJ11KexbUtWrZUJW6drYGTmaprwFPc/Da3yUWsiWEgPFapa5QKVCoFDyp1KlGTSv6pdc9TsuFchP1ErwP6mKRYGOlrlJitBb7L+z4IweJgPSJO+RZMLjK5ijtkU8n+X+hH3HMtTdKIYTnfQhO/WeKgSBLhSXPm/n7osGmzY7uC7T6JEgcBn++WHqMnPtZx74idljKlVgz0twsO5+b7ypgteqp06sK+UXi/e4adFuhWpUedWcd0xwYzGZnu6dRRIPMLRcbXuvEgNwx9vwNrn8/o9Nb+Hb5xRz5/M9zxkD9mpK5JEeNHuXZ6VS1Kd2CfikMHpfdYM9CjjWjCbSNz5aVx6teB997AfOv/CYVUem+py5ioF/uvBV+/0GYeZiJQ04GppgNdn8NUK9AWwV1s9lZJhITnnxfCv3RECVCzJz7LVb95GwpqPKO3zNc25suzDwE6TRsvQ4e/6MUdIiPwsGnyr7BVSdKuqkVneusj8l+qvsuh1s+xSF8ipsiKwk+dA70nSfn0FBUBnUrTBvRShl2/QVu+rjsx1p1Irzmcjj4mW2vZ6fF/ZZYeTxxLcz84i7pRfbsD7j7wmyggrqVQ/X5p+tKnRAw/RBv3/dRjq7eJzfkm14F1E2z5/PzrMc+a+0Uy4UWQV12ylk/XYfoi4TImsZKF4nyaO6z2jfofd0uWwCs0BcNUa4KCuVqU9JiMjHpeVCXLVYoVURDpU4FdS3X1+NfD/sfgLu+JX8AtKCk6T3rfbL/rkZdT0SCTQlukHs8ryqPqXyJcFBrEk9K5pOcMHmCJ+cwIhoKUihV4MgXwYW3w5WvYfTeK2B0kIXCQsuWoU5hF9S51hUoF+AP/y3Nwg8+jXtO/Dx3/XQX2fAorF3fMDeOPvE7oENqexuo9c+4NunCdx4VIaKhAMGAZpkIVoyodveebVCnadqpwGnAhKZp/2b41SDQvOL+nUIZj4/1ywxiumZc6VelbiQ6QkAL+BLUWS06i4VFAlqgu+vJJmXD+MxW3r54G/HsPrikAOkpyMwymojBigmSv3gbBxVrAV8oLtXpTv/XznrfKmW49wec+cdPEgkukj3q9fSd+xHZlAoka/0LXi44oHrqmrNuQ9EhFgtLcsMQG4Q7viapTi/7Wlfna0W/PHK0fRO4HRK1LFHORL8ESBaSHOQxbRVgJl2gWKk2Veoq1Qpz+bmuM7590RBPzjdmCT1V9MzMSwWrMfcKtgABAABJREFU+6+AgVVsPeMSPv2HQX4arQuiCCFIFryt1AUCGn2R5mQCyOsrV8ukS95QwXcnsxw2UWvQX/N0+Ic/wpWvYfqad8LKsa43pf3BCusKj8GPvwOP/kbS/V5zOZOHng5XP0+nRnYLRTuxSmB5QfU1Q2XIF8MrWfXK78rK2qfXMARw6MEs3vkVWExB/0o48U1w1Mtg3enOBJxCUdmYv+mVsLCLXX/9JbvuuIYzdvwYHr8cQjEqq09iMbDASHYR0tOw56/w6O/gsT/Iyl/fJJz3TTj+DY4STQOxkM6CMELTNEb7JpkLDMBNn4S1p1iLVnQKISC5k/ADv+YzoZvZOD0PG88HTWMhv0AoEKIv3IHAR7Ui1V23/UbeZ4u7OQqNz1XP5z9Pepv+Z55X6loFdZkpjhjxpmfGiEQkSMZUCVLX5cXcV67UKLER66DOy8Sp6gVK58uWQd2Dsw96di6Q1EugQSjFsbL02R+XfWaxYZksWXGMpVphIhyypJyPx8d5eP5h9x/egHS+xEAs3JCoqoqqpBV71VNnQCwcqKtfDq+Ft/2G0ateAiyTfPgaVj/zPZ6dSwV1g6Z9kKKu6vsGISAzK/ebKzZZz3O7/yqFbma3yX3n8z+M9uQSsMuy11sFWcl8ksPoXj8DrBOOXidINE2rVb2brykSjDAaG3Uf1AERoL/2N8aIIQXY6G7//WG+VgEYq1kOpGrlWE8qdSE5uEaJ2GAgyEh0pG1Qp4wanWI5X25WikQKpQxGBgla8IZbYmoLPPgTePhaSNVFUE4NxNnDChg4XGagB1YxEijDkz8jedZHYNVpoAVkb8dtn5NZ6Of+P9lMOv2QlIzed5+UKp48Wma0Dz4VJo6AHX+SnPXZbSSHn84706/kxy99FxioB34sOAD9kRDFSpViuUrE0NMyEhuRGWVNg7M+DtEhuPkTUEzzptd/ytW5hBAthVK6ubZYRH52q0qdX311deXLxqAumU9SFdXu6ZcWTfYjsRFHgULL56hSloHcnz4q+59O+xc44yL27cgC9+hVT4B0KU25Wva8j6FJoKcGdZ5kLtn1XFStCvYkszz3CENwPXooXHAD0z99FTDHii2/hOW0tA9QP+FY47+rJbmwLk/L/6b219QBt/GJ2ccJUoEn+uH5H5bKfOEYI9UKAS3QMhPfyVyXK1YIaDT1DoMM6rqtCptR34yWYGPNQmVqC+HYIAPbL2XhiHPh2Avl5q+b6v3IOnZveDNvv/VwfvHWEzipsgWeuJXFXbcjYjDy4E/gz9+TfxsbloqdR7wQNp4NEedBkVQvbr7fQM6p830hSKbgilfAi78AT3sL0OF6VFiW8t2P/R6e+DOk93M8sCEYpe9Pt8CT18CLv8hCQap6OqqsVsrSouO2z0slxGAUDnsuPPvf+eb+DXz7ziX+w1DV1p8fj3qBMoUyI33Nfc5CCKYyU5yx5gyLd3WHvmiImXRjS4M+l1tU6jrdM6iAsS/auDeYy80RDUYZCHef2FYwSrFPDEQbfrcisYKZ7IxnrASAxazc1w0nOqBfKgTDkqbXBrFIkKVssen1sfgYC/kFKtWK5b6rk3FK5cpNdgapQoqKqHjfU4es1DUEQX1jjL7oi/DHd7Fw6ychOgonvLG7kyzthe1/YjlzPNFQoCnIVyrG4/f+CG78jOyTzdZaEUYOgadfIC0FEqNSMfaPH4Z7L4OhtfDGq/We7GiouaiioL47u97HTp8lqAd1cYugzuv+VLs5fEVihXv6pRDiVuBWTdMuE0Ls6upTPoWYW26s1KUKMqjzplKn6JeNN5Vrr7pKGfbfJ9Xhlmdk38SkpIMtF8oNXnsKSg7bEXIL0rPlwZ/A9BYIhOWm4ZnvllK/k0fykT8ucNOjs9z9phfobxtL7ZFB3cjauorQq78Pz/xHWQ7/9Xvlj8LQWunhseMmKb0NEB2Uql8jh8LrruQnezby8NT2nmQRwdCAWigTMUiXD0eH2bEo+2jQNDjjP6S08+8vYnz/FnjJF+RmrwNkihUqVdEU1OXLeZZLy12V6iPBAAGtsVJnzEr5gT3JWlBnopPO5LpQIzSgL9Ic+IxER3g0+ai7A5aL0p/o9i/CwpNw8Gnw4ot1dbV8WVbr44bFRgXEXvcx2AkIqDFbKCxwCId0dY7Z5QKFcpWDzUI2iVGmn/FWuPdiVvztcrjrBx0eWZOL7OTR/DV8Cr/YO8gX3/teKTpQQzAQZDzmnTdnpiA9h6w2f7O5WZ61+lmenEdBVxtTY3Tki+QPMHrgNywkhmHNSZ6cS9H0I7F+WHMuHHEuCwvb4VevYPTU90E1KufXtae4tnIZiMnkVb5UadpMjcXG2J3eDRf8EX5xAfzqX2D3XTK4UygXZJXwsd/LYHJojZzPh9bCwhOyp3D7H6Gch8Q4HPocOORZfHPXKr7+YJWHX7IP7U8fg2+eytwRT2O83VxXKcOWq2Uwl9wBk8fAK78nA9oaA6S6+DiV6iKliiASkveF116W6UKZNRZCUIuFRQqVgi/0y0QkSNaUkVf9ol54p9b7U5vX2PH4uLc0ZvNzZMBkYpJStcRiYdGz+XUpW6vUGemXOYdBnUMkwkEO2PTUVUSFxcJi1xWaVL7UVMlKFuR1+NFTFwsHmM+Y1tpBKeg3v+IouPYfoVKSfcFukNwJl78MlvZwQWQ1+6NvA15Y/31qP3N/+RIA449cD+NHwpEvlgWASD88cCXc+CHp73jUy+CJW2UV79T3wJkfbGCF1X3qmq121Lh42bee0yt19edJBY1e7letWoUUVvStYP/y/pbvd7JyZDVN+zxwDKDzlYQQz+vgcz5lUJU61VOn6Jde+NRFLeiX4Cyou/LKK/nAv/2bzEruvEX+PHm7DHzQJHXnb9+T1J0zLiJTKLNurHnRWSosOQvqtl4Pv/k3mYVffRK86AuyPyHROAHGIukmyoHqX2gKGtY+Ay64QSp3zTwiDUNXP61uFlqj5rD7Tthztwwcn3EBhKIsPfYQg7EQQRsfN88rdYYGVGNGVtIvFxv/+JQLYXwDqSvfxeiVr5Y+Ned+WgaqDmDHJe/WeBxkeT4RaaSF6P0lLRS5usGeZA5Ng9XmoC4jg7pu+7X6oiGytUBY3Q/j8XHm8/Nts7tXXnklH/hArT+olJeVub98RfpQrToRzvkUHPGiBrsKNTkbN72O+jFcXpulpUG8XqnrFirottqUTufniQajDP3T36CUkd9R2fBj/LcWgP4VMHAQDKyQ/18z/r77xsf45c7H+UJivEldayIxoQf4VmgYozYwe50pZEoZMqWMp+IOUJ8XrDKjXvd1qmfW2D+jjj9yyLOhS4VSqJsYW9HgxuPj3D9zv6SevfkXcOtn5c/Ug/x16WhefnQCHr4G8ovSE7FahZpljo6BVdL36ujzpFporVLxyOP3MTm4hPbMd8FRL4Hf/gezC/cwHozB5qslk8MYqFZKMuF32xdksLjyWOkJdcSLmyqieptDuaKzLMKBMIORQc8SWcv5MgMW9EtlZ9DWeNwF+iLNc0M8FCceilsGq508R1BX3bWq1Hnd3jDQQuBB96rLzngWqOj0y0Qj/TISiHRG920B2VNnTb8E+++xk3FKWzCw/EowgkWlDkPV+4TXQWgMrn+f3Bce9VKLI7TA/A64/KVQysFLv0r595/nK5VPwk+3SMrr1uvhlk8z2x8lMNTPyPsfhahprJ52vmSR/e17UhBl/HB4488svQWtROMUhqJDBLSA7Z6o02cJrOmX87l5NDRPx6ovGrJUvwS517p/5v6W73cS1F0J/BR4CXAh8FbAmwaKHmA+UyAU0HTJWEW/9LJSZ84UjMfH7X3DUgfgiVs5N3ctfPG70iMLZAVr06tg/Zky+wmyv+uub8NDv+Q/tdMpLD8DHnxc9n5FB6GcZ2FhB6sISmGE7Dwc8mw4+mUywNI0yMzBb/9DUltWHivV8UyeHUY0CCLUkAgliAQi1llRTZPnO/pl1r8bO0z+nPjmhl9JOeLmyqMXZtZWsJOKHYmOsFRYag4eNryAy/su5P2nxuDWz8E3ngkbni83I8WM/KkUoG9CboIHV8HgajjihSzmhoHGBQe68DsyIRZuXGwSoQSxYMy3oG53MsuKgZhOd1BQNIpuN9pqUcsUy/pzOh4fp1wtkyqm2qsdFrOSnvGXr0jz2rXPhJd8WY6XRUCYL1kEdTl/sqOWaoQY6CEeZBJ314K6pkodUilrMjGJNr6hq3MoykmhXG2gnwBMxCfYn2mdPXSKbLFi2U+nqLgTcY+DOhUEWfU9Rkc4kDng2bks7zunlDGHUD2C6XypiQY3Fh9jsbBIqVoiHAjDc/9bet398p28PL8FNifgyJfA8a+DQ8+UQVh+SdKpFvdAYkwmBK1k/5fyrByq5XwHV8Hrr2T+qtM5IpuBX/6DzLw/6/1yjXvo51KUanE3HHS8pLwe8ULLZxUkDQ7k92eUfvdSij1jI0Smz9l+CKXUkllmDEeHPanUqXnHig2zbnBd18c3QvfktEiOGAUevPLzWlSVOpP65Vh8zLMKpNVeCBptq7pFKldicqBRk0Dts/ygXzb01NWQCCdkIqGYlmJMP3wZ/PwCOP+XUszJCeYeh8teIin8b/01rNzEf9xzKOemf8GbHv8pbP2V/LuNZzO/ai1jsw8QNAd0CiuPlRoHL/6injSygprrUiYLLoCAFmAkOuIpe0lXvzTRL0diI3I+9Qh27B6Q89CSOdFmgpOgbkwIcammaf9qoGT+rfOP+tRgfrnIaF+EQK0CoFfqzH0sxYxUGVt/puNjR4IBNM26Ujefn5fGqJUS7Li5Xo2b3QrAei0OB58rz7f+TElzMuMFH5Zl5zu+yrNv/xZ9+2+Haxr/ZHHtKo4ulEHLSbrMX74iaWdDB8tN7dZfyX6i5/6PVHcye7OYEAsFKVUE5UqVUFAu3pqmMRr3VoJ9MVtqCnrAGzNrK9jJyw9Fh6iIiqVgRVULwunvlSp3N31cGhdH+uRPYkxuepZnYd89sHU/VIpwy6cRz/oaEGyiVXi1QYhHAg33nKZpjMXH/KNfLmRZO9rcSD6TnSGgBbpefIwbAmNQB/X7wRKFNM8o/AW+8i1J0Tjk2VLy/NDn2G4QoV4xMU7OivLiRzJh32Kz1YQubuPBmO1OZmUldbh5jKaz011XUsFgel+qNAd1iQk2z23u+hwgF854uHkhVwkEL67FCHW/WW1GR2IjPDL/iGfnKujm44ZKnccbOKNghRnj8XEEotFQ/fCz4R/v4NpvfZSXv/9iST03IjYkf1Yc0/K8U6k8T19XT4hUqhXmyxkmTnw7nL5eVuR+/V7JFqmWYdXTJFtk49ktn1Wo+/oVSo2bUa/8UytVQaZYsRRKmcr6GdQFyRTLTQnF4eiwJ7RSnTFiWmfncnOctMIbSrFCf8w6aQqNpsleYTGneuoaK3Vezt/xcOtKnRf7oVS+1ORRp9YEP4RSrCp16lzJfBIiCVkZ+/658OM3wNt/K4OsVpjZKimXCHjbb/SWofm8xk3jb+ZN5/2b3Jce9jw48sXM/umfnTGx2uhEDNYM21M2/Wde74l0+mW4Majzes/QHw0xtWRtH+Zk/XMS1Kkw+ICmaS8G9kOTL+bfLeaWC3o/HbQQSvnjR+HeH8Dbf++4h0LTNGIWD4leZcjNM3z1O+CJ26QQwbrT4IQ3wPozuX9nmtNOd5AF6Ruj8vyPcMKfnsZ/PGeSd508ISkx+RQiEGbx9vcyfNwb4Rn/Lv8+m4RHfwuP/Eryk1dsgvO+ofcTtUM8ogzVq/QH65sPrw0qF1sJicS8pV6CkX5pUhsz2AGY74lTT60Z+A6sgPO+3voEQshs1c/O5+g/vZ03BN/KULxxfFXWv+ugzuwZhve+Z0bsTWY5ZX0zzWQ2N8tYbKxr/6Z+Q7+jgqK1zOZmOWzYgva652/ws7fwnOJ+WPs8eM5/wrpTm//OArliswm01/0YCv02/PhwMMxAZMCTZ2pPMseKgVgT3Q5kUOeFNHYrqstEYoJkPkmpUiJskTTSnyMHyBQqTXQxqMs4e02/jIYChAKabgJsxHBM0i+9EnhQPXVWlTqvvPfqlTr7Ps753HyjiujQaiaf87bmgM4hhBDMpAqsUJU6ZE9YRVQYT0xIGteRL5FCWVuvlz00G17QNphTsFKZBjl370p13+6vAhErIbKpzBShQMiXqkkiEkIIeV8YEyW6eJcJnTxHYK0QWaqUPOkFM6MVjXk8IddzL4O6pWypSYQjmUt62raRiATJlSpUq0IvCkB9bbJrselknHpNv7Sq1IFpf5cYlVW6S8+GH71KttiYiw6lPDz2O3jgKtlj2zcBb71eCuLVsJQrceTKARhZBy/5ov56t169CtFQkFg40GjBZbomuz1Rp88SQLZUIRIM6MUOgLm8N9dihJ24GngX1H1C07Qh4ANIf7pB4P0dfManFHPLRb2fDmSlLhaMNVeCzvwveZP+7C3w7ttk34EDRMOBBp86MFQZ/vghhp+4TWYkTzxfqs3VcFoHFP3lQpkSIQIDK2C87smTK2UpVksMGx/+xKikOp74ZkkVDIQcL55gyMibMpejsVFP1RWXskVLuphXD7wZfRaBA9T9/RYLixzMwQ2/O+2005yfQNOk8fAFNzB96Rv49OylpO8OwMs+q2ecpjJTDEYGu/aCiUdCZE0bnLHYWHdUsdyiFEEAOO61usRzsVzlQCpv2a81k53xZJNtZbhp6/cohEy+/PY/Jc3rHTe09e4yI19unpyT+SQD4QHLoKQb2PXUgRwzb4K6rOWzVBVVZrIznlS3VHXJSuJbUSLncnOWlhqdPEfZUqVhE6qg6JdeWxpommapvgoye12qlsiWs5706ej0y1BjUDcYGfSMvtOg5mlCq81oR3OdCclMkWKlysrB+vrW1ButaTKQ2/ACq0O0RMxQJTZiNDbatr/ECXSaog39ckViBQGtO99SK+jskWK5Iagbjg6zO7W76e87HSOr3m61yfWcxmyzvoLsfxyNjXpbqbNg+szn5z2jd4JcZ0GuF0ZxjERI0hXtgjqn41SqVMkWK02MnoXCAv3hfs/ZSiB1ICwrdTGTYvvQGnjzL+H758DXT5Zr7cBB0noqFJW2K/lF2XLyrPdLxcqh1Q3HTOWaRWBAzg3d2DoZMRQP66I5ZozFx9g7s9fyd27mu1yxmaUyn5vn4MmDbd7hDq3olyv62q/lLWcqTdOCwEYhxJIQ4iEhxHOFECcJIX7l6tM+BZjPFHQ7A5CVOst+usQovPYKSeP6xTukX44DWFXq9CrDI7+U9MmT39kQ0AFccskljq8hZeP3obi1tkIpwXBHAR3Yi7/4Uamz2rz50cQN1oEDtFYb62SMdMSGuP6YL/GD8jkMPPBd+Omb9XtpOjPtCY0nHg6QLzbfcx2PT6UMj98IV78dvnB4XcX0K8frfn37F3MI0ax8CS18w4To6GP0tQjqGvoWSnmp2Hf9+yXF8l23cMlvO9/U5YqVJrPXhfyCLl7iJfptAgbwLlGyO5ltspsAeU2laslb+qUFHUkXQrARS+nkOcoWrIVSZrIzJEIJz0QQjOi38XZT86pXyax8Wdo1hA1G7Qv5BU+rQK3ol60U4VzNdTUcqFGFDjJU6rzqtwVjlbgxeaoqWhWHa7UdFPXWkn6Z8cd4HOoqemYFTLtKXadjpOT4jfsGv4TIEpEgmmYtlAI1KXaPDLsBFrLFhn46IQTJvLc+o2oeMs95mqYxFhuzDeqcjpN6Rs2WBsmcd4bZZsRCsgghTGu05f5u8khJpzz5nbKXVgvAgQelncnGs+D8a+B9W+D5/9sU0FWqgnSh3MTGqlQrJPPeVVQHY2FSFgksdU12lTo38525NUAI0bVFlRUkLbvSNEbgLKnZslInhKhomvYG4EuuP+FTjPnlYgP9Ml1sYfa76gQpff6r98jG7uf/b9vjx8IB8mahlMV9AMytOg5e8FHL92UyGWcXgL2aouonUPLOXsCOZqUeei+oSNWq9HEzZ9qEEMznvX9IwL5Sp5u9WiyinYyREQt5wberb+NtZz8b7Yb/gbu/A6f8IwcyBzxRUYuHg8wtN/rnqPGpimpjVrlahT13wZafSQPPcl5WcCslKC7Ln/iIlDA+/g1QykphmBv+B/78RQKHvYE3BvM8bX43PDAsEwWBEARCzKb3cUJ0XHodzmyFmYdh+hGpPHnc6+AFH4G+9mNpleXtD/cTC8bqC2dmDq58jbT8eM5/SHnjQNDVGFnJvSfzSV96GPojIYrlKqVKlXCwMZAcjY2yc2lnV8fPlypMpfLWIim1TZST7F47xCPW8wIYKnVZ601OJ2OULVaaJNhBBgleV+kU+qPW3m5qg7iQX2DNwJquz5MvVYmFgw3z50LB66CuJh5gVamL2Vfq3M51ANMpGdStaFWp6wJ21kGjsVFp1Fxc6uo7VCI5/Tb0yxNXnOj62K3QV3umzIHQcHSY5dJyE5250zFaypWIhRspin4FdZqm0W+h5qkwmZj0VHRoMVdq6BX0w2dU7YWyxQrmNLPSTbCC03FS1fQBU0/ddHbat7lOJe2LlWqD8Nlo3GZ/t3ITrPxkx+dJtdizVkTFs/tvKB5uSb/MlXNkS9kmdpSb+U6uTfXvLFPKkK/kfaFfVqqCQrnatE+Jh+JtqfpO6Jd/0TTt60gFTP2bEELc5+Lz9hTZYlk+kAb6ZapgU6lTeNr5sPduqc61+um6Z5EdYuGg3gAPwNJexq//d5iIM3/sK137DRlhF9SpQMSxT50DxFtQXQqVArlyrmv6YDpfRojm68mWs+TKOZ+COnuhFJA9dV5BGY9rp75H9lP+8aNw+DlMZac86W9KREJki9n6C9OPMPbknVREhaU/f4GRgdUQH5bCLlt+Dku7IRSHQ58tVVODERmchWLytY3ngMG7j0OeJS0obv0cBz/0DT4VBu5s/AxFYOHQg5nY+lu48ycyize6XvZuHnyK9Inb+itpTP/0C1o+B1b9GEr8ZS43J0WMrnqttM143ZVSMr0LWIl9JAtJ1vav7eq4VjAmE8xqr5OJSe48cKfV2xxDNVSb7SYA3aS0W7VVsJ8XoF6NaWVr4BTZYtmyp242619QJ+mX1j11YG0E7QaWyYRckkOGDvHk+NC6tykRTpAIJTxXyZ2qBXUrh/wK6uwTjdB9tVOtCeZKXaVaYSY748nzYwU1N2QtFJlBru/dVDoXs6WGahYYjJ99SpxaCQ6BnOs2z3ojpgSyp85o8aTuaS9ZPmqNsJrzxuJjXfdzpnK1Sl28OajzYp9ghWhIJUhMQV10lFK1RKaUoT/Sb/d2x7Dbs6p5wave6MF4mJm0taiI0b+32z0rNNMv/VJqHzDM4VZ98u2YN04ijhNq//2Y4TUB/N371OkedX2NQiltb6gXfh4ObIZrLpRNopP2/N9oOFiv1M1shZ9fQH8xTywwxFw5a/u+yUnnGxTboK4WiHhZYYjbUA4UHWA+P9/1A1JXrmpccPzKIoJsqg0HtSahlIHIAEEtaFmp62SMjFBBHZompfW/eQrZX72HJW3JEypPTAmlzO+AWz4NW37O2MAAjA8z/+fPMVKqbVC1oFRWfd7/k+IEnQghrD0Z3vxzvnz93Vx952Pc9u/PISjKkkpaKTGXOQB/fh+Tp/wrrDtL+smEDYHF6f8Kv7sIfvefcO/l0qfmsOdZ0oHtAu7x+Dhz2Vn4+Ttg//3Sx+rIFzf8jZsxypcqTQqLyVyS4yeO7/hY7WDcZJvv95V9K8mUMqSLadcWK6oiYyU65GWlLtaCfjkSHSGoBfW+NzM6GaOMRd8CSPrl8ZPejw/IRVQFJka0quK7Qb5UbRDnARkwnhjzrhIUDGj0RYKWQR3UKgwWQZ3buQ5geilPQIMJAyNmNjtLf7ifeKg52dAp9EpduZl+CXLTdhgWYkoOYUe/nM/PUxZl3+iX9Z66xmfKmEww7lU6HSMrNoxaY73244TWVPPJxCQLhQWKlaInvWKLuSInJIb1f3ttDQJ1+qWdAua90/davs/pOKm520i/rIoq09lp3xIJqlJXKFcAgz2IwYu4F0Gdl5W6x2fSlr9TAX4yn2xiWriZ78yVOr/2q8ZEsNmWBuD9J7WWNGkb1Akhnuvysz3lmM/I4KGhUldMsX54vd1bJMIxeN0V8N3ny0bR118Fh5xu+aexUIBKMQc3fRJu/xJEB9Be90PGHvgcc3l7A/Lzzz/f8XW0q9R5pZwG9guoblCZT7J2oLuKRt1jxmbB8aGnDqxVhQJawNqAnM7GyIglo7Ln0Go455NM/e79sGaVJxuEtdW9nF68FL5+i2xaftb7GNvwbLj1fSTffDUMHio9C4cOhv7uMmLbUyFCw6sJjjQ2A8/MyGdrYs0zpdeUGRNHSM79tuvh9/8NP3ql9E581vulGp6SKxaC/uUnOS9wO9FkADhUP8R4fJxd+/4K27dKWrQpoAN3Y5QrNdIaqqLKYmHRH/plC6lvRcWdyky5DurU5t1KuW86O01I80a5T6dfWiinBQNBxuJjehXADKdjVK5UKZarTb5aQgjZvxn3r1K3fdaip05trj3sqevFfTcQC1tWHkHOrVa0MbdzHcieuomBaKMqnIeCV6qiYO4jNq5J3SBtU6nz03gcjD11NpU6E3uk0zFatBCqmM/NMxwd9lwQCtoIPBhsDbygMpuFUtQ94GWwapfgBgvPRwOcjpMV/XI+N0+56l8ioZU9CMjv8eDB7oU/7Ow0VOLPy6BOVTzNMFbqzHAz32VLlYY9uNrf+xXU2T1Lz1rdWjW/raSTpmkrNE27VNO039X+fbSmaRd0/EmfAswvFwCaLA1se+qMGD4Y/uFGKdV6xcvhoV9Y/tnxlYf43Ow/wm2fk8aq7/kbHPY8WWWwaaQFuOGGGxxfR2+DOuuJTH9Act2LpehSyzZZRD8qdSBNWK3UueyCuk7GyIgls13DieczVbPJWFlt88hVKzD7KKT2Q7lQfz25U3o9fetZvG/bG3lJ9VY4+V3w3gfgBR9hdPgQAOareSk/vPqkrgM6gD0LOdaOWCtfQpvGXU2TAdy/3AMv/SoU0nD1W+Hrz5BJkJ++Gb6wkeglJ/OVyDd5w72vh++dJWWSSznGF/YyV0zJQPAZ/2B5CjdjlC82VupShRQVUfElmWDXywl1awu1eXSD+sbAIqjLTDORmPBEuU+nwFlscAAm45O2lTqnY6QUXc1CKaliimK16LmdgYKdUMpAeICQFvIsqCuUKnqmHKTQVVVUPb/vBmyuB7Bdl9zOdSDpl0blS/A2qKsnFOzpl93Ajn7pp/E41E3BW1XqjOh0jJayzWJks9lZ39bXVkGdLqbkgQJmvlShUK42BAyq+uxHT12uZO35CNb7IafjVKdf1u87nV3hsR+nQmOlrg5j1dsL2O1ZVULJO6GUEKl8iWq1WVRE3QtWzAQ3812uWG7wqFPH9fp5aqUk6wROVvvLgD8Aq2r/fgx4n6uz9RiKfqnUL6uiynJx2XlWfOQQSb9cfZKkgP3lq3LTvfsu+NPH4ZJn8d8z/44mKrIq8cpv68IQdjQXhS1btji+jqVciVBAa9rsLBYWGYgMdO0TZoSdUIp66L3oL1nMNhuHgv9Bnd2iMxK1VhvrZIyMaArqNI2pE14DwEF/+Ya1OmSlDA/+BL55CnzjZPjiUfCJSfjUGrj4KPjqidIAPRznpkP+jWcXv4I499PSQ49GDyovsTdpbTyuqjKO+pxCUSnE8p6/wWsuh2i/TIIceBAOez689Cu8qvoZblzzXsgtwLX/CF84grHdd7EYDFI6879tD+1mjHKlRvVLP81e+6NKDKE5GNKDuqz7oC6lK6g1Z969sjOA1j11IL2o7HrqnI6RUgE0C6X45VGn0B8NW/YCaZrGcGzYW/qlhfG495U6+6DOThHO7VwHUihlhSmom83Neiabb9dTp5KZ3QZ1auzNlgb7l/cD/gV1iaii9zmr1HU6Rk3rEP74ain0t/DXUutENwkshTrTp87A0udwD1Uj9UqqVaVOiQ5ZsLGcjlPKolLndyIhZuipM6JVVcsN7II6L2nZIHvqhKhX240wUkrNcDPfmemX87l5QlrI06IK2Cu1O4WTaGBcCPEzTdM+CCCEKGua1p2GcI8wl5GVjvFapW65tIxAOKvUKSRG4fxr4doL4cYPSWXAYlr2K619JtdO/CPfzJzJDYc1thi24lx3Cl14w9SPtJhf9FQkBVobvYI3D339gW/k1s/n5glqQc+vSUFKxVpX6vYuW/uZuIHVYjolSmjA5BO3w5ePlT1ra58Ja54BU5sldXfhSWkW/5Ivyzdl52s/SalCdfTLYXgtj9z0ONPbHqNUEURC8p4YjA4S0kKe2k5kCmXmM0XW2FTqQoFQZ2MVCMIxL4ejz4P8khRzqeGJ397IrePP4qzzPga7/gL3XsZ4aQYKTzBfSLIy5N0iZxZK0fsxfLA00KkUVqa88XECWqDLSl1r+qVXvk3tgrrJ+CQPzjzY1TnUs2kWSjmwLFXzVvWtanqPFxiIhShWqhTKlQbxAJAiVJ7RL0uVBo86FVx5LV8+EAvriTMzxuPjLBWWbI3i3WBqKc8p6xurjXO5Od10ulvYbUTDgTBD0SFbFUKnWC6WiYYCREz9jrvTuxmODnu+aVNQlTor9UvoPoG6mCs2JU5ns7M8fcXTuzquHVoJpawdWEtAC3St9gvGnvxG+uVwdNjTBHe7njroLomaypfRtLowBvgf1LWr1Hk117XqqfMyqaDoxSmLPVc0GKU/3N/1/KBgJZQyGh/13MOyHf2yHZw8ARlN08aQ4ihomnYKsOTqbD3G/HKRvkhQH4h0UTZUdhTUgeyxe9X3YeVxML8dNjxfij7ER7jz55tZeqw5Q61zrj1YPK2CBMCXfgy7zVs8FPdMOU2ZRVo98GOxMV+MXkE+LCmLRWckNsJDcw95co5qVZCyaFA/kDnAeHyC8Ev/HXbcBLvubKT0rj4Jzv0MHH5uW29Boxmv2ogEtAAjsRHPJjCAvQs5AEsPtNnsLJPxSXf2FprWENCB3LjlilX5u0OeBYc8i/HdN8PN72U+N+/pImdWIfSjyV6hFZUiFAgxEZ/whH5ppo4JIZjOTvOcNc9xfWwjlGqaVX8JyCpat0II6tjmSt3+jKyYrOr3L6gDGSBH+xuDutHYqHeVunKlIfhWGyjP1dNiIfYkrUW6jF51XjxT2WKZVL7coHyZKWU8VTEOBQOEApplQmEkOuJJpc7Ko253ajcHD3hrLGxELBwgoDX71IWDYfrD/V3dd/lShXyp2rDGVkW1Byqy1hvRWCjGwQMHs31xe9fnserJn8/Ne/4ctbJx8SSoy5Xoj4YIBOpr6HR2mmgw6lti2y5BEg1G6Qv3eZYUTuVKREKBJvVGr4M6dX8v5UpYKT2MxkY9aRkCa6EUXwSH9D2Du9qZk6Du34BfAYdpmvYXYAJ4tauz9Rjzy4XGfrpCCnAR1AEEAvDsf2t6ORoOND0gYHjobRbPd7/73Y5PnbJoeAYZ1HlNpWgl4zsaG/WGfpkr0RcJNmVG/TIeV+iPhnSjXCNUT53Zo6WTMVJYLpapWtg1TGWmZMP9SW+VPwBLe6V1QN84HPJsx0bxeratVAHDecbiY57SL/cuyI3hGivj8ZyN8bhLxMLBpp4ZRbdr1ZvqZozM6pe9COrsNjsr+1bq1gNukM5Ls+6QyQMvVUyRK+c8o18GApr05LSp1Oledbm5puDL6RipwNdMM9+/vJ9oMOrLAgr1oG45X9ZZHQrD0WEeW3jMk/PkTQI9Ov3Sh0qdVfIKYDxmvS65eY6gbqlh7KlTvZVe0S9BJhut7j1L0+QOsVwoW3rU7Urv8q2qBZLe2xcJWbJHrCrEne4ZAIYSjRTFsij7FtT1RYMsF8q2XrYbRzZ68iypoG7IVKnzeu/QqlKnzmW1Njkdp3S+3ESbn8pMsSKxomsvYDvEbCp10Nqsu1PYFSLmcnMcM3aMJ+eAetuBnQH5WHzMcn7odL6rVkWN4VOfJ7wOUBXs1MCdom1JpOZHdwZwGvBu4BghhHeGIz5iPlNsUL5UlTq3SnNWiNksNmrxtNuQTk05z863rNR5vCGI2mRywLush1Suas7m+2U8rmClfglyAS1VS2RNFhSdjJGCqkKag/CpzFSztPzQGtj0Sjj0OY4DOjD2PTbz4r0M6uZqQkMTpo0uSPqllz1OUbPfI/XESKugzs0Y5UxCKWrz5Ed2tJVQCsigrpueOrsqg5d2Bgp2G2sweNVZCCE4HaOsXqlrDuoO6jvIt41Of1Q+q1Z9aCMx635bN2iqEBf86eUcjIX0Cq4ZeqXONE+4eY7A4FHnk/G4QjQctF2TvBBKMT9D+XKeqcyUJ0qArZCIBpsqdWB933W6Z4DG5KIKtv0S4eiPhqkK670DwIbhDexO7SZXznV1nnpPfmPA6nVSTlGlrYK6aDDKQHjAcm1yOk6pfKmJNj+VmfKNegmyCAHWYzQS677qrWC3Z53NzXoafA8Z6JdWsAtUO53vVMLZ3FPnS1BnQ8t2CifqlzHgvcDHgY8C/1x77e8ec8tFxkwedSD7j7xCLBSgUK4iTOIX7aoM1113neNztArqvOb7a5p9Rt6LrCjAUq5om8XxM6izE0qxCx46GSMFq8VUCFGv1HmAuu1Esxqclz11yYy8FmNiRMFrGk/couKtFmk7qXzofIyEEDWhlMbepqHokKf9GArhoOzVsa3UJVYylZlqmj+cIl1o3hhA3Xjcyw1cLBy076mr3QtW853TMVKbJyvBCr+ol2DwErQyII8Os1RYolx1t8AaYSWUMhAZ8FxefiAWolCW9hBm2NHG3Mx1IEVSAFb4ZDyuEAsHmpI+UNuIdskeSefLTffcnvQeANYNrOvq2O1gV6kbjY12NUa6wrRhHVIJF/8Eh2ptLjZ2GhuGNyAQXffVWV2bH/RLxU7IWYwPyARJN/OdFQNrKutvUKcCVbtKnZdCKeY9XraUJVfOeXr/qWptK1sDq2vqdL4zJxyroupbESJQ8xr1LagDfggcA3wN+Hrt/69wdbYeY365wLjPlbp642njAuqkyuAUVg9IoVIgV875otgXV+bWJozGu8+KQrPHDMiHJJlL+lypC5Kp0UOM8FJuecliwVkqLJGv5D2brNXEbA68lQeV2wDBjGSmQCwcaOpxypayLJeWPaVXWVW8I8EIQ9EhT54hhWKlSlXQ0PC8kF/whXqp0Erqe2XfSgqVguuNaTpfblBPU1CVOi83CPFw0DJrDfX5rptnSG1umyp1mf2+eYVBI/3SjIn4BALhyWanUGoUYvGjugB1NT2ral0r2pgbTC3Jan4D/TLnPf3Sip4N9Updpepeu225UG4QqwApkgL0plJnI8TRKpnVDlZ962pO8It+qXty2vQCbRzZCMD2he766hazJSLBgD5PFCtF0qW0L89SIhKyV/yNj3dFV5T0y/p9V6lWmM3O+lZJhdaVOrsAyA2s9qzqfvZUKKX2/S3ZVepqe9Zuk3JqP6wYPkuFJd9skMCeVeYEToK6TUKIC4QQN9d+3okM7P6uUa0Kkib6pV6pc9NTZwOdo2xTZeh28VTCG00edTW5Yz+UueI2GfmR6AjJfLLroGHR6noKi5RF2deeur5oyJIeohY5teh1AyvTTUWv8yyoa+ElWKgUyJQynpxnPtNY6VboyM7AIew2beOx1tYgnUKNvVkoxe+grhX9EtxLfafyZVvlSw3N0+ep1UIzGhslqAW72ohm9Z66+vXkyjmS+SSr+1e7Pm47GIVSzFBZZTsPvk5gNh9fyC/4kpRrdT2taGNuMLWUYyAWaqh0zeXmCAW8lfqWFRPrSp1AsFR0r92WKTRX6nanehTURezZI91sRq28YGeyMwS0gI+WBvJcrRQwI4FI12IpS7kiQ4m6GrhuPO7D3qFVIqvbHvZUvtTQUzeXm6MiKr2p1NlUvRfzi1SFNX22E1jaafhQwe+PhghoLYK62CgC0TWFPmsS8VLX4td+tVUiuB2cBHX31RQvAdA07ZnAPa7O1kOk8iXKVdFEv9TQ6Av3eXYeOypcuyrDWWed5ej4dsIb6ib1ow/Irk9wNDZKWZT14NgtrCp1fjTXm2EnWqEyY+Yqg9MxMmLRIkOqJNm9p1+aeuri3nrNJDNFRvuaqZeOjMc7RKyF4FCrDWinY6Tua7NQip9BXV80ZOlTB/V7wm1QlzZtDBRmsjOMx8cJB7yj9sng1Po61GbRKvhxOkZW5uMHMrVnp9/PSl1tM2qxiHpVxa9UBaWKaPJH9LonGoyVOutNwYq+Ffr3quBmroPWxuNe9kDGW/TUQXdS7FZCKbtSuxiJjniaALZCfzTU5FMH9QqxMWjoZIzqjJH6/D2TnWEsNuYLzRzqAg929MtQIMT64fU8vvB4V+dZNJmq+yl0FY9Ys5bAvprqdJzM9Euvk79WiNrsHaC+v1OMtm7Qq0qdpmkMxsO2QilGAS8jOp3vsiYWiR6gxvxJkPhdqTsJuEPTtCc1TXsSuBN4hqZpWzRN+7sVTFEiDw2VukKKgciAp5L5dlQ4aF1lOO644xwd307+XwV1fmwKbIO6FmaOTiGEqPXUNQYLfgg7mKEaUM0PS1+4j75wX9PGzekYGWHVU+dXpc48RmpR80rBKpkpMtIiqPOSGx8LWS+edn0LCp2OkU6jiDT2NvlbqQuybLPRUfe7+6DOplKXmfacxtMfC1mavCpMxCcsNzlOxyhbqBAMaLpYE9QNoP2s1Ok9dRYbA7Up6KYCCfVn1Vyp81Nx1U4sZU3/GvYt72t4zc1cBzCVKjTYGYBM0HmdnGtFv4Tu1qR03pp+6XeVDuQm0UooRXn8Gee+TsZoKVuUHmiGuWEm661isRkDtUpdKyn2jcMbeXzRg6DOkBRWeyw/1HETEftK3UR8gkwpQ7bUKLDmZJyqVSFpv4bxUWuAr/TLkDWzDLx5lkAmsNL5clO/oBonr+eGoXjYtlJnl5Rzv28wBXU+Vb2VkqwbOIluzgUORSpgnlH7/3OBlwAvdXXWHmBuWSokGSWq06W0p/10YNxgW1cZ7DYDF198saPjq5vV/ICooM4X+mXEmn7pRVY0W6xQqoimSp0e1Pk4obUydZxMTDY9+E7HyIilnOT7GytBBzIHCAfCnm3g7II6O2U7t0hmioxZBHWqGjMZ926DEA0HLZu3J+ITLfsEOx0jdV+rZEylWvFFRdaIvhYVrtHYKOFA2LUCZtpCQQ3k8+R1gmQgGrINTkEG+VYVLadjlCmWSYSDDRUeFdT52VMXCQWIhgKWAetYfAwNzbOgTs0LVVFlsbDoU0+dvB/sbA3WDKxhb3pvwzPlZq4DmF7Ks8Jcqct7L3gVDVlX6tRz63YjWqpUKZSrTfTLXaldrBv0VyQF7IVSrJIJnYzRUk5W8I0eaDM5bxWLzVCVulZzxIaRDcxkZ1gquKfLyvaNRuVL8Ceos2tFAfuAwck4ZWoMLCPLQolb+VmpCwY0wkHNMkHS7bOkoJJJTZW67CwhzVtaNsjv0E79spsxMsIslKInEnyjX4Zt2T3t4MTSYBeQAoaAMfUjhNhV+93fJeZrQZ25Uuc1nUKnwlk8+O2qDE6Qsqj8QL2nzi+hlFZUl24eeivlKpAPndc9QGa0MoKeTEx61lM3GA83bEyV94xXFWJ1z5mzbWpR8zKos6Rf5maIh+Ke05jtEiO5cq7JbsIt9KCuNjkvFhYRiKespy6gBViRWOGqUleqVMmXqtZCKT5U6vqiIdt+GZDPUDfzXa5YIRFttjNQJu1+YiBmfW2hQIix+FjXPXWK7qSe3VQhRUVUfEkmDLagk4KsembL2a77TMqVKjPpPAeZKnVzWe+DOjv1y27XJPVcGi0NcuUcM9kZ1g5Y2Rl7CztLg24rxFZ96zPZGV+TporC2mozumF4AwA7Fne4Ps9SttiQFNbpl3E/hFLs6ZfdULNVwqWhUpedIh6K+075jYWClpU6tX/oNqizYitB3YfYS6acOo9dpU7tJ7udv82tAVPZKfrCffSH+7s6rh36a6J+buDE0uDjwGbgq8DFtZ8vuDpbDzGfqdEvDT116WLah6CuBf0yLumX3QiL2D0g/vbUWTelexLU6R4zzQvOWHzM0x4gM3RTR4vM6IrECk/UL6WoTWPWdzoz7Wn2TRdKMd1zw7FhwJueunypQrZYsQzqlJ2B9z0z9iavXghVQHPFxM9+DIV2Tc9uDcjTFhsDgEwpQ7qU9rxS1x+zrziCnO8WC4sUK0VXx88UKzpFWmF/Zj8rEysJBoI27/IG/dGQbQ/aRNy6AtkJzPRL3aPOl5661vRLRWU1UzA7xdxykaqgoVJXqpRYKCx4HoTbVUzU+ueWPaLG3NhTp9sZ9LBSZ94jdKuebaYo5st5lgpLvtIv9Z71FomfjcNSAbObvrrFXKnJziAajJIIJVwf0w7xSNCy5xEMQV2u87lBPZsNPXU+G48rRMOBllTmbhXOWwV1ftAVB+MhW1aCYki5GSMjlK2FMh8/sHzAV+9Uv3vqXgscJoQ4Uwjx3NrP81ydrYeYW5ac8hHDxJYqpjz1qAODWbdF4+lEfIJ8JW+pRrh+/XpHx7dSUwQZ1PWF+zz3OAL7njpVFewmaKj3CDb31Pm54IBRKKX52iYTk8xl5xqUn5yOkRGLFh58BzIHPKWP2SUSwoEww9FhT3rq5jO1SrdNT53XYxULBylXBeVKZ9YgnY7RUxHU9TkI6txU6tTGwFyp84vK3B8NUaxULWmyUN/kmKsLTscoWyg3WE2ArNT52U+nMBAL247RZGLSM/ql6mlRGydfeupaqF8CrB6Q3+fe9F79NTdznZXxuJp7VE+YV7Bbk5TKputKXbG5Utcr5UuQlTorReZwUM7lc9n6vNfJGJmFKnTKvI9rbDwcJKBZM2EUVvatpD/c77qvrlCWyUZzpW40NurLBjseDnVcqXMyTspXrYF+6QNl3gpRm0qdSgp3y/RpFdT5wbhoVamD2vyddbcmKej0y9q+4UDmgK80Wb/VLx8Chl0d/SnE/HKBkUSEULB+ieminz119lUGqw3pK17xCkfHb1Wp86NKB/ZVk3AwzEBkwBv6pUWlzk9qCNR76qwWnYn4BGVRbrg2p2NkxFKuxHCiHghVqhVmsjPeVupUIsGGQuEF/TJZoy/bqV96L4RgnRzRg7q8dVDX6RjlivL4KnhQ4+0HjVmhLxoiW6xQrVpX7Ff2rWQmO9Ox15Zdpc4P43Hjeewy8TplzLSAOh2jrEWl7sDyAV+VLxVkpc5GQc2mV7AT1K005H3uZ1AXrvX0thJKAdi7XA/q3Mx1U0u1oM7KeNxjVTg7ejZ0Z5qs7mVjULcrJbtKDh7wP6jTWwIsqkHmnvxOxsgc1PntUQdSibBdAkvTNDYMb3Bta6AnhRONPXV+9NNBjX5p01OnBNbczHeqrcYslLIy4V+goGBXqVNVrW7bUOz2rLO5WV/aawbj9j11YM206HS+y5qEUqYyU772efdHQxTKVUoV6zmvFZwEdZ8G7tc07Q+apv1K/XR8ph5jfrlZ5CFV9K+nzmw+Dq2rDNdcc42j4y/lSgRrDvNGJPNJ3zaisRbNwd0aVCrJ/yahlIz/lbpWQZ3aABsnNKdjZERThjQ367n3TCgYsG12Ho273+AYkcxaB3VCCGZzs75U6qDZe089Q3aBaqdjZBZK0a00fBQQGGixcQNYmVhJWZQ7plql8s0bA/C3Ugf2vVq6p5upquV0jLLFckNPXbFSZCY3w6r+VW4+bkcYiLWmXybzSUpV+41DOzTRL31OJrS6nkQ4wWhstIF+6Waum1rKAY1BnV/Pk1K/tGplGImOuKdfqp46wzO0O72b0dio5wlgKyjfK7u+OuOc0MkYWa1D4K8QGSgxpdYVhg0jG3h84XFXbSlWPfnz+Xlf+umgtfolWPfiOxknZfug6Jflqpz//az+KNj11IG1Mm6nWLJI3JerZRbyC76ss4OxMIVy1bIQAdZMi473DcUKAU0y87KlLAuFBV/XpVZ71XZwEtRdDnwW+Az1njp3Ulk9xHym0CCSUqgUKFQKnk/U0VaWBi2qDDt37nR0fNXwbKYWzGT9U7KyU78EmRXthnO9mKv11Bnol/lynlQx5X+lLqLUuVr4UWXqGR2nY2TEUrZxMVW0Oq8n61jIpgctNuYJ/TJZ60k1B3WpYopCpeB9pc7mORqKDhHSQrYBT6djVBdKkVPfbG6WaDDqa3N6fYK2fqZ0A/IOFTDVpt3sU6cqdZN93gbefdHWtD71DJn7A52OUaZYafCoU8/Oqj7/g7r+mP1mVM2z3VTAbYM6n1RXWwV1IPvq9qXrmzc3c91UqkA4qDFqqJqotc57oZQgQlgnT7tZk6yEUnandvekSgf1NclSATPRaBHidIykbVCpyXhcHdNP9NsIDhmxcXgjqWLKFaVZJYVHjJW6nH8+o7FwkEK5SsWGZTEZb6b2ORmnOv1S3nez2VmqotqToC4aDthS6Ff1r9IVh93CqlKXzCcRCF983dR5WilgzufmG5Jync532WKFRCSEpmk98RNsl0BtBSdBXVYI8VUhxM1CiFvVT8dn6jHml4uM9TeKpAC+CaVYKXPpQV22swy8EVYmjoAv1RKFWE390jIrGhvpuqcuEgo0mPD6YWZthVBQntcq8+aFyXClKkiZ/Fn8mgCiLYRFvKBf6uqxBqEh8K83I6pXvBuvKaAFPFGRVSiYeuoUldTP5vR2Ut96UNdhX50d/XImO8NIdIRoMGr1NtcYaJM9HImOEA/FXWd6c7WFU0EdpyeVuhZCKcq6o5u5wYp+2R/uJxJspjd7gYGYvSEvyKDOSL90g+lUnsmBWINsvlrrvKZZ1ddZ66DOS/rl7lRvPOoAErXzWolxjMfHmcvNdVzRWi6UqVRFE/0yHoozEPa3+tgXtbZoMGLjiBRL2b7QOQXTLLQmhPCdfgnNomQKVlZITlCnX8rr6IWlk0KrSt2q/lXsz+zvuBXAiKVsiWgo0ODJqRuPe9xrC/Vqp60BeWICgehqX5Qr1fu9p5blOu0n/bJdIrgVnAR1f9Y07dOapp2qadrT1E/HZ+ox5pYLjBuqDKliCsCHnjr7/qZ2VQYnSNUk8o0oVAosFZZ8k/luRSntZgGFmiqXqfLYC76/gl0DqpLa7YZPrnpYjNQQvyYAux6TsdgYy6VlCpVCV8dPZoqEAhqD8eaAAbwfq3Z+j14FdYreqc7nZ3JEoZVAD7gP6pZbCKX40XBflyy33rRpmqZ7oLlBplhuoJkfyBwAehTU1YRSrDbQOq20CwXWvJn2m5v1zbgW2lfq1gys4UDmQFebt6mlfLPxeG6WkeiI5yrG9Z5ba3+txcKiq2tZNtEvs6UsM7mZnihfgqFSZ0O/LFfLHVtP6C0OBjaMErfyW1mxlYqswmHDhwG4EktZNFWBUsUUZVH2rVKnB3V2BuSJCWZyMx0H3ulCmVg4QKTWH+8Xo8cKdj11IJM95Wq5K2GohWyxoZIKdZaDH3OeuhdsDchrSblu5u+sgUWi1iV/g7r2no92cBLUnQicAnyK/49YGhTLVVL5ckOlLlWQQV0vLQ0CWoDR+KjlhvQDH/iAo+NbVer8VrKK2/Q3QZ3q4nYzsJgrWoqkQG+yVHZSsaFAiPHYeEPWzekYKVjRDpSfidfJBDsxG912ItddX10yU2SkL9JM+835Q+OJt3iOWgV1nY5RrlQhFNAI1wSUZrOz/lOS2lS4BiODxENx15U6Y5UB4ImlJ3QxDC/hhBKypn9NUwXI6RhlCxVdMhpkpS6gBXqT7ImFqFSFZUa+G+lyBbWJUuvFXG7O1/tuMBa2FUqB+uZNzXedPkcg1S/NQd1cbs6XbLwdPRtkUCcQrnz31L2sBHqUnUHPKnWRFpW62veoNtid7BmgUTHbD8ViKzhR7RuNjTIWG3Nla7Bk6slXrQZ+9dSp+aiVAma5WmahUKf/OhmnVM0cXqGXQV2rSp1SGu6Ggmm20wBDr60PhQhFYVWUVjPUPGucvzud77LFir5H2Z/Z7/u6NODA89EOTszHn2vx83dtaZBUcuyGnjpFv/R6cx0OBggGrEUroNbsbNFTt3nzZkfHtwzqcv6KO+hBnU3QIBAsFZdcHVtW6hqzOHpQ1wM5376Ivf+HmUrhdIwUrII65WfiNewkvhXtqdu+uvlMsaFXRsGvydltpa7TMcqV6pMz+KPkaUZfm2BI0zTpVddhlThdKBMN1bO9ID3qdqd3c+Toke4/sA362/TUAXqlzpi5djJGpUqVYqXaWKlbPsCKxApfvSsVWil7jkRHCGrBLit1jfRLv+87Jz11UFfA7PQ5EkLISt1gc1Dnx3W1mh8U9c5NNX85XyYRCRKsUUh7qXwJrav46ntUlNZO9gzQuA71MqhzIu6wcWSjKwXMxVyRYEDTvze1XvtV9VZrRbbUuo/YODc4GadUvtRkPJ4IJXwzszaiVaVOsSK6EUuxMr5Xz6Yf6pdtK3Uux8iInKFSN5WZYjIxSSgQavMu9/BVKEXTtBWapl2qadrvav8+WtO0Czo+Uw8xt9xsPK7ol1771IGUmLeTW1YG5GbceOONjo69ZGFmrTc9+7QpUNxhPypBS7lSk+fedHZalwf2G60yieagzukYKVhlSKeyU74Eq63ol9C918xCpmhrZzAYGSQWilm8yz3qNGbrQDWZT1pWhzsdo3ypQkxRnkoZsuVs7+iXLTbZKxOde9Wl86Um6uWjyUcBOGrsqA4/ZXsoilqrhWZN/xrylXzDBtvJGOk+QNHGSp2fFBcj9IDV4tqCgSBj8bEue+rqlTohhG/Bj0I7GtyagZqtQY0q2+lzlMqXyZUqTUGdX7TSeE3YyCrRuH5Yek65ofNlimV9AwVS+RJ6YzwO6GqvVpU63SKklsTtZM8AjX1ns9lZnYbmJ/qi7YVSADYMb2DH4o4GX1gnWMw2CsftWNwBwPqhzn0WnUBt5O0UMHVxKENCzsk4pU2999OZaVb2rfSdHgvte+qgu6BuyapSl5tlMDLoeZ83GKi4NswElZTrZm+XLZb1qrrXvsNWUMwBv4RSLgP+AKjGhseA93V8ph5CGSePW1Tq/FC5s6uaQM1rxmWGt1oVpJ4C+qVS9LSr1IF7A/KlXKmh5wx6l0UEuYjaNZ+6bXpWqPcyNNIq/PCesbOdUDSUbm0Nkpkio/0WlTqfetBiLarD4/FxqqLaQHFxi3yp2iCSAv4rwulZtxYCAm4MyFP5sk49UdiW3AbAESNHdPgp20OZC7daaNYOrAXoWIRDbWoTpp66XhiPQ71S10ospZu+TiXQEw0F6gqyftpoxMLkShVbn6OVfSsJaAHXm7fpmvH4CgP9UgWrfgR1reiX64fWEw1G2Tq/tePjpvNlXQAIpEjKWGysJwlGqG/erNYk9T122t+k1iG1b1gsLFKsFnuyxg7EQiwXrXtTjdg4spF8Jd+gwOoEi9kSI4aA4fGFxxmKDvmf4LYL6lyKKFnRL3tBvYTWlbpoMMpEfKLLSl2xiY01n5v3rZqqgmNFzTUjGAg2eT52imyxot8LB5b9NR4HZ4lgO9gGdZqmqZluXAjxM6AKIIQoA+67q3uAeVWp62+u1PnhPRNtUakbjY2yUHDXg7ZcLFMVzSaOM7kZwoGwf+bjTip1BXdBgxXfejrrv0edgl1PHUj6Z7qUJlvKujq2mfZSqBRI5pO+ZHWiLSwNwBv6pdnnEfwLwFtt2tp51XWCnIEbrydHfM5gO+lFW9m3krncHKWK88bodL7cpHy5LbmN0dioL2OkaVrHFSCn0Ct1tbmnVC0xnZ3uifE41MVmbI3Va4IIbpEvV4mGAmiapgeHftMvwf56woEwKxMrXW/edONxQ6VuqbBEuVr25bqiLXpuQ4EQR4wcwSPzj3R83OVCucGjbldqV8+qdCAZCppmXalLhBP0hfs6TibolbraxrpX6tIg11ch7CtbChuHpQLmY4uPdXT8pIlB8vji42wc3uhbhatdpU7ve+wwcW+eu6eyvQvqYmH7Sh1IarbnPXW5Wd/mu3AwQCIStKVfQncJeyEEyUyRgWiIqqgylZ3y3WbHL/rl3bX/ZjRNGwMEgKZppwDuGqp6BF2O3VSpiwajvpR/lTGqFVSVwdzEfd5557U97pIp46Ywm531Vckq3qJ/QfkquaFf5ksVcqUKw4nmnrpeiKQA9Eda0y+hnhl1MkZGqElFZY6UX5cfk3UsHLBUJ42FYvSF+7oKgEqVKku5ki390p+eGaVuZ91TB9Y9M52OUaZYrvc1+ST6YkYsLPtuW03QK/tWIhAdBQ5W9MttyW0cMXKEb3NDOyGEVf2r0NAagjonY6TMl1XlYiY7Q1VUe1apq/cL2vdldKt+GethhXigjVIpwOqB1fo4dfocTaWagzpdttyPSl0LlWmQdOOtya0d0/kyhbJ+z4GkX6pqcy+gaVqtz9u+J1/dd07HaDFXJBKs2wb1Wl0a2m9GlQJmp7YGRmXFqqiyfWG7bpHgB+o9ddbjEw6EGY2NNtAvnYxTKl9XNS9VSszn5nu2B4qGZKXOrpq6qn9VV7Y0hXK1aY83l5vzpZ9OYbCNhctEfKIhqOtkvnvkQIqZdIFnrpeih+Vq2Xf6ZaTWK7/cxh7ECq2COrUr+DfgV8Bhmqb9Bfgh8C8dn6mHmMsUiIQCDbSKVDHlm8FwtEXmQ93I5g3pypXtN/pWDc9QU+zzMcurFgMrxafh6DBBLeiKipSyuJ6qqDKXnevZhNaqUmf2qnMyRkakco3+LH5K39qpX4KspnZTqVuoeQGZg7p0Mc10dtoXZTjV59bK79GKPtHJGAkh2DaVZv2EbEb3m8asIDduwbY9dSCpHU5hzvaWqiW2L27nyDHvRVIU2pkLR4NRJhOTDfRLJ2OUMdEvVaa4Vz11Ov3SzoA8PiFpbJWiq+PLoE7Oq72p1LXuMwHZ/6g2b53OddO1St3kYD1Jqq7Ln6CuNj/YJE+PHjuaTCmjq1c6RTpfbrAzmMvN9bRSB/Ket6rUQaNIlNMxStX61lVip5fq0u2eI4VEOMHq/tUd90EmM/Wgbv/yfrLlLBuGN7j7sA4Q1y0N7K9nRWJFw9rkZJxSufrcPZObQSB6WqkTAoo21OzV/auZykxRrnYeUCzmGn0EgZ70EA/Fwy0rdROJiY7HSOEPD08T0OAFR62o7+l6wCBxKjpkRqugbkLTtH8DzgSuAT4H/A74LvACF5+xZ5hLS+qYMVudLqZ9oV6CqprYV+qgmQ737W9/u+1xU6bKj8JMbsbXLG8r9ctgIMhkYlK/uTvBoqmBG2TvV1mUe0a/7I8GyRQrVKvNWSpz07OTMTLCTDvwU6a4VR/nWGysK0uDhYwcJ3NQp0Q4/FBWbEW/bKVu18kY7V/KM5sucMLaYUBudhKhRA8FeuwpSbpXXdZ5X13apKC2c3EnpWqJI0d8DOocmAuvHVjbsLl2MkY5k1CKCup61lMXbU+/hM77mxTypWpPK3WDbXoEQX63s7lZ8uV8x3PddDrPSCLcYDCsB6s+XFcrmx2QQR3QMQVzuVDvqVMiKb2yM1BoVf2eiNc3o07HSImJKKjklZ++iAr1HsH2m9GjRo/i4bmHHR9bCCErdbV1SalnHj5yuItP6gx1ywn7uXsi0VgFajdO+VKFYqWq99Tp+wQfeu+tEA3Z+xCDnBcqouKKrmilK6B6iP28/wbjIVtLA5B7u6XCku7f28l8d8PDUzz9kFHG+qN60rUXyca+FvoPrdAqqAsC/cAA0AeEaq8laq/93WJuucB4fyPNMlXwr1IXs+lvgu7UCFtV6vwMglqJVoC8od1wrs0N3FCnKPaypw6s6RQqk+mWe222n1CBr1/ql3bjMxYf66pSN5+RE585qFMiHEeNeq+sGA5qBDRrepXqLem2p+6B3YsAelDXC+NxhVYVYnBnQC4rdfX7TY2Pv5W6cFtzYTcG5CpQ7DNV6nqVvVZmr3bXpisRuqRg5ksVPXExl5vzPZmg7ouWQd2Ae0+q6VSBFRbKl+Bvpc5unT1s6DDCgXDHYimZQl39UtkZ9LxSFw227Nmay811ZG4tbYMMa2x2mtHYKOGg/9Yg/W16OY04buI49i7vdTyvZ4oVShXBaJ+8DuVz52elTjcft7nvoPN+LVU9V8n6XnrUQev+VOhOAVPf4xmS24q1ofqt/UDbSp3L+fvJuQzbptKcc0yNSdMD43GFvkjr/nU7tDJaOCCE+Jj7j/TUYW65wOSAKagrpnzLFMTCAeaWrb983TfMo6AuW8qyXFr2tZQdb0GFA/nQ3zt9b8fHXazR+ozKSKoq1kv6JcjF3GzarGwVvArqnlh6glV9q/zr4yxVEUI09U+Nxca4b/o+18fWfR77Gj/31uRWxmJjvmTiNU2zVfSE1l51TvHAngUioQBHHSSTO70wHlfoj7WucCXCCQYiA46DunKlSrZYaajUbUtuIx6Ks27Av03pQDTE/sVcy79Z07+G2dwsuXKOeCju6Liqp07NPfsz+5mMTxIJNvd1+oFQrdl+udDa68jt3JAvVxs86vxOJtTVPFvTL6FzpVKAmVSeSQuPungo7kuw2qrnFiAcDHP4yOEdVeqEEA1CKbtTslLXy546kNUgu4TPRHyCXDlHppRxfLylXImDDKqkPe1ZdyAKpXD8xPEAbJ7dzHMPfm7bv1+orUuKfvn4wuOs6ltFf8Q/bzcpbmRfIQYptJXMJylVSo4CZ1VRUtV0fQ/UA59eMFTqbFqG1Lywb3kfz+AZHR17Kde8x1OsDT+fq8FYmG35tO3vjXoJnQSXf3hYrsdnHy3H5kDmAAPhAV/vOYWBmPf0S/8NM3zC3HKBCYugzg+POmhNhesP9xMNRps2pMcee2zb41oFdSob+lRX6mayMx1zrq3ol71U5oL2i44x6+ZkjIwwB3XbF7frDeFeo95j0jwxj8ZHWSwsuuLEQz2os6rU+VkFakcptQrqOhmj+3cvsmnVoG7W3QvjcYV2qpEgnytVuW4Hdf+aK3UbRzYSDATt3tY1+qKtewOhnpFVFSAnY5TVK3V1+mWvlC8VWo1R9/TLip4h90v234h2Fg1QH6d9y/s6nuumUnlWmNbYuax/fTOt6NkKR40dxSPJRxxXtQrlKqWK0NeEXaldjMfHe2ZnoNAXaVGpM/QTOx0jsxdsLy2DOgnqjh47mpAW4sHZBx0d27wuPb74OBtG/KvSgUw2xsP24wP1vYtan9qNk0q0GOmXA+GBnt137fpTV/atREPrio1l3OMp1oavQV2bSp05Kef0WfrDw1Mcs2qQtaMJQAZ1K/t7xR5p3+pghVZB3fPdf5ynDtWqYG652ES/TBfTDIT96qmzV7/UNI2xWDMd7uyzz2573KVciWBAa6go9aIfIxZSQin2BpUVUem4lL1kUZqfyc4Q1IK6VYLfaCcVO5mY1DNnTsbIiKVcXdGqXC3zxNITvi06+sRsY0AuEE2Kq06h1GONfkDFSpGdizt9oV4qxFpYg9hV6pyOUalSZcu+JU5YK9VbhRC9pV+2yMYrrOxb6binTm3W1eZdCMGjyUd97acD6I+G216H7lVXW8ydjFFG76mr0y8VDahXGIiFbAUehqPDhAIh15W6gkH90k95b4U6/dJ+ozMWGyMWjLEvva+jua5SFcymremXfgWrgYBGJGRPOQcZJKSLaceVR3Uf9xt66g4e6G0/Hcg+UrvNm1rn53JzjsdIesHWE3K9DOr6OgjqYqEYR44e6TyoU0yfRIRSpcSTS0/q1gh+ItEi6IbmXvx245Sqzd2DcfldTWWmelalg3qlzm6tDQfDTCYmXdEvFyyCOuX9mAgnXHxaZxiKy7aAioVWAjQHdU6epZlUnvt2L+rUS5BCZn7bGSj0tVGatoNtUCeE6M69+CnCYq5EpSoaKnVVUSVdTPtYqbPfjILckJrpl1dccUXb4y7lSgzGQg30ul54a4WCASJBe4NKdVPvz3SWyVnMFQkGtAZV0unsNBOJCV+rC0ao3hm7h2VFYoX+4DsZIwUhBLPLBSZqyYTd6d2UqiXf+P51OpKFsEgXlF+QGdGheJhQsD49PL74OGVR9kUkRaGdNYjV9Tgdo0en0hTKVU44eBioN2/3qlLXrqcOZKO8U/ql3pdRC+r2Le8jXUpzxKj3puNG9NfMha2EhhRUBUjRbpyMUbZYJhjQiAQDVKoVpjL+ewGZ0apfMKAFGuTlO0W+VCUWCsh5oge030goQDQUaFmp0zSNVf2r2Lu8t6O5bn65QFU0Go+D/xXIWCjQ0l/r6FEpluK0r27ZENQJIdixuIP1w+u7/6Adoi8S1OnHZhh7gZyMUalSZblQ1hkjxUqRhcJCz4I6J1YaRhw/eTwPzz/siFWyYKjUPZF6grIo+2pnoBCP2DNIoNkKqd04KQG8AUOlrpdBXbtKHUixFFc9dbkikVBAFzYCuQ74LT6kkul2LJLByCCRQESfv508Szc8IoP0czcZgrqM/8bjCv2R1krTdmhVqfv/JGbTUuTBWKnLlDIIhH+WBi2EUkDS4ebyjVWGmZn2GV8znQ/qE4ffm4JoOGDLI1e0qE7L80qVyxik9jKLCEYfHetrm0xMMpedoyqqjsZIIZUrUyxX9WSC8t/xLahrQUdSVU+3YinJbLPx+LZ5/0RSFKQpqs3mJjFBupQmX843vO50jO7fswjAiUokpUd2BgoDsfZZt5V9K1ksLJIrt+5Zg/ripTYGSpnUz/EB2VMnhL1vE8BIdIREKKFXTJyMUbZYIREJomkas7lZyqLc+0pdNMRyK6+jLgzI82VZqVsuLZOv5HuSTBiIhfWqgB3WDEhbg07muumUXGOb6Je5OX8ZJC3o2QAbRzYS0kKO++r0oC4WYjY3S6qY8lV0ww6tEj5G+qWTMUqZWhx60a5hRDQkPTmdbkaPnzieXDnHYwvtTchVFWg0EdFFUnoS1IXtLSeguQrUbpxUokXRL6ez0z1TvoT2PXXgPqhbqon0GPd4vfB+VPtkOwqmpmkN87eTZ+kPD09x6HgfGydl/1ymlCFVTPXMZsdJItgK/+eCurnl5qAuVUwB+OhT1zqDaFdlaAeroG4mO0M8FKc/7G+jZisfNJWp6NTWYDHXqMoFckLrVRM3OKNflkWZZL6zQvVMWvk2yez1jsUdaGisH/In89uq77EbxVWA5HKxqZ9ua3IrfeE+XxWsWlW8W9kaOMEDuxcZ74+wZkQKd/TKeFyhLxpkuVBu2e+jnisnfXVqY6CSFFuTWwloAd97THR6VZsKUKcKmNlCpaGfDnhK6JetAu/JuHsDcuVTp97fi/tuMBZqSb+E2uYt3dnmbbpmPG6kX85mZ1kuLesiC36gXVAXCUbYMLKBrUmHlTrDM6Tk8XtB5zOjLyLpl1Zzg6owOJ33Fk19+L3uWdc0rSN/LSWW4oSCuZCpMX1icrxCWohDBw/t6vM6QTwSakm/HI4OEw6EHVOz6+qXIfLlPMl8smfVHzAoybao1K3qX8VMdoZSpfX8YYbZ1ilfzjOTnfE9qFOMlVa+nJMJ5/P3Uq7EnTvmOfuYFXqAqlg0vQrqpLiatf1WK/yfDeqM9Mt0Uari+OZTFwpSrFRtv/yx2BgL+YUGikFfX/um2JShR0tBGY+bFQ+9Rjxir0QYD8UZjY12XKlbyjY2cMNTV6lrJZQCMth0MkYKM7UKsVJdfXzxcdYOrCUWirV6m2vo9Eurnroa/bLTwFQhmWkO6rYlt3HEyBEENP+mjFabNpWxNm9unI7R/XsWOGHtsP7c9ILGbERfNERV2PcxQL0X7cnUk22Ply4oCo+8nx9NPsqhg4c6Vpt0C12y3EYlUmFNfz2oczJGmWK5bjxeo3X3nH7ZRsxmItEl/TIcrDMtelCp64+1F+dZ3b+adClNsM85/X3KIqjbMrcFgE3jm1x8Umdo1+YAsq/ukXlnYilG+qXOrPA5KWKFRDRIVViLXqkKw2xu1tFzpIurJepVIOhdUAe158hhUHdQ30FMxCccBXXJbJGRRJhAQOPxhcc5ZOiQntg0JMLBluqXmqY1CKy1G6dUTSshHg7qyYReVoidVuqqotqRbypI+qWxn7MXIinQvlIHcs51OkY3b5uhXBUN/XS9Tjb211qFWrFirPB/LqhT9MsJY6WuICt1/pmP2ysRgtyQmoUrLrzwwrbHtazU+Ww8rtCqUgdyMu68UldsqNRlShkypUxPF5x2lTrdqy4z42iMFPRKnaJfLm73daKOt/Ca6Q/3Ew6EXVfq5jNFxvrrE3OlWuGxhcc4asxfal8rSwO76rCj5yhbYudsRvenA4OnVsJ/Q15wpgp3+MjhaGiOKg1pE/1ya3Kr7/10gN4P28pIHeQivnd5L1VRdTRGuWKlQSQF6Ln65UAs3LICOZmYJF1KO6LHGiHtJ8okIqGeCF0pDDio1KnK2lmvOcvxcWdSeQIajBvmiC1zWwhpIV97buMt5geFo0aPYrGw6Kg31Ui/3L64ndHYaM8Eu4xoZ9g9Hh9nLjvneK4DQ6UuI++3XrJhOqnUaZrG8RPH8+CMs0rdsMHOoFdV1USLBLeCsd+23Til82VdK0H3FvXxuTHDSaVudb/0sOyUgrloStyrvmq/BYhU8SPVRgFTrfvtxugPD08xORDlhDXD+mtq79E779TW84Id/u8FdcsFIsGAriwE/mer6lUTezNoaKwy3HHHHW2Pa9lTl53tSXUhGg6Sa5HJWdW/qvOgLlvSJ2XovUcdyKwbtKZfgqwgOhkjhZlan8nkYIxipcju1G5fs76tDEQ1TXNtQF6tChayRd0LCGBXehe5cs73hUdm4q2fIbtFxskYPbh3EYATDx7RX5vJzjAQGfC9sqXQ72CCToQTrBtc50jowah+uZBfYDo77Xs/HTg3F14zsIZCpcBcbs7RGGVqQQ/IjcBYbKxnY6PQTgRGVdfmsp1RgLceSFOqCI5eNaivAT3pqYs6M4oHuOmemxwfdzpVYLw/2iCktGVuC4ePHu4bMwHknNcq0QiyUgc46qszVup2LO54SvrpoG5wbUfxm4jLSp3TPQOgJ09nsjNEg1HfWk+s0O+gf9gIpybkyUyR0USE5eIy+zP7e9JPBxCLtK7UQaNqdrtxSuXrDKxtyW30h/v19a0XcFSpG5Cfp2M2lqnFZne6N96PTip1k4lJvZDQaozypQq3PDrL2cesIBCoM+KmMlMEtWBPbZCgtS2NFf7vBXXpAuP9kQZ64t70XjQ038qm7TIfijpmnLTuvPPOlscUQpDKlxuCOiXD3ptKXYB8i4nsoL6DOLB8wLEnENTol4br6TXfH6Q0dl8kaFtpGIuNEdSCTGen246REdOpAn2RIP3REE8sPUFFVHzdJLSiX4IMgnaldnV8XCULbKRf9kIkBSSN2e56EuEEI9GRpqDOyRg9sGcRTYPj1gzpr/UqOaLgVOr7qNGj9OxtK6TyJSLBALFwUP/7XlTqVFWhLf2yFizsTe91NEZKKAXgyaUnOWTokO4+qAsoEZh28vKdiqXcu0vSoE9aN6L3RPfCk2rAIf0S4L4d9zk+7nQ630C9rIoqD889zLHjnXnddQqpjtuafnn4yOEEtSCPJB0EdbXvJhEJ+M6saAU9I29z343Hx5nNzTp6jhZrsv96pS4305N2DSOkFLtzypjRhLwVFrMlRvrC9f7HHgV1iTY+ddBYBWo3TqlcSafNb0tu44jRI3o6PrEWCWGFFYkVBLVgx5W6hWyREcPeYU96DwORAYaiQy3e1T0c0S/V/J2daTlGm/cukStVeO4RjfuDA5kD8nvplVJ7mwq+Hf7PBXVzy0XGTapce5f3MpmYJBqM2ryrO7TbYLsReVguyM21MQhaLi2TK+d6EgTFW8jLg6zU5St5FgoLjo5XqlRJF8oNTbRKEKKXlTporSoUDAQZi4917Ec1k87rIim94Mm3m5gPHzmc7YvbqYrWmyAz5jOy4mikX25LbiMcCPsu9x0NB1vKLK/qX+XKEPX+3QtsmOhvMOruFY1Zwakp71FjR3Egc4DF/GLLv0vnyw39dNAbCo8TU2uo0/qceoZli3WhlCdTT3LI4CHuP6RLtJNjN8rLd4J7dy9y0FCM1cNxqRDZo032QCzc9n7rj/QzFB0iHUg7Pu7UUp4Vg/W19MmlJ1kuLfsf1IUCtuq49b+JsX54vaNKXaZQRtNgqTRDtpx9SvrpoD3NaiIxQbqYpkz7zd1STv6NUSill0lTaK8ia4ZTE/JkVvZ6P74olS97FYRLn7rW372xCtQOkn4Z1tsaekm9BEOlrkWCJBQIsSKxoqOgLl+qkC9VG/ase9J7WDuw1vf5LhEJEgxorYVSakncdvO3Mrk3+3DuX97f05YAxYr5/wd16UJDPx3IbLGvqn0t5OXBUKnrgA63ZFKxgvrN2Ivyb6xNc7BSADqw7IyCmTLRQuCpqdSB3GAvt5ikjV51TjGTLujiPDsWdxDSQr5uTNsFdRtHNpIpZToOgpK6F1D9Gdqa3MqG4Q2EA/42pcs+Tm9lloUQPLBnsaGfDmqVur+jXk4FtcC366szBnXbFraxIrGCkdhIy/d4AafB6er+1WhojhUwswUplLKYX2SxsMihQ/6r2pnR3yZgNUuXO8V9uxZ42roR/b29SiYoNU87Q16F1f2rSQedB3UzJuNxJZLid1DXzi9M4ajRoxyJpaQLZfojIXb+/9g77zA3qnP/f0fSqEu7q+3eXa+9buu27ja2wZhiQ2jGoYU4DiS/JHBvergEknvTuClcwEkIyQ2kAAlxCC0G4tyAbbqxwdjYuPeyxdu16l2a3x+jM9JqVUZbNGfEfJ4nT1hpVj6zr86Z8573fb+v8zSAwopVJGPSkpKA7L3q/KrctZwOfwgWnUZIje3x9UhwaKrOeC/pENOEnOM4oabuxMAJGDXGgglWGLSanAI9yVGgXLgCfKSuzd0Gf8SPaWVjn2GRTK7m44Q6S11e+wdnSjsNIOHUjTUMw6DEwIqL1OXItHCl2XsDfPploZQvAfHP2lSKzqnr9QQHtTMA4k7dGEstA5k32EbWCIPGMChSt27duqyfmc6pK6QMe66idPLlFtuAPDHhB9fUWbXWMa3DSEeu/h9EySqXjZLpdQcHKV82WhvHVJkrm1AKkJDmJv18xNIfd+pInzqO43DUfnTMRVKA7DV1AL/5PO85Pyj6mMtGrXYfBnzhQfV0QhpzgXLjgTwidfEU11wpmO5AWIg8Hu0/WpB6OkC8c8qqWdSYatDmbhM1j7zx9Eui/NlobRzxWPOF/D0zOXVCA1u/+Ehdp9OPDocfC+LfPxKpKwRiG0HXm+uhKhW3FQhGorB7Q0OcOjNrHvOUWb0mt2AFwEd+7AF7zg22JxCBWa8R1shJpZNGZZz5QmpJM0WDyKHwRVdelPOznL5EvRbHcZJE6sy63BHiVHI1IXcHI4jEONiMWj5VtmzymCoxJ2NgeXXzSDSzEyQIrInYN7j8fKTu6EDhRVIAQKNWQaNismbFALz6cD7tThw+cnDP7x3CsTA6PZ1jLpJCsOo1cPlz9xPs9fVmtVGi5URi/xaNRdHt6y6oUye2ZCOVonLqYjEOdm8IFZaE4xCIBNDj7xnTSJ0uR/olwDeEzkeNMFukrhCLtF6bPWpCTsnEnuQ4UqSWgfgpoqmwp4hAvF1DlihksjyxWHpcAVRZEj3qxjqVR0j5zZBCQeoNSKqKWEikjuTFd/u64Qg6CvLg0bNqRGIcwhkennXmOoRj4bzS3/bFm44nR+ocQQcisQiV6Zel+lLUmmpziqWQSF0gEsAZ15mC1NMBgFajgk6jEiVZnk+vOl79UiM4dVKkXyYK03M0sM1jbdhzjk9PX9BYVtCaaCDR3DinAqalHt3+7owb6mSIunRy+uWBvgOYWTFzzDfZYloaAAmxlFzRbm8oAlO8R121sbqgYiLJmOKqr5nq0Mj3xR7M3aLG6U/0CXOFXAhGgxI4dXxPznz6a+VqQj4Qfy6VGtmCKl8CSUI2WQ4UyEGNmLXBHRdKOWY/Bo1KI0mEWJ8jKwbgI3U9/h6EoiFRn0nqOcn3r8vThQgXKUikDkDOSJ2JNcGoMea0kdMfBsMklJ4BXi07ykUL2k+QrAsf6/TLAV8I0Rg3KP2SOB1j6tRpckvEVhgqBqVfbty4MetnujI4QUBh0i9ztTSwaq0waoyiFTCdvvTpl4V+4AC5o5BEuvzJjU+K+jxPMAJvKIpqqw6+sA/t7vYxP/XNlfJrYk2oM9dlfEhmwp4SqSPORSEiQblUZIWDhKTocK55tLfVAQOrxtRqs/CaFGm/+SzQ023TRaRf8ik8R+xHEONiBYmkEsw6TU71SyDeq87TntNGoUgMoWgMJq0aZ51noWE0gvpaIRET2UoWRBDDnnMD0LMqzBhnhTfshT/iL3ikLlf94+TSyQhzYZx1ns35maTxOKkfDkQCOG4/Puapl0Du5uOEaWXTwIDBof5DWa9zByJC43Gp6umARKTOnyNS9+q7r+b8LEeSYrYUPeqARBpzPv21cjUhH4jvHzRaNxxBR8FEUgD+EBhAzoNggH+2ZFvvItEYvKGosHZPKplUkF57qeg0qpyROiKiJHaPl9r4nrQzKJRTZzWwWWvqgMT6nc1GTn8YVj07SPmS/A0KlfIL8OrFQO72QakUlVPXG288niyUQgr1xzb9MrdEbLm+fOSROn8vzKwZRtY4zJGKR8+q4A9HM9YlMAyvJiq2ps7hJ6c4iSiqFPn+ACl8zq78BAA+lU/U5/UIGx0dzjjPgAM35ieJKhUDrVqV1TmdUjYl7/RLuzcEo1YtpBQftR8FAwZTy6aOaLxiSKQxZ4jUxTf6YqM/ALC3zYGW+pJB8uuFbABNMGk1YJjcrQAAoLm8Gedc5+ALZ/7+8ZE6Fnt79gIA5lbOHa2h5kSsZHm9pR59/r6cAg9ks2TQ8pG6ekv9mNdvpsMiol1Dcj8qMXx4bgBz6kvBqlUFTZ8HcqeTEkgU/tjAsZyf2R1v3VITd+qO2o8iwkUK4tTxQkqxnBEgI2tEs60Zuzp3Zb3OE4zArFfhtOM0JpdI6dRlb2lg09ugZtSiauqSI3Vk7S90faqQNpaHFHuuJuQkUueO8Y6CFJG6bE6dkTXCzJpzRoHIXLTq+UhdoTIsUhETqRtn4h0YsSmYJFJHsnwK1c6AYM0RqQPEZWG50rQSI/vcQqZf6lkVVMzHPFLX5+a/VMmROnJaMKZCKULz8RyRuhE6dYUssjewakRjHMLRzA/QfBqQO1IideFYGH3+PmkidSLSLwHApxbp1MVTkqos+oIoXxJ0rCrrQcLUsqk45zonOn0CiPcCSpIkPmI/gkZrY2EOEnJEH8lDRmzKbzASxZHzLswdXzro9UKmMRNUKgZmrQYuERud6bbp4MBl3WST9Mu9PXvRaG0UemEWArHNhcnDPJcIB5FyJ5E6KdoZAOL6AuWTmu0PRXHovAsL4iIppL9d4SN12Tc6E0omQMWpBBXVbJBIHampK5RICpCoI86m2kdYXrccH/V+BHco83fPG4xAzdoRioUkjdSR+/JmeCapGBXK9eXihFKS2gYd6j8EnVpX8FrB4Qg85GpCTjJI7CHeUShopI7N7nQTxETxydqi0rjR5+8reD0dQUykjuyZO7xinbrBe7w2dxv0an1B082zNR8HICp93ukPD+pzDSQidYV06hiGibcH+Rg7db0e/oEzKFLnbodBYxDaCowFYvp+lBvKMRAcQDjGf+mWLl2a9TOd/jDUKkZYIIF4umKBemvl6r0HxCXmRQqlkAlPik/7/f3gwEni1Bm1udMvAaBuqrgUsIRTp8NJx0loVdqCnE7lSkeaUjYFUS4qqLuJod8bElIvAf4kvlAiHHpt9sMRvUaPCkPFIAXMbPOo2xlEKBrD5ErzoNfJok7SmgqFRWSEi/y9M8myR2McH2XQabCvZ19Bo3QAv2kT0xCVZEfUzcg+j8hmSa9l0OpuxURr4ZUvgUQ0NVu9YKWxEr6IT5R0+UftDkRinODUFTpCLDb9klWxqNPXiY7UsWoGZfFo0IG+A6g2Vhdk45YrPTuZZeOWIcpFs0brPIEIYiy/WStk5CcVlYrhSwKyKDJXGCugs2VvycRxXDzKwK/fh/sPo9nWDI1Kk/X3RhuxAj2pzKmcg3ZPe9rsn4F4FOiE6wAqDZUFUfolCOmX4dxtDbp93VmfSSQ90BXje8hK5tSJiNRVGiqhYTTiI3X+MFg1I0Q2W92tqLfUF0zQpsTAwuWPZFW9rTJUodfXiwsuuCDjNc50kTpvJ0p0JQU53E7G/HF36kikLln9st3Tzstrj2GfDL0IiViygRwI8IXzy5Yty/qZfF6vZtC4e32FK7IXnLocbQ2cQWfWNDGCM95wUx3PUyb5/lKkXxrY7H1nqo3VYMCAqRT3nRHSLy16nHCcQFNpU0EaVOaqe5xayqdM5lNXZ/cGhfQJR8CBTm8nmssL8+ARM49Se9Vlm0fpFFcBfnNdqiuFVq1N92tjhlmvyRk1AfjNgU1vy6iASSJbUTUvYjOvat6ojjMXYh805KTXXG/Oeh2Zi4FYH8KxsCTKl0AimprNRvkIIhCRlPlx5UuhJU2B1nCzyEgdACxoWCCq6T0RhCLPpYN9B9FS2TKygYpEzEEjYW7lXBg1Rrx7/t2M17iDEYRU58GAkaSFRjJGrTpjpA7gv3cRfY405nAUoSjfJywai+JI/xFBNKaQDLdp8qoJq6Bm1Hj66NND3rN7Q9DoBrD9/Fu4dtK1ozJOsSTUSUVE6ny9WZ9JJJLUHz4LAJKlX4qJ1KlVatSYasSL4fn4AwWyNrS72wuWegnwTl0oGsu6f6g0ViIUC2HWwlkZr8nk1BUySkfIpdSejuJy6jxBaDUqWPWJk6mx7lEHiIzUpTQgf/TRR7N+ptMfGfTF4jiuoA2TScpBtohWPgqYDl9oUP8SsimSxKmL953JVJthZI1YXrccfzvwN0RjuTcQPe74986g4ZUvC6RmlUsNbrx1PLQqbV51dXZPIv2y0JLLYuZRnbluUEPrbPNIkCbWDz6pLmQaczJimkEDfNrFdNv0jAqYJPJij/KRlXnVBXbqREYcS3WlMLEm/Gvnv7JeR3pauaL8OiJV+iUQv7cc6ZeAuAbkH54bwKRKk3BI0uvvhV6th5nN7uSOFkT9UkzKb9/hPtgD9kFtd9LR5QqgpoRPvRwIDKDN3YZZFZk3SKOJXoTKNIFVs1hcuxg7zu9Ie3LPcRy8wQh86ECdua7gJ/CpGHXZSwIqDBU4138u62ck9wk75zoHX8SHmeUzR3WcYsjV7zETdeY6rG5cjeeOPwdPyDPovQFfGObKnVBBhVubbx21sYpBTE0dkHDqfvvobzNeQ+Zil/8U6sx1kimu6nOUbhDqLHWi0y+d/sQeL8bFCtajjkBSJrOJpZDn/q+f/HXGa1zx5vDJtLvbUWMsnPIl4WMfqeuNNx4nJwUcx6HD0zGmIilAboEHAELNC6mr83qzp++knhYQGfZCpV+SlINs95RPrzqHPyz0LwGkazwOJBbpbCe+n5zySXgZb9aTXkKPK4Bqqw6esAdd3q6C1TDoc6h4alQaTCqdlJ9T50ukX+7t2QsGTAE3bbkPEurMdej2JuTXs80jZxoFWSDeeLxA8ygZsWmLAO9In3KcSlsPSSIvXcFjKNWVFjxdUaz6JcMwaLA0YCA2kPU6ktY0EOY3D1K0MyCYdJqsJ/JiG9jGYhz2tA4IqZdAItNiLLNGktFpVGDVjKjvnMlvAoCcdXXd8bUO4KN0QGHq6YDcvTlTWT5uOTo8HTjnGuoM+cNRxDjAGW2TtJ6OYGQ1WbNHKgwV8MOfte0EKXEoMbCC8qckTp3IXpbpuG3WbfCEPXj++PODXu/1OBAzv48rJ15ZUFl5QNxzCYhHU7kI+n2ZtROIw9HmPVXwpuPJ6DTqnJE6IK5gLFKYzOELC/V0vb5eBKPBgvWoAxL6E9nEUshzvz+Y2Uape+9D/Ydw2nkai2oWjdJIxSO2fj2Z4nLqPMFB9XT2gB3+iH/MI3VqFQNWzWR1EohTl+sklMAXa6ZpZ1Cw9Ev+qyGmAXmXtyvn5zl84UGRunOuczCxJpTqSkc20GGQS20MAFbWr4Q+psffT/w95+f1uIOosuhxynEKQOHqM/Sa3BLf+Shg+kIRBMIx2Ez8HPqw+0NMKZtSsNNEMSfxdeY6RLiIqPQ3kuqSeupWyIh3MpYcUaBkppdPR4SLCMI7yZBNepvvEOZWzi2Yk0AQG6kDeAfNrrZnrXMgkbreQDssWgtsetuojHM4mLTqrPdGTmtzZSec7vPC4QtjYWPiXgrd8J5hGFj0rKj0S1uEH2euFMweV1Dox3mg7wBUjKpgjoNO5OaasHzccgBIezDH2zgCZ/i8pPV0BEMOReZKQyXAIKvYmhCpM7A43H8YBo1BkrTS4QilEGaWz8TimsV46shTCEcT39szodfBMUGsn7F+1MYpFjH7BUCcanafJwgwIbR7zklWTweI7/k4sWQi7AE7HAFHzmsHkvZ4hVa+BJIyE7I5dUQEL4ONAuEoQpHYoL33xsMbYdQYsXbK2lEcrThMuuzPo3QUlVPX5wmh0pyIBhWinQEh1wabpF+SXnVVVdkjBamyqqTIvlDpisLpVI5Ta41KIyr9MtVJPTFwApNLJxd8QwokpZZmuTdWzWK2ajbeansrpyPOO3U6YQNeqEidjlVlbD5OmFI6BT3+HlGLcr8n0aMuHAvjo96PsKB6wWgMVRRi0i9Jyi8RS8k2j4T0y6TvXTQWRb+/v6Cba4JFL079EkiIpaRLwXQHwmDUHvQE2jG3au5oDlEUZq0GwUgMIREqhAurF8Kn9gkP+XSQCEWXnxdJkWJNIPCRusw2MrJGVBmq0OrKfD8An3oJAPOTI3UFbDxOsOjFRYcbKhtQa6rNKpbiDUbgDkYGKV82lTQVLHUxlzpuKg3WBjRYGrDj/I4h73kCEah0fYghKknz51RMuuxOHXHOTjgyH9AJkTojH6mbbptekNruVEwjcOoA4PaZt6PH14NXzr4CIK6UrXoNVjRLUiMo1qkjc1tly7ytbrP7UFraBw6cZPV0gPhIHdnLpDtcTMXpCwn16yS612AtbE0dkD1SR2zEWdIfMrpSVOd7fb3419l/4frJ18OitYzmcEXB19R9nPvUuYODRVLiX6yxjtQBudWEjKwRRo1ROGlbvz77iVNqCLjQRfYGEUXpKkaFGmONqPRLdyAi1DZxHMc3fJXoYWoQuUj/1/X/hQgXwcunXs56HS8ewDt1Bo2hYA0qDawawRwbHNJfLttmgEBko20mLY72H4U/4sf86vkjH6hIxGzayAENceqyzSOiIGvSJjY2A8EBRLmoJGm/fE1d7qgJwK9ZJtaUtgm5OxCB2sCnlBVaJAVI1MyISQtZUrsEAPB+5/sZryHzsMPTKmk9HcCLIuR6iDZYG7I6qQAvklJqZNFUYRJe6/UVNlIHiFdcXb9+PabZpmVNvyTtDGpKdOA4rqAiKYC4frCpLBu3DB90fTAkjXnAF4JKx4t1FVryPx0GNnva76yKWdAwGnzY/WHGa8iG1KxjcNR+VBIHCEik/Q7Xqbuw7kJMLp2MJw89CY7jsPXsVsTUA5hmuGaURyqORClK9nWh2daMCkMFemoyZ5G02f0oK+0TrpcKsZE6skcjWUjZ4EtsEpE6DaMpqLgIObzNVlOnU+vQbGtGqDp9myfiEJLPevb4s4jGovj09E+P8mjFYaGppo5hmMcZhulhGOZg0ms2hmG2MgxzIv7/o6ZLG41xsHuDqLQMdeoKscnWaVQ5N9jJveq2bNmS8TqO44Y4dUL6ZYE2BcJClsPxEduA3BuMCKpYff4+OIKOgvaaSSZx8pZ9spx8/yTmV83HphObMqaPBcJRuAIRVFn1gqNaKAnfXC0NgEQ/HzEKmMSpKzNp8WEPv3lYUFXASJ02nn6ZJQJUY6oBA0aIDmebRy5/ZIiCbKHTmJMx63iBnnA098NUxajQbGtO69S5AhGojefAqljMrJCuZkbMw6bR2ogSVQne63wv4zW+UBRggugL9EqmfEngIybZ72u8ZXzOSN2e1gHMH18GVVzt1xv2whfxFT5SpxOXfrllyxZMK5uGs66zCEQCaa8hjcerLXq0u9vhCDoKVm8LiIvkp7J83HL4I37s7dk76PUeVxAqXRdUjFpy5UuAfyblihCP04wT1uV0OPz8+u2InIc/4pfMqRP6a+UplJL8+7fNvA3HB45j5/md+PPhPyMWrESztfA1TQCgVfNNoHOtC1q1FutnrMfOzp1CTWMqrXYfWGMnrFqrJGqKBLGRumpjNcysOWekLhiJwheKCumXbe42jDOPK2g7DSFS58u+3i0btwwfdn+Yti1Ncn/oYDSIZ489ixX1KyR7LhH1y2zlC6mM5e7zSQBXprx2L4DXOI6bAuC1+M+jgt0bQowb2s6g0lAJg8YwWv9MRvSsKmdT1HJDuZB+eeDAgYzXeUNRRGPckPTLQsqwk6hJrvqFWlNtzkhdNMbBH44KaRkkakSiSIXGwPLjyHVvBw4cwCenfBJnXWczPkx74hudUmMMh/sOF/Se9Kwq5z1UGCpQqisVVVdHnLpykxZ7uvegwdJQ0E0o2bRlOxzRqrWoMlYJkbps88gVGJzyCyQ1HpdAKEVs3zDCdNt0HLcfH6LA6g6EoTacQ7NtOnTq7L2rxoJ8+lAxDIMKXwU+6PoAMS79+ugNRsDq+XVRSpEUgI/UeXJE6sZbx6M/0J+xV53DF8LJHs8QkRSgcIdyBLHplwcOHMA02zTEuFjGDVyPO966xarH3l7eSSqUSAogLnsklcW1i6FhNEPq6no9Qah03Wgwjy94a5N05Eq/BACLy4KDfQfTiicBicyEMy6+LlKKAx/CcAQekrlq4lWoNFTivvfuw6H+QwjZL4TNpB/FEYqHYRgYtdkjqYSbp94MNsbi8QOPD3kvGuNw3uFHWN2OZluzpGnmYiN1DMOgqbQJp5zZI3UJUTJ+LhVa+RJIqFw7/dm/d8vHLUcMsbTZI8lO3b/O/Av2gB2fmfGZ0R+sSEw6DSIxLqdvkcyYOXUcx70NwJ7y8hoAf4r/958AXD9a/16fh99cp0bqCpF6CYiLmlQYKkQJpThT8nqBwsuwJxpu5o7U9fp6BxU1p0L6apETfuJgSJV+KVaiGABWNa6CmTVnFEwhG50TgdfgDrtx/eTrR22cudCLaCDKMAymlk3Ny6krNWmwt2dvQevpgKSDhBx2qTPXDWpAnol0/WaIaqFUkToAeYmlBKIBnHWdHfS6w++DSt+O+RKkXgL518yMC4+DI+jImNrnC0WhN8adOonTL80iInVks9Lmbkv7/t42B4BEfzogqfF4wWvqWPGKq2V8OlgmO5H0y2qrDv868y/UmmoLfIhF1gfxGxwTa8LcqrnY0TG4rq7HFYRa140pFChfAvH0yxzzqSpchWA0iMP9h9O+z/cJY3HYfhhGjVHSAxKzTgP3CJw6rVqLddPXocPTAQtbgrBzHsqM0jnfBm32lhMEs9aM5kAztp7bOkR1tdPpRyQWhSPSKmk9HZCI1ImJAE0unZwz/ZJEx0oNLDiOQ5ur8E6dRq2CSavOmn4J8CULGk6TttaW/K5Fp8bGIxsxuXQyltQsGZPximE4okOFrqmr5jiO5Op1ARg11Q/i1KVG6gohkgLEN9g5ThBtepsQqcuG0zfUqSu0DLuYNg0AH6njwKHLl1kBk5zYmZKcugpDBcr0o5Z9mxdia+oAPu3lqolXYcvZLXCFXEPe73EHAUTxZtcLWFC9oKDCFWIOEoC4AqbjRMZICaHfGwKrZtAbaIUj6MD8qsLV0wEAq2agYnKfxIt16lz+8BDly15fLxgwghptIbHoc+f8J0NqLlJTMNu8x8CoogWtd0wmX+e0NsynGWWqq/OFImD1fWDAFFQCOx3kRD5TD0sAQipOphTMXjf/LKovS2SISBmpE/t9q7PUwagxZhRL6XIGYdKqEeSc2Hl+J65uurpgqeZAsjpufsIBy+uW49jAsUEHqp0uJ1SsHVMlKgFIxaRTwxfOvsmuCvPP/9RUUgJRmD7UfwjTy6cX1DapjDRSBwA3TbsJZboyXFF/M8Bphf6pUmDUZm8flMwM/wywKhZPHHxi0Outdh9U2j5EuKCk9XQAP5diHBCO5nbqJpVMgj1ghz2QGqNJMECcOiMLZ9AJd9hdcKcO4PfM2YRSAF4ErzZUi3c7hqrikr33We8BHLUfxWemf0Zy4S4gv/YghUt4TYHjOI5hmIzfKIZhvgTgSwBQXV2NDRs2CO+tW7cOALBx40bhtUg9v8HZtvnveCfkRBRRdFV0od5Sjy1btgxK07rjjjvQ1dWFl156SXht1apVaGlpGfTvNDU1Ye3atdi0aRNOnz4tvH7XXXdh//792Lp1q/BajJ0Pb1Qz6Pdnz56N1atX46mnnkJPTw+OGY7BaXIiHA1j7ty5Ge+pPWQEMB7tp48Ds2vx6KOP4rT2NMaFx+Gpp57C+vXrx/yeohwDYBqcHl/WezrPngdK+LYGbQfasHPnziH39Os/PQegCW9tewUTorNw0nESeo9e+NyqqqqC3BMArFmzBpy+FADw4j/+D8e3OYfcEwCYTCbccccd2LFjB3y7fAiUBXDX7+/Cf9/w34KdAOAjfxk0Je3oD3TjAufCgt7TXm8FgpEKnDhxArW1tXjsscfS2umM8wz8Fj8e/N2DuOeOe7Bjx460dnr7/T3QciY88NcHADOwoHoBHn30UaEXXCHuSc1NxbvvfYC1kzSoqalJe099p/vQzXXjgQ0PQM/yKTnp7snuCcDl6cGGDdsBAEuXLkUPeqDn9PjVL35VsHsijF90OQDg8T9vRJ3WP8ROyd+9O++8E92Hu6Hm1Hhs22M46j6Kz6zj00A+an0bKAd2Pr8T+gv0WLZsWUHt9Py/3gLQhL+98CIabrk0o53IPWlCGpTFyvBe13uY6po6xE79Ti8i6IApasJvHv4Nli5dWvB7Inb60GcDUIU+hwtPPfGHtPfU0dsBlAPPbXsOq7+wesh3TztzFQDgT3/8HQwqfiPoaeabKW/+22ZEvJGC3dMhbwXcgXIcP3EC47KsEaFQCL/4+S9gLbPimP1Y2vl0rscBNurDtx//NqLmKOpd/IFpoex04igfodr6xpsYeP/vWLNmTc7vHgD4zD5AD/zprT+BO8ThjPYMtusPAloO4zXjB/37Un33dvts4LgqHD52Ao3149LeU421BtaIFc/teA7B7UHceeedg+z0kaMBpRXlONp/FFO8U4QxSHFPvZ1t8MfU2LBhg2g7kXUv+Z6uxtVoalgF4DT+78Xn8CEbkOSeEA1j/+Fj2LDhdQDIek811hpM9E7EpuObYNlvwV133oUdO3bgD68fgsbKf4crYhXo6uoatIct5D1ZF/Hy/Bt+8TC0qljWe5o8k49m//R3P0VtuDatnU4HzQDqEfW7cf9jvwNKgQ9f/xCTnZMLaieWieLDA0ewoXVb1nu6ecnN2LBvA37wix/AGrMK93TwOP95G7b+BDpWh4WmhZLaaeYV/N7st394ApWaoHBPkydnyTDgOG7M/gdgAoCDST8fA1Ab/+9aAMfEfM6CBQu4XDz21kmu8Z7NnMsf4jiO4844znCznpzFvXTypZy/Oxp8/old3FUPv531mmePPcvNenIW1+np5E6cOJHxun8d6OQa79nMHWh3cBzHcZFohJvzpzncw3seHtUxZyMWi3ET793MPfjK0azXnXOe42Y9OYt78cSLGa/Z2zrANd6zmdt2uIuLRCPcwqcWcv+z639Ge8ii6XMHuMZ7NnNPvnsm63XERrFYjLvx5Ru5a/5+DecJeQZd87P/O8TNeOxSbu2La7lYLDZWQ07Lb944wTXes5nzhyJZr9vfs5+b9eQsbtu5bVmv+9wTu7grf/k29+23vs2tfGZlwe+H4zhu3n1buO/+fX/Wa/5+/O/crCdnca3O1qzzaOGPt3L3vvDRoNe+tOVL3E0v3zQqY82Xj9r4ebDlUJfo33l4z8PcrCdncf+987+5aCzKcRzHXfjEZ7i5f7x0rIaZk06Hn2u8ZzO38b1zoq4/ceIE9+OdP+YW/WURF4qEhrz/uSd2cfP/+Anuji13jPZQ8+apnWe5xns2c91Of9brLv7bxdz33/1+2vf+9w3+WeQLJublg7se5BY8taDgc+p3b50a9FzMBJlH/73zv7klG5cI37Vkbvztu9wtj+3gbnr5Ju7mf9w8JuPNRiwW4xrv2cxt2HIsr9+LxqLcir+t4D69+dPc9S9ez816chY374+ruTWPPzpGI82fJ7af5hrv2cz1uQMZrzlx4gT3ve3f4y58+sK09rnyl29zn3ryeW7Wk7O4f57651gONyf/vnEPd8lDb4zKZz37QSvXeM9m7lyfd1Q+bzhc/5vt3Lrfvyfq2hMnTnCtrlau5U8t3IYPNnAcx3GuoIu75m9f4mY9OYu7c8u/cZFo9mf2WPPnHWe4xns2cz2uzN83Qpeni5v15Czur0f+mvGaZ+I2au33cptPbeZmPTmLOzlwcjSHLIqbHt3B3fzojpzXvb3/7bT3dN8/DnEzfvQXruVPLdwv9/xyrIYpmneO93KN92zm3j/dn/pWRn+p0PH5lwHcFv/v2wC8lOXavOh1B6HTqITUoEL2qAPEpcIJver8/YM891SG9Mrw9yLKRVFjqhml0eaGYRgYRNwTGVM2sZTk9MsOTwcC0YCkDV+NcRXOXOmXxEYMw+BbC76FNncb7n7rbkRiiVD4Icf7UOl68PnZny94mF5sDdqk0klgwOSsq2u1+1Bfqsee7j1YUL1AkrQDvSZ3AXeduQ4A0OHtyDmPktMvfWEf9nTvkaS3G5BIvxTb1gAAvjrvq/j8rM/jmWPP4L6d9yEai8KNEzBDulqgfFoaAPw8uqD2Avgjfuzv2z/kfU8wjLCqR3LlSyCRWurNMafGWzMrYPpCETBMIl0QiDe8N1QWfE6JFech82iabRq8YW/a9OZuVxBmcz+O2I/gmqbCy8szDBMXeMizbxOjwrJxy7C/bz8isQgeXPEgNF13YarlgjEaaf4YdbmfSS+99BLmVc2DI+jAWefZIe87fCFwWt5uUoqkAHEp9mGqX6ZC+u+VmdgcV44dudRJk3nppZfQYGnAFROuwDPHnsGOjh246R834VzgPejc1+A3l/9akv6Byejy6PlYZayChbVkratzJqVfHrMfg0alKZieRTJWkcJQu7bsQr25fkitrdMfhrbydbAqFrc23