949 lines
343 KiB
Plaintext
949 lines
343 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c2188cd7",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Read data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 147,
|
|
"id": "5b2b0060",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import datetime\n",
|
|
"import seaborn as sns\n",
|
|
"import matplotlib.pyplot as plt"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 148,
|
|
"id": "52f55dde",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"\n",
|
|
"activity_cols = {\n",
|
|
" \"Datum\": \"date\",\n",
|
|
" \"Ø Pace\": \"pace_average\",\n",
|
|
" \"Kalorien\": \"calories\",\n",
|
|
" \"Zeit\": \"time\",\n",
|
|
" \"Ø Herzfrequenz\": \"heart_rate_average\",\n",
|
|
"}\n",
|
|
"df_activities = pd.read_csv(\n",
|
|
" \"data/raw/all_activities.csv\",\n",
|
|
" usecols=list(activity_cols.keys())\n",
|
|
")\n",
|
|
"df_activities.rename(columns=activity_cols, inplace=True)\n",
|
|
"\n",
|
|
"sleep_cols = {\n",
|
|
" \"Sleep Score 7 Tage\": \"date\",\n",
|
|
" \"Score\": \"score\",\n",
|
|
" \"Dauer\": \"duration\",\n",
|
|
" \"Schlafenszeit\": \"bedtime\",\n",
|
|
" \"Ruheherzfrequenz\": \"resting_heart_rate\",\n",
|
|
" \"HFV-Status\": \"hrv_status\",\n",
|
|
"}\n",
|
|
"df_sleep = pd.read_csv(\n",
|
|
" \"data/raw/sleep.csv\",\n",
|
|
" usecols=list(sleep_cols.keys())\n",
|
|
")\n",
|
|
"df_sleep.rename(columns=sleep_cols, inplace=True)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 149,
|
|
"id": "8f4ea4b1",
|
|
"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>date</th>\n",
|
|
" <th>calories</th>\n",
|
|
" <th>time</th>\n",
|
|
" <th>heart_rate_average</th>\n",
|
|
" <th>pace_average</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>2025-09-21 09:53:57</td>\n",
|
|
" <td>2,817</td>\n",
|
|
" <td>04:35:15</td>\n",
|
|
" <td>148</td>\n",
|
|
" <td>6:27</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>2025-09-20 15:18:50</td>\n",
|
|
" <td>246</td>\n",
|
|
" <td>00:20:13</td>\n",
|
|
" <td>144</td>\n",
|
|
" <td>5:26</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>2025-09-19 12:31:00</td>\n",
|
|
" <td>210</td>\n",
|
|
" <td>00:30:18</td>\n",
|
|
" <td>116</td>\n",
|
|
" <td>25.4</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>2025-09-15 11:16:13</td>\n",
|
|
" <td>350</td>\n",
|
|
" <td>00:30:39</td>\n",
|
|
" <td>133</td>\n",
|
|
" <td>5:28</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>2025-09-13 10:51:36</td>\n",
|
|
" <td>549</td>\n",
|
|
" <td>00:44:56</td>\n",
|
|
" <td>144</td>\n",
|
|
" <td>4:59</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" date calories time heart_rate_average pace_average\n",
|
|
"0 2025-09-21 09:53:57 2,817 04:35:15 148 6:27\n",
|
|
"1 2025-09-20 15:18:50 246 00:20:13 144 5:26\n",
|
|
"2 2025-09-19 12:31:00 210 00:30:18 116 25.4\n",
|
|
"3 2025-09-15 11:16:13 350 00:30:39 133 5:28\n",
|
|
"4 2025-09-13 10:51:36 549 00:44:56 144 4:59"
|
|
]
|
|
},
|
|
"execution_count": 149,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df_activities.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 150,
|
|
"id": "ad575627",
|
|
"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>date</th>\n",
|
|
" <th>score</th>\n",
|
|
" <th>resting_heart_rate</th>\n",
|
|
" <th>hrv_status</th>\n",
|
|
" <th>duration</th>\n",
|
|
" <th>bedtime</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>2025-09-30</td>\n",
|
|
" <td>77</td>\n",
|
|
" <td>44</td>\n",
|
|
" <td>83</td>\n",
|
|
" <td>6h 47min</td>\n",
|
|
" <td>11:22 PM</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>2025-09-29</td>\n",
|
|
" <td>73</td>\n",
|
|
" <td>46</td>\n",
|
|
" <td>84</td>\n",
|
|
" <td>9h 6min</td>\n",
|
|
" <td>10:52 PM</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>2025-09-28</td>\n",
|
|
" <td>34</td>\n",
|
|
" <td>47</td>\n",
|
|
" <td>84</td>\n",
|
|
" <td>6h 34min</td>\n",
|
|
" <td>12:34 AM</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>2025-09-27</td>\n",
|
|
" <td>93</td>\n",
|
|
" <td>41</td>\n",
|
|
" <td>92</td>\n",
|
|
" <td>8h 32min</td>\n",
|
|
" <td>10:39 PM</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>2025-09-26</td>\n",
|
|
" <td>97</td>\n",
|
|
" <td>42</td>\n",
|
|
" <td>90</td>\n",
|
|
" <td>7h 50min</td>\n",
|
|
" <td>10:07 PM</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" date score resting_heart_rate hrv_status duration bedtime\n",
|
|
"0 2025-09-30 77 44 83 6h 47min 11:22 PM\n",
|
|
"1 2025-09-29 73 46 84 9h 6min 10:52 PM\n",
|
|
"2 2025-09-28 34 47 84 6h 34min 12:34 AM\n",
|
|
"3 2025-09-27 93 41 92 8h 32min 10:39 PM\n",
|
|
"4 2025-09-26 97 42 90 7h 50min 10:07 PM"
|
|
]
|
|
},
|
|
"execution_count": 150,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df_sleep.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "91f04fe7",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Clean data/time features"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 151,
|
|
"id": "826e5af0",
|
|
"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>date</th>\n",
|
|
" <th>calories</th>\n",
|
|
" <th>time</th>\n",
|
|
" <th>heart_rate_average</th>\n",
|
|
" <th>pace_average</th>\n",
|
|
" <th>time_seconds</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>2025-09-21</td>\n",
|
|
" <td>2,817</td>\n",
|
|
" <td>09:53:57</td>\n",
|
|
" <td>148</td>\n",
|
|
" <td>387.0</td>\n",
|
|
" <td>35637</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>2025-09-20</td>\n",
|
|
" <td>246</td>\n",
|
|
" <td>15:18:50</td>\n",
|
|
" <td>144</td>\n",
|
|
" <td>326.0</td>\n",
|
|
" <td>55130</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>2025-09-19</td>\n",
|
|
" <td>210</td>\n",
|
|
" <td>12:31:00</td>\n",
|
|
" <td>116</td>\n",
|
|
" <td>25.4</td>\n",
|
|
" <td>45060</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>2025-09-15</td>\n",
|
|
" <td>350</td>\n",
|
|
" <td>11:16:13</td>\n",
|
|
" <td>133</td>\n",
|
|
" <td>328.0</td>\n",
|
|
" <td>40573</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>2025-09-13</td>\n",
|
|
" <td>549</td>\n",
|
|
" <td>10:51:36</td>\n",
|
|
" <td>144</td>\n",
|
|
" <td>299.0</td>\n",
|
|
" <td>39096</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" date calories time heart_rate_average pace_average time_seconds\n",
|
|
"0 2025-09-21 2,817 09:53:57 148 387.0 35637\n",
|
|
"1 2025-09-20 246 15:18:50 144 326.0 55130\n",
|
|
"2 2025-09-19 210 12:31:00 116 25.4 45060\n",
|
|
"3 2025-09-15 350 11:16:13 133 328.0 40573\n",
|
|
"4 2025-09-13 549 10:51:36 144 299.0 39096"
|
|
]
|
|
},
|
|
"execution_count": 151,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"def pace_to_seconds(pace_str):\n",
|
|
" try:\n",
|
|
" if isinstance(pace_str, str) and \":\" in pace_str:\n",
|
|
" parts = pace_str.split(\":\")\n",
|
|
" if len(parts) == 2:\n",
|
|
" minutes, seconds = int(parts[0]), int(parts[1])\n",
|
|
" return minutes * 60 + seconds\n",
|
|
" elif len(parts) == 3: # If format is HH:MM:SS\n",
|
|
" hours, minutes, seconds = int(\n",
|
|
" parts[0]), int(parts[1]), int(parts[2])\n",
|
|
" return hours * 3600 + minutes * 60 + seconds\n",
|
|
" return float(pace_str)\n",
|
|
" except Exception:\n",
|
|
" return 0\n",
|
|
"\n",
|
|
"\n",
|
|
"# activities\n",
|
|
"date = pd.to_datetime(df_activities[\"date\"], errors=\"coerce\")\n",
|
|
"df_activities[\"date\"] = date.dt.date\n",
|
|
"df_activities['date'] = pd.to_datetime(df_activities['date'], errors='coerce')\n",
|
|
"df_activities[\"time\"] = date.dt.time\n",
|
|
"df_activities[\"time_seconds\"] = df_activities[\"time\"].apply(\n",
|
|
" lambda t: t.hour * 3600 + t.minute * 60 +\n",
|
|
" t.second if hasattr(t, \"hour\") else 0\n",
|
|
")\n",
|
|
"\n",
|
|
"df_activities[\"pace_average\"] = df_activities[\"pace_average\"].apply(\n",
|
|
" pace_to_seconds)\n",
|
|
"\n",
|
|
"df_activities.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 152,
|
|
"id": "06bd16d9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"date datetime64[ns]\n",
|
|
"calories object\n",
|
|
"time object\n",
|
|
"heart_rate_average object\n",
|
|
"pace_average float64\n",
|
|
"time_seconds int64\n",
|
|
"dtype: object"
|
|
]
|
|
},
|
|
"execution_count": 152,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df_activities.dtypes"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 153,
|
|
"id": "2cbef16d",
|
|
"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>date</th>\n",
|
|
" <th>calories</th>\n",
|
|
" <th>time</th>\n",
|
|
" <th>heart_rate_average</th>\n",
|
|
" <th>pace_average</th>\n",
|
|
" <th>time_seconds</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>2025-09-21</td>\n",
|
|
" <td>2817</td>\n",
|
|
" <td>09:53:57</td>\n",
|
|
" <td>148</td>\n",
|
|
" <td>387.0</td>\n",
|
|
" <td>35637</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>2025-09-20</td>\n",
|
|
" <td>246</td>\n",
|
|
" <td>15:18:50</td>\n",
|
|
" <td>144</td>\n",
|
|
" <td>326.0</td>\n",
|
|
" <td>55130</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>2025-09-19</td>\n",
|
|
" <td>210</td>\n",
|
|
" <td>12:31:00</td>\n",
|
|
" <td>116</td>\n",
|
|
" <td>25.4</td>\n",
|
|
" <td>45060</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>2025-09-15</td>\n",
|
|
" <td>350</td>\n",
|
|
" <td>11:16:13</td>\n",
|
|
" <td>133</td>\n",
|
|
" <td>328.0</td>\n",
|
|
" <td>40573</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>2025-09-13</td>\n",
|
|
" <td>549</td>\n",
|
|
" <td>10:51:36</td>\n",
|
|
" <td>144</td>\n",
|
|
" <td>299.0</td>\n",
|
|
" <td>39096</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" date calories time heart_rate_average pace_average \\\n",
|
|
"0 2025-09-21 2817 09:53:57 148 387.0 \n",
|
|
"1 2025-09-20 246 15:18:50 144 326.0 \n",
|
|
"2 2025-09-19 210 12:31:00 116 25.4 \n",
|
|
"3 2025-09-15 350 11:16:13 133 328.0 \n",
|
|
"4 2025-09-13 549 10:51:36 144 299.0 \n",
|
|
"\n",
|
|
" time_seconds \n",
|
|
"0 35637 \n",
|
|
"1 55130 \n",
|
|
"2 45060 \n",
|
|
"3 40573 \n",
|
|
"4 39096 "
|
|
]
|
|
},
|
|
"execution_count": 153,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"\n",
|
|
"numeric_columns = [\n",
|
|
" \"calories\",\n",
|
|
" \"heart_rate_average\",\n",
|
|
" \"pace_average\",\n",
|
|
" \"time_seconds\",\n",
|
|
"]\n",
|
|
"\n",
|
|
"for col in numeric_columns:\n",
|
|
" if df_activities[col].dtype == \"object\":\n",
|
|
" df_activities[col] = pd.to_numeric(df_activities[col].str.replace(',', '').replace('--', '0'), errors='coerce')\n",
|
|
" else:\n",
|
|
" df_activities[col] = pd.to_numeric(df_activities[col], errors='coerce')\n",
|
|
"\n",
|
|
"df_activities.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 154,
|
|
"id": "9603af45",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"date datetime64[ns]\n",
|
|
"calories int64\n",
|
|
"time object\n",
|
|
"heart_rate_average int64\n",
|
|
"pace_average float64\n",
|
|
"time_seconds int64\n",
|
|
"dtype: object"
|
|
]
|
|
},
|
|
"execution_count": 154,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df_activities.dtypes"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 155,
|
|
"id": "d3ec20f3",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def bedtime_to_seconds(bedtime_str):\n",
|
|
" try:\n",
|
|
" t = pd.to_datetime(bedtime_str, format=\"%I:%M %p\", errors=\"coerce\")\n",
|
|
" if pd.isnull(t):\n",
|
|
" return 0\n",
|
|
" return t.hour * 3600 + t.minute * 60 + t.second\n",
|
|
" except Exception:\n",
|
|
" return 0\n",
|
|
"\n",
|
|
"df_sleep[\"bedtime_seconds\"] = df_sleep[\"bedtime\"].apply(bedtime_to_seconds)\n",
|
|
"\n",
|
|
"df_sleep[\"date\"] = pd.to_datetime(df_sleep[\"date\"], errors=\"coerce\")\n",
|
|
"\n",
|
|
"df_sleep[\"duration\"] = pd.to_timedelta(df_sleep[\"duration\"], errors=\"coerce\")\n",
|
|
"df_sleep[\"duration_seconds\"] = (\n",
|
|
" df_sleep[\"duration\"].dt.total_seconds().fillna(0).astype(int)\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 156,
|
|
"id": "845cc713",
|
|
"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>date</th>\n",
|
|
" <th>score</th>\n",
|
|
" <th>resting_heart_rate</th>\n",
|
|
" <th>hrv_status</th>\n",
|
|
" <th>duration</th>\n",
|
|
" <th>bedtime</th>\n",
|
|
" <th>bedtime_seconds</th>\n",
|
|
" <th>duration_seconds</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>2025-09-30</td>\n",
|
|
" <td>77</td>\n",
|
|
" <td>44</td>\n",
|
|
" <td>83</td>\n",
|
|
" <td>0 days 06:47:00</td>\n",
|
|
" <td>11:22 PM</td>\n",
|
|
" <td>84120</td>\n",
|
|
" <td>24420</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>2025-09-29</td>\n",
|
|
" <td>73</td>\n",
|
|
" <td>46</td>\n",
|
|
" <td>84</td>\n",
|
|
" <td>0 days 09:06:00</td>\n",
|
|
" <td>10:52 PM</td>\n",
|
|
" <td>82320</td>\n",
|
|
" <td>32760</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>2025-09-28</td>\n",
|
|
" <td>34</td>\n",
|
|
" <td>47</td>\n",
|
|
" <td>84</td>\n",
|
|
" <td>0 days 06:34:00</td>\n",
|
|
" <td>12:34 AM</td>\n",
|
|
" <td>2040</td>\n",
|
|
" <td>23640</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>2025-09-27</td>\n",
|
|
" <td>93</td>\n",
|
|
" <td>41</td>\n",
|
|
" <td>92</td>\n",
|
|
" <td>0 days 08:32:00</td>\n",
|
|
" <td>10:39 PM</td>\n",
|
|
" <td>81540</td>\n",
|
|
" <td>30720</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>2025-09-26</td>\n",
|
|
" <td>97</td>\n",
|
|
" <td>42</td>\n",
|
|
" <td>90</td>\n",
|
|
" <td>0 days 07:50:00</td>\n",
|
|
" <td>10:07 PM</td>\n",
|
|
" <td>79620</td>\n",
|
|
" <td>28200</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" date score resting_heart_rate hrv_status duration bedtime \\\n",
|
|
"0 2025-09-30 77 44 83 0 days 06:47:00 11:22 PM \n",
|
|
"1 2025-09-29 73 46 84 0 days 09:06:00 10:52 PM \n",
|
|
"2 2025-09-28 34 47 84 0 days 06:34:00 12:34 AM \n",
|
|
"3 2025-09-27 93 41 92 0 days 08:32:00 10:39 PM \n",
|
|
"4 2025-09-26 97 42 90 0 days 07:50:00 10:07 PM \n",
|
|
"\n",
|
|
" bedtime_seconds duration_seconds \n",
|
|
"0 84120 24420 \n",
|
|
"1 82320 32760 \n",
|
|
"2 2040 23640 \n",
|
|
"3 81540 30720 \n",
|
|
"4 79620 28200 "
|
|
]
|
|
},
|
|
"execution_count": 156,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"numeric_columns = [\n",
|
|
" \"score\",\n",
|
|
" \"duration_seconds\",\n",
|
|
" \"bedtime_seconds\",\n",
|
|
" \"resting_heart_rate\",\n",
|
|
" \"hrv_status\"\n",
|
|
"]\n",
|
|
"\n",
|
|
"for col in numeric_columns:\n",
|
|
" if df_sleep[col].dtype == \"object\":\n",
|
|
" df_sleep[col] = pd.to_numeric(df_sleep[col].str.replace(',', '').replace('--', '0'), errors='coerce')\n",
|
|
" else:\n",
|
|
" df_sleep[col] = pd.to_numeric(df_sleep[col], errors='coerce')\n",
|
|
"\n",
|
|
"df_sleep.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e228914c",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Corelation Matrix sleep after training"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 157,
|
|
"id": "05da5fe7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"date 365\n",
|
|
"calories 251\n",
|
|
"time 251\n",
|
|
"heart_rate_average 251\n",
|
|
"pace_average 251\n",
|
|
"time_seconds 251\n",
|
|
"score 365\n",
|
|
"resting_heart_rate 365\n",
|
|
"hrv_status 365\n",
|
|
"duration 364\n",
|
|
"bedtime 365\n",
|
|
"bedtime_seconds 365\n",
|
|
"duration_seconds 365\n",
|
|
"dtype: int64"
|
|
]
|
|
},
|
|
"execution_count": 157,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df_latest_activity = df_activities.sort_values('time').groupby('date', as_index=False).last()\n",
|
|
"\n",
|
|
"df_combined = pd.merge(df_latest_activity, df_sleep, on='date', how='right')\n",
|
|
"df_combined.count()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 158,
|
|
"id": "41080d47",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x1000 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"correlation_matrix = df_combined.corr(numeric_only=True)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12, 10))\n",
|
|
"sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0)\n",
|
|
"plt.title(\"Korrelationsmatrix - Alle Aktivitären\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 161,
|
|
"id": "cf54e6c7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABA4AAAO8CAYAAADJe/awAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XVYVNkbB/DvDN0p3aKAiYiJgd25rt261rqu7dpiLHavHdjdYufa3aBrY6B0y8Aw9/cHy+A4M4pB7e/7eR6ehzlzzp1zD3cuM+99z7kiQRAEEBERERERERGpIM7vDhARERERERFRwcXAARERERERERGpxcABEREREREREanFwAERERERERERqcXAARERERERERGpxcABEREREREREanFwAERERERERERqcXAARERERERERGpxcABEREREREREanFwAER5ZugoCCIRCJcv35doTwqKgq+vr4wNDTE8ePH86l3ylxcXNC9e/dvavvnn39i7969SuVnzpyBSCTCmTNnvqtvhcnmzZsxf/78r2rz4sULiEQiBAUF5UqfAMDf3x8ikeiLP5MmTfqu1/nev/mP6ENuuXHjBn799VeULl0aRkZGsLa2Rt26dXHq1Kkcb+PKlSto1aoVnJycoKOjA2tra1SpUgXDhg1TqLdkyZJcPR5y4v/x/fsl3bt3h4uLS353Q0FoaCi6dOkCNzc36OrqwtLSEj4+Phg4cCASEhK+alvdu3eHoaFhjup+z3v1xYsXaNKkCczNzSESiTB48OBv2g4R0Y+imd8dICL62OvXr1GvXj28f/8eJ06cQOXKlfO7Sz/En3/+iTZt2qBly5YK5T4+Prh06RJKlCiRPx3LB5s3b8b9+/e/6oOwra0tLl26hKJFi+Zav5YsWaLwJSI4OBhTp07F2rVr4enpKS93cHD4rtf53r/5pUuXvrsPuWXLli24evUqevbsibJlyyI5ORnLli1DnTp1sG7dOnTt2vWz7YODg9G8eXP4+/tj5syZsLW1RXh4OK5fv46tW7dizpw58rpLliyBpaXlNwfz6P/DrVu34OfnBy8vL0yYMAEuLi6IiorCnTt3sHXrVgwfPhzGxsb53U0lQ4YMwZUrV7BmzRrY2NjA1tY2v7tERP/nGDggogLj8ePHqFu3LtLT03H27FmULl36u7f54cMH6OrqQiQSKT2XkpICfX39736N72FsbPyfCY7khoyMDEilUujo6OT6OH36Rf7hw4cAgFKlSsHX11dtu689jr73b16Qj5eRI0di9uzZCmWNGzeGj48PJk+e/MXAwcyZM+Hq6oqjR49CUzP7I0r79u0xc+bMXOkzqVcQzpHfa/78+RCLxThz5gyMjIzk5W3atMGUKVMgCEI+9k69+/fvo2LFikrBZiKi/MKpCkRUINy+fRvVqlWDpqYmzp8/rxQ0OH/+POrUqQMjIyPo6+ujatWqCA4OVqiTNfXh2LFj6NmzJ4oUKQJ9fX1IJBL4+/ujVKlS+Pvvv1G1alXo6+ujZ8+eAICEhAQMHz4crq6u0NbWhr29PQYPHozk5OTP9jk1NRXDhg2Dt7c3TExMYG5ujipVqmDfvn0K9UQiEZKTk7Fu3Tp5uru/vz8A9anO+/fvR5UqVaCvrw8jIyPUq1cPly5dUqgzadIkiEQiPHjwAB06dICJiQmsra3Rs2dPxMfHK9TdsWMHKlWqBBMTE+jr68PNzU2+/x/3Y/PmzRg1ahRsbW1haGiIZs2a4f3790hMTESfPn1gaWkJS0tL9OjRA0lJSQqv8ddff6FGjRqwsrKCgYEBSpcujZkzZyI9PV1ex9/fH8HBwXj58qVC+j+QPR1h5syZmDp1KlxdXaGjo4PTp08rTVVITU1FuXLl4O7urrCv7969g42NDfz9/ZGRkfHZv9+3yBrzmzdvok2bNjAzM5NnQVy/fh3t27eHi4sL9PT04OLigg4dOuDly5cK21D1N89Kf37y5AkaN24MQ0NDODo6YtiwYZBIJArtP01/zjruT58+jf79+8PS0hIWFhZo3bo13r59q9BWIpFg2LBhsLGxgb6+PmrUqIEbN24oTcNJSUmRvyd0dXVhbm4OX19fbNmy5bPjY2VlpVSmoaGB8uXL49WrV59tCwDR0dGwtLRUCBpkEYuzP7K4uLjgwYMHOHv2rPwYykqPzxqPFy9eKLRXNe5Z54Vr166hevXq8vfG9OnTIZPJFNo/fPgQDRs2hL6+PiwtLdGvXz8kJiaq3I8TJ06gTp06MDY2hr6+Pvz8/HDy5EmFOl/z/v3U4MGDYWBgoDLNvl27drC2tpa/72QyGWbOnAlPT0/o6OjAysoKXbt2xevXrxXafe4cqU5QUBA8PDygo6MDLy8vrF+/XmW9tLQ0TJ06Vd6HIkWKoEePHoiMjFSo5+LigqZNm+LgwYMoV64c9PT04OXlhYMHD8pfz8vLCwYGBqhYsaLSNDdVoqOjYWxsrHZ6wadB5SNHjqBOnTryc6WXlxcCAwOV2uXkvfqpyMhIDBgwACVKlIChoSGsrKxQu3ZtnDt3Tl4n6zh98uQJDh8+LD++s47nnP6/EolEGDhwIDZs2AAvLy/o6+ujbNmy8rEkIvpaDBwQUb47f/48/P39YWVlhfPnz8PNzU3h+bNnz6J27dqIj4/H6tWrsWXLFhgZGaFZs2bYtm2b0vZ69uwJLS0tbNiwATt37oSWlhYAIDw8HJ07d0bHjh1x6NAhDBgwACkpKahZsybWrVuHQYMG4fDhwxg1ahSCgoLQvHnzz16NkkgkiImJwfDhw7F3715s2bIF1apVQ+vWrRU+QF+6dAl6enpo3LgxLl26hEuXLmHJkiVqt7t582a0aNECxsbG2LJlC1avXo3Y2Fj4+/vj/PnzSvV/+uknFC9eHLt27cIff/yBzZs3Y8iQIQqv365dO7i5uWHr1q0IDg7GhAkTIJVKlbY1ZswYREREICgoCHPmzMGZM2fQoUMH/PTTTzAxMcGWLVswcuRIbNiwAWPGjFFo+/TpU3Ts2BEbNmzAwYMH0atXL8yaNQt9+/aV11myZAn8/PxgY2MjH4tPAyILFy7EqVOnMHv2bBw+fFhhmkAWXV1dbN++HREREfIvNzKZDJ06dYIgCNiyZQs0NDTUjvH3at26Ndzd3bFjxw4sW7YMQGbgw8PDA/Pnz8fRo0cxY8YMhIeHo0KFCoiKivriNtPT09G8eXPUqVMH+/btQ8+ePTFv3jzMmDEjR33q3bs3tLS0sHnzZsycORNnzpxB586dFer06NED8+fPR48ePbBv3z789NNPaNWqFeLi4hTqDR06FEuXLsWgQYNw5MgRbNiwAT///DOio6NzNkAfkUqlOHfuHEqWLPnFulWqVMGVK1cwaNAgXLlyRSHo9LE9e/bAzc0N5cqVkx9De/bs+eq+AZnBpk6dOqFz587Yv38/GjVqhNGjR2Pjxo3yOu/fv0fNmjVx//59LFmyBBs2bEBSUhIGDhyotL2NGzeifv36MDY2xrp167B9+3aYm5ujQYMGSsED4MvvX1V69uyJlJQUbN++XaE8Li4O+/btQ+fOneXnvf79+2PUqFGoV68e9u/fjylTpuDIkSOoWrWq0nGp6hypTlBQEHr06AEvLy/s2rUL48aNw5QpU5TWs5DJZGjRogWmT5+Ojh07Ijg4GNOnT8fx48fh7++PDx8+KNS/c+cORo8ejVGjRmH37t0wMTFB69atMXHiRKxatQp//vknNm3ahPj4eDRt2lSp/aeqVKmC8PBwdOrUCWfPnv1s/dWrV6Nx48aQyWRYtmwZDhw4gEGDBikFWb71vRoTEwMAmDhxIoKDg7F27Vq4ubnB399fHtDKmspkY2MDPz8/+fFta2v71f+vgoODsXjxYkyePBm7du2Cubk5WrVqhWfPnn22n0REKglERPlk7dq1AgABgGBiYiJERESorFe5cmXByspKSExMlJdJpVKhVKlSgoODgyCTyRS217VrV6Vt1KxZUwAgnDx5UqE8MDBQEIvFwrVr1xTKd+7cKQAQDh06JC9zdnYWunXrpnZ/pFKpkJ6eLvTq1UsoV66cwnMGBgYq254+fVoAIJw+fVoQBEHIyMgQ7OzshNKlSwsZGRnyeomJiYKVlZVQtWpVednEiRMFAMLMmTMVtjlgwABBV1dXPi6zZ88WAAhxcXFq+57Vj2bNmimUDx48WAAgDBo0SKG8ZcuWgrm5udrtZWRkCOnp6cL69esFDQ0NISYmRv5ckyZNBGdnZ6U2z58/FwAIRYsWFdLS0lQ+t3btWoXybdu2CQCE+fPnCxMmTBDEYrFw7Ngxtf36GlnH08fHRtaYT5gw4YvtpVKpkJSUJBgYGAgLFiyQl3/6NxcEQejWrZsAQNi+fbvCNho3bix4eHgolAEQJk6cqNTPAQMGKNSbOXOmAEAIDw8XBEEQHjx4IAAQRo0apVBvy5YtAgCF47NUqVJCy5Ytv7iPOTF27FgBgLB3794v1o2KihKqVasmPy9oaWkJVatWFQIDAxXe/4IgCCVLlhRq1qyptI2s8Xj+/LlCuapxzzovXLlyRaFuiRIlhAYNGsgfjxo1ShCJRMLt27cV6tWrV09hm8nJyYK5ubnS+ygjI0MoW7asULFiRXlZTt+/6vj4+CicDwRBEJYsWSIAEO7duycIgiCEhoaqPDauXLkiABDGjBmjNBafniNVyTpP+fj4KPTzxYsXgpaWlsL7O+v42rVrl8I2rl27JgAQlixZIi9zdnYW9PT0hNevX8vLbt++LQAQbG1theTkZHn53r17BQDC/v37P9vX1NRUoWXLlvJjSkNDQyhXrpwwduxYhf85iYmJgrGxsVCtWrXPjv33vFc/lfU/o06dOkKrVq0UnnN2dhaaNGmiUPY1/68ACNbW1kJCQoK87N27d4JYLBYCAwPV9omISB1mHBBRvmvevDni4+MxePBgpfTy5ORkXLlyBW3atFFINdXQ0ECXLl3w+vVrPHr0SKHNTz/9pPJ1zMzMULt2bYWygwcPolSpUvD29oZUKpX/NGjQIEerpe/YsQN+fn4wNDSEpqYmtLS0sHr1aoSGhn7FCGR79OgR3r59iy5duiikZhsaGuKnn37C5cuXkZKSotCmefPmCo/LlCmD1NRUREREAAAqVKgAAGjbti22b9+ON2/eqH39pk2bKjz28vICADRp0kSpPCYmRmG6wq1bt9C8eXNYWFhAQ0MDWlpa6Nq1KzIyMvDPP//kdAjQvHlz+dXSL2nbti369++PESNGYOrUqRgzZgzq1asnf14QBIW/q6osi2+h6hhLSkrCqFGj4O7uDk1NTWhqasLQ0BDJyck5Oh5EIhGaNWumUFamTBmlqQ7qqDoOAMjbnz17FkDmmH2sTZs2SlMDKlasiMOHD+OPP/7AmTNnvnhVV51Vq1Zh2rRpGDZsGFq0aPHF+hYWFjh37hyuXbuG6dOno0WLFvjnn38wevRolC5dOkeZG1/LxsYGFStWVCj7dNxPnz6NkiVLomzZsgr1OnbsqPD44sWLiImJQbdu3RSOOZlMhoYNG+LatWtKKeVfev+q06NHD1y8eFHh/Ld27VpUqFABpUqVkvcbgNICkhUrVoSXl5dSBoSqc6QqWeepjh07KqT6Ozs7o2rVqgp1Dx48CFNTUzRr1kxhTLy9vWFjY6N0jvX29oa9vb38cdY5yN/fX2G9hazyL70/dHR0sGfPHoSEhGDevHlo3749IiMjMW3aNHh5ecnH7+LFi0hISMCAAQNUronzse95ry5btgw+Pj7Q1dWV/884efJkjs4RX/v/qlatWgrrOlhbW8PKyirH5xQioo8xcEBE+W78+PGYMGECNm/ejM6dOysED2JjYyEIgsoVpe3s7ABAKX1a3erTqsrfv3+Pu3fvQktLS+HHyMgIgiB89ovK7t270bZtW9jb22Pjxo24dOkSrl27hp49eyI1NTVH+/6prH1Rt78ymQyxsbEK5RYWFgqPdXR0AED+Za9GjRrYu3cvpFIpunbtCgcHB5QqVUrlfHVzc3OFx9ra2p8tz9rPsLAwVK9eHW/evMGCBQvkX/7++usvhb7kxNeuHt6zZ0+kp6dDU1MTgwYNUnju7NmzSn/bT+e+fwtVfezYsSMWL16M3r174+jRo7h69SquXbuGIkWK5Gj/9fX1oaurq1Cmo6OT42PpS8dB1rFlbW2tUE9TU1Op7cKFCzFq1Cjs3bsXtWrVgrm5OVq2bInHjx/nqC9A5pfYvn37ok+fPpg1a1aO2wGAr68vRo0ahR07duDt27cYMmQIXrx4kSsLJH6670Dm2H38N4uOjoaNjY1SvU/L3r9/DyAzGPPpcTdjxgwIgiBPV1f3+p/+3dTp1KkTdHR05Ot+hISE4Nq1a+jRo4dCvwH155Ocnjs/ldUup2MSFxcHbW1tpTF59+6d0jn2W89BX+Ll5YXBgwdj48aNCAsLw9y5cxEdHY3x48cDgHy9hZzcseRb36tz585F//79UalSJezatQuXL1/GtWvX0LBhwxydI772/1VOjm0iopziXRWIqEAICAiASCRCQEAAZDIZNm3aBE1NTZiZmUEsFiM8PFypTdbCb5aWlgrl6q4WqSq3tLSEnp4e1qxZo7LNp9v+2MaNG+Hq6opt27YpbPtLC2R9TtYHPXX7KxaLYWZm9tXbbdGiBVq0aAGJRILLly8jMDAQHTt2hIuLC6pUqfLN/c2yd+9eJCcnY/fu3XB2dpaX3759+6u39aWrfR9LTk5Gly5dULx4cbx//x69e/dWWJyyfPnyuHbtmkKbrIDT9/i0j/Hx8Th48CAmTpyIP/74Q16etQ5GQZB1bL1//17hiq5UKlX6AmlgYICAgAAEBATg/fv38uyDZs2aye828Tlr165F79690a1bNyxbtuyr/qaf0tLSwsSJEzFv3jzcv3//i/WzvtB9+j78nmwFCwsLvHv3Tqn807Ks88WiRYvU3v3i08DNtzIzM0OLFi2wfv16+W1DdXV10aFDB4V+A5nnk0+/EL99+zbH585PZW03p2NiYWGBI0eOqNzWx1fE84pIJMKQIUMwefJk+TFVpEgRAFBaz+BH2rhxI/z9/bF06VKFcnWLbH7qe/5fERF9L2YcEFGBMWnSJAQEBGD79u3o2LEjpFIpDAwMUKlSJezevVvhKolMJsPGjRvh4OCA4sWLf/NrNm3aFE+fPoWFhQV8fX2VfrJWaldFJBJBW1tb4cP2u3fvlO6qAOT8Ko+Hhwfs7e2xefNmhYWukpOTsWvXLvmdFr6Vjo4OatasKV/E69atW9+8rY9ljUHW1VIgc5rAypUrVfbhR13x6tevH8LCwrB7926sXr0a+/fvx7x58+TPGxkZKf1Ns65U/kgikQiCICjsP5CZqp8bd3f4FjVq1AAApQVFd+7c+dkpHNbW1ujevTs6dOiAR48eKU2V+VRQUBB69+6Nzp07Y9WqVV8VNFAVMAMgT+P+OOij7jjKes/evXtXoXz//v057senatWqhQcPHuDOnTsK5Zs3b1Z47OfnB1NTU4SEhKg8n/zo469Hjx54+/YtDh06hI0bN6JVq1YwNTWVP5817eDjhR4B4Nq1awgNDUWdOnW+6XU9PDxga2uLLVu2KJynXr58iYsXLyrUbdq0KaKjo5GRkaFyPDw8PL6pDzml7ph6+/YtEhIS5MdU1apVYWJigmXLluXaLRpFIpHSOeLu3btKC8Sq8z3/r4iIvhczDoioQJkwYQLEYjHGjx8vXx0/MDAQ9erVQ61atTB8+HBoa2tjyZIluH//PrZs2fJdVzMHDx6MXbt2oUaNGhgyZAjKlCkDmUyGsLAwHDt2DMOGDUOlSpVUtm3atCl2796NAQMGoE2bNnj16hWmTJkCW1tbpZTu0qVL48yZMzhw4ABsbW1hZGSk8gOzWCzGzJkz0alTJzRt2hR9+/aFRCLBrFmzEBcXh+nTp3/1Pk6YMAGvX79GnTp14ODggLi4OCxYsABaWlqoWbPmV29PlXr16kFbWxsdOnTAyJEjkZqaiqVLlypNqwAyx2L37t1YunQpypcvD7FYDF9f369+zVWrVmHjxo1Yu3YtSpYsiZIlS2LgwIEYNWoU/Pz8lOat5yZjY2PUqFEDs2bNgqWlJVxcXHD27FmsXr1a4YtcfipZsiQ6dOiAOXPmQENDA7Vr18aDBw8wZ84cmJiYKKypUalSJTRt2hRlypSBmZkZQkNDsWHDhi8Grnbs2IFevXrB29sbffv2xdWrVxWeL1eunNIXp481aNAADg4OaNasGTw9PSGTyXD79m3MmTMHhoaG+P333+V1S5cuja1bt2Lbtm1wc3ODrq4uSpcujQoVKsDDwwPDhw+HVCqFmZkZ9uzZo/KOJDk1ePBgrFmzBk2aNMHUqVNhbW2NTZs2KWVfGBoaYtGiRejWrRtiYmLQpk0bWFlZITIyEnfu3EFkZKTS1ebvUb9+fTg4OGDAgAF49+6dwjQFIPMLfp8+fbBo0SKIxWI0atQIL168wPjx4+Ho6PjFuzeoIxaLMWXKFPTu3RutWrXCL7/8gri4OEyaNElpqkL79u2xadMmNG7cGL///jsqVqwILS0tvH79GqdPn0aLFi3QqlWrbx6DL+nTpw/i4uLw008/oVSpUtDQ0MDDhw8xb948iMVijBo1CkDm327OnDno3bs36tati19++QXW1tZ48uQJ7ty5g8WLF393X5o2bYopU6Zg4sSJqFmzJh49eoTJkyfD1dU1R+uvfM//KyKi78XAAREVOOPGjYNYLMbYsWMhk8mwdetWnDp1ChMnTkT37t0hk8lQtmxZ7N+/X2kxv69lYGCAc+fOYfr06VixYgWeP38OPT09ODk5oW7dup+9gtOjRw9ERERg2bJlWLNmDdzc3PDHH3/g9evXCAgIUKi7YMEC/Prrr2jfvr38llrqFl7s2LEjDAwMEBgYiHbt2kFDQwOVK1fG6dOnlRYey4lKlSrh+vXrGDVqFCIjI2FqagpfX1+cOnUqR7fIywlPT0/5Ldlat24NCwsLdOzYEUOHDkWjRo0U6v7+++948OABxowZg/j4eAiC8NVX+O7du4dBgwahW7duCgu/zZ49W377yVu3buXpl/bNmzfj999/x8iRIyGVSuHn54fjx48rLSyZn9auXQtbW1usXr0a8+bNg7e3N7Zv346GDRsqXanOyt5ISUmBvb09unbtirFjx352+8HBwZDJZLh58yb8/PyUnn/+/Pln31Pjxo3Dvn37MG/ePISHh0MikcDW1hZ169bF6NGj5QviAZnTm8LDw/HLL78gMTERzs7OePHiBTQ0NHDgwAEMHDgQ/fr1g46ODtq3b4/Fixd/89/CxsYGZ8+exe+//47+/ftDX18frVq1wuLFi5UWfezcuTOcnJwwc+ZM9O3bF4mJibCysoK3t7fSIoXfSywWo2vXrvjzzz/h6OioMoNg6dKlKFq0KFavXo2//voLJiYmaNiwIQIDA1XOgc+pXr16AQBmzJiB1q1bw8XFBWPGjMHZs2cVzm0aGhrYv38/FixYgA0bNiAwMBCamppwcHBAzZo1Ubp06W/uQ0789ttv2LZtG1auXIk3b94gOTkZRYoUQZUqVbB+/XqFKSW9evWCnZ0dZsyYgd69e0MQBLi4uKBbt24/pC9jx45FSkoKVq9ejZkzZ6JEiRJYtmwZ9uzZ88WFeIHv+39FRPS9REJu5WMRERFRgXfx4kX4+flh06ZNSncJICIiIgIYOCAiIvq/cfz4cVy6dAnly5eHnp4e7ty5g+nTp8PExAR3795VWimeiIiICOBUBSIiov8bxsbGOHbsGObPn4/ExERYWlqiUaNGCAwMZNCAiIiI1GLGARERERERERGpxdsxEhEREREREeWTv//+G82aNYOdnR1EIhH27t37xTZnz55F+fLloaurCzc3NyxbtixX+8jAAREREREREVE+SU5ORtmyZXN869fnz5+jcePGqF69Om7duoUxY8Zg0KBB2LVrV671kVMViIiIiIiIiAoAkUiEPXv2oGXLlmrrjBo1Cvv370doaKi8rF+/frhz5w4uXbqUK/1ixgERERERERHRDyKRSJCQkKDwI5FIftj2L126hPr16yuUNWjQANevX0d6evoPe52P8a4KlKeCtTzyuwuFRuWx1fO7C4XCYvel+d2FQqNGWWl+d6FQMNBKy+8uFAol4v/O7y4UGm8ty+Z3FwoFAaL87kKh4fj2cn53oVDQr/5zfneBcllB/W5xbWwHBAQEKJRNnDgRkyZN+iHbf/fuHaytrRXKrK2tIZVKERUVBVtb2x/yOh9j4ICIiIiIiIjoBxk9ejSGDh2qUKajo/NDX0MkUgy2Zq1A8Gn5j8LAAREREREREdEPoqOj88MDBR+zsbHBu3fvFMoiIiKgqakJCwuLXHlNrnFAREREREREVEhUqVIFx48fVyg7duwYfH19oaWllSuvycABERERERERUT5JSkrC7du3cfv2bQCZt1u8ffs2wsLCAGROfejatau8fr9+/fDy5UsMHToUoaGhWLNmDVavXo3hw4fnWh85VYGIiIiIiIgon1y/fh21atWSP85aH6Fbt24ICgpCeHi4PIgAAK6urjh06BCGDBmCv/76C3Z2dli4cCF++umnXOsjAwdERERERERU6Ii0/ht3Y/H395cvbqhKUFCQUlnNmjVx8+bNXOyVIk5VICIiIiIiIiK1GDggIiIiIiIiIrU4VYGIiIiIiIgKHbHmf2OqQmHAjAMiIiIiIiIiUouBAyIiIiIiIiJSi1MViIiIiIiIqNARafE6eF7hSBMRERERERGRWgwcEBEREREREZFanKpAREREREREhQ7vqpB3mHFARERERERERGoxcEBEREREREREanGqAhERERERERU6Ii1OVcgrzDggIiIiIiIiIrUYOCAiIiIiIiIitRg4ICIiIiIiIiK1GDggIiIiIiIiIrUYOCAiIiIiIiIitXhXBSIiIiIiIip0xJq8q0JeYcYBEREREREREanFwAERERERERERqcWpCkRERERERFToiLQ4VSGvMOOAiIiIiIiIiNRi4ICIiIiIiIiI1OJUBSIiIiIiIip0eFeFvMOMAyIiIiIiIiJSi4GDQmrSpEnw9vb+7u0EBQXB1NT0u7dDRERERERE/02cqvB/rl27dmjcuHF+dyNfmFfzhduwXjDxKQVdOytc/2kA3u8/md/dyjM6FfyhV7UBxEamyIh4i+QjWyENe6y+gYYm9Go2g06ZyhAbGkOWEIsP54IhuXUhc3s+1aFTtgo0rOwBANLwl/hwcg+kb57nxe7kupplxCjvLoauNvAmWsChqxmIjFdfv6ybCC2rKp9ip25OR4Ys8/ffW2rC1FA5xe7aowwcuib7UV3PM4Ig4OD2ZTh/YjdSkhPg4l4KHX4ZDTtHd7Vtzh3fhStnD+LtqycAACe3EmjRcSBci5WW1zmyezVuXTmJd29eQFtbB24eZdGq82DY2Lvk9i7lGkEQsGfrSpw+uhfJyYkoWrwkuvUdAQenomrbvA57il2bV+DF04eIighHp15D0LB5B7X19+8Mwo4NS9CgWXt07j00N3Yj120/cQEbDp1BVHwi3OytMbxTC5TzcFNZ99S1e9h56iIehb1FeroUbvY26NOqPqqW8ZDX2X36MoIv3MDT1+8AAF4uDvj150YoVdQpT/bnRxEEAVs2bcDRI8FISkpCcQ9P9BvwG5ydXT7b7sL5c9i0IQjh4eGwtbVFl249UKVqNfnzO7ZtwcWL5/Hm9Stoa+vA06sEuvfsDQcHR3mdzRvX4++/zyAqMhKaWppwdy+GLl17wMPTK7d297tkjtV6HDtyCElJif+O1SA4fWGsLp7/W2GsOnfrqTBWh4L343DwAUS8fw8AcHJ2RvsOXVC+QkV5nc0b1+HcJ2PVuWvPAjtWH9t++grWHT2HqLgkFLWzwvD2jeFT3EVl3ZM3HmDHmat49Coc6dIMuNlZoV/z2qhaqphCvcSUD1i85wRO3XyAhORU2FuaYUjbhqj+0XuU6GuJNDhVIa8w4+D/WHp6OvT09GBlZZXfXckXGgb6SLj7CA9+n5zfXclz2iUrwKBhe3w4dwjxyyYjPewfGHf+HWITc7VtjH7uCy03TyTvD0Lc4nFI2rUSGVHv5M9ruXhAcv8qEtbNRvzqQMjiY2DUZQjERqZ5sEe5y6+EGFU8xTh0LQMrD0uR9AHoUkcT2l8IvaamCZi9M13hJ+OjeMDKw1KF59afkAIAHoQJubg3uefY3iCcPLgR7Xv9gT+mb4KJqSUWTO6P1A/Jatv88+A6fKs1xJBJKzHyz/Uwt7TBwin9ERv9PrtOyA3UbNgOowLX4/cJyyDLyMDCKf0hSf2QF7uVK4J3r8fhfVvQte8IBMwOgompBWZM+A0fUtSPVZpEAitre7Tt8itMzCw+u/1nj0Nw+ugeOLqoD9oUdMcu38acTfvRs3ldbJ48BOWKu+G32asQHhWrsv7NR89QqVRxLBzWCxsnD4ZviaIYMm8NHr54I69z4+FTNKjsjeWj+2HthN9gY2GKX2etQETMZ6KABdCunduwd88u9O0/EHPnL4aZmTkmjB2FlJQUtW0ehoZg5vSpqFW7Lhb+tQy1atfFjMCpePQwVF7n/v27aNK0OWbNXYgp06YjIyMDE8b+gdSP3mt29g7o138gFi9ZgRmz5sHKyhoTxv2B+Pi43Nzlb7Z75zbs27MLffoPxJz5f33VWPnXrouFfy2Hf+26mBk4RWGsLC2LoFuP3pi7YAnmLliCMmXLYdqUCQh7+UJex97eAX37D8SiJSswY9Z8WFnZYOK4UQV2rLIcvXoPs7YeQq/G/tgyYQDKFXfGwAXrER4dp7L+zccvULmEOxb/3hWbxvdHBU9X/L5oIx6GvZXXSZdK0W9uEN5GxWJWvw7YM+13jO/WAlZmxnm0V0T0vRg4yEcymQwzZsyAu7s7dHR04OTkhGnTpgEARo0aheLFi0NfXx9ubm4YP3480tPTP7utyZMnw8HBATo6OvD29saRI0fkz7948QIikQjbt2+Hv78/dHV1sXHjRpVTFQ4cOIDy5ctDV1cXbm5uCAgIgFQqlT8/adIkODk5QUdHB3Z2dhg0aNCPHZg8Enn0b/wzcT7e7T2e313Jc7pV6kFy8zwkN88hIyocKUe2ISM+Frq+/irra7mXhKaLBxI3LUT6s1DI4qIhffMc0ldP5XWSdq+C5NoZZLx7BVnUOyTvXweIRNB0K/hXVr6kkpcY5+7L8PCVgMh4YO/FDGhpAqVdv3wKTU5V/PlYikTxueL2IsQkCnj5vvAFDgRBwMngTWjUujfKVa4Deyd3dPttCtIkH3D13GG17XoNDoR/w3ZwdPWEjb0rOvebAEEQ8OjeVXmdQeOWoGqtFrBzdIeDiwe6/hqAmKhwhD0LyYtd++EEQcCRA1vR4ufuqFClFhydi6Lv4IlIS0vFpb+Pqm3nVqwEOvQYhCo16kNLS1ttvdQPKVg6dzx6/ToWBoaF90P5xiNn0aJmRbTyrwRXe2sM79wC1uam2Hnqksr6wzu3QLcmtVDSzQlONkUw8OfGcLKxxN+3H8jrTOvfCW3r+sHD2R6udlYY1+tnCDIBV0M+k21VwAiCgP1796Bt+w6o6lcdzi6uGDJsBCQSCc6eOaW23b69u+Fdrjx+btcBjo5O+LldB5T1Lof9+3bL6wRMCUTdeg3g7OwCV7eiGDx0OCIjI/Dkcfb4+NeqDe9yPrCxtYWzswt69+mHlJQUvHj+LFf3+1tkjtVutG3fUT5Wg4eNhESSir8/M1b79+76d6w6wsHRCT+364gyn4xVxUpV4FuhEuwdHGDv4IAu3XpCV1cPDz8KLtSsVQfe5crDxtYOTs4u6FWAx+pjG49fQMtq5dG6hi/c7Kwwon0T2JiZYMeZqyrrj2jfBN0bVUdJVwc4W1vit9b14WRtgbN3Hsrr7D1/EwnJKZj7ayd4F3OGnYUZyhVzgYejbV7tFhF9JwYO8tHo0aMxY8YMjB8/HiEhIdi8eTOsra0BAEZGRggKCkJISAgWLFiAlStXYt68eWq3tWDBAsyZMwezZ8/G3bt30aBBAzRv3hyPHyt+GBo1ahQGDRqE0NBQNGjQQGk7R48eRefOnTFo0CCEhIRg+fLlCAoKkgc0du7ciXnz5mH58uV4/Pgx9u7di9KlSytthwowDQ1o2jkj/ekDheL0pw+g6ag6TVrbwxvSty+g59cQZkNnwfS3qdCv/zOgqaX+dbS0IRJrQPjM1ebCwNQQMNIT4Wl4dqpAhgx48V6Ag+Xn0+O0NTOnIwxppYkO/hqwMVNfVywGyriKcetJ4ZuiAABREW+QEBcFr7JV5GVaWtooVsIXzx7dzvF20tJSkZEhhb6hido6H1KSAOCzdQqyyPdvER8bjVLlKsvLtLS04VnSB48f3v3u7a9bPhNly/uhlHfFL1cuoNKlUjx88QaVSxVXKK9cujjuPn6Ro23IZDIkf5DAxEBfbZ1USRqkGRkw/kydgub9u3eIjY1BOR9feZmWljZKlS6Dh6Hqg2kPH4agnE95hbJyPr4IDVHfJjk58/xtZGSk8vn09HQcOXwIBgYGcHFVP80mv7x/F47Y2Bh4f7TfWlraKFm6DEJDH6htp2qsfHx88TBEdZuMjAz8ffY0UlNT4elVQmWd9PR0HD0cDAMDA7gWwLHKki6VIvTlW1QpqZitVLmkO+48DcvRNmQyGVJSFd97Z28/RBk3J0zffAB1hgSizYSFWB18Bhmywvk/jwoOsYaoQP78F3GNg3ySmJiIBQsWYPHixejWrRsAoGjRoqhWLXP+3Lhx4+R1XVxcMGzYMGzbtg0jR45Uub3Zs2dj1KhRaN++PQBgxowZOH36NObPn4+//vpLXm/w4MFo3bq12n5NmzYNf/zxh7xPbm5umDJlCkaOHImJEyciLCwMNjY2qFu3LrS0tODk5ISKFVV/OJVIJJBIJApl6YIMWiLGq/KTSN8QIrEGZMkJCuVCcgLEar6Iic2KQMupGCBNR+K2JRDpG8KgSSeI9AyQvC9IZRuDuj9BlhiH9EJ6VTiLoW7myT/pk2yB5FTAxEB9u6gEYO+lDETECtDREqGSpxg9G2hiWbAUMYnK9T0dRNDVBm4/K5wfohJiowAAxqaK012MTc0RExme4+3s2bgApuZW8CpTSeXzgiBg57o5cPcsB3unwpmGHxcbDQAwMVEeq+iInI+VKpf+PoYXzx4hYHbQd20nv8UlJiNDJoOFieIXVgtjI0THq3gDqbDx8FmkStJQr1JZtXUWbT+EImYmqFSymNo6BU1sbAwAKGULmpqaISLivYoWmeJiY2Fqqhi9NDU1Q2ys6qkfgiBg9cplKFGyFJxdXBWeu3rlMmbNmAaJRAIzc3NMnjYDJiYFL5CXtW+q9jvyB4zVi+fPMHLYIKSlpUFPTw9jxk+Ck5OzQp1rVy5j1oypCmNlXADHKktsUgoyZDKYGxsqlFsYGyA6PilH29hw7AI+SNJQ37eUvOxNVAyuPYxDo8plsOj3rgiLiMb0TQcglcnQt1ntH7oPRJQ7GDjIJ6GhoZBIJKhTp47K53fu3In58+fjyZMnSEpKglQqhbGx6pTThIQEvH37Fn5+fgrlfn5+uHPnjkKZr68vPufGjRu4du2aPMMAyIykp6amIiUlBT///DPmz58PNzc3NGzYEI0bN0azZs2gqal8KAUGBiIgIEChrIPIHJ00LD/bB8ojwqfp8CIAalLkRSJAEJC0axUESeZc15Sj22HYth+SgzcBUsVpNLp+DaFduhISgmYBH01zKQxKu4jQtJKG/PHm0xkq630plvwmSsCbqKxHAsIiM9C3sSYqeohx5LpycKCcuxiP3wpIKiTT9q/8HYzNK6bKH/86ehEAQCRSHBlBEDKPnxw4unctrl04gqGTVkFLW0dlna2rAvH65T8YMTXo2zqeDy6cOYK1SwPlj4eNz8we+3Ss8BVjpUp05HtsXDUXIwMWQlvN+BU2n46GAOHLbz4ARy7dwvI9xzB3cA+YG6u+Wr4u+DSOXr6FFaP7Q0f7M9lT+ezM6ZP4a9F8+eMJAZnvO1XvNaVj6hPKTwtqD7llSxbhxfPnmDFbOduxTNmyWLB4GRIS4nHsyGHMCJyKOfMWKn3ZzmtnTp/EkkXZ/Z0QkPlZ5pvea5+Or3IR7B0cMX/xciQnJeHihXOYP2cm/pw5VyF4ULpsWcxfvPzfsTqEGYFTMXveonwfqy/51tPT4St3sGz/Kcwb2Ekh+CATBJgbG2B815bQEItRwsUekXGJWH/0HAMHRIUEAwf5RE9PT+1zly9fRvv27REQEIAGDRrAxMQEW7duxZw5cz67zZx8iDAw+MwlUmSmlwUEBKjMStDV1YWjoyMePXqE48eP48SJExgwYABmzZqFs2fPQktL8YPX6NGjMXSo4krep8wVU/8o7wkpSRBkGUrZBSIDI8iSElS2kSXGQ5YYJw8aAEBGZDhEIjHExmaQxUTIy3Wr1ode9cZIWD8HGe9f585O5KJHrwW8jsoOdmj+G0Mw1IXCl3r9Tx7nxNtoAeZGyp+8TAwANxsRtv+tOkhREJWt4K9w5wOpNA0AEB8bDROzIvLyxPhYGH9m0c0sx/atw5HdqzF4wnI4uBRXWWfr6um4e/0shk1eAzML6+/cg7zjU7E63D1Kyh+np2eOVVxcNEzNswOpCfGxMDH98lip8/xpKBLiYzBhaDd5mUyWgUcPbuF48A6s3XkeYg2Nz2yh4DA1MoCGWIyoT7ILYhKSYKEmEJDl2OXbmLx6O2YM7IJKpVQfS+sPncGaAyexdGRfFHOy+2H9zg0VK1VBcQ9P+eOs9Y5iY2Nhbp69SGZ8fNxnv4yamilfMY+LU91m+dLFuHrlMgJnzoGlZRGl53V19WBnZw87O3t4epZAn97dcPzoEfzcTv1dPvLCp2MllY9VjMJYxeVgrOL+zezIEh+nnIWgpaUFO7vMOwkVK+6BJ48f4cC+3fj1tyHyOp+OVd/e3XD86GH83K7jt+9oLjIz1IeGWKyUXRCTmKyUhfCpo1fvYfK6vZjZrz0ql1DMCLM0MYKmhhga4uysU1fbIoiKT0K6VAotFRegiKhg4bs0nxQrVgx6eno4efIkevfurfDchQsX4OzsjLFjx8rLXr58qXZbxsbGsLOzw/nz51GjRg15+cWLF9VOI1DHx8cHjx49gru7+hRgPT09NG/eHM2bN8evv/4KT09P3Lt3Dz4+Pgr1dHR0oKOjeNWL0xQKgIwMSN++hFbREkh7eEterFW0BNIf3lbZRPrqCXRKlge0dYC0zOknYgtrCDIZZAnZH0R1qzaAXo0mSNw4Hxlv1R+zBVmaFEj7JBsz8YMAN1sx3sVmZgqIxYCLtQgnbn3dtAJrcyBCRVawd1ExkiXAP28Kz6KIunoG0NXLDkQKggBjU0uE3r0EJ7fMD+7S9HQ8DrmOVp0Hf3Zbx/YF4dCuVRg0bgmc3UsqPS8IArauno7bV09haMAqWFrb/9B9yW16+gbQ01ccKxMzC9y/fQUubpm3IZOmp+Phg5to13XgN79OyTIV8OfCLQplKxdOhp2DC5q07lpoggYAoKWpCU8Xe1y5/w9q+2YHqK7c/wc1fUqpbXfk0i1MXrUN0wZ0RnVv1XPN1wefxqr9J/HXiF9Qws1RZZ2CRF9fH/r62XPFBUGAmZk5bt+8gaJFM/9Xp6en4/69u+jWo7e6zcDTswRu37qBlq1+kpfdunkDXiWyx0kQBCxfuhiXLl1A4PTZsLHJ4cJ1Aj67gHNeUT9WN1G0aOZ0lPT0dDy4dxfdevyidjuZY3UTLVq1kZfdunkDniWUz08fE3IwDoIgFIixUkdLUxNezna4HPIEtX2yj43LIU/g761+sePDV+4gIGgPAvu0VXl7RW93Jxy+chcymQzif4MHYe+jYGlixKABUSHBd2o+0dXVxahRozBy5Ehoa2vDz88PkZGRePDgAdzd3REWFoatW7eiQoUKCA4Oxp49ez67vREjRmDixIkoWrQovL29sXbtWty+fRubNm36qn5NmDABTZs2haOjI37++WeIxWLcvXsX9+7dw9SpUxEUFISMjAxUqlQJ+vr62LBhA/T09ODs7PzljRcwGgb6MHDPvne3vqsDjMt6Ii0mHqmvvm+ecUGXeuk4DFv3gvTtC0hfPYNO+RrQMDFH4vUzAAD9Oq0hNjZF0p41AADJvSvQq9EUhi164MOZfZlrHNRvA8mt8/JpCrp+DaFfq0XmbRrjoiD6dzV3IU0iDzYUVldCZaheSoyYRAHRCQKql9JAuhS49zw7cNCyqgYSUwScvJ1ZVrO0GK+jBEQnCtDRAip5aMDGTIRDV5WzCrzdxLjzVKY8e6QQEYlEqNOkE47sXg0rW2dY2TrhyO5V0NbRQ8XqjeT11i4cB1MLK7TqlHk3lqN71+LA1iXoOTgQFkXsEP/vWgk6uvrQ1cv8ArBl1Z+4du4w+o+aD11dA3kdPX1DaOvo5vGefj+RSISGzdrjwM4g2Ng6wtrOCQd2roW2ti6q1MhetHbZvIkws7BCu66/AsgMLrx59Vz+e2x0JF4++we6enqwtnWEnr4BHJ0VF13T0dWDoZGJUnlh0LlhTYxfvgUlXB1Rxt0Zu89cxrvoOLSpnbmo5KLthxAZG4/JfTOvch+5dAsTVmzB8E4tULqoE6LiMjOodLS1YKSfmeW3Lvg0lu46gmn9O8HW0kxeR19XB/q6hWN6h0gkQvOWrbBj+xbY2Wdeyd6+bQt0dHRQ0z875Xvu7BmwsLBEtx69AADNW7TCHyOHYueOrahUuSquXL6IO7dvYsas7NT+pUsW4e8zpzB2QgD09PQRG5N51V3fwAA6OjpITf2A7Vs3o2LlKjA3s0BCYgIOHdyPqKhI+FWvgYImc6xaY+f2zfKx2rFtM3R0dFHjo7GaN3s6zC0s5YGXZi1aY/TIIdj1yVhNnzVf3mZ90GqU960IyyJF8CElBef+PoP79+5g4uTMaUmfjlXiv2MVHRWJatVr5uk4fK3O9fwwbvVOlHCxRxk3R+z++zrexcSjjX8FAMDCXccQEZeAqb0yAyuHr9zBhDW7MKJ9E5R2c5RnCuloacFIP/Mc/bN/RWw9eRkztx5Ch9qVERYRjdXBZ9GhThXVnSCiAoeBg3w0fvx4aGpqYsKECXj79i1sbW3Rr18/9OrVC0OGDMHAgQMhkUjQpEkTjB8/HpMmTVK7rUGDBiEhIQHDhg1DREQESpQogf3796NYsa9b8KlBgwY4ePAgJk+ejJkzZ0JLSwuenp7yrAhTU1NMnz4dQ4cORUZGBkqXLo0DBw7AwuLz9xQviEzKl0KVkxvkj0vMHgMAeLV+N+72Gp1f3coTaQ+uIVnfAHo1m0FsaIKMiLdI2LQAsvjMD4kiIxOITT76m6ZJkLBhLgwadYRJn3GQpSQj7cF1pJzKDmjpVvCHSFMLRu0GKLxWypn9+HBmf57sV265ECKDpibQuKIG9LSB11ECNpyUIu2j5RtMDABByJ6GoKsNNK2kAUM9QJIOhMcICDqWgbfRitEBN1sRTA1FuPW0cC6K+LH6LbsjLS0VW1b+iZTkBLgWK41B45cqZCbERIVDJM4ep7NHt0MqTceK2cMVttXk575o1q4/AODvozsAAHMnKl5N7fprAKrWapFbu5OrmrTuirQ0CYKWz0RKUiLcipfEyIBFCpkJ0VHvIfoorTc2JhLjhnSWPz60dyMO7d0Iz1I+GDttWZ72Py/Ur+yNuKRkrNx3HFFxCSjqYIOFw3rB1jJzOkdUXALeRWen8Ow+fQkZGTLMWL8HM9Znn5uaVvNFQJ/MhYN3nLyIdGkGRi5ar/BafVrWQ9/WyncaKqh+atMOaZI0LP1rEZKSElHcwxOTp05XuNoeGRmh8F7zKlESI/8Yiw3rg7BpwzrY2Npi5B9j4eGZfRX5cPABAMCYUYrvx9+HDEfdeg0gFmvg9etXODntOBLiE2BsbIRixT0wfdY8ODu75O5Of6PWbdpBIpFg2V8L/x0rLwSoHKvs95pXiZIY8cc4bFy/Fps2BMHG1g4j/hinMFZxcbGYN3s6YmJi/r2rhCsmTg6U340ha6xOTTv271gZw714cUyfNQ9OBXSssjSoWBrxySlYceA0ouIT4W5njUW/d4GdReZUjaj4RLyLjpPX33X2GqQZMgRuOoDATQfk5c2qlsPknpkZLjbmplgytDvmbDuEtpMWw8rMCB3rVkH3RgUv4ESFy8fnOcpdIkEozNe4qLAJ1lJOXyPVKo+tnt9dKBQWuy/N7y4UGjXKFq6FKvOLgVZafnehUCgR/3d+d6HQeGup/s4OlE3IycqXBABwfHs5v7tQKOhX/zm/u0C57EK5grl+mt+tG/ndhR+OE86JiIiIiIiISC1OVSAiIiIiIqJCR6TB6+B5hSNNRERERERERGoxcEBEREREREREanGqAhERERERERU6Yg0uqppXmHFARERERERERGoxcEBEREREREREanGqAhERERERERU6IjGnKuQVZhwQERERERERkVoMHBARERERERGRWpyqQERERERERIUO76qQd5hxQERERERERERqMXBARERERERERGoxcEBEREREREREajFwQERERERERERqMXBARERERERERGrxrgpERERERERU6Ih4V4U8w4wDIiIiIiIiIlKLgQMiIiIiIiIiUotTFYiIiIiIiKjQEYl5HTyvcKSJiIiIiIiISC0GDoiIiIiIiIhILU5VICIiIiIiokJHJOZdFfIKMw6IiIiIiIiISC0GDoiIiIiIiIhILU5VICIiIiIiokJHrMGpCnmFGQdEREREREREpBYDB0RERERERESkFqcqEBERERERUaHDuyrkHWYcEBEREREREZFaDBwQERERERERkVqcqkBERERERESFjkjM6+B5hSNNRERERERERGox44DyVOWx1fO7C4XG5Wnn8rsLhULiwvT87kKhcfWRbn53oVDo7Xkrv7tQKERaeuV3FwoNy5Sw/O5CoRCiUS6/u1BoWJg55HcXCgX9/O4A0X8IMw6IiIiIiIiISC0GDoiIiIiIiIhILQYOiIiIiIiIiEgtrnFAREREREREhY5ILMrvLvzfYMYBEREREREREanFwAERERERERERqcWpCkRERERERFToiDU4VSGvMOOAiIiIiIiIiNRi4ICIiIiIiIiI1OJUBSIiIiIiIip0eFeFvMOMAyIiIiIiIqJ8tGTJEri6ukJXVxfly5fHuXPnPlt/06ZNKFu2LPT19WFra4sePXogOjo61/rHwAERERERERFRPtm2bRsGDx6MsWPH4tatW6hevToaNWqEsLAwlfXPnz+Prl27olevXnjw4AF27NiBa9euoXfv3rnWRwYOiIiIiIiIqNARicUF8kcikSAhIUHhRyKRqN2PuXPnolevXujduze8vLwwf/58ODo6YunSpSrrX758GS4uLhg0aBBcXV1RrVo19O3bF9evX8+toWbggIiIiIiIiOhHCQwMhImJicJPYGCgyrppaWm4ceMG6tevr1Bev359XLx4UWWbqlWr4vXr1zh06BAEQcD79++xc+dONGnS5IfvSxYujkhERERERET0g4wePRpDhw5VKNPR0VFZNyoqChkZGbC2tlYot7a2xrt371S2qVq1KjZt2oR27dohNTUVUqkUzZs3x6JFi37MDqjAjAMiIiIiIiIqdERiUYH80dHRgbGxscKPusCBfF9EineIEARBqSxLSEgIBg0ahAkTJuDGjRs4cuQInj9/jn79+v2wsf0UMw6IiIiIiIiI8oGlpSU0NDSUsgsiIiKUshCyBAYGws/PDyNGjAAAlClTBgYGBqhevTqmTp0KW1vbH95PZhwQERERERER5QNtbW2UL18ex48fVyg/fvw4qlatqrJNSkoKxGLFr/IaGhoAMjMVcgMDB0RERERERET5ZOjQoVi1ahXWrFmD0NBQDBkyBGFhYfKpB6NHj0bXrl3l9Zs1a4bdu3dj6dKlePbsGS5cuIBBgwahYsWKsLOzy5U+cqoCERERERERUT5p164doqOjMXnyZISHh6NUqVI4dOgQnJ2dAQDh4eEICwuT1+/evTsSExOxePFiDBs2DKampqhduzZmzJiRa31k4ICIiIiIiIgoHw0YMAADBgxQ+VxQUJBS2W+//Ybffvstl3uVjYEDIiIiIiIiKnREYtV3HaAfj2scEBEREREREZFaDBwQERERERERkVqcqkBERERERESFDqcq5B1mHBARERERERGRWgwcEBEREREREZFanKpAREREREREhY5IzOvgeYUjTURERERERERqMXBARERERERERGpxqgIREREREREVOmIN3lUhr3xVxoG/vz8GDx6cS10hIiIiIiIiooKmUGQcvHjxAq6urrh16xa8vb1z9bXOnDmDWrVqITY2Fqamprn6WpQ7dCr4Q69qA4iNTJER8RbJR7ZCGvZYfQMNTejVbAadMpUhNjSGLCEWH84FQ3LrQub2fKpDp2wVaFjZAwCk4S/x4eQeSN88z4vdyXfm1XzhNqwXTHxKQdfOCtd/GoD3+0/md7fyXH1fLVQqoQF9HRHC3suw+1wa3scKn22jqw00qqSF0q6a0NMBYhIFHLiYhodhMqW6tctponFlbfx9Nx37L6Tn1m7kKkEQcOvUX3h0bTvSPiSgiGMZVGk2HmbWxdS2eXxzD87tGqNU3nXSbWhq6QAAQq9swcMrW5EU9wYAYGrlDu9aA+DoUSN3diQP7DpyCpv3HUZ0bBxcHe3xe4+O8C5RXGXdqNg4LAraikfPXuJV+Hv83LguBvfsqFDnzOXrWL87GK/D30OakQFHW2u0b9YQjfyr5sXu/BAHDh7Ezl27ERMTA2dnJ/Tr0welSpVSW//uvXtYsXIlXr4Mg4WFOX7+qQ2aNGksf/7Fy5fYsGEjHj95goiICPTt8wtatWypsI2DwcE4GHwIEe/fAwCcnJ3RqUMHVKjgmyv7mFt2HTmFTfuPyo+nwd3bf/Z4WrhuOx49e4FX4RH4uXEdDOnRQe22j5+/ggnzV6BGBW/MGPVbbu1CnhEEAfu3LcfZY7uRkpwIt2Kl0KnPH7B3Kqq2zZuwp9i7ZSlePg1FdGQ42vcchnrNOinUyciQYt/W5bjy92HEx0XDxMwSfrWaoenPvSEuhIu37T5yUuEcNahHR3iX8FBZNyo2DouDtuLhsxd4Hf4ebRrXxeCeiuOz//gZHD57Ec/DXgMAPNxc0LdTG5Qo5pbr+0JEP0aBDxykpaX9sO1oa2v/kG0VFv+P+6xdsgIMGrZHcvAmSMOeQMe3Bow7/464vyZAFh+jso3Rz30hMjRG8v4gZMREQGxgDHz0T17LxQOS+1chffUUgjQden4NYdRlCOL/mgBZYlwe7Vn+0TDQR8LdR3i9bjfK71ic393JF7W8NVGjrCa2nkpDVLwMdXy00KeZDmZuSYVEzXd8DTHQt5kOkj4A649JEJ8kwMRQBEm6crDBsYgYlUto4m2UckChMLl3bhUeXAhC9Z/+hImlC26fXoYja3uhzZDD0NIxUNtOS8cQPw05pFCWFTQAAANjG/g2GApjCycAwOOb+3By00C0+HXXZ4MSBdWJC1ewYO1mDP+lC8p4FsPeY2cwbNpcbJo/DTZFLJTqp6dLYWpshG4/NcXWg8dUbtPY0BDdfmoKZ3tbaGpq4sL12/jzr9UwMzFC5XKlc3uXvtvZs39j+YqV+HXAAJQs4YVDh49g3ISJWLFsKaysrJTqv3v3DuMnTESjhg0xcvhwPAgJxV9LlsDExATVqvkBACQSCWxsbVC9ejUsX7FS5etaWlqiZ4/usLO1AwCcOHkCAVOmYPGihXBxds69Hf6BTly4ivlBWzGid2eU8XTHnuNnMfTP+dg8b4ra48nM2BDdWqs/nrKER0Zh0fod8PYqfO8zdQ7vWYdj+zeh52+TYG3njIM7V2HOpP6Y9tce6OmpPk+lSVJRxNoevlXrYdvaOaq3uzsIZ4/uQs9BAbB3KooXT0KwZtEk6Okbol6zjirbFFRZ56hhv3T99xx1GsOnzcXG+X+qOabS/z1HNcO2g0dVbvPmg4eoV60SSnl0go6WFjbtO4whk2dh4/w/UcTCLLd3if7DRGJOVcgrXx0ClclkGDlyJMzNzWFjY4NJkybJn4uPj0efPn1gZWUFY2Nj1K5dG3fu3JE///TpU7Ro0QLW1tYwNDREhQoVcOLECYXtu7i4YOrUqejevTtMTEzwyy+/wNXVFQBQrlw5iEQi+Pv7f7Gf3bt3R8uWLREYGAg7OzsUL54Zed+4cSN8fX1hZGQEGxsbdOzYEREREQAyMxtq1aoFADAzM4NIJEL37t0BZEaoZ86cCTc3N+jp6aFs2bLYuXNnjsYsIyMDvXr1gqurK/T09ODh4YEFCxbInz969Ch0dXURFxen0G7QoEGoWbOm/PHFixdRo0YN6OnpwdHREYMGDUJycvJnxw4ARo0aheLFi0NfXx9ubm4YP3480tMVv+1MnToVVlZWMDIyQu/evfHHH38oZXesXbsWXl5e0NXVhaenJ5YsWZKj/c9LulXqQXLzPCQ3zyEjKhwpR7YhIz4Wur7+KutruZeEposHEjctRPqzUMjioiF98xzSV0/ldZJ2r4Lk2hlkvHsFWdQ7JO9fB4hE0HTzyqO9yl+RR//GPxPn493e4/ndlXxTvYwWTt5Ix/3nGXgXI2DrqTRoa4pQrpj62GtFT03o6Yiw9ogEL97JEJsk4MU7GcKjFQMH2ppAx7ra2HEmDR8kn89gKMgEQcCDC+tR1r8vXErWh5l1cdRoMx0Z6al4eufgZ9uKRCLoGxVR+PmYk1ctOHrUhImlK0wsXeFbfzA0tfUR+eqOmi0WbFsPHEOz2jXQvG5NuDjYYXDPjrCyMMeeo6dU1re1ssSQXp3QyN8Phvp6Kuv4lPJEzUrl4eJgBwcbK7RrWh9FnR1w9+Fnsq0KkN179qBB/fpo1LABnJyc0K9vHxQpYomDwYdU1g8+dAhWVkXQr28fODk5oVHDBqhfrx527t4tr+NRvDh+6dUL/jVrQktLS+V2KleqhIoVKsDBwR4ODvbo3q0bdHV18fDhw1zZz9yw5cAxNKtdHc3r1oCLgx2G9OgAKwtz7D52RmV9WytLDOnZEY39q8JQX1/tdjMyZJi0YCV6t2sBO+siausVJoIg4MTBzWjSphfKV6kDB2d39Bo0GWmSVFz5+7Dadq7FSqJt9yGoVL0BNDVVH0tPH92Fd8WaKOtbHZZWdvCtWhclvSvjxdOQ3NqdXLPtwFE0VThHdfrCOaoIBn/hHDVpcD+0blgHxV2d4exgh1H9ekAmCLh+r/CND9H/q68OHKxbtw4GBga4cuUKZs6cicmTJ+P48eMQBAFNmjTBu3fvcOjQIdy4cQM+Pj6oU6cOYmIyr/QmJSWhcePGOHHiBG7duoUGDRqgWbNmCAsLU3iNWbNmoVSpUrhx4wbGjx+Pq1evAgBOnDiB8PBw7P7og8HnnDx5EqGhoTh+/DgOHsz84JqWloYpU6bgzp072Lt3L54/fy4PDjg6OmLXrl0AgEePHiE8PFz+BX/cuHFYu3Ytli5digcPHmDIkCHo3Lkzzp49+8V+yGQyODg4YPv27QgJCcGECRMwZswYbN++HQBQt25dmJqayl8byAw2bN++HZ06ZaZ63bt3Dw0aNEDr1q1x9+5dbNu2DefPn8fAgQM/O3YAYGRkhKCgIISEhGDBggVYuXIl5s2bJ2+zadMmTJs2DTNmzMCNGzfg5OSEpUuXKmx35cqVGDt2LKZNm4bQ0FD8+eefGD9+PNatW5ejv0We0NCApp0z0p8+UChOf/oAmo6qUxC1PbwhffsCen4NYTZ0Fkx/mwr9+j8Daj4YAAC0tCESa0D4kKy+Dv1nmBuJYGwgwqPXGfKyDBnw9G0GXGzUn0JLuGjg5XsZWlfXxsRuehjeThe1fTQh+iQw3rqGNkJfZuDxm8KdbZAY+xofkqJg7+4nL9PQ1IaNSwVEhN36bNv0tBRsm1UbW2f44/j6foh+q/6DpEyWgWd3gyFNS0ERJ+8f1f08k54uxaOnL1DRu6RCecWyJXHv0VM1rb6OIAi4fjcEYW/fqU0tLkjS09Px+MkT+PiUUyj3KeeD0NBQlW1CQx/Cp5yPQln58j54/PgxpFLpN/UjIyMDZ86ehSQ1FV5ehSMwnJ4uxaNnL1GxrOLxVKlsCdx79OS7tr1m536YGhuheZ3q37WdgiTq/RvEx0ahpHdleZmWljY8SpbH04d3v2vbxbzKIfTuVbx78xIA8Or5P3gSehtlylf7ru3mtexzlOI0oYplS+H+dx5TH0tNk0CakQFjQ/XZaERUsHz1VIUyZcpg4sSJAIBixYph8eLFOHnyJDQ0NHDv3j1ERERARyczxXT27NnYu3cvdu7ciT59+qBs2bIoW7asfFtTp07Fnj17sH//foUvwLVr18bw4cPlj1+8eAEAsLCwgI2NTY77amBggFWrVimk6/fs2VP+u5ubGxYuXIiKFSsiKSkJhoaGMDc3BwBYWVnJ1zhITk7G3LlzcerUKVSpUkXe9vz581i+fLlCVoAqWlpaCAgIkD92dXXFxYsXsX37drRt2xYaGhpo164dNm/ejF69egHIDHrExsbi559/BpAZEOjYsaN8ccpixYph4cKFqFmzJpYuXQpdXV2VYwdkBj2yuLi4YNiwYdi2bRtGjhwJAFi0aBF69eqFHj16AAAmTJiAY8eOISkpSd5uypQpmDNnDlq3bi3fh5CQECxfvhzdunVTud8SiQQSiUSxTJoBHU2Nz47XtxLpG0Ik1oAsOUGhXEhOgNjQRGUbsVkRaDkVA6TpSNy2BCJ9Qxg06QSRngGS9wWpbGNQ9yfIEuOQ/oxR8v8HRvqZ3/STUhTLkz4AZobq0+MsjEVwNxLj5uMMrApORRFTMVpV14aGCDh+I/OLjbe7BuwtxViwKzXX+p9XPiRGAQD0DC0VynUNLZAc91ZtOxNLV1T/6U+YWRdHuiQJIRc34OCKTmg5cA9MLF3k9WLe/YODyzsgQyqBlrY+6nRaBDMr91zZl9wUl5iIDJkM5ibGCuXmpiaIibv/XdtOSk5Biz5DkZYuhYZYhOG/dFH6QlkQJSQkQCaTweyTdYXMzEwRExursk1sbCzMzD6pb2qKjIwMxCckwOLf/+U58fz5CwwZNgxpaWnQ09PD+PHj4Ozk9LW7kS/UHU9mJt93PN15+BgHTp7H+tkTv7eLBUp8XDQAwNhUMd3e2NQc0ZHh37XtRq2740NKEsb91hpisQZksgy06vQrKlVv+F3bzWtqjylTY0THxf+w11m2cQeKmJvBt0yJH7ZNIspd3xQ4+JitrS0iIiJw48YNJCUlwcJC8WT84cMHPH2aeRUlOTkZAQEBOHjwIN6+fQupVIoPHz4oZRz4+v6YRYlKly6tNMf/1q1bmDRpEm7fvo2YmBjIZJlX+cLCwlCihOqTV0hICFJTU1GvXj2F8rS0NJQrV05lm08tW7YMq1atwsuXL/HhwwekpaUpTAXo1KkTqlSpgrdv38LOzg6bNm1C48aNYWaWOe/rxo0bePLkCTZt2iRvIwgCZDIZnj9/Lr86omrsdu7cifnz5+PJkydISkqCVCqFsXH2P4RHjx5hwIABCm0qVqyIU6cyU9IiIyPx6tUr9OrVSz79AQCkUilMTFR/IQeAwMBAhYAJAIyoWQ6j/H3UtPhBhE/TvUUA1KSAi0SAICBp1yoIkg8AgJSj22HYth+SgzcBUsUpHbp+DaFduhISgmYB33hViwq2csU00KZm9nljdXBm8EtQcQx9bmKBSAQkfRCw82waBAF4E5UBY/10+Htr4fgNKUwMRGjhp40VB1MhzfjMhgqop7cP4MK+SfLH9bouVVNTgFKaxUesnLxh9VHmgLWTD/b99RNCL29C5aZj5eUmli5oOXA30j4k4sWDYzi3czQa/bK+UAYPACiNiaB03vp6+nq6WDc7ACmpEly/F4KFQVthZ20Fn1Ke373tPKFiTESfOXYyz+0f11dV+mUODvZYsngRkpKScf7CBcyZMxczZ84oNMEDQNVbTMDXj0Sm5A8fELBwFUb36wZTY6Pv7Vq+unz2ENYvmyZ//PvYhQCUR0YQ8IVj7cuunj+GS2cP4Zchf8LeyQ1hzx9h6+o5MDUrAr/azb5r2/lBaTwE4RuPKGWb9h7C8fNXsDjgD+j8n63FRVSYfXXg4NN5giKRCDKZDDKZDLa2tjhz5oxSm6wr9yNGjMDRo0cxe/ZsuLu7Q09PD23atFFaANHA4MekLX26neTkZNSvXx/169fHxo0bUaRIEYSFhaFBgwafXYQxK7gQHBwMe3t7heeysis+Z/v27RgyZAjmzJmDKlWqwMjICLNmzcKVK1fkdSpWrIiiRYti69at6N+/P/bs2YO1a9cq9KFv374YNGiQ0vadPvpw8+k+X758Ge3bt0dAQAAaNGgAExMTbN26FXPmKC7u8+k/iI8/xGbt/8qVK1GpUiWFehoa6rMHRo8ejaFDhyqUJc38XW397yWkJEGQZShlF4gMjCBLSlDZRpYYD1linDxoAAAZkeEQicQQG5tBFhMhL9etWh961RsjYf0cZLx/nTs7Qfku5EUG5r7PzgDISpAx0hchMSX7fWGolxkYUCchRUCGTDGOFREng7GBCBpiwKGIGEb6Igxuoyt/XkMsgqudGH6lNPHHig/KMbACxMmrNoo4ZgeSM6SZ59APSVHQN85ezC41KQZ6hsqLaakjEoth6VAK8VEvFco1NLVhbJG5WJ2lQylEvrmHkIsb4NcyQNVmCixTIyNoiMWI+eTKXWx8AsxN1Qdic0IsFsPB1hoAUNzVCS9fv8X63QcLfODA2NgYYrEYsZ9kF8TFxStlIWQxMzNTrh8fBw0NDYXAeE5oaWnBzi5zccTixYvhn8f/YO++ffj9t4J/B4Gs4yk6TvF/XObx9HXjkOXNu0iER0RhxPSF8jLZvyejam1/wdaF0+Bgo7xgZUFUtmJNTCyenXIv/Xd9p/i4aJiaZ6/bkBgfA2OTnJ+nVNmxbj4at+6OStUbAAAcnIshOvIdDu1eW6gCB9nH1KfnqMTvPkcBwOZ9h7F+1wHMnzgS7i6O3709Iso7P+yuCj4+Pnj37h00NTXh4uKiss65c+fQvXt3tGrVCkDmmgdZ0xA+JytrICPj+y7LPXz4EFFRUZg+fTocHTNPVtevX//ia5UoUQI6OjoICwv74rQEVc6dO4eqVasqXNXPysL4WMeOHbFp0yY4ODhALBajSZMm8ud8fHzw4MEDuLt/3dW1CxcuwNnZGWPHZl+5e/lS8QO5h4cHrl69ii5dusjLPh4Xa2tr2Nvb49mzZ/I1F3JCR0dHKbCSnkvTFAAAGRmQvn0JraIlkPYwe061VtESSH94W2UT6asn0ClZHtDWAdIyryyLLawhyGSQJWR/KNWt2gB6NZogceN8ZLx9qXJb9N8gSYfSnQ8SkgUUd9DA26jMLBMNMVDUTgPBl9XfNvHFOxnKuWso5LtYmogRnyxDhgx48iYDs7d9UGjTrpY2ImIFnL6dXqCDBgCgpWOgcKcEQRCgZ2iJN08uwsIuM3srQ5qGdy+uwbfBsBxvVxAExIQ/hJm16lvJZVfMDlYUJlpamvAo6oKrdx6gZqXy8vJrd0NQvYL3D30tQQDSC0FmlJaWFoq5u+PWrVvwq5p9+8hbt26hcuXKKtt4eXniypWrCmU3b95CsWLFoKn5nR9tBCgtIFxQaWlpwsPNGdfuPoB/pexsvqt3Q1C9Qs4yIj/lbG+LjXMVA3IrtuxB8odUDOnZAdYWOZ8Gkt/09AwU7pQgCAJMzCwRcucynN0yA2rS9HQ8enADbboqX5j5GmmSVIg+ue2iWCyGICtc69dknaOuKZ2jHqDaNx5TWTbtPYR1uw5g7vhh8HJ3/d6uEgGA0vuOcs8PCxzUrVsXVapUQcuWLTFjxgx4eHjg7du3OHToEFq2bAlfX1+4u7tj9+7daNasGUQiEcaPHy+/mv05VlZW0NPTw5EjR+Dg4ABdXd3Ppsir4+TkBG1tbSxatAj9+vXD/fv3MWXKFIU6zs7OEIlEOHjwIBo3bgw9PT0YGRlh+PDhGDJkCGQyGapVq4aEhARcvHgRhoaGauf4Z3F3d8f69etx9OhRuLq6YsOGDbh27Zr8bhFZOnXqhICAAEybNg1t2rSRr1sAZN4ZoXLlyvj111/xyy+/wMDAQL7w46JFiz772mFhYdi6dSsqVKiA4OBg7NmzR6HOb7/9hl9++QW+vr6oWrUqtm3bhrt378LNLfveupMmTcKgQYNgbGyMRo0aQSKR4Pr164iNjVXKKshPqZeOw7B1L0jfvoD01TPolK8BDRNzJF4/AwDQr9MaYmNTJO1ZAwCQ3LsCvRpNYdiiBz6c2Ze5xkH9NpDcOi+fpqDr1xD6tVogaddKZMRFQWSYeRVHSJPIgw3/ZRoG+jBwz85q0Xd1gHFZT6TFxCP11ffNCS0szt1NRx0fLUTFC4iKl6G2jxbSpAJuPc7+Uta+tjbikwUcvpJ53Fy8L4VfKU20qKaF8/ekKGIiQh0fLZy/l/m8JB14F6MYHUhLB5IlglJ5YSASiVDSryvunl0BYwtnmFg6486ZFdDQ0kXRsk3l9c7uGAUDY2v4Nsg8b9w6+ReKOJWFsYUz0lOTEHJpI6LDH6JKs/HyNtePzYND8eowMLFFuiQZz+4ewrvnV1G/+4o8388foX2z+pi8cCW8irqglIc79h0/i/dR0WhZP/OuPks37kBkTBwmDMqeGvbP88wpfR9SJYhLSMQ/z8OgpakBV8fMLLj1uw/Cs6gr7K2LIF2agUs37+Lw2YsY0aeLcgcKoNatWmHWnDkoVqwYvDw9cfjIEURERqJJ48YAgDVrgxAdHY0RwzODUE0aN8b+AwexfMVKNGrYAKEPH+LosWP449+1e4DML/9ZUyGlUimioqPx9OlT6OnpyTMM1gatQwXf8rAsUgQfUj7g7N9ncffePUydPDmPR+DbdWhWHwGLVsHTzQWlPYpi7/G/8T4qBq3qZ17oWLJpFyKjYzFxUG95m+zjKRVx8VnHkyZcHe2go62Fok4OCq9haJB594VPywsbkUiEuk07InjnGljbOsHK1gmHdq2Bto4uKtVoJK+3asF4mJlb4acumVkn0vR0vH39LPN3aTpioyMQ9vwRdHT1YG2b+f+xbIUaCN65GuaWNrB3KoqwZw9xbP9GVKvTIu939Du1a9YAUxaugKf8HHUG76Oi0eqjc1RUTCzGD+ojb/PP88yLKinyc9TLf4+pzHPUpr2HsHLLbkwc3Be2RSwRHRsHANDT1YW+ni6IqOD7YYEDkUiEQ4cOYezYsejZsyciIyNhY2ODGjVqwNo6M3Vy3rx56NmzJ6pWrQpLS0uMGjUKCQmqU8gVOqmpiYULF2Ly5MmYMGECqlevrnJKxJcUKVIEQUFBGDNmDBYuXAgfHx/Mnj0bzZs3l9ext7dHQEAA/vjjD/To0QNdu3ZFUFAQpkyZAisrKwQGBuLZs2cwNTWFj48PxowZ88XX7devH27fvo127dpBJBKhQ4cOGDBgAA4fVrz1T7FixVChQgVcu3YN8+fPV3iuTJkyOHv2LMaOHYvq1atDEAQULVoU7dq1++xrt2jRAkOGDMHAgQMhkUjQpEkTjB8/XuE2mp06dcKzZ88wfPhwpKamom3btujevbv8bhYA0Lt3b+jr62PWrFkYOXIkDAwMULp0aflijQVF2oNrSNY3gF7NZhAbmiAj4i0SNi2ALD7zzh4iIxOIP05HTJMgYcNcGDTqCJM+4yBLSUbag+tIOZUdXNGt4A+RphaM2imuA5FyZj8+nNmfJ/uVn0zKl0KVkxvkj0vMzjzmX63fjbu9RudXt/LU6dtSaGmK0Lq6NvR0gLAIGVYelEDy0UVJM0ORQpZAfLKAlQclaO6nhWFtdRGfLODcvXScvlXwrwB/q9LVe0OaLsGl/ZORlpqAIg5l0LDHKoXMhOT4zKlAWdJSE3Bh7wR8SIyCtq4RLGy90OSX9QrTID4kReHvHaOQkhgJbV0jmNkUR/3uKxTu4FCY1PWrhPjEZKzZsR/RsfFwc7LH7DFDYGuVubBkdGw83kdFK7TpPjx7kbqHT1/g2LnLsCligd3LZgPIDCjMXrEeETGx0NHWhrO9DSb+/gvq+ilOLyuoatasgYTEBGzavAWxMTFwdnHGlIAAWFtnpsTHxMYgIjJSXt/GxgZTJgdg+YqVOHjwIMwtLNC/b19Uq5Z9TETHxODX37KvIu/atRu7du1G6dKlMWvGdABAbFwsZs6eg9iYGOgbGMDV1QVTJ09WusNDQVbXryLiE5OwZucB+fE0Z8zvsC2SdTzF4X1UjEKbbiOyMwoePnuJY+evwKaIBfYsnZmnfc8PjVp1Q3paKjaumI7kpAS4FSuFoROXKGQmxES+UzhPxcVGImBoB/njo/s24Oi+DfAoWR4jp64EAHT8ZST2bl6CjSsCkRgfC1OzIqhZ/yc0b5v95bqwqOtXCQmJSVi7Y99H56ihsLH6+JhSPEf1+Ogc9ejpCxz/9xy1a1nm1NjdR04iXSrFuNl/KbTr2bYFerVrlct7REQ/gkj4ESsy0X9OvXr1YGNjgw0bNny58leIntT7y5UIAHB52rn87kKhcHrh52/1R9mKFOFVnZzo7Xk5v7tQKCToFY557gWBScq7/O5CoRCiUXgCNvnNU/Z9t4/8f2FZqkp+d4Fy2YveBTOrx2XVvvzuwg/3wzIOqPBKSUnBsmXL0KBBA2hoaGDLli04ceIEjh8/nt9dIyIiIiIionxWaFeTMDQ0VPtz7lzeXqnt16+f2r7069cvT/vyLbKmmVSvXh3ly5fHgQMHsGvXLtStWze/u0ZERERERET5rNBmHNy+fVvtc5/eMjG3TZ48GcOHD1f53NfeFio/6Onp4cSJE/ndDSIiIiIiohwTiUVfrkQ/RKENHHztbQlzk5WVFaysONeTiIiIiIiI/nsK7VQFIiIiIiIiIsp9hTbjgIiIiIiIiP5/icS8Dp5XONJEREREREREpBYDB0RERERERESkFqcqEBERERERUaHDuyrkHWYcEBEREREREZFaDBwQERERERERkVqcqkBERERERESFDu+qkHc40kRERERERESkFgMHRERERERERKQWAwdEREREREREpBYDB0RERERERESkFgMHRERERERERKQW76pAREREREREhY9IlN89+L/BjAMiIiIiIiIiUouBAyIiIiIiIiJSi1MViIiIiIiIqNARiTlVIa8w44CIiIiIiIiI1GLggIiIiIiIiIjU4lQFIiIiIiIiKnREYl4HzyscaSIiIiIiIiJSi4EDIiIiIiIiIlKLUxWIiIiIiIio0OFdFfIOMw6IiIiIiIiISC0GDoiIiIiIiIhILU5VICIiIiIiokKHd1XIOxxpIiIiIiIiIlKLgQMiIiIiIiIiUouBAyIiIiIiIiJSi2scUJ5a7L40v7tQaCQuTM/vLhQKtQaVy+8uFBp1tg3I7y4UCs/12uR3FwoFHaTmdxcKjSdapfO7C4WCo+br/O5CofEiwzO/u1AoWOZ3B4j+Q5hxQERERERERERqMeOAiIiIiIiICh2RWJTfXfi/wYwDIiIiIiIiIlKLgQMiIiIiIiIiUotTFYiIiIiIiKjQ4VSFvMOMAyIiIiIiIiJSi4EDIiIiIiIiIlKLUxWIiIiIiIio8BHzOnhe4UgTERERERERkVoMHBARERERERGRWpyqQERERERERIWOSMS7KuQVZhwQERERERERkVoMHBARERERERGRWpyqQERERERERIWOiHdVyDMcaSIiIiIiIiJSi4EDIiIiIiIiIlKLgQMiIiIiIiIiUouBAyIiIiIiIiJSi4EDIiIiIiIiIlKLd1UgIiIiIiKiQkckFuV3F/5vMOOAiIiIiIiIiNRi4ICIiIiIiIiI1OJUBSIiIiIiIip8xLwOnlc40kRERERERESkFgMHRERERERERPloyZIlcHV1ha6uLsqXL49z5859tr5EIsHYsWPh7OwMHR0dFC1aFGvWrMm1/nGqAhERERERERU6/5W7Kmzbtg2DBw/GkiVL4Ofnh+XLl6NRo0YICQmBk5OTyjZt27bF+/fvsXr1ari7uyMiIgJSqTTX+sjAAREREREREVE+mTt3Lnr16oXevXsDAObPn4+jR49i6dKlCAwMVKp/5MgRnD17Fs+ePYO5uTkAwMXFJVf7yKkKRERERERERD+IRCJBQkKCwo9EIlFZNy0tDTdu3ED9+vUVyuvXr4+LFy+qbLN//374+vpi5syZsLe3R/HixTF8+HB8+PDhh+9LFgYOiIiIiIiIqNARicQF8icwMBAmJiYKP6oyBwAgKioKGRkZsLa2Vii3trbGu3fvVLZ59uwZzp8/j/v372PPnj2YP38+du7ciV9//fWHj3EWTlUgIiIiIiIi+kFGjx6NoUOHKpTp6Oh8to1IpLhegyAISmVZZDIZRCIRNm3aBBMTEwCZ0x3atGmDv/76C3p6et/Re9UYOCAiIiIiIiL6QXR0dL4YKMhiaWkJDQ0NpeyCiIgIpSyELLa2trC3t5cHDQDAy8sLgiDg9evXKFas2Ld3Xg1OVSAiIiIiIqLCRywqmD9fQVtbG+XLl8fx48cVyo8fP46qVauqbOPn54e3b98iKSlJXvbPP/9ALBbDwcHh68cxB5hxQP9JNcuIUd5dDF1t4E20gENXMxAZr75+WTcRWlZVfjtM3ZyODFnm77+31ISpofKJ4NqjDBy6JvtRXc9z9X21UKmEBvR1RAh7L8Puc2l4Hyt8to2uNtCokhZKu2pCTweISRRw4GIaHoYpj0PtcppoXFkbf99Nx/4L6bm1G/nOvJov3Ib1golPKejaWeH6TwPwfv/J/O5Wntp26T6Czt1CVGIKilqZY2RTP/i42qmse/NFOBYcuYTnEbFITZfC1swIbSqWRJdqZeV10jMysPrMTRy4+QgRCclwsTTF4IZV4Oeh+rZEBZUgCNi6aR2OHQlGclIiinl4oe+AQXBydv1su4vn/8bmDWvxLvwtbGzt0LlbT1SuWl3+/JaNQdi2eb1CG1MzMwRt2qVye0sWzcWxwwfRs88ANG/Z5vt37CsJgoBNmzbh8JEjSEpKgoeHB34dMADOzs6fbXf+/Hms37AB4eHhsLW1Rbdu3eD3yQepgwcPYueuXYiJiYGzszP69umDUqVKffVrh4aGYt26dXj46BE0NTXh5uaGKZMny68aPXnyBGvWrME/jx9DLBbDz88PfX75JVdSQr+WIAjYs3UlTh/di+TkRBQtXhLd+o6Ag1NRtW1ehz3Frs0r8OLpQ0RFhKNTryFo2LyD2vr7dwZhx4YlaNCsPTr3Hqq2XkGx/+Ah7Ni9GzExsXB2ckL/Pr1RulRJtfXv3ruPZStX42VYGCzMzdG2TWs0bdxI/vyhI0dx4tRpvHjxEgBQzN0dPbp1gadHcXmdLj16431EhNK2mzVpjN8G9PuBe5e7BEHA7i2rcOrYPiQnJcK9eAl07zcCDk5uatu8DnuGnZtW4PnTh4iKeIfOvQajUYv2CnVOHNqFE4d3IzIiHADg4OSGVu17wru86i9HRP8vhg4dii5dusDX1xdVqlTBihUrEBYWhn79Ms8bo0ePxps3b7B+feb//Y4dO2LKlCno0aMHAgICEBUVhREjRqBnz5659j+JgYP/sLS0NGhra+d3N/KcXwkxqniKsfdSBqITBNQorYEudTSxeL8UaZ+5tWlqmoDF+xUrZHz0PXjlYSk+nmZkZSpC17qaeBD2+S/ZBVktb03UKKuJrafSEBUvQx0fLfRppoOZW1IhUfMdX0MM9G2mg6QPwPpjEsQnCTAxFEGSrjwOjkXEqFxCE2+jCm9gJac0DPSRcPcRXq/bjfI7Fud3d/LckbuPMTP4PMa2qAFvZxvsvBKCAUEHsWdIB9iaGinV19PWRPvKpVHM1gJ62pq49SIcU/achZ62JtpUzPxgv/jYVQTf/gcTW/nD1coUF/95hSEbD2Nd/9bwsiuSx3v47fbs3Ir9e3Zi0NCRsLN3xI6tGzFx7EgsWbEOevr6Kts8DH2A2dMno2OXnqhctRouXzyPWYGTEThrIYp7esnrOTm7IGDabPljsYbqRMLLF8/jn0ehMLew+LE79xV27NyJ3Xv2YNjQobC3t8eWrVsxZuxYrFyxAvpqxiE0NBSB06eja5cuqFq1Ki5evIjAwEDMnjULnp6eAICzZ89i+YoV+HXAAJQoUQKHDh/G+AkTsHzZMlhZWeX4tUNDQzFu/Hi0a9sW/fv3h6amJp49fw6ROHNMo6OjMXrMGNSoUQMDBgxAckoKVixfjjlz52Lc2LF5MIKfF7x7PQ7v24I+v0+AjZ0T9m1fgxkTfsPMJTugp2+gsk2aRAIra3tUrFoHm9bM++z2nz0Owemje+Do4p4b3f/hzvx9DstWrsJvA/qhpJcXgo8cwdiJAVi19C9YWSmfP8LfvcPYiQFo3LA+/hg+FA9CQ7FoyTKYmJigul/ml9o79+7Dv0YNlOzrCS1tbezYtQujx0/EyiWLYWmZ+d5aNH8OZB99eHjx8iX+GDcBNar55c2O/yAHd2/AoX1b0O/38bCxd8Le7WsROGEQZi/ZpvZ4kkhSYWVjj0p+dbBx9XyVdcwtrdC+26+wts28InruVDDmThuJP+ev/2xQgui/rl27doiOjsbkyZMRHh6OUqVK4dChQ/IAd3h4OMLCwuT1DQ0Ncfz4cfz222/w9fWFhYUF2rZti6lTp+ZaH/8zUxX8/f0xcOBADBw4EKamprCwsMC4ceMgCJlfZjZu3AhfX18YGRnBxsYGHTt2RMQnEeEHDx6gSZMmMDY2hpGREapXr46nT5/Kn1+7di28vLygq6sLT09PLFmyJMf9GzVqFIoXLw59fX24ublh/PjxSE/P/Gb26NEjiEQiPHz4UKHN3Llz4eLiIt+HkJAQNG7cGIaGhrC2tkaXLl0QFRWlNAZDhw6FpaUl6tWrJ99O6dKlYWBgAEdHRwwYMEAhrQUAVq5cCUdHR+jr66NVq1aYO3cuTE1NFeocOHAA5cuXh66uLtzc3BAQEACp9DPfxPNJJS8xzt2X4eErAZHxwN6LGdDSBEq7fvlwT05V/PlYikTxueL2IsQkCnj5vvAGDqqX0cLJG+m4/zwD72IEbD2VBm1NEcoVUx9TrOipCT0dEdYekeDFOxlikwS8eCdDeLTiOGhrAh3ramPHmTR8kBTeMcqpyKN/45+J8/Fu7/EvV/4P2nDuDlr5eqF1hRJwszLHyGbVYGNiiO2X76us72VXBI28i8Hd2hz2ZsZoWs4DVYs74ubzcHmd4FuP0NvfB9U9neFgboK2lUuhanEnrD93O4/26vsJgoADe3fh5/adUMWvBpxdXPH7sFGQSFLx9xn1GSkH9u6CdzlftGnXEQ6OTmjTriPKePvgwL6dCvXEGhowMzeX/5iYmCptKzoqEiuXLsTQEWOgoZE/1wsEQcDevXvRvn17+Pn5wcXFBcOGDYNEIsGZM2fUttu7dy98ypVDu3bt4OjoiHbt2sHb2xt79+2T19mzZw/q16+Phg0bwsnJCf369kWRIkUQHBz8Va+9fMUKtGjeHG3btoWzszPs7e1RvVo1aGtpAQCuXL0KTU1N/DpgABwcHOBRvDgGDBiACxcu4O3bt7kybjklCAKOHNiKFj93R4UqteDoXBR9B09EWloqLv19VG07t2Il0KHHIFSpUR9aWuovNKR+SMHSuePR69exMDA0zo1d+OF27dmHhvXrolGD+nByckT/Pr+giKUlDhw6pLJ+8KEjsCpSBP37/AInJ0c0alAfDerVxc7de+R1Ro8YhuZNG6NoUTc4OTpg8G8DIchkuHXnjryOqYkJzM3N5D9Xrl2Dna0NypQupeplCyRBEHBk/za0bNsdFapmHk/9Bk9AmiQVF/8+prZd0WIl0LHHb6hSox40/33ffMqnYnV4+1aFrb0TbO2d0LZLf+jq6uPJQ9X/K4i+RCQWF8ifbzFgwAC8ePECEokEN27cQI0aNeTPBQUFKf2/9PT0xPHjx5GSkoJXr15hzpw5uZoB958JHADAunXroKmpiStXrmDhwoWYN28eVq1aBSDz6vuUKVNw584d7N27F8+fP0f37t3lbd+8eYMaNWpAV1cXp06dwo0bN9CzZ0/5F+OVK1di7NixmDZtGkJDQ/Hnn39i/PjxWLduXY76ZmRkhKCgIISEhGDBggVYuXIl5s3LjO57eHigfPny2LRpk0KbzZs3o2PHjhCJRAgPD0fNmjXh7e2N69ev48iRI3j//j3atm2rcgwuXLiA5cuXAwDEYjEWLlyI+/fvY926dTh16hRGjhwpb3PhwgX069cPv//+O27fvo169eph2rRpCts9evQoOnfujEGDBiEkJATLly9HUFCQUr38ZmoIGOmJ8DQ8O9qfIQNevBfgYPn5+UbampnTEYa00kQHfw3YmKmvKxYDZVzFuPWk8F5JNzcSwdhAhEevM+RlGTLg6dsMuNioPzWUcNHAy/cytK6ujYnd9DC8nS5q+2ji00VfW9fQRujLDDx+U3jHiHImXZqB0LeRqFLMUaG8SjFH3Al7n6NthL6NxJ2X7+Drlj21IU2aAW1NDYV6OpoauP1C9a2JCqL378IRGxsDbx9feZmWljZKlS6Lh6EP1LZ79DAE3j7lFcrK+fjiYYhim/A3b9Cj88/o06MjZk+fgnfhil9gZTIZ5s8ORMuf2n1xakRuevfuHWJjY+Hj4yMv09bSQunSpRESGqq2XejDhwptAKC8jw9CQ0IAAOnp6Xj85IlSHZ9y5eTbzclrx8XF4dGjRzAxNcXQYcPQoWNHjBg5EvcfZI93eno6NDU1If7oA2HWFIYHD9T/LfNC5Pu3iI+NRqlyleVlWlra8Czpg8cP73739tctn4my5f1Qyrvid28rL8iPi3LlFMrL+5RDSOhDlW1CHj5EeR/l+v88fqL2IolEIoE0IwNGRspZVVn9OHn6DBrUq6t2ZfSCKPL9W8TFRqO0dyV5WebxVA6PQ+/9sNeRZWTg0t/HIUn9AHfP0j9su0SUO/5TUxUcHR0xb948iEQieHh44N69e5g3bx5++eUX9OzZU17Pzc0NCxcuRMWKFZGUlARDQ0P89ddfMDExwdatW6H1b5S0ePHsOWtTpkzBnDlz0Lp1awCAq6ur/At0t27dvti3cePGyX/Putqxbds2+Rf4Tp06YfHixZgyZQqAzMUtbty4IZ/HsnTpUvj4+ODPP/+Ub2fNmjVwdHTEP//8I++ru7s7Zs6cqfDagwcPlv/u6uqKKVOmoH///vKMiUWLFqFRo0YYPny4fL8vXryIgwcPyttNmzYNf/zxh3xf3dzcMGXKFIwcORITJ05Uuc8SiQQSiUShTJouhqZWzlYY/RaGupn/mJM+yRZITgVMVGfWAQCiEoC9lzIQEStAR0uESp5i9GygiWXBUsQkKtf3dBBBVxu4/azwfik20v93rFIUy5M+AGYq1nLIYmEsgruRGDcfZ2BVcCqKmIrRqro2NETA8RuZH6683TVgbynGgl2pardD/x2xKanIkAmwMFSMclsY6iMq8dVn29YLXIfY5A/IkAnoV6cCWlcoIX+uanEnbDh/B+Vd7eBoboIrT1/jTOgLZMgKz/suLjYGAGBqqhiJNDE1Q2SE+qBKXGwMTEzNP2ljjtjYWPnj4h5e+H3YH7Czd0B8XCy2b92IP4b/hoVL18DYOHOV5d07tkKsoYGmLVr/qF36Jln9Nvskk83U1FQp++/Tdp9mv5mamiLm3+0lJCRAJpMpb9fMTP6aOXnt8H9Xst60aRN69+oFt6JFcfLkSYwePRrLli6Fvb09vMuWxcqVK7Fz5060aNECqampCAoKAgDExMTkaBxyS1xsNADAxETxmDE2NUd0RLiqJjl26e9jePHsEQJmB33XdvKSuuPCzNQEsbFxKtvExsbBzNTkk/qmyMjIQHxCAizMzZXarA5aD0sLc/h4l1V6DgAuXr6CpKRk1K9b55v2I7/IjycV56CoyO8P3Ia9eIJJI39BeloadPX0MGTMDDg45V9gk4hy5j8VOKhcubJCRLdKlSqYM2cOMjIycPfuXUyaNAm3b99GTEwMZP9+8AwLC0OJEiVw+/ZtVK9eXR40+FhkZCRevXqFXr164ZdffpGXS6VShVtgfM7OnTsxf/58PHnyBElJSZBKpTA2zk73a9++PUaMGIHLly+jcuXK2LRpE7y9vVGiROaH6Bs3buD06dMwNDRU2vbTp0/lgQNfX1+l50+fPo0///wTISEhSEhIgFQqRWpqKpKTk2FgYIBHjx6hVatWCm0qVqyoEDi4ceMGrl27ppBhkJGRgdTUVKSkpKicnxoYGIiAgACFspqtxqFW6wk5GbIcKe0iQtNK2VckN5/OUFnvS3H+N1EC3shnfQgIi8xA38aaqOghxpHryl9SyrmL8fitgKQP39bv/FCumAba1MxORV0dnBnUEaA8jeBzEwtEIiDpg4CdZ9MgCMCbqAwY66fD31sLx29IYWIgQgs/baw4mAqp6j8H/UeJPnmnCRCUMlE+tbZvK3xIS8fdsPdYcOQSnCxM0Mg78xZCI5tWw+Q9Z9By7haIRICDuQlalPfEvhuqrxgWBGdPn8DSRXPlj8cFBGb+8ulAfObezFmUn1Ycz/IVKik86+FVAv16dcbpE8fQovXPePL4HxzcvwtzFy7P86udp06fxqJFi+SPs/4XKPUjR+Pw6XGlXJaTe19/7rWFfz8TNG7UCPXr1wcAuBctitu3b+PYsWPo0aMHnJ2dMWzoUKxctQprg4IgFovRokULmJmZKWQh5IULZ45g7dJA+eNh4zMzGFXt4xffhJ8RHfkeG1fNxciAhdDWzr2gf25RPi7w+Q8ESmOV+d/w03MbAGzfuQtnzv6NWdOnqV1P6six46jgWx4W+bi2SE5cOHMEq5fMkD8eMWFO5i9K7z1B5Vh8LTt7Z/w5fz1SkpNw9eJpLJs/GeP+XMrgAVEB958KHKiTmpqK+vXro379+ti4cSOKFCmCsLAwNGjQAGlpaQDw2fkgWUGGlStXolIlxQ9qGhoaqpoouHz5Mtq3b4+AgAA0aNBAntkwZ84ceR1bW1vUqlULmzdvRuXKlbFlyxb07dtXoQ/NmjXDjBkzlLZva2sr/93AQPGy+suXL9G4cWP069cPU6ZMgbm5Oc6fP49evXrJ11hQ9QEra12Fj18/ICBAnnHxMV1dXZX7PXr0aAwdqrjq8qxdP/bD1aPXAl5HZacQZmU1G+pC4Uu9/iePc+JttABzI+V/kCYGgJuNCNv/LlzfikNeZGDu++wMgKyxMtIXITEl++9tqJcZGFAnIUVAhuzfD2D/ioiTwdhABA0x4FBEDCN9EQa3yT4uNMQiuNqJ4VdKE3+s+ADhv7/kwf8VM31daIhFiPokfSUm6QMsDFUvepfFwTwzgFrMxgLRSSlYevKaPHBgbqiH+V0aQZIuRVxKKqyMDTD/yGXYmalOCy4IKlaqiuIe2YsXpqdn/o+Ji42BuXn2l4f4+DilLISPmZqZy7MV5G3iYj/bRldXD87Obgh/+xoAEPLgLuLj4tC7W/aq5jKZDEGrluHA3l1YGbTl63buK1SuVAmeHh7yx1n/b2JiY2H+0ZXbuPh4pYyCj5l9lDmQJT4uTn4l2djYGGKxWJ6B8HGdrO2amZl98bWzyp2cFO/Y4eToiIjISPnjWrVqoVatWoiNjYWuri5EIhH27NkDGxsbtfuQG3wqVoe7R/bdAeTHWVw0TM0t5eUJ8bFKV42/xvOnoUiIj8GEodmZlTJZBh49uIXjwTuwdud5iHPwOSivqTsu4uLjlbIQspiZmSplI8TGxUNDQwPGxornnB279mDL9p2YMW0y3FxVf9l9HxGBW7fvYMKYP755P/KKT8XqKFo8+3iSSjPfr/Gx0TD7+HiK+77jKYumlhZs7DKntrkV88KzJyE4emAbev1a8MeK6P/ZfypwcPnyZaXHxYoVw8OHDxEVFYXp06fD0THzRHX9+nWFumXKlMG6deuQnp6ulHVgbW0Ne3t7PHv2DJ06dfrqfl24cAHOzs4Y+9Gqyy9fvlSq16lTJ4waNQodOnTA06dP0b599oc9Hx8f7Nq1Cy4uLtDUzPmf7fr165BKpZgzZ478isj27dsV6nh6euLq1atK7T7m4+ODR48ewd0956sp6+joyOd/ZtHU+rG340uTAmmK6zwi8YMAN1sx3sVmBnzEYsDFWoQTt74uvdnaHIiIVS73LipGsgT4503h+vYrSYfSnQ8SkgUUd9DA23+DLxpioKidBoIvq/87vXgnQzl3DYiQnZlgaSJGfLIMGTLgyZsMzN6mGKVpV0sbEbECTt9OZ9DgP0hLUwNedkVw+fEr1CmZvSr25Sev4e/lkuPtCELmegmf0tHShLWJIdIzMnDy/lPUL1NwV3XX09dXuFOCIAgwMzPH7Zs34FY0MyCSnp6O+/fuoFuPPmq34+FZArdv3UDzVj/Ly27fvAHPEupvJZeenobXr16iRKnMucL+teuhrLfiOgkB40fCv3Y91KnX8Jv2L6f09fUVMtEyx8EMt27ehHvRov/2Nx337t1Dzx491G7Hy9MTN2/dUsiKu3nzJrz+zcbT0tJCMXd33Lp1S+EWjTdv3UKVypnz/W1sbL742tbW1rCwsMDr168VXv/1mzeooCKTLysYcfTYMWhpaaHcJ3Ppc5uevoHCyvaCIMDEzAL3b1+Bi1tmwEaano6HD26iXdeB3/w6JctUwJ8LFQNMKxdOhp2DC5q07loggwZA9nFx89ZtVKtaRV5+89ZtVKmsep2GEp6euHz1mkLZzVu3ULyYu8Lnru27dmPz1u0InDIJxYsVU9uHo8dPwNTEBJUqVvjOvcl9qo4nUzML3Lt9FS5FPz6ebqF9t19/fAeE7OAXERVc/6nAwatXrzB06FD07dsXN2/exKJFizBnzhw4OTlBW1sbixYtQr9+/XD//n35WgJZBg4ciEWLFqF9+/YYPXo0TExMcPnyZVSsWBEeHh6YNGkSBg0aBGNjYzRq1AgSiQTXr19HbGys0lX1T7m7uyMsLAxbt25FhQoVEBwcjD179ijVa926Nfr374/+/fujVq1asLe3lz/366+/YuXKlejQoQNGjBgBS0tLPHnyBFu3bsXKlSvVZj4ULVoUUqkUixYtQrNmzXDhwgUsW7ZMoc5vv/2GGjVqYO7cuWjWrBlOnTqFw4cPK2QhTJgwAU2bNoWjoyN+/vlniMVi3L17F/fu3cvV2358iyuhMlQvJUZMooDoBAHVS2kgXQrce54dOGhZVQOJKQJO3s4sq1lajNdRAqITBehoAZU8NGBjJsKhq8pfYrzdxLjzVPaf+AJ87m466vhoISpeQFS8DLV9tJAmFXDrcXYWR/va2ohPFnD4SmYw4eJ9KfxKaaJFNS2cvydFERMR6vho4fy9zOcl6cC7GMXBSUsHkiWCUvl/iYaBPgzcs69W6rs6wLisJ9Ji4pH66vvmGBcGXaqXxdjtJ1HCwQplnayx62oIwuMS8XOlzJXEFxy5hIiEZExrWxcAsPXSPdiYGsG1iCkA4NaLcKw/dxsdqmYvkHU37D0iEpLgaWeJiPhkLD15DTIB6F4jb7+kfQ+RSIRmLX/Czu2bYGdvD1s7B+zctgk6Orqo4Z8973n+7EBYWFiiS4/M6XDNWrTGmJGDsXvHFlSs7Ierly/gzu0bCJy1UN5m7aqlqFCpKooUsUJ8XBy2b92AlJQU1KqTmWpvbGwiX+sgi4aGJkzNzGHvoHhlPbeJRCK0bNkS27Zvh529Pezt7LBt2zbo6OjA399fXm/27NmwsLBAj3+/0Ldo0QIjRo7E9h07UKVyZVy6fBm3bt/G7Fmz5G1atWqF2XPmoFixYvDy9MThI0cQGRmJxo0b5/i1RSIRfvrpJ2zcuBGubm4o6uaGEydO4PXr1wpB//0HDqDEv3dXunXrFlavWYMe3burnEaYl0QiERo2a48DO4NgY+sIazsnHNi5FtrauqhSo4G83rJ5E2FmYYV2XTO//EnT0/Hm1XP577HRkXj57B/o6unB2tYRevoGcHQuqvBaOrp6MDQyUSovaH5q1QIz58xD8WLuKOHpieAjRxERGYmmjRsBAFYHrUN0dAxGDhsCAGjSuCH2HQzGspWr0bhBfYQ8fIgjx05g9Mjh8m1u37kL6zZswh8jh8PayhoxMZlXF/T0dBUyV2UyGY4dP4l6dWrnKDO1oBGJRGjYvB3271wHGztH2Ng5Yt+OddDW0UXVGvXl9ZbOC4CZeRG07zYAQOYx9DrreJJKERsTiRfP/oGurp48w2Db+qUoW74KLCyt8OFDCi6fO46Q+zcxauLnbwdKpI5IXHgWHi3s/lOBg65du+LDhw+oWLEiNDQ08Ntvv6FPnz4QiUQICgrCmDFjsHDhQvj4+GD27Nlo3ry5vK2FhQVOnTqFESNGoGbNmtDQ0IC3tzf8/DLvu9u7d2/o6+tj1qxZGDlyJAwMDFC6dGmFhQfVadGiBYYMGYKBAwdCIpGgSZMmGD9+PCZNmqRQz9jYGM2aNcOOHTuwZs0ahefs7Oxw4cIFjBo1Cg0aNIBEIoGzszMaNmz42bmV3t7emDt3LmbMmIHRo0ejRo0aCAwMRNeuXeV1/Pz8sGzZMgQEBGDcuHFo0KABhgwZgsWLs+9F36BBAxw8eBCTJ0/GzJkzoaWlBU9PT/Tu3fuL+5/XLoTIoKkJNK6oAT1t4HWUgA0npUj7aFFkEwNAELJPNLraQNNKGjDUy/ziGx4jIOhYBt5+cotBN1sRTA1FuPW08CzO9jmnb0uhpSlC6+ra0NMBwiJkWHlQAslHCQdmhiKFIEl8soCVByVo7qeFYW11EZ8s4Ny9dJy+VfBuzZmXTMqXQpWTG+SPS8weAwB4tX437vYanV/dyjMNyxRDfLIEK05eR2RiMtytLfBX96byaQVRiSl4F5edHiQTBCw8ehlvYhKgKRbDwcIYvzesjDYVs6+op0ml+Ov4VbyOSYC+thaqeThhWtu6MNYrXHOtW7VpD4lEguV/LUBSUiKKe3hh0tSZCpkJkZERCrdv8ixR6n/s3XVYVFkfB/Dv0CXdDSqNIhhrN+qqa3e3q+uuvfq65pprYay5q9itWIiN3b0K2GKgdNcA9/2DdXBkBlGpcb+f55nncc6cc+ec4+XOzO+ewNgJk7Fl4zps3bQe5haWGDthMpxc8qZBxERHY+G8mUhKTICunh6cnN3wx+LlMDUr2WHzhdWpY0dkZmTgzz//RHJyMpydnTFr5kypkQmRUVFS/eDm5oYJEyZg48aN2LRpEywsLDBxwgS4uLhI8tSvXx9JSUnYunUrYmNjYW9vjxnTp8PMzOyz3rtd27YQZ2ZizZo1SEpKgqOjI2bNmgXLD6YDPgwLw+bNm5GWlgYbGxuM+OknNG5cNha+a9m+NzIzM+C/+g+kJifB0ckd46cvk7qTHBP9Tqp/42Kj8NuonpLngQGbERiwGS4e3pg0S/omg6JpUK8uEhOTsGXbDsTGxsLOzg4zp0+BmakpACA2Nk5qGoqFuTlmTZ+KVWv/wsFDh2FoZIhhQwahbu28kSwHDx+BOCsLv8+eK/VePbt3Re8e3SXPb96+g8ioKDTzbVLMrSw+rdr3QmZGBvxXzUdKchLKO7ljwvQl0udT1Fupm0xxsVGYNDLv++XhfVtweN8WuHpUwW+zVwIAEuJjsXLxNMTHxkBLWwc29uXx69TF8KwiPRWYiMoekfDxZHYF1aBBA3h5ecHPz6+0q/JNGDRoEEJDQ3Hu3LkiPe70zUU7VeFblpTEviqMhj8rzt3n0tZ4x7DSroJCeFa5Y2lXQSGog7umFFa02PjTmQhmKoqz1Wppi8o2Le0qKISqzgXsrU3fhIT5I0q7CjLpjVv26UwK5psacUBfbsGCBWjatCm0tbVx5MgRbNiwQbJdIxERERERUZkjKtldbf7L2NNFYPbs2dDR0ZH5aNGiRWlXr1CuXr2Kpk2bwtPTE6tWrcLSpUvL5DQEIiIiIiIiKlnfzIiD4ODgUnvvoUOHonPnzjJfK2ibx7Lk450WiIiIiIiIiIBvKHBQmgwNDaX2hiYiIiIiIqLixV0VSg6nKhARERERERGRXAwcEBEREREREZFcnKpAREREREREikeJ98FLCnuaiIiIiIiIiORi4ICIiIiIiIiI5OJUBSIiIiIiIlI4IhF3VSgpHHFARERERERERHIxcEBEREREREREcjFwQERERERERERyMXBARERERERERHIxcEBEREREREREcnFXBSIiIiIiIlI8SrwPXlLY00REREREREQkFwMHRERERERERCQXpyoQERERERGRwhEpiUq7Cv8ZHHFARERERERERHIxcEBEREREREREcnGqAhERERERESkeEe+DlxT2NBERERERERHJxcABEREREREREcnFqQpERERERESkeLirQonhiAMiIiIiIiIikouBAyIiIiIiIiKSi1MViIiIiIiISOGIuKtCiWFPExEREREREZFcDBwQERERERERkVwMHBARERERERGRXAwcEBEREREREZFcDBwQERERERERkVzcVYFKVL3KWaVdBYVxNUyjtKugEBrvGFbaVVAYJ7usKO0qKITwg7+UdhUUQqOKL0u7Cgrjziu90q6CQugVs7q0q6AwzlqML+0qKISqzqVdAyp2SqLSrsF/BkccEBEREREREZFcDBwQERERERERkVycqkBEREREREQKR6TE++AlhT1NRERERERERHIxcEBEREREREREcnGqAhERERERESkeEXdVKCkccUBEREREREREcjFwQERERERERERycaoCERERERERKR7uqlBi2NNEREREREREJBcDB0REREREREQkF6cqEBERERERkeLhrgolhiMOiIiIiIiIiEguBg6IiIiIiIiISC5OVSAiIiIiIiKFI+KuCiWGPU1EREREREREcjFwQERERERERERyMXBARERERERERHIxcEBEREREREREcjFwQERERERERERycVcFIiIiIiIiUjwi3gcvKexpIiIiIiIiIpKLgQMiIiIiIiIikotTFYiIiIiIiEjxKIlKuwb/GRxxQERERERERERyMXBARERERERERHJxqgIREREREREpHBF3VSgx7GkiIiIiIiIikouBAyIiIiIiIiKSi1MViIiIiIiISPFwV4USwxEHRERERERERCTXfyJwEBwcDJFIhPj4+NKuisKxt7eHn59faVeDiIiIiIiISsk3OVWhQYMG8PLykvzgrVWrFiIiIqCnp1e6FaMSIQgCDu1chfMn9iI1JRH