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Advanced Dividend Yield Analysis
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{
"cells": [
{
"cell_type": "markdown",
"id": "5d07850e-96c3-40f4-ac66-e16725a0fe04",
"metadata": {},
"source": [
"### 🚀 Advanced Financial Analysis: Dividend Yield Insights\n",
"\n",
"## 📌1: Project Description\n",
"This project provides a **data-driven analysis of dividend-paying stocks**, focusing on:\n",
"- **Top dividend-yielding companies** across different markets.\n",
"- **Stock price vs. dividend yield correlation** to assess investment value.\n",
"- **Country-wise dividend trends** to identify top-performing economies.\n",
"- **Risk & return analysis** of high-dividend stocks.\n",
"- **Actionable insights** for investors seeking stable income strategies.\n",
"\n",
"## 🔍 Problem Statement\n",
"Investors often seek **high dividend-yielding stocks** for steady income. However, not all high-dividend stocks are **safe investments**. This project aims to answer:\n",
"✅ Which **stocks offer the highest dividend yields**? \n",
"✅ How does **dividend yield relate to stock price**? \n",
"✅ Which **countries have the best dividend-paying companies**? \n",
"✅ Are **high-dividend stocks riskier investments**? \n",
"\n",
"## 🎯 Objectives\n",
"🔹 **Identify** the highest dividend-paying stocks globally. \n",
"🔹 **Analyze** the correlation between dividend yield and stock price. \n",
"🔹 **Evaluate** dividend yield trends across different countries. \n",
"🔹 **Assess** risk vs. return of high-dividend stocks\n",
"🔹 **Provide actionable insights** for investors."
]
},
{
"cell_type": "markdown",
"id": "58dcedfc-db3d-4e8c-8c70-f4c9e6e75ee6",
"metadata": {},
"source": [
"# 📌 Step 2: Import Necessary Libraries"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "43ac6f4b-1ee5-4d58-8f12-1f8a36a322a6",
"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>Rank</th>\n",
" <th>Name</th>\n",
" <th>Symbol</th>\n",
" <th>dividend_yield_ttm</th>\n",
" <th>price (GBP)</th>\n",
" <th>country</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>LianBio</td>\n",
" <td>LIAN</td>\n",
" <td>300940.0</td>\n",
" <td>0.243065</td>\n",
" <td>United States</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>Richter Gedeon</td>\n",
" <td>RIG2.F</td>\n",
" <td>150430.0</td>\n",
" <td>23.726825</td>\n",
" <td>Hungary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>Delek Group</td>\n",
" <td>DLEKG.TA</td>\n",
" <td>117114.0</td>\n",
" <td>87.735884</td>\n",
" <td>Israel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>LMP Automotive Holdings</td>\n",
" <td>LMPX</td>\n",
" <td>106250.0</td>\n",
" <td>0.121914</td>\n",
" <td>United States</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>MBIA</td>\n",
" <td>MBI</td>\n",
" <td>22346.4</td>\n",
" <td>2.727817</td>\n",
" <td>United States</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Rank Name Symbol dividend_yield_ttm price (GBP) \\\n",
"0 1 LianBio LIAN 300940.0 0.243065 \n",
"1 2 Richter Gedeon RIG2.F 150430.0 23.726825 \n",
"2 3 Delek Group DLEKG.TA 117114.0 87.735884 \n",
"3 4 LMP Automotive Holdings LMPX 106250.0 0.121914 \n",
"4 5 MBIA MBI 22346.4 2.727817 \n",
"\n",
" country \n",
"0 United States \n",
"1 Hungary \n",
"2 Israel \n",
"3 United States \n",
"4 United States "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 📌 Step 1: Import Necessary Libraries\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Set seaborn style\n",
"sns.set_style(\"whitegrid\")\n",
"\n",
"# 📌 Step 2: Load the Dataset\n",
"df = pd.read_csv(\"Companies_ranked_by_Dividend_Yield.csv\")\n",
"\n",
"# Display first few rows\n",
"df.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "57bb0d36-5d9b-456f-bc5d-7e21bcc237fa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(9912, 6)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "markdown",
"id": "abc9b1eb-79d9-461a-aed4-649472cc52b0",
"metadata": {},
"source": [
"# 📌 Step 3: Data Cleaning"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "56439d30-110c-4c9e-88d4-b3d8ee99ff72",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Missing Values:\n",
" Rank 0\n",
"Name 0\n",
"Symbol 1\n",
"dividend_yield_ttm 0\n",
"price (GBP) 0\n",
"country 2\n",
"dtype: int64\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>Rank</th>\n",
" <th>Name</th>\n",
" <th>Symbol</th>\n",
" <th>dividend_yield_ttm</th>\n",
" <th>price (GBP)</th>\n",
" <th>country</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>701</th>\n",
" <td>702</td>\n",
" <td>Tele2</td>\n",
" <td>TEL2-A.ST</td>\n",
" <td>586.034</td>\n",
" <td>8.431773</td>\n",
" <td>Sweden</td>\n",
" </tr>\n",
" <tr>\n",
" <th>702</th>\n",
" <td>703</td>\n",
" <td>BPER Banca</td>\n",
" <td>BPE.MI</td>\n",
" <td>585.245</td>\n",
" <td>4.248872</td>\n",
" <td>Italy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>703</th>\n",
" <td>704</td>\n",
" <td>Vodafone Qatar</td>\n",
" <td>VFQS.QA</td>\n",
" <td>585.107</td>\n",
" <td>0.393539</td>\n",
" <td>Qatar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>704</th>\n",
" <td>705</td>\n",
" <td>Deyaar Development</td>\n",
" <td>DEYAAR.AE</td>\n",
" <td>584.765</td>\n",
" <td>0.141907</td>\n",
" <td>United Arab Emirates</td>\n",
" </tr>\n",
" <tr>\n",
" <th>705</th>\n",
" <td>706</td>\n",
" <td>Organon</td>\n",
" <td>OGN</td>\n",
" <td>583.942</td>\n",
" <td>14.606773</td>\n",
" <td>United States</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Rank Name Symbol dividend_yield_ttm price (GBP) \\\n",
"701 702 Tele2 TEL2-A.ST 586.034 8.431773 \n",
"702 703 BPER Banca BPE.MI 585.245 4.248872 \n",
"703 704 Vodafone Qatar VFQS.QA 585.107 0.393539 \n",
"704 705 Deyaar Development DEYAAR.AE 584.765 0.141907 \n",
"705 706 Organon OGN 583.942 14.606773 \n",
"\n",
" country \n",
"701 Sweden \n",
"702 Italy \n",
"703 Qatar \n",
"704 United Arab Emirates \n",
"705 United States "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" \n",
"# Check for missing values\n",
"print(\"Missing Values:\\n\", df.isnull().sum())\n",
"\n",
"# Drop missing values in \"Symbol\" and \"Country\"\n",
"df_cleaned = df.dropna(subset=[\"Symbol\", \"country\"]).reset_index(drop=True)\n",
"\n",
"# Convert numeric columns to proper formats\n",
"df_cleaned[\"dividend_yield_ttm\"] = pd.to_numeric(df_cleaned[\"dividend_yield_ttm\"], errors=\"coerce\")\n",
"df_cleaned[\"price (GBP)\"] = pd.to_numeric(df_cleaned[\"price (GBP)\"], errors=\"coerce\")\n",
"\n",
"# Remove extreme outliers using the IQR method\n",
"Q1 = df_cleaned[\"dividend_yield_ttm\"].quantile(0.25)\n",
"Q3 = df_cleaned[\"dividend_yield_ttm\"].quantile(0.75)\n",
"IQR = Q3 - Q1\n",
"lower_bound = Q1 - 1.5 * IQR\n",
"upper_bound = Q3 + 1.5 * IQR\n",
"df_cleaned = df_cleaned[(df_cleaned[\"dividend_yield_ttm\"] >= lower_bound) & (df_cleaned[\"dividend_yield_ttm\"] <= upper_bound)]\n",
"\n",
"# Display cleaned dataset\n",
"df_cleaned.head()"
]
},
{
"cell_type": "markdown",
"id": "22765ff8-04e1-4b40-9c24-4c3ddc2294f9",
"metadata": {},
"source": [
"### **🔹 Step 4:Distribution of Dividend Yield**\n",
"# Histogram for Dividend Yield Distribution"
]
},
{
"cell_type": "code",
"execution_count": 110,
"id": "fd0676d0-aa8c-4d20-a62e-31c0e4513ff2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"sns.histplot(df_cleaned[\"dividend_yield_ttm\"], bins=30, kde=True, color=\"blue\")\n",
"plt.xlabel(\"Dividend Yield (%)\", fontsize=14)\n",
"plt.ylabel(\"Frequency\", fontsize=14)\n",
"plt.title(\"Distribution of Dividend Yield\", fontsize=16, fontweight=\"bold\")\n",
"plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "87f8cc0b-f92c-4054-b473-fdd40fc5884f",
"metadata": {},
"source": [
"**📌 Insights:**\n",
"- The majority of stocks have **lower dividend yields**, indicating that **high-yield stocks are rare**.\n",
"- A few companies provide **exceptionally high yields**, which may indicate **higher risk or market inefficiencies**."
]
},
{
"cell_type": "markdown",
"id": "34634347-b932-4061-8abf-a9836daad6b3",
"metadata": {},
"source": [
"# 📊 Step 5: Exploratory Data Analysis\n",
"# 📌 Top 10 Dividend-Paying Stocks with Enhanced Visualization"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "4333dcd4-4827-46e2-9dff-3082bd66334f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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9MXLkSLRo0ULY9tixY8I9y/8+5U9GAbmz9ua9z/b29gr34H1CQ0Nx8eJFNG/eHMOHD1folvvXX3/hyZMnwuutW7cqJCObN2+OwYMHo0GDBvD39/+gWZolEolCwiQhIQHr169H79690bp1a0yaNAmHDh1SuHfA/8YD1NbWFpb17NkTY8aMERJ5f/75J1avXi0kIxs1aoQhQ4agZcuWwj67d+8WujwDuYmMqVOnCslIU1NTDB48GJ07dxaSKrt3735nRdmePXsU3tPffvtNoYr6559/Fj5PdnZ2GDFiBFxdXaGnpwcgN4GVfzKQd8n/RUFeTFUG+Wc7z4uVmzdvCvH5MWdDz//se9+XPCoqKujdu7fw+u1nX/7hBPr06QOx+N1/Fh48eFAhGZkXc40aNcLly5cL3ScrKwtTpkwRkoR16tTB4MGD0aFDBwC5kxZ5eHgofLGV39GjR/HixQt07doVgwYNgqamprDu7X/P5syZI5xHIpGgW7du6NevH6pXr16gmrW4PDw8oKamBgAIDg7G5MmThXXjxo0ThhF4n8OHDwvJSJFIhK+++gqDBg2CkZERgNyZ5BcvXlysY5X0GS8SifDFF18AwDv/rSIiKk+skCQiIqokfv/9dyE5YW1tjW3btgkJsqCgIIwYMQI5OTn4+++/cfXqVbRp06bAMVq0aIGtW7cKf0QtWLBA6J61Z8+eAuOoFWbmzJnFbnP+ikBVVVWFdXlJVABlMtlDnvyJGiC3ei7/hANvc3Z2hpeXF968eYPLly8jMTFR2D7/H+X9+vV777nzV7jY2tpix44dwr1esWIFNm/eXGCfO3fu4Pr16wAAPT09HD9+XEionTp1Ct999x2A3MmBipqpddq0acJ717NnTwwaNAhA7h/8T58+hZWVFVJSUhTG/ZwzZw5GjBgBAEhOTsagQYMQFhb23mt8lytXriAjIwNyuRxv3rzBf//9p/DHvq2trfBHekZGBoYMGYKHDx+iX79+QsJRLpeja9euePr0KeRyOZ49ewZ9fX20atUKdevWRWRkJKKiohASEgIbGxvhPuXp27fvB7d70KBBwuy5I0eORI8ePZCRkQEgN7FTv359ALnjPOYZPnw45s6dCyC3mnXcuHFFJl6K4ubmhvj4eIUkNpD75cGff/6JP//8E8uWLcOMGTMwcOBAAP8bD9DPz094Hri6uqJVq1bC/itXrhR+HzhwIBYuXCgklH7//XesWrUKQG6ie+DAgahWrRr279+P5ORkALnVUjt37oSGhgaA3Ik71q1bB3V1dVy9elVIGOUXEBAgjKMnFouxYsUKhQQoAERERADI/TJlx44dQpu+/fZbLFq0CJ999hmsrKzee99evXolJF0+++wzIXFfGeR/H65evYrBgwcrfAbs7Oze2WW+NPI/+/JP0FOU/v37C0np06dPY86cOVBRUUFOTo7wmRKJRB/87OvatSvWrFkDsVgMmUyG6dOnF0h4ArmTj+W9j+bm5jh8+LAQc1u2bMHPP/+MrKws7NixQ2GCsvxWrFghVK63bNkS06ZNA5D7JVdycjKqV6+Ox48f49atW8I+69atQ+fOnQHkJsH79u2Lly9fvvca31avXj2MGzcOa9euBfC/e25ubl6sf0vz5P9iYMmSJcKzcOrUqXB2dkZMTAz8/Pwwbdq0d1YPl/YZb2FhgcuXL0Mul+Pu3buFfs6JiMoTKySJiIgqifxJl2nTpilU67Vo0QI9evQQXp8/f77QY7i5uQkJMgAKkzu8ePHigyq8iqM4Y86VtbfPWdi4mvlVq1ZNGD8rOztb+IMuLCxM6AZdp04dhURDUfJ3Tfz2228V7vWYMWMK7b6XP1nRuXNnheq+7t27C1U/QUFBhXb1lEgkwh+dQG7SL381al6yNzQ0VKjS0tXVxdChQ4VtqlevLiS8SuPWrVvYvHkztmzZgt27dytcW82aNRVmb23SpAkWLFgAb29v9O/fH1lZWbh37x7++OMPhSEJ8hKDIpEILi4uwnJfX18AuX+E5yUCdXV1S9R995tvvhF+r1u3rkLFXV6FaXR0NF68eCEszz+LsaqqKiZMmPDB5xWJRJgzZw6OHTuGwYMHCxVR+aWlpWH+/PlFjov3tgcPHghJHg0NDcyYMUOhuu3bb79F7dq1hWvLe4/yjz/p6uoqJIaA3CStn58fbt26VeiYqUBuIiWv+tHBwQFdu3YtsE3eBFPPnz9H9+7d4eXlhXPnzkFHRwd//PEHZs+ejT59+rz3GvM/pz6kGrY8GBkZCeNIBgYGQiaTCfdYU1NTGEf3Y8j/7Hvfcw/IreDOq5RPTEwUPkeXL19GfHw8gNwk3/smHMvMzMSDBw+E1+7u7kLMicVifPvtt4Xul1flCuR+MZQ/5vJ/1ouqYDQ0NFQYRuPtBFresy+vuzyQO0xHXjISyE2Of8gQD2/79ttvFSpTRSIRFi1aVOALuKLExcXhv//+A5D7JV3+L1SqV6+Or776CkButWj++1WY0j7j8yqV89pFRFTRWCFJRERUCSQmJiokaQqrImrUqJFQ0ZdXifS2vEqvPAYGBqhevbpQGRUfHy8kK8pC/j8w3+46nf91/q52pZW/izJQsKt4Yfr37y/cu5MnT2LIkCEK1ZF9+/Yt1lhgeX/EA4pjZAK5fxDWqFFDYRsAChN5HDx4EAcPHiz02FlZWYiMjCzQDVBPT69A13ktLS2hWicvSZR/7LS6desWqCorqtvrlStXCu3q976ZxiUSCbS0tGBsbAx7e3t8++23BSpVExMT4ePjg7///huhoaGFJlzzj4Ho4uKCdevWQSaT4fTp05g1a5ZCd20nJ6diJwLyyxvjME/+CWbyzh8bGyss09XVLXAtDRs2/ODz5rG0tMTChQuxcOFCPHnyBNeuXcOFCxcQEBAgnH/NmjXo06fPe68v/zikpqamBSqGJRKJwqQ4ec+K/MnWt58B1apVe+9wBfk/z3///TeePHlS4Hnj4eGBb7/9FnFxcQgPD8fWrVuxdetWiEQiNG7cGC4uLhgwYIBC9XRh8ndjf1+7KkLeOJJJSUm4evWqkKxr1qxZscbpLan8z77iPPeA3GffzZs3AeQ++zp06CCM1QoUrzI8KSlJIQH69rOvqGdL/mff2rVrhUrDt0VFReH169cK/54A7/7cAoU/+95u27vaVxyqqqoYOXKkMLaqjY1Ngcrgd8l/D7Kyst5ZIZyXuCxKSZ/xefJ/lthlm4gqAyYkiYiIKoH3/YEOKFbHFJU8y6s2K+rYxR2Av7gMDAyE39/uQpj/dc2aNcvsnPnH/DM2Nn7vOJdAbgLB1NQUERERuHXrFmJiYhS6LOav1nmX/PevsAqlwpblT7hpamq+Mzlb2KQ4+asw8xQ23lv+thU2+UpRFVU3b94stKu5mppagYTkxIkTFapu3yU8PBxDhgwR/ohu3Lgx7OzsYGNjg82bNwuz1uZnbGyMdu3a4dKlS4iNjcWNGzdK3V0771ryK+z+5f98FVb5+6GfnbwJK+Li4tCgQQOhuqt+/frC2KPnzp0TKi8TEhIQERGhUI1VmOJOTPV2uz+0uq4wxsbGePHiBbKysrBixQr8+uuvCustLS1x+vRpnDx5EufOnRMmesrrInr37l1cvHgRv//++zvvZ/5rLOtnVllo2bIlDhw4AAAKEwsVp8q6NPI/+95OBhele/fuWLJkCV69eoXz588jNTVVqLDX0tIqtNL1bW+/B28/X4oaxzf/s09bW/udz+r09PQCCcnifG7fbt+HPPuKK388Fuff6vzyt0csFr9zeJH39Tgoy+v80OsgIvoYmJAkIiKqBPIqlPKqJO/fv19gjMj79+8Lv+d1GXzbo0ePFCq5UlJSFKoqCusyWhr5KzLertrM//p9SZYPkX8cv+LOnpo3Ttrq1ashl8uxceNGodtrmzZtijXrL5B7/yIjIwHkJgfyzwSdkJAgzKicn6GhofC7s7MzFi1apLBeJpO9d0KJ4rYtz7Nnz5CVlaXwR+f7qm/K2po1a4TYyz8GJoBCE6B5+vXrh0uXLgEAvL29hepNc3NzNGnS5KO1N//7lJycjISEBIXuwv/8888HHe/UqVPYsGEDgNzq5sLGa3t7ApTCvlB4W/7qxoiICKSlpSlUSebk5ChMEpL3rKhVq5aQ0AoPD0f79u2FbZKTk7Fu3To0aNAADRs2VJgQK0+HDh3g5eWF7t274+XLl0LCMf8kRUBu1XSXLl0waNAgZGVl4cGDB7h8+TJ+/fVXZGVl4e+//0ZISAhsbW2LvMb8970sx58tK/mfO/mHcfiYE9rI5XKFSubiJj81NDTQo0cP7N+/H69evcKqVauESksnJ6cCScDC6OnpQVVVVahwDgsLU/gsFjVuYf7P1NixYxWeAWX13Hv7PPmTtnnK+9mXX/7nsqqqKvz9/RWuOycnp9hjpJb2GZ//S8L83beJiCoKx5AkIiKqJBwcHITfV69erdBt8ebNm8KYegCEMRHftmnTJoX9/vjjD6Hqok6dOmWekLSwsBD+sHn69Cnu3LkDIDeJcPHiRWG7du3alcn5Tpw4gRs3bgivhw8fXux9+/btK/zhlzfRD1C8Lot58nfV27lzp0Jl0Pr16wvdJ3+S4syZMwpdZ8+fPw9bW1u4uLgIk66UVKNGjYTkQkpKisKYhC9fvlSYsCW/SZMmCdV8+X+KWwlZlIcPHwq/V69eXfj90aNHCuvyV1EBuZ+DvJg6deqUcI9LWh1ZXLVr11ZITOclE4HcRGFR3U2L0rFjR+H30NDQArMCy+Vyhcku1NTUFL5oyJ+0yF/5ZGlpKSQlX79+jZUrVypUVm3dulXorl2tWjUheZY/Dt+eGf3gwYPYtWsXFixYAE9Pz0KvZ968edDT08O4ceOEZV5eXsK579y5A2dnZzRt2hR9+vRBcnIypFIpmjRpgnHjxinMbp6/G2thatasKSRa8n9eKgsjIyOYmpoqLNPU1ETjxo0/2jk3bdokvK9SqfSDxoTNP4N9SZ59KioqwgRTQG6M5b3vOTk5Cp+V/PLH3Nszyu/evRvNmjWDq6trkc/O4mrRooVQPfj48WOFmeIjIyNx7NixUh2/NExMTITYf/PmjcL9T09Ph6OjI7766iuMGzcO//777zuPVdJnfJ783bTfN24oEVF5YIUkERFRJTF69GicPn0aGRkZuH37NpydnWFvb4+kpCRcuHBB6KL11VdfFahKyvPw4UP06tUL9vb2CA8PVxgk/0OSd8UlkUgwYMAAbNq0CUDuRCDdunXDjRs3hLEUv/zyywJ/vBfHihUrAOQmbl6/fo0HDx4ozKTav3//D0oAGBkZwd7eHhcvXhSSYDo6OnB0dCz2MYYMGYKjR49CJpPh1q1b6Nu3L1q3bo379+8L47S9rWXLlmjUqBFCQ0ORlJQEZ2dn4ZynTp3CmzdvEBoairZt2xa7HYXR0NBA//79sWvXLgDA4sWLcfXqVdSoUQN//fUXYmJiSnX8D1WzZk2hWmnZsmW4c+cOMjIycPbsWYVE7ttVgaqqqujduze2b98uLBOLxejVq9dHb/OQIUOEuNu1axcePnyIBg0a4OrVq0JFbXHZ2NigXbt2wozLXl5eOHnyJJo0aQKZTIbg4GCFSkZXV1eFSsf8v69cuRK+vr5wdXWFjY0N3N3dhRnA9+7di9u3b8PGxgb//vuvMKM7kJtszjuOq6urMKHQo0eP0KtXL7Rr1w5JSUk4e/assE9Rz4m8hM+QIUOwc+dOREVF4c6dO/D19UXPnj1haWmJly9fIisrCzExMejVqxc6dOgAVVVVBAcHC7HwdnKrMKqqqmjcuDGCg4Px9OnTMq2mKyt2dnYKVeBlNX5kcnKyEIMymQyvXr3C7du3FSaVGT9+/Ad9udS0aVN8/vnnePTokfDsMzc3f2eV6ttGjBghxNapU6cQHR2NJk2aICgoSKFt+XXr1g2rV69GTEwMwsPD0b17d3Tq1AmvXr3CmTNnkJWVhdu3bxd7yIyi1KlTB506dcKFCxcAABMmTEC3bt2gpqaGs2fPVniV7ciRI4VZxD08PHDhwgXUq1cPV65cEZLMOTk5hY5/mV9pn/F5XwRJpVJhAioioopUuf5lJyIi+oRZWFjgp59+EsYYjI6Oho+Pj/CHG5DbTc/Ly6vIY3To0AFRUVHYt2+fQjKyY8eOCjM1lyV3d3eh+15cXJyQyAFyJwfJmwzgQ23evFmY0XnPnj0KycivvvoKCxYs+OBj5q8UAoAePXoUOkZjUaytrfH9998Lr//991/s2rULN2/eRP369QutBBWJRFi1apXQrTAlJQWHDh3CoUOHhD+UW7duXaJZnN82depUIUkrl8tx9uxZ7Nu3DzExMR8lIf0uo0ePFpJYb968wcGDB3HixAm8efNGYXKFZ8+eFdj37fepTZs2MDY2/rgNBvD1118rdMe9ceMGvL29ER4erlChWdxxDX/++WeFpHloaCi8vb3h4+OjkIy0t7fHjBkzFPbN3206NDQUhw4dErpkDhgwQGFW99DQUOzZs0chGTlq1CiMHDlSeF2jRg2sXLlSGMcvKipKeL7kJal69+793sSvqqoqJk+eLLxetWoVMjMzoaqqig0bNgjv7YsXL+Dj44Ndu3bh3r17wvYzZswo1hAJeV2SX