1914 lines
611 KiB
Plaintext
1914 lines
611 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"<div style=\"\n",
|
||
" border: 2px solid #4CAF50; \n",
|
||
" padding: 15px; \n",
|
||
" background-color: #f4f4f4; \n",
|
||
" border-radius: 10px; \n",
|
||
" align-items: center;\">\n",
|
||
"\n",
|
||
"<h1 style=\"margin: 0; color: #4CAF50;\">Tabellarische Daten: Ein Beispiel</h1>\n",
|
||
"<h2 style=\"margin: 5px 0; color: #555;\">DSAI</h2>\n",
|
||
"<h3 style=\"margin: 5px 0; color: #555;\">Jakob Eggl</h3>\n",
|
||
"\n",
|
||
"<div style=\"flex-shrink: 0;\">\n",
|
||
" <img src=\"https://www.htl-grieskirchen.at/wp/wp-content/uploads/2022/11/logo_bildschirm-1024x503.png\" alt=\"Logo\" style=\"width: 250px; height: auto;\"/>\n",
|
||
"</div>\n",
|
||
"<p1> © 2024/25 Jakob Eggl. Nutzung oder Verbreitung nur mit ausdrücklicher Genehmigung des Autors.</p1>\n",
|
||
"</div>\n",
|
||
"<div style=\"flex: 1;\">\n",
|
||
"</div> "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Ein Beispiel"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Wählen Sie eines das folgende Dataset. Verwenden Sie bitte die Versionen, die auf Eduvidual bereitgestellt sind! (Die Links sind als Informationsquelle und als Referenzangabe angedacht).\n",
|
||
"\n",
|
||
"* Insurance `insurance.csv` (verwendet von https://www.kaggle.com/datasets/owaiskhan9654/health-insurance-lead-prediction-raw-data)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Wiederholen Sie nun jene Schritte der letzten beiden Stunden, die Sie für notwendig halten. Begründen Sie die Entscheidungen! Untersuchen und vorverarbeiten Sie dabei die gegebenen Daten (Visualisierungen sind nicht notwendig, diese werden erst später behandelt). Dokumentieren Sie Auffälligkeiten und Erkenntnisse."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Beachten Sie dabei insbesondere folgende Punkte (wählen Sie aber auch weitere Schritte, welche Sie für sinnvoll halten, basierend auf den besprochenen Möglichkeiten der letzten Stunden):\n",
|
||
"* Um was geht es bei dem Dataset?x\n",
|
||
"* Welche Features gibt es?x\n",
|
||
"* Gibt es ein offensichtliches Label? Würden andere Spalten als Label auch Sinn machen? (Können auch numerisch, i.e. *float* sein)!x\n",
|
||
"* Gibt es nominale, quantitative oder ordinale Spalten? Müssen diese umgerechnet werden?x\n",
|
||
"* Wie gut ist die Datenqualität (NaN, Sanity Check, etc.) -> Wie gehen Sie mit diesen Daten um?x\n",
|
||
"* Normalisieren Sie geeignete Spalten und speichern Sie diese in einer neuen Spalte. Welche Normalisierungsmethode wählen Sie und warum?x\n",
|
||
"* Ist das Aggregieren sinnvoll? Wenden Sie auch eine Aggregierungsmehtode an um zBsp die Initialen von einem Namen herauszufinden oder ähnliches.\n",
|
||
"* Welche Gruppierungen würden ggf. Sinn machen?\n",
|
||
"* Falls möglich \"erfinden\" Sie ein weiteres Dataframe, welches Sie mergen können\n",
|
||
"* etc."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Dokumentieren Sie sämtliche Ergebnisse, indem Sie auch diese Zellen im Notebook belassen, welche keine zufriedenstellenden Ergebnisse liefern."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Import Required Libraries\n",
|
||
"import pandas as pd\n",
|
||
"import os\n",
|
||
"from sklearn.preprocessing import MinMaxScaler\n",
|
||
"import sklearn.linear_model as lm\n",
|
||
"from matplotlib import pyplot as plt\n",
|
||
"import seaborn as sns\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"\n",
|
||
"# Load Dataset\n",
|
||
"path = os.path.join(\"..\", \"..\", \"_data\", \"insurance.csv\")\n",
|
||
"df = pd.read_csv(path)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Um was geht es bei dem Dataset?\n",
|
||
"\n",
|
||
"Das Dataset bezieht sich auf Versicherungsdaten. Es enthält Informationen über verschiedene Versicherungsnehmer, einschließlich ihrer Altersgruppen, Wohnsituation, Art der empfohlenen Versicherung, Gesundheitsindikatoren und mehr. Ziel ist es, die Prämien und die Wahrscheinlichkeit einer positiven Antwort auf ein Versicherungsangebot zu analysieren.<br>\n",
|
||
"Response -> Die Person hat eine Versicherung abgeschlossen"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"First few rows of the dataset:\n",
|
||
" ID City_Code Region_Code Accomodation_Type Reco_Insurance_Type Upper_Age \\\n",
|
||
"0 1 C3 3213 Rented Individual 36 \n",
|
||
"1 2 C5 1117 Owned Joint 75 \n",
|
||
"2 3 C5 3732 Owned Individual 32 \n",
|
||
"3 4 C24 4378 Owned Joint 52 \n",
|
||
"4 5 C8 2190 Rented Individual 44 \n",
|
||
"\n",
|
||
" Lower_Age Is_Spouse Health Indicator Holding_Policy_Duration \\\n",
|
||
"0 36 No X1 14+ \n",
|
||
"1 22 No X2 NaN \n",
|
||
"2 32 No NaN 1.0 \n",
|
||
"3 48 No X1 14+ \n",
|
||
"4 44 No X2 3.0 \n",
|
||
"\n",
|
||
" Holding_Policy_Type Reco_Policy_Cat Reco_Policy_Premium Response \n",
|
||
"0 3.0 22 11628.0 0 \n",
|
||
"1 NaN 22 30510.0 0 \n",
|
||
"2 1.0 19 7450.0 1 \n",
|
||
"3 3.0 19 17780.0 0 \n",
|
||
"4 1.0 16 10404.0 0 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Understand the Dataset\n",
|
||
"print(\"First few rows of the dataset:\")\n",
|
||
"print(df.head())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Summary statistics of the dataset:\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 50882 entries, 0 to 50881\n",
|
||
"Data columns (total 14 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 ID 50882 non-null int64 \n",
|
||
" 1 City_Code 50882 non-null object \n",
|
||
" 2 Region_Code 50882 non-null int64 \n",
|
||
" 3 Accomodation_Type 50882 non-null object \n",
|
||
" 4 Reco_Insurance_Type 50882 non-null object \n",
|
||
" 5 Upper_Age 50882 non-null int64 \n",
|
||
" 6 Lower_Age 50882 non-null int64 \n",
|
||
" 7 Is_Spouse 50882 non-null object \n",
|
||
" 8 Health Indicator 39191 non-null object \n",
|
||
" 9 Holding_Policy_Duration 30631 non-null object \n",
|
||
" 10 Holding_Policy_Type 30631 non-null float64\n",
|
||
" 11 Reco_Policy_Cat 50882 non-null int64 \n",
|
||
" 12 Reco_Policy_Premium 50882 non-null float64\n",
|
||
" 13 Response 50882 non-null int64 \n",
|
||
"dtypes: float64(2), int64(6), object(6)\n",
|
||
"memory usage: 5.4+ MB\n",
|
||
"None\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"\\nSummary statistics of the dataset:\")\n",
|
||
"print(df.info())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Data types of each column:\n",
|
||
"ID int64\n",
|
||
"City_Code object\n",
|
||
"Region_Code int64\n",
|
||
"Accomodation_Type object\n",
|
||
"Reco_Insurance_Type object\n",
|
||
"Upper_Age int64\n",
|
||
"Lower_Age int64\n",
|
||
"Is_Spouse object\n",
|
||
"Health Indicator object\n",
|
||
"Holding_Policy_Duration object\n",
|
||
"Holding_Policy_Type float64\n",
|
||
"Reco_Policy_Cat int64\n",
|
||
"Reco_Policy_Premium float64\n",
|
||
"Response int64\n",
|
||
"dtype: object\n",
|
||
"14\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"print(\"\\nData types of each column:\")\n",
|
||
"print(df.dtypes)\n",
|
||
"print(df.dtypes.count())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Welche Features gibt es?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Features in the dataset:\n",
|
||
"['ID', 'City_Code', 'Region_Code', 'Accomodation_Type', 'Reco_Insurance_Type', 'Upper_Age', 'Lower_Age', 'Is_Spouse', 'Health Indicator', 'Holding_Policy_Duration', 'Holding_Policy_Type', 'Reco_Policy_Cat', 'Reco_Policy_Premium', 'Response']\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Identify Features and Labels\n",
|
||
"features = df.columns.tolist()\n",
|
||
"print(\"\\nFeatures in the dataset:\")\n",
|
||
"print(features)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Was ist ein offensichtliches Label"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Label in the dataset:\n",
|
||
"Response\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Ein offensichtliches Label ist die Spalte Response-> ob die Person eine Versicherung abgeschlossen hat oder nicht\n",
|
||
"label = 'Response'\n",
|
||
"print(\"\\nLabel in the dataset:\")\n",
|
||
"print(label)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Gibt es nominale, quantitative oder ordinale Spalten? Müssen diese umgerechnet werden?\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"* ### Quantitative Spalten: Diese Spalten enthalten numerische Werte, die eine natürliche Reihenfolge und Abstände haben. ->Können nominalisiert werden\n",
|
||
"Man kann damit fertig rechen -> eventuell nominalisieren\n",
|
||
"<br><br>\n",
|
||
"Upper_Age <br>\n",
|
||
"Lower_Age <br>\n",
|
||
"Reco_Policy_Premium <br>\n",
|
||
"\n",
|
||
"* ### Ordinale Spalten: Diese Spalten enthalten Kategorien mit einer natürlichen Reihenfolge.\n",
|
||
"Man kann einteilen und es gibt eine Reihenfolge-> eventuell Umrechnen\n",
|
||
"<br><br>\n",
|
||
"Holding_Policy_Duration<br>\n",
|
||
"Reco_Policy_Cat\n",
|
||
"\n",
|
||
"* ### Nominale Spalten: Diese Spalten enthalten Kategorien ohne eine natürliche Reihenfolge.\n",
|
||
"Man kann einteilen, aber keine Reihenfolge -> eventuell Umrechnen\n",
|
||
"<br><br>\n",
|
||
"City_Code <br>\n",
|
||
"Region_Code <br>\n",
|
||
"Accomodation_Type <br>\n",
|
||
"Reco_Insurance_Type <br>\n",
|
||
"Is_Spouse <br>\n",
|
||
"Health Indicator <br>\n",
|
||
"Holding_Policy_Type <br>\n",
|
||
"Response (binär) <br>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Wie gut ist die Datenqualität (NaN, etc.) -> Wie gehen Sie mit diesen Daten um?\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Checking for missing values:\n",
|
||
"ID 0\n",
|
||
"City_Code 0\n",
|
||
"Region_Code 0\n",
|
||
"Accomodation_Type 0\n",
|
||
"Reco_Insurance_Type 0\n",
|
||
"Upper_Age 0\n",
|
||
"Lower_Age 0\n",
|
||
"Is_Spouse 0\n",
|
||
"Health Indicator 11691\n",
|
||
"Holding_Policy_Duration 20251\n",
|
||
"Holding_Policy_Type 20251\n",
|
||
"Reco_Policy_Cat 0\n",
|
||
"Reco_Policy_Premium 0\n",
|
||
"Response 0\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Data Quality Check\n",
|
||
"print(\"\\nChecking for missing values:\")\n",
|
||
"print(df.isnull().sum())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"23548\n",
|
||
"23548\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<function print>"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Handle missing values (if any)\n",
|
||
"# For simplicity, let's drop rows with missing values\n",
|
||
"print(df.count().max())\n",
|
||
"df = df.dropna()\n",
|
||
"print(df.count().max())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Normalisieren Sie geeignete Spalten und speichern Sie diese in einer neuen Spalte. Welche Normalisierungsmethode wählen Sie und warum?\n",
|
||
"MinMaxScaler->Minimalwert und Maximalwert aus der Spalte wird zu 0 und 1"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>ID</th>\n",
|
||
" <th>City_Code</th>\n",
|
||
" <th>Region_Code</th>\n",
|
||
" <th>Accomodation_Type</th>\n",
|
||
" <th>Reco_Insurance_Type</th>\n",
|
||
" <th>Upper_Age</th>\n",
|
||
" <th>Lower_Age</th>\n",
|
||
" <th>Is_Spouse</th>\n",
|
||
" <th>Health Indicator</th>\n",
|
||
" <th>Holding_Policy_Duration</th>\n",
|
||
" <th>Holding_Policy_Type</th>\n",
|
||
" <th>Reco_Policy_Cat</th>\n",
|
||
" <th>Reco_Policy_Premium</th>\n",
|
||
" <th>Response</th>\n",
|
||
" <th>Upper_Age_Normalized</th>\n",
|
||
" <th>Lower_Age_Normalized</th>\n",
|
||
" <th>Reco_Policy_Premium_Normalized</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>C3</td>\n",
|
||
" <td>3213</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X1</td>\n",
|
||
" <td>14+</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>11628.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.277778</td>\n",
|
||
" <td>0.338983</td>\n",
|
||
" <td>0.209596</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>C24</td>\n",
|
||
" <td>4378</td>\n",
|
||
" <td>Owned</td>\n",
|
||
" <td>Joint</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X1</td>\n",
|
||
" <td>14+</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>19</td>\n",
|
||
" <td>17780.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.574074</td>\n",
|
||
" <td>0.542373</td>\n",
|
||
" <td>0.362881</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>C8</td>\n",
|
||
" <td>2190</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>44</td>\n",
|
||
" <td>44</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>10404.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.425926</td>\n",
|
||
" <td>0.474576</td>\n",
|
||
" <td>0.179098</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>C9</td>\n",
|
||
" <td>1785</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>15264.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.574074</td>\n",
|
||
" <td>0.610169</td>\n",
|
||
" <td>0.300191</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>C1</td>\n",
|
||
" <td>3175</td>\n",
|
||
" <td>Owned</td>\n",
|
||
" <td>Joint</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>X4</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>17</td>\n",
|
||
" <td>29344.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.966102</td>\n",
|
||
" <td>0.651013</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50875</th>\n",
|
||
" <td>50876</td>\n",
|
||
" <td>C6</td>\n",
|
||
" <td>231</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X3</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>20</td>\n",
|
||
" <td>13574.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.277778</td>\n",
|
||
" <td>0.338983</td>\n",
|
||
" <td>0.258083</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50878</th>\n",
|
||
" <td>50879</td>\n",
|
||
" <td>C5</td>\n",
|
||
" <td>4188</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>27</td>\n",
|
||
" <td>27</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X3</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5408.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.111111</td>\n",
|
||
" <td>0.186441</td>\n",
|
||
" <td>0.054616</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50879</th>\n",
|
||
" <td>50880</td>\n",
|
||
" <td>C1</td>\n",
|
||
" <td>442</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>63</td>\n",
|
||
" <td>63</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>14+</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>11374.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.777778</td>\n",
|
||
" <td>0.796610</td>\n",
|
||
" <td>0.203267</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50880</th>\n",
|
||
" <td>50881</td>\n",
|
||
" <td>C1</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>Owned</td>\n",
|
||
" <td>Joint</td>\n",
|
||
" <td>71</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>28179.2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.925926</td>\n",
|
||
" <td>0.559322</td>\n",
|
||
" <td>0.621990</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50881</th>\n",
|
||
" <td>50882</td>\n",
|
||
" <td>C3</td>\n",
|
||
" <td>3866</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>24</td>\n",
|
||
" <td>24</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X3</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>18</td>\n",
|
||
" <td>11424.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.135593</td>\n",
|
||
" <td>0.204513</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>23548 rows × 17 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ID City_Code Region_Code Accomodation_Type Reco_Insurance_Type \\\n",
|
||
"0 1 C3 3213 Rented Individual \n",
|
||
"3 4 C24 4378 Owned Joint \n",
|
||
"4 5 C8 2190 Rented Individual \n",
|
||
"5 6 C9 1785 Rented Individual \n",
|
||
"7 8 C1 3175 Owned Joint \n",
|
||
"... ... ... ... ... ... \n",
|
||
"50875 50876 C6 231 Rented Individual \n",
|
||
"50878 50879 C5 4188 Rented Individual \n",
|
||
"50879 50880 C1 442 Rented Individual \n",
|
||
"50880 50881 C1 4 Owned Joint \n",
|
||
"50881 50882 C3 3866 Rented Individual \n",
|
||
"\n",
|
||
" Upper_Age Lower_Age Is_Spouse Health Indicator \\\n",
|
||
"0 36 36 No X1 \n",
|
||
"3 52 48 No X1 \n",
|
||
"4 44 44 No X2 \n",
|
||
"5 52 52 No X2 \n",
|
||
"7 75 73 Yes X4 \n",
|
||
"... ... ... ... ... \n",
|
||
"50875 36 36 No X3 \n",
|
||
"50878 27 27 No X3 \n",
|
||
"50879 63 63 No X2 \n",
|
||
"50880 71 49 No X2 \n",
|
||
"50881 24 24 No X3 \n",
|
||
"\n",
|
||
" Holding_Policy_Duration Holding_Policy_Type Reco_Policy_Cat \\\n",
|
||
"0 14+ 3.0 22 \n",
|
||
"3 14+ 3.0 19 \n",
|
||
"4 3.0 1.0 16 \n",
|
||
"5 5.0 1.0 22 \n",
|
||
"7 9.0 4.0 17 \n",
|
||
"... ... ... ... \n",
|
||
"50875 2.0 1.0 20 \n",
|
||
"50878 7.0 3.0 4 \n",
|
||
"50879 14+ 1.0 12 \n",
|
||
"50880 2.0 2.0 16 \n",
|
||
"50881 2.0 3.0 18 \n",
|
||
"\n",
|
||
" Reco_Policy_Premium Response Upper_Age_Normalized \\\n",
|
||
"0 11628.0 0 0.277778 \n",
|
||
"3 17780.0 0 0.574074 \n",
|
||
"4 10404.0 0 0.425926 \n",
|
||
"5 15264.0 1 0.574074 \n",
|
||
"7 29344.0 1 1.000000 \n",
|
||
"... ... ... ... \n",
|
||
"50875 13574.0 1 0.277778 \n",
|
||
"50878 5408.0 0 0.111111 \n",
|
||
"50879 11374.0 0 0.777778 \n",
|
||
"50880 28179.2 1 0.925926 \n",
|
||
"50881 11424.0 0 0.055556 \n",
|
||
"\n",
|
||
" Lower_Age_Normalized Reco_Policy_Premium_Normalized \n",
|
||
"0 0.338983 0.209596 \n",
|
||
"3 0.542373 0.362881 \n",
|
||
"4 0.474576 0.179098 \n",
|
||
"5 0.610169 0.300191 \n",
|
||
"7 0.966102 0.651013 \n",
|
||
"... ... ... \n",
|
||
"50875 0.338983 0.258083 \n",
|
||
"50878 0.186441 0.054616 \n",
|
||
"50879 0.796610 0.203267 \n",
|
||
"50880 0.559322 0.621990 \n",
|
||
"50881 0.135593 0.204513 \n",
|
||
"\n",
|
||
"[23548 rows x 17 columns]"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Normalize Data\n",
|
||
"quantitative_columns = ['Upper_Age', 'Lower_Age', 'Reco_Policy_Premium']\n",
|
||
"quantitative_columns_normalized = ['Upper_Age_Normalized', 'Lower_Age_Normalized', 'Reco_Policy_Premium_Normalized']\n",
|
||
"scaler = MinMaxScaler()\n",
|
||
"df[quantitative_columns_normalized] = scaler.fit_transform(df[quantitative_columns])\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Ist das Aggregieren sinnvoll? Wenden Sie auch eine Aggregierungsmethode an um zBsp die Initialen von einem Namen herauszufinden oder ähnliches.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Mean charges by region:\n"
|
||
]
|
||
},
|
||
{
|
||
"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>ID</th>\n",
|
||
" <th>City_Code</th>\n",
|
||
" <th>Region_Code</th>\n",
|
||
" <th>Accomodation_Type</th>\n",
|
||
" <th>Reco_Insurance_Type</th>\n",
|
||
" <th>Upper_Age</th>\n",
|
||
" <th>Lower_Age</th>\n",
|
||
" <th>Is_Spouse</th>\n",
|
||
" <th>Health Indicator</th>\n",
|
||
" <th>Holding_Policy_Duration</th>\n",
|
||
" <th>Holding_Policy_Type</th>\n",
|
||
" <th>Reco_Policy_Cat</th>\n",
|
||
" <th>Reco_Policy_Premium</th>\n",
|
||
" <th>Response</th>\n",
|
||
" <th>Upper_Age_Normalized</th>\n",
|
||
" <th>Lower_Age_Normalized</th>\n",
|
||
" <th>Reco_Policy_Premium_Normalized</th>\n",
|
||
" <th>Accomodation_Type_Short</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>C3</td>\n",
|
||
" <td>3213</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X1</td>\n",
|
||
" <td>14+</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>11628.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.277778</td>\n",
|
||
" <td>0.338983</td>\n",
|
||
" <td>0.209596</td>\n",
|
||
" <td>R</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>C24</td>\n",
|
||
" <td>4378</td>\n",
|
||
" <td>Owned</td>\n",
|
||
" <td>Joint</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>48</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X1</td>\n",
|
||
" <td>14+</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>19</td>\n",
|
||
" <td>17780.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.574074</td>\n",
|
||
" <td>0.542373</td>\n",
|
||
" <td>0.362881</td>\n",
|
||
" <td>O</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>C8</td>\n",
|
||
" <td>2190</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>44</td>\n",
|
||
" <td>44</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>10404.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.425926</td>\n",
|
||
" <td>0.474576</td>\n",
|
||
" <td>0.179098</td>\n",
|
||
" <td>R</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>C9</td>\n",
|
||
" <td>1785</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>52</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>15264.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.574074</td>\n",
|
||
" <td>0.610169</td>\n",
|
||
" <td>0.300191</td>\n",
|
||
" <td>R</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>C1</td>\n",
|
||
" <td>3175</td>\n",
|
||
" <td>Owned</td>\n",
|
||
" <td>Joint</td>\n",
|
||
" <td>75</td>\n",
|
||
" <td>73</td>\n",
|
||
" <td>Yes</td>\n",
|
||
" <td>X4</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>17</td>\n",
|
||
" <td>29344.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.966102</td>\n",
|
||
" <td>0.651013</td>\n",
|
||
" <td>O</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50875</th>\n",
|
||
" <td>50876</td>\n",
|
||
" <td>C6</td>\n",
|
||
" <td>231</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X3</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>20</td>\n",
|
||
" <td>13574.0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.277778</td>\n",
|
||
" <td>0.338983</td>\n",
|
||
" <td>0.258083</td>\n",
|
||
" <td>R</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50878</th>\n",
|
||
" <td>50879</td>\n",
|
||
" <td>C5</td>\n",
|
||
" <td>4188</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>27</td>\n",
|
||
" <td>27</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X3</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5408.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.111111</td>\n",
|
||
" <td>0.186441</td>\n",
|
||
" <td>0.054616</td>\n",
|
||
" <td>R</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50879</th>\n",
|
||
" <td>50880</td>\n",
|
||
" <td>C1</td>\n",
|
||
" <td>442</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>63</td>\n",
|
||
" <td>63</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>14+</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>11374.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.777778</td>\n",
|
||
" <td>0.796610</td>\n",
|
||
" <td>0.203267</td>\n",
|
||
" <td>R</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50880</th>\n",
|
||
" <td>50881</td>\n",
|
||
" <td>C1</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>Owned</td>\n",
|
||
" <td>Joint</td>\n",
|
||
" <td>71</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>16</td>\n",
|
||
" <td>28179.2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.925926</td>\n",
|
||
" <td>0.559322</td>\n",
|
||
" <td>0.621990</td>\n",
|
||
" <td>O</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50881</th>\n",
|
||
" <td>50882</td>\n",
|
||
" <td>C3</td>\n",
|
||
" <td>3866</td>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>Individual</td>\n",
|
||
" <td>24</td>\n",
|
||
" <td>24</td>\n",
|
||
" <td>No</td>\n",
|
||
" <td>X3</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>18</td>\n",
|
||
" <td>11424.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.135593</td>\n",
|
||
" <td>0.204513</td>\n",
|
||
" <td>R</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>23548 rows × 18 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ID City_Code Region_Code Accomodation_Type Reco_Insurance_Type \\\n",
|
||
"0 1 C3 3213 Rented Individual \n",
|
||
"3 4 C24 4378 Owned Joint \n",
|
||
"4 5 C8 2190 Rented Individual \n",
|
||
"5 6 C9 1785 Rented Individual \n",
|
||
"7 8 C1 3175 Owned Joint \n",
|
||
"... ... ... ... ... ... \n",
|
||
"50875 50876 C6 231 Rented Individual \n",
|
||
"50878 50879 C5 4188 Rented Individual \n",
|
||
"50879 50880 C1 442 Rented Individual \n",
|
||
"50880 50881 C1 4 Owned Joint \n",
|
||
"50881 50882 C3 3866 Rented Individual \n",
|
||
"\n",
|
||
" Upper_Age Lower_Age Is_Spouse Health Indicator \\\n",
|
||
"0 36 36 No X1 \n",
|
||
"3 52 48 No X1 \n",
|
||
"4 44 44 No X2 \n",
|
||
"5 52 52 No X2 \n",
|
||
"7 75 73 Yes X4 \n",
|
||
"... ... ... ... ... \n",
|
||
"50875 36 36 No X3 \n",
|
||
"50878 27 27 No X3 \n",
|
||
"50879 63 63 No X2 \n",
|
||
"50880 71 49 No X2 \n",
|
||
"50881 24 24 No X3 \n",
|
||
"\n",
|
||
" Holding_Policy_Duration Holding_Policy_Type Reco_Policy_Cat \\\n",
|
||
"0 14+ 3.0 22 \n",
|
||
"3 14+ 3.0 19 \n",
|
||
"4 3.0 1.0 16 \n",
|
||
"5 5.0 1.0 22 \n",
|
||
"7 9.0 4.0 17 \n",
|
||
"... ... ... ... \n",
|
||
"50875 2.0 1.0 20 \n",
|
||
"50878 7.0 3.0 4 \n",
|
||
"50879 14+ 1.0 12 \n",
|
||
"50880 2.0 2.0 16 \n",
|
||
"50881 2.0 3.0 18 \n",
|
||
"\n",
|
||
" Reco_Policy_Premium Response Upper_Age_Normalized \\\n",
|
||
"0 11628.0 0 0.277778 \n",
|
||
"3 17780.0 0 0.574074 \n",
|
||
"4 10404.0 0 0.425926 \n",
|
||
"5 15264.0 1 0.574074 \n",
|
||
"7 29344.0 1 1.000000 \n",
|
||
"... ... ... ... \n",
|
||
"50875 13574.0 1 0.277778 \n",
|
||
"50878 5408.0 0 0.111111 \n",
|
||
"50879 11374.0 0 0.777778 \n",
|
||
"50880 28179.2 1 0.925926 \n",
|
||
"50881 11424.0 0 0.055556 \n",
|
||
"\n",
|
||
" Lower_Age_Normalized Reco_Policy_Premium_Normalized \\\n",
|
||
"0 0.338983 0.209596 \n",
|
||
"3 0.542373 0.362881 \n",
|
||
"4 0.474576 0.179098 \n",
|
||
"5 0.610169 0.300191 \n",
|
||
"7 0.966102 0.651013 \n",
|
||
"... ... ... \n",
|
||
"50875 0.338983 0.258083 \n",
|
||
"50878 0.186441 0.054616 \n",
|
||
"50879 0.796610 0.203267 \n",
|
||
"50880 0.559322 0.621990 \n",
|
||
"50881 0.135593 0.204513 \n",
|
||
"\n",
|
||
" Accomodation_Type_Short \n",
|
||
"0 R \n",
|
||
"3 O \n",
|
||
"4 R \n",
|
||
"5 R \n",
|
||
"7 O \n",
|
||
"... ... \n",
|
||
"50875 R \n",
|
||
"50878 R \n",
|
||
"50879 R \n",
|
||
"50880 O \n",
|
||
"50881 R \n",
|
||
"\n",
|
||
"[23548 rows x 18 columns]"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Aggregation\n",
|
||
"df['Accomodation_Type_Short'] = df['Accomodation_Type'].apply(lambda x: x[0])\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Welche Gruppierungen würden ggf. Sinn machen?\n",
|
||
"Mit City_Code gruppieren"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"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>City_Code</th>\n",
|
||
" <th>Response</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>C1</td>\n",
|
||
" <td>1085</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>C2</td>\n",
|
||
" <td>958</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>C3</td>\n",
|
||
" <td>544</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>C4</td>\n",
|
||
" <td>390</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>C7</td>\n",
|
||
" <td>227</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>C9</td>\n",
|
||
" <td>208</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>C6</td>\n",
|
||
" <td>205</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>C8</td>\n",
|
||
" <td>204</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>C10</td>\n",
|
||
" <td>175</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>C5</td>\n",
|
||
" <td>147</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>C11</td>\n",
|
||
" <td>135</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>C15</td>\n",
|
||
" <td>126</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>C17</td>\n",
|
||
" <td>126</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>C16</td>\n",
|
||
" <td>115</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>C13</td>\n",
|
||
" <td>108</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>C20</td>\n",
|
||
" <td>99</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>C19</td>\n",
|
||
" <td>89</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>C14</td>\n",
|
||
" <td>85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>C18</td>\n",
|
||
" <td>82</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>C21</td>\n",
|
||
" <td>79</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>C12</td>\n",
|
||
" <td>77</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>C24</td>\n",
|
||
" <td>62</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>C22</td>\n",
|
||
" <td>56</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>C23</td>\n",
|
||
" <td>49</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>C26</td>\n",
|
||
" <td>48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>C25</td>\n",
|
||
" <td>44</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>C29</td>\n",
|
||
" <td>42</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>C28</td>\n",
|
||
" <td>33</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>C27</td>\n",
|
||
" <td>28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>C33</td>\n",
|
||
" <td>26</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>C32</td>\n",
|
||
" <td>15</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>C34</td>\n",
|
||
" <td>14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>C35</td>\n",
|
||
" <td>8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>C30</td>\n",
|
||
" <td>7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>C36</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>C31</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" City_Code Response\n",
|
||
"0 C1 1085\n",
|
||
"11 C2 958\n",
|
||
"22 C3 544\n",
|
||
"30 C4 390\n",
|
||
"33 C7 227\n",
|
||
"35 C9 208\n",
|
||
"32 C6 205\n",
|
||
"34 C8 204\n",
|
||
"1 C10 175\n",
|
||
"31 C5 147\n",
|
||
"2 C11 135\n",
|
||
"6 C15 126\n",
|
||
"8 C17 126\n",
|
||
"7 C16 115\n",
|
||
"4 C13 108\n",
|
||
"12 C20 99\n",
|
||
"10 C19 89\n",
|
||
"5 C14 85\n",
|
||
"9 C18 82\n",
|
||
"13 C21 79\n",
|
||
"3 C12 77\n",
|
||
"16 C24 62\n",
|
||
"14 C22 56\n",
|
||
"15 C23 49\n",
|
||
"18 C26 48\n",
|
||
"17 C25 44\n",
|
||
"21 C29 42\n",
|
||
"20 C28 33\n",
|
||
"19 C27 28\n",
|
||
"26 C33 26\n",
|
||
"25 C32 15\n",
|
||
"27 C34 14\n",
|
||
"28 C35 8\n",
|
||
"23 C30 7\n",
|
||
"29 C36 3\n",
|
||
"24 C31 1"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#Group by City_Code and get The count of Positive Responses\n",
|
||
"grouped_df = df.groupby('City_Code').agg({'Response': 'sum'}).reset_index().sort_values('Response', ascending=False)\n",
|
||
"grouped_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"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>Holding_Policy_Duration</th>\n",
|
||
" <th>Response</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>14+</td>\n",
|
||
" <td>849</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>788</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>771</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>647</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>522</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>422</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>350</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>322</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>266</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>207</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>162</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>107</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>105</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>91</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>91</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Holding_Policy_Duration Response\n",
|
||
"5 14+ 849\n",
|
||
"7 2.0 788\n",
|
||
"0 1.0 771\n",
|
||
"8 3.0 647\n",
|
||
"9 4.0 522\n",
|
||
"10 5.0 422\n",
|
||
"11 6.0 350\n",
|
||
"12 7.0 322\n",
|
||
"13 8.0 266\n",
|
||
"14 9.0 207\n",
|
||
"1 10.0 162\n",
|
||
"2 11.0 107\n",
|
||
"4 13.0 105\n",
|
||
"3 12.0 91\n",
|
||
"6 14.0 91"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#Group by Holding_Policy_Duration and get The count of Positive Responses\n",
|
||
"grouped_df = df.groupby('Holding_Policy_Duration').agg({'Response': 'sum'}).reset_index().sort_values('Response', ascending=False)\n",
|
||
"grouped_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"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>Holding_Policy_Type</th>\n",
|
||
" <th>Response</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>2484</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1528</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>873</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>815</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Holding_Policy_Type Response\n",
|
||
"2 3.0 2484\n",
|
||
"0 1.0 1528\n",
|
||
"1 2.0 873\n",
|
||
"3 4.0 815"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#Group by Holding_Policy_Duration and get The count of Positive Responses\n",
|
||
"grouped_df = df.groupby('Holding_Policy_Type').agg({'Response': 'sum'}).reset_index().sort_values('Response', ascending=False)\n",
|
||
"grouped_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"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>Accomodation_Type</th>\n",
|
||
" <th>Response</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Owned</td>\n",
|
||
" <td>3509</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Rented</td>\n",
|
||
" <td>2191</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Accomodation_Type Response\n",
|
||
"0 Owned 3509\n",
|
||
"1 Rented 2191"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#Group by Holding_Policy_Duration and get The count of Positive Responses\n",
|
||
"grouped_df = df.groupby('Accomodation_Type').agg({'Response': 'sum'}).reset_index().sort_values('Response', ascending=False)\n",
|
||
"grouped_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Health Indicator</th>\n",
|
||
" <th>Response</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>X1</td>\n",
|
||
" <td>1891</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>X2</td>\n",
|
||
" <td>1528</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>X3</td>\n",
|
||
" <td>915</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>X4</td>\n",
|
||
" <td>885</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>X5</td>\n",
|
||
" <td>251</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>X6</td>\n",
|
||
" <td>166</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>X7</td>\n",
|
||
" <td>43</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>X8</td>\n",
|
||
" <td>13</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>X9</td>\n",
|
||
" <td>8</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Health Indicator Response\n",
|
||
"0 X1 1891\n",
|
||
"1 X2 1528\n",
|
||
"2 X3 915\n",
|
||
"3 X4 885\n",
|
||
"4 X5 251\n",
|
||
"5 X6 166\n",
|
||
"6 X7 43\n",
|
||
"7 X8 13\n",
|
||
"8 X9 8"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#Group by Holding_Policy_Duration and get The count of Positive Responses\n",
|
||
"grouped_df = df.groupby('Health Indicator').agg({'Response': 'sum'}).reset_index().sort_values('Response', ascending=False)\n",
|
||
"grouped_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Visualisierung"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def linear_regression(data: pd.DataFrame, x: str, y: str) -> None:\n",
|
||
" \"\"\"\n",
|
||
" Perform linear regression on data. Makes a legend cell which contains the function of the regression.\n",
|
||
" \"\"\"\n",
|
||
" # Create linear regression object\n",
|
||
" regr = lm.LinearRegression()\n",
|
||
"\n",
|
||
" # Train the model using the training sets\n",
|
||
" regr.fit(data[x].values.reshape(-1, 1), data[y])\n",
|
||
"\n",
|
||
" # Make predictions using the testing set\n",
|
||
" y_pred = regr.predict(data[x].values.reshape(-1, 1))\n",
|
||
"\n",
|
||
" # Plot outputs\n",
|
||
" plt.scatter(data[x], data[y])\n",
|
||
" plt.plot(data[x], y_pred, color='blue', linewidth=3)\n",
|
||
"\n",
|
||
" # Add legend\n",
|
||
" plt.legend([f\"y = {regr.coef_[0]:.2f}x + {regr.intercept_:.2f}\"])\n",
|
||
"\n",
|
||
" # add axis labels\n",
|
||
" plt.xlabel(x)\n",
|
||
" plt.ylabel(y)\n",
|
||
"\n",
|
||
" plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAGzCAYAAAAyiiOsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACeGklEQVR4nOzde1zTZf8/8Nc22DgIgwFjoAR4QufwhAfQPKRyMA+ZfbMy+Wp3N5aah9I70/vuVr+lppXWrd1m3qWldtP3+6vuMpXQTI0ENYwCIfMAispAYWwcN2Cf3x+06djpswNjwPv5ePh4yD7Xrs+1iezNdb2v98VhGIYBIYQQQgixiNvRAyCEEEII6QwoaCKEEEIIYYGCJkIIIYQQFihoIoQQQghhgYImQgghhBAWKGgihBBCCGGBgiZCCCGEEBYoaCKEEEIIYYGCJkIIIYQQFihoIoQQQghhwaOjB6CzefNmrF27FsuXL8c777wDAFiwYAE+/vhjg3ajR49GTk6O/mu1Wo1Vq1bh3//+NxoaGjB58mT885//RK9evfRtFAoFli1bhq+//hoAMHPmTOzYsQMBAQH6Njdu3MCSJUtw4sQJeHt7Y+7cuXjrrbfA5/NZvwatVovbt2/Dz88PHA7HjneBEEIIIa7GMAxqamoQHh4OLtf8fJJbBE3nz5/HBx98gMGDBxtdS0lJwd69e/Vftw1iVqxYgUOHDiE9PR1BQUFYuXIlpk+fjtzcXPB4PADA3LlzcfPmTWRkZAAAFi5ciNTUVBw6dAgA0NLSgmnTpiEkJARZWVmorKzE/PnzwTAMduzYwfp13L59GxERETa/fkIIIYR0vNLSUoNJl7Y6PGiqra3F008/jT179uD11183ui4QCCCRSEw+V6lU4sMPP8T+/fsxZcoUAMCBAwcQERGB48ePIzk5GUVFRcjIyEBOTg5Gjx4NANizZw8SEhJw6dIlxMTEIDMzE4WFhSgtLUV4eDgA4O2338aCBQuwceNG+Pv7s3otfn5+AFrfdLbPIYQQQkjHUqlUiIiI0H+Om9PhQdOSJUswbdo0TJkyxWTQdPLkSYjFYgQEBGDChAnYuHEjxGIxACA3NxdNTU1ISkrStw8PD4dMJsOZM2eQnJyM7OxsCIVCfcAEAPHx8RAKhThz5gxiYmKQnZ0NmUymD5gAIDk5GWq1Grm5uXjooYdMjl2tVkOtVuu/rqmpAQD4+/tT0EQIIYR0MtZSazo0aEpPT8eFCxdw/vx5k9enTp2Kxx9/HJGRkSguLsarr76KSZMmITc3FwKBAHK5HHw+H4GBgQbPCw0NhVwuBwDI5XJ9kHU/sVhs0CY0NNTgemBgIPh8vr6NKZs3b8aGDRtses2EEEII6Zw6LGgqLS3F8uXLkZmZCS8vL5NtnnjiCf3fZTIZRowYgcjISBw+fBizZ8822zfDMAbRoqnI0Z42ba1ZswYvvfSS/mvd9B4hhBBCup4OKzmQm5uLiooKxMXFwcPDAx4eHjh16hT+8Y9/wMPDAy0tLUbPCQsLQ2RkJC5fvgwAkEgk0Gg0UCgUBu0qKir0M0cSiQTl5eVGfd25c8egTdsZJYVCgaamJqMZqPsJBAL9UhwtyRFCCCFdW4fNNE2ePBn5+fkGjz3zzDMYMGAAVq9erd/5dr/KykqUlpYiLCwMABAXFwdPT08cO3YMc+bMAQCUlZWhoKAAW7duBQAkJCRAqVTi3LlzGDVqFADg7NmzUCqVGDNmjL7Nxo0bUVZWpu87MzMTAoEAcXFxTn/tLS0taGpqcnq/hHQVnp6eJn8GEEJIR+IwDMN09CB0Jk6ciKFDh+Kdd95BbW0t1q9fj8ceewxhYWEoKSnB2rVrcePGDRQVFekz3BctWoRvvvkG+/btg0gkwqpVq1BZWWlQcmDq1Km4ffs2du/eDaC15EBkZKRByYGhQ4ciNDQUb775JqqqqrBgwQLMmjXLppIDKpUKQqEQSqXS5KwTwzCQy+Worq528J0ipOsLCAiARCKhmmeEkHZn7fNbp8N3z5nD4/GQn5+PTz75BNXV1QgLC8NDDz2Ezz77zGBL4Pbt2+Hh4YE5c+boi1vu27fP4LfUgwcPYtmyZfpddjNnzsTOnTsN7nX48GEsXrwYY8eONShu6Uy6gEksFsPHx4c+DAgxgWEY1NfXo6KiAgD0s7+EENLR3GqmqbOzFKm2tLTg999/h1gsRlBQUAeNkJDOo7KyEhUVFejfvz8t1RFC2hXbmSY6e85FdDlMPj4+HTwSQjoH3f8Vyv8jhLgLCppcjJbkCGGH/q8QQtyN2+Y0EUIIIYQAQIuWwbniKlTUNELs54VR0SLwuK7/xYqCJkIIIYS4rYyCMmw4VIgyZaP+sTChF9bNkCJF5tqNIrQ8R9zOc889hz59+sDb2xshISF45JFH8Ntvvxm0USgUSE1NhVAohFAoRGpqqlEphxs3bmDGjBnw9fVFcHAwli1bBo1GY/HeH3zwASZOnAh/f39wOByT5SE2btyIMWPGwMfHBwEBAQ6+WudYsGABOByO0Z9BgwaZbJ+eng4Oh4NZs2aZ7XPz5s3gcDhYsWKFxXufPHnS5L3v/zfbt2+fyTaNjY0WeiaEdHcZBWVYdOCCQcAEAGXKRiw6cAEZBWUuHQ8FTZ1Mi5ZB9tVKfJV3C9lXK9Gi7XqbH+Pi4rB3714UFRXh22+/BcMwSEpKMqgSP3fuXOTl5SEjIwMZGRnIy8tDamqq/npLSwumTZuGuro6ZGVlIT09HZ9//jlWrlxp8d719fVISUnB2rVrzbbRaDR4/PHHsWjRIsdfrBkLFizA+vXrWbd/9913UVZWpv9TWloKkUiExx9/3Kjt9evXsWrVKowbN85sf+fPn8cHH3yAwYMHsx7DpUuXDMbQr18/g+v+/v4G18vKysweoUQIIS1aBhsOFcLcpxwDYMOhQpd+DtLyXCfi6inKTz75BC+++CJu374NgUCgf/yxxx6Dr68vPvnkE6ffE2gtPqoTFRWF119/HUOGDEFJSQn69OmDoqIiZGRkICcnB6NHjwYA7NmzBwkJCbh06RJiYmKQmZmJwsJClJaWIjw8HADw9ttvY8GCBdi4caPZLaW6WZWTJ0+aHZ/ukOZ9+/aZvP4///M/eP/995Gfn68vLzFz5kxUV1fj5MmT4HKd/7uKbsZN5z//+Q8UCgWeeeYZg3YtLS14+umnsWHDBvzwww8mZ9Jqa2vx9NNPY8+ePXj99ddZj0EsFluceeNwOJBIJKz7I4R0b+eKq4xmmNoqUzbiXHEVEvq4ppQPzTR1EuamKOXtOEX5+OOPo6WlBV9//bX+sbt37+Kbb74x+jC+36BBg9CjRw+zf8wtGZlSV1eHvXv3Ijo6Wn8YcnZ2NoRCoT5gAoD4+HgIhUKcOXNG30Ymk+kDJgBITk6GWq1Gbm4u6/vb469//SuioqLw5z//GQDw/vvv4/Tp09i/f3+7BEymfPjhh5gyZQoiIyMNHv+f//kfhISE4NlnnzX73CVLlmDatGmYMmWKTfccNmwYwsLCMHnyZHz//fdG12traxEZGYlevXph+vTp+Pnnn23qnxDSvciVDU5t5ww009QJWJqiZABw0DpFmSiVOHU3ga4y+t69e/XLPAcPHkSvXr0wceJEs887cuSIxdo6np6eVu/9z3/+Ey+//DLq6uowYMAAHDt2DHw+H0BrZXWxWGz0HLFYrD94WS6XGx22HBgYCD6fb3Q4s7PxeDwcOHAAQ4cOxSuvvIIdO3bggw8+MApg2ktZWRmOHj2KTz/91ODxH3/8ER9++CHy8vLMPjc9PR0XLlzA+fPnWd8vLCwMH3zwAeLi4qBWq7F//35MnjwZJ0+exPjx4wEAAwYMwL59+xAbGwuVSoV3330XY8eOxS+//GK0jEcIIQBQVWc5B9XWds5AQVMnYG2KkkH7TVGmpaVh5MiRuHXrFnr27Im9e/fqk47NcUZw8PTTTyMxMRFlZWV46623MGfOHPz444/6HBhT92cYxuBxNm3aS+/evfHWW2/hueeewxNPPIGnn37aYvuDBw/iueee03+tVqvB4XAMjvLZvXu31X6A1mXDgIAAgyTvmpoazJs3D3v27EFwcLDJ55WWlmL58uXIzMy0KdcoJiYGMTEx+q8TEhJQWlqKt956Sx80xcfHIz4+Xt9m7NixGD58OHbs2IF//OMfrO9FCOk+RD0E1hvZ0M4ZKGjqBCpq2O0wYtvOFsOGDcOQIUPwySefIDk5Gfn5+fqDjs0ZNGgQrl+/bvZ6ZGQkLl68aLEPXY5Ov379EB8fj8DAQHz55Zd46qmnIJFIUF5ebvScO3fu6GeXJBIJzp49a3BdoVCgqanJaAaqvZw+fRo8Hg8lJSVobm6Gh4f5/24zZ840WG5cvXo1evbsiWXLlukfYzNuhmHw0UcfITU1VT8zBwBXr15FSUkJZsyYoX9Mq9UCADw8PHDp0iXk5+ejoqICcXFx+jYtLS04ffo0du7cCbVazfo4k/j4eBw4cMDsdS6Xi5EjR+Ly5cus+iOEdD8Sf3a/vLFt5wwUNHUCYj923xBs29nqz3/+M7Zv345bt25hypQp+twic5yxPNcWwzBQq9UAWmcylEolzp07h1GjRgEAzp49C6VSiTFjxujbbNy4EWVlZfoDXzMzMyEQCAyCgvby2Wef4YsvvsDJkyfxxBNP4LXXXtMnkJvi5+dncBC1n58fRCIR+vbta9N9T506hStXrhjlLA0YMAD5+fkGj/3tb39DTU0N3n33XUREREAsFhu1eeaZZzBgwACsXr3apvPffv75Z4sH7TIMg7y8PMTGxrLukxDSedlTnHJUtAhhQi+LKy1hwta+XIWCpk5A940jVzaazGviAJC04zfO008/jVWrVmHPnj2sdsw5sjx37do1fPbZZ0hKSkJISAhu3bqFLVu2wNvbGw8//DAAYODAgUhJSUFaWhp2794NoHXH3fTp0/XLRElJSZBKpUhNTcWbb76JqqoqrFq1Cmlpafqdc7du3cLkyZPxySef6IMvuVwOuVyOK1euAADy8/Ph5+eHBx54ACJR6/t748YNVFVV4caNG2hpadHnCPXt2xc9evTAzZs3sWjRImzZsgUPPvgg9u3bh2nTpmHq1KkGS1Tt4cMPP8To0aMhk8kMHvfy8jJ6TLfTTfc4n883auPr64ugoCCDx9esWYNbt27pvxfeeecdREVFYdCgQdBoNDhw4AA+//xzfP755/rnbNiwAfHx8ejXrx9UKhX+8Y9/IC8vD++9957TXjshxD3Zu/Obx+Vg3QwpFh24AAAGn3+6cGvdDKlLK4PT7rlOQPeNA9z7RtFxxTeOv78/HnvsMfTo0cNiMURn8PLywg8//ICHH34Yffv2xZw5c+Dr64szZ84YJH8fPHgQsbGxSEpKQlJSEgYPHoz9+/frr/N4PBw+fBheXl4YO3Ys5syZg1mzZhnkCDU1NeHSpUuor6/XP/b+++9j2LBhSEtLAwCMHz8ew4YNM9hB+Pe//x3Dhg3DunXrUFtbi2HDhmHYsGH46aefwDAMFixYgFGjRuGFF14AACQmJuKFF17AvHnzUFtb227vnVKpxOeff25xZ5wzlJWV4caNG/qvNRoNVq1ahcGDB2PcuHHIysrC4cOHMXv2bH2b6upqLFy4EAMHDkRSUhJu3bqF06dP64NVQkjX5OjO7xRZGHbNG47QNktwEqEXds0b7vKK4ByGYbpedcQOolKpIBQKoVQqjeoANTY2ori4GNHR0XYX9OvIUvKJiYkYOHAgJe0Sl3HG/xlCiGXteaZbi5bBg1tOmF1e062SZK2eZPGeGQVlWPfVRZTXqPWPhfoJsOGRQU777LP0+X0/Wp7rRFJkYUiUSlx6aGFVVRUyMzNx4sQJ7Ny5s93uQwghxLUyCsqw/uuLkKvuBSMSfwHWz3ROMOKMnd8ZBWV4/o/lufuV16jx/IELeN/Fs00UNHUyPC7HZZVPAWD48OFQKBTYsmWLwbZyQgghnZe5YESucl4w4ujO7xYtg1e+yDd5TWfNF/lOr1FoCQVNxKKSkpKOHgIhhBAnYhOMvOKEYMTRnd851ypRXW9+JzYAKOqbkHOtEmP7mq4/52yUCE4IIYR0IzlXrQcj1fVNyLla6dB9dDu/zYVdHFguGZDN8v5s2zkDBU0uRnn3hLBD/1cIaR/Z1+46tZ05ju/8ZvszwHU/KyhochFdQcf7t7cTQszT/V+xpxgqIcQStktujucJ6UoGSIS2lwwYHcUuf5dtO2egnCYX4fF4CAgIQEVFBQDAx8fHJWegEdLZMAyD+vp6VFRUICAgwKZK5IQQ6xL6BGHn91dYtXMGe3d+c3nsPiPZtnMGCppcSCKRAIA+cCKEmBcQEKD/P0MIcZ743kEI8PG0mNcU6OOJ+N7Om8GxZ+f33Vq19UY2tHMGCppciMPhICwsDGKx2OLZbIR0d56enjTDREg74XE5eGN2rMmSAzqbZ8e69HgSUzr63FVTKGjqADwejz4QCCGEdJgUWRjenzcc678uhFzl+lMm2IiLDASXA2gt5HlzOa3tXIWCJkIIIaQb6ohTJmyRe11hMWACWgOq3OsKlxV9pqCJEEII6aZcfcqELRytKN4eqOQAIYQQQtyOO+Y0UdBECCGEELejqyhuiaWK4u2BgiZCCCGEdKgWLYPsq5X4Ku8Wsq9WokXLgMflYOYQywnpM4eEuTQHi3KaCCGEENKuNM1a7M8uwfWqekSKfJCaEAW+R+u8TUZBGTYcKkSZ0nAX36vTpPj6lzKL/X79SxleThnossDJbWaaNm/eDA6HgxUrVugfYxgG69evR3h4OLy9vTFx4kRcvHjR4HlqtRpLly5FcHAwfH19MXPmTNy8edOgjUKhQGpqKoRCIYRCIVJTU1FdXW3Q5saNG5gxYwZ8fX0RHByMZcuWQaPRtNfLJYQQQjoFU7NAtth8pBADXj2K1w4X4ZPs63jtcBEGvHoUm48UIqOgDIsOXDAImABArmzE4k+NH2+rTNmIc8VVNr8me7nFTNP58+fxwQcfYPDgwQaPb926Fdu2bcO+ffvQv39/vP7660hMTMSlS5fg5+cHAFixYgUOHTqE9PR0BAUFYeXKlZg+fTpyc3P1tZDmzp2LmzdvIiMjAwCwcOFCpKam4tChQwCAlpYWTJs2DSEhIcjKykJlZSXmz58PhmGwY8cOF74ThBBCiPswNwvEtpbT5iOF2H262OhxLQPsPl0MX/4Nk8ft2hKW3V9nqr1xmA4+Sry2thbDhw/HP//5T7z++usYOnQo3nnnHTAMg/DwcKxYsQKrV68G0DqrFBoaii1btuC5556DUqlESEgI9u/fjyeeeAIAcPv2bURERODIkSNITk5GUVERpFIpcnJyMHr0aABATk4OEhIS8NtvvyEmJgZHjx7F9OnTUVpaivDwcABAeno6FixYgIqKCvj7+7N6LSqVCkKhEEqlkvVzCCGEEHekmwVqGyToFsKsHbiradZiwKtHrdZactRfHx6AtPF9HOqD7ed3hy/PLVmyBNOmTcOUKVMMHi8uLoZcLkdSUpL+MYFAgAkTJuDMmTMAgNzcXDQ1NRm0CQ8Ph0wm07fJzs6GUCjUB0wAEB8fD6FQaNBGJpPpAyYASE5OhlqtRm5urtmxq9VqqFQqgz+EEEJIZ9eiZbDhUKHFWaANhwrRomXMLt/tzy5p94AJgMUz9JytQ5fn0tPTceHCBZw/f97omlwuBwCEhoYaPB4aGorr16/r2/D5fAQGBhq10T1fLpdDLBYb9S8Wiw3atL1PYGAg+Hy+vo0pmzdvxoYNG6y9TEIIIcQttWgZkxXBzxVXWcwnYtCaT7TzxGWkny81uXx3vareBa+g9VxXV+mwoKm0tBTLly9HZmYmvLzM12Fo+2YwDGP1DWrbxlR7e9q0tWbNGrz00kv6r1UqFSIiIiyOjRBCCHEHlvKV1M1aVn1sP37Z6DG5shGLDlzAY8N7OW2slozuDnWacnNzUVFRgbi4OHh4eMDDwwOnTp3CP/7xD3h4eOhnftrO9FRUVOivSSQSaDQaKBQKi23Ky8uN7n/nzh2DNm3vo1Ao0NTUZDQDdT+BQAB/f3+DP4QQQoi7s7RrbdGBCyi5a/8skW5FLuvKHVirBMC570/bx9lqbmIX4DlDhwVNkydPRn5+PvLy8vR/RowYgaeffhp5eXno3bs3JBIJjh07pn+ORqPBqVOnMGbMGABAXFwcPD09DdqUlZWhoKBA3yYhIQFKpRLnzp3Ttzl79iyUSqVBm4KCApSV3asHkZmZCYFAgLi4uHZ9HwghhBBXYpOvlH7+BiT+ApuCl7b9yFVqPBxreYfdwvHR2DVvOCRtKn9LhF6ICfVlda9/nblm5yht12HLc35+fpDJZAaP+fr6IigoSP/4ihUrsGnTJvTr1w/9+vXDpk2b4OPjg7lz5wIAhEIhnn32WaxcuRJBQUEQiURYtWoVYmNj9YnlAwcOREpKCtLS0rB7924ArSUHpk+fjpiYGABAUlISpFIpUlNT8eabb6KqqgqrVq1CWloazR4RQgjpUtjmK704pZ/J5TdbJEpD0TPAC3t+KDZICudygLRx0VjzsPSPdhKj3Kopb59kdY/b1a4rOeAWdZrMefnll9HQ0IDFixdDoVBg9OjRyMzM1NdoAoDt27fDw8MDc+bMQUNDAyZPnox9+/bpazQBwMGDB7Fs2TL9LruZM2di586d+us8Hg+HDx/G4sWLMXbsWHh7e2Pu3Ll46623XPdiCSGEEBeoqGEXZCgbHN+VJvbzwiMP98TKpAFmK4IDAI/LQUKfIIPn+grYhShs2zlDh9dp6kqoThMhhBB3l321Ek/tybHaTuTLR1Wd6ZMxOAA4HJgtKcBB6xJb1upJdh9xYq4wZlvPjb83Y2WvTlOniRBCCCGuMypahDChl9l8JQ4Aka+n2YAJaF3Cs1SDiQGwbobUoTPhxvczLhfkSDtnoKCJEEII6UZ4XA7WzWidmTG3a+3RoT1dOiZTRkaLrCaic/5o5yoUNBFCCCHdTIoszOyutV3zhmOKVOJQ/xzcqxhur9zrCqtn0DF/tHMVt04EJ4QQQtqDuUrY3UmKLMzkrjUel4MWLYMwoRfkykabDs/V0e3AO1dcZZTgzVZZdYNT2zkDBU2EEEK6FUuVsC0dQNsVmdq1pnt83QwpFh24AA5gEDi1/doStjv1TPnpehXrdrPjXFN9nJbnCCGEdBvWKmFnFJSZeWbXZO6wXcDyEt6LU/qz6l/sZ/6YNGuKbiud2s4ZaKaJEEJIt2CtErYuDydRKnHKUp27LwGymXEzt4QHtFYNN7d8pys5MMqBJO07teZ379nTzhkoaCKEENItsK2E7Ugejo67LwHqZtzaBjy6Gbdd84brx2luCc/S8p3uOtsg0VSAKfbzwk0W1b4dmc2yFQVNhBBCugW2+TWO5OEAtgUkHcFZM2665bu2waHExuDQXIDZO5jd2XP9Q3uwaucMFDQRQgjpFtjOSDgyc+HqJUB7OHPGzdIOPDYsBZiWxni/Bk0zq3bOQEETIYSQbkFXCbs983BcuQRoL2fPuJlbvrPGWoDJVn2T1uZ724t2zxFCCOkW2FTCdvToD1ctATrCFTNubZnapWctwGQr2I/vhBGyQzNNhBBCug1n5eGY0xEBia10M26WApYwB2fc7mcuZ2mqzLGq4zq+fNeFMhQ0EUII6VYczcOxxNUBiT14XA5mDgnD7tPFZtvMHBLmlPfDUs7SRz+WONw/AORcrXRKP2zQ8hwhhJBuR5eH88jQnkjoE+S0pGxdQGKJswISe7VoGXz9i+Uinl//UubQuXG6+1hLineGWk2Lk3qyjoImQgghxElcFZA4gk0ukS5ZnQ1zVcXZJMU7gzef56SerKPlOUIIIcRJbAlIrO04a6+K4s5MVs8oKMP6ry9CrlLrH5P4C7B+5iCom12zq41pcd1MEwVNhBBCiI3MBTS2BCSWgqL2rChua7K6uXFmFJTh+QMXjJ4nV6nx/IELeHFKP4fGyVaposEl9wEoaCKEEEJsYimgEXmz2/5+paIWD245YbIPAO1aUdyWZPXWmaRCyFX37TT098Lfp0ux9j/5Fu/z0Y/FEHhw233GyXVVmgAOwzAdt7DaxahUKgiFQiiVSvj7+3f0cAghhDiZud1gukWz2cN74vMLt+zqW9eH0McT1fVNZtuFCb2QtXoSeFyO3Ut4m48UWtw999z4aAx7INDkTJKz6Ubb9vw6tsGJuIcnzv0tyaExsP38ppkmQgghXUp75QKx2Q12NF9ud/+6fi0FTMC9nChlg8auJTy2yerp50tZj90R4/sH4/fyWqO6WVptC8prLL8XAODnRXWaCCGEEJu1Zy4Qm91g9U2uSUrOvFiGfWeu27WExzZZ3VW0DJC1epJRoDt+63esnt/oooRzgEoOEEII6SJ0S2dtP/B1gURGgeXZFWs68uiTtv7fhZsWz2zbcKjQbFkDd3odABAV5GOyblZID3YJ62zbOQMFTYQQQjo9Noe/Wgok2OjIo0/aqmk0P6N1/6HAprjqdQR4e7Jqt/ZhqcnHaxs1rJ7Ptp0zUNBECCGk02OzdGZLwUZTdLvOzGVHcQAE+LALFFzB3IzS0IgAl9z/jcdikSgVW2yTKBWbLU5Zp25mdR+27ZyBgiZCCCGdnjMLNprD43L0JQHaBk66r58ZE213/85mbkbpQE4Jq+d7eVoOEQJ8PPHPucMh8Te8T5jQC+//kVP12PBeFvuwdL1Wwy5XiW07Z6BEcEIIIZ2erQUb7ZUiC8OuecONks0lfySbJ0olSD9/o90TqX0FPNSrW0wuR3L+GI+5Q4HPlyhY3SMm1A+/3FSavf7G7FikyMKQLDN9+HGLlsErX1iu5fTKF/lIlEpM7m708/ZEjdp6Yr0fy2VAZ6CgiRBCCGvWtvO313Z/a3RLZ3Jlo12BhC1SZGFIlJoOFIDWA3kt1UByhrQHo/Hud1eM6hnp3ul1M6Rm6zj5sjyrrXewL+J7i7Dnh2LcnwrG5QBp46Kt7kbMuVpptXxCdX0Tcq5WYmy/YKNrAyU9cLvaevA5UNLDahtnoaCJEEIIK9a287fndv/7mQvM1s2QYtGBC1YDCWfQ7fYyNTZrNZAcFejjiaWT+2NAmL/RuW+hf5z7Zunf4/E4y0tmOhEiH+w4ccUoCGUY4IPTxRj2QCAAmP03L7hlfpbqftnX7poMmp4aGYXvfrtr9flPjYxidR9noKCJEEKIVeYqYeu28y8cH40PThe329Ef94/DUmBmaenMmYGbOWxqIDlqzohe9wV/prOrLP177ThxxerxJj58Lv73J/NlDThoXVpT1jeZ/TdPkUlYviLTM2IXbrBbRrxwQ4Epg0JZ3ssxFDQRQgixiE0l7D0/GAdM91/fcKjQbO4KW9YCN11gZmnpjC17lxnvP6OtvXz9SxmG9ArAkk9/NnovylWNeP7ABQT4eFr89/Dh8ywGTc+N74Ptxy+bvc7AfOVy3T3OFldafiF/8OByMPaNE0bn2wm92YUoeaXsgitn6NDdc7t27cLgwYPh7+8Pf39/JCQk4OjRo/rrCxYsAIfDMfgTHx9v0IdarcbSpUsRHBwMX19fzJw5Ezdv3jRoo1AokJqaCqFQCKFQiNTUVFRXVxu0uXHjBmbMmAFfX18EBwdj2bJl0GhcV/uBEELcFZvt/JbKHzlju78tdZhMFUq0RUZBGca+8R2e2pOD5el5eGpPDsa+8R2r4pgVLgiaypSN+NtXBRbfC0u5RAwAhZVcI2WD9eNLLGEAVNU1mS3PcL93vrtsFGzKVY24VF7L6l4VqgbbB2inDg2aevXqhTfeeAM//fQTfvrpJ0yaNAmPPPIILl68qG+TkpKCsrIy/Z8jR44Y9LFixQp8+eWXSE9PR1ZWFmprazF9+nS0tNzLuJ87dy7y8vKQkZGBjIwM5OXlITU1VX+9paUF06ZNQ11dHbKyspCeno7PP/8cK1eubP83gRBC3JyzKkg70o8r6jABrQHT8wcuGOQJAYBcpcbzLKqKF95WsbpPnxBftI3luBxg8oAQVs+vqnMsqLGEA+A/P9t36HBb9pcSZa+hyRV3adWhy3MzZsww+Hrjxo3YtWsXcnJyMGjQIACAQCCARGJ6XVSpVOLDDz/E/v37MWXKFADAgQMHEBERgePHjyM5ORlFRUXIyMhATk4ORo8eDQDYs2cPEhIScOnSJcTExCAzMxOFhYUoLS1FeHg4AODtt9/GggULsHHjRosnHhNCSFfnrArSjvTjijpMjm6RB4B6DbtgpnewD44uH4/92SW4XlWPSJEPUhOikHtdge9+u2Pz2J2JAVBlZSbKnXh5tP/uTB23KW7Z0tKC9PR01NXVISEhQf/4yZMnIRaL0b9/f6SlpaGiokJ/LTc3F01NTUhKStI/Fh4eDplMhjNnzgAAsrOzIRQK9QETAMTHx0MoFBq0kclk+oAJAJKTk6FWq5Gbm2t2zGq1GiqVyuAPIYR0NWwqYVtaAeOgNVnbke3+rqjDZMsWeXNC/b1Z3SvU3xs8LgfScCHiIgMhDReCx+Wweq9FvnxW9+guajWuOSQZcIOgKT8/Hz169IBAIMDzzz+PL7/8ElJpa8XVqVOn4uDBgzhx4gTefvttnD9/HpMmTYJa3TptKpfLwefzERgYaNBnaGgo5HK5vo1YbFzGXSwWG7QJDTXMvA8MDASfz9e3MWXz5s36PCmhUIiIiAj73whCCHFTbCphp42LBsfCdUe3+7MJJhwNzH68ym6Gx1K74Q8Emr12P94fyc+GeVMncKxQjnUzpGaXtRgA/x0fyeoegPl/D1fx8eS1+z0dOU/QVh0eNMXExCAvLw85OTlYtGgR5s+fj8LCQgDAE088gWnTpkEmk2HGjBk4evQofv/9dxw+fNhinwzDgMO59890/98dadPWmjVroFQq9X9KS0utvl5CCOmMdNv5JULDmRyJ0Au75g3HmoelFq87ut2fTeB2f0HH7KuV+CrvFrKvVrL+UGVTSNFau7AAdjNNH2dfN5n8/PyBC/jZylb7mkZ2S2fPjo0y+e+xfHI/Vs/vIXA8g+fh2NZ/9/YM3pqaXTfT1OElB/h8Pvr27QsAGDFiBM6fP493330Xu3fvNmobFhaGyMhIXL7cug1SIpFAo9FAoVAYzDZVVFRgzJgx+jbl5eVGfd25c0c/uySRSHD27FmD6wqFAk1NTUYzUPcTCAQQCAQ2vmJCCOmcrG3nd9Z2f0v3t1aHyZECmz0D2QU8ltrpZsQsJa1zOK0FIs354AfL1cS/zGOXpD1FKsHqqQON8qaOstgFCABaS4Nk6bVZMkyRik3+m706TYpV/+8X1Du8vNZNEsFNYRhGv/zWVmVlJUpLSxEW1vqNHxcXB09PTxw7dgxz5swBAJSVlaGgoABbt24FACQkJECpVOLcuXMYNWoUAODs2bNQKpX6wCohIQEbN25EWVmZvu/MzEwIBALExcW16+slhJDOxFwlbLbXHWUpMGNbx8mc+OggvPf9VatjiI+2/Pp1lckB48rkDCwHTGBxvaquCSJfPhR1GotHxijqNBi/9XuDGa09PxTjyZHsUkkcD2aAvNJqpMjCMKG/GJuOFKKksh5RQT5Y+7AUfA8u1v4n3+H7uPC83o4NmtauXYupU6ciIiICNTU1SE9Px8mTJ5GRkYHa2lqsX78ejz32GMLCwlBSUoK1a9ciODgYjz76KABAKBTi2WefxcqVKxEUFASRSIRVq1YhNjZWv5tu4MCBSElJQVpamn72auHChZg+fTpiYmIAAElJSZBKpUhNTcWbb76JqqoqrFq1CmlpabRzjhBC3IypwIxNAU6rBTbZTlhYaaebEVv/daFhwUahF4ZGBOBogflcWbZmDgnDx2eumz0yZuaQMCz+9ILR8+SqRrzznfmilc4mVzVi85FCg/PrfrgMHDx7Aw/HhllNvGfDl++6UKZDc5rKy8uRmpqKmJgYTJ48GWfPnkVGRgYSExPB4/GQn5+PRx55BP3798f8+fPRv39/ZGdnw8/PT9/H9u3bMWvWLMyZMwdjx46Fj48PDh06BB7v3oGEBw8eRGxsLJKSkpCUlITBgwdj//79+us8Hg+HDx+Gl5cXxo4dizlz5mDWrFl46623XPp+EEIIsY+tdZxM5T2dLWFXwfpsSSXLvCnDxxiGccqSFwBEBPqYzSF7b+4wfPbTTTPPdK3Pzt3A7tPFRsVPtQzwza/OOaOPy7gup4nDME76FyRQqVQQCoVQKpU0Q0UIIS70Vd4tLE/Ps9ru3SeHQuDBNZn3NKSXEBkXjXNg20oZFIpfbiotHlxsapmw7ayQI7Y/MRSPDutp8riXnGuVePpfZ6130kV4eXDw2+sPO9QH289vt8tpIoQQQmzFtj5Tyd16vHP8d5N5T2wP2jUVWOnypt6bOxyvHbZ83IszSPxbX6+ppcpsC3WkuqLG5m6cCE4IIaRjsDmk1t6DbNsbm11rEn8B/n3uRrsENLq8qVe/KkBlXfueW3p/PSpT/x6MC3eTdTcUNBFCCGG1VZ9Nm44KqnhcDmYOCcPu0+a364+IEjktj8YUBnBqwGQuyVtXj8rcv8eY3vYX+CSWUU6TE1FOEyGkM7KUgwMAu+YNBwCTbXTtdG3srZHkqBYtgwe3nLA40xTg4+mU3VqukCxtzZu6f/edq/OmOpOSN6Y59HzKaSKEEGIVm63667++CIBj8WiPV77Ih7K+ye4aSY6ytnsOQKcJmACAxwVM7b4DrP+buRMuABeWUWp3FDQRQkg3xmarvlxluuDw/cwFJG1rJOnu6cjyXYOmxahQYkUNuyTuAG9PVDe0T/DEARDo44kqJwRnRwpMJJur1Fh04AJWTOnHOmm9o3G62NQXBU2EENKNsQ02HKGrkbTzxGWkny91aPku7ZPzOFZYof/6h8vA/pwbiIsMYPX8B/sFOyWvyVy+0ahoEauyBfZiAOz9saTd+r+fD5/ncLXuli4UMAFucGAvIYSQjsN2q74zbD9+2WiGRLd8l8HiPLS2AdP9cq9XW30+B0DW5btshmrRjMEStD3LncMBFo6Phrcnz/STnKi9ZsraamxyXdHIzoKCJkII6cZ0W/UtEXq336KEbiJiw6FCM1W1WzVoWswGTLbcy9GAw1fAw6Ff5SYrXH9wuhgNLgo0hN6e7X4PC/8c3RYFTYQQ0o3ptupbMr5fcLuOoe0RJ6ZsOlLYrmNgq05tPihiAORcc3wmiw2pxM96I+J0FDQRQkg31qJl8PUvlpfGzpco9BWozQnw8QQH93J7dGxJ8baUX1VSWW9DTx2nusE1M02/3FK65D7EEAVNhBDSjbHZqi9XqfHUqAfMBkUcAG/MjsXC8dEmc32mD2aX5G0pvypS5M2qD0t8+V3nI8/RBG1in67zHUQIIcRmbHfPRQX7YNe84ZC0yX+SCL30hS0/MHOa/eFfy/QzUaZwYHg0iCmJAyWsxmlJk5aBwIM+9oj9qOQAIYR0Y2x3z4n9vJDQJwiJUolRnSUAeHDLCYvleHRb9K0dDWJOdaPjO8Y0zQy6VNGgdsbncaDpBDUDXHnyIQVNhBDSCTjjMF1T10dFi6weLxLg46kPjnhcDhL6BBlcz75aabVApqK+CS9O6WdUp0nCsk6TK0sjkFZPjOqF/dmlHT0Mq/g814VNFDQRQoibc8ZhuhkFZVj3VQHKa+4dKBvqx8e6GYOs3v/+jyRTgRf7JT5fZK2eZFdF8LjIQHA5tA3elT496/4BEwD0C3JdKENBEyGEuDFzB7Pef6YbYPowXV2bheOjsft0sVHf5TUaLP70Z6tjUNQ34VxxFZQNGpOB2ZMjI1i9Fkdmi3KvKyhgcrEWBw+NE/A4ULtgee/3u647U5CCJkIIcVNsDtPdcKgQDMNYPLzVVMBkq+OFcnz0Y4nJwGz78ctWl/jChF5Q1Knx4JYTdh2jIld1jrPWvDy5aGzqSkfU2u+xuJ749NzNdr+PxoVvN20jIIQQN8XmMN0yZSOrA3Ud9WXeLYvBW1Oz5U8uWU9/LPn0Z7uPUbnrhDPyvFywc67F0emZLuTU73c6eghOR0ETIYS4KVccpmsNB0CQLx9VdeZnkRgAdVbqBn1XVGFxNszaMSp3ax0PDP88LtrhPqyhSaZ7blW3fzAPAIL2P+5Pz6HluXPnzuHkyZOoqKiAVmv4nbJt2zaHBkYIId2dq3eMmSsH8MjQcHz0Y4lDfVvKR7r/GJW2O/N0Cm6pHLo/AJy1cEwL6bx8vdr/HD4du4OmTZs24W9/+xtiYmIQGhoKzn1lYDltS8ISQgixme4wXbmy0eQsDQetW/YZhkG5Su1QBaLHhvfEmTalA3TlAPwEng4HTWxYmllTNzteAfvCdYXDfRD3o1Z3gkTwd999Fx999BEWLFjgxOEQQkjXw6bGkik8LgfrZkix6MAFi0UhAZhtY6qgZFscDrB59mAAwP7sElyvqkekyAepCVHge3Dx4xXXHEIb3ENg9lp4gA9wvdqh/jtBnUZih7pm193L7qCJy+Vi7NixzhwLIYR0OWxqLFmSIgvDrnnDjfpoWxTSUpufbygs7qBbOC4aJ34rN3r+v7KKsW6GFA0uOudMayGqiZH0AH5xyTAIMcvuoOnFF1/Ee++9h3feeceJwyGEkK6DTY0ltoGTqeNL7p+tSpGFYdKAUJMzRa0slx2wNM7Hhve0/mKd4GxJJcbFhJi89ru81iVjIMQSu4OmVatWYdq0aejTpw+kUik8PQ0Tsb744guHB0cIIZ0V2xpLiVIJ66U6c0nSgOkZrX9lFePVaQPx2uEii33v+aHY4jiPF1VYHZ9ztL4PppYzb1XXu2gMhJhnd9C0dOlSfP/993jooYcQFBREyd+EEHIftjWWLO0YY8vSjBabit/WdrZVN7gm0TahTxAyCsqw/uuLBrWnJP4CRIh8XDIG0vm4snaS3UHTJ598gs8//xzTpk1z5ngIIaRLYFtjiW07c8nk1ma0OgsOB1DUqvFCep7RNblK7ZICnqRzcuXRJnbfSyQSoU+fPs4cCyGEdBlsayyxaWcpmVzozbc4o9VZMAyw+sv8jh4G6YRcV3DAgVmt9evXY926daivp3VmQghpKy4yENZSlbic1naW6JbezB0/crxQ7uhQ3Uad2jW79EjX4soZVbtnmv7xj3/g6tWrCA0NRVRUlFEi+IULFxweHCGEdFa51xUWc4WA1lyi3OsKszlNbJLJv8y75ehQCenUeC5MqbZ7pmnWrFlYuXIlVq1ahf/6r//CI488YvCHjV27dmHw4MHw9/eHv78/EhIScPToUf11hmGwfv16hIeHw9vbGxMnTsTFixcN+lCr1Vi6dCmCg4Ph6+uLmTNn4uZNw1OVFQoFUlNTIRQKIRQKkZqaiurqaoM2N27cwIwZM+Dr64vg4GAsW7YMGo3GvjeHENKltGgZZF+txFd5t5B9tdLiGWk6zshpYpNMXlXXhK6wDceVH3yka/H2dN03j90zTevWrXP45r169cIbb7yBvn37AgA+/vhjPPLII/j5558xaNAgbN26Fdu2bcO+ffvQv39/vP7660hMTMSlS5fg5+cHAFixYgUOHTqE9PR0BAUFYeXKlZg+fTpyc3PB47We4jd37lzcvHkTGRkZAICFCxciNTUVhw4dAgC0tLRg2rRpCAkJQVZWFiorKzF//nwwDIMdO3Y4/DoJIZ2XvcUpnZHTxDbw6kwJ3+ZQtW5iL76n607s5TAM41bfqiKRCG+++Sb+9Kc/ITw8HCtWrMDq1asBtM4qhYaGYsuWLXjuueegVCoREhKC/fv344knngAA3L59GxEREThy5AiSk5NRVFQEqVSKnJwcjB49GgCQk5ODhIQE/Pbbb4iJicHRo0cxffp0lJaWIjw8HACQnp6OBQsWoKKiAv7+/qzGrlKpIBQKoVQqWT+HEOK+zG3l1/1ea6k4ZYuWwYNbTlg9Ny5r9SSzdZqyr1biqT059g7f5D1NHbNCSGfm7wn8+ppjO/nZfn7bvTzH5XLB4/HM/rFVS0sL0tPTUVdXh4SEBBQXF0MulyMpKUnfRiAQYMKECThz5gwAIDc3F01NTQZtwsPDIZPJ9G2ys7MhFAr1ARMAxMfHQygUGrSRyWT6gAkAkpOToVarkZuba3bMarUaKpXK4A8hpGtgs5V/w6FCs0t1unPjzAUlDFrPjdMFTKaWANkkk7OVMigUEqHhrJZE6IV/zh0GX77ln9leHq6shEOIbVQu3D5n9/Lcl19+afB1U1MTfv75Z3z88cfYsGED637y8/ORkJCAxsZG9OjRA19++SWkUqk+oAkNDTVoHxoaiuvXrwMA5HI5+Hw+AgMDjdrI5XJ9G7FYbHRfsVhs0KbtfQIDA8Hn8/VtTNm8ebNNr5UQ0nm4ujilqSXAJ0c+YDWZnK24yEC893ScUa2nFi2DOo3lApiNzVrnDIKQTs7uoMlUsvd//dd/YdCgQfjss8/w7LPPsuonJiYGeXl5qK6uxueff4758+fj1KlT+uttK40zDGO1+njbNqba29OmrTVr1uCll17Sf61SqRAREWFxbISQzsHRRG7dTJU5umNUtFpgyaemq3lvP/47y9FaF9xDYPIolo+yLJ9JRwi5x+lzrqNHj8bx48dZt+fz+ejbty9GjBiBzZs3Y8iQIXj33XchkUgAwGimp6KiQj8rJJFIoNFooFAoLLYpLy83uu+dO3cM2rS9j0KhQFNTk9EM1P0EAoF+55/uDyGka3A0kZvtTNXfvipwSTVvidDb5BLg+ZJKJ9+JkK7LqUFTQ0MDduzYgV69etndB8MwUKvViI6OhkQiwbFjx/TXNBoNTp06hTFjxgAA4uLi4OnpadCmrKwMBQUF+jYJCQlQKpU4d+6cvs3Zs2ehVCoN2hQUFKCsrEzfJjMzEwKBAHFxcXa/FkJIx7OnXAAAjIoWIUzoZXY7PwetS2ijokUmr7Odqaqqs7+0iW4Mnlb26ws8uFDUafDglhN4ak8Olqfn4ak9OXhwywlU17uynjIhnZvdy3OBgYEGS1cMw6CmpgY+Pj44cOAAqz7Wrl2LqVOnIiIiAjU1NUhPT8fJkyeRkZEBDoeDFStWYNOmTejXrx/69euHTZs2wcfHB3PnzgUACIVCPPvss1i5ciWCgoIgEomwatUqxMbGYsqUKQCAgQMHIiUlBWlpadi9ezeA1pID06dPR0xMDAAgKSkJUqkUqampePPNN1FVVYVVq1YhLS2NZo8I6UDmzltjy95yAcC9RO5FBy6Y3HUGGCZyt8V2pootc2N4ZeoALDdxXtv91M1aLP7UuOCwXNnYJY5gIcRV7A6atm/fbhA0cblchISEYPTo0UaJ2eaUl5cjNTUVZWVlEAqFGDx4MDIyMpCYmAgAePnll9HQ0IDFixdDoVBg9OjRyMzM1Ndo0o3Dw8MDc+bMQUNDAyZPnox9+/YZ7OA7ePAgli1bpt9lN3PmTOzcuVN/ncfj4fDhw1i8eDHGjh0Lb29vzJ07F2+99Za9bw8hxEGOBDy655sqF6A7fsRSuQCdFFkYds0bbjQOCYtx6Ha+OSORe/nkvvjs/E3IVcZj+PHKXbv7ZTs0Dy5AueCEuGGdps6M6jQR4hyO1EcC7tVIMjeLwqZGUtv+bJ3xcmaNpRWT+yL9fCnkKrX+MYm/AOtnDsLBszfww2X7Ayc2+DwuNC0UNRH3VfKGa+o02TTT9Ouvv0Imk4HL5eLXX3+12Hbw4MG2dE0IIQDYnbe24VAhEqUSs4GLs8sFmNp1Zo1c2WBTe0ve+e6Kcf8qNRYduIBx/YKddh9zKGAi7syVJ/DYFDQNHTpUX/do6NCh4HA4MDVRxeFw0NJCp1UT0pU5mm9kjjMCHlvKBbB5Hfa8VkcSvNliAFySU1Fd0r25crnMpqCpuLgYISEh+r8TQronR/ONLHHGQbdsk7BL7tZh7BsnDHOF/L2wfua918HmtZoKqkQ9BKzGIPT2hLLB/h1s5TV0sDjp3lx38pyNQVNkZKTJvxNCug9nJFhb4oyDbnXlAiyd+xbg44ntxy8bXZOrGvH8gQt4f95wALD6WgGYqebNrtBtX7Evcq9Xs2pLCDHGdeEpP3bvngOAW7du4ccff0RFRQW0WsM172XLljk0MEKI+3FGvpE1bAIeiYX6SMC9cgHPHzDeZq8bq9rKdrBXPv8VXp4eFl/rmi/yoTBR56i1mvdlBPh4WqyDFCb0wgUKmFzKk8dBUwvtf+pKPF041WR30LR37148//zz4PP5CAoKMjqShIImQroeZydYm8sVcqQ+Elv1Gst5l9UNzUBDs9nrDGAyYNJd4wDQWAnMokQ+VCfJxQaF+yOvVNnRwyBOxLVytJoz2R00/f3vf8ff//53rFmzBlxXzo0RQjqMM/KNdKzlCtlbHwmwfu6bKzCwHpj9cqvzfHh7coGmLrCJ7nJ5TUcPgTiZB891U012B0319fV48sknKWAipBsJ9mWX3GytHdu8qESpxK6dbdZmxNyFtaDKnTijSKc7qNN0gciPGGB7NJIz2B00Pfvss/i///s/vPLKK84cDyHEnbGdBbfQzta8KEvLfOZmqx6WSVgO1DJfPg/1mhaXbml2V5QGRNxVjdp1v3zYHTRt3rwZ06dPR0ZGBmJjY+Hp6Wlwfdu2bQ4PjhDiXu7Wqq03stLOWXlRlmarPvyxhNU4rUmRSfDFhVsmc6sohiCk+7E7aNq0aRO+/fZb/aG3bRPBCSFdjzPKATgjL8rabBXgnMDmwX4hCO7BxwenjevSTR4Qgu9+u2N33xwAPbw8UNNoPtmcEOJe7A6atm3bho8++ggLFixw4nAIIe7MGeUAnBF4sclZcsZM0I3Keuw2ETAxgE0Bk7ldgGP7BCHjYrkjQySEuJDdWdwCgQBjx4515lgIIW5OVw4AME5bYlsOQBd4mWvBQWtekqXAi+1slSMk/gLs/dHxkw/+MWcoJELDAFAi9MKuecPRJ6SHw/0TQlzH7qBp+fLl2LFjhzPHQgjpBHTlAMwFAtbKATgj8GI7W8WGqTFwADwxMgLVDhxvonOnTo1Tf3kIr04biP9OiMSr0wbi1F8eQoosDP7entY7IIS4DbuX586dO4cTJ07gm2++waBBg4wSwb/44guHB0cIcU9sywFYer4jdZisLROytWJyP3z2U6nJMfx6s9qBnu/54fId7Pmh2OB8uz0/FGP9TCkUdewS6wkh7sHuoCkgIACzZ8925lgI6RbMVcHubKyVA7DGkcDLWtVwtoHUyCgRnpvQB5uOFKKksh5RQT5Y+7AU3nweMgrkdrwqYyd/v2v0mO58uwESP6fco6vw9uSioStU0CRdFodhGNo56yQqlQpCoRBKpRL+/v4dPRzihqxVwXYn7hDcWRuDufczZVAo9p65brX/STHBOPn7XYPCjVwOkDYuGh48Lt77/qpTX09bVLrA0JqpMXjv+6tQmdhRSO8VsaTkjWkOPZ/t57dDB/Y2Nzfj5MmTuHr1KubOnQs/Pz/cvn0b/v7+6NGDEhwJuR/bKtjuwB2COzZjMDdb9eHpa6zuceKS8SyQlgF2ny7GtNhQ57wQCygIMJRTXGkyYALovWorzF+AMhUt7wLsa+465V72zjRdv34dKSkpuHHjBtRqNX7//Xf07t0bK1asQGNjI95//31nj9Xt0UwTMadFy+DBLSfMbpPXbdXPWj2pw5fqzAV3ulHpgrv2nIliOwZzlv/7Z3z1y22HxsABIPT2tJgM7ivgoc6F1YgJ0eFyus7RNs7g9jNNy5cvx4gRI/DLL78gKOheXsOjjz6KP//5z/Z2S0iX5Kwq2O2N7REnWi3w2uH2mYmy9ZgVU25VNzg0Bt29Bkr8kF1cZbZNE50tQjoIBUwdw+6SA1lZWfjb3/4GPp9v8HhkZCRu3brl8MAI6UqcUQXbFdgGd4s/vWDUTrfMmFFQ5pIxnLMQzPQMcE5JgtzSaovXNc2UtExId2J30KTVatHSYjwtffPmTfj50Y4QQu7njCrYruBI0Kb7xXfDoULWp45rmrX48Idr+PtXBfjwh2vQNGudEmD+1/AIVn2wGR8hhOjYvTyXmJiId955Bx988AGA1vPmamtrsW7dOjz88MNOGyAhXYEzjh9xBUeDNluWGTcfKcSeH4oNlhk2HinCw7HslvcsjXVMv2D48Hmo11C+ESHEeeyeadq2bRtOnToFqVSKxsZGzJ07F1FRUbh16xa2bNnizDES0uk5owq2K1g74oQt3SxQi5ZB9tVKfJV3C9lXK/UzUJuPFGL36WKjvAwtA3zzaxl8+DzWx6yYmq3icTnYNmeIg6+CEEIMOVSnqaGhAenp6cjNzYVWq8Xw4cPx9NNPw9vb25lj7DRo9xyxxh228luj27kG2F808t9p8VA2aEy+1r9OHYhln/1sMZGVwwEYxvxBt7rdc5uPFOKD08VGbRaOj8aah6X64Kyth2JC8P0l9gfuEkLcm6t2z9kVNDU1NSEmJgbffPMNpFKpQwPtSihoImy4Q9FIa8wFd69OG4jXDhdZXWZ8dZoUSz41XTKA7Q+c/xreCz9evWs2wDQXEOkkSsU4Xljh0BgIIZ2DW5cc8PT0hFqtBofjXj/oCekMHD1+xBUsHXHC5XLw/B8zUW0xwB+BlfmSAWz5CHjIWj3J5Bg0zVqLARMAHCusMDtGQgixh905TUuXLsWWLVvQ3Gy6eishpHPTBXePDO2JhD5BrGfDLlfUWiwZwFakyMfstb0/Wg6YCCGkPdi9e+7s2bP47rvvkJmZidjYWPj6+hpc/+KLLxweHCHEvegKT5rDAbD3xxKH78PlAGJ/L6Mq6rrluWOFzjlMlxBCbGF30BQQEIDHHnvMmWMhhLg5NoUnLR07wtbkgWIs+/fPZs/p6x1ifhaqM/Hhc1GvoVpQhHQWdi/P7d271+IfNjZv3oyRI0fCz88PYrEYs2bNwqVLlwzaLFiwABwOx+BPfHy8QRu1Wo2lS5ciODgYvr6+mDlzJm7evGnQRqFQIDU1FUKhEEKhEKmpqaiurjZoc+PGDcyYMQO+vr4IDg7GsmXLoNFobH9zCOmi2Bae9OXzHLp+vkRhMSfqTk3X+H9JARMhnYvNQZNWq8Wbb76JsWPHYtSoUVi7di0aG+3LXzh16hSWLFmCnJwcHDt2DM3NzUhKSkJdXZ1Bu5SUFJSVlen/HDlyxOD6ihUr8OWXXyI9PR1ZWVmora3F9OnTDSqWz507F3l5ecjIyEBGRgby8vKQmpqqv97S0oJp06ahrq4OWVlZSE9Px+eff46VK1fa9doI6YrYFr+0tkfEWtHJ6nrzs1UMAFUj5VISQlzP5uW5LVu24G9/+xsmT54Mb29vbNu2DXfv3tVXBrdFRkaGwdd79+6FWCxGbm4uxo8fr39cIBBAIpGY7EOpVOLDDz/E/v37MWXKFADAgQMHEBERgePHjyM5ORlFRUXIyMhATk4ORo8eDQDYs2cPEhIScOnSJcTExCAzMxOFhYUoLS1FeHg4AODtt9/GggULsHHjRiohQLodU6UR4iIDrZ6uzuUAtWrLQRHtYCOEdEY2B0379u3Djh07sHjxYgCtgc+sWbOwe/duh0sQKJVKAIBIZHiUxMmTJyEWixEQEIAJEyZg48aNEIvFAIDc3Fw0NTUhKSlJ3z48PBwymQxnzpxBcnIysrOzIRQK9QETAMTHx0MoFOLMmTOIiYlBdnY2ZDKZPmACgOTkZKjVauTm5uKhhx5y6LUR0pmYq9P05MgIq6er0+nrhJCuyuag6fr165g+fbr+6+TkZDAMg9u3b6Nnz552D4RhGLz00kt48MEHIZPJ9I9PnToVjz/+OCIjI1FcXIxXX30VkyZNQm5uLgQCAeRyOfh8PgIDAw36Cw0NhVzeusNGLpfrg6z7icVigzahoaEG1wMDA8Hn8/Vt2lKr1VCr1fqvVSqVfS+eEDeiqwhuKgl7+/HLHTKmtgQ8DtQtFJ0RQlzL5qBJo9EYHJPC4XDA5/MNggd7vPDCC/j111+RlZVl8PgTTzyh/7tMJsOIESMQGRmJw4cPY/bs2Wb7YxjGYObL1CyYPW3ut3nzZmzYsMH8iyKkk9GVFHC0MGV7o9ksQkhHsKvkwKuvvgofn3tbfjUaDTZu3AihUKh/bNu2baz7W7p0Kb7++mucPn0avXr1stg2LCwMkZGRuHy59TdeiUQCjUYDhUJhMNtUUVGBMWPG6NuUl5cb9XXnzh397JJEIsHZs2cNrisUCjQ1NRnNQOmsWbMGL730kv5rlUqFiIgIFq+YEPdkraQAG3wPLjTN7bsrrImiJkJIB7A5aBo/frxRWYAxY8bg2rVr+q/Z5jYxDIOlS5fiyy+/xMmTJxEdHW31OZWVlSgtLUVYWOvhpnFxcfD09MSxY8cwZ84cAEBZWRkKCgqwdetWAEBCQgKUSiXOnTuHUaNGAWgtzqlUKvWBVUJCAjZu3IiysjJ935mZmRAIBIiLizM5FoFAAIFAwOq1EtIZsC0pYIlU4oe8m0onjIYQQtyLzUHTyZMnnXbzJUuW4NNPP8VXX30FPz8/fe6QUCiEt7c3amtrsX79ejz22GMICwtDSUkJ1q5di+DgYDz66KP6ts8++yxWrlyJoKAgiEQirFq1CrGxsfrddAMHDkRKSgrS0tKwe/duAMDChQsxffp0xMTEAACSkpIglUqRmpqKN998E1VVVVi1ahXS0tJo5xzpNtiWFLDkelWd9UaEENIJ2V3cki1/f3+DWaj77dq1C0qlEhMnTkRYWJj+z2effQYA4PF4yM/PxyOPPIL+/ftj/vz56N+/P7Kzs+Hn56fvZ/v27Zg1axbmzJmDsWPHwsfHB4cOHQKPd6+A3sGDBxEbG4ukpCQkJSVh8ODB2L9/v/46j8fD4cOH4eXlhbFjx2LOnDmYNWsW3nrrrXZ6Zwgxr0XLIPtqJb7Ku4Xsq5VocdFy1KhoEcKEXnBkH6yinmooEUK6Jg7DMO3609jPzw+//PILevfu3Z63cQsqlQpCoRBKpZJmp4jdzG33XzdDihRZmEvu//yBC+1+H0IIcZaSN6Y59Hy2n9/tPtNECGFPt92/bTK27sy1jIIyAB03E0UIId2Z3Qf2EkKcy9p2fw6ADYcKodUyeO1wkcWZKFPVvHlc64tuujFYYqkiOAdAoK8nquocP7SXEELcDQVNhLgJa9v9GQBlykYs/vRno2u6mahd84YDgN3Le2xKDugCJg4MazfpQrK/Tx2IFf/vV4t9EEJIZ9Tuy3OOHq1CSHfhyHZ/XfDyyhf5rJb3zJGr2I3hmTFRkAgNd9pJhF7YNW84fiqtZjtsQgjpVNp9pqmd88wJ0bN3ScpdBPs6VvOLAVBdb3pZTPe/cMOhQiRKJWbfl6padpX9ewV6I2v1JJPv93vfX7Fj9IQQ4v7sDppOnjyJiRMnWm139OhRh86kI4SNjt5x5hQuiO/KlI04V1yFhD5BJq+LfPms+hH58sHjckz248un/SWEkK7J7p9uKSkp6NOnD15//XWUlpaabffggw9S1WzSrtjuOHN3FTWOnd/IlqUlOInQ2+w1tu0qWC7xEUKINQwD1BWG48b2ZFzfMg1l+x5EbUHHTcTYHTTdvn0by5cvxxdffIHo6GgkJyfjf//3f6HRaJw5PkIsYnPA7IZDhZ1iSz7bpbH2vM/QiABWfQyNCDBb9uBOLe2cI4TYT6vmQfH9AFzfMg03tk7D3UPDwGhaF8Y05UJUHh6KZpXjpxfYw+7lOZFIhGXLlmHZsmXIy8vDRx99hCVLlmDRokV4+umn8eyzz2LIkCHOHCshRtjuOLO0JOUu2C6NAaZ3rrENC3X3MZUDdiCnhFUff/tPPn68UmkwayXx98L6mVIIPHioUbewHA0hhABNd3ug6vggNF4PZtW+pcYLHv6un9V2SiL40KFD8corr0AkEuGNN97ARx99hH/+859ISEjA+++/j0GDBjnjNoQYYbvjzBkH0bY3tktjMwZLcDhfjvv3WHA4wLTYMHzzq/WlSInQ22wOWEgPdoHb5xduGT0mVzXi+QMX8MjgMHzFYhyEkO6LYYD6SxJUZQyGVu1p03O9eleAH17dPgOzwqGgqampCV999RU++ugjHDt2DCNGjMDOnTvx1FNPoaqqCqtXr8bjjz+OwkLLxfIIsRfbA2adcRCts5jb5TcqWoQAH0+zO+AAwJfPw6Ff5UaPaxngm1/LwOEAljascjlAZY0aS9N/NpqZkisbrdZoYuPUlbsO90EI6Xq0Gh6UOX2hyu5rdx/+8VcQMP4SOqqakd1B09KlS/Hvf/8bADBv3jxs3boVMplMf93X1xdvvPEGoqKiHB4kIeboDpiVKxtNLk9x0Fo/aFS0yNVDM8nSLr9EqQRNzVqLz6/XWF72slbhQ8sAfz9UYDEHzFHV9U3oHeyDa3frndQjIaSzaqryaV12Kxbb9XyORwtEyfnwHXSrwwKl+9kdNBUWFmLHjh147LHHwOebntIPDw/H999/b/fgCLGGx+Vg3QwpFh24YLZC9boZUreo16Tb5WdqhmfRgQtYPrkv6qwFRU4YhyuOOKGAiZDuiWGAhiuhqMyIhbbevp3zgp5VECUVgC+ucfLoHMdhqPqk07A9JZk4n7PqNLEpkGmtjanrAPDglhNml784AHwEPNRRAjUhpJPRNnGhyukD5Zn+dvfhN7wEwnGXwPNqtuv5JW9Ms/veAPvPb7tnmjZv3ozQ0FD86U9/Mnj8o48+wp07d7B69Wp7uybEZimyMCRKJQ5VBGcTeFlrY+76kyMfsLrLjwImQkhn0VTtDcXxQWi4GmpfB1wtgpLz4Rt70y2W3diye6YpKioKn376KcaMGWPw+NmzZ/Hkk0+iuLjYKQPsTGimqfMyt3Sm+7+sOwjXUpuF46Pxwelik9fdaTrX3cZDCOkc6q+KUZURi5Za+zbW8MMUECUVQCBROXlknWCmSS6XIyzMeNkjJCQEZWW03Zh0HtYKZHIArP/6IgCOxQTqPT8YB0z3X2fDl8+zmtdkibWAKMiXj8o6KkBLCLGOaeZCebY3lFkxdvfRY+h1BIy/BJ531yh6a3fQFBERgR9//BHR0dEGj//4448IDw93eGCEuAqbAplylfVq3c4oOp42rjfe+e6y3c+3NoSZQ8Ox98cSu/snhHRtzUpvVH0nRcNlid19iJJ/RY8hpZ1q2Y0tu4OmP//5z1ixYgWampowadIkAMB3332Hl19+GStXrnTaAAlpb+5U+DI6xBfvzxuOV7/Mx537drmJe3hieJQIGQXlDvVfVOb8aXFCSOfWcC0Yld/GokXlY9fz+aFKiJLyIQhXOnlk7sfuoOnll19GVVUVFi9erD9vzsvLC6tXr8aaNWucNkBC2ps7Fb4U+3nhox+vGQRMAFBR24S8G9UO959zrcrhPgghnRvTzIXqfDSqTw+wuw/f2FIETvwNPJ/utdzvcMmB2tpaFBUVwdvbG/369YNAYF9dhq6AEsE7pxYtg7jXj1msxC309oC3pwfKVaaLaAKt1bYZxvQSGQetR52YW8LTFeEcFO6H40V3bHwFhBBiWbPKC4oTUtRfYl+CpS1RYgF6DL0ODteJA3MSt08E1+nRowdGjhzpaDeEuDUuh4O/T5diyafmi2imjWvdPWftOsxcfyVlAJZ/luf8wRNCuqWG60Go+jYWzQpfu57vGayCKLkAXr0UTh5Z52VT0DR79mzs27cP/v7+mD17tsW2X3zxhUMDI10Lm6KRHXWPc8VVFmeZAEBR34RAXz52zRtuVIdJcl+dpmEPBGL914WQq0xfB6APnO63cHw0frpOS2eEEPsxLRzU5EZB8b3U7j58ZTcROLEIPN/utezGlk1Bk1AoBOePdHihUNguAyJdj7OqdbfXPdgmglfUNOKRoT2tFtFsu+Kt/WNNLqOgDLtNBEwMgN2nizFQ4sdqHIQQotNcK4Di+4GoL+xpdx+Bky/Cb/h1cLhUwc0aOkbFiSinyRibopGOBk7m7qG7j7V7ZF+txFN7cqze599p8UjoE2RxHM8fuGD2ug+fZ/HAXU8eB00t9N+REGJZY6kIlRmxaK7qYdfzPUS1CErOh9cDXWd2u9PkNBFiDpuikRsOFSJRKrF7qc7SPXT3sXaPuMhAcC0kaQOtSd5xkYEWx/HKF/kWx2opYAJAAVM3xeMA9E9PLGG0HNRciITiu0F29+EjvYXAiUXw8LNec46YZ1PQNGzYMP3ynDUXLpj/jZt0D2yKRpYpG3GuuMriDI4j9wCLe+ReV1gtTKllWtsl9AkymTuVc63Sal4UIaZQwERMaanjQ3FyIOoKetndR+BDhfCLKwGHR99kzmJT0DRr1qx2GgbpimzJFbKXXNngcDtbxplRUGac6O3vhWEPBLDqo6PRuXOEuK/Gm4Go+laGprv2pXd4BNZBlJQP76hKJ4+M6NgUNK1bt669xkG6ILZFIx0pLnm3lt0OD107U7NEbO9fcrce24//bvS4XNWIowVy9oNuRyE9+Lhj4T3pFeCF0mr3qYDuCFrWIp0dowVq8yJRdUxmdx8+A24j8KEiePh3jf/X7s7hnKbc3FwUFRWBw+FAKpVi2LBhzhgX6QJGRYsQJvSCXGm6IKSuoOOoaJHd96huYBc0VTdozM4S/X261Oo4Q/0F2HvGeOebu7EUMAHoMgETAHjwOGhppqiJdC4t9XwoTg5AXX6E3X0ETCiC/8hiWnbrAHYHTRUVFXjyySdx8uRJBAQEgGEYKJVKPPTQQ0hPT0dISIgzx0k6IR6Xg3UzpFh0wHxByHUzpA7Va2L7zOI7tXjv+6tGj8tVjVj86QU8Nz7aZDkAoHXcT46MwDvfXbF7nMT51BQwkU5CfTsAld/K0FRhX6kenn89gpIL4N2bTgvoaHYXQ1+6dClUKhUuXryIqqoqKBQKFBQUQKVSYdmyZaz62Lx5M0aOHAk/Pz+IxWLMmjULly5dMmjDMAzWr1+P8PBweHt7Y+LEibh48aJBG7VajaVLlyI4OBi+vr6YOXMmbt68adBGoVAgNTUVQqEQQqEQqampqK6uNmhz48YNzJgxA76+vggODsayZcv05+oR+6TIwrBr3nBIhIZLYBKhl1PKDYyOYpdAfrzQ8kG3+85ct3j9Unkt6zERQro3RgvU5D2A61um4fqWaZDvH2tzwOTdT46ez59A5OrD6LXoewqY3ITdM00ZGRk4fvw4Bg4cqH9MKpXivffeQ1JSEqs+Tp06hSVLlmDkyJFobm7GX//6VyQlJaGwsBC+vq1l37du3Ypt27Zh37596N+/P15//XUkJibi0qVL8PNrLQa4YsUKHDp0COnp6QgKCsLKlSsxffp05ObmgsfjAQDmzp2LmzdvIiMjAwCwcOFCpKam4tChQwCAlpYWTJs2DSEhIcjKykJlZSXmz58PhmGwY8cOe98mgtbAyVpBSMC+it5cHru5Jo3W8nV1s/kGHACnf6cfWIQQ81oaPFF9Oga1eZF29yF88BKEo6+B42HlBxbpMHYXt/Tz88MPP/yAoUOHGjz+888/Y8KECVCpVDb3eefOHYjFYpw6dQrjx48HwzAIDw/HihUrsHr1agCts0qhoaHYsmULnnvuOSiVSoSEhGD//v144oknAAC3b99GREQEjhw5guTkZBQVFUEqlSInJwejR48GAOTk5CAhIQG//fYbYmJicPToUUyfPh2lpaUIDw8HAKSnp2PBggWoqKhgVaySilvaz96K3l/l3cLy9DwXjJAQQgyp5f6oypRBU2a+hpslvB6NECXnw6dvhZNH1v24qril3ctzkyZNwvLly3H79m39Y7du3cKLL76IyZMn29WnUqkEAIhErYnBxcXFkMvlBjNXAoEAEyZMwJkzZwC0JqI3NTUZtAkPD4dMJtO3yc7OhlAo1AdMABAfHw+hUGjQRiaT6QMmAEhOToZarUZubq7J8arVaqhUKoM/xHa6it5t6y3JlY1YdOACMgrKzD43uIegvYen58PnuexehBD3wzBA7a+9cP3Nqa3Lbh+Pszlg8u5TjvDn/lh2W/IdBUydjN3Lczt37sQjjzyCqKgoREREgMPh4MaNG4iNjcWBAwds7o9hGLz00kt48MEHIZO1br+Uy1u3cYeGhhq0DQ0NxfXr1/Vt+Hw+AgMDjdroni+XyyEWi43uKRaLDdq0vU9gYCD4fL6+TVubN2/Ghg0bbH2p3ZK5pTdHq4ZrrVWldKJJA8T45lfzARwhpOvRNnqg+ocY1FyIsrsP4Zjf4R9/FVxPWnbr7OwOmiIiInDhwgUcP34cRUVFYBgGUqkUU6ZMsau/F154Ab/++iuysrKMrrWtQs4wjNXK5G3bmGpvT5v7rVmzBi+99JL+a5VKhYgI+7eRdlWWlt6E3nyHqoafLXbN2UlhQi/8VNJ1zmki1nEB0Edc96Sp8ENVpgzqW/aVQ+H6qBGUkg/vvuVgeYgG6STsCpr+7//+D//5z3/Q1NSEKVOmYOnSpQ4NYunSpfj6669x+vRp9Op1r2S8RCIB0DoLFBZ2L6+loqJCPyskkUig0WigUCgMZpsqKiowZswYfZvycuPdU3fu3DHo5+zZswbXFQoFmpqajGagdAQCAQQC1y0PdUbmDtPVLb09MzaKVT/mq3azm2kaHiHEhVKl2euDe/nj15vml1fjIgNplqmboYCp+2AYoO5iT1R9Gwum2b5leK/oCoimXISnqN7JoyPuxOacpg8++ABPPPEEfvrpJ1y6dAmLFi3CmjVr7Lo5wzB44YUX8MUXX+DEiROIjo42uB4dHQ2JRIJjx47pH9NoNDh16pQ+IIqLi4Onp6dBm7KyMhQUFOjbJCQkQKlU4ty5c/o2Z8+ehVKpNGhTUFCAsrJ7H4yZmZkQCASIi4uz6/V1d9aW3gDgq7zbJq4aM1e1e+QD7H4TXD6pP54bH23yWtq4KNypsVxaIuvKXVb3IYR0Dlq1B6q+G4jrW6bhxtZpqDw81OaAyT/hCiJezEDk6sMInXOeAqZuwOaZph07duCvf/0rXnvtNQDAvn37sHTpUmzevNnmmy9ZsgSffvopvvrqK/j5+elzh4RCIby9vcHhcLBixQps2rQJ/fr1Q79+/bBp0yb4+Phg7ty5+rbPPvssVq5ciaCgIIhEIqxatQqxsbH6pcKBAwciJSUFaWlp2L17N4DWkgPTp09HTEwMACApKQlSqRSpqal48803UVVVhVWrViEtLY12wrFgKmeJzYG9lXUaiHw9UVVn/rDbsD+qhpu6x+932NVP+v1OLYY9EAiJf5lRRfAeAk+rh/7SYbyEdH6aOz1QdUwGdal9B4RzvTQQpeTDp7+clt26KZtLDvj6+iI/Px+9e/cG0FrfyNvbGzdu3NAvp7G+uZnvur1792LBggUAWmejNmzYgN27d0OhUGD06NF477339MniANDY2Ii//OUv+PTTT9HQ0IDJkyfjn//8p0F+UVVVFZYtW4avv/4aADBz5kzs3LkTAQEB+jY3btzA4sWLceLECXh7e2Pu3Ll46623WC/BddeSA+Zylh6WSfDhjyVWnz95QAi++818HaTnxkdj2AOBJu8RE9oDJ3+3Pgs0sX8wTv1+12jWy5YDbAO8PaFsaKIDbwnpJBgGqC8KR+W3sWA09qXwekXegSjxIjyD6pw8OuJMrio5YHPQxOVyjXaj+fn54ZdfftEHUt1VdwyazOUs2RKMWJtpCvDxhLLeOFix5R5+XjzUNLawbG3askl9sePEFQqaCHFjWjUPyjP9oDrXx+4+/EdfhTDhMrgCx35mENdxVdBkV+j9r3/9Cz169NB/3dzcjH379iE4OFj/GNujVEjnxSZnictp/W3P3EG4Il8+Kuss5xOZWxpjG7xwAIcDJgDw8/LEwvHR2PNDMe6vdMDlAEN6+uNnC4nkhJD203S3B6qOD0Lj9WDrjU3g8JsRlJwPn4G3admNWGTzTFNUVJTV7f4cDgfXrl1zaGCdUXebacq+Womn9uSwamvuwN5nxkbhIxZLeI7w4HLQ7IR6ThP6B+O0g0t8hBDHMQxQf0mCqm9joW3k29WHIKISosQC8EPoXMmuwG1nmkpKShwZF+lCzJcBMPSnsVE4ki83TMC+r05TewdNzgiYAODCjWqLs2qEkPaj1fCgzOkLVXZfu/vwG3ENAQ9eBlfQ7MSRke7E7uKWbMXGxuLIkSNU9LELMlcGoC2htyfahha6Cc64yEBwOYALC3vbraaRftAS4kpNVT6ty27Fxic6sMHxaIEoOR++g27RshtxinYPmkpKStDURNu1u6JR0SKECb0gVzaazVkK8PHE9uOXja6Vq9RYdOACVkzp1ykCJkJI+2MYoOFKKCozYqGtt69wsKBnFURJBeCLa5w8OkJcEDSRrovH5WDdDCkWHbhgNmfJXDykO1dubzsvzRFC3Ju2iQtVTh8oz/S3uw+/4SUQjrsEnhfNBpP2RUETYcXcgbspsjDsmjfcqIaSROiFJ0c+gO3HfzfbJwOguqHzzEJ6coFmrfmdgD58Huo0tEWZEGuaqr2hOD4IDVdNH1FlFVeLoOR8+MbepGU34lIUNBGrLB24myILQ4osDIlSiVFQ9c2v7I5I6SymDw7Dl3mmz59jQAnhhFhSf1WMqoxYtNSyy4Vsix+mgCipAAIJlfYgHYeCJmKRtQN3d80bjhRZGHhcDhL6GB5NwDZRvLPw9/a0eL2eZpkI0WOauVCe7Q1lVozdffQYeh0B4y+B5915ZqRJ10ZBEzHLWvFKDoANhwqRKJWAxzWeI2eTKN7Dy6PT7EpLP1/a0UMgxK01K71R9Z0UDZdtO1LrfqLkX9FjSCktuxG31O5B0+7duxEaaue6NelQbA7cLVM24lxxldEsE8AuUXzjTBmW/W+eE0fdftTNtABHSFsN14JR+W0sWlQ+dj2fH6qEKCkfgnClk0dGiPM5FDSdOnUKb731FoqKisDhcDBw4ED85S9/wbhx4/Rt5s6d6/AgScdgW7zSUjtLieLrZkjhJ7C85MWGtYrczqoITghpXXZTnY9G9ekBdvfhG1uKwIm/gedj+QglQtyN3UHTgQMH8Mwzz2D27NlYtmwZGIbBmTNnMHnyZOzbt4+CpS6AbU6S2M/L7O46AGYTxXlcDt44UuTwOK2FQ14ePNRqOscSICHuqFnlBcUJKeovhdndhyixAD2GXgeH68SBEeJidgdNGzduxNatW/Hiiy/qH1u+fDm2bduG1157jYKmLoBNTpJE6AVFnRpj3/gOcpVaf03iL8D6mYOQIrP8Qzbryh3nDtqEWk2zw7NNnjwOmlpotop0Hw3Xg1CVEYvmal+7nu8ZrIIouQBevRROHhkhHcfuoOnatWuYMWOG0eMzZ87E2rVrHRoUcQ9scpJmDgnD4k9/NnquXKXG8wcu4P15wwHAbMmCWrVrZoAm9A/Gd7+ZD9ASpWIcK6wwe713sC8uldPBnqTrYlo4qMmNguJ7qd19+MpuInBiEXi+tOxGuia7g6aIiAh899136NvX8PDE7777js6ZczOWls6sSZGFYYqJgIIBMGWgGJ/9dNPi81/631/QoGkxW7Kgf2gPG16J/bIu37V4/ccrlfjn3OH4n28KDQ4W1gV3e05fbe8hEuJyzbUCKL4fiPrCnnb3ETj5IvyGXweHSzOxpOuzO2hauXIlli1bhry8PIwZMwYcDgdZWVnYt28f3n33XWeOkVhhKSiyVpjSms1HCs3OwBwvMj8zo2OudpGuZEG5ssFqH86gtrK0Vq9pwW9yFcwdLOzlSdU5SNfQWCpCZUYsmqvs+4XFQ1SLoOR8eD1Q5eSREeL+OIzuU8EOX375Jd5++20UFbUm8+p2zz3yyCNOG2BnolKpIBQKoVQq4e/v75J7WgqKAJgsTKmbY9IVpjQXdGmatYj529FuXela917FPSDETzdoSzTpfBgtBzUXIqH4bpDdffhIbyFwYhE8/NTWGxPSAUremObQ89l+fjv06/Ojjz6KRx991JEuiAOsVesW+nhaLUyp1QKvHTYddJVW1XfrgAm4915dLKOjG0jn0VLHh+LkQNQV9LK7j8CHCuEXVwIOr7v/FCDkHruDpvPnz0Or1WL06NEGj589exY8Hg8jRoxweHDEPGvVugGgut780QO6wpSLP71gdE0XdA3u5ZrZMnfHAGhoog8O4t4abwai6lsZmu7a9//WI7AOoqR8eEdVOnlkhHQddgdNS5Yswcsvv2wUNN26dQtbtmzB2bNnHR4cMc9atW5H6GZXfnfBbjFfPhd1Gm2734eQrobRArV5kag6JrO7D58BtxH4UBE8/NvnZwkhXY3dQVNhYSGGDx9u9PiwYcNQWFjo0KCIdWyrddurdXbF8WDGWrVuKn1ECHst9XwoTg5AXb79O5QDJhTBf2QxLbsRYge7gyaBQIDy8nL07t3b4PGysjJ4eNBOo/bGtlp3R7P2Y7nRCYGZqwR4e6K6gU5bJ66lvh2Aym9laKoQ2vV8nn89gpIL4N27/QvJEtLV2R3dJCYmYs2aNfjqq68gFLb+Z66ursbatWuRmJjotAES09hU6/bh81BnZss/sV1jM72XpP0xWqD21wdQ9W2s3X1495NDNLkQHkLXlPQgpLuwO2h6++23MX78eERGRmLYsGEAgLy8PISGhmL//v1OGyAxzVq1bgaApwcXsBA0cTmAuZNFOAD8vTygbKQz23Q606wY6VxaGjxRfToGtXmRdvchfPAShKOvgeNB36eEtBe7g6aePXvi119/xcGDB/HLL7/A29sbzzzzDJ566il4ejp+cj2xLkUWhl3zhhvVaZIIvfDkyAhsP37Z4vN1AZO5I1ISpaH4fxduOXXMhJBWark/qjJl0JQF2vV8Xo9GiJLz4dPXepFZQohzOJR85Ovri4ULFzprLMQOKbIwJEolRsUpv/7lNqvnPzMmCkcL5AZHh0j+qNPU0KSloIkQJ2EYoC6/Fyq/jQW0XLv68O5TjsApF+EZQMtuhHQEh4Km/fv3Y/fu3bh27Rqys7MRGRmJ7du3o3fv3t22KnhH4HE5SOgTZPBYVS27yr01jU0wd3SIxJ9dsvmMwRJ886vcaLZqSIQQeaVURZt0X9pGD1T/EIOaC1F29yEc8zv846+C60nLboSYwu4kVeewO2jatWsX/v73v2PFihV4/fXX0dLSmjsTGBiId955h4KmDiby5bNqZ2omqVylxqIDF/De3GEIE3pZrAcV6OOJQ7/KjR5nAAqYSLekqfBDVaYM6lsiu57P9VEjKCUf3n3LwXHlpwEhnZSXCzfs232rHTt2YM+ePZg1axbeeOMN/eMjRozAqlWrnDI4wo6ps+MkQm+7+9MVt3ztcBFenSY1WTVcR91Mv/2S7o1hgLqLPVH1bSyYZp5dfXhFV0A05SI8RfVOHh0hXZ+fl+vyqO0OmoqLi/W75u4nEAhQV1fn0KAIexkFZVj/daFhTpK/F/4+faDVWSJLdMesXK6osdiu3sGSBj0EHqhV0w490rlo1R6ozuqHmp96W29shn/CFQjjr4DLp1IWhDjCW2DfLyv2sC8bEUB0dDTy8vKMHj969CgGDhzIqo/Tp09jxowZCA8PB4fDwX/+8x+D6wsWLACHwzH4Ex8fb9BGrVZj6dKlCA4Ohq+vL2bOnImbN28atFEoFEhNTYVQKIRQKERqaiqqq6sN2ty4cQMzZsyAr68vgoODsWzZMmg0Glavo6NkFJTh+QMXDAImAJCrGrH4058h6+n42XG7T19zuA9Ltj42GAE+tNuSuD/NnR6QfxqP61umofSdZJsDJq6XBsGzcvHAy4cRufowAsdfooCJECfoE+TnsnvZPdP0l7/8BUuWLEFjYyMYhsG5c+fw73//G5s2bcKHH37Iqo+6ujoMGTIEzzzzDB577DGTbVJSUrB3717913y+Ya7OihUrcOjQIaSnpyMoKAgrV67E9OnTkZubCx6vNfqcO3cubt68iYyMDADAwoULkZqaikOHDgEAWlpaMG3aNISEhCArKwuVlZWYP38+GIbBjh07bH5vXKFFy+CVL/Ittjle5PhWZEdnkgBgqkyCn29UGwR3YX/s0EuUSrDq//3i8D0IcTaGAeqLwlH5bSwYjX0/Kr0i70CUeBGeQTT7Tkh7CQtw3QkZdgdNzzzzDJqbm/Hyyy+jvr4ec+fORc+ePbFjxw6MGzeOVR9Tp07F1KlTLbYRCASQSCQmrymVSnz44YfYv38/pkyZAgA4cOAAIiIicPz4cSQnJ6OoqAgZGRnIycnRHy68Z88eJCQk4NKlS4iJiUFmZiYKCwtRWlqK8PBwAK3FOxcsWICNGzfC39/xGRtny7lWiep6y0d6MA4eLeXlwUWjE3KW5sVH4t0nh2F/dgmuV9UjUuSD1IQo8D24+PHyXacEZoQ4g1bNg/JMP6jO9bG7D//RVyFMuAyugL6vCXEFP+9OkNMEAGlpaUhLS8Pdu3eh1WrR0tKCTZs2YcmSJWhocE4dkZMnT0IsFiMgIAATJkzAxo0bIRaLAQC5ubloampCUlKSvn14eDhkMhnOnDmD5ORkZGdnQygU6gMmAIiPj4dQKMSZM2cQExOD7OxsyGQyfcAEAMnJyVCr1cjNzcVDDz1kcmxqtRpq9b2t/SqVyimvmY3sq5XtfxMn7NwJ9PGEsl6DCW9+b5Bf9a+sYqybIUXBLdphRzpW090eqDo+CI3Xg+16PoffjKDkfPgMvE273QjpAB5c1/3Hszloqq6uxpIlS5CZmQlPT0+88soreOGFF7Bhwwa89dZbkEql+Oijj5wyuKlTp+Lxxx9HZGQkiouL8eqrr2LSpEnIzc2FQCCAXC4Hn89HYKBhRd3Q0FDI5a3b4OVyuT7Iup9YLDZoExoaanA9MDAQfD5f38aUzZs3Y8OGDY6+TDu1/wnlzjg2ZERUIJZ8+rPRaMuUjVh04AJSZKZnEQlpLwwD1F+SoOrbWGgb2ZXmaEsQUQlRYgH4IbVOHh0hxFYJve37hcceNgdNa9euxenTpzF//nxkZGTgxRdfREZGBhobG3HkyBFMmDDBaYN74okn9H+XyWQYMWIEIiMjcfjwYcyePdvs8xiGAee+X/k4Jn79s6dNW2vWrMFLL72k/1qlUiEiIsL8C3KihN7B2Pn9VZfcyxHHiyrMhncMgLPFLpgxI92eVsODMqcvVNl97e7Db8Q1BDx4GVwB7fYkxF348HmIb1PcuT3ZHDQdPnwYe/fuxZQpU7B48WL07dsX/fv3xzvvvNMOwzMUFhaGyMhIXL7ceqaaRCKBRqOBQqEwmG2qqKjAmDFj9G3Ky8uN+rpz545+dkkikeDs2bMG1xUKBZqamoxmoO4nEAggEAgcfl32iO8TBB8+z+3zgazlVVXVNTktd4qQ+zVV+bQuuxUbzzSzwfFogSg5H76DbtGyGyFuSuBhdxEAu9gcNN2+fRtSqRQA0Lt3b3h5eeHPf/6z0wdmSmVlJUpLSxEWFgYAiIuLg6enJ44dO4Y5c+YAAMrKylBQUICtW7cCABISEqBUKnHu3DmMGjUKAHD27FkolUp9YJWQkICNGzeirKxM33dmZiYEAgHi4uJc8trswffgtmvQ5OPJRb0Tluisada2/1Ij6foYBmi4EorKjFho6+37ZUbQswqipALwxZbrkxFC3IOivgnniquMjhJrLzYHTVqtFp6e9zLVeTwefH197bp5bW0trly5ov+6uLgYeXl5EIlEEIlEWL9+PR577DGEhYWhpKQEa9euRXBwMB599FEAgFAoxLPPPouVK1ciKCgIIpEIq1atQmxsrH433cCBA5GSkoK0tDTs3r0bQGvJgenTpyMmJgYAkJSUBKlUitTUVLz55puoqqrCqlWrkJaW5pY75wDgXHGV1d1zjooM8kWRvP0/PChoIvbSNnGhyukD5Zn+dvfhN7wEwnGXwPOiZTdCOqOKGvuKONvD5qCJYRgsWLBAvyzV2NiI559/3ihw+uKLL6z29dNPPxnsTNPlB82fPx+7du1Cfn4+PvnkE1RXVyMsLAwPPfQQPvvsM/j53StktX37dnh4eGDOnDloaGjA5MmTsW/fPn2NJgA4ePAgli1bpt9lN3PmTOzcuVN/ncfj4fDhw1i8eDHGjh0Lb29vzJ07F2+99Zatb4/LOPpNwgHA4QCW4pXrlVRbhrifpmpvKI4PQsNV80vnFnG1CErOh2/sTVp2I6QLEPu5rk4Th2Fsq+bzzDPPsGp3f0HK7kKlUkEoFEKpVLb7DFX21Uo8tSeHVVsODPfatf2aEHdXf1WMqoxYtNTa98ORH6aAKKkAAonryoIQ0pl5cDlusQrA5bQuvZsaCQeAROiFrNWTwHOw7ADbz2+bZ5q6YzDUkUwdxsvjcjAqWoQwoRfkykaL30yvThuI1w4XGdRIkgi9MFUmwUc/lrjqZRBiE6aZC+XZ3lBmxdjdR4+h1xEw/hJ43u27jE1IV+QOARNwbzXE1C//ALBuhtThgMkWDhW3JO0ro6AMGw4VGgQ8uuNHUmRhWDdDikUHLlj8ZkqRhWGKVGJUjTv3uoKCJuJWmpXeqPpOiobL9tfuEiX/ih5DSmnZjZAu5JmxUTiaXwa56l4x6VB/AdbPHIQUWZhLx0JBk5vKKCjDogMXjGaR5H8Uhdw1bzhSZGHYNW+4UWAluS+wMhV4/SurGH+dOhBcKzlNtIxH2lvDtWBUfhuLFpWPXc/nhyohSsqHIJwqyxPijgZK/BzeUFTT0ATjIyo65jcjm3OaiHnOymlq0TJ4cMsJg0Dnfm3Xcc0t4ZkLvGwJhihwIs7ENHOhOh+N6tMD7O7DN7YUgRN/A89H48SREUJ0OAB8BTzUqh0vaTOuXzCkYX7Y80OxwS/pXA4woX8Ivr90x+4xAtBPIDiq3XKaSPs7V1xlNmACWoOYMmWjvjYFj8sxqlHRomWw4VChyYDHliBI1tMf+bcoeZbYr1nlBcWJgai/FG69sRmixAL0GHodHNfWsSOkyzOX3vHnB3vjne8uO9x/VJAP1jwsxcqkASbTROwNmpg/xrrhUCESpRKX5TVR0OSG2JYTsNTOWuDFVvHdeof7IN1Pw/UgVGXEornavhpunsEqiJIL4NVL4eSREUJ0tj8+BFszL5lM70iUSrAvu8TheoBrH24ths334OLZcb0Nruk2NNn7WdV2AsEVKGhyQ8E92FUzttTOGXWcAn09UVVHO4+IdUwLBzW5UVB8L7W7D1/ZTQROLALPl5bdCHGFqnoNslZPMpneAQBvzI7F8wcumH3+4F7++PWm+ZWIRKkY3nye2es8Lke/ocmRNBC3Lm5JXIDtd4+FdmwDL8D89OyoKBEyLhqf20cIADTXCqD4fiDqC3va3Ufg5IvwG34dHC5lzhHiasWVdSbTO3RSZGF4f95wrP+6EHKV6V3caZ+cx7HCCqPnJkrF2PPfI62OwdyGpjChF54cGYHtx60vEbqyuCUFTW7obp3aeiNr7Vh+Bk2LDcPRgjKDg3U5HCBtXDTKVezGQbqPxlIRKjNi0VzVw67ne4hqEZScD68Hqpw8MkKIzVh8TqTIwpAolZidjdrz3yPRoGnBpiOFKKmsR1SQD9Y+LLU4w8T2HgCQfr7Uaj1CXVtXoKDJDbGNmi21Yxt4Hc4vM3pMywAfnC5GktTOYypIl8FoOai5EAnFd4Ps7sNHeguBE4vg4UdBOCHuxN/L03ojwOJsFAB483l4bVasQ2Mxdw829QipuGU3x7bat6Xo2tHpSgZA1mXjKVfS9bXU8aE4ORB1Bb3s7iPwoUL4xZWAw6NlN0LcFbcT7EZlU4/QlShockP3J8exia5N1WkaFS1CgI+nQzsf6proA6+7aLwZiKpvZWi6a199MY/AOoiS8uEdVenkkRFC2ktC7+COHgIr1pYIXYmCJjfFNro2d9TKq9MGQtOsdfm4SefAaIHavEhUHZPZ3YfPgNsIfKgIHv6u27lCSFcRHxWIc9cVRgUfH4oJwXe/Wa9d5MPnoV5jf/HJAB9PxLtom74zWFsidBWqCO5EzqoIfj9z1b4B80etUBVvYkpLPR+KkwNQlx9hdx8BE4rgP7KYlt0I6WC+Ah7qLFTsFnhwobbwi/Nz46Ox5mH7S4R0NVQRvIswF107q+I36drUtwNQ+a0MTRVCu57P869HUHI+vHvfdfLICOm6fDw5qLeQ3mBtlojLARjG9M9yDgCRLx+VdZbrmVkKmADg61/K8HLKwA5Z4urMKGjqpJxV8Zt0LQwD1P4SgapvB9vdh3c/OUSTC+EhbHDiyAjpPsT+XkgeJMEHp4uNclKnDQ7DN78a71q+n27JzlxO6yNDw/HRjyUOjdHVlbS7CgqaOilXVkAl7q2lwRPVp2NQmxdpdx/CBy9BOPoaOB6UB0eIo/qE9DB73trRgjKrQRMA/GlsFI4WyE3mtAq9+Q4HTQB9jtiDgqZOypUVUIn7Ucv9UZUpg6Ys0K7n83o0QpScD5++VFaCEGeL7906e2PqvDW2P7sTpRL8dZrUZE5ri5axWJaGLfocsR0FTZ3UqGgRPLgcNGspg6k7YBigLr8XKr+NBbT2FVfx7lOOwCkX4RlAy26EtKf5Y6LNXrOlDp+5nFY2ZWmEPp5Q1je5TSXtroKCpk6qQdNCAVMXp230QPUPMai5EGV3H8Ixv8M//iq4nrTsRogr+PJ5FpOrba3DZ461sjQA3KqSdldBJQecqD1KDpjz54/P4XiR9VoepHNpqRXgzn+GQ33Lvt8AuT5qBKXkw7tvOTj085CQDvHvtHirCdbmauzZWuXaWlkaZ9yjO6CSA12EpllrlEjI9+Dit7Kajh4acQKGAZru+KH+SigarojtylHyiq6AaMpFeIrq22GEhBBbsUmwdlaVa0tFH92pknZXQUGTG9t8pBB7fig2qBi78UgR0sZFo4mW5jotppmLxhtBqL8iRsNVMVpUPjb34Z9wBcL4K+Dy7a8ITEh3w+UAIT0EqKhRm02g5nIAR3+8sk2wdkWVa3eppN1VUNDkpjYfKcTu08VGj2sZYPfpYvQU8jtgVMReLXV8NFwVo/5qKBqLg8E02fZfj+ulgSglHz795bTsRoidtAwwd3Qk3jn+u8lcHwaOBUyUYN31UdDkhjTNWnxgImC63y2l5WqwpGMxDNB01w8NV8SovxIKze0A3EvBtIzDbwaj8YBX5F2IEgvgGVTXrmMlpDMJ8vEA39PDKE8nRSbBXha1ix4I8jGbQP2wTIIPWdY/6ioJ1pZyoogxCprc0L4fi+kolE6IaeaisVSEhiuhqL8qRouS/bIbT1gPn77l8O5TAa8HKulsN0LMeDSuJ9ZMHWT0Qb/vR8u/aOpU1arx7LjeJnN9zhVXsQqaXpzSD+nnSy0ept4ZUKK47ShockPfXpR39BAISy31fDRcDUHDlVA0lASD0XiyfCYDfnh1a6DUtwKewTW07EYICxP6hprM0xH5sktZ0LUz1QfbGkovTOqHFyb169QzNOYOfJcrG7HowAXsmjecAicTKGhyQ+VU2t5ttS679UDD1dbdbupbgWC97ObZDK/ou/Dp0zqjxPOlJVZCbGbmv5tE6M3q6Zba2VpDqbMmWFs78J0DYMOhQiRKJZ0qEHQFCprcEJ++R90K08LRL7s1XBWjudqX9XN5fg3w7lsOn75/LLvR2W6kk2obRHSUnGuVGNc/xOhx3SyRpYPMw+5L0jaXy2OtaGRXmH2xduA7AzrQ1xwKmtwQfax2vJYGTzRcE6PhihgN10JsWHYD+GEKePetgE/fcniG0LIb6RpiQnvgt/Lajh4GblebPgbo/lkic0trulkia7k8Xb2+EduDeulAX2MUNLkhHy9PAPTN6koMAzRX+eqLTKpviQDGhmW3qLvw7lMBnz4V4PVQt/NoCXG91ckDoNZqsf7ri5Cr7n2PS/wFGCDxw8nf77pkHOGB5pfXzM0S3R8Qsc3l6cr1jdjWkaIDfY3Zd/Knk5w+fRozZsxAeHg4OBwO/vOf/xhcZxgG69evR3h4OLy9vTFx4kRcvHjRoI1arcbSpUsRHBwMX19fzJw5Ezdv3jRoo1AokJqaCqFQCKFQiNTUVFRXVxu0uXHjBmbMmAFfX18EBwdj2bJl0Gg6JueEz+sav824O6aFg8brQaj6biBu75mI2/+aiOqTA6G+GWQ1YOL1aECPodch/q9ziFh2DOLZufAbUkoBE+my+HweUmRh+PGVyfh3WjzefXIo/p0Wjx9fmYxx/YyXy9pLfJTlQCZFFoas1ZMMxpi1ehJSZGFWc3mA1lyeli5ePFi3lGnupxwHhkuZ5J4OnWmqq6vDkCFD8Mwzz+Cxxx4zur5161Zs27YN+/btQ//+/fH6668jMTERly5dgp+fHwBgxYoVOHToENLT0xEUFISVK1di+vTpyM3NBY/HAwDMnTsXN2/eREZGBgBg4cKFSE1NxaFDhwAALS0tmDZtGkJCQpCVlYXKykrMnz8fDMNgx44dLno37uHQcYDtpqXRA43XxKi/IkbjNTG0ahuW3STV+vwkT7GKlt1It1Khap25MTUDk5oQhY1HiiwWhrSWEzUtVoLD+dZ3DnNZ/FJpbpaIcnlaOevQ4O6oQ4OmqVOnYurUqSavMQyDd955B3/9618xe/ZsAMDHH3+M0NBQfPrpp3juueegVCrx4YcfYv/+/ZgyZQoA4MCBA4iIiMDx48eRnJyMoqIiZGRkICcnB6NHjwYA7NmzBwkJCbh06RJiYmKQmZmJwsJClJaWIjw8HADw9ttvY8GCBdi4cWO7H77bVp2GspqcqanKV19kUn0zEGDYTbByPFr+WHZr3e3m4UezSKT7qqozP/PO9+AibVy0yVMMdBaOjwYAo6OhuBwgbVw0pOFCVkHT3Vr7/x9SLs893SHhvT24bU5TcXEx5HI5kpKS9I8JBAJMmDABZ86cwXPPPYfc3Fw0NTUZtAkPD4dMJsOZM2eQnJyM7OxsCIVCfcAEAPHx8RAKhThz5gxiYmKQnZ0NmUymD5gAIDk5GWq1Grm5uXjooYdMjlGtVkOtvvcfWKVSOeW1B/sJ8HsFVYG2F6PlQH0zUF9ksrmqB+vn8no0tgZJfSvgFXkXXE8KYAkBAFEPgcXrax6WAjAfFOmur0waYPIQ8uyrlazG4UieDeXyGOrqCe/twW2DJrm89TeO0NBQg8dDQ0Nx/fp1fRs+n4/AwECjNrrny+VyiMVio/7FYrFBm7b3CQwMBJ/P17cxZfPmzdiwYYONr8y6AWF+OHO1yun9dmXaRg80XAtpPdvtWgi0jezP5uOHKuHdtxzefcvBD6VlN0JMkfhbDyTWPCw1GxTp8D24eHZcb6Pnsi0s6UiejSvu0dl05YT39uC2QZMOp80nGMMwRo+11baNqfb2tGlrzZo1eOmll/Rfq1QqREREWBwbG9fv1jvcR3fQpPBpnU26Iob6pgjQ2rDsFnkX3n0r4N2nnJbdSIfh8zjQtLh/DmOgjyfrQMJcUGSNK/JsKJeHOMptgyaJRAKgdRYoLOze2mpFRYV+VkgikUCj0UChUBjMNlVUVGDMmDH6NuXl5Ub937lzx6Cfs2fPGlxXKBRoamoymoG6n0AggEBgecraHrerKWgyhdFyoL4V8EegFGrTshvXtxE+fSruLbvxW9pxpISwMzDMD7/cdM6yfntyVVjnijwbyuUhjnDboCk6OhoSiQTHjh3DsGHDAAAajQanTp3Cli1bAABxcXHw9PTEsWPHMGfOHABAWVkZCgoKsHXrVgBAQkIClEolzp07h1GjRgEAzp49C6VSqQ+sEhISsHHjRpSVlekDtMzMTAgEAsTFxbn0dQOAXEXHa+ho1a3Lbg1XxWi4KrZp2c1TrPwjUCoHP0xJy27E7VxzwqyylwcXjc3tm3tXXd/ksh1lrsizoVweYq8ODZpqa2tx5coV/dfFxcXIy8uDSCTCAw88gBUrVmDTpk3o168f+vXrh02bNsHHxwdz584FAAiFQjz77LNYuXIlgoKCIBKJsGrVKsTGxup30w0cOBApKSlIS0vD7t27AbSWHJg+fTpiYmIAAElJSZBKpUhNTcWbb76JqqoqrFq1CmlpaS7fOQcA3b1MU1O1d+uRJVdC0VjKftkNvBZ4PVAJn76tgZKHf9ffAUM6t5rGZof7aO+ASceVO8pckWdDuTzEHh0aNP30008GO9N0+UHz58/Hvn378PLLL6OhoQGLFy+GQqHA6NGjkZmZqa/RBADbt2+Hh4cH5syZg4aGBkyePBn79u3T12gCgIMHD2LZsmX6XXYzZ87Ezp079dd5PB4OHz6MxYsXY+zYsfD29sbcuXPx1ltvtfdbYFIPPg9365o65N4dgdEC6tuBrbNJV0LRdNfP+pP+wPVRt1bi7lsOryhadiOkvXSXHWWEWMJhGKqk6CwqlQpCoRBKpdKhGarH//kDzt9w/zwHR2jVPDSUhLSe7XZVDG0D+9wwzxBV69lufcrBD6+mZTdC2pFuR1nW6km0fEW6LLaf326b09Sd3arumru5mpXeqL8ivrfs1sKz/iQA4Grh9UClvhq3h9D0gZ2EdCYcAIG+nqhyo1ll2lFGiGUUNLmhBhflKLQ3hgE0twNQf7X1ENymO+xn37jerctu3n0r4B11B1wBLbuRzstcMPL6IzK8drjI4tEe7U03k/TqNCleO0w7ygixhIImN+TD50FR7z6/fdpCq+GhsSQY9VdCW5fd6m1YdguuaS0y2acCgnAFOB16nDQhzjE9VozcGyqzwQiXy8GiAxdcsq3f0kxSiiwMyTLaUUaIJRQ0uaGhvfxxq7rz7PxqVnnpi0w23giybdktorJ1NqlvOTwDaNmNdD1PjIzCu08Fmw1GzNUNChN6Ye3DA7H03z9bvUeoHx/lNeZLlYSxnEmiHWWEWEZBkxvy82Zfi6gjMAygKRPqz3ZrqhCyfi7XWwPv3q1Bknf0XXAFjm+5JqS9+PK5Dh+gXVWvsRqMWKobVHCr2uJBuM+Nj8awBwLNzlZxQDNJhDgLBU1uqLLW/YpbajU8NF4P1u92a6ljv/3YM6hGP5tEy26ks/AV8PDmY4Ox+FPrMz2WsN2qby6w0h10+8HpYqOltYXj7x2Ea262imaSCHEeCprcUL3GPWZfmlVe+tpJjTeCwDTbsuxWBe8+5fDuWwHPQDoWhrifRKkYxworzF5/+/EhSJGF4X0uB+u/LoRcZRiMvDptIF47XOSSw1/ZHIRLVa4JaX8UNLmhYF/nn2fHBsMA9UVhaKrsgYarodCU27Ds5qWBV+878OlTDu/ed8D1co/Aj3RvkweE4MRvd8zO0GQUlJkMiO6fnbEUjOiSuF2xVZ/NQbg0k0RI+6Lilk7krOKWW4/+hn+euurEkZnX0uCJ6tMxqM2LtPm5HqJa/dlugl4KcLj0rUTcy7/T4hEXGWhxhqZFyzg0O5NRUGZ1WYwQ4t6ouGUn5u/dvv8sark/qjJl0JQF2vZEjhaCXgr49P1j2U1U1z4DJIQFXVhjbWmMx+VYnKFxdHaGlsUI6T4oaHJDRWU1Tu2PYYC6/F6o/DaW/eG3f+AImuDduwI+fSvg1bsCPFp2I27Ch89FvUbrFlWsaVmMkO6BgiY3VK9xvLClttED1T/EoOZClF3P9xtxDT59KyDoVQUOj5bdiPsZGRWIJ0dFGi2NURVrQkh7oaDJDQX62FenSVPhh6pMGdS37Nutw/VtRFByPrz7VtAhuMTtJfQJYbU05mjOEiGE6FDQ5IbybylZtWMYoO5iT1R9G8u+HEAbXr0rIJp8EZ4iKgtAOpcBEj8AlpfGKEmbEOJMFDS5oZJK8wnWWrUHqrP6oeYny1uPLfFPuAJh/BVw+XQILum8zpcoMCFGbPZ6RkGZySrZcmUjFh24gF3zhlPgRAixCQVNbkjTbPhjvlnlhbvfDIW61L5EU66XBqKUfPj0l9OyG3GJQB9PFxw6bT7XrkXLYMOhQpMtGLQmi284VIhEqYSW6gghrFHQ5Ib4Hhw0NLX+uFfL/SH/ZCzA2LbrzSvyDkSJF+EZRGUBiOvNHtYTH/1YYiGscVxC72Cz184VVxksybXFAChTNuJccRXteiOEsEZBkxvi8+4FTTW5UawDJv/RVyEcc5mW3UiHmyKVYGS0yGQ+0ZMjH8D247871H+AjyfiLQQ7FTXmAyZ72hFCCEBBk1vyE3hA2dh6aC/P1/zhvRx+E4KS8+EzsIyW3YjLBPh4QlnfxKqopKmdbQCQfv6GxTPbhD6eqLawvPfG7FiLy2psD8ll244QQgAKmtxSnUar/7v/6KtoVnqj/rdwAIAgohKixALwQ2o7anikG+ACCPEToLxGrX9M4i/A+pmDAID1eWvmdratmyG12Mcbs2MBAOu/vgi5yngM1hK4R0WLECb0cslhuoSQ7oPOnnMiZ509J3v1MGrbO4eWEAv8BDzkrUs2W9/IGVv52fThSI0l3e45wHRgRrvnCCE6bD+/KWhyImcFTdJXj6K+SWu9ISHtZHqsBDufjrPYxhlFI9u78CTVaSKEsEEH9nZiPbw8UN9kPpeJkPb2xIgHrLZxxnlr7X1mGx2mSwhxJgqa3FBIDwEqaihoIu3D25OLBgszmT58Hsb0M7+dv7Ohw3QJIc5iW/Ef4hJj+tIPeNI+EqVibH9iqMU22+YMoZkYQggxgYImNyT28+7oIZAOIvBwPFgZERlg8vFEqRh7/nskUmRheH/ecIT6GR4MHerHx/uUHE0IIWbR8pwbCvDx7OghkA7y3Pg+2HHiCgDTO76s1S8KE3rhs+fGQNOsxaYjhSiprEdUkA/WPiyFN//eoc6U60MIIbajoMkN/XyjqqOHQDqAL5+H5VP6Qxrub7TjS/LHji8AJg+hBVoDK12NJG8+D6/NirV4P8r1IYQQ21DQ5IYKy1QdPQTSAd7+I5fI2izQrnnDaRs9IYR0AAqa3NC1u/UdPQTSTric1t2Rpipt3x/wWJoFoqU1QgjpGBQ0uSGPdj0bnnQkPhc4s2aywwEPLa0RQojruf3uufXr14PD4Rj8kUgk+usMw2D9+vUIDw+Ht7c3Jk6ciIsXLxr0oVarsXTpUgQHB8PX1xczZ87EzZs3DdooFAqkpqZCKBRCKBQiNTUV1dXVrniJRppaqBp4V9VL5KMPeB4Z2hMJfYJohogQQjoJtw+aAGDQoEEoKyvT/8nPz9df27p1K7Zt24adO3fi/PnzkEgkSExMRE1Njb7NihUr8OWXXyI9PR1ZWVmora3F9OnT0dLSom8zd+5c5OXlISMjAxkZGcjLy0NqaqpLX6cOl9sp/lmIHf4rLqKjh0AIIcROnWJ5zsPDw2B2SYdhGLzzzjv461//itmzZwMAPv74Y4SGhuLTTz/Fc889B6VSiQ8//BD79+/HlClTAAAHDhxAREQEjh8/juTkZBQVFSEjIwM5OTkYPXo0AGDPnj1ISEjApUuXEBMT47oXi9bzuEjX9KcHe3f0EAghhNipU0xpXL58GeHh4YiOjsaTTz6Ja9euAQCKi4shl8uRlJSkbysQCDBhwgScOXMGAJCbm4umpiaDNuHh4ZDJZPo22dnZEAqF+oAJAOLj4yEUCvVtTFGr1VCpVAZ/nIHXKf5Vupe4B4QO9/Hc+GjwPegflxBCOiu3/wk+evRofPLJJ/j222+xZ88eyOVyjBkzBpWVlZDL5QCA0NBQg+eEhobqr8nlcvD5fAQGBlpsIxaLje4tFov1bUzZvHmzPgdKKBQiIsI5Sy9qC+eCEdtJ/AWwljbE5QCTB5g+by1RKsZ/j4lmda9JA0KM7sXltAZMax6WsuqDEEKIe3L75bmpU6fq/x4bG4uEhAT06dMHH3/8MeLj4wEAHI7hpxTDMEaPtdW2jan21vpZs2YNXnrpJf3XKpXKKYETj8sFKBncZhyYrqK9fuYg/HxDgd2ni80+N21ca1DToGkxWUk7+2olqzGkjeuD9+eNwP7sElyvqkekyAepCVE0w0QIIV2A2wdNbfn6+iI2NhaXL1/GrFmzALTOFIWF3atxU1FRoZ99kkgk0Gg0UCgUBrNNFRUVGDNmjL5NeXm50b3u3LljNIt1P4FAAIFA4IyXZSDAh4+6+woXEnYkQi+TVbRTZGH6Gkh7fijG/SljXM69gAmA2Urao6JFCBN6Qa5sNFuNWyK8Vz7g2XGUu0QIIV1Npwua1Go1ioqKMG7cOERHR0MikeDYsWMYNmwYAECj0eDUqVPYsmULACAuLg6enp44duwY5syZAwAoKytDQUEBtm7dCgBISEiAUqnEuXPnMGrUKADA2bNnoVQq9YGVKw2NEOIWBU02y1o9yWL9ozUPS7EyaYBds0A8LgfrZkix6MAFszNauiNMCCGEdE1uHzStWrUKM2bMwAMPPICKigq8/vrrUKlUmD9/PjgcDlasWIFNmzahX79+6NevHzZt2gQfHx/MnTsXACAUCvHss89i5cqVCAoKgkgkwqpVqxAbG6vfTTdw4ECkpKQgLS0Nu3fvBgAsXLgQ06dPd/nOOQDw8eJZb0QM9An0YFXwke/BtXsWKEUWZvIIEwkdYUIIId2C2wdNN2/exFNPPYW7d+8iJCQE8fHxyMnJQWRkJADg5ZdfRkNDAxYvXgyFQoHRo0cjMzMTfn5++j62b98ODw8PzJkzBw0NDZg8eTL27dsHHu9ecHLw4EEsW7ZMv8tu5syZ2Llzp2tf7B8ul9d2yH07s8TYB1xyHzrChBBCui8OwzBUFMhJVCoVhEIhlEol/P397e5nxOuZuFvb5MSRuS8eB2hxwnfgwT+Pxti+pne/EUIIIZaw/fymLT1uqDv9oyx5qK/DfQT6eCK+N53DRgghpH11p8/nzqOLTf4tSIhEqJ/hLkOJvwDvzxuO5VP6w4dvOYdLYCVRe/PsWFoeI4QQ0u7cPqepe3KvAEA3mrY7xtiGdsmyMLw6Y5DZPKBtc4bg+QMXzD7/3SeHAgDWf10IuepeAnYYJWATQghxIQqa3FCNurmjh2DA3I6xV6dJ8dphw8fbCruvdpG5nW0psjC8P2841n11EeU16nv38Bdg/cxB+qCIErAJIYR0JAqa3JGbxQGWdoxxucCiP2aJHKldxGZXGpuSAoQQQkh7oaDJDfnyPdDQ5F6758wFLM6sXURBESGEEHdGQZMbGtVbhCP5xse6dAQBizqbVLuIEEJId0BBkxt6akSk2wRNAT58Vu1ologQQkhXRyUH3NCYfsFWt+GzOC7NKR4aIHbNjQghhBA3R0GTG+JxOdg2Z4jFNi84oSgkG+tmyFxyH0IIIcTdUdDkpnTb8EP9DJfHQv34eH/ecCyd3B8BPp4W+wj08UTauCiT154bH41EqeVZpESpGN5WZrwIIYSQ7oLOnnMiZ509d78WLWM2wTqjoMxiUcj35w1HiiwMmmYt9meX4HpVPSJFPkhNiAL/j/W9tE/O41hhhdFzE6Vi7PnvkU55DYQQQog7Y/v5TUGTE7VH0GRNRkGZw5WyGzQt2HSkECWV9YgK8sHah6U0w0QIIaTboKCpA3RE0ARYno0ihBBCiGVsP7+p5EAXQNv9CSGEkPZHieCEEEIIISxQ0EQIIYQQwgIFTYQQQgghLFDQRAghhBDCAgVNhBBCCCEsUNBECCGEEMICBU2EEEIIISxQ0EQIIYQQwgIFTYQQQgghLFBFcCfSnUijUqk6eCSEEEIIYUv3uW3tZDkKmpyopqYGABAREdHBIyGEEEKIrWpqaiAUCs1epwN7nUir1eL27dvw8/MDh8P+wFyVSoWIiAiUlpa69KDfrojeS+ei99N56L10Lno/nYfey9YZppqaGoSHh4PLNZ+5RDNNTsTlctGrVy+7n+/v799tv2Gdjd5L56L303novXQuej+dp7u/l5ZmmHQoEZwQQgghhAUKmgghhBBCWKCgyQ0IBAKsW7cOAoGgo4fS6dF76Vz0fjoPvZfORe+n89B7yR4lghNCCCGEsEAzTYQQQgghLFDQRAghhBDCAgVNhBBCCCEsUNBECCGEEMICBU0usnnzZowcORJ+fn4Qi8WYNWsWLl26ZNCGYRisX78e4eHh8Pb2xsSJE3Hx4sUOGrF727VrFwYPHqwvxpaQkICjR4/qr9N7ab/NmzeDw+FgxYoV+sfo/WRv/fr14HA4Bn8kEon+Or2Xtrl16xbmzZuHoKAg+Pj4YOjQocjNzdVfp/eTvaioKKPvTQ6HgyVLlgCg95INCppc5NSpU1iyZAlycnJw7NgxNDc3IykpCXV1dfo2W7duxbZt27Bz506cP38eEokEiYmJ+jPtyD29evXCG2+8gZ9++gk//fQTJk2ahEceeUT/H5zeS/ucP38eH3zwAQYPHmzwOL2fthk0aBDKysr0f/Lz8/XX6L1kT6FQYOzYsfD09MTRo0dRWFiIt99+GwEBAfo29H6yd/78eYPvy2PHjgEAHn/8cQD0XrLCkA5RUVHBAGBOnTrFMAzDaLVaRiKRMG+88Ya+TWNjIyMUCpn333+/o4bZqQQGBjL/+te/6L20U01NDdOvXz/m2LFjzIQJE5jly5czDEPfm7Zat24dM2TIEJPX6L20zerVq5kHH3zQ7HV6Px2zfPlypk+fPoxWq6X3kiWaaeogSqUSACASiQAAxcXFkMvlSEpK0rcRCASYMGECzpw50yFj7CxaWlqQnp6Ouro6JCQk0HtppyVLlmDatGmYMmWKweP0ftru8uXLCA8PR3R0NJ588klcu3YNAL2Xtvr6668xYsQIPP744xCLxRg2bBj27Nmjv07vp/00Gg0OHDiAP/3pT+BwOPReskRBUwdgGAYvvfQSHnzwQchkMgCAXC4HAISGhhq0DQ0N1V8jhvLz89GjRw8IBAI8//zz+PLLLyGVSum9tEN6ejouXLiAzZs3G12j99M2o0ePxieffIJvv/0We/bsgVwux5gxY1BZWUnvpY2uXbuGXbt2oV+/fvj222/x/PPPY9myZfjkk08A0PemI/7zn/+guroaCxYsAEDvJVseHT2A7uiFF17Ar7/+iqysLKNrHA7H4GuGYYweI61iYmKQl5eH6upqfP7555g/fz5OnTqlv07vJTulpaVYvnw5MjMz4eXlZbYdvZ/sTJ06Vf/32NhYJCQkoE+fPvj4448RHx8PgN5Ltv5/e/ce0+TdxQH8CxYKpUCAIBcRhpPr2JhaXCZGMCgM5yIhESU2kziTZV6GZskuYibEKGb/bSEjM2kAN2NGNugkk8HcgOqUzbjUEURGuRol8s+Yoojanv2x+Lx2da9P4ZVL3u8nef7o7xyenp6Q5qTP72kdDgcMBgMOHz4MAFiyZAk6OztRWVmJ119/XcljP91nMpmQm5uLyMhIp3X28r/jJ03TbPfu3Th58iRaWloQFRWlrD+8u+afE/3IyIjL5E9/8/b2xuLFi2EwGFBeXo7U1FR8/PHH7KWbLl68iJGRESxbtgwajQYajQZtbW345JNPoNFolJ6xn5Pj5+eH559/Hj09PfzfdFNERASSk5Od1pKSkjA0NASA75uTNTg4iNOnT2P79u3KGnupDoemaSIi2LVrF+rq6vDjjz8iNjbWKR4bG4vw8HDlbgbg72vObW1tWLFixXSXOyeJCCYmJthLN2VlZaGjowNWq1U5DAYDtmzZAqvVikWLFrGfUzAxMYGuri5ERETwf9NN6enpLl/N8vvvvyMmJgYA3zcnq6qqCvPnz8err76qrLGXKs3YFvT/M2+99ZYEBgZKa2urDA8PK8edO3eUnCNHjkhgYKDU1dVJR0eHFBYWSkREhNy8eXMGK5+dPvjgA7FYLNLf3y+//fab7Nu3Tzw9PaW5uVlE2MupevTuORH20x3vvPOOtLa2Sl9fn7S3t8v69evF399fBgYGRIS9dMcvv/wiGo1GDh06JD09PXL8+HHR6XTyxRdfKDnsp3vsdrtER0fLe++95xJjL5+MQ9M0AfDYo6qqSslxOBxy4MABCQ8PF61WK6tWrZKOjo6ZK3oW27Ztm8TExIi3t7eEhoZKVlaWMjCJsJdT9c+hif1Ub9OmTRIRESFeXl4SGRkp+fn50tnZqcTZS/c0NDRISkqKaLVaSUxMlKNHjzrF2U/3NDU1CQDp7u52ibGXT+YhIjKDH3QRERERzQnc00RERESkAocmIiIiIhU4NBERERGpwKGJiIiISAUOTUREREQqcGgiIiIiUoFDExEREZEKHJqIiIiIVODQRESzUmZmJvbs2eOybjab59Svro+PjyMoKAjBwcEYHx+f6XKIaAo4NBERuUlE8ODBA1W5X3/9NVJSUpCcnIy6urqnXBkRPU0cmohoziotLcWLL76Izz77DAsXLoROp8PGjRsxOjqq5BQVFSEvLw9lZWWYP38+AgIC8Oabb+LevXtKjojgo48+wqJFi+Dr64vU1FR89dVXSry1tRUeHh5oamqCwWCAVqvFmTNnVNVoMplgNBphNBphMplc4leuXMHKlSvh4+OD5ORknD59Gh4eHjCbzUrOtWvXsGnTJgQFBSEkJAQbNmzAwMCA2/0ioqnh0EREc5rNZkNtbS0aGhrw3XffwWq1YufOnU45P/zwA7q6utDS0oITJ06gvr4eZWVlSnz//v2oqqpCZWUlOjs7sXfvXhiNRrS1tTmd591330V5eTm6urrwwgsvPLG23t5enD9/HgUFBSgoKMC5c+fQ19enxB0OB/Ly8qDT6fDzzz/j6NGjKCkpcTrHnTt3sHr1auj1elgsFpw9exZ6vR6vvPKK0+BHRNNgZn8vmIjo8TIyMqS4uNhlvb6+Xh6+dR04cEDmzZsnV69eVeKNjY3i6ekpw8PDIiKydetWCQ4Oltu3bys5lZWVotfrxW63y9jYmPj4+Mi5c+ecnueNN96QwsJCERFpaWkRAGI2m916Dfv27ZO8vDzl8YYNG6SkpMSpVo1Go9QqIvL9998LAKmvrxcREZPJJAkJCeJwOJSciYkJ8fX1laamJrfqIaKp4SdNRDSnRUdHIyoqSnn88ssvw+FwoLu7W1lLTU2FTqdzyhkbG8PVq1dx+fJl3L17F2vXroVer1eOY8eOobe31+m5DAaD6rrsdjtqampgNBqVNaPRiJqaGtjtdgBAd3c3Fi5ciPDwcCVn+fLlTue5ePEibDYb/P39ldqCg4Nx9+5dl/qI6OnSzHQBRESPExAQgD///NNlfXR0FAEBAf/6dw/vrFNzh52HhwccDgcA4Ntvv8WCBQuc4lqt1umxn5/fE8/5UFNTk7IX6VF2ux3Nzc3Izc2FiDyxTofDgWXLluH48eMusdDQUNX1ENHUcWgiolkpMTERjY2NLusXLlxAQkKC8nhoaAjXr19HZGQkAOD8+fPw9PREfHy8knPp0iWMj4/D19cXANDe3g69Xo+oqCgEBQVBq9ViaGgIGRkZ/7P6TSYTNm/e7LJH6ciRIzCZTMjNzUViYiKGhoZw48YNhIWFKa/vUUuXLsWXX36pbGInohk009cHiYgep7+/X3x9fWXHjh1itVqlu7tbKioqRKvVSm1trYj8vafJz89P1qxZI1arVSwWi8THx8vmzZuV82zdulX0er0UFhZKZ2ennDp1SsLCwuT9999XckpKSiQkJESqq6vFZrPJr7/+KhUVFVJdXS0i/9nT9Mcff6iqfWRkRLy8vKSxsdEl1tzcLF5eXjIyMiIPHjyQhIQEycnJkUuXLsnZs2flpZdecto/dfv2bYmLi5PMzEyxWCzS19cnra2t8vbbbzvt5SKip497mohoVnrmmWdw5swZ9Pb2Ijs7G2lpaaiurkZ1dTU2btyo5C1evBj5+flYt24dsrOzkZKSgk8//dTpXFlZWYiLi8OqVatQUFCA1157DaWlpUr84MGD+PDDD1FeXo6kpCTk5OSgoaEBsbGxk6r92LFj8PPzQ1ZWlkts9erV8Pf3x+eff4558+bBbDZjbGwMaWlp2L59O/bv3w8A8PHxAQDodDpYLBZER0cjPz8fSUlJ2LZtG8bHx/nJE9E08xARmekiiIgmo7S0FGazGVar9V9zioqKMDo66vS9R7PZTz/9hJUrV8Jms+HZZ5+d6XKI6BHc00RENIPq6+uh1+sRFxcHm82G4uJipKenc2AimoV4eY6IaBKee+45p68oePR43J1u/+bWrVvYsWMHEhMTUVRUhLS0NHzzzTdPsXIimixeniMimoTBwUHcv3//sbGwsDD4+/tPc0VE9LRxaCIiIiJSgZfniIiIiFTg0ERERESkAocmIiIiIhU4NBERERGpwKGJiIiISAUOTUREREQqcGgiIiIiUoFDExEREZEKfwFQMZXpHPixWgAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"linear_regression(df, 'Upper_Age', 'Reco_Policy_Premium')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def plot_pairplot(data, hue, palette, columns):\n",
|
||
" sns.pairplot(data, hue=hue, palette=palette, vars=columns)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAALlCAYAAADnmSj5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddXgVZ/q/7zkucXf3hECCu7tDqVGh7t5udbt13Rp19wItxd3dISEh7u6eHJffHwcCaU66u99fd0vh3NfV6yoz78iZzDszn/d9ns8jWK1WKw4cOHDgwIEDBw4cOHBwiSD6s0/AgQMHDhw4cODAgQMHDv5IHCLHgQMHDhw4cODAgQMHlxQOkePAgQMHDhw4cODAgYNLCofIceDAgQMHDhw4cODAwSWFQ+Q4cODAgQMHDhw4cODgksIhchw4cODAgQMHDhw4cHBJ4RA5Dhw4cODAgQMHDhw4uKRwiBwHDhw4cODAgQMHDhxcUjhEzh+I1Wqlvb0dR31VBw7+uzj6mgMH/xscfc2BAwd/VRwi5w+ko6MDV1dXOjo6/uxTceDgksbR1xw4+N/g6GsOHDj4q+IQOQ4cOHDgwIEDBw4cOLikcIgcBw4cOHDgwIEDBw4cXFI4RI4DBw4cOHDgwIEDBw4uKRwix4EDBw4cOHDgwIEDB5cUkj/7BBw4cODgr0xLh4YOrR6ZRIzJYsGKFRECgiBgsVgRSwRMFgtiQYTZbMVqteLhpMJJJe/eh95kpEHbgVWwIrGKEZvEIAh4uqgQi0TUdrZitJqRWCUIJgEAZ6UCtVKGRm+kXaMDqxVXtRKlXEqjrh2NyYCAgMwiwaCzIhYLSMViLFYr7k4qZFIx9a0d6A1mBAHUagl6wYRKLMNFpqJdo6W1UweARGwbDxOJBIwmCxKRCIvVgsViRSQSEejlisVioaarFQtWBCvIJRKwitBZDLZtESEVibBawWoQkIhEGDFjNFls185swWq1XTuLFZRSKRqDbVvb8awg2M5FLBbQGk1YLVbEggiJSIzRZEIsFmEymRFEAu5qJVYEWkydgBURYiQmMRKRCI3BiEgkICBgtliQSsSYzRYsVitike34cokIndGMWCTCarXajiUXYZGasFityJGAwQoyEXqrEZEgIDZJMBusCCIBi9WKSBAQyawIYisWs4AREx4yFS0GLVasSBAT6OL+P7xbHfynGIwmWjq1WK1WnJRyVHIZje1dWCwWxCIRErEIncGIwWRBIhYQCQJGswUApUyKRCxCbzRhEBtABHKxBKlZgkZvwmyxIpOIEMnAYDUhs0qwmgSsgNFkBkAsFrBiRaGUYMSEyWoGq4DUIkGwgEFkwooVuSAFk4DeZOvPYrmABTOCRYzMIsZktWIymbECUrkIkcSK3mpCsAqIBRFSkwStwQSAXCpGKhbTKehwkijo6jCc7Rsi5FIJIpGAyWJGbzAjlYgxmc229YLo7O8146yU0Wk0YLVYkUpFSMQCmEXoDba2MokIpIAVjAYLWG3HlUnEaPUmTOf6pdWC1WIFBMQiESazGSeVDI3WiMVqRRCDVC6gQEa7Ro/VChKRgFwuQW80oZRJsVjAZDZjtlhRSCVojUasVhALAj7uTnTpDHTpDLb1MglquQyVQvan3G8O/lgcIseBAwcO/o8U1zTx6YYjJEf4Y7ZYWLEnnZrmDoK93Vg8MZXWTtvH7MjEcD5Ye5DjeeXIpRJmDUvg+kkDCfZ2o7qrhZ/LDrO2+jhdJj3JriFcHzCOrbuLiPD1YvygcN4r3cQ1vqPZuDufHScKMJktXDEmmSvH9ufzTUfZeaoAgEkDo7l15hBWNOxnbeUJJCIxE737Mc0tlW/XpjFrWAK5FfUMjgnCVa3k3dX7ySiuwUkpZ8GoJGaPjGd92wmmuQ3i2+0n2HQsB73RxNDYEO6ZN5KDGSUIYhEuKjk/7TpFRUMb/h4u3DZzKKHhzjybt5w6XRthKi9e7H81RxsLWVZ2gCZDJ1FOftwVNQWVTklWUT2JoX58seEY10xI4VB2KRuP5tClM5ASFciDC0azt6iIj9YdQm8yMTQuhMUTU/ll72munZBKQ3snn64/QmVjGwGeLlwzPgWzxUJ2WR1zRyTxw46TPHDNCI605fFT+UGaDZ1EO/txT/Q0Oqst7E8vYXz/KH7Zm2E7flYJG4/l0qUzkBodyAPzR5NWWEVbp5YgHze2ncjnxnkprK86xp6GLCxYWRg0lPkhQ/g0bwf7G3MQEJjgk8iSsPF8vy6NDUdzkEsk3Dl3GANT/TlSm8u04FS+LdnP6qqjdJh0JLkGc2/0NAKlHvi6uv7Jd7OD31LT1M7XW4+z4Ug2epOJkYlh3Dp9GJ9tPMyx3Ap+eOIarMAv+07T3KFh7ogkvtt+krTCKlxUcr569CraTRpOdhbxa+1hGvUdRDj5cEvoRLLTm6moa+WaucmsLTzGdb7j0ZhMGEwW1h3KYuPZvjc4NoTbpg9F7Snmp8r97KjNxIqV8b4JXBM6ijcz15HbUU2qezg3h0zg+9WnOZpdwfiUSOZPSuCYJpfpboP5YuMxdqcVggATU6O4YdpA3qlYS3pLGSEqT+6ImkxtgY4PVh5hysBorp+Wikws5es9x1lzKMvWN6ICefyq8UjEIr7cepyJA6I4VVDJuiPZdGj0JIf7c/vMYQR4ubBsVxrL9qSjNRiZNSye6ycN4tMNh9lzughBEJiQEs1t04fw3Y6TbDiSjVxiey5eMyGFzzceISrQC5Vcyo+70qhqbCPQy5Vrxg/AaLZQVtvM1EGx/P2brYxKCuPmaUP49UQmy3an09yhITrQi3vnjsLLVU1Tm4af955m07FcfNycWDJlEB7OKp78ahOTUqJZODqZTzceJq2wGieFjJnDEpicGo23m5ogLzcEQfizb0MH/x8IVof5/R9Ge3s7rq6utLW14eLi8mefjgMHlywXQ18rq2vhpn+uYEy/cFQKGct3p/dqc/vMYYxMDOO2t3/BcHZk9hxhvu68e+9c/p7/EzntVT3WiQURr8Qt5vVPDhAR4ME9C4fz6AcbqWvpBEAQ4P175vPM15tp7dL12NbNScmL907i4ZyvsWJ7vPsp3HjIfy6PvLuJF26cir+HM3e8+6ttduQCksL8ePmmadz/0VrK6lp6rJNJxHx43wJOFlbyyfrDvX7rtVMG0BHWyOa6NJZEjKW8q4lddWd6tXsucRGhFj9ufH0FTy+eyC97M8itqO/5+0UCb94+m5d/2kFTuwawjfJ+/tAi9mQU8dWW4732e93EVJraNRzLK2fpg3P4umoXexqzerV7KmYhfnov7nl/Fc9eN5llu9PJr2zo0UYiEvHePfMor2/h9RW7ee+RWbxSsZImfUf33+edgTfydPoyOkw9r7+nzImnQ6/k/n+ux81JyfP3TeBvOd/xy/CHeTFrJWltpT3aCwi8n3oTQ3yiep3rxcDF0Nf+DOpaOrjt7V+obGzrsVwhlfDWnXPo1OrwcFHzyk876dDoeeraiTz22XrMFlufevnm6eitBk5Kctlan95r/49EzibOLYC7T33BZ0l3U9fQhQC8v+YApb/pex88NocXSlfQbOjssdxFquSl/lfx4IlvsWCbSXk97nqe/3A3LR1avFzUfPTgfG57ayVtv3lOuDsreeGeSTyU81X3sgdjZnJ0az37M0r56P4FvLdqP3kX9A1BgJ+fuZ7b313J7TOGsfl4LhnFNT32KxIE3rhtJgqZhHs/WINYJLD0nvk88eVGOjT6Hm09XVQ8e91kHvhobfeyYG9Xnr52Eodzyvh224le1+2GyQOpa+kks6SGR64YS4S/Jx+sPcDOtMJebV+5eTrN7RpC/dx58svNdGptx583Mgl3JyWJYX48/vmG7r/ZORJCfVk0pj+DYoII9HIMPvyVceTkOHDgwMF/iM5gYsORbFo7tUxMiWbl3gy77b7fcRKt3thL4ACU1rWQW15Pm1HTa53ZauG76j0smJBIW6eejPy6boEDMDw+lMPZpb0EDkBrp5Zj6ZUM8ojsXlara6XcUkdskDetnVreWbW/l8ABaOvSklVW10vgABhMZpbtTqO9s/cxAX7emcEk9/6IBRHJbqF2BQ7AB4VbqNW04emiQioW9xI4AGaLle93nGTeyKTuZXqjGa3BxI87T9nd74q9p5k6KJa2Th16kdGuwAH4omw7nRYtns5qBEHoJXAATBYLX289RluXjv4R/mTpy2g1dHWvH+Udy9667F4CB6DJ0EmmrpTUqEDmj0vgx5p9XBc8knpDWy+BA2DFynsFm6hsa7Z7vg7+HE4VVPYSOAA6o4l1h7KIDvSmpKaZivpW5o1M4rvtJzBbrAgCSMUiwv088PZR2RU4AF+W76LF0sUIz1gOZ5SD1Upje1cvgTMwOpA0TVEvgQPQbtSyvz6XEd6xgO258VPtfuaOSQAgNtib9YezewkcgJYOLScyqxnoHtG97LOi7Vw9rT+eLioMJnO3wBEEm3i5fmIqW0/kYTRZcHdSklFcg0gQuHCyw2K18sXmY0gkYqIDvRiVFM6+jKJeAgegqV1DRkkNqVGB3csqGtqob+3kUFap3eu2fHc60wbHUt3UTlNHFxq9wa7AAXjn130MTwxjxZ7TzB6W0L183aEsJqVG8+22470EDkB2WR0yqZitJ3IxmXs/ux38dXCEqzlw4MDBf0hzRxcHs0oRiwQ0eiMmi8VuO+25fJk+2J1WSFxqINXa3qIiq62CxaHjaGjQsvd0cY918aG+7M8s6XO/J7KrGBEZzPHm8y//k11FJEQE4uvuTHZZnd3t4oJ92ZVu/4MB4EhOGX+7crzddSazBW2XCS+5MxWaxj730ajvwNdbzcs3T//dY6UVVnH1uAE9lrV36dAb7X90GE1mdEYT3m5qctuq7LYBqNe3g9RCTJAX6UXVfbY7kV/JVWP7ExXujouvhAgPH5RiKeVdjQgIrK7sPZt0jpMdhTx980IEAX44spXXU65lWfGhPtsXdNSix9jnegf/W0wmM1tP5ve5/lyfDvF148WbphHh58HJgkpeu3UmYpGAAIgFaLS097mPVmMXZquZAc4RVBdrqJFJyCyp7dUuIcqHkx05fe7nZHMxE/36caAhF4C0lhIWRowEIDHMj11pBX1ue+JMJUNmBXOyxfZ80ZgNCHILsUHeHMoqJSncl2un90fmJMJstRDq5smGPblE+HnQqdPz1h2zMZotSEQCBpOZn3alcaa0ltyKepyVCp64egK1zR18vulIn+dwPK+CfuH+nCo832d3pxcSHehFQVXv54jBZMZw9hlwpqQWiUjc574b2rrQ6Y0czytn6qDY7uUWqxWrFbvX+xwZRdXojSY6NHrcnVV9tnNwceMQOQ66aenU8saK3ZwprWVMv3Dumzcahcxxizhw8FtkEjHOKjlmixWppO+XrK1t333I1UlBrbn3TAKAXCTFZLaiMxhxUcp7rNMZTDgp+06MdVLK0Vl6jpyqRQp0+rNJ81KxXbGgMxjx9XD6/f0a+/4Yl0nF6MwG1BJFn20AGls1fLs2nQGRAX22UcqlGH8ziiqV/v61lopFaA0mXKTK320nEYlt1/B3kovVChlBvq58XL2ZQ8fPf/DGOPvzZNJ8jjQWUNZl/2/nJFFgNlsorW9BJZGhNRlwk/b9oSQVxIgdgRUXDSKRCHcn+/eQj5sTN00bzKOfbaC4pgmAj+5fwKyh8bz0447ukCgPZyXPPjjud48jEcRozDpEIhEyiQSn3/RzAJ3O9Lv9SS1RoDef75MqiQy9wdZvdAaj3X2ew0kpQ3vWGOQcYmx9KCHch+QhnrxVsoq2Ki0AcpGEWxInclviYIrKW3jz5z3dzxFXtYJHF43D9Xgux/MqqKhv4ZlvtvD6rTNxVv3eOcjRnTU8OIeLWkG7ndmnc5wzQlFIJbj8zr7B9sxwUspRKaQ9losEAYVUgs5osrudk1JuE3D/4vnu4OLG8VR1ANgcZO7/YDWHskqJCvDk1/2Z3P/hakxm+yPUDhxczni5OnHl2P4AdGr1eLmq7bYL83VHKun7MTt7eCInm4vtrpvi0589x4o5klPGgjH9eqzbnV7IjMHxfe532qho9jT3DNca79aPA5mllNQ2M2OI/W1P5FcwZ3iS3XUAC0cnk15of/bDx82JdlEXbUYtzhIlCrHUbrsU93Ay8+o4U1rDwJigPo81Y0h8t6HCORRSCUF9xMj7uTvT2qWltVNLhLNvn8cf7BFJZ6uRjOIaBscG93n8BaOSOKLJ5VBTzxH9/I4aXsr8lZuj7M9oASwIHso/PttBWlYNcwMGM2ffGwz1jkKE/STmSb79cBb/vjBz8L9DJBK4YnSy3XV3zR7O899v7xY4cqkYsUjEyz/t7BY4AM0dWgytVtQS+x/h/VyDMVhMbG1KJyHUlxBfd0YmhvVqt+dUMVPcB/R5rtP8B/QIDZ3uk8qOw7YZ0l1phSwaa/93AEwdFcO+pvPPiXC1D2UVbWSV1hAf68WLBb/QZtR2r9dbTHxUshWLi5Flu9N6DJS0del4/rttXDM+hakDY9mfWYLJbGHpmgMsGtO/73MYFMve00U9ls0cEk9Zfe/ZbQB/DxdaOm3nNDIpnDA/jz4HYwfHBmMxW5g1Kg4vH0W3OHJTK+jQ6Zk6ONbudgD9IwMYmRiG8++IRAcXPw6R4wCA1QfPkFNez33zRrJ4Yir3zR/FqYIqvtx89M8+NQcOLkrig32YOiiW1Qcyee76KSjlPT+qnVVyHr5iLBarlX7hfr22v33mMDyclTwQMxO5SMIo71gm+SUTovYiQu3LeOdk9qQVc/fC4RictDx93QSGxAYjFglUN7VjMJmYPDC6136nDolB76yhTnc+n2C+/1CKC9qQSyUMiAxg8cRUIvw9e2374MIxOKtl3DpjSK91/SP9iQv2ZvqQOJxVcpIj/Jk6KIbUqEDUCilPLhnHKU0hk/2SOdyYz1OJ85EIPUdBveUuLPGbwKrdWZgtVk7mV/DggtG9jhUT6MWYfuHsyzwvAAdEBmAwmXnsynG9RqfVChmPXz2e77efZPrgOEpLW3kyakGv4/vIXbjedxzeTs4EebuyK62Qu+eM6HX82CBv5o5K5LPiHb3WARR11mG1WhnnndBr3TT/AXjgQk5FPaHe7gxVxBHjHIDCKufphAUIvxE6IWovbo2ciKdT3zNoDv73BHm7sWTKoB7L3JwU+Lo5U3VBrs7Y5EjWHc6ym+P2/YZ0no1dhPQ396GnzInbAqfgY3FHhIDM20JFfQuCADf+5pgNbV0I7VJmBwzstf+xPvGIBIFKjS2fK9rZn2GKOA5klgKQGOmLX4CaCamRvbadMiQGjVOnLXwTm4nBM/EL+XrdSUYkhbOp5hRmq/1Bzm9L9zBzZFyv5SaLhQNnSlg0Lpntp2yDA2V1LYjFIiYO6G2sMWtoPC0dGhrbz+e7XT8xlYySGu6fN7rXTKtaIePxq8bz/Y6TXDVuABnFNUhEIl6+aXq3gDmHj5sTj181nl/2nyY52Yf19ScYkRiKXCrmqWsnsXTVASamRBMZ0Ps5+MD80ZTVt9A/wt/u73fw18HhrvYH8ld1oTGazMx4+gtiAr25adrg7uVrDp5h+8l8Vj+/hABPh8OIg4uHi6WvVTa0UtHQSlphFcMTwiioaqSoupH4EF/C/TzILKkmKcwfmVRCS4eGA1klqBUyJgyIpq1LS0NbF4PiAmnp0LLuUDYtHVpGJ4eTEOrL0ewyksMDcFLLOZhVQlpBNaE+7ozpF0FBVQMxQd74uDlT09zOluO5CILA0LgQAv1caBW3s7chG6VIxkiPeOprNJh14O/pQk5ZHSMTwxGLBQqrmzh4pgRPVxUTUqJotLYiVggE4UNbl44dp/LR6k2M6heOu5MSg9FEdXMbsTGe7GvIIbezikiVH5P8+yE3yVh7KIvi6mYSw32ZlBqFSWpif10u1fpmkpxDUGhUvPPDAUxmC49dOZ76VptbWXyIL8fyymlu1zA8IYxIf080egNbT+ShNZgYnRQOWKlsaCUlOgiJRMTJwkryyxuICfQmJsib08U1JIT40NqppV2vJyTUGYvMxKmWUhr17cQ4BxCm9gaNmPyCJmKDfGjT6OjQ6An38+BIThmtnVqGJYQS6OWKQaljydGP+vzbvz5gMRFKXxpN7eyozUQkCAzxjMJT4kxOVjMn8yu5ZdoQbnnrZx6+bjRSVysp3qFo0bOr9gyN+g6GeUUT5eRHsEvvD62LhYulr/0Z7M0oRq2Qsud0EcPiQ/FyVnGmrJZXlu0CbC5879w3my/WH+d0sf0ZzulDYrlp3kCOtRRSrmkkyTmYRNdgjqRVUtvcwezxcdQamlBYFLhYnRALAh1aPQfOlNKl1TM0PgQnpQJvbwUt1k521WUhABN8k3CWKNladZoOi5bR3vH4StzYuC8Xk8XCyP5hdEm7kMpEBEu8aW7TsiutEJEgMC4lEhdXGSc6CijtaiTRNZh+LsFsOVRAeKA7kaHuvJe/mSON9vN5PGRO3KSayuvf7uu1bkRCKKE+7izbk969TCmTsuzpxbR0aNl+Kh8BgdH9wvF2U1PX2sHe08Wo5DImpkShlsuoaGwjv7KeQbEhFFU1kltRT3SgN1GBnmSV1dEvzI99GSV8tfUYV43tz/VTBqLTmdibWUx1Yxup0YEkhPrRpO2g1FjHe6UbSXINZrHLBHycnWnu0LArrRA/D2fGDYikqqGN/WdKcFHJGZkYjlohw9NF5cjFuQRwJFw44FB2KU3tGibP6TkqPH1IHIeyy/ho3SFeumn6n3R2DhxcnDS1d/HWyr3szbDNNnyx+RjRgV6M6RdBdKAnIpGIxrYu1h/NwsNJTXFtIwIi5kxL5IkvN1LR0MazN05i09FcPlp73pJ5x6kCgrxcWXrvPKqbOrj3g9W0X+BM9N32E7x+20yigrxQyWRoDQbK6lsBWH8kG63eiL+nC9MGxaA3WRCPENPk0sSsuFRc5CpSLnAyCvJ2Y1z/86O8MfjQ1qXli83HWLEnneQIf2QSMWfW1xAf4sOCSYn4uCu46fhH6M7mAewmi+/K9vJczFXsP11MXmUju9IK+XLjMT598ArGeSVxsqMQdYcTj3yw8awF72xe+nEnNc22UWSxSKBfuD9XjE7mRH457/y6j9duns4t04eiVsjo0ujIrWqgS2ckvbAaiVhEamQgcpGEU4WVVDa2Y7Va+WTjYYbHhzJ4qD+3HP0EgHiXQFxlKo43FVGtbUEllvFG9BI6WvWo5BJyyuoY1j+QnOY8LH5Wvu7MxcWg5Lqw0bYCrn2MZntKnHntmz1cN68/FZomLFYLQ5xieOeHg9w+YzhWKxzLq8DTVc0LX+zE00VFTGARLk4CL94wG0EQ0OqNOKl+P3/JwZ9Hl1ZHTVM7sUE+pBVWsWxXGs/fOLV7/cOLR5EvlBMW4NanyOnSGTAYzFSdMFBZZ+Zww2mqm/bRL9yf6YPjsGoEfl2Xx6CYYJyUXUjEAhNTookJ8aRZ30WlppFgJyecpUpOVhcjEQTajFp+LN2PRBDho3TDgpUWQyeKDiXzRyTh5abGZLZyvK2AVVUnONyYz62RE4gYoqZK28LqjoMoNXIClO54y13wM3nSUK8hpJ+SrPZi1uXVEenk26fICVN7U1vf2+0NINzPg8Lqph7Lgn3c2JVeyMCoIPzcnIgN9kFnNLLhSC5yqYhZQxPYeiKPe99fTafWwMxh8Swc3Q8vZxXphTqqGtvIr2pEKZNgNFnYfDSHW2cMQxBs5goBHq606jqJT3UlDlfy26vZXHGEvPZqWs66Isa7BjIkKoTS2mYOZZXipJSRXlzNh+sO4u/hwvv3zifU11GY91LDIXIcsOV4HoFergR5u/VYLpdKmDYolp/3nubOWcN7rXfg4HLmdFF1t8A5R0FVIwVVjUT4e/D11uO9XvYANc0dzBmeyOebjhAb6M0L3/YOiapsbOObbcfxdlH3EDhgs1d+5ustLH9mMSHeHrg5KTGbzZwsOO9OZCtieIKJA6PY1pjOz9WHiHMNJFUe/i9/V2VDW7dN86kL9plVVsfEEZG8XLqyW+Ccw2Ax8c/itdw7aw7PfrIdAI3eyNNfb+bxW0fzavYaXoy5Bm9XNSMSw1hzMKtb4Jz7TelF1aQXVbP0nnks332aXw+e4cGFowDIKK3jnvdXdbeP8PdEozfy1sq9vc7/ZH4V36UsIlTtTVlXQ68aRLP8BrFyRyZ7T5ew7KnF/LxvM0qlhMhQP74vPT8y7atwZYp/Mpur03sdI945EEOXlaO5FQwvC6VDokMhlpKRWU9aYQ0uagVvrdxLsLcb105I4dVlu2hq13C4vQyArcffx0kp57snrnaInIuY/pGBFFU34aJW8I/vtgI2Z7VwPw80egNKH4GlRTt5c/gSNh7K7eWyKAiwcFISuWUNLPtNHa1z9/sTV0+gqKaZvRe4JW5LyydopIRfqs8Pfnzc73bUYjk/lB7odZ5OEgXT3FP5dttJFo5OJq+qEaVMire/G4ca8lCIpYQ5+fBk+k92f+fiwNE0noSFs+P5R+YviBBYHDaKXyuOYrD0Tsy/OXwCT6/q/dySScQMTwjr9VuvHZ9CbUs7y/akseV4Xu/zVyo4mHXeEj82yJs3f97DDZMH8e6q3r8XbBbf45IjSY22Ddo0tmjR6E08kftDr7ZSQcyswIE0tWu4871VNHf0tO2vbGzj7qWr+Oaxq/B2c4SNXko4wtX+QP6K0/pGk5lxj3zElEGxzBzaOxlZbzTx9FebmTY4jieunvAnnKEDB735s/tap1bPgx+t7WF7eiEDIgMY3S+C99fYf0G/dcds9mcW4+vpxKfr7ee9SSViXrxxKk98ucnu+nfvmcOYpEh0eiMN7V2U17ey42Q+W0/koTeZGJ8SxdUzEynvasZD6oS7XI2P3BWxIODurOrhCmcym2nu0GKxWDldVM2bv+zp9SEA8O7jM3k095s+r8vrsdfzyBtbeix755GZvFT2M9eEjWSEMoGGpi4e+WR9n7bb980bSVyIL3XNHQyNC8HDWcmu04VIxWJkEglisYCbWsFry3eTZccK20kp58H5oxnQ35flZQeJcwvERaKkUtNEh15HqiSGhgYN/p7OCIDVCq//vIsX75zK+sZjrK08gdlqQSyI+GfKdWyvzWRLdTqWs4VVU90jeDR6Nvp2KxKxCI3eiFQNVdpmln55DHdnJc8sngRWsFqtdOkMpBdV89XWY90uUiE+brx8y3Ri/D2RSu0bJFws/Nl97c/EbLFQ29zO4exypBIRSrmMysZWksP9qW5uRekrICBgxYq1U8I/f9xHsLcbM4bE4e6kxM1FQYu0nR9/PkO7Rs+8EYn4ujvT2N7FukNZ5FU2kBoVSHyob4/6TyJB4IMn5lCrb0EtVlCiq8PfyZVAqw9ZplK+KN6J1mxzRQtWefKPxEV0tpiQImbtvmweXDia5g4tZosFq9zEjpYMAuTuhMl8UQtKNBY9B1qyWVN3jC6THi+5M4/4zidDKGJZ2UEAUj3CWRQynHdzN3bn9zlLFNwWMhllqxNdnSY+3Xi4u/6Nn7szLyyZyq/7M9h6wpaPo5JLuWfOSFzVCjxcVJzIqyAm2AedwciOUwUcyirtzlkcGB3M8j1pXDdxIBKxiNqzgyBrDtmvd+XlqubTBxbi5CbBKsCxjErSiqqIG+TKp+XbaD9rmOAjd+HB8NkkuAbS1qFn8av2hR7A8qevIybI+//nlnFwkeGYybnMySypQWswkRTWOzEabLM5o/tFsP5INvfOHfm7dpQOHFwumM0WtAb71qNgq4+TFObLrdOH8oUd8w6zxYpCLkWj79uO2WgyIxL17Q2jMxipamzj4/WH2H7WhWxyajTfPH41rZZOBAHSs2rJKWpg/qh+fLruGMdyK1DKpSwc1Y9rJqTg6+5MfWsHK/dlsGLvaTq1elKiAnn2usn8vO90r4J8ZuvvF8YzWS0Igk04nENsFfGPflfwS/kRIqX++Ll79ClwwObS9OmGw1Q12gqGWrHy9RbbrJifuzOLxiSTHBGA3o71a0KoL/fMGcEve06jchETpPbki8KdNOo7iHUJ4O7IKbRU6Vi6ej9tGh39wv1ZMmUw988djbHTyjX+o7gyZARtBg1ykQSlIOdqr9FMcx1Il1lHgJsrgkFCQVEzn6w/QkVDK8HertwyfSj9wgMYnRTG3JFJfLz+EIeySpFJJUwfHMfiiakkhfvRqTUgEYsI9XUj3O/izcNxYEMsEiESRNS2tLNqfyZtGh3J4QEkhfrh4eTEG1/tprKxjVBfd+6eP5QvHrmCPaeL+XTjERrbuogL9uH2OUO5aepg6lo6+WnXKUrrWgj0cuXqcQOYbrGw9UQest/YFFusVmQGGe9/fpzWTi3j+0cyYXYy3247gdZo4Lkx16B0EuPqpKRB285L2b9SqWlmom8St8yexJqDWazYm05Tu4aEUF8evWIsSomUZTvT2HYyH6PJzOh+EbwxfQlLK9dTqW1CIhHTqTtv23yquYRWg4Y3+l1PbVs7SoUEs07gu3WnOJ5XyeDYYJ6+ZiJisQhBEDAYTWCFlKggpgyM7S6MGujlSmu7BovFSnpxNV9vO46TUs6soQn8847ZPPP1ZrR6I9MGxzIwJohV+zOQyyRcOXYAy3al9fm30emN1BhbeGjv16glcmb7D2LswGh+2XaGx8YtRKq0CdC2FgOf/3CSN+8MwGinKPOFONxkLz0cIucy51heBWqFjODfCUUbkxzB5mO5bDia06s4nwMHlyPOKgWTUqPJKbdfVHN4QhhfbD7GwOggxiRHsO+CsDZvVzUiQWBPehH/WDKZ77edsruP1OhAyvuwURUEiPTz4oY3ltHScd7iddOxXA7nlPHeA3P4cXsaBzPKePWW6TzyyXoMZ1/wXToD3+04yaHsUt65ay5PfbWpR1G8UwVVZBTV8Mbts8ivaOjhfOQkVqISy9CYe9bWAJCJJMjM0h4Cx1klx8/VlRvTlnJn6FSWrckkNTKYfuF+fRbiSwrzZ+W+DOJCfCivb+0Rklbb0sH7aw8yb0QSN08bylNfnZ/lkkvF3DNnJI9+tp5rp/Rntymd3YXnrXXz2qt5IO0bnoxagL+nC61dOjKKa3jk03W8dcccOrQGbv7nz93tB8cGMzIxjHdX7e9etua5G9l0Io/PNp4vbljR0MZz323j/rmjWDgmmRvfWN49Y6PVG1l1IJPjeeW8cdss7l66iiAvVz54YJ7d3+7g4qK6qZ3nvtvKifzK7mWni6u5e+kqXr1lBudu9bK6FvJKm9h1ooStJ86HY+VW1LNmfxYpkYG8t/r8fVTV2MZbK/dy7YQUrpuYyqoD5+9TgOhAL86U1Hb37bkjkrj7vVXdfXHXqSLee2QWj+R/R6O+o3u7MJkv76zcx4GM0u5l2WV1NHVoePfb/T1c4facLuJYbjn/fHAGG5uPk55bzYShSayvPtndprizjpLWRv758UH8PV2YMCCK43m2a3E8r4LjeRXdba+bmIrOYGTl/szuZU4KGc/fOBWpRMxDH6/FbLFdsQ6NnmW708goruahhWOoaGjl43UHuXJcCpWNbdw4eRDPfL2Zm6cO6XZp+y3DkkLY1ZKJFSudJh3LKg5wwrmIRcPG8uQHW3u0HRwbjEouRewiQiYRdz8LL0Qll+Lu7LBxv9RwWEhf5hzLLSc2yBuRyH79BgB3JyUDIgNYtT8DR3SjAwdgxcrQuGB87MRve7uqSY0O5HheBd9uP8GcYQkIF3Svu2aPQCIWqGvtQCoRMTAmsNc+pBIxDy0cTWSgh93jLxrXn7K6lh4C5xwtHVoOppfR0qZj9rAElu9Ot/tSL6xuIq+insa28yLm3HmarRa+236CeSPP18xRyaX4qVy4KcR+2OriwDFs3Ncz3v7euSPZ0nQSiUhMkODNsZxKft2fwU1ThyAV9379DIkNpqa5HY3eyMLRyX1a2K89fIYIf3c8Xc67H00ZGMu6w1kYjWb6J/ixu+GM3W2/rNzJoinn6w5ZrfDx+kPd4THnmD8yia+2HOv+t0gEFit8s/W43f26OSv5cssxuzNMFQ1t5FTUM6pfOI9cOYYQL/t/VwcXF/UtHT0EzjksVitfbjnGwlG2+0gsEugfEdBD4JxjzrAEPt14uNdygJ/3niYywIuTBeePIREL3Dp9KL/sywBsgx2ni6t7DDYMiPQnS1/WQ+DIRBKipAE9BA5AVIAnVY1tPQTOOTR6I5v25XNtwBi81M74iN2Idzn/PBIQWN1whDsXDCOnvJ5wf08C7dSpcnNSMntYQi+xduuMobRrdHy5+Vi3wLnwWZhVVnd2Viee/VklbDqWw12zR/D55qNUN7Ujk4qJDvTqdTyVXMr8CQlsq0/vca4FHTVI3ax4uZ5/LkglYu5fMAovZyc8XVTcZccyHmz2+V4u9uudOfjr4pjJuYwxms1kl9Uxd2Tiv2w7ul84760+QEZJDf0j+q5S7sDB5UCHRs8nGw7z7HWT2ZdZzLYTeViB8QOimJwazUs/7sDDWcWSKYPw83DmrTvmoFZIcVMrEUQCBqOZd++aC2b4xw1T2HYyj1/3ZtLWpWNQbBB3zBp+1sZUzWcPL+SjtYfJq2zAz92Z66emMiQmhIc/Xt/n+e3LKGZ4QigRfp78uj+jz3a70gsZ3S+C2GBv3J1USMUivN2c6NTq6dDq8XFzYldaAbHBPtw1dzhGsZEUj3D+6XY9XxbtorSrgSCVJzeEjMXT5Maemr0o5VIi/T25edoQgnxcqelSMSgyhtzCRvw9XFgyJxWFF3z47GwEo5hdR4vYe6qEWcMSCPV157nvtgEgFYu7E5F/i9VqG2X/4qFFNHZoaOvS4efuxP0frsXbTU2Zrr7P31yva8MpoOerr6CqEXennnaxErEYi8XK2/fOws9fTYdJi1aq5a6Fw/h2w8ke5zYkNojURH+8g+RMHB+GUpCRll3Dj1vOC8y9p4t48uoJCCJHSMxfhWMXzFT8lvzKBm6ZNgRvVzV3LxpOc1fvHDawCWNdH6GtJrOFdq2OZ5aMp6a2k6HxoQDIZRLumjWM8pYWRqSE0Kzv4t3+M6msaueb9adIjPLlREdPQeWvdKegvLfRSWKoX48Zl99yJKucm6YPIr6/O2IZvJB8JU0Gm3Oak0SOzmTARaLmkwcXUlLdxLt3zWHNoSw2Hs3BbLEwcUAUiycNpLy2hcgATyob2wj38+DOWcPJr2zAWamgpVPDM4sn4eGswmgyo5BJ2JlWwLrD2WSX1RIV4Mk7d87FYrXi7+5CWZ1tBvuNn/fwwo1TOVVQyZYTeej0RkYmhbFwUhLvVq5HKoi5OXQikTJ/dHozPk7OqGUy/nHdFKxAp05PZIAHQV5uAChkUuaNSCTc14OP1h+ioqGVMF8P7pk7gqQwvx55ig4uDRwi5zKmuLoJg8lMmO+/HlWMD/XF00XF2oNZl6XIMZktlNe30NDWhUQsIsjLFR83JwSh7xkwB5cuErEIncHEgx+t5bOHryA22Jaseji7jAc+XIubk5IXl0zlvdUHePvX845dE1OimD08kUfPJt6LBIF5IxO5Z85IJqXGoDMYKapu4uGP1lHX2kmorzvv3TWXN26fgdZoQiwSEeDuSqdW36tQ3oWoFTJ0BhM6owm1UobBzowP2EZgpw6M5fEvNlLbYhsVlohELByTTJCXK++t2s8bt8/C19OJzPYy/pH+M21GLQFKd+YGDSbVLZzmBh3vfn4QkUjE7GEJeLmqkYhE+Lo58dQXmyisbiLM153rJw3kqTvG8nbpWioybR9jIgTmRg/iwwlz+cfnO3qEgf22uF9vBDJLa3ht+W40eiMPLhiNWiGjU6dHJf59x7LfFgmV2Ml9kklFfPXMFXxUspUDx3K7l8e7BPLSPdN45qPttHZqGZEQymNLxvD3zOU9nNyGe8fw6j3TeOLDLRhNZpyVcryclRe90YCD87io+76PJGIRCqmEf9w1ga9rdjJDMqzPdr9Hp0WLm5+MMwUa7nz3VyxWKyJB4M37Z1CtqOK2tE1YzwbGRTj58PxdszmRUY36N/e42WLGz7n3LMu5Z0BfOCll7G/MocBQTYp7GO/nb6HLZDMTUIvl3B0zlcLOWga7RWEWWbj2lR8ZkRjGvXNGolJICffz4InPN2I0m5kzPBEvVzVYISLAHQ9nFTKJmEeuGMtry3dR03z+GTN/VBKPLhpHc0cXL/ywncySWpRyKY8tGsfCUf349UAmnVo9j3y6jqFxIdw2YygyiRg/Dxc+qtpAra6FF6Ov5dMVx1lacj7Ebnh8KFeO688TX2wkwt+Tl2+ZjlJ2/ve7qpWMSY6gX7gfBpMZmVSCu5MjTO1SxRGudhmTVVaHIAiE+Lj9y7YiQWB4QihbT+ah0fWOx79UKalt5qUfdzDxsU+44oXvuOu9X7nt7V+Y/tQXzHzmS95auZeS2uY/+zQd/I9xUsq5ZnwKJouFyoY2Pl53mBd/2MGOUwWYLBbumDWMN37eQ35lQ4/tdqYVsuNUQbeTocVqZdWBM6zYe5rMohqufvFHnv5yC3WttpHUsroWbn37F8xmCPZ0J8Ddtfv4103qXQH9HNdOSOVQdhm70gqYOaS3a+I5ZgyJ56GP13YLHLBVLV+xJx2T2YKTUs49S22Wq4+c+p62s45F1doWPi7Yxm3HP8UkN9GpM1BW18IHaw/y3HfbCPFx5/EvNnZbaJfWtZAU78MLhSuo0JwfbbZgZXXVcbbXZzAotmfYXnFNE/Ehvn1ef38PZ579dlu3ecOutEJmDo2npUOLO87IRfbFRKp7BJn5PXOpJqZGYTL3DOnzdFPxddluDjTm9lie017FB1UbuW2+rXDyY9eP4amMn3pZVR9uzmdr1wnmj7HNlM8bleQQOH8xhsQGI+pjIGtCShRSZ4HXSlZxurUMd085CmnvceO6lo4+c169XNWo1VLSTtWx5mAWlrPh4JMHR3NEn8OWmvRugQNQ3FnPa6W/Eh3myWT3AT32NcgtigAP116zEQezSpkwoGcNvAuZMSqWg+05TPFP5vXsdd0CB6DLrOfNnHWM8IrhlexVhIS5IAgCezOKeemnHTz11Wbu/WA1t84YSnl9a3f/d1LJ2XmikIa2Ljq0ep7+eku3wAHbM+aXfRnoDEZGJYWTVWrrj1q9kRd+2M6Y5AhczwpMqxWO5JTz6rJdvPzjTlv4vEc4NwaO56NlR3vl9h3OKWPNwTNcMaY/OeX1PPbpBpouCPU7h7uzCl93Z4fAucRxiJzLmKyyWgI9XZDbeTDbY2RiGDq9sdvJ6VKmQ6vn1WW7WPTCd+xOL2R0v3AeuWIMr9w8nedvnMLdc0YQH+LDukNZLHz+Wx77bL1D7FxG6A0mRIKtaN9320/wxDUTUMhs/UgmEeOqVnaHXPyWLcdzGZ0c0WPZjztP4emiZlJqFMHePUdjG9u77N5byeF+TBsU22v59MFxJIX58rcrx3E8v4KUqEC7YuHeuSPp0ulp7rQ/y7N8TxpzhifS0NZFSV0TMwJSmOiXxN3RU7g3ZhpRTrZ97mhJ5/4FIxk/IJJRSeE8fvV4jGYzMcHejEmOQK2Q4eWqprCjtrsw329ZVn6AqSNj8HN3Pn/83encM2cEbhd8hDir5ExMjeaj+xewO70QsM1Gje8fiaeLioHRgdw+YygHj5fzeNQ8xELPV5y33IUlfuMpr2pjUmo0IxLDuGpcf26cPIi4IB983JwYPyCSR64Yi6ubnL2N2XbPt7CzltToAJ68ejxiCUz1H8Dd0VPwV7j1aLenIYvhKcEsnpiKr6P+xkXFv5NfKpOIeWbxJH6rc4K93VgwMok2aye1ulYAltXu54kl43rNCh7MLmXpPfOYOigW9QWzrwqZhBeXTMNVomTNvp732cRhEWyqs29IUqNtxdlDQrjCjyfi5+IssYmBEc7xfLPlGI9fNb6HMAvzdUcuFfPkNROYNyKR++ePYsaQOJRyKQNjAwmOdCJY5cmW6p6C6kI2VqcxwS+Rnc2nmT08ngkpUYxJjkAll9LUrkFnMOLhbAv3nDM8EX8PZ2JDfAj3c8NgNDEkLhhf9973//I96XRqDd3i7hw/7z3NojH9z18rqYTR/cL54L75uDsruCFiDImKULLL7Iel7sssZnBMMABF1U00tNl/7ji49LkswtXCwsIoKyvrtfzuu+/mww8/xGq18vzzz/PZZ5/R0tLC0KFD+fDDD0lM/Ne5Kn9lcsvrCf43ZnHO4emiJi7Eh7WHzjB3xKV7bU7mV/LM15tp0+hYOLof4/pH9hod8/dwYUBkAFeMTuZobjmbjuVy5Yvfs3hiCnfMGo5S5hixvZTRGox8tvEIE1OjmTY4ltLaZr597Gr2ZRbT3KFBq+97ttNktmCx9Hypd+kMuDspWTAjnvIuH1wNzrz53f7uWjWldS3Eh/hQXtfKmkNnMJjMzBqWwH3zRnHtxFS2HM9FQGDq4FgCPV1wd1bholKy8u83cii7hHvnjsBosnDgTDEuKgXDE8No79Ky+3RRn+dZ19LZPZpaUdPO+KABiL0s7GrMxGAxcVfkNAKkHhTXNrI/swxnpZxJqTEEe7tSWtuMTCLGSSHj2esm06HRU9xp300NoMOko7qljYcWjqGlU0N2WR2eLmrkMjEf3jufzNIaPD2VKD1E7GzM4Je2fYxIiuerlCuore6iqqmNgdFBHM0rp7S2haRwPyLE/nybei+H2/Ko1DaT7BxCtCoAq8SC/0gRTcZ2prjH4C94svNUAVOHxPHpg1dwPK+cE/mVNHdqeK3fDWxsPs7OxvOOUXP9B3Gl9ygOniolLNSN4vZGijvqEAsinkyYjxgRD6V/i8FiwoIVTw8lV4/rT+DZvAAHfy71ujayWivZWZuJh9yJWYED8Ve64SztPaLfrtFTUd/KsqeuY0daAY2tnQyJCyE60AutwUSp+fzHc1pbCQp3Ke88NpP0nFpaW3XMn5BAs7WdL2q24TREylszp9HeaKKusZOEKG8KjFV4KMMZGBvIvtPni4GKZQJ6S297eblIwgNhszC1ilh2LA2pRMwbw25Cq9AiMUg5kFWKRCLmvXvmUlHfSlywD6eLqzEYzUT4eZBdVkdhVSPj+kdy09TBtFg72N+Uwzy/obxeuKbPa1bR1chkv2TCnbwxeVnZ25SNTJDw/NQJ5Be00NDayQ2TU+kfGYirSsGLP27nmcWTaOrUsO1kAVKxmNtnDkMsiHjzlz10nY0GaWzrspuvVFbXwsMLxxDs7YpIJODr5szOtAJWHcxkckoMzio5WkPf9vtWK1zopVTf2klcsA9VDa1kl9exM70QF5WC2cMS8HV3tmsg4+DS4LIQOcePH8d8QSjCmTNnmDx5MosWLQLgjTfe4O233+abb74hJiaGl156icmTJ5OXl4ezs3Nfu/1LY7FYKaltZtawhP9ou5GJNmvcsroWQn3d/0tn9+dgtlj4cvMxPtt4hKhALx5cOBrPf+G2IpWIGZUUztC4ELafymfZrjT2ZRTz2q0zHUXFLmGUMimRAZ58sPYgaoWM5HB/1HIZtS0dNLVrGBoX2ue2MomY35oZOqvkFNU0UdvSgXukmE+bN/HCnfN5+J2NZ/Pm3Pl04xGWX1BJfOPRHAZGB/HqzdN5dNG43seRign2ceMqnxQAOjU6xGIR3247zvc7T+Hv4dxjtPS3+Hu40HJ2lifU143dutOsLz3RvT5FHcmKrVkcOnN+AGnd4WzGJEcwIiGsu7L5usPZXDWuP4PC/aG3URUArlIVGq2Rp7/YRpCXK2F+HpTWtvDNtuOMS47kqqnJrG05zPaM82Jjc006A90iuMZtLAGCK7e/u7K7zsW2U/k4KWS8cfsscg52IhErCBrnw7HmQj4o3dy9j+21mfgp3Ph76iIaWjv5+zdbexRB/XarwOM3jEXrYeBQcx6jvOKYphrMja+t4Mkl4/i5dT8nSs8LxfXVJ5ngncj7qTdzx4nPEAsi1GI5gR5ufV5nB/87arWt3HviK8q7GruXLS87xH0x05gfPBin3wgdlVzK9ztO0tjWRb8IP0SCwLrDWRzJKUetkPHcg+N7tD/cks+RlgIS3YK4a8gU3i5YR0Zreff6tVUnmBU4kKSIIO448wkAYkHE01MWotEZOZFXiUwiJtDNDYVYis7c80P+yciFrF6fx8m8g+f3eSiLGUPiuHnaECRiEXtOF1FS28Sji8ZzzweruWPmMPZlFrPxaE73NpuO5ZIaFchdc4aTIsSwfHMmof28yWuvtnvdwtTeDPSM4J2cDWRfEJa5oeYks30HsdB3OMu3nebTjUcRgM8fWsTKfRksu+B5tfVEHvEhPjx/41Qe/dRmmuLr7kSrnZnkCH8PdqQV2Ewb9Eb+/s15S+htJ/KJ8Pfk9VtnIhYJ3a5tFyISBDxcVAyJDeZYXgW+bk5UNbZx/0dre8yKr9yXwU1TB3P1uAF4O4TOJcllEa7m7e2Nn59f938bNmwgMjKSsWPHYrVaeffdd3n66adZsGABSUlJfPvtt2g0Gn76qe/KuH91qpva0BlMBHj+ZxWsU6ICUStkrD1k3571r0pzu4Z731/NpxsOM2NoHA8vHPMvBc6FSCViZgyJ55nFkzBZLNz4xnJ2XgZhfZcrtmJ1/REJAl06A4dzyvh00xGGxYey53QRtS0dRAbYL/Y4Y2g8u9N7zqAsHJXMpmO5fLDmIHGKYOp17WxpO8WkQVH4uTvj5aruIXDOcbKgkr2Zxb2W26OhXcODH63hRH4lRpOZ8vpWAjxdcFHZL/B77YQU1h46g7+HC96eatbXnhc4IWovdPX0EDjn2JdRjEQkwt/j/LNlxZ7TBMo98ZLbHzS6KmgEHS22Ed3KxjYOnCkho6QGqxWaOzUYVXq212f22u5kazHuzipeX76rVyG/Tp2BN3/eQ3KEP1tO5OLiIePD0i299lGra6Xa2MzXW4/3EDhgy5l684d9LPAZDsDNAZN45ustBHq70q7q4ERr75mwXQ1ZtBi6iHcJZLJvMk7/wgTBwf8Gg9nEd8V7ewicc7yfv4X6C+yYz+Hr7sysYfFsP5WPr7szX2w6ypEcm2jp0hnobDQRqOxp3GPFVgQzu62yh8A5x4aqk6ilClzPCiqz1cIbRWu4ZnoyAJNTYzhxuoo5foN7bBft7E9jpZ6TeVW99rnpWC41ze0sGmPbx7UTUnl9+S6UMil+Hs49BM45ThVWcbqoBpVUxqEzZUzzTEVE7/wjAYG5wYM52ljQQ+CcY33dCXQyHXtOF6HVGxEEgdqWjh4C5xw55fVkltQwONYWSnbN+BS73xLzRvYjxMeNuGBvvt1+otf64pomVh/MZPHE1F7rwOZyueV4LleOG0BcsDfebmp+2nXKbtjv11uPU382B9LBpcdlIXIuxGAw8MMPP3DzzTcjCAIlJSXU1tYyZcqU7jZyuZyxY8dy6NCh392XXq+nvb29x39/FYpqbMm//6nIkUrEDI0LYd3hbIzm368e/FfhWG45V738PdnldTywYDRzhif+bt2g38Pf04XHrxpPcoQ/f/tiAz/vPf0Hn+3lycXW1zq1evZmFPHsdZO7c0a8XdXIJWJ+eOJaxCKBv105nuRw/+5tRILA7OEJjE2OYMsJWzK7RCziyrH9CfJy5VBWKQD7ThczzX8AuxoymTIimo8fWMAKOx8M51i2O73Xx7nGZKBO20adtpXGzk6aO7o4mV+J2WJlYHQQz1w7iddumUFtcwev3DKjh/mIXCrmximD0BtNWCxWXrllOisbD/TY/1j3RLYc7FvEbz2Zx0s3TWPp3XN5+87ZvHbrTGqrNbzd/0Yinc7nB0kEMYtDRxEnhJIU6suiMck9chrign14+vpJrKw4Yu8wSAQxje1dtGv0dteX1DYT6e/FuH6RHG8s6jPnwEVQ262HArbwwtraTgIU7lj0tjC+uWMT2NbcdzX2NVXHuCdqGndETcbb6T97xv7ZXGx97Y+ixdjF+qqTfa7fU5eF3mCirqWDupYOunR62oxd3DRvIN/8/UrUShkvLpnaI0fsh41pvNn/euJczjuOigUR14ePZX1l74/zc+yty2aYVwwA0c5+3Bk8lQBXNx5bNI7ZIxLQ6U3M9h3EvMDB3XllY90S2XTAfmFMsOWxXD1+AFMGxeDloqaysY3RSeFsOZ7b5zZbjufS1qUlOcKfNdtzeCb6Ctyk5wf3XKUqnk6aj8liZmO1/RwhgHVVJxiWEALYzBp+Lwx287FcJqZEc9uMoaRGBfYwPXFWyXni6gnsSi/E182Zw9m9B1G6j3k4m3kjkroFE9hq8IzvH8n0wbGs2JuBVm/k7TvnotEbWXfYfn7duetgtjis3S9FLotwtQtZs2YNra2tLFmyBIDaWlucuK9vz8RcX19fu3k8F/Lqq6/y/PPP/1fO879NUXUTSrn0/+QsMqpfOLvSC9mXUczElL5dWy529EYTH607xA87TxIb5MPN0wb3eIH9X5FLJdwyfQguKjmvLd+FSIArficsyMG/5mLra2azhUPZZUjEFTx6xVjCfN0prGnizV/2UtnYSrifJ/fNHckLS6ZSVteCzmBCLpWQXlRNeX0L/7xjNkaTBXcnJW4eMr7YcL7oZKfWgEoiw2AxEerrjo/cmUo7hfzOodUbsJx9QVusFio0TXxasIO9ddlIRWImefdnvt8QNHoDL988neKaJj7ZcJjmDg39wv15cOFoXrhjMm0aLWKrGB8nZ8xmCyaTFbFIxN4zhdT4tfY4pkyQotX3HROv1RsxWyzkVjbw6/4MGlq7iA324ZErxvBa0nV0mDWYsSAYRXjInFizP4tVBzIZ3z+KD++fj0Qsxmq14uGiwiIzojHbz3GSiETofic2/9w1uW3mMPZr+p59tph/PwldapGyNOkWGlo03DlrOHGh3qwr7zvvSmPWE6z0xN/J7Xf3ezFysfW1Pwqr1YreYr9eDUC7QcNPu06x4WgOL902hXx9G58UbaewoxZ/pRtX+A1nYEgkH9033xZWqlbirFaw90gx05yGc2usM4IEgtzcEQtCn/csgMakx0vuzD1h05E2KVnxUyZvNR4l3M+TO2YNQyGXcf3zK7h2ygA+H34nOqsBlUnJRn1pn/vs0hnILq3j3jkjaD5rGS+TitHo+u4fNmdCAblEwvaT+TQ0d/HgtLkonMQgQISnF42GdjxlzmhMff+eLrMOhdTp7DElaH4nJ1GjN9Iv3I+Glk5EIoFPHlhIh9ZAh1aPRmfgl32nOVVQxfyRSb/7jNHpjeiNZpIj/Fk8IRWDyYxcKuZYXgVPfrUZo8mMRCzCz8OZyobW331OdOoM9DH+4eAvzmUncr788kumT59OQEDPWi+/rXditVr/ZQ2UJ598kocffrj73+3t7QQHB//OFhcPxTVN+Hu4/J/qvAR5uRIV4Mkv+07/ZUVOZkkNz323jYqGVhaM6sfkgTF9WoX+XxAJAleOtQmbV5fvwt1JxcTUv+a1uhi42Pqas0rB5NQYlq45QIh3GTkV9fy48/xIZ3FNEw99so63757FxiN5fYYuPnvLBJ6v3spdY6eRX9ZESW0zo/qF8UrNCga4haGWyFHKpUwbHMfR3N6hL2ALzXBR2cR5laaZJYc/6raBNZrNrKs9zun2El5PupG3V+7l0AWjo6eLq7n5nyt4+c6pfNG2pTuURyyI+Cb5Pn7YeRJvVyemRMdwovl8WFxmVylD+0VQUNU79AfgpmmDWXUgszsvByCnvI5b3/6Fl5ZM40hOGQfOlPDl367kic83k33WQnb1wTOsPngGiVjEF48sos3ayds565kRkEJaS0mv4+jMRgK9XPuMzXdVK2jX6Plo3WEevW0En5XssHu+RrGRIC/XPsVkbKAPd72zis8evAKjycx3G08xZFQ0pV0NdtuP9UrEW/nXjPG/2PraH4VaImeQR0SP+/hCEhShvLpjP+/ePYdcfSWv5q3uXletbWFpySZm+w3iKr+R6Awmitqb2HYyv0fB0CmDYgjz9WBIQjBD3WPYWGt/5mioVxSN2k4ac0z8uG1/9/LimiYe/3wjd80ezvCEUL7bcorvtpxi6qBYhsWHMCw+lIoG+8V9R/eL4LsdpyiqbuT7x69BrZCRUVzD7OEJfRY1HR4fikou5UypbbA3s6SWzI9t/z84Nph+k1z4rnIPn6fcyVD3aLbV249MmOzbn8/KbTObZ0pruXHyIHalFdptOyIhlJ/3nmbCgCiWvLkCgLfumM1z32+j5Zw4k4jR6o0MjAli/RH7MzBD40No1+hYfzibLzcfs9vmXP0ytVLO0PgQDmXZH7ieMCAK8b+sy+Xgr8hl9VctKytjx44d3Hrrrd3L/Pz8gPMzOueor6/vNbvzW+RyOS4uLj3++6tQVt9i19Lx32V0vwiO5Vb85WyTtXojb63cy01vrsBqtfL0tROZOij2DxU45xAEgUVj+zMoOpinv95Mdlndv97of0hjWxePf76B15fv+rNP5V9ysfU1kUhg6qBYvF3VTB4Yw4o96XbbvfzDLm6ZNqTbXvpCogM9kbhbqdW18mXlDq6YnERKVCByJxEN+g7ui5mOl8qWwzIsPoQgr96F/lxUcq4eNwCZVIzBbOLH0gM96lyco1bXRqdO30PgnMNqhc9XH2fh2bwTsOUJ/Np4mPvnjyK3op4QwZcA5XmjkePNRQwdEISni6rX/vw8nPFzc+4hcC5k6ZoDXDMhFS8XNdWN7d0C50JMZgtL1xxAa9EjEgQS3YJ7HP8crlIVKpWUa8an2D3WrdOH8uv+DLLKalFZFAzz6D3QIBZEuMnV3Dl7eC+rYIApA2NoaOukprkDk8XCDztPcuhMGSOc43GX9c7b81W4MtY3AYnkrzmGeLH1tT8KZ6mSB+NmIBV6V7VPdg2ltc5IbJA3JqmJj4q32tkDbKg9iV5kxGSy4Oak7CUepg+OY8/pIgrLG5nqnoKTpHc+VojKk2inAPorIlixw75g+XbbCeZc4GC69UQeni5qpg6Kxc1OgdIATxdCvN3IKa/DYDKz7WQ+d84aTl5lA/6eLgT28eyYOjgWk9lCTXPPkESpRMzNswexvv44AEda8rk2ZBRqce/8vXC1DwEiT2KDfACoamwjPsTHbk6iSi5l7ogkTCYzmSW1mMwWTGYL3+84ydzhSd3tbpg8kNUHz2C2WOza38ulYq4eP4DPNh7mrtnDe60HWDQmGc+zttbuTkrumzsKubT33z4h1JcIf/v5kw7++gjWf8cs/hLhueee49NPP6WioqL7BWS1WgkICOChhx7ib3/7G2DL2/Hx8eH111/njjvu+Lf3397ejqurK21tbRf9i2HcIx8xfkBUd1HC/xSjycyTX25i2uA4nrh6wh98dv8djuaU8eKPO2ho62LO8AQmpUYjtlPp/I/GaDLzz1/2otEZ+Onp6y6a4mOPfbaB/WeKMRjNfPzAQobGhfzZp/Rv82f0NYvFSkNrJ82dGkxmCy4qBWKRQHFtMw9+tLbP7T66fz4yiYRlu9M4mFWKSi5j+vAYBqcG8FzBCjpNOgA+7X8HXhIXGvSduDsp8FW5orqgUndNczsr9qSz9Xge80baYtFVchlKuYQOjQGrYKWRNpbV7CO9rRR3mZrrAsYSKvFFYhHjIlNx4Ewx7k5K/DxcMJosyKVi9mUUs+pgJq8/PJWnCn/oce4rBj+MYBRhMJnp0OpRyaV0ibS8W7aeQe6RLPIdQW1TR3dOjLNSjkohJaO4hjd+3tPnNXn/3nkEeLiwYn86P++2/6EHsOK5a9GK9PxQsZ95wYPYW5/DwYZc5gcNIcUjHLBitlpxNTiTnl/Dij3pVDe1ERngxeIJqTg5S7EqzDjJ5LiK1XRo9FgEC/XWFn6o2YurVMXVfqPZsbeY4XHh+Lo78eHag2SV1eLt6sR1kwYyNC6EF3/cQYi3K7OHJ3LLWz8DtlopT94yls3NJ9nXlI1YEDHVbwBXhgwn1NnrX91Ofxn+Su+1f4XRYqasq4FP8rdztKkQF6mSRSHDiLIE8cSHW3juhin4hiq55fjHPbYLU/twnf8YXKxOqAUFcpEUk9lMl86A3mhGJhFTVt9CgKcL+zKKaevSUd3UxsM3jmRdwzEONechFUmY7J3MaKckVAoJhg64491f+zzXN26bxd8+39D9778vnsSIxBDqWzWs2JPO3oxixCKBWcMSuGJMMo3tXWh1Rkpqm/lpVxqv3zqT8voWNh3L5d65I9l8PJeNR3MwmS2M7hfONeNT0BmMdOmMZJbUsOFINh0aPUPigrlj1nA2t59gd+MZrgwZzhivBKorO3DzlfN92V4ONuWhEEuZHTCQOQGDaW8yYLFCQVUDgd4u+Hu4UNvUycGsEjYey0FnMDE8IZQrx/SnqqmNhBBfrnvtpx6zr2/cNpPPNx3l6nEDiAv2Yc2hMxw4U8LfrhpPRnEN6w9n06nTMywulCvGJPPDzpOE+Xpw3cRU6lo7eX/NAXLK6/Bxc+bW6UMYmRSGh/P5QQi90URZXQufrD/MkdwynBRy5o1MYu6IRLsi0MGlwV9zqOn/gMVi4euvv+bGG2/sMcImCAIPPvggr7zyCtHR0URHR/PKK6+gUqm49tpr/8Qz/u/R1qWjXaP///KGl0rEjOkXwbpDWdw5a/gfksvy36K9S8c7v+5j7eEsYoO8uXvOiP+pL75UIuaOWcN4+ced/P3rLSy9Z97/2djgj6KxrYs9p4u4Ykw/juVWsGxX2l9K5Pyv0RtNpBdW89TXm7pDKpRyKbfPGEZSuN/vbmswWvhxx3Guv6I/YycEY7Ca2N2Syc85O7oT4UUIYIW5z36DRCzihsmDWDwhpYfI8fdw4Z45I1k0pj+vr9hFeX0rKVGBLF1zgE7tWZGhknP/lSMI9/dhnFs/lv5wmLxK22isIMDUgbHEBfvy6KfrMVusto+koQn8ffGkXveks0SJ1CrhvXX72ZVeyLnhsPgQX16+aTGN7R0czipj6eoDtph2bKPDDy4Y02eF9/PXxMyaQ2dwVvXtPOaklKEQyzmRVYVRbeKRU98zwS+Jd1JvZGneZj4tPB96NtAjgmdSF+Dv4USHxkBjexc+AUreLlvLBPdkurJE/LQ1HYPJZpbi6+7ESzfNw2Q1I9VLuGHiIF7+aScJob48fcMETAYrp4uqWX0wi4LKBuaNSEQpk/YYFKloaOWBf25g0sAoHu6/ALPFSn+vQEKdHaPCFytSkZgoZz+e77+ILqMeQRCQW2Xcu3Q1T10zkb0ZxUx0De+xTYJzEEs8J/Hal3upb+1ELBJ4acl09p0pZsvx3O5+ERPkzZPXTEBvNKFWyCisbuLhf25i6tAYHk1ciMlkYc/BEt6o3cubd8ym09Tbze1CxL/pj+4uKvZnllLd1M5tM4dy/bRUBEHgUGYpV774HaazeWWxQd48f8MUXFRygrxdeeSKsRhMJkJ83Hjl5hm4qOR0aPR8tfko+86UYLXClIHRvHHbLCrO1pF59NP13LdgJPP6D+KDoi0UttUSXh9GjNWb24OnMF6RQqdGz+5dxVyZ/SOzhicQF+zD+iNZ3HPNMH6q3cdC/2GIRQIPzh+N/1mDo+KaZrYez0Upk/YQOEq5lEAvVx5cMJrCqkZueGMZM4fG8/7988jrrKb/EE8WjLkSqSBGIZOiNxp57nqbCYRMKibAy5V37pqDzmBCIhbZdUaVSyXEBHnz7PWT6dDqERDwcVcj+4vOuDr497hswtV27NhBeXk5N998c691f/vb33jwwQe5++67GTRoEFVVVWzbtu2SrZFT0dAK8P/9oT9uQCRmq5Vf9l2cDmJWq5WNR3NY8Py3bDuVz3UTU3n4ijF/SuEvD2cVN00bzKHsUn7c1bdLzf+KLcdzEQkwLD6UpDA/0ouqehWodHCemuZ27vtgdbfAAVvo43ur9+OklNsN2wLbaL9UKuJgdiluchUvF63ktaJVHG0u6OH0Ndwzhm2HbY5EJrOFr7YcY/fpol5V2fVGE2+t3MupgiqmDIrh1eU7uwUOQIdGzyvf7maB13De+Ho/eZXnc0asVthyIo+9p4uYNjgOALPFytrDWVQ1ttNoae1xrFcTFvPZxiPsTDsvcMCWW/P3b7Yik0h5ZdmuboEDtuKJL/64HRe1Atc+BExKVCDZZXX8vCeDSb+T0/fYlWP5fONRvtp0nEluAzBbLQQq3Xk/fwtHm3rG+59sLubF7F8RyeGZb7bg6iHjpaJfsFitqFud+WbjyW6BAzaHtPs/XItBb+HWt39hV3oh/cL92XD0DBYjXPfaMl5Ztouc8jqO51cSFeDF419sRAD8Pc6/F4wmM5uP5vGPz3bw2a/HEF8+r9S/NGqJAh+lK94KF1yUCu6fP5rTxdVsPJpDcVlLD7e0WwMn89THW7tthicPjOFEfgWbj+X26Bf5lQ3UNreTX9nA+AGRAOiMJtYeyObZT3fwwpe72JdRwoLRyaw9eIbmDu3vPjcutDVWSCU2p8NluzCLzLxXvp4fa/exbGcaS1cd7BY4AHmVDby6fBcSsZjy+lY+33SU299ZiYezmnveX8X1ry/j7vdXsTezpPv8g73deX/NAZ79divLd6dT09zB019uQdNuwWK1cqApF/8gJ7p0Rm558xcef38zL365iwOZpRjMZlYdyKSutQOVXMa73x8kVO7DutrjTBwYzXPfb+P2d1Zy+zsreW35LkJ83HtZ6M8YHMeXm49xz/urcVXbZpoDvV15vXQ1/yhYzqMZ3/Nz3QHcXJS4qBV4uznj4+6E7ILwM1e1El93539Z+sHNSUmwtxtB3q4OgXMZcNk8kadMmYLVaiUmJqbXOkEQeO6556ipqUGn07F3716SkpLs7OXSoKK+Ffj/FzkuKgUjE8P4ceep7grGFwNWq5UjOWXc+MZy/v7NFsL9PHj+himMSY74Pxkt/FEkhfkxZWAM7685QG5F/Z92HgBHcsqJDvJGrZARFehJu0ZPad1fK7/qf4XZYmHNwTOY+rAYXXMgg5dvmo5C2vOF6aSQ8cLNU1C4CsSH+rD7SDHPxC/sVYvCT+HGVd6jqGvoZMKAqO7QiU83HKaxratH2+YODRaLhbtmj2D9kWzsBRvLJRLqm7soq2uxe76bjucyrn9kj2WrD2YSofJjnG8iAUp3wtQ+eAmubDlmy6uJDvRiQkoUKVGBCAJEB3nxww77Yt1qheW703ntthk97KABPF1U3DJtCCW1Tbx08zQ8nFU8sHBUr31E+HuSGObPlmO5NLVrUOgUPBw7i2Ge0UgEMWN84ntY3QKcainB01vJnbOG4eOrokrbzGyvwSzfaj8cTqs3klfZQGyQNz/tSmPKwBi+eOgqthzPw3iBIJo/KpEVe9OxWK18tukIL900HZVc2mNfSrmUV26eTsglViD5csHHTc36sxbDy7dlcF/oTCb7JbM4bBSlZa3oDDZXNk8XFVeNHUBzh6b7HkgI9WVCShT9wv34bONRnlk8iZLaZq4a19tRMyU6kBEJofy4K40fdpzkiasn2H1uPLpobLeRiUQk4olrJrB8ty2xf2C/QA425jPONYlNR+znvZXXt9LQ3km/cH92phWg0RvJKa/jmvEDerXtF+5HbLAPpwqrcFMrGJscwZh+EagVcn7ccYqHImfjJXehSdqC0WTuMdBzISv3ZTBjaDy5FQ0EirzYWHsKo8TIgMjA7jbhfh5MTI1m9+nzgxSRAZ6MSY6gtVPLhJQojuaU8fDCMcwdnsi8oMHcFjWRMT7xbKpOo1F/adiZO/jf4ZCxlyHl9S24qBQof/Oi/r8wfXAsB86UsGx3GrdOH/oHnN3/DY3OQH5VAyfyKtl8PJeS2mbC/Tx4+IoxxAX7/Gnn9VvmjUwit6KeJ7/cxE9PLUYp+///G/ynGM1m0goru0fzw/08EQkCaYVVjgRMOxiMZnIrertoSUQi7p03En8PFzJLavnogQVkltRSVN1IfJgPsZFeHNfkMtAlglfvmUpJeSvWNivfD7uPHbWZNBjaGOASTrDEC43FiN8IgQ6LhhvHJ+GkV/Pm9/tp0+rY3ZRJkIsH4WofmsVteI404+kioeJwq93zdVErqG7q+2PAaDL3mLVbOD6J0UNCOdiWg0Ik4e6YKcQ4BaBpNhHs48b980dRXNNMfmUDyRH+3DR1ME3tXXzfh8gBKK1rwWy28PnDiziRX0F5QyuJUT4MjQpFqzMS6uvBrvRCtHojoxLCGRIbwtYTubR06BjTP5wQH3c6NXpGJIZx95wRnMqvxN3FE6tZimuOLyazhQdTUuiQd/J+2SYMZ62BO81aIkI9KC1q459xSxAEKK8/2ud5lte34uvuTF5lA3KpBE8XJQXV5x3jnrxmPMOTQnnmS1si+sGsUtycFHz92FUczSknv7KB6CBvRieF4+Vmf1TewcWP0WxBZ7TdQ3OGJ6BtsuKS50OTzkBcogvP3TAZs9mKRCLm1wOZuDopefnm6Xi7qjlwppSS2maGxoWSHOGP0WxiWHwIIkHEzCHxbD6Rh1ZnZFRSOBH+HhTX2AaTCqoa+WHHKd64fRbZZXVU1LcS7u/B2OQI8irq6R8ZwOSBMUwbHNt9n944eRDOLlKsWLGY6CHGf0ttUwcquRSL1crw+FBSowPRGUyM6RfBvswStAYjEwZEodMbeenHHTx63Wjc/WQc7chDhMAz08bQ2Wgmt6iBB73m4eEqZ29haZ/Ha+vSdQu2lg5bnqHObGT+yCSCvV0ZlRyOj48KuUXKdZMG0tzRxdCkEGIDvdFojPSPDEChkDBiYDBH2/LZVXqSRJdgJnr3I0DmzqKQYZisjlo2Dv4zHCLnMqS6qR1vt9+f0v13cXdWMTY5gm+3nWDByH549DH9/kfS2NbF/sxiMkpqKKltpqqxjaZ2WzFEpUxCUrg/80cmERvs/afO3NhDIhZxy/QhvPzjTt5euZenr530Pz+H7LI6tAZTt72mQiYhwNPlT59duliRScXEh/hw7DcWzo9eOY5D2aXsyzhvAfv+Q3PoCG5kXeN+CjLPOjYW7WRmQCq3RU6gpqqL9344SJivJ7HeUfir3DmhKeLz8vP5JVs5TYjKk1fuXkBmUQ0WQU6HQsen1dvZVJMO2EwQQvzc7Fo4t3VpfzeRViYRd+ffzB+biHeSmEdzv+lev6XmNCFqL94ZcCOPLBrD019toa1L173+xx2n+PiBBUT6e1B8tqjwbwn1dSO/spGT+ZU8evVYlpZvwM3Xn6P5Zbz2457udpuP5eLv4cwziychFsTMG5nE0exyHvtkI7/+40ZunzmU29/5hVumD2V3eiHbTp4vhrjxSC5D4oN4cuYCni+wmQHoLEa26U6SIo3jmaU7+PSRBYT6uvc5qxXq48b2UwW4qRVIJCL2ZZQQHeDFvoxiFk9MpV8/Hw405xDh70lGcY3tuEdz2Xg0l6kDY4gI9MJqsaBSSHFS9J1f5ODiRimToJBJWDwxldYOLQ9+fN5IZMORHN67ey7fbDtOWmF19/I1B88we1gCwT5ubD1hm1FRSCW8e/dc8isb6NIZ+WT9YYbGhxAT6M2OtHwmWKNQymUIgm3G83RxNfd/uIb4EF+83dRsPZFHXLAPX2w+RoivO9WN7SSF+bF09QHC/T2obmpn2KBABAREEltfNvQhdGRSCVarlQGR/swcGs9DH6/DZLaZjaREBeKqUuDt5sTqAxk8dO1ItptOcKzg/AzLhtpTTPRJYqpyEPcsXc30IbFMSY3t8xq6qRVoz9aicXdWQBMoxFKyy8tp7dSxbGca9189gjpJM7kBuSjEMrab6xFqB/LsZ9tJCPXhqisSue3UJ5istt+0tfY0LlIl76Ys4avi3YQ6ebEkYhyuMseAgoN/j8smXM3Beaqa2rqtFf8IZgyNx2q18uH6g3/YPu1R29zB37/ewvSnvuCln3aSVliFSi5leEIoN00dzNPXTuTtu+Zw24yhxIX4XHQC5xz+Hi4sGtufX/dnsjOt76rx/y1OF1Ujl4oJvSC0xsfNqTuM0UFPxCIR80YkIbmgjsK52iz7Ms7X3IgP8aXAXMU3JXsp6OhpSb+x+hTlmiZeXb6LQ1nl/LQrjX/+sgcnD2kPgXOOck0T29tPUdPaxlfrjuMiVXYLHIBdjWeYPTbOruWx0WTB21VNWB+hUzOHxrM7vRCJSMSEYeF8Ye/4XY38WL6fE4WVPQQOgMli4YkvN3H95IF2jy8SBKYPjuOzjUdQyqXkdlVypLGAcIkfb/y0t1f7muYOftmXQYdWzy3//JmkcD8EwVZw9cUfdiCTSHBzUvYQOOc4llNJU5WRKCc/BnlEkN1WyZ7GLFQ+AmqFlIOny7hpymC710EllxId6E1+ZQPXTRrIsdxyXlq2nWmDY5FJxCyalMSL2Sv5pGgbV4zp1ysRfOvJfD5ed4jkiAB83C7N/M3LBS8XJ26YNJDYIB9+PZDZY11SmB855fU9BM451h/JJsjLFdezts46o4lnvt5CSmQQ767aj85oYm9GMZ9vPsqW43nsPV2MSASjEnuaG+SU17EvoxgXlYKimiZK61rYl1GMv6czB86UUNHQyr6MYtIKq5BZpIz1SWBPWyYzR8TZ/T1hvu60dWlZezCbu2aP4NXluzCZbbMgeqOZIznlbD2Zz3PfbmXhqGQ0Tl0ca+ld12Zn/Rk6pF34uDmx53QxQd6ufeYRLRrbn01Hc4gP8aHS0sAsv0FIzRKW705nX2YxaYXVrN6Vw/7aHE40F3OgIZfpHqm8+u0eTGYL180cwBtFq7sFzjnajVpezVnNzeHj+bH0AJUa+wMrDhzYwzGTcxlS3djOgKiAf93w38RZKWfOiESW705n9rCEHjG4fxQ7TuXz/PfbkYhFXDG6H8MSQlErZP96w4uUMf3CySmr4/nvtxMf4kuA5//OmvVMaS0hPu49nKJ83J1It/MSd2DD39OFj+9bwMZjOQyIDCTY25UP1x/q0WbCkHC2NB1FIZYyxWcAqU4RmK0WDrblkNNRiUiAtx+eidgqorlJT5fGwKHG3D6PuaX2NJ8Nu4NhySGsqNzfY53WbGBL+0meXjKBpSsOdls4u6oVPHXNRPRGE6/fPpPvt50kPtQXNyclFfWtdGh1DIwO4rHPNpAY5sepziJ7hwZgY9Upno642u66pnYNRpOZp6+dxNLV+2nX6IkO9GLBqH70C/envL6FWcPiuWpif/6W9x1vpl7H0exyLBckEbk5KZk7Jp7YMC80OiMx3j5kFNfg6alg2QvXYNZayKtsYP7IJLbbETjn2Lw/j6uuHoGXsxPPnF4OwPaWdMamRBAZ4ElJbTO3TB/CDztOojfaPqD8PVz421Xj+GLzEa6dkMLsYfF06Yys/scSRIKIn55cjNgi5pbASejMJupo5q07Z/Pcd9tp7bTlJDgp5fztynH4ef41i346OI9MKuaaCSm8vXJfr3UTBkSx9nBWn9vuSi9kREIYm4/b+nJjexdNHRq7bf38nGhXtnPLjCFYgQNnzhe4HRIbzD1XDiM9t5aXbppGpL8nKrkUmUzEkqmD0OlNmC1WyuqauSt6ChtqTjJxQhImo5WNR3K6+1ZCqC/P3zCF1QfPsDM9n/EDIvvMmc2rbEBnMrG1Oa3P37etJZ2Jg6II9nBjy/Fcnr9hKm+t3NtdI08iFjF/ZBKeLmoMJjN/u2EMBquRke5xHMuu4KGFo4kN8kEhk9DWpcPTW0F/r1CCZF4YWgQ6NHoUUgkmuclujS+Ago5aBARkIgmrK46R4Bp00Q5iOri4cIicywyT2UJ9W+e/dCD5TxmXHMmx3HL+8e02lj993R+S73OO73ec5J1f9zEoJojrJqai+guLm3MIgsD1kwfy0o87ePzzDXz5yJXIpP+b7phVWktSWE/bYx83J+paO9AbTcj/R+fxV0ImEePj4YxCLuWfK/dy9bj+aPXGnm1kEjxlLjwYNIdVO7N48fRepGIx04bG8t7EaXxXtZvBzlFUFHaxancWYb7uxEzq23rdYDFRb27lWEchXebeL/8dDRnUu7bx7L3j8RLcMBnNtHXp+GHHSbp0Bv6xZDL9Ivz5dtsJ6ls6iQ325t55I/FyV/HFo1ciFgR2aPv+uNFbTEjEfX9IVDW2Myg2kC8eXYTVCnnl9Xyx+Rhv/bKXcH8P7p07Ep1Iz02R49hQdYpATVD3tiP7hbFoZgLLavezonoHrjIVi9yG8dr9U/ggbwvzfIbjYrKJB5lUgkbft7GJRm/AW+bKU6d/RGu2tdOaDEzsH41cIuFvn29gbP9IXrl5BmATgiqFlOZ2LQ8vHIu3mxMr9pymTaNjaFwoaw5lcvW4FA6cKWHz8Vz0BhMjkkK5YfpAPnt0AR2dtpogHk5KvF1VOCkvXvt8B/8+ZovVrhiQyyRofsdYR6M34uPWs0im3mjqDknruS8xX1bspJ9zKHfMH8Zdc4ah0RuRycSka4toMLajksr4aN0h6ls6iQn25t65Iymra+G9VfsRi0VMGxxHXKgPYWpvns79kelDBrJs0mLqWzqxWKyU1Dbz897TzBwaz+TUGBp+Y17yWwRs/aXP32fWM2t4PKdyqiivb2PD0Rzunz+KYB83NEYDbipl9/YjEqay6kAmK/dlYDSbGZccycIxybz1y140eiNXju2P1epKvHcov+7NJDbQFjItk0qQKX4/sMgqsjDCK4Z2oxaL1YrYIXIc/Bs4vmYuM+pbbQ9Crz84d0YkErhp6mBe/GEHry7fyfM3TP1DRlq+236Cd1ftZ/qQOOaNSLykRm/UChm3zxzGmz/v4a2Ve3nymon/9WO2dGioae5g5rCEHst93JywWm3Vqh3mA72paGjlnqWrqGxsA+B0cQ1D40LJKT+fx5RTWM+dU6Zy79tr6Tg7s6I3mlm5N5PDWeW8dtc0Plt3lP2nSwHQGowsUI0B7Id59ncLJa+9htOt5Uz1T+ZYU+9wkoy2MiLVecR3RfLCd+fDzhZPTOWnHelsPJrTvSyrrI673lvF09dOZM3BM7RrdDx1/2h+Kjtg9/ip7uGUVbXZXScINpvbG19fzoePzGfjkRyWbT9vJV9Q1cgDH63lgStHclx9htOtZbwYmQrYatQsmBnH47nfYz6bSNyk7+CTou0cbS7k/qjpPPvBTl5cMg13ZyVnSmoY2z+SUwVVds9lWL8QVtcd6RY4ADcGjGfNziw8XFQMiQ1hV1ohu9J6X79lTy3m8S82YjSZWTwxlb99voFXbp7O2yv3UnpBHs+e9GKO5lTw1oMzeKzoW4wWEz+NeMAhcC4R6ls7eeWnHQxPCGNXes/7JLOkhqHxoWw4km1325GJYay6IMRNJhHj5aq263yYmVfLsDExLK88yPraEz3WXRM4itITWlYfOD9rlF1Wx91LbX02KtCLM6W1/Lo/g4NnSnji9tFUa1tJUoZw17uraP7N7NHu00U8d/0Uwv3c7QouAHdnJTqDicGuUZR02c/JHO+dyPu/HqS8rpUlUwZzLK8cF18Jd+R8hPGC0LLXYq/j70u3dT8jwRbSeTC7jDdum8n9H67hrZV7WTQmGYVMyvC4UARBQCQIzB+fiLtSjQgBC71P1E2qpkrbzIzAFKSC5H9SxNvBpYHjTrnMqDnruvRHz+QA+Lo7s3hiKhuO5LB8d/r/9/7WHc7i3VX7mTEkjvkjky4pgXOOcD8Prho3gF/2ZbD2UN8hEX8U2Wc/yn+br3HOTtyRl2OfozllPV7ex/MqSI0OxOuCfmS1wIZ9ud0C50IaWjvRayzdAgdsNW1a6gz0c+1dhFUsiLg+YgxrKo9T0FFDsMqLAGXvHBtniYJFwcN5/ac93ctEgsDQuJAeAudCPtt4hEVj+qOUy/CRutHPrffxJYKYG4PG462yH4o1Z3giErGIdo0eg8bCzzvt2zR/uf4Ec72GorcYKTPXMSIplIUTkvimale3wLmQtJYSusx6Glo7WXMwk/vnjSKrrI6oAK8e9WnO4apWMH5oBAebzlvp+ilc8Ra5svl4LusPZ3HNhBRkEnGvbYfGhdDcriG7rI5FY/rz2cYjBHu70dal6yFwzqHVG1mzO4fJPv25ImgYKuS92jj4a5Jf2cC+zBJc1ArC/Tx6rNuZVsiMIXE42YkgCPZ2pX9EAEXV5/NErp2QSkNrJ8kR/r3aH82pYE7gIFylPQcZRQgMd47rIXAu5NONR7hiTHL3v2tbOigsbGVR8DCOpVf1EjhgM+g5VVhJY1sXC0cn91oP8OD80Xy8/jAjXXpbsgP4KFzppwzjSHY51U3tqORSbpiRyrLa/T0ETpSTH5XlnT2ekefo1OrZcjyXCSlRAPy6P5PBscGcLq6mqLqJK8YkMzDJn6016cwNtp8/d2/sVFZVHOPb4r1EOF88bqkOLn4cMzmXGdVNtofQf8sFbXhCKJWNrfxz5R68XNVMHti7LtG/w9GcMl78YQej+4Uzd0TiH3yWFxdj+oVTXtfCKz/tINzPw+7L8Y8it7welVyKt2vPF5qrWoFMIqbCzkvqcqdTq+9RvE4uFXP15AGIXSy89uhkMAmcyasnzt+P57/bZncfwT5udnOe3lt2kBfunMwA5zI2NZyi3aBhoEckt0VOxKixcEPAOH6o3ssbOev4e9IC9tRls7M2E4PFzHifBBaHjKGjyYhUImLJ7CEkRHsjk4lprbUf2w7Q0NZFeIAHj1wxhgf+uZ53H1nArsYz/Fp+hHajloEeEVzpO5Jvf00jxMuDLx+5EoPJTIdGj0ouQaWQo3ISI8itfPb8PBRigZtnD+bHLWlofhPC16nVIzVJmeTdjzh1EGMWJtKJls/S1/c6LxECc/2HoDQqeOP2WeiNJtydlLx391xW7DnN09dOYmdaAdtP5mOyWJiUEs0NUwaht+q5K2wqIhkkuAQhE0koyLO5zrVr9Hy99TifPLCQr7cd52hOOWqljBlD4pk9NIGV+22zT+7OSlrbtfz8j+upaWrnjdtmIZWIKKtr4fsdJ7vdG49mlfPe1Nl4Oqnxc+nbwc7BX4tz7mhvrtjNJw9ewcZjOaw7lIXOYGRUUgRyqZi375zDz/tOcyCzBKlUzJSBsYxNjqCtS4tELCLEx517547Aw1lFY1sXD84fjcls4fNNR0gvruHKMcnMnhCHxWTlk8Q7aersQimTIlYIWGQmqovs5/GMSY5gzrAE3J1VfP3YVVgsVpau3s/B02VcF92PTzJP2N0ObPXQnJUKJqfGEOLtxi/7Mqhpbic60Jt75ozA3VnJ4gkpoBHzQcrN/Fh2gD2NWYSqvbgjajLuMjV6o4mPHp/Lyh1ZvPHzbj5/aiGfHl/X4ziJzsEc3Vv5u+dxw+SBbDuRj8Vqpam9i9NF1cwdmcjw1CDydVWsqjjGQ3EzeTBuBr+WH6VG20q0sx+3RU7EB3fiQ0NotXTQ3mykyVCLi1qBp7MKtfKvH77u4L+HQ+RcZtS2dOCiUtgd2fyjWDg6mbYuPU99tRmRIDAxte+q5vYorGrk0c82EB/iw7UTUi7JGZwLEQSBq8cPoKa5nUc+XcdPTy3G2/W/k8ycW1FPkLdbr2sqCALuzioaLqiy7cCGRCzqNrmQScS8es801rYf5sfsLd1tBrqHM8w1tM98Mb3BhJOdl7HOaOJv729mSGwwH914K00dXRxIK+X+FRto69IRGeDJ09ct4vXyX3nk1PfM8B/AF0PupKq+nZ1Hi7j561955ebpvHLvVL5v3M2XeSW4SJXc5z73d39Tm6UTo8JEUoQvVW2tlHc2cFv0JPwVbjRXGHnmvR1odEYWjEhm2e40dqYVYLWCq0rBV89cwXuFmzh0wezJQPcIXrt3Gk9+uLVXXoOf0o2Y0ige/HYDeqOZ9x+bg0QQ93BREhB4OvoKThyu4+bDv2A+W8cnOtCLZ66dxPWTB+KiknPz1MEsmTqY0tpmdqYVcP1rPyGTSnjnoVl8UrmZpXmb8ZA5cYfLzO59D40LobC6kYWj+jF1UCw6g4mdpwpYe/gMTkqbK5ZIEFj+9+v5fNNR1h/O7k7ijg704oUbp/L899upb+1EJZfhJXMmwCFwLilc1bawQze1EoVMwoKRiYxLjqSxrQu1Qsp9H6zBYrUyfXAczyyehMlsYW9GEQ9/spbvH7+WpffMw2gyU1rbzDNfb+kW+14uav5xw2Se8XMjs6uM/LYa0o42sP5ATndx4Qh/Tx67cTRmcW8r6BunDEIpk/LMN1u6C5L6uDnx0pJpHMsrx4gJlbzvj3y1QoYg2IpjH8wq5cqx/fFwUWG1WLFi5e6lq7rdE71cVDx/0xQWxA/DLDfxXNYv1OpaAZCLJFw/aiwxIQPIr2xAKZH1MAnQW42ofid0U62QoT97/gAKmdSWh+Nr4eHMb7glagIA7+RuJNrZj1siJxCp8ON4ViWvLj1ITXM7CpmEW6cNoUNXzbfbTiASBGYPS+CeuSPxcv3jI1McXBo4wtUuM+paOvFw/u/GkYsEgSVTBpEaHcjjX2xk5X77oSz2qGlu594PVuPhrOK2GUMvm9hbqUTMHbOGY7FY+dvnGzGa+y7y9v9DbkU9wd72P9Bc1QqHyLGDQiZl4dlQkUUT+rGh42iP8CiAky0lLK/fz4JRSXb3UdnYRkpUIJI+7me5TEJjg5bbX13Nd1vSuj88iqqbeOGzXdwZNA2z1YKPwpXNewu4/631rD2QjdZgxN1Twdf120lrsTk1tRu1uLjLUMjsj2Elh/uRravgH/nLuWn+QP5RsJwttad5LWsNT6T/hEotoV2jZ+bQePafKWHHqYLueP6/3zSRpUU9BY7t9xfzfdNurp+R0mN5uJ/H2ZHnA93OZjkFDUz27dej3WivOPJOt7L+YE63wAFbbs8TX26kobWTxa/+hNFi4fXlu3jgo7WsO5yN3mjm1rmDea98PemtZQA0GzqJD/BFLhUTGeCJm5OCV5btQiQS8ew3W3npxx0czilj9cEzTDwbQhMT7M2KvemsPZTVwwGuoKqRl3/ayd1zRgC2Yr6ezo56OJcas4fFA/D0dZOob+3khteXo5RLeeLLjZgtVgwmMzqDidUHz/DMN1t47vtt7D5dxKCYYHacKsBgMtOpM/DOqv09ZjMb27t4+JP16AwmttdlUJTVwep9Wd0CB6C4polnP95OuI9njz4b5OVKmK87n2w43C1wwJY/dN+Hq5kyKJafaw4yc3TftWumDozFVa1kd3oh+ZUNvLVyLy9+vx1XJyUPfLi2hz18Y7uGe5euQaWS8lD6t90CB2wmJF+U7sQjXMKZvHqmeffs54eb8pk/xv6zD2DemEQ69TZR5KySIwCzR8bzQelm6vXteMickItsv72goxZXozNLnv+Ft5cdoKbZFmKvM5j4YN0hwv08CPRyxWK1svZwFt9tP4HBaOrr0A4ucy6PL0gH3dS1dODm9N9PlpWIRdwybQjj+kfyyk87eW35rn/5IKpr6eDOd3/FYrVy37yRf6hD218BV7WC22cO5UxJDR+u/eNrDnVo9VQ1thHiY79+ipuTgjqHyLFLqK87c0ckMjg5iP192D5vqD7F4PhgUqN7W6jPGhGPRWbmkcWje9WW8XV34tqZ/ZHIYWxyBKlRgYxNjmBYfAjDE0KIC/FBopUyyD2Cyd4D+GrLsR7b6wQ9mW0VPZYtr93PEzeO6yWq3J2V3LFoCAW6amYGpFKiqaPTpEMiiBnsEclgz0jKrLVcNak/o5MjusN4zhEY4MzBxp7LzpHWUkJ8lFf3v52Ucl6+aTrvr7EZG3i7qhmTHEFCkB8z3QcTpDqf+zDFPYU1++znI9Q0dyASBIbEBGE0mTmUXda9ThAgNMSVnPbzpgRKsYxWrYbHr5rAvBGJpBdVM65/JIezS3lgwWhkEhHXjE/hlmlDaGrv4q5ZwzEYzfzax2BMdVM7UomYITHBTB8ci1zuyMW51Aj0cuWft8/CVaWgpLaZscmR6I1GnrpmIj/vPc3frhyP6Dcd19tVzfWTBvHzPlvI48p9ve+fMF93RiaGcaqgiit9R1BZ086YfhG93sENbV00dHTw9JIJ3X129vAEVuw53WufYDM02ZdRjFgQI/Y0MbZ/RK824/pH4qpWICD0yDGbOjiWLcdzu8W8r7sTY5IjGBIXQkKoH4cbC3qYeMhEEoZ6RjHaO47tzekE+TszQpVApNq3u43RYsLZTcqskb3r9qRGB+AbpiAuxgupRMyTV08gt6Ieg4u2W0j9XH6YxxLmIBZE9HcL5VRWdfegyG9ZscdWquIcv+w7TWP77zvIObh8cYSrXWbUtnQQ7O32PzmWSGQLw/L3cGbF3tOkFVbxj+snkxDq16ttVmktj3y6HrPFwsMLx/xPhNjFSGSAF/NHJvHd9pMMjw9laHzoH7bv/MoGwJYfYg83tZLssro/7HiXEn7uztw5azi15masdtx/zlGoqWX2sERunDyI7acKkIpFjEwMx9dLzbGOfHLk1bz36GyOZlTQ3KIlMcaH2FBvzGYL+0+V4apWMHVQLO5OSrLK6kiJCiSnvA6RUcLjEQspr2jh3CCwRCTi/gWjMIp7Dx6ktZWg8pDxzqMzOZPTQFltC0nRvqREB6CRaQnUe9Bq6ERrNvLJkFsxWSzsa8ih06jDVa0keZw30g5FdwHBc3SZdb2OdSEShcCsofH0jwxgWEIoMrGYnPI6nrttElZnI6e6ijgqZDNMiOHFuGso0dRztDUfd5FTr3yeC2nX6nn2+inUtnT0WK6USWk19hTm7jI1eZUN6DssTEiJprFdQ2NrFwGergyLD2VUQhjrj2ZTVteCv6cL04fF0dGl7zFa/ls6NXpeWDINH3dHTZxLCavVSk1zB+mFVfi4qVHIpAR6upJX0cDaQ9ncMC2FIC9XKhvb+fHJa9mZVkBNczvJEQFEBXihNRhZNCaZ2uYOSuuau/cb6OXKQwtGU9PcQV55PX6uzqiMStzUCoxmM49eMZZOnZ53ft3X/TGfVVpHm38jnz6xgENp5SSG+fH11uN9nntOeT0PD5rFiuqD3DB7CNeOT2XL8VysWBnfPwofNyeUKglGo5mHFo4hr6KepDA/hieE8dRXm3BRyXl00TiMZjOnCqrw93Bh1tB4fmk777Z4VcBIBimjOZxegUZrZExSAImh/tQ0dPJ4xAJKNfWc6ioiSOFBkaGGwBQ5bw6azqG0cgwGM8MGBKNVaXix4GfeS76ZTx+8Ar3RyKyR8SxOe7f7OMebilCKZbyVej1tBg07T/ed31Na18JV7udNSPRGM1q9YybHgX0cIucyo76lk+Tw/15iuz3G9o8k3N+Db7ed5LrXljG+fyQzhsQT6utOc4eG7afyWX3wDKE+7tw1e/hlK3DOMWlgDFlldTz33TZ+efYGnJR/zMhxXkU9UrEIP3f71dndnJQ0tHVhtVov+Tyo/wu+7s7ou/QICH0KHbVIznPLtvDG7bNo1+iwWKw8++0WZFIJj9w5nB0NW9jdeIYBAWE4hyholotIyzXy0a9Huvex7nA2Yb7uPLJoLHct/ZWHF45h/ZFsGlo7efXmGYhEYLHAY1eN42BWKaGR8XbP5WBzHoebC/h0+K0UlRTh6RdArqGC19LXdp//pup0/BRuPJU0nw2VJ9GYDWyqTiNM7c1r/RejkEl6fPyrxL8fquWlcuaFJdO6/93U3sVr907j/aqNFNTXdC9fxgHuj5yOZ4sXXaeUGEZZUcqlvWoP/T/2zjo8qmvr/59xi7u7EwIhaHB319IWKHVvb+3WvffW3WihVCktVtxdAgQiEAJxd88k4zO/PwYGpkl6e9/3vb+2l/k8D8/TnLPPPvucnrPnrL3W+q4rBHq6sHLXKRaM6GO3XaM34CaxNzya9R3ERnhTW9vJDa99Zwt/23YqFy8XFS8uncCmY+dp6dCyfPJAdp26RLCPe5drvZZgHzeHgfNfSFF1I7e/+zMvLJmIq5OCT7cctxX1BFgwoTfbTudS16RmYFwQrR1aOrUG1uzPsHlH5l4ugBvm405zu+ZyQd4xPP/1bhraOrh3Rir7MwvYco0E9eYTF+gXHcizN43nma+suX0JAX582JyGl9iVxjY9od7uhPq4c+ny4tSviQny5lRGJSkuvWiu17P5+HnkUgkRfh5sP5XLtFGxPJqzmqd7zcbLTUlscC8OZRZyviSNMF937po2hA82HbVThssqrGLKAuvC2qKAoQhLnHh4xzbb/q0ncokL9ubu6anc+uo6fN2ciQvxoVCkpe/McF4r34hSJKVvdBhioYgPGzNoqlYjE0pwlSv5YP1xMgqreHjxUDykTtTr2mx9H67L5WjdReYEDyQ2xLeLlPcVQn3cqW25utghk4iQyxyfsg66xxGudh2h0Rlo1+hw/w/n5HRHiI87Ty0ew5LxKeRXNvDYF1tZ8Mq33PX+evaezWf20EQeWzDqujdwwJrTdPO4FFo6tHy65fj/Wb+XyusJ9HJFLOr+tXdTydEZjKg1PStzXe94SJ0Y5ZPQ7b5E12AKi5vRG03UNaspr2vh6PliOnUGWtQaRJ1ivGUumCxmzjQVcbgul76KKDsD5woltc3sTs9jTN8o3vrpEHOH9Sa3rI5tp3JZPmEAQV7WvKrD2UUUFDfTyzW42zEN84nlQG0OR+svEeHsxxu5m7sYaDXaFtaVpTElsN/V83fU83P5CR6YM8yubVV1O6me3ecAJLuFoRLYG+SuTnJO6/LIV1d3af9x0S5ig31Iv1TOhqPnmJXafUy/n7szni5KNh49j0AAQ67xblosUFbeRpzz1RBBjUmPq0LJP3/cb5ffA9YciVU7TzNneG/8PJzQ6ox8vPk4e87kMXNI9yqO/h4uBHi6dLvPwV+X5vZOnv5qJ71C/dDpjZTUNNsZOAB7TuUxfXg8eoOJfRkF/Hw4mwNZhXbhX+uPnkMkFLB80kAA5gzrzaqdp2lo68BNJSfAy9XOwLnC2fxKapraiQ/xxctVhVAgZKxXH2JlQej0Jlo7NCwZn9Lt2GUSEUN7hfLuhiNIREL+uWYfM1IT2X0mj8+2pVFS00SZsR4TZl7J2YCnr5y88nrWHMxkf0YBi0Ylczi7yM7AAWvOZqjAF1eJkhRFNN/sONvl3BfL6zl1sYwhCWHUNLdzMKuQ4xdK8ZO5EaBwp9Ok53hDHofrcmnSW72sMwP6czKznCPni1FrdGw9mMvS8JFd+jZjYU9NNmOTo5BJuhdHWjiqD1tOXL2fc4cn4f0fKInh4L8Dh/l7HVF3Od/C3fk/Ix/9rxAJhQxLDGdYYjjN7Z00tXeikEnx83DuEu98vePlqmLa4HjWHsxiZmoiMUHe/+s+c8tqfzNU8YqBWdeixlnpSK7uDieJnEcSphGi9KSfcxRuYhVqo4ZT6jwGq+J5+J1tyCViimsaef22qew4fYkh8SEo5VIEWPgw+BaePLeG4o464l0Dybxo//Hv4axkxpBeRAZ40qHVEeztxs7TlyirayHIy5WNR8/z+UNz8XJzYudpa27MV1vO8I/7JrJLeYYoqT9eUleqdU1UGRsY4ZvA27lbeS9lKWcbi+xq07hKFEwN7EeMcwCdJh3hKh/WlV01uLZWnuXL5EGMTY5mf6ZVfODlVftY9cw8zJhJa8y3te3nHs7jMTPpaDPCNfZAk17N5srTqMQyJvsk00sZis5s4EDLOXRmPaculfLKLZN546cDjOobxdRB8ew4dTVfICrAk1dumYzWZOD7p29AKBSwZHwKXq4qQn3d8XN3prlDw6PxM1lXd4xoaSAhKi/0BiNPLx+N0WTm4OlijmaX2Po8k1/B4jHJLBzVF43OwIYXloIFTGYz7RodO09fslNXe2355B7z2Bz8dWlWa5CKRdw2eRBOCinZRdV4uihtcuEAP+7JYtqgBJ6+aSyFVY3MHZ7EjlO56A0mZg9LZOLAWORSMXqzkbZWPX+bN4JgLzdbmNnQXuGcuFDKzZOSiQnzokOjZ/exfM5elpPffuoiC0f2IdDLlX/8uJ8375rKjpPWmjL1rWoCvFy5d8ZQVu44ifZyTqu3q4pXbpnMtpO5PDp/JM5KOQ/MGY7eYMRVJSfUx407Fw3kufwfAKvhUGqoJavI6hHSGowYTCa2n75IXLAPUwfF4+akoKyumb1n8ykqauGzgbfz065z/JpwPw+mj4wjwNuFGaPiaf6ykxa1lheWjKems4U3+97MC+d/Ir+9BrDKwk/068tsv8HsKL3Ia/dOxEOlJNjDDb3QwM9DH0avM1PUVsfepiyKOmp5LmE+e0/l8/59s3h21U7qW635NnKJmOWTBlJW10JFQytCgYCpg+NZNmEAUonjU9ZB9ziejOuI2svx7O5/Am+Ju7PyDzO2/iqMTY7m2PkS3ttwmE8emPu/6ktvMFJc08yguK6FH69wxcipb+0gMsCrx3bXO0KDiERDFB9+fZKi6kYCvVy5dcoAPD2c+OrRBZgt8N2edDQ6AwGezrz8/V5qm9uJDfbm3plDeTF+AU2WduQiKUcOXRUMGHP5I/+H/Rn8sP8sni5KFo/px4tLJ1LT1G5VYGvrAIGAflGBbDh6HrDWoiksbGaAcy9Wb0qnsqGVCH9P7poxGHeTnDd6LeF0VgXC8KuJvIM8o1gYmsra0uOsLzuJi0TJvJDBvNbnBl489zM6sxGd2UBFQwt+Hs68d/dMdAYT/h7OpGVUsCBwBPdETkRt1KISy2lq0HL365t4845pdvfKAoQrfVnmO5afdp1jU+5hlHIpU4bGMjwllPSMSob0CeWFu8Zg0Qu5OagfS8alWBdkBODn5Uxtk5pPfzlOfmUD/p4uPLloNCOTIvh8Wxoltc2E+rjRL3Iig3VJ5FyqZvAEN1YXH+RIQy4yoZjxqX14b9w0nvt8Ly1qDQCxwV7UNrXz8ebjZBRU4uakYP6IJO6ensqUgXF06oxIxSLC/T3+v+UwOvj/i0gkZGRSBE9/tYOG1g4Sw/x48oax7E6/xO4zeTgrZbyybBLrDpxnx+mLaPUGhsSH8v49s1ApJGw6nsPDn2zGZDIzKjmSJRNS8PRQILZc9UDEhnkTHevGNxWHWF+7HzeJkmmT+jPfnMRzK/bQodUR4e/J01/toK5FjdloAYuAp1bt4NVbJnP7Oz+z+rEFjLhcj0ciFmE2W2hu78Tb1YkfD2RS16ImPsSXu6YN5qOHZ3GyLY9n83+gzaCxjUNj0du8ms8tHYuzi5QHZw9Dqzfy06FMapvVTB+cwItLJ/LF9jTqWzrQdNqHbt49dxDuoWLW1R6norKJsBZv7lo+jnC5L/UNnbR3mGmxdPJa4mI6zTo6jTrcpU4oBBLqje3keF/ix6oyPKROzLUMwkfmwkd5uxjvlUSKPIaQijDuHzqV0xfL+GxrGqP7RPD2PdMxmcwYTWZclHJa2jW4KOWM6hOJm0qBh4sCldwhBOKgZxxGznXEFU+OIyTsr4FYJGT2sEQ+3XKCk7ml/ysRgvzKBkxmMyG+Pa9Iu6qs3puGVodSTU/oDAb2ZRTw+poDtm3FNU08s2oXy6cMYPLAOG5/4yeeWDSGX07ksOHo1dXQc8U13PXeep5eNpotpuNUaBp5NHou7Laqt43rF81jK7bavAjVTe28ve4QI5IiuGPKIFbuOElqrzAulNSw9WQuo/pEkldRz5SBcTS2dfLehiO2c10sr+Ohjzfz4JzhJIT48skvx/n4mekAeMtcmBcymMcyvrN5dup1bXyav5tk93DujZnEOxe3kuweRklVC9/vO8v3+6xhK2/dMY0Pfznabe6KRCzC41cLFyqRjDv9J3HfO5tsCdZag5HvdmaQnlPBP++YyosXf6TDpGOJ83ju+nyDTa56zrBE+kQF8PzqqwVWQ33dySqq5tMtJ2zbeoX6sfVkLltO5LDy+bnckf65rYaH1mRgXVUap1WF/H3ZJP7+0U5uHpdCdZOau95bZ/vwq2tR8/Hm45zOK+fJRWOY/cLXDIgN5oWbx/87j4eDvwgtag0rtqbZhaedLagko7CSl5dOIr+ygeWTBvLhpqMUXBPSdSCrkBmpvXju6102aWOA7WkXOX6uhI/+Noum1k78PZwxWyyERjnx0LmvbO9Zna6NVeX76e8WyX3zh1BY0sTPR7Koa1Hj7+FCXYuab/eewc/dmXaNFqPJzJoDWZjNFttYl4xPob6lw27sWUVV3P3BBl64bRz7tdl2Bg5AvCqIWg8Ts4b2QhpgokxTz4XSWjZfDvtyU8kZkRTBbW//hN5owtfdiTumDmbryVwAJg2KQePXxheFh2195rVX80jGtzwWP52soy1sT7vIXdOHcDY/g1MXyxgYF8Lg+BAiejnz+LlvMV8Ok63RtvBx3i6GeccxO3ggKwr2ku5cxPzgEdz3wUbevXvG5XtdxIGsIrvr6BXqy4f3zXZ8wzj43Thycq4jrIXNpP/RQqAO/m/pGxlAuJ8Hn2w5gcXSs6rXv+JCaS0iodCWy9EdErEIhVRMs1rTY5vrndqWdj7e2L289ze7zoAF1FodEX4ebDzWNdwD4PONp5jrM4Q2gwa1VE1SpB/zRyTxxfaTdjVarnA4uwidwYRMIuL2KYP4YNNRBsQGM7x3OB7OSiakxLJmf0a351q5/SQmsxkvVyfkIglDvGKYFTyAb4oP2YWuXSGjuRgvmTOuEiXLIkbh5WJvtGxOu8CyCQO6PdcNo/t2qWslMAn4dkdGt3KwF8vrKalpolrbwlyfIXy+/iTXXv7sEb15b/0Ru2NmDE7oojg1JjmKnw5lct/sVL4vOWpXpPAKpR31NIlbCfN1Z/6IJN5Zd7hLvg7AqYvlNLVriAv25oFZw/D3dBT9/G+ksa2jS/4NWHO8VmxPY8n4FDQ6g52BA5AQ6kteRb2dgXOFlg4tm49dwNNDwQOzhzN3TCJflu/t9j1LbykkKNiJyQPj2Z9hTbC/Y/YAlK7Wdef7Zw21SVLvOZPHtMEJKGUSREIB/WOCux07wOcbTjLHZ4jdtoHuUchNMoYlRjB/Qm8+LtiJ0iK3GTgAM1J78f3+DPRG63ta26xGLBIRHWj16E8aFsOPld3Pe5/k7WbBpEQ8XZQM7RsCFjMSsYibxvZD5SLmo6IdNgPnWo7WXyTGxR+pUExeexUCVyM6g5GMgkpmp3bNjxMJBTy2cLTDwHHwb+Hw5FxH1Leqbav1Dv4aCAQCpg9J4IONR0nLLWNIwv/Mm5NTWkuQtyuSf2HgOivlNLd3/mab6xWz2UyzWoNaq+92v9Fkpr5VzWfPzsAiMXLzpH6s3ZvV5QO/obUDhdn6Hn5Quo1XF9yISq+kuOaqBG2Yrzs3jU3B3VmByWxBLBKy9pmb0IsMvP34ZMwWC+3tnbx3z3QaWjvtigtei1qrx2Kx8OF9s2jRqHkgcjId6PiiYF+P13m+pYy3+93MT6UnmOifzEf3z+ajTcfIq6inoLKBBSP68PptU63hYjVNBPu4sWxCf1rUWupb1Xi7qahv7aC5XYNCJuF4Tomtb29XFUvG9yfI2xWD0YyTTMaNwcPxwIXy+lZbuwh/T2QqIc/ePQozZiw6IZv2WwuFau0qp4tp6dBiMluIifBiVd6OHq/rlPoS79wzA73RRG5Zz1LpJy6U8tH9c6CHe+rgr4nRZKK+pYMOrZ7Mwqoe25XVtRDm58GafV0XDpIi/Dl5sazHY0+cK2PWyARig7yJDvEkqtUTo4cZsQy2N57hYMPVWlAFhipKT+iJC/bmpqnJHNfn4CZIZOUj8/F0UfHg7OFoDUYsZgtSiZBPHpiLyWxGKhGRFO5PdnFXMQ+Avp6hfO11LzqzASexHIlZTHuLAZ3BABIxCASUVLfYHdMr1I9v956x2/bmTwd5bflkzuSXoxfpMVq6r1vTYdKB1MxbD0xhZfUeJgzpy03j+vPNnnQWTE2kpKh7dTiAS21VBCs9KVTXkq4uoFeYH/syCnj2pnEEernxw4EMWjs0pEQH8eDs4UQEeAJQr22jWd+B0WzCXabCU+qMVOT4nHXQFcdTcR3R0NrhMHL+gvQK9SXM150vd5z8Xxg5NYT0UB/nWpwUUocnpxs69XrOtZShFP12HplEIuLezC+xYGGofyz/uHcST368s4uhc0Xhzl/ujkBuxowJgcC6ktw73I+lEwbw9s8HqW6y5tGN6BPOvJnxvHpxA4066zYnsZw7QsfT2zPsN8eklEvZcyafnacv8uiyYUicQCIQYejho8Vd6oSuBfoZ4pC0yXjlh33MHZ7E04vH4qyQUdei5sDFMqYPTsDfw5naFjXZRdWM6hOJs1LGjtMXeWPtQTq0el64eQJKmYS2Th2BXq48uWgM7244bFN1EouEzB3Zm5RhVwuD9on05+b5fXgo+yvqtFbDRymSsmzMGNwE9qu4RpMZxeUq8UaTGYVI2uN9CFZ6YTSYqWpsQywU9mgYOimkXcLuHPy1UWt0HMou5PUfD+CslHHTuO5Vy8BaYNZJLkMh71qMWm8woZD2XKRaJZciFApo7dDyzKqdVDZYn1+5RMyNk5K5LcyfL8v2AqAUS5k6PpRzbWV8ULeZOm0rC8IHc+FcE/d/tIlOnYHx/WIY2iuMF7/dTUuHtUaVm0rOA7OH4+PuxN6zV8U/Qn3deXT5MJ7I+Y7SDqthIRGIuDF0OP5tvpgsFlzMQvRmA8pfXZvBZEIutZdwV2t0PPHFVj57aB5m1+4Xdq7eMwF1whb8Fe44G2U889UO2jp1LJqS9JuS+0qRFJ3Zek6lUEaTwYhKLsVgMbF0Yn+mDUnAYrHKy7so5RjNJnJaynkyc42tkKhcJOG+mElM8u+Di9Tx3jqwxxGudh1R1+Lw5PwVEQgETB4YR0ZBJVm/sQLZEx1aPcXVTYT9Rj7OFZzkMpraHJ6cX1OjbebhjK8xSUw9JqK7OSlQKsVWzwMWjjZeZGv7SeaPTbJrlxDqS6HOugp7d8x4Xjj3M4dbz9sM2NunDOaZr3bYDByRUMCCyYk8nv2dzcABUBu1vFO4Ba1cS2gP/2+Dvd0QCYV8uuU4t8/pz6tFP7Ot8ixj/LqXawaIEgVw95sbybpQyy8nLlDV2MaHm45y8+trUGv1fLf3DOuPnuP9jUf4+8rtvLv+MBuPnefbvWcwGM08//VuOi57u/ZnFjB5gLUK+n0zh/LCt7vtZGuNJjNr92dxNLuYJeOtEta3ze3P85d+tBk4AJ0mPZ+U7ETpLMLfw9nueF93Z1yUMnYfz2dmQPehdAAzPAdy9wfrOZhdyKi+kd22EQggtVdYj304+GtSWNXIs6t3odbqqW5qJ+g3pPQHx4VSUFnPsMTwLvsOnytifEpMj+eZNaIXAqOQ+z7YaDNwwJqHtnLLadxa3Yhw8kWAgDBnHx46/xVflu2lTtuKv8INkUHMa2v20akzIJeKmTY4nhe/u2rggDUs7pXv9zJ9cAJy6dV16vsWDebF/LU2AwfAYDGxuuQgBu9O8NaT3VqGv8IdV3cp8msUyQ5kFjKpf1dpeI3eSE1TO0qhDHdp9zLNgQoPWvWdvHDuZ6YFpPDxuhO0dVpDRs9eqGKIZ3S3x4kEQkJV3lR0Wj3Yg51jOZNfwcT+scikIkRCIT5uTpffb+t3S622lbtPf2kzcMCad/dW7hayW3r2sDm4fnEYOdcR9Q5Pzl+WPpEB+Hk4s3p3zxWwe+J8SQ1mi+V3KaY5KWU0qR1GzrUYTCZ+KU/HaDGxonwXLy2fgEpu7zGQikW8etskfqg+ZLf9SMNF+vcOsP3tppJz94JBrKs9QZDSgzaDhiS3EMr09dw4rQ/DEsM4V1xtF5KV2iuUI60XegwX+br4AC/dMb5Lrp1KLuW5pePYdfoikwfGInERUKdrY2/NOaYEJBOk9OjS1z0RkziRUUGQtysT+sfYCvINSwzn7mlDMJvNGMwmUnuF8fiCkXz58HyeWDAKgPS8ii5ewKPni0ntFUZKdCBavaFHUYsf9mQwPbUXd08fQram2La6+2t+ajjGO3fNYHTfSPpGBjAiKQKhQMDfF43hl+MXGOYRR2I3NYNuDB5ObYNVhaquRc2s1MRua988Mm8kKrkjwOG/CbVGx2dbT9htW3c4m6cWj+XXlQu8XFU8OGc4b607RG5ZLfNG2C9QNLR2IACb4X4tA2KDGRofzomLpTYj/9es2ZXNDK8B3BMznpyWcoZ6xxKm8kYhkvJy4kJWb74aMnbDmGQKqxqJC/bt0o/ZYmHbqVzGJlsNCH8PZ1pE7bQYun+/vio5iI/KmbT6fP7eaxaZ2iIeXzISkdB6A9IulDJ7aCJzh/XukvPS1NmBuVPA84nzkArt3w2lSMqLSfP5OG8XerORA7U5+HlaS0IkRwXS1KzhvqjJ+Mjs3zUBAh6MncLminQAFgUO5Wx2DeP6RRMd5ImHqnuPzOG6XLSm7ueGT/P30KxziOY4sMcxm18nWCwWGlo7cFM5kvb+iggFAiakxPDt3jOU1DQR5tf1A7UnsgqrUMmt9Yj+Fc4KKSXX5IY4AI1BT0Gnte5DelMRnpIjfPX3BRw7X0JuSR0RgR6M7RvNpsY0dtVm2x1rwYJULmRC/xh6hfoxMimCTqGGuYEDGeAUQ3WtGucLvrg4y8BdwEOLhvH5hlN2ffh5O1OqLelxfEUd9bg4yfjh6cXsyyygsLKRhDBfRvSOAEAulSAWimitMvJ67M18ULaNF8+t45H4abToO8lqKcFFomRaQD/yLjURFCpnakoCT67cTkp0IA/NGcH5khqUMglGs5lZqYlEB3qTllvKLydyiA70Yv3zS8ksqKCtU4tQILAJKJgtFp5ZvZOP7pvNqd/IZWjp0NKq78S7t4Dj9V3zZQQIuDV4LNHiQLakXcDbxYm5w5LQG42cL64hJtiLj+6bxZHTpTw3eD7l2gb21GYjF0qYFtAPD1y5VFqHh7NVclYkFPDS0onkVdSTVVSNm0rOzNREXFRS/D3cfs9j4eAvgkZnoKjaXkDgyPlipg9O4KP75pCWW0p9i5reEf4Mjg9Fo9XT2NbJqp2nuWXiAN66czrHzhej0RsYFBdCmJ8HMUHeTBscz+70PExmMxMHxKHW6DAJjZRUNPcwEiitbSbVIxazGQ5kF+Bc68vCyD707xuMCCHHc0uJ8Pfk/llDqW1Wk1NSw4je4dw9fQird53mbEGlra+SmmbumDIIg8nExJRYLpgKezxvo64dD4ELD4RM41BNNp5yJ+IDvPjm2YXU1HagkErYmX4JBPDi0gmYzRbSLpUwuG8w6Zp8IkTOhEi9+XrwPRyou0Cx2lrna7BXNO9f3E6h2vrO5rVXcef0cdwxBet9be2gvKydd3ovI6O5hHMdJfgr3Bnj14vM5lK8ZC58mHQrjbVavONc8Pd0Rqg0s6fmHJnNJUQ6+THMJxZfuRsSoYjzLeU9XmNpRz16S1fVRwfXNw4j5zpBrdGhN5ocnpy/MIPiQvjleA7f7jvDszf+fmnbzMJKIvw9f1fBVWel3FZLxIEVhURKhNKX043Wj4hdtdnsqs1mSkAyiRF+CC0mtreeZm358S7HChAgQYzJZMFgMiIUCvhyQzqLR/fjpS/22YkNfL8rk5duHU9UsAd7rik0XtugJijGi3SKuvQPEKL0Qmc2cGv2Z8S6+ePl60K5SMeFKgUvfLHXlnuyJe0Cni5KXrp7Ni8U/cjTWT8SpPQg2tmfBm075RVtvLTaKkgQ4e/JUzeMxUUp5+4P1nPjmH5kFlZhNptYOCqZJZdD167wyZbjfHz/HDyd5V0U4to7dXyy+TjzR/bp8R67KGXU6JvZ0ZhNoltQl/33hE2i4HQ7nx3fbtv20+EshsSHMrF/LPd9tIlXb5lMYpgfr6zaT1ldC0nh/ugEAjxmu/LYiq1cqrgaxrPmQAa3Th6IWCjAYDLR0NaBQiYmwNOtxzE6+Gsil4oJ8/WwFZW8wtnCSpzkUgbGhhDs40qHVs/Tq7Zz25TBiEVCjCYzX+06jVwqpn9MMFKxiM+2nuDVWybzt882ozOY6BcdiEgg4NXv9/D6PVM43HyBQP+eF5OCvV3R6kwsfeNHDJeVzLYcv4C7s4J375rJiN4RTOwfa8tpuYJMIuKlpZPQ6A3kltUBEOLjZl2QsoC7s4IQUc8Foz2kThRWNPL2d0d57Z4JvFW2kc/z9/J53ztIzytnzf5MW9v1R87RLyaQ2+an8NiFr9GZjQxyj+ZATgGzhiYywT+JUnU9WyrP8MEle6GPMIUP6g4dD3262aaU+MvxHPw9XHj1lkmcy2imGgvi8TJSxDEM9RLR3KHFRSIkLsSbemMrd55YQes1Etgf5e3kg/63kOQWQrxrIHtq7BeSbPdW6YlU4FCOdWCPI1ztOuHKBO/qkF/8yyIRixjTN4qtabm/u5aNwWgiq6iaqMuqNP8KZ4WMTp0BvcGxInYFiUjErKABiAT20+X2qgw+uLSDaBd/itu7VxBK9YzBpIFDWYUM6x3Oope/RyISs/lEjp2Bc4XnVu5hZFIkMsnVH+vjOaWMdEvscv4r3BwyglVF+9GZDWS3lLG/9jxDnON5dfWBLsn1jW2drPj5NHN8BwNQ0dnEgdocgqSebDt8ydauqLqR/ZkF7D5j3ebn7szWtAvcMnEgT6/a0UVhTqs38sSX27DQvSF9Jr+CSH/PHhP654xOZGfTWTKbS0jxiLALi/GUOuGlc2fb8UtdjjuRW0pbp5YATxd+OX6O3PJ6zuZX0tDawf7MAu6aMYSfDmXZGThXWLnjFPEhfhw5V0x0oDdeLt3nHDj4a+OslHPntMFdtu88dZFx/WJ4+NNfOJtXwb6z+Vwsr+dIdhGTrglH0+qNHD1fzP7MAhRSCbUtahrbOlFrdBzOLuJAViFqjZ56Yysf5O0gJtIThax7cYLlkwbx+o/7bQbOFZrbNbz50wGWTejPBxuP2Bk4ADqDidfW7LMJJggEMHVQPCsvG2Hpl8qJcfLHRdL97/s8/yFsOZCLWqPjrW+PsNh/BFKhmJpGtZ2Bc4WzeZVk59YS5exPmMqb6qoO3v35GHnV9eS0lPNIxrccrLtgd4xYIGKyfzKPfb6NXyvhVze18fWedFRyKRdKazCZzdz29k/sOH0Jg8HIAx9vokmr5tnstXYGDoDebOTxDGs+4ijfBGTC7tfm74weh7vMqdt9Dq5frhsjp7KykptuuglPT0+USiV9+/blzJmr8a8Wi4UXXniBgIAAFAoFo0aNIicn5zd6/Gtx5aPY4cn5azMyKQKxUMAP+8/+68ZAdnE1Gp2BhNCucd3d4aSw5po4FNbs8VO48mafm3CTXP0QloskPBo7HT+hO3eFT6CPm73y3WDPaO6NnIynm5LvXlqI0knCS8smsGxCf3ald/1gv8KF0hrevW+G7aPbaDKzflcOryXegKvkqpGgEEm5L2wy57LriZYH2ra7SBSoW4x2SknXklVUTaw8CGexnEWhqXyQcgujvBLp0NgbLpuP5zAmJYp/3jWFfRlWFSet3kjFNQnV19LQ2kFrh46nFo+1JUQvGd+ftS8vZv2rN6FQiPjib/N4aelEBsaFIBBYRRVmDk8gJE5JWlM+Fix8U3yYF3rPx1Nq/WAZ6hnPnmMFPd6v7acu8vdFY1g6fgDrj9iv8opFQn450fM8fvJiGQ/OHsbUQXGoFI7K6f+tRAd68+yN4+wS9QM8XbhUUYfRbMZFpWD95cK9207mMiwxnHH9ou1ydmKDvHn99qm8s+7Qr7tnXEoUHWYtz0UtoMOi5Y17J+PjdvWDWyIWcevkgYT7eZBV1L30c05pLXqjqUttniu0dmhRyiS4OSn4+6Ix7Eq/xOC4EG4am8KwxHA27cvlhahFBCiuipCIBELm+A/CpcWVswVW0ZqyuhZ8BG4M9oxmX1r33mGAbUcucVfQRB4Jmcnn660htDvT8pAJxXzS+3beSljKO/HL+LDXraxIvoufhz6M0ixn9ZMLefW2Sfi6OxMV4MlDi4by0p3jiAn3ZFxyNK8un8yWtAuotXq2ncylosFac6hRqya/vabbsbQZNNRoW/GTu/HxgFvxkl31lkmFYu6PmUSye1ehCAcOrotwtebmZoYOHcro0aPZsWMHPj4+FBYW4ubmZmvzxhtv8M4777B69WpiYmJ45ZVXGD9+PJcuXcLZ+V/nMvzZabysmHVFpcTBXxOlXMrw3hH8dCiLZRMG4PIvjNYTF0pxVsgI/h3y0WD15IDVyPF1/+s/9/9XqKRyIl19+UffG1AbtZgsZjykTngLXPlm51mOnS9mwfhk7u4zEYEUBAYhRp2Zs43F/FxznFptC3FOATwSMQt9p6nb4phXyK9qZEBSIF88Mo/mdg0mkwWT2Uza6VL+FjEbuYvQGhKmE7Jx3wWKq5pYfHOC7XipUNzFYPk1XlIXPuh/C18W7ueJzO9xkSiYOimFBeYknl+xB73RhNZgpMHUSkZHkc1zozf2PG4AvcFIakIoYffOws9XxammAnbVZzDOJZn3th3j5IUylHIpc4f35omFo1GbNGypP80/CjZevf62atwsTrwUtRiNRYebVMUH2q6hgFfo0OrILatFKZPaEr6FQlj1yELaO3V09pAEDqDVG5gxOAEnx7z4X42zUsa0wQkMjg+luqkNtUYPAiiqaqRfdACRQR62d8ZoNvPMVzv46tGFLB3fn6rGNmQSMSW1TVQ1ttt+S6+Q2iuMyQPiWb3tNBkFVbg7KVkyOZm3759KQ4cag8GEQilGaBCR141H8Vp0+t/2oJvMFr5+bCE1ze34uTtzJr+CktomzpXUUFzdxLEvS1g6fTzRvTyoa29HZpay/2QR/zxib5gZTWZkAglNnT2/Gx1aPR2NJvzcXYgO9CSjQMf4vrFkZlXgqbJgMJn46WAWNc3txAZ5s3zyQE7klLIl7QLDk8L48P5ZFBmq+KJ0H7X1LUS7+jPAKwB9h5AfD2YC1jpeRpPV26wz/fa1a0x6xEIRvd1CWD3kHpr1HejNRjylTnjKnJGJepb2dnD9cl0YOa+//jrBwcF89dVXtm1hYWG2/7ZYLLz33ns8/fTTzJkzB4Cvv/4aX19ffvjhB+68887/30P+P6exrQOZRGy3kuXgr8n4lBgOZBWy5kAGd04b8pttj54vIj7E53fl4wA4XTZyHHk59lR0NvJQ+mrKOq+usr4Tfwt//2wddS1qAN5ba60I7u2m4p17p7OtOY1faq6q4fV3jebzX9KIDfD5zWJ+vWN9ufXk57zV7yY+3pRGp97A7KGJrN6V3m37+SOSyO28mtTfpFMTHOra47V4uaiQyoQsO7nCptimMelZVb6ffm4RPLAwlbe+P0LfSH8udlaQ2V7M8MR+nL5UjruTArlUbKf+dgWxSIiXm4obXvue9x+cwVclBznZlMeb0bew/PWf0F4OgezUGfh8axqHzxXzyq0T2FRjL7TwSPhM3lx1hPxK673uHe7HuH4xnM2v7HJOgIGxIWQWWMU1BsQGsyv9Ev+8dSrrj5zDzUlB/5jgHgs4Du8d4TBwrhMkYhH+ni6YzCb2nMlj0/HzfHTfHIYNDGFH9VkGxYdw7HLhWqPJzM70S4zqE8nfV14Nv/rnbVNxkkttRr+/hzNzhiZyzwcbMJmtjaqb2nj9+0OkJoYyYKw3n5TtZJxPbyQX3BjXN9ZWD+vXuDsrkEnFOClkqDW6LvuFAgFSsYinv9rJrNREXvlhL+F+Hvi4OZN+qYIxfSP5ePNxXv3qAO/fM5OnP9+LwdS1FpRCJkEog9yGCqYlDePI+eJu79fAuGAOZhWx58wlVjw8n0vl9azaeYpQX3fqGjvZcNnzBVbv8IMf/8LTi8cS7ufBzlN5HM0u4Y2HJlOtaUZvNnKutYx70r/k+fj5PDB7OO9vOMLAuGDOl1jnQVepEmexnHajtstYhAhsapACgQAfuSs+8p7nOAcOrnBdhKtt3ryZ/v37M3/+fHx8fEhOTuaLL76w7S8uLqampoYJEybYtslkMkaOHMnx4z2vIP6VaGzvdISq/ZfgqpIzonc43+07+5vGSElNE3kVDSRHB/bY5tdcCVdr7ej6Q3M9c6axyM7ASXYPJ/N8jc3AuZaG1g5MEiOba64aJRKBiFhJEAczithw9BxLJ/S3ybdeS+9wP9QyNU16NR9e2snjS0cS6OlKrzA/u/owV3CSS5k1LBEfuZttmxkLZzoKmDSo+3oe988exrraY91KUp9tKcInQIGrUs7SGSn8Unea3LZKoqPc8XN3xig2smRK94UUbxjfB4lcgE5nROUiZkt1OvdFTubzLSdsBs615JbWUlbbygS/qzK9AQp3OhstNgMHwGiykBIdiK9713h7Z6WMMcnRHMouZPeZS8wY0gtXlYxALze2pF1g84kcFo9JRiLumpAcE+RNZMDvVyl08N+Bk0LOpAFxOCvl+Ho6sanyNNX6Jm6dPNDuOdl49ByuKjlTB131kv5y7DzLJl6txTR3eBJf7jhlM3Cu5fj5UkIEPrhJlEz3GsCuU3mczC1lzrDe3Y7rtsmD2H4yl+UTu6/1NHtYbw5mFXK+pAaZVIyni5JH5o9k5+lccstqifD3tM0Ru8/ksaAHoY+lU1LY2nCaInUdCeHeBHt3NRYUMgnTB/diz5lL6AwmVmxLIyHUl9N55QzvHcHGY+e66Rk+35ZmExhRa/VsO3SRMV72Nbk+LtrJkOQgFDIxM4f0Ynd6HlEBnjTX67gleEy3/S4MTbULFXbg4PcisFi6W1P470Iut37c/+1vf2P+/PmcOnWKhx56iM8//5wlS5Zw/Phxhg4dSmVlJQEBV2ta3HHHHZSWlrJr165u+9XpdOh0V1dc2traCA4OprW1FReXrjUY/kieW72Ti+V1PL5w9B89FAf/B7R1anl61U7mjUjikXkju23z+dYTfLMnnTfvnN6lhkpPWCwW7vlgA48vGP2balj/v/kj3zW1QctTWWtIa7DmpUgEIl5OXITKpEBt1CIVSLiQVwdGIQkhvqjkMpTOImrb2vBWOmOxgMFs5GJxA2+sPQhYQ1zmj0jiu71nqW5qY9mEAUT4e4DQQruokx2NZ9hff56fhj6MVCelrrUDlVzKT4cy2XYyF6PJzIjEcOaOSGLNgQweXDSUc+pSvi45RKWmiQiVLy/GLiTjQjVf706nrkVNTKA3Syf0JzLUgxvPvtfj9S4OGs4o10RWVe0lrdl6zT4yF56OnA8iM9ktZXiqPflhRyYltc0Ee7uyaGIf9J6d9PYOQmmWYzFCVWsrkR7eLHz5e4YkhDBjTDxCmQVXpQIFUhrrdShkYnw9nNhUf5JNFae4I3w8EcYg2jVaPF1ViGSgEehAL8BJoODnQ9kcPlfIE4tHE+zlRodOj1ImpbalnYLyRvpEBBDg6UKzWkN1UxtCgQChAGRSCd/sSefUxXKUcilzhiUyb3gSQT0Udr2e+Sv9rv07GIxWFb2G1g6EQgFyiRihSMjptjy8ZM4cPVzFmL5R/LD/rO05uXPKIIb1juBwdhFrDmRQ29LOA7OGEeTtymdb03hk3kga2zpRXI6Q0BqMrD2Yyblia27J7dMHMnl4DIVljRw7W87c4b1xUkg5er6E7/edpbalnagAL+6Znoqbk4JLFXW0degI9/fgs60nKKxqJMDThQUj+yAWiXjr54MAzBrai1snDaJDp0ejNaCQSTCbrWGt649kszP9EndNG4JCJuG7vWdQyKTcOmkgXq5K9BjRiLVYpCZMTWIUAimHsovYdjIXg8HE8KRw7pw6hE6tnnaNjuzian46mMXXjy9Co9NjtkBDWwcGoxmRUMDO05fYczbPdp/fvGMaj63YCoCHs5I7b03mzeJNdv8vVvS7E0OTgBXb0ogM9GJorzCeWb2TGSPiiUl05YfqIxSqawlQuLM8cjTDveMcogIO/kdcF7FLZrOZ/v3789prrwGQnJxMTk4On376KUuWLLG1E/wqpMdisXTZdi3/+Mc/ePHFF/8zg/4/prGtE2elI7H2vwUXpZzJA2P58UAms1J7dSn0aTCa2HD0HP2ig363gQPWd0All9Ha+efy5PyR75pIIEQlsr47EoGIV/osYld1JgdqL2DBukY02DOKZf7j2HU0n0g/T77bf5YnF43hzTWHySqqItjblXkjrhqNx3NKuFhWx7IJ/ekbFcjzX++yqa3JJCIWje/L/dEhlNe24CJQ8cxXO6hv7WBM3yj+cesUAj1dqW9Vo9UbWDwmGbFIRJjAj3f7LAOhhSadms9Kd9Eq6+Tu5YOIVQVSUtmMt6sT1W2tSAQiDD0UF3VXKFhZs4eTzVeT/et0bTyau5r3UpaxsnwfEU4+zF00AB+pGw2GNrY2HCO/pIYPPW8hK6+Gj9efQK3R8c2Ti7h1en+EwTpeLFuDxmQN8wlUePBw2HTeW3uCvhEBzBqRwmj33mw9eIk3D623qcLFh/hy3+JBtNOJrt2MSiHhy8cW8M7PhzlyrsgW9jO0Vxh/mz8CkUBAWm4p764/bAsp8nN35omFoxneO4KZqYnojSaSowII8nL7P3tG/pv4K/2u/V7aOrXsOZPHu+sP03lZkCPA04VH5o2kpdJCv76+lNXl8OzqnUwfnGB7TvZl5LNy5yleWz6ZTx+ci9liwWgyIRaLeO+uGRRWN/Hu+sM0tVvzdNycFDwwaxi+7s7sPZuPSiHlpfPraNC18+yEubiKZKTllDFqYCi9432waIVkFlTx9rpDVDS0EuLjxiPzRiIWCZmZ2gsfN2ea2jrYknbBJh0N4KpS8O3eM/x0KAsAsVDI1EHxjE+J4Y5pgxk1IhRnkQKjxsKbd06jqa2T57/ebVNZdVHKeGLRaEKCnTCbLQztFUZyZCBCoYDMgkqeXb2Tu6en8sX2kzgrpPzj1ilUNrbirJDz4re77eeqUck8MGsYH2w6CmAXGq2QSTB0U7tGKhLj7e3E7GG92XM2j799thmT2cL3OzMJOevGrNGDSe4dQKCnG15yR26og/8510W4mr+/PwkJCXbb4uPjKSuzxmn7+fkBUFNjr+xRV1eHr2/PqlRPPvkkra2ttn/l5T0XqvqjaWjrcIgO/Jcxvl8M3q4qnl29q4sk6bZTudS3djA+pfuQpd9CJZfS9icLV/sj3zWFWMrs4IEAzA4ZyK7qLPbX5tgMHIC0xgI+q7CuRP5z7QFuGtuPd9dbDRyA8vpWwv087ELUmto7CfB04f6PNtrJSesMJr7efgZpvYra6g6eXLmde6anYjCa2JV+iYc/3cxTq7ZTVtfCI59vpbCqiS82nublr/ZRp29lwfF3uevMFxxruMT51nJeKVjH8uyPCI1w5dnVO9mXVsgo7149Xu9QrzhbTaBrMVhMCAXgr3CjSF3H+yXbeDrve94t3kJ+ew2eUidcBSpe/+6gLacgp7iG4DgVK0r32AwcgEpNE8/n/cjtc/vz3b6zHM4sJjevnh8PZNrJXueW1fLBdycIF/vx0Ceb6RPlzzs/H+JwdpFdXsOxnBJWbEujpknNy9/vtZO4rmlu54kvtxHq485Tq7az8ei5352jdj3yV/pd+72cL6nh1R/22QwcgKrGNp7+agej+0Tx5MptTEiJpbVDy3f7zvLkyu08//UuDmcX0dKhpaytGYvIzIvf7GbhK99x/HwJFQ1t/O2zzTYDB6y5jC9/v4fpgxNQyiVEhLmT01pBjbaFv2V9Q1VnCylxQXyQv5OLpXXc8uZa3t94xKZYWFbXwtNf7UQpl1Ja08zfv9zGGz8dtDNwAPpHB7Hp2Hnb30azmV9O5HA0p5htJy9QqKmmpKaFldtOoTMbeeDjX+zqBLV16nh61U60HWbKalt5+NPNPP3VDp5cuZ21h7LIr2zgma92cNe0wZy6VM6KbWl4uah46JNNXeeqPekIhQJ6hfoSH+Jjt39SagwHWq6OEyDeJRBnkQJvFydyy2o5lF1kF+5XVtfCB2uPo0TuMHAc/K+5LoycoUOHcumSvWRrXl4eoaFWydfw8HD8/PzYs2ePbb9er+fQoUOkpqb22K9MJsPFxcXu35+VRoeR81+HRCxi+aQB5FfW8+oPezFf/qFoaO3ggw1H6B8TRIDnv/9MquSSP50n549813RGA3qTkYn+fRjkGcXB2u4liTNbSui06JCIRXi5qLpIwW46dp6H5oyw/R3k5Upti7rH/Kevd5whOtCHmuZ2FDIJE1JiiA+xLroUVDXi7aoiJTqIgXHBbD+Vy12zB7O6+EC3fRksJo40XGDKwHjqmzqY7jHQTmr2CreFjKO1Sc9tUWNQCqUsCk1lWcRIQpXeRDv7E6z05MXEhch/pWQkFYp5vvc8zl+o4/YpgxiWaJVz1WHg67KD3Y6pw6QjX19FbJA33+xORyGR2u2XiEX0jwnikfkjrSF6ZjOBXq5o9SYGx4fYRDKu4O/uyufb0ro9l95oIi23lFFJkTx5wxgCPB1Jyz3xV/pd+z00qzV8/MuxbvfFBfuwP6uAwuomxEIhqb3CbPu8XFRMSonhvXtmMLJXJJuOnOeOqYNxd5KTHBXA5hPnuxS+BauowNa0XF5ePpFdTWdtiyERTj7UmZsxmy2kOEXx/Y4s2zE+bk6k9gqjb2QAGp2erMIqxqfEEO7XNWfs1kkDOZFb2q3S4S/Hcwj29qC/KoY1OzJZOi2FrScu2BTMfs3qHenU1HTNKwSrQEhuWR3xIb40tndSWN1ISw9z1Y8HMpk7PIn7Zg5l7WXltMQwX+LjPclqKbG1c5EoeDx2Jl4KJ6QSETeOTSHMt+s8dNe0wQ51Twf/J1wX4WoPP/wwqampvPbaayxYsIBTp06xYsUKVqxYAVhDdB566CFee+01oqOjiY6O5rXXXkOpVLJ48eI/ePT/e0xmMy1q7b+UG3bw1yPMz4OlE/qzaudpapraGZkUyY8HM7EAN4xO/h/1qZT9+Tw5fyQdeh1ry06Q7BGGSizHTM9pjE16NV7Oym4FCfZnFiCXinn/npmcvlSOSiGl6nKNiO6oaW7HWSHj+2duIM9QgdMAHSPEftyjHMS3W86iNRh5YuFoTl4s5f17ZuLqKaXkUleJWqVIykPh01FpVJxSVxDh7wkaEc9FLiSvo4qszmJcREqmBfRjy4GLHBWVMm9UCqnSRHanX6JZq+ehPrMJ8XXFR+GGq8SJbwbfx4HqHPI6qohy8meoRywqFOQbC2loVzOibzj3zx5Ko66dT/N6ls0t0dXi7+nCpYp6pJKrP0eLxyQzMDaEkxfL2Hs2n5ToID5/fA46uY6I0RKMFjOzp42kpqKTD386TmKYH+NTotl0/HyP5yquaeKpxWPw93AYONcTeoOx28K7AP4eLuSVW5/Pf67dz0NzhjNjSAIuChlerk7Ut3ZwIKuAM3mVjE2OwcNZwTeP34DeaKa4prnHcxbXNBLk5YZrnZIUtwhu8hvJuUt1nD3egCBSTnJoON+Tg5tKziM3D8eg1HGusxRXkSu3OvWjqrIDZ4WUl5ZOpLKxlX1nC3BRypg6OB6d0cjd723o9rwanQEBoNOZKKlpRimTUlzZ8ziLqhuZMjD+N66jCX9PZ5QyCZfKe36Pa5rbSYrwp7apnReXTsRgMRLm606LUM2S8BFUdjbRxy2MwZ7ReIicUMisCxp+Hs58+uBcckpr2Z1+CTcnBbNSEwnwcnEsyjr4P+G6MHIGDBjAxo0befLJJ3nppZcIDw/nvffe48Ybb7S1efzxx9FoNNxzzz00NzczaNAgdu/e/V9RI6dFrcFsseDiyMn5r2RwfCjOChnrjmTz1rpDRAV4cue0Uf/jHCyVXNrjit31iEoqI0ThxWf5e3gnZQkCBHahatfiLlXR2N6Jfw8etO2nLrIvo4BPH5zD3rP5RPp79nheL1cVWYVVKGQSKlXNbK62qrVJBCKenT4fL4MTN7/+AzqDCblUzLfPLCJY4UmDrt3WhwABz8csZNWPGeSU1Nq2/7A/g+WTBiCTiDFXOtMMVPbtYN3+83z24Fx+OXqBL3ectLVff+QcSeH+vLp8MoFeroQ5ezPNnMLO0060lWlpizey/KPvbCpqG4/k4KqSs/KpeQQqPSjraOj2GoOkXhxuqcFZKcNgsq5MLxmfgsls4aFPf7G18/FRkiaqZMulqwWcN1WfYohHDK/dPRGBXsTh7EJCvN16VByMDPDEx9WRvHy9IRWLCPZ2I7+y6zNY16ImOSqQA1mFGE1m3ll3mPfumYlCLuUfP+4no+CqbPm3e8+wdHwKs4YmsuVEDsHeblwsr+vSJ0Cwtxtr9mUSHRxAf684/vb2dltI8aYjOXg4K/nHrZMxyUy8U76JkuqrBsT3HOHxuJmUNTZTVNnM9lMXSQjxpa5FzaOfb+XJRT2LB8kkIgQCATKZiGAfN3R6I8F+rqTnVfQ4zkBPF5Ii/MnupkhpsLcbJy+W0qLWMiO15xBXLxcVF8vqcHdW8N6GIzx74zg+35TGjeNS8K72wxtf8i808v7JH3nvnpmkRAciFllzRX3dnfF1d2Z0n8jfzIF24OB/wnURrgYwbdo0zp07h1arJTc3l9tvv91uv0Ag4IUXXqC6uhqtVsuhQ4dITEzsobe/Fo5CoP/99Arz4/mbJ/DJA7N5bMEou2rb/y5KucThybkGmVjCrKABiARCzjQWMdS7+zynBNcglGIZeqMJHzcnQnoowDouOZpfjuWw/kg2fSMDcZJLu223cGQffjmRw3Nf72Kc21XRAoPFxOsFG1G6iWxFRbV6I299f5hl4aPs+hjgEUlmZq2dgXOFVTtPExPkzaHsIvw9XNhx6iKeLiqUMomdgXOF7OJqtp68gPHyx9qZvEreXX+EUf2iePLL7V1kols7tHz00wmWh3f/USYTSkiQh3ChtJb5I5JoU2uRS8UkRQTw/b6ztnbuzgr8QpVsqTnTpY8TTXl0OnXw3d6z/HL8AvNGJHVpA9YaPtMGJyAS/X4RDgf/Hbg7K7l7evdh5+dLqpnYP8YmHT0sMZyS2iYyCirtDJwr1LV08M2eM6w9nMWUQXH09E0+bXACe87k4eXkxLNfds2ZbGrvJL2gnD2tZynpsPeQWLDwxsVfCA9z48sdJ6lsaGXP2TyOnC+mqb2TDp0Bf4/uF1GmDkqgpK6RLE0RCyf05tudZ5kxNKFbuXqAOcN68/Tqndw0tqssvEwiIinCn3PFNajkUqJDPXucqxaM6sO6I9n8eCCT5MgAvtlzBolUzP7MAvacyeP1tQfZcPQcOoORRz/fYpcfdAWHgePgP8F1Y+RczzS3XzFyHJ6c/3ZEwv/9K62SSx11cn6Fl9SJ15NuZE91FrOCBzLQM8puf6JrEC8kzqPTouHxG0ei1Rt4/bapvHrLZIYnhtsS3UcmRTCyTyQnckt57+6Z7M/M5607p9vVgBELhcwbkYRKLiW7qBqjycyFkjpS3MMZ6hXLExGzeSBsGp1GHV7OSsYmR/PM4nGMT4khQOLJw9FTkQmtOTNj3JPYduwScqmY2UMTee6m8TyxcDQDYoOtRQ01ej59cC5j+0YhFglY8fA8Np/oPucIYOPR81Q2tlFe30xxTRMuShlavYHm9u69JwezColXBrE8fDRiwVUDw1PmzIsxC1m1IZ3ZQxMZ0TuSIG9X7pw6mCPZRQgEMDg+hL8vGsM/bp/MvpbMbvsXC0SUdtRxz6wh3Dp5IAajibumDUEmuXouN5Wcd+6agbuzY/67XukbGcB9M4faKU16OCt5796ZZBRU8eotk3B3VjBvZBJ9IgLwdXNm7vAklDL73LORSRFsO5mLRmdgd3oef180xu7DXyWX8viCURzIsgp3GIwmOq4RwbiWyDB3dtVmdbvPgoUTDfnEBHp32ffZlhM8e9M4u3wdgQAmpsQwrl8041Ki8Ra7EhnkyfgBMag1et64Y5rd779cKuaBWcPIKKiksqEVkVCAm5PCtt/TRclLSyexaucpEkJ9uO/GQbxT+gsfPzgHv2tyZURCAfNGJOGskJFZWMWxnBIGxIVwIKuA+SOSCPZ2Y/GYvqREB/HEwtE8d9N4JvWPpbK+tct1Nbd3UtfSTmuHoxC1g/87rotwteudpssfIM4OT46D34FKLqW9U/svJdSvJ9yVTiSaQvg45XbaDBoei59Oo15tvUcIuNRexd/OfstEvz5MiE7m291n2Z+Zj0QsYtqgBB6YPQyzxYJGZ6CpvZNPHphDi1pDTJA3WUVVfHz/HMrqWtAbjChkEvZnFPDGTwdt52/r1HFP4mS2H8vjs1NnMRhNjO4bxScPzmVX+kU+2mxNrJ5UHcv8kb0ZOCCKNrMGZ6OKQK8C7po2mA1Hz/PO+sMoZRJunTSQB2YN44vtJzmbX4GLSs6i0X1BavrNUEW1RseF0hre+OkgMwYnsOqRBVS19JxXBNDaqse1xoMVfe9CI9ChkEiQmqRo20zcM2Moh7IKeWb1DqYNSmBs32jyq07x9p0zOJtfwcodJ5mcGovat+uYAhTuPBE2hz3HCnji7DYEQgFj+kYzfUg88SE+aPVGRCIhoT5u+Ho44SR3zH/XK25OCsb2jWJ0nygqG1sxmc3oDEaCPFz5YutJTGYznz0wl2M5Jfx0KAu1Vs+AmCDeuH0aK7an2UK5BAKBLeF/x+mL1Leq+eyhedQ0tXFFIGzd4SxOXSrH3Vlhp/L3a4RCAXpzV3nlK7QZO5FLJV221zS389K3u/n4wTk0tHTQ3K5BKZcik4jwcFfw06Esdp601q2Z2D+GRaP6YjCZ+PuiMUjFIkxmCyKhgE3Hczh6vth6rk4t/1g+GYvQgkgswEWhoL6jnVtm96PIUMPzBWtoNWhQxgt57dYptKg1V+eqzAJeX2sVPDFbLJjNFowmMzVN7Xy54ySv3DKZwfEhfL07HbVWz8DYYFQKqVWKWySiWa3hbF4FK7anUdXYRlSgJ/fPHEZMkHcXcREHDv5dHEbOdUBTeydSschuddOBg55QyaUYTGa0euuPmAOobW7n7vfXc8PoZARCAQczC3h06XAeyPiKGk0LYK2n00cRwa1v/mRnKHy9J50DWQXcO2MoT67cjpuTgs8enMud762zSaem9grn3fWHqWxo7VaxqV9UIC99sdtOse2X4zkczCrkteWTWb07HZPZwo8HMtmfUcDH989m37ESJGIRD8wexgMfb0JzWT5XLhHj6+7MLW+ttakuqbV63ll3mIsVsYztG8Xes/nd3ocBscFkFlbR2qFlQFwId32wgY/un4VQIOh23Cq5FLlUzEcbT/DVowtYuTWdZRP7U9fRyaOfb7FTiPps6wkqG1q5cUw/Xvhmty2HIvNiFalRUWQ0l9jaChDwWNhsnv9kHw1tV0Nf1h/J5nhOMY8vHM2TK7ejlEv59olFDgPHAQKhgLvfXUdDawdmi4VnbxrHpuPnGZ4UgVIm4dU1++zyUg5kFXL8Qglv3jGdp7/aQXunjrK6ZuJDfMkts4Z/pudVsPlEDnXN7Rw6Zy9r3qLW4O/Rc05vTUMHcS4BXGyr6nb/QM8o1tXs7nZfqK8Hm47m8O3eM4iEAkxmC98+eQMPfbiZymvETNYezGJ/RgEfPjiLN38+SItag4Cu76qni4r7PtrIu49O5YFLXwHW+cxkuarK5i5VkVfWgLNAyd8+29ztOx/s7UpTewdRAZ5UNraxdEJ/3l530FYcFawCLMdzSvjuycX4uTvz44EMvth+NTw2q7Ca2975mX/cOoVx/aL/T6ITHFy//CWeHqPRyN69e/n8889pb7cm1VZVVaFWdy996MCepvZOXJRyx6q8g9+FSmENv2hxhA3YOJNXQUltMykxQXyw8ShDEkLYV3PeZuAADPeKZ9/xwm49IWV1LdQ0txPh78HtMwcgkmNXG0Ilk3DXtCHdGgpD4kMwGE1dJKnBmveyP6OAkUmRtm31rWo0OgNrDmRgNJn48UCGzcABmDU0kdW7T3crK7s97RJRQV7dyrrKJCIWjOzD9lMXGRgbTHpeOQ2tHVwoq2XB6O5zYe6YPoi96fn4uDqhN5o5lFWEyWjhy+0nu5XAPZNfQVVjm12SeHZxDXHSYLxlV/MQBnhEcjKzws7AuUJ1UzuXyutJDPPjrmmD8XBSdjs2B9cPZrOFPWfyqWtRY7ZY8HJRIRIK8XJ1IiHEB2eFrNvEe53B+v7MGGyts5eWW8oj80bY1VnadjKX+SP7IPlVvpfFAnkV9czsIWHfV+nCA9FTENL1d7m3WwgqiRzfbnIrxSIhi8ck28JKTWYLo/tF0tjWYWfgXKG+tYOsokrunjUYi4Uuc8yUQXGcvlSOyWzhZFYFk3z6Wvu12M8PtwSNYd3u8+RV1DMsMbzbueq2KYNZdzibWycPYs+ZPGQSsZ2BcwWtwciHm47S0qFh1c5T3d6f19ceoKGb3B0HDv4dBBZLN0/qn4jS0lImTZpEWVkZOp2OvLw8IiIieOihh9BqtXz22Wd/9BBttLW14erqSmtr65+qtsBL3+4hq6iKJ28Y80cPxcFfgJKaJl5bs58fn76JmKCuMeF/Bv5/vmtavYFHP9+CVCLm3hmplNa1EBbkyot5P5HbdjU5+YHQqaz57iLVTd2Hbw2KC+GemUNQyiUYjRaqG9uQSSV4OCkQCAR8vTudkX0i+WZPOhdKa3FzUnDD6L6M7RtNXWs73+09y/ELpV369fdw4cP7ZgLWD552jQ4XhZyCqgYsWHjp2z02gQKA12+byhNfbuvxem+bNoApA+JZsy+TrSdz0emNDI4L4YaxyazccYrMwipunzKIg1mFNmNk5WPzyauo55tdZ6huaifM1537ZqXi5+GCRmtELBKikltDVJQuYoqbGjBiQmQUsft4ITtPWuuYTegfg8lkoaCqgRvH9MPTRYnJbEEqEeHsKWZjbRonm/N5M24pL6/cT2E3hh9AUrg/D80ZjrebkkCvrgabg9/Pn/V37d+hRa3h3g832IpqjkiKwFkhY2RSJK1qDfmVDfx0uPv8GKFAwDdPLEKt0aOQSi6XYrBQWtsCQFZRFQGezvQK9eejX45yIrcUuVTCA7OG0S86kNYOLSKBgILqRlbtPIWzQsbySQNJCPHFLDBjwkJVSwsmgYlGWtGKdIQ7+9DY2kmY2JcOjYFOrZ4NR89hMlu4b+ZQREIBYpEIsUhIp86AUiGm3ayhrrMNkUnMvhMFbDtxtTZgTJA3b9w+lYr6FooaGggJdsUkNOOjcsZD6sQvh3JYeziL9k4dr987mQZVI98UH6Ze10akky83+o/gQlYTP+7JJszXnTdun8ah7EK+359Bi1pDfIgvS8enUFDVQGywD7vSL6HVG/F0VvJLDzl+IqGAH566iaWvr2H+2N6k9A7AgBEpEk5lV/DzvnN8/fgNxAb/OX+DHPw1+NOHqz344IP079+frKwsPD2vyq3Onj2b22677Q8c2V+HpvZOR2yrg9/NlRC19k7dHzySPwdCoZCxfaMI8Hbj/o82UdPczut3T+5SENNgMSKX9jylKuUSlFIpz3212xbuIhGLWDiyD/NHJLEz/SIZBZUsnzSQ524aT1F1I5uOnefTLSdQyaXcOmkgEf6efHeN8hiAm5McsUjEG2sP2IwgoUDA2ORo7p2ZioeTgurmq15vC9bV4J4KBFoEFl4rXsfjY2azaHQyGp2BC6W1PL1qB22XnwmD0YzimnyBW9/8mWmD4nn1tkkopFKMZjMqqZSXvtlDZpE1HCfYy5WX7xvPqxd+5tLlEB2pUMyclEE8Fj2CN787jNFoJjrIiykD43jncvgegJNcyl3ThzDGK5k7kiZyJq8CuaTney2XSYjw98BFpeixjYPrB5FIaJffYjSakEslBHm54OGsoKime2MZQCYVU93UzmMrtgLWZ/HWyYNoaOvgh/1nGds3msHxITz46SZmDu7FvTOH4qSQsi3tIktf/9GmOhgZ4Mnbd87gUnkd2UXVWCwWyutb+XpPus3TGubrzqu3TkbboefLb45RfjlBXyWX8uDs4QR4OnP/x5toUWuQikXMG57E+JQYfth3nphwT87LCthTl8XMvgP5e8wo/vn1QQAUUgk1zW34Biv5ofMcH+QVACBEwMSAPiwbPpoRfSIQCoU0t3eS6hSHwtUZpVxMZV07X3ydSXl9C3HBPtw1bQiPfL4FPw9nHpg1DD8PZ7xcVYiFQqqb2nnzp4PUtagZFBfym/OhXCpBKBDwj/smsantOD/m7cGCNcdxeFAc/7x3ElLxXyLYyMGfmD/9E3T06FGeeeYZpFJ76cLQ0FAqK7tKPDroSmN7x/+4ZoqD6w/l5UJt7RqHkQPWOhtJkQE8+LHVwAFYt/8cswIG2rU72JLDpKHRPfYzd1gSL3yzy2bggFV96bt9Z9lzNp9l4/tT09yOr7sTy99ay1OrdnDqUjkAHVo9H2w6SnSQNwG/qsHz4OzhvPzdHjsvj9liYc/ZPD7+5Tiv3jrFrv3xnGLGJNurw11Lnzh/zrWU02HW8t3eMzz0yS9IJSKbgQNwMKuACf1j7Y7bejKX5W/8zA2vfI/QIuCRz7bYDByAuxcM4qkL39sMHAC92ciPlcdod29lQGwQpy6WMS45mqe/2mEzcMCaM/TWz4eI9PPm7Z8P8u3eM0waENfjNcwb3tth4Diw4ayQseAaefGz+ZWMTAq3ekY+3MjAuJAej53YP5adp696RdRaPe9vPEJskDd+7i7szcjnh/0ZTEyJ5cudp3j1h32k5ZaxYnuanax6YVUj93+8EReVnCG9QunQGfhs6wm7UNKS2mbuem897W0Gm4ED1vf/tTX7aGzXoLqs5qY3mvjhQAYnckuZ1D+Wj34+zkhFbxRiKeuqTlDv3EBqr9DL1xBDeUszr13YyKnGAlu/ZizsqMrkm7KDbDxxjsWvfc+9H27ks81plJa38PiHO3l/7THK61sAuHv6EJ7+agfl9S2cvlTOS9/t4Z4PNrDg5W9paFPTou60FULOKKhkUHxoj/d1xpBeuDhLWN9ylGMNl2y1xyxYONyQy2b1SVTOjpxQB/87/vRGjtlsxmTqGrtdUVHxX1Go8/8Hze0aXByeHAe/k6ueHIeMNIDJZGbziRy7HJLTlyoIFvsw2OOqUZPbVkGvOG8Wj0m2y2mJDfLm7ulDUMgkDIoPJTkqELHIfur9Zk8604b0IjUhlAultXTqDIhFQpKjAhkUF4Kbypo4v+5QFndNG8LAyxLQSeH+uKrknMnvfsFnX0Y+zgoZEdcUHd195hLzh/fpttbGbTMGcKj1HH5yN1yEKioaWokI8ERvMNoZRiW1zajkEgbGBaOUSRgQG0z/mCDkUjGj+kSh+1WVeQ9nJXqFnjpd96F866pPsHxWf1Y/sZCDWYVo9d2rTulNRoK8XRnaKwwfNyf6xwR1aTOid4QjxMVBF/pEBTIsMQyw5oQo5VKO5ZSQGO7H+eIalk8agEAAvcP9GN03ign9Y5k8IJaxydEcuiwJfS1rDmTa8m0OnytiQGwwALNSE3vMM2lu19Ch0eMkl/Hd3q51n8DqQS+pbbKTiLadc39Glxyfnw5motbqmTwwnvV7c5jo3ReADdUnmDIihkFxIajkUoKCnDnXUtbtOXfWZDF2iDWvz8NZSUu7htlDezNnWKJNMjou2IeL5XV0aPU4yaUMvPzO9w73Y3B8CN/sPsOUgfHEBvsAViPsbH4FN4xO7nK+MF93Zqb2os2sIa2pe5GTYw0X0Qp6Vqdz4OD38KcPVxs/fjzvvfceK1asAKwSjmq1mueff54pU6b8i6MdgFV/3uHJcfB7EYuEyCRiu5X765lOnZ68iq7V0u95cyMrn5rHDeGtZDQVM0QVT35xE0aTmZvHpxAb6I3JYuFccTVldS1UN7YxtFc4comEZRP6c+R8MesOZwNWiWh1p45nbhzHexuOMG9MIsMHhHKmvZBOs44ZTkPxFLqgU5vJKKwi3M+DWyYOQCGTdFtY7wpmi4XWDi3LJw2gQ6unrUNHSnQgFyvqeHnZRMrrWzlyvggPFwXTh/SiRdyKRujCsuiRtBu0xI1VojUbcHISsjisDxP7x3Iw01od3k2l4OllY2jQt7G/9jxCgZB7fWfgI3Pl9AX7Cuu+7k6Ua7vewyu0GDqQuwpRSEVcKO1auFQohLfvmk6n3oBQJMBoMuHuIufxG0aRV1bP4XPFCAUCpg/uRZC3C8HejjwcB9Cs76BG00JlazOeZlduHNuPOUN7YzCZESCgWd1JZIAXSRH+BHg4M65fDMdyiqlv6SA5zh8fHxU6k4FFE/rw3c4Mu76LaxqtsutYRQaUcinLJgzA3VlBbXPPokhFNY0khPpSVtfSY5vi6ib8PV3sFgqunNPfo5/dtpYOLWazBX8PZw5nFzJEGg9Au1FLiL8byycNQKMz0GbqWUjGZDEjVQj56dmbUWt0gIBdpy8hEYt4eO5wnJVyapvbSc+r4KE5w/H3cKG2tY2kBF/Od5RR1tlApMwfqYuA12+bwrniGg5mFdKu0bFwVF9GJkWw/VSuTULaRSnn6Plikgf49DgmCxbaDQ7xGwf/O/70Rs67777L6NGjSUhIQKvVsnjxYvLz8/Hy8mLNmjV/9PD+9Gj0BjR6oyMnx8G/hVIucYSrXUYukRAZ4MnJi/aroHfNGcRXpQe4PWY0ycIY7n9rM52XQ096h/tx45h+PPf1LpsH6KdDWXi5qnhxyQSe/monc4YlsnBUX9YezEQpk1DZ2Mo76w9z86RkcoWlPHJxte1cmzhFb9cQFruOZvWu0wCsPZTFkPhQ7ps1tMexCwTWeP5nvtrJjCG9SIkO5LZ3frYpI4X7eTAkPoRpo+O4P3slD8VNYaBrJBvL0/myeJ+tn42cpLdrCDe7j0FvNCESCogIc+eTwp3sqztva7em/CgzA/ozyXOA3TjqWzsId+rZu+IklqMUSdlenUFkoJetmOIVPnxgFvvOFrDh8DXn2pfJiD7h3DF1MIeyijFixttV6TBwHADQpFPzwcUduAudMBbK+X7XHgBeWDKBI+eL2XeNTHptczsjkyJ4+bu9tnfjp0NZhPq68+gtwyC8g1un92fllnTbMUFertS3XDVmOrV62jq1hPt54OmipLGts9txebs6UVzThL+HS48iJUHerlwo62rsB3q52Z0TwEkhQyQUUN/aQZC3K3UGa5ibUiQFk4Bfjuew8/Ql3n2i50VhIQKMOgsfbjnKlIHxPPPVDpv649qDWQR5ufLh/bMI8XVj9c502jRaFs5N4O6sFRgsVz3c3pUuPBMxn+/3nSHE1532Th0rtp1gfL8YWju0yKUSvt+XQXl9C8/eNA4n8W9Lu6v+xX4HDv4Vf/pwtYCAADIzM3n00Ue58847SU5O5p///CcZGRn4+PS8CuDAypVK5C4OT46DfwOVTOoQHriMRCJi+uAERMKrUq9+7s6o/ITsrc/GqBHwwso9NgMH4KaxKbz8/d4uMskNrR18sf0k80cksWrnaQbFhSAVi5iZmsjuM3lcLK/FO0DB1+UHuozjXGsZueZSuxCtE7mlaHUG4kO6nwuHJoTZ5G7HJkfZfcQBFNc08cOBTL7clM5or0Rez9lMnb7NzsC59vwXTKU0qzsRi4TktlfYGThX+KUqHU83pV3uUENrB9HO/rhJVN2Oc27gYMraG/i2+Ajj+0UjuaYyfbifO2YTdgbOFQ5nFZNXWY9Gb6C+pQO5o66Tg8vktJZzoC6H3tIIvt+VCUCorztavdHOwAGYM6w3r3y/t4sscmltM1v2X0Jt1hIb54GT/Gpu8IKRfdmSdgGAgXEhZBdVs+HoOVo6NCwZ37/bMTnJpQR4urB692luGtev2zZyqZiYIG87GfUr3DppgE06+gqzhyYil0rYceoic8b1Yle99Vpn+A2gvcXA9lMXMVssSMxiopz8uj3ncJ84FBIJ84Yn8ezqnXby9gAVDa18tOkYJpOFI+eLuWlaX/5ZsMHOwAGo17WxumY/Q/uGsjs9j/2ZBRzMKqK2WU1NUzu70i9RXt+Cu7MCfw8XVEI5fd26z9vp7xGBh7T7+cKBg9/Ln97IAVAoFCxfvpyPPvqITz75hNtuuw2FwpFU+ntobreuJjk8OQ7+HRQyiSMn5zIdWj3Hckp47uYJtrDP0f0j2NV0FpFAiFZn4LYpg3hx6UReu2UyLy2dgFgkpKOHaueZhVXEXY5bP5ZTwt3Th5AQ6suh7EKG9Y6gor2JJyPncl/oFKKd/e2O3V5/hvGp9qIBH20+xmvLJ5MQ4mu3vX9MEA/NHYFKLuFvc0dQUtuM0dy9otqhzEKmew7g5dhFFLfWW1eBu2F7/Vlmj0ngrtmDWVeZZrcvUOHBHSHjeT56AVXmBp66bZQtryDU152ci/U8H72AAMVVT4sQAZN8+hKi8QediBSPCI5fKOHFJRNseUjLJw/k50PZ3Y4H4OcD57hpQjIvLp1AkJdbj+0cXD+oDVq+LznKQM8o8gsaeWjOcN64fRpv3TmVfWfzCfdz5/XbprDm6RvZ8OISqpvaunzYX2H/mQJSXeI42Hqe1MRQJGIRSyf0p6m9k9LaZpKjArl1kjVM7Zkbx1FU1ciQ+FDmDutttzDi4+bEq8sns2JbGrlldZjNFpaMT0F8TbFLLxcVb9w2FbFQgJvT1W8csUjIkvEpeLs52eTgBQKYMjCO0X0jOXquiMUT+3DeXEyzvoMp/smMcu3N97uvKjGaLGYeiJtEzK/mlIGeUUwLTKFe10p5fUuPqosHswrR6Y24KGV0ijV0mrqf3zKai+kVY7/osu1ULuP6WfMXA71c+eetUxEIBDQ1aHixzwJ6u9kLPyS7hfFc73m4SB01rhz87/jTh6tt3ry52+0CgQC5XE5UVBTh4eH/n0f116FZbfXkOHJyHPw7KKSOcLUr6PQGSmubGNcvinfvmoHeYMLVXcqnlaW8HbeM3Wn57Ey3qi+N6RvF2H7RNLT8dhG7Kx8Sao2Wcf3689ZPBxnaK5z5w5P4Zls654pq8HRWMmv0IOZFCXm9YCNmLLQbtCjk9t6K6sZ22rQ6Hrh5MGKTBKPWgvPlEJaswirWHMjgycVjyCnuGv5yBZPZQmOjlhe+2U//2CBeG3czq2r3kt1qX5en3aAhOtQTvcloFy9/a/BYvDu9WLfpPHpTOQsWxfJ1xQGWLBqFv8gTkUVEflEjq744xbIZ4/EKVaAx61Eh51hGOS/u28frf5uIXCjhXHENuxvzeXT+KPw9XXB3kbPxSFcvjm1MnVp83Z0JcdTDcXAZnclAp1HP0oDRFDa1su5INs1qDf2iA3loznCkEhHrjmTz+tqDxAZ50zvCv8e+jCYzAosAtUnDPZPHcNfUVNq1OirqW/ngnpmoFDJySmpYf/QcTe2d9I0IIDbYh7kjejN7WCKVjW1IxSKwWL00nq4qqKjn7XWH+PnZm5kyMJ6WDg0SsQilVMozq3cgFgp5ZN5IFDIJBqMJpUzCjtMXuVRRx9t3T6OlXYuHsxK5VExjh5qJQ2MwSPR0mjyZHpyC2WJGYZTTds0crjHpeSNrI0sjRnCXajwdRh0qsYwLrRU8k7WWv0fP/s0532S2YDCZkUnEdBh/ewHM+CsPT1uHlqGJYfSPDcJJISOzoIq3fz7EW3dOJ1Hhz9v9bqZJ30GLvgN3qQp3qQo3hxfHwf8Bf3ojZ9asWQgEAn5ds/TKNoFAwLBhw9i0aRPu7o4fuV9zxZPj7PDkOPg3UMolDuGBy3i4qFg2cSAPf7oFL1cVo5IiOLa/mDtnT+CJj3fYZKUBfj6czeFzRXx47+we+3N3VtjC2PpFB3HvB+t5ZMFo9AYj9364wbai3N6p470fjzGufxTLBo9mVfl+BnpGcqm43q6/IQmh/LgvgwA/F8p8ysjrqOTFmBtYv/8iG46eA+DeDzbyyQNzehxTqK871U1ttHXq2J9RyNFzJbz14BRe6lxLi+GqwTbIM4ra+g7O59UxKCKaQnUtE3z6oC2S8Mr2/YC1yJ+/xJ16XRtvF1sXqZzFCp4KnU/FplZeWWUNxbu2Vk+4nwftdHBJXcXcxJG8+e1hfjyYyazURLamVTM0KYyzBd0ryA3pFYKbY35zcA2thk5uCx7L2q3nOZxVbNt+OLuIecP78OI3u2losz7X2cXVzBqa2GNfkQGe1BiaGewaQ1pOKUKBgNLaZn45kcNtkweRW1bLoewiW/sj54s5caGUd+6ewT/W7KO+tQOT2YzFAmKhkH/cNoWSmibkUglVjW1sPpFDaq9QXvl+H08sHI1Ob6SwoZVnV+9EIACRQGjzwE4YFsntFz7GYgETZt5Mvom/5/+A3mxkrG8izvnerDtwnu+fuoEVe9LoHxPM+ZIaADrVJkRCIe9f2gGAWCCyM0bchU4oA516vA8hPm6IhAKa2jsJknv12M5T6oS2w97IGZgQxI8NR9hdl8UbsUv454/7MVssBHm7AuDmMGoc/If404er7dmzhwEDBrBnzx5aW1tpbW1lz549DBw4kK1bt3L48GEaGxt59NFH/+ih/ilpVmuQS8V2Me4OHPwrlDIpbY5wNRtZhVUU1zQxd1hvPtuWhkZnIj2n0s7AuUJts5r9mQXcOW1wt33dOmkQG46eI9TXHSeFjLL6VhpbO/hs64luQ2b2phfQSx6KUihlceAITNfYnkqZhJmjEjCYzXy74yxTvVKo1DST2VFE8TUFDoVCIS6uUgbEdZVcBrht8iCb0htY5V+/25bBdN+ruQVSoZjbIsbyyqr9ZBdVMSOwPy4SBRPck/l+11XlKZPZQvaFWkZ5XZW6bTdqqBE0khIbaNt2bVjMHbMH4uwko6yjAU8/GcHerswf2YdPtx5n47EchieG4+Xa9SPISS5l0ehkXFWODyQHVlr0HfwzZxOuJmc7AwdgSHwoaRdKbAYOWMNR61vVJEcF/rorBAK4dWZ/jrRdoL9nJF/uOMUHm44yf2QfnJUyYoK87QycKxjNZj7ZfJx5I/pgNFkNnCvbv9h+knnDk7h/1lCUcglLx/fn3XVHsFisiyS3TRlk68diwWbgDEoIptRUi85sRG8xMsw7lpzWCvRmIzKhmNneQ9h2/BLxIT6cuFDGjtOX6BcdiIezNeRr/Z7z3Bo85uoYrzFwxvslkZFjVYEc1EPNoNsmD8LNSYFCKuHs+WrGePfutt2y4DGs23PV86qQSZg+MoG99dkM84wj60INJrOF+SP62MbmwMF/ij+9J+fBBx9kxYoVpKam2raNHTsWuVzOHXfcQU5ODu+99x7Lly//A0f556VZrXF4cRz821hzchyeHLCGWuw9m8fwxHDC/T144eYJ+Hk488r3XZPzr3Ags4BH54+EqYNZdySbxrZOIvw9WTIuhcKqBqIDvVgwsg9VDa1MGhCLs1JGYVXPVdcLSpp4p/cyVq47y+T+cQgFAlITQ1k0KYlV1XtJiU1g75l8tB1mRAIh++rOkZrYl5ToYBLD/BAKBXTqDNy9YBDxp7zZdPgCbZ064kN8WDq+P4fPFXWRqz11sYJ75s9nS206MS7+3B42DmO7gA6dgbunpWJqF/Bu5K2oNfoucfyrt53h5TvHMz2hP0KTCI3OiJNcwvCbE9h+Ipc1BzJp79QRH+LLw3OHIXEWYNCa+SzmbgwSAx8+OAutxsRTN4zFZLZQ39zBZw/NZeXOU+xJz8NstjCsdzj3zkzFz6Xn1WcH1x9qoxad2ciJ3NIu+/pEBtgV9rzCR5uO8cotk0gK92fDsXO0d+roFerLshkp1EoaeSJ0Fg3VGp5ZPJYNR8+RXVTNykcWsDs9r8dxXCyvY/mkqwWDQ3zcuHFsPzxdVHi5KFHKpBhMRkRCEa/cMhlvVxUavVW85KP7ZvPRL8e4WF6Hq0rOwlF96NvXl0dyVuMuVXFP1ERipIFUtbbyfvRt+Lm40Nau45Yp/RjcK5T3fjwGwJs/HeDlZZPYdOw8BzILSMj05s3BN9OoVeOBKxaTBU+VCheFgqe37+SpG8Ywum8kO05dZM2BDNo6dcQF+3DLxP40qTtxdpax6rGFfLblBCMDEgkP8WFjzUma9GoinHy5O3I8TWVGcsvqEQggNSGMWyYN4LT2IjcHjyRQ68vHR0/w5KIxjO0X7cgVdvAf509v5BQWFuLi0rVonYuLC0VF1hWU6OhoGhp6rsFwPdPcrnFMJA7+bZRyyeV6CQ5EQiGj+kQS4uPOQ59sprqpjRvH9kMu7Xn6lEslHDlfzPniGj55YA5Gk5kWtQaz2YJE4kt2UTWVDa18uf0kieH++Lo7IxCApfvcZ1QSOe9+c4KqxlYemDmMNc8uZldTBs8UfY+3zAXD5fA3iViI2WLBU+bE0IAI3t9wlC93nASs4WHTUuMZPSyMyF6ueEqdMbYJeH3NwW6lbKViEW2GTj4asBy1sZMGXStRTv6sfnQhX2w/yb6MfIQCAa8un9zlWGelHBeRilU/n7KFmYlFQmYM6cXicX0JjlfiL3fHiAmBycIrXx60GXn9ogK5e3oqL32321b13Vkp4+5pQ5gxOIGbx/VDIACpREy4j2eXczu4zjHDAM9InHVdf/cMRmtOya/RGow89sVWlk0YwNt3TEcoEiCVCWnoVHPheAuBfdt4+LPNOClk3DFlEL7uTmh0etycepY4FgoEXBY2pHe4H7dMHMg76w5R0WB9pl2UMu6bOYza5nb6RQfyyg97yS2rAyDc14OH5g7HzUmBRCyiXaNF5STky0F3IegUUVLZwj1rN9HaYfW2B3i68NQNY5nYL54KbYPtGsvrW3nk881MGhDHK7dMQi6T4GVSseLns7ZzySQilk4YwGu3TeGpldu5WF7HoLgQHp0/ikAvVzxdFNS3dCASCtF0GHjj54PEBfsgs8hIFkYxMjEBo8XM2YuVfPRFOnHBPry4ZAJCoZDsoioOZRVx8+RBiM1iNHoD3zwehperCoFAgAMH/2n+9EZOSkoKjz32GN988w3e3tY6C/X19Tz++OMMGGCtxZCfn09QUPdhGNc7ze2dDk+Og38bpUxKp86A0WRGLPrTR7X+R1EppCRHBXHjP7635dIcOVfE4jHJZPSQJzKxfwxrD2VhMJrQGUwseb1rTa+taRd4bflkHvzkFwbGBTM4LrTb1WehQECgpws5JTUsGt2Xjzcfp66lnVnzolEbtSwOGM7BLUW4qeToxHosWLgtaDwvfrHXTobWaDKz6UgOUomItsh6Dtbn8EbU0h5rdYwfEMXupizOlZTyevKN3HVqJWsHPsxnW9PYn1kAWIuNWiwWnJUyO8/f3dOH8O6Gw3beKaPJzIaj51DKJHj1EfJmzia+6nsfy9/92faxBnDLpAE88MkmNNdIcrd36njjp4O8unwyL3yzm7ZOHT88ubjbcTu4vuloM9LfIxKTVNhl4eDwuSKmDIzjYnldl+MsFmt9mue/2UV109Uw1CAvV/qEW0PZ1Bod76w/zAf3zqKxTUOgl2uPixNDe4VxJt9aFPeOqYN5bMVWtHqjbX9bp47X1uzj4/utXpsrRgdAcW0TD37yC/fNHEp8qA8e7gpuTnufAZ6RLHebyFOrdtidq6qxjUc+38yXf1tAQ42e8SkxtrlEqzey6dh5Nh07z2vLJ/O3H/ZRd02tHZ3BxIptaUjFIhRSCRYLpOWWkZZrrQt278xUUqKDMJotPPDJJhrbOskqrGLtwUxbH08sHM3ek4UUVjdSWN3ItlO5tn2rHlmAi0SBVCLGDYcqroP/v/zpv15WrlxJcXExQUFBREVFER0dTVBQECUlJXz55ZcAqNVqnn322T94pH9OmtSdODmU1Rz8mygv1xtxeHNArzexJS3HruZNWV0LErGo2/j1gbHBKGQSapvaefbG8Xy9+3S3/XZo9eSW1ZEQ6stbPx3k/lnDuo1Rv3/WMDYfv3C5cGcox3NKyKtowBd3eruEEGrx42J5PY8vGcma2sMMcY9Bp7Z0W2cDYPORC4x164PRYuK4OpelU1K6tAnwdGHyyBj215+jUtNEs07NrZGjMWkFHMgqsGv7w/4MHl8w2iaFK5eIcXdS9hh+t+5INoNVscS6BpJdVG1n4PSJCKCkppneYX42me1r+fFABjOG9OLFJRNwVnUvc+3g+qW5vZMTuaWsL0tjd/NZ7p2Tarc/r6Iefw8XUqK7LoqO6hOB6fKizsC4ECL8PZFLxfz9hjEUVjXSLyoQmcSa2/r51hPoDEZKapp5ZN7ILn15uaq4c9oQtp64QL+oQM7kVdoZONfy5faTDEnovlbMmgMZuKsUbGuwFiGNUwTxxba0btvqDCYOZBVw5FwxeqOREb0j7PZ7uigxmS12Bs61/LDf+m51GcP+TMxmCyKBoMcCp1/tOs2i0X2RS8T0iwqkX3QgCpmERaP74qSQ2am8OXDw/5M/vScnNjaW3Nxcdu3aRV5eHhaLhbi4OMaPH4/w8o/qrFmz/thB/olpbtcQ5OX6Rw/DwV8MhfSqkXNtvYbrEbVOy6Xy+i7b31h7kPfvm8nicclsO5GLxWJhWmoC7k5yDmUW8ead0zCYjBw9X9xNr1aKqhsJ8HThQmktIpGQN26fSm5ZHel55fi5OzMmOZq8inpSYgIZ1TeS577eZStYqGkzcbvvRLIuVvP5E7NJ7yxggXIYplYh+RVdx3sFrcGIr9CNhyOnIRQJ6NM/glGJUWw4mk17h56UxAB8AxW8UvQzXjJn7g+ZSkOpgdZCMU19O7usWmcXV+OklPHV4wvZceoinVo9rR2a7k+OdWVZrzPxWNgsfj5wVexg6YQU5g5LIquoimAfd7xdVdw7M5U1+zM4fqH08v1q4oWbJ+KsEOPh5MjFcWCP3mhCLBXgLXdlVtAA6nzaWPH4HHanFdDQ2sHQXmG4Oyv4+6LRVDa2sjUtF5FQyNQhcXh4ylBY5IhFIi6W1zG6TySD4kJQ67XIZWL6RPqzZHwK9a1q/IOcKKeWKkkjoz0TWf34QjYfy6FJraF3uD9hvu6czC3l04fmUljVaPN8dkdBdSP3zEjl693pXYRHGts6QSBgpFsiRqGJcR5JbK7uvqwGQG5pHb4ezrz10yEenDOcCf1jOJxdhMlsYWZqr27nsSs0tXcSHeTF1EHxbDuZa7fdYDTRqeu+Lg5AXYua+GBfPn5gDgezCrFYLNw/cxguSjl3fbCO1Y8t6vFYBw7+k/zpjRywykVPmjSJSZMm2bY1Njby7bff8tBDD/1xA/sL0OIQHnDwP0Bx2ZPjqJUDCqmUcD93Tl4ss9t+7/whbFGnkd5SQL/+EWCB1+rWMkAfyZCwRO7/aBMPzh5OoJcbRdXdezUCPF3JLKxEKZNQWNVAY1sn8aHeGE0m+kUFseZABkKhgHPF1bb8lCu4uMrYrT6Lb4wr1XXtFGVq+CkvjQ6tnn/cOqXH6xGLhNQ1q+msFeOkkPJd0VlmjInD0LsZJ0Rsbj9K8aU63KUqngidw/Of7aOh1apG1dOK8/GcEhKCfTBbLAgQ4O3WswEiEYuoa1HTWN5JdIBVinZIfAgzUxO5+4MNVDZcvU6xUMizN4/HYDJz+lI5gV6uiMVCvNy65mk6cCARCRmVGEmZwZVb0j7BYDEhE4oZGBNFhNKHgZ7BzHphNRKRiJWPzOf2OQP4ueo4nzZv5V75VO77dAst6qsGukIm4ZVlkzh2vsTmmZw7vDcd3u18VLIdgJ8rThCs9OSV8Tewfm8Ou9IvUd+q5uV7x/FkyTdMD0gh3N+dwz3Usw3ycqWmuZ3HFozmnz/ut9vnrJRR1dDKq2v28f49M6mobCfQy7VHj0qYvweNrR0YzWbeXncId2cFA2KCkYiFfLb1BDeOSe7x3jkrZRRVNxHp78m0wQlsTbtg2y4WiZBLJT0e6+6soLq5jfs+3Gjb9t2+s4xNjubuaanXfcizgz+Ov9STZ7FY2LVrFwsWLCAgIIBXX331jx7Snxq9wUinzuAQHnDwb6Owhav1vHp3vaCQSZiRmmhXvdzX3QkXfyG76jJp1KvZU5PNntpsGnXt7KzNRKfU4O/hzOYTOSwYmdRtvxKxiH7RgWQVVTEjtRe7z+TxzvpDuCgVfLDpKJuOnwcBbD91sYuBE+ztSr2gha3VZ0hQBfHL4QvsSs+jsa0Trd6Ir7szgT14cCemxHLkXDEf/3IMf3cX9pzN5+c953ETOrGzJpPiDmtuwFy/IXz+8ymbgQNWr83A2OBu+82vbKB/dBAbj5/Hx80Jf4/uDZGJ/WM5mF3EP9bsp190EHKpmKcWj+Xd9YftDBywyue++v1ebhht/ThbPnEAwd5u3fbrwIGHiwqD0MSTWT9guCyRrDMbOVJ/kW9KD2PExNBe4QzrHU6tuo1X89azqfI0U7xSeP+H43YGDoBGZ+C1NftYOv6qlPr6I+fw0LnhKb1qyJd3NvJhyQ6cXaTkVdSzcFwSX1btoUbTwsrC/QzoG2gL5/w180f04fOt1hC0YG/7d3be6N4onEU0t2t49ft9NKs13HqNYtu1iIQCJvWPJSbI27atuV3D7jN57Dx9ifL6FiIDPHHpIXx9ztDe7DiVywebjjK+X7RtvpsztDdSsRCxSIiTvPsQ0ZvG9mP1rq5hufsy8pFLxXi5OCTeHfwx/CWMnJKSEp577jlCQ0OZMmUKMpmMbdu2UVNT80cP7U9Ny+VYd4eR4+DfRenw5Njo0Oo5eaGUZ28cb3uXRvePZFdTRo/H7Gw+y0u3TWDeiCTcVApunTzQ7iPHTSXnpaUT+XbvGcYlx5AY6sfh7CIsFjiQUUB8iC9bT+YyLjma1F5hdn2H+3nwxPKRfFN1gDtDx1N4qY2UGKvhIZeKeXzBaPIq6nj9tqmE+doXSB6WGM6ovpG2xODTl8r54ckbWTCsD+Pc+jDB76pB1t8lkvFDonly2UimDI5FJhFRWNnIQ3NG0DcywK7f+BBf5o/sQ35lA/fNHEp5XQtPLx5LiI+bXbvhieGM6B3BztMXAThxoYQ3bp+GzmDi2PmSbu+l3miirkXNI/NG0CvMt8d77sBBW4eGss4GNKbuF2cq21qYNzyJmUN6IVYKuNBqFQYIFHn3mMPW2NaJUiaxW+TYdTSf4Z4Jdu3SmwvpE+cHQGykJ+dbywEwY+HH2sP8487JdgaGWCTklokDqG5qo6Khle0ncxmbHANY6/PMTO3FuJQonFQygjxdSQj1pXe4H14uSh6eO8Ku9p2TQsbLyybh6aZk4AB/3n14KqOTI2xj9nFz4p+3TqFDq+fV5ZPxc3e2HSsQwOQBcYT7e9jECs7kV5AU4c/kAXFMGRRHp85AoJcLnzwwB+9r6lUJBQLmDutNuK8H6XkV3d6/tQezHItlDv4w/rThajqdjg0bNvDll19y/PhxJk+ezDvvvMMNN9zAk08+SUJCwr/u5DrnyqqUk8KRoOvg30MudQgPXEFnMFBQ3cDtfQfz/j0z0ej1uHvIea3oQo/HtBs0SMRCGlrUtHZomTmkF9MGxlPV1IZCJsFJIaOuWc3N41I4dbGM57+5mmvT1N6JQirBYDTx1Kod3Dw+hdunDKKhsx1vZyckCgG1lmb+0ecGLGoRb207zGOLRpEU5YfIIkIsFrD5xAV+2J/BK7dMpr5VjVqjx1UlJ6uwiqdW7bDVtWlq7+DrPac5V1zDolF9uKvvROb6DsFJIeVYQx6bTKfQ6g2M6pvA95MW88vRHA7lFvC3G4fRqTXQ2N6Bu5MSpVzC8exSVmw7xdxhvfFyVfH2ukO8fed0Gto66NDocVHJySys5Omvrp6/qqGdUYPCUTcbbdffHQIBzBicgLPq+s4Pc/DbGExmWvXdh3IB6AxGnlu1l08fmEO9+arX8Nd1nn6NRm9ELBJiMlu9Q+0dOqa792JT9Sm7dp7uSl5ZNgkvd3vPRVpzPkM8Ynl52ST0RhN6owmVTMr207m2WjvtGh2TB8aRHBWIl4uStItl3P/OL4xNieb1O6ayevdp7v1wIy5KGfdMT2Xt0zdR16JGKBTg6aJCqhKwoeoEO6syMWNh/PAk1iy4gcZqHVKJCFeVnBa1BqVMwscPzKGkpgmNzoCLSs6JC6W89O0eW76dRmfgpSUTMVss/HQoi20nc/FwUbFkXAof3DsLjc5AXYsapVyKSi7lvfWHe7x37RodBpOpx/0OHPwn+dMaOYGBgSQkJHDTTTexbt063N2tK5I33HDDHzyyvw7N7dbJ3pGT4+DfRSwSIpOIHQVBAQ9nFcsnDeJvn2/Bw0XB2KlB/FxxiVSvGC61VXV7TKpnLF9sPs3guFCOnCtiz5k83rlrBk98sY2lE1M4mFlEQVUDOkPXH//e4f7sOmP98NEbTazccYqBvYJ4reYn1BVahAIBQgS8EbuEFz7dz1t3Tmdt/WFEAiEzXAbz0KebbQscO05fpKiqgbMFld2eKzkqiNW7T1PV2Mbraw8yJDuUO+YO4JWcDeS2X5XHTnGJ5pFPt+Ln4cTQiX4sz/oYAJlQjM5sVY26I3Q8o5Ij2HT8PCOSIqhrUbP7TB55FfVkFnZ//kWTk3j1/AYeD5+Dv4eznXTvtSSE+joMHAf/EheVnBiTf4/7A13dMZrMpOWWER/rhbNYTrtRi0BiRiGT2MmWX0EoEOCqkts9vym9ArCITAz2iiatIR8AL5kzpRWtbDySw9/ChuEqUdBquBr+drAph171Rr7dcRahUGirbXWFwfEh5JXXUVzbzKqdVuPJzUnBsF7hLH9rre38LWoNf1+5nYFxIYzsHUFWYSV3LRzEfWe/plJztaDvmtJj7K05x1Mh87j7rS3Eh/iyYGQSL367h9snDyQ9v5ILpTXdvpdD4kOpbm7n7vfX28QQWjq0vPDtbib2jyXc14OkSH8e/vQX3r5zBikxQZwr6T6yZnhiuOMbxMEfxp82XM1kMiEQCBAIBIhEon99gIMutKgd4WoO/ucoZY6CoFc4V1RNUXUjc8f3YkXpHtRGHSPce+Eq6frh7SJRMMqjN1q9kc+3pTFneBLFNU1kFFSwcFRf1h8+z7KJAzAYu64exwX7oNUb7XIDBsQG46yQoTFZa+CYLGZGeCWQfr6axrZO9p3NR2PWk+wRxq70PLtjt5zI4YYx/bqoNgGE+bqjUkiparxaJ6eoppEmQZudgRPp5Et1eSeltc3MHdeLlWX7bPuuGDgAX5cfYMaoOExmC+eKaxjVJ5LNJ3JYPCYZk6nr+acOjKNG10x6SxFpmlwemD2823ufmhCGm6rnoosOHFxBIhLhIlEw2qerFLKf3I1OjZ4FI/tY6zVZZCwJGgXAtsZ0lkzu122fM1N7cSi7yPa3u7OCfon+/OPCJmYFDbBtvyNsPB2tBmYP682qX86wJGi0XT8ZzcWk9PbHRSXvYuA4KWSMTIokKtCLb3an2537u31nuzVETl0sw8tVRZNaQ1pjvp2Bc4V6XRvpmgIGxgWTW1aLxWLNJ9xw7Dw3j0vp1oMVFeBJgLcrr6890O28sSv9EvGhPmxNu8CNY/tR16JmSEJotyqcTgoZc4f3tgutc+Dg/yd/Wk9OdXU169evZ+XKlTz44INMnjyZm2666X9UJfeFF17gxRdftNvm6+try+mxWCy8+OKLrFixgubmZgYNGsTHH39Mr15dJ8q/Es3qTsQi4W9WZnfgoCcUMokjJwdrrandZy4R5utOsLs7z0oXEuzuQbO2g7f6LsGIiaP1F9lYfpoU9wjmeaeyamM6fSMCOJNXgfDynLUrPY8Xl0zAbDazLyOfFQ/PpVNnRKs3IhELEQoEBHu78cI3uwGrqtHCkX1ICPEl7VIpISpPmvUdzPIdRKDOl5d3WI2NfRkFvJI6Dh+5Kx9nrrMbe1unju/2neWtO6bzzd50zuZXIpOImDY4gYVj+lCtbuX/sXfW0VFdXR9+xi2TiXtCHEgIJGhwdy3SUqReqtTd3V2pQoUCLe7unkDQCAmEhLhnkpnJ+PfHwNBpkvZ73/YtaZlnrVmL3HvuOefe4d65++y9f3tY91i2pjskbpOigtha7ioDlewZxf7tjlh9oRx01pb/TxhtFmxSKwIBbDmSw+u3jWXvyXxW7T/Fh/dM5OsNhzlfXsPMIV3pEh1CoLcas9XK1/H3IhWJ8Wgn5bP7pvDe0p3klVTjqZQxbUAXJvVNJNTP6y/7Pt38uzFiZk70MOI9gll8YT/1Zj1RqgCe7zSNBUszSI4J4Y07RqNRKBgoSqC/bwJmkw1RqJCYAD+q6/UE+aixWm0EeKsxWyzMeX8pYqGQAcnRTBmewNsFK9BfzPuJUgUwK2QAmUdrGd+9E1KJiMggH2w2G992uA+hzM6C0u2cqCug0FTJlw9O5fM1B9h9/Bw2u52+iZFMH5zMu0t38eT0IVhslw2PhIhAfthyhAl9OzKoVzRWoQUxYo5nlfHLtpOcOFfKk7OG8MrZX1q9HgfqchiS0IPD2Rc4mF3A3En9kEslSERCvn/8ek6dL+PTVfswWaxM7J3IxL6dwOYo8OmhkFFV34jFaqegvJaF249SVa8j+0IFlXU65oxLxWAyY7HY+ObhazmYdZ73l+3GZoOBXWKYO7FvqwIobtz8HbTZt1+5XM7MmTOZOXMmZ8+eZf78+dx3331YLBZeffVVbrrpJoYMGfL/9vIkJiaydetW59+/Pu6tt97ivffeY8GCBcTHx/PKK68wfPhwcnJyUKvVLXX3j6D2onz0f2MYunGjkEncCaOAVCikfZg/k/sl8fQXG7l7WirfF+9kc9lxrHYbAgQM8O/I1z3uZOX20zy2cCMxIb5OFTDhxeRfmVRMYUUtybGhjPZRcyCzkC/WHUB/MUSmfZg/L944kusHJzNzaFeMZgs5FyqQScUEqNTM9RlHZb2e9Ztz+OrMSef85FIxER4OKWappPnz8HB2IWdLqpg7sS/PzBpGkaGK9dVHueH4R4gEQqb2SuXh+P68+9MeLFY7arFrDp/ZbnUWQRT+wbNEo1Twxq1jEQjAUyVDrZIxd2I/TuSXMTQ5lm7xYbz60zYSIgLYmJbN/M1pzhChjhEBvHjDSD64eyJGs8NY8vaQo1E1L5Dqxk1riARC9pfloM0U8XavG1EpJAjtQk5nVeKlkpMYF0BpVQPLd55i1rCu/LQ9g/WHsgnw9uD52SOYvzGdrMJywPEMvHFkN+Y/PY3SpjrSGnJ5IvcHp7BBgFTDk5FT2J1ewJKtJ5jYM4n80hreXLKDmovh4iG+njw/ezjXew/k0xX78Rngg59aySu3jEYAHM0r5vGv1tHYZEL0G6llu93Oi3OGkyE4w1PnfsByUTGuR0Asb8wdRWZWBftO5SNXtS7vLBOKMV/0BI3rlUD6mSIW78hwFjdOiQ1lwaPTqdbqkEnFvPj9JgYnx2G32/lh6xGX59MLs0fw5pLteCrl3D62F68u3EpajkNwQCIWcd3ALqx88WaEAgFqhRyVOx/YzRWmzYar/ZqYmBheeeUVCgoKWLduHUajkXHjxhEY+P9X2hGLxQQFBTk//v4OmUW73c4HH3zA008/zeTJk+nUqRPfffcder2en3766X91Sn8LdY0Gd6iam/8ahdTtyQHwUMoZ2aMDT8/fQK9OEew0HWdDaQZWu2PF1Y6dXZWZvJezFk8PObomEyO7t2f3iXME+3g6w8cm90vi3aW7yCupIrOwgveX73a+QADkFFVy90fLiQr25fGv1/Hcd5tYuD2D1xZtp2NEEHPfXcNLX29rpmI0bWBnfNRKfNRKpg1oWa66WqvHy1PB83mLeChrAVsrTmCxWzHazCws2oPBr4Ee7cNIz7nA+JBuLsceqMlhSO8YAOpqTATIW16Z9ZKoKC/T8fjX6wj28eSBT1exPSOXvNJqnv9+E14eCh6at5rIQG8uVNXz2Zr9LjkQWYUV3P3RcswWG9cde4fvy3ZgE7QuRuDGTUtoJEqKLJVI5UJueWUpFaUGZr+0hMr6RqYM7YTBZOblBdu4bnAyi3ceZ/WBTCw2G/dN6sfT8zc4DRxwJODPW32Qo7klLCzbxcrSw04Dx1/mid0o5NUFO+gUFUR0sC8ms4UnvlnnNHAASqq1zP1kJSqJjMLyWiQiET/vPsETX6/j8a/XsWTnMRqbTMSF+iEUCFD9Sqa5zmDgtPgsq0vTnAYOQFpNHl+UbmRA9yiW7TrFEK+W73uA8UHdaWww079TFKfPl/H9lnSngQOQkVfMg/NW46GQMfeTlYAAtVLGF+sONns+PffdJuZO6k9yTAhvLtnhNHAAzBYrP247yqr9p/H1VLkNHDdtgn+EkXMJoVDI6NGjWbp0KUVFRTz11FPOfYsWLUKn07V6bG5uLiEhIURFRTF9+nTOnXPE2Obn51NWVsaIESOcbWUyGQMHDmT//v3/u5P5G3AYOe4HjZv/DoVMQoO+6UpP44pjMlnZfOQMRrOV3inhbKs42WK79NqzJMT70z0+DJVcSmmNloenDmDhtqMMTo4lyFtNrw7tCPHV8OW6gy32UdOgJ6+4iq5xYc5txVX1lFZrGdOzQ7P2nSIDGZIc58xfHN6tPQkRzRd/hiTH4u0jJ0tb3GwfwC8l+5k1OoUXbhyJqR7GBF7OT6g0ajGo9AxMjmbh+mM8GDkemdA1CEAsEPFQ9Hi2HzzHzSO7IxYJ8VTKuWt8XzYczmZwlxgEAgGlNQ1MHdDZmVj9W6q0Os4UVTIrsh83RQ/EW+mur+HmP0MjVTI1rDd9kiN447Yx2G127hzbm9SO7RCLhfyy7SRDU2KxWGysO+SQUg/w8qDRYHKpCfVrftp4jFvChpKoCUMmlJDiHcWLHa7jh7VHuaZvJ/afzuelG0fy1fpDtCQSaLJYWX3gNJ/fNwW5VNzMI6qSS3ny+iF8tzmdR68ddFn6OVBBnq6MFO8o1GLXvLTshmK0Nr2jtlSdhF7ecc3G7aKJRK1TkxwTyqxhXVm47WiL51dQXotWbyQhIpDbxvQiI6/Exdi6RE2DniaTGV2TyVkc9bf8uO0ola1cRzdu/m7abLjaH+Hv789DDz3k/PuOO+6gV69eREdHN2vbq1cvvv/+e+Lj4ykvL+eVV16hT58+nD592pmX81uvUGBgIAUFBb87B6PRiNF4eaVbq9X+Tuu/n1q3J8fNn0AhlVBe27La1d/NlbzXGpuaOH1ROcgssGCjde+CSGHn/sn92HuygE/nTuZgViEPTR1AoJea4qo6rHY7gV4eLsn+vyX7QgV3T+jDA5+upLHJsWp8Ir+UXh0i6JsYya4T5zBZrIzr1ZEOEQEEeF0uShjg5cFbc8ZyKr+Mjek5SEQiBnaJxmS2sq8mu8Xxhgd1ZmxoCucaSqmz60gQRzDBvyf9vDqyo+4kTTYTIoGQW0f3pKi8npyT1XzU/TYO1edwRldCtCqQAd6JSEwS+iUK8deo0OqNjOrRHrVCRkK7QKRiEaU1Wvp3ikIll1Je29jq+WcWlnPb2CGopG6xgStBW/9d+z30FhPVRi12kxBvoRrPcCVWqQWJtw9moxWr0UJ0oA99O0VhNFucAgDBPp7klzdP3L9ERV0jHkYVNypHEBiqZu+pfHZfKGRcr0QiArwwW6zY7PZWX/wBzhRVIpWIUMmlfP3wNLYcyaWoso6OEYGkJkQgEYuYOawr2YUVzLt/KqXVWoKUXiTldkDfZGFyh77USxr4+Pw6p+DHeW0Vnko5b/2wmwev78vI2BT2NGQCdvqqO2KpFfHiV9v44sGpiEVC5/OkJc6VVnPPxL7sO52Pv0bF87NHUFJdzyer9rkIFOQWV+Glbv3eNBjNLarUuXFzJfjHGjm/xf47NRZGjx7t/HdSUhK9e/cmJiaG7777jtTUVIBmeSt2u/0Pc1lef/31ZoIGbYmaBgPtAr2u9DTc/ENRyiS/+6P4d3Il7zW5TEpkoDeHsguRCn7/kWkT2vmldi/jk3ph0lnxVisAAW8s3s7RPIcXJSbYF19PJdXalut5+GlULNx6hFdvVCbqlAABAABJREFUGc3D89ZgsdkI9lHz4Yq9hPtruHFED7YdzeXdpbvp2C6AJ64bgt/FAn1V9To+WbGP0T07oJJLsVhtvPPLLsRCIXfd1q3ZWMODOtPJK5wHj3yP/VfGW3t1CHcFjsaeoUYpErLw3GkKK/aREhvKDcO7IbNK6GyNw98QQN/ISMrqdNz+8VIeu24wi3Zk0Nhk4vrBKcx8fSEmi5UALw+emzUMb7UCg8mCl0ruLFb8W6KCfNwGzhWkrf+utYbeYmJH+SliRCE01pvR20ycExfhJ/Rk46Z8Dp0uZOnzsxEKhdzyzs+8d+cEhAIBNrudaq2OEF/PVvv2Usmx2e0cyS128Yb8uO0ofRLaMbJHBwrKagjx86SslYWhMH8NAoGQm9/5mZtH9CAm2AeZRIRYLMRktvLsgk2U1zTQs2MEUrEIg8nMjFcvh8wv2Xqc5Nhgnp9yHU9lLwTAR+JBo8GI2WLlrR924+uppFfHcGYM6crD89ZQXtuIVCzCbLGiazIhk4haVGoDxwLJ3R8tQ3uxbMCiHRn0SWjHs7OG8/x3m5ztAgOU2CWt1xWSiEVusSM3bYZ/VLjaX4VKpSIpKYnc3FyCghwVii95dC5RUVHxhzk/Tz75JPX19c7PhQsX/mdz/m+oazTgIXd7ctz8dyjakIT0lbzXlDIJE/t0QigQcCyzjF4+zcNCAOLVwRToKllfloFW0sA7S3exPSOPjLwip4EDsPZgJtMGdGmxD4VMQrtAb3YcP8uuE+cY2CUGb7UChUxKTYOeUT068PHKvaw7nEVpjZbtGXkczi50Hr8/8zwbj+RQ22ggI6+YTek51DUaqNLqUJuVaCSXk/iFCBgbmsIH2etdDByAnIYSdutOYbRYWXcwm8KKOgCuGZDI5iM53PX+CgK8PHh14XZ0JguPfbmWiABvarR69mcWMHtYN17+cYsz9r+irpFgXw2v/7SdLUfOMH1wSovnr5JL6RzVep0TN/972vrvWmtUGuvZXHICS5OdgspavAOkbK04QVWhif0nC1Ar5Wh1Jr5afwiAQ9mFDOriyDUrqqonyFuNRwshWgCT+ychQNBiuNf+zAKq63VsP5bLzSN6tHC0Q7Bjav8u1Dbo8JBLmb85DS+1kiW7jrN4xzFqGw0UV9VjsdlIy7lAiK8n7/yyq1k/x/JKyTxVTVfvaMKUPmhrzC75NdVaPXWNRjann3F6S0f37IBULGbNgUzG9mq5iLqfRoXBZHYaOL89tw7hAYDj+RQW7km9sJEg75ZFmcanJuDr6RYLcdM2uCrNbaPRSFZWFv379ycqKoqgoCC2bNlCSorjh9dkMrFr1y7efPPN3+1HJpMhk7VNI8Jut1Ova0KtbJvzc9P2uSQh/f/xav6vuZL3mt5o4vCZQp6ZOYw9p85xT69RNNlMHK+7HM4apw7i/g5jOFlxgceiJlGpb2Rsn/aoJHK+3XgYiVjEsG6xdO4QiNFkJdzTmwm9E1lz8DR2u6M+zriBHUiODWbP0fPIJWLWH87irdvHcU3fTuRcqODTuZPx9pCz7Wgu+WWO0BqhQMCJ86UkJzoWa06dL0UqEnEiv5Q3bx/LU99s4EJlHQCf/3KI1+bM5MWcn6loqqeLdzt0TSYeiZqI3tbElprjnGkodZ5TkbGaOSNH0jchEpFQRJCvB37eSmKCfRnTowNKuYTlz9+IQAB3TehD+zA/tHoj3z06neoGnUvS8ozBXREAPz45A7vdjkwipriqnrWHMp05DH6eKt6eM45AjTsP50rSln/Xfo89FdncED6IC4V1mM1WNpZlMMy7C1tXnWVyvyQm9E5gzYFMwHHfVNU1cMuongztGseaA6dZe/A0H9w9kSe+Xk+V1pFTIhDA6B4dSIkNZfnelnPxANYczGRsr47U6Qzcf01/Pluz3xkKp5RJeHrGMERCAT9tP8GTswbTaGlCpZTw9u1j8fVUsWhHBgKBo/jn67eMwWi28Ph1gzldUM6WIzku3pe1e7N54PZedPAP4vxZLbeO6snaQ5lYrXZuGd+dLvHBHDxVyJOzB9ExKgBPuZzj2WXsOXWOZ2YMo0qrY/ev6v6M6dmBW8f0pKHJyOtzRjNv5QEKLi5q/PrcKusbefHGkchUNj7P2cUzt4/jzfm7uFBZ72w7sHM0d4xNRS5tXe3NjZu/k6vCyHnkkUcYP348ERERVFRU8Morr6DVarnxxhsRCAQ88MADvPbaa8TFxREXF8drr72GUqlkxowZV3rq/zWNBiNWm63VlSk3bv4IhUyCzWanyWRBIbt6f7SMFjNnLlRy66heVNY38uy8LUwe3J27kkeiFzQhEAoQ2gTUlZjYvbGMosp6ooJ9mDO2FwFeHqzef4oX7hzKhpojLKjbjFIkZYQ0mWkjEpnaLwmRCk7pC1hatIcfTutJDoji3UfG8MXPh/HxlaOUS1i8M4OF2zMI9FYze1hXbhndk+e/28Sztw/hkD6HO9K/BGBoUhI/jZrO6u3ZvP7TNm4d3ZNgH0/MFisKmYRzedXc5zeBkEA1UrOUbzekceRMEZ5KOeMH9GR6nJT389fyVOwUcrJq2Jh/hl4dI/h55zFyiqoI9FZz44hutAvw5rnvNnG+rJZwfy+emjGE4iot8zcdxmyxManv5RpjD0zuT9/EKL7ddJiDmYUo5RIm901izthUZg7tSmmNFrVChq+nkmBvD6RS9zPLzX9OtbEBuVKM3W6nR/twTlRkk6yJ5t5J7Vi65wRrD2ZR06AnyFvNMzOHsfvkOR7+Yg1CgYBnZg6nQd9E5vkyPrp3ElX1Oup1Bvw1HggFAmoa9dT/jgiLVt+EUibh2QWbuHNsKj88fj3VWh0ioRB/Lw+Kq+q46e3FdI0No8FbS4Q4gF2Hz7Lj6FmEAgFjeyWw9NkbANh3+jzL9p6k0WCke3w47905kU9W7XOqvml1TXT0COPzxfs5mldCmL+Gp2YMxT9QwQfn1rLgVCXhSh+ubdeHfY2ZHDqfx/TQfnzx6GQ+WLKPTpFBXDugCxa7hYgAbw5nX+CReWvR6pvo3iGMV28fzYn8Et76aZfz3AZ1jWZQ1yhqapvYsu0s9/QYi4dazDv3jsVksNOgNxLorcZHrUCjal4U1I2bK4XA/nvJLP8g1Go1x48fb1F4YPr06ezevZuqqir8/f1JTU3l5ZdfJiHB4bq9VAz0iy++cCkG2qlTp/9oDlqtFo1GQ319PZ6ercf3/h0UVtQx6fn5PDR1gNPV7MbNf8KJc6V8smofm16/Hf9fJbe3Bf7uey2/rIbHv1pL3q8SiwUCCPJR8+qdI0nLKuLz5c0V056bNYzEDgHMyZiHzuIaCtLJM5znEqfyXvZaDtbmuuyTCcW8k3gjuY1lZDUWEVQWzPy1R5z7Zw3tythB7Xns9PeUGupcjg1RePNA8EQeen8d4Fi17hgRwIyhXXn62w34qJU8P3s4j321tll8fp+kdtw+sQfv/LgHm83OdQOTefHHzc0Uo2YMSUFnMLHqwGkemNwfk9nCZ2sOACAWCnn3zvHc/9kq4kJ8eeWWMdzyzhJ0v8nvSo4O4elZw7j9vZ8J0Kh4a854IgK8f+dbcHMlaEu/a79HWvVZ8mrLSJHGsnzvSRJ7eROEL/d9sBqzxUpUkA9T+icREeDNKwu3UlHnCOeaPjgZo8lCbnEV1/TrxMs/bkUsFCIWC2kyORL8bxrRncR2gTz61boWxx7RLR6FVMKqA6cBR/jXyzeNIj27kDpdE8sueoHundqbpPhAnvt8azPxjednD2f94WzSclzDAxUyCW/fPo4nvllPo8FIn4RIooJ9moXO3XlNL/J88tlZdfrytrjhZNYXsbsii1vCh5Cq7MBjX6wnMSqQ2eOT+Wb5EQ6cdhVYkkvEfPbQNazYe5I1+7IZ0SOOjv3U9PSJY+azS5ztxCIh90zoy7UDOqNwL6a6aaO06Zwcq9XKrl27qK2t/cO27dq1QyJpebV58eLFlJSUYDKZKC4uZtmyZU4DBxyiAy+88AKlpaU0NTWxa9eu/9jAaWtcqs3hVldz899yyXvjrpUDp/JLXQwcALsdSqsb2Hogj9z8llWV3l++hzq9vpmBA5Cvq6DG2tjMwAEw2ix8X7wTk9jElsrjpCQGI/5VocDMgnIO1ec0M3AASgy15JiL6BztCGGz2e2cLiinrtFAZKA3k/om8t2W9BYTkPefLMCsh/zSGq4d2IXP1uxvURJ38Y5jDO3qyE1K7diOrzZcloS22GycOl/GgM7RvHTTKL5Ye6CZgQNw7FwJZdVa2gV4c9f4vm4Dx82fIkrlz/6aLMxWG0v3nCRaEsxnyw44w8byy2qIC/Uj7cwFp4EjFAjokxDJin2nmDawC5+tdpSNsNhsTgMH4IetRwgP8CbQu/lij1wiZmKfTmxKz3Fuu3VUT2RiEd9uTmNQcgwCgSOxv2vHYPYfK2xm4GhUcmQScTMDBxxqZYt3HmNcakfEQiHTByez5sDpZu2+XZPOWN/uLtvmn93J+FCH4MgPRbswicxM7d+Z6SM6Y9HRzMABaDJb+GL1QaYN6oJcImbSkAS+Pr+dSoPWJfzdYrXx6ap91Fx813Djpi3SpsPVRCIRI0eOJCsrC2/v3/8BPHXq1N80q38GdbqLRo57hcXNf8klI6fR0DYU1q4UdY06Nh050+r+7RlnmTm0K1szmhsrDXojDfqWr1+8Zwh7KrJa7Tet5iyTI3oBkKMvJiLAm3OlDmMqJSGYLeXHWz12f30Wj1w/icoqA1X1jZw4V0pEgDePXjsYH7WCbzemtXrsvpP59E6IJNzfy/ky+Ftsdjsmq4XvX51KbaXe+SJ5ifkb0/jwngkoZBL2nspvdawtR3N5e844TBZLq23cuPn/4Cf35LH2k1m/x2FsVNfqOZnvKihUVa9n78nL/x8DvT04fzG/TSGVtKp4aLXZKamu5507xrNw61G2ZuRisdro1SGC28f04usNh2gyW4gM9OaeiX2x2+2olFK+eeRaVAopK167AYR2KnWN7DvW3LBIiAhsVuT31+w/fZ4P757IyO7tmbfmQDOBAHDU4jHqbYgEQmehYqPNjFIs483kmTRYDBhtJgYlR7Om7jDCnJaFAwAOZ1/gAZGIt+8fzVclmzHazOyrySEhIpBDvxI6sdhsFFXWEerXcoFgN26uNG3ayAGH5PO5c+eIioq60lP5R1Hb4PbkuPlzKKRuTw44ihBLxaJW90slIpc6Er/lUmG/32KxW5EKW38EiwUipzS+VCDGYr1sSFgsNqTC1uckE0nYciSXHzdmEO7vxTMzh7FgcxoHMgt447axiIVCLLaW5yyXSZg5JOUPlfV0tiYeyFjME8HTmu0b2T2OUF8vDEYzUrHIRQHKZSypGD9N2wqFdPPPxdxoQypx3Bc2G06JaIAbhndDo5K73Mtm6+X2wlbu00s0mSycOFvKlP5J3D6mF+fKajh1vowlO48xumdHrumbRFW9jrgwfz5fvY8tR3Kx2e2IhAKGdY/j5rHdsWFDIm5+z1tsNiS/94wRi/D1VVCtb3QxMn6LSHj5fC/RaG7i8WMLCZBreKLjRERCRyHRFGnr0SpikQihUMDL53+mxuxY6FBJZFiszRdsfm/ebtxcadp0uBrAq6++yiOPPMLatWspLS1Fq9W6fNy0TF2jAaVM4hLi4sbNf4LS6cm5uo0cT6WCa/oltbp/Yp9E0s+0/OIR7KNGoWjZkMmqL2aAf8uSrgCDAhM4UHUGIQKi5EFOGWeAgycvMCUstdVjh3p3Zk/GeQAuVNZx/6crmTmkKwIBHMoqYOBF6dwWx+0cw4Ofrya/vJbYEN8W28glYjy8JGjNBuxyazOP8ZyxvXn0q7XszzzP6J4dWh1rzO/sc+PmP8Fut5NZWE7vhEgAJHIB/ZIci6ORgd60C/Tmk1X7GNG9vfOYqnodwT6eiIVCymsbiAryabFvhUyCVCzi7V92cr68lkNZhRRX1fPd5nS2HM3l+e828fjX62gymflg2W42pZ9xGhtWm51Nh8/w5arDqKVyRvVpLkF/4lwJvTpEtHpuY1I78EPpTips9a1KN2tUciwys4scvEaixHSxcGhFUz2PHvuRJpEJP5mafp0jWx1vaLdYGoV6p4EDMDg4oVkNIKVMQrBP283TcuOmzb8Bjxo1iuPHjzNhwgTCwsLw9vbG29sbLy+vPwxhu5qp0xncXhw3fwqZVIwAt5FjMlsI8FIxODm22b72Yf4kRQYzqocjXv4ScqmY7vGhvHX7ODQSJSODu+Avc30ZGBHQhfIyHdND+jXrN0CuYUJYNzaXnuCOyBHsTT9PSmwokYHeCAQwe1g3wgT+pHg193CnaKKQNygpKL+cy9hktnA0r4jrB6eQX1bD5H6dCGhBTOLmkT0oq22gXt/E4h3HuHdiP6exewmBAB6a0Z+lFY78hcXle3hk9gCnxyo+xIcqrZ7c4iq+XHuI6wYlE+7fPJxlSr8kdz0NN38ZlfU6si5UcDK/lDvH9UagsDF9TBJ+niom9e3Ej1uPkn2hgmAftUstpuV7T3L/5P4s2p7B3En9milJCgUCHp46kMU7jwHw7cY0xGIhkYE+Ll5auURM78RIdh4/2+L8dmTkoW00kRQfSOeYIJd9RrOVqvpGZg7t2uy4EF9PxgyIZ2flaZaU7+GhWf2aeZbFQiGPzx7I4rK9zm0igZCHOo5lUcE+5zar3caign1MC+5Duj6Xm0c1r+sT5K3mplHd+eLcFue269r1JltbzOg+8S7X5ZWbRzsLEbtx0xZp8+pqu3Y1L4j1awYOHPg3zeSPaUsqNC/+sJlT+WU8Pn3wFZ2Hm382D3y2itvHpHLjiO5/3Phv5O+812oadTz/3WbumdiHukYDy/ecwmS2MrJHPAFeas6VVNEhPACpRMyGtGxiQ/wI8PLgSG4RUrGI7vHhjtwWkR0PXxG760+TrIjmQn4jny8/yA1jupGU6MeehtPUmnT08W9PtEcAe8uy6eedgK/QkzNFVZw6X0aYn4Ye7cMRAM9+t4nJQxMQedvYqz2NAAEDNIk0VQt498fdTmEBmUTEfdf0J9jHk2Nni5GIRfRsH4FIKCCrsJyDWYV4qRSMS+1Iu0Bv3l26m20X84s6RgRw94Q+HDlTzJniSoK91Uzsn8hPlbvYWnnCeY2uDevDWE13NqflMmVAZ9JzLvDSj46XpOhgX169ZTSnz5ex8/hZVHIJ1/RNItTPk1A/r//pd+fmz9OWftcuUddooLRGy95T+UhEIvonRSGTill3MIsavY4pA5IwCcw06k0okSMWCpn1xiLA4ZX54K6JNBqMrD5wGpFQyLQBnVEr5RzMLiA5OoRD2YWcLign1NeT/knRrNx/iu0Zec7xf3pqJlp9E/uz8skrqiEm3JvRPTuibzRz23u/tDrvd+4fg96jEUsT2OvE7E47j1AgYGK/RLx8ZXgKlZRWa1l7MJMGg4khybEkxwVz9+kvqTI6vCjJmkgeipjIhoM5nC2tJjrIh6EpcTRZzEhVAtbVpqESyhkUnMCCc7s4UOWaTxjtEchLHa5jU8Uxxvn3oE7bxPI9J6hrbKJfl3akdoikQlDDTwX78JQoGB3QFX2NBavdTpSfH5+uOEC4n4Zr+nYi2NfTXRPHTZumzefktCUj5p9EbYMBlVt0wM2fRCGTXPWeHIVEyvj+HdlQe4S0+jyeHT+NNbuy+Xz1AYqqHIXwPORSXr1lNL06RLB0z0l2HMtz6eP6wSkoZRLW/ZzFa7eO5rkFGymqcoTbfrfuCL57lLz14CjWVqYTLPbh4P5SamqEmHsIuefHFS5hInKJmLfmjKNrTCivfLuDQG8PenQIp1+nSDZszmHXrwr9Abx04yiW7DzG0bxi57ZvNhzmngl96BQZhIdCxvGzpfh7efDJqn1EBHg522UVVjD3k5V0jQsl3N8LoUhAhu6si4ETqQqgh7Q9d32wgi8fnMr8jYcY0e1ySNC50mquf/VHBnSOZnCXGIwmC0HeareB4+a/olqr492lu9iYdlnN7KOVe7lpRHf6JkVSKq7iREMBx/fXsO5gFnKJmMXPzCLIW01ZbQPXDeqCXCrmx21HGNuzI+dKa3h2wSa0+iZGdW9PiI8nPds7FibKahp46PPVLvlrXh4KzhRVolbKkLQ3Ehhp54wxjwSDL0HClsM7L6GUSygwavk8bwuBcg3dekdjB+RBdnaUnsJ2Ts754jr6JUbRZDazZOcxwiI9nAYOwLH685xpKmZY1ziMB82cK6th0Xs/Y7XZ8VYreGfOeKoaGph3ZgsZdeebzSFE7o1aLKezLZbrXvwRuVTMzKEpdI0Po6ymAZ3ZSFZjKdM8BrB672keO7WJxovqiN3iwnjl5lGO+kF/kMPkxk1boM2HqwHs2bOHWbNm0adPH4qLHT/UP/zwA3v37v2DI69eahv1eCjcRo6bP4dSJr3qhQcUMgkBoXIWFe9lrH83Xvh6K4t3HnMaOACNTSZ+3HaUstqGZgYOwKIdGcSF+dPYZGqWFwAwtHssi4r3srXsJDaDgG/XpxHo5ck3Gw81i4NvMlt4ev4GJvRxFNwsr21k7YEsVu49zfjURJe2PdqHk32hwsXAucSnq/ej8VDw/vJddIsP5bPV+9lxLI8R3eKb5fIdzS1m1f7TJLYLIs9U6rLvhuBBvPrtDnp3jCAjr5gV+07j7+XRTG5394lzvLxwK5mF5ajk7tVfN/8dR84UuRg4l1iwOR27DZaW7odaKesOOpQLR/XsQF5xFTOGpOAhl9IvMYq1BzPZczKfD1fsIcTXkyqtDpPFyuqDmTz17QZ0TWa2HDnDnlP5zQQ6pvbvzNqDmTzx9XqSFJGsKUvngqEasxaO5hWTFBnUbG4AKbEhSOVC1hY76tuUN9WzviyDUmMtp+uL6CSJ5IeNGew5mc/ri7fz/rI95BRVcvR0CSnekS59qYRyHv1yLT/vPsH+0+ex2hwBObUNBt5YvJ3YEH+O1TVXcQOYFtKbOoOBJ75cj8Vqo9Fg4ou1h3j5h618te4Q365Jo5tHLPd+sJLN6blOAwfgSG4Raw9muuT9uHHTlmnzRs6yZcsYOXIkCoWCo0ePYjQ6XrgaGhp47bXXrvDs2i51je6cHDd/HrlUfNV7chqNTSy9cAiAUJE/ucVVLbbrFhfGkp2tyzpvz8hleLc4juYWk9guCJlExLjUBN6aM5axfdvTYDHwcbebifby59tHpzGyezw1rUjaNuiNVNY38szMoc74/OHd2xPiq+beiX2dRsr41ATWHMhssQ+5RMy5kmq+e/x6EiODKK6qp2tcGOk5F3hh9giX54dIKOD6wSk06JoYoe5KR89Qx3aBEKVFQVW9jjljU+kcFcySp2dhtdr4+N5rmknL9k6IYM7YVHzdimpu/gvqGg18t+VIq/uX7DzGtUF92bw/l0l9O/HotYO4pm8nZBIxAd4evH/3BJQyKQLgukHJzB7WDS+1ggcm93fJqftuSxof3D0Rb7XCuU0ohHsn9qVPQjsGJEXTo3042nIz7yfdxNvxN5J+ooS9p87x7OxhxIf5u8yrY0QAD83oT7G5igv6yzW1OnqGclP0QC7oqthx8Bx9EiN5aMoAHpwygNSOEQgE8OPGY9weMsJ5zwkQIDKJW5V3zy2uwmiy8ESHScR4BHBbxDAejprAtJA+PBo3AY3dg6JSbYt1sgB2Hj+HSd+6WuSiHcdaldp246at0ebD1V555RXmzZvHDTfcwOLFi53b+/Tpw0svvXQFZ9a2qW1schs5bv40Cqnkqq+TY7RYqDfrALC0IoUMDqUhra6p1f11jQZmDe1Kg96Ir6eKbx6+jsU7Mnh7yU40KjkzhvZCZVLxydq9ZOSV4qtWcu3ALgC8/cvOZkU5K3UNJCb48eljE/ERe1BUpeWtn3cSE+LLp3Mno1bIQAD1+uZz6hwdzB1jU1lzMJMPV+xBo5IzLjWBmGBf1hzMpKy2gWdmDsNutyMUCvBSKVh3KJN3l2XgoZBx26Se3NrBE61Fj8wkZfVLN3GutJb5m9Iorq4nOtiXOWN68dnca6hpMFDbqCfYxxO1Uk6Ib9vI63Dzz8NitaFt4f/zJeoamwiQarh1VC+W7TnB/E1pBGhUvHzzKHYcO8sXaw+SGBnE+NSOLNp+jG0ZuQR4eXDtwC589/h08kqq0SjlRAR6oWsyMe++KRRU1GGxWogLDWD94Sye/W4TNpudwckxRAf5UlhSh1HcwJj+7SkTVfF24QquvS6FMGE/mvRWfDyVqD2k2CVWAowa3u92I3qLkTClL2cbynj2+BLGB3dnQN/ObD+W5xQ4GJIcy/WDU3jxhy289s1Onrt1IgaaMAiMKHS//9teXKkl2iuEW5SjWbDqCJX1jSRFBTF6ZDtW784iJrT1sDqb3Y7J3HrdqnqdgTaeyu3GjZM2b+Tk5OQwYMCAZts9PT2pq6v7+yf0D8BstdJoMLrD1dz8aRQyyVUfruar8qB/QAcOVechlDm8W7+uhn6JnAuV9OgQ3qrnpGtcGG//spNrB3bBUyVjxqsLabr4MlFZr+OlH7bSJzGSHvHhbDmSR1W9jrd+3smYnh24cXgPFmx2LeDp46vgoWPf8XnKHLanneOjFY7w3WNnS7DbHfV7JCIRKbGhHP5VbQ1vtYJbR/XkoXmrnau5lfU6Pli+hwGdopg1vBtz3l/KiXPrkIhFJMeEkBwTwuqL59VoMPLBor0IBQIUMglLn5vNukPZfLLqsopTVb2Ow9mFvHLTKKobdCzfc5JrByVz/eCUP/FNuLna8VTK6N3RkffWEiO6x2FvEnLfpyudBWpvGdmDNxbvIC3nAlFBPvRJaMfdHy13hnhV1et44fvNTOnfGZlERI/4cPaezOe9Zbt58voh/LQ9gwcm9+eheau4UHk5RPWn7RnsOHaWJ68fQnVTI5tqD7Oj4jQAGXXnESJAI1HyXtiNvJu7moPVDjEPIQIUIikeYjmvdJlOo8VIH8+OPDtvE6U1l8ti/LjtKDuPn+XpGUPZmJbDqp2ZrDmQeVE4YYJLDaBfI5eK8fVUsvFwDkt2XfYs7zh2lt0nzvHOnPH4+MhbvcZB3mqUitbDSbvHhzVToHPjpq3S5sPVgoODyctrHuO+d+9eoqOjr8CM2j6XVpPVbk+Omz+JW3jAQbJ3JH4yNRurjzJjRHKLbWRSMZP7JSGXNF878vNU0TEigJP5ZXy2ej/lNQ1OA+fX7D99nlA/jYtoyPrD2aTEhrjkyQxOieG4Pp9KUwPWJpi35oBzn0AAg7rEsGTnMdYcOM3MISkuoTgTe3fih61HWgxX2X0qH6FAQMzF+jhmi5W0nAt0igzCR+0q92yz27HabOiNFr5Yd7DFa/LO0l30S4xCbzTTNzGyxTZu3Px/kUrEzBraDbm0+T3mo1bSo30EHy/d7zRwvFRyNB4K0nIuAHDtwC58vuaA08D5Ncv3nqB/p2iCfNR8utphsC/dfYL7J/XjTFGli4FzidIaLcfPlhAW4uk0cC5hw06tWcdHOetJ0IS5bNdZjZQb69lflcMNkf1JO1nkYuBcoqiqnrziKmYOTWFTWg42ux1dk4mN6WeY0r/l2l3XD05BKhG7GDiXsNrsfLhiD2aBlR4dwlo4Gu6f3I8Gsd5FgOQSIqGA+yb1x1PZupHkxk1bos17cu644w7uv/9+vv32WwQCASUlJRw4cIBHHnmE55577kpPr01S22AAcIerufnTKGQSGvRXt5FT16Rj0fn9vNplOksLD6KOgQev78dPG49RXtuIj1rJjSO6kxQZxNfrD/LOHeP5fks6h3MuIBIKGNg5hin9k3ht0XYASmsaXJJ5f0tGXjHtw/05mntZLOBMUSURAd5U1TcyfUgyw3vFYZGaGRAaR2W5I2n6Er5qFcVV9djtUKdrYsnOY7x5+1i+25zOifxSEtoFNPMK/ZqD2YW8e+d4KmobOZxdyJJdx1l7MJN5D0zhy7UH2XE8D6vNTs8O4bxx6xiyCiudL5XNrl2jgQaDiXkPTCUiwF3XzM2fJ8RPw/ePX88HS3ehVikY3i0OmVhMiK8nAgTcOronSpkEf28VCpWYs+dreXvOOAD8NCouVNa12K/d7lBu06hkvHHbWA5mFrBi3yn0JjN7T+W3Op/dJ8+R2KXlIqIAGbXnubZdnxb3bS07yVsJN/DMsk2tHr/nVD6xoX68fPdw7GIbEoGYk9nl9ImPItzfiwWb06lp0BPo7cHMIV2JDvYhr7iy1f7Ol9dS36Rn2sQEEtoFsWzXCRqbTEQGenPf5H7kSQpR6KW8e+d4Fm49yvrD2ZgsVpKignhk2iCiWykQ7MZNW6TNGzmPPfYY9fX1DB48mKamJgYMGIBMJuORRx7h3nvvvdLTa5PU6RxGjlrpNnLc/DkUUsnvvpBfDQgFQjqogxHahYQpfQnz9ELtp+SV2OEokVNda2DBpjRKquqZM7Y3CpmEudf0o7S6AbvdzuGcCzzy5VoMRvOv+mxdflUiFmKxuib+enkqePuusZxtLGNl5SHmp6/DT6bm4Q7j0Yhck/stViuSXxUL3J9ZQG5xFVP6d2bWsG6E+TkqvP9WNeoSVqGVk7rznM1t4PS5CuY/ch37Tp3n4c/X0Dshgp+emonFZsPbQ07W+XJEvylM+FtEQkGrleTduPlPEYuExIb48cTMoSzbfZKnv92An0bFx/dcw7w1+wny8aRHp1Cy9BdQVql4e9FuSqodXpIP7574u33rjCbu+2wVNVo9g5NjeeO2sWTkFbncT79FKhYhELQeFCMSCKEVNTKJUIxUIP7D/q3eRl468zNNVsczpLt/DEO8Yqg41sD9k/sTFeiNUimhwlLHzuoTRBH+u+eplii4N+tLPu53C+2TvFCL5ISpfTHbzXgaYtCIVOw+fg478NKNIxEKhTQYmvDzVCFrwVPtxk1b5R/xv/XVV1/l6aefJjMzE5vNRkJCAh4ebnWe1qhrvOjJcdfJcfMnUcok6JqM2Gz2q7YugqdMQQ/fOG469KnzJeMSAgS81XE2ecVVHM0tdoaI/PD49Twzf4OLh+UScaF+WGytCxh0iwvjp+0Zzr+FAgFJ0UHckPERRtvl8SuNWp48/hOLuj6Ih0LmDCus0zleRiRikdPDUlmvY95aR0jbHWNTGZQcy9ajrkUCL5HSMZhHcxbwSPxE9hzV8/AXa7hxeHcuVNXRRxjJNxsOkxIdQpe4UO77fBU/PD4DD7m0RWM41E/jXmxx85dTqdPy8+5j/LjZcZ+8fOMo3l26i5JqLcO6xlMqrCLY7ssDn611WTDIvlBBQrtAMgvKm/UpFgkJ9FJTVe8QGdmWkYu+yUSfxEhCfDUuntVfM6J7e9Ti1sO3BgZ0JL36XIv7xgd3Q2toYni3eE6dL2u5Tb+OzCvY6PLsSa85ywvGJcyIGsLz3zi8QE/eOIgVlj3kNZbxXoeEVhcyOkcFIxdKCJJ7obUYeC7XUSTVX+bJA4ETWbLxJH0SIp05dqv2Xw7DC/PT8PXD1xLg5X7/cvPPoM3n5FxCqVQSGBhISEiI28D5A2obDIiEAndyoJs/jUImwW4HvfHq9eaYTCY2FB9rZuAEyDV09opgZ91JxvTtAECIrydT+3dGbzTx4JQB/NZho5RJeGB6X3wC5PhrVM3GmjEkhYNZhS4vZndP7k228YKLgXMJO3Y21KTz1p1jSIoKcq4Irz+cxWs3jyahXSCiXxmnKrmUxMggpvZPwq+F8WeOTOZAQzZWu42fSndzzZAECsprkUvFeChk9O7Yjq1HcxnaPZa0nELundiPzIIynps9vJl3SiYR8fzs4e4wNTd/OdUNepbudIgPeHkokEnF7Dt9nsn9ktDRxFlDOZv25TbziP6y+wR3jE1tcQFw7qR+rNx/ymXbgawC2gV6o5RJ6NG+eQ5L5+hgIgK80NaauDlycLP9vjI1c2KGoxJKae8ZghDHPRKh8mNCSDcGBnZk5a5T+KqVdIkOaXZ8j/bhKAKg8Fey05c4r6tE6SNy5u/9uD6DSf69AFhTlcY903o3O0atlHH72F58t+EIz3acxtLCy7l0lUYtDRIdt43qRUZecYt5T0VV9RSU1zbb7sZNW6XNe3IsFgsvvvgiH330EY2NDl14Dw8P5s6dy/PPP49E4n6R/y11OkeNHMHvhMS4cfP/QXnRUG4wGK/aHK9Gi4msxiLn36EKH+6JH4nWYqCgsZIwpQ/Jg6MYldKBwvI6zpfXUFBRR2yIHx/fcw07T5ylqLKO5NgQ+ia3I89SQidNOF8+NJV9pwrYdyofb7WCsX074KtRse/EeXp3bIevl5IhqVHopHrWVxxtNi8BAm4IG0gXSTSnc8vpnxTN3En90Khl6JvMHMwsZFhKHA9NGUBmQTnVDXp6xIfzyap9mCwWPp17DQfPFHDwZCEatZwhqdFkWwv5vmg/ABf01XTvEUaP9uEUVtThr1FhslhZ98ot6Jos+Gs8OFNUiZ9GRfvwABY+NYMVe09RWFFL+/AAxqcm4K9RNJu3Gzd/lgZDk1PhMNxf46zbEuitBqUVlUXO8QsVzY6rqtfxyap9vHPneE6eK+VobjFBPmoGdI5mx7E8dh4/69JeKBCgUcmRSyXMGZPK1P4G1h3OAjuM7dWRdoFe7DpxDplEzNCEZIb2SGJh0R5qzY309WlPb00HaiubkJzzYrg8lUcSg5CKxWTnV1BW0Ei2pZoxvRKw2mw8PWMo+eU1jiKmAhjXpwPe/jIq7XU802kyH+VsQGs2uMzvgqEKf40KXZOJC5X1dFFHMS6wG2vLj6AOVPD+Q2PZfaiA0hot3ePDGdA5mqe+WU9VvY7bLD3pqY7jWO15rHaHMVhsrUKhUxET4ss1fTtxvryWeWsOuHiEcooq6NH+98Ph3LhpK7R5I+fee+9lxYoVvPXWW/Tu7ViZOHDgAC+88AJVVVXMmzfvCs+w7VHbYHArq7n5S7jkDbyaa+UoRBLCFb4cJg8/mZrHEibw0smlVJsuF+PzEMt5uf31fLPxEAXldYBD7enlm0ZyzZAECk2V6OwGbj7xifOYO9uNJCUqmlBfNTUNBsoqGwny8iQp2ZfSgBK01hqeKzhAb794ghRezeZ1T+QozqbruG/fGue275+czrw1B9mR4fqydsuoHgR6eXDvJysQC4W8fcc4vtlwmL5DgwnxEaC3aXm1aAk662WRCV+pB1kFFUzsk4hKLmXJrmP0TginqFLL3R8vdwqcgEPa99O5k+kZH07HiEDEQgFeKhlqpasimxs3fwVKmcwZjlVR14hG5QgX0+qbUIiFGIRGgn3VZBU2N3Ryi6v4aXsGvdqHE+zrycTeicz54JcW1QYfvXYQS3YeY/3hbAACvT3o1SGCG4Z14+uNh9mYluNsK1ixh7kT+9FBGkteWSXBiYG8tmaHi3w7wF3jelNR18iyvQ5PVKifhqeuH8LGtGxiwn2ZdU1nNlZk8EHtSipKHYpu0R4BvNj5Wp7IWIjRdlmVMUDm5QxP91ErycqvILAxmCnBqSwrPcjBujN8OPIWjHor7y7dTVyoH3kl1XSMCGDXsXwyi2p5Yug1vJq3zNEHar5cd8jprRmQFM3TM4fy4g9bnGNG+Hv9Z1+WGzdXkDYfrrZo0SIWLFjAHXfcQefOnencuTN33HEH3377LYsWLbrS02uT1DUaXCRo3bj5b7lk5DT8TgG+fzsKmYyJoT0QImBGZD8+ObPJxcABaLQ08frZ5dw0oZtzW02DnveX7abepOfZ04vRSFWoxJcXH+YVbEKqEfD4N+t5eeFWXv5xK9e++APeUg/Wlh1he8Upmqxm9lXmMDgwEQGXPbMBMk+89F6s2Zfl3DY4OYacC5XNDByAbzem4afxQCWXMig5hr0n89l85AzeNk82lh9jS/kJFwMHYHJQKmt2ZPHyj1sI8lZT22CgpsHAU99ucDFwALR6I49/vY52Qd68+MNmQv298PF0hxW7+euprGtEJIAh3WMBKK9tRCmXEhfqx9qDmVj04CNWMXZg+1b7mNIvidoGA8v3nmT3qXMthoqF+3shFgmdBs6lsUprGliflu1i4IBDne2jlXsJ89NwvriWrMKKZgYOwOdrD9AvKcoZWlpcVc/3W45gsdmIifTm/hPfsro0nYqmy5LV5xorWF+cwYjgLs5t3lIVkiYpdRdLRkwd0Jl1h7L4YuUheik7IBOKGRvQjbcW7mR/ZgFRgd7OXKSbR/Vg3aEsdh/LR1tiI9YjCIVISrg4wCUcbffJc9TrmogL9QMcixlxYf6tXlc3btoabd7IkcvlREZGNtseGRmJVOp+kW+JmkbDVRta5OavRSG96Mm5ihXWGo1NpB8v4bHYScSpg8htKG2xXUVTPSEhHjwybSAzh6TgpZKTV1KNyegI9dhWdpJ+/h1cjtlUdpzXbh7NXeN7Exvii9VmJyunihc6XEtXnyjuihvB/R1GgxVeTJqGXOT4Pob4JbFud7ZLX9cN7sLPO5rXxrjEtoxc+naKZHByrCPkBvh6RRovxl+HRnI5rEyAgNGBKfjp/DiaV4LRbCW3uIrnZg3DYrUxPjWBByb3p3+nKJc8nJJqLXqjmaeuH0Kgl9uD4+Z/Q02DnncW7ea2MT3pebHWi8lk5u27xvLY9EF0jQ1jsE9nvFQK3rl7rPMZBg6lsievH4yfj5KU+FCGpsSxeMcxZg/vRmK7QJdxpg3o7JJ0f4kR3eJZvb/lgr/gyOO5dlAyqw80P/YSe0+ddwn5OpxTSI/4cE7UFWK2tyxKsqP8NH38HYZbD98YPuhyE01NZsb16cCE3gkEeas5kusIq92Tdp450cMIaQogLaeI1ftPM3VAFxbvPMasUSnIfcHbw3HPr96VxRi/brwQfx1fL28uLb/6QCYju7fHz1PFvAemEuStbvW83Lhpa7T5cLV77rmHl19+mfnz5yOTOV7cjUYjr776qltCuhVqG/SE+mn+uKEbN3+A8qJH8GqulWO0WMjILuHaoC4IW6kHcwmt0cCiHRmE+3vx9Mxh7D2Zj+li0c96k55wlWuNiWpTAweyCjiZX8b43omoFTJyC6sYGBTF0MBOnNdWEa8IZ+m6U8hlIr6ZdBe5tRUEyjQcatzt7GfWqBTUnlJn6EpL1OsM3DOhDxKx2JnPcOJsGV//ZOWT22+noKEKndVIgETDgYxCXtmyzXlsuJ8nvt4ebEnPZfWB01isNvonRfHRPZN49aetlNY0ANBkMjMwOQp/T8//7CK7cfP/xGi2cDS3hK/WHuaZmcOxia00aE18vfYwg7rEUFBWwLrD2RiMJgZ2ieaHJ6+ntlGH0WRF7SVlTWUaS85uY2xIN+6+the3N/akok7H0zOGYTRbOF9ei6dSRkSAF7/sbr5ooJRLnWUaWqK+sQmlTOL0sLTYRmdwET+w2x2FOmt/4yH+NRa7lUCphp963092QzGvZC9Ha9bTo0sM1wT14t3v9l7uv8GId20oL8x3hJnV6ZqQSUW89cAo1lceYVdtLUq5xDnf7h4xPL9gM7nFzQUO6nUG+idFM7ZXRwK8PNy5vm7+UbR5IycjI4Nt27YRFhZGly4OV+3x48cxmUwMHTqUyZMnO9suX778Sk2zTVHbaKC926Xs5i9AIhIiEgqd8sRXI74qD24a2YNXf9rGHVN7IBNKWlQ6EyJAZpNRXKWluErLwaxCnpg+mCAvNRRAb794dlS4qjd1VkSyKCeLwoo6zhRV0q9TFA/O6Mtr2cvRWY3MUg/l/vfWYLM76myM6NqBt3/cS8/2EaTEhpJbXMXglBg08fBL2X5S4kPYnJbb4nmkJkaw5kAm1w1KJj7MnzNFjoKB2RcqOZ1dyfdb06lpMLT4XXt7qXjos9XklVx+CVq84xjbjuby3Ozh3PfpSoQCAb6eKreB4+Z/io9aiUwsYlLvTuRVViARiXjwo7U8cd0QfthylOPnSpxtF+84zvpD2Xz16DReOLuI3MLLMs2f521mY+kx5viN4suVadw8ogfPfrcRpVyKocnMvAemkBwTyoXKepfxz1yoJCU2lLScCy3Or0f7cLIKy0mJCWF/ZkGLbZJjQln6KwPKW61A12Sis38EtHwIoQofzAY780s2s6f6cpjq2pKjbCk7yevXzuK5T7ZR12ggOSaE+evTnc+NrrGhrDuYRUpKEBvKM3gyZgq7S9Id++JDqdU2tWjgAPRsH0GYn8at1urmH0mbD1fz8vJiypQpjBs3jvDwcMLDwxk3bhyTJ09Go9G4fNyA3W6nrtGAh7s2hZu/AIFAgEouoeEqNnIAiqvrOVNUyfo9Z7gutG+LbcYEdmVP+nmXbZ+vOYBCJMNH6kE3TQxa8+XV3RCFNz5WDYUVdc5tWYXllJhqOF5fwNTAPnz68wHniwrApvQcJvbpxLaMPAZ2jsZDLmX84A7Mv7CdLRUnmDi4IzJJ88KCfp4qeneM5OfdJ8gqrOC+Sf1c5K2X7T3B7GHdWjRw1r96K0dzi1wMnEtU1us4kFlAn4RIJvdLQiV3vwi5+d/io1by+PTBpJ+5gJengo9/OYCXSoFYLHQxcC6h1Rv5fnM6ccrmeTf5ugpKBVUACIQCQnw9adAbsdhsfL/lCNcO7NJMSnnVgdPMGtrNRZr9EmF+GhLaBbJwewbTB6cgFjZ/xQr28cRfo+L8r3JfbhzenU3p2XiJPEjyjGjxvG8NH0qD1eBi4FzCaDOzsGwXEwc4wtaCfT3JL6sBHPV/pg3szM+7jrPvSCETQ3sg0kmprNchFYu4aWR3ogJ9WpSUl4pF3Dq6p9vAcfOPpc17cubPn3+lp/CPQtdkwmK1udXV3PxlKGTSq9qTU9fYyNqDWYT6aUiJDiXZJ5gglYb5+TuoNGrxkqiYFdmPvl4dMfnaGZgQi9FsYd/pfJQyKVYTvB19M2KjmJcSr6XCXI/FZsXHpuHxjze6jNUlOoRNZY4VXg0elNU2MKJ7PMO7xqNRyvHVKGkyWRiWEo9KIWXhkzM4ayzDdFFx6Zuyrbw1dwzfrT7C0bwSREIBg5JjmDM2lTcX70StlBEe4IVEJGTBI9OpadRjtdrw1ahQe0r55dUZWAwCKmoasdvtNJktSKQCNh5uuXAowJ6T53jq+qGE+3sR6O324rj536KUS+nRPgKLrQCZXcqZokqGpMRyoBWvCcCujHM80rs368ubS7Hv1WbRtWMMb/+8k8/um8yJ88X4ByoxCywolGK+eGAqH6/cS/qZIoQCAZ2jgwn19eSTudfw8cp9ZBaUIxYJGd41nkl9OwHw/KzhKKRivnxoKu8v283J/DLEQiHDusUzc2gKzy5wFPAM9dNww/BuiIRC7hrfh3lL9zN76FAOqjLZUJGBwWqincqfG0MGUXnOTG6gQ1SkvTqEaYF9UNoUiIQCyq21LCnbxy1dIhiYEMsz324gxNeTu8b1oV2QN3WNBh6ZNogdx/OY0yuVu99fQUpsKDeN6I6nXE6QryfzH7mO42eLUcplmC1WFDIJIT6eztwdN27+ibR5I+cSFRUV5OTkIBAIiI+PJyAg4EpPqU1SezEm323kuPmrUEjFV7UnRygSERPkw7QBnfloxV7e+WUXSVFBPHHNVAJ9PThfUsuyNaf4IOcooX4a5k7sy9pDmQR6q+md0I5ZbyzEYrUjl4iZNDCRuC6eLC8/wJOJ15AYGcCu4/nOsaw2G1KB47EsFMDT1w8jr7SKQ5kFjO7VkUe+WOtcoQ309uCxawfjGXq52vqJ+gJeNfzMxFE9uV6RBECY2pu733GE8r5x6xg+XbWPpKhg1EoZ32w87My3eunGEZTVNrJgUxp6oyMcL7VjBB0jA5CIWnf6i0Ui2gV5E+Q2cNz8TQgFAsprGvBVOwQubDY7EllzD+YlxGIRVuwt7pMIRNisNrT6JgRyG5nqPDacO4bVbkMkEHJXzAievH4IRpMjH0+lkFDcWMe6pjSGTAjlZlkyCEAuE4MOHv96nVOhrFNkII9eOwihQEhJtZYarQ4h8Ppto7Fhwy6w02DTs7smk6LGIuZMSKWyRs8NEYOYENQDncnEmYIqvv3hOGqljO5jfBjql0QfYRKffnOAijpHDk9UkA8PTJ+Ij0ZB2tESnp4xFIVcyisLt3Ku1OGB9deomDupL2K7iKdnDCOnqII3F+/g4WkDMZjNSEQilu09SUaewxvmoZBx04juKGUSenaIIDrYt9m1c+OmrdPmw9W0Wi2zZ88mNDSUgQMHMmDAAEJDQ5k1axb19fV/3MFVxiVpV3e4mpu/CoVMclXXyfFUKBjbO4Env1nvNDCyL1QiMomZ9dwSnvh0I2k5DlWj4qp6nlmwkemDUlhzIJN1h7KY1NdhbDSZLSzeepyzJxoIlfty35H53D091WWsI2eKGBvS1fGHzM758hqW7jrBtIFduOfj5c7xwSFn+8iXa/CVeuAhvmzo1JgamX9hO0+e+ZEPC9dSozVQrdUzd1I/3li8gzpdE/5eKj5Yvsdp4PTsEEFJdQOfrd7vNHAADmYV8vL3W5kyIKnV6zOhbwJ+areampu/B4vVysb0HL7ZeJjMgnK6xYWSfqaIfp2iWj1mbGoH9ta3rIg22Ksze48XMGtUCgsu7GBt6VFncUyr3cYneRv5vHgj646eZsbrC6kz6/iwaDWbyo4xr3ATT+b+yDO5PyE0i7jvkxUuEsynzpdzyzs/02Aw8sIPm/FUKUAgYHXtIW48+RE3nfiYuae+4ZeSA/xYsIcPitZgxsyCjenc+eZKasuNvLtwD+fLHZLU3T1jGOXZnRe+3uI0cADyy2p48rON6BstyD1F2IF7P17uNHDAEVr6/PebKa9r5LWftvLNhsN07xDO5iNnOFdSw50fLHMaOACNBiOfrNoHwJtLdlBarf2vvi83bq4kbd7Iue222zh06BBr166lrq6O+vp61q5dS3p6OrfffvuVnl6bo7bRUfnZ7clx81ehkEqu6jo5JpOF7Rl5TkUygMFdYtiUnoPFamvW3mK1seFwNkNSYtmUnkO/RNeXr+W7TjHcOxmt2UB67VlGdb9cz2NS3074CD0YHZiMyCpk6Z4TzBrWlfVp2S7jX8JuB129hQeixiHENUdAKhQzN3IscruM1I7tUEolXKisY3K/Tvyw1TVsZ3xqAot3ZLR4/ulnigj11dCnU7tm+9qH+zM0JQ6x+B8TFODmH05lvY75Gw8DsHzfSW4Z1ROhAIoq6xjRPb5Z+3B/DRP7J1Btcn1Jj/YIYFpYKpIGGZV1jYzqE09pUy0xHoHN+jinK2dEzzhuGd0DlULmzLVRiqQkasKYHNqTXWn5CIVCEtsFEhfq58x5s9rsLN1zgnsm9KFaq+Pk+VJOaS/XzxEgIE4dRIImjOyGYsL8vFm9/zSNBiNFVfWM6OY4J4vVRn2lmeVbT2FvwSnVZLKwNT2XiDBPMs4WuyxWXMJuh4XbjjI2NYFgHzUzBqdwMr+UxiYjZbUNLV7vH7YeZVjXOKc8tRs3/yTa/C/TunXr2LRpE/369XNuGzlyJF999RWjRo36r/p8/fXXeeqpp7j//vv54IMPAEfC/osvvsiXX35JbW0tvXr14tNPPyUxMfGvOI2/jUvhau5ioG7+KpRySbPij1cTjUYjx8+6JjSH+3ux91R+K0fAmeJKBnaOwWqzYzS7GidNJgv+Qi9G+idzsr6QwcndsNntTB3QmSBvNQUltYzw6IZaoKDJZCEmxJc1B1pehZaKRVwor2fXsQu8O+ImdtWdpthYTaQ8gL6eCSxYeZQ5Y1JJaBeIUCjg5ZtGoZRJKK6qb9bP70neHj1TxBPXDiG3fyWr9mZisVoZndqeztEhhPl6/cEVdOPmr8NgNDvrdtU2GHh36W7evG0cmQVl9O8UzYiu8aw/nI3eaGJQ12gi2nlyoC6bFztdR1Z9EecbK+np0Z6z52uoLTAQEK1h2fM3UFHTSJeqBFRKKfd28Gd11WGqTFpuDBmCxCABowhvlYLtB8/yYPtJ+HRUUtnQwP6TBfTQRFAVpqfHje04db4MhVTC3En92JiWzfrD2eQWVXLtgC7c+/EKhneLJzDFiyxtMaMCkhnh3ZXMvAoMRjM3xA3FaLRguihV/9nq/cyd1I8BSdFsy8hFYBeSXVjZ6rXJOV/NtAFdyCpsecECHM+mW0f3JCU2lPLaBgK8PDjbgqjIJUprtHipFOzPPM+41IT/8ltz4+bK0OaNHF9f3xaV0zQaDd7e3v9xf2lpaXz55Zd07tzZZftbb73Fe++9x4IFC4iPj+eVV15h+PDh5OTkoFb/c4pf1TUYUMqliH8nht6Nm/8EhUxCwa8UwK42FFIJ4f4aDv2q9mZNg54gHzU5RS2/cAT7eFLb4PCqyiSuj1mRUEB1nZ6ougjC4lUo6iU8PHUgRouVBz5b5Qwx+fDuiYiEAirrdIT4aoDmkrUmixWNSs6Oo+fYc/w8fTtFEurTjoIKLUsyHdLTs4aY+fbiyneYn4Z37hiPRiWn/ldGjUAAMokIo7nlOkAyqYSPV+3jgcn90Y6tQ4iIeG8fwj3/82ewGzd/BplEjEQswnzREDhXWs1dHy2ja2wo/TpFMTQlljvG9mLtwSyCNJ5IzVISBdE88uF6kqKC6Robyh2fLMdqsyMQwJu3jeOFHw6SkVfsHEMoEPDozIHEBPuy/WAeXmol89YecJlHn6R2zJ3Sl8yzFaTGRLIpPcdF/EAggHsm9GVS306UVNWz5+Q5LDYbkUHepBkvMCGwByE1wdz/9RoXz8y8B6YgEDi8Lja7nQ9X7MFbrXB6hIN9PKms17V4bcL9NEgFYkJ8Ws+PC/bx5GxJNR+u2MMLs0c4nmW/U+DTUynDaLa4c3Lc/CNp82/CzzzzDA899BClpZerjJeVlfHoo4/y7LPP/kd9NTY2MnPmTL766isXA8lut/PBBx/w9NNPM3nyZDp16sR3332HXq/np59++svO5e+gttHgDlVz85eilEmv6mKgCpmUa/omuUgub83IZfzvrGqOS01gy9EzdIsL43RBmcu+QV1iOZBVwCdLDxAhCOCJb9aSV1LFJ6v2usTQ7z2Vz6AusSzZeYypAzrTWg0+Lw8FMSG+WKw2dh0/x9IdJ9l/ugCb3U6P9uGczL/87Cyqqmf94SyuG5Ts0ke93sC4Pi2fj5dKjlIuZcuRM2xOP0MXrwi+Ob8NmdAtK+vm78fXU8m4Xh2bbT+aV8zC7UfRG83MfH0RP2w7yos/bMFHqeLnXcc5W1LN0JRYXvxhM1abw6pI7dCOE+dKXAwccBgXby3cianJRs+O7ZoZOAD7Txaw91Q+D03vz7GzJc3U3ex2+GTVPgZ1juGafklsTM9BLBLSq2MEarGcgZ6d+GTpgWahZ3tO5tO/U7TLttoGA2sOZvLLrmPcMLxbi9dFIIAR3dvzzcbDDOgcjbCVB8aU/kks3HaUcakJbM3IpbCijogA71Zloq/pl8TmIzkM6hzT4n43btoybd7I+fzzzzl48CDt2rUjNjaW2NhYIiIi2L9/P1988QVdu3Z1fv6Ie+65h7FjxzJs2DCX7fn5+ZSVlTFixAjnNplMxsCBA9m/f3+r/RmNRrRarcvnSlPboHcbOW7+UpQyCY0GI/aWAsH/Jq7kvaZvMpGRV8wT04cgv+iVadAbOZxTyCPTBiIRX1Z1kohF3DuxL0dyHXkst4/pxaIdx5z7u8aGMj41gTUHTgOw9kAWs4Z0w1utZPvRPJdxVx84zfjUBK7pm0RFnZYXZo9wjg8Oj9DtY3rRZDTz+i1jiAx09ap0jAjkhuHdWLLzmMv277ccYUyPDoxPTWB0r/Y8cH1f2sf5MqR/JMO6xjKxdyIPTO7PraN60ikqiBdvHMmX6w4C8POu4wiMEt7pOpsID78/fW3dtD3a4u/ar5FJxNwypge9E1xzxAK8PPj8gcmcPF+G1W6jV4cIZg3thtlqRSmT8tT1Q8kvrXEaOAAju7dnzcGWQ0HtdsjIK3YR+/gtq3dlIrKLWH3xfm6Jg9kFGExmmkwW3p4zjg2Hc7ir3SjO5FVz5+RePHB9X4Z3j3NGXyzbc4Lpg5PpHB3s0k+4v4ZHrx1Mo8HEjcO7u9TpkUvEPDl9KAIBrNp3mtUHTvPU9UNdavyIhAJuGdkDo9lKZJAP3ePD2XEsD4VMgsVq4a3bxuKlkruMOaxrHO3D/Jk5tBuBPv+ciBY3bi7R5sPVJk6ciKC1Jcz/gMWLF3P06FHS0tKa7Ssrc6y0Bga6JhwGBgZSUNC69v7rr7/Oiy+++Kfn9ldS22hArXTn47j561DKpFisNprMFhTSK7N6fyXvNYPJTNqZC8wY2YUvHp9McXU9JrOVyEBvVBIZn4dPptFgRCAQEOzrSY1Wh1wmYebQZLALeH7WcGoa9QR6qTlbWs2T3653hoVVaXVcPzgFvdGExeYqYmA0W3ny2/W8dstoFm3PIDEykAWPTae0RovZYiUiwJujucU8PX8j907sy62je+GnUaLVGfHTqMgqLOepbzc48xd+jbapiRuuSWZRwV6W1+xiy1kFN7YbyG1jUlmwKZ0lO4/jp1Eyc0hXqup1Tg9Tnc4AdohVB/3Pr7ubK0Nb/F27RFmtFrPZSmltA8O7xjNjSFeqtTpC/TRoPGWIFHZq9Do+uGsiR3KLWLX/FKsPnGZ0jw7Ehviy99R5l/4UMolL2OZvqdEakHi3Lk1dp2vCbr+cC9tiH/V6Yrr78srNo9h2NJfu7cNRyMWoY2BV+RF0lia6do3ho2Hj+eDHfZwpquKZ+Rv48sFp6Awmyusa8dMoHWGvAkiODaFDhD+jerSnpFqLUChAKBCweMcxJvXthMliZevRXLR6I6/cPBp9kwmTxUqAlwcGo5lwfw2do4M5U1jJCzeMRCEVs3jnMbR6I5/fPwVdk4k6XRPBPp6IhKBWyvHXqBCLWr8Obty0Vdq8kfPCCy/86T4uXLjA/fffz+bNm5HL5a22+60xZbfbf9fAevLJJ3nooYecf2u1WsLDw//0fP8M1Vo9/l7NKxe7cfPforxYxb5Bb7xiRs6VvNd8PVXcMrEbb+av5ExDCSqRDJFQiLbSgJ9MzTOR1/Lcd5u5bUJ31hsPcUZfQl+/9hTX1HBnxChW7T/FqfNlNBiMLqvIAH06RvLWzzu4eWQPOkeHcOI3FdsNRjPzN6UxNCWO95ftZv6mdMcLh1jklHQd2b09B7MLWXswE7FISEJEAI9PH8I7v+xq8XwS2wUi9rJx86F5NFkdCkwhgKhBxqxPfnIqxpXWaHnym/VM6tuJmUO7snDbUVJiQly8SW7+fbTF3zWAinotDXojh7ILeW/pbsDhnVArZBhMZp66cQjJccEMTorloc/XuIhrzFt7gI1p2bx+6xi+3XTYuf1saTWdo4M5ca602XgAXaKDMVtbzlMDSI4NRiSGlJhQDmS1vCDaNT6M15dsJ7uwAoD4GF/ezFrFwZpcZ5sSQzo7qk/y2uxZPPb+RtqHBbDhcDYLtx9FLhFjslp5/ZbR2Ozg5SvlWG4pP206hsVqw2Sxoru4kNEvKYp2gd4UlNdyOLuQw9mFKGUSxCIhWr2Rrx+axiNfrqWkWounUobFanNRYZNKRLQPD/ujr8KNm38MbTZcTSgUIhKJmn28vb1JTU1l+fLl/+++jhw5QkVFBd26dUMsFiMWi9m1axcfffQRYrHY6cG55NG5REVFRTPvzq+RyWR4enq6fK40NQ16PN01ctz8hShll4ycKycjfaXvtTJ7DWcaHAaIzmpEa3as3FYZG9irzSQ5NphPlx1glG9XaoyN9Aloz/6qM2yvPs5tY3q1aOAE+3jSPtyfPSfzeWvJTh6eOqDFsYO81fTqEIG32lF5vLJe5zRwZBIRE3onsOVIDuCQmT2RX0ajwciApJbrhjx102A+ztnoNHAAJgem8sWywy1KYq/cd4peHSKQiUXcNb4Pgb+T1Ozmn8+Vvtdaw2iyYrfDxyv3ObdZbXbqdE0YzVY++nkfVjPsPZnfTD0Q4Hx5LRl5xU5JZoAVe09yw7BuLea7RQR44eOpxFutJNDbo9l+sUjIzJEpnCosZfrgZKes9K8J9lHjo1Y6DRy1UkZAqMLFwLmEzmJkacV+xvftyPTBySzdc4Imk4U6XRP6JjMv/bgVT6WMhnoTXeNDsdhs1DYanAYOOEJcH5jc36VfvdGMVm8ksV0g4f5ezB7myOnR6o0uBs6IbvH4qN0LpG7+XbTZJbkVK1a0uL2uro7Dhw8za9YsvvvuO6ZNm/aHfQ0dOpSTJ0+6bLv55pvp0KEDjz/+ONHR0QQFBbFlyxZSUlIAMJlM7Nq1izfffPPPn8zfhN1uvyg80Lq3yo2b/xSlzBH+2GC4OsUH6vR61pUebXX/3tospncegq9aRZDEmw/jb6NRZ2BEQBdCxH4czCzg8/um8P7yPWQVliMWChmcHMOcsak8u2AjANkXKlDJpbx5+1g+WbkPg8nMjCEpdIoMcqgp1TXy2dzJzFt7gH2nzjMyNZ4x/dujUonR6y1M7N+JhLBA4sP8EdhB5inkzhk9mW1IJje/mh/WHQPs3DKqJ3KlmLSas875e0lUdPWMIXxsMBarDbPVyoq9p1zqYpwtqebrR64lQON+CXLz92OxWamq12EwWZyqar+mU2QQUwd0xmK0szEtp9V+Nqbn8OKNI1DKJKw/nI23WolSLmHBo9Op1zVRUF7LL7uP0zEikPG9EzCZreQWVfL87BH8sus4u0+ew2qzk9gukHun9kEll/HmD7vpHhvG+3dN4LM1B5z3+NCUWG4b04ufd51wqqUltgskvSGv1fntr85h0YhRVJToeer6oYhFQnKLq/h513GqtXoEQgHZ56sY2i2Wj++5hrpGAxcq61i88xg+agX3XdOPtOwiXr5pFN9sOMT58lpkEhET+3Ti5pE98PfyYGT39qjkUj5dvY/y2kY8FDJmDElmav8uaFTudwc3/y7arJEzceLEVvfdeOONJCQk8M477/y/jBy1Wk2nTp1ctqlUKnx9fZ3bH3jgAV577TXi4uKIi4vjtddeQ6lUMmPGjD93In8jeqMZs8WKh9uT4+Yv5JLqjvYqVVgTCQSIBa3HoytEErqEh3E6p5LZry/CYrMhEYsY16cDsYOC+WD3Ss6WVfPc7OHYrDYEAgHZF8q5/f1fqGu87B2TiEUM7xpPdJg3ZqOdl3/ciodcxr5T+SzZdRyxUMjEPoksfW0WS4r28UjOfMx2KyKBkNHtkwn1imHhjnRS+4Uw79gmypscq9kxHoG8/vA1KPQKtHoj5dUNiARCrHYbIQpvHm83mfcW7uHYxVA5L5Wcm0f1pGNEAD9ucxh33h4KEtu583DcXBkECJBJRC16Gif2TiQpKphPVu1j2oDOv5s7IhYJWbb7JCKRkB+euJ6y2kZe/nErpTWOQpgxIb68fNMo9p0+z8PzVmO22OifFEX7cH/umdiXe6/phx07EokAhUyCXmfhu0enIxYLEUkFvHrLSEwmGw2GJrYezeW2935mVPcOPDdrOC/9uAWbzf67zxKRQEhxUzUSlYwPfthDaY2WpKggXrpxJG8s3o5CKiYi0Jv7P1lF0UVvVUSAF8/NGo5GJUMsFtG+ow+RGl++6DAVo8mCSCTEV61EejHM1MtDwbjUBHp2iMBotiARifDTKN05N27+lbRZI+ePGDFiBM8888xf1t9jjz2GwWDg7rvvdhYD3bx58z+qRk7Nxbocnm51NTd/IcqLhWWvVhlptULBhJDu7K7ManH/XRGj+GrdIXafOOfcZrZYWbH7NFaLnYemDuS5BRsZn5rI/Z+tbLFaebf4UDwvemAFCLjrw6V0jw+noKKWhdsue5HiI/1ZcH4na0uPOLdZ7TbWlhylzqjj1rHDuCXtM+xcHuRsYzlzj3zLD13v45WvtzJjeDID/RPYXnGKeyPG8MK8bS51N+p0Tby/bDfPzhpGVJAPBeW1JEa2Hrbrxs3/GpFQiK/GA5HQgEImwXAxzMpfo6JPYiSPf70OgF4dIvD0kJFVWN5iP5P6duLr9YeoaTDQv1M0D81bje1XN+TZkmru/HAZ790xnq8sjvC4XSfOsevive0hl/LB3RO57b1fnMf0bB/OjdO7kFlazOHNlaTlFLmMuWTXcab078yYHh3ZlpHL9InDWUpzSWqAIYGd2Fx2gvTqczwwcyKPf7yRk/llPPfdJl68YQQ2Kzwzf4OLsVdYUcddHy3ng7smYMXKO5UrqDHq+KnvfYRrWq9tE+DVPATPjZt/G202J+ePMBgMvysi8Efs3LmTDz74wPm3QCDghRdeoLS0lKamJnbt2tXM+9PWuWTkqN2eHDd/IVKxCIlIeEVzcq4kZouFYIU3fXzbN9sXrQokSOTjYuD8mnUHs4gL8SPEV8PmI2e4dVSvZm3UShk3j+iJ0WIB4GhOCfW6JkZ0i2fZnhMubeNjfNhQ1nI1873VOTRhxI4dqVBMB88QYj2CCFX4kKgJo6CiloLyWtoHBTDFvzcdPUOpqTC1Wljw+y1HmNwviXsn9kUp/8euh7n5F2AyW9DqjHy2ej/Pzx7uzKGZ0CeR7cdy6RYXRu+Edig8RQREyEmIDGjWR0psCFHhXuiNZib0TmDpnhMuBs4lDEYzR/OKmTupHz5qpXO7UCDgudnDMdpNhPlrSGwXSEyIL3Ov7cu3+duJl4U2M3AusfrAaQanxNJktnA6u4qJIT2atQmQeTI+rBvbyk5RadRSL24k+GL+W02DHqlExE87Mlr0ZpktVjYfOUNadjET/HtitJlZU5SO1da6aIIbN1cD/9hfrq+++sqZP+PGQV2DIxnaXSfHzV+NUi69anNyGs1GPj+7mZujBjEhtDtrStIx2S0M9U0iyO5LRU3LRgI4EqOLKut4cHJ/iqu1iAQCPr5nEusPZ1NZ30inyGC6xYfy/vLdvD1nHHa7nfQzFwDHwkuTyeLs67lZwzHazVjtzV9yLlFrauT28OHESUOpKNfRMSyIkiot7cP82XXSYYhJJCI+WHKIt+6ezXfr0lvtq6C8ll4dI1DIxAT7eP1nF82Nm78Qs9WK0WRhz6l8urcP48sHpnHqfCm9EyI5kV9CXaOBlPYhGG0WXsxdwqNTJ6Gr7MjOw/kIBQIGp0Yj9raxreY4D00ZQJi/F498sabV8Y6fLeG6Icm8fedYxCIhGw7lMLFPIjWSehRWMY9NH0R2QQUhvhqUIikeYjnVdfrW52+xIhEJGZIcQ5fwUMJDOzAkKJEVRYdptDTRz68jScp2FF6o46W46cwr2sy5plLC/DWU1jhERup0TWRfqGh1jDNFlaR2bEe43MdxDnWFNFnNqITuMDQ3Vy9t1sj5tYTlr6mvryc9PZ2zZ8+yZ8+ev3lWbZuaBj0CQKVw18lx89eilEmv2nA1hViCr0TN7elf0NEzlClhqUgEIkqaqskzlDPMM/l3j5dKxNz36UruGtcbLw8Fu0+eQyWX4qn05WR+KQs2pyGXiJGKxQgEAqKDHCEmoov1L2x2O2/dPpbc4ip86n//3g6Ue7H5YAHbyw5z+5he3PnBMr59+Fq+WHeQbnEOaVi7zc6LN47i580nCA/warUvb7UCqVRIqG/rbdy4+TtoNJiQSoSIRUI2puXg46HET+PBrNd/ctaXUitlfPXkZEQCIS/m/ky40pfuA2OxC+z8ULuFkupanu44mX3p5wn09iDIW01FXWOL4wX5qFl3MIvtGXn06BDGs7OHccexL3g6ZiovfLuNwoo6Z1uFTMKrd4x0Su23hEDgmJ9KLuO5BRt54YaRmEV2bgkbypZDuazfXsA7BQ5pa41Kzst3jqNB0cAF8XlnHyKhgEBvNWdLqlues7caq9VGrdlxTmFKH6SiNvuK58bN30KbDVfLyMho8VNVVcWoUaM4ffq025PzG2oaDKgUjhoebtz8lShlkqtWeEAukTIlvBcCBGRpi3klcxnPn/6ZL85uY2nJAeQKMXGhfi0e2zU2FLFIiEAA/ZOi+XL9QX7ZfYKle06wZNdxp4LZ5H5J+GkcoTEju7dHLBRyKLuQQV1iCPTywNtDyVfrD5GZW0myV2SLY8V4BGLXC9mansfNI3vw0o9bmJCawN5T+WxKz8FHrcBDIUPjoWDRjgzmb0qje1w4MknLK70zhiUT5OmO23dzZanXGVh7IBOJSMiYnh3JKqwgLsyfF7/f7FJAt0FvxKy3Mym4JwAX9NWsKD3EypLDlBhqkYskRMmCWHcoiw2Hs5ncL6nF8QQCGJoSx96T+QCkZRex9mAWD8eP46c1J1wMHHCEtz331RZUMhnh/poW++ydEEm9rok1BzOdHhmxVcyLX21j/vojZBZcziGq1zXx+vydxEhCGNzLIQMvEYtQyqRM6J3Y6nUa26sjAQFK1lU7vLNjQlKAP19I3Y2bfzJt1szfsWPHlZ7CP46aBp27Ro6b/wkKmeSqzclpMpkx1tt4LmEqK0sO0csvHrFQSEZNPlHyIEQIeWDyAN76eQcF5bXO4+LD/LllVE+sNhuv3DyacH8vPrpnEnM/WenMnwMYkBTNbWN6Uqc3YLFa0XjIePeu8Tz/3WZevGEEw7vGs/Ribs5Pm47zxtyRfGpZT26jo4BhincUQ707080rmuU7T+Ehl2K22tDqjYzs3t6ZlP3l+kO8ctMohEIBvZLCGdg9kupGHR/cM5FHv1hH46/CEUf1bM+oHh2RSt1eYTdXlrrGJpJigpm39iBzJ/VDKIADmeedBo6HXMrI7u0J8/ficOYFJvftSYmphm3lp5x9eEoUvJ40gy9+cXhLSmsaKKttYPawbvy0/aizhpVMIuL+a/qzKT0H00Wp6mAfT0QSAdHqIHy9LiCTiDCaXXNdGg1GyqobePq2wbz81Q6XOj0J7QKZPigZ+6/yf37afpRP504mp6iyxXMurWmgSqvD11+BSi7l6RlDWbApjbgwf+4c15uv1x9ynr9YJOSu8b3RGU2ktm+Hv0GONErItrKThCl9CFR4/clvwI2bfy5t1shx859TrXUXAnXzv0Ell1J/tRo5RjMLNhxhzpSeDA/qzIqiNMw2C0ODkujrmUBpWQOvLdrOHWNT8fJQUFWvw9/Lg4raBp6ev4EP755E9/hwZBIxHcIDWPjkDEqqtdQ1GogI8EYhF7MnM58l24/ToG+ie4cwZg7pxtcPTqHJZCU2RMGKfY46X40GI09/upk3547DrrSgsarZe+w8SzZms4RshiTH8tqtYyivdYSsyCRiahsduXr55ZVEt/PiVGMBi+v3UmPU0VnTjlmR/fn+iesoqqpHq28iJtgPb08FAf8gZUk3/16MZgsSsYgtR3O5dXRPbhrRgzUHMwEY1jWOcb0SWL7vJAezCwnx9SQy2Ic5EcO5OWowJyqKUIlkqO1K/KwaDp0udPY7b+0BJvRO4P27JlLboEcqESOTiFm25wT7Tp8H4P7r+qIJE7G2Ko31x/aRkBDGuwPGsGB5Bum/ERmorTPg56Pg1TtHYtRbqdUa8JDLyC+r4alv1vPsrOHOtlq90XmPtobWYMAnUMZ3T0zn3Z93cTjnAodzLjCiWzzv3jmeynodAgF0igxGJBSQVVDGw5+tZWhKHAM7xzBMk4LA7vbkuLm6cRs5/yKqtXrUSncxLzd/PUq5hMKK1hPs/82olTJumtCN13OXk91Q7Nw+/9xO1smO8mHKLdQ1GHj1p21IxSI8FDIaDEbMFitSsQg/TyWyizUqBAJHXH2gt8OAKKvX8s7Pu9h+9HKBwAuV9Ww6fIZFz8ykpKaRlftP0bNDBIdzHIIE9bomFm08wU3juvLElxtcwme+2XiYdoHevH37OEf/tQ0kx4SQfqaIJc/fwHcFu1hVkuZsX2yoYVvFST7teiuLtmZQVtvAg1MG0j60uTqVGzdXArVChsVqJS7Uj8o6HYUVdXSJCaZjRAD9OkXx4LxVTln24qp60nIuMHdSPzwUUk6eq2bbsTwMRjO3je5F5+hgjp0tcfa9+kAmqw9k0iHcn1tH9+Kheaud+2aM6EKxVwmf5h12bis21LCz8jSvTJpB8VdapygAgL/GgzlvLEcllxHq68nUAZ15Zv5GLFYbCpkEodDV4BAIaNErBA4lN7VahkVg5fGc77lr+BgOZBYAsPnIGTYfOYNGJUcpl3LfpH48u2Ajr90yBpvNzrcb01hzIJMXbhiJVmQmQNmsezdurhrcyRv/Iqq17nA1N/8bVDIpWt3V6ckRiURUCmpdDJxLVBi1rClO577J/QAwWazUNOidVdlvHNEdX09Vq32X1zS6GDiX0BvNNOpNvLF4O0v3nGRAUjReHgrn/jqtgZPZFc3yA8ChinYwq4DrB6fwyaq93D2hD94qFSaRycXAuYTJZuH93HXMGtMVoVBIu0DvP7wmbtz8Xfh7qWgyWbh/cn/OFFWSFBVEZKAPN43owSer9rVYd2re2gMEe3syskd75724ct8pZg3rhlDQ3LvRaDARE+JLmJ8jp0YkFJCaEs7KssPN2prtVr4p3sq0YZdLTPTu2I684irMFht1jQam9O/Mwm1HnXLP1w9OZv0h1zpb6WeKmD28e4vnPDo1nmp7PXsrcyjQVVIkrCCxnWutqnpdE5P6JLLmwGksVhvz1h7g2oHJAFTW69hz8hzbj+Sha7o6cynduAG3J+dfRU2DnhRl6JWehpt/ISq59KoVHjBazawtOUKgXMO0wD6ESfyx2e1o0bG0fD/bK0/xVlJXbm7owbI9J9DqjXirFdw6qicDkqIprdVitthQyaX4a1RIxI5Ef6PFjEojZv5LU5AJxVRU6Dl/oZYe7SOw2e0oZRLeu3MCErEIAfDpvdfQYDCy/VgeGpWcDYdzWp3zpvQcHr1uMIntAhEKBCx5dgZba0602j6zvgif9nLeu3MC4f5ef/EVdOPmv0csErHnVD4jusYxJCWWRoMJs8VKbKgvj0wdiEAgQCwSciS3iBX7TmEwmjFbrNTpDGw5ksObt43l242HOV1QzvpDWbx7x3g+W7Of3OIqNEo590/uT6fIIHQGEx/dO4ktR86wKS2HPH1pq3M601DKLdEaFDIJ41MTmNSnEze+vZhwfy/uGt8brd7IvRP74qfxQCBweHDzy6rJL6uhqKqeEd3imTawM0dzi3lk2kC+3ZhGTYMetVLGtYM7k9otjGJrFctzDgGwvfokN4wZykvzt6JrMuGvUTFnbCrVWj37L3p4zpVWE+RzOcR014mzzBjSFa3eiErefPGzWqujXteE3e5QdPPTtL4Y48bNPxW3kfMvwWy1otUb/7JCoGWGOrLri6kwNmC1WVGIpQTINUR6+BMs90LQwmqYm38vSrkUo9lCk8mCXHp1PTYECGin8GeKph+f/nyQM0UO9aJgH0/umTaU44I8SqrrmdS3E30THSpKAgGEB3jzwYo97Dp+FqvNjkIm4Ybh3Zg2oAsmgYn9VWeYd3YLdWZHGOCXSXdiA15btJ07x6fyxuLtjO+dSHFVPUv3nMBgNCMSChiaEseMIV05mtvcs3QJlUKKRinjx+NnSe0YQb3OSJPY0mp7AIlIRLi7Ho6bNobdbmdCagJpORf4fO0B6nVNPDC5PxabjQUb02hsMiEUCOjXKYq3bh/LU99uoEFvRCQSkpZTxJniKqb078yNI3ogEECgj5qJvROJCfEl0FvN27/s5OWFW7DbHaGpc8ak8tG9k0jT5f7uvIJ9PXl25jAOZxdisVp59ebRVGt1SMUi1EopNrudZxdsJL+sBoBwfy+emTmUAG8VRrGZ2gYdQd5qDmUVcN+kfijlUixWK2KxkBJDDa+cWe4cSyRwFGN+asZQwvw0nC+rIchbzas/bXOZ069/lUVCIXa7vZm+msViJbuokue/2+Qyt+dnDycxMsgZWuvGzb8B9//mfwm1FwuBev7JnJyCxiqWFh4kt7EMEQI0UhVigRCj1YzWYsAOeEmUdPWJordfPOEq379g9m0Lu91OqaGOvIYyCvVVlBnqqTfrMNmsiARCPMQyAuUa2nn408EzhFCFz7/e6FPJHSpbDfom5NKrS1ZYKhIzzrcnN7+xBL3R7NxeWqPluS+38MUjk/lh41Hs9iziw/z5ZuNhvnxwKi//uIUT5y6vBhuMZr5YexBvDwU+cSLeyF7p3Dc1LJWsnCo+WrGX9++awLPzN9I1Loziqnp+2HrE2c5qs7P5yBlH7szkAdz8zpIW53z7mFSe+24T2CHIx5P7Pl3Jh4+NQ4AAO83je7p7R6MQuJXU3LQ9KuoaOV1QzhtLHIqrqR0jHPfSuoPONja7nd0nz1FW28C9E/vy/rLdyCRimswWmmob+Wz1fgC6xoXSNTaUrzcc5p07xvPgvNUuiogNeiPvLt2FHTs9UkJbvV86e7Vjx+FzfL06jVtH9eTzNQc4kFVAckwIg7rEEhfqy4Ofr3YqtAFcqKzjno9X8P3j17O+Ko2RXt146ZdtLuNf4oHp/UjSRHCy3iGUMNS7Mz8tOc6Fyjrevn0c7y/bzaPXDXY5JrFdIOcuGi0Aw7vFYzRb8FIpXNqV1Gi5/b2fXXKBLlTWcecHy1j09ExiQlqWw3fj5p+I28j5l1CtdawG/5mcnO1lp1haeAhfqQdjQ1KI9ghEIrhcQ8Nks1BiqOVcYzmHqvLYXn6aGI8ARgZ3Ickr4h/9om+0WsiuL+Z4XQGn6i6gtRgQIsBPpsZbqiJC6YdUKMJqt6O3Gikx1JJRex6L3Ya/VE0v/zj6+rfHW/rvdPlfMnLqdU34e11dRo7FYmX7kTwXA+cSNrudHzYeJdjHkyW7jjNtYBc6RwUjEYlcDJxfY5famJfnugI7xrs7D3y/hvgwf86WVFOna2Jk9/a88MPmFvs4ca4UoVBA56hgTuS7jpMSG4JIIOBkfhkf3zOJn3cdIz7Mn/1HCpndfiDfF+10aa8Wy3mg/ViCPb3+/xfFjZu/idoGPT9uPUqP9uH4a1SM7tGBp+dvaLHtmaJKvFQKnr5+GBvTsukYEUBlnY4qrQ4PhYy7JqeSXViBp1KGVCxq0cAA+H7LEXonRXBLuyF8U+B6r6rEMm4KHsKLK7bTLtCb4d3iOXqx3tXEPokcyS2isKLWxcC5hMVqY+G2o/QdHEFJjbbV8X9cn8E9t/XkZH0hiZ7heDVpOFdazQOT+7MvM58XbhjJj9suL34oZRLmjE11enaignzoGhtKu0Bv5LLLRUotVivL9pxoUezAYrPx3eZ0npoxFLm09cKmbtz8k3AbOf8SarSOuhueqv/Ok7O+OIPVxUfo5h1FP/8OiATNNSmkQjGRKn8iVf4MDEzgXEM5R2vz+Sx3CxEKX66J6EFHTdifOo+/C5vdTpmhlhxtKafqL3BGW4rZbsVH6kGcOohIlT/BCm+kwtZvEYvdSpG+hjMNJWwuOcH64gy6+UQxIrjLv87Ddamat/YqlJFuNBg5llfS6v7Mwgp6dmgHOLyAs4Z1JftCRavtfb2VFJ53rVousAqoadDTNS6UMxdrZwgEAgwtGFaXyLlQyYs3DSersJKV+04jAAYnx+LlISezsILXbxlNqJ+GPomRVNQ1Eh3kS6BKRUKHMDbVHKPO3EiyZxTjwrsSJPP8D66IGzf/e7T6JoxmCyovMY/N6YtEIqKiqR6FSfS7+YFafRN9E9uh8ZBz+nwZoX4aQv09scutvJ2/kmRNJG/PHcPpnJZr1ABU1euwmmCITxIp3pGsLkuj0qglWRPFIL9ELA0CXrhhBHKphK/WH+SO8b2pb2xCJZfiq1aRfuZCq31nFpRzk6ob+3ILWh9fq8NfrOHZDlPxNKrZdTif+Q9fh1QqwvOCjPyyam4Y3p1JfTpRWFHH4OQYVuw9SUSAF3PGpNI+3B9fT5VLjg44BE1+rS73W06eL0PXZHIbOW7+NbiNnH8J1ReLC6oV/7kn52BlLquLj9DHL55U37j/1zEihMSpg4lTB3NBX8X+qjN8mLORRE0Y10akXpECZBablUaLkSarCZPVgtluxWSzYLJZ0FtMaM16qo0NlBrqKDJUY7CaESEgVOlDH794oj0C8P4PQrHEAtFloy8ggdP1RWTUniet5hydNRGMC+1KhMe/w/V/yZNzNYoPKGRiQv1armQOEOStprbRcf9JJWIe/2odL9wwotX2BoMZjURJvflyQVCRWIhcIqa2wUDCRRUlsUiIUCDA1pJ8FBAV7M3KysPs0WfSc3Ac3b1i2bDxLPszC/j56ZlU1OuZ/eYidE0m5zHtAr154roheJ7xx08aRKgtgPCO/y6D3M0/H62uifyyarwDZbyRtYqZkf144uhS6sw63oifjUQscqqm/RZPpZz0M8VoVHIWbE7DaLbirVbw0p3D0VubWFZ6kPT6PG73G9vq+AqZhMq6RuZ+upLnZw+noykOTU09xw/W8HWOI0T03ol9UStkBHip+WlbBsVVdbxx21gaDE0E+qg5XVDeYt+BPh5srjhGkCawxf0AcqkYqVnK0UNVTB0cRN9BIVwoq+WlBVudRUABusWF8eCU/pTVarl2UDJ+nirEYiEKqaTFyAqZWEyor4aT+WUtjhvsrXbn5Lj5V+H+3/wvoapeh4dc6lRu+v9Sbqhj4fm9JGhC6eUb+1+NHa7049oIX/Iaythdmc1LJ5cxLCiJ0aEpyEX/mxWhRrORbG0xZxvKuKCvprypngbL73sZ5EIxaokSb4mSrt5RBCu8CJb7IBH+Z9esJWRCCV29o+ji3Y6c+hIO1+TxWuZKki4aO+3+4caOUnY5XO1qQyaVMrlfJ1bsO9miXO2sYV1ZsfcUUUE+KOSOPACjxUqAlwcVdc0L/pWWNDI9vi9fnN3i3GYVWxiX2pHle09x08ju/LT9KIeyChjYOZodx8826yPAywMPTykLM/YAUKivpqCpkok9+7EtIw+Lzc6Dn69yMXDAIS/9/ZZ0YkJ8WbztGIuenvknr44bN389lfWN+PkpeSd7NcOCkng7c7VToGNP/WlGdI9j3cHsZsd5eSiw2+1YrDb2nT7PqO4dWHXgNLUNBt5asJvZswbx1rmVFOir8ImSoZJLm90j4Ag7W7H/FHGhfmj1Rt5ftrtZm49X7uPdO8bz3tLdNJkdoh7fbDhMoI8HfRIi2Z7RXBoeYMKgjrxftoInoia3Ov641ASW7DzOudJqOvbSECrx5fH5a5steBzJLWJ7Rh5VWh1zxqb+YSSHTCpm1rCubExvWZnxltE98fgvFkrduGmruI2cfwlV9To0Hoo/bvgrbHY7C87tQi2RMzQgCUEzHZb/PwIExKmDifIIIL3mHNvKT3GoOo+pEal084n6S/J1mqxmjtSc43BVHrkNZdiw4y1VESDzpJMmHLVEgVIkRSqSIBaIEAuFiBEiEYmQCyWIBH/emPkjRAhJ0ITRXhPiNHZez1xJgiaUUcHJxKmD/pG5S2KREIVUfFWGq1msNk6dL+PRaYP4YPkeZ6y9UCBg+uBktLom+neKIjrGi1OmfGaOTOZwdiHv3T+O9JwLbD6QR15RFc/cMJT4KF+UMikqiZRcbSnbK08BILfLmDG0K+W1DeQWVfHqzaN5ffF2XrpxJFVancvKa4CXBx/eM5ED2kyXeQ4MSKCdpycbX7uJ3OK6Vr1uB7MLuHZgF5JjQ/FUucNS3LQ9MgvLSejox/6qM1wT0ZMSw+Xclc0Vx/l0+BzKqxtJv5gLA+CjVvL87OF8uGIv3h4KEiMD6R4fzqoDpwFHcn2MJIS7o0agEXsgkQj5dO5k7v9spcviTb9OkXSPD+Pxr9Zx1/g+rNp/utV57j5xjol9E/FQyJBLxGQWlDO8azwZucXcO7Ev89YecNbKEQkF3Dm+NzJPAYoaKd+UbOOVO0fy4ldbqfvV+H0SIhnVoz15xVXcMr4bP5XvprLU3KpH95c9J5j/yHUEeKlb3P9bIgK8eWbmMN5YvN1lbvdM6Et8qP//qw83bv4puI2cfwlV/0Uh0INVueTrKrk2IvUv8WaAI4Qr1TeOjp6h7KrI5Ouz29lZHsTUiJ5Eevx3VdSL9NXsKs/icHUeJpuFcKUvQwI7Ee3hj4f4PzPs/i4uGTsdNCHkaEtJrz7Le9nriFD6MjgwkW4+0UhF/6zbTyWXXZWeHIvFyv7TBcwYnMzXD08jv7QGk8VRgV0gEPDm4u08MnsAz+QuBOC1AddzqDqPF3OXIBYLmTVrAP/H3l2Hx1WlDxz/jrvE3b3u7m7QUqBAcV90cd3FF1hYWGBxK0WK1KHu7pqmEmncfSaTcfn9EZg2JAF2f9DS5H6ep89u7j333jMT7mTee855327GaJYW72P+qXWoJDIuiRzM3WlTuDlxDE6Hj7ySOg7llnLb9KEs2p5JXnkNL900jbAQDc/ePJHKxiaKqhsINWoJN+o4UVyBuVrM671u5OX8xdyZNJlQlQGlVILXLfZPX22PzwchRi3hQRoCtV0riYTgz89qd2J3uHH63IhFIuye1uvSXD4PO+tPMn1IBldP6EdZrZkAXcsIzhtLtlNQWU9CeCAapRzfzwIDl8OLutLIot0nsDqyuGhoOvMenkNlvYVak4W48ECMaiWXPf8FHq+P6BCDfypqe+qarFw7pD9vLtlOs93JwLQYfECQQUNEoI7PHr6S8joTICI8UMvaA9nM/7aAa8ZMxG2w8WHNat59eA4FVXU0WuwkRgQSrjXw4Q97ySqsJPKInrsuGcXqnLajVj9psjpQyWVIJb+ttrtWpWDqwHQGp8eSX1GHx+sjOTKIQL3aP2IvEHQWF9a3LEGHakzN/1X6aKfHzbKS/aTpIohW/f5z8g0yNRdHDaCwuYZt1Sd5+cT39DTEMimiJ8m/YTTD7nFxpL6Q7TUnOW2pRitR0Dcgnh6GWPSyP2dg0x4xYjL0UaTrIylsruFIQyHzC7bxXfFuBgQmMjAomWRdeLtVuP9s1EoZpmbb+e7GOaeQS7lp6kBe/XYLx4uqMGiUSCVi6sxWwgK0vHTzNFbW7qPG0cS/+1/H3zK/pdLeCLQk6whQarh17wf+6TYAL5mXMiAgicdTZvPB9zs4XljJo1eM4+bXvvOPFGlVSsaMj+b+A58jQoRRrsZSasde5OL6mLFUZ7t48YOtvHrPdZywF/Piwe/4d7/buf3tRfzjpo7XG+jVCjRKmRDgCP50TM12fth9nMSIQFQiOVqpAo1UgRgR3rNSOWdby7BVyfhuQSZGrYpmu7NVko5eiRFUN1gI0p3JdikWiRCJRP5U1ABvL9vNF+sP86+/TiMmTMP9hz7mwaSZJEcG02ixER6go1dCBFsz89vtb7+UKN5YvJ2TxS3rb4qqGlh3IJuXb5nO3W8v4+HLR5MWF8ID7/5ARX2T/7jMggqmDE5l8pC+HLMX8m7VWlRSObOcA/n8axO7T7akji6paaTgvXoevGw0X28+0m4fMmJDUSr+u69yKoWMKIXhF9caCgSdgRDkdBK1pma6x3W8kPHntlWfxOK2Mzw47Q/sFcRrQohNCOKUqZx99ad57dRKwpUG+gQkkKILJ0xpQCWR4/J5qHdaKLbUcMpcxglTGU6fh1h1EDMi+5GkDWs349uFQoSIBE0oCZpQGp3NZJlKyWwoZntNNjqpkt4BcfQyxpGuj/zTjvBoVQoaLV0vyBGJRFQ3WPwLic8ezapqsLDtWAGmmGaGBKewtzbPH+AAjA/vwaqyw60CnJ9kmYupM1nZdDiPuy4exker9rZKO3v5lO48dPQLPL6WKSW1jjNfkr4s3cqrI25g1e5sth4o4HREPvNG3cunq/dTUmPGbLUzrFucvxr62W6ZOpggfedMdS64sNU0WiivN5MSHYzMJePWpAnsqslmSmQfVpUf9rfbW5/HVf1G8f22E9SaWt9bSrmUSf1TKas1s2TnMf/2S0b0YN3BnDbXNDXbWbghi7ETWqYZf1i8jscuuZzskhpeX7SNW6cPZufxQv/Urp8E6tQkhAf6A5yfmK0Oluw4xtRB6SREBPHad9taBTg/WbM3hyvGzuH10mU0exyIRCL6qJL44Kz6WdBSJ8jl8RAbaqS4urHNee6+ZBgBWnWH76lA0JX9Ob9NCf4rPp+POlMzBu1vG8lxedysqzhKN0MUxnNQ10Xsn7oVRUlzLSfNZWyrPsGaiiNt2koQEa4yMig4mTRdJAZZ5/vwNso1jAhJY1hIKpW2BnKbKjluKmFHTTYykYR0fSQ9jbH0CojDKP/zvH6tUk5DFwxyHC433+8+0eH+tfuzmZuegVfhZknxvlb7BgYl8drJFe0el6GPYmtmS1KBli9Lu1rtd+KmzFbf3qF4fF6q3Y0E6FSs2ZfNv++YSZPVyYZDLYudH/toJZ8+dAWxocdYvvs4NoeLEIOGW6cPYWhGrLC4WPCntC+7mFE9E3n+iw18/ODlqOt1JAdK0cjlBCm0LCvZT5PbjkGmpsxdw/v3X8qbS3awP7slZXPfpEj+OnsUaqWUivomThRVoVMrmDO6NwNTY9h7upDXH5yG2+fB3uxh0fosMvMr2Xr4NJPHJnJH/GQqrI1EGDToVEreWLKdrzYe4uVbpvPJ6r2cLK5GJIKh3eK56+JhvLFke7uvY2tmPq/ddhFut4cDOaXEhQVwxejehBi1KGRStCoFFpsD3CJmhg8iUpXLDYljeOrtDe0mN3lt0Vbe++tsPl6zly2H8nF7vSSEB3LzrAEcp4De7kjUUuGeFgh+TghyOoFmuxO7y41B89umce2ty6PJbWdAYNIf3LPWxIiI04QQpwnBiw+z04rJZcXhdSMVidHKlATKtUjPQYKAPwMxIiJVgUSqAhlFBg3OZvItVRRYqvmmaBcLinaSqA1lYGAS/QMT0cvP7zQ9rUpBYVX7X7o7MxEgFnc8nVAiFjEyNB2Rwsuykv2t9nl9PsQdJPTw+ny/eN5fm9IpFonwen2kx4SgVErILq5F8uP5LHYn17z8FbfPGMrHD1yO1+tDIhETF2pApRC+DAn+nH76b7qx2YbP52Pn4WKignVcNCaBGFkok0P6IJGI8Xp9NNkcbGvM4upLe/CodCw1jRYO5ZXx0Ac/4PJ4uG3aED5/9CoA6kzNKANEHA/O4Yu8NQAEybXcOGscGcdC+X7bSXw+H/UNNupETXxddppJ+n4A7DlZTFFVA5eO7MVNUwYhAg7llZFfUUd5nbnd1yERiYgK1mO2OhiSEcslw3vy7g+7/MU/kyODuPPi4fx7yTY8Hi+PXz0Ol8VDblldu+draLJxuq6GkIE+Xh47EZ9XRI2nkXnV6whTGpjLiN/5NyEQdA5CkNMJ/DRcb/gNiQd8Ph8bKrNI0oYR+F/UhPm9iRFhlGvOyUjShUCEiEC5lsBALQMCk7B5nBRYqsmxVLCoeA+LivfQ0xjDiNAMuhmi/+c1PFa3gwJLDVaPgyhVABGqgN+c7U2rknfJ6WpymZTLR/ViWwfz8mcN70GU0YhIBDOjB/B2zlr/vl01OYwL78Hy0gNtjjtpLuOenhcxb9UBTpZU0zc5isN5Zf79Uo+EBE0oBc1tC4vKRBICRXpMzXbuu3wkr367FZvdxfi+Kcxf33Itp9vLf5bt5D/LdgLw2l8uIj3mf0v+IRCcC4Mz4pi/7gBXj+2Dw+1hUv9UIoP0/PurnWw7ls9j149huWcHuU0VAAQrdIwx9OShD36gsKqh1bleXbiFBy8bzfqDOTxx8xgeODafarvJv7/OaeFfp7/nqd6Xo5b2xi3xgMTH6yd+IFihY3JwX3rEh5FVWEVFfRNvL9/pP1YsEvH1366mrNZEeyb0TwERSCUibpoyiDvfWtJqulteeR1PfLKK1/5yMfe+s5Q731jC+w/OJjrYQGk751TIJKh0EhZm72Ehe1rtuzVhPGqpkDBAIGjPhbvIQeBXZ27J/vJbRnJymyqptDfSJyD+D+6V4P9DJZHTzRDNrKiB3JY8gdGhGZTZGnk7Zy1/P/oda8uP0uT67QHH6aZqPsrdyMOHvuQ/OWv45PRmnstawpvZq2lwtl0v0h6tSkFjs71NxqKuIC06lBHd49tsTwgPZPrgDCRiMWKRmMkRfUjQnAkktlafYFxYD8KVxjbHDgtMx2J3tNTg2ZHFw5eP5uYpgwgPaHn4MG/pQR7vPguFuO2zqL/ET2bdrjzG9k6i2eZi69F89mWX0Dc5iviwgDbth2TEkhJ5YddqEnR+wfqWrGSXj+7D97uOkx4XgtvjZduxfJRyKUGhCn+AAzA7fAilVaY2Ac5PPl9/gDljenPSVNYqwDnbF+VbmToylTh1MG8VrAKg0Wmlzmvi7suHoVa0TbN+1yXDKHRUMXlwapt9IQYNUwemU2duxmJ1snzX8TbreQDsLjdbjuYxvHsCZquD7VkF/P2m8cjbqXX32JXj2N3UNsNaX0M8vgZpm3VJAoGghTCS0wn8VHDQ+BvW5GytPkGgXEuMWqhyfqFQSeT0CUigd0A8lbZGjjYW8UPpQX4oPUivgDgGBiXRzRCN4mcJC5weN0cbi9hSdZzTlmoC5RpGhGSQqA1BJZFTYq1jS/UJXjuxgoe7XYThV9b/aFUKvF4fFpsD3X+Rya8zCDZoePzq8ZwsqmLh1kxcbg9Th6QzKC0Wh9PN4u2ZAAxMjeHf/a7nUGM+P5QeQiaW0Gxz8M7Am9hZk83GyixUUjmXRg8mVGSkoryZuWP7cvX4/mTml6NRynnx5mkYNSoarVaUzVLmD72LpaX7OWEqJVIZwPTQAajdSqJ72UiNCaH0rMXIz3y+lifmTqCs1sT2Y/nIpBIuHdmL9JgQokOM5+fNEwh+I51awRVj+2C1OxnaLR4fLVPXoKU+VLG9tlX7VG0kx3JqOjxfjakZg0bJtqb2i18CFDRXIwIkbikNDgvXR4+lvyYJhVWO0ajg00fnsHLvSTJzKwkJ0HDV2D4UUMGSmj3cMmEiU/qns2hrJs12J4PSY+kWG8YLX23gyrF9Gd49nqzCyg6vfaqkmt6JkQAcP12NOM7Oew/PYv3ePE4UVhMRqGfKwDR2Hi+kf89UYuND2GY6gVQkZmpoPzQ2DU++t5aFT133X7zLAkHXIQQ5nUB1owWVQoZS/suF/ZpdDo7WFzE8JO3/VfhTcH6IEBHx4xSz0aHdOGEq5aS5jEMNBUgQEaUOJFihQyQS0eBspqS5DpfPQ7QqkIuj+pOoDWu1PiRFF0Go0sC3RbuYl7+Fe9Om/uI0OK2qZUpEg8Xe5YKcWkcT6xsOs8S0n6FjU5GiwKexs3D7Eb5cd7hV25smD+S6if3projD7fVS0WDizZOrqXM10dMYi9Pr5rVTP3BN9GhilOHkV9bzxKerWz3t7ZcSxdPXTKKkppF/f7aN8f2SuCI2CY1UQZjYwF3vL+XDBy7j602HGZgW4z+usdnOIx+tIDU6hP4p0bg9HpKiAoUAR3DBcLk9rN2fTVJUMN9uPMrwHgkAmJvtBMlbF7ysd5hJiuz4gZ1SLsXt8RKuaDu6+ROjTENWQRUrt2bzwVV38O2mo3h7i3lh0UYKKuuJCjIwd0Ifek4MJyk8mB1ZBfTPiKZHbCzPfLqeWpOV0b0SUcil7DlZxIcrW6aTqeQy1h7IJsyo9a/F+blQo85fCDQ8WEtmUxH17iYGjkhi5sjufLvhKI9/sgq7082ibZkkRwYxoHsSPq8Pl1PK2xt3I5dJfnONHIGgqxHujE6gutFCgPbXp6rtq8vDh490Q9Q56JXgj6SSyOkfmMg18SO5MWE0o0O7oZOpqHNYqLGbkYukDAtO5caE0cyJHUqyNrzdBfAGmZrJEb05ZS5nT23uL17zp4xcXXFdToWtgbdz1lJuq2dx+R7W12aibla3CXAAPl27nxPF1Tz87io27M2lRFrFttqTHDeV8k3RLpaU7KPSbuK1vB8IM+p4/JNVbaazHMotY9H2o9SamzldXseHK/bx2LtrCNFrefLTNdw0eSAFFfUs2HSYyvqmNlPUckpr+HrzYfLK61DIukYiD0HnUFLdyOIdLamfv9h4iPI6M7GhRhqb7aicSgxn1UnLd1QTHqhHo2x/Tcolw3uwYs9JhganIOsgoc2s8EGs3JrNgZxS1uzKoUdMOF9vPkxBZUuSlbI6E69+u5VHPljFja9+S6hRx00vL8Ru9ZARG0atuZnFO46xYNNhMvNbptJplXICdCqW7sji4qHdO3ytUwemsflIHiIRTB+cwf660wwNSeWJzK95t2Q1Wq0cu9Ptb59XXsc364+ybNtxgvQaCirruXp8P4KFlPACQbuEkZxOoLqxCYPm15+s767NJUEbikYiZFfqTALkWgL+H0kk4jQhpOnC+b70AAMCEzus06P98YtEYxcrCOr0uFhc1Hqx7+TQ3tRV2Lnz4mHUNFpYeyAbs9Xh3//5+gMMTIshIFjJ16UbkSDhiYxZJMsi8Yi8rKw/gEaqYGdWAR5v+2ucDuWWMXtsD95+cCbmRicl1Y14vS1TXEb1TGDNwRzuvHgYVY0WHrliLC98taFVtqekyCCeunYCkYHGP+R9EQh+b1a7k2+3HOW6Cf35cv1BAOat3ccrt83ggfd+4MPF+3jq+it4Pnchja5m+qgTeWvxdp67fjLPfrGu1T04OD2WaYMy2Hw0D61IzVOpc3gpbzGJ2jAG61vqw7lETuKcEXyckwXAku3H+OzRK9hwKIdLx/QgLFhLZU0T6/bmYrE7MVsdiEUibp8xFLvdxWWjetErMYL8inrWH8yhsqHlb/E/bpxKUXU9l43qhcPl5vpJA/hi/UG8P65nlIrF/OWioezLLiFQp+LNey9Gq5Mzf/CdNDia+Uf6XIJlOowJGnrFRvDi15v9D5e0Sjl/u2Yi89cf4PKRvZg5qhsmtxUtyj9tjTWB4HzpEnfEe++9x3vvvUdhYSEA3bt356mnnmLq1KlAS8axZ599lg8//JCGhgYGDx7MO++8Q/fuHT+B+TOpavj1kZwqm4liay0zIvudo14JLiTDgtP4rGAbe2pzGRWW0W6brjqS4/C4qHVa/D+PD+7JKHVPvs4/Sn5FHVHBBv5+zUT2nCz2r82pM1vpER+BTq1ggCaRa9PHsXxnFvOz1qOSS7l0ZC9G907kk8x9ba4nk0p44oYxWLXNPJ39LXaPk6EBaQzrkYHH4+GHf9xIjdlK5uly8ivriQ4x0i85iifnTqDJaqe60UJMaABJkYFEBxvP1dskEPy/2Z1u6szN6NRK6ppaEuqYrQ6qGy3cPn0ISrmU5ioP7/W7FY/Eg7sZjpwux+Zw8cTcCThdbkzNdqJDDOSV1bLtWD7Beg21jVZ+WJ3LJ5fdzc7jhazceBKAqYPSUYcqMWiUmJrtWOxOfD6447pBfJG/jSPWWmKTg3lh6ATWbs1j9e4cmmwOymtN9EqIYOnOLA7mlBKgVXH/pSMJD9Sjkss4XVHH6n3ZWB0uBqfHMn1wOtMGp3OytAqpRExqZAjVjRaG9I5m2JgIPihaQ0OphX4BCVwcPpDlm3IoqGhgUv9U0mNDefW2GcgkYiw2ByFGHdWNTTx983gKHdX87fg3NDqbGRyczJzYoUSqAy/owtkCwe+pSwQ50dHRvPzyyyQnJwMwf/58Zs6cyeHDh+nevTuvvPIKr7/+Op999hmpqam88MILTJw4kezsbHQ63a+c/fyrbrQQG2r8xTb76vJQiKUkaoUUsoK2AuRaUrRhbKg8xojQ9HbX5kglYlQKGQ1NXSvI0UiVDAlOYV9dHt300QwV9eC2fy32F+0rrGpg5/FC7r90FMO7x7PzeCED02I4XV6LWOHlml5jufm171q9b8eL1nNZYS+G94hnwabWU97uv2o461z72V9w2r8t31LNKvkhPht8B1nZ1Tz28cpW19+RVcCDl43mYG4JJ4urmdQ/jf7JwrRUwYVFp1EwKD2WE0WVDEiNpqCyHqNWSZhRx1/fWU6P+HBuuLI3m+uyKGyuppsyloTwQLJLa3js45VoVQo0Shl1Zituj5fnrp/MByv38K/bZjB7eE8e/XAV+RVnatHkLt1BQnggf7t6Ag9/uILkyCD2nSohIdHAnrpcHF43Rc017Kg9xaPDZlFR00R4oI5Qg4Z73lnqn0pWQEvtnEtH9iQtOoQXv97kv0Z+RR1rDpzi5bun8IltNU6Pi/qaZm5OGktdXRNLS8/U1ipsrmFl+WFeHHc1z7+7hbeW7SAjNpSrx/WjvslKiEFNr8RIQkPUvJe7jiUl+1od+33pQT4Z8heSdeF//C9LILgAdIlw/6KLLmLatGmkpqaSmprKP/7xD7RaLXv27MHn8/HGG2/w5JNPMnv2bHr06MH8+fOxWq0sWLDgfHf9V3m9PurMVoy/MJLj8/k4UJdPkjasyxTaFPz3+gYmUO0wk20u67CNXq2g/scnrF2FWCxmcFAyBpmaOWHDeevbXe1WJX/vh11cMqInKoWMy0b1wuv10Tsmis/WHWg3MFy0I5P48MBWDyiMWhX6MBn7G0+3ad/gbKa0wcRLX29q9/rv/rCL6YO7YbY6mDmsO9rfUDdLIPgzkUkkTBiQzKr9p7h8VG+UMil/v3oieWW1jOqZyOzx3Xi7aDUpunDWVWSytHovN17c33+8xeagqsGC2+MlITwQr8/H1IHp5FfUUVZrbhXg/KSgsp7Cynq6xYVxw6SBfLP5MN9vPsX4kF7+Nj58vFe0hptnDUAplfLp2v2t1sr8ZPH2Y4QF6NokAmhosrF88wl66+Opc1oQi0R0M0S3CnB+4vC6+Kx8E7PHtcwkOVlcjdlqZ9muLIIMWurMVmoc5lYBzk9sHievn1yB2dW1PqMFgo50iSDnbB6Ph2+++Ybm5maGDh1KQUEBlZWVTJo0yd9GoVAwevRodu3a9YvncjgcmM3mVv/OtfomKx6v9xeDnFJrPVUOE2m6yHPYM8GFJlIVQKBcy+6ajhMQ6FTK8xLknM97zeFxsah4D8/1moPep+3w9dudbkTAvIeuIDrYyBNXjyc80MDmI3nttu+VEEF9UzNv3jmLif1TkIrF9E2KZO/P6mEMD07j+ZSreCP1ZgLEOsb2Tmq3lobN4UIqFvPh/ZcRGiAsRBb8b87nvdbQZEWnVPLxA3Nwe7189be5BIUrSE4N4N45w0iODcQoU5PZWARAUXMNR8nlmVsmEB1sAFpGnKcOSuflW6ZhczhQyqWU1DSy7mDbNNJp0SH87eoJpEaH8My1k4gOMSCViNly6DSD9Cmt2ppcNrQGGRqVnIvHZvDqA1N4/YFp3Dijf6s1sVmFlSRFtM34tuVwPoP1LXV14jUhnPyFh0nHTMWkxJ85x9bMfPqnRGNqtlNWa/rFJDEH6vOxuOwd7hcIupIuMV0N4NixYwwdOhS73Y5Wq2Xp0qV069bNH8iEhYW1ah8WFkZRUdEvnvOll17i2Wef/cP6/FtUNzYB/OKanIP1BajEMmI1QjFAQcdEiOhmiGJvbR42txNVO1W0dWoFdeZzX3jufN5rIkTUOJp4KvNb/pHwy/UoArQqUqNDAPApPIjsIBK3nfp3xZg+xIUaefSjVbi9Hu6dNYLbZwxBLBXxRcUWf7sHEi+iJsfFP77ahsXuRCoWM65fMi/fMp0nPl3V5mmyQaOke5wwVUXwvzsf95rV7qS+qRkfIuat2c+KvSdwe7yoFTJmj+lBak8DFomVnsZY+gUmtCqB8EPVAeYMG8ITt4/G6nCByMfephyWNu7m6oEjqCxrRiQSsfN4YatrTh+UwcC0GD5YuZuK+pa/o32SIvnHTdN4/4fdxKtCESPCy5lhU7FPTLG4ko/Nq6iuaQn++gUn8uI9k3jhwy1U1JsRi0T+BANna9nekkXRB+1mu+xIy7Et/yv68eeOtLQQSkQIBNCFRnLS0tI4cuQIe/bs4Y477uD666/nxIkT/v2in31o+Hy+Ntt+7vHHH8dkMvn/lZSU/CF9/yUVdS0fzoH69gs5+nw+DtXnk6gLExYjCn5Vhj4Kl8/D0Yb2A3yDRnleqmufz3tNLpFyWexgTC4bld56Qgztj5JolHLCAlvW8DU4LDyduZACVyUT+7Wuip4QHkhadAivfLeFWnMzjRY7y3cdZ6fpFLccfZdpkX0BGBmcQVW2i3krD2KxOwFwe72sO5DDlxsOctu0Ia3O+1PaWoHg/+N83Gv5lXX4fPDqd1tYtivLn1Ld6nDx5drDnDjSQFZ9KdnmckaEpLVKjnJP6hQWlezl3qxPeCz3cx7L+YKlFXtZVLKHt3JW45S42HuqmKkDzxwTbNAwuncSz3yxzh/gQEsSg7v+s4R7Zo3g+OkqZoQP8O/L0Edh8dl48tg3VDvOjG4dasjnhfyF3H/NcAC6xYW1Oy1u/IBkdptaRmkLLdW/WMqhb0ACJ/Kq/T+P7ZPMwZwSNEo50SFGhgSldHjskOAU9DLhc0AggC4U5MjlcpKTkxkwYAAvvfQSvXv35s033yQ8vOWpZ2Vl66rE1dXVbUZ3fk6hUKDX61v9O9cqGppQyCT+9L5t9tsaqHaYSdEKT3cFv04nVRGlCuBgfUG7+8/Xmpzzfa+l6SMZEpTCt1U7uH/uCKTi1h+dIhE8fe1Ef72KWkcTdY4m5hVt5NoJ/QgLOJPie/aInny+/kCr42eN78aCsm30D0hEipg5sUO5KGggCze2ZGvTqhQkRQb5z38or4yEiEB/P0QieGLu+F+ctioQ/Bbn+l4zN9vxen2Ymu3syGr/c2fp1izGGXuxtGQ/IkTIkHBN/EgStWEMCE7i+9ID7R63ueo4gUEto5vBBjUZsS1/02cO685XGw+1aa9TKwjSqTleWMnhnHJGGVrWxUhEYh5Ku4h3ctcSrjSSqA1DKTlTfLvGYaZO3Mg9s4ZTWd/UJi18qFHLtFFpbKltebDqxceO6lNcEz+iTR80UgXXRYxl6ZaWtv2So5BKxFwzoT8NFhuBejUhSj3XJ4xq23+pkvvTp6GVda1izQJBR7rMdLWf8/l8OBwOEhISCA8PZ/369fTt2/IE1el0snXrVv75z3+e517+usp6M4E6TYejTocaCpGLpcJUNcFvlqKNYEfNqXanrOnUShotdjxeLxJxl3lGQpBCx1M9LyPLVMyxumLeeXgma3flklNSS0J4AFeP7090sAGZVEJNowWnBW7VTyUpIZAyew2v33sR+4+XsulgHokRgRT+rAK6RivDXufiqvjhWNx2wlVGjGItcpmUBy8fjUouo6iqgRCjFr1ayUer9tBgsTE4Ixa9VsHV4/oRpFdi0AhBjuDCYnO6CA/QcfTHQprtcbg8BIsM3Jw0hnJrA0mySLrZkgh0hmBzufD4vB0eW+e0EBYQQGlNIw/PGU1BRT1BejVfbjjobxOs13D3rOHIpBKKqxqQyyTMHdcXGw5mhPdndvRg9DIlt6dMoMLWiMllJVkbToW9gfdy1uPwush3VtDbmEZjs4N/33Ex3209QrPNxei+iYzslYBU4ePupClsqj2GQiwjwxBFgiaUAYFJLC3ZR53TwsDAJMYF9+SrFUdJjgxi8oA0wgN16FRKNEoZIUatv/Dp1QmjGBqSxoLCHdQ7LAwPSWNKZB8iVQEdvRUCQZfTJYKcJ554gqlTpxITE0NTUxPffPMNW7ZsYc2aNYhEIu677z5efPFFUlJSSElJ4cUXX0StVjN37tzz3fVfVVHf9ItTVA7XF5KoCRWyqgl+syRdGFtqTnDcVMqAoMRW+/RqBV6fD5PF3uEUyc4qWKljjLI7AwOT8eKlz5wYbE4XSrkUubTlo7Sy3sxHq/ZSb2nmxjl9uXXf+zS5WxYB9zTEMvriDCKD9OjVilaFC8VeEc/3voJ/n1rpX5D8ZvrNvHDDFF5btNVffR1anjY/d/1klBoJ6WM0SKQiAowKwvTGc/dmCAS/ExEgkYh+tdabudmBQabH12Tnpg8Wtqy/Ad5ImP6LxwXINTz14Rpyy2oBSIwI4h83TiHEoKW01oRereDZ6yfx8jebKKkx+Y8zalX85+5ZXBY4nPISM7XhZv527Buc3jPr4PoGxPNcrzk8cfRrAiV6vtlylOzSGhb8/SpSx6rx+WCH5RDvHV5GjDqIFzOuRlqlJi0ihCCVmrI6M9GBwdyeOBGzyYnZ5EThUtA3KYr+U6JRK2XIpVLkMglKuazV6zLK1fQLTKDbj1OM1VKFMCVdIPiZLnFHVFVVce2115KWlsb48ePZu3cva9asYeLEiQA88sgj3Hfffdx5550MGDCAsrIy1q1bd0HUyKmoMxOka//LZq29iTJbPUm6X552JxCczSBTE6rQk9nOupyfsgjVdbE00mfTyBToZCpkUgl6tdIf4EDLnP6lO7O47bJBPHzkS3+AAy0Zk94rXMuK2n1cPqp3q3PW1NpYX3msVcalELWeBRsPtQpwAJqsDp77cj06pYL5pVtI0UUQoRee3gouTD5aUiyHGLVE/Zgh7ecGpcdyKLcMS4Obpz5c7w9wAE7l1dLDENPucfGaECrKLf4AB1rq1ny+/iBzx7UUxr5iTB8+Xr2vVYADLUWPH3z/B3JLa4mN1fFE5tetAhyAww2F7K8/zciQdLqr4sgqrGT64HSWVu3lq9LtLCjbzjFTMQAl1jpez/+BGpOFG19eyKZD+bz+zXbeXbabb4t2Y/U6eXv5LuxONy99vYlLnv0Mi82JXqNsE+CcTSmVo5OphABHIGhHl7grPvnkEwoLC3E4HFRXV7NhwwZ/gAMtSQeeeeYZKioqsNvtbN26lR49epzHHv92FfXmDp+oH20sQoKIBE3IOe6V4EKXqA3lmKkYj7f1NBC9uiXIqT8PGdb+7Kobmvhy4yECdWrMvmYanO2/R2sqj3LRsG48e90k7p45nL/MGEpaYhAbKjKRiiSMD+vBrcnjUYqkpMSEcNv0IQzJiOXsGakNTTbKG01cGzeKDL1Q9FNw4apqaFnDIpOKefG2KYQaz6xf65MUyUOXj+ahy0ZTVttITWMzMqmEOeN6cfvsQUwbks7ijVncGjGJ+J/9nYtQGXmp91xe/WJbm2uu3n+K7vFhTB+cQbe4MA7ntZ/OubrRglGr4mBdAW6fp902q8oOcWPCWL5ZnUm/5ChunDKQXfVt01UDHG4ooEday0PH5buOM21QBlmnq7g4cgBitZeXb53K5sO5DEyLQSaRkFNRTYPTQrPb0e75BALBL+sS09U6K5vThanZTmAHIzlH6guJ0wQjF3f8FEggaE+iNow9dXmctlSRqo/wb9f9WGCy1tx1R3LaU9/cjMlqx+vz8uLNU6m2ts2uBHB77CTCHEHMW72P6UO6caqkmn3ZJXTvHky6IZJbkyews/oUE419yMyv5HBuGVaHkyEZcVwzvj8vf7OJ0tqWJ85eu4g5aUMJ07b/9FsguBD8FLxbXU6KvBW8c88lVDZYCNar2X2yiO93n2Dl3lNcMrwHvZLCefKuUSyv3ssRp4mUXpE8PXYcy9af5MpeY0noZqTIWkOkKgCDWIOrEaoaLe1e9/Y3FvH1E9dgbv7lmjIiRDR6Ov68s3qciL1irhs3gLI6Ey8t2MS1wyZgC2/mzYKV+GidhMDlaxkNqjM30ys9jMDEfrxXuJZ6p4Xe+nimDe5HSLCGa2f1Zn3DET7dt4ZQhZ7rE8eQogtHL+9a04QFgv8PIci5gFXUtaSxDGpnJMfisnPaUsX48AtjRErw5xKqNKCRKDjeWNIqyFHIpKiVcmpM7X9x6IqsTifbjxVwJLechy8fyzNfrOPBG4a3aXd5xDBqTniYv2s7L988jQfe/wGLreUJbZPZwU1J43j40JfM63sX//p2K7uyzkwXzCuvY/X+Uzx3/RTue285LreHmBCjEOAILnhikRiRSIReoSDZFUOTzUGQTs0jH61oNYXsZHEV3ePDuOqy7uypbymGmW+pZmP1MZ4dfyXfLD7Og6GjOba9kfeOH+GK0b1JiwnBqFHS2E4gc8+sEfxr4RZmDe+BUibF7nK3aQMgl0noHRgLHZTNi9OEkF1Yy4ufbcbpbhnt2XOymGlD07ih31jmlW7yt1VJ5OBumUBzx6VD2GA6wsKy3f79+ZZqVlcd5t0Bt/Dk0a+psDf6t++py+OOlInMiRuKRipkTxMIfosuMV2ts/rpiW7IWcP7PznWWIwPH4na0HPdLUEnIEZEnCbYP5/8bAFaFdUNQpDzkxqThVe+2UJ9k5XdJ4soqW4k+3QtAwOS/W3EiBiqS+e7jZnMGJLBN1uO+AMcAIvVxcd5G0nShlFTZ20V4Pykzmxlzf5TjOuTzJCMWPQ/jqoJBBeyYIMGpVyK3enhgxW7UcpkrDuY02aNDMDxwiqaqj3EqoP829w+D+8Xr+HeK4ZRa2pm6c4smm0O4sICmL/uANdM6N/mPAE6FcF6DTuPF7JmfzZzxvRu0wZgdK9E9meXgEVKXAfTvm+OHcf8FYf8Ac5PVu3OppsiFrn4zLPkyyKHsmZbDnKphF7pYa0CnJ/YPS7eyF7JtKh+bfZ9kLuBeofw2SsQ/FZCkHMBK61pRCYR+xeDn+1IQyGRqgA0EuGJj+B/k6AJodzW2GZtiVGjpLqDKSCdXaPTSnFzLYWWauocLUUEa03NOF1uZgzJYM2+lmJ/nyw/wKX64cyOGoRCLCNWE0xOYcvi537J0ez6WfX1wEAlx02l3JM6hdV7T3V4/c1HTzNrWHeemDueqGDjH/IaBYJzKSxAh93lwuXxkplfDvjYcjSvw/Zb9hUw0NhSDHNYUBrPp1zFnRHT0MmU5FfUIZWI6R4fzv7sEg7klOJ0e7hv9kh/jSm5VMKtU4ew7Vg+ABsP5xJi0HL79CEYf/xbqpRLmTuuL5MHpPHF+oM8/eF6Xuo+l7EhPfwL/CNURl7uPZcwaQB3zB3EK/dOYdLAFMRnLZ47cqqSVF0EBpmae5KnYqwLpKiqkdf/cjH7ak53+BozG4tJ1UW02e7Fxylz+X/3BgsEXZgwXe0CVlZrIsSobfWhCuD0uDlpKmNwcMdVkQWCXxOrCUGEiBOmUoaHpPm3G7UqqhqafuHIzsfr81JgqeYfWUvJMrVUgI/VBPNE90sAKc/fPgmp3uuvVyUWiRA7JMQ2xvJ0TBpqpZzS4pb3zOfztaxDaD1VnxtjxtFc6aMlqW77RCKICNYTLQQ4gk6ixm7G5LYRotDxr9svRq6SdFj3DVruAR8+Hky8mOocJ/9YsA2L3YlMKmHKgDRevnkai7dn+s/x4co99EmK5O6Zw1Er5fh8PmpNllZ/N19btJVB6bE8ePkYFDIpIkCpkPLXd5bj9fkwWx0UFprQ5Qbzj77X4hV5CdPqKHBV8kz2QuweFwqxjOkD+vFc/4k8/eF6PF4fKomMv2VcSm5pLT0DomhWORmVloRELKak6X8LVkS/8PkgEAhaE4KcC1hJjYmgH59One2kqQynz0OSVkgdLfjfqSRyIlRGjje2DnICtCpySmvOY8/OvQpbI7fu/RDLWSmhi5truWv/Jywc8iAL87bjqHUxY0g67/2wh1unD+HLTYc4lNuStUksEvHGnTMBOJhbyvAeCWzLzPefq3dUJFWHmnlq2Voeu3IcK/acaLcfEwekCtPUBJ2GyWnlxeNLmRzYlxB02CUOvizeyLiBiXzyQ327x4wdnMhpUTHlJ+18seawf7vL7eGHPSeoarQwMC2ahPAgvt1yBGhJ7X7k9Jmg4uKh3Zg6OJ0fzrrP9p0qZt+plum5lwzvgdnqwOtreRIxqX8qB3JKWLL1OEu2Hkckgk8ev4x/nFjqTyzg8LpYUr6XplAbl4/vxTfrj9IjLoL9R8oprWnEaxfx5Cdr+MuMoRw5XcbVF/fq8H3pG5DASXNpm+1iRKTrI3/juysQCITpahew0ppGQgxtg5wjDYUEyXUEytuu1REI/htx6mBOmktbpZI2alXUma24PR1XGe9MfD4fGyuPtQpwfuLxeWnyNbO55jghMgP9U2JIjAgkMSLQH+AAeH0+th49zTXj+7Fy70muGN3bPzUGoNnqZt6Kg5itDmpMzYzqldjmWqFGLdeO74dRI2RXEnQO9U4LO2uyideEUGOyUOSpZHvNKXp0CyEhPLBN+77JkSiCYJA2hYWbjrV7zn2nikmNCuF0WS1TBqa12R+gUzF5QDr1Zitj+ya12R8WoGVCvxS2Hm2ZThakVzN7QndU6jPPhG+fMZRVdQfbZE4D2FB9jKF9YrhkeA+0KjkbDuUwqlcSCVEBDEyLoUd8OHtOFrP9QBFXRLZNUKKRKLg/fRqry4+22Xdv2lQCFcLfdYHgtxJGci5QXq+P8jozg9NjW233eL1kNhbT3RB9nnom6EziNSHsrsulsLnGX1Q2QKfC6/NRZ24mLODPXzD3/8vhdbGvrv358xKRmDJbPT58xCtCeeW7zdw3exQN7RRLXbzjGI/MGcMrt85g0+FcXrltBntOFjNrWHdsDhe1P9Ye+s/SHTw0ZzSjeiSy9mA2VruTsX2SmTAghdhgoeinoPOosDUAoJOqyG9sIFPRknDjhdOLeOy62RQVmNl2oBCJRMzEoUkMTo6nSdyMxeTG7mw/Gxq0jOqAj2EZ8Yzvk8ySHccwWR2M7JHAmN5JWO1OlFIpt00dwqR+aSzZcQybw8X4fskM757AvNX7SIsJYVDPGCb1T+WF/IVcmzSeUb0SuWpsX3RGGTcc+b7da/vwodJKuHZCfzxeL09cNR67y43II2L6oHR/wpHvNh7jVt0gnku5ijX1h2hwWeipjePS+MFEa4y8O/AmlpTs41B9AWFKA9ckjCJBG4JaKozkCgS/lRDkXKAqG8w43R7CAlt/ycxrqqTZ4yBZG36eeiboTMJUBlQSGSdMJf4gx6hVAVDVYOkSQY5MJCFSZWx3n8fn9adzNXmsyKVSHvloBc/fMKVN254J4QQbtPzjq/UM7RbPyaIqrhrXi8zTVXi8XuRSCU63B7fXy8vfbCYiUM/o3okopFJ6JUYIAY6g0zHINBhkKnxeUMhlRCpb/hs3uaw8nv0l6fpI+k9NwuPzscuRSXdbBIs2n2Dm8B4ta3PaDqQALQ8BQwxavPhYtus4MaEB3DE4g/8s38m8tft59bYZzFt/gOOFlUQG6RnVKxGNQs7gtFi+rduGYaCMgaJAaj2V7LP5cHk9ZESH4ezr5en5a3nittG/+Locdg9X/etL/n7NRJIjg1i97xRfbjyEXCrhhRun+tt9tGwfRq2K8f2TSNAqyDtchzhMikwvI0YTzJ2pk7G6HSjEMpRSod6dQPDfEqarXaAKKluegIX/7Evm4YZC9FIVYSqhfobg/0+MmFh1EMcbz0y9+qn4bGWD+Xx165ySiCVcFju0w/0Bcg1xmhDW1R5h1rgM7E43Dqfbn83pJ9dPGsjTn6+lvL6JxTuO8e8l2zFbnDz60Uq2HD3N5AGtp9ZU1Jv5ZvMRFm3PJMTYdlqqQHChC1XquT56LE/PX0dSZBDjw3siPmth/SlzOV+Vbeeb8h1MDunDwVNlrNh7ku3H8hmSHtf+OY1arE4Xzy/YQIBWxd6TxZwur2NrZj77s0uYMjCNNfuzOV5YCUB5Xct99smafdzy+kKGajNYVL6bL8u2kWoIZ035Ea6JG0llpYUaUzPVjRbyCxs6XBuTqA2jqNiEw+Xhmc/XUWe2khwZDIDT7cHqcBIWcGbKWaPFxuKtWcxfeRCf10egTuXfJxNLMMjVQoAjEPyPhCDnAlVYWY9MKiHwrEKgXp+Pww2FJOnChAwsgt9NnCaUImsNTS4bABqlHLVSTllt2zoWnVWUKoC/9ZjtTx/7k6vjRxCtDuSVvlfj9nlo0jVx2diefLR6L3+/ZgI94sN45rpJ/OfuWYQZNUhEIoL1Gq4Y04e9b91NvcXKv26fweheScwYkkGfpNZfnLQqBW/ePbPdgr8CwYVOLVIwLqgnT18zAZVWwp7aHB7pdjGp2giuiRrFDdFj6WWMY3bkYNKVMYhEMLZ3Est3Hufq8f1IiQpudb4gvZq/XT2BT1bvxeeDfdnFXDOhHzdOHsi3W4+iVyu4ZHhPYkONTB2YjkGjYMaQbtw6bTAzh3VHLBLRWOskWKFjSkQfFBIZ3XTRdNNFk1dWx4R+qYzrk8wXqw9zR9RUotWt1w1FqgL4a8wMPltxCAC3x8vJ4mpCjFpkUgkAn6zey5NzJ7S5p1Oignjy6gno1ELZB4Hg9yJMV7tAFVbVEx6ga5UGs8BSg8llJUUnTFUT/H7iNSH4aMnaNyi4pcBlsF5NWW3XGMkB0MiUTAzvRf/ARLLN5Ti9brobopGKJWyozGJ79Un+2etqykyNJAyWccmwHkhFEu6dNZIvNhyksqGJjNhQPn5wDla7k9TIAMrqmth6NJ+9p4oxaJTMGd2bJ64aT3FNI8VVDQToVPROjCTIoEKrFL74CDqPBpsFS7OLE4XVfLvlCFaHi7F9khjYOxGvyMsV0nEsWp2Jy+3lr7On4PH4eO27rdSZrfRKiODFm6fx+br9XDaqF0aNirJaE9EhRtRKGa98u9lfSLSqwcLVl/Qk73QD0welMyAths/W7ae8zsyMIRlcNa4vX208xJajp4kONvDcDVMQi+GD1NuocZvQSdXoxWq2VpwkQBGE2Wpn7vi+3DJ1MAVVdbyYfjXNYjtZNaWEyY24zPDcB5uoNZ2pLVZntuLyuFHKpbjcHkpqTPxr4Rbuv3QUMokEm9NFQnggEYF6gttJJCQQCP53QpBzgSqorG815A1wsD4frURBpEqYuy/4/WilSkIVerIaS88KcjSUdqGRHACVVE6UNJCoH5/eVttNPHDwc3KaKgAIkOiwH1GSebqCq8b2wen28ObSHf7jc8tqWbXvFF8/NpfyRis3v/YdTVaHf/+BnFKmD85gcv9Uluw4RpBeQ7+UKHQqFQJBZ+Fwu6i32Hh70S62npVGPae0hujgKSzZkcnhvJZ0z1eM6cPmI6f5buuZTGO5ZbWs2n+Kl2+exvNfbsBidxCs13DthP6898MRiqsb/W27p4Ty8qllTA7uQ0yokYc/XAFAj/hwDBoVN7zyjT9NdG5ZLZuPnubZ6yeRX9iAI8DGXSc/xePz8u8eN5Bb3MiRvDJCDTrMMjsRAXoe/s9qrhnfj72ZNWQVZGKxO9u83rSYEORSqT/hAEBxdSN/m7eGJ68ez6UjOk4lLRAI/n+E6WoXIJ/PR35FPeFnJR3w+nwcqs8nWReOWPi1Cn5n8ZoQjptK/F8Igg0aSmsaz2+nzrPdNTn+AAdgfc1Rpo5KpbKhiQGpMbyzfFebY9weLxq1greX7WgV4Pxk5d6T6NRKmqwObpg8gJgQ4YGFoHOpdTRRX29vFeAARAbpsTtd/gBHIhYxrFtcqwDnJzaHi0/X7OeSET2wO93YXW6C9GoKKs/U1gnSq4mL03PaUkWiIrzVA4crx/ThzaXb/Z9nZ/vnN5vxeH0oPQo8Pi8Z+ihCFAaSIkNQymXsPFFIVYOFbccKiAjU8d22o8wZ3avdACc21EiwXs3hvLI2SRKMGiVDM+L/m7dOIBD8l4SRnAtQrbmZRoutVdXzfEsVjS4rqfqI89cxQaeVqA1lX/1pCizVJOnCCDZoqGxowu3xIpV0vaDa7LKyvPRAq202j5MFNVt5+/6ZFFY14Pa2rSPUOyEcp9vDjqzCDs+9NfM079w7G6NWSBUr6Hy8Ph+r959qs31gWoy/QK5KIePhy0ajUyt45dYZiMUiDueWsnzXcX8wcTS/nGsm9GNYtzjuvWQk/1q0lSEZscwY3A2DVklIgIZcZxmvpF2HER3PXDeJlXtOsOtEEQq5lIYmW7v9szpceLw+bGYnF0X05+rYkTTUOvB4PShkUsb3TeaJT1cTbNDw/M2T8ancSJHw0i3TeGvJdirqm5CIRYzokcCNkwficnvpHh9GYkQQ+RV1/tf62JXjiAzS/0HvskAgACHIuSDllNYCEB1yJoPa/rrT6KRKIlVtC6gJBP9f4SojaomcY40tqaRDDBq8Xh9VDU1EBXe9TH4dJfbIMEaiC5JiNrV9qjtlQCp3XDSMyoamXz63SES3uLDfpZ8CwZ/RL6XFMWpVvHXnTIqrG3ny09VU1DchEsHQbvH889bpPPP5Omp+XPMSHWzg9hlD+Wztfh6/cizbjuXzynebsTvdvHjTNA4er2XV3pM43R50agVzRvdmWPf4X++fSESgXMuNoeMQ+8SEGuR4vD62Hs1n9f5TON0eQgwajljyeev4Su6Im0yoN4RHrhhLoFaNTCpGJBKhVytocjuweS28euc0RB4xErEYg1qJXiOssxMI/mhCkHMByi2tQSWX+hcperxeDtblk26IbJV+UyD4vYgRE68JIbOxkFkxA/z1cQqrGrpkkKOTqbgkZhBZphL/tiC5lnHhPbhpz/ss6P0AUrG41WjOHRcN56EPf6BfchQjeiSw7Vh+e6dmbO+2VdgFgs5CLpYyfXAGS3dmtdq+71QJN08dxMXDulNaa+Jvn63x7/P5YNfxQgoq6njgstE8/skq+iRF4vPRkvY5I471B3N4f8UeAP4yYyiLt2ey+2SR/xxNVgefrN7H9RMHEB8WSKBOTX07RXs1SjkiETicHi7+22fcdvEg+qdF8Zc3lrZqN35QEtvNJxgQmIS3TMHfF69tc66eCeFMnhnHRyXreT7hatJDItqklhcIBH+crjfPpBPIKa0hKtjoz6x23FSKxeMgQx91nnsm6MyStGGU2xqptpkJ1KuRSyUU/Dj9oisaHJxMmu5Myuc7UiexsGj3j+vifNwza4R/39jeiVQ1NJFbVsvKvSe5Ykxv9Oq209EuHtINo05INCDoxLwiQoxaxvZpHcxX1JvRqRSEGrXMW7u/3UMr6ptosjpICA/k7pnDWb3/JC63h2mD0vliQ0vaZrFIREZsaKsA52zfbTuKWCzivtkjW2UnBRCJ4J5ZI3C6PCz7MQhbsO4IaoWciB/XwKoUMoZ2i2NsvyQONxQwI2ggX6453O61jhVUEkEQ98RP4/MfDlPehTJSCgR/BsJIzgXoRHEViRFB/p931+YQqtATouh6T9QF506cJgSpSMyRxkImRfQiIkhPfkX9rx/YSYUqDbzS9xr21eaxq+4UPRRxyFAzM3wYzQ4XA9Oi+fShOXy16SCPzhnHyr0nAbDYnfxr4VZevGkau08UcjC3DL1GydxxfUmKCCTqrLV2AkFn4/C6cLth5tAeDOsWz5r92VgdTganxxEeoMPr9ZFbVtvh8bllNbx11yyyCivoFhfOc9dPRiaV0PzjWh2dWkFVg6XD420OFw6nG5PVzpePzeXrzYfJKa0hNtTI7BE9MWhUrDuY7R9ptdidWBwOpg5MJyU6GL1GSXFNI1U1zbyQOhedWIWp2d7h9RprnRg0Bg7mlHKyuIpeicK6WYHgXBGCnAuMqdlOcXUjE/qlAGBx2clsKGJESMZ57pmgs5OLpcRrQjhUV9AS5ATqyCvv+MtIZ2dqtrN6ew6H8kq5bfo47nx9GXPH9eXgsXIO55Vx3+yRvLpwC+/cewkbD+cSdlY2xILKeu55ZylDM+IY2i0Oh8tNQliAEOAIOj2pR4JP7ONgbikbD+cypncSCpmUYwUVbDmax1PXTsSoUdLYQeAQHWLk8U9WklVYBUB4gI5/33ExIlHLtDabw4XhV9a7hAZoqWuyYnU4MWiUzB3fF5lUwqYjeRzMKeWxK1seStSYmhGLRGgUciYMSebpj9e3CsCMGiVv3D2T5Igg8joY1ZaIxew9WcIjc8a2yogqEAj+eMJ0tQtMVkFLytqfRnJ21+YA0M0gTFUT/PFSdREUWmuotTcREainoLIeXztpWLuC/Io63l6+k1E9k3h6/jrkUgkapZwlO45x85RBPPfleqYNTGd7VgH//HYL6dGhqBUy//E+H+w6UcS8tfux2BxolMIzJ0HnV1plpslqZ0SPeCrrm1iw6TDz1u7nQE4phVUNiBAxc3iPdo+VisV0jwvzBzgAlQ1N7DxeyIgeCQA43R7sLjehRm275xicHsu6AzlYbA5e/W4LX248xNPz1/HEJ6tZuC2T/Mp6Xv52M9dPGgjAiJ7xaFRy3l2yu80IU2OznQfe/YH7LhvV7rX0agVKuYxF2zLx+nx0ixUSiggE55IQ5FxgMgsq0KkULdmtfD62VZ0kVR+BSiI/310TdAGJ2jBkIgkH6k4TGaSn2e6kov6Xs4V1RjaHi8/WtawbCAvQUlTVwJSB6SzbmYXyx6QgM0ZmMHlIKl9vPALA/uwS3rhzJhpl63u1V2IEt0wdTKBeeMor6Nya7U7mrztAndlKqFHLU9dMRCaVACCXSpg8KBWT08qMIRn+oOUnCpmEl2+d3u56nU/X7OPeWSNIiQoG4JPVe/nb1RMI+Nn6tsSIIK6d0J/F2zOJCwsgu7Sm3X7mV9QRE2IgNTqYu2YPo9bSzM4O0r7XN1kRi6FPcusHjTq1gmeum8wnq/cCsHTHMcRiITGQQHAuCY8OLzCH88pIjAhEJBKR1VBMjbOJceHtP/USCH5vcrGURG0oe+ryuC8xFYATRZVdrt6Dw+WmusGCVCzG5nABYNAo0ajkfPHsHHbX5WLM8OHx+ag1tawPeOmbTTx25Vi+ePQqTlfUUdNoISM2jCC9plU6eIGgs3K63FSbLLjcHo5XVBCdouY/D1+EzeoiKFjFsop9fFi/mhGiNB6cM4pbpw3meFElATo1KZHB/GvhFvacLG5zXqvDRX2TjceuHIfH4+VUSTVOl5tPHpxDea2Z8nozerWSJqudv81bjcXuxOny/GJf1Qo5L9wyBavbjswnbVPM82z1FivP3ziJ/LJ6cstqCdKrUSnkvL/izOhPjakZj6dt7SyBQPDHEYKcC4jN6eLo6XJmj+gJwIbKY4QrjUSqhKrognOnuyGGJaX7aMBCkE7NsYJKJvRLPd/dOqc0SjkDUqPJLq1Bq1IgErU8/X3sxtE8eORzUnURpOgjWFtzhG5xYf4q7i9/sxmA0b0SSQwPxKCX0zsp8pcuJRB0GhqVnH7JURgDFSyqP8Cmg1kka8O5KWkstx78HI+vJQjIaarg08ItPNPjMuK763jpxDIetM9kf3ZJu+cVi0S4PV6e/WIdDRYbIQYNgTo1s4Z359+Lt/PyzdP522erqTOfSRmtkEmRiEV4vG2jF7FIhFGr4vJnPicmxMBLN09Dq5T7C5H+nFah5PnP1zM4I57vdx/HbHXQaGldbLRnQgRqpTDjQiA4l4TpaheQQ7lluDxeMuLCKLTUkN1UQb+A+A4LEwoEf4RYTRB6qYodNdnEhweSVVh5vrt0zsmkEi4f3RulTMq+U8VM6JtKgF7F2sojlFjrmB7Vj4/yNrKiaj9XT+vDzzLVsjUzn+/3nKBbrJBpSdB1yKVS5o7ri1ViZ1NNS4rmK+KG8mb2Kn+Ac7aXTiwnSKml2W1nh/kE04emt3veyQPS2JZ5mvI6MzaHi+LqRi4b2YtP1+zH1Gzn6y2HmTmse6tjth/LZ8bgbu2eb8aQDPJ/TCRw/cSBfL/7OFeM7dNu2/4p0eSV1bIvu5TeiZGYm+1tAhyxSMSdFw9Dq2qbNl4gEPxxukSQ89JLLzFw4EB0Oh2hoaHMmjWL7OzsVm18Ph/PPPMMkZGRqFQqxowZw/Hjx89Tj9u3+0QhAVoVEYE6VpUdJlCuIVUvfEkSnFtixPQ0xrCvNo+IEB0ni6pwuX956kdnFBmk55OH5nDkdBlj+iQxbmgiayuPYpCpqXGY8fi81DktbLAe5rnbJhJz1pS0wRmxvHffpcSFBJ7HVyAQnHtBejX7Lbn+n3UyFVV2U7ttHV4XhZYaXuh1BUX2GvoNDWXuxD7+BB4qhYzrJvZn6qB0luw4BrRkW3vmpono1Ap/XZqsgkqGpMdx98zh/vpUK/eeZNKANG6cPLDV+a6fOIBrJ/Tn30u28egVY8mrqOW7rZnoVApunz7En7lNJpUwfXAGV43ry+frD3DV2D7EhBj45ME59E+J9r+G+LAA3vvrpcSHCTMuBIJzrUtMV9u6dSt33XUXAwcOxO128+STTzJp0iROnDiBRtNSffiVV17h9ddf57PPPiM1NZUXXniBiRMnkp2djU53/hcE+3w+Nh7KpVdiBPmWajJNxUwJ7424a8Spgj+ZnsZY9tbm0axpwu5yczS/nAGpMee7W+eUVCIhIzaMN++aRVOzA5TtB3obajLJ11ZxzTVDCBTrEYtFJAQEEx8QfI57LBD8Cfx8WPNXuH0eXjy+lGmR/dBrFYwfFc/UoWl43VDpamCH6Tj7vGZefmAyXq8Ps89KkacEtS2Jl2+ZhtcHVoeT91bsRiGT8Micseg1StRKGcu2Z2FzuXj+hilEBumRSsQYNUoOn67gtdsv4qWvN/lHqt9Ysp3B6bE8fPkY5DIpCeEBqBRymqwO5j9yFeGBOhQyKSFGLa/95SIaLXa8Pi86lYIgveaPeCcFAsGv6BJBzpo1a1r9PG/ePEJDQzl48CCjRo3C5/Pxxhtv8OSTTzJ79mwA5s+fT1hYGAsWLOD2228/H91u5VhBJVWNFq6e0I9FxbsJVehJF9JGC84TtURBN0M0+5ty0amN7Dpe2OWCnJ8EaNUEaNXY3U4mhvdiXv4WQhR6JCKxfwpOvqWKVy3LAYhVB/HvsBvOY48FgvNHq1QwIbwn3xbvAsDithOqNFDdzmiOQixFLVFQaTfxaf5m//ZrYkYRptTzWu4K/7Zv2OX////udz3Fpyy8+vXWNufcc7KY+y8dxQ+7j5NX3jIlLTrYyLdbjjBlUDqTB6SyYs8JJg9Mo6SmsdWxe08Vs/dUMVqlnO/+fi3hgXoIanMJ9GolevUv1+oRCAR/vC45DGAytXyYBga2TBUpKCigsrKSSZMm+dsoFApGjx7Nrl272j3HubZizwmMWhXVsjoKmmsYHdoNsbAWR3AeDQpKxuF1YgyRsSOr4Hx357xTSuXMiOpPlCqQVeWHuTlpXJs2UpGER7vPIkbTzjcjgaCLCJMbmBDWkkDn26Jd3JM6BYmo7deRO1Mnsbz0QKttkaoA+itTiBaFEaZsm5VwcFAymKUMy4j315M7W1p0CCEGjT/AiQkx0C8liiabk/4p0ajkcu67dCQ/7D7OvZeMaDPwJBLBU9dOJNggjM4IBH92Il8Xq+Tn8/mYOXMmDQ0NbN++HYBdu3YxfPhwysrKiIw8k+notttuo6ioiLVr17Z7LofDgcPh8P9sNpuJiYnBZDKh1/9+KXWbrHYmP/YRw3rHsUd1lGRdOJPCe/9u5xcI/ldbq09wJL8c1wkV3zx5DanRIX/Idc7VvfZ7KGmuY1NlFiKRiDhNMN+XHqDC1kiGIYqr4ocTJNUSoGq/UKFAcL6dq3utwtLIqaYyvineRZI2lMkRfVheup9T5nJi1IFcFT8ChVjKMVMJayuO4PR6mBzem+6KOD5YuI/YUCNXTuvFpqrjbKnNQiGRMSdmKBn6aLwW2JtTzJBucWzPymf1nhzEIpg1ogfdYsN4c8l2mmwOxvROpmdCONUNFvqlRBEdYgRavieU15k5nFdGkF7N8l3HKaisJyE8kBsmDSQ2zIhaIWRKEwj+7LpckHPXXXexcuVKduzYQXR0y+LAn4Kc8vJyIiLOLOS/9dZbKSkpaTPd7SfPPPMMzz77bJvtv/cfg49X7+WDFXuIHCHCIrZxTdwIFBLZrx8oEPzBHB4X805vxb5fzZzhfXjo8jF/yHXO1b32e3G73VTazKjEUhCLaPY40UtVGJXq8901geAXnet7rc7ahMPjQeaT4PX58Iq9qGUyPG4fLq8HJC1fUTweHzqpAqfbh93lRiYRIxWJcPt8uCVuZFIJIpcYMSIcIicKkQyrzY1Bo8TssIMP1DI5Pnw4XR7EYvABXi9EBLb/utweDxabE5EIvF4fSoUMlVz42ysQXCi6VJBzzz33sGzZMrZt20ZCwplqyvn5+SQlJXHo0CH69u3r3z5z5kyMRiPz589v93zn4olXnbmZmU/NQxMhwhxdx+WxQwlvZ4heIDhf8i1VLNmZhaxGzZoXbiVA9/t/kb+QRnIEgguZcK8JBILOokusyfH5fNx9990sWbKETZs2tQpwABISEggPD2f9+vX+bU6nk61btzJs2LAOz6tQKNDr9a3+/Z68Xh9/n78Gp89NQ2gt0yL7CAGO4E8nURtGv+7huDwenvjuhz/kGn/0vSYQCFoI95pAIOgsukSQc9ddd/Hll1+yYMECdDodlZWVVFZWYrO1FOwSiUTcd999vPjiiyxdupSsrCxuuOEG1Go1c+fOPS999ni9PDR/GXtOFCFKsTIzvj9J2vDz0heB4NeMie5GRKqCvQfKeWzlYtzerlc3RyAQCAQCwZ9Hl5iuJuogL/+8efO44YYbgJbRnmeffZYPPviAhoYGBg8ezDvvvEOPHj1+83XMZjMGg+H/NaxvdlpZmHmQz1ccoqnKQ0CGiEv69yZQLixUFvy5eXxevlh3iNpyOxFj4LZhoxgX1h2dTPW7X+v3uNcEAsGvE+41gUBwoeoSQc65YjKZMBqNlJSU/OIfgyOmItZUZ2L3uGj2OKhptFJ6wIW7TgwOib9dcIKUpIjADoM0geDPxuf1sXd3NZJ0K6K0Zv/2q6KGcnPc6F89XqfT/ab/3n/rvSYQCNon3GsCwbnzW+83we9LCHJ+R6WlpcTE/HpBxN5f3I08WOf/2XtahTdLGKkRdB7iXk2IE+z+nx1VJjJvePdXj/utT4t/670mEAjaJ9xrAsG5I4yEnh9CkPM78nq9lJeXn9OI/afMN53pKZvwmi4cv/fr+q33zvm41/5onfW/kV/TFV/3n+E1/9732p/hNXUGwvv4//dnfA8709+qC4n0fHegMxGLxf7aO+daZ8yCI7ymC8e5fl3n8177o3XW/0Z+TVd83RfCa/5v77UL4TVdCIT38f9PeA8FXSK7mkAgEAgEAoFAIOg6hCBHIBAIBAKBQCAQdCpCkHOBUygUPP300ygUivPdld+N8JouHJ31dZ0PXfW97IqvuzO+5s74ms4H4X38/xPeQ8FPhMQDAoFAIBAIBAKBoFMRRnIEAoFAIBAIBAJBpyIEOQKBQCAQCAQCgaBTEYIcgUAgEAgEAoFA0KkIQY5AIBAIBAKBQCDoVIQg53fk8/kwm80IuRwEgj+WcK8JBOeGcK8JBIILlRDk/I6ampowGAw0NTWd764IBJ2acK8JBOeGcK8JBIILlRDkCAQCgUAgEAgEgk5FCHIEAoFAIBAIBAJBpyIEOQKBQCAQCAQCgaBTEYIcgUAgEAgEAoFA0KlIz3cHBALB+VVubsTqc+DyuFFLFYQrdCgUivPdLYFAIDjvGi02Gi02PF4ferUCrUpBnbkZu8uNUipFIZNic7mwO93IZRJEgN3pRiIWo5RLkcskOL1uHGInLp8HjUyB0iOjyerE4fKgVyvwKjy4vG4UbgV4we314XR78Hi8KOQSpFIxcrkEu9iBw+sGH6hFCiQ+MRafHa/Pi1qqQOKUYm52IBaLUCtkOF1uEIlQyaW4vV5sDhdeHyjlUpRKCXKZmFqXBZVYjs8uxmpzIRKBWiknSKuitsmK0+1Bp1QQbNQgEQvPxQUXFiHIEQi6sAJzDf869T37608DECjX8pekSQwKSCJSH3CeeycQCATnh8/nI7+ijqc/X8eJoioAIgL1/HX2CDYdymNfdjHzH7mSsjoTbyzdTkZMKPHhgXy8ei91Zit6tYLPH7mSMouZhdU72VxzHI/Pi1oi5/KoYYSYgqluaCaqu5IjJYXMNgzDJQOz1ck7y3eSWVABQFiAlkevHIs2TMxruT9w2tLSlzhNCPekTuG74t3sq8sjWKHj1riJnDjQwOLNWSRFBvHQ5WPYcuQ0Y3on8sp3WyiorAcgKTKIv14ykpgwPVKJhMISE698u4WyWhMAGbFhPH7lOJqsdu56eykBOhV/vWQko3slYdAoz8NvQyD434h8QvL7343ZbMZgMGAymdDr9ee7OwLBLyo213H3oU+otDe22fePnlcxMarnue/UbyTcawLBudFV77XyWhNXvfQVTVZHq+0iEbx2+8WoFTLEYhGPfLQSg0bJjZMH8szn6/zt3r1nNpXNJla593DEVNjm/NfGjGJQSDIPHfmCd9Nvp8nixOv18dRna2hstvvbScQi3nrkIh7Jnt8yinMWqUjCa/2u5ZHDX/r3PZN6Be/NO0hZrQmdSs6H91/Otf/8GrfH2+pYhUzCm3fOIihQzQfL9rDhcG6r/VqlnHkPX8EHK87se+XW6Uzol/rfv5kCwXkijOQIBF1UblNFuwEOwAen15GujSTGEHRuOyUQCAR/AlsyT7cJcAB8PliyPZOH5oymsLKROaN7kxwZxPsr9pAaHcLw7vFIJWKC9GqcajtHThW2e/5F5XvoHRzLpNBebDtcQFJEEBUNTa0CHIARPRPY0pjVJsABcPs8rCo/zNiwHqypOALAVxXbuGTsQN5euJth3RP4evPhNgEOgMPlYePhXCYPTuG6Kf3aBDkWu5P1h3K58+KhxIUHEKzTgA/K6kzIxGIUcinNDidyiRRkXlweDxqJAolYjNVnx+P1IUGCx+dBLVZgc7gQi0SoFHJ8Eh/NTjtqqRK9UkmTzYHT5eanR+5qpQyb04XL7UEiEhOoUyOR/PpUOavDicPpRqOSI5cKX28FQpAjEHQ5NWYTgRotmY3FHbYpttbhpu0fRsG553C5kUsliESi890VgaBLcLk97DtV0uH+wRmxVDVYWLjtKNWNFgalx3DL1EFUNVjYcCgHr89HkF6NIanjL+Y2jxOXz0uyKpJSp4N6i5VTxdVt2sVHGTliPd7heXLMFUyK6OX/ObepghvjjAAkhAey/lBOh8ceL6riorHp6NXydvdnFVYyoW8yfZOjyC2tZd66/WiVcu65ZCTHCyv5Yc8JfD6YODiJ1JQgKpx19AtKpNplosZpZkXZQcxOG0OCUpge0Y+GegcivZsvC7dTaW+kmz6ay6KHsHJTDvtPlTIoLZYxvZPQqxXkV9bz3dajWGwORvdO4uKh3YgONrbbT3OzjbzyOj5bt5+qBgu9EyOZO64vUcEGZFJJh69f0PkJQY5A0MXklNbTL0lNlKrjNTd6mYqWJbSC88Xr9fHaoi18u+Uo4YE6Xr5lOj3iw893twSCTk8qERMbamx33/RBGTTZnNz+xmL/NqVMxhcbDnGyuMq/raCinhceHN/hNcSIkIsl1LnNSEVKVHIZoUZNm3aNZjshkQagtN3zhCj1NLia/T8HK3SYLS2jQQ1NVkINWk6X17V7bGiAhmVV+4jWBjBjeDordp5qtT/MqMXj9fHqd1soqmoA4J+3TOf5L9eTW1brb3eyuIrkyCBuu6Y/+xpzyWuqZHnZAf/+PEsly8r2858BN3LPgS+xuFv6d9pSxeqKIzw/4Cp2ZhXx1aZDrNh7gtf/cjHPfbkem8MFQG5ZLYu2ZTL/kSuJCTG26mOz3cmSnVm8tXSHf1tuWS3f7z7ORw9cTs+EiHZfu6BrEFJlCARdSHFtPf/4ciPjHn6PQcHJyMXtP+e4LGoIQQrtOe6d4GzfbDnM15uPMG1wOkq5jDveXEx5nfl8d0sg6PREIhGzhvegvcHT6UMy+HjVXv/PCeGBHC+qbBXgANhdbqwNHkIV7a9jGh6SjtPjYWX1IQZkxBAdYmRwRhzin11048HTTAns22FfZ0T1Y0PFMf/Ps8IGs2JrS7Cy7lAO107s3+Gx00alsanmGO/nrmfS8JRW+0QiuGpsX7ZmnvYHOBmxoZTUNPoDHLFIRESgnhCDhrzyOkoKLCTrwlsFOD+xuO18mLeR6VH90EgURKkCiVYFEqrU803ldm66uD9SsRhTs53vdx3nqjF9kJ6Vzc3t8bJo21FsTler89abrby9bGeb6zndHp77cj115uY2+wRdhzCSIxB0ERUNjVianVQ2NNEnKRKtSMm/+lzLY0e/wupx+tuNDu7GxdEDqHVa0CiFTDrnQ5PNwTvLdzKmdxIXD+3OhH6pPPv5Ov757WbevHPm+e6eQNDpRQTqePraSby4YCNOt4dJ/VO5Zeogcsvr8J6Vr+maiX1Zs6/9KWEfLdnP32+7nGdzv6PW0eTfnqGLYrZxGF6zl+76KIqkFQQ0BhBq0PLk3PG88t1mHC4PABabA3ONm7+mTOPtvDV4fC3TiMWIuCZhJKctVdQ7LQCMC+5JmC2YI6ePIhGLuGHSQJqsDu68aBjvr9jt77dELOLWmYM46jrtH1UpddYSatRS3WhBJpXw6JyxiEWw4dCZtTqD0mPZcrQlE+dVY/sytFscBZX1yKUSIoP07M8uxtRs6/A93VOby1+SJjJM0Q29TkG5sx6H10mCOgyb2cP7f70UmUxCTmkNIpGI1/5yEUVVDQQZ1Hi9UNNoIbukmvAAPRa7g7yKGjxuX6vfx9lOl9dhtjoI0rcdIRN0DUKQIxB0AWX1jXy18RADkmOAlsWzXxbu4Mq4YcwffDfFzbU0OJtJM0SgFal45MiX/KPXVee5113Xyr0ncbg8TBuUDoBaIeOyUb34aNVejhVUCFMwBII/mEohRyGV8P59l2Kzu7A5Xdz33nKumzjA3+aKib0IjJHDvvbPUVJj4svlmbx3za2UNNdRZK4jThNMiFxPVZUVs9XFPanTcYidWI1OAtASGqBl/iNXUVZrwu50ERcWiA8fBn00g4cmk2+pQiQSkawNR+wTUWCp4dkec0jWhSNzSzlxuoZ/3jKd5KggqhosNDiaGdA7nG/6XcOhwmIQQWSYjlV1B9lQnunva6BWzUNzRuP1+IgPD6Swsp4mm7Pd1/XApaMoqKzn3neW+bdJxWIeuGwUATJdh++pCHDYvFR563n48Pc4z0qmMCmsN3MjRnHziwv9AR7AxP4pjO+TwpOfrQLgiavGs2hbJqv2nSLEoOHWaUN+6dcoTLru4oQgRyDoArIKK/lm01GSw0OICNRxsriKG7R9uHjXPwF4MHUaKfoIns1aRJ6lkpEhGajE7S9GFfzxlu44Rp+kSIxalX9b/5Rofgg4wby1+3n9Lxefx94JBF1DeJCeerOVUKOWe99dhsfrIyJQj0QsQiWXMbBvJP8pXMWlg0azP7v9RAXdk0OprG3i8bc3oFMpqP+xwKZBoyRQp+Y+zUhe/mYTwQYNaoUMc7ONuRP6ERavZF/lSTbVNqMSy7nFMAFxs5S1ywuxudx0jzVTXNNAWZ0Zh8vDZSN9HMkr4/pJAzFqVKw5eJLwDCWvl3+PqdLGX9OmslOcTUFzDXWnmlr1USISo5bJ+cC6jvvjL+KaFxfg9np59IoxTOyfSl75bgD2nCji8lG9cXu9LN2Z1eocbq+XV77bwhePX4lcLG0VwPxkWFA6IqmPl/OW4qX16Mu6qqMkqyJIigz21yUCWH8wl/iwQPolR2F1uGi2O1m1r2U6Xo2pmV6JEYhFonZHc5Ijg9CqhMLWXZlQJ+d31FXrCQj+3KpNTTQ02XG5PeDz4fJ4uP3fi7l+ej+qwytZXX24VXu9TMUHA25DKZIT9SctCNqZ77WKejPTn/yE26YPYUBqdKt9WzPz+XrTYVa8cDPhgR0/MRUIfi+d+V77NfVNVnJKa7DanXi8LV+VZFIJNY0WbC4XKalGrE4XkRojL32xhVNF1Yztk8z4vsmIxWLcHg+JcUbe+m4Xbo+PGYMzUMplOF1uVu8/xa4ThQzvnkBYgI7F28+MqihlUt54aAYmtxWxV0yj10KQVo2oVonH0xIe5JbVsvFQLiP7xdM9JRSZVIxarGT7oUJmDM6guKaR5MQA/p71DaeayolUBXBf+jT+fvTbNumo70iZxIDARMQuCWK3BEuTk+3HCthyNI837pzFwx+uIECr4uKh3ekRH86T81aTXVrT7nt22aieXD6hF8WmOircdSyu2kOZrR6dVMmbPW5mQ20mC0q3t3tspCqAK2TjePWLba22B+nV3HHRMKx2Jwu3ZVJS09jSPkjPQ5eP4URRFR+v3tvqGIVMwks3TyclKpgQowapWEKNyYLD5UYmlRCs1wiZ17oAYSRHIOjESmoa+WDFbtYdzMHt8RITYuCeWSNY8OTVfLH+IH1D0hiekc4P1fsxuawMCUxlUnhvsupL6BUYd7673yXtPF6IWCSiW2xom32D02NYtC2T5buyuH3G0PPQO4Gg6wjUqYkJMfL+il2sO5iLy+0hOtjAX2ePxOfz8egb67DYHIQFaHnplmmo5DIWb8vkmc/XYXe5CTVquXXGIG6ZOpjdJ4p4fdFWGpvtaFUKZo/owYR+KXy75Shp0SGtrmt3ucEm4e9vt6wHGtYtjr9cNIy3Nm7nQE5LlrVpg9N5/u4JvJm7ii8L1gDQ0xjDbUMnsfdUEd9tzuT+y0bxWLdZHGosYHPVcXbVZPPBoNtYWXaIY6ZiQhUGrowfhslho67awUdL9nOyuAqRCIakx/LKrRdxIKeE52+YwuG8Mt5atoPbpg+m9hcW85fXNfH1miMs23Wc5Mgg7rn0YhrlJnoFxbJ0/QkaU0wdHltjN2MMaLsOtM5sRadSIJe2BCo/MWhUZOZX4PJ4ePmW6azae5Iak4X0mFAm9Evh49X7uOXS/tR5zWg9au55exkV9WY0SjlXje3LnNG9CTYI63U6MyG7mkDQSZVUN/Lg+9+zat8pfzG4khoTj3y0kuKqBhLCAyktNyNrUDPc3oeBDb2YqOvLlU8uQNWkQdlB5jXBH2tnVgFJkUGolW2nCyrlMgakRv9Yn0IYhBcI/khlNSYeeP97Vu491TISDpTWmnj4wxVY7S5CjS0ZKKsaLBzKKeONxdtYtP1YS5ACVDdaOJxTzuajp/lo1V5/oU+LzcHn6w9yIKeUK8f2oaCqvtV1Q41aSmtMON0exCIRV4/vx51vLvYHOCIRTB+Typ2HPuZgQ77/uGONJTyU9TmD+kZR1Wjhwfd/IOd0PZkNxfQ2xhEo12GyNzM0II05MUO5KWksb5xahcqu4pH/rPJniPP5YPfJYu78zxLSY0LZdCSX1xZtpb7JSkFlA+kxbR/A/CQjNpSCypZsbHnldTzy9ioiXaFgFbM/u4QMVUyHx6broygoa2izPS06hJKaRgoq6+kWG+bfXl5nIjkyiK82HuLFBRsINmgY2i0OU7Odv76znIo6MxWuBh48Np8Gj4U5o3sDLWmnP169l38v3obZam9zPUHnIQQ5AkEnZbba6ZcexYT+yShkrYfl/7N8J70SI/huy1HkMjGvLNjKqdO1uN1efD74ePl+RC5hKP9c8/l8HDldTlpMSIdtBmfEUl5n5lhB5TnsmUDQ9ZTVmVrVgznbp2v3cenIngDo1Qq6x4Wxt50CohP6pfLN5iPtnmP1vlNkxIay50QRAP1Sorh8VC+enDueNftPIRLBdZP6Y3LYGNYzHqW85cHTZaN6YZY0MzqsGwaZutU5XV43Bxvy+fzRK7h6fF8WrD7CVVEjyFBFMya4GzqFimhdAItL9rGnLpdu2hiWbDzhfxAGYNSquGhYBhMGJiOVSPj6rP6v2neSOaN7t0l1DaBTK+idGMnR/HL/Nq/Px7y1+7DYnaRGh5CmjiJI3n55gmuiRrN864k226+d2J8lO45xqqSaey8ZwYwh3TBolJia7bg9XuLDAjBbHSzZcYxP1+xn05E83F4v103vx/KavZhcVvabcumZEI78rClqq/efor7J2m5fBJ2D8KhWIOhkTDY7je4mNtmOUBRXSqjMwD8nTGH99jxW7soGoKiqAY1Szj9umsq73+/ikuE9mDo4ndyyWjRKBXnlddicbReOCv5YxdWNmJrtJEUEddgmNSqEAK2KNftP0StRyLImEPxRDuWVdbivuLqRYL2GS8f2YPzQRAqL69tt5/Z4/aNAP+f1+ai2NPHGw9OR2uXsyCrkWEEFzXYn98waDmovO+pP8n3TToL66vjnhMnopSqyrMV8X7EfjVTBgxkzqLA18H7uBrrro7klchJ7DhfzWuE2ooMNPHv9ZMrKTCzalk2IUcO0EWnUKet4ptdlbKw8RqIinC15LeuBRCK467KhhMep2dR4lFqPE5s31V+UE6Dpx2DihRun8P6K3RRXNwLQMyGcW6cN4a2lbdfbHD1dgcvt4erx/dhxLJ8X+s7lw5L1HG4oACBCZeTe5GmE+owkRgRRY2qZDhcWoOW+2aNwuj08PGcMuWW1vPv9LnRqBY9fNY6iqgbeWLKNf91+EV9uPMS2zHy8Ph+BOjXXT+9Hjb6Gk2Utv8Nj1iK6kdAySlZ7ZspcaY2J+LDADn/PggubEOQIBJ1MkbWauw99gt1z5g/Tmqoj3D94Bo1N8ew8VohSJkUhk+ID7ps9knxpGUXeSmKCQ3G43GiUcsRC7s1zLvPHJ6Dx4R3/0RWLRfRLiWL9oRweunwMYuEXJRD8IX6ajtYepUyKwaAkqpeCv+cs4N7AWe22k0l/ecKMT+LF4RDx4LvLabI6AAgxaJgyLpm/Zy6g2ePwt11bdZR70qZwoqmU/fUt9Wq2VJ9gRlQ/7k6dTIwrnIdeX+WfLncgp5Tlu4/zzHWTkEnErNp7ilV7T3H3ZUPZEXSKK5KGkllVQoBORa25mdtmDaLIWML7uWeS0VwRNLJNn7dm5lNc3chVY/vSPS4Mi92J1eHiuS/Wt7teJ1CnRqtUcMOr3+JyezBuVnLJ2O5clTaKIIOa5iYXgT4dOWU1DO8ezx0XDcXmcFFeb+a7LUf46+yRPPrxSqoazqzH2Xg4j8tH92LeI1egUIh58tqxXFbbDZvThU3kYHntPo6WFfrbB0i1KKRSLPbWabFdbg+lNSaiQwy/+HsSXJiE6WoCQSdSYq7jP7mrkIlaTzXz4ePtwtVcOrE7ADOGZLD12Gnue3c5Tdj4qGADH5WsRx8gx+X2cPGw7mhVQgrpc+1YQSWRQXo07azHOVu/lGjqzFYyC8p/sZ1AIPjf9UuOQipp/2vSlEHpyNQ+Pihah8llQ2UQt5uuuKiqgZ4JEW2mDANEBRsIUKuZt+ygP8ABuHxCTz4qW9cqwPnJuznrmBHdH4NMjeLHdZMryg7RzRDNh4v3+wMcmVSCWiHD54MXF2zk6vH9/Od4b8keRht78HHeRmKNgcwcm0GwXk1qSkCbbJsnHSX0SWo7YlxQWc8nq/dRUNXAvW8vQyYRd5iQ4Kpxfflw5R58Ph8apZzGZjvzVhzkgddWcddLP6CXqLn3nWU89dlaXl+8jRv/9S0uj5cXvtpAfHgg32092irA+cnCrZlY7S7CDUaCNDqaZVYeP/0Fz+V9x9HGwlZtJwb2wWZz0Wg5U6w02KChyebgg5W7sTldCDqfLjGSEx8fT1FRUZvtd955J++88w4+n49nn32WDz/8kIaGBgYPHsw777xD9+7dz0NvBYL/TU2TCQ9ero8fg1gkJlihY3XFEb4qapk+4PS6MYuaGZQWwxVj+nLtywt45OpRGIJkPG6YhdXtRCT38dBVo4jQG7DYnAR1rYyx593JkipiQ42/2i4pMgijVsWGQ7n0SYr64zsmEHQSFpedBqeFclsDaqmCUIWeEKUesahtMCMSiXj11hk88vHKVlPOesaHM3VgGjlN5Xh8LWtZ5lds5ulbJvLUh+v907umDE4lIz2Y5F56mm0uxHYJ36zO5GBOGUatildum4ZeK6estnXGsaT4QD7sYKrcqKBuBLkNPBU2F6lEjETjY37FZrZVn8SoVZIRG8p1F/VFpPZi97oIlOjYuq8Aq8OFVinH8mM67OJyE7nuSsJVRvQ91ITHqVAqpDzV81I+y99KcXPLWqRFFbt47vK5vPjx1lb91KkV/P2aCbyxZDtur5c6s5WnrpnIC19taFWzZnSvRMb2TiJIp2ba4AxsDhdBBjW7jhfxzZbDWGwOmqwOak1nAiSJSIxcKuGde2ajVyu56V/fdvj7XHcwB5/BiQgx3Y3RXB0/kq8Kz0yZEyHijuRJBIi1mKVOHrtyLB+v2ofT7eZvcyfwxpJtlNaauOviYagCZR1eR3Bh6hJBzv79+/F4znxAZWVlMXHiRC6//HIAXnnlFV5//XU+++wzUlNTeeGFF5g4cSLZ2dnodEItCsGfX7m5gY3VWbx/eh0uX8t/60qJjEfTZ/FAygxez10BgFYt59Erx7IrN593Hp2JXW7nicyvaXC2/IERIeKiyH5oXakIybvOLa/Xx+nyOmYMzvjVtmKRiN6JEWw6kseDl41G1M4iYIFA0Fq9w8InpzexqHgvvh+LURplGv7V7xq6GaKRiluPtlgdTtYfzmHB43PJKqykprGl+KRBo8RksaFQnfkKld1Uzuds5IW/TqCmykp4oI7TolLuPfGxPxBSS+Q8cflsrrf1wyZx8PfCBXh9Xp66/RJe+HAzFfUtRTqD9Crac3XUSFQVRq6f/50/6FLKpTw6dww+pR1irHTvE8Qr+Ysxu1pGLMSImJk+iIhQbauprR63l7tTp/Be7jrWVx7zbw9R6Hm8+yzezllLvqUKk8vG8/nfcc8N09HaNBw9XUFCeBDdYkM5kFPK5AFpjOyZwO4TRZwsruaNO2eSV1aLw+VmeI8ElHIJNaZmXlu8lYamlj6JRDBtYAZPzp3AC19twGR1IBIBvpbPtudvnMKibZlsOJzLy7dMx+M9kxTh5ywOO+/lrGdvXR5RqkBe6H4lk0J6c6DxNCqJjHhpOCu2neKt7d8BkBAeyFt3zaK60cLby3dQWNWASATCn7vOqUtMVwsJCSE8PNz/b8WKFSQlJTF69Gh8Ph9vvPEGTz75JLNnz6ZHjx7Mnz8fq9XKggULznfXBYLfpNhWy3/yVvsDHAC7x8VzxxfRIyAGnVSJRCQmURvCq8XL+EG0E4usmceOLPAHONAyre378oNUa2rRa9rWKxD8cUprTdidbqJ+49zwvslRVNY3dViUTyAQnOHz+dhYeYyFxXv8AQ5Ao6uZu/Z/SpW9bf0Wo0bF/lMlPPflerw+H6cr6njhqw1c9eJX3PmfpYSJWxdLPtlUyqPZn7OOfdi0Vt47vd4f4ABYPU6eyvoWaYCXp3O/obi5llJrPf8sXMKtswcB0D8lGnuzlzhN6wyLQXItacTx/tI9rUaV7E43z83fQIokhhED4ngu9zt/gAPgxcfSir3kOEuJDDrz2dI3JYojDYWtAhyAGoeZZ48t5Nbkcf5ttY4mtjRmsT+3mF3Hi9iXXczp8joWbjtKZJCe57/cwNvLd7LxcC73vrOM73cfZ8vR03ywcg82h5u7317qD3Bafhewct9JqhqaGJweg0wi9hdbHdMniSN5ZWw4nAvA4dxShndP6OjXysCeURw3taTWLrPV83jWAk6X1CMt1pK328rtLy7l++0n/e0LKut5ct5qKhvM5JXXATC8ewK6dqYaCi58XWIk52xOp5Mvv/ySBx54AJFIRH5+PpWVlUyaNMnfRqFQMHr0aHbt2sXtt9/e4bkcDgcOx5k5s2az+Q/tu0DQnmpLE58XbWt3nw8fS0r2clPiOMxOG3LkzIkYynuF6yhqrsXmcbZ73MLyXUyO6kUg6nb3n2td4V7LLWsJVqKDjb+pfWp0CGqljM1H8n6xboVA8N/orPdaraOJeflb2t3n8Lo4UHeaQIkOU7MNEaBWyhEpvbz/2CXYHW5UKPhs7QF/Zi6vz8e2/YVcnjaUhaW7W51vYGAS3xbtavdaXnxsqTrBkOAUdtScops+mouCB5KhDePxK8cRE2qgptrGQ6kXcd+Rz/xB0qSQPizdeLzdc/p8sHjbMUaOjcTpbT8r5vzCrbxx5w147WJ8Ph8+hYdNlVlIRGJGBmcw1tgTmUjCaVsly6v30eSyE6zQUetoQitVMit4MA9+vgqxSMSjV4zF5nTSbHdi0Cg5VVLd6lqFVQ3IpBIGpsUgEYt55tpJnCiqYvmuLH+tIIDF24/x6m3TyS+v55+3TMfr8xFi0PDghz/426zce5KXb5nOwdxSmn+WNGBIt1hqJI1Y3GfOWWlvJDRCRVJACP9auKXdGQkFlfWEGnVIxCLkMil/vWRku+upBBe+LhfkLFu2jMbGRm644QYAKitbak2EhYW1ahcWFtbuOp6zvfTSSzz77LN/SD8Fgt+irLaRwsY6ym3tpy8FKLXXc238KHCLePTdVfx19khe7n41S6r2dnhMg7MZt6/jKQLnWle413LLatGrFejVv+2PrVQipmd8BJuP5HHHRcP+4N4JuorOeq+5fR5qHU0d7j/dVMXnRw+w7kAOL9w2iSx7Ee+f3kBRcw1Bci2XRQ7jrQcuYu3OXFbtO4VMKmFav26Y3VZSkiP5vmYfNQ4zvYyxTIroxbLS/R1eq9zWQJjSwP2JM3CUSfj4syNUNewgKtjAbdOHYLU7Wb34JK9ddAPf1+zjhLmUZHU4m+qOdHjOoqoG+rmCO9xfYWug2mTh7n99j9vjYVi3eJ6cPgexDNbvyuOFXduwOVz0SgznkYsvxeKzkKqLYHRINyYE9OaTxQeZ1D+VyQPSWbXvBBcN6c7b915CcVVjm2sF6dU8e91k1h3M5ubXvsXh8jAoLYbnbpjCvLX7OfzjeqP6JisGjYrNmXnsPlGEVCJhyoA0XrxxKs9+sZ7qRgsWu5O3lu3glVtnsPbAKfZnl6JVyZk+Mo2AaBkv5S1pc/28hiri3OJfnHLdZLVzxejezBnTh6hgIbNaZ9Ulpqud7ZNPPmHq1KlERka22v7zOe0+n+9X57k//vjjmEwm/7+SkraFwASCP0ppbSPPfrGeLQfzSVKHddiumy4KtU/JpX/7kuNFVdz+xiIa6hx000R3eEykKgDJn+jjoSvcawWV9YQH6v+r9TV9k6PIK6+jpKbxj+uYoEvprPeaXCwlRt1x/akoaQir9p/k6esncsxexOOZX1PU3DK6Wue08EHhOj7J38T4gck8f8MUnrxqPG8s2c49r3/Px58doX9DD+4Pm8UEcX+8NhGJ2o4/k5O0YUTLgyk6auOt73b5M4eV1Zp4ev5a6sxW5GIpj7y2Bk12MPcEX0yCLIKkyI77nx4TglrScVbGRG0YWflVuNwefD7YebyQ6korb3y+k8Wbs/zJEjLzK3n4rVVEuUOZEN6DWeGDOHmqjqHd4rG73Pz13WUs3HaM299cTJXNhNrQ9ln5w3PG8s9vN/H97hM4XC1T6/Zll/DQBz9w85RBqBUtC/wjg/Qcyi1j1/EifL6WdM4/7DnBc1+u55ErxvrPl1Naw1/fXYbd5ealm6by1A0T2CQ/wPO5C3H72tYgClcE4PZ4O8yMB5AWE8q9l4wkNjQAifjP87dO8PvqUr/ZoqIiNmzYwC233OLfFh4eDpwZ0flJdXV1m9Gdn1MoFOj1+lb/BIJzpdbUzIGcUtbuyWFm6GBEtP1yLBdLmRjahy/WHvRv8/ngn99uJkUb2WHl6ZsTxhOi+PMk3egK91phZT1hAR3X5WhP9/gwZFIJmw7n/UG9EnQ1nfVeC1LouCt1crv7AuQaQrxGooIMoPTyUcH6Nm2UEhkWnw25UkxZbSO1ZisWm4NJ/VOJDjbw2cqDSF0yPlyxjyOnKrk0tP3RVaVExtiw7qQro1m85Vi7bb7ceJAZgzOwOlws3XacR99ZjbnJzmUje9HeMxC5VMKIHolI7DL0svaTFlwVMZJlm4+jVsgY1SuRmcO6IxGLOVXSdk2fx+vjP0t2ovNp2HG0kNcXbePfi7ex7kAObk/LCL/N4WLltlPUe00M7RbnPzYuLIA6czMlNW3XODndHhZtz2Taj8lVbpw8kMXbM9u0q2qwUFTVQFr0mXVJbo+XE4VVFNU0Mn/NAXpq49ocB5CijaCm0saWzNNMG5Tebpv+KVGEGDTIZV1uMlOX06WCnHnz5hEaGsr06dP92xISEggPD2f9+jMfak6nk61btzJsmDAFRPDnVN1o4UBOy2JLi93Jig05/C3lUoLPCkwiVQE8m3olKzZl0yOxdZ2D3LJasIl5s9+NpOvPjGpqJAruS5tOX0M8lfUdT+0Q/L68Xh/F1Y2EB/x3gaVCJqV7XBibjghBjkDwa/oHJvJot4vRSM9MCU3VRfB86lV8tyaLv8wYhkvkxnTWwn2Aq6NG8WzsXIynInhn4R5UcjkJEYFMGZiOzwfJUcH8+46ZiESQGhXCtmP5bN5eyOPJswk860FSrDqI59OuQufWILZJ/Yvtf87udLfZV1LTSEyIgeevn0KwQePfHh1s4JVbp7N0RyZykYR/97uepLNGkXRSJfcnzyDnWCOTB6TzzHWTCdCoiArWc7yo9cPdsx05XU6cIowjJztuc+BUGQFyLfdfOZJxfZMRi0Skx4Ry8Me/Te0ek11Cj/hw7ps9ErPV3mHilAPZJfQ66+9Wn6RIXvvLRSzfmUVyRAgzQvszJ3oocvGZQGVQYDJ3Rk7j3UV7WLHnBIPSYpk5tLt/REckgjG9k3j0inH8e8k2/rVwC7mlNTTZ7G2uL+gcukwY6/V6mTdvHtdffz1S6ZmXLRKJuO+++3jxxRdJSUkhJSWFF198EbVazdy5c89jjwWC9uWU1vDxyj0Myoj1b9twII+yajN3TJmBRi9DLIIwjYG/vb+O2FAjKZGtC53JpBJkShHbq08zNqwHNyeN+3ENjo9d1dkMCUxBIhZqBpwrVY1NOFxuwv7LIAdapqzNW7uf6kbLL1ZoFwi6OoNczczogQwPScfssiITS9GIFLz57U6um9if+99fzt9vH9vqmLmRI3HlyXlw3SoAAnVqLh7SnVtfX9iqsOQ3m4/w0QOXY3O60GuUrNx1kpKKRu6efDFqrQQRIqqrrXyz9Dj3zBpBs/2Xi0/KpK3TWUcGGfD5oHdSBB/cdykWmxOP10tFnZkPVu7h7quG8I/CRVAKV8QNJVYdjNvnJVxpoKygGZO0gepGCx9/1LIWs1diBH2TO66xpVbIKLPXccXknuw8XthuG51KQZ3TwoPHP2PmkEG8PmEaEWoj321qOzrjP0atJDEiiNKaRj5a1fG6UL1WwfQxaQzsF4VcKqZZbONkRSUPzxnDwm2ZzH32a6YOTuP5oVfjlXjQypWoUHDX68v8CQqe/nwtMwZ346vHr8bj9SKXSth4KJfrXvkau7MlQcOCTYd58LLRzBrWHY2QfKDT6TJBzoYNGyguLuamm25qs++RRx7BZrNx5513+ouBrlu3TqiRI/jTKatt5MUFG8ksqODW6UOQisW4f6whcLK4mqc/3ADAhH4p6FQKCirruf/SUby2aGur80wdkIbFZ+Ot/FXtXseDj3uTp/yxL0bgV1TVAEB44H//mdM7MQKJWMymw7lcObbv7901gaBTkYolhKuMhKuM/m1XjOnLW0u309BkI7egju6GaI6bSlGIpfRRJfHAupX+tpeN6sVHq/a2CnCgJdtacVUD+RV13HHRMFbuPUlmQSWZ77ceCXn48jF8tGoPY/skE2zQtCqC+ZOE8EDK685ktVMpZLjcHmY/O58bJw+kZ0I4cqmUu99eCsCccb1YVLOT6h/TYP8ne43/WDEi5g+6G5FXzIcr9/i3Hy+s5Japg5m/7kC779PUYWksq97LmNDuxIUF+D+jzjZ9ZDpflm/B4XXzXfkuvmMXSomMd4bdzuLt7U/Fmz2iB0dOl7Fq7ylmDOnGf5btaLfduCGJ3Hf801aZ055NuYJmu5MlO1rOvWpPNqv2ZPv33zZ9CEmRQWTmVwAt0+42H83j9hlDMGpV/PPbzSzf1TZD3WuLtjKsezwJQpDT6XSZIGfSpEn4Oki1IRKJeOaZZ3jmmWfObacEgv9Ck82B1eEis6DlA3zjoVyeuX4ST322tlWF6ZgQI7OG9eChD39g9oieRIbouGhkOl+sPoyp2U5KVDC3zxpMjcfMS33mohBLyTaXs6BwB00//kFZX5HJjYljCUQI9M+FoqoGJGIxQfr/PmW3WimnW1woaw/mCEGOQPA/0KnlHPox49feo6U8cfVlVDSZEPlEaEVKRvRIwOPxcsmIngToVKRGh3CZoyfmZjvRIUYcLg8KmYSi6gaeumYiO48Xcv2k/sxfd7DVdYZkxDIgLZpXF26huLqRx68cx98+W+Nf9A+gVyu4/9JRvPT1RqAli+LLN0/n/9g7y/iorq0PP+MTd3cnQCCBECC4u2uxttQo9ZZS721vKbde6qUCVKCU4u6uQUKAuLvbZCYZn/fDQOg0Se99763QMs/vx4ecs/c+e88w55y111r/JREJef/BiVQ1KDGZzM+D+8b25svd5+gV48cLBYfbXZsRE9cURZQXW3qODEYT+85n8ujk/nz4C0Mjwt+dWYNjqRM04Cyz57XH3KhrasFOKEekFVPT0Iy9jRQ7JxEbMpst+qoNOlSSZh4Y14eVPzOqwOx1DvR0IcjHmS92ncPDyY7enQI5l1Fk0W7G0BhyTKUWBg7AoYYr9FJ1bXedAHuSMpg2IKbVyJFJRLy3aCIezvZUNSjZnZTRYd/jV/MI8Xbt8LyVvya3jZFjxcpfmUpFI8mKfPz0N+uhfLHnHA9OSGTtc3M4eS2fWkUzvaICcLSTczGrmC8en06NoIHZye/Rxcmfj56ehKJWR2CAIx/m7OFw5bXWonjdnANZ1n02L135EYWuBZ3JYFEwz8rvS0lNIx5Odv+1yk/PCH++OXDBGrJmxcp/wY09oh7hfsweEsfDK7ZSfd3DYiOT8PrdY6iqb+KVb/fRfN0gcXO05bnZQ1l3OLn1JT0hKoDenQLp1zkYuUzCwJgwTqcW0KzR0ic6iAAPZ/LKzXL/+RV1fLUnieULx5BfXkdJTSMh3q70iQ6krLaRxM7BBHm50DXEmy92nuXs9WtE+LnzzztHkZRZTK2imQ8WT8LOUYTxV+7XLUYtWn3bkgC7ktIZlxDNxw9P4VphOdUKJb27BuLlbsfq0oMM9u7CP65tpPa69LatSMq9gcMpLdDw44ErhPm68eK8GbxZtJmyFrOnp5ODH0K1BL3RyIoHJ3Ehqxi1Ts/ArqH4uTty9zvrWfboSF57ZBglpU3MHtqdBSN7cja1ELFYRI8YH86rslhdfKLtOgxajHRc2qBFq6NHhD93DIkjzMeV3tFBeLnYIxKaawP9vIjqL1G1aDo8Z+Wvy20lPGDFyl+VKl0j/7j2E0hMFsnpn+04zdw31lJU1YCNTEyojxsnr+YhlYhJ1RWyNOM7AFIbS1iWvZHgQCdW5hzkUOVVCyPmSkMRn2bvZ2GYOR491jkIW2HHcqRWfltKqhsskon/v8SG+SISCtl/Mes3nJUVK7cHDrYy8wv46F68tGZPq4ED5twUjU7PGz8eaTVwAGoVzTz79W7mDe+B8LrkWVJmMe9sOIa9jYz73v+JRR9s4mp+OUKhgC0nr3IytQCZRNQqoZxeVMkTn21nV1I6ZbWNbD19DYPRhE5vxPW6V3fhOxtaDRwwi8Y88dl2gr1c2HzyKk99voPScgURDt4dri9E4k2EX/s1dHYlpbP7fBricDWNkZXYeJm47/JnjPfvyStXfmo1cACaDVo+zN9NXJwX7o525JbV8srKQyzyvxnafJ/fCJ78aAdf70liyRc7SC2spKiqgRfX7OFKXjlLZgwhpSmfpzO/YZvpBBvVx1nTuJ8hvUMRiQScVKWyrqytgQPQ1ykKd7uOowsGdwsj0s+dp2cOZuqAbvi5OyEWmXOb7ORS4sJ9O+zbv2tIh+es/HWxGjlWrNziNLSoqFAoeCFsGgXaSp6eOdjivNEIO86mUatoJrOkiu8OXsLfz4H15ZYhCHnKSpqNGg5WtZ8Umqkow9/WDZlQwgK/IWhVVk/OH0VpTeP/ZOTYyqXEhPiwJyn9N5yVFSu3Bx5O9ixfOJbzmcWtdV1uML53Z346ntJuP73ByMlrBfT5mQjM+aximrU6mpo16PQGkjKLWXsomaNX8qhTKXFwlLBwdILFOLlltZxNL2JkfCSOtlIi/T0Y3asTfbsEsfrZGcwfGYeN7KYQTEV9EyYTPD1vAG89OoZAb2ceixiLSND2la6vayRFRQr8PJzbrbNjK5Nw16gEdpVfxE3mwE+FZ+nlFsapmkx07dSgAdhYeZpxA8zyzNWNKnQKswx3pIMPuXn1rcag3mAkOaeUpIwiFM0avjlwgZhQb7xkzrwYNp2+zlGkK0rp6RjO1mOpCAUCpgf2xukXMtgyoZg5AQPoaRdBpL8HkxO7tEppB3o689T0QXz15AzmD+9hYYj+HCc7G5bMGNxu7ZyEToH4uTu328/KXxtruJoVK7cwpTWNnM0o5LsDF6lVNNMl2Iv7xvfmu2fv4N2fjpFRXIWnsz3zhvUg0t+TL3ae5t3Hx7Gt4QylLXVtxlPoWjCYOnb3q3Rq3o5ewJotl3hm5rDfc2lWrmMymSitVRD7K0pH/wkJUQGs3HWW/Io6a2y5FSv/T3zdHNtNrvd2dWDnubQO+xVV1rcRDGloakYguBkGdwN7eylb684yrWsivm5j+O7gRfLL6wjwdObuMb3w9bXjYnYpq/aa1RKj/D1YMDKeET2jGN4ngne+O861ggqWzhtErWMtWxpPUl2kIMrJl/vDhvFJr4Wszj1KSkMhLlI7xnv0ItY2lPpaNV/vOcdjUwaQlFHE7qQM1Fod/WKCuWdMb06k5vJ0+FRaZC18lL2Hnq6hFKlqOl5zcw3D3G9uytTVqJnoH0+IowfnDrYvCQ1QWFWPslnLd99do66phW6hPrwzfiF6g56QaA1rD13i+NU83lgwn501FzhanUqYnTePBYxn4+FrLErZhEwsZnK/rny79A6uFpThYGPDdwcv8vnOM4T6uDJ3aA88ne0J9nbF2d7SWArzdWftc3P4ZNtpkjKLcLKTc8eQOMYkdPqv8iGt3PpYjRwrVm5RSmsa+GjrKYsQpKSMYi5klvDm4jEsuqMX9tiAEHwcHckqqmHp/ME8kPwFtdr2a9w4SOSIBMIODR0PkTNLV+xFIhIhtlaB/kNoULbQotHh8T94csAsCWsrl7DzbBqPTO7/G83OipW/P9WNSr7afZYgL5c25yrqmwjydKFW0dxOT3Pxy6LqBotjjnY2bQwcgMpaJfUOKh7L/Jo7/Prz9IKBiBCSp66kWFtG8nEjP/2sQOilnFIu5ZTyj/kjcHe34fF5iZy8VEiGTR67Mi7dbFeXz4N1X/Na95n0cY/g0YixXM4sJ/NyLXm+9bz54xEAzqUX0bdzEIsnJOLv6USZpIoH0j7lxfAZvLH6GPPGxBFk60GlupFAW3fOkt3umgNs3amsuRnS52xnQ4ysM6earuHv59Th5xzo6UJyTmlrodAzaYUkZRTx8cNT+HDrSUprzMcfemM7IxIieHvgnThJ7Lj33Z9oajbnzDSh4as95ziSksOLc4dz99s/to5/Nb+CZ7/ezVPTB5FfUcfI+Cjs5DfDrqViERF+Hiy7ezQqtRahQICbox1CYTsVVq38LbC+xVixcoui1uppULYQ+bOqz2CWKv1001lylZUsvPoxArmRe976kQc/3IwYIbMDE4l1CbYokgYQYueJQCdiiHuXdq8X4eBDVk4tDUo1c4f1wEZm3QP5Iyi5/mB3d/zfjByJWESvyAB2nk3DYOzYW2fFihVLsktq2HjiKr2iApD+oj7NrnPpTB/Yrd1+YpGQcb2jOZde2HqsX+dgHG1l9IkOahMadfRCHvODByIVirmoyGVl6V4+Ld3D9qpzdJYHsvFY+7LL3x+8iKetIzKJmGG9w9hVealNGxMmPs3aj41Yxmc5+ykoradHmB8rd55pbWNnI0Wt1bP9TCqPfrwVd6ETKr2GVaUHmTKkCx//dJqJ7gmcr82ln0cUYoGozXUApnv1ZddJs1KZu6MdcqmEd388joPJjthIX4vQup9zx5BYtp2xlHA2GE28t+k40wfc/Iy1egO7Tmew9VA66w9fbjVwfk5uWS0ZRVUEejq3OffF7rPYyqXUN7VvmNrbyPByccDD2d5q4PzNsRo5VqzcghRXN5BbXkuQlwvD4sL58KHJ9O50M+47v6IOb7ELy2JmY1IJKa5R8PCkfpRVK2lKFdG1shPLQ+Yxz28gANGOfrwecwevfHGQBQFDGOJpaeh0dvTnId+xrN5xkdlDYhGLhDS1aP/QNd+ulNWY62G4/Y+eHIB+XYKpblRxuoPifVasWGnL3gsZmEywZt8FViyeZLHhoGzWIJOIWDJjsMXLu4uDDa/eOYpmjQ6D0YRELGLZXaO5c1Q8G09coXuoD+8/OInZQ2IRCgQsmtqbN54ciY3BhiVu0wgtCidR2YNFvqOZ4d8XZZ2+jfdHJhHx9MzB3Du2D7uTMjhxrgixRspDIe3XMCtrqSfSzodGXTODe4Yik4ppUKmRSUQsnTmY5+8YRrifOz0i/Hn7/vFI9RJsRVKymyoI9HNiQGwI7jb2PNN5EpuKzvGPbtNxld5Ua7QRSXkoeDRXLldT3agi2MuFVxaM5JNtp0gvqiLSxhdXOxveWzQRL5eb/aRiEfeP64OiWUNuWW2beWeX1uDn3tYDFBPqw/GreR1+b2fSCukW2lZMoKlZg0gopKiqocO+Vm4PrFu1VqzcYhRU1PHwx1ssisGJRUL+MX8keoORi9klCAQQZOdBaXUD8z5dzwtzhnHyWj4fbzt1c6A9cMfQWNYPeQKxWEhxcSNPTBuIWA4jfboxz38gtS0q3GztEOnFVFU189LcERy4lMUHW07Sr0vwH7/425DyOgW2cmmr4tL/QpCXC4Gezmw8cZUBMaG/weysWPn7Y3+9CKSnsx2+rg6seGgSzWotTc0aPJ3t+XLPOQwGI/+8cxQAQoGAZo2O7w9e5B/zR/LhQ5PxdrFnxeYTnE4rtBh74agENv1zPmvLj9Oi9uTVVXssXr5FQgGv3jsCgait9/XVBaPYcCyltYYPwMpdZ3l4Uj8WB4/m04K9bfrU1DUz32UocokEGxe5eZw7R7Ph6GWLcdbsh4cnJTLRtxcbyk4T4OFMeC877kn+jF5uYUwNSMBb5swn8QtpMehQNKtxlzvQojBQHdRM7weDKa1t5LW1B6isVyISCrAz2nDXso1E+nvwweJJVNQr0eoM2MklKNVanvlyV5v53vg8nezkbY7r9Abk0o7vi3KZuENZaJFQgFxqfcW93bH+D7Bi5Raioq6RdzceszBwwKxS8/rag7y+cAwXs0voHRWIjUTMY59uJ8TbFa3ewLErbXe8fjh8mX6dQ/hq91ku55Xz6TOTee3aNvKUVXwV/RBPvrGx3XmMTYhuffBb+X0pr2vCzcHm3zf8DxAIBAyICeWHw8mU1SrwdXP8Tca1YuXvzIQ+nVl/5DJzh/WkskHFgx9s4vvn5nD/+xv5YPEkTl8rQG80cuoXHtJeUQEcvpxDtxAfjl/Nb2PgAKzal0TfmECkJgmb96e38S4YjCZe+fog379wB3KJGLVOD5gLZ2aX1VgYJjf4eNsp1jwzC5lQjMaobz0e4xRIRm4NGw5eZdndoymoqGRsQieyS6o7GOc07z85jgr3ejCZ+OS60XS+NpdMRRmfdL6fO5at5/k5w/hi9xlemDOcRz/Z2m6+Uf+uIew+l4FKraVfl2Be/e4g6UWVrec/fGgyQoHAonD1DRK7BOPmaNtGrOFcRiGTE7vyyfZTbfoADI0NZ/m6Q22OB3g4U9fUTKdAz3Z6WbmdsBo5VqzcQjRr9JxOK2j3nFqnp66pmQg/d+YN70lVgxKAYXER7DzbsXTwphNXGN+3C5fzynF0kpCeUUq0ox9KjYYnpw6kRacj0t8Dnd6I0WTixJVc7hoVT3OLFrf/MU/Eyr+nok6Bq8Nvp+zTu1MgW05eZdOJK1YBAitW/g0arR57uYx1z83F09mO3PI6ViyeiMkES2YMYvPJqzw+bSDvbjxq8QLu6mDLo5P7s2ztQWLDfNl1zvIePKJHJKPiIzGaQCYSM9WrL0W96hkT3wmVWsuPR1NajQC9wUhBVS3PzB/Ma6sPYTSZGNkzkm/2X+hw3rvPptM3KpKjlWmE2Xtxr/9wfARu6L1MDIoORyoWsfnkVe4f24fHPt3a4TgnLxZy3/AR7C+3LC0w0a8nl/PK0BuNfH/oEkumD2b/hSwemtjPMmIA8HS2Z8bA7rzy3X4Wju5F385BbdpczCrmyydnmPNkBAJqFSp+OJyMUq1l9uBYkjKL6BTgSXpRFWCOXpgxqDsBXs4cSckhrbDSYrwp/boS5OlCs0ZHXJgvD4zvi0wqRiQUYi+XYjQZ8bA+v257rEaOFSu3AHVNTWQV16HWtY3L/jkGg5FXFozkmS938eqdoxgaF07XYG/2XcjosE+jSt0aCqU1ml37NmIp57OLGdQljDd+OMxnO8zJqfY2MhZP6Mu5jGL6dg767RZopUPK6xT4ezj/ZuPJpWISuwSz6cQV7h3Tu8MkYCtWbndqFCq+2Xceo8nE2IRocspqeX3dwVb1r59enUewtytlNY2sfXYuO8+lUVHfRJcgb0K8Xfl0+2kenJBIfVMLimZ167jPzh5CcVUDL67eS6S/B3eN6sUHa/a1SlS7O9nx0MREzqQXsv+CWT2zvFpJjVcFXzw7lRMXCvBzd7IY85fUN7Uw1K0rUbZ+RBmC+NeXRyivM0cA+Lk78diUAcwd2gOtTo+incT9GzQ1abl0rZwaF0tFTgeJDY3KFgDyymv57uAl7h2bQFOzhs8fm8bhyznUKFQMiAkhxMuVZWsP8uqCUaw9fIkof0sPyqBuoUT4e/DCqj1U1JuvE+DhxHN3DDOHYn+zn9G9IpkxqDsnr+YT5OXCiF4RbKk9w+CmGO4cGY+yRcPZtCKkEhHjekejbNHw/cGL/PTSfNIKK3lu1W7qm8zzDfd14+mZg3G0tfmf6o9Z+etjFR6wYuUWoKZRzaOfbKVe2Yyns32H7bqG+LDk8+0YTSY8neyZktiFCD93ekUGdNinb+cgLmSVAGAvkmEnlpHbVMngmDAe+3QbVwsqWtsqWzS8teEoMokIO+vL8R9CRV3Tb+rJAXMYh7JFy46zHdf3sGLldkaj1fPNvvMcScmlb+dgEAh49JOtrQYOgEqn4VJ+MZdySmnWaimoqEMqFrHvQiZPfr6dM+mFPL9qN4FeTiREmYVhBsaEUl7XxNrDyWj0eu4f14fnv95tUYOnplHFP78/wOj4TjjamsOCO/l7UqVTUKSpxtlOTrCXMz0j/Tuc/+Du4aSebSBWGMGTn+xoNXDAXF/t+VW7adHoEAoF9PiVGlxxEX7sPZ9BTwfLHL5zNdl0D7uZ1J+SV8YjH29lw7EUdpxNw8fVgaUzB7ODk1Srm5g2oBsfbjnB6dQCTCYT9telm21kEqYN6MY/vtnXauAAFFc38tin29DpDVQ3KImPCuDgxSykEhFX88vZdyGDUS5xPPPxXp75chdf7jqHQAgtGh1Lv9iJwWgit7yWwqoGXli9t9XAAcgpq+Wpz3dQVFXfrjKbldsHq5FjxcqfjFJtVr9Z/+I8YkK8eXBC33bb9esSjL2NjPJ6JfeN7Y1AAC+t2UeLTsucYT3aTVx3c7RlULcwNp80S5MaVALuDRuGjUhKfmUdNY2qNn0A1uy/gM7QfkKnld+OphYNSrUW19+4EJ27kx09Ivz47sAF9AarnLQVK7+kRqHkxLV8npk1BHcnO3JKqhEKLOWEv919ibG9OjE2IZrS6kbEYhH7L2SRVVJNn+hA3lk0nncXj0dj0DNveA9kEhFjEjqx8bg59CshKpCkzCIG9wjjsdmJ3DOxV6vksckEG09cYWzvaHpG+JNXXscYl1AlP9UAAQAASURBVJ5Im2UYAQQCFo5KQCJuK+Ps7+5EoJczsRF+bD55FX07kvF6g5H9FzNpVGp4YHyfNnLWYPamRPi7U1zdQHe3QJaGTWZR4ChinAK5VF+Au7MdPSIt1csu55ax61w6Id4upBZVsChyJM7uUsJ93cgsMRcC3X4mlTtHxgMwskck28+kYjC2DVHQ6Q0cSs5h1pDuONrIOZ1WyN7zmVzIKiE1r4rUrBqUarPKZ0V9E/svZHH4cg5KtZYfjiSzaHxfVu9Navf7Vaq1XMgqQdliaeRodQZqGlU0KFva7Wfl74XVyLFi5U+ktKaB8xklvPrdAR77dBtf7kqiU4AnXzwxnVAfNwAcbWXcN7Y3z84eymvfHWTZXaO5nFuGokXDV0/NpLS6kWNXc/l6yUz6dwlBIACxUMjInpF88fgMUvLKWguiVdYq8dd68XyXyVzNL/+VeTWi7UC1xspvR2WdeWfztxIe+Dmj4qMorVVw6FL7Bf2sWLmd0RuM3DkynlV7z/P0Fzs5m1HEOw9MICHK7BWXS8QM7R7B+fRSPtp6kq/2JOHlbM+nj05l9dOz6N05iE+3neGNdUc5mZqPjY2Y1U/Pwl4uRXX9xbxXpwAG9g1C2r2ZLRznvPMV5s7tzLMLBiEUCMguqSaxczCzBsfyweYTeAid0KlA2aKlsLIBe7mElY9No0eE2RMjFYuY2LcLHz8yhS93JSERici6bli0R3ZpDeX1CtYeSuaDxZPpGXlznAl9OvPCnOGsP3KZf90zjozcGtatTWPXTwXEN3blzU7zKW2p44W5w5k3skerZybS34OvnpqOu48N50hjeepmVuTsolhWwSv3DUciFnE6rRC1Vs+zs4cSGeBBdmnNr8yxmin9ulJZr7Q47uZoR0pu2a+uzdXR7lfHziqtRqPTAWAymSipbuCjrSe4590fWfzhZnadTetwo8/K3wNrTo4VK38SZbUNrD+awtpDNwu7ldY0ciQlh08fncpT0weiUuuQS8V0DvTkUk4ZA7oFs3LXWaoblNw5Ip4fjiSz8cQVVjw4iZdX7yWhUyATE8djNJk4l17IP77dx8vzRvDVkzMwAQJgzr/WMntwbJu46Z/jbG+DSGjdA/m9uRG+4fIbh6uBWU66c5AXX+89x4iekdaid1asXKepWcOmE1f5/hf33kPJ2bxxz1hKaxXcOSKeTSeukvwzVbLi6gYSogJ5d+Mxi5frNbsvsu9sNu8/Mh4XR1skYhH2NlJiurnz2NVVaIzmF+2ylnrSGksY5h7DvZN6cfZKMdUNSl5fdwiRSIhIIGLd4WTyK+roEuTFgrd/5IGxfXj+jmEAGI0m7OQSfjqewtiEKJzs5Pi5ObZbewbAx9WRK3ll7LuQyfnMYib368LjUwaiaFaz82w6j3yyFZ3ewMFL2Tw2ZQABHs6cuJbPl9vqCD/vxusLx/Duj8fo0zWIL56aDgKoVTRjtDHwcMpqlPqbOUPLFVtIcAnn0VmJvLv2BF/vTSLCz53Hpw7A183BIlzv5/i5ObHx+BXCfN0tjjeqWugS5NXhd+jj6ohKrcXn36xfKja/5hZXNTDvzR8sPDsvfbOPATEhvDxvhFVk52+K9S3GipU/iWaNnnWH21au1huMvLH+CD5ujiz9cie2MgkPrNjE0i93smLzCYqrG5iY2AUHWyn1TS1M6x/DhawSsstq+fFoCp/vPMPnO06z9fQ1rhVUcCGrmNqmZv7xzT72XcikX5cQ9pzPoGuwd4d1BGYN6v6b1G2x8utUNSgRdFAj4rdgXEIncspqOXYl93cZ34qVvyK1CpWFgXMDvcHIyl1nmT+sBzKJ2MLAAQjzdaO8TtGu96C8TsGe85nIbYSM6RXFlEFd2FZ5Hn9bV2RCy/vsoZqrREe6M31gN77YfdasppYQQYtJQ3ZpDaPiozh+NQ+j0cjOc2k89fl2nv5iJ3vPmyWolS1aPJzteW3tAcb36dzhOsf2juZQcg4AdU3NrNp7nvve/4kWrZ495zPMdWgkYsJ93dh5NpVZg7vTJzqICD93SqobOZdexKxBsazec55/rNnP4hVbOHE1l2MN13CVtjUKkupz8PCVt+YZZZfW8OKavcwYGNvhHEf1iiIqwJMz6YVEBXgwJDYMfw8n3Jxt6RcXhLiDzbaZg7pxNq2QBSPi2z0vFgoZ0DUEuUxCs1rLpztOtwldAzhxNZ/i6oYO52flr43Vk2PFyp9AZb2CtIKKDpXU8spr0Wj1PD1zMCAgt/zmTtWAmBDmDetBTlkd0UGe9Aj359Xv9zN/TBy9uvmR2VyKCCERtr4cPJ3LkZRcHhjXhzEJnQj0cGFUfBQXs0s4n1nMa3eN5vW1B2lQ3dyRG90rCm9XB5QtWtopQm3lN6SyvglnO/nv5jWL8Pcgyt+DL3adZXD3MAQCqzfHyu2JQqWmulFFVklVa55He2SX1tAt1IdvD1xscy4+wp/jV9vWI7vBsYt5jOodwb1jetOi03EuT05Asz9Rwe4UGir5ougAOpM5DDhDU4KbxoPKeiW9OwcwZEAQDQYlfaIDuXtUL1RqDSN7RqHW6vBwtiejqAoTYGcjZWhcBBKxiCemDsTeRsZT0wfx4daTrYUxpWIRiycmcjq1oDV07gZqrR69wYhMIuaBcX0I9HIhq6Qae7kUD2d7pg7siqerHYhM1DQ04+fqxPN3DCOruJo+sYHIHQScrs1ikn8vQh282F2azIGKm/LTF5TZdA3x4fT1mkIRfh54u9qzZMYgVmw+0ZojKJOIWDpzCB5eckrsyxkWFECEXQJZObWM6BlJZIA7u2ou8NK9Q3nr2+Ot6xAKBMwb3oP4yECKqupwtJVz58h4vjtwsbUGj51cyrOzhxLg4Yyrgy2V9U0cvpzT4fe273wmsWEdizNY+etiNXKsWPmDKa5u4K0fj5gVfX4FgUDAwJgQdHojK5+YToOyBX93J+QSCUs+30FWmXk38cEJfZk/No6r4lyezNh/sz8CFnQfTKeGMPacz2TTCfODKDbMl7fvH8+GYylsPZ3K07OGIBIIUKq1eDrbcy6jiOXrDvHjS/N/t8/AipnqBhUu9r99Ps7PGd8nmnc3HudoSi5DYsN/12tZsXIrUtfUzKfbT7P55FX83J2YOaj7r7YXi0TthncaTKZf3ZAwh5wJuVpQzj/W7LcQBOjTOZCXx8/kpcwfALCRiHFzl/PBkvFkaEp4OWs9n/W8l9gwP+b+ay2ezg68ed84tp9OZf3RyxbXmT0kFidbOWKRkLqmZob3iGTdc3OoqG/CaDTh6+bIR1tPdWiQiYQCXl0wki2nrvHh1pM31y0U8szsIew+m4GPpwOT+3Zh0YpN1ChUvHj3UNZXHedI2rXW9kIEPBg5EluxlG0l5po+MrGER6ckMLV/DJ7O9thIxUjEIhpVat65fwINqhaEAgEONjLEMiFfFh7kVF0mABKBiGfDp7B7XwGXvivl/cUTETob+XrpDKrrVBhNJnxcHdFq9Tz6yZbWotmzh8Ty7TN3UN2oRCwS4u5sR6WhDoGN0WJtHYmwiEVtxR2s/D2wGjlWrPyB1DYqWbnzDKdSC5g5qDsioaBd1ZnOQV7YyaVMeGkVHyyexFe7z1LX1MLAbmEUVze0GjgAmcXVBHQNZGeaZeE4Eya+KT7Cx3H3sPHQ1dbjl3PLWLMvibG9O/Pl7nO8sGoPMokIqUSMskWDyQTD48Kxl8t+vw/CCmD25DjZ/z6hajeICvCkU4AHn+08w6BuYdbcHCu3HRezSloVJktrGgnxdkUoELTu/P+c7qE+ZBRX0b9rCLuTLOuPnUkr5M4R8ZzLKGr3OhMTO2PUCXhp9b42Y59NKyI61IMe7qFcqs8jzMGbVws3oNC2YMSEm8wBoV7M5zvNNcuaNVqKKuvbGDgA649c5rW7RvP+puO8OHc4z361i1cWjKSirolADyd0emNrodFfYm8jw0Yq4XxmcZt16I1G/vXDYVYsnsRjn26lW6AvRpOJSH8PVI5NHCm4ZtHeiIlPsvbxTo/57Cm7jNaop4drCA9e+xyxUIykTkg35yBcC71Zt9+8DnOhThPNGh0ioYAVT49vNXJ0JgPLczbz9ui7OH21kCc+3c77iyZyx0drkUnE/PPOUaTklbHtVGqrgXPj81h/5DKR/u7cdUd3llz7GoPJSF/3SJZ1n4WznQ3jekez6eRV2mNMQqd2j1v562PNybFi5Q9EpdEzLC6Cd+4fj0Zn4MEJiW3a2MokPDd7KKn5ZmWZH44kM2twHEaTWTHrVGo+CVEBvHbXaN66bzzzhvegpKUWiaD93aitZUl0CvawOHYlv4JGlZppA7oBoNEZaGo2GziuDrZMHdCNZq21vsDvTWVDEy72v73owC+Z2LcLOaU1HEq2Kq1Zub1oULawZv95i2N7z2fw0KR+bdray6UsnTmEj7aepLJeydA4S89naU0jdjZSencKbNM30t+D4XGRHL2c067xBLD1WBpj3HrwUufp2GhteCZgGv+ImEVft0he6jwNbZOJt+4bzwcPTuLt+8ZjZyPlzXvHMbpXFKJfbE7sSUpn4aheFFTW8Y/5I3G0lRMX6YuvjyMNqmaenT20jWy0UCDglfkj8HS2p6y2kfYwmkxczi2la7A3O86kMrxHBGP6RbKj+ny77QFOVKXT2y2cSX69KFBV06RXU69VEubgzXzvIWw/kd7a1sfNgWUPjuTbZTP4btlMvJwcuDtkCALM6zOYjGSqS4jwc0et1VOtUOHpbI9aq2fV3vOE+bhx7We13X5OVkkNcp0c0/XP/2xNNg1aFTKpmLtH98LLpW0Nuqn9Y/B1c+xwbVb+2lg9OVas/AEo1WoKKhp4Y/1h0grNO2wRfu48f8cwPnxoMrvOpVPdqCQ21NecSGoy8OyqvQDUNbXg7erAkhmDaFA289DEfugNRt756SiNKjVikZCRvSJYPnguL2X9gNqgs7h2rbaJMHtLlRqpWMzZ9ELcHW1ZvnAMBy5m0dispmeEP12DvVm+7hAfPDT5D/lsbmeqGlR/SCx4uJ87XYO9+XTHaYbEhrdbM+NWpbpRyZW8cnLLaqmoa0Kl1phzE+RSvF0ciPT3IC7cD+ffOezPyl8TncFAraLZ4tjupAxWPDiRFQ9OYu+FDKoalMSF+TEyPpK6pmaqG1V8vO0kj08dyMCYUA5dyqZFq6NPdBBhPq48MK4PI3pEcig5G4PRyIieUXQL8cYo1VNR19TBTMwGV6xjMN8fvMiyM+YcGkdbGXeP7oXQXsq9H23gmVlDqaxv4qdjKSjV2uu1d6J5/e4xvLhmb2vIVa2imR4RfiRlFvPC6j00qtRIxCJGxkewYExPBCb4Zulstp66Rm5ZLUFeLgyNDWfL6Wuczyxm5qDuLJkxiHd+OtZmnnVNLTjYyKhVNBMd6IWDnZQ6hbJNu9b2GiULg4diUgsQSEAbpiNE4kNemoJyibI14X9M3yiGjwhmRdY2yvLNamu93MJ4MGIEUU4+PH/5B4yYqNM34XBdvKCuqRkHGxmV9UpqFSp0+l+v+6VUa5EIxWiMOkyYUBv1APi6ObFqySxOXM3nwMUsHGxk3DE0jnBfN+u942+M1cixYuUPoLpexQMrNtKiuWmAZJfWcP+KjXz40CQkIiGR/h6M6hXF1ztPsuviTTWsnhF+SMUinvt6NysWT0JnMLBy59nW83qDkd1nMymrUXDfuBF8VLDb4tqd7QJJK7KU2NQbDHQL8WHJFztxspMzqFsoni4OJGUU8+Xuc4T5uiER/3VehP+KtGh0KFs0v3tOzg0mJXbh9XWH2HkujcmJXf+Qa/63lFQ3sOtcOoeSs8m5Lg/rYCPD3ckOm+uqfy0aHUcUOSiaNQgE0DPCn5mDujM0NsIakmelFXu5jJ4Rfuw5n2lx/MClbMb0isLHxYF7x/RG2axh9uvfs3zhWOzlUpRqLe9uPIa7kx0DuoYgFYs4eCmb7mG+LFqxES8XB/p2DkYkFLDu8CVC7h3MP1O2MyGiP9tOpbU7l65B3lzOKWPTiZthX4pmDR9sPsldI3vxyOT+FFbW88OR5NbzGp2BraeuUadoZsGInqzaa/aodA/zJbe8lhWbT7S21ekN7DqbQXmtgqfmDaC8pplZg2NJyijiQnYJT67c0SpO8PWeJBaM6MnQ2PA2Sfldgrw4l15IYpcQcspqUBk0dAkI4ExtVrvrinMMpTBXQbCnG6nNBQiNIjJS6lmz9wKPTu5PhJ87DcoWxg4P54mUNRZ9z9fmkq+s4rVus5gSkMCm4nN0svVnf6W5yGeYj1traFpsuB8ioQCZRIRG134dN2dHOZpy83PWTizDQXwzHNjH1ZEZA7sxLiEasViITGJ9Bf67Y/2GrVj5nWlWq9l6OtXCwLmBTm9gx5k0TCa4klfOnCFxeLi7MneYE2fTCymtaWTWoFi+3HMOrd6AwWBk7aHkdq4Cl3PKWSCMQyIQtSr42Ivl9HaIROmTS+cwTzILajiXXsTkfl1xsJMT5OWCskWDVC5CbiNEJhUhEMDDk/ohE1tvD78nVQ3mnVHn3zkn5wZBXi70jPBn5Y4zjOnV6ZZ8wF/MKmHN/vOcSi3ARiqmW6gvg2PDifRz73C3ta6pmdSCSs6mF7L0y11E+rvz/B3D6Rbq8wfP3sqtiI1MwsLRCRy4lG2ReH4mrYBJiV1Yvf8CnQK9+P7QRUwm2Hk2jbnDerByl3kjqaZRxZZTZqOkf9dgLueUYjCaKKtVtIq5dAvxpkxbRy/HCEJdXPBxdaS8TmExD4EAHprUj5e/2dfuPDccu8zqJbOY/+YP7Z4/fjWPmYO6s4rz2MgkTOnXlUUrNrbb9lJ2GXWKFkS2JsrrFLy14ShikZBBsaH4eztRW6/i9NVCGltaWDC2ByKxgGOX89DqDfi5O+Hn7kSDSs20ATF8sOkEEsTc7z8StVFHcn2+xbVcpfbEOASxYuspnp8zlIOVKTwUMJZjxnyiA73YfPIqiyb0paC2llVFh9qdb42miaymMoZ7x3C+LhcXkwO1ima6BHlRUddEs0aHWCTk3tEJnEkvZPqAbqw93PY5OCI+ggvKmyG594UNw13m8IvvQYCdjbTdeVj5+3HbbNWWlpYyb9483NzcsLW1JTY2losXb0pEmkwmXnnlFXx9fbGxsWHw4MGkpqb+iTO28negrLaR0tomLueWdtgmrbCSQd3DeOOesaTklZOSW0ZaYSVT+8ew9rm51DapWkPcWrT6drX+b1BRrcJVZo477uESwmfx94LESHVYKcnuqUQNsWXdstlEh7lzTJPCW4+NYelD/agMKeGyeypdhtuz/vU5CASgVFtzcn5PqhtvGDl/XKjE5H5dqFGoLHaKbwUyiqu4//2fuO/9nyiqqueukfG8df947hmTQEJUwK9+Rq4OtgyICeHpmYN5ZtZgtDoDC9/5kdX7klpj863c3gR4urBqySw6BdwsgDyoWxiZxVV4uzoQEeBOaoH5HnsqtQCxSMgzs4bger1Ir1wiZlr/GB6dPIAvdp+zGDvc140npg8i54qC87vq2HognfcXT2BIbBjC65LtQV4uvLdoImqtrnVz45c0a3SoNDq0+vY9FAAanZ7lC8fyxj1jqW9qobG543t0YWU9kd4etGj19O4cwIqnx+EYryPZ7RpR/ex5/9mx6Lo08F7JNmx7qHlvyVgemNibf8wfQXWDincfmEB1vZKpA2PIKq7mre+O0aexOx91uRdvuTMCBPR1j+D17rP5qeIUoyYFIZdJGG7qxUfrz3Axp5QhsWE8PnUAV/MrGNozjLTGX3kONpZiK5LxXPA00rKqmZjYmcenDeT9TcfpFODJqqdm4mwvp090EL2jg7h/XB+cr9cXs5VJuGtUPAvG9+CnstO4Su15tvMkxvrFIRZaldNuZ269rbzfgfr6evr168eQIUPYs2cPnp6e5Obm4uzs3Nrmrbfe4r333mPNmjVERkaybNkyRowYQWZmJg4ODh0PbsVKB1Q1KDicnENuWS3uv1JN2cPJju6h3jy/ag/JOWWtx5NzSukU4MlL84bj4WRHfkUdIqGgQ1UggEAXV97xWoBAKEAqELO3MplV+Udaz6c1lrC94jzLus/GSS7nh5IT7Cy9WRQvtbGE7RUX+LTHvYgN1pCf35PqBhUATnZ/nJHj5eLAgJhQVu1JYlLfLrg4/P6iB7+GskXDR1tPsfFECj6ujiyemEj3UJ//up5PmK87z8wewo4zaXy09RSFlfW8NG/E71aHyMpfA6lYRNdgbz55ZAo1jSpqm5pJLajAxcGWD56cQFpjMe5Odq0GyCfbT/PhQ5P46KHJlNYqMBqNHEzOpqxW0RruBeBkJ+exqQN45OOtrZtPqYWVHE3J5bm5Q5k3NpY6jYoWgYa6GiV2oo69tgKBeZ6/hgk4eS2PTgGe+Lk7/eqzIMTVnd1nM4kO8GLqhGiWZHyD3mSgl2sYMrGEe5NWYsLcN62xhL1Vl1keM4ejZ7LpGRFIfkUdF7NKLELZruZX4HHYjs+fvIcKQR3narNYmvw9TXo1PcLCWPb9Qc5nlrS2v5JXTqCnM09NH4xYJMJd5kClun3BA3eZA0KDkE0H0nhkciK2MilNzRrWPT8XBxsZBqOJxz7ZSlFVPZ8/M4UEV18GxYWgNxhpNKnYUn2WLVVVrO//OFKRGA+ZA0KB9Xd/u3Nb/A948803CQgIYPXq1SQkJBAcHMywYcMICwsDzF6cFStW8MILLzB16lS6du3KN998Q3NzM+vWrfuTZ2/lr4pKrWPd4WTOZhQxulfHEpVzh/cgp7SGkurGNgnhGcVVnM8sZs7QOACSMooYEBPS7jjO9ja4O9tyx4vrmffSjxQ31FkYODdo0qv5qegsPdxCLQycGzTqmlmZdwC5/LbYA/nTqG5UYiOTIJf+sZ/zhD6dMZpMfLbjzB963V9yPrOYGf/8lh1nU5k5sDsvzRtObJjv/1ywVCQUMrlfVxaO7sXOs+m8vGYfxnZk2q3cfrg42OJsb0OzWsPJa/n0CPfjWG0qKao87hgSZ9H20+1n0BuNvLXhCM9+vZuDl7JJK6okNsy3tc2kxC58d/ASYpEQF4ebmxXNGh0vrdqHSqflxdy1KA1qvt97Ga3egLtT+xtefToFUVnfRI/w9oVIfFwdaVC2sDspA29XR1Lyyujftf1ngYuDDS52tmw/nYaDq4RPCnejvx7CPC2wNx9n7m01cG5gMBl5J3s7Ywd24tsDF/Bwsmu3gGZTs4ZtJ1PZW5LMuoJTNOnVeMmdEDZKLQycGxRVNXAlr4yU9ApmBbRVEwVzvZ0+7pGcTy1h9uBYfFydcLKzwd/DmUBPF1wcbDl5LZ/04iqG94pgbdlxFl1ZyZ1XP+SetI95Mn01J2rS2V56EeWN+VgNHCvcJkbO9u3biY+PZ8aMGXh6ehIXF8eXX37Zej4/P5+KigpGjhzZekwmkzFo0CBOnz7d4bgajQaFQmHxz4oVgPK6RlRqHfNH9OSRSf1wd7Lj/nF9WsMXwLxzd+fInoT6u6JxUHP3Xd14Z8loHp2ZaPHie/BSNkKBkIWjerH9bCpT+8cQ5W8pCe1kJ+eV+4dRLazniWkDiQ704qqysMP5NelauFDbceXuk9UZqIwdVwX/o/k7/taqG1Wt4RZ/JA62Mib06czmk1dJK2xfivX3xGA08un20yz6YCPO9ja8PG8Ew3pE/Obelj7RQdw7JoF9FzJ556ej1tC1/5C/428NQNmsoaCyjpTcMsRiMc/MGkqNoplQqQ8DXbsQ6OnMkO5hre0ziqtQqbUsXzimNVxy/ZFk7h3TmyAvFwD6dw1l7tA4HpqYyOIJiXyweBKj4qNax7iaXcG9YUOIdQ3C09WOtIIK3n9wooVBBOaQt8emDkAiFvHgxESCr49/A3dHO56fM5RVe83J+OcyiiisamDO0Lh2nwVv3z+BWoWKl+cNR6lXU9ZiVjITCYTmGjWG9u/t1RoFJomRp2cO5my6ZQ0dDyc7XrpnKP98fCg+XWRMDIjn6eiJOEls6eUcxtGkgg4/+70XMmlR63BTujLSu5vFOYlAxCtdZ+KFM76OLji7SmnUWqrhNSpbWvOfencP4FhN+8IOAAfKUzo8Z+X247bYqs3Ly+Ozzz7jySef5PnnnycpKYlHH30UmUzGggULqKgwP+i9vCxldr28vCgs7PhF8V//+hevvvrq7zp3K389SmsaePPHo5y8djNB08lOznuLJtIj3I/s0hoMRiOJnYMR2pi4L/kzarU347TjnENYvngUz3y8F53egNFkwsFWhkQs4s17x1Nc3cDSWYMBAWmlFTg4SpE7Cfi0dDdTjX3IKKpl8YS+JJt+vSaK0dSxFKcJuJWC1f6Ov7XqBiVOf4KRAzA4NozTaYW8tvYg3z5zB5I/qOJ3naKZZ7/exaXsUiYldmF0r04Whv9vTXxUACqNjrWHLhHg4cwdQ+P+fafbnL/jb62uqZmvdp/jx2OXuWHryiVils4agqpFQ0yoD+/tP07v6EAm9+tKTlktdnIpGp0eo1HEV0/OoKiqgcr6JuxtpKx4cCIqtY6U3DLe33QcvdF8LxULhSwck8DcYT1Ye+gSNkIpUhHcf+lzXpo6nSiZH2KBkC+fmEF5rYL8ijo8XRxQqNQ8sGIjOr2BVxaM5I17x1FQWU9JdQOezvYIhQLe+vFoq8qYSAj3j++NWCJg5qDuZrnnpmac7OQIBAL+9cMhcstqcbKT88Ez4yw+i196cH5JZUMTdSVaDMabzwd3RzteeXAYbxduoaSmznwwH8Lsvfhnt5mcqMz41efJDU/qy18c4OHpfZnXewApdUUIDSI8hc78tP0a/0g/xrOzh1Cg0HOgMIXHO43F7bpogEkAN5yxAsxFSDu81r9Zn5Xbi9vCyDEajcTHx7N8+XIA4uLiSE1N5bPPPmPBggWt7X4ZJmEymX41dOK5557jySefbP1boVAQEBDwG8/eyl+JRlULPxy5bGHgmI+refSTrbx65yjWHU4mwNOJ/t2DefDyF9RrVRZtkxvy8ZQ5MqZ3JNtPpTM0Npy3NhwlvagSgcCs9x/u60bcEFe2C5JorGuhsbIZIQJ8pW68cf40TnZyxo3oxKqiw+3O01YsJd4tjNV5R9s939ctEhuB5Df5TH4L/o6/tepG1R+aj/NzREIh84f34I31R1i99zz3j+vzu1/zan45S1buQKPT88S0AUT9LAn892RQt1CqGpp4d+MxQn1c6R0d9Idc96/K3/G3djatkPVHL1scU+v0vLH+EKufns3raw8xNC6cj7edQiwS4uPqiEanb83ReXhGX8b2iCY5p4TPd5zhhbnDkEnEvP3TUYsx9UYjX+w6yxv3jMXZTk5YiAvPZH2L3mTgpavreS/6btyFjqzed56uIT5sPHGFmkYVzT9T3nx+1R5WL5nFiau5XM2voEHZguIXAgO9uwfwZtEmHvIby2trDzI6PoogbxdW7jxDg0rd2q5RpaawpBFPuRNV6kYMJiNSoRi5SNKmnhqAm9Se5iYDn2w/zet3j2HbabP40t2TevJB8Q5Kmuss2ucqK1mdd5RBntGE9rJv89y7wcj4SJrUGgxGExsOXsNFbs+6PRkWnzHAa98fZNWSmRSoqtlVeom5IQMQCYQ42cqZnNiF9KJKLlwrZUBENEer2xeGGvELT5GV25vbIlzNx8eHzp07WxyLjo6mqMjsjvX29gZo9ejcoKqqqo135+fIZDIcHR0t/lm5vWlQqVvlRn+JSq2lukGJSCjg7pEJlGhr2xg4NzhUdY0BvYIJ8XYlyMuF9CKz8o/JBDWNSu4cFY8aHfVaFY06s2v/vqARKGq0vH3/eBK7hCDRSJnk3avN2LYiKbOCEklrLGG4d0yb83ZiGQ9FjkJkvHVuD3/H39qf6ckBCPZ2ZWxCJ77YdZYLWcW/23VMJhPrjyRzz7sbcLSV88Lc4X+YgXODaf27ER3oyTNf7eqw0rsVM3+331qtQsVXe861ey4u3J89SRmkFVUS6OlCqI8beoMRvcHIwlG92PDifH56aT5DOkdSr1AzuHsYrk62hPq4sbWD+zzAjrNpPD59ANc0hRhMRvq6RfJy+ExkQglisYj7x/XhmwMXKKpqsDBwwFz37Ex6IZMTY1Co1G0MnIHdQygVVHNPyFAEGhEBHk4M7BZKVkk1T80YzFv3jee5O4YSHWj+jX2/6zLPdZrCTN9E3oiah1wj5+2u83GV2luMK0TA4qDR/LjnCo0qNXVNzfTvGgyAn68Decqqdtd6ub6AQDt3pK60K9vu4+pAQlQAsaG+ONjKGJMQxeaTVymubmhXae7gxSyeCZlMoMCbkpoGmtVaBAIBA7uFEuLtyu6zmUz16IOj5OYGUaSDD0tDJ/Nx5/twMjigN3SsUGfl9uK28OT069ePzEzLQmBZWVkEBZl39EJCQvD29ubAgQPExZnDGbRaLceOHePNN9/8w+dr5a9JTlkN1Q3Kduvh3KC+qZkPFk/iSEouosCO5T/1JgOuTjYsu2s05XUKEqICqFE00y3EmxE9o/hw80lsbST8a9wC9ikuMsQ5BlutLZ+dOMPF7BKEAgH9ugZz/7i+JDhHsLHyDI06Fd0cghnr1QOT3khZcy13Bw2hv0s0WyuSUOia6ekYxtTABOQGGWrjr1eWtvLfYzKZqGlU/emVtsf36UxueS1LVu5g1ZJZhPq4/abjVzcoWbb2ICeu5TMsLpxpA7q1Edf4IxAKBdw7tjfL1x3iqZU7WL1k9h8u+GDlz0FvMFJR39TuORcHG0przEbvsrUHeGneCDQ6PT6uDggEAv75/QGuFVQgFgoZ1D2UB8b35Z37xtOs0VFe1/6YAJX1TQR7uuIptiGikw9XLlfzxg+nULZo8HF14MGJiUxK7MLXe5La7V9W00jPcD++fHIGu5IyOHE1Dzu5lAkDO+Hla4udVIaNTkazQM/L80bg6mhHamElb/545Po1HJk3vAeJnYPZfzELV60TZaeNrL+yH6PJRI8IP96dfjcHlMmcqc0i2NaT8e7xbD+YQer1cgUfbj3Juw9MoF+XYPQC/a9+xiaTCZ1Yy6t3j+RseiE7TqWj0xsYGBfMiJ6RHLmcw4GkXN64Zyw6vZFd59LbHScu3I9+XUN5f+0pknPLEAkFDO4ezqOT+xPg6cynj07lSEoOG3Zf483xCzipSMNV5IBtvQOrv71AWa0Ce7mUO4bGMWNg9w5FHqzcPtw6W7W/I0888QRnz55l+fLl5OTksG7dOr744gseeughwBym9vjjj7N8+XK2bNnCtWvXuOuuu7C1tWXOnDl/8uyt/BUorKzj/vc3UlHfhMev3Fg7B3nx+Gdb+WrPOfzlHb9QOojlONvacEqZRpasgNiRTsyf04XE7kE89ulWLueWcfpaIU9/tJspjolIVDIe/mgLF7PN6jZGk4kTV/N55KMtOLQ4EFURwdCWBOrOCbn/tS28tvIo87yH8MLH+/n0y4t0roxiaEsCZWeM3PHiDxRVNOJk++d5Gf7uKNVa1Dr9n+rJAfPL/wPj+uBgK+fe934iJbfs33f6D1Cptazel8SUV9ZwJb+chyclMmtw7J9i4NzATi7lgfF9yCuv48317YdxWvn7IZdKLOrj/Jyiqga6X1dLUzRreHP9EVzsbRAJhdz//kauFZijO/RGI4eSc1i+7hCVDUrW7L/QJuH/50T5e/LDkcukp9Wy70Ae3+9LbpWYLq9r4uU1+7CTSendKbDd/jGhPny8/RRZJTWU1zYyNiGaOUPj0OmN7D+aS02phqdX7qZZrUMkEvLZjtOsPXTpZ9dQ8PaGo9jIJLw0bzgPf7yFoym5rXLTl7JLue+djYxy6MlIXW9sM9x49v39HLqQ2zqHcF839l/IZP3RFPwdXdqdJ5jFDFyFjvR0DOPd/G1sE5wgcbwHw6b4ccU9g3mXP8AxVIC9jYRHPt5KWa2i3e9DLhVzz+gEnvhsG8nX70MGo4lDydnc8+4GymsVeLk4MGtQLC/NHUGYsyeLIodjX+PE698cbs1XUqq1fLn7HP/64RCNqpYO523l9uC2MHJ69erFli1b+OGHH+jatSuvvfYaK1asYO7cua1tli5dyuOPP87ixYuJj4+ntLSU/fv3W2vkWPm36PV6MoqrGNQtlPSCSuYP79luuwAPZxqbNRRXK1Br9dRWqYl0aL8q+9zAgSg1Gr4oPsCqoiOsKjrC6zmbkDkJGNe7E+P6dMLdyY6mZg355XXsOZ+BWtt2t61BpeZCVjFpOVV8vvkch5Nz0RuN3Dc+geLKRnLKamlQtlBW2UR5uZLymib0BhMfbDlBQ7P1AfF7UdN4o0bOn29I2sqlPDV9IO6Odtzz7gZeW3uAlNwymtXm5OOmFg1FVfUk55Ry/Goeh5KzOZaSy7mMIlILKsgrryWvvJaUvDJ2nEnlH9/sY9SzX/Dp9tP0jg7klQUj6Rbq++8n8gcQ6OnC3KFxbDuTyuaTV//s6Vj5A3Cyk/PolAHtniutaaR/1xAcbGUAzBzUHYPRxNX88lYFtZ8zqFsY7286zrEruYzoGYmknbo2YpGQMQmdOJaSS7ifO4cutZVhBli9/zyTEru0Oe7maIujrZzqBhUGo5FTqYVkllRxOrWAnw5eZefpDI5fyWPJjEGcSi1AJBRy8FL7IjOXsktILaigvqntvVyt0/PjkRTKSpvYdjLNIgJBIICZg2LZeS4dVYsWjcrEIM/ObcYAGOUZy5XUSlSoqdI00snelxJdLevLT5Jcb87R+bbkKNOGd8VoMvHp9lNM7R/TRnBkVHwU206ntlsMtUah4sS1fPR6AwKBoFUKvF6h5qMtJ9ud15GU3Nb7rJXbl9vGXz9+/HjGjx/f4XmBQMArr7zCK6+88sdNyspfnsr6RhTNWi5ll1LTqCLCz4Oekf48Mrk/3+w/j6JZg0BgroHw1IxBLFt7sLXv1sPpLFs8i09z93GyOgMjJuzEMuYGDqC7LJTKhrbhEJXUIevRgkqj4uF+vVDXmDAZTVzK7riS9OWcMiIDPLiUU4qTnZyFoxNwtLEhKbOI+cN70i3Uh6OXc6ltamZ0fBT3j+vD2xuOWBS9s/LbcisZOQD2NjKemjGQw8k57L+YxZaTHecb/Dv83J0YEhvOgJiQ1orxtxKJXYLJrzB7cyL83IkJaX+jwcrfhwg/d966bzzv/HS0NQ+kS5AXL84bzo4zqfxr4VgKq+oJ93Vn2+lUmprVTOzbBR9XR9768Qg1CvPv1dfNkezSGgDW7D/P8oVj+GTbKQoqzRLNQV4uLJ6QyLcHL2Irl1Je17H8dlOzBk9ne9wcbalVmPMqu4f6cv+43uw6l8HrC8dwIauYF+cO58jlHOqbWpg+oBvxUf6cvFbAxuNX8HC2x2Qyh53uPNtWVtnfw5lTqQUdzuF8ZjFv3z+O9OJqMorNOTc+rg4smpDI3vMZhHi7ct/Y3rz81X7efmQstgIZB6quoDcZkAnFTPCJZ5pvH05dKgK1kPGmfpw/VYqtjQ3P9ZlBnqmMr4sPUatV4uQkBUCrN1BS3cAHD03iXz/c9MD0jPDnww4MFoDjV3LBZCTEx50wXzdcHWxRtmgshBZ+yZWiMiRO4CF3xEYk7bCdlb8vt42RY8XKb029QklyTjkvrt7bGgZwKrWADccu89HDUwicNwKTCezkEgI9XVizL4nFExNRa/W42NtgMJp47asjzBoWz329hqMx6pAi4XhSAQ/s2szbS0a3uaZIKORYZRq1WiVHq1Lp5RzGg/5jcbKTU1LTfkK1i4MNY3p1YkSPSFRqLd8dvMiepAzuH9eHS9klPP3Fzta2J6/l4+Vizz/mj0T0O0r73u7UKm4tIwfM/7dG9IxkWFwEhVX1VNUr0RkMyCRiHGxlONrKsZVJEIvMtTY0Wj1qrR6tXo/RBDYyCW4OttjIbh1Vvo6YNTiWkupGlqzcwbrn5+LmaI3d/ztjJ5fSJciTZ2YPwWg0IRQIkIiFlFY3UlTdiI2sgsZmNW9vONra58S1fPzcnfjHghE88dl2syCB0YhcKkat1XMhq4TKeiWvLBhBU7MWvcFAVYOST3ecprCyHhuZBId/E/IrFAr56OEp1DSqcHOwRSwRUq1tpFM/exTqFkprFHy09ZTFnAI8nFg6awifbT+N3mhk66lrPDltIIO7h3E0JddifFWL9lc3GpztbTifVcLwHhHcN7Y3ErEIZ3s5UrEYBxsZaYWVvLB6Lw3KFopLGhGlO/JWnzuxtROjbjYg1ku4858beHvRBJ77bK/FM2jf+SymDe7Kgs6D+a70GH6uznyzdBYmqQkPeztMegGfPzYNZYsWgQBs5RKc7eWtBuUvcbKz4VJOGW/8eJSR8ZEsnTkEqeTXpe8lNkIWnvmMF7pOpZ9HFFKR9ZX3dsP6jVux8l+iaNHyz+8OtBo4N2jW6PjXD4eY0LcL7286zqsLRtIpwINtZ9IY2C2Mxz7dRnSgJ8/OHkpWSTXPf7G3zdj9Y4K5qLQMc7ARSXGR2lnU1EluLEAXrmHm4Fj+8c2+duc5tX8M//z+AKXVjSxbOIbzmcXIJWK8XR34/tAlwByeIBIK0RuMVNYr2X46lSUzBv6vH5GVDqhpVCGTiJFLbz2DQCgUEOLtSoi36683vPWcNP8xYpGQB8b34fV1h1j6xU4+f2L6H1YryMqfQ3JOGS+uMd9rbWQSXrtrNPkV9YzvHY1AIODJz7e36VNa08iBi1kMjQvnwMUsjqXkMjmxK+uPXkYiFlFc3cCHW07Rt3MQn+88Y9G3RaNDKBDg5mhLXVMzv6xF2zPSj6LKOoqrGvn24AXun5LACdtk0hpLsBFK+Sji/nZDKourGzmcnMOQ2DAOXMpGLBK2igT80shpbFYzZ2gc+y9mtfuZjO8TzYZjKRRe90QBJHQKJDrAk28OXGg95u5kh1QsZuuJNLydnDiVms8dQ+J456cD9OsawoGLWe1usm06eo334sYywKMT56+WUl3bTNfubuj0Gnq6hbZpv2BEPC938BwbGhfe+ow7nJzD1H4xRAd60bdzEGfS2tYztJdLkTsIUJS38I+rG/ix/+P42HScW2Tl74nVyLFi5b+gqq6R0hoFal37qjM5ZbX4uTsxplcnogI8aVCpeX/RRNYeNhsV6UVVyKVilt01mudX7UajuxkaFuDhzPwJsSzN+Lb1mFQo5qWu0/g+/wRigYg5wf2Icw1BqVMjFAoI9XVhZI9I9l+yfJjNHhJLZb2S2FBfcstqUbZosLeRMaJHBMeu5BLs5cJdI3vhYCtDo9NjJ5dy7EoeO86m8sD4Prj+tdVjb1lqFKpbyotzO+Jsb8MD4/rw7sZjrNh0gqdnDv6zp2Tld6KpWc1Px6+0/h0X7sfp1AISOwfh7mjL4V8YBz9n/4Usvl4yk5E9IpFJxfi5OTGudzRF1Q3Yy6VkllQT5OlCYucgTl9/2RYIYGq/GAI8nHntrtGotXoaVS18s/8CBZX1+Lg68NwdwxDKTESHetIrOgC5VExnkQdGfyMO2LH/bPuGCUByTinvPjCBucN6UNOoQioRYyeTEOnrTlaZOZzOx9WRJ6YNQCI2J/R/vddSyW10ryhkYpGFgePn7sTdo3qx9Mub3n17uZQX5w7HYDDSv0swvaIC8HCyw9vVkadmDCbMx4273/mxw7meTSlhYf9hLHp7C6/MH4m8RYqT3JY6ZTO2Uik1jUoq6psQC4V0DfbmzpE9+Wb/RYsx7hwZT05pDY9M7o+PqyMqjRaRSIjeaOD5O4ax6INNrSp5YC70+vJ9w/iu/BAAaoOOkuY6q5FzG2I1cqxY+X9SWtPA+sOXCfH9dbldd0dbAj2dmbN8LV4uDrz1wDhEwpshYMVVDZhMJr5ZegdphZUUVtUT6uOGp7MdHva2PBUyieyWMjwkToTLfbAxSqjXqvhnt5nsKUvm2/zjrWOF2Hny6vjZjOsTzaWcUsRCId1CfTiTXsjupHTCrksD6/QGxCIhUrEIe7mUx6YO4F8/HG6NUxcJBUzs24Wnpg9us/No5bejptFq5NwKhPu5M2NQd344kkz3MB9G9oz6s6dk5XfAaDRZJLSLRUK0egP+7k5UN6pQ/Epeh85goLyuiSXXw3rFIiFzh/XARirh851niAv3Y0j3cKb078r8EfFczimlV6cADl7MZsGbP7R6+j2d7Vl212gEAnB3tSNdWULKyRo2HbmK/rpcv7ujHS/PH87B9GxULdp25+Pj6sDTMwfz5ModFgbK8LgI3l48np2n0vB1d0IqEfP4Z9uZNSgWfw8nPlg8iWsFFUjFIjoHeVFWq8DNyY4npw2krqmZ6EAvBAJo0Wh5bMoA8ivq8HNzxNPFgZU7TvP6vWMZGR+FVCzkqz1JrflGyxeOQafrOH9TrzOxdk8KyhYtJqBZo2XT8Ty6h/hQUd/EZzvPtOZ/OtnJ+cf8kax7rhMnU81CA11DfLiUXUJMiA/v/HS0Nf8JYFiPCJbOGMzXT80ks7SKpOxCvNzsCQxw5JuyI6Q33cxV1Rp/XQbbyt+T20JdzYqV34oWrZY95zNZeyQZT2f7NgoxN/BwsqOwsp6Vu85iNJkor1PwyIdbeHhKP8CcwFqvbOHpL3dRVqtg04krJOeU8sHmEzz4wWa+353C5XM1pOxVsHl9Novf3MYzH+/lucipnKrJ5ER1hsX18lVVPJv1HQ16FRezSjidVshTn+9g/ZHL9O8awqWcUoQCAV4uDjQoWziYnE2f6CBeXL3XoiCbwWhiy6lrKFvU2NvIfr8P8janRtGMo1Wi+5ZgSPcw4iP9ee37gxa7wVb+PjjYyhnZM6L172v5FQyMCUGl0fHimr3ERwV02Dexc7BFsVy9wcg3+y/g6mBLkJcLyTmlvP3TUTKKqnnq8+00KFu4mlfB+qOXLUKZqxqUPPn5duwdJXxStIuqQg0/HkppNXDA7OFd+uUuenc2e0zaY9GERJatPWhh4AAcTM5mzf4L9Ij245Ntp3lh1R6Kqxp456ejONrKeXnNXmRiEWqdnic/387r6w7xxGfb2XjiClkl1UjEIpZ+uYsnP9/Byp1nuJpfztrDySxZuQN3FzsuN+UR4O3EIx9vtRBUuJxbRuL1oqHt0SvSnzPphUT5e1BS3YBULGJA12C0egMfbj1pIXDTqFKz9Mud1DU1M6R7OG6ONjzx2TaCvVx5fd0hCwMH4NClbL7ek4STrZzoMHfKAorZajrOkoxvuKooam0nRECQnXuHc7Ty98Vq5Fix8v9A0ayhX0ww616Yg0wqZOGYhDZtBAJYMnMwlQqFRRJ2g0pNYVUDHz40ibfuG09lfRNyiZhNJ67QOciLK3nl1DWZVXZ2nUujd6dAruSVt97YFSo1blIH+thF8WrEbEZ7xSEV3nTGlrXU4+lnw8JJPZg7rhvDe0UQ5uuGj6tZEWjW4O4cvmzO84nwcye1qBKVuv3dwh+OXKZZ13GxUiv/GzWNSqsn5xZBIBAwb3hPc02RNXsxGq0uzL8Tar2Oao2CYT0i8Lkef9us1hLu606LVsfTMwdjbyOlV6Q/vaICeGX+SL56agarn5vJO4+O5f7xvdlzLqPNuBuOXWZCH7OsclJGEX2iA9HqDUQGePD9oYtt2oO5hkt2YR3DXGL5cf+VdtuotXpKaxqJDvQiLsxSet1OLkUiEnZYiHTX6XQ87B14YHwfeoT7EeHnzpIZg7CVSXh5/ki6BHuzZt95i/DooqoGrhZUIJeK+ejhybyyYCTRQV5cy6+gtKYRG5mEWaO68XHBHsR20CnQk5fnjeCNe8Zy18henEotYNag7ti2IzjSI8KPRpUGPzdHXpw3nF5Rgbg52+LhZsePx1LaXYPeYORcRiEHLmXSLzaExC7ByKTiDpXqtp6+Ro1ChZvMgckBvShurmvTZmHYEFyl9u32t/L3xhquZsXKf0hRdR3fHrzI3nOZaPUGBnQL4YHxfYkL8+WT7acpr1MQ5e/BgjE92dN0nhZ3Le88MYb3vj1Jbpn5xltQUUdZtYK95zMZ1C2MdxdNZO2hi3g4W96ANb9w/wd5ubB05hC+3naeg5eyEQoEDO0ZxtuD7+SNgk2UtzQAUKyu4YeqU1RrFIzs0Z03Jo/mq40XWL5wDF2CvfnuwAXcneyIC/cju6y6w7XWKpoxGKwve78XNY0qut8itWOsgK1Mwp0j43n3p2OsP5rMnKE9/uwpWfkNKGmuZX3BKRLtO5N0qZQX5gwjrbCCbmG+fLn7HIeSsxEKBYxNiOaleSPYnZTOh1tP0qBsoXuYD/PHxXFNW8iyh0byysqDrVLPACU1jRb3bbVOz4oHJyESCiza/ZKMoiqmBMX8qrx0dmk1UpGQl+eP5NiVPDafvIJKrWVUfJRFPZtfotUbyC2rZeWus7wyfyTVjUpW7T1PSU0DId5u3D+2N3eOjGfV3vOtfWLDfLlnTALfH7xIUkYxcpmEcQmd+OChSRxKyWZkYjifle5Ba9Rja5IR7uvOh1tP0tSsJjbMjyUzBnHsSh5v3z+BvRcyOJ1agJ1cyvQB3fD3cMZoNDKlfwzPfrWbstpGwnzceGnBcEpqGjpcR1FVA9MGx3CkIpVxk0JpKfr1Nau1egQCAT1dQ1nVZxErcw6SqSjDW+7MPeFD6e4ciK3YGplwO2I1cqxY+Q8oqq7noQ+3WoSzHEnOJSm9mFVPz2RIbBgONnIi/d35qm4fSbVmj8mF+lyWL5jHo2/tQG80Eu7nzv7z2Wj1Bg5cyiIps4j3H5zYpsaBrUyC6Xqog1Ag4OkZg3lh1W6LmgC7z2aSlFbCSw9O5qmMNQC4SO2pUivQGHVsL7vA2bps3hg/j+c/2UfPTv6M6dWJUB83+nYO4lpxRYfr9XZxQCSySkj/Hmh1ehTNGhytnpxbiih/DwZ3D+OT7acZFheBl4u1EPRfmbLmeu45+zlPBU/ira9PUFTVwLoDl1n5xHSe/Hw7jT+7lwZ5ufDa2oOcz7wZlpacU0bKh+UsXzyK71SHeebOgSz96KYSZoi3G+XXa7wIBOa8nzfWH+KTR6bi7eJARX373pZAT2dScsoI9HSmqKqh3TYh/s5I7IQs+WIHL88bQc8IPxpULRxOzvnVMGIbmQQT0DsqkDPphay9rp4JkFdey7Nf7+bBCX0Z0DWEE9fysbeRcc+YBJ76fEdrzpKyRcOPx1K4kF3CU3f14+n0NWiMep4Jm8Kybw+RnFvWOubF7BIu55by1n3j+XT7KZbfO4b5w3sgE4uprFdiI5ewNymDtYeTW/vklNVyPCWfEG9XruSVt7/+ABfq7eoR6QUsS9vEG0F3drhmuVSMjcz8KmsrltHFOYDXu8+mxaBFKpTgLP0Ly0Ba+Z/5S4SrnThxgnnz5tG3b19KS82JZN999x0nT3ZcOMqKld+SpKyiduP1VWot6w5fwkYm4cvdZ7GxFbcaOABKvZrDDVcYGBuKp7M9vq6O5JXXtp5vVKk5mpKHQmUZGjalX1f2XcgEzMULT6bmt1v0rEah4kpaJbHOwYTae9KoVaEx3tz1qlI3crYui97RgTQoWnBztOWdjUd5b9NxugR64Wxv0+567xnXC0cb60v470Hd9erjjrbWncVbjcmJXZCIhHy01fps+StjMBrYU5aMg1hOXYUGdyc7hsaG8/jUARy5nEOjSk1CVACPT+nPC3OGEertamHg3MBoMvH11gskOnaiUlhP2M/EZu4YEsu206kADIwJpbimkQh/D/Irapk3vH1PoIuDDW6Odqw7nMx9Y/u028bBVoZfgANSJ6isV5JdWoONTIxIKGTnuXSaWjQEe7WvEja9fwwXs4oZ0TOSH49ebrfNN/svMDGxC2CWkP7xaIqFKMMNcstqKa9U4iy1w0Esx0PvYmHg3MBgNPHN/gs8Mrk/9XolqhYdap0eDxd7hALalcHecSaN2YNj252fXCqmZ1df3srYjo+dM2qDjgpBXYeS9ncMicPd0TISwkFig6fcyWrgWLn1jZxNmzYxatQobGxsSE5ORqMxvww2NTWxfPnyP3l2Vv7u1DY1Udmg4OiljiVGT18rpEuIFx89MpkPine0OZ/UkE2/uEA+fHgSb/5wtM35E1fziPA3J0WKRULuGBJH/64hnEzNB6BrsDdJGW0fwK3jXythqFsMj3cay8qcg23On2/KIb6zH/Y2MnJKannn/glE+LlzKbuUTx+bavHglkvEPDQxkSAvF+pVLR1e08p/T13TrVcI1IoZW7mUSYld2J2UQVphx55OK7c2TXo1RypTmeaTSLi7F91DfbG3keLmbMuAriGsf2EeC8ckUFKroLG5hfTiqg7Hyi6twU/qxnllFl1DvMyqlFMGkFlSTUW9gqGx4TwyuT81DUocbGQ0KNUkRAWyaHxf5JKbwTJhvm589NAU1h66RF55LYG+Tiya0tsibzPYy4XXF4/ks5K9XFUWEubjxoWsYpQtWqQSEcvuGs1Px1N4euZguoX6tPYTi4TMGBRDnz5+hPe0RyoVoTcYaY9mjQ4bqRiRUEDXIG/OZxa12w7gwtVSujgFMC9kAJcz2/e6AFzJL8fD2R4HbLG3kVJc1cA3+86zJymTjx6ewl0j4y3aVzUoSckt4+X5Iyw8U37uTqx4eCLflB9GY9ShN5nXsLJ4H28tGkfsz3KUxCIhswbHMmdo3L8tCmrl9uWWD1dbtmwZn3/+OQsWLGD9+vWtxxMTE/nnP//5J87Myt8dpVpNdnEdRTX1vxoiYG8jw8lezsuZP5DR1Hany04sp1uwDy98vo+s0pq25+VSEjsHE+LthkQs5HxmMb5ujvzw/DwaVWqc7eWcTi34letLCXbw4MWUH1Do2homdmIZ59KK2XUunV3n0gnwcOK1u8ZQ1djEldwyJvXtQoCnMzq9EaFQQFJGEVqNsUPlOCv/GzXX4/Wt6mq3Jv26hHDoUg6fbDvNJ49O/bOnY+W/oMWgJdE1ClGlnAfW/dQqh7/9TBqvLxzD94eTOXE1D4BQHzfGJnTqcCyxUAgCcBDbsGBEPHeNSKCpRUNFXRODu4Wi1RuY+6+1rXmUu86l4+vmyMePTCHS3wO9wYhELKS4qoE3fzzCovF9WPLFTiqaGsl2zeO1x4Zh1AgQi4VUGOp4u2Qz5S0NDHGNQaOrx04uw2SCrKIqAjxdef3uMbRotLw0dzgGkwmVRkOToJmjjVd5/NpqTJh4O/TuX/18JGIRnz46DVcHG2zlUjTtPDfAXEtqTEhXLtTmYW8r7XA8mUSEVqdHbzDy1oYjXM2/uUHw/aFLLBjRkztHxvPN/psFRn3dnahXNPPi3OGIhAKEAnMu076kTMb27snlxgLEAvM+fL1WRYushfcfnEhdUwstGh2OtjLcHe2QtyN4YMXKDW55IyczM5OBA9tWXnd0dKShoeGPn5CV24baxmae/XoXDjYyXpg/rMOq0VMHdUUr0bRr4ACM8+hBUUljuwYOwJiETry4Zq+FJGh2aQ2zhnRjyee7+OLx6Uwf2I0r+e3vpE0d0I16Q1O7Bg7AMKfuvH/5bOvfxdWNrD+azKLxfZn8xZp2+2h0eh6dnNjuOSv/G7WNKgSYw1Ks3HoIhQIm9O3Myl1nuZxbSmyY3589JSv/D1r0WtYXnGaUUw8WfPSjRb2vEG9X6ptaWg0cMOeqRPp7IBQILCSfbzAoLpQzikxGe8Tx0eZTVDY0Ma1/DMvWHeKDxZN44rPtbfqV1Sr4eOspXOxt2PSLcK2fjl9hXO9oqqpUOLra8Gzmd22uKUBAV7tAvihJ4YFxfahpVOHl6sjXe88xICa0NZzyw6cn8HT2GgwmS6+NUtiMu6MdNQpVm7EDPZ3JK6/jzR+PsOO1uxmXEM33P8vd+TnDeoazKOlLDEYj33Z7jI+3nG633YieUeSV19Ki1VkYODf49sBFViyexIZjKbRodLg72eHmaMuLq/e2MxqEBQ8gwS2MWq25vIGjxAZ3mQNONjY42bUfYm3FSnvc8uFqPj4+5OTktDl+8uRJQkND/4QZWbkdqG9SodUbeXHuCJ6aMRgXO1umD4pp065npB+DYkKRm2RM9Itvcz7BJRxHlSOlNYp2dwsHdQulZyc/JgzshIvDzZv3+cxifNycGBYXgbuTHXKJmP5dQ9r0H94jAr3eiJfEmd5u4W3Oj/KIpaZE0ypNfYODl7JpUKrxcrHnyWkDeW/RRN66bzzvPDCBobHh7D2fgaK5fXlpK/8btYpmHGzliIS3/O33tiUuwg8/N0e+2p307xtbuaVo0Km4UJfLlZyKNsbH0Nhw9iSlt+mz7XQqT04fyC+d1/7uTkwZEY2DTIaX1JnRCZ1wtJUT4e/B5MQu5JTVtmsYARy7kkvv6KDWv4O9XHhhzjAm9unMmF6dSAgPYmHwUAJt2xaVfjJiPN62znzz9GycHWzwcXNEpdaydOYQekX689WTM1j/wjzEtrQxcAC+rzjGs3cNsgiXA7CXS3n97jF0D/Nh/UvzaNHqSIgKJDrQs80Y84f3RCIVojXqWdp5EiKRgCentd1wDvZyYVR8JJ9uP/2r97SjKblM6tuFl+YNZ9ldo3G0lbN84Rh6hLfdRNhzIosHg0ezLv8EUqGYt+Lm4S7734VA9AYD5XUK0osqySqpprpR+e87WflLc8t7ch544AEee+wxVq1ahUAgoKysjDNnzrBkyRJefvnlP3t6Vv6GlNY0sjspg9X7klBrzVWSw3zcWH7PGMb2jmbf+Uw0Oj0jekZiK5Mwb/k6vF0ceeXeEQx07MLZpkwMJiPx9uF4S10oK20ioZM3g7qHMimxK0dTctAa9CR086dKXMddVz4iwsGbZQ+N5tXPD7cW5zRhYvHEvlQ3KvlqTxJje3difO9ozmYUIRQI6BMdRGFlHT8cSebu2d2ZHtCHeSEDOFyRikQoYqBrFy5freCjdnbf9AYjIpGQF+cOZ8XmE+SWmcUQ5BIxdwyNo3OQF9ZyIb8PNQoVTnZWL86tjFAgYHRCJ77ek0RWSTWR/h5/9pSs/IdoDQYGeETTlNdWqEUmFbdbG+xQcjYSsZDPH5vOhaxiqhqU9Ij2xdfbAY1Ry1CH7sx8eS32cin3ju1NnaKZBSPjOXq541xNw89uoN1CfFgwMp73Nh6j7Loim72NjEcm9eO5wJkU6StJUeXjKnFgjH8suiYTT368neJqs9iNnVzKo5P7cyW/jDfWHwFAKhYxe2gsT3aZyHt52y2unausYK3wCN+9cAdnUgvILq4lJsSbcD93lq871JqD1DPSj4WjejNnaA8MRiMXs0qwlUvpEx1IUkYxzRodK2MfYPOBNEodNLg52vLB4kkkZRTR2KwhNswXuVTMS2v2odMbftXIcXe0JTbcj9e+P0BlvfkZ52Qn58EJffH3cGL7mZsKoyq1lkZNM9MC+zDAoxNeNs6Ihf9b3k1Ti5pjKXm8teEoyhZzbrevmyP/umcs0YFeiEXWTae/I7f8t7p06VImT57MkCFDUCqVDBw4kHvvvZcHHniAhx9++M+enpW/IUmZRXy243SrgQOQW17LA+9vpLFJjZ1USqC7C3qdkbvf2oCiWUtWaQ2PvL8NXZ2QoiN6gqoDuXCuijuXbcDNzZYnsr/mwWsrkdoJiO7tRE1kGW+U/8QH+bvQmwykK0p5o2ATj8zuC4CPqyNyiZhHPt7KhawSekcHsGLzCV7/4RDVDUoq6pt49bv9fLL9NP26hFCS1cKWLdl4691QnpdRfgLUVSY+33yu3Z3GTgGe2MkkvLRmX6uBA+ZaD6v3ncdWJrGqf/1O1CpUOFjzcW554iP9cXO05dsDF/59Yyu3DNpmI91dAgkJbqtAdq2ggoROge3223s+k0s5JTQoW9AZDCSnl7Fq80Ve/vgwFZXmsC+lWsuKzScQCAWo1FoL0ZZfEu7rRnmdAoEA7h/XhxdX7Wk1cMAs1fyv9YeprlGxZXM2DaelmDJtUdeZuP+dTa0GDphf+v+1/jAeTvb4uTuZ16k38O3+izTkG4h3DWtz/UZDM3WiRrqGejOsZziKFjUL39lgIbJwMauUFZuPo2zR8PG2UzSq1ORX1PHMl7vYcSYVgxruf20Lu05nsP9iFlKJmKc+30FmSTUKlZqv95zjxdV7aVC20Ds6sMPi0kKBgCGx4Tzx2fZWAwfM6qJvrD/CgJhQnH8mxDKoeygJPqHcEdwPfzs3JP+jgQOQVVzNy9/sazVwwBxW+MD7G3+1ZpGVvza3vJED8Prrr1NTU0NSUhJnz56lurqa11577c+elpW/IdUNSgxGE8/MGsLInpEWuzsNKjXltQr2X8xCKBRY1CAAcxhSfVMLueW1fLDlJL2vP0y/23eRqT69qdIoENvC+9k7OVWdSZPecqexvKUBgZ0BJzs5j0/vD0YBd46MRyYWMbFvV5zt5DQ1aziVWsDp1AJUai3ujnYM6R7GuxuPYSeXUmloICbSi+TsEkQiIb0i/dusUSgQ8NycIWQUV9GgbD+P59sDFzt8YFn536huVOFkNXJueURCIcPiIth3IYvKDmqeWLm1qG9q5mJGCZuKkmiRtLTeg29w8mo+g7uFtats6OFkR/dQX2xlUrqH+uLuZE9RdT3P3TEUV0cbnpk1hMTOQQgEsONMKiaxAUcHGX07B7UZSyCAReP7svF4CnFhfpzPKkat07dpB/Dj0RT6RAdy/Goe8ZEBnE4rpLmDgp9f7j7HjIHdLI5tOHCFsa49La+PgHvDhpJVX8HHm07j5WLPFzvPtTtmdmkNHs72NKrUHL+aZxae0Ru4a1Qv1h2+1OqRKqlpxFYuJcDTmQtZJRy/mkd5nfl3IZeImTagGxG+7m1C5AAm9e3MvguZ6NqRqgbYePwKY3tHA2bvzpR+MYhFv51iWqOqhU+2t59PpNbpOdBBvq2Vvz5/CSMHwNbWlvj4eBISErC3t//3HaxY+X9SXN3AjjNpfLP/Al/vSUIuFfPB4skW+vyFlfU8O2so1Y0qktqpq1BYWYeXiwM6vQHj9YdDblkdMaJQngufitqobWPc/JxyXT0rHppEmK8bH2w+wec7z7DvYhbF1fV8+eRMRsVHIRWLkEvEjO8dzaePTeXzXWd4fNoA5o7pzpdFB4mP9OfdRRP46VgKT80YzP3j+uDiYINQIKBHuB9fL5lJqLcbqQWVHc6jor4Jg7F9CVIr/xvmnByrl+yvQL8uwUjFQjYcS/mzp2LlP0CrNyCzETHRrycyuYi5U2NYOD4eVwdbhAIB3cN8sZVL+OLx6YxJ6NR6L52QGM1nT05DgNnb8/nOM5xNL+TpGYMBEy+s2ss3+y8Q5uvO98/OYeBwP94o2MwL+d8xf0p3HpqUiJvj9WuE+vLZY9NwspczsmcUEX7u5FfUdTjnvIpahsVF4O3igIOtnPyf1VH7JfkVtfhf9+TcoEGlxk/qhpvMASECYpwCeLvrAjwNLoTIvMirqKNFq2+3Fs7Nz01PlL8HAoFZ6vqNe8eiNxg5nVZo0e7tH4+w7O7RzBoci71cilgopH/XEN5dNJG8slo8nO349NGpDOgaglgoxF4uZc7QOGYNiSWjuPpX1lWHn7sTo3t14ssnZ7Du8CWySqrRdGAY/n/RaPUW9el+yZX88g4NMCt/bW75nJwpU6YgaEfKViAQIJfLCQ8PZ86cOURFRf0Js7Pyd6G4qp6lX+4is+TmjXj7mTSOXclj+cKxPP7ZNnR6A50CPdly+hqHkrPbHcfP3YkjKbmIhAJEQvP/W393J05czqe8UUH3KUHYiqQ0G9r3kkS6eKNTGJj56vetYWb1TS08+fkOZg7sxrQBMSwY0ROhQICjnRxVs4bHJvenSddCSW0j0+UDKCxpZOmXO1k8IZFPt59GrdXx8KR+2MmkZJfW8OxXu/jguiHVEeYH9l9mD+QvRZ1ChZO91ZPzV8BGJiGxSzCbTlzhvrF9kEv/+0dmeZ2Cwsp6+kS33fm38tsgEYvo0ymQdUUn+bH4DAA93UN5+L54fOQu+MhcuPe9DUT6e/L0jEHMGRVLYUs1ZfpqLuQU8cZ3R1vHqm9q4fHPtnPP6ARiw3zZfzGL7w5e5GhKDo8t7EtWk1nt8tFrXxPvEsqKxyZQU9NCakEl1/LLOXG1ALFIyIIRPbmcW8bxK3ntzBj83Z05l1HE83OG0aLV4e/h1G47AD93Zyp+4VW0t5FhUMMrwbNpbFaTV1LH6x8fo7pRxfKFYxjcPRS5RIxYKETfwcaVo5OURQvicceJM1eLsJdLWb2vrehGg0pNfnkdiuYWXp4/gnA/dxqULZTWNHImvZAPt55gdM9O3DkynsUTE5FJxPx47DJX8ysI9nQmKaP9mjwBHk5EB3qSVVLNrnPpNGv0zP3XWr54YgZx7QgT/H+RSsT4eziTVtj+xl6UvwcSsbXWzt+RW/4txsnJicOHD3Pp0qVWYyc5OZnDhw+j1+v58ccf6d69O6dOnfqTZ2rlr0xaUZWFgXODRpWaveczGBYXjq1Mgo+rY4eVl+1tZHg621NWq2BYj4jW2jZT+8ew+3wGhy/m0qzUM9knod3+blJ7XHDg9XWH2s2j2XD8CmqtngVv/sD2pFQU2mZmvv49ZzOKcJLZknS5hEA3V97ecBSZWEyIj5s5/CCzmNe+P8izX+/m671JVNYr+dcPh4kL98NObq59EO7rRrdQn1YPw/zhPS1ipK38NjSrtbRo9dZwtb8QQ2PDaWrWtKvK9Z9y8lo+k15ezeIPN/PBlhO/4eys/BxnOxuaDJpWAwfgYn0ey3M38UjqVxgxEh3gRbivG4WNtSzJWM0r2evxF3vy2eaz7Y757cGLjE2Ibv27uLqRgtxGoh1vvnxfqM/jxex1VLUo+GrPOTYcu8K0ATFczC7hic+20yPCr8PE9pmDurHhWAoXsorJK69lYEwo0g5euBeO6sXG41csjk3p1xUBsG53Cu9+d4IvtiZR3WjOIXr7p6NMG9CNjOIqxvRuvxZQgIczldRhIxOz5dRVNp+8gkAgaK3783M8nc1RNOczStBjQC/Us/jDzbzz0zGULRoCPFzYcS6Ne9/7iUs5pbRodWw6fhUfNwf6x4S2bvz9kgUj4ln6xS62nU7l+4MXGdEjAoPRxEdbT6Jo7jjy4T/F2d6GReP7tntOLBJafL9W/l7c8kaOt7c3c+bMIS8vj02bNrF582Zyc3OZN28eYWFhpKenc+edd/LMM8/82VO18hdEp9PR1NLC/guZHbY5mZpP705BfPzIFL7YdQZvVwcm9e1iUSzT28WB1+8ezcpdZ0nsEszInlHsv5jJI5P7czmvjPomc+7LySv5DHHqxljfOATc7O9n48pL4TNR1Oks6uX8ktyyWmYM6UbXHm7oxQbuHNmTuAhfTqXn4+woR28wUtWgJMzXjasd1NUBSMktRyCAr5+awSePTGVUfBTdQnx4bvZQPn54CgO7hVLfQb6Olf8eayHQvx4ezvZ0C/PlhyPJmDqQC/41GlVqXvl2P50CPBnfO5pvD1ywSEC38tvRoGwhu6nj+15BfS3TBnSjd6dA9CJ9ax0WsV5Co6r9l2md3oBKo7UwPE4mFzLItYtFu9KWOtxczb9rkVBIhL87T0wbiFgkZN2hZN68d5xFLpBELOKeMQmU1igoq1Vw8loBId6uyCQi3rpvHM72N0sKiEVCFo3vg95goOD680EggAl9o5k0sDN2ThKCvV1ZNKEv/7pnLN4uZrnl+qYWVC1aFE0aFo7txYBuwRZzDvN147l7BvFVyUHKVQ0UlTXy7OyhmEwwOj7KQlI7wMOZ1+4ajdxRyNMPJVJoX0K6pph1r81m2d2jiQnxYWxCJz58aDIvzhlG12BvLmYVs+Hl+dQpWth88iovzR1hEaork4hYPDERJzt5a00fg9FEfVML7z86nqVzBnE8LZePd5zkYHIWZbWN/9VvECAmxJvHpw6w8Ng42cn56KEp+Lg6/ldjWrn1ueXD1b7++mtOnTqF8GfShEKhkEceeYTExESWL1/Oww8/zIABA/7EWVr5q5LZVIFEIEQq6dhVLROLiQ3zoaqxiXtn9EKl0jE9MIZ5w3tSrVBiJ5NiZyOlqqmJ1+4ehU5npLxWwSsLRrHtdCrHf1Z4ztnBhjR1Ec4SW97tMR+90YiL2A6t0sSrXxxiyYxBvzpfTxd7JCEa/pm1gR97P0FMqA9zXl+H3mAOQ+gS4AOYJaI72g0EEAkFVNYrqaxv4pVv91t4jroGe3Pv2ASCPNuqE1n536hrMj/IHa1esr8Uw2LDeW/Tcc5nFneoztUR6w5fQtmiYcGInsilEg5dzmHLyas8NKnf7zTb2xehEGTCjl9rbERSnvh6B589Og0NN1W2OvIw3EAsFLbmWII5/KmvRyRbKs5Rqb6pgubr5sRXT87AwUbGo59upUuQN2/eNw6NVo+fmwOv3TUajU6P3mDERiph17l0DlwyJ73LJCIuZZeyel8SD0/qx8rHp6Fs0aIzGHC0kSMWCRFLBHy5dDrVSgUODjLOKDKYc/F9ElzCGRnWi5dXHsDLxZ6X543gxTV7zUaOWovRZEIr0hA50J4ZoyagVGmwtZFSZqjh1bwfqdU0IRdLWTJzELWKZuRSMXOH9WD+iJ40KtXYyaVIJSLEjvD65fWUtdzciJOLJLwSMYtL2cWkF1UjFgp59c5R1De14O3qyNpDl4jw8+BoSi71TS08f8cwxCIhBoMRqUTM9jOpJEQFWHzevh6OGMQGFr+/1UIcx9lOzsonphPh9/+XdHeys2HmoFiGxUVQ1aBEIhLh7mSHh7OdtWbZ35hb3sjR6/VkZGQQGRlpcTwjIwODwexOlcvl7ebtWLHyaxQqanj2yjoCbdy4M3EE+y60r7AyoW9nNDo9D67YwgdPj+fFwu9AYC7CJhdKuSdsMKpGDd8XnOSbPov5ct05Tl0rsKiTAOadt4BgB57M2IgJE+sKTyEWiPhH5xns2JlLWa0Cg9FE91BfUvLK2sxDLBQS5e/B7JRviXcJRa+B577a02rggFk8IcLPnezSml99iboREvFLAwfMibenUwuJCfb+/3ycVv4DahvNnpz21J2s3LpEBXjg7+7E2kOX/l9Gjkqt5YcjlxkQE9K6Mx8f4c+BS1lWI+d3wNneljCjNxKBCJ3JMtxKJhTjamuLnVzK5pNXGZwQQrCdBwWqaupQ4OfuRGlNY5sx7W1kmMAin2VEYhgf5+5hXsgA3k3fCUC0oz/V1c3U1arZcvLa9U2kHA5fzkEsFOLj6sCdo3rx+rqDiARt82NGxUex61w6BqOJD7ac5IMtJ5nUP5oZo2JY/MYmgr1dWXJPPx7M/AyxQIT+Z+s7W59NbFAonYO8SCusZOXOs8waFMvupHSqGpSs3n+evt0DSGrM4pviI236SwQigm08KC1p5NFPtgHm55VIIASBedPs9ftHsqP8jIWBA6A26Hg9ZyPPTJzOsx/vQ2808o9v9/Hpo1NpbtSy6cRVPlg8CbFISEpeGSl5ZQgFAgQCs9cmJsQbvcGIj6sD5XVN2MgkODnIePqzXW3UPxtUapas3MlXT83Aw+n/L0All4rxc3dqleG28vfnljdf58+fzz333MP777/PyZMnOXXqFO+//z733HMPCxYsAODYsWN06dKlwzFeeeUVBAKBxT9v75svcCaTiVdeeQVfX19sbGwYPHgwqampv/varPx5aDQaUIt4M/hOnvCfhL+HE9MGdGvTLtzXjQl9OrPg7bUYTSauZlUS6ejTWmU60M6NSEdfRnvH8mHkvYg1Up6aPsgi1OAG90/qzYG6y5i4aVToTQY2lp4hIsic5yOViLlnTEK7NWqeuWMIJomBSX7xPN95Clfyytoowvx49DIPTeyHjUzCkcs5LBzdq/VchJ87L8wZxnuLJvLQpH5czi3rsFr3jrNpNGk07Z6z8t9To1AhEgqxlUn+7KlY+X8gEAgY1iOCE9fyf1Up65fsOpdOs1rLiJ43N+miAjwoqmqgvqn595jqbY9EKOS5LlMswoEBBnl25sSVfJbOHEKAtxPh7p4sDZ/Me13uJM4xhH/eOQoPRzvuGtmL9xZN5K37xvP63aNZvnAMPxxObh2nT+dABM46ztfl4mNj9nbbi+Xc5zcCoU6En7sTE/p25u37x/POAxN4fOoAPJztKa4xh1r16xLcxsAxS1bbkV1aY3F8z9ksFM0ahvYMY2hsONvLLgJYGCg32FV9gVH9IgCz3HP/rsEsXzgGLxcHXp47HBeZLY+FjsNeLLfoL0DAC12mcvFqGWfSipgzNA6AcF93npk9hH/dM5YVD04iMtSdC3V5+Nq48FjweN4MX8AbYQtYGjoZD7kjerke++s5nnqDEZ3ewLrrn9umk1d5fOrNaBujyYTBaMLBVsZ9Y/uw9vAlhsVFIBQIeHXBSJpaNBRVNbT7/RZXN9DQZA2ltvKfcct7ct5//328vLx46623qKw0K2N4eXnxxBNPtObhjBw5ktGjR//qOF26dOHgwYOtf4t+psH+1ltv8d5777FmzRoiIyNZtmwZI0aMIDMzEwcHh99hVVb+TMpqGriQXcqHW05Sd/1Fo3uoLy/MHca43p1Yf/gyap2eET0jiQnx5oMtJ9BeF0NrVunpFxqFu8yBRI8obEQS3k3fyfNh07j/rc3IpWKmD+jGxw9P5VRqPpdzy/BwsmVonzBOqdLYXX6pzXwadc10DvWiX5dgbGVilq87zLK7x3Atv4LUwgo8XewY1DuEo01X+OTyVhaGDkGtMbQml/6c8romVu46wxv3jiWtsApHWxmfPjqV3PJaPJ3sWbH5BOV1CnpG+BPh797hZ9Si0WEw/Hexz1Y6plbRjJOd1fP8VyQhKoCtp67x/cGLvDRvxL9tbzKZWH8kmbhwP1wdbFuPh/uZf3eXc8sYEhv+u833dkWLHi+xE6sSHmRH6UUqNPXEuYQy3D2Gjy6cpne3AKQ2QtYdusT0gd3YcvYam0/up3dUIJ88OpV3fjrKmv3nAbPH9cEJfZmY2Bk3RxsGJYTQYtfMu3nbAbARSlkcNorudiG8seooS2cOQa01F1S+kXcV7uvG0lmD+Wr3Od7acJQvn5zOyJ5RHE3JxWA0Mio+ihatjmVrD7Zdi96AwWhkXN/O5JfWUavpOJerQavCzllCgIczz8wawps/HuFqfgUA7o523D+uD1GBHnwVv4jDFde4pizCV+7KRP946is1OLrAJ1tPM6V/DKuXzKSqQdX6vABYsXQsXR0DWOA2jE82nG0tIu3v7sTiGSORigTIpRKU1+ur6Q3GVk/M8St5ONjI+GDxJI6k5FLdoKRrsDd9OwezbO0BjCaYnNiVXlEB7D6XzoS+nX/1O+6o5pAVK7/klvfkiEQiXnjhBcrLy2loaKChoYHy8nKef/75VkMlMDAQf/+2RQ9/jlgsxtvbu/Wfh4c5ptNkMrFixQpeeOEFpk6dSteuXfnmm29obm5m3bp1v/v6rPzxZJbU8Mq3+1sNHICUvDIe/GATLva23DktlsWzEujTLYDJ/1jDoeSc1nZRoe7UaZU4Sm35Pv8Er1zdSJSjDwXFDQCotXq+P3SJ7WdSaWrW4O5oy/wRPck1lbKx/MwvpwJAL9cwyuVVeAww0ihRomzR8OgnW+kU7k7nYXY0dqrk+bzv2Fl5EaVezYdZe0hqzKZ/1+B2x0svquKtH48Q5uNCRlEVu86lEe7rznNf7259YOVV1NIlqONwtEh/D2ys3obfnNomVbteOiu3PhKxiGFx4ew4m/YfFQdNyiymoLKewd1DLY67Otji5mhLck7p7zXV2xp7sZyTNZl8vy0FeY4LjwaM59yuao5fKmDm8BiatTqeX7mXCX07s/H4FdYdTkat1TMiPpLHP9tmUf+sUaXmjfVHQGQibLCczxp28k7eNnQmAxKBCEeBLVnHlTTV6Glq0SKXSnjs020WwhI5ZbU8v2oPiycmojcYUKg0fLTtJDZSCe5OdtjKJLz2/UHU2rYv7kFeLojFAi6kl7D+8GW624Z0uO7uTsFk5dfy+NQBvPTN3lYDB8we5OU/HKKkupE3Vh9jlGscz0ROZm5Afx5/YycPrdjKh1tO8PCk/mw+eRW90WTxvABoVuq5328Uz3+yr9XAAbPX6KWV+/ESuqDW3SxiaieTWOTa7DqXzpIvdlLf1Iy7ox2ujrZ8uPUEOWW1xIX54uFkz1Of72DfxSz0BlOHanRioRAXe9t2z1mx8ktueSPn5zg6OuLo6Eh9fT0fffQRsbGx/3Hf7OxsfH19CQkJYfbs2eTlmZPB8/PzqaioYOTIka1tZTIZgwYN4vTp9ivkWvnrUlLdwGc72v9eaxXNXMkrY39lCoerr5GcZfkSEubrip2rCEeTHb5CN0Z4d2NRxAjuCxvOhoOWsp7bT6cyMCYUb1dHknNKGe