2FTzQbdBEWNpUkFvm3PE9uHLmEN68fAwAsHV0Q5vuP8GhoqckT9Dev3Hrykm8ff0camrqcHSujHY9R8Lcyr64m1RsBEHArVN/IuzaTmSmJcLEphJqtp4MA7OKcss8urkP5/b8L19672m3oaKqDgAIubINoVe2Izn+NQBA37QCvBoOg41zveJpSDHbcekf+J+7heikVJQ3NcT4VrXh7WApM+/N5xFYEnQJzyLjkC7OgoVBOXSs7o5edSpL8oizs/F38E0cvBmGyMQU2BvrY2TzmqjtbFtSTSpVhnWqwnHMAOh5e0DD0hTXOwzDuwMnS7taJUoQBFwOWo5/Lu5AeloizO0qo1HHKTCykP+396Gwm4dxZMNoOHo2xg8DV8jMc/X4alw8tAhe9XujQftJRVn9YiMIArZt2YhjQYFITk6Ck7MLhg77GbZ29gWWu3j+LLZs8kdERAQsLCzQs09/1KxVR/J64OEDOHL4ICLfvQMA2NrZoWu3XvCpVj3vGBfO4eiRQ3j8+BGSEhPht2wVHMvL/9woawRBwMXA5bh7YQcyUhNhbl8ZTTpPgbFl4c6p0OuHcWj9aFSo1Bhth+SdU1eOrsbD28cQ++4pVFQ1YOVYBfXajoWhmWNxNaVY7bj6AP7n7yE6OQ3lTfQxvsV38LY3/2S5Wy/eYcD6w6hgaoCdw9pJ0k88eI6/z97By9hEiLNzYGeki161PNDaq3D9XlYJgoCzB5fj1tkdSE9NhKVDZbToPgUmVvLbFXrzGC4ErkJsZDhysrNgaGqHGr79UKlmW0menOwsnDmwDP9cOYiUxGjo6JmgUq12qNtyGERK/4n7mVTUuKtCifkmAwcfU1NTg7n5pz8U6NtwLMAfJw9tRp/hM2BqaYcju9diyYwfMX1pADQ0tWWWeXj/OqrWaY7yzpWhqqaOYwH+WPr7j5iyeA8MjMxy8zy4gfrNu8C+gjtysrOxf+tyLP39R0z12wt1Dc2SbGKRuXfuL9y/4I+6HWZDz9get0+vQtD6Aeg46ghU1WX3FQCoquugw6hAqbT3QQMA0NY1R9Vmo6FrlPtD+NHN/Ti55Se0Gb6nwKBEWRR09xH+OHwek9rUg5edOXZfeYBh/oewb1Q3WOiXy5dfU00FXb/zREULI2iqqeDW8wj8vu8MNNVU0LG6OwBg+bGrOHz7Iaa2awAHU31cfPgSozYfwYYf28PV0qSEW1jylLW1kHg3DK827IXPruWlXZ1Scf3kWtw6vR6+PeZC38QeV4+txN4V/dBnUhDUNHQKLJsY+xrnAubBqnxVuXnevriLfy7ugLGlc1FXvVjt3b0D+/ftwS+jx8HKyho7t2/BlEm/YsWa9dDS0pJZJjTkAf6YOxM9evVFzVp1cOniefwx53fMne8HZxdXAICxsQn69BsICwsrAMCpk8cw6/cp8Fu2ShKUyEhPh6ubB2rXqY/lSxeVSHuL0tXja3Hj1Ho07zUXBqb2uBy0EruW98OAKZ8+pxJiXiN43zxYyzinXj66iir1esDczhM5Odk4f3Axdi0bgH6TD0NNXfb/SVkVdO8p/jhyBZNa1YKXrRl2XwvFsM1Hse+nDrDQl99HSemZ+G3vGVR3sERsSprUa3qa6hhYrzIcTPShqqyEs2HhmBpwDobamqhd0bq4m1RsLgWtxZXj6/FDv7kwNLPH+cMrsWVxP/w4Mwjqcs4nDW091P7+RxhbOEJJWRWP757GQf//QbucEcp71AUAXAxai5tnt+OHfvNgYlkBES/+wcH1E6GhWQ7Vm/QpySYS0Wf65kI0ffv2xZkzZ7BkyRKIRCKIRCL4+/tLTVXw9/eHvr4+Dh06BGdnZ2hpaaFjx45ISUnBhg0bYG9vDwMDA4wYMQLZ2dmSY2dmZmL8+PGwsrKCtrY2atSogeDg4ELV68WLF2jdujUMDAygra0Nd3d3BAbm/fB68OABvv/+e+jo6MDMzAy9evVCdHS05PWcnBzMmzcPFSpUgLq6OmxtbTFr1izJ6/fu3UOjRo2gqakJIyMjDB48GMnJyVL90rZtWyxYsAAWFhYwMjLC8OHDIRaLJXkiIyPRunVraGpqwsHBAVu2bMnXjmnTpsHW1hbq6uqwtLTEzz//XKj2lxRBEHDy8Ba0aD8QVb5rDCvbCugz4ndkZqTh6rkjcssNGDkHDZp3gY2DC8ytHNBz6BQIgoCwe1cleX7+bQVqNWwDS5sKsLZ3Ru/h0xEbHYHwpw9KomlFThAE3L+wEZUbDIG9uy8MzJxQr+NcZIvT8eTOoQLLikQiaJUzkXp8yNa1IWyc60PP2AF6xg6o6jsSKmpaiHp5pzibVCw2nbuDdlVd0b6aGxxNDTG+dR2Y6+lg5+V/ZOZ3tTRBC6+KqGBmCCsDXbSq4oxaTja4+SxCkufwrTAMbOCNui52sDbUQ+fvPFDLyRYbz90uoVaVrqijZ/Fwqh/eBhwv7aqUCkEQcOvMRlTzHYoKlX1hbOkE357zIBanI/RGwX97OTnZCNo4Ft+1GAFdIxuZeTIzUhC0aRyadJ0JdS3FGWknCAIOBOxF567dUat2XdjZO2DkmPHIyEjH2eBTcssdCNgDryo+6NSlO6xtbNGpS3dU8qqCA/v3SvJUr1ETVavVgJW1NaysrdGrT39oaGgiNDREkqdh46bo2r0XKlfxLtZ2FgdBEHDz9EbUaDYUTl6+MLF0Qote85CVmY6Qa58+pwL9x6J2yxHQM85/TnX86W941GwPY8uKMLV2QfOec5AU9wbvwu8XV3OKzaaL/6CdtxPa+zjD0UQf47//Dua62th5LaTAcr8fOI8Wlcqjso1pvteqOVigsZs9HE30YWOoix41PVDRzBC3wt8VVzOKnSAIuHpyI+p8PxQu3r4wtXLCD/3mQZyZjn+uyD+f7J1rwMW7KYwtysPQ1BbVm/SBmbUzXj6+Icnz6sltOFVujIqVGkDf2BquPs3h6F4Hb17I/kwlorLjmwscLFmyBDVr1sSgQYMQERGBiIgI2Njk/yBMTU3F0qVLsX37dgQFBSE4OBjt27dHYGAgAgMDsWnTJqxZswa7d++WlOnXrx8uXLiA7du34+7du+jUqROaN2+OR48efbJew4cPR0ZGBs6ePYt79+5h3rx50NHJjdhGRESgfv368PLywvXr1xEUFIR3796hc+fOkvITJ07EvHnzMHnyZDx48ABbt26FmZmZpC3NmzeHgYEBrl27hl27duHEiRP46aefpOpw+vRpPHnyBKdPn8aGDRvg7+8Pf39/yet9+/bF8+fPcerUKezevRsrVqxAZGSk5PXdu3dj8eLFWL16NR49eoSAgAB4enqiLImOfI3E+Gi4Vq4pSVNVVUNFt6p4Gna70MfJzExHdnYWtHTkf+lOS80NzBSUpyxLinuFtORoWFWoLUlTVlGDuX01RIbfKrCsODMVO+Y3wvZ5DXB841DEvJEfPMnJycbTu4eRlZkKE1uvoqp+iRBnZSPkTRRqVpS+htSsaIM7hfxSGPImCndevEVVx7ypDZlZ2VBTUZbKp66ijNvP3359panMS4x5hdTEKNi55A2lV1FRg3X5aoh4VvDf3pWgP6GpYwiPmp3k5jm9awYc3OrD1rlWkdW5JLx7G4G4uFh4eftI0lRV1eDuWQkhIfJ/pIaGPkCVD8oAgLd3VYQ+kF0mOzsbZ8+cRnp6Olxc3Yqm8qUsIeYVUhKjYO/6wTmlqgbrCtXw+hPn1KXAP6FZzhCeteSfUx/KSEsCkHt3WZGIs7IREhGNmuWtpNJrVrDCnfBIOaWAgJsP8So2CUMbVPnkewiCgCtP3uB5dAJ87BR3pGt89CskJ0TB0V36fLJzqoZXTwo+n94TBAHPQi4h5u0z2DpVk6TbVPTB89DLiHn7DADw7mUoXj66gQoe9Yu2EURU5L65qQp6enpQU1ODlpaWZHpCaGhovnxisRgrV65E+fLlAQAdO3bEpk2b8O7dO+jo6MDNzQ0NGzbE6dOn0aVLFzx58gTbtm3Dq1evYGmZ+wNg7NixCAoKwvr16zF79uwC6xUeHo4OHTpIfmg7OubNDVy5ciW8vb2ljrFu3TrY2Njg4cOHsLCwwJIlS7B8+XL06ZM7jKt8+fKoUyf3gr5lyxakpaVh48aN0NbOHV6+fPlytG7dGvPmzZMEGAwMDLB8+XIoKyvDxcUFLVu2xMmTJzFo0CA8fPgQR44cweXLl1GjRg0AwN9//w1XV1epNpibm6NJkyZQVVWFra0tqlfPmx/6sYyMDGRkZEilZWbmQE1NXU6Jr5cYlztKQ1ffUCpdV98QsVERsorItG/zEugbmsK1Ug2ZrwuCgN0bFqKCSxVY2SrOHNgPpSXl9pWmjrFUuoaOEVLi38gtp2fsgLodZsPAzAnijGQ8uLgJh9b0QNuf9kHP2F6SL/btQxxa3Q3ZWRlQVdNC4x7LYGCqWH0Vl5qO7BwBRjrSU1GMdLQQnfSywLJN52xAXEoasnMEDG1cDe2r5f1AqeVki03n78DHwRI2hnq48uQVgkOeIzsnp1jaQWVLSlIUAECrnJFUulY5YyTGyf/be/P0Bu5f3o0e4wPk5gm7eRiRrx6g25jdcvOUVXFxcQAAfX0DqXR9fQNERcoP1MXHxcks8/547z1/9hTjx/yMzMxMaGpq4n+Tp8HW1q6Ial+6UhJzzyntj84pbV1jJMbKP6deP7mBe5d2o/fEgEK9jyAICN47B1blfWBi6fTF9S0Ncq/n2pqITk6TWeZFTAKWHL+G9QNaQUVZ/r22pPRMNF2wDeKsbCgpKeF/rWqhZgUrufnLuuSEf88n3fznU0KM/PMJANJTk7BkfD1kZ2VCJFJCix5T4eiWd4OiVvNByEhLwsopLaCkpIycnGw0bDsKHjVaFX1DiKhIfXOBg8LS0tKSBA0AwMzMDPb29pJRAO/T3t9xv3nzJgRBgJOT9AdlRkYGjIykL6yy/Pzzz/jxxx9x7NgxNGnSBB06dEClSpUAADdu3MDp06el3vu9J0+eID4+HhkZGWjcuLHMY4eEhKBy5cqSoAEA1K5dGzk5OQgLC5MEDtzd3aGsnHeX08LCAvfu3ZMcQ0VFBVWr5s1vdHFxgb6+vuR5p06d4OfnB0dHRzRv3hzff/89WrduDRUV2afRnDlzMH36dKm03kP/h77Dfiuoqz7LlbOHsXXNTMnz4ROXAcgdSv8hQRAAUeH2eT0asB7XLgRh9LS/oConyLH9rzl49eIhxs30/7KKl4Intw/iwv5pkudNe6+Uk7PgvjK19YLpByMHzGy9sf/PDgi5vAXftcpbgE3P2B5tf9qLzLQkPL9/DOd2T0SLQRsVLngAACJ8dD5B+OTptH5IO6RlinE3/B2WBF2CrZEeWvy7WNb4VnUwY18w2i7aBpEIsDbUQxsfF+y/kT/ISYov9PoBnNwxVfK8zZDVAPKfV4CQL+W9zPRkBG0ah8Zdf4emjqHMPElxETizZxbaDVsnteZIWRV8+iRWLFsseT5leu70u4+v3yjM9fvja37+JFhZ28Bv+WqkJCfj4oVz8Fv4B2b/sUghgwcPrh7A8W1551T7YbnnVL5+EAS5x8hMT8bhDePg2/13aMk5pz52cucMRL1+iG6jt35+pcuI/H91sk+v7JwcTNwVjB8becPeuODRFdpqqtj5YzukZopx5ekbLAy6AmuDcqjmYFFk9S5O9y4fQODmvPOp64h/zycZn31yL1L/UtfQxqApAchMT8Xz0Es4vnMu9E1sYO+ceyPmwbVA3Lt8AO0GLoSJZQW8fRmC4zvmQEffFJVrtSv44ERUqv6zgQNVVVWp5yKRSGZazr93AHNycqCsrIwbN25I/fgGIPMH/8cGDhyIZs2a4fDhwzh27BjmzJmDhQsXYsSIEcjJyZGMDviYhYUFnj59WuCxBUHI/0Xrgza8V1D73n+5kHccALCxsUFYWBiOHz+OEydOYNiwYZg/fz7OnDmT79hA7vSK0aNHS6VdelS0d1QrV2sgtfNBVlYmACAhLgZ6Bnnz7pMS4qCr9+kvRsf2b0DQ3r8xcspqWNvLvpuy/e+5uHv9DMbMWCdZOFER2Lo2golNJcnz7H/7Ki05Glq6efM205Njoanz6WDYeyIlJRhbeyAh+oVUurKKGnSNcr+QG1t7IOr1PTy4uAm1206XdZgyyUBLA8pKIkQnp0qlxyanwUin4EXBrA11AQAVzY0Qk5yKlSevSQIHhjqa8OvVAhniLMSnpsNUVxt+QZdhaZB/sUVSfI4ejWBul7erxvu/vZSkaGjr5f3tpSbFQKuccb7yABAf/RKJsa9xYO2PkjRByL2eLhnlhj6TghD95iFSk2OwdUH7vDw52Xj95BrunNuCEQvvQUlJOd+xS0v1GjXh5OwieZ7175o7cXGxMDTMuwbFJ8TnG1HwIX0DA8THxUqlJcTnH4WgqqoKS8vcu8AVnZzx+FEYDu7fi+EjRn11W0pahUqNYGEv45xKjIbOx+eUrpxzKuolEmNeY9+q/OfUwhFuGDAlCPomeTu9nNz5O57cPYUuozajnIHiDcPPu55Ljy6ITUmDkXb+BY5TMsS4/yYaoW9jMPfwJQBAjiBAEADvaeuwsndz1Ph3CpqSkgi2RrnXfBcLIzyLisffZ+8oTODAyasRrBw/OJ/EeedTOf0PzqfEGGjLOZ/eEykpwdA097Pf3NYV0RFPcDFwjSRwcGL3H6jdYjDcq7cEAJhaOyMh5g0uHlnNwAF9mULeGKSv900GDtTU1KQWNSwKVapUQXZ2NiIjI1G3bt0vOoaNjQ2GDh2KoUOHYuLEiVi7di1GjBgBb29v7NmzB/b29jLv3lesWBGampo4efIkBg4cmO91Nzc3bNiwASkpKZJRBxcuXICSklK+ERLyuLq6IisrC9evX5dMPwgLC5MsKPmepqYmfvjhB/zwww8YPnw4XFxccO/ePXh7519MSl1dHerq0ne91NRkDwf8Uhqa2lI7JQiCAF19Y4TcvQRbx9wvpFliMR49uI52PUcWeKxj+/0RuOcv/PzbCthVcM/3uiAI2P73XNy+egqjp/8FYzPFGoaoqq4ttVOCIAjQ1DHG68cXYWSZO4w+OysTb59fQ9VmYwp9XEEQEBsRCgOzT5xrQt6XW0WhqqIMV0sTXH70Eo3d86YXXX78Cg1c7Qt9HEHInV/7MXVVFZjp6UCcnY2T/zyBbyXFG41Bn6amoSO1qr0gCNDSNUF42AWYWuf97b16cg11Wo+VeQxDM0f0/PWgVNrFQD+I01NQv/0klNM3h5aOYb48x7dOhIGZI6o2HlSmggZA7si/D3dKEAQBBgaGuH3zJsqXzw2yicVi3L93F336DZJ7HBcXN9y+dRNt2nWUpN26eQMubvmv4x8SBEgtEKxIZJ1T2romeBF6AWY2H5xTj6+hXhs555S5I/pMkj5fLhz0Q2Z6Chp2miQJDgiCgJM7f8fjO8fRZeQm6MtYQFERqKoow9XCGJefvEZjN3tJ+uUnb9DAJf9WuDrqatg9XPqH7M6rIbj6LAILujSCVQGBXgG52+4qCnUNHamdEgRBgI6eCZ4+uABz27zz6cXDa2jUQfb5JI8gCJKbOgCQlZme7yaVkpIyhBz5o2OI/itWrFiB+fPnIyIiAu7u7vDz8yvU784LFy6gfv368PDwwO3bt4utft9k4MDe3h5XrlzB8+fPoaOjI7mr/jWcnJzQo0cP9O7dGwsXLkSVKlUQHR2NU6dOwdPTE99//32B5UeOHIkWLVrAyckJcXFxOHXqlGT9gOHDh2Pt2rXo1q0bxo0bB2NjYzx+/Bjbt2/H2rVroaGhgV9//RXjx4+HmpoaateujaioKNy/fx8DBgxAjx49MHXqVPTp0wfTpk1DVFQURowYgV69ekmmKXyKs7MzmjdvjkGDBmHNmjVQUVHByJEjoamZF4X39/dHdnY2atSoAS0tLWzatAmampqwsys7wzxFIhEat+yBoL1/w9TCDqYWtgja+xfU1DVRvW4LSb71S3+DvpEp2vXI3RXiaMB6HNy+Av1HzoGRiSUS/l0rQV1DCxqauV9st/01G9fOHcGPv/pBQ0NbkkdTSwdq6hol3NKvJxKJ4F67N+6eWQNdIzvoGdvhTvAaKKtqoHzlvLmGZ3b9Cm1dM1Rtljt65NbJP2FiWxm6RnYQpyfjwaXNiIkIRc3WkyVlrh9bDGunutDWs4A4IwVP7wbi7bOr8O27psTb+bV61a2MSTtPws3aFJVtzbDn6gNExCehUw0PAMCSoEuITEzBrM5NAADbL92DuX45OJjoAwBuPY/AxnO30a1W3siYu+HvEJmYDBdLY0QmpGDlyWvIEYC+9T69+Na3QFlbC9oV8r6oazlYQ7eyCzJjE5D+svBrkSgqkUiEKvV74+rx1dA3toe+iR2uHV8NVVUNuPjk/e0d3Twe2npmqNN6DFRU1WH80Zxydc3cO5zv05VV1PLlUVHXgoa2fr70skgkEuGHtu2xe+dWWFpZwdLSCrt2bIW6ugbqNWgkybd4wVwYGhmjT7/cQHrrNu0xcfwo7Nm1HTW+q4Urly/izu2bmDvfT1Jmo//f8KlaHcYmJkhLTcW5s8H4594dTJ0xR5InKSkRUZGRiI2NAQC8fpW7jomBgSEMDAs3lL+0iEQieDfsjStHV8PAxB76pna4cnQ1VNQ04Fot75wK3DAeOvpmqNcm95z6eJ2C9+fUh+kndkxH6PVDaDtkBdTUtZHy7/x3Nc1yUFVTrM++XrU8MGnvGbhZmaCyjSn2XA9FREIyOlXLvdGw5Pg1RCamYlaH+lBSEqGimfT/u6G2JtRVlKXS/z57B26WxrAxLAdxdg7OPXyJQ7cfYVLr2lBUIpEI1Rv3xoXA1TA0tYehmR0uBK6GqpqG1FoE+/8ej3IGZmjUPvdmw4XA1bCw94CBiS2yszLx+N5Z3Lu8Hy16TJOUqVipIc4fXgVdQ8vcqQrhIbhyfD0q1+5Q0s0kKlN27NiBkSNHYsWKFahduzZWr16NFi1a4MGDB7C1zR/cfC8hIQG9e/dG48aN8e5d8e7m8k0GDsaOHYs+ffrAzc0NaWlpWL9+fZEcd/369Zg5cybGjBmD169fw8jICDVr1vxk0ADIXcV5+PDhePXqFXR1ddG8eXMsXpw7t9PS0hIXLlzAr7/+imbNmiEjIwN2dnZo3rw5lJRyF+OZPHkyVFRUMGXKFLx58wYWFhYYOnQogNy7NkePHsUvv/yCatWqQUtLCx06dMCiRZ+3D/X69esxcOBA1K9fH2ZmZpg5cyYmT877Maivr4+5c+di9OjRyM7OhqenJw4ePFioNR5Kkm/bvsjMTMe2tbORmpIIh4qe+HnySqmRCbHRERAp5UW8zxzdiawsMdYskI6kt+w0BK275A7jPHt0FwBg0VTpUR+9h09HrYZtiqs5xcqz7kBkiTNw6cAMZKYnwsS6Epr3+0tqZEJKQgREorxFoTLTE3EhYArSkqKhplEORhauaDloo9Q0iLTkaJzd9StSk6KgplEOBuZO8O27RmoHB0XRvFJFJKRkYM3J64hKSkEFMyP82beVZFpBdFIq3sbnbX2aIwhYevQyXscmQkVJCdZGuvil+XfoWD3v7mdmVhb+PH4Vr2IToaWmijrOtpjVuQl0Ncv+vPSioOfjgZonN0meuy34HwDg5ca9uDtgYmlVq0RVbTwIWeIMnNo9HRmpCTC3q4x2P66TuoucGBcBiL65zY8K1L5jF2RkZGDVn0uRnJwEJ2dXTJ85V2pkQlRUJERKef3i6uaOcRN+w+aN67Flkz/MLSwxbsJvcHbJW9w3Pj4OixfMRWxsLLS1tWHv4ICpM+ZI7cZw9fIlLFk8X/J8/rzcNRe6du+F7j3L/v7y1ZvmnlMndkxHemoCLOwro+NP+c8p0WeeU3fObQMA7PDrJZXevOcceNRsL6tImdXc0xEJaelYE3wLUUmpqGBqgD97+sJS//31PA1vE5I/cRRpaZlizD50Ee8SU6CuqgwHY33M6tAAzT0dP124DKvZfBDE4gwEbZ2OtJQEWDlWRvdR66RGJiTEfvT9ICMVR7ZMR1LcW6ioasDYwhFtBsyHe7W878nNuv+GMwFLcGTLdKQmxUBH3xRV6nVBvdbDS7R99A1R+jY+JxctWoQBAwZIRpf7+fnh6NGjWLlyJebMmSO33JAhQ9C9e3coKysjICCgWOsoEgpaOYeoiJ2+V7RTFb5lV8P+Gz8iv9YvSstKuwoK42SXFaVdBYUQfjCstKugEBpVLHhnEcpz9pliDu8vab1i/ijtKiiMXRbjS7sKCqFXvdKuARW39D2LP52pFIhaDcu3u5ysadwAkJmZCS0tLezatQvt2uVNkfrll19w+/ZtnDlzRuZ7rF+/HitWrMClS5cwc+ZMBAQEFOtUhW8jRENERERERERUBsyZMwd6enpSD3kjB6Kjo5GdnZ1virmZmRnevn0rs8yjR48wYcIEbNmyRe4Od0WNgYMi0qJFC+jo6Mh8zJ49u7SrR0RERERE9G0RKZXJx8SJE5GQkCD1mDix4OmYsraTl7XjXXZ2Nrp3747p06cXeiH8ovBNrnFQGv766y+kpckehm9YxhdVIiIiIiIioqIhb1qCLMbGxlBWVs43uiAyMlLmQvdJSUm4fv06bt26hZ9++gkAkJOTA0EQoKKigmPHjqFRo0b5yn0tBg6KiJWVYm3NR0RERERERKVLTU0NPj4+OH78uNQaB8ePH0ebNvkXYNfV1cW9e/ek0lasWIFTp05h9+7dcHBwKJZ6MnBAREREREREikcp/1B+RTR69Gj06tULVatWRc2aNbFmzRqEh4dLdtGbOHEiXr9+jY0bN0JJSQkeHh5S5U1NTaGhoZEvvSgxcEBERERERERUSrp06YKYmBjMmDEDERER8PDwQGBgIOzs7AAAERERCA8PL9U6MnBAREREREREVIqGDRuGYcOGyXzN39+/wLLTpk3DtGnTir5SH2DggIiIiIiIiBSPiJsElhT2NBERERERERHJxcABEREREREREcnFwAERERERERERycXAARERERERERHJxcABEREREREREcnFXRWIiIiIiIhI8YhEpV2D/wyOOCAiIiIiIiIiuRg4ICIiIiIiIiK5OFWBiIiIiIiIFI8S74OXFPY0EREREREREcnFwAERERERERERycWpCkRERERERKR4uKtCieGIAyIiIiIiIiKSi4EDIiIiIiIiIpKLUxWIiIiIiIhI8Yh4H7yksKeJiIiIiIiISC4GDoiIiIiIiIhILk5VICIiIiIiIsWjxPvgJYU9TURERERERERyMXBARERERERERHJxqgIREREREREpHpGotGvwn8ERB0REREREREQkFwMHRERERERERCQXAwdEREREREREJBcDB0REREREREQkFxdHpBKlrZpZ2lVQGANdbpV2FRTCM82OpV0FhRF+8JfSroJCsG3tXNpVUAjRd26UdhUURs+ImaVdBYUwLX1saVdBYYwLGVjaVVAM9f4q7RoQfTMYOCAiIiIiIiLFI+IA+pLCniYiIiIiIiIiuRg4ICIiIiIiIiK5OFWBiIiIiIiIFI9IVNo1+M/giAMiIiIiIiIikouBAyIiIiIiIiKSi1MViIiIiIiISPEo8T54SWFPExEREREREZFcDBwQERERERERkVycqkBEREREREQKR+CuCiWGIw6IiIiIiIiISC4GDoiIiIiIiIhILk5VICIiIiIiIsUj4n3wksKeJiIiIiIiIiK5GDggIiIiIiIiIrkYOCAiIiIiIiIiuRg4ICIiIiIiIiK5GDggIiIiIiIiIrkYOCAiIiIiIiIiubgdIxERERERESkebsdYYtjTRERERERERCQXAwdEREREREREJBenKhAREREREZHCEUSi0q7CfwZHHBARERERERGRXAwcEBEREREREZFcnKpAREREREREioe7KpQY9jQRERERERERycXAARERERERERHJxakKREREREREpHi4q0KJ4YgDIiIiIiIiIpKLgQMiIiIiIiIikotTFYiIiIiIiEjxKPE+eElh4IC+OYIgYN/2tTh9NAApKUko7+SOPkPGwdq2vNwyr8KfYM/WNXj+JBTRkRHoMWAUmv/QTW7+A7v9sWvTCjRr3RU9B44ujmYUuz1Bp7B1/xHExMXDwcYKv/TrDi83J5l5o+Piscx/O8KevsDLiHfo9H0TjOzfXSpP8OXr2Lj3MF5FvENWdjZsLMzQtXVztGhQqySaU6QEQcD2LRtwLOgwUpKTUNHZFUOG/QxbO4cCy108fxZbN63H24g3MLewRM8+/fFdrbqS17dt9seOrRulyugbGMB/yx6Zx1uxbBGOHTmE/oOH4Ye2Hb++YcVMEARcDlqOfy7uQHpaIsztKqNRxykwsqhYqPJhNw/jyIbRcPRsjB8GrpCZ5+rx1bh4aBG86vdGg/aTirL6ZY5hnapwHDMAet4e0LA0xfUOw/DuwMnSrlaJEgQB+3eswZlje5GakgTHih7oOfhXWBVwPX8d/gQB21bh+ZMQxERFoGv/MfBtLX29Gje4FWKiIvKVbdi8E3oNmVDk7ShuO66HYcOl+4hOTkN5E32M860Kb1uzT5a79TISAzceQ3lTfewc1EqSvv/OE0w9eDFf/isTukNdRblI614amniroLqLMjTVgZeRAgIuihEZJxRYRkMNaFZVBe4OytBUA+KSBBy+koWwlzkAgAaVleHuoAxTPRHE2cCLdzk4cjUL0QkFH7esUq/WAJq1mkGpnD6yI98gJWg7ssIfyS+grALN+q2hXuk7KOnoIicxDmnnDiPj1oXc43nXhXrlmlA2tQIAZEW8QNrJfch6/awkmkNERYCBA/oksVgMVVXV0q5GoR3euxFH9m/D4F+mwNzSFvt3rsO8KSPwx4pd0NTSllkmMyMDpmZWqF6rMbasW1zg8Z8+eoDTR/fBxr5CcVS/RJy4cAVL1m/F2EG9UMmlIgKOBWPMrEXY4jcL5iZG+fKLxVnQ1y2HPh1aYfuhYzKPqaujgz4dWsHOygIqKiq4cP02Zv/5Nwz0yuG7Kp7F3aQitW/3dhzYtxs/jx4PSysb7Nq+GVMnjceKNRugqaUls0xoyH0smDsD3Xv1x3e16uDyxfOYP2cG5sxfCicXV0k+Wzt7TJ+1QPJcSVl2pPzyxfN4GBYCQ6P8/x9l1fWTa3Hr9Hr49pgLfRN7XD22EntX9EOfSUFQ09ApsGxi7GucC5gHq/JV5eZ5++Iu/rm4A8aWzkVd9TJJWVsLiXfD8GrDXvjsWl7a1SkVR/ZtwLEDWzBgxDSYWdri0O6/sWDaMMz+cy80NeVdz9NhYmaFqrWaYPv6hTLzTJ6/CUJOtuT5q/AnWDhtGKrVblIs7ShOR+8/x/xj1/G/FtXhZWOK3TcfYvi2U9g79AdY6MnuIwBISs/E5P0XUN3BHDEp6fle11FXRcCPbaTSvoWgQf3KyqjjqYxdZ8SIThDQqIoKBrZQw4JdGcgUyy6jrAQM+F4NKWkCtpzIREKKAD1tkVR+BwslXL6fjZfROVAWAb7VVDCghRoW7c6AOKtk2lZU1NyrQbt5V6Qc3oKs8MdQr1oPuj1/QfyfU5CTECuzTLlOQyDS0UXKAX9kx0ZCSVtX6k6wqr0zMv65iqyXTyBkiaFZuznK9RqFhD+nICcpvoRaRkRfg2M7FNju3bvh6ekJTU1NGBkZoUmTJkhJSQEArFu3Du7u7lBXV4eFhQV++uknSbnw8HC0adMGOjo60NXVRefOnfHu3TvJ69OmTYOXlxfWrVsHR0dHqKurQxAEJCQkYPDgwTA1NYWuri4aNWqEO3fulHi7CyIIAoIObkebTn1RrWZD2NiVx5CRU5GZmY5LZ4/KLedY0Q3d+v2MmvV8oaqqJjdfeloqVi6ajAHDJ0FbR7c4mlAith88htaN6uGHJvVhb22Jkf27w9TIEPuOnpKZ38LUGKMG9ECLBrWho6UpM4+3hwvq1/CBvbUlrM1N0aWVL8rbWeNuaAF3KMogQRBwMGAPOnXtgZq168HO3gG/jPkVGRnpOBss/27vwYA98KpSFR27dIe1jS06dumOSl7eOLh/t1Q+JWVlGBgaSh56evr5jhUTHYW1K5di9Lj/QVlZMeK7giDg1pmNqOY7FBUq+8LY0gm+PedBLE5H6I1DBZbNyclG0Max+K7FCOga2cjMk5mRgqBN49Ck60yoa+kVRxPKnKijZ/Fwqh/eBhwv7aqUCkEQcPzQVrTq2B8+NRvB2q4CBvw8HZkZ6bhyNkhuOYeK7ujcdyRq1G0GFRXZ13NdPQPoGRhLHneun4OpuTWc3X2KqznFZtOVB2jnVQHtq1SEo7EexvtWg7muFnbdCCuw3MzAy2jh4YBKViZy8xjraEo9vgW1PVRw+nYW7j/Pwbs4ATuDxVBVAbzKyw+KVHVWhpY6sPGYGC/eCYhPBl68ExARmzeaYH2QGDceZSMyLjd99xkxDMqJYG2seCu+a9Rsioyb55Fx8xyyoyOQGrQD2Qlx0KjaQGZ+1QruULF3RtKWpRA/DUFOfAyyXj9D1ssnkjzJe/9CxrVgZL99iZzot0g5sAEQiaDi6CrzmERU9jBwoKAiIiLQrVs39O/fHyEhIQgODkb79u0hCAJWrlyJ4cOHY/Dgwbh37x4OHDiAChVy744LgoC2bdsiNjYWZ86cwfHjx/HkyRN06dJF6viPHz/Gzp07sWfPHty+fRsA0LJlS7x9+xaBgYG4ceMGvL290bhxY8TGyo4+l4aod2+QEBcDjyrfSdJUVdXg4u6NR6F3v/r4G1b/gco+teHhVf2rj1VaxOIshD15jupe7lLp1Su7417YEzmlPo8gCLh+9wHC37yFl5ti3R1+9zYCcXGx8PLOu/OtqqoGD8/KCA25L7dcWOgDeHlL/+io4l0VoQ+ky0S8fo1+PTthcL/uWDD3d7yNeCP1ek5ODvwWzEHbDl0+OTWiLEmMeYXUxCjYudSRpKmoqMG6fDVEPLtVYNkrQX9CU8cQHjU7yc1zetcMOLjVh62z4k19oS8T9e41EuJi4O4lfT13dvfB49CiC1pnicW4fCYQdRq3gUjBtvUSZ2cjJCIWNR0tpNK/c7TEnVdRcssF3H6Ml3HJGFKvktw8aZlZaLF0L3yX7MGI7acQ+rbsfNZ/KcNyIuhqifDoVY4kLTsHeBaRAzsz+V+JXW2VEP5OQJvaKpjUQx0jO6ihgZdygbvAaajlvpiaUWTVLxnKylCxtIP4ifRnl/jJfajYyJ4ipObshaw3z6FZuzkMRs+H/oiZ0PLtBKgUMFpVVQ0iJWUIaSlFWXsiKkaKcSuL8omIiEBWVhbat28POzs7AICnZ+5w8JkzZ2LMmDH45ZdfJPmrVasGADhx4gTu3r2LZ8+ewcYm987epk2b4O7ujmvXrknyZWZmYtOmTTAxyb0TcerUKdy7dw+RkZFQV1cHACxYsAABAQHYvXs3Bg8enK+OGRkZyMiQ/sTMzMyAmpp6UXaFlPi4GACAnp6hVLquviFiIvPPZ/0cl84ew/OnYZi+wP+rjlPa4pOSkJ2TA0M96REThvp6iI3/56uOnZySijaDRyNTnAVlJRHGDuqF6pXdP12wDImPy/1yrK9vIJWup2+AqMh3sopIyunpS593evqGiIuLkzx3cnbFL2MmwNLKGgnxcdi5fTMmjB2BpSvXQVc39y763l3boaSsjFZt2hdVk0pESlLujxStctJTK7TKGSMx7o2sIgCAN09v4P7l3egxPkBunrCbhxH56gG6jdktNw99exLjc6/nuvrS55SuvqHM9Qm+1M2rp5GakozajVoX2TFLSlxqBrIFAYbaGlLpRtoaiE7OP/0AAF7EJmLp6VtY37sZVOQsKuZgpIsZP9RCBVN9pGSIsfVqKPr6B2HH4FawM1Tc0XbvB00kpUmvO5CUJsCgnPwogKGuCAY6Itx+kg3/o5kw0hWhTW1VKIuAk7eyZZZp+Z0Knr3NHdWgSERaOhApKSMnJVEqXUhJhJKO7NFeSgYmULWtCGSJkbRjBURaOtBu2QMiTW2k7PeXWUa7SQfkJMVD/PRBUTeBiIoJAwcKqnLlymjcuDE8PT3RrFkz+Pr6omPHjhCLxXjz5g0aN24ss1xISAhsbGwkQQMAcHNzg76+PkJCQiSBAzs7O0nQAABu3LiB5ORkGH003zotLQ1Pnsi+Sz1nzhxMnz5dKm3g8F8x6KeJX9RmWS4EB2H9yjmS52Mm565PkO+ukSCgwFsDnxAT9Q6b/1qE8dOXFmvgo0R91B+C8PVfbrQ0NbBhwXSkpmfg+r0HWOq/HZZmpvD2cPnqYxeXM6dPYOWyRZLnv03/93yScQ596m5k/pcFqTSfajWkXnV2dcPQAT1x+sQxtGnfCY8fPcShA3uwaOnqMn/nM/T6AZzcMVXyvM2Q1QAAET6ut5Av5b3M9GQEbRqHxl1/h6aOocw8SXEROLNnFtoNWwcV1W/kb49kunQmEBtXzZY8HzlpCQDkP38K8bf4Oc6d2A9P71owMJQ/ZL+s+7g/BMj+yMvOycHEfefxY73KsDOSHwCoZG2CStZ5/eFlY4qufx3G9muh+LWZ4oy48yqvhHZ18+56+wdl5v7jo487kSj3a4I8IhGQkg7sPZcFQQBeRwvQ1c5CvUoqMgMHbWqpwMJQCSsPKtpwgw/k6xAR8nWc5KXcDkze8xeEjDQAQOrRndDpPBQph7cAWdKLR2jUbg41zxpI9J8PZCnYAhBU5ghl/PvSt4SBAwWlrKyM48eP4+LFizh27BiWLVuGSZMm4eTJglfcFuR84fo4XVtbekGlnJwcWFhYIDg4OF9ZfX19me81ceJEjB4tvePA3eey74B8Ke/qdVHBOe+Otlic+6UgPj4G+obGkvTEhLh8d4M/x7MnIUhMiMWU0X0kaTk52Qi7fwvHD+/C+t3noaSsGItG6ZcrB2UlJcTGJ0ilxyUkwlD/6+aOKykpwdoidyVvJwdbvHj1Bhv3HirTgYPqNWrByTlvjqXkHIqLhaFhXqAsISE+3yiED+kbGEpGK0jKxMcVWEZDQxN2do6IePMKAPDg/l0kxMdjYJ+ukjw5OTnw/2sVDgbswVr/bZ/XuGLk6NEI5naVJc+zs3L7LSUpGtp6ppL01KQYaJUzzlceAOKjXyIx9jUOrP1RkiYIuUOIl4xyQ59JQYh+8xCpyTHYuiBvBIaQk43XT67hzrktGLHwHpSUFONvjwrmVb0+HJ3yFlLN+vdvMSE+Bvof/KhPTIiDrt6XX88/FB0ZgQd3r+Kn8fOL5HglzUBLHcoiEWKS06TSY1PSYfTRKAQASMnMwoOIGIS9jcXcoKsAgBxBgADAZ9ZmrOzeGNUdLPKVUxKJ4G5hhPDYpGJpR3F5EJ6Dl3szJc/ff0yX0xJJjTrQ0RDhoy6UkpSaG3T58Ld0ZJwAXS0RlJVypzu890MtFbjaKWP1oUwkKuAofCE1GUJOdr7RBSLtcshJTpRZJicpATlJ8ZKgAQBkR0VAJFKCkq4BcmIjJekatXyhWfd7JG5ciOx3r4qnEURULBg4UGAikQi1a9dG7dq1MWXKFNjZ2eH48eOwt7fHyZMn0bBhw3xl3NzcEB4ejpcvX0pGHTx48AAJCQlwdZW/QI23tzfevn0LFRUV2NvbF6p+6urqkmkN76mpFe2QPU0tbamdEgRBgJ6BEf65fQX2jrlz67PEYoTev4kuvX+Sd5hPcq9UDbOXSv9oW7t0Biyt7dGyfW+FCRoAgKqqCpzL2+PqnfuoXyNvTv61uw9Qt5pXkb6XIADiMn43QVNLS2qnBEEQYGBgiNs3b8CxfO42gmKxGP/cu4M+/fJPyXnP2cUNt2/dwA/t8ubp3755Ay5u8qdqiMWZePXyBdw8cn8sNWjUFJW9pNdJmD55PBo0aorGTZt/UfuKi5qGjtROCYIgQEvXBOFhF2Bq7QYgN5jw6sk11Gk9VuYxDM0c0fPXg1JpFwP9IE5PQf32k1BO3xxaOob58hzfOhEGZo6o2ngQgwbfEE1NbamdEt5fzx/cuQI7x9zgY5ZYjLD7N9Cp989F8p7nTx2Arp4BKlWt8+nMZZCqsjJcLQxx6VkEGrnYStKvPItAAyfrfPl11FWxe3ArqbQdNx7i2vO3WNChHqz0Ze9+IggCwt7FoaKpfpHWv7hlioEYsfT3jsRUARWslPAmJnekgLJS7o4IR67K/6x68TYHXhWUpe65m+iJkJgi5AsauNsrY82hTMQlKdYUBYnsbGS9eQHV8m7IDM1bn0a1vBvEobdlFsl6+Rjq7j6AmjqQmTvKQsnIDEJODnIS86bradRqBs16LZG02Q/Zb14UazOIqOgxcKCgrly5gpMnT8LX1xempqa4cuUKoqKi4OrqimnTpmHo0KEwNTVFixYtkJSUhAsXLmDEiBFo0qQJKlWqhB49esDPzw9ZWVkYNmwY6tevj6pV5W+D1qRJE9SsWRNt27bFvHnz4OzsjDdv3iAwMBBt27YtsGxJEolEaN66Kw7u9oe5hQ3MLG1xcPd6qKlpoGa9ZpJ8qxZPhYGRKbr0Hg4g98vo65fPJP+Oi4nCi6cPoaGpCTMLG2hqacPGTnpRIHUNTeiU08uXrgi6tvbFjKVr4VreHh7OFbD/+Bm8i45BW9/cYNPKzbsQFRuPKT8PkpR5+CwcAJCWnoH4xCQ8fBYOVRVlONjk7sm8ce8huJR3gJWZCcRZ2bh08y6OnLmIcYN7lXwDv4JIJELrth2we+cWWFpZwcLSGrt3bIG6ugbqNcibAuS3YA6MjIzRq19uH7Vu0x7/Gz8Se3dtQ/XvauPq5Qu4c/sG5sxfKimz/q+VqFajFkxMTJEQH4+d2zchNTUVDRv7AgB0dfUkax28p6ysAn0DQ1hZ26IsE4lEqFK/N64eXw19Y3vom9jh2vHVUFXVgItP3g+Vo5vHQ1vPDHVaj4GKqjqMLZ2kjqOumTt8+n26sopavjwq6lrQ0NbPl/6tUdbWgnaFvP93LQdr6FZ2QWZsAtJfFt0c/7JKJBKhaavuOLR7HUwtbGBmYYvDe9ZBTV0DNerlBdLWLpkCA0MTdOw1AkDuNfzNq6e5/84SIz4mEuHPwqCuoQUzi7xpejk5Obhw6gBqNWilMLuXyNKrhhsm7b8AdwsjVLI2wZ6bDxGRkIKO3rl/H0tP3URkUhpmtqkNJZEIFUylR0EZamlATUVZKn3V2TuoZGUCW8NySM4QY9u1UDx8F4uJzRVnmoI8F/7JQkMvFcQkCohOENDQSwXiLOD2k7wpB50bqCIhRcDRa7nBhMshWajlrozWtVRw8X42jHRFaOClgov384INbWqrwKu8MjYey0SGWJCsp5CeCWTJXgahzEq/dBw67Qcg681zZL18CnWfelDWM0TS9WAAgFbj9lDS1UfyvnUAgIx7V6BZrxV02vRDWvD+3DUOfDsi49Z5yTQFjdrNodWwDZL3rEV2fDRE/+5MJWRmSIINRF9ExLX+S4riflL+x+nq6uLs2bPw8/NDYmIi7OzssHDhQrRo0QIAkJ6ejsWLF2Ps2LEwNjZGx44dAeR+EQsICMCIESNQr149KCkpoXnz5li2bFmB7ycSiRAYGIhJkyahf//+iIqKgrm5OerVqwczM7Nib+/naNm+NzIzM+C/+g+kJifB0ckd46cvkxqZEBP9DqIPFoWKi43Cb6N6Sp4HBmxGYMBmuHh4Y9KsVSVa/5LQpHYNJCSlYN2uA4iJS4CjrRUW/G8ULExzh5THxCXgXXSMVJm+Y/Pms4c+eY5j5y7D3MQIe1ctAJAbUFiwZiMiY+OgrqYGOytzTP1lEJrUlp7XrwjadeyKjIwMrP5zCZKTk+Dk7IppM/+QGpkQFRUpdQ65uHlg7ITJ2LJxHbZuWg9zC0uMnTAZTi55I3lioqOxcN5MJCUmQFdPD07Obvhj8XKYmpmXaPuKS9XGg5AlzsCp3dORkZoAc7vKaPfjOqmRCYlxEfyQLyQ9Hw/UPLlJ8txtwf8AAC837sXdAUW3VkxZ1qJdH2RmZmDzmrlISU6CY0UPjJn6p9TIhNiot1D6YKpdfFwUpo3uLnketH8TgvZvgrO7D36duUaS/uDuFcREvUXdxm1KpjHFpJm7PeLTMrD63F1EJ6ehgok+lndtBMt/Rw9EJachIuHzxswnpWfi98OXEZ2SBh11VbiYG+Lv3s3gaSV72pEiOXMnG6rKuYsbaqoBL6ME/H0kE5kfTMPX1xZJTUtISAH+PpKJVt+p4pf2ykhMFXDhfhbO3MmLCNR0y/1KPaS19EjLXcG52zQqksz715CipQ3N+q2hpKOH7Mg3SNyyBDkJudPxROX0oKT3wZpXmRlI3LQI2i26Q2/wb8hJTUHm/etIPbVPkkWjWgOIVFRRrsswqfdKDT6AtOADJdIuIvo6IqEoVkQjKqSroQmfzkQAgPJZ8rf+ozyRmnalXQWFEfzIqrSroBBsWyvWFqKlRf/OjdKugsLwvuFX2lVQCNPTZU9rovzGvf7y6Zf/JUbT/irtKlAxS7kUUNpVkEm7ZtvSrkKR44gDIiIiIiIiUjgCRzGWGPY0EREREREREcnFwAERERERERERycWpCkRERERERKR4Plgcl4oXRxwQERERERERkVwMHBARERERERGRXJyqQERERERERAqHuyqUHPY0EREREREREcnFwAERERERERERycWpCkRERERERKR4uKtCieGIAyIiIiIiIiKSi4EDIiIiIiIiolK0YsUKODg4QENDAz4+Pjh37pzcvHv37kXTpk1hYmICXV1d1KxZE0ePHi3W+jFwQERERERERFRKduzYgZEjR2LSpEm4desW6tatixYtWiA8PFxm/rNnz6Jp06YIDAzEjRs30LBhQ7Ru3Rq3bt0qtjoycEBERERERERUShYtWoQBAwZg4MCBcHV1hZ+fH2xsbLBy5UqZ+f38/DB+/HhUq1YNFStWxOzZs1GxYkUcPHiw2OrIwAERERERERFREcnIyEBiYqLUIyMjQ2bezMxM3LhxA76+vlLpvr6+uHjxYqHeLycnB0lJSTA0NPzqusvDwAEREREREREpHpFSmXzMmTMHenp6Uo85c+bIbEJ0dDSys7NhZmYmlW5mZoa3b98WqhsWLlyIlJQUdO7c+au7VB5ux0hERERERERURCZOnIjRo0dLpamrqxdYRvTR1pKCIORLk2Xbtm2YNm0a9u/fD1NT08+vbCExcEBERERERERURNTV1T8ZKHjP2NgYysrK+UYXREZG5huF8LEdO3ZgwIAB2LVrF5o0afLF9S0MTlUgIiIiIiIihSOIRGXy8TnU1NTg4+OD48ePS6UfP34ctWrVkltu27Zt6Nu3L7Zu3YqWLVt+Uf99Do44ICIiIiIiIiolo0ePRq9evVC1alXUrFkTa9asQXh4OIYOHQogd+rD69evsXHjRgC5QYPevXtjyZIl+O677ySjFTQ1NaGnp1csdWTggIiIiIiIiKiUdOnSBTExMZgxYwYiIiLg4eGBwMBA2NnZAQAiIiIQHh4uyb969WpkZWVh+PDhGD58uCS9T58+8Pf3L5Y6MnBAREREREREikf07cy8HzZsGIYNGybztY+DAcHBwcVfoY98Oz1NREREREREREWOgQMiIiIiIiIikotTFYiIiIiIiEjhCPi8HQzoy3HEARERERERERHJxcABEREREREREcnFqQpERERERESkcIRvaFeFso49TURERERERERyMXBARERERERERHIxcEBEREREREREcjFwQERERERERERyMXBARERERERERHJxVwUqUW4JZ0u7Cgojyti1tKugENSRXtpVUBiNKr4s7SoohOg7N0q7CgohvrJPaVdBYRw+H1LaVVAIg42flXYVFEZOxuDSrgJR2cBdFUoMe5qIiIiIiIiI5GLggIiIiIiIiIjk4lQFIiIiIiIiUjiCSFTaVfjP4IgDIiIiIiIiIpKLgQMiIiIiIiIikotTFYiIiIiIiEjhCNxVocSwp4mIiIiIiIhILgYOiIiIiIiIiEguTlUgIiIiIiIixcNdFUoMRxwQERERERERkVwMHBARERERERGRXJyqQERERERERAqHuyqUHPY0EREREREREcnFwAERERERERERycXAARERERERERHJxcABEREREREREcnFwAERERERERERycVdFYiIiIiIiEjhCBCVdhX+MzjigIiIiIiIiIjkYuCAiIiIiIiIiOTiVAUiIiIiIiJSOIKI98FLCnuaiIiIiIiIiORi4ICIiIiIiIiI5OJUBSIiIiIiIlI8Iu6qUFI44oCIiIiIiIiI5GLggIiIiIiIiIjk4lQFIiIiIiIiUjgC74OXGPY0EREREREREcnFwAERERERERERycWpCkRERERERKRwBO6qUGI44oCIiIiIiIiI5FLIwMHz588hEolw+/btEnvPvn37om3btiX2fkRERERERERlQZmfqtC3b1/Ex8cjICBAkmZjY4OIiAgYGxuXXsVKmEgkwr59+4o9ePH8+XM4ODjg1q1b8PLyKtb3Ki47T1zApsBgRCckwdHKDGN7tEEVZ0eZeU9du4fdpy4iLPwNxOIsOFqZY3A7X9Sq5CzJs/f0ZRy+cANPXr0FALjaW2N4pxbwKG9bIu0pKgcPHcLuPXsRGxsLOztbDB08GB4eHnLz3713D2vWrsWLF+EwMjJEpw4d0bLl95LXn794gU2bNuPR48eIjIzEkMGD0O6j8/PQ4cM4dDgQke/eAQBs7ezQo1s3VKtWtVjaWBiCIGDLli04EhSE5ORkODs7Y/iwYbCzsyuw3Pnz57Fx0yZERETAwsICffr0Qe1ataTyHDp0CLv37Pm3j+0w5KM+Lux7h4SEYMOGDQgNC4OKigocHR3x+4wZUFdXBwA8fvwY69atw8NHj6CkpITatWtj8KBB0NTULKJeKhxBELBty0YcCwpEcnISnJxdMHTYz7C1sy+w3MXzZ7Flk7+kL3v26Y+atepIXg88fABHDh+UOm+6dusFn2rV845x4RyOHjmEx48fISkxEX7LVsGxfIViaWdxEAQB+3eswZlje5GakgTHih7oOfhXWNmWl1vmdfgTBGxbhedPQhATFYGu/cfAt3V3qTzjBrdCTFREvrINm3dCryETirwdZYVhnapwHDMAet4e0LA0xfUOw/DuwMnSrlaJEgQBp/b9iWvBO5GWkgib8pXQuvdkmFlXlFvm/rVjCD64BrGR4cjOyoKRuR3qtOiLKrXbSPKcObgG968fR1TEU6iqasC2YhU06zIGJhYOJdGsz/Kpa/DH7t67h7Vr1+LFixcwMjJCxw4d0LJlS6k8n7r2b968GVu2bpUqY2BggK1btsh8z6XLluHIkSMYPHhwvs/MsmTvkRPYFnAYMXEJsLexwi8DeqKym7PMvNGx8VjuvxVhT57hVcQ7dGzpi18G9JTK8zT8Ff7etgdhT57jbVQ0fu7fA51bNy+JptA3ThAp5H1whVTsPZ2ZmVnkx1RWVoa5uTlUVMp83OOrFVX/icXiIjlOWXfs8m0s3HIA/X9ogq0zRqGKkyNGLPgLEdFxMvPfDHuKGh5OWDpmADbPGImqbuUxavE6hD5/LclzI/QJmn3nhdUTh2L9lBEwN9LH8PlrEBmbUFLN+mpnzpzF6jVr0bVLF/y5bCk83D3w25SpiIyMlJn/7du3mDxlKjzcPfDnsqXo0rkLVq5ejfPnL0jyZGRkwNzCHP379YWBgYHM4xgbG6N/v75YumQJli5ZAq/KlTD999/x/MWLYmlnYezavRt79+3DsB9/xBI/PxgYGOB/kyYhNTVVbpmQkBDMmTsXjRs1woo//0TjRo0wZ84chIaGSvKcOXMGq9esQdcuXbB82TK4u7tj8pQpUn1cmPcOCQnBb5Mnw9vbG0v8/LDEzw+tW7eGSCn3ch0TE4OJ//sfLCwt4bd4MX7//XeEv3iBhYsWFUNvFWzv7h3Yv28PBv/4Exb6/QkDA0NMmfRrgX0ZGvIAf8ydiQaNmmDpn6vRoFET/DHnd4SFhkjyGBuboE+/gVi0ZAUWLVmBSpWrYNbvUxD+4rkkT0Z6OlzdPNCn78DibGKxObJvA44d2IKeg37F5D82Qs/ACAumDUNaWorcMpkZ6TAxs0LHXiOgZ2AkM8/k+ZuweN1RyWPMtBUAgGq1mxRLO8oKZW0tJN4Nw/1fZpR2VUrNucN/4UKQP1r3+g3Dpu+Ejp4x1v8xABkFnFOaOvpo8MMQDJm8DSNmBcCnbjvsXTsJj+6el+R5FnoN3zXpjqFTtqPfr38jJzsL/n8MQGaG/L/z0lCYa/CH3r59iylTpsDd3R3Lly1Dl86dsWr1apw/n9f2wlz7AcDOzg5bNm+WPFasWCHzPS9evIiwsDAYGcn++y0rTp6/jKXrNqN3xzZYt/B3VHZzxtjf5+NtVLTM/OIsMfR1y6F3xzaoYC/7pkpGRiYszUwxtFdnGBnoFWf1iaiYFHngoEGDBvjpp58wevRoGBsbo2nTpnjw4AG+//576OjowMzMDL169UJ0dN7FZ/fu3fD09ISmpiaMjIzQpEkTpKSkYNq0adiwYQP2798PkUgEkUiE4ODgfFMVgoODIRKJcPLkSVStWhVaWlqoVasWwsLCpOo2c+ZMmJqaoly5chg4cCAmTJjw2XfVFyxYAAsLCxgZGWH48OFSP8gzMzMxfvx4WFlZQVtbGzVq1EBwcLDk9ZiYGHTr1g3W1tbQ0tKCp6cntm3b9sn+s7e3BwC0a9cOIpFI8rwg06ZNg5eXF9atWwdHR0eoq6tDEAQEBQWhTp060NfXh5GREVq1aoUnT55Iyjk45N5BqFKlCkQiERo0aCB5bf369XB1dYWGhgZcXFzkfjCWps1BZ9CmfnW0a1ADDlZmGNuzDcwM9bH71CWZ+cf2bIM+LRvC3dEWtuYm+KnT97A1N8bZ2/cleWb92AOdm9SGs50VHCxN8duAThByBFx98KikmvXV9u7bh2a+vmjRvBlsbW0xdMhgmJgY49DhQJn5DwcGwtTUBEOHDIatrS1aNG8G36ZNsXvvXkkeZycnDBowAA3q14eqqqrM43xXowaqV6sGa2srWFtboW+fPtDQ0Mj3paukCIKAgIAAdO3aFbVr14a9vT3GjBmDjIwMqb/VjwUEBMC7ShV06dIFNjY26NKlC7y8vBCwf78kz759++Dr64vmzZv/28dDYGJigsOHD3/We69eswZtfvgBnTt3hp2dHaysrFC3Th2o/dvHV65ehYqKCoYPGwZra2s4Ozlh2LBhuHDhAt68eVMs/SaLIAg4ELAXnbt2R63adWFn74CRY8YjIyMdZ4NPyS13IGAPvKr4oFOX7rC2sUWnLt1RyasKDuzPO7eq16iJqtVqwMraGlbW1ujVpz80NDQR+kFwoWHjpujavRcqV/Eu1nYWB0EQcPzQVrTq2B8+NRvB2q4CBvw8HZkZ6bhyNkhuOYeK7ujcdyRq1G0GFRU1mXl09QygZ2Asedy5fg6m5tZwdvcpruaUCVFHz+LhVD+8DThe2lUpFYIg4MLRjWjwwxC4V/OFmbUTOg6eC3FmOu5cOiS3nKNrdbhXbQpTq/IwMrNFrWa9YWbjhOcPb0jy9B23Ft5128HMuiIsbF3QYdBsxMdE4PWz+3KPWxo+dQ3+WO7nnCmGDhkCW1tbNG/eHL5Nm2LPB59zhbn2A7k3tAwNDSUPfb38P4yjo6OxYuVKjB83DsrKykXb+CK2/cARtGpcH62bNpCMNjA1MkJAkOxRPBamJhg5sBdaNKwDbS3ZI99cKzpieN9uaFK3JlRVZH9nIKKyrVhGHGzYsAEqKiq4cOEC5s6di/r168PLywvXr19HUFAQ3r17h86dOwMAIiIi0K1bN/Tv3x8hISEIDg5G+/btIQgCxo4di86dO6N58+aIiIhAREQEan00NPhDkyZNwsKFC3H9+nWoqKigf//+kte2bNmCWbNmYd68ebhx4wZsbW2xcuXKz2rX6dOn8eTJE5w+fRobNmyAv78//P39Ja/369cPFy5cwPbt23H37l106tQJzZs3x6NHuT8w09PT4ePjg0OHDuGff/7B4MGD0atXL1y5ckVu/61evRrXrl0DkPvDPSIiQvL8Ux4/foydO3diz549kiBLSkoKRo8ejWvXruHkyZNQUlJCu3btkJOTAwC4evUqAODEiROIiIjA3n8/QNeuXYtJkyZh1qxZCAkJwezZszF58mRs2LDhs/qwOImzshD6/DW+83CSSv/O0wl3Hz0v1DFycnKQkpYBPW0tuXnSMzKRlZ0N3QLylCVisRiPHj+Gt3cVqXTvKt4ICQmRWSYkJBTeH/0g8/HxxqNHj5CVlfVF9cjOzkbwmTO5d4pdXb/oGF/r7du3iIuLg7d3XtvUVFXh6emJB3L6AgBCQkOlygCAj7c3Qh48APBhH0vn8a5SRXLcwrx3fHw8wsLCoKevj9FjxqBb9+4YN348/rmf9wVdLBZDRUUFSkp5l+/3Uxju3y+5L/Lv3kYgLi4WXt55P0hVVdXg7lkJISHy6xEa+gBVvKV/xHp7V0XoA9llsrOzcfbMaaSnp8PF1a1oKl/Kot69RkJcDNy9vpOkqaqqwdndB49D7xTZ+2SJxbh8JhB1GreBiKtOf9Piol4hOSEaFTxqS9JUVNVg71wN4Y9uFeoYgiDgyf1LiI54DgcX+dPJ0tOSAABaOmXnrnFhrsEfCw0JgXeVjz4XfXykPuc+de1/7/Xr1+jRsyf69uuHOXPnIiJCerpQTk4OFixYgI4dOnxyWlxpE4uz8PDJc1Tz8pRKr+blgX9CFeeGCREVvWIZ61+hQgX88ccfAIApU6bA29sbs2fPlry+bt062NjY4OHDh0hOTkZWVhbat28vuZh6euZdrDQ1NXOHRJubf/J9Z82ahfr16wMAJkyYgJYtWyI9PR0aGhpYtmwZBgwYgH79+knqdezYMSQnJxe6XQYGBli+fDmUlZXh4uKCli1b4uTJkxg0aBCePHmCbdu24dWrV7C0tAQAjB07FkFBQVi/fj1mz54NKysrjB07VnK8ESNGICgoCLt27UKNGjVk9t+H9PX1C9UP72VmZmLTpk0wMTGRpHXo0EEqz99//w1TU1M8ePAAHh4ekrxGRkZS7/X7779j4cKFaN++PYDckQkPHjzA6tWr0adPH5nvn5GRgYyMDKk0caYY6mrFE2mOT0pBdk4OjPTKSaUb6ZZDTEJSoY6x+cgZpGdkommNynLzLNsZCBMDPdRwlz9vtCxJTExETk4ODPT1pdINDPQRGyd7CkdcXBwMDD7Kr6+P7OxsJCQmwsjQsNDv/+zZc4waMwaZmZnQ1NTE5Mm/wc62dNaHiPu3vR/3hb6+vtzhrO/L6cso877/5PWxvoGB5D0L894Rb3PX0diyZQsGDhgAx/LlcfLkSUycOBGrVq6ElZUVvCpXxtq1a7F79260adMG6enpkgBmbGxsofqhKLxvj76+9DQVfX0DREW+k1suPi5OZpm4j87F58+eYvyYnyXnzf8mT4Otbdn+wl1YifExAABdfenhyrr6hjLXJ/hSN6+eRmpKMmo3al1kx6SyKSkhdxSnjp702k86ekaIjy54JFJ6ahLm/dIAWVmZUFJSQuveU6QCEB8SBAGBW+fBzskHZtZOMvOUhsJcgz8WFxcH/Y+m2b3/nEtMTIShoeEnr/0A4OzsjLFjxsDKygrx8fHYtn07xowdi1UrV0JXVxcAsGvXLigpK6NNmzYo6xKSkpCdkwNDfV2pdEN9PcTEK84UTSIqesUSOKhaNS9SfePGDZw+fRo6Ojr58j158gS+vr5o3LgxPD090axZM/j6+qJjx45y50wXpFKlSpJ/W1hYAAAiIyNha2uLsLAwDBs2TCp/9erVceqU/CG1H3N3d5caXmZhYYF79+4BAG7evAlBEODkJP1BmpGRIZnLlp2djblz52LHjh14/fq15Ie1tra2VJkP++9r2NnZSQUNgNw+nzx5Mi5fvozo6GjJSIPw8HC5CwhFRUXh5cuXGDBgAAYNGiRJz8rKgp6M4XjvzZkzB9OnT5dKmzigK/43qLucEkXj4/tqAoT8iTIEXbqF1fuOYdHIfjDULSczz4bDp3H08i2smfhjsQVAis1HdxwFQfjEXciP88tK/TRrayusWL4MyckpOH/hAhYuXIQ//phXIsGDU6dPY9myZZLn78/HfO3+ZF/kLyPISMuXR8ZxC3pv4d+/x+9btICvry8AoEL58rh9+zaOHTuGfv36wc7ODmNGj8bav/7Cen9/KCkpoU2bNjAwMJAahVDUgk+fxIpliyXPp0yfJbc9H59r+cjsS+ksVtY28Fu+GinJybh44Rz8Fv6B2X8sUsjgwaUzgdi4Ki94PnLSEgAy/pYKcR5+jnMn9sPTuxYMDE0+nZkUyu2LB7F//TTJ895j/h1Bme8D8NPnlJqGNn6auRcZ6al4+uAyjmybB0NTGzi6Vs+X9+DG3/H2ZRgG/yZ74b/SVphrsFT+j54L7z/oCjrmR2nVqlWTet3V1RX9BwzAiRMn0L59ezx69Aj7DxzAsqVLFWrkjyjfd4CivT4RkeIplsDBhz+Ec3Jy0Lp1a8ybNy9fPgsLCygrK+P48eO4ePEijh07hmXLlmHSpEm4cuWKZL59YX04z/r9xe39D+MP096T9QFR2OO/P9774+fk5EBZWRk3btzIN3ftfdBk4cKFWLx4Mfz8/ODp6QltbW2MHDky3wKIHwcSvpSs47Ru3Ro2NjZYu3YtLC0tkZOTAw8PjwIXYXzfxrVr10qNjABQ4Dy9iRMnYvTo0VJp4jsnPqcJn0W/nDaUlZQQ/dHogtjEZBjJCQS8d+zybcz4eyfm/dQLNTxk30XZGBiMdQdPYuX4Iahoa1lk9S5uurq6UFJSynfXJT4+Id/dmfcMZNyliU+Ih7KysuQOSmGpqqpKRuE4OVXEw0cPEbB/P34ZMeKzjvMlvqtRAy7OeatAv1+TJDYuDoYfjJqIT0jId1fpQ7L6IyE+XtJ/7/v44xEcCfHxkuO+D4YW9N7v020/CqrY2tggMipK8rxhw4Zo2LAh4uLioKGhIdl15XNGJH2u6jVqwsnZRfI869++jIuLhaFh3p3z+IT4fCMKPqRvYID4OOmREQnx+Uch5J43VgCAik7OePwoDAf378XwEaO+ui0lzat6fTg65Y2kyxLnXm8T4mOg/8GP+sSEOOjqFX40T0GiIyPw4O5V/DR+fpEcj8oW1yqNYFM+72bJ+3MqOT4auvqmkvTkxFjo6Ba8EJ+SkhKMzHIDcpZ2roh88wRnDq7JFzg4uHEmQm+dxsBJm6BnWHzXmi9RmGvwx2R/ziVIfc596tovi4aGBuzt7PD63zVn/rl/H/Hx8ej9wejMnJwc/PXXXwgICMCGD6a8lgV65cpBWUkp3+iCuIREGOp93uc/UUkQPvuWFn2pYt9VwdvbG/fv34e9vT0qVKgg9Xj/w1YkEqF27dqYPn06bt26BTU1Nezbtw8AoKamhuzs7K+uh7Ozs2T+/nvXr1//6uO+V6VKFWRnZyMyMjJfO99/mT937hzatGmDnj17onLlynB0dJSsf/ApqqqqX90PMTExuSu2//YbGjduDFdX13wfiGpquQtuffheZmZmsLKywtOnT/O1raDgjrq6OnR1daUexXmXXlVFBS72Vrjyz0Op9Cv/PESlivZyywVduoVpa7dj1o89UNdL9hzqjYdP46/9J7B87CC4OdoUZbWLnaqqKipWqIBbt6Tnud66dUvuWgOuri758t+8eQsVK1b8+t1MhJLb5UNLSwuWlpaSh62tLQwMDHDr5k1JHrFYjHv37sGtgHUXXF1ccDNff9yEq1vu+SKvj2/euiU5rrm5+Sff28zMDEZGRnj16pXUcV69fg0zU1N8zMDAAJqamjhz9ixUVVVR5aP5ukUpty+tJA8bWzsYGBji9kftuX/vLlxd3eUex8XFDbdv3ZRKu3XzBlzc5JcBcgcyKOruMJqa2jCzsJE8LG0coWdghAd38ta3yRKLEXb/Biq4yJ8m9TnOnzoAXT0DVKpa59OZSeGoa2rDyMxO8jC1qgAdPWM8vn9RkicrKxPPw67BtuJnXhcEAdlZmR88FXBg4++4f+M4+k9YD0MT66JqRpEpzDX4Yy6urjKv6x9+zn3q2i9LpliM8JcvJYHg9zsy/Ll8ueRhZGSEDh06YNbMmZ/d1uKmqqoCp/L2uHbnH6n063f+gYeLYkzRJKLiUez7GQ4fPhxr165Ft27dMG7cOBgbG+Px48fYvn071q5di+vXr+PkyZPw9fWFqakprly5gqioKMkPGnt7exw9elSyfU1BQ+MLMmLECAwaNAhVq1ZFrVq1sGPHDty9exeOjo5F0k4nJyf06NEDvXv3xsKFC1GlShVER0fj1KlT8PT0xPfff48KFSpgz549uHjxIgwMDLBo0SK8ffu2UAvF2dvb4+TJk6hduzbU1dW/aCqHgYEBjIyMsGbNGlhYWCA8PBwTJkjv621qagpNTU0EBQXB2toaGhoa0NPTw7Rp0/Dzzz9DV1cXLVq0QEZGBq5fv464uLh8owpKU8/m9TF59Ta4OdigUgU77A2+jLcx8ejYKHcRsmU7AxEVl4AZQ7oByA0aTFmzDWN7tIFneVtExycCANTVVFHu35WBNxw+jZV7gjDrxx6wMDaQ5NHSUIeWhnoptPLztW/XDvMXLkTFihXh6uKCI0FBiIyKQsvvvwcArFvvj5iYGIwbOwYA0PL773Hg4CGsXrMWLZo3Q0hoKI4eO4YJ48dLjikWixEeHg4gd9pKdEwMnjx5Ak1NTckIg/X+G1Ctqg+MTUyQlpqGM2fP4O69e5g5o3S2TBOJRGjbti127NwJSysrWFlaYseOHVBXV5faQWTBggUwMjKSrInSpk0bjBs/Hjt37ULN777DpcuXcev2bSyYn3c3t127dljwUR9HRUXh+3/7uDDvLRKJ0KFDB2zevBkOjo4o7+iIEydO4NWrV5g0aZLkvQ4cPAi3f3c4uXXrFv5etw79+vaVOSWsuIhEIvzQtj1279wKS6vcYMKuHVuhrq6Beg0aSfItXjAXhkbG6NMvd9vE1m3aY+L4UdizaztqfFcLVy5fxJ3bNzF3vp+kzEb/v+FTtfq/500qzp0Nxj/37mDqjDmSPElJiYiKjERsbO56Aa9fvQQAGBgYwuAz1uAoDSKRCE1bdceh3etgamEDMwtbHN6zDmrqGqhRL29f87VLpsDA0AQde+WOzskSi/Hm1dPcf2eJER8TifBnYVDX0IKZRV5AMycnBxdOHUCtBq2grPztb1sM5G7HqF0hb6SOloM1dCu7IDM2Aekvi27diLJKJBKhdrPeOHNwDYzM7GBsbofgA2ugqqaByjVbSfLtWv0rdA3M0Kxz7uf2mYNrYOXgDkNTW2RniRF25yxuXTiAH/pMkZQ5sGEG7l4+jJ4jl0NdQxtJ8bmjnzS0ykFVTaNkG1qAT12D169fj5iYGMlaUy2//x4HDx7EmjVr0Lx5c4SEhuLYsWP49YPPucJc+9f+9Rdq1KgBUxMTyRoHqampaNK4MQBIbpx8SFlZGQYGBrC2LntBGADo+kML/L5kFVzKO8DDuQIOHD+Nd9ExaNsst02rNu1AVGwcJv8yVFLm0bPcbZbT0jMQn5iIR89eQEVFBQ42uSPHxOIsPH+Vu9W1OCsLUTFxePTsBTQ1NGBtYVbCLSSiL1Hs3ygsLS1x4cIF/Prrr2jWrBkyMjJgZ2eH5s2bQ0lJCbq6ujh79iz8/PyQmJgIOzs7LFy4EC1atAAADBo0CMHBwahatSqSk5Nx+vTpQm1H+LEePXrg6dOnGDt2LNLT09G5c2f07ds33yiEr7F+/XrMnDkTY8aMwevXr2FkZISaNWtKPrQmT56MZ8+eoVmzZtDS0sLgwYPRtm1bJCR8erGZhQsXYvTo0Vi7di2srKzw/Pnzz66fkpIStm/fjp9//hkeHh5wdnbG0qVLpX4wqaioYOnSpZgxYwamTJmCunXrIjg4GAMHDoSWlhbmz5+P8ePHQ1tbG56enhg5cuRn16M4+X7nhfjkFKzdfxzR8Ykob22OpWMGwMI494dEdHwi3sbkjbLYe/oSsrNzMG/jPszbuE+S3qpOVUwf3BUAsOvkRYizsjF+2Uap9xrctimGtG9WAq36evXr10NiUiK2bN2GuNhY2Nnb4ffp02FmlnsXOzYuVmoovLm5OX6fMR2r16zFoUOHYGhkhB+HDEGdOnkLZsXExmL4iJ8lz/fs2Ys9e/bC09MT8+fNBQDExcfhjwULERcbCy1tbTg42GPmjBn5dngoSZ06dkRmRgb+/PNPJCcnw9nZGbNmzoSWVt4uGZFRURB9sF6Am5sbJkyYgI0bN2LTpk2wsLDAxAkT4OKSN3S/fv36SEpKwtatWxEbGwt7e3vMmD4dZmZmn/Xe7dq2hTgzE2vWrEFSUhIcHR0xa9YsWP67bgsAPAwLw+bNm5GWlgYbGxuM+OknNP73S2pJat+xCzIyMrDqz6VITk6Ck7Mrps+cK9WeqKhIqb50dXPHuAm/YfPG9diyyR/mFpYYN+E3OLvkBVDj4+OweMFcxMbGQltbG/YODpg6Y47UbgxXL1/CksV5X97nz8tdc6Fr917o3lP2gq1lSYt2fZCZmYHNa+YiJTkJjhU9MGbqn9DUzJtiFhv1FkofTLGLj4vCtNF5a8QE7d+EoP2b4Ozug19nrpGkP7h7BTFRb1G3cdlfiK2o6Pl4oObJTZLnbgv+BwB4uXEv7g6YWFrVKlF1Ww6EODMDBzbMQHpqIqwdK6Hf+L+g/sE5lRATAZEo7+8xMyMVBzbMQELsO6iqacDEwgGdhsxDpe++l+S5emo7AOCv2dJ/Vx0GzYZ33XbF3KrC+9Q1ODYuLt/n3IwZM7BmzRocPHQIRkZGGDpkCOrUyRulU5hrf3R0NObNm4fExETo6enBxdkZixcvlrr2K5rGdb5DQlIy/HcGICYuHg621pj/21iYm+YuvhkTF493UTFSZfqN/k3y77Anz3D87CWYmxhj95rctXGi4+Kk8mzbH4ht+wPh5e6C5TMngehLCaJiH0BP/xIJnzvR/xvStGlTmJubY9OmTZ/OTEUi+crB0q6CwogyLp0tCxUN57YVnhhqpV0FhRCd8fkjuv6L4iv7fDoTAQDSzsvf7pXyeBs/K+0qKIxyGTGfzkQwccu/yCd9W96E3S3tKshk6Vzp05kUzH9jDCOA1NRUrFq1Cs2aNYOysjK2bduGEydO4Pjx46VdNSIiIiIiIqIy6z8ztkMkEiEwMBB169aFj48PDh48iD179qBJkyYAcnc+kPc4d+5cKdc+P3d3d7n13bKlbG6TREREREREVFQEkahMPr5F/5kRB5qamjhxQv5WgLdv35b7mpWVVTHU6OsEBgbKXWFckefVERERERERUdnynwkcfEqFChVKuwqfxc7OrrSrQERERERERP8BDBwQERERERGRwuEi2SXnP7PGARERERERERF9PgYOiIiIiIiIiEguTlUgIiIiIiIihSOIeB+8pLCniYiIiIiIiEguBg6IiIiIiIiISC4GDoiIiIiIiIhILgYOiIiIiIiIiEguBg6IiIiIiIiISC7uqkBEREREREQKR4CotKvwn8ERB0REREREREQkFwMHRERERERERCQXpyoQERERERGRwhFEvA9eUtjTRERERERERCQXAwdEREREREREJBenKhAREREREZHC4a4KJYcjDoiIiIiIiIhILgYOiIiIiIiIiEguTlUgIiIiIiIihcNdFUoOe5qIiIiIiIiI5GLggIiIiIiIiIjk4lQFIiIiIiIiUjjcVaHkcMQBERERERERUSlasWIFHBwcoKGhAR8fH5w7d67A/GfOnIGPjw80NDTg6OiIVatWFWv9GDggIiIiIiIiKiU7duzAyJEjMWnSJNy6dQt169ZFixYtEB4eLjP/s2fP8P3336Nu3bq4desW/ve//+Hnn3/Gnj17iq2ODBwQERERERERlZJFixZhwIABGDhwIFxdXeHn5wcbGxusXLlSZv5Vq1bB1tYWfn5+cHV1xcCBA9G/f38sWLCg2OrIwAERERERERFREcnIyEBiYqLUIyMjQ2bezMxM3LhxA76+vlLpvr6+uHjxoswyly5dype/WbNmuH79OsRicdE04iMMHBAREREREREVkTlz5kBPT0/qMWfOHJl5o6OjkZ2dDTMzM6l0MzMzvH37VmaZt2/fysyflZWF6OjoomnER7irAhERERERESkcQVQ2d1WYOHEiRo8eLZWmrq5eYBnRR20RBCFf2qfyy0ovKgwcEBERERERERURdXX1TwYK3jM2NoaysnK+0QWRkZH5RhW8Z25uLjO/iooKjIyMvqzSn8DAAZWoN8aVS7sKCsM4VfYqqiTtsapnaVdBYdx5pVfaVVAIPSNmlnYVFMLh8yGlXQWFoVnHtbSroBAeXLlf2lVQGA0y2VdE3wo1NTX4+Pjg+PHjaNeunST9+PHjaNOmjcwyNWvWxMGDB6XSjh07hqpVq0JVVbVY6sk1DoiIiIiIiEjhCIKoTD4+1+jRo/HXX39h3bp1CAkJwahRoxAeHo6hQ4cCyJ360Lt3b0n+oUOH4sWLFxg9ejRCQkKwbt06/P333xg7dmyR9e3HOOKAiIiIiIiIqJR06dIFMTExmDFjBiIiIuDh4YHAwEDY2dkBACIiIhAenjca2cHBAYGBgRg1ahT+/PNPWFpaYunSpejQoUOx1ZGBAyIiIiIiIqJSNGzYMAwbNkzma/7+/vnS6tevj5s3bxZzrfIwcEBEREREREQKR+DM+xLDniYiIiIiIiIiuRg4ICIiIiIiIiK5OFWBiIiIiIiIFI6Az9/BgL4MRxwQERERERERkVwMHBARERERERGRXJyqQERERERERAqHUxVKDkccEBEREREREZFcDBwQERERERERkVycqkBEREREREQKh1MVSg5HHBARERERERGRXAwcEBEREREREZFcDBwQERERERERkVwMHBARERERERGRXAwcEBEREREREZFc3FWBiIiIiIiIFA53VSg5HHFARERERERERHIxcEBEREREREREcnGqAhERERERESkcQeBUhZLCEQdEREREREREJBcDB0REREREREQkF6cqEBERERERkcLhrgolhyMOiIiIiIiIiEguBg6IiIiIiIiISC5OVSAiIiIiIiKFw6kKJYcjDoiIiIiIiIhILgYOiIiIiIiIiEguTlUgIiIiIiIihcOpCiWHIw4+U4MGDTBy5MjSrgYRERERERFRieCIAwVnb2+PkSNHfnYwo0GDBvDy8oKfn1+x1KskCYKAbVs24WjQYSQnJ8PJ2QVDh42AnZ19geUunD+HLZv8ERERAQsLC/Tq0w81a9WRvL5rxzZcvHger1+9hJqaOlxc3dC3/0BYW9tI8mzdvBFnzwYjOioKKqoqqFChInr17gdnF9fiam6R2RN0ClsOHEVMXDwcbKwwsm9XeLk5ycwbHRePpRt2Iuzpc7yMiESn7xtjVL9uco99/PwVTPFbg3rVvDDv1xHF1YQSIwgC9m1fi9NHA5CSkoTyTu7oM2QcrG3Lyy3zKvwJ9mxdg+dPQhEdGYEeA0ah+Q/y++zAbn/s2rQCzVp3Rc+Bo4ujGcVOEARcDFyOuxd2ICM1Eeb2ldGk8xQYW1YsVPnQ64dxaP1oVKjUGG2HrJCkXzm6Gg9vH0Psu6dQUdWAlWMV1Gs7FoZmjsXVlGK343oYNly6j+jkNJQ30cc436rwtjX7ZLlbLyMxcOMxlDfVx85BrSTp++88wdSDF/PlvzKhO9RVlIu07iVJEASc2vcnrgXvRFpKImzKV0Lr3pNhZi3/nLp/7RiCD65BbGQ4srOyYGRuhzot+qJK7TaSPGcOrsH968cRFfEUqqoasK1YBc26jIGJhUNJNKvUGNapCscxA6Dn7QENS1Nc7zAM7w6cLO1qlShBEHBszwpcPrkLqSmJsKtQCe37/QZzmwpyy1w+uQvXzx3A21ePAQDWDm74vssvsK1QSZJn5oimiIt+k69sraZd0aH/5KJvSDHbefIiNgUGIzohCY6WZhjb4wdUcZZ9zT11/R52n7qEsPA3EIuz4GhlhsHtfFHL01kqz7qDp/AyMhpZWdmwNTdGz+b10bK2T0k1iYi+EkccFDOxWFzaVfjm7dm9AwH79mDIjz9hkd9yGBgYYsqkX5Gamiq3TGjIA/wxdyYaNmqCpX+uQsNGTTBvzkyEhYZI8vzzz120bPUD5i9ait9nzUV2djamTJqA9PQ0SR5LK2sM/fEnLF+xBvPmL4apqRmm/DYBCQnxxdnkr3biwlX4+W9H3/YtsWH+VFR2rYjRs/3wNipGZn6xOAsGujro074VKthZF3jsiKhoLNu4C16uhfuxqAgO792II/u3ofeQcZi+wB96+kaYN2UE0lJT5JbJzMiAqZkVOvcaDj0DowKP//TRA5w+ug829vK/uCqCq8fX4sap9WjceQp6jN8NbV1j7FreD5npyZ8smxDzGsH75sG6fNV8r718dBVV6vVAj7E70WnEeuTkZGPXsgHIzJD/N16WHb3/HPOPXcfAOp7YPqgVqtiaYvi2U4hIkH8+AUBSeiYm77+A6g7mMl/XUVfFiZEdpR6KHDQAgHOH/8KFIH+07vUbhk3fCR09Y6z/YwAy0uT3laaOPhr8MARDJm/DiFkB8KnbDnvXTsKju+cleZ6FXsN3Tbpj6JTt6Pfr38jJzoL/H4p7ThWWsrYWEu+G4f4vM0q7KqXm9MG/cSZwA9r1m4SRs3agnL4xVs8eiPQCzqnHIddQpdb3+PG3dRgxfQv0jSywes5gJMS+k+QZOWsHpq4MljyG/O8vAEDl75oVe5uK2rErt7FwywH0b90YW2eMRBVnB4xY+DciYuJk5r8Z9hQ13Cti6egB2Dz9F1R1rYBRi9cj9MVrSR5dbS30b90I/pN/wvaZo9G6bjVM/2snLt4LK6lmEdFXYuDgC+Tk5GD8+PEwNDSEubk5pk2bJnlNJBJh1apVaNOmDbS1tTFjxgxYW1tj1apVUse4efMmRCIRnj59+sn3mzZtGmxtbaGurg5LS0v8/PPPAHJHDbx48QKjRo2CSCSCSJQ7xycmJgbdunWDtbU1tLS04OnpiW3btkmO17dvX5w5cwZLliyRlHv+/Dn8/f2hr68v9d4BAQGS4wLAnTt30LBhQ5QrVw66urrw8fHB9evXP7cLi4wgCDgQsA+du3ZDrdp1YWfvgFFjxiEjIwNngk/JLbc/YC+8qvigU5dusLGxRacu3VDZqwoO7N8ryTP99zlo0rQZ7Ozs4eBYHiNHj0VUVCQeP3okydOgYSN4VfGGuYUF7OzsMXDwUKSmpuL5s0//v5ambQePoXWjuvihST3YW1tiVL9uMDUyxN5jwTLzW5gaY1T/7vi+QS3oaGnJPW52dg6mLVmLgV3awNLMpJhqX7IEQUDQwe1o06kvqtVsCBu78hgycioyM9Nx6exRueUcK7qhW7+fUbOeL1RV1eTmS09LxcpFkzFg+CRo6+gWRxNKhCAIuHl6I2o0GwonL1+YWDqhRa95yMpMR8i1QwWWzcnJRqD/WNRuOQJ6xjb5Xu/409/wqNkexpYVYWrtguY95yAp7g3ehd8vruYUq01XHqCdVwW0r1IRjsZ6GO9bDea6Wth1o+Av0DMDL6OFhwMqWcn/2zLW0ZR6KDJBEHDh6EY0+GEI3Kv5wszaCR0Hz4U4Mx13Lsk/pxxdq8O9alOYWpWHkZktajXrDTMbJzx/eEOSp++4tfCu2w5m1hVhYeuCDoNmIz4mAq+fKeY5VVhRR8/i4VQ/vA04XtpVKRWCIODskU1o0nYwKlVvCgubiuj242xkZqbj1oXDcsv1/OkP1PbtBit7V5hZOaLz4OkQhBw8+ueyJI+OriF09U0kjwc3g2FkZoPyrtVKomlFanPQWbSpVw3tGtSAg6UZxvZoAzNDfew+eUlm/rE92qBPy4Zwd7SBrbkJfurUArZmxjh764EkT1XX8mhU1RMOlmawMTNGd9+6qGBjgdsPn5VUs4joKzFw8AU2bNgAbW1tXLlyBX/88QdmzJiB48fzPoSnTp2KNm3a4N69exg4cCC6du2KLVu2SB1j69atqFmzJhwdCx5qu3v3bixevBirV6/Go0ePEBAQAE9PTwDA3r17YW1tjRkzZiAiIgIREREAgPT0dPj4+ODQoUP4559/MHjwYPTq1QtXrlwBACxZsgQ1a9bEoEGDJOVsbPJ/WZelR48esLa2xrVr13Djxg1MmDABqqqqhe67ovbu7VvExcWiinfeXUpVVTV4eFZCaMgDueVCQx+girf08Lgq3lUR8kB+mZSU3LsR5cqVk/m6WCxG0JFAaGtrw95B/hD20iYWZyHs6QtUr+wulV6jshvuhT3+qmOv230A+rrl8EPjul91nLIk6t0bJMTFwKPKd5I0VVU1uLh741Ho3a8+/obVf6CyT214eFX/6mOVpoSYV0hJjIK9a950HxVVNVhXqIbXz24VWPZS4J/QLGcIz1qdCvVeGWlJAAANbb0vr3ApEWdnIyQiFjUdLaTSv3O0xJ1XUXLLBdx+jJdxyRhSr5LcPGmZWWixdC98l+zBiO2nEPo2tsjqXRriol4hOSEaFTxqS9JUVNVg71wN4Y8KPqfeEwQBT+5fQnTEczi45B/N8l76v+eUlo7inVNUeLGRr5AUHw0nT+lzqrxrVTx/WLhzCgAyM9KRnZUl93zJysrEjfOHUL1Be6mbL4pAnJWF0Oev8Z2H9NTF7zyccPfxi0IdIycnBynpGdDTln2jQRAEXL3/CC8iIuEtZ/oDEZU9XOPgC1SqVAlTp04FAFSsWBHLly/HyZMn0bRpUwBA9+7d0b9/f0n+Hj16YNGiRXjx4gXs7OyQk5OD7du343//+98n3ys8PBzm5uZo0qQJVFVVYWtri+rVc39gGBoaQllZGeXKlYO5ed7QVSsrK4wdO1byfMSIEQgKCsKuXbtQo0YN6OnpQU1NDVpaWlLlCiM8PBzjxo2Di4uLpP3yZGRkICMjQyotMyMDaurqn/WeBYmLy/1i/PFICX19A0RGvpNRIld8XBz09Q3ylYmLkz0MTxAE/L12FdzcPWBnLz0H9uqVy5g/bxYyMjJgYGiIGbPmQU+v7H75jE9KQnZODgz1pO9uG+jpITb+ny8+7p3QRzh48jw2Lpj6tVUsU+Ljcqdv6OkZSqXr6hsiJjLiq4596ewxPH8ahukL/L/qOGVBSmLuj17tctLTMrR1jZEYm3/e73uvn9zAvUu70XtiQKHeRxAEBO+dA6vyPjCxlL0mR1kWl5qBbEGAobaGVLqRtgaik9NllnkRm4ilp29hfe9mUFGSHe93MNLFjB9qoYKpPlIyxNh6NRR9/YOwY3Ar2Bkq5kiWpIRoAICOnrFUuo6eEeJlzCX/UHpqEub90gBZWZlQUlJC695TpAIQHxIEAYFb58HOyQdm1op3TlHhJf57TpXTk75OldMzQuwnzqkPHd62CHqGpqjoUVPm6/9cO4X01CRUq9f2i+taWuKTUpCdkwMjPembJEZ6OohJSCrUMTYHnUV6Riaa1qgslZ6UmoYWI2ciMysLykpKmNC7Xb4ABdHnEgTFCs4pMo44+AKVKknf8bGwsEBkZKTkedWq0nc1qlSpAhcXF8l0gTNnziAyMhKdO3f+5Ht16tQJaWlpcHR0xKBBg7Bv3z5kZWUVWCY7OxuzZs1CpUqVYGRkBB0dHRw7dgzh4eGFbaJco0ePxsCBA9GkSRPMnTsXT548kZt3zpw50NPTk3qsXrVCbv7CCD59Ep3at5Y8srJz++LjiL4gCJ+M8ud/WZCRlmvVimV4/uwZxv2aP9hTqXJlLFm+Cn8s9IOPTzXMmzMT8fGyAxBliaz24wu3tElJS8P0pX9h4tA+0NeVPSJDUVwIDsLALvUlj2w55xgEQVYnFlpM1Dts/msRho6aDjW1ogumlZQHVw9gyagqkkfOv/30cZ8IgiD3GJnpyTi8YRx8u/8OLR1Dufk+dHLnDES9fohW/RZ9cd3LgnzXLMg+nbJzcjBx33n8WK8y7IzkBwAqWZugpacjnM0M4W1rhj861IOtkS62Xwst4poXn9sXD2L6IB/JIyf73zWCPu6XQlzf1TS08dPMvfhx2k407TgSR7bNw9OQqzLzHtz4O96+DPqe+1gAALZoSURBVEOXYQuKoBVUltw4fwgT+1aVPHKyCvjOUMjPv1MH/sati4HoO2oJVOVcu68E74GLVx3oGZp+XQNKkayPvMJ0UdClW1i97xjmDO8BQ10dqde0NdSx7fdR2DT1Zwzr0ByLth3E9RD53yOJqGzhiIMv8PHQfJFIhJycHMlzbW3tfGV69OiBrVu3YsKECdi6dSuaNWsGY2PjfPk+ZmNjg7CwMBw/fhwnTpzAsGHDMH/+fJw5c0buFIGFCxdi8eLF8PPzg6enJ7S1tTFy5EhkZmYW+F5KSkr5vuR/vLjjtGnT0L17dxw+fBhHjhzB1KlTsX37drRr1y7f8SZOnIjRo6VXhw9/JX8UQGFUr1ETTs4u+eoXFxcHQ8O8OwgJCfH5RhR8SN8g/+iC+HjZZVavXI6rVy5jzh8LYWycf26xhoYmLC2tYGlpBRcXNwwe2AfHjwahUxf5K+iXJv1y5aCspISY+ESp9LiERBjqf9mdyddvoxARGY1xc5dK0nL+PZfqdB6E7UtnwdpcMb5AeVeviwrOedM4xOLcv5v4+BjoG+b9zSYmxEFPv3A/dmV59iQEiQmxmDK6jyQtJycbYfdv4fjhXVi/+zyUlMvuwnYVKjWChX3e3aTsrNx+SkmMho5e3v91alIMtHRlX+vio14iMeY19q36UZImCLnX0oUj3DBgShD0TWwlr53c+Tue3D2FLqM2o5zB542WKisMtNShLBIhJjlNKj02JR1GH41CAICUzCw8iIhB2NtYzA3K/eGbIwgQAPjM2oyV3RujuoNFvnJKIhHcLYwQHlu4O4RlgWuVRrApnxeYz/r3by85Phq6+nnnVHJiLHR0C15wVElJCUZmdgAASztXRL55gjMH18DRVXpK0MGNMxF66zQGTtoEPUPFPKdIPnefhrCr4Cl5nvXvd4bE+GjoGuR9nicnxuYbhSDL6UPrcXL/Wgz931+wtHOWmSc26g0e3buMvqOXfGXtS4d+OW0oKykhOl762hGbmAyjT9wYOHblNmas24V5w3uhhnv+kQRKSkqwMcv9PHC2s8KzN5FYf+gUqrqW3emdRJSHgYMS0r17d/z222+4ceMGdu/ejZUrVxa6rKamJn744Qf88MMPGD58OFxcXHDv3j14e3tDTU0N2dnZUvnPnTuHNm3aoGfPngBy55o9evQIrq55WwTKKmdiYoKkpCSkpKRIgh+3b9/OVx8nJyc4OTlh1KhR6NatG9avXy8zcKCurg71j6YlqKnHF7rdsmhpaUHrg8X5BEGAgYEhbt+8gfLlc1ekF4vF+OfeXfTpN1DucVxc3HD71g20bddBknbr5g24urlJHXv1yuW4dOkC5sxdAHPz/F/OZRLK9m4aqqoqcHa0w7W799Gghrck/erdB6hbrcoXHdPOygKbF02XSluzbR9S0tIxqn83mBl9+Q/skqappQ1NrbzgnyAI0DMwwj+3r8DeMfeLYpZYjND7N9Gl909f/D7ulaph9tJtUmlrl86ApbU9WrbvXaaDBgCgpqEDNY28u0mCIEBb1wQvQi/AzCb37yg7KxOvHl9DvTZjZR7D0NwRfSYdlEq7cNAPmekpaNhpkiQ4IAgCTu78HY/vHEeXkZugL2MBRUWhqqwMVwtDXHoWgUYueUGRK88i0MAp/44lOuqq2D24lVTajhsPce35WyzoUA9W+jr5ygC5fRb2Lg4VTfWLtP7FSV1TG+qa0n97OnrGeHz/Iiztc8+prKxMPA+7hmadx3zewQVBEtx6f+yDm2biwY0TGDhxAwxNCt4thhSThqY2ND46p8rpG+PhvYuwdsj9TpSVlYknIdfRqlvB2+CePrgOJ/atxuCJa2BT3kNuvmtn9kFHzxCuVeoVTSNKmKqKClzsrXDl/iM0qpoXdLly/yHqV3GXWy7o0i3M+HsnZv3YA3W9CrsltQDxJ0bREn1KzheOlqXPx8BBCXFwcECtWrUwYMAAZGVloU2bNp8uBMDf3x/Z2dmoUaMGtLS0sGnTJmhqasLOLvdOir29/f/Zu++wps63D+DfsPfeyBCQpThRBK1bxFF31WrdFW3