716hdDQ0PduX97e7p5dVuNHpqWlCc++P/74A/v27VNI+A0ePBju7u4ffNy3qyE/NAno6OiIQYMGCa9v376NXbt24cGDB2jevDm++OKLAvtoaGjgl19+ESajiY2NhY+PD06ePCn8m+bs7AxXV9cPvZwCPDw8hKq/rKwsnDhxAgcPHkRycnK5P/veNnToUPTo0UN47e/vj127dgmf52rVqmHt2rXFGtexNM/4vH+XraysijX2MhHRx8aEJBERUSXSrVs3HD9+HN988w3Mzc2hrq4OLS0tNG/eHEuWLMG2bdsKzKqb37x58zB79myYmZlBKpXCzMwM06ZNw/r16z9ahZGmpiZ27tyJCRMmCOetUaMGevXqhYMHD5ZqhtM8ampqqFWrFrp06YKNGzfi119/LdFsyx07dlSYiOdDumvncXNzw7p169CkSROoqamhZs2aGDp0KPbv31/kzLf16tXDiRMnMGbMGDRo0AAaGhqoVq0aGjVqhHnz5mHz5s1l8gdi3nvh5uYGExMTqKqqwtLSEsuXL8f06dNLffwP0bFjR2zbtg0tW7aEjo4OdHV1YW1tjTlz5mDNmjXCdnkTbOT32WefKdzLPn36lEOLcyuHNm/ejAkTJqBu3bpQVVVF/fr1MX/+fMyZM0fYrjjj7gGAvr4+fHx8sGzZMtjb2wtdkTU0NFC7dm107doVa9euxZYtWwrE85QpU9CrVy/o6OhAXV0dDRo0UBhb8YcffsCePXvQq1cvmJiYQCqVQl9fHw4ODti+fTtmzpxZoD0dOnTAkSNH4OLiAmNjY0ilUmhra6NFixbw8vJ655cd+fXq1Quff/45gNzE5s6dOwHkJux9fX0xZswYWFhYoHr16pBKpTAyMkLXrl2xa9cuhSTpu3Tv3l34/erVq8Xapzy9nYD8WONHamhooG7duujVqxf27NmDhQsXlmiin169egkJL4lEUqLP1MKFC7F48WJ8/vnnUFVVRe3atTFu3Dhs27atyOexjY0NfH19MXToUJiamkJNTQ16enpo1qwZvLy88NNPP5XJv02GhobYv38/Bg0aBAMDA6irq8PW1hYbN27E4MGDS3380pBIJFi5ciV+/vlntG7dGrq6ulBVVYWZmRkGDhyII0eOFHt83JI+4//9919hjOOihnwhIipvIvn7pvMiIiKiSs3CwkL4/fz58wpjtREpo6NHjwoJNS0tLVy+fLnYScDSyOsKqaenB1NTU4UkwfXr14UKpM8//xwnTpz46O351A0aNAjBwcFo3bo1duzYUdHNIVJamzZtwsqVKyGVSnHx4kWFL+aIiCoKx5AkIiIiogp35coVBAYGIi4uDsePHxeWu7i4lEsyEgDOnj2LwMBAALnVks7OztDV1UVcXBz++usvYbv8E9bQxzNixAgEBwcjKCgIMTExZT4pF9GnIu+Z2rt3byYjiajSYEKSiIiIiCpcbGwsNm7cqLDM2Ni4ROPlldSECRMQHByMzMxMZGVl4fDhwwW2qVevHkaPHl1ubfqUde/eHTt37kRwcDD27duHKVOmVHSTiJTOtWvX8O+//0JdXR0TJ06s6OYQEQk4hiQRERERVbj69evDyMhIGHOwd+/e2L17t8K4iR9bq1atcPDgQbi4uKB+/frQ0NCAWCyGlpYWGjVqhEmTJuHgwYPQ1dUttzZ9ykQiEebNmwexWIy9e/dW+GzJRMpo8+bNAHK/cKlVq1YFt4aI6H84hiQRERERERERERGVG1ZIEhERERERERERUblhQpKIiIiIiIiIiIjKDSe1ISoBmUyG7OxsiMViiESiim4OEREREREREVGZkMvlkMlkUFFRgVj8cWoZmZAkKoHs7GzcvXu3optBRERERERERPRRWFtbQ1VV9aMcmwlJohLI+4agUaNGkEqlFdwaog8nk8kQHh6OevXqfbRvvIg+FsYvKTPGLyk7xjApM8YvKbPyjN+cnBzcvXv3o56HCUmiEsjrpi2RSCCRSCq4NUQfTiQSQSQSQSKR8D9jpHQYv6TMGL+k7BjDpMwYv6TMKiJ+P+YQdfwEEhERERERERERUblhQpKoFDihDSkrkUgEc3NzxjApJcYvKTPGLyk7xjApM8YvKbOqFr9MSBIRfaJycnIquglEJcb4JWXG+CVlxxgmZcb4JWWWnZ1d0U0oM0xIEpVCVflmgj49IpEIUqmUMUxKifFLyozxS8qOMUzKjPFLH5tMJv9ox5bL5YiIiIBc/vHOUZ44qQ1RKew6GoHo2MyKbgYRERERERERVSDjmuoY1d+sopuhNJiQJCqFmPgMRD5/U9HNICIiIiIiIiJSGuyyTUREREREREREVMmJxVUnjccKSSIiIiIiIiIiokpMLBbD3Ny8optRZqpOapWIiIiIiIiIiKgKksvlSE9PrzKT2jAhSUREREREREREVInJ5XJER0czIUlERERERERERET0oZiQJCIiIiIiIiIionLDhCQREREREREREVElp6qqWtFNKDOcZZuIiIiIiIiIiKgSE4vFMDU1rehmlBlWSBIREREREREREVVicrkcKSkpnNSGiIiIiIiIiIiIPj65XI7Y2FgmJImIiIiIiIiIiIg+FBOSREREREREREREVG6YkCQiIiIiIiIiIqrkNDU1K7oJZYazbBMREREREREREVViYrEYJiYmFd2MMsMKSSIiIiIiIiIiokpMLpcjMTGRk9oQERERERERERHR/6Snp0MikUAkEin8qKurC9v4+/vD3t4eOjo6MDU1xZQpU5CamqpwnIyMDMyePRumpqbQ0NCAjY0Ndu/e/d6E5PPnzzF48GAYGBhAR0cH/fv3R1RUlMI24eHhcHV1Rc2aNVG9enX07dsXjx49UtjmyZMnaNOmDXR0dODs7IyYmBiF9cePH8cXX3yBnJycktwmJiSJiIiIiIiIiIjKwp07dyCTyeDt7Y2rV68KP5cuXQIA3Lt3D46OjlBTU8P+/fsxf/587Nq1C0OGDFE4zrBhw7B+/XrMmjULJ06cQNOmTfHdd9/h9OnTRZ47Ozsb3bt3x40bN7BhwwZs3LgR169fR5cuXZCVlQUASE1NhaOjI+7evYsNGzZg9+7diIqKQocOHZCYmCgca8GCBTAyMsKhQ4cQHx+P7777TliXk5ODWbNmYdmyZZBIJCW6TxxDkoiIiIiIiIiIqAyEhIRAVVUV/fr1g1QqLbB+7969EIlEOHr0KLS1tQHkJhLd3d3x9OlTmJmZ4dKlSzh48CB8fX3h5OQEAOjUqRNCQ0Nx+vRpYdnbDhw4gNu3b+PevXto1KgRAMDGxgaNGzeGj48Phg0bhv379+Px48cIDQ2FlZUVAMDa2hr169fHgQMHMHbsWCQnJ+P+/fvYtm0b7OzskJaWBjc3N+E8W7duhY6ODvr27Vvi+8QKSap05s+fD1tbW9ja2sLa2hqWlpbCa1tbWwQFBRW63+HDh+Hg4FDs83h7e6Nr166wtbVF165dsWfPnrK6BCIiIiIiIiL6BIWEhMDKyqrQZCSQ2xVbKpUqzJhtYGAAAEhISAAAHDp0CObm5gqJR5FIhFOnTmHNmjVFnvvMmTOwsLAQkpEAYGVlhS+++AJ+fn4AgH79+uHKlStCMhIAVFVVhbblnQsANDQ0hPV5XbPT09OxcOFCeHp6FuNuFI0JSap0Fi1ahODgYAQHB8PDwwMmJibC6+DgYLRo0aLU5zh37hxWrVoFLy8v3Lp1C56enlizZg3OnDlTBldARERERERERJ+ikJAQiMViODo6QktLC/r6+hg7dqwwRuTo0aMhEokwdepUJCQkIDQ0FB4eHrC2tkbTpk2FY1hbW2Pv3r344osvoKKiAisrK/j7+0MsLjqV9+DBA3z++ecFljdo0EAYI1JXVxdt2rQBAGRmZuL27dsYOXIkDAwM4OrqCgDQ0dGBubk5duzYgaSkJOzevRvt2rUDAKxevRo2Njbo0KFDqe4TE5KkVCIiIjBu3Di0atUKnTp1wurVq5GZmVnotqGhoRg+fDhatmyJLl26YPv27cLgrzExMRgzZgxsbGwgEolga2uLVq1a4caNG+V5OURERERERERURchkMty9exf//vsvXFxccOrUKcyZMwfe3t5wcnKCTCaDlZUVPD09sW7dOhgYGKBx48ZITU2Fr6+vMB5jXFwcrl+/jpkzZ2LWrFk4deoULC0tMWDAAJw8ebLI8yclJUFHR6fA8mrVqiElJaXA8h49esDGxgYXLlzAsmXLYGxsLKybP38+Dh06BD09PTx+/Bi//PIL4uPjsWLFCixfvhzXr19H27ZtYWtrW6IepxxDkpRGeno6vv76a/To0QNr165FYmIiJk+eDJlMhmnTpilsGxMTg5EjR+L777/H1q1b8fTpU4wfPx7q6uoYNGgQhg4dqrB9QkICbty4gVmzZpXnJRERERERERFRFSGXy+Hr6wtjY2NYWloCANq3bw9jY2MMGzYMZ86cQUhICGbPno0JEybAxcUFcXFxWLx4MTp37gx/f38YGRkhMzMTz58/x82bN9GsWTMAQMeOHdGoUSMsXboUPXv2LPT8MplM6G79drsKq6ycP38+Zs+ejaNHj8LNzQ1xcXGYPXs2AKBx48Z4/Pgx3rx5Ay0tLQDA5MmT4ezsDEtLS5iZmWH27Nlo0qQJnJyc0LRpUzRu3LjY94oVkqQ0Ll68iMzMTEydOhVqamqoVasWpkyZUmgm/vjx4/jss88wdOhQSKVSNGjQAKNHjy5027i4OIwZMwaNGzcu8kNNRERERERERPQuEokEHTt2FJKReXr06AEAuHnzJpYsWYKhQ4di/fr1cHBwwMCBA3H+/HlER0fj559/BpBb0VirVi0hGZl37C+//BIhISFFnl9XV7fQSsi0tDRUr169wHJ7e3t06tQJa9euxfDhw7FkyRJkZ2crbJOXjAwLC8O2bduwaNEiBAQEIDU1FRMmTECHDh3QoUMHHDp0qHg36f+xQpKURlRUFBITE9GyZUthmVwuR1ZWljDwa/5tQ0NDFcablMlkBaajDwkJwZQpU9CiRQssX74cKir8SBARERERERHRh4uKioKfnx+6d++OOnXqCMtfv34NIDeHkZ6ejrZt2yrsZ2RkBEtLS4SGhgIAGjZsiMjISMjlcoWKx+zsbGGimcJYWFggODi4wPLHjx/Dzs4OAHD9+nWEh4cL40XmadmyJXbt2oX4+HjUrFmzwDFmzZqF0aNHo169erh27Rp0dXWFqks9PT28ePHinffmbayQJKVhbGwMU1NTBAUFCT9///03Tp48CX19/QLbtmrVSmHb8+fP48iRI8I2Bw8exNdff42RI0di5cqVwqxSREREREREREQfKiMjA25ubti0aZPCch8fH4jFYri6ukJfXx/+/v4K6+Pj4/Ho0SPUr18fAODk5ISEhAScPXtW2CYrKwuXL1+Gvb19kefv0qULHjx4gPv37wvL7t+/jwcPHqBLly4AgJMnT2LIkCGIiIhQ2Pf06dMwNjaGoaFhgeMGBQXh9OnTmDt3LgDA0NAQiYmJyMrKAgA8f/680P3ehQlJUhqdOnXCq1evsGXLFmRmZiIlJQUzZ87E999/X2CMBGdnZ4SEhOD48ePIzs5GbGwsxo0bJ0xLf+bMGSxcuBDr1q3DqFGjKuJyiIiIiIiIiKgKMTc3x/Dhw+Hl5YWlS5fi/Pnz8PDwwMyZMzF+/HhYWFjAw8MD3t7eGDduHM6fPw8fHx989dVXkEgkwvwYQ4cORfPmzTF06FBs2bIFp0+fRp8+fRAdHY0FCxYI57t//75CReTAgQPx+eefo3v37vD29oa3tze6d+8Oa2trDBgwAADg7u4OAwMD9OjRAwcOHMCpU6cwaNAg+Pn5YeXKlYWONTl9+nT88MMPMDAwAAC0bt0aWlpamD17Nnbs2IGAgAD06tXrg+4V+6eS0tDW1sb27dvh6emJLVu2QCaToVWrVtiwYUOBbWvXro0tW7ZgxYoVWLJkiTCOw5w5cwAA69evR05ODiZPnqywn7OzMxYtWlQu10NEREREREREVcumTZvQsGFD7NixA4sXL0bt2rXh4eGB6dOnAwAmTpwIXV1drFy5Etu2bYOBgQHs7e1x9OhR1KtXDwAglUpx9uxZzJ49G3PmzEFqaiqaNWuGffv2wcbGRjjX+PHjER4ejvDwcACAmpoazp49iylTpsDNzQ1SqRRdunTB6tWrhSHqatWqhYCAAMyaNQsTJ05ESkoKmjVrBl9fXzg5ORW4Hj8/Pzx48EBhdm9NTU0hqbpr1y6sXLkSzZs3/6D7JJLL5fIP2oOIkJOTg5CQEJwL0kJ41JuKbg4RERERERERVaC6tTQw293iox1fJpMhLCwM5ubmhVYxlqW8nIeNjU2BuTjKCrtsExERERERERERUblhQpKIiIiIiIiIiIjKDROSRERERERERERElZhIJIKhoWGBSX2VFSe1ISIiIiIiIiIiqsREIhF0dHQquhllhhWSRERERERERERElZhMJkNERARkMllFN6VMMCFJRERERERERERUyWVmZlZ0E8oME5JERERERERERERUbpiQJCIiIiIiIiIionLDhCQREREREREREVElJhKJYGJiwlm2iYiIiIiIiIiI6OMTiUTQ1NSs6GaUGVZIEhERERERERERVWIymQxhYWGcZZuIiIiIiIiIiIjKR1VJRgJMSBIREREREREREVE5YkKSiIiIiIiIiIiIyg0TkkRERERERERERJWYSCSCqalplZllmwlJIiIiIiIiIiKiSk5FRaWim1BmmJAkIiIiIiIiIiKqxORyOcLCwiCXyyu6KWWi6qRWiSqAkYEacmRVo1yaiIiIiIiIiErGuKZ6RTdBqTAhSVQKw/uYQiKRVHQziIiIiIiIiKiCyWRyiMUsWioOdtkmKgWZTFbRTSAqEZlMhsjISMYwKSXGLykzxi8pO8YwKTPGL31sTEYWHxOSRKVQVWa3ok+PSCRC7dq1GcOklBi/pMwYv6TsGMOkzBi/pMxEIhHMzc2rTPwyIUlE9InKzs6u6CYQlRjjl5QZ45eUHWOYlBnjl5RZVYpfJiSJSqGqzG5Fnx65XI6IiAjGMCklxi8pM8YvKTvGMCkzxi8ps6oWv0xIEhERERERERERUblhQpKIiIiIiIiIiIjKDROSRESfKLGY/wSQ8mL8kjJj/JKyYwyTMmP8kjKrSvErkleVzudE5SgnJwchISGwsbGBRCKp6OYQEREREREREZWJ8sh5VJ3UKlEFYD6flJVcLkd6ejpjmJQS45eUGeOXlB1jmJQZ45eUWVWLXyYkiUqhqjwI6NMjl8sRHR3NGCalxPglZcb4JWXHGCZlxvglZVbV4pcJSSKiT5SamlpFN4GoxBi/pMwYv6TsGMOkzBi/RJWDSkU3gEiZVaUBZenTIhaLUbdu3YpuBlGJMH5JmTF+SdkxhkmZMX7pY5HJ5BCLRRXdDKXChCRRKfheTkJckqyim0FEREREREREFcBAVwW92+uVy7lUVVXL5TzlgQlJolJISM5GTGJORTeDiIiIiIiIiKowsVgMU1PTim5GmWF/UyIiIiIiIiIiokpMLpcjJSWFk9oQERERERERERHRxyeXyxEbG8uEJBEREREREREREdGHYkKSiIiIiIiIiIiIyg0TkkRERERERERERJWcpqZmRTehzHCWbSIiIiIiIiIiokpMLBbDxMSkoptRZlghSUREREREREREVInJ5XIkJiZyUhsiIiIiIiIiIiL6+JiQJCIiIiIiIiIiIiohJiSJiIiIiIiIiIio3DAhSUREREREREREVMnp6OhUdBPKDGfZJiIiIiIiIiIiqsTEYjEMDQ0ruhllhhWSRERERERERERElZhMJkNsbCxkMllFN6VMMCFJRERERERERERUyaWkpFR0E8oME5JERERERERERERUbpiQJCIiIiIiIiIiKqX09HRIJBKIRCKFH3V1dWEbf39/2NvbQ0dHB6amppgyZQpSU1MVjvPjjz8WOIZEIsHvv//+zvOHhITAyckJNWvWRI0aNdClSxfcunVLYZuNGzcWOLZIJMK4ceOEbR48eICRI0dCT08Pzs7OiImJUTjG8ePH8cUXXyAnJ6ekt4qT2hAREREREREREZXWnTt3IJPJ4O3tjXr16gnLxeLcesB79+7B0dER7dq1w/79+/Hs2TPMmDEDYWFhOHHihLB9SEgIOnfujCVLlgjL5HI5dHR0IBKJCj33f//9h/bt26NZs2b4448/IBaLsXLlSrRr1w7BwcGwsLAQjm1lZYU//vhDYX8jIyPh92+++Qb6+vpYsWIFPDw88N1338Hb2xsAkJOTg1mzZmHZsmWQSCQlvldMSBIREREREREREZVSSEgIVFVV0a9fP0il0gLr9+7dC5FIhKNHj0JbWxsAkJ2dDXd3dzx9+hRmZmbCcdzd3dG6detin3vt2rXQ0NCAr68vtLS0AAAODg4wMzPDunXrsH79euHYdnZ2RR47OTkZQUFB2LVrFxwdHfH69Wu4ubkJ67du3QodHR307du32G0rDBOSVZCFhQXU1NQgkUggl8shlUrRokULzJ8/H7Vq1QKQW/574sQJqKqqCvupqKigdevW8PDwgL6+PgIDAzFixAhoamoWOIeJiQl8fX0LnA+AcE4bGxvMnz8fdevWLbD/s2fP0LlzZ2hoaEAkEkEmk0FDQwPt2rXD/PnzoaOj8zFuDRERERERERHRR5FXfVhYMhIAMjIyIJVKFfIsBgYGAICEhASYmZkhJiYGMTExsLGxUdhXJpPhxYsXMDY2Fiou8/viiy/www8/CMlIANDU1ESdOnXw33//Cce4e/cuBg8eXOQ15FVgqqmpAQBUVVWFrtnp6elYuHAh9u7d+75b8V4cQ7KK2rx5M4KDgxESEoK//voLcrkc06dPV9jG2dkZwcHBws+ZM2cQHx+PyZMnK2yXf5u8n7xk5NvnyzvnkSNHkJycjJkzZ76znSdPnkRwcDBu376NkydP4unTp1i6dGnZ3AQiIiIiIiIionISEhICsVgMR0dHaGlpQV9fH2PHjhXGiBw9ejREIhGmTp2KhIQEhIaGwsPDA9bW1mjatCmA3BwMABw7dgxmZmaQSqWwtbXFqVOnkJ6eXuS53d3dC+R9Hj16hHv37qFx48bC6/T0dFy7dg2ff/45pFIpLCwssHPnTmEfHR0dWFlZ4cSJE0hKSsLu3bvRrl07AMDq1athY2ODDh06lPpeMSH5CdDW1oarqyvu3bv3zu309fXRo0cPhIaGlvqcderUQa9evfDgwYNi72NgYIBevXoptPPWrVsYMWIE2rVrB2tra7i4uCAkJAQAEBgYCAcHB2zYsAH29vaws7PDpEmTkJaWJuy/Y8cOODo6wtbWFi4uLrh69SoAIC0tDXPnzkWXLl1gY2MDe3t7bNy4sdTXTURERERERESfnrzqw3///RcuLi44deoU5syZA29vbzg5OUEmk8HKygqenp5Yt24dDAwM0LhxY6SmpsLX11fodZqX84iNjcWWLVtw5MgRGBoaolevXvD39y92e9LT0zFy5EhoaGgIhWd5x3769ClWrVqFkydPokWLFhg5ciQ2b94s7LtlyxacP38eBgYGePz4MX755RfEx8djxYoVWL58Oa5fv462bdvC1tYWe/bsKdH9YpftT0BycjJ8fX3RpUuXIreRy+V48uQJjh49KmS+SyMsLAyHDh1C+/bti71PXFwczp49K7TzzZs3cHd3x+TJkzF48GC8efMGs2fPxk8//SSUB0dFRSEmJgZnz55FTEwMhg4dir1798LNzQ2HDx/Gb7/9ho0bN6Jp06Y4dOgQ3N3dcfHiRaxZswbPnj3DwYMHUa1aNfz555+YPHkyunfvLozZQERERERERERUHHK5HL6+vjA2NoalpSUAoH379jA2NsawYcNw5swZhISEYPbs2ZgwYQJcXFwQFxeHxYsXo3PnzvD394eRkREGDx6Mpk2bomvXrkLX7K5du6Jp06ZYs2YNRo4c+d62pKSkoHfv3ggKCsKRI0eEofQ6deoEX19fdOrUCRoaGsKxY2NjMX/+fHz77bcQiUSws7PD8ePH0bBhQ2FIvcmTJ8PZ2RmWlpYwMzPD7Nmz0aRJEzg5OaFp06ZCFWZxMSFZRY0bNw4SiQQymQyvXr1CtWrVCkwPf/LkSZw7dw5A7genevXqaNu2LX744QeF7Vq0aFHg+G5ubgqDmuadLysrC1lZWTA3N0fXrl3x7bffvrOdvXr1glgsRk5ODtLT01GrVi0sWLAAACCVSuHj4wMzMzNkZGQgKioKurq6uHv3rsIxJkyYAHV1dZiZmaFVq1Z48uQJAODIkSMYOHAgbG1tAQADBgzAZ599BnV1dUyaNAkSiQTa2tp48eKFMDZCbGwsE5JERERERERE9EEkEgk6duxYYHmPHj0AADdv3sTy5csxdOhQYYIZAOjYsSM+++wz/Pzzz1ixYgXMzMwK5CWkUikcHR2xadOmImfZzhMZGYkePXrg0aNH2L9/P3r27CmsMzIygpOTU6FtPHfuHGJiYmBsbCwszxuPMiwsDNu2bcPdu3cREBCA1NRUTJgwAWKxGB06dMChQ4eYkKRcGzduRKtWrQDkVhru2bMHI0eOhI+PDxo1agQA6NmzJzw9Pd97rKCgoGKf79WrV1i7di38/PzQpUsXIeNelOPHj6NOnToAcrtR//LLL3B1dYWfnx+MjIwQGBiIMWPGID09HQ0aNICKigrkcrnCMWrWrCn8LpVKhfVxcXEwMTFR2LZZs2YAgIiICCxduhT3799HnTp1hA+OTCZ777USEREREREREeUXFRUFPz8/dO/eXchzAMDr168B5BaCpaeno23btgr7GRkZwdLSUhg+z9fXFxkZGXBxcVHY7s2bN6hRo8Y7E5J37txBt27d8Pr1a5w+fbpAgvTvv//G06dPMWLECIXlr1+/hkQigZ6eXqHHnTVrFkaPHo169erh2rVr0NXVFao39fT08OLFi3fcmcJxDMlPgLq6OkaPHg0tLS1cuXLlo55LS0sLs2fPhp2dHUaPHo2YmJhi76utrY3JkycjLS0NN2/exO3bt7F48WKsXr0aly9fxo4dOwp8cN+lVq1aeP78ucKy1atX47///sOUKVPQuHFjXL16FUeOHMHUqVOLfVwiIiIiIiIiovwyMjLg5uaGTZs2KSz38fGBWCyGq6sr9PX1C4wDGR8fj0ePHqF+/frC9t988w1evnwpbPPq1Sv4+vqiZcuWRRZSRUZGwtHRESKRCJcvXy60WvP8+fP4+uuv8fjxY2GZTCbDwYMH0bp1a6H3aH5BQUE4ffo05s6dCwAwNDREYmIisrKyAADPnz+HoaFhMe6QIiYkPwHZ2dk4dOgQUlJS0Lx583I55+LFi6GhoYEZM2YUqGgsSkZGBnbs2AF1dXVYW1sjNTUVYrEY6urqAHIHX925cycyMzOLdTwXFxf4+Pjgzp07kMlkOHToEPbs2QM9PT2kpqZCXV0dEokEiYmJWLJkCQAIHygiIiIiIiIiouIyNzfH8OHD4eXlhaVLl+L8+fPw8PDAzJkzMX78eFhYWMDDwwPe3t4YN24czp8/Dx8fH3z11VeQSCSYNm0aAGDGjBnIysqCk5MTjh8/jsOHD8PBwQFpaWmYOHGicL779+8LM3IDuWM85o0FmZKSgmvXrgk/9+/fB5A7E3fNmjXh7OyM/fv34+TJk+jRowfu3buHn376qdDrmj59On744QcYGBgAAFq3bi0Uo+3YsQMBAQHo1avXB98vdtmuosaMGSPM0CQSiVCvXj2sWrVK6LL8IfLGYHzb6dOnYWRkVOg6LS0trFixAkOGDMEff/xR5FiSPXv2FMqNxWIxLC0tsXHjRtStWxd16tTBkCFDMHToUMhkMtSpUwfDhw/HypUrER8f/952Ozs7IyUlBdOnT0dcXBwaNGiAzZs3Q19fH8uXL8eyZcuwdetWVK9eHU5OTrCyssKjR4/KZFIfIiIiIiIiIvq0bNq0CQ0bNsSOHTuwePFi1K5dGx4eHpg+fToAYOLEidDV1cXKlSuxbds2GBgYwN7eHkePHkW9evUAAI0bN8alS5cwZ84cfPPNN8jMzET79u2xefNmaGpqCucaP348wsPDER4ejszMTJw8eRJA7hwfb+vQoQMuXryIWrVqISAgALNmzcKkSZOQmpqKli1b4ty5c/jyyy8L7Ofn54cHDx4IxwYATU1NIam6a9curFy5skTFbyJ5ccvXiEiQk5ODkJAQ3Imug+cJORXdHCIiIiIiIiKqAEb6UozuVfP9G5aSTCZDWFgYzM3NhfEbP5a8nIeNjY1Q7FbW2GWbiIiIiIiIiIioEhOJRDAxMXnvLNvKgl22iYiIiIiIiIiIKjGRSKTQZVvZsUKSiIiIiIiIiIioEsvrsl3ULNvKhglJIiIiIiIiIiKiSq6qJCMBJiSJiIiIiIiIiIioHDEhSUREREREREREROWGCUkiIiIiIiIiIqJKTCQSwdTUtMrMss2EJBERERERERERUSWnoqJS0U0oM0xIEhERERERERERVWJyuRxhYWGQy+UV3ZQywYQkERERERERERERlRsmJImIiIiIiIiIiKjcMCFJRERERERERERE5YYJSSIiIiIiIiIiokpMJBLB3Nycs2wTERERERERERFR+cjOzq7oJpQZJiSJiIiIiIiIiIgqMblcjoiICM6yTURERERERERERPShmJAkIiIiIiIiIiKicsOEJBERERERERERUSUnFledNJ5KRTeASJnVqK4CmbzqPBCIiIiIiIiIqPgMdMsntSYWi2Fubl4u5yoPTEgSlUKPtrqQSCQV3QwiIiIiIiIiqiAymRxiseijnkMul+P169fQ0NCASPRxz1UeWNpFVAoymayim0BUIjKZDJGRkYxhUkqMX1JmjF9SdoxhUmaMX/pYPnYyEshNSEZHR3OWbSIiUm4ZGRkV3QSiEmP8kjJj/JKyYwyTMmP8ElUOTEgSERERERERERFRuWFCkojoE6WqqlrRTSAqMcYvKTPGLyk7xjApM8YvKbOqFL+c1IaoFMRi5vRJOYnFYpiamlZ0M4hKhPFLyozxS8qOMUzKjPFLyqyqxS+zKUSlUFUGk6VPj1wuR0pKCmOYlBLjl5QZ45eUHWOYlBnjl5RZVYtfJiSJSqGqPAjo0yOXyxEbG8sYJqXE+CVlxvglZccYJmXG+CVlVtXilwlJIiIiIiIiIiIiKjdMSBIREREREREREVG5YUKSiOgTpampWdFNICoxxi8pM8YvKTvGMCkzxi8ps6oUv5xlm6gUOMs2KSuxWAwTE5OKbgZRiTB+SZkxfknZMYZJmTF+SZlVtfhlNoWIiIiIiIiIiKiEZOUw0YxcLkdiYmKVmdSGFZJEpXD1fjqS00UV3QwiIiIiIiIiqgDVtcRo1/jjd6XOS0jq6upCJFL+PAQTkkSlkJIuQ2Kq8j8IiIiIiIiIiIjKC7tsExERERERERERUblhQpKIiIiIiIiIiKiS09HRqegmlBl22SYiIiIiIiIiIqrExGIxDA0NK7oZZYYVkkRERERERERERJWYTCZDbGwsZDJZRTelTDAhSUREREREREREVMmlpKRUdBPKDBOSREREREREREREVG6YkCQiIiIiIiIiIqJyw4QkERERERERERFRJSYSiaCvrw+RSFTRTSkTnGWbiIiIiIiIiIioEstLSFYVrJAkIiIiIiIiIiKqxGQyGaKjoznLNhEREREREREREZWP9PT0im5CmWFCkoiIiIiIiIiIiMoNE5JERERERERERERUbpiQJCIiIiIiIiIiqsREIhEMDQ05yzYRERERERERERF9fCKRCDo6OhXdjDLDCkkiIiIiIiIiIqJSSk9Ph0QigUgkUvhRV1cXtvH394e9vT10dHRgamqKKVOmIDU1VeE4P/74Y4FjiEQi/Pjjj8WeZdvFxQVff/31B68/cuQIGjZsiM6dO2Pq1KnIyclRWD916lS4ubkVqw3vwgpJIiIiIiIiIiKiUrpz5w5kMhm8vb1Rr149YblYnFsPeO/ePTg6OqJdu3bYv38/nj17hhkzZiAsLAwnTpwQtg8JCUHnzp2xZMkSYZlMJoNcLn9vG3JycvDdd9/hyJEjGDly5Aetj4uLw7BhwzBlyhTUqFEDXl5esLKywtixYwEA4eHh2LZtG+7du/dB96UwTEgSERERERERERGVUkhICFRVVdGvXz9IpdIC6/fu3QuRSISjR49CW1sbAJCdnQ13d3c8ffoUZmZmwnHc3d3RunVrYV+ZTIawsLB3nv/OnTuYOHEigoKCoKGh8cHrr1y5AhUVFSxatAi3b9/G06dPce7cOSEhOWfOHIwdOxa1a9cu/k0pArtsU5UVHh5e0U0gIiIiIiIiok9ESEgIrKysCk1GAkBGRgakUik0NTWFZQYGBgCAhIQEAEBMTAxiYmJgY2PzwecfMWIEZDIZrl27BkNDww9eLxKJoKamJkycI5VKhS7bwcHBOHPmDH788ccPbldhmJCsZEaNGoWJEycWum7//v348ssvkZmZ+UHHDAwMhIWFRbG39/Lygq2tLVq1aoWkpKQPOldZCAoKwrhx49C6dWs0a9YMPXr0wPr16/HmzZtiH+PChQsYPXr0R2wlEREREREREdH/hISEQCwWw9HREVpaWtDX18fYsWOFMSJHjx4NkUiEqVOnIiEhAaGhofDw8IC1tTWaNm0KIDfxBwDHjh2DmZkZpFIpbG1tcfr0aZiYmLxzlu2dO3ciICAATZo0KdH65s2bIzk5GcePH0dsbCz8/PzQrl07AMCMGTMwc+ZM6OrqlvT2KGBCspIZPnw4/vrrL8TFxRVY5+3tjUGDBkFVVfWjtmHnzp3w8vJCYGBgmQVacR06dAhubm5o06YN/Pz8EBQUBC8vL1y9ehUDBw7Eq1evinWcpKSkYo2tQERERERERERUWjKZDHfv3sW///4LFxcXnDp1CnPmzIG3tzecnJwgk8lgZWUFT09PrFu3DgYGBmjcuDFSU1Ph6+sLiUQCIDepCQCxsbHYsmULjhw5AkNDQzg7O8Pf3/+dCcmiEo3FXV+7dm389ttvGDlyJJydndGkSRNMmDABZ86cwcOHDzFp0iRs27YNTZo0QceOHYXkaUmI5MzaVCoymQxdu3bFgAEDFGYtCgkJwbBhw3DhwgUYGBhgy5Yt2L9/P16+fIn69etjypQpsLe3B5AbtPPnz8f169ehp6eHHj164Pfff8c///wDILd6cNOmTXj69CnS09NhbW2NJUuWoHr16nBwcEB6ejrU1NTg5OQET09PnDt3Dr/99hvCw8NRs2ZNDB48GCNGjIBYLMaPP/4IVVVVxMbGIjAwEPr6+hg5ciRGjBgBAEhLS8OqVatw/vx5ZGZmonXr1pgzZ45QkpxfUlISOnTogFmzZmHQoEEK616/fg1nZ2d06dIFM2bMgFwux+bNm3HixAk8f/4cIpEI7du3x9KlS3H79m18++23yMrKgoaGBk6fPg0AWL58Oe7cuYOEhAQYGBjA3d0d/fv3BwBYWFhg+PDhOHHiBGxtbbFx48Z3vk85OTkICQlBTHYDJKQW/TAgIiIiIiIioqpLv5oYPVppIycnB/7+/jA2NoalpaWwfs+ePRg2bBj8/PwQEhKC2bNnY8KECXBxcUFcXBwWL16MzMxM+Pv7w8jICE+fPsX9+/fRtWtXYTKcrKwsNG3aFKqqqrh165aw/F3q1auHjh07Yvv27R+8PisrCzdu3ECrVq0gFovRrFkzTJo0Cc2bN0fbtm3h5+eH4OBgrFixAo8fP4aamtoH3zdWSFYyYrEYQ4YMwYEDBxQq/Ly9vdGtWzcYGhri119/xZ49e7B27VoEBgZi1KhRGD9+PO7cuQMA+P7776GiooJLly5h9+7duHTpknCcFy9eYMqUKXBzc8PVq1dx8eJFyOVy/Prrr9DT0xOy25s3b4anpyeuXbuG7777Dt9++y2uX7+OVatWYdu2bdi5c6dwzMOHD2P48OG4ceMGxowZA09PT8TExAAAZs+ejadPn+Lw4cM4d+4ctLW1MXHixEKrFy9evIjMzEz06dOnwDoNDQ04OzvjzJkzAIBTp05h586dWLduHYKCgrBv3z4EBATgxIkTaNWqFTw8PGBiYoLg4GAYGRlh7ty5kEql8PX1xa1btzBs2DAsXrxYoeIyIiICFy9exE8//VSKd5CIiIiIiIiIPjUSiQQdO3ZUSEYCQI8ePQAAN2/exJIlSzB06FCsX78eDg4OGDhwIM6fP4/o6Gj8/PPPAAAzMzN0795dIekolUrh6OiIhw8flsu1iMViIcm4e/duZGRkYOTIkTh06BDat2+P9u3bY9KkSXj58iWuXbtWsnOUZYOpbPTv3x/x8fHCm5qUlIRTp04JVYd53ZobNWoEFRUVODk5wcHBAQcPHkRUVBSCgoLwww8/QFtbG7Vq1VIYk1JfXx++vr5wcHBAWloaXrx4AT09PSGB+LbDhw+jc+fOcHJygoqKCho1agQ3Nzfs27dP2KZVq1Zo27YtVFRU0K9fP+Tk5CAiIgIJCQk4c+YM5syZgxo1akBLSwuzZ8/G3bt3ERoaWuBcsbGx0NPTg7q6eqFtMTY2RmxsLACgffv2OHjwIOrVq4fExES8fPkSurq6RV7HkiVLsGDBAkilUkRHR0NLSwtv3rxBcnKysE3Pnj2hoaEBHR2dd709REREREREREQKoqKisHnzZjx79kxh+evXrwEAcrkc6enpaNu2rcJ6IyMjWFpaCnkSX19fHD58uMDxX79+Xe7D6mVkZGDevHlYtmwZJBIJYmNjoa+vDyA3aVm9enW8ePGiRMdmQrISqlatGnr16oUDBw4AyE1AWllZCX394+PjUbduXYV96tSpg6ioKCEhZ2JiIqwzNTUVfpdKpTh58iTat2+PHj16YNWqVUhISChyvMWEhIQiz5WnZs2aCscHcrue523j6uqKFi1aoEWLFrC3t4dEIinwAQUAQ0NDJCYmFjl5TWxsLGrUqAEg94O8evVq2NnZYciQIdizZw+ysrKKvI7IyEiMGjUKX375JaZNm4YbN24I7cx/fiIiIiIiIiKiD5WRkQE3Nzds2rRJYbmPjw/EYjFcXV2hr68Pf39/hfXx8fF49OgR6tevL2z/zTff4OXLl8I2r169gp+fH1q1avXxLySf9evXw8TEROjJamhoKCQgMzMzkZCQUOJcikpZNZLK1vDhw9G3b1+8fPkS+/fvx+TJk4V1tWvXRmRkpML2kZGRMDQ0hLGxsfD6s88+AwCFbPWpU6ewe/dueHt7w8zMDACwePFiPHr0qNB21K5dGxEREQXOlT8JWRQjIyPhnPm3f/z4cYEkJwB07NgRampqOHDgAIYPHw4AuHz5sjBewcmTJ9GlSxcAwIoVKxAdHY0LFy5AW1sbAODs7FxoO7KysjB27FhMnToVQ4YMgUgkwr1793D8+HGF7d41MCwRERERERERUVHMzc0xfPhweHl5QU1NDa1bt0ZAQACWLVuG8ePHw8LCAh4eHpg0aRJ0dHQwYMAAxMfHY/ny5ZBIJJg2bRqA3NmsDx48CCcnJ8yaNQvZ2dnw8vJCWloaPD09hdzF/fv3kZGRAVtb249yPampqfD09MSxY8eEZT179sTy5cuxY8cO3Lt3D7q6umjdunWJjs8KyUqqQYMGaN68OTw9PfH69WshEQcAAwYMwKZNmxAaGoqcnBycOnUKFy5cQN++fWFiYoJ27dph+fLlSE5ORlxcHNavXy/sm5qaCrFYDHV1dcjlcly6dAlHjx5FVlZWoe3o168fLly4gFOnTiEnJwf379/H5s2b0a9fv/deg5GRETp27IilS5fi5cuXyMrKwoYNG9C/f3+kpKQU2F5XVxcLFy4UxqlMTExEeno6pk+fji5dukAikQjdz9PS0qCmpgaJRIKMjAxs3boVjx49Eq5DTU0Nr1+/RnZ2NrKysvDmzRuoq6tDJBIpjM1Q1HUTEREREREREX2ITZs2Ye7cudixYwd69OiBnTt3wsPDA2vWrAEATJw4Ebt27UJgYCCcnJwwdepUWFpaIjg4WCgqa9y4MS5dugQdHR188803GDlyJAwMDODv7w8LCwvhXOPHj0ffvn0/2rVs3boVbdq0ESZQBgA7OzssX74c06dPx4kTJ7B//35oaGiU6PicZbsSO3fuHCZMmIDvvvsO7u7uwvKcnBz88ccfOHjwIOLi4mBmZobx48cLScukpCR4eHjg77//hra2NlxcXLBhwwb8888/yMzMxNy5c3HhwgVIJBKYm5ujTZs22LNnD/z9/aGqqgoLCwvs3LlTKAU+f/48fv31Vzx58gR6enpwdXXFmDFjIJFI8OOPPwIAPD09hfbl3z85ORkrV67E33//jbS0NDRs2BA//PADWrRoUeR1BwUFYcuWLQgJCUFGRgaMjY1hZ2eHixcvolu3bvjuu+8QHx+PWbNmITQ0FJqammjevDnU1dWRkpKCjRs3IjY2FqNGjUJUVBT27duHhw8fYu3atXj58iVq1KgBV1dX7NixA/Pnz0fXrl0LXPP7cJZtIiIiIiIiIsqbZftjk8lkCAsLg7m5ebFm2S6NvJyHjY0NJBLJRzkHE5KkNJKTk3Hq1CkMHDiwwrtXMyFJRERERERERExIlgzHkCSlUb16dQwaNKiim0FERERERERERKXAMSSJiIiIiIiIiIio3DAhSUREREREREREVImJRCKYm5tX+BB2ZYUJSSIiIiIiIiIiokouOzu7optQZpiQJCIiIiIiIiIiqsTkcjkiIiJQVeamZkKSiIiIiIiIiIiIyg0TkkRERERERERERFRumJAkIiIiIiIiIiKq5MTiqpPGU6noBhAREREREREREVHRxGIxzM3NK7oZZabqpFaJiIiIiIiIiIiqILlcjvT0dE5qQ0RERERERERERB+fXC5HdHQ0E5JEREREREREREREH4oJSSIiIiIiIiIiIio3TEgSERERERERERFVcqqqqhXdhDLDWbaJiIiIiIiIiIgqMbFYDFNT04puRplhhSQREREREREREVElJpfLkZKSUmUmtWGFJFEp6GiKIYeooptBRERERERERBWgulb51PrJ5XLExsZCW1sbIpHy5yGYkCQqhTZWmpBIJBXdDCIiIiIiIiKqIDK5HOIqkCQsT+yyTVQKMpmsoptAVCIymQyRkZGMYVJKjF9SZoxfUnaMYVJmjF/6WJiM/HBMSBIRfaJY3UvKjPFLyozxS8qOMUzKjPFLykxTU7Oim1Bm2GWbqBTEYub0STmJxWKYmJhUdDOISoTxS8qM8UvKjjFMyozxS8qsqsUvsylEpVBVZreiT49cLkdiYiJjmJQS45eUGeOXlB1jmJQZ45eUWVWLXyYkiUqhqjwI6NNT1f4xo08L45eUGeOXlB1jmJQZ45eUWVWLXyYkiYiIiIiIiIiIqNwwIUlERERERERERETlhglJIqJPlI6OTkU3gajEGL+kzBi/pOwYw6TMGL+kzKpS/HKWbaJS4CzbpKzEYjEMDQ0ruhlEJcL4JWXG+CVlxxgmZcb4JWVW1eKX2RSiUpDJZBXdBKISkclkiI2NZQyTUmL8kjJj/JKyYwyTMmP8kjKravHLhCQR0ScqJSWloptAVGKMX1JmjF9SdoxhUmaMX1JmVSl+mZAkIvpEqampVXQTiEqM8UvKjPFLyo4xTMqM8UtUOXAMSaJS4BiSpKzEYjHq1q1b0c0gKhHGLykzxi8pO8YwKTPGL30McrkcIpGoopuhdJiQJCqFBxGvkZ7FBw8RERERERHRp0ZLTYxGZhrlci6RSAR9ff0qk/xkQpKoFNIzZUh7UzUeBkRERERERERUOeUlJKsK9jclIiIiIiIiIiKqxGQyGaKjoznLNhEREREREREREZWP9PT0im5CmWFCkoiIiIiIiIiIiMoNE5JERERERERERERUbpiQJCIiIiIiIiIiqsREIhEMDQ05yzYRERERERERERF9fCKRCDo6OhXdjDLDCkkiIiIiIiIiIqJKTCaTISIigrNsExERERERERERUfnIzMys6CaUGSYkiYiIiIiIiIiIqNwwIUlERERERERERETlhglJIiIiIiIiIiKiSkwkEsHExISzbBMREREREREREdHHJxKJoKmpWdHNKDOskCQiIiIiIiIiIqrEZDIZwsLCOMs2ERERERERERERlY+qkowEmJAkIiIiIiIiIiKicsSEJBERERERERERUSmkp6dDIpFAJBIp/Kirqwvb+Pv7w97eHjo6OjA1NcWUKVOQmppa5DFv3rwJqVSK7du3v/Pc9erVK3DevJ/69esL28nlcqxYsQINGzaEuro6LCws8Ouvvyoc68GDB2jTpg06dOiA3r17IyYmRmH98ePH8cUXXyAnJ+cD7k5BnNSGiIiIiIiIiIioFO7cuQOZTAZvb2/Uq1dPWC4W59YC3rt3D46OjmjXrh3279+PZ8+eYcaMGQgLC8OJEycKHC8jIwMjR45EdnY2gNxJbUxNTQudZfvIkSPIyMhQWHb16lVMnToV48aNE5bNmDEDa9euxaJFi2BnZwc/Pz9MnDgRUqkUbm5uAIARI0bA2NgYI0eOxK5du/Ddd9/B29sbAJCTk4NZs2Zh2bJlkEgkpbpfTEgS/b+MjAy8fPkSxsbGFd0UIiIiIiIiIlIiISEhUFVVRb9+/SCVSgus37t3L0QiEY4ePQptbW0AQHZ2Ntzd3fH06VOYmZkpbD9v3jwkJycrLFNRKTyNZ2trq/A6JSUFgwYNQo8ePTBz5kwAwJMnT7Bq1SqsW7cO48ePBwA4ODggMjISZ86cgZubG5KTkxEUFITAwEBIJBIYGxsrJDS3bt0KHR0d9O3b9wPvTkFMSL7FwcEBcXFxwpssl8thZmaGYcOGYcCAARXcuuKxsLCAmpoaJBIJ5HI5RCIRPv/8c4wZMwZfffXVRz//jz/+CADw9PT86OcqS0OGDMHQoUPh4uJS0U0hIiIiIiIiIiUSEhICKyurQpORQG4RlFQqhaamprDMwMAAAJCQkKCQkLx69SrWrVsHHx8f9O7dG0BufiosLAzm5uaFVknmt2jRIsTFxSl0xz569CjU1NQwevRohW19fHyE3/OOq6GhgczMTEilUqFrdnp6OhYuXIi9e/e+914UB8eQLISHhweCg4MRHByM69evY8KECfD09MSmTZsqumnFtnnzZgQHByMkJARXrlxBv3798N1338HX17eim1ZpvXz5sqKbQERERERERERKKCQkBGKxGI6OjtDS0oK+vj7Gjh0rjBE5evRoiEQiTJ06FQkJCQgNDYWHhwesra3RtGlT4TivX7/GyJEjMXv2bDRp0uSD2xEeHo5169Zh+vTpCknOkJAQfP7557h06RKaN28OqVQKMzMzbNiwQdhGR0cHVlZW2LFjB1JTU7F37160a9cOALB69WrY2NigQ4cOJb1FCpiQfA9VVVV06dIFM2fOxPr165GWlgYAiI+Pxw8//IC2bduiXbt2mD9/vrBu9OjRmDdvnsJxxo4di7Vr1wIADh48CBcXF7Rq1Qq2trYYO3YsEhMTAQCZmZnw8vJC9+7dYWtrizZt2mDx4sWQy+UAgOHDh+PHH39Ep06d0LFjR+Gc76KhoQFXV1eMHj0aXl5ewrEiIiIwbtw4tGrVCp06dcLq1auRmZkJmUwGBwcHhSx5Tk4O7O3tcerUKQDAlStX0L9/f7Ro0QI9evTA8ePHizz/gQMH0KNHDzRr1gzOzs4K2w4fPhyenp5wcXGBjY0NXFxcEBQUBAB49uwZLCwscPToUXTq1Ak2NjaYNWsWgoKC0KtXL9ja2mLkyJHCvZPL5di5cye6du2KFi1aYMiQIbh3755wLgcHB/z+++/o06cPbG1t0adPH1y7dg0AMGrUKERHR2PBggVYtGjRe+8pEREREREREREAyGQy3L17F//++y9cXFxw6tQpzJkzB97e3nBycoJMJoOVlRU8PT2xbt06GBgYoHHjxkhNTYWvr6/CeIwzZ86EtrY2Zs2aVaK2rF27FmpqapgyZYrC8ri4OERFRWHo0KEYPXo0zpw5g65du2L8+PEKSclt27bh0KFD6NSpE/777z/88ssviI+Px4oVK7B8+XJcv34dbdu2ha2tLfbs2VOyGwYmJIutY8eOyMjIwK1btyCTyTB+/HiIxWKcOXMGJ06cQGxsLObPnw8A6NevH06fPo3MzEwAucnLy5cvw8XFBXfu3MGSJUuwcOFCBAYG4tSpUwgPD8fOnTsBADt27IC/vz927NiB4OBg/Pbbb9i3b5+QOANyk4H79u3D8ePHhXEHinsNMTExCAsLQ3p6Or7++ms0bNgQly5dwt69e3HlyhWsW7cOYrEY/fr1w5EjR4R9AwICkJmZic6dO+Phw4dwd3eHm5sbAgMDsXjxYixbtgz+/v4Fznn48GF4enpi7ty5uHHjBmbPng0PDw+cPXtW2MbHxwczZszA9evX4ejoCHd3d4Vqxb///ht+fn7Yv38/jh07hsWLF2Pz5s04f/48nj9/LpQL7927F9u2bcPatWtx9epVuLi44JtvvkF8fLxwrEOHDmHt2rW4cuUKLC0tsXDhQgC54yCYmJjAw8NDeB+JiIiIiIiIiN5HLpfD19cX169fh7u7O9q3b49p06Zhw4YNCAgIwJkzZ7B8+XKMHz8e7u7uOH/+PPbt2wdtbW107txZmMn64sWL2LRpE7Zv317keJHv8vr1a/zxxx8YPXo09PT0FNZlZmYiPj4eGzduxPjx4+Hg4IBNmzaha9euWLx4sbCdnZ0dHj9+DH9/f1y7dg316tXDokWL4OzsDEtLS/Tu3RuDBg3CmjVr4ObmplAI9iGYkCymvDcyKSkJ9+7dQ2hoKBYsWABtbW3o6elh5syZ8PX1xcuXL/HVV19BLBbjwoULAIATJ07A1tYWdevWxeeff46TJ0+iSZMmSE5ORmxsLPT19YXgc3V1xfbt21GzZk3ExsbizZs30NLSUphmvX379jAyMoKOjk6Jr+HixYvIzMzE1KlToaamhlq1amHKlClCdrt///64c+cOIiIiAOTO2NS7d2+oqqpi37596Ny5M7p06QKJRIJmzZrB1dW10Mz4oUOHMHDgQLRp0wYSiQRt2rTBwIEDsW/fPmGbfv36oXXr1lBVVcW4ceOgoaGBv/76S1g/atQoaGho4PPPP0fNmjXRt29fGBkZQV9fHzY2NoiKigIA7NmzB2PHjoWlpSWkUin69++Pzz77TKEis3///jAzM4OGhgacnZ0RHh7+QfeQiIiIiIiIiCg/iUSCjh07wtLSUmF5jx49AAA3b97EkiVLMHToUKxfvx4ODg4YOHAgzp8/j+joaPz8889IS0vDN998g5kzZ8LKygrZ2dnC+I0ymQw5OTnvHT/yzz//RGpqKoYOHVpgXbVq1SASieDk5KSwvFu3bnj+/LlC3gnI7W0LAGFhYdi2bRsWLVqEgIAApKamYsKECejQoQM6dOiAQ4cOffgNAye1Kba8bsE1atTAs2fPkJOTU6DfvKqqKiIjI9GkSRP07NkTx44dQ7du3XDkyBGMGjUKQO507zt37sSJEyegqakJCwsLpKWlCd2oX79+jUWLFuHGjRswNjaGlZUV5HI5ZDKZcB5DQ8MSXUNCQoJwDbdu3UJiYiJatmwprJfL5cjKykJCQgKMjIxgb2+Po0eP4uuvv8aFCxeEIIuKisK1a9fQokULYd+cnByYmpoWOGd8fDzq1q2rsKxOnTpCshYA6tWrJ/wuEolgbGyMuLg4YZmurq7wu0QiUUjEisVi4d5FRUXBy8sLK1asENZnZ2ejcePGwuu8AWOB3Nmp8vYlIiIiIiIiIiqJqKgo+Pn5oXv37qhTp46w/PXr1wBy8y3p6elo27atwn5GRkawtLREaGgogoKCEB4ejkWLFhUYSm706NEYPXq0MDFOUU6ePIn69esr5GvyNGzYEHK5HJmZmVBXVxeWZ2VlAfhfAvJts2bNwujRo1GvXj1cu3YNurq6EItz6xv19PTw4sWLd92aIjEhWUwXLlyApqYmmjZtikePHkFdXV2YBh3ILX2NjIwUBgzt168fXF1dERwcjGfPnqFr164AgO3bt+Py5cs4ceKEkBzLP4X63LlzUb16dQQEBEBNTQ0ymUwhaQjgvbMpFeWvv/5C7dq1YWZmBmNjY5iamuL06dPC+rS0NCQkJEBfXx8AMGDAAPz0008wNDSEpaUlGjZsCAAwNjZG3759FT4gsbGxhSb36tSpI1RZ5omMjETNmjWF1/mz8DKZDNHR0ahVq9YHX6+xsTEmT54sfAMB5I6TmT+hSURERERERERUljIyMuDm5oZ58+Yp5Ep8fHwgFovh6uqKNWvWwN/fH+7u7sL6+Ph4PHr0CHZ2dmjevDlu3LihcNznz5+jV69eWLBgAZycnBAREfHOKsnAwMACSc88Tk5O+Pnnn7Fv3z64ubkJy48fP44mTZoU2gs3KCgIp0+fxn///Qcgt0AuMTERWVlZkEqleP78ORo0aFD8G5UPu2y/R2ZmJvz8/LBq1Sp8//330NbWRpMmTWBmZgZPT0+8evUKb968wbJly/D1118L5bRWVlZo0KABFi1aBCcnJyHTnJaWBhUVFUilUmRnZ+PYsWPw9/cXMtJpaWlQU1ODWCxGWloafvrpJ6SlpQnrSyI9PR179+7Frl27MGvWLIhEInTq1AmvXr3Cli1bkJmZiZSUFMycORPff/+9ENgdO3ZEeno6Nm3ahAEDBgjH69+/P06ePImAgADIZDKEh4dj2LBh2Lp1a4Fz9+/fHz4+Prh69SpycnJw7do1+Pj4oF+/fsI2Bw4cwL1795CZmYlff/0VcrkcnTp1+uDrdHV1xYYNG4QPir+/P3r06FHgA10UVVVVYfYrIiIiIiIiIqLiMDc3x/Dhw+Hl5YWlS5fi/Pnz8PDwwMyZMzF+/HhYWFjAw8MD3t7eGDduHM6fPw8fHx989dVXkEgkmDZtGqpVq4YWLVoo/FhbWwPI7Vmav+rx/v37CA4OVmhDTk4OHjx4ACsrq0Lb2LFjRzg7O+O7777D6tWrcfbsWQwfPhyXL1/GkiVLCt1n5syZ+OGHH4SCutatW0NLSwuzZ8/Gjh07EBAQgF69epXonrFCshALFiwQBvRUU1ODubk5PDw8hH72Kioq+P333+Hl5YUuXbogIyMDTZo0wbZt26CmpiYcx8XFBUuXLlWYJGXUqFF49OgROnXqBDU1NVhZWWHIkCHCpDVz587F/PnzYWdnBy0tLXTs2BH29vZ49OjRB13DmDFjhOpNDQ0NfPHFF9iwYQO+/PJLAIC2tja2b98OT09PbNmyBTKZDK1atVKYWUlFRQUuLi7YtWsXunfvLixv2rQpVq1ahVWrVmHKlCnQ0NBAz549MXXq1ALt6N69O9LS0rBkyRJER0fDyMgIM2bMQJ8+fYRt7OzssGjRIjx+/BhWVlbYunUrqlWrhuTk5A+65q+//hpyuRzjx49HbGwsjIyMMH/+fHTu3LlY+/fv3x+rV6/G3bt3Fbp9ExERERERERG9y6ZNm9CwYUPs2LEDixcvRu3ateHh4YHp06cDACZOnAhdXV2sXLkS27Ztg4GBgTBUXv6h7Ipj/PjxCA8PV5gXIyEhAdnZ2QUms8lv//798PDwwKpVqxAXFwcrKyscPnwYzs7OBbYNCAjAw4cP4evrKyzT1NQUkqq7du3CypUr0bx58w9qex6RnIPofTTnz5/HihUrcOrUqYpuSqU1fPhw2NnZYdKkSRXdlA+Sk5ODkJAQ5Gg3RNqbknWhJyIiIiIiIiLlpa0hht3nWuVyrrweqvXq1RPGcPxY8nIeNjY2QrFbWWOF5Efw8uVLvHjxAhs2bMDgwYMrujlERERERERERKTExGIxzM3NK7oZZYZjSH4E9+7dw6BBg1CzZk0MGjSooptDRERERERERERKLG+m7qrS0ZkVkh+Bvb09bt++XdHNUAq7du2q6CYQEREREREREVVqcrkc0dHR75xlW5mwQpKIiIiIiIiIiIjKDROSREREREREREREVG6YkCQiIiIiIiIiIqrkVFVVK7oJZYZjSBIREREREREREVViYrEYpqamFd2MMsMKSSIiIiIiIiIiokpMLpcjJSWlysyyzYQkERERERERERFRJSaXyxEbG8uEJBEREREREREREdGHYkKSiIiIiIiIiIiIyg0TkkRERERERERERJWcpqZmRTehzHCWbSIiIiIiIiIiokpMLBbDxMSkoptRZlghSUREREREREREVInJ5XIkJiZyUhsiIiIiIiIiIiL6+JiQJCIiIiIiIiIiIiohJiSJiIiIiIiIiIio3JTJpDaZmZlQUVGBWMz8Jn1aNFXFgEhU0c0gIiIiIiIionKmpVa+eTAdHZ1yPd/HVOKEZFJSEn755Rf8+eefSExMxB9//AGpVIotW7Zg5syZqF+/flm2k6hS+sJUAxKJpKKbQUREREREREQVQC6XQ1QOhUpisRiGhoYf/TzlpUSp3KSkJAwcOBB79+6FhoaGMKBmcnIyLl68iKFDhyIyMrJMG0pUGclksopuAlGJyGQyJCYmMoZJKTF+SZkxfknZMYZJmTF+6WMoj2QkkBu/sbGxVSZ+S5SQXL9+PaKiorBt2zb4+PgICcnOnTtj06ZNSE9Px2+//VamDSUiorKVmJhY0U0gKjHGLykzxi8pO8YwKTPGLymzlJSUim5CmSlRQvLChQtwdXVFmzZtCmSC27dvj4EDByIwMLBMGkhERERERERERERVR4kSkrGxsbC0tCxy/WeffYa4uLgSN4qIiIiIiIiIiIiqphIlJGvUqIGoqKgi1z969Ah6enolbhSRsiivsSKIyppIJIK+vj5jmJQS45eUGeOXlB1jmJQZ45eUWVWL3xIlJNu3b499+/bh2bNnBdbdunUL+/fvR7t27UrdOKLKrqo8COjTU9X+MaNPC+OXlBnjl5QdY5iUGeOXlFlVi98SJSQnTpwIqVSKvn37YtasWRCJRNi3bx/GjRuH4cOHQ0NDA+PHjy/rthJVOlVldiv69MhkMkRHRzOGSSkxfkmZMX5J2TGGSZkxfkmZVbX4LVFC0sjICPv27YOtrS0uXboEuVyOM2fO4OLFi7CxscGuXbtQp06dsm4rERGVofT09IpuAlGJMX5JmTF+SdkxhkmZMX5JmVWl+FUp6Y516tTBpk2bkJqaivDwcMhkMtSpUwc1atQoy/YRERERERERERFRFVLihGSeatWqwdrauizaQkRERERERERERFVciROSp06dwsWLFxETE1No/3WRSIQdO3aUqnFElV1VGUyWPj0ikQjGxsaMYVJKjF9SZoxfUnaMYVJmjF9SZiKRCIaGhlUmfkuUkNy6dSt+/vlnyOXyIrepKjeI6F0Y56SsRCIRtLW1K7oZRCXC+CVlxvglZccYJmXG+KWyJpfLyy0vIBKJoKOjUy7nKg8lSkju27cPFhYWWLVqFczMzCCRSMq6XURKISomCVk5VWOGKyIiIiIiIiIqHjWpCuoY65Xb+WQyGZ49e4Y6depALC7RHNWVSokSkjExMZg9ezbMzc3Luj1ESiUzKxsZWUxIEhEREREREdHHlZmZWdFNKDMlSqmam5sjLi6urNtCREREREREREREVVyJEpJjx47Frl27cP/+/bJuDxEREREREREREVVhJeqy3a1bNxw7dgz9+/eHqakpatasWWAQT86yTUREREREREREVHoikQgmJiZVZnLdEiUkN2zYgL/++gsAEB4ejvDw8ALbVJUbREREREREREREVJFEIhE0NTUruhllpkQJSR8fH1hYWMDLywsNGjSAikqJDkNERERERERERETvIZPJEB4ejnr16lWJWbZLdAWJiYkYNGgQLC0tmYwkIiIiIiIiIiL6yGQyWUU3ocyUeJbthISEsm4LERERERERERERVXElSkiOGTMGu3btwr1798q6PURERERERERERFSFlai/dXBwMLS0tDBgwADUrVsXBgYGBbpuc5ZtIiIiIiIiIiKi0hOJRDA1Na0yk0iXKCG5e/du4feIiAhEREQU2Kaq3CAiIiIiIiIiIqKKVpXmcSnRlTx8+LCs20FERERERERERESFkMvlCAsLg7m5eZUoAlT+ecKJiIiIiIiIiIhIaZS41vP169e4fPkyXr16BblcLizPzs5Gamoq/P39sXXr1jJpJBEREREREREREVUNJUpIhoaGYvTo0UhOThaWyeVyhZJRqVRa+tYRERERERERERFRlVKihOS6deuQlpaGUaNGQUVFBZs2bcKCBQuQlJSEgwcPIjExEb6+vmXdViIiIiIiIiIiok+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"text/plain": [
"<Figure size 1400x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_dividend_stocks = df_cleaned.nlargest(10, \"dividend_yield_ttm\")\n",
"\n",
"plt.figure(figsize=(14, 8))\n",
"ax = sns.barplot(y=top_dividend_stocks[\"Name\"], x=top_dividend_stocks[\"dividend_yield_ttm\"], hue=top_dividend_stocks[\"Name\"], palette=\"coolwarm\", legend=False)\n",
"for p in ax.patches:\n",
" ax.annotate(f'{p.get_width():.2f}%', (p.get_width(), p.get_y() + p.get_height() / 2.),\n",
" ha='left', va='center', fontsize=12, color='black')\n",
"plt.xlabel(\"Dividend Yield (%)\", fontsize=14)\n",
"plt.ylabel(\"Company Name\", fontsize=14)\n",
"plt.title(\"Top 10 Dividend-Paying Stocks (TTM Dividend Yield)\", fontsize=16, fontweight=\"bold\")\n",
"plt.gca().invert_yaxis()\n",
"plt.grid(axis=\"x\", linestyle=\"--\", alpha=0.7)\n",
"\n",
"plt.xlabel(\"Dividend Yield (%)\", fontsize=14)\n",
"plt.ylabel(\"Company Name\", fontsize=14)\n",
"plt.title(\"Top 10 Dividend-Paying Stocks (TTM Dividend Yield)\", fontsize=16, fontweight=\"bold\")\n",
"plt.gca().invert_yaxis()\n",
"plt.grid(axis=\"x\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6804de17-fd76-4d51-901f-7b20f69c7620",
"metadata": {},
"source": [
"**📌 Insights:**\n",
"- The highest-yielding stocks provide **great income potential**, but investors must evaluate **company stability** before investing.\n",
"- Companies offering **extremely high dividends** might indicate financial stress or unsustainable payout ratios."
]
},
{
"cell_type": "markdown",
"id": "da42acbe-1105-4443-9d43-16b472d61ea8",
"metadata": {},
"source": [
"### **🔹Step 6: Stock Price vs. Dividend Yield Correlation**\n",
"\n",
"# Scatter plot for Stock Price vs. Dividend Yield"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "0a540b56-f860-468e-a66e-368d2e49730c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"sns.regplot(data=df_cleaned, x=\"price (GBP)\", y=\"dividend_yield_ttm\", scatter_kws={'alpha':0.3}, line_kws={'color':'red'})\n",
"plt.xscale(\"log\") # Log scale for better visualization\n",
"plt.xlabel(\"Stock Price (GBP)\", fontsize=14)\n",
"plt.ylabel(\"Dividend Yield (%)\", fontsize=14)\n",
"plt.title(\"Stock Price vs. Dividend Yield Correlation\", fontsize=16, fontweight=\"bold\")\n",
"plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9689431a-1144-4279-b406-d7be337d380b",
"metadata": {},
"source": [
"**📌 Insights:**\n",
"- No strong correlation exists between **stock price and dividend yield**, meaning that **low-priced stocks do not necessarily offer higher dividends**.\n",
"- Some **low-priced stocks** with high yields could be undervalued, while others may indicate **high risk**.\n",
"- Investors should assess **dividend sustainability** before investing in high-yield stocks.\n"
]
},
{
"cell_type": "markdown",
"id": "7fdba0ec-8563-4426-97cc-be4128fd4018",
"metadata": {},
"source": [
"### **🔹Step 7:Top Dividend-Yielding Countries**\n",
"\n",
"# Calculate average dividend yield per country"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "1cff4665-1654-429e-ab04-ddb94c5a2bfa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"country_dividends = df_cleaned.groupby(\"country\")[\"dividend_yield_ttm\"].mean().nlargest(10)\n",
"\n",
"# Plot top 10 countries by average dividend yield\n",
"plt.figure(figsize=(14, 7))\n",
"ax = sns.barplot(x=country_dividends.index, y=country_dividends.values, hue=country_dividends.index, palette=\"viridis\", legend=False)\n",
"plt.xlabel(\"Country\", fontsize=14)\n",
"plt.ylabel(\"Average Dividend Yield (%)\", fontsize=14)\n",
"plt.title(\"Top 10 Countries by Average Dividend Yield\", fontsize=16, fontweight=\"bold\")\n",
"plt.xticks(rotation=45)\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4c9720ca-a59f-4b78-a741-26243fc27660",
"metadata": {},
"source": [
"**📌 Insights:**\n",
"- Some economies, such as **[Top 3 from the chart]**, have **higher average dividend yields**, making them attractive for **dividend-focused investors**.\n",
"- Emerging markets may show **higher yields due to economic instability**, while developed markets tend to have more **stable but moderate dividend payouts**.\n"
]
},
{
"cell_type": "markdown",
"id": "f456ceae-fcc2-4669-88b5-4ee45805baa4",
"metadata": {},
"source": [
"### **🔹Step 8: Risk & Return Analysis (Volatility)**\n",
"\n",
"# Compute standard deviation (risk) and mean return per country"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "d8b1e6b4-620c-44ea-8f96-a528518bdf5c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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77LN48sknARRdDeGVV15RcvbWW2/hrrvuUs4zL/l7MnHiRI9+h0qO/8aNG+XeV61WY/jw4Vi8eDGAog16xY37Tz/9hIyMDABFp6pUdB5+QkKC3Xe35Gkp165dw/Dhw5XnK+njjz9WNkKW3KtsMpkwduxYnD59GkePHsXhw4eVc8hLio6Oxpdffqlk7tFHH1VO9SmZ3w0bNijNbOPGjbFhwwZlQsDPP/8cr7zySrnjc2bixInYunUrzp8/bzd3wRNPPIHmzZu79ByV/R0rz9atW5U6goKCsHHjRuXokeJD4UvLyMhQHhMfH6/kAQBGjx6NJUuWoEWLFsocLkTke3iOOxH5tIYNG+LVV1/Frl27lD2DFSnZENx7772YMWMGvvrqKyQnJ2PhwoWYM2cOHnroIafNxwcffKDs5Q8JCcELL7zgcr3NmjVT9rKnp6fj559/BlB0bmnxOeOdOnVSDi1t0aKFcvjoli1bcP/992PRokU4cOAA+vTpg//+97949tlnyz0E1lPuuOMOLF26FKtXr7ZrCkvuxevXr5/duaQDBw5UDlE/fPhwjV0eLSAgoMLrKt96661K0w7ALj/Fh9lW5Ntvv1UOtS/5ualUKuUQc6Bokrry9O3bV2nagaK9sI5qiY2NxaxZs7B69WqMGjUKZrMZv/32Gz7++GNkZ2cr9yt5yL0zJQ8f3rp1q/Lvknt4izdEAFX/3pRU3Hxcu3YNAwcOxBtvvIFdu3YhODgYH3/8MWbMmGH32s789NNPyrgbNmxod+SGSqXCtGnTYDAYABRtBPv9998rfE5PKDl/hStzDowcOVLZK7xt2zZlY13Jo3Bc2dte8jKNbdq0sZtLIjo62uEh+1ar1W4uhbFjxyr/1ul0uOeee5TbzvbYDx061O43wVl+S57W9MADD9jN4j927FgYjUZnQyuXTqfDq6++ardnvXnz5g4bZGc8+TtWcpzDhw+3O+WjV69eaNOmTZnH1K9fH5GRkQCKNp4OHz4c7777Lvbu3Ys2bdpg8eLFmD59erkbI4nIu3GPOxH5hIYNG2L37t3IzMzEtm3b8Nprr8FsNuPKlSs4efIkRo8e7fJzPfHEEzh48CCOHTuGjIwMbNiwARs2bABQdN72Pffcg4ceesjpHsviw6mBor0kmzZtcvkcSqBor/uvv/4KoKgZ79Wrl915rCWfKzg4GK+++ipefvllmM1m/Prrr8pjdTodunbtinHjxrm80cIVTz31FJ588klcvnwZb731lnL+7b59+zBmzJgyh52WnHxr/fr1Za5nXsxsNuOvv/6yuzyWO0qeR+tMdHR0hYdrR0dH290OCAio1GsA9ofJJyUl4dFHH1VuF88sDxS9d+XNwl+ZWtLT07F27Vr88MMPOHXqlMMmwpX6O3bsiGbNmiExMRFnzpzB+fPnodfrlcN4Y2Ji7CZ+rOr3pqRXXnkFjz32GFJSUnDhwgUsW7YMy5YtgyRJaNu2LUaMGIHRo0eXe3oBALtzkVu3bg21Wm23PjAwEDfddJMySdqlS5dqZI9l8aHagGuXG2vSpAk6deqEgwcPIiUlBQcOHEBsbKxyekpAQEC5R2wUK3leu6PzqB3tfc7MzFSuiACg3N+S8+fPO1xe+kgnZ/ktOaFls2bN7B6jVqvRpEkTtydg69ixI+Li4pRJEidMmFCpeT88+Tvmyudw5swZu2UqlQqvv/46nnrqKeTm5uL06dM4ffo0gKL3pkOHDhgzZgzuuecelw/9JyLvwj3uROQzJElCSEgIxo0bh+nTpyvL161bZ3feZEUCAwOxevVq/Pe//8U999xj12hcvnwZH374IUaMGIH09HSnz1HyD9V///vfdn/4VmTgwIHKH7a7d+9Gdna2ck3zgICAMudWDx06FN988w2mTp2K2NhYpTkxmUzKYZcfffSRy6/vCq1Wi2bNmuG9997DrbfeCqBoz9lTTz2lTMRWrOQf5v7+/qhfv77T/yrzPhUrPft+yQ0nzriy19fPz8/udmX/GL58+bLdXrpLly7hp59+Uv4reR6rLMtYt26dy7U42+hw4cIF3HPPPXjvvfdw9OhRtGrVCo888ggWLlxo12S7quRGom3btjnd2w545ntTrE2bNtixYwdeeeUV9OjRQ9krLssyTp48iVdeeQVTpkxxeOWFkjSaivdPlHyOmmh4rFar3ZUESjeozpT8LLZv347du3crp+OU3ONbnpLjc7Snv+REac7uV97311kuXc1vyfoc1eJoWWWU3NBT0Uaf0qrrd8zVzwEoOsVm165dePHFF9G5c2dlDFarFQcPHsTzzz9fZvI6IvId3ONORD5p/Pjx2LVrFw4cOACgaDKxfv36OTz/0hGVSoW4uDjlsMPz58/j119/xaJFi3Dt2jVcu3YN69atwxNPPFHmsQ0bNsTq1avx0ksv4eeff0ZycjKWLVuGKVOmuPTaBoMBgwYNwhdffIHc3Fy88847yh66u+++W2liSgoLC8ODDz6IKVOmICcnB8ePH8fWrVuVPZ6LFi3Co48+WmaPY1VptVq89tprGDZsGEwmE0wmE1544QVs3LhR2ZsVERGh3H/w4MF49dVX7Z7DZrNVuPe7NJVKpfwhXfqPZEfn6Dqqu7pt2LChwsaypC+//BJTp051qdl05r333lP25j333HN2hwKXNweEM8OGDcN7770Hi8WCrVu3KhuUVCqVw4keq/K9Kc1gMODOO+/EvffeC7PZjN9//x0///wz/vvf/8JsNuOHH37AsWPH7E5nKK1hw4bKv8+ePQur1Wr3HcjJybE7N9/ZbN6edOjQIeVUBUmS7C5XVp677roLc+fOVTbklcy5K4fJA/bfxcTExDLrHe0xDwkJgVarVTaIffXVV3YTT5Z+T6siMjJSqat0fSaTye6zqmme/B0rPuQdcPw5lHdJuMDAQAwfPhwPP/wwCgoK8Ntvv+H7779X5kZZs2YNpkyZYlcvEfkG7nEnIp8kSRLmzJmjnP8tyzJmz55d4R6bvLw83HfffejQoQO6d++unIvYokULjBkzxu7cTGfXkp48eTIiIyPx3HPPKXuQli5dWua65uUpOQN8yUnaSh9yv2bNGtxxxx2Ij4/H888/D1mWERgYiO7duyuTJQFFzW11XeO3RYsWdtfyTkhIwPLly5XbnTt3Vv79zTffICkpSbm9e/duxMfHY8SIEXYTT5VuBErvRS95uaOSe/iTkpLszh91prr3rNpsNmzcuFG5/cEHH+Ds2bNl/jt69KiypzQlJaXMJfUqq+ThtSXPD/7jjz/s1rl6qH94eLiS+cTEROW97tatm13z4YnvTbETJ05g8ODBuPXWWzFs2DBkZWVBq9UiNjYWTz75pN0kcRU9V9euXe3OYV+2bJmyTpZlvP3228qGnyZNmpS5frunZWdn2139onfv3k5PjyhNr9dj0KBBAIoOKS8+RaXkvBgV6dixo5L9hIQEu2u3//XXX9i0aVOZx2i1WruNIytWrFD+bbVace+996JXr1549NFHlcnb3NWpUyfl31988YXdRHKffvpphRP5VSd3fsecKTnObdu22T3X9u3bHV5poHgCy/j4eDz88MMwmUzQ6/Xo2LEj/vnPf9qdflDy+YjId3CPOxH5rCZNmmDKlCnKTOvnzp3DZ599hgkTJjh9jL+/P8LDw5WZlydMmKBMRJSYmIi9e/cq93W29754r8stt9yCu+++G1u3bkVeXh4WLlxYZi+NM7feeitatWqFP/74Q2mymjdvXmbvYlxcHC5fvgxZlrFnzx6MHDkS7du3h8lkUi65BBT9cV88mVJWVpbd3ldPzNj+2GOPYdu2bcq10T/88EMMHToUUVFR6NSpE2655RacOnUKmZmZGDx4MPr37w+g6I/UgoICnDp1Ct27d1eer/Sh7M888wxUKhXefvtt6HQ6/OMf/1AOQ3/jjTeQlZUFm82GlStXujxxXHX66aeflKYyICAAt99+u8P7+fv7o0+fPsrkb2vXrsWdd97p9uuGh4cre/Dmz5+PEydOoLCwULk0YDFXJqcrNmrUqDIbFEpOrAd45ntTrE2bNsjIyIDZbEZycjKGDBmCXr16QafT4ejRo8r4NBqN3fXrHQkICMBDDz2EDz/8EEDRzPE//vgjWrZsiWPHjuHUqVPKfadPn+7RDTolL5tosViQmppqNwu8v78/pk2bVqnnHDVqlLIhr/h3wdW97UDRXAN9+vRRPs8pU6bgrrvugp+fH7799lun350JEyYoTfnSpUtx9OhR3HzzzTh+/LhyacAbN26gZcuWlRpPacVX1cjPz8fFixcxZMgQ9O3bFxcvXrT7PasN7vyOOXPXXXfh7bffRkpKCjIzMzF8+HAMGDAA6enpygaZ0uLi4nDt2jVYLBacPn0aQ4YMQbdu3SDLMvbv368clRUcHFzlz4GI6ibucScin/bII4/YzdD7n//8p8I936+88oqy5y0vLw+bN2/GihUr8MMPPyh/LN95553K3q/yPPPMM8ph2evXr6/wms0lld677ugP9DZt2thdh/jUqVNYuXIl1q5dqzSO/v7+mD9/vvKY7OxsLFmyRPnPE7RaLebOnatstMjLy8Mbb7wBoGjv9jvvvKMcunnjxg1l4rLiRqFLly52pxKUvmb2rl27sHPnTiQnJwMoupxU8ZgzMzPx+uuv480330RWVlaZprI2lJy4qk+fPuVOglUyR/v27cPly5fdft2S70tBQQHWr1+PzZs3o6CgwG4StMq8Rq9evewOjQ4MDHQ4c7Wnvjc6nQ4ffPCBUm9SUhLWrl2LlStX2h1dMX36dLvZuJ2ZOnWq3WH9Bw8exKpVq5SmXaVSYcaMGR6fjfvIkSPKd2z58uXYvHmz0rQHBwdj4cKFlZ6IsV27dnZHBajVapdm1y/plVdeUfbym81mbN68GevXr0dWVhbGjx/v8DH9+vWzm1jx119/xcqVK5WmXavV4u2330ZISEilaiktKioKc+bMUX5Hrly5gpUrV+LHH39EWFgYBg4cWKXnrwp3fsecMRgMeOutt5QjwtLT07F69Wp888030Ol0dkdcFQsLC8O///1v5f9PEhMTsWrVKnz++efKofUajQZz5851eDoVEXk/Nu5E5NM0Gg3mzJmjHHqdk5Njd6iqIyEhIVi7di3+9a9/IT4+HuHh4dBoNDAajbjtttswf/58LFy40KW9czfddJMyo73VasWbb77pcu1DhgxR/kgr7w/0sWPH4ssvv8TQoUPRrFkzGAwG6HQ6NG3aFPfeey++/vprtG/f3uXXddett96KcePGKbe3bdumzDHQtGlTbN68GRMnTkRMTAwMBgOCgoJwyy234F//+heWLFmi/BFb7K233sJtt90GPz8/BAYG2h1t0KNHDyxevBjx8fEwGAwIDQ3FoEGD8OWXXyqT5dWW9PR0uz3UFc323aNHD+WwdpvNVu4kdRXp3bs3li9fjk6dOiE4OBhGoxHt2rXDyy+/jPfee0+5X/Fkh67QaDRo27atcnvgwIFlPivAs9+bdu3aYevWrZg4cSJat26NevXqQavVIjIyEgMGDMDKlSvx0EMPuVS/Wq3GggULsHjxYvTv3x+RkZHQarUIDw/HPffcg3Xr1rn8XO5Sq9UIDg5G27ZtMXnyZGzdurXCa307U7Kp69GjR6XPZY6IiMAXX3yBe++9F/Xr14der0d8fDw+/PBD3HfffU4fN336dHz00Ufo3bs3QkNDodVq0bBhQ9xzzz1Yv359hZdXdNXgwYPxySef4LbbboPBYIDRaMTQoUPx5Zdf2p0mURvc+R1zpkuXLli7di369OmDgIAABAUFoV+/fli/fr3d962k3r17Y8uWLbjvvvvQsmVLBAYGKp/D0KFDsX79+jKTlxKR75DkysycQ0REREJJTEzEkCFDlMvKrVq1yuVJHomIiMgzeI47ERER2bly5Qo+++wz2Gw2bN68WWnaW7duzaadiIioFrBxJyIiIjsqlcpuBnag6Dzml19+uZYqIiIiEhsbdyIiIrITERGBJk2aICkpCf7+/rj55pvxxBNPuHzNcSIiIvIsnuNOREREREREVIdxVnkiIiIiIiKiOoyNOxEREREREVEdxnPc/8dms8FisUClUrl0jVkiIiIiIiKiqpBlGTabDRqNBiqV8/3qbNz/x2Kx4OTJk7VdBhEREREREQmmXbt20Ol0Ttezcf+f4q0b7dq1g1qtruVqnLPZbEhOTkZkZGS5W2SIfAUzT6Jh5kk0zDyJhpmnkqxWK06ePFlhFti4/0/x4fFqtbpON+6SJEGlUkGtVvOLTkJg5kk0zDyJhpkn0TDz5EhFp2szKV5GkiSEh4fzPHwSBjNPomHmSTTMPImGmSd3sHH3QnX5iACi6sDMk2iYeRINM0+iYeapsti4exlZlpGUlARZlmu7FKIawcyTaJh5Eg0zT6Jh5skdPMediIiIiIiI3CbLMiwWC6xWa22XUueo1WpoNJoqnxpRpxr3bdu24fnnn4efn5+y7I477sCCBQtw/PhxzJ07FwkJCQgJCcGkSZMwevRo5X4bN27EokWLkJKSgubNm+Nf//oX4uPja2MYREREREREQjCZTLh27Rry8vJqu5Q6y9/fH9HR0eVe7q0idapxP3nyJIYOHYrXXnvNbnlWVhYef/xxTJ06FWPHjsWhQ4cwZcoUtG7dGrGxsThw4ADmzJmDJUuWIDY2FqtWrcKkSZPw/fffw2Aw1NJoiIiIiIiIfJfNZkNiYiLUajUaNGgAnU7HSfdKkGUZJpMJKSkpSExMRMuWLd2+kkCda9wHDhxYZvnOnTthNBoxbtw4AEDXrl0xePBgrFq1CrGxsVi3bh0GDRqEDh06AAAmTJiAtWvXYtu2bRg5cmSNjqG6SZKEqKgofiFIGMw8iYaZJ9Ew8yQaX8q8yWSCzWZD48aN4e/vX9vl1EkGgwFarRYXL16EyWSCXq9363nqTONus9lw6tQpGAwGLF26FFarFb169cLzzz+Pc+fOoVWrVnb3j4mJwfr16wEACQkJZRr0mJgYnDlzxq06ir9EkiRBkiTIsmw3eUTxcpvNZvdYd5YDKDMxhbPlKpUKsizDbDbbnSdRvNzZ/R3VXtfGVJXlHJPvj8lisSiZ95UxubqcYxJvTKUz7wtj8sXPiWPy3JiKz43VaDTKnihvH5MrtXNM4o6pOPNardZnxlQ8juLnL31fTy6vjOquxdXlxe85gDKfk6tjrDONe3p6Om6++WYMGDAACxcuREZGBl544QVMmzYN4eHhZQ551+v1ynkUubm55a6vjOTkZOX/NPz9/WE0GpGVlWX3XEFBQQgKCkJGRgYKCwuV5UajEf7+/khNTYXFYlGWh4aGQq/XIzk52e6DCQ8Ph1qtRlJSkl0NUVFRsFqtSElJUZZJkoTo6GgUFhbi0qVLCAwMhCRJ0Gg0iIiIQH5+PjIzM5X7+/n5ISwsDDk5OcjOzlaW19UxpaenK8s5Jo6p9JgyMzOVzPvKmHzxc+KYPDOmjIwM5OTkIDAwEHq93ifG5IufE8fkuTHZbDYl8xERET4xJl/8nDgmz41JlmXk5OQgIiICISEhXj2mvLw82Gw2mM1mqNVqqFQqaDQaWK1WuwZVrVZDrVY7XW6xWOxqL954bTab7Wp3tlyr1SobRErS6XRllkuSBK1WC5vNZjeZXnHtzpZXZUxms1n5d+nPKTQ0FK6Q5KpuxqhGJ06cwJgxYzBixAjk5ORg4cKFyrqVK1diw4YN+OqrrzBkyBCMGTMGDzzwgLL+6aefRnR0NGbMmOHSa1mtVhw7dgyxsbHKdRXr4pY9q9WKpKQkREZGKhsYRN1ayTGJMSaLxYLk5GQl874wJl/8nDgmz43JarXaZd4XxuSLnxPH5Lkx2Ww2JfPFf4N5+5hcqZ1jEndMxZmPioqCWq326jHl5+cjMTERzZo1Uw4BL/6cSvPU8sqo7lpcXV5QUIALFy6gWbNmZSaos9lsOH78OOLi4pTfQEfqzB73M2fOYMuWLXjuueeUMJlMJqhUKsTGxuKTTz6xu39CQgJatmwJAGjZsiXOnTtXZn3Pnj0rXUfxH0klFX8ZHN3X2XNUZrmj53a2vLiW0nU6q7Gyy2tzTNW1nGPy/jE5yry3j6kyyzkmscbkKPPePiZf/Jw4Js+OqWT2ndXubHldHZOj53d1Ocfk+2Ny9u+q1F6bYyq9vjKv6c7yyqjuWlxZXvLfpT8nVzdOuDelXTUwGo1YtWoVli5dCovFgqtXr2LBggUYPnw4BgwYgNTUVKxYsQJmsxn79+/H5s2blfPaR40ahc2bN2P//v0wm81YsWIF0tLS0L9//1oeVfXwRICJvAkzT6Jh5kk0zDyJhpmnyqozjXtUVBQWL16M3bt3o3Pnzhg5ciTatWuH//u//0NISAiWLVuGHTt24LbbbsPMmTMxc+ZMdOnSBUDRLPOzZs3C7Nmz0blzZ2zduhVLliyB0Wis3UFVA5VKhejoaKdb1KhusplNMF1ORO7+PbixaxNyD/wA05ULkC3mih8sOGaeRMPMk2iYeRINM1++y5cvo3Xr1vjqq6/Qp08fxMXF4aWXXsLhw4cxZMgQxMfH46GHHkJ6ejpkWcann36KAQMGoGPHjrj//vvx22+/Kc91/vx5PPHEE+jduzdiY2Nx99134/vvv7d7nXXr1qFv377o0KEDHn744TJzAtQVdeZQeQDo3Lkz1qxZ43Bdu3btnK4DgKFDh2Lo0KHVVVqdIcsyCgsL4efnxy11XsKSkYob32xE3r5dQMlDYSQJgb3uQmC/odAYXZuUQkTMPImGmSfRMPMkGmbeNT/88AO2bduGv/76C8OGDcPp06exZMkSaLVa3Hvvvfj8888REhKC5cuX44MPPkCLFi2wadMmPPzww9i+fTvq16+Pp59+Gv369cP7778PWZbx1ltvYfbs2ejTp4/yOnv27MFXX30Fk8mEhx9+GIsWLcKrr75aiyN3jJt5vIwsy8rWJar7rLnZyNr4KfJ+/ta+aQcAWUbOnu24sXUtrG5cAUEUzDyJhpkn0TDzJBpm3jWPPPIIDAYDWrVqhfDwcAwfPhyRkZEIDQ1FXFwcrly5glWrVuGJJ55AmzZtoNVqMWrUKLRo0QJff/01AGDx4sV4+umnIcsyrly5guDgYCQnJ9u9zsSJExEcHIz69eujb9++uHDhQi2MtmJ1ao87ka8xX7mI/KP7y71P3v7vEdClD9Qt2tRQVUREREREdVvJ057VajWCg4OV28Uz3V+5cgVvvPEG3nrrLWWdxWJB27ZtARRNgD558mSkpKSgRYsWCA0NLbPBpH79+sq/NRpNnd2gwsadqBrlHdrr0v3yjx+EHxt3IiIiIiIArk3gFxUVhalTp2LQoEHKskuXLsFoNCI5ORn//Oc/8f7776Nv374AgG+++QY7d+6stpqrEw+V90IaDbe3eAObqRDmy4ku3dd08RzkUtfepL8x8yQaZp5Ew8yTaJh5zxgzZgw++OADnD9/HgCwd+9eDBo0CIcOHUJubi6sVisMBgOAosuF//e//wVQdNlxb8PEeBmVSoWIiIjaLoNcIKk1kPz0rt3XEACJM4s6xMyTaJh5Eg0zT6Jh5j1nwoQJkGUZkydPxvXr1xEZGYn/+7//Q79+/QAA06dPx7Rp05Cfn4+oqCiMGTMGCxYswB9//OF1VyCT5Lp6EH8Ns1qtOHbsGOLi4qBWq2u7HKdkWUZ+fj4MBgNnofQCuQf2IOOzRRXeL/ThZ+DfvlsNVOR9mHkSDTNPomHmSTS+lPmCggIkJiaiWbNm0Otd22ElovLeJ1f7UO7i8zKyLCMzM7POTppA9nRNW0HSG8q9jyogCNqbWtRQRd6HmSfRMPMkGmaeRMPMkzvYuBNVI21kA9R/4gVIOj+H6yWDP8KemA5t/cgaroyIiIiIiLwFz3EnqmZ+MTcj/Nk5KDh1BNnfbYaclwtVYBAC+w6G/pZ46Bo0qe0SiYiIiIioDmPj7oX8/BzvvaW6S9eoKXSNmsL/tt6QLWaotDqo64XUdlleg5kn0TDzJBpmnkTDzFNlsXH3MiqVCmFhYbVdBrlJYwyt7RK8DjNPomHmSTTMPImGmSd38Bx3LyPLMrKzszmZBQmDmSfRMPMkGmaeRMPMkzvYuHsZftFJNMw8iYaZJ9Ew8yQaZp7cwcadiIiIiIiIqA5j405ERERERERUh7Fx9zKSJMHf3x+SJNV2KUQ1gpkn0TDzJBpmnkTDzJM72Lh7GUmSYDQa+UUnYTDzJBpmnkTDzJNomHnnribl47ffs3A1Kb/aXystLQ2TJ09Gx44dcdttt2HevHmwWCzV/rruYuPuZWRZRmZmJiezIGEw8yQaZp5Ew8yTaJh5x/b/mo5HnzmCJ6cfw6PPHMH+X9Or9fWeeeYZ+Pv7Y+/evVi/fj1++eUXrFixolpfsyrYuHsZWZaRl5fHLzoJg5kn0TDzJBpmnkTDzJd1NSkfryz4Hdm5RXu8s3MteGXB77iaXD173i9evIiDBw9i2rRpMBgMaNy4MSZPnoxVq1ZVy+t5Aht3IiIiIiIiqjXpGSalaS+WnWtBeoa5Wl7v3LlzMBqNiIyMVJa1aNECV69exY0bN6rlNauKjTsRERERERHVmtAQHYICNHbLggI0CA3RVsvr5ebmwmAw2C0rvp2Xl1ctr1lVbNy9jCRJCAoK4mQWJAxmnkTDzJNomHkSDTNfVoMoA2ZN+4fSvAcFaDBr2j/QINJQwSPd4+/vj/x8+8Pwi28HBARUy2tWlabiu1BdUvxFJxIFM0+iYeZJNMw8iYaZd6xLh1B8/O/2SM8wIzREW21NOwC0bNkSmZmZSE1NRf369QEA58+fR1RUVJ39bLjH3cvYbDakpaXBZrPVdilENYKZJ9Ew8yQaZp5Ew8w71yDSgLZtgqu1aQeApk2bokOHDpg/fz5ycnLw119/YdGiRRg1alS1vm5VsHH3QoWFhbVdAlGNYuZJNMw8iYaZJ9Ew87Vv4cKFsFgs6NevH8aMGYMePXpg8uTJtV2WUzxUnoiIiIiIiIRSv359LFy4sLbLcBn3uBMRERERERHVYWzcvYwkSTAajZyFkoTBzJNomHkSDTNPomHmyR08VN7LSJIEf3//2i6DqMYw8yQaZp5Ew8yTaJh5cgf3uHsZm82G69evcxZKEgYzT6Jh5kk0zDyJhpknd7Bx90IWi6W2SyCqUcw8iYaZJ9Ew8yQaZp4qi407ERERERERUR3Gxp2IiIiIiIioDmPj7mUkSUJoaChnoSRhMPMkGmaeRMPMk2iYeXIHZ5X3MpIkQa/X13YZRDWGmSfRMPMkGmaeRMPMkzu4x93L2Gw2XLt2jbNQkjCYeRINM0+iYeZJNMy8cxarjNx8GyxWucZeMz09Hf3798eBAweUZcePH8fo0aMRHx+Pvn37Yt26dXaP2bhxI/r374+4uDiMGDECR48erfY62bh7IVmuuSAT1QXMPImGmSfRMPMkGmbenk2WcSHJitW7C/Hu+gKs3l2IC0lW2Kr5ffr1118xduxYXLp0SVmWlZWFxx9/HMOGDcOhQ4cwb948vPbaazhx4gQA4MCBA5gzZw5ef/11HDp0CEOGDMGkSZOQn59frbWycSciIiIiIqJacynZhkVfFeBYghUZ2TKOJVix6KsCXEquvqMSNm7ciOeffx7PPvus3fKdO3fCaDRi3Lhx0Gg06Nq1KwYPHoxVq1YBANatW4dBgwahQ4cO0Gq1mDBhAkJCQrBt27ZqqxVg405ERERERES1xGKVsfeEGdZSPbrVBuw9Ya62w+Zvv/12fPvtt7j77rvtlp87dw6tWrWyWxYTE4MzZ84AABISEspdX13YuHsZSZIQHh7OWShJGMw8iYaZJ9Ew8yQaZt5eoUnGRSd71i8m21Boqp7GPTw8HBpN2bnac3NzYTAY7Jbp9Xrk5eW5tL66sHH3Qmq1urZLIKpRzDyJhpkn0TDzJBpm/m9+OglNIh23pU0iVfDT1ewGDoPBgIKCArtlBQUFCAgIcGl9dWHj7mVkWUZSUhIntCBhMPMkGmaeRMPMk2iYeXsatYQesVqoS3WmahXQI1YLjbpmG/dWrVrh3LlzdssSEhLQsmVLAEDLli3LXV9d2LgTERERERFRrbkpUoXJw/SIi1EjJEhCXIwak4fpcZOTPfHVqX///khNTcWKFStgNpuxf/9+bN68GSNHjgQAjBo1Cps3b8b+/fthNpuxYsUKpKWloX///tVaV9mD+omIiIiIiIhqiEqS0DRKjUbhKhSaZPjppBrf014sJCQEy5Ytw7x587Bw4UKEhoZi5syZ6NKlCwCga9eumDVrFmbPno3k5GTExMRgyZIlMBqN1VoXG3ciIiIiIiKqdRq1BI2h5hv2s2fP2t1u164d1qxZ4/T+Q4cOxdChQ6u7LDs8VN7LSJKEqKgozkJJwmDmSTTMPImGmSfRMPPkDjbuXshqtdZ2CUQ1ipkn0TDzJBpmnkTDzFNlsXH3MrIsIyUlhbNQkjCYeRINM0+iYeZJNMw8uYONOxEREREREVEdxsadiIiIiIiIqA5j4+6FOJEFiYaZJ9Ew8yQaZp5Ew8xTZfFycF5GpVIhOjq6tssgqjHMPImGmSfRMPMkGmae3ME97l5GlmUUFBRwMgsSBjNPomHmSTTMPImGmSd3sHH3MrIsIz09nV90EgYzT6Jh5kk0zDyJhpknd/BQeSIiIiIiIqpV+SYZN/IAk0WGTiMh2B8w6DgXQDHucSciIiIiIqJak5krY+/vNvxyzoZfE2X8cs6Gvb/bkJlbfUclnDlzBg8//DA6d+6M7t27Y/r06UhPTwcAHD9+HKNHj0Z8fDz69u2LdevW2T1248aN6N+/P+Li4jBixAgcPXq02uosxsbdC2k0PFCCxMLMk2iYeRINM0+iYeb/lm+ScTDBhjyT/fI8E3AwwYZ8k+eb94KCAjz22GOIj4/HTz/9hC1btiAzMxMzZsxAVlYWHn/8cQwbNgyHDh3CvHnz8Nprr+HEiRMAgAMHDmDOnDl4/fXXcejQIQwZMgSTJk1Cfn6+x+ssiY27l1GpVIiIiIBKxY+OxMDMk2iYeRINM0+iYebt3chDmaa9WJ6paL2nXb16FW3atMGUKVOg0+kQEhKCsWPH4tChQ9i5cyeMRiPGjRsHjUaDrl27YvDgwVi1ahUAYN26dRg0aBA6dOgArVaLCRMmICQkBNu2bfN8oSUwLV5GlmXk5eVxMgsSBjNPomHmSTTMPImGmbdnspT/PlS03h3NmzfH0qVLoVarlWXffPMNbrnlFpw7dw6tWrWyu39MTAzOnDkDAEhISCh3fXVh4+5lZFlGZmYmv+gkDGaeRMPMk2iYeRINM29Ppyl/ArqK1leVLMt499138f333+Pll19Gbm4uDAaD3X30ej3y8op2/Ve0vrrw5AoiIiIiIiKqFcH+gL/O8eHy/rqi9dUlJycHL730Ek6dOoXPPvsMrVu3hsFgQHZ2tt39CgoKEBAQAAAwGAwoKCgosz4kJKT6CgX3uBMREREREVEtMegkdI5RwV9nv9xfB9wWo6q2S8JdunQJI0eORE5ODtavX4/WrVsDAFq1aoVz587Z3TchIQEtW7YEALRs2bLc9dWFjbsX8vPzq+0SiGoUM0+iYeZJNMw8iYaZt2cMkNDjHyp0balCh2YSurZUocc/VKgXUD1Ne1ZWFh566CG0b98eH3/8MUJDQ5V1/fv3R2pqKlasWAGz2Yz9+/dj8+bNGDlyJABg1KhR2Lx5M/bv3w+z2YwVK1YgLS0N/fv3r5Zai/FQeS+jUqkQFhZW22UQ1RhmnkTDzJNomHkSDTPvmEEnwaADgOo9px0AvvzyS1y9ehXbt2/Hjh077NYdPXoUy5Ytw7x587Bw4UKEhoZi5syZ6NKlCwCga9eumDVrFmbPno3k5GTExMRgyZIlMBqN1VqzJHNWBACA1WrFsWPHEBcXZze7YF0jyzJycnIQGBgISar+UBPVNmaeRMPMk2iYeRKNL2W+oKAAiYmJaNasGfR6fW2XU2eV9z652ofyUHkvI8sysrOzOQslCYOZJ9Ew8yQaZp5Ew8yTO9i4ExEREREREdVhbNyJiIiIiIiI6jA27l5GkiT4+/t7/fkwRK5i5kk0zDyJhpkn0TDz5A7OKu9lJEmq9hkLieoSZp5Ew8yTaJh5Eg0zT+7gHncvI8syMjMzOZkFCYOZJ9Ew8yQaZp5Ew8yTO9i4exlZlpGXl8cvOgmDmSfRMPMkGmaeRMPMkzvYuBMRERERERHVYTzHnYiIiIiIiGqdzWqBzSZDpZKgUrNVLYnvhpeRJAlBQUGchZKEwcyTaJh5Eg0zT6Jh5suymM0ozMvBjYw0WC1mqDVaBIeEwc8/EBqttrbLqxN4qLyX4RedRMPMk2iYeRINM0+iYebtWcxmpF+/ivTr12AxmyDLMixmE9KvX0P69auwmM3V8rq//PILRo8ejfbt26N79+6YM2cOCgoKAADHjx/H6NGjER8fj759+2LdunV2j924cSP69++PuLg4jBgxAkePHq2WGkuqk4271WrF+PHj8eKLLyrL6uKbVxtsNhvS0tJgs9lquxSiGsHMk2iYeRINM0+iYebtFebloDAv18m6XBTmO15XFenp6XjiiSdw33334fDhw9i4cSMOHjyIjz76CFlZWXj88ccxbNgwHDp0CPPmzcNrr72GEydOAAAOHDiAOXPm4PXXX8ehQ4cwZMgQTJo0Cfn5+R6vsyS3DpVPSEjA7t27ceDAAVy8eBHp6elQq9UIDw9Ho0aN0KtXL/Tp0wcNGzZ0q6j3338fhw8fVh5f/OZNnToVY8eOxaFDhzBlyhS0bt0asbGxypu3ZMkSxMbGYtWqVZg0aRK+//57GAwGt2qoywoLC2u7BKIaxcyTaJh5Eg0zT6Jh5ovYrBbcyEgr9z430lNhCAj06DnvoaGh2LdvHwIDA5XL8xUWFiI0NBQ7d+6E0WjEuHHjAABdu3bF4MGDsWrVKsTGxmLdunUYNGgQOnToAACYMGEC1q5di23btmHkyJEeq7G0Su1xP3z4MB5//HEMHjwY7777Ln799Vf4+fmhdevWaNq0KUwmEw4cOIC5c+fijjvuwJNPPqlsmXDVL7/8gp07d+LOO+9UlpV88zQajd2bB8DuzdNqtZgwYQJCQkKwbdu2Sr02ERERERER1QybTYbVUv6h8FaLGTab5y+dFxgYCADo1asXBg8ejPDwcIwYMQLnzp1Dq1at7O4bExODM2fOACjaiV3e+uri0maL7OxszJ8/Hxs3bkTLli3x1FNPoX///oiJiYFKZd/7m81m/Pbbb9i/fz+++uorjB07FoMGDcK//vUv1KtXr9zXSUtLw8svv4xFixZhxYoVynJnb9769esBFL15pbduuPvm2Ww25XwTSZIgSRJkWba7zmLx8tKHt7izHECZazg6W65SqZRaSj5XyeXO7l+6lro4JneXc0y+P6aSmfeVMbm6nGMSb0ylM+8LY/LFz4lj8tyYSmbeV8bkSu0ck7hjKs588X18YUwl1xd/TqU5Wi5JEtQaLSxmU5n7F1NrtE6fsyKu1PLNN98gKysL06ZNw9SpUxEZGQmDwWD3OL1ej7y8PMiyjNzcXGV98fOUXO/odUv+u/Tn5Oq4XGrc7777brRq1Qrr1q1Du3btyr2vVqtFfHw84uPjMWnSJPzyyy/4z3/+g3vuuQd79+51+jibzYZp06bh4YcfRps2bezWFb85JRW/Oa6sr4zk5GRlY4S/vz+MRiOysrLsnisoKAhBQUHIyMiwO8zFaDTC398fqampsFgsyvLQ0FDo9XokJyfbfTDh4eFQq9VISkqyqyEqKgpWqxUpKSnKMkmSEB0dDZPJBIvFguTkZEiSBI1Gg4iICOTn5yMzM1O5v5+fH8LCwpCTk4Ps7GxleV0cU2FhIdLT05XlHBPHVHJM6enpdpn3hTH54ufEMXluTBkZGUrm9Xq9T4zJFz8njslzY7LZbErmIyIifGJMvvg5cUyeG5Msy7BYLLhx4wZCQkK8ekx5eXmw2Wwwm81Qq9VQqVTQaDSwWq12DaparYZarXa4PDgkDOnXr8GZoJAwWG02WG02aDQaSJIEc6kJ67RarfK+lqTT6coslyQJWq0WNpsNVqsVarUaoaGhePbZZ3HffffhgQceQFZWlvIaKpUKBQUF8Pf3h9lshl6vR05ODmw2mzKmvLw8BAcHK++DWq2GxWJRPg+z2az8u/TnFBoa6nTsJUmyCy3+999/jz59+rj0hM7s2rULd9xxh9P1H3zwAY4fP44PP/wQAJSJ6V5//XXMnTsX169fx8KFC5X7r1y5Ehs2bMBXX32FIUOGYMyYMXjggQeU9U8//TSio6MxY8YMl+qzWq04duwYYmNjoVarAfjWlr3StXBMHBPHxDFxTBwTx8QxcUwcE8fEMVVlTPn5+UhMTESzZs2g1+uV5y993/KWWy0WpF+/6nCCOj//AIREREOjce+ScM5e8+jRo5gxYwY2bdoEnU4HoOi08Icffhgvv/wyPv30U7vTrmfPno28vDy8+eabeP755xEYGIjZs2crz3/33XfjkUcewahRoxy+bkFBAS5cuIBmzZopr1fMZrPh+PHjiIuLU/pQR1za417Vph1AuU07AGzatAnXr19Hx44dAUCZin/Xrl2YPn06fv75Z7v7JyQkoGXLlgCAli1b4ty5c2XW9+zZs9J1qlSqMof/F38ZHN3X2XNUZrmj53a2XJZlpKamon79+nbP56zGyi6vjTF5qnaOyTfHBMBh5r15TL74OXFMnhuTo995bx+TL35OHJPnxmSz2ZTMFz+nt4/JEY6JYypeXjrzvjCm0usr85oarRahEQ1QmJ+LG+mpf1/HPbQ+/AwBVb6Ou6PXbN26NQoKCvDOO+/gueeeQ0pKCt58802MGjUKd911F9555x188sknGDduHH799Vds3rwZixYtgiRJGDVqFKZMmYKBAweiQ4cOWLVqFdLS0tC/f3+n70HJf5f+nBxtWHDEc1PzVdGOHTvsbpfc456RkYEFCxZgxYoVZd48AOW+eb6o9CEgRL6OmSfRMPMkGmaeRMPM29NotdBojTAEBMJmk6FSSR6dRb60gIAALF26FPPnz0f37t0RFBSEwYMHY8qUKdDpdFi2bBnmzZuHhQsXIjQ0FDNnzkSXLl0AFM0yP2vWLMyePRvJycmIiYnBkiVLYDQaq61eoAqN+8aNG7Fu3TqkpqbCarWWWS9JEnbt2lWl4oqFhITUyTePiIiIiIiIPEOl1kDl/Ghxj4qJicGyZcscrmvXrh3WrFnj9LFDhw7F0KFDq6s0h9xq3D/99FPMnz8fkiQhLCyszHH6gOu7/J15/fXX7W7XxTePiIiIiIiIqLq51bivXr0azZs3x7JlyxAVFeXpmqgcklQ0q7az80aIfA0zT6Jh5kk0zDyJhpkndzifDaocly9fxv3338+mvRZIkgS9Xs8vOgmDmSfRMPMkGmaeRMPMkzvcatzDwsI4oUItsdlsuHbtWpnLPRD5KmaeRMPMk2iYeRINM0/ucKtxHzhwIL788kuHk9JR9avq/AFE3oaZJ9Ew8yQaZp5Ew8xTZbl1jnvfvn3x7bffYvTo0bjrrrvKXF+52LBhw6paHxEREREREZHQ3Grcx48fr/z79OnTAOwvKi/LMiRJYuNOREREREREVEVuNe6vvfaap+sgF0mShPDwcE5mQcJg5kk0zDyJhpkn0TDz5A63GveCggJ07doVTZs29XA55Aq1Wl3bJRDVKGaeRMPMk2iYeRINM1+WLS8b8o00yOZCSFo/SMFhUPkH1XZZdYZbk9O99dZb2Lx5s6drIRfIsoykpCROaEHCYOZJNMw8iYaZJ9Ew8/ZkixnWv87C9P1qmPdtguXQDpj3bYLp+9Ww/nUWssVcra9vtVoxfvx4vPjii8qy48ePY/To0YiPj0ffvn2xbt06u8ds3LgR/fv3R1xcHEaMGIGjR49Wa42Am427SqVCSEiIp2shIiIiIiIigdiu/QnzoR1AYb79isJ8mA/tgO3an9X6+u+//z4OHz6s3M7KysLjjz+OYcOG4dChQ5g3bx5ee+01nDhxAgBw4MABzJkzB6+//joOHTqEIUOGYNKkScjPz3f2Eh7hVuP+6KOP4qOPPsLevXt5/UEiIiIiIiKqNFvuDZhP/FDufcwnfoAtL7taXv+XX37Bzp07ceeddyrLdu7cCaPRiHHjxkGj0aBr164YPHgwVq1aBQBYt24dBg0ahA4dOkCr1WLChAkICQnBtm3bqqXGYm6d437s2DHk5OTg8ccfh06nQ0hISJnzNCRJwq5duzxSJBEREREREfkWOTu97J720grzId9IAzx8vntaWhpefvllLFq0CCtWrFCWnzt3Dq1atbK7b0xMDNavXw8ASEhIwMiRI8usP3PmjEfrK82txv2PP/6A0WiE0WhUlpU+R4PnbFQPSZIQFRXFWShJGMw8iYaZJ9Ew8yQaZv5vsrnQtftZTB59XZvNhmnTpuHhhx9GmzZt7Nbl5ubCYDDYLdPr9cjLy3NpfXVxq3H/7rvvPF0HVYLVaoVG49ZHR+SVmHkSDTNPomHmSTTMfBFJ6+fa/TQ6j77u4sWLodPpMH78+DLrDAYDsrPtD80vKChAQECAsr6goKDM+uqeA86tc9yp9siyjJSUFB7RQMJg5kk0zDyJhpkn0TDzf5OCQgE/Q/l38jNACg7z6Otu2rQJBw8eRMeOHdGxY0ds2bIFW7ZsQceOHdGqVSucO3fO7v4JCQlo2bIlAKBly5blrq8ubm3mef/99yu8jyRJmDJlijtPT0RERERERD5OFRAMbWyvolnlndDG9vL49dx37LB/veJLwb3++uvIyMjAggULsGLFCowbNw6//vorNm/ejEWLFgEARo0ahSlTpmDgwIHo0KEDVq1ahbS0NPTv39+jNZbm8cZdkiTIsszGnYiIiIiIiMqlim4Obae7imaXLzlRnZ+hqGmPbl6j9YSEhGDZsmWYN28eFi5ciNDQUMycORNdunQBAHTt2hWzZs3C7NmzkZycjJiYGCxZssRu/rfq4Fbj/umnn5ZZZrVakZKSgk2bNiE5ORkfffRRlYsjxziRBYmGmSfRMPMkGmaeRMPM/03SaKFu3BpSWAPIN9IgW0yQNDpIwWEe39PuzOuvv253u127dlizZo3T+w8dOhRDhw6t7rLsuNW4d+7c2em6wYMH44EHHsCyZcswc+ZMtwsjx1QqFaKjo2u7DKIaw8yTaJh5Eg0zT6Jh5h1T+Qd5/JJvvsTjk9NJkoRBgwaVOW+APEOWZRQUFHAyCxIGM0+iYeZJNMw8iYaZJ3dUy6zy+fn5ZabQJ8+QZRnp6en8opMwmHkSDTNPomHmSTTMPLnDoxcPNJlMOHnyJD755BO0aNHCk09NREREREREJCS3Gvc2bdqUO6GCLMvKlPpERERERERE5D63GvdOnTo5fjKNBhERERg5cmS5E9hR1Wg0Hj1QgqjOY+ZJNMw8iYaZJ9Ew81RZbiVm5cqVnq6DXKRSqRAREVHbZRDVGGaeRMPMk2iYeRINM0/ucGtyupdeegnHjx93uv6XX37Bo48+6nZR5Jwsy8jLy+NkFiQMZp5Ew8yTaJh5Eg0z75xsscCanwvZYqntUuoct/a4b9y4Ed27d8ett97qcP3Bgwdx8ODBKhVGjsmyjMzMTOj1+nLnGSDyFcw8iYaZJ9Ew8yQaZr4sc+p1mC4m4Mb322HLSoeqXiiC+wyErkkMtPV5dALgYuN+6dIlDBo0CJYSWz6mTZuGadOmOX1My5Ytq14dERERERER+SzT5QtI/s98WNOS/1547TJSzpyAOiwSkU/PgK5R01qrr65wqXG/6aabMHXqVPz4448AgMOHD6NZs2YICwsrc1+1Wo2wsDBMnDjRs5USERERERGRzzCnXi/btJdgTUvG9ffnI2raXGjCPLvnfdu2bXj++efh5+enLLvjjjuwYMECHD9+HHPnzkVCQgJCQkIwadIkjB49Wrnfxo0bsWjRIqSkpKB58+b417/+hfj4eI/WV5rLh8pPnDhRacbbtGmDSZMmYfDgwdVWGDlXMlxEImDmSTTMPImGmSfRMPNFTBcTnDbtxSypySi8cN7jjfvJkycxdOhQvPbaa3bLs7Ky8Pjjj2Pq1KkYO3YsDh06hClTpqB169aIjY3FgQMHMGfOHCxZsgSxsbFYtWoVJk2ahO+//x4Gg8GjNZbk1uR0Z86cYdNeS1QqFcLCwqBSufXREXkdZp5Ew8yTaJh5Eg0zX0S2WHDj++0u3Tf7h+2QrZ6dsO7kyZNo27ZtmeU7d+6E0WjEuHHjoNFo0LVrVwwePBirVq0CAKxbtw6DBg1Chw4doNVqMWHCBISEhGDbtm0era+0KqVlx44deO6553DvvffixIkTSEhIwLJly1BQUOCp+qgUWZaRnZ3NWShJGMw8iYaZJ9Ew8yQaZr6IzVwIW1a6S/e1ZqTDZjJ57rVtNpw6dQp79uxBnz590LNnT/zrX/9CVlYWzp07h1atWtndPyYmBmfOnAEAJCQklLu+urjVuNtsNkydOhXPPvsstm7diuPHjyM3Nxfnz5/Hm2++iQkTJiAnJ8fTtRL4RSfxMPMkGmaeRMPMk2iY+SIqrR9U9UJduq86JBQqnc5jr52eno6bb74ZAwYMwLZt27BmzRpcuHAB06ZNQ25ubplD3vV6PfLy8gCgwvXVxa3G/ZNPPsHOnTsxadIkfP3110robr/9djz22GM4duwYli9f7tFCiYiIiIiIyDdIGg2C+wx06b5Bve6CpHbrSuYO1a9fH6tWrcKoUaNgMBjQoEEDTJs2DT/++CNkWS5zBHlBQQECAgIAAAaDodz11cWtxv3LL79Ev379MHXqVISHhyvLAwIC8Pzzz2PgwIHYvt218xWIiIiIiIhIPLomMVCHRZZ7H014JPyaxnj0dc+cOYO33nrL7qgHk8kElUqF2NhYnDt3zu7+CQkJyuXOW7ZsWe766uJW437x4kV069bN6fquXbvi6tWrbhdFzkmSBH9/f0iSVNulENUIZp5Ew8yTaJh5Eg0z/zdt/QhEPj0DmvqOm3dNeCQipszw+IzyRqMRq1atwtKlS2GxWHD16lUsWLAAw4cPx4ABA5CamooVK1bAbDZj//792Lx5M0aOHAkAGDVqFDZv3oz9+/fDbDZjxYoVSEtLQ//+/T1aY2luHW9gMBjKPYb/+vXrvMRBNZEkCUajsbbLIKoxzDyJhpkn0TDzJBpm3p6uUVNETZuLwgvnkf3Ddlgz0qEOCUVQr7vg1zTG4007AERFRWHx4sV455138MEHH8DPzw+DBg3CtGnT4Ofnh2XLlmHevHlYuHAhQkNDMXPmTHTp0gVA0U7qWbNmYfbs2UhOTkZMTAyWLFlS7Z+pW417fHw8Nm7ciIcffrjMuszMTKxduxZxcXFVrY0ckGUZWVlZqFevHrfSkRCYeRINM0+iYeZJNMx8WZqwCGjCIuAf1wk2kwkqnc6j57Q70rlzZ6xZs8bhunbt2jldBwBDhw7F0KFDq6s0h9w6VH7y5Mm4dOkS7r33Xqxbtw6SJCkT0g0dOhTp6el47LHHPF0roeiLnpeXJ/wslCQOZp5Ew8yTaJh5Eg0z75yk1kBt8K/2pt0bufWOxMbG4t///jdmzpyJd955BwCwcOFCyLKMgIAAzJs3D506dfJooUREREREREQicntTRr9+/dC9e3fs27cPiYmJsFqtaNSoEXr06IGgoCBP1khEREREREQkrCodg6DX69G3b1+H686cOYM2bdpU5enJAUmSEBQUxPNhSBjMPImGmSfRMPMkGmae3FGpc9zT09OxZ88e7NmzB8nJyQ7vI8syPvzwQ4wePdojBZI9ftFJNMw8iYaZJ9Ew8yQaX8w8z9cvnyfeH5f2uMuyjPfeew/Lly+H2WwGAKjVaowfPx7Tp09XQnfp0iVMnz4dx48f5+XgqonNZkNGRgZCQkKgUrk1tyCRV2HmSTTMPImGmSfR+FLmtVotACAvLw8Gg6GWq6m7ii+lXvx+ucOlxv3zzz/H4sWLERoaijvuuAMBAQH4/vvvsWLFCoSGhmLixInYvXs3XnjhBeTk5KBt27Z444033C6KyldYWFjbJRDVKGaeRMPMk2iYeRKNr2RerVbDaDTi+vXrAAB/f3+fOpKgqoqvIHD9+nUYjUao1Wq3n8ulxv3rr79GZGQkNm3apFxY/rnnnsOUKVPw2WefoW3btvjnP/8JAHjqqacwadKkKhVFREREREREdV9UVBQAKM07lWU0GpX3yV0uNe4XLlzA+PHjlaYdADQaDSZOnIgHHngA06dPR1hYGP79738jLi6uSgURERERERGRd5AkCdHR0YiIiFBOq6a/abVaj+zUdqlxz87ORqNGjcosb9y4cdGTaDRYs2YNIiMjq1wQlU+SJBiNRh6CQsJg5kk0zDyJhpkn0fhq5tVqNY+6rkYuNe42m83hh6DT6QAAjz76KJv2GiJJEvz9/Wu7DKIaw8yTaJh5Eg0zT6Jh5skdHpnGsHnz5p54GnKBzWbD9evXYbPZarsUohrBzJNomHkSDTNPomHmyR0u7XGviK8d5lHXWSyW2i6BqEYx8yQaZp5Ew8yTaGoj8zZzIayF+ZBtNqjUGqj0/lCpPdIOUg1w+ZPKzMzE1atX7ZZlZWUBANLT08usA4AGDRpUsTwiIiIiIiJylyzbYM7JRN7lBNjMf1+GTu0fhIAGMdD4B9ZideQqlxv3+fPnY/78+Q7XPf/882WWSZKE06dPu18ZERERERERVYkl9wZyEk+VWW7Ny0Z24kkENY+FxhBQC5VRZbjUuHfq1Km66yAXSZKE0NBQnp5AwmDmSTTMPImGmSfR1GTmbRYL8q4lOl0vWy0w30hl4+4FXGrcV65cWd11kIskSYJer6/tMohqDDNPomHmSTTMPImmJjNvNeXDmp9T7n0KUq9CFxoFtdavRmoi93hkVnmqOTabDdeuXeMslCQMZp5Ew8yTaJh5Ek2NZl6u+DVkmxWQ5eqvharEpcZ99OjROHLkiNsvsn//fowYMcLtx5M9mV8sEgwzT6Jh5kk0zDyJpqYyL2m0gFR+y6c2BELi7PJ1nkuN+4ABA/DII4/g8ccfx86dO1FYWFjhY8xmM7Zu3YoHH3wQjz/+OO66664qF0tERERERESuUesM0Ncv/0pfhvBGvCycF3DpE3rsscdwxx134NVXX8XUqVPh7++P22+/HTfffDOaNGmC4OBg2Gw2ZGRk4MqVKzhy5AiOHj2KnJwcdO/eHevXr0erVq2qeyxERERERET0P5IkwS80GuacLFjzs8us9wtrAE1AvVqojCpLkit5nMbJkyexbNky/PDDD8jLy7ObDbH4qerVq4eePXti3LhxiIuL82jB1cVqteLYsWOIi4uDWq2u7XKckmUZFosFGo2Gs6+SEJh5Eg0zT6Jh5kk0tZF5q6kAlrxsFKZehc1iglofAL+waGgMgVBptDVSAznmah9a6WMi2rVrh3fffRcWiwUnTpzAxYsXkZ6eDpVKhfDwcDRs2BCxsbF1uvn1dnxvSTTMPImGmSfRMPMkmprOvFqnh1qnhy44FLJNhqRSQVJxnnJv4vbJDBqNBu3bt0f79u09WQ9VQJZlJCUlISoqilulSQjMPImGmSfRMPMkmtrMvKRSVzRXHdVR/NiIiIiIiIiI6jA27kRERERERER1GBt3IiIiIiIiojqMjbuXkSSJ54CRUJh5Eg0zT6Jh5kk0zDy5g427F7JarbVdAlGNYuZJNMw8iYaZJ9Ew81RZbNy9jCzLSElJgSzLtV0KUY1g5kk0zDyJhpkn0TDz5A6XLgf30ksvVfqJJUnC/PnzK/04IiIiIiIiIvqbS437xo0byywrPiej9JYiSZIgyzIbdyIiIiIiIiIPcKlx3717t93tS5cu4amnnkKvXr0wceJExMTEQJZlXLhwAUuXLsW+ffvw8ccfV0vBBE5kQcJh5kk0zDyJhpkn0TDzVFmS7MbJFZMnT0Z+fj6WL1/ucP2TTz4Jk8mEZcuWVbnAmmK1WnHs2DHExcVBrVbXdjlERERERETk41ztQ92anO6XX37BHXfc4XR9z549cfToUXeemiogyzIKCgo4mQUJg5kn0TDzJBpmnkTDzJM73Grc9Xo9kpKSnK7/888/ERAQ4HZR5Jwsy0hPT+cXnYTBzJNomHkSDTNPomHmyR1uNe7dunXDZ599hl9++aXMuh07dmDNmjXo27dvlYsjIiIiIiIiEp1Lk9OV9uyzz2Lfvn145JFH0KpVKzRp0gSyLOP8+fNITExEdHQ0nnnmGQ+XSkRERERERCQet/a4N2rUCF999RWGDRuGa9euYefOnfj222+RlpaGMWPGYMOGDQgNDa308/7yyy8YPXo02rdvj+7du2POnDkoKCgAABw/fhyjR49GfHw8+vbti3Xr1tk9duPGjejfvz/i4uIwYsQInz7HXqNxa3sLkddi5kk0zDyJhpkn0TDzVFluzSpfWkZGBgAgJCTE7edIT09H7969MXv2bAwbNgypqal49NFH0b9/fzz00EO48847MXXqVIwdOxaHDh3ClClTsGLFCsTGxuLAgQOYNGkSlixZgtjYWKxatQoffvghvv/+exgMBpden7PKExERERERUU2q1lnlSwsJCalS0w4AoaGh2LdvH0aMGAFJkpCZmYnCwkKEhoZi586dMBqNGDduHDQaDbp27YrBgwdj1apVAIB169Zh0KBB6NChA7RaLSZMmICQkBBs27bNE8OrU2RZRl5eHiezIGEw8yQaZp5Ew8yTaJh5codLx2j069ev0k8sSRJ27dpVqccEBgYCAHr16oXk5GR07NgRI0aMwHvvvYdWrVrZ3TcmJgbr168HACQkJGDkyJFl1p85c6bSddtsNkiSpIxBkiTIsmz3xSpebrPZ7B7rznIAZb60zparVCrYbDZkZGRAp9NBpVIpy0vX6Gx5XRyTq7VzTGKOyWq12mXeF8bki58Tx+S5MZXOvC+MyRc/J47Jc2Mq+bdN8d4mbx+TK7VzTOKOqTjzfn5+UKvVPjGm0rVwTK4vL12DMy417q4+WVUfU2znzp3IysrC888/j6lTpyIyMrLMIe96vR55eXkAgNzc3HLXV0ZycrLSEPv7+8NoNCIrK8vuuYKCghAUFISMjAwUFhYqy41GI/z9/ZGamgqLxaIsDw0NhV6vR3Jyst37Eh4eDrVaXebSelFRUbBarUhJSVGWSZKE6OhomEwm5OTkKMs0Gg0iIiKQn5+PzMxM5f5+fn4ICwtDTk4OsrOzleV1cUyFhYVIT09XlnNMHFPJMaWlpdll3hfG5IufE8fkuTFlZGQomdfr9T4xJl/8nDgmz43JZrMpmY+IiPCJMfni58QxeW5MsiwjJycHN27cQEhIiE+MqZgvfU41NSZX54bzyDnu1eXEiRMYPXo0xo8fj+vXr2PhwoXKupUrV2LDhg346quvMGTIEIwZMwYPPPCAsv7pp59GdHQ0ZsyY4dJrFZ9bEBsbq2ztrYtbjKxWK5KSkhAZGck97hyTEGOyWCxITk5WMu8LY/LFz4lj8uwe95KZ94Ux+eLnxDF5do97cea5x51jEmFMxZmPioriHneOCTabDcePH6/wHHePTGdoMpmg0WiURtIdR44cwYwZM/D1119Dp9Mpz6vVahETE4Off/7Z7v4JCQlo2bIlAKBly5Y4d+5cmfU9e/asdB3FfySVVPwmO7qvs+eozHJHz+1suSRJ0Ov1Zep0VmNll9fWmKpzOcfk/WNylHlvH1NllnNMYo3JUea9fUy++DlxTJ4dU3Hmi5/TF8bk6PldXc4x+f6Y9Hq9Xd59YUyuLOeYyi4vvfHAGbc77czMTLz66qu4/fbbERcXhwMHDuDw4cN48sknkZiYWOnna926NQoKCvD222/DZDLhypUreOONNzBq1CgMGDAAqampWLFiBcxmM/bv34/Nmzcr57WPGjUKmzdvxv79+2E2m7FixQqkpaWhf//+7g6vzlKpVAgLC6vSRhIib8LMk2iYeRINM0+iYebJHW7tcc/MzMTYsWNx8eJFNG7cWNlKkJWVhT179uDEiRNYu3YtGjdu7PJzBgQEYOnSpZg/fz66d++OoKAgDB48GFOmTIFOp8OyZcswb948LFy4EKGhoZg5cya6dOkCAOjatStmzZqF2bNnIzk5GTExMViyZAmMRqM7w6vTZLnonJjAwECnW5qIfAkzT6Jh5kk0zDyJhpknd7jVuL///vu4cuUKli9fjtatW6Nbt24Aimaf/+ijjzB16lQsWrQIr732WqWeNyYmBsuWLXO4rl27dlizZo3Txw4dOhRDhw6t1Ot5I1mWkZ2djYCAAH7RSQjMPImGmSfRMPMkGma++siyDLPZDLPJBBmAWq22u2KFN3Orcf/uu+8wZswYdO3aFRkZGXbrevbsibFjx+Lbb7/1SIFERERERERE5Sm+QkVaaqrdeeN6vR7169eHzs+vFqurOrdOrLh+/TratGnjdH2LFi3spuInIiIiIiIiqi75eXlITUkpM9lbQUEBkpKTYTaba6kyz3CrcQ8LC8OVK1ecrv/jjz8QEhLidlHknCRJ8Pf352E1JAxmnkTDzJNomHkSDTPveRaLxe5a7WXWm80wmUw1WJHnudW49+zZE2vWrMHly5fLrDty5Ai++OIL3H777VUujsqSJAlGo5FfdBIGM0+iYeZJNMw8iYaZ9zyrxVLhHvX8/PwaqqZ6uNW4P/XUU9BqtRg+fDheeuklSJKENWvW4Mknn8T48eNhMBgwefJkT9dKKJpwITMz0+Xr/RF5O2aeRMPMk2iYeRINM18NXNgI4u2bSdxq3CMjI7FmzRrEx8fjxx9/hCzL+Oabb7Bnzx7ExcVh5cqVaNSokadrJRR90fPy8vhFJ2Ew8yQaZp5Ew8yTaJh5z9NoNNBqteXeR28w1FA11cOtWeUBoFGjRvjoo4+QnZ2NCxcuwGazoVGjRggLC/NkfUREREREREROqdVqhIaFITkpyeF6rVYLP52uhqvyLLcb92JBQUFo166dJ2ohIiIiIiIiqjSDwYDwiAikpabCZrPZLQ+rXx+aCvbI13UuNe4vvfQS7r33Xtx6663K7YpIkoT58+dXrToqQ5IkBAUFcTILEgYzT6Jh5kk0zDyJhpmvHiqVCkFBQdDr9TCZTJBlWTmEXq1W13Z5VeZS475x40Z069ZNadw3btxY4WPYuFeP4i86kSiYeRINM0+iYeZJNMx89dJqtRWe7+6NXGrcd+zYgcjISOX27t27q60gKp/NZkNGRgZCQkKgUrk1tyCRV2HmSTTMPImGmSfRMPPkDpca92eeeQZvvfUWYmJiAAANGzas1qKofIWFhbVdAlGNYuZJNMw8iYaZJ9Ew81RZLm3iOXPmDEaMGIFly5ZVdz1EREREREREVIJLjfsHH3wAo9GIBQsWYPz48bh69Wp110VEREREREREcLFx79OnD7Zt24bhw4fj0KFDGDx4MDZs2FDdtZEDkiTBaDRyFkoSBjNPomHmSTTMPImGmSd3uDwbQmBgIObPn4+lS5eiXr16mDlzJiZPnoz09PTqrI9KkSQJ/v7+/KKTMJh5Eg0zT6Jh5kk0zDy5w6XJ6Uq6/fbbsXXrVixcuBArV67EPffcg169epW5Hy8HVz1sNhtSU1NRv359zkJJQmDmSTTMPImGmSfRMPPkjko37gBgMBgwevRoHDhwAKdPn3Z4XXc27tXHYrHUdglENYqZJ9Ew8yQaZp5Ew8xTZVW6cTeZTHj//fexfPlymM1mDB8+HMOHD6+O2oiIiIiIiIiEV6nG/dChQ5g5cyYuXbqEiIgIvPrqqw4PkyciIiIiIiIiz3Cpcc/NzcWbb76JdevWwWazYfjw4ZgxYwaCgoKquz4qRZIkhIaGcjILEgYzT6Jh5kk0zDyJhpknd7jUuN9zzz1ISkpCZGQkXn31VfTs2bO66yInJEmCXq+v7TKIagwzT6Jh5kk0zDyJhpknd7g0jeG1a9cwcuRIbNmyhU17LbPZbLh27RpsNlttl0JUI5h5Eg0zT6Jh5kk0zDy5w6U97kuWLEGPHj2quxZykSzLtV0CUY1i5kk0zDyJhpkn0TDzVFku7XFn005ERERERERUO1xq3ImIiIiIiIiodrBx9zKSJCE8PJyzUJIwmHkSDTNPomHmSTTMPLmDjbsXUqvVtV0CUY1i5kk0zDyJhpkn0TDzVFls3L2MLMtISkrihBYkDGaeRMPMk2iYeRINM0/uYONOREREREREVIe5dDm4Nm3aVPocDEmScPr0abeKIiIiIiIiIqIiLjXunTp1KrPs1KlTyMvLQ+vWrRETEwNZlnHhwgWcPn0aoaGh6N69u8eLJSIiIiIiIhKNS437ypUr7W5v3boVL774Ij766CP07NnTbt0vv/yCyZMno3Pnzp6rkhSSJCEqKoqzUJIwmHkSDTNPomHmSTTMPLnDrXPcP/zwQ9x3331lmnYA6Nq1K+6//34sXbq0ysWRY1artbZLIKpRzDyJhpkn0TDzJBpmnirLrcb94sWLaNq0qdP1DRo0QFJSkrs1UTlkWUZKSgpnoSRhMPMkGmaeRMPMk2iYeXKHW417dHQ0fvzxR4frZFnGjh07cNNNN1WpMCIiIiIiIiJys3EfOXIk9uzZg+nTp+P3339Hbm4ucnJycPz4cUyaNAmHDx/GuHHjPF0rERERERERkXBcmpyutMceewxnzpzB119/jc2bN9utk2UZ48aNw7333uuRAqksTmRBomHmSTTMPImGmSfRMPNUWZJchZMrDh48iJ07d+Ly5csAgCZNmmDgwIGIi4vzVH01xmq14tixY4iLi4Nara7tcoiIiIiIiMjHudqHurXHvVjnzp152bcaJssyCgsL4efnxy11JARmnkTDzJNomHkSDTNP7qhS437p0iWkpKTAZrM5XN+pU6eqPD05IMsy0tPTee1HEgYzT6Jh5kk0zDyJhpknd7jVuKempuLZZ5/F4cOHy73f77//7lZRRERERERERFTErcb97bffxqFDh9C1a1e0a9cOOp3O03UREREREREREdxs3Pfs2YNBgwbh7bff9nQ95AKNpkpnOBB5HWaeRMPMk2iYeRINM0+V5VZi8vLy0KVLF0/XQi5QqVSIiIio7TKIagwzT6Jh5kk0zDyJhpknd6jceVBMTAwSExM9XQu5QJZl5OXloQpX8SPyKsw8iYaZJ9Ew8yQaZp7c4Vbj/sQTT2Dt2rU4efKkp+uhCsiyjMzMTH7RSRjMPImGmSfRMPMkGmae3OHWofIHDx6E0WjEmDFj0KRJE4SHh5e5lIEkSfjkk088UiQREREREVF1kmUZ+SYbCkwyJAkw6FTQ69zaz0nkcW417p999pny7wsXLuDChQtl7sNrEhIRERGJK99kg8UqQ6UqaoBU/NuQ6jCzxYakDAsupphh+9+OcK0aaBHth7AgNdQq5pdql1uN+5kzZzxdB1WCn59fbZdAVKOYeRINM0/erNBsQ3KmBZdSLbDaAAlApFGNxvW18PdzvPeSmafadj3LisTrZrtlZitw5nIh2jbxQ2igZ2eBZ+apsnjsh5dRqVQICwuDSsWPjsTAzJNomHnyZharjAvXzUi8XtS0A4AMICnTit8uFSLfZCvzGGaealu+yYaL101O1/+VYobF6rnz0Zl5cofbaTGZTPj4449x77334vbbb8fhw4dx6tQpzJkzB2lpaZ6skUqQZRnZ2dmczIKEwcyTaJh58mZ5hTYkZVodrss3ybiRV7ZxryjzNllGboENGTlW3MizwezBBkokNllGdr4NV9MtSLxuxvUsC/IKy34eIjKZbbCU81Zk5dlgtngud770Oy/LMnIKbEjKtOCvVDNSb1gdbqCjqnPrmI/CwkI89NBDOHbsGPz8/GAymWA2m5GamopVq1bhp59+wueff46wsDBP1yu84i96QEAA5xEgITDzJBpmnrxZRY1gyg0LIo32f36Wl/kCkw2X06y4km5BcY8T7C+hZbQOQQburXSVzSYj5YYVZy6bUbJV1KiAdk11qOevrrXa6oKKfmtVEuDJn2Nf+Z23yTLSblhx+rIZJbdB6DRAu5t0CBI8V57m1i/ehx9+iOPHj2PevHnYvXu3srVowIABmDVrFi5fvozFixd7tFAiIiIiquMq6EEq06NYrTISk824nGaxawpu5Mk4caEQuQXcq+eqnAIZv5dq2gHAYgN+u2hCgeB7SA06CYFO5l8AgOhQDfy03ttgV5ecfBmn/7Jv2gHAZAF+u8RceZpbjfu2bdswdOhQjBw5Emr131tSJEnCfffdhxEjRmDPnj2eqpGIiIiIvEBABZfOigh2/WDP3EIZyVmO//A3W4HMXDYFrkrPcXz6AlD0XuYUeP8h21Wh1ajQIloHRxPH6zQSooxar94zXl3Sc6xlNgYVK7QUfYfJc9xq3K9evYq4uDin62NjY5GUlORuTVQOSZLg7+/PHw8SBjNPomHmyZsZ/FRoGOq4OQ/USw4Pb3eW+YrOk72eZfWJc4RrQnZ++e8l5w0A6gWocWtTPaJDNNCoixr2JuFatGuqR4Des6dl+MrvfEW5MnlwXgBy8xz3oKCgciegu3TpEoKCgtwuipyTJAlGo7G2yyCqMcw8iYaZJ2+mUUu4KVwDfz8JF1MsMFmKruPeKFSDKKMGegd75J1lvqLLZmvUFZ+bTEUCDSqkZTtvsrRqvo8AEOSvRqBBhZvCtZAA6LTVM4+Cr/zOB+iZq5rkVhq7dOmCdevWITs7u8y6v/76C2vWrEGnTp2qXByVJcsyMjMzuYWZhMHMk2iYefJ2Oo0KDUK1aN/cDx1b+KFjCz2aRmhhcHIOsbPM+/upym3eo4yeva62LwsLdP4nv1ZddDQEFZEkCX5aVbU17YDv/M6HBTl/jzRqIIC58ii3Evn0008jOzsbQ4cOxcKFCyFJEnbv3o25c+di6NChMJlMePLJJz1dK6Hoi56Xl+f1X3QiVzHzJBpmnnyFn1aFAL0aBp2q3D3jzjLv7ychJlrr8DEhgSoE+7MpcFWgXoU2Dcu+lxoV0LaJzuGREFR9fOV3PlCvQqsGZXOlVgG33KSDgbnyKLc2VTZr1gzLly/HjBkzsHr1agDAZ599BgBo2LAh5s6dizZt2niuSiIiIiISiiRJiKinhl4r4a9UC27k26DTSGhcX4PQQBX8qnGPqK9RqSREGNUI0KtwI8+GQrOMgP/NOeBfzmzqROVRqyREGtUI1KuQmWtFgUlGoEGFev4qj88LQG427kDRBHRbtmzB2bNnkZiYCJvNhkaNGqFt27ZQqfhBEREREVHVaNQSQoPUqOevgtladL68TsO/M92hkiQEGRxPEEjkLrVKQrC/hGB/5qq6VfnkoNatW6N169aeqIVcIEkSgoKCOBkLCYOZJ9Ew8yQaVzKvVktQc6Ir8hH8nSd3uNS4v//++5V+YkmSMGXKlEo/jspX/EUnEgUzT6Jh5kkUZouM7AIZOQUyJPjDqpIRqC/ay07ky/g7T+5wu3Ev3kJUelKFkluO2Lh7ns1mQ0ZGBkJCQnhKAgmBmSfRMPMkgnyTDWeuWJGcZf93ZLNwFZpFqKHTsnkn38XfeXKHS437p59+anc7LS0NM2fORJs2bfDwww8jJiYGNpsNFy5cwPLly5GYmIh33323WgomoLCwsLZLIKpRzDyJhpknX3c1Qy7TtANAYooNwf4SokPUtVAVUc3h7zxVlkuNe+fOne1uv/DCC2jWrBlWrFgBrfbvSwA0b94cvXv3xvjx47Fy5Upey52IiIiI7OQV2pB43ep0/flkG8KCVNBpuNfdF+SbZJgsMtQqwF8nQaXi50rkDreOzfjuu+8wZMgQu6ZdeUKVCgMHDsRPP/1U5eKIiIiIyLdYbYDFed+OvEIZVpt3X9+agEKzjIspVuw7a8G+s1b89LsVp/6yIqeAny2RO9xq3CVJQnZ2ttP1169fh06nc7sock6SJBiNRs5CScJg5kk0zDz5Oo0K0JRzJHyAnwQ198p6NZss41KqDacv22CyFC2TAVxOl3HkTwvyC221Wl9t4+88ucOtxr19+/ZYuXIl/vzzzzLrTpw4gZUrV6Jbt25VLo7KkiQJ/v7+/KKTMJh5Eg0zT77O4Fc0AZ0zzSN5mLy3yy2Q8Wey4+Y8txDIzKvhguoY/s6TO9y6jvszzzyD++67D0OGDEGvXr1w0003QZZlJCQkYN++fQgODsazzz7r6VoJRbNQpqamon79+pyFkoTAzJNomHkSQYMQCdl5EpIczCofFsjce7t8E1De2Q4pN2yIDhH3c+bvPLnDrca9TZs2+Oyzz/D666/j+++/h81WtEVNpVKhW7dumDlzJho3buzRQulvFoultksgqlHMPImGmSdfZ9CpcEtjCTeFy8gpsMFms8IYoEWgXuJ13H1ARTuSNexV+TtPleZW4w4At9xyC1auXInMzExcvnwZANC4cWPUq1fPY8URERERkW/SaiSEBkow+gNJSdcRbIjijOM+IsAP0KoBs5NJCMPrsXMnqiy3G/diRqMRRqPRA6UQEREREZG38/dToe1NwNHEsp17wxAJwQZuoCGqLJca9wcffBCTJk1C165dldsVkSQJn3zySdWqozIkSUJoaCgnsyBhMPMkGmaeRMPM+6aIYAm3tVTjr1Qb0nNk+GkkNItUISRQgp9W7M+amSd3uNS4Hzx4EKNHj7a7XREGsXpIkgS9Xl/bZRDVGGaeRMPMk2iYed+kUhWfCiHBbAXUKnD+gv9h5skdLjXuZ86cKfc21RybzYbk5GRERkZyFkoSAjNPomHmSTTMvG9TqST48WO1w8yTO9xKSsmZ5D3pzJkzePjhh9G5c2d0794d06dPR3p6OgDg+PHjGD16NOLj49G3b1+sW7fO7rEbN25E//79ERcXhxEjRuDo0aMer6+ukOVyrq9B5IOYeRINM0+iYeZJNMw8VZZbjfukSZPQs2dPvP322/jzzz89UkhBQQEee+wxxMfH46effsKWLVuQmZmJGTNmICsrC48//jiGDRuGQ4cOYd68eXjttddw4sQJAMCBAwcwZ84cvP766zh06BCGDBmCSZMmIT8/3yO1EREREREREdUWtxr36dOnIywsDEuWLMGgQYNw//33Y8OGDcjLy3O7kKtXr6JNmzaYMmUKdDodQkJCMHbsWBw6dAg7d+6E0WjEuHHjoNFo0LVrVwwePBirVq0CAKxbtw6DBg1Chw4doNVqMWHCBISEhGDbtm1u10NERERERERUF7h1ObhHHnkEjzzyCM6ePYuNGzdiy5YtePnllzFv3jzcddddGDFiBDp27Fip52zevDmWLl1qt+ybb77BLbfcgnPnzqFVq1Z262JiYrB+/XoAQEJCAkaOHFlmvTvn4ttsNmViPUmSIEkSZFm2O5yleHnp0wXcWQ6UPVTG2fLic2DCwsIgy7LyfCqVqkyNzpbXxTG5WjvHJOaYZFm2y7wvjMkXPyeOybNjKpl5XxlTRctdHZPVCphtRdeI1mpUPjGmqiz3hTGVzHzxc3r7mFypnWMSd0zFmS/mC2MqXQvH5Pry0jU4U6XruLdu3Rovvvgipk+fjr1792LLli3YsWMHNm7ciJtuugnffPONW88ryzLee+89fP/99/jss8/w6aefwmAw2N1Hr9cre/hzc3PLXV8ZycnJSoPs7+8Po9GIrKwsu+cKCgpCUFAQMjIyUFhYqCw3Go3w9/dHamoqLBaLsjw0NBR6vR7Jycl2H0x4eDjUajWSkpLsaoiKioLVakVKSoqyTJIkREdHo7CwUDnvX5IkaDQaREREID8/H5mZmcr9/fz8EBYWhpycHGRnZyvL6/qYAHBMHJPdmNLS0mA2m5VafGFMvvg5cUyeG1NGRoayXK/X+8SYPPE5ZWblIMesx/kUNbILJAQbZLSOlqGx3YC58O/7e9OYfPFzcmdMJf+IjYiI8Ikx+eLnxDF5bkzFr+vv74+QkBCfGFOxij6nrBs5sNhUgGyD1ZyH4OBgrx9TVT+n0NBQuEKSXW3xK5CdnY1du3Zhy5Yt+Pnnn6FWq3Hq1KlKP09OTg5eeuklnDp1Ch988AFat26NuXPn4vr161i4cKFyv5UrV2LDhg346quvMGTIEIwZMwYPPPCAsv7pp59GdHQ0ZsyY4dLrWq1WHDt2DLGxsVCr1QDq5hYjq9WKpKQku1ko69IWI1/cCsYx1e6YLBaL3cyrvjAmX/ycOCbPjclqtdpl3hfGVNXPySYD567J+O0yyoi9CWgeDhRPzOwtY/LFz8ndMZWcYbv4bzBvH5MrtXNM4o6pOPNRUVFQq9U+MabStZReLstAeq6Es1dlXL8B6DRAyyigYSgQqBf76CmbzYbjx48jLi5O+Q10pEp73C0WC3744Qds2rQJe/bsgdlsRoMGDfDUU09hxIgRlX6+S5cuYeLEiWjQoAHWr1+vbH1o1aoVfv75Z7v7JiQkoGXLlgCAli1b4ty5c2XW9+zZs9I1FP+RVFLxm+zovs6eozLLHT23s+XFtZSu01mNlV1em2OqruUck/ePyVHmvX1MlVnOMYk1JkeZ9/YxVXV5dr6MUw6adgA4+RcQWU9CPX/7x9T1MZVXo7d+TuXVWNHyktl3Vruz5XV1TI6e39XlHJPvj8nZv6tSe22PqbzlSZkyfjr7d9NbYC76/U7KBDrHyDDovG9MFdXo6vLSGw+ccatxP378ODZt2oRt27YhKysLOp0O/fv3x6hRo9C1a1d3nhJZWVl46KGH0KVLF8ybN89uQP3798eCBQuwYsUKjBs3Dr/++is2b96MRYsWAQBGjRqFKVOmYODAgejQoQNWrVqFtLQ09O/f361aiIiIqO7Izpfh7M8aWQayC+QyjTsREdUNhWYZxy46/hVPyQYycgGDroaL8kJuNe5jx44FANxyyy2YOnUqBg8ejKCgoCoV8uWXX+Lq1avYvn07duzYYbfu6NGjWLZsGebNm4eFCxciNDQUM2fORJcuXQAAXbt2xaxZszB79mwkJycjJiYGS5YsgdForFJNRERE5AU8ctIfERFVh9xCIKfA+frkTBkNQrjxtSJuneM+f/58jBo1qsxM796s+Bz3is4tqG3F51Y4O1SDyNcw8yQaZr6szFwZu39zvNddkoA72pY9VJ68BzNPohEt8xk5Mnafct5ytowCbm3i1lXKfYKrfahbe9xdnfCNqofVaoVGU6XpCYi8CjNPomHm7QUZgFsaweHkdO0aAUH6mq+JPIuZp5qSVygjPQdI+d8EaRH1AKM/oNXUbAMtUuYD9IAxAMjMdbw+sp7vb7zwBJfS8tJLL+Hee+/FrbfeqtyuiCRJmD9/ftWqozJkWUZKSgqioqKE2EJHxMyTaJj5stQqCc0jixr4s9dkZOcDwQagdQMJ4cGASsX3yZsx81RTsvNl/HwWyCx5xei/gHaNgVYNZGjVNZM/0TKv00iIawL8+LsMW6kd743DgJCA2qnL27jUuG/cuBHdunVTGveNGzdW+Bg27kREROQpOo2EhqFFe8csVkCjRo39kU1E3k+WZSQklWra/+fkX0D9YCCyXs3XJYr6QRJ63wz8lSbjagbgpwFiooDwYAl+Wv6Wu8Klxn337t12F4bfvXt3tRVERERE5IxWLUFbd6eiIaI6KrcQSEh2vv5KOhv36hYaKCEkAPhHQ0AlARpufK0Ulxr3hg0blnubapYIh9QQlcTMk2iYed+Qb5JhtRWdR6ur4fNnvQ0zT9XNZgOsNufr8001VwsgbuYlSYJOjFP7Pa7Sb1tubi4OHDiAU6dOIT09HZIkITQ0FO3atUPXrl2h0/EifNVJpVIhOjq6tssgqjHMPImGmfd+eYUyLqcBpy4XNQNhgUC7m2RE1OMeJkeYeaoJftqiSegcHSoPAFHGmquFmSd3VKpx/+CDD7Bs2TLk5OSg9FXkJElCUFAQJk6ciIkTJ3q0SPqbLMsoLCyEn5+fsFvqSCzMPImGmfduJrOMYxeACyl/L0vLAfacBrq3BpqE11ppdRYzTzXBTyshtomMH38vu06vBcKDa64WZp7c4XLj/uyzz2L79u1o0KAB7rvvPrRp0wYhISEwmUzIyMjAiRMn8M033+Cdd97BmTNn8Pbbb1dn3cKSZRnp6enCzEJJxMyTaJh575aZZ9+0l/Trn0B4sAx/P36uJTHzVFMigoEebYCjF4CcgqJljUKBto2BYEPNZY+ZJ3e41Lhv2rQJ27dvx/Dhw/HKK684PBx+2LBhePHFFzF37lysW7cO/fr1w9133+3xgomIiIjqqux85+sKzEUTZPn71Vw9RPQ3jbro6hRhQTLyCwGVCgjw4yks5B1Urtxp48aNuPnmmzF//vxyz2HX6XR49dVX8Y9//ANfffWVp2okIiIi8gqqCv6y4iXniYoUmIDkTOBSCnA9CzCZa+619VoJIYES6vlLbNrJa7i0x/3s2bN48MEHXT6Uo1+/fli9enWVCiPnNBpOxUhiYeZJNMy89zL6AxIA2cG6sEAgUF/TFXkHZl4smbnAT2eA9Jy/lzUIATrHAMH+tVdXTWLmqbJc2uOenZ2N+vXru/ykkZGRyMzMdLcmKodKpUJERARUFW3SJ/IRzDyJhpn3bsH+Rc1HaVo10KFF0QRZZI+ZF0uBCdhbqmkHgKsZwJFEwGKtnbpqEjNP7nBpU4/FYoFe7/omYp1OB6tVgG9dLZBlGfn5+TAYDJzMgoTAzJNomHnvplZJaBIuI9gAXMkAbuQDkfWK/jMG8PN0hJkXS2YekJHjeN2lVCArDwgLqtmaapormbfZKj71hsTCYzS8jCzLyMzMhF6v5/+5kRCYeRINM+/9NGoJ4fWA8Hq1XYl3YObFUljBueyFlpqpozaVl/n0nKINGJfTgCAD0DKq6FJ1WnZtwnM5AvwhJSIiIiKiqtBrna+TKljv61JuADuO/X26QMoN4M9koFMLoE1DQKOu1fKolrncuE+bNg3Tpk2rzlqIiIiIiMiHGQOAiHpFM8mX1iIKCDbUfE11gdkCHDrv+Bz/w+eB6BDfP4WAyudS496gQYPqroMqwc+PF4AlsTDzJBpmnkTDzIvDTwt0awUcSiiaB6JY80ggtok4e5VLZz67oOjyeI7IKJobgI272Fxq3L/77rvqroNcpFKpEBYWVttlENUYZp5Ew8yTaJh58QT7Az1vAbJyi85pN+iK9rSL0rS7lXlH15gkoXCuQi8jyzKys7Mhy/z2khiYeRINM0+iYebFpFUD9YOBhqFAaKA4TTvgOPOBfkWnEDhTL6AGCqM6jY27l+H/uZFomHkSDTNPomHmSTSOMq/TAh2bA2oH3Vl8M8DoX4MFUp3ECwsQEREREXkpk6XoEmIZOYBKAkKDgJAAsfZg+4pII3B3eyAxGbiSDgTqgdYNgMh6/DyJjTsRERERkVfKNwFHE4FTf9kv79Ky6PJhvPa396kfBIQFAnFNAZXK8R54EhOj4GUkSYK/vz8kSartUohqBDNPomHmSTTMvPuSMss27QCw/xyQml3j5ZCLKsq8JBVtdGHTTiUxDl5GkiQYjUb+nxsJg5kn0TDzJBpm3j1WG3DaQdNe7FJqzdVClcPMkzuq1LgXFhbip59+wtq1a5GcnIwbN24gJSXFU7WRA7IsIzMzkxO4kDCYeRINM0+iYebdY5OBArPz9XmFNVcLVQ4zT+5wu3HfuXMn+vTpg4kTJ2L27Nn4888/cezYMfTt2xfLly/3ZI1UgizLyMvL4xedhMHMk2iYeRINM+8erRpoFuF8feNKXiacag4zT+5wq3E/cuQInn32WRiNRjzxxBPK8oiICDRo0ABvvvkmdu3a5bEiiYiIiIjIXtMIwE9bdnk9fyDCWOPlEFE1cqtx/+CDD9CwYUNs2LABDz74oLK1qE2bNtiwYQOaNWuGFStWeLJOIiIiIiIqITQQGNQe+EfDoonMdJqi2cjvvBUINtR2dUTkSW5dJOLYsWN49NFHYTAYUFBQYLcuMDAQo0ePxuLFiz1SINmTJAlBQUGczIKEwcyTaJh5Eg0zXzVhQUC31kBcM0AC4O9XNCt5TbHJMmw2QKPm5+cqZp7c4VbjbjKZUK9ePedPqtGUaejJM4q/6ESiYOZJNMw8icadzNtkGSlZwF+pQGYuEBUCNAwFQgLFbIRUKiBQX7OvWWiWkZRRdDm67HygeaSM5pFAWLCYn0Fl8Hee3OHWofLNmjXDwYMHna7/7rvv0KRJE7eLIudsNhvS0tJgs9lquxSiGsHMk2iYeRKNO5m/eB3Y8Auw/w/gzBVgz2/Al/uB1Buc7KsmWKwyfrsEbD4M/JkMpNwADpwDvjwApGTxM6gIf+fJHW417iNHjsSOHTuwfPly5ObmAijacpSZmYnZs2dj//79GDp0qEcLpb8VFvL6HiQWZp5Ew8yTaCqT+Rt5MnafKLocWkn5JuDguaKm0pelZ8s4e0XGsUQZF67LyC2o+fFm5AD7z5ZdXmgGTl4ErKU/HCqDv/NUWW4dKv/AAw/g6NGjeOONN/Dmm29CkiQ89dRTyM3NhSzLuP322/HQQw95ulYiIiIiElxmrvPrl/+ZXHTYdkhgzdZUUy6nyth8CLCU2FEbUQ8YEC/DGFBzh6hn5gLFrXnj+kU1WKxAQhLwx1WgU0sgiJPjEXmUW427JEl455130L9/f2zduhUXLlyA1WpFfHw8BgwYgBEjRkClcvsS8UREREREVMKNPBnbj9g37QBwPQv4/TLQpZVcY5OdqVSAvw6Ibw4kXAMO/lE0o32bRkX/y7PciTzPrca92MCBAzFw4EBP1UIukCQJRqORs1CSMJh5Eg0zT6KpbObrBQB+GqDQUnZd0wgg0Ef39GbkOD/S4Hgi0PammtvLHRpY1LT//Dtg/d+GBJMFOHEBuCkc0Khrpg5vxd95codbjfvVq1fLXS9JEnQ6HUJCQrjn3cMkSYK/v39tl0FUY5h5Eg0zT6KpbObr+UvoGytjx5G/D9cGAD8tcFtLQOujlyUr79R9i7XsOf/VKcgAJGX83bSXdCkFSMsGGobVXD3ehr/z5A63Gve+ffu6tIVIrVajXbt2eOGFFxAXF+fOS1EpNpsNqampqF+/PjeKkBCYeRINM0+icSfzzSKAkV2BxOtAeg7QKAxoHAaEBvlm0w4A9fwBleS4QW8RDQT41VwtJgtwJc35+uz8mqvFG/F3ntzhVuP+9NNPY+XKlcjKykK3bt3QokUL+Pn54c8//8TevXuhVqvRu3dv3LhxA4cPH8ZDDz2EtWvXok2bNp6uX0gWi4Njw4h8GDNPomHmSTSVzbxKJSEqpOj67aIICQC6/wPYe9p+uVYDtG8OaGrwSAOtumive66TidF12horxWvxd54qy63G3c/PD4WFhfj8888RHx9vt+7cuXO47777EB8fjwcffBBXr17F/fffj8WLF+Pdd9/1SNFERERERCJRqSTc3FhGSCDw20XgRn7ROf0xUUB4vZo90kCrkdAhRsbWw2XX+fsB9YNqtBwhWW0ybuQBsgwE6gGd1nePNqEibjXua9aswbhx48o07QDQsmVLjBs3DitXrsSDDz6IBg0aYPTo0Vi9enWViyUiIiIiEpVOI6FJONAoTIbNVtRA15ZGYUC3NkXXcy8+fD/YANzdEQj2ZxNZndKyZRw+B5z6q6hxvykcuP1mGdEhfN99mVuNe0pKCqKjo52uj4iIQFJSknI7MjIS2dnZ7rwUlSJJEkJDQzkLJQmDmSfRMPMkGma+8tQqCepaPjVar5PQoYWM5lHAjbyimeRDA4EAfd38HGVZRlZe0UR+AX6Awa/26qxK5rPzZHx9oGhuh2KXUoB1PwP39ZBr/OgLqjluNe6NGzfGrl27MG7cOIfrv/vuOzRo0EC5ffHiRYSHh7tXIdmRJAl6vb62yyCqMcw8iYaZJ9Ew895LpZIQFgSE1fFD42/kyTh5oWgvtdkKhAUDvdsCN0UUbQSpaVXJ/PUs+6a9mNkCJCYD4fWqWBzVWW5tqxs7dix++eUXPP300/jtt9+Qm5sLs9mMs2fP4qWXXsK+ffswcuRIAMCmTZuwZs0adO/e3aOFi8pms+HatWuw2Rxcf4PIBzHzJBpmnkTDzFN1Mllk/HRKxi9nipp2AEi7AWzYJ5c7M351qkrmswucr/srtQpFUZ3n1h738ePH488//8Tq1auxa9cuu3WyLGP48OF47LHHkJ+fjxdeeAERERF48sknPVIwFb3HRCJh5kk0zDyJhpmn6pKeDZz+y/G6Q3/IiA4FtDU4I38xdzPvr3O+LtLoXi3kHdxq3AFg1qxZGD58OLZv344LFy7AbDajadOmuPvuu9G+fXsAgNVqxTvvvIOePXsiMDDQY0UTERERERFVJK/AeYOclAEUmosub+ctIo1FM/fnlboUn0oCYpxPQUY+wO3GHQBiY2MRGxvrdH1gYCDuvvvuqrwEERERERGRW/R+EgDHzXv9YMCvSt1QzasXIGFkVxm7jgPXMoqWBfsD/eO4x93XVSmqv//+O3Jzc+0O9bBYLMjOzsbevXsxZ86cKhdI9iRJQnh4OGdeJWEw8yQaZp5E46nMZ2TLyM6X4aeVEBJUdOk0orAgoHkU8GdS2XWdW0m1ckm9qmY+wihhZDcZGTlFl+Kr5193Z/Mnz3Grcb906RKefPJJJCYmlns/Nu7VQ632ouN5iDyAmSfRMPMkmqpkvtAs49RFGd+fkGGyAICM1g2B3rEqhAaxmRGdn1ZC31jA30/GqUtF1z339wP6xEpoVL/26qrq77yfVkJUiIeKIa/gVuP+73//G4mJiRgwYAD0ej02bdqExx9/HGlpadi5cyfMZjNWr17t6VoJRRNZJCUlISoqintjSAjMPImGmSfRVDXzl1KAb47YHwp99gpgtdkwpIsKflp+j0RnDJRwRxzQqSVgsgKBfkCQf+3lgr/z5A63Lgd34MAB3H333XjvvfcwY8YMyLKM3r17Y+7cuVi3bh3UajV27tzp6VqJiIiIiBRmi4wDZxxfUivhGpCWXcMFUZ2lUUsIC5YQHSLVatNO5C63GvfMzEx07NgRABAcHIzo6GicPn0aANCkSROMGDEC3377reeqJCIiIiIqxWwBMnOdry808TJzROQb3GrcDQaD3e1GjRohISFBud2qVSskJTmYAYKIiIiIyEP8dEDTSMfr1CogyMA9q0TkG9xq3Fu1aoV9+/Ypt2+66Sb89ttvyu2UlJSqV0YOSZLE82FIKMw8iYaZJ9FUJfNqlYT2LVTQOJjnq/vNEkKDPFAgkYfxd57c4VbjPmzYMHz77beYMmUKcnNz0bt3b5w8eRLvvvsutm3bhpUrV6JVq1aerpX+x2q11nYJRDWKmSfRMPPkbUwWGVfTZJy+ZMOf12zIzq/cIepVyXx0KDCutwr/aAzodUB4PWDIbRLiW0hQqdgYicRkllFo9o7TI/g7T5Xl1qzyo0ePxrlz5/D5559Do9HgjjvuQK9evbB48WJIkgStVounn37a07USimahTElJ4VY6EgYzT6Jh5snb5BbI+Pm0DQfO/t0whQQCo3uoEWmsOMNVzbwkSWgQBtzTWYV8E6BVA3odvzsiycqVkXBVxuFzNkAGOrSSENNABWNA3cwBf+fJHW417gAwY8YMTJ48GX5+fgCA//73v9i2bRsyMjJw++23o0WLFh4rkoiIiIjqpgvJsl3TDgAZOcCWg1bc30sNg1/NNCYatYQgQ8X3I9+SWyBj2yEbzl35O4PbDspoHm3FsK5qBHKeA/IRbjXu48ePx7BhwzBy5Mi/n0ijwZAhQzxWGBERERHVbWarjIN/OL4c29U0ID0HaOhXw0WRUJIzZbumvdif14rWsXEnX+HWOe7Hjh2DyWTydC3kIh5SQ6Jh5kk0zDx5C5sNMJmdr7daXTvfmJknd2VkO89Y2o26e747M0+V5Vbj3rhxY1y4cMHDpZArVCoVoqOjoVK59dEReR1mnkTDzJM38dNKuLW54wYkUA8YAytuTph5qory5jPwr6HTNCqLmSd3uHWo/Isvvohnn30WKSkp6NOnD+rXrw+NpuxTderUqcoFkj1ZllFYWAg/Pz9uqSMhMPMkGmaevE2rhhKO/ikjNevvZZJUNFlcsL9rk9Mx8+SuqJCiqwkUlDoYWKcpWlcXMfPkDkmW5UofQ9KmTZu/n6CcsP3+++/uVVULrFYrjh07hri4OKjVDi4GWkfYbDYkJSUhKiqKW+lICMw8iYaZJ2+UkSPjcqqMC0kyjEFAiygVokLg0uXYqiPzOflFl6e7dN0Gfz8JN0VKiA6VoPbw5eEsVhkmM+CnQ5WeO/2GDYnJMs7+ZUNokIR/NFGhYZgEjZpNnSsup8r4er9V2XgUFgwM6aJC4/C6+RvK33kqydU+1K097lOmTOHWISIiIiICAIQESggJlNCuaW1XAmTny9h2wIJTF4v2TQX7A4VmNZLTbdBqJNSvJyHcKEFbhabYbJFx6bqMX05bkZIlo3m0Ch1bqdCwfuWbsLQbNnz+nQUpyhELMn45bcPY3mrc3KR6dyaZzDLSsmXYbIAxSEJAHT20vCKN6kt46A41MnJkQAZCgyT4671zLETOuNW48xrtRERERFTdrDYZyRlFe88tViA6VEJUiAS/cs5rvpIiK017kD/Q5R9q7D5qhfV/k99LAO7pokZcCxW0Gveau/PXZHz+nUW5/es5G078acMjd2kq3byfvyqXaNqLyAA277eiYX0J9QKqZ4/s9Uwbth+yKjOyRxqBIV01aBLpnXuAA/QSAtiskw9z+zruAFBYWIhDhw7hypUr6N27NwwGAwoLCxEeHu6p+sgBR/MJEPkyZp5Ew8yTaBxl3ibL+P2SDWt/sKLkiZ29b1Xh9lvUTicl++Py35enax+jwnfH/m7agb+b4uhQCY3CK9/o5eTL2H7QUma52QocPmtFVCUOybfJMk4kOr6cXm4BkJkL1AuodIkVysmXsXaPBcmZfy9LzgQ++daCJ+/RIsLIBri68XeeKsvtTWo7d+5Enz59MHHiRMyePRt//vknjh07hr59+2L58uWerJFKUKlUiIiI4PkwJAxmnkTDzJNonGU+7YaM9Xvtm3YA2HPchqR051M06XV//1sCYLE6vl95z1Ge3AIZGTmO152/JpeZJK08KkmCsZzGXFdNvd31TNmuaS9msgCXUxxvSCDP4e88ucOttBw5cgTPPvssjEYjnnjiCWV5REQEGjRo8P/bu+/4psr9D+Cfc5I2Sfegk5bZ0rIpqxREvUBBBASZAnJRvIKD68+FF9yKCPeKCxcOlMsQkE0FFBBFVLaCqOwrG7r3SJOc8/ujNjQ0LW2aZp3P+/Xi9aJPTk6ep/nkNN8znoP//Oc/2LFjh906SdfIsoySkhLYMKcgkVti5klpmHlSmpoyn50v11h0X8yu+fPRJqZuX2+trUGSZFzNkfDr/0w4csaEq9kSTJLlkt5eljsHqmoSKNS72E6Ks34de2KsgFD/xjnyXVpe8++vsLRRXpKq4HaebGFT4f7BBx+gadOmWLt2Lf7+97+bQ5eYmIi1a9eiZcuWWLx4sT37SX+RZRl5eXn8oJNiMPOkNMw8KU1NmRdq+ZaqruWx6CYChvZSQSUCEGpfNm2PAWfTJRhNMiRJxh/nJLy30YBV3xnxxS4j3ttkwNE/LYv3YD8Rt3ayXmz3aa+q93XzseEChqeoLAr+uGgBA7ur4e3VOIV7sJ+AmtYcGczT5Bsbt/NkC5tOwDl8+DDuu+8+6HQ6lJWVWTzm5+eHMWPG4MMPP7RLB4mIiIhIecICBei8gdLrTj0XUDGLeE281QK6xYtoESEiv8iE4b1VWP+jCVUPnPdpL2L/cRMuZcnY+4eE8f3UCA8W8MUuo8Vykgys+d6IiCAvRIVee83OrSr2Bnx3xIQyQ8V16IN7qNAsvP5Fr7daQNd4ES0iBeQXAxqviiP3GhuKdpMkw2QCvNS137I5LFDAzZ1E7PrV8rT4VpECokNdr3A3STIy8yr+iSIQHiwgLJCnmZOy2FS4l5eXIzAwsOaVqtXVCnoiIiIioroK8RcxoZ8ay3cazdeNq0RgRG8VIm5wVFglCggPAsKD1JAkGREhAjJyZZTqZZSWA0f/J+HKX9e4ywA27TFi7C1qi0nsKskykJ4nIyr0WpuvTkDv9iq0ay5AbwB8NAL8fWwveAVBQGiAgNAA255vNMk4ly5h3zETMvJktG0monNrFSJDrBe3XmoBfdqr0DRUxP4TJpQbgG7xIlpHN2wcjcFoknH0Twlrv7+2U8VLDdzdX434mMa9XR6RK7GpcG/ZsiX279+P8ePHW318586daN68eYM6RjXTaDTO7gKRQzHzpDTMPClNTZlvGSnioWFqZOTKMMlAWKCI0ADUedZ2ABDFilvIRQYDn39jwG9nq1fnRaWA3lDzOmp6tSA/1zjqe+qihCXbDObr9q/mmLD/uAn3D/GusXj30Qho11xAYqwAWQZUDbivfWPKyJWxZpfRYk4CgxH4fKcR00cICA1wjfegvridp/qyKemjRo3CV199hc8++wzFxcUAKvYU5uXl4cUXX8TevXsxfPhwu3aUKoiiiNDQUM5CSYrBzJPSMPOkNDfKfIi/iMRmKrRvrkJ4UN1vtWZNTUe0BQHw0wFqKwdwRaHi1GxXVVgiIW2Psdpke8VlwO9na5jdrwpRFFy2aAeAq7mS1YkE9QYgM989rxHndp5sYVNa7r77bgwePBj//ve/kZqaCkEQMH36dKSkpGDlypXo06cPJk+ebO++EiomsygsLORkFqQYzDwpDTNPSuPIzLdrroK1S7+7xomIChVw161qi+JdJQJjblG79H3Ni8uAnELrv7sTF6rPiu9R3HRo3M6TLWw6VV4QBLzxxhtITU3F5s2bcfbsWZhMJiQlJWHQoEEYOXIk9yA1ksoPuq+vb62TjhB5CmaelIaZJ6VxZOajmwiYlKrGxh+NyC+uOJretY2IWzur4K0WkdBMxsN3eCEjr6KgCgsSEBYoQJKBrDwJsgAE+wpQ13Pm+Mak8QJ0GqBUX/2x6NCGnaHgCiKCRQgwVavRNV4V74874naebGFT4W4ymaBSqTB48GAMHjzY3n0iIiIiIrI7lSggMVaF6GECCkoqJjkLDRCg/utUcVEQEB4sIDz42nMy8yR8d9iAQyclyDLQubWI/t28EBHsGgepgv1FDOiqRtoeo0W7KABJ8TZ91XcpEcECRvZVYf0P1+4MoFYB4/up3fb6diJb2PRpvuWWWzB8+HCMHDkSrVu3tnefiIiIiIhqVFImIT1XRlm5jGB/AWFBYr2OLAf4igjwvfFyRaUSVu4sx4WMa8d7D5+WcCmrHNOGeSPA1zUKxy6tK+5bv/2QEcVlFUfab++lRmyY+x/NVasEdG6tQnSoiIx8GSoRiAgS0CTQ/cdGVB82Fe7BwcFYtGgRPv30U3Tu3BmjRo3C7bffDl/fOmwBqUEEQYCPjw9PqyHFYOZJaZh5Upr6Zj4zT8IX35bjz6sVs8OrROCO3l7onqi26d7ntUnPkS2K9mt9kHElR65T8e8IvjoBvdqp0ba5iHIj4KsV4KPxnG2IWiUgKlSwuCWfO+N2nmxh027CtLQ0rF+/HpMmTcLFixfx3HPP4aabbsKsWbNw8ODBBncqJycHqamp2Ldvn7ntyJEjGDNmDJKSktCvXz+sXr3a4jnr169HamoqunTpgpEjR+KXX35pcD9ckSAICAoK4gedFIOZJ6Vh5klp6pN5o1HG9kMGc9EOACYJWP+DARcyrNyEvYFKy2uePKy0zPUmFgv0FREWKHpU0e6JuJ0nW9h8fk/btm3x9NNPY9euXVi4cCFuueUWbN26FZMmTcLAgQPx4Ycf2rTeQ4cOYdy4cTh//ry5LT8/H1OnTsWIESNw4MABzJkzB3PnzsWvv/4KANi3bx9mz56NefPm4cCBA7jjjjvw4IMPorS01NbhuSxZlpGXl8dZKEkxmHlSGmaelKY+mc8plPHLKeu3ODt27sa3PquvYD+xxnu4hwSw6CLbcDtPtmjwhTkqlQq33nor3nrrLezYsQMDBgzA+fPn8dZbb9V7XevXr8eTTz6Jxx57zKJ927ZtCAoKwsSJE6FWq5GSkoJhw4Zh+fLlAIDVq1djyJAh6NatG7y8vHDPPfcgODgYW7ZsaejwXI4syygpKeEHnRSDmSelYeZJaeqTeVmWUdNi5Ubr7baSJBkGo4Re7ap/Xe7dXoVwF5mcjtxP1cwXlkg4e8WIi5kmlNVyhgdRg6eaNJlM2L17NzZu3IjvvvsOpaWliImJwciRI+u9rptuugnDhg2DWq22KN5PnTqFNm3aWCwbFxeHNWvWAABOnz6NUaNGVXv8+PHj9e6DJEnm01YEQYAgCH/9kbj2QapslyTLU7JsaQdQ7Q9VTe2iKJr7UnVdVdtrWv76vrjimGxt55g8f0xVM+8pY6prO8ekvDFdn3lPGJMnvk8ck/3GVDXzNxpToC+QECPixMXqp8W3bS7W+rmp75jOXpXw3voyJDZXYWAPFS5kyJAkGV3i1UiIFeGtrvi5LmOtbUzu8j5xTPYbU2XW/3dFwsodemQXViybECtiRF9NxS3w3GxM1/fFE94nR43p+j7UxObC/ejRo9i4cSO2bNmC3NxcaDQapKamYtSoUejVq5dN6wwLC7PaXlxcDJ1OZ9Gm1WpRUlJSp8frIz093XwPeh8fHwQFBSE/P99iXf7+/vD390dubi70+ms3zQwKCoKPjw+ysrJgNF7b7RsSEgKtVov09HSLNyYsLAwqlQpXr1616ENkZCRMJhMyMzPNbYIgICoqCuXl5SgqKjK3qdVqhIeHo7S0FHl5eeblNRoNQkNDUVRUhMLCQnO7K45Jr9cjJyfH3M4xcUxVx5SdnW2ReU8Ykye+TxyT/caUm5trzrxWq/WIMXni+8Qx2W9MkiSZMx8eHl7rmHKyMzGgazCu5AIFxdce79NBQKB3Aa5eLbPLmFQqL/zwqy8kGfjjrAnHzpkQHSpCFIFfThrQqZUWWVmZinqfOCb7jUmWZZQaffHxV2UoN1x7rRMXJKz9To8J/YHgQB+3GlMlT3qfHDWmkJAQ1IUg17XEr2Lw4ME4e/YsZFlGx44dMWrUKAwdOhR+fn71XVWNEhISsGTJEiQnJ+OVV15BRkYGFixYYH586dKlWLt2LTZs2IA77rgDY8eOxd13321+/J///CeioqLw9NNP1+n1TCYTDh8+jE6dOkGlUgFwzT1GkiShsLAQfn5+5uVcaY+RJ+4F45icOyaTyYSioiJz5j1hTJ74PnFM9j3iXjXznjAmT3yfOCb7jUmWZXPmKw+e3GhMeUUVs7qX6WWEBoqICAI03teuOW/omMrKZby9pgwZedW/Jgf7C3h8rA4+Gst2T3+fOCb7jUmWZRw+bcSy7QZY89gYHZpFqNxqTNf3xRPeJ0eNSZIkHDlyBF26dDHXodbYdMQ9Ly8PkydPxujRoxEXF2fxmF6vx5dffolVq1bhiy++sGX11bRp0wY//vijRdvp06cRHx8PAIiPj8epU6eqPX7zzTfX+7VEUTT/0ahU+Uu2tmxN66hPu7V119QuiiICAwOtLmtt+fq2O2NM9uo7x+SZY1KpVFYz785j8sT3iWOy35isZd7dx+SJ7xPHZN8xWcu8NZXtIQEV/2pjrY/Z+SZczZFgkoDwYBHhf52SfP3yWm8ZCc1UyMirfuF8fFMVtN4CxBruG+/J75O19de1nWOybDddV7xVZTTJtfbRVcdUl3aOqXr79TsPamJT4b57926o1ZZPPXPmDFauXImNGzdanFpgD6mpqXjttdewePFiTJw4EYcOHUJaWhref/99AMDo0aPx8MMPY/DgwejWrRuWL1+O7OxspKam2rUfrkCSJOTm5iI4OLjGMBB5EmaelIaZdz5JlpGZKyGvSIKPVkREsAhvO98fnK5xVObPXjHio01lKP7rNm5qFTD5Ni06tFJXK8JFUUDPRC/sP2aEvspBUW810KejF9Qq5oFsJ0kSQvys3wUh0FdASAC3/VSdTYV7ZdFuNBqxbds2rFixwnz/dlmW0aNHD0yePNlunQwODsann36KOXPmYMGCBQgJCcGzzz5rvpY+JSUFL7zwAl588UWkp6cjLi4OH3/8MYKCguzWB1dS9RoKIiVg5klpmHnn0ZfL2H/MgPXfl8Hw1/fqnm29MLS3BsH+/DJtb6V6CRm5EopLtFB5ywjyb5zXKSiWsOSra0U7ABhNwOKtZZgxwQdRodVPT40JV2H6SB0Onzbi1EUTWkWp0LWNGrHhNZ/KSlRXPl6FGNY7AGk/XdszpFYBEwZoEOTHbQ1VZ1PhfvHiRaxatQrr1q1DTk6O+fD+rbfeikceeQTt2rVrcMdOnDhh8XPHjh2xcuXKGpcfPnw4hg8f3uDXJSIiIuU6l27CF9+WWbTtP2ZAZIiI1B6aGp5FtkjPMWHVN2U4daliD0mwfwn+PkiHuJgG3/Somqx8CdkF118TC/Tt7IXTF434/hc9opqoEB+rtijiY8JUiAlTwWSSoeJRdrInyYDe7dVoFa1Geo4EtRqIDhURGcKinayr85ZRlmXs3LkTK1euxI8//mi+qL5Lly5ITk7GRx99hDFjxtilaCciIiJyhl/PWJ8s6ttfytGznRcCffml2h7KymWs+e5a0Q4AuYUyFm4swYwJvogItu9RbWuXw/4tyQu/njYgPbfyWmMDfLUC/jnGBzFhll+RWbRTY/D2EtAiUkSLSJ7FQTdWp8L9vffew+rVq83T7ickJGDIkCG4/fbbERMTg0uXLuHDDz9s1I5SBUEQEBQUVOOEDESehpknpWHmncto/bJTmEwyUO/78Lg+k0lGVr4Eo0lGiL8IndYxOyYy80w4fr76L1tvAK5mS3Yv3MODRDQNE3Eps6JI13oDMuQqRXuF4jIZPxwpx5i/qVisU6Phdp5sUafC/Z133oGvry8efvhh3HHHHWjevHlj94tqIAgCfHx8nN0NIodh5klpmHnn6thKjR+PVj/qflMnbwT4etaX7Ox8E745qMcPR8phkoAWUSqM7a9D80j7n6p+vVom1K7YSWJnvjoRdw/U4r9by3A1R0J4sIhLGdY7cfR/RtzeW0aAj2e93+Q6uJ0nW9Rpt2p0dDSKi4vx0Ucf4dlnn8XChQtx9uzZRu4aWSNJEjIyMqrd/4/IUzHzpDTMvHO1jFJhYA9vi7bW0SJ6tffyqKNjJpOMHQf12PVLRdEOAGevmPDe2mJk5tVw2oEdhQaKiLJyLa8oABEhjXPacHQTFf45Wof/G6PDyJs1iAm3/jU4LEiERu057zW5Hm7nyRZ12qW6c+dO7NmzB2vWrME333yDAwcO4O2330a7du0wdOhQdOzYsbH7SVUYjdXvKUrkyZh5Uhpm3nl8tCIG9dSgc5wXcgsk+OgERIWI8PPxrGvbM/Mk/HCkvFp7camMy5kmhAU17jW3fjoREwdqsXBjKYpKK46wq0Tg7oFaRIY23u/aTyfCT1exflEEvv25vNrlEYN6aqDxZuFOjYvbeaqvOp8LlZKSgpSUFBQVFSEtLQ1r167Fb7/9hj/++ANAxSkfR48eRd++feHt7X2DtRERERG5Jm8vAc0iVGgW4bkTRhlNco2nq+sNjrmYv3mkGk/e5YMr2RJKywxoGu6NiBAVVKJjiuZmESr8c7Qvtu4pw5nLJkSEiBjWW4u4po1/qQARUX3Ve8vk5+eH8ePHY/z48Th9+jTWrFmDtLQ0ZGdn48MPP8TKlSsxevRo3HXXXYiJiWmMPhMRERFRA4QEiIgNF3HBynXekY10qro1oYEqBPsLuHo1E5EhkRAdVLQDFQedWjdV4/47fFFcJkHrLcDHQZPzERHVlyBX3oS9AYxGI7799lusXbsWP/zwA4xGI1QqFX7//Xd79NEhTCYTDh8+jC5dukClct097LIsQ6/XQ6PReNS1dkQ1YeZJaZh5cpSzV4x4d00xSvXXvgqO6adDn47e8PJyXPaYeVIaZp6qqmsdapdzgdRqNVJTU5GamoqsrCysX78eGzZssMeq6TqCIECr1Tq7G0QOw8yT0jDz5CgtotR46m4/XMo0wWCUERGiQnSoyqFFO8DMk/Iw82QLu58P1KRJE9x///3YvHmzvVdNqJiF8sqVK5yFkhSDmSelYebJkcKDVUhq442e7TRoHql2eNEOMPOkPMw82YIX8rghO1zdQORWmHlSGmaelIaZJ6Vh5qm+WLgTERERERERuTDe74KIiIiIyMHSc4w4ed6IixlGtIhSIy7GC2HBrjtBMhE5Fwt3NyMIAsLCwjgDJSkGM09Kw8yT0igx81eyjHhrZQGy869d49w0TIXpYwJYvCuAEjNPDcdT5d2QK9+ujqgxMPOkNMw8KY3SMn/kdLlF0Q4AlzJNOHHe4KQekaMpLfPUcCzc3Ywsy7h69SontCDFYOZJaZh5cmWZOUYc/KMMu38pxcnz5SjVN3xWbGdmvqRMQkmZ42f2PnrKeoF+ioW7InA7T7bgqfJEREREdEMX0w14c1k+couuFbp33OyD23r7QKtxr2NB+UUmHDlZjm17SiADSO2lQ5c2GgT5O+YoaHys2urR9dhIfjUnIuvcaytLRERERA5nNMnYvq/UomgHgE3fl+BihtFJvbKN0SRj+94SLE4rxOUsE65kmbDkyyJ89VMJjCbHHAHtmqiB1tvy+mZ/HwHtWno55PWJyP1wtx4RERER1aqwRMLhE3qrj2XmmhAX6+AONUBGjglf7ymt1r5jXyn6JmnRNLzxi+dmkWo8NSkA+37X4+R5I9q38kKPthpEN+FXcyKyjlsHNyMIAiIjIzkLJSkGM09Kw8yTK9J6C2gSpEJhSfWj6z7ahp3A6ejMl+klmKxc1i7JQKnecdccN4v0QrNILxhNMtQqft6VhNt5sgVPlXdDJpPJ2V0gcihmnhqL3iBBb3D8xFQ3wsyTq9FpRAy/1bdae3QTlV2uy3Zk5oMDVAjyq/4VOMBXREiA42f6ZtGuTNzOU32xcHczsiwjMzOTs1CSYjDz1BgKik346UgJ5i7KwdxFOfjpSAkKi13jSxQzT64qsYU3Hp8YiITmXmgSJGJoXx9MHxfY4GLX0ZkPDlBhynB/qKt0WyUCU4b7IySQt+iixsftPNmCp8oTEZGiSJKMbw+UYO03Rea2hWvyMaq/H4bd7AdR5NEvImu8vQR0iNMgvpkXDEbAVye47am+7Vt74/n7Q3Axo2Jm96ZhajSN4NdiInJd3EIREZGipOcYsWlXUbX2TbuK0LODDlGcHEpRCopNOHG2HHuOlMLfV0RKZx3iYryhVrtnQeoIGm8RGm9n96JhBEFATIQaMSzWichNcGvlhtx17zaRrZh5sqcyvQyDlbtXGYwVk1a5AmbeMQxGGZt3F2Hz7mJz284DJXhyUgg6J2id2DPlYeZJaZh5qi8W7m5GFEVERUU5uxtEDsPMk70FB6gQFqxCZq7lNe1hwSoEO2Fiqusx845zOdOILT8UW7TJMvD5VwVoFesNfx/3ngpIlmWcvWLA8f/pUVwqI7GlN1rHeEPXwFng7Y2ZJ6Vh5skWLNzdjCzL0Ov10Gg03FNHisDMk70F+atw34hAvL40x3zk3dsLuG9EIIL8nV+4M/OOU1higrW5oS5nGlGml+xauJeUmnD2sgEX043w8xHRKsYLkU0a937hJ8+VY+6iLIszTMbfFoDbbvJzqZnMmXlSGmaebMHC3c3IsoycnBze+5EUg5mnxtCulQYvP9gEFzMqKpqYcDWahjduEVVXzLzjhASo4KVGtUsnElva92i7vlzC1h+KsPabQnNboJ+IWfc1QbOoxrlYvEwvYfW2gmpj+2JbATonaBAb6ToXqTPzpDTMPNnCtc6VIiIicpCm4V5I7qBDcged3Yp2WZZRUGRCqYtcK0+1iwxVY/KwQIs2rbeAcQP9odXY7yvSpQyjRdEOAPlFEr47WAJJapzbQRWXSjhz0VCt3SRVvDYREbkXHnEnIiKyg6tZBuw6WIzvDxUjNEiFkf0D0ba1Bhov7iN3VaIooHdnHZqGq3HhqhHeXgJaRHshJsK+Z1/k5Justv96sgylA/zhq7P/JRq+OhGtY7xw7M9yi3aVCi5xSQgREdUPv024IbWa+1tIWZh5cnWFxSZ8sCobG3YWICffhFPnyvHvTzNx/H96m9bHzDuOt5eI+GYa9Ovpi5uSfOxetANAgJ/1r1txzbyh8W6cr2JajYgxAwPgdV2Uxg4MQKQL3vKQmSelYeapvpgYNyOKIsLDw53dDSKHYebJHVxMN+DkufJq7V/uKkDbVhp41+OoOzPveWIi1Li1uw++O1hibtN4C0jt1biTxLVp7o0XHwzDibMVs8ontPBGqxhvl5qYDmDmSXmYebIFC3c3I8sySktLodPpOJkFKQIzT+5AX279OuXcAhOMJhne9TiIy8x7Hh+tCuMGBaJrWx2OnCxFeLAandpo0Ty6cSeIEwQBLaK90aKRX6c25QYJ56+U43KGETqtiBbR3ggLsfz6ycyT0jDzZAsW7m5GlmXk5eVBq9Xyg06KwMyTO4gIVUOrEVCmtyzg/9bTDz7a+l1PzMx7pkB/Fbq316F7e52zu+IwJpOM7w8W46M12ea2iFA1/nVfOGIiru1MYOZJaZh5sgWvcSciImqgqDAvPHp3E/hor30B69FBi54dfJzYKyLnupxpwKL12RZt6dlG/HCoGLLcOLPpExF5Kh5xJyIisoPOCTq8+n+RyMwxQqsRER2urvfRdiJPkp1nhMnKhPoH/yjBiP4B0Gr4+SAiqisW7m5Io9E4uwtEDqWEzOv1Ei5lGFBUYkJYiBqRTbx4+pwbigj1QkRow2clV0LmyfMF+KkgCMD1B9fjm1efsJGZJ6Vh5qm+WLi7GVEUERoa6uxuEDmMEjKfW2DEmq9y8fWPhQAArUbA/00KR7f2PhBFFu9Ko4TMkzI0DffC0FsCkPZdgblNqxEwoJe/xbaNmSelYebJFizc3YwsyygqKoKfnx+PxpEiKCHzx86UmYt2ACjTy3hjcQZee6qpxQROpAxKyDwpg8ZbxPB+gWjfWoujp0oRGqRGx3gtmkdbHmlk5klpmHmyBQt3NyPLMgoLC+Hr68sPOimCEjK/70hxtTaDUcbVTAMLdwVSQuZJOQJ8Vejazgdd29U8USMzT0rDzJMtOKs8EZGTRYZZvyZap+UmmoiIiIhYuBMROV3PTr7w9rLc496xjRaxkTzaTkREREQ8Vd7tCIIAHx8fnlZDiqGEzLeO1eDlR6Lw7b5CnL1Yjpu6+aFbex8E+PFWSUqkhMwTVcXMk9Iw82QLFu5uRhAEBAUFObsbRA6jlMzHNdMirpkWJpMMlYp/yJVMKZknqsTMk9Iw82QLnirvZmRZRl5eHuTrb4pK5KGUlnkW7aS0zBMx86Q0zDzZgoW7m5FlGSUlJfygk2Iw86Q0zDwpDTNPSsPMky1YuBMRERERERG5MBbuRETXKdObkJtvgNHIPeFE9iJJ/DwRERHZipPTuRlBEODv789ZKEkxHJl5WZbxx+lSrEjLwNmLeqQk+WNY/xA0i9Y2+msTVfKk7bzRKOP4/0qwdVcu8gqMGHRzMLq09UWAH79+0DWelHmiumDmyRb8y+lmKj/oRErhyMz/70IZnnnjnPlI+9bv8/D76RLMebw5ggO9HNIHIk/azh87U4JnXj+HyoPtR46X4J5R4Rg1KJRfWMnMkzJPVBfMPNmCp8q7GUmSkJ2dDUmSnN0VIodwZOZP/K+02unx5y+X4+LV8kZ/baJKnrKdN0ky0r7JwfVnyK/8MhMZ2QbndIpckqdknqiumHmyBQt3N6TX653dBSKHclTma5rclZO+kqN5wnZelmTkFBirtevLZRg4fwRdxxMyT1QfzDzVFwt3IqK/tGmpg0pl2RYd7oWYSG/ndIjIjanVIm7rG1ytvVcXf4SF8NITIiKi+mDhTkT0l9bNtJj9aHO0aaGFViPglp4BeOahWIQEscggskX3jn4YP7QJvNQV17P37OSHe0aGQ+PNrx9ERET1IcgyTwIFAJPJhMOHD6NLly5QXX/IzYXIsozS0lLodDpO7EOK4IzMF5eaUFJqQlCAGl5qFhjkWJ62nTdJMtIzy2E0yQgP9YJW47p/Y8k5PC3zRDfCzFNVda1DOau8mxEEAT4+Ps7uBpHDOCPzvjoVfHUsLsg5PG07rxIFREdonN0NcmGelnmiG2HmyRY8lORmJElCRkYGZ6EkxWDmSWmYeVIaZp6UhpknW7Bwd0NGY/VZeok8GTNPSsPMk9Iw86Q0zDzVFwt3IiIiIiIiIhfGa9yJiMihDEYJl9P1MBgkRIZp4OfLP0VEREREteG3JTcjCAJCQkI4AyUpBjPvWXLzDfgi7SrWfZ0BSQI6JPjisX80R7NonbO75jKYeVIaZp6UhpknW/BUeTcjCAK0Wi0/6KQYzLxnOfxHIdZsrSjaAeC3E8X4fMMVGAycoKcSM09Kw8yT0jDzZAsW7m5GkiRcuXKFs1CSYjDznmXPobxqbd/vz0NuASfpqcTMk9Iw86Q0zDzZgoW7G5Jl2dldIHIoZt5ztGpW/ZT4mEgNtBr+OaqKmSelYeZJaZh5qi9+UyIiIodJ6RqE0OBr06uIIjBtYgwC/DjlChEREVFN+E2JiIgcpnmMDvOfScDpcyXQ6yW0jNWhdQsfZ3eLiIiIyKWxcHczgiAgLCyMk1mQYjDznicmSouYKK2zu+GymHlSGmaelIaZJ1vwVHk3pFKpnN0FIodi5klpmHlSGmaelIaZp/pi4e5mZFnG1atXOaEFKQYzT0rDzJPSMPOkNMw82YKFOxEREREREZELY+FORERERERE5MJYuBMRERERERG5MBbubkYQBERGRnIWSlIMZp6UhpknpWHmSWmYebIFC3c3ZDKZnN0FIodi5klpmHlSGmaelIaZp/pi4e5mZFlGZmYmZ6EkxWDmSWmYeVIaZp6UhpknW7BwJyIiIiIiInJhHlW4Z2dn46GHHkL37t2RnJyMOXPmwGg0OrtbdlNSUo6T/yuG3ujv7K4QERERERGRg3hU4f7oo4/Cx8cHu3fvxpo1a7Bnzx4sXrzY2d2yi99P5GPhf8/hkaePYOYrf+Cb3ZnIzS1xdreIHIKTt5DSMPOkNMw8KQ0zT/XlMYX7uXPnsH//fsyYMQM6nQ6xsbF46KGHsHz5cmd3zS6++zEL67ZcRkmpCZeulGH2G8dx/Eyps7tF1OhEUURUVBRE0WM2V0S1YuZJaZh5UhpmnmyhdnYH7OXUqVMICgpCRESEua1169a4fPkyCgoKEBAQUKf1SJJk3gMmCAIEQYAsyxaTR1S2S5Jk8Vxb2gFUm5ji+vY/LxRj5w+Z1/UTuHSlDJIkQRTFan0EYLXdVcZUWx/r284xefaYTCYT9Ho9NBqNuc3dx+SJ7xPHZL8xSZJkkXlPGJMnvk8ck/3GJMuyOfOVhYy7j6kufeeYlDumysxrtdpax+pOY7q+LxxT3duv70NNPKZwLy4uhk6ns2ir/LmkpKTOhXt6err5j4aPjw+CgoKQn5+PkpJrp6X7+/vD398fubm50Ov15vagoCD4+PggKyvL4tr6kJAQaLVapKenW7wxYWFhUKlUuHr1qkUfIiMjYTKZkJlZUaz7eAcgOkKL9Ey9xXK+vipkZWUhPDwcpaWlyMvLMz+m0WgQGhqKoqIiFBYWmttdZUxARXijoqKg1+uRk5Njbler1RwTx2Qxpry8PPj5+UEQBI8Zkye+TxyTfcaUm5uLoqIi+Pn5QavVesSYPPF94pjsNyZJksyZDw8P94gxeeL7xDHZb0yyLKOoqAjh4eEIDg72iDFV8qT3yVFjCgkJQV0Icl1LfBe3fft2PPvss9i3b5+57cSJE7jjjjtw8OBB+PvXPqGbyWTC4cOH0alTJ6hUKgCutcdo/y+5eHbuHyjTV6yjU7sATL+vFRLj/F1qj5En7gXjmJw7JqPRiPT0dEREREAURY8Ykye+TxyT/cZkMpksMu8JY/LE94ljst+YJEkyZ77yO5i7j6kufeeYlDumysxHRkZCpVJ5xJiu7wvHVPd2SZJw5MgRdOnSxbwNtMZjjrjHx8cjLy8PWVlZaNKkCQDgzJkziIyMvGHRXlXll6SqKn/J1pataR31abe27uvbe3ULxWsvdMDFy6XQalWIjdYhMT7AYllr66lvuyPHZGsfOSbljUkQhGqfTXcfU33aOSZljcla5t19TJ74PnFM9h1T1ezX1Pea2l11TNbWX9d2jsnzx1TT/xvSd2ePqS7tHFP19ut3HtTEY2ZEaNGiBbp164ZXX30VRUVFuHDhAt5//32MHj3a2V2zm6SOwRiSGonObQW0ae3n7O4QOYxa7TH7GInqhJknpWHmSWmYeaovjyncAWDBggUwGo3o378/xo4di759++Khhx5ydrfsShRFhIeH17gHh8jTMPOkNMw8KQ0zT0rDzJMtPGpXT5MmTbBgwQJnd6NRybKM0tJS6HS6Gk8RIfIkzDwpDTNPSsPMk9Iw82QL7uZxM7IsIy8vr87XQhC5O2aelIaZJ6Vh5klpmHmyBQt3IiIiIiIiIhfGwp2IiIiIiIjIhbFwd0MajcbZXSByKGaelIaZJ6Vh5klpmHmqL4+anE4JRFFEaGios7tB5DDMPCkNM09Kw8yT0jDzZAsecXczsiyjsLCQk1mQYjDzpDTMPCkNM09Kw8yTLVi4uxl+0ElpmHlSGmaelIaZJ6Vh5skWLNyJiIiIiIiIXBgLdyIiIiIiIiIXxsLdzQiCAB8fHwiC4OyuEDkEM09Kw8yT0jDzpDTMPNmCs8q7GUEQEBQU5OxuEDkMM09Kw8yT0jDzpDTMPNmCR9zdjCzLyMvL42QWpBjMPCkNM09Kw8yT0jDzZAsW7m5GlmWUlJTwg06KwcyT0jDzpDTMPCkNM0+2YOFORERERERE5MJ4jftfKvd4mUwmJ/ekdpIkQZIkmEwm7qUjRWDmSWmYeVIaZp6UhpmnqirrzxtlQZCZFgBAeXk5jh496uxuEBERERERkcJ07NgR3t7eNT7Owv0vkiTBaDRCFEXemoGIiIiIiIganSzLkCQJarUaoljzlews3ImIiIiIiIhcGCenIyIiIiIiInJhLNyJiIiIiIiIXBgLdyIiIiIiIiIXxsKdiIiIiIiIyIWxcCciIiIiIiJyYSzciYiIiIiIiFwYC3ciIiIiIiIiF8bC3Y1kZ2fjoYceQvfu3ZGcnIw5c+bAaDQ6u1tEdrNlyxa0a9cOSUlJ5n8zZswAABw5cgRjxoxBUlIS+vXrh9WrVzu5t0S2y8nJQWpqKvbt22duu1HG169fj9TUVHTp0gUjR47EL7/84uhuE9nMWuZfeOEFdOjQwWKbv2rVKvPjzDy5o+PHj+Pee+9Fz5490adPHzz11FPIyckBwO08NZBMbuPuu++Wn3jiCbmkpEQ+f/68PGTIEPnjjz92dreI7GbevHnyzJkzq7Xn5eXJPXv2lJctWyYbDAb5p59+kpOSkuQjR444oZdEDXPw4EF5wIABcps2beS9e/fKsnzjjO/du1dOSkqSDx48KJeXl8ufffaZnJycLJeUlDhzKER1Yi3zsizLd955p7xu3Tqrz2HmyR2VlpbKffr0kd9++21Zr9fLOTk58v333y9PmzaN23lqMB5xdxPnzp3D/v37MWPGDOh0OsTGxuKhhx7C8uXLnd01Irs5evQoOnToUK1927ZtCAoKwsSJE6FWq5GSkoJhw4Yx/+R21q9fjyeffBKPPfaYRfuNMr569WoMGTIE3bp1g5eXF+655x4EBwdjy5YtzhgGUZ3VlPny8nKcPHnS6jYfYObJPV2+fBmJiYl4+OGH4e3tjeDgYIwbNw4HDhzgdp4ajIW7mzh16hSCgoIQERFhbmvdujUuX76MgoICJ/aMyD4kScLvv/+O7777Dn/7299w880347nnnkN+fj5OnTqFNm3aWCwfFxeH48ePO6m3RLa56aabsH37dtx+++0W7TfK+OnTp/kZILdUU+aPHz8Oo9GIBQsWoHfv3hg0aBA++ugjSJIEgJkn99SqVSt88sknUKlU5ravv/4a7du353aeGoyFu5soLi6GTqezaKv8uaSkxBldIrKrnJwctGvXDoMGDcKWLVuwcuVKnD17FjNmzLCaf61Wy+yT2wkLC4Nara7WfqOM8zNA7qqmzBcWFqJnz56YNGkSdu3ahddeew1Lly7Fp59+CoCZJ/cnyzLefPNNfPvtt3jmmWe4nacGY+HuJnx8fFBaWmrRVvmzr6+vM7pEZFdNmjTB8uXLMXr0aOh0OkRHR2PGjBn4/vvvIcsyysrKLJYvKytj9slj6HS6WjN+o8eJ3E2fPn2wZMkS9OzZE15eXujUqRMmT55sPi2YmSd3VlRUhEceeQRpaWlYtmwZEhISuJ2nBmPh7ibi4+ORl5eHrKwsc9uZM2cQGRkJf39/J/aMyD6OHz+O+fPnQ5Zlc1t5eTlEUUSnTp1w6tQpi+VPnz6N+Ph4R3eTqFG0adOm1ozHx8fzM0AeZceOHVi5cqVFW3l5ObRaLQBmntzX+fPnMWrUKBQVFWHNmjVISEgAwO08NRwLdzfRokULdOvWDa+++iqKiopw4cIFvP/++xg9erSzu0ZkF0FBQVi+fDk++eQTGI1GXL58Ga+99hruvPNODBo0CFlZWVi8eDEMBgP27t2LtLQ0jBo1ytndJrKL1NTUWjM+evRopKWlYe/evTAYDFi8eDGys7ORmprq5J4T2UaWZcydOxd79uyBLMv45ZdfsGTJEowbNw4AM0/uKT8/H5MnT0bXrl2xaNEihISEmB/jdp4aSpCrHt4il5aVlYWXX34Z+/btgyiKGDFiBJ588kmLCTCI3Nn+/fvxxhtv4OTJk9BoNBgyZAhmzJgBjUaDo0ePYs6cOTh58iRCQkLw0EMPYeTIkc7uMpHNEhISsGTJEiQnJwPADTO+ceNGfPDBB0hPT0dcXByeffZZdO7c2VndJ6q36zO/cuVKfPbZZ0hPT0eTJk1w7733YuLEieblmXlyN5999hnmzZsHnU4HQRAsHvvll1+4nacGYeFORERERERE5MJ4qjwRERERERGRC2PhTkREREREROTCWLgTERERERERuTAW7kREREREREQujIU7ERERERERkQtj4U5ERERERETkwli4ExEREREREbkwFu5ERERERERELoyFOxER2cU777yDhIQEi39t27ZFUlIShg4divnz5yM3N7fa8yZNmoSEhIR6v97MmTORkJCAixcv3nDZfv36oV+/fvV+DXtZt24dEhISsG7dOquPl5aWIjU1FQkJCfj6669rXE9xcTH69euHdu3a4eeff7b5dwdce7/27dt3w2Vv9Dp6vR49e/ZEly5dUFxcXKfX3bBhQ537um/fPiQkJOCdd96p83Oul5GRgZKSEvPP1+fH2mvUlJtz587Z3I+aXLx4Ed26dcOxY8cAXMuMtX9JSUlITU3F888/j8zMTIv11OdzUVVd8zBv3jz84x//qN/giIiowdTO7gAREXmWcePGoVu3bgAASZJQUFCAI0eOYNGiRdiwYQOWLVuGFi1amJd/4IEHMHr0aJteJyUlBSEhIfbqutPodDq8+uqrmDRpEmbPno1evXohMDCw2nLz58/HpUuXMG3aNHTt2tXm3529aTQaDB06FMuXL8eOHTswfPjwGpfduHEj/P39cdtttzmsfxs2bMBLL72EtLQ0+Pj4AKhbfp5++mmLn4uKijB16lQ0a9YM8+bNs2sfn3vuOdx2221o27atRXtqaipSU1Mt2rKzs7F7926sWrUK+/btw7p16+Dr6wug8T8XDz/8MFJTU7Fu3TqMHDmyUV6DiIiqY+FORER21aVLF6uF25133olp06Zh2rRp2Lx5M9Tqij9Bffr0sel1kpKSkJSU1KC+upIePXpg4sSJWLZsGebNm4e5c+daPH7gwAGsWLECiYmJmD59OgDbf3eNYdSoUVi+fDnS0tJqLNwPHjyICxcu4K677oJWq3VY3/bu3WtxtB2oW34GDBhg8XNeXh4OHTqEZs2a2bV/aWlpOHDgALZv317tsYSEBKu/zylTpmDWrFlYt24d1qxZg8mTJwNo/M+Fv78//vGPf2DevHlITU2Fv79/o70WERFdw1PliYjIIfr27Yt77rkHZ8+exaZNm5zdHZf0xBNPIDY2FuvWrcMPP/xgbi8rK8MzzzwDLy8v/Oc//4G3t7cTe2ld+/bt0bZtW+zZswfZ2dlWl6k8PX7MmDEO7Jlrk2UZH330EXr37o2oqKh6PXfs2LEAKnaIONKIESNQVFSEFStWOPR1iYiUjIU7ERE5TOVp3d988425rer108ePH0dCQgKef/75as/NyspC+/btzUebrV3LW1paitdeew1/+9vf0KlTJ4waNQo//vij1b7o9Xq89957uO2229ChQwckJyfjkUcewcmTJy2WmzlzJpKSknDx4kU8+uijSE5ORqdOnXDXXXdZFNeV9u3bh7///e/o2rUrevXqhVdeeaXa0d6a+Pj4YM6cORAEAc8//zzKysoAAG+//TbOnTuHRx991OJac2vXnkuShKVLl2L48OHo1KkTunfvjn/84x84dOjQDV/fZDLho48+wqBBg9CxY0cMHToUX375ZZ36DlQcdTcajdiyZUu1x8rKyvDVV18hMTERHTp0MLdv2rQJ48aNQ5cuXdClSxeMGzcOGzdurNPrbd++HVOmTEFycjLat2+P5ORkPPDAA/jtt9/My/Tr1w/r168HAPTv3x+TJk0CULdrwate475u3Tr0798fALB+/XokJCRg79696N+/P3r27Iny8vJqz7/vvvvQrVs38/toze7du3Hy5EkMHjy4TmOuqvK0/6qsjWvPnj2YPHkyUlJS0LFjRwwePBhvvfVWrf0CKs7ySEpKwoABAyzW16RJE3Tv3h1LliyBwWCod7+JiKj+WLgTEZHDtGzZElqtFr///rvVxxMTE9GuXTts3bq1WiH05Zdfwmg0YtSoUVafazKZMGXKFHzyySfo2rUr/vWvf6FNmzaYNm0asrKyLJYtLy/HlClT8P7776Nr16549tlnMWHCBBw4cABjx47Fzz//bLG8wWDAhAkTUFpaikceeQTTpk3D6dOnMXXqVJw9e9a83HfffYcpU6bgwoULmDZtGu677z7s3r0bb7zxRp1/R8nJyZgwYQIuXbqEhQsX4vjx4/jvf/+L7t274957773h85988km88soraN68Of71r39hypQpOHv2LCZNmoSvvvqq1ufOmDEDr7/+Opo3b46ZM2eiV69emDlzpkUhXJthw4bB29sbaWlp1R7bsWMHCgsLLY62z549GzNmzIDBYMD06dMxffp0lJeX46mnnsIrr7xS62v997//xfTp083Pfe6555CamooffvgB9913n3mSvKeffhrdu3cHAMyaNQsPPPBAncZyvR49emDWrFkAgO7du+M///kP4uLicOeddyI/Px/fffedxfIZGRnYs2cPbr/99lovC9ixYwcEQTDvFKiPylPrq+4Iud7hw4cxdepUlJaW4sEHH8Szzz6L+Ph4fPDBB5g5c2aNzztw4ACmTp2KiIgILF++HDExMRaPp6amIjMzE7/++mu9+01ERPXHa9yJiMhhBEFAYGCg1dnlK40aNQqzZ8/Gt99+i0GDBpnbN2zYgLCwMNx8881Wn7dp0yb8/PPPeOCBB/DYY4+Z2zt06ICXX37ZYtklS5bg4MGDeOuttyyOdE6YMAHDhg3Dc889h82bN5vbDQYD+vXrhxdffNHcFhMTg6eeegrr16/HY489BlmWMXv2bPj4+GDNmjUIDQ0FANx1110YPXr0DWdbr+rJJ5/Erl27sGjRIuzcuRNarRbz5s2DKNa+v33r1q3YvHkzZsyYYTHz9+TJkzF69Gi8+OKLuOWWW6DT6ao9d//+/di8eTOGDh2K119/3dzet29fTJ06tU79DgoKwoABA7BlyxacO3cOzZs3Nz+2YcMGaDQaDBs2DEDF6d3Lli1DSkoKPv74Y3h5eZn7et9992Hp0qUYOHAgevbsWe11TCYTPvjgA7Rr1w6LFy+GSqUyPxYQEIBFixbhxx9/xMCBAzFgwADs2LEDBw8exIABA6oVoHUVGxuLAQMGYO7cuYiNjTVfdz5q1Ci899572LhxIwYOHGheftOmTTCZTLjzzjtrXe/evXsRGxuLgIAAq4+XlpYiJyfH/LMsy8jNzcU333yDhQsXIjIyEhMnTqxx/Zs2bUJ5eTk++OADcybHjRuHxx57DFeuXEF5eXm1Sy8OHjyIqVOnIiYmBosXLzY/r6p27doBqDjDpHIySiIiajw84k5ERA51o1NrK4/aVj1d+uTJkzh27BhGjBhhUaRVtW3bNgDAPffcY9F+1113VZuhffPmzQgICEBycjJycnLM/1QqFW6++WacPn0aZ86csXjOHXfcYfFzx44dAcB8O65jx47h4sWLGD58uEWh4+/vj/Hjx9c65utVnjJvMBhw4sQJzJo1C7GxsTd8XuXOhkGDBlmMS6/XY+DAgcjNzcWBAwesPrfy9zdlyhSL9ltuuaVet5yrvByi6lH3jIwM/PTTT0hNTTW/F1u3bgUATJ8+3Vy0A4CXlxceeeQRALB6yj0AqFQqfP/999WK9pKSEvO66np5QkNFRUUhJSUFu3btQl5enrl9w4YNaNGiBbp27VrjcyVJwoULFyx2cFxv0aJFSElJMf/r3bs3hgwZgnfeeQcDBgzAihUr4OfnV+PzIyMjAQAvvfQSfv75Z5hMJgDAm2++iZUrV1Yr2g8dOoT7778fwcHBWLp0qdWiHYC5z+fPn6/xtYmIyH54xJ2IiBzGaDSisLAQ4eHhNS4TGBiIAQMGYPv27cjNzUVwcLD5GuXabj914cIFBAYGIjg42KJdpVKhVatWyMjIMLf9+eefKC0tRUpKSo3ru3TpElq3bm3+OSwszOLxyoJHkiQA1woYazOOx8XF1fg6NenVqxeio6Nx6dKlOk/m9ueffwKoPht6VZcuXbLafuHCBQCwWkTGx8fjxIkTdepD79690bRpU6SlpZnnI6g8+lz11nWVv6/4+Phq62jTpg0A1Hr9ube3Nw4dOoStW7fi/PnzuHDhAi5fvgxZlgFce18coXIuha1bt2L8+PH47bffcOrUKTzxxBO1Pi8vLw+SJNV4tB0Ahg8fjhEjRgAACgoKsHr1avz444/4+9//jscff9x8d4aaTJo0CYcOHcLXX3+Nr7/+Gv7+/ujRowf69euHoUOHVjv74u2334Yoirh69SrOnz+PoKAgq+ut7HPVswGIiKjxsHAnIiKHOXbsGAwGQ63X5AIVhdCWLVuwZcsWjB8/Hl9++SW6du2KVq1a1fq8yqLtetcXcSaTCc2bN7c49f16iYmJFj8LglDra9fWB0cVkSaTCb6+vnj33XdrXKZly5a1rsNaX+vTf0EQcOedd+Ldd9/F0aNH0bFjR2zcuBGxsbHo1auXebma3isA5qPCtc2e//zzz2PVqlWIi4tD586dccsttyAxMRF//vknXnrppTr31x4qzyTYuHEjxo8fjw0bNkAUxVrvZw9cy1Rtv9/Y2Fj07t3b/PNtt92GWbNmYdGiRbh8+TLefPPNWrOp0+nw4Ycf4vTp0/j222+xd+9e7NmzBzt37sTHH3+ML774wqI47969O2bMmIFJkyZh5syZ2LBhg9X3ofI9utHlG0REZB/c2hIRkcNU3gau6rXr1vTu3RvR0dHYunUr9u7di4yMjBonpavUvHlzFBQUWBxZB66djlxVTEwMcnNz0bNnT/Tu3dvin1arhSzL9b7PeIsWLQCg2in2AHDu3Ll6rctWMTExKC4uRmJiYrVxBQcHw2AwWL2+Hbh2pN0e/R85ciREUcSWLVtw/PhxnDx5EqNGjbIoMCvPTDh16lS1558+fRoAEB0dbXX9Bw8exKpVq8yz3r/66qu49957kZKSgvz8/Hr11R68vb0xdOhQHD58GFevXsXXX3+NPn36ICIiotbnBQcHw8vLq9Y5H6x56aWXzJM4fvzxx7Uu++eff+LgwYOIi4vD/fffj0WLFmHfvn2YMGECzp07V+2uAY888gi6dOmCBx98EGfOnMFbb71ldb2VR9prO3uGiIjsh4U7ERE5xP79+7FixQrExcXdsHAXRREjRozAoUOHsHTpUvj4+Nzwdlm33347AOD999+3aF+3bl2103kHDRqEgoICfPrppxbt6enpePDBB/HEE0/U+0hiYmIiWrZsiU2bNlmc4l1WVoZly5bVa122qvy9Xl9sFRUV4dFHH8XDDz8MvV5v9bmVv9+FCxdaHAHes2dPjXcBqEnTpk3Rq1cvbN++HV999RVUKlW1yxwq+/ruu+/CaDSa241Go/mMgZpyUnkteZs2bSx2BuTk5GDNmjUArh0RBq4dFa7tKH9dVF5Pb+0I+ejRoyHLMt58801kZGTUellHVU2bNq3x8oWaeHt7Y/78+dBoNFiwYAGOHTtW47KzZ8/GPffcg8uXL5vbNBqN+ayXmuaMmDp1KhITE/HZZ59Vu8sCAPP6bJ3sj4iI6oenyhMRkV0dPnzYXAzIsoz8/HwcPnwY27ZtQ0hICN55550bXpcLVBy1/eCDD7Bz506MHDkSvr6+tS5/++23Iy0tDStWrEBGRgb69OmDM2fOVDsVGADuv/9+fPvtt3j99ddx9OhR9OrVCwUFBVi5ciUKCgowf/78eh9xB4BXXnkFU6ZMwZgxYzBx4kT4+flh7dq1KCwsrPe6bDFy5Eh89dVXWLVqFc6fP49+/frBaDRi9erVOHv2LGbMmFHjUeCkpCRMnDgRy5cvx+TJkzFo0CBcuXIFy5cvR0hISL2vZR49ejQef/xxrFixAn379q32usnJyRg3bhxWrVqFsWPHYsiQIQAqJtj7/fffMWHCBPTo0cPqurt27YqgoCAsXLgQJSUliImJwcWLFy1+1wUFBeblmzRpAgD45JNP0Ldv31rnAKhNcHAwVCoV9u/fjy+++AJ9+vRB06ZNAVTMst62bVts2LDBPE9DXdx0001YtmwZMjIy6nX0unXr1nj88ccxd+5cPPXUU1i7dq3VU9offPBB7N+/HxMmTMDYsWMRFhaGc+fO4fPPP0dUVJR5h9f11Go1Xn31VYwdOxazZs3Chg0bLM7WOHToEADUeJcHIiKyLx5xJyIiu1q1ahWeeuopPPXUU5g5cybefvttnDt3Dvfffz82bdp0w+vUK8XGxiI5ORkAbniaPFBxvfC7776LRx99FKdOncK8efNw4MABvPXWW9Ve09fXF59//jkeeOABnDx5EnPnzsXSpUsRFxeHzz77zFxE1lf37t3x+eefo2PHjli8eDHeffddtG/fHs8//7xN66svlUqFhQsXYsaMGcjOzsb8+fPx4YcfIjg4GO+8847FLeKsef755/HCCy8gNzcX//73v7Ft2zbMmjULffr0qXdfUlNTERQUhLy8PItJ6ap6+eWXMWfOHIiiiAULFuC9996DVqvF/Pnz8cILL9S47pCQEHz66afo2rUrVq5ciVdffRVff/01Bg0ahM2bN8PLywu7d+82Lz9+/HgkJSVh7dq1eO211+o9lkparRZPPvkkysrKMHv2bOzdu9fi8cqcDhkypNbr86uqvH/7vn376t2fyZMnIzk5GSdPnsSbb75pdZkePXpg8eLFiI+Px+eff46XXnoJX375JYYOHYpVq1ZVu+NCVe3bt8eUKVNw9uxZi1sEVva3adOm1eaCICKixiHIDT1vjIiIiIiwbNkyzJ49G2vXrr3hBIyVJEnC0KFDERkZWe3SDVd1+fJl9O/fH0888cQNdwYREZF98Ig7ERERUQOVl5dj5cqV6NixY52LdqDi+vsHH3wQP/30U7VJFF3V6tWrERAQgPHjxzu7K0REisHCnYiIiMhGP//8Mx5//HEMHz4cp06dMt+7vj6GDBmCpKQkLFiwoBF6aF+5ublYunQpHnvssRvOO0FERPbDwp2IiIjIRr6+vvjpp5+Qn5+PZ555Brfeemu91yGKIv7973/jm2++qfcM/o723nvvoXPnzrjrrruc3RUiIkXhNe5ERERERERELoxH3ImIiIiIiIhcGAt3IiIiIiIiIhfGwp2IiIiIiIjIhbFwJyIiIiIiInJhLNyJiIiIiIiIXBgLdyIiIiIiIiIXxsKdiIiIiIiIyIWxcCciIiIiIiJyYf8PcjMbx9TtJ8QAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"country_risk_return = df_cleaned.groupby(\"country\")[\"dividend_yield_ttm\"].agg([\"mean\", \"std\"])\n",
"\n",
"# Scatter plot for risk vs return\n",
"plt.figure(figsize=(12, 6))\n",
"sns.scatterplot(data=country_risk_return, x=\"std\", y=\"mean\", size=\"mean\", hue=\"mean\", palette=\"coolwarm\", legend=True)\n",
"plt.xlabel(\"Dividend Yield Volatility (Risk)\", fontsize=14)\n",
"plt.ylabel(\"Average Dividend Yield (Return)\", fontsize=14)\n",
"plt.title(\"Risk vs. Return Analysis of Dividend Yields\", fontsize=16, fontweight=\"bold\")\n",
"plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f4d9c3a8-8a19-45e1-bd2f-d92f1b43bf75",
"metadata": {},
"source": [
"**📌 Insights:**\n",
"- Higher **dividend yield does not always mean lower risk**—some high-yield markets have **very volatile dividend payouts**.\n",
"- Investors looking for **stable dividend income** should focus on **countries with lower volatility and high average yields**.\n"
]
},
{
"cell_type": "markdown",
"id": "fce4c323-0a1f-4ebd-a4e2-eb941bad20db",
"metadata": {},
"source": [
"### **🔹Step 9: Geographical Distribution of Dividend Yields**\n",
"\n",
"# Load Geopandas for mapping"
]
},
{
"cell_type": "code",
"execution_count": 102,
"id": "5c3eeb57-7b5a-4781-b5e7-e3243696bce6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1400x800 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import geopandas as gpd\n",
"\n",
"# Load world map\n",
"gdf = gpd.read_file(\"https://naturalearth.s3.amazonaws.com/110m_cultural/ne_110m_admin_0_countries.zip\")\n",
"\n",
"# Merge dataset with country-level dividend yields\n",
"div_yield_map = df_cleaned.groupby(\"country\")[\"dividend_yield_ttm\"].mean().reset_index()\n",
"gdf = gdf.merge(div_yield_map, left_on=\"NAME_EN\", right_on=\"country\", how=\"left\")\n",
"\n",
"# Plot geographical distribution\n",
"plt.figure(figsize=(14, 8))\n",
"gdf.plot(column=\"dividend_yield_ttm\", cmap=\"coolwarm\", linewidth=0.8, edgecolor=\"black\", legend=True)\n",
"plt.title(\"Geographical Distribution of Average Dividend Yields\", fontsize=16, fontweight=\"bold\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "ae5eed93-531b-4888-9e60-1fcb257af8e4",
"metadata": {},
"source": [
"**📌 Insights:**\n",
"- Some regions have **higher average dividend yields**, making them attractive for **dividend investors**.\n",
"- Countries with **low or missing data** may indicate **less mature or less dividend-focused markets**."
]
},
{
"cell_type": "markdown",
"id": "c3f5d726-5297-4620-bda9-4d7de4d99984",
"metadata": {},
"source": [
"### **🔹Step 10. Correlation Heatmap for Financial Metrics**\n",
"\n",
"# Compute correlation matrix"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "9a38e8a3-5e95-41e0-91b6-fbe6ca1e5a76",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"corr_matrix = df_cleaned[[\"dividend_yield_ttm\", \"price (GBP)\"]].corr()\n",
"\n",
"# Plot heatmap\n",
"plt.figure(figsize=(8, 6))\n",
"sns.heatmap(corr_matrix, annot=True, cmap=\"coolwarm\", linewidths=0.5)\n",
"plt.title(\"Correlation Heatmap of Financial Metrics\", fontsize=16, fontweight=\"bold\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "58f270c2-d863-4f8e-a705-74d76633ddbe",
"metadata": {},
"source": [
"**📌 Insights:**\n",
"- The correlation heatmap confirms **no strong correlation** between **stock price and dividend yield**.\n",
"- Companies with **high dividend yields** are not necessarily undervalued, and further analysis is needed.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3b767f46-b1b7-4990-978a-11c55dbccf14",
"metadata": {},
"outputs": [],
"source": [
"## 📌 Solution for Advanced Data Analysis\n",
"1️⃣ **Data Cleaning & Preprocessing:**\n",
" - Removed missing values.\n",
" - Converted columns to appropriate data types.\n",
" - Removed extreme outliers to ensure accurate analysis.\n",
"\n",
"2️⃣ **Exploratory Data Analysis (EDA):**\n",
" - Identified top dividend-paying stocks globally.\n",
" - Analyzed correlation between stock price and dividend yield.\n",
" - Compared dividend yield trends across different countries.\n",
" - Evaluated risk-return profiles of high-dividend stocks.\n",
"\n",
"3️⃣ **Advanced Visualization Techniques:**\n",
" - Used **distribution histograms** to analyze yield patterns.\n",
" - Used **correlation heatmaps** to identify relationships between key metrics.\n",
" - Used **geographical maps** to show country-wise dividend yields.\n",
" - Used **risk-return scatter plots** to analyze market stability.\n",
"\n",
"4️⃣ **Key Takeaways for Investors:**\n",
" - High dividend yield **is not always a sign of a good investment**—investors must consider **company stability and sector performance**.\n",
" - Countries with **higher dividend-paying companies** can provide better long-term income potential for dividend investors.\n",
" - Understanding **risk-return trade-offs** helps in making informed investment decisions.\n",
"\n",
"## 📌 Conclusion\n",
"✔️ **Top dividend-paying stocks provide excellent income potential.**\n",
"✔️ **No strong correlation between stock price and dividend yield.**\n",
"✔️ **Certain countries offer higher average dividend yields.**\n",
"✔️ **Higher-yield stocks tend to be more volatile.**\n",
"✔️ **Advanced techniques provide deeper insights for investors.**\n"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "91d73aa7-827e-4e0c-91c9-d29d77384a6d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C:\\Users\\Egbe\n"
]
}
],
"source": [
"import os\n",
"print(os.getcwd()) # This prints the current working directory\n"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "ee28e5ed-0125-4a87-a437-04661f6c55f8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"C:\\Users\\Egbe\\Financial-Insights-Explorer\n"
]
}
],
"source": [
"import os\n",
"os.chdir(\"C:/Users/Egbe/Financial-Insights-Explorer\") # Change directory\n",
"print(os.getcwd()) # Confirm the new directory\n"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "aa7efab6-f6b3-415b-a93c-0e4a558a2482",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Advanced Dividend Yield Analysis']\n"
]
}
],
"source": [
"print(os.listdir()) # This will show all files in the project folder\n"
]
},
{
"cell_type": "code",
"execution_count": 124,
"id": "c7ae5686-86bc-47b9-923a-d7fbd7dfe738",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('Advanced Dividend Yield Analysis', '')\n"
]
}
],
"source": [
"import os\n",
"print(os.path.splitext(\"Advanced Dividend Yield Analysis\")) # This splits the file name and extension\n"
]
},
{
"cell_type": "code",
"execution_count": 128,
"id": "45bc5cea-4fdb-451b-9360-332bd779bfec",
"metadata": {},
"outputs": [
{
"ename": "FileNotFoundError",
"evalue": "[WinError 2] The system cannot find the file specified: 'Advanced Dividend Yield Analysis' -> 'Advanced Dividend Yield Analysis.ipynb'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[128], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m os\u001b[38;5;241m.\u001b[39mrename(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAdvanced Dividend Yield Analysis\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAdvanced Dividend Yield Analysis.ipynb\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
"\u001b[1;31mFileNotFoundError\u001b[0m: [WinError 2] The system cannot find the file specified: 'Advanced Dividend Yield Analysis' -> 'Advanced Dividend Yield Analysis.ipynb'"
]
}
],
"source": [
"os.rename(\"Advanced Dividend Yield Analysis\", \"Advanced Dividend Yield Analysis.ipynb\")\n"
]
},
{
"cell_type": "code",
"execution_count": 130,
"id": "2a06a38e-e573-4168-81dc-7725d12a4faa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Advanced Dividend Yield Analysis.ipynb']\n"
]
}
],
"source": [
"print(os.listdir()) # Ensure it now shows as `.ipynb`\n"
]
},
{
"cell_type": "code",
"execution_count": 132,
"id": "e9df3b75-58a7-4d56-bfa5-e7caf8378083",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Advanced Dividend Yield Analysis.ipynb']\n"
]
}
],
"source": [
"print(os.listdir()) # This will list all files in the project folder\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bf346dde-6e27-40cf-96a8-138812869940",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:base] *",
"language": "python",
"name": "conda-base-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}