7RDUfJz9RyBCKGe8SwOGg0Uzz7UNOiYGf5Rb4rP8rdE+Kxl0vRyjSsLjzK8ep0tEbLB+CagqPYOoqJCWnfULlvbG+uFVXwf+ydd3hU1daH3+kzSSa9JyQkpEASEhJ677036aKigoCIXSxXVAQrioViQxClSe+91wChp0F6722S6fP9MTIwJuF679VPuHfe58nzwNn77LNnknP2WXut9Vu+vg70iAtm2+nrVqFp5dV16A0GQhqolSMQwJMD22NzNvz5lFbW2pTVHmK6RzdDJhGzcl/8P+277kgCfu5OhPnXT5Ju6uXKzazGi/Ha+PfxkDnSwzuCmUM7MaJjFCKBiOfHdaFzVFNcne349dA1RndtiUAgYOvp64DZ06HVGRpVvftuRzzdlFEM9WxLV4/mPObfk/fCJ3L1ZiGtQvzIL6vig2mD+GHf+QZDgOs0Os4nZzNneBdKq1QUV6jYdT6RTSeuUVhRQ0SgV4PXfXJ4W7yVTqzYcZZbeaX4CTzwlN/NJ3EQyxnh044ZAf15KrAvJaUqiitrLGqev2fNwUt0iQoiu7yCdHUhJ0oT6RpjNpxu5ZXiaC9n9ojO5FSUM214G6v1JeVWKWcuZjfoRTEYTazad4HeseZwuchAL0qr6xjdLdqqtpROb+DY1TSOXb2Nr5sjl1JzsZNJ6BUbSnxKFoHe5vC/gwmpDYaPA0zsHYub419j5FTU1FFRU/dvK7jZePB4qIycgwcPMmHCBHx9ffnoo4/o3v3+SlR3aN++PatXr2bfvn18++23FBQU0KlTJ0pLSykoMO92eHlZP2S8vLwsbY2h0Wioqqqy+rHx4JJTXI7OYORWXuOVj6+k5TMusBNDfFvz7Q5zMTSpWMTobi1ZPGM4+Zkqcs7riHUKQqXTsD//CotubmH8uAhemNgVgcD8gP/o6cHsu5jMvgvJ7DqXREpmCUujptPJLZyWjoF8Gv4Y8iRXdmxI56M1x2hlDGN6QD8qtCrCm7mxcNogsjUljc6zQqeioq6WBY8PZGyPuwtJUy8XvntpLM3CnCkKyOeg7Dzbtafp1SuQyQNircZYvOk4z47owrCOERYlthBfN95/fCCHElKp0+jqXffv4r/lXiupVOFob/PkPKwoZBL6tQ5j88lr5BRXNNovo6CM49fS6NWqWYOhiT5uStLz/3huz/8nD/O9VqapIb70Nh4mZ+rqdBgkepK12VTo6jiccIuq2jr6tAolwMuF4kqVpRaMr7sjt/Maf97ml1VRXqYhwhBEx9pWnN5ZzIo1FyipqKV1aBMu387jVl4piZlFjY5xI6OAnrEhRDX15unBHSxSyuuPXOatSX0Y1z0GucT8HA/yduWDGQMJ9HIhP7fGYjh9vOoEbzQdQw+PSIZ6teEt/3EUnxGwa2MGP267yNT+ba2EaH5PdKgXUbFubKw+zpLkPVypzGRwnzC6xwbhaCfDz88eUxMVG7VHOeWQQOchXnz63CCc7OVodEaupzdumCdlFRHs7crIzlG8NLYHwT5ubD99nS9mjaDtbx4doUBA15ZBvP/EQD7ZeIx2zQP48KnBfLn1JElZxQR4OAOw8+xNAj2deWFMN0uop6vSjpcf6c6jfdv86VEGheXVbDx2hZlfbGbGkk2sO3r5D3lrbTz4PPA5OVlZWaxcuZKVK1dSU1NDeXk5GzZsYPTo0X94jIEDB1r+3bJlSzp27EizZs1YtWoVHTp0AKi3EJlMpn8aN79o0SLeeeedf+HT2Pi7yC4qZ+Haw8wc2gl3J3tKGshnAXMtAHepAxkVFXw8fTDpNcU4ShS4yR14+8d9pBeUsWBOX15K/JFag9ZyXkJ5BgM8WzFzdAfCPL14ccUOS/hBegFcSs1leKdIRsR0xtlNwTOLN1kW2PSCMi6k5PBo39Z80eMJaqp1GKVaQh29ILPhzyMTiikuU/HhluO899gAHukeg05vwMleTo6hhCfiV1rEEdJVRZwpSWVaaG/6lYWy/3wqANW1Gl76ZicvjunGgLbNkUvFFJXX8PX2U1TVapg1ouHiaX8H/y33WkmViiAfmzT3w0yv2BCOXrnN4k3HWTxjWIN9Vh24gKOdnA4tAhts93V1pPy3XeOGREr+Th7We61cq+Kr5L1M9uxJXkUVUnsB398+yHivrry94iAllSp+bfUoX584S3xyDp89MwyBAEwm8w6+l0vj+bcOChkuDgo+2XjMSvkyNbeEHWdu8sak3iSk5uLloqSgkZdjP3cnlu04Td/W4UhEAn546RFMJvOLv0qtZVjHCIZ0jEAoEiASgdZgpKS41sprUVBezYuf7WbGsA442dnx4je7LW3pBWUcTEhl4RODiA724Wqadb2g7q2C8WkpZcaFb++eoyriSOEN3uozltG9olhw61du19w1ZFKq82lq78Gb0wZy6EwaXi6NK5p5uyiJDvbhekYhTy3eiEgkYMXcMVxKzeGR7jG88kgP8suqUak1aPUGZg/vzPX0At5auZcKlZr2LQK4cvvud/vxxqOsf2sKrcP9MBpBJBAQ6On6lxg4c77eQmru3c3Pjzcc5dfjV1k6Z9R9/y5sPPg8sJ6cDRs20K9fP1q0aMH169dZsmQJeXl5CIVCWrT4z6rT2tvb07JlS1JTUy0qa7/32hQVFdXz7vyeefPmUVlZafnJzs6+b38bfx/FFTV4uyo5czPdoh7ze8QiIV1bBvHYxxt496cDVNVqWJK9g3duryc+PYvLt/MY0T2Cn/OPWRk4d9hbdJnYKB9+OngRtVaPTCIiwNPZskhtO30DVwc7Pvv1eIPVpFcfuIiqRs/r3+/myJXb2OvsrELc7qWfZysOn0snKbuYa+kFVFSrmfj+L1Tp63j/xmaLgXMvP2YfYXC3cKtjeoMBH1dH5i7dxvTPNyGTiskurmRcrxhc7B+cuOf/hnvNZDJRVm0LV3vYkUnEjOkWzdErtzl8+Va99jsvvv1ah1kVHrwXbzdz8cF/Rant/4uH9V4rqKvAQSSntFJFcnYxKkktYqGQkxeyKKuupUvLIDILy4lPzgHgYkoOwzpE4uvmSFZRBU08na1Cq+5lZKdIyqprG5T2Lyiv5uT1DMQiIZN6N7y2AAztEEFxhYpvdp1FJBSRmFnEgp8PMva91cxdto30gnKmfLCWSe//wvh3f+HR99fxwvLtxCdnE3WPnL9SISPEx4PPfj1W7xomE3y47jDje7Sq1za8Vwu+yTxQ77gRE/tKE8gTFVsZOHfIUBWTYSqgqKKGfq3D67XfYWLvOD7ffIIDl1LQG41odAY+XH8UuUTCV9tO8f4vh7mVW8K87/fw/LLtvPzNTlYduECFSo1YKKR1qL/V99uxRSA7z9xk0vtrmbJoLY9+uM4qj/bP4szNTCsD5w7pBWUcu3LbFrr2kPPAGjkTJ06kTZs2FBQUsHHjRoYPH45UKv1TxtZoNCQmJuLj40NQUBDe3t4cOHD35tdqtRw7doxOnTrddxyZTGbJE7rzY+PBI6uoHI3eQJifB9HBfvSNDWNQu+ZWfexkEj6dPoy0vBKeHtKBXq1CEAtFfNxiKj09Ijl+PgOAyFAvLpTfbvRaCZVpGAwm5k7owsLn+zF8XDOeebI1n8wdRMsgb66k5TOxVxwOioZDlq6m57No9gAiOziBABZFTsJFam/Vp41zM7rIozgYb/bIbD9zA0c7OU8Nao9OoKtXx+AOBpORUmOVpUaLVCzipbE92H8xBa3egE5voLpWw6D24fSMCaGq9sGRkP5vuNcqVWr0BqOtEOh/AW3C/GnVzJd3ftpvJXWr0xt4/5eDeDjb31c5zcvZAYFA8EAaOQ/rvXa08AZ93WIoqlDh46Zkf+FVOijDCXZ3Y9G0QYzoFMmu84kAjOkWTfsWgcQ082Vy7zi+fWEsfm6OLJk5whJGdoeerULoGRvC5pPXGr/2lVu0DPKhUqVmcu84hPdEgUjEIl4a252zNzOJDfEjJaeYAE9njl65zRP927Jk5gieHNCOs4kNu+1/OniRWcM6M7RTBJ+9MJinHm9FnqKQd2f3ZsbI9oh/V8iyQqXG09nByuMhl4gxyfX1cjvvEKL0Zl/h5UY/37GK67SO8MXJTsabE3tbiQIIBQKm9m1DRU0tzXzvKnYGebswdVgsTSLtGD4umAmjIomL8mFstxirseVSMW8/2o8Nx65wx55oEeDJhF6x/Hr8bq6r3mAkq6jhte3fpapWbcnLaoitp29QqVL/qde08f/LAxuu9sQTT7B06VKOHTvGlClTGDduHC4u/16Yx0svvcTQoUMJCAigqKiIBQsWUFVVxdSpUxEIBMydO5eFCxcSGhpKaGgoCxcuxM7OjokTJ/7Jn8rG/ze38kqY89VWqxCCJh7OfDF7BFP6tCY1twSlnYwAD2d+PpyAWCQko7Cc80lZfLH1JIPbt+CJQe35QnjScr4AgVWtm3sRCUU8M6Y93+Tv43JyhuW4nUjKG4+MoTrXyMFLKSx8YiCvfrerXt5LTZ2G77bEM3xAc55P/oFZIf1Z0fppbpcXUayuxlfmwq20cl7/Za+l1oJQIGD76etU1moQNaJIcwdXpR3PjeyKCROuSjs2nbjGyevplnY3Rzv6tQ3n8Q83sGn+o3/4e7bxzymtModIOtk8OQ89AoGAqf3a8OH6I0z/bCPvPT6AZj5ufLDuMDcyCnlpbLdG1aHA/OLr6ezwQBo5DytCgRCTwISTvQxXBzsEFdDSMZDPdp3kYmoOfePCEAoFPDO0I2XVdTz71RbAXD9s5rBOvP3jXt57bCDvPtqfGrWW6lo1fu5OpOaWYDCY7lt8UigQYAJ2nk2kqZcLn88cTl5pFRKxEDelPZtPXqO4UkXHiN8Kyf5Wr2/vBXPe5vTBHekQEcjOc4n1xq5UqdmbkETvvgG8fnWNlaHS2TWc+U/34c3l+63OUWv1vDfV/DnqNDpah/iRJ2g8F9W8njUeni9AwNAOEaRklHEuKYtPnh5KSZUKg9FIkLcrAgSsOhBv+Y6aejnz/OOdeDd1IxXZd0PDmzl48eHgSTzSI4b0/FIcFDICPF0Qi4T4ezgxqF1zpBIxBWXVzPt+D7W/Wx//bOl9wW+frdF2geB+X4uNh4AH1sj55ptvWLJkCRs2bOCHH35g7ty59O/fH5PJhNHYeGJdQ+Tk5DBhwgRKSkrw8PCgQ4cOnD17lsBAc7z0K6+8Ql1dHTNnzqS8vJz27duzf/9+W42ch5yc4gpe+253vRjp7OIK5n23m3ce7ceagxfpFBnEjrM3OZxwi0+eHsL2M3cLwe46l0jrUD96x4Zy7GoaVxLzae8Xwtmy1Aav2ckjjC1Z57lcmWF1vNag5d2UjfzQ5hkW/XIYncHIsI6RrD962dJHIDAXCvx6+ymEIgED2sbyacpOvmj5BDkptfx8+CoV1XX1Csn1ig1h04lrpBeUMbJXBAF2bmTV1l/QJAIRHmInVhw7Qn5ZFRW/26GSSURodAZeWL6dnq2aYS+3SUj/mZRUmUMtnGyenP8K7OVSnh/djRU7z/D0Z78C5lC2aQPbWe1oN4aHkz25JZV/9TT/Z+jhFcHmjPOMc+/KjC82sfDZvuw4mcjFVHN42oXUbN6Y0JsatZZlO+7K+U8b2J63V+1jdNdoVuw6w/nkbBzkUuRSCeU1tRiMJrxcHPj46aH8euJqg9fuFRvK0Su36BUbwmebjrPtzA1clXYYjUbLc3b28M4cvJRKRKAXafmldI8OZsmWE5hMsHznGZY+OwpnB4WltswdBAIY2asF06+sqBeGfKosmZAmvrQJ8+dCivlzuirtUMgkzP5qC0o7GZEBXqi1OgICHZEJJWiM9QVlblUXMMQ7jmsVWQ1+vn7urTDpBMz7fjc6vYEDl1JxtpcjFAopq65lfM9WPNKtFYvWHQbgyVFtef/2Jip01rmvt2sK+TR5J/Oaj6RPXJhVm6ezA03cnXhy8UYyCut7bKRikUWY4M9CaSdnTLfoBsMQAcZ0bYmz/YOVM2fjX+OBDVcDUCgUTJ06lWPHjnHt2jUiIiLw8vKic+fOTJw4kc2bN/+hcdatW0deXh5arZbc3Fw2bdpERMTdYlMCgYD58+eTn5+PWq3m2LFjREVF/VUfy8b/E1W1atLyG969SsouQm80UlWroU2YP8evpNG/TTi38kpRa/WE+Lrx2viefPTUENydHAj396BzZFO2n0xkgne3BnNlxvh1QCoQs7OBgp8AGqOOG5U5eLkoOXkt3aqGAMCUPq05cvk2JhMcTUijg9Ic/7w27yTRwb64OCjqGTitgn0I9/fgmaGd+OipIVSVa5nXYhRSYf39i6cD+7H9SCKPDWhrKdgml4oZ3T2Kj58byDdvjsLL244h7VswdkAUVQZbVek/kzueHFu42n8PLg4KXnmkJy+M6caTA9vx3mP9aRN2/5ptd3BztLMZOX8i3nJnPORKLqflUVKpQqqTsf3UTUt7eXUdjvZyq00sRzsZGp2eqloNLYN8LDVyatTa3zwVZo99YXkNWr2eMd1a1rtuEw8n2oU3Ycup67g72VvkoMuqay0GTpi/B/4ezmQWlfPahJ507xhARAt3hneOtIyz9kgCM4bcFXtxkEsZ37MVS+eMwqQX8GzTQQTYmSX/fRTOzGo6kA9Cp9DSLoCXJ/Yg1NcdkVDA3FFdMf42b53ewPQhHQnx80ApUvBi2NB68xcLRIzx7YSLxpnmSr967WFKHzp5hHH8ajp2MglT+7bhk6eH8OakPsyb2JPFzw+mbawPvv72eLnYI5eKETtAqaZhAYazpalU6xteW1wd7fnHlL4N5rLNm9AbNyf7Bs76z2gb3oSWTeuXYghvYl7zbTzcPLCenN8TGhrKokWLeP/999m1axfff/89EyZMQKN5cPIGbDwY5JeWk1ZQgUTUcNLvHeo0OuY/2o9tZ67z7mP9Ka5UsWTzCYZ1jCAuxJ/v954ju7gSkVBAz1YhvDi2Ozdy89lzJJUPez/KuZpk4stv4SSxY5hnO4LsPSlXqRrcKbtDTk0ZTvZy8kqrcFBIiWrqjavSjoHtmpOaW2yJ+9YbjRgN5oWqRFvFpcwspg1oR6VKzZ74JIQCAYO7hNM6KIAVO8+akz0NRrxdlLw5uTc/tH2GjVnnSK3Nw0fuzBCPNiQlliGWGPDyVvDVS8M5dSmTrm2bsqn4FG9mHsOQYcRP4cqz/QZSbqjG2/RwxOI/LJRW1aKQipFJHprHro0/gFAooHkTz3/5PDdHOy7+tvtu4z/HSWpHf7c4tieaDZviMpVVOPCAtuGIRUIrZU2lnZyy3zysOn19MZh7ySqsoFNEU/q2DufbXWfR6gz0jg2hQ4tAfjp0iYgAL25kFPD+4wO5lJrDznOJmEwmerYKoWWQNwaDke9fGcvnWdu5lJiOUixnXItOrG73CI+9t4HCihpiQ3x577EBnLyRzpgu0aw+eIFZX2zBaDIR5O3KUyMHkumeR6igCd9siicl5wIA7ZsH8O5j/TEYTXy35xwjOkUytldLHunSis0nrrHu6GVMJnhicBu+aT+dDdmnydOUE+7gw2CvNhw7m8GGI1d5/fEelLtXcrTiOiaTiR7OUXib3NHWmNDq9Lz/+EBWH7jA2iMJvP9Mf87pbrIn4zIaow63bAemDO/OiMpItML6wjx3MGGirgHhnjtEBnqz/s3JbDh6hWvp+fh7OPNo39YEeDj/Jc9OT2cHPpk+lPiUbDaduIbJZGJUl5a0C2+Cp01Z7aHnoVtthUIhQ4cOZejQoRQV3dWkHzx4MN999x0+Pj5/4+xsPAjklamY8/VWfpk3CaFA0GBxNpFQgLODgu1nbvBonzYkZRXx2abj5l255gG8uXKvpa/BaOLgpVRScop5aVoXhneJ4Pi5DDQ6ETH2kahqtSzccAJnBwUfPzsQb7kzBeqKBucWYufDryW3cFDI8HR1oHWoP1W1aj5Yd9gqwdHZXo5WYF6gW9g3IfFmCV9fOsuyV0bQys0ZvdGAQing1W93kpxzt75DQXk1s7/cyhsTe6MociZW6oJGbeB0ah5NvV3wCpXx1NXlBNi58WnfR3nh8mqyVHfPz60r47WrP/Npq0dRim0ehz8Tc40cW+iDDTNujvaW3A+lLU/rTyG7sILoYPM7gNJBhp+7E7kllXi7KOkRE8Km49eIDPS2iEWUVNbQxNMZMBurcqnYIv3/e9wc7Zi7bBsfPjmYOSO7UFxRww974/lu73l6tQqhTVgTfN2UrDl0kYRbeXRsEQACATvO3OCzTceZ0LMVA3uFcktlVnKt1qv57vZhKpqoeP3RXiSllVBWVYu3qwNPDmjHrC+3UFRRY7l+ekEZC388wrLnRvP4R+utvPrnkrJ45ovNfDN3DBdScpg6JI5BXcKY+cVmiivuGnU/7LrAhsNX+fbFMWiMOtbsS+DLqrPEhvihUmt5Y9l+gn3c6BhtLuq57cBtfN1LGDQ4iC4tg5j+2a9UqNTMHtORTVUnuVBxV4SnVFvD57d3MSdkEF1cG1dhsxfJcJQ2/hyUiEU09XLl+dHdqNNokUklf/nGkIezA4PataBby2BMmBXsbPx38ECHq/0zPD3v7p4dP36cujpbeM3/OnkllXy97RQmk3lRGPg7FbU7DO8YiU5vYPWBi3y++QSh/h4428sZ1SWaHxupZp5VVIGm3MTXW8/w08GLbDh2ldW7L7Hp6HXKqmtJyy+lslTLk017N3h+kL0n6goTVbUapg5ojb1cwuXbuWw5db2egsukAbHsKI1HJhTT2yWa45fTiGzqRbqukDU5x9hddBG5RmFl4NzLD3vjCfPzZNXuS6w7fIW1RxJYtPYwTgYHhAIBTzTrRUZNsZWBcy9f39qHrhElHhv/HiVVKhztbIunDTPuv4Xe5JU+PMU2HzRqNVrUWvNmUEmVihPX0pFLJQR6OiNxMPHE0DYAjOgcxU8HLnAwIYUhHVpYwqE0OgP5pVVEB/mw70JyPeWvO3SKbMqNzMLf8mfOkphVhFgkIjGriOpaDdtO32DVgQuE+Xuw5eR10vJL+flwAj8fumQpPr3x2FXUdXoG+VrLTG/JiadluBdju8Xwy5EEvthyiusZBVYGzh36t2nOD3vP1wtbBnOtn+PX0lgwrT8nqq+TkJRvZeDcoaZOS0pmCR+uOc7Bi7e4mJpDdLCP5dmUll/Kz/su8/O+y6QXlDFlQCwZdcWcScw0yz2LhIQEu1gZOPfyY+YRjCYTbV2aNdg+xrcTZcXWETh6g4GaOg16w11vmkQswtFe8f/q+XZQyGwGzn8ZD7WRY8PGvWSXlKMzGLmWbi6CNn/1Pib3jmNir1hL/QM7mYSp/drwWP+2PP7ResAs21ylqmPpc6MJ9XO3LEoNceVW/n3D4E7dyMBV7cRbEaNxk5ld3SKBkB7uEczxG8rKbRd4bkwXoqM8KNFVM2t4Zwa2bW5RYnJ2UDB7TEfwVVNjULMgfCLfb7pA7zYhPD2+Dcsz9xLh5M+nrR8lNeP+FboDPJ15c1IfpPfENxeVqngtYgRSkYiLZWmNnp9WU4jGZuT8qZRWqmw1cmxYuFM/y2bk/OsUVVSz53wiLyzbzovLd3Ds6m3qNDrclHZklpXw2azhyAVSvJyUvD6hN2F+7tzILESjM7D6wAW+fnYkoX5mcYilO04zc1gn5FIxPm5Kpg1oZ5GRlopFDO8UycjOUaz8bfMrLb8UZ3sF1XUay+/QQS7l6SHtMRhNDUYOgDkEuUqloZmDdf09g8mIyqjm1I0MAjyc8XC251xSw7WJmvm41ivyeS+XUnNo5u2Ok8SOa8n1a97cwV4hJTHrbvvnm0/w/hMDadXM13IsyNuVJc8Ox93Fjua6ppy7aRYlcFXakatpXBWwSldHrV7DGKeuDPKOQyIwrz+OEgXTAnrjWOrMnnPJAGh0etILyvhs03GeW7qNTzYcIy2/FI228ZBvGzb+FR66cDUbNhoip6ScFTvO8lj/trgq7SiuVKHVG5nywVpmDu/EDy8+gs5gRCGVoNMbGPXuSvS/vcO7Ku2wV8h4+ZudvPNoPxzkUkti/u/xdHG47yJjr5BiL1bwy7YrPNNlCA5KCV5OSuyFcurq9Hwyawi7yy4w++pWfukwh9lf/srAts1ZNG0Q7o72uDopENmBzqhnYJNW6GvhrcmeHKm4xrzkNbhKHXiiWU8WXt/MOOeGPUZgXpxLKlXsjU/ilXE9WfDzQQCaOLkiEZjwVjpRqGr85cpeLEMksO2B/JkUV6oI8nb9u6dh4wFBqZAhFYvItRk5/xKF5dXMWbqV1Hu82GcSM+nQIoA5o7qwr+IS7rVyvl17icSsIjo0D+DV8b0symV94sJQSMWM6tKSMH8PVGot1zPy8XNzJCLACweFjAFtwykoq6ZOq+fI5VvM+263xXtiL5ei0xtQOkl4dXoXjHowCA34OzsjVN1fkVImEZOnr193RSoQcz09HweFFFWdlsBA5wbPr67T4Kq0o7Sq4aKYbo723MopQV7tiJdr4zlGeoMRZ3u5RRghLb+Ut1ftZ1SXlkzu0xpnezlGk4kD2gvsOHeJr6OfxM3JbNDVqrU4SRoXABAgQIKYD1YdpV0Lf95pNwlEJnRqIzsOJXH25lVmD++M0Wji8q08nv1qi+W7TbiVy6aTV/nsmeF0aBF4Xxn2/0Uee+wxVq1aBYBIJMLX15fBgwezcOHCf7vEyn87NiPHxn8FRRUqMgrKiE/K5JHuMXy9/TRg3j37YstJvsAsxfn5M8N5Yfl2DPd4+x/pHoOrUkFuSSWr9l9gaMdI1h5JqHcNkVBARKgHmcVlDRo6YpGQuBA/fj6UQHpeGfO/OVivzxevDGVt5ik6uYdRXalDqzew7cwNtp25gUAAW+Y/hq/dPQ+r3/Iemxm8kIskPBLQgRWpB8lUldAyxsci+/x7BrRrTp1Gx4WUHPq3CcfXzZE6rY6SChUfrDhC71ahTBkRg+iWsJ4sKcBw33bYi2xu+z+TkkqV1U6pjf9tBAIBrko7isobVqGyUR+TycTBhFQrA+cOZxOzGFNaRZahGIfbziRlF+FoJyOyqTeZheWM6hzF/ovJBHm5sOrARQ4n3CKyqTcD2zbnq23m9WLFrnMAfDFrBC8s295gWNioLi1JuJVD6w5evJ+6CZFAgKNEwWeeUykqqqOpl0uDEsghvm7IFEL2pl+2Ot7MwQt1rYEBbZvz3s8H6BEdTNe4IH7cf4HfO4X2xifzaN/WvPPTARpiROcoatU6Pll/nG+fH8O6I5exk0kQCgRWG3dCsYCRPaJYueuC5ZhKrWHDscuo1FoWzxiGs6OcXRkJ6E0G3k/dxOudH2Hn2URq1FpEajFOEgWVuvopAh3cQkEjZGiHCH7YG8+uM8lW7UKBgO4xwRRX1vDmj3vqfccGo4m3ftzL2tcn4+1qS/z/PQMGDGDlypXo9Xpu3rzJE088QUVFBWvXrv27p/ZAYjOTbTz05BRXIBWJmNqvLVFNfenXJpwBba0TH0VCAW9P6cfu84kWWVCAHjHNcHc074y9Mq4nZ25mEhfqR+tQaxlYiVjE+08OZE3+UTp3aEJMM2uBC6lYxKJpg3BWKhjSqTmvTOzJurcm8fyYrlb9bt4qootHc+aGD+Yf31kXcDOZzDtZv6eovBplrZIXXUcTJw2jl2tLVsRMJyOvnPmP9kf+u5jlyEAvesWEoJBLATiUkEqPmGYsnjEMN0c7XhzTjd6xIZi0AhZFT7SEE9yhtUsQQ/3iqGpE5tPGv45Gp6e6TmOrkWPDCmcHeYO5FzYaprymjs0nrjXavvn4NQa6xiEzSVkycwRzRnSlbXgTfNyU9GkdxivjelFdp+WJ/m1Z8fwYhneMJNjHlS9njcDP3ckyzrojCSycNtBKyrhby2CWPzea1mH+dI8JIVjuw7Kw6Sxv8Qxv+09EpJbSxF/J+08OtORb3cHT2YHXH+tJlaCGlOq7G2SeMkfeixmHi1CJr6uS1a9MYGz3GIwaeHtKP0RC60qUTb1ciAvxY0j7FlbHhQIBc0Z2wWg04qKU8+3zY3C2l/PTqxN4bXwvXhrbg8+fGU7fuDD6xoUS6OVCXIw37SOaEO7vwcInBjL/0f48N7Irq16ZgFIhQ63XIf7Nm59VW4JCKeKF0d0QCOCHLRd4M2Qs9mLrjbAge0+mB/ajolJNqJ8HHVsEWrWLhULee7w/IrGAsuraRj1SlSo1+WVV5JdWUVRbRUpVPieLkkiuymtUmvp/BZlMhre3N/7+/vTr149x48axf//dd4mVK1fSokUL5HI5zZs3Z+nSpZY2rVbL7Nmz8fHxQS6X07RpUxYtWmRpFwgELFu2jIEDB6JQKAgKCmLjxo1W17927Rq9evVCoVDg5ubG008/TU3N3WfYY489xogRI/jkk0/w8fHBzc2NWbNmodPdDUFcunQpoaGhyOVyvLy8GDNmjKXNZDLx0UcfERwcjEKhICYmhl9//fXf/r5snhwbDzWZheW89t0uknOKLcdC/dz56KkhTOkdR3xKDg4KGa2a+SIUmOtaRDX1QSgQ0MTTmZuZhXy04Sg/vjKeMD93fnptAvHJ2Uwb2I5ZwzpxPbMQsVBgrnydX8To0E5ka4uZM6kjQrWYq+n5uCvtCfZxo7CimvHvrUGtM8fBiYVCnh7ank+eGcJLy3YCIBdImBs6mHlf7yWngRoZ+nsMMJPJRGpuCc9+tYXie2RPe8Q0I7a3kLSCUs4nZbNw2iAKyqoor6kjxNedsupaXv9hN+9M7Q+Yd8bGdY9h25mbrN5/wbJzJpeK+XTWEL5uO43EqlyqdXWEKn0QYA6XE/0TCW4bf5w7NXJsRo6Ne3GyV1BoM3L+MCaTCcN9ioEbjCYCFJ7sTTvH4k3HAWgT5s9j/dry2ve7UWt1fDBtEJ9vOcn5pLuFL71dlHwyfYjFQ9+ueQAXUrJZPGMopVW1ONnJKKmqZc7XW9H+JjUtEYt4elB7quu0tA33J09byvyrG3CQyHjhqf5oq6C4REW4ryc+nkqQGREaHPlH1Ghy68oJU/oQoPDg/RVHyCws4+tnR/PWj3u5nmFWX+sZ04wvZ4+koLyayro6Ypr6cik1l7Hv/sTbj/ZlXI9WXLqVi0wsIibEl2qVhm92nWVcj1acvJ5OdDNfPlx32OLpF4uEzB7emchAb7QaA552jrw0vjvl5Wpe/manlfjNkA4tmNQ7DtE9G2CVehVJ2UUsmTmCW7kllGRr+aHNM2TUFZNVU0qogze+clfSMytwtJcR5OvC4wPbMG1gO25mFqKQSfBycWDjsauUVtYS1sTjvr/rsupa1GI1XyXtIrW6wHI8VOnDx7GTrSMe/kdJS0tj7969SCTmMMlvv/2Wt99+m6+++orY2FgSEhJ46qmnsLe3Z+rUqXzxxRds376dDRs2EBAQQHZ2NtnZ1vlfb731Fh988AFLlizhp59+YsKECURFRdGiRQtqa2sZMGAAHTp0ID4+nqKiIp588klmz57Njz/+aBnjyJEj+Pj4cOTIEW7dusW4ceNo1aoVTz31FBcuXGDOnDn89NNPdOrUibKyMk6cOGE5980332Tz5s0sW7aM0NBQjh8/zuTJk/Hw8KB79+7/8nf0QBs5Op2Op59+mrfeeovg4OD79n399ddxdbXFu/8vkVdSwTs/7bcycABSc0t4Y+Ue3p7Sj8KKauQSMVdu5/HenbwUD2eig31o6u3K8p1nGN4pEqFAwPTPf2V8z1hqajVsO3ODiT1juZCcxa28UktysEAAAZ4utA1TMaRnOLulpxjr3hG90YXnl263Ci/QG40s3XaGJbOHEebvQUpOMe3CA3h92T5uZDacFBoXcrcYW2F5NTOWbKpXAfvoldu4Ke0Y1imCFTvPknArFx9XJQ4KGT8fukStRkfLIG9u/yagMLpLS5Jzivlh73mrcdRaPbM/38qSF4eyKfcsEqGYNRknUBt0zAjuy2j/9v/eL8ZGPUoqzTuWNiPHxr04O8i5ll7wzzvaAMDZXsGgds1ZvvNsg+1T+7Vhz5kkDifcsjr2/PLt6PQGhnWM4Mjl21YGDpil9+cu285r43ri6aLk3Z/2c/W330szXzeeG9mV9385ZHWOTm/g6+2n+eipIQgURl6/+TO1Bi0VOhX/SF2Li9QeN4USuSKW04Xl7Mi7gMaoNx+XKtmUdY7ng4aSU1zJ8E4t+XLrSYuBA3Dkym2OXLlNp4imvPhINyYs+NliYL2xci8SsZCOLQKZ0qcNz361lVfH9aRSVUeFSk2PmBDmLttmNV+9wcjnm0+w8ImB3M4rIS2/jFFdW/Lyip2Wjbk77DybSIivO8P9W7Mm8yQuUnvKSzXsPp/EnvgkAjxdEIuEfL6piuVzx3DkdDbNWkt4/McNeDormToklndydzPKpz0lVw0kpOZTXachp6QSH1dHeseGUlFdh9JORnVt/VqHdjIJni4OLM7famXgAKRW5/PW1fV8GjcFZ+mfXxz0QWfnzp04ODhgMBhQq82G6eLFiwF47733+PTTTxk1ahQAQUFB3Lx5kxUrVjB16lSysrIIDQ2lS5cuCAQCAgMD640/duxYnnzySct4Bw4c4Msvv2Tp0qX8/PPP1NXVsXr1auztzd/9V199xdChQ/nwww/x8jKLari4uPDVV18hEolo3rw5gwcP5tChQzz11FNkZWVhb2/PkCFDUCqVBAYGEhtrVhxUqVQsXryYw4cP07GjuTBucHAwJ0+eZMWKFf+WkfNAh6tJJBK2bNnyh/rOmzcPZ2fnv3ZCNh4oqut0XL6d12DbzcxC9AYDu84mEhvqxxdbTlrasosr2HUuESd7Oc4OCga3b0FmYRkGo4kdZ27Qt3UYReXVODsoOH4t3Ur9yGQye482nbyGzCTDXiSjg0sYG45dqRc/fYfV+y7x5OC2DOoYTo2glmeGdGywovOEnq0saj0Aafll9QycO+w6l4hMImHF3DHMf7QfAZ4uFFZUM7JzFB8/PYQ3JvZBpdYS1dSb5gGerDl0qcFxTCY4fC6Npvae3K4pRG0wu5TXZZ+m2lA/QdbGv0eJxZNjq5Nj4y7ODgqKK1WYGnt42LBCJBIytGMk3r8VaQzyduXFMd356KkhfPzUYAI9nQnydGPJzBH8+PI4trw/FZPJxILHBvDRU0MY1jGSfReTGxz7TpFQpULGsE5RxASb8+ciA73Yevp6o3PafuYGSIzU/q7AZblWxa2aAlamHyXKxd+iVnnneIVOxbbi8wzoFEarZr6cScxscPzTNzMoLlehM1jnXur0Ro5fS+f7ved4cmB7sosqeKx/OzILy9l7IanR+W49fQO9wcjILlGk5JTUM3DusPrARXo7tUKAgJlNB7B+31Xg7hp4O68UXzcndDoDA9s2x9FOxsC2zUnNLWHVzgRmBPQnWOLD2iNXSMwuskQuDGrfnE0nr7Lx+FVmDu3U4LVfGtsDuVLIjcpsxAIRfTyjWRA2kUVhk5nWpDf5deWUa+vLY/8v0LNnTy5fvsy5c+d49tln6d+/P88++yzFxcVkZ2czbdo0HBwcLD8LFizg9m2z3Pdjjz3G5cuXCQ8PZ86cOVZhbne4Y1zc+//ExEQAEhMTiYmJsRg4AJ07d8ZoNJKcfPe+ioyMtIoE8fHxsdS17Nu3L4GBgQQHBzNlyhR+/vlnamvNm4A3b95ErVbTt29fq8+wevVqy2f4V3mgPTkAI0eOZOvWrbzwwgt/91RsPCCUVdaQW1aNtpGH8x1q1Vq+e/ERvthygsra+i/sdRod7z8+gE82HmXWsM4AVNVq+Hr7KT5+eijljRgYYH7QF6uqeDliGKpaHbnF9UPP7pBfVkUTL2ei2rtwsTqNoV5tWPv6JFYduEBCai6uSjseH9CW6CAfK4nh3AbC2e6g1unJL63i+eXbcbaXM6ZbNC+N7cGSrcf55UgCIoGQnrEhzH+0H9nFFeTfR8Epr7iagEjrBM8KnQp9A4IENv49SipViIQC7BXSv3sqNh4gnB0U6PQGKlVqnB1sBvAfwcfVke9feoSk32rUrNwfT2FZNT++Mp5jV9O4kVnIiK4RqOV1UGtiy8nrHL+WhslkFhTQGxp/rlXU1PHc11up1ep4pHsMA9qGU1heQ2pu42UF8kqr0BgaX4uqdHXIRA2rrhWoy+norEDzT9aysupaZGJxgwZJflk1kYFeVNTUsfH4VZp4OJFf2njeSn5pJe3Cm+CqtKegLOO+15Qg5rt201m38xpX06w9KtMGtsPDyZ5/rNpHTkklbo52TOnTmpUvjeODdYdJOF/E0A6R9Tb/3JR25JdWU1Klws/dkU+mD2XzyWtkFpbTxMOJ8T1aUV5dR3Z1KU4SO+aHjuPA8du8fd4cehcT7MMrw0aj1/9vrk/29vaEhIQA8MUXX9CzZ0/eeecdZs+eDZhD1tq3t47CuGNwxMXFkZ6ezp49ezh48CCPPPIIffr0+ac5LwKBOTfMZDJZ/t1YH8ASPndvm/G3MFOlUsmlS5c4evQo+/fv5x//+Afz588nPj7e0mfXrl34+flZjSGT/XtCSA+8kRMSEsJ7773H6dOnad26tZUFCTBnzpy/aWY2/i4KK1VM+3QDP706AYGARj0oTvYKJi/6GW0DD0OhQICjvYwJ7/9KVFNvq53UxKwinv16C1/NHtXoHMQiIQaxgSfPrWBZ7FO0DPLmUmp90QCAUH93cgzFLE7fwZdtnsD3twTXeeN7UVOnRSoW4dhAGFPIb3UcGsLZXm5Ry6lQqfluz3lSc0to7u/FyWsZ6E1GDlxM4VJqDl8/O5Iwfw+rvB6r+QW6kqaxrpnjq3BBIrTl5PxZlFSqcLJXIGxkgbDxv4nzb569oooam5HzLyC3E1KqqmHhmiMALJk1nG2nr3PgUipvT+lHhagGhU7Gc19ut8o1qa7TYC+XomqkRICjvYKiihrUOj1Lt59m9G8y02F+7lZ1Ze4l1M8dhbjxzQsvuROV2oYT7JvZe5Nzq4rAFu6IhcIG1dwAvFyUjXpcWjTxJCWnmE9+PUadRke36GBC/d25ktZwlEOonwflNbXoDQbiQnzZePxKg/2aeDgjEIJCo+DG7SKrtk6RTZFJxHyw7ojlWGlVLZ9vPsHIzlE8N6orSVlF2EmkSMQidPq7XqickkpC/dwpqVKx/cxNjl65zcC2zWkb1oSiihpuZBZy+XYeU3xjeKHpMBavPE16wd26PFfS8nnliz2sfGUcODc49f8p3n77bQYOHMgzzzyDn58faWlpTJo0qdH+jo6OjBs3jnHjxjFmzBgGDBhAWVmZJd3j7NmzPProo5b+Z8+etYSTRUREsGrVKlQqleVd/NSpUwiFQsLCwv7wnMViMX369KFPnz68/fbbODs7c/jwYfr27YtMJiMrK+vfCk1riAc6XA3gu+++w9nZmYsXL/LNN9/w2WefWX4+//zzv3t6Nv6fKSyrQq3Vs3jGMGo1WvrENnxjdY9uhp1cTIeIpg22944NRSgQYDSZmNArFk9nB4Z3irCEKOj0RtLyS2kd5tfg+YM7NudY5XU0Rh3rs08xolskMkl9o0AoEPDEgLYUa6sYH9CJ5kpfDAYDer0RuVSCq1JhMXDu7GKYTCZMJhNNvVyY3CeOThGBiIXWt+q4Hq3Ycfam1bFjV9NoGeRt1be0qpYzNzN5vH9bBAKzyk+/NmH0jg1BaSdDLhXTJS4QuUhKP+8YAu3NyaBPB/fBz8GW2PlnUVKpslQUt2HjDncMm8Y2IGw0TGlVLcu2mfNy7GQSvJyVbDh2hVFdWlKkquRiTSpnErKsDByAPfFJjOka3eCYoX5m0ZZ7jYmtp6/j46ZkQNvwBmu2iIQCxnSLxg655dn5e+aGD6JYXUUPzwgrWX4hAkZ4tOfQxdvkFFcwtGNEg+e3bx6Ao50MiVhEbIgfA9uGExfqh0Bgvv7EXrGs2n+BOo051PhaWh6ju0QxsG04oX7u9IkLoW9cKK5KO4QCAaO6RBEX4s/pmxkE+7jh7thwXsusYR2pEavQiDU887uwsmEdI1m9/0KD5209fR29wcgvRxJwtJMzumtLq/Zd5xIZ0y2aO/s9VbUa1h+7wpItJ9hy6hoxwb5cSMkmKbUEQ4XIysC5g95o5KutJxvM5/l3Md5H0OJBpkePHkRGRrJw4ULmz5/PokWLWLJkCSkpKVy7do2VK1dacnY+++wz1q1bR1JSEikpKWzcuBFvb2+rVI+NGzfyww8/kJKSwttvv8358+ctXqJJkyYhl8uZOnUq169f58iRIzz77LNMmTLFko/zz9i5cydffPEFly9fJjMzk9WrV2M0GgkPD0epVPLSSy/x/PPPs2rVKm7fvk1CQgJff/21pT7Qv8oD78lJT0//u6dg4wEht6SCkspadpy9QVWthp4xzXh2ZGfkUjF7ziehNxoRCQX0bR3GrGGd+MePe3npkZ7Yy6Xsv5CMwWhCLBQyoF1zpvZtQ1ZxGR/PGIy7l5wDpZdRRZXQoY03M+zaoa+B/NIqnhnamZ8PXeLYldsYTSYkYhFDOjWndXsv3k3ZAMDFyjT6lZbz5bMjWbDmIFlFFYDZoFj4dH+EDkZKSqqItg/ialo++86mYDAaGdiuBU29XNh7Lpm2LZpgMpmoUWu5lVtCjw5NiS+7TUFwDk3DHBk/dBC7jqZw/HI6j3SPwV4urZc8C5BVVIGbkx2F5XcVm05cS8fFwY7Vbz1CWm0Rp6uSUAhE/KNfD5o5eVJUXoNzsheVNRpGRXajZYwPPk62+gR/JsWVNTjZdupt/I47QhTFNoW1f4ny2jrKq83hxEHebpRUqjAYTYT4uoOdAXu9gtOJ9WuZHb+aRqfxTZncO45fj1+1GDQdWgQwqXccb/ywx6q/RCTCRWlHWXUtHz89hE82HrOEEfu4Knl1fC8SUnPJK6vijU6PkGLI5pPb2wGzB2dh+CSKCutIi9egkLvzRpvW3DLmsbMonllBA8nLqWH+rF6cqUpiXMsOmDCx82wieoMRoUBAr9gQJvaM5XpGHj+/9wj7c6+RoSkkRurBU2PaoK+G6xkFzJ/an9d/2M0j3WII8HTm50MJGEwwY1gHJM4mDpZf4cXeHQl38aZMV8Ohgiuo/DSk65UsfW4U76zebxHDUdrJWDR9AHauInbnX6JKX0c3zwhWvTWWN5bvJ6e4EgE0WjDbZIIqlZrvXhiLp4sDTwxohwABv564ik5voLpWQ3ZRBR89NYQP1x+x5EI19XJhzsiurNh1BpMJktJLyC1sPOzuQkoOtRotyv9w86iwvJrLt/M4cCkFd0d7RnaOwtfN6T8e9/+TF154gccff5xbt27x3Xff8fHHH/PKK69gb29Py5YtmTt3LgAODg58+OGHpKamIhKJaNu2Lbt370Z4z8boO++8w7p165g5cybe3t78/PPPRESYDXA7Ozv27dvHc889R9u2bbGzs2P06NEWI+qP4OzszObNm5k/fz5qtZrQ0FDWrl1LZGQkYBY78PT0ZNGiRaSlpeHs7ExcXByvv/76v/XdCEwPScajVqslPT2dZs2aIRY/mLZZVVUVTk5OVFZW4ujo+HdP57+K3JIKNp+8zsp98VbHg7xd+HL2SKprNdRpdNgrpLgoFdwuKqBMUMvO0nj8Ze50cmyOwiTD3c6BG+mFKOVSmni7kKEr5K3EdehNZne6VCjmk+ZTef9b82Iml4gZ3jmK9s0DsJNLENvBtpJz7Cu8jBHzrRPs4EU/bXsuXM/l6aEdEAmFGI1GXJ0UXKnKZEHSr7wYPIyTh/M4cSXDav5twvx5a1Jf4lOyOXL5FjkllXzwXH+evfQDFbq7u7sCBPwjcgxRigC++PUUR640nIQ3f0o/Ptt83GoHs3t0MJMHt+Lr3N1cr7SWixzg1YpmlU1Zsv6U5ZivmyNL54wiwPPB9eQ8bPfa+AU/4ePmyKTecX/3VGw8YLy4fAeP9jVL7T6IPGj3mtFo4npuLo8tNNfvCPRy5h+T+zHt0w0seGwAEiXcMKaTfKiWc0nZDY7x1KB2dG3ZjIKyavzcndh3IYlNJ67VC2Nb8PgAtpy8zsXUHIK8XRnfsxVuSjs8XZTkFFfww97z3Mq7m68zuXccfTuEUKiuJNDegze/30tqrnXh0nE9YhjYwewZuq5L55Nkc3mB6QH9UKdKaBHohVIhQyCAQ5dSuZKWx5OTWvN28jo0xru1RqRCMe81H09Oai23c0sZ3TWadUcusyfeWnQgOtibCWOiyNAXUqqpZmuO9Roa5xLEm6FjKKuoo7C8Bg93BYerr7Iu55RVv0B7DxZFTiQ3pwYvFyUTF/7c6O/o+5ceIbbZ3SgItVZHbkkVVbVq1FodJ66nk5RZyIguLbGXS1EqZAiFAt796YBFoKBteBNCfN0bLMwN5pDtdW9OwdPZodF5/DPySiuZ/vmmevmvc0Z0YUy3aBwUD4+h82cgEAjYsmULI0aM+Lun8qfxwIer1dbWMm3aNOzs7IiMjCQry7x7PWfOHD744IO/eXY2/r+oVGnqGTgA6QXl/LA3npySCp74dANanYEdRfE8e+sH3k5dR3zZbbbkn+Pl5FXMTvmGaqmKxb8e56ONx5CIRHyQutli4AD09mjJjsNJloeeWqdn/dHLvLB8OzM+30StTsv+oisWAwdgkFsc+8/c4mxiFk98tIGpH6zjs40nqNDW8mHKFjzlTogqZfUMHDDvRl1MzcHFQcGpGxnMfaQzi5N3WBk4ACZMvH9zMyapsdEdNDuZBHuFtF6Ixphu0STUpNUzcAD2Fl7Go4kcF+VdL0NeaRXf7DpHTd2fFwrwv05xpcqWc2GjQRzt5ZY6Sjb+OcWVNUglYlqHml+iMwsrcLaX4+Fkz8GEVKrKtAgFAgZ2DW90jEBPV/acS+SVb3eScCuHUzcy6hk44f4eFFfUcDE1B4D0gjIWrT3M9rM32Xn2Jq//sMfKwAFYc+gSJSV17NqfyvaTN+oZOADrj16hqLSWKn0tnybvshw/WHYFJ1cp7/9ykOKKGp7+7FfWH7vCI/2jWZy+3crAAdAa9Xx0ayvtY/w5m5hJZmF5PQMH4GpaATlpNcS6NK1n4ABcKk9nd8lFVuw6wz9W7aXCqKpn4ABkqorZmH0We4WUWzkltAjwbPC7dVEqsHew3oiWSyW4OMg5n5zFrC+3sO7IZS6n5TN/9X5e/mYnM5ZsorJGbbXmJNzKpUOLgAavAeaQbTelXaPt/wyNVs+3u881KPDzxdaTtiK9/yU88EbOvHnzuHLlCkePHkUuv5uc3adPH9avX/83zszG/xdl1Sq0ej0fPjmYJTOH88zQjjjI7yZ67j6fSDMfd2YO7YSzg5w1GScaHWt/wRXGdIumoLyaqjo1lTprBbXOTi04eLFxqcKLN/OIcLq7Q9XFIxw3jQsp99TqcXeyZ9bwTqTXFKEx6uni2oIDpxsf89cTVy0vOV5eDiRUZDTYT28ykFSZywuju1okVO8gEYt4d2p/fjp40er4xF6x+Pjas6/0cqPXP1pxjc5RTa2OHbiUQll1w8myNv41dAYD5TV1tho5NhrE0U5mM3L+Bcqqa9lw5ArPj+uGl4sD4U08EMkELJ07imkD2xHbzJ9eDrH4ODrx7Qtj6NUqxOr8IR1aENLUlRF9IujXJow1By8xd1TXepsQfeLC2BNfX266Z0wz9jZgTNzh9M1MhnSMYO+FhqWqAU5eT6NKWIvpns2y2zWF+AXas3j6UJwdFHz01BA+eXoIXl52FKkbVtos1dZQa1LTtWUwBxNSG73enlOpVKkaLwmwNTeeHu2CiQ3x43x1SqP99hdfxtVdTom6mrkTO1uVPABzgek3H+/F5qLT1OmtjUYTsOd849/b/ovJ9G9z1zDVG4ycuJbGi2PqJ6DHBPswqF1zcksrqb7HMDKZTBRV1JCUXcT19AJySyrRaHX1zgcor6lj933mc+xKWqNtNh4eHsy4r3vYunUr69evp0OHDlYSdREREf+2braNh4ec0go+WneEk9czLMdaNfNl0ZODmPf9HmrqNGh1BgQCAQPahZFUXGCp9dIQdXotzlLzn732d3UHAEQIrZRg6qETMNy3HS2VTenh1QJ3iSN5+TU8O6ILBWVVNPN1J9DLGSd7BaWYhQgkAhFqbeMSoXUanUUhzmC6z7WBGp2GhOw8Ppk+lMSsQlJyivF0dqBTZFOQG5k6NJYLNz0RiYS0jfTHWSmnSF+J2tCw9wdAbdKilFjvd+j0Blvtjj+J0t8Kgdo8OTYawtFOTkmVbUPhj6LTG9l6/CbtQgP48tkRIDaxas9FMvLLmNg7zirPQyYRMWNoJ4Z0bMG19HyiW3iRrMvh0YQvUErkvDloNGNULbmeVsiSmcPJLCrnRkYhPq5KukQFsePsjXrXl4ju/zxXa3T/vI9WX+9Z384lBE0FvLhmp2WDSSGT8NlrA+/7fVSpNYzoFMWX2+p7X+5eTwemxpUd6wxaJGKRed7G+6wVBh06kx6dwcDqosPMm9GV4kI1adll+Ho4EtTUmZV5hxALhRh+V4LAaDTd9ztRaXS8NLYt7ZoHEJ+cjbuTPaF+7lTXqvnp1QkcuXKbmjoNMc18qdPoOJOYRWJWIXUaHS+O7Y6Lg4KbmUW8/M0Oi5CHTCJi5rBODO0QWe/5azKZ7rvWq9T/e5EM/41r/gPvySkuLsbTs75bVKVSNarXbeO/g4KKKj7deMzKwAG4fDuPb3ed4/H+bQHo0DwAqVjEI++t4cKNXNq7hjY6Zg+vSA5dTMFOJsFNaYdYYK2IllSXS1xow4pqAJ0iAsm8VIf4lhKFXsHzX5hd7bvPJ5JRWM6q/Rd4Zslm1h5JIMzRG4CrNZl0jGnS6Jg9WzXD/jfPlE5twt/OtdG+kc7+LPn1JHvjk7ieUUBGYTlX0/JRyVVMvfQl87PXcsvvNoleycxLW83Tl5fjLXemg3vj30kHZThXb1nXQIgL8fufi0f+qyiuNIc9ONs8OTYawNFOZikWa+Of4+5oh7+7IyaTADVadp1OYsvJ6zwxsB1vrtxjMXAANDoDSzafwGgyURSYy5sZP/Nd9kGMmKjU1fHa1V8Q2BtJzSmhqlbNt7vPkpZfyrbTNyiqqKFjRP2K8FfT8xs8foeerZoRn5J93z7tmwfgJLibSyISCJng2Z1/fHPAyoNep9FRXaFDIWpYolomFGNUC9h2+jp9YkMa7APQOToQhaLxPe2uHi24kpTPzaxCWisbXys6e4SjNxi4eauYILkXryWvYa3mENmBGewRn+alpB+5UZVNP+9oHCTWzzsnBzk9WzU+xyHtW+DhrKRnqxAGtAlnb3wSL3+zE0d7BU98sp745CzS8kv5aP0RFvx8kA/WHaZrVBBnEzNZsfMs+aXVzPj8VyulQo3OwGebTjRYNNxeIaVNmH+j8+kWHdxom42HhwfeyGnbti27dt2NW71j2Hz77bf1KrPa+O+iRq3l+NWGXcZX0/MJ8XVDJhExa0RnUvOKUGv17DyVxBivTsjvKb4WYOfGM4H9+ajFo/gJPKjV6HhmaCfEQiET/btajbujMJ6pQ+OQiOvLQbcJ80ckErFyXzx+Po5UqzTc/i0m+3ZeKfHJ2eSXmYtu7jqbiNggYaRve25UZhMe5oqPa/2kXTdHO4Z2iMDfwwlPZwd+3HGJ50OHIKC+AT/QOxaRTsybk/sQ08yXJ/q3Zc7ILswZ2YXr1eZctTqDloTydK5UZKI16jGYjKxNP8WoJu1xktT3JATYu+NpcLV8DjCHvj3Wvy11jbj5bfxr3Fl0bepqNhrC0V5Ouc2T84dxc7Tj9Ql9SM8vRYyYX4+aZYcTbuWi0TW8M//NznMESX3q5bUYTEZ2FV5Ea9RTWF6Ds52CgrIqBnUJQy/SM7JzS6t8RTBLIE/oGYtcWt9oiAj0wt/DmU0nrjKyc0vsZPWLgIb7eyASCcnIqqCbR3MA2ro24+TFzAYLlW47nMiTgb2tjvkqXJge0I8vIp7ERWRPx4imtAlrQhMP53rnO9vL6dE+iEq9ilClT712e5GMcX6dqarRUlpVi6bMRISy/su/TChhUtMu3KjJokWwBx0cmuMmdSCvrpwLZWmk1Zhr6fgonOn82+e6F6lYzKResTjaycyCPp0imf9oP96c2IcZg9vTMsiHwvJqKmrq8HN3IjLQi2VzRuHhZM+Xz46kZVNvbmQWWuWcbjl1nQFtm5OWX8rRK7carSW0dPupeuHXjnZyXhzTvcG1vn3zAPzc63+XNh4+HvhwtUWLFjFgwABu3ryJXq9nyZIl3LhxgzNnznDs2LG/e3o2/gLq6jTk6SuoqtU2WugTzCFVP748HjcHOT8fugSASq1l2drzfDjhUbYUnyXczg83lStrN10hq+gKTb1cmTuqG+5OdmQUVCDJtef1kFFsLDxDXm0ZPgpnRHJY/two1hy8RHxyNko7OWO6RdM5simfbTrGshdHIheLSc+taHRueqOR6kotTzTrQUuXJqzNO8Gb03tx/FwG++NTMRpN9G4VwqQ+rdl0/Cp924Sz/LnRrD2SgL5ExDdtn2bFrQMkVuXiJlcywb8L7d1C+GFHPAcv3kYogD5xofSODWXx7vMMaBvOd9EzefrqcoxYL5TpdUWU1FbxXsx4DuRf5VjRTSQCEQO8YhnsE8fJC1n4uDpSXasmLtSfsd2jWbX/AvPG9/ozfp3/8xRX1CASCq3yyGzYuIOjnbmwr0anRyZ54Jfkvx2ZVEKAlzMmTJSU1qJSa/FycSCzsKLRc7IKy/GURjXcpi6muVsYi389xpq3xpNcm8fqrGP8mFHMzOD+rJg7hjW/lREQCYUMatccHzcl3740hlX7LnD2ZjZ2Mgmju7YkLsyPipo6WjTxZP+FZL5/8RFW7b/AyRsZKKRihnSIYGDb5lSq6hDgSDu3ANq6hVJcW0ViXsPzP3ktg4hmnnwSM4Xv0w/TzjGUYL0/a7Yl8H3+Nfw9nHikRytKq2v54MlB7L+Qws5zN9HpDfSIbcagbmEszdlDjFMgC6LGsTPnEnuLLlNn0NLJLZzx/p1Z9O1RxvWMJS7Ej3V7rzJzbB+SXLPYWXgRlV5NO7cQRjZpy9bseLwVzhh9oVblxoKwSewuucjx0hsIBUL6ecXQyS6Cn3YkML5nLE08nBEK727Y+bk78cvrkymurOGXQwl8tP4Is4Z1xtPFkTlfbyW/tIpmvm48N6ork/u0ZuupG+yJT0Kt1dE5KogvZo1g8a/HSMwyG1RZRRXEhvhRWlXLjayiBr8/gMyiigZD04J93Ph53kSW7zjD+aQslHZyJvWOpW9cWL18IxsPJw+FhPS1a9f45JNPuHjxIkajkbi4OF599VVatmz5z0/+f+RBk9p8WEmrLmTa2eUsi5zBpAW/NGrorH9zMkITpBWWkVVcydf3xCTLpWLmju5CTZ2Or7bWj1WeOawTvWNDGP3Oapp4ODOse3PcXezJL65m27GbqNRalj47mvSCUqKCfLCTiimuVGECtHo9z365lfefGMiLK3Y0ODexSMiGN6fQ1NsVtU7HmVvpqNRqAt3csJPIMZlMZBeW8/ZP+2kb3oS5o7ox/bON9IoNpU2YP19sPcms0R3xcnegTq3j14M3EArA183JSmXOy8WBeeN7M3fZNoZ3iqRTV1/eSPrFai5jmnTAU+bIt7cP8VOn2SRV5aIUK5CW2zHriy1EBXnTr3U4djIJydlF7DqXiJ1cyrfPj6HJAyoj/TDda19uPcn2MzdYNG3Q3z0VGw8gNzILWLL5JDsXTMPX7cH7W34Q77VTN9KZ8/VWFjw+kEW/HCLY1422YU34fu/5BvuH+3vQZ6Q/K7L212sb4t2GqngJRpORuN6ufJFqXSvHW+7EwuaTEGsl1Ki1eLs7sCx9PyfKbtLfoxVR9oFojDqOVlxnsEdrfA3uKGRSDiWksic+iUm94gj0ciGnpAJMcPjKbaRiIVP6tEapkLN48zHG9Y7mWmohqw9crDc/MIcPvzO1P1cyc6mu1vLh+iP1+jzWry0FZVW0CPCieYAnQoE5p6cODUp7Gd9vi+doQhpxYX6M6BlBM183pEi4kJjDgp8PAbDurUlka0pQGdTUCTRIJCLEQiHXK7LZl3+FLh7NkQhF7M5LwFfhwjCPtvT1jaZMpSK7uJJD525z8mo6BqMJB7mUNfMm1itFkFVUzuRFv1Cj1jKicxQyiZj1Ry9b9XnvsQGsPnChnjqdnUzC4hnDmLtsG2qtnq5RQXi7KknJKTZv+G063uD3F+rnzvLnRuPSiBqbqk5LjVqDUCjA3dHelgrxX8RDsW3UsmXLf7vaqY2Hi1JVDY5SBZu6vkCxqpoeMc04crm+wERMM1/s7CQMfX0lAEtmDjc/0H+r+qzW6vFxceLljTsbvM7KffH0iQslOtiHq2n5fP3rWav2HjHN2HchiZ8PJzC4fQvahTfh7dX7mTWsEwVl1UQH+1BeU0eIr5uVjKhMIiKqqQ9doppaQhWkIhHuciUvf7kbYwMW27QB7Th0KZWC8hoCPF1Y/Otxckoqefnr3fX6Lpk5HLFQiP636syF5TXczCokOtiHbadvMK5nDGKE6H/z5ogEQgZ5xbHk1i6a2LsjF0koUFeyv/waz/oOxkEh5Xp6AZjMC+LtvFJq1FqeGtwBpZ3N8/BnUFRRg4uDbVfQRsM42plzF0qrVA+kkfOgUVxZw6K1hzGZYF98MmO7RbNy/wWeGtQeuUTcYMjSU0Pa8WXxdsv/hQiIcPLHQSJngHssL9zczdJXhrMy9xAtnQO4WZljSZwvUFfyWfpOXgwYyuXbeQzwDuVC5S3UBh1HS2+QrytHY9CRVVvCNfsMov0COXA2haKKavLLqvB1d+TV73ah1Rv4bMYwLiRnI5WImDOiK6cTM7ieXsClZbksmTWctUcuN+hxGNs9hoOXUgjz82DRmvoGDsDPhy/x8dNDmLt0GyvmjuGlFTsJ8XMn2MeVIG9XDly4BcC5xGwm9mzNz7uuUFxZw7SB7XGyl+Pr5sSZ65mEtnDh9eSfrZTf7nxnI/zb8GLCTwDk1ZVzqPwqrR1D+GZLPGH+HnDP1GvUWlYfuMBLY3taQvs0Wj0/7ou3lEHo1SqEuUu3WV3H180RtVbXoPx2rUbHlpPXGNC2OVtPXWd45yje+Wk//VqH0T26GUt3nG5Q3GDWsE6NGjhgzs+xV9jWu/9GHvicnEmTJvHtt9+Smtq4POK/yqJFixAIBJYqsGBWlZg/fz6+vr4oFAp69OjBjRv1lVVs/HUUlFZSVlHHpgM3+GZrPEV5auaO6kb3GOsEwNZh/rzzWD9EJhPi3yr1frPrLJ9OH4qPqxKFTMLrE3ojk4jRNqKeUqfRUVZdy6vjetImzFoUoEdMM8Z0jWbj8asAnLqRQctgb75+eTht2/qiiNYQ1FOKo5+QBdP7ERviC8Dj/duy8IlBtAj0pKy6luySSnJLK8hSlZInKGbh0wOsFF6UdjLmTehFQVk1By6ZZTtdlXaWYmgNcTuvFG9Xa/noszcziQk2zyE5q5hQR3PctavUgX+EjeXQyTS6uLbg41aTKSlSU54goFNdDKdvZvDFrBF89exIWof54+/uxLMjOrNi7mikYhGVtjo5fwqF5dU4O9hEB2w0jNNvRk6ZLS/nD1FTqyWv1Jz7eOJ6Gk08XRjbLZrv95xjwRMD8XK5m9Avl4qZMbIDJmctTzXrjYNYTh/3aD4Jf5y4sij80wKpKzOy5rUJVJfrcL/tS3RxCz4OfYwhXq1p6xLCZ82f4DHHftTVmtDo9Kzff5V3/SezJvY5XvQciU9aE9qWRbO8xQy6Clqx9sBlNHoD43q04qtnR7L/QgoKmYQvZ43gwKUUnh7cgQWPDWDXuUQKyqpZ8NgAnh7cgTUHL/He1P64O9pb5m8vlzJvQi88nOzZfPI6cpmkXj2fO+j0BmRiEWO6RpNTUcFXrw9l0oAYZBIx7k72zB3VFUc7GS+N7U6tWsOQjhH0iQujVq1h4RMDGd6pBS3C3dGg5e2WY3C8J4fTSaLgjbDRVNTWWdRLWzo34cPIychMUmJD/KjT6BjYvgU/z5vEhJ6xABy9kkaFqo7sogrWHkkgPiWbY9fMebZ2MgmlVap6G3+Rgd6cS8pq9Pd/6kYGsSF+vDa+J8ev3qZbVDDTB3fAx82Rb+aOtSqvIJeIeWlsd2Ka+f6hvy0b/3088J4cBwcHPv30U6ZPn463tzfdu3ene/fu9OjRg+bN6ye3/TPi4+P55ptviI6Otjr+0UcfsXjxYn788UfCwsJYsGABffv2JTk5GaVS2choNv4sCkorOXEjg0VrD1uObTh2hYhALz58chAzhnWguk6Dg1yGk72cyyk5yCRSy25b8wAvMgrKmDagPdHNfHjvpwNM/U19rTHUGj0qaS3tB7gzZXgMGo0BmUzETXUWAqUBV6UdBeXVKKQSNEYd5zRJ/HLhpOX8Tflnae8SypzxfZHoJWw/c8MqfO2ng5fo2jKIp0e2462kdUQ4+vPSjC7YG+Q4iuworaxl3dHLdGsZjOI3r49IeH83uUImqWe4ye855iCX8YxHf2r1OuqqDPy8/gpujva82bs3n60/zt4LZmMqqqk3j3SP4Vp6AYs3HbOEBG46eY0QXzfmjOxqc9n/SRRW1NDc3+PvnoaNBxR7hRQB2OpS/UFEorvPJZMJ3vv5ACM6RTF7RFekYiFfPzuKOo0OrV6Pk1KORqRFqpPy3Z5zfNjjUXILqnnu4x2YTCAUCGgXHsgbP+yx5HkArNp9iTljOjMwsA2nLmViMmFVg+znQwm0DvNnxtCObDq6nw+fHMy7aw5yJe2uite3u88xa1gnHukRw7COkWQVVTC+RytW7o9n+c4zln7rjlymX+swurYM4lxyFoufGUZxRQ1GkwmTCbacvMaP+y7w5qTeVNfef+NJpdHh7KDA11XJ3Ms/0sE5jFDPIF75dhfdooNZMXcMX247xekbGQB0jmzKsyO6oNHpiWjpzpxLK6nRq4lxDuTliGHIhGKcxfaUl2g4ciKd8X1iWBQ2GWeFHXK9jITEfOb/tN+yfmw4doUgb1cWPDYAvcHA6ZuZVNbU8ehH69DpDbwwuht2Minl1XXoDUbk0vrCDFq9/r41xeQyCVFNvaip1dAuPAB3J3uLEmhUkDc/vjKe8upa9AYjLko73BztbLlu/8M88J6cFStWkJSURF5eHosXL8bJyYklS5YQGRmJj099pZD7UVNTY/EMubjcjRM1mUx8/vnnvPHGG4waNYqoqChWrVpFbW0tv/zyy31GtPFnUa3W8cG6w/WO38wsZNWBi7g4KJiZuhyVXMWxS7f4eOMJ1Do9JpNZDaxrVBAfbTjKoYRUtp++wbWMAlRqrdWu2L34uCrxdnVg4e1NrMjcz4spK3k9czUvpqzk+6xDfJ6xg0mDWgEwvFMkRoWeXzJP1hvnXHkqibXZ5JZWsuHYlXrtJ66lk5xWSjfP5tysymF+6jpeTvuR5SV7SMov5FJqLt4uSoZ2iADgekYBrUMblrUUi4T4uDrWq8Tcr3UYx6/eRiYR0cTTmZkLd/DSR3t5a/kBbmYWMaFnLJeS8iwGDkBSdiGhfu5WBs4dbuWVcvTKbRzlNgnp/xSTyURxRQ3OSpuymo2GEQmFOChklFXX/fPONnB2UFg9I00ms8rWk59uYNqnG9EbjEz9aB3TPt3Iy8t3IdfL+HrbafZfSEFbZ+K9NQctz7wuUUGcS8qyMnDu8MWvp9BqjMQE+9YrsgxwMSWHGxkFjO8RQ3JOkZWBc4evt5+moqaOucu24qJUcDu/lP0X6hfb3H/R7O3pGxfGk59u4MUVO3j5m5288u1OziRmkl9Wxdojl7GTSfB3d2rwe3FRKlBrdHy35xx2Uil1Bi37ii/j7Gv25By/msb55GyKyqst55y6kcHVtDx0Qh1vXltHjd6sXHalIpO3rqznlYSfefv6Bsqr6mjm4847Kw8yb/EBakuMqNUG3vnpQL31I72gjF+OJDC0YwSPdI/h880nLCF4R6/cZkBbc8FPrd6AUCCoV6ogPjmbri0bl28e2iGCj9YfZerH66mq1dQ739PZgfAmnkQ29cbXzdFm4DyALF26lKCgIORyOa1bt+bEicYLuP+nPDS/faVSiYuLCy4uLjg7OyMWi/H29v6Xxpg1axaDBw+mT58+LFiwwHI8PT2dgoIC+vXrZzkmk8no3r07p0+fZvr06Q2Op9Fo0Gju7qxUVVX9i5/KBkBNrYY6jY4Ppg1GKhFxISWH1NxihnWIRCoRIxIKUKsNPBbcAy+ZM9VuJj6dPhR7uZQVc0ejMxgxGoz4uDrSp3UoX/4mNLDm4EVeHd+TN1fusZIWlUvFvDS2BzqjkVJNdYNzSlcV4R+mJKqpNwM6hJFSl4ObTNlg/zJ9FfHxxY1+vl+PXWXmpI4cL7pbXTmhPJ0J4d1od6sJ/h7OJGYV0iWqKVtOXmPB4wNJLyiz2tkVCGDe+F78euKq1djdooPR6Q0Ultfw/hMD2X3uJgIBDG4fQc+YZsgkIjycHUjOKcJOJqH2t5ylUD9PTlxLb1TUYfe5RKb0aY3zA5JL8rDea9W1GtRavS0nx8Z9UdrJKK95MDw5D/q9pjXoeG18T6Z/vsnqGSkUCPhkxhAupeYQ6ufO+J6tcFDIqNPomNKnNU/0b8elWzlWz7w+caF8tOFoo9e6mJKD8j71wjYcvcIHTw7ipRUN534CnLqeTtvwAA5eSiXI21wDLSLQi3E9WmEnkyAASqtrSbiVR1Qfb16f0Jv1xy5TUVPHhJ6x+Lo7YTSa0BsM+LoreXNyH77ZdZYRnaKQSyUIhQLKqmrxdlWydPtpAHafTyQuKIizJakcKL9Mz7hgNh65xq5zifSJC+NW3l1P0tojl3nvqX7k1ZXXm3svjyj6ucTiKnBE4iGiVqPF182R23mliMXCBnNMAQ5cTGFk5yh6twrhs3vEAC7dymVCr1giA724kVnIz4cv8dr4nsxfvd8in12r0ZGWV8rEXrH8cjjBatzmTTyIDvbhx/1m8Z31xy4TEeiFWPTA79c/kFSp1JRV11Jdp0GpkOGqtMPxL67ntn79eubOncvSpUvp3LkzK1asYODAgdy8eZOAgIA//XoPvJHz6quvcuzYMa5cuUJUVBTdunVj3rx5dOvWDWdn5z88zrp167h06RLx8fH12goKzIUQvby8rI57eXmRmZnZ6JiLFi3inXfe+cNzsFGf3JJKftx/gW2nrqM3GhEIoGtUMM+P6sbzy7dTUGY2KgK9XHjvsf58u+4MOy6ad8IcFDIe79+WSlUdJ66l89r4nhhNJmp+c+mn5pbwy+EEPpk+lIRbuWQXVRLi50brUH++2HKS2SM73XduDg5SRo8O59FLXxBg784/okbz0c3t5NaVWfUzGQVUqRoPI6iu0yAV1L/V3J3tmDGkIzM+/5W4cD+eHtmevLJKziVl8umMoSRnF3MxJQd3J3s6RQSi0xsY0CYcRzsZAoGAoR0iqFKpScwu4pfXJ2E0GZFLxLRvEcjRK7d57fvdlh20ji0C+eDJwbz+wx5q6jQoZGJK7xMeo9bpMRrr12z4u3hY77U7XjcXW06OjfvgoJBR/oB4ch7Ue81gMlJQWoXeYGL90cu8OakPGQVlJGYV4e2mZGC7cGRKAWXVKqb0ac0XW09a7j8fVyUvjumBVGz9HJZJxPetbF+p0qBoIKTqDtV1GiQiEdX3yV+8M0alqg6TyUS/1mF0imjKl1tOWorA+rk78dKY7ly9nc83u88yb0Iv7OUyPlx/hLR8s7CNo52M50Z1pWmQIxN6xvLBusOU/pbH1cTDiZfG9rB4LSqrNch/KyBara/DTmH+DNW1aloEWBdXr67VNLjZ9XzwEAoSdby56qBFzCE2xI/ZwztzI6OAqnvq1fwerd6AwWikqLKmXtvbq/bx4tjujOkWzfmkbMoqa1nz2gSOXknjdl4psaG+RId5IxII6RIVxIGLKdRqtPSJC0OnN/DWyr2W+VZU16E3GGxGzr9BQVk1763Zz5nEu/lPHVsE8tbkvvXyfv9MFi9ezLRp03jyyScB+Pzzz9m3bx/Lli1j0aJFf/r1Hvi/jI8//pj09HTefvttVq9ezaeffsqwYcP+JQMnOzub5557jjVr1iCXN/6y8fscBJPJdN+8hHnz5lFZWWn5yc7O/sNzsgGlldV8v/c8m05ctaiFmUxw/FoaH284ypiud/OmMgvLmfH5Jvp3jLQcq6nT8OXWkxaJyjd+2IO7oz2t76linHArl2e/2srFlFwAQv08eOvHvSTnFOFkr0AkaPgWUIikqFDz/q1fqTVoSarK491rvzI7fEC9vnKp6L7Vkds3b0KqJtfqmJvUgYIiFU98sgGt3sDYgVE8dW0pHxduIj84h/VVxwlu6gzA7fxS5i7bxgsrdvDppmOotXoUUglKhRSpRIi3i5JHP1jLxIW/4OHswIlr6Ww8ftVKpedMYibLd55h+uAO5jHzSmkZ1LgnNCLQC+kD5OZ/WO+1wt9esh4Uj5iNBxOlQnbfTYf/Tx7Ue62gtIpatY73fznIryeu8cLy7eyJN3vHk7OK2HDsKlIkNPN25+3V+6zCevPLqnnt+11EB/tYvRAn5xQRG+LX6DXjQv1wd2o45Bmgbbg/YomANo2EGAO0a96EpOxCOkcG4e5kz6B2LXhnzX6LgQPmzb5Xv9tFkI8rZdW1iIRCXlyxw2LgAFTVavhiy0mMKhGvfLvTYuAAZBdX8sq3O3lqUHuEAgFxUT6kVJnD51orm3Hztjkcr01YE6QSsVXIW8fIQOzkEqTCu8/7dq4hVKaZ+GnvJSu1uoRbucxfvZ+4MD/ahje+6x7u74FMIsbJvn6Ybq1Gx3trDrL+6BXGdItmSMcIwvw9eXpwB96Y2pNrzsk8dvVLnrj6FemyHLpGB+Fsr+DTjcfMm3T3CC/0bR3WYF6PjftTpVLXM3DA/J7w3poD9zVg/xO0Wi0XL160ipoC6NevH6dPn/5LrvnAGzkJCQm88cYbnD9/nm7duuHt7c24ceNYtmwZiYmJf2iMixcvUlRUROvWrRGLxYjFYo4dO8YXX3yBWCy2eHDueHTuUFRUVM+7cy8ymQxHR0erHxt/HLXeQJCXC7OHdyY62Dq/6tKtXEL93LnXxqzV6Lh0K4fYED/EQiG94kKYO6EzOqGOJwa0o0at5UJKDlP7tam3s3MlLY9beSWo1Fryy6qZ2q8tuWWVDPduWJxgUtMubMs2e/08ZI5M9u/GZN8e2JvkhCrvGgcKkZQenlF0bRnU4GJoL5cyrmcrVqQfBCDWJYhZAQN5L2wiCdfzEAhgVLcoDlVcxmAyEqb0IcrJn0gnP4RyIyqNhvNJWRiMJgQCCG/iQVS4J4O6hpkVApft4OfDl5g6NI4PZg1AIIAtp67hIJcypls0L4zuxmP92uLl4sDNzEJCfN2xl0uoVKmp0+hoEVD/71soEDB3VFf8Gon9/jt4WO+1ovJqBHDfRFobNpR2Msrueen9O3lQ77VajQ6t3sCFlBzLsdTcEg5cSuFiag41KjVGHaw9fBmDsb5rQm8wsuXUNSb1irUc2376JrOHd2buqK7MHt7ZolIJEOLrhpO9HHuFrME8GJlExKg+kWTUFTG+ZyskYlG9PgGeztjLpej0Rjq0CKB1mD+bTlxt0HOi1Rs4fPkWS2YORygQ4HKPEqdCJmFEt0gWPNmflXvjGzxfozNw5mYGQzq0wN5NRF5dOS5Se2LtmhGfnIOdTMLwTpHklVTy+sTedGwRiEImZlTnlohNQiYHdrOMNci1NesPXq1/ESC7uIKaWg32cmm9dRvModVPDmqPXCahVq2lf5twq3ahQEC36CBenNQFO0eR2cCvUlFSqaJEXc3V8kweDerGrPD+6NHj6++Av78jEU09rYR5vF2UdGjx54c3/S9QVl1bz8C5w5nEzL9MBKWkpASDwdBg1NTv37//LB6crdpGiImJISYmhjlz5gBw5coVPv/8c+bMmYPRaMRgaFgi+F569+7NtWvXrI49/vjjNG/enFdffZXg4GC8vb05cOAAsbHmB6BWq+XYsWN8+OGHf/6HskFmcRlbTlznUMItJCIhfVuHMaVPa95Zvd+yU1NWXYudTGolmXnrNw/EU2PacLjiKpsrjiE3Shnp3ZaFM/tzIj4DnUHPJ08PZfXBC1xKzUUuFTOwbXN6tgrh622neGVydwQeWs6qbzA6oD1+CjfW556kSFOFn8KVCU07U6mr5URxElP8uxNs8GPLvhvkleYQ6l/IrL5D2C2/gIo6ngnpR4VOxcGSqyx9bhQ/7DnPwUupGI0mukQ1ZdbwzqQb8/FSODK7ySCu3yxhy+5UNptS6RkTwprXJqIT6Fmev4dP46ZwuTyDbTkXAOjtXcfcKZ1odc6XvWeTmTuxM5c0t9heeoKd6QIG+cax5eMpXC3K5teC0+wuqeF1xVg6RwYxrGMkm09e4+S1dLxclDwztBO5JZUUlFfx2YxhLN91lpTsYj54chDrj15m2+kbqNRaooN8mDOyCwGezn/Hn8V/HQXl1TgrFbZwChv3xdHOJjxwP3RGPTW/FWz8PU29XHj5kR4cSrjF8SvpJGXXFxG4Q1JWEa+M64laq+dCSg5zR3flcMItjly5jUQkpE9cGFP7teZCcg4dIgJRqbWUVtXy+sTe7D6fxIGLyWj1BtqFBzBpSAw/FB6ktbIZpZfh62dH8t3uc5xPzkYmETGkQyR9YkM4ejWNz54ZxpItJ+nfOsyqrlq9+WUXoZBKOJOYyaTesegNJk7dTGPisBi2FZ+jSORKam7j+Z+peaU8N64Tz99cSW+vlgx3a8+H3x+nW8sgZgzpxKVbOWw4dgWTyUTPViG8/EgPyjUqjlbcoKmDO29GjuL7tMNITeaNsMYoqlCRlF3MrGGdOX0zg03Hr1Kj1hLV1JvpgzvgoJCRV1JFam4xL43tTvMmnqw+eAGFVML86b05VZPIZznbmRkwkBMHM9l1JhGDwcgLE7rwSsRwfso4Tn5dOaFKH5opvclxycWjA3zRbyiL15wiKtCbJwe2x9v1wTDAHzbuF14J5iiZv5J/NWrqP+GBN3LA7M05evQoR48e5cSJE1RVVdGqVSt69uz5h85XKpVERUVZHbO3t8fNzc1yfO7cuSxcuJDQ0FBCQ0NZuHAhdnZ2TJw48U//PP/rZBaX8dQnv1q567/dfY7mTTx5dXwv3vpxLwBO9grUWp3VuU29XOjfOZQ517+jUnf3peDTlJ1EOwUyvVd/jGohdRodk3vHMalXHHKpGH9PJ3JqSxk1NpRtxadIScsH4FDxVb5r8wwBJi/0JgMezg4sy9zDxfJ0eru3RJLrwFtbD1iuU1BezcnrGXz49CBahnlxqOg6nyeZi3buz7/KrO4DmTqwNVKhmOzCCt79aT9vPtGbxRGPM/er7aQX3M3nWX3wIgcupbJw2kCmNevFwhtbyK69uwD+mHaUgwVXmdd6JN3aB/LK5TVWyaHLbx1gT/5lngntS2KVORxOIhfSs1UILyzfbkkKLSiv5kpaHlP7tiHAw5nnl29j2XNj8HZ34IvUPQzqGsvYbjGYTCZMQhM/FRxhkrAr7tytN2Hj36OgvBrX+xShs2EDzOFqlSo1RqMJ4T+Rkf9fRCwQ4enigLTG2lsiFYt4+ZGevP7DbipVaj6bMQx/Dyer5+y9+Hs48evxq1TVqlk4bRCzv9xMceXddei7PecI9/dgzsguPPf1NvRGI0tfGkG5qYJRfVswtk8U5boaEmrSeSdjLZW6OiY07YykmwQHhZg3J/elTqdBhwETRmQCKWF+7kz9aB1avYEgb1d83RzJL2tYzMHPzYnMonJuZhZyM7OQyX3imDw6mhevrkJvMhAo88DXzdFqzvcS7O2CSG7i5YihVGvqUBnqmDW1LV4KJ95fdZAbmYWWvqsPXOTAxRTen9mfb1MO8lHoVL7bdIFJnfvgr3BDLhU3WFgTwM3JDo1AyzNLNtG/TRifzxyOnVyKVqdn+5mbHEq4xcuPdCfA0wU3R3um9GnNgLbhaMQapl/4llJNNQvCJ/LZj6e4nWf+XQ1oH8ZNUyY/JtwtdlqoruRUcTJvtRzFhswzHCy+xnfPTcdb5oJM+lC8vj6Q3E9MA6inWPdn4e7ujkgk+pejpv4THvi/EhcXF2pqaoiJiaFHjx489dRTdOvW7U93ob/yyivU1dUxc+ZMysvLad++Pfv377fVyPmTqVLXseHYFSsD5w5J2UWo1FqaeDghFokoLK+2CjsQCQUMbB/O2rzjVgYOmAtfakw6jAod/1h+xGoReGNCb+ocVKzMOUKxuooy7d1Y7UpdHd/fPoz9bXeupObj6WpPbLdmXCxPZ6Bba176cU+9eZpM8NHaY3z/8li+TDYbZJ4yR1xkDizL2EelrhYvuRPTnQahN5hITS9FIBAgk4hxtJNRdU+tg/yyKpKzi5BK9NiJZSjFcqr1d3fQcmrLKKir4FJdWoPqN5mqYrJqS2ju6EtSVR56g4Gl2081qHqz5tBF+rUJo6pWy+Jfj/P64z3YlX+JXfmXaOfaDCepHZfK0inV1lCirWZhzHgcJDbp4/+E/NIqq7ATGzYaQmknx2A0Ul2nsYU2NoDRZEKr1ZNbUkmwj5slV6Vv6zDO3Mwg0MsFIdDU35lRvSI5cS29wXHG92rF11tP4+5kx65zNxs0FpJziimqqGFsjxh2n01k46Fr+HQU8vat9fX6OkkUIDDx0s1VyIQSvo5+Er3AwNbCc7hKlfRzasVHG45Y6pjtiU/i+dHduJhqDrkL9HJBJhGTVVSORqenT1woy3ecoWvLIIorVPh4O7Dk9m70pt/OL0lgRt/BXFmRX28uQoGAIZ0jWHhzExmqYmoN5giIUKU3/XQdrAycO+SXVXP+Sg5vR48hNbmcsupaPlh1jD5xoQztEGEpiH0vkU298HFzRKg00KqZL/HJOeyJT7bqM7l3HEcu3+L50eYQOKFQgKuTHctTTlKqqaaZgxeFOXUWAwdgYNcwXrm1qt71TJhYlnKA6aF9WHB9M79knuSFFkPq9bPxx3FV2tGxRSBnEusLa3VsEfiXbcxJpVJat27NgQMHGDlypOX4gQMHGD58+F9yzQfeyPnpp5/+EqPm6NGjVv8XCATMnz+f+fPn/6nXsXGX0qoqqjU6jly63Wifk9fT6RsXRq/YEF5cfrewpoNcyhuP9kItU3O89G4ulq/ChWeaDKCu3ER2YQVleTrendqfhWsPk1tSyazhnYhp5ktqURHtKqIJ8HZG4SxkafYei9FwsiyJJZ2fwF4qJcDDhRYe7lSZVFRXaS2ylr+npEpFpUrN880H42F0pqRITWFpNUF+rggdjOgx4GlwZHiXSJqHuXOtLJvOwzwJUrREXyng87WnqKipo2WQN5ERHiTX5dLRPZRmDt5ojDq+TN5jMeTUBi3HChvPPztZlEScazBJVXnUanTklzUsi20wmkjOLsbZXs7F1ByqajVMbdKdvi6xXEsroLy0jpEhXRDZmXgl8Seq9WqbkfMfUlBWTUTgX7NDZeO/B6XCrIRVWqWyGTkNoNHqqNXo+HjDUZbNGc2r3+3Cy8WBSb3iSMwuxEWpICbUh1qjhnOaJJ4d24kVW85ZjAu5RMzsRzpRKCxj9oguyCViXli+vdHrHbiYwpjuLenTOgS9wUi5RkWJRxWHi69b+njKHHm/5QTUdXpaKP1IrM7FYDChxJ7mpaFo9QZMCiG/zJtkLvK58TgllSqSs4t494l+OLvJSNMUoDKoaW7fGj+FG+paPYPaN8dghOhgbxRSCQZVa5bX7kdr1FOkrsTOWcjsEZ1ZvuOMZX2yk0n4x6N9KRVW0N49lCnB3ShWV/N1yj7ilM04cTCj0c+6/0IqC9r0I6dpMtPCowmUerJ0/Vn6xIZSXKni6BXzet0+oglThsRSJq7keNU1Ihyb8MyY9uTlqZBJxSzbcZrMwnIGtm1O39ZhiIRCvF3uvrdVaFXsLzAbTbGOwZw8fPcF214updxUYynu/XuKNVU4iM33xcGCa0wL6YWn6MHJGX3YcLSX89bkvry35oCVodOxRSD/mNL3L5WRfuGFF5gyZQpt2rShY8eOfPPNN2RlZTFjxoy/5HoPvJEzZMhdiz0nJweBQICfX+NqKDYeTIorq7mWXoTSXnrf/ASJWEjbtj6IHAwsnTuK23mlGAwmhAIBtTo1QpMQscAcsuAhc+TVgFG8veIQJffsyLkq7fhy9ggc5DKq6zTMWGJdT8HdyZ53po9iQcZGijVViAUiUnNL+GGvWWjA29WB5S+MIr+4vvzlvdSa6gjQ+/DK0t1WMaz+7k78Y0pflu84zeQxMTx1YTkqw932AHt3Fswczg9bLzJxZBQzL39LneFu3lGwgyfvRD/CvMtrLcfFwsa/M7FQhPG3xUH4T+JahQIBBpP5+3SSyglVN2Xy+2st6nYArYJ9Wf7o0wiwhc38JxiNJgoraugSFfR3T8XGA47SzvxSUV5jy8tpCJVah0gooLSqlhW7zvL2lL6UVKp49KO1lhd9LxcHPnthCFsKztHJNZwPX+iPqlqHAAFypYitRWdppW3KpYvFeLso77sOiUUijl1JZ9vpG7SPCOCNib1pYnLk8ZCe3CotRCGQUlNu4O0vD1FSWct70/tR4FHCucs5fLPznNVYwzpGMLlPa957fADzvt9NbnkFQbH2vJyy1vJS/0xgf87G57HxiLXnZFyPVoT5u/N22DjeTPqFGYH9OHMul+oaLZ88PZSqWjVikRBvVyXZgkLevPqr5dxo5wDei3mE+MJ0xKL6ogh3P6uQ48U3+S7bLI4jFYpZNHYiv2y8RkQTb0Z2jsLeTkK1XTUvXf3R4lUCiHRswlS33rz/w1EWzxiKWqvn5PV0fjpwkVfG9bQKvRQKBJa124jRak0zmkyIG1E6vfd8MK93tpXpP8fbVcmiaYMoq66lps5cVPX/o07OuHHjKC0t5d133yU/P5+oqCh2795NYGDgX3K9Bz4b1mg08u677+Lk5ERgYCABAQE4Ozvz3nvvPVB1PGzcn5o6La99u4tjl28zqGPzRvv1bB/E/JQNvHDpJ67n5fH2qv28vWofr363i3dWHoJaMQM8YwCY7NudxWtOWRk4YBYsmPf9bjR6Pa//sLueUkhJpYrFa04xydfsSu/j0ZLjFzIs7QVlNcz7Zi9ezkoUsoblKZt4OGEnlfPGN3vrJenllFTyza6zzBnThQW3NloZOABZqhLWFR9n1rgOvHdro5WBA5BWU8Tm7PMM9osDwEEip69PNI3RyyuKU8XmcIE8QynBPm4N9pNJRDjay6mu1dAtOhijXsAbP+yxMnAALqflsfX4TewFNi/Of0J5TS06vQFXR1tOjo37o7Qzx8BX2MQH6lGlUrMnPgmJSEREoBenrqcjl0p47bvdVp72wvIapAYJnVzDOFGayMvJq1hUsJGFBRt4NXk1Z8pTiHMMZvOJa5aIgcbo2aoZp29kAHDuZha7zieSpy7nqzVn+eDLU7z2yQHmf3uQrKJKajU65n93kDj7ZvUMHIDtZ25yI6MALxcHIpt6M6J3BIuSN1sMHA+ZI+5q13oGDsD6o5eRScSkJ1fSx6sl7mpXNh29zv4LKcxdto1F6w7zzk/7eeKTDYhrZLhI7yp8Xq3I4nzpbXQCHb07NF7ioF+HEE5W3rT8X2vUM+/qLzw2rDUr98Xz08GLyB2FzLu61srAAbhRlc1p9U1ahfrw+g97yCws56eDFzmYkMqRK7cw3RM27SK1Z0QTs5rp2fIUenW8O6c6jQ6FXo5M2PB6G2DvTpHanMc0zK8NLlJbvuifgaO9nKberkQF+dDU2/UvN3DuMHPmTDIyMtBoNFy8eJFu3br985P+TR54I+eNN97gq6++4oMPPiAhIYFLly6xcOFCvvzyS956662/e3o2/gC1GjVGmYHv5o9iSM/mDO0YQbi/R71+XaKbUqNQUaqpplhThb2zCJ3OYAk5ANh+6ib93ePwt3PFV+TG7UaUarKKKtDo9GQVVTTYfjuvFD+RO/52rowObE+wv4vlRQMgMasIg9HIC6O7WWSs3Z3smTGkI59OH8r70wZSU61ttIDfhZQcpGIxVbqG25Or86gWqVDpG1YxOVmUxCDfVvT0MtcF8pQ7EenUpF6/Ni7BtHFqxtsh4/ig2RS8ZS68OKEr8t8lZQoEMGdkVzaduIqLUsFr43tx6kZGg1KrAFtPX6eiyvbC9Z9wp5Ctq9JmLNq4PwqZBKFAQHnNg1Er50GivKaO5gGeXEzN4Y2JvQn1dyc+OduyOdMtOphF0wbx4ZODKa9SMyd0MJ4yc5iUxqhDYzSL1zzWtAfH4zPQG41cupVLi0AvQv3c612vU0Qgaq2e4koVcqmYsb1a0iLMHT8HVwZ0DSUi0LPexlB1rYbMggqrNeRetp66gUwsZnLvOBJq0jBy97nb270lu44lNfr595xPoqZax3D39uz8Xb86jQ6Nzrw+7j6ewuQm3ZjfcgyLWk3go9hJyARi2ro3w85DSPvm9eWWIwK96BgVQIXW+u9Oa9RTQCn+7k48M7Qj8aVp9QycO+wtSmBglzBySyqtyiisPnDRqpaPUCBkgE8rmjl4kVdXjtBZT7sWd9e0jfuv81zQ4HoRBDKhhNlh/VmfeZomdm6MCehArV5LlqqE9JoiitUNizjYsAEPQbjaqlWr+O677xg2bJjlWExMDH5+fsycOZP333//b5ydjX9GXnU5u/MT+DnrBCq9BrFARH/vGD6eM4griQXsOpuIRCSkd8cQ6hxULEnfZTm3xqBBJhWjv0dCuriyhh3HkpgVMwS5SXrfa6s1uvu2y5EyO2wAsy5+TzNPLz6Y05/3VhyhoNz8clpTq6GpvzPfvDKa89ezaB0SwFfbTrF85xmcHRTMHt75vuOrtNpG2+zEMko0DefOABgxUa5VMT6wEwml6YRJ/XmzxShSVPnsyU9AiIAezi0xVoiZOn8DnVsGMahtCz5adYS5o7rw3Qtj2RufQnJOEX5ujgxo15yrt/Po0CKQeRN64ensQFF54+F4KrW20fhoG3+MOwpKNnU1G/8MoUBgrpVj8+TUQ6PTI5OK+WjDUTbPn8qiJwaz8cQVAF4b34v80ioW/HwQlVqLRCxiSPsWLBs4neOVNzhdkoyjxI5eTtF4SZx5YvdGy7jv/LSf18b3oqKmjhPX0pCIRPSKDUGj0/PJxmMo7WS8P7Mf2yvO8eqtoxhSjThL7Jk4oCtxEb6s2HLeap5l1XXYy6RU19bfuCqrrkVvNOLjquSCyjrywF6ooKy6cVnpsuo6wvxFOIvt7/v3UVZdR4i9N+8kbaRMW4MQAZ09whnepA2F4iomj4pmTFk0W09cx2g00a1tUxw8hXyavp3XIofz/e0jXKu4WzulXFfDK+N64mgnp7Sk8bVKbdDh6+FIiwAvBAIBIqEAg9FEWXVtPXVUL4UTS9o8RkJZBnvzLjN+eHse6RHD1hM3MBiMBAm9+anjbDbnnCNLVUKkUxM6e4RzoOAajzfrQQe3UFQGDfOvbuBiuVlcwlfhwisRw2jl0hQ78V+jCmbj4eWBN3LKyspo3rx+eFPz5s0pK2tYJtLGg0FlrYptuRdYmXFXElJvMrAr/xJFmkpeDR9BoiKNOoOWFeW7KC6y3pFxEyutauQARAf5cOBiChuOXWHpnFGIRcIGxQFEQgEuSjvLA/f3iEVCTBIDr13+BYAybQ2ZtcW8MHk4r3y5F6lYhKubgk9St3Oh/DZft3qaOYt3WELTqlRqPJ0bd5k7yKU4yBo3wjRGLcFKz0bbXaUOVOnqmHd5LV9FP8mcj3ZQU6flsX5tGBXahRPX0vn2+mXLi/T+CykUltUwrkcrXvl2Ny8/0gOdXk+onztju0Xj7eJIVKA3CpnEokffrnkTfj58qcHrh/q5I5c88I+HB5rckioUUjH28vsb4zZsgFnW1ZaTUx+lQoZIKKCZrxv5ZdWk5ZXSLrwJBWXVZBaWs/ZIgqWvTm9gy6nrFFXUMLFXLEqccZfb89pXe5jQsxUtg3y4kpYHmL0vb/ywhyBvV3rENKNLVFPmfb+Hogrz5s/sRzqyLH8PqTV3lcwqdCqWZuxldtOBxIb4knArz9IW6uveoGooQHSwj3mtkmlpIw9mW268pe22Op/oUO9G6+dEB/ug0ekpKqkhLsSv0eiFNs39WJ972qIeasTEieIkcmrLmBLUFXe5Iy5NxPh2FWASCNhQcYTsVPNYryb8wsdxk3n+4irL5lYLpT8LVh1hVJcoopsHsC6vwcvS1N6Dy8l5zB7eCRcHO7xdHcktqSQ6yIek7CLcnRysIgs85U70942hm1cLhAiQBUro1LwpAHKpOVztJeVQtEY9MpEEg9FIuKMvCrGU/Lpypp/71kohNa+unOcvrubb9k8T7fLX5HXYeHh54MPVYmJi+Oqrr+od/+qrr4iObjxPwcbfT6WhjrXZJxtsiy+7jcqgxk4oZ0fBBYo11gZOL48o4q/mWh1zd7Qn2MeN5BxzMbS98UmM7Gxd/+gOI7pEYSf/P/bOMzyqcmvD9/SWTHovpCcESKH33nsVAVGxi3rsvWHvihW7oIKA9N57b0kIBNJ7b5NkZjJ9vh+DAzGJx3O+4zkqua/LS7L7nmT2u9e71noeMdMGdmtz/bTBXdhZl9JiWZWxEbPCyL0T+/HabeOwiqwcr8uii1sIR9IKWvTe2Ox2zueVM7hb27XOt4zpRaVGS2+PqDbXzwrtT7m+nmSPtpvS54cPYmPJGUw2C9urzjE8ORKAxMhAXvh2N+sPXWzltZCWV0awtxsSsYjvd58hOtiHFftS2JeSg8nqKPuzXlNmERHgRbi/Z5vn/8fUgR1Ga/9Pymod5Rt/lMlZB38vXBRS6v8gp/G/Mt5uKgoq63n8hqH4uKno3yWMEB93JvbpTE2DltvG9mLGwG64X9NPcPRiATabHU+lCq3OhJtKzvqjF5g/sju//jo26AwIBeClVtEvvhNCgQClTIK7j7RFgHMtK8oOM3V4vPPnPnGheLgq2uzhlElEzBqcgEQs5OELS0EAQYqrz93DNZcY2S+qzX1VcimDu4XTL74Tb67cz9DE9rcb2TuKlPo8ANwlKqYF9OGW4KEEK7xwlcgp0deyueQM68tPsaHsVAtPNqPNzKHKDAb6xAIQpw6ivFhPaU0DP+1PJUThTaSqbZXIW4KGsXpXOqcuF5FXUcu0AV0RCQXMGZbM26sOUNtO4KcQSZGJHPcil0qcAQ44xAWUYhkigRCpSIxC7JgoOluX1yLA+QU7dj7J3EmDqeP700FL/vRBzttvv823335LfHw8t99+O3fccQfx8fEsXbqUd9999399eR20Q3FVPTV6LQZr+yVjxfpaRvsk8EjsBDyvNBKqRDJuCR/C3RGjOHPREeQIBQIGdAljyYMzOJFR6FRluZBfwdQBXVk4qb9TdtVVKeP2sb3pHRvKxqMZzB6SyB3jejtrpd1Ucu6Y3IvoZDVbK69mMSQCEc9EzcBULeLk5SK+23maAycLeLfzrXR1DSEjt7WL9tJdpxnfO47ZQxNRXhl4vNUqnr5xOBH+nuQW1/Jw1ERmBPZFfuVh7iNT82DsOEw2C69f3MDcsAHMCOnjbLj0lbvxaOeJ1Jt0pNYXOO6zqZjp4+JZ+swsXBSy33QjLq1pwMtVSWW9FleFjPunDCDQ242nvt7Cwo/W8eXWE5RUN2Cz2QnyduODe6cwtmesU2ko1Ned9++ZTOfQDtnj/y+lNQ14uqr++YYddIDDgO/XIikdgEQswlOtwNNVyeYTGTz9zTbWHTmPn6craqWcYxcLqdJoefLG4dwyuqdzv5pGHeuOnEcpl7Jo/mgSwgPYeSaT128b7xRnuWdiX56ZM5zLxTU89fU23FRyvn50Fv27hFHY3PqZ/wt1Ji0KlRi5VMyNw5JYMKYXX287yYcLp7TofUkID+CLh2aikks5k1vMwk5j+Sn/KE92mcwwvy6IBEKsdhsba0/wxSMzSI66qhzbPTqId+6aiM1uJ9jbjYn94vl+12nevH08SZGBLbZ7965JHDybz2uR83kuegaP+E6j7IiNo5uq8czzx9vqSYDCnUuN7aRjgIsNJUS4+DE5qAcvd7uB89mOAK+mQceKHWm8mTCPMX6JToW0EKUXz0fP5OypKgoq60nPryCjoJKYYB/euH0C646kU9OoQ/MfzE6eqM5ud92lxhIMtt8uUe/g+uNPX48yZMgQsrKy+PTTT7l8+TJ2u53p06dz1113sWjRIgYNGvS/vsQOfkVxdT3/+GwjD83vjwABdtpubveWu+IiktNH0ZmEruFUN2lRiqXU1Rh46MctvHfPJAqrHF4257JLeWjJBhbdPJrZw5IoqKijvK6RZ77dToCnKx/cOxmDyUJdo55tpy/zzQ5HvfTaw+l8cM8kwv298HBV4O2m4puK3SzNTW9xLQ+FT2Tn9nxOZhQ7l2UUVhLgqeadf4yj1qO18o3FauOZb7czZ3gyH98/jdpGPTqDkc0nMpg9JInNxzPYcvISL948kiRRFFKZiHA/D16/uIFUTQEAT6Wu4PHOk3in+03oLEYazXo2lpwho6HEeR4fmSvbK1NQC5T0k8W3W4IHjv4PbbMRuUSMj5uKE5cK+WTjUef6y8VVrDyQxrLHZ+OpVrLmUBq9YkO4eXRPrFYbJouVnw+mEu7v2aEK9v+ktLaRqMC2le466ODXuCplFFZq/teX8aejtlGLQiLl1ndWoW024u/hSmJkEDe/+RMGswWAy8Vw+EI+C8b0YnK/eDYdz8BVIeNIegGZxdXMHprE/JE9nJNRz84ZgUImYdfZTB77covzXJeLq1hz6DzfPX4jpaIqKG7zkpAIRIT5ePLxfdNYdTCV+z9ej8Vm48SlQmYOSeSh6YMor2tCo9UjEgh5aMkmSmsaiA32YfrIfkiMUu6PGsvdEaMwmM3U1xsoqKzj8fmDEFlFiBAhEgkQIEAoEqDTm0jLLeOO8X0RCuCJWUOx2GxUabRkFFXyzHfbqG9qRrRTwJt3TODbHae4VFTlvKetRy/z2cPTiXLxI0/b2hQUwE/uxpiARDaUnOamYx/zcK9JlFQGcyazhM3HM4gM8CLUGsrLYYkgsFNb18wPKy44y+y83VWYrFZc5FLeWrWf0poGABr1Birrm/Dz+P8bq4eo2n+eesvUiP6JDHUH1x9/+iAHIDAwsJXAQFpaGsuWLePbb7/9H11VB21hMpnYey4Hg8lMakY5ffyiOFHXevbFV6ZGZpEy/vlvWixffO8U3lt9kEBvN4QiAY9fMwAJBOChUvDDnjNsOHrRuby2UU+VRsdTX2/l19Q06lh5IA07dradusz790wmShHAXq4GOV4yVxR6ZYsABxx9PTa7jf2ncpkwII7Nx1obctrsdjr5erDo+50UVzc4l1drtMwb0Z03V+7nUFo+qbllXCqq4vunbyTONZCS5lpqjE1Y7TaWZO/m8fjJPJe2ss3PdFxQMp9l7sKOnTHdkhiSGMG+lFwkYhFerkqamo3oDCY8XBUIhAK0BhMzBydgttpYf/RCq+Npm428v+YQj80awo97HdkstVKGQiahtsHRIGu02Hj55jGoFB39JP8Odrud8tpG+rahaNRBB23hqpCh6VBXa0WDzsCSzcfwdJUT7O3G9IFd+WLLCWeAcy3Ldp3hw/umcDrTYXbs7aaiXtvM4nWHAZg5OIHRPWK498O1fP3IDSzddabVMfRGM2+t3MezdwxDJZa1qYA5yi8BQ5OVOz/4ucVyjc7A19tOkpJdyoD4MEL93Hlu6Q7nC39WaTVfrz/NovmjueGt5bxz1yQe/GwDMrEYD1clz901hOeyfyJU6UWFUcOdwaMJMHtz5EI+QV6uGM0W7v9kPe/cNZEXlu2k+VfiOlabnbdW7uf+qQNY9P0u4Ep/qELGR2sO89D8AU5DTgCZUIy7VEWTuZkxAYncefILmiwGAD4p2Mazo2/gTKZjwm3l/lSemD2MRz5s20R1dPcYcstq+WTjUef9do8O4lxOKXnldcwdnvz/Lt0dE5DEd7kHsGFHKZLiIlGgMekw2SzcEjEEb9n/P5Dq4O/FXyLI6eCvQVNzM3WNBqcTdbi/J6P9oqk1NZGtrXBu5yV14Z3E+Sz+/phzmVgo5KEZg3FVSvnHtEEIBAIMZjN3T+jLN9tPgQCemTMCG7AvJefqsdRKXrp5DPtTc2iPfWk5PDNnBNtOXeZQeh7j+8cw3Ker0726h0cEB08VtLiWBWN70TXMn6IqDW4qOR4KJa/cMZqXvt3TQj50xsBu6I2mFgEOQHF1A95ujhK8fSk5TBvQlYenD0ZgE9DNGE2YMgS/cBV76lPZWnmOfG0V90SN4sucPU55USECHowbh5/Ng7s8xlHf1ExTk5G7JvdleFIUcqmUspoGPNVKxCIRHi5y3ly5nx7RwYzqHsPJy4W0x7FLBWj0fUgID2D+qB7omk00NRsJ9XXnQkEFS3eeobHZ0BHk/JvUNOowWax4uXWUq3Xw+3BRyNDoDNhs9hYmitcrRqMZrcGERCnkjtk9EIoENNuMyJsVXP6p7VIym91OeW0TH98/lcq6JuYOT8bXwxW9wcShC7kMHxiG1C5g0fzRXCysaPMYAOdyShEYhCxOvpVHUpY5X/wBktw7cXvkcNIz2r4GmUREv/hO9OocQl55LQ/NGITFaqOgsp7YYB/qGvXUa5t5844JGM0WXr5lDDKJhOoGLRKjjM8730NuWS2+vi64u8rR6Uz07xJOk95AfZOej+6bgkwiaRXg/EJNow4XuZSIAC/uGNcb2xWls2Afd1xRsiBiKOuKTnJn6Gi87e6UVTcS7u+FzCZELVE671VnMSJU2BEIQICA8X3iCPBy5eZRPflhzxl+scARCQXcM7Ef1Q06ArzUnMtxlJmH+3ty25jePP3tNnzdXRjXO+7/rTTpp3BjcY9b0TQaQC+kpkFPYIAasRLivQMorWkgu7QGi9VGbLAPnmplh/DLdU5HkNPBf4QGrYHc8loe/nxTCwnN4UmRPDd1FmX6ekoMtQQpPYj1DKC4uJH5I3sysGsEUrGI3nGhNOqaue/j9eiveXiP6B7F0idupLZRx9rDLUvM3F0UvHzLGPal5rSpsPYLdrvdqbxvt9uxGmGgIIEJcT0paK4i2i2AdTiyNAIBLLp5NHtSsvlq21VjN6VMwtt3T2DNovmk51eg0RpIjgxi84kM5yxhGyd2/A/oFx/GkQv5fLbpmDNIEgoE3DGhN58n9aKuQU9mfg3LBz3A6bo87NiJdQ3EXC/gkU+2otFdHWR7xYZw25hePPDpBud9e6mVvHfPJF69fQwWk51GvQEX+W/LaUqEQuYMT2bR97taqNgNTojgpVtG/+a+Hfw2ZTUOUQjvjiCng9+Jq0KGzWanqdno7DG8XtEZTBRU1OLmLWXx5a3MCuvLm+c3UtZcz5tR839zX4EA8itqEQiEfLThCBarjRAfN964exzP5vyITCjluegZXLjUfm8jQJVGxwdrDvHh7bdTbqqnXKchRO5NSXETNy1axaMzhjCuVxzbT1/1rhELhby2YByrD6a1KBNWK2W8dccEPtpwxFlGJhWLeHH+KC4XV7N879X+0EAvNc/OHcHTX2/j9nG90WgNfLn1BLYr44lYKOSRmUOYOTiBNYdal1EDiEUiHpw2kEU/7Grh5ZYcHcQL80cy3r0HT3213SniA+Dr7sILd07j7eJ1lDU7ysRdlDIenTmUUF93dp3NIrWwhKkD4xnbM5acshoEAoeAjRABFruNosp6/jF1IIHebmj1Rp5buoMmvREfNxfaqVr/l1CIpHibPHjhq3UtTMC7hvnz7NwR3Pn+z2ivjGVCgSP4mjUkATdVh1fZ9UpHAWMH/xHqtXoe+HRDK4+Afam5bNiXwd59BaxZkY29Vsr6vRnc//EGHvpsIyv3p5KWW4pMIuKuxWtbBDgAe8/lsDclm+X7UjiUnseJS4UMTXQojc0f2YPPNh1j19ks+sa3Lx05LDGK4xmOrMbgbhFcLKrkha928+g721m1PJMPvj3GwG4OlbPesaHklNVyIC23xTH0RjOPfLYZs9nOkfP5rNibciXwanuQCfZ2o+aKEdrYnrGU1zU6BtxrskA2u50vt5yksrSZt5Yd4pstZxBYhByrzmRFwRE0jc08sWRbiwAH4HRmMdtPX2Z0j6uO3bWNeh79fDNikZD31h6kqKqevp3b/0x6x4biqpLz4rKdrWS6D53PI6e0BpeOGbB/m+JqDQA+HUFOB78TlyviKB0Ka1BV34SHu4LPcnbR2yeKxZe3OV+8iy01bZpJgyPA8fNwxWi2ci67hJHdox37VDfw0nd7mOk3gDxdJXemfU58ZPsS/smRgZzOLMZgtnIpq4bXPzrMzyuyePr9XXzw0xGa9EZe+nEXY3vFIhGLnPsN7x7F0YsFnMpsWfrcqDfy+JdbuH1sb+cyk8XKc0t30Ds2xCn8AlBW28g7qw9w3+QBKGVSPt9y3BngAFhsNt5evZ9+nTs5e4yuxUutxMdNxYvLdrYyq07JLuXrLac4mJrfIsABqNJoee2bAywIGgE4RICaG238uOcs//h0A1tPZtCtUwCPLtnMw59vZO2RdJIiA1HJpTy3dDvn88p546d9rD2Szks/7OLVFXucogNT+nfB3eX/H2hU1Tdx38ctAxyACwUVLNlynIn9rire2ex2Ptt8jMvF7QtIdPD350+byZk+ffpvrtdoNP+dC+ngd3GxoKLd9PmWk5d4ft5ISmsbCPfzZG+Ko0fHZrfTpDcwf1RPDCYzMrEIs6W1q/L6I+k8NGMwmUVV9IkPJTE8kCEJkfh7uLLhaDpNeiOV9U0M6hrO4Qv5Lfb1dFVyy+ierDl0ntE9Yujk58HrP+0FHINFWW0j/Tp3IjLAi96xoYzrHccHaw+1eR8mi5UjF/K4e2Jfbn5rJZuOZ3DXhL58tulYi+3EQiH3TxnAF1tPEOLjzvg+cXy0/mibxwTYeOwCY3rGolCIqWxu4I7IEXybtxdrg6hNYzmAHaczeeXWsWw7dXUWsbZRT3W9HrvdzvpjF4gN8XU24V6LSi5lwZhepFwpK5jYP45BPcIQCKGyRseaPRdYc/g8UwZ0xVV5fc8o/7sUV2vwcFEg6/Aa6uB3olY4gpy6Jj1h7Ui7Xy9kFFXRubMn+ysvMi4wiTzt1RfVtRXHeWb2DTz80SaM5pbjxfyRPdiXmkN5bSPRQd4MTYxix+lMALJLa0hWjmJJwt2YLVYEIrhpRHdnX+IvKGQSbhvXm0Xf7+KGIYmsO5xOg85Aw68mm+x2h1T1yOQotl85x/DEKGcvzK/RGkzUNumZ0r8LveNCEQuFNOoNaJtNrH5+PmaLFaFQgNZkpM6oJdzLm9eW7Wv3M9p1NpNhiVFsPXW1V1QoEPDE7GFUNmhbTY79ws6zmQxNimxzXXldIy4WJRKBiIVhY/lpe6rTHPvW8T0Ri4U06IzUNemRisUUVTUQ6KXm6TkjsNvtRAZ5k5ZbRoCnmrun9SYhyh+VSopYJKS0uRaRXYTIIkYplToVT/8VyuuaqG5oW5L6SHo+790zCZ3JyMDunRAIoaJay+bjGcR38sdV0WEU+r/m0KFDvPPOO5w9e5by8nLWr1/P1KlT/9Bz/mlHYDc3t3+6/uabb/4vXU0H7VFWq6GyXktJTUO72zQbzQR5u/H0nBF8tvko3aOCyS+vo1dsCFP7d+XLbSeYMTqetx4ayxtfH2x1LI3OgKdayTePz+Lr7ad4Y8U+LFYb0UHe3Dd5ALvPZfPJhqM8eeMwBnQNZ8fpy+gMJoYmRpIYEchTX28lNsSHBWN6UVnXSO2VDItQIOC5eSMprtbw8JKN3D9lIBEBXq0Gs2spr2viTFYxy56cw9rD5xEK4IN7JrP+6AXKahvoHOrHxL7x7D6bxdh+McTEeLCrJpUqTfuO0VUaLQ9MHYhIJGTxz4cY1COMmTH9uJzevtmtqY1gEKCwvpabZnelNEfP6cxiwv29WDR/NFtPXUKjbSYpMvDKwH8ZH3cX3n1oPLsaz7GoeAVmu5VwlS933TKco4dLWnjqdPCvUVSl6cjidPAv4czkXOeGoE16AwaTCaPNISzQ/CsbggqDhkJ7BZ/cP50tJzK4WFiBj5sLE/vFk1dey4ajFwj396R7dBC/7mzSN5v5+VA6+1NzsdhsPDNnOB/eN5Xle89R36QnMTKQG4cm8cKyndQ26uka5s/KA6ntXmtZbSOPzBuASi4hLa8CD1dFm4IIzvMbTIT4uvPa8j3ojWYCPF25c3xfdp/NYsnm46iVMuaO6M7oXtEcq850GpO2RUWdlsdmDUFvMlNcVU9MsA+zhyShkElIyS1tdz+L1Yb9N0rHzM12vu59D5cya6lraKZffCduHJGIWiXno5+P8uL8UaRklxIT4sP7aw+SW1aLWCRkbM9Ynp87ksKaOuReIJELWVdygr0X0p1jy+1RwzGazHiZ3fFTuhPu7/kv9Z+1Z7YKjklTD1cF1vgG53gW4eLHHcNHYLAacaUjyPk1jSY9dSYdWosBV7EcD6kKtfSPU1XV6XQkJiayYMECZsyY8Yed51r+tEHOd99997++hA7+Cc0mE4fO5/PT/hQemzW03e38PFxwVymY8uJ33DyqB7HBPoRM7k9mcTU3vbkcH3dXqi3BfFK4jWdvmcWD721psX+4vydBXmoeXrKJoiqNc3l2aQ1Pf7uNt++cyPm8Ml5bsZcQHzeGJkYhk4jpH9+J295bjd0OBZX1XCio5PXbxhEd5E12aQ2zBidwNruErScdM2GLftjFi/NHEebnQUFlfZv3Eh3kzdfbT7Jk8zF+eGoe2aU1WK02uoX7Exvig4tcisjFjnuCjRNNaXx1uYiB3nHEhQeSnt92o2uXMH9EQgF3vv8zkQGeiPzMPH9+FU8Hzmr3M/V0VdJsap058/d24fnM5TwfOwtXrSv3f7IePw8XRiRHo5RJyS6t5h+frie+kx+zxybwwuWV5OuuzpLm66p4MXMlrw+Zh1LauhSig99HUVU9vh4u/+vL6OAvhEouRSAQXNdBTk2jjuV7ztE9Kgi5UIpcKEElbv1yeqohm/wCLXqjmWFJUTTqDLz380Gnz1BciC81DTr83K+qbQkEYLba2H3uqtrn6z/tw9fdhQ/um4TGpqPCXEupuQaj2ULXMH8EAgFxwb4cv9S2iEtshDfvZG3i3nGjmaLvSm1tM95qVbsv4yE+7rz0425nWXZ5XRMv/7ibB6cNokd0MGezS/h883Eq6pq4aVwS58PqnKWvv6ZruD9FVfV0jwpk9uAEhCIhn2w6SrVGx3PzRrT7Gbup5G1WTPxCJy9PHn1nEx/dNw3fGS40m8z8uCuF01dK8MpqG3nqxuHc+9FaZ7BksdrYcvIShVX1PHnXIPK0lfx46UgLuep8XRXPpa3klcTZHGpMxyPXlwmSLgT7/PaE9rWE+ri3u04hk9Ag0LKrKs25LE9bybOXfuLz3nfgQ4e59bVUNjfw2oV1nKi9+n3o6xXNs12n46f4/b+Tf4Vx48Yxbty4P+TY7dHRk9PBv02NRscXW09QXN2Ap6uSUF/3Nre7a0JfskqqUMgk9IkL5Z6P1vLwkk18vuU4JouNBaN7IhA6DNYyTSV06eQwogzz82BK/y68MG8k+ZV1LQKcX7Db4fvdZ5g2sBvgqL3+Yc9ZCivr2XMuu8WMVWlNA1kl1dwzsR8A/buEse1US1no73ef5eZRPWkLfw9XXBQyKuu1jO0Vj1ImQYCA8romVh9M46ttJ5G6CHk1dzVLS/aT3lAEwPHaLIb2CkfeRumSWCTkhiGJZBZXM6ZnLPdM78uy0gPorEaEKnu7PivzRnRn0/GLLZZ1C/ennFpMNgufF+ykU4A7wd5uVNZrWbEvha+3n+Tg+TysNjtzRydRa29sEeBcy3cle7HK2p+R7KB97HY7xVUaR7NtBx38ToQCAa4K2XXdk1NarcHDVY5YLERpk3NT2GDO1eUxxLdzi+2O1WYypGc4h9Jz+WrbSVYdTHMGOGKRkKkDuhLi487Ga56Ro7rHcCarmDG9Ypg2uAtxIY6enCqNlvd+PoTGqiVdW8zPlUe5f8oApg/sxrurD3DD0ESEbUgfuyhkJMf7c7oul42lpymyVnIqq5CbRnZv897C/T1p0BvaLEFetus0Uwd0df686dhF7CYBs0ckOs2vr0UuFTO2Zwx6kwl/T1c6BXjw074UFozpRddwP5QyqfP+fs38kT1a9WH+Qu/YEAorNcwclMiWkxn84+ONvLJsD56uSqYN6MrYXrE8MHUgJy8XoWpD2CYpNoAf8w8hFAja9eP5Pu8ggSoPusT6sPFoOhZr+wHXtZgtVjxclfSMDm5z/byR3dlUc6rVcjt2Fl/ehsbUfhboeqPRpG8V4ACcqM3mtQvraDT9fZ5BHUFOB/8WxbX11GmbnaVdLyzbwXt3T2JAlzB+GQ/cVXKeuGEoPaKC+Wr7KZb8YzoHz19t6PdwVfDwjMEUVzcgszma3M/rC0iICuCN28dzw5BE1CoZLp5ijl1sXw45Pb+C6CvBgFQsYuqArgxPjmLVgbRW26bmlFHTqOOZOSPQG0yt0vb5FXXklNXw+A1D8brGDLN3bAjP3zSSJZuP8fSNw5k1OIHNJy6x6kAqGYWVvH7beN66YwI+XkpK9C3LzKx2G8srD7Lk4ektgpYwPw++f+JGBEJIyS2jrLaBjNxqXo6awxe97qTIUsnTtw1lcEKEc5BVK2U8NmsIMcHeZBU7GkdFQgEjekRxx+wefFnkqAcvba7DLrey5MEZLX4nHq4KHpszmKTwIE7Vtu8end1UgcHa4R7976DRGdAaTPi4dwQ5HfxruCplrZrFrydScsqIC/HjrZX7wQ6djAG4CBWMD0xmUlAPJAJHk79YICLXVMZnD85o9Ux9586J1DRoSY4OorZRh1QsYsbAbiwY14vOCR4Ikhupji5l9LQQ3n9oAn4eLpzPKce92Q17misLI8YREKgiIsCTvIo6tpy4xMu3jCHQ62omIL6THx/fP5U1NY5+zHRNES5SOT17+ePn4co/pg50KuQJBQIGdQvnjdvH8/H6I23et0ZnQCW/mjm32e1UN+goKWvkowemtphAjA7y5rvHZ2PEwoWCCtYeTmfLiUvcPrkXAQGO684qqWLh5P4MS4x0jh2uShl3TeiLUCCga5juxcR2AAEAAElEQVQ/N43o7hQuEIuETOjTmRuHJfPl1uNEBXuTmlvGbWN78fxNo1CrZIztGUu3MH/WHDpPaU0Dz80bye3jere4j+gwb5osBi5eY2b9a7KbKghSelJp0pCWX462ue2A6xfqm/SczS7h2e+28/rKvTw+eyjje8c5gz+VXMrCSf1JTvLlYE1Gm8e41FhKs/W3z3M9UWfStQpwfuFEbTZ1f6OA8E9brtbBn5fiWg3PfbODBWN6IxA4sin5FfUs/Ggdj84awn2T+2M0W1Er5Xi4yrhQUMXDMwbx8o97GNg1jHfvmoTFasNksbL+SDoZRZW8mDgUAC+pK3OGJPPwkk3YgYU39+TdnM10Vse0ez1uKjkRgV68dccEAr3UbDmRwXPfbcdqa1147O4iZ/fZLExmC4+2U2K3Yl8KiRGBfHz/NEqqNXirVXiqlZTXNfLQ9EEE+7hz1wdrWpQkbD99mTvH92Fi/zikBWJMtpZZkHuiR7O66AiTZ0UQKO6N3W5HKIGUglLe+emgc7sTl4pw2SnjzfvG8HPxSZZZDjFpQE/eHTMOV6ECV7mMFbtSSYzzZ+nTs8nTVCESCznZlMkzmcsx2hyBiUQgQiQQEuDtxgu3jCS7tgq9yYhAAh5CFz5df4zowe0bpylF0g736H+TwkpHkOvfUa7Wwb+Iq0J6XZerebup0BlMmCxWBAI4kVbCpP6dkYuFTPLuyZzQAZjtVoR2IQaDhRxdKW/dPQFNo4G6Jj1VGi0frDtEUZUGD1cFn94/nfomPUF+atZXnmR58VW5/xM12fjJ3Xjhrpm89tUBKuubGD0kkofPLyXRvRM3+Q1FJBSwNyWboqp6bh3dC3cXBUKhgPzyWur0Oi43Onpf3CQqbHUivLzllPrVMSYshhBfd2w2O2KRkPSCcnLKatsVAxAIIMBTjVImcZayqWRSPjmQit5o5rUF4xzCPgKQuNg5m1vMuyuuCuScuFTEsp1nePP+sXTt6kN1qYEnvtrC5H5dePuuiVitNqw2R0nZiYxCQv08KK1p4IX5oxEAof5uZJvKSLtQgkImxW6HCb07k19ZxwvLdvD+PZN54fudVNZf7RHadTaL2UMSW4g36JpNCMUC3KXt9yMqRVLMNiuuYgUquQypRNTutvVaPR9vPMqGa0ytj18s4KYRPVj9/HwsVhsquRRvNxWri4+3exwXsbxjPLsGraX9vuPfs/6vREeQ08G/zNGL+aTnV5CaW0qfuFBOXHKUZVU36Hjq622AY9bo+yduZPjjXwLw0X0Oc7Yf9pzle/vZFsebNrgL+zUOD5w5IQNZe+g8ueW1PH/7cBYXbKHK0MC8LkNZtu1smw2T04d0Y8uJDL7beYaeMcEkRAS0GeDIJWJ6x4Wy8kAqnfw8sdns+Hu4OtVjrsVgMnMio5Avth7n3on9CfP35Kmvt/LsvBF8tulYmzXXX207yYjkaMb6JbOp/LRzeQ+PcIp1NeyoSGMHV7NL78ct4INVrT12tM1Gvlh7imkT+/B10R5Wlx1jNccQCYQs63Mfm45nUFrbyNM3DeONorVoLQbsvzIhGB+YjMeVgcbH1ZVzTXm8mrWWB8Im8PHykxRVaVg1bQ6fCXZhtdsQIkAiFDmbfScF9+hwj/43KaioRwD4enR8fh38a7goZNT+RnP1353kqCBeW7GHl24ZTUZBJTMHdkMgFHDnaw7/k48en8Tj2Uux2h2iKIO844gSBHHH+6tbjQ31Tc18vOEI0cHeDPIKbRHg/EKloYFtdWe4f0Z/qjU6jlSnUmts4nhNFvOCBzEkMYJ9Kblkl9Y4VTnBUS727iPjqClxjB3jvXrwwQ+HeWbBcEx2C8v2nGX1wZaVBG/fOQEXhQxtc+tytb5xnbhYWMG43p1Ze/g8AZ6uqJQSLhVXIRGJqGnU8fgXW3j/8fHojXYWr2qdEdIaTHz280mmzYwmLigIoUDA6oNpra5jcEIEpy8XsT8tl/1puXSPCqTHWC9WlB7mtW7zCPZ1xyw0ERfqyxsr9zGxr0Oh89oA5xdWHUzjg3sns/ZIOiKhgAMn8xg0OZowFx9EAqHz93Qt4wKTOVmTTR9BPHOGJaGUtW9VUFylaRHgABjNVr7ZcQo7du6Z2A+xyBEkDfKN4+PM7U4z7WuZFdoPT2nHpNMvuIh/WzX1n63/K9ER2nbwL1FUXc+mI46U8LrD6dw0ogchv2ocVMgkvH/3JNSuEqKDvbl7Ql/kEjGv3T6O9++ZzJOzh+GtdryAx4f5MmRAJw7WZHBryDB09RZ2nHTIcbp5SqkwaLBhZ1vdGR6fN6RVbXT3mCDG9oxl2e4zAJzJKiE6yIdesSGAo7zroTkD+fDJCbzx5EiU3kIemTuIx2cN4aMNh1l08+hWxns+biqeunE4nTv58dYdExjQIxSPIAkvPDyEuDBfDqfntfv5HEnP496YkcS4BjiXTQnsxebyMy2285WpKSlvbOGbcy3p+RVEyQJbLLPabZyvKSbYx42kiEBMBhuLAubyduQtPBExFV+54/cQ4xrIHVHDkYuk2O12qjRNBJp8eTFwHomqcPp3CUMoELDvRB7vJN3Ei1E38HrYzTzldwMfxN3GwvAx3NhpAEpJhxrNv0N+RR0+7i5Ixe3PUHbQQVu4KGTXdSbHx82Fm0Z0J8zPE7lMgrubAm2zEa3BhL+HKyXm6hYvzmO9u3M2u7RdtbATlwvpHRvK4XbKmAD2VV8gNsKb7rGBHKvNAhzP2hpzE7dP7k24v0eL7WUSEe/fMxm5WMJInwRmBPch0TOUR2YMQWQWk6SKIC2vrMU+g7tFEOCh5u07J6D4lbdNiI8780Z056P1R+gdG4JaKeOduyay5XgGdrvD6PJMZjFxob5kGUqpqNK2a36dUViJp8CVBrOeF+aPbtUHGubnwQ2DE9l0wvF5RAZ48dxtIxga1JkXu83AVS0hKc6fLuF+HMsoAGBglzD2pea0eb7B3SII9nZn6eOzeeuOidwxvi8DXeKp1DfyZPyUVtmTbm4h9PeJYahbNyor9EQHe7f7e7Hb7az7VYBzLRuOXmxR2ukjV/Nq4o2tzpnsEcbM0D6IhR3P41/wlKro6xXd5rq+XtF4/kYm7q9GRyang9/N5aIqzmQVO+WLtQYTL36/kwenDcIO5JbVEOTlRu+4UFxUYk7X5vHKLWP5cP1hvth6wnmccH9P3r93MmarFbPMxMWmIt6NvZV9J/Koi212Ht9+zci1p/o8Fi8rHz4xkcy8Gpr0JgZ1Dkcpl5KWXca1scKLy3Zy35QB3De5P2IXeCtnPZcuX5XU7OYeyuPeU3ho+mBCfdxY8cw8LhdVkVdeS1SQN8Hebuw4k8nGoxd56d4RPH9pJTlahzLaGzE3tZkl+gWD2crBs/m83m0uZYY60uoLCVf5Yra1bK4UC0WYzL/dcGlv4zzNZhNP3jCcVQdT+WbH1SbLUF933rxzPgJXK34yd7zlrthsdrJKq3nos41OKVKBAMb36szzN41k9cE0uocF8+G3h5yZKaFAwMzBCSgC/z4zOf9tCirq8PsPlarpLUaOVGeSWl9ARbMGq92GWqIkXOVDN/dQEj06IRV1PMb/Lqiv854cqUREfKgfZ7JL0Wj1VNY3OU0kxSIhpl89RyVCEaLfkCD+ZQj59X7XYrHbyC2v5cz5Mh7tPpn38jbxcsyNrN+QSbCfG2/cNZ7y+kYuFVQR4KEmMsCLD9cd5nx+BfdM6ktiVAAzn//BOQYFeKp5du4I3v35AAWV9dwwJJEATzWL1x9iWGIUry0YR1ltI1WaJqICHS/5LyzbSaPeSLCPG0ufuJFmm5FeiUFsOHLRcd8WK2KRIzNisfy2tL/dZqfZZGbl/vN8+o/p5JTVUN/UTIS/J1HB3mSUlHPTyO6E+ngQG+3JG5nrSNEUOPePcQ1gUbdZmOyOrL5QKGxTHGD2kESGJEay62wmS3edcSq2uShkvHLrGMI6qfmm7z1c1BTTZDHQzS0UhUiCyCLBRSkneUAY6n/iw2Y0tS9+Y7JYWwS3CpGUgb5x/DzoYc7W5VNv0tHTM4JAhQeeso4szrWopUqe7Tq9XXW1P0pGWqvVkpNzNWDOz88nNTUVT09PQkND/5BzdmRyOvhdFFbWc/8n6zlysYBBXcOdy2sb9bywbCeL1x3ibFYJcoUIf08Xxh95kzjXYL7deYrjGS1FA/Ir6njuu+0UV9bz4Q/H2bG2iAff3sL6gxdxVcgY0i0CAEszuEmuuiQfqL3Iw5e/ZZf0BBe8MzAITMx9dQU6g5n4K4ps4Hj4fb7lOB5ect7L3cilxpaeAemaIj7M24qnpww3FyUBnmqGJUVx+7g+9IwL4nBGHt9sP8VtU3vwYckWZ4ADkN1cRnJUywzLtQzsGs7H64/y6eoTnDleRdlJK6fOljHCt1uL7SqaNUSEtG/4F+bnQbWttfdQV48Qdp3L5MivTE+LqjQ8uWQ7PnYPvOWOMqnK+ibu+mBNC68Fux22nrpEcbWGh6YP4uElm1qU3tnsdlYfTGPnmUxsvxHMddA++RV1+P8HStXS6gp5IW01m4rPIEJId49w+npFE6z0pEhfwzd5+3kydTnrik7RaLp+X4z/TrgoZGh0zdf1d6+iXssbK/cQGejNSz/sRiGVIBGLKKttJFLh12LbYmMVCRHtP4/jO/mRU1bDAK/Ydrfp4xnF+cwKVh9IQ1Ng5c7wEew/WMiR9AJW7klj/ms/4SlXUVnTxI+7z3LzWys5m12K2WLl4/VHKaloxM/9qihBeV0jzy3dwT0T++GuktMzJoQP1x/mYmEl/l5qHvl8Eyv3p3A2q4T31x7ihWU7qWvS0yMmGJlCxIJ3VlFpaODz8h3cOqkHGUVV9IgJIbOkmki5P6GB7rQh9gY4skJ6oYHaWgOpuWVXZLRdHOI4P+1l46l0ArzVHL9YQGlDPR/lbGsR4ABkNZXz0oU1jOobBUBaXhl94zq12MZdJad/lzCqG3R8te1kC0lqbbORx77YjKHJTrxbMLM69eO2yGH08o6kq0conX0CCPHx+KcBjkAgYFLf+HbXj0iOalWFIRdJCFZ6MSW4J7dGDKGre0hHgNMOfgo3Xk2czeqBD/Nt33tZPfBhXk2c/YfJRwOcOXOG5ORkkpOTAXjkkUdITk7mhRde+MPOeV0EOUuWLCEhIQG1Wo1araZfv35s377dud5ut7No0SICAwNRKBQMHTqUixcv/sYRrz+0zUaenD2M0T1iGNA1rNVLXH1TM03NRhIjgijTapgTMgCt3sTec20reBRVafBxd+HWKd25dXJ3RveOoXOoL65KGaN6xOKukvPz7gvcFTq61b552ir6usWybq/jd7T6YCqT+3Vpsc39UwbQYNaT3lDc5vnP1udhEraeJdLqzCzfnYJIKCDA34U8bSXxbsE8ETGV12Pn4S1Vc/vUXsjaaJYclhSJQirGRSljX2o2/bt0Yl9qDpdLq+jtFUWo8qoKkA07JxovM2NI11bHEQkF3D2jD2urWjZSTvbrhcgkdjp4/5ryukbKaq8GRhmFFW3WfwOculxMSXWDs8n113yz/dRvGq910DZGs4Wy2kb8Pf9/Qc6+igssydmNv8Kd2yKHMimoB729oujhGcEw3y7M7TSQ28KH0sUtmANVGTx3fhVbSs9hsnbIfv+VcVXKsNnsNLXzvf27YzCZWXUwlVtG9WLZLkdf4/qj6Syc3B+b3c6J1BIm+/UCQICAMGkA57JLGN2ztTCNRCziwWmDOJVZRLDKi74e0chFEiYH9OKVmDm8GjOXGYF9mRMwmE2HHeVbK/ekMcyjG6F+7jx1yxDefmAsr9w9mlOZRWw8nkFu+VXlTF93F+6e0BdPtZKXbxnDsMRI5o1J4s37x/LY/IG4qqRMH9iNDUfTr9ybhYKKOgYnRFBS08DFwko0V0oTZRIR90zsy0ltJs/dMpxN1ae41FhKeCd3tM1GrDYr3aMCKSxoosRczYyh3Vrdr0go4L5ZfXGTKVm9K51+8Z3w93RFLpEwLCmSp+aMICEkkHX7L3KhoJK4KG9O1LU9Pmc2lmEVWejftRObj19k7ohk5NKrGeMxveKoadCx9tD5Nve32uxsOpbhEEu4BpvNTrVGS0Vd0++SSo8J9iGpjSBWrZRx25jeyKQdWez/D2qpkjAXH7q6hxDm4vOHGoECDB06FLvd3uq/pUuX/mHnvC7+QoKDg3nzzTeJinLMTCxbtowpU6aQkpJCly5dePvtt3n//fdZunQpMTExvPrqq4waNYrMzExcXa/v5uGyeg1FFQ18tP4Il4ur8FIrmT+iB4sXTmHDsQscTMtFKBQysW9nxveJIyO/nC7hgfT3iaVMo/nN0q5qfRNLGjejtRgZ0z2R18PH8Ownu9AZTbx223gOnc+l+GIz73S/mdUVR8nTVRGs8GSab1+yLmrYd84hR11e10SIjxveahWhvu7cNrY3jToD5Y2tMyHXore2fJGoaNZQqmugtlGPi1xKg0XHoxGTaS4V8O3S81TUNxHu78kDM/vzxWMzWL33PKcyi3FXyblxWDI9ooPYdPwCXmolpTUNNJvMvH3nRLKrKllbcoL3k29la+k5dlamYrPbkYhF3Di6Jz2iQ/hh1zmqG7TEh/oxd0QyMlcBoQYvtBYDPjJX5gQPRFcGWq35N43cKuqaINLx77yKtg1NwdE4W1jV/vq6Jv1vnqeDtimoqMNmtxPo9e/Phh2vzmJ10Ql6eUYw0CcOQSvfdgfuUhWDfeLp5RnF6boctpemcKw6kxs79SfBo1Ob+3Tw5+aX2e26Jn2rWerrAb3BTHGVhr5xnSiudjy/T14qYu7w7rxy61jWHDrPBP9YkmLD8HZRITXIWLL5OE/MHkZCeCCbjl+krklPQkQA0wd0I6+8lnsn9kfXYGaaa3/uDR7Hsh1neT5lHwCjesQgHSDD3UVBo95IbaMei9lGZDdXPs7ZQWlRHSFKL+bHDeEeUR8+X38SgJHdoxnbM5bvd5/li60ncFfJmT0siaREPx7PWIZAIGBCQHdmDu3L6S+vTrR9vvk4z8wdQY/oYDYfv4hGZ6BndDCT+sVzOD0fZVcT3p4mjqRfBsCEmQdu6I/Ay8z48ZFUFRnxMnkQNSCA+HBf1uy9QJVG65CEHpOMVCFk88HL3DgskeBwFe5yOccuFrDqYBoabTOPzBhM0ZXn/i/laO1RZ9IxfmwEvUuC2Xw8g8X3TmHziQxOXi4i3N8TsUhISU37Y2xhZR3NJrOzB6m2Uceus1l8t/M0NQ06YoJ9eGj6ILqG+eOiaLv/09tNxVt3TmBvajarDqTRfMX8de7wZIK9/7iMQwd/H66LIGfSpEktfn7ttddYsmQJJ06cID4+nsWLF/Pss88yffp0wBEE+fn5sWLFCu6+++7/xSX/abiQW8lT32xz/lzbqGfx+sMMzy9jaGIkQV5uiIRChiZGMPO1bxjbvRudo325/8Q3vBVzMxKxqN2XZbWbDE2tHqvdxqayM5yuz+HBaVN47MNtPPjpBr557AbS88vRlFh5PGYKx7MKqanV8dHGUy1KsML8PPBSq3jjjvEoZRL2nsvm252n+eiJie3elwABrteUwlUaGlh4+mvuDB5NoJeairomIlR+rD94kfWHrmb18ivqeOSTLTx84yDumNSLaQO6YTRbWHvkPJuPZ/DwjEFsPZmJVCzCaLayaNk2Pn9kBmZhIHe9vpYxveJ4rscNAJw6X8KtS1fxzVM3MH9kd+q1zRRU1PHY55sBGNsvlpuDu+ChVODaqEAiNeOtViGXijG0U6scdM3LdVyIT7v3bzBZ6NLJv931AZ6uHY3z/wY5ZbUALTw1/hUKtTUszz9CN7eQ3wxwrkUhkjLYJ55ubqHsr8rgs+zd9PSM4MZOA3DpEI/4S6FWOn5fdY16wv3bL2f9u+KikBAX6kthdR3RQd7kV9QRFeSNQCDgk41HuG1sb8KC3BAobHyes5txXj3wcVfx5sp9hPt7MqZnLK5KGTmlNTz+1Raemj2MF5bu4PXbxyOzy7j/ww0tep62n7rM8YxCXr11LA98uh5/DzWpOeX4Bylpsji2K9bX8nrmOhaEDGd490iyi2sZkRzN419tcfaEaHQGvthygp7Zwdw9bjQf5m9lTckJTtXn8NisaSx8ewMAFpuNl3/cTXSQN2N6xhIZ6E1ZbQOPfr6ZOWMSkYsl7K66mh3xVbuyTLafy1kOIYPO6iCe9pxJYZkGL7WKR2cPQiIUozUaOJ1ZzLjunZkytDNv5q5jlDaJH9ad5/ilq+XiqXllRPh7kZ5fgRQJQgRtqpEBuErkPJr9PdGuAYzon0ChoJwFE3rQNcwPHzcV9dpmIgI8nSasvyYu1A+XK8ppjToDH647zJaTV823s0qqWfjROt6+cwIjkqMRtFOD5+PuwuwhSYzqHoPNZsfNRY5UfF28unbwH+C6+0uxWq38/PPP6HQ6+vXrR35+PhUVFYwefbUsSiaTMWTIEI4dO3ZdBzklNRoWr2stuwmwLzWXKf278vKPe7hrQl+UUgn9Y6O5ZVRP7jm7BIADDelM7B/XIkj4hc6hvpTZaloo5ZQ3ayilmukDu+GmklNe10iz0UzXsAA0GiNfrjvlNB+9ltvH9eZsVgmfbjrK10/OJDbS0cyZdqmCfj4xHL+imHMtw/26tJCUzG+qIso1gCh3X56cPYx1R9IRWcVsPJyBQADdwgPwVquoadThqpBxKbeKrsEB3PnBzwgEkBgRiJdaiUAgQG8wMbFvPPtTctAaTJzNLMZqhSqNjvVHLlBQXodAKKCuUU9iZCBnL5UQ6uvB80t3tMh8rdnvkOX84N4pPP7lFgxmCxtfupWZgxKcvgTXEhnohfqa2d/oYB+83VTUNLQuO5s6oCtdw/3xdFW2OUgtnDygw8zy3yCnrAZvtaqVgtLvwWS18F3efrzlrgz36/K7Apxr8ZC6MC24F5cbyzhQeZGXG9dwc8RgurqH/MvX0sH/BtcrM9rtvTj+3ZFKJEwb1AUXqQyRSETv2FCGJEZQXtdIZIAXrp4SXslbzf0xY0nTFGK2WZk7thcf/HSE/Io6Pt9ytcTXMSEkITk6mNpGPWeyitsUddBomzmTVcyto3vi6+7K+qPpeLgqGD+kBytLr0o1ryg9zMuD51JSrOXr7SfbVHQ7k1nC7LHdUIikNFtNFOlqaJA0EurrTlGVxrlddmkN+RV1LL53CovXHUYsEtKjaxByVyFp9YUoRVK6uYeSq6sks7HcuZ+/zIOfD6a1OaYCuEhknFZfIETpxSj/brh0L6JnTDAXCytJyyvj0Pk8PrpvKg16AxVlWkb4dmsRVP1CT88IzmscwVF2UznZTeUkuIVirhbz7qpDqORS3r5zAjcMSeJMVmvjT5lExPjecUivlJPVa/U06o0M7hZBSm4pTfqrVRRvrz5AQkQAvu7tV80IBAK81H8fxa8O/ntcFz05AOnp6bi4uCCTybjnnntYv3498fHxVFQ4msr9/Fo2NPr5+TnXtYfRaKSxsbHFf38XSprqaDQ0t+kh8wt5FXXcO7E/43rFkldRh0QiYvuZyzwTMYsBnrEcqL7IpKFxzBiU4HQnBugdF8LCub35unhPq2Oe1mbTJz6EMT1jkUskFFbWs+VkBnbgm0dvICLgal+LSi7lwZkDkPjZiE/w4vOnp7Fbk0JsqA8Pzx7E+gMXmabuz2Dvzs4XRiECRvl14wafgVzIqaCmQUtxtYbzZ6uRpHpwNq0CDxclCyb3oKqhiR6xQXz0+CR6jfdixOhOLJzWj0AvNWKhEK3eyDt3TuST+6eRFBmEVCLiQkEFnz04nQFdOrH99GXuGt+HQV0jOZSex/1TBvDcvJGE+Xsyf2ISN8yJRdWvmWL3UpReQj55cBo+blcf5N5uKhbdPIa1h89jsdl4bN4gyqmjX98gbhiagFh09TPtER3Mw9MHc7m4ig/XHeSNn/bSoDXw+YMz6Bzq69xOLhVz/5QBDEuMJMBTzRcPzSQ66KqMp0Im4aHpgxjQJexf+nv5o/mrfNdySmsI+DezODvL06g2NDImIBGR4N/LogkQ0FkdxPzwwXjJXPgkaycrC4519Or8RVDIJIiEwv9pkPO/+q5V1TdRUdeAwCZk66nLLF53yBEoNNVSJa/loVv6Ex3sRZDCk4tXei0zGkuw+Oi5e3KfFj0jscE+fPrgNKRSAclRQaTnlzv93NrieEYhcSF+RAZ40Ss2hFOXi+mhjmyxjdFmRiCzEeCpJvdKxrYtMvKq6KS6+kw9UH2Rl28di5f6ar+Dn4cLr9w6luV7zxHgqeat+8ahUApJO1uFe6Y/r4XN5x8hE6nLsPFR5zvo5+noOUpShXHmUuug4hcMNjP3xIwkQOHBksKdqMLtJHTxw9/ThadmD+eLB2dgtljxdFVyuaCaW0OHMS4gySm7LEDAYJ/OPBQ7gaV5V02q+3vF8kCnCbhLlTw3byRCgYDiKg0+bkqemTMc92sm14K83fjk/uk0Gy1U1jdR16SnvK4Jdxc57i5ynpkzgoemD3K+E9Q06Kis1/LCsh18sPYgWSXVziDIbrdTVtvA+iPpPP/dDpbuPE1RlcapwNpBB/8Mgd3ensL83wuTyURRUREajYa1a9fy9ddfc/DgQTQaDQMGDKCsrIyAgKveJnfeeSfFxcXs2LGj3WMuWrSIl156qdXyhoYG1Op/70Xnz0BJUx0fZG5lkmdvHnlnW7vbvXv3JJIiAhj91Fe8fecEHvtyC+BogHzn7olEhXkisorQN1sQCByzk65KGaf0WXxbuBedtXVz7Ui/biwMHcez32wnPb9lkHnDkERmDU7AaLFQbWjCLDaxueY0x+scmZrZof3o4h7C/sqLzA7pj4fNlapaHf6+LtgkVmr0WvQ6CydTS1h74AIR/p7cNaEvz3y7DeMVOWeJWMTiRybyYelmHgycRKNAx8tZq7ktZARF5wxsPnqpxTX1iA5i1uDEFiV9bio5ry4YS1puGTHBPpzOLKZHdDC7zmVx6lIRbz04ltfyf6bKePXlQYCARV1n0k0ZRlZhDXZAZzCxcn8ql4ureP72Eey3neVEXTYCBIz3S2aIW1fEVgluEgWHzxew6mAqD08fzEfrDzudtecNT2beiO7ojWaMZgtuKjleahUyiRhds5G9KTlodM2E+npgtlgRCgWcuFTIbWN7E+D55/kb/qt818Y9/RXJUUFMH9S6Mfi3qDE0sSj9Z7p7hDPQJ+4/ci127KTVF3Ko+hLeMjW3Rw4jROX1z3fs4H/Kk19vZeagBO6d1P9/cv7/xXetor4J7HZyy2p55IvNLUqcXZUyXls4mmXVe1kYMxqLzcqFhhKWZO8CoItbMM92nkFJfT0Wox2xWEShpZL1lSd4tus0ZE1KJAIR7689xNnstgOEHtHBxIX4sHxfCjcOS0KtlDEsOZJncn+kWH81oPm6570oTXLmvraiXY+zB27oz3bxMQp01QDMCOlD54ZIhEIhCpkEuUSMt5sKBGCxWVEoJVRqGlm88ijZpTXO40zqG0+IrztfbjnB23dPQOkhRGaV8taKg1wurmp13vH9Yuk2yJ33Mre0WB6s9OSxkGk8+sFWOof4cePwZJ76eivgkOV+ZPYgeicG02hqRoqYvIJ6Onl7YZdb0FmNmI02Ui6Ws3pvOs1GMwkRAbw4fzQ/7jlLTmk1D0wdhLuLAr3RhFgkRCAQ8M32U+xLzeGVW8dwIC2XvSktfXYGJ0QwoEsYb/zk6I167+5JPPrFZuf6f0wdyMzBCVTUN3HHe6tpvCbzIxYJ+fj+afSIDnIagXbQQXtcN+VqUqnUKTzQs2dPTp8+zYcffsiTTz4JQEVFRYsgp6qqqlV259c8/fTTPPLII86fGxsbCQn565eGXNAUc7jmEp3kPvSOc8xq/RqZRESEvycjn/zS4aCceXUbq83OM99s57vHb2TOa8sQieCnZ+dz9+I1xIX4MXJqUJsBDsAE3x7sO5vTKsABWH0wjVE9Yrhgz+PTvNbB56qi43zp341zdflc0BTzSffbuPejddwzoS8Du4Vz95sbW2w/f2QPXl2xxxngAIzsEcVOzTnytJV4eMh57uyPKMVSgmy+fHp0Z6tzns0upU/nTnTp5MfFwkoAGnQGPtt0jNcWjGPu68sJ8/ekd1wo+1JymDs6iZXVh1sEOOB4IX354lpW9n+QtYfPc/yaWccwPw+MrnpO5Gc7t91aeY6tlY6StWciZ7D5xEXMFitqldwZ4AAs35fCwG4R9IlrrUFf3aBj0Q+7Wv8ScEhNPz5r6J9Gveav8F3TaJup1GgJ9nX/l/fdVHIWuVBCb6+o/9j1CBCQ5BFGiMqLbWWpvHlxA5ODezIqIKGVqW4Hfx7USvn/NJPz3/6uWa020nPLiAj04pnvtrfq4WzSG/loxTGm3NCVNUUnGeHXlYE+sXyevRs7dhbGjOGJ8z9Qoq9rdezn01bzYdICsrJqmdCnc7tBzrhecU7fsZX7U/n8wRn8fOA8c3oN4u28DQAEKTwRmUXsaUhlaPcI9pxpbZApEgqICfdkyeVq57KhHl15+IttGMyts6nfPjuD46kFfLb2RKt1m09k8Ppt41AppDz77Q5evmUM72zZx8xBCVxe1TLIEQoEjB8cw0OXv211nBJ9HdvqzzC6dwybj16ib3wnEsIDOJ9fjsVq4+0VB3nCMpRVB9MorHSIEswdnszQxEju+2Bzq+Odzytn26lLFFTWk15QyV2L1zjXLZzcn4NpuVwsrCTY2w290dwqwAE4dD6PgV3CCfJ2w8/DIXF9LR9tOMKwpCie/XZ7iwAHwGK18fiXW1j93E34/4km4jr4c/LneIP5H2C32zEajYSHh+Pv78/u3bud2t0mk4mDBw/y1ltv/eYxZDIZMtnfq7G3tE6Du0XNO+EL8HNRM36WkOLqBpoNZlYeSOVCQQVioZDXbhuPSATBPm7cPbkPtUYtPXr7IRVIyMqtJT2zEux23r9nMjKJCK3eSEyQD5eKKrnJlEgP9wjOavJanHuqf298Je68frDtPiCADUcvkDjMvc11IUovdDozr4TPQ2syYjMIGdsrhl6xIYhFIr58eCYuChmlNQ28tnw3cqm4RY12RIAX8yYkclfKF4z2TURgFPF00Cz81Gp+3J7S7jVtO3mJSf26OIMcgEtFVZisFj5YOBmVTMaSzUcB6B4fyM/5rcv0wOGynd5QzG1j+5BXUUdlvUNcYVivCHbVtX/+3fVpDO8RSXxwACva6NX5aV8KiREBCIVQodFS36RHLBJhNluJDvJuMXv4C1tOZHDHuN5/mkHkr/BdyyxxvNiE+rj/S/uVNddzui6HYX5dkAr/849kL6krczr153hNFhtKTpNaX8D88EEEKq+/xva/Aq4KGXX/Q0PQ//Z3ra5JT5cwfwoq61v0alxLTlkticpRhHt44yZRIrVI+Sp+IVW6RlyE8jYDHIA6kxad3UCEvwcikYgxvWLZeY0E/8Cu4dw0ojsC4M07xiMUCqiq1yIRiUgID8BD5PgcVGIZT8dMx6S3k6ErYcHYEWQWVjsV4MBhtPzYvMFsqHYES53VQTzUaRIio4RP/zEdpUyCRmug2WSmrkmHt9oFuV3O1iNtWwIA7E/NZfrAbny38zRSsYg7x/ch1M+dQQlh+LurGdAlHKPZgpdaSYYtv93j7Ku+wEvd57L56CW2nrzEjEHdOJ9/tddnx+lMRnaP5pvtjmvfdvISfTu3r9C4/dRlbh7Vk36JIcREemHBgp/KDSs2EpK9MeptmJvsLN+T2u4xdpy5zPjecQxPiqK8tpHF907h4PlcNh67iM1up7ZR1+bYBA5Li/Laxj/N+NTBn5frIsh55plnGDduHCEhITQ1NbFy5UoOHDjAjh07EAgEPPTQQ7z++utER0cTHR3N66+/jlKpZO7cuf/rS/+vkl9ey/PLdjpnVcRCIZP6xdMtPIBPNh3hsZlDsWIlPsQfuUzEhbxK3rl/PD+VHmZnVZpTROCOTiMYo47l7sVrnLMw3m4qHpkxmM3HM3jp6708OGcA02L6cropG7lIwhDvLhw7W4zO1UKz0dTuNeoMJsT21inqWNdA7vQZw1tfHnbKWipkEhZO6k9BZT2vLHcEFgIBDOoWwVeP3OBUwgJIjgpk3swEauyN3BEykqZcAbcuXYXRbGXqgK7omn/7mmSS1l+lUn09taIG5NUqdFf8AmwCG/Z21GwAtGYDX247wSMzhlCv1XOpqIqescEcrWg/yGm2GpnUP55P1hzjXE5pq/Vag5HGZgMnLhXy7upDTu8cHzcVj84ayrrDDinsazFZrNiuj0rW/xiZxVXIJCJ8/0XBhh2lqbiKFXRz++Nmy8UCEYN8OhPp4sfuinReu7Ce4f5dGReYhFL85w4erzdcFTLqriOPKqvNjlwqptnUtmfXL2g0zUg8JDQ1m3l9xU4uFTnGqXcfH/vbx7fb2Hg8g83HLnLnhL6MvCuac9kldA0PQNPUzONfbeG5uSPZczidvSnZzudez5hgnrxxGE/GTiXJvRMXL1WTlp+DMFaAXtDMc/NGUVRVz4X8CtxdFYzsHk2TUE92nZInoqfg1+zD4x9ud2bl3FVyHpg2kHPZJfh7qmnUGSmpaUBv+K2xxcjAruFkFldRXtfEqv0pvHLvaO6e2ofVey7w6BebsNrsJEQE0H2ce7vHsditCISO7K3e2Hq80hlNDEmIZPmecxjMFnRG829me/UGE4nR/rxVuI5l2eW8mngj3xTv5Wh1pnN8eyZ6+m/em95gZkhCJI9+sZmy2kbEQiET+nbmhZtG8dKPu/5p342+HYXRDjq4lutCeKCyspL58+cTGxvLiBEjOHnyJDt27GDUqFEAPPHEEzz00EMsXLiQnj17Ulpayq5du64rj5yiqnoe/Gxji7SxxWZj/dEL5JbXkhAeyHPf7SDE1x0fTyX7z+XTJcKP9RUn2VaZ4gxw3CQKogXBPPfdjhZp5poGHS8s28m8Ed2x2ey888Mh3vjsMOWH7Agz1dg0IpZuOUtuWQ1949ufQRqeFEWNqXUj7F1Bo3nms50tdPubjWbeW3MQO9DJzwNwlGEdOp/HxxuOEO7ngVgoRCCA22f05MXMn6g2NCKvdeG7rWecZWwX8svp3Ua51y/07dyJ9GtmxQA8XZU0Cw28nbuBgGAlfa/sX12jp5OqfWnnRPdOVGm0PPn1Vn7cc46aBh1HUwrp6x7d7j4j/buRmlnOsYzCNtdP7teF4moNi5btbmEOWt2g4/mlO7h5VE9EwpYDWkJEACq5tN1zdtCazOJqgr3dEQp/fylYjaGJM3V59PQM/7fFBv4VAhWezAsbSF/vGA5WXuK5tFVsK01Ba/7fmk+abVayGsvZVprCkqxdvHj+Zx4++z33n/qWf5xZyrOpK/no8nY2lZwhq7Ecazv9EH8HXJWy60pdTSAAq81GJz+Pdl+s3VRytAYThjo7r319wBngANiMApSitp9VYoEImUXGmkPnMVqsfLLxKC8u20lciK+jd/TnA4zuHsOBtFx2n8tqMbFzJquEl5btwrvJi+qKZl7/aR/JXQMRCoQU5Wopr23k2x0O0+TUnDJueWslz368i5qjAiLtwTyyZFOL36NGZ+DV5XsY1T2Wn/alIBIJqdfq6fMbGZM+nTvx9ur9zBmeTLC3moKqejIyq1h/MINNxy461TjzymrprGx/kiTeLZj8Eke2q29c6/Gqb1woB9JymDM82fnzb1W0Dugazm5NKhcairmhUz82lpzmSPXlFhN4u2vT6J/Q/r0NSYzgw/WHKat1jOcWm42Nxy6SVVrN0IRIvNSqFoIG1yIUCAj9N8qCO7j+uC4yOd98881vrhcIBCxatIhFixb9dy7oT0izycIto3vSqDey4/TlFmni9UfSef6mURxIy2XN/nQ81Sq+332GPj2C2FpxtsVxRvsksXZP2/KWFquN/ak59O8axqHzeTToDJy8XMStY3pR3aAlISKATzYc5YuHZ3LofB76X7klh/l5EB/qR7jIjWXCQxhtjvWx6kAu59S02v4XftqfwpR+Xfhow1U50EPp+Tw0fTA3j+pBWl45p7XZGG0WJCYJ32xrWfJlNFtIjgri1VvHYrBYQGrFZrNzNqOMkxeLuHFoEm+u2t9inzun9mJtlUPOdFnJAW7vMoYNxy7y86507rplBC9mrmqV0RnoGYeLQM47d06gqdnEuewSvtp2gmqNlheHjWB7VQr1ppYzvD4yNcP9u2JxgS9UJ1pJbAd4utIzJoSXf2y798ZssXI4PY8+nTtx7GIB4Mjg3T6lJ3q7ATcUbe7XQWsyiir/ZW+TfZUXkInEdHFrP4j+TyMWiOjjFUUXt2BO1eawrSyFbWUpJHmE0cMznDi3IBTtvDT+J2kw6bnQUMz5+kIuNZZhslmQCyX4yt0IkLsT4+qPRCDGarehsxqoM2nZX5nBtrJUXEQyentHMtC3M4EKjz/8Wv+bqJUyahuvnyCnukGLSCjETSVn3shkftjteP6KhUKGJkXSMyaE6CBv0nLL8PVwQSwSsnBmXzzUCorLG9h7Ipeb+w7l88LWz7hbwoewdu+FFsv0RjN1jXq2n3GUiQ3oGs7jX7buPQG4UFiJUCBg++lM5g5PppOPOwtEIzA0WfHwkHOPog/r9lwkLc8RNNQ3NaOSS9l8PKNNI2y7HTYeu8Dono5A5427xqEQS4iN9EIuE5NTWMfuU9n07RxK386dCPf35OiFfE5fLqZ/UieeXTCM2CBf1hxueU9ag4nqsmaS3cJJaWhZtiYSCLklcBhvfX4ElVzK7GFJ5JTUEOLjzuYTGTSbzPSLD+OBT9ez7Ik5+Hu40jnUl0qNljA/DwoqW5pGK2USbhrVnTsufgJAskc4P+S3LjE/U5fH3IQhbDqibPX37K1WMSIpmq+3nWy13/qjF3jz9vF4qhU8OmsIzy9t3Qs7b0R3PF2UrZZ30MGvuS6CnA7ap7qhkSqNji82n+R8fhleahXTBnRFJhXz1sr92Ox29NekrrNLa3hoeDT+/oNpNDVjtLVMGQdIPDlQfrnd8+VX1pEYHsixiwV0jwri3kn9OZpRwI+7z/LKgrHklNaw5lAq3zx6A19vP8nh9HzkUjET+nRm+qAEftqfipdawdsJN7Oh5jhHa7KIdPGlMKt95+WCiro2ZX1LahrwcFVw27ie/Kx3PKRVQnkL2ex7JvbD203FxxuOcMvkZHINReysTsVsszC4R2e+mjadFVvTGJYUyazBCaw+eJ654xJIsWWTXuEQDyhqriGnuooX549iz7lsKnKbWdLjDj7P3c2FhmI8ZS7MDu7PcL8urNqZzo4rNeMje0Sz6vn5pOkK+KJgF68kzGZr2Tn2V150SGEHJDA/fDD+CnfscjvLnriRr7edZM+5bEQiIZP6xnPTyB7YsJJf3nbNuuN3Uk9ssDenLhfRIyaIeeOTWFV7mEf9J7W7Twct0TYbKaqqZ1hi5D/f+ArNFhNHqzNJdA9DIvzvqwS5iOUM9+tKP+8YLjQUcbmhjDN1eQgREKjwIETlhZ/MDU+ZC24SJS4SOUqxDKVIhlQoate8ry3sdjuN5mYKddXkNFVyuaGUouZaBAgIVLjT2yuSMKUP3nI1wt/wB7Jhp6pZQ2ZTOSdrctlXmUFndSAj/ROIdwv6l67pz4paJUdvNDvc4qX/ut/SXw273TEz32w2Map/FJEB3mw7eYlbRvdiT0oWX249gUgoYFLfeIYkRnDbzQmsLD9CZWMD0X4B3JA4AF2theeiZ7Kq4gh52ipClF7cHD6YrspOTD/yQ6tz+ri7UFDheCZarLY2A5JfsNpsyMVixvaMxWS2YhGZWddwlDOFuajEMqZO7c18SzKLvtpLUmQA80Z0d6qGtUVBZT1jQnypbtCicBOS1pjLRvsJ6hq1jIztxpIB01mxJ4X31x5CLhEzvk9nxveL5fPiHZxrzMfHqGbqrD7YquN4b/lhp1/Px6uP8fLdo+jtHcWakhM0mPQke4QxN2AQa7ZnkBwVyIIxvflx71kOnc8jyNud+6cMoJOfB099vQ27HarqtXy1/SSje8QwLCmK9++Z7DS6NpgsDOwWxl0T+1IpqHWO/b9+B3D+XrHzTsF6PnvoVr7feZZ9qQ4BguFJUYzv3ZmcshpUcmkrYYFmoxl/D1f0QgN2PwOv3TOGH7elkF3ikOe/c3wf+ncJQ6XoqDTo4J/TEeRc5+RV1HP/R+udD/lGvZH31x5iTM9Ybhndk+92nkYuFTtzDiF+buyoTQEF9JWHIhGIMNuv1s5WWRoI8XWjvK5tb4XIAC+mDerKyO7RlNc1suiHXU5Flye+2sJXD8+ipkFHcbWGucOSuW1sb6xWG8cvFTLv9R+ZNTiR1Jwylu9N4ZtnZjDUvwsqkZysoPaDnBAfd6o02lbL7XY77605xNQBXYnu5c+R6ss0WPVOA80JvTujN5p4dflx3rhvDB+VbSFfd1XVZmPZGQ5UZ/DKgLn8453NDOgaxsK5vXgjby3lzRrndkEKT/JL63hr70GWPj4bvcHMM+9vZ9KgzkwPGUCjzsi29Zlc9GwkxMedmiv1+Cv3p3IgNZen7x7MsZosztblMcK/G0/FTyXCxZetpSk8cvZ7Pul1G/4Kd0J9PXh67gjumzIAAA9XBVKxmFqtlhBfd6rbMAUF6BTgTu8+AcQleZClL+Wlwp8QC8WIBddFNet/hEtFVdjtjmzj7+VETTYWm5Ukj/9eFqctFCIpvTyj6OUZhcako0hfS4WhnnxtNSl1BRhsrTOkIgTIRVIUIilykeTKvyVIrvm7sWKj2WKi0dxMrUlLs9VRn+8ikhGs9GKsfyJhLj4oRb+/J0iIAH+FB/4KDwb6xJLVVEFKfT4fZ+0gWOHJ6IAEenhGIBL+df921UpHiU5do54gb7f/8dX8F7DbkYiFqOQydPVm4kJ86NLJj7sXr21R7vXtztPsScnmgVv7kN3kUN88W5/Hufp8no2ewdH9Zbwxcx4Gmwmt3oS23kJZgxaZRNRCQROgSuN4JuaW1SIRCxEKBO32IAoEAsb0jsWOnSahnifPf4/B6vhONJj1fJa7k+4e4Xz11HRKSptYcyidYB/3FkI01xLi4061Rsv9s/qztOAAeyrTAZAKxQxVJ3DHuz+3EGD4dscpDqfncsucRA5UZ9BobuZ97SYm+vVkzqhEVuxKA8BotvLkJzv44qEZRAUG4eOpwl2uwGiwMX9CMvpGCwveXUXzlYqHxqJKnvl2O7eP601ciC/F1RokYiE1DTpW7EvhcHoeL941grKwYh5J6otYICZNm89jWUt5KWGW8/pkvyGWUtZcT6VRg91u5+kbhwMOT6KHlmzkzdvHoze0frbIJWIkUiG3Hv+UJouBQIUHk6b0Yr4sAQsW+geH4inryOJ08PvoCHKuY4pr63l75YE2Z7F2nsnkw4VTEIuETO7Xhb3nshEIYMLgOF4oXE6z1cS8yIGMD0xmY+mZq/tVp/DYyOltyk6LhAIm9etCbYOOBe+ubr1eIMRVIaNWr+OJz7e2Wi8Ri+gXH8ZP+1OJ7+SLFTsvnv8ZgM+63knfuFBKahpa9OUAzB6axKH0PLpHBVFR30RZbSN94kLJLKkiKTIQTVMzc336kN5QxMmmTOaOTuKjn48yumcMj36+mXB/TyxKI+46JX5WNyoNV4/fYNazr+E8Q5Ij2Hs2h2nD4+nnFY0NOFB5EY1Zz0z//ry65iCuShkyiYQXv99FlUbHN5vPtLjO83kVfHz/NJIjg7DabFwurqKivokLGdUkeYSRqilwlhZFuPgyNbgXRfoaDlddZmZoHwQCAQqppNXsr5eLC7eP7825D9e3+kzFQiGDe4XxZdEOZCIJ+dpKGszNPBQ9gUCVe6vtO2ibiwUVyKXi3632Y7fbOViVQaSrHy7iP09JoLtUhbtURQJXAy+TzYLOYqDZasJgNWO0WTDazJisV/9vsllotjoCGtuV/jyhQIhEKMZT6kKYygdPmQs+MjVqicJpzvv/QSQQ0VkdRJw6kGJ9LWdqc/k27wDrS04zxKcz/X1iUEv/ei9Dblf6EGoadddFkOPtpsJotmI0WVmy6TiPzRrCmsPpbfYlFVVpKCnUEu0aQHaTo0TMR67maMMlbho3hPwiDQ8v2YRaKePpOSM4eD6TCX3iWXckvcVxjmbkc9uYXjz73Q5OXCpiaFIk+9qQOo4O8qa0ppHTmUXcOCqRlfWHCVF6oxLLyNdW0WB2XOO5+nwKfWtwV6jZl5rNy7eMZdfZTNqKmyb378LrK/bwzqhxfHpuAwBRLv6M8O3KgVP5bSrMZZfWoq+1E6TwpLTZkYHaUnmGD5JvY+Xu884ArZOfB8VVDby6Yo/z+l+8YwQak56Xvt7vDHCu5fvdZ3nnzonUa/VU1mtRyiTojWaKqxvIyKmma3AI22rPUmfSEuHix0DfOCxWG+EqH2LVgdjsNkb7J7Cr4nyrY/fwCKemqpmSmgZe/2kvhitiAZGBXjToDC28hvw8XAjycqN/lzAuGgqJcvWn1thEkb6WL4quliK+5zqfQb6dW3+wHXTQBh1BznVKaV09+mYz+RXtlzFllVQze2ginUP9eHvlfp6cP5S92hTnjGx6XTG3hg2lydLMvkpHH069SUehsJxn543gvZ8POh9qaqWMR2YO4UBaDkMTonhy9jA+XHfY6R3grpLz2Kyh7DqXxdCECB6YOpAvtx53zsB5uCp4fNZQfthzli5hftw9uxfl1joiVH7cFTyawtJGYkN9GJIYiY+7C0s2H6OoSsPtY3uTHBuAPcBAsbGa0bJOhMl98ZGqySqtoUsnI74eLpia4Fa30ShlEgwuFm4Z1ZMGnYHoYB8emzWYrPJqIisjGRXsiXsnKZ8UbaOs2ZGBOlZ3mbmdR+Lv5opapMQnL5Bmk4W3u/ZG6SKmvKaR1xaMw0utxGS2/KZbdmFlHY/OGsyRC/ksGNuLC/kVHEkp4JlbJ/IJ25yy23naKhLUYcwPHsKO8hTGBibiKrn6slxZ30RWSTXpeeWE+nmQFBXIEzcO5aO1R5yfuZtKzsu3jkEtkzFAl0xDk4Fp0QPw9FAQ5uGF8C88G/7f5mJhBaG+Hr9bdCC7qYIKQ8N/zPjzj0QqFCOVuvBn7XwRICBU6U2o0ptqYwPn6vPZUnaOTaVniXMLJNkjnDh1IN4y179EOZv6SpBzvfTleLopKaioRywUoVbJsAvszv7AtjiaUkjiiDCazM3cHzqeploLuQW15Bs1BHi60TXMH6VcypmsEnafzeKVW8fSqDewNyXbGXTEBvsiEAhYMKYXqw+m8fItYzCYLC3O2znUj/un9OfZ73bQqDPwjzn9mO3Wj4yGUhrMeqaF9MJktbA4cxs6i5EzTTnM8xvMe3dPZvvpyzw7ZySL1x92ir0oZRLumzKAoxfymTMyiXRtIf28Y7ihUz+yGsvQmg0k9gikS9RI3l9+pFV/5bFzRXTrG+oMcgAKDFX4ebhQXtdEdJA3D00fzIvfX+1hyS6twdBkw13g2q48t9lixWK18uC0QexNyealW8ZQUt3Ap5uOsv9sHnfG9GCkdyKmZhvHMwqo1miRyOS8GX0LJzIKOZtbzZiY3tyYOJhHM76j3uyoGHgwfDy9XGLYey6HbuEB3DyqJwUVdexPzeH128aDwE64vydGs4V/TBtEk95AUVU9Pm4qIgXe9NdZEEkEhMap+aZsD5caHcqhm0vP0d879i+dre3gv0dHkHMdUlqnYdmus/SNbV/5BMDPw5XhyVHU6/S88MAwVlce5VzVVW8bhUjKgZP53NR5KHdEjqDerMNFLEdqF7P1ciavLhiH1WpDJBRgttr4aX8K7ko5U/t3Jbe8htduG4flynqjxcpP+1Lw9XChoraJZpOZZU/dSJGmDrVUgbtSQY1ey9yJCeSZynk+ewWvJM7mgcCJPP/prhYGmGqljE8fmI7VZkOgtLHw4pc0mq/6TrhJlLzeeR4frT/iLKubOzwZN6WcJVscYgHTB3Qj2MeNO8b15oFPNrQQNfB2U/HSPdN5OW8VtSYtcpGEMD9Piosbue29qxmqb3ecYmRyFPNH9uT291bz0u2jiA3wQyCgzRk+cNSHf7juMLeO6cUTX21laGIkc4Yls/dkLlMi+2Ox20hrKACgokZLfbqAqX36ILymtKyoqp67F69x+uwAyKVivnt8NiuemUd2aQ0ioQCFXIq+2ciCVzddLdXYDfGhfrx/z2RQ/eafRwdXsNvtpOWV0zM6+Hfvc6TqMp5SFSFKrz/wyq4/fGRujPFPYrBPPJlNZWQ3lvNTwVFs2HERyQhSeuInd8NT6oK7VIWbVIGbRIWnzAW56M/R/6KSSxEJBdS2U176d8Jmt5HVVE69yUAnlQ9TBsVTa2tC/hsmxDKJGIlQxNNhM3jpi30tSpHlUjGv3jqWQ+l5yCUirDY7LyzdyexhSSy+dwrNRjNyqQSBAA6k5aIzmHh1wVjMFhv3TOzHvZP6UVnXhEwiRimX8Ojnm9HoDIzsGUW2vpwXzq/Gdo1gTLRrAK8kzOaJlOWoZQouFFTyw54z3DSiBxEBnnz9yCy0zUaEQgEuchlNpmaCw1Wk6wsJkHkz0r8bj537walOChCm8uXVhZN4bPHWFmV2cqm4RWk4gJ/alZduGYPeYKa4WsMLy3a0CI4FAodJ8W9KpeH4m1v40TqargRk/buE8fxNo9h+6hJaSzMZOVU89912rDY7vWJDiA7y4a4P1mCxOq77h93n6OTnwVcLF9IgaUKNiq1HLnPjtuXOcyzfe46R3aN5+86JBHipqWjWcNctyYSJ/fnHJxtalFMrZBJevXUsn285TmlNA6/eM5ovbDvI1VagEsn+2e100IGTjiDnOiSvoo41B9NRyWT0jAnmTFZrF2iRUEB8uB83przPQJ8YAhSenLvGvFMsEBHp4scza3+iT1woMcE+rNqfSlSwN0MTI1m66yxwttUL/eJ7J5OWW8qaQ+msOZTeav2rQ8fy3tqD1Dc10697CD/qd1N6JWMiROAcYNwkCtxsLjz3w+4WAQ44+oqe+mYbi++fxKOXl7YIcMBRYvZW7npumjCEd344hFwqpnt0MI99cVVhZ93RdGYM7sZrK/a2Um2radDx6cqTzJoygM8LdzLaOwmhWcSqg2mtPsc9KTkM6BpBn86hvPjtbta8eDO9YkM5dbmo1bZCgYCIAC8WrzuMVCJmcr8u/LQ/hSEJEZzPL2flgVRee2gUaQ0F9PSIJD2zgg2HLjIscQqqK14nDbpmXv5hd4sAB8BgsnD3B2v44am5fLHlOPmVdXy4cCpPfr2tVS16RpFjoH5g6iCkkv9+Q/xfjYr6JmoadEQE/r6ARWcxcq4+n37eMf+Rsq0OWqMQSUlyDyPJPQyD1URZcz0VBg21Ri2XGsvQWppptrb8XruJFQSrvIh08aOLWwihKq//SeZHKBCgVsmdvXl/Z6oNTTyW8gOLomdjtlgRKG18WriD0f16kL2mbSPIkf0jaZI28sXPp1r1WhpMFl5ZvocnZw9HKZOwfF8KFpuN5XvPsXzvOWfvzYxB3RjfJ44731/DrrNZLcYhoUDA7KFJFFXVO8eWeROSuDv18xYBDkB2Uzn7Ky8y1C+eBFk4T/y4A5PFygvLdiIUCFi8cAr/+HQDo5KjSIgMxCNMwqLslQgQ8GP/B7jl+KctAhyAAl0VW+tPMbZPLBuPZDiXD+kTxtvla5w/SwQipHo5KoWUexavbbOnqG9cJ1Jyywjz8yDQS+2Ua74WN5WcOm2zM8ABOHaxgB7Rwcwc2Y0QsQfzvlvhLGufMyyZp77e6gxwfqGwsp5PNx7lxfmjySmr4ettp1qda8+5bIYmRuLmJuPdjM10VoSwfPPFVv2izUYzryzfw2Mzh/Dc0h288u0+Hr1rCItyVjE9pHeLSb0OOvgtOoKc64wqTROr9zlqZzccvcBrC8aRW15L/a8ctp+4cSgWsclR71ydxZvJc1ld5MhyCBDwTPw0ZDYZb9w+DleFnGe+3YbJaiWjsJKbR/agW7g/6fkVLQKYIQkRWKw2+nTuRFJkIKm5ZS3Wj+weTU2jznkty7em8o8FE3khcyVGm9k5wIgFIp6In0KD1ugULfg1pTUNNBssVBkamRLck4E+cdix4y1xxWYUUN2oJdjVk27h/nirVRxMy22xv1gkpEqjbdevIqOwkjulPYlzDaKnazQrtrUMcPp3CWNS33iEAgEuCilPzBlKfmMVeoGBJ24Yyl0frGl17AemDmTzccegdiyjgLsn9uPEpULWHDpPbLAvGq0BL4UL73Wfj5fUFWGYmJ7hoUiEIjTaZtxdFGgsOuZO6cZcEqis0rFyR5rTlbtf505YsfHSgjEIcJixxQT7MLhHGHFR3lhsViwGOxv2ZbD2SDrzRvTA3/P68Yr6dzmf6+gNiAj4ffLRp2pysNvtxLsF/ZGX1cEV5CIpES5+RLj4tVhusVvRWYxoLQYaTHrqTFqqjY3sKE9jU+lZvKSuDPCJYaBPHGrpf7dvyk0pvy7K1SoNGupNOoKUHuQU13FWfInLjWXMix1CQoQ/5/MqWmw/PDkSo0szoWJfzuedbvOYDToDrgopF4sqmTc8meX7rhop2+x2grzdmD6gG9WNWm4Yksjqg2ktxqEwf0/6dg5l5QHHfoO6hnPZUNwqwPmFXeXn+ajnAsRmMeP7xbHl2CUsVhs2u52i6no+e2oyzQYLUV6+1Jqa+KjHAgQCuNRYgsXetuHlgZoMXu4xzxnkTOoXT424niaLI+gSIODpztNQmmQUV2p4ZPYgMourGdo7HKvQitgu4tyFMvrHhvPDvnMM7B7KBwsnU1LVgNVmp1FvYNWBVPIr6nh81lB+2pdCZKAXN45NwMNDBgjQNZqJ8PfkVHqJs3fG38MVo8nM03OGo5LLEAoFlNY0sHJ/KuV1jexLzeHeSf1ZuT+13d/597vPkhDtx+Hqy0yM7s2nBW0bXWu0zYjFIiRiEfVNzUhNUmaE9CHobyYZ38EfS0eQcx1RXFXP6cxiGnSOIKJBZ+Dt1ftZNH80mSXVXCiowFutYsbgbtQJGzhcfwmlSIoNO24SFYN84vCTutNf3Zkd+7N5K+U4t4zuyZAErxYykC/9uJvHZw1l/sge7DidiVgkZHBCBHWNelYfTEMpk7Do5tHkltWw5cQlZFIxY3vGkV9Rx8fXeNkUVNaz7OdU3pp5M5cshVxsKCFY6kV/t87QDGL7b//5Gs1mXkmczaGqDJ5KXYHVbkMsEDHWL4k+onge+ngTd4zvg9Vm51hGQYt9ZRIxDVpD2we+glqo5C7fMVSU61rUT987qR92O7y2Yq+zHrt3bAi3TEvmqYs/ckNoP756bAbHLhRxOrMYL1clQxIi2Z+Ww+5zWYBjVrGmQcvdE/tx8nIRMaFeJPb25oXMn5y9QKFKLxaGjmPZxgu4yOTcN70/z2ctJ0frUPUJU/nw8O3jWPZzKkMTIwj18+TeD9Y6szwRAV48f9MINmtP8kS2Q+jBTaJg/tihxGf7/a0NF/+TnM8vw9fdxamK9c84Vp1JuIsvKtHv276DPwaxQISbRImbREmQ4mqAarXbKNHXcrmplO1lqWwvS2WgTyxjA5Nw+y8JGbgq5dReB5kcrcWIEAEykYRmo5l6HPf8Ws4aHpk2makNXThyphCRSMCwPhHE+fmhExnQatr2RPuFmkYdvWJCqNFoGfJwJFtPXqJe20yvmBD8PFwprKqnvLYRX3cX3rxjAgfTcmk2mRnTM5aYYG9WHUhjcLcIesWGEt/JlxOmjHbP9Ytf212pnzOqcwKvJ43hmc92YrHaKG9oYF/5KYIVnljMcXyYuY0qYyMxrgEM/o3meYvdiotSwthesQxNiMTXw4Use5FjDJa509+1M9sPZLHvzBGmDezGjWO7UexdwnP5P2K2WxEJhIyNTMLFM4Zpk2MwGiw89dU2Zw9ugKcrj84cQoCnmk83HcVdLeemsV35rGgHZbVXxheVN8/YpyG5Jps/ons0QqGQJZuPO7NoUYFePDl7GF9sPcGlokqHD5G2ufVNXaFRZ8BitWPHjsXy22OMzmBEJhZhtlgRWcSENgSxozKb8b074+7y5xFs6eDPS0fO7zqhpFrDU99sY9e5bJIiA53Li6o0PPjZRvan5uCqkBEX6sOq2kM8nL6USFc/yps1+MrUuIrkhBaFUXrIyqPvbmfb8Ux0BhOfbTrGqcvFPD5riPOYzUYzL/+4G7VS5qitFsC7Px/k/bWH6B0Xyp6UHBb9sIuYUB/eunMir946FqlYxIfrD7dSejufW8GSlScZ79ET1QUfsvcZuP/NTSx8ZyPeri5IxG2XU4mFQny9Xdh55SXll5IAi93KloqzHDKnMbRnJK+t2Iu3WsmALmEt9tcZTHiqle3W/qrkUjyVSnYeySGntIbkKMdnmhARgEwi5vMtx50BDsCpzGLe/OYgdwaPYnHmNjbXnaZn10CHmlyjnie+2sLGY1dNVL3dVDToDDz33XYm94snuJMrL2audAY4AEX6Wl7IWsmtU7tzJD2fF77ZyWTfPs71Bbpqns/8iftv7EdSVBCPfb65RRlbXnktCz9az3B1orNsqsHczCf52wmNV+Kq/P3SvtczKTllvzuLU6yrpbi5jni339+/08F/F5FASCeVD2P8k7gjcji9vCI5XpPN82mr2FB8xim88kfippJRrfn7BznBSk/G+3dn9YE0ArxcGXRFiMNgNfN6zlq+adqOoo8eUQ8taWRTUKFhwQtrsBrARdH+88lLreKRzzfi7e7Cmz/tw2iysGB0T9YdSefnQ2kUV2v4eONRPtl4lFeX78FstaKUSdh8/CLpeRXUNOpwkctYe/g8Dy/ZRJjIv91zRbn4c6GhCKvdxo7KVHbqzzBnVCIAXSJ9qTdpGebflefSVlFldJSLlehriXT1a/eYIUovjM02rFY7r/+0l2ajhS6iMDpXx1Jy0Moj72xj+/EsjGYrNoGNb/L3s7b4pLNnx2q3sbXsHD+UHcBP5MFTn+xoITJUXtfEE19txWx1qHjOntCNF7NWtRxfdDX84+x3dI33QXzFrLVndDBPfbO1RZlgTlktz3y7jfsm9yfAU41CISb5mneMX9OncygqhQQfmRq7xIaLvH2/Gx83F7QGEwIByMUS3llxmHd/Psj+NEc2vIMO/hkdQc51gt1u577JA7hhcALDEiOdMqW/cKmoigNpuQSHurKzMo0enhEU62sx2swsiBxGVZWOZbvOcvhCAWZLyxT7tztP0adzSxGDwQkRnM0uZdupy+w6k4VG24ynq5LB3SJYdySd1JwyGnQGxCIhQqGQEF93ooO8W123QAAPzxiMRCxkSt+uzB6SyD+mDmTh5P4I5XDDiARcFDJmDErg/ikDmDU4AbVSxvShXTGLLBysutTm57G3Kp2RfSNYOLk/1Q1akiOD8PdwJSbYhzvH9+H+yQNQySVM7telzf1vGtGd2kYdZquVpbvO0C08AE9XJVP6d+HHvefa3Ke4ugGxTsb9YeNQ21UIpVCn1XEoPQ/Trz7T28f2Zu3hdCxWGznl1ayvONmqdhsc8r7769MZlBjOpaIqktRhfBh/G+/HL2BCUHeMNjMCsZ1vtp9qU+yg2WjmZFoxPTwjWiz/vuQAWlv7s3EdONAZTGSVVLf5t9sWx2uyUYlkhKt8/+Ar6+A/gUIkpa9XNLdFDCXJI4w9Fed5PnUV+ysuYrG1XWr0n8BNpaC6obW3198NtUjBbcEjmNK/KyG+7vjJ3QhUeBCnDuT24BFM9e1DnUnL5cZSbvAbQG2DjhHdo/lpfwq3ju7Z5jFHdY/hTFYxDTojFwoq6OTvSaifB9/uOE2DzsDdE/qikEiY0r8L3m4qxvSIIS7EFxeFjIuFlUglIk5dKmLrqUvkV9TRoDOgq7US59r6xV2AgFsjh7Ku6Gr/yaGaS/RKCCIuxIdmeTODfDvzc9EJ7NiRCsWM8Uvk5qBhKAUyEtzb9si6N2IMNVXNmK1WEiICsNvtyGUSDp/P48iFghb9MP27h7KzPLXN4+itJg6cyXMqal6LzW5n2e7TPDJrCFuqT7c7vmwuO8OcEUlM6NOZVQdT2xxH9EYzZ7JKWHTzSGxCK8OSovBxa61cI5eIuWV0T7yVrjwUN54ttaeZP757m9c+pmcsJ6/0ro7tGddC+W7JpuPXxSRAB/9/OsrV/uY06nRUNTSzfO85UnJK8VKrmDMsiW8evYGP1h3myMUC7NjpFx/G3PEJfF22i5mhfUj2COfr3H0813U6NYZGNIXtz5rUNzU7X9LVShnTB3ZjQp/OvLf2EOAQMRicEMnCyf358op6GUBJjYb4EMcMWZC3G+/fM5nvdpxi26nLGMwW4kJ8eXbuCADeWLmf3LIaQnzcmTkogYzCSmpMDfRI9mNIfCQ/7jnHqctFdPLz4O27JuLrpaLMUIO9nTpqG3aMmNl68hKuChlqpYIvH57J4Qt5bD5+CaPZgs5g5KYR3fH3cGXVwTQ02mYCPF25ZXQvNNpmFn60jqWPzyHMz4PPtxznlVvHAA5hgvYoLNaQV95Ibnkt1t4yHp45mKTIXH7YfQ5ts5FQX3duHd2LrFJH+SCAVWglS1vW7jGzm8sZHtOLhRP7s+dMNrvPZV/xJIpnedJgTAILmUXV7e6fWVBLaJgXZ7jal1Sir8P0B77E/V1Izy/HZrcT9TuCHIvNyqmabOLUgYg6Gmf/UshFUgb6xJHo0YljNZmsLjrO7orzjPJPoJ9PzH9cmc3dRUFtkx6rzfa3lMqta9ai05lJyS5j1YE0mo0mhiRGMLxvJO93WcCxCwVs2XgZs8XKo7OGY5JZefWHfdQ26kiICGTu8O4UV2t4cvYwfthzlrLaRtxVcmYNSSTYx52Xf3D4qpzPK2fu9K6gF2EwmhnfpzNfbz9JWW0j0wd2Y2r/rizbfZrTWcUE+7jz3LyRAPh6uKItvyr1v/inoyx+eBK7G1LZVnEOg9VMtGsAt0cOY1/lhRayznbsCKR27r2pNy9k/sT9sWPZXpZKklsYC/xHsO1wJpty8zjjWcMTN01lW9VZNpScRm81EeHix70Ro7l8vp6dJ7LoF9+JGYMS+GzjUYprGhiRHM0to3ry0o+7nZLQJoGp3X6hEJk36b/qa7qWy0VVPDBtAN9mlre7zYWGYhYNv4HikkZ2nM5sd7uskiq6hPnx5soDjOwezecPzmDFvhQ2HLuA1WanT1wIj8wcSrC3GwKBgL7e0chFEord6nn8psH8uM3R1+OukjNzcALB3u58tOEIt4/rTYi3Oy//uNt5rppGHQbzb5csdtABdAQ5f3uKqpu46/2fnTM5RVUaUnJKmTGwG7eO6cXEfl0QADEh3jTa9CzwHYlYIEJsEfJMxAyamo34CDxo9m6/dlYuESMTi3jrjgkYzRZ2nL7MxmMXWPLgTAQzB2G128g1lrG4eCP3TRnH7nPZAPioXVocJ8jbjUdmDeHm0T2x2uy4yCWcz6/gia+2OGePiqo0HL1YwEPTB+EhUZFX3sAjy3Y4j1FcreHIhXyeuGkIEbG/bcxoMdmdwgXPfredwd0iSIoM5HJxFQD5FXVsPnmJ9++eRICXGj8PF3zdXfh8ywl2n3X0ztz01nIenTmUV24di9liRS4VO83U2sLdRcH5vHIq6pv4dMMxNh29yJv3jqNziB/NRjPVDTp+3HuOvGsGWKwC/BXuFOjaDlT8pO4Mj4ni3sXrKb3GCPX9NYeIPeHDW3dNIMBT3UrB5hcCvF2ot7Q8tptE6XSu76B9UnJKcVHI8Pf45wINFzUlaK3GDsGBvzCuYgVj/JPo6RnJyZocVhedYEPJaRLdO9HZLYgQlRfeMjUyofj/pczmrpJjs9mpa9Tj4+7yz3f4C2G0mKhvaub9VYc5nlHoXF6w6ywxwb6s3HeI9CsTPPNGdGfPuRw2HL3g3K6oSsPus5m8dcdEVh5I4eZRPfBwUeLhouBAWi4vLrvqE+Pvq+Lr/L30Vkfh7qri6W+2AY6yYheFjNveW9VibDl2sYBn544gOtCrxTNYZzCx/XA2gT7+PBM4G7FIgKdaxZKC7aRprt7DL8jkIh448x1Wu406k5Z4dRBTXPvz8PtbnROCRVUa5r1QzJPzhvJJjwQUIim5RXUs/vKkc1wqqKxn68lLvHH7BB77cjOfbzlOdJA3z84ZwVNX7kUqaD/ArjM3EeTj3aaCKoD/lXEhQO5Oka5tNTt/mTt6kwmxhw1/T9d2xXj8PdVsPp5BfkUdX207yfqjF1h87xTmjuiOTCLCRSFr0bfoKlEwyLcztW5NWENsDOocAVYBErEIiUhIpUbLP6YNZOvJS3yzvaVSm1ImabdUvYMOrqXjLeZvTGmNhndXH2gzVb32SDpSiZjnv9vB3tRsZBIx8xet5oF3N3PvOxu487V1aGpNPPDuJu57dxNBXm6o2+nRmNy/CwUVdTz59VZeWLaTYxmFSMRisgylzEv7gJvPf8hLmT9zsi6HnOZy+sV3ItBLja9H68FbKZMS6utBuL8nBpOV13/a22Z6/PMtxxGaxHz887E2r+nTNcdxESiIU7ddG9zNLZTM3JYP9UPpeQR5u6G6UiMsk4hwVcjYl5rD2awS3l51AK3JxOlMRwpdLhHTydcTb7WSKo2WOa8vZ8+5bKYP7NbmOV3kUrzdXKiob3IuK65u4EBqLlIXAU9+vZV3fz7QMsAB/N3cmOLTu81jAkwP7MPBlDykYlELfwmVXIrJYiWvrJYF43q1ua9AAMP7RHC8NqvF8tkh/fFT/v3d1v+/nM0uITrI+3e90B6vycJP5oaPrONz/avjJXVlfGAyt0cMo4dnBAW6apblH+LVC+t56OwyHjj9HY+f+5GX09fwRfYeDlRcRGtu24yxLX5pqv61RPLfgWpDEzV1zS0CHIBgbze0zUZngCMWCukfH0Zqzv+xd97hUVRtH763t+xueu+QhEAChN57b1IsCCI2bFiw9154La+9KyqoiAUUEKT3DoGQAEko6b1nk2y27/fHwsKaBH0/URTmvi6vy8ycmT2z7MyZ55zn+f2KW0wimK12FqzZS9d2YfxnyWae+PxXTFYb3245hEYpJybYlwC9hj5dIshrrKCzNpqF6w64j796cBfe+3lHq2PLG0u3MbJ7vMc2kcilDvrxyr08/v5anv9kE2a7tdUAJ0EXisFqRCt1/RuuLj7E9eFD+XTZ/hZpyXaHk5e/2kxjg5WysiYe/WBNC8VQg9HM0h3pjO3pqlc6UVxFWW2DO0U260QVXbxb97wrs9RxxcCOre4DmDogmf9+v42ZkQPbbDPWvxurtmWTajjF1SNaH9vOfD/nCvhU1Texel8m3holoX76NoVZ/BRaAlV6wn19CA/wJshHi69Og7dGxevfb2F/dmGLY64e3AV/nWDkJvD7CCs5lyilNXWYLDbSc9teht6fXcD1I7sxoW8nHv3klxb7jxdVEhHoTX55LZ+s2s07cydz/0crPWZy+neKYebwbkx/cZF7W5CPF0/eMoz/Fv3U4pxrKtKYMrA/UYG+4BDx674sooJ8aDJZyCurIdRPh79eQ155LSG+uhbS1mcwWWzUNjS36eLcZLJgrYfH4qfybOb35DZVuPe19wrmluCRPPbe2hbH7T9eSEr7ULq1DycqyIfcshqCfbWM6elPZkEFtXVGXrllArll1QTovSiqqsfhhAC9hkUPT8dgNOOrVVNcbWBz2kn3eb29VDx93Ug+WbWnxWduPpBDp44BPDx9CG/8sM2dby2ViHnm+pGEBmhpssqZ234MH51a586dlokk3Bk7hmCNjtKYOsaGRBKrDqK2woLULkUpl5FfXkuTyUqX2BBuGd+LL37d7xZ3UMgkPDlrBNsaM7A4zgbCowK7MCGsGzKJMFN2PsxWGxm5ZUztn/S7bRuszWTUFTAwoG1FJYF/HzqZij5+cfTxi8Nkt1BtacRgbcZkt2B22DDazFSZDKTX5rO86ABXhPdgcFDH3w2KfU4HOW2tvv6bcQJr9me12N4jIYLtGbmAS43y/isH09hsZmyvDmhVCkL99Hy7+ZC7TiMjt4zrR/Y4rdY5mpV7jvLEtSPwUsnJr6glKTqYAKWGu3yuICu7mkenD8NotvDuzztRyKQt/NXO0Gy2Ync43Z46SpmUedMGsXqfK33O20vFK7eMJ1CnpL1XMCcbz6aDxWgCeSJ+GoX5DbyTcAu1zgbeyF2J2Cohs6Ci1c8DqK8zk5pZ3Ob+bek5vHDDGJbtyABga3oOvRIiOFFcxcFjJTx6wxSePrqEEw1n+xKtCeDR+Mk01th4dvYo5i/e6DYXlYhF3Dy2F/56DXMn9UPUIObOdqP5OGe9e3yRi6XcnzABm0FMiI+Ofr7RmHVWbh7Tiy/W7nf78ihlUp66bgQikQgvpdzje12XepzpQ7rio/VUJTSaLFQbjKTnlmK12enSLhQ/ndojEAry0fLRvCu5+/2fPN4DhnVtx4xhKX9qJae8toH88loKKmqJDvYlMtCHwEtsxVTAhRDkXIKUVNWx5sBxooLOrycvlUi4ekhXXvx6PWm5LfN25TIJjtMywpsP52C1O3j/7inUN5moaTASHeSLWATbD+fw4b1XUVBRS5i/jipJPa8X/OSRp3wGsUhEcrsQ1u05zoI1+5h/8zge/3w1BRV17ja+WjXPXj+Kpubzz3z+npFidb2Rlz/axG3TBuMfrsQisxKm9uHY8Sqe+GC9h+z1GSQiETOGduPL9Qd45xw5a7lUwhMzR/DDtsNcMySFjYdOeswwKWVSXr55HN9vSeOaoV0ZlBTDTaN7UlRVj0ohQwS8+/MOTpZUt/hMsViMTqFin+8J3nhwHLYGEY1WEyFBXhgb7Nz4yvc0mSyM6hXHa4NuoE7UgE6tJEzpS7PDwvV733crPmkkCl5PvIGXF2zxUNPRa5R8PG8ao7rFk1NejVwqJdRPj9PhIFk/mBGhnam3GInVBuIt1eCvEfxxfo8jeWVYbXbiwwN+t+2BapeRbqKQqnbJopTICVP5EtaKsm2T3cTuyhMsKdhNcXMN10YPQHyeQMdLrUAiFl+SKzlAq3VGztOBRc/4cO67chDv/LydXUfPrpTIpBIev3YYcqmE7UdcwVCon5535k4mq6CcOyb246FPfuFUSTVRQT50iAjk1jeWUneOnHFMsC8v3TgGk6VldsO5+GhV/OeW8cilYqICfXDgxE+rYnhKeyw2O699v5kqg5G5Vw2iXQ8fKs31qJ0qSoobuevVFdQ0GFHIJDx13UhebDcD8e/UVYlEcL7sYLFI5KEmJhaJGJYSR+/EKPLKapj3+kpmjutPUIIGi8yCxqmkrNTI3a+upNpgZEjnWBY+ci0VtQ3UNZrQa5SsSz3OJ6uWIpWIeXrWSLoExPJa3A1U2uvRqZT4ibUsXHmInem7efXWCTy3aD0B3hquHtyFkd3jOZJXhlQiRqtS8MO2w1TUNfHSTWN5+NNVNJksp/+dRaSdKkYqERPs60ofb2g2sXpfFq99t8XDwPSaIV24dVwfd0AkFovoEBHI4sdmUlJtoL6pmchAH3y16j8lH51bVsPtb/3oMYEQ4qvjo3unERHo/f8+r8A/EyHIuQQpr2vkveU7uXF0T3rEh7eZj9urQwTPfL2aXRkt94tE0CM+gjdPiwcA7DiSR6+ESHZk5CCRSbh38kCmv/Q1Ke3DMDSb+WH7YV6dM4Fap6HVAAdgYkgPyioaeHPZduaM682CX/d5BDgANQ1GXl68kVfnTCBAr2l1NtNLKUenVuKjVbW62qPXKLHaHdQ0GJn/5RZkUgk6lYIP7p1K2rFSj4HvXEZ1T2DT4ZPsOz1beAaLzc4LX63nw3unsf7g8RZL6CarjUc+W8WH90zll72Z/LzzCEueuI6Pf9mNXCblin6dWg1wAEb0bsebOSvJNBRjCbdic9rZVpvJEz5X8dRHG9z1Pev2nWDdvhPo1ApXAer4QG448IHbpwFgcnAvPv/pgEeAAy5PpLnv/sS8qYP4ZNVurDaHO21u8eMz6R3RvtW+CbRN6vEi1AoZYf6/n352xhtHJWlbLlXg0kUjUTIiOJlglTfry9LRSFVMjmhdHQxcL7HeXspLMshRi+WM753oXpU4w56sfG4b35eYYB/W7Mv2CHAArDY7L36zgTfvuILtR3LpFheG2Wrlljd+YObwbrzx41ZOnX7G3jymFy98s6HFcz63rIaF61O5ZWwv/HUaqlrxIvJSKahrbCY21I8nF6zmZGkNM4emUN9sZs3+LI8A6aUvNjO2ZwLRQb58tmaLh/Ko2Wrn2UXrePvOK1DJZXSJDeFwTsvMCpEItDo5/bpE8cPmjBb7AYanxLHrnPS+K/p14td9WfhoVXy6ei8Ar361jZHd4gjx0/Ht5jSPvmxJz2HXsXwWPHg1T3251sPXzWZ38OzCdXz9+LXMeXkpcWH+zBiWwkOLlgIwqkc82zJyOJJXypt3XEFFbSOPLViN3e7AZnfQaDorqf7NxoNMHZDMVxtSARjfO5G1B46zNT2XZ2eNQqOSU1RZzytLNre4xu+2HKZHfATDU+Lc28RiEUE+WoL+QM3jH6Gqvon7P1rR4p2itMbAowtW8d5dU1qsOgn8uxGCnEuMukYjSzYfBuCnnUd44YbRZBVWeni2ANw0uicapZTpg7pz+ESFe+blDDeO7km1oQk/ncatFpYUHcygzrEM7hrLybpKbDIrw7q2Y9bI7pQa63ksfjA2uZXh/sn8UppKVoOnIlh3n1gSdWE89KWrYLJjVJD7AQ3gp1Mzb+og2oX4YXc40HrJ+eSJKTTbrJSUNvLJsr106xhGj6QwAn00IHbwzKxRPPDRCg9/HbFIxLypA1myOc2VK9wlltED4pDJxTgUNu66oj+px4taPOgm9E7EiZPlu44SHx7AlQM7o9cokYhF7MsuZEdGDja7nUHJsfSIj6C0xsAPWw9TdLrY32qzk1NaQ2Z+OdMGJFPTYCTvdH61l0pB59gQ0n8zyMWH+xPTTs8n2a5Uhb7+8Tx++Ft85BpqqkytChgYjGZW7jnGtGFJHgFOiMqbod6dWZT5fau/jWqDEZlETGV9k3ug9tWqaWw2k1tajcVmR62UExHg3erxAp7szy4kLiwAsfj8K4pnvHEmhXX/m3om8E8lSR9Bs93MmtI04rTBdPJu2y/J20tF5SUY5JhsVvz1akZ3j2dt6tlawPLaRvQaBSDi511HWj3W7nCSkVtKj/gI7ps2EEOTiSFd2tGtfRiLN7mk++VSCXKZtE2Vy31ZBdw8phf3XTmIZ75ci+0c02ORCOZNHYhCJqXZbKXeaOaOif3o1SGS8lqXeejS7ekE6L2YNjAZnVpJRIA3t775QwtrBXAFEJkFFfRPiuaha4Zw25tLMVttjOwWz5Au7QDw16sJ0mkxW+xc0a+Th1+aa7+GCX06cv9HywFIaRdKUkwwwb5afLzUbE476Z5AG9q1PS98s4GeCeGMGxSPXCFBJpLQVGdDKZNhszm4Y2Jfvlx7wKM21OF0suXwKW6d2AuLxcHS7WeDrWFd2vPsonVM7NMRuVSCr05NtaF18YHdmflcNbgLX21IJSJAz7DesfTtFsnRE2XUNBipqG+kyWRhxrAUVuw66hEgAXy+Zj8dYgKwSq2oJHIClFrEF1AAp7bR2KLm6QyZBRXUNjYLQc4lhhDkXEIU19Rhtzrds1N1jc2889MOXrllHLuP5ZOeW4qvVs2MYSkE+2oprW7ggxW7eXXOeHYezeNIXhn+Og2jeyRwJK+M3LIa+nSIpKy2gWEpcWhVCma/uoRBybHcMq4XT5/4lnlXjeNYXR5fVmyh1tKEXCxlfEM35neZQWpNDqtKDyIVSZgU2oNO3hHIbXL3A9JiPTsoxIb48Z9bxvHBip08szAXh9NJqJ+OWyb35IjkFCXWal66dyLf5+3i8ZyNOHASpvLlqcQrWfTYtXy/+TC5pTXEhvgxLKU9P+86QkZuKc/OGcEJaQHzS77HaLegkSqYGtKb9x64go17c9ibWYBWLWdin0746dQoZFJGdosjOSbELTUqFomYNjCZ12+bxH9/3ELqCVdAEhfmz71TB7Jsewa7M12zbBV1Dcy9oj/NZovHasr8bzfy6PRhjO3ZgU1pJ7E7HEzs0xFVCLx06kd3OwdO7E4HWqmK6rrWBxJwDZ7nSmh2845lus8g6mpNrRbTnqHeaEKtkGOy2IgJ9uHVORP4YOVutqWfwu5wEuKrY97UgXSJDSHwAs2eXYqYra56tyl/oB5nd9VxwRtHwE0P33YUNlXzTd52nk6+sk35aW+NivJzXkQvHUTYbA5G9Uigb8do1qVm02Sy0icxEh+tq5i8vo16GXCNa/dNG8izi9ZRUm1gcr9OeHup3M89lUKG4TzHg6vupsZg5OvHZvDj9nSOF1YSGejNpH6d0GuUmMQmTOJmnrpuJO/8tIN3T6cud4kN5ZVbxlPTYOTNpdsorWng1TkTWrysn0u1wUhFk4Gvajfx5v0TUNjk/LQjg6e+XIPFZsdHq2LmMJdXTFJ0MMO6tueHrYdpaLYwqHMMfRKjWLjuAJ1jQxnRLQ6lXMZ18xfTq0Mks0Z0585J/altNLJqTyY6tZJ7ru5HjXcN/y1ZRpjKj1uDRvP9lnR3fW5iZBCPTB/KwnUHSDt1diKypMbA0KGR+Np0HlLRIpGI0T0T6B4fwTs/bWdSv9a94wCcTtck411X9SU6Vs+vtQfpoAon2E/HXe/9RGFlHSIR9OsYzStzxvP81+s9DKqrDU3sKM/iv7kr8JV7cVvcCIYGdcJbfmFEBn47mftbmi2CLPWlhqCudolQXFvLy99sJLe8xsNt+ERxFXe99xMniqtIjgmhX8co2gX7MOmpL1Ap5FTVN3H3ez+TV1ZDckwIXio5Ly7ewFcbUukUFcz43om0D/Pnh62HeerLNdQ3mVi55xhPf7mOp9tfzb6aU7x5fBW1FldgZXHY+KloHy8dXUYPn3a8mDyd55OuZnR4F8K9fPFSyulyun/eXiqUMlec/cLs0Tzw0Qq2HM5x5+mWVBt4fsFGUkRxlJvquXP/ZwwI6uD2BChuruH2g59QKq1k9qge9OkYSa8OESxct59Nh05y5dBkDpDFkuKdGE/XrDTZzHxVuI3vi3chV4hJig7irkkDqDc2c8sbP1BR10jPhAie/3o9JdUud2qH08nA5FjueGepO8A5890+9tlqZgxPQa1wvagMT4mnvsnEE1+sIcT3rIS1yWLj2UXr+HbzIWJD/EiOCaFbQhhPZi+m0XZ2QDbbLfjINZSZ6ogNb7umyl+vwVvlmnFSiGXMDhrGI++twWS1u9XhWqNjVBD1Ta4UjhdvGMv9H61kc9pJ90pYaY2BRz5bRWZh20WyAi7/DavNTkLE+etxrA47e6tO0kEveOMIuBAhYlhQEgZrM+tKD7fZzlencj+DLiUsRgcisYjSGgPvr9hJiJ+epOggdh/L5/6PVrgsDc5T59Y9PpwHP17JieIqmkwWvtl0CKvdjtfp516D0UxQK8qdZ1ArZHip5IjFsGx7OmIR3DGpL5P7J7Evs5DZry5h2cZM1HYl936w3G0pAHA4p4R5HyxHo5S7V0LKaxuICfZt8/MSIgKQKyUcrsvnSGM+76/Yyc+7jrqV1mobmnlv+U5sdgeb007y4jcbuHV8X3rEh7M9I5f3lu/kmiFdiQ3x45uNB3lm4VqMZitbDp/i6YVrMVms6H0UdB/riz5QSomujC8KNtFkM3NH+BgefW+NhwBRZkE5j362ijnj+ngU7yfHBfFuzmo2NKS5x2hwTaj17hDJU1+uIbuokmCftq0ZNEo5Gh8pW5WpPJr1FXHyUAItvjz28a8UVtYBrkBo59E8nv96PQ9cOcTj+KSYIE6ZXPXBNZZG5h/9mQ1lGdgvkGebr1ZNW6VwUokYfRsKcAL/XoRR9xKh0Whl97ECHvp0BeP7dHQ/8MH1UNmbVcD3Ww/TOTaUE4UVxIX5U1HXwPUju+NwOtl1LJ9vNh5kxe5jNBjNdIwMwl+n4bHPf2XJ5rQWNR6Hc0poaLTwS1Fqq/05UJtDvc2IWqxAJTkrPa1WyrltfB+kYjFSiYhpgzrTISKAkhoDhZX1HudIjAzi2qEpFBc3MCN0ELWWJk40lLWQhd5QmkFFXQNNJiuZBRXcM2UAM4alMKZvPGvL01rt3y/lqbSP9eWbTYd4Y+lWOkUF46NV4aNVsWCNpyZ/l9hQ0nNKqW8yEeqn46pBnbl2aAoJ4QHYHK6l/bE9OxAd5INKIeWDFbuwOxw0NpvpmRDhca6Cijq+25KGSi5D5BSRrItEI1UwLjiFa8MGcNJQznXRA2i2W6iVGEiMbH32/8bx3VFrJMR5BTM8IJkVWzKx2uys3pvJ9CFdXQasybHMHN6Ncb06oFLI6JMYiVal4NqhXblzYj/KahvcA89veffnnRRXtb5PAA4cL8RLpfjdepzDtfk02c0k61t3Nhe4PPGWa0jxiWZD6RHqLa2v2PppNZTXNuBwnGdp9l+GxWrnuy2HaWq20DEqCJFIxNLt6Xyz6RDH8svp2j4ExE5uGtO65H2onw65VEppjecK1zcbDnLjGJfMvsPp5Fh+Of06Rbd6jpnDu5FfXktSVAi/7Mnk+63p3PH2Mm554wc+W7MXk8XGyl3HMBkdraagNZos7M0q4OFrhjJtQDKb0k4yZ1zvVj8rMtAbP52aQ42nkIjExEiD2ZfVUhIZ4JtNB5nQpyNatZLDOcXEh/tT02Cke1w4v+w5RrsQX24d34erBnVmdPd4Zg7vRlK0y0y7psZIz8BYmsVmlpa4FDz7+MWz7UB+qynPZqudNfuzGNszgUl9O3Lr+D50axdGZ20UQQpv5oztzZT+STxw1WCigrz54vSYaHc4yS6qoHeH1p9ns0al8HXZVjINxQQq9cTKg3n/512tZheU1zZSVd/oTo+WisVMGd6JtRVpHu0+PrGeSvOFWdH01aqZ1Kf1lahrBnfBT5ClvuQQgpx/ORaLhaKmak6UuswcbTbYkZHDx/ddSZfYs8FAfHgAH907DYVUglgqY/7N43hz2Tbahfrx5MwRbs15qUTM2N4J3DurH5XNhjYL9MElMR2qanu14VRDOZ+t3uteLTiTIx0R6M2n919FfZOJMD8dcyf15+CJs+IHvlo1r982keEp7ckqrCDtVAn6Rj0Px04mq76YWK8gd9sBvh2Y5tufNfuPk5FTSoPRhMliRy6VkJFdzquJswlStnwRtTsdWESu1Z2MvDKcTvj0vqtQK+Tu4tUzxIb4klVYzpMzRnDj6J4UVNSRXVjB6B4JvHbrBAor6+jbMYr/3DKeBqMZtVLGu3OnkFtWw02jezK5Xyfkp2fMvL1UPHzNEAK9NVTUNfJYu6m8HHU9TQeUHF5jwJyppK+6Iy8nX8uS0u3cMbMno3vFI5W4blV/nYYHZgykxqcag62ZFzpNp793B47mlAMur5+YYB++eGg6QT5eZOSWYrM7eOP2STx89VD2ZRVyLL8Cg9HkkarwW3JKqz3SCQU82ZtVQEJ4wHkVsgC2V2QSpvLBVy7Ikwp40tO3HWIRbChrvdjcV6fGandQ3XDpyEg3msykniiitNqAn6+Sd++5gn6douiVGM7bD08goK+TBdXriQ734aWbxronEcQiEUM6xzL/5nG8/O3GFufdfiSXngkR3DmpH95eKj5fu58p/ZOYNjAZhcz17NVrlMybOpDEyECW7zrKT7sy+M+c8Qw9XRtzLg6n87wpb+k5pVitdspqG5jSPwmVXMZLN44lxNeV4isRixjSpZ3LJNrLzKKirfjINRRXtL0y12A0E+yrY0r/JLYczuHH7RncOq4Pw1PaE+yrZdXeLNYdOE6fxChuGN3TtRolEhGg16AMd/LpqY2IELntAGKUQRw50VI19QxH8sqYOiCZRqOZPZn5rN97iim6/njX+FJcVY/BaGJ96nG2HD7FvGmD3L48C37dx5WDOnNFv07u79Zbo+SuK/rTKSqEKwP6MTmsFy91mIFaquBIXtt9OJpfTkyIL3Fh/syfO4YlVdvcSqFnqLc2Y7C2/R7yv+ClUjB3cn9uGtPLnX3hpZRzx8S+3DC6JypF28aqAv9OhJqcfzkF5hruO/AlcwMmube9uWw7Q7u04+nrRmB3OHE4nagVMvZk5nPzt5sAl/rM/JvH8+aPLl+WZ64ficpLQp29iR2GTO479jkvtJ+BRCzyKOo/lwBvLyrr2p5h8VNoWXD4MPkVdezLKqB3h0iev2E0AXovurQL5VRpNfd/tJK7rujnNnsTi0Q8e/0oXvt+s8fKzp7MAgZ0jubKCT35ucIlVpCoC2O4vBu3v7rM3cf03FJW7D7G09eNZNnODMo3NvDUbdN4MGshNqfnS/sZp2g/rZpDJ4s5XlTJDaN64KVSeAg1GIxmrhzYhSVbDrEn86zq2sGTxUQH+fDINcPQaxS89v0WZgztyv3TBvHogtU0GM18tSGVUd3jeeGGMXh7qdBpFHxbvZUh+mT81Ro2p53k7Z/OSlWn55Ty87ajfHzvNP7TdSZFzdVMn5jEtBGdqDc10yRqZnnlPjKLixkX1ZWbnl/K67dPwFenpqiqnogAPUqFnDlvfO/2REinlHWpx3ngqsHszy7k4MliGprNTD5PPYmXUo5EIsyBtEaTycLRvHKmD+ly3nYVzQayG0oZE3z+dgKXJ0qJnM7eUWytyGRMSFc0Mk+zZb/TBdBlNQ0E6C+NIFkhk+Cv0xAQqOaT3A3srMlm9qghJPqEct/BL7GefkYfqs3lhsghvH3XJMwWOw6xA5lUzM3/+bHNugqn00lKu1C6tQ+jsdlMRKAPHaMCuXZoCja7A6vdzgfLd/LWsu3A6bFi1zGeum4E1Q3GFqIw5xor/xZfnZrjxVXsPJrHzqN5jOvVgZR2Ybx+20TsdicyqRiJHL4u2craisPYnQ6MNjPefm2nQ4lELv+Y//64FXClft08thc3vv69x2Tjtowcpg3szNCu7TiSW8atb/3IE7OHI3GKabKfHbcaHM346dsuovfTqVmfepxNh0+5vo8cl+qor1bN0wvPesil55TipZTz8s3jeGbRWmobmnnss9U8NmMYE/p0pMZgxGy18cueY7y3fCc6tYK3507mlS828cx1o/DVqdsUgQjz19MzIQKZGp45uaR12wlEVJjq0UqVhKjPb4vxR/DXabhtfB+mDUjGZLWhlEsJ0GuQCr5wlyTCW8y/mHJjHe9m/0q52YBDZcP3HFWQzYdPMe35RVz94le889N2sorLefl0gAOwYM0+xCIRh0+VcDinBKfazp2ZH/Po8a/4pewAFoeNvY3ZDO4S2+pna9UKIgO9idD4tbrfW6YhWOlN/jny0HuzCsjMP5vfrFHISGkfxnvLd9E7McrlcN0pml3H8lqkrgHsSM9D0iinsKkKvUzN9KCBvLF4R4sgTCmXsmDNPqYP6Up5bSPrtp9kSIDnEnWcNoS8QtdnTBmQxKa0kxzJK0UmlTBtoKer8/GiCuxOh0eAc4a88loOnSqiwWgmp6yaRrOFhesOuE1KbXYHq/dl8chnq7jtrR9x4GRNaRofF63F7nTw7s87W5yz2Wxl/pLNyKxynsv4kTkHPua+zC94pWAZ808tI6O+gJEhyWhESsxWG09/uY5JfV3XN31oCu/9vMMd4JzLOz/tcBfKF1cb6JUQgbQN/4bJ/ZPQqgW549Y4dLIYu8NBhzZSCc+wvTITlVhGnC7kb+qZwL+NFN8YHA4HOypbmmP66lzP89KaS6cuR6NUcNPonjSKmllbcZhGmwmtSsnLx35yBzgAJruVj3LXc0P6u0j1Dm7MeJf9dScJ9Wu9HiQm2JcjeWXMefNHbnnjB+Z9uIL3V+yksq6JK59fRIPRzD3v/8zu3zzDHU4nby3bzvQhXVucT6XyDHJcst6uOtJxPRPZdTTXvW/1vix8dWrEMpj34XJmzP+G8maDO8ABaLKbkXrRpsfLgKQYdh3LQy6V4KNVMbFPR5ZsOtRqNsXS7enY7Q6uHNQZpxPe+HYbM0IGccJQRrK3K5Vsa9URxg1KaONfAib27cS6c9TtRCJXHz76ZXeLto0mC1+u3c/U/q6x0YkTf52GOW/8wCOfreLphWvZd9pWwWA089HK3cwZ25ufdx5xjzmBPl6EB+jdNTFikYik6GBue/NHyusbaLC1vlozMLADu6qOsyR/J1b7+f2N/igyqYQQPx0xwb6E+OqEAOcS5rIIcubPn0/Pnj3RarUEBgYyefJksrOzPdo4nU6effZZQkNDUalUDBkyhKNHj7Zxxn8GRoeFPVUnAfiyZBPPzBmOXuM5UxQT7Mt9Vw3itSVbWxy/P7uQfknRhPjqKDBXuAv6z7Cq7CCTRyeSEO7vsd1LKeetOyaxru4g10UPpP056WMAWqmS/6bM4se1LdMwvt+ahslsxWiyYLLYePjqIUQEeLP2QBbzbxnHgKQYNh480eY1r9x5jOeSruaOuFGESPw8PHK6xIby2q0TeOza4cwa0Z2YYF+uGdKVjakn6a8/6zQfrPTmrvBxfL3qEDeM7sGwrnHcdUV/bhnXh7pGE5P7dWJ417O+MV3bhbFiV9u/hVV7s9Co5Nw2vi9Rgb706xTtXgr/LbuyconxCqTRZiKzoMLDDO1cMgvKMRltzE+cyQvx1/JU2HTmeI3l1fazebj9ZG5pN5xmzHz+xFXUNhppMJqZOiCZIB+tW7b6t1htduoam9GqFYzt2YH0vFKemz3anUp3hl4JEXRpF4rhd8xYL1f2ZObjq1Wf1yHbYrexq/I4HfXhyETCACrQOhqJggR9KFsqjmE/R8oYXAXyKrmU0upLS2EtLjyA3fVnx18fmYaS5tafWSa7lRpLI490nMTiku3Mu66fOyXsDIHeXjx41WAWrjvgsX3b4Ry34bPBaGrVTw1cSm5y2dmAJtDbi8duGEK2tZDpw7ogk0q4bXwf3rxjErdP6Mtrt04gIkDPc9eP5tlZo9yBV+qJIvY1HeeZOcPRqZX8sPYIj7Sf4nH/f168kfm3j0Gn9ly1iwv14/5pg+jWPowXbxzLbeP7ckW/JLZl5NIWh06WIBGLUStkGM1WZEY5/eSJPNlpKuFqX+qtzRx3FnLD+O4tiu2vG96N8toGDxuF6CBfjhdVtvl5B08Wu2tE24X6cyy/vM22+7ILCPHV893Ww/TvGM33T83iiWuHM3dSfxY/NpPHrx3Oc7NHk1NajcPpZMXmLN5ImY2X1PP9JU4bzOSIXvxSnMqqkkOUmOpovECpawKXB5dFutrWrVuZO3cuPXv2xGaz8cQTTzBq1CiOHTuGRuOqRXn11Vd54403+PLLL4mPj+fFF19k5MiRZGdno9X+M6V0nU7XjApAXlMF75et4vE7R9BUa6eippFOkcH4e2l44IOVrRpqOhwOZBIxYrHIPdt0LmaHladPfMudV48hVjSUY3nlBPvqaB/mR7Wonj6S+NMyjyOxOGzkNVUSqNDhLdcgsknYnpHX4px2hxOjxcIP29L5bPVevL1U3H3FAOQyCWqFjHYJEXyyak+b12xzOPi2YCdryw4zP/p69/a+iVGM753Is4vWudMZRCKY1LcT90wZSKw6iHnx44nxCkDv9CLzeBXzbx6Lt5eKeR8u99DOT4wI5LnZo5nYtxNZhRUkxQSzZHNam31yOBwcOlniTjPoHBvC/JvH8cinqzBZPWee7A4HYpEYsUjUalGrx3mdIGqQ898vN3uY1g1MjiFwgp4nsxZzT8JYFj8/nf1ZRfQPjSLoD/xWJSIRErEIi9VGqI+e126dcNpR2kRcmL9Lntpi49Ipd76w7M0sIDEyENF56nEO1ORgtJvp7C0IDgicnxTvaI7WF5Fel0+Kb4x7u0gkwk+nueQU1mQSMU7OjjfO33nSVJsbSa8r4PGkKZQ1V/Ofu8bQWG/jVGk1oT46TBYbLy3e2MI41eF04uOl4vYJfdFpzq+apVMrePDqwUQEeuPwsvJi3veUNNfyco9ruXLATN7+aQcfnzMu+enUPDVzJGsOZPH4tcOZv2QTFruN/XW5rGo+yBN3jqCx1o6kTsTX/e4mva6AKrOBOF0IpaYKPnpgKrnFdRRW1BEd5IPd7qS8tpG3lm13+669duuE8343DqcDp9PprgusbWzmng+W0zk2hFduuI5cUznFxlq694pmdNcOHM0rp9lspUdCOBW1jdz7wXKP84lEohaB9m8JPm0xEB3k0+ZkGpx9N3noqiHUNDZz13s/uWW2RSKY3C+JGcNSqDZoeO+uKVQ3GMk4VMlrKddRaKymytxAtCYAg9XI04e/w2S3IhGJSa/NJ9tQws3thuKjuDRSOAX+Wi6LIGfNmjUef3/xxRcEBgaSmprKoEGDcDqdvPXWWzzxxBNMnToVgIULFxIUFMTixYu57bbbLka3fxeNRE533xhSa1yzPTlN5Txx/Bt85V7olWoGB13N6wu2UtCGglbPhEg+WrkHq91OrCoYEaIWD9VGm4ll5Xt4tctM1uyrY8eRXHLKatCqFPRNjqQmuowNFRloJAoClXoMViPVlkYCFTpunzaepz/e4HG+SX07kVtay8e/uAaMaoORZ79ah5dKQaC3hjdvn8SoHvFtBhUDe0Txaa3LTNQut6FVu+pnZgxP4b4PV2CznzN4OnEZe4YFsCe9kDX7c3j0hkjSc0v5fmMGT103gkcXrG5hDpZZWMGr32+me1wY61JPsCczn3G9EtlxpPVZtcFd2rEv62waRHpOKT/tPMIV/ZP4bovndfTvEMuXmb8SpvKmQ0QgIhGtKs+0C/VDKZcy993VLTwjtmfk4u+jZkBCIq9mruDTXrex3rmP+tpm7tdPItRP1+qLkVQsJj48gLomE+tSs/n0/quZNX8xJquNIB8v1Ao5X6zdh9lqZ8643vTtFNHiHJc7VfVNnCqtZmjXlsXKZ3A6nWwqO0K0JgAfQXBA4HcIVOoJVXmzvSLLI8gB8NNpLjmVQ7VSzojgZH4odI0BRruZAIWOSnPLZ5ZcLEUrU/JrSRq/lqQRpvJFKpZwe/RIZFEWpHZ48uM1LY4D6J8UzZbDp9iUdpKYEF+0aoU7jfhcNEo5MqmEiuAyvihZRf05KwUBCm++25LG9owcj2OqDUaeXriGJ2aM4IVv1nPHxH6o9WJeLtlFo83E46fH4clhPXFWW1iQtwmlRMYXOVtI1IVTXm/jh40Z6DVKKuoauW/qIF5avMEd4ABk5JbSKyGSvVkt06TBlWEgFoloNFlQyCQo5TKsNjupx4t44ZPNjJ4cyZqKNPK0FahP+pNbVMvk/p2Y/Z8lfHTftBbnyy+voUNE2ym4naKC2JOZT8eoIP774xaenDGyzbYp7cOob2qme3w41/1ncYtx+aedR0gID2BrRg4zh3Xj2UVreX72GKoMTXycux6dTE2Fqd6jxmhoYCf2V59iTWkaHXShTAgXzJUFfp/LIsj5LfX1rgeJr69L2z43N5eysjJGjRrlbqNQKBg8eDC7du1qM8gxm82YzecUqBv+3hk3u9PBrJjBHK0vwmQ/KxNZY2mkp187mixmbhjTi6Mfr2yxojB1QDIl1fWYba7t2/bncU2Hfiwp9qwRkYkkPJA4gSajFaROd95tVX0Td8/ow2M5LqWbJruZ3Kaz9TYVZgNynQiVQkbzaQnLTlFBdIwKJK+8ljdun4RcKsZqdyAWiZAqRJgcZhwqG2MHxJOaXcSgLrHEhwXgBHYfy6O8toEu4eG8HDKTGlMTPko1j0wfyg9b0jl4otjjQXou324+xFt3XkGfDpFIRRKwiMgrr0UqkXCqpJpucWFM6N0RjVJOfZOJ5buOcOB4EdcN787Hq/bSMyGCjlFBJMeEkJHrWZwa5OPFgE4x3PP+zx7bt6Xn8PptEz2CnIl9OtJoNhOo1DEvdiIqLzGfPjGVsuoG1u06yY70PBxOJzKphIevHkpuaXWbpni/7s7mud7D2Fx5hPSafB6KmUJ+YxUBCh33ThnI45+vblGrdPvEvsikEmJDfAnz05OeU4LN4WBUd5f7tkQsprCyjmU7Mvhh62Em9EnE9x/yjn6x77Uz7Dlt+poYGdRmm+OGUoqaa5gW3uvv6pbAv5xkfSRry9KpMjXgrzy7Ghvoo+FY/t/rWfVX32sikYgQhQ+DAhLZVpnJ9/m7mRs/iuczlrZImb653VB+KT7o/vtMYfo3Rdt5OO4KDlXnMaxbLJsOegYhXko5d0zqywtfbSC3rIbvtxxm7qT+/GfJJn7LXVf0R6Ry8O3xnR6TfEP9k8AsZuWeY61eh8FopqHZjN3uRK9RUiIpJ1Ljz40xQwgU+SB2iFFK5FTbDMwMGcSKqn1YHDbG+3Xng59SqWkwUtNgRCoW461VodeouH5kD3RqJVKJGLlMwrheiRzJK2Xp9gwyC87+DkZ2i0cpl9LYbCbcX8+UAcn8vOuIe39WQQUPeg3CT6pDioTQvr48+tFq5DIp3loVaoWM+TePRSqR4OOlxuFwUG90jTW3ju/TIptCIZNw71UDSD9RipeXjFun9kauEjN1QBLLdhzxaKuUS7lhVA/KaxpJzylrc1xeuP4Aj04fRtqpYrq2C0Mll1JV3kyMOogDdac82vrINcyIGsANez8A4POczfQNiMdP8c/MshH453DZBTlOp5P777+fAQMGkJTkKogrK3NJHAYFeb64BAUFkZ+f3+a55s+fz3PPPffXdfZ3aHZY+eTkBl5NuY71pekcrs1DL9cwPjQFi8POrqrjjPXtwcJHrmXxpoMcOlmMr1bNjGEptAv1Y3tGLu1D/XA4QSdXMdS/EwmaMFZU7qfKbCBJH8nM6AGs3JjFsO7tuWFUTwZ1bMcXa/dTbWhCrZa2muZ2BqPIRMfIIAxGE+N6daB/pxiWbDnMqZJKZo3owRdrD5B6ogipWMzglFimjezEk+nfcVe70Tw9ayRvLt3Ggl/3IZWIGZESx7ypg3j6i7UMSIrBV6tmwa6D3H/lIB6dPpSvNrTu1wOuwt3cshoe+uQXAvQabhzdk8/uvwqD0cRj1w5zm7HVNBgJ8vFixrBuDO3aHovNzlPXjaC0uoGHPv2FeyYPoLSmHWv2Z2O12RnSpR3jenXg/RW7WtTWOJxOlHIpkYHe+Hipmdi3I0aThYMnini19yzymip5KONrcpsq0EgUTBzQg7eGT2Dj7lNcO6wbUomYo+eR3jRZbYgdYl7uMJN9+0q4cef3GM1W2oX6cf/UQXw870qWbEkju7CSEF8tV/RL4nhxJU98/it3TOwHwLG8cv5720Q2Hz7F81+tx2S10SEikHunDGTDwRPY7P+chLWLfa+dYfexfKKCfND+Jqf+XNaWHSZAriVS499mGwGBc4nXuupydlVlMym8h3t7oN6LjTUnsdrtyP6m4ui/414L9vLmgYSJDA9K5rvCXRypL+SDnjfzQ8FejjeUEKbyZVpkbw7W5LK5vGU9ZKmpjvLqJnoHtSdufAh9k6NYsS2T+iYTfTtGM3VAEv8tWs5tMwaScaySzftzKK818PG8K1m86RA5pdVEBnozc3g3fL1UiBQOro7sw+6q4+hkaiYE9MDf7oNMKsFkabvYvby2AR+tCqPZQlJEOEnekew4mM9zm7ZR19hMiK+O60Z0w2aXMcVrEKXh5WglKo/0Y5VShq+XihHd4vh09V4q6hrx06m5ZnBXijX1LFyXyk1jemK22lh34DiT+ycRH+7PugPH2Z2Zz6PTh1FW28C2dFegp1bIeOmmsazddZyfdx6l2WwlLsyfOyf1Q6tU8OotE6g2NLvPtXL3UdYeyMZktZEYGci90wbwTtwVfPHLAaoNTaS0D2P0wPZk2vKJTw5kzpEPiNMGM9tvMH0HhNK5QzA/bTpGbaORnvERjO+dyDcbDzJ1UGcOnixu66ujrLYBrVpBWW0Ds4Z3o95o4o1vd/DkTUPpH53I2pqDGO0W+ujj6a9LpLy60S2PXdpch+087x4CAmcQOZ1tVD5fosydO5dVq1axY8cOwsPDAdi1axf9+/enpKSEkJCzSkhz5syhsLCwRbrbGVqb8YqIiKC+vh6drm1X4AtFQUMVd6YuoMbcyJCgjsRpg2mymdlQlkFJcy2vp8zi0y8OUVpdzzePzySntBaZVExWQQVvLN3GO3Mnc7K4CovNzr6sAg6eLCbQ24vRfeLQa5X0iI3g0U9W02S28vUjM4gI9HZdp9GE1ebAJDExY9c7LXTtz/BW0k1kHanGanMQHezLovUHyC2t4b+3T+L+j5a3UAAL0Gt46o6h+Il13Pjqd25H6DME+2h58KrBPPjJL0zpn4RYLOanHRl8PG8aBZV1vPC1Z2rcGRIjAxnatT0frNjl3nbj6J5M65/MZ2v38fPOIy2OuWlMT0b3SGDRulRW7cv0ONfA5FiSo4M5dKqYbzcd4vXbJvHARys8VsuUMikfzptG6vEiGprNrDtwnNIaAwseuJoicQUvHP+hxWf28I3lofZX8Mj7qzHbHDxx7XBuf3tpq9fkrVHy1ryJvLlkB4dPlbbY/+KNYwj20ZJXXkNOaQ1rD2RTbThrOvj2nZMJ8tbw9KJ1LYpNRSJ4bc4EOkQFEup7frPLv4uLfa8BOBxORjzyMX0TI5kyILnVNoVN1bx09CfGhnQlURf2t/RL4NJgQ1kGBcYqXu56rbvOIrOgnDeXbuenZ28gKujPy+f+Ef7Oe83hcFJpNGBz2pE5pNhx4hDbUcvkrC49xNvZv7Z6XH//BB6KuwK5SEp9kwmHxE69wUxeSS17sgrokRzK99bNFBlr6OodTS9tHE7gcFMO3fTtGOjdEZ1ciVMEJrONOpGBJcW76OwdSZDcm7pmI9E6f6objbzy0Y42RQteumks/1myif/cORazwsSGjbms3pPdot3tE/qSkVtKz6QwQmLUfPRlqttge2S3OGJD/Dxqfs4wbUAyDqeTn3Ye4b6pg+iREM6OI3l8tyWNmoazz/OXbhrLRyt3U1hZx6PTh7Fy91GOtiIM8N5dk5FJpcz7cDmPXD2UbzYd5ERxlUcbkQhev3s8ueISRHYRcoUEg92Iv0LHt/k7KDK6+i1CxMtdr+XbvB2keMUy1DeZFduOYbM7CPXTExXkQ1V9E698t7nV7y4uzJ+bxvTEZLEzoXcip0qrmf7S14ArXXtoz1jkMgkZ2WXszyripftG8kj2IsBlH/F2jxvwlgvmnQLn57JQVzvD3XffzYoVK9i8ebM7wAEIDna5Bp9Z0TlDRUVFi9Wdc1EoFOh0Oo///k4itf7c0m4YNqedDWUZfHhiPYtyt1HSXEuIyptAqTdH88sZ0zMRs93Ge8u388XafXROCEYmlfD1xoNYbHY++mW3e8aloq6Rr9YcYtX2bE4V11BW28jskT0I8jm7LKxVKdCrFQQqdVwXPbDVviXqwsjLr+O95bv4dvMhpBIxmQUVjOoRz/JdR1qVOK6sb6Iwt4E1+7Kx2OyE+esZ27MDI7vFu2d8iqrqaR/qx/JdRxncORaH08m6g8fpGBmEdxvFpTOHd+On3yypf7PxIGa7nRW7jiIWiejVIZLxvRMZ0Cmakd3iqKxvQioWs3p/JhKxiD6Jrv0KmZRPVu3h0QWrSQgPpNliY/nuI4zqEe9x/iv6J/Ht5kO8t3wnC9cdoLTGQLi/Hh9/BQsKWw/GDtTk0EgzRZUGRnWLp9liJSbYt9W2M0Z3xWKztxrgAHyyag8KmZQXv9nI4k2H3AFOiK+WsT07cCS3lNqm5lbVdJxO+OzXfcj+QT45F/teA8gqLKeusZmOp13GW2NNSRp6mZp4rSAbLfC/keQdQZ3VyLH6s8bIgd6u525hG3WVfwV/570mFosI8tITpvUlUK8jRO/6fx+lF0OCOqGStJSxFyFickBvZjy/mLeWbmfr4RyueWYxt/53KS9/u4lNh07y08ZjXB8+BIC0ujw+KVzPp4Xr2VdziqUleyhyVlDnMLJk0yGKGmp47Oi3bCo/wlvZq3nh2I8U26ppcJjQa5XMGNW11b5HBfkglYiJCvLBX69GbpPz696WAU73+HD0GgX3ThnIrkMF+Eq03Dz2bCrr6J4d+HLd/lY/4+ddRxhy2qx03cHjWKx2sgrKabZYPdp9sWYf0wYmo1Ur8NYoWw1wwOU3t2Z/FmqFDJFY1CLAAdfz//PlB9CKVXxYsJa3T6wmxSeaQKWO9l7BjA3tSqxXEE6cLMrZSr+ABBYWbeG9wtUo1VKW7TjCe8t38uQXv9I9LrxNyey5k/qzdn82SdFBSCRiAr296Bnvei87VVLNlytTSTtWik6t4vYr+rC5Lt197F0JY4QAR+AP8c95i/kLcTqd3HXXXSxbtoxNmzYRE+NZ3BkTE0NwcDDr1693b7NYLGzdupV+/fr93d39n+jp0455CePQniO9mOITw3+7zuY/C7Zy7dAUYkP8KKiv4YWbxzC8V3tW1e3npTtGUVZjQCmXcvOYXmiUZweTPomRPHjVYBas3stt4/swvlcicpmEpmYzJ4oree37LTz46S+s2HWM8cHduKXdUJQSl2SyCBGDAhJ5KvFKlm04SkJ4AG/PnUzm6YduQkTgeZewd6TnIRaJeOGGMcwe2QOTxYpEIuLxa4czd1I/0k4VkxAeiMPppKHZjFQiJshby9oD2bx441iPWglfrZpHrhlK2qmSFl4TFpud6sZG3rt/Eu/eNYW4UD/6do3gmqmdUPYy0pxUyUl7Ce/ddwVvz51MdLAvDc1musWF8e5dk4kK8nGrax084eoTuFZwZo/qweT+ndh97GyqY4/4cB67dhh1JmObcqkA+8tzuGNSP3y0ap77aj0PXjWY3h3OKnRplHJuntCDgFg5+7MK2zxPQUUdpnMGQrVCxrOzRnHzmN6YrTYkEhF7jrVe0AqQVVhBk9na5v7LkR1H8lwKgCGte0OVGGs5WJtLL792SESXxaNV4AISpNQTINeyq/Ksd4mPVoVMIqagou1nxqVKsMqbj3vNIfYci4JAhY4n46bx66aTtAv1Z3zvRPQaJTeM6umW7ReJIMhHSzffGO5JGItedvYlu7N3JE8lT+Wt7NWYsRCULEXm7aTa7JLpvid2HJ/2vB1vsRcriw+wozKLoSntuGNyH48xsneHSJ6ZM5xGn3qevXUEzXYzlTVNHiIyCeH+LHziGu6Y3IcTpVW8t2Inw7vH4SvzwtBo4v5pg/DWKHE4nK1O+oFLjdTucPDarRMY3T2eL9ftx0ul4IUbxnDd8G7udidLqgnx1dEuxI8TxW3LQPvpNOzPLqRdiF+L+tJzOZpfTgdZBK90mEWgUk+T3YxSLMNLpqTJZmZiWDf+03UG1eYGojQBgCuY7BBzNkXXbLWzeNNB3r97Ch2jzv4b+mhVPDtrFBabjQl9Orq3e3upeP6GMYzuHs+wLu14885JRAR409BsxmZ3MtonhR4+7XixyzXCKrnAH+ayqMmZO3cuixcvZvny5Wi1WveKjV6vR6VSIRKJmDdvHi+//DJxcXHExcXx8ssvo1armTFjxkXu/fkJ8/JlsrwH/fwTqLcYUUnlyBxSigsamDWyO+tTj7NkyyG+fWomC0s30TcsgfKyej5qXs2Mmf3xF3nhrQxkSI8Yqo1N+Cg1KCVyisrreO22iUQH+Z4WD7Cw/uAJnv/6bCC4LT0H35VqFj02nXFh3agw1dNgNZFak8PLWcu484bBBOHLa99tYViKy3fGaLKg1yjbdED21akZ1T2e575e77HKsGZ/NuN6dWBcr0R+3ecyzlPKpNgdDkxWK3a7g2e/Wsc1g7twy9he2OwOIgO9eeW7zaSdKmn1sywiG41NZp78ZB23T+3NHsdR1qSnuffXmJuYphzI05+tcxfxb0vPQaVI4+Wbxrodsb01SjonBPPqvDGIZbDDcBSrOppX7xuNudmBv0LLxoMneXTBat57eBISkbjNWqYwnQ8HUitYejqF7pFPVzFtYGeuOW1WFxGop8FhpNlmxe7VtlmnVCJGIT/r1fPs9aNZuG6/e4avtMbAwOTWjV7BVTwqEbctkXw5sv1IDomRQUjbWOFaUXQAnUxNR2EAFvh/IEJER30EOyozabA2o5WpEItEBPlo3alNlxMSkZgO+jA+6Hkz9VYjNocdhVOOudGBtpueY/nlPPH5r9Q1mRjSpR3PzHIJB0UG+hDqr6PIXMnuyuM8mDgJqViMVCQh21DC04d/oM7aRF29CUuxDImPBBEibogYSrJ3JHemfka99Wwq2PcFu3m72w0sSplOdVMTTc5m0o153J/5BY02E4FKPW+lzEarOvs8DvbR8uiNQ9h/rID3lp4119yWnoO/TsPrt03gs9V7efDqIQT7tK3uopBJCA/wZt4Hyz0UM1fuOcbskT24enAXvt96GIXMJSjzyPRhZOS2Pt4BmCxWdBolTSYLenXbstpqhYzC8nreXb6Dp2+7EonEwcNp32A8nZq+rSKTYKU3TyVPw3BajU4vU2E0eU6M/bzrKIkRQTw2fRhSiRiz1YZIJOLbTYdYc8C16pUYGcRrt04g1E9HkI+Wx64dzoHjhdz7/nJ3reu29By8lHI+vv9KEoIDEAuTSAJ/kMsiyPnwww8BGDJkiMf2L774ghtuuAGAhx9+mObmZu68805qa2vp3bs369at+8d65JyLWq5EXNfMPa+salUiM6V9KBtr0vm1NI191Se5O2EMz2b8yOs5y1u0fazdVD778jA1DU0seeo6VKdnx6oMRl5a3DLNqqbByPyvN/Ho9UO4Y98CD3UafZSaFz5fz8mSah6fMRyJeAfrD55gYp+OvLVse6vXMmFAB3Zl5reaRrV6XxaT+nbiSF4ZQT5eGIwmnE4wW+yM7tmBrzYe5P3TdTciETxx7YgW3glniAryQa9S8uRHa1ErZIRHe/HR8TSPNtODBvD8u5tbqJQ1m628vWw7j1873NXnwYm8nPcDJxrOpjtmN5VwX/wEHjryJbdHjWJPZjHNZitii4SB/olsqWxZTKsUy4lWBrHacFaquslsYeH6A7DeFXi8eONYHvx4JQBv33kFUom4VfWaYSnt0akUSMQiOkUHc6qkyiOFIauwgjsn9UMsErVqSDqxT0e8lG0X119uVBuaOJZfzuyRPVrdn9dYQVpdPmOCuyARzD8F/p901IexozKTvdUnGRHsqvsK9dO1mlZ0ueCr8ML3HE+UKpp48os1Ht/JlsOn2HL4FP56DZ/ddxValQJftOQ2lvNU+nctztlBF8qp/Fre/2E3X3W6mgEBCQwO7Mibp37xCHDA5ffy4KGv+LzPHdx58KMW56ow1bMgZxMzwgbio1VR29DM9DFdsNjsvL9sd4v2VYYmPl+7n4hAH578Yg3v3TWFmGDfVgPZaQM789X6VHeAc67lwML1B3j7zitYtj2DUd0TOFVSzaMLVvPO3MlIxKIW4xaAxWrjuuHdePKLNdw+sW+bFgbjeyey4dAJymsb+WnDMeZOPZvRcsZqosxUx6riQ+5VlXGB3Vm3oaWRd3SIy2TUW6viwY9Xtvi8zIJyNh46wXXDuyE6LYn95JdrcDidHv1rNFl4duE6Prx3Gr5adctOCwi0wmUR5PwRbQWRSMSzzz7Ls88++9d36C+gtqGZp68byVNfrPEogA/y8eKWK3vw9MlvAai2NFJuMjAprDsrij0VyUYGdKG5AirrG3n99gkE6F0DS2OzmQajmZduGodSJqWkup4v1u53G4zuysyjrqnZI8Dp6xuPj1jLLeP6IJdKcDgcPD5jOC99sxG9RsnApBi2/8Z35pZxvQjQerF0W+s1KzHBPlhlVp6/ZzhiqQibEeZM6EVCWBBZBeU8f/0oHLhqhqx2B94aJc/PHs19H63wCP68NUpeuG0kcpWYx+4YhFahxC6zEa0JIK/JFVzJxVLsRpHbwOy35JXXYjRbGdglGu8wCSdOnA1wRIjo7B2Fj1LDS12mo5bK6XxdFNXlZhas2s+Vo/qQa6wgv6mSDtpQ7m83CanFJbUtMot5ePoQkuOC6dDOj2YsKMQyykob8Vfp+GbjWTnVJZvTeOL0d2o7x8QtJtiXaQM6k5FXxqPTh9FgNLN8t2dQdcar4KGrh/Da91s8Ap0OEYH0T4rB0GTCx0sYTMDlTSRCRHJsy1obp9PJDwV7CFBo6aAPvQi9E7hUUEnktNMGsaMim+FBSYhEIsL89axLPY7T6TyvAe3lgr9ew0s3juX2t5d6FN9rlHJeuXkcAd4aDEYTzQY7L0TOollkJtdaxqLiLdRbjfjJvbg9bAzPfrCJ4SlxOIxibg0eQ7PNxOG6vFY/M0YbyN7qli/wZ9hScYzb2o/k6ZuH8/iHa+kQ7U/GybJWAwiAHRm5fPPYDPp1jCLMX8+LN45h7rs/uRXZbpjUjeBgDRqNjOYGO/27RaL2ktLsdI0HBYUGvlh5gIMnihndM4HpQ7uyeMshXrl7DCKdlQ+enkhDrZUf1h9hX2YhU4ckMaJPO2RqEXqHFyO7x7Ml7RRPzhzBi99s8OhnYmQQ/TpFuyfTthzM4frhPXksbhoqmxKzxYZKJeOwMZcfSnYxKDCRbj4xTAjrjjX8KAdPlLjHozsn9SO/vIYBXaMpaajjPw+OQiGWUlZu5MvlqZTVutIEl25PZ2zPDvjrNZTVGLh9Wh+iI/SYnVZUIjmHjpXyzZo0ThRXUd/ULAQ5An+YyyLIuRyoa2rm6w0H+c8t48krr6G0poHu8WE49BZeyv3RY3bqwxPruD5mEJ/2vo3UmhzsDgd9fOOorjBR3tTE90/PIkDvhVoup6q+ibd/2s7qfZnuB2FsiB/PXj+KF77eQFltA04nHqsJ00L6EFIXwqz/fOv2yNGpFbx001g+ue9KUk8UM3VgMrNH9WBPpqsuJDkmmF1H80jNLm7h6QPQMSqQOdd2Z37OD1ScNo2TiiTMiB1ASaWcDXtPcefEvjz55Vp3KpxMKuH+aQP59L6rOFJUwoniaqJDvUmOD2J95WG+S9+NzenKhQ5U6Hio4yQ+P7WZTEMxEpEYq631POkzeGtVdBvsx/yTyzy2P95pMul1Bczc+Y7b9yFc7cvjcdPI/aWGJz9cz/0zRxLRUYvaouaxT34lp7QacM3Uje6ZwC0TezHrwNtYcfUhRhPII4FTKDuntmh3Zj5isYj375lKdlEFJdUG+iZGUdvYzBdr9pEQEUheeQ23ju/D91sPt+j/pkMnAfh43pWk55ZQWd9EckwIzWYrT3z+K189cu15r/9yYsvhU7QL9UOrarm6daAmh1ONFUwL74X48ihzFPgLSdJHsqxoHzmNFbTTBhHmr6PJZKG0poFQv79fcOOfSPswf7586BqO5ZdzNK+c6GAfUuLCCNJ70dBs4T9LNrHl8FmvlY5RQbw56yZyTOWoLSr+89k2pg5Mxm53cPPr39MtLowbpnVr8/NkIkmbKqLg8qwrrKgjKtCbTx+ehkTpPK/0tMPppNpg5O73f6Z/p2hmDu/GUzNH0GyxEhat4fmsHyjMrEYqkvBil2tYX5vG1uyzfj3x2hBevHMcGUcrmDupH0abhZ4DApmf8wONBS6/G7VEzryJE7j76n6srNzPvMzPsTsdSERiHh86lQR5OMt3HeWje68kI6+UqvomOseE0GSy8MTnv7pXgrzUClRyKYsWZpBZcDYbYGDnaJ4ZdzWhSj1D7N247tlvGdS5HR/fdyW7M/PoGR9JgF5Dvd3I5/mbWFF8wD0eRqr9ePL2K3jls20UVtZjsthwnE7h1vnL2FC5l6zss2l3/QMTePnO0Tz2wdo2fXcEBFpDGJEvEWKCfUnPLWHeh8tZvusoJ4oqqWluYlHpZipM9S3aL8rdhkYi56Z2Q5kTN5xkv0iGJMZzzaAUogN90SjkWGw2Fq0/wKq9mR4zPTml1bz4zUZun9gXgPahfuhPK5v5yDV0l8bz1pId7gAHXMZp8z5YTrPFytb0Uyxan8qezHwcTid7MvN54KOVfLf1MIdPldC/Y3SL/t52VS+ePr7EHeAA2Jx2FuVvRRRk4d4pA5n3wQqPWh+rzc4r320hu6gC71ApOeEn2SvPIK0hl2/ydrgDHHCZlz6d/j23tB8GQLPdgre3Eqm49VvE20uFzkvOh/lrPepr+vjHUdRcw8riVA9juyJjDU9kLmbu1b2pa2zmwx/24OPUMu+9Fe4AB1wrLGv2ZfPj5nTmxo1xb89tquCZ40u446o+Hv3YeTSPo/ll6NVKjhdWYjRZeH/5TtJySkiOCWZreg4L1uyjf1LL7xRcgU52UQVH88rJLqzkte828+I3G0iICHCnKl7uNJks7M7Mp0u7lqs0zXYLPxbsJc4r2F2AKyDwZ4jU+OMtU7O9wiVdH+bvknE/VXL5pqy1RniAN6N6JHDflYOYMiCZ6CBfnMDby7Z5BDgAx/LLeeGLjdjLpDz8zq+IxSIC9V4sWLMPi81OZkEFGrGCCHXroiInG8vo7RfXZl+S9ZEcO1VJTl4dn/9yAIcVktu3rczaISIQH61LEGHn0TyWbs9g//FC1HoJjxz5mkKja0wYH5bClvJjbK3wNCQ93lDKm4UrGNw7mhX7j2CgiZeOL6XRdtY82mi38HLWMholRtaWHXaPU3anA4lTyj3vL+fbzWnc99FykqKCyS6s5JXvNvPS4o0Yzxm7H75qCI8tWO0R4ABsT89j7cYcSgqbePWrbTRbbKw9kM3aA9k4HXDH20tZvucIOwzH+Ll4v8d4WGCs5oVTP3DH1a7xbGiXdnhr1FSbG3jy6BKyDJ51RTurs9nYfIgZI7ui17Su1iYg0BrCSs4lgp9Ww+yRPfly3X5yy2rIxWW2df+cETyR9U2LQvdRwZ3xVWjdAZBepkYh8Xyprapv4sdt6bRGaY0BmVSCTq3g6Vmj0EgVvNPpZuRiKRYDvHzzWM41rxZJnSB1YJPaSGkXytIdGcy9oh+3vvEjwb5abp3Si/AgHTX1zSQEBrPtSI47xSwuzJ9TltI2Z9J+KNvFk9Hhra4AAaxPPcE9Mf2ZETwYL7WcF4792Gq7ZruFnMYK2nsFc7KxjPU1acwY1ZVFaw62aHv71N4UWCuYHtGfxYU73NvHhHTljaxfWj1/raWJBpmRAG8Nz80eSUl1QwvVtzP8vP0onw+8ymNbuakeidaBl0pBY7Pruwn109G7QyQWq538ilq+2niQOyb24/mv15NfUUf/TtFsO5zD23Mns/HQSeoaPf0eYoJ98ddp2JR20r1NLpUwb+ogD9nwy5lt6TlYbXa6x7UUFFheeIBmm4VBEYkXoWcClyJiRCR5R7C36iRXRvbFV6tGrZSTVVhxXrEQAahuMLL2wPFW950oriLMT8+86f3pGhfCyaJqIgK8Kayso77JRGFRPXdGj+Gl7KVcHd2Xvr7xyERSShvryDWX4Sf3YlBAItsqMz3OKxVJmJcwHm+7K7377tD+vLVsOzdO6caQlFi2HMrxbC8Wc9fk/tQ2GHnt1gk0W6yYrFa6JoZQYK6kxnK2jnRAQAceTVvc6vXkNVViFlsY07MDn+Zv8EgXP5cl+bsYFdKZZYX7AIjRBNBeHczrt03E6XSSkVtKblkNKrnLc+hclHIpof46TpZUt3ZqNqaeYHxP17Ovc0wwYwcloPdSEu7jzc+7jpDQ3o9Xilsfb6vNDViUZqKDfJg+NAW5TEJVfQM5ja3LX2+qPMKX/QcToBekowX+OEKQc4mgUcm5fmQ3OkUF8cnqPZTVNhDmrydM5sfCvnP55MQG0ury8JF7cX3MQLr7xvLpyY2sKUnDiZMRwcnc2G4oYeqzviwmi63NwAGgxmDki4euodpg5IEPfyG7qJJAby9uGt2TDpGBfLU+lS3pp5BKJIzqGcfw/rF8VrKO8T27s2jEVVRUG7l6RDKduvixpHwHp0rKCVV5c49qPJ8/eA2L1h1ge0YOCeEBlNhaf8gCLklmcesP+NsnuF4SHv34Vwoqanlj3vjzSjgXG2uI14VQaTYgFosY27sDsYH+LNmcRnF1PXGh/lw/rhv7rdkcrzQzK3oQCbpQvi7YTllzLd5ytVttpjXKrbV8dP9U7AobqYfblvA0WW1YWpEVrXM2EhPsQ2l1AyO7x9GvUwwvL97IiG7xfHDPNJZuP8zRgjLeuH0i321JY1LfJHrER/DV+v3Mv3kca/dnsyX9FHKphCn9kxjfO5Fdx/KICNBT32SiR3wEt47vI6TFnMO61GxiQ3zx03kOrscNpWytOMaggI7oZUKOuMCFI1kfyZ7KE+yszGJ0aBdignxIz2n7eSHgwmiytCqkAq6JqWpNDavEu/goo5poTQA3Xt+fouNGPl95gOe+Ws+3T83go15z+PTkBr7J3Y5SImdsYApTo3pxqrGccWEpdPKOYFVxKnVWI919YpkRMZBFSw+xLT2PlPZh3DquN3dO6k9DczO3TepD94Qwlm4+Qk2DkS7tQrlpTC9EwA/b0tmUdhKxSMTInnHERntTbPEUH7A5HW0qcQIUNtQgkysoMrW9yldkrKaT3uU/MzYwhetChrAp9STLdmRQ12Sia2wIt03oS2SgNyntw1ix+xj1Tc2ktA/j5jG93LW3rWE/LX/93K0jKFdU8XXFemrqG0lqiuDxOwehFstpKmophnSGaruB9+6eQoiva7ypMLfMOnF/ltOBUyrUpQn8bwhBziWEt5ea4d3i6BYXhtVmR6WQo1W7agie63wVTXYzUpEEh9PJ7N3vU3lO6teK4lS2V2bxRZ87CVW7nLWVctlp+ejW/VISYwM4XFDM819sdG8rr2kg2FfHHW8vxeAu9rexbNsRdh8p4KE5Q3k4axFXhPfgmqCBhCUpee7E92ePNxmQ2+XMeft7+nWK5s5J/VErZdQr2w5MItR+rdZCjOwWj8Vm4+Vvz/avsKKecLWv27X5t3TSR9BZG0VncxwHD5dy/YLvCPbRMr53IjHBvsQE+yJWOqnMCSP1aAlXf7aYHvHh3DV2PN5aJRqVHL1M3UKh5wxxPkEUOCp47cAKngyf3uY1qRQy5LKWKl0hCh8m99PSPsyflbuPcu/7P+NwOjmaX86J4kpuHdcHpUKGSCTiP7eEYbbYUMplTOidiM3h4L5pA92qOr5eaiQSMdMGJNO3YzQOh8OlSqQTZsrOUNfYzM6jeUwbkOyxvdluYWHONkJVvqT4Rl2k3glcqqgkchL0IWypOMaI4GRiQnzZlp4jiA/8DmqlHKlY7CHEAjCqVxzW0EaeOXp2lf1kYxkvn1zKbTEjGdQ5htTjxTSImrlz72eYHa4xz+ywsaR4J6mGU8yIHsBzGT+SqAtjckQvkrQRZGRUctdXK2k6LVCzL6uAg8eLePOOSQR6e/HCwvWM6ZvAU7NH4LA7OZhVjMls47HPV3usqv+8/Si7MvJ5+95JwK/u7RKRCJlIgtXZen2oxqlie1ousWFBHD3HRPZcojT+lJnqaOcVxDS/frz5wzZ3LSzA/uNFpL75I+/MvYIjeWVMH9qVXgkRyOUS8psr0enbTg+TisUE+mhYWLWH7eVnV7gO1eaRVpvPF73vRCtV0mAztXp8J78wQv307r+DlN5tf5ZIglbWtuy1gEBrCDU5lyA+WjWBPlp3gAOgkSkJVOrxlqtZW5rmEeCcodbSxC/FqdgdrgeqQiVi8qBOrX5GRIA3coWED5ft8dg+qEssmw6dOCfAOUtpjYGcnDo66EJZUZSKTAlfFG7yaDMysDPLN2dS12Ri9b4sXv52I09+sYZQ/PGStv6Auza6Pz4qtdsM7gzjenfg6w2eqWY/bzrG9OCBrZ7HS6okWRfJC59t5MXPN7N6TxZWm53Cyjo++mU3j3y2itrGZl75aisvfb6ZNXuzsdrs7D6Wz9z/Lmfms99hqrNzTVTrBrL+Ci3BKm/eO76WCosBrU5GRIB3q22vHJzM3kZP9+wwlS+GShsvfLOBpxeuJTbEz2PWcvW+LKx2O4HeXgToNeg1KgJ9tOg0Svz0GoJ8tGjVytP7vZCc9nuRSCREBHgTFeQrBDi/Ye2BbJxOJz07RLi3OZ1OFufuoNHWzOjgzoLYgMBfQjefGGotTaTW5NAuxA+D0UxBRd3F7tY/Gj+tmnG9O7TYPnZgPIuLWrctWFS0lUnDEhnfrwOL8re6A5xzOdFQhs1hJ0ipJ9NQzIJTm6isaObN73e4A5wz2BwOPlm9B6lEzITeHXn9223c/OoPzPnvj6TnlbItI6dF2jBARV0ju48UMCjgbOrr1vJjjAnt2mq/23sFI7PK+Hz1fqaF92nVgFiEiOlR/dlQmsHVQf2prTN5BDhncDidvPPzTlLah1FW08CqfZmsrUjj/qNfkm0pJDEysNU+jO6RgEjpZHt1Zot9TpwsK9rDzOjWx9tApZ5oL886Rn+Flg5t+IxNDOuGn7xtTyEBgdYQRufLjEabmY1lR9rcv6n8KAab6wFscDTToYs3kwd28ijA7xgVxGM3D6bK2NhiKTs5OoQ9WS0fomfYc7iQJK9InDiptTa1SO3qpI5k79GWx3/w3R6ej5/uURiqEMu4KXYoKomcddWHePnO0e4iXXAJD1h+o5B2oriKunw7N0YMQyE+GxRFqP14Lm46zbV20k61nRay82jueSXJNx/OIVLtx9WRfZGd45fS3iuYp5OnUWc1kn9apnr+qWX8984JHm7QUrGYqYOSuWJgRz45dXYFKlEXxsPRU3jve5fvQn55bYv0KYBTbeROC/zvOJ1OftqZQVJMCLpzjPO2VWSyvyaH4UFJeMuFoFDgryFAoSdGE8Ca0jSignwQiUQcPNH6bL2AC7VSztwr+jOuVwfEp1e8RCIQKZxtroY02y04ZXaS44PYcx6Z6AM1OSSeTvtq7xVM+vGyNttm5JZRbzShlMu4eWwvlDJX0kxyTAh7zzM+bjl4ipujhhOnDQZgTelhevm1Z2xoCmLOruB19o7invAJNNRasdjsZGdX81LStfieEwToZWoejZtCY5WdqRG9CFf6kZ7b9th2vKiS5JgQusWF0S0liK+LtwKwoHADc2f0pnv82eBDLBIxtlcHJvXryP6ak22dkhXFqfT36cDU0N5IzxkP47QhvNf9RgKVeo/2vgovXkmZQYpPzNnPQsS40BTmtB+OUtq2AbaAQGsI6WqXGVKRGNV5HhQaqRzJ6dhXKhLz0okfua7LID4ffBVlhnrkcik5llKeOfUtj0Vd2eJ4s9XWYkXlXNRKGSaHq85HJm6ZjmVx2FAp5NT9pgDyRHE1r366gwevm4TCS0yDyUykrw+f5W3imKGIMJUv71SvYPasQfiLdNhsDvwVrb+AfrRsL8O6tWPB1DsoqKtBKpJQUdHEa5/t4LnZo5FLJS2CozPo1MrzSlhq1Qq+zttOR10Yn/W5nZJm1/mLjNW8kLGMBxMnus3UjjeU8viJr3ng+kloHRqMZgs+Xmr8tWpkcgmfdb+dYkMtcpGMU3m1PPn+emobXEGhSAQSccu0FbVSGAQuFOk5pRwvquKeKQPc244bSvk+fzddvaPanHEUELhQ9PJrz3cFu8kyFhMb7MuuY3lM+U3qpIAnAXovHrt2GLeO70OD0YxGKceobD19+AyBei0yvQR1tRyzpfX0bLVUgaHZ9fw1O6yolG2PczKpBIlYTIifljB/PSNS4qhvMuGlUrDjN/5wHp+hlLGpIoOxoSncpwsFmwhjg40UUwLD47piEVmQi2RknazitbXbuWZIVwCq65qxWZW83nE21aZG7A4HliYH3/+cQdrJUj5/cho6Wctsh3ORiEX4aFXsNh/ju+M73UI/DTYTL+f8yOtX34DD5qrV9VIpcDicyGUSgm1t12+KEFFcbaA5XcH8PrOwiq3IRTIMtRb8Ja0fF6Ly4dWUmdRammiymdHJVPjKvdDIBHNqgf8dIci5zFBLFVwb1Z/91ada3T89qj86uauIWi/X0M03hkWFW0kJjOapAk+VtuPmYjrHBJOee3ZGa1PaScb1SuTtn1pPDRjZrz3vVq9AI1GgksiJ9Qokp7HCvX9zXQbjBnRkwYr9LY4tqqrH3OjkyY/WIJNJeOC2fmwpP4pCLGVal94sLdzLqzk/uds/1f4qAvSaVgsnM/MqOXKskhcXexqPSiViRvVI4Jc9x1ocA9C/UzQnS6qgla9PJILeHSI5XJrJsqL99A1I4Nn0Hz3SHw7V5tLXP45dVS4FoLymSu5OXwCARCTm2773ole7vn+VTcnj/93QIr8coG9iFIdOFntsU8qkxIb4tmgr8P/j640HCfL2cq+0lTfX8fGJDYSpfBgc2PEi907gciBM5Uu0JoAVRQfoEdWJzWmnsNrtyCQtJ4gEzqJRKtAoz74UV5gk+Cm0VJsbWrQNVfkglsCHJ9cxMawHi3K3tnrOvv5xPHXYVT963FDKrQljWm0HMDylPV4qBTe8tsTDfiEm2JdZI7txJK/1VaBR/drzWfmvVJgNvNJxFjqTlnlvLm+17fUju7tVMTtGBtFssfLed3tIjAhk4foDHm3X7j5JfIqWLu1CEYtErYozDEtpz8HGk3xZuLnFvv6+iXy6ah/bDufw07M3cLyokgc/cdU3vfPQRCQicasCCb1923PoaAkrd2aycufZlLbXbp2Al7rt+hq9XI1eLoi5CPx5hHS1y5BEfRijgju32D4woIPHMrFOpuKRTpPxk3vxU+E+7uswHtE5S+bLyvZw+1W98fY6W5h4vKiSAG8NvRIi+C2je8dTo6ij3mrksU6TWZK/iyc7TvOotUmry6Njoh/JMS2d5acOSOZkSRUWm50nbxjGN2WuwcjssHGwJpfZsYM92n9Tuo0nbhjqThU4g0oh49HpQ/l6Y6rH9pvG9GT1vkzG9kwgMtC7xeffM2UAx/LLmdS3k0da3BkevHIwR/PKuTNuFMFKb77L38XDHSd55EqvLE5lRvQAAhWes1giRDyROBU/xdl0A3+dmqdnjeS3dcYBeg2zRnRn+e6zgZhELOI/t4zHXy/kLF8Icstq2JR2glE94hGLRNSaG3k7ew1KiYzxYd1bzX8XEPgrGBiQQKW5AZPOSJPJwsHjQsra/0qAQscrXWd4pCiDS+Dhvg7jOdFQil6moptvDPHaln5Ys2MGc7SuyD1h5cDJlroMHrpmSIu2EQF6Zo/swcniSn4bS/jp1HRtH0rfTpEtjhvWLRaT1kiF2cD4oO5Eqv05eLKIqwd3adE2MTKQLrGh7M8u4K4r+vPrvizyy2toH+ZH59iQFjU0v+zMpIMuFJWXhPumtayRCfHVccfEftRYWk4IxmgCGajpxPb0HJ67fjR+Og2d24UyrEt7AH5cd4T7Yyd6vBuA6zu/KWI4y7d71usM69KerrEtv2MBgb8CkfN8BQYC/xMGgwG9Xk99fT063T9bgrfW3EihsZpVxQdx4GRcaDeiNP74Klq+JJc113GwNpd6SxOd9BHsrMymtLmWnn7t6OHbDpol7M8uZG9WAVFBPvTt6PJtabbY2HDwOHKphBG94qiTGSi2VNFDH4ePSk1+UyWFxkp6+cezt/IkxxoLaacJooeuPZZ6aDCa2Zh2Ao1CwbCU9lTUNVJZ30j3uHAcUju1EgNbKo+iligYG9IVhVRGo72ZLeXHqLc2M9i/IyFiX+QOGdsycjhRVEVCZCADOsVgsdkorqxna0YO3l4qhnZpR15ZDUazlQHJMTQ2mymuMrAtIwcfLxXjenWgrrGZvPJa+nWMptFkprCynp1HcvHVqhnbqwPV9U1UGYwMSo6lUdRMem0+1dYGuvnGsKf6BAVNVXT1iaaPfxw44GB1LvtqTxKk8GZ0aBcC5Dq8VZ6zV/WNzVTUN7FmfxZlNQZ6JkTSPS4chUzC3qxC9mblEx3ky8jucQT7aFHILw8Dz7/6Xnvw45WknSrhhRtGY7AbeStzNRannasi+qCTCWZ0An8vm8qPcLS+GN2RIHrERfDSTWP/ts/+N41r58PmsFNmqmd7RSaZ9cV01IfR2TuKreXH0MlU9PNPoNrYiEQmwmA1san8CBqJguEByfjINdjEdg7U5JBpKKKDLoy+vvHUVZhRKxT8uj+LqvpG+iRGkRwTgkIlxmJyUNPQzOq9mZisNoanxBEb4usyoRZDUVUdGw+cQioWM6ZXAgZ5A/vqTzIyqDMBMh3LNh0hyFdLr4RIahub2Zx2ksZmM0O6tEchl5B+qpS+HaM4XlyJXC4hJsqbapsBf4c3zSY7tY3N7DqSi5daweDuMVgUZqK9/bAZobHJyvrU41QbjAxIiiExKpDdR/Lo2zWKZrGJ1SWHMNiaGeiXiJdVw9GsSoZ2bUewj9adEl3TYKSgopaVu4/RIdqfzp2C2Vx5hGJjDV21MXT2jkInVlFW08gve47hcDqZ0KcjUUE++GqFVRqBvwchyLmAXCqDgYDAP52/8l7bl1XA7W8v5eYxvQiP8uLd7DU4gSsjegt+OAIXBYvDyle5OxCXqmjIgbX/uRW95u+R0xXGNQEBgX8rQs6FgICAwGkajCaeWbSO+PAAxAFWXjm2ArlYyjWRfYQAR+CiIRfLGBPahXrvWuw4WLiuZc2igICAgIAnQpAjICAgAFisNh769BcMRhPqBBsLcjYTowng6si+eEmFFDWBi0uYypcREUnYg5v5amMqp8oEuXgBAQGB8yEEOQICApc9NQYjd7y7lAPHi3DEGzhhKWJ0cGfGhaYgFwsilAL/DJL0EQztFotdbuP6t7/mWEXJxe6SgICAwD8WYfQWEBC4LHE4HRwuLWTxjoNs3ZWPzWFH1tFEclQYvf3ao5IInkMC/zy6+8cgHyJj3YY8Zr2ymEFjQ7k2pRddvKNQSC4P4REBAQGBP4IQ5FxAzmg4GAyGi9wTAYF/J1qtFtFvNbNb4Y/ea4fq83j1xCpqrE3YnQ6czWLs+3RQ1/JlUB5uJ8jmS3WOhdU5rfskCQj8UwgMUVJeYGbrtkJ22o64t3fVRTG/49Wtmi2fy4W+1wQEBNrmj95vAhcWIci5gDQ0uIzGIiJaesQICAj8Pn9UwemP3mtRd40mcHy3sxuaJK0GOEgcWEolFHJ+Z3QBgX8UIhEozR6bDpRkEzQyBLvR3MZBLi70vSYgINA2gjrhxUGQkL6AOBwOSkpK/taI3WAwEBERQWFh4SVzAwnX9O/hQl/XH713Lsa99ldzqf5Gfo/L8br/Cdd8oe+1f8I1XQoI3+Of55/4HV5KY9W/CWEl5wIiFosJDw+/KJ+t0+n+MTfzhUK4pn8Pf/d1Xcx77a/mUv2N/B6X43X/G675f73X/g3X9G9A+B7/PMJ3KCCoqwkICAgICAgICAgIXFIIQY6AgICAgICAgICAwCWFEOT8y1EoFDzzzDMoFIqL3ZULhnBN/x4u1eu6GFyu3+XleN2X4jVfitd0MRC+xz+P8B0KnEEQHhAQEBAQEBAQEBAQuKQQVnIEBAQEBAQEBAQEBC4phCBHQEBAQEBAQEBAQOCSQghyBAQEBAQEBAQEBAQuKYQgR0BAQEBAQEBAQEDgkkIIci4gTqcTg8GAoOUgIPDXItxrAgJ/D8K9JiAg8G9FCHIuIA0NDej1ehoaGi52VwQELmmEe01A4O9BuNcEBAT+rQhBjoCAgICAgICAgIDAJYUQ5AgICAgICAgICAgIXFIIQY6AgICAgICAgICAwCWFEOQICAgICAgICAgICFxSSC92BwQEBC4eTqeTyvomqg1NmCw2/PUafLVqNEr5xe6awCVKZV0j1Q1Gmk0W/PVe+GpVaFSKi90tAQEBAYFLDCHIERC4THE4nGQXVfDqd5tJaR+OWikju7CCUF8ds0f3xFervthdFPgHYzRbaTZbUMllqP9gUHyyuIp5Hy6npNoAgEgEU/onccfEfvjpNH9ldwUEBAQELjOEIEdA4DKlrNbA0bxyxvZKZPW+TAxNJrrFhdOnYzT7sgoY3SMBkUh0sbsp8A/DaLKQX1HL52v2c7KkiuhAH24e15uYIJ/zrsiU1TRw61s/UtfY7N7mdMKyHUcI8tFy4+ieSCWSv+MSBAQEBAQuA4QgR0DgMqWyvol92QVsOHjCvS2vvJa1B7J57dYJVBmaCNB7XcQeCvzTsNkd7Mkq4KFPVnLGGzK/vJatGTm8MHs0I3skIJe2HqicKK70CHDO5asNB5nYpxPBvtq/qusCAgICApcZgvCAgMBlitli8whwztBksvD1hlSsdsdF6JXAP5kqQxMvfL3eHeCcy/wlm6iub2rz2Lzymjb3NTabsdhsF6KLAgJ/GovVRmZBOVmFFVht9ovdHQEBgf8nwkqOgMBlhN3uoK6pGblUyv7swjbb7c7MxyYM7n8ZhiYTFpsdL5UcpVx2sbvzh6lrMFLfZGp1n9FspcrQRIifrtX97UMD2jyvt5cKhUwYjgQuPutSs3nt+y1UG4yA67d5y9heTB+SglgspO8KCPybEEYVAYHLhNJqA8t3H2XtgWySooIID/Bus61YJELWRtqRwP+f2gYj6bmlfLFmPzUNRrrFhTN7VA8iAvT/jnqU36nROl8NV2yIL4HeXlTUNbbYd8vYXvjr//nCAyaL1RXkOUGrVvxhwQWBfwcrdh/l2UXr6NY+jFvG9gZg17E8Xv9hKwdPFPPyTWORC8G4gMC/BuFuFRC4hDBbrVTVGxEBgd4apFLXLV5abeDG179zv2CWVht44/ZJbZ5nSJf26NXKv6PLlw0Go4nPft3Lt5vT3NuKqupZsz+Lzx+8mo5RwRevc38QHy8Vfjq1e5b7XLxUCvx0bSvyBflo+XjelTz62SqyiyoBkEslzBrRnTE9OyARe2ZP2x0OagxGnE4nOo3yL1nxsthsNBjNyCQSdJrz/96Lq+r5bPVeft2fhcPhZFhKO+6Y2J/IQG9EIhE1DUZqGow0GM34eKnw0arQa1QXvM8Cfw05pdXM/3YTA5KimTWiuztgbxfqR3JMCJ+u2sMzi9bx8k1jBUEWAYF/CUKQIyBwiVBYUceKPUfZdOgkErGI8b07MjwljmBfL5buSPeYQbfY7KgUMqb0T+KnnUc8zuPtpeK28X2EWeoLTFV9k0eAcwaLzc5Lizfy3t1T8PH6Z8t2B+i9eH72aO55/2fsjrOFOWKRiOdnjyLgd1ZjooJ8eP+eqdQ2NmO22NBrlPjpNCjlnkNRRW0DK/Yc48dt6ZgsVgZ3acfNY3oR7u99QVKGbHYHJVX1fLPpEHsy8/D2UjF7VA+6tgtrVTr9zCRB1Tk1R+tST7A7s4BvHp2JSAQPfrzSHbwBDEqO4fEZwwn0FsQU/g288eM29Bol1wzp2iKI6doulBtH9+ST1XvpFBXEdSO6X6ReCggI/C8IQY6AwCVAYUUtd7yzzO0/AvD2T9v5dX8Wr80Zz6/7sj3a6zVKzFYboX46XrhhDGsPZGMwmujWPpzu8WF8snoPj187HG8vYSb6QnHoVEmb+zILKk6vAPyzgxyxWES3uHC+e3IWSzancbyokpgQX2YO60bYH0y589Wqz+vBVFHXyLwPV5BVWOHetnL3MTYfOsnXj80gMtDnT19Hblk1s19dgsniEjsorKznwY9/4Yp+nbh3ykCP373T6WRT2kmPAOcMDUYz329Nw2q3uwOcUd3jGdcrkWaLlRNFVVhtDoJ8tEglgs7PP5XDp0rYdSyPOeN6t1kb1iMhgtyyGt79eQe9E6OIC/P/m3spICDwvyIEOQIC/3IsNhsr9hzzCHDOcLyoksM5pUQHeVNac3Z/v45R7MksYNH6A/hq1Qzp0o6oIB+O5JXy5br9AMy9or8Q5FxApL+zAiHi35ECo5BJiQ3x46Grh9BssaKUy9qUjf7/cEbV6rc0miwsWLOPx6YP+1Opa4YmE69/v9Ud4JzL8l1HmTE0xeN332SysCntZJvn234kl4l9OgJw89heADz06S9uVS6dWsF/bhlPt/bhyGX/grqry5BvNx8i2EdL9/jw87ab3D+Jo/nlPP/VOr58eHqLFEsBAYF/FsIdKiDwL6eqromNrUhBn+GXPce4ZkhXj21qpRyf0y9y4f56YkN8iQ3xJSbYF41SjkImQSzknV9QUtqHtVm33z0uHL3Xv6sGSiaVoFMrL2iA43A4WLU3s839Ww6fwmBsXd3tj9LQbGb/8baVBXcey/P4WyoW46VqPXVTKhYztEs7kmKCee76UaS0C+OLNfs9ZIcNRjP3vPezxySDwD+HGoORTWknGdQ59nefeTKphFkjunE0v5xl2zP+ph4KCAj8fxGCHAGBfzkisQjxeWYUxWIRCZGBxAT7urcVVdXRKyGcl24aS79O0SzZnMZby7ZTUdfIK7eM55ZxvZEJ6TUXFD+tmrsnD2ix3Uul4NHpQ9EJQg+IRKLz1oIpZdI/veIlEonOKxL329l5pULGzGHdWrQL89fz9twraDJZeGzBat75eQc7juTw1p1X4K/zrE2y/U7wJnDx+HV/FgB9O0b9ofbtQv3p3yma91bspLYNc1sBAYF/BsJbjIDAv5xgHy0T+iS2uX9y/ySCvLV8cM9UXpg9mh7x4XQID8Rmd7By91E++mU3RVX1NBjNbE3P4b6PVtAzPpJW/B4F/gQalYKpA5JZ9PB0RvdIoFv7MO6c2I9vH59JbIjfxe7ePwKRSMTU/slt7p82sPN563n+CDq1ggFJMW3u798pusW29mH+TOmfdE4/4dHpQ3l64Vp+2JZObUMz1QYjS7Yc5j9LNvHYtcNanON4UaVgLPkPZF3qcTpFBaP5H4RWpg5Ixm538OGKXX9hzwQEBP4sQk2OgMC/HJFIxMhucfy6L4sTxVUe+3rEh5MU7ZImDvLRMr5PR4Z2bY9ELCI9t4w9mQUtzme12Xnnp+28eOPYv6X/lxM6tZKkmBCemx2A1WZHKZcJef2/ITLQm6sHd+H7rYc9tseF+3NFv05I/uQKo5dKwX3TBpGeU9rC2PSmMT1b9evxPb0Kd+XAzqxNzSbMT0/ayZJWpbRLqg2cKq2mV4cIjuaV02SyANA5NkTwnvqHUVpjICO3lJvH9PqfjtOqFUzo05Eft6UzbWAyCRGBf1EPBQQE/gxCkCMgcAkQ5u/Nf2+fSOrxIn7Zk4lEImbagGQ6RQcT+hsH+jPpQBk5pSRGBlHT0ER5radB48GTxTicjr+t/5cbcqkUuVR4/LaGt5eK2yf0ZXzvRJZuz6DRZGZC7450jAoi0NvrgnxGVKAP3zw6g7Wp2WzPyMVPq2bG8G7EBPu2mTbo7aXC20tFYlQQ1QYjt775Q5vn359dyD1XDKDK0ITd4WDZjgxGdo+/IH0XuHBsTc9BIhbTOTbkfz52SJd2bM/I4bUftvDpfVcJ3jkCAv9AhFFWQOASIdzfm3B/b4alxCFGhKaNYmm7w0G1uYGYzl70DfcnWN6eaGUQa3ceZ+vhXKoMTcikgvDAvx2H04EI0b/y5etMQNEpKhgnzvOudtVammiwumoj9DI1evnvp7OJRCJC/fXMHtmTqwZ1QSaVtCkd3BoSsaiFt8+Z7XMm9yI5MZA9TZkgE5GoieCm8T3+dJqdwIVne3oO8eH+qBT/u1qfVCLmqsFdeOenHWxKO8nwlLi/oIcCAgJ/hn9MnsT8+fMRiUTMmzfPvc3pdPLss88SGhqKSqViyJAhHD161OM4s9nM3Xffjb+/PxqNhkmTJlFUVOTRpra2llmzZqHX69Hr9cyaNYu6ujqPNgUFBUycOBGNRoO/vz/33HMPFovlr7pcAYG/DK1KgUYlp7HZTEVdI3Wni2NLaurYeSyHIxVFzNn3MY9kfE2ZpZZguS+7jxQglUiYN3Ugz14/ikl9En/XAV7gn0mVycDuyuM8ffh7XshYSnptPrWWlh4v/yv1jc1kF1bywYqdvLVsGxm5pdQ0tEzXupCIxaI2Axybw0ZmfTH3HviCK7e/wZXb3+D+1EWcaCjD/gdXIcViEV4qxf8U4IArCLtmcNcW25+4cRjHvU9x75HP+Th3PR8XrOO+zM85ZM6h2tjY8kQCF41ms5UDJ4pIjvnfV3HOkBQdTFJ0MG8t3SbUWwkI/AP5R6zk7N+/n08++YTOnTt7bH/11Vd54403+PLLL4mPj+fFF19k5MiRZGdno9W6XKTnzZvHypUrWbJkCX5+fjzwwANMmDCB1NRUJKeN6WbMmEFRURFr1qwB4NZbb2XWrFmsXLkSALvdzvjx4wkICGDHjh1UV1cze/ZsnE4n77777t/4TQgI/HmMJgu5ZTV8sGInmYWVBPtouXlsLwxGExVNDeyrT6e0uY6RAV1IaIzl/i9+oXdCFHovJe+t2ImXUs4rc8bTYDSjVvzxYlyBi0+lycBjaYtJrztba/VLyUHGh3bj5ujh+Cm9UP0/PGZqG5tZsHovizcfcm9btD6VoV3a8di1w1utY/mrKW6u5da9H2N2nPW7yagvYM6ej/i6/92Eq/8aMYcGo5mswgq8vZR0ax/GwZPFACSEB2DwqmdbnqeKmhMnn+avp4tPFBFOn3/lytqlyIHjhVhtdpJjgv/Uea4cmMzzX2/gx23pXDss5QL1TkBA4EJw0YOcxsZGZs6cyaeffsqLL77o3u50Onnrrbd44oknmDp1KgALFy4kKCiIxYsXc9ttt1FfX8+CBQv46quvGDFiBABff/01ERERbNiwgdGjR5OZmcmaNWvYs2cPvXv3BuDTTz+lb9++ZGdnk5CQwLp16zh27BiFhYWEhoYC8N///pcbbriBl156CZ1Oh4DAvwGn00l2USWv/7CF40WV2B1O6hqbeeiTX5g+tCvDB8ay4PAviBAx1rc7BfUGvnvyekqq6jEYzVw/ojsAy7ZlMGNES9lcgX8uTqeTTeVHPAKcM6wqOUgvTTynjhiYPiTlfw5KckurPQKcM2w+fIrhKXGM6922ut9fgcVu49u8nR4BDkCoygc/hRcbSjOYFTMQidiz0N/msFNpNpDTWEGNuZF4XQg+Ii2mZhu5pdVY7Q5CfHUE+ngRoG9Z/2O12dlw8DgvfLMBhUzCA1cOYVK/Tuw8kseIvu34pPJXd9sAhY5ZoUMIEfviLdegtMnYcPAEWrWCqEAfAvQapIIQwUVjT2YBfjr1n67zCvXX07djFJ/+upfJ/ZP+X6lvAgICfw0XPciZO3cu48ePZ8SIER5BTm5uLmVlZYwaNcq9TaFQMHjwYHbt2sVtt91GamoqVqvVo01oaChJSUns2rWL0aNHs3v3bvR6vTvAAejTpw96vZ5du3aRkJDA7t27SUpKcgc4AKNHj8ZsNpOamsrQoUNb7bvZbMZsNrv/NhgEszeBi0ddYzOlNQZ2Hs2jf6cYbp/Ql11H8/jutErV91sOM3pYOwA66EJR2RW0C/Vn9ivf0mg6m5o5IiWOu6cMwPIPSr8Q7rXfp9bSyA8Fe9rcv7k+A0WdL4s3HeT2iX3/sPCBxWrj21YCnDN8tSGVvp2i3eayfweNNhMHa3Ldf8d5hXBL2AgqypspqTDgL/enrLaRMD+9u43NYSejroD7UhditLt+71cE9WKMtjs5JTX8ui+LhmYzPRMiGNa1PTabnbRTJTRbbHSJDcVfr8FosvD6j1sBMFvtvPztRvz1GrrHhaNUSKizuFLSgpXePBY9jdcX7uC6Ed1Yk3WStQey3X1RK2T897aJpMSFX1Az1QvB5XKv7c3KJzEy8IKsrE3ok8iezHx+3J7OrNMTRQICAhefi1qTs2TJEg4ePMj8+fNb7CsrKwMgKCjIY3tQUJB7X1lZGXK5HB8fn/O2CQxsKe8YGBjo0ea3n+Pj44NcLne3aY358+e763z0ej0RERG/d8kCAn8JNQYjby3bxsz5i/l8zT7SThVT12RiWEocCx64mlE94hGLRMgcUlQSOSqJAl8vDfM++NkjwAHYcOgEq/dmovsffCP+aoR77fexO52Y7NY295scFuRyCUs2p1FV/8drdGwORwup5XNpaDZjt/+9SnxysRR/hStlOUodwG2BY3jm3c28snArX/16iKc/Xc/Nr39Pfnmt+5gKUz33HPjSHeBIRGKmBvXhmw2HmP/tJtJOlXCqpJolm9N46JNfqDIYCfXToVMr2X0sj4Vr92O22mg2e37HVfVNrD2Qza7DBXTxjgbg1vBRvPjpZnRqJZV1TR4BDoDRbOXu93+mvKbhL/yW/n9cDvdaZX0jOaU1dLhA0s9+Og19O0axaP0BoTZHQOAfxEULcgoLC7n33nv5+uuvUSrbLnD+7SyL0+n83ZmX37Zprf3/p81veeyxx6ivr3f/V1hYeN5+CQj8VRw6VcyK3ccAuHvyAHp1iOTNpdu47a0fmfvOMjQKOS/dNBZDjYXpYQNI8YnkQHYhZmvrA/KSLWk0mP45whvCvfb76OVqhgS2nTbW2yuBwyfKMFltNJnaDoZ+i0ouO69y1ICkGHQaxf/U1z+Ll0zJ7NjBAMwOHcqLn2+msdns0aairpEnv/jVLbxxpL4Qs+Psdffya0dtnYkth0+1OH99k4mF6w9gszt4+NNfWL77KB2igiiqqiMuzN/dLthHy11X9eX1+8bSu2s4c+NGE6UOQNoso7SmgQl9Elm6Pb3Va7DZHWw/kvOnv4sLzeVwrx08frqO6gL624zoFk+1wciGgycu2DkFBAT+HBctyElNTaWiooLu3bsjlUqRSqVs3bqVd955B6lU6l5Z+e1KSkVFhXtfcHAwFouF2tra87YpLy9v8fmVlZUebX77ObW1tVit1hYrPOeiUCjQ6XQe/wkI/N3UNzWzcN0BAAYmxdBstvLBil3ulzuT1cZPO4+wfNcRgry1BDcFMiY4hYKKuvOc04Ttb56dPx/Cvfb7yMVSro0egE7WMm0sUuNPoN2HnNJqpBIxqlbkj9tCJBIxKDmWgFbqeDRKOTOGpVwUz58EXSg3xgxBZVO2uTJ1NL+cSkMjeY2VBCr0pPhEE6TUc23YAGZGDGJHRm6rxwFsO5yDl8oVvJ0qqeaJz1cjFom5ZnAXALrFhfLIbQPYojzAozmLePjkQl46toyXu06npta18qVTK6k8z6pZblltm/suFpfDvZZ6oohgXy36C6ggGeqnIzEykCVb0i7YOQUEBP4cFy3IGT58OBkZGaSlpbn/69GjBzNnziQtLY3Y2FiCg4NZv369+xiLxcLWrVvp168fAN27d0cmk3m0KS0t5ciRI+42ffv2pb6+nn379rnb7N27l/r6eo82R44cobS01N1m3bp1KBQKuncX8msF/tlYbQ53QDO+d2Kb9RO7juVTbWrE6WPG0uAkObZtVaGIAG+kf9JZXuDvJ1Tlw5d97mRSWA+0UiW+ci9mhg3kofApvPbVdsD1G/HT/W/CAyF+OhY8eA2T+nZyeygN6dKORY9cS5i//vdP8BfgLdcwK3YgSsf5V5HyDVVcveNNHk1bzC0RI7jbZzJH1zeyfVvh+X/jIjxS0+wOJ4s3H6JHQgRv3DaRB24YyBPZi8kylLjbpNcVcO+BL0kIca0QFFXVe6z8/JYe8eF/8GoFLiQHjhee99/l/8vApBgycks90iQFBAQuHhdNeECr1ZKUlOSxTaPR4Ofn594+b948Xn75ZeLi4oiLi+Pll19GrVYzY8YMAPR6PTfffDMPPPAAfn5++Pr68uCDD5KcnOxWW0tMTGTMmDHMmTOHjz/+GHBJSE+YMIGEhAQARo0aRceOHZk1axavvfYaNTU1PPjgg8yZM+eSnMUSuPg4nA6qzA0YbRbkYgk+ci9U0v9fDYxWpaBXh0iKdmQgFotpOk+aWU55NZ83ref55KvpEB5IkI8X5bUt/TvumNgXndffm4Ik8OcRif6PvbOOjupa+/AzLslM3EM8gUAIBHd3h1K0lBr1Uqeut6XuLrSlQGmLu7tbgoUQI+4ySSYZl++PgYFpkn73Ur93nrW6Vjlnn332mTNncn57v+/vFRDu4cfj7cdza9Qg6utMVNY2kZdfx9Mzh2K2WOmcEEKtVYu50YpSLCVApv63kq/D/b14csZg7hnXGzt2VEo5Hn9x3panREEbf28EArDbm+9XyCQIZY4dowO6sGVvDmsPOGqtZRRW8sG9E1m6K7XFvkd0TWB7apbLtvN5ZZTWNLD9dBYSexOmX7i7AVSbtKC00ibAmzUHz3HXuN48993WZu381Eo6xVx/jRY310dtg478Cg1Du/z+xTuTY0NRyiRsPHqB+yb2/d37d+PGzX/GX+6u9mssWLAAvV7Pvffei0ajoWfPnmzfvt1ZIwfgvffeQywWM23aNPR6PUOHDuW7775z1sgBWLZsGfPnz3e6sE2YMIGPP/7YuV8kErFp0ybuvfde+vbti0KhYNasWbz99tt/3sW6+Z+h3qTjQNVFPsncSo2pEZFAyPDgZO5LGEGQwvs/7k8mFTNnWFc2H8tAIv711RcvDzm6BiNby08zPaQvH90/mTd+3MOpbEcBXW9PBfeM602HqCAa7Qa8cVdp/yciE0kwaG088ukGKuuuitiUuFACQuQ8lP4NOqsJP5mKBxJG0S+gLWrp/3+vG/UmGg1GbHY7QoEQpUzyl9d98VEpmdC7A+sOpzfbN2t4JzbXnEIsENHTsy33Hljr3Kc3mjl3qYxxPRPZeMy1to2vSskN/ZO578PVLtv91B5cKqshNsKHLY0XWx3TsvL9vDFvDK8s28XZS6U8OWMwX20+Rk2Do3hqSlwoz980gmBf9yTan82ZS46Vtz9iJUcqFtElPoxtpzK5d0Kfv/zZcOPmfx2B3d7S/Jeb66GhoQEvLy/q6+vdK0BuWsRut7Ol9DQvnlvRbF+iOox3u96M32XXqPomPQaTBaFQgL/a41f/YFqsVnJKajidW8K+s5c4drF5rRRflZJH7uzFizk/cXvMYPp7JnGpoJb2UcGYLFZMZgsechkCgZ1DF/MY1j2eEE/v3+3af0/cz9qvU6HRcvMby1vMBxnSJQ7/HjZWlx1zbvtX8nRGhCS3+h2zWK1kFFby3Hdbnblcgd6ePHfTMLrEhf8ltUFqtTrMFisSkRChUMCqA+dYsvMUDTojAV4ezBrVGXuQgU8LtpKgCmG4rhcfrD7o0odQIOChKf3xU3uw4Ug6Wr2RQZ1iaR8VzOvLd1FUVe/S/vFpg1h3OJ1eHduQEZRJmia/xbENCeqAX24Ifp6exIX6I5OI8PZUoGnUY7ZaiQ72Idzfp8Vj/278tz1r763az+ZjGbx2x5g/pP9zeWV8tPYQPz87h7g/QEi5cePm3+dvvZLjxs1/G1XGBj7Oah66ApDRUEKpToPCLiO7pJr31+wnPb+CAC8PbhnRnSEpca3mUtRq9Xyy/hDJ0SE8MnUgT3y1kfxr4sLVShnPzxvCJ2WbEAtE9Pdtj71JgFwmpbKuEb3RTEZhJefyyjieWYhaKWdghzj4bXXy3PxFlNY0tJrwvu90Lm8OHeUicj7K2kqKbxSB8pbza0prGrjzvRUYzVakl3NyKusaefCTdSx9chbtIn4/l6r/j/omPadzSvlk/SHyyzVEBPlwz/jeTOnXkbE922O2WtHbjbyeu5rzBQ5nMH+ZCnTN+7LZ7by7aj+B3p58/uANrDucjkgoILekmtIa1/oww7vEIxOLySquoqHJwN23dXOKHE+xnBmh/UiUt8FotBLh5cvWgkw+33ikRQOP5c/O/t0/Fzf/Hmk5JcSE+v1h/bdrE4hCKmb36Ry3yHHj5i/GLXLcuPkT0VtNVBtbr41RZqijvsTK/E/WXt1Wq+W1H3dz5lIpj08bhJdHc/esfWdzOZSez6H0fH7cd5oHJvZDLhVTUKEhJtQPqa+dT4s2U6Sr4eW2M1iy/gzbT2bipZQzdUAnusSH0S8pmthQP6w2GyezirFa3Yu8/1Sq6prnWV3BarNjtbje20pDfbMaO7VaHXWNeqQiIesOnadTTCjTBnbCZLFitdlRKWRsPHaBr7Yc4+W5I/+U/ByT2cqmYxm8vWKfc9ulshoe/3Ij8yf1Y+bgFGRSMYXaagp11c429SYdnWJCW+oSgKggHxp0DttogBv6d+THZ25CZzRjsdpQKaSk5pSwcPkuAMo1WqoLTUwJ6cmOqjO8HD+Lb1ae4vMcR+FdgQAGd47j1VtH88y3W5oJnb9bAdD/FYxmCxeLKpk6IPkPO4dELKJDVDAHzl3izrG9/rDzuHHj5v/HLXLcuPkTkQjESAQizPaW69O0EQaw4KctLe7bfPwit47s0UzkaLQ6Vuw7Q58OUUzpm4TNjjMRu7BKQ35FLaruZnykHjwWNRFTAwzvksCQ5Dh8VAo+23iEr7c4ZvW9PeTcMrI7vRIj/9/8Hjd/LxqaDNRqdegMpl91PFPKJNjFv3jpFjq+lwA2m53c0mqe/W4r2SXVTB/YCbWHnGFdEnhu8Tan45hELOKZmUOICvYlp6QakVCIn5eSAC8PxKI/5iW+uqGJj9ceanHf5xuPMKxLPOEB3pSWNPFc3I28lP0zjRYDJXoNFoGF6QM78dO+My7HJYQH8MjUgeiMZt6cNw5PhRSRUMiz324ls7gKgAAvD+4Z34fR3dux6bgjf+fjFUeYMTyZrwfcy7NfbSej8GqpArsddqflIBWLmNgnyaVWTo+2bfDz/M/c7dz8PlwsqsRitREb8set5AAkRQWzeMdJNI16fDybT0q5cePmz8Etcty4+RPxlXkwJiyFdcUnm+1TiqSIbWJKqutbONJBekE5sb8ItbDZ7QzqFItKKefZ77ZiMDkcn1RKGY/eMJCiKg0jQuNJz6nkkfc2O4smvn3XeJ79bqtLYnpdk4H3Vx/g1VtHo/L4a52z/sloTE00mvUIBAK8JEpULdSuuZZarQ6NVofJYsXLQ0GAlweSX8z21zXpKa/Rsu3kRUwWK8O7JtAmwBs/tQfltVr+tXQ7RzIcuViPTh1IUlQw5/PLm51r6uCObKt1dRQbF9YFX5kjNrFc08Dt765wfk/qdQaGdonnrvdXujiYjerWFp3RzL0frkZ3Wfh4yqU8MXsw0dFq/D1UrYa/XS8arQ6DubmjGYDJYiW/vBY7YDZb+XzVCZ6eMo1GcRM1Zi2eChlhAV68cusotp7IRKPVMTQljq4JbXj8yw3O/JsP75vEgi830niNS2FVfRMvL93BO3eN50hGAbVaHXKpmFC1N9U1eheBcy07TmXx1p3jnSLH38uDBdMHo/4d67O4+fc5n1eORCz6w23P20cGYbfDsYwCRnVv94eey40bN63jFjlu3PyJyEVS5sUNJa+xkrN1V80BPEQyPuh2C3Kz45GUS8WM7NaW6GBf6psMbD2RSVltQ4shQV4ecjrHhnH/x2tctmt1Rl5euoPFC2agq7Pw8uKdzn3BPio0Wh1SsYinZw7F38sDs8WKTCJmx6ksPt94mI7RwXgp3e5q/wkmq4VsbRlvXFjnrJ/Swy+OxxLHEekR0GJi/6WyGp5atJnsEkd4lUIm4e5xvRjfqwPel2eBNY16vt58lOV7TjuPW77nNH07RPHMrKE88+1W0nJKnPs+33iEhbeNZu3hdPadycVmt6OQSZgzrAsBbcX8kHvVTayzTyS3xQ5GbzWhtRi4VF6NwXQ1dE0qFlFSXc+Dk/uj0erZfDwDvdHMoE6xPPrFBpdraTSYeP6bbbz38DheSF/Be11vJtzj/581r6prpPayyPNVKfFTK5FLm5sZ/FL4/RKz1catb/3EokenkVVSzYIPt+CnVqJWyllvzePJGYNZffA8Qd6exIb40TE6lPs+WuMUdB2jHcKwsRUb9h/3nubzB29AqzciFYv4bvtJPBStTwZYbXaUMgljeyaSGBFIkI+KRVuO8+SMwaiUbqHzZ3Mur4zIwD++Bpi3p4I2AV4cueAWOW7c/JX8JpFz/Phx9u7dS2VlJTaba/jDu++++5sG5sbNfyuBci/eTLmJckMdWQ1l+MtUxKqCCJCpqW80cPOwLnRvF8G6w+n8vO8M/l4e3DGmBw1NRmJD/VhyaR8goE9AAgFyL4QWIct2t1zrw2a3s/ZwOn4q15WEMH8vNFodj08bxFs/76X48uqRWCTkxgGdmDawM+YWEqbdNMdoslDX5CjGahabuf/ENzRZjc79x2tymHfsCxb3vo9Qpa/LsWW1Dcx7bwUard65TW80k1VWSZkxlG3VaVjsNuLNbVwEzhUOpedTVd/kInAAmgwmnvhqExP6dODn5+ZgtdnxkEvwVSvRWBp51+tmqo1a2qpD8ZYqOaspZHHePrRmPV29Y/nw8fF8uOwwIb5qxvfqwA97UrlYWEWIr4r5k/shFYvYcPRCi5+H3Q6bD2SSmBLG82d/5r2uN+MlbTk8y2azk1VSxWNfbHAm+kvEIm4b1Z1pAzrho3IV2T4qBSG+aspqG5r1FeDlgVZnpFarY/fpbJ6aMZSFy3dR06BzWjc//c0WvnhoKmqlDIFAwNGMAqfAAYgI8CGzqLLFsYIj3Km4ug5PhQypREawr4qY4NZFnFAgwG6306g3smL/WWeRyHljerpFzl/AubwykqJaL4L8e9KuTSDHLxZit9vdVtJu3PxFXLfIWbhwIc8++yxt27YlKCjI5SF2P9Bu3Pw6vjJPfGWetPe6WvG8sk5LXlkt/ZNjuef9VVguTxyU1jRw9lIZs4d2QS8w0FYdxidZ2/goayuzo/oxNbCP09a3JS6V1eDjEeayTdOop1diJPd9vAat7upLnsVqY/meNOZP6odc4k6O/jVMNgtVWi3HzhfyybojGEwWhnaJ47WBc3gjfzUl+loAvCQKVBIF+yozmBHpWjsjPb/cReAATBrQgfDOMuaecNTyGhOcQtrxliuoS8Uiymqav/ADGMwWft53hol9OpAYEeTcHiLxIUThsC/WGBt548I6dldcrTFTqj/JrsqzvH/rbVSVGrjr/ZXYLsepldU2kJpTwof3TqSoqq7Vz6aoooHeYn+21p9GY2pyETlWm42aBh02ux2zxcqd765wWTkxW6x8sfEooX4OgXUtAV6evDlvLHe+v9KZGwQgl4h5YvpgPtt4BIA9p3N5+65xBHpP5Ostx6iqb6RjdAj3jO+NUCBgZ1o2SqmEi0VVLv1rGnW0CfBu9bqCfVQEBivIaaxAbg8mLtSPzKJK4sP8nStx1zIkJY49Z3LZd/aSy3ad0Uxdo965Uufmj0ej1VFWq2Vsr/Z/yvnatglkR2o2RVX1RAR6/ynndOPGjSvXLXI++OADvvnmG2655ZbfcThu3Pz302Q2YhfY8RRfncmtrNPy8KfreWT6AF5bttspcK5l2a5Uxvdtx7KCAzzVYRIfZG5hWf5BhvknExPi22ouT1yoH1Zc3bTMFgv5FRoXgXMty/ekMazr718R/L8Bk9VMiV7Dj/mHydSWEqrw5YX7hrBtXzYbj2Rw+HwB/7p/Mls1JxkR0ok6s44qYwPhSl+qDA0EKq7mA6QXuOZySCUiJg5KZHf1OcYFd2Nf9XlkAikV+pbDp0wWKx4KWatjFQj4VdezMkMduyvSESCgnToUhVhKrraCerOOepOO91cfdAqca9l9Ooe4ED9yS2ta7DcqxJtys0OYXevaVl3fyPojF1i6KxVflYJZQ7u0Ghr2+Yaj9E6Mwt/LdRUoKsyb5U/PZldaNtkl1UQE+tAxOpj0ggruGdcbmx085BI8ZFIGJMfQKTYEk8WKTCTieFYRT369GZvdTnyYP5P6uoqo4xeLmDE4hRX7z7Z43TcMS+KFrJ/RmBp5OmwaLy3ZgbeHnFdvG82n6w+73M/+SdGM6taWp75xNRIJ8VVxsaiSrScucvvo5kYibv4YLhQ6Vuiigv6c+kTxYf4IBQKOZxa6RY4bN38R1y1yhEIhffv2/T3H4sbNfzVVhgbOaPJZVXQcm93OxDbd6OYbQ6DciyMXCskoqkQukXCprPmLo1Ag4M7JPWgU6YlVBbGj7Cz3xY3EbLGypzqdOcO6cuBcXrPjxEIhgzvHUd/kuloQ5KNqNVkaHInWVpvbQvqX2O12ztQVMP/kd1jtDiF6gWJ2VZ7j8d4TqanTcTyjmPzceqYk9WLBuaVoTFfr1SSoQnm7y00EK7wBiAu9WkcjITyABdMGsff4Jc5kNeCrVvBEvxupldURlCRoscArOAp1JkUFcT6/+f0cmByLr6r1vKq9FekMD05mTFgK5zSFaC16JoZ3cwgTk5Cy2pbtzrefyuLT+TewPTWLX2oBkVDA6P4JPJX7PTKhGLXEcf5arY4Xv9/O4QsFAAzpHPeroWFltQ3ozSbAIXKqDQ2crStkZeFRrHYbMzr2JSUxlEXrjxMf5k9RRR1fbz6GxWpDIZMwa3AKMwZ3dtaWKqqq46lFm53ipbi6nq7tHIVMr6wKWWw21h46z9Mzh/L2ir1OkwOBwGHYYPRuoiC/iqmhvVizyxGuV9dk4OlvtnDz8G7cObYXBpMFP7USq81Gdkk1b80b5xBZEhGH0/NJCA9gxf6zXCyqZFT3dm6R8yeRUViBUi4hwOvPcbZTyCREBvmQmlXM1P5/nGW1GzduWue6Rc7DDz/MJ598wvvvv/87DseNm/9Oqg0NPHNmOac1Bc5taZo8ElShvNVxDmsOngMcL1Mt8dhN/TkjzeLr1I3ObUvyDzAhuBuzo/qxeX8OT80cwifrDtFweXXGX+3Bw1MHsHRXKpGBPjwwqR9fbTqKwWyhQqNlQu8OLZ8MRzV7odtBuhlVxgZePLvSKXCuYMfOJ/lbeHbEdI5nFBMc6smT55Y5Bc6AwETGhXXBareT31SFHTshCh9SYkNRyiTIpRLun9iXhz5d57Kysff0JeaO7cqAztEE+6go17iKDg+5lNgQP964YxxPLtrEubyrbmp92kfxxPTBeP7KSk+sZxA+Ug8eOfU99surfSsKj9JOHcoLHaYhEgpaFLs6oxmrzcbrt4/hteW7qWsyAI6cmYdm9GNt7RGMNgt3xA5xFOIEymu1ToEDDsEYHdZ6PkuIrxrB5e9gtaGB58/+zMnaq2FfaZp8YjyCeHbijXy+9qhL33qjmUVbj2O2WrlnXB9kUjGp2cXOawny8aRXYiTHtZm8es8IXvt2r7N46v5zl+iWGMpXT05FU2ugvslASKgH22rT+Ch/NwABYi8OV14dS32TgY/WHgQcz/CApBjundiHdYfTnWFsQoGAsT0TCfP3IuuyNfX2U5m0j7waSujmj+NCQQWRgT5/ajh9fJg/J7OL3Xk5btz8RVy3yHnssccYO3YssbGxtG/fHonE1Qln9erVv3lwbtz8t5CmyXcROFfI0pZS3FTjnF2ua9TTITLIJewlzN8Lib+NXZfONTt+fflJhoR04PjFAiQiEU/OGIJELHLULFErWfjDLjKLqzicnk//pGheuW00tstJ6H5qD9RKmVMUXcusISnuOjktUGdyhJ61RJPViF1mxUMuAYWVGpPDmntuzECkQjHPn/3ZGboVJPfitc4zSfAO5YuHpnLsYiHfbD3eYujW95tP0Tu5Dc/eNYht+3PYfiILi9XGoORY7p3Yl1A/L4RCAe/fOwmNVodWZ8TLQ46PSvH/rhLEqYKZdegjp8C5wsWGUtaVnmDqgI78tPdss+NkEhFKmYRL5bU8Pm0QQb4qzAILGrQsr9hPmV7DvIhhdBbHgA0QQeovzBFO55Zyw5AkPOXSFq/7ptGdkckdeWHn64tcBM4VLjVVYMfuInCu5cc9p7lxQCfC/L2oazSQEhfGLSO6o2nUUd+kp60ogCqhhvvv6I7KdtlhUCEiXV+AweaPWCgkKsyL94rXu7ghlpvriArxaTEXzm6HaYM68fBn651mCuAwAdlw9AIKmYShKfHsSM1C10qonpvfnwsFFaTEtV4Q9o8gITyA7aey3Hk5btz8RVy3yHnggQfYs2cPgwcPxs/Pzz1L4eZ/Do2xCb3VhFAgQGaTYDLZkEvFzV4sGy0GVhUda7WftRXHmdi3A+fzy/lw9SGeuWko976/mqbLL0DDesSytbZl9zSAnwuPMG1Id55btN3lRfKNO8Y6Z6cBDpzP48D5PAQCHPU+LuTxr1tG8faKvc4aIRKxiGkDkhEKBOgNLRcs/V/ml2Lgl9jsdjzlMvQ4VjbClb6EK3x5Nd3V3rvCUM+9JxbxQ98HaR8ZhFIm5eN1h+gSF8akvknIpRKEQof718ajF0jPrWSn5DgLJ87k3nF9sQNqhQzlNfk2Pp6K/7jw4OGqrFavaX3xCb4cejfrDl1oVpvmgUn9EQuFfLHxKOBYveifHM2ofvHM8RtMsJea7zek8c259ax6YS6hfl54KV1XlGq1OsRCER/Nn8Sz32xz5pRJxSJmDOtEQrQ/u47lMrR7HCsLj6EQSRkd2pluvrEIBA4hdk5TSHFt63WlTBYrDTojYUDv9hFEBfvwxFcbXa6nc2wo98/qxem6fORCCTqjgRhLOI9/sIW6Rj39O0YR3y/UReTsqDrD80NmcCS9ALPFdVVPrZQhQOAicFw+1yPpvHjzSHakZtE3KbrVsbv5/dA06qmsayQi8M/Jx7lCXKgfAiA1u9gtcty4+Qu4bpHz/fffs2rVKsaOHft7jseNm789OouJzIYS3r24icyGUhQiKWOCutBbnsjSTae5c2wv2rUJdIYJmcwW7C0kMV/hUmMF97UfTXyYH1nFVSzbfopvF0xnx6ksTmUVkxARwBFtWqvH11t0JMYF4qmQkhQVTLeENtjtdnanZfPBvRN54fvtzjwfqVjEjQOSkUnESMRi3vx5L3OGdSXQ2xOzxYpUImLHqSw2HL1A/47uF7Bf4i31wFfqSa2psdk+uUiCxCyhXUQgYQpHGNb4sG78XHikxb4MVjP7Ky4wK7ofIpGQ20f1wFMh473V+9Fo9YiEAgYmx/LmvHEUaWp5KXkqHgI5DQYjVpsNoUCAQib5TRNMLV3HFXRWE2KJkG8fn86Goxe4WFRJiI+aKf2SUMqlbD2Z6Wxrt8P+M3nsP5OHUCBg7ohujOnejvgwf0xmh1hOiQtzhr/1aR/J9EGdee+nA9Q0NDFvTE9C/dTYBXaMEiP19ibSMkr5dNVRbEIb/t6evJEym9VFx3nu7E/Y7HZ6+sVxX+worPW/vuIoFNupNTYik0p44qtNmCyu4v10binb9+fipZSx+lgG/7ptFHd9vBLLZQv1w+kFfDh2PBvLT2K0WfAQy5gTNhBPqYx37poAQFZxFd9tO4FMKua128f8qtuhwWRBKBDQo20b2vzBRSndOLgSHvhrznl/BEq5lDaB3qTllDCpb9Kfem43btz8BpHj6+tLbGzs7zkWN27+EWTUF3PviUXOGXC91cSq0qNcUBUxrk8f7nxvJW/cMYahKQlU1mlZvP0k/Tq3J02T32J/48K64K2W8969Ezl0Pp+1h9L5cVcqvYaE0BihoNqjms7iKC41tpyk3cevLRsOZPDtYzPYdOwCm45dYHSPRGYN7YLRbOHlW0YiEggcVsMCAUcu5GO12ekSH84XG4+QUVCBj6cCgcAx+5xRWMnkvh2Rid21gn9JgEzFs0lTeDR1SbMVkPtjR+Mj8CQlLoy082WkeEcTrPCioKm5tfAV0uuLAfD2kOGjUvD2in3OfVabnd2ncyiqquPNeeOwNFp5aPE6p0tUgJcHz900nK4J4ShaKJz579AnoC3L8g+2uK+DVzj1DQbmvbaaXu0jiQ8LQKPVcd9Ha5jcL6nFULgQXzXPzBrKkQsFvLf6AFKJCJVChodcir+XB6/cOpr3V+/nhv7JPPr5BqeL4IvfbwegV7sIFswaRNlFHZcKNagUMvQ6K3PaDqGguoZx6h7Ey0LJ1Bcz2CuZqvomoj0CmNArkfVHM5qNp3vbcHZqzmKuNxPXEInJYiU5JpiRfRNQKaVkF9Sw4UAG6w+n88mDkzlzqYzdaTlOgXPlPny98iQvT53JtyW7uSt8JF//dJKPLl1dXe0UG8J3C2aQW1bD5xuOMG1Qp1Y/c7lUTHSwD7eM6Pbv3SQ3v5nMokpkEjGB3p5/+rnjQv05lV38p5/XjRs3v0HkvPjii7zwwgt8++23KN1V0d38j1BrbOSdjI0thvhkaEuYnSBBpZTx5s97SYwI4omvN5FRWMnrSaOI8QjiUpOrA1a40pchgUlcKq3FarXRLzmS9tEB2DwtlBvqWFF6BJFAyHtd57Kt7AxNFtf8GS+Jkn4+iUh6Spn/yRqq6pp45dZR7ErL4bMNh53OV0lRwdwzvjdv/LSHJ6YP5o2f9vCvuaNY9Oh0vt56jGe+3YLFaiMyyId7xvUmNtQPucxdJ+eXCAVCuvrGsKTP/Xx/aR9Z2jIilP7cEjuIKI8ANBoDn288AnZYeN9ILAIjEUp/chrLW+wv0ctRv0hvsvDd9pMttskuqaa6oYns4ipmDekCAvhy01EKK+t48NO1LH1ylksdnP+EKI8AElTBZGldxydEwPyE0bz1xX5sdjuH0/Nd9v+49zTfPT6DLzYdcX7HIgK9WXjbGB76bB3V14RJvvnzXrYcv8jbd41nQHIM7SMCeebbrc1s0uPD/Jk9rAtbjzlWMAO9Pfnmsel8t/04018+7Mxbe+OOMYhrPHh7+WHqmwyolTJuGtqVV24ZxXOLtzrHEx/mz1Mzh3LJWEaGvhgvDzk/vjyL4w3ZLC/ahaaxieSQSF6aP5QVm9KRScUEeHtS3EL9n7ScUqoXNfHc3PF8ueoYZy6Vuew/k1vGwh920aNdBKk5JcwcnEKYv1eLtu43DujEd9tOkBIXTm2jnphrHPbc/DFkFlcR7u/IXfuziQ/zZ/fpHKrqGgn4C0SWGzf/y1y3yPnwww/Jzc0lKCiIqKioZsYDqamt5xC4cfNPRW81tfrCCpDeVEh0kC9n88qobzKQcXnW/dVv9/D8HaPI8ytlj+YcVrudsaEpDPLqyO6jeaw8cJaqukY6RAVz57ierKo4zIDQdgTK1FQaG/gocwsLO83kp4LDHK3ORiAQ0M+/HVP8e/PdulRGdm1LWa2WCb3bcyg9nx2pWS7jOp9fzrur9rPwtjG8u2ofhZV1KGQSnvh6E3nltc52BRUanly0mY/vn4xa2bor1/8yCrGUBHUIzyZNQWc1IRdJUYoduTFyPylLnpjJuyv38+QnW5k9LIXbuw3mqbPLncfHq4IZ4dsZtdiDnn4xAOhNZhdh8EtOZBaxOy2bnNIa/NRKnr9pOO+sdNzHLzcd5ZVbRuOhaL0eTmtYdHBvyFj2eJxlW9VpDFYzieow5oYOprHSjrAViz27Harrmwj396Koqp47x/aiY3Qw64+kt3gd5/LLSS+oYFCnWIRCIefzXZ8hP7WSByb146mvNztNCCb26cDiHSfZdOyis934Xu05mVXMiv1XzRAadEY+3XCYqQOSWfbULHJKavBRKSiv1fLI5+sZ0DGGyX27k1lewceXNnNUk331c63NIVVzidfG3oTkcmHVjjEhzYp3AhRV1WM1w8mslmflU3NKmHt5dUYiFvHsrGFsT82kU2IwSoWE0soGaqoN9GwXwd6zuSxcvouvH7mxtVvj5ncks6jyTw9Vu0J8mEPEpmaXMLJ7279kDG7c/K9y3SJn0qRJv+Mw3Lj5ZyASCJEJxRhtlhb3q0VKdEZHeNK1az1anZHHP9xMUlQQw7r3QCgSMMSrLZ9tOMLmYxeRS8V4yKWkZZdw57srefnO4WwqOc6zHafwXsZmsrXlPHPmR8aFdWFO9ACUdjnr9lzg8SVbSIoOcdrUDkiO5cmvN7U4ttzSGkwWK+fyykmKCqa4ut5F4FzL+6v3885d46//g/ofQC6WIhe7CguxSEhsqD93j+9NhaYRu92OtdrGnVHDWFK4j/nR49CXC1jzczq1Wh2dY4u5Z3wfPBQSpGJRs3yRK/irPai/bNNc06DjX8t28sCkfryweBsXiyrRmUzXJXLSckp4cfF2BnWJ4eke0xBLROQV1/LWl4cQIODWUd25UNByPSUPuZTPH5rKwXN5lNVqKaioY9/Z3FbPtfbQefq0j0QoECAWCbFYHXlF3p4KZgzqzNdbjrm4rA3oGMMTv/guD02J57EvN7TY/5qD55gxqDOLd5ykuKoO4+VcoPzyUxw8n8/b94xlqr0n06J7k9tYwc8FR6gyNmC121hUvJOHwseTllvCraO68/Pe0+hNzZ9x0f+zEmA0W/H2kFPXpEOpFhPcTchHxeuor9QR6xnEvJ7D2Hckm17toli5/ywns4rpHBf2q326+W2YzI7Cx70TI/+S86s95AT7qEjNcYscN27+bK5b5Lzwwgu/5zjcuPlH4CP1YGxYF1YXHW+2T4iAtopwPilNo12bQOQS18drUKdYJvVJokbbhFggpElvJj2/gpfvHo5UBfVmHUFSL3Iuafh2/SlmzEjilXOruSl6AGFKH0w2K8EyL/YeLuDbTSed4TuT+yZxsaiSYV3ikUtELvkEv6SitoHIIB96JUZwOrek1XY5pTXuYqC/AbFQyIKvHDWNxvZIZHTvtnzaIZEfd5xh07GruSP7zl7i4Pk8vnh4KtOHdGLJ9uYr4B5yKb5qpYtTXnV9E1KxCLlUTKif+rrzpzIKKrDYbOw8mcPOkznN9of4qFo8TimT4KdWsjsth+5t2/DWih+YP6kfol8priQWCxEIBHirFIzp3g5/bw86x4ZRWtNAuL8X0cG+rDpwjuOZhVhtdqw2OyG+aiRiEUVVdZgtVoxmS6vfb6vNTmlNA7mlrsV0BQLo1TGcJqGBGl0jMqGYOFUwCzvP4JXzayhoqiKzoRSrwMYzM4fh5aHgw/snIZOIadQZOZVdTFpOKYM7x6FWyn/185RJRHgqZAQGePCz5iAHa67e69zGCp48v4wnUybjZXfkM1XUtVxs1c3vR36FBpvNTnjAX2fyEBfmT6o7L8eNmz8dd2axGzf/ATKRhFtjBnNOU0j2NWFrQgQ8FjuR1TvTUStlvDx3JN6eCoJ8PKnQNDKlX0faBHjz+FcbMVushPqpeWBSXx67rS+v5q6kuuzqy04X7xjunzYAuUREpbGBdy9eLQD6WPRENhzMcAqcoV3iiA/zJz2/HKFAQKC3yjlL3hIhfmpu7J9MiK+Kwuq6Vq/TQy5FKHLbwv9/NOgMVNU1ciKrCOzQrW0bAr08CfTxJD7cH41Wz4DkGB76eD1v3zneReBcwWqz8/ry3bx0x3DO5pZxJvdqvoenXMqLN4/gm63NRbVAAKO6tWNKvyTUHr/+8t0a7SICW90X7KMi0EfVrJaSWCjkyRlDqNXq+WjtQZ6fMxyL1cbB83kM6xLP9ztOtdjfjQM6IRGLkCDiznG9eHflfr7ZeoJOMaHcNKwLOoOJ0T3aMW9sT/RGM/5entzQvyMGk4W2bQLIKKxEIv71PDFbCy6GT80dzHlpDree+MS5zUMk48kOk3iq/STuPvEVEoGIQLmaDbmZvPHTbh6ZOhCpRMTOU9kYLRZGdEugW7s22LHTLymag+fzmp1nRLcEjGYrj904AB9/GQdzmt9rgG+Kd/NB51t5ad4wPEX/meW3m/+cK6vcoX5/nciJD/Pn4Pk86psMeF3ns+rGjZv/nOsWOUKh8FetS61Wd40NN/+dBCm8+KDbLeQ3VXGsOgdfqSfJnlGcPFtCv8RoHpsyyFGtXSDgkwemsOCrTfTtEMWjX1wNs1EpZERGevHQuW+b2fim1l0iUKbmtoAhLtvFAhGd6z9dXAABAABJREFU/CPonqBBIBQwrlciQiFMf2WJc9Vl5uAURnZr6/Iy3SEyiBHd2hLg5YHOaOajtQdJaBPAozMGoFbKmNC7A53jwrBabeiNZlYdPEvnuDAkCrfI+TVqGppYuiuVxb8wDJgzrCszB3fm7Xnjqdfp2X82j5hgXy4WteyOB46VM41Bx7DxbbiZFPLLNET6+GG3waKtJ8govBoylhgRyN3jelNYWYfRbCYttwRvTwXBvirEov/MLCIpJhhPhYxGffOCsHeM6cGiLcd5ee4ockqrySquIthXRbeENvy87wzDuyagkEqQXD7n8cwiZg5J4cC5vGZhkIM7xRIX6rDVtlitbDqWwe7TOfRo24aJfZN4YfE21Eo5j0wdSIPOQGl1Aw98vNZFtAxJiaN3YiSxoX7NVmvAYXxQ16h3vb6oILTqejYXuK6QNVmNvHRuJYt63UVPvzhmhPantl7PgI4x3NA/mV2p2SzbffWY1OwS2gR48c49E5jSryMioYD95y5htzvE5tMzhxLm78X3209isdkYMi681c+80lBPjaWB7eaTPBE7sdV2bn4fskuq8Fd7oJBdnwPh78GVvJy0nBIGdXK70rpx82dx3SJnzRrX4nZms5m0tDQWL17MSy+99JsH5sbN3xl/uRp/uZpuflf/YHUY2jy2PibEj88fvIF3Vu7FX+3BDf070ikmlEBvTyrsNdSaGhEgIMm7DV4SJQVNVRTpathVeY5bYgc6+xEg4JGY8Xy3PhWT0Yod8FEpmPnKMpcXQY1Wx4COMXSMDiHYV4VS5ngJPZdfxodrDpIQHsBrd4zhVGYxMomYzx+aykdrDrJsdyp2O/h7eXDnmF50ig3BLXF+neKqevLKakmMCHQaTAAs2XmKpKhg3l21j/omA8O7JLBg+mAqNFpmD+2CyWxh/7lLVGiuiluBwCGen85ZgtVuI0CuJskegV9xsIvAaRPgxZ1je/HUos3ojGYAtpzI5NP1h/l0/g10iglFKBSgM5jQ6o0IAG+VEmkrKyAXTAW8es8I3li8z1m8UiIWMW1oMokxgbyybBc7UrNoGx5Am0BvzueXs2TnKex2GJgcg0AAdrsdlVKGVmfkxe+389TMoVRotBw8n4dELGL6wE60jwzCT+0BQHWDjqW7HAJi9tAuPPblRmQSMc/dNIyFP+xiwfTBvPnz3mZj3Z2WQ/eENjw9cyhPfLWJ6oar4Xu+KiXv3j2BExeLXI4ZN7AdSyp2tHjtFruV05oCHm4zkbd+3suxDEexzyAfT+aN7sXkvkmsOXTe2b6oqp7NxzIorNDQJsCb9+6eiEwiwt/Lg1qtHq3OwKge7dh8PAOpvfUXagECPERyjmmyKTVoCPfybbWtm99OTkk1oX7qv3QMfmolviolp7KL3SLHjZs/kesWORMnNp+Bmjp1Kh06dOCnn37i9ttv/00Dc+Pm74beaKK6QUd6fjk+ngoCfVTojWZUCilCoRCRUIhUIsJX5WqpLpWIEIuEPHfTML7ecowvNh2lU3QIE2bE0C+gHTdE9OS0Jp9qo5Zp/r3xl6n54OJmzHYrQ4KSCJf6MdSvI5mXamjQGjl6sYCYED9E4ubhOUXVdUQF+ZKeX85bP+9xrvB0iQvj2dnDeObbLRy+kM+yp2ahazLz5NebXSqzV9c3sXD5Ll68eQTd27Y+G/2/jN1up0RXS7otH+8+JjpIQ7lH3pNFq09yJrcMT7kUo9nCe3dPoMlgIi2nBIvVSk2DjnN5ZShlEu4c2wujycI7K/dhtdnpnRhFgNqTpX0fYH3xSY7X5KK3GRnfJxGVRM53207QaDBx97jeZBZVMrlfR05lFTtXh4xmK49/uZFlT81CbzLz+YYj7DmTi1QsYnyv9swZ3pUQ3+YvepnaUg5UXuS2uQPxtauwWGxIlSJ21p4mW+eFv5cH1fVNZBZXkXm5oCKAUCAgyEdFXZOBH3an8eSMIbzw3Tbqmww8+fUm4sP86d62DVP7dyQq2M/lnBarFa3OSLs2DnFotliZM6wry3alEhXsy/5zzUPBrrB8Txof3j+Rjx+cRHFVPZmllcSG+OGrdMzUd44LpX1kkNMswUeloLKuodX+EiRh3PvBairrrgrOCk0jr/ywk1duHcXxzCIXG+iNRzN4euYQHvl8A9UNTXRLaMNTizZTd9kUwl/twUM39CdY7oFMKMFoMzc7Z3ffWKwmx3O5p/I8PYLcL71/JLmlNaTE/7XmDgKBgIRwf05mFf3/jd24cfO78bvn5PTs2ZN58+b93t26cfOX0qg3sv1kFq/9uItHbxyIWCTEbLXi5SFn/7k8vt9xkqr6JmJD/Xhwcn+SY0KcScoKqYRpAztzzwernLPvTUYT7dShiIRCHkt1zN4DbCpJJUCm5vmON6AQyJgo64PJYmXRulNUNzSRFBXM7KFdQGbDIDC5jHF4lwS6xIez/nA6G45ecNmXmlNC49qD3Dm2F2/9vJeS6gaMZouLwLmW77Y5ciXcNCdHW87dx79CazE4t8mEEl66cQYR+3yYMagzX206yktLtiMSChndox0DkmP5ed8Zii+/MB/NKGRwp1jun9iP73ee5PFpA1Er5aiRc2fcMG6K6o9EKEYhlhIwQMWQznHY7HayS6o5mVWM2WJjWJd4bhvVg4U/7KSuyUCtVkdlXSPfbj/OmAEJDB8SjQABugYLC5fv4pmZwwj2dTUS6OEXzw/5h3g9d3Wz67QJbTw6dSBPf7OZX6a63DiwE3tOO4wKqhuaCPVV8cF9kziUnkdxdT2xIX70aBeBrIUipVKxmBBfNT6eCirrGpk3pieDOsXy7bbjjOzWFo1W1+pnX9ugIzWrlJeX7iAiwJt7pvSiTFlBQaGEzzYc4fEbB/L4jYOorGtkZ2o22AXEqYLJ1pY16ytM4UtFmc5F4FzL9ztOMblvEh+vO+TcZrXZ8A9QMnNYJ3rGR/Lw5+tdPpvqhiZeXLydT+ZP5um4KbycvcL5bAMEy72ZHTiQer0jrE4qcqfF/pE06o1U1DX+5Ss5AAnhASzdmYpWb0SlcNvzu3HzZ9C6Fc51oNfr+eijjwgPd88Au/nvorSmgVd+2EnnmFDaRwSx6VgGxzIK+XnfWd5Zuc/pfJVbWsP8T9ay93QudU2OlzWzxYJCKeKzBZP57OEpDhvcGwchF0l588J6l5cggCpjA99f2o/dYudCQQXrD6cztEs8Nw3tSqifF59tPIJMLMZD7PhDKRIKWDBtEAnh/lTVNZJeUEF8mD/CX+TMZRVXEezjMCa4WFjZqjUwOByJ7C0kcf8v09BkoKCumqfP/OgicACMNjNv5q7h1gldufO9lew9ewmrzY7JYmXd4XQe+nQdb84b53LMnjO5JIT7s/TJWUQGXQ1ZEgtFqKVKFGIp1fVNvLtqP2k5Jby2fDdPLdrMyaxizlwq5eN1h/hk/SFeuHmE81i7yEb3wQF8WrWJbXWpbNQc59uG7YwfG09OWXWza4pTBROh9Gu2HWCAVwfOXSrjrTvH071tG7w85CSEB/D67WMI8vZ0hnLdNrIHz3y7lQc+XkNOaQ0quYy0nBKe/24rZ3JLySisIDW7mJKaOorqa7CKLDx24wAKq+oY3iWeukY9JdUN2O2O5ycpKrjVe5AUHUxumSMfp7Cqjqe+2EqUPZT+SdGoFDLKNY3M/3QtAoEjBPD4mWLujBnaYl8dvMM5nd1c/Fwhq7iqWW2VQSkxnGjKolevUPacyaVdmyD8vTxc2lhsNjYfu0jRRR1vJdzCg/FjmBTSgydiJnN/wHjW7bpIqtZhtT0iJLnV87v57Vwqc+SG/V1Ejs1uJy2ndVdLN27c/L5c9zSSj4+Pi/GA3W5Hq9WiVCpZunTp7zI4N27+DlisVn7aexqBAO6b2JddadnsP3eJD++bxAMfr23xmPfXHMDbU050hA85jeWsLD1CpbGBth4hzJs2kKoSPbkNFZhaqbdzojYXk8BCVLAvlXWNvLpsJzqjmYhAb24d2Z1zmRUM6hzLfRP6kBQdgt5o5lxeGX5qD/p2iEIkFPLApH7sO5PLqoPnnP1W1TeiVso5mJ7HpD4dWr1mlVKGSPS7zoH8o6lr0rN05ymSOgZQ0FTVYptaUyPlujp0RlOzfeUaLWm5JfTrEMXB9Hzn9h2nsnh+zlWRUqvVUVXXSHZJNb5qJXKJmJoGHXbgVAsWtAUVGs7kltEtIZzCyjpMciMyRNwRO4Sj1TlIhCLGhnWloLGKzj4qDCYz8mtWVwLlaj7qfhufZm1jZ/l5rHYbEUo/bg0fyoFDxWw6dJEtJy8yvld7RnRNQAAkx4RSptGiVspo1JvwUyudK4LHLzryWoJ9VLx48wjeXrEPm93Oglv6s6w4jZMNOSjFMqaE9OSVu4YjNIlZsf8scWH+hPl7kV1Szd3jfPBXe7jk3IBDzM8YlMIL329z2b5y53luH9WD+ZP68cL329DqjNhsdo5fLKSuyYBIBs90v4HPcrc5TT6SvMKZFdKf/UWFrd5zX5WSRoPDkEEggHB/L2YP7sr21IsEdvQlJc6Kj6eS8AAvPOVSPll/mKKqOgDyymtRKWW88c1+5k/ux8EDFRytPoePSsH9M3vzZOb3TAnridLmdtr6I7lUVoMACG4hVPPPJsDLA1+VkpOZRQzoGPNXD8eNm/8JrlvkvPfeey4iRygUEhAQQM+ePfHx8fldBufGzd8Bi9VGg87Aew+Pw9NDyppD6Xgp5ZTXtl7joq5Rj9pDzsayU3xbsMe5vaCpil1V53mr/c1U61oOk7mC2WZl+Z40UrOvzvwVVtbx0pIdPDNrKCKhIy/i0Pk82kcGUalpZO6bP7r0cfPwrtwyojvfbT8BgJ/ag0a9kWDfULrGhyMRizC3UIBy5uAUJG4LaSeFFXV8s/UEbyaN/NV2WqMBkbBlC+99Zy8xuntbF5FjsV1tV1nXyLPfbOHkNWLGUyHj4wcm8/XmY62ec1daNlP6dWT2KC/MAgtbSk9zpq7AuX9DySnGhKYQrwpG2EIxyxCFD091mMw98SMw221cKqzlk6VHuXR5xUSj1TttoeVSMSsSI7lpSBdGdm2L3miirIXn4K5xvXj1h13UNuh499GxPJfzA/Xmq2FoF+qL6evfluk+AwBYse8Md47txQuLt/Huqv28NHcEy3alciSjALsdYkP9mDemF6sPnnMWRb1CfrmGnJJqFDIpJZfF1tdbjvHizSN54ftt/LzrHJ3zQ/jwltsoqa9DJBByMbeaB9/ZyAtzRiAWCl3uwxVmDu5MRkEFT0wfTEJ4AFqdEW2TkSHJCdz30WpqGq5ej69KyUtzR/Dqsl2Ua7SEB3hRo9Xx3Oxh5FfUMmVwB0LDPLmkq6BGVMeXPe+kvLyJ9Owqov0CWr23bn4buWU1BHh7tmq88WdyJS/nRKY7L8eNmz+L6xY5t9xyy+84DDdu/r7IJGLmju/Cv3JW8Fz0NBr1RhQyyf9rSaqUS1icvbfZdqvdxkcFm3kpaRq0UiA+WO6NxC52ETjX8s3W46TEhfHSku08NWMoOqOZTceb1+X4fscpXr9jLJ4KGX5qJRqtHh+VgnvH90EqFfLe3RN47MsNGK6p7t6/YzTjeiXCX/9e8LfAYrHy4940xz9MQpQiKTpr89UakUCIWqRstUaRSiHF9osCq+N7tQfAaLLw9eZjLgIHHDkFW49fbLH+yxXsdjtd4sMIClSyudxV4Fxhc2kag4LaYxO0PDalWIbycvjjltwsp8D5JaF+XihkEkQioTO/55fCSSGT4CGXUlrTwIS+iayvOe4icK5wqDqTKSG9UCtl5JTWcCyjgDfuGMvSXad4etEWpg3qxF3jeiMWCS+vVJbj7SnHUy6l0XD1848K9iEhPAC90czLc0fy9ZZjnL1UxifrD/HePRMor9VSVqulUWOhpMAR/neFH/ee5oWbh/PKsp0YzVfF/qBOscSG+tMrMZL31+znjZ8cExWPTxvEyv1nXQQOOFbg3lmxjznDu/L2ir1M7tsRtVJGvc5Ax7ZBfF+6l10nrq6oyoQSXuk4Hbum9cK9bn47l0prWjTc+Kto2yaQ73ecdNfLcePmT+I/Ejlnz54lKSkJoVDI2bNnf7VtcrI71tjNfwcCgYBiWxV5TZU0CvQ8OLkfRrMVH09FqzVGOkQGYRSbsNHyy2leYyVWs42hgR3ZVXmu2f7740YB8ObDI1GKZTRoTJRVackurWZ3Wg5ltVoMJgtWmx0PhZQfdqc26+MK209lcuOAZPolRZNbWs1H901m8baT3DqmO2arlS8emsqlslrqm/REBfmSWVzJztNZjOuTeJ2f2H8XFpvNWX9l/Z4M5gwexBcF25u1mx3VH3NT62JkUt+OfLb+sPPfPRMjCPZXOZzXtE2sP5Le4nGH0vO4a2xvDl+zAnQtY3q2o31EENWmBjaVtv492FZ6hq7esVjNRjzkrSc+j+6eyDdbTrS4unHnmJ7N3AN9VEpGdE1g+6ksALw95DTqHSKkR3I4r5UfafVcBzQX6Bwbxv5zl9h8/CIns4qZ3DeJ2UN8EYuEWK1Wmgwm9pzO4Xx+BWF+al6+ZRSHzuc5wzCn9O3Io19soHdSBEN6xfLQ3D4YdBZWbD9PfaOe3NIa/NRKNhy5gFwq5v17JrLvbC6aRj0920XQITKYpU/O4kxuGY0GI9HBvpzPL+dUVjHF1XWcyro60RDqp25WA+gK+RUawvy9eGnuSCQiISU1DRhMZsokOnZXnndpa7SZefLsDyzp+UCrn42b386l8lpSYv8+Birt2gRgtztCT4d0jvurh+PGzX89/5HI6dy5M+Xl5QQGBtK5c2cEAkGLyckCgcBdDNTNPx6rzUaTwYRQBLsqzvOvtjPJyq5l28ksTBYr8aF+LLxtNI9+scEl5MtXpeTpWUNpErUezgaO/Jg+giQ6xIezvPAQ1UYt7dSh3JcwEp3ZyD1nvmR26AD8m3xZty+DmgYdSVHBvHfPRL7Zegzr5ZfQqrpGNFp9q+ep0+q5dUR31h9JJ8zfi8MX8hnSJY5/LdlJ9uUaErOHpCCTiHnsyw1YrDZ8VUoGd47DX9lqt/8zyKUShqbEczSjkIPn8omP9OOptlP4sewgeU2VhCp8uDV6MMmeUYgsInolRnA0wzXXY0q/JAK8PNCbzHSIDGJ8/0TkQXC6Lp+0TAkdokMwtRA2CI76LCF+KjpEBpH+C7OIEF81E/skIRIJESBA38IK0xWarEa2n8xk2/EsbhralQ5RV2vXXEuwr4oP7pvIE19tcq6YCAUCbhnRje5t2zRrr1bKeezGQQR4e7Jq/1l0RjPhAY7q8nY7zQwwrkUsEJEQ7sf+c5cAR8jeF5uOopBJWPrETEpq6nn0i43O5yujsIKdadksmDaIEV0TSI4J5fCFAp6cO4iDpnM8c2kJZrsVpUjKiyOnI2kUcTavjMq6RhIjAhnRLYEfdqciEorwVEjp0a4NpTUNCIUCPt94BKlERKWmEYvNxnv3TGD5njSX8Zotv77yolLICPNTs3RXKnvP5CKTiBnVO4G3Ot3MS9k/uRhWWO02DtdkEucd9Kt9urk+dAYTFRptM0fBvxI/tQeB3p4cv1joFjlu3PwJ/EciJy8vj4CAAOf/u3Hz34RWZ6S6oZGD5/JoNJjoEheGQCAg0MeTe0JH8/L3Ozibd9WNSSQSsWxXKu/cNZ4LBRWU1TQQH+5PsK+a91cf4MmbBiESCLHabajEclQSBTVGLUabhVjPIIrKtLz3w0HmDu/KM52moTOakInElDRqeO3iGm4M6UP5eTMf7d7pPGdBhYYdp7J4754JiIUOY4CLRZV0jg112hP/kt7tI1my8yQ7U3P44enZZBVX8fBn6537s4qreOH77cwe2oXR3dux4egFarW6ZqFV/8v06RBFoLcnZquV8qpGPCVyXukyE6FQQJPehL7BwtHcIrokhLJg+mBKqxvYeyYXiVjIkJR4xEIh320/wfxJ/YgK8aXa1MDGyhNYhTbkBX7EhQW0mGx/BaPZwjM3DeVMThnrj6RjtlgZ1iWB0d3bOcNxhAIhPf1i2VDS8mpO34B2VKc3UVrTwJlLpehNJrontMH3F0JHJhHTvW0bfnpuDuU1DRjMFiICvPFRK1HKpC327e/lwQOT+jK6bwK1hkZkiIkO9uVQWiGDOyWxuaLlMY0ITqZcZ2D+pH5sOp5BQ5OB7m3bMLZnezSNet78aW+LOWPvrz7Asqdms/bwecb2akejxUB/UUd6x7fjp/KDRCkCSTtdwZKtV0VKQYWGnanZvHb7GD5ccxBPhZQmg5kXv9/OsK7xJEYEcuD81b9rZoutWZigTCJqNYdHLBSiUsi47Z2f0equru5+vyWVI2f9eHTmRF7M/snlmBJ9y6tCbn47+RV/H2e1a2nbJoCjGc1DSt24cfP78x+JnMjIyBb/342bfzoNOgOrD57jwzUHXbb3S4pm5uDOlFQ3uAgcT4WMukY9xy4WcuxiIYkRgfiolKTtK6Gwsg4Avd7CU+0nITPLMGsF1NQ1ER7hRa2ogTCFDws/d+QG7Dt7CQ+FjE/XH2bpi9N5+fxyhAjorW7H/N0bmo3VZLHy8bpD/OuWUXz72DR0RjNKmZQdqVkueQUAaqWMPp0isNthQu8ktDoj763e36xPgB/3pPHu3RPYcPQCoX5qxG53NScysZiPH51Ioa6aHTWnOWerxqdeiEynYOOeTOZP7sfW40d46+e9ALx79wT6d4zGQy4Fu2OFYnCnODafuEifpAhCQz2ZHT4Ak9HG+dAK8spref/eCby9Yh+nc0tdzh0f7k+jooknMr6jp18cj8zth00n5Mv1x1h/JJ2vHrmREF81QoGAMaFd2FNxgcZfWFyHK32J8QhEHwEBKhXrj6az41QWXePDmTuiG+H+XogvJ2drGnUYTBZEQiHJsaHUNeopr9WSlltKsK+KNgHeBPk0nx232xzP0db6VIZ7duHRqQP5dtsJbvPpwom6HKqMrjWZhgZ2xFQPSpkUs8XK0zOHIhYJKaqs46Wl23n99jGtCneTxUqjwUhUkA/zP1rrXHHy8pDz0Iy+RPh7c8dXq5odZ7Ha+HT9YaYP6kR0mC85JdVUNzSx/nA6b84bR36FxumQJhIKEItcTSR2p+UwsW8Sqw40D9ee3C+Js5dKXQTOFbJLamiqthGm8HURNim+US1en5vfzqXLYYV/p5UcgMQ2gRw4l0eFRtvic+TGjZvfj99UiaykpIRDhw5RWVmJ7RczW/Pnz/9NA3Pj5s+ktLqhmcABOHg+jyn9kjhwOZzmCgIBLrO8GYWVzY4VICDGHsaDn69zCSdLjAjkldtHIbq8EhMR5ENFrZae7SIQSqDerCfCw5+s/OZ1Ta49n85i4qA+nQCpFx082vDlwzfyzsp9nL1UhkAAPdpGcNuoHiCxMbRrHHe9u4oF0we3Gtpmtdkxmi20CfDitlE9UMncibFXqNI3sKhoF3urr+bNHKy6SIIqlKenTeHVxbs4n18OgEQswma388in6136UMokLLxvJLsbTyO3tmPJqtMcPJvv3C+Xinnt9jH4HE5nz5lcREIBgzrFMmlUO57PWo7eamJv5QX2Vl5gYnB3YiMc9uIarQ6T2YpQIECIkNc7z2Jt8QkOVl1EKhQzPDiZ/oHtsJrtHE0v4se9pwEY0TWBAckx5JbWoDOa8VMrqdBoef3HPVwsqmRIp1jundiXCwUVHEzPY3daDharDT+1ks/m30BcmL9z7LVaHXnltbz0zU4mDmpPRJgPz3+3nf5JMQj0Yt7vdCvH6rLYU5mOUiRjuE8ntOU27v16Ld6eCj68byK7T+dgttiwWK28Onc0ElHrzheeChk2m51Xf9jlsr2+ycCXa45zz4Q+zQqYXiGvvJZOcaFk2Qq5UOAQXjqjmecWb+XhKQMcRVeLqxAIBEzum8SK/VcFzfqj6Tw1Yyh3ju3JT3vPOBPIp/ZPZkByDA9/vq7VMR9JK6JjrwinyAmQqQmSe7Xa3s1vI6+sFl+V0sUy/e9A24hABDjs1sf3bt3G340bN7+d6xY53377LXfffTdSqRQ/Pz8XO2mBQOAWOW7+MdhsdlbuP9Pq/tO5pQh+4SCl1RnxUytdZnqjg32ZNSQFH08FQqEQpUzKGz/uaSYqMgor+XjNIR6Z3p+HP97AxN4dOHqhgIHJMYgQIhaIsNvtv5rLAFBpqmdNxTF0FhNSoYjPOt3JSzePpEFnQCgQ4KGQUtdowFfuwbIdp6luaGrmhOWjUjB9YGcSwgOwWG2EB3jx+h3jKKx0GBF4eyr+k4/yvxKT2UKhodpF4FwhS1vKqaYcxNfYbXsp5VRqtHjIpdw4oBOdYkMwma2E+qs5qDtPrbmRjHO1LgIHwGCysOCrTSx9ciajeyQSHqhmZ/1pnspcisFqdmm7vvwk3/a/jym9kvlm63F2n85BIBAwrEs8U4clEabw5cn2E7HYbRysvMjO4vPcGNLHKXAemtKfWq2OpxZtduYCRQf78tLcEdw/sS8hviqqG5ooqa7HQy5lUp8kZg3uwr+W7SC3tIYnv97EJ49MRiQVILIJ+WnvGQK8PJFKRCxaf4LOEeHcO74Py/ecRm8y41OsoFdiW6oqrBiMFj5ZdZKq+iYEAofNeWFlHRkFlWj1Rnq2i0DlIcNutxPiq6as1nUFCGBU97Ys3XWqxftlsdpaDHG7Fo2lkbXlJxga2PPqNq2e5xdvw1elpE2ANxlFVTx240BMZiubjmc4n/MD5y/x/E3D6J4QgaZRj8FkZvPxDHxUSqSi1v+kymViLHbHuLr5xjAvbigna3NJ8Y3+1bG6uT7yy2sJ8vH8q4fRDJVCRkSQD0fdIseNmz+c6xY5zz//PM8//zxPPfUUQqE7rMXNP4+q+kYa9SbEQiHtIgLxPOVqTXuFQ+n53DW2NxfyK5g6NIn4aD9s2LBYLDx240Be/3EPXePDmT6oM++v3u8sjOinVnL/xL6oPWRsP5nl0ue+M5e4c3wvnpwxhEPp+fRLiuaRz9ezPHEmQwM7sr3iDPHt/BAIaDYjLZOIeOzGQfiKPbnPawJqTxk+nkoOphbw2bqjznYSkZAvHppKRVUTu05lA1BeqyU62Je88lpSYsN45MYBLNuZyucbHQ5YKqWMucMdCeaC/0dk/a9gsVvZXp3W6v51JSe4a+QYzn5Wjs1uR6s3EOij4vU7xrB0Z6qzRpFELGJ833bcM3AU9/68psW+zBYrqdklrDl0njund+X7on0tthMJhCiRc9sHPzud3wC2HL/I0YwCvnx0Ksur9iMTipkU1JOCvAYOnHLkAXSMDsZux1n75go3Dkhm+8ksOseGUlnXxLur9pFd4lhN9FUpuXtcb16cM4LVR8/Sr1cbXs9cQ4DEixG+nekQHYQAIa/cOpqV+8+SW1qDzW7jtrHd0GPCLrRhEBnJLqzh6IWrpgzzxvQiq7iK91cfcG47n1/O6kPnWPTIjTw0pT/PfLOlWQ7M4E6xztDAX1JV30S4vxcioQBrC3llbcMD8Fd5kJFVwn2JfsSE+NLQZHTmQ9VqddRqdTwwsS/vr9rH5AFJzB7RBZ3BhFwq5pK5jNOaQj778aSL1bbVZmdk97Ys3n7S5XwJ4QF4e8iZNjAZnWcj48O7IrAJUVrlDPBzv+T+UeSV1xIT4vdXD6NFEtsEciyjALvd7v6ddePmD+S6RY5Op2PGjBlugePmH0eTwcSp7GLe/GkPpTUNCATQt0M0b8wby0tLdlBZ51qkMyLAG1+VgoUPDueTgq18neso5hbpEcBDCWNZ9vRM9AYL93y4mqSoYKb064hQIOBkdjH/WraDLx6aSpe4cFRKGQUVGtYeOk9lXSM2q53TOcXIpRL2n8slNtSPiqYGbokdSKmhll2as9wytivfbrz6MioRi3j99rH8tO80r/5w9WUxxFfNM7OGEubvRcnlPIZbR/Vg5YGzxIcFIL4c+vPD7lSev2k4TQYTBpOZ9YfTSQgPYHSPdny95Rjn8sr5eN0hnp09lL4dov7gO/HPQCQSYrK3vjJgtFmQycS8cusonv9uG0azFX+10hn2dQWzxcrqfenEBvrzwpwR6IxmcktrWHc4nVqto+6KXCLGQy7ltTtGY7KZm+VwXOGWqEFsOprhInCuoNHq2XUyh1u6D6ZGq8NDIOV4ZRkqhcM2+oZ+yaQXlHND/2RyS6s5nVtK78RIarV6tp/KYkzPRO58b6WLNXqtVsfC5bv48N5J9OgbzBPpS5ga0hv/6gDu+3q9c+VEJhExf3J/OseEYpGa+bHsILurzmO121BLFEwb2peeHdvwwU+HkEvFJIQH8OWmoy1ew4r9ZxnVrR2LHpvGin1nuFBYSZifmllDuxDmpyY6xJf8Ck2L9yS7tIr7p/Tlg5WuIahyqZhHbxzI/pN5fNPjHnR2I9PntEVsEeNtU/H9hjTO5JYxolsC/t6eTBuZzDrtEXoa4jhfV8TOcodt9e1thjXLWTuRWcSMQZ1pGx5AZnEVPdtFMHtoFzIKK6jV6qmo0yIXCfmudCfp9cX08o3n0YQJLY7fzW/DbLVSVFVPn7/pb1hiZCBbT2aSXVJNQri7GKwbN38U1y1ybr/9dlasWMGTTz75e47HjZs/nAsFFTz06dXYebvdkXuTW1rNIzcM4MlFm537JGIRN/RPxiQx8fSFpS4J3QVNVTx29ns+7XwHx0+X8trtY7hYWMmmYxlYrFYGdIzhwUn9OJFVxI97TlNR10i7NgE8csMATmUVo5CLGTsuDpVEgRABw5uiCFJ7c9+pr/lX0gykIjHmECs9EyJZsecsVXVNTB3UkV2nszmaUUhEoDeRgT7UNek5n1/Oy0t3cN/EvryweBtSsYjubcP5ctNRusRrGdE1gUVbjztyN4QCFi7f5VLQUC4V88oto/hy8zGyiqv4bttJuiU0twv+X0QmkjAmJIUj1Vkt7u/j0471ezMQIOTWUd3ZeyaX+iaDi8ABh/vWc3OGU1bTwJKf9lKj1dExKpinZw1ly/GL1DfpuWVEdzYfz+CzDYfxVSm5Z/h4LG30vJS1Avs1NZe6esby1vnmOWRX2Hc2l86xodz9wSrEIiFPzxxCh8hgarV6wgO9OHaxkEaDiZlDUlgwfTA2m50P1xxgTI92HLmQ32LtJ4BFW4/Rf1wwXhIFXSTxLFi5xWW/0WzlrZ/38t2CGXxRtI0TtVer3TaY9XxduJPbI4bSp0MkJrOVE5lFrbqVbTqawQ39k/nXkh1EB/sypW8S5ZoG3vp5D6/fPpYZg1LYeya32UqnUCCgc1wYcg8hkeFebNyfSbWmicSYAAb3iEGlFDPIN5YPcje6jE8ukvDa7Fkodf3YfzaPiyXl+PiBl0yBv0zlFDgAh+ovMKJ3N7JWVLmc+6Ul23nvnomYLRbqm4w88vl6Z5jbT3sdkxFv330DmlAtP5UfpFRfS6T333O14Z9MSVU9VpuN4L9pYn9cqD8SsYhjFwvdIseNmz+Q6xY5r732GuPGjWPr1q107NgRicQ1ue/dd9/9zYNz4+b3RtOo471VLbuLldVqnXa5hVV1pMSF8egNAzmTX0ot1c0cq8BR62J58UHmpgzj5e92OMN7ABAIWL43jfWHLzhNCs7llfPkos28cssoDGIDDx9bDECw3JuX2k9n26FsBoQnYjba8PWU83T2DxisJrr0iCNM5EWgl5KzG8t4+85xlGsaySyqJCE8gHljevHj3tNIREKUMgmxIX6cuezSlZpdwuwhXbhnfG+GpcTz7Hdbm1VsN5gsvLJsJ49NG8Sz326luLq+xVCf/1XiFCHEeARxqcm1To2P1IPBXh15vWQfd0/tgWeAGHWCHW1D8+/KHWN6sis121kTBiA1p4Ts0mo+vG8ScomYoqo6erSLoLiqnrN5ZTz59Wam9k/mwW5jef/SRsARquYnU+Epb9nOGRyJ+VKJ4+fdYrXx8tKdLH96NiF+Ko6kFzChd3vkUgkGk5nvd5wkPb+CCb3b0zcpmkVbjrfab2ZxFVMk7RgakMz6vRmttlu2K5Wgbt4t7vu59BCfzrgTs9aOTCqhR9s2iEVCZDIx2RWVHD1bxJH0Aib27cCXG48yumcifmolJdX1tIsIoktcOFqdAb3RzPM3jeDdVfucjmbeHnIemToQgdjGnBOfIBWJGdS9A+EiLwqMxTyYsYfZkf2w2G0uAgfAYDXzxLllfJo8D3+1kuTYUDafvIDU5ItQJGdB7CQ+yNuE0WbmYkMpN7X1pH1UIBfyr4rZ+ZP78+OeNMb37sALi7e5OLMBlNU28PGaQ8SF+TEwPIWiphp6E9/q5+jm+riywvd3c1a7gkQsIiHMn6MXCpgzrOtfPRw3bv5ruW6Rs3DhQrZt20bbtm0BmhkPuHHzd8RosjSbYb+W9PxyXr9/FCaLBSUKSqrq6d4unA+KWs/JONdQhCnI5BQ4IqGA6YM6M65nIjmlNfRLiqGhycC320447Wk/XHuQ9x8a7+yjwazjrax1PBA/ljCv9mQWVVFpLOJSk2OspeWOOP8UZSwLpg/mxe+3u9RUEQuFvHDzcMIC1Lz94FhEQiE2g43J/ZKoadDRoDPgIZdRWFXXohMcQF2TAbFIhFQsQimXIhG7Q1HBYVf83fpU7u49mkvCEtaXnsRks9DPN5EhXsl8veokC27vzyu5K6gu0SITink+fKZLH1KxiITwAGfu0xUCvDx48eYRfL7hCMczC7HbwV/twe2je9A+Kogf95xm5YGzLB8wm6FBSQTI1fT0jydPX8H43u1JzSlpcczjeiZy7hrLc4HAEcITG+LHN1tPsGirQ8goZRJmDk4hISyAD9ceRKs3Eh3iC6183UN81WjMWvxEak7VFLX6mRVX1dNb5N/iPq3FgBQxPx9OY92hdOcEQLCPimdvG4I5sJFZY5NRWOQ0GU18tPYQWcVVdEsIZ9rAzlhsdowWK2KRkIKKWp6eORSpWIS3pwJNo541B88yOiQGtUSBxW5lU7lrjZ6ufjEUNFXxTIfJZDeWs7kkzTmBYbJZMNutVNY1MfeNH52fXWFFHT0TI/ig823cf+ZrLHYrC3NW8ubsudSWGdl4LIOIAG9sNhunskvo2S4Sg9nS4vUfvVjADQOSWfDlRhY9NbXVz9DN9ZNfXotCJsHL4+/rEJkYGcT6w+kYzRZkkt9kdOvGjZtWuO63mHfffZdvvvmGjIwM9u7dy549e5z/7d69+9/q47PPPiM5ORm1Wo1araZ3795s2XI1/MFut/Piiy8SGhqKQqFg0KBBpKe7OhwZjUYeeOAB/P398fDwYMKECRQXF7u00Wg0zJkzBy8vL7y8vJgzZw51dXUubQoLCxk/fjweHh74+/szf/58TKbWq4e7+WciFArwUbXuGBbqr6bJYmTD3kymv7KEhz9fzxcbjhIs9271mACZioKyOsDxQvT8nBFotDpmvbaM577bymNfbODLTUd57MaBzkTYyrpGdAYz8Z7BfNr9dl5Pmc1N0f3xDpChsxv5dtsJKg3NXaV8FUq+2Xq8WdHIED8V/sEKNjee4PlLP/D8pR84ar3I2IFtSWwTSKC3irdX7P1/K7brDCakYhE39OvYzIntfxWbzYZGq+OR9zcxWJXMVNEgbpaPQHNCxPy3NjCyXzzv5q+j2qgFHDk6OqmeMP+r9sBtAr3JKq5q1vfDNwzglWW7OHax0Bl2Vd3QxBs/7aFteADRwb4AnMouJl4VTK62gsdSl/BVwU6iQ3xbrJo+NCWeyCAf1h2++lsZFeSL1Wrn9R93cyrb8fvYOTaEJ28dRLv2vnTtHMyC2QNZdyidoSlxzkKzv+T2MT041HCRYlM1ceGth1m1jwykxFzT4r5uvrHsT8tjzcHzLjbs5RotT366lUhpEM/n/oDaQ8by3WlkFVcxomsCo7q148Xvt7Hgq43c++FqHv1iPZ4KGWcvlfHoFxt4+pvNNDQZaB8bSIx3ALfGDub+hFG83WUOvfzjEQmEPJd0A8W6GlYUHuWDzC2U6Gr5V6fp9PJ3rKYoRVIsTbBkpyMPLikqmA/vm0T7yCDSskvYvjeX9xNuZ5B/EjMi+3Ks6SLewRLC/dV0Swhn+Z7TKGUStK2E+4EjPNZms2Oz2zl1oWWR6ua3kVdRS7CP6m894do+MgiTxdqsLpYbN25+P657+kAmk9G3b9/fdPLw8HBef/114uIcf6gXL17MxIkTSUtLo0OHDrz55pu8++67fPfddyQkJPDKK68wfPhwMjMzUakcy9APPfQQGzZs4Mcff8TPz49HH32UcePGcerUKUSXk61nzZpFcXExW7duBeDOO+9kzpw5bNjgKLRotVoZO3YsAQEBHDx4kJqaGubOnYvdbuejjz76Tdfo5q+nVqtDo9VRq9UTFurJ5IEd+GbjyWbtREIB/TpFceB0PqsOXI2/NxgtjArowrqS5scAzAzvx/F9jhopfTtEk1NSzZYTmS5tyjVanl+8jWdmDWPBV46wI4VEzFNJk3k8dQk1pqtmB119onlu3jhKtM2Tqg1mS7PZe6FAwBO3DuSF3OXUXtPPssID7FOm80KX6Xy03LGCYLPZ8JS37CInEDgq1/dJiqJNoDdG06/b8P6vIJdKGNerPYcvFKA3Wdh5OAd/b09GdG3LyC7tiA71Jpzx1FubEAiEGK1m6i2NPHfHYBZ+s5fCyjpMZgsKmWtIb6C3JzqjuUWLZIDF209yQ/9k3lm5D5FAyPn6ImeIlcbchFQiol9SFKO6t+PYxUIEAujZLoL6JseqxH0T+vDJ+sNcKqvBy0NOfZOeoiqHKcXskZ0JbS/j4+L11JY5vjM9/OJY+MAIsooqeX3eWJ7/bis6o8O6WigQMGtICh2jghE29uT1nDW8MmA2O09mNwtrFIuETBvUiYcuLmrxumYF9+eFlS1PhDXqjVSU6/AQy7HYbBzJKEAmETG2ZyIPfbbOJf/GaHYUxX399jFsPXmRCk0jiXH+FNQWMvfIp84cJplQzIPtxjA+rCtbStM4WHX12TxUlcnR6mwWdppJXmMliepwth5x5F6F+zvqRT3+5UYMpiurMgWs3H+WZ28dQpyfD1tLznDWnk/HmBA0jXpqtTr6dIikS3xYi9cHjvt+JeeprEbbajs3109e2d/TPvpawvzUeHnIOZpRQM92EX/1cNy4+a/kuldyHnzwwd8sAMaPH8+YMWNISEggISGBV199FU9PT44ePYrdbuf999/nmWeeYcqUKSQlJbF48WJ0Oh0//PADAPX19SxatIh33nmHYcOGkZKSwtKlSzl37hw7d+4EICMjg61bt/L111/Tu3dvevfuzVdffcXGjRvJzHT8sdu+fTsXLlxg6dKlpKSkMGzYMN555x2++uorGhpafgFx88+grKaBhz9bx43/WsJd76/kQnEFsYle9O0Y5dJOIhbx4u3D0VvNLN3pGt4S5KPi/IVKHogeg0jg+shMDO6OpUpMr8RIAEZ1a8uaQ+dbHEt9k4H6Jj2B3p4kR4egVEt4NPV7F4EDcEqTx89lBwmUqmmrCnXtw9TcTatvUiQHGy64CJwrFOtqyTQUI5U4BP/6I+nMHdGtxfFN7J2Ej6eCIG8Vy3alusPVrqFLfDgxIb6cu1TGy7eMIsRHzUtLtrPgq43MfnU5O3blI7PISdPkEaTw5pymAJ1MzxPz+vP9ghncPa43vdpFILpmdSwyyKfF1Z0r5FdoCPJRIRBAp7gQTtfmA448oKdjbuDH3WdIjAhCbzKhUkhRKaTUN+kRi4Tc/cEqXlqynYem9CfEV4VQKHDmKcSF+hGTpOK9SxtdvjPHa3J4vWAVkVHeBKg9+Oax6Xx8/2QW3jaabx6bRt9e4RzSZHLySAULE2ZTZKvktbtHuyR3h/qpeeXWURiMFp6InYyXROlyTW1VoQSIvFstSAtQXF5PgExNjb4Rux0GdIxlR2p2q8U9Vx86z+ju7YgI9KbQUsWygoMuJg1Gm4W3LmwgTOnL0eqcZsdb7Ta+vbSHKW16EqHwo+GySJw5JIUP1xy4RuA4sNntvLVsP8ZaARk7dFSl2YkJ9qNDZDAPTelPqK/D2KFfUsv1b24f7XA9BEfBXje/L3a7nYIKzd82H+cKAoGAxIhAjlzI/6uH4sbNfy3XvZJz/Phxdu/ezcaNG+nQoUMz44HVq1f/R/1ZrVZWrFhBU1MTvXv3Ji8vj/LyckaMGOFsI5PJGDhwIIcPH+auu+7i1KlTmM1mlzahoaEkJSVx+PBhRo4cyZEjR/Dy8qJnz6tF33r16oWXlxeHDx+mbdu2HDlyhKSkJEJDr75Qjhw5EqPRyKlTpxg8eHCLYzYajRiNV8MS3ILo74WmUcfT327mXF65c1tJRQM7JMcYPKgjU4d3IL+kjiBPNWH+XpzKKiLK189p53uFmoYm7HY79Zf0vDXkFkrM1ZhtVqIVQRxKLWBlzjnun9iXHu0ikIhFrTpTAZRUNxAZ5MMdo3pQrKtBY2pqsd22srPMjuzP8+1u5LvCPeyudNjwmoVmArw8qKq/elynxBA21R9q9Zy7q8/Tv3MXjmYUcvhCAYkRQTw5YwjLdp2isq4RT4WM2UO64KdWMvet5dhs8OF9k5CIW684/2fzVz9rgd6efPLAFOoa9SzdeYqV16z0mSxW1h5Mp65RT3RfBS+fW8nTSZN5+NRiXk2eQcbFGhZtO0HPdhE8MnUgb6/Yi90OdY0OwdsaaqUMvcnM3eN64ymTcUubofiJVUiMUr5cfoJ7J/Tllrd+ZOFtY7ADTXoTi7efdK7WGEwW3lu1n3vG9yHYV+W0m548tANLS/e2eM4yfR0agRYfgReFFRoOnM/Dhp0bx3Rg/qlv8JepeLr3jfzr8920iwwkOU7EB/dNpLS6AavNRq1Wz5qD5+jbIZq1h8/z2A1TMMtM1Ji1tJH7UVmmJ7Ogqtl3+FqiwnzYp6tDLzIil4jx9/L41Ty6kup6erWLYNyARBbnt3xdduxsKkmll3+cy0rOFS42lHJfwihilEEcTMpnz5lcgn1ULhbVMokIo9mxuqk3mqnQaMkorCAtp4S1B8/z7l0TUHvIWbRkB2KRkJfnjiQ2xI+1h89T32QgJsSPuSO6cS6vjAsFFYT4qokK8mn1uv4q/upn7bei0erR6o0E+6j/6qH8vyRGBPHtthPUNujwVSv//wPcuHHzH3HdIsfb25spU6b85gGcO3eO3r17YzAY8PT0ZM2aNbRv357Dhw8DEBQU5NI+KCiIggJHUbvy8nKkUik+Pj7N2pSXlzvbBAYGNjtvYGCgS5tfnsfHxwepVOps0xKvvfYaL7300n94xW7+LDRaPWdyy1y2rd6dzry5/Xk5+2faqsK4r81oPlt1jI7RIQR4eaJp1LvUmgE4fKGAd+4az0OfrmP3qVyCfDwRi0SU1ZzAZrfz4pwRvLJsJ3eN7U2bAG98VIpWZ6qTooLpnRjBrrRs4vp6tDp2i92KxW5jxZbzeEj8+X74/RTW1CGxiLhnfB9eXrrjaluLDblU0mpfcqGEjpEhzn8v253Kg9P68ur8EdRbmvCVeaKtM/H0Z9sJ8/PmwSn9iQzyRvg3Mlf7OzxrQT4qmgwm1h5Ob3H/3tOXmDJiPEuK93Fak09X3xiamsz8uO8MeqOZvWdykUnEvH/PRI5dLKSmQUfv9pF8semos87MtUwdkEyor4rMokrqmvQMCU6kskpPpa6Rm4d3QyGTMCg5Fjs0K0B5BUdBRF+W7Upl1pAuqJUyAnyUFBW0nC8DcK6ugO72RHLKalDKJLQJ8mZt6THs2KkyNvBW4WoenjcancZGYXkddU16Hv58vfN4T7mU8b07cKmslqc+3oaXhxy1UkZV3WkMZgudYkK4fXRPXv+xeciar0qJT4CMisx6isxVTB/c2XENwb6ktWKyEBviR2ltA0N6RvNzXusv5CW6WqaG9iK1Ng+d1TVcU4iAQKmar9YeY0hKPG0CvLHZ7cglYuaO60qHhAAaLDo8xXKKS7R8s+4UFovNmbt05bl/7cc9gMPR7plvtziFrVwiRiGTsDM1i41HMxjQMYbpgzqhN5lbHe9fxd/hWfst5FU46kr93VdyABIjHO8mxzMLGdW93V88Gjdu/vu4bpHz7bff/i4DaNu2LadPn6auro5Vq1Yxd+5c9u27WuX7l4mD/06F4F+2aan99bT5JU899RSPPPKI898NDQ20aeOuLfJnYrPZEAgEzvtU09BEXaMes9WGRCSiR7sIjl+8WjSzqKqO+mILz3eYir9AjbbCzMNTBrJsdyr7zl6if1I0d43txfOLtzmPMVusbDhygadmDuWdlXup0DhCfERCAXOHdaOstoG4UH+8PRVY7TZuHtaVD9Y0r2ES7KMiwNuD15bv5uYRKQR6tG6AoBLLyS/W4Kv2wGS28s73B7lxYCc+3HCEzrGhvHLrKJbuTOViUSVnMsoYP64b72o3ttjXEO9kdh7P5skZg/l68zGeuX0IP2v2887Jqxa6cZ7BfPnMDHQaG4fOXyIm2BeL6NdNCv5M/i7PmlZnbGYL7LJfa0QiEHGkKou+AW2RCSU06q7Oim87mcnO1Cy6xDuKw57JLeHdu8ez4KtN6I1XX3gHJsfQo20ED322jiaDmUAfT9pFBvDwJxuc7cQiIbeO7I5E9OsrblV1TQzsFAd2O/+6ZRQ6qwGVWI62BUt0AH+xmu+3nEJnMDOhT3t81Ur266+uaJTqNTyb9QN+MhVhfj60M7rW+biS7+WnVlLToLscpnn1XAHengR6ezJ3RDd+3JPmXB2JC/Xjwdl9eadoDd4SD9rKwtBF25CKRaTEhbH+6IVmYlAgcIjBhiYDId5etFOHcrQmu8XrSpCHsW9vES/3nckzmcsw2q6GoQ0ITORQagHpBRVEBvnw+LRBSMQi3pw/muU1+1h08eqzFesZxCv3jQOdmEaDiTYB3jwydSCXymspqa5ztrPb4WhGIUczHL8/AzrGcOvI7gzoGMOJrGIWfLWJ6QM7kRzjGpL6V/N3edaul4IKDUKBgACv1ieR/i54eyoI9/fiSEaBW+S4cfMH8Jt8Cy0WC3v37iU3N5dZs2ahUqkoLS1FrVbj6fnvJf1JpVKn8UC3bt04ceIEH3zwAU888QTgWGUJCbk6C11ZWelcdQkODsZkMqHRaFxWcyorK+nTp4+zTUWFa20LgKqqKpd+jh075rJfo9FgNpubrfBci0wmQyaT/VvX6eb3pbKukQsFFWw+noFKIWP6oM7YsfPMN1u5VOaYpVYpZdw+qgfxoX4s2+3wxPVRKYgPCkSgg6ySavaczkGlkDG8awKJEYF8sv4Qd4zuyUNT+vPV5mM0XX5hK6qq4+4JvVj61Eyyq6qQCyS08fNBZzRRqWmkVqvj8a82ct+EPnSMCeH2UT1YtivVaSObGBHEC3OGU9eoo2tCKDFRPkglYhJUIWRpy5pd37TQvmzcncnh9AI+mT+Zco2Wj9Ye4MYBnQn2VaGQinn9jjGYLBa0OhM+vjKSvSI4W1/o0s/ggA54WVSsPnSY+yb05aOHJvFt2S5OaFxrhOQ0lvP0uR+YLBrAF5uOoTOamT2ky+9+366Xv8OzptHqmpkH/BKlQoLZbkUhkhKpCCRCEEC3tuEcPJ/vbGO12TmR6bBfHtI5jtTsEpY+OZMzuWU06AxEB/tyoaCC+z9e4xRUXgo5X2847iKELFYbX20+xorn5iASClqsa6SQSfBVK7nj3RV899g0gvw9kIu9uVHSh2/ymq+kyIRiwgQBHLng+D08c6mUqQOSmdSrB6m1ecSrguntn0CIwhu1RIlQICBS5ktKbChp17hEfb35GC/MGcHLS3a4OAEmR4cwrmd7vth0hH/dMooBHWOw2KzIZWJKbNX8XLOfoQHJDPTtQFOtleMXc2gT4EWgtycf3jeJl77fTrnGkazvo1Lw5PQh2Gw2fFQKlmxJ5YZ+vTlWk+OSkwPgIZbRySOGBw6sp0FvZHS3Lqwtc9hoB8jUzAjuz4myUjIKK7lrbG9eXrqDx2cOYLc+tdmzkttYwXuFG7gvcBwAt43qzqs/7GRsz0RiQvxadcuKDvHlo3UHSc2+uiKl1Rv/rYm7P5O/w7P2W8gvryXA2+NvFW77ayRGBHL0QsHf7nvgxs1/A9ctcgoKChg1ahSFhYUYjUaGDx+OSqXizTffxGAw8Pnnn19Xv3a7HaPRSHR0NMHBwezYsYOUlBQATCYT+/bt44033gCga9euSCQSduzYwbRp0wAoKyvj/PnzvPnmmwD07t2b+vp6jh8/To8ePQA4duwY9fX1TiHUu3dvXn31VcrKypyCavv27chkMrp2dRfq+rtRodEy/5M1ZJdcDbkZmBzLc4u3OosCgmPW/f3VB3j9jjF0zi8ns6SaG/olIxYJeWrRZpecgH1nLzG+V3tuG9WDrzYfY0TXBBYvmMGlslrEIiFBPp689sMehneLIzxKRZPZgEVg4e73VzkdqNRKGR6eYuRqAX1SIuifHE1NvQ6hUEBOSTWvLNvJq7eOIjbEn9U7M7hpeAovd5zOZ9nbOFB1ERt2PMQypoX2RVGt5nC6Izl5+Z40xo6NY6g2hue+2IHZYiXM34uXbh6BWWFCpBRw9oKGx+ImkddUwf66dMRCEcODO6K1GNhRcYqPnx1PbZmRcl09eytbDre61FhJcDsPREIBaw6lM6Vfxz/i9v0jqdXq+HD1Abq1bUPn2NAWX2Qjg3yostcBMDYsBVuFmE+OHGH+xH6M79WBgkoNaw+dp7SmwdleIBDw7bYTjOzWlhOZhZzOLaWqrgmL7epqkVgoJCk6hJeuCVG8QkpcCDa7nSn9OrJi/9lm+28e1hW73c7XC6ZiEdgwGmzU6PWMCO5EVkMZB2uuFvT0EMl4Kv4GFq92Nd5Yuf8sUwfexCfdbie3sRyFSIbeauSDzC1UGurxl6mYNak/wyvjeHOJo9BufoWGd1bu4415Y9FoddQ1GogP90coFFLfqOP5m4bz0GfrKL6cPxTk48mgLrEMbNOFjuoQVu9N56e9p68ZxX5GdW/HZw/ewKWyGqRiET5eCrRWPVKxmAMn8ll98DyNJiMvDp7GZ/nbKDc47kVbdSh3hY3ko6WOEOg9qbl8NmISddZGOiqjCBcE8NwnO3hk6kAA3lm5jxfnjECstrMnveVnJa+pEpvUUd/EUyGjQtPI3jO5zJ/Un4c+W9esvVwqpltCeLOwwt7tozh+sZDEyCDUyr9vTZd/EnnltQR5//1D1a6QGBnEjtRs8is0Tst4N27c/D5ct8h58MEH6datG2fOnMHP72q9hMmTJ3PHHXf8W308/fTTjB49mjZt2qDVavnxxx/Zu3cvW7duRSAQ8NBDD7Fw4ULi4+OJj49n4cKFKJVKZs2aBYCXlxe33347jz76KH5+fvj6+vLYY4/RsWNHhg0bBkBiYiKjRo1i3rx5fPHFF4DDQnrcuHHOQqYjRoygffv2zJkzh7feeova2loee+wx5s2bh1r9909e/G+kyWCiVqujsEKDVCImzN+LAC8PBAJYffCci8CJD/Mnp7TaReBcwctDjt5u4rF5/ajUNRCs8KK0tBG9qXmhvg1HL/DOXeORS8RsP5XF9EGdWfDVRqKDfZk9tAu3jOjGjtQsPlx9CJPFysCOMbx153g+WHMAs8XCo7f0Y3nlfham5hLtGcjc0MFE+QdSU+cInwvxVZFfUcuHaw5S12RgxvBOaOtM3B05ksl+fdCZjdhMsGlvJgfOXU1sr9Q0kaet5IKukDsndeeTlUe5Y3QP3vhpD1abjbvmdMM/XM66vRe4cWAybf2C+e7SXl5LXwsCAY1mA9srz/JEu0mESnyx0XqyjcbciEImpVFvpIWFgf9ZLpXVsP7oBY5lFvLBvZN4atFm8sprnfuDfVQsmNufVwtW0ssvnhSfGHQSMwOSo3n0iw1UaLS0bRPAvRP6cP5SGWabjUGdYvlk3WGenjmUE5lF3D66Jw98vMZF4AgFAl68eQQ1Dc2d80b0iKdP/xBya6uIDPLhwcn9+XnfacpqtUQEejN7aBeq6hxCfs3B8yhEUixWKyv2n6VfhyjuvmEYM0L7kqutIMzLG1OdgCU/p7kYdVzBiInPsrYTrPQmROHNkrwDzn3VRi0f5mxmZpu+3DQihZV7zjFjWCcGd4/FaDKz7VQmdVoDVruNd1bs46W5I1my4xR6o9m5AlWhaeSnXWdQyCR8cv/kXwgcB0WVGkxiE6ERSo5qslmadYB6s45whS+3dxnK912nU1OnJ1rpw6ttZ1PZ2IBQICCvsI5XPt9LZZ3jM7TYbBgabEjP+rGxOI/skhMAyC8XZCyqquOZb7fw1mOjfvVZ0WHAx1OBVmdk+tBkunUNocRczpM3DeLT1UdouPx7FO7vxSM3DOCrTa7RAvFh/sgkIpbuSmVKv44MbqHmkZv/nLzyWpKigv/qYfzbxIf5IxYJOZZR4BY5btz8zly3yDl48CCHDh1CKpW6bI+MjKSk5N8rcFZRUcGcOXMoKyvDy8uL5ORktm7dyvDhwwFYsGABer2ee++9F41GQ8+ePdm+fbuzRg7Ae++9h1gsZtq0aej1eoYOHcp3333nrJEDsGzZMubPn+90YZswYQIff/yxc79IJGLTpk3ce++99O3bF4VCwaxZs3j77bev9+Nx8xvQNOpZvieNJTtOER7ghdlipaq+iYW3jSYxIpDVB8+5tA/393KGqF2LWinj1ftG8HnpVi4evfqd7KAO57X7R/LUR1ub1Ys5frGQ5JgQREIhKoWMzx+8AaVcglgk4vEvN7oYEuxMy+ZIRgFvzhuHXW7hhZwfqDfrmRTcgw6WGD7/7hRFVXXIJCLG9Ehk5uAULpXX8t49E/lq8zGq6poI9FcgsojZdyS/xZl4gHaR/hQYKzlam82cToNYeNtojmUUkl1SDUBZQRNE1JDUx5tUYw7rck8yKqQTQ0M6UmGox0fqgdFmZnHuPt5ImY1IIMRqbzmvxFeiQmcwERPih1TitpAGh3vaz3tPc+ekHiQk+LC54QSP3tYHuUFBfkUt4QHe+HkpsQtsfJxyOzahlfy6anbtyWPj4YvOfjIKK3n22628fMtIOsWEkFVczeR+Saw6cJbM4ipWPj+HDx+YxMWCSk5kFhHko2JwShyp+mzaBbgW3lTIJIwZksDjGYt5t+2tPPPZNhIjgpg7oju+KiWVdVp+3neGoso6BnaKYcPBC7x3z0Tmf7IWgIPp+ZzLL2di7w6kxIURavNi2odLWrz+NgHeFFkqOd9QxNzYgTxz5scW2/1cfISlgx9g3KB2LCnYx/zze5AIxQzr0ZHxHp0JVXjzyQOT8fKXMtGnLfVmHaFyHzKyqlm04SRmi5We7SJYf+RCs74HdIpm1KgY1lYcww6sLDyKWCDioehx+Jm88NZ7svfiJX7ef5Y2AV48csNAHn9va4vjVCllNBlMbD529d70aBdBgI+n00GtvsmAQixFLBBhsbdcLyrS2w+pVERChD/1frU8lbkUgBTvaJ6+bwAisxh/mQq1TE51gw6ZVIRAAEqZlLE9E+nTPorzeeU06Ay8v3o/HaND8P8H5JH8nTGaLZTVNjCsS/xfPZR/G5lETGyIH0czCpkxOOWvHo4bN/9VXLfIsdlsWK3Nf/yLi4tdRMivsWhRy8XiriAQCHjxxRd58cUXW20jl8v56KOPfrVmj6+vL0uXLv3Vc0VERLBxY8uJ227+XE7nlIAdXr9jDJlFVY4/AqF+HL1QQGSgD8/OGuYwFhAL2Xoik9Kaenq0UEzt5rFd+Kp8Oxe1DoET4xHErJABqG1KrGY7H8+fzOJtJ9lz5mrMvR0Y3b0t4QHe5FfUOhKRA32w2e0uAucKTQYTW09epFf/IOrNemI9g+hgieGlRbucbYxmK2sOnediURWT+nbgkS/W89lDU/ip+gBDJZ3YsPMiE3t3ZN3hdEy/SKyWiEWM7BvPo1nfAVBiriYs2J/+3hFEtvFixc5zHD9Xwh3JKdx5/EveTrmJu+KG8e2lPZyrK3L2EyT34ukOk2m06BkV0olNpWnNrqWDVxvyC+qw2e08OLkfIrl7KQccv3UDukVzUnCRbzI3AVAeUEfH+gQ6RYehM5o5eqEQoUhAbKQPR7QZ9FEnugica/lg9QE+um8Sj3/p+L3xVMiYMyoFk9SMzmIkoZ0PXTuGsL7kJLee/xArNl5XzqZLXCipOY4wuWHd4thUfRI7do5pMxnZI4Gtx7K4UOCaf3jbqO5sPpZBZJAvGYWu++qbDOxIzaZnYgRpuSWthuH16tCGrZWnAbDYbZhszVdBwVFvpt6mY0HqUhosl90FrUZWlh5FECZgplc/hL5W7kn7inrzVZv23r4JvHLXcJ7+bBsyiZgGvashgkQsYvb4Tsw/v4g3UmbzZJqjTtqC2Ens3FZATJCZyvp8tp/MYkjnOIakxFFUVUeHyCDSC5rnY84e0oVG/dXJDU+5lAcm9cXTQ8K3T05jxb6znM+tQACMDO3EppLUZn108ApHIhTz8O29EKvtfJWx07kvrS6PtLo8AALlXrzW9iZW7D/Lg5P7U1LdgEgkxGazseCrDbxz1wQ+33QEu52/pdPaP43CyjrsdlxqN/0TaBcRyM7UbCxWG2KRe3LJjZvfi+sWOcOHD+f999/nyy+/BByCpLGxkRdeeIExY8b8bgN087+FRqvDZLaSX1HL11uuhncIBQIenzaItYfO8f3lYp0SsYiZgzsTH+ZPQngAUrHIRSTEx/jy+UXHi34nryhmeA3kja/3UX05F0cuETN3RDdiQvxYtNWRhDyuV3vEIiGvL9/N2TyHIcCkvklUalqvTH70QgG9+zkckqYE9uKbpScRCgT06RBFfJg/jXoju9JyyCisYO6IbpjNVhYu28W9M3vywZIjZBRWUlWnY+Fto/l0wxHnqlR0sC/3TuvFd+W7nbPJQqGA57N/pMaoJV4VwqsPTUBmkLO13BHr7yP1ZHHePheBA1BhqGdh+hpe6zyLfoHtsNrt7Cg/61zR6ekbx3TfAXzww2HenDeOSmUVkTav67mF/3XIpRL8QmVsPn31ZTdKHkS3oAjWH77A8j2ugvHWMd2oCG65BgxATYPOGS7p7+XBi3cP5ceq/cw9sQM7dgJkam6JGYSnWMGjMROQCsWIEfHYtEE88dUmiqrqCQ7w5IA+C4AVZUd4dsBU/L09WLsvnUaDCW9PBXOGdWFw5zim/WsJEYEOYxZflRKT2eJcwXxoSn9e/H47NrudF+aM4OlFm5utbvZIasM6veP7JBf9uvGC3W6/KnAuMy9iOMY8MTmyKl4qXE6TxTWs9EhtFmFyXwZ0iuFCQQX3jOvN7rSrRTsHdIxmt8bxXZUKREwL7YOP1BNFk5LD5wuYOSiF+Z+sRa2UMaF3Bx75fD0KmYSFt41m3ZF09p3JxWqz46mQMWNQZ8IDvIgL9eeDeydislkIDFDi7Snjh6IDnG8o4o7BQ5k4JBG72EYvv3hsdhvby64+Kz384pgZ1ZcCXSWeMgVVxoZWhV+loZ5Gi567xvVCKLJz7EIBCrmEG/ons+yp2UjEIp6aMYSP1x1C4n65/c3kl/9z7KOvpV2bQNYdTudCQQXJMSH//wFu3Lj5t7hukfPuu+8yZMgQ2rdvj8FgYNasWWRnZ+Pv78/y5ct/zzG6+R/CDlTWN7Iz1dUG1ma388ZPe3j/non8uPcMJosVs8XK9ztO8diNg9iVls0b88by4vfbnXa1BtvVmdFbQobw2LubnXa1AAazhS82HeX5m4bTJsCLNoE+eCqk/Lz3jFPgABhNFpRy17DMa/FUyBBermTvI1ShkEn56P5J7D+Xx9GMAnw8FTx8wwBKquvRGYw8Pn0weoMJLzzJLHJUvE/NLqFS08iCGYMQK0FnNVFureWTig0U6xx/uGVCCV4SJTVGh+DK1pbxQNo3vJN4C97lfryQMA2FSMrBypZXECoM9RisJv51bhUjQzvzRspszDYrXhIFQSJvqqv0LJg+CKlSgFSkRmH95zos/Z40GQ2sLzvhsi3cw4eS6oZmAgdgxe6z/OvWUb/a5xWXtEdm9+ONglWU6euc+6qMDbyVsZ43kmezZ28Re8/m0rdjFDf0S+be8X2QSMT4eSso1BSS01iO1W7j5awV9AlP4Kn7+yO1S1BIJYTIvLFarbQNDyA5IZgBvSLxjhWiEElRWORsP5hNXZMeoVCA0Wjho7UHefPOcaTllnAqsxg/byUj+saRTxkDA9tztDobBVIiPQIoaKpqdk3/x95ZBkZ5bW37Gp/JJJm4eyAJSQgaILi7u1OkUC91b2lL3d2AQqFFSpHi7hY0JESIu7uNz/djysA0Sc9pz3m/nrZz/YJH98gz2Wuvte7bU64yy093fBgdenZXXyShOgf3Ble+PhOPV3tZiwDnFntKr/BM7+mE57rj5+FEkKczOaXVSMQipg7oiFghYGLHXqRnVXL9VB0GYw2DOsl5b9k46hs1mEwwpmckW05cQygU0DsyiJKqOibGRTO1XwwNzVpcHe2QiUUcuZbB+1tPUtPQTKdQH+aN6UxqUyHRulAiPQN4MmEDepOB56MnsyrjCHHu4ZZnRSoUkVCdy8asMzwQNIqihhr87J2Jcw0jua7AKkN1C7VWz72f/sQLc4cye2hXErKKeO7bfdQ0NNM51Ie5Q7ux5vEZuDjYStX+U7JLqnBQyLBX/LV+u4K8nFFIxVxMy7cFOTZs/Bf5w0GOr68v165dY9OmTVy+fBmj0cjixYuZM2cOCkXb/h82bPwWWp2BHWeS2tx/4nomvSIDOXk9y7Jt07GrvLpwBHp7Dc/e1x+BWohaqyfAxRmJQMRD4aPwsnfkqyenIAAOxN9ky9HrFnnezcev8dzsoRRX1aHXG9l1PhmBwOxzAXA2OYenZw5uEXjdYmyvDgQ6mRtGxWIhD07sy5Pf7LHITwOk5pfz/j3jOJmYxd4LqRhNJoaVt+fj+yey8vvDlFTXU1BRyzOr9vHWQyP5pHA3hc23G9vFAhHPRU/ihxxr/x2NUcexqkSElQ508vejtKb+N5uli5qrkYukbM+PZ3u+OXv1bOgUXvz2mEWaVywSsubx6Rjk/zs+OX8mRkw0Gm5PzkUCIf5yN745Za2U5WgnY0T3cDyc7PF0srf4xPyajsFeKOVSpvaLQeRsoLiwptX7fp55kGeGTCE6xJu3Nx/j5PVsPrhnPKdv5CAUwNRevclrrGB2cF9cpGbJ/kpNA6tzjrM8ZCwbj1zjYlo+bz8wmo0Fp5kf/6lFWtleLOfzKUvQ6PQs9euMvViOuFnKheRcHKINRATYUWdoYmXBZhr1Gp6PnkyMUwDaRhPLA8ayImOz1YTeXizn5Q4zeOHLQyTllODl7MDdY3oxJ3wAj3zxM072Ckq1Lcs9b9Fs0BLk7UR6RiVqrY7XFo3i53PJ9Aj3Z8vxRAbEhLDt1DmrxYfE7BKCPJ156+4xgHmimJhdzEf3TeTg5TS+2RePTCJmeLcwooK82HTsGhEB7nx7wBywCgUCrmYUkvBxEW/cPxKpnYjNe1K4Z9hwPs3Zx5bcc9zTfjivJG61PCsADwePoY+mM8s/3E1ZTQPuKiULR8WyKHoI9YJGfi68zPFSsyqbt8KJqio1FXWNyCRivtl7gQOX0izXKq5K4+i1DL5aPhWbevB/Tk5J1V8uiwMgEgpp7+vOhdRcFo/q8WcPx4aNvw1/KMjR6XSEh4eze/duFi5cyMKFC//b47LxD0UgMBt6tkVlfRMOv1qlK6ioxdFezuyrX+AkVTLAJRKFSIq2tpFV3e+lukrNx1vOkFdWS6CXEzOHdmJw11DuedfsQ5JbVk1tk5otJxJ4baEPLy8YgcFgRCIWsevcDY4lZJJXVs2EuCh2nrOWlO3azpdQHzcURjnz/AbQZNKw/UCiVYAD8Oyswbywdj/55bcnet8fvcqhK+k8P2eopSG8Ua3lpS8P8/jc0di5C7hYmYW33IlQlSfrsk9wtTqnxXuS3lzE8tgJ3PPhT6y4ZyhykQS1ofX6fleZg9XktItTMMYakSXAAbP/ygc/neKVBSPa/Bz+STjIFAx0i+J8RToigZCXwqajqxNYBTCT+3YkLjKQHWeSiE/LJzmvjHeWjuXHE9fZd/F2Zs3ZQcGyMXEIhQJcVXZca+XzvEVuYzlVTU1czSjkrhHdWbP/Ij+dTiQqwIMTidl0DPHkofBRrLyxjVK1+XvlJXfi2ahJeIoduVlQjrerI9fqs9ldetlyXQECno+ezLc5xzhWevv7rBTJeL33bBJrc9lSdNZqLO+m7OKpyAkI1SLe2XCSZ2dOo4xqcjVltLP3JljmyVurTnCzwCyGUVJdz6sbDvHghD4EeTlzNb2QYHl0m6/VTeaAVCjm53PJ9O8Yyn0fb+ONxaPZF59CRmEFPSP8rQKcW+SUVnMqMZuBMSE0a3Q8PKkvT3y9m5o7zEe/PXCRMD93Hps6gKNXzc+bq6MdGp0BhVTMycRsVm+/yAt3DeV8ch5ThkWhEEm5WV/MsdIkvuixhC2550ivL2a0VzeqUkx8u/+2YXV5bSNvbzrOrGGdaAyuoqPKH2epkl0Fl7k/YBRfr7+KVCzCaDJZBTi30OgMfLT9NC8vGIGfm61E9D8hq7jyL9ePc4twf3dzX6ZOj1TyH1kY2rBh4xf+0JMkkUjQaDQ24yob/3XsFVI6h/pyMjGr1f0dg7w4cke9PoC/u4oKXR2PhozDTe3C9hNJNGrqGTwthuSb5bz23W3Tw9zSak5dz+bFu4ayfFpf3t10kiBPF6RiEQtHxLLovS3UNJh7CmQSEQtH9CDA05kvd59j0cgerH5sOvviU9Hq9fSJCsbPXYXRZGTv2TRqGwWE9vXmcrq1yWKHAE+yS6qsApxblNU0cOlmPj0iAohPNRt5VtY1cTw+Bx9XR+LCovBxdODtrB1crMpscT5Af9dItp1Ookmj4+CZdCb26MGmwjMtjotxCsBb7kQHR18kQjFjPLtClZSPNp5mWLf22MklpOSWc7OgnKsZhS3c5f/JxLqG4qtwIdapHcU3m/EP96BLe1/SCsrpHRVEsJeLRUgAzN+z4wkZvH33WLqF+XE1o5CYYG+6tPPly93nmDesKyeuZTE02K/NezpKFKjVOg5cSuOj+yYgFgk5nZRN3+hgknNL8PTrzd2Xv7RSyitR1/DIlXWs63U/0wd2RimX4qlQ8kr7WVyuz+BQeQLdXULJqC+xCnAAGg0ankxYz9pe97Mqy/o7rDboeDlxK6s63k9BRR2PfbgXPzcVns4ODB7jxZJ3t1oyn3eyan88by4ew7FrmRjqhfjbuZLf1FIJcbZvP1bvuMRH903gREImry8ahVAgYG98KpP7duTotda/+wB7LqTw9t1j0Or0bDuTZBXgSMUi4iIDcXJUYDKZmNQnmse/3k3BLyIiQoGAcb0imT6wM7faahLTSwlx8+BGbQEnylLo7hRKd5cQwhx96CIPZdnh7a2OY+uxJN7pMpLH09bycbeFDHLoyHc7r5FVXEmHAM82TUIBrmYUotG13tdj49/DaDSRW1ZDp3Y+f/ZQ/hDh/u5o9QYSc0ro1r7t3wUbNmz8+/zhTscHH3yQt956C73e9sNso3XKaxrILKogq7iSqvqWZTutoZTLuG98b0TClgG0i4Md7XzdSM0vQyQUMLBzCA/OiOPFRUOQiUQknq3msc93c/pGDlczCpFLJHy45XSL65hM8MHmU3Rv7w/A7MFdCHB34tk1+ywBDphXWL/cfY4Qb1e8nB05djWDuiY1RZW11DSoeWPTURa8vQmxUERidjHbjt+goKxlINO1vS9nbuS0+ZpPJ+XQtZ2v5f8xwd4sGdWDo9cyuP+T7eSV1DLRo2eb53exC+XyTXNj+OFLGQQ0+TLLt6+lSVyIgMGeUSwIGUC9Vs09XqN4Mnwc9bkmcourWfnIMJQ91NR0KGHq7HZ8+sR4/NxVlj4jGyDUiHkiYBKTPHri4+rEkve30C86BIVMwuS+Hfns55ZBpckEr/1wBFdHOxqaNWw6fo0F72xifFwkeqmeh2b2ppNjIBJB687s4zxj2XfKLC6QW1bNsK5htPNxRaczMHVgDD8Vnm9VCtxgMvJj3jkc7aXUNWl454eTfPptPDUXxawMmctdQQPZnHu2xXkAGqOe6zW5TPVr+X1zlzniIJcxrX8MYM6g3sgpobSmodUAB8y9RwqpeS3to41neTxgIrEut/1gHMRyHmo3Gk+1G2dv5LLhyBViwwN4ad1B6po0GP4Ns6au7Xy5klHI9ewSTiTcXhwZ0zuCdx4biVtvI9XhRVwnE41Ei0J2e23PaDKx89wNSqrqMf1yL3u5DKPJhJfciWWBw1HWOuCOM1+kH6SirrHN4F+nN6BVmz+Pnwsusf9UBueTzQsXRqMRpbxt0QahQIDQtmj4H1FSXYdGp//LZnL83Jywk0u4lJb/rw+2YcPGv8UfzoleuHCBI0eOcPDgQTp27IhSad00uW3btv94cDb+mqi1OhKyinll/SGKq8zu7iHerryyYARhfu5tSmTWNakprqzjSkYh798znk93niG9sAKBAOI6BLF8Sj/e2nSUQE8nnrprACdqk9hVe5ozJfYsdR3F7vMpVterbdS0KBu7fS8NDc1aXpw7DIVUzN74VEuPDsCwrmGMjA3HYDRhJxPz1pLRGIwmHvlyJ05KBSKRkIZmDXqDkW8PXGRgTCjnknNJzS+jSztfrmbc9uXRG4xIxa1PZMGcMYoN90Mu7YefuxNFFbW8vP4Qk/pE8+G2U+w8d4Phse2Z69ef7wtOWfoqhAhYGDCY8oomHOzkgDnAen3tMYZ0a8eLfWaC2IRKrqDYVMmz1zbxUvRUijO06Ax6BseGcrDyGg9fX2MZy5nyNDzkKt57eD6SP74G8rfCaDRPhNPzy1k+pR8OChlvLRmLwWjkswcmUdOoRt2KuSxATUMzeoORE3f0kH3281meWTyAdIqJNATxVswcnk3aaFViGOcSRoQpkH1Fp1i5cCRSsYiy6ga6tPPB38MJXx8HPipu3VcJIKWukH6uMby07oBlW1FlHcevZfLJg5N4OGI0RpOJjIYS9hVepV5/O/tR0FzJ9MA4Qh29OFicQLNByyD3aNoL/Xjg/R3MHdqNe8bGseVEArWNzdjJfltxTSQSsmRUT9YfvsRTHx9gyqAoZkX3x8lRhkAv5MCpDK5U3OSpGYMQCMxmnIO7hRLs44xYKCQ+LZ/pAzpZMp2/ZnzvKJZ+8CMPTOiL5JfnrH/nYKJ6OvFY6lrLcWcrbrJRfIpX5s3i5S+OWVQWAbacuMbw7mEM7dqeAVGh9JMGYTSYSEwr5e0dpxjULYRHYsciFbb9HANIxOZnplRTQ5S9uYFcIIAhPUPpFRlI2IVU1FodeWU1Vuf1iQ5C+RviJjb+Ndkl1QB4u/w1DbyFQgFhvu5culnAsj97MDZs/E34w0GOk5MTU6ZM+W+OxcbfhLyyGh74ZJvVKmxWcSVL3t/C5ufm4e/h1OKchmYN204l8vGO03g42fPqghEsn9zP4huglElxdbDj9cWjaRA0sfTi15bekkClO/vjW9a6/6uVUbFISEF5DS4OdvSKDCS7tIqjVzN4YEIf6ps1PLvmthpbkKczz84ewtsPjSKpPg9vpRMhKg+q1Y1o1Eb8Vc647VOy/XQSK+YPJzW/zKKgdTopmwXDuhPfxgrdiO7hfLLjDKXVDVTWNVpksBcM7w5AflkNGflVVDcKWDf8fq5V5CETiwhRerHl4HVu1CUxrX8ML68/ZLnmkcsZHLlsLut7/b7hfFK2H41Rh6fMiVqnCjRaMRqRrkVZEphlb38oOMW9QbaeHACtXo+LUs6swV1Y+sFWyn+ZHNsrZDwy2RyY/hZ2MuvJa3phBdpaOHGgmKYIMbHhfnzZaRnZjWVUqRsIVHiQml7BO1tP8OpdI1n5/RHLYoGvm4oBMSFMHdgR31oXMhpKWr2nn50rJ660LPk0GE28/v0Rli3sxkdZO4l2CuDlmOlszTvP2Qpz1qijYyBfph/GR+HE3R4jyCmpJsDoQkOjlka1lne2HGdw53a8c/9oHOxlSI1i3FRKq6DhFuF+7iRkFpFVXMnri0YjEgpxc1cgVkBpXT16tYmy+gaOJ2RSWFHLuw+OpqCpinpvMcn6XL58diIffX8WRzs5kYGeLXyAQrxdqW/SoNEZOJmYxYju4aw9eJEpQ6N4KuO7FuOp16tZVXSYqUM68eW22xL1dU0ackqq6RMVzKXUfL7YdY5x/TrQr2sQXz83icsphaScr6DvmAj83VWtlp76uakoN9WY30NVAKESN+6b2ovIUHfUMg3N8mZGTPNHbBARLPNi66EkTl7LxslewX0TeqMWaAD7Vj9PG/+a7JIqpGIRLo52f/ZQ/jDtfd3YefYGOr3BErDbsGHjj/OHg5xvv/32vzkOG38TmjU6Vu270GqZiVqrZ9f5GywbG4dIaJ0lKKtp4OMdpxEJBbw4dxgr1h+kuMram6Z3VBAvLRjKuYqbdHYOJK2umBJ1DQIEGFuplxGLhDjYyahvailb6+ygwGAwseYOpaVHpw4g0MMZiVjEuoPWylk5pdU88fVuXrx/EEK5iXR1ESvTfkLzi0x1ewdvPnpyCgXZDZhMJj5/cDJ6g4EdZ29QVtNAZKAnvSMDOZuca3XdmBCzy3lr9fq3QrRgLxdKquvZfT4Zf2dnMouquHt0L+JT8xjVtYPZTV0iZlCnUI4lZJozZSbQG41MGRRNgaiccEcfolV+qE0a1jQcoKOTP+qKuhb3vMWhkkQWhwxpc/8/CYlIRGxEALPf+MGqVKmhWcOr3x9m8/PzsJdLW/jLgNkHx9m+pdpkfbOGC6l5XEjNQ6WU8+kDk4iy82f9mSt8cn4fKqWcl+YNBwQ8MqU/TRot9nIpVfXNHL6azvubTzJ/Wm9OlCW3OubpfnEs/25vq/sKKmqRG6TU69Wcq7hJfGUGb3SehVgoQi6S4Ia5VLG3fSTpGVXIpWIkYhHfHbzE0zMHE+jrRL24ga+y95PTWE6sSwhvLxvDgx/vsMqcujra8eDEvqxYf5CK2kZS8kp5fukg3sz+idQ68/ddJhQzuXsvnoscRPcIP55J+p6b9SUEKN2Y5dWPejQsn9qP5mY9D07oQ355DTvP3sBgNNE/JoTIAE/qm83P98W0fGYN6kJsuD+l+mqLt9SvuVGbz/x2g622OTsoaNJoeXXDIT59cBLvPDKKTaWnWJ56BCMmurmE8NiICZxOyOXpmYN5ZvVe6u74XXGwk/Hkgv68V7gDmVDMWJ/uvJW8nQaZmkDZYHbmXyT+jp46kUDIS2OnsmxsTyRiES9nbubl6BmtjtfGv0d2cSVeLg5/6bK/9r5uaPUGknNL6RT61+wtsmHjf4nfHeQYjUbee+89duzYgU6nY+jQobz44ovI5fL/i/HZ+IvRqNZyI6ely/gtrmQUotboUSqsV7ePJ5gnAH2jgzlxPbNFgOPpbE9smD/l1Y3kXdIga3TjrqiOyP0FrCo8xNJO3fj5jPWE75vd53lh7lCe/mavVRB0K5D64ufbfQlGk4n3th7n+6dn8+iXu1ode22jGl29CaGDkO+yT1rtS68v5tFra3nKdyoPf7gTABd7BU/OHoSbl5z1ey4xsFMoE3pHc+ByGgaDkQm9o6hv1rLy+8Mt7hXu505uWQ1CgYAxPTvw1Ko9APQI92dQ53Y0a3X0jA7gm90X2HshFZFQwKsLRrBsbBwVtY2IhAJcVHaUGqsxaQTUpEJ+YjMukfU8HDiWFE1emwpsAHqTwVIW90/HaDKy+3xKm70YO88m8fQv6nl3xtpioZDlk/tR3WDdj+bt4khtw+3ysNpGNR9tP0W3MD+GdGlHv47BKOUyPt1xmsQcc6bGXaXk/gl9SMwutpRteXk68FCnMXyZc8BiRikTink0fBy6WkGrQdct7hSNGeQajZ3ajqjKcGrr1VQK1Cz1HkFpVT15pdU0arS42NuxaGQPSmrrSdbk8db1HZbzD5RcJ7uxgi+fmEJqZjnZJVV0CvVBJhbz5qajlgzPAzPieC17K2Xq21kQjVHPxsLTPNR+FIdKE7hZX0KUoz8LXIfw3nenKfxFIMBeLuXhyf3oHu5PcVU9QqGA8ym5fL3nPO8tG4dcIkat0/PqhkOsmD+cGll1m68daNFvNmNAZ/bFpzBvWDccFDKKamuYoIqjr1Mk6wqPMcU9jie/2ENOaTWhPq68NG84xVX15JVV0zHYm7AAN9aVHEEqFPNh54VItRKGecVQq28mt7HcKsABc9/UisQfWR/3IHKTmFhVe8RCW3nof0JWceVftlTtFv4eTsilYq5kFNiCHBs2/gv87iDnrbfe4vnnn2fIkCEoFAref/99Kioq+Prrr/8vxmfjL4ZUIsLLxcFSXvNrAtydkElapuFvrQDHRQayaq/Zk0IsFNItzI8ZAzsjk5ib++e+cdtodu+FVEK8XXjsrokYMBAXFci5G7czJWdu5OLj6sT6Z2ax5XgCWcWVtPdzY0JcFBuPXuPSzQKrMZhM5mzTnXLKv8bBQcZHOS2bzAEqtQ1UCerwcXVkVGwEMSHelFY34GSnYMnoHtSZmtlXdRn7HgYEwGlhAhNCe+DvriK98LbilFwiZtnYOL7afY4X5g5l1/lk5BIxb989lmuZRey7mIpELOKRyf3Ze8EsTzxtQCdEIhFlNQ1U1DaaDR51BiRiKTvO3ODQFXMp0r6Lqfi4OvLeQ2OoFTZwsCSBud4DcBM4odcbkcoFHKpOoEJfh0hgm3QBNDRrSc0va3P/wcs3GdUjnNWPTuen04nklVUT7OXCsG5hbD6ewOS+HS3HCgUC7hvfm+8O3c4URvh7MKVfDI52cooqa+kU6sOhSze5cUdpVnltIyu+O8ibS8ZwPiWX8tpGth5NpH9VMJ9PuJtSTS06vYEwFy++2hbPuFhXxCKhVZ/ZLdr7ulGoN0s9D3PvRGRTKPe+tcMSoH136DId/D1YNjaOraeuYzCa2H0+hchAT167bzh3xX/W4po364u4J+lLPohYxN74VIbHhdJk1OFkr6CgohYXBzsMdjrKilr3ylmfe5KHwkcBsMR3GE+8v8+qz6lBreW1H47w8QMT2RefavWM/nQ6kSemD8RoMuFkr6Ckup4IBx8eDh7DqvzDLQxI/exccJIpeGbWYD746RQT+0ShUsqY2KcjBy+lMe+t278x/u4qXr97HplFFeSUmgOnzKJKHvtqF/7uKjycHPB0tufApVQWjuyLyN/AifJUApVu9HRvT6NBw/JL6yzX85I7Mce7P14iF3Q6I831Bioaapno3QOpLcj5w5hMJrKKqxjcpd2/Pvh/GJFQSIi3K1fSC1loqxa2YeM/5ncHOWvXruWTTz7hvvvuA2D//v1MnDiRr776yiYpbQNHOzl3j+rJfZ+0Ljwxc1AXxK3UGvePCbEy6Vs4IpYe4f4o5VKe+GY3z84awpe7z7c4L6u4irMX8vHuImby2AgGdAlm58lkGtVaBnQKoVc3P1bmbiY42pOeXd2Icw7j7je2Wvpefk2zVoe7Smnpu/g19koJ5Zq2y7xy1GU8P2com49fY/X+2waCzg4KViwZyo26AtLrb/t9HC29wVcPLOWLTRcorW4gJtSbyX06otbomD+sO5uOXyUxu4QvHprC21uOkV1iNght7+vG2eQcy7VHdAvn9I1s1h24hN5ontjKJCIemtSPOUO6cDIx09JfVFRZx8lLOXTr6cGz/tN4be1RS4+BRCxi2uCOzO3bH2yZHAAkIiFBns5caKPxPcDdCYVUwv74JPQGI51DfSmuquPRL3cR4uVCXZOa2HB/ZgzojKezPY1qLX2igimraSDQ05m5Q7qx8vtDVuVPw7uH8eK8Yaz47qDVvX44eoUJvaNZtc/cT3LyWjY5RdVM7RdDVnEVZ3RFHLmUgUFn4sGJffngJ+uMo1wq5r7pvXi/eDtCBIx26cZDq3e1UEdLyS/j9I1s+ncM4dgvWdbk3FLKmupaBA230Bh1aEQarmUW0txgpF7RxKDxPjxtP4jmZh2JptZl4QGqtY3IRVJinAK4mlTcppDD17vPM6lvNF/sOmfZll5Qzt2jevLiugPkl9dYtkcHebJy1myeS/ueJoN5EUWIgEfCx7B593V0BhOrHp3GD0evcDWzCHu5zPJab5FfXstjn+3iudktSzfzy2vJL6+lqr6J0T0ieGbVPlY+MIxqbQNJdXl8kr6Pb3ouo0Zn/i0JsHPlEb+JvPvdKXJ/CZjEIiFT+8cwvFsY/p42j5w/SmVdE/XNGnxc/9qZHIB2Pq4cvZaJ0WiyKVzasPEf8ruXjnJzcxk7dqzl/yNGjMBkMlFU1LYHgI1/FhEBHtw/vo+VDLRULOLVBSPwbcPszs/NiZ4RAZxPyeOl+cMorqojraCcV78/jJ+bk6VpXyYR0Tc6mIl9onl4cj/evnssXUJ9iVD489LNTWwznaT/eC9evHsw04d35LHUtaQ3lHCwNIGNhaep0NYT4e/R5tjFQiEzB3VpdZ+9XIpUIkIlabuxNdjeg+tZxVZqWgDV9c0898UBFvsMtdreoFezrfACvUZ40HucOxUhRSxI+hiTg54wPzcWj+zB1hfnk15YbglwwKzYdqsxdWq/GMpqGli9L94S4IBZAvudLcdRa/UM7my9wnk6MRsHnT1PfrbXqolapzfww8FrXE4uRPLHW/b+VgjEMLpnhzbLieYM6YpBYGDPhRQOXEpj/eHLHL6SjpNSzsqFI3GwkzFzYGc+3HaSeW9t5J6PfuJGbgmvLRzF0jG9eHHtfqsAB+DgpZvkl9fQPczaLyMtv4xAT2erbUajCaPJRDtfVy6nm7OTxxMyyS6p4oN7xzMqNoKu7XxZOCKW9x4dzbflhyhurqGDypdrKcVtyj/vvZDCkK7tLf9XyCT/Mu51UMh5Z+k4HBRyKrI09HfrQLNaT5NGh6/Cpc3z7MVyTCYT3nJnsvPbLjXLLqmiR0SA1bbFo3ry8vqDVgEOQFJOKRt/TmRJ4FBcpPbEuYXxTte5HC9NpleXAI5cTaewopYzSTkM6dyePRda728qr21EozPgYCdrdb9ELEJvMFJW04BcK6fitIjIsnBWhM4krbaIaJX5M7zXfxQvfnnIEuCA+TnedOwa8an5aHU2X6o/yq3fxr96uRpAqI8rDc0askta+knZsGHj9/G7ZzFarRaF4nYjrUAgQCqVotG0vrpn45+Hk72CmYM6M6J7GJnFlUhEQgI9XXBztEMmbV1u1tXRjlfuGsHFtHxKqxvYfzGNqf07Ud+swdPJgfKaBmYP70T3zj7k68oJE/nz9Y54rmYU0r9jMLMGdeHryPuoMTbQZFJToavHR+/E2q73ozbquFidQUdlIAdPZzJ/WDee+GZ3i8ldgIcTBpOJUG9Xpg/oxLZTiZagwcvZgWcXDmRrwXmm+PdkTdaxFq/BXiwn0tGXJYdbz2I1qLVoKuGDsMWodTo0Yg1bSs9wuSqLYHt3tpacI9LRj8+6LeZKQglSxAR6OXP0agaHr6ZbXSuntIoOAR4IBGZfnXWHLrV6T4Bd55PpER7Avou3Fej83FXczK1oMbm+xXf7r9C3Q4hN7AkQCoTIlSJWLBjOu1uOW8wm5RIxS0b3xNNDyYqMLTx3/xAEdRIyC82u6+183cguqUYpl/DAp9utvm8X0/IxGI2M7B6Bug0TyJ9OJbJ8Uj+rssoe4QG4OChYPLIHl9MLuJZZxPDuYUT4u6NUyLA/nYRIKGRa/xgCPJxwUsqZM6QLzVo9djIJBeISkuvN17MTyahtaPt3u0mjw15untj7uql4dtZgNI16PGSOlLWSzVRJ7Gis1XP5ZgGl1XVMH9CZfWfT2XL8Gg1qLR88OhaVxM6iingnMwJ6IzGKqdDWE+btCQktx9Pe140lo3oiEQlZ8/h0ahvUbDp+FV9XR0sp2a85l5zL0ok9WNJOTE5jOSuu/0i9Xk1cSAem9o/BXaXkhXnD8FApLZnO1qiqb8JJqWhVxGR4tzCO/PJ86gwGTidlczopmy1HrvPx8nHcFzaClxN/orpcQ3V9c4vzATb/ImFt44+RWVxpVu5TKf/1wf/jBHu5IhQIuJZZRKiP2589HBs2/tL8oaXaF154ATu726vZWq2W1157DZXq9ir9+++//5+PzsZfFqVcilIu/ZfyunfirrKnZ0QAz6zey0f3TeDKzQJOJWYjl4iZNiCGoEAV72f/zEKPYTz4wU4MRiPPzR5CUWUdT67aQ32TBnu5lBkDOzO2TweOlyVzvi4NO5GMcV7d8ZA6IhOLOXI1nTcWjWb1/njSCysQi4SM6B7O6J4d+GznGV6cNxy5VMzaJ2dSVd+ESinHaDRhkOsoqqomysmfMb5d2Vd4FeMvS9seMkeeCp1MRWnb3jwAGQWVnD+US0peGS4Odjw4vS+FyhL87dx4JmoiEUo/Hn5/F7ml1by7bBxPr9rL7MFd+HXRgskEhy7fZMmonugMhhZCDXdSVFmHNth6Aufn7kxafnmb55TVNPxbRoz/BExGkNmJ8PNzYOXCUah1eoxGE0q5FIW9iA9zd5HeUMwzaRv4OnYp1bV2KBVS1h64iL+HE1czilrNloiEQnLL2s5a1DQ0Y/eLd4pcKub5OUNp1uj4Ytc5dHoD/TqGsHhUT8QiIc+s3sPYXpHcNy4OBALW7o9nwYhYfj6XzL74VNQ6Pa6Odiwe04O13e5nR2k8OqOe3lGBbD2W2Or9Y4LNyn/vLh2LTCLhxXUHcLZX8PhdE3g+ZaNF7ADMamEroqeRcLGEtPwywvzcEYmEJGUXWwQQPv7hDCsWzuCtrO2UqGsAECBglHdnhrl1AqOA4R6d8PZ0ZdPh61ZCDz0jApjUJ5r3fzpBaXUDYF5MeXbWYHSt9B1ZPjsTlDXU83bOz5ZtAgT427tyRlfAkvd/xGgy8cbi0Sjl0jaf3QAPJ0K8XVpki6ICPfFzU5GSV4ZMIrLK9jRrdKQXVlLhVsYL0ZM5e7aQtqiub8ZgbPt12Phtsosr8XZxaNOD7a+EXCrG38OJhMwipvSL+bOHY8PGX5rfHeT079+ftDRrT5LevXuTlXW7PMfWm2Pjj6LTG3hy+iAe/Gy7ZTIDcD27mNhwfx6eMAGN1kB7HzdG94wgs7iSTceuWY5rUGtZvT+e8oYG5NFqi/fH4dJEpvj1ZGSfrmjrTRy9msHoHh3wd1fh5eKITCyiplHN0zMHk5hdTFxkIHKpiIZmDccTMimqrCUlr4wJ/SNxdHJkoltPpnj1oqihBrlQQqCTK4UFdVTWN7XpGQIQ5OXC9jNJgHl1+JU1R1j95DR2Fp1nuKoL+ZV1CDCvWqs1OhrVWs4l5zKoczvSCqyDkp/PJTNzUGd8XVVE+LtblKh+TcdgLy6k3O4nEQkFdG3nQ2V9yxX1W7irlEj+BhOG/wZGg4mKpjq0Eh0qTzua65oQIuC6Oo8dmfFUam4HmE1qHT+eTKCdnxtzh3RDLhXz/ZErrV63oLyGMT07tHlff3cVFbXmZ+DpGYPZciKB61m3+7nSCsrxdVPxzMzB1DSq2XoqkVGxHZj/9kaWjenFjyevWxloVtY18fbG4zw6rT/tQ7zIaCjBTiUizM+NmwUVVvee1CeaKf06cuxaBjqDgR7hASwcEcvu88koRFLe6TKX8xXp5DSW42/nSm/3MIR6IWeScriRW8qVjEJ+Op3Iq3eNpLK+icyiSrJLqnl71SmWThqFf7SKJr0GldiOG2llfLf7CuPjooh1ak+jUcOH943nudX7qGlUIxYKmT+sOw9/vsNKSKGmoZmnV+/huydntfkeikVCxFLrv0ezA/pw8lo2O8/dsGzbdzGVyX07sv7w5RbXCPR0prS6gd5RQUzqE822M0kYjSb6dQxGLpXw2g+HCfZyYUrfjgh/Jdbh5qzg/eyTJNbkMc1/YJvjdHZQIBXZykP/KBlFZvnovwvBXi5czy7+1wfasGHjN/ndv6rHjx//PxiGDRtm/44955OprG+yCnBucTEtn5ySavZfTOXlBSPQ6PR8tO10q9faczaFD/qMYVvxbcO/nwou0McjnDqJhiE927Fm10Xa+XblnS3HSci63VP2xLSBlFU3oNbqeWXDIXpHBeGmsqe2MY/v9l2BfbfvIxWLaOfjSr+OIbip7IiLDOLu0T15Y2NLk00/NxVCgYCahtslKwqphM1HEhjctSPPfHKAeUO7sWxsHAqp2NIrk5RTwoLh3Wnn40pGkXWddkJmMSO7hTNvaDeOXcts4Rckk4gY1i2M7aevIxWL6NzOh3vGxqHWafH3c2zTR2jJqJ6IbEGOGaGJKzU5tDf4oXAy8WXhAXIbW2bBXKT2VFdouFlYwc3CCvbHp7Hm8em4qexbDUCLq+rxd3NqMyi+Z3wcrg5K3lwyBoHAZAlwpGIRQoEAtU5PYUUtl27mExsegJ+bijUH4sEE7X3d+ewOifQ7+WbPBVY/Np0QV2/O1aXy7MJB7D99kx1nbqDW6nlgfG9EIiFz37ytMvbdoct0a+/HC4sH80Tyd1Ro6unmGoK33Im8pgp+unIBe7GcR8dM4rnPzWIJOr2Bj7adZPHInqz8wSyTnl9ey+trj7P2iZk8/9Vhq/fl53PJ3DM2juHd2rP3fAqfPjyJZo0OO6mE3edTW1WKMxrN4iM9wv1bNdsd27sDJ+tuBzOechWjnLtzz5qfrI47eT2L52YPYVr/GHb8YsYI0CnEh6VjzKIGlXVNvH/POOYP7YZeb2D9kcsE+7vw9iOjyNGWIBRq0ck0vL50JMcuZXH8eiYNTVpcpPZcrc5hUaQIJ3uF1fN/i7uGx9qazP8DsoorGRAT8mcP479GiLcLxxMyqWloxqkVny0bNmz8e/yfLx05Ojpy7do1QkL+Pj9ANv77lFbXs+yDrSwY3o2fTrVePgNwKjGbp2cMJqOoEmcHhVWj/Z0YjCbUTS17HU6Vp1LSXEMn+yCemjWQF9cctHiRgHkFTSGT8PrGI7w4bzhqrZ6zSTm8sWQ0u8+3bEzW6g1M7d8JZwcFWp0BrV5P5zBvlk3syff7r1pKdbq292XxyB68tO4gYqGQuaO60C3am0pdPU4yJQ5CBSqlggAPZxJzixjRLdwqI/rqhkM8N3soRZV1HL2WjkAgYEiX9riplFzPLiantJrXFo3io22nLPK6gZ7OLJ/cj5/P3mBY13C6tvMnvbCCNzce5YVFQzGJ9Hzy0ESeW7XfMtkUi4TMHNKJHpH+/8an9s9AIIQu8lDufWs7Hs72PHX3GF5K30SD/rbXjUwo4YmQiXy94XZvlNFkYu3BS8wb1pU3N7bs4RIIQKmQsmLecL7ec96ycutoJ2PBmG7oXZo5drkYiVBEdnEVsRF+TB/REb1Uh95oxFFgx+4TqRy5ms70AZ0QCISsO3gRZwezbHNb1DdpyC6uIiGniJ49g7muyaYytIQXuw1EJhTjhD2L397a4rzL6QWoBTrKNfUMcI9kmHNnBAYhAqUJB6GCo+VJyOytA+Piqnqc7K091Mb06MCa/fGtBn5f7j5H1/a+dG3vx5J3fkRr0DN7UNfflPBee/Airy8azdd7z3P8l0BfKhYxsU8UMwZ35kRVEjMDetNB6Ye9zp7qWrWlr+pOXt94hNGxHfj6kak0qbVo9QZS88p4ds0+ahvVeDrbE+DhjAEjeWXVLB4fy5H6BB68ser2Z4qABQEDGNA9mKn9Y7icns/MiN58nnEQrUDPW0tG89oPR8grqwHMQidTB8QQHeRlC3L+IFV1TdQ2qvH+Gyir3SLE2xUwL3D1jQ7+k0djw8Zfl//zIMfUlnSPDRt3cLOgvE1vnTsRCODLPefYfzGN756c+ZvHSlrx49Ea9YgFQtblH2egVyTzhnVHKZcglgsorqnF3d6Br3deQCAQYPylJ0Wt03PiehYPTezLZz+fsepVmdY/BjeVkmdW76VRrcVdpWTZ2F4M6dqOPtFBNKjVOMgU5BbV8MzqvTQ0a1l5z3COaK+wIXW/5TqechVvPTKHOl0z+eSyqiKXpX7DiAzwpEmjZWRsBJV1jRiMRqYP6ESHAE8OXklj78EUJvSJoqK2gTX741kyuidOSjkIBJRW1/P+1pPEhvuz6fg1K8W3dXsvcffUWJ5J+4F77hqMp8DFrNgmF7Cr4iLbSs8xy7ffv/w8/gmIEHE8Pgu90UhRZR2frj/Pa3PmYpTrMAiNSIVihE0Svtx63srvCMDVWYFPsB3DYttx6GKGZbtYJOTxOf0pN9bw6Y4LjIwN5/FZAyhprsEg1nOyJokIYQ92njrDfeN742AvxS1UwqvZmyxyyGKBiAW9BhIRFEWQhwtFVXW4ONhRUFFr/g60gUBgvv8Ph68yqEsIoQ6e7Cy4xLHyJPq4h+OWbjYhDPF2ZVD3YCRSEddTSziXnAsCE8+3n0pqQjUvfXcUtVaPTCJibO8OrOg5AxNGBAKsepDu/AvgplIyuV9H5t/hRfNrLqTmUdug5vOHJ1PaUIernVl2+2pG6z0t7ip7iiprmd6/E/eN602TRodIYDYL/WTbaSb27oi/3sCRc+l4uTgypEs73ByVVNRZZ89MJtgTn0LPyAAkIiEGo4n4tHx8XB2ZPrATg3uEkNZYwKGqBBwlCgZIO7A53zpbZsLE2rzjvBY2h6e/2MNri0YR5K0it7GcqjINX287zdLRPfFzd0JvMCAWidgTn8zTq/bwzSPT2nxPbLRNZrH5mfs7yEffwl2lxNFOxvWsYluQY8PGf4CtCNjG/xfqm9Q0a/VIxCKcW0m/35K+PZecy+Au7dhyohV5JaBfxxA+3n4KuVSMQi6hva8b6YUVLY4L8nSmxFiFXCRhZmBvYpwC0Rh1+CicOVOeRnxlJjW6Rm4UFtE+0omfSs9R1FxFsN6TudPiOHOuAAeFDIlYhE5vYMeZJIZ0ac/794wnv7wWvcFAz4gArmcV89BnOyz3La9tZOX3R7hnbByFlbXUNqrR6QzcMy6O+mYNg7u24zoZnKiwzgqVqmtZfmUdr3eayZlyc89bQnUOXy+6j8T0EhKzSyiurEMuFdM9zI+CihoGdA0mqIMDUU6++Ls58dDnO1j5/WGr64pFQgZ3bsfyz3dabS8sr+NaTTbTvHrTVGHis5PnqGtS0zXch5FxXVlVdBCtqG0BhX8SWr3eKniJDPWkSaDmp7yzZDeW4WvnwiT3XnQK9+FahnUdfadwL55P/YFpPfrw0YCxZORXYieX4u1pz7bycygrZUQHeyF3ECGw1yOTgbPEiRnyfuw9dZMX5g0jIsCdRnETiy9+iemOkEFvMrA67whvdZyLl9geLxcHBMDrG48iEglxUspbzVjERQZx5ZfnbX98Gk0RFazoOJWvMw6jEEppbNLy8t1DqbOr52DVVTRGHT0GtGf2mPG4ih34+XwaO0/f/v5qdAZ+OpFEXaOGuSO6WAU4Lg52Fs8bH1dHXpg7lIraxt8UtRAIBAzrFoZcLiG9OQ+FvT/D+7Rn59kbLcoxASb17cjrPxxh2dheeDjZU1XXREOzhks3CziXksvxhCwGdQqlSztfErKKcVcpmTu0Kx9uO2W5hkQsolt7X9xV9vi7qZBKxEjFIjoGeSEWCwkLceXjrD1crDH76MwN6sfG3NbLAQEOVl+lf+dgXt1wmFfuGs7dQcPYfTqVWYM6IxAK+HzXWarrm+ge5s+I7hHcLKho9bXZ+NdkFlciFgnxcPr7SEEKBAICPV1IyrH15diw8Z9gC3Js/J/SqNaSWVTJhiOXadboEAkFjO8dRUyoN672SktJlp+bEwCnk7L56L6JnErMbpHZ6RkRQLPGnC159f6hbK08wyNz+7Liq8OU1dzu4XFTKXliQX/eL9jB651msSXvHGuzTlj293EP57XOM3EQy7ELNbAifbNlX2VVA5eqMnm8+3iSUopZPLIHX+42Gw8euZrOkavpeLs68NjkAQhEAqq0Dcwd2YXDFzKsXNg3HLnC23eP4flv9zOkSzsyiyt5asZgXDxkvFqwqdX3qkbXSKPeXMNfpW1gomdPLiTnEejugr1CSmVdE+393KiobUQmEfP0F/sYFxdJZHcB51NzeXbWED7becYysXVXKXl06gC+P3KlRVmfg50MT5Ezu0+lc/jS7QxDdkkV+y/c5K2HRtoERH5BKBTQ3seN+NQ8uob5EtndiWdSN1j2V2obuF6Tx90hQxncrR1HL99+PzGBXCRlXcExRAIh3gontM16ytLM3+2FgYOIHRTKmxnbee+COViXCsXMD+pPz44BPPflAR6d0Y8Mp1yrAOdONhWc5oWoKWgbTXRp58uE3lGs2R/PS/OH88LaAzQ03+65CvZyYfagLjy1ag8AzWo9WqOez9MPMiOwNyaTCSdPe77MO8jlstuZv6yGMg5KE/giahm7z6a0Oo7Dl9OZ1q+T5f8CATwzazBatMwZ0ZlR3TrwyGc/M7FPNJ1CfKz64O6kg78Hy7/YiUarp29MEP0nqFA4iHl98ShWbjhsKQGVSUQ8MKEPcomIx6YN5GpGIe9tPYlaq8fRTsa0AZ3o2zGYd7Yc51hCJlP7x9DOz5Xqpib6RQdTVd/E5uPXmNA7mrjIQM4n59Ko1pJdUo1MKsbPzZGKukauZRbhEym3BDgADhI5VdqWfYO3qNI14G3vR3FVHQqphK93XGBSn47sPJfEjrO3e4RySqvZE5/Ch/dOsPIVs/Hvk1lUgbeLA6I2fKz+qgR7OdtMQW3Y+A+xBTk2/s8wmUxczyqitlFNXGQgWUWVeLk4IhIKOXAxjbiuAZTpa5AJJXQL80MsEqI3GHl5/UGemz2U5LxSTidlI5eKmdSnI1q9ng9/Osmby0fydNp6mgxazirSeHjJSPR1AkrKGwj39sDbRYXUEZbJh7Ix9wwXK61dzG9lSpaHjWZdwfFWx/5N3iEeC5lCSloFry0axY4zSRRV1hHm58bSMb3QSrTsqrjARUUmKkc7li7sSn2xkQ83ncZkgoZmDQKpkXsWd8FL4cw3my4hl0p4cE4vmnPbzpAUNlUR4ehDal0Rw107c72qlIc/32FZHd93MRUPJ3tzADVnGDUNzWi0BoI9XDh7I4dVj00nu6QKoUCAl4sDL68/xM2Clk3ykQEeOOrtrQKcWzSqtfywN4Fn5w7+Nz/pvzdChAzsFMqWkwlMHRbNe3k/tXrcuoLjvDZgriXIEQoEeDuqGK3owoacUxhMRgqaqqzOGeIdzf2XV1Gru92MrjXqWZV1lIeCRxPi40qzVkd+Y8ts5S0Km6sxGI088tluCipqWDAslgcm9KGitoHVj00nNa+Ugopagrxc0Gj1PP/tPotUco8YP76qTaBCU89U/15szTvPQ+GjuFyT1eI+VdoGSupq28zCmExQ36zB392JIE9npvTriL+HEz/XXKDQv5zMCjfKaxvZfjqJ5+cM5YlvdlvJRAP0iw6mrklNs0YHmPuaNCYt2wrPgsjE24+MQqgWo9boMRiM7Dx3A1dHey7ezGP76STLdeqaNKzeF8+cIV0Z3i2M+NQ8ymoaiA71pFxbh5NCwdSBHZkQF8XRa5k88sVtiendF1II8Xbl2VmDuWt4LIl5RRypsfahymooI1rlT14bn0uUMoDMvMpfXgP0iwlBKhVZBTi3aNbo+GbveV6eP7zVa9n4bTIKK/5W/Ti3CPZ2oeFcMnll1QR5tW2ka8OGjbb5Pw9ybKvB/1zKaxsRCoV8vP20VZZDIZOw8q6R1DQ28VDit7jLHHnKawor5g9n5feHKa9tZPkXO+kU4sOUvh3p2t6XCyl5fLjtFE/MGogIIS+ETKdYV8W2svO8lL6JDo6+PBo1nvW7ryIWiVg0IpYgR48WAc4tzpSnsSx0qJXXx53U6pqR2glYf/gyro52jOsVyf0T42iWNSOwM/BQ/GoaDbdXyK9WZzPKowsLx3Znza5fJkRiE6eqk+lIAO5O9hy9mkFuUQQqicJqUnsnIUoP6rRNzHYdiEEL72453sJjpU9UEGU1DazZf5G0gjLcHJXMH9aN+cNjEQoEfLTtFAUVtTw8qR8uDi1LA8VCIVP6xVhJ6P6aczdy0Wltvh1gltxOKyjjlQUjkCpNbX52WqMek9xAhwAPgr1cGNsrkmOXMxk9qBPxlencrC+xOn5J4BBSagrbvN7m4jMsGDyc4xeyiRjmy8Wq1r/L7R28OBqfRX55DQ52Mo5eS2f7mUTcVErut1fi7+HElpMJ7LmQgq+bigAPZ+pzSwjzd8fkqKO8zJxVMmLiYlUmldp6nKVKejuH01vVASFCmlFTrq1FJv3tPxnOSgWT+3aksLKW59cewMvZnlfuHs5b1dspqW+gaztfNHoDZ5Nz+PbxGWw7ncjRaxk4KeXMHNQFTyd7bhZW8MG949l87BpjR7bjocTVGEzm7+LekmuIBEKWBgwjOb6Wk9ezqG1Q06Wdb6vj+enkdT66bwJjenbg+6NXeXXDYezkUkbHhTOpfxTqJgOf/XymxXlZxZXsi09l9pAudIrwYv9N62DsWOkN3u06lyMliWh+9RuiFMvo5RDO9yk/4+XsgIO9FBEOnE/ObfN9u3SzgGZt679FNtrGZDKRWVzF0K7t/uyh/NcJ9jQHNkk5JbYgx4aNP4hNeMDGv6Re10yVtoEKdT0OEgUuMiVusn+9ctas0fL1nvNWAY55u45XNxzik4cmopIoCFS6cSYpl7yiWj57cDJV9Wa1nDBfN5qlal7O2szT4VN4755x7DqfzBsb0tEbjbTzcWXZxDEctbvKCNcuHDyTwcQ+HUnLL2P3hRTiogN5MnQiH+fsQW3QtRhfk/G3e07cnZQ8NW8A9goZCichHxXtYmnIUD5K22sV4NxiX9lV3o1cgOcpe56bM5TaKg0uad4Y3eTMGRzO0asZ7D6RytShvVmdd6TF+X52LtgZFEQLgvlm+0XG9OzQoswsKtCTDgGePPnNHsu28tpG3tt6kuHdwpjQO4pHpvTnqVV7+OznM7w0bzidQ33ZdT6ZmoZmurT34a7R3bFXShEKzXXsc0d3xt/XEb3JgFAvYs/JNE5cy6KN6qh/HCaTic5hPry67jBPLe3/m8c6KRUM7xpGelEFj37xM2qdnp/Pp/Dy0pEQouNw6XUcJHaM9OyMRC3hUN21Nq9Vqq7FyUvB+ZQ8Fk2ZxBbh2RYTagECFgUP4vUDJ1l57zBQGinV1OArd6Gp2si3By9y//jevDBnGEWVtZxPyUMpk7J8Sj9QGFh+Yw0AHRx9yW8yZyWSawp5I2wePx5K5PkrR9DpDXQO9WHxqJ5oGoxEBnqSnFvaYrwh3q6k5Jfx0fbbvS4ZzRo0TUaeCZ5MVbUaZ4WSMF83Lqbls+10Il3b+TKpTzSp+WV4Ojnw0Oc7AHPJ6SePjefJ5O8sAc4tDCYj3+Qd5s0B8zlyKZPKukYc7zDhvBOZVIxMKuGBz3ZYskYNzRq2HL3OtZtFPD5tYJvv/96LqUzu15Ej8TcZEhPN1epsyz6tUc+azOO81nkWqzOOklJnFkXo5BTEAu9BfLzhLEKBgAdnxPFu9g4ejxiH0WTCTaVk7qjOBPqr0JkMiAwi9p9K5/Dl9DbHYaNtymsbaWjW4OOq+tcH/8Wwk0vxdnHgRm4pY3tF/tnDsWHjL8kfDnKOHz/OwIED/+Vx+/btw9e39VU2G//7VKjreD9lD4dLb8s6+9u58l7XeQTZe/zmuXqDsU1FJBMgFop4LmQaIqEQo1LIiC5yNh69yrXMQqQSMSuWDOFEVRKBCneqDfW8uemkleN4RlElz36xn08fnYi+2YhKqbASAdhw5AoxIV6smD6TZ1I2tOhpUCDFQSynXt+yOdtb4YSLxIGugQpEQiF6gYGOjgE4SZVcqspCLpIw3KMzYXIfGo1qDlclkF5fwvWGXN5dNo6fz9+gZ3gAfTqEIBELqW1U8+SMgby75QT9ugYxx68/W4vOoTGag68uzkE8HjYemsScS8+nur4JtbZlYDa1fwyft+F/cvDyTcbHReHqaMcn909k38VU1h28SI8If964exRNqDlVc4PHM77lSeEEBncKpWO0O5/k7yHrpnnSKhdJmNG7L0NjRyAVtlSn+yeix8jFpjRmDIshN78Gb4UTxc01LY5zEMtBLeKjHdbeTQ3NGh77aA8f3j8ed5kjI9268tKXh3FUyBg81q/N+7rLHNGo9axcOJLach1vd5zPO+k7LCVvrlJ7noycgMpkz/J5vUlsyCFM4IdU6IFUICTHLp97p8fiqXDglfUHuZp5uwfm24MXuWdST0Z4dGF36SUWhQ7ivZTdAAxyjmbv6ZsY9eYslg64llnEI1/s5MN7J/DQxL689sMRq2fR28WBx6b2Z8V3B4kN92dK346IREKUv0zUiirqaGzWIBIKWfjuZkt2ctvpRPzcVLyxZDSr98VbrldR20iNprHV91kiEDHBuwducnveWToWJ3sFDkoJ2884WY0JYHxcFF/tPteiLA7gZkEFVfVNuKuUlLfiU6TW6pDJRHSIcqWdmztBSndy7vBHuladg8ao57nwKSAEo9HEzewK1v10lWAfFx6c1ZutFae5UJXBK0lbeSJqCpFRbnyav5f0m+aGcplQzNSevXmt+wikYtvz9nvJKDIH5n8nZbU7CfBwJslmCmrDxh/mDwc5I0eOxNfXl4ULF7JgwQL8/Vv31ejbt+8fHpyNPxeNQcfarBNWAQ5AflMlD1z6ljU978FD0fYKmkZnnliE+rgyqU9HPJzsaVRruJFTwoBOoXyz+wKNGi1Gk4n7x8fxwtqD5JfXoFLKeXxaXwqLG8i5pEMqlaLvK2TFwmGcS81m96k0KuoaGdSpHTEh3hjUJuzlcotAwJ2k5ZdjqBLySYe7qWtWI5UJuVh/k3xNJddTS3kkeByvZfxktVrsb+fKW+HzOXI+k4tp+TjYyRjeLYxx7j1o1mnopArkLs8h7DiWzKqbCajs5Yzr34vp7URU00Bdkxo7qZTnv92PWmdeeY8K9OSxaQPZ+uJ8rmQUEmMMZXT3LjSbNDQ36blyo5ilr22nSaNjQu8o5gztahFjuBOlXNbqhOwWhRU1JGaXMCEuigkjI/Aul1Ctr+ORdOu+j08y9/J5t7t5+eJmanS3r6c26FiXf4zno6Ygtk26ANAZDVTpG4h0C0KgF/Kc3xQevbbOqtRRJBDyQuRUvt9zrc3rbDmWQP8xPhTV11gUAecIOmEvllt57txiundvAqQuPLVqLyXV9QR5OjNz1BA8/OxwUSkwqmHX4VTkvRQIZCauH6vli6QETCZzcDKke3t6jJBw5OpNqwDnFl9uv8CaZ6cxMag7e4quYCeS8Unk3Ry/mENybilujkpeXziKuiY1KnsFOr0RsVhIs1rH0jFmJbO8smr83J0oq67n1Q2H6d8xhGBvF1b+cIQV84ZhJ5Pw1e7zlNY0EB3oxZAu7Zg1sDM/HLv9PhVU1LLh8BUGdgrG28OelKwyrmUW06RpGeRLBCJeDZ/F/sOZzL+yGaPJhFAgYGDnED64fxwPf7KTwsrbgiWx4f78cPRKm5/JhZQ8Ivw9KK/NbrGvR3gAe8uv8F3BcfwKXXij82xOlqawr/gqRpOJfs6R9LKP4PGP9hIT7M2iMbHUOtbQe5QXOepSns74zrKIkVRbgCJKyKOXt1ChuZ3Z1hj1fF9wkscjxiER27ypfi+ZRZXIJCLcVMo/eyj/JwR7ufDTqetodXqkElsLtQ0bv5c//NQUFRWxYcMG1q5dy4oVKxgyZAiLFy9m4sSJSKXS/+YYbfxJVGoa2FlwsdV9ZepaCpqr2gxy9AYDCqmYu0f3xMPJnu8OXSa/vAZnBwXzh3bHQSFjePcwLqcXIBGLAQEDO4Wy4chlXp4/go+2nyK75HaT9vFrmQzp1o7+g/14qEMPAmUebDl8nQ1HLtMzIgCVXUtfELlEzOuLR7PjbBKnErMwmczN4AO7hPLguDEsefdHOrXz5t1Rd3G6NplCbSWR9n6McO7KfR9to7T6tnrS/otpLBwZy5h+YSzyGMbyD3YhEICPq4r6Jg0fbjpD/07BPDFzACeuZLPukHWj8o3cUp5dvZc3l4wm1NuVbw/E0z8mlA2HL5NTWm117NaT11k8sgexEX4M6hzKsWu3ezHEotYVhIQCAUtG9yTM34OS6gYuphcQF+NPvb6JbcUXrI61E0lZFDqY9IYiqwDnTr7JPEyXrjZ/BgCpSMxIp24senMLGp2Bnh38eXfCXVxtziCloZBgOw/6OUVhaDDhIJcxuW9HiivruJiWT+/oIIZ3C0MiEiESCRHL9ZQ01OLrpqKwopYvtlzg5fkzeTd7hyVrIRIImeHfmwipPx/tuN3PllNazZtrjwNmdbznZg9lx9kbTBkSzYebznDpZoFlzAajiYPxNxEhwNPJocVrcrST8ejUAZSXNXHpbD7uLm68FNGDez/8ibqm26WYe+JTeHhSX+JT89l7MRWAHuH+zBvWDa1ez8nrmfi5OaHRG9AZDMRGBHDwUhqrHp1KYnYJT3yz25K1OXsjhx+OXuGzByeTXlTBxbTb4z1yJZ2JwyLYJThLbHgoC2XdqK1T46twobD59u/ANJ/e7DmYwbGrt58Jo8nE0auZ6PRG3r9vPI9/uYv88lr83Z3wdXXETi6lvqlleSmAk70CsahlMC8Ri5g3tgsv5fwAQEFTFfPOfspn3RfR0yGMhPQSLp4qwM6/lEenDCApu4QTV7PoEdmOJkkz7YTuhKo8WJN5jCaDFjeZAzlNZVYBzp18m32cuG5hre6z0TYZhRX4uKoQ/k17f4O8nNEZjKQXVhAV5PVnD8eGjb8cfzjIcXFx4aGHHuKhhx7i2rVrrFmzhvvvv597772XOXPmsHjxYjp16vSvL2TjfxaNUdeiB+BOipqr6ErLiXCj2uxR4eumwtlewWs/3O4/qa5vxk2l5Kvd5zmXcrsR94ejV5jWP4aX5g7nSkahVYBziyOXMxjSM4T3yrYz3ac39RoNpdUN1DVpMBhaNpDMGdKVrScTOHtHw6/RZOLolQwMeiPj46JYf/gyZxNz6RUZgLuLL9EdzRmmOwOcW3y7/yL9Ogexfu8V7hvfmyAvF2oampFJxMgkYjYcvkxTo541+1sPDEuq6ymraWD3+WT6Rgfj7+7UIsC5xcZjVxkcG8rgYQGEB7ux43gyFXWNlNc00LW9L1fSrcsAn5g+kCvphXy957xl29d7zjN3eBcWhg3m2/yjgLkcbWWnmWTVl5LfYG1ceSel6loMtCzx+SciFYo4ejETmUTM9AGd6RTiTWOVgQhhCEN9OyMXS9hw6ApDu4Uhl0nIKaki2MuVByf25UpGAW9uPEqDWouXswOLxnYHdxNLx/TkpXUHyS6pRl8l5KWQmTSbNKiNOlwkSuylcoQGUYvP+Rb1TRr0egMqpQKBQWQV4NzJgYs3+fzhyaw9eDvoFouErFw4io+2nyKzyPwdWDyyB+9tOWEV4Nzikx1n+PC+CZYgJz4tn7omDc/MGszcId15d+txJvftyIBOIRSW1xHm545AIODtVkQzGtRa3tpyjEem9ONi2lbLdr3RSINWQ0JNLgk1ubjKHPiq+928op3Bx+l7uVlfTLNBSzf7dqy/trvV13oqMZtZg7rw7Owh2MmklFbXs3p/PKN7dGDz8WutntO1nS9ujkqc7OVsPXWdhmYtPSL8mTGyI9+VH6VW12R1/FcZh5mjGsQHP5zm8WkDSMkr45t9dywi7ICZQzrhFAnxdTdZ2WkmzyZsJMY5kNTa1iWzASo19ehMtuft95JeWPG3LVUD8Hd3QiQUkpRTYgtybNj4A/xX8p+dO3fm6aefxsXFhTfffJM1a9bw+eefExcXx5dffklUVNR/4zY2/j8jF0mwE0ktDuu/xlfuwp7zyTg5KPDzNxsRohGSW1JDQXkt7ioleqMRmURkKV3rEOBBRW2DVYBzix9PXmf8U1F8vqttk73j8TnEdg1lXf5tud60/HIWjYxlT7y1f0dMiDer98e3ep2TiVl8eO8E1h++jN5o5HRSDgAz+nXh8NW2m4AvJOWzeGRPqhuaaVRrSS+swEkpJyLAk8WjetCs0VFV39Tm+Tml1cilEvw9nMgqbjvIaNLo0OtNfJi9mwAHNxbd1RUHsYIibRV3T47lhS9qLI7tAR5OCARw6MrNFtfZcPAqH0SMw1GioE7XzCS/HmzLj8dBIqeTfRAuUntmBMYRYu+J3mTEZDLxc+El0uuKEfL3XB39vRiMJsprGnh90Wi+O3yZDUcuYzKZv8tLRvUk0NOJPtHB3PfxTxZ55fMpefx06jorF47C08WBhqJKSqrreX39MZ6cMZDQYBfuGRuHg52MLScSuJCaB5i9ZUwmswfMqsem42SvoKahdfW1+mYNcqmY2oaWpW63MJpMSH5VdjikS3sOX7lpCXDA/FraelaMJhNZxZX4uakoqKgFIDW/DJMJdp5N5PVFo0nNK8Xf3Qk3RyU1DWqyS6pa7YMBSM4txUEpp3u4H5d+yeYEe7lQqr8d8Mc5hVFR3URCSgnd9B1ZGDacCmE1Ip2oReB0J41qLc+t2ceGZ2ZjJ5NQ26hmZGwECZmFpOZbS6k/OLEPJuC5b/fx6NT+DO8WRnVDM3niEl7K+qHVXr3shjJk7mJ83VSolAr2XGjpGbTpSALvdxjLj41n2ZZ/gUl+PShursFP7oqTRMm0wF6EOXijNxkBE3sKr5JYk4uIv5fPy/81BqOR7JIqOob8fSf/ErEIf3dVq0IfNmzY+Nf8R0GOTqdj586drFmzhkOHDtG9e3c+/fRTZs2aRVVVFU899RTTpk0jOTn5X1/Mxv8cbjJHZgf1ZVXm0Rb7ApXuZGfXUdusplhVyqbUbCbY9+blb45YPDjAXBO/cuEonl61h+ggbx6fNoAX1x1o854VtY3oDG2vaOr1RhQCIVqjHq1YR88OAag1euxkUoI8na0yI78lyWoygc5goL2vG3q9EV93FR0CPJBJROgNbUsna3R6VPYK3v3xBKn5ZZbtIqGAZ2cNoXOoD/ZyqcWw8NeEeLkwpHM7HvnyZ5aO6dXmfWQSEQ0NGlYEz+Lzor28nbXDss9H4cwz94yjvszA5Zv5DO7SjlW7W5+gAuw+lcLgXtHsKLpIN9cQNuWepb2jN3cFDGKF4zS+uHmQL9IPAWb523nB/Znp3wepwVZ2CmYz0Cn9Ynj48x0Wo1WA4ipzpuDNxaM4eyObMT07EJ+abykv0+oNvL/1BA9M7MOa/Rcpq66nQa3ly13neP+e8XRr74tQKOSdLcct17w1gdfoDHy64zT3j+/N7vMpZBRVWD1XYG62rqxtwsHutz8npUJi8aACGBATwsvrD1od04b1jQWd3oDoV6WSBdXVuMeZuNCUSmx4O7YfTWTDkSu093VnzuAuv3m9wqZKxo4LRSEXc/p6Dksmdmd1ufl3YbJXL1zK3FjytbUfUZ+oIB6aFPCb13VXKdHqDew4k4SnswMjuofh5+7EXcNjUev0XEkvQCmX0TMigIZmDWn5Zcwf3p0LqXmE+3ng5+5Ekaaq1QAHwNfOBaVMxvJJ/Vh/5HKb4/j5ZArD+sbwU+EF3u/WEzeRIzKhhFc7zeDrjEN8k2HObtuJpMwK6ssUv57IjLbn7fdQWFGLRqfH92+orHYnQV4uXLeJD9iw8Yf4w0tHDz74IN7e3txzzz2EhYVx9epVzp07x5IlS1Aqlfj7+/Pmm2+Smpr63xyvjf+PSIQipgT0YnZQHySC26vBnZwCeNR/PJeuF6L3auTr3ENMde/Di18dajERu5iWz/mUPO4aEcuMgZ1Iyimhvrn1+niA9MJyBsaEtrm/T7cAEmrMWSAXBwVBAyR0HqXCxVvKW3ePYUq/GGQS81hVypZ9OgBSsYjlM/vg5i9j2FQ/5i+MYsmUbhgxklFUSc+ItidSAzqGsuXENasAB8yr/a9vPIJUKmLaoJhWz3W0k+HqqOSdH49TUF6Li4Mdy8b2YmKf6BZjHdWjA6dvZLPjcArPtJvMcI8YJnn3pJNTEEXN1VxqvkmaQyb1kaUonUTUNra9ml9d38wMr76sDJuNSmSHCRP2YrPk7suJWy3ytwCNeg1fph+iTt92Nuqfhlan42pmIXVNGvp3DGHlwpFsWDGDZx/sy9ApvtzUFTEoLgSJRMSS0T15fs5Q5BIx7XxceWRKfxwUMqYPiOHFecN5fs5QhAIBlXVNvP/TyTYD6rF9Ipg7oRPNPrV0HOHASw8O5PE5/SwKXIM6hZKQVYTBaEQqFxLh37rSYe+oQCRSIWsem8GsgZ0RCEAiEloyq7coqqylva9bm+9BmJ87Bb9SLpMphWzJO8+HGXtYcukLunb3JMjTmfTC8l9K1lq/lp+bikpjHW9kbGPu2M68df8oTukSyWusQCYUE6eM4MvtF1qcd+ZGDtUNTXRt37paZ0ywtyVrlZBZRPcwP0IDXPnxxDWeXr2XT3eeoaq+mZLqOk4lZpFWUE6PiADe3HSEUB833FVKFr27mf5OkfR1jyBK5YfgV9nMqR69efHrQ3i5OPzmM1fV0EQHpR8mTNgJ5DRVGjEBK5N+IrEm33Jck0HL6syjVGjrW6g/2vhtbol3+Lr9zYMcT2dyS6t/8++mDRs2WucPZ3KSk5P55JNPmDJlSptCAz4+Phw7duwPD87Gn4+rzJ572g9jWkAc9bpmpEIJCSnFnL9cwF0TunLP1a/xUThTVNyAuo3MyZ4LyWx4ejazX/+eYd3C6B7mx/6Laa0e6+KopHt4AMcSMluU6UQGeSB2NlJSUYOjREGlroGfis09KN8XnOTekOHMHtaJ0QPaU6mpxyjRERPizfWs26tgAgG8umwYOxrP8unFHZbtIoGQxyLGc+J8BnOHdCUhs8iijHaLPtFBONrL2HW29cykwWii0aimT7cASqoa2B+falmZ93Cy5/k5Q2jWaKlpUPPJAxM5nZTN9axiXB3teGbmYFLzy1l78CKT+kQxZ0hX0grKuaIr4FJCEXMjB3M6MRtHXLk/ZhRKBzEPXFpNta6J8e496NLO11JK9Gu6hflxISmf97ee5N1HRiEWiBALhGQ2FVPZRiP0lxmH+KTLolb3/dMwGiEpu4QP75vA1fQC3LzlPJWynlL17ffbSaLkpT4zeOubk7g72fPKXSNQKRXUN6ktvk9OSgV2MglvLhmDRqcnJa+M+iYN/ToGU1Bea+lDmzwwCu8YCY+kfmu5/iZO09UphNfuHUF6ViUB7s689N0BjCYTAjE8PDeOD9efJa3gdklW1/a+PDK1P5sPXyentJqOQV5sfHYuIqGADgGepOTdLoH58eR1Hpncj6dX720ReI3rFcmlmwWWUjwwl0jWihosfSTNBi3vZO3g7nGjefmbI1zNKGTmoC5sPHrV6lpCgYB7pvbku7LDGExGEtU5pGoLOV5hfqZiXdtx8mJOm5/F+z+eYMX8Ebyx6QiJ2bfNVTsEePL49IGWniIfV0cEUiPVuiZ+PpeMWCSkoraRDn3MRq374lOpbmhGJBLy2YOT+Xb/RZ6cMYjVj02nuKAO13QfOro68nj0RDaXneZIeSKLQwbTXunNgxMdkEvFdGnnS24bPXXd2vuhNumQCETUVmsoL6rB00Fm9Z25k68zDtOlu03o4/eQUViBg0LWpkfS34XgX4xAk3NK6Nkh8E8ejQ0bfy3+cJBz5EhLM8MWFxeLGTBgwB+9hY3/EeQiKb525h/ayrpGNE0mNDoD+dXVNOjV+Nu5Ul7dtqyxWqunvkmDVm/g8JWbvH/PBE5cz6L5VxKxXs4OdGnnS1J2Ma8tHMmJ61mcvJ6FXCpmRO/2tAtz5tX0LYgEQh6NGMPmXGun8i+yDtKlezDP39xIuaYOB7GcV6bP5qtN8STlmCd0vSIDqLarQd2gQymSWUw9DSYj72bu5L1+C/lmywU+vG8CP59L5kJqLo52cmYN7ozcx0SDVt0i+AGzktszs4eQnlXFzjM36B8TwsyBnWnSaHF2UKDRGCiuqiPA3Znn5wzlgU+2WZU+nbiexbIxvfjx+fkgMHH/J9bqbp/9fIa3lozh4OWbLD+yi28encZX3ZbRZNRibIJJfaI5dOVmi0DTyV7B8NgwztzIQSgUcOxCNqM7dqVCV0tyXetN7QBFzdWYhLaVZQCTwMT0AZ1Y+cNhxg/owGf5e1tMVmt0jbyTvZ2FE4bz6uqjTOgdhbODHa9+f9hqxT/Ux5VnZg5GrTXx1IxBSMRCwv3c6RLqS6iPKzvO3KB/zyAeT13bYhxXarLo7R7G9AHdyCuroU9kEPkVtVSWqamVNzJuagj3inpS36jBQ+UAOgEL3txkkWKOT81j47GrfP3INJaM6sETX+/G+EsUXlhRy9ZT1/n0gUlsPXX9l+Bbyfzh3RAi4OnVt81nQ7xdeWx+H1Zm/2g1vjJNHU4u5gnn21uO887dY+kc6s3aA5coq2kgPMCd6cM7srsmnqwG8/OY11RBhNKX45iDHDuRjNr6tlesiyrryCyuYHDn9tw9uhdGoxEHOzmFFbV8tfscQ7q2Z+XCkfi6OvJ5wX6W+49j5cKRNGl0eLs4UlZTz/Pf7rcEckk5Jfx06jpvLxmLTm/k6dV7rJ470c8C3lk6lqlRfdh4+BqfXtiEv7sTH947nglxURy4lNbid0yllDO6VwRH6xIY5dWVYxeyKSmvI9bHtc3XVa6pwyCwCQ/8HjKKKvB1c0TwN1VWu4WniwMKmYSknFJbkGPDxu/kDwc5b7zxBp6enixaZL3au2bNGsrLy3nqqaf+48HZ+P9Hva6ZZr0WkVCIq6yl5GxtYzNqrR6pSISrgx1vbz5Gr26+CBFQ1FzFDH+XNq/t5eyAWmeeCGh0Bj77+Qxv3z2GjceucS45B7FIxMjYcEbFRpBdXElkoCef7zrL4hE96BzqQ6CvEwnNWfxcEc9Evx7Eubdnc+5Zq7KPWxwsTaCDoy/l5XXU69W8mP4DCyYM4m5JLDIkOCuUHEm8SZQ6gllhAygVVvF5zn50JgNGTFxrNPtlLP98J+ufnsWsUR0p19aRqilgTfoxnms/hRBvV4togEgowGA08dTMQWw7lUhClllB6VJ6AZ7O9ry6YCTPfLPPSi2uf0wIz8wawnNr9qE33l41/3rveUbGRvD2lqMt1N0MRhPPrtnHt0/M4ODlm7y95TjPzx7CvW/vRCYW8emDk3h36TjWHbzIxZsFCAUC+nQMZOaoGJ5P/54wFx/eemAUz39xgGeiBmFwV6Oj7Z4lZ+nf03fijyCViCmsrCWvrIZ2QS58ebP14LCouRqXQDkCAWw7lUhcZGCLkqbMokrWHLjI41P7s2b/Ratae5FQwAf3jud8w402x7Il/xyKCgdcpPYsHNudAn0FcomIH/ZmMH1UR87UplCmr2GeeBBL39vWovm/SaPjlQ2HWDi8O+/fM541++O5nl2MvVxKoI8TWjs1bj1NLOgXTZNRQ4SfM+nV5Wx8dq5ZTMTZjhuaPF7J3tJqFlBj1CEUCDCaTHx/9ApPzxrMQ1P6YtAbkciE1AgbSGzIsxwfJvPFXe3CYyHj2Vd5hQZ9M32iwzl6LQMwZ16FAoEli9QtzA+jET7afop3lo5l3cFL3MgtsWRMz9zIITrIk5WLRjJL1J/Hv9ht1ac3qFMoKxeO4vk7nr36Jg25pVV8d/hSq8/d06v28t1TszhwwSzskV9ew4vrDrJi/jDeWTqW7w5eIj4tH6FAQFxUILNGx/By1mb6uIUxyasHC776kVmDOuOlaPm7egsHsdwm9PE7SS+soJ1P2yWWfxeEAgFBns4k2vpybNj43fzhIOerr77ihx9+aLE9KiqKmTNn2oKcvwhqg47shjK+uHmQxJo8XGX2zA8ZQB/3CFxl9jSptaQXVfDTyesYjEb6dQxhx+kkAOITC+ntH87pylT0droWjf+3uHdcnJXEc3JuKc+u2cf4XpFMiItCLBYiE4t4b+sJ7h0bx3eHLrN4ZE/qmtQ8u2YfAoFZwMDbzZu4XmE8c219q+aJADXaRjo4+nKy3Kx6VK9X82nOPiZ69cC93JMvtt2WWGY/9Ojgx4vjpvNC2kYAqvUN2NvJUOv0NGl1PJyxmiFe0ZaV+wOVV3lxwWgKS2txcVRS09CMnUyCSilvoaq2bEwcL284ROEdZWRKuRS9wUhpdT2T+kbz48nrln0mk1kx63xKHq2h1RvILasm0MOJyzcLLBmyoX2i0WNEpZQzc3Bn7p3WiyptPVcasng2YwONeg2ZjaWUOdeyaHx3VnxzmL2vL6JCUIdcJEFtaGm6OD2gN1KhpNVx/NPQ6Qwcumye4GpNbQeGAE0GDWKRCK3e0Ga/zbnkHDS6Pi2aiQ1GE7vOJSOJbTsrWqttQuEsYfWeC8ybF83L6VuY5zcAkVDII2/voWeHAAK8fMnX1bWpbnazoBx7Ozm7ziYxb3oMGGPQmHQcrk7g8eSjGO/oDQkSeiHTy0lvLMdoNBHo5MBn8fssJpd3IhaIUJhkGE0mooO8mDmoCwve2mjV/+Pj6siLd0/nufTvkQrFeOPKY1/sJcjTmSE9OqKQS+geGUCfyCAm9InG/pfnRSIWsuNsErMHd6WqvonHpw4gu7iSpJySFuNIyimlrlHLym+OUVx1OxDzcLLHYDRRUlXHqB4R7Dp/u+zU3cme860oPoL5ucsprWL+iK58d8BsLBrq44LGqMVJKWfxmB4snNyVRr2aqw1ZPJ/5PQ16Nal1hTT6ahnavR2dQ3zwcbBDKZbRqG+ZqZoa0AupwGb2+O+i1uopKK9lQEzInz2U/y+EeLtw9kYuJpPpb5+5smHjv8kf/lUtKSnB29u7xXZ3d3eKi20rDn8VbtTkc//F1ZaJTWOThpVJ2xjt3YVHOowhPa8Src5AVJAXV9MLuVlQwdKxvXA8LmfnyWTeenAkJZoavs4/wIuLZ/DD7gROJ+ZgNJlwcbDjnnFxZJdUIxAI8Hd3Iv+X5uX6Jg0nE7MwGI3MGdKNstp6pg2IwddNxageETz8+Q6emTUEME/+41PzCfBwYkTv9rzeaSaNBi1igZADxQkcLkm0vJ4uylBClB5IBCJLv4BUKKavfRTLv2rprxGfUkDncB86qgJIrM0jys6fc8XXUCnl2MulTPDsQbOgmV5u7RnsFIOuUkh5VSOX0wvYceaGpdzH28WBp2cO5pMdp8koqkQuFWMnk1gCHKFAwL3j4gj0dOFccg6ZxZWM7B6Ov7sTH+84bZkQ6w2G35TIrW1Q4+HsQG5ZjWVbTLA3EpGQVzYcZuHErixPWd2q7Pfl6ixmRfRnRPdwHOzk6JoMvNZhNq+mbbWYggoQMMqrMwOdoxDYqtUAc7+Wnczcdyg2iJAKxWhb8Y8SIMBBaIdOb2BE9zBCvF1wc1RapL5vYTK1rfyXml/OkmGdOFhyHV+FCwNcopAKxFxvzOVKdRadnYIoKq1jaI/2bC80K+ptLDzNy8Nn4mSvYO+5VNLyywl0b7s0CkBlJ+NKRiH9BvnzcsbmVo+JVvmTkVfJ2t2X+e7JWaw5cJFgHxfmBQxgVc7hFsdP94vj4Bmz/Pr8Yd15ef3BVgQO6lj/8zWWjhxGoNSDN1efAMzS6qt3XaJzqA/DYyKYO7Qbz6zZa+nLk4hF3DsuDrVWj0wsxt3JnjVtSF7bySSUVddbAhx7hYzHpw3AZDJxOb2Q4qp6pvaPwU4mYfOJBMAcYP7Wc1fT0Ey/Xv4olRK+2HaB6CBvxCIxr31/hGUzY1mevKbV87YXx/Nq3zmEu3phNBp/ed5+pFJ7O2M01COGYa6dbJmc30F2SSVGk+lvLzpwi2AvF/ZcSKWosu4f85pt2Phv8IeDHH9/f86cOUNwsHWz5JkzZ/Dx8fmPB2bj/55KTT1vJu+0Wrm9xd7iq8wP7o9MLOapVXtwV9kT7OVCan4p3x+5wkvzhqHR6nlt9THeuHsKRqOJ/MJqlo2J474JvSlpqsXf3oVPtp/mRGIWg7u0482loziblMumo9dYPqU/aq2OU4nZfLDtJIM6tUOrNZBXVs35lDwq65qorGu0eHNE+Ltzz5xY3sz5iaJmc7ZIKhQzM7A397Yfxhfph/C3c8UDZ3Kz6/isyxJW5RzmYlUWk/17QLOQNxaPpqSqnp1nk6wyTrtOpjB/fmeqtA0o1HYUV9XzyoIRfPjTSRwdZYwcFIWnzIl3N57AaIAu7XzZ9ks26xbFVfU8v3Y/L80dxuNf70allFNee3ty+8iU/lzPKuazn297AO08e4PeUUE8M2swr24wTxqdlAq8XRysVqDvJCbEm4TMQtr7uiGTiOnazpfoEC+uZxUTFxmEq6sdTTmty1cDNIvVBHg4kZBZiFAoxF5kz0tBM2kSqGkyaPCSOSHQiTh8NoMxfTqArWoNvcHAiNhwDl9N58j5LGb36MPanBMtjhvt04UrSUX4uDoS7OXKuz8e5+UFw3nu2/1WIhr2cinNGi0qpZxxvSLpEOhJs1rHwctpxKflEyBx56Ww6TSWmzh4MJ0mjY6eMWHM7TgATyd7EhLKMBhNLPEaxim7ZDYXnWF/+WUWDRzKmNhI1FodHk72Fs+dX2P2eJHzztJxCCXwbocFVGjrOVKdwMWqTACECJjnM5A3vziFRmfg6i/fOaVUSpQmiBc7TOXb3GPkN1Xio3Bmhk9fwqW+SPpJGNU9Er3B0EJp8RYXUvJ4fNoAahs0uDooyS+vxcFOxvhekXRp50tto5qHPt9hlYnS6Q18vP007y4di7O9ApVSZVlg+DVO9gqLjLdQIGDlXSP57OczFjUugM3Hr7FoZCzTB3Riyy+Bzm8+d8E+5JVU0bWDD93D/OjS3ofMokr6dgxGI267h0hj1OHkLONMYhYhfm7ITXKeD5xBs1BNo16Dp0yFUCfm6PksRsVF2J63f5OMXz7Lv7MR6J0Ee5sXLRKzi21Bjg0bv4M/HOQsWbKE5cuXo9PpGDx4MGAWI3jyySd57LHH/msDtPF/R4NeTW5jeZv7G9VaNh1P5MW5w8gsqiQ5r5RATxdmD+7K3vgUlozuSU1DM+9uPmFlVubiYMeKZUOo16mprG/ikyfHc74+jU+L9uDj48w3T0zlmW/2kXaHOd/RqxkM6hTK/GHdOXE9C4ANh6/w2LQBPLtmH/dM78lLN3+wCAUAaI16vss+yWMdxnJ/6AgGeUSTkFzCTycTEZ0WMH9UX57qMYnkrHI+2nOavLJqAj1dmDukG8XVdazeZ14JrmlU4yt34emgKWw9kMTbd48lp6SSqCBvfjh6hRn9ulJYVU98SgEr5g3nw+2nWn2/6ps0lNc2mv1L6hrxdDbX4Hs42WOvkLZq1nn2Rg59ooII8nSmV2QgdU1qHpjQh+e+3d/i2P4xIZy7kYufuzNzh3ZHLhMzY2Bn5r2x0SKGEBnphgBBm3K0Qq2QdQcvsXhkDzq392XFdwfJL69BKhYhFYss/j6vLBiBTdHWjFAoRC4RMy4uEkcHKREqd5aEDubHvPPU6ppQimVM8OtOF+dgBDIpXYP9eWXDISpqG/li1znmDO5iFdwuGtWDrOIqXlkwgh+OXmXziQRUdnLG9OrAsrFxqEQK1h64YnkOwGy+uee0ko/vn4iPmyM/nrjOW5uzmNg/ipd6TsNUK+Gu17ZYelcm9Ylm5sAubDzWUt3s6ZmDSC0oQyGV8uP+BCrrmhAKBXSPas/k6Dh+LD3DDK++7NyfZgnUG9U62vu6cT4ljx1nk/BxdeSx4ZNwd1KSlF3C9m3JZPk3MaVvNCKBgOqmtgNtkwnyy2r5ZMdp3lg8mpySapq1Oi6m5ROfloejnaLNUrtV++JZuXAkBoORMT078OG2ls9iVX0TIb9MCvt2DOZcco5VgHOLNfsv8uG9E9gXn0KQpxMPTOzLc2v2tTiuf0wIF1LzUCnluDmKeHhyP+77aBvltY2IRULe7DCszdcKUFunIbusmmBfN97YeIys4kokYhEysYhGjRaTCZ6fMxTatuey8SsyiipxUymRS/8ZJbUOChmezg4kZBUzMjbizx6ODRt/Gf6wT86TTz7J4sWLue+++wgJCSEkJIQHH3yQhx56iGeeeebfusYbb7xBbGwsDg4OeHh4MHHiRNLSrKWFTSYTK1aswMfHB4VCwcCBA7lxw7oxV6PR8OCDD+Lm5oZSqWT8+PEUFBRYHVNdXc28efNQqVSoVCrmzZtHTU2N1TF5eXmMGzcOpVKJm5sbDz30EFpt23+s/+qIBL/98SuNCsb0jOTl9Yf4dOcZjl7NYPPxazz8+Q46h/qi1mg5ejW9hRtzVX0TL399BEeZnEUzuvB0+ndsKjzNxapMcpsq2HMx2SrAucWxhExEQgEioblsI7+8hm/2XuCT+ydSIqywCnBu4aNwxsPkTLDan72nbqI3GlkwrDu1jRqOXspk//mbPLN6L9klVRiMZuf2lT8cRiwUMrCT2Y+ne3s/HIxK8nPr8HFV8camI3y+6xx9ogL5avk0Kmsb2X7GnLmxk0vbdKAHKCivwU2lRKMzUN3QRKiPKwNiQjh4qWWAc4t98ak8P2cobo5K6po0uKnseW/ZOIv3iYuDHYtH9WB41zC+3H2OVfsucC2jEKPRxIvr9lupvV1OKqSXa/tW7+Mmc0BTZ0Kt09Og1lDT0GwpH9TqDVYGpmsPXsJkm3QBIBCBi6MdgR7OjOkfzjMJG0mozuWRiNG80Xk2T0dOJK+xkievfo+rm5y6RjUzBnTCz01FUk6JxX/GSSnnwQl96B8dQmSAB499uYsLqXno9AYq6hpZd/ASa/bHU1hRaxXg3KKitpFNx66y61wyA2JCiQ33Z8fJGwSJvXhnw0krieftZ5JwdlCwYt5wYoK98XCyZ2BMCGsen0GItwsyiYSC8hrG9ookLiqQYd3C6BLoR8Klcp4InMTOPWmcvJZtuV7vqEA+//ks7/x4nPTCCk5cz+KBd3ey/P1deCpULBwRS32TmnlvbeTBT3fg8Buyvi4OdtQ3aZBJJBy+ks62s9dx9pAxbGgQM0fFkFnUMiC5xa3va3ZpNb0jzYsDvybAwxlHOznBXi4M7tyOPfFte7VdupnPFw9P5fujV4nwc2/zufts5xle2XAIg87E+1tPWoI/vcFIfZUeL7lTq9fv5hzC9dQS1Bo9TWqtRbBE98vzdisZte7gRdvz9jvIKKzA9x+SxblFiLcLCZlFf/YwbNj4S/GHMzkCgYC33nqLF154gZSUFBQKBe3bt0cm+/c160+cOMH9999PbGwser2e5557juHDh5OcnIxSac7bv/3227z//vusXbuWsLAwVq5cybBhw0hLS8PBwbxSvnz5cnbt2sWmTZtwdXXlscceY+zYsVy+fBmRyGwON3v2bAoKCti/37xCvnTpUubNm8euXbsAMBgMjBkzBnd3d06fPk1lZSULFizAZDLxySef/NG36X8alcSOnq7tuFCZ0WKfSCBEiJDV++NbTOpNJnhv6wnWPjGDy+mtK01V1jWhRc9nefusGtuHusRQUqpl9vBOpGVXtDj/XEouo3t0YN2hS4BZpODbAxfx7NcyreAuc+SpgMm89OURKu4oDXN1tOPl+SNwclCw6J3W+w3WHbrEyoWjOJ2YzdT+MTz06U7qf/HYcHGw443Foykor+X49Uz6RAdj+mUCWd+sxk2ltLrfnUQGeZJbVkOYnzsNzRreWTqWszdyrfxLfk2jWktybimf7jzDAxP6sDc+hblDu7Fi/nByS6tpUGvYcyHFknkCWLU/nk7tfFr0PGw/foO3HhpFhaaO9IbbTdnOUiVvx8xl5RfHAYgJ8eF6Vtt/MLOKKzEabakcAKFJwIFLaXx36DJRMeMwYeJiVaaltOtOCutreGPTCfzcVCwZ3ZPMokqUcinvLRuHj6sjH/x0ErlMwqFLN62U9W4hFYs4eLntgPjotUy+Xj6Vwspalk/ux8oNh2ls0jE6LhyA80n5Fu+Wz38+i7eLI2/dO4rEhlzaO3jx4tf7+ej+CUjFIg5cumlRAwQQi4Q8N3sIVbVNDIgJxdvFkc0nEhjdI4KUvLJWv8PFVfVodXq2nkzgnEUww0RqXhl9o4M5nZTd4py7hndn+5kknJRyHO1lLJrUjeZmPadO5xPbHtr7uXMsoeV7C+behOr6Zp5etQdPZ3veXTaOqxlF7DmfjFAoYHxcFIEeztQ0NvH+PePIK6+lWdP2QlWjWotQIMDfXcXZlBz6RYfw8OS+1DVqWn/u9l0gJtibqxm3f7dW7bjE03dPZmXmj1aKc8FKD5a3G8Pdm7ezdHRPUvKsDYTvJL+8tk2hChstSS+qIDbc/88exv9XQr1d+SH1Ks0aHQrZPyODZcPGf8p/LOdib29PbGzsHzr3VsBxi2+//RYPDw8uX75M//79MZlMfPjhhzz33HNMnjwZgHXr1uHp6ckPP/zAsmXLqK2tZfXq1axfv56hQ4cCsGHDBvz9/Tl8+DAjRowgJSWF/fv3c/78eXr27AnAN998Q1xcHGlpaYSHh3Pw4EGSk5PJz8+39BS999573HXXXbz22ms4Ov79Vo0cJAqeiBzPsgtfWzXCAjwYPBq90Wj1x/xOdHoDBeU16Axtezuo0ZJzRzncktDB+KmcKWifjtFkYFKX9jxi35erKUXsPplKWkE5idnF3D26F8cSMsj7pbm+tLqe7tKgFtef49Of9zecaRFwVNY18c6Px3l7yRi0bZS9qLV6RAIBby8dy8ZjVy0BjkQs4pUFI3hr8zHLqnFidgkLR8RyKimbn88mM2tQFz7ZcbrFNV0c7AgMULHUpweVdY3ITBLe3nyMYd3CGNgp1MqU9E56RARwMe22HLbJBDvPJNGk1vLujy17P8DcCK25o3ndxcEOpVxKWU09z312gPun9yO4q4qMuhI85U5oauDHPTcY2SOCm9tP0z3cl+KqulavDeZmbRtmdEYjqfnlLBrRHXd7h98sB1QgpVGtJa2gnBXfHeTBiX0RiQQ89tUu7h0XR5NGh7vKnmu/EWD+K24WlLNi/UE8nOx5csZADI5a8gJyAJgZE4WyyZ7j8dn06xKETm+gWa/hg5xdDHDvQKd23giFQo4nZFoFOGDOSrz2/RFWPTaN3RdSmNg7mgcm2BMb7s/nd5Tb/RqZVHJHgGNm1b4LvHrXSAI9nNh5LpmGZg1+birmD+tOfnkNVzMK8XF15NGO/dh3IZU1u82LGieuZvPxAxP57tClVs2F7x/fm4rmehaN686lpALmvbmRVY9Oxde1F8m5pfQI90NjMFBYXsfrG48ye3AXekQEcC65deW0nhEBPLVqD68tGsWjX+xEhIALafmtZtLALAwxoru5XMheLsXF0Y6quibeXnWKh6aOx9FDTH5DJYF27hQXNnL8fA69IwPp1t73N4MchUyC0Kaa9W9R26im4pey4H8SoT6uGI0mErOL6RER8GcPx4aNvwS/K8iZPHkya9euxdHR0RJ0tMW2bdt+92Bqa81KVC4uZs+V7OxsSkpKGD58uOUYmUzGgAEDOHv2LMuWLePy5cvodDqrY3x8fIiOjubs2bOMGDGCc+fOoVKpLAEOQK9evVCpVJw9e5bw8HDOnTtHdHS0lWjCiBEj0Gg0XL58mUGDBv3u1/NXIEDpxtq4+6nS1lOlbUQhlGKHjO1HUujUQ49AAGPiIhjcKxSDUI9EICY1o4KNBxNo1uhxUMhaeEuAuUHeHgVvBM9HKBSgVEioNNVhahKhKnajuVGPsp0D+aZKjksuM3JyBxYauuEsViIWCvng3glcTMvn0OWbyKVi4jzDWFtwzKpkzVfkRmbRhVZfV25pNZo2ApxbuKmU/HQ60UqyeVjX9uy7mGoJcMCsCCURiYgJ9iYhq4hBnUOZN7QbF1JyCfJ2obFZS2OzhhfuHkJifS47Ci6iNxkY4dWZJZO68+PBG4zuEYG7SmklRgDmEqb+HYN58NMdAPSNDiLI0wVvV0dKq1tvggaQSUTYyaVEBXqycEQstU1qquubCfJyoaC8hk37E3hj8RhqUkr48vhxixP8hqdns/qx6WASEBPig1gobDWjMD4uEskvWdB/OjKxmLuGd8fBVUxafRH9PSI4UZbS4rholT+Z2dYS6mv2x/PBveMBuHyzgHB/DwxGIzKJqEUWDsBZJWf6iBj69/VHIhCTnl3JDwcSqK43Z1MHdw7lbEoOAGU1DTzx9W7eXz6WlLpCGvRqCpoq+aDjQvwdXTh7IwepRISDvx1rut3HuvzjTOwbjUarZ/cd8sl3ojcauZ5VjLvKnrUHL/LUjIGIhEJEotZLW+VScavlm3qDkWfX7KV3ZBBrHp9OvaEJgVbEGxuPWvpjXB2VNDRpLQEOQEVdIwXl1bx991je3HSUokpzIO6uUvLew2PI1BWzoyYeg5ORKdPieEI6gBNXcugY5MWGI5cZ2q099360jZULRuKkVHDo8k1mD+7KpZsFLfp8wv3cCfJyRiYRU17TwOuLx+DqaEdJTcvfs1t4OTug1epZMX84ErGI4so6vF0d0RuMfLb5LB/eN4Gk1CoeP3yAZo0OmUTE+qdn4+pghwkBUrGo1YWXMT06IJHYnrd/h1vljP+0BnxvV0eUcinXMotsQY4NG/8mvyvIUalUFo12leq/+wNjMpl49NFH6du3L9HR0YBZphrA09PT6lhPT09yc3Mtx0ilUpydnVscc+v8kpISPDw8WtzTw8PD6phf38fZ2RmpVGo55tdoNBo0mtuT7rq6tlfG/1ep0jSwNe8cP+ScsUguR6n8eKDPGGSIWblsONfI4Nms9eh/2d9RFcDrDwzHQ6piaGx7MnZWWl1zdI8IYsMDWPLOVssEaHxcJL06BLJ87W6r3oEwPzfunzuIp1LX08HRhyUeI1jwznb0BiODO7fj3nFxNDRruXC1gJfDZvJu9k5K1DUA6HS/Xd6h1elbDSzArMqjkEnoEe6PSChkz/lk1Do9A2JCeWFty6b/t7Yc4/k5QxnVI4JTiVksHtWT9r5unEzMwt/DiXFxkRwrucGXOQct56TWFeFv58pLo2fQXGPknaVj2XryOoevpmMymRgQE8qE3tG8s+UYRpOJhSO6s/t8Cp1Dffho+ymm9Y9BpZS3MJQEGBcXhVqjZfGoHryw9oCVklWXdr68vmg0r/1wiMRs636p5NwSvtx9nkm9oxkRG8YL84bx2veHrSZeseH+DOrU7n9Kd+DPfNaMRiMe3goeSVhLlaaBlZ1mojMaOFtxu6ysk1MQd3kM4ZlPD1id26jWWgIUR6WcZo2Wa5mFjOrRgR1nrBX6npzXnwKHYhZd+twiUR2p8mPl/SN4+cujGE0mpvaPYdG7WyznmEzw0+EkJvSLRSW2Y4h7DB9tPcXRa7fLvT7beZYlo3twf++RvLbuGE/NHESTpqXPzS2q6s3KhtklVdQ2alh/+Arje0Vy9kZOi2M1Oj3uTq1LgplMZnPOByb2oUrTSJCdOxl39NvEhHhxMqFlxuSFtQd4fdFoXr1rJE1qLXqjEX9/R15L3UpibT4dHQNY4jOMa8klnCq4TIS/B14uDtw7Lo4fTyTw1HTz6xMIzKIRIqGArx6ewqp9F4hPzcdOLmFS3450CfXl8JV0np45iOfX7ufxqQNYs/8Cc4Z0Y8PhK62qty0cEUuwlwuPfbXLEoABeLs48tqi0ew5n8K6w5fveH8M5JRUs/n4VWYP6sqK+cN5Zf0hqz66Lu18GREbbimJ/bP5X/+7lllUiUgowMu5bXPVvyNCgYBQb1euZBT864Nt2LAB/M4g59tvv2313/8NHnjgAa5fv87p0y3LgH5tfvXvGGL9+pjWjv8jx9zJG2+8wcsvv/yb4/hfRq3VsTP/EuuyT1ptv1FbwMqMH/m02yKyGwrZnm2dLUmszeN9/c+812k+XWI8ucfUiw0Hr9Cg1uKsVDD2/7H3nvFRllv79jG9pPfeE9IInQCh996RpoCKqNgV7F23DexiRUEpCggivfceSiBAeu+9TDKT6fN+GBgYk7CfvZ+9H33/5vj9+MA9d7nuydwz17rWWufZN45Hv/jNTr52RI9OPP31NrsAByCrpIYjp/J5oNcwqgyNWORG/D2cKapq4PDlHA5fzuHH52aRW27m41WnWTBhFF6hCkyY8Ze4IxYJ26xlFwkFKGQSXr57BC98v8uu9EUpk/DinOHoDEY+23qCruH+vLFgNEKBgEBPlzZXWlt0Bl5etYdnpg/i8SkDeOab7XZysxuOXObhqX0Z792DXVWXbNuLNbUcr00j9UAjA+LDiAn2YVj3KAI8ncksruabHda+iWdnDuFKXjlVDY2cSS9iWJ8wlJ4CPnpkAs99s9vOaLRfbAgje3RCLpPy0hdbW5X1pOSUsvlEKn7uLq2CHGelHI1WT4NaQ4veiNFk4v0HxlNZ34RKoyXS35OqhmYkYiHCv5BRzp/7rAk4W51NeUsDAJ9k7GJqYG9mBPdFZzYSIHPn+IUCXty410684SbiG1mQEd2jePeXQyy9awg+bk5cyi6xlWT2jQum3qWeTcX2ZWFpjSV8oP+Ndx+dSYtJTxX1eLs62k2ws0tqeNxrMmn5lVyoK7ELcG7y/e5k+sWG0tSiI7u0hgh/D3LLalvtBxAb4sPxq/n4ujnSojNw6noBT04dSO/oQM5n2k+wIvw88HBWEubrTn5FXatz9YkJRgB8t+EC943uzeKJSbbStzpVCy6O8lbH6Awmlny7gwh/D169eyTpRZXUOtRxtbGYMAdv7nEbxrMf3xLcOJySww97zvH5o1OJDfLhs99P2omh7DybxoyBXZg1pBsT+sahN5oI8nRh0SebmZQUz89HUugZFciZ9CKGJIYhd4G37h/NP9YctF1DIIA5w7uTEObHM99st3v/AcrrVLz3yyEm9I1rdT9SsQiVWotGZ8BoNPPO/WOpblTTqG4hws+DuiYNYpGIf6ID83/GX/13Lbe8Fl93Z9tz9XciMsCTPcnpGE3mv+X9d9DBv8pfwmL58ccfZ/v27Rw/fpzAwEDbdl9fX6C18WhVVZUt6+Lr64ter6e+vt4um1NVVUVSUpJtn8pK+8keQHV1td15zp2zn8zX19djMBhaZXhu8uKLL/LMM8/Y/q9SqQgK+v9HM2RpTSOl6jrWFhxv+/WWOsq0dewuu9Tm64Xqaiq0DbyRuYlOnv68/NggQhVeOChlLP/5mF2AExXgSUZxVasAB6BbpB8j+0dySZtDsaaWo5brvLZ4KL/sSuXQBetk7f1fjvDqguGcSM3HReRAU6URtVaHV4iJGQO7sOHo5VbnndQvnuqmJsJ9PVj97CzOpReRVVJNbLAPvaMD0RvMrNx1lnfvH8fS76ziE14uDkjEQrpHBrTbi9SrUxA/7E1u00/jm61n+fy5ieypSrHzHjpaf41x3ZL4/NeTfPv0dA5czLZ6jsglJMYGExvkjUgGSmcRc7t1BREcbbzKmpz9KMVynnloGBKtBLNWQIiPGyKJgMz8avLKDW32LQDsOpvOG/NH2TWxe7o4oDea0BqMhPt5IJYLqGlQ4+nsQFltI1q9EXdHBd6ujmh0esyy1hPQP4s/81nTmfScbcxiiEc8k7wSKa1owlBuAqGYi6psLM4CNh242maAE+jpQo1KzT3De+Dp4sCKx6ZyrbCC1RuSeWhCP7DAqbR8pgyP5YWstW1ev6ylnjqRig8yf8dP4cbkIT34eov1u2p8UjSTh8aRpSula2Qwn20+SWJ0EOV1KoqrG+3Os/l4Kosn9eWTzSd4duYQW4nk7YT7uhPi7cZdg7rg7+GMAAFhvu4cS81lav8EZgzqwm8nrmE0mRnUOxSfAAWflezg9ftH8OrK/XbXjAnyZuGYRBrUWswWCyU1jVTWNfHJ4kkcS81DZzAyuEs4G45cbvO+3Z2UHLmSg8ago8TBmrmf4zuQ5auP22VCwBoYvbxqD+8/MK6V2iPA5hOpDOseSVZJNX4ezhxNzUUkEjKuXzR51TV0DvZDIhZxuO4KywtO4CF25J2nR6JuNCKzSKyS1BYLxdUNbcpRA2SX1hDs7Wq3rXd0EFfyyojw80Qos1BapyI+xIfy2kY0OgPOShm+7s6oNBo8vaVtnvf/mr/671pOWQ1+7n+vLM5NOgV68ttJIxnFVXQO9f2zh9NBB395/qUgp3v37v80g3KTS5fanhzfjsVi4fHHH2fr1q0cPXq0lbFoWFgYvr6+HDhwgO7duwOg1+s5duwYH3zwAQA9e/ZEIpFw4MABZs6cCUB5eTnXrl1j2bJlAPTr14/GxkaSk5NJTEwE4Ny5czQ2NtoCoX79+vHOO+9QXl5uC6j279+PTCajZ8+ebY5fJpP9S2pyfxXKa1Xc9+FGnrtvIM3G1qVQN8lXV+MgloOu7XKF0pY63oyYQ7NBi1wmplncQkplPjml9ivESpm0zZKrEB835s3oynOZP6G7UZ5znly2l1zghcFTaWzScSGzhIziKsxCE/ePS+Sl73fj4eKAXCLms60neH/heLxcHVhz4CKNai1OShmzh3WlV1c/fq44wRzNIN7+/gguDnK8XR3ZnZzOpmNXeHnucIZ3j+JSTgmfPTKFzceu0KjW4iiX8eTUAVQ1qBEJBWw7c53jN5qQu0X4IxYJOdrGSvlNrmVVEunkS1bTLZEBAQJEQiGv3TOSstomCirqyCuvZXCXCAZ1CUOlaGJ1wUEmBPSisLaBg2ezkUskvD54LlKZkMtNeRxqSEVt0vGiYgppl+vZey6TpPiQdsehNRjtPCTcnZR8+NAE3vjJWk6XXVqDPqSJvt0i+WXfFQxGE3KphMNXcpncP54rxiz8LIntnv//mj/zWZOKxPR3jUFfKuaZ5bvtepimD+2MJdHMWwtG8cw3O+yygEqZhFfvGYFAICA60Ivs0hoOXMpGKZOwcEwfquqbqWpUMXJsCAahHpWhfWnyvOZKPGXO5DdXMcvH2nC9YFwP3DoJuNZURKxDEBaTgKT4UHJKaxjaLZIwP3fWHbzEqev5WCxQ36xBKZVS3agmwN+ZtxaN5Ptt5ymqakAsEjKsRwTzxvZg78U0ftxl/f72cFby4YMTcZBL+WHPOSaM6kToUAlCBOxWnSY3yxpQZDdVsHDeCIIFPuSV1uLl4kiTRofZYsFBIeXte8cgk4ipb9YgFoq4b1RvzmcW4eXiQLcIfy7nliESCpgxsAtJ8aHoDEZ83ZzIKK6mvPFW4ORicbQZff6RGpWa5pbWMvO+bk68MHsYaYWVXMkrJ7e8lrG9Y1j3ymw2V50kwNWL6qZmDp7JQW808/iAibg5K7jclM8BzRVUBjUf+C3gvmWbeH3eqDaufIvbF3fC/Tx4fEp/Hvl8K31ignCJN9Oveyib96ei0RlRyCQcT81nfL9Y8pXFBFm63/Hc/1f8lX/XLBYLuWW1DO4S/mcP5U8h2NvaQ3Yhq7gjyOmgg/8B/1KQM2XKlP/oxR999FF+/vlntm3bhpOTk633xcXFBYVCgUAg4KmnnuLdd98lKiqKqKgo3n33XZRKJXPnzrXtu3DhQpYsWYKHhwfu7u4sXbqUhIQEm9pabGwsY8aMYdGiRXz77beAVUJ6woQJREdbpVdHjRpFXFwc8+bNY/ny5dTV1bF06VIWLVr0/5Symtls4cClLGoa1ZiNFhQiKS2mtiVWA5XuqO8QBDlalCz5bDfNLToSwnxZNK03BoGRQC9nO+Wu/IpaZg7p2ur4OWO78nnBLluAYxsjFj7N38mrY2ZzIbMEB7kUkUXM1pMXeef+seSV19HcoiMmuA/5FXX4uTmx+rmZ5Kqq0AkM7Ku7xOpru3gmfCIfrjlhzVrVNNqt8H629SRvzh+FzmBiwbJf6N0piGkDEnj++1220jC5RMz9YxOJC/ZGbzQRHeiNqkXbZqP+TVp0BqTO9o/VEPfOhBjd+Wn/RTtFqwtZJcQEeXH/nO6M9ejBth3ZXMgsYXCXcEb3juanPRdJK6zEy8WBKcP6IfA14Gx0ZNXufViASH/Pdsfh6+aEm5eUdW/MoriqERyMHG1JpX+3EAr21XPqegHTJ4zjkQsrmdCrJ4Nc4zGbLNSZm/ipYj9+FhcU/DVWlv9sTCYL8dJQ5m/Y0Oq1LUeu0TMyEG8fJ1YvncXR1FwKK+sJ83OnZ2Qgu5PTGN6jE2+tPUBJza3J+tEruYzuFc3kpHhUxgZkMglKkRRNO8+ir8KVer2aAKU7NfUaXB3kJHYLQN9iYeeJDEL7BDBv9c9o9UbuG9MbX3cnLmWVkhQXwpyh3dh3IZMwPw8uZpcwfXBnvivYT56mkjlz++IpcgGhhVOqDB6++g3vdZ7Huj2XMZrN1Ko0PPX1Nl65ewSdgrxxETmwpexsq/FV61S8n/sbH8fex3e7zqHSaDGazPSICuD1eaO4VlDBp78dp7rB2h8X6OnC87OHoVJbzW9PXisgOsiLE1fzePrr7bZ+mHA/D56dOYRwqSPna3PbzAbfjuEPpatSsYhX7xnBm2sPUHWboMCJq/mM6RvNmCFxnD5fyqeHdjK4SzhT+yfwy8Ertudu6rBEPENk7E/ORq3VI5OIEAoEbfbrCAUCvL2UrHtzFlX1auqEDVw3FhAX4s35rGIemNmLB5K/YVz3HoxzTcBittBgUbOh4jBOajkz6NPqnB3YU6vS0KjW/u1EB24iFgmJ9PfgQmYJ947691RtO+jg78S/FOS8/vrr/9GLf/311wAMGTLEbvvq1au59957AavpaEtLC4888gj19fX06dOH/fv32zxyAD755BPEYjEzZ86kpaWF4cOH8+OPP9o8cgDWr1/PE088YVNhmzRpEitWrLC9LhKJ2LVrF4888gj9+/dHoVAwd+5cPvzww//oPf/ZNLXoOJSSDcD+07mM79ODzW1MWjykjgQpPOnvFcPWkuRWr3vLXdA1Wmwrp1fzK3hhxV4+fmY83iM87Gr3VRodGq2emCBvMopvyah6eSoozW5dxw+gMekxSY3IJCIemNCbwoo6+sSE8Mw32+0mOr06BTJnaHdadEYydSX8WHwEIQIWhA+mszyUZW3cG0B6USUms5lPfjuOAAHzR/bi6W+22xSYPJ0dmNK/MyHebgR7u3LqegEv/rCb1c/OpHOoL9cK2hajSIjyZVvJUdv/gx086a2MIq+gvpVkL1glaYvzm/H3dOZCZgmhPm6M7hVtN9FraG5h+drjTOwfS+/hIptSWove0G5vxfzxPfioYDsAL8dP5e7TXyBAwPd9FuMmd6BToCdyk4wRPgn8WnaGX8vO2I51Est5OXoaJsNfpyfnz0QsFrL1+LV2X1+3P4XBXcLpERWISqPFZLZw4mo+3+48y9CuERy9kmcX4Nxk34VMpvbvzJG9JSRE+DI9qG+b5aPuUkfkIil1+maeiR6Pos6JZQ+PR4SAJSt+54U5w3j3l0NodAZemD2MS9kldt4uAgE8MLYPw7pFMOOtNax6dQYPpBzEZDHzUfP2Vte73JRPTLC37TPeqNbSpNGx/tAlgn1cGeHbhYMVqa2Oi3UOIDe/3rZIMKBzCI/N6UexsRKNdyPvLx0FWiEvfrGXkppGXv9pH58snsT9yzbwwNg+pBVVsvuGcadYJGRYt0gGd42gRacnzjWYPu6RCGUWFDIJLW0IJ8gkItydlHbbRvSIYve5DLsA5yZ7z2Yyo38Xdp5Mtz13z3xj/9wtW3ucaQM7E+bjAcDJa/mMTYxh17nW6npj+nRiZ815rjUX8Wrn6Tx3ejURDt68MHUGDQ06JEYxE/17srnkLFvLb5VGO4hkfN79/o7n7X9A7g0z1b+bfPTtdAr0Yu+FTAwmU4cCZgcd/BP+151rFy9eZN26daxfv56UlJR/6ViLxdLmv5sBDljFAN544w3Ky8vRarUcO3bMpr52E7lczhdffEFtbS0ajYYdO3a0qiF2d3dn3bp1qFQqVCoV69atw9XV1W6f4OBgdu7ciUajoba2li+++OIvm7b/d5GIhChl1hX6oym5dCGSYV7276e/wo1XI2diNJgZ5B3LMB/714OUHrwcPoO1O1LoFxtCn5hgFDIJGp2BExcKCfF15dlZg5HdJom6ctdZXp8/irsGdUEuscbWYvGdP34Gs4ku4X507+yHj4szH2w83Gol90JWCVfyylDKxARr/VjT6zG+7LWQck095c0Ndzy/WqtHrdXTq1MgZ9ILbQHOoIRwXpo7nAtZxTz//S4Wffwrjc0tfPrIZBwVMu4fk4hY2Hrs/eJC8HZzINLJlziXQB4KHsWjXuM5d6WEw5dbG67eZN+ZbFQN1hX8+8ckkl9Rx/SBCa3q+3ecSsdssiC50XD62W8neHraIIZ2jUAktJaRejgreXbuIKpdqklrLKFW14RWY+Lr6If5KvJhLC1CVGotl3PKOHGpgPDGEN6MmUVP93CinPy4J3gg73Wax7vfH21T4vjviMFkbtVofjvVDc04yGW8+L1VMvlQSrYtazgwIZyDl9o399ydnI5Wb+TjTSeI0AUx2qcrAm6VBPsr3HgtYTqrco4wN3QAKlMLxao66tQadp7MQGc04qyQUdOoJszXHaPJ3MpM1GKBlbvPUVHXxJrn5qKQSjBZ2s9G6i3GVk3NVQ3NuDjIWbXnPIuDRxHrHGD3epSTL4v9x5CVX8P0wZ1ZOLYXi+b24vHLq3jq0k98kL6Nh85/x6eFO/jqxSm4KOWE+7nbFlwi/T3YfNwaOLk7Kflk8SQUUglvrz3Akm938OGvx3jIZxweTkoWTWy7jHLBuJ54uCjtPJ5u/j3aY/+FTLqG+zNvRE+yS2u4a3BXEsLsy4B+O3GNmCBvREIBW05cpU9MMLOHdrMZMsqlYuaP7Em/gf78VnYON7EjBjV8HbWYZ/1mUFunJaOoiuSrpXhX+/B27Bx6u0cQ5eTH7KD+LIuZz/JVJ9D/E7XIDiCvrBaJSIinS9uKfn8HooO8aNEZ2uw966CDDuz5t4UHqqqqmD17NkePHsXV1RWLxUJjYyNDhw5lw4YNeHl5/SfH2cF/AKPJjKpFx12DunAuowizxcJr3x5gzqiu/Nh/CCVNtcgEUrTNZvYczmbB5O6AhVAHLz7puQCVQYOPzJWKEg1lhWoWju3D+YwiBEIBdw3qQk5ZLWfSChmUGEKmax6fLp2ApUWICRP+bq40m1pYMLIXs4Z0s0q8ys24Sx2p07deZRULRER5eDNsXAtbKs8QUBJMGxUiAGw/fZ0BicHsMZ9jgCoagVDI/opUxkT3RCCgzeNEQgGOSutkyNvNiaIbLvFeLg5MSorn2e922AKqZq2etYcukZJbxjv3jUEogG+ems6qfee5nFOKi4OCSf3iCPZxQ6gT82zUZCSISc2o4I0th7h7eI87ltmYzWaEAgFvLhiNQCCwmYbOGdodB7mU9zYctq1cXy+qZELfOLaeuoZKo2PpdzuY0DeODx4Yj0AgIMTXjY+LtpFckkOw0oOnA6fw+jcHKbhxf2KRkOkDuxAX6kNaYSVrtl5kYEIoc0cNQS4VkZVfx9KVu9tsov+7IhJBQqQP5zKK2nw9NsSHwso6alRqHBUyxCIBRpP17y0UCu7oZG8wmhEJhZgtFl7/7gCzR3ZlzZDHKGmpwUfhilggpEqrYmncBIqaarlQm8tApy7oW8yk5VXy+OQBSG8sGozuFc32M9fbvda209cRCgTcN6EXPd3DuVjXtuFlN6cwtpQcstsW4uNGdUMzRrOZssomXoqYTrOlhaoWFcEuHlRWNGMRgkMPPWX6CsZFDGVpylrq9fby7emqUr7NO8CSuQPZeSIDg9F8430S2j7jz80cwrKNR+28qs6kFXIpu4Q1z88hMSGQj7wm8v2uZAoq6wj2cmXW6C4YXDQYzEZWPjODrOIaVu1NRioRYWrviwNrKeLkpHgc5FKOXc2juUVHUlwoC8f04YONR2xlt4VVdfi5O1NS08gba/YzpFsEr98zEoFAQICnCyWCKl5L28BM//6413rw4AdbbDLdXi4OvDh7GPXqFpatO02/uBBmjRmEQiYmr6ieZ1ftQXWjf6mDO2NVVnNC1MYi09+FEB83FDIJ5zOK6Rru/88P6KCDvzH/dpDz+OOPo1KpuH79OrGxsQCkpaWxYMECnnjiCX755Zf/2CA7+N9jMptJK6xg8ee/8eikJIZ3j+JQSjZGs5nfjl4nLsCPPcm5zBjUlYKCCuQSCVKJmO/SD5GusiqNSYViZvj1I8Ecyb7U65y4lm87/+bjqYzpHc2cod04d7GM0V2783buJur1Gpb3uJvzzVlEmYK559tfaGhuITE6iAWje7M0ZiIvp25o5SC/KHIYG4pOsbP8Ev08OyG7g0Ffg1pLo0HD+dpchnjHs/aGJHZycxYje3dif3LrlfSxfaNRSMXIJWIq6lTEBvtw4lo+0wd24af959sMSq4VVFBU1cDWk9fQGYzMGtqNRyclkVZYyeHLOcSF+HA0JY+d59KsPj89Ilj57AzKjbU4OIW3q9g2KrETiV0CKKyro6FRi8Fk4lJ2Kecyiugc6svLc4fzyuob3j0iC1MHJHCtoILs0hq0eiObj6ey70Im/7h3DMX6GpLrrFmjhwPH8No3B2w+LWANdDcevYyHk5IBncPoFOFBuaSaT8u2oTJo6OYSxgdPj2HfsZyOUogbCMxChnWPZMOh1FaN7SKhgAfGJHK9oII+McGoNFr+cd9Yvtx2muLqBi5mlTAwIZy95zPaPHffuBA+33oCAJPZwvp9lxGLRaR5ZeAudSTK0ZdYaTAnr5SQmV+Dn6cHvn1dKdU0sHBsInvPZxIZ4IlQIMBRIaP+NqnxP1LXpMHfw4V31x7hsQUjeezCKnRm+7KvAe4xFBao7MrBwv080Oj0NGv1RAV44u6kZMG7G9EbjChlEp6cPgBlELyUthYzFhzEMiq1ja0CnJscr0rnoX4jcBApcHGQ8cuRFExmM0qZBE8XB+qaNHYBzk10BhMrd50jPtSHqwUVPDY1CVdnORdUORhELXhoPHht835KaxqJ8PfkpbnDCPB0YUjXcA5cbDubMzoxGhQmVGodPp4OnD9VzKXsUrxcHHhj/iie+WY7OoMJhVTC9AEJfL7tJGaLhcMpORxOyWH6wC5M9HTg09ydeMqdibWE8PKm/XbXqG5U88IPu/npudm8uWgEdYp6Pq/YQYNeTVfnEN55chT7j+Ug7Xje/im5ZTX4uf99S9UAREIhnQI8OZdRxAPjOvq4OujgTvzbQc7evXs5ePCgLcABiIuL48svv7T1vXTw16GqvpnHVvxOi87Ax5uP88ikJEb17MTZ9ELcnZSIRQKG9+jEM19vtzXW3zWusy3AAdCbjaSri4kg2C7Aucne85mM7hnN4cvZ7L+QyQPzR/Ju7hY+z9zLsoR7mPv6L7bVzeTMYi5klbDiqSl83vU+1hefIFddiZ/Cjdn+/QlTeFMlaiJGHoSHwhGBWMr2M2mM6hXNgM5hCAUCSqob2HwiFXcnBXkt1tS9q1RJ9Q01uF/LzvD6kJk4KaXsPJWOzmBCLhUzbVBnYru7Ualr5ImpA1j+61HuHdWbjUcvE+7nwTc7z7S6t5ucvJaPWqfnQlYJZzOKCPJy5Y35o0gI8+O5lTttvicAm49d5fClXD57aiIhsd5s808j5w/9M4GeLvTs7M+ss59itJhwkzowd/wgEgsD+WbrOa4VVFCr0hDp70FBRT1+fg6oBE0sHJsIFiiorMfTxQF3JwWu7lKyTNW8320uEqEIpU6JsB01xA1HLzOsTzg/5h4gufxWKd2xmjTO1GXxzfhFtrK4vz0CkEiFLHtsLF/9etbWqxLq48Yb80eh1uqpbGgmPsQHD2clIjm89uAw1Fo9FoEZL7kLp6/n23qpbtI9MgCd3kityj4w0emNgIAMVRmz3QbzyCdb7YKObaeu8/FDk9AZTRy+nIOro4Kp/TuTU1ZDl3D/dsuzuoT7czatkNT8cvTqXizvcQ/7y66QXJuDi1TJdP++hIp8eeazXdbbFlg9meYO68Erq/cAMHtIN/ZfzOLTxZOoqGtCKZcS4O3MdxV7bbLpTmJFm9nZm5gsZlqMej7YeJi5w7ozpEuEtT9pQAI1jWouZLdvdng2o4h+8SG2ICPM150PHh7LkYt5vLdjp22/lJxSHvp0C+8vHMsDY/twLr2o1fs/ICGMQir44NpWRAIhA8JiWN5zLK98tZ/qRjU7z6Yzokcn9p3PxN/fCalcxOePTiWntAaT2UynQC/MmGiWq1kaOxF3qSO5WQ14OjtQo7IP8PRGE7XaZo6ZL3O88FY/z4naDM7UZfPV2Afsyns7aI3FYiGvvI5h3SP/7KH86cQEe/Pbiau06A0oblPR7KCDDuz5t4Mcs9mMRNL64ZJIJJjvoD7VwZ9DUXWDbRXabLGwYtspHORSukX4o9UbGNWrE/M/+MUW4AgEoNG1Llnq4hjGr7taNx3f5NcTqfTqFMShlGwiZL6832keFiyYjOZW8uPj+sRy8HwOh1KyGZcUTV/fBGprNXy47QxhPm6M7xdHS6OIPGMTccHefPboFLadvsarP+7FYDQRHejFk1MH4uYm440iq/JVgbqaGGd/rjeWYLKYeSNzI8OjEni793AwCvBxdGF/3WXezT7Me5HzKais56vHp3E1r4LPH5tMk0aPXCJu5cNxE29XR+JDfUkrrKRToBedAr1Qt+jJKa2xC3BuUtek4dC5XMb0iub9B8Zz6lo+O86mYTJbGN8nloTOXryUuQ6jxdr/Uq9X82X+Hh4JHUOvToFcyCrh4KUs+ncOY8qQeNwdlZgsZvxCpGg1JhQyMa6OSpwdZdQJVWzNSLbJV3d1DeGNR4bx+dozZP9B1ltnMFJvarJlfW5HbzbyVc4+Xu88o92/898JgUBAY70eB6WU9xaOo6xWRaNai6ezki0nr7LjTJpt31X7zjOubwxd+rnxYZ61qf/9rnP47JlJ7DiRxpmrRShkUib2i8PH1ZG31h5odb3uMX7sKTvBwsARvLP2EMFerkwdkICbowKdwci+C5lczi3lar412Np66irPzxpKi85AdJA3x6/m2frLbuLqqCA+xIfvdlmFOPR6E5srT/NQ4Ggim0LRaA1sWJeBn7u1JNNBIaVJo+NCVgnPf78Lg9HEwjGJVN7ozUkvrmLdwYvUqjS4Oiq4a3gCAyLiWJb7O7W6JvwVbq3uCyDKyY+F/iNorDQxb0RPgrxc6RzqS2mNCncnBcXVDWQWV7f7t3BSSAn1ccfP3YmoQC/83JwQmcWs3nu+zf3f33iU1Utn8v2SmWw7fZ0TV/NwkMuYNbQLeOp5P3crYA28jtWkUdhSzVNzR/DGyoMcTMnmrQWj6Rzpg4ODBAeFC0KjGAEgk4jxdnOgTqjio8wdZKisoiIJLkG89sgIvlp/jozb7kMuFSNQmjme21qwwGgx8UX2bt7pMqfd++7AqqzW1KL7W4sO3CQ22AeD6QopOaUkxYX+2cPpoIO/LP92kDNs2DCefPJJfvnlF/z9rXWhpaWlPP300wwfPvw/NsAO/jO0Vcai1uo5db2AruG+FFTW46yUc++kngT4O6EzG3BWyAh18KJAfduPtVCC+g79Gs0tOoK9XHlz/mi+2HKaC1klCAUCBnUJZ9mi8by/4YitFGVo1whe+GE3BqOJXw5csZ3Dz92Ju0f05Fp+OYcu5yCXiBncJZznv99N4Y3eEoDMkmpe/GE3nz05CcuNevZtJRd4IW4yr6VuYlxAdzq7BKEzGdhZeZ4sVRmvd5lJg6GZJVGTSM+q5nxmMYO7hJPUM4jdtRcZ4BXHhH5xtiboPxIZ4Mnuc+n8+OxsDlzMIiW3lPomDWMTY7l/TG9WtTHZOpSSzeSkeAor67mYXcKIHp3wcFbSPcafPFUVT4RM4GD9FU7VZNhWw38uPcGTwyZzIasEo8nCiN4RbKk+Q5jKlUc/sE6eP3tkMgqZlDUHLzJtdCxL03/EYLk1ub3SUMgrzT/zzt338Pjy7Xa9ST07BXKmtv2G+At1eehMbQd6fzcMJhMeLkpadEZKaxp57IuteLgoeXbmELsA5ya7z2YwovtEHg4dyZmGLAo1Nbycs5FBUXHM6RqLQAhxCh8WL99q56sDkBgbSJWwHrVRR6TMj4EJFnzcHFlz4AJltSqclDKmJHVmcNcIkjOLAWvP2fsbjtA13J9gbze+fmIaH285TlphJQIBDOsayeyh3flg02HAqkzlqXQk1ODF3rOZrNl3y9Msp6yWE9fyiQ70Yt6IngzvHkX/+FDcHBVczisjs7gard7AmgMXbcc0NLewclsyUwfFMym2F9sqzlOjbaKLazAGs4nxAT1wkSpR63V4tLjx+ooDdlmVfnEhLJ0xmCt5Zfh5OBEf6su2dnqLxiXGcim7hI8fnsTmE6lkl9Ww8dhllj80gV+PpXL8qn2fUUNzC00teq7mlVHT2MzkpHj6J4RQbVTRYhDySMhotlado1hjXQQoUFcj8jPj6qigSaMl3N+NXyqvEdjgxOPLdvDQhL4khPpx+HIOA/sGsTTjJ/S3SeBfbSzm1eafeWfuPTy+7NYzF+7nQWpTYbufsauNxbSYWivGdXCL/AqrEuffvVwNrL+Rbo4KzqUXdQQ5HXRwB/7tIGfFihVMnjyZ0NBQgoKCEAgEFBUVkZCQwLp16/6TY+zgX8RgNKHR6tHqjaQVVWK2mAnxaXtlFcBRocBgMPLG4uF8WrSD/AyrzHOw0pMno8fy0pUNJHlEEyb3wVmmoHdcoO0H54/0jQ0mNsSHx1dsRau3/vibLRaOXsnlSl4Zb8wbxZNfbQOsPQh/XHEWCQW8cvcI3lhjLRnpGu7Po5OSyK+otwtwbmK2WFi5/RyTxvXmh+JDyIRinCUKvkt8kIp6FfpmM0qxkmk+fQmN9cRssKC/4MBVWT2zh3RjcmJnfj2eSmSCC5uKz/BbSTLLkuaTklNCbpn9PT4xZQCHL+cwKSmehz7bbNfrcuBSNncP686swV3ZeOyK3XEyiRijyMSx67kcv5qPp4sjgZ4uPPvVLvIr6nCQS5nQP4Z3e/fi9cxf0JmNNBjUyBTWcrFxfaL5tHgHfVw7sf2otbfD09kBN0cFb6w9QFyYFztrztsFODdRG3Wcb86id6dAkm+T9R6UEE6lpX11HrFA1K7Qw98NiViI3mBm8WdbeH3eKIxmM9MHdmHT0SvtHrP+YArTByWwJCyWVzN/xmQxc6T6GkewSlF3dQnl46fH8/uhdJIzinBxkDNhYAxBkY68nfUrCpEUL6UzTopa3t9wxHbeJo2OtQcvUlLTyKJxfXjmmx22167klbHk2zJ83Bx5cc5wnBRSXB0UFFY1cK2gggfH9aNWpcbNUcG6fSnMGdeNDM9a5o3oiUar58iVXJv8c2ZJNa+v2ceniyfzxbZTlFQ38O7CcXQN92f+B233W24/mcbHfcexreI8YqGIl+KnUtGkwqIXoG0y0tnRj58OXUCt1dMjKgBHhYyKG1mx/RezyC6roaS6kUcnJXH38B6sP2RvKN013J9uEf6oWnTMe/9W1vlSdilbTqTy+rxR1DVpWsm7C4QWmkxaTlzLZ3SvGLafSmfrqWu06KwS7A9MGsM5x3R2V1mvl60pI9jLFS9XB3bUnsdf5s7OY5kADIgPY8ORy5gFZnbXXrILcG6iNuk425RBv7gQTl+/Fdg4SdtX6hQJhAg6nrc7kldei0goxMv176usdhOBQEBssDen0wp4evqgP3s4HXTwl+XfDnKCgoK4dOkSBw8eJD09HYvFQlxcnM2As4P/e9RaPaU1jfxyJIXi6gY6BXoxID6M305eZeH43iTFh3L6ekGr44Z2iyAu2pvHL/9ApfaWn0eRpoYLtXn8kPAom45e4WheOd5uDjwxZSB7z2a2qnH3dHZgQHwYm09ctQU4t1Pf1EJWSTXv3j+WFp2RcD83Xrl7OFq9iRNX80jOLGJwlwgOp+RQ3agmws+DReP7sPNcOu20lgCQmlfBPYouAEwP7oPEJOZiehkrfz9vm7TFhfjwxOwknFwkhPq6M7Z3NDUqDUeu5ODhrCRS4cuSiEl8lLud17N/YencyThoHDl6JQ9npYyeUYHsv5CFo0LKxqNX7AKcm6w/nMJnj0xmy4mrdoaho5OieCtrE8N6dOF+h14Ee7nzyo977f5uGw+lkl1cy8PjRvNZ/i5EAiFCi4hgb1d6dQoiRuzOwdN57Dtnzb6E+LhR16whr7yWCYOi2dbUvqpWmqaYiOBIkjNLEAuFTBuQgKuDnGifWFYXHW7zmCFe8YhN//bXw/9TCC1w5HIOjWotXjeka8P93Tic0r4suEqjxUEh4Ydt5xmYFEehxt7