23_March_EDA_Assignment_2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "69421efe",
   "metadata": {},
   "source": [
    "## 1. Amazon Sales Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "61c17846",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import warnings \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from collections import Counter\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "44029808",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Data/amazon.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f3466550",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.discounted_price = df.discounted_price.str.replace(\"₹\",\"\").str.replace(\",\",\"\")\n",
    "df.actual_price = df.actual_price.str.replace(\"₹\",\"\").str.replace(\",\",\"\")\n",
    "df.discount_percentage = df.discount_percentage.str.replace(\"%\",\"\")\n",
    "df.rating_count = df.rating_count.str.replace(\",\",\"\")\n",
    "df.rating = df.rating.str.replace(\"|\",\"0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e7eed39d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rating = pd.to_numeric(df.rating.fillna(0),errors='coerce')\n",
    "df.rating_count = pd.to_numeric(df.rating_count.fillna(0),errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9c8bc533",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.discounted_price = df.discounted_price.astype(float)\n",
    "df.actual_price = df.actual_price.astype(float)\n",
    "df.discount_percentage = df.discount_percentage.astype(float)\n",
    "df.discount_percentage = df.discount_percentage.astype(float)\n",
    "df.rating_count = df.rating_count.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fbb0fa22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['product_id', 'product_name', 'category', 'discounted_price',\n",
       "       'actual_price', 'discount_percentage', 'rating', 'rating_count',\n",
       "       'about_product', 'user_id', 'user_name', 'review_id', 'review_title',\n",
       "       'review_content', 'img_link', 'product_link'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4295066d",
   "metadata": {},
   "source": [
    "#### 1. What is the average rating for each product category?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "605f09a8",
   "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>category</th>\n",
       "      <th>Average rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Computers&amp;Accessories|Tablets</td>\n",
       "      <td>4.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Computers&amp;Accessories|NetworkingDevices|Networ...</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Electronics|Cameras&amp;Photography|Accessories|Film</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Electronics|HomeAudio|MediaStreamingDevices|St...</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>OfficeProducts|OfficeElectronics|Calculators|B...</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Electronics|HomeTheater,TV&amp;Video|Accessories|3...</td>\n",
       "      <td>3.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Computers&amp;Accessories|Accessories&amp;Peripherals|...</td>\n",
       "      <td>3.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Home&amp;Kitchen|Kitchen&amp;HomeAppliances|Vacuum,Cle...</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Computers&amp;Accessories|Accessories&amp;Peripherals|...</td>\n",
       "      <td>3.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Home&amp;Kitchen|Kitchen&amp;HomeAppliances|Coffee,Tea...</td>\n",
       "      <td>3.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              category  Average rating\n",
       "57                       Computers&Accessories|Tablets            4.60\n",
       "48   Computers&Accessories|NetworkingDevices|Networ...            4.50\n",
       "62    Electronics|Cameras&Photography|Accessories|Film            4.50\n",
       "81   Electronics|HomeAudio|MediaStreamingDevices|St...            4.50\n",
       "196  OfficeProducts|OfficeElectronics|Calculators|B...            4.50\n",
       "..                                                 ...             ...\n",
       "88   Electronics|HomeTheater,TV&Video|Accessories|3...            3.50\n",
       "2    Computers&Accessories|Accessories&Peripherals|...            3.50\n",
       "187  Home&Kitchen|Kitchen&HomeAppliances|Vacuum,Cle...            3.45\n",
       "14   Computers&Accessories|Accessories&Peripherals|...            3.40\n",
       "146  Home&Kitchen|Kitchen&HomeAppliances|Coffee,Tea...            3.30\n",
       "\n",
       "[211 rows x 2 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_rating = df.groupby('category')['rating'].mean().reset_index()\n",
    "average_rating.columns = ['category','Average rating']\n",
    "average_rating.sort_values(by='Average rating',ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b91590f4",
   "metadata": {},
   "source": [
    "#### 2. What are the top products by rating count for each category?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cd6399c3",
   "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>category</th>\n",
       "      <th>Total rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Electronics|Headphones,Earbuds&amp;Accessories|Hea...</td>\n",
       "      <td>4204939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Computers&amp;Accessories|Accessories&amp;Peripherals|...</td>\n",
       "      <td>3547816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Electronics|Mobiles&amp;Accessories|Smartphones&amp;Ba...</td>\n",
       "      <td>2493269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Electronics|HomeTheater,TV&amp;Video|Accessories|C...</td>\n",
       "      <td>1906054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Electronics|WearableTechnology|SmartWatches</td>\n",
       "      <td>1644476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Computers&amp;Accessories|Components|InternalHardD...</td>\n",
       "      <td>362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Computers&amp;Accessories|Laptops|TraditionalLaptops</td>\n",
       "      <td>323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Electronics|Mobiles&amp;Accessories|MobileAccessor...</td>\n",
       "      <td>305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Electronics|HomeAudio|Speakers|TowerSpeakers</td>\n",
       "      <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Electronics|HomeAudio|MediaStreamingDevices|St...</td>\n",
       "      <td>224</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              category  Total rating\n",
       "76   Electronics|Headphones,Earbuds&Accessories|Hea...       4204939\n",
       "10   Computers&Accessories|Accessories&Peripherals|...       3547816\n",
       "117  Electronics|Mobiles&Accessories|Smartphones&Ba...       2493269\n",
       "89   Electronics|HomeTheater,TV&Video|Accessories|C...       1906054\n",
       "119        Electronics|WearableTechnology|SmartWatches       1644476\n",
       "..                                                 ...           ...\n",
       "36   Computers&Accessories|Components|InternalHardD...           362\n",
       "43    Computers&Accessories|Laptops|TraditionalLaptops           323\n",
       "106  Electronics|Mobiles&Accessories|MobileAccessor...           305\n",
       "86        Electronics|HomeAudio|Speakers|TowerSpeakers           282\n",
       "81   Electronics|HomeAudio|MediaStreamingDevices|St...           224\n",
       "\n",
       "[211 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_rating_by_category = df.groupby('category')['rating_count'].sum().reset_index()\n",
    "total_rating_by_category.columns = ['category','Total rating']\n",
    "total_rating_by_category.sort_values('Total rating',ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fb8d07a",
   "metadata": {},
   "source": [
    "#### 3. What is the distribution of discounted prices compared to actual prices?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d08b8cde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(dtype('float64'), dtype('float64'))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.discounted_price.dtype,df.actual_price.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c48229ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "sns.kdeplot(df.actual_price,label='Actual Price',color='blue',fill=True)\n",
    "sns.kdeplot(df.discounted_price,label='Discounted Price',color='Red',fill=True)\n",
    "\n",
    "plt.title('Distribution of Discounted Price vs Actual Prices',fontsize=14)\n",
    "plt.xlabel('Price',fontsize=12)\n",
    "plt.ylabel('Density',fontsize=12)\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e20a250",
   "metadata": {},
   "source": [
    "#### 4. How does the average discount percentage vary across categories?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a6b9b5d6",
   "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>Category</th>\n",
       "      <th>Average Discount Percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Electronics|Mobiles&amp;Accessories|MobileAccessor...</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Computers&amp;Accessories|Accessories&amp;Peripherals|...</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Electronics|Headphones,Earbuds&amp;Accessories|Ear...</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Electronics|Headphones,Earbuds&amp;Accessories|Ada...</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Computers&amp;Accessories|Accessories&amp;Peripherals|...</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>OfficeProducts|OfficeElectronics|Calculators|B...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Home&amp;Kitchen|Kitchen&amp;HomeAppliances|SmallKitch...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Electronics|HomeAudio|MediaStreamingDevices|St...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Electronics|Cameras&amp;Photography|Accessories|Film</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Toys&amp;Games|Arts&amp;Crafts|Drawing&amp;PaintingSupplie...</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Category  \\\n",
       "106  Electronics|Mobiles&Accessories|MobileAccessor...   \n",
       "6    Computers&Accessories|Accessories&Peripherals|...   \n",
       "75   Electronics|Headphones,Earbuds&Accessories|Ear...   \n",
       "73   Electronics|Headphones,Earbuds&Accessories|Ada...   \n",
       "14   Computers&Accessories|Accessories&Peripherals|...   \n",
       "..                                                 ...   \n",
       "196  OfficeProducts|OfficeElectronics|Calculators|B...   \n",
       "176  Home&Kitchen|Kitchen&HomeAppliances|SmallKitch...   \n",
       "81   Electronics|HomeAudio|MediaStreamingDevices|St...   \n",
       "62    Electronics|Cameras&Photography|Accessories|Film   \n",
       "210  Toys&Games|Arts&Crafts|Drawing&PaintingSupplie...   \n",
       "\n",
       "     Average Discount Percentage  \n",
       "106                         90.0  \n",
       "6                           90.0  \n",
       "75                          90.0  \n",
       "73                          88.0  \n",
       "14                          87.5  \n",
       "..                           ...  \n",
       "196                          0.0  \n",
       "176                          0.0  \n",
       "81                           0.0  \n",
       "62                           0.0  \n",
       "210                          0.0  \n",
       "\n",
       "[211 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_discount_by_category = df.groupby('category')['discount_percentage'].mean().reset_index()\n",
    "\n",
    "average_discount_by_category.columns = ['Category', 'Average Discount Percentage']\n",
    "\n",
    "average_discount_by_category = average_discount_by_category.sort_values(by='Average Discount Percentage', ascending=False)\n",
    "\n",
    "average_discount_by_category"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f813522",
   "metadata": {},
   "source": [
    "#### 5. What are the most popular product names?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "631e62b2",
   "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>Product Name</th>\n",
       "      <th>Total Rating Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>AmazonBasics Flexible Premium HDMI Cable (Blac...</td>\n",
       "      <td>853945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Amazon Basics High-Speed HDMI Cable, 6 Feet - ...</td>\n",
       "      <td>426973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Amazon Basics High-Speed HDMI Cable, 6 Feet (2...</td>\n",
       "      <td>426973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>JBL C100SI Wired In Ear Headphones with Mic, J...</td>\n",
       "      <td>385177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1256</th>\n",
       "      <td>boAt Bassheads 100 in Ear Wired Earphones with...</td>\n",
       "      <td>363713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>boAt Bassheads 100 in Ear Wired Earphones with...</td>\n",
       "      <td>363713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>boAt BassHeads 100 in-Ear Wired Headphones wit...</td>\n",
       "      <td>363711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>Redmi 9A Sport (Coral Green, 2GB RAM, 32GB Sto...</td>\n",
       "      <td>313836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>Redmi 9 Activ (Carbon Black, 4GB RAM, 64GB Sto...</td>\n",
       "      <td>313836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>Redmi 9A Sport (Coral Green, 3GB RAM, 32GB Sto...</td>\n",
       "      <td>313832</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Product Name  Total Rating Count\n",
       "101   AmazonBasics Flexible Premium HDMI Cable (Blac...              853945\n",
       "76    Amazon Basics High-Speed HDMI Cable, 6 Feet - ...              426973\n",
       "75    Amazon Basics High-Speed HDMI Cable, 6 Feet (2...              426973\n",
       "511   JBL C100SI Wired In Ear Headphones with Mic, J...              385177\n",
       "1256  boAt Bassheads 100 in Ear Wired Earphones with...              363713\n",
       "1257  boAt Bassheads 100 in Ear Wired Earphones with...              363713\n",
       "1253  boAt BassHeads 100 in-Ear Wired Headphones wit...              363711\n",
       "900   Redmi 9A Sport (Coral Green, 2GB RAM, 32GB Sto...              313836\n",
       "898   Redmi 9 Activ (Carbon Black, 4GB RAM, 64GB Sto...              313836\n",
       "901   Redmi 9A Sport (Coral Green, 3GB RAM, 32GB Sto...              313832"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "most_popular_product = df.groupby('product_name')['rating_count'].sum().reset_index()\n",
    "\n",
    "most_popular_product.columns = ['Product Name','Total Rating Count']\n",
    "\n",
    "most_popular_product = most_popular_product.sort_values(by='Total Rating Count',ascending=False)\n",
    "\n",
    "top_n = 10 \n",
    "\n",
    "top_popular_products = most_popular_product.head(top_n)\n",
    "\n",
    "top_popular_products"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad4c5495",
   "metadata": {},
   "source": [
    "#### 6. What are the most popular product keywords?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "854635c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_keywords = ''.join(df['about_product'].dropna())\n",
    "\n",
    "keywords_list = all_keywords.split(',')\n",
    "\n",
    "keywords_list = [keyword.strip() for keyword in keywords_list]\n",
    "\n",
    "keyword_counts = Counter(keywords_list)\n",
    "\n",
    "keywords_df = pd.DataFrame(keyword_counts.items(),columns = ['Keyword','Frequency'])\n",
    "\n",
    "popular_keywords = keywords_df.sort_values(by='Frequency',ascending=False)\n",
    "\n",
    "top_n = 10 \n",
    "\n",
    "top_popular_keywords= popular_keywords.head(top_n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3786f41a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.barplot(x='Frequency',y='Keyword',data=top_popular_keywords,palette='viridis')\n",
    "plt.title('Most Popular Product Keywords')\n",
    "plt.xlabel('Frequency')\n",
    "plt.ylabel('Keyword')\n",
    "plt.grid(axis='x')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a92154bc",
   "metadata": {},
   "source": [
    "#### 7. What are the most popular product reviews?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "771fc6f8",
   "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>Product Name</th>\n",
       "      <th>Total Rating Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>AmazonBasics Flexible Premium HDMI Cable (Blac...</td>\n",
       "      <td>853945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Amazon Basics High-Speed HDMI Cable, 6 Feet - ...</td>\n",
       "      <td>426973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Amazon Basics High-Speed HDMI Cable, 6 Feet (2...</td>\n",
       "      <td>426973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>JBL C100SI Wired In Ear Headphones with Mic, J...</td>\n",
       "      <td>385177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1256</th>\n",
       "      <td>boAt Bassheads 100 in Ear Wired Earphones with...</td>\n",
       "      <td>363713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>boAt Bassheads 100 in Ear Wired Earphones with...</td>\n",
       "      <td>363713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>boAt BassHeads 100 in-Ear Wired Headphones wit...</td>\n",
       "      <td>363711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>Redmi 9A Sport (Coral Green, 2GB RAM, 32GB Sto...</td>\n",
       "      <td>313836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>Redmi 9 Activ (Carbon Black, 4GB RAM, 64GB Sto...</td>\n",
       "      <td>313836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>Redmi 9A Sport (Coral Green, 3GB RAM, 32GB Sto...</td>\n",
       "      <td>313832</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Product Name  Total Rating Count\n",
       "101   AmazonBasics Flexible Premium HDMI Cable (Blac...              853945\n",
       "76    Amazon Basics High-Speed HDMI Cable, 6 Feet - ...              426973\n",
       "75    Amazon Basics High-Speed HDMI Cable, 6 Feet (2...              426973\n",
       "511   JBL C100SI Wired In Ear Headphones with Mic, J...              385177\n",
       "1256  boAt Bassheads 100 in Ear Wired Earphones with...              363713\n",
       "1257  boAt Bassheads 100 in Ear Wired Earphones with...              363713\n",
       "1253  boAt BassHeads 100 in-Ear Wired Headphones wit...              363711\n",
       "900   Redmi 9A Sport (Coral Green, 2GB RAM, 32GB Sto...              313836\n",
       "898   Redmi 9 Activ (Carbon Black, 4GB RAM, 64GB Sto...              313836\n",
       "901   Redmi 9A Sport (Coral Green, 3GB RAM, 32GB Sto...              313832"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd \n",
    "\n",
    "most_popular_reviews = df.groupby('review_title')['review_id'].count().reset_index()\n",
    "\n",
    "most_popular_reviews.columns=['Review Title','Frequency']\n",
    "\n",
    "most_popular_reviews = most_popular_reviews.sort_values(by='Frequency',ascending=False)\n",
    "\n",
    "top_popular_reviews=most_popular_reviews.head(10)\n",
    "\n",
    "top_popular_products"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "262afb49",
   "metadata": {},
   "source": [
    "#### 8. What is the correlation between discounted_price and rating?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6c00f0ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation between discounted price and rating:0.11429770050484662\n"
     ]
    }
   ],
   "source": [
    "correlation = df['discounted_price'].corr(df['rating'])\n",
    "print(f'Correlation between discounted price and rating:{correlation}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7e3767df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.scatterplot(x='discounted_price',y='rating',data=df,alpha=0.6)\n",
    "plt.title('Scatter Plot of Discounted Price vs Rating')\n",
    "plt.xlabel('Discounted Price')\n",
    "plt.ylabel('Rating')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f475620",
   "metadata": {},
   "source": [
    "#### 9. What are the Top 5 categories based on the highest ratings?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c6bd9ceb",
   "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>Category</th>\n",
       "      <th>Average Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Computers&amp;Accessories|Tablets</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Computers&amp;Accessories|NetworkingDevices|Networ...</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Electronics|Cameras&amp;Photography|Accessories|Film</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Electronics|HomeAudio|MediaStreamingDevices|St...</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>OfficeProducts|OfficeElectronics|Calculators|B...</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Category  Average Rating\n",
       "57                       Computers&Accessories|Tablets             4.6\n",
       "48   Computers&Accessories|NetworkingDevices|Networ...             4.5\n",
       "62    Electronics|Cameras&Photography|Accessories|Film             4.5\n",
       "81   Electronics|HomeAudio|MediaStreamingDevices|St...             4.5\n",
       "196  OfficeProducts|OfficeElectronics|Calculators|B...             4.5"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_categories = df.groupby('category')['rating'].mean().reset_index()\n",
    "\n",
    "top_categories.columns = ['Category','Average Rating']\n",
    "\n",
    "top_categories = top_categories.sort_values(by='Average Rating',ascending=False)\n",
    "\n",
    "top_categories.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a186bbba",
   "metadata": {},
   "source": [
    "#### 10. Identify any potential areas for improvement or optimization based on the data analysis.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79c9cc44",
   "metadata": {},
   "source": [
    "Based on the data analysis, some potential areas for improvement or optimization could be:\n",
    "\n",
    "1. **Improving Product Ratings**: Address any issues mentioned in the reviews to enhance the overall product rating.\n",
    "\n",
    "2. **Increasing Rating Counts**: Encourage more customers to leave ratings, providing a more accurate representation of customer satisfaction.\n",
    "\n",
    "3. **Enhancing Product Descriptions**: Improve product descriptions to better highlight features and benefits, making them more appealing to potential buyers.\n",
    "\n",
    "4. **Adjusting Pricing Strategy**: Optimize pricing strategies by maximizing the discount percentage to attract more customers.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "662a93fc",
   "metadata": {},
   "source": [
    "## 2. Spotify Data: Popular Hip-hop Artists and Tracks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b6d2899c",
   "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>Artist</th>\n",
       "      <th>Track Name</th>\n",
       "      <th>Popularity</th>\n",
       "      <th>Duration (ms)</th>\n",
       "      <th>Track ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Drake</td>\n",
       "      <td>Rich Baby Daddy (feat. Sexyy Red &amp; SZA)</td>\n",
       "      <td>92</td>\n",
       "      <td>319191</td>\n",
       "      <td>1yeB8MUNeLo9Ek1UEpsyz6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Drake</td>\n",
       "      <td>One Dance</td>\n",
       "      <td>91</td>\n",
       "      <td>173986</td>\n",
       "      <td>1zi7xx7UVEFkmKfv06H8x0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Drake</td>\n",
       "      <td>IDGAF (feat. Yeat)</td>\n",
       "      <td>90</td>\n",
       "      <td>260111</td>\n",
       "      <td>2YSzYUF3jWqb9YP9VXmpjE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Drake</td>\n",
       "      <td>First Person Shooter (feat. J. Cole)</td>\n",
       "      <td>88</td>\n",
       "      <td>247444</td>\n",
       "      <td>7aqfrAY2p9BUSiupwk3svU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Drake</td>\n",
       "      <td>Jimmy Cooks (feat. 21 Savage)</td>\n",
       "      <td>88</td>\n",
       "      <td>218364</td>\n",
       "      <td>3F5CgOj3wFlRv51JsHbxhe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>French Montana</td>\n",
       "      <td>Splash Brothers</td>\n",
       "      <td>44</td>\n",
       "      <td>221863</td>\n",
       "      <td>3fBsEOnzwtlkpS0LxXAZhN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Fat Joe</td>\n",
       "      <td>All The Way Up (feat. Infared)</td>\n",
       "      <td>64</td>\n",
       "      <td>191900</td>\n",
       "      <td>7Ezwtgfw7khBrpvaNPtMoT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>A$AP Ferg</td>\n",
       "      <td>Work REMIX (feat. A$AP Rocky, French Montana, ...</td>\n",
       "      <td>69</td>\n",
       "      <td>283693</td>\n",
       "      <td>7xVLFuuYdAvcTfcP3IG3dS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Diddy</td>\n",
       "      <td>Another One Of Me (feat. 21 Savage)</td>\n",
       "      <td>65</td>\n",
       "      <td>220408</td>\n",
       "      <td>4hGmQboiou09EwhcTWa0H6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Rick Ross</td>\n",
       "      <td>Stay Schemin</td>\n",
       "      <td>68</td>\n",
       "      <td>267720</td>\n",
       "      <td>0nq6sfr8z1R5KJ4XUk396e</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>440 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Artist                                         Track Name  \\\n",
       "0             Drake            Rich Baby Daddy (feat. Sexyy Red & SZA)   \n",
       "1             Drake                                          One Dance   \n",
       "2             Drake                                 IDGAF (feat. Yeat)   \n",
       "3             Drake               First Person Shooter (feat. J. Cole)   \n",
       "4             Drake                      Jimmy Cooks (feat. 21 Savage)   \n",
       "..              ...                                                ...   \n",
       "435  French Montana                                    Splash Brothers   \n",
       "436         Fat Joe                     All The Way Up (feat. Infared)   \n",
       "437       A$AP Ferg  Work REMIX (feat. A$AP Rocky, French Montana, ...   \n",
       "438           Diddy                Another One Of Me (feat. 21 Savage)   \n",
       "439       Rick Ross                                       Stay Schemin   \n",
       "\n",