zpWwxSNScfbKZ89w1i2NHgawE4A0xiGaWcY5v8BuB/AKoZhTgC4PP7zqNDnCaHCrBMemoXsUQfEG0Hn2IxWGCoAIGddXWrT5NMOPhxbaOllg4g8cq1ai0pDZda2BoJTp9UIjoVU7QyAxGbLL3KRBoCl45biu0u+i3c63sFDux8SXj8RfBmaWDmunJAq9Dr26EWqwRlZI+ot9VmduliMQ6vdh0qbD92+7oLX0xH02ty1qXWWuFPnzlxXFwhHEYzEBqlfvnv+XQSjQaxqXDU6g80T4jCIFa4A+I3sN+Z/A1+c/UW8cOIFfPn1LyPKeGFTS1dob4x/7/IRQlhYsxAqRpW2rs4dtoNjgpKLpAAJEaVcDmuDpSGLUxeFgVUPcuD6/H3SiPPkqbhKxFKO2we3QOE4Dl2uANya96Fm1PjExE+M7kBFIraOOJVvzP8GHr7kYWxaswmrGq9AvyeCKos0aorpENvgmtTRplNjHvCFEFSdhYW1SFLPlIxpGP21MmH3haBRMcL6KQUGVgN/Hv0RAeD/zfp/8EV8uGPbHYhxMdT5/wNTtGskrXUk6EjPRxGqigzDYFLppKxtDRz+ENRxG33Q9QFaKlokUWa26lnRNcTL65bj/a73B4n8dfnaEDF8gFum3SJJL9tUyk3837DPnV7xNh1jqX55K8dxtRzHsRzH1XMc90eO4/o5jruM47gpHMddznFc5srLPOnzDO1Rp1PrBEdqrNGzuft+EHGGXAqYZDEkixiRk20qaRrpMPNCpxFXHFxrzt7WgKhfmnRqnHCcAAOm4PeSDIlCihFKSebmaTdj/Yz12HhkI/529G98rxPmJOpVVxa0HwshIRyQe2GeUjola6+6LlcAoUgMnI4/QCi08iVBr8ndUL3aWA01o84qlpJ6MAIA285tQ5muTJKG3UD+LQ0IDMPgq/O+ijvn3CkUd9fopCu0V8Uf3vmcxJfoSjDdNj2tU+eJ8XaUup0BkChMz7U2jLeMR4+/B76wb8h7vlBUyAYgSNF4HIAQqRa70ZlcxvfZPDpwdNDrTn8YoUgEbeF3sXTc0oI9V1PRa4bn1FWbqnHp+EuhUWkw4AshGuMG7RekxiRkj+TukWjT24Y0IQ+EowiEY3DGzkgukgIANpMWvlBUdHQrGwPeEMpMWkkFK3j1y/zuZZptGm6ZdguuaboGz137HHr7atFgG/v2WmLIJ1IH8Nk+pxynMgr5OHx843FP2IPD9sNYVCNNT0GrgRUy3XKxbNyyIT0sz0Q3gYEWn5/1+bEaYl7UluqhYoC2gaHPmUxIf2QwSvS6g0OUL+vMdYVrBK3JLS+fnH65alXmaIE/FIVOo4I63rj2tPM0SnWlsOltozdgERi04h6g40zjskZNSN8ns46P1NVb6mFkjaM2zuEgRs0qnY3uWnAXVtavxP277sd9O+8DoibMsFw+VsPMiiGPZrxTbVPR6m7NeKBwtp8v+HXEjsGitUjWbkJM7z2NSoMaUw06PB0Z55Er3quG9K4JRUN4u/1tXDL+EkkccADQaVRg1UzeTh3AO3ZfnvtlfGvBtwDvTNQYpFWJNOs0olNCiI2W1C7B/t79QxwhP8cr59LSBBrIHakbb+X//iTNPxl/KCJ8DgCEY2F0+7olidSRZsC5GvISGxk0Boy3jB/S1qDbFYTaeAbuSC+ubbp2bAYrArH9tbJBeotWUeTUGUS02Vm1ahUYhsH8qvlDInUDvhCACOzhs5hZLm3qJQDUWPkoaJczfSP7fLB7Q7BJ2M4A4LMTxB4CJz+T/uuC/8LPLvoZtIwZfZ4gxtuk3fcQ9HlE6gC+rYEj6MiYZebwh1FiZLG3Zy9iXAyLaxaP2ljzwarnI8TZ1IsB3kaLawb3sDw+cBwu1QeoZS6XRB07HaxahdoSA9oH/KJ/p2icutRIXYeno6A5vTpWlTNSp9foYWbN6A/0o6WlJeN13pRNwWnHaTSVNBX8pMogog8awE/4dk87PCFP2veTa+pOOk5K5jAkI6bvTDobqVVq/M+K/8GUsik45TyFoH0ZxllLxmqYWdHn4dRdPfFqMGDw6EePpn2/tZ/faJ/zHsK8qnmS5fyL6b0H8P0Rz3vOZ5xHqb0e3+98H56wB5eNv2z0BpsnDMPAomfzyo9P5faZt8Pbtl6oz5MKs14Db44m3QRioyW1SxDhItjTvWfQ+0GmG2roqEh3ESSkc0VM4k5dm2torzo+UpeYP2+0vgF/xI+ltUtHcaTiKDXwm2FHjtPr5HnUbGseEtXvdgWgKdkLndqAS8ZfMvoDFclw0y+T6U3T01ZqhMOELM8kYqN5VfPQ4elAt7dbeG/AG4ZK140oF8GMihljO1gR1JbEnTrXyJ26AV9I0no6QHyfOiD9voFEWhoocepIpC5XVgxhUukkAMhYV+fwhVBm1GJX5y6wKhYtlZn3t2OJRc8ixuVev1taWmDWmjGnao7Qr+5/9/0vwOkwTS/doVU66ssMaLN/zCJ10RgHuzeESjP/AOM4jm88XiCRFICP1IWjHKI5TghIA/JkOdNUktN3OI7DKecpNJUWPl1Rz6pELWQzyvmHyFH70bTve4O8cIBGHcU51zlJ6+kIfOFz9nvLZCMja8SvL/01PjXldoTsy1FllWZzQPLixaTITiiZgBun3ojnjz+PM84zQ94/2+8Dq/WizXNWsno6QPymjfSqy2Sj1PTL11pfg4k14YJaacURzDpxhdyZ8IaiiHGJVE6pMOXRXJjYaF7VPLAqdlAKZiAcRUTdjVJ2nOQpY0BS+mUOh5XULLW6h9bV+UJRIfICAM8dfw61plpcWHfhKI5UHCXxSJ3Dl70mI3keTbNNQ4enY1BfznaHE6zlAC6qvRQGjXQpZHpWfL+wTPTEHQ26aupyp18SG5G6ur29ibQxhy8EtSEukkJBpK467tR1j4pTF5a08TiQX5+6dM8ksimnxakbTqQOQMa6OpJ++UH3B2ipbIFeI83cshr4eeTK8YwlNrqw7kIctR/F2+1v47XW1xBzrECFUZr+yZlosBk/fumX/d4gYhxQET95cwad8IQ9BY3UiW2MatPb0O/PLpTiCyZOeu0BO5xBJyaVTBqdgeaB2Afo9PLpAIY2SSZ4ghGYtBqccZ1BlItKqnxJMLB8s9fhUm2qxlX1nwdielRL5NSRSF1QZDrSnXPuhE6tw68+/NWQ91rtXlRV8HWRUtXTARCtbjfOPA69/l5EkH7xJnn1Vj2LaCyK11tfx4r6FdCqpd0cWPQjU4Vzx51VqSN1vLpdfhFHg8aAuVVz+eL0WBgHeg/gsX1PQK1vR7VBWmEHgkmImGS3kVVrRZmuLINTl8i0aHW14r3O93DDlBskiX5bdBqoGORsyJvM1LKpAIA/7P8D3mp7C6cdp/Fe9xtg1EGsnXrdWA1VFHpWJXq9ywTNkToxh6jTbNNg0Biwtzvh1LU6e8CWvQurtrSgh9mZSKRfBkf8WaSmTkoMrBqRGIeQSCcolVbi1JXR4dTlW1NXYaiAVWvNEqkLw2gI4aj9qGSpl0Cihtgt8tm0bNwyAMC979yLEm0JvL3LhOweWqgvM6DbFcyZCUiQ9rh3lCDKMJXxmrpCtzMABqfCmbKoNFUYKrIKVgCALxwVJI5PO3nhCimERQysGr3u3ItyhaECVYYqHO4/nPZ9bzDCi6RQoHxJMGjVCOQplJJKj5vUZkhzKqUfxsL8uVmfw2/2/Qb7evYNkvY/2+eDruQkdGqdpCe9YtMvydz2qr1p309uC/Jhz4cYCA7g8vHS1D4mM9JIHfldqSN1Zp0GPe78T+GX1CzBr/f9Gsv+ugyBKP/7XMyGC2ulUSRNhURMxLRraLA2ZEy/LI8/i54//jzUjBprp6wd3YGKRKViYDWweTl1cyrnoMpQhScOPYEnDj2ReCNSguV1S8ZglOLRs2rYveKV4NLR4wrCotMMiqZKjZj0SwKrYtFS0SIIPHR5u/DbY9+CSmvHfy76haSCIgSTTgOLTjPiSF0sxmHAJ31NXXLNo1aTfyykze6HgVWjwiztfRDyjdQxDIPJpZMzOnVOfxhhTQdigZhkIilA4rCT1NTnotnWDJveBnvAjjtmfw0PfaQXon20QA4COgb8aKo057y+KCJ15OSNROoK3c4ASIrU5Zgk5YZy9Af60dSU2UnzBSOCbDiZRFKkX4oVSgH4FMwj/ekjdd4g7+iecJwAq2KFehQpMWo18IWzT/xsNgKSnTqpInXkOyfeOf3sjM+i0lCJDbs3CEpW4WgYrXgavcxbWNW4CqxaupMqMSqyAB+pAwBzXfpFzpXk/Gw7tw06tU6S9LdULHlILqcjEamT2KnLI+KYPI+uaroKy8Ytw41Tb8SGizfgu7OehvfUt3F546VjNdS80MbFbMRsrsdbxqeN1PnDfKZFKBrCiydfxMqGlZLWC5YaWKHXVyaSbVSiK8G2m7bhrVvewl+u+gt+euFPUY81sPnWS95fS0zv1Fz0ptTf0wA5TMimsJhso3nV83Bs4BiO9B/Bbf+6DZ7IAPyt/w+XNkq/xhGqS/QjFkpxBcKIcZA8Uiekx+bYMwDp9w1tAz402AxUONwAoMujHp9A2hqkKmCGozF4ghG4cARalVayejogKf0yxyEWsZGKUfHrs6EKl43jD95oi9SRlN02kWIpReHU9cU316mROtKkuBCIFa2oMFTAHXLjquuuyniNLxQVmg6edp6GiTWh2lg9eoMViV5kSwOAT8E84zqTVuLbE4zArNPg5MBJTCyZCFYl/aQxiKipW7s2++l6jysAFQPhVL7QkNPDfNTgjKwRX577Zezr3YfXWl+DM+jEl7b8G5jSdzCv5Frct/y+sRquKPQacQXpZG5PaJmQ9n2XPwydRgWthsG21m1YPm655IqrQDz9cgT9mxLOqsRCKXn0oUqeRw2WBjy26jHcs/gerJ6wGoGACQBQbaWnvsmk08An4t7GW8ajy9uFYHRwNgMRStl2bhsGggO4eerNYzVUUZQYtTmFUlLXOoZhYNPbMKdyDq6ddC10nk9gvHHuGI5SHGIj+dnoddHn1Gk1KmhU2Q8Tkm00r2oeYlwM6/+1Hr6IDxdbvwdtZJKwD6GBGqt+xEIpJCprk1goJZ/02HT7hja7j5rUSwDQa/KL1AG8U+cKuYYoaJMsgO7wIcypmiNJfzqC2BYuyTb6zuLv4IXrXkAwzDuEtDl19WV8DXO7yLq64nDq0kTqbHpbQTdxYnOUSVuDv77414zX+EIRGOInQ1IpXwIkUidu0k+3TUeMi6VNLfXGa+pOOE5QkXoJ8Ce+uRboTZs2ZX2/xxVEuVkntJ4oNPmmXxLWTF6DSSWTsGH3Btz6z1uxr/dD+M/fgNubvy65w61nVTmj3QBQaaiERqXBGx++kfZ9pz+MEgOLQ32H0OPrweWN0qdeArxTNxrpl1apI3Vxpy5T36Jkss2jblcQrJpBmZGeB6lJqxEVqWuwNoADJ2SGEHzBCAysBs8dfw715npcME5acZ5SAwtnDqGUXGvdgC8Em8TREkBcy5Nc0BipA+JiHFm+d8k2mlM5BxpGA6vWiieueAJMqIGqOQTwBzUjjdQNxCPMpRKnXxJnWUxbg9S5xHEc79RRIpIC5KecTcgkluLwhQCVD73BM5KmXgLie8Em20iv0aNUXzqoZIMmqq16sGoGbfaPUaSu1x2EnlUJRe5nnGfQaG0s6BjENoImTVuPtR/LeI0vFBXu5ZTzlGSNuvNRGiMKmOnq6ryhKHS6ELq8XVS0MwDEqV+ePn066/s97oCkvY7IwpzvJkej0uCbC76Jdk87fGEfbpv4P4g4F6Gx3DQWw8wLPatGNMYhHM0+j9QqNSZYJ+CUJ32OvysQhtXAYlvrNmgYDVbUrxiL4eYNidSJcYbSQYtQilmvQYwT993LNo/4OaSnJi0J4NcGMTV1jRb+GdPqSqRgchwHXziKkKoTu7t348apN0qu6llqZHNG6nKtdXZPSHIFQoA/PB1p+mWPK0CV8iXBqNVkVb9MtpGJNeHxKx/HX6/+KyaXTYbDF5Lc8UmltkSPXk8wpyJ4NgZIpI4C9UtgeOud3RuCNxSlyqnTDTNSBwxta+DwhaExngEHDouqpXbqSE1d/usdiThaKXPq1CoGdaUG0QqYReHUkR51DMMILQDIF7BQJJQIs0960oDWq0ov8AAkJLGdQSf6/H0FvxeCnlUhFImJWpSrjFWw6W3pnbpgBBzbCSChrCY1hjwkijPR4w5KmjZGFubhpCOtqF+BX6z8BZ699lnEAo1QMYkwv5SIVZEFgEsaLkEX2wV7wD7kPZc/AoueT4FbXLsYJTppegmmYtaxiMa4YX/3aBJKATAiJU+Aj3ZL1RIkE0aduEgdqQ1OrqsLRmLgOOBM8DVoVBpcP/n6sRqmaEryFEpJJRSJwR2MoJyKSJ16ROqX3mAE3lCU2kidmO8dYV7VPNSYagDQ0cstleoSPaIxTsikGg52H0m/pMOpE9uAPBlSC0VL43EA0Kj5dN98DkjK9eUo1ZWmidSFoTaeBitxPR3ApzEbWPWw6tZTe9vSRH2ZUXQD8iJx6kKoiNc1kRYAhY5uCeHsHCIPE6wTwICBU+1M+z7HcfCF4i0A4v3EpIrUGfII0TMMw4ulpGlr4A1GEFbzTh01kTpWI9phzUSPOyhppE6lYqDVqEQ3EE2GYRhc3ng5qoxVONfvRW2JQUghlpJEWkjujdsVE64Ax3DYdm7bkPec/jBYw3m0ulupSb0EEs7YcJ0hlz8MtYoZ1NxaCoT7GEF9ICB9tDsdZp1aVE1dia4EVq0Vbe6EAqYvFAWYMI55X8fl4y9HuaF8LIcqitK4Uxcb5lpHetxJLVYB8M+kUHT46zZRc6bSqdOJb3CdisMXpi5Sl2hrMPwUTBKpk/q7Z8ijpi6VRI866Q9Nk9FpVHlF6hiGQVNJ09BInT8Mtek0ZpS1SN4yCODFUoZT4kAcQRqdugabAe0iG5AXhVPX6w4KIimkBUCh+7oJ4ewcm1Eja0SduQ5VM9OroQUjMcQ4fhGRUvkSSBbiECmWYpuOU45TQ4QDPMEIAmiHiTWh1lQ76uMcDomTt8yT/6677sr4XiQaQ59HWqcOGB01uHP9PkyooOMUMZ9c/6llUzGxZCJePfvqkPdcgTAcmrdh0Bhw5YQrR32cw4U4Q7mao2ai28V/56ROVzRpxTt12eZRt0vaaHc6jCJr6oC4AmZS+qUvFAFbuhvBmBc3Tb1prIaYFyVGLTgue51JNhv1e+mIlgD5RfLTQZSypV6302FkNVnTfrPZaMAXoq6mTnDqRiCWYveFoFUnSmukwiCUOuS/3tHWo46gH8begbQ1SC4f6HL3Q6XrkryejiBGYTrdXHL6w9CqVcJenibqy4zo94ZElQXQN/ph0OcJCiIppx3xvm4FdoTERuoAYHLZZBzsOpj2PRLeN2nVOO08DZ1ah3GmcaM30DzIt2ZrRvkMRLkojtsTYimRaAzBSAzuWDsml06WfDNK0Is4edu/f3/G9/q9IXAcUCnxhpRv1j0yNbhz/V4q6umApDRmEfOIYRjMNczF7u7dQxS5HAE3emLv4coJV8KitYzJWIfDSCNcXS4/akqkd4LMeUQcM82jQDgKpz9M3QbbJLKmDuDFUpLTL7s8/dBVbkGTeS41m5zS+Mmzw59ZLCXbWjdAlVM3PHEoAvWRuiz3lclGsRgHpz9MRc1jMtUl/N94JL3qHN4wSo2s5PsGoaWBiMOeVDu1D/hQbtJm7V8sBflG6gC+rs4ddqPH1yO8dty1HwzDYXm9tD0sCVa9JmefunRzyeXn6/Cl/q6lg5TGdDhyp2DK3qmLRGOw+xLpl6ecpyRpASBWKAUAppROwXn/eYSiQx+yZDNh1GpwynkKE0smStYbKN8HKBFLSU7B9AajYNRu9IaOSZ5vnYxRhMO6devWjO/1uOg48c1HzCYdTn8YA74wGinJ9ydSy/6QuIdN7EgMMS6GrecStuI4Dn7tB4giSE20hGDW8Rts9zB71XU6A6ilwamLb1DcIpyfTPOIbLCraIvU6bILViQz3jIend5OhKO8Pf909LeAKoibJ36Vms1BaTyCk61XXba1jpa6JkB8P9hM9MQdDKnX7XTkEu/KZCPSy4229MsKkw4aFTOi9Es7Jaqr+aRfptqp1e5DPSXP12SGE6kj6uWf/uen8a03v4U/HfoTjrnfBGIsWipnj/4gh4HVkDtSl24u8YrZdDneBKFXnYgUTNk7dd3uIDgOwkZHqhYA+cjLTy6dDI7hcNZ1dsh7ZINu1KlxxnFGsno6ILmmTtwDtNZUixJdySCxFE8oAta2A1FE8alpnxqTcQ6HkRQ+A8CHrQMApC9+1o9QDa61n18kaIvUiW2oXhYtw+TSyYNSMD3BCDSl76NCOxGzKmaNyTiHy0hq6jiOQ5czgBqr9LUZI60NBBIn+LRtsM06DbxBkemX1vGIcTF0eDpwsO8g3jq/GWH7MjQVOP0/G4JTN0yxFHsxReo8QWhUDHVRLQAwsOL6I6ZCZP9pS79UqZgRtzUY8NKhuppPn7pU2ux+yfcJ6dAOI1I3v2o+vnfB97CgZgEO9x/GQ7sfwvnILrCRSVTU0wF8+uWwaur8ESrr6YBE6u7HwqkjxYN1pfxG57TztCSOUD4CD5PL4v0+Bk4OeY9E6jTqMM57z1Ph1ImNBDEMgxm2GYOcun6vG9rS9zGjZKmgFkcDhhE4dZFoDH/YfhrzxpeiuUba1D6xfd0ycbafV2FtLKfjoTOcTdvqCavxYfeHQkrIB50fQa3vxCLbVdRESwhChGtYhdwR+EJRKiJ1JJXIKzKilY6eeKSOvpo6PvotRoxjvIVf0865zuGn7/8UFrYMwb7LJReySYZsVIargEmculIKNjwjdep6XEFUmHVQSdRbNBsmnRq+YdzXABGyocD5SaXaqhtxTR0NhwlsXC0yX/tEojGcd/jRQIGydCrDidSpVWrcPO1mPLDiAbxywyt44+Y3MDH6FYyLfGaMRpk/fPrl8NQvaWtnQKgwa6FnVaIUMGXv1JEc07oyA5xBJ3r9vZK0AEjIy+eeJBOtE6Fm1EOkYYHESZAjwje0laqdAZBIdcnndGp6+XSccJwQ0pFeOfcPMBofVtfdMiZjHC6Cw5rl3tasWZP29X8d7EKb3Y87VkyS3GkYzsKczDnqnLr82jSsWbOGV8EEJ6RgvnjqBXAxLZZW06N6SbDG++iISVtMhZx4U1FTl4dzmmkekUgdbU6dSaifyX1v5KDqtx/9Fgf6DuCK2i8AMT1lTh2/Kc7WgDyTjQDeqSsxsNCopd8ujEakjsZ6OoA/aMx2yJjJRkSdtJSySB3Ar1UjceoGvPS0arCIdBaS7dTpDCAS46jqUUcYTk1dKhWGCnDemajU0yGAByTSL7P1gk03l/j0Szq+a6kwDIP6MqOoXnXSr9IjpCPuudaVGiRtAUDk5cWkjbFqFuPN49M6dUR1zR7inTqplC+B4T1Ap5dPRyQWwQnHCURjUbzS9iyi/gbMKp8zVsMcFqTwOVsUsqamZshrHMfhsbdPoanChNUzClu3mQ6+b9NInDofqiw64e8hNfm00QB4GzWVNGFq2VS8evZVuENuvNu5DWHnHFSZS8dwpMPDpOPvbzg1dZ1Ofq2jIVKn06jAqhlRgi/p5hHAR+pYNUNd2phRJz6KX6Yrg5k141D/Icyvmo+pJr7JvYEqpy53TV0mGwG8U0dDjzogUXM7XHGoHpf0isWZMGn5NjuRaPp7y2SjAS9Jv6TDRslUW/XoHmb6pS8UgdMfhs1Eh70qLTohuyAbyXYim3Aa0y9HuncgDFDW+N6qZxGOclkd1nRzyRWg16kDgIYyA9rsH5NIXYVZBz2rFtoZSOUI6TUq0Y1RuT4urVNHToe7A+egYTRosDSM6hjzQSgOzmPiz7TNBAAc6T+CN9veRG/gPEL9FwlqebRgENHS4LHHHhvy2rsn+3Gww4UvrWiiIoVHz6pGJJRyrt9HTZQOyP8ggdjoiglXYG/PXvzxwB8RigUQdiyhcoHWqFUwatXDqkUjkbraUulTeRiGgVmnEXUf6eYRwEfqqix6yaPdqZAopBgFTIZh0GBpgIpR4btLvgt/fP03UXJIAvC1MyatOmtNXSYbAaSxNR2btmKO1Al13hnuLZONBmiO1Fn18IaiwzrEevdkP2IcsGSibQxGlj/VVr0opy7ZTm2UtjMARidSB5AeifR894S2QXmsd7EYx6tf6um5j1QabB+TSF37gB918XzlU45T0Kv1krYAEPuwKY2Uot3dDl94sJHI6XCn7xwarY1gVdJ9yYbzAK231MPCWnDEfgRPHnoSpWwNIu6ZwkaJFoZb+PzY26dQadFh7fy6sRhW3vDfueEvzOfs9LQzAADdMNXtrphwBQDg8YOPo1Y/GbFAPbULtEU/vOaonc4AGIYeYRGTLntfrVz0uuncYOcjXw4An535WXxn8XcwzTZN+B2aInUAr4yYLVKXjX4PHXVNQHLv1PzXvGiMQz8FvUUzIRw0ihTpITh8YagYULnekVTx4bQ1eP1oN8w6DRZNoMOpq7LoBfVUsbTZ/VCrGNSWSp9dkcpISzcAIByNwROMUBUlJnVxuRQwk/GEIohxdDYeJ9SXGeAORHLWRsveqetw+FEfP7k+5TyFCSUTJGsBoGPFn3yURcvAgRNSRglkU9DmOStp6iUgru4sFYZhML18Ol49+yr29e7D/NJrAaipSe8jDEf98mCHE++c6MPnl0+ETkPHpm0k6pe+UATdriA17QyApIOEPJ3tRmsjptumgwOHGZbVAAArpfLEZp0G7mD+G+wuZwCVZh1YCmqbAHIfI1O/rLbSt8EmjY7F9hK8pukafKqZV/b1h6JQMaCuga3VwA5bKGXAF4KNkk0bUZkeTnZCvzeIGEdnjzogv1rOZBx+vuaRhsyRVEi9bJczd4QrGY7j8NqRHqyYWgEtJXOpyqpDrzuImAgBJUKr3YfaEj01a3YyoxGpIwdFNEXqrPFInTNHr7pknPH7oNmpE6uASd83LQ9iMQ4djkSkTuoWAPlssJdM4hs1nnCcGPS6LxgBmDDOe9slvRcgqb4pz4k/3TYdjqADFq0FTfpLAIC6SJ2YxuqzZw/uu/LY26dh1mmw7gK6VDyH69S1xheHxgp6InX5tAYBBtvohik3oMJQgXHqZQB4aWMaGa7kcqeLjh51BIteXPpl6jwi9LiDqLLQcz8Eo254m2v+d6IwajXUpZSWGlg4szQfz2QjjuMw4A1TlH4pXpAsFdJbtJLC7xyQW5E5k40GfPQ1HieQ9YrUA4vl0HkXetxBXNosfd06odqiQyTGCX0bM5Fsp/YBH5Wpl8DoROoSIj30fP/Icz9bym/qXCJRPVrVL4FEr7r2HCmYsnbq+rxBhCIx1JUa4Av7cN57XmK1SPGT5FNXfgpalRanHKcGve4LR6HV9yPGxSS9FyBx2pxviuL08ukAgJun3oxQmIWKSTyMaUGnUUHFZL+31atXC//dZvfhn/vPY92S8VSluehG0NLgXLxH3QSKaupYNQMVI75PXbKNbmm+Ba/f9Dr8IQ0sOg3UFJ5cA8NPv+xy+qlQviSYdRpR0axkGxEC4SgcvjDVkTqxveqS8Ycj1KVeAvxJerb0y3Q2AvhoZSgao0YoRTeCmrpeD3Hq6PvOAbmzRzLZyOELURUpSYZE6vJNv3ztSA8YBrhkWuVYDGtYVMXvhRwOZCLZTg5fGOVmOuZOKqMRqaOxRyJpIO7K8oxNnUski4HW7B6AT78EkLOtAV077Twhypf1ZQnly0kSNn3VsyrRuf5/3fhXTCqdlDZSpzf2AZBGxTMZlYqBTqPK+wF6Uf1FuGnqTfjszM/CG4zCpKPv5JphGBi1mqzpl0899ZTw33/acRZqFYPPLZ9YiOGJRq9RIxSJieqplYrQzsBGT6SOYZi86gSTbUR+n+Z+M0A8wjWMtMVOZwC1JdKLpBBMIp26VBsBfD0dACojdaYRROq8wajgFNJEqZHNKpSSzkZAkrIiJU4dyR4Zzma010W+c7Q6ddm/d9lsRGukTs+qUWpk825r8PrRbsxrKEW5mR5bkQOobnf2e0m2kytA77OIBCGySf/ngsYeieTQPZtQSupcItfSnH5ZYmBh0WmKO/2SeKx1ZQaccvIRr4ml0m269axadIShp6cHk0onDWlA7gtFoTYfh0FjwISSCWMwyvwYTnqfVWvF95d+Hza9DZ5ghLrUS4JBq4Y/nHnj1tPTI/z3qV4PmmusVEVKgEQaaVDk9y6Zs/0+lBpZlFB0ygbwGzex37lkGxFc/gi1D1IgXouWpxqcJxiBOxCh6vsn1jlNZ6Oe+MaoispIHb9eeYYRqfOFojBQVj8M8L3qnL7MvZvS2Qjg69AAwEZJrzAhkv8xjNRlspGDMkn5VGqs+rxq6npcAXzU7sRl0+lJvQQSB1C9OSJ1xE4cx/HPIooye5LRaVSIcUBkGAfCBCeFNXWJ9EtxezuA3zMAdDt1DMOg3mZEW1FH6hyJHnWnHaehUUnbAkCnyU+JcHLpZHT7uuEKuYTXnEEXIoa9uLrpaujU0j98DKx6RJL53mBEOPmmDQObvdlrMg4/XbK9hHybdSfT2u+jSvmSMFJFT1cgLBRL04hFz+bd0kBoZ0CRUye2pUE6ul30RuoSKoT535s/HKGq8TihxMAiFI3lvZaTk3haeoWRSH6+JQEA7yxY9RrhIIw2THmqrhL4mjr6nk2Eaqs+bfrlOyd68fbx3iGvv3GM33Bf2lw15mPLB3IYIDaVNBiJIRSNUZvSN9L2IEByOw16DhX0LN9DNR/1y0T6Jb3zCOCzEou6pq5jwA+rXgOLnuWVL60TJG4BoBLdzNFkMmFK2RQAGFRX1x5+G2DCuGXaLWMyxnzRs2qh99Jw8FDs1Bm12TcHJlPC4XH6wlQtXISRLMxn+71UKV8SdKz4lN9kGxFclKdfmnUaeEPRvFJmiVNXY6XHCTLrWPjD0YzNkgnpbESkwWmsqdNqVNCqVfAOw3HghVLocxrIgVQmBcx0NgIAezz9khb1SyC/jJhkaO5RByT1hc2QfpnORoFwFP5wlJr02HTUWPVD0i9jMQ53P7cfX/zzbpzodg9677UjPRhXokdzjaWQw8yJnlWjxMDm7FVH7ERS+qiN1MUPhEdSVzfgC4NVM1SlnDMMA6uezZp+mTqXnH6+LYiZwiyLZBrKjDkbkMvbqXP4URdXFjrtOI2JJdLWO+UjlHLnnXdiculkAMCJAb6ujuM4dOMNGGJNaLY1j9k482GkCkneYARmHT0TPhk+/TLzvd15553Cfzv8YZRS6CgYhunUhSIxnHf4qRJJIeSjIptsI4LLH6Y6jYI0R82nro6ox9FUU2eLCwD0ebKrwaWzUbc7CFbNUFWLkYxJpx5WTZ0/FBXmJE2QtSuTWEo6GwGAnaRfUiT2oNeIr11Phta+iARyGJDpMCGdjWiUlE+lukSPPk8Q4aTDnwMdTnS5AghFY/ja3/YJ5QOBcBTbT/bh0ulV1NXhA/whVK5IHbET7YqK+SpNp4Ok/tJmK6uBzSqUkjqXSB0+jW1BkmmwGXJmW8jbqRvwo77MgGA0iHZPu+Rqkfo8lAh37NiBWlMtjBqjEKn7oOsDhFTdqMbKMRxlfhjyiJqkwxeKCmkltGHUZk+/3LFjBwD+VJFWhTGSfplvWlWHw48Yl5DJpQl+Hom7H2KjZFwBeusYgIRTl09dHYnU0VSD1hBX42rLkQ6SzkY9riAqzTpqH6JG7fDEbLwhOjMTSN1sJqcunY0APlKnVauoOonXD7ONC60tNAjkMCDTMymdjWgUqkiltkQPjsOgCNeWw11Qqxg8dOMcHOl04YFXjgEA3j9jhy8Upa6ejlBl0aM7R6SO2In0SaO1FMCoy68fZzoGfCEqU395henMz9fUueQK0H0QTBDTHkO2Th3HcWgf8KGu1ICzzrN8CwAJlS8B/uRDbPrlzp07wTAMJpdNxkkHL5byzLFnwMSMqNMuHcth5oUhR4piLqgWSslRU7dz504AgCcUQYyjs4g2IfGd38m1oHwp85o6YiNCJBqDJxihto4BSBRy5xWpcwVQbtJSVQ9EDgRyqXGl2gjghVKqKEolTcWkU8M3nJYGoSidLQ0M/KY/U6+6dDYCgAFvCGUmlqqTeH2etesE2iN1KhXD17BniBCns1Gipom+ZxOhRmhAnohwbTnUjcUTbLhhQT0+u7QRf9x+Bm8f78XrR7phYNVY2lQu1XCzUmXVoTdHpI7YifZIXXm8TrY/R6ZFNhyUlqXkSr9MnUtOf5jqg2BCvS13po5snTqnPwxvKIr6MgNOO08DAJpKpW0BMJyeYVNKp+Ck4yR6fb14vfV1aHyLYdHSk2Kl1xSxUIpWI+rE1+ElKS70LV4khULsYQKBbMQbaUy/HEHKL1G8otEBJ5BDjnx61XU5A1QpXwK8QBWAnDn+6ehxBamVlgf4SJ13uM3HKXK8CaU5InWZ6PeGqBFJIeiHkT3iCUbgC0Wp/s4B/GFCPrWcDqFPGH3PJkJqr7rTvR6c6PFg9Uw+Gvfdq6ZjarUZdz33EV491I3lkyuoOrxKpsqiR487iJiIemjaa+rIAUdvjshjNhw+OstSrAZN1vTLVJyUl2wQijpSJ7QzKOWdOhWjwgTrBEnHpNeoEY1xg3LHczGpdBLsATv+cOAPiHARhAeWUOUEDTfVheANRoUwP20YWXF1M4746TaNi5egfpmncMC5fh90GhUqKeoDRMinpUEqwukopQ9SIKmmLo+HDt+jji6nTs+qUW3V5Uy/TEe3OyBs9mjErMvewzIdHMfBH6ZTKIVsWDIJpWRiwBeipp0BYTiHPmTjSnOkDsg/M0YWkbqSwZG6rYe7AQCrZvBOnZ5V4+FPzYPTH0aXK4DLptOleplMtVWHSIwT/u7ZIE4FrVkj5Nnf5xm+U8enX9J3oGDRsXmVN9Beh08w6TSw5RBFkq1TR9oZ1JfxNWkNlgZo1dJ+ufJRIly3bh0ACGIpzxx7BktqlyDgt1GVvmMYgbx8KC7pS6uikCFHTR2xEc3F6OS7knf6pd2H8TYjlTVNvPqluPshNiLIQZqYpF/mI7nc5fRTF6kDiBpXdqcu1UaBcBQOX5jqqIlRq4Y3z1qTQDgGjgOVfeqMWjVYNZOxAXmqjQh2L32bNqM2v2gWkFBbpbmmDgCMrCbj9y6djeQQqSszstBqVEKkbsvhbswcZ0V9UtRheq0V37t6OkxaNS6jrJVBMomoY2ZHiNiJ9kid1aCBVq0S+jfmC8dxfKSOskMfIB6p82dev4fuG+gu2Uimvix7Jp9snbrkxuOnHafRVCJt6iUwvJ5hpK1BlIvihsk3Ixzl6CpKZ1XDTr8kDyeaIo/J5GppQCAbIRqdOpJ+mW/dY5vdR2XqJTCy9Es5NBFNCKWIcxoC4SgGfGGqlC8JDTajsBaLhURNaI7UmXT5p1+S600UZiYwDIMSgzbv9Eu7N4RyyuTyy4xaOERESpKhvfE4wajLr9xhwBuCnlVRm64I8N+9aqsOXa4AetwBfNg6gNUzaoZct37pBHz0g9VU19qSg6ged+5eda5AGFoNvbZhGAblZi363MOrqfOFoghFY1QeKFj1fLudkIhyKL5JPN1tkJJ59DMLsr4vW6euY8APA6uGWQecc5+jwqnT5RGp27hxIwCgXF+OUl0pKg2VWFx1IQC6TnpHkgpHhCBoFkqJZEmXJTZyxjcQJQb6Fi8hOpxH+iXHcWi1+6hUvgTya2lAbERIROro/M4B+bc0oLFHHaGhzIDzTn/Wh2eqjciGqJIiJc9UjNr8hVLIwQqNLQ0A/lAqk1BKqo0AXnTI6Q9T1wPNZtLC7g2B4zLXNbX2+7C3dQCt/T64A2H0CM3u6f3OAdkVmdPZyOEPU7mpTqXGqkeXM4DXjvSA4yDU06WiUdO9JSUHUT1ZInXETi4/3SrMAFBh1g07/ZIcdtOofkkctEwpmMlzKRDmM8poPghOZlxp9sNdenc+Oehw+FBXZsAh+yFEYhHMrpgt9ZCEDXYwjw02wzD48twvo9xQjmCET4WjKVJnYPmTQ47j8lZAS5xc0/k1I6mLvlAUJYbMDxNyuk3jpB9OdLjPE4IvFKWy8TiQX2uQVEhKI422IhhYNdQqRnTOf2fcqaOtpg4A6m1GcBz4nocV4pRUyYaomuJUOPMwInVkM26k6FAumVIDm1ekbiB+LXWROpMWwUgsXr+Y/m/9yd/uGLJZZdUM1esCABhYDfo94mtUSZ8w2qkpMWB/uwNbDnWhwWagrrG4WCrzjNTRfLgIABVmbc5m6pkY8NJ72J2cDVOeQzdADnuGfKD7G5eFDocfdaUG7OrcBQYMFtYslHpI0Gvy32ADwKeaPwUAONnjAQCqaur0WjU4DghGYnmnESTSL+m5n2TIhsAfimad0A5/GCatGloNfaeI+dRxElrtfDuD8RSnXxLBITbPk1va6xgA/iDHrNOIFkrpcvHpjbTW1AF8rzqxTh2prammOlKnQSAcQyQaEx09IKJLNAqlAPympdOZezNKEHqgUebUEaGAfk8IRtvQLUwwEkWfJ4i18+qwfHIF7N4g+r0hNNpMVNYQJ2PKN/3SF6YyUpJKjVWHV50BdDoCWL+0kaoWGfmgZ9UoMbBZa+oILhnI5FdadDjc6RrW7ybqOem7R2sedetOGewZ8kG+Tt2AH3PqS/FB1weYWjYVJboSqYeU1wZ76dKhvejIpoCmZt2kZisQjubt1Hni6Uu0pl8ahUhd+s01sRGtvVgAQBd3NPNpadAaF7YYb6OvRx2QSF8LhKM5nbrUeeT0h6FWMdRurAlmnUZ0TR3ZiNPo1JGDgWxtDVJt1OMOQqNiqE4bIwdRvnAUVpFOnZB+Sel3r8TI4miXO+176Z5HpH+VjTI7kfEM+EJpU8jt8QjCogk23LigvqBjGym8QE/6tTydjQZ8IUyvsY71sEZMtVUvpGivnkFnY3GxVFl0WSN1xE6uQIT66A+ffhlCLMblfeBB66EPkEi/zCSWkjyXiFNHu63EQl/oQQTeYAQDvjBqSjXY17sPi2oWST0kAMlOXe5I3bJly4a8lkjfoWdTQMaSr9oYAPgoF0oh9spUw0Bs5PSHqJ3wDMPkLWZzrt8HhsmtoiQV+aSUps4jV4CXJqb9JNii18CdR01diYGlMq2vxqoHq2aytjVItVF3vEcdzVET8rfOp66OrJE0HcolU2rQZmxpkO55RDZtNjNdmzayiez3pq8PJM5oOWXjFoNRq8nYfDydjfgDRzqfTcmQAymbSYsFjWUSj2ZkVFv1WSN1xE5ufxhWPZ1rAaHCrEM0xmVUxc2Gg+J2Gon0y9zrnUtx6qSHtDOIsucQjAaxuGaxxCPiIZtRMTV1jz766JDXhPQdipwgkupi9+SvkES7UIpRmz2ySmxE+4NTn2fbiVa7DzVWPbWqXPkIDqXOI744nc7vWzIWvSavmjoa6+kAQK1iMK7UkLWtQaqNetwBVFIo+pIMidTlU1dH1m9aI3WlRhaeYCStMFS65xGJeNEWqSM1fgMZnDpSS1chS6dODV+8hj2VVBvFYhwclPYJS4WIPF3WXEW9GEouqiy6rA27iZ34mjp69w0AUGEZfq86odUThTV1QqQuwzM2eS7JoQ1SPshydnXEJbT7o4fBgMH86vkSj4hHpxEfqfN6vUNfC9IXqSNFpn3e/Ce9HFoaAJkjdcRGDj/lTl0eapEArwxHq/IlkF8ac+o8cspEmtiiZ/NSv6Qx9ZLQUGZEW5a2Bqk26nEFUU25CiGJtuXTq85PYaZFMmQNSxetS/c8Ik4dbelVZDz2DE6d4Iya6P6OpcMQr2FPt4dItZE7EEGMozNSksqUKgsmlBtx86IGqYcyYqqsevS4A4jF0quver3euEy+HNQv+bnUNwyxlAEfvVoD5GA3U/pl8lxS0i8poD0eqTvt/gjNtmYq6umA5LSx4bUAoHFTUEmcumFMeiEdiVKhFEMOp47g8IWpVHgi5KsW2Wr3Uat8CQxfcAhIpF/STr41dbRG6gCgwWZAe44G5Mn0uAOoolgkBeD7hQHIWN+UDhrT55Mh80KsAqbdG4JFr8lbrGisseo10KiYjE6dnNMvyWFCpjrvZISaJhlE6kqMLN68+xIsmmCTeigjpsqiQzjKCX//dAQjvEw+7eqXZH83nAbkNCuvmrQaMEy+Qil020osdK3WIukY8IPVRHB04CA1qZdAfj3DqqqqhrzmFdTT6PlykQdjpvqFbHiCEWhUDLSUbQoIgvplOP0DtKqqChzHwekPUanwRMinWbc/FEWPO4jxNDt1I5hHclAcA/j0SzHql6FIDH2eIGqsdNY/AkB9mRH93lDGqFayjYIRvpE6ze0MgPw21wRS10pr+iVx6tJF6tI9jwZ8ISH9niYYhkGZSZtxU93vDYFVM7BQmiGSjWwHjak2SghV0L/eFRNCr7oMB91VVVWyUGEG+Jo6gG9zlC8DvhC13z2Vip//mQ5Ok+eSyx+BWaeRfVowQZZ30T7gQ2VFF0KxEBbXUuTU5ZF+uX79+iGv0XjSa9JpYGDVw4vUBSMw6TTUilYQlUV/KL291q9fD18oinCUozrFJR+njgha0NrOAMgv/TJ1Hjn9EepPRwHArBcXqSPy/3RH6vjvUnuGFMxkGwlNoCmP1CVq6vIQSqH8EIucqqdrQJ7ueWT30unUAXydX3+GjWi/J4hyk47a5042EocJQ793qTYSapoojZYUK6QVC1mbU1m/fr0QIaK9FKDEwIJVM8OrqaO88b3VwArOdSrJc8nhDxVNlA6QqVPX4fDDYD0LFaPCvKp5Ug9HQJdH+uWWLVuGvOYLRaBiEjL1tFBu1g47UkerSAqQfCqafnO9ZcsWQRWKxmJggp5ViXbqzvWTdgb0OnWGPFRkU+eRHIrTAf4ENxSN5RRV6nLR286A0BBXUc0klpJsI3K6XUW9UEr+NXW+UBQGrZpaZ6I0S/pluueR3RuiTiSFYMsRqaPVGc1FtjY7qTYi918qg/WumKiyZI/UbdmyBc54LRftzoJKxaDcpBvWoT3NrZ4A/hmbKf0yeS71e0I5G5TLCbq8B5F0DPgRZo9jhm0GLFqL1MMR0GlUYBhxTt2BAweGvOYLReO5wHRtCvheJsON1NETdUyFPED9GU7jDxw4IMj2llAfqRNXf0Z61DWW09mjDsivNjV5HgXCUYQiMepTXoBkyeXsTgPpUSeHSF1rBqcu2UZEubiGcqfOOEyhFJqyLFIh2QbpnLp0zyO7N0SdSArBZtJmrqnzhmRZTwdkT79MtdGA0PxZnvcqV0iWQU+GSN2BAwdkE6kDgAqLdlg1dQO+ENUHCha9Bq4Mz9fkudTvDcpSKTcTsnPqgpEoejxuOGOnsaiWjv50BIZhUGXRCRuXfPEFo1TWY1SYtcPKufYGo9QqXwIAq1aBVTPwZXEenIJsL72LVz7ql639Xph1GuprBAHk1XsPSPSbkcODlESwczl1Xc64E0SxU1du0sLAqrP2qiMc6nBCq1ZhUqW5ACMbPrmUcdPhC0epqodOxaJnwTAQ1ZOK4zjYvSGhfQBtlJnYLEIpQaFWSG5kS79MxeELgWHksd4VE3pWDatekzFSB0A2NXXA8A7tozEOTn+Y6n1EtvTLZPrcSqROUjodAagN5xBDBIuq6XLqAGBqtQXHu93D+l1fmE4naLiROtrTLwF+gc4UqQMSGyCa0wx49UuRTp3dh/E2I3XR4GRIGnMwX6cuIB9pYkv8YZ9LLKXTGYBZpxGupxGGYTDeZkSbPfdh1oEOJ5prLVTKYCfDqlXQalR59anzhyJC6jCNqOPiAc4sqn0EfziKYCRGcaROB4c/jGgaWXmaawFzkaskIJkBXwglBhZqFb1rebHCNyBPH6kDIESI5FDfXWHWoc+d36G9yx8Gx9G9L7Lq2ZyHphzHxSN1ilMnGe0DfqhNp6GCipr+dMlMq7bgRLcn7cMmmTvuuGPIa74gnZuCcjOf6pKpL0smfKGIcPJIK0ZtZqfujjvuSCpGp3dTbdCKT788F3fqaEafR01d8jySkzRxIlKX/SSR9h51hAabAe0ZInXERhzH4WCHE7Pq6GhBkwuzTpNX+iWfmUDf+p1MqVGbVv0y9XlEREhodY5sRhYcN1TJ0x+KwheKyjb9MluEONVGDh/dQhXFTJVVlzFSd8cdd8guUtfvDaZteJ8JcthNq/olEE+/zBCpI3PJ5Y8gHOWU9EspOXTeCY3xFKaWzYCJpa8uaGqNBcFIDOf6hzZzTaarq2vIa74QnZuCCrMO0RgnKm0nGdrTLwG+diZT+mVXVxcccaU4mqM/Oo0aARHpOrEYh3a7H40UK18CySqyue8peR6RRqNySEcSaupyOA2096gj1JcZ0Wb3pd0YEBu12n1wBSKYNU4eTp1Rq4Yvnz514SgMlB9ilRrZtOt46vOIiHBQK5QSP1m3ewdvrPvjP9OaNpqLbOmXqTbihSroX+uKkWqLXlDyTaWrqwuuQBhajUo4oKSZynjfvXSHPZkQRHooXR8Afh/gCUXSBiPIXOqLrxdKpE4iDp934efbDkBt6MDyuiVSDyctzTW8cEuuFMyXXnppyGu+UITKmgySb9yfZwomn35J96JmYNXwZ0h1eemll+D0haFn6V6c9axaVPpllyuAUDRGdTsDAGDVDFSMuD51yfNIXumXuWvqOI5Dm90nC6euwWaENxQVxBuSITY60OEEAMyWSaTOpNXknX5ppHidAPi5kU4oJfV5ROrVqE2/jG8m7d7B9yI0HjfJc5MmpF+mOexJtdGAL6RE6iSi0qpDjzuQ9hDrpZdegssfkUWUDoAQpcqnxMYhA+VVq14Djkt/cErmElH9VJw6CXD6w/i3jXtgLjsNMFGqmo4nM7nKDIYBjnV58v5dH6XqaWTS56OQxHGc0KeOZgxadVZBDl7hie4Hp55VIRzlcqb8EnVC2tMvGYaBIQ9FT4JTRikviZq6zKejR7vc6PeGsHCCrVDDGja52hoAwMEOF1g1g6k1dIukEIw6dX5CKZSu38lkSr9MhTh1tEa8SNpXxkidTNOptJrc4l0EJVInHdUWPcJRLu0hFkBa69C99yFUxh2a3jzq6ga89CuvkoydbGIppFWXXNeLdMjGqfvWs/vQFXsLXOVG1JpqMa+anv50yRi1Goy3GYcllsJvCuhbCCqESJ34SR+MxBCJcdQ7dUZt9o2bHB6cYpt1t8Z71DXa6EtbTkXPZne200GUSuXwMBWjfvnW8V4AwMVTKwsyppFA2hpkU8A82OHEtBoLdBq6HR+CWaeBJ8+WBjSqFydTYtAIp+zZoD1SRyJxxRapA0j2SO61T4nUSYfQ1sCdXizF5Q/L4nARACoscacuj0N7kn5J8/fPKiIbhkQnlUhdgelx+/Gu4xFoa17AwuoFePrqp2HQGKQeVkamVltwtMuV9ZpVq1YNeY1Pv6RvU0C+8PmE54nAgInC+0km2wN01apVcPjD1KfzGcQ6dXYf1CoGtaX0p/Pxvfdyb2yS51GXK4BSIysLp0GrUUGnUWV1Gt4+3ovmGguqKe/pBiQ5dWkUMFetWgWO43Cgwymb1Esg/5o6b4j+zIRSAx+pS60zSX0e2b0haFQMtaJD5KAttQF5MZy8G7XpBXqSbeQNRuALRYtqMyonyJrcnaaubtWqVXAFIrKo7QaS9nd5NCB3+sNQMYkyAhohTnW6BuRkLvW5g2AYUN2aIV9k4dT1BtrAlu7Dl+d+Gb+9/LcoN5RLPaSsNNdYcLbfl3VT2tLSMuQ1bygKI4U1aKVx2eR8InXe+GaI9k1OtkhdS0sLnLKI1PHTOFdk65zdh7pSA1g1/dNex6oQFJF+mTyPupwB1JbQe9iTSrbmqN5gBB+ctcsiSgdA6H2YLlLX0tKC9gE/nP6wbJQvgfxq6mIxDoFwjEr14mRKjSxiHOBJua/U59GAj288TmvrEz2rhkmrHvJMsntD0GlUVB6OisWoU6dNv0y2EVFerLIoTp0UkL97ugbkLS0tcPvD1B6IpEL2d/kc2pN2GiqK22lkS78kc6nPG4LNqIVGBnsiscjiThgmhkdW/hZ3zrkTahX9i/XUaguiMQ6nezMrYG7YsGHQz5FoDKFIDEaWvoVApWJgM2nzmvQkAkF7nzqDVpPRqduwYQMcfjnU1IlrAdAqg3YGBLEN1ZPn0XlnAONkICpCsOjZjJG6naf6EY5ysnHqAD5al66mbsOGDbITSQHyq6kjByq0OxMk68CZUguU+jyyxzc7NGMza4dE6vrijcdpdUbFkKnNTrKNiDNB0gAVCkuVhX/OpGtrsGHDhnhNHd2HwQSVikF5nvu7ARm00yBRxHQHp2Qu9bmLq0cdIBOnrtHahJWNy6UehmimiVTATIaczNHY0gBAfNLnEamLnwTTHqkz5Ejzk0NNnU5kC4DWfi/1ypeEfBqqEzqdfln0dCNY9JqMfereOt4Lo1aNBRPKCjyq4ZPJqQN45UtWzQhroxww5VFTR5w/2p06IkGeTgEzGTk08LYZtUK6JaHfQ/+4c5Ep/TKZRKROPutdMWHQqmHVa9I2IOc4yEr9EuDbGuSzv3P4QtTvi8jfP1sv2H5vSNap2umQhVNn0srrjz6xwgRWzeBYHk4dOZmjtdCen/T5R+pod+r49MtIWmniCMcgGImhhPLFi6RfBrM4Qa5AGAO+sGwidfk0VAf4+ePwhTGuVD7pl2adBp4M6ZdvHe/FsknlsqgPJDSUGdHh8KdVYT3Y4cTUavmIpAB8+mUoEkM4mvt7mFi/6V7vSKSO9N/MhCycOpMWA96h6Zdy36QZcygyA0r6JQ1UWdP3qouCQSgak4VgF6HCnN/+bsAro0idP7tQihKpU8gJq1ZhUqUZx7oyO3VNTU2Dfk4Ii9C5EOQbnicCA/SnX6oR43i1zlSqGiYCAPXpl6SOxx/KvPlMKF/Kw6kTm35J5tF5Jy/QIYeeboQSA4vzDj8iKU7D2T4vWu0+rJBR6iUANNgMCEe5IafXEyc2yU4kBUhE3cSkYAqZCZQeyhHI6XpqpC71eWT3hoS2AbRSZtIKKp2Efk9Q1sqXAP+9SxepS7ZRjysArVpFfbSkmKm26tCdRv2yOr5vkFOkrsKsy1sohebG4wCgUfO1temEUshc6vfI/xAoFcWpGyOmVluyOnVr164d9LOP8khdhVmXp1AKidTReT8EsnFLV8Ow9