r3ta6d9U636p177oVFRG1bgUnTtwoDlD2lJHx/pEajRDFn0qS8v1cV66ak+ec3OeUnOTc536eB6dOnUKXLl2gq6sLKysreHh4YNeuXTh37hzMzc3xxx9/IDExUS5x4OrqiujoaDx+/BhGRkawsLCQvcevv/6KQYMG4cKFC1i3bp1sndevX2PUqFHo2LEjypcvj2fPnuHixYvo0KHD+2GXGoFAgNZt22HH9q1wcJTe9d++bSt0dXVRv0EjWbs/5s2BpaUVevbuCwBo3aYdxo4ejp07/kZA7SBER53DtZgrmDN3gWydZX8uwakT/2D8xCnQ1zdAWqp0PAUDQ0Po6uoiL+81tv+9BbVqB8LC3BKZWZkIPxCG5OQk1PlGtX8wfP9tMKYsWQVvN1f4eblj75FTeJmcinbB9QEAf27ehaSUNEwa/Db5ci9O2tXldV4e0jOycC8uHtpaWijv5ABdHW24O8v/8Db6d1Ck95erG4FAgJBvu2D/znWws3eCrYMz9u9cCx0dPQTWezvN1vIFk2BuaYPOPX4BIE0uPH8aJ/t3WkoSnjy6Bz19fdjaO0HfwBBOLvJ3WXT19GFkbFpkuToQCASo3rAHog+vgLm1K8xsXBB9eAW0dPTgU/PthW/4+tEwMrNFvTYjoKWtW2ScAl19adXLu8uPbpuCO5cOoG3/P6Gja4icDOl4Cjr6xtDWKXqXXtV1D/DF+H1nUdHeEpXLWWPXlXtIyMhBx+rSfV78zxW8ynqN6W3qQEMggIeNfCWUhYEedLQ05ZYvP3UNlR2t4WxhjOz8Qmy9eAf3XqZiXIj6DropEAhQp1kPnNz/FyxtXWBl54ITYX9BW0cPVQLf/k3tWDEGJua2aNZJeuF3cv9fcCxfERY2zhAJC3H32ilcPRuG1j0nytYJWz8V16MO4oehS6GrZ4isdOnflJ6Bev5NlZSmoQEMPd4mrAzKl4NJFW8UpGYg7+nnjdmiDgQCAeo1745j+1bC2l76N3Vs71/Q0dFDtTotZe22/DkOpuY2aPn9MADS7gkRO5bgh4G/w9zaAZn//r3o6hlAV+9tYkIsFuPiyT3wr9cGmprq+xP7h5B6mLDib/iWL4fKHi7YfTwaiSnp6NhIOqbDku3hSErLwNT+0srKiPNXMXHl3xjZrQ383J2R/G9Fo66ONowNpLO7rNn/D3zLl0M5G0sUCkU4ez0WB85exrge7ZWzk0T0ydT3rKaGunXrhl9++QU9evSAvn7JpskyMzPD7NmzMXz4cIhEIvj5+WH//v2wtJSW1E2dOhX9+/eHu7s78vPzIZFIMGHCBMTFxaFZs2YwMDBAaGgo2rZti4yMDNl2R44ciZ49e8LX1xevX79GXFwcXF1dsWnTJowaNQp//fUXmjRpgsmTJyM0NBQAoKmpiZSUFPTo0QMvX76ElZUV2rdvjylTphQbe2np0LEzCvILsOz/liA7OwueXt6YOn22XGVCUtIrCDTeZiR9fCti9Njx2LhhHTZvXA87e3uMHjseXt5vkyuHDkrvhP46Rv5u6ZBhI9GkaTNoaGji2bOnODbjCDIzMmFiYowKnl6YPXcBXFxcv+5Of6YmdWohIysba3buR0paBtycHTH/1yGwt5aWEKakpeNlsvyI7D1Hvf3/fOfRE0SeiYadtSX2LPu9VGNXhpbte6CgIB/rVvyO3OwsuHlWxOgpS+QqE1KSX0LwzsB1aalJ+G3YD7Ln4Xs3IXzvJnhXqo7xM+SnZ/2vqNW0H4SF+Ti6bQrycjNg71oFHQeukatMyExLgEDwacPrXDstrczYtrC73PKQH2ahUqD6/ehsVtEV6a/zseL0dSRnv4aHtRmWdmkEh3+rB5KyXyMhQ/Gc8sXJyivAtINRSM55DSNdbXjbWWB1j2bwc/x4lzhV9k3LH1FYkI+w9VORl5uJcm6V0Xv0KrnKhIwU+b+pgvxchK2fiozUl9DW0YO1fXl8138OKtduIWtz4Z+/AQCrZr7tKgQAHfrNRPVvilbQ/VeY1qiEwGMbZc9950nH7Xm6YTeu9x2nrLBKVcNv+6KwIB+71kzD65xMOLtXRuivK+UqE9KTE+TGQTh35G+IhIVYv3CY3LaCO/yMZh1/kT2/f/M80pITENBA/c5L7woOqIr07Fys3HcUyemZcHe0w+LhfWFvJU1WJmdkIjE1XdZ+94koiERizNmwB3M27JEtb1W3Bqb06wIAyMsvwOwNe/AqNR26OtpwtbfB9P7fIzigamnuGhF9BoHkQyNXEX1h9x5+/gCNZYVVLo9VSTzQ9vt4IwIAXHumurN9qJIfEqYrOwS1cNDz4zMDkZR+3ZKWbpdtkuhbyg5BbTQoCFd2CGrBqHZrZYdAX9nV+8nKDqFY1Sqod+K+OJxVgYiIiIiIiIgUYuJAyTZv3gwjI6NiHxUrKh6EhoiIiIiIiKg0cIwDJWvdujUCAgKKfU3RdItERERERERlnUTCWRVKCxMHSmZsbAxj4w/Pi0tERERERESkLOyqQEREREREREQKseKAiIiIiIiI1I4E7KpQWlhxQEREREREREQKMXFARERERERERAoxcUBERERERERECjFxQEREREREREQKMXFARERERERERApxVgUiIiIiIiJSOxIJZ1UoLaw4ICIiIiIiIiKFmDggIiIiIiIiIoXYVYGIiIiIiIjUjgTsqlBaWHFARERERERERAoxcUBERERERERECrGrAhEREREREakdzqpQelhxQEREREREREQKMXFARERERERERAqxqwIRERERERGpHbGyAyhDWHFARERERERERAoxcUBERERERERECrGrAhEREREREakdzqpQelhxQEREREREREQKMXFARERERERERAoxcUBERERERERECjFxQEREREREREQKMXFARERERERERApxVgUiIiIiIiJSOxJwVoXSwooDIiIiIiIiIlKIiQMiIiIiIiIiUohdFYiIiIiIiEjtSCTsqlBamDigUsV+SCV3W7OaskNQC05az5QdgtronrJC2SGohcl5I5UdgloItYpTdghq43b0LWWHoBYEARWVHYLaGD/vkrJDUAuLais7AqL/DnZVICIiIiIiIiKFWHFAREREREREaofVzKWHFQdEREREREREpBATB0RERERERESkELsqEBERERERkdoRS5QdQdnBigMiIiIiIiIiUoiJAyIiIiIiIiJSiIkDIiIiIiIiUjsSCFTy8TWlpaWhe/fuMDU1hampKbp374709HSF7QsLCzFmzBj4+fnB0NAQDg4O6NGjB168ePFJ78vEAREREREREZEa6Nq1K2JiYhAREYGIiAjExMSge/fuCtvn5ubiypUrmDBhAq5cuYLdu3fj3r17aN269Se9LwdHJCIiIiIiIlJxsbGxiIiIQFRUFAICAgAAK1euRGBgIO7evQsvL68i65iamuLIkSNyy5YsWYJatWohPj4ezs7OJXpvJg6IiIiIiIhI7UgkX7dbwP8qPz8f+fn5cst0dXWhq6v7Wds9f/48TE1NZUkDAKhduzZMTU1x7ty5YhMHxcnIyIBAIICZmVmJ35tdFYiIiIiIiIi+kFmzZsnGIHjzmDVr1mdvNzExETY2NkWW29jYIDExsUTbyMvLw9ixY9G1a1eYmJiU+L2ZOCAiIiIiIiL6QsaNG4eMjAy5x7hx4xS2nzx5MgQCwQcfly5dAgAIBEWrLCQSSbHL31dYWIguXbpALBbjzz///KR9YlcFIiIiIiIioi/kU7slDBw4EF26dPlgG1dXV1y/fh0vX74s8lpSUhJsbW0/uH5hYSE6deqEuLg4/PPPP59UbQAwcUBERERERESkNFZWVrCysvpou8DAQGRkZODChQuoVasWACA6OhoZGRkICgpSuN6bpMH9+/dx/PhxWFpafnKM7KpAREREREREpOJ8fHwQEhKCfv36ISoqClFRUejXrx9atWolNzCit7c39uzZAwAQCoXo2LEjLl26hM2bN0MkEiExMRGJiYkoKCgo8Xuz4oCIiIiIiIjUjkSi7AhK3+bNmzF48GAEBwcDAFq3bo2lS5fKtbl79y4yMjIAAM+ePUNYWBgAoGrVqnLtjh8/jgYNGpTofZk4ICIiIiIiIlIDFhYW2LRp0wfbSN7JqLi6uso9/1+xqwIRERERERERKcSKAyIiIiIiIlI7Ynx8CkL6MlhxQEREREREREQKMXFARERERERERAqxqwIRERERERGpHYmEXRVKCysOiIiIiIiIiEghJg6IiIiIiIiISCF2VSAiIiIiIiK1I5EoO4KygxUHRERERERERKQQEwdEREREREREpBC7KhAREREREZHakYCzKpQWVhwQERERERERkUJMHBARERERERGRQqWaOGjQoAGGDh36Rbe5bt06mJmZfbSdQCDA3r17v+h7lwW9evVC27ZtlR0GERERERERKcl/boyDyZMnY+/evYiJiZFbnpCQAHNzc+UERV+VRCLB1s0bEBkRjuzsLHh6eWPAz4Ph7OL6wfXOnTmFzRvXISEhAfb29vihZx8EBtWVvR5+MAyHDu7Hq5cvAQDOLi7o8n131KhZS9Zmy6b1OH3qBJKTkqClrQUPjwr4oUcfeHn7fJV9/dIkEgnCtq3AycjdyM3JgluFSugWOhaOzu4K13ke/xB7ty7Dk4exSElKQJc+I9D0225ybUQiIfb9vQLRpw4hIz0FpuZWqNPwW7T67kdoaKh2oVPYgXDs2L0bqalpcHF2xk+hP8KvUkWF7a/fuInlK1fjSXw8LC0s0Klje7Rq0Vz2enjEYRz95zgeP34CAKjg4YHePbvD28tT1qZ77x/x8tWrItv+tmULDPp5wBfcu69r24XbWHfmBpKzX8Pd2gyjm9dGdVe7j6539clL9F17EB425tj+czvZ8qO3H2P1qWt4mpqJQpEYLpYm6B5UCd9WrfA1d6PUNKmuhVremtDXBZ6+kmDvuUK8SvvwvFJ6OkAzfy1ULK8JfR0gLUuCg9FC3H0qBgA0qKKJiuU1YWMqQKEIePJSjEMXhEjOUL35qg4cOICdu3YhNTUVLi4u6B8aikqVKilsf/3GDaxcuRJPnjyBpaUlOnbogJYtW8q1OXPmDDZs3Cg7r/fs2RN1goJkr2/atAmbt2yRW8fc3BxbNm8u9j0XL1mCQ4cOITQ0FO1UPIkukUgQuetPRB3bgdycTLh4VEb73r/BzslD4TpRx3bg0ukwJD57AAAoV94XLToPgbNHZVmb6YOaIi35RZF1g5p2QYc+E778jqgAi7r+cBvRF6bVK0HPwQaXOvyMl2HHlB1WqQsJ0EFQJW3o6wnwJFGEncfzkZgq/uA6+jpAyyBdVPbQgoGuACmZYuw7nY/bj0UAAA0BEFJbB/5e2jA2FCAzR4ILtwsReaEAqneWIqJ3/ecSB4rY2X38xyupp907t2Hfnl0YMnwUHB3LYfvfmzFx/Bj8+ddaGBgYFLvOndjb+H32dHTr3guBQXVx/twZ/D5rGmbPXSi76LeyskbP3j/C3t4RAPDPsUjMmDYRC5cslyUlHB3Lof9PA2FnZ4+CggLs27MLk34bgxWrN8DU1Kw0dv+zHNqzHpFhm9Fn0GTYOrjgwM5VmD/5J8z4vz3Q1zcsdp2C/DxY2zrCP6gptq2dX/x2d6/DycO70GfwFDg6u+Pxg9tYs2Qy9A2M0PTbrl9zlz7LiVOnsXzlKgz6eQAq+vjgYEQExk+aglXL/g82NtZF2ickJmL8pCloERKMsSOH41ZsLJb8uRympqb4po70YuXajZtoUK8eKvb3hraODnbs2oVxEyZh5Z9LYWVlCQBYsnA+xKK3P8YeP3mCsb9NRL26dUpnx7+AiBuP8PuhaIxvFYSqzrbYefEOft50GHsGdoC9mZHC9bLyCvDb7pOoVd4BqTmv5V4z1dfFj/WqoLy1GbQ1NXDqbjwm7T0NC0N91KlQ7mvv0ldVv4om6vppYsfJQiRnSNComhZ+bK6DeTvyUVBY/DqaGkDfFjrIeS3B5qMFyMiRwNRQINe+vL0Gom6J8DRZDE0BEFxTC32b6+CPnfkoFJbOvpXEyZMnseKvv/DLzz/D19cX4YcOYcLEiVixfDlsbGyKtE9MTMTEiRMREhKCUSNH4vbt2/i/P/+Eqakp6taVJnxjY2Mxa/Zs9OjeHUFBQTh37hxmzZqFeXPnwtvbW7YtFxcXzJwxQ/ZcQ1Oz2BjPnTuHu3fvwtLS8gvv/ddxfP9qnAxfjy4DZsDa3hVH96zAipk/YswfB6Gn4Hz+IPYiqgW1gKtnVWhp6+L4/jVYMSsUo+fug6mFLQBg6IxtEItFsnUSnz7Aipk/okrtZqWyX8qgaWiAzOt38Wz9btTYsVTZ4ShF4xo6aFhNB5uP5CEpXYzgmjr4uZ0+ZmzIQf4HzlE/tzdAVq4Eaw/mIT1bDHNjDeQVvE0JNPbXQR0/bWyOzENiihhOtpro2lQPeQUSnIxRsGEiUgmlfutPKBRi4MCBMDMzg6WlJX777TdIJNITSkFBAUaPHg1HR0cYGhoiICAAJ06ckFt/3bp1cHZ2hoGBAdq1a4eUlBS516ZMmYJr165BIBBAIBBg3bp1AOS7Kjx+/BgCgQDbt2/HN998A319fdSsWRP37t3DxYsX4e/vDyMjI4SEhCApKUnu/deuXQsfHx/o6enB29sbf/75Z4n2u6CgAAMHDoS9vT309PTg6uqKWbNmyV7PyMhAaGgobGxsYGJigkaNGuHatWty2wgLC4O/vz/09PRgZWWF9u3by15LS0tDjx49YG5uDgMDAzRv3hz379+XOzZmZmY4fPgwfHx8ZPuXkJAgayMSiTB8+HDZ/5vRo0fL/t+8sXPnTvj5+UFfXx+WlpZo0qQJcnJySnQMvgaJRIKwvbvRqUtXBNX5Bi6u5TF0xGjk5+fh1Il/FK4XtncXqlarge86d0U5J2d817krKlethrB9u2VtagUEwr9mABzLlYNjuXLo3rMP9PT0cedOrKxN/YaNUbVaDdjZO8DZxRV9QwcgNzcXj+MefdX9/hIkEgmOHtiClh37okZgY5Rz8UDfwVNRkJ+H6FOHFK5XvkJFdOo1DAHfNIOWlnaxbR7evY6qteqjiv83sLJxgH9QE1SsWhuPH97+WrvzRezasw8hwU3QvFkwnJ2d8FNoP1hbWWF/eHix7Q+GR8DG2ho/hfaDs7MTmjcLRrOmTbBz9x5Zm3GjRqB1qxZwd3eDs1M5DB00EBKxGFff+XybmZrCwsJc9oi+eBEO9nao7Kf47quq2XjuJtpV90T7Gl5wszbD6Ba1YWdiiO0XYz+43rSwM2he2R1VnIpeLNYsb4/Gvq5wszaDk4UJugVWQgVbC1yNf/m1dqPU1KmkheMxQtx6LMbLNAm2nyiEthZQ1b34i1gA8PfShIEusCGyEE9eSpCeDTx5KUFC6tvz9NqIQly+L8KrNOnynScLYW4sQDkr1Rp1es+ePQgODkZISAicnZ0xoH9/WFtb4+DBg8W2PxgeDhsbGwzo3x/Ozs4ICQlBcNOm2LX77Tl77969qF6tGjp37gwnJyd07twZVatWxd59++S2pampCQsLC9nDzNS0yPslJyfjz2XLMHrUKGgqSCyoEolEglOHNqJJ21BUrtUU9k4V8P1PM1FQkIerZ4s/pgDww8DfUSf4ezi6+sDW0Q2dQqdAIhHj/s0oWRsjEwuYmFnLHrevnIClrRPcfWqWxq4pRdLhU7g3aSES9x5RdihKU7+aNiIvFuD6QyESUsTYdCQP2toC1PAq/nsfAGpX1IaBrgCrDrxGXIIIaVkSPHohwovkt4nx8vaauPlIiNuPRUjNkuDaAyHuxgvhZKP6nzNSTWKJaj7+i0o9cbB+/XpoaWkhOjoaixcvxoIFC7Bq1SoAQO/evXH27Fn8/fffuH79Or777juEhITILoCjo6PRp08f/Pzzz4iJiUHDhg0xffp02bY7d+6MESNGoGLFikhISEBCQgI6d+6sMJZJkybht99+w5UrV6ClpYXvv/8eo0ePxqJFi3D69Gk8fPgQEydOlLVfuXIlxo8fjxkzZiA2NhYzZ87EhAkTsH79+o/u9+LFixEWFobt27fj7t272LRpE1xdXQFIv/BbtmyJxMREhIeH4/Lly6hevToaN26M1NRUAMDBgwfRvn17tGzZElevXsWxY8fg7+8v236vXr1w6dIlhIWF4fz585BIJGjRogUKC99mb3NzczFv3jxs3LgRp06dQnx8PEaOHCl7ff78+VizZg1Wr16NM2fOIDU1FXv2vL0ASkhIwPfff48+ffogNjYWJ06cQPv27YskF0rTy8QEpKWlomr1GrJl2to6qOhXGbGxtxSud+fObVR7Zx0AqF7dH3duF7+OSCTCqZPHkZeXB28f32LbFBYW4vChgzA0NET58opL/VVF8svnyEhLRsWqtWXLtLV14FWxBh7euf5Z267gUw2x1y8g8bm0PP9p3D08iI1B5Rp1P7Km8hQWFuL+gweoXq2a3PIa1avhduydYte5fecOalQv2v7e/QcQCou/vZufnw+hSARjY2OFcRw7fgLNmjaBQKBaF3uKFApFiE1IRqC7o9zyQA9HXIsv2gXjjb1X7uFZahYGNKimsM0bEokE0Q9f4HFyBmq4qHcFmYWxACYGAtx/9vbHtEgMxCWI4WKr+GvZx1kD8S8laFNHC+O76WJoBx00qKqJD/2Z6OlIX8zN/2LhfzbZZ616dbnl1atVw+3Y4hNNd2Jji3w2q9eogfv378s+a7F37hTZZo3q1RF7Wz5h+fz5c3T74Qf06t0bs2bPlkugA4BYLMa8efPQsUMHuLi4/E/7WNpSXz1DVnoyPP3eVilpaevA3ccfj+9dLfF2CvLzIBIKYWBUNJkCAEJhAS6fOYBaDdqrzfmJPp2liQCmhhq4E//2e0wkAh4+E6K8veIL/EpuWnicKMJ3DXQxvZ8hxnYzQNOaOnLnqEcvRKjgpAVrM+lCBysNuDlo4vZjFSqJIqJilXpXBScnJyxYsAACgQBeXl64ceMGFixYgEaNGmHr1q149uwZHBwcAAAjR45EREQE1q5di5kzZ2LRokVo1qwZxo4dCwDw9PTEuXPnEBERAQDQ19eHkZERtLS0StQ1YeTIkWjWTFpqN2TIEHz//fc4duwY6tSRfvH27dtXVrEAANOmTcP8+fNld/rLly+P27dvY8WKFejZs+cH3ys+Ph4VKlRA3bp1IRAI5H6MHD9+HDdu3MCrV6+gq6sLAJg3bx727t2LnTt3IjQ0FDNmzECXLl0wZcoU2XpVqlQBANy/fx9hYWE4e/Ysgv7ty7l582Y4OTlh7969+O677wBIf6wtX74c7u7Si9qBAwdi6tSpsu0tXLgQ48aNQ4cOHQAAy5cvx+HDh2WvJyQkQCgUon379rL4/fz8FO5zfn4+8vPlf60W5OdD5999/BLS0tIAAGZm8uNXmJmZI+mV4ruS6Wlpxa7zZntvPI57hNEjBqOgoAD6+vr4dcJkODvL/5C8GB2FuXOmIz8/H+YWFpg6Yw5MirmDpWoy0qXVOiZm8mW4JmYWSElKKG6VEmvevhde52bjt0HtoaGhCbFYhHbdfkHANyGftd2vKTMzE2KxGObvDbZqbmaKtLT0YtdJS0uHuZnpe+3NIBKJkJGZCUsLiyLrrF63AVaWFqhetUqx2zwXFY3s7BwEN2n8P+2HMqTl5kEklsDSSF9uuaWhPpKzXxe7zpOUDCw6chFr+7aClqbii+WsvAI0nbcVhUIRNDQ08GurIAR6OCpsrw7eHKas1/JJ16zXEpgbK74YszARwNxIgJiHIqw7XABLEwHa1NGGpgA4dlVU7Dota2shLlFa1aAqFH3WzMyLnoPfSEtLg9l74xS9+axlZmbCwsJC2ub9bZqZIfWdbXp5eWHkiBFwdHREeno6tv79N0aMHInly5bBxMQEALBjxw5oaGqiTZs2n7+zpSQzIxkAYGwqfz43NrVEajHjEyhycOsfMLWwQYVKgcW+fvPiP8jLzULNem3/51hJ9RkbSs9DWbnvnaNyJTA3UXy+tjQRoEI5TVy+W4jl+17D2kwD3zXQg4YAOHyhAABw9FIB9HSAX3sYQiIGBBrAwXMFuHKPiQMiVVfqiYPatWvLZakDAwMxf/58XLp0CRKJBJ6ennLt8/PzZf0LY2Nj0a5dO7nXAwMDZYmDT1W58tvBf2xtpX353r0QtrW1xat/ByxLSkrC06dP0bdvX/Tr10/WRigUwrQEF4m9evVC06ZN4eXlhZCQELRq1QrBwcEAgMuXLyM7O7tIP8rXr1/j4cOHAICYmBi5931XbGwstLS0EBAQIFtmaWkJLy8vxL5z98bAwECWNAAAe3t72f5lZGQgISEBgYFvfyxoaWnB399fVlFQpUoVNG7cGH5+fmjWrBmCg4PRsWNHhYNOzpo1Sy7RAQC/DBqKQUOGf/hgfcCJ48fw55IFsucTp0j7qRa58yGR4IO34aQrya9SdBEcyzlh4dIVyMnOxrmzp7Fw/u+Y+fsfcskDvypVsHDpCmRmZiAyIhxzZk3HvAVLiiQmlC3qZDg2LH/br3fI+MUAgPePkvTQfd6dpAtnInH+ZDj6DZsJR2c3xMfdxd+r58PM3Bp1Gn37Wdv+2t7fd4kERQ+S/ArvLZB+XgTFrLR95y6cOHkKc2fPgI6OTrGbi4g8gpr+NdSmX/W7ijsSxf0picRijNtxAj81qg5Xqw+fPw11tLH9p3bILShE9KMXmB8RjXLmxqhZ3v6Lxf21VXXXQLtv3pb3rouQ/oB+fyQwgeDfvzcFBAIgJw/YfVoIiQR4niyBiaEQ9SprFZs4aBOkBXsLDSzbr0LlBu8o+lmTfPDcU/RcVfRgFdnme8tq1pQvr/fx8UGfvn1x9OhRtG/fHvfv38e+sDAsWbxYpe+oXz5zADtXTZY9/3H0MgAKjukHT2Bv/RO2GlfPhePnCeugrVN8gj/6xC54V60LU4uiXYtIfdXw0kLnRnqy5yvC/k34vv8RExSz7N2XBQJkv5bg72P5kEiAZ6/EMDXMR6MaOrLEQTVPLfh7a2NDhHSMA0drDbSvp4eMHDEuxjJ5QJ9OIlHdc/V/jUoNjqipqYnLly8X6U9oZCQdWOtLl8Rra7/9Iffmy/b9ZWKxtJT0zX9Xrlwpd4H+Ju6PqV69OuLi4nDo0CEcPXoUnTp1QpMmTbBz506IxWLY29sXGc8BgOzuib6+fpHX3lB0XN7/Efbuvr3Zv085ppqamjhy5AjOnTuHyMhILFmyBOPHj0d0dDTKly9fpP24ceMwfLh8kuDJM8VlyyVRKyAQnl5vB7kS/tsVIy0tFRYWby+00jPSP3jhbmZujvS0VLllGelFqxC0tbXh4CC9u1nB0wsP7t/F/n278cugYbI2enr6cHBwhIODI7y9fdH/x544cvgQvuusWoMAVqlVH5M83/aZf3PsMtJTYGbxduC/rIxUmJh+3kXrjvUL0aJ9LwR8I63oKedSASlJiQjfvVZlEwcmJibQ0NCQuzsJAOkZGUXujL5hbm5WpBohLT0DmpqaMDGR74qwY9cebN2+E3NmTIVbMZ8XAHj56hWuxlzDxF/H/s/7oQzmBnrQ1BAUqS5IzXkNS8Oi566c/ELcepGMO4kpmH3wPABALJFAIgGqT16DZT1CEOAmrTzT0BDA2VJ6J9jb3hJxSelYfeqaWiUObseL8XR3gez5m68MYwOBXNWBkZ4ACgo0AABZudKky7un7VdpEpgYCKCpIe3u8EbrIC34uGhixYECZCpvGJpiKfqsZaSnK5xe2byYaoT0jDefNROFbTLS0xV+fgFIxxxyccHzF9K78jdv3UJ6ejp6vFNFKBaLsWrVKuzduxfr36lCVKaKNRrCxePtjY435/PM9GSYmL89n2dnphapQijO8QNrcWzfSgz4dRUcXLyKbZOa9AL3b0Sh1/BFnxk9qZqbj4R4kvj2RKGlKf3taGwoQOY7VQfG+oIiVQjvyswRQySWT4C+TBXD1FBDdo5qU1cXRy8V4Oq/FQYJKWJYGBegqb8OEwdEKq7UEwdRUVFFnleoUAHVqlWDSCTCq1ev8M033xS7rq+vb7Hrv0tHRwciUfElm5/D1tYWjo6OePToEbp16/bxFYphYmKCzp07o3PnzujYsSNCQkKQmpqK6tWrIzExEVpaWrJxD95XuXJlHDt2DL179y7ymq+vL4RCIaKjo2VdFVJSUnDv3j34+JRsWkBTU1PY29sjKioK9erVAyCtpngz3sIbAoEAderUQZ06dTBx4kS4uLhgz549RRIEAKCrqyvrevGGjm5GieJRxMDAQG6mBIlEAnNzC8RcuQJ3d+kUbYWFhbh14zp69i6+QgMAvL19EXP1Ctq06yhbdvXKZXj7Kp52T/p+kBs3ovg2ko+2UQZ9fUO5mRIkEglMza1w+1oUXNykyRhhYSHu3rqMjj0Gf9Z7FeTnQfDetIsaGhqQiD88jZMyaWtro4KHB65cjUHdoLeVN1euxiCwdq1i1/H19kbUhYtyy65cvQrPCh7Q0np7et2+aze2/L0ds6ZNhmcFxVMJHj5yFGampgiopV6DjmlracLH3gpRD5+jsa+rbHnUwxdo4O1cpL2Rrg52/iJfPbb9QiwuxCVgXudGcDQvfvwHQHqzq/ArnOO/poJCIKVQ/sd2Zq4EHo4aeJEi3RdNDemMCIcuKP7h/CRRjKoemnI3/axNpdOZvZ80qOiqib8OFCAtS3W6KLzx5rN29epVuakSr1y9isDatYtdx9vHB9HR0XLLrly5ggoVKsg+az7e3rhy9apcZeKVK1fg41v8uDQAUFBYiPinT1Hx32kgGzdqhGpVq8q1+W3CBDRq1AjBTZt+0n5+TXr6hnIzJUgkEhibWeHejXMoV176vS8UFuBh7CW0+v7DVX7H96/B0T0rEDruLzi5Kx6Q9eLJPTAytYBPtXpfZidIZeQXAvlyU7ZKkJEjhpezFp4nSZOemhqAezkt7D+juIIpLkGE6l7acucoG3MNZGSLZecoHS1Bkcoq8ReodCSir6/UEwdPnz7F8OHD0b9/f1y5cgVLlizB/Pnz4enpiW7duqFHjx6YP38+qlWrhuTkZPzzzz/w8/NDixYtMHjwYAQFBeH3339H27ZtERkZWaSbgqurK+Li4hATE4Ny5crB2Ni4yMXr/2ry5MkYPHgwTExM0Lx5c+Tn5+PSpUtIS0sr9sL5XQsWLIC9vT2qVq0KDQ0N7NixA3Z2djAzM0OTJk0QGBiItm3bYs6cOfDy8sKLFy8QHh6Otm3bwt/fH5MmTULjxo3h7u6OLl26QCgU4tChQxg9ejQqVKiANm3aoF+/flixYgWMjY0xduxYODo6flIfzSFDhmD27NmoUKECfHx88McffyA9PV32enR0NI4dO4bg4GDY2NggOjoaSUlJJU5OfA0CgQCt27bHzu1b4OAoveu/Y9sW6OrqoV6DRrJ2C+bNhoWlFXr2/hEA8G2b9hg3ehh27fgbAbWDEB11DtdirmD23IWydTasW40a/rVgZW2N17m5OH3qBG7euIZJU6WzYeTlvcb2v7egVu1AWJhbIisrE+EHwpCSnIS639Qv1ePwvxAIBGjSqisO7lwDW3tn2Ng7I3zXGujo6iGgXnNZu1WLJsDcwgYdug8CIE0uvHgmnTVCKCxEWsorxMfdha6ePmztpReJVWrWw8Gdq2FhZQdHZ3fEP7qDyLBNqNtYtfsMd2jXBr/PXwDPCh7w9fbGwYjDeJWUhFYtpMdj9br1SElJxegR0oqTli1CsO/AQSxfuRotmgXj9p07iIg8inGj3w46un3nLqzfuBljR4+ErY0tUlOld0T19fXkKonEYjEijxxD08aN1GIU9/d1D6qE8btPwtfRGlWcbLDr0h0kZGTju5rSpNSiIxfxKjMXMzrUh4aGABVs5cd/sDDUh66Wptzy1aeuwdfBCk4WxigUiXH63lMciLmP8d+qzzSVipy9KUTDqlpIyZQgOUOChlW1UCgEYh6+TYp0aqCNjBwJDl+UJhOiYoUIqqiJb4O0cO6WCJYmAjSoqoVzt94mG9rU0UJVd01siCxAfqFENp5CXgEgVKF8S7t27TBv/nzp9423Nw5FRCApKQktWrQAIJ3BKCUlRTaAb8sWLbB//3789ddfCAkJQeydO4iMjMSY0aNl22zTpg1GjR6N7Tt2ILB2bZyPisLVmBjMmztX1mblqlUICAiAjbW1bIyD3NxcNGksHVPExMREVsHwhqamJszNzVGunOpOASoQCFCveXcc27cS1vYusLJzwbG9f0FHRw/V6rSUtdvy5ziYmtug5ffSc9g/YasRsWMJfhj4O8ytHZCZLp1JSlfPALp6bxMTYrEYF0/ugX+9NtDUVKli1a9C09AAhh5vk54G5cvBpIo3ClIzkPf088YAUhcnrxaiaU0dJKeLkZQuRtOaOigslODy3bc3RroF6yEjW4wD56TJhTPXC/FNFR20r6+LU9cKYG2mgaY1deSmWbwZJ0RwTR2kZYmRmCJGORtNNKymjajbqnfDhdSDEsdoL3NK/ezfo0cPvH79GrVq1YKmpiYGDRqE0NBQANIfCtOnT8eIESPw/PlzWFpaIjAwUPZDonbt2li1ahUmTZqEyZMno0mTJvjtt98wbdo02fY7dOiA3bt3o2HDhkhPT8fatWvRq1evLxL7jz/+CAMDA8ydOxejR4+GoaEh/Pz8MHTo0I+ua2RkhDlz5uD+/fvQ1NREzZo1ER4eDo1/78qGh4dj/Pjx6NOnD5KSkmBnZ4d69erJxl5o0KABduzYgWnTpmH27NkwMTGRVQa8OXZDhgxBq1atUFBQgHr16iE8PLxI94QPGTFiBBISEtCrVy9oaGigT58+aNeuHTIypFUCJiYmOHXqFBYuXIjMzEy4uLhg/vz5aN68+Ue2/HW179gZ+fn5WP5/i5GdnQVPLx9MmT5brjIhKemV3B1wH9+KGDX2N2zasBabN66Dnb0DRo39DV7eb5Mg6elpWDBvNlJTU2FoaAjX8uUxaeos2WwMGhqaePbsKf6ZEYnMjEyYmJjAw9MTs+cugLOLa6nt/+do3q4nCgvysOmv2cjJzoRbhUoYPulPucqE1KRECARvj116WhKmDP9e9vzwvo04vG8jvCrWwOjpKwEAXfuNxt4tf2LTX7OQlZEGM3Nr1A/ugNadQktv5/4HDep9g8zMLGzeug2pqalwcXHB9CkTYfvvvPKpqWl49c4UrfZ2dpgxZRKWr1yF/QcOwsLSAj/374dv6ry9i7r/4CEUCoWYNnO23Hv90LULenR7253lSsw1vEpKQrPgJl95L7+OED83ZLzOw18nriIpKxceNub4vx+C4WAmrR5IznqNxIzsT9rm64JCzDxwDi8zc6CrrYnyVmaY0aEBQvzcvsYulKqT10TQ1pQObqivAzxNkmD1oQIUvPPb2cxQ/s5cRg6w+lABWtXWxpD2msjMleDsLSFOXnubEQj0lX6t9/9WPmG+44R0mkZVUb9+fWRlZWHLli1ITU2Fq6srpk6ZIvvOS02T/6zZ2dlh6tSp+Ouvv7D/wAFYWlpiQP/+qFv37Uwtvr6+GDt2LDZs2ICNGzfC3t4e48aOhbf32+5tycnJmDNnDjIzM2FqagpvLy8sWLBA9r7qrOG3fVFYkI9da6bhdU4mnN0rI/TXlXKVCenJCXJ3ds8d+RsiYSHWLxwmt63gDj+jWcdfZM/v3zyPtOQEBDRoj7LAtEYlBB7bKHvuO+9XAMDTDbtxve84ZYVVqo5dLoC2FtCxoS4MdAV4kijCsr2vkf/OOcrcWACJ5J3fB9kSLNuTi3b19DCmmyEysiU4GVOIo5fedtXadSIPLQJ18V1DPRgZCJCZLcHZm4U4HF0AIlJtAoky59KjMufuw6fKDkFtJOUXHZGfinLSeabsENSG7eV9H29EmJz5eV11yorQRs+VHYLauJ2hHtM6Kpsg4MPdBemtyHmXlB2CWlg0RHHXN/pvCL+imtUqLaqX/Oatuvjv15sRERERERHRf464hDPH0OdTPBkrfZKZM2fCyMio2IeyS/mJiIiIiIiI/lesOPhCBgwYgE6dOhX72oemUiQiIiIiIiJSZUwcfCEWFhawsGCfdCIiIiIiotLA0fpKD7sqEBEREREREZFCTBwQERERERERkUJMHBARERERERGRQkwcEBEREREREZFCTBwQERERERERkUKcVYGIiIiIiIjUjkQiUHYIZQYrDoiIiIiIiIhIISYOiIiIiIiIiEghdlUgIiIiIiIitSOWKDuCsoMVB0RERERERESkEBMHRERERERERKQQuyoQERERERGR2pGwq0KpYcUBERERERERESnExAERERERERERKcSuCkRERERERKR2JBAoO4QygxUHRERERERERKQQEwdEREREREREpBC7KhAREREREZHaEXNWhVLDigMiIiIiIiIiUoiJAyIiIiIiIiJSiF0ViIiIiIiISO1I2FWh1LDigIiIiIiIiIgUYuKAiIiIiIiIiBRi4oCIiIiIiIiIFGLigIiIiIiIiIgUYuKAiIiIiIiIiBTirApERERERESkdjirQulhxQERERERERERKcTEAREREREREREpxK4KVKqcXkQpOwS1YWleTtkhqIXHIm9lh6A2TtmPVnYIamFU7I/KDkEtiPNDlR2C2mhQcEvZIaiF8fMuKTsEtRE80l/ZIaiHIXeVHQF9ZWKJQNkhlBmsOCAiIiIiIiIihZg4ICIiIiIiIiKF2FWBiIiIiIiI1A5nVSg9rDggIiIiIiIiIoWYOCAiIiIiIiIihdhVgYiIiIiIiNQOuyqUHlYcEBEREREREZFCTBwQERERERERkULsqkBERERERERqR8yuCqWGFQdEREREREREpBATB0RERERERESkEBMHRERERERERKQQEwdEREREREREpBATB0RERERERESkEGdVICIiIiIiIrUjkQiUHUKZwYoDIiIiIiIiIlKIiQMiIiIiIiIiUohdFYiIiIiIiEjtSCTKjqDsYMUBERERERERESnExAERERERERERKcSuCkRERERERKR2xOyqUGpYcUBERERERERECjFxQERERERERKQG0tLS0L17d5iamsLU1BTdu3dHenp6idfv378/BAIBFi5c+Envy8QBERERERERqR2JRDUfX1PXrl0RExODiIgIREREICYmBt27dy/Runv37kV0dDQcHBw++X05xgERERERERHRF5Kfn4/8/Hy5Zbq6utDV1f2s7cbGxiIiIgJRUVEICAgAAKxcuRKBgYG4e/cuvLy8FK77/PlzDBw4EIcPH0bLli0/+b1ZcUBERERERET0hcyaNUvWleDNY9asWZ+93fPnz8PU1FSWNACA2rVrw9TUFOfOnVO4nlgsRvfu3TFq1ChUrFjxf3pvVhwQERERERGR2vna3QL+V+PGjcPw4cPlln1utQEAJCYmwsbGpshyGxsbJCYmKlxvzpw50NLSwuDBg//n92bFAREREREREdEXoqurCxMTE7nHhxIHkydPhkAg+ODj0qVLAACBQFBkfYlEUuxyALh8+TIWLVqEdevWKWxTEqw4ICIiIiIiIlKSgQMHokuXLh9s4+rqiuvXr+Ply5dFXktKSoKtrW2x650+fRqvXr2Cs7OzbJlIJMKIESOwcOFCPH78uEQxMnFAREREREREpCRWVlawsrL6aLvAwEBkZGTgwoULqFWrFgAgOjoaGRkZCAoKKnad7t27o0mTJnLLmjVrhu7du6N3794ljpGJAyIiIiIiIiIV5+Pjg5CQEPTr1w8rVqwAAISGhqJVq1ZyMyp4e3tj1qxZaNeuHSwtLWFpaSm3HW1tbdjZ2X1wFob3KXWMgwYNGmDo0KFKee8TJ05AIBAgPT1dKe+vLnr16oW2bdsqOwwiIiIiIqIyb/PmzfDz80NwcDCCg4NRuXJlbNy4Ua7N3bt3kZGR8UXft0xUHDRo0ABVq1bFwoULZcuCgoKQkJAAU1NT5QVGX8X249FYf/g0ktOz4e5gg5FdWqC6p2uxbY9dvoUdJy7g7tMEFApFcHOwwYDWjRBUqYJcu6zc11i65yj+uXILmTl5cLQyx7BOIfimcsmzdKpmd8QxbNl3CClp6Sjv5IjBvbuiqm/x+5Oclo6l6/7GnUeP8SzhJTq2aIKhfbrJtQk7cgKHTp5DXPwzAICXmyv6d+sI3wpuX31fvjaJRILdW1fhn8h9yMnOgoenL3oNGIVyzor37Vn8I+zc/BfiHt5B8qtE/NB3KJq3ke+7djR8F44e2o2kVwkAgHLObmjXpQ+q1ii+1EzVSSQSnNq/FFdPbUNebiYcyldB864TYe1YQeE6d65E4mz4cqS+iodYJISFjQsCgnujcmBbWRuxSIiTYUtwM3o/cjKTYWRqjcpB7fBNy58h0FDPMX51azaAflAzaBibQfTqBXIi/oYw/r7iFTS1oF//W+hWrg0NIxOIM9Pw+vRB5F89K91e9W+gWyUQmjaOAABhwhO8PrYHwudxpbE7X83uQ0exde9BpKRlwNXJEUP6/oAqis5TqelYum4L7j6Mk56nWgZjSN8f5No8in+G1Vt34e7Dx0hMSsbgPt3Q6duQ0tiVr2r7sXPYGH4CyRlZcHOwxchurVHNq/jz0z+XbmDnP+dxN/4FCguFcHO0RWi7YAT5ecm1WbP/Hzx9lQyhUARnOyv8EFIfLevUKK1d+qpCAnQQVEkb+noCPEkUYefxfCSmij+4jr4O0DJIF5U9tGCgK0BKphj7Tufj9mMRAEBDAITU1oG/lzaMDQXIzJHgwu1CRF4ogIoO+v5FWNT1h9uIvjCtXgl6Dja41OFnvAw7puywqAwR/5c/YApYWFhg06ZNH2wj+ch0EyUd1+Bdap04KCwshLa29v+0ro6ODuzs7L5wRKRshy/cwNy/wzGu27eo6uGMXacuYuCiDdg1dTDsLc2KtL9y/zFq+3pgUPumMDLQQ9jZKxiyZBM2ju8Pb2cHAEChUIgBf6yDhbEh5g74HjYWJniZmgEDvc+fUkVZjp6NxqK1WzCiXw9U9q6AvZHHMXLGH9i0cCbsrC2LtC8sLISZiTF6dvgW2w4cLnabV27dQdO6Aajk1Q262trYvO8Qhk2di00LZ8La0vxr79JXdWD3RoTv24oBQybAztEZe7evxayJgzHvz23QNzAsdp38/DzY2DkioE5jbFq9sNg2FlY26NLzF9jalwMAnP7nIP6YMRozF274YFJCVZ2PWInoI2vRuvdsWNi64szBZdi8oDd+mh4BXT2jYtfRMzRFnRY/wcreDRqa2nhw/Tj2r/sVhsaWcK/0DQDgXMRKXDn1N1r3ngNrBw8kPLmJ/WvHQU/fGLWa9CzNXfwidCrWhGFIF+Qc3Axh/APo+teDyQ9DkP5/EyHOSC12HePv+kNgZIKcsHUQpb6ChqEJ8E7SRNvVC/k3L0D49CEkwkLo1wmBcfdhyPi/iRBnpZfSnn1Zx85EYfGaTRgR2gt+3hWwL/I4Rk6bi42LZ8POumg/0EKh9DzVo2MbbN8fUew28/ML4GBrg4ZBtbBk7eavvQulIjI6BvM3h2Fsj3ao6umKXcejMGj+auyYNRL2xZx7r9x9hICKFfBLx+YwNtBD2OlLGLZgLdZPGgRvF2niycTQAH2+bYTyDjbQ0tTE6WuxmLJqO8xNjOQSDOqocQ0dNKymg81H8pCULkZwTR383E4fMzbkIL+w+HU0NYCf2xsgK1eCtQfzkJ4thrmxBvIK3v4wb+yvgzp+2tgcmYfEFDGcbDXRtake8gokOBmjYMP/AZqGBsi8fhfP1u9GjR1LlR0OEX1FpXarJicnBz169ICRkRHs7e0xf/58udcFAgH27t0rt8zMzAzr1q0DIM2KCAQCbN++HQ0aNICenh42bdqElJQUfP/99yhXrhwMDAzg5+eHrVu3yrbRq1cvnDx5EosWLZJNZfH48eNiuyrs2rULFStWhK6uLlxdXYvE6OrqipkzZ6JPnz4wNjaGs7Mz/vrrrxLtf0FBAQYOHAh7e3vo6enB1dUVs2bNkr2ekZGB0NBQ2NjYwMTEBI0aNcK1a9fkthEWFgZ/f3/o6enBysoK7du3l72WlpaGHj16wNzcHAYGBmjevDnu339792rdunUwMzPD4cOH4ePjAyMjI4SEhCAhIUHWRiQSYfjw4TAzM4OlpSVGjx5dJFu1c+dO+Pn5QV9fH5aWlmjSpAlycnJKdAxKw6YjZ9G2bg20r+cPNwcbjOrSEnbmpthx4kKx7Ud1aYlezb9BxfLl4GJrhUHtg+Fsa4mT1+7I2uw9cwWZObn445duqFrBBQ6W5qhWwRVeTvaltVtf3Lb9h9GqUT20blIfruUcMLRPN9hYWmDP4X+KbW9vY42hfbuheYM6MDLQL7bN5KED0D6kMTzLu8ClnAPGDOgNsUSCSzduf81d+eokEgkiwrahbadeqBnUEE4u7hgwdCIK8vNw7lSkwvXcK/iia+9BCKzXFFoKEpzVa32Dqv5BsHd0hr2jMzp1/wl6egZ4cOfm19qdr0YikeDCsQ2o22IAvKsHw8bRE617z0FhQR5uRh9QuJ6rVwC8qzeFlb07LGycUatJT9iW88LTB5dlbZ49jIFnlcaoULkBzKzKwadGCNwq1sWLJ+p3nABAL7Ap8q+cQf6V0xAlJyA3YhtEGWnQ829QbHttj4rQcvVC1ubFKHwUC3F6CoTP4yB8+lDWJnv3KuRfPAFR4lOIkxORE7YeEAig5eZTSnv15f0ddgitGtfHt00byKoNbCwtsTei+LuZ9jbWGPpjdzRvWBeGCs5TPhXc8Euv79Hkm0Boa/1vNx5UzaaIU2hTrybaNQhAeQdbjOzWBrYWZth57Hyx7Ud2a4OeLRuiopsTnO2sMfC75nC2tcKpq2/P1f4+7mjk74fyDrZwsrVC1+Bv4OFkj5h76l3BAgD1q2kj8mIBrj8UIiFFjE1H8qCtLUANL8V/D7UrasNAV4BVB14jLkGEtCwJHr0Q4UXy2yqF8vaauPlIiNuPRUjNkuDaAyHuxgvhZKNZGrulNEmHT+HepIVI3HtE2aEQ0VdWaomDUaNG4fjx49izZw8iIyNx4sQJXL58+eMrvmfMmDEYPHgwYmNj0axZM+Tl