/5kpjAS81r2XljIeZp+2GzmJge1UyO4sKGenXhTH+3cAIPx240Ob5j1zO4aHxfXF3VlL3h54evdGEg1xCc4ueJd/upKH51mc1NtibpXcNIae0FnW9CS8XJUGeLuiMJoZ1jyKtsIIvt59mZI9OzBrSlcySaoZ0jWBwl3C+33OOsb1jW2WfbmIyW2jRmFAIpUQ5+aJq0rPx92ucvFaAxQIKmYRn7xrCnKHdOXIll64R/khFIq4WlKOQSlg0tg+nruWz7fR1fNycWPPcHPZeyECrN9IjKoDmFj2NGi2fbDneypDXZLbw8eZjLJ055JZIB9bn5FpLIaUepXz26GQ+23LSLgjKLavl5W/28/ZDI0lzKKZAXY2HxAmjqY55I3qCwsSeM1m2504kFLLnfAaLZ/RhT3PbYhIA19XFxAfFcPp6IR7OSu4b3Rs/Z2W7+/f3iEZk6ujJuRP5FXV/e2W124kN8eF0WiHVjc14uTj+2cPpoIO/JP/WLObXX3/l999/x2AwMGLECB5//PH/9Lg6+BfRGYwcvZLDqz/us227lF3K7yevseLJKSjkYmYMTCA+xAeJWISTQkaNqpkgLzeiA70o19XbBTgAfgpXuouiWPDeBptnSlZJNaXVKlY8NpV1hy5x+HIOQoGAYd0jmdg3jvyKOi5kFbc7zrPpRQzvEUmYrwfrDqVwPDUPqVjEyJ6dmD20G/VNGr7acZq7h/dgTK9oLueWMjAhrE3Dy5s4K2XIxVISPSLo6xFFbkE9H6w9ZrdPWmElL6zYw7fPTmdC3zjeXLufS9m3RBWEAmsG6dmIySzP3cay/N95x38+VfVNFFTUsf7QJUxmC8sWTeCF73e1O5bUvHKiAr1IL7JmSRLCfAkKdyI9s5QubsFM7dePJz7b1uaxl7JKuXtcV+QiCf09ojG1WHhq2iC+3XGWucO6s//srYZykUhIdon1PVE163D3dKS0pe3smqfMiYm94+kdHoybkwInRylnVZkEGqOYFziYtSX275Wv3JW7fJIQWTomEwAtepNNGc9isdCrUyANGi294wLszG1vJzE+CF9PJ9ydlPR1Cmcdt4KcUAcvRnt0x1vqQoNOw7PX1uCrcGW4bwKdXPzJVJWx5OIaPoq6n0a1tt1xFVTU8dniyaw/nMLBS1kIBAKGdo1gclI8jc1a3ttw2C7AAUgvsvbSvHPfGHRGEyaTmbSiKlwc5IT5utMvLhR/D2dqVBoe/GQzZosFLxcH/N2dOXI5l0n94u/4XjnL5Qz2jkVpUvDKT3tJL7pV6tovNoQWvYGFH21i2YMTWLnrLNdv8/oQC4W8Pn8kcpmUD389So+oQDKLq5GKRXyYkk2DWsuHD01sJdRwkwa1FvltTdgKmYQn5yTxddUuZgT3BQPtmvj+8PsFZs7py4rCPSS4BhM5OYiPfj3GMzMG2z13aq0es8WCqkmHh68jReqaNs/nJXViZLdOJEaE4OwgQ6wEpUDKA8Ej+L7ooP2+Mmfm+A1CbOkIcu5EXnktvm5O/3zHvwlxwT4IgHPpRUzoG/dnD6eDDv6S/MtBznfffcfDDz9MVFQUcrmcLVu2kJ+fz3vvvfffGF8H/0NqGtW8vc7+xzPY25X+8WGkZJczrHsERVXW7E6tSo1ULMbL2ZEIPw8OX85BHtE68zLdux9f/3qulSlkfkUdiz//jVVLZnL38B44yqXojSYq6proHOaLi4OiXfNEV0c5/eJCuW/5RrsJ2NqDFzmbXsj7C8fx8cOT0OqNnLyWz28nr1Kr0vDpI5Pb9byZNaQbjgopvVwj0WlN/LjzYuudsE6CWjRG9l7JsgtwwFr29vb6A6x/aS4SgQiNUY9cKeJ0Wus6+jv5WUjEIvrHh+Dn7sS4vjFoHNW8k7OZhRHDaDK0kNdYdUdjyayiGgZ4RjMvYAhfbDjD2fQiogO9yC6r4R/3jrGV8RVX1TPxxg/bvjPZLLq3N1cb2vZxGebclYc+3mzzvlHIJHzx1CREFiFDXRMY6BvDjrILNBjU9HCIwF/gicIsv6O/y98JifhWiUyNSsO9o3qzJzmdOaO7sf1keqtAxFkpY2yfaN5dc5gRPTrhLFLaDD6XhE/CQe2IutqIUSQkz6Ti/Yj5rK8+xsoce28aB8mdjYidHeXUGppYOLknk/rG0qDWci69iFdX72XJzCHtBgPHUvN4dHJ/vtx2yu7zLZeKeXvBGGKCvJn97npG9erEoIRwvFwdKayoJz7EB2elnHA/D/LKWy86+Hs44+wgJxp/GlRauwAHYEr/zjz99TaGdovkxNV8uwAHwGg28+aaA6x7cS5gFT+5ml9ulzky38FvCkAhFTMoIZy4MG+6x/uxomQ3iyJHcL4ul/KC9nteCirr8RK78l7CXE5fKObHvRcwms00tejsnjvBDdPd/eeyWXx/L1LqC9o833DXbjz2+e803ch2d4/y59W7R5LkHEPfXpHsLL9Irb6JLsowQkU+KIzyjvLQf0J+RR19Y0P+7GH8ZXBSygj2ceNMWmFHkNNBB+3wLy/VfvHFF7z88stkZmZy5coVfvjhB1asWPHfGFsH/wKFlfW2yYBcIuaN+aOYPaQbWSXVnL5eQEVdE+F+HtQ3tfD7qeus2HaK49fyqVVp6BsbTH+/KMb4dqO/ZzQSgXVFMVDiRXZp2yuVaq2e5MxiVGotv51MpaKuidJaFQ1NLUxOav8Ld1xiLBmFla1WmB3kUhZPTOK3U1d5+NMtPPjJZk6nFfD87GEMTAhj17l0lswY3KpsrXukP527evLQxe/4KncfxU11ZJW0r86kkEr47eTVNl+zWODY5TwmBfbCgoUrLQX0jLJ3ds8orqTHH7bdTtcIfyrqm5BLxBy9nIu70IlY50B6uIVRp2tGIZYiErZfexfo4kaSpQsPvbeVs+nWoKVXdBAnr+bz3i+HeXRSfwDK65pwdZCjkEkor1PRWGpiiq+9E7wQAQuDh3M5tdLO3LNFZ+DbrefYfSaT+e9s5JG3t+NT7M8D3qOpSTfjq3BFqzfYTCY7gOkDrOWQzS06Pvz1KLEhvigVYpY9PpYh3cIRCQWIhAIGdwtn+RPjaNJquZJXzre7ziIRiXkjehaPhY7BV+dJY72eLSdS+XL7ac6mFWJqETDfa5hNkayTkx9jfLshFYnoGRXY5niclDK08haW5q7midRVpAsLqder2XbmOmKxqM1yypuYLRZqVepWAbxWb+Tl1XvQ6Ax8/PBEJCIRb67dz6KPf2XfxQyemzmU5Iwi3lowGncn+9IrZ6WMl+4bysuZ69lYfIbrpeV2ryg/11QAANB2SURBVIf6uN2QXrYwrFsku5Nbq4yBNdBJziji7QWjOXI5m4l/yByZLRYcFW0Hf0qZBLFIiJNSRn5ZHfml9UzzTaTZ2IJMIG415tuRiEUEyt358ecrfL87GaPZTI+oAC7nlto9d+mFlUQHelFZ30xNoZ7pfn3tziNAwIKgoVy/XmMLcABSsstIzStnyYqdPPzWNkTpLjzgMxpDvgQvmTMtOj3iDsn2dmlq0VGr0uDr3pHJuZ24EB9OpxX80+C/gw7+rvzLs5i8vDzuu+8+2//nzZvHgw8+SEVFBb6+vv/RwXXwP+f2GvXnZw/l91PXuJxrlTUVCMBJIWf7met2qmGnrxdQWt3I+w+MIyW1jKY0GZ5ubrzfO4nDje03Vd/O1zvPsGBkD/Ir6/h860mm9O/MoIRwm9no7cwZ2h2hUMCRK7mtzvP0tEGs3H2W9KJb5T9X8yt47rudLFs0nmWbjmIym/lhySwu55RS39xCv7gQamT1vJSx3mYmWmdoxsfNqd1siUgovGMJUE2jmigHb4KUHmho4cW7h3EsJY8ATxeEQiFgYWDncBZ/tqWVzPSI7lFcyS1j59lbEzi9wcSScZPZdSoNU5UThn4WhnePYv/F1spmUrEIZ4XcJswA4Oogp19sCD8fvoTFAjKpGEe5lGatnrUHL/LJ4kks/WYHn208xdxRXfmk+33k6ypxUsqJlPuxcV8qO0+17h04n1XCzCHdAOvk9pudZzmdVsgjk5J48JPNeLs68sniSe2+T383hEJYMmMwG49eZvHEJFZsO8WaAxd4Y9FwpoyPZuoYq1+YzqJHpzfy+kprVrW5RUdzi47V6y/z7sKxrNp7nr3nM23nPZaax6lrBSx7cAKLQ0cht8jJza3namol6hEG7h/Tm7JaFeV1tz7PcqmY1xYO54dSq/x0tU7F1wX7mO7fl8kD49h1OuOOMruOcikNzW0/A3qjCYvFwrKNR+0MOc9nlvDAJ7+yaslMvtl5mudnDUWl0VJQWU9ssDdOPiI+K9pOaUsdDiIZnh72AYVMIkZ9Q5JeLBK12bN3k8r6JhrUWu4Z0QuDwUiYryuujkqkYjFOShnPTB/EW+taS28/NKEfP+2/YAveDEaztafvfBpVNTB6VCBiobBVPw/AyO5RrDuQQkqO9TtTLBQyb0RP3lpnNdOVSkQ4yqWs3neeDx4Yz5tr97Ni8xlmjezCJz3uI1dbgYuDAn882HUik+0nLrW6xvGrefTqFMSe8xlsPHKFPecy+PLxaTz82W+4OMhZ8djUdt+Tvzs3RWc6ytXs6Rziw57kDDKKK4kL6Zh/ddDBH/mXg5yWlhYcHW81uYlEImQyGRpN+07bHfz3CfN1RyQU4OfujM5gsgU4YPV2Adhywl4W2cVBzrMzh/DIF7/ZrfxuOXaNp2YPwOxuIirAs81sztje0fSODkIhlSARiRnRPcrqn1FUhVQsIjrQk3GJMVzJK0MsEtI13J8L2SX4ezi36mNwdVTg4aK0C3BuYrZY+OnABaYNSOCbnWfQG01E+ntwObeUxJ7+vJWxyW7/PbUXmTG8F59vOt3qXDKJGJlEREKYr81j5I/0iQ3BW6TgheDp/LL3MnmJdVQ3qlm55xxavRFnpYwlMwaz5vk5rDt0ifOZxbg6ypk5uBt6o5EPblPCGtE9igl9Y3lrzQHSiiqxWODEtXw+emgSWSXVFNymFicWCVn24ATSiyqtK7oWGNw1gmkDOrNs01FbKUujWssHi8aj1RsJ83Nnw+EUXps3CrVWR0OzFieLA0N94rncnMfRC3ltBjhAm6V/qXnlaHVGWnQG8ivq7liW93dCIBDi4iInsWsAg7uEU6vS8Pq8kbg7KbmcW0q4nwcXCqxZtzOXi7j4h1JIoQiEAiFNGr1dgHMTo9nM2oMXeWHOUBZ/+ptNLKNvbAj7L2by+JT+aPVGcspqiAzwxNNfxqqyg2Q2ldmd5/fyZNaOexxXuQKLxUKPqIBWZZkA947uzc6zraWvAYK8XMkrr7MLcG5iMJr4YW8yId5uPP/9LnzcHPFzdyapTwBPXl9l209t0mFWGvF0caCm0WqKWVhVz6Jga9ajvE7VbskbQOcwP0RCAav3JdO7UzA6g5nlm47SqNYil4h5fvZQvnt6Bqv3nqegso4QbzemDkjgfFaxLcAZ2jWCSf3iWbbxKFfzyzGazKh1Bl6aO5x3fz5kF+hE+nswe1h3nvzydwB6RAUwb0RPNt0mMNLUouO9B8YjEgqQiIU8NKEvYpGIiromxDopw30SqNI28sLn+6huULe6J7AqqN3+TKk0Oi5ml+Dl4kB+RV2bwVcHVgpuqHn6dAQ5doT5eaCQSTh9vbAjyOmggzb4t+pRvv/+e7tAx2g08uOPP+Lp6Wnb9sQTT/zvR9fB/xgPZyWLJyZRWd/Ekcv2qk8uDgryymvtJrVSsYhnZw/GJDOy9J6BJF8tYd+5LFt24otNp/j9rXt5ca4riz/dYteXs2BkLxzkUu5572e6hPuxcGwiq/edJ6O4Gl93J8RiETHBPny57RRSiQiT2cL5zGKemT4YgcTMmH6d+G5bsu18ccHeXMxq3+X8an4F80b0urGvDyeu5nG9sJIWs67VvumqUiaE92Ji/1h2nk633bOfuxOfPTqFPeczeGzyAB7+bHOrSX6QlyudAj354veTHErJ4b7Rvdl1Lp1jqbe8N1QaHa+v2c+CkT3pHx/CzMFdMZnNbDp6hV03SnBcHeQ8M2MwDgopx6/mkxQfykMT+rH5RCrHU/N4efUeXr17BBaRmYvZJfi5OxMf6cO68qM80Xs84X4emM0WzmUUseTbHXar3l4uDqi1egwmMxaLhaTOYbyxZj9YLDgoZPh4Kzmiu8yGwtMs67Sg3fe0X2wIV3JbT4Brm9Qo5VIEAhDeoazu74TZYgYsGDWwKzWd/RezMJpM9O8cxtjeMbg4yFm3O4WGNjKEfu7OKJUSBnUN5Xph24G1QABj+0RT2lTPs/MHkpFfw7bjaWw4eplHJ/XnpVW78XV14rnZQ3DxlbDwwtdtnsdkMZNXV42HiwPRgV4sGNkLb1dHDl7Kxmgy46SUMXdod3pGBbKjnSAnJsibU9fz230vzmUUsea52VQ2NHPwUjaNzVrqdK0n9T+UHuS1RZP5x/dHqGpoRqs3UlrdQP/4ULacSGXRuL68epvC4E2i/D0I93Pn2e92Eu7nQVltI6v33fKe0hqMvLn2ACN7duK+Mb1xlEsxmS088dXv1De1IBGLeHxyf6KDvDmckk3nUF/uHdWLM+mFbDhyGaFAwJdPTCOzrJLyehV9YkLQKloQKywsnTkEsVBIZkkVb687aAs2AXxcHdEbjNQ1aegTG8xb6w5SUafCzUnJe11G8U72ZmRCCcN6RbLxYNtZ8IEJYXz62wm7bXnltfh7OFNZ39RRrnYH8ivq8HBSIpd2lNDejlgkJDbIm5PX83lgXJ8/ezgddPCX41/+xggODmblypV223x9fVm7dq3t/wKBoCPI+T9GKZMyfWAC5bWqVj+kNY1qFLepDvm5O/PKoiEcVF1mf14qYGFgTCwfDxjPB6uPU93QzAuzh3Epq5T04ipWPjOT2kY1QqEAkVCIs1LGguUbCPBwYe6w7jz99XZbP1B6USVHLufw+ryRvLtwHHnltQgEAnxcHdl47AqhQS50ifcmNsXL1pjs5+7cbp09WMtzjCYTgZ4ujO7VieggLwxGM0FyZ+Kdg7iusldz+zBvO7O6JLFp+DyyS2oQCYWE+brz3Hc7KaisZ9G4Pnzx6FQ+/e04OWW1iEVCRnSP4sHxfSmsrOdQSg4CAXSPDLCbYN3OxqNXWPP8HL7cfgo3JyUavbWpWS4R8/Z9Y/jo12N2mRqhQMCLc4ZhNls4eS2fJd/u4IvnJ1IYlM+YyJHsLU8hysWXRpq5klvG+sMpra7p6+aETCLm6W+2IxTAqF7R3D2sByufmkFprYqK+iYigt159+JGTBYz59VZ3DUsgV8P2/cgOStlzB3WgxdX7W51DVcHBS06PXcP74GiY0IBWIM9kx7+sf6gXbZxw5HLHLqUzXdPT+elBcN46du9dmINMomIZ+cNpMRcjV+cHEFF68+4XCrmHw+PIktYxHclyTQZW+jqFcobjw1l067rXMwqZu3zc6hr0vDDnmTmTe0KWPt2Jnkl4i52RGVqYUfNea43FiMVivl48wHiQ31R6VtwVEhZ98Jciqsa0JtM7DqbxoFL2SwY2avNki8HuRSJuH2VL2elDJPZzP1jEpk1uBv1zS0EK10Y5d2VQ9VXMVms91+sqeXj0t95/IER+Fk8Kaiop3OID5EBnlzMLuF6QQVvLhjN6r3JFFTWIxWLGJsYw32jevPtrjMUVTXw6KT+vLF2f5vjOHAxi3tH9eabXaeYM7SHLePy2j0j2XE2jY+33FKzW3vwIncP686Ckb346cAFTl7L55uXppBWm43SO4TrdWW06FrILdSw7lDrMjNfNycMJjPPrdyJr5sTFgssWzSeJo2OzJIqRFIBF+ryECLgo95JnLxcQGmNvVJlUlwIKo3OLnAC8PdwIbO4mol94zqetztQUFGHt1uHTHJbxIf6sP5QCo1qLS4O8j97OB108JfiX/5WLSgo+C8Mo4P/BAIEODhIGds3xuaGDlDXpMHNSYFELMJgNPHCfYN4O38TNbom2z4Hq69yviGXNxfMobHGwC+HU7hWUMH0gV0oqKjjpwMXyC2rxcVBzoyBXfjHfWNpaGrhy+2n2/TNeGf9Ida/NJdnv9uJQibh7QWj2Xk2jZhSb+SBZubM7IyuDk5dLMLTRUlSXAjf7jrTpsLQ2N4xVNU18/HiSbz3y2HbvXm7OvLotEFE+mSxrfJWMGLBgl5gYO+lDOICfAnwcCa9qNIWdKzcfY7YYG+emDoQN0cFEpGIqsYmdp5LY3j3KIK8XGjRGahVtV12AtYV5aKqehJjgimvVTGgcxhHLucwunc0O86k2QU4YC27+2DDET56eCInr91YKTcLeChyJDKzlCEOXWjRGzDqLcweZp087jmfYXs/wnzdeXbmEN5ed8BmoLrjTBpnrhfy9n1jrCvBQgFFdfVobzinbyg7xQPxI3gnehT7TmXT0KSlX3wIfaKDeXv9QbvG6JvXqGpoJjE6mLhgHzRaA7i0+xb8bbBgITWvvM1yyupGNRuPpXLPiO58unQCp1OKKC5rJCzIjcQugQgUJr7MOURucyXfd34UoUBgV7L01Jz+rKs/zLXbAvVLDXlcaSxg2cT5eJhdyCuvxWyBSzmlDCsPZ2nEJExVEtasuUxZrQpvV0dmjezBpMjeNNZZ+17WHbzEwJF+TB4cx/c7z3LwD54+WaXVPD9rKD/sTaamUY1AYDW6vHdUT6ob1fx6vO1sxLT+nVHKpWw8cpktJ61+WDKJiIlJcbzRZxZvZG20BTolmjpKTNXUlxhJ7BRCk0bHo19spWdUIGN7x+DmqOC5WUPR6g0IBUIsFgvv/nKI+BBfHG9kE1t07SuipRdVMrRrFEKBEDcnBX7uzlTUqUjOaK0yuP5wCssfnIBSJkGjM2A2WngkcjS1jWriBWHILWK6DXFBqzew5eRVu+du6V2D+cf6g1gsVsGPd385xNT+nekZFUiUvwe59dbPhRkL/8j5lecWTiU3p4FTKUXIpGKm9e9Mo0bL8k1H7cYkk4iIDfbmQlYxvaKDaG7R4+3a7u3+rSmsqifYu31D678znUN9MVssnE0vZHSv6D97OB108Jfiv750lJCQwO7duwkKCvpvX+pvjUanZ+e5NE5czWPp3MHEBHuTcdukbN3BSzw/cwi7z6dzVVtgF+DcpNGgIVmdSbwogmsFFQxMCGN4jwh2J2fQ3GKdEDeqtfywN5mBncNYNK4Py3892uZ4jGYzOaW19I8PpUmj40qeVW0po7iKhYaenNdlcFlbQKe+/pRSgqMymqenDbJbgQWICvRk/sheGCxGHvtsK1UNzbbXqhqaeX3Vfj5+dALpTsVkNVXgKJYz2TeRzoIwNO5GzBYLP+6/gOkP6jPpRVU8caMGXymT8NzMoVzOLaVnFz+eW9yfOrWGAFzv+J6LREKWbzrKskUTqKxrYtaQrvSIDOTl1XvafU/yyusI8XFDqzcQ6OiGWWvho83HOJNeiMViXdmfOawLiyb2YWr/zpgt1nImncHI6z/to7rRPvCqUam5kFlMSk4pwT5uTIyMRogA8w0hhu+LDuIqcWBwUhyhQhd6efihaTDgeaMP4Cbhfh68fe9omlv0NLfoeHv9Qda+MOeO9/93wWAwc/BSdruvH7uSy4xBXTALzPh1FeMW74yDRIzY0cKGwrPEuwTxSsRdlFU28eS0gXxy4zPurJTh4i3hWhu+UiaLmZTmHHqaY9CajKTnW5/l3Px6ApqdWfH7reekqqGZL361ektJxdaMRllNIxGSnjQZWzhxrXX52YYjl+kc6sub80bh6qRAJhNRpK9mR+15xnv05v4xiazam2x3TLcIf8YkxrJqfzK/n7hlPqszmNh87CoqtY67+wxkTckxXCRKZvj1I1wXQHiMJ19uP02EvwcAF7NLuJjdujx1+YMT6Brjy9DEcII7KwlQtC+eAOCokPHaj3v57NHJvHPfWHJKa9jSjnIiWA1Uk+JDuV5Qib+jG0fP5vHdrrM25cFuEX48P3coM4d0o06lQS6VkFVSZZOPvp3fT19jaLdIXlq1l/eWjLJtr9U383zGWmKdA+g2JgyjxUSErzubj1y1U8BydVTw7v1jcZBLSYoL5fUf93U8b+1gMpsprm4kMTr4zx7KXxI3JyWBni6cupbfEeR00MEf+K8HOQUFBRgM7a/GdfCfobpBzadbThDo5UKevox7Z3elJK+ZA2dzMJnNRIW6ExHhxouxQ3kne0u75znbkE2I1J9X7h+Ks5+YzVUnsMTDQ/16YKoX8eG64+gMJk5cy2fR+L6IRcI7+KlYuH9MIt/vPodMIiYxOoi7h/eguLIRX2MAz4b3RCvTkq0pI7+8nvSiKj5/dAopOaWoNDq6hPthNpv5fOsJhvaMsAtwbufbbed48/7Z1OqbEAtEKMwyvt15lqenD+LBTzbTOdQX9xtu41EBngztFolULCI1r5yT1/JxkEtxd1YwZUonXspZh9pkDehejbwLXzcnKupbB4SPTkrC3UnJBw+Mx0EuITQmCIVMTICnyx39ZVQaLQqphPkje5JeWMWqvcnk3GZ0qtUbWbP3ElKJiNG9ojl+ydrT8/6GI60mWjdJziyie2QAaw5cZMbQBPp7xnCi5pbCW4NBzbby8/jIXQgzBLBszXFenDOMh6f2obS+gUAXN0qqVHzx+0kmJ3Xmy+2nGZ8Yi1TUYU4I1hX39volHBUyJg+KA7kJfaOZvu4x7EnOQOmkwKOzE7PcB3LkXD4rqk/TKdCbYd0iWPH4VPZfzMLNUUGGtvVkX4CAh6JGEOcUyPbSc2gkOvonxvJB1zHIzTKeX9m2Ge2GIyl8/PAk4AJDukZQ16QmyMuVEG83sv4gHiKXiBndKxqxRMS5rEKkCiFBAc40GjWcySigSaPls0cmcyGrhBa9gR6RAag0WirqVOw41XY/z4GLWfwy5m56OEYgEYiRm6UcvZLHlYwKCirq6BruD0CApwsje3TCSSkju7Sawyk5mM0WAr1d2Gk8zepkaxnl/MAhJMYEkpxh/x4pZBIWjetDgKczb987BqFQiItSTq/oIFbvb7u8FKz9dG6OCp6fNYRT1wpaLahczi3n6RU7+PKpqeSW1RAf6se7vxxu81wWi7UMWK0zoGsyE6h0p0Rza9EgXVVKuqqUPu5R7DibhsFoZv1Lc8mrq0Ypk+Imc2DV7mRmDOrKV9tPM6RbBLIOyfY2qaxvwmA04dNRrtYuncN8OXm9AJPZjEjY0dvVQQc36fhW/X+EvPJaFHIJj07pj5NBjEqrJT7Sh9AIZ/LUVZxvzuCn1D08HT0epbj9/hd/hRtdw/1JbSrkWG0mZ2uy0ZuNnKhOp7trGC8sGMKb31tNC9OLrJ4xyRmtV6JFQgER/p4s+XYHT00dSKS/O5EBHjz73U678rZu4f68fPdwfr96nT3nM9h3IZP4UB8UMilHr+RQq9LQPz6U1OzyVte4SWZJNZU1albtvUBVQzPVDc28sWAUuhuNwskZRby7cBw9owKpVanZez6TFr2BvjHBfPHYFHLKavEPcOTZ5FW2UhuA1WWHeGnhFF7/9qCd+tyb80eRVVrDwg832RSRgrxceHbmUHLLawjzdbfLktxO13A/4kN8OJVWSN+YYLsA53Y2HExldM8YzBYL+y9k4SiX2l5zdVSAxWJrdHeQS23iBFezK5gR3J8Gg5qrjbfKdnzkLrwQNp33vz9Oi87AGz/t54Olo9ivv8iQmm7840erKtyUpM6E+3kwe2g3xOKOH0sAATBtQIKdAAVAuJ87zyzoz6/Vp1h1dhcWIKmpE3d3H4xcJ6OhVo9abSI22JuUnFJOp53n1+NXeH/hOMQCAQ5yKWKpwu6cYoGINxJmIBAIOFuXRWpDIVU6Fadrsgh28OT9+HvaLA8FMJkt6AxGPnxiLI1KFT9XHEWiFrFgXk80lRaWrT2OwWhCJBTwj/vG8PPhFD7afMx2vEQs4s2FIylqbuDX46lsPXmNzmG+SMUiDlzMolGtZfmDE1plRW9isUBlbTM/7r9Iaa2KRnULnz4yhRW/n6Kgsp4Ifw+WzBiEXCphx9k06ps0dAnz55PFk7iQVUy2oZRTtbfU536rOMs7U++mapXaVv6pkElYtmgC6w9e5POtJ2379ooK5MlpA+kVFcSBS63l2QH6xAQT6e+BzmhizYELbe5TUd9ETnkNob7uNDTf6p+RiEW4OMhp1uhs4iwKmQSD0cgPv1/grXtm80raL5S13CpTjXEKYJbHQF74eS8anYFmrQ6nRB2D5PG88O1uKuqbCPJ2Y2j3SOYN74GoQ3igTW7+7TuU1dqnS5gfe89ncr2gki7hfn/2cDro4C9DR5Dz/wgioYD37h/Hqr3JXMoptW0bk9iJfgMDuFJcAEC2qozpAX1Irs1pdY5FkcOJcw7go+wd1OiaiHUJ4MMe97A69xgp9fmkNOQzNCyBEB83CivrUcqkPDi+D5eyS1tlLx6a2BczJuRSMRKxiGadgVdW72213+W8Mradvk73iAC2n7nOtCHx9I4PAKGA+oYWft1/FZPZjL9X26Urwd6uPDl1IM1aHZ1DfQjyjsHDWcm6gxd5ee4IwNo/I5eK+eVwCudvKw0qrKxn/6UsvnvqLraVnLULcMDaU/BZ2Q6WPTGNukod+RV1JIT7kV1Szfo/NCgXVzfy6o97ee/+sSwck8grbShH9YgKQCYR84+f96GQign0bL/hpblFh7pFT0ZxNcO7RdAt0moyGurjTlFVPQKBAC8XB7aduc7AzmF8veMMABKRiK82nuXNB6dTZ2gmt7ESN4kj2gYL739/3NYQbbZY8JG6MlzUg/d/Omq7rlgkZOldg3B1VCDuWBEErOVYTgoZg7qEc/xGoCMUCFgyfwCvZK+nyXhLVe1UTSZXGgp5v9M8Hlm+DbPFgrerI8/MGMxvJ1JJzizmi22nGNs7hi9+P8nKV295oyS4BvNg5HAOV1zjcn0hbjIHHooaSY2uia+z91OkrmFX5QUGJIRyPLVtBTQvF0fyLeUsz9iB0WINhpJrc0h0j2TJ3QN5/6ejDEwI53xmse174iYGo4kdJ9J45p6BhHdyQYyItKxqjlzKQ91iLem6XcDkdqICPHloQj9ULTriQn0Z3ycOR4WUlbvOMmVAZ64XVlDd0Ex+RR2/nbxmO664upGDKVl8/8xM3i7eYHfOZqOWN3I28Or9d2FqEJFZXE2vToGs2nues3/ou7mQXcJX20/z8MR+HL+aa6cGCVZ1xYQwX5Z+u5PnZg2lsr7trDBAZlE1IkQM7xbBwxP6Eh3kjVAgoLSmEXdnB1p0en6+IQyiM5hobtGTerWKT7rfS35jNdU6FT5SV8pKm3npy/1obvQVGQwm7vJJ4p0fj9iywy06AwtG9sLFQYakI8hpk6LKeiQi4R3NXP/uhPt54CiXcvxqXkeQ00EHt9ER5Pw/QqivVXb1dk8bk9nCrrOZSKViRsV0Y29lChN9+lBZ1cxQz84cqbk12ZgalEiLUcfTl9bYtuWrqzhYcZV3us6mUttAWUs9h+qvMLB7NJWHmogL9WFdxRE+XTKBPcczKapsZFK/eGJDvGk2apFJJbx290g+3HyUIV0j2y3j2nLyKjMGdWHFkkloTQYKyhpo0uiICvLgiXuSqKtvwc1J0crIz9fNiWdnDuG1n/bZZVpcHOR89sgUJGIh7o4KBEIBNY1quwDnJvVNLaw7dJF7x/UjyNGDw9XXuFiXbzMXLVRX81LWOr6Me5Dvd5/D38OZNQcutnkfjWotRdUNFFQ08N7Ccfy47zyZJdU4yqVMSoqnR1QgT3+9Ha3BiJNSZvMvaguJWITAYs3a+Lg7U1anor5Jw7KNR2wr6WKRkMenDMDdyYGqhmarP1GwF49MTuL5L3fz6OT+/PBzKs0tOiQSkdUR/sZ72D3Cn5SMMj7ZckuJTyCAYG83NFo9r/64l+UPTmh3fH8nlHIpaYWVPDYtiXFJ0ew4kU5UoBcXW7LtApyb6M1GKkz1fPzwRGpUGk5czeP1n/bx0UMTuZhdQlZJNQ+O74vZYiEnt57HIsayqeQUC8IHs/TSWnRma6YgXw2X6vKZHtSHmSH92FR4hp1ll1gyYFqbQY6XiwMFlXUculzEkpGT+KxgJxN9etHbsRNGg5kgZ3eWzhxMuK81o/pHFk/vgyhQz8OXviXBKYSp3n3x9XRi7rDuRPp7cimnBLFESHyID9cLK23Hhfq48cikJF5dvdfW3wLg6eLAm/NHIRFby/08XRzsApyb6Awmlm86yrv33cO5pky2l10gt9l6/nq9mhcy1vFN7MMc+D2L+FCrw3tbnEkvZOGYRJY/OJF1hy6RnFGERCxiePdIJvaN47mVu6hRqdHdeP7+KLxhux9vd4xGE5UNzfSODubDX4+RXnTrfv3cnfnwwQl8u8u6sDA5KZ6YIG8OnM6huqGZY6n5qFq0uCjldmWOQ7tFsuSLXZTW3DJ2HdwlHIEAXl69l+WLOp63tiisasDbzalD0v4OCIUCOof5cvRKDo9N7v9nD6eDDv4ydAQ5/4+g0ujaNO0E2HU6g9WDZjLcqRtuAkc+33+GgT3CGdmpK+easjBjZnpgH+adWdHqWL3ZyHc5h5ge1IcvsvaiNxuRSUW8fPcIjGI9O8ovsq/yCg/3H8F8h158tOk47/xsLWdzUspYMLIXk/rGU1DZdvkWWFczRXILxXmNvL3qkN0qbL/4YJ6eNZCNZad4c9FI3l51yFYuMm9kTz7efNwuwAFrsPHK6j08M2MQnz8+lfTCinYnRgCHUnIYMySSU3WZdHYNZl7YIFblHuFKg9VYMNTBm3qhikWTExGZRdQ1aRjTO5pRPaMxmsxIxEJKa1SsO3iR4qoG0ooqOH41l2kDElg4tg/+Hk4UVNTz3Hc7bcpaTRodQqEAD2cltarWRrrj+8SQV16Pn7sTS7/bwbN3DeGbnWft9jGazHyy5TgfPjgBR4WUF2YNQy4RM++LrQBkldQwrk8M8SG+aA1GVGotwd6uZJZUExPkxZtr7SWEZwzswslreXz++ykA2/v8d0cqFjOgdwjPXPkJrclAv4GdiPV0YU3h5Vb7hii9WBIymZ1HMzl++QxisYiRPaJY/uAELmQV0zc2hFPXC7Dc+By4yBXkXKnho2ELeC9zqy3AuZ0txef4pOcCthSdw2A2Eh3khYuDnMbbfHmUMgkvzhnOF7+fJL+ijkkDYvm684Os2n6BpVf2YLZYUMgk3D28B57OVq+l2+kRFYA0yMSX+fsZ4dmFbvpolny4x25hYnzfWPp3C+aROX34YNVxiqoaAKu56Ls/H7ILcMDas/LF76d4b+FYZg/p1qY63U1S88upbWnmfH0OUwJ74yV35sN0a0ZZbzZiVBhYOLE3Wp1VzW32kO70iApAZzAhk4i4nFvGL0dSqGnS8P4vh5ic1JkZA7vg5erApexSnvlmu+17Zc/5DKYkdWbtwdaLFUqZhE6BXvywOxlfdydyy2vtAhywmpk+9/0u7hvVG5VGR9+4EKa/8RNCoYAvHp2Ko0JOz06BFFc3IJOI8XBWciatELPZYhfgRAV4IhQKuPu9n4GO5609iirr8XJx+LOH8Zene2QAX+84Q1GHEl0HHdjoCHL+H6BWpWnly3A7eqOJ8qpmln63k67hfozqGc3yX4/iIJcytX880wZ24VJtji178Ueym8pZGDEUgGFeCXT1Cee7XWcJDO1NlJMfTwZNQKKXsvTrnRRX3xpHk0bHNzvO8MnjE0no7E3Xnl7IBBIycmpYt/eybSW1V6dA1Gojb3x/sFW258z1IjqdyWDqgF64mJ1Y8fhUCivraWrRkRDq20qW9SYlNY2AgAc+3MTPL91Nal7bRowAYqGAUm0dp6ozqdM1ozTJeDJsAjuqzrOt9DwPRY7AUCNErW4hIdSTF2cPo6iqnue/32WTcw7zdeflu4ej0mg5lJJDRX0TK7adItLfg+UPTiQq0BN3Z6XNAR7g251neHP+aN5ad8BOVCEpPpRRPaMxmc28ve4Adw3uyvYz11uN+yZ7z2fy1RPT2Hw8leggb9t2oUBA//hQlny706aOB9bV4yFdInBWyqlVafB0ceD+MYl0j/Dn1PUC/NydadbqOsrVbuOaqogitXURYVv5eWQSMc4S+34akUDIkpDJvPjFPrsA5NfjqZxNL+Ste8cQH+pLr06BgIURPaIoqWnE28EJk8lMWmP7hrhZqjKClB5EKv2QWER8+cwUrmVXkl1SQ5C3K6E+7ny76yzVjWreWzgWX0cXPlhzlGsFtz73LToDv5+6Rs94f1a+NpX6FjUSs4QjZ/Po1TmAFaU7EAmEjHPvxZMf7mgl577rbDpdwv3oEefLWwvGUNXQRHmtikBPl3ZFMTKKq6hvbsFBIcXhtr6ytmgytnC+Ng9XkSMiBzEfdV7AK2m/IBQKcRYqqDC1EOLnxnsLx/Pbyav8dFtfTb/YEN5fOB6RSECDWstPBy4gEYv45snpJEYH8c3OM7Z9z6QVMLZ3DCN6RNmp5rk6Kvhg0Xiq6ps5cCmLTxZPYt2htrO2pTWNBPu4MrFvPDklNfi6O1FWq8LNSYHeaOLJr363vX9SsYjX54+i5EZQqJBJmNq/M9MGJHA2rZAATxfqmzQd5WrtUFhVT+dQ3/+Ta+lNRspbGmjQq9GZDQgEAhQiKa5SJd4yF6Siv+6UKS7EB6lYxOHLOdw7qvefPZwOOvhL8F9/Yr/99lt8fHz+25f521JV38xLP+xi9rAe7e4jFgoRCKxfgk9NG4jJYiHIy6oCNjYxlhdW7mLijIg7XkeAAH+FG9HiQO5ftgmAJaKBLAmYwmvf7efhCf3sApyb1/3H4lHs1iRzKPmqTdY4wSWY9x4bzStf7qdBreXJu/qTnFHUbjnb1mPXmNI3gSe+3kZ+RR1uTgrkEgn+7neWmJWIhLw+fxRltSrmDO3GrnPpdh4lNxnXJ5ZUdQH/iJ5LUW4Tuw9ls9WQy5DuEfzU9wkOnMmiplbDjMFdEYuF6I2mVmad+RV1vPbTPr5/ZiZhvu4Eebsyskcn3J0VqLVaNDojb84fxa5z6RxKycZssf49Ar1ceGvBaFQaLY1qLX7uzsgkYq7kliIWizBbLLg5KkjOaL+HoLxOxeGUHLafSWNkz2ird0d5HYO6hHPvsg2tVoiPpeYR4OnCo5OSMJktN0pqzMx5dz2xwd48NW0gRpMJT+eO1VMArcnA3orLdtuOVl7noaiRnK/NtW0b5BnHwTM5dgHOTYqrG8ksruJMWiFVDc3MGNiFe4b34MS1fGoa1VTU39mQ6OZk6y7/fuwqu4TZAllpalr0Ri7llNqELr58fCpf7TjNfaMT7QIcuGEC/OAQPiveTk6z9TWxQMSkLr2IDPCkrqKZPh6RnE0pbtOvCmDdgUsEeQ7lkc+3opBJ8HVztCkXtofRaCbCz4MIfw9+PuxEeV1rtcI+McFo0PJB5Hy2HUnnx/yreLrk8eCIcYT6uvPhuhMsGNUbuVTM1lNXb3lN3eBMeiFmi4VHJvWje2QAMUFeDOoSgbeLA2fSi/jwwQn8fDiF85nFKOVSjEYTC0b2YtqABEprGnFSynBxUOAgk7LrrFWZ0GA0t/s+gHUh5dOtxwnzdWdMr2hqGtWkF1XyyxH77wa90cQrq/fw/TMzWebnjt5oIibIm9n/WEeYnzuPTe6PwWjCo+N5a4XBaKKironh3SP/a9ewWCxcqS/ieFUamaoyTO0s9gkAP4Ur0U7+dHELoZOT319KyUwmEdM51NdmlNtBBx38L4OcY8eO8eGHH5Keno5AICA2NpZnn32WgQMH2vaZO3fu/3qQHbSN3mhk9f7zXMotY0xirE0Q4I+M7NmJrNJq7h+TyOXcMpIzinnl7pHIJGI++vUYWaU1hMr62fmr3E6scwBihLwaPpOCggY+WTwJgUCAzCLlw58P4OIgJ6+8dTna+KQYzhivc6Aq1W771cYivjTv4snZQzBbQKi0UFXbvvGmSqNDpzfaJnLW8rQWJBKRzeD0j4iFQmQSMU99vQ2lXMq0/gl89/RdPPX1Nrushr+HMyN7dEInD+bL9ee4mn9rYrh2/yV2ncng7XtH8+SebVwrrGTZovH8tL9tZab6phZyy2qYO6w7LXoDXi6OuDrKMRpNfLXjLBcyixnZoxOv3jOSAE8XXB3kfLDhCGfSC5GKrT0zKo0Os8XCczOHoJRZm7yLqxroFOjVrmJbdJC3TYGotknNi3cPZ82+i1zNL2+3BGb76evEhfjwyuq9vHPfGJv0bnpRFS/8sIvvnr6rQ+3pBkIEKEX2WYgqnYoGg5rx/t3ZVWad1CYoQ/jlaka75zlyOZdATxeOpebx9vqD9IsL4YGxfVj40Sa8vRxIcAm2U8S7iQAB3VxDiREFI9CIKTPUU61XERMYxY+7b2UaencKJKOkiqr6ZirqVK3O8/jsvryT9ytVuluvGS0mfis7h4/Smf6e0ShEMirv8CxWNzZT02gtr2zRGcivqMfFQYFAQJsBgVwqRq3T88L3u4kO8ubZmUM5lprLttO3MpNOShn3je6Ns0zK/Pc22hY7ympVpH5XzvQBCYT6uvP4F1tZ9+JcTlxtW3ThXEYRT0wdwKwh3XBWSHF1kGOyWFix7SQCgYBJ/eKZNbgrwd5ulNaqmPfBLwgE4KyUo9Mb0RqMRAd68fDEfmw/cx2hwJqFaU/NzsNJibpFT0NzC4O7RqDVG/jw12Nt7muxWMvkKuqaKK1p5MlpAzGazWSX1vDiD7v56olpSMQdku1/pLSmEbPFgtcd+hf/N9Tr1azKOUJ2cwUBCjcGe8fiK3fFSapAIhBjwYLOZKTJ2EKdvpmKlgYu1eVzpCoNF7GC/t7RDPaOw0X61xBF6NkpkJW7z1Fc3UCQl+ufPZwOOvjT+bdnMevWrWPEiBEolUqeeOIJHnvsMRQKBcOHD+fnn3/+T46xg3aoVWnYdsrayPvdrrM8N3MoUQGedvsMSghnWPdIwv08KKluIDrImyFdwpHLxCjlEpvC0r5T2SwIGtrqGnKRhOfiJhMk8sJFqUAvMPHBhiM89dU2GjQtZBRX0dDc0qaHweDEUPZVtu2cnt1UQVi4C54+UqqKtXdUhInw92hz0nbwYjYzBnZp85jJ/TuzKzkdk9lCk0bHTwcu8MHGw3z9xDSS4kPpERnAo5OSWDJjMG+s2YfSqLALcG5S16ThUEo2Q7pFkFdei95gokbV/iTwSm4ZK/ec47mVu7jvw418veMMcpmUZo0OvdHEruR06m40oxdU1nMm3dr3ozeaaFBrbZmmVXvPExtizYAeSslmQt/YNsvHpDcaq0/emPi5e8m4bMzhubsHt7lifpNmrR6pWExskDcezo7klN6SsrZY4OPNx6hvbt0r9HdErzUyJTCx1fYVmfvwkjvzXeKDPBQ5gjAnbxSyttXHwFqmdPuEuUVnsPWK/XbkGvf5D28VTAHcFzaEskI1TbUm1FoDszwH8kzQJKYNSOD5+YOZO6orbk4K7hrSld9PXqdZq2+lROXmpECv0NsFOLezvvAkc0L7IxOJ6RkV0O49dA71JbfcXvb8dFoB43rHtrn/nKHd2X76OmaLhfSiSp75Zjt9YoKZP6In3SL8mT+yJ+/eP5blvx6luk7TZjZ3y8mrJMWFYrZYqGzDs+p2SqobeeH7XTzyxVae/GobFgs0t+hpVGvZdyETmVRMWlEln/5m9cixWKw9fDcXAzJLqpGIRDgrZRxKyWFyUnyb1+nVKZDMkmrMFgtdo/xINxfg5erYrpcXWLPu7o4Knp81lBW/n7R77aPNx6i9w/fK35Xi6gYAfP4LQU6ppo73rm2lUtvI9MBEZgUn0c0tDF+FGw4iOVKhGJlQgrNEQYDCnQSXYEb6duH+iKHMDe5PqIMXB8uv8fLlDazLP0G1tu1n6/+SLuF+yCQi9l9oW0a9gw7+bvzbmZx33nmHZcuW8fTTT9u2Pfnkk3z88ce8/fbbHRmc/wMMRpPtx7lGpea1n/by+vyRiBUCGjQtBLu6cywlj/d+OcS7C8dRUt2AukVPgJcrV/PK6dUpyHaunacyuMepO+8k3M3++hSq9SriHYKYFpKIWqtnZdlBrquK8ZQ58dD9idQW6m09POV1TXi5OuIgl9o1NJsEZpuMbVsUa2opu6rnYnYJD47vS4CnS5u9RQvHJLY5Yd+VnM7Su4bw6OQkNhy5TK1Kg7uTkjlDu+OklPH+BquRn0wiYkjXSHzcHGlu0REb6IVab+DIlVx+3H8BR7mUmvr2JxhHr+Tx0Pi+XM4tQyi38MnScRjMZupqW9i476pdhiXI25XDl2+VMO2/mMWCUb1IjAkmNb+cxJhgNDrDDe+b9v2KalRqDEYzE/rGsfNsGr8cTmH5gxP4eMsxW1lgmK87T08fxA97kjGazfSLDyZTV8K3RftxESnpeofA0c/dGQ9nBU/NGMSSr7e3ej29qAqN1kCH/x6IxEJECJkWmIhUJKabWygAec1VZKpKGeodzyjPrihkUiYNiOXTX0+2eZ4R3aP4aMutlX6hQIDRaMJJKWNC3zikLVK+772YPRUpXKrPw0PqxF2B/VAaFJSomnBQSvhqxylevHso5cZGfss9R76+koAAd158ZCABEmcMRhMtOgNGkxkvFwdbr4yXiyMl2rY9mQBUhhZcJQ74y1yJCvDE3UlJXZN9kCsQwMMT+vHsSntltk1Hr/DK3SPwcXfktxNXaVBr8XZ1ZO6w7pjMFo5csT4P3SL86RzqS3ZJDQM6h2I0m8koquK3E1fRm0xtZmRvUlzdQNdwf7y8lHz4zFgsWKisUrNp/1WbAAJYM0c3qWpoRqXR0rNTIOczi3li6gD+sf4gT08f3G5WFOBqfjmDu0Sw81war98zCvlICb8evYLWYEQkFDCyZzTjE2N49rudyCVixg7oxJLM1SyP9yQ60IvkzNYqjmA1bBzWLZIvt51q5Y+VW1aLRmfAo91R/T0pqmqwehQ5Kv75zv8CNdomPs3YjUIkZWpQIg6i9r+L/4gAAb4KV3wVrgzwiiG1sZBLdQWcrs6in1cnxvt3x13253xxyiRiukUEsPPsde4f0xuBoEORroO/N/92kJOXl8fEiRNbbZ80aRIvvfTS/2pQHfzPEAoEhPq43SpVUlmzDk2xVZyqyWS2MImY0DDuceyOn7sTBqOJ46l5jOkdQ6/oIBROIj5/YTxOYiUSk5iqumYcDTKejphAnVqDxCKirKmB566vtXnIlLXUk9pQxAy/fijkEfi5O1Nep+KHPed4+94xvLV2v82kUmQRIRIIW/nP3CRY6YnaqY7yOhWltSpenD2MX46kWJWILBZ83ZxYODaR7NIaRveKbvMcH/56lKV3DebjhyehN5pQSMV8tvUk529MNIZ3j2JSvzj2X8jiUnYpDc1aJvSJJaeshqS4UGpVajydHXBUyogJ8iazpIpIf0/EIiH55XVoDUbEIiFB3i68+egw3s3dYmsQD1Z68ND8Uezen8vxy/k4K2V4OjtQ/oes0zc7z/DY5AH8dvIqE/rE8vHmYwiEAlwc5Xf821qwEBvsTedQH/QGE2W1jTZ1LAQCquqbKKttJDbYm6gQD3r28uX1TKvXyHdFB/k2/uF2A8dHJyfRojPw2Irf27y+XCr+S9Wb/5kYMSExSpjk15uV+QfZWHgGCxbiXQJ5PHIsUoOM5zLXYbCYeC32LrpH+pOSU2Z3jlG9OlGjUtspAaYVVbJ4YhKJMcH8tP8CP+2/gFAgYFTvTjwzcjLuDkoqa9TUabREB3pR36ThtXtGkqYv4t2s32znKWup53xdLmv7PMbAbmH8eiSVlbvP8tq8kby97iBVDc3UNKoJkLm3e4+OYjkii4jOhFNQVc9bC0bz4/7zXMiyftaDvFx5aHxfdAYTrg4Ku/swWyy8te4AY3pF89mjU6hTafBwUbJ801Gu5lfg5+7E87OGca2gguTMIhxkUuLDfEmKC6VvbAi1KjVujkqUcgkR/h7WsXq60KTR2gJ6Xw9HFs3pybt5m8lQWd/bUAcvHrtvFFt3ZXDmWhE9ogJaKbhtPp7KA2P7UFhRj9FkpryuCbPZjEwiauWlcxMnpYwx4TEEe7vi4+5EfkUtb907BrB6j13NK0coFDKgcygTh8Xwbdk+DBYT72Rt4d1J8zn/4cZWpXtOShkjukcx9731NuPe25GKRR1CH21QVNWAj6sjwv/gZF1vMvJ19n7EAiHTghJR/gsBzh+RiST0do+km2sYqQ2FnK/L41xNNqP8ujDGr9ufIlTQLy6ET387wbWCChLCOjxzOvh7828/gUFBQRw6dIjISPuGwEOHDhEUFNTOUR38JxGJhNw3JpHXf9oHWH8oHeVyxgT1Y3pQHxxMShqbtIT7u2M0mXF0kDJ6SCQlhnL8Ze68ePk3FgQM49DJfHaeTrf5r0QFePL0tIF4eClYkbGnzSBlS/lZ7gruw5Mzk3jp232kF1Xx9Y7TPDdrKGaLBaPRjL+jK6N9u7K7PKXV8eGO3mRk11JW18TrC0bSoNLyzs8HGdw1gqn9O1vLzFp0bDmRyrgB0ahFGpbeNZiPNh+zm0B0DvXF192Z+5ZvZN6InozuFU1WSTVgXTnuHx/K019vt5WBXSuoIC7Em/yKOpb/etR2LhcHOW8tGI2TQkZyZjE6g5EHxvYht7wWvcGIj7+Sl67+wnjPnsz3GobZbKFZoGFd+TEenzSOqX0T8HZzpLi6gW4R/lzOvTXJzSuvQyETs/zBCWj1RlsQ6KKUo5RJbGaBtzOoSzhOShkrd58jxNuV+8Yk8tRX29r8HHy3ZAbbmk7zauYR29+qVteEVqzj44cn8ulvJzibXojlhu/OI5OSiA7wRGs0tdtLMX1AQof53m3IJRKevLKKev2tjN/1xhIev7SKL7s9QCdHf/ZUpPDYte95ceo05mt6sTc5A7lEwvDuUWSVVPP5VvsMj1ZvxMNFyaOf/2bLVJotFsqqVVTXtPDcV7ttppVyiZj7xyQyPCmMLy/uaXOMyzO28+zAqRy6kENxdSPLNh7h0cn9kYlFNGq0JHj64VHsSK2+dUnVFN9Eft59hekDElD6y3jh+z2M7R3D7CHdMFugVqXmh73JPHlXf16bN5Knv95OQ/OtQMdRIWNsYgyvrN5Lk0bLC3OGcTW/AolYxCt3j+CNNfvtFNhG94rmcGYOu5PTbdvcnZS8/8A4WnQGLmWX4uniQJCXK2sPXCA01IWXUn9hklci93qNwIKFRtT8WHqY52ZOYd7QXrg6KTh2JRdXR4VtbLuT03lgbB/eXzSOU9cKADh8JYcxvWLY1oZioVgopE9sCLP/sZanpw1i3cGLnLpe0Gq//ZeyeP2h4byW/bPt/azWq3BwFfLJw5P4YONR22JHXIgPr9w9AovF0m62akLfuI7nrQ1Kqhvw/A/LR/9WnEyltpE5IUn/qwDndiRCET3dw0lwDSK5No99ZVe4WJvPwoihBDt6/vMT/AeJCfLG3UnJbyevdgQ5Hfzt+beDnCVLlvDEE09w+fJlkpKSEAgEnDx5kh9//JHPPvvsPznGDtpBLBSSXVLNG/NGsf7wJR6d1J/dyem4WpzILavlpfU7aFRrcZRL+f7ZGeSby/kwdQer+y7m3rNfMi0gkcLraradTAOs5pr3jemNt6sjKo0OT6MDSa7RFGlqWgU6FixcqC4gzjuQz56eyKb9V0krqmTtwUvcNagLWr2BBe9t4B8Pj6bZU8fxmjTbsdHO/jziP5ZXvzpIXZMGLxcHVM1aXpwznE+2HGfHmTTkUjEtWgOzR3VF76nmmeu7+DTuflYtncWZtEJadAYGJoShlEmpbmzm1XtGsO7QJQqr6picFM+aAxeZNaQb7/5yyE5RLSHMl+YWPb8etxdDaFRreW7lTpYtmmAnNzu4SzhPTh3IuapMHvEZz4qNZ8gutTbp+7k7sXjGEK6piqjNs/Dz/st4OCu5e1gP+seH8uX20wD0jArEZLJQq2omzNcTuVSMVm9kzYGLvDZvFK//tNduVTnEx427BnVhV3IaHz88kVPXCthwpHWgeJMNRy7j3Fts9zdSiqQopRKcpEremDcKlUaLzmDCUSHFy8UBo9lCY3MLb84fzetr9tkFOrFB3twzoidSSUcjNIDQIuR0baZdgHMTg8XExpLTjPftwZ6KFLQmA69nbeTZ2EksntqX345cRyISseVEaitlv+kDE8grq21VivnAuD48t3InWr0RqVjEPSN60C0igKYWHRqVmYWBI/mp7Ai1OvvjUhuLkDoI+PCJcRw8k8vBS9ms3HWWsYkxdAnz47VvD/Lq3Jl8XLCNIo21XEqIgHG+PQjR+fPWyUMcuZTDd0tm8NzMIXy85TibT6QiEQsxGE0smtSHC8Ys/E1urHh8CumFVeRX1BEf4kOEvyf1TWoWT+zHxqNXkIhEyCVihnSLYM/5TLsAp09MMIVV9XYBDlj73576ahtv3zvGJg8tk4j46KFJZNdX8JDXWFZsPEvejZ4gfw9nHps5nEt1uRSm6Nh2Mo2eUYG8fe9oPt96kuzSGqQSMWazBQECIm/0Kx5OyeHDByeSWVJNRvGtzI9YKOSlu4eTU1bNO/ePRS6VcHpL20ICZbUqmtQ6Gg32Hl1mkYWu4f589/QMVBotYqEQR6UMd0cFdU0tvHP/WF76YY/dZyHS34MHxvZBJv3ryhP/WRRVNxAf8p9TZ81SlXO0Ko0h3nF4ye6saPjvIBVKGOAVTayLP3vLrrA8fQcLwgfTyyP8P36t9hAKBQxMCGPv+UyenjYIZ4f2KwY66OD/df7tb9XFixfj6+vLRx99xKZNVknh2NhYNm7cyOTJk/9jA+ygfbxcHYkJ8mbVvvO8OHsY3+w8Q4O6Bb3OxOvf77dlZtycFIiUAj68tp0HIoaxs+Qib3S5C2+LO4/9YM0O+Hs489Kc4SzbdMSuxn107078NO4JtlSeYW9VCi2m23puLGY+WHOUJfcMZOmswaRkl1FWq2LV3uQbPjXw0tf7+O7Z6SwMG0ZJYz0ygYSCogZe/vKAbbX1p70X+eiRCXy/M5k354+iQa2luUVHuJ8HGbpi3sv5DZPFzEOp3/Bo5GhG9Ywnq6Sal3/YQ7XqZs+BA8/NGsr6QylMSQogOaMIsUjYytV8Yt94fth7rs33U2cwkVFcRXSgF5k3skHHUvNIjAkmvlMwjyzfapd1Ka9r4o2VB/n06Yk4+VsnnLUqDZ//fpIHx/elf3woF7NKmDO0GyU1jTy3cjeT+sYxuV88G49dITW/HNHRy7z/wHiKqxqoUalJjA6mSaPjlR/3Ut/Uwv7z2bx3/1gOX85p93NQWdtEsMi+FGlqYCIKixwXJ4Xts/JHnBQyPJwd6BLux6nrBdSq1PSLCyXY2xUvl45mHBtCC5dUee2+nKoqZFqQvTDBjtILCMtkBAQ4IXQx8tkTk0lOL+bQxRyrT8qgeDoH+7L2wCW74xLCfEnNK0ert5ZJvnP/WLadvs6qvedt+4T7efDpwvs50niVTWWnaTbekqwuqK2hrETN3OHdiQ/xpUal5nhqHit3Wz/z73x7lM+emUdFcyMtJj1ypJy4UMjbRw9jsUCDWktGcRVl1U188MB4qhubadEZiQrw4Lw6hw251mxUuKM378XcQ4CnC59vPUFGsfV5cXGQ8+TUgWQUV/LKPSPAAu/8csjuHsfdKNlsC43OQHmdiiAvF4qrG9EZTDy3ciern5vFgo/s5dDLalW8+u1+vlgyCXGwNfC5mF1CZnEVHywaz2MrtnL/6EQMJhP3fbiRzx6ZjKNcSrNWz8ur9/DUtIE4yKVkFFfh4+pEr+ggPt96glPXC+gRFcDjkwfcUUK6sVmLQiSh6UZ2JtY5ACVyXBwVuDgqCMB+Eu3nIcHNScHWN+7ldHoB1Q3NJMYEE+bj/l9TD/v/MwaTifI6FUO63tne4H+KyWzm54JTBCjcbH11/y08pE7MCunH/opUfsg9jN5sJMmr03/1mrczsHMYO8+ms+3MdeaN6Pl/dt0OOvir8b9aOpo6dSpTp079T42lg3+DpPhQNDo9ap21gf+9B8ZQXNHAY5MHUFhVz/4Lmfi6O9Gs1fJs2BTinANpFqv5KH0n93oPtwkFPDIpqZUpJcC+81k4yuUE+wTySWx3Pi3cRkZTOSKBkEhHX7zdqqko16D11RMX5s2hlGxKa60Bjr+HM8/eNQR/Zxc2nkhh9Z4LbU4aalRqlDIp4/vG8cgXW+0knkf0iuTlITN4K3sTZiyUauvIrKvi5dV77c5R3ajmldV7WP7gRIwmMw+O74uzQ+tmVVdHha0EqC3KalV4uDjAjSAHIK2gApVG22ZZmdliYdOBVKYM6Gy3/edDl3hv4TgWjk1E3aJn83Grytyu5HTeuW8s5fVNHE/NIyWnlJScUrpF+PPk1IEYTCZeXLXbdp7CynoOXMomLsSn3WbpmDAvinS3lOEGecYy2qM70v+BJK1CJiHY263DIfsOyMQSPGVO7b7uKnWgSFttt81L5kynYC/ezNhEUWoNIoGQWYFJLJ6ViJvcgc/zd+Jo6E+wt6vdcb5uzjYZ+Al94zicktPKEyavvJbnvt3NMzMGsbxTFF+V7uVqYyGOYjkSkxSLRcPG0pNMDEnkxM48rtwonQzwcGbxpP4okPHMst2YLG37wOj0RoK9XXng4022/hGBAKYMiueZHhP5OG8HlS2NNDRpefSL3+zO0ajW8o/1B/n2qelYsJagWcz2F1FIJW16Cd2krFaFh7ODrR+ne2QAu86mtymHbjJb2HL4OsN73CqbbtbqOX29kI8fmggI2HHWmkVese0Ub983hn+sP0itSsM7Px/CWSlj+sAudA7z5fvdZ22laZeyS6lt0tyxd8fTTYm6xvpdFe7ozZLwSUjMd/5JlUslBHm7Msu72x336wDKa5swmy14/YfK1Y5UXadS28jdof0R8t9vyBcLRIzx64ZEIGZd/gkcRDK6uof8168L4Owgp09MMOsPXWL2kG4d8uQd/G35t4Oc8+fPYzab6dOnj932c+fOIRKJ6NWr1/96cB38c1wdFUzp35mjV3L54tEpCIUCVu09T2V9E9FBXqx4fCoGo5ldR7LQG4xcEdQSHeLJzID+mDDj5qhg3oieuCjl7cqf7jqbxvoX5/L/sXfW4VFc3x9+13ezSTbuLoSEBAsW3N1Ki0OhgrRAaUvd+/3V3R1pKS1UoBQp7q4BkuBxd9+szu+PwMI2oUKRhs7bh+dpZu7MvXdm7s6ce8/5nGOpucxwHUq1bzU18lo8HLUEerhw4EwGBmkZu0tO8fnY6cy5rQsyiZSy6jo2HznDkXM59G4TgdUsYdGFfCxBXi6M6dEaLxdHFDIpSqmM95fvsDNwADYdOkewrwvx7mEcLkuln0sb3lq5s9F2GkwWKmr05JVU8cmqPfz8/JQGim/5pZWE+rhd0WCI8POwi6eB+hfGsd9tu5xTGUVUtbZvd3WdEZVSTnJ6Pu7OWlsbLFaBZxatY0q/dtzeNY7iC0HXLo5qzBYLH/2yu8H5z+cUM3NYZ9YfOt1AYlelkHF755ZkmXzp5NScKDcfzLXw244z3NGjFU4a0VXhn2IWrAz3b8fa3MZdBscHd2Zxmv0zeVdYL545/j25+jKCtB7MCxrBzoMZ/N/xrTioFNw9uDO6Oh0tgp0Z3KE51Xoj+09lUFBWRfvmgbSN8GdM91bc+fr3jdaZVVSOk4OKtIxSZngNosizFIVWgp+DEz+W7mJvzhmW5+3n/waM457BHZBKJBSWVbPteCrZRWW8d/8INh89y4rdSTiqlYzo3II2kQFYLVbC/Nx54Zv1dgHyggArtifzSEA3wh29aeEYxPebExs1kqyCgFWAeZ/9yoJHxtCzVTjrDp227S+v1uPj6kT+FeSgw3zc2XTkrO3vQC+XRuXdL3Iqo4j48AC7bcdSc2kR4k24nzsvfLMBgLM5xXywYhdzb+uGSiGnus5AqI8bVbUGyqv0bL1MFRFgT3I6Y3u25puNh/k9HZoH4qbR8kjoCLw1LniqnUnLKEPupcDb9coGschfJ7u4HACva7DKVW0ysCbnKHG6QLyug5valZAioY9PC+osRuanbuUx9TACHG6Mhl7/+Ej2pKTz28FTDE9oXApdRORW56rlXGbNmkVWVkOpzJycHGbNmvWPGiXy95DLZDQL8ORUViGzPlzB4bPZZBdXcDKzkJo6I9V6AwEeOqrrjMjlUkI83XCsciJA58p7948gvaDU5p7VGHUmM7mllTQP8uan7cd547PdBJl9OVOaT1ZxGV27BLKlKIkOrpFYrFaQwHs/7+Tet3/g+62JLN50mLveXEZlbR0zhybQNTaU+4d34eedx3nsy9U89NmvPPv1ep4c34dwv4YvgJ+3JjPIPZ5wrTcaQdVowtOLuDpqWLY9EYAavYFZwzvb7V+xO4mJfdo2eqyLowZfd+cG53d1csDf48ovRh83J3KKG+ZI0GnVJGcU8NnqvfRpE2nbbrZYmb/uAA9+upLlO0/g7uyAyWwhNb+UqQPa88DIrnZSuKN7tkKrUfDR7NvsZv5Dfdx4+e7BvPnDdp5/fyufzj+MtEbBO0t3sXjzkRswV/nfQCJIyKgpYkZE3wb7Bvq2xmS1kFZzKbajjUsIZsFCrr4MpVTO48GjePrDDSzdfIysonKKKmrwcXEmq6iClIwCDCYL7s4OvDNzOEM7RjOkQzQjOrcgp6QCs7VxZUKAtLxS/D10fLJyD58uOoyn2Y18Yzn7SusNBLlUhpNMg0wq5cVvNnLfB8tZti2Rz1bvY/ZHK/B0cWTqgHa8Pm0IaQVlPPrFKh77ag2zPlzOiM6xjOoa16DOnzcnM9g9ngRdVKMJgAGcHVSUVdVSXWfEbLUyPKEFLpfFBfyy58pj0FOnxVGjtJtwKavS4+fufMXr4OPq1CCuyd3ZAY1SwZLNR+kaF3rpmuWX8tzX63lh8QZKK2tRKxSUV+up0ht46e5BRAd52cp6uTgytkdr7hrQ3jYe5VIp/ds1Y1zPNsx8cwWfzj9C4pECdhxI55mF60AcddeMrMJyZFLpNRFkWJ+XiMVqJeEGuoxdRIqUgb6t0Skc+PzsZuosDT0Crgd+Hjpah/vx1W/7G80/JSLyX+CqV3JSUlJo27bhi6pNmzakpKQ0coTI9cRqFewC5gEm9G6LSiHnf4s32gX+/rTjOPNG98BL58jqfSlsPnqOpyf0ueK5tWol1XojTy34jQXzxnI+r4SqSiMRvr54j9SxruAob8XdyalTJZw/X4HeYGLn71xsAJbvOsFb04cSG+LD3E9+scUMARxPzePphb/xyt2DmPM7WePyaj3BGg9eajGeo0l5BHu7NjDKFDIpD9/RA3dnLRXV9a4wZqvA6awi3poxjF/3JJNZWEawtyuR/h7Mu6MHn6/ZZ1s5ahbgydzbuvHGD1vtziuXSWkR7EObcH+W7zrR6Mz1qK5xfPWbfZxPuwu5Ofq2iWTbsfNoVIoGqmsh3m7cP7wLD3/2KyWVl3KStI3055W7B/P4V2sY26MVvm7OJJ7LZeH6g7Z8QiUVNeSVVvHezzts8U+9W0ew4fAZktPzadcsQAw4vUYIVgEnQUuyPosvOkwnpTyHWqOB1rpQ3DRaEosy6OQRiSAI9HCJJdYlkHR9AQD9PVuxettpm6IewIyhHTGZLXywYpedvPeK3UnMGNIJq7VekvmDWSNRymV2CUQvJ9DThUe/WMVHc0ZRUlFDTbkZfx8PRgV0IEjjQajMl9IcI3uyUzieltfg+C/W7GPp05N4+LNfyS25ZKQXlFXz8neb+b+pAzl4OsuWkBEgr7SSeNcw9LVmwnzdbCIAF3F31vK/KQMouKAsVlBWzdfrD/Hy3YPYmZTG/pOZSCUSIgM8mXtbV7767YBtlbNFsDf3D+/MS0vsY3jKq/XMHJrAmv32QgUXGdkllg9W2K+kDe0YA8DWxLO8du8QDp3JsrmpSiUSnp3Yl/WHTtvEQaBe5vn5Sf34euMhHNUq+sU3o6y6lszCchY+Mpa80kqsQv0KzxNfrcFotqCQqWnXLJA5H/2Ck0aFm9O1zefyXyarqBxPnRap9J8ZjmWGarYWJNPeLfxv5cO5liikMob6tWFJ+m6Wpe9mSnjPG1LvkI7RvPzdZn47cJJh4mqOyH+QqzZyVCoVBQUFhIXZq4bk5eUhl4sqMTcKk9lCfmklafmldkYD1H80zF93wM7Auci7P+1gyZMT+HVvMgaTBYPJTKCni90HzUVGdY1j3cFTVNUaWL0vGZVCzhdr9+Pr5sT0IQmMDu3Ke8t34uSgpGOvEF5asumK7S2urGX/qYwGbQWoqjWQeC63gTEQ7O2Kq8KRrNxyEmKC0aqVtpgcnVbNtMEdiQr0Ir+0ispaA/+bOoA3fthGQVkVR85ls+XYOfrHRxEb6kN+aRWzPlhOn7aRfDb3dnKKK1DIZRSUVaGUSwn1diOrsByrINAi2Jt5o3sgk0o5lprLU+P78NaP22w++lKJhLsHtKeiRm/3kRjgoWNq//Y8uWAtId6uvHL3YArKKrlvWAKlVXp+2Z2EVRCYe1s35ny8wi7nCNTHA/i5OfPdkxOoNZioqNGTWVhOekEZzyxcx5394ukaG8rizYcpLK8mwEPH7d1aolUreXXpZpwd1Dw2thfODqKRcy1QyGR4yXWYrBZKK/SsXVafx+mrvCSig7y5a0A7pnkOAOqllF8/v5wJoV0A6OveisePrrc7X7vIQL767UCj+Ys+X7OPjs2DAJDLZQzrFMPPu040KBfp74GzVk1NnYll2xKRSCSs2X+SNhH+zBnZhepaI/d/8gvfPD6O13/Y1mi/vF0dOZ9bbPfsXs6iDQe5vVsc7y2/ZEBEBXjhKNWgdhAY26M1m4+eRRDAw1nLvYM70szfg4zCMsL9PXhwVDd+2XWCLrGhzPnoFzq3CGFg+ygMJjOvfb+ZQE8XFj06lrS8UuRyGRIJFFfUcjElilop57YusYzu3opjqXk8OqYn7y3faZNhlkkl3D2wA+kFpXa/cRN6t+F0dhEHT2fxv6kDyS+t4vV7h3IiLZetiedpHxXIuZxith+3F5O4KPjxzWPjsVitlFfVUFFrYPPRs5xIy+O1ewaz4fAZNhw+g1wmpU+bSIZ2iuGNH7Yik0p48c4BeIiCHdeM7KIKPF3+eTzO6tyjKKUK4t1C/7zwdcRV6Ugv7xjW5x8nzjWYtjegPcHerrSJ8Oez1fsY2L65GJsj8p/jqq2Rfv368eSTT7Jy5Up0unpXnvLycp566in69et3zRoo8sekFZTy7o/bGdOzdYN9KoWcPY3keIB6v/njqXn4uetIyy/l45V7eHFKfz5bvdfm/y6XSRnROZZgb1e+3Vzvl77/VBbTB9fHYeWVVvHi4g38310DGDY8nCxDEXINVP0uruZydA4qTqRe2b8+OSOfUB83OyPnnoEdOHA6i1e+28wLd/Ynt7iSmUMT+HnHcZ6/sz8frdzNWz9eUmuK9Pfg5bsGsv7gKV6+axAPfLKSn3dekox2d3ZgdPdWfL56r92Kk1at5NmJfZk8vA2ldVXoMZBZWsILC+pnlju3COHVe4ZQUaNHrVIQ6uPKgZNZdGgehFatIr+sktbh/vi4OTHvs1VU1Ro4kZbPw5/9SoCHjrG9WiEE6AnppaC/d0tKi2obGDgXWXfoNHd0b0lNnZEVu5MY26MVMpmUNhH+hPnUqzG9O3MENXVGauqMrNyThEQmYdFzozHKTehlteTry/FQOSGXii+2f4JMJkXhICHE0ROd4EhKZoFt37HUXB789Ffb3y/f15/jFZncLx9AlLMfznIHZA1moiVsOnqWK7H3ZAYtgn2oqK6jdYQ/RrOF3w6csrmutY3w5+6BHTiZUUCIjyvHU/MY06MVa/af5Oi5HGZ/uIK3Zwyja4sQlDL5FcdjsLcbx1IbrvBc5HxuCb5u9m5i9wxsz+p9J5FI6tWvnhzXhyVbDvPYmF689eN2u1i3uFAfpg/phJ+bMwdOZ7IrKc0moiCVSBjTozWpeSU8/tUloY1mAZ68cGd/BLWFGmsdOomWCa9+R53RRPeWYbw5bSglVTVolAoiAzxIzy/Fx9UZuVSKRCKhV+tw1h86bVtZfejTXwn01NGlRQgJXfxo7ulAH+9w7n7tx0b7XGc0cyKtfrX4izX7mTWiCzOHJtClRQh+7s48OKo7k/vGU2cyc+hMJntPpvHstF4IKgtyqYwiYwUeKmcU4pj7x2QVlRPqc+UEtn+FAn0Fe4vO0M2zOUqp4hq17OqJ0QVwvrqQ79J2EeHog7Py+q/8jUiI4cXFG/lldxKje7S67vWJiPybuGoj5+2336Z79+4EBwfTpk0bABITE/H29mbx4sXXrIEiV6a4oppPVu5hQPsogrxcUMhldsnmqusMDXJzXE6NwYiro4Y06hXOnl7wG89N7odGpaSq1oBCLmXL0XO8/N0mm5uWi1aNr7szgZ4uZBeX4+PqxLKtx3h4THf27MslPaaczjEh/LTzeKN1OmpUeLpoKa5suLoE4OXiREVtna2uuwa0JzrIi6cX1CdAdHZQ8/7OnbQK8+Od+4bzzk/b7XJdQH2A8Se/7uGJcb15bdkWnhrfh/JqPTnFFQR6uuCoqV/xGN+zjZ2RU1NnxNPVkfczfiGlMofXo+7k6cUbbfv3JKezJzkdJwcV/u46nr+7L+/8vIM7+8VTUFZNbZ2RIR2jeffnnTw9sQ87j6dx+Gw2rk4axvVsjZeHljfTlzMuuCtF+XXk5DceeA31cTs1dUbmfrKSV+8ZTHyzQOKb2SfZdXHU4OJY/5K8Z3gHthUmcf/xLzBY6wPGtTIVL7QcTUf3CNRy5RXrEvljDCYTy7P2szL3EB9FhzK2TyvkcglHTuZyMtP+2fN10vF/XmPRmZ14OHA4LkoNj47uRUZhGVlF5WxNPIfZYrliUkio/9CWy6XIZVKenL+eEZ1jeXPGUExmK0q5jOSMfJ6Yv5ZX7x7ExD5tcXfS4qBS4O7sgMFoxsVRw4FTmXRuEUJGYRkdogIbTWhZUa3Hv0XIFduh06rRG+vjBzx0WmYOTcDfQ8cL325kav92bDh0BqU8j5emDuL5bzY0EPM4kZbP6axCtiaep0uLEMb0aEVyegFatYKoQC9W7U2hb9tIO3GQM9lFqFVyXkj/gbE+XXn32z3UXWjDjuOp7DieirODCrVSwfsPDOf/vt3E+F5tyC6uwM3JgbIqPW0i/LlvmILtx8+jUsi5vXscEf7uLMzfRH/fVtTpLVRfJkbye7KLK1h/6DThfu5EBXo1SKjoeyE+yNVFzfaiZOYmL8BgrW+jg0zJc3F3kODRDI045q4aq1Ugu7iCDlH/LLH4mpwjaOUqWrneGFWzP0OChD4+sSxO28H3GbuZHtEHieT6xnH5eejo2DyIL9buY2hCDBrlzTf2RERuFFdt5Pj7+3P8+HGWLFnCsWPH0Gg03HXXXYwfPx6FQhxEN4JKvYHhnVvw3eYjbDuWyqOje/LKZTkpzmQVEenvwdmc4kaPjwrwwmKxcuRcDlCfI+P1ZVuZMSSB/327sdFjBrZvzouLN/Dc5H6gsXC6OgepRIJGJ8VgMfPsgvV8MGskaw+cbCC57KHTolTIGdkllpOZWxo9/7CEGGr0Rga2a47RZGb57hPsScngycm9KTJW4uemZfbIzryyZAsjO8dy9AqqZ8kZBRjNFpLTC3jsy9V4uzri4axl7YGTNtcW9e+S703uG49CAymVOaikCuqqLI3K1lbVGjhVW4jZWG/5bT56jvuGJRAd6IXRZGFC7zYopDJu6x1N/84RqORydh1N552fdvDBnHEs3niEtPwS7h3UscG5L+LkoKKsWk/nmGBahfldsdxFMvVFvJay0m5bjcXA40eXsKTLHMKdfP70HCKNYxIsFBmreLrFbZRIy8kISsVoNdM3Kpp7JO14ecFWyqr0eLk4UkIlC89tZZbbMJw0ak5nFbPhyGnyS6toFuDJOzOHk1FYRtvIAI6czW60vq6xoWw+Uh9b1Srcj+W7TrD8dy5rTg4qagwm/u/betfQEG9XPpxzG7nmErL0xQQ5eOCEAy8v2Mq80T3YfyqzQfCxwWSmQ1Qgcpm00cDkMT1aEeCh483pQ6nRG/lxxzGOnsvhnTlDEBRWYiI8eXH+JooraxrE5lzE29WZ+esOojeY0KgUhPq4YTCZbbEwjholrcP9bEbYzKEJmOUmMmtLcJfobDLSl1NZa6Cy1kBBSTVKuYyNR84yc2gnogK8KK/Ro68wMjwhmi5tgrAIFgQz3P/ucr56dAxf/3aILnEKfN0aihVcJMjLhSPncpjcN/4PZdiz9MW8nLzCblutxciTid/zbec5RDqLY+5qKaqoxmS2/CN3tdzaMg6WnqeXdwvkkn/PyppWpqKXdwvW5B7lcGnaDUkUOiwhhue+Xs8P244xpb+ofCvy3+EfBc9otVqmT59+rdoi8jdRymTsO5nBkXM53N6tJQqZlHdmDmfD4dMUlFUjkcBjY3ox8/2fGsTA9GodXp+RWyZj2qCOfLf1KDV1RgrLq1Er5YzqGtfgw2popxjKqvWcyiriia/WMG96Au+lrwZAli7l7va9Ge0cxwcrdvHm9KH8sO0YO5PSkEol9ItvxtCO0bzwzQbG92rNyC6x/LI7yXZumVTC7BFdWbP/pN12qM/RMcbagqfOL0aVpuC2gA689cAQjNUNDZDLsVymTFVQVt0gP46Tg5q+bSNx1KgY1ikGtVJOlaWGIb5tsWDFUfbHMS0XV7esVivBXq488sUqCstreGxMTzx0Wt76YhsnMwtx1KgYnhDD7JFdyC2uom+bCBzULVAr5TQP8ORUI8p2k3q3JczXjWcn9cPd+Y9f9NWmOuafa9xotCLwQ8ZeHokZLrrQXCVahYo7Q7sx//xWDpZekhk+Xp5JkNaD56cN45lPN/L85H5k5pTyRORtOFg0bE48y6erLomBnM0pZv2h03wwayQPjerG3W//0GBFp32zQARB4InxfVi86RD3DOxAXskmuw9ytULOsxP7sXD9pQSh6QVlPL9oPSNGh/NxRv2qZ7DWk8fuGs6P647z9oxhLN50mENnslEr5AxoF0Xf+Ejm/7af5yf356UlG+3ywXRuEUKYrzvT3v3RTmwjo6CM9l29eCnpJ8IcvXl0xiBq8688DiVgy5OjN5hIyShoUKZNhD8+rk4MT2iBSinjlCGb3t6xfzr+ECQoFXKs1nop/PGvLKFHy1Am9G7L/77dxL6TGShkMvq2jeT/7hrI/pRMpg/tRMUFlcfnL0hLX46fuzPNA714/Z5gvP5ACrrGZGBB6tZG9wkILM3YxeMtRqKUivGpV0P2BeP2nyQlXpVzGGeFA3G6f7YadD2IcvLjrFMe36fvppmTD87Kf64g90d4ujjSNTaUhesPcHu3OBw1N0eAQUTkRnPVEtIAixcvpmvXrvj5+ZGRkQHAu+++y8qVK//kyHp27NjBsGHD8PPzQyKR8Msvv9jtFwSBF154AT8/PzQaDT179iQ5OdmujMFgYM6cOXh4eKDVahk+fDjZ2fYzpGVlZUyePBmdTodOp2Py5MmUl5fblcnMzGTYsGFotVo8PDx44IEHMBqv7NLwb8AqCDbFoR4tw/jfko08tWAtggDNA72I9Pdk/8kM3pk5nITo+oD9QE8ds4Z3pkfLcJw0Sj74ZSetw/14977hfPnwaJY+PQlXRw0jOrfg2ycmcGe/eKb0a8e79w3HU6flg1/qg5BLKmsxV0txktd/iFgEK19mbqJtax+yi8p5/Ku13DOkAx/PuY2P59xG99hQ5n22irzSSt75eQcOKgUfzBrJg6O68eS43ix8ZCxJ6fkNDByol8g2C/UfYAariaWZu9lYe4Qgbxf+aKVf56BGq27cZcTZQUV1nQGpRILeYESllHHsfC5qk5qY8kiiSyPwdXG+4kyul4sjqgv7+raNxGgyM3NoZ169ZzAalYJZH66wuTJV6w18t+Uo3285igSQSaXc+fr33P3WD9w/ogvd48KQXuiIo1rJ3JFdub1bS5oHev+pgXPxmmTVNj6TDpBWU2RzpxH5+0gkEmosBjsD5yKZNcWctGbw3n3DeH/FLl5fsp3V285gFQS+XLO/QXmzxcq+kxnsTk7jnZnD6B4XhlatxNfNmWmDOzKqWxxGs4XXv9/KQ6O64+yg4qPZt/H2jGFM7d+O5yf347V7h/Dt5sOczLQ3GM7mFBMo97T9nVFTxFd5G4kK8+DFxRsZntCCBfPG8PVj49AbTTz06a9sOnqOX3Yn8crdg3lqfB/m3dGdzx+8nVZhvjy7aF0DNUGlQm6LDUqtLuCxpMUE+1w5keyh01n0bhNxxf0JMcFkFZVTUF6NQialpLIW5ypnWpU3x0GiwtetcUNDLpPi6+ZEcUUNA9pFIQAvTR3A+N5tmPbOj+xNyUAQwGi2sPbAKV5asolQHzeyi8qZ8MoS0gvKeGBkV3SXKRB2ig7is7m3ExXo9YcGDkCd1URWTeMr5ADpNUUYbpBU8K1IVnE5EupX/6+GzOpijpal09E9Atm/aBXncnp71yeQ/jZtF8IfuJVfKwZ3jEZvMPHdlsbzfYmI3IpctZHz6aef8vDDDzNo0CDKysqwWOo/Ql1dXXnvvff+0jlqampo1aoVH330UaP733jjDd555x0++ugjDh48iI+PD/369aOq6tKs5oMPPsiKFStYunQpu3btorq6mqFDh9raAzBhwgQSExNZt24d69atIzExkcmTJ9v2WywWhgwZQk1NDbt27WLp0qX8/PPPzJs37yquzI3DYrWiN5hwcdSQX1aFINT7868/dJrvtx5Fq1Exf/0Bnl20jjBfNx4Z3YPR3Vux9dh5XvhmA2dzS/hw1m1oVHJS0vOpqjUw6bXvue+D5Ux5YykFZVUknsvl6LkcHv9yDQvXH7T76Ckuq8FZYT8Dtb70KL3jw6nWG8guqmDp1qM8s3AdtQaTnevXd1uO8uAnK/lpx3F+O3gKqyCw+QrB2L3bhrO38pTdto0Fx1Gp5PRv23jegx4tw7EKVh4b27PBPokEZo/oypJNR9hw+AwKuZxvNx1h3+kMNFoFOkc1h05nU1pVy/2/y7MD9UHT8+7owZGzOfi4OtGheRDT3v2Jx79aQ2Zhmd3s/eUcOZeDVCph7cF6w7Rab+Dxr9bg5+HMWzOG8ca0oSx8dBwT+7bFzfmvz+xpZEoi/sAdLVrnj+ZfEHTbVDFazKzIOnjF/evyE0nOy8PLVcvL9/enf5dw0gtKr5jjJibYh69+O8CTX63F182JeXf0YGKfthw4lcWT89dy7HwuL98zEJlMgoCEWR+u4LWlWziWmoenzpEHP13J8SsIBtTUmpBJLv2sn6jIJDrCk9KqWn47cIpKvYGzOcUkpefbXNQOn81m3uer+GLNvguiAhI+XbW3URe2AZ0i2VFxaaLJLFgwSo10aN74bLlMLuWuAe3t8uRcpHNMMAVl1azck0xlbR3bTqTy64FkIoM9OHY+j/zSauaN7tmIcEO9W1tJRQ2eLo7EBHsz/d2f2H48lcUbjzTqYppXWkVafilFFfWruQvXH2TvyQweHdOTN6YN5cNZI3l+cn8CPF0a7cfv0cgURDj5XnF/c2d/1DIxJudqyS6qwM3Z4arVwH7NOYSbUku0zv8at+za4SBT0ccnluMVmewpPnPd63N11NCjVTiLNx2m4jJJexGRW5mrXkv/8MMP+fLLLxk5ciSvvfaabXu7du145JFH/tI5Bg0axKBBgxrdJwgC7733Hk8//TSjRo0C4Ouvv8bb25vvvvuOGTNmUFFRwfz581m8eDF9+9Yn6vv2228JDAxk06ZNDBgwgJMnT7Ju3Tr27dtHx471MRBffvklCQkJnD59mqioKDZs2EBKSgpZWVn4+dXHP7z99ttMnTqVl19+GWfnKyeiu5nIpFKiAjwY36sNztqGKi0qhYwZQxKQSSUcPJ3Fkt/N4FgsVnYmpdG7dThxYX7M+nC5nfuMwWQmNb/Ulkvm9wR4O1OSbe/XXmKqxNep/sUS6uPGmMFxPP/ZZvw9dHi5ONol+bMK9cGl43q15vCZHCb2btOgjT6uTgzv3ZzHTn99qV9SBXNCBlNUVsOYnq1RKGSsO3Aas9WKTCqhT9tI+rVtBoIEXzdn3pk5nF/2JJFZUJ8nZ0TnWDYfOcuRczm4OTkwsnMLUkuLaBHiw/y1+2kV4o+niyOvLd3KW9OH0izAk283HSa3pJIIfw8m941Hq1KQX1bBk+N789KSTTaBB0+dY4MA7MtJSssnNe9SslG9wcTSrYks3ZoIwBPjejWaEPWPcJCruCe8FzsLTyFgPyMol8gYFdgBmeiqdtUIF/67ElastIz0pdStlDfzf6a7JZoe0jZXLO+gUjCpTzxODirO5xbz2tItdrlwzGYLZVV6jCYln63ZS35Z/RgrqqjBbKl/xhuTYAdwdFRiEeyNE5NQ/9Hfq00Ers5qgjxdmNKvHa8utXdxLK6sQSIBNycHhnSMbpCXJtTHjYT4AB45WR/3J0XCvUF9sdZJuX9YZxw1h9mWeB6rICCXSRnSIZq2EQFIpVI+fmAUvx04xe7kdLRqJQPbN0ejkvPq91tQK+TMGNKJCmMt3dsFs2xLIr1bR/Dhynq310WPjmPxpsOcyS7Cx82JSX3i8XVz4vC5bB4d09MWlxQd7MXna/Zd8brvTk6necClla6Dp7M4ePpSQuuV/7vrisf+Hge5irvCe7K1ILnBsyGTSBkd1El0D/0HXMyRczWcryogqSKbIb6tkf0zZ5XrToSjD7G6AJZl7CXS0RcvzfX91hjYPoqdJ1JZvOkws0d0ua51iYj8G7jqX4C0tDSbqtrlqFQqamoaV876u+fPz8+nf//+dufu0aMHe/bUB60ePnwYk8lkV8bPz4/Y2Fhbmb1796LT6WwGDkCnTp3Q6XR2ZWJjY20GDsCAAQMwGAwcPnz4im00GAxUVlba/buRqOQy/m/qIL7fmohVEGyB9I4aFW9MG8qe5HQ2HTnD2gOniA7y5v37R9gt/8cEe5EQHcSLizeQmldCndF+BnTtgVOM6dGy0boj/d0pl1c1yN4c5RBAek4Z/eObUWs28n72Kh6d3gUXJzXPT+5Hy7BLs5+OaiUzhyZQVWvgw5W7kMtlvH//CAZ3aE6XFiE8PbEvj07vwstpP9kUwwCeixzD+lXpTH/3J2a8+xNKuZzXpw3hs7m388VDo3F2UPPUgt/ILa1k+rs/8fw36/Fzc+K5Sf0Y36sN324+QkpmAXcPaM/8eaNxdJMTFezJvmMZjEpoSbCXK0M6RPPOrGFsOXaep+avJdDThcEdo9GqlMx8/2dO5RbRs0MY89cdaBDrI5deeVi5Ommoqr3yLNrV5tkI1nryepsJuCov3V9vtY6P2t+Nr/rK7kRNhZs51lQyBSMCrhys28czjmM1aSzJ3kFfnzhiXP3x9XJq9DmYe1s3auqMHD2Xwy+765PLvnvfcNpGXJpx7hffjB+2H6O6zsiRszl2x+9KTmNAu6hG29ElLoRjtfZJeOUSGTKrHF83J0J9XDloOI1ZsFJUUcOs4Z3tfPPjQn144c7+rD90hvjIAF65exD945vRLTaU/00dwMw72/HiuR+wXviofzBsGGf2VnPXG8uY8d5PeDpreWvGMD6ecxsL5o1BQOC5r9eRllfK5Ne+J6OgjEfH9OSh27uTnJHPNxsPM6JzC755Yjyeng74eDqRlVNJz7gIXBw1fDR3JFlF5Ux/70fUSjmDO0YT4uPGs1+v47dDp4iN9uT/Fm+0KTXqDWac/iDWwNVRTXphWaP7VArZH47bxghy8OCttpNwU14as14qZz5sdxd+mn8mfXwzudnvNYDMgrKriscRBIEVWQfxVDkT6fzngi3/Bnp6xeAgUzL//BbM1iurLl4LnB3U9GodwfdbjlB6WQJqEZFblateyQkNDSUxMZHgYHtpxt9++43o6Oh/3LD8/PpcKt7e3nbbvb29bfE/+fn5KJVKXF1dG5S5eHx+fj5eXl4Nzu/l5WVX5vf1uLq6olQqbWUa49VXX+XFF1/8mz27dkgkEpZtT+R0dhE/bEvkyXG9eXHxRp4c35sv1+6zU1VLyy9lw+EzPDuxL3M/WUnv1hFYrfD5mv3IpLJGl693JaXRKTqYO/vF8+OO4+gNJiSS+qDk8cPieO7s93bl1TIFPV1jyY6rwsvFiaLSapRSBRqFkn0nM1m0/hAv3tkfuUxKtd6Ii5Oa/OpKsMLbM4dhNltxUCnp1Sqc3cnpBHo4s6hgI4V1lxSW2riGcuZkKUfP1auqma1WO/Wpd2YOZ9XeZExmC7ILHy1VtQZW7E4iKtCLU5mFtI3wR6mQ0bVFCI99sQado5rnJvWla2w4FpmFnaUp1OmNDHKI54vV+zBbrSzbfsyur+/8sIPP593OPQM7sGLXCXacSMMqCBw8nUmftpGsP3S6wfWUSSW0ifDnyNlsUvMarvZcFCK4GhzkKrp5RROtC6DcWIMECS5KB7zUuqs637+Nmz3WWugCaekSxPHyTLvt3modwwPaMWHP+7gqtXT0iOTJxO/4JHYa04d24pMLKmIAE3u3IaOwjPdXXEqumVVUweajZ3nt3iHklFQQE+xDaZWevSczuK1rXIN2rNh1gv9NHYhCLmPtgVMXnnMJ/dpF0rdXGM+dsR+Tw3ziMVQLvH7vUFbvT8Y/XolMIuGnHceIDvLmmQn1ErbOWjVGjFTU1dKzVRiF5dVYrQJtIvw5k1UEEoEvszdQYar/MPLTuKKoULPp0DkADCYLy7Yfs42TFyb3Z09KfdJfuUyKVRDYmZRGaVUtc0Z2xdfViXBfd3zdnPh+yxGyiip4ZmJfnALUFJorOFB2jqHWeF5fthW9wcyve1Ps+rVw3UH6t2/GI2N68uEvu8gtqWTTkTMMT2jBRyt3N3oPR3VryYOfNB4vOiIhFve/4SIKoJEr6eIZxdcJ91NuqrWNOU+V83WXBb6e3OyxJlxY4W8R8vfV6VIqcjhXnc9I/3ZIaRr3QClVMNi3Ncsy97Iy+xC3B11ZdfNaMKBdFNuPp7Jg/QEeGd3zutYlInKzuWoj59FHH2XWrFnU1dUhCAIHDhzg+++/55VXXmH+/PnXrIG/f1kIgvCnL5Dfl2ms/NWU+T1PPvkkDz/8sO3vyspKAgNvnJJLrcnI6n31L//ymjr8PXQsfmI8yRkFjcpG55VWcvRcLq/eM4hagwm90cTJzAKUchlhvo27SL314zZGdm7B4sfGU1NnRCaTkltWgSC14qFyotJUn8wyytmPZ6Juh1oZJ6qLOJtTTNfYUJ7zG8M36w7j4qihvFrPa0u3Mve2rji4ythTm0y4iw/Zp/Us3bSDyloDaqWcoZ1i6BgdTLXeyFTf3uQbysmurTcK+rq2ZMHKxnPwAOxOSqN9VBAllbUEeup4+PbuOKiVuDpqWLYtkQOXuacEe7lyNreY8X1aI9dI2FKWyPwLikkamZKWRFwxrqK0qpaS8loe/3IN784ezpzbulJnMKPVKJFLpZzKKiSj4NKssVQi4dV7huDt4sh9w7twLqeEk5fl91Er5Hw4ayReLlevJiSTSPFW6/C+RQyby7nZY81T7cyrrSewt/gMP2Xuw2i10McrlvaOzdh3NJs3m08hUyhkedZ+HGRKCktrKK2q5Y1pQ/ntwEnyS6vo1TqCe99pmITSaLbw5dr9PDepH0qFnF92JV3YbkanVdtNQFisAs8tWsegDtF89+REauoMSCQSZEpYVXrAVs5BpmR2xCDaaiLYm5xB4ukcWocH0MzRg8oaA6O6xbFg3UEOnM7k8Tt7UiYtwyqxIlQpeWfpSoorapDLpPRtG8mg9s0pr9Fzu28n3j23GisCvdxi+W3DleMI1h06RZ/WEWQWluPsoOKh27vj7+5MflkV8z5fZcuLM6RDNDUGIwq5FKlKYF7iInL19eMmQduc4orGvQIsVoGMvDK+33qU16YNRiGTgVAvrX3kbDZ7UjLsyt87uCNBni68es9gHvxkpZ17YFyID3cNbI9S8fdfh1KJFG+NC94al7997L+Vmz3Wyqv11NQZ//ZvoVUQWJl1EH+NK6GODSc2/834aFzp7BnFxvwTNHf2p4VLwHWrS6tW0q9tJD9uP8aE3m3xc/93uuOLiFwLrtrIueuuuzCbzTz22GPU1tYyYcIE/P39+fDDD+nWrds/bpiPT/0sTn5+Pr6+l1ycCgsLbasuPj4+GI1GysrK7FZzCgsL6dy5s61MQUFD2dKioiK78+zfb6+EVFZWhslkarDCczkqlQqV6uZJMVqsgk329a4B7Zn3+SoeH9uLjYev/PGx7dg5BiREsi3xPJH+9asGRrOFtPxSOjYPYv+pzAbHtAr3o6bOyF1vLUPnqKZPm0iCPF2YFz4SlbbezUNqlHHyVDEvf7fJFi+wbPsxQn3qBQ9q60x8u/kIBWVVBAY78WjyYuKcgrCc1/Dt+ktxOHVGMz/tOE5ReTX3D+9MNXrmRg3GReKI2WTFXeHE96pTDdp4kcpaA8HeLjwwsismi4Xvtx6lzmSmrEpvV04mlaBSyAn01NGtYxBFpkqbgQP1anEG/lgdSV9non/HSHKkhYS5uBKqvmQofv7gHZzNKWL/yUy8XR3pFheGp84RlVKBj1LB+7NGklNSQVJaPt6ujkQHeePt4oj8KgNtb3Vu9liDekNneEA7WmpC2Hr8HPvWZvHp6Z/q26eQ8eXTt7OkeicamZLKGgNLtyaSWVDGyC6x6I0mzjQiFX6Rk5kFuOo0VNTWIZPVr0Cu3JPM1P7t7VZ+oH7c1xlMlFbVMOO9n4kK8CQhJpj2YTEMbdUOs8SCTuFAZnYlE99dYvuNWLb9GD6uTrw5fSitw/zoH9+MZmHu7JclUVpSTW9zO97+boetHrPFyrqDp8ksLOd/UwZQJXVifseZ1OktOEo1mIJOcjw1r9GJgMpaAwGeLozr1Zp3ftrBudwSSipr7IwLgOZBXmw4dJqHx3fjs7QNNgMHoNbSeCzgRYxmKzHhXpwyZtErMBp3db0i2v+mDCC7uIKtiedQqxT0aR2Jl4sjzlo1bSMD+Pn5KSSl51NcUUPLMF/83J3/korhf4WbPdYyi8oB8PqbOXKOlKaRqS9hTFACkiayinM58W5hZNWWsCh1G8/EjkJ3HWWl+7ZtxvbjqXzy625euqvxuGgRkVuBfxSVN23aNDIyMigsLCQ/P58DBw5w9OhRIiKuLBn6VwkNDcXHx4eNGy8lpTQajWzfvt1mwMTHx6NQKOzK5OXlkZSUZCuTkJBARUUFBw5cmuXcv38/FRUVdmWSkpLIy7ukWLRhwwZUKhXx8fH/uC/XC4VCSqiPGxqVAqsgUFFTR35pVaNqRBeRSqXsKj2JrplAlb6O2AsuAZ+v3suornGM79UGxwuyy0FeLjw3qR95JZUcPZ+DgEAzf0/aRwXSMTqYzftTmff2Wh58aw3GOoFXvtvcICA6Lb+UX/emoJBLadcsgK5xIazOO0xhXQX93Frz05YTDdoIsP14KhIJrCs6iqFIwoff7uPR99bx3MINTB/ckbsHtm/0uJ6twujRMpyHP/sVs8VKXJhvAwMH6uU0kQvMvasT+dZSVuYcsttvtJqRaQQcVI2rkgV5ueDt6YhLnMCJ2nSc5PbCD14ujnRpEcrDd/RgYp94grxc0Vx2Lg+dllZhfkzs05a+bZvh76ETDZwmQHFFDQ9+sIoPf9jLwdOXpOoNJgs7jqQRpPWk3FSLv1f97Gj3lmG8/dN2lmw68qcrBbl1ZaQIaQzq0ByoD4yvqKnjiXG98feoX51zdlBx94D2jOvdms9X70OjUhAb4kPPVuEIVnhlwXbmvr6anNwqnlnwm13uG4D8sireW74TVycHgr1dadvSl+3FKYzw7MDXa4402q6UjAJKamqoMtSxfsd5nvt4E3PeW4nJYuH9WSMI8Gi4ctg1NoT4KH9eWrKJcb3akFda2cDA8XDWEhvmw/Rx7bA6mtiUb/9bkGcpJdSn8dgWtVJOuL8b0vBaUo15OCkujT83Zy0tw/yYO6o7M4YkEOHvgfMFdTelXIa/h44B7aKY2KctcaG+ooHzLyPrgpHj+TdWcixWKyuzDxGq9SSgicZDSZEwwLclVkHg69TtNjGb64FaKWdYpxjWHjjFibTGlRpFRG4F/raRU15ezsSJE/H09MTPz48PPvgANzc3Pv74YyIiIti3bx8LFiz4S+eqrq4mMTGRxMREoF5sIDExkczMTCQSCQ8++CCvvPIKK1asICkpialTp+Lg4MCECRMA0Ol03HPPPcybN4/Nmzdz9OhRJk2aRFxcnE1tLTo6moEDBzJt2jT27dvHvn37mDZtGkOHDiUqqj6At3///sTExDB58mSOHj3K5s2beeSRR5g2bdq/VlkN6mNgZo/qjEapsAWzn8ouZETn2CseMzghit0VJ3n3zFo8vNXMGJqARqXAaLbw5Py1ZBeV88S43syfN5pPHryNFjEe9O4SSnyMH2/PGEZUoCeOahWzPlzOlqPnaBsRQJ82EZzMLLiia9fmo2cxmi3c3q0lYwe0ZEdpvYud1UCjcq8XyS2tJEIfxBMfr+PI2RzKq/Ukpefz1ILfkF9I8nc5gZ46vP0dSDyfS3ZxBfmlVfRoGc7o7i1RKeoNCLVSzsR+bRjauxlflK3l1dTldHAPp8xQ3aD+Hwp3M29id1sOG9t1V8h5eEI3nj3/HT/n72VKWE/UclGi+b9AebWezMLyRvct35rM1JAeWAQryXUZdG8dilatorxaT1p+KS3DfK+Y16ltpD+n9Fl8mroBD3cN3ePqs6Av2nCQ5btOMKlPW96dMYwlT09gaO8odJ4KZo7qyIezRhLgqWNnUhqPfbkaB5WCXq0jEASorms8z9fhs9lU6w10aRHClvx61zgHQX1F1zCAc9nF/LAqmW/XHSWvtIriihp+3H6c575ezxPjetuNERetmo6tA8gsKuPw2RzUSjnPTeqHz2W5Z+KbBfDW7CEsLd/O46cXo5EpbYIGF1mWv4sHxne2mxyAetfPRyf24IPM1awqPMT4kC4oZWLSzVuFrMJydFo1qr/hPri3+AxFhkq6eDQuytFU0MrUDPBtRUplDtsLUv78gH9A19hQgrxceG3pFrvE2SIitxJ/+83w1FNPsWPHDqZMmcK6det46KGHWLduHXV1daxdu5YePXr85XMdOnSIXr162f6+6Ac8ZcoUFi1axGOPPYZer+f++++nrKyMjh07smHDBpycLr0s3333XeRyOWPGjEGv19OnTx8WLVqETHZpVnzJkiU88MADNhW24cOH2+XmkclkrFmzhvvvv58uXbqg0WiYMGECb7311t+9PDeUmjojOkc1T03uhUZW714wsH0UAR4utI30b6DMFOnvQc+4CCLqXDB5WDHUWUhKy+Wt6cPYduwcSen1bn06RzUuXkq+TN/Itgs/tL18WjAxtBsV1a4o5TLev28E+WVVbDh8hsoaA75uTjx8e3c+WLELVycNjhoVeaWV1BnNmC1WBAGenL+W/5vRz5bHQ6H445ULnYOGF77e2Oi+ResP8sGskWw6chaVQka/9pEM6B6JVA6nsy65BT27cB2fPjSKO3q2xGA0Y5VZ2FxxjFfP/0x3r2iG+bajML+WXt6x7Cyyd4M7Wp6Gs7sDnz8+ii0HzpORX0ZUiCftWvrxVc5GPNVOvNJqHAEOTXPmUOTvY7JcWf2otKoWR4uWx2OG88mZjTzWfyTKCjltIwNw0igRBIG7B3Rg/roDdsc5alTMGdEVqdZKlCqAckMtt3eNo3tcGOsPn6a2zojBaCI03IVvM7ezIe8YJsFCV8/m3BXai67aEEoq9fRpHcmmo2dILyjjTHYRH8wayeer95JXWoVOq6awvNoWC1NZa2DJliNE9qp3iZHI6hNsNpYbB8DNUcuprIbudiWVtexJSadrbCi7k9Po3iqMO/q3QC+p43xWfYLasqpalu86wUcP3EadyYQgETihT+eNzOWEO/qwoMN9WOoEfNQu5NeV286dqy9jQfFG3nxoIEnJxRw/n4u/l45u7YJZW3YIqQQWdLoPP3H83VJkFpbj/TdWcUwWM6tzjhDl5HtLCK2EaD1p4xLCz1n7aa7zx/c6xXtJpRLG92rDG8u2smxbIhN6t70u9YiI3Ewkwt9MtRscHMz8+fPp27cvqampRERE8MADD/zlBKC3MpWVleh0OioqKm7IClBOaTmvLdlCvw6RxAb58d3mI9w9qANLtyYS6uuGxVKfYNNitdI9LgxPF0e2HTuHi1bDsu3H0GnVTOrTFplMSuK5XMJ83anW1zFuaEtmHfqKEuOl1Q2FRMbLzSdyOqmMIE9XVuw+waEz2Xbt6dEyjBlDEjiRnkdZlZ4IP3fyy6pYve8k43q1Zv3B0/i6O+HUysKS7B3cE9iHA+uKbUppl+Pj6sQHs0Yw5qVvr9j/Dx4YjlFlwIyVneXJNNP6Ee8YwauLt5JZVM4zE/qSXVyOSqHg7Z+2IQgQHeRFz/ahRPi7IzXJOJ9bQrtmgbh6qZhzeIFdTACASirnyw4zWJl1kOF+7Tlbm4ezUkOI1gt3laOdm4zIjeNGj7WL5JVWMub/FtuMhcuRS6X8+n93g1Qgv6acWquBALUHZZV6auoMgIT9pzKJDfFhw+EzlFbVEhviQ8fmQXz12z7u6NaKZxatw9vVkelDOpFXUklNnQmlQsbw3lE8lPi13fMZ7ODJI8Ej2Hckm6gAL577er2dkaJRKfhw1khKKmtJyy8lxNuVar2RxZsP8cgdPflhxzHGD43jgZT5DPVpR12imnX7G6oCOqgUvD1jGPd9sLzRaxLgoePlmQMoMJRzsOocaqmcnrpWrNqewp6UDObe1hW1UsFvB06x6ehZAj1dGNA5EnedA/GhgfyyM4nBHaIpUJbw+LElDc7fxaMZ44O6ojebcFKpqTTpCdS64anW4SyOv+vOjR5rE15ZgofOgTv7XVm2/XI25Z9geeYB7gztbifn3ZQxCRaWpO/CSa7msZjhNqXQ68F3W46yNyWDZc9MIsir6acbEBG5nL89cnJzc4mJiQEgLCwMtVrNvffee80bJvLnCAoLs2/ryscr9qBWyhjTqzWr950kOaOA//t2E99sPESQlwvhfh6s3JvMk/PXkpxegPcFt5GKmjq+2XQYQQCzxcKiDQdxcdawPj/RzsABmBHcn6Urk9h85CzFlTUNDByoj6PJL6tCAni6aDl8NofTWUW8cs8gTGYLvu7O+Lo5M9SjHQO8W/Nj/h7uvaMdgb/LMu7qpOGpCX34sxV0rUrFydpssuqKGeAajzzfgYycCvw9dDw1vjdu3kpaxnmRU1yO8kK8S1peKTWVZgKc3LBawdfNGa1WTqmxijdbT2KYXzxKqRwJEjq6R/Blh5kopDL6+7Zmb+kZtHI1zZ39CXH0FA2c/yAezloeHNW4sMq9g9tjtliY9Mr3PP3JBiRVCuZ8uIK73lrG+yt2cTwtj8WbDvN/SzahUSmIDvLiTHYRcz5eQeL5PFvMTnFFDR+t3E2wtyt7U9IpqazhYNk5OwNHgoSHgofxxIfraRbgxevLtjZYhdEbTCxYdwA3Zwc8XbSczCokp7ict6YPIzmjAE+dIxVFZj6Jm87B8rMM6hVBTLC9KpWDSsFb04exK8k+/87lKBVyqqx6zuvz6aaLwbvch9ISPa5ODjw9sQ++AQ7IlRKS0uvl+LOKyjl6Mo/WAQGUlNcS7uuBg0ZJsKM777adQoRjfZygTqFhWngfHmo+FBelliJDBVm1JUQ6+xCs9RQNnFsQQRDIKirHy8XpzwsDdRYT63ISidH53zIGDtRPKg7waUlmbQmbLriUXi9u7xaHTqvm6QW//eFKtYhIU+Rvu6tZrVYUiks+0jKZDK1WDNy8GUgFGRU1VXzxzO3kV1Tw/GebiQ7yIsTblaPncsguruDHHfZyywGeOooqaujVKpyRXWIpqawFBOaM7Iqjg4rYZl58UbTO7hiVVEGQ1Iv3Th7inkEdWHew4WyvXCrlmYl9ySws4+edxymr0tMy3I8ZQzrx+aq9rL9M8e3Ltfv5YPYIOrlEsrxkD/Pu6YxMryQrvxw/d2cCPHUYTBaUChm+bs7klTZMRqfTqnF10KA/rKBOIqEq2IxebyGrII+7hrbj65ytbEtOZnJwd0Z0a8nwhBaYzBa0aiUGk4WC8mr8PXRUS2rYV3uG8SGdMRjNzAjpx4TAbgiCgEqioLCohp0nznFblzjGB3VBo1Jem5sn0iRRyGX0bdsMb1cnPvxlF2l5pQR46pg5NIEO0UEsWn+Q0qpanpvUj5eWbLY9u8WVNUT6ewBQrTfYpN8volUrsVitzByaQHSQF3mllagUcl64sz8ltdX8XLTLrnwn90h2H86kqtaAUt54nqt5d/RAIpHw6vdbKCyrIirQi2mDO7Jw3UHWHqx3zVy+6wSBnjrevf9uvsnfwuSxLdGZncjIKcND50iYrzsquYyaOj+WbDnaoA6AYQkxeMt07E6WUhJgQIWC1ftSmH1bZz7MXEtSQSavxk3k/dkjMBotqJVyrIJASWUtOq0apwgFy4p2MidqIO5SHa/FTsRoNSOVSFFZFWzZd44WwT709W2Fi6No2NzKlFbVUlNnxNv1rxks2/KT0VuMdHJvdp1bduPx1bjS1jWE1TmHaeMagpfm+qyiqRRy7hnUgTeWbeWjX3bz0O3dr0s9IiI3g79t5AiCwNSpU20Sk3V1dcycObOBobN8eeOuDSLXDosB3P003H/wSx7yHklOcQX+Hs6M79WGlXuSG1VnGdkljhOpebQM8+ORL1ZjuqB4JJdKmTksgUAXVzSl9h/y/g6unM6oz7ujkMmoMzaUVp4xtBNbEs+x40QqAPGRAQzvFENheTVje7amV+sIFm04xKmsQoxmC498voZFj44lOrA+H4BBYmFpciIapZzZYxKoU5ow1EiYd0d3nl5orxIll0p5ZHRPqvRG9AYzdUYzbyzbSkVNHd89ORGz0sDtQR25N6I3a7af5tnjG+gaG0qfTmHcl/I5zZx9UUhknDybg7/GjVdaj0cqkaJRKdGolHhx6WUS6OpGfOSNyxEh8u9Hp1XTNTaUFsHeGM0W5DIp7s5acoor2Hj4LGqFHDdnjZ1xrjeY8PfQ4e7scGFiwZ6RXWJxddSwam8yn63ea9vu5uTAO/cNI0zqyYGSc7btzTUBbD+Zi1QqsY3hyxnboxWpeSWs2F0/C9w9LozhCTFU1hq4o3tLusWF8dmavWQUlJFVVMGXqw8wZ2R/DIIJlVTJziOpzF93kE8eug2ZQo7ZKtA9Lsw2vi/SItibEC9XLFaBar2RT1ftpbC8mk8eGIVFZWJqaE90Cg1fLD9IUVkNdw9uz4qyRHJMJTjKVZwvKkAQ4OMO9+AgV4EcdNgbMpP7/jW3JZGmz0VRj7+SI0dvMbIh/zhxLkG37KpegkczzlUXsCR9Jw82H3zdksyG+rgxqlscizcdpmWoL31+J+ojItJU+dtGzpQpU+z+njRp0jVrjMjfQ6WR8s6pdbZZUYBwXw92J6fx9MQ+vPvzTqr19bkm1Ao5M4YmkJyWR5tIfx75fJXducxWKx+t3E1UoCcTQrpyLPFSMr06iwknh3qj9nhqLgkxwaTll15qh6I+mejHF7K7D0+IISbYh5e/30xVbX39Hs5aHr6jO6v31fvpV+sNnM4u4uUlm3hhel/USjm7k9IZ1TWW1KoislNriPH14dvNR3h7xnAOnM4k9cKseZcWIXy/NZF7B3Vg9f4UTGYrEgk8NqYnDmoFp1PLqDYYcQ1zZnTXVozt1gY3Zw21ViMftb+bjXnHqTbXMSGkK8GOnnio/pprhIjI5bg6XcpjkV1UzpnsIlQKGY4aFTUG+4mAAA8dR8/l8MKd/Xl96VayiysAkEjqM5B3iwtlw6EzDZJYllbV8sBHv/DV46NZmnnJ+KkTjDhqlJgtVhxUSjvRAIkEusSGMveTX4D6HFpqpZxnv16P/kK7/D10PDK6B1+u3U9KRgFbjp6lX9tmfLv5EDPHdSA5sxCL1YpVsLI3KYMdJ9JoHxVI//hmbDt+HrPFStcWochlUuav28/cO7qx6sLq1MQ+bfFzc+bkuUIEBFyDnHnwtu6oFHLUahn+Bke2FaSQry9nmH87opz98NY0/YBxkX9ORmHZBXfnPzdytuYnY7SY6eAefv0bdpNQSuX08Y5lefYBDpSco6PH9TM++raJJDW3lOe+XkeIjyvhfh7XrS4RkRvF3zZyFi5ceD3aIXIV1GFkT/GZ+kz3bvUvBb3BiItWRXF5Da/ePQi90YxVEAjycmHxxkO0CPZh3cErJ9NcujWRWaM609W9ObtK6svl6ssIbO6MXCZl78kMxvduw/pDp22GVYi3GykZF5TZtGq6twxvYEQVV9bw3Nfree++ERw4lYXZaqVGb0Qpl7Fw5WGenFSvsjekQzT6SjPvfL+OZyf1pbiihjkfryA+MgA/d2cy8sv4cfsxnDQqXJzVTB/cCZVCTrtmgeSUVPDD9mOcyy3hwIWkpmN6tGT6kE7IZTKcZRqcFRoinHyu7Y0Q+U9TWF7FB7/sorCsmgHtovhp53F83e0/0mrqjLho1exNyeDhO3ogkdSv7oT6uPHbgfpxtnb/yUbPX1lrIDO3nDH+CfyQU2/obCtNYkq3/hw5m8O6Q6eY2KctX2+oz/Xk7qQlu6gcQajP5xTo6cL/vrVXKcwpruDpBb/x2r1DeODjX7BYBQRB4HhqPuYaCQ5KBY+O7slPW5PYlnieR8f05PGv1uDqpKFT82BUCjnz1x0gr7SSR8f2RCaTMGdkF9pHBaGvM/Lhr7tx1qhYsTsJlULG/6YMpGtsCGq5kmC5J1PC/roKp8h/h4yCMjx0WlsM5ZXQm41szD9BnEsQjvJbcxXnIiFaT6KcfPkxYx+xLkFo5dcnUatEImFK/3a8sWwrD36yksVPTBDdQ0WaPNdPskPkumOxCAgImAULuUIJk/u2pW98M6r0RpIzCziWmodaKWfR+oO88M0G7h7YAQ+dlryShjEuF8ktqcRitdJf2Y6Xmk1giG9bRvi3w81Jw8v3DEQqkfD60q38b8oARiS0QKdVo1Er0F1ItjeoQ3OW7zze6LnNFitbE8/ROTYEAB83Jypq6ziZWYjRYGXubd0oKK/myzX7Afh6wyEeGd0DtVLBoTPZ/Lo3hb0nM5BKpTwztQ8ZRWWAhMraOuZ8vIJHv1hNYXk1LhfaAvDD9uPsOJ7aSGtERK4NlbUGNh89y/G0PML9PGgV5ovSQUp0UH0Qv06rZs7IrkilUnJLKtl05AxGk4WswnK+XLufIR2jEazCH+aMyimpoJ9bG15rNpnhvu1o6xpGbIgvgzs2Z93B02iUCp6Z0JdmAZ7IZVIcNfUfQiM6x/L91sZjaWoNJlIyCogO8ibY25WSyvo8OUdP59I8yItgb1dW7kmmuLKGwvJq+raNpKxKz28HT7Fm/0nySitpHeFHfLQfSecKMZktPL1gLTPe/5nc4kp02voPJIPJwhPz15BbUnUtL7vILUh6fqlNGOeP2FqQjMlipr172A1o1c2nh1c0RsHCL1kHr2s9aqWc+4d3prLWwLzPfsX4B79JIiJNATGDWhNGZpXR1jWUI2VpHK48z4DQDjzw0S+2WJwdx1NxVCt5+e5BZBaW887PO9AoFTQL8CT5wsrL72kW5MHPxXvoqGvG6t/OIZMoCPfzYJ/iHMmmLN57dCjHT+ezMyWVEV1aMKlvW6oNBrQqJZLl9dLP249d2ahIKygl0s+DQe2bs/9kBoJQH8ztqFZxIj0PJ00Iafn1+TUyC8v56rcDvDFtCInnc0nLKyXY25We7cMQsPLgu6so/13AdXSQN+sP2QsjzF93kK6xYXjoRIEMkWtPSWUtF8PfXly8gXdmDkeplDFrYke+X3WcMd1b897ynXYunmsPnGJkl1gm9G7DE/PXMnVAe1ydNJRV6Rutw9PbgcV52+ivjqd4twy1QkVR/0pCOqh5K2Ewh5NyUCqkvDR1AFZBQC6TolLI8HFzsqv396Tll+Lr5kTPVuEsXF//AeWiVeOoVpFTXGGL93lv+Q5mj+hKnzaR7DyRitlipX+7Zrh5qlh38DSL1hy2O29MkBcZBZfqFQRYvus4D9/R47rK4Yo0bdLyS2kW4PmHZeosJjbnJ9HCJeCWX8W5iKNcQxePZmwrTCHBsxlhjl5/ftBV4qHTcv/wBN75aQdPL/yNV+8ZglwmjlmRpon45DZhJCYpcyIHoZYpGObRnhcWbWggNlBdZ+Sz1ftoE+HH3pQMdhxPpU+byEbdAeRSKUN7NGdj4TFeOvsTo/rGsP14KgvWHSBM6cuu0lM8dGoB+5yOkR+aRZ1zDfPOLuTZjCVkmIqYe1s3isqrCfRyuWKbgzxdaBXuR3yzAL67MMPcr20kizcdZsvRcxRWVBNwmaR0Uno+cz76hUOns1EqZAR46HDWKHno/dUNDBwXRw1hvm6cybZPWphfWilmdBa5bjhpLrmP1BlNZBSUoBaUnDfm0XtQEEfOZTdqaOw8kUptnYm0/FJ+3ZPMhF5tGj1/iLcrBnUdO4pTSJPmUlGjZ8ORM5SW1vF97k5eyPyOtMBUTnmeI12az5Opi0msSeXpiX3rx+PvJNp/f+7R3Vuy72QGafmlSCQQ5uvBS99tQiaVIr9gkFisAu+v2MlrS7fYREC83ZxYtvFEAwNHrZDTu00EO0/Yy05nFJQ1KpIgIgJgMlvILq7405WcnYUnqbMYae8WcYNa9u+glWsw3modS9J2Xvf3WbifB9OHdGJr4nmeXrBWHLciTRbRyGnCqBUyDh7K5e3mUzFVcUV3l4oaPeXVddwzsAO3d4vj553HefnuQQRdZowEeOj4v5n9+aFoJwarGYPVRLFQYVO5sVovGU9nqvLo5R3L4rSd5OrLKDPWoDIpiW/hR4/2oUzq0/jHmkwqYVS3lizfdYKXlmxCECDY25XBHaLZeEFievW+FMZ0b9Xg2GOpuWw6cpZgb1dqqy08ObEXvm6XVNBah/vx0tSBvLd8Z4NjmwV4oVKIi5Yi1wc3Jw0h3vVJ9J4c14ei8loMdRb0aXKaqf1YuSel0ePCfN3IK63knoEdaBbgiVatZObQBBzVl9QNO0YH8ujd3fgk8zcAVhceYmC3erlcvdGEQiqnzmIiqSKLgX6tmH9+Czm1pfgqPAj0c6ZtCz+m9m9cnUytkNM1NpT/fbuJtRfigube1o21+08iCLA7OZ2+8faBzhU1dWw+epYz2UUIFoE7urYi3M/dtj/S34NX7hnMl2v3Y/7dh1h8ZIA4DkWuSFZROVargI/blY0ck8XMxrwTROv8b1lFtSshRUof7zhy9eVsyj9x3etrFe7HjKGd2HrsPNPf/ZH8UtHdVKTpIb5xmjC1RhNfrNmP4xYVD93eeILC6CAv5ozsyu6kNA6eycbNScPgDtEUV9TwyrSB5OvrVZ5KhUoWFq4ntbrQdmyFpRatWkmQlws+Ts6M8G+Hp1pHZ89IFpzfysHS8wCEOHrioFHw9NklFBuqmB02iEfH9+Cj5Xtsak46rZrHx/VGq1LQMsyPQE8XusaGYrFaeWbROowXZopySyrJLCpj+pBOLFp/0LbdRavmpbsGkZJRwJLNR3j8zp68dv9AaoxGlDIZHhonHvx4JRkFZfyeB0d1FQMoRa4bPm7OvDl9KG/+sI06k4kjZ7NpFe7Hl7/sJ8TVDUMjkw+hPm5MG9SJ3clp7DuZiU6rJtLfg0h/D1q39KJSb0Ahl3KsNo2nzyyh2ly/allurEXrqkQigdhAP7qWRNHM2Rd/jTvzz2/hfHUBHion1HI5b6X/wrnqfJ6KHMW0YR34+rfDtvHk4azl/+4aiN5gomN0EF4ujrSN8GfVvhR+uyBM8uveZF67ZzC1dSY76ehIfw+en9yfBev20y0+lOfv6UOt0YRMIsFFoWXuJyvJ/V3cn4NKQb/4ZtdNAlek6XNxtdP3D1Zy9hafpcpcR3u3W1dR7Y/wVuto6xbCqpzDtHYNxlvjcl3raxPhz7w7evDFmn3c8b+vuXdwR8b2bI1Gqfjzg0VE/gWIRk4TxmIVMJjMDOsaTbNATyQSuNxbzc3JgfuGdeaRz1dRe5mk7b6TmYzp0YqQAFfeyVlJYV1Fo+cPVXuTX3qCZ+/ug5ujluLsKnyULlj0Ek5W5trKqaUKKiU1tozs75xbRYJbM/5vbh+sepDLZIS4uvPC1xvxcXVi2uCOvLd8J5uOnGZIpxZU1dq7nS1Yd5APZo1g2TOTKauuRSGX4e6kxdlBSYCnDrVSzrn0UrxjnGnh7Y6TQ73QwNszhvPc1+ts8Ubuzg48NqYn0UHe1+R6i4hciXA/D56Z2JdHvlhNfJQ/7j4qXp7Xl1BnF7rGhbDx0FlbWUe1kkdG9+CRL1ZReUFiHeDA6SyGdIxmWJ9mPJW6uNF6WroEcya9mNu6t8BBI6fWbKS1QzgbC4+TVJEFgIAASiunq+rH6P+d+Ym+3i154+EBGPRWlHIZwa7uPP75Wvq0iSQ+0p9dSWl0aRHC5iOX2mm2WHlqwW+8Pm0Is0d0oUpvwEmjwtVJg8UiMCyhBWeyi3BVOhAb4ourk4Y6o4knxvXmle82k19WP/Mb6e/B/6YMwNf9+iQzFLk1OJ9bgpNGZUtX8HusgsDGvONEOnnjqvxryUJvRTq7R5FWXcjC89t5NGbYdY9xC/dz57nJ/Vi5J5mPV+5m8cbD3DWgPWN6tEIprsyK/MsRn9AmjEIm5aUZAzghPUcJFYzu3ZIfNl9SNps6oB1p+aWM7BLLwdNZnM0ptu37YfsxereO4N7APnyesYGhXu0I1XhTadazvvQoCmQYq6y8fP8A1lYdIsToQqDGnUi1P58s289zI8ewpfw4O0pT0MiVpOsL7dq2t/QMe0vPIEGCgMC3nnM4npqHIlKGo0ZJbkklu5NLqdKb+PLh0azYncSpzEKCvFwY27M1zg5q1Go5rb397c4bpFYR5OXa6PUI9XXjw9m3UV6tx2yx4uSgwlPniFQqzh6L3AAk0DM+DFWIiXsPf4rBaub5uDu4rU8L9iRlUFNnBOD2bnGczy1heEILUvNK2Hcy0xZLt2b/Se7oHkeI1gNftRs9XGJRSRScqElnY9ExJvl1J1eops6lhpPV2bR3DSOvsApplgNPR9zOz4V7MVhM5BvtVzQ3FR1nU9Fx23hc1GEWZ3OKifBzJzbEh/WHzpBbUslnD97OukOnOXI2B0+dlrE9W+Pt4ojWQUmEv33eDC9XR3q0tJ9R16iUdI0NZdFj46isrUMqkeDiqMHtspxCIiKNcT63GD935yuu9h0pTaPIWEU/34buzP8lFFIZ/X1a8UPmXtbmHmVYQPx1r1OrVjKhdxv6tY3kt4OneW/5Tn7YcYwX7xxAmwj/Pz+BiMhNQjRymjDOWjUF2kI2Zhwn0sUH/1gVTwT0ZNW2k0zuF4/VIrB89wksVoHBHaLxdXfmle822WaPz+YU0711OC8xmU9/3cvi1FO4O2sZ16cdvVpFUF6n55Q+i8SKNJSyPvRyjyU/U49EImHum6vp0SaMaS0Ho1UokWsaD0wUENDKVMhl9UIHnWOCKSit5rV7BpOUUcDa/SdZtO4gdw/qgLNWjcFkprRSj6ODEm/d30/S6eKoEV3TRG4KOgcVzWNdeSzp0iqMgMBX+Rt4c+4gft12ilAvN9qE+7NkyxFKq2qJC/VlYp+2fLBiF6cvCGYcPJ3NOx3u5uddx/n4x0Po60wktAjmk6EzUSqlmH0tvJ++mWdib8dsFMAo58uVBwjw0DG0e1t83J3wVDeuJCggIJNIUcnrf/q7xYUR4KHj4zmj+HH7MT5auZuxPVszrmdrzBYrReXVaB2U+Lj8vbHo5eL4l7LWi4hc5FxuCcHejU9gCYLAhrxjBDm446MWE8f6aVzp5BHJ2tyjRDh5E60LuCH1ero4cme/eJtY0PR3f+Lxcb24o1vLG1K/iMjfRTRymjAVllqWZOyiwlSLp8qZN1K+JcDBneenjOX973dx+GyOrezRczkXlp372xJ1qpRysgoqmPPRCpubW15pJe/+uIuk1AJahvqx8Wgqb02cwvr8Y8S5BBEa4sIIIYYDpzLZfPgcmw+fo3mgF0/M7IajXG2LHbicYQHxSIT6Gd2erSP4fM1e3BwdGN45hpggrwtyt3KMFgtKhYzoUA9cNKLcs0gTQwHLcnfZbTpQfB5/B1cePbOIR7uNoOC0ienv/WTbfyItn5V7knn1nsG88M0GSqtqaRPuxyOfruLMZSuvWxPPszclgy8evIM3F+zmybtuo9qkx4iFMHcfQn3cSMsv5bPl+/HQaXnr0YF4q3UUNOKK2su7BVjB30NHVIAXn67ew9CO0dw/IgGLWcDRQYnJYkEigYggN9wcHMVYGpHritFkJrOwnM4xwY3uP1OZR2ZtCaMCOtzglv176eAeTm5tKV+d28rjMSPw0tw4d1Bfd2fmje7BD9uP8cp3m6kzmpnUp+0Nq19E5K8iqqs1YSxYqDDVArA+7xhTwnpgsVrJya20M3Aucj63hNNZhbQK8wOgbaQfb/6wjd+pTgOw8fBZWof7MaR9DGVFBlykjjxzbCkmuYmYEB9mDe+C7IIbmMFkJr2siBdajsbtd77SPbyiaaELpLqujk/mjMJisTK1Xztahvny/ZZEDpzOxN1ZS4CnC2E+7oR6u4sGjkiTxGAxkVVrLxW9pSCJQX5t0MpVRKj8+Gz13gbH1dQZWbDuAKO6xuHj6kR5TZ2dgXOROqOZbzYe5tlJfSnIq0Vj0fDC8Z8ok1Tx5vQhBHjUz3AbTWYKq6p4qsVt+P4uMDneLYwBvq2oM5l4Z8YwQGBC77ak5pXywfJdqJRy/D1cCPF2J9THHXetk2jgiFx3MgrLsVit+F0hbmtj/nE8lU4Eaz0a3f9fRIqUQX5tUMnkfHhmHZXGxnNsXS9kUinjerZmYPso3vlpO7/uTb6h9YuI/BXElZwmjEwqxV3lRImhivV5x5gc2o1X4ybw3uI9Vzxm89FzDGwfRWyoD9VGQ6NqZBc5ei6HrcfOk1VUzsAOUbwcP4nthSn0dIwjs7CMD2ffRnFFDVKphGhPd548/h0PRA1CKZVTZdbjqXLmWHkGuwtPMTtsEBKVBKVSQWllLSHebrQK88NDp0XRSM4eEZGmhlquJNzR207Iw2g180bKSt5oM4nkE4WNTigAJJ7PZVKftrg7t2PL0XNXrGNXchp94yP5aOVuereJ4M0ud7Ix/wQjPNpzz6AOuDk5UFJZS6jOg6eSvufusF44KTSUm2rxVDlxriqfHzL28GzMHUgVcqxWKwaThS6xoQztFIOrGDsjchM4nV0f0+nfSE6n3NoykiqyGejTCgmiwX05GpmSkf7t+SFzL++fXsvcqME4K2+cu7ZEIuG2LrHU6I3837eb8HVzpn1U4A2rX0TkzxCNnCaMVJAyNjiBT85sIMzRi8K6SvRGI8KVvqQAq9VKp+hg9qako5LJGyiy2Z1fKqGgrIriihq+3XiEzYfP8tzM3pTX6lm1L4VV+1Jwc3JgZJcWqNVyRvt25sUTP6GUylDLFFSa6vDTuPJ+/FSkFikervWrPDqt+npcDhGRm4qjXM30iD7sLT5j2yaTSPHTuJFSnoXV/McrlD5u9UHXjhrlFcs4qJRU1Roorarlpx3H2Xz0LK/OHkCt2cSLizeiVshxdFDxTsBQpgX35bmUZUgAB7mSKlMdrkotH7e/B5lZjueFmBkfN1H1TOTmcjqrCC8XRxxUDaWJN+WfwFGmJsrZ9ya07N+Pi1LL7UEd+SlzP2+eXMWcZgNvqOuaRCJhfO82lFTV8sgXq/jmsfFXjK0SEbnRiO5qTRiLRcBP7cqXHWcwzD8eg8VEiaWKvm0jr3hM/3ZRpOeX8umqvRRWVNMxOqjRcnKplEBPF7t8F3mlVRxLKUAtufQRFhvizcB2zfHRORPvHMaShAeYGtaT3t6xvNp6PO+2nkJJXh3OV5AFFRG5lQh19OKVVuPRKTT09IrhrbaTCXX0IrW6iFbhV/5Iiwmulzl/euFv9G5z5Uzug9pH2a30lFXp2bI/FQfqx6TZauWegR0wmwXClD4sSZjDfZH96endgufi7uDT+GnUFFtQK8X5LZF/DyczC2zulpdTYazlQPE52rgFI5OIK/5Xwl3pxNigBCyChVdTfuF4WcYNrV8ukzJ9cEec1CrmfLSCsqraG1q/iMiVEI2cJoxKkBPq6MXTx5by/unf2FaYwksnfyYuwpfmgV4Nyvt76OjVKpxPV9W7s53JK+TuEe3w0NnPMEskMG90D37e1TCr8vYjaXg6OfLGtCEseXICfeOb8e7yHTg5qJAhY8/+TLqqYxnt2g3nCh1b96bj4+aMUiEmDxO59XGQq+jpHcOijrPo79uKeYe/YVnGHn7JOYhFbub2rnENjlEpZMwZ0YU1+1OoM5qp0Ncxvm/rBuWaBXjSLiqQfafsP2B2JqajlCh5977hLH58POn5peQUV6BVKjl6PJ94eRRjXbvjq/di0+5U3Jy0ttxSIiI3G0EQOJNVRKCXS4N9WwtSkEqkxOkan4wTuYSLUsu4oM74aVz55OxGvkndQbXJ8OcHXiMc1Epmj6zPpzX7oxVU629c3SIiV0KczmvCSBUSFp7dZhcDUGM2sKH0KE+M78XBU1lsPHIWi9VKj5ZhdIsN4+i5XPJKLyTpC/bg1bSfeHLmYHKyqkk6U4ivuxPdWoTxw45j7Die2qBOtVKOWiHn1aVbqKypw1Gj4ouHRrNmbwpncosZkdACo8lCraEOT52WkV1aiH7+Iv8p5FIZZsHKiyd+wsolX9B30n/l0e63ERfmy697kymtrCU21JcRCTEA/LSzflJBqrbiFGXh7djB7DqcQW2dif7xUdTojTy7cF0D91K1Uo5SIeX5r9dTWWsgPjKA4Z1b8MrSLQxq3xyT2UxVrRk3JwdGdG5hc1MTEfk3kF1cQXWdkaDfGTl1FhM7ClOIdQlELbuyC6fIJdQyJcP940mqyGJH4UkSy9IZ4NuaHt7RqGXXf6LRQ6flgZFdefun7dz/wXI+nH2b6J4uclMRjZwmTJ1gZGthQ0WTxdnbKfKq5K52vWgd7o/RZMZBo2T9odMs3ZoIQL/2kZw0ZJKlL+HxU4sJ1XrRoXME44JacSQplw2HzjQ4L8Ad3VpSZzIT6e9Ju8gA+raN5Mu1ezEYLUQFeLIzKY1NR87y4pR+BHj4o1SILgYi/z2y9SUYrCa7bSlV2byZuYL7ggYw97auVNUacVApOJVVxIcrd2EyW0iIDSJfUsKC7C2oZQrio8Lo6x2Hn9yJ8S9+12hdo7rGIpNKaBnmx/BOMQR46nh/+U5ahvtxJruIT1ftpUPzQO4b1llMyinyr+NEWh4AIT5udtv3Fp2hzmKijWvITWhV00WChDhdEGGO3uwtOsOv2QdZl5dIF88oOns2w09zfeNlAr1ceOj27ry/YidT31zK+/ePuGICbxGR641E+KModZG/RWVlJTqdjoqKCpydr3/gX1pFEWP3vnvF/ZP8u+OU40rnFqEsWHeAI+dycHNyYGKftsREeLK36hQb849jFQT6eLQkQuaPwqSgts7IjzuOs/9Upt35EqKDeWJcL3TaevUWR40SiURCXmkVe1LS2Xcyg1BvN4Z0jMbHzQm1UnRRE7k+3Oix9nfZnHuCJ49/f8X9n8fOxFGiYcmWo+xOSsPZQc343q2Jj/ZnWcEuEssycFc6MtSzPVTI8dA48uP242w6etbuPLEhPrx010C0aiVqpRytWkVxRQ1nc4r4dW8KKqWcUV1iCfRywdVRNHBE/j7Xe6y9tnQL24+n8n9TB9i2WaxWnj3+A15qZwb7trnmdf6XqDTpSSxPI7kiB73FSKDGjQ4eEbRzC8NVdf1WdQvKqvj41z1U1Rp4YXJ/+vxBrLCIyPVCNHKuITf6wyurvJRnTy4lpSK70f1vNL8TVa2aj3/dQ3SQN5H+7lTVGth4+Cz3DU/Ay11LYloOeqMJhVVO55hQzBYLapUcqyCQU1TByj3JgIT+8ZFE+nsil0kI8Gx8VsZqFZBKRYlPkevPv93IOVOWz+T9HyLQ8OfVS+XM27FTeG3RDkK8XWke5EWtwcSmI2eY1LctAd7OHM/MQ19rwlenuxBfJ0GpkJJTXMnKPckYTWb6tI0kOtALlVKGn7tLg3oEQRBz3Ij8Y673WBv/yre4OTpw18D2tm37is6yKG07k0O64qlqKEgg8vcxCxbSqgs5VZlLWnUhZqw0c/Shi1cUbV1DUciuvWOP3mDim42HOXw2mwm92zB3VDcUMtG7Q+TGIRo515Ab/eGVV15BhqmAh458g0Ww2u1LcG3GSMcE1u8716jrmVwm5dsnJlBnNOOkUVJWpefw2Sy0GhVdW4RiMJkuBSdLQCaRsCspjR6tIkSXF5Gbzr/dyEmvKOL77N2syDrQYN8L0WPIO2ng45UN81lJJRK+fXICaoUcs9VKSno+eaVVtGsWiI+rE1KpBKkUrIKAXCZl14l0usWF4qET42xErg/Xc6zpDSa6Pfwx43u2pkercKD+2f7fiZ/RyBTcFtDhmtYnUo/BauJcVT4pFdlk6UtxlKno4R1DT+8YnBTXNs+OIAhsTTzPjzuO0Trcn7dnDMNZjNMRuUGI6mpNGKPUxNL0PbzVdjJdPKNwlKvx17gxK3Qg/VXtsBqlV0wsaLZYOZ1ViIdOw47KJD4q+RVLRDU9WoeTll9Cal4pWYXlFFfU8NuB0xRX1tKrdaRo4IiI/AXyDeUEaz14JHoYYY7eaOUq2rqG8lrzSXiaXVmw7mCjx1kFgQOnMnF10rCm7ABHHE/Sqb0/UhkkpedxNqeYsqo6dp1II6+kih6twkUDR6TJcvR8DlarQGSAp21bYlka+XXldHS/spS6yD9DJVXQQhfI6KAEpob2IMLJh415x3k6cSnL0vdQZqi+ZnVJJBJ6t4ng4du7czqrkLvfXkZRxbU7v4jIHyEKDzRhrFjZU3KG4xWZDPZvQ0+vGCRIUJY48NTn63n93iGYLdYrHl9aWcuq4gPMT9uGg0zJ6KAEZHLwdHGips6Ih06Dh86J2FAxCZuIyN+hyqTnvVNrCdV6Mdi/Da5KLREqP+a+tYrHx/ZGbzBd8djSqlq2l55gSdYughzcmRzSHTkKzGYBJ40SL1dHRge1vnGdERG5Tuw/mYmrowZfNyeg3shfnXOEYAcP/DRuf3K0yLXATelIb+9YEjyakViWzr7is+woPEkH93D6+MYR4OB+TeqJDPDk0bE9ee/nndz79o98+fBovESlR5HrjGjkNGEcZCrCHb05X13ADxl7bdtfjBxHVIAHpVW1BHrqyCqqaPT4VuF+qD386OodjbvKEXeVMwqpDB9n0QdaROSfEOpYn6cqraaQj8+sB2CsXxd6tg0js7CM6CAvTmYWNnpsh6ggXJzkfNflAVwUWjzUTuAMwd7iR5/IrcW+kxk0D/SyxY4dKjlPrr6c8UGdb3LL/ntoZEoSPJoR7xbKifJMjpSls7fkHBGO3nTxbE4bt5B/LEPt6+bMI6N78PZPO5j+br2h4ymuRItcR0R3tSaMl4MzDzcfigT74OI30lYwZ3ICjhol04d0avTYVuG+uLs40NzFnxYugfhoXFFIxYBAEZFrgU7uwKDfqUIty92Nf0sVzYI8uHdQRxrTBIj09yDQS0eMSwARTj71Bo6IyC1IYXk1Z3OKiQ6unxAwWcz8kn2ICEdvfK+zzLHIlVFKFcS7hXN3WC+G+LXBaDXzddp2HjvyLV+c3cyR0lSMFvNVn9/TxZF5d3SnqtbA9Hd/El3XRK4ropHThJFIJIRpvPmk/T1EO/sDoJWpGOXfgUBXV5oHeePv4cK7M4cTeiEHgUalYELvNjx7Z1+UGvH2i4hcDzy1ztwX0Y8Hmg3EVakFIFjrSbCLO6F+rrg7O/DR7NtodiEWQa2Qc3u3OF6bPhilgzguRW59Nh85i0wqpeUFd+hN+UlUGGvo6tn8JrdMBEAmkRLl5McdgZ24N6w3HTwiyK4t4YtzW3js6Ld8fX47pytysV6FdpWniyPzRvegsqaOe976geyi8mvfARERRHW1a8rNUnwymMyUGWqoNRs4m13MbzvPsC85E2dHNXf1b8fADlHUGIzUGS3oBQMSlRUPtRM+Wpcb1kYRkWvJv11d7SJV+jrKTTXkl1dxJrOYX7Ykk1lUzu1dWzK6exwqlYI6oxm91YBFacJT44yvVpzFFvn3cL3G2t1vLcNitTJnZFeK66p48cRPtHQJoodXzDWrQ+TaU2qs5nRlLqcqcygz1eKpdKKrV3MSPCJxVv49YaLiihreW74To8nM69OG0j4q8Dq1WuS/imjkXENu9oeXIAgUlFWTll9KbkkFkf4e+Lnr8NBpqTHWUWWqQyGR4e4gusCING1u9lj7u1TU6CmuqOV4Wi5atYoWwd64OztglVipMNYil8jxFMelyL+Q6zHWMgvLGPn8Iu4a0J6O0UG8e3INhXUVTA7tjlIqhgo3BQQEcvSlJJVncaYyDwGBOJdgOntGEqMLQP4X3d+r9Aa+XLOf09mFjOvZmulDEtCJEtMi1wjRyLmGNLUPLxGRpoo41kREbgzXY6y9+cM2Vu9L4bV7B7Ox4Dircg5zR2BHAh08rsn5RW4seouRkxU5JFdmUWSowkGmpKVLEHGuQTR38kerUP3h8VarwKajZ1m1NwW5TMrwhBYM6tCcmCBvMcG4yD9CNHKuIeKHl4jIjUEcayIiN4ZrPdaKKqoZ+fwierYKJyjaga/ObaGTeyQJHs2uQWtFbjZFhgpOV+aTVl1AkbEKCeCvcaOZsw/hTj6EO/rgcgW3tsqaOjYdPcue5HQqaw24OGqIjwygTYQfbSMDaObvKRo9In8LcV1YRERERERE5IbwwfJdyKQSvEKVLDi3lebOfnT0iLzZzRK5RniqdHh66ujqGUWlSU9mbTHZtSUcKU1nS0EKAG5KLaFaL4K0ngRp3QlwcMNJocFZq2ZU1zhGdG7BudwSTmYUcDanmO3Hz2O2WNFp1XSKDqZbXCidY0JwcdTc5N6K/NsRjRwRERERERGR684P24+x5sBJYuJdWZy9gxhnf/r5tESKODt/K+Ks0BCrCyRWVy8oUG2uI1dfRl5dGfn6Ck6UZ2EU6uWotTIVXmpnPFU63FSOuCm1RLTQ0aGNH04yB3KLqjiVWUBSegHrD51GIoHmgV60jQwgJsibUF83Ajx0OGr+2DVO5L+F6K52DRFdaEREbgziWBMRuTFci7GWW1rB+6t3sHHvOZR+ZgirpYtHFG3dQhvkeRP572DFSrmxliJDJWXGGsqNNVSY9FSZ9FSb67By6fPUUabCXeWEh9oJrUVDTYmVskIDRcW1VFQZbOUc1Aq8XBzxc3PGx80ZLxdH3Jw0ODmo0agUKGQyZFIJcpkUpUKORilHq1bh5KDCQaWwJaYVuTUQV3KuIRftxcrKypvcEhGRpomTk9NfesmIY01E5J9xrcfaicos5iV9h6UOLPt0UKFotJzRbEF73pmjaYUcpfDvN1zkFkcCOKDFAbPVgkmwYLJaqESgkhrSqLEvrgGUEqiVgUFKbZ2J9Pwy0vPLrntLmwd48MrU/rg5/bnb3F8dbyLXFtHIuYZUVVUBEBgoar2LiFwNf3W2WBxrIiL/jGs91ly7RBHxzCgwS6GmEflgRzNWixEqBaowX1WbRUTskEqQSKVIZBJQW+v/NYYAmCVgkYAVECT12ywSsF694ZGclkNUTCzGyuI/LSt6HdwcRHe1a4jVaiU3N/eGWuyVlZUEBgaSlZV1ywwgsU9Nh2vdr786dm7GWLve3KrPyJ/xX+z3v6HP13qs/Rv6dCsgXsd/zr/xGt5K76qmhLiScw2RSqUEBATclLqdnZ3/NYP5WiH2qelwo/t1M8fa9eZWfUb+jP9iv5tCn//uWGsKfWoKiNfxnyNeQxHpzW6AiIiIiIiIiIiIiIjItUQ0ckREREREREREREREbilEI6eJo1KpeP7551Gpbh1teLFPTYdbtV83g//qtfwv9vtW7POt2KebgXgd/zniNRS5iCg8ICIiIiIiIiIiIiJySyGu5IiIiIiIiIiIiIiI3FKIRo6IiIiIiIiIiIiIyC2FaOSIiIiIiIiIiIiIiNxSiEZOE+DVV1+lffv2ODk54eXlxciRIzl9+rRdGUEQeOGFF/Dz80Oj0dCzZ0+Sk5NvUov/Pq+++ioSiYQHH3zQtq0p9iknJ4dJkybh7u6Og4MDrVu35vDhw7b9TbFPZrOZZ555htDQUDQaDWFhYfzvf//Dar2UXbop9utm8FfG8tSpU5FIJHb/OnXqdJNafG144YUXGvTJx8fHtv9WfX5CQkIa9FsikTBr1izg1rnXn3zyCaGhoajVauLj49m5c+fNbtIN4Vq9mw0GA3PmzMHDwwOtVsvw4cPJzs62K1NWVsbkyZPR6XTodDomT55MeXm5XZnMzEyGDRuGVqvFw8ODBx54AKPReF36fj252u8B8TqKNEAQ+dczYMAAYeHChUJSUpKQmJgoDBkyRAgKChKqq6ttZV577TXByclJ+Pnnn4UTJ04IY8eOFXx9fYXKysqb2PK/xoEDB4SQkBChZcuWwty5c23bm1qfSktLheDgYGHq1KnC/v37hbS0NGHTpk3CuXPnbGWaWp8EQRBeeuklwd3dXVi9erWQlpYm/Pjjj4Kjo6Pw3nvv2co0xX7dDP7KWJ4yZYowcOBAIS8vz/avpKTkJrb6n/P8888LLVq0sOtTYWGhbf+t+vwUFhba9Xnjxo0CIGzdulUQhFvjXi9dulRQKBTCl19+KaSkpAhz584VtFqtkJGRcbObdt25Vu/mmTNnCv7+/sLGjRuFI0eOCL169RJatWolmM1mW5mBAwcKsbGxwp49e4Q9e/YIsbGxwtChQ237zWazEBsbK/Tq1Us4cuSIsHHjRsHPz0+YPXv2jbkY14h/8j0gXkeR3yMaOU2QwsJCARC2b98uCIIgWK1WwcfHR3jttddsZerq6gSdTid89tlnN6uZf4mqqiohMjJS2Lhxo9CjRw/bj1pT7NPjjz8udO3a9Yr7m2KfBEEQhgwZItx9991220aNGiVMmjRJEISm269/A78fy4JQ/+E7YsSIm9eo68Dzzz8vtGrVqtF9/6XnZ+7cuUJ4eLhgtVoFQbg17nWHDh2EmTNn2m1r3ry58MQTT9ykFt08rubdXF5eLigUCmHp0qW2Mjk5OYJUKhXWrVsnCIIgpKSkCICwb98+W5m9e/cKgHDq1ClBEARh7dq1glQqFXJycmxlvv/+e0GlUgkVFRXXr9PXkH/yPSBeR5HGEN3VmiAVFRUAuLm5AZCWlkZ+fj79+/e3lVGpVPTo0YM9e/bclDb+VWbNmsWQIUPo27ev3fam2Kdff/2Vdu3aMXr0aLy8vGjTpg1ffvmlbX9T7BNA165d2bx5M2fOnAHg2LFj7Nq1i8GDBwNNt1//Bn4/li+ybds2vLy8aNasGdOmTaOwsPBmNO+acvbsWfz8/AgNDWXcuHGkpqYC/53nx2g08u2333L33XcjkUhs25vyvTYajRw+fNju3gH079//lrp3f5WreTcfPnwYk8lkV8bPz4/Y2Fhbmb1796LT6ejYsaOtTKdOndDpdHZlYmNj8fPzs5UZMGAABoPBzmX638w/+R4Qr6NIY8hvdgNE/h6CIPDwww/TtWtXYmNjAcjPzwfA29vbrqy3tzcZGRk3vI1/laVLl3LkyBEOHjzYYF9T7FNqaiqffvopDz/8ME899RQHDhzggQceQKVSceeddzbJPgE8/vjjVFRU0Lx5c2QyGRaLhZdffpnx48cDTfNe/RtobCwDDBo0iNGjRxMcHExaWhrPPvssvXv35vDhw002uV3Hjh355ptvaNasGQUFBbz00kt07tyZ5OTk/8zz88svv1BeXs7UqVNt25r6vS4uLsZisTR67y7e1/8KV/tuzs/PR6lU4urq2qDMxePz8/Px8vJqUKeXl5ddmd/X4+rqilKpbBL34p9+D4jXUaQxRCOniTF79myOHz/Orl27Guy7fHYQ6n90f7/t30JWVhZz585lw4YNqNXqK5ZrSn2yWq20a9eOV155BYA2bdqQnJzMp59+yp133mkr15T6BLBs2TK+/fZbvvvuO1q0aEFiYiIPPvggfn5+TJkyxVauqfXrZnOlsTx27Fjb/8fGxtKuXTuCg4NZs2YNo0aNutHNvCYMGjTI9v9xcXEkJCQQHh7O119/bQu0v9Wfn/nz5zNo0CC7GeJb5V7f6vfur3Ct382/L9NY+asp82/ken4P/Jeuo0hDRHe1JsScOXP49ddf2bp1KwEBAbbtF1WKfj/LUFhY2GBG4t/C4cOHKSwsJD4+HrlcjlwuZ/v27XzwwQfI5XJbu5tSn3x9fYmJibHbFh0dTWZmJtA07xPAo48+yhNPPMG4ceOIi4tj8uTJPPTQQ7z66qtA0+3XzeRKY7kxfH19CQ4O5uzZszeoddcfrVZLXFwcZ8+e/U88PxkZGWzatIl77733D8s1tXvt4eGBTCa7pe/dX+GfvJt9fHwwGo2UlZX9YZmCgoIG9RYVFdmV+X09ZWVlmEymf/29uBbfA+J1FGkM0chpAgiCwOzZs1m+fDlbtmwhNDTUbn9oaCg+Pj5s3LjRts1oNLJ9+3Y6d+58o5v7l+jTpw8nTpwgMTHR9q9du3ZMnDiRxMREwsLCmlyfunTp0kA+9MyZMwQHBwNN8z4B1NbWIpXa/1TIZDKbhHRT7dfN4M/GcmOUlJSQlZWFr6/vDWjhjcFgMHDy5El8fX3/E8/PwoUL8fLyYsiQIX9Yrqnda6VSSXx8vN29A9i4ceMtc+/+iGvxbo6Pj0ehUNiVycvLIykpyVYmISGBiooKDhw4YCuzf/9+Kioq7MokJSWRl5dnK7NhwwZUKhXx8fHXvvPXkGvxPSBeR5FGubE6ByJXw3333SfodDph27ZtdlKjtbW1tjKvvfaaoNPphOXLlwsnTpwQxo8f3+QkWC9XUxGEptenAwcOCHK5XHj55ZeFs2fPCkuWLBEcHByEb7/91lamqfVJEOoVoPz9/W0S0suXLxc8PDyExx57zFamKfbrZvBnY7mqqkqYN2+esGfPHiEtLU3YunWrkJCQIPj7+zfpazlv3jxh27ZtQmpqqrBv3z5h6NChgpOTk5Ceni4Iwq39/FgsFiEoKEh4/PHH7bbfKvf6ooT0/PnzhZSUFOHBBx8UtFqt7d7eylyrd/PMmTOFgIAAYdOmTcKRI0eE3r17Nyp93LJlS2Hv3r3C3r17hbi4uEalj/v06SMcOXJE2LRpkxAQENBkpY+v5ntAvI4iv0c0cpoAQKP/Fi5caCtjtVqF559/XvDx8RFUKpXQvXt34cSJEzev0VfB73/UmmKfVq1aJcTGxgoqlUpo3ry58MUXX9jtb4p9qqysFObOnSsEBQUJarVaCAsLE55++mnBYDDYyjTFft0M/mws19bWCv379xc8PT0FhUIhBAUFCVOmTBEyMzNvbsP/IRdzWigUCsHPz08YNWqUkJycbNt/Kz8/69evFwDh9OnTdttvpXv98ccfC8HBwYJSqRTatm1rJ4l+K3Ot3s16vV6YPXu24ObmJmg0GmHo0KENnoOSkhJh4sSJgpOTk+Dk5CRMnDhRKCsrsyuTkZEhDBkyRNBoNIKbm5swe/Zsoa6u7np1/7pyNd8D4nUU+T0SQRCEG7x4JCIiIiIiIiIiIiIict0QY3JERERERERERERERG4pRCNHREREREREREREROSWQjRyRERERERERERERERuKUQjR0RERERERERERETklkI0ckREREREREREREREbilEI0dERERERERERERE5JZCNHJERERERERERERERG4pRCNHREREREREREREROSWQjRyRERERERERERuMC+88AKtW7e2/T116lRGjhx509pzs0hPT0cikZCYmHizmyJyiyEaOSLXjZ49e/Lggw822P7LL78gkUhufIOuEr1ej6urK25ubuj1+pvdHBGRBtwqH0fTp09HJpOxdOnSm90UkX8BU6dORSKRIJFIkMvlBAUFcd9991FWVnazmwZASEiIrX0ODg7Exsby+eefX/X53n//fRYtWnTtGvgH9OzZ09Z2lUpFs2bNeOWVV7BYLDek/ssJDAwkLy+P2NjYG163yK2NaOSI/CcRBAGz2fyXyv7888/ExsYSExPD8uXLr3PLRERuLYxG418qV1tby7Jly3j00UeZP3/+dW6VSFNh4MCB5OXlkZ6ezldffcWqVau4//77b3azbPzvf/8jLy+P48ePM3LkSGbOnMmyZcuu6lw6nQ4XF5dr28A/YNq0aeTl5XH69GkeeOABnnnmGd56661Gy/7VcXw1yGQyfHx8kMvl160Okf8mopEjclO5uFz/+eefExgYiIODA6NHj6a8vNxW5uIs9YsvvoiXlxfOzs7MmDHD7kdXEATeeOMNwsLC0Gg0tGrVip9++sm2f9u2bUgkEtavX0+7du1QqVTs3LnzL7Vx/vz5TJo0iUmTJjX68XXq1Cm6du2KWq0mJiaGTZs2IZFI+OWXX2xlcnJyGDt2LK6urri7uzNixAjS09P/9vUSEfm7bN++nQ4dOqBSqfD19eWJJ56wGfirVq3CxcUFq9UKQGJiIhKJhEcffdR2/IwZMxg/frzt7z179tC9e3c0Gg2BgYE88MAD1NTU2PaHhITw0ksvMXXqVHQ6HdOmTftL7fzxxx+JiYnhySefZPfu3Q3Gh9ls5oEHHsDFxQV3d3cef/xxpkyZYreC9We/AyJND5VKhY+PDwEBAfTv35+xY8eyYcMG2/6FCxcSHR2NWq2mefPmfPLJJ3bHZ2dnM27cONzc3NBqtbRr1479+/fb9n/66aeEh4ejVCqJiopi8eLFf6t9Tk5O+Pj4EBERwUsvvURkZKTttz8zM5MRI0bg6OiIs7MzY8aMoaCg4Irn+v2KrNVq5fXXXyciIgKVSkVQUBAvv/wyAL1792b27Nl2x5eUlKBSqdiyZctfaruDgwM+Pj6EhIQwe/Zs+vTpY2v7xba8+uqr+Pn50axZM+DP32UXj3vllVfw9vbGxcWFF198EbPZzKOPPoqbmxsBAQEsWLDAdszv3dUWLVrUwNj7vQfIxW+HBQsWEBQUhKOjI/fddx8Wi4U33ngDHx8fvLy8bNdL5L+JaOSI3HTOnTvHDz/8wKpVq1i3bh2JiYnMmjXLrszmzZs5efIkW7du5fvvv2fFihW8+OKLtv3PPPMMCxcu5NNPPyU5OZmHHnqISZMmsX37drvzPPbYY7z66qucPHmSli1b/mnbzp8/z969exkzZgxjxoxhz549pKam2vZbrVZGjhyJg4MD+/fv54svvuDpp5+2O0dtbS29evXC0dGRHTt2sGvXLhwdHRk4cOB1nR0TEcnJyWHw4MG0b9+eY8eO8emnnzJ//nxeeuklALp3705VVRVHjx4F6g0iDw8Pu3Gzbds2evToAcCJEycYMGAAo0aN4vjx4yxbtoxdu3Y1+Nh68803iY2N5fDhwzz77LN/qa0XJxN0Oh2DBw9m4cKFdvtff/11lixZwsKFC9m9ezeVlZV2Ewnw138HRJomqamprFu3DoVCAcCXX37J008/zcsvv8zJkyd55ZVXePbZZ/n6668BqK6upkePHuTm5vLrr79y7NgxHnvsMZtRv2LFCubOncu8efNISkpixowZ3HXXXWzduvWq26hWqzGZTAiCwMiRIyktLWX79u1s3LiR8+fPM3bs2L98rieffJLXX3+dZ599lpSUFL777ju8vb0BuPfee/nuu+8wGAy28kuWLMHPz49evXpdVds1Gg0mk8n298X37saNG1m9evVffpdt2bKF3NxcduzYwTvvvMMLL7zA0KFD/7+9e42J4mrjAP5nV7nuakEp3ri0SoBFLqLUUqoLQSFgWihGW4SypFClWiS1Kg1eoKEVGhta22I1uLJQhPjBghqlUhulCChGgRpBuUhkaSkloggGqS7P+4Ewr1PWt4t3eZ9fsolzZnbOs8ucmTnOc87C0tISZ86cQXx8POLj46HVah8ozmEtLS0oKSnBTz/9hMLCQuzduxdLlixBe3s7ysrK8MUXX2Dz5s04ffr0Q9XDnmPE2GOiVCopMTFxRHlRURENH3opKSkklUpJq9UK60tKSkgikVBHRwcREalUKrKysqJbt24J23z//fckk8lIp9NRX18fmZqaUmVlpaie2NhYioiIICKiEydOEAAqLi4e1WdITk6msLAwYTk0NJQ2bdokinXcuHFCrEREP//8MwGgoqIiIiJSq9Xk5OREg4ODwjYDAwNkZmZGx44dG1U8jOmjUqkoNDR0RHlycvKIYy8rK0toO0REXl5e9OWXXxIRUVhYGH3++edkbGxMN2/epI6ODgJADQ0NRET07rvv0sqVK0V1lJeXk0Qiof7+fiIisre3F7UZQzQ2NtL48eOpq6uLiIbOEba2tkKMREQ2Nja0fft2Yfnu3btkZ2cnfG5DzgPs+aJSqUgqlZKFhQWZmpoSAAJAmZmZRERka2tLBQUFovekpaWRj48PERHt3r2b5HI5Xbt2Te/+X3vtNXr//fdFZcuWLaOQkBCD4rO3t6evvvqKiIju3LlDOTk5BIB27txJpaWlJJVKqa2tTdj+4sWLBICqq6uJaOj65+HhIfq8w8fzzZs3ycTEhLKzs/XWffv2bbKysqL9+/cLZZ6enpSammpQ7Pden3U6HZWUlJCxsTFt3LhRiMXGxoYGBgaE9xhyLVOpVGRvby9qu05OTrRgwQJh+e7du2RhYUGFhYVERNTa2koAqKamhoiIcnJyaOLEiaJ4771vIBr67szNzenmzZtCWVBQEDk4OIyoOz093aDvhI09/CSHPXV2dnaYMWOGsOzj44PBwUFcvnxZKPPw8IC5ublom76+Pmi1WtTX1+P27dtYvHgxZDKZ8MrLy0NLS4uornnz5hkcl06nQ25uLqKiooSyqKgo5ObmCoMzL1++DFtbW0yZMkXY5pVXXhHt59y5c2huboZcLhdis7Kywu3bt0fEx9ij1NDQAB8fH1Gah6+vL/r6+tDe3g5gaADyyZMnQUQoLy9HaGgoZs+ejVOnTuHEiROwsbGBs7MzgKFjWaPRiNpZUFAQBgcH0draKtQxmnYGDD3FCQoKwuTJkwEAISEhuHXrFo4fPw4A6OnpQWdnp6htSaVSzJ07V1gezXmAPT/8/f1RW1uLM2fOICEhAUFBQUhISEBXVxe0Wi1iY2NFf+/PPvtM+HvX1tZizpw5sLKy0rvvhoYG+Pr6isp8fX3R0NBgcHxJSUmQyWQwMzPDmjVrsGHDBqxatQoNDQ2wtbWFra2tsK1CocALL7xg0P4bGhowMDCAgIAAvetNTEwQFRUlpH3V1tairq4OMTExBse+c+dOyGQymJqa4s0330RUVBRSUlKE9W5ubjA2NhaWDb2Wubq6QiL57+2ljY0N3NzchGWpVIpJkybhr7/+MjhWfRwcHCCXy0X1KBSKEXU/bD3s+cWjvNhjM2HCBPT09Iwov3HjBiZMmHDf9w3fkBkyA5uRkZGQenDkyBFMnz5dtN7ExES0bGFh8a/7HHbs2DEh//heOp0OpaWlCA4OBhH9a5yDg4OYO3cu9u3bN2KdtbW1wfEwNlr6jk8iAvDf9uXn5we1Wo26ujpIJBIoFAoolUqUlZXh+vXrQqoaMHQsr1q1CmvXrh1Rl52dnfDv0bQznU6HvLw8/Pnnn6KBxzqdDmq1GoGBgULZ/T7LcGyAYecB9vywsLDArFmzAADffPMN/P398emnnwopktnZ2Zg/f77oPVKpFMBQ+tW/0XdMjWb2zw0bNiAmJgbm5uaYOnWq8N777cfQ/RsSe1xcHDw9PdHe3o69e/ciICAA9vb2BsceGRmJTZs2wcTEBNOmTRO+t2H/bMeGXsuG0wmHGRkZ6S0bbrP/JJFIRG0bgCiN7lHVw8Y+7uSwx8bZ2RklJSUjys+ePQsnJydhua2tDX/88QemTZsGAKiqqoJEIhEGOgJAXV0d+vv7hRP/6dOnIZPJMGPGDFhaWsLExARtbW2iG7KHpVar8c4774wYY5ORkQG1Wo3g4GA4Ozujra0NnZ2dQq702bNnRdt7eXlh//79wqQJjD0pCoUCBw4cEN1YVVZWQi6XCx2B4XE5X3/9NZRKJYyMjKBUKpGeno7r168jMTFR2J+XlxcuXrwo3HQ+CkePHhXGBd17k3Xp0iVERkbi2rVrmDRpEmxsbFBdXY0FCxYAGOoE1dTUCL8zolAoHst5gD1bUlJSEBwcjA8++ADTp0/HlStXEBkZqXdbd3d37NmzB93d3Xqf5ri4uODUqVOIjo4WyiorK+Hi4mJwPJMnT9bbHhQKBdra2qDVaoWnOfX19ejp6TFo/46OjjAzM8Mvv/yCuLg4vdu4ublh3rx5yM7ORkFBAb799luD4waGZnMbTVt+Utcya2tr9Pb24tatW0JHi39Dhz0ITldjj83q1avR0tKCNWvWoK6uDo2NjcjKyoJarRbN3mRqagqVSoW6ujqUl5dj7dq1WL58uSgF7O+//0ZsbCzq6+tRUlKClJQUfPjhh5BIJJDL5Vi/fj0++ugj5ObmoqWlBTU1NcjKyhIGoI5WV1cXDh8+DJVKhdmzZ4teKpUKhw4dQldXFxYvXoyZM2dCpVLht99+Q0VFhdApGr6pjIyMxOTJkxEaGory8nK0trairKwMiYmJQsoQYw+rp6cHtbW1otfKlSuh1WqRkJCAS5cu4eDBg0hJScG6deuElI6JEyfC09MT+fn58PPzAzDU8Tl//jwaGxuFMmAoNaeqqgpr1qxBbW0tmpqacOjQISQkJDxw3Gq1GkuWLIGHh4eonS1duhTW1tbIz88HACQkJCA9PR0HDx7E5cuXkZiYiOvXrwvt7HGcB9izx8/PD66urti2bRtSU1ORnp6OHTt2oLGxERcuXEBOTg4yMzMBABEREZgyZQrCwsJQUVGBK1eu4MCBA6iqqgIw9BRGo9Fg165daGpqQmZmJn788UesX7/+oeNctGgR3N3dERkZifPnz6O6uhrR0dFQKpUGpXOampoiKSkJGzduFFIuT58+PWKGz7i4OGRkZECn0+Gtt9566Lj/lyd1LZs/fz7Mzc2RnJyM5uZmFBQUPLHfD2JjC3dy2GPj4OCA8vJytLS0IDAwEN7e3tBoNNBoNFi2bJmw3axZsxAeHo6QkBAEBgZi9uzZI6YBDQgIgKOjIxYuXIjly5fjjTfeQGpqqrA+LS0NW7duRXp6OlxcXBAUFITDhw/jpZdeeqDY8/LyYGFhoTcf2t/fH3K5HD/88AOkUimKi4vR19cHb29vxMXFYfPmzQCGLlLA0DSdv/76K+zs7BAeHg4XFxe899576O/v5yc77JE5efIk5syZI3qlpKTg6NGjqK6uhoeHB+Lj4xEbGysco8P8/f2h0+mEDo2lpSUUCgWsra1F/+vs7u6OsrIyNDU1YcGCBZgzZw62bNmCqVOnPlDMnZ2dOHLkCJYuXTpinZGREcLDw4WbuqSkJERERCA6Oho+Pj7CeKDhdgY8+vMAezatW7cO2dnZCAoKwp49e6DRaODm5galUgmNRiP8vY2NjVFaWooXX3wRISEhcHNzQ0ZGhvDEMCwsDDt27MD27dvh6uqK3bt3IycnR9Sxf1DDPyNgaWmJhQsXYtGiRXj55ZdH9Rs6W7Zswccff4ytW7fCxcUFb7/99ojxJRERERg3bhxWrFghaguPw5O6lllZWSE/Px9Hjx6Fm5sbCgsLRdd7xgxlRP9MfGTsCUpNTUVxcfH/fBQdExODGzdujJgu9llVUVGB119/Hc3NzZg5c+bTDoexMWlwcBAuLi5Yvnw50tLSnnY4jD0VWq0WDg4OOHv2LLy8vJ52OIw9U3hMDmMPqaioCDKZDI6OjmhubkZiYiJ8fX25g8PYI3T16lWUlpZCqVRiYGAA3333HVpbW7FixYqnHRpjT9ydO3fQ0dGBTz75BK+++ip3cBjTg9PV2P8tV1dX0dSj9770zR5zP729vVi9ejWcnZ0RExMDb29vHDx48DFGztjzY9u2bfdtZ8HBwQbvRyKRQKPRwNvbG76+vrhw4QKOHz8+qkHijBlq37599z1uXV1dn3Z4qKiogL29Pc6dO4ddu3aJ1pWXl983dplM9pQiZuzJ43Q19n/r6tWreqelBIbm1r93/n3G2IPp7u5Gd3e33nVmZmYjpntm7FnQ29uLzs5OvevGjx8/qqman7T+/n78/vvv913/KGdHZOxZxp0cxhhjjDHG2JjC6WqMMcYYY4yxMYU7OYwxxhhjjLExhTs5jDHGGGOMsTGFOzmMMcYYY4yxMYU7OYwxxhhjjLExhTs5jDHGGGOMsTGFOzmMMcYYY4yxMYU7OYwxxhhjjLEx5T/tbKSq50ILCgAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 827.611x750 with 12 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_pairplot(df, 'Response', 'viridis', ['Upper_Age', 'Lower_Age', 'Reco_Policy_Premium'])"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "dsai",
|
||
"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": "3.9.19"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|