       "     Popularity  Duration (ms)                Track ID  \n",
       "0            92         319191  1yeB8MUNeLo9Ek1UEpsyz6  \n",
       "1            91         173986  1zi7xx7UVEFkmKfv06H8x0  \n",
       "2            90         260111  2YSzYUF3jWqb9YP9VXmpjE  \n",
       "3            88         247444  7aqfrAY2p9BUSiupwk3svU  \n",
       "4            88         218364  3F5CgOj3wFlRv51JsHbxhe  \n",
       "..          ...            ...                     ...  \n",
       "435          44         221863  3fBsEOnzwtlkpS0LxXAZhN  \n",
       "436          64         191900  7Ezwtgfw7khBrpvaNPtMoT  \n",
       "437          69         283693  7xVLFuuYdAvcTfcP3IG3dS  \n",
       "438          65         220408  4hGmQboiou09EwhcTWa0H6  \n",
       "439          68         267720  0nq6sfr8z1R5KJ4XUk396e  \n",
       "\n",
       "[440 rows x 5 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"Data/spotify.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cda98f4",
   "metadata": {},
   "source": [
    "#### 1. Load the dataframe and ensure data quality by checking for missing values and duplicate rows. Handle missing values and remove duplicate rows if necessary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2b13e9b5",
   "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>Artist</th>\n",
       "      <th>Track Name</th>\n",
       "      <th>Popularity</th>\n",
       "      <th>Duration (ms)</th>\n",
       "      <th>Track ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Drake</td>\n",
       "      <td>Rich Baby Daddy (feat. Sexyy Red &amp; SZA)</td>\n",
       "      <td>92</td>\n",
       "      <td>319191</td>\n",
       "      <td>1yeB8MUNeLo9Ek1UEpsyz6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Drake</td>\n",
       "      <td>One Dance</td>\n",
       "      <td>91</td>\n",
       "      <td>173986</td>\n",
       "      <td>1zi7xx7UVEFkmKfv06H8x0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Drake</td>\n",
       "      <td>IDGAF (feat. Yeat)</td>\n",
       "      <td>90</td>\n",
       "      <td>260111</td>\n",
       "      <td>2YSzYUF3jWqb9YP9VXmpjE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Drake</td>\n",
       "      <td>First Person Shooter (feat. J. Cole)</td>\n",
       "      <td>88</td>\n",
       "      <td>247444</td>\n",
       "      <td>7aqfrAY2p9BUSiupwk3svU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Drake</td>\n",
       "      <td>Jimmy Cooks (feat. 21 Savage)</td>\n",
       "      <td>88</td>\n",
       "      <td>218364</td>\n",
       "      <td>3F5CgOj3wFlRv51JsHbxhe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Artist                               Track Name  Popularity  Duration (ms)  \\\n",
       "0  Drake  Rich Baby Daddy (feat. Sexyy Red & SZA)          92         319191   \n",
       "1  Drake                                One Dance          91         173986   \n",
       "2  Drake                       IDGAF (feat. Yeat)          90         260111   \n",
       "3  Drake     First Person Shooter (feat. J. Cole)          88         247444   \n",
       "4  Drake            Jimmy Cooks (feat. 21 Savage)          88         218364   \n",
       "\n",
       "                 Track ID  \n",
       "0  1yeB8MUNeLo9Ek1UEpsyz6  \n",
       "1  1zi7xx7UVEFkmKfv06H8x0  \n",
       "2  2YSzYUF3jWqb9YP9VXmpjE  \n",
       "3  7aqfrAY2p9BUSiupwk3svU  \n",
       "4  3F5CgOj3wFlRv51JsHbxhe  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fe53125d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Artist           0\n",
       "Track Name       0\n",
       "Popularity       0\n",
       "Duration (ms)    0\n",
       "Track ID         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2884d221",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "25af5acd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop_duplicates(inplace=True)\n",
    "df.reset_index(drop=True,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "596252bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 413 entries, 0 to 412\n",
      "Data columns (total 5 columns):\n",
      " #   Column         Non-Null Count  Dtype \n",
      "---  ------         --------------  ----- \n",
      " 0   Artist         413 non-null    object\n",
      " 1   Track Name     413 non-null    object\n",
      " 2   Popularity     413 non-null    int64 \n",
      " 3   Duration (ms)  413 non-null    int64 \n",
      " 4   Track ID       413 non-null    object\n",
      "dtypes: int64(2), object(3)\n",
      "memory usage: 16.3+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2daa4cb",
   "metadata": {},
   "source": [
    "#### 2. What is the distribution of popularity among the tracks in the dataset? Visualize it using a histogram.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "87050b4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "sns.histplot(df['Popularity'],bins=30,kde=True)\n",
    "\n",
    "plt.title('Distribution of Popularity Among tracks',fontsize=14)\n",
    "plt.xlabel('Popularity')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9698d7e",
   "metadata": {},
   "source": [
    "#### 3. Is there any relationship between the popularity and the duration of tracks? Explore this using a scatter plot.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "75a48628",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Duration (ms)', ylabel='Popularity'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=df,x='Duration (ms)',y='Popularity',alpha=0.6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09369e66",
   "metadata": {},
   "source": [
    "#### The plot indicates that there doesn't appear to be a relationship between track popularity and duration. We can further validate this by calculating the correlation coefficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c7941c26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.038992009284390984"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Duration (ms)'].corr(df['Popularity'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71805dce",
   "metadata": {},
   "source": [
    "#### 4. Which artist has the highest number of tracks in the dataset? Display the count of tracks for each artist using a count plot.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9885fd75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_artists = df.groupby('Artist').size().reset_index(name='Track Count')\n",
    "\n",
    "N = 20  \n",
    "top_artists = top_artists.sort_values(by='Track Count', ascending=False).head(N)\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(data=top_artists, y='Artist', x='Track Count', palette='viridis')\n",
    "\n",
    "plt.title(f'Top {N} Artists by Number of Tracks', fontsize=16)\n",
    "plt.xlabel('Number of Tracks', fontsize=14)\n",
    "plt.ylabel('Artist', fontsize=14)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fedfdaf8",
   "metadata": {},
   "source": [
    "#### 5. What are the top 5 least popular tracks in the dataset? Provide the artist name and track name for each.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6cb43c7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "least_popular_tracks = df.nsmallest(5, 'Popularity')[['Artist', 'Track Name', 'Popularity']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "349351a3",
   "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>Artist</th>\n",
       "      <th>Track Name</th>\n",
       "      <th>Popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Pressa</td>\n",
       "      <td>Attachments (feat. Coi Leray)</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Justin Bieber</td>\n",
       "      <td>Intentions</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>French Montana</td>\n",
       "      <td>Splash Brothers</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Lil Baby</td>\n",
       "      <td>On Me - Remix</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>Wyclef Jean</td>\n",
       "      <td>911 (feat. Mary J. Blige)</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Artist                     Track Name  Popularity\n",
       "199          Pressa  Attachments (feat. Coi Leray)          29\n",
       "219   Justin Bieber                     Intentions          35\n",
       "390  French Montana                Splash Brothers          44\n",
       "213        Lil Baby                  On Me - Remix          47\n",
       "384     Wyclef Jean      911 (feat. Mary J. Blige)          48"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "least_popular_tracks"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b4e5143",
   "metadata": {},
   "source": [
    "#### 6. Among the top 5 most popular artists, which artist has the highest popularity on average? Calculate and display the average popularity for each artist.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fbf09e2a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 5 Most Popular Artists and Their Average Popularity:\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>Artist</th>\n",
       "      <th>Popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>cassö</td>\n",
       "      <td>92.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Trueno</td>\n",
       "      <td>89.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>David Guetta</td>\n",
       "      <td>87.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Travis Scott</td>\n",
       "      <td>86.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>¥$</td>\n",
       "      <td>85.100000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Artist  Popularity\n",
       "113         cassö   92.000000\n",
       "104        Trueno   89.000000\n",
       "24   David Guetta   87.000000\n",
       "103  Travis Scott   86.555556\n",
       "114            ¥$   85.100000"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_popularity = df.groupby('Artist')['Popularity'].mean().reset_index()\n",
    "\n",
    "top_artists = average_popularity.sort_values(by='Popularity', ascending=False).head(5)\n",
    "\n",
    "print(\"Top 5 Most Popular Artists and Their Average Popularity:\")\n",
    "top_artists"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fb22961",
   "metadata": {},
   "source": [
    "#### 7. For the top 5 most popular artists, what are their most popular tracks? List the track name for each artist.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "518705b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most Popular Tracks for Top 5 Most Popular Artists:\n",
      "Artist: cassö, Most Popular Track: Prada, Popularity: 92\n",
      "Artist: Trueno, Most Popular Track: Mamichula - con Nicki Nicole, Popularity: 89\n",
      "Artist: David Guetta, Most Popular Track: Baby Don't Hurt Me, Popularity: 87\n",
      "Artist: Travis Scott, Most Popular Track: FE!N (feat. Playboi Carti), Popularity: 93\n",
      "Artist: ¥$, Most Popular Track: CARNIVAL, Popularity: 96\n"
     ]
    }
   ],
   "source": [
    "average_popularity = df.groupby('Artist')['Popularity'].mean().reset_index()\n",
    "\n",
    "# Sort to find the top 5 most popular artists\n",
    "top_artists = average_popularity.sort_values(by='Popularity', ascending=False).head(5)\n",
    "\n",
    "# Initialize a list to store the most popular tracks for each top artist\n",
    "most_popular_tracks = {}\n",
    "\n",
    "# Find the most popular track for each top artist\n",
    "for artist in top_artists['Artist']:\n",
    "    most_popular_track = df[df['Artist'] == artist].nlargest(1, 'Popularity')[['Track Name', 'Popularity']]\n",
    "    most_popular_tracks[artist] = most_popular_track\n",
    "\n",
    "# Display the most popular tracks for each top artist\n",
    "print(\"Most Popular Tracks for Top 5 Most Popular Artists:\")\n",
    "for artist, track in most_popular_tracks.items():\n",
    "    print(f\"Artist: {artist}, Most Popular Track: {track['Track Name'].values[0]}, Popularity: {track['Popularity'].values[0]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb429d66",
   "metadata": {},
   "source": [
    "#### 8. Visualize relationships between multiple numerical variables simultaneously using a pair plot.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7d7e0825",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numerical_columns = [column for column in df.columns if df[column].dtype!='O']\n",
    "# Create a pair plot\n",
    "sns.pairplot(df[numerical_columns])\n",
    "\n",
    "# Show the plot\n",
    "plt.suptitle('Pair Plot of Numerical Variables', y=1.02) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0b17f79",
   "metadata": {},
   "source": [
    "#### 9. Does the duration of tracks vary significantly across different artists? Explore this visually using a box plot or violin plot.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "60718a45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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17dpVM2bMUHV1ta3Mxx9/rKFDhyojI0M9evTQLbfcImNM674oAAAAANDK3G63xo4dq8LCQhUWFmrs2LEaO3ZsIHgA1BfVYMGhhx6qO++8Ux9++KE+/PBDnXrqqRo7dmwgIHDXXXdp/vz5WrBggdavX6/u3btrxIgR2r17d2AfM2fO1IoVK7R8+XK98847+umnnzR69Gj5fL5AmfHjx2vDhg1atWqVVq1apQ0bNmjChAmB7T6fT2eddZb27Nmjd955R8uXL9dzzz2nWbNmBcrs2rVLI0aMUF5entavX6+ioiLdc889mj9/fju8UgAAAAAAtJ+oBgvOPvtsnXnmmfrZz36mn/3sZ7r99tvVsWNHvffeezLG6P7779fvf/97nXfeeerXr58WL16svXv36plnnpEk7dy5U48//rjuvfdeDR8+XAMGDNCSJUv08ccf67XXXpMkffbZZ1q1apX+/Oc/q6CgQAUFBXrsscf00ksv6fPPP5ckrV69Wp9++qmWLFmiAQMGaPjw4br33nv12GOPadeuXZKkpUuXyu12a9GiRerXr5/OO+883XjjjZo/fz69CwDEvNLSUl188cUqLS2NdlUAAEAUuFwuFRcXB5aLi4tVUlISGI4A1HdAwYIdO3Zo9erVWrJkiZ566inb34Hy+Xxavny59uzZo4KCAn311VfaunWrRo4cGSjjdDo1dOhQvfvuu5KksrIy1dTU2Mrk5eWpX79+gTKlpaXKzs7W4MGDA2WGDBmi7OxsW5l+/fopLy8vUGbUqFHyeDwqKysLlBk6dKicTqetzHfffaevv/76gJ83EIoxRlVVVaqqqlJlZaUqKysDywSn0Fxut1tFRUXatm2bioqK6G4IAEASsizLFhhwuVzKyMggXwHCanaCwxdffFEXXXSR9uzZo6ysLNuHy7IsXXLJJc3a38cff6yCggK53W517NhRK1as0NFHHx24kO/WrZutfLdu3fTNN99IkrZu3ar09HR17ty5QZmtW7cGyuTm5jZ43NzcXFuZ+o/TuXNnpaen28r06tWrweP4t/Xu3Tvk8/N4PPJ4PIFlf08FIBL/mLJQSkpKlJGR0c41Qjxbvny5KioqJEkVFRUqLi7WxIkTo1yrpiEZEwAAQHQ0O1gwa9YsXXbZZZo3b54yMzNbXIE+ffpow4YN2rFjh5577jlNnDhRa9euDWyvfzJojGn0BLF+mVDlW6OMv4U3Un3uuOMOzZ07N2J9AaCtbN68WcXFxYHjlTFGxcXFGj58uHr06BHl2jUuXOCMoBkAAEDbavYwhM2bN2vGjBmtEiiQpPT0dB155JEaNGiQ7rjjDh177LF64IEH1L17d0kKtOz7bdu2LdCi3717d1VXV6uysjJime+//77B4/7www+2MvUfp7KyUjU1NRHLbNu2TVLD3g/BbrjhBu3cuTPwV15eHvkFAVTXalpSUsK4sgTnH27SVkNNjDFasGBB2PUMaQEAAEA4zQ4WjBo1Sh9++GFb1EVS3Umsx+NR79691b17d61Zsyawrbq6WmvXrtXxxx8vSRo4cKDS0tJsZbZs2aKNGzcGyhQUFGjnzp364IMPAmXef/997dy501Zm48aN2rJlS6DM6tWr5XQ6NXDgwECZdevW2aZTXL16tfLy8hoMTwjmdDoDU0P6/4DGWJaljIwMxpUluLaewqi8vFxlZWW22WGkuhwxZWVlcRG8JBkTgHjQ1sFfAIiGZg9DOOuss/S73/1On376qfr376+0tDTb9jFjxjR5XzfeeKPOOOMM5efna/fu3Vq+fLneeustrVq1SpZlaebMmZo3b56OOuooHXXUUYGhD+PHj5ckZWdn6/LLL9esWbOUk5OjLl26aPbs2erfv7+GDx8uSerbt69OP/10TZ48WY888ogk6corr9To0aPVp08fSdLIkSN19NFHa8KECbr77rv1448/avbs2Zo8eXLg4n78+PGaO3euJk2apBtvvFFffvml5s2bpz/84Q9cvAGISfn5+Ro4cKA++ugj1dbWBtanpqZqwIABys/Pj2LtmiZcMiYAiCUMmQKQiJodLJg8ebIk6ZZbbmmwzbKsBi1YkXz//feaMGGCtmzZouzsbB1zzDFatWqVRowYIUm67rrrVFVVpSlTpqiyslKDBw/W6tWrlZWVFdjHfffdJ4fDoQsuuEBVVVU67bTTtGjRIqWmpgbKLF26VDNmzAjMmjBmzBhb19zU1FS9/PLLmjJlik444QRlZGRo/PjxuueeewJlsrOztWbNGk2dOlWDBg1S586dde211+raa69t8vMFgGD+VvPCwkJJda3mLper1VrNLcvStGnTdMUVV4RcT6ATAADEo9LSUi1cuFBTp05VQUFBtKuTsJodLAhunWqpxx9/POJ2y7I0Z84czZkzJ2wZl8uloqIiFRUVhS3TpUsXLVmyJOJj9ezZUy+99FLEMv3799e6desilgGApmqPVvMePXqosLBQy5YtCyRtLSwstE0VCwBombYO/gLtIV5mIPJPCb19+3YVFRVpwIABfNfaSLODBQCA+DJu3DitXr1a27dvV05OTuBkFgDQOhgyhUQQL8Np4nlK6HjT7ASHkrR27VqdffbZOvLII3XUUUdpzJgxevvtt1u7bgCAVuByuTR9+nTl5uZq+vTpRN8BAEBcCjcl9ObNm6Ncs8TU7GDBkiVLNHz4cGVmZmrGjBmaNm2aMjIydNppp+mZZ55pizoCAFqooKBAS5YsYVwfAAAxxj+bRlVVlW1GJLfb3a4za8T6DERMCd3+mj0M4fbbb9ddd92la665JrDu6quv1vz583XrrbcGZioAAAAAAEQWrvt/8LDB9hgKEOvDafxTQtcXPCV0z549o1CzxNXsYMF//vMfnX322Q3WjxkzRjfeeGOrVAoAALQtf0vWtm3bQm7Pzc1VRkZGTCW1AgAkr0SYEjreNDtYkJ+fr9dff11HHnmkbf3rr7/OGwQAQJxwu90655xzIpaJtaRWAJDo7h5WFAjSGmP0uzenR7lGsYMpodtfs4MFs2bN0owZM7RhwwYdf/zxsixL77zzjhYtWqQHHnigLeoIAAAAAAnP5XDJ6XBKkjxeT5RrE3uYErp9NTtY8Nvf/lbdu3fXvffeq//93/+VJPXt21fFxcUhx9oAaF/ByV1qvKFvt0cCGP9cvZJs8/XG2ly9QLJyuVxauXJlxGEIsZLUCgAAP6aEbj/NDhZI0rnnnqtzzz23tesCoBV4PPuj0H8qqQ1bJjMzs03rES9z9QLJyrIsZWZmqlevXtGuCtqYP3gbHLj1/yd4CyDe+KeEXrhwoaZOnZoUgW3/cXzv3r3avXt3g+1ZWVnKzMxs9eP6AQULAAAAEB8I3gJINAUFBUk1HXS443h9rX1cb1KwoEuXLvriiy/UtWtXde7cOWK04scff2y1ygFoPqfTGbj927EpSnPUfV9rvCbQ0yC4TFtxuVwqKSmR2+0OdA8rLi5OiugvAAAAEO+aFCy47777lJWVFbhNlzUgdgV/P9McltIdDb+v7fEdtiyrQWSTLq8A0P5cLpeKi4sbBG4J3gJAfPA3wjVlGEJralKwYOLEiYHbkyZNatUKAAAQLYzlRjKwLMt2AulyuRh+0E6iNc4YQGLxN8JlZGQoJyen3R632TkLUlNTtWXLFuXm5trWV1RUKDc3Vz6fr9UqBwBAW2IsN4C2FK1xxgDQGpodLAg35ZrH41F6enqLKwQAAAAAiSLUdNLBt4PXAbGkycGCBx98UFJdF4g///nP6tixY2Cbz+fTunXr9F//9V+tX0MAANoIY7kBtKVojTNGbAnXw8T/2wPEqiYHC+677z5JdZGxhx9+WKmpqYFt6enp6tWrlx5++OHWryGANtFWY7WDo+dS6Ah6azwO0BoYyw2gLUVrnDEQrLGeDRLnZQitycGCr776SpI0bNgwPf/88+rcuXObVQpA22ursdqRxmcGR9AZnwkAAJLNnSOKJPkvyo2uXzO9zR+zKT0bOC9DKM3OWfDmm2+2RT0AAAAAIKE5HS45HXU92jxechU0R6geEv6hg/SKaBvNDhZI0qZNm/TCCy/o22+/VXV1tW3b/PnzW6ViANpWe4zVnnCupdRUI69/khQjLVnZarsHAABAMxSdfFfgwtoYo+nrrotyjRoXPHQ2VJ6H4HNYggatq9nBgtdff11jxoxR79699fnnn6tfv376+uuvZYzRL37xi7aoI4A20B5jtR0OKc2RovS0uuUar5EUekYVAAAAtC2XwyVnqlOS5PF5olybpmlsClJ/AIGhFK2v2cGCG264QbNmzdItt9yirKwsPffcc8rNzdVFF12k008/vS3qiATUVsn1EgFJaAAAANBajNnfUBMcIAi+HVwmXhljVFVVJSn0MAWGMTRfs4MFn332mZYtW1Z3Z4dDVVVV6tixo2655RaNHTtWv/3tb1u9kkg8bZVcLxGQhAYAAACtxePZHxSYtvZ3YctkZma2V5UO2ILh1yk9JU3VvhpJkpHR9NfvllT3HEINU/CfN3P90XzNDhZ06NAh8IHLy8vTv//9b/385z+XJG3fvr11awcAAAAAiHut0bLvTE2Xy5GujLS6oRRub3Uj92j42PUF14UeBnbNDhYMGTJEf/vb33T00UfrrLPO0qxZs/Txxx/r+eef15AhQ9qijkhA7ZFcLxFcPTo1eHYdPfCSL2J5AAAAIJjT6QzcXjD0blvOAn9Pg+AybaWtW/adTqdKSkpsiRD91xjhkiNK5DyIpNnBgvnz5+unn36SJM2ZM0c//fSTiouLdeSRR+q+++5r9QoiMbVHcr1EkJ5mKd1RFy2o9sb/WDIAAAC0r+DWcmeqMxAsCFcmXlmW1eB6gt4CLdOsYIHP51N5ebmOOeYYSVJmZqYeeuihNqkYAAAAACAxuFyusC3/7alo+NXBHXc1/bUH2vXx40mzggWpqakaNWqUPvvsM3Xu3Lmt6gQAAAAASCAH2vJvm82hXo6C4OWmzujgctTlPZCanvMgWTV7GEL//v31n//8R717926L+gAAAAAAIKnebA6v3xWxXDzM6BBPUpp7h9tvv12zZ8/WSy+9pC1btmjXrl22PwAAAAAA2pPb7VZVVZVt1oNQ69B0ze5ZcPrpp0uSxowZY+syYoyRZVny+cjW3hRVVVW214oPMAAAAADY2WZzOO06OfcNIZDqhiH4extMnDixwX3DzYCApml2sODNN99si3oknQsvvFAOx/6Xnw8yAAAAANgFN1B7aqslr+zLzRSc5+BAch4kk2YHC4YOHdoW9QAAoN0YYwI9uup3VwzGlEtIBsHfB2n/94DPP4BYM+vN+xstUzR8Vr3ZDu61bZ8WZvYDch401Oxgwbp16yJuP/nkkw+4Msnk3pHnKCezo6r3DUUwMpr66l+iXCu0hqZchHACBkSX2+3W2LFjG6yv38urpKSkQeZmINEET2Mm7f8e8PkHEI+Y7aD1NDtYcMoppzRYF3zRQ86CpnGmOJSRlq6MtLplt7cmuhVCq2nKRQgnYAAAAEDjXC6XSkpKZIyxzYzg53Q65fF4mjyse8HwqwN5Dzze6kBPg+DcCKjT7GBBZWWlbbmmpkYfffSRbrrpJt1+++2tVjEAQPJqzx46KRP7K9Bf0ZEiy2vkW/TPFu8XiBf+E/Hg4QfB/wEgmizLCjSyhRsm0JzzAWdQz4MD3UeyaHawIDs7u8G6ESNGyOl06pprrlFZWVmrVAxIBNed6ZD/uGOMdNcr3sh3ACCpfXvoWOmpstJSA8vGoocckov/RJwebwCAYM0OFoRz8MEH6/PPP2+t3SFBJVtSMWeapXRH3fOo9sZOhtVkeg9iUbJ9DwAgUXE8B5DImh0s+Oc/7V0zjTHasmWL7rzzTh177LGtVjEkJpKKxYZQY7ra+z0wxqiqqkqSPfN2MpxQ8T1oHmvSwQruomMW/RDdCgHAPhzPASSyZgcLjjvuOFmW1WAeyiFDhuiJJ55otYoBiK4ff/xRNTUNE29mZWUpMzOzxRf14RLRcEKF+qz0FFlpKZIkU1Or2OmjAwBob6WlpVq4cKGmTp2qgoKCaFcHSGjNDhZ89dVXtuWUlBQdfPDBJMFpZR6vN+xy/UBNvLp/1BGy9mUVS0+1VF1rdPWq/4tyrZLLlWNSAg22jlTJ67P0SEndeO1LL7004n25qG8dJxfubzRPSZVqfdLa5dGtEwCg+X5xyQOBA3qKI13GW62yxTOiXKvE4na7VVRUpO3bt6uoqEgDBgzgGgRoQ80OFhx22GFtUQ/UM+XV58Nu83g8YTOBxhOXI1VOR0pg2fLWRrE2iam6xqhmX66EUDGm9DRLaY79vQMsq/0CUU6nM5B929/DoLi4OOl+9B1pkiNt/3vgrUmMYCAAJJvUdJdS0/ZPveZL8CF10bB8+XJVVFRIkioqKlRcXKyJEydGuVZA4mpWsKC2tlaLFi3S888/r6+//lqWZal379761a9+pQkTJiT8OGMg3jz8woEHYJ588slGhyG0RPA0OH7JkK8AAAA03+bNm1VcXBzoYWuMUXFxsYYPH64ePXpEuXaItuCe1x5vdcjbaL4mBwuMMRozZoxeeeUVHXvsserfv7+MMfrss880adIkPf/881q5cmUbVjW5PHTGeXI69r89Hq830NvA6XSGuxsSQPDBLngGheDb7TEUpUuXLgwzAAAgDoSalSGRkgYbY7RgwYKw6+fNm5cQzxMHzuPxBG5Pe+3eKNYksTQ5WLBo0SKtW7dOr7/+uoYNG2bb9sYbb+icc87RU089pUsuuaTVK5mMnA6HXI7Qbw8Hw8QWfLB74MXQ871HGoricrlUUlIiSSG7+AevQ3jhTrz8//keAgBiRbhZGRIlv1B5ebnKysoarPf5fCorK1N5ebl69uwZhZoBia3JwYJly5bpxhtvbBAokKRTTz1V119/vZYuXUqwAIiyUN37pboL3EQ4YWgv4U68pMQ5+QIAIB7k5+dr4MCB+uijj1Rbu3+IZWpqqgYMGKD8/Pwo1g6xILjn9YLhs+R0pEuqG4ZAT4MDl9J4kTr//Oc/dfrpp4fdfsYZZ+gf//hHq1QKSGbBB7urz07V78516HfnOnT12akhywAAgOTm71VYXFwcWJdISYMty9K0adMa9OoLtx7JJ/gz4HSky7Xvzx80wIFpcs+CH3/8Ud26dQu7vVu3bqqsrGyVSgHJLPhgl+6wlO5o+APIj2Lb8594hRrKkSgnXwCAxJAMSYN79OihwsJCLVu2TMYYWZalwsJC5eXlRbtqrcrj84S8nShTpyO+NDlY4PP55Agzhl6q6wbk9XpbpVKQPD6vjDGq9tWNWTfiAIH4EPxjVuO1f25r2jlJY0uEO/Fi+AEAANExbtw4rV69Wtu3b1dOTk5C5mCa/ca0kOsTZep0xJdmzYYwadKksN2fg5OyoeWmvPJ8tKuAMIwxqqqq0rZt2xpsy8rKUkpKk0f3JKTgY8GSFZLCBLr40QMAAM3hcrk0ffp0LVy4UFOnTqWnH9DGmhwsmDhxYqNlSG6IZOB2u3XOOedEuxoAAABJp6CgQAUFBdGuRpu559QFcqbWNc56fJ5ATwPyVSEamhwsePLJJ9uyHggSaoq74CQ1RFERy4J/zC4+V0oLyrlQ4zX7ehvwowc0V2lpaaA1LZFPlAEkFv9UxHv37tXu3bsbbM/NzVVGRkZC5VdoCWeqU05Hw3MkXh9EQ5ODBWhdHp9Xbm/N/uWgfA9Op5Ox0mE09oOTlZWlzMzMNk3q43K5tHLlyojDEBJxDF1TBb/uaQ7LFiyoYxqUAxCZ2+1WUVGRtm/frqKiIg0YMIDAMYC4EGkqYj+mJI4+t9tt+1//tpR4STPROIIFUTJrzcqwCSMZyx1eU35wpLb90bEsS5mZmerVq1fI7VVVVY3uY+/evfr+++9DbsvKympJ9QAkoOXLl6uiokKSVFFRoeLi4iYNDwQAoClCNXTVX0dQJ/kQLACi4MILL4x2FRBFwTNB+LxScBJInzd0OTSULN1aN2/erOLi4sDnwRij4uJiDR8+XD169Ihy7QAgMv9UxJGO1/SUAmITwYIouXfEOeracX8Lssfr1ZRXn5XEWO5IGvvBCR6GkOj8QzL8XcSCc1okwgVSIgueMWLt8sjl6GUUXmPDfRKhBcQYowULFoRdP2/ePL7vAGKafyrijIwM5eTkRLs6UREc/Pd4PSFvx4qioXfI/7OSnpKu6toaTXvr+uhWClFDsCBKnKkOuRxpIbdx4hdeovzgLFu2LGSwQ6oLePh7HlTXGFV79/3A1GtkDjckIxEukADUKS8vV1lZWYP1Pp9PZWVlKi8vV8+ePUPeN9I0r1Ji9b4AgFgW3Ehw/ZppUaxJ41wOe4JFy8tvRDIjWABEQWZmZthgR3DOgwde8rVXldCOgnsPDR0npQYdiX3e/b0N6GUUWXFxsWpraxO6W2t+fr4GDhyojz76SLW1tYH1qampGjBggPLz88PetynTvBJcBBAv6FEJtD+CBUCccrlcKi4ubjC9ZiJcICW64JOaVIfkSAs+yTEhy6Eh/ywx8dzLqDGWZWnatGm64oorQq7nM7L/AkKS7SKCCwggMQQHCUINPws+/4nV73xw8P/OEQsCLfceryfmexq0huDjtBR+xoVYfg+TFcECIMb48zJIsv0w+n8M/WUsy7IFBpheE0hMPXr0UGFhoZYtWyZjjCzLUmFhofLy8iLeL9I0r1Li9L5gSBaS2YFchJWWlmrhwoWaOnWqCgoK2q+yB6ixmbD850mx/J0PvgB2OpxyOmL32OvxecIuH2ji5UjvYXAAqL3ew13Ve+XxVkuSPLXeRko3TWPTu8fr0D+CBXEoGVpR/GNtk7GrmT8vQ30EA4DkNW7cOK1evVrbt29XTk5Oo8kdpcaneQUQ/5p7EeZ2u1VUVKTt27erqKhIAwYMSIigIVrPtLduCLstURIvz3pjYavvsynTu8dyQCscggVxKBlaUTweT8iT4QN5jvEWQQeA+lwul6ZPnx44lnFyv5+/N1a4nljJLFTjQv3bUnIE4lFn+fLlqqiokCRVVFSouLhYEydOjHKtmu6a8xfKn6o/LTVdXl+15v9lSpRrheZYcOpNSk9JU3VtjaS649T0N2+Lcq0QDsECJDQi6ADaUnv29CooKCDgGUKo3lhc/NYJ17hQPxifSI0Nyey8iQ8pNTVdvn3dq42MVjw1NbB98+bNKi4uDnQlN8aouLhYw4cPV48ePaJS56awdX23LKUHZeo34crhgC045Q45U/e/xh6fJ9DboDUSLztT0+VypCtDdfty7/u8NteBNAYuX7485G+D0+lsMLy3uRqb3j1eh/4RLIhDydCK4nQ6WyV5X7xH0AHEtmTo6QUgPjgcTjnSXEpLrzv2eGv29yAxxmjBggUN7uNfP2/evJgNsAVPO3hfhF4EidJFPtqcqfapE4PFymckVGNgU/inX28LiTK9e30EC+JQMrSitEbyvniNoAMAILVuwizXxVMl7SvncMjyeVX1dMOLRySmTZs2qaysrMF6n8+nsrIylZeXq2fPnlGoWeuprKzUzp07G6zPyspSZmZmwp0rJ7NQjYEXXHBBYLvbWx1IYEh/k5YhWIAGwnWr9f+PhwNtPEfQAbS94O6qpsZn3xa03Fi31mTo6YXoac2EWVZauqy09MCyqeE3MJkceuihGjhwoD766CPV1tYG1qempmrAgAHKz8+PYu0iC+76fs2vHrINQ6j2egK9DX7zm99E3A89vhJDuMbAk046KVBm+mv3Rqt6CYdgARqIdHISLwfa8vLyhI2gNyVhVaSgTvDFT43XfiEUvMzYv/iXDDOnHKjgbq21iz4OW87tdsuyrLCB02To6YXYFzwPvbT/c8pxHH6WZWnatGm64oorQq6P5WOWrW7GqNpbd/xOS01X7NYabSFSY+AjjzwShRolPoIFSEj5+flxG0FvTFMSVkUK6gRfJD1SUhuyjL8cY//iG+PpW87j8WjcuHEN1vMaoj00NWFWuO96cXFxe1QTURQcEPLWeGzbgpeNMerRo4cKCwu1bNkyGWNkWZYKCwuVl5fXbvVtqfuemxp225NPPqmampoG64OHISC+RWoM/Oijj7RgwQLl5+eH7e3HZ6D5CBbAxhgT6M7jdrsDyQAXL14sl8sV2B7LEWgpviPogJ8xRlVVVc0eDlS/lbG+4P0l63chuFtryqT+stJSA8umxhfobdAamZ+BA5WoCbPQeoIbAJ5/qvHkf+PGjdPq1au1fft25eTkhJymOl516dKFIG6Ca6wx8KijjmpwXnMgec+wH8EC2Ljdbp1zzjkN1gfPIBAvLWqJEEFvzLSzU/3TDcsYacGLvsh3kP3i56qxKUpz7D+o1nhNoLcBF0nR5/F4Qp7INfYdbGycs3+f8fJdbgvBJxNWWqotWBDM5XK1yswsQFsK9zlNhGEI/qDptm3bQm5vTpJH1H1Wpk+fHphyLh6OZf4eNpIi5oeJh+eClqExsP0RLEBCi0YEPfjkrNob+nZjJ3ChWob9t4Pvm55mKX3fxX61t2knhcEH0jSHZQsWhCsHJKtwM7P4L2D8DiR/CFomOCeHlNzvQbjPafBnNF6Fa8QIlsyBz+DA/nmXPCRH2v5lb40n0NsguFxBQUGT56VvT+Fyb4RrGabF+MC4vW55fHU9UuIxoJgMjYGxhGABwio64yRZ+1LHGBlNf/Xtdnvs+t2n6y839eQvGhH04C6Bf3zZG7ZMpHwAoVqGgyPpSA5Op7PFrdq/uMiSlWpUG/RR/OiZ1q5p8onUe6Op+UPQMrwHgD2w70hzypEW+vchHgJm5NlpH9PXXRftKrRYIg+nOVCNTbWblZUlrzf0dUkkBAtgExxhtGTJ6ajrmuvxNn0qsdZQ/0tff7k5PxyxGkEHGhOutbA5UhxSalqKtG/GNF+NEbMOA4gVkYYZZGVlKSMjQytWrNAPP/wQ8v7+JI9Aotu7d6++//77kNuSbThOPA6naWtNmWqXYEESaOm0eY0JbhWf9uq6sGXIkh9ecFe//znLYRsm4O9p0Fg+gPrj8/zrpPjsMgYkstSJQ2QcKZJ3X7IlY1T71PvRrVSSSZtQKJOaKgUC20beJf8b1TqhaZo6zKBXr17tUh9EDzliIrvwwgsjbo/UkNZY3ofgdfGCxsD2QbAgzrR02rx4Mn/EwYFhEOmpUnWtdM3q0AmOYklwoCbdsT+nQLgy4fbhfw/rv5eJMAa1MY21NPmnQEqECLq3RvLtyzeRkirVNp6jMiYk03vUqLRUpaSlBnpvmJo4eRMTicOhlLS0oPeg4fRpAGJbY73pwuUpSZrfmhYIPq8MRt6HxNHYVLv+YQjdu3dv1n4JFsAmuMX7nhHH23IWzF7zboMybcnlSJHTkRJYtry1EUojkSRTQqt1cZqCIpneIwBtx+VyaeXKlY0GHoH6rd/JNrPPsmXLQl4ESgzHQdOm2t21a1ez90uwII4tPOPsQCTVGKOpr77Y4n0GR2b9wYFIZZC8wmUtZpgEAKCpLMtSZmYmwwyARmRmZoa9CETLMU1raAQL4pgrLU0uR91b6D6AhBXAgQgOEoQa37Z48eIWP0aitzQ1Z87o+jOBxIpEf4/iRag8NsHTjSXbSQ2AxOX/7Qx1rANaih6ToREsSEDhsqU2ZRxxUy5iOChHV3DLfY039O22bN2vqqqKeDCdOHFiix8j0VuaGhs7GByQCZfI1F8+WheDif4e+YWbxjU4d0j9HAXBy23d0yZS9uNkPKkBkLiCu1kjvgT/Fnp81bZtwcv0To09BAsSUEuypfqTy4RrzUyWlqpwrXWx8PyDZ6woeiF0IrW2nLEi+PFboi1n9Yh3TUlkKnEx2B4am8ZVkmoXvxf2/sweAwBIdrbZ1t64NWK5aP1mRuoxKSVvXgiCBWgg1IVKsiWRCXexlizPvz2EuuhKxFk9IgmX2ZnIuv01MDVGUm3Q7YZlklVwt1ymGwMA4MAkS4/J5iJYkIDCZUv1D0NwOp2BLrSM+4o/wbNRTB+TqrR9UzPWeE2gp4HT6WyzC9H2mg0jGYTL7FxcvH+KhBPGSf7+FSmOuqkV31nWnrWMjuBWCPPkNoX61LZXC0TKJQP3vwmOFFleI9/iD/dvnzhEVlpqYNnU+AK9Ddr6+xJqSAtTYQEAYknwb+GCU2+SMzU9sOzxVQd6G3COGXsIFiSgxrKlVlVVRRzjWj9vgZR8wYRIrXXRFtw1P81hKd3RsKu+ZVlNuhA9EBkZGQ1em2CLFy9uct6C8edaSk018vpHUxhp2coWVa9uNwmU0daRJqWm7a+nr4bW9PZmpafagwGWffiPlWbfbtsWB58xAInB6/XIGCOft24MuAkZZgVan7+Bau/evSEbLNPS0gK3nanpcjnSG5SR+M2MRQQL0EBwS1Wytk6Fa63jILb/tQmXlbg5PRccDinNkaL0fb8hdUkaW35yEy8ZbVvjNUxUwa0L1qW5svYFTEyNkXlyW4MyAJDsnl88JdpVQJKKlGwX8Y1gQRJijGtyaOsL0XBZiYOzxCMyXsPwggNzVpolKy1l31JtIJxE8A4AAKDtECxIQoxxTQ5NuRCtrjGBKRcdqZLXlxgXX2S0BQAkg+ChoxLTXiM6/J/DSMMQLr300ijUDC1FsCBKPLVeVdVUq9pXN/aVcWWIhkdfqI12FdoEGW3Rrmp8qjVG8u77PjGMBO0k1DS/wbfDTYOMxBGqAcgvXhqCGvscSwwFjXXBDVSh8qbRYzJ+ESyIklmrV8rhaP7LH9yF3OP1hrzNeGckukgJDP2zfnBigfbi2zfzAdDewo0TDpV8FohVTfkcx0KeISAZESyIM8HTiU155YWwZdpjOjHEp/qzXYSb7SGWuyzGSwJDIBKCXkDLJdLsN23F/xoFn0P6OZ1OWZbVomMN70Hy+PHHH1VTU9NgPb9ZiSuqwYI77rhDzz//vP71r38pIyNDxx9/vP74xz+qT58+gTLGGM2dO1ePPvqoKisrNXjwYC1cuFA///nPA2U8Ho9mz56tZcuWqaqqSqeddpoeeughHXrooYEylZWVmjFjhl54oe4Ce8yYMSoqKtJBBx0UKPPtt99q6tSpeuONN5SRkaHx48frnnvuUXr6/uk9Pv74Y02bNk0ffPCBunTpoquuuko33XRTs78Yy5YtU3p6etKNK7P3jLB3ga+/jLYRrstiW3RX9HolY2ptUyMCicR/7D6QccIEvdCanBf/RtK+cxGHQ5bPK/fTf4pqndpDtL9Hwec1vhr7xXjwcjR7fbb1a9Sa+5/+64WBc2pjjIqenXpAdULbaCzvAL9ZiSeqwYK1a9dq6tSp+u///m95vV79/ve/18iRI/Xpp5+qQ4cOkqS77rpL8+fP16JFi/Szn/1Mt912m0aMGKHPP/9cWVlZkqSZM2fqxRdf1PLly5WTk6NZs2Zp9OjRKisrU2pq3dzX48eP16ZNm7Rq1SpJ0pVXXqkJEyboxRdflCT5fD6dddZZOvjgg/XOO++ooqJCEydOrDtQFRVJknbt2qURI0Zo2LBhWr9+vb744gtNmjRJHTp00KxZs5r13DMyMmxzjjb1Qi14qrCHzhwj576hDB6vN9DTIBamE/OPP6ufiT94/NnVf/2/qNRNCj0+zj8bRDxFRIMTFMbi6JOnV7RNpSIlMAyObiOytmwhiNSSJdUdp5ra0mSqa2VqjH/HB1SfljA1vrDL/ucRLF7GCUdbY/Nyd+zYUampqfL5fPrpp58abA/+DYVkpaXLStvfuGFq4ue3LJ4FH+P+vnhGxHL0+mxceppL6Wl1v9/VNbGRc6OxY1U8taoHn/9K+8+BGcKMcKIaLPBfuPs9+eSTys3NVVlZmU4++WQZY3T//ffr97//vc477zxJ0uLFi9WtWzc988wzuuqqq7Rz5049/vjjevrppzV8+HBJ0pIlS5Sfn6/XXntNo0aN0meffaZVq1bpvffe0+DBgyVJjz32mAoKCvT555+rT58+Wr16tT799FOVl5crLy9PknTvvfdq0qRJuv3229WpUyctXbpUbrdbixYtktPpVL9+/fTFF19o/vz5uvbaa9vlABH8GE6HQ64QeQ9i4UAVbvzZ4sWLo1CbhsLVL94iogte9DVeKAGRwLB1tGULQWu2NJlFPxxQHVpL7eKysNtacgGQ7EEv5uVGa2D2m+Y5/8L75HDUNSp5vR49t+yaFu8z0d+Dph6rWusc0u11y+OrC0K19kV8cC84SbYecU3x5JNPNtrIgMQSUzkLdu7cKUnq0qWLJOmrr77S1q1bNXLkyEAZp9OpoUOH6t1339VVV12lsrIy1dTU2Mrk5eWpX79+evfddzVq1CiVlpYqOzs7ECiQpCFDhig7O1vvvvuu+vTpo9LSUvXr1y8QKJCkUaNGyePxqKysTMOGDVNpaamGDh1qa7kfNWqUbrjhBn399dfq3bt3m702saKp49LCCX7tHhh1pJyOlMCyx1tr623g8RpJtfWW99cDsamxaZwkkm8BEkEvoDVE+3sUfF7zi4kPKjVt/7KvxhPobRALvT4lyZXRSWn7Wu5rWqnlPtrvQaL53ZvTo12FsLp06RJXjWpouZgJFhhjdO211+rEE09Uv379JElbt26VJHXr1s1Wtlu3bvrmm28CZdLT09W5c+cGZfz337p1q3Jzcxs8Zm5urq1M/cfp3Lmz0tPTbWXqHwj999m6dWvIYIHH47F1Udu1a1eEVyH2NbW10OVyqbi4uMEY3uCLfKcjxRYsqO+aNaEDElLLu/P5L2gjJfiLVU1JUBjN59HYNE6IHe3VQpB9kWTt6zFuaqSdSxu/Tyx9zlMmDpSVlhpYNjW+QG+D9PR0VVVVNejWGQ/dUaOtsXm5mzIMoaXzdjeWZDIjI0PGGP3wQ8PeLfHU9RhtJ/i9T01z2oIF4cohvjR2rIqnVvXg81//skQjHMKLmWDBtGnT9M9//lPvvPNOg231D7DGmEYPuvXLhCrfGmX8X65w9bnjjjs0d+7ciHVNNJHmdQ43frm9hbqgjZcTvvZMUIjE1l4tBCmZlqy0fQmraoyakukylj7nVlqqLVgQrLq6ukFPmcLCwrgb0hQNjc3LHaxr164N1rXGvN1NCYA3hvcaSGzNOVa1REsS5jZV8HMJ1hrHUySmmAgWTJ8+XS+88ILWrVtnm8Gge/fukupa7Q855JDA+m3btgVa9Lt3767q6mpVVlbaehds27ZNxx9/fKDM999/3+Bxf/jhB9t+3n//fdv2yspK1dTU2Mr4exkEP47UsPeD3w033KBrr702sLxr1y7l5+dHejliWmPj0rKyskJ2MT+Qbuf3jciV07H/4t3jNYHeBrHSnQ9A/DPVvv1JCx0psry0sAAA2leoYDgNQYi2qAYLjDGaPn26VqxYobfeeqtBN/7evXure/fuWrNmjQYMGCCprhVn7dq1+uMf/yhJGjhwoNLS0rRmzRpdcMEFkqQtW7Zo48aNuuuuuyRJBQUF2rlzpz744AP98pe/lCS9//772rlzZyCgUFBQoNtvv11btmwJBCZWr14tp9OpgQMHBsrceOONqq6uDkynuHr1auXl5YUdp+V0OhPqwraxcWmtGZl0Oqx6wxT25y+Ihx4ASFyNZUZmTun4Urv44wO+r9PptA2XkPbPrILY11iSyaYOQwBw4IK7wNd4PSFv000eiI6oBgumTp2qZ555RiUlJcrKygq02mdnZwdOtGfOnKl58+bpqKOO0lFHHaV58+YpMzNT48ePD5S9/PLLNWvWLOXk5KhLly6aPXu2+vfvH5gdoW/fvjr99NM1efJkPfLII5Lqpk4cPXq0+vTpI0kaOXKkjj76aE2YMEF33323fvzxR82ePVuTJ09Wp06dJNVNvzh37lxNmjRJN954o7788kvNmzdPf/jDH7goCOHB0/v7Z3yWkTRj1YGfkAPtKdTUmsG362cTDiWaXZPt837bT7CClzn5arng4RK0/sSfpiZm80/nDKD1BQ9RffB/p4Qtw9STQPuLarDgT3/6kyTplFNOsa1/8sknNWnSJEnSddddp6qqKk2ZMkWVlZUaPHiwVq9eraysrED5++67Tw6HQxdccIGqqqp02mmnadGiRUpN3T/GdOnSpZoxY0Zg1oQxY8ZowYIFge2pqal6+eWXNWXKFJ1wwgnKyMjQ+PHjdc899wTKZGdna82aNZo6daoGDRqkzp0769prr7UNM8B+LkeqnI6698DjbTjFn9vrk8db11sgPdVSdW3iXbh4aoyq93Vp5rostoQKCAQn+gk1jjleZnEIPvH66BkpXI6AZD75aiyBYlMCQgDQXsL9ZsVLviUA8SnqwxAaY1mW5syZozlz5oQt43K5VFRUpKKiorBlunTpoiVLlkR8rJ49e+qll16KWKZ///5at25dxDLJLPg9DQ4QhAoWzPzrvyPuy+2tDUyXmJ4qVddGLN7k+oVqKa5/u7V+fO96xdvifaBtRJo3uSnzDRcXF6u2tjbsMIRk75ocfCwwNWFuRzGCFksJFA9UYz1gpPhJ3Hog7J8x+7E2eJkeNEgE4X6zEiHBZvBw3RkXPKQ0R91yjdcT6GmQSEN6gXgSEwkOYec/AQw1FVesC27RnN7CYQfXrmk4RrSlIl0gBrciJsKPL1rHGedL/mstY6RXn6u77b+obMvMyAcq+KRqwHgpNW3/xaKvxuzrbdC2J1/Bx4Idi6RQvRuSuWdDawh3PEuWY1nwZ8y7JHyAry0/Z5GmXpTIXwI0RfD3I83hVHpaw/NdvkNoikjXUK39GSotLdXChQs1depUFRQUtHh/jeXDitZ0vQQLYlCoE0D/VFwtFQstUYsXL9ZBBx2UsF1/22t++HC9JBK5JbE1Bc81XP89Cm6JTEuTHPsutr017dNCac85IAVfaNctNywXzD7vt2ULFuy7Z4NyAJqvKVMvJnLABu0n0m+WFN8NTUBriXQN1ZrHYbfbraKiIm3fvl1FRUUaMGBAi79rkRo0g7X3bwrBgiTT1i1RwS2VRaf3t+Us8Pc08CewDOZvpW3Khba/fEvdeoZTaSlG/hnTjKQ/rKpu8X7bq3tz/cCK/zYnpk0T6n3yv0fRnm84uMX0neWRy8Vqy3zwseCgSZK1L2Bhasy+ngbx0600HqZWTL1kuG3Z99RrUapJ+wn+/DguLpSVtv+UxtR4A70N4uVzBkQS7jfLH/Rty4YmAHbLly9XRUWFJKmiokLFxcWaOHFilGvVNggWxKD6F8z+df6W91gW3FJptD9XgQlTJtT922sccXqq5HSkyJVWt+yJwQsAIF4Ff8+tNCsQLKgTXz0bap8qi3YVGmWlOQIXy/XH7ycq+2fMISstrdFyrS3S1IsS+UsQG4J7oXlrPCFvk9sDseDHH39UTU1Ng/VN7YIf6RqqtWzevFnFxcWB74wxRsXFxRo+fLh69OhxwPv1170pwxDaE8GCGNReU3EtOOM021jsaa++3qr7Z6rEthXcJdG/HPw/VtnnU7afnAQvJ/OJS3BL6InjpNSgayBfzf7eBrSYJrdwCf5I7td+mjr1YqIjU3/0RbpI2rFjR6Bc8dNMTYjYdemll0bc3ljv2ba+hjLG2GbTq79+3rx5B3zM89c91vJhESxIYq40h1yOuo+A25scLVGJJPigEk+Cu9gvWyExrV9D9pwDqpdzwIQs1xaS+QKgPYdEHajg71K4YQfJ/D1C+0nkTP3xor0amoBkVl5errKyhr0NfT6fysrKVF5erp49e0ahZm2HYAFaVXsl92tr0U4CCUSbMUY7duwImXDU/31OhO9BpEShsTC1YqSADWDvXWLvult/GcmrKb3Q6KmGWPDkk082OgwhmvLz8zVw4EB99NFHqq3dP6d7amqqBgwYoPz8/CjWrm0QLECrSoS5yyWFvEBKlunI2lrwCcmF50ppjv0XmzVes6+3AScu0RZpZpLmJtOsrTayavxj+1qvjq0hlhOFNhawCb5QTL1kuC1ngb+nAd+jxBbcu8Sz5E8Ry0YKJrR0uEpjmfoRXU0J6sZ74Betx+31yOOrO7akp6SrurZ1A48eX7WMMYH9Bh9/unTpEvXf3kgsy9K0adN0xRVXhFyfiN8jggVoE7E6rV/wAam63nj5+stoG/b5lC1bsKBOfCW/Q+N2Lo52DeJTUwI2fsEJDm3r+R5hH/eShuNs/Vo6XKWxTP2IrkTp9Yn2MX3tDW26/2lv3Nqm+29rPXr0UGFhoZYtWyZjjCzLUmFhofLy8qJdtTZBsABtoqWtdW0VbAhuhbmpkWkSbz6z4dSKt7za8qkVgXhz5ATJ/60zkv7v6WjWpnXFa6JQxAdjjKqqqiLOlpCRkXHAv2vBPUecF//WNiOEqalptLcBkoNlWWFn1CKo0/48Xrc8Xv/5KA1V8WjcuHFavXq1tm/frpycnLCB/URAsAAxKRa6BqenSumOFDn3nXvR8yBxhBoHHnw71qcobQ/BvXAsSSn7kizW1jRtxop4acmKl0ShqZcMU3DIxvfUm9GsDprI7XbrnHPOiVimJb9r9ukj02SlpYct67p4WoNggr+3QaIPVwmX+8P/PxkulkMloSwsLIyJIVfJ5vo106NdhQbaOqlv8P4jPUYsnBc0hcvl0vTp07Vw4UJNnTo1bup9IAgWoE3Eamtd8AnRraenKz2oC3y11zTa2wCJIVzm7kSODDdXcC+cL5+WQrV+ROq6nCj5S2JF8DCD4KkRgaaKFExI9IvlcMd8KTbykwDR1ta/2eH235qP0d4KCgpUUFAQ7Wq0OYIFaBMtba1rq2BD8AlRusOSs8F4eQAAWofL5dLKlSsjDkOIdhAdyaF+y7F/HZ+/9hEvve2A+ggWICbFS9dgxL/R50v+GJIx0kvPRbc+ra3WKxlTq9pmNkYH98I5aoJ9GMKXTzcs01ZiNVkq9vO/R8navTsSy7KUmZmpXr16RbsqSS3SbA2xfoEW7hhY/3Zj37fgll3Ordofve0QrwgWxDF3TY083rorgJZOewQkq7Q0ybGvh4k3AfNS/H3pgT2n4JPOlDQrECyo034zVsRC/hJEFq6LN+8RYkW42Rri4fMZaQhFIk7pXF3jVs2+5H+c2wLRR7Agjk199cVoVwFxjBZboHF8T4DwWqvVG/ArenZqtKsAIAjBAiBJ0WIbH7w1km/fDAQpDqnW1/h9EinrcLSTpUbzexLcqmZqfCFvxwKXy6Xi4uK4696Nlku2Vu9oO2viQqWmpsvnrUvGbGT0ylPTolwrAImMYEGcIUEKEPv8rW179+7V7t27G2zPyspSZmZmk1rb/ra8+Y+fSFmH4z1/Sbgp25ry3gfPSOF76o22q2QL+edw94u1z9iPP/6ompqaBuub8z2MB6amWsb/PB0OWT5mzUg0DodTjjSX0tLrvl/emsSY5pdz29hBb7rwjDGqqqqy/TYHczqdysjISLjXiWBBnCFBStOEO0Fn/Nt+0W6xTWSRWtuC0doW+1r6PWE8fzvxelVrjOT197rYf6y/9NJLI941Ud4Lz5KHo/r4mZf8TkpNq+sOpbpW76qn74lqnRAfOLeNHfQ6Da+qqkrnnHNOxDIrV64MO6V0vCJYkGSCL5b9yRHr306EC+pwJ+jFxcXt8vj1s4P76xRLkdl4b7FNZE1pZfGXaw++GqPafUMh4uXo0Fq9O6L5PQmebSL1klNlpaVKqhuGEMs9DaKh5un2ObYjPMuRListXUqv+9yamuoo1wiwY+YWtES4HgX1yxAsQFwL/qBPfeX1sGUS7YPe3kIFKwoLC4nMJgn/xX5TLlRDibVWlv97ut0fssVipXdHpCnbGhN88mqlpcpK4yf7QDz55JONDkOIV40FFuu3EgLJjJ5ejaPXKerjzAMJKdwJenBLXbWvbv55f66weGkxRewLbo3OycmJdnUQReGmbEuGVqzWzN0RSnMSecbq693Ya5SbmxtxDGysBRYBxDd6nYYXfA2xcMQUOR1pkiSPt0ZT1zzUoEx9LT3eRwvBgiRj+6CfeZqcjrqPgMfrDfQ0iPRBjxfhTtCD3fRq492JDlT91h7/OiKzaI5oJhqK94RTLe3dgZZr694diZDIsymvEa2eQOtg5hYEKy0t1cKFCzV16lQVFBQ0Wj74vMvIyBOUnyVUmfri9XhPsCDJ2D7oZn+uguA0BbEW0YpHwSexsfalR/yIZqKh1mixDJe7w7+ftjzW0LsDABAs1mduQftxu90qKirS9u3bVVRUpAEDBjQraDRtzZ/asHaxhWBBEpv2auicBYmssW6rkhjfCbSScLk7pNiMnremcL1C6t+O5S7yLUXvjsY19hrl5uYm9esDAG1h+fLlqqiokCRVVFSouLhYEydObNPHjNfjPcECJJXGuq2ifXm9dXkjQsx2BkU/0VA8zOoRqyJ1NwwOSCZy0ITeHY3jNQKA9rV582YVFxcHZn8zxqi4uFjDhw9Xjx49wt6v/jCW+hpLXhyvx3uCBUmmpR/0WEdrXnx5ZgXRgUiinWiopbN6hMvdEfwfAAAkh2g3QhhjtGDBgrDr582bFzGh7EEHHRTxvCYRry0IFiSZ+uO16ov3DzqteUDsIHdHndSJJ8o4UiRvbd0KY1T71N+iWymgFZighEemptq+LWg5uByA5BXtqcXLy8tVVlbWYL3P51NZWZnKy8vVs2fPsPdPxvMaggVJiNY+RFNzpjtDdDGrRytJS1VKWqqUXrdo/PO1NoOp8QbdjwuvYNFuqYoF4XrVtfVFusezf1ahvU/fHbFcZmZmm9YF8S+aMwAhOeTn52vgwIH66KOPVFtbG1ifmpqqAQMGKD8/P4q1i00EC5JQskTF7hjlUlqKUXXQefmNq9tuukQ0TSJMd5YskuVYEQ98T70Z7SrErGi3VMWCcDOn+BP3AvEgmjMAoX1EuxHCsixNmzZNV1xxRcj1BKUaIliAhJWeKjkdKXKl1S17vLTGAQDQWpxOZ+B25oTfyUpLDyybmupAb4Pgcu0tuLU6HvMYBfcO8dbYGzyCl9uyF4kxRlVVVdq2bVvI7bm5ucrIyIjZ1xCxIxYaIXr06KHCwkItW7ZMxhhZlqXCwkLl5eVFpT6xjmABAAAxqH4LTP3hOvVb4ZJVtFuqYkG4mVPaehhC8MWhlZZuCxaEK9fewuUyipc8RsFDPV5+amrEcgc61CNSMCArK0spKSmNHmta4zWM9gxASB7jxo3T6tWrtX37duXk5PBbGgHBAgAAYlC4ITsM17GLhZaqaAs3c0pVVVXgtqmplqmpqVtwOGT5vO1ZRcQwt9utc845J9rViPoMQEgeLpdL06dP18KFCzV16lQCUhEQLAAAAEhw7iULo12FqOt0yR9lqa6Xg5HRrqf+J8o1alzwEI6zLlkoR9r+ZW+NJ9DboK2Heixfvly7du0KuS03N5eLLcSdgoICFRQURLsaMY9gAZKSv8td/fGL0RxXCQAHqm62BFqKgUhS0lyy9l1sm5r4SHgcPITDkeaUIy30RXlLhnq4XC6tXLky7DCEzMxMuVwudenS5YAfA0B8IliApOTxeBqMTyosLCRzNIC45HvqtWhXATGosbwXweWQvCzLUmZmpnr16hXtqiS1cNPASrGdhBOJjWABAABAAiLvRfvyVbvl29djIcWRLuOtjnKNEE/CTQMrxXYSTiQ2ggVISk6nM2T27Nra2kCZ6npTLQYvt3WGacQOr1eSTNDtOnwGEG1NaTWmxRhoP39/6upoVwEAWhXBAiSlcNmzKysrA7fnvhq+RaAlUxQhvrzyl9Dr+Qwg2mg1Riwx3uq6IKq3bsYFIwKqQHOEmwY2+D/Q3ggWAACAZvOPr5UUcoytH2Ntk8Pep+6OdhWigrwQ8At1THS5XE0+BjINLGIRwQIgSPBsCDefka50x/6De7XXBHobMGtC8jjzV5Jj35HS693f04DPANpDuIRXsXABHmp8raQGyWMZa4tERg8f+IU7JnIMRDwjWAAECT75TndYtmBBuHJIbA6H5Ejzv9/7u9XyGWgZ//Sloabqkurm7c7IyEj61zlcwitOPhELglvVJXJnIDbRCwo4cAQLoqSqqko+ny+w3JyWolhuaQKApnC73TrnnHMiluGCOH6kThgjad/vjyNVls8n71MlEe+D+BeuVV2iZR2xo716QfmDZ5GGowDxhmBBlFx44YVyOPa//M1pKaKlCQCSQ7iEV7F28mmlpclK2/+bZmoIXANILqGCZzTkId4RLAAAtDuXy6WVK1dGHIYQaxfE0UDCKwBoPdefsyBw8Z6Wmq4aX7XuWDE1yrUCYhfBgihZtmyZOnXqdEAtRfHS0gQA4ViWpczMTPXq1SvaVWkTxuzPb2FqfPZtQcvB5QAkH//Q0r1792r37t0NtqelpUWhVonLmeZSumP/+TKt/kBkBAuiJCMjI/DXXLQ0AUBs83g8gdu1i9+JWC4zM7M9qgQgBoUbTw8AsYBgAQBEUFMjeb11rb80AgNAfLH38vGEvs3BHQBCIliAqAiexkayD6egSxjaWvCJodcr+adErLtt9+pz7VOntsDMKdHjdDoDt1MmnigrLTWwbGp8gd4GweUAtL7gXj47n7oubJlo9fDxDy2NNAzh0ksvjULNAIBgAaIkeFoZaf/0NczogPYQfPL44l+iWJE2xswp0RMcjLHSUm3BgnDlgLbS1gH6eA9Mut1uVVRUhLxYz83NVUZGRps9D//Q0oyMDOXk5DTYXlVV1SaPCwBNQbAAAEJYvHixDjrooLDzJZNQFEC8aOsAfSwHJoN772RfcpestLplU+MJ9DSYOHFixH3EwvMAgGggWICo8He7C27dCP6P+BfLLU3BJ49n/0py7DsSer37expkZ2eHnC85nk4YmTkFLdFYlvasrKwo1ApoHnsvH2cgWAAAaBzBAkRFcLe71hQ8Ft3jtScsCl5uSjKjap9kTK38s5yR/qh5YrmlKfjk0eGQHA7/sglZJl4xcwpagiztiaOtA/TxHpgsLi5WbW1t2GEIsfI8vF6PjDHyeaslSYYzEwBtjGABEkrwWPQbV3silmssmdHcV8LfHwCwn6nxhl0m03z0HWiAvim9SzIzM229ruIxMOmvf6icAbHk5cVTo10FAEmGYAGANhHvLU1AsmtOlnbf0yVh9xPNTPNomab2LomFHmMAgNZHsAAJJXgs+ryRTjkd+7uSe7wm0Nsg3HRlwRe4kkhu1wKNdYGP5ZwGABrP0l5ZWRmFWgHJhfMSANFEsAAJJfgi0+mwbMGCcOXqrw/XOhJvye1iXSznNJDqghlVVVVtOt0YEM+Cg66pE8bKStt/SmFqvIHeBuGCs4h9jfUuCR6GgLbBeQmawn/Osm3btpDb23oKUCQuggUAEILH47FNNSa1/nRjQDyzZ5l32IIF4cohvjTWuwRAHX9vSUkhGxmktm1ocLvdOueccyKW4dwFB4JgAYCoIKcBACDWNSfJI5JXuPwewY0OXKwjHhEsABAVsT6tn9PpDBnMCP4fLc05eaVVN7GFy/0hMVwGaA3NSfIIRIvL5dLKlSsjDkOI9rkL4hPBAiSsap9kTK2qfdGuCeJRLAczyFAOv3C5P6T2ff9NTc3+6RIdqbJ8HHgBxJcff/xRNTU1DdY3NwB/2+lFslRXzsjo/62a3up1rc+yLGVmZqpXr15t/lhILgQLkLBu+Ku78UIAgBbzPf1CtKsANKq2xi2rpm5WJCPTpPs0J8ljcA8fxB//VLDhNDUA63S45HTUteJ7vHwmEN8IFgBAnCFDOfzC5f4I/g+gzq6n/qfZ9yHJY/wzZn9gqNrrsW2rvwzAjmABEgrzEaO5amokr7fuRMI0raEp6jh5hV80h8vUD1SEOtb6ywFAtHg8+wMCd6yYGrbcww8/rJSUlAbrCcAjmREsQEJhPmI010vPRbsGQHwKd7zlWItY0pSgFheBkKTOnTurc+fObbZ/Y4yqqqoaJKQlGS1iGcECAAAAJCSCWvGntLRUCxcu1NSpU1VQUNDi/TmdzsDtG85dqHTH/uVqryfQ2yC4XFvweDy2qRSluoS0JCNGLCNYACDp+KcY8ng8crvdmjhxoiRp8eLFcrlccjqdtDQBANDO3G63ioqKtH37dhUVFWnAgAEt/j0ObrVPdziV7gi9P1r3gYYIFgBIOpZlybKsBhF+f9CgpKSEkwYAANrZ8uXLVVFRIUmqqKhQcXFx4Lc53jmdzpAJaWmcQCxrmMUDAAAAANrR5s2bVVxcHJi9wBij4uJibd68Oco1ax3ByYn9+REyMjJonEBMo2cBgKTElHMAAMQGY4wWLFgQdv28efO4qAaigGABgKQUzSnnAADAfuXl5SorK2uw3ufzqaysTOXl5erZs2cUagYkN4YhAAAAAIia/Px8DRw4UCkp9kuT1NRUDRo0SPn5+VGqGZDcCBYAAAAAiBrLsjRt2rQGQw3CrQfQPggWAAAAAIiqHj16qLCwMBAY8M9alJeXF+WaAcmLYAEAAG2pxqfaaq9q91ardm+1TLU32jVqVcaYQJJQqS5haFVVVSCjOQA01bhx45STkyNJysnJaTDFMYD2RYJDAADakG/xO9GuQptyu922E3r/7ZKSEpKHAmgWl8ul6dOna+HChZo6dWqrz07kqXGr2uuRJKWlpqvGV90q+w0Ojvr3X/82AVTEI4IFAAAAAGJCQUGBCgoK2mTfd66c1ib79Xj2BwV+vyr0Y3g8HmVmZrbJ4wNthWABAACtzOVyqaSkJLAc3PpeXFwcaC1r7VazaPA/V/9QhER6bgAAJDOCBUhI/jG09cfRulwuMuoCaHOWZYXtgu9yuRKqe77/uSbScwKQOIKDt+ECt/5yB8rpdAZu3376AqU76parvZ5AT4PgMkC8IMFhkistLdXFF1+s0tLSaFelVbndbo0dO7bBONrg4EEkxhhVVVU1CDYw3gwAgPgS7jedRJzJITigWT844F+fkZHRosak4PumO5xyOlxyOlyBoEH9MkC8oGdBEnO73SoqKtL27dtVVFSkAQMG0G10H3+wIVhhYSEJuwAAiDPhftOl1kvEGWpWEEn0aAQQ1wgWJLHly5eroqJCklRRUaHi4mJNnDgxyrVqHfW7nPnXEQwBAACtjVlBACQiggVJavPmzSouLg50vzPGqLi4WMOHD1ePHj2iXLuWCx4vfCA/0gQbAABIDOF+04P/AwAaIliQhIwxWrBgQdj18+bNS/oucy0NNgAAgNjQHr/pzAoCIBERLEhC5eXlKisra7De5/OprKxM5eXl6tmzZxRqBgAAEH+YFQRAImI2hCSUn5+vgQMHKiXF/vanpqZq0KBBys/Pj1LNAAAAAACxgGBBErIsS9OmTWsw1CDcegAAAABAciFYkKR69OihwsLCQGDAsiwVFhYqLy8vyjUDAAAAWleo6S2rqqoCyb4BNESwIImNGzdOOTk5kqScnBzblD8AAABAogg1veXYsWNtAQQAdlENFqxbt05nn3228vLyZFmWVq5cadtujNGcOXOUl5enjIwMnXLKKfrkk09sZTwej6ZPn66uXbuqQ4cOGjNmjDZt2mQrU1lZqQkTJig7O1vZ2dmaMGGCduzYYSvz7bff6uyzz1aHDh3UtWtXzZgxQ9XV1bYyH3/8sYYOHaqMjAz16NFDt9xyS1xHI10ul6ZPn67c3FxNnz6djL0AAAAAAElRng1hz549OvbYY3XppZfq/PPPb7D9rrvu0vz587Vo0SL97Gc/02233aYRI0bo888/V1ZWliRp5syZevHFF7V8+XLl5ORo1qxZGj16tMrKypSamipJGj9+vDZt2qRVq1ZJkq688kpNmDBBL774oqS6WQDOOussHXzwwXrnnXdUUVGhiRMnyhijoqIiSdKuXbs0YsQIDRs2TOvXr9cXX3yhSZMmqUOHDpo1a1Z7vFxtoqCgQAUFBdGuBgAAANBmmN4SaL6oBgvOOOMMnXHGGSG3GWN0//336/e//73OO+88SdLixYvVrVs3PfPMM7rqqqu0c+dOPf7443r66ac1fPhwSdKSJUuUn5+v1157TaNGjdJnn32mVatW6b333tPgwYMlSY899pgKCgr0+eefq0+fPlq9erU+/fRTlZeXB8bs33vvvZo0aZJuv/12derUSUuXLpXb7daiRYvkdDrVr18/ffHFF5o/f76uvfZakgICAAAAMYrpLYHmi9mcBV999ZW2bt2qkSNHBtY5nU4NHTpU7777riSprKxMNTU1tjJ5eXnq169foExpaamys7MDgQJJGjJkiLKzs21l+vXrZ0vuN2rUKHk8HpWVlQXKDB06VE6n01bmu+++09dff936LwAAAAAAIOaUlpbq4osvVmlpabSr0qZiNliwdetWSVK3bt1s67t16xbYtnXrVqWnp6tz584Ry+Tm5jbYf25urq1M/cfp3Lmz0tPTI5bxL/vLhOLxeLRr1y7bHwAAAIDE4/G6tdu9U7vdO+XxkjwxEbndbhUVFWnbtm0qKipK6CSZUR2G0BT1u/cbYxrt8l+/TKjyrVHGn9wwUn3uuOMOzZ07N2J9AQCJyT9VV/3pulwuF8PXACAB/b9V06NdBbSx5cuXq6KiQpJUUVGh4uJiTZw4Mcq1ahsx27Oge/fukhq22m/bti3Qot+9e3dVV1ersrIyYpnvv/++wf5/+OEHW5n6j1NZWamampqIZbZt2yapYe+HYDfccIN27twZ+CsvL4/8xAEACcPtdmvs2LENputK5FYIAAAS1ebNm1VcXBxoNDbGqLi4WJs3b45yzdpGzAYLevfure7du2vNmjWBddXV1Vq7dq2OP/54SdLAgQOVlpZmK7NlyxZt3LgxUKagoEA7d+7UBx98ECjz/vvva+fOnbYyGzdu1JYtWwJlVq9eLafTqYEDBwbKrFu3zjad4urVq5WXl6devXqFfR5Op1OdOnWy/QEAAABIDP6ZFkpKSlRcXBxYX1xcHFjPrAvxzxijBQsWhF3vDyAkkqgOQ/jpp5/0f//3f4Hlr776Shs2bFCXLl3Us2dPzZw5U/PmzdNRRx2lo446SvPmzVNmZqbGjx8vScrOztbll1+uWbNmKScnR126dNHs2bPVv3//wOwIffv21emnn67JkyfrkUcekVQ3deLo0aPVp08fSdLIkSN19NFHa8KECbr77rv1448/avbs2Zo8eXLg4n78+PGaO3euJk2apBtvvFFffvml5s2bpz/84Q90JQUAhOQ/gZRkm66Lk0YASBz+mRbqc7lczL6QQMrLywPJ74P5fD6VlZWpvLxcPXv2jELN2k5UgwUffvihhg0bFli+9tprJUkTJ07UokWLdN1116mqqkpTpkxRZWWlBg8erNWrVysrKytwn/vuu08Oh0MXXHCBqqqqdNppp2nRokVKTU0NlFm6dKlmzJgRmDVhzJgxtqhQamqqXn75ZU2ZMkUnnHCCMjIyNH78eN1zzz2BMtnZ2VqzZo2mTp2qQYMGqXPnzrr22msDdQYAoL7gE0hOGAEAiF/5+fkaOHCgPvroI9XW1gbWp6amasCAAcrPz49i7dqGZRKxv0QM27Vrl7Kzs7Vz506GJAAAAKDJqqqqNHbsWElSSUkJQcgYxHuU2DZv3qwrrrhCPp8vsM7hcOjPf/6z8vLyolizxh3IdWjM5iwAAAAAACBW9OjRQ4WFhYFh6JZlqbCwMOYDBQeKYAEAAAAAAE0wbtw45eTkSJJycnJsMx4lGoIFAAAAQAwzxqiqqso27arb7U7I7OtArHO5XJo+fbpyc3M1ffr0hE5aHNUEhwAAAAAic7vdgXHwfoWFhYyJB6KkoKBABQUF0a5Gm6NnAQAAAAAAsKFnAQAAABDDXC6XSkpKJCkwFMHlciV092cA0UewAAAAAIhhlmUFhhsw7ABAe2EYAgAAAAAAsCFYAAAAAAAAbAgWAAAAAAAAG4IFAAAAANACxhhVVVUFElBKdckojTFRrBXQMiQ4BAAAAIAWcLvdGjt2rG1dYWGhSkpKSEqJuEXPAgAAAAAAYEPPAgAAAABoAZfLpZKSEkkKDEVwuVxyuVzRrBbQIgQLAAAAAKAFLMsKDDdg2AESBcMQAAAAAACADcECAAAAAABgQ7AAAAAAAADYECwAAAAAAAA2BAsAAAAAAIANwQIAAAAAAGBDsAAAAAAAANgQLAAAAAAAADYECwAAAAAAgA3BAgAAAAAAYEOwAAAAAAAA2BAsAAAAAAAANgQLAAAAAACADcECAAAAAABgQ7AAAAAAAADYECwAAAAAAAA2BAsAAAAAAICNI9oVSDbGGEnSrl27olwTAAAAAEAy8F9/+q9Hm4JgQTvbvXu3JCk/Pz/KNQEAAAAAJJPdu3crOzu7SWUt05zQAlqstrZW3333nbKysmRZlnbt2qX8/HyVl5erU6dODcqzvWXbY6EOyb49FuqQ6NtjoQ7Jvj0W6pDo22OhDsm+PRbqkOjbY6EOyb49FuqQ6NtjoQ7JuN0Yo927dysvL08pKU3LRkDPgnaWkpKiQw89tMH6Tp06hf0ysb3l22OhDsm+PRbqkOjbY6EOyb49FuqQ6NtjoQ7Jvj0W6pDo22OhDsm+PRbqkOjbY6EOyba9qT0K/EhwCAAAAAAAbAgWAAAAAAAAG4IFUeZ0OnXzzTfL6XSyvQ22x0Idkn17LNQh0bfHQh2SfXss1CHRt8dCHZJ9eyzUIdG3x0Idkn17LNQh0bfHQh2SfXtTkeAQAAAAAADY0LMAAAAAAADYECwAAAAAAAA2BAsAAAAAAIANwQJgn/ZI3+H1erV48WJt3bq1zR8LiYk0MwDQ9r799ts2P95WVVW16f4BoKUIFsSYcD9Oxhh9++23tnVutzvsfqqrq7Vp0yZ9++23tr9wvF6v5s6dq/Ly8gOvfDNFqv+B+v3vf681a9Zo7969IbffcccdIdf7fD4VFhY2uv8vv/yyRfVzOBz67W9/K4/H02jZ6upqff755/J6vbb1p556qnbs2NGg/K5du3TqqadG3Gdbvs+33nqr/v3vf4fdvmvXLl122WVN2ld5ebk2bdoUWP7ggw80c+ZMPfrooy2uZ1NMmjRJ69atC7v9lFNO0VNPPdWiE71///vf+n//7//pwgsv1LZt2yRJq1at0ieffBLxczp+/PgmP4bX69Vrr72mRx55RLt375Ykfffdd/rpp58OuN5+ixYtCvs9a29tcSyRpNraWn3xxRd65513tG7dOttfc4T7LkdDZWWlioqKdNxxxzXrflVVVdq1a5ftb86cOfrmm29aVJ/Weo1bU6jjayyLdCyJBampqYF6BauoqFBqaqptnTEmZgKivXv31g8//NDi/UydOjXk+j179uiMM86QFPo3Z9euXbbbkf5aQ0u+i42dl2zfvl0ffvihysrKVFFR0aDcLbfcEvL3pKqqSrfcckuTHn/u3LkN1ldWVgbOi1r6e3jZZZcF7hdsz549tnObtvo9ihWN/Z5F2h7p3PO9995rtTpGS2ucG+7YsUN//vOfdcMNN+jHH3+UJP3973/X5s2bW6uazcZsCDEmNTVVW7ZsUW5urm19RUWFcnNzVVNTo9tvv10PP/ywvv/+e33xxRc6/PDDddNNN6lXr146+eSTddlll+ndd98N3Nf/45uSkqKPPvoo7GMPGTJEq1atUkFBgdLS0gLr//nPfzZa77179+qdd97R7NmzJUkXXXSR7cuSmpqqxx57TJ06dYpY/9GjR2v27Nl6/fXXtW3btgYnDT6fL2wdKioqdOKJJ2rz5s3yeDz6xS9+oVNOOUVDhw7ViSeeqI4dO6pbt2669dZbdeWVV9r2OW7cOL3wwgtat26dBg8eHHL/8+fP10033aQ9e/bo6aef1sMPP6yvvvpKpaWlOuyww3T//ferd+/eGjt2bMTXatiwYZo5c2bYcnv37tX06dO1ePFiSQq8RjNmzFBeXp5uvPFGbd26tcFnZNu2berRo4dqamoiPn7Hjh21ceNG9erVK2yZzZs3629/+5u2bdum2tparVixIrBtwIABIe9z3333yeVy6cUXX9Tw4cMbbP/++++Vl5cnn8+niooK5eTkSKr78XjsscdUVVWlMWPG6KSTTtJJJ52kK6+8UhMmTNDWrVvVp08f/fznP9cXX3yhGTNm6A9/+IO++OILvfXWW4E6BvvDH/4Q8TVozPnnn6+XX35Z+fn5uvTSSzVx4kT16NEjsH3WrFlaunSpqqqqdMEFF+jyyy/XkCFDmrz/tWvX6owzztAJJ5ygdevW6bPPPtPhhx+uu+66Sx988IHefvvtsJ/TjRs36rPPPrPtb9OmTbIsy1bHb775Rqeffrq+/fZbeTyewOdo5syZcrvdevjhhyXV/bCHeg179uwZ8Tkccsgh2rNnj37961/r8ssv1/HHH9+gTEveowcffDDkesuy5HK5dPjhh+udd97Ro48+GvJYcvnll2vt2rW655579Nlnn8myLPXt21e/+93vdNJJJzW6/+rqat1777365ptvGhyHLMuKeCzyC/ddHjp0qDp16qQRI0ZEvP+MGTMCt8vKymzP4xe/+EWjjx/stdde0+OPP66VK1eqa9euOu+88/TAAw80Wv/rrrtO//u//xvyBP+4447TP/7xDw0dOlSXX365zjvvPLlcribX6b333tP48eNb9Br7fD7dd999+t///V99++23qq6utm1/5pln1LFjR5144omSpIULF+qxxx7T0UcfrYULF+rRRx9Vr169AsHiCy64QM8995y6d++uV155Rccee2yjj79o0aLAb1b9z/n9998f8n7+z1nPnj319ddfq6ioKPD+/td//ZdGjx6tUaNGybIsSdI777yje+65R19++aUOOeQQTZ8+XWPHjm30WPKXv/ylwWNPnjxZlmWpY8eOjb6+8+fPlyS9/vrruu+++2x1nDlzpoYPH64dO3bo8ccft30+L7/8cmVnZ0uSUlJSQv5mfffddzriiCNUVVWlp556SnfffXcgIP+zn/1Mv/vd7zRhwgRJivhd9vv0009DfgbGjBnT4Hk15bzmuOOO0+uvv65hw4Y1WjaSo446SoWFhbrtttsC6/bs2aPTTz9dkvT222+H/M3p2bNn4HwwJSUl8FkIZowJfFc2bdqkF154IeRrcPfdd0f8nrzyyist+i6Ge4/XrVunoUOHKiXF3jY5dOhQ/elPf1KfPn0kNX7u6/P5tH79ej377LMh679y5Url5OTohBNO0NKlS9WhQwdJ+887/vOf/zTp9zCScHXcvn27unXrpjlz5oQ9t7388svD7vfDDz/U3r17dfLJJ0uK/Dn+97//rfvvv9/2Pbj66qt1xBFHNFr/UDp37hzycxXKpk2bIp6bzpgxI+L266+/Xv/1X/+lv/3tb4HzP7+//e1vOuusswIBp71794Z8DY455piIddyzZ4/uvPPOsMfjm2++WV27dtVZZ50lSbruuuv06KOP6uijj9ayZct02GGHRdz/3r17NW3aND3wwAPKyspq8NiDBw/W9u3bD/jc8J///KeGDx+u7Oxsff311/r8888Dn6NvvvlGXbt2DXk//+/JkUceqbFjx6pLly5NfswmMYiKyspK89hjj5nrr7/eVFRUGGOMKSsrM5ZlmW3btjUo//XXX5vMzEwzd+5cc/jhh5slS5aYjIwM8+9//9sYY0xxcbEZMmSIOf74483JJ59sXnnlFfPRRx+ZDRs2GMuyzBtvvBG4nZKSYizLavAnyUgyBx10kFm+fHngsSPdp/59BwwYYD7++GPTsWNHc/7555tJkyaZSZMmmT59+pibb7650fqffvrp5uijjzYPPfSQWbFihVm5cqXtr77a2lqzatUq8+tf/9qkp6ebrl27Gq/Xa959911zxx13mFGjRplOnTqZtLQ0M3jwYPPhhx+agw46yBQXFxtjjKmurjbnnnuu6du3r7n00ktNenq6uf766011dXXgMb788ktzwgknmK5du5pnnnnGPPTQQ6Zr167mtttusz2HJ5980pxyyimNvscPP/ywOfzww01RUZF59913zT/+8Q/b34wZM8zAgQPN22+/bTp06BDY/wMPPGD69OljLMsyb775pu0+f//73828efPMYYcd1uhnb+zYsebJJ58Mu/2JJ54w6enppmPHjuawww4zvXr1Mi6XK/B3yimnmKysLJOZmWkGDBhgBgwYYDp06GAkme7du5u0tDQzf/78BvvdunWrsSzLHHbYYSYlJcX06dPHfPTRR6Zbt26mY8eOplOnTiY1NdWsWLHCHHTQQeZf//pX4Hkff/zxxhhj/vrXv5revXubRx991KSmpppu3bqZY4891hx33HGBvwEDBgQe89lnnzW//vWvzeDBgwN19f/5ffLJJ+bVV181JSUltr/t27eb+++/3xx33HHG4XCY008/3Tz77LOBz4bX6zUrV640Y8eONWlpaaZv377m7rvvNlu3bjXGGNO7d28zadIk43a7ba/DDz/8YJxOp7n33nuNMcZ07Ngx8B5/8MEHJi8vL+LndMuWLcYYY3w+n5k7d67p1KmTSUlJMSkpKSY7O9vccsstxufzmbFjx5qLL77YeDwe22O89dZb5sgjjzRffPGFOfHEEwP39f/5v+/11dbWmtra2sCy1+s1JSUl5txzzzXp6emmT58+5s477wzUr6nvUTi9evUyHTp0MJZlmS5dupjOnTsby7JMhw4dTLdu3Ywk43A4zAMPPBDyWPL0008bh8NhLrjgAvPAAw+Y+++/31xwwQUmLS3NLF26tEn779Chg3n99ddNZWWl2bFjh+0vWE1NjVmzZo15+OGHza5du4wxxmzevNn89re/Dfldzs3NNenp6aZXr15h/3r37m2MMeb77783w4YNM5Zlmc6dO5uDDjrIWJZlTj31VNtvxfr1681TTz1lnn76abN+/XpjjDHffPONmTNnjjnssMNMTk6OSUlJMX/5y19s9b7rrrsC3+GOHTuaAQMGmLvvvttUV1ebKVOmmL59+5pnn33WZGRkmCeeeMLceuut5tBDDzVLliwxxhjzj3/8w8ycOdPk5uaagw46yPzmN78xH3zwQaPvrzHGHHvssebXv/61+fTTTxt9jcO56aabzCGHHGLuvvtu43K5zK233mouv/xyk5OTYx544AHTr18/8/LLLxtjjPnnP/9pnE6nueGGG8zgwYPNpEmTTO/evc3f/vY3Y4wxq1evNgcddJD561//ak4++WTz85//3CxevDji39SpU02HDh3MBRdcYK6++mozc+ZM25//+xTuz+FwGMuyzC9/+UtzzTXXmGuuucYUFBQYSeaxxx4zxhjz5ptvmpSUFHP22Web22+/3Zx//vkmJSXFrFq1ygwZMiTiscQv+Hjh/71OTU01vXr1Cnk879Spkxk2bJgxxpiioiLjcDjMuHHjzAMPPGAeeOABc+GFF5q0tDTzu9/9znTp0uX/s/feYVFkW/fw6m66mxxFQZIoQVAQzBkwZ9QxY0LMccw65pwRHHNEzAl1zDoq5qyYA2J2zGFGMcP6/uDt83bR1d3M3Pv+7vfHXc9Tj1jVlU6ds88+O6xNDw8PNmnShI0bN6anpyddXFw4aNAgJiYmUqlUctKkSeLcxMRExsfHs3HjxgwLC+OsWbNobW3NIUOGcPv27dy2bRsHDx5Ma2trxsfHmx3LGRkZDA0NNdBVdG1Mkvfu3ZP0G3N6jVKpJAAqFIo89cPcuHHjBpcvX85Lly7x3r17LFiwoJgX//rrL1aoUIFVqlThx48fxTm555yyZcty/fr1/PbtG1NTU01uv//+O62trVmsWDFaWFgwLCyMjo6OdHBwYFRUlNlxkpexqFQq+eLFC8l7Xr58mUeOHCEAA71k//79tLa2poWFBRMSErh3717u2bOHs2bNYtGiRenq6iquZ0z3PXjwIPPly8d169ZRrVazfv361Gg0bNCgAQMDA+ng4MCOHTtSoVAwLS2N5cqVY/HixXn//n2SOXqHUqk0Ox/q8OjRIz5+/Fj8/8yZM+zevTsTEhKoUCh49+5d/vnnn2J7+/YtV65cSVtbW5O6rSkULVqUSqXSbD/eu3cvNRqNkBU///wzy5YtS61Wy7lz5zIyMpJ//vmnwfXfv3/PyMhIpqWlkSQ/ffrEzMxMkmRSUhJnzpzJ1q1bs2vXrnRycpKM81atWtHJyYnx8fFGddPt27czLCzM7HGS7Ny5M0uWLCnmSZI8cuQI7e3tGR8fz5cvX7J+/fpG5aUc/vzzT27dupU3btxgq1at6O7uziFDhnD27NlMSEiQbAEBATx48CBJ8uTJk7SysuKiRYvYsGFDNmnShCQZEREh6QM6nD59mv7+/rLjgMzR7VQqlVnd0BSqV6/OwYMHk5TK8xMnTtDHx4eRkZG0t7enjY0NS5YsyfDwcNra2tLBwYHlypWjo6MjnZychA7w78J/jQX/AVy+fJmurq708/OjhYUFMzIy2L9/f5YrV44KhYLdunUTSkP//v3Zt29flitXjhUrVmSRIkX4+++/k5R2pJs3b9LR0ZHW1ta8efOm5H4PHjwQSv6DBw+MbpMmTaKrq6tYGOsWTUuWLOGSJUtMnluiRAnOmjWLTZs2ZeXKlSXPRpIpKSkMCwsz+/y2tra8dOmS2Ta8f/8+R40aRS8vLyqVSrZr144HDhzgjx8/xG9u3brFhQsXslmzZrSwsGC+fPlI5ihe9vb23LZtGxs2bMjg4GAxiA8ePEgfHx8WL16c586dY3x8PK2srNi4cWPxm6CgIG7dutXgHa5evUoXFxej35gkR44cKRSQ3IqJ7l9vb2+eOnXK4Po6o4wxBcfa2prLli0T75+dnc2NGzeyR48e/Omnn9ikSRM2adKEYWFh1Gq1HDhwINeuXWuwSPb09OTEiROZlZUl2/azZs1iw4YN+fbtW7Hv7du3BMAxY8Zw9erVtLa2Zvv27fn161fxm+fPnxMAGzRowGPHjrFbt2708PBgbGwss7KymJWVxZ49e7JcuXK0sbERk33Dhg05depUkjmLH0tLS3p7e4t9xpCYmEhbW1v26tWLGo2G3bp1Y40aNejg4MBffvklTwqmDhcvXmTv3r1paWnJfPny8eeff+adO3fE8ZcvX3LChAm0tLSkWq1mdHQ0FQoF/f39WaZMGf7xxx8G7aBTXvW/8f3796nVaknK99N69eoJZWDYsGF0dXXl/PnzefnyZaalpXHevHl0dXXlL7/8QhcXF2FwyX0PKysrWcOi/qbDypUrWbx4cWq1Wmq1WoaEhDA5OVnSPi9evOCsWbMYEhJCtVrNhg0b0tXVlVOmTDH6fbKysrhs2TLWr1+fxYoVY/HixdmwYUOuXLmS2dnZXLt2LSMjI3n37l1xTnp6OqtVq8b169fTx8eHxYoV408//SQrS4oWLSprtNIpquaub2VlxZIlS/Knn34y+g5kjkwtWrQora2tqVKpxHP069ePtra2smM5PT2ddnZ2Jq+rQ4sWLViqVCneuHFD7Lt+/TpLly7NVq1a8fHjx6xcubIwJjg5OQmjr5WVFZs1a8Zt27bx69evtLCw4PXr10nmKIyVKlWiUqlkrVq12K9fP/bt25e1atWiUqlklSpV6OnpycOHD5Mk7ezsmJ6eTpJMTk5m3bp1Jc/5/ft3pqSksGHDhlSr1SxevDgTEhLEQkPOcKdUKhkcHGz03evWrSsxGkycOJHv3r0T/3/9+jXVajV37twp2lj3PXULWn1ZMmbMGPE9L1y4wAIFCtDS0pKPHj0iSfbt25ddu3YlSdrb21OhUNDR0dFgc3JyokajoVKppIuLizBGyGHbtm0MDAzk0qVLeeXKFV6+fJlLly5lUFAQ169fT1dXV9rZ2XHgwIGS8wDQ29ubZI4C2bNnT8nxYcOGsWrVqrSxsTErS3S/l5MXNjY29Pf3N5Dn0dHRnDlzJkmyYMGC/PXXXw3ebe7cuVSr1ezYsSO/f/8u9n///p0dOnSgVqtloUKFqFAo6OXlJTGGBQQEsFatWjx9+jQLFSrElStXGlw/KSmJhQoVMjuWGzRowOjoaL58+ZK2tra8ceMGjx07xrJly/Lo0aMkcxa6kZGRXLVqFT9//mxSn9FtCoWCgwcPlhg55LZx48Zx+vTp4rkOHTpEjUZDFxcXWlhYcPXq1UI/SEhIYPny5RkRESExFORG7jmnU6dOvH37tsHvsrOz+fDhQ5YpU4ajRo2S9IMPHz6wUaNGnD9/PgsXLmxynFhbW4vxbQwKhcJgkZTbsJLbiaRQKLhw4UKDa3369IklS5akVqulk5MTlUqlGFu6TWcI79mzJ0NCQjh37lzJ+2VnZ7NLly4cPXq0eLYvX76wTZs2zJcvHw8fPiyMBebmQx0qV64s5rdnz55JjGvGDH8qlYrOzs4mddtv376xY8eOEr1Yh6dPn/LBgwdm+3FYWBiHDh1qcP7QoUPp5OTE8ePHG/12kyZNYkxMDEmyZs2aXLBgAckcp1aBAgXo6elJpVLJFi1aGJz766+/Mjo62qhuqpvPzB0nc/rrTz/9xCpVqvDz5888dOgQbW1tmZCQQJJs06YNK1asyLNnz9LGxob79+/nqlWrGBgYKPpv8+bNhTz69OkT/f39qVaraWFhQWtrax4/ftxoO1hZWfHhw4ckySFDhrBdu3YkyWvXrok1QsOGDenk5MR169aRzNFVxowZQ7Vazd69e5s0Grm7u0vuJ6cbHjx40KgssbS05MSJE0W76NrwwYMH1Gq1nD17Nps2bSoxCv35559s1qwZExISmJmZyejoaKpUKsbGxvLYsWNG2+Lv4L/Ggv8A5CxHkZGRDA8PJwBWrFiRkZGRYqtVqxa7du3KO3fu0NLSkg8ePJCcS+YojzY2NixduvQ/7hxyQl5/AWUKLi4uvH37NtPT02ltbc1SpUpJLHMZGRm0sbEx+/xBQUG8ePGi7D2+fPnCtWvXslq1arS0tGSTJk24adMmiQI8f/58tmzZkm5ubnR1dWXTpk2ZmJjIy5cvS661fft2WlhYMCQkhK9evZIc++uvv9ioUSMqlUra2tpyzZo1kuPG3kH3fUjT1kEPDw+TCoq+VVr/3N27d9PW1pYKhYLnzp2TnPPHH39IDCUk2adPH2q1WtapU4cdOnQQUR76E5+c0cLZ2VmygMqNggUL8tq1awb7FQoF8+fPT5I8f/48vb29Wa5cObFQ1i2Sdd/iw4cP4l10uHnzJh0cHFi2bFkOHTqUR48epaWlpVi8njp1ih4eHrSzs5OddPURGBjItWvXGrTjqFGj2KtXrzwpmCT5xx9/cOrUqQwICKCNjQ3bt2/PmjVr0sLCgvHx8cLz4ODgQG9vb44ePZpdunQhAMbFxbFJkyYsWLCg8Lbq2kHnzdR/tpSUFBYuXFjcO3c/7dixo7DIu7u7c/v27QbvvW3bNhYsWJBOTk5iXOjf49ixY8yfP7+sYTE3zHn89HH69Gl27dpVLBAA0MPDQyw29ZGdnc369etToVAwLCyMrVq1YsuWLYXxJjo6moULF5Y1HF68eJG+vr60tLTkli1b6ObmJitLNBqNrPKbnp5OrVZr9vpRUVGcNWsW3dzcTLaRKY+VQqGQHctpaWm0t7c3eV0d7O3tZT31Z86coYODA2vWrMly5coJRZgkVSoVPTw8hGdYB31ZOWrUKHp7exvIRt3zeXt7U61WC1nn4eHBM2fOkMzx0trY2EjO+fr1K9evX89atWrRwsKCVatWZWBgIO3s7NihQwdZw51KpWLLli2NvntuD07uca8bSzrlz83NjRcuXCCZM+fY29tLxkGlSpW4aNEikv+7SHB3dxdjMSAggBs3biSZY2yWM+j88ccf7NatG9VqNWvXrk13d3fZRZwOZcqU4d69ew327927l2XKlKGVlZVYzOlDoVCI+cTd3Z2nT5+WHL9+/TpdXFzo4eGRJ1liTF44OzvT1dXVYP/Vq1eF4mtrays7lu7cuUMAsnLk+vXrYhEWGRkpMUbkhlarNXp9rVZrdiy7uLiIfmxvby/GwsGDB4VH8+rVq+zfvz/z589PBwcHdu3aVfRnY5AzcshFAIWEhIiFDJkz/w8aNIgkuXDhQmEQO3XqFG1sbFitWjV++vTJ6H3l5hxdJEhuufv69Wuhq+jmbUdHRzFHp6Wl0cfHh9bW1ibHSVRUFPfs2SP7PLqFjFyEyMiRI1mzZk0CMNBLihcvLhZccli3bh29vb25YsUKKhQKJiYmMikpSWxr167lyZMnSZLW1tbC6Ofi4sIrV66QzIngcHNzM5AVEyZMoFar5ejRo6lUKs3OhzrIRTWmpqZy+vTpBMCUlBRJRMfJkyf59OlTs7otSTo4OJjUW8z1Y61WK3FS6HD79m2JbiWHK1euiGg1FxcX0T+WLFnC0NBQZmVliXkxN+7cuUMbGxujuqluPjN3XIdv376xZs2arFixIm1tbSWGSDc3NzEu7ezshGzdvn07K1WqRJIsUKCA0AnXrFlDPz8/ZmZmcv78+dRoNBLDem64urqKNUZYWJgwUt69e1cypy1YsIA2NjZs3bo1K1SoQA8PD7NRYiqVihMnThTXMKYbWltbi+iA3JGNAOjs7Cx0ct16bt++ffT09GTBggVFP9bHtWvXRCTZhQsXaGdnx6ZNm1Kj0dDf359Tpkzh06dPjbaLOfzXWPAfgL29vRDquS1HSqVSNoxIh1KlSnHVqlUG544dO5aVK1fmwYMHWaFCBR4+fJivX7+WWL70r5uZmcmbN28ahMD/U1hZWfHq1av88eOHxCupw5UrV2hlZWX2+fft28datWqJSUEfLi4urFKlChctWiRRPPQVYN2Cddq0aeJ9dR713Ju7uzurVKki2UeSixYtop2dHStUqECNRsPY2FhJyFRQUJBIidB/h8TERJYsWZKk6W+s7+2RQ9WqVTlnzhxxrs5r1KtXL9auXdvkufpwcnIy6fEyhsGDB5v0CNva2oowLn3ooht0ePHiBatUqSIUXZ1irz+h545A0XkBDh8+TEdHRyqVSsbGxorjw4cPZ5MmTdipUydhGTcGKysrMXm7urqKfnnnzh06OzubnJhLlCjBzZs3s379+lSr1SxVqhQXLFgg+sGLFy8YExNDpVJJjUbDn376iXv27JGE6eu3x7Bhw2hlZcVVq1aJdqhcuTKfPXsmPLZVq1altbU1ixYtarSfNmjQQPRTrVYru0i5desWLS0t2aJFC3bp0kW087179/jhwwdWq1aNHTt2zJNh0ZzH7/nz55wxYwaDg4NpaWnJVq1a8cCBAyTJ9u3bs3r16sI7qo/ly5fTzs6Ohw4dMjh28OBB2tnZUaPRyIbSnT17VsiS+Ph4ET6fW5YUKVJE1qO1cOFC+vn50crKyuT1U1JS6O/vT41Gw/PnzxuVlaY8Vkql0uhYrlmzpskUAB2MRVtdvHiRdnZ2tLS0NDCwdunSRRgWFyxYIOSlvqz09/eXpCTkxsaNG6nRaJiamkoyxxul834nJibSw8ODZI5hsFevXnR2dqa7uzuHDh0qWdjNnDmTKpVK1nDXvHlzOjk5ccWKFbJtnNuTKScvAIiFdOXKlYXs0nntGzZsyNq1a3P8+PFUq9V88uQJyRzly9/fn7169aKPjw9r1KhBFxcXfvjwQZyvny7z119/ccSIEbS1tWW5cuVE3505cyZ79uwpGfv6sLS0lF1M37x5k5aWlqxbty6nT58u8W6SOfKjcuXK/PPPP2UNWzrD/ODBgw1kyfHjx1m4cGGOHTtW/N6YvLC2tqZarTbYf/DgQdra2pLM8fbpe851mDFjBrVaLfft22dwbO/evZJFmD5+/PjBS5cuiX5ZrFgxTpo0yeB3EyZMYPHixc2OZUdHR9EvChcuLL7N3bt3DdpVFwHTqFEjqtVqBgcHc9asWTxz5gx79+7N6tWrs0aNGuzTp4+sJ10fK1euZFJSEu3s7Dhx4kTxf0tLS7q5udHHx4deXl4i/c7Hx4fOzs4sWrSoQUrct2/fTM45CoWCixYtoqOjo+QZdCmqBQoUEGM7ODhYGIbS0tJoY2PDgIAAk+MkJSWFwcHBsmOxYMGCeYoQyQ0HBweT0Qrp6el0cHDg9+/fuWLFCtnQbx08PT2FgSA0NFTIk5MnT4oooNzfavPmzbSxsREec1PzoQ65oxqtrKz46tUrPnz4kCqVSqIL6sOcbkuSHTt2FClDcjDXjz09PYUxUx8bNmyQRCvK4d69e8L4qO9db968uZATHh4etLCwMDh3+vTp9Pb2NqubGjvesmVLVqxYUdKnjh8/Ti8vL3bv3l2y387OTrS/j4+PiBK4d++eGMv60WDt2rUT0RYPHz6kVqtls2bNRJpFbrRp04YlS5ZkXFwcra2t+fr1a5I5xohixYpJfjts2DAqFAqq1WqeOHGCqampPHz4MBUKhVGj0YsXLzhz5kwWK1bMqG544MABarVa2cjGggULskyZMrx37x6VSiXr1KnDhw8fMjw8nP369aONjY2sA+bw4cNCXmdkZAhD9+vXrxkfH8/Q0FBaWFiwfv363LJliyQSLC/4r7HgP4D8+fML5U5fqOzbt4/W1taywujjx4+MjY3lb7/9RgcHB06dOpXW1tacMWMGO3fuTI1Gw/379xuEUufOQ85rPtDnz5//1jvpcjuNYfny5QwODjb7/I6OjiK809bWVhKSplAoWLVqVS5evFhi+NBXgLdu3cr+/fszPDycWq2WZcuWZfHixVmjRg3GxMQI77rc1rx5c9aqVUsor2TORFuiRAl6eXlx//794l08PDy4fv162tjYcN26dZw4caL429w39vT0ZHJyMitWrEh3d3exoJ09eza3bdvGEydO0M7Ojt27d6elpSX79evHGjVq0MbGhufPnxfvbSzXXodChQqZ9RzL4cePH6xTpw4jIiLYu3dvSUpM//792a5dO3p7e3PTpk18/PgxHz9+zE2bNhEAmzdvLrnW9+/fxXtMnjyZACR5ifoTCvm/vAYPHjwQoV36uH//Pl+8eMHJkyczX7587NChA2fOnGkQykXmcAbovCelS5cWyua+fftE7rexiRkAnZyc2LNnT9mFmlqtpr+/P52cnGTzLMkcr6iOa4EkV61aRUtLS8bGxlKhULBNmzZibKrVagJg4cKFJVEguTeFQiE8sWXLlmWfPn0M7tu7d2+WK1eOT58+ZUBAAIOCgmhhYcHy5cvTycmJfn5+vHv3bp4Mi6Y8fkqlkmq1msWKFePs2bMFL4cOkydPprOzMwEYfKPAwECTBqlJkyYxX758LFmypGQhfPHiRZYqVYr169fnb7/9JvgF5GSJzsvQvXt3kcvfrVs3arVaLly4kPXq1TN5fbkoKzlOB1MeKycnJ9mxbG1tzRIlSphMAdDJ4EaNGrFq1aoSr8CTJ08YERHBxo0bMyAgQNZDeuTIEbq6urJq1arUarVs1KgRVSoVr169Kr6tTuGSw6NHj6hSqcR4OnToEK2srIR8TkhIYEhICC0sLFivXj1u3brVILqJzAnDBCBruDMWxab/b16MBbqFpi7SzM/PjxqNhkOHDuXDhw9Zv359hoaGcunSpeLcn3/+mX369OG3b984Y8YM9u3bV9IXZs+ezSVLlvDr16+cNWsWXVxcGBgYyE2bNkner3HjxnRwcKCvr68w5ulvYWFh7NChgyQl69u3b+zQoQPDwsK4YMECOjo60s7OjqtWreKqVavYq1cvSdizQqFg7969Jffdtm0b/f39+e3bNwNZolQq2bZtW8n3MCYvAgMDqdFoDOS5s7Mzy5Qpw8TERE6YMIEODg6sV68eJ0yYwAkTJrB+/fp0dHRk+fLl6enpyfXr14t873Xr1tHT05P9+vUjmZOSo2v7Hz9+sGLFioIf5PDhw9y8eTNVKpUw6kyYMIG1a9emhYUFU1JSzI7lypUri9TA1q1bs06dOjx+/Djbt29vsADQ4cuXL4yPj6dWqxXRdi4uLuzatavIBQcgeGPkoFsouLi4cMmSJUxNTWVCQgLz58/P2NhYduzYke3ataOFhYX4/9ixYw02MsfoKDfn6OZdpVLJjh070t7eXjZFNTo6mosXLyaZY/D38/PjxIkTWbJkSVavXp1Dhw41OU6MRRrqyztzESKkVC9RKpVcuXKlbEQLmTN+VSoVSalxXw6tW7cWC+2JEyfS1dWVnTt3po+PD5s0acIHDx7Ipk5evXqVSUlJsvOhbkzry5jcUY06b/mpU6cM9Bd9mNNtdc/t6OjIn376iZMnTzbQW8z143HjxtHR0ZFTp07l0aNHeezYMU6ZMoWOjo60t7c3GhlC5kSmenp6kiRDQkKYmJjIR48e0d7eXkRvjBkzhgAMxrlKpeKKFSvM6qbGjsulz+ZO/dT9W7p0aRGJFR0dzXbt2vHJkyccMmSIiHrw9/fnhg0b+PHjR7q6ugrnVVpaGlUqFe3s7Ghra8vixYsbcFW9e/eOvXr1YqNGjSTtNXr0aBEV8PbtWzZt2pQODg5cvHgxY2JiaGNjw3nz5pGUpnbnhlqtZtGiRTl9+nSjfeXPP/+kpaWlrG559OhRarVaOjo6UqVSCT2ratWq/PjxI9u0aUNfX1+mpKTw8ePHfPLkiYgia9u2LcmciJ1SpUoZXHvOnDnUarVUKBR0dXXlqFGjjBpVcuO/xoL/ALp06cLGjRvz27dvYrGksxwZs2TriDPIHIu9LlfRysqKlSpVEpZ9cyQ4pvKBtm/fzvHjx7NgwYKS3NuRI0dKlCw5jBw5kl5eXoLcTB9//PEHvby8OGLECLPPrx+ClntbvHgxV69ezaioKFpZWbFp06ZMSUmhWq2WDct5//49d+zYwQ4dOlCtVlOj0Zh8B0dHR9auXdvAuv3t2zeOGDGCarWa3bt3J5lD3ubt7S2Enaenp6SNTH3jqKgoswSJV65cERNEUFAQY2JihFU9r7n2SUlJbNWqlWy448ePH7lr1y4uWLDAYMIaP348FQoFixYtyoiICElKTFRUFDMzM9mjRw9qtVpxT41GY9KyvWjRIqGU1atXTyjSFhYWrFWrlvh/vXr1hMIrF26nQ16I4eLi4oQitmDBAlpZWbFGjRp0dHRkp06dTE7MHh4eJg1m+mkKxiA3lk+ePMkCBQqI73T37l1u2rSJGzZsEO+bnZ3NBw8eyArx1NRUYRFOTU0VqTudOnViXFwcg4KCaGtrK57v06dPXLZsGXv16sUePXoYGBJNGRZJ0x4/R0dHoWTIQfc9PD09Db6RSqUyyU1y8eJF5suXjzVq1KBCoaBGoxGL1Jo1awr+kGnTpjEkJERWlpA5odiVKlWis7MznZ2dWalSJREV9OzZM5PXf/DgAdeuXcvk5GTZdCEdzHms5MZyt27dzKYAjBkzhmTOoj08PJxqtZqFCxdmkSJFqFarWbJkST5+/Jjbtm1j2bJlee7cOaHAnDt3juXLlxf9+86dOxw2bBgLFixIe3t7tm7dmvb29hLjY26cPXvWIDz94cOH3LJli1jsjx8/XnjqTcGY4S45OZn29vZGU7J0Bm4d5IyLuVPkTp06xVmzZhldoOQV2dnZTEpKore3NwsWLMhFixbJGkNMGaA7duzIEydO0MXFha6ursJrnT9/frq4uPDUqVOyizSdEUV/UyikRHsJCQkSb39GRoaBLNGX/cbkhY2NDRs3bmwgz+3s7ATBrbmtb9++YvwolUpqtVr+/PPPgty1YMGCIopn69atLFiwIG/fvs0RI0YIg+r58+cZExMjSLtiYmIkxhtTY3nv3r3csmWLaIegoCAqFArmy5fPIAru3Llz7NGjB52cnOjp6ckRI0YwODiYMTExrFatGsuUKSN+C4DFixc321dq1qzJxo0b8+TJk6xTp47EU33lyhUGBASYvUZycrLsnKObexUKhckU1YyMDCFPdHN0SEiIWEjnRu5xYo6/QQ76ESJyeom+ITC3MfrPP/8URmfde+rklRzevHkjDKZZWVmcNm0aGzZsyP79+5s1YOjw6dMnLl++XMyHS5YsMdCPckc11qhRgyEhIQwJCSEAtmrVirGxsbKbKd2WNK+3mOvH2dnZjI+PFyHxCoWCHh4eTEhIYMeOHUUEQ25kZ2ezcuXKol9u2rRJGBVr1qwpfjd58mSWL1+ebdq0YXh4OMPCwtimTRtJ1Igp3dTY8b179+aJI+TBgwdcvXq1cNZdvHiRrq6uVCqVtLS0FMTr8+bNo4WFBR0dHUUKBZmzGC5UqJCsQU7fMGcOBQsWZKVKlSRzzfr16+ns7Mx69eqRzNEBY2JiWKFCBTEHJicnC14NczAX2Xjw4EEOHz6carVaRGuSOem7OiOUvrzu0qWL4EC5dOmS0K+ePXvGadOmCV6lmJgYHjp0iKtXr2bx4sUl398U/mss+A/gzz//ZKVKlYTlyMvLixYWFsLanlfijH8CU/lAXl5e/5jN9a+//mJQUBDt7OzYs2dPJiQkMDExkT169KCdnR2LFi1qNHzrn+Du3bscMWIEPT09hZd2//79/PHjB9+8ecOUlBT27duXoaGhVCqVdHV1ZbNmzcT5L1++5LFjx3j8+HGhjM6fP9/kPc+dO2fgpXj16pWscUfuG+usg4GBgWYJEk0hr7n2mZmZrF27toGFNTAwkBYWFqL6gKurq/Dy+Pr60tHR0WS1BB0+fvwoiLI+fvzIsWPHmrRSHj9+nH5+fmaV644dOzI4OFgQ5fxTZGVlSUKtNmzYwD59+jAxMZFfv37Ns4KZmx1ZB2MM+B8+fGB2djbv378va6h5/vy5CO029tzmjCU6PH36lL/88gubNm3KJk2acMSIESbz0swZE/U3kmY9fv8UarVaQvoo9146497NmzcFX4Iu3P/79+8cO3asSc94XiF3/b+DvHqs9JGXFAB/f3/Jvv3793POnDlMTEyUKA/60Vj6Rg+NRiOJzHJycmJWVhZ/++03RkdHU6lUsmnTpkafoWnTpixTpoxBNQ8yh5/AVCRZbpgz3BmDQqEwa1w0x6ejj0+fPslG0Dx58oQbNmzgr7/+Koym7u7uwuv67Nkz2cWOqZRBfXz48IELFiwQDOb6MuNfRW7iQx0+fvzIiIgIyb4nT54YlRe55fnfRWZmpiBwzD0PaLVaIUO7dOkiIg7u3btnlujzn471N2/eSLx/s2bNYvHixQXJ2I4dO8QiQ5cLnp6eLpwyZA7vjzknA5mjnPv4+Agju/6zDhgwgC1btpQN0z99+nSeWcs7dOjwb9Wh/glMRYhUqFDBQC/RGQyMRbLqG6Y3btxoUCWqbdu2PHXqlKi4YCp0+uPHjxw5ciQrVKjAIkWK0NfXV7L9Hfz48UMYIJ4/f86hQ4eybt26VCqVrFu3Lhs3bmyw1apVy+j1/hVdJnc/1uGvv/6S9Ie7d+8KvqcNGzYwLS2Nly9f5vr161mmTBmDlJBnz57x4sWLkmiMM2fO/KNo1P9LZGZm8sKFCwbcYufOnWNKSopIGyPJnTt3miQ3JMk9e/ZI0i/nzp3LEiVKsHXr1uKb6ypK5cbjx49Zo0YNbt68mVZWVuzcuTO1Wq3Q4efNm2dA/GsM5iIbyZxoFX1j5Y8fP5iamso3b97ww4cPQl7rt4EOW7ZsYYMGDahWq1miRAn++uuvEnJgMofnQC4FTQ4KMldB1f/i/xkOHTqEixcvIjs7G8OGDTNZ61ShUGDcuHEYMWIEAPO10Y3VKK1cuTKuXLmCQoUKoVChQlizZg0qVaqE+/fvo0iRIjhw4ACqV68OOzs7XL58GYULF8atW7dQoUIFvHv3Dj9+/EBqaioyMjLQpk0b2NnZ4Y8//oC9vT2+f/+O4cOHY+PGjaJWqqOjI1q0aIHJkycbrfv5119/wd7eXvxtCrrf6ZCdnY19+/Zh2bJl2LFjh6gF7OzsjKpVqyIyMhKRkZEoXrw4gJw6qH369EFycrJoO5VKhfbt2+PXX3+FtbW1yft/+/YNGo3G5G/0of+NS5YsiRo1asDKygq3bt2Cj4+PpJ3T09MRGhqKz58/Izs7G3fv3pX9xk2bNsWhQ4cQGhoKBwcHnD17FoGBgTh06BAGDhyIS5cuAcipF3748GE0a9YMBQoUEP1rxYoVcHFxwdmzZ+Ho6IjLly9DrVajbdu26NevH3r27Iljx47B398/z+9pDE+ePEHBggUNaiybw65duzB16lQsWLBAfLv/F3j79i2cnJyQlZWFcePGYc6cOfj48SMAwNbWFn369MGYMWPwxx9/mKzZPH/+fFhaWuL69euiHQcMGJDn59D16b9Tn1cOt2/fNqjf3rt3bxQtWjTP17hw4YKor/7ixQu4ubmhWrVq8PT0NHle3759xd+6aUbXB1UqFZ4/fw5XV1fZc3W1sU3V9ra1tcW1a9dQqFAh2ePnzp1DdnY2ypUrJ9l/5swZqFQqlC5d2uTzFyxYUMiPiIgIUQ9cDp8/f8a6deskYz0mJgZWVlbIyMjAihUrcO/ePSQkJCB//vzQaDTYvXs3atSoIXu9x48fw9/fH1++fDH5jABETeu8oEOHDuLvo0ePon79+ihWrBgGDBgg+sSNGzcwe/Zs3LhxA58+fTJb+9xUbff4+HgAOXI6OzsbFhYWAICNGzfi+PHj+Pz5M+rUqQO1Wi05T/E/NaMXLVpkUMtaDsOHD0dqaqqsvBw4cCCGDh2KjRs34s2bNwbnLl26FN27d4dGo4GLi4voow8ePBDPIjc383/q2y9cuBCRkZH/Fnn5T+Dv74+WLVti4sSJYl9mZibq1KkDADh27FiernP37l1kZGSgatWqsLKyEu+XG7nHcl7g4+ODJUuWoHr16vD19cX8+fPRoEEDXL9+HZUrV8a7d+9Mznn16tUzOdb18fjxYygUCgP55O/vj06dOiE2NhZubm6SY15eXoiPj0d0dDTWrVsnxsnGjRsxaNAgbNmyBevWrcOdO3egUCjg7++PNm3aoHTp0sjMzISNjQ2AnHGRu378s2fP0LBhQwwbNgzNmjWTHCtfvjzu3LmDyMhIk++UnZ2NnTt3Ii0t7R/Ph7/99pvsft1Y8/PzQ3Z2NhISEsR8ERQUhH79+qFIkSIAAA8PD2zfvh2lS5fGtm3b0KtXLxw+fBjJycmYNm0aLly4INFLnj9/josXL2L+/PlYunSp0WeLiIiQ1RF0fU13TE4W6dC6dWscOXIE7dq1g7u7u0H//PTpEwoUKIBOnTpJ9i9fvhyvXr3C0KFDAeTIcpJCF3z48CG2bt2KoKAgdO/eHefPnzf4xgBQtGhRnDhxwuDYiRMnUL9+faET/1/i/Pnz6NixI27cuCHenySCg4OxYsUKlClTxuw1TI3DqlWrGhzX7/9hYWEmr21vb48pU6bk6TvkBd++fRNrF93cYg4hISGYNm0a6tWrh6tXr6JMmTIYMGAADh06hKCgIKxYsULy+y9fvsDS0lKyLzw8HP3790f79u0lOnxaWhrq1KmDuXPnYuPGjbJz4sWLFwEAz58/R7t27XDw4EEx//348QPVq1dHjx49sHz5cvHbUqVKYfDgwahSpQosLS1x8+ZN+Pr6mnxPBwcHtGrVCp07dzb63T9//ozp06djzJgxZtstb637X/xbMWXKFAwfPhzVqlVDtWrVAADlypXDjx8/UKNGDaSkpEgW1hqNBj4+PihYsCDS09PRqVMnnDx5UnJN3cT+/PlzxMbGYs+ePbL3LlmyJG7fvo1ChQohLCwMixYtQqFChbBw4UIAgJ+fn8E52dnZ+P79Ox4+fChZINWsWRN2dnaYPn06vnz5goULF2LhwoVYsGABXr16BQBwdXWVCG0nJycDIf7u3Ts4OjrC2toaf/zxh6xypnu/3IsHpVKJunXrom7dunj16hW6deuG8ePHG51QBwwYgCNHjmDHjh2oVKkSAOD48ePo27cvBg4ciAULFsieFx4enmfl6OzZs7C0tERaWprkG+vg6+uLtLQ0+Pj4SPbv2bMHwcHBOH36NNq0aYOHDx8ity1PoVDA3t4etra2AIB8+fLhjz/+QGBgIHx8fHD79m3x2127dmHfvn2oXLmy5BqzZ8/Gvn37oFKpoFKp8PXrVxQuXBjTp09Hhw4d0K9fP/z666+YM2eO7PtlZmZi6tSpOHjwoOyEcu/ePfF3cHAw0tLSULhw4Ty1nQ5t27bFp0+fUKJECWg0GlhZWUmOv337VnaRout3gwcPNnuP0NBQg326cde7d29s3boV06dPR4UKFQAAp06dwtixY/H69Ws8f/4cpUuXxuXLlyXKQZMmTdC5c2colUr4+/vjzZs3YhGhM+KYg0KhwPTp0zF48GCTxpK9e/fC1tZWfN958+ZhyZIlCA4Oxrx583Dw4EG0bt0apUuXFu9w+vRphISEYO3atbCzszN5vpOTE4CciWr16tUAcvrumzdvsGnTJgA57f3p0yc4OjoCAN6/fw9ra2vkz58fffv2RXJyMmbMmIH09HQAQEBAAAYPHgyS6NixI7Rarey7ff36FdnZ2bIGFp1yGxAQgJ07d6J3796y1+jVqxeGDBliYCx4+vQppk2bhmLFisl/gP/BrFmzcOTIEcTHx6N79+4oUKAAIiIihPEgKCgIQI4Sam1tjU6dOhkoQEeOHEHdunVRqVIlHD16FBMnThTGgilTphg1FiQmJsLCwsLoGNSHvlEmL7hx4waWLVuG1atX48CBA4iLi0OrVq0kymXRokWF7JCTe0+ePIGDgwMOHjyIRo0awdfXF7dv30bx4sXx4MEDkETJkiXF75VKpWQx0KJFC7Ro0QJKpRLLly+XlXM6mV+5cmVs27ZN9Mfc0PXZfPnywc3NTfK8CoUCL168wOHDhzF//ny0b98e8+bNw9OnT7Fo0SJMnToVw4YNw+jRozF8+HDJMx45ciRP7dmtWzd069YNbm5ukv6hb5C7c+eOUWPG6NGjcfDgQWGQ0xn1fv75Z6P9Qx/79+9H5cqV4eLigv79++PDhw+oXbs2LCwsJHqAr68v2rZti7Zt20oMX2/evBGGZYVCgfT0dBQuXBidO3eGo6MjZs2aBQCSsfz9+3fY2trC399fOCiMISUlBbGxsWjRooVYxNWsWRNAjuGuaNGiZue8hg0bIjU1FR07dpS9x48fP0wad9VqtZBBcujSpQu6du2Ke/fuoWLFijh+/DiOHz+OadOmoXjx4ihXrhxsbW1RuHBhkERqaioSExMxaNAgJCUlYeTIkejRowdcXFxQs2ZNHDhwACEhIdi9eze8vLxw69YtyXjQwdPTExcuXICDg4PJNgRyDC659R85fcoY3r9/L8aVPnLvCw8PR0REBEji5MmTKFasGHbs2IGaNWvizZs3wtCye/duNG/eHAEBAYiLi8OkSZMM9JKoqCh4enpixIgRiIiIMHimzMxMXLhwAQBw//59g+ORkZGoX78+qlSpgtatW+PUqVNG5cCePXuwa9cuodflRqFChbB27VqD/cWKFUOrVq3EIjU6OhpNmzZF9+7d8f79e5QrVw5qtRqvX79GfHy8rKEAAKpUqYJatWohNTVVGDiPHj2Khg0bIjw83KizYMeOHQD+d15zdXWV9IdDhw6Jv83pURcvXsS1a9eQlpaG9PR0kERAQADCwsLQtGlTJCUlwd7eHk2bNpU9/+3btzh37hy+fPki209OnDhhME71DTqmDIw6/X3RokUmv8O5c+dQunRpDBs2THJ8xowZOHv2LDZt2oRPnz6hT58+wlCuc9b07dsXbm5u0Gg0Rhfr3759Q3BwMABgy5YtaNCgASZPnoyLFy+iXr16AHLWPJMmTcLChQvx4sULcf1Ro0ahUKFCuH37NqpWrWrwDvb29nj9+jViY2PRoUMHbN++HbGxscjIyMC5c+fQq1cv8Vs3NzccOHAAt27dwp07d8S8e+7cObRo0QJNmzbF0KFDxTisXr06kpKSEBISgnv37pk1Fjx79sys89PKyipPhgLgv8aC/wgSEhLg4uKCrl27in2VK1dGq1atUKRIEURHRxv1xHbs2BEWFhbYuXOnrPX0559/xrt373D69GlERUVh69atePHiBSZOnIhZs2bh/fv3ePbsGQBgzJgxqF27NtasWQONRgNfX18cO3bMYBG7adMmhIeHo1+/fiYXSDooFAqj1t/Ro0dj0qRJqFu3LsqWLQuS2LlzJy5evIhevXrh5MmT2L9/P/r27YuGDRtKzk1OTkZGRoawcueGVquFo6OjWFzJeUC2bNmCzZs3Syz59erVg5WVFVq0aGHUWNC4cWPxt85zHBwcLFmEXb9+HT179oSFhYXsxK7D4MGD0atXLyGQz549i3Xr1mHKlCnCy1W6dGns2rVL9hs3aNAAV65cQeHChVGuXDlMnz4dGo0GixcvlkwmXl5eBpEYAKBWq8U1CxQogEePHiEoKAgODg549OgRzp49i0OHDmHnzp0oVqyYgddPq9WatODr458GLiUkJJg8bmyRorPer1mzxuT5CoUCf/31l1Gjx4MHD7Br1y7UrVtX7AsNDYW3tzdatWoFtVqNEydOGESZ+Pj44OnTpwBgsOA/fPhwnt/fycnJrLFk8ODBmDZtGgDg6tWrGDBgAAYOHIhDhw4Jo9jw4cMxfvx4ybljxozB0KFDYWNjY/L8FStWQKVSSbw5OoXuzZs3cHV1RcWKFbFs2TKx+Lh9+za6dOmCbt26IT4+HqNGjULv3r1RqVIlkMSJEydE/zYmI3Rwc3PDsmXLkJWVhcDAQJBEeno6VCoVihYtilu3bqFv3764cOECatWqJbwbOty4cUNWQQ8PD8eNGzdQsGBByf7v37/j2rVreP/+PapVq4bWrVujdevWACAWnDt37kSfPn2QnZ0txnf+/PnRuHFjtGvXDjVr1pTI7mHDhmHixIkYMGCAxENeoUIFHD9+3Oi76+TQ7NmzAZg3yujw+fNnfP/+XXIte3t7fPz4EevXr8eyZctw7tw5lC9fHt27d0f58uVx/fp1pKWl4c6dOwByDDqxsbHCCFO9enWJ1yYrKwv3799HnTp1MHz4cAwcOBDjx4+HnZ0dtmzZgvz58yMmJkZ4tgHjhq3IyEj89ddfmDZtGsqWLQsgx9g6cuRIjBo1CtOnT8fz588xaNAgLFu2TLatJk6ciEmTJhn1SHl7eyM5ORmRkZHo1KkTqlSpAj8/P/j4+GDNmjX49OkTWrVqZTDnyi1u5HDr1i08f/4chw8fxpEjRzB79mz07NkTrq6uiIyMFJ4iY8YMZ2dn9O/fH82aNUO/fv0A5Mwn9erVQ3x8vFFjmA6+vr7Yt28fIiMjoVQqsX79emi1WuzatUsyJvr06YN169Zh0qRJCA8PR7t27dCyZUsMHToUarVazAM6tGzZEv3798esWbMMxnJiYiJevnyJtLQ0KJVKs4a3sWPHonjx4nj8+DGaN28ujIQqlQrDhg0zO+etX78ew4cPx7Vr11CqVCmDsb57926Txl2dM+Tdu3dYtmyZxCjTqVMnjBo1CnZ2dpg1axaGDx8OICeyqF69ekhJScGcOXPQrVs3MRd+//4dCxYswNChQ9G5c2csWrQI8fHxGDt2LJ48eQIgZw7RjUWtVosXL14YLPYGDBiAgwcPGngz5bBixQoMHz4cq1evFkZt/XnyzZs3mDhxImrXri1pg3379mHUqFEIDQ3FiBEjMGnSJNmxptMdw8LCREQQkCPDhg4dipo1a6JAgQK4ceMG3N3dsXfvXsyfPx9AjsFUpVLlSS/Rx927dxEVFYWsrCwDvRPIkX/du3fH/PnzoVAo0KRJE9nrKBQKeHt7G41eBXI8ue7u7gb7XV1dhU4M5Cy4dXJ38+bNUKlUuH37Nnbt2oXevXsbyFcdihcvjnfv3qF+/frYv38/Tp06hUaNGmHixInYtm2bUWeBzrhFEi9evMDVq1fh5OQk0VG/fPmCoKAgREdHG30/fYSFhRl4+R0cHMS4MmacSk1NRf78+bF7927ZcRgREWEwTo8fP47y5cvDwsICaWlpZp/N3Hc4cuSI7AK2Tp06mDlzJoCcSLLLly8jNTVVMs/UqFEDXbt2hVKpxIABAzBq1CiMGDECDx48wLZt2zB69GiMHTsWnz59AgD8/vvvaN++PYAcR5EusnnixIlYuXIlpk+fji5duojrh4SEYPbs2XB3d8fdu3cNIp2OHz8OlUqFxYsXo3Xr1li5ciWGDBmCwoULY/To0Xj79q3BexUtWlRiWG7cuDGmT5+O/v37i339+vVDfHw8JkyYIIyUEyZMMJCF+lHauv8bg9zawCTylKzwX/xbcf78eTo6OgqW3W/fvrFJkyYMCgris2fP+O7dO86cOZNxcXHs3Lkz4+Pj+f79e5I0Wxs9LzVK9aGfD2SOzdVUibDc5YmMoWnTprIl7xYuXCjyZ+fMmSNLKqT4n3qk+vm6+tCRXa1cuZLFixenVqulVqtlSEgIk5OTSeaQisjVYL127Zqk7J8pxMXFceTIkQb7R48eLcr8LV++nHXr1jVgiNfBFEGitbW1yXJDec2137lzJ2vXrm1QhrJmzZpcs2YNSbJbt24sW7YsV69ezdq1a7Ns2bJm+QQcHBxk88J0BGb6yM1e/u9CmTJlOGrUKMk9Pnz4wBo1anDChAl5ItJp1aoV3d3dOWTIEM6ePZsJCQli0+Vc5saNGzeYL1++PNVs1s8lt7S0NMgf10HHaKsPU0SfSUlJJKUlnsaMGcOffvqJZM53KFCgAK2srIxWMrCysjJ7PilP0kjm5OkrFAqDkn1kjnzTkTaZKrtoDrNnz2bTpk0leeF//vknmzVrxoSEBAkJnByLt7OzsywB44kTJwzKj+mQlZXFbt26cdq0aSRzcs337NnDYcOGsXz58tRqtQwPD+fPP/8sztmyZQubNWtGKysrFihQgH379uXZs2dJ5nwjHUmSfj/Zv38/AbBcuXLcsGGDKBu1bt06li1blra2tqIO9po1a1ipUiUJn8KtW7dYpUoVrl69mh8/fmSvXr0EEVTunOAOHTrQ1taWISEhVKlUYuwGBQUZJQYbO3YsmzZtSgAcNGiQhCBq8uTJXLt2Lb9+/Wq2trsOxYsXF2Vcr1y5Qo1Gw+HDh9PKykoQRunj+PHjDA4OZoUKFejk5MR8+fLJPieZM8+ZkjE2NjaCoM3Dw0PMj/fu3aONjY3ZUrFPnjxhYmIie/Xqxd69e3POnDlGSR0/fvzIvXv3smPHjrSwsKBKpaK3tzenTp1q9PoFCxaU1BnXYe7cuX+Lp+jUqVO0sbFhtWrVZLlSdLh9+zZHjx7NgIAAWlhYUKPRcMKECSSlfVTXPqT5Eqp/B3IkfubmPGMkkLqxbm9vz927dxuct3v3blHfPTU1lfb29vTy8hKcF97e3rSzs+OwYcMEObN+LniZMmUYHx9v9LlmzZrFMmXKMDs7mytXrmSRIkVobW3No0eP0tbWlpcvX+aff/7Jpk2bMiIiQuhxJPnu3TtGREQYVBAyhrCwMNra2lKr1TIgIMCA5b1p06ay/ejXX39ldHQ0ixUrxhMnThgc1401rVbLFStW0MvLS3L89u3botzzmDFj6ODgwKJFi9Lb21vwmSxbtoxFixbNM8mkDmlpaRLOEWNVotatW0eFQsE7d+7w/fv3stuqVatMlszz8/MTpQ31kZycLOE0yF1W0NHRka9fv+ajR4+oUChMEhR++/aNNWvWZMWKFWlrayv7PUxhyJAhrFq1quR5fvz4wa5du3LQoEEmzx03blyeNlMEyubGobnjeYG572BpaSnLHaQrNUuS3t7eggdCX2alp6dToVBw586d4phufkpMTGTr1q3NltIlySJFivD33383uP7Nmzfp6OjIadOmMTg4mKdPn6adnR2PHTvG1atX09XVlWq12mTJbh2MkWQqlUqhi+kjPT1dVDLITWquTyhqjB/EWOW7vOK/xoL/EA4fPkx7e3tu27aNDRs2ZHBwMJ8/f85z587R2dmZHh4ebNKkCRs3bkxPT0+6uLjwwoULZmuj56VGqSmYYnPNywLJHGxsbGSFTXp6ulBMrl+/Tq1Wyx07dkhKAioUCsbGxlKtVstO4Lqye9bW1hwyZIggLRs8eDCtra0ZHx/PatWqsXnz5hKF5dOnT2zevDmrV6+ep3ewt7eXJZ+7c+eOUEzMTew6yBEkRkVFmSyBIwc5EhxjZSh1ZWXIHKLHunXr0s7OjuHh4UKwmUKhQoVkF9JqtdqAGGby5MkGpCp/F3KkZHldpJiCMaMHmTPxtm7dWkLu9uXLF8bExHDs2LF5qtlsarG/fPlyjhs3jvb29kJ4Ozg4GCXWkYP+eKxUqRIXLVpE8n+Nd3Xr1uXy5csNzlu+fLkoEWrsfLVazcTERCqVSk6aNElSLSM+Pp6NGzemQqGQLdl35swZWllZmSy7qFM+TcHNzU22ysm1a9dYsGBBkjmGDWOkoC1btvxHCvqtW7fo5ubGsmXL0tLSkqVLl+agQYP422+/mezLf/31F5cvX86aNWvSwsKC/v7+tLe3Fwq6vsxMSUlhwYIFGRwcLJn0FQoFg4KCJEp94cKFTRplevbsyaCgIG7atIlWVlbi+1pYWNDJyYmDBg0S41q/zGxERATLli0rS2a3bt06WlhYGIyB3DBX210HY4YprVYr+/2uXLlCS0tLZmdnc/jw4QTATp06yRK8derUSdYArUNISIgg7KxZsyYHDhxIMkd59PDwMFkqtlq1akJBc3R0pIODAxUKBbVarSijtXv3bg4dOpTlypWjpaUlS5Uqxf79+3P79u18+/atWWOGra2t0XGi34b6CAsLM5hTwsPD6ezszKJFi8rONXI4deqU6He6Z9E969mzZ4Vy+6+O5R8/fpistPRP5jx95M+f36Rxl8yp7NKlSxdJRQvdQkzxP+V6c8Pa2trkt8vIyJA4Gb5//864uDiDMa1QKFi4cGE6ODiISgaOjo7UarWCSd7YN9Vtphjex44da1S30vUjS0tLUTZVH7qx5unpyXnz5hnoiRs2bJAYEDZt2sT4+HgJ6W9SUpKoTKEPY+R8OugbC+bPn2+ySpR+JSA5hIWFmSyZN3XqVLq4uHD58uXCYbBs2TK6uLhw8uTJ4jrGygqeP39eGNF10Bl59bfjx4/Ty8uL3bt3l+zPC/Lly8eTJ0+yZMmSkv23bt2SLDSNvb+xLTw8nNbW1lQqlSYJlM2NQ7njcm1gbCNp9juULl2a48aNM7j3mDFjRLvo9w99mZWWlkYAwtjj5uYmnFgZGRm0t7c3W0qXJC0tLYU80L/+9evXhUz+5ZdfaGVlJca3paUlR44cabZktw65CTLr169PHx8fKpVKhoWFGbz/woUL6efnZ5KUOiEhQfydlJRENzc3Dhs2TKyhhg0bRnd3d+Fw+jv4bxrCfwiRkZFYtWoVfvrpJwQFBeHIkSPIly8fmjVrhkaNGmHJkiUi9PPHjx/o3Lkzfv75Z0ybNg1DhgzB5MmTERISYhAiHhgYaJSTwN3dHVlZWUhKSjKab37o0CHUrl1b9plr1qyJhIQELF68GEBO6NfHjx8xZswYketjDs7OztixY4ckxAbIydtydnbG3r170aZNG3z9+hWNGjWS/IYkpk6diurVq6Nr165IS0vDkiVLJKHgJLFgwQIRWgTk5KAVK1YMY8eOxY4dO1CnTh14enqiRIkSUCgUSEtLg6WlJfbt2yf7zH/99RcOHTqEwMBABAUFwcrKCsePHzcgtDp+/LggQtFPW8gNHUFkkSJFkC9fPoPjffr0wcCBA/H8+XPZb6zLtdcnpHJ2djYI+TcXyg/khH7t3r3bYL8pIssJEyZg9OjRWLlypSQnatu2bejWrRt27tyJVatWISAgQIR0/l1kZmaaJCVzdXXF169fAeSEi2ZkZKBYsWJITU3F8+fPjZI56cPJyUkStpg7j+/3338X/QQALl++jG/fvqF69eqYO3cuoqKiEBwcjC9fvqBNmzZIT09Hvnz5sG7dOgBSMrncGD58OJYtW4apU6dKQvTHjh2LL1++oFu3biaf3dvbG5UrV8aAAQNQqVIlnD17Fhs2bACQk7/n6emJRo0aYejQobhw4YIgSjx9+jQ2bdqEcePG4d27d2jbti2CgoIMzieJ2bNngyQWLlwIlUol7q3RaFCoUCFUrFgRXbp0wbJly1CqVCkoFAqcP38e3bp1Q40aNXDv3j1s3LgRv/zyi+TZN2zYgG/fvuHVq1eC4LBOnTpYsWKFCE988eIFnj9/jpcvX4r8Qh1evXolwuscHR0NchJ1mDVrFqpWrQofHx+Eh4cDANLS0lCgQAGsWrXKaNtmZGTgx48fSE9Ph7W1NQoXLozChQvDz89PpAHIwc7ODrGxsYiNjcWNGzcQExODv/76C0OHDsWmTZugUCiQnZ2NEydOYNCgQejatSvGjBljkAKQO3z02bNnsqGvWVlZePHiBXbs2GEQZt+lSxfUq1cP379/x4wZM2Sfd+fOnYiMjER0dDT27Nkj5MzGjRvRvn17TJkyBfPnz8fHjx8NuCXev3+PkiVLonz58jhx4gSCg4NRv359DBw4EFevXkVKSoqEnFOj0ciGfoaEhODixYuSvvDq1SsMGTIEZcqUgUKhQLVq1bB27VrcuHEDISEh6Nu3ryQt4uXLlxg1apTg48gtL2NjY3H58mVERERg+PDhqF+/Pn799Vf8+PED8fHxmDx5Mvbt2ydSaXSht2/evMG1a9dEeo6ubz579gwzZsxAv379UKhQITRo0ACurq4YOHAg9u3bZxDi27x5c+zfvx/du3eX/Q6NGjXC1q1bDXhWtm/fjoYNG8rO2fpkacby+E3h7NmzWLt2rRjz+mGwun46Y8YMREVFAcjhMjI2lrOzs03mUt+7dw+TJk0yGdY7ZMiQPM15xtCrVy9MmDABK1asEH3169evmDRpkkjjyMjIwJYtWySyTKVSYcCAAVi6dCkuXbpkEAqvUqmMyhcgJx1Bd73r169j5MiR2L17N2bNmoURI0Zg6dKl8PDwAACULl0aa9asweXLl2FlZYXY2FjcvXtXpFWa0hkAmM0tXr58uWw/2rZtG1xcXODl5YXBgwcjOTlZdqzVqFEDQ4cOhbW1NY4dOyZCzKdNm4aBAweK6+UmaczKykJ4eLh4T31YWlri6tWrKF68uFmS419//RVLlixB48aNMXXqVAA5ulfp0qUxaNAghIeHCxkiB3PtN2TIELx9+xY9e/YU39TS0hJDhw6V6CmjR49GmzZt0L9/f1SrVk2kdOzfvx8BAQGSa4aFhRlwPuj+v2jRIixevNgo35Ycfvz4gRcvXggeByBHT/nx4wcyMzNNplkAkA1zT0tLw7Bhw3Dt2jV06dJFlk9JB3O6p9xx/TYwx5+RlZVl9jsUK1YMP/30EzIyMgTf18GDB7Fu3TrBlVSmTBns2rULffr0AfC/MnvJkiWwtrbGs2fP4O3tDT8/P+zfvx8lS5bEuXPnoNVq4e3tjZ07dxo8my71BMjhTzCVkg0AkyZNwogRI3Djxg1kZ2cjODgYtra2ePbsGXbs2IGSJUsiLi4O/fv3x+bNm3H+/HmJjrl161aDZ8jOzkZERAROnTqFHj16oGLFimIcJiUlITEx0WR6nP6x8ePHIz4+XqRSAjlzTUhICBYvXmxSP5XDf6sh/D+CMUKR06dPw8/PTywat2/fjuvXrxuwld+4cQOlS5cW7NjGCACTk5Px/ft3dOzYEZcuXULt2rXx5s0baDQaJCUl4dixY0hKSkL9+vVlc5Jmz56N8+fPS9hwS5UqBQCCsEalUiE9PR2lS5cWC6SjR4+azEF+/PgxxowZgwoVKqBHjx6oV68eypYtC4VCgbNnz2L37t1YuHChYErNly8ftm/fLrmGUqnE8+fPkT9/fly4cAFNmzaFu7s7tm7dCnd3d8HUnp6ebkDUmJ6ejpCQEHz58gWfP3/G6tWrcevWLcEUq2MuB3LIt6pWrYrevXvj8+fPKFGihCDtWr9+PdLT0zF27Fh07txZsghbvnw5Ro8ebUDMkhuhoaG4fv06ypQpg7Zt26Jly5YSVni5SVVfGL98+VKWkCouLk5CSPVPkZvIMjfT/5kzZ5CRkQGSKFSokGRC0SkOmzdvxpQpU4QwB3LYmOvWrQu1Wm12Mb9v3z4cPnwY48ePlyUl27RpE+rXr48uXbpgyJAh2Lp1Kzp27IiRI0eK9jIFhUKBlStXYvv27cLoERsbm+c2WrFihUkG/NzInUseGBiIRYsWGRjEtm/fjp49e+LZs2cm3yErKwuPHj1Cz5498fjxY/Tt2xdxcXEAgP79+yMrKwtz5841+Q76on/p0qUG58+ZMwdRUVFISUmRJZV69eoVOnTogL1790rYfGvXri1kTcuWLVGjRg1UqlRJTHoHDx5EVlaWGMsAJIzCAMRY9vX1xaxZs8TC8ezZsxg0aBAqVKiAatWqYe7cubh58yb8/Pzg6+uLZs2aoV27dqLtMjMzJQp6aGgoWrduDbVabUA4RRLPnj3Drl270KFDB8ydOxdXrlxBamoqjhw5gmPHjkGpVCIiIgJRUVEGi78vX77gt99+w9q1a7F3717kz58fLVq0wLNnz7B+/XqQhIWFBbKystCmTRskJSVJFi65ce7cOZQpUwYNGzbEo0ePDIwyXbp0gZeXFw4dOoTr16/Dx8cHnp6eSElJwe+//44lS5bg4cOHGDx4MNq1a4fixYtDrVbj8uXLwgDz6tUrVK1aFcHBwdi8eTM2b96MmJgYTJgwAUOHDpXIXH28ePEC3t7euHnzJj5+/IjQ0FB8+vQJgwYNwvHjx+Hn54fZs2cLZatRo0b49u0bKlWqhAkTJuD+/fvw8PDAsmXL0KNHDygUCnh5eUGhUODRo0coXLgwtm/fjoCAAGzbtg0fPnzA169f0b17d7i7u0uMBU+ePDFamUOhUEgIVwHg0aNHOH/+PIoUKYISJUrAyckJs2fPNlh0R0REoEqVKpIqA/oYOXIkjh07hiZNmuDo0aM4duwYVCqVIDmMjIxEUFAQpkyZgvj4eNSvX19WAf/rr78wc+ZMVKpUScKBc+LECQwcOBD79+/HmTNnUKxYMVStWlV2zs4L7ty5gzVr1mDt2rV48OABoqKiEBMTIww9pUqVwqFDh9CoUSNcv34db9++xYkTJ1CkSBFs2bLF6Fhu3769ZDH//ft3XLp0CXv37sXgwYMxbNgw+Pn5YdGiRUYrLf3555+yz6yb88wZvg8fPoyDBw9Cq9XKGneBHMJKf39/nD59WnLutm3bMGTIEGRlZaF///6SPOC4uDiEh4cLB0lujBw5EgcOHIC/v78gcty3bx/u3r1rINP+r5GUlIS4uDjUqVNH0o/27t2LpUuXokKFCoiOjsb9+/dlx5q/vz/i4uKwbds2YYwqWLAgBg8ejL59+0KhUCAyMhKrV6+WjLekpCRMmzZNGFj1sW3bNgwaNAiNGjWSrfhw//59DBgwAFlZWbJVovz9/XHixAlERUXh69evZsnz8oKPHz/i5s2bsLKygr+/vyzJ7vPnz/Hs2TOUKFFC6GNnz55F+fLl4e7ujoiICERERMDf398oh1ZuyHEy5MaAAQOQlJSEX375ReiWc+fOxc6dO1GpUiW0adPG5Pn6C8D79+9j1KhR2LBhA5o2bYqJEycK44CxalPmdE9jy0Xd8ZSUFAwaNAiDBw+W8GbMmjUL06dPlxh0TH2HXbt2YfLkyUhLSxPz9pgxY8Ri+OTJk6hTpw5iYmKQlJSEbt264fr16zh16hSaNWuGgIAA/PLLL9i8eTNat26NQoUK4dGjR+jfvz+mTp2KrKwsbNu2TbLOiY6OFvPxjh070K5dO8H5NG7cONy+fRvJycnYuXOnIGjVQd+hGBgYKFv5x8/PT1TdMYXbt2+jfPnyKFasGG7evAkACAoKwuDBgwVnxbFjx7Bo0SLcu3cPmzZtgoeHB1atWgVfX1/BC2RtbS3GkD7u3LmDsLAwk4Y3WfztWIT/4h8hL7XlO3bsSEtLSxH2r4+9e/cyf/78eaqNro/cNUpdXFxE7mhuPH78mJUrV6ZCoRAh6wqFgpUqVRJ1gz99+sRly5axV69e7NGjB5csWWIyP1IH/XCz48ePs1WrVgwPD2dYWBhbtWolwm7t7OxEeHlu5M6ffvHiBatUqUJ3d3eePn2az58/JwBOmjTJ4NwJEybI8iDIoUCBAiJsd82aNfTz82NmZibnz58vwoM2bNjAihUrinaqWLGi4KDIC65du8bhw4fT19eXarWadevW5Zo1a5iZmWk2175du3asXbs2Hz9+LAmR2rdvH4ODgyX3uXv3LkeMGMFWrVqJttuwYQNbtWrFoKAguri4GOTSR0dHs23btiInWXf91NRU+vn5mQ2HJHNCFVUqFe3t7cV1AdDBwYGk+RxULy8vHj58mGROn9CFVyYnJ7Nu3brMyMgQYW2ZmZns0aMHQ0JC2KRJE9lwUjmYC1v8V2EqlxyA4BPRx61bt2hpacm0tDTJdu7cOS5evFiSF/r/AuPGjZPNbfz06ZMIFbx9+7ZI+cn9TufPn2dMTAxLlizJ8PBwxsTE8OLFiwZjOTe3hS6lSMeZoms3jUbDzp07s06dOlQoFAwMDGTt2rXZsmVLhoaGUqFQMDo6Ok/vpgsH1m3VqlVjy5YtuWjRItlw1/Pnz4tcdP2cv3379rF9+/air3fp0sVAFmdkZHDTpk3csGGDJPzzw4cPBvLz0qVLbNCggbiHLlVIoVBQo9GI9qhbty5fvHhhMsw+X758bN++PW1sbBgaGirhLNDh0aNH9Pb2ZrVq1ajRaDhx4kRJ6ldycrIkHSwlJYW9evWiv78/U1NTjfIe6MNU6Gfv3r25Z88eJiYmMiEhgXv37pWk4jx//pwNGjSgo6PjPwqfzM3ZkhsFChSQDcm1s7OTzZ3V4datWyKdS4crV67w119/ZdOmTalWq+nm5mY0x1mX52zqeKFChahUKpk/f/6/XSs+NxQKBcuUKcPZs2eL/Hwdnj17xtGjR7N+/fqsW7cuR4wYwT/++EPyG2Nj2Rjmzp0rUrLMhfXKzXOenp5iK1SoEG1sbAx0ExsbG/r6+hrVpxo1aiS2iIgI2tjYcMaMGTx27BiPHTvGGTNmsFChQkbnIfwPJ8rgwYP5/PlzSXsNGjRIcD60b99ecJMULVpUvLOu/+iPH7ktNz58+GCQevfjxw/OmDGDZcqUYYECBWQ5cE6fPs02bdoI3apNmzY8ffq0uG52drbJsaaDPm+DPho2bEgnJyeuW7eOZA7Hi7e3N1UqFQcMGGDwe11bQoZXRr+dyRwOFV0qg66PpKamMj4+niVLlvzbuu+/ivT0dO7du1fI5+zsbD5//pxr165lt27dGBgYSIVCQTc3N7Zs2dJkKlRekZWVxWnTprFgwYKifQoWLMhp06ZJ0mdM4dWrV+zduzc1Gg2rVasm+HP0YYxPyd7envb29nnifJLbypQpI7u+2LVrl0Fqxb+KK1eusH379ixWrBiDgoIYExMjUnr0cerUKc6aNUuMs/T0dPr7+9Pa2lqME2trawYGBkrWHqZSsps3by74KD59+sSAgACq1WpaWFhw8+bN/9J77dq1yyRHz+bNm2llZcXOnTtTq9UKWTpv3jzWrVtX/C4gIEB2TA4YMIABAQF/+7n+ayz4/xn69OlDT09Prl+/no8ePeLjx4+5bt06enp6sl+/fv/y9d3d3WUXKWSOolmuXDkDIq2KFSuyZs2a/9J9cxPZGENsbKxEmdSHUqk0yO///v07u3fvTktLS06ePJkKhYIqlUoQmEyYMIG1a9emhYUFU1JSSOYsoHv37s3q1auzRo0a7NOnj0RIWFpaCuNIu3btOHToUJI5Cq+xHNLcyE0+Yopc5Pjx4+zZsyddXV1pZ2cnm0OsD31jhjFCKjJncW9lZcUaNWpQo9GI3wUEBNDW1pZTp07lihUrDPLp/xUiy+zsbJ49e5ZFixZlUFAQly5dKkvOZw6mSMmsra3zvEgxhbwYPUzh9u3bXLRoESdMmGBAIkRSNpd8woQJ9PT0ZJEiRUR+nD569+7NcuXKGb3nzp07GRERQTInX19/cty2bRujo6M5fPhwfv36Vfb83GSBpjZSfsyR5OvXr/8RSY4OeTEW6K7/4cMHXr58mWlpafzw4QOXL19OOzs7Hjp0yOC6Bw8epJ2dnSBjM/eNTOHixYuMj49no0aN6OTkRAsLC5YqVYoDBw4UBEpkTv5ks2bNuHXrVn779k3s//PPP2UV8aysLN64cYMVK1akUqmkWq1m//79mZmZyXbt2tHCwoI//fSTATmjMaNMfHw8ExMTSZKHDh2ilZWVUAQTEhJI5ij/CxYsYNmyZalSqVihQgUOHDhQ5JJu2LCBWq2WLVu25OXLlyWKfG7lXqPRMCAggDt27KBWqxWLpP8LrFu3ji4uLqxRo4aQyX8XOoP3woULZQlnJ0+eLDsWbWxszOar68tbXX9p2LAhHR0dqVKpWLp06X/0zPowNWeTzNMikqTJa/xfICMjg3Z2diTJUqVKCVIz/bE+duxYVq5c2ey1zJF8GoOxPiy3GVsAjR07VownXZvqxu3s2bMNeFU+fPgg7q0zMJgzjpM5c1u9evVEbrk+54FSqeSoUaPo7u7OGTNm0NLSkhMmTGBcXBxdXFzE+DeFf9c4XbBgAW1sbNi6dWtWqFCBSqVSlrBO/76mFj86LF++nB4eHly/fj1tbGy4bt06Tpw4UfwtBycnJ+EIc3R0NOj7arVa7NeRWhrbdHj9+jWrVasm2l3XVzt16mSw+EpPT2eHDh0kBuTr169zz549Zg1C5qA/D+tDzgG0Z88enj17lmPHjqW9vT1Lliwp63TUIS8Eyv8ElpaWRrlDdOSEZA4fyuDBg9myZUuD73D27FmJgUuH06dP89y5c//42XSoW7cu69SpI5kLXr9+zTp16siS7coht0PRy8uLHz584Pz58xkYGGiStyEjI4Pfvn2TcOP079+fP//8M1u2bElbW1v26tXL6L3DwsKEfqMvSy9duiTh1Ni1axctLS1ZrFgxxsXFMS4ujsWKFaOlpaVRh7Ep/Jez4P9nmDlzJhQKBdq3b48fP34AyCl116NHD5HH9f79e0n5n+DgYHTq1AkODg5mOQkGDhyIxMREzJ071yCk69ixYzh58qSkBvPt27cRHx+PyMhIs6HjuUOqzUGuzNfcuXPRvHlzHDt2zCBkkzIhUBYWFliwYAHCw8NFqNyZM2cwe/ZsbNu2TaQZnD17FuHh4di3bx8aNWqEsLAwkSueu5awl5cXTp06JTgU1q9fDyCn7JKOk8Accucj6UIzV65ciXHjxkmO2djYwMrKChqNBh8+fECBAgXQokULdOrUSYQU6SMzM1O2furr168loVzGyrY9efIENjY2RkuN6cLQc+PJkyews7PDlClTZLkIvn79ipIlS+Lu3bvo1asXJk+enOf2yo3ChQvjwYMH8PHxQXBwMDZu3IiyZctix44dcHJyQu3atXHz5k2D8Pg5c+aga9eusLS0NFuj3lwO6ObNm43W6u3Ro4fJcmijR4+WzSXXlWybO3culi9fjt9//x0VKlSAQqHAyZMn8fjxY1kOCR0CAgJw7tw5ADn13YcNGybq7rZq1QpNmjQRdYgTEhJw5MgRzJw5U8iKu3fvYvv27WjUqBEcHR3NhnXSSB7i5cuXoVar0alTJ8n+b9++iTA7U6HDCoXCoM2MpV3Y2trC2dkZCoUCtra2WLduHX755ReRT62PatWqYdiwYVizZg2+fv1q9huZQpkyZUTN8S5duqBq1aqy5YaeP39usH/r1q0YOnQo0tLSDMbqly9fUK5cObi4uCAxMRFbtmxBYmIijhw5ghIlSuDOnTuyNZQLFSoEkihSpIgkDF+f/yUqKgq3bt2ShNkDOWke3bt3R/fu3XH16lUsW7YMs2bNErwUuhDTjRs3irxQICeH8tWrV7LcKgDyXPP54sWLUKvVCAkJwZw5c+Du7o41a9YgMzMTdevWlbyPPoYPH46pU6dK0pn08ebNG6xatQrNmjXDb7/9JjtWz58/j3Xr1mHixIno168fateujbZt26JRo0bQarVGS8VqNBo0btwYV65ckb33tm3bUKxYMTRq1AjHjx/HX3/9hbCwMERGRqJr165G+8vfhak5GwDGjRuHpUuXGi0VpoN+vrWxd5JDaGgodu/eDZVKZcBntG/fPmRnZ0tKzOqwefNmkWM9ZswYtGvXDk+fPkV2djZSUlIkYb0AsGrVKixcuBD379/HqVOn4OPjg4SEBPj6+mLUqFHYvHmzRDcJDAzE7Nmz0axZM8TExMg+u67UqzmcOXMGHh4eBv3wx48fiIqKQlxcHDZt2iTC7AMCAvDTTz/By8vL4Fq2trYAING9cuthctC9w/Lly1GgQAGDb92pUycsWbIE9evXx7hx49C6dWu4uroiNDQUp0+fNstd4efnh6pVqyIuLg7NmjWDpaUlwsPDzabs6XDx4kUAQPfu3fHw4UNMmzYNFhYW0Gg0JjklPnz4YDLkWVfuLTY2Fj9+/MCQIUPw6dMntGnTBq6urhg0aBCCg4Nl++yAAQPw4MED/PHHH7LzzdKlS0VqYGpqap7es3///kZLifbr1w81a9YUqWlpaWkICgpCnz59EBgYiBIlSuDq1auSkH1d++p0qi9fvuDKlSuy+rm+Di0nO44cOYK6deuiUqVKOHr0KCZNmoT8+fPjypUrGD16NFQqFfr06YPWrVtDoVDItlloaKjZfPUbN27IylLd8xk7HhQUhIkTJ2LZsmVC9/v69SsmTpwo2nL9+vVo3749atWqhQMHDqBWrVpIT0/H8+fP0aRJE/Tq1QtDhgxBuXLlJNd++vQppk2bhjNnzgDI4SBZsWIF7t27h4SEBOTPnx979+6Fl5cXLl68aFSWHDlyBKdPn5bwP7i4uAj+qLzgzz//FOfv3bsXjx8/xqdPn1C/fn307NkT4eHhJsuGOzg4oGDBgpL0vuPHj0OpVMLCwgJr167F2rVrDc6zsLDA69evcfToUYP1lr29vYTLpl69erhz5w4WLFggUq6jo6PRvXt3WbllFn/bvPBf/FuwadMmNm/enOXKlZMNf87MzOSVK1d4+fJlSRiwuWoJvXr1oo2NDVu0aMF+/frx559/lmyNGzemg4MDfX192aBBA4lFz9bW1oDdXKFQcM+ePSxSpEierOPGoIssyMzMNBqarVQquWTJEqpUKtra2tLHx0cSjuno6Gi0LA6ZUxJNV7rQGMLCwkSkgD6GDh0q2n7evHm0sLCgo6MjS5QoIbyDc+bMYWRkZJ49OXJYs2YNGzVqxHv37nHixIkMCgqiSqViVFQUlyxZwvfv3/O3335j06ZNqdFo6O/vzylTpvDp06eCfbhu3bqidKOOiT8rK4vNmzeXlFwxVrYtNDSUarXa6DOaY/rPnz+/YM7X4cePH3RwcKBarTYaEqhj0tdn1je2mfOWli5dWpS20UehQoX4+vVr8bep8F8dvn79ysePH/Phw4diGzt2rLDwajQaduvWjTVq1KCDgwN/+eUXs+XQdO1vqmTb06dP+csvv7Bp06Zs0qQJR4wYwadPn5I09Pq/f/+eN2/eZMuWLVmiRAmSOVU5dBExU6dOZa1atUjmRKp4enpy1apVtLCwYIsWLUTYaWRkJC0sLLhmzRoePnzYaEinrnqGUqk08NjoKjj4+voasPkCoJ2dHZs0aWI0ukYXlqp/XYVCQQcHB/F/R0dHKhQK2YoRtra2smU6dbh48SILFChg9hs9f/6cbdu2pbu7O1UqlcFzynl1zEFXuSMqKopz5swxeg1HR0eWKVOGZE5Is0KhMFq+LzMzk506daJKpZIwyffp04cTJ05kZGTkP/Iap6en5ym0VAe5knf79u1jWFgYd+zYwT/++EM2OoXMYYXWhWd6enpSq9WydevWtLCwoL29vdExKpcekJ2dzb1797J58+bUaDS0t7entbU1ixUrRgsLC4aFhYnKBVFRUZLzDh06xM6dO4t+HBsbazSEvXLlylSpVJw3b54kLeX79++cO3curaysuGLFCg4cOJA7duyQvG///v1FhFhuD1LujcxJAZw3bx6HDh1qcNzUnN2kSRMWLlzYZKkwHfTnLfxPeL3+ZmpeDwkJkfVG7dmzh5aWlhL9JSwsjG5ublSpVJJ5wlRYrzkmfCsrKwPdJDw8nAcOHKCVlZXZSgLm8H8VQbVkyZI8lw62sbExmfZibW1twPKuVCp55swZ2tvbm5S3SqWSV69eZf/+/Zk/f346ODiwa9eu7Ny5s4ikGzZsGO3t7Vm+fHnR9ypUqEB7e3sOGzaMJPn27Vs2bdqUDg4OXLx4MWNiYqhUKtmqVSujzz1v3jwxZ+nj8+fPnDlzJhUKBQcOHCjxSOuqROU1MuRf+Ua5YSpyEwDz588vosv0K+00aNCA0dHRfPnypSi9fOzYMZYtW5ZHjx4lmTNeXF1djb6DuTmpfPnynDVrlsGznT17VjKGc7eZfj8gc7zOe/fuNXj3pKQk+vr6GlxDd/+MjAyR7id3/MyZM8yfPz/z5cvH6tWrs3r16syXLx9dXV3F+A0JCeHcuXMl75Cdnc0uXbpw9OjRRiO67t27J9K+jEXNTps2jWFhYSZliZOTk2wJUVtbW0mak6nN39+fGzZs4MePH+nq6sq1a9cyOzubaWlpdHR0NDmf3r59mxMnTjSo2mUu2kNXRcvZ2Zmenp5s1aqVpA+sXLmSQUFBpjv3v4D/Ehz+BzBnzhyMGDECHTp0wJIlSxAbG4uMjAycO3cOcXFxGDFihAHr6du3b2FhYYH69evDz89PtlrCvXv3cOPGDSQnJxutTmCKxO3Ro0f4+PEj5s2bJyHS6tOnD4YOHWqSbdYYgaMO79+/x5EjR9C9e3eTxHUDBw5E3759MWzYMAOyldOnT+Pdu3cSL0ZycjJGjRqFzMxMNGjQADNmzJAlrNEhf/78uHr1qizpR2hoqCCQvHDhAh49eoSaNWsKT8GuXbvg6OiIffv2mfTk9O3b1+j9MzIyhIcnJCQEMTExaNOmjSyT8Js3b5CcnIykpCTcuHEDQI5Hu0uXLqhevbpJQioA8PT0xMaNG1GxYkUJ2dL06dMxZswY7N27V5Ce6ePjx48miSwfP36MGjVqYNGiRWjRogW+f/+Oli1b4tChQ7hw4YIs4c+NGzdQoUIFfPz4Ed7e3gByyNU+ffokGObfv38Pa2tr5M+f3ywp2f79+zF06FBMmDBBQkilQ148enfu3EFcXBxOnjwp2c+c9CysXbsWrVu3lrTd6NGj8fbtWyQnJyMtLc0keVVoaCh+/fVXREREoFatWggNDcXMmTMxZ84cTJ8+HU+ePDF6rlKplCUx9fLywvr161GhQgXY29vjwoUL8Pf3R82aNdGgQQP069cPjx49QmBgIAoVKoSuXbsaVB6Jj4/HkiVLBHmOHFauXAmS6NSpExISEiQM77pqCDoCI30cPnwY69atg5+fn4FnQB979+41IHHNjU2bNuHs2bMYN26cpGJEr1690LdvXyQmJsqe98cff8DX1xdardbkN6pbty4ePXqE3r17y5K96siELly4ICFCKlmypOR3cpU7srOzRbSEXJSOSqVCvnz58OLFCwA50UXnz5+XeLJ06NevH06cOIGEhATUqVMHV65cQeHChfHbb79hzJgxePLkCU6ePGkg0/4dyM7OxqRJk7Bw4UK8ePFCkJ2OGjUKhQoVkjDb67cfc5GOOTg44OLFiyhSpAimTZuGQ4cOYd++fThx4gRatWqFx48fm32WBw8eYPny5UhKSsLTp08RExOD9u3bY/jw4ahbty7Gjx8vxmr+/PkRExODOnXqoEePHgbXunjxIuLi4nDlyhWTxGiDBg1CfHw87OzshFzLyMjAx48f0bdvX6PkglFRUdi6dSscHR1lI2D022zEiBFo1KgRfH19cfv2bRQvXlwQ6pYsWdIsMdrGjRtx8+ZNeHt7w93dHbt27ULJkiVx7949hIeHC/LA0aNHi3lr5MiR6N27Nx4/foz9+/ejX79+RnUDHx8fWFlZ4ebNmyhUqJDk2IMHDxAQEIARI0aIfUqlEq6uroIMr1q1aqhYsaLJKLPg4GBMnjwZjRs3lsjba9euITIyEhUqVDAg+ezWrRtOnz4NHx8fQcJsDPpRZHJe0caNG+PFixcSomEgZ44oXbq0qL7yd2FjY4MvX77Aw8MDUVFRiIqKQrVq1cQcqI+oqCiMGDECNWrUkL1WYGAgkpOTUa5cOVSpUgX169dHhQoV8PTpU/z888+SiCA56Mjhfvz4gR07diApKQl79uwRxIYXL16Er68vJkyYIDlvzJgxePz4MZYvXw4PDw/4+voKMjUgJyJi3bp1qFSpEo4dOyY59/z586hataqoxjBkyBA0btwYK1aswIgRI6BQKER/v3v3LsqWLYvOnTujZcuWsLW1xcOHD/Pc1vrjRC5qVacTvHz5Erdv34ZCoUBAQIABeaudnR0uXrwIf39/SV88d+4cKlWqBHt7e6hUKkFiqiMyzZcvHw4dOoTQ0FA4ODjg7NmzCAwMxKFDhzBw4EBcunQJfn5+qF27NkaPHo0CBQoYvIO5OSkmJgZXr16Fr6+v5NkePHiAwMBAUVXHXDuFhoZi6tSpBuuEcuXK4datW7h79y4KFy6Ms2fP4s2bNxg4cCBmzpyJ6dOnQ6VSYcmSJbLHq1Spgk+fPhkQiLdp00boaDY2Nrh+/ToKFSqEfPny4fDhwwgJCcHNmzdRrVo1fPv2DTt37jTQL06ePIn69evj3bt3qFChApo3by6iZvW/UcWKFbFp0yajsqRevXq4ePEili1bhrJlywLIiSxq1qyZwZxmDJmZmejXrx9sbW3h4+ODixcvYuLEibCxscHOnTtx+PBhk+e/e/cOcXFxSElJMXuv3Jg+fToWLVqE169fgyR2796Nhw8fon///oiLi5NUPzAFcxVmDPB/Zob4L4wiMDCQa9euJSm1Do4aNYre3t6ifrM+FixYwLp169LS0pI3b940OH79+nVaWVmZzW/MjdxeQ533Vp9IS6PRGPWY6+qO55XA0RxxnZOTk1GCwzp16kg8hVeuXKGFhYWwqOr+NWVd9/T05MaNGw2unbuWsCnk1ZOTG58+fWK/fv3o7OzMa9eu5eleOsyZM0e8q0ajYd++fTl8+HCThFSDBw9m5cqV+ezZM9HWuhrA7u7uRttI96ymiCwPHz5Me3t7btu2jQ0bNmRwcLCEAIrMyd1csmQJy5cvT5VKxUqVKjE+Pp7kP89B1SG31VzuHUzh7NmzrFixIqtWrcrdu3fz0qVLEkJBfUIuV1dX4Wm4c+cOnZ2dzdZ2J+VzydVqNQHIerzfv3/P1q1bC2In/e3o0aO8efOmxMMZFRXF9u3bMzk5mWq1Woyl1NRU+vj4UKPRyNbdTk9Pp1arpa+vL0eOHGnSm5WamirJw88Lbt26RTc3t791jhwKFCggm+upVCoN6l3rQ8d3YO4b2dra8tKlS0aPv3jxglFRUcLboIt2qFatGl++fCl+J8dNYWFhwQIFChjty0qlUlKfXhfBIwdvb2+eOnVK/E43X6Snp9POzo4DBgyQjZYyh7zUxe7RowcLFy7M1atXS7w0GzZsYPny5fNMOmZnZyeiBGrUqCG4FB4+fEhLS0t+/fqVt27dMiCW/PLlC9euXctq1arR0tKSTZo04aZNm2hhYSFyxfVlsKOjo5CtaWlpEu/No0ePOG3aNJYoUYJKpZKVKlXi/PnzzbbTqVOn2LdvX9atW5d169Zlv379xPfQITU1lQ0aNGCRIkXo5+fHhg0bCm+iOZQpU4ajRo0S75KRkcEPHz6wUaNGeXq+gIAAkeNbuXJlEaGyfv16urq6it/903mLzBmLBw8eNNi/d+9e2tnZGRAm6t9ToVBQq9WyatWqHDt2LI8ePWrAqWKMAPHOnTu0tLQ0S/JpDN++fRPeeDmvKPQiK+rVqyeJ2GjUqBELFSrE2rVrm2wbU/j27RuPHj3KCRMmsFq1aoKPwNfXl3FxcVy9erWIJrt79y5r1KjBpKQknj9/3mAsDh06VJA368aAn58fNRrNPxr/X758YXx8PLVarWiL6OhoAz3izp07tLe3J0mOHz/egIfl27dvrFChAhUKBevUqcOff/6Z/fv3FyS0KpWKTZo0oZubGy0sLNi1a1cGBAQwKSlJMrccPXqUHTt2pK2tLW1tbdmxY0cDMlZTMEUorIsUa9u2LS0sLITuYGFhwZiYGEmEQL169cxGbl6+fJlz5szhTz/9xPz587NAgQJUq9Wi3xYuXFhw6ty9e1dwPZki8Nbdz9Sc5OHhIbzi+uMkJSWFHh4eeW4rS0tLWeJXJycnwS1gb28vdIODBw8yLCyMLi4uglha7nhe4OnpKbiWQkNDxVro5MmTtLe3Z8uWLRkRESH5Ju/evWNERASbN29O0njU7P379wnApCx59+4dGzVqZCBLGjduLNYzcsgdJXj+/HmmpKQIjhKlUsnVq1eb7LPmIqDyGg01ePBgqtVq0Y8tLS05cuRIgygSfb04976/i/9yFvwH8OjRI1SsWBEAYGVlhQ8fPgAA2rVrh4kTJ8p6IiIjIzFixAjY29vj0aNHBl65x48fw87Ozmx+Y26YK0mkj2nTpqFQoUJo2bIlgJz60Vu2bIG7uzt2794t8mNNwdbWVlik7e3tRV3YypUrC6/5hg0bDOo5Azn1YvWt3uvXr0e5cuUwadIkAEBqaiqWL1+O5ORko/c/cuQIunbtinv37klqmOauJfzkyROjObC6GrO699F5bho0aIBRo0YByKmNm9vT9uHDB1hbW2P16tUoVqyY2bZ6/vw5kpOTsWLFCjx69AgtW7ZEvXr1MGnSJMyfPx/FihVDWlqa0fMnTZqEjh07wsPDQ1h4s7Ky4OTkBH9/f8yePVs2NxLI6ZedOnUyyEnXITIyEqtWrcJPP/2EoKAgHDlyROQ1Hz9+HEuXLsWWLVvg6+uLGzdu4MiRI5J8MGM5qNWrV8fPP/9stgySOcstkBMhoVKpJKUM09LSMGrUKOzevRuWlpa4cOGCrIfb3d0db968gY+PD3x8fHD69GmUKFEC9+/fB0n4+fmZrO3et29f2VzyuLg4eHh4yPJFODg4wMvLCzNmzMCCBQvMvl9CQgJiYmKwbds2jBgxQpQL3bx5MypWrIizZ8/i4MGDBmVEDx48CC8vL/To0QPr1q3DpEmTEB4ejnbt2qFly5ainjwgrdtrylujw5UrV3Ds2DGRl2kM06ZNw5o1a4wef/r0KV6+fCn7bUji1atXRqOZvn79CgBmv5GXl5fJvMI+ffrgr7/+wvXr14XH/8aNG+jQoQP69u2LdevWAYBRboqIiAisWbNGNp+a/xO9ootS+Pz5Mxo2bGhQVunixYt49eqVbFnazMxMKBQKfPv2DUuXLsWBAwdQunRpgyib+Ph42feTqxEu95y///47qlevLikVGRoailu3bpms+ayP0qVLY+LEiahRowaOHDki+vfNmzehUqkEr4MucqFv374oWLAgZs6cieDgYLRt2xabN28WHCX63hMbGxvxzQsWLIiMjAwhX1+/fo3FixdjzZo1OHHiBAIDA8WY0feSm+InuXjxoihjJofVq1cjNjYWTZs2Rd++fQUPTvXq1ZGUlGS23NnNmzdFX7KwsMDnz59ha2uL8ePHIzo6WkRGvHr1SuIR1XnBmzRpgoMHD6JcuXLo168fWrdujWXLlolSYTqYm7dM5Sk3atQIP//8M7Zu3SoiLO7evSvyy3XtnxsZGRl4+vQpDh06hNTUVCQnJ2PcuHGwsrJChQoVhLfd19cXaWlpBlEUe/bsQXBwMFxdXbF7927cuXNHeCyDgoIM6t7nxo0bN1CyZElkZWWhX79+8PX1xe+//y68ogMHDsS5c+fw5s0b2NnZSeYKjUaD8uXL58nTaAxqtRpVqlRBlSpVMHLkSHz//h2nT5/G4cOHkZqainXr1uHr16/48eMHXr16hYyMDEmEh2585o5QatasGby8vHDixAn4+fmZ5ItKSUnB2LFjhTw+f/48li9fjvXr18PGxgaDBg1CXFwcSpcujdu3byM6Ohpnz54V5x8/flxEhej0m9zveOTIEcyePRtr167F0aNHQRIBAQFwdnbGggUL0Lx5c1y+fBnh4eFCpubmh9C109y5c7F+/XokJSWhSpUqIvJhyJAhAIzny+vKLc+fP182arVz585IS0sTXmsdT1C/fv3QpUsXbNy4EQAwY8YMREZG4vz58/j27RuGDBkiidwEcuRfVlYWvn//jq9fv2Lv3r3IysoSUV/lypXD9OnTodFosHjxYhHd1qxZM6Smphott2huTmrTpg2GDh2KTZs2QaFQIDs7GydOnMCgQYPw7NkzTJgwASNGjJAtgagPBwcH3Lt3zyBS6Pv370IW58uXD3/88QcCAwPh4+OD27dvQ6vVikhbueNAzphPSEiQROP169dPvHOVKlVw4MABhISEoEWLFujXrx8OHTqEAwcOoHr16pg1axaqVq0KHx8fhIeHA8jR2woUKIBVq1YBABwdHfHs2TMDrpxLly5BrVablCWOjo7Yvn077t69i5s3bwrdWDfHGosicnJywp07d+Dq6orGjRsjJSVFEtFEEjVr1jRZQt5UdPbfwfTp0zF27FjcuHED2dnZCA4Ohq2tLTp37ix+c+nSJZNlLP82/rZ54b/4l+Hr6ytybkuXLs2FCxeSzMn/BCBb/uPKlSu0R5cLiAABAABJREFUsrKSrZZQpkwZWlpaskiRImzSpIlBfqODgwPr16/PJk2a/Eu5fb6+vsKquX//fjo6OnLfvn2Mi4uTVEt49+4dz507x/PnzxtY6kyV+fLw8GCfPn3o4ODAqlWrsnfv3pLcTZVKJWHErlSpEidMmCD+n56eTo1GY5I1Ozs7m/Hx8fTw8BDWNg8PDyYkJDA7O5sk+fvvv5vMgc2LJyd3lYHatWtz69atfPv2rdkc1i1btrBBgwZUq9UsUaIEf/31V4N2/OWXXwiAISEhZr/h3bt3JWXbrKysTHqTyZxIj0qVKtHd3Z0PHjxgkyZNGBISwvLly0u8L+7u7qxSpQqbNGnCYsWK0dbWlh4eHhw0aJDwxut7AXWQy0ElKTwcOk+u3GaOF+Lx48d5YpovXbo0jx07JnuNuLg4URFhwYIFIj/O0dGRnTp1MsmH4O7uzt27d0uut3LlShYqVIgqlYqNGzfmly9fZO97/vx5BgQE8ODBg+zVqxfr16/PBg0asE+fPjxy5IjJ99bh8+fP/PbtG+fPn0+NRsPu3bszOTmZq1atYrdu3ajVaoXMIXNY0kePHs2AgABaWFiwZs2agm3XFMcIAAM2X5jJgdZtAIxWJHj69Cn9/f1pZ2cny1JftGhR5suXz2wUkznOin379rFWrVpGS+vZ29vLlp06c+aMKAFKynNT/PLLLyxYsCCtra0Nzn/27BkdHBxYpUqVPFXkqFq1KufMmUNSGoHQq1cv1q5d26AEpP6mn7OfG3nhK9BqtSZL3pE5HsGYmBhWqFCBT548IZkjP/TH1uXLl1m8eHHa29tLKo2EhobS2dmZx44dk+Sqbt++XcjdqlWrcvHixRLPjr5MiY6O5uLFi0nmeFz8/Pw4ceJElixZktWrV6enpycHDRpk1GOXmJgoy09ia2vLzp07m42+KFq0qIiY0kEnL21tbc2ysBcoUEC8S3BwsIimSUtLo42NDT9+/MjY2FiqVCqJR7RTp06yHD65S4XpYGzeSkxMFNeW80KROVFP5cuXp4WFhRhDFhYWjIqKYuXKlbl161bZtpXDo0ePuHLlSsbGxtLe3p4qleofMeHnBfpVmEx5Rd3c3MxWIfp34PPnz/z999/5yy+/sGLFitRoNPTz8yOZUzqwadOmPH36NO/fv2+UO0QOixcvZrNmzdi6dWvxjXXeXpVKxY4dO3LWrFksXrw41Wo1o6OjuWPHDkmUwJQpU6jRaKhQKLhq1SquWrWKvXr1olarZd++ffMUiZQbGo1GcC2RpFarNek5z42dO3fS2dk5T/ny5qJWra2tZef7o0ePGshpY6VEc1fHKV26tOAs2bJliyhrnJGRwaCgICoUCubLl09E5WRmZrJevXrs0KEDZ86cacDVZG5O+vbtG9u0aSPeX61WU6lUsm3btvztt9/o6enJsmXLmo0u7tKlC0NCQiRRDunp6bS2tmb16tVJkq1bt2adOnV4/PhxUaJQf6zLHd+7dy81Gg3Lli0rdIKyZctSq9Vy//79JMk3b96IaBpdqciGDRuyf//+osLVx48fuWjRIvbs2ZMDBw7kypUrJVEoxqJmCxcuzOjo6H8kS3R6iVxUik7f0R1XKBSS6ELd+bn3/Tvh5eUl+LhI8tdffzXJq/TvLmP5X2PBfwCmFiJubm7s3bu3wTk9e/Zk5cqV+fXrV/bt21dSe1ypVDI4OJjt2rWTVZrDwsLYtm1bduzY0axyaqwsy7Vr1yQlBfv27cuuXbuSzFlsODo68v79+6xXr56EmEWlUrF+/fpC+JkjrjOl+Gq1WrFg+vr1K62srCQkd1euXCEAWUGrm0T0kbuWcI8ePUiaDwvNSzjgw4cPhfGBzKnprlvwly9f3qRyb29vz65du8ouVMgcJV9HFDVy5Mi/XfKvSpUqPHDggNHj+mRTlpaWzMjIEIRfbm5uRhdnCoWCoaGhBvWA5YwFDRo0YGhoKM+dOyfa6dy5c7S0tKRarWa/fv1klQ99GFuk1KxZk6Ghofz1118ZGRlJpVLJkiVLMjY2VhLqffDgQVaoUIGHDx/m69evJcRs7969k4REb9iwgX369GFiYqLRsoQ6GEuX6dy5My0sLOjq6soxY8bInvvgwQOhuDs7O7N8+fIsV66cUJjkZIMppKSksFKlSnR2dqazszMrVaokalnL4dSpUwwLCxMKtqnyj0FBQZK+W61aNTZo0ICTJ0/m3bt3TS5CN27cSGtra0F0pMMff/zBgIAAVqxYkXv27KGNjQ2DgoLYqVMnxsXFMSgoiLa2tnkO8c4NY2lXOkJH/c1YSOjFixdFSThS3gD6119/0c3NjQqFgj169GBCQgITExPZvXt32tnZMTg4WLaOuRxOnDhBOzs7USK2X79+rFGjBm1sbHjmzBmmpqZKykCZK4kpR0BoDEFBQSZL3uW15rMxeHl5CQVeLsXi8+fPXL16NaOiomhlZcWmTZsyJSWFarVayJSMjAwhKzIzM9mjRw+GhISwSZMmvHv3LkeNGmXSgGwsLdCcwUu3UJFL9+nYsSObNm1KpVLJDh060N7enl5eXsJA4O3tTXt7e3bs2NGssaNr164sXLgwd+/eLb7brl27WKRIEXbv3t1sG+tgbN5SKBT09/c3ScxG5hja9+3bx+nTp/PXX38Vc/HGjRtZuHBh/vrrrzx58qTJBeTdu3e5dOlStmnThgULFqSNjQ1r1KhBMmfB6+3tLdrW09NTlFH+8eMHly5dytatW7N69eqMioqSbMagbyxwdHQ0GyZuDnJkuLo0Bzl8/vyZBw8e5KhRo1ipUiVqtVoGBQWxW7duXLt2rVg0kTkEhnJpY+fPn2dkZKTseH3//j0LFy4syrpaW1vT2tqakyZNoouLC8eOHSvIG/38/Dh58mSjKSNkTnqgn5+fkIEVK1b8l0gGFQrDErnmSjhmZmZy+fLlrFKlCpVKpSB5NkcgaI5Q2MvLS9YRd/nyZRHC/+3bN5OEsbrSubkJTY3hzZs3Ej3QFIG3r68vHR0dTc5JOuR2AOnw/v17dujQgTY2NsLALAdjxr/Q0FAmJyeTlDd47N2716RBJC8E4v8OmDKa/Pjxw6gsMWVU02g0bNCggdGUuqpVq9LJyYlhYWFUKHLK8erLIAC0sbGhra2tWYfsxo0b2aZNGzZv3tyALNwYco8lOzs7k+SpeS1jmVf811jwH0BWVpbRhcjhw4dpaWkp8TpVqVKFlpaWkonbWLWEfwWmGEZ/+uknuru7i8iCgIAAkft/69Yt2tjYsECBAvT09OTkyZO5detWpqSkcNKkSfT09KSbm5vEwqzDw4cPuWXLFuGFNoWuXbuyQoUKPHr0KAcMGEAXFxfJwm316tV0dHTkihUrDM61t7c3yaDes2dPkZeX1xxYHeQ8Of8Ku7Kp77l48WLBNm/OimlMwSpWrBitra25YsUK2dzIoKAgYT3WV56vXr1KFxcXo/ebNGkS/f396eXlxSFDhvDq1ask5Y0FpnJQd+/eza5du9LBwYGlSpXi/PnzDSZmU4sUrVYr8sZMMc3L5XH9Hd4DHbKzsyUKgZubm6Qe8C+//MJKlSqRzMn9HT16tFHW2rFjxxIAV6xYIblmVlYWly1bRo1GI/qZqaocjo6OHDt2bJ5r0585c4b9+vWjm5sbrays2KJFC5I06635V7Bz505qtVqxUHv27BkDAwNZvnx5kQf45MkToxUj/gnywjis2xo1asSqVatK7vfkyRNGRESwcePGYp8xA6hOoXB2dhZ9zdnZmT169DCZG/n27VvOmTNHwiB+5coV4b0JCgpiTEyMUHy1Wq1EATfG25LXPv7+/XvOmzeP4eHhVChyqlRMnTqV1tbWnDFjBjt37kyNRsP9+/fnueYzmRNxtmTJEg4bNkwYN7RarWwOblpampDHOugM2Z6enlQoFGzTpg33799vYJzMDVtbW6OeOjInykmOn+Tw4cN0cHAwG31RpEgRSaSODgsXLqSfnx+HDBnCzp07S57zx48f7Nq1KwcNGmTS2PHgwQO6uLjIGrsPHTok6tffvn2bixYt4oQJEzhu3DjJZgy6ecvOzu5fykM2tnDU/b1s2TK2bduWnp6etLOzY506dThlyhSePHnSgKOC/F8mfH2Yq/JkDPrGAlNe0cDAQJMs9Hfu3GHlypX/9lyh1Wrp7e3N3r17c+PGjSb5FRo0aCAqhuijdevWHD9+vNHzXF1dWb58eZI5fVahULB69epCxuReZPxd5CUCyVj0g0KhYLdu3UT0mUajYadOnWQrghw9epSxsbG0s7OjtbU127dvL4mmM5cvby5qddGiRaxRo4aEk+HZs2esVauWZPzmy5dPtgrLvwMFChTgpEmTDHgfdDA3J+kjt96hj02bNlGlUtHe3t6owcGY8S83chs8TB3XarWybXfhwgVqNJo8G7BzR7aSOfNsbkeHMaOJDvqyZMaMGVSr1UaNaq9evTL6jmQOj9eCBQs4aNAgKhQKdu3aVSKDALBUqVIsX768SYfsokWLqFAoGBAQwNDQUCqVSlFthCTHjRsnuwZQKBQcPHiw+L/+fCmH8PBwtmnTRlLF6MuXL2zTps0/Mtz811jw/xjfv383q8RfunSJbdq0YXBwMEuVKsXY2Nj/M+GlD1NlWQoWLMhevXrRx8eHNWrUoIuLi1Do169fT2dnZ1atWlW2vNanT59YtWpVdurUyaTSlhuPHz8WHmMyZ4FZuXJlKhQK2tnZMSUlRfL7atWqsU6dOnRzc+PAgQO5du1abt++ndu3b2d0dDQdHBxkLca9evWSeCvNhYXmBcYm6AcPHsiGJhuDrhTbn3/+yerVq9PR0VEo5+ZgTMGSCxPXV3zMkU2ROf34wIEDXLhwofCQPn36lB8+fGBqairbt29PGxsbhoaGUqVSSUhfsrOz+eDBA2ZmZvLOnTvcvn07t23bZvBtPn36xJUrVzIyMpLW1tZs06aNCN83tUgBIPGeWFtby1pY80rO9vHjRy5btoxz586VjMOVK1eyePHi1Gq11Gq1DAkJYXJyMrVardF0mebNm7NWrVqiBFBuFChQgIGBgUa/6ZAhQ9ioUSOSOYSo7u7unDFjBi0tLTlhwgTGxcXRxcWFiYmJtLGxMTnedOkHfn5+Iv0gKSlJ4vE2563JDd14y8tG5niyLC0tuWLFChYtWpRlypT5RyULjUGuJF3t2rVl0xty49GjRwwPD6darWbhwoVZpEgRqtVqlixZUtbwqUNuA2h2djZfvnzJFy9emFS6Dhw4wFatWtHS0pKenp7s27dvnt4xdxlRc/1aro+TOUp3TEwMraysWLRoUY4YMYIXL140WfLOyspK9DH9cZiRkSEhcLx8+TLz5csn+prud97e3qKEpFyKhRyysrK4a9cu/vTTT9RoNAQgCc/U4d27d/T19WV0dLSsAVkHU2mB5lKeSJpN98mXL59s2tetW7fo7Oxs9vpWVlay8uvatWu0trbm4sWLqVKpWKBAAZYoUYJhYWFiy4tSmFeP+8ePH7lr1y4uWLBAEjo9ZswYo4tHhUJBHx8fTps2jWfPnjVr2DEGFxcX2ZBac2HxGzZsEIt5U17RMmXKMDg4mPPnz+fWrVu5bds2yWaKDNeUo6Ns2bLUaDQMCQlhnz59uHnzZtm+SpKLFi2il5cXx4wZw82bNws56ebmJoyRcrC0tJSQM2s0GuE1JfMeHt2hQwezqW76z/7o0SOOGjWKgwYNMhrpFRERYTJaNDIykr6+vvT396dSqWTZsmW5cOFC2TnAXD81F7UaFhZGW1tbqtVqFilSRMjz3J5gV1dXA+/4mzdvDGT+tWvX6O3tTQ8PD5YuXdpsuhFJkwTeecXSpUtZrFgx4WQpVqwYlyxZIo6fPXuWRYsWZVBQEJcuXWrS4PDvhjECcXMh/vr6p1xkK/m/pQ//KYoWLcply5aRlDeqXb58WRhx5GTJiRMnxN/6kcL675gXo1zx4sUFgabuvfT1QWOORp2uroM5Y0Feylj+Hfy3dOJ/ALa2trh27ZoBuYgxmCtLqI+UlBRZsqbr168DgGyJPh0ePHiAjIwM2bIsRYsWxYcPH5CYmIjHjx+jY8eOgnwkISEBY8eOxc6dO1G5cmXZax89ehStWrXC8+fPUbFiRbRr1w7Nmzc3KBGZnZ2NiRMnYtasWfj48SMACOJGHXHLn3/+CVtbW6hUKsm5b9++FSR7ciAJb29vnDx5UrRD3759sXz5cuzatUuQdTVu3Bj169dHly5dMGTIEGzduhUdO3ZESkoKnJyc8Pvvv+POnTtITU3Fy5cvkZ2dLe6xd+9elC9fHomJiejSpYsgi9mxYwdI4u3bt1AoFCaJwVatWmVQik3XNjpSm7wgX758smU0zZUjqlu3LqZMmYLo6GhJP5gzZw5WrlyJlJQU1KlTB48ePcLXr18FKdnPP/+ML1++YOHChQByiGLWrl2L5cuX48KFCyhXrhyaNWuGn3/+GZaWlrh+/Xqeyr0dPXoUY8aMwdGjR/H69Ws4OTnB2toaN27cQKFChSTPeO/ePRQpUgQvX74UBGB2dna4cuWKARmOHB49eoR27doJUrNly5ahZs2aSE9PB5BD/Lhnzx6cP38eo0aNQu/evSVl/ebNmwetVott27ahatWq+PbtGxwdHbFjxw5Ur14dly5dQvny5UESx48fFwSPt27dwvTp05GSkoKVK1eiffv2ss939uxZNG3aFE+ePEGRIkUwZ84c1K9fH3Z2dkhLSxP7Tp8+jU+fPqFx48bo2LGj7LWUSiVKly6NNm3aoFWrVnBzczP4jVz5xwsXLuDp06d4+PChhLQSkBJPmiJY1Sfsmj9/Pvr06YOSJUvi999/F2Ua09PTsX37djx48AAKhQKFCxdG48aN8/QdgRwiR7mSdO/fv0elSpVw/PjxPF3nwIEDkjJQ+qXNsrOzkZSUhJSUFPGcvr6+aNasGdq1a2eWZPbRo0dYsWIFVqxYgY8fP+Ldu3fYuHEjfvrpJ/GbqKgotG3bFs2aNZOUsNThXykj+uTJEyQlJWH58uXIzMxEixYtsHDhQly+fBnBwcFm26ZIkSJYtGgRatSoIRmHycnJmDp1qij5WqNGDZQsWRLTp0+X/G7RokXo0aMHunXrhqSkJHTr1g3Xr1/HqVOncOTIEZMl8Z49e4ZJkyZh3rx5ePHihQGx1IsXL+Dt7Y05c+Zg7NixiImJkW2f3377DV5eXhgzZgwWLlyIAQMGoFKlSjhz5gzy5cuHtLQ0gzb8888/0aNHD0ycOBGFCxfG1q1bMWvWLFGONCgoCIMHD0Z0dDScnJywYsUKA3Krbdu2ITY2Fu/evZN9Px0xnaurK1xcXJCcnCyI5j5//owOHTrg7du3SE9PR8+ePWVJU/VhjPh30qRJqFOnDhITE9GmTRu8e/cOI0eOxOLFi3HhwgVcu3YNly5dQr169fDp0ydkZmbC2dkZr1+/NlrqVoeWLVvi6NGj+PLlC6pUqYKIiAhERUUhPDxcMjZ8fX1NjpUvX74gNTXVgNBQV2JWTo01Rg6oj7dv38LJyQn29vY4duwYwsLCZH9nY2NjlAzXHDIzM3Hs2DFBanjp0iUEBAQgMjISERERiIiIQP78+Y2S0unewdi8r1QqodFoRNln/fGlO+7g4GBWFkVFRWHXrl3w8vJCbGwsOnToIPSkq1evomHDhnj8+DH8/f2xfv161KlTB5mZmVAqlcjMzMTmzZv/EYGbq6sr2rZti7i4OBQvXtzo76pUqYKBAweicePGRvupPnKXWx43blyenmf37t24desW/Pz8BGHs7t27YWNjg4iICMTHxwvyXZKws7PDkydPULlyZaPEhQCwYsUK9O/fH66urrIE3rkhRyg8Y8YMzJ49G3369JGQ1s2dOxd9+vSBQqHAzJkz0atXL0yePNlkudLMzEwcOXIEI0aMMOhbud/jwoULAIDq1aubfOZChQph9uzZGDZsmIRAfNKkSWjRooVRvUYfPXr0MFlG9fXr1xgwYIDBeatXrxblirVaLRwdHSVrhLS0NISEhMDHxwc1a9bEoEGDcPToUVHiWalU4vnz52Is5pYrur+VSiUiIiKQkpIiyn4DOeWQnz17ZpLgEMiRJVevXhXjMysrC1ZWVnj06BHc3NygVCply7gqlUpYWVlhypQpAIChQ4di8ODBBmse/dLt5spY/h3811jwH0Djxo0NlPjs7GxkZ2dLGGJfvHiBhQsXYvPmzfDy8pKty5ob4eHhGDFiBDp06IAlS5YgNjYWGRkZQgnv1auX0c48ZswY7N69GxUrVpQM0q1bt2LQoEHIyMgwel+tVouMjAx4enrKHtctbk6dOoV169Zh/fr1ePXqFWrXro22bduiUaNG0Gq1GD58OJYtW2ZQW33s2LHo0qWLqHzwT5CdnY1mzZrh5s2bOHbsGCZNmoTFixdj586dkgoU9+7dw8ePHxEaGopPnz5h0KBBOH78OPz8/DB79mzs378fPXr0QL58+eDm5iaZhO/evYvSpUvjyJEjqFChgmA3v3XrFpRKJWxtbVG8eHGTCry1tTUOHz6M8ePHy7L6yrGry6FgwYKyCpY5rFixAqNGjcKsWbMQFxeHpUuXIiMjA1OmTMHSpUuxfv162NnZYdmyZXBxcRH95MiRI+jcubNYWOvj2rVrWLZsGdasWYOXL1+iWLFiWLZsmVGW8adPn2LlypVYsWIFMjMz0bZtW3Tq1Ekoa6YWKR06dEBISIgYS1euXEHRokUNmOblKoGMGTMGL1++RJMmTXD16lXcuXMHRYoUwbJly6BUKtGzZ0+8efMG9+/fx7hx4wwmv5UrV6J3794ICQnBtGnTsG3bNqxcuRJ//PGHuP+gQYOQmJhoMEG7uLjg/fv3uH//vlGj3tOnT+Hn54fPnz/DxsbGZH11HWOusUVS0aJFzfaN2bNnQ6VSoW/fvjh8+DDq16+Pr1+/Ijs7GxEREcJgqMNff/0lGL5NVbTIvVi4ceMGvLy8YGdnByCHuf3Zs2dQKpXInz+/qICgUqkwefJkDBo0yORzA0DZsmVRp04djB8/XvSR/Pnzw87ODtOmTRPs2nL48eMHLC0tkZaWZlSBJYmGDRuKSjA65fHmzZu4evUqGjVqhG3btsmeu3HjRixduhQnTpxAvXr10LZtW9StWxc2NjYGC/W+ffti06ZNeP/+PerVq4d27dqhXr16oj/pLzJyV2BRKBRITU3FokWLcO/ePWzatAkeHh5YtWoV5s+fj+vXr6NBgwaIiYlBnTp1oFKpoFar82wsmD59OlauXInly5ejZs2akprPo0ePRu/evQHksG9fvHgRRYoUkYzXhw8fwt/fH61bt8aFCxeQnZ2NkiVLYujQoQgJCcH79+/Rq1cv7N+/H2q1GsOGDUPv3r0xduxYTJs2Dd7e3sjIyMDKlSslhpSsrCwcPHgQBw4ckJVH+u31/ft3ydy7ceNGHD9+HOfPn0eFChUwa9Ys2XOHDh2K9+/fo2DBgujUqRO8vLxkfzdgwAAkJSXhl19+EfLu9OnTmDp1KsLDw+Ho6Ai1Wo1+/fqhXLlyoi777du30a5dO/Tp0wd16tTBly9fUKJECSgUCqSlpcHS0hL79u1DhQoVkJaWJpRPY9BVktDh+/fv+PTpEywsLKDRaPDx40fcu3cPDRo0wK1bt+Di4oINGzagWrVqiIyMREBAABYsWABHR0dcvnwZarUabdu2Rb9+/ZCZmYmFCxfi/v37OHXqFHx8fJCQkABfX19ER0fj1q1bYrF85MgRfPnyBZUrV0ZERAQiIyNx8uRJg2e7dOkS9u7di8GDB0OtVuPevXsGVZ7MGb51yM2MnhvBwcFYs2aNgTzToUyZMvj/2HvvuBr//3/8fk5pL5KsSEXL3kQqVKQUXkakZWVn74zsUcnIaEfIy8wmpaQlZZUGSVJRRHs9f3/0OdfnjOs65xSv9+d9+/5e99vtutE559rX9RyPx/1xv3t5eTEmQ1qCX79+ITY2Fg8ePKCChA0NDYy/19DQwJkzZ2BpaUn7PZvNhqKiIuUUxT+JWLlyJezs7IQ6JgCAo6MjSktLERYWhqCgILx+/Rrjxo2jxgBt2rTB+vXrERYWhsjISJibm+Ps2bMAmp1jnj9/joSEBJ5tPnz4EKNGjRI6aa2vrxdwqqHDvXv3UFlZiSlTpjA+p38CdG5kCQkJ0NXVRbt27RAVFYVDhw7Bz88PmZmZkJSUxMGDB3H+/Hk8ffqUShDRYfny5QgJCUG/fv3Qt29fgfPetWsXbaKIg7Zt28LX15fHDQYAwsPD4eDggG7duiEwMFCkSw138O/Xr1+QkpJCbW0tJCUlISMjg2nTpvH8PigoCAoKChg/frxQt4YrV67A29sbhw8fRmFhIYDmcejatWuxfPlysRzaZGVlkZmZie7du/P0FdnZ2ejbty+qq6thamqK1NRUNDY2QldXF4QQvHnzBiwWC+3bt6eunaurKzXp3r59O1avXo3KykpcuXIF379/R2ZmJtVufvz4Ed26dQOLxaJtV/r06YOrV69CR0cHWlpaKCoq4pnQcwcbhIHud4qKimCz2ZCQkEB5eTmUlJR4rlVjYyN+/vwJRUVFqKqqMm6bxWIxBm5/Gy3mIvyL34afn58AVd7MzIyYm5tT9NyfP38SDQ0NoqamRvr27UskJSVpaXj8YBJrmjJlCunWrRvlVc2vhEuIcIXR7du3k6CgIMqnmfN7ZWVlMmLECNK1a1dy9+5dxuO6c+cOT71/U1MTiYqKIvPmzSNt27YlSkpKxNnZmXTq1InWW/3atWukc+fOIs9fFGpra8m4ceOImpoakZOT46Hviotu3brxCNjRwcnJqdV06j9VJ37o0CGyePFiRurzmzdvyJ07d2jp4cLEplRVVSlaLfczZmFhQdhstlAq3pQpU8iyZcvI1q1byahRoyhdAw4uXrxILC0tiaysLLG1tSXXr1+npa7u37+fGBgYkISEBKKoqEhiY2NJWFgYUVNTIxMmTBAp5Ll9+3ZGlX4OHa60tJSwWCwSHx9P7TctLY2oqqoSaWlpWjGqrKwsIiUlJbJcZu3ateTKlSvkwIEDZP/+/eTq1auksrJSJGW0qKiIotWKcuVoqRiVOOBQ7Dn1pRzU19cTb29voqamRnR0dEQqmAu7L46OjoTFYpExY8ZQ6siENFNBt27dSiQkJMRyhmDSHuE8z6KgpaUllGIcEBBAFBUVKTosNx49ekQUFRUZS4YkJCTIxo0bBUQO6fQ9CGmm3t+7d48Sy2vbti2ZP3++yDKDHTt2MGp7sFgs4u7uLlDixn0MovQPCGnW5JCVlRXwfOZGhw4dSGpqKiHkf9uMuro6Mn78eNKxY0fGa+zm5ka6du1KVq9eTQwNDSldE1NTU9r6eM4iJSVFevXqRW7evMm4bVHQ1dVlFJkl5H+dS0SV+3AUvzt37kwdX+fOncnEiRPFrqGtqqoip0+fJqtWrSLu7u7kzJkzpKqqihBCiIuLCzl58mSrzjErK4uMHTtWoO/mr1NWVlam2nxlZWWqLCIhIYGiunp6ehJZWVmxaMNv3rwhmzdvptwQmHDs2DHi5OREbG1tBVye+CnewhAVFUUOHTpElcP5+fkRDQ0N0r59ezJv3jxy48YNoSr0wsRwxe3nGxsbSUJCAtm3bx+xsLAgCgoKhMViEU1NTaHrccSF6dDU1ESkpaWJgoICo/MLANKtWzexjpEbqampZOnSpURGRoawWCwye/ZskpWVRX79+kVYLBaPLk9GRgZRVlYWKPsCQCQkJEiXLl3Itm3byOPHj0UKBLcE/M/pw4cPycaNG4mrqytxdnbmWbhRXV1NgoKCyPHjx8Uq8eUuzSSEkAkTJpA1a9ZQf2dkZBAAIrclyrlGmKAwR5OLbh/v3r0jbdq0oUqDRWHMmDFk/vz5pKGhgWqP8/PzibGxMVWqww03NzfStm1b0q9fP+Lj48MjqMsEfgFxOtCVeOrr61PaBNzjSx8fH0rF38vLi0yZMoXn3SsvLyfTpk0j3t7epLKykkyePJmYm5tT37NYLLJ7927i4+NDli1bRgCQrVu3CjhS1NXVEScnJwGK/5QpU4i6ujoxMTGhFTgcMWKESAci/uPgLDIyMsTGxobY29sTFotFpkyZwlM6cv78eZ5xKBOuX79OuUaIUwbaEvzLLPg/AB3djHBRXBobG3H8+HHs3r0bGRkZUFZWxvr165GUlCTSX15OTg4ZGRno3r07OnTogAcPHqBfv37Izs7G8OHD8fLlSwQFBSEoKAiVlZWYO3cuXF1d0bNnT9TX18PJyQkXLlwAIQSSkpJobGyEvb09goKCYGBggJMnT8LMzAzPnj3D2LFj4e3tjcjISLx9+xZycnJ49OiRAH2mpKQE48ePh6mpKW02NzU1Fa6urnj58iXatGmDly9fCmQ83717h/79+6O6ulrk9eXQq7jLMGJiYgA0+8b/+vULu3btgoWFhQCtipvCwwQlJSWxMjmiwOSbraCggDdv3qB79+7o2rUrrly5gqFDh+LDhw/o06cPVZ4hCnZ2dnj8+DHatWsHQ0NDKopdWVmJhIQE/Pr1S4BqxU/Z/PbtG5qamqgo6OLFi3HhwgXExcXBwMCAJ/I7ceJEPH78GDNnzmQ8pqamJpSUlODu3buQkJAAIQRSUlKUv/X379/BZrOxYcMGoUya5cuXY/PmzfDy8qLol9LS0lizZg2VYREFjs84B/X19VBXV0f//v1x4MABjB07FgoKCpR3MtDM9uncuTP09fVhb28vQCf09PTExYsX8erVK6HlMgoKCgJMB6D5/V+wYAFjdqKqqgpnzpxBY2MjNmzYACUlJWzatAmXL1/GrFmzoKmpSfmr79u3T+j5NzY2wsvLi9FfvqysjHHd9PR0yr/83Llz2LZtG6qqqrBlyxYsXLiQytLSvYscML1rM2bMgIqKCk6dOkX7/YIFC/Dr1y/Km54fX758QX19PYYOHYqoqCgYGBjA0NAQe/fuhY2NDdhsNthstshMm7W1NSIiIhAWFiZQLgUA5ubmMDMzw4YNG2jX37NnD2JiYnDv3j3ac7h06RIMDQ3h4OCAGTNmoG3btmJl9WtqanDz5k3s3r0br169EsngcHd3x9y5c3ne1bS0NJiZmWHq1Km4dOkS9PT0qOPo3LkzdQzXr1/n2R4n4xscHIwdO3bA1dUVQPNzye35LC0tjS9fvqBbt27U+X79+hWXLl1Cu3bt8PLlS0hISEBLSwsODg4IDAykPf7u3bvD398f48aNw/v376Gjo4Ply5fz9CM9evRAcnKy0BI07msnIyODly9fonfv3mCz2ZT/PD+GDh2Ka9euMWZ0P378CH19fZibmwst9+EGx8NbSUmJKlVwcXFBdHQ0zMzMYGZmhsuXL/PQW0Vh7969OHLkCKysrNCnTx+BbKWoPi0lJQVz5sxBZmYm42/U1NTw9OlT9OrVC7q6ujh69CgsLCyQmZkJAwMDXLlyRShtGGhuO6OjoxEdHY3Hjx8jKysL0tLSGD58OOO45v379+jfvz9PWQ4dmJ4fADhz5gzc3NygqamJgoICeHh4YPfu3XBwcACbzUZYWBhqa2tBCEFDQwPk5OQEruGPHz8ACJZWERFlDsnJyRSjIi4uDhUVFejatStMTExgamoKU1NTnnJUuvby27dvOHToEPr06YPVq1dDV1cXLBYLGRkZOHz4MLKyspCSkgIdHR3aYxCXHs2NL1++ICQkBAEBAfj8+TMqKysxZswYPH36FAcOHMC2bdt4Sh2Ki4vRqVMnyMrK8pR9vX//HvX19VBRUYGsrCw+fPgAGRkZjBgxgjr/YcOG8TBqW4sdO3Zg586dGDx4MDp16kTdq9evX6OpqYlixtbV1WHo0KHUmLWhoQH379/HyJEjebaXk5OD3NxcGBsbQ1NTE/fu3aPKVNq3b49Tp05Rz2V2djZ0dXURHx/PyJYUB926dUNISAhMTEygpKSE1NRU6OjoIDQ0FOHh4dDW1kabNm1w5MgRnvXWrFmD6upqHD9+XGCbMTExqKysxIgRIyh2kYqKChITE6GrqwsVFRU8e/YM+vr6SExMhKOjI21bUFtbiytXriAgIADx8fGwsrKCq6srzM3NBd4L7rGtrq4u2rdvL7LEU1JSEpGRkfj8+bNQZuvMmTPRpUsXPHjwQKCffPPmDczNzfH582ekpqbC3Nycan80NTWp4ySE4Pv37wL9Oiczr6KigtTUVJ4xfnV1NYKDg5Gbm4vDhw/zlBnzw8vLi/Zz/uOgA6eP+vDhA+NvmMBfSsEEYW0WI1ocXvgX/wjk5OR4FK3t7Ox4bNLevHlD1NTUCCHNSqd//fUXGTZsmIAtR0vEmqKjoylrOe4MHpPCqKysLGUTtG7dOuLg4EAIaRZ6adeuHeWN7ubmRkXMFi5cSBQVFUnPnj15opH5+flk//79pF+/foTNZhMjIyNy4sQJMnToUFrxsaVLl5Jhw4aJvI6pqamkY8eOVMaCO8PKbRNDt0hKSpIePXoIXbS0tMTK5PBbO3EvxsbGQn2zRan6igsmi8OuXbsSDQ0NAQsiCQkJHqEcfnAcI6ZPn07mz59PCPlfUbJfv34RMzMz4uTkJNaxubu7k3bt2gmI76iqqpL27dsLvU89evSgtlNZWUmSk5NJYmIiY1S9pKSExMbGkri4OJFCTywWi1y7do2KYPOLyHAy+5cvXyYSEhLEwsKC7Ny5k+zatYtYWFgQSUlJASZBSyCOIBRTti4hIYHWX50JogQShSEtLY2wWCzSr18/oqSkRHbu3CngU870LsrLy/PcQ35oamrS+mFz8OTJE6HZOD09PcJmsxkt6QCQDh06ML4f3JazCgoKRFpamvTq1UugrVVXVxfqGZ6amirgCMCNqqoqEhQURIyNjYm0tDSxsbEhEhISAmwbbnz58oV4eXmRQYMGERaLRYYOHUp9V1lZSTIyMnhEmWRkZEQKEFZWVhJ/f39iZGREWVB5e3sLzQqdO3eOEtqkA7cKPSHNWR8jIyOioqJCJCQkiIaGBmnTpg1RV1endSrhQFJSkseNQlZWVuj1oUNDQwPZuXMn6dy5M5GQkCC5ubkUq+Ls2bOM7AT8D8uICQ8fPiTq6uq0TEFxMjjc/SkhgsJ03MjJySFLly4lY8eOJePGjSPLli2jWDPitpVMePr0KZGSkiIjRowg2traAn0eIc390Llz5wghhCxcuJAMHTqUhIWFEQsLC8JisRgFcdu0aUPc3NyIvr4+ZTM5atQosnXrVhIVFUUJ1jJh//79tA5ELYGhoSFlI3fnzh0iKSnJI/R26dIloqamJlSFviVCodzgsEjs7e3JmTNnaNloHAhrLzt37kwMDQ15mD4sFosYGhoKZb9wjkEc4bW6ujpy+fJlYmVlRTFeTp48SX7+/Ekx3sLDw4mKioqABWJRURGVqSWE3nKakOZxX3BwMHF2diY9evSgLALFQUVFBdmyZQvjc9qxY0fK9o8bhoaGPO9hQEAAadu2LcnLyyNNTU3EycmJTJw4kfr+27dvxMzMjLrWubm5ZNKkSaRnz57E3d2dREREECkpKZ4xc2RkJOnatSstW5IJ/ALehNALCru7uxMXFxciKSlJli1bRhQVFYmhoSFxdXUlrq6uxNDQkCgpKZGRI0eSbdu2Udtqamqi3k8Wi0XU1dUpdl379u0pQelevXpRzKKMjAwiJSXFOL/gIC8vj2zfvp1oaWkRDQ0NauxVUVHBOLadMmUKGT58OAkNDSU2NjZET0+PWFlZkaKiIlJSUkIAUK5RwpitnOtE5xDz+PFj6nnKzc3lsThuCZycnCixdzqYmJiQsrIy8vXrV0bB0j8BboHzlrCY/gn8fjjvX7QIdIJYWlpaYLFYqKqqon6XkJCAgwcPUn/LyMigoqICR48epTQJrl+/TmkSJCcnY8mSJSguLsbNmzcxcOBAuLq6wt3dHZcvX0ZKSgollFhTU4PLly8jICAAiYmJ+Ouvv3giZNra2rRCLQoKCigtLUW3bt1w//59uLu7U8dWW1uLxMREbNq0CRcuXKAi8SoqKrC3t8fu3bvRrl07nD59GufOncPTp0+hq6uL2bNn49q1a1R03cDAAFZWVnj48CFGjBgBFouF+Ph4fPr0Cbdv3xZ5fd3d3WFtbU3VViYkJPDUVgoTi/Tx8WH8Li8vD6dOnUJtbS10dHSwdetWJCQkMGZy+vXrx/NZfX090tLS8Pr1a2hoaKCgoAA3b96kBOLi4uKwfPlyrF69Gs7OzkhPT8eYMWOwceNGWFlZwdfXFw0NDQIRZWFgyra0b98eUVFRUFNTo7Kso0aNgp2dHdzc3GBsbCzA7Fi6dClCQkJw+/ZtaGtrw9TUFAYGBqipqYG9vT2ys7PRvn17xmwvP7Zt24a8vDw4OjryfM7/tygUFhaitLQUxsbGkJWVpTI9QHOWZtmyZQgNDaWiqBISEpg7dy58fX0Zo8Lnz5/Hy5cvsWrVKtTV1WH37t1UPTTnHZ06dSoSExPh5eWFa9euUeIxSUlJjHWv4iA6Olrs3+7duxfq6upwcXEBAAwbNgzDhg1DQEAA9u/fj9raWqHrnzt3DmfOnIGVlRV27NiBWbNmQVtbG3379kVCQgJjRjIpKQlLliwBIQSmpqZ4+PAhbVZX2Lv46dMnDBw4kHb7Hz9+xKJFiyAlJYXU1FSB73v06IEvX75gx44dtLXiISEhqKqqgoaGBsXC2b59OyoqKnDx4kUAzSJWwsTzAIgUxNq9ezct++Xo0aMAmpkr3759o/6mw/Lly+Ho6Ijs7GwEBAQgJSUFRkZGsLKywrRp0zBlyhT8/PkTf//9N86fP4/o6GhoaWnB3t4eFy5cgI6ODr5+/QpnZ2fcuXNHYPtNTU3IyckRENONi4ujsiZycnJwcXGBi4sL3r17B39/f+zbtw8bNmzA+PHjcePGDYHtDhs2DPPnzxd6fbihpKSEuLg4REVFITU1ldImSExMxP79+5GSkkKrq9HU1MTTvkpISNCKMz169AiPHj0SEJwFmjM5wcHBOHDgAHXMHz58QEJCAry9vRkzOEuWLBEQGOPG0aNHMXr0aLi5uQEAT9tMuNhaTO1BdXU1rKys8OrVKwCAlJSUACsPaK7VtrGxQf/+/Skdn/j4eBgaGuLmzZtiZ6D47yMhBF++fMH69evBYrEwevRonowsN/bs2YNfv34BaK6rdnR0hJubG3R0dNCjRw+kpaUJ6ALcuXMHDQ0NSEtLg52dHUxNTWFkZESxyLjBr2FCCEFRURG+fv2KEydOiHV+THj//j3FIrK0tASLxcLQoUOp74cNG4by8vIW9z3iICMjgxKxFQVxxi5paWnIzs4GIQS9evViFGTkhriCyJ06dUJTUxNmzZqFpKQkgW07OTmBzWajrq4OdXV1WLRoEfUucvoazjWUlJREdXU1FBQUsHPnTkyePBlubm7Q0NCAkZERamtrUVtbi9LSUrEznPPmzUNMTAwcHBxon9OdO3cKsAOAZqFD7gz0/fv3MW3aNOp5XbFiBY8ItLu7O9q0aYP8/Hzo6+sDaH7mx4wZA29vb/j4+GDTpk08GiAXLlxASUkJSkpK0K9fPx62JAdlZWUiBbw5guLdu3eHgYEBLl26hBcvXqCgoABsNhuvXr2i+i0OU0JNTQ1qampISUnh6bMvX76MJ0+eIDY2Fvr6+pg7dy527NiBS5cuYcCAAUhJSUGvXr1gamqKbdu24du3b/D09ERDQwM6dOhAO7/ggCMkSAjheb5WrVqFmJgY2rFtYWEhoqOjMXToUEycOBHt27dHQEAA1YeyWCxKEHf+/PmYP3++ALOVg8mTJ8PFxQWHDx/GkCFDwGKxkJSUhDVr1lAim0lJSS3W6+JAR0cHu3btQnx8vEC/VFVVBX19ffTs2ZMSp23bti1mzpwJT0/PFrHC6FBVVYV169Yx6laI874wzTOnTp0qlvAyHf4tQ/gPgggRxHr58iV69uyJrKwsxMbGwsTEBAUFBejUqROAZkVuNzc3SEpKwsPDA7NmzeKh/G3btg1lZWU4evQorViTjo4OBg0ahODgYFy8eBHa2tpwcXHB27dvcfDgQcjLy9MqjHKjuLgYmZmZGDBgAMLDw5Gfnw9VVVXcuHEDmzZtotRoyf+IkQHNDRn3g6mhoYGZM2di9uzZjB1dYWEhjh8/zqPguXjxYnTu3FnkNW4NvUoYysrKsGvXLpw8eRLDhg3D/v37BcRluCFKYIQjzHXnzh2YmJjwfHfnzh3MnTuXunYc8Kv6/i7atm2L58+fQ0tLC9ra2jh79ixMTU2Rm5sLXV1ddOnSRaRjRHV1NcLDw3kG/rNnz6YdCIoCneqvMAFIACgtLcX06dPx+PFjsFgsZGdnQ0tLC66urlBRUcHhw4excOFCPHz4EMeOHRPouMaPH08N8jkghMDBwQH5+fkghDBOZgGILAf6T0BTUxPnz58XGCAlJiZi5syZAp1WfX09Pnz4AElJSWhra+Pdu3dCBRL5yzQ4YLPZkJaWRk1NjdAA27Zt2xjfRSsrKyxbtox2ve3bt2PNmjVQUFCAh4eHwPecUhBZWdkWucpw0BpaLtN2+EWOAFBuDY2Njfj06RPj8dG1FU1NTbh16xb8/f1x584d1NbWQlZWFm3btsX06dMxe/ZsDBkyhGed2bNnIy8vD97e3jA1NcXVq1dRXFwMT09PjBgxAklJSSIFCPnR2NiIyMhI+Pv7C0wyq6ursXHjRty5cwfv3r2jXZ+7TEWYWKQwZwsWi4W8vDxMmDAB0tLSAJpdZczMzHgGbxkZGcjKyhKgH3Pw6tUrnDp1CmPHjuXpMzMzMzFixAhGN4IXL15gxIgRmDRpEtatWyfgXHLr1i3Ex8fTthPiKK9v374dZmZmmDx5MgBmdevAwEBYWFgIlBVt2LAB9+/fFwioNTQ0oKamBgoKCjyf89NSWSwW1NTUUFZWhoiICOo4WgphgrjHjh0TqzyD/3qx2WyoqanBxMSEErWlc3nigC6oyL0tbkExfrcATntSV1eHa9euISMjAywWCwYGBrCxseEpI6uqqqLdf9++fUWeoyj86bFLSxEaGoq//vqLVozQ2dlZ5PoXLlzA8+fPBcq+bt26hSlTplD99a9fvzBy5EgYGxtj8ODBMDExQZs2bagSHSZ069YNt27dEnDg4WD9+vVQUFDA1q1beT5XUVFBcnIy5bzUo0cPbN26lQqy5+XlQV9fnypx7dixI+7du4d+/frxPCspKSkYNWoUYmJiKAV9Dm7duoWMjAzaYB8Hjo6OIgW827dvLyAozGlDjxw5ghUrVjBuv23btoiPj6cCHM7OzmhoaEBoaCiA5gTkX3/9hU+fPiElJQW/fv2Cqakpvn79CkdHR8TFxaGurg7bt2/Hhg0bBOYXX79+hbGxMQICAhAXF4dJkybB2dkZlpaWVNvSvn17XL58WWBs+/jxY5iZmaGoqIgKDvCXeHK2IU5wq6KiAu7u7ggJCaHEQSUlJeHo6AgvLy/Iy8sjLS0NAMQKqPGDqV9qbGxEUVERpKSkMHv2bOjr61NzuPPnz0NDQwPx8fECYrJMoCs7ioiIQHZ2No4dO9YqgXNh80xRwsuiNvwv/kMQJoh16NAhAoCoqakRWVlZ4uLiwvO9m5sbmTt3LpGVlaVoSmpqapQAV2RkpFDPZgMDAyIvL0+WL19O0tPTqc+5/UJFia98//6dLFmyhNjY2JA7d+5Q29i2bRvx9PQUeu7V1dXk4MGDQn3G/wSE0au4PaNFoaqqinh6ehJlZWXSr18/HmHH30F2djYBQOubLSkpSdhsNtm6dSt5/PixSIomHQYMGEDR4zg+2/wLNw181qxZxNLSksTFxZG5c+cSAwMDYmdnR/T09MjXr1/JypUriZycHO0z+zuoqKggS5YsIWpqaozCacLg4OBALCwsyKdPn3ior/fu3SMGBgaEkGYhRjqqWlRUFGnfvj0j/XjEiBEkIyPjj57vPwFpaWkeKigH/B733CgvLyd2dnYkJCREqECilJQUo0ilnJwckZGRIQCE0p9b+y7SCQBxL56enlSZQWBgYIuvm7i0XH7k5uaS169fU8KwLBaLTJw4kfE6TZw4sdVCknV1dZQX8r179wTEaLnRsWNH6reKiorUNb9+/ToxMjJiFCBMSEggt2/f5tlWcHAw0dTUJGpqamT+/PlERUWFtG3bllo4ZQSKiopCKfb8ZQiixCKZIKpUxMnJicjKytLSjzngFifjtBXXr18nvr6+RFpaWqgI1JYtW2jbKDU1tVaJRHGje/fuQksIOO+RtLQ0rajZ6dOniaSkJM9nnp6eRFpamkhISJDx48fzUKU5KCkpIT9+/KD+1tTUpO2PWgJRtGFhqK+vJ0FBQeTLly+Mv/Hx8SEKCgpkyZIlREpKiixcuJCMGzeOKCsrk02bNgndPpvNJjk5OaS8vJz8+PGDKCoqkvT0dIrWm5WVRVgsFunZsyeRk5MjAwYMIP379ydycnJEV1eX5OTkkJKSEmJlZSVU6PN38afGLv9XoCv7UlZWJhISEqR9+/bkwIEDJDExkUewmNtTnklMlfM53XPq7u5OLStWrCAqKirE2NiYLF26lPq8Y8eOxNjYmBDSXDLLZrN5+s3o6GieUhcFBQXqfeMeWyQlJQkdY4uDlgp4cwSFxWk75eXleUomdXV1qfIPzrZkZGSEboNpfsER3uvXrx/x9vZmpN7LysrStiWvX78mAHj6Xf4ST07pF92Yla4UghBCfv36RdLT04mSkhJVbufs7CxSWLG1WLFiBenduzcpKiri+Tw9PZ08evSI6OjokNmzZ/OUAvIvHAgrmeaI/rZG4Px3hJeF4d8yhP8gwsPDsWnTJlprltWrV+PTp0+4e/cufH198ddff/F8379/fwwdOhSxsbEoLS1F9+7d0b17dyQkJKBfv35wdHQUar+TkZEBQghCQkKoSCMH3CIewkTNAODYsWMCn3GyAt++fUNiYiLatGmDsWPHQkJCAvX19Thx4gT27t2LhoYGyvJMWIT+x48f8Pf354nwu7i40HqM84OJXhUaGoo+ffqIXL+xsRFnzpzBjh07ICMjA19fX8yZM4eRtkP+h5gjLq3n2bNnkJKSgoeHh4Bv9sCBA1FQUIDz58/D09MTMjIyGD58OI8QkCiLocmTJ1NZOCbP45ycHOq6e3p6YtKkSRg9ejRUVVVx4cIFjB49GlZWVjAwMEBlZSVu3Lgh8MyGhoZSdmwcqywvLy9oaWmJlaFat24dHj9+jBMnTtBGT0Xh/v37uHfvnoBVZ8+ePSnbm6qqKlqaeIcOHVBVVSVA3+Vks4TZPPGLFTKhxeIxrYCGhgaePn0qEAV/+vQpIwtHSUkJO3fuxKRJkzBz5kw8evQIw4YNw4oVKzBr1iz4+/sjPz8fvXr1Ynzfpk+fTv1fmLCYubk547sozK+8W7duOHPmDGpra6lnme43EyZMwMaNG/H69WuKKmhvb0+9i0zviry8PHR1dRkzyvX19fD09KSEmDZs2IA5c+bg0qVLAABdXV3cvn1bLNqyOL7SdHj79i1GjBiBxsZGmJubo6GhAVFRUcjNzYW9vT0UFRVRWFgIJSUlVFZWUlnTdu3a4evXr+jVqxf69OmD1NRUxMXFYfPmzTwChAoKCpgwYQJMTEwwYcIEAM0ZeFdXVzg5OUFfXx8HDx7EmDFjYGdnRx0X5x1RUFCAkpISozggP+Ngy5Yt2LhxI6NYJEDflgp7vji4ceMGLf2YA0NDQ8TGxvLQ5G1tban9CfOGZ7FYqKiowN27d5GTk0PRv83NzSEnJ4dfv34hKysLurq6UFBQQGpqKry9vVFdXQ1bW1uhWaC8vDyR5wY0v+dpaWlUZpQDHx8fHvZAfHw8tm3bhp07d0JfXx+bN2/Grl27cOTIEfz48QObN2/GxYsXqedeTU0Nzs7O2LJlC7Zt24bg4GCB0iz+8gA6SEpKomPHjlizZg2mTp0KSUnJFrF2JCUl4ebmhoyMDMbfnDhxAqdPn8asWbMQHByMdevW8TAqAWbmQVNTEw8dmRDCUxpCCAEhBNra2khISKCez9LSUsyZMwfLly+HiooKvn//joSEBAH2DpO1Zkvxu2OXP4Hk5GRERETQjs2uXLkidN0jR44IlH2dOXMGbDYb/fv3h4SEBCQkJHgYLlFRUdT1joqKEvqsffr0SeA5ffHiBc9vOFlkDssVaLYkjo2NxdixY/HmzRtMnDiRp8+8ffs2T1mKsbExQkJCKKFkFouFpqYmHDx4kHbszo3c3FwEBgYiNzcXPj4+6NChA+7evQsNDQ0YGhqirKyMtu/T09NDaWkpTE1NcerUKep57datGyUSywHTPZKUlMSTJ0+gpaWF/Px8ZGVl8VgoFhQUCLXdA5pZFXTzi/DwcLBYLPTo0QMxMTGUYDg/RowYQTu25cwRtm3bRt07/hJPTnvcEoaTgoIC+vbti8bGRoqREBwcjP3791M2zK3By5cvadlC165dg6Ojo8C4sn///lRZRk5ODs6fP8/zPec7bmFBprIjTU1NilGppKREtW8jR46Eq6srjIyMUF9fj3HjxmHbtm0C41Vh80yOIPO5c+daPDb5twzhP4iOHTvi7t27jLSYFy9eYMKECSgqKmLcxrx586ChoQEPDw/4+flh1apVMDIyQkxMDGRkZJCTkyPQUR88eBAbNmzAokWLeBpFOogaAMfGxtJ6dldUVGDTpk0oLy8Hi8XC4MGDERgYCFtbWzQ1NWHlypVwcXFBZWUlnJyccPfuXdrtJyYmwsLCArKyshg6dCgIIUhJSUF1dTXu378vlBoOgJFepaOjg8DAQKE0/kuXLmHLli0oLy/Hpk2b4ObmRqtYDzTXRR88eJBScu3VqxfWrl0LBwcHABDQRiCE4Nq1a2Cz2Vi4cCFu3LjB6JttaGiIgoICREVFISYmBo8fP8bHjx8hKysLIyMjWnX130VZWRlCQ0OpzlqYY0SbNm2wbds2rFy5Ep6ennjz5g20tLQQFBSE4OBgsSj6olR/RelTKCoqIjU1FT179uShyyUnJ8PS0hKlpaUYO3YsVFVVBTquOXPmIDc3l6Kpbdy4kae+X1JSEjt37qQNGrDZbHTv3h2Ojo5CtQlaS+nlqL6L45W7f/9+HDx4EAcPHqQ8ph89eoR169Zh9erV2LhxI+16cXFxsLa2FpgsJyQkID4+Hjo6OiKdAsSBsHcxPT2dpxRAX18f9+7dowZGHGqwsKCLMFcZFoslcqLJ1NatXr0aoaGhsLGxwePHj9G7d2+8e/cOO3bsAJvNxq5du9CnTx+cO3dOrOtQUFCAGzdu0A7AmTRIuGn8Hz9+hKWlJfLz81FbW4usrCxoaWlh5cqVqKmpwfPnz+Hp6QkLCwvY2tpCSUkJe/fuxdGjR3H58mWqtpUfnTp1ws2bNzF48GAAwObNmxETE4O4uDgAzXRIDw8Pqo6UG2w2W8BJhQO6gdGAAQOQk5OD+vp6dO/enaeMoLS0FEpKSoxtqSgw0Y85uHnzJhwcHLBx40bs3LkTO3bswLt37xASEoLIyEiMHz9erP1wo6mpCfv378e2bdvQ2NiItm3bIjw8HNOmTUOXLl0gISGBjIwM+Pn5YeHChUInQaICizt37oSXlxc2bNiAkSNHgsViIS4uDps2bcKiRYuomv5Vq1bh7du3VN96+/ZtrFixAomJiRgxYgQ+f/5MUWcPHTqEmpoafP/+HdLS0pTzkbKyMjp27Ejt+8uXL1i0aJHIa/Hx40fcuHEDY8eOhZ+fn8hJCT9MTU2xYsUKxsCNKJcnDw8PSsvpzJkzPLXWkyZNEqmvYWlpiaSkJIFJeXp6OoyMjKCoqIjr169j6NChUFJSoib1N27cwIEDB6h35nfwO2MXDhobG3lKKfT19TF58mSxgtwXLlzA3LlzYW5ujgcPHsDc3BzZ2dkoKiqCnZ2dWIE7OmRmZlIOGDExMaipqcGoUaNgYmKCMWPGYNCgQYzK7fzBKk7ATlNTUyAYLKwU5eHDh7h16xY6duyIZcuW8QTFduzYgTFjxlDU+bdv38LExASDBg1CVFQUbGxs8ObNG5SVleHp06e0el5As+vAhAkTYGRkhCdPniAjIwNaWlo4cOAAkpKScPnyZUpXiF/HZtmyZUhOTkZubi7i4+MFAoMcCLtHBgYGePnyJWbMmIGEhASoqKjg6dOn1LqdOnVCVVUV4/EDzSWvbdq0wZcvXwTmF5qamowlIBysXr0alpaWtGPbTp06CZRGcSM6OhojR47kOWYmmJqa8jwXaWlpqKurg6KiIoqKijBz5kzGktiAgADG7VZXV0NWVhadOnXC06dPBRzP2rRpQ+lxcIOToPry5QvGjBmDrKwsxn1wgtZMZUc6Ojqoq6tDfn4+zM3N0bdvXxw6dAjW1tZUfyUrK4t79+5h7ty5OH36NM/2/8Q8kw7/Mgv+gygrKxNqB6eurs6Y7eLg9OnTVARt0aJFaNeuHeLi4jBx4kTcvXsX5ubmiImJoaJ1hw8fxqZNm3Du3DmhlnaPHz9Gamoqnj59CiMjI5w6dQq7d++mMiRHjx7F7du34eDggNmzZyM1NZWaYP369Qvbtm2DhYUFtmzZgoCAAHh7e2PSpEnYvn07j6DG/Pnz8ePHD8YIvbu7O2xsbHDmzBlKd6GhoQHz5s3DypUr8eTJE6HXhzPwBZozJ+KIInLAaWBmzZqFjx8/Mlqide3aFVu3bsXSpUt56s4WLVqEd+/eYefOnQJZWU5nGB4ejunTp+Pw4cMICwujdBk4Og6cBq5r166YO3cu5s6di+zsbISEhODo0aN4+PCh2OfDjYqKCoFaMG5dgHbt2uHgwYMoLi6msvWdOnXCy5cvebKHLBYLMjIyOHPmDGxtbXlYAIMHD6aYI6JQVlZGRfe5o6ejRo0S0BKggzjRfx8fH1haWqJr1648HVdjYyPPwOvYsWMwNDSkrn1mZiY6depECXhyIzExEQEBAfDx8UGPHj3g4uKC2bNni12jJgq2tra0ojZ0WLduHcrKyrB48WJqEiojI4P169dj48aNAgMS8j+CZqGhobR2cMOHD/8t2yd+CHsX+QeHBQUFAswoUXFscYW7WorLly8jKCgIEydORFZWFvT09HDr1i0qA9+hQweRdYMcPHr0CDY2Njx2Ynl5eSI1MbixYsUKDB48GOnp6TyTMDs7O8ybNw/bt2/Hly9fAAAeHh6wsLDAuXPnICUlBS0tLSqQxI+SkhKe/igmJobnudDT08OnT58ANE88ue+Pv78/43bpYGtrSxtciI+Px+vXrzFz5kyBtvTbt2+07yA/ampqcPr0aTx8+BB9+/YVmEQcOXIEFy9exJ49e8BisbBt2zYMHDgQN2/ebHGggCNEGRwcjKKiIordExgYiBkzZmDp0qXYs2cPgGbW1vHjx3H16lWebfDbT4rC1q1boaioiMOHD1MBwM6dO0NSUhLr16+nfhcXF4dp06ZRfxsaGqKwsBA7d+6ElJQUcnNzqfvN0SOpqKhASEgI2rdvj9zcXAwbNkxgkEmnG8LBmzdv4ObmRg3wL1++jCtXrmDMmDE4efKk2OJ+ixcvxurVq1FQUEArdMmU8fzw4QMIISKZB9wZVjrIyspSAo7cqKiogJSUlEj2TkvAz6DZtm0bNmzYQLWX379/b/HYBWieSFtZWaGgoAC6uroghCArKwsaGhq4deuW0Eki0Cxi6eXlhSVLlkBRUZHq4xYuXEhpZ7UGenp60NPTo4JOGRkZlJ3krl27wGKx8OPHD2hpaWHMmDHw8/PjYUdWVVXh9OnTWLlyJe32OXbMnIkeN6qqqpCTkwMzMzOMGzeOdn3+55sz6T558iQkJCRQWVmJKVOmYMmSJUKvw4YNG+Dp6YlVq1bxZLVNTU0pbZ8DBw4IFfC+du0aJTBLB1H3yNXVFZGRkTA2NhY4r65du0JbWxv6+vqoqanBiRMnYGBggBEjRgBoThbU1dVRdrjc8wtra2tKdFgUsrOzhY5tmSAhISHQVjKBv43S1NTE/fv3UVxcDBaLhfLycspSmx9LliyhtZisrKyElZUVoqOj4ebmhrFjxyI+Pp665xcvXkRjYyO2bdsmsC4nAJCfn4/27dsLiL3SoU2bNlQboK6uTglqTps2jUoicAuc19XVYdq0aYiIiAAA3L17F7a2tjh16hRP4ORPzDNp0eLChX/RarDZbKHWbRxbttaiqqqKGBkZkVGjRpHq6mri5eVFJCUlKcsjJpw+fZpISEgQbW1tIi0tTfbs2UPk5eXJokWLKLu89evXk/79+1O1Ltz1Ri9evCAsFouyZamsrCRsNptcunRJYF+i6mtlZGRo68XfvHnzR+r2+G1IOMvPnz+JsbGxSMs6U1NToqmpSVvzExQUJFCXNX36dKq+Sdxa6dzcXHL27FkyZ84c0rVrV6KoqEgsLCzI7t27SVxcnNjn+v79ezJx4kQiJydHWwPID/46YybQ1QAT0myVJaomjgNx7CEbGhrI5cuXya5du4inpyf5+++/qXpHjpWopaUlkZKSItOmTSP6+vpEXV2dshQjpPmdOH36NFm1ahVxd3cnZ86cIUZGRjz2hvy1c6GhoWT48OFCj7+6upqEhoYSMzMzIicnR2bMmEHu378v1rkzQVidG1PdGyHNdXtJSUnk1atXPDoX/PXPWlpapFevXmTatGnkwoULQmu1f7cemxBC6Zzwo7y8XGT94u+2hRw0NDSQiIgIyt7y8uXLpL6+Xug6kpKSPJZWMjIyPDXjhYWFREJCQqz9DxkyRKSdGB2430VVVVWSmZnJsw1CCPnw4QNtm1hZWUmeP39OaY5wL0uWLCFGRkZEWVmZKCoqkpiYGEIIIbW1tURWVpY8fPiQEELIzZs3iZ6eHmW3q6CgwKPrwWazSUREhMjzr6ysJIsXLyadO3cmampqZObMmeTr16/U98LaUmH2mNwQ1V7TgUkPg27hWFyOHj2aspb08fEhysrKVF9VW1tL2Gw2T21xdna2UFs4UfaThAjW8//8+ZOqx9XS0qLq2n/9+kWkpKR4+ofnz5+T9u3bk+7du1O/o8OdO3cIi8Ui27dvF/iO39qNG1++fCGqqqpET0+PeHt7k6tXrxI7Ozty+PBhoqenR9TU1AT6u+zsbHL37l1SVVVFCGnWpCgvLxfQjeHWk2Gz2cTV1ZU6vpMnTxJZWVkybtw4oqKiQlxcXBhrrbOysmjrzPktyWbOnEkMDQ1JQkICaWpqIk1NTeTZs2ekd+/exNHRkQwePJi6hpMnTyYODg6koKCArFu3jmhpaTFeI24EBweT3r17E2lpaSItLU369OlDQkJCeOr2CWkeF3He8fT0dEqvRFSfMGHCBGJpacljUf3t2zdiaWnJYw3IBDk5OaruW1VVlbx8+ZIQQsjbt2+pGmp+tG3blnqf+fVN+BcNDQ1iampK9u/fTxYuXEh69epFaagQQijdiCFDhpDCwkJqH6L6gsDAQNK3b18eLQQOGhoayKBBg0hoaKjI8xcFUdoa8vLylBYCfzvNrSH0+fNnsmnTJjJlyhRiZ2dHNm/eTNnDLl26lCgpKZGBAweSBQsW8GgyuLu7t+oe0cHV1ZVs2bJF4PNt27YRZ2dnsbfzJ9FaLSFueHh4ECUlJaF2hjo6OmTz5s08n1VUVJBRo0aRUaNGUZ8tX76cGBgYkNLSUnLu3DkiKytLzMzMiLGxMamtreVZ//r16+TXr19kzJgxZNy4cWKNq/jtaPv27UtCQ0OJhYUFjyUyR7dCSkqKx2q3qamJSElJCbTR/9Q8819mwX8QhBA4OTkx1uEKszrLz88Xax8cxfpBgwYhKysLgYGBsLe3F7qOj48PvLy8sGzZMty9exfW1tY4e/YsRdM1MTHBxo0bUVhYCGNjY4H1lZSUQAihlGDl5OQgJydHS9MWFaFXUlJCfn6+QF3Xp0+fhNYgiVNbCTTTlYT9rmvXrnBycoKHhwcjNU5GRoa2Rpbuszt37qCyspL6+969e4y14N7e3nj16hUaGhpgZGQEY2NjLF26FIMHDxa7Vp4bnOwnx56mNXYpdBBmlcVtUSQMouwhRWVJxI3+y8rKClBQt2zZwlPDKiMjw3Ovhw4dymMTRAcZGRnMmTMHc+bMwYcPH+Dq6gpLS0t8/fqVsSYbECxP4QZ/VJ3/ftHRu4Hmuj1+hXwAtJZqbDYb2dnZ+PvvvxmPg7Ov39VdiI6OFqDdA2CM+LcEdNZAPXr0wLRp0ygm0+vXrzF58mQUFRVRGc6srCyoqanhxo0bjHXAjY2NPNlpSUlJnvePzWaLZD1wkJGRQdmJctuJcezQmGid3DX/TU1NtPeioKAAioqKePLkCfT09Kh2VU5ODgMHDkR9fT3s7Oxo2+zt27fj6tWr2LBhA/bv349r165BTk4Oo0ePBtDMYBs1ahRVqgM0Zy45tMwDBw4gICCAJ5NNBw8PDwQFBVGZpfPnz8PNzY3Kjnz58oWxLeWwJUSBqexp165djH2fl5cXmpqaUFZWRmv7CTT3xxUVFdi6dSt69eqFOXPmICIiAl27dsW4ceOwcuVK6l2XkpKCnJwcTx+lqKjIY4fMD3HsJ/nr+bm3P23aNKxcuRKbNm3C7du30bFjRx5mUEpKCnR1dZGcnAxDQ0OBba9YsQI+Pj7o3bs32Gy2QCby8+fPMDU1ZaTUenl5oXv37nj69ClVssUpI3Bzc8OoUaPg5eWFvXv3orS0FDNmzKDq0jnuNcHBwZCRkRFp/6ihoUHLqORkPB8/fiyUeQA0jz3Wr19Pa0lG/kdBfMSIEdS739DQABsbG/j4+CAyMpKRvRMUFCT02IFmdgsTG5G/LeH+u3///pSTA3ddNAfcfYKMjAyP5gLQXK+/b98+kfRxoHk8xmFXdOnSBa9fv0afPn3w48cPxufYy8uLeia9vb0Fvv/58ycyMzORmZmJt2/fUoyCUaNGYebMmTA1NaUy2ywWC3fv3sWaNWswePBgXLt2DUOGDMGWLVuEHvfJkydRUlJCO0aSkJDAunXrcOzYMcyZM0fkNeDgx48fSEpKErBiXbBgAeP7oKKigi9fvghoCL148YJylgKaWUG7d++m3cbr168pxhn/flgsVqvuER0iIiKQkpIi8PmcOXMwaNAgGBgY8JSyODs7Cx3X0Nnr0kFYeeOHDx+EukmIgzlz5uDo0aMUA6+mpkagnPT+/fsYNWoUVFVV4e7ujl+/fsHCwgKSkpI89sM+Pj5wcHDA8OHD8fnzZ4SHh2PQoEEYPHgwevbsiSVLllDzFFtbW3Tq1AkNDQ34+vUrHj16RHt83OMqfjvaDh06YNGiRejVqxfFVDt69CilW1FfX8/DzmCxWJCSkhKYN/7OPFMY/g0W/AfxO4JY3A0Q4aOxAc0DShaLhWvXrsHNzQ0rVqyAnZ0dlJSUeF5kupdVHB/iT58+oWvXroye3UBzOYKMjAzVeVVVVQnY4ejq6uLdu3fQ1NRE//79cerUKWhqasLPzw+dOnWClZUVXF1dcejQIZ76zLVr1wq1LOSudSSEYO/evdSgghsrV67E5s2b4eTkRGkiJCcnIzg4GFu2bMHXr19x6NAhSEtLY9OmTbT70tHRwaVLlwS+53i4c4N/ICDsGeD89sCBAxg7dqzYARAmvHz5Es+fPxebCiou1q5diyVLlqCmpgaEECQlJSE8PBx79+7F2bNnxdoGN73Y1NQUmZmZPPaQEydOhJaWFp49e0YrOMWpP+Sn8YrTaX3//h0xMTHUAJpjVckpt/jw4QOqq6sZxduAZiHOgoICBAUFISgoCNXV1Vi7dq1Iy0dhIp2ciVdTUxNKS0uRkJCABQsWYPXq1SLPSVxwBj4lJSW/bR3IBO7r9vbtW57auMbGRqqmmr+9qKiooNoLYTZahBDY2NhQ1kB9+vShrIGcnJxw5coVXLt2DfPmzYOhoSFSUlKoMpHv37/DyckJCxYsEKr9cevWLWrA0dTUhEePHlGiWT9+/BD7WsjLy1Odc+fOnZGbmwtDQ0PMmDEDhBDaukLuCQAAjB8/Ht7e3lRtIudaeXh4YOLEiTAxMYG6ujquXLlCDbyBZjqiqakpbaBhzpw58Pb2Rp8+fTBmzBgoKCggODiYopm+fPkSampqMDc3pz2vCRMm4NChQyLP/8qVK/D396dK4GbPng0jIyM0NjZCQkJCaFvKVLcrDAUFBWCxWOjSpQs8PDzg7e2NixcvClCQP3z4QOliME1UJSUlsWzZMixatIi2DeV4jTP9LQzV1dXw9fUVEGilw7Bhw/DixQuB4KyHhwcKCwuxfPlydOzYEWFhYTwTpvDwcFhbW+PDhw/Iy8sT2FdISAhUVVVhamoq0BYUFhbC1NSUR7+AHw8ePMCGDRtotV1kZWWxdu1aHDhwAHv37oW7uzskJSV5vOs5iIqKwsmTJ0VeB+6A7vTp03mEVs3MzHDz5k0MHDgQrq6ucHd3x+XLl5GSkkIFaEWJ6s6ePRs5OTmUGLSBgQF0dHQAgKfsaMCAAcjLy0NmZia6devGGGzihq+vL06ePMkzvps8eTIMDQ2FWktyT6BEBVQGDBggtJRCFEaPHo0HDx6gT58+mD59OlasWIGoqCg8ePBAQLeIA+7xDN3Yhs1mo02bNhg8eDBcXV1hYGCAFStW0JaTEkKgoKCAK1euYOPGjRgzZgxOnz6NiIgIxuBsYWEhnj9/LrSka8iQIULFM/lx8+ZNzJ49G5WVlVBUVBQYZ9MlSgDA3t4e69evR0REBFUW+fTpUyxbtgzW1tZCxxMciNJ7sre3Z7xHP3/+FJlUYrFYaGhogKysLOLi4gTaWH9/f1RUVODo0aNUWczRo0exc+dO3Lhxg7Gch19rhK7kTFQCQhzqvig8e/YM0tLS2LVrF/z8/FBcXExp/GzduhWamppwdXXFvXv3YGJiAjabjQsXLkBaWhqLFy8WmOTb2toiJiYGs2bNAovFQmpqKnbt2kU9o9xzsT59+uDYsWNUmyEK/GWaHCtlTlt8+/Zt7N27l2edrVu38uht8ItEAr83zxSKFnMR/sU/ivz8fPLp0yfq78TERLJixQrCZrNJ9+7diYeHB0lJSSFpaWk8Cx2Nj47WRwd++g8TJXj//v3EwMCAJCQkEEVFRRIbG0vCwsIoyw86qjv/32FhYZTdWWpqKmVLJSMjQy5cuEBqa2vJ8uXLiZSUFLWutLQ0WblyZYusBPnPgQMzMzNy8eJFgc8vXrxIzMzMCCHNFiW6urqM2758+TKRkJAgFhYWFL3ZwsKCsj7kpgApKChQ1DRRNKuMjAxy8uRJMmPGDNKxY0eioqJCJk2aRA4ePEiSk5OF2qfRwcTEhDx48EDs34tbhkDI71lliQM5OTmKYsd/jPLy8oQQQr5//07u3btHQkNDSXBwMAkODhbrPQBAWCyWwLa5qa+c3/C/P5zPx48fT2RkZIidnR25efNmi++NOIiMjCQaGhotXk9WVpbnGbSwsOChdV6+fJkAIOXl5QLr/vjxgxgYGJAnT56I3A9TSQ/3u093/eXk5MRuL+ggrjWQjIwMVRrFjVevXhEZGRlGqy4APEtL2lJ+0NmJeXp6EkNDQzJy5EiSl5cndCGkmbbaq1cvoq+vTyQlJcnw4cOJqqoq0dXVJcXFxYTFYpGVK1cSWVlZHivJoqIi2ueckOY2rlOnToSQ5nvOT+GVlpYmqampFN0yOTmZ1NXVUd+/f/+eSElJiTz/Nm3aCNAkZWRkSH5+PiFEeFvKXSokDI2NjWTHjh1ESUmJuofKysqExWIRJycn0qZNG3LkyBGB9UTRMcePH08UFRWJvb09uXPnDmX7KykpSd68eUNYLBbp06cPZeklISFBDA0Nqb/79OlD2Gy2WPaTOTk5ZPPmzWTmzJlUH3Hnzh3y+vVrcunSJaKlpUV8fX1JfHy80JIkOri4uNBSZ588eULk5OSIjo4OD/W4sLCQ9OrVi4wcOZJUVFQwbldZWZmy9aJDdnY2UVZWJoQQoq6uTpUGcPfNnPaADi2h4GdnZ1OlDYQ09+fLli0jPj4+1HlraGhQVrrclmSnTp0ilpaWAvtvbGykbSNbA2lpadprlZWVRQAItXbkLKLg4OAgtJRCFEpLSyk6fGNjI9m/fz+xtrYm7u7utBacTEhJSSGhoaEkLCyM+Pr6Cn2GuMFfjhEaGkpkZGTIhAkTCABy7Ngxnt9znlM2m01ZANMhPT2d8RmjQ8+ePcmKFStIZWWlwHfC3sWUlBRib29P9V+ckiUAjH0c/2eiIOwehYWFkWvXrtEu69atI7KyslTJx969e4m0tDRZsmQJCQ0NJaGhoWTJkiWExWKRIUOG8PQHDQ0NZMGCBcTQ0FDsa8g0/v5T4LcptrW1JcOGDSMSEhLExMSEaGlpkbCwMCIrK0sdx8WLF3nKS589e0bk5eWJmZkZqaqqEmvsyN33l5WVkcTERJKYmMhT+sOE/Px8oSUeouZhY8aMEVkmbWJi0uJrKS7+dUP4L8Po0aOxYMECODg4UPRZQ0NDZGZmYtCgQSgoKMD3798xZ84cuLq6CkTpWwMJCQmKnksIgYaGBuLi4igGQXFxMfT09NDY2IjNmzfDy8uLohJLS0tjzZo1jOIx/OCPTFZVVdFG6KuqqpCbmwtCCHR0dAQsnUSBWyGfG3JyckhPTxeIqGZnZ6Nfv36UpZ6hoaFQWtfz58/h5eXFk4VYvXo1Bg0ahAkTJlAUoJs3b8LMzAzy8vK4evUqJk6cCGlpaZE2REBzVpbjhhAbG4vq6mqMGjUKkZGRYl2D3NxcLFq0CHPmzEHv3r0FFGT5o9ANDQ2orKxkjP6ePXsWZmZmPNf027dvaGpqEjtLHRUVhaVLlyIhIUEgC19eXo6RI0fCz88PkydPRmRkpABF+enTp7C2tkZwcDBj9J/FYgm1AF2xYgUePnyI58+f82TFPn78iJqaGkyaNAmjRo3C9u3bBdbt378/5OXl4erqCgcHB8bzFsUwoMONGzcwYcIEtGnTBjdu3EBFRQV8fX1pXQ2E0fnYbDZFXQUE3wULCwvcv3+fMVtz9OhRPH78WKTYEEcRnx+c7RJCMG/ePGzatInKCkpJSaFDhw5iq4ePGjUKV69epSiRenp6OHXqFMaOHcsoQLpnzx7ExMSguLgYR44cERDii4qKwooVK7B27VqxWEZr165lZBmJwvv371FRUYG+ffuiqqoKa9asoRTOOTRucVBdXY3w8HCkpqaiqakJAwcOpKj9EhIS+PLlC+Li4uDo6Ij58+fj8OHDKCkpQceOHXmsD8n/iFympKRg69atjOJ1nTt3RkhICGO7fv/+fTg6OoosFZCQkEBRUREPvVRRUREvX76k2HJMbakwtxFubNy4Ef7+/tixYwcPxXvJkiVYsWIFhgwZggULFmDatGk4c+YMpKSksGrVKixduhQ9e/bEihUrGLf969cvaGhoIDAwENXV1ZgxYwZOnDiBly9fUlaaosDPxCsuLkbfvn0xbNgwtG3bVqSKOl1fwVSSRIeCggIMHjwY0tLSPNTZt2/f4vDhw/j27RuOHj2KZcuWoaioCCYmJmjbti0ePHggVL1cQkICKSkp8PX1pVUYLy4uRpcuXdDQ0MDoXsNpF1RUVATW//79O5SVlcFms/Hjxw9G9w0OlJWV4efnhxkzZtB+r6CggDdv3qB79+7o2rUrrly5gs+fP2PVqlUoKSnhKRcEmscgAwYMwKFDhxAcHIzBgwcLtDkHDx5EUlISVVbDhN69e8Pe3l6gHfH09MTWrVt5WBOEi1XE/XdjYyNyc3Ph7e3NQxFfsWIFtLW18ePHDzg6OuLmzZsCpRRBQUFiWU//DkpKSjBz5kxER0dDRUUFhBCUl5fD1NQUFy5cEEkx5++3gOZMsZ2dHUpKSiAlJYXAwEDMmjWL5zmtrKzE4sWLGV07OOKXaWlpaGhoQHR0NK0FLedZl5eXx6tXrwTGjpxj5Af/u5ibm4sXL16gqakJAwYM4GF1vHjxAmvWrMHatWspFpijoyN+/vyJw4cPIyQkROg1EmfcyI3MzExs3LiRYkvs2rWLchy6dOkSfHx8KNaFvr4+kpOT8erVKwEm1bt379C/f38BFwAmMI2/geZsOBPT5du3b0KZOu/fv6fYAdzgWPqamZlh8eLF1BiBcxxTp06lnIS4LRE/fvyIDh068ND7WypYKi64HY6A5vZxzZo1ePToEUpKStDY2MjDTpOTk+PpJ/+v8W+w4L8Mbdu2RUJCAnR1dXH06FFcvHgRT58+xf3797Fo0SK8f/8ecXFxCAwMREREBAwMDODq6gpXV1fGGvtVq1Zh165dkJeXx6pVqwS+9/Lyoh5QfgosAIFBSVVVlYBntzj4+vWrQIfR0NCAmpoasbchLpgaq169emHKlCkCarMbNmzA1atX8e7dO6SkpGDy5Mn4/Plzi/fr7OzM+F1QUBBmzJgBWVlZsW2IioqKKNuhCxcuoKKiQuxa8oSEBNjb21N+3pz7yPmX6RiYaEzy8vKoqalBly5dYGpqCjMzM5iZmUFDQ0Os4wGaJ7mmpqaMKueciSpncOnv70+VxCQmJmL+/PkYNGgQ4uPjMXHiROzZs0cgkFRTU4OHDx9i0qRJAAStEWtra3HlyhVISUlh6dKl6NWrF1gsFjIzM3Hs2DE0NDTgxYsXtIqy3O8Y00S5tfX+3IMlpneZs19RloLCggVdu3ZFYWEho5tAZmYmzM3NReqkhISE/KOTbSbNgerqaly4cAF//fWXwDo/f/6kBgdBQUFYt24dtm/fTtVyJyQkYOfOndi3bx8OHz6MhQsX8tCZgeZB1KlTp/Do0SOEhoZi9+7dyMzMbPHxNzY2Ii4uDn379v1jbhl04L7fL168wOTJk2FgYAAfHx/o6enx0Jy5B1VMJQZAszNMVVUVY1nPpEmTIC8vT1t6xX9s3MFToDmAampqytPmt3QQzI3OnTvDz89PIIDGZrPRoUMHFBUV4fnz55gyZQo6deqEq1evwt7eHqdOnYK+vj6tpgMHLBYLUVFRAJpp9wEBAbh27Ro0NDQwbdo0TJs2TWxXCw727t2L169fIyQkBBISEhgxYgT++usvSkWd2wbW1tYW8fHxQrcnTsDpw4cPWLx4MU+QkMViYfz48TA3N8fmzZtx8uRJyp/84cOHIgOeEhISuH79OmxsbGhLc7iTDFZWVhg4cCB27dpFBYu6d+8OCQkJ9OvXj7Y/+PbtG1RVVcFisShbOybExcXh8ePHiIyMpA3iGBsbo2/fvvD19cWYMWMoS7KXL19CVVUVsbGxKCgoEFgvICAAFy9eRGpqKqKiogR0Tl69eoVx48ahuLhY6PH9/fffmDFjBsaNGwcjIyOqvPLRo0fw8PCgtEKEoaamBjY2Nujfvz8VFIuPj0d6ejqPs0d2djalRM9dSvFPY8aMGcjNzUVoaCiVxHr79i0cHR2ho6NDabe0FMXFxcjMzMTnz5/h6uoq8Jz6+fnhwIEDiIqK4pkIAs0TtLFjx2LdunWYMWOGUAtaPz8/AM26QjNnzhToF4D/tchjAudd5H7HuDF06FBs374dEydOpD5zdnaGlZUV9u7dK3D8HFRVVeHNmzeIj4+nTbJ4enpizZo11JilsLAQHh4eCA4OhoWFBfbs2cOo0cMNIyMjrF27lqes4MaNG6irq+NxY2ECpw0WFiywtbXFlStXBMY4xcXFGDt2LFXuRwdOYJwztuHU9XOP1WRlZZGZmYnu3btTxxEaGoqvX7/i9OnT2Lx5M+P2CwoKMGXKFMr5CGge53h4eKCyshK2trbw9fVl1AMQBv5gwYQJE5Cfn4+lS5eiU6dOmDJlCgYOHEgF+lJSUqhEIzeY+spXr17B39+fVjvkT+DfYMF/GRQUFPD69WtoamrCxsYGRkZGWL9+PfLz86Grq8sT2SsuLsasWbMQExMjVFiNY1GooqJC2cpxg7ujp3vQOP7VwiJ+kpKS6NixI8aPHw9ra2vqc0II7ty5A09PTyQlJfHYb+3evRu7du1CQ0MDzMzMsHTpUso3mcm+UZT9CgdMjdWNGzfw119/QU9PD0OGDAGLxUJycjIyMzNx+fJlTJo0CSdPnkR2djajBzoHJSUlAgI4ABgbfGdnZxw9elSoUGNJSQkVHIiOjkZWVhakpKQwdOhQmJqawtTUVKQNFAcGBgbQ19fHunXraAUOmQaZJiYmcHFxwV9//cVzvevr65GQkECxHRISElBTU4Pu3bvDzMyMOr7OnTszHlP37t1x9+5dRkYMZ6L68uVLoVmSzp07M0b/T506hcjISNy8eRNA87PAb43o4uKC58+f48GDBzzZqnHjxsHPz4+xw+J8LkowStx79E9AVLBARkYGdXV1jMGCnJwc9OnTR2QWYezYsbST7aNHjyI0NBTJycnUZPv48ePw9PSkOtwtW7aIrO9uamqiWCTcmgOqqqoYMGAAnj9/TnvunHpRbiFCzr64/5aWlv4jLCNhkJGRQUZGxm9lB0Rlm5ycnHjud1FREWxtbVFQUIAvX760KnD14sULjBgxAtbW1li3bh0lCPru3TuYm5ujuroaz549g6urq9D7yOQNHxwcjOnTp1PvZPv27bFx40ahIlpMkJGRwcuXL3lES4HmZ0FKSopiwZWUlGDatGnIycnB1atXoampic6dOzNeHxcXF/j4+Ai019+/f0dYWBgCAgLw8uVLsa7vjx8/4O/vT7EnsrKyICEhgejoaCgoKODVq1fo0aMHz7ual5cHPT29PyIIyn3s2dnZAJq1dzjX+8SJE1i2bBkGDhyIhw8fipWF5n/X+MEdOGXyrs/IyEBiYiKPRlJrwNk/d6KD+7lsbGyEl5cXJCQksHz5cjx+/BhWVlaorq4Gi8WCl5cXLcMkJycHxsbG+P79O9LS0gQyrpmZmRgwYIBYGdffZdAMGDAAFhYWtImO+/fvtzojKq54sqjnXFlZGQ8fPhQQ201KSoK5uXmLtF6YQPec1tfXw9zcHHFxcRg3bhz09PTAYrGQkZGBhw8fwsjICA8ePMBff/0FRUVF+Pv7Q1VVlXrPODXpnGDB169fsXPnTjg7O6NPnz4CVqzCWH3+/v7w8vKi3rGePXti5cqVmDdvHoDmiWxqaqrA+CcjIwMDBw5kfI7WrFmDnz9/Uro1/Fi0aBGUlZWxadMm7NmzB76+vujfvz/2798vMhDFraWQkZGBdevWYdmyZVSA3djYGF27dsXBgweF6oZxJzGEBQuGDRsGAwMDnmRVVFQUXF1doaOjg8OHDzPug1vwE2hmcKalpfHsZ/DgwVi5ciXmzJnDcxw7duzAw4cPERsby7h9S0tLmJqaUpa0r169wsCBA+Hk5AR9fX0cPHgQCxcupGWdigJ/sEBRURGxsbGUbpGwRCM3uK/bz58/ER4eDn9/f6SkpKBv3748osR/Ev8GC/7LMGzYMJiamsLKygrm5uaUqm9CQgKmTZuGgoICxMfHIyAgABEREdDV1YWLiwsWLFggNBv5OxDnIeZ43cbExGDNmjVwcnKi/KgrKiogLS0NGxsbqrGLj4/H6NGjsXPnTujr62PJkiUoLi6GlpYWCgoK4OHhgd27d8PBwQFsNhthYWFwc3Nj9J/l95Rfv3491q5dKxDgWL58OfLy8uDn54esrCwQQqCnpwdjY2MexVphqK+vh6OjI9Xpc6O1WWWgeXL/7t07SEpKYsiQITAxMYGpqSmMjIxoRaREQV5eHunp6S3OLKxevRrnzp1DdXU1pk+fDldXVx6VbQ44wQNOYCMxMRG1tbU8ASF+yMjI4PXr14zHxD9RZcqSCIv+Gxsbw93dnaJf83dcYWFhOH78OJ49e4aysjLk5OQAAIYPH/5HMvv/JD59+gQPDw9a2i8H/NRvJSUlpKenUxNWTU1N5OfnMwYLrly5gjVr1uD9+/dCj4WppGf8+PGIjo5GfX09Pnz4AH19fbDZbIwePRp6enoICAjA9OnTGQdd8fHx8PX1RXV1NV6/fi2g5C4hIYE2bdrQTqJiYmJQVlaGqVOnihSLmj9//j/KMgKaxbX27dvHKBAmDvhZCfX19aiqqqIU+CdPniwQhKytrcWCBQvw5MkTfPjwAXV1dbSBTQ4llQ7Xr1/HvHnzBEp6pKWlKbVmfoFRfjCVOfAHtOgGfeJi2LBhGDZsmEAfwGazBYJKDQ0NWLZsGYKCgqCnp4f09HTk5ubSBnP4s1h0SE1NFcksSElJgYWFBWRlZSkGTkpKCn78+IGYmBjY2Njg0qVLGDlyJE9bdfXqVaxZswa5ubkAmrO0+fn5Ag4jwiYvwsAvoPv27VtoaGgIBEeYJqExMTHIycnB/Pnzhb5rnMBpUVERTp48iefPn1OlNHv37hV5jTmIjY3FqVOnkJubi8uXL6NLly4IDQ1Fjx49BLKm9fX1ePHiBbZu3Yrdu3fTvn/5+fno2bMnLl68KCDQxgFnEte7d29YW1sLeKxv374dN2/epA1c/mnIyMjg1atXPO3tqlWr8P37d4SGhmL58uVC12dKfrDZbHTv3h2Ojo5CAxeTJ08Wun3+yQ8HL168wJgxYxhFa3v06EEbcFRWVoauri5evHjBk12le04JIZg1axbOnz+P7OxsEELQq1cv2NvbY+XKlZCSkkL79u3x9OlT6OrqCgTlmI6BHywWC1lZWbSlIEFBQZSrGKfE4NmzZzh27BhWrFgBT09PDBw4EPr6+vD396fGdLW1tXBxcUFGRgbju9a7d2/4+flh1KhRtN/Hx8fDzs4ODQ0N6NixI/bs2SP0fnGXENKNA+iuRUvGPfxjDm6UlpbC2NgY5ubm8PLywufPnynxVaZ7wGHEEkJQXFzMmAgBmplrDg4O2LhxI3bu3IkdO3bg3bt3CAkJQWRkJFRUVNDU1IRhw4bx7CMxMRFWVla4e/cuJT64efNmxMTEUGWTERER8PDwwNu3b8W6DtzgDxYYGBjg3LlzYgcLuRETEwN/f3/8/fffqKmpwdq1azFv3rx/lEX0b7DgvwzR0dGws7PDz58/4ejoSE0Kli9fjqioKDQ0NOD79++YPXs2XF1daS2RhOHRo0eMA9djx45h6dKlrT72mpoabNmyBceOHQPQPGm4c+cO0tLSYGZmhnv37lEvxqpVq/D27VtKGV1TUxOVlZX4+vUrrX1jREQENm7cSE3s+CFO5o71P2qjdOA0nkyvAzd939DQEDo6Oli/fn2LMvaisHHjRpiammLUqFEt1migg7W1NZycnDB16tQWr9vY2IjIyEgEBgbi9u3b0NHRgYuLCxwcHCjKV01NDZ4+fYqoqChER0cjJSUF3bp1o6LqdNDW1sahQ4d46qi5IWyiyk2JFhb9d3R0RFxcHPVuqKmpITk5maodzsrKwpAhQ1BeXt7i6/J/Df4Ohw5sNhvKysrUc/njxw8oKSlRAZDKykrU1dWhurpaIAhVXV1NsVj4J1/8YCrpUVJSgoqKCvLz8ykqnZaWFhXx9vf3h6+vr0AEnL++klMPza85wGazIS8vT9Fu+VFbW4u7d++KHNj8SZYRE+7fv4/169dj165dGDRokAClsDXaFkBzEM3NzQ1r166FhYUF4++ysrLg6uoqQGUXt1ymqqoK9+7d48mUmZubC5xHSyGK/dISxMTEwMrKCt26dcOIESPAYrEQHx+PjIwMiibPj9OnT1O2dWw2G127dqVKq0xNTaGhoUFbQ90ajB49Gjo6Ojhz5gwkJZsNqBoaGjBv3jy8f/8ew4cPx7NnzxAREYFevXohNTUVxcXFmDt3LubOnQsHBwfY2dnh1atXPH0U5/1ubeBSVKCHA6aADyBeeyQM4l7jv//+Gw4ODpg9ezZCQ0Px9u1baGlp4cSJE4iMjMTt27dp13vy5Anc3d2RnJxMa7WakpKC/fv3w8HBgXZ9DjPqwIEDmDp1Kuzt7an26NGjRwgPD0dERARtsEGYows/xGkHNDQ0cOTIEZ7yK1NTU5SUlCA3N5fHCYUf3OU0/EhOTkZAQAAuXLiAHj16wMXFBbNnz25x6dTkyZPx48cPhIeHU+zCz58/U9viaODw29n5+PjQbu/Hjx9ITk7GnTt34ODgIHKMJ+w5BUDZbRoYGPC0N3FxcZg6darIUhKg2fqaqRREWloafn5+Atn38PBwLFu2DN++fUNSUhKsra3R1NREsa7S09NRXl6Ovn37Mj4HMTExGDZsGGNJUn5+Prp37w45OTmMGzdOKFvkypUruH79OvV3SUkJGhoa8ObNG1y+fBmrVq1i1P1gGtu2bduWZxzMP+bggBN4LigowKhRo2BnZ4dbt25BV1cXPj4+IlkuWlpaPIkQfv0bDu7du4c9e/bwBCa3bdsGc3NzDB06FOvWrROw/b1y5QqmTZuGjx8/UqW1o0aNgqWlJWXfmZeXhz59+tC6jgizxeZck5iYGKqtvH//Pg4fPkw5wonCly9fEBgYiICAAFRWVmLWrFmwt7fHiBEjkJ6eLrZteWvxb7DgvxCNjY34+fMnT2MtJSWFjh07wtnZGTY2NgLUKA6YKPAcqKio4MGDBwJUMW9vb2zbtq1FHRw3Fi9ejAsXLkBHRwd1dXV49OgRVFVV0aZNG6Snp2PQoEF49+4dlckaOnQopk2bhnXr1gEARUflZJSlpKSQnp5O0bU4WYDWeoRyg85D99u3bwAg1sS6d+/eePHixX+sFrC1OH36NDw9PeHi4tJiOh03vn79ilOnTsHT0xMNDQ3Q1taGlJQU5ZVtbGyMMWPGYMyYMUJLEABg2bJliI6ORnJystCJqpeXF4KCgijxl6amJp7slbAsACEEmZmZjJaRmZmZ6N+/f6voveJk9v9JiDM4Dw4OFrqN8vJyeHh4QFFREUuXLoWuri5F2zx+/DgaGxuRmppKq9nADabJdnp6OgICAuDs7IyTJ09i7969cHR0xK5duwA0C28OGjSIoqUy1Vfevn2bVnNgwYIFGDRoEM/x0bWH4uiC0LGMFi5cKFbnLQ6YNC5+R9sCaKaO1tTUYO7cuUKF9hwdHaGkpIQNGzagU6dOAu8NU5lAS/H8+XMq02ZgYCAyW/IngwVA8zN0/PhxHhZSTU0Ndu7cyRh4ffr0Kc6cOQNXV1dER0cjOjqaKq3q0aMHcnNz4efnh4ULF7bqmDiQlZXFixcvKGFBDt6+fYvBgwejvLwcTk5OuHDhAgghkJSURGNjI+zt7REUFARbW1tISEjgzJkz0NLSQlJSEkpLSzF79mzY2tpCW1ubcd+c8sBRo0a1KujR0gEwEzQ1NeHi4gJnZ+cWadxwMGDAALi7u2Pu3Lk8z0paWhosLS157Fm5kZGRgcGDB8PU1JSyWtXT06OsVl++fAlZWVl8+PBBoL0rKirCsGHDMGfOHOzevRu3bt3Cnj17kJaWBllZWfTt2xceHh6MJWdMArB0EKcd2LlzJ7y8vLBhwwYeW+n9+/dj9erV1ISmtaipqcHly5cRGBiIhIQEWFtbw9XVlTEoy49Pnz5h8uTJeP36NTQ0NMBisZCfn48+ffrg6tWrCA4OFmpnx4Rdu3bh4cOHiImJ+a3zmzFjBpSVlXH69GlqkqmmpobJkyejW7duVH8REhKCGTNmCNSl19XVoWfPnpg1axYtG+3QoUPIyMgQYNplZWVh6NChVH9XVVWFsLAwnrZq4cKF6N69O6ysrGj7Mj8/P0yaNIlRSPPJkycwNzcXWibAgbB+8fz587h48SJPMIEby5cvh46OjgCLxcHBAcXFxTwWo3Tg1sPKzs7GqFGjMH78eISGhor1rvBr4HALiHNDmAaOgoICXr58KdDXfPjwAdra2oiOjoaxsTHq6uqgoqKCmzdvUgnWV69eYcyYMbQC2uIwsM+fP89zrJWVlWhoaICcnJzAfeffh4yMDP766y/MmTMH48ePp8YWnDnWv8GCfwGAftApjALPRDt99OgR1q1bh5iYGOrhOnToEHbt2oXIyEixhHboICkpifXr12PDhg089DDOg2xtbY0TJ07AwsICFRUVUFVVRVRUFFX7zWaz0bZtW5SWlgIQHDxyPLF/l/4tzENXlIo+B7a2tnBwcGhVxv4/iT9BpU9KSkJgYCDCw8NRXl4OZWVldOnSBTk5OXB1dcWJEydadEzFxcUYOHAgJCQkhE5Ud+3ahaCgIFhZWdFOcry8vBj30bNnT+zbt4/x/nB83ZlYKsLwu5m038Wf2v/Hjx/h5uaGe/fu8WQqLSwscOLECbEny3ST7cDAQNy4cQNDhw5FU1MT2rZti3PnzlGCkxkZGRg+fDjy8/OF1lcKa/O4//6nykI+ffoEFotFUSSTkpJw/vx5GBgYYMGCBWJtg26AO2/ePOr4RQm7MtFS2Ww2Hjx4ADs7O1RUVDCyojiTIv6J6p9CaxXQ2Ww2FixYQE3kjx8/jjlz5gjUyreW0dFa1NXVISEhAbdu3cKBAwcACJaB8IO7z+DPmgKAuro6QkNDBQQl7927h7lz51IZTX4Vdc6ko3379pR4m7KyMpKSkqCrq4tOnTqhrKxMaIC2qakJpaWlaGpqQlhYmMjJPz+cnJzEGsSLCsz5+voiKCgI6enpMDU1haurK+zs7MQWCpOTk8Pbt2+hqanJMzZ4//49DAwMkJSUxPN7juvHvn37UFBQgJKSEly/fl1AsykyMhKTJ0+GlJQUnJ2defqjc+fOQUNDAwkJCUJ1hpjA/e7n5eVhw4YNcHJy4qGoBwcHU8FUUSCEwNvbG4cPH0ZhYSGAZnFPZ2dn7Nix44+WoX748AGurq4i9bDo8ODBA56J8Lhx47Bz504EBwdj586dmD9/Pl6/fg0tLS1cunQJXl5eePbsGeP2MjIyMHr0aCqh01oUFhbC1NQUEhISyM7OxuDBg5GdnY327dvjyZMnVDCNqfyotLQU7du3R1ZWFm1AgFOOwN9mrVmzBtXV1Th+/DjjsR04cABBQUFUENDFxQW9e/emvreyskLnzp1x5swZ2vXnzZuHwsJCbNmyBT169ECnTp1QWFiIvLw8AUcpYcjNzUXv3r0RHBxMO3/Yv38/bty4gUGDBvF8npqaChsbG1qRUECQecBBVVUVpKWl0djYiDZt2oDFYiEoKIjx+Hx8fISWznEgrD1SVVVFZGSkABMnPj4epqamGDRoEPbv349r164hODgYhYWFlHvDuXPn4O3tjeTkZJHHQAdRiRxu8LcJurq6qKurg729PRwcHKg+/d9gwf+PMHDgQDx69Aht27YVqCPkgFOneOvWLaHbqqurg4uLi1Da6aFDh+Dt7Y24uDhcvHgRe/bswZ07d1rUqPDj/PnzCAwMxLNnz2BlZQUHBwdYWlpCVlYW6enpCA4Oxo0bN7Bp0ybcvn0b8fHxeP/+PUU74tSXPn78WKR94++gV69etCr6/LZ1wjBy5Eg4Ojpi6NCh6N27d6sz9v9XePnyJSMD5dq1axg5ciRCQ0MRGBiI7OxsWFtbY968efDw8KBEnrS1tXHnzh18/vwZqqqqLdq/OBPV9u3bIyQkhEc1WFwwWSMCzeyFwYMHY9y4cYz0R2H4fyVYwMH379+Rk5MDQgh69uz5R1T77e3t8evXL5w4cYKq8SsqKqIi6n///TeWLl2Kuro6ofWVLckktVZQko5lxMGZM2dobWyzsrKwfPlygfplOuTn51NZNg527NgBQgh+/vwJaWlpnDhxAgYGBtTgJSEhAW/evMHixYuxd+9egfaIEILXr1/j/Pnz6NatGyXMRQcbGxscP36csdb1d9FaBXQTExORk1Bh1GkAIt06OBBncMkpqeKIyyYnJ6Ourg7Dhw9ntGTjwMHBAbt372bMmqanp+Pq1as4dOgQT0Z47dq1mDp1KiUqXFdXR2W3OOUKQPNA+/nz59DS0oK2tjbOnj0LU1NT5Obmok+fPiLFN5uamrBv3z6EhoZSNmn/V+CwjsLDw9HQ0AB7e3u4uLiI1H3Q1tbGqVOnMG7cOJ5gQUhICPbt24fMzEzagNnw4cPBYrFgbW3NaLW6bds2BAYGoqqqCt+/fwfQfM1nzJiBPXv20No6thRjx47FvHnzBDK/58+fx+nTpxEdHU19lpOTg9zcXBgbG0NWVlbAnQoARYNWVFQUSyFeXBQUFCAoKAhBQUGorq6Gg4MDPD09eZ7H1kBHR0fAzk5LSwuZmZkYMWIEdd3p8KeCBQAoJx1uejrHgpYDNpuN4uJigUBneno6BgwYgIsXL1KlIBx3saysLMTExIDFYqFbt248TLhPnz5h7ty58PX1RUREBMLDw5GVlQUWi4WePXvC3t6eosQ/e/YMAQEBuHTpEqVHZm9vj+fPn2P8+PFYuXIl1q5dS93b4uJiHDhwAD4+PpTTib+/P86fPw97e3vMmzdPoIxP2LWxsbHBo0ePIC8vTzmRcMBisVBYWEirOZWTk4PevXszsjVFTZKdnZ3h4+MDJSUloRl6psQAUzCCDubm5igqKsL169ep4PSPHz9ga2sLZWVllJWV4enTp1BQUEBwcDBPyezYsWMxfPhw7N69W6x9/Wk8ffoU/v7+VMnanDlzsG7dOrx8+ZJRNPxP4d9gwX8BduzYgbVr10JOTg7bt28X+tCLqssyMjKCpKSkSNrpxo0bcebMGTQ2NuLu3bsCYh+tRV5eHgIDAxEUFISqqiqUlZXh4sWLmDhxIhYuXIjIyEh07NgRp0+f5skicvxF+TOGHPypDCKTh25LbOuuXr0KBwcH2rolcY6xsrIS+/bt46HYc0OUsJwoTJw4EeHh4VRDuHv3bixZsoQa9Kirq0NRUVEgs/73339j7ty5qK+vh7a2NlxcXODk5MTTaVZWViI2NhZ3795FQEAAampq0KtXL5iYmFClCOLSXYVNVDt37ozo6GgBhfPExESUlZUJtbbZsmULhg0b1iprRFHgTNYdHR1pldIrKyuxbNmyVpcp/Cna738KdJPtr1+/4sCBA/j27RvYbDaOHj0KNzc3ah1bW1tcv35d7PrKfwqiWEaEEJE2tqIgLEvVoUMHODs7o1OnTlSJBgceHh749OkTAgICBNojFotF2R8ePnwYUlJSVMDu06dPOHPmDDXwq6+vx5YtW6jSDv7AZms1Ezj4TyigM4H7uaGzKhPVZzx+/JhakpOToaWlRbVhY8aMQZcuXcSqpxeVNY2JicHatWvh5+dHib+2adOGEuxtbGzEsmXLqAE1J9iwfPlydO7cGbdu3cLq1atha2sLe3t7fP/+HVu2bMHp06fx/PlzoVZjHHz+/Bn9+/fH169fRf6WG+KIPLYG9fX1OHHiBNavX4/6+nr07t0bK1asgLOzM+3458CBAwgODkZAQADGjx+P27dv4+PHj3B3d8e2bdt4HJiA/7UIlZGRQceOHXH37l0B4T0OXrx4gQkTJuDLly/49u0bCCFQU1ODqqoqsrKy0L59e5GTEVGMRCYx2KysLPTv3x9VVVUoLS3FjBkzEBUVBRaLRZX5ubq6QkVFhVKJLykpwbt378BisaCrqwt1dfXfKumpq6vD1atX4e/vj9jYWEyYMAEuLi6YOHGi2GyFpqYmWk2IadOmwcHBAXJycgJ2dlpaWnj79i2GDh2KiooKxm3v2rULjx494gmo/BPgJOrS09NhaGjIEyBpbGzEhw8f0K1bN3z+/JkqBVmxYgXKy8upoLAwvaoOHTpQkzxOKUxmZiays7Mxffp0hIeHU89YVVUVIiIicPz4cbx9+xaFhYUIDw/HihUrUF9fDyUlJbBYLJSXl6NNmzbw8vKi+tglS5agbdu2+P79OyObgf95JoTg169faGpqgr29PUJCQmjvfe/evbFo0SIBbTNfX1+cPHmyVcJ/fwItydiPGzcOxsbGKC0tpcrl0tLSoK6ujgcPHkBDQwPl5eVQUFAQGJuUlZVBQUGBYhr8DkSNDYSN8SoqKhAeHo6AgAAkJiZizJgxsLe3h62tLSOb73fxb7Dg/zHIy8vj+fPnPLRTJqGyQ4cOwdjYmLItqq2txc+fP//IJJYQgnv37iEgIAA3btxA+/btMWXKFMZjETeL+LuWdMJU9MWFpqYmJk2ahK1bt7Zqwsmxu3RwcKAN6NBZOLUE/I0Qv9L4unXrcPDgQRQWFqJTp04AgIsXL8LFxQVBQUHo2LGj2OUov379QmxsLB48eIDAwEBUVFQIdUMQF4cPH8b79+9x7NgxnuszYcIEmJiYiLS2cXR0hJubG481IsdX/MSJE62ujeYECwDQNvTfvn1Dx44dW30NWmOf838FYZNtoFmsVU1NTYAmnZ6ejn379onl8OHl5UVZznHq4V1cXMSydtu+fTucnZ0ZB3BMLCMOWmJjywSmLNXHjx9hYGAASUlJpKSk0No3curZOfj69SukpKSoc3/16hWsra3x6dMn9OzZExcuXIClpSUqKyvBZrNRWVlJteH89+ZPBV9bq4D+JyApKYmuXbvCyckJ1tbWjNlPJl0GNpuNbt26YcOGDZg6darAPRJ3oixu1rSqqgq5ubkghEBHR4d65lasWIGnT5/C29sblpaWVD3tjRs34OHhgX379qGyshJTpkzB+/fvMWnSJGRmZkJVVRXh4eHIz89nnKSJm21jwp8SeeSgvr4eV69eRWBgIB48eIDhw4fD1dUVhYWFOHbsGExNTXH+/HnadTdv3gwvLy8qeyktLY01a9YIBNr4ISUlhY8fP1J9HT8KCwvRo0cPAT2k4OBgzJw5E9LS0ggKChJ6LUWVEejq6mLSpEkCtnCrV69GZGQk3r17h7lz56KkpARnz56Fvr4+9Rzdv38f7u7uePbsGZYsWYLw8HDqvZaQkEBDQwOys7OpbG9LgwWqqqpQVFSEo6MjHBwcGO81U2CREAJra2taTYhXr15R9HQmO7uQkBDaMU95eTklcHjv3j2xM+RM2Lt3L9TV1eHi4sLzeUBAAL5+/Uo9Vzt27MDq1at5SsSkpKSgqamJKVOm4MSJEwKlIGvXrsXy5csZn5EjR45g9+7dCA4OpsrxOLhx4wacnZ2xdetWrFy5EgAQFxdHOZ4ZGhri8ePHkJWVxefPn3Hp0iUqydKrVy9MmzaNEmhlsVj4+fMnUlNTMWjQICgoKNAytPgn15zg2qxZszB27FhcvnyZ9jwCAgKwdOlSrF27lkfo8/Dhw/D29sb8+fOF3QIBVFdXo76+nuczpufsT+pFVVZW4ty5c0hPT6f0R2bNmsWoBfdPgKltLSwshLa2tljjC6CZeePv74/Q0FCUlZUJXM8/BvIv/qvg5OREHj58SJqamlq1/uDBg0lsbCzPZ5qammIt8vLypFOnTmTdunXEy8uLeHt78yytRWlpKfHy8iL9+vVr9Tb+BKqqqsjZs2dJt27diIeHB7l8+TK5fv06zyIM+fn5xNnZmSgoKJCcnJxWH4eysjKJi4vj+Sw9PV3sRRRYLBYpLi6m/lZQUCC5ubnU30VFRQQAMTAwIKWlpeTcuXNEVlaWXL58mWc7xcXF5MmTJyQ2NpZne4QQ0tjYSBISEsi+ffuIhYUFUVBQICwWi2hqarbmkgjA1taWKCsrkx49epBJkyYROzs7YmdnR6SlpYmJiQn1u02bNhEjIyPq70uXLhF9fX3q79LSUpKYmEgSExNJaWmpyP1y9sO0jB49mrBYLMJisUhOTg4pLy+nlrKyMhIcHEw6der0R67Bfzt69uxJVqxYQSorK/+R7ScnJ5N27dqRLl26EDs7O2Jra0u6du1KVFVVyfPnz0WuP3DgQCIhIUHMzMzIuXPnSHV1Nc/3cnJyPO8FP4YOHUrWr19Pnjx5QmRkZEhaWhohhJBnz56RLl26CN23u7s7cXd3J2w2myxcuJD6293dnSxfvpwMGzaMjBw5kqirq5OAgACB9QMCAkiHDh3I9+/fyeLFi4mqqiphs9mEzWYTdXV1smHDBjJ+/HgyadIkEhsbSxYuXEi6dOlCnJ2dSWNjI2lsbCSLFy8m+vr6JDo6mnGhA/czLWqxsbEhxsbG5PPnz9T6BQUFZMyYMcTW1lboNfpdfPnyhezbt4/o6ekRdXV1snr1avL27Vux11+3bh0ZNmwYkZKSIn369CFLly4lly9fJiUlJYQQwXaUCTIyMiQvL48QwtvWvnnzhsjLy4tcv1u3buTZs2cC62dnZxNFRUXadUpLS0ljYyOxsrIiLBaL9O/fn8ycOZPMmDGD9O3bl7BYLDJ58mSR+xYFca5BRUUF2bJlCxkxYgTR1tYmPXr04FkIIeT58+dk6dKlRFVVlXTo0IGsXr2aZGRk8GwnKSmJyMjICN1XZWUlSU5OJomJieTXr1+EkOa+yN/fn1hZWRFDQ0PSu3dvYm1tTYKDg0lTUxNhs9nUPaVDUVERYbPZ4lyOVuPWrVtERkaGGBoaEldXV+Lq6koMDQ2JjIwMuXXrFiGEEHV1daqN4X4O3r9/T+Tl5clff/1FevbsSe7evUvKy8vJz58/yd27dwkAYmNjQ+1LQUGBvH//Xuxj4/RnLBaLamO4F87nTAgICCCKiookKipK4LtHjx4RRUVFsnLlSqKsrEz27dtH5OTkyMGDB8m8efOIlJQUUVdXpx2P9u3bl0yfPp0kJCQQQgj5+PEjqampEdhHY2MjeffuHYmNjSVv3rwR+L66upoEBweT7t27k6dPnwp8n5CQwDNuCQoKEugr6PDz50/y8+dPkb8jhJA+ffoQf39/xu/Pnj1LdHV1ye7du0nPnj2p9ozufERh8eLFZOPGjWTx4sUtXtfR0ZGwWCyhvzlx4gTp0qUL9cz06NGDBAcHi72PiooKsmTJEqKmpkb7vDEhLS1NrPf01q1b5O7duwKf37t3j9y+fVvs4/yn4OPjQ3x8fAibzSa7d++m/vbx8SFHjhwhtra2pH///i3ebl1dHfn777//gSNuxu8VIv2LP47S0lJYWVlBVVUVM2fOhIODAyN9jgPu7M3+/fuxbt06Htppeno69b0w2qmKigoiIiIo0cGW4NChQ1izZg3td+3atYOLiwsuXLjQ4u22FEuWLKGlXlVWVsLKygpPnjwB0Ewd5YeoTFtZWRmCg4MxZ84cPH78WKgKtTC0bdtWQDCof//+Yls3/gkKOpvNxsCBAzF8+HB8/vwZ4eHhVN34z58/sWTJEly4cIHal4SEBMaNG4cRI0YgISEBcXFxqKioQNeuXWFiYoKjR4/C1NT0j6nIq6io0Nor1tfX82QAY2JiYGlpSf09ZMgQfPr0ifq7Xbt2FHNGHIjKWF+9epUql+EvkQCa75O4lmT/NERpUzB5i4uLz58/Y/ny5X/E5pMO7u7usLGxobWcW7lyJfUuM+H58+d4+fIlAgMD4e7ujiVLlmDmzJlwcXHBkCFDYGFhgZSUFMYM3P79+2FnZ4eDBw/C0dGRylBzxBuF4cWLFwCas26vXr3ioS1KSUmhX79+WLNmDf7++2+4ubnh+fPnPHWuAQEBWLNmDYYNG0bZj+nr61MZO19fX9TU1ODZs2doamqCtrY2CgsLsXjxYoo+umzZMpw7d46RjcVvXcmBioqK2BnpvLw8TJ48GZqamgIK6GFhYWJto7Xo2LEj1q9fj/Xr1yMuLg6BgYEYNmwYDAwM4OrqCldXVwEqLXcma/Pmzdi8eTPYbDZiY2MRHR2NAwcOYNasWejVqxfc3Nzw5MkTAYstfhgaGiI2NlaAwRIQEMBTWjVq1CgefQEJCQlcu3YNX79+pc3mVlZWMt6Hdu3aITAwEE+ePMGjR48EhPuioqJga2uLkJAQzJ07l3YboqxROfD09MTgwYMZa/cPHTqEnJwcRqYc0Nwujx8/HidPnoStrS1tBs/AwAAzZ84UeixycnKUBzrQ/H7Z2NhQWe0+ffpQ74iTkxOuXLkCQgicnJwYxRTFcVjy9/enVexvaGjA1q1bsXfvXqHrT5w4EdnZ2Th58iQyMjJACMHkyZOxaNEiyh2isrKSti399u0bpKWlcevWLdy7d49Hf8TCwgIsFguRkZFUCVtNTQ0WLVoktkI8t8tQaxAeHo5NmzYJPIMAYGZmhg0bNiAmJobSx2KxWNi2bRsGDhyImzdvCgh/MkFTUxP6+vq4ceMGz9grISEBRkZGVL88evRohIeHU0yS8vJyODs7o02bNrTsEjU1NXz58oX6m8MSYRIJ52ig8Jcg1tTUwNfXF48fPxZY7/Xr1xg3bhzjuYWFheHdu3dITEzEwYMHYWVl1SqdiEePHuHbt284fvw4Zs2ahaioqBYxMpYvX47g4GCYmJjQlq0dOXIEbm5ucHNzw9evXyErKytSpJcf69atw+PHj3HixAnMnTsXx48fx+fPn3Hq1CkBl4nWYMOGDQLbuXHjBthsNjZv3iwy8/5Pa45xxLkJIfDz8+MpdeAwWITpEPGjqakJHz9+RLdu3VosYNsS/FuG8F+IHz9+4NKlSzh//jxiY2Ohq6uLOXPmwN7ennYyxm/RQ2gEccSZaPbo0QO3b99ulVCGrKwsTpw4QUuj/vXrFywsLPDjx49/vKapZ8+emDFjBjw9PanPKisrqQllbGxsq7fNoaDv3LkT3t7esLKyom1Q+W1l+BEWFobr168jODiYGhx8/PhR7OMQVhcHNA9C+b1ojxw5QpVM/PjxA05OToiIiIC7uzvMzc15GsiwsDCkpaXB19eXx7fc0tISMjIymDJlCkxNTWFiYvIft4/s3r07QkNDW2Vt8ycQExMDQgjMzMzw999/8wR9pKSk0L17d5H2kf8pdOrUCU+fPhWYDHO0KSorK39r+3+ipEcYRFnOiRJ240ZDQwNu3ryJwMBA3L17F7q6uujduzfi4uLg6urKaC1KZ2Obl5cHOTk5sajZ3MJNTLh06RJ8fHwo8TmOqnZ8fDwePXqEhw8f0tq6derUCZMmTcKTJ09w9OhRLF26VKSDTHl5Oc6dO4ezZ88iPT2dtj9ojYo7nQL6/wWKi4upMi+OintVVRXWrVuHS5cuUW473OC/BmVlZThy5AgOHDiA+vp6kYJbHHecjRs3YufOndixYwfevXuHgIAAWFlZUQKVioqKcHFxodqMO3fuYNSoUUhOTsa0adOwbNkyHt9wfX19/Pr1i3Eyde/ePXTq1AkpKSm03+/ZswcxMTG4d+8e7feifOuB5vvPfa50IIQgLi5OaJLh48ePIvstfogz8P348SNevnyJ+/fvMwZM+vXrJ1Y/Jay0S0VFBWPHjsWZM2eo+5eZmQl7e3uUl5cjNzeXcd36+nqYm5vj1KlTtAFmDqysrDBw4EDs2rWLeg66d++OmTNnoqmpCUlJSbh16xb69OnDs97kyZPx8OFDke3wP1W6Jq4mBJO9pbhgs9mYMmUKHj9+jEuXLlF9/sSJE3Hnzh18/foVP378wKpVq/D69WtER0ejW7duVDuopaUFDw8PzJkzh2e7oaGh8PDwoMpss7OzeUTC+YMFTLaweXl5kJCQwLRp06Curs7zvuzbtw+JiYmMwXtOULNfv35CA7VM7jgcxMfHo1u3bujatWur3BCWLFmCEydOQE9PT+AcWCwW/P390dDQQFs216ZNG2hqaqKgoAA3btxAfn4+JczOwZEjR9CtWzeEhITAxMQESkpKSE1NhY6ODkJDQxEeHo7bt2/THpu44s6ysrLIyMjgmSux2WwkJSVhzJgxQun9/5SzEh1MTU1x5cqVFolKX716FfX19dS7/v79e5iZmSE/Px9qamq4desWTzD1j+If4yz8iz+CT58+kQMHDhA9PT0iISFBTE1Nyffv33l+Ex0dTW7dukX69+8vlHIaHR1Npk6dSvbu3SuwnwMHDpAhQ4aQadOmtYpWHBERQWRkZMjVq1d5Pv/16xcZMWIE6dWrF/ny5UuLt9tSvH//nnTu3JkcOXKEENJMFRsxYgQZPXo0qaio+K1tc2hQwko5OLRLYejfvz9RVFQkCgoKpHfv3mTAgAE8y++CxWKRiRMnUtR5SUlJAkBg4aYfctMQ5eTkBEpZCCEkLCyMyMnJ/fbx/Q4WLFhARowYQZ48eUJWrVpFVFVVSW1tLfV9WFgYGTx48D9+HHl5ea0uFfpPYceOHURTU5MUFhZSn124cIHIycmRS5cu/fb2f6ekRxx06NCB3Lt3T+Dzu3fvkg4dOrRoW7W1teTChQvE3NycSEpKEmNjY5Hvwf81unfvTkun5IDFYhEAZPv27YQQQfoxN7360aNHZPbs2URWVpbo6emRzZs3k9TUVJHHYGZmRs6fPy/w+blz58iYMWNaeEb/HJ4+fUpcXV2JkpISGTJkCDl58iRpbGwkhBCqHCMiIoLIysqSgIAAsmvXLtK1a1cSFhbGU1JlaWlJFBUVCYvFIrKysqRbt27E1tZWYLG2tiaysrLU9b179y4xNjYm8vLyRFZWlhgZGREtLS1y//596hj5y8Hu3r1LDAwMyNOnT4mioiJZtGgRkZGRIStWrCDjxo0jAEjnzp2pEhz+hb8kix+pqalEXV39t64ri8UiX758Ibt37yZ6enq0v9HU1BS7/KO2tpZ8+vSJfPz4kWehg5OTk8ilc+fOZODAgYz72717NzE3Nxd5XKJo++/fvydGRkakc+fO5P79++TYsWNEVlaWODg4iEVFb9++PcnKyhL6mzdv3hA1NTViaWlJpKSkyLRp04i+vj5RV1cnOTk55NSpU2TcuHE87fmXL1+Iubk58fPzE3kM/xTatGnDc0z8+Pz5M5GUlKTKCbiRkJBAkpOTxdoPm80mxcXF5MiRI0RaWpr4+PgQQpqvLT91fvHixaRbt24kNzeXagf37dtHVFVVSUBAAMnLyyN5eXnE39+fqKqqkj179lDrjhw5khgbG5Pbt2+TFy9ekEWLFvEs27dvp12kpaUFyks5mDhxIlm0aBHjuQ0aNIj07NmTcduc5Z8Gp+1jgrGxMQkKChL4PDQ0lIwZM4Y8fPiQyMnJEUNDQyIpKUn69+9PVFRUiLKyMjE1NSWEECIvL0+VbXXp0oUkJiYSQv633IYJ4pYhqKurk0ePHgl8/uDBA6KmpiZy/X8a4pS4MLUVI0aMIGFhYdTf9vb2xNLSkrx69YrMmzePjB49+o8dJz/+ZRb8F6O+vh63bt1CWFgYbt26hXbt2uHLly+0ohglJSXo0qWLSIqNmpoaoqKiBKLTHKE4jlWPpqamQKZNVFTz7NmzWL58OW7dugVTU1NUVFTA0tISJSUliImJYRQY+tN4/fo1TExMsHXrVly4cIGi8MnLy9OWH3BDmB3an7Kto6OpZ2ZmomfPnpCQkGCMXHMgiib1uyJ53bp1o81gvHz5EhMnTmT00v2T6NGjB22EvbGxEcXFxairq/s/t7aJjY3FqVOn8P79e0RERKBLly4IDQ1Fjx49/jGrupaCYyPJcbCYN28eQkNDMXXq1N/etijXkN99T5YvXy6W5ZwwPH/+HIGBgQgPD4e0tDTmzp2LefPmUZnGw4cP48CBA5TXvTg2thyIag+B33M+kZaWRm5uLrp27Ur7PZvNBiGEev5v3rwJMzMzin7848cPREdHQ1NTE5WVlZg+fTr8/Pxa5MnMpOIeHBwMZ2dn/PjxQ4A1UV5ejpEjR8LPz08sodQfP37wiFjq6+vD1dVVZEnQly9fEBISgsDAQHz//h2zZ8+Gq6srDA0NeX7HlMmaOXMmoqKiUFtbi1+/fqFLly4wMTGBqakpTE1NGTPv169fx6ZNm1BYWIj169czWvKpqKggNTWVYnpMmTIFJ0+epFgieXl5MDAwQFVVFV69eoVDhw7xWLrV19fjwYMH6NatG1xcXDBnzhwBJlNrhPtaAo7IY319PaObAh1Tjh9ZWVlwdXUVauncGvyprLaEhASMjY3h6uqKadOm0YqvNjU1wd3dHceOHYOEhARCQkJElk1wsHr1arRp00YkzbqoqAgnT56knoPU1FSoqalRY7Hs7GzU1tZSVPj8/HxIS0ujZ8+eYrVH/wT4mYz8KC4uRseOHRERESFQ0nPlyhXs378fiYmJIvfDLQh3584dzJo1C9OmTcPFixd5xFw5WLZsGa5du4bz58/DxMQEDQ0N2LBhA44ePUplvGVkZLB+/XqecR+dSLg4MDAwwIULF2jZA/Hx8TAxMYGtrS3WrFnDIwJ5+PBhXL9+HY8fP25VCXBLIIqtc+vWLdTX1wtcSw64209u5OTkYPDgwejVqxcsLS2xc+dOSsiyQ4cOmD17NiwtLeHm5oa+ffvC19cXY8aMgbm5Ofr27YtDhw6hX79+yMrK4nG64oa4TlALFixAQkICrl69SpWr5OTkYOrUqRgyZAjOnj3LuO7nz5/RpUsXodv/Xejp6SE4OJjRge7IkSPYunUrD/MzPz8fhBAMGTIEQUFB6N27NwghGDhwIE6fPo0hQ4aguLgY48aNw6tXrwCIZxncEvyrWfBfiMePH+P8+fP4+++/0djYiClTpsDHxwdDhw7FwIED8fbtW57Oj2N/yP2QV1VV0dKAKioqaG0/OJ3R6tWrW33c8+bNQ1lZGWWNtnXrVhQVFYkVKCguLsapU6d4Gu2CggKwWKwWv7y9e/dGZGQkxo0bh2HDhiEyMpLy0b169SrPb+vr6/HhwwdISkqCxWIx1vECELABY/LFFgU6+8uWWDeKaix/l264ZcsWrFq1CiEhIdR9Kyoqwtq1a7F169bf2ra44KgCc1BfX48XL17g7t272L59O9zc3GitbSIiIlpcQ9ca/P3333BwcMDs2bORmppKDch//fqFPXv2MFLp/tPw8fGBg4MDrTbF74JpQMENTkAlNzcXly9fblFA5dChQ2CxWJg7dy6t5Zwo9O3bFxkZGTA3N4e/vz+sra0Fnpe5c+di7dq11N+TJ0+mapt/V9MBaG4T+Z1PNm3ahE2bNkFBQUGoJVt9fT3y8vIYgwWWlpaIjo6mJtXc9NoHDx6gpKQEmpqa8PX1haWlJSQkJFpUCwkAGhoa8PPzE1Bx37lzJ9q3b09bXqGsrIyFCxfiyJEjIoMFKSkpsLCwgKysLIYOHQpCCLy8vLBnzx7cv3+fch6hA6fkx9HRETY2NmjTpg0aGxvx8uVLnt+VlZVRE38lJSWqROnx48coKyvDyZMnYWpqKpKq/vTpU6xfvx4vXrzA0qVLsWHDBh4KKX+Nc319PTIzM6lgAX/N+Pfv36m2vk+fPrT2X7W1tbhy5QoCAgKwceNGWFlZwdXVFebm5mhsbBTa73CU8oVBlOUdJ5fUpUsXRttFT09PFBYWQl1dnTHJ4OzsDElJSURGRjLqGrQU379/x7dv3zB79my8efOG9jfq6uqUG4UwpKenIyAgAKtXr8bSpUsxY8YMuLq68miTREZGIjw8HCNHjsS7d+9w5swZGBsbi1V2VldXh7Nnz+LBgwcYPHiwgJ7AkSNHADQHP7iTCf8t+jfCQMTUhKB7lwcMGNCq0tQJEyYgPj6eKhWjg6+vL6VpATSPnfbv34+tW7ciIyMDsrKy6Nmzp8BxGxgY4Nu3b7TbdHJygouLC4yNjQW+O3z4MNavXw8/Pz+BkpuRI0fi4sWLWLBgAf7++2+e79q2bYvw8PB/PFAAiNZk6t27t0iaPp1leHl5ORobG5GRkYHw8HAAzW411dXVUFBQwM6dOzF58mS4ubnB2dkZ6enpGDNmDNWm+fr6oq6uDkOHDmU8RmVlZUb9FW4cPHgQlpaW0NPTo/rOgoICjB49GocOHaJdp6ioCLt378bZs2fFdiFoLTjWjatWrcLOnTup9jInJwdOTk549+6dQECDM6avqqrCnTt3kJycjIKCAtTW1uLNmzd4/fo1mpqaUF1djaCgIADCE5+twb/Mgv8ydO3aFaWlpbCwsMDs2bNhbW0NGRkZHl0CulsmKysLX19fWFtbw9nZGXfu3KHd/sCBA2FtbS3wIG3fvh03b97E8+fPf/scNm7ciAMHDkBTUxMxMTGMg11ucLL29fX18PT0xOHDhynvXUVFRaxevZoSo+IHUwbw48eP6NChAxUoAOizgT9//oSTkxO+ffsmlmjh8ePHhfpiM2Wa+PH8+XMeSzhRjII/heXLl0NHR4dHW2HAgAH49u0bamtr0bVr1//KDAbQfO1TUlL+z60DBwwYAHd3d8ydO5fHCiotLQ2Wlpa/XZ/ZWnDqo7lRX19Pq03xTwv5cAdUQkND8fbtW2hpaeHEiROIjIwUO6DCZDknCrt27YKLiwtjsFEYy6ipqQmmpqbo27dvi2oK+aGiooJbt27xDAS5LdmE+UP7+/uDxWLhwYMHAgHe2tpaWFhYQEtLi9ZKSlJSEsuXL4ebmxsPK4AjeCsus+D27duYOnUqtLW1eQQY37x5g5MnT2LRokW062VmZsLc3Bz5+flCtz969Gjo6OjQili+f/9eqIgld1/A1DeyWCwYGhrSZrKOHj2KAwcOiGRKvXnzBhs2bMDdu3cxd+5c7Nixg6dP469x5qCpqQksFosxqHb06FEEBQUhNTUVTU1NyMnJoWWfcCYmHz9+RFBQEEJCQlBfX4+CggJMmDBB6CTt7t27jJMpIoblXdu2bXH06FEBMTdu7Yu0tDTaADgHHh4erc7W0uHhw4fw9/fHtWvXUFNTg3nz5uHMmTO0v6XT7RAGjrZJUFAQ7ty5g549e8LV1RVpaWm4dOkSPD09sXr1ahQXF8PFxQWJiYk4efKkSL0AOvE/Drit7X78+IGkpCTa50CcidL/BcRhMoaHh+Px48eU7gkH8fHxsLKyEiugY2pqiqtXr/IIbZaVlWHQoEHIy8tjFIdevHgx/Pz8xApuA81aF1u2bOERCedgzpw5uH//PjQ0NODs7AxHR0eqf/n69SumT5+OJ0+eQE5OTiBoVlZWhqqqKty7dw/Z2dkAmu17zc3Nxe7TGhsb4eXlhUuXLtEmA39Xq8nOzg5RUVFQVVWFoaGhwDnU1dVBTk4O4eHhVOC9sbERM2bMQGVlJV68eIGoqCgYGBjA0NAQe/fuhY2NDdLT02FkZESN6bmRn5+PlJQUaGtrM9rcthSEEDx48IDHGrFv375YsmQJ7t+/jzZt2mDDhg1YunQptm/fjkOHDsHQ0BCrVq3CrFmz/sgxCENUVBRcXFygqKiIwMBAxMbGYvPmzbCwsICfnx+jJfvgwYMxadIkbN++HWvXrsWbN2+ocdSHDx9gbGzMI/D9J/FvsOC/DKdPn8Zff/0lMED9+PEjCCHQ0tJCUlISD+VLSkoKHTp0gISEBGbPno28vDx4e3tTjWtxcTE1AW9sbMTUqVNhb2/P45MaHh6OiIiIVmfT+OlNnAEIpyHl+IVzlED5kZmZiVmzZmHdunXw9/fHjh07YGRkBEIInj59iu3bt2P+/Pm09PKWRN+ZBjWvX7/GpEmTeASdmCDKF5ujhM6EkpISzJw5E9HR0VBRUQEhBOXl5TA1NcWFCxcY6Xx/yme2S5cuuHHjBgYNGkR9tmPHDnz58gXnz58XyS4RNjD8p/H+/Xv079//H/VvFwdycnJ4+/YtNDU1eYIF79+/h4GBAeXZ/J+GMFYKN/5EmYCokp6rV6/+sYBKa1lGwsAfnONmGWlra+Pt27fIyMgQSwiOCUyisfX19SI9nR8+fIg5c+ZAWloaS5YsoSZab9++xYkTJ1BbW4vk5GRauuGzZ88QEBCAS5cuQU9PDw4ODpgxYwY6d+7comAB0NzunDx5kkfA8PDhw3j9+jVjNj4nJwd9+vQRmaX5HRFLcUVhr1y5AgkJCSxfvhyPHz+GlZUVGhsb0dDQgCNHjtB6vAPN571t2zaEhYVh0qRJ2L17N+11MzIygqSkJDZs2MCTNQ8KCqIcC/ipyenp6ZRS/OjRo2Fvb0/18dzgfk/z8/MRFBSEoKAg1NXVwcTERCxfcKbAamBgIFasWIHr168zigMeO3aMZ5IaFRWFgIAAXLlyBd27d8fUqVMxdepUkYHuIUOGwMvLq9XlWfn5+QgMDERgYCAqKirw/ft3XLp0CX/99ddvBUyYUFtbixMnTmDjxo3UhGzixIk4c+YMD0vy+PHjWL9+Pe0kqKW4efMmZs+ejcrKSigqKgqIy9nY2DBmtX8XDQ0NkJGRQVpaGnr37v3Htz9z5kwUFRXh+vXrVOb4x48fGDduHNq1a8eY8eUGkzigKIirEM9h/nD6UCaR8JKSEoSFhSEoKIhyOXB1dcXJkyfx6dMnuLq6CogDAv/rsvA72LZtG86ePYtVq1Zh69at2Lx5M/Ly8nDt2jVs27ZNpLi2KIgK/KxduxbGxsZQUVGhWGOxsbH4+fMnFWSxsrLC/PnzsW7dOly9epVyJWnbti0ePnz4W8cnDj58+EDbZy9evBg3b97EjBkzcPfuXWRkZMDCwgI1NTXw8PBgdA36p/Dr1y/MmTMHkZGRkJOTw6lTp2Bvby90nYiICNjb20NCQgJsNhsPHjygEhHe3t5ITEykmB1/Gv8GC/4fQ6dOnXD9+nUMHToUSkpKSElJQa9evXDjxg0cOHAAcXFxuHXrFvbs2YO0tDRUV1dj5MiR2L17N2xtbYXSA4VFLUU1MkFBQYzb5rYFVFdXh5+fn0DW8/r161i8eDE+f/4sdD+tRVxcHKytrcWKcHfv3h0XL17E8OHDeSZBOTk5GDhwoMiJ7IwZM5Cbm4vQ0FBqEvH27Vs4OjpCR0eH8WX/U5oJMjIytAP9nJwc9O7dW+yJbmvLMH4HBw4cwIkTJ8QK6vyT0NbWxqlTpzBu3DieZyAkJAT79u37x10//hsgarKdmZn5WwGVpqamFrOMuNHY2IigoCBGvQBONo8bHJaRnZ0djh49in379lGq260BUz33tGnTEBERwdgmvn79GmPHjkVCQgIWL16M+/fvUxNJFouF8ePH49ixYyKp81VVVbhw4QICAgKQlJSExsZGHDlyhMpqtBba2to4dOgQrb0p0DzwXrNmjVBNBqCZJh4aGiqg+H/v3j3MnTuX0pL4kxA3kyUnJwcWi4Vly5YJVRSfNWsWbda8vr4e48aNQ3x8PMaPHw9dXV2wWCxkZmbiwYMHGDFiBB49eoQhQ4agV69e2LFjhwBFv7a2Fo8ePUJAQADi4uIwadIkODs7w9LSUuzAIBPMzc2pgAUdOG4K/v7+CAoKQkBAgFDtC2FMOWHZWoDZ0vnSpUs4e/Ysnj59iokTJ2LOnDmYMGEC5OXlkZ6ejoMHD4p1ruIy0VJSUhAQEIALFy5AXl4ejo6OcHV1RV5eHjw9PfHr1y8kJSXxrPPu3Tvo6uqKtX1h6NWrFyZOnIg9e/bQZpqnTp2KW7du0Wa1/wS0tbVx5cqVP5bd5cbnz59hbGyM0tJS6rlIS0vDjx8/KO0VYWCxWCLHZkzPUEs1nLjdYOjAPal88eIFAgICcPbsWdTU1GD27Nnw8PAQ0Hj5U9DW1sbRo0dhZWUFRUVFpKWlUZ8lJCTg/Pnz/8h+uVFYWIhjx47xZO2XLl2Kdu3a4f3796ioqEDfvn1RVVWFNWvWIC4uDiwWC3Z2dgKW4XT43YAHk/5I9+7d4e/vj3HjxuH9+/cUu1Yc7aN/AqdPn8aaNWvQu3dvPH/+HLNnz4aPj4/Ifjk7OxsvX77EoEGDeBwf7t27B01NzT/SFtHiH5NO/BetRlJSElm7di2ZMWMGpWjPWYKCgkhkZCT127Vr1xJlZWUyYsQIkpeXRxQVFcmHDx8IIc1q2hx11vfv3xNZWVmBfQUFBZGamhpCCCGBgYEkKCiIcfkdtG/fnvj7+1MqtPzLrVu3CJvNJtLS0uTdu3cC62dmZhIZGRmR+0lKShKquuvj48OzeHt7k/Xr15POnTuTmTNninUusrKylKo1t8J1WloaUVJSErm+kpISSUpKEvg8MTGRKCsrM64nrhqsKBgaGhJfX1+Bz48ePUr09fVFrl9ZWUlcXFyIhIQEkZCQoM5/2bJltE4brUH//v15HCL69+9POnbsSCQkJMipU6f+yD5+B/v37ycGBgYkISGBKCoqktjYWBIWFkbU1NRor+3/X1BeXk7s7OxISEgI0dLSIg8ePCCE8L4nwcHBYj1nGzZsIGpqauTEiRMkPT2dpKWlkePHjxM1NTWyadMmkesvWbKEyMvLk+n/X3t3HRdV+v0B/DNDp2IiKiW2CCLiIgagAnYn6iLoqtgrGGsg2N2uBQKuK6JrFxZiYSsYiFKCgYW4CmLA8/vD39wvwyTMwKB73q/XvHaZuPcZGO/ce57nnNO/P5s4cSKbNGmS0E2Su3fvMjMzMxYVFcVsbW3Z4cOH2fPnz9n79++FbvKQ1PlEQ0ODVa5cWexr7t27x6pVq8b69u3L3ZeVlcWuXr3Krl69yt6+fSvXvot6+PAh8/f3Z8bGxkxbW5t169ZN7PPi4uK4TgJxcXFibwMHDmRWVlZiKzvn5uayJk2asPHjx8sc0/jx41mtWrVYREQES09PZxkZGWzXrl2sVq1abOLEiSV6n8oirkuGuK4Z9vb2YrvHMPa9+v+iRYuYjY0N09HRYTo6Oqxp06Zs0aJF3Peurq4ue/z4schrx4wZw4yMjJiNjQ1bvXo1e/PmjVLfX/Xq1dnt27clPn7r1i2mqanJDAwM2KBBg9iRI0fYt2/fGGOMqaurs/v37zPGGHv58iVzcXFhPB6PGRkZsYoVKzIej8dcXV3Zq1evGGNM6PdV+Car84iamhqbMWOGSMeBwvtXhhUrVrAmTZowDQ0N1qNHD3b48GHu34DA6dOnGY/HYwMHDmQvX75kjDF2/Phxdu/ePbn2Ie28jrHvn4PC3TLEefPmDVu9ejWztbVl6urqzMPDg+3Zs4d9+fKlBO9aWEhICOvUqVOJjy+yfPz4kW3evJn5+vqyKVOmsLCwMPb48WOJ54RpaWmMz+ezGzdusLS0NLGfH3k+Q6Xl+fPnbPHixaxevXpMT0+PVapUibVo0YKpq6tz3biUTVdXl+seYmxszG7evMkYYyw5OVmuc09VKdo1TE9PjzteGBkZMR6Px/T09OTqJibL3bt32eTJk1m1atVYhQoV2G+//cauXLnC1NXV2bNnz7jn6ejosLt37yq8v+J6+vQpc3NzY0ZGRmz79u2Mse/n9jY2Nqx27dpCHXSKS9rxXFFU4LCciYiIwLBhw+Dm5oZTp07Bzc0Njx8/RmZmJnr16oWFCxfizz//BPB9qen69euxevVqHDlyBJMnT0b9+vWRmJgIc3Nz2NraYvPmzTA3N8emTZvEFhksvDTKy8ur1N5X8+bN8fz5c4m9lrOzs8EYg42NDdavX4+1a9cKPb5+/Xq5It5jx47F1KlTRSqNPnv2DEuWLMGrV6+E7ufz+ahatSp+/fVXzJgxQ6730qJFCxw9ehTjx48H8L/lalu3bhXJyROnoKBA7PJRDQ0NufPqFPH7779j3LhxeP36tVAqyooVK7B69WqZeXFDhw5FXFwczp07Bw8PD+7+Dh06ICAgQO6aDdIUTYcR/J2cnZ2VkveqqKlTp3KpI3l5eWjbti20tLTg5+eHcePGqXp4AMTXpgC+/1tKSkoqlYi6oaEhgoKC0LVrV/j6+mLixIkICQkBj8fD8+fPERsbCz8/P7mK74SFhWHbtm1Cq4wEqU2+vr4yO15EREQgMjISnTt3LtZ7yM7Oxvv377nPdvfu3YVme1kxKrhLSutq1aoVtm/fjunTpwsVa0xISED79u3h5OSEiIgI7n4jIyOhYmslUb9+fSxduhSLFi3C4cOHJaYz2dracsVWbW1tuZVfhQl+rlevHsaNG8fNmickJGDDhg3Iz8/HzJkzZY5J0SKW8jpz5ozEFSaSfg/FyXGeOnWqxFnz6dOnSz0mtmzZEklJSSKrRDZt2gRTU1NYWFggJiZG4oxn0cKJ8srKypKYGwt8X/Xx5csXjB07VqT2RWHjx4/Hv//+i/v374uslJswYQKXr14S3t7e2LhxI1ckdMCAAQrVEJHkzz//hLe3N4YPHw5jY2ORx2NiYtCtWzc0atQI+/btw4IFC1CtWjXEx8dj27Zt2Lt3r9TtyzqvAwB3d3fcuHGDK4gpTuXKlTFx4kRMnDiRm9UeOnQo9PX1MWTIEPj6+pZ4Vnvt2rVISkqCiYkJzMzMRIowKlqrSE9PD7/99luxXnP27FnY2NhAXV0dZ8+eVUphTHmJKxIuKDq7fft2nDx5Ek2bNsXkyZPh6emJ2NhYBAYGYsaMGZg7dy58fHyEtidp5UPRc11patWqhRcvXsDU1BRWVlZcEdjr169LTMWRpTgdgGSdM0hKkUlNTeX+/++//8bGjRsRHBzMzYInJiZi5MiRGDVqVPHfQBFNmjTBypUrsXTpUq7+SJs2bfDt2zds27YNY8aMQdWqVaGmpibyGS8LTZo0QcuWLREfH8/VvrGxscH169cRGBjIFbEVXOfJUrh+TFxcnMIrjyWhNIRypmnTphg1ahTGjh3LLd21sLDAqFGjUKNGDSxbtgwPHz6Eqakppk2bxrWPun//PpydnbF69Wp8/foVXl5euH37Ntzd3fH69WuumNbo0aMlHgzevXuHly9firRlfPv2LapVq6bQh3D//v3IyckRqthddN+HDh2Cubk5unTpAlNTUzg6OoLH4+Hy5cvIyMjAsWPHZFbX1tfX52oIFJaamoqmTZuKreRaXJcvX4aHhwc8PT0RGhqKUaNG4f79+4iNjUVMTIxQLQBxevTogezsbOzatYurpPzs2TN4enrCyMhIpGODgLLSEIDvJ0cLFizA8+fPAQDm5uaYO3cuhg0bJjMvbsWKFQqlYcjy7ds37Ny5E+7u7kInbuKK90lS2sX7BHJzc/HgwQMUFBSgUaNGZdKJQV7ialMA30/6unfvXmotMAun9MycOROrVq3iUg4EAZV58+bJ3I62tjbi4+NRr149ofsTExNha2srMx/exMQE586dE3m9QNGTNMYYXrx4gR07dqBt27YSi/cJKJrjeP36dbRv3x6zZs3C1KlT8fDhQ7i4uMDBwYHLs1eFJ0+ewNTUFDweT2pdgKdPn2LBggWIiooSSpFwd3fHxo0bhZZIylLSIpbyCAwMRFBQEOzt7cVW4pd0vJWXrBxnWcfr/fv3Y9asWfD39xcKNgg6z8haulvSYq/ytLyrUaMGfHx8pNa+qFChAk6fPo0WLVoIvf7atWtwc3MT6SJUXJ8+fUJkZCRCQkJw9epVuLu74+jRo0rNr09LS4OpqalIagdjDBkZGRgwYAD69euH33//Xeg77/r16+jZs6fM9EhJ53UeHh4wMjLC4MGD8fr1awQFBWH48OFig06Fv9ME530hISF49uwZ+vTpgxcvXiA6OhpLly7F5MmTi/07kFX7qbi1ig4dOoROnTpBQ0ND4nf31atX0bx5c/Tu3Vvic168eIEaNWqU2Xf669evJRYJLygogJGREQYNGoSRI0cKtewsfBwoKCjgfpZ1HJC3Jg6Px0P//v1haGiIP/74A3v37sWgQYNgbm6O9PR0TJ48uUQB1sDAQPj7+0NXV1fmZ0Dc44UvIWUF8rKyslCnTh3s3btXJI3x5s2b6Nu3r1BgQRkE9Ud+//13AN9/j4KgS+FWwwIlDb7K688//8SYMWMkPn7jxg14eXnh3r17UrdT0voxJUXBgnJGT08P9+/fh7m5OapUqYLo6GhYW1sjISEBrq6uyM/PR1RUFJo1ayZUkT05ORk2NjYihXZyc3OxbNkyjBgxAjVr1pRafXv48OHcjFJhz58/R506dUq9pUjh/W3YsEGooJavr69cLYoqV66MI0eOiMzwt2vXDrGxsejatavE16qrq8PY2BgdO3ZEt27dpO5HXF/sadOmwdraWuYYMzIy0KNHD9y7dw+1a9cGj8dDeno6dHV14ejoKNS9oTB5+8wWx+vXr6GjoyN0kSsrL+7AgQO4d+8eLC0thU6c4uLi0LZtW66YpSJ0dXWRkJAgtBKl6Ilc0RnPwifrpRVd/ZEoqzaFJLIutgW1N0oaUGnZsiVatmwpsp/x48fj+vXruHLlitTXr1ixAikpKVi/fr3YAGnRkzTB6hVXV1fMmDFDoZz+wrKzs7F3714kJyfD398flSpVwq1bt1C9enUkJiaia9eumDp1KrZu3Qo7Ozvs27dPrsJ1ZSE3N1fmhfu7d++QlJQExhjq1q1bKjO/iqhRowaWLl2KoUOHcvfJmkEDvh+nBRfFALBjxw706tWL+/xmZ2dj8ODBmDZtmtTtyAoqias9ULiOT2kdy/h8vtzFAaXVvjAxMcGFCxeELpyA7/nc7dq1EwoeS2rpLG/xusePHyMkJATh4eH4+PEjunTpgr59+8pdxE4SNTU1vHjxQuJEiY6ODu7evQsLCwuh77y0tDQ0aNBA5rFU0nmdIF9f1meRx+MhLy8Phw4dEprVHjFiBDw9PbljVUREBMaMGSNX7aXSJk87aMF7L3xxLe45wPcVjS4uLnBxcSlWILK4pBUJ79KlCxYsWMDlwRcmb62D5ORkbN++HcnJyVizZg2qVauGEydOoHbt2mjcuHGxxnrlyhVcvnwZVlZWCgVTvL295cqXL3pu9/XrVyxZsgT79u1D3759Ub16dcyfPx/u7u7cOXhsbCyioqIwe/ZsTJ48Gbq6ujh37pzISrlr167B2dlZalHb4ihaf6RSpUqoW7cuPn36hFu3buHbt29irwdU3WkL+F4PTFyL+6dPn8pVP6Y0ULCgnKlduzaOHTsGa2tr2NjYYPr06Rg0aBBiY2Ph4eGBrl274uHDh2jWrBl27dqF9PR0VK5cGYcOHcIff/whFI0qPNsjjeBkfPLkyZg3b57QyXx+fj7Onz+PtLQ0mVX+FfX161e4ublh8+bNEmcDZZFUdbdBgwbQ0dGBs7OzxNcWFBTg1atXiImJgZ+fn8xq70W9fPkSmzdvlru/6alTp4QCIjt37pTrdaV9MNPT00NCQgJMTU1Ro0YNHD16FHZ2dkhJSUGzZs1ga2uLvn37Yvz48TAwMEB8fDwsLCwwbtw4JCUl4cSJEwqPwcXFBRMnTpS4jPv06dOYNm0aFi5cKLQCRVBEq2PHjgqPQZqcnBwsXrxY4tJmWYXdykKTJk0wevRokbSIdevW4c8//1S4CKO8F9tJSUlITk5G27ZtoaOjI9fJMfD95EuRVUa9evVCdHQ0KlWqJLYNlDwzCIq2MouPj0eHDh1QoUIFpKWlITExEZaWlpg9ezaePHmC8PBwHDhwAP369YObmxsOHDhQbgIFwPeVWj179sTQoUPRsWNHhYvqAd+rk4eGhsLQ0FDmRZ4yZnkqV66Ma9euCbXFlaeDTmBgIKZMmcIV0TM0NMSdO3e4VWvFbcsniayuDpJS9xRV3MJvAomJiQgODsaOHTuQnZ2NChUqoH79+lJXykmbrQWKH9wtKCjA0aNHERwcjOPHj+Pz58/Fen1RhS9sC3vy5AkaNWoEIyMjREZGolWrVkLBgv3798PPzw/JyclSty/rvE6eAHuVKlVQUFAgdlZb4N27d7Czs1P67KwqXbhwATExMTh37hxiY2ORl5cHU1NTuLq6csEDZRZ6lKdIeEnFxMSgU6dOcHJywvnz55GQkABLS0ssXboU165d49JZyrp4tKRgmbzOnz+PyZMnw9zcHC4uLiLnHOvXr8fp06dx4MABdOvWDenp6QgODkbz5s3B4/Fw48YNjBw5ErVr1y7WClJxVq5cie3btyMxMRGdO3fGiBEj0LlzZ6HvrqSkJDRo0IBLfVMFSStweTwetLS0RIIFnTt35orcenp6wsPDA2pqasVuh1xSVLOgnGnTpg1OnToFa2tr9O/fHxMnTsTZs2dx6tQptG/fHhs2bMCsWbOQkZGBf/75B5UrVwbwfQmPoD9oeHg4li1bJtTL1d/fX2hmpTBBO0PGGDZt2iS0/FVTU5OreaCoT58+4ebNm6hUqZLIBzsvLw+RkZG4d++eQnlpK1asQNu2bWFmZiZUdbd69eo4deoUateuLXMbR48exZgxY4odLMjMzERgYKDcwYKOHTsKXdR26NChWPsrjuLkpcnKi1u0aBE8PDzw4MEDfPv2DWvWrBFKw1AGX19fTJkyBU+fPkXz5s1FlopNmjQJmzZtEmrF5e7uDl1dXfz2229ISEhQyjgkGTFiBJdHK25pc3kgqzaFomSdkL59+xb9+/dHdHQ0eDweHj9+DEtLS4wYMQIVK1bEihUrpL6+Xbt2ePTokdAqo969e8u9yqhixYoSq/UXJa41o6xWZvIEC37//Xd4eXlh6dKlQrM2a9asQU5ODo4cOcLdd+HCBZEcckX7ZisqPDwcu3btQq9evWBoaIgBAwZgyJAhIkvOi6NChQrc71IQ0FXEy5cv4efnxwXuis5/+Pn54e+//+aW9QPyLakWLM8VkDWvUtJZ89IKBshS0qBz0doXGzZswNu3b2Fubi60Us7a2hp//fUXgO/H63fv3uHKlStiWzoXF5/PR7du3dCtWzeROkTFUXhp8pw5c4RW0eTn5+Pq1auwtbWFk5MTpk2bxnUwKSgowKVLl+Dn5yfXcUDaeZ2mpiays7NRsWJFqdtYtWoV+vXrJ3ZWW8DIyKjEgQJZtYpUdSwyNzfH9u3bcfr0aXz9+hWxsbE4d+4czp07h127duHz58+wsrJCYmKiUvaXk5PDXTRXqlQJr1+/Rr169WBtbY1bt27h+vXr2LNnD9LT0/H69WsYGhqCx+Ph/fv3EluDA9+PA9OnT8f8+fO5dBYBFxcXrFmzBrm5uRg/fjy3AvjRo0e4d+8etmzZgkqVKqFv375Sx17S1QWKzhlXrVoViYmJSExMxJIlS0Qed3d35+q2hISE4Ndff4WDgwMXGP/27Rvc3d2xbds2hcYByK4/AgCmpqYIDg5WeF+KqFixoszzcC8vLwQEBIDP5+PkyZOYMGGC1PoxpYlWFpQzWVlZyMvLg4mJCQoKCrB8+XJcvHgRVlZWmD17tswlnitXrsTs2bMxbtw4ODk5gTGGS5cuYdmyZeDxeFI/nAUFBcjKyiqVZaSPHj2Cm5sb0tPTwePx0KZNG+zatYsruiiYpZk0aRI0NDQUKm6Vk5ODnTt3CrV2GTRokNwzdtnZ2fD29i72rJY8NQUKCgoQGhqKffv2IS0tDTweDxYWFujbty+GDh1aahedxclL+/Tpk8y8OEXSMOQha2mupqYmrl27JrK/+Ph4tGzZstRTZipWrIijR49yPW7LK2m1KZRJ3MX2sGHD8OrVK2zbtg0NGzbkZuNOnjyJyZMn4/79+0odQ3HJas3YoEEDqa3M5FGhQgXcunULderUEZqRXLFiBaZPny7z5EgZvbmV4cOHD9i7dy9XrM7CwgJDhgyROzBamjp16oT09HSMGzdObODu7NmzCA8PR9OmTdG0aVOR74GVK1eK3W7R2ebCfz/gf99ZmZmZcs2aS5st3LFjBzZt2oTU1FTExsbCzMwMq1evhoWFBXr06FH8X4oKFF0pVzj4XZqztYpwcXEB8H3G19HRUWg2TzBR4ufnB3Nzc3h5eSEiIgKMMairqyM/Px+DBw9GaGiozPoi0s7rVq9eLXZVQ1mTVatIkZZ2siZepB1HxJ1Xffr0CRcvXkRUVBS2bt2Kjx8/Ki1dp0WLFtxS+p49e8LQ0BCLFi3C2rVrERoainfv3nGFKr98+YI6dergzZs3eP/+vcQ2kIJ0In19fanpLKNGjcKlS5ewevVqeHh4ID4+nksjlLUiT5GUJT6fj5cvX0qsXyIQHx8v9LMg9XDx4sX4+vUrnj59inHjxgkFWQFg2bJlWL9+vdAqqkePHnGTOg0bNizxamIBcUViy7Pw8HDMnDkTXl5ecHBwAGMM169fR1hYGGbNmoXXr19j+fLl8Pf3xx9//IHY2FiEhIRIrR9TqkqpywIpga9fv7LQ0FD24sULqc979+4dW758OfPx8WEjRoxgK1asYNnZ2Yyx7y1KwsLCRF4zYcIEVq1aNXbgwAGR29SpU5mOjo5Ia8Jv376x27dvs6ysLIXfW8+ePVnXrl3Z69ev2ePHj1m3bt2YhYUF1wYmMzOT8fl8Nm7cOGZoaMjs7OzYb7/9xiZPnix0K89ktTYsKChgXbp0YTwej9na2rKBAweyAQMGsKZNmzIej8d69OhR6mP89u0bO3fuXLH+prGxsWzFihXs4MGDpTgyYdLaKaWlpbE2bdowV1dX9vz5c+41L168YB06dGBt27Yt9fGZm5uzBw8elPp+lOXVq1fsw4cPSt1mfn4+CwwMZIaGhlwbqwoVKrCgoCCWn5/Pqlevzu7cucMYE26dmJKSwvT09OTax7t371hUVBTbsWMHCwsLE7opSlZrRnlamclSrVo1duvWLcaY8O8gKiqK1apVS+H3oAr3799ntra2SmlXNnfuXJaUlKTQNvT19aW2jHJ2dha5qaurczdB+66iNwBCrWwL//0Y+9931uDBg1mrVq3YtWvXmJ6eHjt58iTbsWMHq1+/Pjty5IjMVrMbN25kVapUYfPnzxdqy7t9+3bm7Oys0O9GVd69eyf0c3FbOpc1Ly8vudqhJiUlsT179rDdu3ezR48eKWXfPB6Pa8Uoi6z2i4qwtLTk2nLr6+tz/y7XrFnDBg0apNC2bW1thW6NGzdmurq6zNDQkDVr1kzqa+/cucN4PB47c+YMmzVrFmvdujXT0tJiDRo0YKNGjWI7d+5kT58+VWh8hf31118sJCSEMfa9fWjVqlUZn89n2trazNTUlK1fv54x9v13dP78eZafn89GjhzJJkyYIPWchTHGatasyS5dusS9XvBvfd++fczS0pKZmpqy2NhYkccfP37MDAwMlPYei+LxeKxixYoSj4WFWxwK2lUWvjk6OrKEhAS2fft2xufzWefOndm8efPYvHnzWJcuXZiamhrXJrCwgoICVlBQoLT3UKtWLTZ06FC2fft27nhTXrm6urLdu3eL3L97927m6urKGGMsPDyc1a9fX+jxnJwcFhwczJycnJiGhgbj8/ls9erVIu1llY2CBeWMjo4Od2AR5/r166xSpUqsZs2arFevXqxnz56sVq1arHLlyuzmzZtMS0tLbM/mR48eMS0tLaH7EhISWM+ePZmamhobNmwY8/b2Ztu2bWOMfb+obNWqFdf/NDo6WqH3Va1aNRYfHy90n6+vLzM1NWXJycnciZe4E7vCN3ndv3+fHT9+nB08eFDoVppkBQtCQkKYgYEBO3v2rMhjZ86cYQYGBkq5CJJFS0uLpaSkKLSN/Px8lpiYyC5cuMBiYmKEbmXh8ePHXF/sOnXqsDp16jANDQ3WuHFjsZ9/ZduxYwfr27cvy8nJKfV9KerVq1fswoUL7OLFi+z169dK266si219fX3uhLrwic+1a9dYpUqVZG7/0KFDzMDAgAtCVKxYkbsZGRnJfH1mZiYbMmQIq1GjBlNTUxPpz12jRg2xx4QDBw4wExMT1qtXL7Ff5sUxcuRI1rNnT/blyxemr6/PUlJS2JMnT1izZs3YxIkTFdp2Wfr06RPbvXs369GjB9PS0mK1a9dmU6dOVXi71tbWjM/ns5YtW7J169axV69eFXsbDRs25AIy8goNDZV54/F4zNnZmQtUa2pqMm9vb+7nUaNGMT6fz4yNjdnVq1cZY98vihMTExljjB08eJA5OTmxCRMmsObNm7MLFy4wPT097t/BwYMHma2tLWvYsCHbv38/Y0z438ndu3dZ5cqVi/37KGuLFy9mERER3M/9+vVjfD6fmZiYcMFCe3t7duLECcYYYz169GBDhw5lT58+ZVOnTmWWlpYqGXd5wePxWFJSEnv//r3U265du5iGhgbr0qUL09TUZF27dmX169dnFSpUYF5eXgqPQ1dXl5u8MTY2Zjdv3mSMMZacnMwMDQ0V3n5R79+/Z7169WLh4eFSn9e8eXMGgDVp0oT5+vqy3bt3s8zMTKWPR5KcnBx28+ZN9vr1a6arq8tdhFauXJnFx8czPp/PLly4wIyNjWVuy9/fn7Vu3Zq9ePGCGRgYsMePH7OLFy8yS0tLNnfuXKFgYeFjwZ07d0rlbyDA4/HYmjVrZB4TiwZA0tPT2adPn4S2deXKFTZ48GDWrFkzZmtrywYPHsyuXLki9JywsDDWpEkTpqWlxbS0tJi1tbXMz4Es58+fZ/PmzWPt27dnurq6jM/nM3Nzc+bt7c127Nih1ICSMujo6IgNOD569IgLoMoKpj58+JD5+/szY2Njpq2tzbp161Zq46WaBeVMy5Ytcfv2bYl5jJMnT0b37t2xdetWbinjt2/fMGLECEyaNAlWVlaIjIzEH3/8IfS63bt3c3kuz58/R0BAAMLCwuDu7o7bt2/D2toaNWvW5Fp6HD58GGlpaXj48CG3XObSpUslfl+fPn0SWXq5YcMG8Pl8tGvXDn///TcAlLgfs0BKSgp69eqFu3fvClXLFyzfUmSpmiC/UZLXr19LfXzXrl34448/uKWPhbm6umL69OnYuXOn0peIF2VtbY2UlBSJLXvevn3L1cLIyMjA1q1b8enTJ3Tv3h1t2rTBlStXMHjwYDx58kRkyZ2yqnfLGoOVlRXi4+PFLn0ti/oBK1asQHJyMqpXrw5zc3ORpc2K9qRWhpycHIwfPx7h4eFccT41NTUMGzYM69atU7g9XVhYGLZt2yaUJ2ljY4OaNWvC19cXbdu2RXh4ONcmUZDru2zZMrH/BoqaMmUKvL29S5wG4OXlhfT0dMyePVvs8vQBAwagQYMGQvcdOnQIz58/x+vXr9GlSxf4+/vjwYMHMluZSbJ8+XJ07twZ1apVw6dPn9CuXTtkZmbC0dERCxYsKPZ7KmsnT57Ezp07ceDAAaipqaFv376IiopSuG2kQHx8PO7fv4+dO3di5cqV+P3339GhQwcMGTIEPXv2lOvvvnr1akyfPh2bN2+WWSVdkC4jT3qHIKdfUNi3VatWIoVL27Zti5s3b0rNcc7IyOBazRb+DDZq1AjJycn4+vWr2HZXWlpayMnJkTlOVdu8eTNXm+DUqVM4deoUjh8/jsjISPj7++PkyZOYNGkSXrx4AeB7vQh3d3fs3LkTmpqaCA0NVcm45Sm0+fDhQwDfCydLI2kZPZ/Pl/l9xBiTugSb/f/y88aNG2PVqlVc+8U1a9YItdVWlKxaRcpmaGiIoKAgdO3aVWI9LQBcNxIXFxc4Ozujbdu2qFKlitLHk5ubC39/fxw4cABfv35Fhw4dsHbtWlSpUgV2dnYAvv/7FrTfrlmzJu7duwfGGN6/fy9XFf8FCxbAy8sLNWvW5M5ZBOkss2bNwtmzZ3H06FGMHz8ewPfvzLVr1+LBgwdwdHQU6QxUlCKpIgMHDlRKKkzLli2lFuuWlCo9evRovHnzpkRtP4HvdUHatGmDWbNmlUltC0XVqlULwcHBIinXwcHBXG21t2/fSk0LL1o/JiQkpPQGXGphCFIikZGRzNLSkq1bt45dvnyZxcXFCd20tbVZQkKCyOvu37/PdHR02N69e5mamhpzd3dnQUFBbN68eczd3Z2pq6uzHTt2cCkHjo6O7Pz580Lb0NLSYhkZGYyx7zNigpmvlJQUhZdAtWjRQmLkcOzYsaxixYqMz+ez4cOHi11O8/HjRzZ8+HCZ++natSvr0aMHe/XqFdPX12cPHjxgFy5cYA4ODiLvt7hkrXqQtfqhevXqUpfL3rp1i1WvXl2hMcojKiqK2drassOHD7Pnz59zMxeXL19mpqamjM/ns/r167Pbt2+z6tWrM319fWZoaMjU1NTY/v37mY2NDevXrx978OABe/fuHcvOzha6KSI+Pp6ZmZnJHIOqzZ07V+qtPPjtt9+YpaUlO3bsGPc3Pnr0KKtTpw4bPXq0wtvX0tLiZlELe/jwIdPW1mb3799nVatWZR4eHkxTU5P17duXNWzYkFWvXl2upeeKpgFIWp4uOMY5ODiw8ePHCz3G4/EYAAZAZKll4Vtxl+CfOXOGLVu2jC1ZsoSdOnWqxO+prOno6LC+ffuy/fv3sy9fvpT6/i5evMh8fX1Z1apVpX7nFF0yq6mpyfh8PtPX1xdZOisrXYax78vLZ86cyQYOHMgtCT9+/Di7d++ezDHLmjWXNVvYsGFDduDAAZHH16xZw+zs7Er4myw72traLD09nTH2Pd3xt99+Y4wxlpiYyCpWrCj2NYVna+VZ/v/HH3+wkydPKnUll5eXF3eu4eXlJfYGgOnq6nKzpOJu0pbRi0v7LJr+CYDt27ePnTt3TupN3Kw2Y4w9ePBArlltWaZNm8YWLFjAGGNsz549TF1dnVlZWTFNTU02bdo0hbcvzoULF5iGhoZISkXhW9u2bRmPx2PTpk1jDg4OTFNTkzVp0oSNHTuW7dmzp0SrkcTx8/Njurq6bOTIkWz8+PGsSpUqrG/fvowxxp2XDho0iK1YsYIxxtj8+fNZ1apVGQBWq1atYqWCSEpnuXTpEjMwMGCjR49m2trabOLEiUxbW5vp6uqyGzduMHNzc4k3CwuLEr93Pp8vNRUmNzeXHT58mPt5+vTpQunBfn5+IisMJJGUKh0aGsrMzc2LP3gpcnNz2cmTJ9mUKVO44395cfDgQaapqcmaNm3KpZTb2NgwLS0t7ne9cePGcpN+TcGCcmL48OHs/fv3Ek9MBf+tVq0ai4qKEnn9iRMnWLVq1RhjjN24cYN5enoyOzs71qxZM+bp6ckmTJjAKlWqxBo1asSdmBRlamrKoqKi2Ldv31jt2rW5D+y9e/ckfunLa+HChaxTp04SHx8zZgz3HsUdtF6/fs3U1NRk7qdy5cosLi6OMcaYoaEhe/jwIWPs+8m6ra1tCUevHBoaGkI59kU9e/aMaWpqlvo4in62BDfBRdKFCxfYqFGjWM2aNdnw4cNZfn4+y8/PZ76+vqxly5ZMV1e31Jb6e3h4sK5du0ocg6mpKWvevDn3/Pnz5wvlx75584Y1bNiwVMYm8PXrVzZ37lzuBLm8qly5stj0obNnz7IqVaqUeLvSLrYZY2zcuHGsZcuWjLHvdSTmzJnDunTpwjp16sRmzpwp9d9AYYqmAUhanl6hQgUWHh7OYmJimJ6eHmvYsCHz9vZmPj4+rGHDhlwuKmFyXcgp0+3bt9mUKVNYzZo1RWroFCZPGoHgJitd5ty5c0xHR4d16NCBaWpqchfrlSpVYl27dpU55r/++ovLxy2a4xwREcHatm3L1q5dyxhjXCoKY9+D5O7u7iwkJITVrFmTRUREMD09PbZr1y42f/587v/Luxo1anB52PXq1WORkZGMse9Bw6Kpj0W9f/+eO1ZI4+7uzgwMDJimpib75Zdf2PTp09nx48eVXoelqE6dOjFtbW3Wo0cPdvDgQfbt2zeFt1k0/VPemgW1atXiAgRNmzZlf//9N2OMscuXL5fKEvUrV64orVbRmjVrhG6rV69m06ZNYyYmJszCwkJisKbwTeDff/9lx44dY/7+/qxFixZMU1OTNW7cWOExWlpaCv17u3r1KlNXV2ffvn3jzkvfvn3Lnj17xhj7noq5ZMkSBoC5u7uznTt3iqS9liQFNj4+ng0bNow1btyYNWzYkHl6eoqk8CqbrM/gpk2bhI6F+vr6rGXLltwEmbGxMVu5cqVc+ypOqnRxffr0qcxqWyhDamoqmzZtGpdSPn369HJba4GCBeWE4GAkq7Db+PHjWa1atVhERARLT09nGRkZbNeuXaxWrVpSc2B5PB7T1dVl3bt3lxjBbdCgAatQoQJr0KABMzU1ZXl5eYwxxoKDg9kvv/xSqu///fv3LDs7W2z+XlZWFgsLC2M1atSQuZ2KFStyJ3uWlpZcfYCkpCSVF1Li8/lSo+CCug2lTdLMhaGhIQsODmaMMfbhwwfG4/HY9evXudclJCSwChUqMBcXF3b8+PFSGVvhYI+4MfD5fKEZRwMDA7FFx0qbvr5+uT2oC+jo6Igtwnjv3j2mq6tb4u2W1cX2tm3bmKmpKQsICGB79+4t9slXVFQUc3NzE/k7bdiwgRkYGLDevXuz9PR0NnPmTNa7d2/Wq1cvNnPmTO5kUBFnzpxhDRs2FHuxnZ2dzRo1aiT0O/r8+TN7+PAh+/r1q8L7Li25ubkiedTKkJKSwubPn88aNmzI1NTUmIuLC9u6davCq5QEZNWm+OWXX7jZwsIz+zwer0QrvYrOmoubLezQoQPT09NjN27cYIwxtmXLFmZqasoFcWvVqsXVDyrvxo4dy8zMzFiHDh1Y5cqVuQv4iIgIxuPxuGJxRX348IH98ssvcgd3v337xi5fvswWLVrE3N3dmaGhIdPQ0JAr2KCI58+fs4ULF7J69eoxY2NjNnXqVG4SojiePXvGRowYwTQ0NFjXrl25C0B5gwXiZrVHjBjBzMzMlFLgsDQVnQW3tLRkLVu2ZDNmzCh2Ybb8/Hx25coVtmjRIubm5sblpytKQ0ND5GJSsGpG2t9I2go0wUo1Ho/HGGMiBbt/lALebdq0Yfv27eN+LlrsdceOHXJfIzRu3JhbwVLYvHnzWJMmTUo8xrZt2zIdHR2V1bb42VHNgnKC/X/ut6yey8uXL+d6fH/79g0AoKGhgTFjxkhtNzhs2DCZuXO//PILunTpgoyMDPTr14/LU1NTU+N6pJYWQc9RHo8nNn+Px+PJbPkHAE2aNEF8fDwsLS3RsmVLLF26FJqamtiyZQvX8kpVGGPw8vKSmP/3+fPnMhmHpHzjDx8+oGvXrgAAfX196OnpoVKlSgC+5xa/ffsW//77L8aPH48pU6YgMzNTbC63rL7i0mRlZXG9cYuOAfj+OxS0uRP8rArt27fHuXPn4OXlpZL9y8PR0REBAQEIDw/nenN/+vQJgYGBcHR0LPF2Fy5ciLFjx6Jjx45ISEjA5s2bkZCQAMYYevfuDV9fX5iYmAD43ob02rVrePXqFVc3QUBWbY6RI0cCEN92S57aGAMGDEBubi7q1KkDXV1doc8pj8fDu3fv0KJFC2zevBnz58/nHjt79iw6dOiAK1euwNDQUGib79+/R6tWrfDnn3+ibdu2Eve9evVqjBw5UuT1wPd2iqNGjcLKlSvRvHlzkb7alpaWmDBhAkxMTEr9uCtLTk4Opk2bhsjISLx9+1bkcUXrkzg6OnItUIcPH47BgwcLtd+Ux7Fjx6CmpgZ3d3eh+0+ePIn8/HxkZWWJ1KYAgAYNGiArKwvv37/nauYU9e7dO4n7Xb58Ofz8/ETu19XVhZ2dHf7991+4ubnhypUruHTpEpYvX446depwueCxsbFc69eRI0di5MiRePPmDQoKCrjc4WfPnhX791HWVq1aBXNzc2RkZGDp0qXQ19cHALx48QKjRo2Cr68vjIyM0LNnT+41Hz9+hJubG7KysnD+/Hm59qOmpgZHR0dUqlQJRkZGMDAwwIEDB5CcnFyicTdr1kzu+ja3bt3CjBkzcP78eWzfvh0tWrSAtbU1Tp8+DR0dHamvff/+PRYuXIh169bB1tYWZ86cQZs2bbjHzczMZLZeBID169cjLy8PADBjxgxoaGjg4sWL6N27N2bPni3X+5Bm0aJFqF69Ory9vYXuDwkJwevXrzFt2rQSbzs1NbXEry0oKMCNGzdw7tw5REdH49KlS8jJyUHNmjXh4uKCDRs2yFUDR5b8/Hyh1pkAoK6uzp1nS/usSGt96eLigv379wP4X/0TcXg8HtLT06WOsXbt2ti7dy+io6PFfqcWt923vB49eiR0Xq6trS3U3trBwQFjx46Va1uBgYEYMGAAzp8/DycnJ/B4PFy8eBFnzpxBZGRkicd4+fJl1KhRo9RrWygiPj4eTZo0AZ/PF2lDWZQi59GlgcdUdbZNhMjb51QgNzcXycnJYIzBysoK+vr6Mr/4eDwed+Arb2JiYsAYg6urK/755x+hC0RNTU2YmZlxFyDSREVFIScnB71790ZycjK6deuGhw8fonLlyoiIiED79u1L821INXz4cLmeJyispUyyDkwAYGtri7Nnz8LZ2RnA977i8fHxsLCw4Ao1FRQUiP2cCYpJKlrgsOi/g8JjEDwOgPuSlNT7XFk9lyXZvHkz5s6dC09PTzRv3hx6enpCj8tT/K603bt3Dx4eHsjLy4ONjQ14PB7u3LkDbW1tREVFoXHjxiXedmpqKnx8fPDgwQNs3rxZbC/4w4cPw9PTEzk5OTAwMBD63PB4PGRlZZV4//IQXIBL8uuvv2L9+vWYPHkyGjZsyBVgTU5OhoGBAZ4+fSr2dWvXrkV0dDR3AiiOmZkZTpw4gYYNG4p9/OHDh3Bzc0OvXr1E+mpbWlri0KFDCAgIkHpyWRbGjh2L6OhoBAUFYdiwYdiwYQOePXuGzZs3Y/HixfD09FRo+3/88Qc8PT0V+iw2bdoUixcvRufOnYXuP3HiBKZNmwZtbW20bNlSpDjY+PHjcf36dTx9+hSRkZFo1aqV0PGEz+fD2NgYJ06cELtfBwcH/PHHH2KL2338+BEdO3bE+/fv8eDBg2K/p8zMTCxYsADbtm3Dp0+fiv368mTbtm2YMGECjh49ChcXF3z8+BEeHh549eoVYmJi5CrO9+effyImJgYxMTHIz89HmzZt0K5dOzg7O5f4pFqeyQeBgIAAAN+DrXv27MGGDRtw9+5dZGZmig0ICixduhRLliyBsbExFi5cKPY4WV6Ym5vj77//RqtWrYTuv3r1KgYOHFiiC35JhSMLU1dXh7GxMTp27Ihu3bqJPG5oaIicnBzUqFEDzs7OcHZ2houLC+rUqVPs8UjD5/PRqVMnocmcw4cPw9XVFSdPnuSCzYJgmMC7d+9QoUIF8Pl8hb/TZBXEHDt2LLZs2QIXFxdUr15d5Lmlce4IADo6Orhz5w7q168v9vGHDx/C1tYWgwcPxpo1a2BgYCD0uKDYsqAA382bN7Fq1SpukqFRo0aYMmUK6tSpI/XfkzQ5OTm4cOECF1S6c+cO6tWrxx0n2rVrJ/f1VWnh8/lcYEnwtxZ3Ca6sQuHKRMGCcoLP56NChQoSDxSMMXz69AmVK1cWqdQKAAcPHpS47cuXL2PdunXcNiQRN4NXmKSKv8r05MkTmJqaKrWifVZWFoyMjMqkSn55VfjAJOn3ILgA79WrF4D/fVHq6ekhNzcXX758wblz52SeNMhaHSNrnIW/sAuPAQD279/PBS0A0WBCWQULCkfViypPB/pPnz7hr7/+EuoY4enpKXM2TF7iLrYFPn78iM6dO5e4m0Fpe/LkCby8vPDgwQP89ttv3PhXrVqFIUOGYP369WJfJ7jQlzYLpK2tjXv37sHKykrs40lJSbC2tka1atW4SvmFL1STkpK42WlVMjU1RXh4OJydnWFoaIhbt27BysoKO3bswK5du3Ds2DGVjg/4fiKbkJAg0gkhLS0NjRs3xrFjx9ClSxeYmprC0dERPB4Ply9fRkZGBo4dO4bDhw8jNjYWe/bsQb169XDr1i28fPkSrVu3lnisLHwM2r9/v8isuaurK96/f4/z589L/LeWnZ0NPz8/REdHQ0NDA9OnT8e4ceMwd+5cLF++HI0bN8bvv/+OQYMGKeX3VNoePHiA9PR0fPnyRej+7t27Y+nSpViwYAEOHjyI2bNn48WLF4iJiZF71QSfz0fVqlUxZcoUjB49usQXFCUVGxuLkJAQREZGol69etwqmIoVK0p9HZ/Ph46ODjp06CB19YCkGeHi/PtX9Heira2NhIQEkS5JKSkpaNSoEbeqoTjkmSApKCjgAkd+fn4i56GbN2+Gi4uL1I4RyiBtrKGhoXBwcICmpiZGjBgh8ro1a9bA0NBQri4r0gg6Pwh8/foVt2/fxsqVK7FgwQKMGDECf/31l0hgtLTVrVsXixcvRp8+fcQ+LujAlpqaihcvXoissnjz5g2qVasmshKisMIrsZThw4cPuHjxIqKjo3Hu3DnExcWhbt26uHfvnlK2XxKFr2+ePHki9bmKnEeXBkpDKEcCAwNRoUIFsY9FRETg7Nmz6NKlC7S1tbFr1y6MGTMGe/bsAQCxEeuHDx9ixowZ3AyfoIWZJEVnyr5+/YrU1FSoq6ujTp06ZRIsMDMzw4ULF7B582akpKRgz549qFmzJnbs2AELCwu0bt1a7OuUEcH+mRW+wL99+zb8/Pzg7+/PLUePjY2Fv78/WrRowX0GhwwZwr2mQoUKuHjxIgYPHlyqB7GiX7aFxyBQs2ZN7u+dl5eH0aNHc8GEskrlkPalV57o6Ohwy/mV7cmTJ9wqoB49eogEC5YuXYoJEyYUO1Bw9epVZGVloVOnTtx94eHhCAgIQE5ODnr27Il169bJ1c4rOTkZ27dvR3JyMtasWYNq1arhxIkTuHr1KlasWIEOHTrg3r17QjMOixYtwqRJkyRuU11dXWab1Jo1a+Lu3bsSgwXx8fGoUaOGxOWrOTk55SK4mZWVxV08GBoacjNnrVu35trsFtfvv/+OefPmQU9PT2Y72pUrV8rcXoUKFZCSkiISLEhKSoKenh7atWuHxMREbNy4kQuaFU6X+eWXX8S2MwO+HxcFaVHiREREYPDgwSKz5tevX0d8fDyqV68ucbZQcAyZMmUKTpw4gcmTJ+PEiRPIy8vD8ePHldaesrTJ06546tSpePfuHdq3bw9zc/NiBQqA7xfT58+fR0REBObMmQMbGxtulrlNmzYis73KsnTpUmzfvh1v376Fp6cnLl68yKWOyEOe9E9pBOmZ0ihjRR/wfYn7pUuXRIIFly5dkmtVpzjFmek+evQoxowZIxIsGDVqVIn2XVzSxhoWFobDhw+LPVYL0hGLzqYLyHNuKiAuaGRvbw8TExMsW7YMFSpUUEk6befOnTFnzhzu+qOwT58+Yc6cOejQoQO2bNmCDx8+CD0nPz8fx44dA2MM27dvFxuU+fjxI9zd3ZUaHBeksArSltTV1ZGQkKC07ZdE4XNnfX19qe3ByxsKFpQj0vqcBgUFISwsjOv3O2TIEDg5OSE/P18kYv38+XMEBAQgLCwM7u7uuH37tlxfcOKWvP7777/w8vLiZptL2z///IOhQ4fC09MTt27d4i7+Pnz4gIULF0qcyZIUZCmsoKAAjx8/xrZt28RGsKWRZxm/QHnLNQKED1L9+vXD2rVrhaLTTZs2Re3atTF79mycOXNG7DbU1NRw6dKlUh1ncZfRiQsmyMqFV7a8vDyRL1BVOXTokNzPVSRVYuvWrZgyZYrYi22BuLg43Lhxo9gnN3PnzoWzszMXLLh79y58fHzg5eWFhg0bYtmyZTAxMcHcuXOlbicmJgadOnWCk5MTzp8/jwULFqBatWqYOHEiUlNTsW3bNrGfFXkv9KURnFx16tRJ7MlVQEAAunbtiri4OJG+2sD3368idSWUxdLSEmlpaTAzM0OjRo0QGRkJBwcHHD58WOasqiS3b9/G169fuf+XRN6LrO7du2PSpEnYv38/tzQ5KSkJU6ZM4T7jNWvWxIIFC0ReyxjD8+fPsXXrVsybNw+3bt1CQUEBmjVrhvr168PCwkJq7/Fp06aBx+OhZ8+e3Kx5ZmYm9uzZw6WgREdHi33tgAED4O/vjylTpsDX1xdWVlaoV68eVq9eLdf7Li8mTpwICwsLnD59GpaWlrh27Rrevn2LKVOmQEtLS+hiSUNDA1WqVBHpBy8r17pnz57c6o3379/jwoUL2Lt3L3r06AEej6dwkDg/Px+rVq1CZGSk0OqId+/egc/nY8yYMeDxeBK/nyQFtUJDQxUal6TPTmkYMWIEJk2ahK9fv8LV1RUAcObMGUydOhVTpkwp9f07OTnB3t6+1Pcjy5kzZ0TSVQXHovXr12PcuHFCj8k6Z5Hn3FSWevXq4fr169i4cSMCAwMREhKitNWB8vjjjz8QGRmJ+vXrY9y4cahXrx54PB4ePnyI9evXIyMjA48fP5Zac2zgwIFKq18iTlnVtlDU3bt30a1bN2RkZKBu3bqIiIiAh4cHcnJywOfzsWrVKuzdu1fod1QulF0tRSKNrD6n0iq1CmRnZ3O9ex0dHZXW/uvu3bvMzMxMKduSxdbWluvBWrji6u3bt0tUmVqcI0eOsNq1axfrNYVbWMpqb1neaWtri62S/+DBA6ntyuSt2vxf8O3bNxYUFMRMTEyYmpoa9zmdNWuWSquYy6rMXPjzWlLu7u7MyMhIbK/kwt0KStrNwNjYWKgDxh9//MGcnJy4nyMjI+WqoC6pyr2Dg4PUY8m4ceNYkyZNxPaNzs3NZU2aNBHbMrKwzMxMZmJiwmrXrs2WLFnCDhw4wA4ePMgWL17MateuzUxMTFhmZqZclfJVaeXKlWzNmjWMse8tN3V0dJimpibj8/ls9erVJd5ucnIyKygoUMoYs7Oz2S+//MLU1dW5auvq6urMxcWFvXv3jmvNJujuI/D69Wtmbm7ONDQ0hHqdCxTneDd9+nTG5/OZpaUl11pUFnV1daHOGzo6Ouzu3btyvbY8kdauuFKlSsVqiyfN27dv2b59+9iECRNY06ZNGZ/PZ1WrVmV9+/ZV+D3Mnj2b1ahRgy1btoxpa2uzefPmMR8fH6aurs6srKy4FnHibi4uLgrvnzHGtdRUlYKCAjZ16lSmra3NtVPW1dVlgYGBKh1XWatQoQK7du2a0H08Ho8FBQUJdWIqDUW7zWRnZ7OEhAQ2YMAAZmNjw3Jycpi7uzvT19dnTZo0Yc2aNRO6laaUlBTm7u4udB7M5/OZu7s7+/vvv1l0dDTj8Xhs3759Ql22Ll++zB3ntm7dynR0dLguZR8+fGBOTk6sbt26crdUlsTAwIDx+XxWs2ZN5unpybZu3cqSkpIUft/KJqs9uKBFeXlDwYJyQtaJibi2e4V7Ni9ZsoRVqlSJNWrUiB04cECpY7tw4QKrWLGiUrcpiY6ODtfqrPAJfnJyssI9WAXevXtX7FZDslpaFr6Vd82aNWODBw8WuhjKy8tjgwcPlvqFw+PxpLZ+/C8JDAxklpaW7K+//mI6Ojrc53T37t2l3mZU1Tp06CDxgkgZwQotLS2hIKiTkxObN28e93NqairT19eXOU49PT3u+Fj4WJKamir1WCLvhb4saWlprFOnTiInV506dRJq56iKvtol9eTJE/bPP/+wO3fuKLSdosHx/v37K9TmqqCggEVFRbGlS5eydevWsZiYGO4xHo/H6taty1q0aCF0Qipos9qoUSMWGxsrsk1nZ2f27t07ifss2npYS0uLOTg4sF69ejFXV1fuFhcXJ/bG5/NZdHQ0t73C3+c/krJoV2xtbc3U1NRY1apVWZ8+fdi6deuUGlixtLRkR44cYYx9/zsILjLWrFnDBg0apLT9SMPn85mzszPbsWOH0HdzTk4O8/X1ZSYmJqxq1aps0KBB7PXr16U2jg8fPrBr166xu3fvigTY/gtCQkJYlSpV2P3797n7li1bxgwNDRWegMvNzWU5OTncz2lpaWzVqlUsKiqKMfa/SanCNx6Px0xNTdnly5dZv379WJUqVdjo0aNZQEAAmzt3rtCtLLx9+5ZdvXqVXb16lb19+1bosbS0NJlB4CVLljBDQ0MWHR3NWrduzerUqSMyEVoSmzZtYomJiQpvp7TJag8uaFFe3lCBwx+EtEqtenp62L9/P9TU1NClS5cSFdIBIFItmjGGFy9eYMeOHWjbti127dql+BuRoU6dOti8eTM6dOggVPArPDwcixcvLlFlaSLs2rVr6NatGwoKCmBjYwPg+5JxHo+HI0eOwMHBQezrZBXhFCjtKvflgZWVFTZv3oz27dsLfU4fPnwIR0dHqS3XiHRmZmbcMefLly+oWLEiDh8+zC0NvXv3Ltq1ayfzc1arVi2xVe73798PPz8/qS3Xnjx5gjFjxiAqKkooB9vd3R0bN24UyY+X5t27d0hKSgJjDHXr1oWRkZHcr/1ZFa4KDYh2NVEmNTU1PH78GH5+frh69SoOHDiAFi1acMVQDx06hMWLF+PPP/9EkyZNuNfNmTMHc+bMEanFIdC/f39cvHhRpGUj8H35uayCsoLPlbiCsoWVVjs0ZWnTpg2mTJmCnj17YvDgwXj37h1mzZqFLVu24ObNm0opKLZ+/Xo4OzsL/X2USU9PDwkJCTA1NUWNGjVw9OhR2NnZISUlBc2aNcP79+9LZb+F3bt3DyEhIdi5cyc+f/6MAQMGwMfHB3v27MHGjRvh6enJ1atydnbm6lWVln///Rdnz55F/fr1JXZ1+VktX74cq1evxsWLF7F7924sXLgQx48fF+kUUVxubm7o3bs3Ro8ejezsbNSvXx+ampp48+YNVq5ciUaNGgk9X1DY08rKCurq6tDT00NUVJTE2l2qUJJ2gDNmzMDSpUu5+iW1atUqi6GWC7K++8qqSHdxUc2CH4S4KquF87Xr1KkDHo8n1HKwuFatWiX0s+BA9euvv2LGjBkl3m5xjBo1ChMnTkRISAh4PB6eP3+O2NhY+Pn5lUmBxeKQVv25PHNwcEBqaqpQlfwBAwZg8ODBIieqRUkrwvlf8uzZM7E57QUFBVw+tip9+PABjx49Qv369aGvr49bt25h9erV+PTpE3r27KlwyztpXF1dsW/fvhLntHt4eGD69OlYsmQJDhw4AF1dXaGCP/Hx8XK1zRo8eDCmTZuGPXv2cNXrL126BD8/P5l1LczMzHDs2DGlXOgbGRmhRYsWEh8vKChAUlKS2L7Zbdu2Lfb+lKWgoAChoaHYt28f0tLSwOPxYGFhgb59+2Lo0KHlogCjwJkzZ3DmzBmxv0PGGPT19bFv3z7MmDED7dq1w5YtW9CxY0cA379Hc3NzYWNjA01NTS4XODs7GwsXLhRb82fLli04ceIEnJycxOYsy6qnAQB+fn4A/teKTVz9lR/BrFmzkJOTAwCYN28eunXrhjZt2nDtipWhaJ64stWqVQsvXryAqakprKyscPLkSdjZ2eH69etyFVJVhiZNmmDlypVYunQpDh8+jNDQUO6icMCAAViwYAGqVq0qtV6VIvr374+2bdti3Lhx+PTpE+zt7ZGWlgbGGCIiIiRWwv8Z+fn54e3bt7C3t0d+fj5OnjyJli1bKrzdW7ducefZe/fuhbGxMW7fvo1//vkHc+bMkVmAr3bt2mXeCUQWW1tb7uLX1tZWYjtAxphQ7bOS1i/5GRT97ixP36WS0MoCUu7MnDkTq1at4lr1aGlpwc/PT2Y3h7IiT/Xnn1HRiOh/mb29PSZNmoQhQ4YIRYYDAwNx+vRpXLhwQWVjO3/+PLp27YqPHz/CyMgIu3btQt++fVGzZk2oqakhISEBmzZtKrUuCYp+Tl6/fo3evXvj0qVL0NfXR1hYmNBJRvv27fHLL7+ILVhX2NevX+Hl5YWIiAgwxqCuro78/HwMHjwYoaGhSj3RLqkrV65g8ODBePLkicgJlipbcDLG0K1bNxw7dgw2NjZo0KABGGNISEjA3bt30b17dxw4cKDE21dTU0NmZiZXGLNoC9TiCAwMRFBQEOzt7VGjRg2RE69Dhw4JtfP666+/MHLkSAwaNAhhYWFc7++iPn36hB07duDmzZsICAjAtGnT8PTpU3h7e+PGjRtYvny5SBs18p2y2xV7e3tLfVzS31Be06dPh6GhIf744w/s3bsXgwYNgrm5OdLT0zF58mQsXrxYoe2XxOfPn7Fx40auY4impiYGDBiAJUuWwNLSEo8ePULt2rWVtj9jY2NERUXBxsYGf//9NwICAhAXF4ewsDBs2bJFajHSH13RVbUCy5cvR9u2bYVWWxa9uBXIycnB4sWLJQYtU1JSoKuri4cPH8LU1BT9+/dH48aNERAQgIyMDNSvXx+5ubl49OgRzp07J3YbzZs3x7p167Bp06ZirW4rTfK2A/Tz85Ora0lxi1z/aGS1B//8+TNOnDhR7q4jKFhAymXbwdzcXDx48AAFBQVo1KhRqbVGKolu3bpBTU0NW7duFan+vHz58nLZ9qQoaV9IklZwqKmpie2h+190+PBhDB06FDNmzEBQUBACAwORmJiI8PBwHDlyhJu1VIW2bduibt26CAwMxPbt27Fy5UqMGTMGCxcuBADMnz8fe/fuxZ07d0pl/8oKKr1//x76+voiF/VZWVnQ19eHpqamXNtJTk7G7du3uSr3devWVWhcymRra4t69eohMDBQ7IWuqlbxbN++HRMnTsTBgwdFKkifPXsWPXv2xPr160vceUTWCZOAPLNMNWrUwNKlSzF06FCJ+yr6eYyNjUWvXr3w6tUr/Prrr5g9e7bEFIiDBw9i1KhRMDY2RmpqKhwdHbF161apF2pl1ZVElcryvKFoN6avX7/i3r17yM7O5lYyKdOVK1dw+fJlWFlZlfnf58aNGwgJCUFERAT09PTw7NkzXLt2DZ8/f8acOXPw4cMHJCQklDi4JomOjg4XgBg2bBhMTEywePFipKeno1GjRvj48aPS9lXeyPt75PF4SElJEfvYoEGDEBMTg6FDh4o9lk+cOBFNmzbFiBEj0KtXLzRp0gQnTpyAo6Mjbt68iS5dumDevHkYM2YMqlSpAmNjY6Ft8Hg8pKamIjc3F9++fYOuri40NDSE9qGqFNDTp0/DycmpTDs0/KjEtY4Up7wFTShYQOT68BYUFODVq1eIiYkpdtvBn02VKlVw9uxZNG3aFBUqVMC1a9dQv359nD17FlOmTCn3EfitW7dK/UK6deuW2NfRygJhUVFRWLhwIW7evImCggLY2dlhzpw5cHNzU+m4KlasiCtXrqBBgwb48uULdHR0cOvWLa4+RVJSEpo1a4YPHz6Uyv75fD4eP34stp1iYWW5nLLo6p/yQk9PD3FxcRLbNKqKm5sbXF1dMX36dLGPL1y4EDExMYiKiirR9pV5wlS5cmVcu3ZNrtSUwl6+fImHDx+iR48euHXrlsRgQWZmJoYOHYozZ85AT08PBw8e5FrLScLn8+UagypXjyhK1ecNBQUF8PX1haWlJaZOnaq07YqTnp6O2rVrixw/GGPIyMiAqampwvtYuXIltm/fjsTERHTu3BkjRoxA586doa6uzgXWPn78iFOnTkFdXV0kuKZowKRevXqYP38+unTpAgsLC0RERMDV1RVxcXFo37493rx5o+hb/KlVrFgRR48ehZOTk8Tn7N27F4MHD0Z+fj5cXV1x6tQpAMCiRYtw/vx5PHjwAL6+vpg2bZrY14eFhUkdg7h05bLA5/OhqakJBwcHuLi4wMXFBa1atZI7oE/KPwoWkGI5evQoxowZg/T0dKVuV9YyQwFFlxsqg5GREW7evAlLS0vUqVMH27Ztg4uLC5KTk2FtbY3c3FxVD1EqMzMzqV9I5Mem6gI6fD5f6kW5oOhbWVwkBQcHY9WqVXj8+DEAoG7dupg0aVK5WT7u6uqKqVOnwsPDQ9VDEWJsbIwTJ07A1tZW7OO3b99Gp06dkJmZWbYDE2PatGnQ19fH7NmzS/T64cOHw9ramlvuXdiuXbswbtw42NraYuPGjQgODsaaNWswevRoLF68mGbS5FRa5w2JiYlwdnbGixcvFNpOeHi41MeHDx8udlXd27dvUa1aNaUcy+rWrQtvb28MHz4cxsbGQvsWKCgoQEpKitjgoqIzkRs3bsTEiROhr68PU1NT3L59G3w+H+vWrcO+ffsQHR2t0PZ/dhYWFjh27JjMYpCZmZl48eIFbGxsuKDitWvXYGhoCAcHB9y5c6dUCr2WpmfPnuHs2bOIiYlBdHQ0UlNToa2tDUdHRy540LJlS4nFYkn5R385UixOTk6wt7dX+nZDQ0NhZmaGZs2aiS2OUp40adIE8fHxsLS0RMuWLbF06VJoampiy5YtP8RB/t27d+jXr5+qh/FDs7S0xPXr11G5cmWh+7Ozs7kq2qrC4/FEVouU9Yz63r17FSq2qgyzZ8/GqlWrMH78eDg6OgL4vvx88uTJSEtLw/z581UyrsIVo8ePH48pU6YgMzMT1tbWIstKBdWjy1pWVhaqV68u8fHq1auXm44feXl52LJlC06fPo2mTZtCQ0MDO3fuRJ8+faCtrY3o6Gipn/8+ffpg3rx5uHz5Mpo3b87N1oaEhODhw4dYtmwZxo8fDwBYunQpevXqBS8vLxw/fhxhYWHcZ4tIVlrnDcnJyfj27ZvC25k4caLQz1+/fkVubi40NTWhq6srsavFx48foa2trfD+AXABzaLKajmyr68vHBwckJGRgY4dO3IXspaWlio7VqpCfn4+QkNDJdYeOHv2rNjXzZs3D3PmzEFYWBh0dXUlbt/Y2JhbIdK2bVvo6OigRYsW4PF46NevH06ePInRo0fLHOenT59EiimrqvhhzZo1MXToUC4VLCMjA9HR0Th37hxCQkIQEBAAXV3dUlvNSEofrSwg5YKvry8iIiJgamoKb29vDBkyROUXG5JERUUhJycHvXv3RkpKCrp27YqHDx+icuXK2L17t8wlqqrm4+ODFi1ayPWFRMSTlJLx8uVLmJqa4vPnzyoa2fexNWnShIvix8fHo0GDBtySwG/fvuH+/fulurKgPKSrVKlSBevWrcOgQYOE7t+1axfGjx+vsmW1gpUXkr56C7fcU9US9aIFCIsqT+2ditZUAIC0tDTUrl0b6urqaNeundTXh4aGir3/xYsXqFq1KjIyMkQey8vLw7Rp0/Dnn3+KdMMR6Ny5M3bt2sXVnViwYAHGjh3LdQl5+/Yt2rRpQ+2A5VB01YegrfPRo0fx66+/Yv369Urf5+PHj9G+fXvY29vj4MGDGDlypNBFYH5+Pq5evQo1NTVcunSpRPuQ1WqusLIKHL558wY8Hk8kEP5fMW7cOISGhqJLly5iaw8U7Rom0KxZMyQnJ4MxBnNzc5HA761bt/D27Vv079+fC2A+fvwYlpaW8PHxQcWKFVGlShWsXLkSXbp0ERs89vHxwbRp0xAZGYm3b9+KjKE8HI8FkpOTcfbsWZw7dw5HjhxBfn7+T1334mdHwQJSbnz+/Bn79u1DSEgILl++jC5dusDHxwdubm7lLte4KGVXfy5NixYtkvqFJKnaL/lf4bKePXsiLCxMqABdfn4+zpw5g1OnTiExMVFVQ0RgYKBczwsICCiV/ZeXYIGRkRGuXbsmUtDw0aNHcHBwQHZ2tkrGJa1idFFmZmalOBLJihYgLKq8VmwuKj8/HxcvXkTTpk2L3fayoKBAZu2B8+fPS2xvWbQgrKGhodAS4/IUcCnvigaEBG2dXV1d4e3tXWrLm+3t7fHgwQPk5eXB0dFRKAdbU1MT5ubm8PPzK3HR1PISOMzOzsbMmTOxe/dubsWQkZERBg4ciPnz55e4De6PqEqVKggPD0fnzp2L9TpZ37sBAQEYNmwYXr16hW3btqFhw4ZceuDJkycxefJkqSmsPB4PnTp1QnR0NIKCgjBs2DBs2LABz549w+bNm7F48eJSbYksS0pKCs6dO4fo6GhER0fjw4cPaNWqFdq2bYt27dqhRYsWIuea5MdBwQJSLj158gShoaEIDw/H169f8eDBg3LTEeH9+/fIz88XWfmQlZUFdXX1ctcHtyhplX+lVfsl/ytcJu4ET0NDA+bm5lixYgW6du2qiuGVCxYWFrhx44bKZ6bGjx8PDQ0NrFy5Uuh+Pz8/fPr0CRs2bFDRyL7XaFmzZg0MDAxUNgZpfsSKzUlJSUhOTuaW9gousrS1tZGQkFDsyvGvXr2SGfC6cOGCxO43qq4dQhR3+/ZttGvXDnzWw/IAACkGSURBVH369MGaNWuU/t1eHgKHWVlZcHR0xLNnz+Dp6YmGDRtybVL//vtv1K5dG5cvXy52sO1HZWJignPnzqFevXpK33bh9pSFjwepqamwtraWOfNuamqK8PBwODs7w9DQELdu3YKVlRV27NiBXbt24dixY0ofszzMzMzw77//onXr1lxwoHnz5uWiPTFRDqpZQMolQZ41Y0wkZ0zVBg4ciG7dusHX11fo/sjISBw6dEhlB2x5paamqnoIPyzBZ9HCwgLXr19HlSpVVDwi+RSd1SxNqvx8FV6uzOPxsG3bNpw8eRK//PILgO8t0TIyMkrc8k9ZwsLCsHjx4nIbLChPQQBZJC3tHTFiBCpWrAhra2ukpKRIDRY8ffoUhw4dQnp6OpdWsGnTJri6uuLIkSMiz//06ROmTZuGTZs2SUxDID+Ooq0uBWkO69evh5OTU6n9e1DVyqHCgoKCoKmpieTkZJE6JUFBQXBzc0NQUJDE5fc/mylTpmDNmjVYv3690leK5uTkiK1n8ObNG4mruArLysrijmOGhoZcq8TWrVtjzJgxSh1rcQjSLnk8HtTU1KCmpiZ3RxjyY6BgASk3CqchXLx4EV27dsX69evh4eFRrg48V69eFZmtBABnZ2fMnDlTBSMqmS9fviA1NRV16tShKrXF9KMFXP4rC8iKti1t3rw5gO/5kwBQtWpVVK1aFffv3y/zsRX2X/l7lIXJkydDQ0MD6enpQpXIBwwYgMmTJ2PVqlXw8/PDvHnzhAoYCly/fh3du3eHhYUFEhMT0aRJE6SlpYExhuPHj2PQoEHYsGEDt5LswoULGD58ONTU1KRWiBdXWPRHSFMrr/bu3YvIyEihgI6ApHa/8urZs6fQzzwej0tzWLFiBYDvn5M9e/aI3b+ibQsFHj16hHPnzoktrDdnzhyl7KOoAwcOYPPmzWILmhobG2Pp0qUYPXr0fyZYcPHiRURHR+P48eNo3LixyNL5wn/rSpUq4dGjR6hSpYrMNNSsrCy0bdsW4eHhmDdvHoDvn7OCggIsW7aMS7URF7gUsLS0RFpaGszMzNCoUSNERkbCwcEBhw8fVmmqSGZmJh4+fMilISxduhR5eXlo3bo1nJ2duZUG5ek8nhQPXSGQcqFwgcPhw4cjIiJC5cuYJfn8+bPYCsxfv37Fp0+fVDCi4snNzcX48eO5nr2PHj2CpaUlJkyYABMTE4m91YmwM2fOSKyYXB5afP4X/UjtvejCUTlOnjyJqKgo1KpVS+j+unXr4smTJ1xbyu7duwv9zgVpCs2bN8eUKVMQFBQEAwMD/PPPP6hWrRo8PT1hY2OD48ePo0mTJli7di0uXLiAjRs3Yty4cVi4cKHU1omMMXh5eXEzhnl5eRg9ejQXrFBlEdQfzdq1azFz5kz8+uuvOHjwIIYPH47k5GRcv34dY8eOVXj7slYvRkREYNiwYXBzc8OpU6fg5uaGx48fIzMzE7169VJ4/wCwdetWjBkzBlWqVIGxsbFIR5vSCha8ePECjRs3lvh4kyZNykWL1LJSsWJFuf+mq1at4laHrVq1SuYxfdmyZXB2dsaNGzfw5csXTJ06Fffv30dWVhYuXbqEM2fOSAxc2tnZYfjw4YiLi0O7du0wY8YMdOnSBevWrcO3b9/ETmCVpQYNGqBBgwZc4eyEhASuI8K8efPA4/FUVieIKI5qFpBygc/nw9TUFM2aNZN6wFVWBF8Rzs7OsLa2xrp164TuHzt2LOLj43HhwgUVjUw+EydOxKVLl7B69Wp4eHhwbSAPHTqEgIAAkdlZIiowMBBBQUGwt7cXWzF5//79KhqZeGPGjMG8efN+mLSJnx2fz0eFChVknlwKlpkSyQwMDHDr1i3UrVtXKA/4+vXr8PDwkPmd0bVrV9y5cwd16tSBkZERLl68iMaNGyMuLg49evRAcnIyPD09sWfPHujq6uLYsWMS6xQU9iPWfSivGjRogICAAAwaNEjobzxnzhxkZWUprRvCmzdvoKmpKVKboGnTphg1ahTGjh3L7d/CwgKjRo1CjRo15C4qK42ZmRl8fX0xbdo0hbdVHDVr1sTu3bvRunVrsY9fuHABAwcOxLNnz8p0XD+rzMxM/Pnnn7h58yYKCgpgZ2eHsWPHokaNGnBwcICHhwcXuIyLi+MClx4eHiKpBunp6bhx4wbq1KkDGxsbFb0jUS9fvhQqdvj48WNoaWn9EJNpRDwKFpBywcvLS66ZtvJwYnXp0iV06NABLVq0QPv27QF8n2W+fv06Tp48KdeJpCqZmZlh9+7d+OWXX4ROvJKSkmBnZ4d///1X1UMs92rUqIGlS5dyfYUJKQ4+n4/Vq1cLddMQ59dffy2jEf24unTpAjs7O8ybNw8GBgaIj4+HmZkZBg4ciIKCAuzdu1fia+/cuQMPDw+cPXsWjRo1QuPGjbFo0SJ0794dcXFxaNWqFSZOnIjly5ejb9++OHHiBJo1a4bt27fD1NS0DN/lf5uuri4SEhJgZmaGatWq4dSpU7CxscHjx4/xyy+/iG0jJy9xnQCqVq2K4cOHY/bs2dDV1YWenh7u378Pc3NzVKlSBdHR0bC2tkZCQgJcXV3x4sULhd9jWdaVKczHxwdJSUk4deqUULcH4PvqF3d3d9SpUwfBwcFlOq4fTdHuJwJv375FtWrVpBYyzcjIQEBAAPbs2SM1cJmWllbK76JkXr16hXPnznEBgkePHkFDQwMODg5wcXGBi4sLHB0d5arLQMonSkMg5YKkXtflkZOTE2JjY7Fs2TJERkZCR0cHTZs2RXBwcIlbKJWl169fi63ynZOTQ0uj5fTlyxe0atVK1cOQqKCgAKGhodi3bx/S0tLA4/FgYWGBvn37YujQoWX2d6ZUDckGDhyo8vaSPwNZS3uLev/+PXbu3Ilt27YhLi4O3bp1w6VLl9CoUSN06dIFU6ZMwd27d/HXX3+Bx+MhIiICUVFRcHFxwfPnzzFixAhYW1tjxYoVGDFihAre8X+PsbEx3r59CzMzM5iZmeHKlSuwsbFBamqqQvU/pHUCWLduHU6dOoWLFy9CX18fmzZtwuLFi1GzZk3cu3cP1tbWyM7Oltrurjj69euHkydPcsu4y0pgYCDs7e1Rt25djB07Fg0aNAAAPHjwABs3bsTnz5+xY8eOMh1TWbOzs8OZM2dgZGQkc3WrpPoYkj6Hnz9/FgnCFJWVlYWwsDBUrVqVS08yMTFBcnIyGjdujGvXriE9PR3//vuvyKqX9+/fo1WrVti0aZPKJqqMjY2hoaEBe3t79OnTB87OznBycpKapkV+LBQsIKQEbG1tsXPnTlUPo0RatGiBo0ePYvz48QD+lzu9detWODo6qnJoP4wRI0bg77//xuzZs1U9FBGMMXTv3h3Hjh2DjY0NrK2tuRNgLy8v7Nu3DwcOHCj1cchK1fgvo9+F8jRq1Ajx8fH4888/oaamhpycHPTu3Ztb2itw9uxZhISEYN++fTAzM0OfPn0QHByMChUqcC3L5s6di48fP2L37t149OgRBgwYgC1btnBte01MTHDs2DFs27YNfn5+2LdvX7nvfvMzcHV1xeHDh2FnZwcfHx9MnjwZe/fuxY0bN9C7d+8Sb1eeTgBDhw5FVlYW1+awf//+mDhxIs6ePYtTp05xqwsVZWVlhdmzZ+PKlSuwtrYWKaw3YcIEpeynqFq1aiE2Nha+vr6YMWMGd9HL4/HQsWNHrF+/HrVr1y6VfZcXPXr04Ga9e/bsKbY1siRr164F8L/uO4VbfOfn5+P8+fNcAEaWX375RWzgctmyZbCyshLburNChQoYNWoUVq5cqbJgwfHjx9G6dWuR4rHk50FpCITIoXBEV9YyfWX3Yla2y5cvw8PDA56enggNDcWoUaNw//59xMbGIiYmhqsgTySbOHEiwsPD0bRpUzRt2lTkxE6VxYa2b9+OiRMn4uDBg1yFZYGzZ8+iZ8+eWL9+fam3D6RUDcn4fD4yMzNpZYGCvn79Cjc3N2zevFlsX/SnT58iNDQUISEhyMnJQf/+/bFp0ybExcWhUaNGUrd9/PhxdOrUSeLj6enp8Pb2xunTpxV+H0S6goICFBQUcF17IiMjcfHiRVhZWWH06NEyZ24lMTc3x+bNm+Hu7i728RMnTqBz587w9/fHxIkTYWJigoKCAixfvpzb/+zZs2FkZFTi9yYgrbUnj8dDSkqKwvuQ5d27d3j8+DGA78ELQQeQ/4Lc3Fz4+/vjwIED+Pr1K9q3b49169bJrPMj+Ls9efIEtWrVgpqaGveYpqYmzM3NERQUhJYtW0rcRlxcHOzs7PD48WN8/PgRTZs2RW5uLvz8/HDx4kUkJSXh8OHDEgNTDx8+hJubG9LT00vwzgmRjYIFhMihcD4an88XOzMoqK4tLTetvLh79y6WL18uVGRn2rRpMDMzK/fBjvKg6EV4YTweD2fPni3D0Qhzc3ODq6urxK4WCxcuRExMDKKiokp1HJUrV8a1a9dQp06dUt0P+W+rWrUqLl++LJIC1rlzZ64Fr6BAmJqaGjQ0NMQGC758+SKULrNixQpMnDhRYg55eno6fHx8cOrUqdJ5Y0Quz549Q82aNUv0Wi0tLSQnJ4t00hB4+vQpzM3NxXY/Ij8Xf39/bNy4EZ6entDR0cHff/8NZ2dn7NmzR67Xu7i4YN++fSUKHAmCBZLOHbW1tXHv3j1YWVmJfTwpKQnW1tZUQJCUGkpDIEQOZ8+e5aLsP1J7tsKWL18OPz8/AIC1tTXXOlHg33//hZubG65cuaKK4f1QyvNnID4+HkuXLpX4eKdOnbilk6WpPKdqkJ/HsGHDEBwcjMWLFwvdf/LkSUyYMAFjxoyRWkvm0aNH8PHxweXLl4XuLygowNq1axEfHw9ra2uhx7Zs2QI/Pz84OTkp742QYsnMzMSCBQuwbdu2El8kValSBWlpaRKDBampqdzqn4KCAiQlJYmtv9K2bdsS7V+cN2/egMfjldvW0T+rffv2ITg4GAMHDgQAeHp6wsnJCfn5+UKrBSQpek6Qn5+Pu3fvwszMDD4+PlJfK6ulYM2aNXH37l2JwYL4+HihlCtClI2CBYTIoV27dgCAb9++4dy5c/D29v7h8vhmz56NypUri23p9fHjR7i7u1MnhJ9AVlaWSP5tYdWrV+eqfpemvLw8bNmyBadPny53qRrk5/Hlyxds27YNp06dgr29PZc327dvX5w6dQrBwcFo0KABhg4digEDBoi8fvjw4VBXV8eRI0eEamt8/PgRixcvRosWLRAQEIBp06bh6dOn8Pb2xo0bN7By5UoqcFjKsrOzMXbsWJw8eRIaGhqYPn06xo0bh7lz52L58uVo3LixQoVSPTw8MHPmTImdAGbPng0PDw9cuXIFgwcPxpMnT0Ry2ZWxmlBcRwYjIyMMHDgQ8+fPR8WKFRXaPpEtIyNDKOffwcEB6urqeP78uVznepMmTYK1tTV8fHyQn5+Ptm3bIjY2Frq6umjTpg2MjY0lvvbUqVPQ1dWVuIrp7du3GDBgAP79919oa2sLPfbp0ycEBASga9eucr5TQoqP0hAIKSYDAwPcvXsX5ubmqh5KsezduxdDhw7Frl270LNnT+7+jx8/ws3NDW/fvsX58+elXmj+18lbTEtWb/fSpKamhszMTFStWlXs4y9fvoSJiUmpp8uU51QN8vOQ9Tk7cuQIIiIiEBISgmvXriE/Px8rV66Et7c3DAwMoKenh5s3b0osQnbw4EGMGjUKxsbGSE1NhaOjI7Zu3frDBYt/RL6+vjh8+DAGDBiAEydOICEhAe7u7sjLy0NAQAAXxC+pp0+fwt7eHlpaWhI7AVy/fh3du3dHvXr1EBgYKLZYq6wWqNJI68jw999/o3bt2rh8+bJS6iIQycR9bwpasUqrJyFQs2ZNHDx4EPb29jhw4ADGjh2L6OhohIeHIzo6WmxnFgE+nw8zMzMMHjxYbB2bDx8+YPny5TA0NMS4ceNQv3598Hg8JCQkYMOGDcjPz8etW7fK1blbXl6eSGCD/LgoWEBIMfXs2RM9e/aEl5eXqodSbNu2bcOECRNw9OhRuLi44OPHj/Dw8MCrV68QExNDS9lkELcqQ5zt27eX8kgk4/P56NSpk8Sexp8/f8aJEyd+iNoahEiSkpICCwuLYnWWSExMRHBwMHbs2IHs7Gx07NgRL168wKpVq9C6dWuxr8nMzMTQoUNx5swZ6Onp4eDBg3B1dVXW2yBSmJmZITg4GB06dEBKSgqsrKwwYcIErF69Wmn7SE1Nha+vL06ePCm2E4CVlRX09PQQFxcncRm4IiZNmoQzZ87g9OnTIhd7mZmZcHNzQ/v27bFq1Sql75v8j7jvzcOHD8PV1VWoyr+kiQBtbW0kJSWhVq1a+O2336Crq4vVq1cjNTUVNjY2UldtRkZGYvv27Th37hw6deoEb29vdO7cGXw+n3vOkydPMGbMGERFRQl9Tt3d3bFx48ZyMXlVUFCABQsWYNOmTXj58iUePXoES0tLzJ49G+bm5jLTMUj5RcECQopp8+bNmDt3Ljw9PdG8eXORdjHdu3dX0cjks3TpUixYsAAHDx7E7Nmz8eLFC8TExJS4SBQpX36EgAYhiipcdBYABgwYgLVr18o1u/bu3TscP34cO3bsgL+/P2bNmoWFCxeKtKzbu3cv/P39YWtri40bNyI4OBhr1qzB6NGjsXjxYuojXso0NDTw5MkTmJiYAAB0dXVx7do1NGnSROn7ktYJwNXVFVOnToWHh4fS9ytPR4bRo0cjLS1N6fsm/6Po96aZmRm2bt2K9u3bw8LCAhs3bkTXrl1x//59tG7dWq7Uv2fPniE0NBShoaHIycnBsGHD4OPjI1Rz5d27d0hKSgJjDHXr1i1XK06CgoIQFhaGoKAgjBw5Evfu3YOlpSUiIyOxatUqxMbGqnqIpIQoWEBIMRWO9hb1o3RDmDFjBpYuXQpzc3PExMRILPBEiCKuX7+OPXv2ID09HV++fBF6TJWpGuTHV7T9pIGBAeLi4iTm/RZ9beEVCYJONoUJititXbsW48eP5+6PjY2Fl5cXGGMICwuDo6OjMt4OEaPo0vDiLAtXVHx8PPf/ycnJmDVrFvz9/UUCSgDQtGnTEu9Hno4MVlZWyMvLK/E+SOmbO3cuVq9ejRo1aiA3NxePHj2ClpYWQkJCsHXr1mJfKMfExGDu3Lk4f/483rx5U66CApJYWVlh8+bNaN++vdDx+OHDh3B0dCyTWkmkdFCBQ0KKqWgl5B9F0Xx7DQ0NVKlSBRMmTBC6ny7iiDJERERg2LBhcHNzw6lTp+Dm5obHjx8jMzMTvXr1UvXwyH+YPN1Mxo0bh+nTp8PT01PofkdHR8TFxWHatGlo166dSBCMKA9jDF5eXtzS8Ly8PIwePVpkNV9pfGfZ2tqCx+MJFTT09vbm/l/wmKITBPJ0ZKDOCOXf3Llz0aRJE2RkZKBfv37cZ1ZNTU1iG2Nx8vLysHfvXoSEhODq1avo168fdHV1S2vYSvXs2TOxqToFBQX4+vWrCkZElIWCBYQUU2pqapnMbChb0SJMgwYNUtFIyH/BwoULsWrVKowdOxYGBgZYs2YNLCwsMGrUKKqNQRTG4/FEVgPIW79AnsJ4cXFxEleRaWtrY82aNejTp49c+yMl8+uvvwr9PGTIkDLbd2pqapnsR96ODKT869u3r8h9RT/Dkly9ehXBwcHYvXs36tSpA29vb/zzzz8/xIoCgcaNG+PChQswMzMTun/Pnj1o1qyZikZFlIHSEAgpJjU1NbRt2xY+Pj7o27cvVXwlRAw9PT3cv38f5ubmqFKlCqKjo2FtbY2EhAS4urrixYsXqh4i+YEVLUgmrhgZIHnWOTc3F/7+/jhw4AC+fv2KDh06YO3atahSpUqpj538GLy9vbFmzRoYGBiU2j7k6chw48YN6r5RzgUFBUl9fM6cORIfa9y4MV69eoXBgwfDx8dHobQWVTp8+DCGDh2KGTNmICgoCIGBgUhMTER4eDiOHDmCjh07qnqIpIQoWEBIMd27dw8hISHYuXMnPn/+jAEDBsDHxwcODg6qHhoh5Ubt2rVx7NgxWFtbw8bGBtOnT8egQYMQGxsLDw8PvH//XtVDJD8wRQuS+fv7Y+PGjfD09IS2tjZ27doFZ2dn7NmzR5nDJD+wokU0S4s8HRlI+VZ05vzr169ITU2Furo66tSpg1u3bkl8LZ/Ph56eHtTV1aWujsrKylLaeEtLVFQUFi5ciJs3b6KgoAB2dnaYM2cO3NzcVD00ogAKFhBSQt++fcPhw4cRGhqK48ePo27duvDx8cHQoUMl9rgn5L9i8ODBsLe3x++//44FCxZgzZo16NGjB06dOgU7OzuqjUFUqk6dOliwYAEGDhwIALh27RqcnJyQl5cHNTU1FY+OlAdFi2iWNmkdGciP599//4WXlxd69eqFoUOHSnxeWFiYXNuTN6WBEGWjYAEhCvr8+TM2btyIGTNm4MuXL9DQ0MCAAQOwZMkSys0m/1lZWVnIy8uDiYkJCgoKsHz5cly8eBFWVlaYPXv2D5WLSX4+mpqaSE1NFWoZq6Ojg0ePHtGSbwLge7Dg5cuXFPwnJXbv3j107dqVWl+SHxoFCwgpoRs3biAkJAQRERHQ09PDr7/+Ch8fHzx//hxz5szBhw8fcO3aNVUPkxBCSBFF2/IBZduaj5R/fD4fFSpUkFk480dYHk5U4+LFi+jWrVux2wb6+voiKCio3NdQqVSpEh49eoQqVarAyMjoh0+jIOJRNwRCimnlypXYvn07EhMT0blzZ4SHh6Nz585c5WwLCwts3ryZK1REyH/Rv//+K/Z+Ho8HLS0tkcrfhJSlom35APGt+Shd5r8tMDBQpJMQIUWtXbtW6GfGGF68eIEdO3aUqJvFX3/9BT8/v3IfLFi1ahVXAHT16tWqHQwpNbSygJBiqlu3Lry9vTF8+HAYGxtz92dkZCAgIAAhISH48uULdu3aRTlm5D+Lz+dLnWWoVasWvLy8EBAQILFFHSGlRdECieTnV9Y1C8iPq+hqJD6fj6pVq8LV1RUzZswodkcNAwMDxMXFwdLSUpnDJKREKFhAiJLExcXBzs4O+fn5qh4KISoXHh6OmTNnwsvLCw4ODmCM4fr16wgLC8OsWbPw+vVrLF++HP7+/vjjjz9UPVxCCBFSVt0QCCnqRwwW0GrCnxelIRBCCFG6sLAwrFixAv379+fu6969O6ytrbF582acOXMGpqamWLBgAQULCCHlDs2lEVl69+4t8znq6uowNjZGx44d0a1bN7m2++HDB0WHVuYqVqxIqwl/UhQsIIQQonSxsbHYtGmTyP3NmjVDbGwsAKB169ZIT08v66ERQohMBQUFqh4CKefkqWdRUFCAx48fY9u2bfDz80NQUJDU5yYlJeHVq1cin7+2bdsqPN7SFBoaKtdqQi0tLZog+MFQsIAQQojS1apVC8HBwVi8eLHQ/cHBwVxrurdv31ILRUIIIT+k4tQ0OXr0KMaMGSMxWHDlyhUMHjwYT548EVnVwuPxyn2KK60m/HlRsIAQOclabpadnV02AyHkB7B8+XL069cPx48fR4sWLcDj8XD9+nU8fPgQe/fuBQBcv34dAwYMUPFICSGEkNLl5OQEe3t7iY+PHj0a9vb2OHr0KGrUqCGzZWd5Q6sJf15U4JAQOVH1bEKKJy0tDZs2bcKjR4/AGEODBg0watQomJubq3pohBBCSLmhp6eHuLg4WFlZqXooJVKvXj307t1bZDXh9OnTsX//fiQmJuLGjRvo0aMHnj17pqJRkpKglQWEyImCAIQUj7m5uciJAyGEEEKEtWzZEklJST9ssIBWE/68aGUBIYSQUnHhwgVs3rwZKSkp2LNnD2rWrIkdO3bAwsICrVu3VvXwCCGEkHJh//79mDVrFvz9/WFtbQ0NDQ2hx5s2baqikcmPVhP+nChYQAghROn++ecfDB06FJ6entixYwcePHgAS0tLbNy4EUeOHMGxY8dUPURCCCGkXBDXTpDH44Ex9kMUOCQ/LwoWEEIIUbpmzZph8uTJGDZsGAwMDBAXFwdLS0vcuXMHHh4eyMzMVPUQCSGEkHLhyZMnUh83MzMro5GUXHZ2NoKDg5GQkAAej4dGjRrB29tbrhaTpPyiYAEhhBCl09XVxYMHD2Bubi4ULEhJSUGjRo2Ql5en6iESQgghRAlu3LgBd3d36OjowMHBAYwx3LhxA58+fcLJkydhZ2en6iGSEqICh4QQQpSuRo0aSEpKEslVvHjxIiwtLVUzKEIIIaScOHToEDp16gQNDQ0cOnRI6nO7d+9eRqMqmcmTJ6N79+7YunUr1NW/X15++/YNI0aMwKRJk3D+/HkVj5CUFK0sIIQQonRLly5FWFgYQkJC0LFjRxw7dgxPnjzB5MmTMWfOHIwbN07VQySEEEJUhs/nIzMzE9WqVRNbs0DgR6hZoKOjg9u3b6NBgwZC9z948AD29vbIzc1V0ciIomhlASGEEKWbOnUq3r9/DxcXF+Tl5aFt27bQ0tKCn58fBQoIIYT85xUUFIj9/x+RoaEh0tPTRYIFGRkZMDAwUNGoiDLQygJCCCGlJjc3Fw8ePEBBQQEaNWoEfX19VQ+JEEII+SFkZGQgICAAISEhqh6KVBMmTMD+/fuxfPlytGrVCjweDxcvXoS/vz/69OmD1atXq3qIpIQoWEAIIYQQQggh5UxcXBzs7OzKfRrCly9f4O/vj02bNuHbt28AAA0NDYwZMwaLFy+GlpaWikdISoqCBYQQQpTG29tbrueV91kSQgghRNV+lGCBQG5uLpKTk8EYg5WVFXR1dVU9JKIgqllACCFEaUJDQ2FmZoZmzZqBYtGEEELIf4euri6MjIzA4/EoUPCToGABIYQQpRk9ejQiIiKQkpICb29vDBkyBJUqVVL1sAghhBBSSgoKCjB//nysWLECHz9+BAAYGBhgypQpmDlzptRuD6R8ozQEQgghSvX582fs27cPISEhuHz5Mrp06QIfHx+4ubmBx+OpeniEEEJIudC7d2+pj2dnZyMmJqbcpyHMmDEDwcHBCAwMhJOTExhjuHTpEubOnYuRI0diwYIFqh4iKSEKFhBCCCk1T548QWhoKMLDw/H161c8ePCAOiIQQgghAIYPHy7X87Zv317KI1GMiYkJNm3ahO7duwvdf/DgQfj6+uLZs2cqGhlRFKUhEEIIKTU8Hg88Hg+MsR++jzQhhBCiTOU9CCCvrKwsNGjQQOT+Bg0aICsrSwUjIspCCSSEEEKU6vPnz9i1axc6duyI+vXr4+7du1i/fj3S09NpVQEhhBDyk7GxscH69etF7l+/fj1sbGxUMCKiLJSGQAghRGl8fX0REREBU1NTDB8+HEOGDEHlypVVPSxCCCGElJKYmBh06dIFpqamcHR0BI/Hw+XLl5GRkYFjx46hTZs2qh4iKSEKFhBCCFEaPp8PU1NTNGvWTGoxw3379pXhqAghhBBSmp4/f44NGzbg4cOHYIyhUaNG8PX1hYmJiaqHRhRAwQJCCCFK4+XlJVfHg58lT5MQQggh5GdFwQJCCCGEEEIIIQrLycnB7t278enTJ7i5uaFu3bqqHhJRABU4JIQQQgghhBBSLOnp6WjXrh0MDAzQsWNHpKenw87ODiNGjMD48eNha2uL8+fPq3qYRAEULCCEEEIIIYQQUix+fn748uUL/vzzT+jq6sLd3R1169bFixcv8PLlS3Tu3Blz585V9TCJAigNgRBCCCGEEEJIsRgbG+PQoUNwcHBAVlYWqlSpgkuXLsHR0REAEBcXh/bt2+PNmzcqHikpKVpZQAghhBBCCCGkWF6/fg0zMzMAQKVKlaCrq4vq1atzjxsbG+Pdu3eqGh5RAgoWEEIIIYQQQggpFsaYUAckebohkR+LuqoHQAghhBBCCCHkxzNnzhzo6uoCAL58+YIFCxagQoUKAIDc3FxVDo0oAdUsIIQQQgghhBBSLM7OznKtJoiOji6D0ZDSQMECQgghhBBCCCGECKGaBYQQQgghhBBCCBFCwQJCCCGEEEIIIYQIoWABIYQQQgghhBBChFCwgBBCCCGEEEIIIUIoWEAIIYQQQgghROnu3Lmj6iEQBVCwgBBCCCGEEEKIUrx//x4bN26EnZ0dmjdvrurhEAVQsIAQQgghhBBCiELOnj2LIUOGoEaNGli3bh06d+6MGzduqHpYRAHqqh4AIYQQQgghhJAfz9OnTxEaGoqQkBDk5OSgf//++Pr1K/755x80atRI1cMjCqKVBYQQQgghhBBCiqVz585o1KgRHjx4gHXr1uH58+dYt26dqodFlIhWFhBCCCGEEEIIKZaTJ09iwoQJGDNmDOrWravq4ZBSQCsLCCGEEEIIIYQUy4ULF/DhwwfY29ujZcuWWL9+PV6/fq3qYREl4jHGmKoHQQghhBBCCCHkx5Obm4uIiAiEhITg2rVryM/Px8qVK+Ht7Q0DAwNVD48ogIIFhBBCCCGEEEIUlpiYiODgYOzYsQPZ2dno2LEjDh06pOphkRKiYAEhhBBCCCGEEKXJz8/H4cOHERISQsGCHxgFCwghhBBCCCGEECKEChwSQgghhBBCCCFECAULCCGEEEIIIYQQIoSCBYQQQgghhBBCCBFCwQJCCCGE/HB4PB4OHDig6mEQQgghPy0KFhBCCCGkzFy+fBlqamrw8PCQ6/lz586Fra2tyP0vXrxAp06d5NoGBRYIIYSQ4qNgASGEEELKTEhICMaPH4+LFy8iPT1d4vMYY/j27ZvEx42NjaGlpVUaQySEEEIIKFhACCGEkDKSk5ODyMhIjBkzBl27dkVoaCj32Llz58Dj8RAVFQV7e3toaWlhx44dCAwMRFxcHHg8Hng8HveawqsFvnz5gnHjxqFGjRrQ1taGubk5Fi1aBAAwNzcHAPTq1Qs8Ho/7mRBCCCHSqat6AIQQQgj5b9i9ezfq16+P+vXrY8iQIRg/fjxmz54NHo/HPWfq1KlYvnw5LC0toa2tjSlTpuDEiRM4ffo0AKBChQoi2127di0OHTqEyMhImJqaIiMjAxkZGQCA69evo1q1ati+fTs8PDygpqZWNm+WEEII+cFRsIAQQgghZSI4OBhDhgwBAHh4eODjx484c+YMOnTowD0nKCgIHTt25H7W19eHuro6jI2NJW43PT0ddevWRevWrcHj8WBmZsY9VrVqVQBAxYoVpW6DEEIIIcIoDYEQQgghpS4xMRHXrl3DwIEDAQDq6uoYMGAAQkJChJ5nb29f7G17eXnhzp07qF+/PiZMmICTJ08qZcyEEELIfxmtLCCEEEJIqQsODsa3b99Qs2ZN7j7GGDQ0NPDu3TvuPj09vWJv287ODqmpqTh+/DhOnz6N/v37o0OHDti7d69Sxk4IIYT8F1GwgBBCCCGl6tu3bwgPD8eKFSvg5uYm9FifPn2wc+dONGnSROxrNTU1kZ+fL3MfhoaGGDBgAAYMGIC+ffvCw8MDWVlZqFSpEjQ0NOTaBiGEEEL+h4IFhBBCCClVR44cwbt37+Dj4yNSoLBv374IDg7GqlWrxL7W3NwcqampuHPnDmrVqgUDAwORlomrVq1CjRo1YGtrCz6fjz179sDY2BgVK1bktnHmzBk4OTlBS0sLRkZGpfI+CSGEkJ8J1SwghBBCSKkKDg5Ghw4dxHYy6NOnD+7cuYNbt26JfW2fPn3g4eEBFxcXVK1aFbt27RJ5jr6+PpYsWQJ7e3u0aNECaWlpOHbsGPj876c5K1aswKlTp1C7dm00a9ZMuW+OEEII+UnxGGNM1YMghBBCCCGEEEJI+UErCwghhBBCCCGEECKEggWEEEIIIYQQQggRQsECQgghhBBCCCGECKFgASGEEEIIIYQQQoRQsIAQQgghhBBCCCFCKFhACCGEEEIIIYQQIRQsIIQQQgghhBBCiBAKFhBCCCGEEEIIIUQIBQsIIYQQQgghhBAihIIFhBBCCCGEEEIIEULBAkIIIYQQQgghhAihYAEhhBBCCCGEEEKE/B+JECNXE4sJAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x='Artist', y='Duration (ms)', data=df)\n",
    "plt.xticks(rotation=90)  \n",
    "plt.title('Duration of Tracks by Artist')\n",
    "plt.xlabel('Artist')\n",
    "plt.ylabel('Duration (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bf79cef",
   "metadata": {},
   "source": [
    "#### 10. How does the distribution of track popularity vary for different artists? Visualize this using a swarm plot or a violin plot.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1446aee6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "sns.swarmplot(x='Artist', y='Popularity', data=df)\n",
    "plt.xticks(rotation=90)  # Rotate artist names for better visibility\n",
    "plt.title('Distribution of Track Popularity by Artist')\n",
    "plt.xlabel('Artist')\n",
    "plt.ylabel('Popularity')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
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  "varInspector": {
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    "lenType": 16,
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
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   },
   "types_to_exclude": [
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    "builtin_function_or_method",
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    "_Feature"
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   "window_display": false
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 "nbformat": 4,
 "nbformat_minor": 5
}