5aFGjRo4cOAAbt68idDQUHTv3h3R0dEAgEWLFiEwMBD9+vVDQkICEhIS4OTkVGS7ly9fRqdOndClSxfcuHEDkydPxoQJE2SJizfmz58Pf39/XL16FT///DN++ukn3Llzp8j23rd48WKEhYVh+/btuHv3LjZt2gRXV1cA0h/cLVu2RGJiIsLDw3H58mVUr14djRs3Rmqq9O7TwYMH0b59e7Rs2RJXr17FsWPH4O/vL9t+r169cOnSJYSFheH8+fOQSCRo0aIFCgvfZrlzc3Mxb948bNy4EadOnUJ8fDxGjhwpt29r1qzB6tWrcebMGaSmpmLPnj2y1xMSEvD999+jT58+iI2NxYkTJ9C+ffuPlsKUlkKhELFPXiCwoofc8toVPXDtYXyJtiEWi5Gblw9TQwPZspMxd1DZzRmzt+xH42Gz0HHiYqw+eAIi8YfLGlVVYaEQdx8+Rq2qleSW16pSCTfvPvhi75NXkA+hSAQTo+LvyKuLpJcvkJ6WAr+qAbJl2to68K5YDfdjb3yx9xGLRDh/6gjy817Dw9vvi223tKQnP0N2RhLcKtaVLdPS1oGLZ008e3i1RNuQSCSIiz2PlMQ4OHvWlC13qlADj+9EISVRetHy8ukdPL1/GR6V6n/ZnSgNmprQcnBB4cNbcosLH96ClpN7savoeFWF8MVj6NcJgfnwuTAbNB0Gwd8BH7rw1daBQEMTkteqk9j9FIWFQtx7+Bg1q8p/FmpWrYSbdz7QpaOMKRQKcefxc9Su5Cm3vHYlT1x/8KRE2xCLxch573vvXRKJBBdu3ceThFeorqD7g7qwNBHA1FADd+KFsmUiEfDwmRDl7RVf4Fdy08LjRBG+a6CL6f0MMbabAZrW1MG706E/eiFCBSctWJtJFzpYacDNQRO3HwsVbJWIvgSJRDUf/0Wl0lUhOzsbq1evxoYNG9C0aVMAwPr161GuXLlP3tbQoUPl7rQDkLv4HTRoECIiIrBjxw4EBATA1NQUOjo6MDAw+GDXhD/++AONGzfGhAkTAACenp64ffs25s6di169esnatWjRAj///DMAaRJjwYIFOHHiBLy9vT8Yd3x8PCpUqIC6detCIBDAxcVF9trx48dx48YNvHr1Crq60vL3efPmYe/evdi5cydCQ0MxY8YMdOnSBVOmTJGtV6VKFQDA/fv3ERYWhrNnz8qm4di8eTOcnJywd+9efPfddwCk5ebLly+Hu7v0x+nAgQMxdepU2fYWLlyIcePGoUOHDgCA5cuX4/Dht2XpCQkJEAqFaN++vSx+Pz/FFzj5+fnIz8+XWyYqKISuzte5y5OWnQuRWAwLE/mSaEsTQ6RkZJdoGxsjz+J1fgGC/d9eVD9PTsXFO+loXrsylgzpgfhXKZi9eT+EYjH6f9voi+5DaUjPypIeJ1MTueXmZiZISf9yg6gs37QD1hbm8K/s+8W2qQzpaSkAAFMzC7nlpmYWSE5K/Oztxz9+gMmj+6GwoAB6+voY9usclHMu/9nbLW3ZGUkAAEMT+a4uhiZWyEh58cF183KzsGh0PYiEBRAINNC82yS4+daRvR4U0g/5r7OwbGJzaGhoQiwWoWHbYagU0OrL78hXJjAwgkBDE+KcTLnlkpxMaBgVP+aOhrk1tJ0rAMJCZG37EwIDIxi27AaBviFy9q0rdh3DJh0gzkpH4SP1rPjJeHOeMpM/T1mYmX7R85S6S8/KgUgshqWpsdxyS1MjpGRklWgbmyJOIS+/AE0Dqsgtz8p9jeZDp6NAKISmhgbG9mhXJEGhbowNpRf1Wbnyv+qzciUwN1F8L83SRIAK5TRx+W4hlu97DWszDXzXQA8aAuDwhQIAwNFLBdDTAX7tYQiJGBBoAAfPFeDKPSYOiOi/oVQSBw8fPkRBQQECAwNlyywsLD5p+oc33r3LDkjL62fPno1t27bh+fPnsotVQ8NPu8sZGxuLNm3ayC2rU6cOFi5cCJFIBE1NaSa6cuXKstcFAgHs7Ozw6tWrj26/V69eaNq0Kby8vBASEoJWrVohODgYgLTaITs7u8g0Ga9fv8bDh9JS1JiYGPTr109h7FpaWggIeHtH1NLSEl5eXoiNjZUtMzAwkCUNAMDe3l4We0ZGBhISEuT+H2lpacHf319WUVClShU0btwYfn5+aNasGYKDg9GxY0eYmxfff33WrFlyiQ4A+LVXR4zv0+nDB+szvXsHAJBm/d5fVpxD0dewPOwfLBjYTS75IJZIYGFiiAk92kJTQwO+ro5ISs/ChsOn1TJx8IagmANVgsNUIpv3huPImWgsnTIWujo6X2irpePsiQis/nOO7Pmoif92WXrveEkggeALHDEHRxfMXLgBuTnZuHDuOJYvnIrfZi5T+eTBjagwhG+aJHveZdCKf/9V9Dh97DDp6hmi38S9KMjLxeM753Fk+2yYWTvB1Ut6Trt9MRw3osLQ7sf5sHbwQOLTWBzZNgtGZjaoEtTuS+5W6SlyO0IAKBpCTSAAJBJk71oFSf5rAEDu4e0w6jQAOQc3A0L5/tN6dUKg4xeAzHVzAaF6X7S8/xmTSCRFz11U7PdeSU5PEeevYsWeSPwxtFeRpLuhni62ThuG3Lx8XLj9AH9s3Q9Ha0v4+xRfGaOKanhpoXMjPdnzFWHSz0+Rj9oHPn6A9Psy+7UEfx/Lh0QCPHslhqlhPhrV0JElDqp5asHfWxsbIqRjHDhaa6B9PT1k5IhxMVa9P4dEREApJQ5KUsouEAiKtHu3zP6N9xMC8+fPx4IFC7Bw4UL4+fnB0NAQQ4cORUFBwSfH+P6PkeLifn8wRoFAAHEJStarV6+OuLg4HDp0CEePHkWnTp3QpEkT7Ny5E2KxGPb29jhx4kSR9czMzAAA+vrF99dUFOeb5e/uU3Gxf0o3A01NTRw5cgTnzp1DZGQklixZgvHjxyM6Ohrlyxe9yBk3bhyGDx8ut0x0UXFf589lbmQATQ2NItUFqVk5RX4Qve/whRuYun4vfh/QBbV95bs6WJkaQ0tTA5rvDERW3t4ayRnZKBQKoa2lXmOMmhkbS4/Te3ft0jKyYGH2+bOMbNl3CBt27cfCSaPh4Vq0W5Cqq17rG7h7VpQ9F/57UZaRlgJzi7cDsmWmpxWpQvhfaGlrw85BepzcKvjg0YPbOLx/G/r+Mvazt/01eVZtBEe3t3coRYXSc25OZjKMzWxky3MzU2BoUnQgu3cJNDRgYSOtYrJz9kFywkOcC/9Lljg4uvN31Gkeioq1WgIAbMp5ISPlBc4dWqF2iQNJbjYkYlGR6gKBoTHE2ZnFriPOyoA4K12WNAAAUVICBAINaJiYQ5z6NnmtFxQM/W9aIHPDfIhePvs6O1EKTBWepzKLVEuVZWbGhtDU0EByunx1QWpmNixNjBWsJRUZHYOpa3Zgzi/dEVCxaCWBhoYGnGyln10vF0fEvXiFtQf+UavEwc1HQjxJfNtdR0tT+pvI2FCAzHeqDoz1BUWqEN6VmSOGSCyf73uZKoapoQY0NQCRGGhTVxdHLxXg6r8VBgkpYlgYF6Cpvw4TB0RfkZr2HFZLpTLGgYeHB7S1tREVFSVblpaWhnv37smeW1tbyw3Ud//+feTm5n5026dPn0abNm3www8/oEqVKnBzc5MbFBCQzqAgEok+uB1fX1+cOXNGbtm5c+fg6ekpqzb4XCYmJujcuTNWrlyJbdu2YdeuXUhNTUX16tWRmJgILS0teHh4yD2srKRf2pUrV8axY8UPCOXr6wuhUCgb1wEAUlJScO/ePfj4lGxgLFNTU9jb28v9PxIKhUXGoRAIBKhTpw6mTJmCq1evQkdHR24chHfp6urCxMRE7vG1uikAgLaWFnxcHBB1W76fftTtB6ji7qxwvUPR1zBp7S7M7PddsdMrVvVwxtNXqXIJoviXybAyNVa7pAEAaGtrwcvdFRevyfexvnj9Fip5eShYq2Q27w3Hup1hmD9hBHw8VPuOuSL6Boawc3CSPRydysPM3BI3Yt4OsCksLMSdW1dRwecrjEUgAQoLPy3xqQy6ekawsHGRPawcPGBkao1Ht8/K2oiEBXhy7yLKuVf7pG1LJBIIhW+PgbAgr0hiV0NDExJ1nINJJILwxRNou8t34dF295Ub7PBdwqcPoGFsCui8nclFw9IWErEY4sw02TK9oGbQr9cKWZsWQvSiZP3bVZW2thY83V1x8Zr8AJiXrt1EJW/F03uWNdpaWvB2dUT0LfnfPdG37qGyh4uCtaSVBpNXbsOMAV3xTdWSDqApQaGaVbDkFwLJGRLZIzFVjIwcMbyc3353a2oA7uW0EJeg+HdiXIIIVmYackUcNuYayMiWJhQAQEdLUKSQSCwpprqPiEhNlcpVj5GREfr27YtRo0bB0tIStra2GD9+PDTeuYPbqFEjLF26FLVr14ZYLMaYMWNKNNWih4cHdu3ahXPnzsHc3Bx//PEHEhMT5S6YXV1dER0djcePH8PIyAgWFkXvEo4YMQI1a9bEtGnT0LlzZ5w/fx5Lly7Fn3/++UWOwYIFC2Bvb4+qVatCQ0MDO3bsgJ2dHczMzNCkSRMEBgaibdu2mDNnDry8vPDixQuEh4ejbdu28Pf3x6RJk9C4cWO4u7ujS5cuEAqFOHToEEaPHo0KFSqgTZs26NevH1asWAFjY2OMHTsWjo6ORbpffMiQIUMwe/ZsVKhQAT4+Pvjjjz/kZp2Ijo7GsWPHEBwcDBsbG0RHRyMpKanEyYnS8EPTOvht9U74ujqispsTdp+6hMTUDHRsIB1obfGuSLxKz8T0vh0BSJMGE9fswqguLeHn5oTkf/uE6mprw9hAWt74XYNa+PtYFH7/OxzfN6qN+FcpWH3wJL5vHFh8EGqg87fNMG3xX/B2d0UlLw/sO3ICL5NT0C64IQBg2aYdSE5Nw4TBobJ17sVJL0Ry8/KRnpmFe3FPoK2lhfJO0um7Nu8Nx8qtuzFpaH/YW1shJS0dAKCvpwcDfT2oK4FAgJDWnRG2c70smbBvx3ro6OohqF6wrN2yBVNgbmGNLj2lY6AICwvx7Kl0MD+hUIi01CQ8fnQPenr6sgqDbRuWoUqNQFha2eD161xEnT6C2zevYMykBaW/o59JIBCgVuMeOBu+AhY2rrCwdcHZ8BXQ1tGTG4tg3+rRMDa3RaP2IwAAZ8NXwN61EsytnSESFuDBjVO4EbUPzbtNlq1ToXJDnDm4HCYWDtKuCvGxiD6yFlXqdCjt3fwi8s4fgVH7vhC+eAzh00fQrVEPmqYWyLp0AgBg0Lg9NEzMkL1nDQAg/0Y09Ou1glGb3nh9Yp90jIPgjsi/ekbWTUGvTggMGrZB9q6VEKUnQ2AkvSsvKcgHCvKLjUPVdWndHNMWLYe3e3lU8vJA2JHjeJmcgrbNGgMAlm/chqTUNEwYMkC2zv1/z1Ov8/KRnpmJ+3FPoPXOeaqwUIjHz55L/y0UIiklDffjnkBfTw/l7G1LeQ+/jB9C6mHCir/hW74cKnu4YPfxaCSmpKNjI+l31JLt4UhKy8DU/t8DkCYNJq78GyO7tYGfuzOS06WVLro62jD+dzaKNfv/gW/5cihnY4lCoQhnr8fiwNnLGNejffFBqJGTVwvRtKYOktPFSEoXo2lNHRQWSnD57tsq127BesjIFuPAOWkC88z1QnxTRQft6+vi1LUCWJtpoGlNHblpFm/GCRFcUwdpWWIkpohRzkYTDatpI+r2f3cqRkA6HaOhx9ubMwbly8GkijcKUjOQ9zThA2sSkboptdulc+fORXZ2Nlq3bg1jY2OMGDECGRlvSxDnz5+P3r17o169enBwcMCiRYtKNOvChAkTEBcXh2bNmsHAwAChoaFo27at3LZHjhyJnj17wtfXF69fv0ZcXNHphKpXr47t27dj4sSJmDZtGuzt7TF16lS5gRE/h5GREebMmYP79+9DU1MTNWvWRHh4uCx5Eh4ejvHjx6NPnz5ISkqCnZ0d6tWrB1tb6Q+ZBg0aYMeOHZg2bRpmz54NExMT1KtXT7b9tWvXYsiQIWjVqhUKCgpQr149hIeHlyj58saIESOQkJCAXr16QUNDA3369EG7du1kx9LExASnTp3CwoULkZmZCRcXF8yfPx/Nmzf/IsfoS2hWyw8ZObn4a/9xJGdkwcPBFkuGdIfDv3NZJ2dkITElXdZ+18mLEIrEmLV5P2Zt3i9b/m1QNUztI70osbMww5/De2H+tnB0mrwUNubG6NokEL2a14O6alInAJlZ2Vi7Yx9S0jLg5uyIeb8Oh52NtMIlJS0dL5NT5NbpPfJtf/a7Dx/jyOko2FlbYtdy6RgAuyOOoVAoxG/z/k9uvT6d2qBvZ/UqJ39fq/bdUZCfj3XL5yInOwvunhUxdsoi6Bu87TqVkpQod2cpLTUJ44f2kD0/uGczDu7ZDJ9K1fDbzGUAgIz0VCxbMBnpqSkwMDSCk6s7xkxaAL9qb8crUSeBIf1QWJiPiC1T8DonA45uVdB12Bro6r3tKpSRKi2xf6MgPxeHNk9BVloitLT1YGXvhjZ956JizRayNs26/oaTexfh0OYpyM1KgZGZDarV64x63/5Sqvv3pRTcuogcA0Po1/8WGkamEL16gczNiyDOkM6iIzA2hYbpO2PeFOQjc+MfMGzeFaahv0Gcm4OCW5eQ+8/bai+9mg0g0NKGceef5d4r90QYXp8IK5X9+tIa162NjKxsrNu+Fylp6SjvXA5zfxspf55Keu88Nfw32b/vPozDkVPnYWdthZ1/SZNxyWlpcm227gvH1n3hqFrRG0unjy+FvfryggOqIj07Fyv3HUVyeibcHe2weHhf2Fu9+d7LRGJquqz97hNREInEmLNhD+ZsePs31KpuDUzp1wUAkJdfgNkb9uBVajp0dbTham+D6f2/R3BA1dLcta/i2OUCaGsBHRvqwkBXgCeJIizb+xr571zfmxsLIJG8PU+lZ0uwbE8u2tXTw5huhsjIluBkTCGOXnpbGbXrRB5aBOriu4Z6MDIQIDNbgrM3C3E4WvUryD6HaY1KCDy2Ufbcd96vAICnG3bjet9xygqLypD/6gwGqkggUZW59KhMyD29Q9khqI1c80+fdaQseqz94RlN6K3Yl8UPZEryWvzzo7JDUAviTqEfb0QAAP3Mz5+BpSwYH91Q2SGojeCR/h9vRGhZeFfZIdBXtvzwx9sow4Bmyo7gyyuVMQ6IiIiIiIiISD0xcfCFzJw5E0ZGRsU+VKmUn4iIiIiI6L9AIlHNx3+R+g0Jr6IGDBiATp06Ffvah6ZSJCIiIiIiIlJlTBx8IRYWFsXO1kBERERERESkzpg4ICIiIiIiIrUj/o92C1BFHOOAiIiIiIiIiBRi4oCIiIiIiIiIFGLigIiIiIiIiIgUYuKAiIiIiIiIiBRi4oCIiIiIiIiIFOKsCkRERERERKR2JBJVnVZBoOwAvjhWHBARERERERGRQkwcEBEREREREZFC7KpAREREREREakdleyr8B7HigIiIiIiIiIgUYuKAiIiIiIiIiBRiVwUiIiIiIiJSO2KxsiMoO1hxQEREREREREQKMXFARERERERERAqxqwIRERERERGpHc6qUHpYcUBERERERERECjFxQEREREREREQKsasCERERERERqR0xuyqUGlYcEBEREREREZFCTBwQERERERERkUJMHBARERERERGRQkwcEBEREREREZFCTBwQERERERERkUKcVYGIiIiIiIjUjoSzKpQaVhwQERERERERkUJMHBARERERERGRQuyqQERERERERGpHIlbVvgoCZQfwxbHigIiIiIiIiIgUEkgkHFKCiIiIiIiI1Mu83WJlh1Cske3/e/fn2VWBiIiIiIiI1I7K9lT4D/rvpUKIiIiIiIiI6Ith4oCIiIiIiIiIFGJXBSIiIiIiIlI7HK2v9LDigIiIiIiIiIgUYuKAiIiIiIiIiBRiVwUiIiIiIiJSO2JOq1BqWHFARERERERERAoxcUBERERERERECjFxQEREREREREQKMXFARERERERERAoxcUBERERERERECnFWBSIiIiIiIlI7Ek6qUGpYcUBERERERERECjFxQEREREREREQKsasCERERERERqR12VSg9rDggIiIiIiIiIoWYOCAiIiIiIiIihZg4ICIiIiIiIiKFOMYBERERERERqR0xBzkoNaw4ICIiIiIiIiKFmDggIiIiIiIiIoXYVYGIiIiIiIjUjkSs7AjKDlYcEBEREREREZFCTBwQERERERERkULsqkBERERERERqR8JZFUoNKw6IiIiIiIiISCEmDoiIiIiIiIhIIXZVICIiIiIiIrUj5qwKpYYVB0RERERERESkEBMHRERERERERKSQ2icOXF1dsXDhwhK3P3HiBAQCAdLT079aTF8qjsmTJ6Nq1apf5f2/5raJiIiIiIjov0MpiYMGDRpg6NChX2RbFy9eRGhoaInbBwUFISEhAaampl/k/Uvif93fkSNH4tixY18+ICIiIiIiIqISUsnBESUSCUQiEbS0Ph6etbX1J21bR0cHdnZ2/2topcrIyAhGRkbKDoOIiIiIiIjKsFKvOOjVqxdOnjyJRYsWQSAQQCAQYN26dRAIBDh8+DD8/f2hq6uL06dP4+HDh2jTpg1sbW1hZGSEmjVr4ujRo3Lbe7+rgkAgwKpVq9CuXTsYGBigQoUKCAsLk73+fheBdevWwczMDIcPH4aPjw+MjIwQEhKChIQE2TpCoRCDBw+GmZkZLC0tMWbMGPTs2RNt27b9n/b38ePHstcvX74Mf39/GBgYICgoCHfv3pW99n53ghMnTqBWrVowNDSEmZkZ6tSpgydPnpTouM+ePRu2trYwNjZG3759kZeXJ/f6xYsX0bRpU1hZWcHU1BT169fHlStXZK/36dMHrVq1kltHKBTCzs4Oa9asKVEMREREREREX4pEIlHJx39RqScOFi1ahMDAQPTr1w8JCQlISEiAk5MTAGD06NGYNWsWYmNjUblyZWRnZ6NFixY4evQorl69imbNmuHbb79FfHz8B99jypQp6NSpE65fv44WLVqgW7duSE1NVdg+NzcX8+bNw8aNG3Hq1CnEx8dj5MiRstfnzJmDzZs3Y+3atTh79iwyMzOxd+/ez95fABg/fjzmz5+PS5cuQUtLC3369Cl2O0KhEG3btkX9+vVx/fp1nD9/HqGhoRAIBB+NYfv27Zg0aRJmzJiBS5cuwd7eHn/++adcm6ysLPTs2ROnT59GVFQUKlSogBYtWiArKwsA8OOPPyIiIkIuoRIeHo7s7Gx06tSpRMeCiIiIiIiI1E+pJw5MTU2ho6MDAwMD2NnZwc7ODpqamgCAqVOnomnTpnB3d4elpSWqVKmC/v37w8/PDxUqVMD06dPh5uYmV0FQnF69euH777+Hh4cHZs6ciZycHFy4cEFh+8LCQixfvhz+/v6oXr06Bg4cKDe2wJIlSzBu3Di0a9cO3t7eWLp0KczMzD57fwFgxowZqF+/Pnx9fTF27FicO3euSDUAAGRmZiIjIwOtWrWCu7s7fHx80LNnTzg7O380hoULF6JPnz748ccf4eXlhenTp8PX11euTaNGjfDDDz/Ax8cHPj4+WLFiBXJzc3Hy5EkA0rEhvLy8sHHjRtk6a9euxXfffaewO0V+fj4yMzPlHvn5+SU6bkRERERERCQvLS0N3bt3h6mpKUxNTdG9e/cSDfwfGxuL1q1bw9TUFMbGxqhdu/ZHb8i/S6VmVfD395d7npOTg9GjR8PX1xdmZmYwMjLCnTt3PrqDlStXlv3b0NAQxsbGePXqlcL2BgYGcHd3lz23t7eXtc/IyMDLly9Rq1Yt2euampqoUaPGJ+1bSWK1t7cHgGJjtbCwQK9evWRVF4sWLZK7+/8hsbGxCAwMlFv2/vNXr15hwIAB8PT0lP0RZmdnyx3rH3/8EWvXrpW1P3jwoMIKCQCYNWuWbFtvHrNmzSpRzERERERERB8ilqjm42vq2rUrYmJiEBERgYiICMTExKB79+4fXOfhw4eoW7cuvL29ceLECVy7dg0TJkyAnp5eid9XpQZHNDQ0lHs+atQoHD58GPPmzYOHhwf09fXRsWNHFBQUfHA72tracs8FAgHEYvEntX+/b8r7XQK+VN+Vd9/7zXsoinXt2rUYPHgwIiIisG3bNvz22284cuQIateu/dlx9OrVC0lJSVi4cCFcXFygq6uLwMBAuWPdo0cPjB07FufPn8f58+fh6uqKb775RuE2x40bh+HDh8st09XV/exYiYiIiIiIyprY2FhEREQgKioKAQEBAICVK1ciMDAQd+/ehZeXV7HrjR8/Hi1atMDvv/8uW+bm5vZJ762UigMdHR2IRKKPtjt9+jR69eqFdu3awc/PD3Z2dnIDC5YGU1NT2NraynV1EIlEuHr1aom3UdL9LYlq1aph3LhxOHfuHCpVqoQtW7Z8dB0fHx9ERUXJLXv/+enTpzF48GC0aNECFStWhK6uLpKTk+XaWFpaom3btli7di3Wrl2L3r17f/B9dXV1YWJiIvdg4oCIiIiIiP7LvlaX7fPnz8PU1FSWNACA2rVrw9TUFOfOnSt2HbFYjIMHD8LT0xPNmjWDjY0NAgICSjxm3xtKSRy4uroiOjoajx8/RnJyssI77B4eHti9ezdiYmJw7do1dO3a9YOVA1/LoEGDMGvWLOzbtw93797FkCFDkJaWVqKBCYGS7++HxMXFYdy4cTh//jyePHmCyMhI3Lt3Dz4+Ph9dd8iQIVizZg3WrFmDe/fuYdKkSbh165ZcGw8PD2zcuBGxsbGIjo5Gt27doK+vX2RbP/74I9avX4/Y2Fj07Nnzk/eDiIiIiIjoS5CIJSr5+FpdthMTE2FjY1NkuY2NDRITE4td59WrV8jOzsbs2bMREhKCyMhItGvXDu3bt5eNZ1cSSkkcjBw5EpqamvD19YW1tbXCMQsWLFgAc3NzBAUF4dtvv0WzZs1QvXr1Uo4WGDNmDL7//nv06NEDgYGBMDIyQrNmzUrcJ6Sk+/shBgYGuHPnDjp06ABPT0+EhoZi4MCB6N+//0fX7dy5MyZOnIgxY8agRo0aePLkCX766Se5NmvWrEFaWhqqVauG7t27Y/DgwcX+UTZp0gT29vZo1qwZHBwcPnk/iIiIiIiI/svGjRuHjIwMuce4ceMUtp88eTIEAsEHH5cuXQJQtAs9IO1Gr+im9pub1m3atMGwYcNQtWpVjB07Fq1atcLy5ctLvE8CyX91osmvSCwWw8fHB506dcK0adOUHU6pys3NhYODA9asWYP27dsrOxwiIiIiIiqjxq9RzRnbZvT5tO7ZycnJRbqJv8/V1RVbtmzB8OHDi8yiYGZmhgULFhTblbygoACGhoaYNGkSfvvtN9nyMWPG4MyZMzh79myJYlSpwRFV1ZuuAfXr10d+fj6WLl2KuLg4dO3aVdmhlRqxWIzExETMnz8fpqamaN26tbJDIiIiIiKiMuy/cgvcysoKVlZWH20XGBiIjIwMXLhwQTbrX3R0NDIyMhAUFFTsOjo6OqhZsybu3r0rt/zevXtwcXEpcYwqNR2jqtLQ0MC6detQs2ZN1KlTBzdu3MDRo0fh4+OD+Ph4GBkZKXz8L90SPlXFihUVvv/mzZu/yHvEx8fD0dER27dvx5o1a6ClxZwTERERERFRafHx8UFISAj69euHqKgoREVFoV+/fmjVqpXcjAre3t7Ys2eP7PmoUaOwbds2rFy5Eg8ePMDSpUuxf/9+/PzzzyV+b3ZV+ExCofCDMz24urp+9YvsJ0+eoLCwsNjXbG1tYWxs/FXfn4iIiIiIqLT9ulo1uyrM7Pv1ZpJLTU3F4MGDERYWBgBo3bo1li5dCjMzM1kbgUCAtWvXolevXrJla9aswaxZs/Ds2TN4eXlhypQpaNOmTYnfl4kDIiIiIiIiUjtjV+YpO4Rize5XskH01Qm7KhARERERERGRQkwcEBEREREREZFCTBwQERERERERkUJMHBARERERERGRQkwcEBEREREREZFCX3eeQCIiIiIiIqKvgBMElh5WHBARERERERGRQkwcEBEREREREZFC7KpAREREREREakciVnYEZQcrDoiIiIiIiIhIISYOiIiIiIiIiEghdlUgIiIiIiIitSPmrAqlhhUHRERERERERKQQEwdEREREREREpBC7KhAREREREZHakbCrQqlhxQERERERERERKcTEAREREREREREpxK4KREREREREpHbEYnZVKC2sOCAiIiIiIiIihZg4ICIiIiIiIiKFmDggIiIiIiIiIoWYOCAiIiIiIiIihZg4ICIiIiIiIiKFOKsCERERERERqR0JJ1UoNaw4ICIiIiIiIiKFmDggIiIiIiIiIoXYVYGIiIiIiIjUjkTMvgqlhRUHRERERERERKQQEwdEREREREREpJBAIuFYlFS25efnY9asWRg3bhx0dXWVHY7K4nEqGR6nkuOxKhkep5LjsSoZHqeS4XEqOR6rkuFxInXGxAGVeZmZmTA1NUVGRgZMTEyUHY7K4nEqGR6nkuOxKhkep5LjsSoZHqeS4XEqOR6rkuFxInXGrgpEREREREREpBATB0RERERERESkEBMHRERERERERKQQEwdU5unq6mLSpEkcpOYjeJxKhsep5HisSobHqeR4rEqGx6lkeJxKjseqZHicSJ1xcEQiIiIiIiIiUogVB0RERERERESkEBMHRERERERERKQQEwdEREREREREpBATB0RERERERESkEBMHRERERERERKQQEwdU5olEIsTExCAtLU3ZoRCVKfzsfVh6ejpWrVqFcePGITU1FQBw5coVPH/+XMmREREBr1+/Rm5uruz5kydPsHDhQkRGRioxKtWzbt06ueNEpK6YOKAyZ+jQoVi9ejUA6YVL/fr1Ub16dTg5OeHEiRPKDY7+E/Ly8pQdgkriZ6/krl+/Dk9PT8yZMwfz5s1Deno6AGDPnj0YN26ccoMjtXTlyhXcuHFD9nzfvn1o27Ytfv31VxQUFCgxMtXDC+KSadOmDTZs2ABAmugMCAjA/Pnz0aZNGyxbtkzJ0amOcePGwc7ODn379sW5c+eUHQ7R/4yJAypzdu7ciSpVqgAA9u/fj7i4ONy5cwdDhw7F+PHjlRyd6tm4cSPq1KkDBwcHPHnyBACwcOFC7Nu3T8mRqRaxWIxp06bB0dERRkZGePToEQBgwoQJsovlso6fvZIbPnw4evXqhfv370NPT0+2vHnz5jh16pQSI1NNPE99XP/+/XHv3j0AwKNHj9ClSxcYGBhgx44dGD16tJKjUy28IC6ZK1eu4JtvvgEgPb/b2triyZMn2LBhAxYvXqzk6FTHs2fPsGnTJqSlpaFhw4bw9vbGnDlzkJiYqOzQiD4JEwdU5iQnJ8POzg4AEB4eju+++w6enp7o27ev3N0YApYtW4bhw4ejRYsWSE9Ph0gkAgCYmZlh4cKFyg1OxUyfPh3r1q3D77//Dh0dHdlyPz8/rFq1SomRqQ5+9kru4sWL6N+/f5Hljo6O/LH5Hp6nSubevXuoWrUqAGDHjh2oV68etmzZgnXr1mHXrl3KDU7F8IK4ZHJzc2FsbAwAiIyMRPv27aGhoYHatWvLEngEaGpqonXr1ti9ezeePn2K0NBQbN68Gc7OzmjdujX27dsHsVis7DCJPoqJAypzbG1tcfv2bYhEIkRERKBJkyYApF+AmpqaSo5OtSxZsgQrV67E+PHj5Y6Nv78/L/Tes2HDBvz111/o1q2b3LGqXLky7ty5o8TIVAc/eyWnp6eHzMzMIsvv3r0La2trJUSkunieKhmJRCK7ODl69ChatGgBAHByckJycrIyQ1M5vCAuGQ8PD+zduxdPnz7F4cOHERwcDAB49eoVTExMlBydarKxsUGdOnUQGBgIDQ0N3LhxA7169YK7uzu77JHKY+KAypzevXujU6dOqFSpEgQCAZo2bQoAiI6Ohre3t5KjUy1xcXGoVq1akeW6urrIyclRQkSq6/nz5/Dw8CiyXCwWo7CwUAkRqR5+9kquTZs2mDp1quxvRyAQID4+HmPHjkWHDh2UHJ1q4XmqZPz9/TF9+nRs3LgRJ0+eRMuWLQFIj5+tra2So1MtvCAumYkTJ2LkyJFwdXVFQEAAAgMDAUiTLcV9Jsuyly9fYt68eahYsSIaNGiAzMxMHDhwAHFxcXjx4gXat2+Pnj17KjtMog/SUnYARKVt8uTJqFSpEp4+fYrvvvsOurq6AKSlZGPHjlVydKqlfPnyiImJgYuLi9zyQ4cOwdfXV0lRqaaKFSvi9OnTRY7Vjh07+APqX/zsldy8efPQokUL2NjY4PXr16hfvz4SExMRGBiIGTNmKDs8lcLzVMksXLgQ3bp1w969ezF+/HhZonPnzp0ICgpScnSqZeLEiejatSuGDRuGxo0b84JYgY4dO6Ju3bpISEiQjV8DAI0bN0a7du2UGJlq+fbbb3H48GF4enqiX79+6NGjBywsLGSv6+vrY8SIEViwYIESoyT6OCYOqEzq2LEjAPnR75npLWrUqFH45ZdfkJeXB4lEggsXLmDr1q2YNWsW++2/Z9KkSejevTueP38OsViM3bt34+7du9iwYQMOHDig7PBUxpvP3rv42SvKxMQEZ86cwT///IMrV65ALBajevXqsu4d9BbPUyVTuXLlYrtuzJ07l12F3sML4pKzs7OTjV3zRq1atZQUjWqysbHByZMnZQmo4tjb2yMuLq4UoyL6dAKJRCJRdhBEpUkkEmHmzJlYvnw5Xr58iXv37sHNzQ0TJkyAq6sr+vbtq+wQVcrKlSsxffp0PH36FIB0cLbJkyfzOBXj8OHDmDlzJi5fviy70Js4caKszLUs+pSBxAYPHvwVI1EfQqEQenp6iImJQaVKlZQdjlrgeYqodLRv377EbXfv3v0VIyGi0sbEAZU5U6dOxfr16zF16lT069cPN2/ehJubG7Zv344FCxbg/Pnzyg5RJSUnJ0MsFsPGxkbZoZAaKV++vNzzpKQk5ObmwszMDIB0qjMDAwPY2NjIprAkwN3dHbt375a720kfx/OUYhoaGhAIBApffzMbRVnFC+KS6d27t+zfEokEe/bsgampKfz9/QEAly9fRnp6Otq3b4+1a9cqK0yVk5OTg5MnTyI+Ph4FBQVyrzFpTuqCXRWozHkz+n3jxo0xYMAA2XKOfv9hVlZWyg6B1NC7pZdbtmzBn3/+idWrV8PLywuAdJaAfv36FTv1YFn222+/Ydy4cdi0aZNcX1gqqlGjRti9ezfMzMzkzlOZmZlo27Yt/vnnHyVGpzr27Nkj97ywsBBXr17F+vXrMWXKFCVFpTpMTU1l//7YBXFZ9m4yYMyYMejUqROWL18u6+4iEonw888/cxDJd1y9ehUtWrRAbm4ucnJyYGFhgeTkZFnSnIkDUhesOKAyR19fH3fu3IGLiwuMjY1x7do1uLm54fbt26hVqxays7OVHaLKqFatWrF3qAQCAfT09ODh4YFevXqhYcOGSohOtZibm5foWL17t6ascXd3x86dO4sMLnb58mV07NiR/TvfUa1aNTx48ACFhYVwcXGBoaGh3OtXrlxRUmSqR0NDA4mJiUWqDF69egVHR0fOavIRW7ZswbZt27Bv3z5lh6IyxowZg9TUVIUXxHPnzlVyhKrB2toaZ86ckSWC37h79y6CgoKQkpKipMhUS4MGDeDp6Ylly5bBzMwM165dg7a2Nn744QcMGTKkzCejSH2w4oDKHI5+X3IhISFYtmwZ/Pz8UKtWLUgkEly6dAnXr19Hr169cPv2bTRp0gS7d+9GmzZtlB2uUk2cOBEzZsxA8+bNZcfq4sWLiIiIwC+//IK4uDj89NNPEAqF6Nevn7LDVYqEhIRiL+JEIhFevnyphIhUV9u2bZUdgsq7fv267N+3b99GYmKi7LlIJEJERAQcHR2VEZpaCQgIKLPnJEXWrFmDM2fOyA0aqampieHDhyMoKIiJg38JhULExsYWSRzExsZCLBYrKSrVExMTgxUrVkBTUxOamprIz8+Hm5sbfv/9d/Ts2ZOJA1IbTBxQmcPR70suOTkZI0aMwIQJE+SWT58+HU+ePEFkZCQmTZqEadOmlfnEwZkzZzB9+nS57i8AsGLFCkRGRmLXrl2oXLkyFi9eXGZ/pDdu3Bj9+vXD6tWrUaNGDQgEAly6dAn9+/fnbAHvmTRpkrJDUHlVq1aFQCCAQCBAo0aNiryur6+PJUuWKCEy9fH69WssWbIE5cqVU3YoKoUXxCXTu3dv9OnTBw8ePEDt2rUBAFFRUZg9e3aZrq57n7a2tqwi0dbWFvHx8fDx8YGpqSni4+OVHB1RybGrApVJHP2+ZExNTXH58mXZfN9vPHjwADVq1EBGRgbu3LmDmjVrIisrS0lRqgYjIyPExMQUe6yqVq2K7OxsPHz4EJUrV0ZOTo6SolSupKQk9OzZExEREdDW1gYg/YHerFkzrFu3jgPaFePy5cuIjY2FQCCAr68vq6Le8eTJE0gkEri5ueHChQuwtraWvaajowMbGxtOM/iO97tTSSQSZGVlwcDAAJs2bULr1q2VGJ1qGT58ONatW4dff/21yAVxjx498Mcffyg5QtUgFosxb948LFq0CAkJCQCk0woOGTIEI0aM4OfvX8HBwejVqxe6du2KAQMG4OrVqxg8eDA2btyItLQ0REdHKztEohJhxQGVSc2aNUOzZs2UHYbK09PTw7lz54pcDJ87dw56enoApD8cdHV1lRGeSrGwsMD+/fsxbNgwueX79++XDW6Xk5MDY2NjZYSnEqytrREeHo579+7hzp07kEgk8PHxgaenp7JDUzmvXr1Cly5dcOLECZiZmUEikSAjIwMNGzbE33//LXeRXFa96W7GO8Als2DBArnEgYaGBqytrREQEABzc3MlRqZ65s2bBzs7OyxYsEDugnj06NEYMWKEkqNTHRoaGhg9ejRGjx6NzMxMAOCgiMWYOXOm7ObKtGnT0LNnT/z000/w8PDgzBOkVpg4ICKFBg0ahAEDBuDy5cuoWbMmBAIBLly4gFWrVuHXX38FIK3e4F1QYMKECfjpp59w/Phx1KpVS3aswsPDsXz5cgDAkSNHUL9+fSVHqnyenp5MFnzEoEGDkJmZiVu3bsHHxweAtB9/z549MXjwYGzdulXJEaqe27dvFzvVGe+kSzVq1AhOTk7FDuIaHx8PZ2dnJUSlmnhB/Ol4fBR7MzMH8DaBTqSO2FWBygQLCwvcu3cPVlZWCke/fyM1NbUUI1N9mzdvxtKlS3H37l0AgJeXFwYNGoSuXbsCkPaRfTNzQFl39uxZ2bGSSCTw9vbGoEGDEBQUpOzQVIJIJMK6detw7NgxvHr1qsidYk6b95apqSmOHj2KmjVryi2/cOECgoODkZ6erpzAVNCjR4/Qrl073LhxAwKBAG9+1rw5z4tEImWGpzI0NTWRkJBQpEtQSkoKbGxseJzok718+RIjR46UndPfv6Tg3xTRfwsrDqhMWLBggaxEfOHChcoNRs1069YN3bp1U/i6vr5+KUaj2urUqYM6deooOwyVNWTIEKxbtw4tW7ZEpUqVPpjAK+vEYrFsHIh3aWtrszT/PUOGDEH58uVx9OhR2XgHKSkpGDFiBObNm6fs8FSGovtE2dnZTPy+hxfEJdOrVy/Ex8djwoQJsLe35zn9HYqmsy4Op9cldcHEAZUJPXv2BCAdiA2QjnFgZ2enzJDoP+z169dFph1kGSfw999/Y/v27WjRooWyQ1F5jRo1wpAhQ7B161Y4ODgAAJ4/f45hw4ahcePGSo5OtZw/fx7//PMPrK2toaGhAQ0NDdStWxezZs3C4MGDcfXqVWWHqFTDhw8HIK3AmDhxIgwMDGSviUQiREdHo2rVqkqKTjXxgrhkzpw5g9OnT/PvpxjvTqmbl5eHP//8E76+vggMDAQgHWzz1q1b+Pnnn5UUIdGnY+KAyhQtLS389NNPiI2NVXYoakEkEmHBggXYvn17sX2H2a3jrdzcXIwePRrbt29HSkpKkdd5h0o60v37A21S8ZYuXYo2bdrA1dVV1i89Pj4efn5+2LRpk7LDUykikQhGRkYAACsrK7x48QJeXl5wcXGRdbEqy94kTiQSCW7cuAEdHR3Zazo6OqhSpQpGjhyprPBUEi+IS8bJyUlhJUtZ9+6Uuj/++CMGDx6MadOmFWnz9OnT0g6N6H/GxAGVOQEBAbh69apsRG5SbMqUKVi1ahWGDx+OCRMmYPz48Xj8+DH27t2LiRMnKjs8lTJq1CgcP34cf/75J3r06IH/+7//w/Pnz7FixQrMnj1b2eGphBEjRmDRokVYunQp7+B9hJOTE65cuYIjR47IZqDw9fVFkyZNlB2ayqlUqRKuX78ONzc3BAQE4Pfff4eOjg7++usvuLm5KTs8pTt+/DgAoHfv3li0aBGrn0qAF8Qls3DhQowdOxYrVqyAq6urssNRWTt27MClS5eKLP/hhx/g7++PNWvWKCEqok/HwRGpzNmxYwfGjh2LYcOGoUaNGjA0NJR7vXLlykqKTPW4u7tj8eLFaNmyJYyNjRETEyNbFhUVhS1btig7RJXh7OyMDRs2oEGDBjAxMcGVK1fg4eGBjRs3YuvWrRxFGUC7du1w/PhxWFhYoGLFikX68O/evVtJkZE6O3z4MHJyctC+fXs8evQIrVq1wp07d2BpaYlt27ahUaNGyg6R1ExkZCTmz5/PC+KPMDc3R25uLoRCIQwMDIqc01mVKGVnZ4dZs2ahd+/ecsvXrl2LsWPH4uXLl0qKjOjTsOKAypzOnTsDAAYPHixb9mYkboFAwJLydyQmJsLPzw8AYGRkhIyMDABAq1atMGHCBGWGpnJSU1NRvnx5ANLxDN78YKpbty5++uknZYamMszMzNCuXTtlh6EWBg8eDA8PD7nzFCDtwvDgwQMO8vqOZs2ayf7t5uaG27dvIzU19aMz6JRFFy9exI4dO4rtesbE3VudO3dGbm4u3N3deUH8ATwPlczQoUPx008/4fLly6hduzYA6RgHa9asYfUmqRUmDqjMiYuLU3YIaqNcuXJISEiAs7MzPDw8EBkZierVq+PixYvQ1dVVdngqxc3NDY8fP4aLiwt8fX2xfft21KpVC/v374eZmZmyw1MJa9euVXYIamPXrl0ICwsrsjwoKAizZ8/mD/Z/CYVC6OnpISYmBpUqVZItt7CwUGJUqunvv/9Gjx49EBwcjCNHjiA4OBj3799HYmIiE3rv4eerZN4MPE0fNnbsWLi5uWHRokWySk0fHx+sW7cOnTp1UnJ0RCXHrgpEpNDYsWNhYmKCX3/9FTt37sT3338PV1dXxMfHY9iwYey7/44FCxZAU1MTgwcPxvHjx9GyZUuIRCIIhUL88ccfGDJkiLJDVBlJSUm4e/cuBAIBPD09YW1treyQVI6enh5u3rxZZDDJBw8eoFKlSsjLy1NSZKrH3d0du3fvRpUqVZQdikqrXLky+vfvj19++QXGxsa4du0aypcvj/79+8Pe3h5TpkxRdoikhkQiEfbu3YvY2FgIBAL4+vqidevW0NTUVHZoamfr1q1o3bp1kS60RKqCiQMqkx4+fIiFCxfKvuh8fHwwZMgQuLu7Kzs0lRYdHY2zZ8/Cw8MDrVu3VnY4Ki0+Ph6XLl2Cu7s7L2j+lZOTg0GDBmHDhg0Qi8UAAE1NTfTo0QNLliyRmyaurKtUqRIGDBiAgQMHyi1fsmQJli1bhtu3byspMtWzdu1a7NixA5s2bWKlwQcYGhri1q1bcHV1hZWVFY4fPw4/Pz/ExsaiUaNGSEhIUHaIKoUXxB/34MEDtGjRAs+fP4eXlxckEgnu3bsHJycnHDx4kL+pPpGJiQliYmI4qCupLHZVoDLn8OHDaN26NapWrYo6depAIpHg3LlzqFixIvbv34+mTZsqO0SVUFhYiNDQUEyYMEH2JRYQEICAgAAlR6Z6CgsLERwcjBUrVsDT0xOAdLBEZ2dnJUemWoYPH46TJ09i//79qFOnDgDptGeDBw/GiBEjsGzZMiVHqDqGDx+OgQMHIikpSTa437FjxzBv3jwsWrRIydGplsWLF+PBgwdwcHCAi4tLkbt1V65cUVJkqsXCwgJZWVkAAEdHR9y8eRN+fn5IT09Hbm6ukqNTLbwgLpnBgwfD3d0dUVFRsqRdSkoKfvjhBwwePBgHDx5UcoTqhfdySdWx4oDKnGrVqqFZs2ZFyuzHjh2LyMhI/sh8h5mZGa5cucLsdwlYW1vj3LlzqFChgrJDUVlWVlbYuXMnGjRoILf8+PHj6NSpE5KSkpQTmIpatmwZZsyYgRcvXgAAypcvj0mTJqFHjx5Kjky1fKzE/t351Muyrl27wt/fH8OHD8eMGTOwaNEitGnTBkeOHEH16tU5OOI7WrRoAYlEgs2bNxe5INbQ0OAF8b8MDQ0RFRUlG0T5jWvXrqFOnTrIzs5WUmTq6U0XIv7mIlXFxAGVOXp6erhx40aRC7x79+6hcuXK7Dv8jt69e8PPzw/Dhw9Xdigqb8SIEdDW1ua4Dx9gYGCAy5cvw8fHR275rVu3UKtWLeTk5CgpMtXz+vVrSCQSGBgYICkpCS9fvsSRI0fg6+srN4sAlVxZ7z+cmpqKvLw8ODg4QCwWY968eThz5gw8PDwwYcIEmJubKztElcEL4pKxsLDAgQMHEBQUJLf87Nmz+Pbbbzn7xCdi4oBUHbsqUJljbW2NmJiYIomDmJgY2NjYKCkq1eTh4YFp06bh3LlzqFGjRpEf3O9PFVeWFRQUYNWqVThy5Aj8/f2LHKs//vhDSZGpjsDAQEyaNAkbNmyAnp4eAOkF8pQpUxAYGKjk6FRLmzZt0L59ewwYMADa2tpo0qQJtLW1kZycjD/++INTfP4P+vfvj4CAgDL7o/zd8R80NDQwevRojB49WokRqS5dXV1Zt453ZWdnQ0dHRwkRqaZWrVohNDQUq1evRq1atQBIx0IaMGAAx0Ei+g9i4oDKnH79+iE0NBSPHj1CUFAQBAIBzpw5gzlz5mDEiBHKDk+lrFq1CmZmZrh8+TIuX74s95pAIGDi4B03b95E9erVAUirV97FueSlFi1ahJCQEJQrVw5VqlSBQCBATEwM9PT0cPjwYWWHp1KuXLmCBQsWAAB27twJW1tbXL16Fbt27cLEiROZOPgflPUCS01NTSQkJBRJkKekpMDGxgYikUhJkakeXhCXzOLFi9GzZ08EBgZCW1sbgHSK1NatW3MsFqL/IHZVoDJHIpFg4cKFmD9/vqzvsIODA0aNGoXBgwfzIo/oK3r9+jU2bdqEO3fuQCKRwNfXF926dYO+vr6yQ1MpBgYGuHPnDpydndGpUydUrFgRkyZNwtOnT+Hl5cXB7P4HZb0MWENDA4mJiUUSBy9evIC7uztev36tpMhUT3p6Onr27In9+/cXuSBet24dTE1NlRyhannw4AFiY2Nl5/T3p5GlkqlUqRIOHToEJycnZYdCVCwmDqhMe1OKaGxsrORIVFtBQQHi4uLg7u4OLS0WKn3IgwcP8PDhQ9SrVw/6+vqQSCRMRtEnq1y5Mn788Ue0a9cOlSpVQkREBAIDA3H58mW0bNkSiYmJyg5R7ZTVxMHixYsBAMOGDcO0adNgZGQke00kEuHUqVN4/Pgxrl69qqwQVRYviOlLePr0KQQCAcqVKwcAuHDhArZs2QJfX1+EhoYqOTqikmPigIgUys3NxaBBg7B+/XoA0hJ8Nzc3DB48GA4ODhg7dqySI1QdKSkp6NSpE44fPw6BQID79+/Dzc0Nffv2hZmZGebPn6/sEJVu1qxZsLW1RZ8+feSWr1mzBklJSRgzZoySIlM9O3fuRNeuXSESidC4cWNERkYCkB7DU6dO4dChQ0qOUP2U1cRB+fLlAQBPnjxBuXLloKmpKXtNR0cHrq6umDp1KqfapU/WsWNH+Pv7F/ktMHfuXFy4cAE7duxQUmSq5ZtvvkFoaCi6d++OxMREeHl5oWLFirh37x4GDx6MiRMnKjtEohJh4oDKhGrVqpX4ri+nY3xryJAhOHv2LBYuXIiQkBBcv34dbm5uCAsLw6RJk3iH6h09evTAq1evsGrVKvj4+MguUCIjIzFs2DDcunVL2SEqnaurK7Zs2VJkBO7o6Gh06dIFcXFxSopMNSUmJiIhIQFVqlSBhoYGAOmdKhMTE3h7eys5OvVTVhMHbzRs2BC7d+/m7AklwAvikrG2tsY///xTZPaJGzduoEmTJnj58qWSIlMt5ubmiIqKgpeXFxYvXoxt27bh7NmziIyMxIABA/Do0SNlh0hUIqw5pjKhbdu2yg5BLe3duxfbtm1D7dq15RIvvr6+ePjwoRIjUz2RkZE4fPiwrBTxjQoVKuDJkydKikq1JCYmwt7evshya2trJCQkKCEi1WZnZwc7Ozu5ZW8GaqNP5+LiIuuvXhYdP35c7rlIJMKNGzfg4uLCZMJ7Tp48iUmTJhVZHhISgnnz5ikhItWkaJYJbW1tZGZmKiEi1VRYWAhdXV0AwNGjR2UDbHp7e/O7j9QKEwdUJhT3A4A+LikpqdgpKnNycthv/z05OTkwMDAosjw5OVn2g6Gsc3JywtmzZ2Wl02+cPXsWDg4OSoqK1J2bmxsuXrwIS0tLueXp6emoXr267G7ezZs3lRGeyhg6dCj8/PzQt29fiEQi1KtXD+fPn4eBgQEOHDiABg0aKDtElcEL4pKpVKkStm3bVqTU/u+//4avr6+SolI9FStWxPLly9GyZUscOXIE06ZNAyAdmPT98xaRKtNQdgBEpLpq1qyJgwcPyp6/SRasXLkSgYGBygpLJdWrVw8bNmyQPRcIBBCLxZg7dy4aNmyoxMhUx48//oihQ4di7dq1ePLkCZ48eYI1a9Zg2LBh6Nevn7LDIzX1+PHjYqcSzM/Px/Pnz5UQkWrasWMHqlSpAgDYv38/Hj9+jDt37mDo0KEYP368kqNTLW8uiN/HC2J5EyZMwLRp09CzZ0+sX78e69evR48ePTBjxgxMmDBB2eGpjDlz5mDFihVo0KABvv/+e9nnMCwsjFVkpFZYcUBljkgkwoIFC7B9+3bEx8ejoKBA7vXU1FQlRaZ6Zs2ahZCQENy+fRtCoRCLFi3CrVu3cP78eZw8eVLZ4amUuXPnokGDBrh06RIKCgowevRo3Lp1C6mpqTh79qyyw1MJo0ePRmpqKn7++WfZ505PTw9jxozBuHHjlBwdqZuwsDDZvw8fPiw3RZ5IJMKxY8fg6uqqhMhUU0pKiqzrS3h4OL777jt4enqib9++spkXSGrChAno0KEDHj58iEaNGgEAjh07hq1bt3J8g3e0bt0ae/fuxcyZM7Fz507o6+ujcuXKOHr0KOrXr6/s8FRGgwYNkJycjMzMTLluQaGhocVWKhKpKg6OSGXOxIkT/7+9Ow+rMe//AP4+RUpFhUiaFqWZKEq2bL+MsV/WsRU9EWObRLKMebLvHiXTMwxZx5oYj2ceS5RlKkSi7E1KMcXIJMuY0rl/fzSdcdSxDt/76P26rq6rvvf54311tZz7c3++ny8iIiIQGBiI4OBgfP3118jMzMSePXswY8YMjB8/XnREWUlNTcW//vUvJCUlQalUws3NDVOnTi0zDIlK9vCvXLlS7Xs1bty4cvf1V2QPHz7E5cuXYWBgAAcHB27loDdSOjCyPJUrV4aNjQ2WLVuGHj16vMdU8mVtbY01a9bg008/ha2tLb799lv06NEDFy9eRJs2bfDbb7+Jjigr//vf/7BgwQKcO3dOdUM8c+ZM3hATUYXFwgFVOPXr18eKFSvQvXt3GBsb49y5c6q1kydPYuvWraIjEn3Qfv75Z6Snp6Ndu3YwMDCAJEmcmUFvzNbWFmfOnOFe4ZeYNWsWli9fDgsLCzx+/BjXrl1DlSpVsG7dOqxZswYnTpwQHZG0UH5+PqKionD9+nUEBQXBzMwMZ8+eRe3atWFpaSk6njBubm6IiYmBqanpS0/24mlepC24VYEqnNzcXNXTciMjI9y/fx8A0KNHD+7Je46npyeGDBmCzz//XK0NmMqytbXFkCFDMGTIEDg6OoqOI0t5eXkYMGAAjhw5AoVCgbS0NNjZ2WHEiBEwMTHBsmXLREckLVNUVAQbGxvk5eWxcPASs2bNQqNGjZCdnY3+/furOn10dXXLHDtIvCF+FSkpKejYsSOqV6+OzMxMjBgxAmZmZvjhhx9w48YNtbk/FU2vXr1Uv2M82Ys+FOw4oArH0dERmzZtQosWLdC2bVt0794d06ZNw44dO+Dv7487d+6Ijigb48ePx86dO5Gfn49u3bph6NCh6NatW7nTpiu6kJAQbNu2DUlJSXB1dcXQoUMxcOBAblN4ho+PD+7cuYOIiAh88sknOH/+POzs7BAdHY2JEyfi4sWLoiOSFqpVqxYSEhLg4OAgOsoHwdnZGfv27YOVlZXoKMI8f0N89epV2NnZITg4uMLfED+rY8eOcHNzw5IlS2BsbKz6m56QkAAvLy9kZmaKjkhEfyOeqkAVTp8+fRATEwMACAgIQHBwMBwcHODj44Phw4cLTicvK1aswK1bt/Cf//wHxsbG+Mc//oE6dergiy++4HDE5wQGBuL06dO4cuUKevTogZUrV+Kjjz5Cp06d+CbzT9HR0Vi8eDHq1auntu7g4IAbN24ISkXazsfHB2vXrhUd44ORmZmJoqIi0TGECgwMhK+vL9LS0qCvr69a79q1K44fPy4wmbycPn0ao0aNKrNuaWmJ3NxcAYnkrbCwEDdv3kRWVpbaB5G2YMcBVXinTp1CfHw87O3t0bNnT9FxZO3Jkyf473//i/nz5yM1NbXcI9DoLydPnsSYMWOQkpLC7xUAY2NjnD17Fg4ODmpPp06fPo0uXbogLy9PdETSQv7+/ti0aRPs7e3h7u4OQ0NDteshISGCkmmnZ383K6rq1avj7NmzqF+/vtr348aNG3B0dMSTJ09ER5SF2rVr48CBA3B1dVX7PkVHR8PPzw/Z2dmiI8rCtWvX4Ofnh4SEBLX10vk+fH9A2oIzDqjCWbhwIWrXrq3qLmjRogVatGiBdevWYfHixZg6darghPKUm5uL7du3Y/PmzUhJSUGzZs1ER5KtxMREbN26FTt27MD9+/fx+eefi44kC+3atcOmTZswd+5cAIBCoYBSqcTSpUvh6ekpOB1pqwsXLsDNzQ1AyRv0Z3HoJr0JfX19FBQUlFm/evUqatWqJSCRPPXq1Qtz5sxBZGQkgJLft6ysLEybNg39+vUTnE4+hg0bhkqVKuHHH3+EhYUF/y6R1mLHAVU4NjY22Lp1Kzw8PNTWT506hUGDBiEjI0NQMvkpKCjArl27sHXrVhw9ehR2dnbw8vKCt7c37O3tRceTlWvXrmHLli3YunUrMjMz4enpCW9vb/Tt2xfGxsai48nCpUuX8H//939o2rQpYmNj0bNnT1y8eBH37t1DfHw86tevLzoiUYXHjgPgiy++wK+//orIyEiYmZkhJSUFurq66N27N9q1a4fly5eLjigLBQUF6NatGy5evIgHDx6gbt26yM3NRatWrbBv374y3T8VlaGhIZKSkvDxxx+LjkL0Vlg4oApHX18fly9fhq2trdr69evX4eTkxBbEZxgYGMDU1BQDBgyAt7c3uwxeQEdHB+7u7vDy8sKgQYNQp04d0ZFkKTc3FytXrkRSUhKUSiXc3Nwwbtw4DpEkkgkWDnhD/LpiY2Nx9uxZ1d/0jh07io4kK82aNUNoaCjatGkjOgrRW2HhgCocBwcHzJw5E0OGDFFb//777zFz5kxcv35dUDL5iY6ORseOHaGjwzmqL3Pt2jU0aNBAdAyiCun06dPYuXMnsrKyUFhYqHZt9+7dglJpJxYO/sIb4teXn58PExMT0TGEe3ary5kzZ/DPf/4TCxYsgLOzMypXrqz22mrVqr3veERvhDMOqMIZMWIEJkyYgKKiInTo0AEAEBMTgylTpmDSpEmC08lLp06dREfQGiwavNyBAwdgZGSkeury73//G2vWrIGTkxP+/e9/w9TUVHBC0kbbt2+Hj48POnXqhEOHDqFTp05IS0tDbm4u+vTpIzqebGRmZsLGxualr/vuu+9Qu3btdx9IC3To0EH1PiE/P19sGBlavHgxbGxsMHDgQADAgAEDsGvXLtSpUwf79u1D48aNBScUx8TERG2WgSRJ+PTTT9Vew+GIpG3YcUAVjiRJmDZtGlasWKF6MqWvr4+pU6dixowZgtPJT1RUFCIjI8t9knf27FlBqeSnuLgYoaGhGr9X9+7dE5RMPpydnbF48WJ069YNqampcHd3x6RJkxAbG4tPPvkE69evFx2RtJCLiwtGjRqFcePGqZ6W29raYtSoUbCwsMDs2bNFR5QFHR0deHh4YOjQoejfvz/MzMxER5It3hC/Gjs7O2zevBkeHh44dOgQBgwYgB07dqj+D0ZHR4uOKMzrHFndvn37d5iE6G8kEVVQDx48kBITE6XU1FTpyZMnouPIUlhYmGRkZCSNGzdO0tPTk0aNGiV17NhRql69ujR9+nTR8WQlODhYsrCwkJYuXSrp6+tLc+fOlfz8/KQaNWpIYWFhouPJgqGhoZSRkSFJkiTNnDlT6tevnyRJkpSUlCTVrl1bYDLSZlWrVlX9XNWoUUNKSUmRJEmSLl26JNWpU0dgMnlJSkqSgoKCpHr16klVqlSRevbsKUVGRvL/XzlsbW2l+Ph4SZIkKTo6WjIxMZEOHjwo+fn5SZ999pngdPKhr68vZWVlSZIkSePHj5e++OILSZIk6erVq5KJiYnIaLJy48YNSalUlllXKpXSjRs3BCQiejPcuEwVlpGREZo1a4ZGjRqhSpUqouPI0rfffovVq1cjPDwcenp6mDJlCg4dOoTx48fj/v37ouPJypYtW7BmzRoEBQWhUqVKGDx4MCIiIjBjxgycPHlSdDxZ0NPTw+PHjwEAhw8fVm2FMTMzK/foM6JXYWZmhgcPHgAALC0tceHCBQAlreWlP28EuLm5YenSpcjKysL+/fthbm6OUaNGwdzcXHU8MZXIycmBlZUVAODHH3/EgAED0KlTJ0yZMgWnT58WnE4+TE1NkZ2dDaBkK1rpDAhJkth+/wxbW1v8+uuvZdbv3btXZlA3kZyxcEBEGmVlZamOrTQwMFC9OR86dCi2bdsmMprs5ObmwtnZGUBJUaq0sNKjRw/873//ExlNNtq0aYPAwEDMnTsXiYmJ6N69O4CSwZL16tUTnI60Vdu2bXHo0CEAJS3lAQEBGDlyJAYPHlxmTzEBCoUCnp6eWLNmDQ4fPgw7Ozts3LhRdCxZ4Q3xq+nbty+8vLzw2WefIS8vD127dgUAnDt3jkc2P0P6c5bB8x4+fAh9fX0BiYjeDIcjEpFGderUQV5eHqytrWFtbY2TJ0+icePGyMjIgMTxKGrq1auHnJwcfPTRR7C3t0d0dDTc3Nxw+vRpdrT8KTw8HGPHjkVUVBRWrlwJS0tLAMD+/fvRpUsXwelIW4WHh6uO0f3qq69QuXJlxMXFoW/fvggODhacTn6ys7Oxbds2bN26FampqWjVqhXCw8NFx5KV0htiBwcH3hC/QGhoKGxsbJCdnY0lS5bAyMgIQEnHxtixYwWnEy8wMBBASbEuODgYVatWVV0rLi7GqVOn0KRJE0HpiF4fhyMSkUYjRoyAlZUVZs6ciVWrViEwMBCtW7fGmTNn0LdvX6xdu1Z0RNmYNm0aqlWrhunTpyMqKgqDBw+GjY0NsrKyMHHiRCxatEh0RK2xaNEijB49mkd6Ef2NVq9ejS1btiA+Ph6Ojo7w9vaGl5fXK520UNEUFRUhLCwM2dnZ8PX1haurKwBg+fLlMDIywogRIwQn1C7du3dHREQELCwsREd5rzw9PQGUDEps1aoV9PT0VNf09PRgY2ODoKAgODg4iIpI9FpYOCAijZRKJZRKJSpVKmlOioyMRFxcHOzt7TF69Gi1f4Kk7tSpU4iPj4e9vT169uwpOo5WqVatGs6dO8dz5OmVpaenY/369UhPT0dYWBjMzc1x4MABWFlZoWHDhqLjyYKVlRUGDRoEb29vPuX8m1TUG+LXVXraSUX9mz5s2DCEhYWhWrVqL3zdzZs3UbduXejocCc5yRMLB0T01saOHYs5c+agZs2aoqPIHt9ovlxFf5NJr+fYsWPo2rUrWrdujePHj+Py5cuws7PDkiVLkJiYiKioKNERhXv69CnmzJmDkSNHqob+0dvj36pXw+/Tq2HRnOSOJS0iemubN2/mVPxXdPz4cfz++++iYxB9MKZNm4Z58+bh0KFDal1Qnp6eOHHihMBk8lGpUiWEhoZysB+RjPFZLskdCwdE9Nb4z46IRElNTUWfPn3KrNeqVQt5eXkCEsnTp59+iqNHj4qOQUREWoqnKhAREZHWMjExQU5OTpnz0JOTk1UndxDQtWtXfPXVV7hw4QKaNm0KQ0NDteucxUJERC/CwgERERFpLS8vL0ydOhU7d+6EQqGAUqlEfHw8goKC4OPjIzqebIwZMwYAEBISUuaaQqHgNgYiInohblUgIiJZadu2LQwMDETHIC0xf/58fPTRR7C0tMTDhw/h5OSEdu3awcPDA//85z9Fx5ON0lNyyvtg0YDepenTp8PMzEx0DNlTKBSiIxC9EDsOiIjovXmVY/P27dsnOCVpk8qVK2PLli2YM2cOkpOToVQq4erqyrPRyxETE4OYmBjcuXMHSqVSta5QKLB27VqBybQTb4iBa9eu4ejRo2V+pgBgxowZAICvvvpKRDStw3lRJHcsHBDRWxsyZMhLzyemEhX5jebzx+bNnz8f5ubmSElJQUREBI/No7dSv3591K9fX3QM2Zo9ezbmzJkDd3d3WFhY8OnmS3z//fdYtWoVMjIycOLECVhbW2P58uWwtbVFr169APCGeM2aNRgzZgxq1qyJOnXqqP1MKRQKVeGAXs2lS5dQt25d0TGINFJILG8R0Qv89NNP+O6775Ceno6oqChYWlri+++/h62tLdq0aSM6nqy8yhvNiqxVq1bo378/AgMD1c71Pn36NHr37o1bt26JjkhaqLi4GBs2bCj3SToAxMbGCkomLxYWFliyZAmGDh0qOorsrVy5EjNmzMCECRMwf/58XLhwAXZ2dtiwYQM2btyII0eOiI4oC9bW1hg7diymTp0qOoqs9enTp9xCnUKhgL6+Puzt7eHl5QVHR0cB6YheHWccEJFGu3btQufOnWFgYIDk5GT88ccfAIAHDx5gwYIFgtPJy8qVKxEYGIhu3bohPz9ftWfYxMQEy5cvFxtOJnhsHr0LAQEBCAgIQHFxMRo1aoTGjRurfVCJwsJCeHh4iI6hFb755husWbMGX3/9NXR1dVXr7u7uSE1NFZhMXn777Tf0799fdAzZq169OmJjY3H27FlVASE5ORmxsbF4+vQpduzYgcaNGyM+Pl5wUqIX41YFItJo3rx5WLVqFXx8fLB9+3bVuoeHB+bMmSMwmfyUvtHs3bs3Fi1apFp3d3dHUFCQwGTywWPz6F3Yvn07IiMj0a1bN9FRZG3EiBHYunUrgoODRUeRvYyMDLi6upZZr1KlCh49eiQgkTz1798f0dHRGD16tOgoslanTh14eXkhPDwcOjolz2yVSiUCAgJgbGyM7du3Y/To0Zg6dSri4uIEpyXSjIUDItLo6tWraNeuXZn1atWqIT8///0HkjG+0Xw5HptH74Kenh7s7e1Fx5ClwMBA1edKpRKrV6/G4cOH4eLigsqVK6u9trxjGisqW1tbnDt3DtbW1mrr+/fvh5OTk6BU8mNvb4/g4GCcPHkSzs7OZX6mxo8fLyiZvKxduxbx8fGqogEA6OjowN/fHx4eHliwYAG+/PJLtG3bVmBKopdj4YCINLKwsMDPP/8MGxsbtfW4uDjY2dmJCSVTfKP5cvPnz4evry8sLS0hSRKcnJxQXFwMLy8vHptHb2zSpEkICwtDeHg4B/49Jzk5We3rJk2aAAAuXLigts7vm7rJkydj3LhxePLkCSRJQmJiIrZt24aFCxciIiJCdDzZWL16NYyMjHDs2DEcO3ZM7ZpCoWDh4E9Pnz7FlStX0KBBA7X1K1euqLY16uvr8/eQZI+FAyLSaNSoUQgICMC6deugUCjwyy+/4MSJEwgKCuK05OfwjebL8dg8+rv07dtX7evY2Fjs378fDRs2LPPUc/fu3e8zmqxwiN+bGTZsGJ4+fYopU6bg8ePH8PLygqWlJcLCwjBo0CDR8WQjIyNDdAStMHToUPj5+WH69Olo1qwZFAoFEhMTsWDBAlW33bFjx1RHEhPJFU9VIKIX+vrrrxEaGoonT54AKGm9DwoKwty5cwUnk581a9Zg3rx5yM7OBgBYWlpi1qxZ8PPzE5yM6MMybNiwV37t+vXr32ES+tDdvXsXSqUS5ubmoqPIWuntBJ+al1VcXIxFixYhPDwct2/fBgDUrl0b/v7+mDp1KnR1dZGVlQUdHR3Uq1dPcFoizVg4IKKXevz4MS5dugSlUgknJycYGRmJjiRrfKNZPkmSEBUVhSNHjpR7bF5FfjJM7158fDzc3d1RpUoV0VGIPhibNm3C0qVLkZaWBgBo0KABJk+ezGM/NSgoKABQMiuKSNvwOEYi0mj48OF48OABqlatCnd3dzRv3hxGRkZ49OgRhg8fLjqerGRkZKjeONWsWVNVNEhLS0NmZqbAZPIREBCAoUOHIiMjA0ZGRqhevbraB9G71LVrV9y6dUt0DNICeXl5GDduHJycnFCzZk2YmZmpfVCJkJAQjBkzBt26dUNkZCR27NiBLl26YPTo0QgNDRUdT5aqVavGogFpLXYcEJFGurq6yMnJKfPk/O7du6hTpw6ePn0qKJn8tG/fHsOHD8c//vEPtfXNmzcjIiICR48eFRNMRszMzLB582Yem0dCGBsb4/z58xzsSi/VtWtXpKenw8/PD7Vr1y7Tfv/83/mKytbWFrNnzy5zKs7GjRsxa9YszkD40+3btxEUFISYmBjcuXMHz996lQ5IJJI7DkckojIKCgogSRIkScKDBw+gr6+vulZcXIx9+/axDf85ycnJaN26dZn1li1b4ssvvxSQSH6qV6/OmzYikr24uDjExcWhcePGoqPIWk5ODjw8PMqse3h4ICcnR0AiefL19UVWVhaCg4NhYWHBORCktVg4IKIyTExMoFAooFAoyhwfBJQMP5o9e7aAZPKlUCjw4MGDMuv379/n04Q/zZo1C7Nnz8a6detgYGAgOg4RUbk+/vhj/P7776JjyJ69vT0iIyMxffp0tfUdO3bwtJxnxMXF4aefflIdh0qkrVg4IKIyjhw5AkmS0KFDB+zatUttT6eenh6sra1Rt25dgQnlp23btli4cCG2bdsGXV1dACXdGQsXLkSbNm0Ep5OH/v37Y9u2bTA3N4eNjU2ZY/POnj0rKBkR0V++/fZbTJs2DTNmzECjRo3K/K3iHvUSs2fPxsCBA3H8+HG0bt0aCoUCcXFxiImJQWRkpOh4smFlZVVmewKRNmLhgIjKaN++PYCSgX9WVlbQ0eEc1ZdZsmQJ2rVrB0dHR7Rt2xYA8NNPP6GgoACxsbGC08mDr68vkpKSMGTIkHL3DRO9S/x5o1dlYmKC+/fvo0OHDmrrkiRBoVCwi+xP/fr1w6lTpxAaGoo9e/ZAkiQ4OTkhMTERrq6uouPJxvLlyzFt2jR89913sLGxER2H6I1xOCIRvdTjx4+RlZWFwsJCtXUXFxdBieTpl19+QXh4OM6fPw8DAwO4uLjgyy+/5BTuPxkaGuLgwYPswCAhOByRXlXz5s1RqVIlBAQElFvkLC2uE70KU1NTPH78GE+fPkXVqlXLdLDcu3dPUDKi18OOAyLS6Ndff8WwYcOwf//+cq/zqYu6unXrYsGCBaJjyJaVlRVbfEmY8maQEJXnwoULSE5OhqOjo+goslNQUKD6O15QUPDC1/LvfYnly5eLjkD0t2DhgIg0mjBhAn777TecPHkSnp6e+OGHH3D79m3MmzcPy5YtEx1PltidodmyZcswZcoUrFq1iu2a9LdxdXUtdxuCQqGAvr4+7O3t4evrC09PTwHpSBu5u7sjOzubhYNymJqaqo5pLh2k/Dxu6VDH4zvpQ8HCARFpFBsbi//85z9o1qwZdHR0YG1tjc8++wzVqlXDwoUL0b17d9ERZYPdGS83ZMgQPH78GPXr12e7Jv1tunTpgpUrV8LZ2RnNmzeHJEk4c+YMUlJS4Ovri0uXLqFjx47YvXs3evXqJTouaQF/f38EBARg8uTJcHZ2LvO3qiIXgmNjY1Xb744cOSI4jXyxM4M+RCwcEJFGjx49grm5OQDAzMwMv/76Kxo0aABnZ2dOwH8OuzNeju2a9C7cvXsXkyZNQnBwsNr6vHnzcOPGDURHR2PmzJmYO3cuCwf0SgYOHAgAGD58uGpNoVDwSTrU5zvY2trCysqqTNeBJEnIzs5+39FkhZ0Z9CFi4YCINHJ0dMTVq1dhY2ODJk2aqCYCr1q1ChYWFqLjyQq7M16O7Zr0LkRGRiIpKanM+qBBg9C0aVOsWbMGgwcPRkhIiIB0pI0yMjJER9AKtra2qpvjZ927dw+2trYV+oaYnRn0IWLhgIg0mjBhAnJycgAAM2fOROfOnbFlyxbo6elhw4YNYsPJDLszysd2TXrX9PX1kZCQAHt7e7X1hIQE6OvrAwCUSiWqVKkiIh5pIWtra9ERtELpE/PnPXz4UPW7V1E925nBUzjoQ8HCARFp5O3trfrc1dUVmZmZuHLlCj766CPUrFlTYDL5YXdG+diuSe+av78/Ro8ejaSkJDRr1gwKhQKJiYmIiIjA9OnTAQAHDx7kufL0Qnv37kXXrl1RuXJl7N2794Wv7dmz53tKJU+BgYEASrZvBAcHo2rVqqprxcXFOHXqFJo0aSIonTzl5+cjMTERd+7cgVKpVLvm4+MjKBXR61FIkiSJDkFE8lNUVARHR0f8+OOPcHJyEh1H9rZs2YKioiL4+voiOTkZnTt3xt27d6Gnp4eNGzeq9sxWNMeOHUPr1q1RqVIlbNy4EVZWVtDV1VV7jVKpRFZWFrcy0BvbsmULwsPDcfXqVQAlhTx/f394eXkBAH7//XfVKQtE5dHR0UFubi7Mzc2ho6Oj8XUsckJ1QsmxY8fQqlUr6Onpqa7p6enBxsYGQUFBcHBwEBVRVv773//C29sbjx49grGxsVoBXaFQcDAwaQ0WDohII0tLSxw+fBiffPKJ6ChaRZIk/P777+zOeI6urm65+2Hz8vJgbm5e4d+MExFpk2HDhiEsLIzbzF6iQYMG6NatGxYsWKDWnUGkbTSXVImowvP398fixYvx9OlT0VG0wtq1a9GoUSPo6+vD1NQUPj4+2LNnj+hYssH9sPQuFRYW4ubNm8jKylL7IHpdmzZtwh9//FFmvbCwEJs2bRKQSJ7Wr1/PosEruHXrFsaPH8+iAWk9dhwQkUZ9+vRBTEwMjIyM4OzsDENDQ7Xru3fvFpRMfoKDgxEaGgp/f3+0atUKAHDixAmEh4cjICAA8+bNE5xQnNL9sGFhYRg5cmS5+2F1dXURHx8vKiJpsbS0NAwfPhwJCQlq65ydQW+K3VGv7vTp09i5cyeysrJQWFiodo3vEUr07dsXgwYNwoABA0RHIXorHI5IRBqZmJigX79+omNohZUrV6qOfSvVs2dPuLi4wN/fv0IXDpKTkwGU3MilpqaW2Q/buHFjBAUFiYpHWs7X1xeVKlXCjz/+CAsLi3K7Woheh6buqJs3b6J69eoCEsnT9u3b4ePjg06dOuHQoUPo1KkT0tLSkJubiz59+oiOJxvdu3fH5MmTcenSJTg7O6Ny5cpq1yv6sE3SHuw4IKK3Fh8fD3d39wp93JmpqSkSExPLDIO6du0amjdvjvz8fDHBZIT7YeldMDQ0RFJSEj7++GPRUUjLubq6QqFQ4Pz582jYsCEqVfrr+VpxcTEyMjLQpUsXREZGCkwpHy4uLhg1ahTGjRsHY2NjnD9/Hra2thg1ahQsLCwwe/Zs0RFlgcM26UPBjgMiemtdu3bFuXPnYGdnJzqKMEOGDMHKlSsREhKitr569Wq1Yy0rsvXr14uOQB8gJycn3L17V3QM+gD07t0bAHDu3Dl07twZRkZGqmulpwWwC+8v6enp6N69OwCgSpUqePToERQKBSZOnIgOHTqwcPCn549fJNJWLBwQ0Vtj41KJtWvXIjo6Gi1btgQAnDx5EtnZ2fDx8VHt8wdQprhARG9u8eLFmDJlChYsWFBuGzA7XOhVzZw5EwBgY2ODgQMHcmjrS5iZmeHBgwcASk5hunDhApydnZGfn4/Hjx8LTkdEfzduVSCit1baoliROw5Kz7V+GYVCgdjY2HechqjiKG0Dfn5POocjEr1bXl5ecHd3R2BgIObPn4+wsDD06tULhw4dgpubW4UejrhixQp88cUX0NfXx4oVK1742vHjx7+nVERvh4UDInprLBwQkSjHjh174fX27du/pySkzUxNTV95sOa9e/fecRrtcO/ePTx58gR169aFUqnEv/71L8TFxcHe3h7BwcEwNTUVHVEYW1tbnDlzBjVq1ICtra3G1ykUCly/fv09JiN6cywcENFbY+GAiIi02caNG1Wf5+XlYd68eejcubPa8boHDx5EcHAwJk6cKCqmbDx9+hRbtmxB586dUadOHdFxiOg9YOGAiN5atWrVKvxwRCJ6f1JSUtCoUSPo6OggJSXlha91cXF5T6noQ9GvXz94enriyy+/VFsPDw/H4cOHsWfPHjHBZKZq1aq4fPkyrK2tRUchoveAhQMiemvsOCCi90lHRwe5ubkwNzeHjo4OFApFuUNaOeOA3oSRkRHOnTsHe3t7tfW0tDS4urri4cOHgpLJi6enJwICAlSnUZBmN2/exN69e5GVlYXCwkK1axyYTNqCpyoQkUYdOnTA7t27YWJiorZeUFCA3r17q4b8lU5VJiJ6HzIyMlCrVi3V50R/pxo1auCHH37A5MmT1db37NmDGjVqCEolP2PHjsWkSZNw8+ZNNG3aFIaGhmrX2e1TIiYmBj179oStrS2uXr2KRo0aITMzE5Ikwc3NTXQ8olfGjgMi0ujZp3rPunPnDiwtLVFUVCQoGRFRiePHj8PDwwOVKqk/C3n69CkSEhLQrl07QclIW23YsAF+fn7o0qWLasbByZMnceDAAURERMDX11dsQJkoPdHkWaXdP+z2+Uvz5s3RpUsXzJkzR9WhaW5uDm9vb3Tp0gVjxowRHZHolbBwQERllO4ZbtKkCWJjY2FmZqa6VlxcjAMHDuC7775DZmamoIRERCV0dXWRk5NTpsCZl5cHc3Nz3rzQGzl16hRWrFiBy5cvQ5IkODk5Yfz48WjRooXoaLJx48aNF17n7IMSxsbGOHfuHOrXrw9TU1PExcWhYcOGOH/+PHr16sX3UqQ1uFWBiMpo0qQJFAoFFAoFOnToUOa6gYEBvvnmGwHJiIjUlT7dfF5eXl6Z1mmiV9WiRQts2bJFdAxZY2Hg1RgaGuKPP/4AANStWxfp6elo2LAhAODu3bsioxG9FhYOiKiMjIwMSJIEOzs7JCYmqvYSA4Cenh7Mzc2hq6srMCERVXR9+/YFUNIa7evriypVqqiuFRcXIyUlBR4eHqLikZZLT0/H+vXrcf36dSxfvhzm5uY4cOAArKysVDd9Fd2mTZteeN3Hx+c9JZG3li1bIj4+Hk5OTujevTsmTZqE1NRU7N69Gy1bthQdj+iVsXBARGVYW1ujqKgIPj4+MDMz41MFIpKd6tWrAyjpODA2NoaBgYHqmp6eHlq2bImRI0eKikda7NixY+jatStat26N48ePY968eTA3N0dKSgoiIiIQFRUlOqIsBAQEqH1dVFSEx48fQ09PD1WrVmXh4E8hISGqkzhmzZqFhw8fYseOHbC3t0doaKjgdESvjjMOiEgjU1NTJCUl8ZhFIpKt2bNnIygoiNsS6G/TqlUr9O/fH4GBgWrHDZ8+fRq9e/fGrVu3REeUrbS0NIwZMwaTJ09G586dRccRrri4GHFxcXBxcYGpqanoOERvpew4VCKiP/Xu3Rt79uwRHYOISKMpU6aozTi4ceMGli9fjujoaIGpSJulpqaiT58+ZdZr1aqFvLw8AYm0h4ODAxYtWlSmG6Gi0tXVRefOnZGfny86CtFb41YFItLI3t4ec+fORUJCQrlnNI8fP15QMiKiEr169ULfvn0xevRo5Ofno3nz5tDT08Pdu3cREhLCo87otZmYmCAnJwe2trZq68nJybC0tBSUSnvo6uril19+ER1DNpydnXH9+vUyP09E2oZbFYhIoxf9k1MoFLh+/fp7TENEVFbNmjVx7NgxNGzYEBEREfjmm2+QnJyMXbt2YcaMGbh8+bLoiKRlpkyZghMnTmDnzp1o0KABzp49i9u3b8PHxwc+Pj6YOXOm6IiysHfvXrWvJUlCTk4OwsPDYWVlhf379wtKJi/R0dGYOnUq5s6dW+5DmGrVqglKRvR6WDggIiIirVW1alVcuXIFH330EQYMGICGDRti5syZyM7OhqOjIx4/fiw6ImmZoqIi+Pr6Yvv27ZAkCZUqVcLTp0/h7e2NDRs28FShP+noqO94VigUqFWrFjp06IBly5bBwsJCUDJ5efb79Oy2qtKjZIuLi0XEInpt3KpAREREWsve3h579uxBnz59cPDgQUycOBEAcOfOHT7JozdSuXJlbNmyBXPnzsWZM2egUCjg6uoKe3t70dFkRalUio6gFdavXw8rK6syBSelUomsrCxBqYheHzsOiOiFbt68ib179yIrKwuFhYVq10JCQgSlIiIqERUVBS8vLxQXF6NDhw44dOgQAGDhwoU4fvw426XpjaxduxahoaFIS0sDUDL0b8KECRgxYoTgZGIFBga+8mv5HqGErq4ucnJyYG5urrael5cHc3NzdhyQ1mDHARFpFBMTg549e8LW1hZXr15Fo0aNkJmZCUmS4ObmJjoeERE+//xztGnTBjk5OWjcuLFq/dNPPy13Mj7RywQHByM0NBT+/v5o1aoVAODEiROYOHEiMjMzMW/ePMEJxUlOTlb7OikpCcXFxXB0dAQAXLt2Dbq6umjatKmIeLJUuiXheQ8fPoS+vr6ARERvhh0HRKRR8+bN0aVLF8yZM0d1lrW5uTm8vb3RpUsXTisnItn4+eefkZ6ejnbt2sHAwEDjm3Wil6lZsya++eYbDB48WG1927Zt8Pf3x927dwUlk5eQkBAcPXoUGzduhKmpKQDgt99+w7Bhw9C2bVtMmjRJcEKxSrszwsLCMHLkSFStWlV1rbi4GKdOnYKuri7i4+NFRSR6LSwcEJFGxsbGOHfuHOrXrw9TU1PExcWhYcOGOH/+PHr16oXMzEzREYmogsvLy8OAAQNw5MgRKBQKpKWlwc7ODn5+fjAxMcGyZctERyQtY2pqisTERDg4OKitX7t2Dc2bN0d+fr6YYDJjaWmJ6OhoNGzYUG39woUL6NSpU4U/ktHT0xMAcOzYMbRq1Qp6enqqa3p6erCxsUFQUFCZnzMiueJWBSLSyNDQEH/88QcAoG7dukhPT1e9QeATFyKSg4kTJ6Jy5crIysrCJ598olofOHAgJk6cyMIBvbYhQ4Zg5cqVZfbor169Gt7e3oJSyU9BQQFu375dpnBw584dPHjwQFAq+Thy5AgAYNiwYQgLC+OwVtJ6LBwQkUYtW7ZEfHw8nJyc0L17d0yaNAmpqanYvXs3WrZsKToeERGio6Nx8OBB1KtXT23dwcEBN27cEJSKtM2zQ/8UCgUiIiIQHR2t+l938uRJZGdnw8fHR1RE2enTpw+GDRuGZcuWqX2fJk+ejL59+wpOJx/r168XHYHob8HCARFpFBISgocPHwIAZs2ahYcPH2LHjh2wt7dHaGio4HRERMCjR4/U9g6Xunv3LqpUqSIgEWmj54f+lQ73S09PBwDUqlULtWrVwsWLF997NrlatWoVgoKCMGTIEBQVFQEAKlWqBD8/PyxdulRwOiL6u3HGAREREWmt7t27w83NDXPnzoWxsTFSUlJgbW2NQYMGQalUIioqSnREog/ao0ePkJ6eDkmSYG9vD0NDQ9GRiOgdYOGAiF4oPz8fUVFRSE9Px+TJk2FmZoazZ8+idu3asLS0FB2PiCq4y5cvo3379mjatCliY2PRs2dPXLx4Effu3UN8fDzq168vOiIREZHW41YFItIoJSUFHTt2RPXq1ZGZmYmRI0fCzMwMP/zwA27cuIFNmzaJjkhEFVhRURHGjh2LvXv3Yv/+/dDV1cWjR4/Qt29fjBs3DhYWFqIjEhERfRDYcUBEGnXs2BFubm5YsmQJjI2Ncf78edjZ2SEhIQFeXl48jpGIhKtVqxYSEhJ4pBkREdE7pCM6ABHJ1+nTpzFq1Kgy65aWlsjNzRWQiIhInY+PD9auXSs6BhER0QeNWxWISCN9fX0UFBSUWb969Spq1aolIBERkbrCwkJERETg0KFDcHd3LzOYLSQkRFAyIiKiDwcLB0SkUa9evTBnzhxERkYCKDnbOisrC9OmTUO/fv0EpyMiAi5cuAA3NzcAwLVr19SuKRQKEZGIiIg+OJxxQEQaFRQUoFu3brh48SIePHiAunXrIjc3Fy1btsT+/ft55BIRERERUQXAwgERvdSRI0eQlJQEpVIJNzc3dOzYUXQkIiIiIiJ6T1g4IKIXiomJQUxMDO7cuQOlUql2bd26dYJSERERERHR+8IZB0Sk0ezZszFnzhy4u7vDwsKC+4WJiIiIiCogdhwQkUYWFhZYsmQJhg4dKjoKEREREREJoiM6ABHJV2FhITw8PETHICIiIiIigVg4ICKNRowYga1bt4qOQUREREREAnGrAhGpCQwMVH2uVCqxceNGuLi4wMXFBZUrV1Z7bUhIyPuOR0RERERE7xkLB0SkxtPT85Vep1AoEBsb+47TEBERERGRaCwcEBEREREREZFGnHFARERERERERBqxcEBEREREREREGrFwQEREREREREQasXBARERERERERBqxcEBEREREREREGrFwQEREREREREQasXBARERERERERBr9PwxV4V9ZgutUAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1200x1000 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"if \"time_seconds\" in df_combined.columns and \"bedtime_seconds\" in df_combined.columns:\n",
|
|
" df_combined[\"time_diff_activity_to_sleep_time_seconds\"] = (\n",
|
|
" df_combined[\"bedtime_seconds\"] - df_combined[\"time_seconds\"] + df_combined[\"duration_seconds\"]\n",
|
|
" )\n",
|
|
"\n",
|
|
"filtered = df_combined[df_combined[\"time_diff_activity_to_sleep_time_seconds\"] < 3 * 60 * 60]\n",
|
|
"filtered = filtered.drop(columns=[\"time_diff_activity_to_sleep_time_seconds\"])\n",
|
|
"\n",
|
|
"correlation_matrix = filtered.corr(numeric_only=True)\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12, 10))\n",
|
|
"sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0)\n",
|
|
"plt.title(\"Korrelationsmatrix- Trainings 2 Stunden vor dem Schlafen\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 162,
|
|
"id": "67cd8626",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"365\n",
|
|
"training_this_day\n",
|
|
"True 251\n",
|
|
"False 114\n",
|
|
"Name: count, dtype: int64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"df_combined['training_this_day'] = df_combined['heart_rate_average'].notna()\n",
|
|
"print(len(df_combined))\n",
|
|
"print(df_combined['training_this_day'].value_counts())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "da366f4a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/var/folders/cp/r09cdjsd4hzc7p8vtlkxw48h0000gn/T/ipykernel_9401/1781150763.py:15: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n",
|
|
" plt.boxplot(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 800x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"df_combined['training_this_day'] = df_combined['calories'].notna()\n",
|
|
"df_combined['training_2h_before_sleep'] = (\n",
|
|
" (df_combined['training_this_day']) &\n",
|
|
" (df_combined['time_diff_activity_to_sleep_time_seconds'].abs() < 3 * 60 * 60)\n",
|
|
")\n",
|
|
"\n",
|
|
"group_no_training = df_combined[~df_combined['training_this_day']]['score']\n",
|
|
"group_training_2h_before_sleep = df_combined[df_combined['training_2h_before_sleep']]['score']\n",
|
|
"group_training_more_than_2h = df_combined[\n",
|
|
" df_combined['training_this_day'] & ~df_combined['training_2h_before_sleep']\n",
|
|
"]['score']\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.figure(figsize=(8, 6))\n",
|
|
"plt.boxplot(\n",
|
|
" [group_no_training.dropna(), group_training_more_than_2h.dropna(),\n",
|
|
" group_training_2h_before_sleep.dropna()],\n",
|
|
" labels=['Kein Training ' + str(len(group_no_training.dropna())), 'Training (>2h vorher) ' + str(len(\n",
|
|
" group_training_more_than_2h.dropna())), 'Training (<2h vorher) ' + str(len(group_training_2h_before_sleep.dropna()))]\n",
|
|
")\n",
|
|
"plt.ylabel('Sleep Score')\n",
|
|
"#plt.ylim(35, 55)\n",
|
|
"plt.title('Sleep Score nach Trainingszeitpunkt')\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "base",
|
|
"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": "3.13.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|