OLLAID6BydZXO1ZpMpJj7oGuTh1IlsakHnU5eQfrnISSrluzjicdwbw9K7WQa/LqZVBMg1lRAFzcArmopVXwOGTl0gKkMgy8IkQS6F9/SaQZsGpveqSn0fRGAeHPwwb5c6RzTjYqeM4rijSqYxaTdrnUbKNetxBVFrkXTsod6os6SN1F15yOQDIpqYOACosfHlNuoyldAzIIP0S4B3rdOmXa9euRSAchScYUSJ1CuKYVmNBh8OfMZ9306ZNg34mmwJqI3VmHfzhaM5cf4JshFJIlCuNA/GPV18HkNgI0cq4eIuCjoGhcvIEofG4TGrqrAYWdm/uhwyZR+cd/L2Pk0G7BsKVs2qwtKkcG7YeH9Q77K3jvZhQbkRjOf39BJMhBwanUgSi/rhpCwB5iaQAiQMfMWueX6ipo3u9s2Zw6jZt2oRwNIazfV5sPdwFjgNslG/abGYt/OGo8Lf3hqIIRmLUNkwXi1GbXv0yec/Q4w4oIikSU1OiR7crMCTT4h+vvAYAslG/BPgG5KFoLGuqIiEYicIXisqiDYDVoEl7T5s2bUKvm/Sok/d6kYp8vnUyY2o1LwhwoseD+eOHih2cPn160M/kNJjWk17yxe/3hETVyXllUlNnyJJidaajG0A99TV1Fj0Lq16DDkfmxs/tAz6UGlnZpIRMqTLjaV8YfZ4QKrPUjZB51BmP1MmhpxuBYRj84LoZuOrhd/Dzrcdx35pZCEai2HmqHzcvrJd6eHkz3mbElCozHnn9BK6ZUyt81w60O6FRVcpKJAVIHEh5RfSqI+s37UIpelYNA6vGP/d34ni3Gy5/GE5/GCfbgf/44JVB9ZCTqswSjjQ3tqQMhTqtAfZ4JgnttYC5MGo1afsjJu8ZelxBNFXK69Cn2Gi0GRGJceh0BgZlwJxu7wLQIK9InTnRgDzXfoekbtOefgnwkbp06ZenT5/GxIX8eqFE6hREMS3u1B3PkoKZjBCpozRdMXnSi8ETikCrUVHfE42crKdLdwnEeFvIYfGqKzNmjdS12f2oL5NPaqJwKCJSbKjT6Ue5SSu0d5ALzTVWfOaCRvzlvXM42uXC7rMD8IejuHiavFIvAUCtYvDQTXPQ4w7ix5sPC6/3RvSYWm2RnW3I2iCmVx2J9NN6KJfM4ok2nHf6sa/NgT5PCAatGtVsAP928SQ8cGMLnvnSBdj1n5fhoil0fwfL4s4bEUvp85KTd3lv0oxaNULR7AI9Pe6gonwpMSST4lz/4MPUEMfveeRygApAODgVo5tA2ojQLpQCkF6w6bPl+tzFsV6kQncYRcbUlxlg1KpxNE+njsY+dUDii98v0qnzBiPUp14CyWIIQzduQS7u1MngxK2u1IBWe+a+iO0DPkypkk+kZGoNHyU41u3GsskVOa/vdAZQK6PUy2S+tWoqXv7oPH708mHMqrNCq1bhgqZyqYc1LOY0lOLOi5vwmzdO4ROzarFyWiV6InoslVnqJZA4YEsXNUmFRPNoTZ9P5k+fXzzktQ0b3sVdV9wqwWiGD0mzJHV1pOZb/jV1ieyREsPQQ9FAOAqnP6woX0pMY7yU4Wy/FxdOSTyjyL5BbuqXgDinjkTq5JF+yeJ0X/p9UX/8EEju60UqdIdRZIxKxWBKtSVjr7q77rpr0M9C+g6lkTryxRfby8QbjFKfigQkGnenq6lrWbQUrJqRxX3UlxnQMeBPW4PGcRzaB/xosMknUldp1qHUyObs9UjmUacjICuRlGRKjVrctWoqdp7ux1/ea8WiiWXU12Zl42uXTcG0agvu/ft+HOl0I8BpMKtefk5dPpE62tPnc5H6PJIDZSlOnT2+SSuG9EtgaPYIsRGpBVJq6qSlxqqHVqMS6tUJi5ZfDEBekTpSXiNGAZPUf9NelgLE0y/9QyN1d911l7CXLbZIneLUjSHTqs0ZN6X79+8f9DPtzWvLhZo6kemXMovUpUu/PN3ehRKDVhYKY/VlBnhD0SECCACfMhuMxFBfJg+RFICvN5tabcHxbk/W68g8Ou/0y6qdQSq3Lh6P5hoLn3opM9XLVHQaNTbcPAd9nhDu/MseAPITSQHyq6nzU75+5yL1eSQHUiN1ZJNWDC0NgKHZI8RGSuNxOlCpGIy3GXGuf3Ak6FTreWg1Klmlm5cZtVCrGFGH9gNCpI7+wxM+/XJoH+L9+/ejzxOEWaeRlZ3EoDh1Y8jUagv6PKG0Ie2tW7cO+tkXjIBh+P5cNKLTqGHVa0T3qvMGI9SLpADZe1Gdau2UhWwvwKdfAkB7mro68pqcauoAvi71eJc7qwLm1q1b4QlG4A5EZBupA/ieOv99/SzUluhxxcwaqYczYmbVleDLl0xGq90HFTg0y0wkBUhkTYhqaRCOglUz1NcQZyL1eSQHrHoWKiZR42P3hmDUqmUbLSVkEu8iNuqN90bLJiClUBgabcYhNXXHzrTKKkoH8A6qTWQvYjnV1FkNLKIxbkgm1tatW9HnCRWd8iWgOHVjSnONFQByppAB/AJuYNVQqeiNClWYdejzik2/lIdTJzxA06RfBji1LOrpAKAu7rB1ODI7dXLpUUeYWm2GOxhBl2tog9dkupzya2eQjkUTbNj5nctk18ogE1+5ZDJm1FpRqQnI8jTUyJKWBuIidQYZ3qOcUakYlBm16Bdq6oJFUR9D6jIzNb3vUdIvqaGx3IRz/b5BB49BTi2rejpChVknpPZmw+kLQ6dRyeLwpCS+f7On2bf2uYMoL7LUS0Bx6sYUQexBhFiKNxSlvo6mwqwTlXMN8PdjprQ+MBnyNw+kU7/k1LJQvgQSkbp0CpikGTS5Ri4QBcxc8+e8Q36Nxz8OaDUqPHPHBbi2pE3qoQwLjVoFnUYlqqZOLodYxYbNpBXUL/u9IeobpovBkEW8CwC6XQGoVYzs00yLgcZyI/zh6CBnKBRTyS5SB/CRX7GROjlE6QBgYgV/QHq6d6hYSr83qETqRguGYc4yDHOAYZh9DMPslmIMhaDSrENZBrGHNWvWDPrZH4pQX49Rbk6ciubCG4zIQgmOnK6nOxVV6c2ySb+0mbTQs6qMkbpyk1Z2m85EW4PMdXVr1qxBZzxSJ+eaumLFomfxqbXXSj2MYWPWaUQ1H/eFo7I4uc5E6vNILpSZkiN1IVTIXCQFSFJdTXkmERv1uPjNqJrirJ6PC+PjCpjnksRSjKUVsupRR6gwa0XX1MllX0T2EKl78DVr1sTTL4vvYETKSN0lHMfN5ThuoYRjGFOI2EO6SENNzeC6GT5SR/emoMIs7iQH4IVS5OBEqFUMtBoVfOGhGzdPiJNN+iXDMKgrNaSN1LUP+GRXTwfwG7ZKiw7HsqQv19TU4LwjAIaRV+PxjxOpa52cMOrUGdPgkvHLYP3OhlxtZDMmR+qKI/2StDVK/d4RGyk96uhhQppedYEoA6ue/r1PKpVmHXo9wUGppEc6XfjHR+cHXefwhWTj1NlMWlSYdUP24BVV1RjwhZT0S4X8mVRlxpk0fTIee+yxQT/LYVNQbtbC4QtnbYoK8BL6culTB/BiKanql6FIDL5QVDaLFxBvQJ4hUicn5ctkplVbsjYgf+yxx9DlDKDCrINWoyxnNJK61skJk1ZkpC4UobbHqBjkaiObWYsBXwgcx8Fe5OmXxEa8Uyf/+ywG6koNUDEYpIDZPeCWaaROh1AkBnd8vetw+LHuD+/jq0/vxYt7O4TrBnxh2aRfAsC0GjOO9wzO9vnVY38ExwGVRXAIlIpUuyAOwBaGYfYwDPMlicZQECrNOgz4wojkcIS8IfojWyRUna7oNJlAOIYYB+rvh2Bkh57GO/ykF4t8Jn1dqWGIUxeLcegY8KNeRj3qkplSbcbxbg9iscwKmOedfoxTUi8VxgCjVi2qps4fknf6pVyxGbUY8IXh9IcRjnJFUSOTKf2S0OsOKCIplKDVqFBXZhAidRzHIcjJs6auwpLoVRcIR3HnU3sQjsQwp6EU97ywHwc7nAD45uNy0RoA+BTME93uQXsIf4zfmxZjpE6qXfeFHMd1MAxTBWArwzBHOY57O/mCuLP3JQCorq7Ghg0bhPfWrVsHANi4caPw2tKlS7Fs2TI8+uij8Hr5U5OqqiqsX78eW7ZswYEDB4Rr77jjDnR1deGll14SXlu1ahVaWloG/TtNTU1Yu3YtNm3ahNOnTwuv33XXXdi/f/8gGeg1a9agpqZm0Inn7NmzUWGZCgD42c9/BaMqCpPJhDvvvBNtbW2D/i0XNw9WFoNeo+2eTgbNAOrR5wliy0vPoaenBwCEe9qxYwd27twJX0wNYAqiQS+6urqot1M03Ax/OIqnnnpKuCc/WwKgFj1tZ7Dh3eeFa2n+7p05uAd2XyXuf+jnmN8yC6tXr8Zvn9yIULQMx/bswKPn3hpkJznc07mPdsIfrsUPH3oEF85txurVqwfZaffu3ehdtBBl6qBs14jUe0qdT3K/px07dsj2nvoc9QhyamzZsiWrnVo7e+BVB7FhwzvU31M6O+3YsWPIPcnBTiaWQzTG4Se/+j2ACeg4fRy4qEnW86mquhoA8Npb2+Hd/aJgp/379+PBhzagzzMNrccOAmiRzT0V9brnbsD7h+zYsqUXKy65DDGo8NHundhw+J+yuqf6BZcDAH79hz/jcKAUR4Ml+HKLGp+7biEuvf9VfOo3b+CWsrOweyajzMjK4p7WrFmDxhItfKEofvjQIyhRhzF79uz4HhXYtnkTjmzxy8pOa9asweTJk5ERjuMk/R+AHwL4j2zXLFiwgJMrmz86zzXes5k70ukc9Pqrr7466OcL/+c17ht/21vAkeXPB2f6ucZ7NnNvHuvJet2ZXg/XeM9m7oU9bQUa2ci4+ldvc597Yteg13bF7/Xt49nvlSY2fdjONd6zmTvR7RJeIzZ742i3hCMbPrvP2rnGezZzWw91pX3/lVde4WZ871/cD146WOCRKYglda2TE3f8eTe36udv5rxu2c9e4771zL4CjGhskKuNyJr3zK5WUc8muTD9e//i/vsfhwa99uqrr3KdDj/XeM9m7qmdZyUamUIq3/37fm7Oj/j50+2Ur30On3dyjfds5j79+51c4z2buV9sPSa8t7/NwU39z//j1vx6O9d4z2busbdOSjjS/Ei3h7jvT//iGu/ZzJ3scUs4shGR0V8qePolwzAmhmEs5L8BrAZwsNDjKBSkcLs/RVVo9erVg36WQ/oOCVX35xBL8cRzsmlv0UAwspoh9QsOXxgAUGqQT5oB6VXXliSWkmg8Ls+auqnV8bYgGerqLlhxKbyhqOx71BUzqWudnDDq1KL61PlkoF6cDbnaqCyudnmih18fyotA/RLg035Te6euXr0aPfHG40pNHT00lhvhiKcAuwL8vkGONXWkmf27J/tx+fRqfO3SKcJ7s+tL8LNPzsa+NgcAyCz9kt9DHO9J7CFqJ/IZdIr65ehQDWA7wzAfAdgF4J8cx70iwTgKAsnxT20F8NRTTw362RuMwkT5poDcSy4FTHKvclGAMqQRSnH4+HuQlVBKml51pEedHNUvAV4Sf1yJPqNYyu//8hwApUcdzaSudXLCpNWIqqnzyUDoKhtytRFx4k7GhRCKQf0S4J9JvhSBnqeeego9LtJ4XDnEooXxNl4Bs7XfB6eft5lc9j7JlBm1YNUMmipN+Pktc6BKaZnxyfn1+H8XTgTAa0XIBYueRV2pAceTFDDffO9DaNUqWdopFwW/I47jTgOYU+h/VyqIGldqdIvkkQO8mIU/HIWB8siWWaeBVqMaEnVM5V8HOmHUqjGnobQwAxshRq0anc7BTp3Tz5+4lcjIqau26qFRMYPEUtoH/Ki06KBn5bvhnFpjwbEMverO9boAlCiROopJXuvkhlGnhi9HpC4a4xCMxGSTmZAOudooEanj1wdbkUTqTFrNEKGUnp4eqOKRumpFKIUaJlTwWTBn+70wx50EOUbq1CoGv1u/ENNqLBmFXr7ziWZc0FSOC6dUFHh0I2NKtXnQHqLfE0S5uQwMU3y9HhUN8DGm1MBCxQxNv0zGH0+zoD1SxzCM0MskE/5QFJv3d+Kq2bWyUb80pFO/9IXBgINFJvcA8ItyTYl+UKSu3SHPHnXJTKu24FSvJ62CrCeuYlWjROoUxoAqix6haAztA76M15DUbTlH6uSKLZ4G1j7gh0WngU5THDYwaNXCviCZHlcQDFOcaWNyZbyNd+pa7T644ofBclS/BIBLmqswrjTzs1SjVmHVjGqwanm5DtOqLTjVk9hD+DhN0c4heVlGhqhUDGwm3ZD0S5PJJPw3cSjksCkoN2uzOqhbDnfBE4zghvn1BRzVyEibfukPQa+Kye4kJ7WtQZtdvj3qCFOqLQhFYjhnH7qxDqqNUDFAtVJjQi3Ja53cuGRaJQBg2+HujNeQtYP2muhsyNVGBq0ahngWQrGkXgJAiYFFr3vw4anJZEKPOwibUSu7TXUxY9RqUGXR4WyfF65APP3SIJ/D4I8DU6stCEVjOBtvPRGEtqjWi2SUlaEAVJi1Q9Iv77zzTuG/Eye99C8EFWZd1pq65/e0o77MgCUTbQUc1cgwatNH6mptVolGNHzqygxCpC4a43De4UdDEUTqAKStqxs3eSaqLHpolE0OtSSvdXKjqdKMyVVmbD2S2amT06FcJuRsI5JyWUw9p+bUl+JYt1sQ3gB4G/W6A4KghQI9NJYbca4IInXFyrSawXsIxmBVInUKw8dm0g6J1JG+QIC8NgXlJm1Gp67T6cf2k3345Pz6IUW2NGPQauAPR0mLDQB8TZ0qGpBwVMOjvtSAbncAoUgM3a4AIjFO9pG6yVVmMAxwrGtoXd2Rc12oVerpqCZ5rZMjq2dU473Tdjh94bTvy2n9zoScbUScumKppwOAJRNt4Dhg91m78NqOHTvQ4w4qIikU0lhuQmu/D65AGKwKsq5hL0YmVcb3EN1ucByHXndAidQpDJ9ysw72FKcuucGhEKmTQf1WhUWHfk9okANE+PuHHeA44Ib5dRKMbPiQ9J3kGgaHL4yw1ynVkIZNXZkBHAd0OQOC8mWDTd6ROoNWjfE2I46nidR1DHgxTqmno5rktU6OrJpRjWiMw+vH0kfr/GH5ZFpkQs42ImIpFUW0SZs3vgysmsH7ZxJO3c6dO9HjCirtDCik0WZElyuAXlcQLJdbLVehsBi0ajTG9xCuQASRmLwUPPNBceoKQLboFiCvk95ykxaRGCeoQxI4jsMLH7Zj8QQbGsvlVZ8xoZyPZN36u/ewv90BIF5Tx+TuT0UbJCrX7vDJvkddMlOrLUOcOo7j4ImyqClRTq4Vxo459aWosuiwNUNdHeljJ4f1uxixxRWKiylSZ9Cq0VJfil1JTh3H8e2EFKeOPsbH9xAHzzuhVclv3/BxYGq1Bce63MJeXEm/VBg25SYt3IEIgpH0k11OmwKSz9+XIpayt82B071e3LBAXlE6ALhyVg0e/tRcnHcGsOY37+I/Nx2A3ROCXoaLc3KvurYBHxgGRSH3P7XajDN9XoQiCQVMpz+MCFSoVZw6hTFEpWJw+YxqvHmsF4E0ioS+IhBKkTOkbVC5qbg2aUsm2nCg3Slk8vg5NSIxTnHqKGRC/CD7ZI8HOmaoSrOC9EyrseBsvw+dDr6sRkm/VBg2pIB7wJuIbq1bt074b5K+Y5JB+g55cKZGHl/Y0w49q8JVs2ulGNaIYBgGa+bW4bW7Lsbnlk3E3z5ogzcUxaI5M6UeWt6Q+rIOhx/tA35UW/RFIfM9tdqCSIzD0S6X8Nr5+OKcTYJZQXqS1zq5snpGNXyhKHae6h/yXjGkX8rZRjYTH6krtk3a4ok2RGIcPjznAACsvPI6AErjcRppjEfqYhwwsa5a4tEopGNqtQXRGIddZ/g1XInUKQwb8rDJlIIpp0hdhYW/l+S2BoFwFP/46DyunFkDi4xVn6x6Ft+/dgb+8ZULsXZeHS5qKpV6SHmj06hRZdGhY8CP9gH596gjLG0qh0WvwXc3HRCiJZ1OPr1UidQpjDVLJ5XDrNNgy+GuIe/JKX2+GCE1dcUWqVvQWAYVA2ET2hc/FFYaj9NHqVGLknjDcbNOWQdoZGpcRXtH/GCu2A6BCIpTVwDK4w+dZAXMjRs3Cv9N+hzJQSiFPDi3HO7CMx+04u8ftuNXr52AKxDBjQsaJB7d6DBjnBW/uGUudm/dJPVQhkVdGd+rrs3uR4NN/vV0AH86/Yub5+Jghws/eOkQAOC8k4/U1SpCKVSTvNbJFZ1GjYunVWLr4R7EYoNFovxF4NTJ2UYTy01QMYkm0MWCRc9iVl0J3ovX1W3e9g4AoMqiHGLRCInWdbWelngkCumYWGGCRsVgX5sDAAebsTidOvq9iCKApF+m9qojeOM58wYZyODaTFpUWnR4ad95vLTvvPB6g82ApZPKJRyZAqGu1IC9rQ50uQJFE6kDgMtnVOPLl0zCb944hfmNpehy+qECp/RtUigIq2dU45/7O7G3zYEFjWXC64lMC+VxKgVLJ5Vj53cuQ3URpiUunmDDn987h0A4Cm+M/34p6x2dNJabsL/dCa1SU0clWo0KTZUmHO/2QM9Ei7a3rfIUKgAkzJva1oDgD0WhZ1VQy6C3m1rF4J1vXwJXIIxwlEMkGkM4GkOFWSeL8X8cqCszYPP+TgAoKqcOAL61aho+anPiey8dwrRqC0yqiPK9UygIK6dVQaNisPVw9yCnzheOQKuRx/pdjDAMU5QOHcDX1f1h+xnsb3fCG9PAqtcoPdAopTEeKdbJUGDt4wKvou2BsYhtJFunLhwOo729HYGAPBpE/2FNLcw6D44cOQIAuOyyy4T/XlkdwpKrqoWf5UhnP9Ap9SBGmWQb0Yxer0d9fT1Yls/pr08SDmkognYGyahVDB7+1Fxc+8h2HOhwYqqtODdzxcTSpUulHsKoUGJgsXRSObYc7sK9n2gWXveHorJOvQSKx0bFxuKJNgDA+6f7oS+rQlVUidLRCmlrMH3SBGkHopARvq6uE7Vl8mq7lQ+ydera29thsVgwYcIEMIwMTkg7XTDrNGlrnNrsPniDETTXWiUYmIKc4TgO/f39aG9vx8SJEwHwkTpCMfSoS6XcrMP/fmYBbn50J2aMV5TGaGfZsmVSD2HUWDWjGt9/6RA+anNgTkMpAF4oxSjz6Ekx2aiYKDVq0Vxjwa6zdkRZE6qM8v6eFTOkrcGcGVMlHolCJohYSlNdlcQjGTtkm1QaCARQXl4uD4cOgEbFIJpUYN/T0yP8d4zjoFJSd6gj2Ua0wjAMysvLB0Ws60p5R07FJFocFBtzG0rx3J1LUdu3W+qhKOTg0UcflXoIo8bqGTUwatVY85t3cfOjO7Hx/XPodQdlIXKVjWKyUbGxeKINe84N4ERHn9KjjmLmjS/F1y6djDPvbpZ6KAoZmFbDO3Wdp49JPJKxQ7ZOHQDZOHQAnzYWSXLqYrFEMW2MA1QyupePC8k2opnUeUAidbUlBrBFWgwMAHMaSqEJunJfqCApXq9X6iGMGjUlemz55grcfcU09HuD+M9NB/HW8V7Zp18Wk42KjSUTy+ELReGOapQedRTDqlX41uppiAY8Ug9FIQPjbUbMHGdFOYp331C8Oz7KYNUqRKLpnYRYjAMJ1DkcDvzv//6v8N6bb76Ja665Ju3vrVy5Ert3i49U/PSnPxU/YAl58skncf78+dwXKqTFrNOgxMAOSsNUUFAYHerLjPjyJZOx7VsXY/NXL8SXVjTh88snSj0shSJl0cSEKI8SqVNQGD5qFYN/fu0iTNW7pR7KmKE4dQUiNVJHRC2AePplPNqS6tSNJjQ5ddFoZvWh4Th1kUhkpEMaQrKN5MbVLbVYPaP4682qqoo3N75YKFYbMQyDWXUl+O5V03H9vDqphzMiitVGxUCVRY+mCr5eS4nU0Y8yl+inmG2kOHXD5OzZs2hubsbtt9+OqVOnYt26ddi2bRuWL1+OKVOmYNeuXQAAu92O66+/HpdfuBifvvZy7N33EQDgkUcewec//3msXLkSly6ejT//4bcAgHvvvRenTp3C3LlzcffddwMAPB4PbrzxRjQ3N2PdunXguMHNbx9//HF84xvfEH7+/e9/j29+85uDrrn33nvh9/sxd+5crFu3DgDwl7/8BYsXL8bcuXNxxx13CI6W2WzG3XffjZkzZ+Lyyy/Hrl27sHLlSjQ1NeHll18GwDtea9aswcqVKzFlyhT86Ec/Ev6tbJ971113Yc6cOdi5cyfuu+8+LFq0CLNmzcKXvvQlcByH559/Hrt378a6deswd+5c+P1+TJgwAX19fQCA3bt3Y+XKlQCAH/7wh1i/fj2WL1+O9evXo7e3FzfccAMWLVqERYsW4d133x2RjcvL5dt376drZ+MLFzVJPYwxZ/369VIPQSEHio3oR7ER3Sxp4lUwlUgd/ShziX6K2Ubyru6O86N/HMLh86ObIztjnBU/uHZm1mtOnjyJ5557Do8//jgWLVqEv/71r9i+fTtefvll/PSnP8WLL76IH/zgB5g3bx4e3/gsXtj8Cm6/7TZ89NE+BAIBHD16FFu3vYbdJ89j7crF+M5dX8f999+PgwcPYt++fQD49Mu9e/fi0KFDGDduHJYvX453330XF154oTCOm2++GT/5yU/w4IMPgmVZPPHEE3jssccGjfX+++/Hr3/9a+Fzjxw5gmeeeQbvvvsuWJbFv//7v2Pjxo347Gc/C6/Xi0svvRQPPvgg1q5di//6r//C1q1bcfjwYdx222247rrrAAC7du3CwYMHYTQasWjRIlx99dUwmUxZP3fJkiXYsGED/zeeMQPf//73AfCTbPPmzbjxxhvx61//Gg899BAWLlyY006HDx/G9u3bYTAY8OlPfxrf/OY3ceGFF6K1tRVXXHHFiFoSOJ1OlJSUDPv3FcaeLVu2YPXq1VIPQyELio3oR7ER3Vw8tQrPfNAmKCwq0Isyl+inmG1UFE6dVEycOBGzZ88GAMycOROXXXYZGIbB7NmzcfbsWQDA9u3b8cILL0CjYrBk+Qr8yN4Pl8uFSCSCq6++GpyaRZmtHJVVleju7k777yxevBj19fUAgLlz5+Ls2bODnDqz2YxLL70UmzdvxvTp0xEOh4VxZeK1117Dnj17sGjRIgCA3+8XQtJarRZXXnklAGD27NnQ6XRgWXbQfQHAqlWrhGjWJz/5SWzfvh0ajSbj56rVatxwww3C77/xxht44IEH4PP5YLfbMXPmTFx77bW5//BJXHfddTAY+Nqxbdu24fDhw8J7LpcLHo8HZrM5r88k+P1+xamjnAMHDhTt4lwsKDaiH8VGdHPFzGp8znYCNSVXSz0UhRwoc4l+itlGReHU5YqojRU6XSIVQqVSCT+rVKohNV4adVwJJSlzUqfTIRjmUxM1Gk3GurDkf0etVqe97gtf+AJ++tOform5GZ/73Odyjp3jONx222342c9+NuQ9lmUFRcVs95WqusgwTNbP1ev1UKt5lbhAIIB///d/x+7du9HQ0IAf/vCHGRvJazQaQYky9RqTKXFyGYvF8N5770GvV+oOFBQUFBSKA4ZhYFRlrkNXUFBQAJSaujHnoosuwsaNG6FRMfhg53bYysthtSaajAcjMagYBsQ9slgscLvzV+ZZsmQJ2tra8Ne//hW33npr2mtYlkU4HAYAXHbZZXj++eeFXmx2ux3nzp3L69/cunUr7HY7/H4/XnzxRSxfvlz05xLnrKKiAh6PB88//7zwXurfYMKECdizZw8A4IUXXsg4ntWrV+ORRx4RfiappgoKCgoKCgoKCgrFjOLUjTE//OEPsWfPHiycPw8P/+xHePjR3wMAjEa+QXQgHIWOTZihvLwcy5cvx6xZswShFLHcfPPNWL58OcrKytK+/6UvfQktLS1Yt24dZsyYgR//+MdYvXo1WlpasGrVKnR2dub17y1evBg33HADWlpacMMNN2DhwoWiP7e0tBRf/OIXMWvWLFxxxRVCuiYA3H777bjzzjsFoZQf/OAH+PrXv46FCxcKkb50/OpXv8Lu3bvR0tKCGTNmjLihbmVl5Yh+X2HsueOOO6QegkIOFBvRj2Ij+lFsJA8UO9FPMduISVVSpJGFCxdyqf3Yjhw5gunTp0s0ouFxsMOJcpMWtaUGBAIB6PV6HOl0wazToMFmHPHnX3PNNfjmN7+Jyy67bBRGm50nn3wSu3fvxq9//esx/7ekgthIDshxPowGJ0+exOTJk6UehkIWFBvRj2Ij+lFsJA8UO9FPEdiIyfSGEqkrIJqkXnUOhwPRWAzhaGxQpG44OBwOTJ06FQaDoSAO3ccFh8Mh9RAUcvDSSy9JPQSFHCg2oh/FRvSj2EgeKHain2K2UVEIpcgFjXpwA/JAmBf/0GsypxSKobS0FMePHx/RZ+TL7bffjttvv72g/6aCgoKCgoKCgoKCwlCUSF0B0ahUiERjws/BCP/fOo1iBgUFBQUFBQUFBQWF4aF4EwVEnZR+abVaEYxEwTAMtIpTRyXJKqUKdLJq1Sqph6CQA8VG9KPYiH4UG8kDxU70U8w2UryJAkLSLzmOg9FoRDAcg06jGtLvTYEOiEKpAr20tLRIPQSFHCg2oh/FRvSj2EgeKHain2K2keLUFRCNSgWO4xDjOHR1dSEQiUKvROmopaurS+ohKORgw4YNUg9BIQeKjehHsRH9KDaSB4qd6KeYbaR4FCPg85//PKqqqjBr1qxBr999991obm5GS0sL1q5dK6goalR8RC4S5cABCEVi0LEjE0lJ5ezZs/jrX/8q/Pzkk0/iK1/5yqj+G6ncfvvtQvPwlStXgrSfuOqqqwqmILls2bK8rn/zzTdxzTXXjNFoFBQUFBQUFBQUFAqH4tSNgNtvvx2vvPLKkNdXrVqFgwcPYv/+/Zg6dSp+9rOfAeDTLwEgEuMQ5fg//WiLpKQ6daNFJBLJ+3f+7//+D6WlpaM+lnTs2LGjIP+OgoKCgoKCgoKCAm0oTt0IWLFiBWw225DXV69eDY2G7xZxwQUXoL29HUBSpC7GYef7u/D5G6/G+ltuRFNTE+69915s3LgRixcvxuzZs3Hq1CkAvJN26aWXoqWlBZdddhlaW1sB8A7l1772NSxbtgxNTU1CpOzee+/FO++8g7lz5+IXv/gFAOD8+fO48sorMWXKFHz7298GAESjUdx+++2YNWsWZs+eLVybzO23344777wTS5Yswbe//W3s27cPF1xwgRCBHBgYyPr3mTBhAvr6+nD27FlMnz4dX/ziFzFz5kysXr0afr8fAPDBBx+gpaUFc+fOxd133z0k6gkAX/7yl/Hyyy8DANauXYvPf/7zAIDHH38c//mf/wkAMJvNAPgI3MqVK3HjjTeiubkZ69atA8fx4jSvvPIKmpubMX/+fPz9738XPt9ut+P6669HS0sLLrjgAuzfvx8AcOmll8LhcIDjOJSXl+PPf/4zAOCzn/0stm7dOmiMb775Ji6++GKsWbMmqz17e3txww03YNGiRVi0aBHeffddAMCuXbuwdOlSzJs3D8uWLcOxY8cA8JHWT37yk0Psp8DT1NQk9RAUcqDYiH4UG9GPYiN5oNiJforZRsXRp+5f9wJdB0b3M2tmA5+4f8Qf8/jjj+OWW24BAKhVvA8dicWg1mhx/MhBvPT3I6goL0dTUxO+8IUvYNeuXXj44YfxyCOP4Je//CW++tWv4rbbbsNtt92Gxx9/HF/72tfw4osvAgA6Ozuxfft2HD16FNdddx1uvPFG3H///XjooYewefNmALxTsG/fPuzduxc6nQ7Tpk3DV7/6VfT09KCjowMHDx4EkLnRdnt7O3bs2AG1Wo2WlhY88sgjuPjii/H9738fP/rRj/DLX/5S1N/hxIkTePrpp/H73/8eN998M1544QV85jOfwec+9zn8/ve/x9KlS3Hvvfem/d2LLroI77zzDq677jp0dHSgs7MTAPDOO+/gU5/61JDr9+7di0OHDmHcuHFYvnw53n33XSxcuBBf/OIX8frrr2Py5MmCTQDgBz/4AebNm4cXX3wRr7/+Oj772c9i3759WLFiBd599100NjaiqakJ77zzDj772c9i586d+O1vfzvk3/3oo49w5MgR2Gy2jPb8+te/jm9+85u48MIL0draiiuuuAJHjhxBc3Mz3nnnHWg0Gmzbtg3f/e538cILLwBAWvs1NDSI+rsXO2vXrpV6CAo5UGxEP4qN6EexkTxQ7EQ/xWwjJVI3hvzkJz+BRqPBunXrACTSL6NRDr5gCLPnLkDduHHQ6XSYNGkSVq9eDQCYPXs2zp49CwDYuXMnPv3pTwMA1q9fj+3btwuff/3110OlUmHGjBno7u7OOI7LLrsMJSUl0Ov1mDFjBs6dO4empiacPn0aX/3qV/HKK69klO+/6aaboFar4XQ64XA4cPHFFwMAbrvtNrz99tui/xYTJ07E3LlzAQALFizA2bNn4XA44Ha7sXTpUgAQ7jMV4tQdPnwYM2bMQHV1NTo7O7Fz5860tXSLFy9GfX09VCoV5s6di7Nnz+Lo0aOYOHEipkyZAoZh8JnPfEa4fvv27Vi/fj0APjrX398Pl8uF+fPn4+2338bbb7+Nf/u3f8OBAwfQ0dGBsrIymEymIf/uokWLUFtbm9We27Ztw1e+8hXMnTsX1113HVwuFzweD5xOJ2666SbMmjUL3/zmN3Ho0CHhc9PZT4Fn06ZNUg9BIQeKjehHsRH9KDaSB4qd6KeYbVQckbpRiKiNNk8++SQ2b96M1157TWhZoGIYqBm+rUEkxkGv0wnXq1Qq6OI/q1QqUTVsuqTfJymGua5Tq9WIRCIoKyvDRx99hFdffRWPPvoonn32WTz++ONDfjed8zIcUsdA0i/FUFdXB4fDgVdeeQUrVqyA3W7Hs88+C7PZDIvFkvPfGk49IMA7n08++SRaW1vxk5/8BJs2bcLzzz+Piy66KO31OhH2jMVieO+996DX6wf97le+8hVccskl2LRpE86ePYuVK1eO+v0UI6dPn5Z6CAo5UGxEP4qN6EexkTxQ7EQ/xWwjJVI3Brzyyit44IEH8PLLLw/pdaZRMwhHY4iCgUrEX3/ZsmX429/+BgDYuHFjRoeCYLFY4Ha7c35uX18fYrEYbrjhBvz4xz/Ghx9+mPX6kpISlJWV4Z133gEAPPXUU0LUbriUlpbCYrHg/fffBwDhPtNxwQUX4Je//CVWrFiBiy66CA899FDOv0Uyzc3NOHv2rFDb9vTTTwvvXXTRRdi4cSMAvjauoqICVqsVdXV16Ovrw4kTJ9DU1IQLL7wQDz30EFasWDGc2wXA11s+8sgjws/79u0DADidTtTV1QHgDwQUFBQUFBQUFBQUxKI4dSPg1ltvxdKlS3Hs2DHU19fjj3/8IwA+6uJ2u7Fq1SrMnTsXd955p/A7apUK3lAUAB+5y8UjjzyCJ554Ai0tLXjqqafw8MMPZ72+paUFarUac+bMSSt+Qujo6MDKlSsxd+5cfOYznxEUOrPxpz/9CXfffTdaWlqwb98+fP/738/5O7n44x//iC9+8YuYO3cuvF4vSkpK0l530UUXIRKJYPLkyZg/fz7sdnteTp1er8fvfvc7XH311Zg/fz6qqqqE9374wx9iz549aGlpwb333os//elPwntLlizB1KlThTF0dHTgwgsvHObdAr/61a+we/dutLS0YMaMGXj00UcBAN/+9rfxne98B/PmzVMicQoKCgoKCgoKCnnBZEvbo4WFCxdypPcZ4ciRI5g+fbpEIxo+Z/u8cAXCAIApVWYYtMWRATtcPB6PoFx5//33o7OzM6fjqjAUuc4HBQUFBQUFBQUF0WSMCCmRugJDxFIAQKcZ3cbjcuSf//wn5s6di1mzZuGdd97Bf/3Xf0k9JAGfzyf1EBRyQNpPKNCLYiP6UWxEP4qN5IFiJ/opZhspTl2BIb3q1OCgUuVOvyx2brnlFuzbtw8HDx7EP//5T1RWVko9JAGXyyX1EBRykNovUIE+FBvRj2Ij+lFsJA8UO9FPMdtIceoKjCaujqJm6E97VVBQUFBQUFBQUFCgH8WpKzAk/VLDxCQeiYKCgoKCgoKCgoJCMaA4dQVGHU+5tBgNEo9EIRelpaVSD0EhB2vWrJF6CAo5UGxEP4qN6EexkTxQ7EQ/xWwjxakrMEatGiUGFqVGXe6LFSSFZVmph6CQg5qaGqmHoJADxUb0o9iIfhQbyQPFTvRTzDZSnLoCo1ap0FhuwoC9T+qhKOSgt7dX6iEo5OCxxx6TeggKOVBsRD+KjehHsZE8UOxEP8VsI8WpGwFqtRpz584V/nf//ffjpZdewvXXXy9c87Of/QyTJ08Wfv7HP/6B6667DgAwYcKEIQ20ibx/Mt/4xjdQV1eHWGxwHd6LL76I++67DwBw++234/nnn89r/KQ/HADcfffdmDlzJu6++2788Ic/xEMPPQQA+P73v49t27YBAN555x3MnDkTc+fOhd/vz+vfSubuu+9Gc3MzWlpasHbtWjgcDgDAgQMHcPvttw/7cxUUFBQUFBQUFBQ+jihO3QgwGAzYt2+f8L97770Xy5Ytw3vvvSdcs3PnTlitVvT09AAAduzYgWXLlgnvu91utLW1AeAbSKcSi8WwadMmNDQ04K233hr03gMPPIB///d/H5V7+d3vfof9+/fjwQcfHPT6fffdh8svvxwAsHHjRnznO9/Bvn37YDAMvyZw1apVOHjwIPbv34+pU6fiZz/7GQBg9uzZaG9vR2tr6/BvREFBQUFBQUFBQeFjhkbqAYwG/7Prf3DUfnRUP7PZ1ox7Ft+T9+9VVlbCarXi5MmTmDx5Mjo6OnDDDTdgx44duP7667Fjxw78+Mc/Fpyim2++Gc888wz+4z/+A08//TRuvfVWPPXUU8Lnvfnmm5g5cyZuueUWPP3007jkkksAAMePH4dOp0NFRYVw7dtvv42f//zn6OrqwgMPPIAbb7wRHo8Ha9aswcDAAMLhMH784x8PKRK97rrr4PF4sGDBAnznO98Z9N7tt9+Oa665Bg6HA88++yxeffVV/Otf/8LGjRvx4IMP4tlnn0UwGMTatWvxox/9SNTfaPXq1cJ/X3DBBYMijNdeey3+9re/4dvf/rbIv/jYMRLHVaEwzJ49W+ohKORAsRH9KDaiH8VG8kCxE/0Us42USN0I8Pv9g9Ivn3nmGQDA8uXLsWPHDhw7dgxTpkzBBRdcgB07diASieCjjz7CokWLUFJSAgC44YYb8Pe//x0An5p57bXXDvo3iKO3du1a/POf/0Q4HAYAvPvuu5g/f/6gazs7O7F9+3Zs3rwZ9957LwBAr9dj06ZN+PDDD/HGG2/grrvuAscN7pH38ssvC1HHW265Je29fuELX8B1112HBx98EBs3bsSWLVtw4sQJ7Nq1C/v27cOePXvw9ttvAwAuuuiiQX8X8j+SxpnM448/jk984hPCzwsXLsQ777wjzgBjDLGRAr0kHxAo0IliI/pRbEQ/io3kgWIn+ilmGxVFpG44EbXRgDhCqSxbtgw7duxANBrF0qVLsXjxYtx3333Yu3cvmpubodfr0d/fDwAoLy9HWVkZ/va3v2H69OkwGo3C54RCIfzf//0ffv7zn8NisWDJkiV49dVXcc0116CzsxOVlZWD/t3rr78eKpUKM2bMQHd3NwCA4zh897vfxdtvvw2VSoWOjg50d3ePWP1ny5Yt2LJlC+bNmwcA8Hg8OHHiBFasWCHaKfvJT34CjUaDdevWCa9VVVXh/PnzIxrbaNHf34/y8nKph6GQhaeeegrr16+XehgKWVBsRD+KjehHsZE8UOxEP8Vso6Jw6mhj+fLleOSRRxCNRvHFL34RFosFgUAAb775plBPRyJuAHDLLbfgy1/+Mp588slBn/Pqq6/C4XAIoWKfzweDwYBrrrkGBoMBTqdz0PU6XaJNAonGbdy4Eb29vdizZw9YlsWECRMQCARGfI8cx+E73/kO7rjjjiHvXXTRRXC73UNef+ihh4T6vCeffBKbN2/Ga6+9BoZhhGsCgQA1aY/JNlKgE1KrqkAvio3oR7ER/Sg2kgeKneinmG2kOHVjwPTp03H+/Hls374d//u//wuAV7V89NFH8cADDwy5fu3atejs7MQVV1wxKEr19NNP4w9/+ANuvfVWAIDX68XEiRPh8/kwffp0/OUvf8k5FqfTiaqqKrAsizfeeAPnzp0blXu84oor8L3vfQ/r1q2D2WxGR0cHWJZFVVVVzkjdK6+8ggceeABvvfXWoMgkwNcKpqp/KigoKCgoKCgoKChkRqmpGwGpNXWkjo1hGCxZsgTl5eVCA+ulS5fi9OnTQqROpUr86S0WC+655x5otVrhNZ/Ph1deeQVXX3218JrJZMKFF16If/zjH1ixYgX27t07pD4ulXXr1mH37t2YPXs2/vznP6O5uXlU7n316tX49Kc/jaVLl2L27Nm48cYb00bn0vGVr3wFbrcbq1atwty5c3HnnXcK773xxhuD7llKkm2kQCcmk0nqISjkQLER/Sg2oh/FRvJAsRP9FLONmFxOAQ0sXLiQ271796DXjhw5gunTp0s0Ijr4+te/jmuvvVZIaZQ7wWAQF198MbZv3w6NRgki54MyHxQUFBQUFBQUih4m0xtKKEIiPB7PiD/ju9/9Lnw+3yiMhg5aW1tx//33U+PQjYaNFMaWHTt2SD0EhRwoNqIfxUb0o9hIHih2op9itpHi1EnEaDgM1dXVuO6660ZhNHQwZcoUrFy5UuphCChOHf3s3LlT6iEo5ECxEf0oNqIfxUbyQLET/RSzjWTt1MkhdVRBYaxR5oGCgoKCgoKCwscb2Tp1pNebsqFV+DjDcRz6+/uh1+ulHoqCgoKCgoKCgoJEyFYoJRwOo729fVR6rklBNBqFWq2WehgKWZCLjfR6Perr6wWl1Y8TXV1dqKmpkXoYCllQbEQ/io3oR7GRPFDsRD9FYKOMQil0KFIMA4JsZ4oAAAjVSURBVJZlMXHiRKmHMWyK4EtV9Cg2UlBQUFBQUFBQkAOyTb+UOxs3bpR6CAo5UGxEP4qN6EexEf0oNqIfxUbyQLET/RSzjRSnTkFBQUFBQUFBQUFBQcYoTp2CgoKCgoKCgoKCgoKMkYVQCsMwTgAnpB7HKFMBoE/qQYwiJQCcUg9ilFFsRD+Kjein2GwEFJ+dFBvRj2IjeVBsdlJsRB99HMddme4NuQilPMNx3JekHsRowjDMbo7jFko9jtGCYZjfKTaiG8VG9KPYSB4Um50UG9GPYiN5UGx2UmwkL+SSfvkPqQegkBPFRvSj2Ih+FBvJA8VO9KPYiH4UG9GPYiMZIQunjuM45UtFOYqN6EexEf0oNpIHip3oR7ER/Sg2oh/FRvJCFk5dkfI7qQegkBPFRvSj2Ih+FBvRj2Ij+lFsJA8UO9FP0dpIFkIpCgoKCgoKCgoKCgoKCulRInUKCgoKCgoKCgoKCgoyRnHqRgmGYRoYhnmDYZjDDMMcYhjm6/HXbQzDbGUY5kT8/8virzMMw/yKYZiTDMPsZxhmftJnRRmG2Rf/38tS3VOxMVo2YhjmkiT77GMYJsAwzPUS3lrRMMrz6H8YhjkY/98tUt1TsTEMGzUzDLOTYZggwzD/kfJZjzMM08MwzEEp7qVYGS0bMQyjZxhmF8MwH8U/50dS3VOxMcrz6CzDMAfiz6PdUtxPsTKKc2layr7BxTDMNyS6raJilOfS1+N7hkNytI+SfjlKMAxTC6CW47gPGYaxANgD4HoAtwOwcxx3P8Mw9wIo4zjuHoZhrgLwVQBXAVgC4GGO45bEP8vDcZxZivsoZkbTRkmfaQNwEkA9x3G+wt1NcTJaNmIY5moA3wDwCQA6AG8CuIzjOFeBb6noGIaNqgA0xq8Z4DjuoaTPWgHAA+DPHMfNKuydFC+jZSOGYRgAJo7jPAzDsAC2A/g6x/3/9u4uxI6zjuP492cSmzelmtRWYmuI3hjXNiGt2helRSoKoiKh6IUW77yS4oWgF1aEXPRGBKugEqFCWinW4AtoEl9oa2ti0rBpUxPFirUJMVFq39Xa9O/FzOJGaulmnznbs+f7gcOefXZm+D/8zzM7/5ln5tTekXdqkWk8jv4EXFpV4/zdWy9LLfM0a5tLgOPAO6rq4dH0ZPFquL+bAr4LvB14Fvgp8Kmq+sOIu3TWvFLXSFWdqKqD/fsngSPAOuBDwC39YrfQfYjo279Tnb3Auf0HUwMZKEdbgZ9Y0LXRMEcbgbuq6rmqehq4H3jBL+vU3Mw1R1V1qqr2A/9+gW3dBTw6grAnSqsc9ePqqf7XZf3LM8ENtBxHGs5AeXoP8JAFXRsNc/QWYF9VPVNVzwF3Ah8ZvgftWNQNIMl6YDOwDzi/qk70f/oLcH7/fh3wyKzVjvVtAMuTHEiyN07rG0SDHM34KHDbcJFOrnnm6BDwviQrk6wFrgEuHEXck+Ql5kgLaL45SrIkyTRwCthTVfsGCnViNRhHBexOcl+SRfVF0S8nDfd3HjcMZJ45Ogy8K8maJCvpZgCN1XHD0oUOYLFJshq4A7ihqp7oZq90qqqSvJSznG+squNJNgC/SPJAVT00UMgTp1GOZi75vw3YNUigE2y+Oaqq3UkuA+4F/gr8Gjg9YMgTp9U40nBa5KiqTgObkpwL7EwyVVXeA9lIo3F0VX/M8DpgT5Kj/VVwNdLwuOGVwAeBzw0S6ARrcNxwJMlNwG7gaWCaMTtu8EpdQ/09B3cAO6rq+33zyZkpe/3PU337cc48A/CGvo2qmvn5R7p7gTYPHvyEaJWj3nXAzqpyOkxDDcfRtqraVFXXAgF+P4r4J8Ecc6QF0DpHVfUY8EucxtxMqxzNOmY4BeykuydIjTQeS+8HDlbVyfaRTq6GY2l7VW2pqncDf2fMjhss6hrpbyjfDhypqi/P+tMPgev799cDP5jV/ol03gk8XlUnkrwmyTn9NtcCVwK/HUknFrlWOZq13sdwCkVTDcfRkiRr+m1eDFxMd/ZN83QWOdKItcpRkvP6K3QkWQFcCxxtHvAEapijVf3DIUiyCngv3TQyNTDA/s7jhsZa5qi/2k2Si+jup7u1bbTD8umXjSS5CrgbeAB4vm/+PN283tuBi4CHgeuq6tH+Q3gz3VnPZ4BPVtWBJFcA3+i38QrgK1W1faSdWaRa5ajf1nrgHuDCqnoeNdFwHC0HDvbrP0H3BKvpkXVkETuLHF0AHABe3S//FLCxnx5zG3A1sBY4Cdzo/m7+WuUIWE/3gIEldP+Pbq+qL42uJ4tXwxytpbs6B90tNbdW1bZR9WOxa7y/WwX8GdhQVY+PtieLV+Mc3Q2soXuIymeq6ucj7cw8WdRJkiRJ0hhz+qUkSZIkjTGLOkmSJEkaYxZ1kiRJkjTGLOokSZIkaYxZ1EmSJEnSGLOokyRNlCSnk0zPeq2f4/pXJ/nxQOFJkjRnSxc6AEmSRuwfVbVpoYOQJKkVr9RJkiZeki1J7kxyX5JdSV7ft785yc+SHEpyMMmb+lVWJ/lekqNJdiRJv/wXkuxPcjjJN2faJUkakkWdJGnSrJg19XJnkmXAV4GtVbUF+DawrV92B/C1qroEuAI40bdvBm4ANgIbgCv79pur6rKqmgJWAB8YSY8kSRPN6ZeSpElzxvTLJFPAFLCnv7C2BDiR5FXAuqraCVBV/+yXB/hNVR3rf58G1gO/Aq5J8llgJfBa4EHgR6PolCRpclnUSZImXYAHq+ryMxq7ou7/+des96eBpUmWA18HLq2qR5J8EVjeOlhJkv6X0y8lSZPud8B5SS4HSLIsyVur6kngWJIP9+3nJFn5ItuZKeD+lmQ1sHXIoCVJmmFRJ0maaFX1LF0BdlOSQ8A03f1zAB8HPp3kfuBe4IIX2c5jwLeAw8AuYP9wUUuS9F+pqoWOQZIkSZJ0lrxSJ0mSJEljzKJOkiRJksaYRZ0kSZIkjTGLOkmSJEkaYxZ1kiRJkjTGLOokSZIkaYxZ1EmSJEnSGLOokyRJkqQx9h9scm7E+U67zgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"temp_month[\"mean\"].plot(label='monthly temperature', figsize=(15, 8))\n",
"temp_month[\"mean\"].rolling(12, center=True).mean().plot(label='12 months rolling window mean')\n",
"temp_month[\"mean\"].ewm(halflife=2).mean().plot(label='EWMA(halflife=2)') # Exponentially-weighted moving average\n",
"ax = plt.gca()\n",
"ax.grid(color= (0.1, 0.1, 0.1), linestyle='--', linewidth=1, alpha=0.5)\n",
"plt.autoscale(enable=True, axis='x', tight=True)\n",
"plt.legend()\n",
"plt.ylabel(\"Temperature (°C)\")\n",
"sns.despine()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = dd.read_csv(\"../data/safe/M03*.csv\", sep=\";\", decimal=\",\", dtype={\"Temp Suelo 10 cm (ºC)\": 'object',\n",
" \"Temp Suelo 30 cm (ºC)\": 'object'}\n",
").compute()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"../data/M03_Aranjuez_01_01_2000_31_12_2004.csv\", sep=\";\", encoding=\"utf-8\", skiprows=0, decimal=\",\")\n",
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"../data/test.csv\", sep=\",\", decimal=\".\", usecols=[0, 1])\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"../data/mini.csv\", sep=\";\", encoding=\"latin1\", decimal=\",\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment