{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Kaggle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A UK-based online retail store has captured the sales data for different products for the period of one year (Nov 2016 to Dec 2017). The organization sells gifts primarily on the online platform. The customers who make a purchase consume directly for themselves. There are small businesses that buy in bulk and sell to other customers through the retail outlet channel.\n",
    "\n",
    "## Project Objective:\n",
    "Find significant customers for the business who make high purchases of their favourite products. The organization wants to roll out a loyalty program to the high-value customers after identification of segments. Use the clustering methodology to segment customers into groups:\n",
    "\n",
    "## Domain: E-commerce\n",
    "\n",
    "#### Dataset Description:\n",
    "This is a transnational dataset that contains all the transactions occurring between Nov-2016 to Dec-2017 for a UK-based online retail store.\n",
    "\n",
    "#### Attribute Description\n",
    "InvoiceNo Invoice number (A 6-digit integral number uniquely assigned to each transaction)\n",
    "StockCode Product (item) code\n",
    "Description Product (item) name\n",
    "Quantity The quantities of each product (item) per transaction\n",
    "InvoiceDate The day when each transaction was generated\n",
    "UnitPrice Unit price (Product price per unit)\n",
    "CustomerID Customer number (Unique ID assigned to each customer)\n",
    "Country Country name (The name of the country where each customer resides)\n",
    "Analysis tasks to be performed:\n",
    "Use the clustering methodology to segment customers into groups:\n",
    "Use the following clustering algorithms:\n",
    "\n",
    "#### K means\n",
    "Hierarchical\n",
    "• Identify the right number of customer segments.\n",
    "• Provide the number of customers who are highly valued.\n",
    "• Identify the clustering algorithm that gives maximum accuracy and explains robust clusters.\n",
    "• If the number of observations is loaded in one of the clusters, break down that cluster further using the clustering algorithm. [ hint: Here loaded means if any cluster has more number of data points as compared to other clusters then split that clusters by increasing the number of clusters and observe, compare the results with previous results.]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Planning IOT (input | output | tasks)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Input \n",
    "\n",
    "    - Select the MOST VALUABLE CLIENTS t}o engage in a fidellity program called \"insiders\", using sells data from November/2015 to December/2017\n",
    "\n",
    "2. Output\n",
    "\n",
    "    - Point out the customers who are most likelly to be a part of the program \"INSIDERS\"\n",
    "    - Report the answers to the following questions:\n",
    "        -- Who is ellegible for the program?\n",
    "        \n",
    "        -- How many clients are going to be a part of the program?\n",
    "        \n",
    "        -- Which are the main characteristics of these clients?\n",
    "        \n",
    "        -- What is the percentage of revenue coming from this group contribution?\n",
    "        \n",
    "        -- What is the expectation of revenue coming from this group for the next few months?\n",
    "        \n",
    "        -- Which are the conditions for a person to be elegible to this program?\n",
    "        \n",
    "        -- Which are the conditions for a person to be removed from this program?\n",
    "        \n",
    "        -- What is the guarantee that the \"INSIDERS\" program is better than the rest of the customers?\n",
    "        \n",
    "        -- Which actions can the marketing team take to increase revenue?\n",
    "        \n",
    "3. Tasks\n",
    "\n",
    "    - Sugesting solutions:\n",
    "    \n",
    "        -- Who is ellegible? What defines elligibility? Who is a valuable customer to the company?\n",
    "        \n",
    "            * Revenue:\n",
    "                ** High LTV value\n",
    "                ** High frequency\n",
    "                ** Large basket size\n",
    "                ** Low churn probability\n",
    "                ** High LTV previsibility\n",
    "                \n",
    "            * Cost:\n",
    "                ** Low devolution number\n",
    "                \n",
    "            * Experience:\n",
    "                ** Good feedback \n",
    "        -- How many clients are going to be a part of the program?\n",
    "        \n",
    "            * Number of clients\n",
    "            * % to the total number of clients\n",
    "        \n",
    "        -- Which are the main characteristics of these clients?\n",
    "        \n",
    "            * Main attributes of clients:\n",
    "                ** Age\n",
    "                ** Country\n",
    "                ** Salary\n",
    "            \n",
    "            * Main shopping behaviours\n",
    "        \n",
    "        -- What is the percentage of revenue coming from this group contribution?\n",
    "            \n",
    "            * Calculate company´s total revenue\n",
    "            * Calculate INSIDERS cluster revenue\n",
    "        \n",
    "        -- What is the expectation of revenue coming from this group for the next few months?\n",
    "            \n",
    "            * Calculate LTV of INSIDERS cluster\n",
    "            * Time series (ARMA, ARIMA, HoltWinter, etc)\n",
    "        \n",
    "        -- Which are the conditions for a person to be elegible to this program?\n",
    "            \n",
    "            * When is the evaluation taking place?\n",
    "            * Is the client´s behaviour close to the INSIDERS cluster?\n",
    "        \n",
    "        -- Which are the conditions for a person to be removed from this program?\n",
    "        \n",
    "            * CLient´s behaviour is not close to the average of INSIDERS cluster\n",
    "        \n",
    "        -- What is the guarantee that the \"INSIDERS\" program is better than the rest of the customers?\n",
    "        \n",
    "            * Hypothesis test\n",
    "            * A/B test\n",
    "        \n",
    "        -- Which actions can the marketing team take to increase revenue?\n",
    "        \n",
    "            * Discounts\n",
    "            * Exclusive products\n",
    "        \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 0. Imports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:13.611926Z",
     "start_time": "2021-11-23T19:45:57.678542Z"
    }
   },
   "outputs": [],
   "source": [
    "# Jupyter settings\n",
    "from IPython.core.display      import display, HTML\n",
    "from IPython.display           import Image\n",
    "\n",
    "# data manipulation\n",
    "import inflection\n",
    "import datetime\n",
    "import math\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import stats as ss\n",
    "import re\n",
    "\n",
    "# EDA\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from plotly import express as px\n",
    "\n",
    "# import umap\n",
    "import umap\n",
    "\n",
    "# sklearn\n",
    "from sklearn import cluster as c\n",
    "from sklearn import metrics as m\n",
    "from sklearn import preprocessing as pp\n",
    "from sklearn import decomposition as dd\n",
    "from sklearn import manifold as mn\n",
    "from sklearn import ensemble as en\n",
    "from sklearn import mixture as mx\n",
    "\n",
    "# metrics\n",
    "import yellowbrick\n",
    "from yellowbrick.cluster import KElbowVisualizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:13.674074Z",
     "start_time": "2021-11-23T19:46:13.635397Z"
    },
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "# jupyter setup\n",
    "def jupyter_settings():\n",
    "    \n",
    "    # jupyter core settings\n",
    "    display(HTML(\"<style>.container { width:95% !important; }</style>\"))\n",
    "    \n",
    "    # pandas\n",
    "    pd.set_option('display.max_rows', 500)\n",
    "    pd.set_option('display.max_columns', 500)\n",
    "    pd.set_option('display.expand_frame_repr', False)\n",
    "    \n",
    "    # matplotlib\n",
    "    !pylab inline\n",
    "    !matplotlib inline\n",
    "    plt.style.use('ggplot')\n",
    "    plt.rcParams['figure.figsize'] = [35, 12]\n",
    "    plt.rcParams['font.size'] = 30\n",
    "    \n",
    "    # seaborn\n",
    "    sns.set()\n",
    "    \n",
    "    # yellowbrick\n",
    "    yellowbrick.style.rcmod.set_aesthetic()\n",
    "\n",
    "    \n",
    "# descriptive analysis summary for numerical features\n",
    "def num_analysis(num_attributes):\n",
    "    \n",
    "    # Cemtral tendency - mean, median\n",
    "    ct1 = pd.DataFrame(num_attributes.apply(np.mean)).T\n",
    "    ct2 = pd.DataFrame(num_attributes.apply(np.median)).T\n",
    "\n",
    "    # Dispersion - std, min, max, range, skew, kurtosis\n",
    "    d1 = pd.DataFrame(num_attributes.apply(np.std)).T\n",
    "    d2 = pd.DataFrame(num_attributes.apply(min)).T\n",
    "    d3 = pd.DataFrame(num_attributes.apply(max)).T\n",
    "    d4 = pd.DataFrame(num_attributes.apply(lambda x: x.max() - x.min())).T\n",
    "    d5 = pd.DataFrame(num_attributes.apply(lambda x: x.skew())).T\n",
    "    d6 = pd.DataFrame(num_attributes.apply(lambda x: x.kurtosis())).T\n",
    "\n",
    "    # concatenate\n",
    "    m = pd.concat([d2,d3,d4,ct1,ct2,d1,d5,d6]).T.reset_index()\n",
    "    m.columns = ['attributes','min','max','range','mean','median','std','skew','kurtosis',]\n",
    "    \n",
    "    # histogram\n",
    "    hist = num_attributes.hist(bins=30)\n",
    "    \n",
    "    return m\n",
    "\n",
    "    return hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:14.533385Z",
     "start_time": "2021-11-23T19:46:13.700133Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:95% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/bin/bash: pylab: command not found\n",
      "/bin/bash: matplotlib: command not found\n"
     ]
    }
   ],
   "source": [
    "jupyter_settings()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:19.258630Z",
     "start_time": "2021-11-23T19:46:17.614090Z"
    }
   },
   "outputs": [],
   "source": [
    "df_raw = pd.read_csv('../data/raw/Ecommerce.csv', encoding=\"iso8859-1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:19.919159Z",
     "start_time": "2021-11-23T19:46:19.862337Z"
    }
   },
   "outputs": [],
   "source": [
    "df_raw = df_raw.drop(columns=[\"Unnamed: 8\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Descriptive Analysis "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:20.774303Z",
     "start_time": "2021-11-23T19:46:20.703727Z"
    }
   },
   "outputs": [],
   "source": [
    "df1 = df_raw.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:21.020966Z",
     "start_time": "2021-11-23T19:46:20.980156Z"
    }
   },
   "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>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541904</th>\n",
       "      <td>581587</td>\n",
       "      <td>22613</td>\n",
       "      <td>PACK OF 20 SPACEBOY NAPKINS</td>\n",
       "      <td>12</td>\n",
       "      <td>7-Dec-17</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541905</th>\n",
       "      <td>581587</td>\n",
       "      <td>22899</td>\n",
       "      <td>CHILDREN'S APRON DOLLY GIRL</td>\n",
       "      <td>6</td>\n",
       "      <td>7-Dec-17</td>\n",
       "      <td>2.10</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541906</th>\n",
       "      <td>581587</td>\n",
       "      <td>23254</td>\n",
       "      <td>CHILDRENS CUTLERY DOLLY GIRL</td>\n",
       "      <td>4</td>\n",
       "      <td>7-Dec-17</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541907</th>\n",
       "      <td>581587</td>\n",
       "      <td>23255</td>\n",
       "      <td>CHILDRENS CUTLERY CIRCUS PARADE</td>\n",
       "      <td>4</td>\n",
       "      <td>7-Dec-17</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541908</th>\n",
       "      <td>581587</td>\n",
       "      <td>22138</td>\n",
       "      <td>BAKING SET 9 PIECE RETROSPOT</td>\n",
       "      <td>3</td>\n",
       "      <td>7-Dec-17</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>541909 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                          Description  Quantity InvoiceDate  UnitPrice  CustomerID         Country\n",
       "0         536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   29-Nov-16       2.55     17850.0  United Kingdom\n",
       "1         536365     71053                  WHITE METAL LANTERN         6   29-Nov-16       3.39     17850.0  United Kingdom\n",
       "2         536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   29-Nov-16       2.75     17850.0  United Kingdom\n",
       "3         536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   29-Nov-16       3.39     17850.0  United Kingdom\n",
       "4         536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   29-Nov-16       3.39     17850.0  United Kingdom\n",
       "...          ...       ...                                  ...       ...         ...        ...         ...             ...\n",
       "541904    581587     22613          PACK OF 20 SPACEBOY NAPKINS        12    7-Dec-17       0.85     12680.0          France\n",
       "541905    581587     22899         CHILDREN'S APRON DOLLY GIRL          6    7-Dec-17       2.10     12680.0          France\n",
       "541906    581587     23254        CHILDRENS CUTLERY DOLLY GIRL          4    7-Dec-17       4.15     12680.0          France\n",
       "541907    581587     23255      CHILDRENS CUTLERY CIRCUS PARADE         4    7-Dec-17       4.15     12680.0          France\n",
       "541908    581587     22138        BAKING SET 9 PIECE RETROSPOT          3    7-Dec-17       4.95     12680.0          France\n",
       "\n",
       "[541909 rows x 8 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1. Rows and Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:21.659684Z",
     "start_time": "2021-11-23T19:46:21.650077Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows:  541909\n",
      "Number of columns:  8\n"
     ]
    }
   ],
   "source": [
    "print('Number of rows: ', df1.shape[0])\n",
    "print('Number of columns: ', df1.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:22.170734Z",
     "start_time": "2021-11-23T19:46:22.164212Z"
    }
   },
   "outputs": [],
   "source": [
    "# rename columns\n",
    "snakecase = lambda x: inflection.underscore(x)\n",
    "df1.columns = list(map(snakecase, df1.columns))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2. Data Types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:22.978366Z",
     "start_time": "2021-11-23T19:46:22.966556Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "invoice_no       object\n",
       "stock_code       object\n",
       "description      object\n",
       "quantity          int64\n",
       "invoice_date     object\n",
       "unit_price      float64\n",
       "customer_id     float64\n",
       "country          object\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.3. Check NA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:23.515392Z",
     "start_time": "2021-11-23T19:46:23.504858Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "135080"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['customer_id'].isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:24.040940Z",
     "start_time": "2021-11-23T19:46:23.814014Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "invoice_no      0.000000\n",
       "stock_code      0.000000\n",
       "description     0.002683\n",
       "quantity        0.000000\n",
       "invoice_date    0.000000\n",
       "unit_price      0.000000\n",
       "customer_id     0.249267\n",
       "country         0.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.isna().sum()/df1.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fill NA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:24.910199Z",
     "start_time": "2021-11-23T19:46:24.826526Z"
    }
   },
   "outputs": [],
   "source": [
    "# replacing customer_id or dropping?\n",
    "df_missing = df1.loc[df1['customer_id'].isna(), :]\n",
    "df_not_missing = df1.loc[~df1['customer_id'].isna(), :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:25.109453Z",
     "start_time": "2021-11-23T19:46:25.093528Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12346.0\n",
      "18287.0\n"
     ]
    }
   ],
   "source": [
    "print(df_not_missing['customer_id'].min())\n",
    "print(df_not_missing['customer_id'].max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:25.393343Z",
     "start_time": "2021-11-23T19:46:25.387803Z"
    }
   },
   "outputs": [],
   "source": [
    "# create customer_id for each unique invoice_no (purchase event) associated with a null customer_id, that will invalidade the creation of recency and frquency features for these customers. \n",
    "# That may be a possibility for filling null values but may also create distortions in the cluster analysis in the future\n",
    "# Therefore, this part of the code might be invalidated later and serves only as an example of NA fillout when dropping rows reduces a considerable part of the data \n",
    "# df_backup = pd.DataFrame(df_missing['invoice_no'].drop_duplicates())\n",
    "# df_backup['customer_id'] = np.arange(19000, 19000+len(df_backup), 1) # customer_id.max() = 18287\n",
    "\n",
    "# merge original with reference dataframe\n",
    "# df1 = pd.merge(df1, df_backup, on='invoice_no', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:25.840893Z",
     "start_time": "2021-11-23T19:46:25.757191Z"
    }
   },
   "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",
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       "    }\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>invoice_no</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>29-Nov-16</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  invoice_no stock_code                          description  quantity invoice_date  unit_price  customer_id         country\n",
       "0     536365     85123A   WHITE HANGING HEART T-LIGHT HOLDER         6    29-Nov-16        2.55      17850.0  United Kingdom\n",
       "1     536365      71053                  WHITE METAL LANTERN         6    29-Nov-16        3.39      17850.0  United Kingdom\n",
       "2     536365     84406B       CREAM CUPID HEARTS COAT HANGER         8    29-Nov-16        2.75      17850.0  United Kingdom\n",
       "3     536365     84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6    29-Nov-16        3.39      17850.0  United Kingdom\n",
       "4     536365     84029E       RED WOOLLY HOTTIE WHITE HEART.         6    29-Nov-16        3.39      17850.0  United Kingdom"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# coalesce\n",
    "# df1['customer_id'] = df1['customer_id_x'].combine_first( df1['customer_id_y'] )\n",
    "\n",
    "# drop extra columns\n",
    "# df1 = df1.drop(columns=['customer_id_x', 'customer_id_y'], axis=1)\n",
    "\n",
    "df1 = df_not_missing.copy()\n",
    "df1.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:26.208700Z",
     "start_time": "2021-11-23T19:46:26.038081Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "invoice_no      0\n",
       "stock_code      0\n",
       "description     0\n",
       "quantity        0\n",
       "invoice_date    0\n",
       "unit_price      0\n",
       "customer_id     0\n",
       "country         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.4. Change dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:26.889629Z",
     "start_time": "2021-11-23T19:46:26.697701Z"
    }
   },
   "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>invoice_no</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  invoice_no stock_code                          description  quantity invoice_date  unit_price  customer_id         country\n",
       "0     536365     85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   2016-11-29        2.55        17850  United Kingdom\n",
       "1     536365      71053                  WHITE METAL LANTERN         6   2016-11-29        3.39        17850  United Kingdom\n",
       "2     536365     84406B       CREAM CUPID HEARTS COAT HANGER         8   2016-11-29        2.75        17850  United Kingdom\n",
       "3     536365     84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   2016-11-29        3.39        17850  United Kingdom\n",
       "4     536365     84029E       RED WOOLLY HOTTIE WHITE HEART.         6   2016-11-29        3.39        17850  United Kingdom"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# invoice date\n",
    "df1['invoice_date'] = pd.to_datetime(df1['invoice_date'], format='%d-%b-%y')\n",
    "\n",
    "# customer id\n",
    "df1['customer_id'] = df1['customer_id'].astype(int)\n",
    "\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:27.013245Z",
     "start_time": "2021-11-23T19:46:26.998796Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "invoice_no              object\n",
       "stock_code              object\n",
       "description             object\n",
       "quantity                 int64\n",
       "invoice_date    datetime64[ns]\n",
       "unit_price             float64\n",
       "customer_id              int64\n",
       "country                 object\n",
       "dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.5. Descriptive Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:27.567051Z",
     "start_time": "2021-11-23T19:46:27.508722Z"
    }
   },
   "outputs": [],
   "source": [
    "num_attributes = df1.select_dtypes(include=['float64', 'int64'])\n",
    "cat_attributes = df1.select_dtypes(exclude=['float64', 'int64'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Numerical Attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:30.280453Z",
     "start_time": "2021-11-23T19:46:28.116345Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>attributes</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>range</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>std</th>\n",
       "      <th>skew</th>\n",
       "      <th>kurtosis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>quantity</td>\n",
       "      <td>-80995.0</td>\n",
       "      <td>80995.0</td>\n",
       "      <td>161990.0</td>\n",
       "      <td>12.061303</td>\n",
       "      <td>5.00</td>\n",
       "      <td>248.693064</td>\n",
       "      <td>0.182663</td>\n",
       "      <td>94317.563673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>unit_price</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38970.0</td>\n",
       "      <td>38970.0</td>\n",
       "      <td>3.460471</td>\n",
       "      <td>1.95</td>\n",
       "      <td>69.315077</td>\n",
       "      <td>452.219019</td>\n",
       "      <td>246924.542988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>customer_id</td>\n",
       "      <td>12346.0</td>\n",
       "      <td>18287.0</td>\n",
       "      <td>5941.0</td>\n",
       "      <td>15287.690570</td>\n",
       "      <td>15152.00</td>\n",
       "      <td>1713.598197</td>\n",
       "      <td>0.029835</td>\n",
       "      <td>-1.179982</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    attributes      min      max     range          mean    median          std        skew       kurtosis\n",
       "0     quantity -80995.0  80995.0  161990.0     12.061303      5.00   248.693064    0.182663   94317.563673\n",
       "1   unit_price      0.0  38970.0   38970.0      3.460471      1.95    69.315077  452.219019  246924.542988\n",
       "2  customer_id  12346.0  18287.0    5941.0  15287.690570  15152.00  1713.598197    0.029835      -1.179982"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
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\n",
      "text/plain": [
       "<Figure size 576x396 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_analysis(num_attributes)\n",
    "\n",
    "# negative quantity? may be devolution\n",
    "# unitary price equal to zero and negative?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical Attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:30.769771Z",
     "start_time": "2021-11-23T19:46:30.436452Z"
    }
   },
   "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>invoice_no</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22190</td>\n",
       "      <td>3684</td>\n",
       "      <td>3896</td>\n",
       "      <td>305</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   invoice_no  stock_code  description  invoice_date  country\n",
       "0       22190        3684         3896           305       37"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_attributes.apply(lambda x: x.unique().shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Invoice No"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:35.254129Z",
     "start_time": "2021-11-23T19:46:34.043129Z"
    }
   },
   "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>invoice_no</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>C536379</td>\n",
       "      <td>D</td>\n",
       "      <td>Discount</td>\n",
       "      <td>-1</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>27.50</td>\n",
       "      <td>14527</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>C536383</td>\n",
       "      <td>35004C</td>\n",
       "      <td>SET OF 3 COLOURED  FLYING DUCKS</td>\n",
       "      <td>-1</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>4.65</td>\n",
       "      <td>15311</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>C536391</td>\n",
       "      <td>22556</td>\n",
       "      <td>PLASTERS IN TIN CIRCUS PARADE</td>\n",
       "      <td>-12</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>1.65</td>\n",
       "      <td>17548</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>C536391</td>\n",
       "      <td>21984</td>\n",
       "      <td>PACK OF 12 PINK PAISLEY TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>C536391</td>\n",
       "      <td>21983</td>\n",
       "      <td>PACK OF 12 BLUE PAISLEY TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540449</th>\n",
       "      <td>C581490</td>\n",
       "      <td>23144</td>\n",
       "      <td>ZINC T-LIGHT HOLDER STARS SMALL</td>\n",
       "      <td>-11</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>0.83</td>\n",
       "      <td>14397</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541541</th>\n",
       "      <td>C581499</td>\n",
       "      <td>M</td>\n",
       "      <td>Manual</td>\n",
       "      <td>-1</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>224.69</td>\n",
       "      <td>15498</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541715</th>\n",
       "      <td>C581568</td>\n",
       "      <td>21258</td>\n",
       "      <td>VICTORIAN SEWING BOX LARGE</td>\n",
       "      <td>-5</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>10.95</td>\n",
       "      <td>15311</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541716</th>\n",
       "      <td>C581569</td>\n",
       "      <td>84978</td>\n",
       "      <td>HANGING HEART JAR T-LIGHT HOLDER</td>\n",
       "      <td>-1</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>1.25</td>\n",
       "      <td>17315</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541717</th>\n",
       "      <td>C581569</td>\n",
       "      <td>20979</td>\n",
       "      <td>36 PENCILS TUBE RED RETROSPOT</td>\n",
       "      <td>-5</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>1.25</td>\n",
       "      <td>17315</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8905 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       invoice_no stock_code                       description  quantity invoice_date  unit_price  customer_id         country\n",
       "141       C536379          D                          Discount        -1   2016-11-29       27.50        14527  United Kingdom\n",
       "154       C536383     35004C   SET OF 3 COLOURED  FLYING DUCKS        -1   2016-11-29        4.65        15311  United Kingdom\n",
       "235       C536391      22556    PLASTERS IN TIN CIRCUS PARADE        -12   2016-11-29        1.65        17548  United Kingdom\n",
       "236       C536391      21984  PACK OF 12 PINK PAISLEY TISSUES        -24   2016-11-29        0.29        17548  United Kingdom\n",
       "237       C536391      21983  PACK OF 12 BLUE PAISLEY TISSUES        -24   2016-11-29        0.29        17548  United Kingdom\n",
       "...           ...        ...                               ...       ...          ...         ...          ...             ...\n",
       "540449    C581490      23144   ZINC T-LIGHT HOLDER STARS SMALL       -11   2017-12-07        0.83        14397  United Kingdom\n",
       "541541    C581499          M                            Manual        -1   2017-12-07      224.69        15498  United Kingdom\n",
       "541715    C581568      21258        VICTORIAN SEWING BOX LARGE        -5   2017-12-07       10.95        15311  United Kingdom\n",
       "541716    C581569      84978  HANGING HEART JAR T-LIGHT HOLDER        -1   2017-12-07        1.25        17315  United Kingdom\n",
       "541717    C581569      20979     36 PENCILS TUBE RED RETROSPOT        -5   2017-12-07        1.25        17315  United Kingdom\n",
       "\n",
       "[8905 rows x 8 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.loc[df1['invoice_no'].apply(lambda x: bool(re.search('[^0-9]+', x))), :] # invoice_no with letters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:36.574609Z",
     "start_time": "2021-11-23T19:46:35.373371Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of invoices with letters: 8905\n",
      "Number of invoices with letters and negative quantity: 8905\n"
     ]
    }
   ],
   "source": [
    "df_aux = df1.loc[df1['invoice_no'].apply(lambda x: bool(re.search('[^0-9]+', x))), :]\n",
    "\n",
    "print('Number of invoices with letters: {}'.format(len(df_aux)))\n",
    "print('Number of invoices with letters and negative quantity: {}'.format(len(df_aux[df_aux['quantity'] < 0])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stock Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:38.071625Z",
     "start_time": "2021-11-23T19:46:36.734281Z"
    }
   },
   "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>invoice_no</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>536370</td>\n",
       "      <td>POST</td>\n",
       "      <td>POSTAGE</td>\n",
       "      <td>3</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>18.00</td>\n",
       "      <td>12583</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>C536379</td>\n",
       "      <td>D</td>\n",
       "      <td>Discount</td>\n",
       "      <td>-1</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>27.50</td>\n",
       "      <td>14527</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>536403</td>\n",
       "      <td>POST</td>\n",
       "      <td>POSTAGE</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>15.00</td>\n",
       "      <td>12791</td>\n",
       "      <td>Netherlands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>536527</td>\n",
       "      <td>POST</td>\n",
       "      <td>POSTAGE</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>18.00</td>\n",
       "      <td>12662</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2239</th>\n",
       "      <td>536569</td>\n",
       "      <td>M</td>\n",
       "      <td>Manual</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>1.25</td>\n",
       "      <td>16274</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541216</th>\n",
       "      <td>581494</td>\n",
       "      <td>POST</td>\n",
       "      <td>POSTAGE</td>\n",
       "      <td>2</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>18.00</td>\n",
       "      <td>12518</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541541</th>\n",
       "      <td>C581499</td>\n",
       "      <td>M</td>\n",
       "      <td>Manual</td>\n",
       "      <td>-1</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>224.69</td>\n",
       "      <td>15498</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541730</th>\n",
       "      <td>581570</td>\n",
       "      <td>POST</td>\n",
       "      <td>POSTAGE</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>18.00</td>\n",
       "      <td>12662</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541767</th>\n",
       "      <td>581574</td>\n",
       "      <td>POST</td>\n",
       "      <td>POSTAGE</td>\n",
       "      <td>2</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>18.00</td>\n",
       "      <td>12526</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541768</th>\n",
       "      <td>581578</td>\n",
       "      <td>POST</td>\n",
       "      <td>POSTAGE</td>\n",
       "      <td>3</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>18.00</td>\n",
       "      <td>12713</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1774 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       invoice_no stock_code description  quantity invoice_date  unit_price  customer_id         country\n",
       "45         536370       POST     POSTAGE         3   2016-11-29       18.00        12583          France\n",
       "141       C536379          D    Discount        -1   2016-11-29       27.50        14527  United Kingdom\n",
       "386        536403       POST     POSTAGE         1   2016-11-29       15.00        12791     Netherlands\n",
       "1123       536527       POST     POSTAGE         1   2016-11-29       18.00        12662         Germany\n",
       "2239       536569          M      Manual         1   2016-11-29        1.25        16274  United Kingdom\n",
       "...           ...        ...         ...       ...          ...         ...          ...             ...\n",
       "541216     581494       POST     POSTAGE         2   2017-12-07       18.00        12518         Germany\n",
       "541541    C581499          M      Manual        -1   2017-12-07      224.69        15498  United Kingdom\n",
       "541730     581570       POST     POSTAGE         1   2017-12-07       18.00        12662         Germany\n",
       "541767     581574       POST     POSTAGE         2   2017-12-07       18.00        12526         Germany\n",
       "541768     581578       POST     POSTAGE         3   2017-12-07       18.00        12713         Germany\n",
       "\n",
       "[1774 rows x 8 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check stock codes with only characters\n",
    "df_aux2 = df1.loc[df1['stock_code'].apply(lambda x: bool(re.search('^[a-zA-Z]+$', x))), :]\n",
    "df_aux2\n",
    "# ação\n",
    "# 1. Remove stock_code in ['POST', 'D', 'M', 'PADS', 'DOT', 'CRUK']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:38.258527Z",
     "start_time": "2021-11-23T19:46:38.239258Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique stock codes with letters: ['POST' 'D' 'M' 'PADS' 'DOT' 'CRUK']\n",
      "Percentage of unique stock codes with letters: 0.004360554434418392\n"
     ]
    }
   ],
   "source": [
    "print('Unique stock codes with letters: {}'.format(df_aux2['stock_code'].unique()))\n",
    "print('Percentage of unique stock codes with letters: {}'.format(df_aux2['stock_code'].shape[0] / df1.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-21T20:20:36.339016Z",
     "start_time": "2021-11-21T20:20:36.319204Z"
    }
   },
   "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>invoice_no</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  invoice_no stock_code                          description  quantity invoice_date  unit_price  customer_id         country\n",
       "0     536365     85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   2016-11-29        2.55        17850  United Kingdom\n",
       "1     536365      71053                  WHITE METAL LANTERN         6   2016-11-29        3.39        17850  United Kingdom\n",
       "2     536365     84406B       CREAM CUPID HEARTS COAT HANGER         8   2016-11-29        2.75        17850  United Kingdom\n",
       "3     536365     84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   2016-11-29        3.39        17850  United Kingdom\n",
       "4     536365     84029E       RED WOOLLY HOTTIE WHITE HEART.         6   2016-11-29        3.39        17850  United Kingdom"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-21T20:20:38.925227Z",
     "start_time": "2021-11-21T20:20:37.820574Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='country', ylabel='count'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[25,10])\n",
    "df_aux4 = df1[['customer_id', 'country']].drop_duplicates()\n",
    "sns.countplot(x='country',data=df_aux4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-21T20:20:40.341975Z",
     "start_time": "2021-11-21T20:20:40.195139Z"
    }
   },
   "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>customer_id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>3950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finland</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norway</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netherlands</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Australia</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Denmark</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Channel Islands</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyprus</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poland</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USA</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unspecified</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greece</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EIRE</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malta</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Arab Emirates</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahrain</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Czech Republic</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lithuania</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lebanon</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RSA</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saudi Arabia</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Singapore</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iceland</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>European Community</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      customer_id\n",
       "country                          \n",
       "United Kingdom               3950\n",
       "Germany                        95\n",
       "France                         87\n",
       "Spain                          31\n",
       "Belgium                        25\n",
       "Switzerland                    21\n",
       "Portugal                       19\n",
       "Italy                          15\n",
       "Finland                        12\n",
       "Austria                        11\n",
       "Norway                         10\n",
       "Netherlands                     9\n",
       "Australia                       9\n",
       "Denmark                         9\n",
       "Channel Islands                 9\n",
       "Cyprus                          8\n",
       "Sweden                          8\n",
       "Japan                           8\n",
       "Poland                          6\n",
       "USA                             4\n",
       "Canada                          4\n",
       "Unspecified                     4\n",
       "Israel                          4\n",
       "Greece                          4\n",
       "EIRE                            3\n",
       "Malta                           2\n",
       "United Arab Emirates            2\n",
       "Bahrain                         2\n",
       "Czech Republic                  1\n",
       "Lithuania                       1\n",
       "Lebanon                         1\n",
       "RSA                             1\n",
       "Saudi Arabia                    1\n",
       "Singapore                       1\n",
       "Iceland                         1\n",
       "Brazil                          1\n",
       "European Community              1"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[['customer_id', 'country']].drop_duplicates().groupby('country').count().sort_values('customer_id', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-21T20:20:42.863276Z",
     "start_time": "2021-11-21T20:20:42.823979Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['United Kingdom', 'France', 'Australia', 'Netherlands', 'Germany',\n",
       "       'Norway', 'EIRE', 'Switzerland', 'Spain', 'Poland', 'Portugal',\n",
       "       'Italy', 'Belgium', 'Lithuania', 'Japan', 'Iceland',\n",
       "       'Channel Islands', 'Denmark', 'Cyprus', 'Sweden', 'Austria',\n",
       "       'Israel', 'Finland', 'Greece', 'Singapore', 'Lebanon',\n",
       "       'United Arab Emirates', 'Saudi Arabia', 'Czech Republic', 'Canada',\n",
       "       'Unspecified', 'Brazil', 'USA', 'European Community', 'Bahrain',\n",
       "       'Malta', 'RSA'], dtype=object)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['country'].unique() # european comunnity  # Unspecified"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:40.534106Z",
     "start_time": "2021-11-23T19:46:40.509091Z"
    }
   },
   "outputs": [],
   "source": [
    "df2 = df1.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:40.818838Z",
     "start_time": "2021-11-23T19:46:40.803420Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "invoice_no              object\n",
       "stock_code              object\n",
       "description             object\n",
       "quantity                 int64\n",
       "invoice_date    datetime64[ns]\n",
       "unit_price             float64\n",
       "customer_id              int64\n",
       "country                 object\n",
       "dtype: object"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:41.566940Z",
     "start_time": "2021-11-23T19:46:41.139226Z"
    }
   },
   "outputs": [],
   "source": [
    "# numerical attributes\n",
    "df2 = df2.loc[df2['unit_price'] >= 0.04, :]\n",
    "# categorical attributes\n",
    "df2 = df2[~df2['stock_code'].isin(['POST', 'D', 'DOT', 'M', 'S', 'AMAZONFEE', 'm', 'DCGSSBOY', 'DCGSSGIRL', 'PADS', 'B', 'CRUK'])]\n",
    "# description\n",
    "df2 = df2.drop(columns='description', axis=1)\n",
    "# map\n",
    "df2 = df2[~df2['stock_code'].isin(['European Community',  'Unspecified'])]\n",
    "# bad customer ( devolution and small basket)\n",
    "df2 = df2[~df2['customer_id'].isin([16446])]\n",
    "# quantity\n",
    "df2_returns = df2.loc[df1['quantity'] < 0, :]\n",
    "df2_purchases = df2.loc[df1['quantity'] >= 0, :]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:43.063437Z",
     "start_time": "2021-11-23T19:46:42.986420Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>invoice_no</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
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       "      <th>0</th>\n",
       "      <td>536365</td>\n",
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       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
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       "      <td>2.75</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>6</td>\n",
       "      <td>2016-11-29</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541904</th>\n",
       "      <td>581587</td>\n",
       "      <td>22613</td>\n",
       "      <td>12</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541905</th>\n",
       "      <td>581587</td>\n",
       "      <td>22899</td>\n",
       "      <td>6</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>2.10</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541906</th>\n",
       "      <td>581587</td>\n",
       "      <td>23254</td>\n",
       "      <td>4</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541907</th>\n",
       "      <td>581587</td>\n",
       "      <td>23255</td>\n",
       "      <td>4</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541908</th>\n",
       "      <td>581587</td>\n",
       "      <td>22138</td>\n",
       "      <td>3</td>\n",
       "      <td>2017-12-07</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>405016 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       invoice_no stock_code  quantity invoice_date  unit_price  customer_id         country\n",
       "0          536365     85123A         6   2016-11-29        2.55        17850  United Kingdom\n",
       "1          536365      71053         6   2016-11-29        3.39        17850  United Kingdom\n",
       "2          536365     84406B         8   2016-11-29        2.75        17850  United Kingdom\n",
       "3          536365     84029G         6   2016-11-29        3.39        17850  United Kingdom\n",
       "4          536365     84029E         6   2016-11-29        3.39        17850  United Kingdom\n",
       "...           ...        ...       ...          ...         ...          ...             ...\n",
       "541904     581587      22613        12   2017-12-07        0.85        12680          France\n",
       "541905     581587      22899         6   2017-12-07        2.10        12680          France\n",
       "541906     581587      23254         4   2017-12-07        4.15        12680          France\n",
       "541907     581587      23255         4   2017-12-07        4.15        12680          France\n",
       "541908     581587      22138         3   2017-12-07        4.95        12680          France\n",
       "\n",
       "[405016 rows x 7 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3 = df2.copy()\n",
    "# df2.to_csv('../data/interim/df2.csv')\n",
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:43.751600Z",
     "start_time": "2021-11-23T19:46:43.678925Z"
    }
   },
   "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>customer_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4356</th>\n",
       "      <td>13436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4357</th>\n",
       "      <td>15520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4358</th>\n",
       "      <td>13298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4359</th>\n",
       "      <td>14569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4360</th>\n",
       "      <td>12713</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4361 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id\n",
       "0           17850\n",
       "1           13047\n",
       "2           12583\n",
       "3           13748\n",
       "4           15100\n",
       "...           ...\n",
       "4356        13436\n",
       "4357        15520\n",
       "4358        13298\n",
       "4359        14569\n",
       "4360        12713\n",
       "\n",
       "[4361 rows x 1 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ref = df3.drop(['invoice_no', 'stock_code', 'quantity', 'invoice_date', 'unit_price', 'country'], axis=1).drop_duplicates(ignore_index=True)\n",
    "df_ref"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Monetary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:47.888046Z",
     "start_time": "2021-11-23T19:46:47.820096Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lucas/.local/lib/python3.8/site-packages/pandas/core/indexing.py:1596: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self.obj[key] = _infer_fill_value(value)\n",
      "/home/lucas/.local/lib/python3.8/site-packages/pandas/core/indexing.py:1745: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  isetter(ilocs[0], value)\n"
     ]
    }
   ],
   "source": [
    "# gross revenue - Quantity x price\n",
    "df2_purchases.loc[:, 'gross_revenue'] = df2_purchases.loc[:, 'quantity'] * df2_purchases.loc[:, 'unit_price']\n",
    "                                \n",
    "# monetary\n",
    "df_monetary = df2_purchases.loc[:, ['customer_id', 'gross_revenue']].groupby('customer_id').sum().reset_index()\n",
    "df_ref = pd.merge(df_ref, df_monetary, on='customer_id', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:48.264315Z",
     "start_time": "2021-11-23T19:46:48.244780Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id       0\n",
       "gross_revenue    27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Recency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:48.739029Z",
     "start_time": "2021-11-23T19:46:48.652057Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id       0\n",
       "gross_revenue    27\n",
       "recency_days     27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# days from last purchase\n",
    "df_recency = df2_purchases.loc[:, ['customer_id', 'invoice_date']].groupby('customer_id').max().reset_index()\n",
    "df_recency['recency_days'] = (df2['invoice_date'].max() - df_recency['invoice_date']).dt.days\n",
    "df_recency = df_recency[['customer_id', 'recency_days']].copy()\n",
    "df_ref = pd.merge(df_ref, df_recency, on='customer_id', how='left')\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Number of purchases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:49.369388Z",
     "start_time": "2021-11-23T19:46:49.244746Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id       0\n",
       "gross_revenue    27\n",
       "recency_days     27\n",
       "qtde_invoices    27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_freq = (df2_purchases.loc[:, ['customer_id', 'invoice_no']].drop_duplicates()\n",
    "                                                             .groupby( 'customer_id' )\n",
    "                                                             .count()\n",
    "                                                             .reset_index()\n",
    "                                                             .rename( columns={'invoice_no': 'qtde_invoices'}) )\n",
    "df_ref = pd.merge( df_ref, df_freq, on='customer_id', how='left' )\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Total number of products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:49.703135Z",
     "start_time": "2021-11-23T19:46:49.632319Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id       0\n",
       "gross_revenue    27\n",
       "recency_days     27\n",
       "qtde_invoices    27\n",
       "qtde_items       27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_freq = (df2_purchases.loc[:, ['customer_id', 'quantity']].groupby( 'customer_id' ).sum()\n",
    "                                                           .reset_index()\n",
    "                                                           .rename( columns={'quantity': 'qtde_items'} ) )\n",
    "df_ref = pd.merge( df_ref, df_freq, on='customer_id', how='left' )\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Number of types of products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:50.230813Z",
     "start_time": "2021-11-23T19:46:50.143689Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id       0\n",
       "gross_revenue    27\n",
       "recency_days     27\n",
       "qtde_invoices    27\n",
       "qtde_items       27\n",
       "qtde_products    27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_freq = (df2_purchases.loc[:, ['customer_id', 'stock_code']].groupby( 'customer_id' ).count()\n",
    "                                                           .reset_index()\n",
    "                                                           .rename( columns={'stock_code': 'qtde_products'} ) )\n",
    "df_ref = pd.merge( df_ref, df_freq, on='customer_id', how='left' )\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Average ticket value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:50.732270Z",
     "start_time": "2021-11-23T19:46:50.681856Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id       0\n",
       "gross_revenue    27\n",
       "recency_days     27\n",
       "qtde_invoices    27\n",
       "qtde_items       27\n",
       "qtde_products    27\n",
       "avg_ticket       27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Avg Ticket\n",
    "df_avg_ticket = df2_purchases.loc[:, ['customer_id', 'gross_revenue']].groupby( 'customer_id' ).mean().reset_index().rename( columns={'gross_revenue':'avg_ticket'} )\n",
    "df_ref = pd.merge( df_ref, df_avg_ticket, on='customer_id', how='left')\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7. Average recency days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:53.823714Z",
     "start_time": "2021-11-23T19:46:51.220875Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id            0\n",
       "gross_revenue         27\n",
       "recency_days          27\n",
       "qtde_invoices         27\n",
       "qtde_items            27\n",
       "qtde_products         27\n",
       "avg_ticket            27\n",
       "avg_recency_days    1387\n",
       "dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Average recency days\n",
    "df_aux = df2[['customer_id', 'invoice_date']].drop_duplicates().sort_values( ['customer_id', 'invoice_date'], ascending=['False', 'False'] )\n",
    "df_aux['next_customer_id'] = df_aux['customer_id'].shift() # next customer\n",
    "df_aux['previous_date'] = df_aux['invoice_date'].shift() # next invoince date\n",
    "\n",
    "df_aux['avg_recency_days'] = df_aux.apply( lambda x: ( x['invoice_date'] - x['previous_date'] ).days if x['customer_id'] == x['next_customer_id'] else np.nan, axis=1 )\n",
    "\n",
    "df_aux = df_aux.drop( ['invoice_date', 'next_customer_id', 'previous_date'], axis=1 ).dropna()\n",
    "\n",
    "# average recency \n",
    "df_avg_recency_days = df_aux.groupby( 'customer_id' ).mean().reset_index()\n",
    "\n",
    "# merge\n",
    "df_ref = pd.merge( df_ref, df_avg_recency_days, on='customer_id', how='left' )\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8. Purchase frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:56.905639Z",
     "start_time": "2021-11-23T19:46:54.080362Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id            0\n",
       "gross_revenue         27\n",
       "recency_days          27\n",
       "qtde_invoices         27\n",
       "qtde_items            27\n",
       "qtde_products         27\n",
       "avg_ticket            27\n",
       "avg_recency_days    1387\n",
       "frequency             27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_aux = ( df2_purchases[['customer_id', 'invoice_no', 'invoice_date']].drop_duplicates()\n",
    "                                                             .groupby( 'customer_id')\n",
    "                                                             .agg( max_ = ( 'invoice_date', 'max' ), \n",
    "                                                                   min_ = ( 'invoice_date', 'min' ),\n",
    "                                                                   days_= ( 'invoice_date', lambda x: ( ( x.max() - x.min() ).days ) + 1 ),\n",
    "                                                                   buy_ = ( 'invoice_no', 'count' ) ) ).reset_index()\n",
    "# Frequency\n",
    "df_aux['frequency'] = df_aux[['buy_', 'days_']].apply( lambda x: x['buy_'] / x['days_'] if  x['days_'] != 0 else 0, axis=1 )\n",
    "\n",
    "# Merge\n",
    "df_ref = pd.merge( df_ref, df_aux[['customer_id', 'frequency']], on='customer_id', how='left' )\n",
    "\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9. Number of returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:57.339542Z",
     "start_time": "2021-11-23T19:46:57.223533Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id            0\n",
       "gross_revenue         27\n",
       "recency_days          27\n",
       "qtde_invoices         27\n",
       "qtde_items            27\n",
       "qtde_products         27\n",
       "avg_ticket            27\n",
       "avg_recency_days    1387\n",
       "frequency             27\n",
       "qtde_returns           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of Returns\n",
    "df_returns = df2_returns[['customer_id', 'quantity']].groupby( 'customer_id' ).sum().reset_index().rename( columns={'quantity':'qtde_returns'} )\n",
    "df_returns['qtde_returns'] = df_returns['qtde_returns'] * -1\n",
    "\n",
    "df_ref = pd.merge( df_ref, df_returns, how='left', on='customer_id' )\n",
    "df_ref.loc[df_ref['qtde_returns'].isna(), 'qtde_returns'] = 0\n",
    "\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 10. Basket size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Invoice No = purchase\n",
    "- Stock Code = Product\n",
    "- Quantity = Item"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:57.820541Z",
     "start_time": "2021-11-23T19:46:57.597245Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id            0\n",
       "gross_revenue         27\n",
       "recency_days          27\n",
       "qtde_invoices         27\n",
       "qtde_items            27\n",
       "qtde_products         27\n",
       "avg_ticket            27\n",
       "avg_recency_days    1387\n",
       "frequency             27\n",
       "qtde_returns           0\n",
       "avg_basket_size       27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_aux = ( df2_purchases.loc[:, ['customer_id', 'invoice_no', 'quantity']].groupby( 'customer_id' )\n",
    "                                                                            .agg( n_purchase=( 'invoice_no', 'nunique'),\n",
    "                                                                                  n_products=( 'quantity', 'sum' ) )\n",
    "                                                                            .reset_index() )\n",
    "\n",
    "# calculation\n",
    "df_aux['avg_basket_size'] = df_aux['n_products'] / df_aux['n_purchase']\n",
    "\n",
    "# merge\n",
    "df_ref = pd.merge( df_ref, df_aux[['customer_id', 'avg_basket_size']], how='left', on='customer_id' )\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 11. Unique basket size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:58.658816Z",
     "start_time": "2021-11-23T19:46:58.265480Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id                  0\n",
       "gross_revenue               27\n",
       "recency_days                27\n",
       "qtde_invoices               27\n",
       "qtde_items                  27\n",
       "qtde_products               27\n",
       "avg_ticket                  27\n",
       "avg_recency_days          1387\n",
       "frequency                   27\n",
       "qtde_returns                 0\n",
       "avg_basket_size             27\n",
       "avg_unique_basket_size      27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_aux = ( df2_purchases.loc[:, ['customer_id', 'invoice_no', 'stock_code']].groupby( 'customer_id' )\n",
    "                                                                            .agg( n_purchase=( 'invoice_no', 'nunique'),\n",
    "                                                                                   n_products=( 'stock_code', 'nunique' ) )\n",
    "                                                                            .reset_index() )\n",
    "\n",
    "# calculation\n",
    "df_aux['avg_unique_basket_size'] = df_aux['n_products'] / df_aux['n_purchase']\n",
    "\n",
    "# merge\n",
    "df_ref = pd.merge( df_ref, df_aux[['customer_id', 'avg_unique_basket_size']], how='left', on='customer_id' )\n",
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:46:59.310874Z",
     "start_time": "2021-11-23T19:46:59.150202Z"
    }
   },
   "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>customer_id</th>\n",
       "      <th>gross_revenue</th>\n",
       "      <th>recency_days</th>\n",
       "      <th>qtde_invoices</th>\n",
       "      <th>qtde_items</th>\n",
       "      <th>qtde_products</th>\n",
       "      <th>avg_ticket</th>\n",
       "      <th>avg_recency_days</th>\n",
       "      <th>frequency</th>\n",
       "      <th>qtde_returns</th>\n",
       "      <th>avg_basket_size</th>\n",
       "      <th>avg_unique_basket_size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17850</td>\n",
       "      <td>5391.21</td>\n",
       "      <td>372.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1733.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>18.152222</td>\n",
       "      <td>35.500000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.970588</td>\n",
       "      <td>0.617647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13047</td>\n",
       "      <td>3232.59</td>\n",
       "      <td>56.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1390.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>18.904035</td>\n",
       "      <td>27.250000</td>\n",
       "      <td>0.028302</td>\n",
       "      <td>35.0</td>\n",
       "      <td>154.444444</td>\n",
       "      <td>11.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12583</td>\n",
       "      <td>6705.38</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5028.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>28.902500</td>\n",
       "      <td>23.187500</td>\n",
       "      <td>0.040323</td>\n",
       "      <td>50.0</td>\n",
       "      <td>335.200000</td>\n",
       "      <td>7.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13748</td>\n",
       "      <td>948.25</td>\n",
       "      <td>95.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>439.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>33.866071</td>\n",
       "      <td>92.666667</td>\n",
       "      <td>0.017921</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.800000</td>\n",
       "      <td>4.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15100</td>\n",
       "      <td>876.00</td>\n",
       "      <td>333.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>292.000000</td>\n",
       "      <td>8.600000</td>\n",
       "      <td>0.073171</td>\n",
       "      <td>22.0</td>\n",
       "      <td>26.666667</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4356</th>\n",
       "      <td>13436</td>\n",
       "      <td>196.89</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.407500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4357</th>\n",
       "      <td>15520</td>\n",
       "      <td>343.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>19.083333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>314.000000</td>\n",
       "      <td>18.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4358</th>\n",
       "      <td>13298</td>\n",
       "      <td>360.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4359</th>\n",
       "      <td>14569</td>\n",
       "      <td>227.39</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>18.949167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4360</th>\n",
       "      <td>12713</td>\n",
       "      <td>794.55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>505.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>21.474324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>505.000000</td>\n",
       "      <td>37.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4361 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customer_id  gross_revenue  recency_days  qtde_invoices  qtde_items  qtde_products  avg_ticket  avg_recency_days  frequency  qtde_returns  avg_basket_size  avg_unique_basket_size\n",
       "0           17850        5391.21         372.0           34.0      1733.0          297.0   18.152222         35.500000  17.000000          40.0        50.970588                0.617647\n",
       "1           13047        3232.59          56.0            9.0      1390.0          171.0   18.904035         27.250000   0.028302          35.0       154.444444               11.666667\n",
       "2           12583        6705.38           2.0           15.0      5028.0          232.0   28.902500         23.187500   0.040323          50.0       335.200000                7.600000\n",
       "3           13748         948.25          95.0            5.0       439.0           28.0   33.866071         92.666667   0.017921           0.0        87.800000                4.800000\n",
       "4           15100         876.00         333.0            3.0        80.0            3.0  292.000000          8.600000   0.073171          22.0        26.666667                0.333333\n",
       "...           ...            ...           ...            ...         ...            ...         ...               ...        ...           ...              ...                     ...\n",
       "4356        13436         196.89           1.0            1.0        76.0           12.0   16.407500               NaN   1.000000           0.0        76.000000               12.000000\n",
       "4357        15520         343.50           1.0            1.0       314.0           18.0   19.083333               NaN   1.000000           0.0       314.000000               18.000000\n",
       "4358        13298         360.00           1.0            1.0        96.0            2.0  180.000000               NaN   1.000000           0.0        96.000000                2.000000\n",
       "4359        14569         227.39           1.0            1.0        79.0           12.0   18.949167               NaN   1.000000           0.0        79.000000               10.000000\n",
       "4360        12713         794.55           0.0            1.0       505.0           37.0   21.474324               NaN   1.000000           0.0       505.000000               37.000000\n",
       "\n",
       "[4361 rows x 12 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ref"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:47:00.192141Z",
     "start_time": "2021-11-23T19:47:00.153209Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id                  0\n",
       "gross_revenue               27\n",
       "recency_days                27\n",
       "qtde_invoices               27\n",
       "qtde_items                  27\n",
       "qtde_products               27\n",
       "avg_ticket                  27\n",
       "avg_recency_days          1387\n",
       "frequency                   27\n",
       "qtde_returns                 0\n",
       "avg_basket_size             27\n",
       "avg_unique_basket_size      27\n",
       "dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ref.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. EDA (Exploratory Data Analysis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:47:01.059239Z",
     "start_time": "2021-11-23T19:47:01.008435Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customer_id               0\n",
       "gross_revenue             0\n",
       "recency_days              0\n",
       "qtde_invoices             0\n",
       "qtde_items                0\n",
       "qtde_products             0\n",
       "avg_ticket                0\n",
       "avg_recency_days          0\n",
       "frequency                 0\n",
       "qtde_returns              0\n",
       "avg_basket_size           0\n",
       "avg_unique_basket_size    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df_ref.dropna()\n",
    "df4.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:47:25.153668Z",
     "start_time": "2021-11-23T19:47:25.046102Z"
    }
   },
   "outputs": [],
   "source": [
    "# df4.to_csv('../data/interim/df4.csv')\n",
    "# df4 = pd.read_csv('../data/interim/df4.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Univariate Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Bivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:47:57.751544Z",
     "start_time": "2021-11-23T19:47:57.745960Z"
    }
   },
   "outputs": [],
   "source": [
    "df42 = df4.drop('customer_id', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-21T20:23:22.019548Z",
     "start_time": "2021-11-21T20:21:30.790061Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f87a40561f0>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1980x1980 with 132 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Frequency and Avg Ticket both have low variance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Space Study"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:48:05.988410Z",
     "start_time": "2021-11-23T19:48:05.979574Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['customer_id', 'gross_revenue', 'recency_days', 'qtde_invoices',\n",
       "       'qtde_items', 'qtde_products', 'avg_ticket', 'avg_recency_days',\n",
       "       'frequency', 'qtde_returns', 'avg_basket_size',\n",
       "       'avg_unique_basket_size'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:48:06.401905Z",
     "start_time": "2021-11-23T19:48:06.391486Z"
    }
   },
   "outputs": [],
   "source": [
    "# feature selection\n",
    "cols_selected = ['gross_revenue', 'recency_days', 'qtde_invoices',\n",
    "                 'qtde_items', 'qtde_products', 'qtde_returns']\n",
    "df43 = df4[cols_selected].copy()\n",
    "\n",
    "# preprocessing\n",
    "mm = pp.MinMaxScaler()\n",
    "\n",
    "df43['gross_revenue'] = mm.fit_transform(df43[['gross_revenue']])\n",
    "df43['recency_days'] = mm.fit_transform(df43[['recency_days']])\n",
    "df43['qtde_invoices'] = mm.fit_transform(df43[['qtde_invoices']])\n",
    "df43['qtde_items'] = mm.fit_transform(df43[['qtde_items']])\n",
    "df43['qtde_products'] = mm.fit_transform(df43[['qtde_products']])\n",
    "# df43['avg_ticket'] = mm.fit_transform(df43[['avg_ticket']])\n",
    "# df43['avg_recency_days'] = mm.fit_transform(df43[['avg_recency_days']])\n",
    "# df43['frequency'] = mm.fit_transform(df43[['frequency']])\n",
    "df43['qtde_returns'] = mm.fit_transform(df43[['qtde_returns']])\n",
    "# df43['avg_basket_size'] = mm.fit_transform(df43[['avg_basket_size']])\n",
    "# df43['avg_unique_basket_size'] = mm.fit_transform(df43[['avg_unique_basket_size']])\n",
    "\n",
    "# new dataframe\n",
    "X = df43.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:48:07.746458Z",
     "start_time": "2021-11-23T19:48:07.739170Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2972, 6)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1. PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:48:09.048158Z",
     "start_time": "2021-11-23T19:48:08.953332Z"
    }
   },
   "outputs": [],
   "source": [
    "pca = dd.PCA(n_components=2)\n",
    "principal_components = pca.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:48:09.780782Z",
     "start_time": "2021-11-23T19:48:09.410514Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 2 artists>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(pca.n_components_) , pca.explained_variance_ratio_, color='black')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:48:11.288382Z",
     "start_time": "2021-11-23T19:48:11.265706Z"
    }
   },
   "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>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.814553</td>\n",
       "      <td>0.152814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.023535</td>\n",
       "      <td>0.011482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.170391</td>\n",
       "      <td>0.036912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.082690</td>\n",
       "      <td>-0.008052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.719901</td>\n",
       "      <td>0.026026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2967</th>\n",
       "      <td>-0.140938</td>\n",
       "      <td>-0.034678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2968</th>\n",
       "      <td>-0.152117</td>\n",
       "      <td>-0.029130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2969</th>\n",
       "      <td>-0.169988</td>\n",
       "      <td>-0.007990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2970</th>\n",
       "      <td>-0.150070</td>\n",
       "      <td>-0.022861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2971</th>\n",
       "      <td>-0.151573</td>\n",
       "      <td>-0.032956</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2972 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             0         1\n",
       "0     0.814553  0.152814\n",
       "1    -0.023535  0.011482\n",
       "2    -0.170391  0.036912\n",
       "3     0.082690 -0.008052\n",
       "4     0.719901  0.026026\n",
       "...        ...       ...\n",
       "2967 -0.140938 -0.034678\n",
       "2968 -0.152117 -0.029130\n",
       "2969 -0.169988 -0.007990\n",
       "2970 -0.150070 -0.022861\n",
       "2971 -0.151573 -0.032956\n",
       "\n",
       "[2972 rows x 2 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_pca = pd.DataFrame(principal_components)\n",
    "df_pca.columns = ['0', '1']\n",
    "df_pca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T19:48:12.414416Z",
     "start_time": "2021-11-23T19:48:11.967442Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='0', ylabel='1'>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='0', y='1', data=df_pca)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2. UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T20:59:43.664938Z",
     "start_time": "2021-11-23T20:59:17.749075Z"
    }
   },
   "outputs": [],
   "source": [
    "# dimensionality reducer - UMAP\n",
    "reducer = umap.UMAP(random_state=42)\n",
    "embedding = reducer.fit_transform(X)\n",
    "\n",
    "# embedding\n",
    "df_umap = pd.DataFrame()\n",
    "df_umap['embedding_x'] = embedding[:, 0]\n",
    "df_umap['embedding_y'] = embedding[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T20:59:44.356206Z",
     "start_time": "2021-11-23T20:59:43.966174Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='embedding_x', ylabel='embedding_y'>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot UMAP\n",
    "sns.scatterplot(x='embedding_x', y='embedding_y', data=df_umap)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3. t-SNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:00:14.903816Z",
     "start_time": "2021-11-23T20:59:48.925407Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lucas/.local/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n",
      "  warnings.warn(\n",
      "/home/lucas/.local/lib/python3.8/site-packages/sklearn/manifold/_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='embedding_x', ylabel='embedding_y'>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dimensionality reducer - t-SNE\n",
    "reducer = mn.TSNE(n_components=2, n_jobs=-1,random_state=42)\n",
    "embedding = reducer.fit_transform(X)\n",
    "\n",
    "# embedding\n",
    "df_tsne = pd.DataFrame()\n",
    "df_tsne['embedding_x'] = embedding[:, 0]\n",
    "df_tsne['embedding_y'] = embedding[:, 1]\n",
    "\n",
    "# plot t-SNE\n",
    "sns.scatterplot(x='embedding_x', y='embedding_y', data=df_tsne)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. Data Preparation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:00:16.647241Z",
     "start_time": "2021-11-23T21:00:16.642633Z"
    }
   },
   "outputs": [],
   "source": [
    "# df5 = df4.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. Feature Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:00:17.355780Z",
     "start_time": "2021-11-23T21:00:17.351209Z"
    }
   },
   "outputs": [],
   "source": [
    "# df6 = df5.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 7. Hyper Parameter Fine Tuning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7.1. Using UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:00:18.384828Z",
     "start_time": "2021-11-23T21:00:18.369519Z"
    }
   },
   "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>embedding_x</th>\n",
       "      <th>embedding_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17.837790</td>\n",
       "      <td>3.689380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.728441</td>\n",
       "      <td>14.084366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.273083</td>\n",
       "      <td>-3.704107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.869391</td>\n",
       "      <td>16.426497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-4.010643</td>\n",
       "      <td>-10.218374</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   embedding_x  embedding_y\n",
       "0    17.837790     3.689380\n",
       "1     4.728441    14.084366\n",
       "2     1.273083    -3.704107\n",
       "3    -1.869391    16.426497\n",
       "4    -4.010643   -10.218374"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = df_umap.copy()\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:00:19.995915Z",
     "start_time": "2021-11-23T21:00:19.986699Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters = np.arange(2, 25, 1)\n",
    "clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:00:40.907088Z",
     "start_time": "2021-11-23T21:00:21.370363Z"
    }
   },
   "outputs": [],
   "source": [
    "kmeans_list = []\n",
    "for k in clusters:\n",
    "    # model definition\n",
    "    kmeans = c.KMeans(init='random', n_clusters=k, n_init=10, max_iter=300, random_state=42)\n",
    "\n",
    "    # model training\n",
    "    kmeans.fit(X)\n",
    "    \n",
    "    # model predict\n",
    "    labels = kmeans.predict(X)\n",
    "    \n",
    "    # model performance\n",
    "    sil = m.silhouette_score(X, labels, metric='euclidean')\n",
    "    kmeans_list.append(sil)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:00:41.616706Z",
     "start_time": "2021-11-23T21:00:41.216158Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(clusters, kmeans_list, linestyle='--', color='b')\n",
    "plt.xlabel('K');\n",
    "plt.ylabel('Silhouette Score');\n",
    "plt.title('Silhouette Score x K');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GMM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:06:49.356007Z",
     "start_time": "2021-11-23T21:00:46.512591Z"
    }
   },
   "outputs": [],
   "source": [
    "gmm_list = []\n",
    "for k in clusters:\n",
    "    # model definition\n",
    "    gmm = mx.GaussianMixture(n_components=k, n_init=50, random_state=42)\n",
    "    \n",
    "    # model training\n",
    "    gmm.fit(X)\n",
    "    \n",
    "    # model predict\n",
    "    labels = gmm.predict(X)\n",
    "    \n",
    "    # model performance\n",
    "    sil = m.silhouette_score(X, labels, metric='euclidean')\n",
    "    gmm_list.append(sil)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:06:50.569897Z",
     "start_time": "2021-11-23T21:06:49.848255Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(clusters, gmm_list, linestyle='--', color='b')\n",
    "plt.xlabel('K');\n",
    "plt.ylabel('Silhouette Score');\n",
    "plt.title('Silhouette Score x K');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hierarchical Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:33:01.232275Z",
     "start_time": "2021-11-23T21:33:01.227061Z"
    }
   },
   "outputs": [],
   "source": [
    "from scipy.cluster import hierarchy as hc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:33:17.146400Z",
     "start_time": "2021-11-23T21:33:01.705355Z"
    }
   },
   "outputs": [],
   "source": [
    "hc_list = []\n",
    "for k in clusters:\n",
    "    # model definition & training \n",
    "    hc_model = hc.linkage(X, 'ward')\n",
    "    \n",
    "    # model predict\n",
    "    labels = hc.fcluster(hc_model, k, criterion='maxclust')\n",
    "    \n",
    "    # metrics\n",
    "    sil = m.silhouette_score(X, labels, metric='euclidean')\n",
    "    hc_list.append(sil)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:33:17.818878Z",
     "start_time": "2021-11-23T21:33:17.414915Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(clusters, hc_list, linestyle='--', color='b')\n",
    "plt.xlabel('K');\n",
    "plt.ylabel('Silhouette Score');\n",
    "plt.title('Silhouette Score x K');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:33:18.341983Z",
     "start_time": "2021-11-23T21:33:18.115339Z"
    }
   },
   "outputs": [
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       "                <tr>\n",
       "                        <th id=\"T_f957d72a_4ca4_11ec_98da_00155d847861level0_row0\" class=\"row_heading level0 row0\" >KMeans</th>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col0\" class=\"data row0 col0\" >0.493668</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col1\" class=\"data row0 col1\" >0.492788</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col2\" class=\"data row0 col2\" >0.490830</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col3\" class=\"data row0 col3\" >0.521116</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col4\" class=\"data row0 col4\" >0.508772</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col5\" class=\"data row0 col5\" >0.488627</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col6\" class=\"data row0 col6\" >0.493604</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col7\" class=\"data row0 col7\" >0.490064</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col8\" class=\"data row0 col8\" >0.478424</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col9\" class=\"data row0 col9\" >0.496763</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col10\" class=\"data row0 col10\" >0.524575</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col11\" class=\"data row0 col11\" >0.526135</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col12\" class=\"data row0 col12\" >0.547604</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col13\" class=\"data row0 col13\" >0.548768</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col14\" class=\"data row0 col14\" >0.537871</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col15\" class=\"data row0 col15\" >0.542643</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col16\" class=\"data row0 col16\" >0.545970</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col17\" class=\"data row0 col17\" >0.540412</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col18\" class=\"data row0 col18\" >0.548570</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col19\" class=\"data row0 col19\" >0.550484</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col20\" class=\"data row0 col20\" >0.549805</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col21\" class=\"data row0 col21\" >0.544144</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row0_col22\" class=\"data row0 col22\" >0.544048</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f957d72a_4ca4_11ec_98da_00155d847861level0_row1\" class=\"row_heading level0 row1\" >GMM</th>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col0\" class=\"data row1 col0\" >0.502580</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col1\" class=\"data row1 col1\" >0.288101</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col2\" class=\"data row1 col2\" >0.475448</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col3\" class=\"data row1 col3\" >0.367200</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col4\" class=\"data row1 col4\" >0.404469</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col5\" class=\"data row1 col5\" >0.379673</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col6\" class=\"data row1 col6\" >0.402472</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col7\" class=\"data row1 col7\" >0.444449</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col8\" class=\"data row1 col8\" >0.452758</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col9\" class=\"data row1 col9\" >0.458962</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col10\" class=\"data row1 col10\" >0.447087</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col11\" class=\"data row1 col11\" >0.489773</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col12\" class=\"data row1 col12\" >0.489039</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col13\" class=\"data row1 col13\" >0.506776</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col14\" class=\"data row1 col14\" >0.511410</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col15\" class=\"data row1 col15\" >0.500031</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col16\" class=\"data row1 col16\" >0.535515</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col17\" class=\"data row1 col17\" >0.487382</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col18\" class=\"data row1 col18\" >0.476907</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col19\" class=\"data row1 col19\" >0.535179</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col20\" class=\"data row1 col20\" >0.455102</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col21\" class=\"data row1 col21\" >0.472035</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row1_col22\" class=\"data row1 col22\" >0.479788</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f957d72a_4ca4_11ec_98da_00155d847861level0_row2\" class=\"row_heading level0 row2\" >HClustering</th>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col0\" class=\"data row2 col0\" >0.502580</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col1\" class=\"data row2 col1\" >0.435172</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col2\" class=\"data row2 col2\" >0.448822</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col3\" class=\"data row2 col3\" >0.466490</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col4\" class=\"data row2 col4\" >0.485884</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col5\" class=\"data row2 col5\" >0.490591</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col6\" class=\"data row2 col6\" >0.496286</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col7\" class=\"data row2 col7\" >0.496666</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col8\" class=\"data row2 col8\" >0.490158</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col9\" class=\"data row2 col9\" >0.503885</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col10\" class=\"data row2 col10\" >0.517633</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col11\" class=\"data row2 col11\" >0.529258</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col12\" class=\"data row2 col12\" >0.528048</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col13\" class=\"data row2 col13\" >0.530594</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col14\" class=\"data row2 col14\" >0.531963</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col15\" class=\"data row2 col15\" >0.536097</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col16\" class=\"data row2 col16\" >0.541916</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col17\" class=\"data row2 col17\" >0.544794</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col18\" class=\"data row2 col18\" >0.532481</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col19\" class=\"data row2 col19\" >0.530367</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col20\" class=\"data row2 col20\" >0.524349</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col21\" class=\"data row2 col21\" >0.525768</td>\n",
       "                        <td id=\"T_f957d72a_4ca4_11ec_98da_00155d847861row2_col22\" class=\"data row2 col22\" >0.529492</td>\n",
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       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f3079c79ac0>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = sns.light_palette('blue', as_cmap=True)\n",
    "df_results = pd.DataFrame({'KMeans':kmeans_list, 'GMM':gmm_list, 'HClustering':hc_list}).T\n",
    "df_results.style.background_gradient(cmap=cm, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:33:18.717369Z",
     "start_time": "2021-11-23T21:33:18.649438Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "            background-color:  #4b4bfb;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_f9905c62_4ca4_11ec_98da_00155d847861row0_col3{\n",
       "            background-color:  #2626fd;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_f9905c62_4ca4_11ec_98da_00155d847861row0_col4,#T_f9905c62_4ca4_11ec_98da_00155d847861row0_col6,#T_f9905c62_4ca4_11ec_98da_00155d847861row2_col0,#T_f9905c62_4ca4_11ec_98da_00155d847861row2_col1,#T_f9905c62_4ca4_11ec_98da_00155d847861row2_col2,#T_f9905c62_4ca4_11ec_98da_00155d847861row2_col3,#T_f9905c62_4ca4_11ec_98da_00155d847861row2_col5{\n",
       "            background-color:  #0000ff;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_f9905c62_4ca4_11ec_98da_00155d847861row0_col5{\n",
       "            background-color:  #1313fe;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_f9905c62_4ca4_11ec_98da_00155d847861row1_col0,#T_f9905c62_4ca4_11ec_98da_00155d847861row1_col1,#T_f9905c62_4ca4_11ec_98da_00155d847861row1_col2,#T_f9905c62_4ca4_11ec_98da_00155d847861row1_col3,#T_f9905c62_4ca4_11ec_98da_00155d847861row1_col4,#T_f9905c62_4ca4_11ec_98da_00155d847861row1_col5,#T_f9905c62_4ca4_11ec_98da_00155d847861row1_col6{\n",
       "            background-color:  #f0f0f3;\n",
       "            color:  #000000;\n",
       "        }#T_f9905c62_4ca4_11ec_98da_00155d847861row2_col4{\n",
       "            background-color:  #1515fe;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_f9905c62_4ca4_11ec_98da_00155d847861row2_col6{\n",
       "            background-color:  #5050fb;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_f9905c62_4ca4_11ec_98da_00155d847861\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >6</th>        <th class=\"col_heading level0 col1\" >7</th>        <th class=\"col_heading level0 col2\" >8</th>        <th class=\"col_heading level0 col3\" >9</th>        <th class=\"col_heading level0 col4\" >10</th>        <th class=\"col_heading level0 col5\" >11</th>        <th class=\"col_heading level0 col6\" >12</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_f9905c62_4ca4_11ec_98da_00155d847861level0_row0\" class=\"row_heading level0 row0\" >KMeans</th>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row0_col0\" class=\"data row0 col0\" >0.493604</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row0_col1\" class=\"data row0 col1\" >0.490064</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row0_col2\" class=\"data row0 col2\" >0.478424</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row0_col3\" class=\"data row0 col3\" >0.496763</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row0_col4\" class=\"data row0 col4\" >0.524575</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row0_col5\" class=\"data row0 col5\" >0.526135</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row0_col6\" class=\"data row0 col6\" >0.547604</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f9905c62_4ca4_11ec_98da_00155d847861level0_row1\" class=\"row_heading level0 row1\" >GMM</th>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row1_col0\" class=\"data row1 col0\" >0.402472</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row1_col1\" class=\"data row1 col1\" >0.444449</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row1_col2\" class=\"data row1 col2\" >0.452758</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row1_col3\" class=\"data row1 col3\" >0.458962</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row1_col4\" class=\"data row1 col4\" >0.447087</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row1_col5\" class=\"data row1 col5\" >0.489773</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row1_col6\" class=\"data row1 col6\" >0.489039</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f9905c62_4ca4_11ec_98da_00155d847861level0_row2\" class=\"row_heading level0 row2\" >HClustering</th>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row2_col0\" class=\"data row2 col0\" >0.496286</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row2_col1\" class=\"data row2 col1\" >0.496666</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row2_col2\" class=\"data row2 col2\" >0.490158</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row2_col3\" class=\"data row2 col3\" >0.503885</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row2_col4\" class=\"data row2 col4\" >0.517633</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row2_col5\" class=\"data row2 col5\" >0.529258</td>\n",
       "                        <td id=\"T_f9905c62_4ca4_11ec_98da_00155d847861row2_col6\" class=\"data row2 col6\" >0.528048</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f3079c79f40>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = sns.light_palette('blue', as_cmap=True)\n",
    "df_results = pd.DataFrame({'KMeans':kmeans_list, 'GMM':gmm_list, 'HClustering':hc_list}).T.loc[:, 6:12]\n",
    "df_results.style.background_gradient(cmap=cm, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:33:54.098572Z",
     "start_time": "2021-11-23T21:33:53.678130Z"
    }
   },
   "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>embedding_x</th>\n",
       "      <th>embedding_y</th>\n",
       "      <th>labels</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17.837790</td>\n",
       "      <td>3.689380</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.728441</td>\n",
       "      <td>14.084366</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.273083</td>\n",
       "      <td>-3.704107</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.869391</td>\n",
       "      <td>16.426497</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-4.010643</td>\n",
       "      <td>-10.218374</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   embedding_x  embedding_y  labels\n",
       "0    17.837790     3.689380       4\n",
       "1     4.728441    14.084366       1\n",
       "2     1.273083    -3.704107       6\n",
       "3    -1.869391    16.426497       3\n",
       "4    -4.010643   -10.218374       5"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# model definition & training \n",
    "hc_model = hc.linkage(X, 'ward')\n",
    "    \n",
    "# model predict\n",
    "labels = hc.fcluster(hc_model, 6, criterion='maxclust')\n",
    "    \n",
    "# plot\n",
    "X['labels'] = labels\n",
    "\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:33:56.366731Z",
     "start_time": "2021-11-23T21:33:55.444607Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='embedding_x', ylabel='embedding_y'>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot UMAP with labels\n",
    "plt.figure(figsize=(30,15))\n",
    "sns.scatterplot(x='embedding_x', y='embedding_y', hue='labels', data=X, palette='deep')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T19:08:14.713832Z",
     "start_time": "2021-11-26T19:08:13.760251Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='embedding_x', ylabel='embedding_y'>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot UMAP with labels\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.scatterplot(x='embedding_x', y='embedding_y', hue='labels', data=X, palette='deep')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-23T21:43:04.725921Z",
     "start_time": "2021-11-23T21:43:04.653540Z"
    }
   },
   "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>cluster</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>perc_customer</th>\n",
       "      <th>gross_revenue</th>\n",
       "      <th>recency_days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>836</td>\n",
       "      <td>28.129</td>\n",
       "      <td>5916.955</td>\n",
       "      <td>6.568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>971</td>\n",
       "      <td>32.672</td>\n",
       "      <td>1799.589</td>\n",
       "      <td>35.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>445</td>\n",
       "      <td>14.973</td>\n",
       "      <td>1375.762</td>\n",
       "      <td>63.944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>384</td>\n",
       "      <td>12.921</td>\n",
       "      <td>1151.044</td>\n",
       "      <td>118.099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>181</td>\n",
       "      <td>6.090</td>\n",
       "      <td>768.728</td>\n",
       "      <td>193.641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>155</td>\n",
       "      <td>5.215</td>\n",
       "      <td>711.053</td>\n",
       "      <td>276.948</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cluster  customer_id  perc_customer  gross_revenue  recency_days\n",
       "5        6          836         28.129       5916.955         6.568\n",
       "3        4          971         32.672       1799.589        35.148\n",
       "0        1          445         14.973       1375.762        63.944\n",
       "2        3          384         12.921       1151.044       118.099\n",
       "1        2          181          6.090        768.728       193.641\n",
       "4        5          155          5.215        711.053       276.948"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df9 = df4.copy()\n",
    "df9['cluster'] = labels\n",
    "df9.head()\n",
    "\n",
    "### Number of Customers for Cluster and Percentage by Cluster\n",
    "df_cluster = df9[['customer_id', 'cluster']].groupby('cluster').count().reset_index()\n",
    "df_cluster['perc_customer'] = 100*(np.round(df_cluster['customer_id'] / df_cluster['customer_id'].sum(), decimals=5))\n",
    "\n",
    "### Average Gross Revenue\n",
    "df_avg_gross_revenue = df9[['gross_revenue', 'cluster']].groupby('cluster').mean().reset_index()\n",
    "df_cluster = pd.merge(df_cluster, np.round(df_avg_gross_revenue, decimals=3), how='inner', on='cluster')\n",
    "\n",
    "### Average Recency Days\n",
    "df_avg_recency_revenue = df9[['recency_days', 'cluster']].groupby('cluster').mean().reset_index()\n",
    "df_cluster = pd.merge(df_cluster, np.round(df_avg_recency_revenue, decimals=3), how='inner', on='cluster')\n",
    "\n",
    "### Average Invoice N°\n",
    "#df_avg_invoice_no = df9[['invoice_no', 'cluster']].groupby('cluster').mean().reset_index()\n",
    "# df_cluster = pd.merge(df_cluster, np.round(df_avg_invoice_no, decimals=3), how='inner', on='cluster')\n",
    "df_cluster.sort_values('gross_revenue', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster 06 (Candidate to INSIDERS classification)\n",
    "    -- Highest gross revenue and high frequency\n",
    "    -- 28,13% of costumers.\n",
    "    -- Recency = 6.568 days average\n",
    "    -- Average Gross Revenue: 5916.955 dolars\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7.2. Using t-SNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T21:18:54.786739Z",
     "start_time": "2021-11-26T21:18:54.730722Z"
    }
   },
   "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>embedding_x</th>\n",
       "      <th>embedding_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.144710</td>\n",
       "      <td>68.768639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-15.132845</td>\n",
       "      <td>-41.354794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50.338051</td>\n",
       "      <td>-1.627503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-43.075611</td>\n",
       "      <td>-23.590437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.906997</td>\n",
       "      <td>67.784508</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   embedding_x  embedding_y\n",
       "0     6.144710    68.768639\n",
       "1   -15.132845   -41.354794\n",
       "2    50.338051    -1.627503\n",
       "3   -43.075611   -23.590437\n",
       "4     0.906997    67.784508"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y = df_tsne.copy()\n",
    "Y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T21:18:57.999624Z",
     "start_time": "2021-11-26T21:18:57.983759Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24])"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters = np.arange(2, 25, 1)\n",
    "clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T21:21:16.984835Z",
     "start_time": "2021-11-26T21:19:01.158049Z"
    }
   },
   "outputs": [],
   "source": [
    "kmeans_list = []\n",
    "for k in clusters:\n",
    "    # model definition\n",
    "    kmeans = c.KMeans(init='random', n_clusters=k, n_init=10, max_iter=300, random_state=42)\n",
    "\n",
    "    # model training\n",
    "    kmeans.fit(Y)\n",
    "    \n",
    "    # model predict\n",
    "    labels = kmeans.predict(Y)\n",
    "    \n",
    "    # model performance\n",
    "    sil = m.silhouette_score(Y, labels, metric='euclidean')\n",
    "    kmeans_list.append(sil)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T21:33:32.787222Z",
     "start_time": "2021-11-26T21:33:32.459227Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tJR7q2x2Xim5h74XrYpdjMNrnvzYREbWZglvVGLnuAMZtOITKWoXY5TTL4qF+AIC1CRc0rEnNxcAnIjJgueVVCF93AKl5pRjYrROszfVj6FZgZyeEectwMCMXv+eVil2OQdCPf3kiImqx62VVGLXuADIKy/FCWE+8E9VXrx5du2TYA3C2sYBUj2puzxj4REQGKKekEiPXHcCloltYHt4L/x0fpFdhDwCT5B6YJPcQuwyDwcAnImrEjbIqTP3sCK6VVqGnqwPkrg54ONgLQV3ax73qmpzPLUFWSQVeHx2ANyIC9S7s/6myVgEbCzOxy9BrDHwion8oqarFuA2HkJpXClc7KxzMyMXBjFwM6e6iDvwx6w/A3NQEclcH9HS1h9zVAf4u9u3mGvmEnl1wdukE9HJ1ELuU+yIIAmZsjce568W48PKkdntngT5oH99MIqJ25O24NKTmlWJxqB8+mNwft2oV+D2/DL6dOgC4/Xz4jMJy5JRW4ef0v24bk0iANyIC8fro3gCAU9k3YWlqAj+XDrAw1f6c9BcLy/F2XCo+njoAFqYmeh/2wO15A5ytLXC5qAJ7fr/OU/z3gYFPRPQPK8cGwtPRBk8M8oVEIkEHS3MM9Oykft/URIqsf01FcVUt0vJKkZpXirTcUvyeX4YeHe3U673ww2mcuFoIE6kEvWQOmNHHE3OCvdDV0abNa/6joAwj1x1Abnk1xj/QBVN6d23zY4hlcagfNp68iI8SLjDw7wMDn4hEVa9UITb9OlztLDHgb6GqayqVgDPXi9HPwxnmpiaIHuKncRsnawsM9ZJhqFfjD3x5NMQbcjcHpOWV4sy1Yrz+8zn8a985vDJSjjfHBbVZ7b/nlWLU+gPIv1WD/5vUz6DCHgDkbo4I7+GKuMw8pOaWQO7mKHZJeomBT0SiuFFWhc2Jmdh08iKulVUhsqc7floQDuB2+EqluhtkJggCXtqdhA8TLuC7R8ParBe5cKAPFg70AQCUVdfhu+Sr+OL0ZfTu/NfAvw/j09HT1QEjeshadX06NbcEo9YfQGFFLT58sD+eDvVvk9rbm8VD/RGXmYe1xy7gk+mDxC5HLzHwiUinjl0uwAfx6fgpLQdKlQA7CzNED/bFE4N9AQC/Zd/E4ztOYse8YfD585q5tr0Tl4YP4tPRU2aPoV7aeRa7vZU5FgzwwYIBPuplRZW1WLbnDBRKFdztrTGnb3c80s8LPZt57b24qhYj1x3Azcpa/G/aADwxyFcrtbcHE3q6o7uTLb4/n42YySGwNNP+mAhDw8AnIq2rV6pganK793r0Uh52pWSjT2dHPDHYF7ODusPO8q/brY5k5iM5twRDPtyHXfOHY0h37QTwHZtOXsSre8/Cw8EaPz8+Ek7WFlo93t85WZvjUPRobDt9GTvOZeGdw2l453Aagrs44eOpA9C/a0cN21vg9dEBsDY3bfBDwhCZSKX48uFQeDnbMexbiYFPRFohCAISs29i/a8ZOJFViLRlE2FqIsWigT4Y6euGAV07Nnpv+EvhveBobY6nvk/E6PUHsGXWEMwM6qaVGnelZCP6u0Q4W1tg3+Oj0MWh7QfT3YtEIsGQ7i4Y0t0F70/uh91p17Dt9GUcyMiFi60lAECpUmF32jWMe8BdPdI/82Y5vJzsIJVK8MxQ43l8rJhjPAwBA5+I2lRFrQJfnrmCDb9m4NyNEgBAj452yC6thJezHVzsrOBiZ3XPfSwc6IOujjaY8Xk8HvoiAVdLKvDSiF5tOnmMIAhYm3ABVmYmiF0UDn+ZfZvtuzWszEwxo083zOjTDSVVtXD880zDoYt5mPrZUThamWNmUDcM6tYJz+w8hVlB3bBu2kBRaxaDQqnCrpRsyOysEObd+GBJahwDn4jazIX8MgyM+Rm3ahUwkUrwYEBXPDnYF+E9XFs8CG+MX2ckPBOBCRvjsOlkJp4c7IsOluZtVqtEIsFPC0bg9/wyjafOdc3xb5cVenS0wwthPfHVmStY/2sG1v+aAROpBMO9XUWsUDyXbt7C7G0JCPOWIe6pMWKXo1cY+ETUaoIgYPvZLIR2d4GHow18O3VA3y5OGNHDFfMH9IC7vfV97T/AzREnloxDlaK+zcL+YmE5csurMcxbBlsLM4S0s7D/Jy9nO7w7MRirIoNw8GIudiZnY6LcAxN6dhG7NFH4y+wx2tcNBzJyce56Mfq468dUx+0B5ygkolb778EUPPzlMWw4mQEAkEoliHtqDP41pvd9h/0dne2t0aPj7dH66fllCP/fL7hWWtmqfd0oq8LYDQcxdsNBXC2uaJP6dMXURIqx/u7YMGOQ0Yb9Hc8MvX3r4UfHLmj9WJ8mZmLdr39AoVRp/VjaxsAnolZJvFqIlb8ko4u9Neb199bJMb89l4Wjl/IxKOZnnLte3KJt78yPn1VciVdGBsDTyVZLVZK2jfN3h7ezHb46cwU3K2q0cgxBEPBq7Bks2nECi78/haA1e3AwI1crx9IVBj4RtVhFrQJzvzoOlSDgs4eGqHvg2vavMb3xzoS+uFFejbCP9zeYx/5equrqMWnzYaTmleLpIX54fXSAlislbZJKJVgc6ofaehU2nryolWOoBAEZhbfg26kDHh/kgz8KyhHxyUFM++woymvqtHJMbWPgE1GLvfDjaWTevIWlYT0xoofuBo9JJBIsHdEL38wdhnqlgEmfHsaGExn33EahVGHm1ngczyrEzD7d8MHk/nr/qFi6PW1xcBenNr+VUhAEAH/d9x+/OALrpg3Eb8+Px5BunXC9rBK25vr5mF4GPhG1yB8FZfjst0vo09kRK8f1EaWGaYGeOPTUaDhamWPlL8koq266x1VSVYsrxRUY49cZn80erNMpe0l7Olia49TzkXikn1eb7bOuXonZ2xLwRdJlAICFqQk6/TkfQh93JxxdHIHdC8LV36H3DqdhV0q2+kdCe8dR+kTUIn4u9jjy1Bg4Wlvo5JGvTRno2Qm/PjsOt2oVsLdqegS/i50Vjj4dAQtTKcxFrJe0p7Zeed/fxWpFPaZ/Ho+f06+jqLIWDwV1v+vHoUQiQcc/fwAUV9Xi37+cR1WdEqN93fDB5P6iz+WgCXv4RNQsKpUAper2SOXB3V3wQDv4Pzfvjnbq27KySyox7bOj6kFcHx+7gLPXbg/sc7axgK2Ffp6GpXvbdvoyuvz7OyTlFLV6H7dqFIjaFIef068jwr8zflwwQuOZICdrC5x+PlJ9i2Dge7vx0k9J7fr6PgOfiJrlo2MXMOLjX5BT0rpb4rRt48kM7ErJxpC1+7A5pRDP7voNj359HCqVfpxupdZxsbVEcVUd1rbyFr2SqlqM3XAQhzPzMTnAA7seGw5r8+ad/PZzscfPj4/E94+GoYuDNf7v6O/o9fZP7Tb0eUqfiDRKyS3By7FnYGdhBjOT9tlP+HdEHwDAWwdTkXnzFpytLfDN3GG8Zm/gRvu6wa9TB3xzNgtvT+gLmYZpm//p9Z/P4eTVm3g42AubZw5SP+SpuSQSCSYHdEWEf2e8d/h3FFbUqCeJ+vtDo9qD9lMJEbVLNQolHvnyGGrrVdg0cxBcO7Ts/1B1RSqV4M1xQdg0cxB6OlliTzuYH5+07/Ytev6oU7buFr3VkX3x9oS+2DJr8H2Fs5WZKf41pjc+nBIC4PZo/wmb4hD93UkUVda2er9tSauBHx8fj4iICIwePRobNmxocr39+/fDz88PKSkpAACFQoHly5cjKioK48aNwyeffKLNMonoHl7/+SxSckvx+CAfRPXyELscjR4L6YHPxnq1+ylzqe080s8LHSzNsP7XDNTVKzWuf7nolnoSHTtLM7w4olebnwkqqqzFtbIqbDhxEX6rfsC643+ox8CIRWuBr1QqsXLlSmzatAmxsbHYs2cPMjMz71qvoqICW7duRWBgoHrZvn37UFdXh927d2Pnzp345ptvcO3aNW2VSkRNOJiRi/ePpsO3Uwe8FxUsdjlEjbKzNMNjId7ILa/G/j9u3HPd9PwyhH20H5M2H9bq9ModbS1xdukErJkYDKUgYPHOU3hs+69aO15zaC3wk5OT4enpCQ8PD5ibmyMyMhKHDh26a72YmBgsWrQIFhZ/PR1KIpGguroa9fX1qKmpgZmZGWxtOQ0mka5VK+rhYmuJbXNCYcNR7tSOPTesJ+IXR9zzOQPnrhdj+Mf7caO8Gv8Z30fr0yubmUjxXFhPpC+fhHn9vfH4QF+tHk8TrQV+fn4+XF3/moFLJpMhPz+/wTppaWnIy8vD8OHDGyyPiIiAlZUVQkNDMWLECMyfPx8ODg7aKpVaSRAEg3igBDUtqpcHLr/+IPp5OItdCtE9dXW0wZDuLk3OonjyaiFGrjuAoqparJs2AM+H9dRZba4drPDprMEI9XLR2TEbI9oofZVKhdWrV2PVqlV3vZecnAypVIqEhASUl5fjoYcewuDBg+Hhce/rh6mpqdoq1yAlJSU1ulwQBJTVKlFYXY+bf/7nYm2KAW63fw1vTi3ET5dKUVRdDwBYP8oT8o5t82Q0Q9ZUe7dHSfmV8HG0RAdz/Z2oRp/a21C0hza/UlaL1JvViPJ2UC9LLqzCM4evok4p4N8D3RFsfqtd1Hq/Wpp5Wgt8mUyGvLw89ev8/HzIZDL168rKSmRkZGDu3LkAgMLCQkRHR2PdunXYs2cPhg4dCjMzMzg7O6Nv375ISUnRGPhyubzBpQFqXF55NXYcSYSNzB255dUY6++u7sGNWvcLjl0pvKvnPi3QE09NuH0N96fCc5BerYS8sx3OXCvGhj8qcGxMKOcnv4ekpCQEB+vHNfDLRbfw0vd74Olog7NLJ8BEqn838+hTexuK9tDmgiDgsfd2I6PwFp4YOwhuHW53RDxuVePD1DL8v4jemBzQVdQa20pSUhLkcnmLQl9rgR8QEICsrCzk5ORAJpMhNjYWa9asUb9vZ2eHxMRE9etHHnkEy5YtQ0BAAE6cOIHExERMnjwZVVVVOH/+PObNm6etUo1KXb0SIR/sxfWyKgA5AABbc1N14MvsrBDcxQmuHazgZmeFzvbWcLWzQk/Xv25v+vfYPvj32D4AgBmfH8X3ydnYce4qZgZ10/GnobZWr1Rh7pfHUVFbj2Xhcr0MezJeEokET4f646nvErHhxEU8N+wB2FuZw8XOCqdfGG/032etBb6pqSlWrFiBhQsXQqlUYurUqfDx8UFMTAzkcjlGjhzZ5LZz5szBK6+8gsjISAiCgClTpsDf319bpRqVPb9fx/WyKgzpbIv5Q3ujs70V5K4O6ve/fHhoi/a3KrIvdqddw+mcIga+AVh1KBUnrt5+qtycvt3FLoeoxR7u2x2vxp7F+0fT8fGxP3AgehQCOzsZfdgDWr6GHxYWhrCwsAbLlixZ0ui627ZtU/9tY2ODDz/8UJulGa3NibcnpljcxwUzQrzve3/eHe1w8dXJbf6IStK9k1cL8eaBZHg4WOPjqSG8REN6ycbCDAsG9MCaI7/DydocdfUcWHwHp9Y1Ms8M9UdvN0d4O7Td/OJ/D/v2NpVke/BRwgWsj7+MbmfL4G5vBfcO1nB3sIZPxw4Y5i3TvAMdUKkELPrmBFSCgM9mD4GjNcfCkP5aHi6HIACPhnij19/OYBo7Br6RGevvjrH+7m0+QrWwogYLvvkV3Rxt1VNL0u1BRKl5pUgvrkF68fUG7w3u1gkJz4wFAGw6eRHvHk6Du7313/6zgru9DSb26qL1H1FSqQRfPByKhEsFGN7DVfMGRO2Ys40F3p3IQZv/xMA3EkqVCrnl1Vo79W5vaYY/Csqx/8INPB3qBz8XzmEO3B5EtG7aAEx3l6B/3yBcK63C9bIqXC+rRgfLvyayqa1X4latAkcvNZyrwlQqQdXbDwG4PWlI1KY49O/aESN6yDCihyt6uTq02an3wM5OCOzs1Cb7IqL2h4FvJA5m5GHCpjj836RgPDP0gTbfv7mpCVZP6Itpnx3F8j1n8MP8EW1+DH2SkluChEsFeCrUDxKJBA4WpuhgaY6erubo2cgpxqdD/fF0qD/q6pXILa++/aOgvBql1XXqwUaVdfWQSiT4MTUHP6bevsOik60Fwrxd8V5UMDwcW/5j7kZZFR79+jg+mNy/0bqIyHAw8I3E5sSLUAkCBnh20toxJss9MNTLBbvTruFIZp7Rnhq+UVaFqE1xyCmtwgDPjghuwSx15qYm8HSybXTKzyHdXXB1xVRkFVfgcGYeDmfm4UhmPnalZGPTjEEAgIJb1XhxdxKGe7si3McV3e4xdahKJWD+9l9x6OLt/TDwiQwbA98IFNyqxk9p1xDg5oD+WpwiVSKR4N2oYAyM+Rkv7U5C4pLxRvcs8opaBSZuPoyc0ir8d3yfFoV9c3VzssVjIT3wWEgPCIKAa6VVsPvz8kD85QJ8mXQFXyZd+XNdGwz3dsXwHq6YLPdQrwcAHx27gAMZuRjr3xnRQ8Sd45uItI/DqY3AttOXoVCqsHCAj9ZvterftSNmB3XDHwXlSMsv1eqx2pt6pQqztyXg7PViLBjQA8vD5Vo/pkQiaXAqf2rvrjj/4gTETO6PyQEeKKtW4LPfLuHRr4+jsu72VMiVtQqs+/UPvBx7Bh1tLLB55mDegkdkBNjDN3CCIGBzYiYsTKV4KFg3E6m8OzEY704MVk9raQwEQcCSH37D3vTrGO3rho+nDhAlRCUSCeRujpC7OWLxUH8oVSok3yjFmetFcO1gBQA4dqUQi78/BQD4Zu4g9XIiMmwMfAOXnl+GzKJbmBHoCScd3Vv996AXBMEoeo/1KgE3K2sR4OaAHfOGwaydzEVgIpUiqIsTgrr8Nfrez6UD3hofhE62lojqde/nUxCR4WDgG7ierg7I/tdUVCvqdX7sfReuY8XP5/DTgnCD70WamUjx9cNDUVJdhw6W5mKXc0/dnGyxfKT2LzcQUfvSProhpFWuHazQ3dlO58e9UlyBpGvF+H/7z+n82Lpy8mohvki6DOD25DXONpyhjojaJwa+Afs5/Tp+SMm+61G3urJogA8ekNnj08RLSM0tEaUGbbp08xYmf3oY87f/istFt8Quh4jonhj4BmzFvnOYsTUeNytrRDm+qYkUb0/oC5UgYNmeM6LUoC1FlbWYsCkOhRW1WDslBF4inEEhImoJBr6BOnOtCGeuFSPyAXdRR8uPf8AdI31csf/CDfzyxw3R6mhLNQolpmw5gozCcrw0oheeGMR72Imo/WPgG6hPEzMBAAsG+ohah0QiwbsTgyGRAOuO/6Gz4/7r57PYfvYK6uqVbbrfO7PTHbtSgGmBnnhrfFCb7p+ISFs4St8AVdXV46szV+Bub42xfp3FLgeBnZ2wd9FIDNfio2D3X7iBzJvleDrUH/m3qvF2XBqUKgEutpZYOLAHFg30RddWzDX/TzX1StysrMHgbp3w2ezBRjeTIBHpLwa+Afou+SrKahRYHOrfbp5NP0ZLPzyUKhX+cyAFbx5IhpWZCaYHekJmZ4W0ZRPxyYkMfHbqEt46mIrVh9IQ2dMd70YFw6dTh1Yfz9rcFLGLRqKiVgErM/7Ph4j0R/tIA2pTZlIpfDra4bEQb7FLaaBGocSqgyl4+1Bqm+zvZkUNIjfGYeUvyejqYIPDT0XAxe72/f4+nTrgvYn9kL1iKjbNHITgLk7Yd+EG7CxuzyVfr1ShqLK22cc68McN7Pn9GoDb99w76mgSIyKitsIuigGa3bc7ZgV1a3cz3NWrVPjo2B8oq6nDnODu6OLQ+lPsJ68WYubn8bhWVoXxD7jj84eGNDqToLW5qfpBM1eKbqknANr9+zXM+SIBM/p0Q/RgX4R07dhke6XklmD65/FQCipcfm0KOtlatrpuIiKxsIdvYARBAIB2F/YAYGthhjfH9UG1QonXfz53X/vadPIibpRX4z/j+uDH+SOaNW3wPycf6upgg22nL2Pwh/sQ8sFebDp5EZW1igbr3CirwoSNcbhVq8DmmYMZ9kSktxj4BqSuXom+a2LxTlzbnDLXhnn9vdDbzRFfJF3GmWtFLdq2RvHXiPsPHwxB3FOj8cqogFYNnHswoCt+Xz4J+58YhckBHjh3vQRPfHsSI/73i3qdWzUKRG2Kw7WyKqyO7IsZfbq1+DhERO0FA9+A/JR2Dcm5Jci7VS12KU0ykUrx7sRgCAKwbHeS+oyEJml5pei7Zg+2nLp9u6G1uSmGet3fqH+pVIJRvm74/tHhuPL6g/jX6N54YvBf99TP3BaPczdK8PggH7w4oud9HYuISGy8hm9ANt+5936AuPfeazLK1w3jHnDHz+nXcfLqTQzq1ume63+RdBnR351EVZ1Sa1PYdnGwwRtjA9Wv65UqnLtejLH+nbH2wZB2eYmEiKglGPgG4mpxBQ5k3MAgz07o5eogdjkarZkYjCVD/e8Z9jUKJZ7/8TdsOHERHSzN8O28UEzp3VUn9ZmaSJH0QiRcbC1hIuWJMCLSfwx8A/HZb5cgCMD8AT3ELqVZ/Fzs4edi3+T7RZW1GLfhIJKuFaO3myN2zBt2X/fPt4aYUxITEbU1dl0MgFKlwpZTmbCzMMOMPp5il9MiV4sr8MS3J1BWXddguaOVOTrZWuLR/t74dclYnYc9EZGhYQ/fAEglEmyZPQRXiipg++fEMvri67NXsOlkJpysLPCf8X0QdzEPo/06QyqV4PtHh8PSzETsEomIDAJ7+AZAIpFgRA9XvTmd/3dLhj0ADwdrxCSkY9S6Axi74RD2XbgOAAx7IqI2xMDXc8VVtbh0Uzsj13XByswU/xkfhNp6FeIvF2Biry4Y6HnvUftERNRyPKWv5z5NzMTyPWewY94wTO2tX9fv73goqDvSckvh4WCD6CG+vAWOiEgLGPh6TBAEbE7MhIWpFOE9XMUup9WkUglWTegrdhlERAaNp/T12LErBcgoLMfU3p58ehsREd0TA1+P/TWznv4N1iMiIt1i4Oup0uo6fHf+Knp0tEOY9/3NKU9ERIaPga+nTmXfhFIlYMGAHhzkRkREGnHQnp4a49cZ1/7fNJi24tGwRERkfBj4eszZhgP1iIioeXhKXw99lHABX5+5gnqlSuxSiIhIT7CHr2cqaxX4175zevmgHCIiEg97+Hrmu+RslNco8FiIN5/TTkREzabVxIiPj0dERARGjx6NDRs2NLne/v374efnh5SUFPWyCxcuYObMmYiMjERUVBRqa2u1Ware+DQxExIJ8FgI770nIqLm09opfaVSiZUrV2LLli2QyWSYNm0awsPD0aNHw6CqqKjA1q1bERgYqF5WX1+Pl156Ce+++y78/f1RUlICU1NefUjPL8OxKwUY7euGbk62YpdDRER6RGs9/OTkZHh6esLDwwPm5uaIjIzEoUOH7lovJiYGixYtgoXFXyPOjx8/Dj8/P/j7+wMAHB0dYWLCR6V+emdmvYE+IldCRET6RmuBn5+fD1fXvx7oIpPJkJ+f32CdtLQ05OXlYfjw4Q2WX7lyBRKJBAsWLMCDDz6IjRs3aqtMvfKAzB5h3jJM7NVF7FKIiEjPiHaeXKVSYfXq1Vi1atVd7ymVSiQlJeG7776DlZUVHn30UcjlcgwaNOie+0xNTdVWue1CoCkQOMAZqefPtcn+kpKS2mQ/1Dxsb91ie+se21y3Wpp5zQr8K1eu4NKlSxg1ahQqKyuhUCjg4OBwz21kMhny8vLUr/Pz8yGT/TXne2VlJTIyMjB37lwAQGFhIaKjo7Fu3Tq4urqif//+cHJyAgAMGzYMaWlpGgNfLpc3uDRATUtKSkJwcLDYZRgNtrdusb11j22uW0lJSZDL5S0KfY2n9Hft2oXo6Gh1Tzw/Px/PPfecxh0HBAQgKysLOTk5qKurQ2xsLMLDw9Xv29nZITExEXFxcYiLi0OfPn2wbt06BAQEIDQ0FBkZGaiurkZ9fT1+++23uwb7GZtJmw8j+ruTYpdBRER6SmPgf/755/j+++9hZ2cHAPDy8sLNmzc17tjU1BQrVqzAwoULMX78eIwbNw4+Pj6IiYlpdPDe39nb2+PRRx/FtGnTMHnyZPTs2fOu6/zGpKSqFrHp15BRUC52KUREpKc0ntI3MzODjY1Ng2XNHTEfFhaGsLCwBsuWLFnS6Lrbtm1r8HrSpEmYNGlSs45j6I5nFUIQgKFefAwuERG1jsYevoODg3rUPAD8+OOPDUbfk/YlXLp9d8NQLxeRKyEiIn2lsYf/6quvYunSpbhy5QrCw8NhaWmJ9evX66I2+lPC5QKYSiUY6NlR7FKIiEhP3TPwVSoVsrOz8e233yIrKwuCIKB79+6cBEeHKmoVSLpWhP4eHWFjYSZ2OUREpKfuGfhSqRQffPABwsLC4O3traua6G9qFEo8M9Qf3s52YpdCRER6TOMpfX9/fyQnJ6N37966qIf+oaOtJd6b2E/sMoiISM9pDPy0tDTMnj0bnp6esLa2Vi//7rvvtFoYERERtR2Ngf/666/rog5qRI1CieEf78eMPt3wwvCeYpdDRER6TGPgh4SEAACqqqoAoEEvn7Trt5yb+C2nCAO7dRK7FCIi0nMa78PPycnBjBkzMGDAAAwcOBCzZs1CTk6OLmozegmXCwDw/nsiIrp/GgN/xYoVmDFjBpKTk3H+/HlMnz4dK1as0EVtRi/+zoQ73Rn4RER0fzQGfnFxMaZNmwaJRAKJRIKpU6eiuLhYF7UZtXqlCr9mFcLfpQNc7KzELoeIiPScxsCXSqW4fPmy+vWVK1c48Y4OnL1ejMq6es6fT0REbULjoL3nn38ec+bMwQMPPAAAuHDhAt555x2tF2bsrM1NMT+kByb06iJ2KUREZAA0Bv6wYcMQGxuL8+fPAwACAwPh5OSk9cKMXS9XB2ycOUjsMoiIyEBoDPyMjAx06dIFI0aMAABUVlbi4sWL8PHx0XpxRERE1DY0XsN/+eWXYWb210NbzMzMsHz5cq0WZezS8kox4uP92JmcLXYpRERkIDQGvlKpbBD45ubmUCqVWi3K2B3NzEf85QKUVNeKXQoRERkIjYFvamraYKKd7OxsjtLXsvjLt++/H8YR+kRE1EY0XsNfvHgxZs+ejbCwMAiCgPj4ePznP//RRW1GSRAEJFwugKudFXp05CNxiYiobWgM/BEjRuCLL77A8ePHAQBPPPEEPD09tV6Yscq8eQt5t6oxPdATEolE7HKIiMhAaAx8AOjWrRu6dOmCixcvws6OvU5t4ul8IiLShiav4b/zzjvIyMgAANTU1GDatGmYO3cuRo4ciYMHD+qsQGPT1cEGU3t3xfAeDHwiImo7TQb+kSNH1Pfa//TTTzAzM8Ovv/6K7du3Y926dTor0NiM9uuMHfPC0NPVQexSiIjIgDQZ+Obm5upryImJiYiMjISZmRn8/Px4Wx4REZGeaTLwlUolKioqoFQqcfr0afTr10/9Xl1dnU6KMza7UrIxafNhnM4pErsUIiIyME0G/qxZszB16lTMnDkTrq6ukMvlAICLFy9yLn0t2X/hBvb8fg2CIIhdChERGZgmR+nPmTMHvXv3Rn5+PoYMGaJebmJigldffVUnxRmbhMv5sDE3RZA7f1AREVHbuudteQEBAQgICGiwzMvLS6sFGauCW9W4UFCO0b5uMDXROAEiERFRizBZ2omEKwUAgGHevB2PiIjaHgO/nUi4fDvwh3q5iFwJEREZIgZ+O9HbzRER/p3R36Oj2KUQEZEB0hj41dXVeP/997F06VIAwKVLlzjTnhbMH9ADexeNhKUZn0RIRERtT2Pgv/HGG1Aqlbhw4QIAwNXVFR999JHWCyMiIqK2ozHw//jjD7z44oswMzMDANjY2EClUmm9MGPyf0d+x9yvjuFGWZXYpRARkYHSGPjm5uYNXtfW1nJimDa2Mzkb289moYOlmdilEBGRgdL4eNx+/fph/fr1qKurQ2JiIrZs2YLw8HBd1GYUqurq8VvOTQR3cYKtBQOfiIi0Q2MP//nnn4cgCLCxscG7776L3r1749lnn9VFbUbhRFYh6lUChnrx/nsiItIejT387OxsREdHIzo6Wr3s0qVL8Pb21mphxoL33xMRkS5o7OG/+OKLzVpGrZNwOR8SCRDanYFPRETa02TgFxcXIzMzE7W1tbh06RIyMzORmZmJs2fPoqqqeaPJ4+PjERERgdGjR2PDhg1Nrrd//374+fkhJSWlwfIbN24gKCgImzdvbubH0T9DurtgdlB3OFpbiF0KEREZsCZP6e/evRuff/45CgoKsGjRIvVyOzs7LFy4UOOOlUolVq5ciS1btkAmk2HatGkIDw9Hjx49GqxXUVGBrVu3IjAw8K59rF69GkOHDm3J59E7K8f1EbsEIiIyAk0G/rx58zBv3jysX78eTz75ZIt3nJycDE9PT3h4eAAAIiMjcejQobsCPyYmBosWLbqrF3/w4EG4u7vD2tq6xccmIiKihjRew09PT79r2ZIlSzTuOD8/H66ururXMpkM+fn5DdZJS0tDXl4ehg8f3mB5ZWUlNm7ciMWLF2s8jj57ducpPLvzFOqVnMiIiIi0q1mj9P/p8uXL931glUqF1atXY9WqVXe999FHH2HevHmwsbFp0T5TU1Pvuy5dUaoEfJZ4Ec5WppjnKc78+UlJSaIc11ixvXWL7a17bHPdamnmNRn4O3bswDfffIOsrCxMmzZNvfzWrVvo3r27xh3LZDLk5eWpX+fn50Mm++te88rKSmRkZGDu3LkAgMLCQkRHR2PdunU4f/489u/fj/feew/l5eWQSqWwsLDAww8/fM9jyuVyWFjox+C3M9eKUFmfjlk9uyI4OFjnx09KShLluMaK7a1bbG/dY5vrVlJSEuRyeYtCv8nAHzJkCDw9PfHmm29i2bJl6uW2trbw8/PTuOOAgABkZWUhJycHMpkMsbGxWLNmjfp9Ozs7JCYmql8/8sgjWLZsGQICAvDVV1+pl69duxbW1tYaw17fxF+6fXmDE+4QEZEuNBn47u7ucHd3x549ewDcvk3Pycmp+Ts2NcWKFSuwcOFCKJVKTJ06FT4+PoiJiYFcLsfIkSPvv3o9Fv/nhDvDOOEOERHpgMZr+MnJyViyZAlUKhWOHj2KlJQU7NixA2+++abGnYeFhSEsLKzBsqYG/G3btq3R5c8884zG4+gblUrAscsF6OpoA08nW7HLISIiI6BxlP5bb72FjRs3wtHREcDtU/VnzpzRemGGrLKuHg/29sDsoG5il0JEREZCYw9foVDcde+8mRmf6nY/7CzN8Mn0QWKXQURERkRjD9/c3ByVlZWQSCQAgMzMTL0ZCU9ERES3aQz8J598EgsWLEBBQQFefvllzJs3r1kT71DjBEHAlC1HsOZwmtilEBGREdF4Sj8sLAxeXl5ISEiAIAiIjo6Gp6enLmozSFeKK/Bjag7MTDT+1iIiImozGgMfADw8PPDQQw9puxajEH+Jt+MREZHuaQz8gQMHqq/f/92JEye0UpChi7/MCXeIiEj3NAb+999/r/67trYWu3fvhqlps04MUCMSLufDwcocclcHsUshIiIjovFC8p0Z99zd3eHl5YUlS5bg6NGjuqjN4FwrrcTlogqEdneBVHr3WRMiIiJtaXFXPScnB0VFRdqoxeBVK5SYHuiJkb5uYpdCRERGpkXX8FUqFerr6/Haa69pvTBD5NOpA7bPHSZ2GUREZIRadA3f1NQUHTt2hImJOM9vJyIiotZp1jV8a2trXLx4Eenp6bh165Yu6jI4NytqELUpDt+evyp2KUREZIQ0Bn5CQgLGjRuHrVu34vPPP8f48eNx/PhxXdRmUI5dKcDe9OvIKCgTuxQiIjJCGk/pv//++/jyyy/h7e0NALh06RJeeuklDBkyROvFGZKEy7cn3OH990REJAaNPfz6+np12AOAt7c36uvrtVqUIUq4nA9zEylCunYUuxQiIjJCGgPfyckJO3fuVL/etWsXnJyctFqUoSmvqcPZ6yUY4NkRlmYc8EhERLqnMfBXrlyJ7du3IyAgAL1798b27duxcuVKXdRmMH7NKoRKEDCU8+cTEZFINF7D79q1K3bs2IHKykoAgI2NjdaLMjSWpiYY49cZ4T6ccIeIiMTRrJn2srOzkZ2dDaVSqV4WFhamtaIMzfAerhjew1XsMoiIyIhpDPw1a9bg22+/hbe3N6TS21cAJBIJA5+IiEiPaAz8ffv24eDBg7C1tdVFPQbn5NVCfJRwAU+H+mNQt05il0NEREZK46C9Tp06Mezvw4E/cvH12SwUVtSIXQoRERmxJnv4dx6B26dPH7zwwgsYO3YsLCws1O/zlH7zJFzOBwCEcoQ+ERGJqMnA37RpU4PX27ZtU//Na/jNIwgCzlwrhm+nDnCyttC8ARERkZY0Gfh/D3hqnRvl1SiprsMIH47QJyIicTUZ+JmZmffcsEePHm1ejKFJyS0BAAS4OohbCBERGb0mA//xxx9vciOJRIJDhw5ppSBDIpVIMKRbJ/Tj/PlERCSyJgM/Li5Ol3UYpDF+nTHGr7PYZRARETUd+HV1dTA3N0d1dXWj71tZWWmtKCIiImpbTQb+zJkzsWvXLgQFBUEikUAQBPV7EokE6enpOilQXymUKrz402mE+7hhktxD7HKIiMjINRn4u3btAgBcuHBBZ8UYkozCcnx07A9U1SkZ+EREJDqNM+3dUV5ejoMHD/IHQDOpR+i7OYhbCBEREe4R+C+++KI63EtLSxEVFYX3338f8+fPx7fffquzAvVVSm4pAEDOwCcionagycD//fff4e/vDwD48ccf4e3tjdjYWOzcuRNffPGFzgrUV3/18B1FroSIiOgegf/3efOTkpIwatQoAICrqyskEon2K9NzqbmlcLWzQidbS7FLISIiuvc1/Pz8fNTU1ODUqVMICQlRL6+trdV6Yfqstl4JWwtTBHVxErsUIiIiABpm2ps8eTLMzMwQHBysnkr33Llz6NyZk8nci4WpCZJfmtjgVkYiIiIxNRn448aNQ79+/XDz5k31tXwAcHNzw5tvvqmT4vQdL30QEVF70WTgA0CnTp3QqVOnBstkMplWCzIEsb9fQ7VCiQk9u8DSzETscoiIiJp/H35rxMfHIyIiAqNHj8aGDRuaXG///v3w8/NDSkoKAOD48eOYMmUKoqKiMGXKFJw4cUKbZba5d+LSMHtbAgTwlD4REbUP9+zh3w+lUomVK1diy5YtkMlkmDZtGsLDw+96rG5FRQW2bt2KwMBA9TJHR0esW7cOMpkMGRkZWLBgARISErRVapsSBAEpuSXw7WQHKzOtNS8REVGLaK2Hn5ycDE9PT3h4eMDc3ByRkZGNPlI3JiYGixYtanAbYM+ePdWXDnx8fFBbW4u6ujptldqmckqrUFajgJz33xMRUTuitcDPz8+Hq6ur+rVMJkN+fn6DddLS0pCXl4fhw4c3uZ/9+/ejZ8+eMDc311apbYpT6hIRUXsk2jlnlUqF1atXY9WqVU2uc/HiRbz33nv49NNPm7XP1NTUtiqv1fan3QQAWFcVIykpSeRq7q2912do2N66xfbWPba5brU087QW+DKZDHl5eerX+fn5DUb4V1ZWIiMjA3PnzgUAFBYWIjo6GuvWrUNAQADy8vKwePFivP322+jatWuzjimXyxtcGhDD5iuJAAowOTQYXs52otZyL0lJSQgODha7DKPB9tYttrfusc11KykpCXK5vEWhr7XADwgIQFZWFnJyciCTyRAbG4s1a9ao37ezs0NiYqL69SOPPIJly5YhICAA5eXlePzxx7F06VK9+wL9b9oAvDmuDxyt9OMSBBERGQetXcM3NTXFihUrsHDhQowfPx7jxo2Dj48PYmJiGh2893dffPEFsrOz8fHHH2PSpEmYNGkSioqKtFVqm3O2sYBUykl3iIio/dDqNfywsDCEhYU1WLZkyZJG1922bZv676eeegpPPfWUNkvTioJb1UjJLUXfLk5wtBb30gIREdHfaXXiHWNzICMXYz45iC+SLotdChERUQMM/DaUmlsKAAjgPfhERNTOMPDbUEpeKQAGPhERtT8M/DaUmlsCtw5WcLbh9XsiImpfGPhtpLS6DjmlVezdExFRu8TAbyOcUpeIiNozPs6tjQzp5oKMVybD3IS/oYiIqP1h4LcRqVQC747tdypdIiIybuyOtpE/CspQragXuwwiIqJGMfDbgCAIGBjzMwZ8sFfsUoiIiBrFwG8D2SWVKK9RoJerg9ilEBERNYqB3wY44Q4REbV3DPw2kHLj9i15cvbwiYionWLgt4GUP+fQ792ZPXwiImqfGPhtIDWvBHYWZvB0tBG7FCIiokbxPvw28NnsIbheVgWJRCJ2KURERI1i4LeBvl2c0beLs9hlEBERNYmn9O9TVV09VCpB7DKIiIjuiYF/n/69/zwcX9+Os9eKxS6FiIioSQz8+5SSV4qK2np0c+KAPSIiar8Y+PcpNbcUXeyt4WhtIXYpRERETWLg34eSqlpcL6uC3M1B7FKIiIjuiYF/H+5MuMMpdYmIqL1j4N+HlNw/p9RlD5+IiNo5Bv59GNHDFWsmBiO0u4vYpRAREd0TJ965Dz1dHdCTD8whIiI9wB4+ERGREWDgt1JWcQW6rvwebx9KFbsUIiIijRj4rZR8owTXy6oggNPqEhFR+8fAb6XUvFIAgJy35BERkR5g4LdS8o3bt+QFcNAeERHpAQZ+K6XmlaKDpRm6OnIOfSIiav8Y+K1Qo1Aio7AcAa4OkEgkYpdDRESkEe/Db4XaeiVeGSlHZ3trsUshIiJqFgZ+K9hbmePfY/uIXQYREVGz8ZQ+ERGREWDgt8JT3yVizhcJqFeqxC6FiIioWXhKvxV+SsuBqVQCUxP+XiIiIv3AxGqhmxU1yC2vRgAn3CEiIj2i1cCPj49HREQERo8ejQ0bNjS53v79++Hn54eUlBT1sk8++QSjR49GREQEEhIStFlmi6T8OcNegJuDqHUQERG1hNZO6SuVSqxcuRJbtmyBTCbDtGnTEB4ejh49ejRYr6KiAlu3bkVgYKB6WWZmJmJjYxEbG4v8/Hw89thj2L9/P0xMTLRVbrOl5t6eYY9T6hIRkT7RWg8/OTkZnp6e8PDwgLm5OSIjI3Ho0KG71ouJicGiRYtgYWGhXnbo0CFERkbC3NwcHh4e8PT0RHJysrZKbZGU3FIA7OETEZF+0Vrg5+fnw9XVVf1aJpMhPz+/wTppaWnIy8vD8OHDW7ytWHrK7DGihwx+nTqIXQoREVGziTZKX6VSYfXq1Vi1alWb7TM1VfvPph9qCwwNcUbK+XNaP5a2JSUliV2CUWF76xbbW/fY5rrV0szTWuDLZDLk5eWpX+fn50Mmk6lfV1ZWIiMjA3PnzgUAFBYWIjo6GuvWrdO4bVPkcnmDSwPUtKSkJAQHB4tdhtFge+sW21v32Oa6lZSUBLlc3qLQ19op/YCAAGRlZSEnJwd1dXWIjY1FeHi4+n07OzskJiYiLi4OcXFx6NOnD9atW4eAgACEh4cjNjYWdXV1yMnJQVZWFnr37q2tUpvt2OUCPP19Is5eKxa7FCIiohbRWg/f1NQUK1aswMKFC6FUKjF16lT4+PggJiYGcrkcI0eObHJbHx8fjBs3DuPHj4eJiQlWrFjRLkboH7mUh/W/ZiCyZxcEiV0MERFRC2j1Gn5YWBjCwsIaLFuyZEmj627btq3B6+joaERHR2utttZQj9B3dRC1DiIiopbiTHstkHKjBPaWZujiwMfiEhGRfmHgN1O1oh4Xb95C786OkEgkYpdDRETUIgz8ZkrPL4NKECDn6XwiItJDDPxmqqitR283R/Tt4ix2KURERC3Gx+M20zBvGc6+OEHsMoiIiFqFPXwiIiIjwMBvpv8eSEbs79fELoOIiKhVGPjNUFhRgxX7zmPDiYtil0JERNQqDPxmSMktAcBH4hIRkf5i4DfDnRn25Ax8IiLSUwz8Zvirh+8ociVEREStw8BvhtTcUpibSOHbqYPYpRAREbUKA18DQRBQXqNAT5k9zEzYXEREpJ848Y4GEokEv788CTUKpdilEBERtRq7rM1kaWYidglEREStxsDX4NcrBdh34Tqq6urFLoWIiKjVGPga/N/RdERujENJdZ3YpRAREbUaA1+D1NwSOFqZo3MHK7FLISIiajUG/j1U1dUjs+gWAtwcIJFIxC6HiIio1Rj49/B7fhkEAZBzwh0iItJzDPx7SL7BOfSJiMgwMPDv4UJBGQBOqUtERPqPE+/cw9sT+uKpIX5w44A9IiLScwz8e5BIJOjmZCt2GURERPeNp/SbUFGrwKnsm6isVYhdChER0X1j4Dfh5NWbGBTzM1bHpYpdChER0X1j4DchNffOCH0O2CMiIv3HwG9Ccm4pAAY+EREZBgZ+E1JzS2BhKoVPRzuxSyEiIrpvDPxGKFUqpOWVoafMAaYmbCIiItJ/TLNGZN68hZp6JeScYY+IiAwE78NvhJezHU4/HwkLU/4eIiIiw8DAb4SZiRRBXZzELoOIiKjNsAtLRERkBBj4RERERoCBT0REZAQY+EREREaAgU9ERGQEGPhERERGgIFPRERkBLQa+PHx8YiIiMDo0aOxYcOGu97/+uuvERUVhUmTJmH27NnIzMwEACgUCixfvhxRUVEYN24cPvnkE22WSUREZPC0FvhKpRIrV67Epk2bEBsbiz179qgD/Y6oqCjs3r0bP/74IxYuXIhVq1YBAPbt24e6ujrs3r0bO3fuxDfffINr165pq1QiIiKDp7XAT05OhqenJzw8PGBubo7IyEgcOnSowTq2trbqv6urqyGRSAAAEokE1dXVqK+vR01NDczMzBqsS0RERC2jtal18/Pz4erqqn4tk8mQnJx813pffvkltmzZAoVCgc8//xwAEBERgUOHDiE0NBQ1NTV45ZVX4ODgoPGYqampbVa/MUhKShK7BKPC9tYttrfusc11q6WZJ/pc+nPmzMGcOXOwe/durFu3Dm+//TaSk5MhlUqRkJCA8vJyPPTQQxg8eDA8PDwa3YcgCAAAX19fmJub67J8vZWamgq5XC52GUaD7a1bbG/dY5vrVmpqKnx9fZGRkaHOQE20FvgymQx5eXnq1/n5+ZDJZE2uHxkZiTfeeAMAsGfPHgwdOhRmZmZwdnZG3759kZKS0mTgKxQKAEBGRkbbfQAjwDMiusX21i22t+6xzXXrTuYpFApYWlpqXF9rgR8QEICsrCzk5ORAJpMhNjYWa9asabBOVlYWunXrBgA4cuQIPD09AQBubm5ITEzE5MmTUVVVhfPnz2PevHlNHsvGxga+vr4wMzNTjwMgIiIyZIIgQKFQwMbGplnray3wTU1NsWLFCixcuBBKpRJTp06Fj48PYmJiIJfLMXLkSHzxxRc4ceIETE1N0aFDB7z99tsAbp/mf+WVVxAZGQlBEDBlyhT4+/s3eSypVAo7OzttfRQiIqJ2qTk9+zskQnNP/hMREZHe4kx7RERERoCBT0REZAQY+EREREZA9PvwSffCw8NhY2MDqVQKExMT7Ny5U+ySDMorr7yCI0eOwNnZGXv27AEAlJaW4vnnn8f169fh7u6ODz74APb29iJXahgaa++1a9dix44dcHJyAgC88MILCAsLE7NMg5Gbm4tly5ahqKgIEokEM2bMwLx58/gd15Km2rs133EO2jNC4eHh+O6779RfFGpbv/32G6ytrbF8+XJ1AL3zzjtwcHDA448/jg0bNqCsrAwvvfSSyJUahsbae+3atbC2tsaCBQtErs7wFBQUoLCwEL169UJFRQWmTp2Kjz/+GDt37uR3XAuaau+ff/65xd9xntInamP9+/e/q2dz6NAhTJ48GQAwefJkHDx4UITKDFNj7U3a4+Ligl69egG4/TwULy8v5Ofn8zuuJU21d2sw8I3UggULMGXKFHzzzTdil2IUioqK4OLiAgDo1KkTioqKRK7I8H355ZeIiorCK6+8grKyMrHLMUjXrl1Deno6AgMD+R3Xgb+3N9Dy7zgD3wh9/fXX2LVrFzZu3Igvv/wSv/32m9glGRWJRMIZIbVs9uzZOHDgAH788Ue4uLhg9erVYpdkcCorK/Hss8/i1VdfvetppvyOt71/tndrvuMMfCN055kGzs7OGD16dKNPMaS25ezsjIKCAgC3r8lx/IR2dezYESYmJpBKpZg+fTpSUlLELsmgKBQKPPvss4iKisKYMWMA8DuuTY21d2u+4wx8I1NVVYWKigr138ePH4ePj4/IVRm+8PBw/PDDDwCAH374ASNHjhS3IAN3J3gA4ODBg/yOtyFBEPDaa6/By8sLjz32mHo5v+Pa0VR7t+Y7zlH6RiYnJwdPP/00AECpVGLChAmIjo4WuSrD8sILL+DUqVMoKSmBs7MznnnmGYwaNQrPPfcccnNz0blzZ3zwwQdwcHAQu1SD0Fh7nzp1ChcuXAAAuLu7Y+XKlerry3R/Tp8+jTlz5sDX1xdS6e0+4wsvvIDevXvzO64FTbX3nj17WvwdZ+ATEREZAZ7SJyIiMgIMfCIiIiPAwCciIjICDHwiIiIjwMAnIiIyAgx8ImqV8PBwZGRkAACqq6uxYMECvPLKK1AqlSJXRkSNYeAT0X0pLy/HY489Bi8vL7z11lswMTERuyQiagQDn4haraioCHPnzsXgwYPx2muvcf50onaME+8QUauEh4ejsrISDz30EJYsWSJ2OUSkAXv4RNRqYWFh2Lt3b6ufz01EusPAJ6JWW7hwIaZMmYK5c+cy9InaOQY+Ed2XJ554Ag8++CBDn6idY+AT0X178sknMXnyZIY+UTvGQXtERERGgD18IiIiI8DAJyIiMgIMfCIiIiPAwCciIjICDHwiIiIjwMAnIiIyAgx8IiIiI8DAJyIiMgL/H/VMhet1GVHJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(clusters, kmeans_list, linestyle='--', color='b')\n",
    "plt.xlabel('K');\n",
    "plt.ylabel('Silhouette Score');\n",
    "plt.title('Silhouette Score x K');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GMM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T21:52:37.889803Z",
     "start_time": "2021-11-26T21:39:58.076976Z"
    }
   },
   "outputs": [],
   "source": [
    "gmm_list = []\n",
    "for k in clusters:\n",
    "    # model definition\n",
    "    gmm = mx.GaussianMixture(n_components=k, n_init=100, random_state=42)\n",
    "    \n",
    "    # model training\n",
    "    gmm.fit(Y)\n",
    "    \n",
    "    # model predict\n",
    "    labels = gmm.predict(Y)\n",
    "    \n",
    "    # model performance\n",
    "    sil = m.silhouette_score(Y, labels, metric='euclidean')\n",
    "    gmm_list.append(sil)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:00:42.706971Z",
     "start_time": "2021-11-26T22:00:42.312958Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(clusters, gmm_list, linestyle='--', color='b')\n",
    "plt.xlabel('K');\n",
    "plt.ylabel('Silhouette Score');\n",
    "plt.title('Silhouette Score x K');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hierarchical Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:00:44.262402Z",
     "start_time": "2021-11-26T22:00:44.256450Z"
    }
   },
   "outputs": [],
   "source": [
    "from scipy.cluster import hierarchy as hc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:00:46.058986Z",
     "start_time": "2021-11-26T22:00:45.758992Z"
    }
   },
   "outputs": [],
   "source": [
    "hc_model = hc.linkage(Y, 'ward')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:01:01.863819Z",
     "start_time": "2021-11-26T22:00:47.469199Z"
    }
   },
   "outputs": [],
   "source": [
    "hc_list = []\n",
    "for k in clusters:\n",
    "    # model definition & training \n",
    "    hc_model = hc.linkage(Y, 'ward')\n",
    "    \n",
    "    # model predict\n",
    "    labels = hc.fcluster(hc_model, k, criterion='maxclust')\n",
    "    \n",
    "    # metrics\n",
    "    sil = m.silhouette_score(Y, labels, metric='euclidean')\n",
    "    hc_list.append(sil)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:01:03.796549Z",
     "start_time": "2021-11-26T22:01:03.397403Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(clusters, hc_list, linestyle='--', color='b')\n",
    "plt.xlabel('K');\n",
    "plt.ylabel('Silhouette Score');\n",
    "plt.title('Silhouette Score x K');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:01:05.432292Z",
     "start_time": "2021-11-26T22:01:05.323693Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "            background-color:  #4141fc;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_5a3f5278_4f04_11ec_98da_00155d847861row2_col21{\n",
       "            background-color:  #5050fb;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_5a3f5278_4f04_11ec_98da_00155d847861\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >0</th>        <th class=\"col_heading level0 col1\" >1</th>        <th class=\"col_heading level0 col2\" >2</th>        <th class=\"col_heading level0 col3\" >3</th>        <th class=\"col_heading level0 col4\" >4</th>        <th class=\"col_heading level0 col5\" >5</th>        <th class=\"col_heading level0 col6\" >6</th>        <th class=\"col_heading level0 col7\" >7</th>        <th class=\"col_heading level0 col8\" >8</th>        <th class=\"col_heading level0 col9\" >9</th>        <th class=\"col_heading level0 col10\" >10</th>        <th class=\"col_heading level0 col11\" >11</th>        <th class=\"col_heading level0 col12\" >12</th>        <th class=\"col_heading level0 col13\" >13</th>        <th class=\"col_heading level0 col14\" >14</th>        <th class=\"col_heading level0 col15\" >15</th>        <th class=\"col_heading level0 col16\" >16</th>        <th class=\"col_heading level0 col17\" >17</th>        <th class=\"col_heading level0 col18\" >18</th>        <th class=\"col_heading level0 col19\" >19</th>        <th class=\"col_heading level0 col20\" >20</th>        <th class=\"col_heading level0 col21\" >21</th>        <th class=\"col_heading level0 col22\" >22</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_5a3f5278_4f04_11ec_98da_00155d847861level0_row0\" class=\"row_heading level0 row0\" >KMeans</th>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col0\" class=\"data row0 col0\" >0.385043</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col1\" class=\"data row0 col1\" >0.428077</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col2\" class=\"data row0 col2\" >0.459506</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col3\" class=\"data row0 col3\" >0.478951</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col4\" class=\"data row0 col4\" >0.479704</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col5\" class=\"data row0 col5\" >0.466072</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col6\" class=\"data row0 col6\" >0.471915</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col7\" class=\"data row0 col7\" >0.468775</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col8\" class=\"data row0 col8\" >0.477552</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col9\" class=\"data row0 col9\" >0.476742</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col10\" class=\"data row0 col10\" >0.474796</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col11\" class=\"data row0 col11\" >0.485580</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col12\" class=\"data row0 col12\" >0.488694</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col13\" class=\"data row0 col13\" >0.482099</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col14\" class=\"data row0 col14\" >0.490407</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col15\" class=\"data row0 col15\" >0.489114</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col16\" class=\"data row0 col16\" >0.486311</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col17\" class=\"data row0 col17\" >0.493782</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col18\" class=\"data row0 col18\" >0.497206</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col19\" class=\"data row0 col19\" >0.495743</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col20\" class=\"data row0 col20\" >0.478062</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col21\" class=\"data row0 col21\" >0.485298</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row0_col22\" class=\"data row0 col22\" >0.480804</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5a3f5278_4f04_11ec_98da_00155d847861level0_row1\" class=\"row_heading level0 row1\" >GMM</th>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col0\" class=\"data row1 col0\" >0.385304</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col1\" class=\"data row1 col1\" >0.376900</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col2\" class=\"data row1 col2\" >0.435815</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col3\" class=\"data row1 col3\" >0.430355</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col4\" class=\"data row1 col4\" >0.437318</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col5\" class=\"data row1 col5\" >0.356473</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col6\" class=\"data row1 col6\" >0.356338</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col7\" class=\"data row1 col7\" >0.439839</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col8\" class=\"data row1 col8\" >0.394850</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col9\" class=\"data row1 col9\" >0.408390</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col10\" class=\"data row1 col10\" >0.408578</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col11\" class=\"data row1 col11\" >0.418808</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col12\" class=\"data row1 col12\" >0.448386</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col13\" class=\"data row1 col13\" >0.401772</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col14\" class=\"data row1 col14\" >0.449500</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col15\" class=\"data row1 col15\" >0.449426</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col16\" class=\"data row1 col16\" >0.428176</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col17\" class=\"data row1 col17\" >0.439122</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col18\" class=\"data row1 col18\" >0.423448</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col19\" class=\"data row1 col19\" >0.433600</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col20\" class=\"data row1 col20\" >0.425843</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col21\" class=\"data row1 col21\" >0.434296</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row1_col22\" class=\"data row1 col22\" >0.468203</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5a3f5278_4f04_11ec_98da_00155d847861level0_row2\" class=\"row_heading level0 row2\" >HClustering</th>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col0\" class=\"data row2 col0\" >0.339626</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col1\" class=\"data row2 col1\" >0.401284</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col2\" class=\"data row2 col2\" >0.451166</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col3\" class=\"data row2 col3\" >0.469629</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col4\" class=\"data row2 col4\" >0.430157</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col5\" class=\"data row2 col5\" >0.396050</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col6\" class=\"data row2 col6\" >0.411979</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col7\" class=\"data row2 col7\" >0.420433</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col8\" class=\"data row2 col8\" >0.432281</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col9\" class=\"data row2 col9\" >0.423694</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col10\" class=\"data row2 col10\" >0.437836</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col11\" class=\"data row2 col11\" >0.461698</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col12\" class=\"data row2 col12\" >0.464018</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col13\" class=\"data row2 col13\" >0.452369</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col14\" class=\"data row2 col14\" >0.458953</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col15\" class=\"data row2 col15\" >0.464332</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col16\" class=\"data row2 col16\" >0.463760</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col17\" class=\"data row2 col17\" >0.464929</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col18\" class=\"data row2 col18\" >0.462018</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col19\" class=\"data row2 col19\" >0.458704</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col20\" class=\"data row2 col20\" >0.463915</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col21\" class=\"data row2 col21\" >0.468241</td>\n",
       "                        <td id=\"T_5a3f5278_4f04_11ec_98da_00155d847861row2_col22\" class=\"data row2 col22\" >0.468201</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f308f8230a0>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = sns.light_palette('blue', as_cmap=True)\n",
    "df_results = pd.DataFrame({'KMeans':kmeans_list, 'GMM':gmm_list, 'HClustering':hc_list}).T\n",
    "df_results.style.background_gradient(cmap=cm, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:01:09.358721Z",
     "start_time": "2021-11-26T22:01:07.545217Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "                <tr>\n",
       "                        <th id=\"T_5c971902_4f04_11ec_98da_00155d847861level0_row0\" class=\"row_heading level0 row0\" >KMeans</th>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row0_col0\" class=\"data row0 col0\" >0.471915</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row0_col1\" class=\"data row0 col1\" >0.468775</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row0_col2\" class=\"data row0 col2\" >0.477552</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row0_col3\" class=\"data row0 col3\" >0.476742</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row0_col4\" class=\"data row0 col4\" >0.474796</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row0_col5\" class=\"data row0 col5\" >0.485580</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row0_col6\" class=\"data row0 col6\" >0.488694</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row0_col7\" class=\"data row0 col7\" >0.482099</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5c971902_4f04_11ec_98da_00155d847861level0_row1\" class=\"row_heading level0 row1\" >GMM</th>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row1_col0\" class=\"data row1 col0\" >0.356338</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row1_col1\" class=\"data row1 col1\" >0.439839</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row1_col2\" class=\"data row1 col2\" >0.394850</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row1_col3\" class=\"data row1 col3\" >0.408390</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row1_col4\" class=\"data row1 col4\" >0.408578</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row1_col5\" class=\"data row1 col5\" >0.418808</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row1_col6\" class=\"data row1 col6\" >0.448386</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row1_col7\" class=\"data row1 col7\" >0.401772</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5c971902_4f04_11ec_98da_00155d847861level0_row2\" class=\"row_heading level0 row2\" >HClustering</th>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row2_col0\" class=\"data row2 col0\" >0.411979</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row2_col1\" class=\"data row2 col1\" >0.420433</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row2_col2\" class=\"data row2 col2\" >0.432281</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row2_col3\" class=\"data row2 col3\" >0.423694</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row2_col4\" class=\"data row2 col4\" >0.437836</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row2_col5\" class=\"data row2 col5\" >0.461698</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row2_col6\" class=\"data row2 col6\" >0.464018</td>\n",
       "                        <td id=\"T_5c971902_4f04_11ec_98da_00155d847861row2_col7\" class=\"data row2 col7\" >0.452369</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f308f6e54c0>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = sns.light_palette('blue', as_cmap=True)\n",
    "df_results = pd.DataFrame({'KMeans':kmeans_list, 'GMM':gmm_list, 'HClustering':hc_list}).T.loc[:, 6:13]\n",
    "df_results.style.background_gradient(cmap=cm, axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final Model (GMM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:01:21.129621Z",
     "start_time": "2021-11-26T22:01:20.283820Z"
    }
   },
   "outputs": [],
   "source": [
    "# model definition\n",
    "kmeans = c.KMeans(init='random', n_clusters=8, n_init=10, max_iter=300, random_state=42)\n",
    "\n",
    "# model training\n",
    "kmeans.fit(Y)\n",
    "    \n",
    "# model predict\n",
    "labels = kmeans.predict(Y)\n",
    "\n",
    "Y['labels'] = labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:01:24.188383Z",
     "start_time": "2021-11-26T22:01:22.987107Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='embedding_x', ylabel='embedding_y'>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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z4MGvUzp8/OV+BSIiIiIiVy2TO4DZl0m8pa7bObM3E5M7cAVG9YcpDBMREREREbmBtDTU8sErz1B54jAADreXBfd/jTXLnu/S7/SRfRzZs4Uh42aQSiZwenyXdZwmk5mMvCJi0U62rHyd9rZWxs5cyLCJs/FlZDNu9m0MGDWZ1sZamuuqGT5pDharDYPRSF3FSWx2O0ajEQBvIJP593+NloZaIh1h3L4A3mB2l1lhrU31bF7xWrdxrFn2C3IK+16RUFBERERE5GpktNhwDpzYZc+wc5wDJ/RqicRvfvObbNmyhaamJmbOnMmf/MmfcM899/RmuIDCMBERERERkRtCIhGnraWJmvITxKORj0+kUpw5dqDHaw5sXYPbF2Dr6jcZNmEmpcPH4/YFL9OIwWZ3UDJoJLnFpSTiMewuTzrgstkdZOUV4XC6qTp1hL0bPyARj5NT1I85dz2KJ5DZpZbD5cHh8nzqvTraQulZcV3bW4l0tCsMExERERH5hIybHgHO7hEWb63H7M3EOXBCuv1C/dM//dPFGF43CsNERERERESuY263k/qqMxzYupYD29ZiMBoZPGYq/YePZ+N7LxOPx7B8yjc3rTYHTTVVjJ2xgJ3r3qWxuoIZtz/QZUbV5WBzOD/1nNsXYMotSxkxaQ6JRAKn24fd6frc97C73BgMBlKpVNd2pxur3fG564mIiIiIXM8MRhOZt3yJ5JwHSbQ1YXIHejUj7FIzXukBiIiIiIiISO/FY7Gze2a1h9Nt4dZmIo2VbHj3RfZsXEk8FiUW6WTvplXUVZ6mz5DRxCKdWO2OHgOuQWOmsmfTB6x+7VnGTJ/Pwe3rCDX1vFH2lWQym/Fl5BDMzr+gIAzOLqU4dtaibu3Tb7sf7+/NMhMRERERkbOMFhuWQO5VHYSBZoaJiIiIiIhc8xprKti2+k1Ole3FG8xkyvx7yCsppfzYAQwGA6fL9uFweRg4egouj4/ailOcOLiDaQvv4+TBXRzYtpb5D/wRm957mfqqM9idbkZNu5ma8hNEOs6Ga7UVJwlk5RH75BKL1xGL1cbo6beQVzKA/VvWYLHaGD5pNpl5xVd6aCIiIiIi0ksKw0RERERERK5S4VALzXVVhFub8QQy8Gfk4nB33fequaGG137yf+gIhwCoqwiz/Jl/YPGX/5wD29bSb+g4SgaNpGTQSPZsWElrUz35fQZy2yN/RjwWZc5dj+HPzGbtm79h2ITZ2OwOWpvqOLxzI8311en7dITb8AQycbp9l/UdXE4Ol5c+g0dRMnAEGAwYDIYrPSQREREREbkIFIaJiIiIiIhchULNDax48SdUnjicbus/fBwzb38Il9cPQLSzk7bmJibMvYOmuioObv+IeCwKwLZVyynoO5h4PEa/YWNZ/eqz6Trlxw5QV3GSSbcsYe3yX+LyBpiyYCmbV7zO+Nm3snnFa93Gk1dSij8zF08g45I+99XAYNSOAiIiIiIi1xOFYSIiIiIickNKJpOEW5tIpcDl9WEynf3zqLM9jMls7nEPrYsplUqRTCYxmUw9nj9z5EA6CCsqHUqfIaMBCIeaqa04BaTYt3k1pw7vASArv4TZix9mzfJfEot0EmpppKh0OId3beTUod3d6kc624lFI1hsdsKtTexY8zZ9h4zGG8iieOBwTpftS/cdMGoSeX0GkpFbcHFfgoiIiIiIyGWgMExERERERG44oZZG9m/+kN3rV5BMxhk6fgYjJs/jVNleDu1Yj8PlZdzsW8kp6ofZbCHU3EA8FsXh9uJ0e3usmUomaWtthlQSp8ePydz9z63O9jaSqRRtTQ3s2/IhLQ21DB4zhcLSoXj8H8+4SiQSlO3eCMC42bfSHmpl/VsvkEwmcPuCTF14L+XHDqaDMIC6ylNsXfUGI6fMY/uHbzFg5CT82bkUDxpB+bH9PY450hHGarUTi3TSWFPBtIX3cmjneoZNnMOIKTcRbmnE4fbiy8ghmJWH8VOCOxERERERkYuhqqqKP//zP6ehoQGDwcC9997LI4880uu6CsNEREREROSGEo9F2b95NZ3tYQaMnMiJgzsxma188MrPqTlzLN2v/NgBFj70x4SaG9n03svEY1H8WbnMu/txcov7d9lPqq2liQPb1rJz3bsk4jEGj5nGuNm34svIBs7u/XW6bC97Nn7AmOnzWfHST0glkwBUnjjE0AmzmHzL3ThcbgCMRiO+jBxCzQ2AgYPb133iXo188PJPmX7r/d2eraWhBpc3QCArjyHjpuFwuombnAwYOYmtq5Z36+8LZhNuazl7YDDQ0ljH4V0bKeg3mIGjJ2MwGD915pqIiIiIiEgkHqWps4WA3YfNbO11PZPJxF/+5V8ybNgw2trauPvuu5k2bRqlpaW9qqswTEREREREbigtjXWAgYoThzGZzIyZsQBPIJNdH73Xre/6t1+g/7Bx6X24muuqWfazv+e+P/mfBLLyAEgk4uxc9y67179PMKeAQaOnYLZYOXFwF4PHTMVis7Nnwwq2f/gWg8dOY8/GD9JBWMmgkfQbNo6qk2Vseu9lBo2ZQkZuETaHk2ETZ2G1OSjbtbHbuBLxOIl4DKPJRDKR6HLOF8ziji99Kz3TLBQKMXjcdE4e2k1d5al0vxGT53Lm6AFIpQDoN2QMwZx8vvAn/wtfRjZms6X3L1tERERERK5LiWSCX+x+ha3le6hvbyTTGWRC4Ui+OOpuTMYL/0JddnY22dlnv1Todrvp168fNTU1CsNERERERETOV7Szg22r3uDIns3ptvqq08xb+niP/Vub6nF5/V3a4rEoDdXl6TAs1NTA3k2rGDRmKt5AJjvWvE2ksx1/Zg7B7HyMJhM7150N2rzBLI7v34Hd6WL45HnkFPRlx9q3qTp1BID9W9cw846HGDZxFhk5hTDK0GWsn2Q0mbrMTgNweQNk5Bbi9gW7tPuCWdz2yDdorq8h0hnG4fZScfQQ+zavxmg0MWj0FCbcdCfeQOb5v0wREREREblh/WL3K7xdtjp9XNfekD5+dMy9F+Ue5eXlHDx4kFGjRvW6lsIwERERERG5JoRbm0nEY9idbqx2xwXVaGmq6zFcSiYTPfSGvOJS6qvOAOBwexk55SZsdgcWq432tlacbi+JRByLxUpWQQkfvfmb9LXN9TW8+fy/ctsj3yCZiAPQVFvJ8CnzcHt87N+6hgNbPqR44AgGj53G2jd+RSIeY8M7L1I8YBj+zFyy8osZMXkuG997ucu4jEYTwax8gtkF6dleHn8GCx/6425B2Dkur79LsJeZW0TpyAlgALc3gNnS+yVNRERERETk+heJR9lavqfHc9vK93D/iMW9XjIxHA7z1FNP8Vd/9Ve43e5e1QKFYSIiIiIicpXrbA9z6vBuNrz7EuHWZgr6D2H6oi+QlV98Xtcn4nGa6iopP3ao2yyvc04c3MXYWYvYsebtdJvFamf83Nt5+xf/D6fHx9QF97Dx3ZcJh5oByMwrZv79X8Pp8TF88lyO7O4hZEvEaagpJ5hdQGNtBVWnjlEyaCQrX/ppus+hHeupPn2UcbNvZcvK14nHonS2twFgMBgYNGYKjbUVHN61CVIp7E4XM+/4Iod3b2LUjPl4fRkYTSY8/oxPfb6eWKw2/Jk5591fREREREQEoKmzhfr2xh7P1bc30tTZQq4764Lrx2IxnnrqKW6//XZuueWWC67zSQrDRERERETkqlZ54jArXvxJ+rji2EFe/8n/4Z6v/4/zCnMqThzizWf/hWQywYzbHsBssab3ADunsbqCGbc+QL8hY2hva8ViteH0+qmrOEVB30Hk9x3E+ndepKOtNX1NfdVp1r35Kxbc/3UGj53GyYO7erx/Z7iNsbMWseqVZygdMZ6tq97o1qe5vgaHywOA0WTG5nClz7l9QWbd+TBjZy4iFu3E6fHjDWTSb+hYTGZzt6USRURERERELqWA3UemM0hde0O3c5nOIAG774Jrp1Ipvve979GvXz8ee+yx3gyzC4VhIiIiIiJy1Qg1N1BbfpLaipNkF5SQmVfCllXLu/WLdLbTUH3mM8OwttYmVr/6bHoZxAPb1jFx3p1sePeldB+jycycux6hobaChqrTHN65gUQ8ztAJszCajLi8fgLZeV2CsI8ZqKs8RWtTHZNuvouaM8fZue7dLssuegOZ7Fz3DjPveAi3P8jeTat6HGvid0spTrp5Md5A129RWm12MnILu7SZLZY/+OwiIiIiIiKXgs1sZULhyC57hp0zvnBkr5ZI3L59O8uWLWPgwIHceeedAHzzm99k1qxZF1wTFIaJiIiIiMhVorWxjrd+8f9oqD6TbpsyfymR3y0Z+Ps6O9o/s2Zne5hQ88ffVmyoPsPJw07m3PUo8VgUq91BdkEfaitPUVd+gj0bP0j33bziVfoNG4fZbCHc2pxud7i9ZOQUEszOw2gy8dpP/i59LjOvhOm3foG1b/wKo8nMhLm3c2zfNhqqy/nw9ecYMeUmSgaN5Pj+7d3G6vYGueOxb5Fd2AeTWX+qiYiIiIjI1euLo+4Gzu4RVt/eSKYzyPjCken2CzV+/HgOHz58MYbYhf7CEhERERGRq0LF8UNdgjCAo3u3UTpyEjvXvt2t//nsGWa12rHaHEQjHem29lAziUQctz+IyWQmmUySSibYv3VNl2uNRhOpVJJBY6YQi0UJZOczeMxUkskkNWeOYbHZ8QWzcfuCtLWcXS+/vuoU7W0jWfq172NzODEazTg9fpweP/l9B1LQdxCJeIzqU0do/8RMsynzl1I0YCg2u/NzvTMREREREZErwWQ08eiYe7l/xGKaOlsI2H29mhF2qSkMExERERGRq8KJQ7vSPzs9PsbNuhWD0YjV5uDm+55gz4aV1Jw5DgYD0xfdhz8z9w/Wa2tpJNIRZuFDX2fzytepPnUUlzfAmJmLWLv8lyTiMQDMFiu3fOFJCvoOpnjQCAwYMFusODw+9m9ezerXniO7sA9z7nqUbavf4HTZXgBOHtqNxWpn1p0PsfLln0EqBUDZ7k2MnHoTTrcXAF9GFsMmzOwytru/9n2aaivpbG8jmFOALyMHm91xsV6liIiIiIjIZWEzW8l1Z312xytMYZiIiIiIiFwVcgr7cXz/DixWG1MX3su6N35NpCMMgMFgYN7SLzNl/lIcLg/eYBYWq63HOolEnIpjh/jg5Z8RDjVjMpsZM30B/YaOxWK1s/n9V9JBGEA8FmXt8l8y846HeP+3/0U8FsVssTJq2i1YrHbaWhppa2nkdNk+Zt7+YDoMA4hFOzl5aDeF/YZQfuwAAA6XF5P5D+/n5Qtm4Qte/X8wioiIiIiIXA+MV3oAIiIiIiIiAH2HjsFmdzJw9BT2rF+RDsIAUqkUq1/7OS5vgIzcQiIdYZrrq+kIh7rUCLc2U3H8ME11VUy8aTF9h44hEY+z7cM3cXn8ZOYVdVme8Jy2lkZCTfXEY1HgbEC2/cM3Keg3CKPJnG6rry4nkJXX5dr6qjP4M3PSx+Pn3KZZXiIiIiIiIlcRzQwTEREREZGrQjA7n6V/9APaQ80Ec/LJ7zuQA1vXpff7SsTjdLaHOLzrBOvffoH2UAsZeUXMvvOL5Bb1J9TcwLu/+Q9qy0+maw6fPIcBoyZxZPdmdq57l3lLHweDIb2k4TkGgwGDsft3BcuPHSSvuD8VJ85u4NzW3IDT7aWprirdJyu/mOb6GjyBTKbOX0p+30GX4O2IiIiIiIjIhVIYJiIiIiIiV4XWpno2vf8Kx/Zvh1SKQHY+M+98iI/e/A2d7W24fQGSiSRrl/2SSGc7AA1VZ3j9p/+XLzz1Q47t294lCAPYt2k1c+56lCN7tpBKJnF6fAwcOYmy3Zu69BswajJnjuzvNiaDwcAnY7P8vgPZtvqN9LHFamfszEVYHU7MFisuj++ivQ8RERERERG5OBSGiYiIiIjIFZeIx9i66g2O7duWbmuqrWTjOy8xduZCjCYTJouVI3s2M3XhPZitdj587Vli0QiJeJyWxjoO79zQY+3m+mpcHj8jp96Ey+NjyoJ78GXmsHfjBxgMBkZOvZnigSN46d//V7drC/sPYe0bvwIgv+8gikqHYbE5OHloN1l5xfQfMY6MnMJL81JERERERERuMJFIhAcffJBoNEoikWD+/Pk89dRTva6rMExERERERC65cGsTNeUnOV22B39WHsUDhhPMzgcgFo3QXF9DZl4hfYeO4eTBXaR+t4xhONRMTlE/PnjlGVob68jMK8KfmUMqBXd86dt89PYL1Jw+SizSidPj67J84Tl2p5vSkePpM3gkAB5/kIlz72DYhFkAuLx+opFOZi9+mPVvv0AsGsFitTF5/lIycguZeduD+DJzCGbn4/L6ycgtZNiEmZfpzYmIiIiIiFy9EpEI0cYmrMEAJput1/WsVivPPfccLpeLWCzGAw88wMyZMxk9enSv6ioMExERERG5BnW2txFubaGlqQ6jwUAwpwBvIPNKD6tH7aEWVr36LKcO70m3WW0Oljz5XSwWGxvfe4Vj+7YC0GfwaGbd+UXWLP8lqWQSTyCTmvITtDbW0WfIaHIK+7J5xWvEohFMZgvj59yOL5CJx5/B+Dm3U3H8UJd7W+0OigYMI5CVh8X68R9mBqMRty+QPrbZHQydMIui0mF0drRhc7jwBrIwGo3klQy4xG9IRERERETk2pJKJDjxzHM0btlCpK4eW1YmwYkT6fulRzCYTBdc12Aw4HK5AIjH48TjcQwGQ6/HqzBMREREROQaE25tovLkEY7u2UIymaRowDBOH9nHiMlzCWTlXenhddNYV9klCAOIRjqoPH6Y4wd3Un70QLr9xMGdRCOdDBo9hUM71pNT1J8zR/djMBrpO3g0q197Nt03EY+xecWrzL//awSy8jAYjdz68J+y/u0XaG2so7B0KFPmLyUrv/i8xmk0GvFlZOMj+6I8t4iIiIiIyPXqxDPPUfXmW+njSG1d+rjfV77Uq9qJRIIlS5Zw+vRpHnjgAUaNGtWreqAwTERERETkmpJKJjl+YCdrlv0i3Xbi4E5GT5/PyUO78QayMJmvrl/zm2o/XrrQaDQxbvat5JUMwGp30NpY2yUMA6g4fpCZdzxE+bGDDBw1kerTx4h0tFN5sqzH+kf3bqV0xAQMBgN9h4wmp6gfiXgUm92N1W6/pM8mIiIiIiJyo0lEIjRu2dLjucYtWyl5+MFeLZloMplYtmwZra2tfP3rX6esrIyBAwdecD0AY6+uFhERERGRy6q1uYGN777crX3PxpVYbQ4iHeEu7Z3tYSpPHmHH2nc4vHMDTXXVl3yM0c526ipPcfrIfhqqz5CZWwSA2WLhzse/Q235SZY/+0+8+vTf0tHRzp2Pfwd+b9kLTyCDIeNnsPrVZ8nrM6DLEofd/N6KGU63F48/U0GYiIiIiIjIJRBtbCJSV9/juUh9PdHGpotyH6/Xy6RJk1i3bl2va11dXxkVEREREZE/KNrRTjTS0a09mUhgMBgwW63ptkhHO9vXvMXOte+k22x2J3c98Zdk5hVdkvF1tLexZ8NKtn6w7GyDwcDYmYsYP/t2fBlZrHvzV9RXnUmP+fCO9STjcSbddBebV7wKgD8zh8oTZelxr1v+K+bd82U62lo5vHNDt3sOnzD7oqwhLyIiIiIiIp/NGgxgy8okUlvX7ZwtMxNrMNDDVeensbERs9mM1+uls7OTDRs28JWvfKU3wwU0M0xERERE5Jpic7iw2Z3d2k1mM4GcfKw2R7qtpbG2SxAGEOlsZ/OK14hFIhd1XG0tjRzZs5UPX3uOSHsb8+7+Er6MbEil2LHmLfL6DMDly0gHYZ90dN9Wcor6AeDy+rn5vq/SHmpJn29tquedX/07gZwCZt35RSzWszO+zBYr0297gKyCPhf1WUREREREROTTmWw2ghMn9nguOHFCr5ZIrK2t5eGHH+b2229n6dKlTJ06lTlz5lxwvXM0M0xERERE5BriCWQw444HWfniT7q0T7zpLoLZBV3aQk0NPdY4c3Q/nR1tWHrxB8ontYda+OCVZzhzZH+6zWyxMvuuR1j1yjMkEwlOHNzJoLHTerw+lUxitlhY8tXv4vFn4PFnMHXBPfQfPp5je7fiDWbRf/g4Apm5BDJzKR4wnM72NmwOF95AJkaT6aI8h4iIiIiIiJyfvl96BDi7R1ikvh5bZibBiRPS7Rdq8ODBvP766xdhhF0pDBMRERERuYYYDAb6DR3L3U9+j7JdG0kk4gwcNZms/BJsdkeXvnanu8ca3oxszBZrj+cuRFNddZcgDCAei1K2cyN9h4zh2L5t2J1unC4PDreXjrbWLn2zC/vi8WXgCWSk21xeP/2GjqHf0DHd7ufLyD4760xERERERESuCIPJRL+vfImShx8k2tiENRjo1YywS01hmIiIiIjINcZqs5NXUkpeSekf7OfPzCErr4S6qlNd2qcuuAeHy3PRxtPaWNtje13lKYZOmHk2wBs2Dl9GNrfc91Xe+81/0NkeBsATyGTWHQ91CcJERERERETk2mCy2XDk5V7pYXwmhWEiIiIiItcpl9fPgoe+zpHdmzi8cyMuX4Dxs28ju6jvRb2PJ5jZY3tGbhGRzg5uf+ybZOScXcKxqHQodz3xl7Q21mM0GvEGsghk513U8YiIiIiIiIh8ksIwEREREZHrmC+YxbjZtzFs4hzMFgsW69llK1KpFKHmBmKRThwuDxabHaPRiMls+dz3CGTlUdh/COXHDqbbTGYzE29ajC8jG5fH16V/Rk4hGTmFvXswERERERERkfOkMExERERE5DpnMBhwuD7ePyzSEebovu1seOdFRk6Zh9lq48SBndgcTkZNu5mcon7Y7M7zru/y+Jm39HEqT5ZxZPdmAtn5DBo9mWBOIUaj8VI8koiIiIiIiMh5UxgmIiIiInKDqT5znJOHdjF3yaPEohF2r19BXeXZfcVOHd7D3Lu/RL/h47HbHedd0+PPYNDoKQwaPeVSDVtERERERETkguhrmiIiIiIi14FQcwP1VWdobaonlUp9ar94PE4yHieVTPLur/+DNct+SX7fgYybfVu6z+YVr9JUW3k5hi0iIiIiIiLSTSKRYPHixXz1q1+9KPU0M0xERERE5CoX6WynqbaKypNl2OxOcov7E8zOx2A0EotGOHl4D2uX/YKOcAi708X0Wx+g37CxWG12ABLxOA015Rzbt432tlZyi/rh9PhIpVLEop3sXr+CkVPmkV3Yl9ryE4Rbm2ltrCM7v/iC9hATERERERGRG0MsmiDU2onHa8diNV20us8//zz9+/enra3totRTGCYiIiIicgGa6qo4dXgvNWeOUzxwBAV9B+INZl30+8RjUQ5uW8dHb/023WYym1n8+HfI6zOQhuoK3vv1f6TPdbaH2fT+KwSyconHopjMZjAYWfbT/0ssGgHg4LZ1DBk/g75DxnDi4E4ADmxbx8SbFlNbfoJgdj4dbS0kUyku3p8yIiIiIiIicr1IJpK8/8YBDu+roaW5A5/fwaDhOdxy+1CMpt4tSlhdXc2HH37Ik08+ybPPPntRxqswTERERETkc2qsreTVp/+OznAIgCN7NpORW8itD/8p3kDm56qVTCRoba4n0tGO3eHCE8jEaPz4D4eWxjrWv/Nil2sS8TirX3+eJU98l7Ldm7qc8/gzmDDvTpb//J+IdIQBCGQXcNujf8aGd1+i5vQx4GwgNnvxI+kwLB6LYjKZMZpMjJ6xALvThcVi/XwvRkRERERERG4I779xgC3rTqaPW5o60scLFg/vVe0f/ehHfOc73yEcDveqzicpDBMRERER+RxSySSHtq9PB2HnNFSXU1N+4nOFYZGOdg7v3MCGd18iHotisdqZftsXGDByIlabA4D2UDOpZDJ9TcmgkZQMHEEqlaIj3IrBYOhSc+SUm/jord8Q7exItzXVVrBt1XJGT7uF3bxP9e8CsUQ8lu5T2H8IVruD2Xc+THtbC30GjTz/lyIiIiIiIiI3jFg0weF9NT2eK9tXw7xFQy54ycTVq1cTDAYZPnw4mzdv7s0wu1AYJiIiIiLyOcRiUcqPH+zxXM3pYwwYMeG8a9VVnmLtG7/6uHa0k9WvPksgK5/8PgMAsNmd6fMT591JS2Mt6976DalkErcvyJwlj2JzOHC4vCQTCQLZ+QSz89OB1zlnjh2kz+DRDB47PX3u3H5gHn8G0xbdRyIRx2Kx4Q1mYbHazvs5RERERERE5MYRau2kpbmjx3MtzR2EWjsJZrouqPaOHTtYtWoVa9euJRKJ0NbWxre//W3+4R/+oTdDVhgmIiIiIvJ5mC1W8voMoLb8RLdz2YV9zrtOKpVi35YPezxXtntTOgzzBrPpO2QMzQ01xKIRDu/cmO7X1tJIS30NZ44coOrUEQCMRhMT5t2B2WKl/NjHoZ3RaCKVSqZngw0ZN52M3ELu+spf4A1m4/EHz3vsIiIiIiIicuPyeO34/A5amroHYj6/A4/XfsG1v/Wtb/Gtb30LgM2bN/PMM8/0OggD6N0uZiIiIiIiNxij0ciw8TOx2h1d2v2ZOeQW9f98xVKpnps/sSyi3eli5h0PMf3W+ynb1XV/sMy8Iprqq9NBGEAymWDzitcYMHJSl74DR03ixMFdWO12Fjz4dSbfcjd5JaUU9BusIExERERERETOm8VqYtDwnB7PDRyec8FLJF5KmhkmIiIiIvI5BXMKWPq173N0z1aqTx+lz5DRlAwcgTeYdd41DAYDQyfM5Ojerd3O9Rs6lraWJty+AAAefxCD0UAylezSr6h0GEf2bOmxfqSzHYvNTiIeY8DIiQSy8zl9ZB/5fQfj+xzjFBEREREREfl9t9w+FDi7R1hLcwc+v4OBw3PS7RfDpEmTmDRp0md3PA8Kw0RERERELkAwO5+JN91JKpXCYDB8Zv9EIk6ssxOTxZLej8vp8TN21iIObl+Pxx8k0hFm0Ogp7N/yIXVVp7ntkW+QkVMAgMvtY8TkuWxZ+Xq6ZiwWOTtDraX7/Tz+DBY++Me01Fdz/MAOOsJt3Pn4txWEiYiIiIiISK8ZTUYWLB7OvEVDCLV24vHar8oZYecoDBMRERGRG0Jne5jm+moaaipweXwEcwrwBjJ7Xfd8grDG2ioaaso5dWg3ZouV0hETyMovoebMcTz+TKYtupeKY4cI5uSTkVvEoR0bCDXVs+b157n14T/F5nBiMBoZMm4GTXXVHNmzGVIpKo4fZuzMRXzw8k+73M9qc5CVX4IvI5tAdh7FA0fgcHmx2i983XYRERERERGR32exmghmuq70MD7TFQ/DWltb+f73v09ZWRkGg4Ef/ehH9O3blz/7sz+joqKCgoIC/uVf/gWfz3elhyoiIiIi16jO9ja2rX6LXR+9m25z+4Lc+fh3CGTlXtJ7tzbVc3jnerZ/+NbZBoOBlsZaxs+5nay8YraveYtj+7al+9tdHhY++HXe+/V/UHmyjHCoGZvDCZxdLnHOXY8wbvatxCKduL0BzDYbsxc/zKb3X6WzvY3c4lJm3vEg/syz67d7fNoPTERERERERG5sVzwM+5u/+RtmzJjBj3/8Y6LRKJ2dnfzXf/0XU6ZM4YknnuDpp5/m6aef5jvf+c6VHqqIiIiIXKOa62u6BGEAbS2N7Nmwgum33o/J3POvxfFYlI5wCKPJjMvT/ctZTbVVlB8/SHN9DcUDhpGZX9KtX1tLIzvXnb23yWxm1h1f5PSRfSx/5h+w2p0MmziLkVNvYs+GlQB0hkMc2rGBKQvuYfVrz2I0dl1mwmqzk5lb2KVt+KQ5lAwaRSIew+50Y3de/d/KExEREREREblcjFfy5qFQiK1bt7J06VIArFYrXq+XDz74gMWLFwOwePFiVq5ceQVHKSIiIiLXuoaaih7bj+/fQWd7W4/nmuqq+fC15/nVP/0VL//HX3Nox3o6wh/3ra86w0v/+desWfYLdq9/nzee/WfWLv8l7W2tXep0tLWSTCQAGD19ATs/eo+je7eSiMfpaGtl26o3MJutZOR8HHDVlp/A7nQzdMJMPP7zm9nl8QfxZ+YoCBMRERERERH5PVc0DCsvLycYDPLd736XxYsX873vfY/29nYaGhrIzs4GICsri4aGhis5TBERERG5xvU0qwvA48/AbLF2aw+1NPLGc//MoZ3riceihJobWPnSTzl5aDcAsViU7Wvewmy2MH7O7Uy/7X6mLryX1sY6muuqu9RyevzpfcXcvgBNtZXd7rdvy2oGjJqUPg7m5GM0mhg36zZMZssFP7eIiIiIiIiIXOFlEuPxOAcOHOAHP/gBo0aN4n//7//N008/3aWPwWA4r03JAfbt23cphnnd2759+5UegohcAfrsi9yYbtTPfmbAi9sXpK2lsUv76FmLOHDoMMlksku7z26ktaG2W53NK17F5QuQSibJLexHYb8hbFv9BqHmBooHjmTsrFtJkWL37t3E43EAsjICjJg8jz0bV6ZniP2+aGcHFqsNALPFSp/BozDZnZQdOwGcuAhvQG50N+pnX+RGps+9yI1Jn32RG9P19tl/6qmncDgcGI1GjEYjf/M3f9Prmlc0DMvNzSU3N5dRo0YBsGDBAp5++mkyMjKora0lOzub2tpagsHzWxpm+PDh2Gy2Sznk68727dsZN27clR6GiFxm+uyL3Jhu9M/+nY9/hz0bVnB8/w48/gwm3XIXucWl6RDqk04c3Nljjfa2FhqqTrP+7ReY/4UnWfHiT7DY7Mxb+jhnjuxn/du/xZeRzaSb7yK7sC/m383q8ns95PUZQCqVwmgyk0zEu9Qt7D+Ezo4wQ8fPpKD/EHwZ2eQU9qWw5Py+FCbyh9zon32RG5E+9yI3Jn32RW5MV/qzH4tGaA+14PT4evz7+kLYbDZefPHF886GACKRyB+cMHVFw7CsrCxyc3M5fvw4/fr1Y+PGjfTv35/+/fvz+uuv88QTT/D6668zb968KzlMEREREbkOBLJymX7r/YyfcztmixWbwwlAW2sTrQ11JBJxPIEMfIEsvIEsMBgglepSo3jgSPyZuTjcXhrrqkgmE0ycdycb330pvVdYW0sjrz79d9z91b8ir6QUAG8wC28wi1g0ys33foX3X/hvUr+bjeby+Jl+6/0YzWaS8Th2pwu37/x/4RcRERERERG53JKJBB+9/QInDu4g1NyIxx+k75CxTF90H0aT6UoPr5srGoYB/OAHP+Db3/42sViMoqIi/vZv/5ZkMsk3vvENXn75ZfLz8/mXf/mXKz1MEREREbnIQs0NRCMd2OzOyxb+mMxmXF5/+riptoo3n/9XWhpqALBY7Sx86I/JLe7PzDseZO3yX0EqhdFoYsJNd5KZW0RHWyuz7niISEc7FpudRDyWDsLSUim2rX6DBQ/+ERbLx9+Ms1it9B06lvv/9K9pbazDZDbjz8jBE8i8HI8vIiIiIiIiclF89PYL7NmwIn0campIH8+8/YFe13/88ccxGAzcd9993Hfffb2ud8XDsCFDhvDqq692a3/uueeuwGhERERE5FKLRjo5eXAX6978NR3hEC6vn9l3PkzRgGGYLdaLUr+xpoJTZXsxmy0UDxhOIKcAs7nrr77Rzk4O7VjP2JkLiMWimM0WGmurePdX/859f/L/4fFnMmfxw8RiUTJzi1j/zgtsfv/j31vHzFzIoNFTugdhv9PSWEs8GusShgGYzWaC2fkEs/N7/awiIiIiIiIil1ssGuHEwR09njtxcCdT5t/dqyUTf/Ob35CTk0NDQwOPPfYY/fr1Y8KECRdcD8DYq6tFRERERD6n+spTvP/Cf9MRDgEQbm3mrV/+PxpqKnpdOxGPU7ZrEy//5/9m6wfL2Pjey7z47/+LiuOHuvVtCzURi0VY/dpzfPTmb9iy8nUsVhuz73qE1qYGIMXq157jwJY1nDi4i7qKU12u37n2HfoMHoU/M6fHsZQOG59eilFERERERETketEeaiHU3NjjubbmRtpDLb2qn5Nz9u/sjIwMbr75Zvbs2dOreqAwTEREREQuo1Qyyd5Nq3s4keLo3q0XXDeZTNJUV0VN+QnWvfmrdHtWfgmzFz9Czemj7F6/gpozx4nHogC0tzazZ8NKACbOu5MRU26i8uRhju7dAqQIZuVjd3nI7zuIU2U9/+LdVFtJQf8hDBozpUu7N5jN4HHTMRr167aIiIiIiIhcX5weHx5/z9sduP1BnB7fBddub2+nra0t/fP69esZMGDABdc754ovkygiIiIiN44UEI109Hgu2tlz+2fWTKUoP3aQt57/F6YuuJdEPA6Ax5/B0Akz+XDZ86SSybOdDQbm3f0l+g0dQ/XpYwAMmzib6tPHOH1kX7rm8f07uPXhP2XJE3/J8QM7cLg8NNdVd7u30+MnkJnL9FvvZ9jEOTTWlOPyBcnIKcCrfcBERERERETkOmSx2ug7ZGyXPcPO6TtkTK+WSGxoaODrX/86AIlEgttuu42ZM2decL1zFIaJiIiIyGVjNBoZNnEWpw53n2lVOnLiBdUMNTfw/m//k0Q8jtFkwmAwkEqlGDphFls/WJYOwgxGI8MnzSERj1N56gi5Rf0JZOWRlV/M/i0fdqu77s1fc/eT32PklJvIyivhjWf/qct5q91BdmFfABwuDw6Xh/w+vf+2moiIiIiIiMjVbvqi+4Cze4S1NTfi9gfpO2RMuv1CFRUVsXz58osxxC4UhomIiIjIZZVbVMqoabewe8MKSKUwGI1MXXAPWXnFpJJJDJ+xtGB7qJVEIo7T48VkMhNubaKzPQxATfkJ5tz1KI21lbj9AdrbWtPXzbjtAcp2bWLvxg+As99km7LgHkwWa4/3aW2sIx6L4vL4yOszgFu/+BTr33mBlsY6ivoPZcqCewhk5V6ktyIiIiIiIiJy7TCaTMy8/QGmzL+b9lALTo+vVzPCLjWFYSIiIiJyWTk9XibfvIQh42fQGQ5hd3morzzFO7/6d9zeACOmzCUzrwjzJ0KqRCJBLBrh5MFdbFn5Op3tbQwYNZExMxZitpz9ZXvUtJuxO93sWPsOiXgMq93BlAX3sPHdl8gtKaWu4hTVp4+ma8aiET568zfc8fi3ehxnVn4xVrsDAKvNTt+hY8gp7k88FsPucKbPiYiIiIiIiNyoLFYbvozsKz2Mz6QwTEREREQuO4vNRmZuIR3hEKte+TknDu5Mnzu8eyO3PfINcor6EY9GKT92kMM71+P2BSnsPwS700VrUx37t6yh8mQZtz/6TUbPmE8yHmfzitfSdbasfJ2+Q8cycPRkAln57Fz7TrdxJJMJIh3tjJ4+n10fvZduN5rMzLj9IRxOd5f+Trf3ErwNEREREREREbmUFIaJiIiIyBURj0VpqKnoEoQBkEqx/u0XGDR6Cv7MHLauWkZrYx0AZbs3sfDBr7N7/UoqTx6mqbaKUHMDg8dM46X/+Otu9zhxYAd3PPYtGmsrMVutRCMd3fqYLVbGzb6VPoNHceLQblweH8UDhxPMLrgkzy0iIiIiIiIil5fCMBERERG57KLRTg7v2EgiEevxfFNtJWaLhZUv/ZTpt97Ph68/R9GAYQwYMZFj+7bj9PqYcdsDVJ08QizSic3uJBHvuZbJbKbPkFEkkwk2vPNil3M2hwt/Rg4Ol4fC/kMo7D/koj+riIiIiIiIiFxZCsNERERE5LLqaAvRVFfFmmXPM+euR3rsk13Qh6baKuKxKB3hENkFfSkuHc6qV3+e7lO2cyNjZizAl5GN1e7AG8iitamuSx2LzY7bF8SXkc2g0VOIRTrZue5d4rEoWfnFzFny2DWxtrmIiIiIiIiIXDiFYSIiIiJyybQ01NJUV0Wks4Ngdh4Wm53Vrz1HYb/BFA8Yjt3pYci4GRzcvi59jdlqZ/Itd3N410ZcXj+xaCcDx0xm26rl3erv3rCCweOm4/L4uemeL7PsmX9IzxAzGAzMW/o43kAmAC6vnwlz72DwuGkkYnEcHm+3PcFERERERERE5MpqbW3l+9//PmVlZRgMBn70ox8xZsyYXtVUGCYiIiIil0RDdTmv/fT/0hkOpdsm3bIEg8FATlE/muqqee83/8mwybO59ZFvUHvmODaHG19mFns2rqSzPcywibPJKxlAQ005ne3hbvdIJhJEOs6255WUct+f/E8aqstJJhJk5BXiz8zDYDSm+xtNJnxBzQQTERERERERuRiSsQTxcBSzy4rRYrooNf/mb/6GGTNm8OMf/5hoNEpnZ2evayoMExEREZGLLhrpZP07L3UJwkxmM0f3bmPSvDs5cXAXZbs2MmT8DAKZeRzZvQmn20den4Fsev8VastPAFB9+ijFA0cwZsZCbHYnkc72LvcxGk3Yfze7y2A0EszOJ5idf/keVEREREREROQGlEqmqP/wBG1HG4i3RjB7bbhLM8ic3ReD0XDBdUOhEFu3buXv/u7vALBarVit1l6PV2GYiIiIiFx0ne1tnD6yN308cso8/Fl51FWcoqmuisy8YgaPm47RaGLt8l+m++1e/z6z7nyYUHMDHW2tAJwu28vYmQsZN+c2NrzzYpf7jJ97e3oZRBERERERERG5POo/PEHzjsr0cbw1kj7OmtvvguuWl5cTDAb57ne/y6FDhxg2bBjf+973cDqdvRqv8bO7iIiIiIh8PiaTGZfHB8CQcTMIh1pYu/yXHNy+jo3vvcxHb/6aQaOncHDH+i7XpVIpdqx9myHjpndpj8ei9B0yhtsf/TMGjp5M/+HjuP2xbzJiyjzMlt5/Q0xEREREREREzk8ylqDtaEOP59qONpCMJS64djwe58CBA9x///28/vrrOBwOnn766Quud47CMBERERG56FxeP1PmLwUgt7gfx/Zt63I+Fo2wY83b9B/afQPc1sY6nL8L0j5ZL5CVS8mgkdxy31dZ+OAfUzJwBI7fLZEoIiIiIiIiIpdHPBwl3hrp+VwoQjwcveDaubm55ObmMmrUKAAWLFjAgQMHLrjeOQrDREREROSS6DN4NAse+CPisViP56tPHyOYU9it3e0L0tnelj4eM3Mh3mD2JRuniIiIiIiIiJw/s8uK2Wvr+ZzHhtl14Su4ZGVlkZuby/HjxwHYuHEj/fv3v+B66XH1uoKIiIiIXPc628O0NNQSDjXhcHnwZeTgdHv/4DV2p4vSERMoP3awx/OB7Dycbk+39mmL7iMa6WDszIUUDxpJRm4hNrvjojyHiIiIiIiIiPSO0WLCXZrRZc+wc9ylGRgtpl7V/8EPfsC3v/1tYrEYRUVF/O3f/m2v6oHCMBERERH5DO1trWx67xUObFubbissHcq8u7+Ex5/xmdcHsvPI6zOAqpNH0m0Gg4FpC+8lkJWH3enmwNa12J1uhk2aQ1Z+MRZrz98wExEREREREZErL3N2X+DsHmHxUASzx4a7NCPd3htDhgzh1Vdf7XWdT1IYJiIiIiJ/UH3l6S5BGED50QOcOXKAoRNmfOb1Lo+fW+59glNl+zi0cz1efxajpt1ERl4xZrOZ/sPH03fIGAxGIwaD4VI9hoiIiIiIiIhcJAajgay5/ciYUUI8HMXssvZ6RtilpDBMRERE5AbT3FDD6cN7KT9+kMJ+QygeNAJ/Rs6n9j95eHeP7Yd2fMTA0ZMxWyyfeU9PIJPhk2YzeOxUDEYTJlPXX5CNpqv3F2YRERERERER6ZnRYsLqv/q3NlAYJiIiInIDaa6v4fWf/l/aWhoBOL5/B+61QRZ98U/w+II4etgHzO0L9ljL7cvAaDR+rvubLRe+ia6IiIiIiIiIyIX4fP97ISIiIiLXLKfTyclDu9NB2DltLY0c27eNnevfp6G6gkQ83uV8ycARmMy/N/vLYGDk1Hma0SUiIiIiIiIiVz3NDBMRERG5DoRbm2ltqqe1sZZUKkUgK49AdgFWmw2A9lALlmQHx44d6PH6xpoKsvJLeOdX/4/c4lJGT59PZl4RAMHsfJY88Zesf/dFqk8dI5idz/Rbv0BmfvFlez4RERERERERkQulMExERETkGtcRDlFbcZI1y36RnvVlMBiYs+RRBo6eggEDezau5PCuTQwcOYmTh7rvARbILuDgjvWEmupprq/h2P7t3PO17xPMKcBgNJJT1I9bH3qKaGcHZpsNh9N9uR9TREREREREROSCKAwTERERuca1tTSyb/PqLssfplIpVr/2HMHsApKJBDvWvksyEcftD+Ly+gm3Nqf7urx+PP4goab6dFss0snxAzsJ5hSk22wOJzaH87I8k4iIiIiIiIjceI4fP86f/dmfpY/PnDnDU089xaOPPtqrugrDRERERK4SsWgnLY31tIeasdlduAMZuNzeLn1SySStzQ1EO9qxOVx4AhnEolFOl+3tVi+VTNLSUENne5hk4uw+YBvfe5kp85cSam6gobqcvJJSfBk5rH7t2W7X11WdviTPKSIiIiIiIiLXh1gsRjgcxuVyYbFYPvuCz9CvXz+WLVsGQCKRYObMmdx88829rqswTEREROQq0BEOsWvde2xf+zakUgAMGT+D4ZPm4M/KxWZzEOns4Ni+bXz01m+IdnZgc7iYcdsDZOYVYXe66QiHuhc2GOloD+HxZxBqbiDa2cGaZb/AG8giI6+IYE4B9VVniHZ2dLu039Axl/qxRUREREREROQalEwmWbNmDUePHqW1tRWv10tpaSmzZs3CaDRelHts3LiRoqIiCgoKPrvzZ7g4IxIRERGRzyXS0U5d5SlOH9lPQ3U5zfU1bF/zVjoIAzi4bR1NtZU0Vp2htbGO+uozrHrlmXRwFekIs/KlnxDpbGf09Pnd7uHLyCbUVMeBLWuYMPcOTOaPvwcVaq5nwMiJBLLy6Dt4NFkFfXC4vZgtVgByivqT32fgJX4LIiIiIiIiInItWrNmDTt27KC1tRWA1tZWduzYwZo1ay7aPd566y1uu+22i1JLM8NERERELoNYJEJrUx2RjjBWh5Pje7exZdXysycNBkZPu5nBY6dxaMf6Ltcd2bOFVDJJPB5nwtzbsNod3WZxHdm9mfFzbsVstbJjzdt0hNvoP2wc/YaN5YOXf0Y8FmXHuneYcdsDmMwW4rEoRpOJXR+9R23FSWbd8SDTFt1HbfkJ7A4ngewCPIEM3N7A5Xo9IiIiIiIiInKNiMViHD16tMdzR48eZfr06b1eMjEajbJq1Sq+9a1v9arOOQrDRERERC6BeCyGwWjEZDIRbm1m24dvsnfTKkilMJktjJt9KyWDRnLq8B5Ipdj10fvMuvOLlO3eRDKRSNex2uyEW5upPFnGBy/XMnbmQja9/2qXeyUScdy+DEZNvZn+w8aTSiVpqqti+c//KT3TrLmumu0fvsXCLz7Fa//9t8SinQD0Hz6e+sozrFn2y3Q9u8vDXV/5C4VhIiIiIiIiItJNOBxOzwj7faFQiHA4jN/v79U91q5dy7Bhw8jMzOxVnXO0TKKIiIjIRdTW0sjB7R+x7Jm/5/3f/hcVxw9RV3mKvRs/SAdTiXiMU4f3MHr6fGbc9gBjZizA5nBRc+Y4GTmFXeoVDRhO1emj6dpWu7PbPQeNnpL+2e0L4PFnkF3Ql1vuewJvMAuzxcqgMVO46Qtf48yRfekgDKB4wHD2b+26hEFnOMTWVcuJxSIX7b2IiIiIiIiIyPXB5XLh9Xp7POfxeHC5XL2+x1tvvcWtt97a6zrnaGaYiIiIyEXSEW5jzfJfcuLAznTbsX3bmLvkMRxuLx1tZ781NWrazQC89fy/Eo9FCWTlMeO2+wmHmmlraQTA5Q0wduZCynZtJJVMputZ7Q6MJhPJRAKjyczkW5aQmVfcbSx2p4uBoyZT2H8IiXgch8vLgYMHMZpM6T5Go4lIZ3uPz3L68F46w2EsflvvX4yIiIiIiIiIXDcsFgulpaXs2LGj27nS0tJeL5HY3t7Ohg0b+OEPf9irOp+kMExERETkImltrO0ShJ2z7cM3GTx2GjvXvoPHn4HN4WLLytfT55vqqliz7Bcs/spf0H/4BDrCIZrqKtmy4vV0OAZgMlvw+ILMuO1BEokYRqMJs8VCKpXsds9znG5f+udYLEZx/yEYjEZSySTJZAKLteewyxPMxGy1XsBbEBEREREREZHr3axZs4Cze4SFQiE8Hg+lpaXp9t5wOp1s3ry513U+SWGYiIiIyEXSEQ712N7aWIfL6weg//BxHNqxvlufWDRCW3MjOYV98WdkY7XasDqc8LswzGyxMm/p43y47Bc01VZ2uXbRFz30GzrmvMYYzMrntke+wepXn6WtpZFIZwf+rDya66q69Js6/x4cTvd51RQRERERERGRG4vRaGTOnDlMnz6dcDiMy+Xq9YywS0lhmIiIiMhFkEqlsLs8PZ7LzCvG5fFjsdkxmswkYrEe+yUTCTrCIUxmMxm5hdz5pW9TX3ma5vpqzFYrTfXV3YIwgD0bVlA8YDjm8/il02Q2UzJwBEu/9n0629uw2OyUDh/Pwe3rOLJnCy5vgEnz7iS7uN/newEiIiIiIiIicsOxWCz4/f4rPYzPpDBMREREpJfaWpo4vHMDTXWVDBk/k4Pb1qbPGU1mRk27BbPVxrRF92G2WBk0Zio71r7dpYbBYMBqt/PKf/0NDpeHCXPvIKe4lKyCYo7v305DTQX5fQf2eP9UKkWK1Ocas9sXwO0LpI8n3bzk7DjNFqx2x+eqJSIiIiIiIiJyNVMYJiIiItIL8ViMbauXs2/zhwAMGT+DWXd+kfqq07i8AbzBLEJNDexe/x71VWcAmLboPopKh3Lm6AEALFYbUxfey+aVr9NcX0NzfQ3Lf/5PLHzoj+k/bBxTFt5Lc20lTfXVPY5h1NSbsFh6t7+X0WjE6fb2qoaIiIiIiIiIyNVIYZiIiIhIL4Sa6ti/9eOZYAe3rePwzg0EsvKZeccDvP/bpxk3a1E6CANY/86LDBk7nTlLHsOfmYPD6WHlSz+htuJkl9rr336BvJJSTCYLG959CaPJzNQF97B19RvEIp0YTWbGzVpEXp8B3cfV3Eh99RkaayrIzC0kI7fwkr0DEREREREREZGrmcIwERERkR60NtbRWFtJZ3sbwewCfJk52HpYPjAWi5JKJru0JRMJGqrP0N7aysBRk8Bg6HpRKoXFaiXa0c7mFa9hMpkYPHYa/qw8ynZtTHcLNdUTj8aIJjuoPFkGQHuomYnz7sRgNGIwGMjO74PD1XVGV2tTPe/88t+oqzyVbsstLmX8Lff09rWIiIiIiIiIiFxzFIaJiIiIfEK0s4PWpnqW//wfaQ+1pNsn37KEkVNuwmgy0VBTwdG9W4lFIvQbNobhk+awb/PqLnUcLg8Wm43C/kNpba4nK78kHU4VDxhOIh5n/TsvpPufOXqAcbNv69KvqHQYdqeLSEcYm91JpLOdxtpK1r/98XV3P/m9bs9w5uiBLkEYQPXpo7Q1VEP/nvcdExERERERERG5Xhmv9ABERERErgbRSCeny/ax+YNlbF75epcgDGDT+68SamngVNleXvqPv2bn2nfYt3kVy5/5R1xeP4X9h6b7msxmJt+yhDXLfsH7L/w3NruTOUseJaewLwB9hozmwPZ13cawZ8MKBo6eDIDN7mTKgnuw2h24/RlMuGlxt/7ZhX3xZWR1az+2f3uPz3jmyL7zfh8iIiIiIiIiItcLzQwTERGRG1o41EJrQy3hUDOd7WGC2fkc2LKmx76dHe2sef15SKW6tG9dtZw7H/8OI6bMJdzShMFoZNdH7xNqbsBoMhHIzCWroIRb7n+SloZaErFYt6UVAWLRCP6sXG75wlfJyu9DICsXAIPBwKBRk7Da7GxdtZxoZweDx05j5NR5ON2+bnWy8oo4fXhPt/ZAdv6FvCIRERERERERkWuawjARERG5YbU01vHer/+D2oqTwNnQacr8pfQfNo5DO9d3vyCZpL2ttXtzIkFHWwiT2UwgO59waxPJRIK+Q8Ywfs7tZOQWAuALZuMLZtNcX4PZYiUei3ap43B5yMwtwuPP6HYPh9vL0PEz6DNoJMlkAofbi8nU869yA0dNZs+GlcSikXSb1eYg/xOz10REREREREREbhQKw0REROS60dbaRHNdNe1tLXiD2fgysoh2dJBMJnC6fdgcznTfZCLBvs2r00EYQCqVYsO7L3H7Y9/sFoZ5g1nYHC7sThed7eEu5wwGAx3hVtYs+wUAWQUl3PrIn+LxZ2Cx2rqN0xPIYMZtD7D6tWc/WYTZdz3SYxD2SU5P95lgvy+YU8DdT36PneveoebMcfJKBjJ6+i1U1DZS/JlXi4iIiIiIiIhcXxSGiYiIyHWhpbGOd375b9RXnQZgwrw7ibSH2b91DYl4jIJ+g5l5x0Nk5BQA0BEOcXjnhh5rNdZWMmvxw+zfvJr2UAvFA0eQ32cgzQ21TF14L6te+XmX/kMnzOLEwZ3p47qKU+zbtIppi77QY32TycyAUZPIyC3k5KHdmMxmSgaOJJhzcZYxNBgMZOYVMXfJY0QjnVhtDkxmMycrai5KfRERERERERGRa4nCMBEREbnmpVIpju7dmg7Csgv7EmlvY8/GD9J9Ko4f4o2f/xN3f+17eHxBjCYTdoeL9lBLt3pGo4ktK15nyoKlJJMJDu/cwKEd6ynoN5hJtyzh9se+yf7NHxKPxxg4ejLVp49yumxflxqHdm5g7KxFuH3BHsdstdnJLe5PbnH/i/gmujKZLTjMlktWX0RERERERETkWmC80gMQERER6a1oZwdluzalj0uHj+fg9o+69WtraaS1oRaAZCrF0ImzuvWxOVxkF/Rh8i1LOF22lw9fe46qk0eAs3t6bX7vFZpqK5l150NMunkJVpuDfZtWd69jd2Iwmi7WI4qIiIiIiIiIyAVSGCYiIiLXPJPZgjeQmT42mkzEY9Ee+yYScQDCLU3UVZxk8i1343R7AcjvO4iZtz9IihRr3/glR/duTV9nMBgoGTSSypNlbFm5jEQiQU5hHzJyCrC7PN3uM37uHbjOY38vERERERERERG5tLRMooiIiFzzzBYLY2ct5MShXZBKUXH8MCWDR3Hy4K7f62fFG8g6+7PZzOFdm/AGMhk+aQ5Wh5O6ipOsevUZ7vnaD7jrib/ko7deoLb8OIGsfEZOvYl9m1eTSqWIRjpI/C5s82Vks/jLf86ZI/swmkyYjGYcHh/5JQMu81sQEREREREREZGeKAwTERGR60JWfgmLH/8OG999iaqTZcxb+jihpnoaqssBsFjtLHzo63iDZ8Mwjz+TASMncmT3ZrZ8sCxdp3jgCDyBTGwOJ/OWfomTB3fR0ljL+rd/S7SzA4DMvGIcLm/6GgNQtmsjdZWnwWCg35AxZOUV4aD7jDEREREREREREbm8FIaJiIjIdcFssVLYfwi3f+lbxKMRbA4XdxT1o7WxjkQ8hsefgTeQicF4dpVoi83G1AVLcbi87N9ydsbX4LHTGT/7VmwOJwBefyYOt5f177wIqdTZ66x2Zt/1CHaXG4C21ibefP5fCTXVnx1IKsXxAzswWSzMvfsxLBbb5X8ZIiIiIiIiIiKSpjBMRERErit2hwscLgAsVtsf3LfL489k2sJ7GT3tFiCFyxvAZP741yOT2Uzp8PFk5hTSUFOO2WIlmFNIICs33SfUVP9xEPYJR/dsYeK8xV36ioiIiIiIiIjI5acwTERERG5oJrMZbzDzU8+bLVYy84vJzC/u8XzqdzPGurWfPXkRRigiIiIiIiIiIr1hvNIDEBEREbmWefwZOHuYfdZn8ChcvsAVGJGIiIiIiIiIiHySwjARERGRXvD4M7j14T/F489It+UU9WP6oi9gtdmv4MhERERERERERAS0TKKIiIhIr+UU9uXur32PtpYmjEYjnkAmDqf7Sg9LRERERERERERQGCYiIiJyUbi9AdxeLYsoIiIiIiIiInK1URgmIiIiFyQRj9MRbsVgNOHqYc8sERERERERERGRq4HCMBEREflM0Ugnne1tmM0WjGYLTTUVNNVXk0olaamvwZ+VR98ho3C4vFd6qCIiIiIiIiIiIl0oDBMREZE/qKGmgvrK07S1NlFx/BD9ho7l9JF9HN+/HYDigcMxmswc2b2FEVPmYTAYrvCIRUREREREREREPqYwTERERNKa62toa2kk3NqM1e7A7QuyZtkvqD59FIvNzohJc6mvOk1h/yFUHDtIpLOd02X7KOg7mN0bVtB36Fg8/uCVfgwREREREREREZE0hWEiIiICQGNdJRXHDrHuzd+QTMQBcPuCzFnyKG89/2NikU52rH2bKfOXcvLgLvoNH8fBbesAKD92gEBWHolE7Eo+goiIiIiIiIiISDcKw0RERH6no62VSKQDi9WOy+O7KDU729toqKngdNk+nG4vhf2HEMzOx2A0dr9/exuJWAyH24PJdHn/iU7E4zTVVLL+7RfSQRhAW0sjO9e+Q+nw8ZTt3gTAwe0fUTpiAvFYNN3P7vLgcHlxas8wERERERERERG5yigMExGRG14iHqfq1BHWLP8lTbWVeANZzLzjQQr6DcZitV1w3Wikg53r3mP7h2+m20xmM4u//BfklZSm2yIdYcqPH2Lz+6/S3tZK6YgJjJ4+H39mTq+eC6C9rZXm+mraWppw+4L4M3NwursHVpGOMO1trV0CrnPKjx1k1p1fTIdhsWiEQFYeuz56DwCDwUDJwJFk5hVhtTt6PWYREREREREREZGLSWGYiIjc8BprK1j2zD+QSiYBaG2q483n/5WlT/4VucWln3F1V50dYZrrqmlpqMHty+gShMHZ4G3t8l9y5+Pfxu50A3Dm6AHe/fV/pPvs27yaM0cPsPgrf47Hd+H7b7W1NLL6tec5dXh3uq3P4NHMXvwwbl+gS1+L1Y7Fau+xjsVqJxaNpI9LR0zAardTV3mKQHY+UxcsJZhTiC+YdcFjFRERERERERERuVQUhomIyA3v2L7t6SAsLZVi76bV5BT1x2AwnFedjvY2tq5cxp6NKwGYftv9PfarqzxFS2MdJw7uIpBdwMb3Xu7Wp6WhhsbqCjraQjjdHtwXEIpVnTrSJQgDOHloF3WVszAajSQScewuNxaLDYvNRkZuAYGsPJrqqrpcM3LqPI7u2QJAYelQhk+ajcPl4eHv/D0Wmw2Hy/O5xyYiIiIiIiIiInK5KAwTEZHrQiwWpa2lEZIpXF7/51qur72t9VPbk8kkJpPpvOo01VamgzAAs9nSYz+PP4Pj+7azfc1bTJm/lHBrc8/16ip547l/xuXxc/O9XyG/7yCSiTiRzg6sVjsW2x9ewrFs95ZubaUjJtDW0si6N39NuLWZvkPHMHHenQSz8wlmF3DLfV9l2+o3OH5wJxarjVHTbiG3uBSn28fQCTMp7D80vXzjuZltIiIiIiIiIiIiVzOFYSIics1rbapn84rXKNu9iVQySfHA4cy4/UECmbnndX3p8PHUlh+ndMQEjEYTpw7voeLEYYaOn3HeQRhAbfmJLsd1lacp7D+E8mMHu7SPnjGfHR++DZydvVVYOpSTB3d1q2ex2iGVItzaxIqXfsqih/6YPRtWUnH8EMGcQibedAdZ+SWYTD3/c+7PyO5y7HB5yC0pZc2yX6Tbju7ZQtWJMpY8+Vf4gllkFZQw8abFDBg1ifa2FvZvWcPWD5YBYDSZePCbf3ve70NERERERERERORqoDBMRESuabFohI3vvcyR3ZvTbafL9vHer/+TO770LZxu72fW8GVkUTxwBDvWvkMiHqd0xHgWffFPyCns97nGkpFbyJgZC2htqufEwV3s3/Ihk26+i6LSYRw/sAOn28ugMVM5sHUt4VAzAKcO72He0sepKz+ZbgMYM3Mhxw/uxO0L0t7WwvjZt7L8Z/9ApLMdOLsfWPnR/Sz9o++TXdCnx/EMGjsNf2Yu8VgUo8mEze5k25q3uvULh5pprqtK7/llsdn5cNkv6AyHuvQbOn4Gbm+g2/UiIiIiIiIiIiJXM4VhIiJyTQs1N6b3s/qk+qrThJrqPzMMS8Tj7N74AXvWr0i3Hd65kVBLE4se/Pp5j6O+upyD2z+i8kQZgaxc5i55lJ1r32Xzite4+2vfZ8TUeZiMZvZvWcPpI/vS1xmMJg7v3Mjsux45uyxjPI7D7SUei+Dy+snKK6aodBj1VafTQdg5yWSCPRtWMnfJYxh/bwZbpLODU4d3s/G9VyCVAiCroA8jJ8/lw9ef7zb+T9b2BjK549Fv8t5v/4uWhhoA+g0by9hZt2Iy61cHERERERERERG5tuh/tERE5JqWSiZI/S7s+X3JZOIzrw8117Nv06pu7ZXHD9HaVH9e+2I11lby6n//iGhnB3B21lbF8cPcfN8T2J1uMnOLsFitABSWDsFisxOLdDJozFRyi/vT1tpEPBbFG8jgdNk+sgpK+OCVZyCVYtItS9i9/n1sTleP926qqyKRiHcLw5rrq9n47std2uoqTtLSfwgZuYU0VJd3ORfIyutynF3YhyVf/S7h1iZMJjOeQCZWm/0z34WIiIiIiIiIiMjVRmGYiIhc01zeALnFpVSfPtq13ePH7Qt+5vXxeJxkoufQLB6NnNcYKo4dTAdh5ySTCU4f2cecxY90CaqC2fnc/dXvcnTvVmKxKKlkks62EGuW/QKzxcro6beAwUC0s4NpC+/l/d/+N0ajkSnzl3a7r93pYtLNS6g6dZREPIYvmIU3Iwez2Uxt+ckex3ps3zYGj53WJQybdusX8GXkdOvr8vhweXzn9Q5ERERERERERESuVgrDRETkmmZ3upi75FHe+sX/Sy/p53B7WfjFP8bjz/jM610eX48zpRwuL96M7PMaQ1N9dc/tdVUkk4lus7Yy84pJJpIc3PERZXs2U33qbJCXVzIAi83BmSP7GDphJjaHk+yCEqpPH6OtpZHiAcPTSywaTWZmL36ElS/9hPZQCwAGo5Fb7vsq/YaOxf4pM8kcLg+Dx04jv89AopEOvIEsvBlZWK2a9SUiIiIiIiIiItcnhWEiInLNC+YUsOSJv6S1qY5UMoXHH8QTyDyvax0uD/OWPs7yZ/6RzvY2AIaMn0HfIWPYvOI1rDY7A0dNJiO3kLbWZqpOllFXeYr8PgPJKeqHx59B8YDh7NmwslvtASMnYbZYe7xvNNJBMDufvRs/AMCfmUv/4eNY/dqz6T2+DAYD02+7n45wiJ3r3mXk1JvpN2ws7W2tFPQbwtZVy9JBGEAqmWTFiz/h/j/9a7LyirHaHd1mrE2YewfeQCbe83w/IiIiIiIiIiIi1zqFYSIicl1wef24vP4Luja7oA/3fP0HtDTUYjJbKD96gLd/8eP0+d0bVnL3V7/Lu7/+T8KtTQDs2bCS7MI+LHzwj8nKL6HPkNGcPLgrfU1mbhF9Bo/qcp94LEZHWwsGowmXN9BlNtrQCTPZ8sGydBAGkEql2PrBcsbMWMDG915mz4YVGAwGpiy4B6vdQfnRA92eJZmIE2qqp3jgcO76yl+w4Z0XOXPsIB5fkKkL7yWvZMAFvSMREREREREREZFrlcIwERERwBfMxhfMpqGmgm2r3+hyLpidz9G929JB2Dm15SepOXOC0hHjmbvkURprq2iurcITzCQjp6DLnmXN9dVs+WA5R/duwWp3MmHu7WQVlGC2WInHohhNpm6zuAA629swWSzp46IBw8ku6IvNZu9x5heA2WoDICu/hIUP/jGd7WFMFjNmi436ylMc2LqWRDLBsPEzySro86lLKoqIiIiIiIiIiFwPFIaJiIh8Qkc4RCqVwmgyk11QQjwWI5CVS82ZYz32rzx5mNIR43G6fTjdPgr7De6x5urXnqfi+EEAOsMh1r3xa6Ytuo9bvvBV3vnlv2E0mjAaTSSTiS7XGk1mcotLmf/AH2G12nD7AniD2ZgtVibMvYP1b7/QpX9GbhG+YFb62Gp3YLU7SCWTHNi27uwyjL9zdM8Wpiy4h9HTbsFk1q8EIiIiIiIiIiJyfdL/fImIiHyCw+lm8Nhp5BT1o+rkEcwW69klEA/tovp090AsK78k/XO4tZlUKoXL48NgNNLcUMuZo/spP3qA3OJ+lI4Yz8b3Xk7P5tq26g3ue+p/8YWnfkhHWysjps5j90fvd6k/duZCMvOKyS3q1+3eg0ZPxWyxsW3VciKd7QwcPYWxMxf2uFxka1M9H739227tm1e8Rr8hYwhk533eVyUiIiIiIiIiInJNUBgmIiLXtPa2FuoqTnHi0C48/gz6DBpFMDsfg9HYrW9HOERbSyMGgwG3L4OOcIi6ipO0t7WSU9SPQHY+Lq8fh8vLmmW/SF93YPs67vrKX3Bk9xZi0c50u8sbILeklLbWJo7s3syude+RTCYYPmkOpSMm8OYvfkyose4T/f1Mmb80XTsS6SCVSpGRWwhAMKeA7IK+7F7/PgaDgdHT51PQbzDmT5m15fR4GTF5Dv2GjiGZTOB0+z51hleko51YpLNbezIRp7MjfB5vWkRERERERERE5NqkMExERK5Zne1tbHz3ZQ5u/yjdtmXlMpY88Zfk/N5MqoaaCt5/4Wkaqk4DkFsygGETZrH6tZ+TTJxdmnDivDvpO2wsuz56t+uNUinWv/0Cdz3xFxzasYHa8hPklZQSzCng5IGdtDY3sHfjB+nuB7atw2y1dgnC4OzMsdamenwZObQ01NBn0Egcbk/6vNPjY9DoyfQdPAoMYLU5zus99DQT7PfZnK4e9xgzmc3aM0xERERERERERK5r3b82LyIico1oaajtEoQBJOIx1r/zIpGO9nRbe1sr7/7q39NBGED1qSMc3LaWgaMmp9u2fLCMcEsTqVQq3eb0Bpi26D6Gjp8JKRgxeQ4efwanDu/hg5d/htFkZv/mDwHwZ+Uy684vMmHuHdidHmbe8RDeT+zfBVBfdRp/Zg5uX5CpC+/BarV3ey6r3XHeQdj58vozmHHbA93ap8xfijeQ1cMVIiIiIiIiIiIi1wfNDBMRkWtWONTcY3v16WNEO9uxOZwAhJoaaKqr6tav8mQZA0ZNJplI4M/Kpbm+BrPNDgYDpFKMn3M7mfnFVBw/hNPtpbr8OI21lQRz8jmyZzMAKVIkkwncviBjZixk7fJfkIjHATBbrMy64yE2vvcy7W2tAOSVDKB4wHBcXj8ef8YleCs9MxiN9B8+Hn9GDod2biCZSDBozBSy8ks+dWlFERERERERERGR64H+90tERK5ZDpenx/aMnAIstk/OuEr12M+fmYsvI4sjezZz8vBuMnOLMKRSTL75Ltpammiqq2Lb6jcwGk2/W87QwJT5d1NXeZqM3EIaqssxGAzMXfIYFpudaKSDPoNHc2zfNgDisShbPljGsImz2bpqOQ63lwEjJ2KzuzAYDRf5bXw2q81OXp8B5PUZcNnvLSIiIiIiIiIicqUoDBMRkWuWLyOHogHDOHNkf7rNYDAw7db7sDvd6TaPPwN/Zi7N9dVdrp98yxLeev5f0zO5Kk+WseyZf+DuJ79HRzjEm8/9C6On30JmfgkWiw2T2YzZaqOu8jT9h4/H5fETjXSy4Z0X0zVKR0xg3Ozb2P7hmwCEmhvwZWQzdeG9FA8YzpmjB9i57l1MJhNjZi6i7+BROD2+S/2qREREREREREREblgKw0RE5JrldHuZu+Qxyo8d5ND2j3AHMhg5eR4ZecVd+3l8LHzw67z32/+isaYCgAEjJ1NbcTIdYp2TTCQ4cXAXbm+AsTMWEo/HiLSH2fDhC7S3tWJ3upmyYClGoxmXN8DqV3/e5fqje7cy6ea7cHn8hEPNGIxGsgv74vYFWf3acxzZvSndd/WrPyc05zYmzL1TSxWKiIiIiIiIiIhcIvqfNxERuaZ5/BkMGTedgaMmYTCaMBqNPfbLyC1k8Zf/nLaWRgwGI75gFqt+L8g6p6H6DPklpSQSMSxWO6teeSZ9rrO9jdWvPssdj32T6tPHerz++P4dFA0YxqEd6xkybgaeQCYt9TVdgrBzdq57l8Fjp+PPzLmApxcREREREREREZHP0vP/GIqIiFxjTGbLpwZh5zjdXrIL+pCVX4zV7qB0xIQe+w0YOYmM3CIinR1UnTrSY59DOzYQzC3seSwWCyazhcm33M3EeXdgsViJRjp67JuIx4lHI39w3CIiIiIiIiIiInLhNDNMRERuWLklpfQZNIqTh3en24oHDCe/zwBcXj8ZOQU011X1eG0sGiEzrwij0UQymehybsz0+eQUl+Ly+DAYDAC4PH4sNjuxSGeXvh5/Bg6P9yI/mYiIiIiIiIiIiJyjMExERC65aDROU307Lc0d2O1mgpku3F77p/ePxKmraePEkTrMFhN9+meQlePBZL64E5rd3gBzl36J5vpq2loacXuD+DNzcf4unApmF9DRJ0TZru7LGw6dOBOPP4PbHv2zs3t/NTdgsdmZfPMSCvoNxu50d+nvDWRy0z1f5t1f/TupVAoAk9nMTfd8BZfHf1GfS0RERERERERERD6mMExERC6pSGeMHZtOs+LNg3A2AyKvyMfSL44lkOHq1j8RT7JvZwVvvrQ33WYwGnjgyxPoPyj7oo/P6fbidPc8MyuQlUsymWDc7FvZufZdkskEBoOBMTMXklvUD5PJTPGAYSz92vfpCIew2Ox4/RkYeliu0WA0UjJoFPc99UMaqk5jNJnIyC0ikJl70Z9JRERERORq0hTqJNwRw241k+l3XOnhiIiIyA1IYZiIiFx0oZZOEokkbo+NhrowK9442OV81ZkWdm0pZ/b8gRiMhi7nmhvbeee1/V3aUskUb7y4hy89NQ2v7/L+8ZyRU8C42bdSOmIikc4wDpcXbyATi9WW7uPy+nF5/Z9Zy2w2k5lbSOan7DUmIiIiInItqG0Mc7omxJ4j9QS8dob3y6Bvvhez2dSlXyyeZP+JBv7j5d1U1YcJeu18+c7hjB+cjcNuuUKjFxERkRuRwjAREblo2kIRDu2tZu37ZXS0xxg2Jp8xk4owW4zEY8kuffdsL2fC9BLcHjt1NSFOHqmnsaGdvqUZJOLJbrVbmzvpCMcuexgGYLU5yMovvuz3FRERERG51BpaOqiuDxONJ8kOOskNOjGZPn158qbWTl5YWcb7m0+n2xw2M//flyczrF9Gl75nakL8f09vJJk8u0REY2sn//cX2/jbP5rG8P6Zl+aBRERERHqgMExERC6KVCrF/l2VvPf6x7O69mwrp+J0E1Nn96fsQA3DxxRgMhkJtXZScaYJs9lETWUrz/77BiKdcQAyslxgIL2k4jlWmxmLres3TUVEREREpGdNrZ2cqGpl79E6MnwORpRmUpzjwWD4eGWG8toQf/2zzVTWhwGwWUz85SMTGDMw61MDscr6cJcgDKAjEuc37x/mG18YTabfmW7ferA6HYR90hvrjjOkT/APhm4iIiIiF5PCMBERuSga68NsWHWUkeMKCGa6qK8Lc3BPFQ21YQqK/SQSSdauKCMaSRDMdLHgrmEYjQbWrTySDsIAjpfVM3x0Pvt2VnapP3fhIAIB5+/fVkREREREfk9GXn9+8/5h3tl4Mt1mt5r4myenMbAkAJwNsH7+5oF0EAYQiSX4u+e28uNvzSY/y91j7frm9h7bD51sJNwRI9P/cVsoHO2xb6g9RjKVQl91ExERkctFX8EREZHPLRZN0NERSx+nkinaQhHmLhpMU2M7G9ccJ9TcwW33jKSgxE9bKML6VceIRhLA2eDsxZ9vo7E+zKljDV1qH9pbjS/gYNHdI8gv8lPSP8h9XxrPiLEF3fYXExERERGRrhpaOjhTG+4ShAF0RhM8+9Z+wr/7Pb45FGHrgepu10diCWoaew68ADwuW4/teZku7Nau37meNCyvx74LppRgMSsKExERkctHM8NEROS8RSNxKs8089Gqo4RDUUaNL2TwiFwAIp1x3nhpD8nE2WVQTh1vpPxUM0sfGcuH7xzuViseT1JbFSK/2M+RA7Vdzq1fdYxH/mgyX3xyMgYjWK3650pERERE5HzUNrXT2NrZ47kDJ87O3nI5LJiMBuxWMx2ReLd+VvOnf3e6IMtF/0Ifx8pburQ/MH8wORmuLm198r3cf8sgXlhxmHOrJc6bUKT9wkREROSy0/8uiohcRSIdMWqrQxzaW43JbGTQ8Fyyc91YrpIw6OTRBn77zNb08fvLD3B4XzW33TuSY4fr0kHYOYlEkvKTTXj9DmqqQt3qxeNJZt48gKOH6kh9Yi+B3EIvgUwXNvvV8dwiIiIiIteKcHvsU8Os/Cw3NuvZGVkZfgd3zS7l1+8d6tInL9NJbqarp8sByAm6+PYD49i4r4qPdlcS8Ni4c2Z/Sot83fp6nFaWzCll6sh8mkKdeJ1WcjKcuB3WXjyhiIiIyOen/2UUEblKJOJJ9uyo4J1X96XbPlp9lC8+MYm+A7Iuyxg62qM0N3YQjyXw+Oz4gx/v0RUORXhv2f5u15w63khba4Tmhp6XUmlqaGfgsByOHKztdi6vyEd2jofHn5rG1o9O0lAfZviYfAYOzcHrc1y8BxMRERERuUEEfXb2H29gUHGAw6ebupx7eNEQfO6zyxyajAbmTyoBUrz24TE6o3EmDMnlsduHkvEZv4sX5ni4J8fDgiklWM0mbH/gy3t2q5k+eV765Hl7/WwiIiIiF0phmIjIVaK5sZ33lx9IH+cX+Rg/rQ+7t1Wwee0JBo/Mo7DET2a2p9f3MhqNdHbEiETi2O0WbHYzTQ3tvPnSHk4cqQfAG7Bz78PjsTnMWCwmkskUTZ+yd0BHe5SS/hk9Bl6lg7NJJJIMGJKdPm82G1m0dASZWS5MZiP5RX5uv3ckiUTyqpkFJyIiIiJyLSrIcpOb6cLjsjJqQBbbD9fgd9u4fUY/Sgv9XfoGfXbuvWkQ88YXk0gm8XtsOGyWz7xHuCOGyWjA4+x5/7CedHTGOFPbxsGTjThtZgaVBCjM9mC8SvcFbmjpoK6pg0gsQU7QSU7QicFwdY5VREREPpv+x1FE5CoRDkdJxJMA2B0Wxk4p4Y0XdpP63eqBZQdqGTQsh5vvGEqwh2VLUqkU4XAUi9mIzf7pf8Am4kl8rgJ+/bMt1FaGKCj2M3fRIMoO1HwchPntzF0wmLdf3UvlmRacbiuLHxhNSb8gp441dqvpCziJdMYp6Z/BqWMN6fa+AzLJzHHjcFjw+OyMmVSEwWDAH3SSmePGZPp4+RajyYjR9Ol7E4iIiIiIyGezWc30yUyRNAeprAszrN8QMnwO8jJcWH+3ROInmYwGsj+xIsQf0tDSwdaDNby74SR2q4klcwYwtG8Qt/MPL3sYjSdYvb2c/3x1T7rNajby109OZWjfjM/3gOehvTNOqD2C2WT8zFluPTlV1UptY5i2zjiJRJL9xxsY3j+DEf0zPzMQaw1HMRkNuByfHSqKiIjI5aMwTETkKuFwWjAYDaSSKUaOK2DzmuPpIOycw/trGD+tT7cwrLa6lQO7qig7UIPXb2fSjH7k5ntwuLp/U7OyvJlf/2Qryd/t0XXiSD3P/Xsjt987Mt1n2txS3n51H9Hfbabd3hblxWe28cBXJvKbn20lFk2k+06fV0ow04nBcHY22/Ax+UQ649jsZjo74/j8Djw+OxnZ7ov1qkRERERE5A9oa2lk3Li+DOlz8YKmcEeUZ97Yz9qdFem2/Sc28/Wlo5g/ueQPhkQ1De08/freLm3ReJJ/f3k3P/ratPTSjRfDycoWnnljPzvL6gh4bDxy61AmDsvF8xmB3TmVdW2crGphzc4Kwh0xxg3OweO0cvRMM9kBJ7kZPe+n1tDcwZHyZlZtO0N9Swf3zB3A8H6ZeFzaH01ERORqoDBMROQq4Q84mTa7Hx+tOoY/w0ndR2099msLdXY5bqwP8/JzO6ivPdu/uqKVIwdquf/LEykdnN2lbyQSZ8em0+kg7Jx4PEldbRsZWS5aWzqJRRPpIOyTfdavPsqXnppGxelmwqEIJf0zyMpxY7NbyMn3YjQaObi3irqaEIOH5VI6OBuPz97bVyMiIiIiIp+D1e7gZFUrlXVt2Kyms0snfkqI80mpVIq65g7i8SRetw33J2Y3VTe0dwnCznnurQOMHZT9B2eXNbR0kvi9v0EATleHCIWjFy0Mq6oP89IHZUwclsvwfhms2VnBv/x2J3/x8Himjyo4rxplp5v4x1/vSB8fONHIuMHZzJtQTFNrZ4/vsbw2xIY9lew91kBuhouJQ3P56bJ93D1nAAun9tHyiiIiIlcBhWEiIlcJi9XEpFn9yC8J0NLYTna+h9rKULd+Hm/XcKmuOpQOws5JpeCjD46SlePGF/j4j9JQSyehlq5h2jmtTR04XFba26NEo/Ee+zTUtuP22Bg7qbjbOYPBQHaeh+y83u9pJiIiIiIiFyYWT1AdsvP9n6/mXP7kcVr4309Oo1+B71Ova27rZM32cn7z/mHCnXGG9Qvy1btG0jf/7DVtHbEer2vriNH5KX8/nON29rxkoM9tBUOKAycaiMfP7lmWHXRiv8B9hNs7Y4wfmkt1Qxi/28YD/z97dxkY13klfPw/zCxpxGBJlmzJzBwncZiZm6YpMy10d7vw7nZ3u+1St0xJk6ZpmMkBJ3HMbJlky2KGkTTM7wfZY401MsUU+/y+tHrunXvvKJ7Rfe55zjlXVVPfPMCf3tzH1IpsrMfJ0uoZ8PPY63vGjG/e28PyWUUZSx/2eAL86yMbaOk+PCfrZdXmVr546zR+/eJOZk1y4z7BMpRCCCGEOHMkGCaEEGdYJBzD7wujVCmx2vQZVwWGQzFCoShKpYKqGjfDQwGcWSb+/PtNaVlcU2cV4HClT6SGB0eCW7kFVmqm56NSKTmwt4eeLi+R8JFyhp7+AK2N/ZSUuzhY3zfmGionu2ltGqC9ZRCrPXNd/RnzCjFKmQ8hhBBCCCHOW90DAX72XB2jE7G8gSi/emEHf/fQ/HF7WW3Y1c1vXtqV+nnXwQH+9hdr+PHXl5LrMuG06lGrFMTi6Rle+VkmFAoF7T1eXDYDet3YR01up5H5tbmsq+tKjem1Kv7qgTn84dU9bNzTjcWo5ZqFZVQU2ZhamY1WPba/2bG093r5zUt11I3qYTyx2MGtyytoaB8idqg/87EEQjF6PMGM22LxBPYMGWwNbUOjAmEjQpE42+t7mZBvIxI9dqBQCCGEEGeHBMOEEOIM6uv28u7r+9hX14XeoGHpikpqZxRgshyZRPV0eelqG6LxQB86nZrKyTno9Bo2rG7kujum0tbkIRiIUlTmIBSMEo8n2bC6idbGfkorssgrsnHJVRMJ+KN8+PYBYrE41bW5XHNLLQbTkYluX4+X7Zvamb2wlKIyB62NntS2iknZ5BVaqapxM3thKYl4kitvquGtF3el+pYVT3AyZWahlPgQQgghhBDiPNbrCY4JWMFIcGvIF84YDPN4Q/x55b4x48P+CO29PnJdJtwuI5+9cQo/f25HartapeS+q6v53s9WM+SPsKA2jwevqyHvqB7HFqOWz900hakV2byxrgmTXs2D19Xwn09soXsgcOgawvzxzb3ce2U1Bdlm8rJOrudwffNgWiAMRkoetvf4uHlZ+UgW2nHodWpKcy00dY2t0JGXZcKaIRjW2D6U8VgH2ge5cl7xCfcqE0IIIcSZJcEwIYQ4Q4YGg/zx1xsYOrSyMBiI8uaLu0GhYN6SMgA8/X62rW9h3QeNqddtXNPM3Q/NpmFfHw37+nDnW9Hr1bz3+j6ikTg5uRbeeL4OgF3bOpk8PQ+zWceG1U2pY+ze3smgJ8hdD82mr9vHoCdAIpGkZIKLwX4/M+eXMHV2IeFgDItNjzvPgvPQZDMrZ+R/HS4DZZVZDA8G0Rs0OFxGTKexsbUQQgghhBDi9FOrlRnHTXo1alXmbfF4En8ocwZTODJSbUKrVnHJrEIqiuzsbOhDr1VhM+n401v7GPRFAFizsxN/KMZffWpOWr+xeCKJPxhFpVJwyyUVFLsteAMRugcCTKvMZnKZE18wyodb23l1TSMzqrLJyzq5971xT3fG8bqD/Sw+VEHjePQaFXdeUcWP/7g5LaB4yyUV5Doz91zLz848XllkZ1Z1DnaL9FAWQgghzgcSDBNCiDPE0+dPBcJG+3DlfiZNzcVqM+AdDrP+w8a07clEEu9wOPVzd8dw2vajy3sUFjt459W9Yy8gmeTgvj5eemo7iUMTuawcMwuWT2Dzmiaqp+ShUisIBaK4sseuutRo1eTkWsjJlR5gQgghhBBCfFJo1SrKC2w0HJWxdO2iMlTjVB60W3RcOruIlz88mDauVED+qLmCUa9hYrGDicUOWruG+dJ/vDfmWNv399LrCWA2HOlPVt/i4Xs/+4hY/Mhc5q8+NYev3zmDLft6eOnDgzgsOm67tJK9LQPjBu2OZbyglNtpxG45sUV9fYMBbGYd37x7JgBajYpkEjr7fBj1mR+hWUxaygttNLQd+X2bDBpmVbuBk38fQgghhDgzzotgWDwe59Zbb8XtdvPLX/6S1tZWvvWtbzE4OEhNTQ0//OEP0WolrVwI8ckQ9EdQqpTEM5QmAQgGo6nglN8XTpUhHO3g/j6qat3sq0tf3VhV62b/np60MYVSQTw+tv79jHnFvPjn7SRHNQvo6/FxYE8vOr2Gt1/ZgyPLyD0Pz0U1zupRIYQQQgghxCeLxxvkyvkl7GsZZH1dJ0a9mivnl9I/FCQ4qqfwaGqVkhuXTqCi0IYvEEWtUtI3FKQ0z0peljHjayLH6ME1Oujl9Uf41fM70sYArCYtv395V6pMoj8Y5Tcv1fHFW6fisp1cNlV7r488lwmdVpXKZAPQqJVcPrcIgy5zn7TRorE4jZ1e/u/pbal+a3azju/cN4uNe7q4ZFZRxn5oeq2ahVPyWTytgAOtg+S6jOS6TAz6wpgM58VjNyGEEEJwnixR+cMf/kB5eXnq5x/96Ec8+OCDrFy5EqvVyjPPPHMOr04IIU7MkCfA+g8beeRna/njr9cRCceonZE/Zr9JU3JTPcPM45QdbGroZ9kVE5m1oBiVWolKrWT2whJmLSxh17aOtH37ur3kF9nGHCMeT6QFwg6r39XNossmcP8X5vHAFxdkzAoTQgghhBBCfDJZTToef30PMydm8427ZnDn5RPRapTUTMhCr8mcGhaLJ2jqHOZnz+zg1y/W8fPndrBpdzflhXZ0mswBHZfNQGHO2LlEXpaJLLsh9bM/FOVA29i+Wt39gVQgbLQX3284qT7FyWSS5s5h3ljbyNfumM6s6hwcFh3TD73/HEfmYN7RWru9/OzZ7YyeQg36wvzprX3cdXk1xgyBMACdVonNrOW1jxrxeEN8tKODnQ19lOZZiR4jYCiEEEKIs+ucB8O6urpYtWoVt912GzByE7Nu3TquvPJKAG6++Wbeeeedc3mJQghxXAF/hNef38WbL+yit8tLW9MgTz+6mcJSR6oHF4Ajy8glV1WhOTQJdeWYmD63aMzxFi0v56lHNgNJHvjiAj77zcVkuc0MDQQxmdIzZRvr+7nq5tpUgA1G+gRYrJlXU+oNahLJEGWV2dhGTVKFEEIIIYQQn3xGnZq/fGAOj7y2m3/+/QZ+8vR2fvvSLv7w2m5C0cyZYZ19fv7t0U2ER21v7BzmqbfriYzzGrtFx3fvm52WxeW06vnLB2bjGNUnS69VkedKL2Fo0KmIJzIHijze8LjnPNqgL8SH29rQ69Qsm1lE/3CQ6xaXcfMlFZj0Gn73yi7iGRYIZtLrCab1CTts18F+tFrVmKywaCzB/lYPz69qoG8wyHfvm8XNl1TwpVunMa8ml/95citK5YkH9YQQQghxZp3zfO0f/OAHfPe738Xv9wPg8XiwWq2o1SOXlpubS3d35iaoR6urqztj13kh27x587m+BCE+NoVCgUajIRaLkRhnUnUmWc151O8a+131wVv7ueW+GfR2+bC7DOiMCVrb99PceuQap87NpaTcyY5Nbej0aiqq3eyr62JwIMDmtQG2rG/jxrumoVAoeOfVvVx6TTWefj89nV7c+VbKKl0olDHmLy1Dq1OTTB4pwWix6vEOh9KuacHyMgKhITZvTi+3KIS4OMjffSEuTvLZF+Li4crOo77VT+9R/Yu7BwJs3t3JQFcj0Wg0bVtImTWmjCHAB1vbuGFhHuEo7GkZpmcgwLQKFw5jgoC3H5VKxV/fOxnvoSmHRQfe3iY2dx0JZqnVaj51zUT+7bGtANjMWj5zfe24gaI5k3Lo626j5aD3mO9Tq9XSH7ZgMOhp7fJS3+rBZdNj0muxm7Xsaxngkhn5dLU30nRgbC/no2lMBRnHTQYNamUy7XtUoVCgMuXx/d9sJHEo2PbkynqK3RaWTC/gj2/u5e4VFXS1HaTpQCjjcYU4U+RvvhAXJ/nsH985DYa99957OJ1OamtrWb9+/cc+Xm1tLTrdiTVFFSM2b97MrFmzzvVlCPGxeIdD9HR66Wjx4Mx2kV9qw+HK3Dz5TGmo7804HvBH6Ony8taLuzGZtTz8jSWUlo0tnUgZVNfmsv7DRl5/ri6tB1gykaS9eRC9QU15dTavPbsTZ5YJZ5aJgT4fsxeWoNYo2bq+joE+f+p1Or2aq2+pZeeWdhr29qI3aFi6opIpMwvYW18nn30hLkLyd1+Ii5N89oW4OPgDEVp7fAwEY+xu7M+4z64mDzdeMm/M+Pb9meczJoOGuELP3//2I0KHenG9traF5bMKefjGWqymTM9gxla+CEfi/PCrZl7+8CCzqnP4zUt1lBfauO3SSp55d39qvyy7nruvqKbQbTnu+/UMh4i0D/HiBw1sHTUf02tVfPWO6dx9RRXTK3PIcZ5YmcT+oQBl+VYaO4bTxm9aVk5xrhVd8ZHv0VA4xr88siEVCDuspduLxajhukWlXLlgAi6bVOIQZ5f8zRfi4iSf/RHhcPiYCVPnNBi2ZcsW3n33XT744APC4TA+n49/+Zd/YXh4mFgshlqtpqurC7fbfS4vUwhxnvD7wnS1D7F3Zxdmq56qWjcms5ZXn6lLy8oqnuDg2lunYjBqMI9TKvB0s9r0KJWKMZOhnFwLgwPBQ9cfIeCPYHNknhCpNSpaDg6kBcIOCwWjtLcMkpVj4trbphAJx8hyW8gtsKbKIV53+xQe/9V6EodKe4RDMYL+CDffM51QMIZKpcBqN5xU/X0hhBBCiE+yZDJJR5+fjl4fySTkZ5nIyzKhUp3zjgFCnFae4RCPvraHdza2kOsysnBqPht3j61cMbnMlfH1eVkmnFY9A0dVlfjCzVP501t7U4Gww97b3MY1C8vGCYaNpdOqmFTqZGKRne0Hehn2R9i6rxcFCr5y+zQCoRh6rYra8qwTCoQBxBNJYvFEWiAMIBSJ887GVj593eQTDoQBuGxGvnvfbJ5fdYDV2zsw6tXcfEk5cyfnotNq0vYNhmO0dGXOXEsq4NPX16Idpz+bEEIIIc6NcxoM+/a3v823v/1tANavX8/vfvc7fvzjH/O1r32NN998k2uvvZbnn3+eSy+99FxephDiLPEOhWht9rBzSxt2h5GpswrJybOgUikJBaN8sHI/G1c3pfb/8O393P2ZuTQ3HFn1uOTySpLJJH/67QaSSZi3pIzJ0/KwnuHeWA6nkStunMwbz+9KjanVSuZfMoE3X9iV+lmrG39CpFIpmTaniIP1fWO2FZY62L29k47WQXZsbkehVPDpryxM6wtWXObks99cQvOBfkKhKBMqs8lym9EbNBhPcJIqhBBCCHEh2dvs4fu/XJN6kK9WKfn+Z+YxoyrnHF+ZEKfXnqYB3tnYAkBXfwC304jdrGPQF07tY7fomFWd+d9+jsPIP31uAb98fic7G/rQa1XcsrySsnwbeq2Ke6+qZtAb5sNt7Qz7IwD0eAJUlzpP6jq7BgIM+yKpn7fs62HLvh7UKgVqtZKffffEn//YLboxwbvDGtoHUapOfhFgkdvCl26byu2XVaJUKHCPU3HEZNAwrTKL9za3jdlWlmuVQJgQQghxHjrnPcMy+e53v8s3v/lN/vu//5tJkyZx++23n+tLEkKcYQF/mDde3MWe7Z2psY2rm3jgi/MpnuDC0+9PC4SVV2VTPSUXT5+f6++YSmuTB0+fnyFPgB2b21P7vfXSbvp6fFx5Yw0a7ZmbkKg1KqbNLqSg2E5LowcFoNGqWP32AcKhGABLVlRiP87KxNIKF1NmFbBz1HuYvaiUrvbhtIyxvEIrDlf6sZQqJe48K+486+l7Y0IIIYQQn1ADwyH+84nNaRktsXiCH/1xM//1jWUnlTEixPksmUzy9qFA2GGPvbaHT107mR5PgPqWQapLHEwqdeL1RwmGYxh0Yx8HleRZ+ZtPz2HQF0GtUpBlN9LcOUQsluS59w6QbTdwz5XVbNzdxea9PThPsgpHR6+P7/3sI+5cMRG1SkEsfqSqRiye5Ip5RTisJ76IT61S4h7nc1ySa8VpObUqIWqVirws8zH30WpU3Lq8ko27u/EFj/RfWzQ1j4KcE8tsE0IIIcTZdd4Ew+bNm8e8eSN1q4uKinjmmWfO8RUJIc6mgb5AWiAMIJFI8uZLu7nvc/PwDh9Z0Vg9JRe7w8Crz+6EQ/OnwlIHl1xVxR9/Nbb/4Nb1LcxbUkZ27pmdlOj0GgqKHRQUO/B6QzTW96E3qCkosbNg2QRKyl3HLcljseq56uYa5i8tw++LYLboMBg17K3rxmzREQ7HmDa7kAWXTMBklmwvIYQQQlzcEokk8UQCjXrsoiePN0RXf2DM+LA/Qv9wSIJh4oKhUCiwmbVpY75glD+8tpvv3jeb1m4vH+3o4M9v1wPwxVunsmJuccbPjcmgxWQYOVZL1zB//6t1qeyylm4vv3huB1+6dSrxeJKC7GMHjI62bX8vA8MhXl/TxGduqOWRV3cTPhSsriqxc/MlFahVJ7eAsTTfRnWJg73NntSYSqngvquqMRu1x3jlx1eSZ+U/vraEXQf76ej1M60yi7J8G3bL+PO0cDRONBo/49cmhBBCiLHOm2CYEOLi5veGM453tQ8TDsWw2vSsuH4SnW1DlFZk8crTO9L2a2vy0NY4gMNpZKDPn7YtmYRwOHbGrj0Ti0XP1FmFVNW4AQU6/Yl/3RoMWgyF6ZOjeUvKmDw1j0QiidmiQ6WWPhdCCCGEuHj1DwbZ0zTAh9vasVt0LJ5eQJ7LRNao0tg6jQqVUkH8qJ6uAPozWDFAiHNh2YxC3tnYSnLUP/fL5xbzy+d30t7rS9v31y/sZEp5FkVuC7F4gpYuL6u2tNHV72PZjCKqSx24bAYaO4bSyiyaDBrMBg3vbmzhO/fNxnGSmWF7mgYAaOoc5tWPGnng6kkoFArMRg0zJmZjP0YmVygco384hALIshtSZQidVj3fvX822+t7WbWljfxsE1fNL6XkLFXLKMyxUHgCmWDhSIwDbUM88+5++gaDLJmez8Kp+Sf0WiGEEEKcHhIME0Kcc4lEEr1Bk3FbboGVocEgLz25ncGBAJOm5o0bOKvb1kH1FDcBfxR3vhWS0LCvl862QSwnUW7jdNLpM7+vU2GxnVqZDyGEEEKIC4kvGOEPr+/m3U1tLJiSR1m+jcb2IaLROKFwlEL3yEPwHIeRqxeU8spHjWmvXzglb9zSakJ8Uhl1ar5wy1ReWNVAZ7+fwhwzMybm8PyqhjH7xuJJBoZDFLkt7G8d5Hs/W50qWbh2Zxfza3P5yu3T6R0MAmAza7lrRRXBcIwhX5hit4UkY4PMxzOlPItVh3pstfX4+PWLdQA8dP3kYwbCOvt8/P6V3ayr60ShULB8ViF3X1Gd+hznOIysmFfC8tlFKBUjfcl27O8FhYI8l4m8rMx9v86m3U0DfP+Xa1M/N3UOs3p7B9+5dxbFuVLmXgghhDgbJBgmhDinvMMhtq5vwecNUzkph/17elLblEoFl15dxZ9+s4FIeKR8xsH6vpFAVwZGk5YpMwt49dk6tm1oRaFUMHlqHnd9Zg42x5l/4BEJxxj0BIlF45itOqw2w/FfJIQQQgghAIjFEvQNBUkmwWnVodNmnq629/h4d1MbK+YWkwR++sz21LZZ1Tk8fGMthTmWkZ4+l1bisul58YODxBMJrllYxhXzSzCexgVLQpwPshxGHnt9D/dfM4lAKIpapcQXjGIyaPCP6ml1mNmgwReM8ruX6tJ6dwGsq+viluV+itwWlAr4zPW1/OalOob9kdQ+V80v4f5rJmM1nXi5v6kVWRTmmInGEngDEQKhGC6bnrk1eeO+xuuP8J9PbEmVQUwmk7yzsZVQOMbX75qBQXfks6xWKdl1sJ9//M06gocqgxj1av7xswuoLnWe8HWebl5/hEde3jVmvLFjmANtQ2TZDfKdJIQQQpwFEgwTQnxs4VCUcDiGXq9Bm6ER83iSySS7tnaw6o2R2vULl5dTWuGi+eBIucOa6XnU7+1JBcIAQsEoBqMWrU6VNg6waHk5zz+xjZ5O78jxE0l2betAb1DjzreizlAT/3QZ8gR557U91G3tgCRY7XpuuXcmRWUOFArFGTuvEEIIIcSFoNcT4PlVDbyxrol4PMH82jzuubI6Y6kzjzeMWqWgotDOz59LL529eW8P82r7U6XHsuwGbr20kuWziwBwWPQolXJvJi48TqueL98+nebOYX71+l4GfWHuXjGRu1ZM5LcvpQdiFk7Jw+0yEQhFOdg+lPF4g94QeVkmHr6xljU7O9MCYQBvrGvm8rnFWE0nHmTSa9V89sZadjUOYLfoKHFbyHYayHON33us2xNI6wd22JqdndxzZTXFuUeCSH2DQX742KZUIAwgEIrxoz9u5odfXYLzJMs6ni6hSIyOo0r5HzbkC9M/FJRgmBBCCHEWSNMZIURG8ViCni4v9bu72b6xleaD/QSPmgDF4wlamwZ48ncb+eWPPuDZx7fQ0TqIzxsmmTx+2QzvcJjV7xxI/bzmvQY+WLmfSDhGYZmDtpZBDHoNhaWOtNd99O4Bbv/ULIrKRsatdj233j8To1mXCoSNtnVDK8ODoYzX4PeG6e4YZqDXTywWz7jP8SQSSTavbaZuy0ggDGB4MMQff71+TP8yIYQQQgiRLhKN8+TKel5efZBoLEEiOfKg+7+e3EJXv2/M/g6LniK3hQNtgxmPt2pzK7sO9tHrCQCgUChw2Qy4bAYJhIkLWq7LxKxJbi6fWwzAn1bWc7B9iC/cPIWqYgcluRa+cPNUPnvTFMwGDUa9hvJCe8Zj2S16it1Waspd7G7sz7hPe++Jz3UGfSF+8+JO/vNPWyA5snCxvddHMpF5/2QySfeAH68/wpduncYV84oZ/fFNJhnTD7B/OMTA8Nh5X/dAIOP4mdbnCbKnqR+PN8wD10xGrRr7CM6oV8viSSGEEOIskcwwIc5j8XgCVYYb5jMtkUjS0TbI68/V0dU+nBqfPqeIy66rxmQe6b/V3THMoz9dS+LQJGT/7h6aDvRz7a1T8AwEmDwtD5vdMG62WDKRIDxq1R5AOBSj6UA/VbW5AKx8ZQ/X3jqFtqYjqwGHPEH0Bg13PTSXUDCCWqPCYtXT1JB5kpZIJElmaJze1uzhxT9to7/Xj0qlZO7SUuYvnYDlJFcM+oZDbPyoacx4NBLH0x/AlT3+SkchhBBCiItd72CQdza2pH6uneBiRlUO4Wicrj4/Oo0ax6j7s/xsE1MrssYNbNnNOv78dj3+YIy/emA22WehXLYQ5wu1SslVC0rZ29RP3cEB3tvcxrb6Xr5z3yyK3Za03lxmg4ZPX1fD936+Oq1U4oLaXPKzTCSSSWKxJPku05jMMBgpZ3qi2rp97G328OC1NTy5ch/dAwFUSgWXzynirhVVZI36nMbiCbbu6+E/n9iC71CJx6kVWTx80xR+9fxOAMryrbiO6qms02SeOysUoFWf3Xn13qYB/vXRjakgXFWJg6/cPo3/fWpbav68fFYRvkCELCmvL4QQQpwVEgwT4hxIxBN4BgIMD4bQaFU4nEZMlpGJRDyeoKfTy9b1LfT3+pkys4DSShf2sziJH/YEqd/VnRYIA9i2sZXamflMmJhNMpFk89qW1I38YdFInO7OYfbs6OLg/j6WrZiIVqfCmWXEaEqfLJktOqbMyGfbxra0caVKgUqlIJlUQHIkmKVQjKz+A1h6xURc2Wb0Bg0G45FyEjaHAYNRQzCQXhO/ojoHy1ETpf5eH4//ch2RcBy1RsmkqXmoVSramjxMmjp+zfpoJI5nIEDQH8Fo1uJwGk+hdbQQQgghxIXHG4jQMxCgayBAMBSjONdCYY75uOW/YrEE8UQStUrB52+eyu7Gfp55dz8GnRqTXkMommBeTW4qe8Ji1HLLJRW09/p4+cNGYvH01JIlMwr40eObiSeSHGgblGCYuOi4nUY+dUURSl0toXAMl92A22nMmJnkdhn5z28sY2/jANv297J0ZiHVJQ5sZh1NHUN8/5dr+MyNtexr9TC6+EeR25IqR3oimjqHufmSCn7x/A7CkZGKHPFEkjfXt5CXbebW5ZWpfRvbh/jXRzcSjR35bO840EdBtplJpU76BoN86+6ZWI+aX+Y4jCyYksfanZ1p48tmFJJzFr8Hugf8/L/frU8LIO5r9uC06vj2PTPZ2+ShyG0mFImzYEoe+pNoNSCEEEKIUyd/cYU4y+KxBAf29vDs41uIRUdu7vOLbNx630wcWSY6W4d45KdrUkGmxv19FE9wcuv9M086Y+lYkokkinFW0/oDEQ7W92Xc1ri/jwkTs0kkEphMWiZMzKLpQH9aUMw7HMZo0tJ6cICBPj+vP1/H1FkFLLtiInbnkUmISq1i0WUVdHUMpwJvao2Sy6+bhHc4TEfLIDAS5PrUlxYQDESxOQw4XEZ0GR6qOJxG7nxoDk/9fhOBQxOPnDwLV944eUx22kCvn0g4Tm6BlXlLytiyvoUDe3soKHJgcxjIL7IDEAnHUKkUqNQqAv4w6z9oYvW7B0gmkiiVCpZdMZGZC0uYs6iE1e80pJ1Do1XhcMnDFyGEEEJc+AaGgzS0DfHTZ7bTP3SkHNl9V1Vz/ZIJxwyIOa16Kovt1JS5eGNdEw1tIz2MguEYv39lF3ddUcXEIjvOUdkTTpsBm0XP//v8An7zUh0NbUPkuUzcuWIir33UdCi4pqS5c5gFU/LP3BsX4jzlH+5n1qzScbd7AxE27+3mj2/sZdgfYdHUfB64djIFo6pa7Gzowx+KsXJ9C1+7YwYfbG2jfyjErOocrlxQSpb9xDOachwGugeCqUDYaC99cJDlM4tw2vQEwzGaOofTAmGHvbe5lR98aTEOiy7juY16DQ/fUIvbaeT1tU0ogOsWl3HNwrKzGnDqGQhmzKRbX9fFfVdNYkK+jUQySbbDiEECYUIIIcRZI391hTjLBvr9PP2HzSRGlaHoaB3io/cauOzaat59fe+YbKuWgwP09/pOSzCss32IfXVdtDV5KCp1UFWbS26BLW0fjVqJ2ZK55IXVbsA7HKL5QD9tLR50eg3X3DaFXVvbadw/UqawoMjOvrouAGKxOMlEku0b2zCatFx2TTXKUSsSXdlm7nhwFn3dfoaHQqg1SmLRBJFQjIZ9vRhNWrLdZhwu0wm9v+IyJw9/czFDniAqlRK704DZMvb3Fj+UbTZvSRkvPbUjVUbxwN4eWpr6+fRXFtHW5GHbhlZMFh0Llk0gCXz49v7UMRKJJO+9sY+CUgezFpTg6Q+ya/tI3zCLTc8t983AmXVi1y2EEEII8UnW2u3j7Y0tqUCYVq0kkUzy+Bt7mTXJTcU4fYkALCYtX7xlKgfbh3jh/YYx2198v4HyfCtVpQoco+7rVEoFteVZ/ONnF7C/xcOOhn4eeWU3Q/4wtyyvINtuYNgfYe3ODiYU2HA75b5MiMM27e4e6d91yMoNLew62M+/fHFRKtAUOhS42tM0wP7WQWZPcjOpbCQzyzHOfHE8pXk2egeDGbfFEwmSh+ptBELRjIEwGCkBOV4g7LAcp5FPXTuZG5ZMAEaC7We79cB4JVyVSgVqtZL8LCmjL4QQQpwLEgwT4iwb7A+kBcIO27GpjfnLyujuGM7wKhge/PgNfzvbhvjTbzbg84YBOFjfx6a1Ldz7uXnk5ltT+5ksOqbMKmD/3h5G1wDU6tQUlzlZ+dJu6rZ2pMb31XVx1c019Hb7yM23MjwUJBqJH7rZV6X227SmmTmLS8eUfLQ7TdidJnzDIdpbBnn/zd14+gOUVri48saaEw6EpY7nMGYsKxn0R4hEYuj0GlxZJkrKXezf2zOmn9jUWYWsfGl3WnZc/a5ubrhzKiaLDv+h399hOze3ceNd07n+jqksubySaDSGxabHKrXfhRBCCHGK4okkgWAUnVaFVqPKuM+wP0wwHMegU40pF3a29XoCbK/vpbrUweVzivEFo6hVSlRKBf1DwWMGwwAqixx4jrrHOiwYjtHjCeIP9XDZnOIx221mHVkOA6+vaSQUiXPbpZXsbR7gufcOpPbJyzLyD59dIA+hhQA8wyEee2PPmPGOPj8tXcOpYNPUimxgZL9YPMG6upHyg9+4a8Zxy58eLcdppKrEiVqlSOtPBnDtwrJUoNugU2PQqzEZNPiD6eXvr18yAecJLBBVq5RnpTzqsD+MxxtGqx453+EylG6nkWy7YUzw79LZxSeVTSeEEEKI00uCYUKcZapxGvdqdWo0WjUFJQ4O7OkZs93u/Hg3zYlEkv17ulOBsMP83jAHdnenBcNCoShWu567HprD+2/W09/rp6jUwdIrKkmSTAuEHbZ21UFuunsae+u6WbvqIABLLq9k5+Yj/cAS8STHarBltuqZWOMmt8BKPJ7EZNKiM5zcJCvtvfnCqZ5gg/0B3nihjp4uHwXFdq68cTLLr6ri7VfHTgJzcq1s+qh5zPgHKw8wbXYha95LX7Gs1Y58lWp1anLyTrxuvhBCCCFEJu09Xt7a0MKm3d0U51q4ZXkFZfm21IPWaCzB3qYBfv3iTpRKBdctKsN+KFsi12VCrz370zylQsGUiiwml7n46TPbU72FDDo1f/fQvBM6Rr7LhFatJHJUVkhViYPmrmHqWwZZUDvSX+fozIuSXCv/8bUlvLOxlRyngWfe7U/b3tkXYPW2Dm6/rDLVe0yIC5lSqaSr3099i4fGzmGqih1UFNrJshuIxhN4hjMHn9t7/WQ7vBS5LRS5zXzxlqn8+sW6VG++y+cUMX1i9ildU1melb97aB4/fmJLqozg4ml5XD63OPWZNuo1FLvNfO6mKTz9Tj1tPT7UKgXLZxVxyczCcbOuzrYDrYP871NbaewYRqtWctOycq5dXIbTaiDLbuD7D8/nv/+0mYb2YZQKWDy9gDsvn4hWnXlxgxBCCCHOPAmGCXGWObNMmMxa/L70GuKLL6vAatOz/Koqmg70pfqJAUysceP6mKtYY7FEqgfX0VqbPCQTI4UplEoF3e1eQqEo772+j4mT3VTVuOnu9PLYL9Zxy70zMx5jyBPEYNJRVOrElW1Gq1Wxa1sHrU2e1D7T5hRisR571bJCocD2MVfxxWJx2po8vP7CLno7vWTlmJm/bAJKpZJ4LEHLwQF+95M1fOHbS6mZnk9ro2fM6zMZHAhgznD9tTOlD4UQQgghTo+ufj9/84s1qXKDLd1e1u7s5D++toTKIsfIWNcwf/vLNcyYmE11qZOfP7uDSCyBUgHXLZ7AbZdVppUTPFHRWJz2Xj89AwEUipHshoIcC6oTePhcmmfFadPzT79dnwqEwUhW129fquOvH5xz3DKFuVkmvnXPLH74+KZU2XCrScu1C8t44s293H/NJJ5bdYB9LR7mTs5l9qQc8g7dIysUCkrzbDx4nZU/vLo74/HX1XVy/ZIJ0qNHXBQMVjff/9UaOvsCqbGJxXb+6oE52Exa5te6Wb29M+01CsVIyfx1dZ0UuS0Y9RqumFfMlIosejwBNColSoWCYChG3JI8oe+G0VQqJTOr3fzXN5bRPxxCr1XhdhrHZJmV5NlQKpXccflEkknIsunJyzKdlWwvgHAkRjAcw6jXZMzM7ezz87e/XJPKXIvEEjz1zn6y7HquXjhSnrE0z8o/fX4R/UNB1ColOQ4DunOwUEEIIYQQR8hfYiHOMrvTyH2fn89rz+2ktdGDRqti4fJyambko1AoyC2w8vA3FrN/dw/9PT6qanPJL7JjOk5N9mQiiWcgQDgUw2DUYHcemSjEonFi0RiFpQ7qd4/NOisud/LWSyOlCWfMLyIaidHf48PvDbN1fcvRZ8p4/qxcM1abnrwCG0ODAXo6vXSNKvlYWuFi0aUVqM7CSrjeLh+P/XJ9qvxhX4+PV5/dwU13z+CFJ7eRjCeJxxLs3tHJlJkF7NzcTvuoQKHVlvnhUX6xnZxcCwaThqA/itGs5eqba3Hn2zLuL4QQQghxsva3DKYCYYfFE0meX3WAb949E41axftb2kgkkiycms9PntqW2i+RhJc+PEhViYOlMwpP6ryJRJJ9zR7+84ktqdJeOQ4D37lvNpNKncd9fVGuhS37ejL2+mloH6Ktx4fVpMWgGz/rX61SMq/GzX98dTF7mzyoVEoi0Ti/fbmOT19Xw8+e2Y4/FANgW30vL6828k+fW0juqJLaKqWCInfmTP3iXAvacao0CHGh2dE4lAqEuWx6orEE9S2D7G32sGR6AfdcOYndjR4Gho9839y5oooPtrZjNh55VKRWq+gfCvLPv9uQyg7TqJX8w8PzmVp5ahliOU4jOc7xA1tqlZKyfBtl+Tbi8cRZ6/kVjydoaB/iyZX7aOoYprbcxS3LKyjNS5/vdfT5WDazkLI8K+FoHItBg0GvprXHxx/f2ENteRYluVbsFh1Wk/asXLsQQgghjk+CYUKcA+58K3c/NBefL4xKNZIJdbjcg0KhICfXSk6u9ThHOSIUjFK3tZ23X9lLJBzDaNJyza21VE5yM9DnZ+2qBpoPDnDLvTOwOQwMeY7ULrc5DOTmW/njKxsAqN/dzVU31eAbp2xGW/MgC5eXp5UKVCoVXHPzFEzmkYCdzW7EZjfy0FcX4R0KodWpsTsNGIxnZyJQt7U9rQ/YnMWlZLsteIdCXHfrFIYHQ3z4zn6GPEHsTiN3PDibvh4f3uEQDqcRm8PAokvL+ejdI+9RrVZy1U01FJY4+Ow3lxAOxtAbNNgcUvNdCCGEEKdPe58v43hzl5dQJI5GraJ3MEh+lommcXrNvrK6kbk1uSdVLrGjz8f/PrUtrcdNjyfI/z21jb/7zLy0gFMmGrVq3Gw0o37kOtp7fFQcym4bj1qtoizfxsBQmP/581Z8wShVJQ72tXhSgbDDOvsC1DX08cG2NqKxJHMmuSnOtTC5zIndrGPQd+R+ds4kNyvmFrNyQwsmg5qyfBuFOVLeWlyYorE4W/f1M2NiNounF9DZ50ejVuK06mnuGmYJBRS5LXz73pm0dfuIxOIYdGo+2NrOzoY+vnbH9NSxej0BfvzHLalA2MjxE/z4iS38+OtLz3gPrLMVCANo6hrmL//vw1RPs/c2t7FhVxf/8bWlaUF2g05NZ6+P1z5qRKGAb9w1k588tQ1v4FCPs5X1XDq7iM/cUHPO+zkKIYQQ4ggJhglxjuiNGvTGU++HNVpHyyCvPVuX+jngj/DMY1v41JcW8ORvNxIOxVAoFQwOBLj5num0NQ/S3jJIYYmdojInT/1+U9rxVr25jytvqmXnlvYx5zoc1Lr+jqm0NXmw2PVU1+aSnTv2YYIzy4Qz69gPTs6E4VGrqRdcMoGeTi8bVzelxnLyLFx+7SRcOSNldSw2PZajssEWXFJORXUODft6MVt0lFa4yD40AbI7jHDs5zhCCCGEEKekqjjzTcbcybmpUmLLZhayv3UQlSpziTKtRnnSfbEGhkJ09vnHjLd0e+kfCh03GAaQ6zQypdzFzob0fl3XLCzjpQ8auGlZBc2dw5TkHXvRl0atYl5tLv9dsIxBbxiLUcuPn9iScd9djQMcaB2kqXOYJ9/ax3fvm8WS6QX84EuLeH1tE1v39bBoSh5mk5a/+ulHqdcZ9Wr+5YuLqCi0H/d9CfFJo1YpmT0pm1ictOxRtUrJXz4wO/Wz22nkV8/vpLXby+G1hCV5VqZWHMn48njDaYHlwwaGQ3i8oTMeDDtbEokkb6xpSgXCDvOHYmzf35sWDOsZCOCw6vnsjbVYjFrW7eo8Egg75N1NrVw1vwRrmQTDhBBCiPOFBMOE+ISLxxNs+Khp7IYk7NvZhdVuoLfLS+2MfLZtbKVxfz+FJXbyiuzs2NzO7u2dVE/JZdOa5tRLNVo1WTlmbrhzKpFIgkQiwfoPGjFZtMTjSZ59bAtKlQJ3npW2lkEqqnLO6oq945kyI59dWztQa5RY7QbWrjqYtr2n00skEiO/aPzyhkaTlpJyFyXlrjN9uUIIIYQQKSV5VubW5LJhV1dqLMuu5/I5xan+PBOLHdRMcFLktqBUQOKoKtbXL55AW/cwPZ4gKqUSZ3YJ0dhIVtl4NMcoH6g8wb5AVrOOB66ZxHub21i7sxO9Ts3lc4rpHwqyrb6XW5ZX8sRbe/nW3TOP2ztHoVDgdppwO00kEkmmVriob/GM2a8wx8zaHR2pn3/27A6qShwUuS08dH0NgRVVDAwH+fqPV6W9LhCK8esXdvJ3D83DfJaqFwhxtigUCmrLs/jrn61JG4/FE/z2pTqqih04rHrcThPff3g++1sHaWgbpKLQTkWRnZxRvbl0WhUKBWm9AAGUCtBrz3wJ/LMlFk/Q0u3NuK2t58h4PJFEr1PT1e/n3U2t3LWiit2NAxlf19rjY1LZ+TGfDEfj9HoCJBJJnFa9fO8JIYS4KEkwTIgLQDwWzzgejcZTDy8Kih288fxI9lhb8yBtzYOp/abOPtJTwmDScOk1VfzxV+sJHWoIrNOruf1Ts1BrlDz6s3UAJOJJOtuGAFj34UFWOCZjs53eVYEBf5ghT4hkMonNYUiVYTye/GI7M+YV0dE6RFf7UMZ9DuztZcGy8tN5uUIIIYQQH5vTqufLt03j+sVl1Ld4yMsyU1lkT8vMclr1fO6mKfR6gnznvtn8+oWdeLxhDDo1915Vjd2s4+fP7WRf80jwqHaCiwevq6GqZPzUdrfLxKRSB3ua0gNO0yqzqGvow6RXU3wCZbx1WjX7mj1cPreYcCTOa2sa6R8KMaMqm231vazb2YnnujC5rhOfiiqVCi6dPVLicMgXSY0X51pIJJJp5RP9wShDvghupwm1SonVpGV/q2dMwBBgd+MA3kBUHgqLC9KwN5Cxh19Xf4DhQASHdaQyRo7DSI7DyKKp+RmP43YYuXR2Ee9sbE0bXzGvhGzH+H2/Pmm0GhWLpxVkDGxNG9UbrdcT4CdPbWPYP/Jd1D3gJz/LxKB3bPZc9nmSNdfjCfDHN/awaks7iUSS6hIHX71j+gl9pwshhBAXEgmGCfEJp1Ipmb2wlIZ9fWO2TazJZcu6lkM/ZXgCcHjLqGV+s+aX8P6b9alAGEA4FOPFJ7dz1U01ab24DvP0BfANhU9rMKyv28tzf9xKV/tIL4ycfAu33jczVarwWMwWPSuum8TgYJDG/f0Z93Flm8YtLSSEEEIIcS45rXqcVj3TJ+aM2eYNRGjqGGJPkwe7WcekMgc//voyvIEIRr2aRCLBvz+2mYOjFgTVHezndy/X8e17Z6VlfBx9zi/fPp3fv7yLLft6AJgz2c01C8v4f79dj1KpOKEHp3kuE0umF/DIq7tTYxajhmsXlvFvf9iITqs+4Uyz0YrcFv7ty4vZuq+X+hYPUyuy8AYjPPba3rT9tGolOk16tsrh8pJHs1t0aDXnT3UDIU6XQCiKzWLkhiUTCEfjrN3ZmQreGPXqk8ro0uvU3HfVJAqzzby8uhGAG5dOYNnMwpPqS3i+C0djTCy2U5JnobnzSCbY1IosYvEk4WgcnUZFe68v9bsEWLOjky/cMpW9TQNpQffiXEtaacVzJRKL89Tb9by7qS01trfZwz/9dj3//pXFuE7zglYhhBDifHbh3LkIcRErLHWw+PIKPnq3gWQiiUqt5IrrJ5PtNlFWmcXB+j4G+gLk5Fro6Uov/eBwGckrsDFzfjGJRJKScher3zkw5hzeoRCacSZNhaUOouFYxm2nIuCP8PwTRwJhAD0dXp57fAv3fX7+CWWI6Y1aco1aVColH7ylJjxqxbBSqWDOolKU51FpRyGEEEKI4/EHozzzzn6eW3XkXs2kV/MPn11AdakTgB0HetMCYYftbhxgYCg0bjAMoDDbzMyqHG5eVo7RoCESjROOJrhyXgmt45QPO5pep+bqhaVMKnOy62B/6mH5T57eRiye5I7Lyk/54WthjoXCnJGHy31DAZ5/r4FYPD3z5drFE9IWegHkZ5momeBk18H0jI8Hr50sD4LFBScai7O/dZDt+3vZsLsLvVbNbZdW0tw1zDsbW7n3ymqy7SeX0ZVlN3DrpZVcOrsYFOCw6E66L+HZlkwmGfKFUatVmA3H79Xd1u1jb/MAS6YXcOV8DYPDYVw2PR19fn78xGb+91uXUJxrJRJNr8oSjo5kwH7jrpms3dlBZ3+ApdMLWDy94Lzop9Y/GOTtDS1jxrsHAnQPBOQ7UAghxEVFgmFCXABMZh1LLqtkyswCgoEoJpMWu9OISq3kxrun09vtY6DXR820PJ5/YhuDAwEArHY9K66fhM8bIjvXTMAXQaEAFGRMJDMYtRRPcNIy6kGC1a4nJ9eCyXL6GgMPDwbpbBseM97d4WV4MHTC5RIBst0WHvzyQj569wBNDf3k5Fm55MqJuPOlJIQQQgghPlnaerxpgTAAfyjGH9/cy9fvnE6W3YjyGA+ox68TMEKlUpLnMuELRtla38sba5sIhGPMmezmjssnnvB1GvUaJpe5sBg0/PblOjbv7UWnUXHHZZVcMb8k1fvs4wiF40SicR6+sZYNu7pQKBTMq8nlYMcQg6NKKQLYzDq+efcsVm1uZeWGFsxGDXetqKJ2wvnRy0eI06mzz8+fV9azs+FI5ZDfvbyLe6+q5h8enkdlsfOUsjMVCgVOm/50XuoZ09HnY9XmNt7d1IrVqOWOFROpneA6ZknUrfW9aNRKHn99L2qVApNBgzcQJXEo3ct3qHJKXpZ5TA+1/a2DHGjz8K17ZhFPJDHq1edNsDCRSJI4dLFqlZIblk7A7TASiydQKhXE44nzqv+3EEIIcSZJMEyIC4RGq8pYQtBi1WOx6plQmQXAp7+ykEFPgGQS1GoFAX+EP/9+M/FD9eT7evxU1+ayd2dX2nGqat0oFLB0RSUDfX56urzY7AZUKiV6vQZH1vlbL96db+X6O6cRCkbR6dRodfLVJ4QQQohPnl5PMON4XUM/Q/4IWXYjuS4jBdlm2nt9afuUF9jo8wSJFMTRasYvkabXq9izz8Oz7x0Jum3Y1U1Lp5d/O8mSWkW5Vv7i/jl4hsOoVAqyD907ng5Wk5Z9LR4+2NbOtMpskkl47PU9RGNxbrmkYsz+bqeROy6fyJXzS1CrlNInTFyw+odCaYGww158v4F//dIirKZPzr/9WDzBoDeMSqnAYdXj9Ufo6PPT6wlgt+goyDanep8d1tHn5z+f2JLqmdg9EOBffr+Bb909k+Wzi8Y9VyKRIBROYDfrGPSF0/oT6rQq7IcWZOZlGfnW3TP5nz9vJRYfCTJVFNq4bkk5+vNwnum0GZg9yc3G3d184ZYpvLK6kabOkYWnWrWSb987izmTc9GoJSAmhBDiwnf+/aUWQpxRFpsey6EVfa1NA6x+tyEVCAPYs7OTK66fjNWuZ8u6FpJJmLWgmNkLS3ni1+vxDYdZdGkFhSUOIqE4CiXkF9lQq0+87nwm3uEQvuEQKrUKg0lDfrGdjpbBtH3yCq3YHKdWxkGjUaE5xoMfIYQQQojznWmcUl+5LiPqQ0GmLLuRb949gx8/sYXOPj8AxW4Ld19RxY+f2EJ54TLys80ZjxONxlErlbz20cEx27oGAnT2+U+6pJZRrxm3Z9fHYTXp+NJt0/jbX6xh7c7O1PhXbp9GrivzIi2FQoHd8snIbBHiVAwMh/CP6v08mi8YJZ48Xn7o+aO738/Ohj6efmc/kVic2y6diFql5P+e3pbaZ1Kpk+/cO4sc58hnPp5I0tQxlAqEjfb7V3YxtTJr3O+wGVU5/PsfNnHHion8+oWdaZlfn795Cu5D59Bp1Cyelk95oZ3ewQAGnZpclwnHefrdYtCp+cwNtTgsOnYc6EsFwgAisQQ/fGwTP/raUiqK7OfuIoUQQoizRIJhQlwEgv4IwWAUjUaVCoQBaHRqOluP6imRhLde2s1dD81m/rIJkBzJLuvr8TE4MLIa+f236tNe8qkvLcCRZTrp6/INh+jt8RENx3nzxV14+gOggOoaN1fcMJmVL+2m/VBALL/Yzk13T8f4CVrJKIQQQghxOhVkm5mQb+VgR3o56VsuqcA1KjsinkiybEYhBdkmkkBL1zA/+uNmwtF4qlzW0UKRGE0dQzR2DhMYpxdsJJrIOH42hSIxWrq8bNjdhUmn5gdfXERHn49QOE5FkZ2CbDOaj7lIS4hPqkg0jkIBapUilbV0WFmelaxPQH+oYX+YHfv7eOGDBhKJJJfNKcYXjPKL53Zw8yUVlBfYaDjUF3FP0wCb93Zz9cIyADzDIfqHQxmP6/GGj/kdVuS2cO+V1by9sZmv3D6d1m4vKqWCebV5lOVZ07Ja1WoVRW4LRRkqs5yPCrLN3LK8kq/96L0x2+KJJE2dQzitOpyfgH8fQgghxMchwTAhLmDJZJL2lkFef76OztahQz3CJlNRnY1Or0GnU5GTa0kFnNJeiwL7qAbrGq0KtUZJLMMEQncCDYmP5veFef2FXRQW2/nw7QOEDq9gTMLeum70Ri3VtW7mLS3DmWXC4TJikHI2QgghhLiI5TiNfOueWaza0sb6XV3YzFquml9KZZE9reyfy6bntTWNDPvTe2fNnpQzblZEW4+XPU0e9jQNMLMqh817e9K2q1VKcpzn9kFpIpFk7c5O/vOJLWnj3713FlfMKzmlPkhCXEjMBg2b9nTz4HU1/ObFutS4Xqvi8zdPwXYSvZfPhVg8wVvrW3j01d2psf2tg1w2p4jZk9y8sbaJO1dMTAXDAN7d3Mry2UXotSOPt3QaFUoFJI6K+08uc2I5xsJKvVbN0pmFVJc6GPRFqJ3gJMtuPGZZ2U8SvVaFQa8mclRPRYBwNEH3QECCYUIIIS54UhRYiAtYX7ePP/x8bSr7a3gwxLOPbUkFvxxOE0tWVI55cFBS7sLuSC/zYHMYWHJZ5Zhz1M7Mx34KD0b6enzs2d6JSq06EggbpW5LOwqlkuce34pCoZBAmBBCCCEEUJJn5a4rJvI3D87h63dMZ35t7piyh26nib99aB4285H7p7I8Cw/fOAXDOD1t6ps9DPsjrN/VxZLpBWmlBtUqJd+5dya5rpOvBHA69XgC/OK5HWPG/++Z7fR4AufgioQ4v5iNWq5aWMrWvT18464ZPHjtZD5/8xT++sE5TCi0nevLO64eT4An39o3Zvy9Ta3MnuQmGI6hOarvoNtpTI05rHpisQS3Xpo+bzXq1Xz6uhrMx1nEqVIqyMsyM6nUSX625YIJhAE4rXpuztBP0W7REY7E8I5TXlMIIYS4kEhmmBAXsNamgYyZXB+920BhiQOtTo07z8ptD8xkb103fm+YknIXhSV2nEeVPVSplMxcUIzNaWDNuw3EYgnmLC5l0pRc9KfQB6Kv53BT98ylepKA4lCMLlOwTAghhBDiYqXTqCnIOXZ5rkmlTv7zG8vo9QSJhIOUFWYds19WLJ7E7TSSSCT5xXM7uGV5BTaTjngiSa7TyLSJ2am+ZOfKsD9CIDS2hGMwHGPYFz7nwTohzgcTixw8dGMtO+q7UCmhotBGYY4Fg+709+473YKhGOFofMx4IjmSNVZZZKe125saVyrg+iUTUiUMVUoFcya7eXdTK1+9Yzq9ngBGvYbJZU4qixxn7X2cjxQKBfNqchnyRXhjbRPBcIxJpU6uXlDKI6/u5vufmXeuL1EIIYQ44yQYJsQFLOAfWwLh8Hj8UN0Im8OAVqcmy20mGk2g06qwOYyo1GMfdpjMOqbOKqSyOodEMonpY5TZsNtHsskS8SRanZrIUb0paqblUb+rG6VKgcV6fjYjFkIIIYQ4n+U4jOQ4jGzevBm7pfCY+9aWZ/HShw0sn1XIe5vbeOLNkewMt9PIP31uwXmRIWHSa9ColURj6Yu91ColplMo2y3EhUihUFDstuDpOsi0adPO9eWcFJtJh92iY9AbThvXa1WolAo+e1Mtz793AINOTZHbwqevm8yE/PSMt2yHkRuWltMzEGBCgQ27WUeWXcr/ARTmWJhZlYPNrEWjUnKwY5j/e3obD1w7mbxT6AEuhBBCfNJIMEyIC1hJuSvj+Ix5RRhGPTAwGDUYjCf+AMFwjFrrJyo710JOnoX1HzZy1c01vPfaPryHmh1PmJhFfrGdHZvbufa2KdhdMnkRQgghhDiTit1mFk8rYNOebr5y+zQ83jB5LhOVRfYxZRjPFbfTyN0rqvjD63vSxu9aMRG30zjOq4S4OMViY7Moz3dZDgNfu2M6//z7DSRGNf16+MZaplfm4HYZKb3Hhj8QRa9TpfVKHM2gU1OSZz1bl/2JUjvBiUGnZvv+Hlw2Pf/wuQUUuy0YT6HaixBCCPFJI8EwIU5RLBZnsD/I0GAQrU6Fw2XCbDn1TKn+Xh+drUMMDQYpLHGQ5TZ/rMwrgOwcM8uvquK9N/elqhGWV2VTVZP7sY57OljtBu789Bz27uxk19YOLruuGotVj0Y70kOsv8fHw99YTFaOGbX63K9EFkIIIYQ4X8XiCbr7Awz5wpiMGtxOI3rtyU311GoVsye5Kc2zMuyPYNSrybYbUuXHzgdqtZIr55dQkmflldUHAbh28QQmlTrkflGIC8SMidn81zeWUdfQRyyeYGpFNoVuc+o7zaBTj9v7UByfWq2iqsRBVcnFXTZSCCHExUnuIIQ4BbFYnD07unjxyW0k4iNRprxCG7feP3NMr60T0dvl5bFfrKNmRj7OLBOd7UMEAxGKSp2YPkaATW/UMm9pGRNr3AwPhTAYNTizjBhNHy/Idro4XEYWXFLOrAUlqNTKtIctFdU55/DKhBBCCCHOP+FonJ6BAJFoHKdVj8OqJxiK8v7Wdn79wk4isUSqh86tl1biOEaPsPFk2Q3ndUkxq1nH3JpcZlRlA6CRIJgQFxS1WsWEAhsTCmzH31kIIYQQ4iRIMEyIU9Df6+eFJ7aSPFK5gc62IdZ/cJArbqhBpVYSjyUYHAjg90UwGDXYnUY02rGT9Vg0zup3D7BkRSU7NrWx/oNGAFQqJdfeNoXaGfmoP0aPBq1OjTvfijv//C0ToZWVfUIIIYQQx9Q3GOTPK/fx1oYWEokkuS4j375nFhq1kp8+sz21XyIJL35wkKoSJ0umF5yz6+31BOjs9xOLJXG7jOS6TKiUitN2fAmCCSGEEEIIIU6GPIEWYhyHA1larQpnlhHVqAm3p8+fFgg7bMfmdhZeWoFep2bHlnZWvrSbWCyBQqlg0SUTmLdswpjSh4FAFL83THfHMO0tg6nxeDzBS09tJ6/IhlvqnQshhBBCXLQSiSRvb2jhjXXNqbGu/gDf/9Va/uL+2Rlf8+pHB5k72Y3uJMslnqhQOMagL4RGrcJlS88ka+4a5u9/tZb+oZF+sDqNiu89OIfpE3NQnsaAmBDizOsdDNDYMUxrt5fSPCuledYxn3khhBBCiE8CCYYJcZRIJEb9rm5ef76OoD+K3qBh6RWVVE7KwZVtJplIgiLzJF6nV6NSKujp8vL6c3Wp8WQiyep3G8gvdlA9Jb1fl1arYmKtmw/e2j/2gEno6/ZJMEwIIYQQ4iIVicVp7/bx4gcNY7YFwzFCkRhKpYJEIn2lllqlQjHOPevHdbB9kD++uY9Ne7qxmrTctaKKRVPzsVt0+INRfvncjlQgDEbKO/7bHzbxP99aRl6W+YxckxDi9Ovq9/PPv99Ac+dwaqxmgpNv3zObbIcExIQQQgjxySLBMHFRi0bi9Pf6GPIE0enV2BwGgoEozz2+NbVPKBjlrRd3YzBo0OrUBAMRBgcCGE1aAv5I2vFmLyzBOxzmwL6ejOfbtKaJyknZaVlmeoOGwiIHOp2agC8y5jXaDKUVhRBCCCHEhW/QG6K+dZCWzmESmcoSMJKh9fU7Z/Dse/tp6fKmxm9cOgHtxyi1PZ6W7mH+3+/W0zcYOnSNYX7x3A6UCrh6YRkeb4idDf1jXhcMx+j1BD92MKyr38/OA33sauxncqmLKRVZ5J1Cz95TEQrHGPJHUKsUkhkjzgv+YJRBbwiVSkmW3YB6VA/m02HLvp60QBjAroMD7GsZINtx7sqwCiGEEEKcCgmGiYtWOBhl87oW3nl1T6rkYVmli+VXVWcMdO3b1U1ugZXWJg+r3z7AFTdOZsvaFloaB9AbNMxdXIpWq+bJ323kihsmZzynSq3MmFWWk2dh4fJyXn1mZ9q43qDBlSOrZ4UQQgghLib9Q0F2NvTx5rpmjHoNS6blc+flE/n9K7vT9tOqlYQicX7z4na+efdM/vNPW9BpVNx3VTXVpc4zcm0dvf5UIGy0p96pZ87kXNQqJVq1kkgsMWafjxuc6+rz8/1fr6GzLwDAOxtbyXEY+OcvLPpYAbFoLI5apTxmJl1rt5fHXt/D+rpOLCYt91xRzaJp+diOKoEuxNnS0jXML5/fyY4Dfeg0Km5YOoFrF5WdtkBtPJ5gzY7OjNs27u5m8bSzFwzzBSJ09vkZ8Iawm3XkZZmxmrRn7fxCCCGEuDBIMExctHq6fbz9yp60scb9/RSWdLN0RSVvvLArbVsiniAaiRPwRwn4I7zy1A5qZuQzfV4RyUSSxv29DA2q8A6FUGuUoACOWsA7e2EJygyTbLVGRfWUXKKROO+/VU84FKOwxM7Vt0zBeZZWugohhBBCiHPPF4jwu5d38cHW9tTYhl1dfPPuGSyfVch7m9sAsJm1PHDNZJ577wDxRJJ1dZ3833eWo1EryXYYUZ2h3lyBUCzj+LAvQiQaJ8dp5Ial5TzzbnoJ8LICG26X8WOde9v+3lQg7LAeT5ANuzq5bkn5Sb/nrn4/m/f0sHpHOyW5Vq6YV0JJnnXMcXo9Qf7+V2vpHQwCMOSL8PPndqBUKrhqQenHek9CnIq+wSD/8Jt19HpG/k2Go3Gefmc/apWSO1dUnZbPv0qlpCzfyvb9vWO2leWfvTL+nuEQj762h3c2tqTGFk3N47M3TTlnGZrxeIL+oRCJZBKnVX9GsnCFEEIIcfpJMExctFoOji3fArCvrptLr60eMz6hKhutTkNZhYtVgDvfSkm5i+aGfsKhGFW1bvp7fAAEA1GuvKGGD9/eT8AfQatTs2BZGXu2d9LRMsiMecVY7ek37iazjnlLy6iemks8msBo1mIwymo3IYQQQoiLSUu3Ny0Qdtjjr+/l09fXsGBKPr2eAOFonCff2pcK0DR3ebGZtVhNZzZTye0woFTAUS3KmFebh9OqQ61Sct3iMrRqJc+/30A4GmfxtHzuvbIah0X/sc69rX7sQ3mArfW95GWZqZngwmTQnNCx+jxBfvDIBnJdJhZOzQfgldUHuWZRGRWF9rR9O/p8qd/zaE+8uZfpE7PJdcniNXF2dfb5U4Gw0Z5fdYDL5xST4/x4gefDLptdxOtrmghH46kxk17NrGr3aTn+idjfNpgWCAP4aEcni6cVsHj62S/V2DcY5LU1jbz04UFisQRLZxRw9xVV0g9RCCGE+ASQYJi4aOnHmSjr9Gp0OjUqlZJ4PIFSqWDWwhLsDgMOl4F4TMcV109Go1Px8p+3p0os7t3ZxZSZBcxaWMJAr59d2zqYt7QMp8tIOBxj4+omujtH+jgMDYa4+uZaNEf1A1MoFNgdp2fiIoQQQgghPlk6+nwcbB/KuK13MIjHG0KpUPDrF+vGbJ8zyY1Jf2KBoI/D7TLy4HU1PPLqbhKHImJ5LhO3XVqBXjdyfpfNwB0rqrhsbjGJRBKHVY/uNGROTC5z8tGOjjHjVSUOfvdyHV+6dRpTK7NP6FhNXUNcNb+Uzft6+PULO0kmR47fPxSkyG1Ju95wJJ7xGN5AhLYeH06LXvr8irMqFh9bhhQgEo2P21/wVM5hNKj5wZcW8fKHB9nfOkjNBBc3LJlAkdtyWs5xIj7aPnZxAMDbm1qYUuEiFk/isOhRnqFs2NGisTjPvXeAl1cfTI29t7mN9l4f3//MfCmbKoQQQpznJBgmLkrxeIL8QhtqtZLYUf0Mps4uxDPg567PzCYWTaBSKdEZ1LjzrGi0ajRamDw9j0d/tpaj5xk7t7Rz3+fn8dQjm4mEY7z3+j6uvW0Krz1XR3LU8tntG1tZcMkEss/iJEIIIYQQQpzf9jZ5DvWuYsx9ZmGOGa8/QlWJgzmT3Gzc053a5rTqWTGvBJVKecavMctuZNHUfCqL7HT1+zHqNRTmmCnOTS+bplIqyDnNi7xqy7NwWHR4vOHUmM2spSTXittp4o21TSccDIvEEmza0532e9zdOIAvuIfSXCvuUdlebpcxYzbcnMm5vPrRQXIchjHvX4gzye00otOo0jK2ABZOzcdh+fgBmV5PgBc/aOD1NU0kk0nuvXoSd11RhdtpQK06u4Hf8UohFmabae320d7rQ6VUUppvpTjXglZ95q6v1xPk9bWNY8brWwbpHghIMEwIIYQ4z0kwTFx0fN4wW9Y2s2t7O3d8ejbvvLKH7k4vJrOWBZeUY7MbePbxLYRDMWYtKKa9dRCVUsntD8wimUiiM2iIRuN4+gMZj9/b7SMSjqFUKVh+VRUH6/vSAmEw8nAjFs28wlQIIYQQQlyc2ntHMsOuml/K62ubUuMqpYLP3lRLls2A22mkvMBOU+cwe5sHyM8yM7HYQd5Z7DOb4zSS4zRSW551Sq8f8oXxB6PodWqc1hMvnegLRLjnymraenw0dgxRmjfy8Pvnz+7g1ksr2NvkIZlMosjQo/dodrOOTXu7x4y3dHkZ9IXTgmF5WSa+escMfvL0trRsuHk1ufzPn7dyy/LKE34PQpwObpeJ7z04h399dCOhQ5mL8ya7eeDaSag/ZlA8HInx+Bt7eHdTW2rskVd2s3lPD3/94BwsxrMbDFs8rYDnVx0gFj8ypzboVMytyeUHj2zAG4gCoFTAt++dxcKp+R/7dzCeWDyRdh2jRWLn3/w+Hk8w5IsQiycIRWKo1Upy7EbU6jO/cEIIIYQ4H0kwTFx0DuzpZtWb9QA898etXH/HVAxGDbFogrZmD0//YTPRQxMKo0nHxElu1BolT/5+IwqFggWXTKCg2I7DZcwYEMsvtPGpLy3AZNGh0ShZ98HYlWN2pxHzSUz8hRBCCCHEhW9SqZOn3q7n0tlFfPHWqexvHcSkVzNjYg5TJmShOVS6T6dV47DqmVGVc46v+OTE4gl2N/bzy+d20tLtJcdh4OEba5lRlYNeewJTUwX89JntFOaYyc82s7W+l5c+PIhOqyKeSHLl/JITCoQB6DSqMdl3hx2dAaZVq5ha4eLLt00jFI6hVikZ9kf4+XM7UAAGnUyrxdmlUiqYNjGH//32cvoGg+h1Kjbt6eZHj29hQoGNaxaUotGeWv/pHk+QVZvbxozvbOijZyCA5Sz3tS7OtfAvX1zEb17YyYH2IUpyrXz6usk88sruVCAMRj63//3kVsoL7BTknJn+XQ6LntsuraCjz8/Wfb0EwzEATAYN2eNksJ0rXX1+XlvTyHtb2rAatayYV0xTxxBZDiPXLir72D0chRBCiE8iuWsXF5WAP8xH7zWkfg4Fojz72Bauu20qLz21HUZNfLU6FXlFVup39bBtQ2tq/LnHt3LZtdVcfXMtT/x2Q9prZi4oJjvXktaP7Jb7ZvCn32wgFk2kjnvzvdOxSDBMCCGEEEKMMqHAypzJOby7qZX3t7RRnGvBYtRyzcKyVCDsbEgmk3QPBAiGY5gNGrJPU7nDxvYhvv/LtcQPRZt6PEF+8MhG/vVLi04oyyzXZcJh0dHW46Otx0dlkZ35tXmU5lmwm3RUFNkBCIZjaNXKY5aNdDuNTC5zsrtxIG08y64nxzH2oXaO04RO4+EnT21LG796QSlrd3Tgsunl4bI4q1RKBXlZJhQK+N7PP6LXEwSgvsXDuxtb+KfPzj6l40ZjiTEB4dHbzja1SsnkMhf/8LmFNHcN89H2Djr7/exvHcx4fb2DgTMSDBv0hqk72MeexgEUSgX3XVXNwY4hVm/v4K8/NYcc58l9T55oFuupGBgO8a9/2JjqQTnoDfPbl3bxwDWTeGNtE9l2A1fOLz0j5xZCCCHOZxIMExeVRALiR93AJ+JJtq5v4c4HZ/PBW/X09fopLLEzbXYRAV+E7ZvGropb9UY9X/juUj7ztcVs39iKzxtm2uxCCoodaYEwgNIJLj7/raV4BkayyJxZJhyu09s/QQghhBBCfPI5rQa+evsMmruG2d86SEG2mfJCG27nyZVA7B8aeShut+hRKU/uYas/GGX19nZ+//Iu/KEYdouOL906jZnV2eg0H2/6uH5XVyoQNtqrHzUyqdQ5bvAqHIkRCMUw6TR879Nz6ej14bDo6ezzs3pHO3qtmqpSB75AhLfWN/PR9g6K3RauWzKB0jxrxpJpZqOWr9w+nX99dAOt3T5gpPfa9x6cN26PopnVOfzF/bNZs7ODSDTB9MpsmruGeeqd/cyoypFgmDgn9jV7UoGwwyKxBG9tbKeqzH3SJQNdNj3FuRZaurxp43aLDpf93P0bt5q0NLQN8upHjXzq2skYdOpUZtZoZyJT0zMc4vn3D/D8qiMLa+sa+nngmkn89DuXkO0wkUgk6fb46R8ModepcDtNWE1js+g8wyH2tXhYuaEFq1HLlfNLKMu3odOevgUPnX3+VCBstFdWN7JibjHPvnuAebV52KXHmRBCiIuMBMPEBSUeixM8VCrBaNahVCqIRuNEwjH0eg1mi47ZC0t5+5U9aa9ra/bgyDJy3+fnEwpFiceTePr8KFW6Mf2+YKT2djgUo6DYTkGx/ZjXpFAqcOWYcZ2hUg1CCCGEEOLC4bDqcVj1TJ948iUQB4ZCfLitjedWNRCNxblyfilXLyg9qWPsb/Xwf09vT/086A3zr49u4MdfX0plkeOkr+mwaCzOwHAo47YhX4RILI7hqIf2iUSSgx1D/HnlPno9Qe68fCK/fqku9eB/amUWi6cW8Ivnd6DVKHltTRNtPb5D72OQVVva+OFXlzCxOPN1F7lHyq/1DARIJJJkO4xk2ccvdRaLJXjklV3kOEZ67jz62m7Ch8qrt/X4TrmHmhAfR3O3N+N4U6ePcCSG2nByZQ1tZh3funsmf//rtQz5IsBIgOk7985CyZnJZDpRk8tcAHy4rZ2rF5by3HsH0rZXlzjIdZ2+/onJZJL6Fg9tPV5e/ODgmO1/frueRdPyiScSbNrTzY+f2JL6TphakcXX7pyetpjB6w/zxFt7eWNtc2rs7Y0t/O2n5zKvNu+0XXcgFM04PjAcwmLUEo3HMz7nEEIIIS50EgwTF4zeLi9tzR7qtnagN2iYOb8Iq03Pqjfr6e7wUlbpYu7iMmpn5NPeMsieHZ0AaLQqbrxrGs4sE2q1CsOh1VtZOWY8/X50ejXhUPqKM6NZi9F8dmulCyGEEEIIMZ5YPM6LHxzguVGZC8+8u5+mzmHuWHpigbV4PMErq8f2u00mYX1d18cKhikVCmrLs1i5oWXMtoVT8xjyhTHo0issNHcN85c/+ZBILMGnr5vMT57eltYjaMf+PqwmLTOrckgmSQXCUu8nkeTPb9fzF/fNQjdOTzKH5cTLG+p1aopzLWza0zNmm/skS6QJcbpUl2T+XE6rcI75TJ2o8kI7P/76Urr6A4QiMQa9Ef73z1sJReJ86trJLJySh/ks9w4DKMwx87mbpvCbl+qYXObkniurWLm+hUA4xuVzirhu8QRspzHbqb3Xx9/+Yg33Xz2JRIbgUTgSJxiK0dnn59/+sCltnx0H+nh9TRP3Xz0JlUpJLJ7gYMdwWiDssF8+v5OKIvu4WamZ9Az46eoPUHewj2y7kYoiO2X5NgCyHQaUirH9D6dWZLG/1cM1C8uwWyQrTAghxMVHgmHigjA44Of9t+rZvb0zNbZnRye33DcDnV5NboEVvUHDh+/uZ+nlE7n+jqksubyCcCiGxabH7jSizFBCxu4wct3tU3n28S2p3mAKpYIb7piG/TT1ThBCCCGEEOLj6hkI8tKHYwNZm/Z0c/OSohM6RpIkkWg847ZwdGw5stESiSTReALdOL3NVCol+VkmrppfwhvrjjwMnluTS2GOmc6+ALmu9EoKqza3EjlU4lyrUaUFwg7bXt/Lt++ZSSyR5NLZRaze1p56DUBz5zDBSDxjMCwcjdM9ECAQjGK36MhxZJ4THGbQqbn/6kkU5phRq1Rs2tNNU+cwFYU2ityWY/5+hDgVwXCM/qEQkMRlM2QsAVheYKN2gou6g/2pMYdFx8La7GP+ez4et9NEOBLnm/+1Lu0z9ZOntmE365hbk3vKxz5VRr2GK+YXM60yi/7hEHazjktnFaFSKbFbdCddEvJ4mjqGCUXiJAGdVpXK+jrMZtZiMWk52DaUMVj21vpmrl8yAZfNQHd/gObO4Yzn6R0MZiz5mEk8nuBA2yBvrGumxxOgpszFcCDCD/+wie/cP4vyAjt5LhOfu3kqv3huR+p1VpOWy+cUs3F3F5fMLDxj/cqEEEKI85kEw8QFYcgTSguEHfbOq3u586HZrHxpN80HB8grsOEdCuHKNpFbYDvucRVKBWWVLj795YW0NntQKhUUlznJyZPJrhBCCCGEOH+Eo3Fi8cQ42zKPH02tUnH1wjK21veO2Ta/Nh8YeRAbisTRaVWoVUqSySTNXcO8ta6FhvZB5kzOZeGUPPKzx5YId1h1TK3MYmKJY6QHmF6Dzazl0Vf38KVbp6btm0wmxy3/dlhlkZ1rFpby2Ot7aen2Ullk58u3T+fJlfvo7PMDMK0yG7Nh7LTXMxzimff288rqRhKJJCa9mq/cMZ05k93j9kYb9IY40DrI+rpuIrE4S6YX8PCNteS6TMcsryjEqejs8/O7V3axvm5knjuvJpeHrq8hLyv9s+WyGfj2vbM40DbIroP9lORamVzmpKf9APDxSu/tbfakBcIOe/bdeqaUZ2HQn/1HSjqNmuJcK8W51jN+rvChxQHvbGzhjssm8tjrR9otKBTw5dumkeMwjumvlrpWrSoVdOodDKDVqFAoRrJtR3M7jZj0J5bFd7BjiL/66Uep7/sd+/soL7SxcFo+G3d3U+y2oNOquWx2EdWlDlq6vOi0KrJsBrQaFXNr3JhOsnSmEEIIcaGQYJi4IPh94YzjQ54g0Uicxv0jq+QO7O2h+WA/n/n6YnJyjx/QCvjCrHmvgTWrDmK26kgmobVsgCtvrMEqE14hhBBCCHGW9HoCdA8EAMhxGslxGEkkkvQOBghH4iSTSSqL7OxvHUx7nUmvxqw/8QyASaVObrmkghfeP0AiCWqVkgevm0RpnpWWLi8rNzSxfX8fVcVOrl1cilIB3/nfD1MZE7sbB3hjbSP//IVFY3r3uJ0m9jZ76PUEMRs0tPf6ePTVFsoLbbiP2lehULBkWgGbD5UkDEXiWE1ahv0jPYyUCrh2URn/++etqVJguxsHONA6yOdvmcpPntqG1aTlxqUTUKvGZqtt2dfDS6N6APlDMX742Cb+6xvLKC+0j9k/Hk/w5rpmHn9jb2rshfcbaOvx8e17Zp7w71eIE+ELRvnpM9vZvv9IYHpdXReBUIy/fnAuZkN64CTLbiDLbmD+qL5TnS2ZszyPZdAbpmvATyyWwO00jtt7yh+KEUucWJB9tFgsTtdAgP6hEDqNCrVaQSyexO00nnC50rNpQoENhQIaO4axW3R89Y7pNHUMYzSomV+Ti8tmIBKNk59twqhXEziqvcJtl07EadUTisSwGLWsq+tixdwS3lp/JDtWqYDP3TQFh1VPJBanfzBIIjGSCag/KhMwGI7xxJt7xyx8aGgb4oq5Jazd2cE1C0rRmFXodWrKC+yUF9gB8AUjtHZ5eeH9dkwGDdMqsyl2W1Cd5mw6IYQQ4nwmwTBxQTCNU+/alWMidtRKtmgkzv7d3ScUDOvp9LJm1cgk2Tc8EnDbs6OLiTW5TJtdeELX5h0OMdDnJxSIYnMYcLiM6E5w1ZcQQgghhBANbYP842/W4fGO3I/azTr+4XPz2V7fy5Mr6wmGYxTnWnj4hlp+/cJOWg/1zlKrFHzrnllEg73AyL1r5FBpQF8wis2kxe00pj0MtVt03H1lFZfOKcLrj2C36HA7jXQPBPjrn61OBaMaO4ZZtaWV794/e0zpsO6BIPuaPWOCYQAzq3LQaVQ8/U49gVCMWy+tYNHUfKymsZkKUyqymFTqZE/TAC9+0MDDN9Typ0NZX5PLXGzZ1zOmJ04klqBnIMC37pmJ22kkkUwSCEUxjrr/9gejvPThwbTXLZiSx8yqHFp7fMQTSXJdRqymI3OM3sEgT7+7f8w1btrTTddAgIpz0D9JXLh6PYG0QNhhOw700TsQwHwCVU5OVnuvj39/dAONnSNZTmaDhr9+cE7Gfa9eUIblJP/NhyIxPtzazs+e3ZEK5syqzqFmgov/29LGX31qLoU5YzNKz6X8LBPfvHsmP3lqG1v39bJ1Xy83LZ3AkmkFvLK6kZ0NI1lZtyyv4F+/vIj/+dNWDnYMU1lk57pFZUybmE1dQx9PrtxH32CIWdU5zKrNZUKBlbqD/Rh1ahZMyae23EXPQIA/v72Pdza2kkgmmTMpl4duqKFgVJZtMBzlYHvmUoseX5iyAlvGUprhSJy31jXz+1d2p8bUKgX/9LmFTKnIOv2/OCGEEOI8JcEw8YkWDESIxRI4nEZmLyxh05ojK6wUSgWXXzeZt1/ePeZ1/Uc11x7Pvt3dGce3rm9h8rQ8NOP0RDjM0+/n6Uc30zXqhvWSqyYyd3EZeoMExIQQQgghxLENesP8x+ObU4EwAKVSwbb6Xh4Z9WCzpcvLDx7ZwN98ei5tPT6SyZGHnUVuMx3N7QAM+cK8/OFBnnl3P/FEEp1WxWdvrGXp9AIMo4JFeq2akqNKkG2r700Fwg4LReJs2tNNeYGNhvahtG1NXcMsy/B+LEYt82vzmFKeRTyRzBgEOyzHYeQvH5hNa7eXjj4/2Q4D//jZBfhDUUx6DT95alvG1/UNBqlv9bB130gw4Y7LKrnpkoq0h/ej2+VcMa+YRBJ++sz21NiCKXl87qYpqfKH4Uh8TNDvsOA42TMfR1u3l837eti6r4eSPCsLpuRR7LakBfXEhSseH9t/6rBYht5UH1cwHOORV3alAmEwkp326keNPHxjLb9/eRfxQ+edX5vL3Fr3SZ+jrcfH/x71md28t4eyfBuRaILfvriT794/B+Oo0ou+QIRYIonNpD0nPa50WjWLpxUwschB31AQo16DVq3gL3+6Gn9w5HPf3utj3c5OfvT1pfy/Lyykqz/AurpONu3twaBX84NHNqaO197rY8u+Hj5/yxT2Ng0wrTKb8kIbCuDxN/bw3ua21L4bdnfRPxTgHz+3EJt5JDBv0muYXOZgdYYWES6rnrJ8a8ZnFN0Dfh59bU/aWCye5P+e3sa/f2Ux9vMwK08IIYQ4EyQYJj6RwqEoLY0eVr2xD99wmMnT8pi1sISyyizqd3djMGqoqs0lFovT2TZ25dTE2ty0Y/X3+unp9KI3asjJteDMGlnFah4n48xk0R63GXEykWT7pra0QBjAqjfqKa/KoaDYfpLvWgghhBBCXGz6h4K096Yv5Fo4NY+3N7SM2TcUidPYMczjb+whGkug1aj4v+8sT23f0zjAn9+uT/0cjsT5v6e3U5JnpbrEeczraGgbzDje3uMjy24YEwyrLnYc83imE1wY5rIZcNkMTJ84dtuls4vY2dA3Zry8yM7qUYHCp97Zz+xJbiaVuVLnvnlZBT/642bUKgXlBXZ+/tyOtGOs3dnJ/No8Lp1dBIxkzBW5zbR2p/+30GlVuGynt3x6Z5+Pf/7detoP9T3bvLeHN9c18zcPzqFmQtZx5yHiky/Lrqcwx0zbUYs4C7LNZNtPf+DC4w2xflfXmPE1Ozq5aWk5//udSxgYCmMyaMh1GU86KwygvsWTcXxdXSeLpufT3DmMLxDGqFcz7Auz/UAfT71dTygS48r5pSydUUCOw3jS5/24NGolBTlmCg5lrb384cFUIOywSCzByvUtXL2ohO/9/CPCkThXzi/hzyvrxxyvrcdHV1+Amy+pYMKhEoZtPV7e39I2Zt+G9mG6BwKpYJhOq+aOy6rYvLeXYPhIScbpldlUFjkoy89c/WZgOEwiQxC1o8+PLxCVYJgQQoiLhhQHFp9ITQ39/Ok3G+hsG8I7HGLjR01sWdtMVo6ZZVdMZPHllRys76OrbZj8ovQSEpWTsikosgMQCcfYvLaF3/z3al7683ae+v0mfvu/q+nuHAlgVVTnoFSNnWzOWzLhuLW1g8EIer2GK2+q4epbapk5vzg1ce04qpeDEEIIIYQQmagz3HNq1CpCkViGvSEWT6BUKEgm4aal5WQfymyKxuK8+tHBjK9ZXzf2IfjRZlTlZByfM9nNgDeUNlZV4sjYd+t0mz4xmxlV2WljC6fk09nnJxxNz+La3TSQ9vO0ymzuWjGRsnwb9ePcm69c30zk0HFsZh1fu3MGeu2RrAulAr5x1wzcztP7gH5vkycVCDvMH4zy/pZ2+oeCp/Vc4vxkt+j5i/tmpz6/ANl2A39x/+wzErhQKhQZv2sA4okkxW4r0ydmU1lkP6VAGJD22TlyXrhh6QSsRi2RaIJn3jtAQ9sgm/Z288PHNtHUOUxXf4BHX93NT5/ZPiY79Vxo6sxcprCt10tbt4/7r57EPVdWUey2pPo8Hs0XjPL8qobU91Q8nhxT8vWwo9s+lOZb+dHXlvDp6ydz+Zwi/vpTc/jandMpL7ShVGb+b2gxZl58YDfr0GlljbwQQoiLh/zVE584AX+Yd1490rhap1dz9c217NzSzs9/9D5Go5ZFl5YT8IVZvb6VRcvLmTaniKA/QkGJHXe+LZXxNdAf4O1X0ssFBP1R3nt9H7fcO4Nst5kHvjCf15+vo7vDi91p4MqbasgtSC8bk0lft581qxpSvcaKyhxcdXMtrz23E+NR5WA8/QG6OoYY7A+QV2gjy20ZNytNCCGEEEJcWMKRGH2DQZKMZEKN7vmS7TAwd3IuG3YfCVht3dfDkukFPL+qIe04CgVYjSPlxO68fCJXLyxNW8A13mIuVYbFX0ebVOpkYrGd+pbB1FhBtol5NXnMnZxLXUM/BzsGmVoxkqGQZT+92VKZZNkNfOueWXT2+hj0hXFY9OzY38tjb+wds6/jqHtru0XHnZdP5LI5xRkzMg7v09Q5TK8nSK7LSLHbzH99cxkt3V5isQTFuVbys03HXSR3sg6Mk4V3sGOIQDAKx066ExeIsgIb//G1JfQMBEgCbqfxtGchHpZlM3D1wlJe+iA9YJ7jMJCXNbb336moKHKgVSuJjAru3LK8knc3trK3eSRrbPv+Xlaub+Zrd85Ao1YSHbXvlr09dPf7j1la9XSKxxMMDIdIJsFp06FWjQTzZlXn8Nb65rR9s+x6bl5WweNv7KW+xYPdrOPW5RXcsryCPxxVnhBGglMbd3fh9UfQ2Q04bXqqShzsa07PnrNbdGQ70v+bKxQKinOtFOce/5nEYbkuI8tmFo75rnvo+poxxxdCCCEuZBIME5840UiC4cEjq08XX1bBO6/txTs0MhbwR1j58h4uuXIiNruB1e8cQKEArU7NFTdMpqDoyOxxyJN5pdb+PT0E/FHsTgPFE1zc/4X5hIIxtFoVZuvxV+J5+v08+buNhEaVT2ht9GC26KmuzSV3VMPj/l4fj/9yPUOeI6s8J03L4+qbajFbJSAmhBBCCHEh6+r38+iru1mzo4MkML82j09fN5m8rJGSXEa9hs/dVIvZoGbV1pHeX8W5Fi6fU0xTp5et+3qAkVJen75uMnqdin/47Hwqiuxo1UcyMTRqFdcvmcDmvT1p51coYF5NLseT7TDy15+aS0PbIPtbBynLt1FRZMPtHHlQnp9tBkpOw29kRI8nQM9AAK1GRX6WCfM42Sh2sw67+cg989EZYQBGvZqJGco2qtUqcl0m5tbk8uTKemLx9AyMuZNz+YuffJjqlfTgtZO4emEZhTmZS5GdLpWHqlgcbUKBjZ89t4Mv3jqV0jxbxn3EheVwmdAzTa1WctOyCmKxBG+tbyYWT1IzwcmXbp12Ws7vC0TwDAf5xl0zeeKtvbT1+DAb1JQX2Hjm3f1p+8biSVaub2HBlDw+OPSdd5g/lDkj9mREonGSyeQxM6J6PUFeX9PIy6sPEosnWTG3mFuXV+B2mZhY7KB2gou6g/2p/e+7ahL/+ujGVOnCQV+Y3768i2/dM5P8LBMdozI9L51dxM4DfbidRnSH+ntZjFq+dsd0/um361PZZFaTlr95cC7Zp6E0pMmg5dPXTWbGxGxeX9OE2ajhpmXlVBZJZF0IIcTFRYJh4pzzecO0N3vYtqEVg0nLzHnFuPOtaDKUUQAwmrVMnJxD3dYOYCTIdTgQNtrmtS1Mn1vIh28fIJmEcCjG8FCIZx/fwvKrq8grtKEbpwG1za5HrTmywtNo0mE0nXhganAgmBYIO2xfXRef+cZiXNkjDw0SiSTbNrSmBcIA9mzvZPaCEgmGCSGEEEJcwPzBKD9/dgdb9h0JUK3d2Yleq+T2y6oY8oXRa1W4nSa+fNs0blleQSgSx2HRk+M08t17Z9E1EMAbCGPUaYjEYjgsBnJdJjTqsdlKE4sdPHxjDY+9vpdwJI7VpOWLt0ylxH1iGQZZdgNZdgPzavM+9ntPJJJ09Ppo7vIST4xkWRVkm1Aplew40Mt/PL45VRJtRlU2D99Qe0KZEBOLHfztQ/P43Ut1dA0EmFqRxYPXTj5mAKvYbeFfvrCQX72wg4b2YXJdRu6+opqVG1pSgTCAR17dw/SqHMoP9fk5UyaVOinOtdDS5U2NWU1aqkocvLmumRffb+BLt01Do848XxLiVGTbDTx8Yy03Li0nnkjisOoxn2Bvv+NZW9fF//55K2aDhsvnFnPVglLsZi2BcObgVnPXMJNKS9PG1ColWR+jX5ovEGFfi4cXP2ggHIlz7aIyppRn4ThqsWs4GufJlXt5a/2Rvoyvr22io8/PXz4wmyy7ge/cN4vmzmEaO4cpdlvwB6NpPbwOe/H9Br506zS6+v209/nJzzKxp2mA97e28/cPz8cyKsutONfKv39lMd0DAeKJJG6HkZzTWILVZTNw2ZxiFk3NR6lUoNXI94cQQoiLjwTDxDkVDkX58O39bFzdlBrbtqGVOx+aTdU4K1Q1GhVLLq+k6UA/Pm+YRDxzce1gIJIW7FIowGzR0bCvl5bGAR7+xmJcWSZy8iz0dHrTXnvptZM+VplCxTiVZhQKBXr9kY9dKBhl367ujPu2NXsoq8w65WsQQgghhBDnt15PIC0QBlBeYKOy2Mm3/vt9QpGRLKe7V0zEYTPw6Ku78QejuGx6vnzbtFQPnxNlMWq5btEE5kzOJRiKYTZqx+13FYsnUCgUqJTHL6F4okLhGI0dQ7yzqZVQOMbkCS72Nnl4b3MrSqWCv35gDiX5Fv75dxvSMry27uvlxQ8auP/qScftl2TQqZlXk0t1iYNwJI7ZqME4zgK4w1QqJZMnuPinzy8iEIqSTCb5x9+so73XP2bf9h7fGQ+GuV0mvvfgHLbs7WHHgT7ys83kuUw8+upuAHY3DhAMxdCY5WG2OL00atWhLM/Tp9cT4NFXdwEjvbJeeH+kvKtCAf/42QUZX1Nd4qBrIP3z96Vbp5J7isGhRCLJmp2dNHUOM6vaTa8nyC+f38myGYXcf82ktNK0vZ4Ab29sHXOM7ft76RkIYDFqUxl7M6vdALyxtinjeX3BKMFwFKUKjDoVz686gN2i4/sPzaNmgmvM/mcjE1Cvk8eAQgghLl7yV1CcU57+QFog7LDXn6sjv9COxaYnHk/Q2+WlYV8vNrsBnUGNxabnU19eQF+PH61WhUIByaNiYlW1bhr39wEjfcUuubKKbRtGbmqjkTjtzYNMn1vEHQ/OZsu6FnZuacdk1rLsyomUZLgxPRl2lxGTWYvfl97gd+b8YqyjVrNptCqycsz0dfvGHMN5mmqzCyGEEEKI89PorKPDrlpQys+f20Hi0DadRoXdqudnz2xP7dM/FOKff7eeH39jGRWF9pM6p0qlJD9r/Ifd/UNB6hr6eWtDMw6zjmsXTaCswIr+GCXFTtT6XV386I+bUz+/v7WdG5eWU1vuoq6hn/96cgv/8PD8jKUO39/azjULy44bDDvMZj75hW1WkxarScuwP4JKmbkP2OnKlDmegmwLPQNB1uzsZM2ODrr6j5R3rypxpC2wE+J8Fo7GGTpqXgwj83eDXs3cmlw27DrSE1GnVXHPldXoNCrm1eQSisQpL7RRkG1GfYrZkL2DAZQK2F7fS0u3l8IcMw9cM4mV61voGfBTMqrsaDSWSH3/ZnovmYz3PTy/NpfH3thLS5eXv3lwDrcsL6eyyElBthndOJVwhBBCCHHmyB20OKf8/rE3xQDDgyHC4RgWoL1lkJUv76Z2RgGvPVdHKBhFoYBZC0tYcnklBqOGG++ezktPbk/dtLqyTSy7ciKxaILqKblEwjE2rWmif9TqTr8/DIwEnS69uop5S8tQq5UYxulHkIlvOEQ8nsBk0aXdmNsdRu753Dyef2IrfV0+FAqomZ7PwuUTUKlG9W7QqFi0vJx9u7pJjrrhNlt15BVKHwAhhBBCiAuZy6ZPK4enVCoIR+JpD2KnVmaxvq5rzGsTSdi0p/ukg2HH4gtE+N3Lu9L69Ly/tZ2/e2gec0dVbUgmk/QPhUgkktiturTeZOPpGQjwqxd2jhl/ZfVBPnvTFOoa+gmEYvgylBoHUCkVY3p6nSlWk5b7r57EvzyyIW3cZdOnlVv0+iN09vvxeEPYTDryskynFIQbT5HbQigcSwuE6bUqbr6k4oR+50KcDyxGLSV5FpqPqsaiVCow6jR86daprJhbzLq6TgqyzcytyaXYbUGhUFDoPj39+QaGw/zk6SPPC9p6fPzsme187c4ZeAPp3zlOq35MmVIAm1lLlj1z1lZBtonP3zyFX79YlzpHVYmDbIeRli4vNrOWsnwbOU4jivHKyAghhBDijJNgmDijAv4IXe1D7NjchlarZsrMAkwWLYn4SMDHbNZRUGInEU/S2T4Eh+b9dqcBnV5NMBDhzRd3MWt+Ca8+syOV/ZVMwqaPmsnNtzJzfgmTp+WRV2hjcCCAVqvGmWXCYhtZNdp4oJ+VL+8Zc23FZc7U/1eqlFisJ15/POALs39PD6verCfgjzB5Wh6LL6vANaqkRF6BjU99cQHeoRAqtRK7w4Amw4ra3AIbn/7KQla/vZ++Hj+Vk3OYtaBEMsOEEEIIIS5wdoue79w7i//32/X0DgZJJpNjen1pVEqC4cwLyMKRzFkKp6q125sWCDvsVy/spLLIjsOqxzMcYtWWNp5+p55gOMayGYXcuWIiecfINoOR/mjDGRbCxRPJtCCX1ajFpFfjD6X337l0dhFm49nJygKYUpHF9x6cwx9e20P/UIgFU/K4/bLKVA+fgeEQj7yyi/c2t6VeM68mly/eOvW0lTnLshv4q0/NYcf+Pj7a2UFFgZ0l0wsozj31AMHAcIh9zR7e2diCw6pjxdwSSvOtElwTZ4zNrONLt07j736xhkjsyGf9M9fX4HYa0GnVuGwG5h/VizCZTJJMjgTNPo5kMslH29vHZHslkiOlD++/qnrM9X7z7pn8/a/Wpr6z9FoVf3n/HHIcmcs0GvQaVswtZkpFFm3dXob8Edp7fPzu5V0olQq+cddM3C6Z3wshhBDnmgTDxBkTjcTZ+FET779ZnxrbtKaZq2+pZduGVkxmLYsuraCo1EEoGGP2whJ2bmmnqaGfK26YjFqtJByKMeQJ4h0OjSmDCLD+wyYmTcnDYNKS7baQnWHl2KQpuezf1U1TQ//IgAIuuXIiWR9jldm+Xd28/NSO1M/bN7bR2uThgS/Oxzpq8msy6zAdZ3WoSq2ksMTBrffPIhqJoTNoUKkyl2URQgghhBAXlrJ8Gz/86hJ6PAGSSTDp1Rh0aoLhkWDQzoY+bru0krrD97KjzJ3sPq3X0jsYzDjePRAgFIkRTyR5a30zj7+xN7XtnU2tHOwc5h8/Ox+TXoNWkzmoYjRosBg1Y7IwVEoF6kP3voun5VOUa+FvH5rHT57aRkefH6VSwZLpBcyrySXrDPfSGfKFicUT2M06TAYNC6bkM7nMRTSWwGrSpr23A62etEAYjJSBXDqjgKUzCk/p/PFEkiFfCI1KhcU0Uq3C7TSxYp6JFfNKTv2NHeIPRHjstT28vbElNfbmumb+4bPzmVmV/m/J4z2U+WfRn9a+ceLiVF3i5L++uYy9zQP4gzFqJrgozDGjy7BYdNAXoqF1iJUbmonGklw2p4jyAtspB5M83tC4322+YBRHhkWxFYV2fvz1pXT1+0kkINdlJPc459dp1ZTkWsnPMtPe60OrVvHV26dTUWSn4DT3YRNCCCHEqZFgmDhjBgcCfLBy/5jxD96qZ87iUla9UU9TQz9X31LLy3/ewbYNrVx72xRmLyxhzaqDNDf0M39ZOTluM+NNv8arMBAKRvH0B/B5wxhNWm68exreoRDBQBSr3YDDZUR7io1jvUMh3ntj35jxgV4/A73+tGDYydBoVWikbrgQQgghxEUny25IK7/1z19YyP/8eSstXV4i0QQ5TiPXLSrj1TWNJJOgVil48LrJFOdaT9s1RKJxEplWnwHFbgtGvYa+wQDPvndgzPbG9iH2NA7w0ocHmVaRxeLpBRQdtfAsx2HgszdN4T+f2JI2fv3iCdQ19PHANZOYVZ1D/1CIymIHf/eZefQNBlEoFDisOrLtxowPzk+HYV+Yzft6+NNb+/AHo1w6u4hrF5WR6xq/7OFHOzozjr+zsYVF0wpOOoDU1e/nzXVNvLupDYtRw91XVjO1IgvLSZRwHy2ZTNLV76erP4BCAbkuE75ANC0QNrIf/OK5nfzwKzbsFj2D3hDr6rp4+p16QpE4K+YWc/XCUtxOyWoRp06pVFCcaz3ud5YvEOH9LW385sVdqbENu7u47dIKrl88AecpzLW7+wPUlLlYk+Eze8nMwnH7kOW6TMcNgGWiUSspzbNSmnf6vp+FEEIIcXpIMEycMX5/OK0PVmrcF0kFomLRBD0dXlw5Jvp7/Lz3xj7mLS6jrclDW5OHqbMLmT6vmFg0gVKpGFPaYMGyCRhM2qOOH+bDt/ez4cOm1FjN9HxW3DCZwtITL4U4nnAoij9DA2CAyGkuVSOEEEIIIS4+E4sd/OCLixj0htFqlGQ7jMyqdnPl/BK8wSh2s45clxHNaSxtp1Iq6B8MsmJuMSs3tKSN33/NJGxmHb7eaCpj7Wh9g0F2Hexn18F+Xl3TyL99eXFaf61hf4Qch4G/fGA2G3Z1E4snuHxuEQXZZryBKI++sos/vLYHpVLBirnF3LWiiukTc07b+zuWj3Z08LNnj1R9eOH9Buoa+vj+w/NxWDLPH7LH6R2U4zSedCDMMxzi3/+wkQNtQ8BIKcN/e3Qj37x7BpfOLj6pYx22u3GAf/zNutR/L4tRw1fvmJ5x384+P8FwHIspycoNLfzhtSMl5p997wD1LR7+6lNzsJpOXz80ITLp6PPxxJtjF54+v6qBeTW5pxQM02hUdA0EWDK9gA+3HSkDO782j9I86dMthBBCXEwkGCbOGKNJh0LBmPKGRrOWaPhI0Mg7HMJk0tGPn8CoQJlCAQN9Ada9f5All1dww13TWPnSbvy+CEqVgvlLJ1BenT3mvF3tw2mBMIBd2zqoqs2ldkb+x3pPw4NBtm1so3xiNgf29qRtUyjAPk4NcSGEEEIIIU6GzaxLy0pSq5SU5p+5B7cqlZLa8iw6+vx84Zap7Gv2YDZomFBgozB7JDvCbtYypdzFzqNKNuo0KhSjAkBDvgib9nSngmHBcJRn3t3PC+83oFQqqC5xoDlUGjGZhO/97KNU0CaRSPLmumaybAbuuHzix+4XdDx9nmBa2cfDDrQN0d3nR69VEwrHMBnSS0AumpbPs+/tJxY/MtlRKhVccQrlDHsHg2TZjWg1KvY0DaTmT4+8sptpldkn3YOsdzDAr1/YSZHbQnuPF38ohjcQJRjKHMgszDFj1Kvp8wR4+p2xlT12NvTT1R+QYJg44/oGQwQy/DuNJ5IZew6eCLfDSEuXF7tZy5dvm0Y4Gh/5zlJAbpbM34UQQoiLiTQmEmeM3Wlk8WWVY8Yvvaaa5lET6AkTs6iZnodCAQajhmh0JFCmUisJBaN0tQ/z9KNb2L2tg0uvqeaqm2u46qYa5i4pxZxhpebenZlLlmzb0EJ8VHPuU9HZNsTa9w9SMyMfi23UuRVw3e1TcbjObB8DIYQQQgghzpSyAhvLZhby7qYWuvp9+ENRSvIsFBwKapkMWj5/81QcltFBOgWfum4yb6xtSjvW7sYj9/td/QFeeL8BGAl27W4cYPuBPn72zA4GfeGM2WYvfdjAwHDoDLzLdNF4IuND9uJcC5FYgh8+tpHv/2oNP3tmO02dw0e2uy3865cWU13iQKVUUF5g41++sJCykyyN1jvoxxeIMHtSDlPKs/j6nTMozh35fXu8YaKxk5+/eIbDzKp2k+cycsflE7nnyiqUCti4t5sr5qcH65RKBZ+/ZSo2s45ILDFu5l9onHEhTie1SoHFqMkwrhy3ZOnxWExavnrHNCxGLb9+YSdPvLkXjzfE7ElutKcxu1YIIYQQ5z/JDBNnjFarYtaCYpzZRvbu7EatUVJWmcXenZ1MmVVAa7OHgmI7Q54gTQf6mb2oFItVz/ZNrcBIOYNs95FGs/W7e6jfPZKNNWVWAdPnFGU8rzlDA9yRcR3K8ZqMnaDWxgGSiSRvPF/H4ssq0OrUxOMJTGYt5ROz0ZyhPgZCCCGEEEKcLsP+CP1DQdQqJdl2A/pDlRmCoRh6jZpPXTMZu0WHy6bHZEgvSV6SZ+VHX1tKR5+fWDyOWqXity/V0dLlTdtvRpU79f8HveGM19E9ECARz9ynLJ5IkiTzttPJatIwpTyLnQ19qTGFAu68bCJvb2xhXk0efYNBLEYtOw/0olYpKMyxoFIpqS518vcPzycQiqHXqbGaTq6/V3uvj3c2trByfQvRWJzF0wuwmbXcurySnzy1jZoJrpM+ZkvXMP/w67V4A1EA3t/aTlWxg9su+//s3XWAW+eV+P2vmFmjYQZ7wMxsxw4nDnOTNE2atN3y8q/bbrewfRe6W9y2SdM2TZuGkyZxwLEdB8w8Zo+HGaURs94/xpYtS2OPKabn85+eC7rSSJp773nOOVW8vPoQP//bJcyuzeHDHZ1YjSoWTimg5EjwzaRXUZ5vorFzOGWfSrk0paedIJwvDquWu5ZW8bs396aM33fNOKyjXOePRbZVx6PL67h9SQUSiQSrUX3es04FQRAEQbj4iDv3wnnl9YRY8fJuCkss+H1xVry8m0Q8QcAX4c6HptF0sJ+PV4004V54TRUNe3vxukPUTMplwdWVmExq5iwuY8PapuQ+dQYV85dWIFfI8AwHCYWiqNXyZBBsXG0OH7/fkNpfTALT5xanlG85E468kZmeoWCU1SuOlVOZOruImklnV4JREARBEARBEM63lm43P/nLdho7h5FIYN7EPD57Uy2xWJz//NNWGo/0rTJoFfzzwzOpK7chOWFCmcOqxWEdKS/WPeAjGE7NGsqz65hceayc+WgZHVkWDXqdEqVcSviEDKjr5pRgNZ7/AIxOo+Tzt9bxrV+tSwaQplRl4fKGkMmk/PLlXcl1rUY1JbmmlF5oeq0Svfb0AlYAkWiMFZ808eYnzcmx9za2Mqkyi0mVdhZPzWf5wnK06vQsmdFEY3FWrGtOvo6jDrY5WTS1gKUzCsm2aSnKNTKjJidte6NOyZfvnsy//GodviOl6qQS+MZ9U5N/b0E4n/Ky9Hh8Yb5x3xR2Nw4Si8WZOyGPgmw9WWfZkkAul57xPsLRGP5ABI1KjkpMgBUEQRCES5b4Ly6cV153kGgkTnNDal+BzjYXg31eNn187OIvHI6y6Noq5l5VjkarSGZZzV9aQfWEXLo7h9EbVGTnGdEb1RzY08O7r+3B7Qpitmq58Y46iitsZOXoefALs3n7tT30d3uw2LRcd1sd2adZsiSTgmILRrMat+tYyRa5Qsr0eSXIZKLqqCAIgiAIgnDxGhwO8L2nN9LvDAAj/bo+2dWFWikj26ZNBsIAPP4I3//dJn76zUXk2vUkEglCkRhKuSwloyLXruP7T8xlb9MgB1qGGF9ipbbMRo5Nl1wn26rlxnmlrFh37NxfIoEv3DaR/Cw933lsNv/1p60Me0fKFc6uy+HGeaXIPqXMjdI8Ez/+2iI6+jwEwzHKC0wcanOxanNbynpD7iDvb25lfIkFxVmWV+tzBnjnhNKSALsa+lkwOY9ZdRUUZZ/e9Ys/GE3r53aU0x3kgeurT3kjv6LAzP98YxGdfV7C0TgFWXrysnTIxbWO8ClQymVMqMhicDgw0ltQLsNu1qQF5D9NLd1uXlt7mL1Ng5Tlm7h7aRWl+aZP7fdJEARBEIRzRwTDhPNKO0pZD7tDz/CRi3AYqVVvMmvQ6JScOP9To1VSUKKkoMSSHGtvGeLF329NPnYN+Xnut5t59OvzySswU1xu46EvzCYUjKJUyTL2FjsTVruOB78wmz3bu2jY30dugYnpc4tx5BhOvbEgCIIgCIIgXEA9g/5kIOx4H2zr4HM316aNB0JRBoeDxOIJ1m7rYOehfsaXWLh6VjHFOccCNTk2HTk2HUtnFGV8Xp1GwT3LqphSlcWqzW0YdUqumV1MSa4RmVTCpMos/vfrixh0B1EpZGRbtaeVEXUu5Np15NpHAnjdg17c3sylHXcc6sfji2A1nV0wLByJER2lRKRCLiX7DDJY1AoZ5fkm2ns9acsqiyzYxphpl2fXk2fXn3pFQThPbKaLoyxnW6+Hf/zFx/iPZEr2DvnZur+XH391IaX5pgt8dOdWIpHAF4igVMhQKkQvNUEQBOHyJIJhwnnh9YTwe0NodEoqxmdx+ED/sYUSmLWolDXHlRlcdnM1Nocuw57SJRIJtm1ozTAO+3Z2k1dgBkCnV6E7wya7J2PL0rPwmkrmLC5DLpciFbMkBUEQBEEQhEtAIpE5+BJPJEbtn6NQyPjn/1uX7Pt1sM3J+5vb+K+vLKAoZ+yZSxajmll1ucyszcmY5ZFl0Z51GbRzRSqRYDJkvo5wWDQolWd/o9hiUFHg0NPR500Z12kUFOcaT7sUWygcZeOeHqaNd7BhdzehSCy5rNChp7zg8rpxLwjnQzyeoNfpx+kOYtAq2H6gPxkIOyoSjbNyUyuP3zbhgmasnUvdAz4+3NHOJzu7yLHpuOOqSsoLTCjPMgNWEARBEC42IhgmnFPxeIL2liHefKGeoQEfSrWcOz8zheqJueza2oHBpGbm/BIUShnLbq4mHIySW2DClq1HpRrj7M8EBHyRjIsC/vBJNw34w7iGAkQjMQxmNeYzvOCWSCQoVeLrIwiCIAiCIFw6HBYtRp0Sty/1nHlWTQ5KefoEr4oCEw1tzmQg7Ch/MMrabR08dGPNaR/DpXDz2G7WYujz4rBo6Dshk+6B66rRa84+a81sUPONe6fy7SfXJ2+2y2VSvnHfFMryTi9wFY3GaGhz8ePntpFt1fLFOyayp2mQngEf06uzmTcxD8dFEmgUhItVJBpjy75efvL8DgKhKFVFFvKyMk/Ybe3xEIvHkcs+vWBRIpGgz+nH6Q6hVspwWHVo1Wd2T+L4fcllElZvaeetI2VsW3s8bN7Xw4++NJ/aMtu5fAmCIAiCcMGJu/nCOTXY5+VPv9lE7EgD7HAwynO/3cI9j0zngcdnIZVKkr21ck7zIu8oiVTClFlFNOzvS1tWMylv1O2cg37efGkXLUf6l2l1Su58aCrFZTYkot63IAiCIAiCcJlzWLV859FZ/PsftjDkHumBW1Vk4ZGba1HIZVw/p4T3N7cSjSUYV2zhb++fxourDmbc18E2J9FY/JLoJeULRBgYDiAB7GbNKUswyqQSyvLNfPP+qaze2s7Og/3YzWruvWY8NaXWc3ZcVcUW/vcbi+ge8BGLJci168iz6047YNg16GNP8yCJxEgpzJ88v4PKQjM2k4YDrU5umFd6zo5ZEC5XnX1e/uOPW4gfSaDt6PMwf1Iea7d1pK07f3LeeQmE9Q356RnyI5GM9Fo8GsSOxuLsPNTP/zy3DY9/ZGLwwin5fPbGWrIsp1dSsnfIR3uPh35XgD5ngLfWNTF9fDYPXDueP783Ur0nkYA/vbOfbz8661MvWSsIgiAI55MIhglnJBSM0N/rpblhAIVSRmmFDXu2gYE+D3qDKqUfGMCHKw9RXGZDoT03J1IFJWamzili+4YjTa0lMHdxOTn5mUu1xKIx1q05nAyEAfh9Yf7y9BYe/+YCbFmiJr4gCIIgCIJw+RtXbOXHX1vIgCuAXCbFYdVg1I2UBHzs1jpuWVROLBbHalSj1yqZVOVg1Zb2tP1Mr86+JAJhXf1efvVqPTsPjZRtn1KVxRdun0jeKc7/zQYVZoOKAoeBO6+KYNIp0Wky90M+GX8wQkuXm7Xb24nFYfG0AsryTARCUVp73PQM+ikvMBGPJ4jHE4QicbSn8b4GQlE+2t5JNBZPGW9od9HQ7mL8cX2XhYvDgCtAJBrDoFWi157+Z0o4Pxo7h5OBMBjJgPUFItSV2djTdOw+Qlm+iWnjHWf0HAOuAP5gFJ1GntYXraHdyXef2pjM3DUbVHz3sdmUF5jp6vfxg99tInbcAX60o5PiHCN3La1MCaC7vEE6er00d7mxmtRkWzRoVHIcVi3NXW5+8LtNOI9k+xY49Hzx9kn84qWdZFu15Gfp6ewfKd3a0e8lGI6JYJggCIJwWRHBMOG0RaMxdm/v5O1X9iTHyqrsLL62CrlCxqJrq1BrFHjdQVb+dR/RaJxIJEY8nrlHwZnQG9Qsu7Ga6XOK8XnD6A0qzFYNqlFO1DzuELu2pM/oioRjuAb9IhgmCIIgCIIgXDHsZg12c3o2gVIuI/+E8+KaEitl+SaaOoeTYzk2LbNqc877cZ6pYW8IiQQkSPjpCzvY1zyUXLbjUD8/e3En//LIzDEFIkx6FaYz7EMcjydYV9/Fz17YmRxbuamVx26po6nDSX3jIJ+5rpr/fHYr/UcmE86dmMujN9fhsI6trGHvkJ8XVx/iy3dNRiIZyeg43vIF5WhEefcLKh4fKUkXCkc50OrkT+8cwOUNUV1i5fFbJ1BRaL7Qh3hFCoVjdA/66BvyodMoyZSQ+eLqQzx0fTV3L6uio89Lrl1HSa4x4+/nyQRCUbYd6OXJ13bj9ISwmdR88Y5JTK60o1LK6Rrw8v89syWlhK3LE+I/n93Kf3x5AR19npRA2FEr1jWzbGYRVqM6uc3Tb+xl7fZj9z6yrVruWlqJbdDPz17YkQyEAXT0eXlvYwsLpxTw8c5O5k3K47W1I8GwqeMc56QkrCAIgiBcTMRZsXDaXEMB3nt9X/KxI9fAhKn5HD7Qz0erGuDIOZrVruO+x2bS2+3G7tCj1Z/bWW9qjYKc/LGVWpRIQCqTEItlWCZKJAqCIAiCIAhCRg6rlm89MpNDbU72Nw9RUWimusRKji1zL50LacAVYMPubt78pAmZVMJjt9SlBMKO2ts0SJ8zcN6zcvqcfp56fU/a+B9X7OOhG2soy7fw1Ou78R3pGQawvr4bu1nDIzfVjinzzu0NkUjA+5tbeWx5HS+sOoTbF0Yuk3L74gomVIiePxeS2xdm7bZ2/vpRI8sXlPPbN459Hva3DPGtX6/jf762iHyHmJz5aQqGo6zZ0s6vX6tPBpC/cd9U5DJpSpZlIjESEJ8yzsGUcWeWDQbQ3DXMf/xxa/Lx4HCQH/5+Ez/5+iKGfWF6hvxp/QkBugZ8IyVeR7llIZNJOH5RW687JRAGIwHzps5hJBJSAmFH7WseYv7kfPY0DhA/8tKNOiW3L6lAqfj0eqIJgiAIwqdBBMOE0+bzhIgdd4I4eUYh8XiCj95vSFlvaMDHnu2dDA362TjYxHW31lI2Lgul8tjHzucNMTTgx+8NoTeqsNh0aHXn/qLUYFQza34Jn6xpTBnX6BRYLsILeUEQBEEQBEG4WDgsI71r5k/KP6f77Rn0sb9liOauYapLrFQUWMbU/2bAFWDIHUQpl+Kw6tCq5QRCUf787gFWbWlLrtc14Bt1H4kTU6jOA68/TCAUTRsPH+mvLJVJUgJhR727voVbFpSPKTvMpFchlcCBFifDnjC3La5AIZeilEuZXOXArFef/QsRzti+pkGe+userp1dzJpt6eVG/cEozd3DIhiWQSgSpXfQT78rgEYlR69RcLDNidMdpK7cTmG2AcMZBrS7Bnz86tX6lLGXVh/ibx+Yyu/e2Eu/K4BCPhJQnl6Tfcr99Qz62Hmony37exlfZGHWhFyKsg3J5e9tbEnbJpGAgeEgP/zDZh6/dcKo+1bIpDgsWpRyafK346jl88uwGI99VKzGPwABAABJREFUxw+0ODPuY3fjIHXl9ozLpBIgATfNL0Uhl/K3D0ylqtByylKygiAIgnApEsEw4bSpT0iVl0ghGIhkXHf/7h5mLSiltXGQF/+wjUe+PJfCI02n3a4AK17ZTcO+vuT6E6fns+zGavTGc3vRJpVJmTavBL8/wo7N7STiCew5em69bzIW29hKkAiCIAiCIAiCcG509Xv59m/WJ7MhXqORqiIz//TQDLIsmc/PE4kE+1uG+M9ntzI4HASOlBVcXoc/GGX11raU9fuG/BRlG2jr9aSMF+casJs1xOMJEokEspNkYPUO+ejq9xGOxsm1acm161DIx5YtodMo0ajkaQExhVzKqWtTjC1Yl23TctfSKl5YdYjuQR/PrNiHRAL//PAMcu1i0t+FFAhFeXXtyIRRtVKOb5RrZn8gPSB6pQuGo6zd3sGvXqlPtlsozTNy3ZwSnn3nAAD3LKvi9qsq0KpOv5RfV583bayjz8uf3znA978wl2A4ikYpx2pU4wtG8PrDo2aS9g75+N5vN9J+ZJ+b9/bw6trD/MeX51OUYySRSGT8G+dn6dnbPEg8nqCh3cXECjv1hwdS1plVm4NRr2TTnm6+cMdEnl95kD5nALlMwpJphZTkpfZMzxnl3obDosHrj1CYbaD9hN/DmbW5yOUS5tUUYDWJ4LkgCIJweRPBMOG0ma0aJs8sxO0KUD0xF7NVy9Aosy51eiWRyLHahFvWt1JQYkEikdDaNJQSCAOo39pJ7eQ8Ks9xMAzAZNZw7a21zF5URiwaR29UoTvD+v+CIAiCIAiCIJy59bu70sqCHWpzcajNNWowrHvQx3ef2pgSXFpf343DomXxtMK0flnvbWzli7dP5C/vH6T7yPVKrl3HP3xmOh19Xtbv7qI014jdrMVuVlPgMKRs39Q5zL8+tQHXkdJiUqmEv3tgGrPrclHIT13C0GHV8tmbavjVK8cyUHLtOh5bXsvgcBC1So5OLU/LDrtubglW49h6EqmVcpYvKKOu3MYH2zrQaxQsmlpAcY7h1BsL51U8nkhm8uxq6GdGTTZvfdKctl5ZwdhK/19Juvp9/PKlXSljzV1uGjuGqSqycKjNyQurDjF3Yh5l+Sb8wQhD7iAyqYQsiwa57OQBa406862weCKBXqMgP0tPR5+Hp/66m817e3FYNHzm+mrGl1jTevAdbHXS3udFJpUwqy6HigIzg8NB1m7r4KrphdgtGpbNKmLj3p6U7RRyKZHoyL2SD7a184XbJqDXKti4pwcJsGRaIXcurWTz3h7W13fT3OXm2tnFGHRKpBIJm/b28P7mNiZXHSvfWFlowWJQpZRDlEpgweR8nnp9N9//wlx+/+ZedjcOIpXAvEn53HN1Fbk2nSiJKAiCIFwRRDBMOG0qtYKFV1eya2sHK17ZTXlVFguvrkRvUOE9oQb1nMVlxGIJrrphPGvfO4jfFyIRT5CQwK4t6WUiAPbv6qay+tSlCM6EQiHDLkpQCIIgCIIgCMIFE4rE2LKvN+Oy+sP9zJuUl3FZz4A/Y9nBdza0cPXM4rTAUiAU5cXVh/juY7Px+MMA5Fh17G4cYOXmVqZUOfj9W/tw+8IYdUoev3UCs2pzUKvkDA0HeOqvu5OBMBgJbvzPc9v5+d8tTgucZSKTSlg0pYBCh553N7YyscKOLxDh/16pJxKNs2hKPt//wlyau9wEQ1H8oSj9Tj+3LChHPoZg21FGvYrJVY6Um+LChafTKLhxbik/e3EnLd1urp5ZlAzkwEiQ4vHbJpIvytGlOTF76ajN+3q4ZmZx8j0ccgdRyKU8+fpudh7qRy6Tcv2cEm5bXHHSkqsFDj1mgyrl+w3wwHXjMelV9A75+Nav1jPkHslAdXlDfOfJDXz/iTlp37OGdhcWg4pHbq7lg23tvLDqENlWLbcuKueTXZ1oNQrmTsjj1kVl/PWjJhKJkb/97LocJlTYefPjZuLxBL96tZ6p4xx87qZaygtNVBVaaO4a5q8fNTGlKosdh/p5YdWhlOd+4rbU8oq5dh0//OI83vqkia37e8mx67hqWiFrtrbzpTsnUZht4FuPzGRwOIhUKiHLrEGlFLcFBUEQhCuH+K8nnBGfL8y6NYcpLrVid+jZsbmdpTdVs3dHF02H+tEbVcxaUIpUJuWtl3bhyDWw+NpxWO1apEfKkJhGOTk1jaE2viAIgiAIgiAIlyaFTEpFoZl9zUNpy8pPkiUTT8QzjkuAWDzO1++byo+e2ZIsqyaXSXji9okpvW8GXAF++8Ye7r92PD9/cWdy3O0L899/3saPvjQP+ZHrlT2Ng2nPFY3F6XP6xxQMg5GASI5NR02pjdZuN28elxn05ifNtPV4yLbpWLmpFatRzd9/ZtqY+qYJl4ap4x1cPbOI9ze38fSbe7l1YRn3Xl2FRDLSiy/bqhXBiAxOzL46Sq9RpATELQYVP/j9Jrr6RzI/o7E4b37SBMDnlteMmiGWbdXxwy/M5dl39rN5bw8Wo5qHbqhmypFAV2u3JxkIO96f3ztIZaEF3XGtI+rKbeTYdPzmtd3JUphtPR5+9sJOvnnfVH758i7qyu3cf201S2cU4faFMelUZNu0RKNxHrqhmj+9e4B4PMG2A31kmTUsnJKPUiGjpdtNe6+HWxeVY9Aq8PiPldq0GFRMGZceAC/MNvD5WyZw7zXjiERi+AJRJtxjT+lBqNOc+z7tgiAIgnApEGddwhnxeUIsvbGatqYhotEYRaVWtm1oRW9QsfTG8QT8ETZ93MzcJRUA9HV7UM2RUXSkX9jQgI/SSjs7N7enlDORyaSMr8u5EC9JEARBEARBEIRPgVQq4eqZRazc2EowfKykusWgoq7MPup2NpMmYw+uxVMLCIajTB/v4KffXExTpwupVEJpnomCE7JuAqEoDouW+ob+jM/x3sZWgqEoV80oyljCEEA5xp5h4XCMQXeA9fXdyGVS3tvYmrbOrsMDfHFSHmwayXL53tOb+Mk3FqUE8IRLl82k4fO31rF8QRneQASLQU22VXtamX9XosJsfVrwB+DqmUW89mEjALVlNoa9oWQg7HjvbGhh+YIyck7SN68ox8g375+G2xdGIZOm9MtyetIDYQD9Tj/hSAy5TEp7n4fdjQNIgKJsI3l2HQ3trpT139/cxozabHoGfBTnGLEaNeTZ9cdKEiph+YJyZtXm4PSEMGiVZFu1yWCbxTByTH98ex+fvamWps5hWnvcVBaaWTajaNSsQrlcmtz2ZKKxOL2DfgaGA2hUcnJsWow60UpCEARBuHyJYJhw2kKhCI0H+tmyriU5tm1jGzfcXsdHKxs4sPtYLezEcZGuvm4PM+aVEo3GWLfmML1dbm66eyJbPmmhr9tDboGJpTdVkyXq2wuCIAiCIAjCZa04x8h/fXUh725o5lCbiynjHCyZVnDSIJBZr+JLd0zk2Xf20+cMIJHArNpccu061Eo5crmMklwjJbnGUfeh0yiwm9VEopmzzCLRONF4gmFvkOvnlvLymoYTjttAtm30G+xHDbkDvLz6MLFEnPqGAa6fU5LsH3Wi6HHjgVCUnkG/CIZdRjQqBSV5oi/Y6ci16/nhF+fx9Bt72dXQj1mv4t5rqvAFIpj1Kq6fU4JGJaczQyAMRoI8sXjm79vxNCp5xiy0ktzMf6+5E/PQaRVsqO/mv/+8LTl+tOTlsDdEnzNAcY6BmbU5aNVyYrEENpOaZ9/ex+Z9veQ79Nx1VSWleSYUcikqpYyiHCNFGeYEF+casZnUDA4H+fmLOynJNZJj0zF3Yh5FOaP/zo2FyxOkq9/Hht1drN7ajscfoabUyjfvn0q29dS/cYIgCIJwKRLBMOG0uQb9yUCYLUuHTCalv9fD+g8amTSjgHVrRmZq6fRKIsfN2swtNAMjWWX12zqJReMM/nUfdVPyqZuSz0Cfl0goilQq+bRfkiAIgiAIgiAInyKJREJJrpHP3zKBUCSOWik75XWAxajGpFexeFohJp0SqVTC7sYBBoeD5NjGVmrdalSzdEYRPYN+1u/uTls+ocLO02/sYUZ1NrF4gnuvGcfKja34ghFm1eZw66IKssynLmO4ZV8vb37SxNIZRWhUcvqcfgqzDWm9kDQqeUqlDACpSBoSBErzTPzzwzNw+8IoFVJsJg2hcJS6Mjv/+/x2egb9fO7m2owZnNPGObAYz7zcaH6WjtsXl/Pq2sbkWLZVw43zShl0Bfjly7tS1o8n4PmVB7lpfikymRSXJ8jqLe1IpXDD3FLqDw/wygeHgZF+aJv39vCfX55Pca6R3kE/g+4Aeo2SHJsOo0553HNq+cEX5vLXj5rYtKcbtVLGjfNLTxrwP5VYPMGB5kF+99ZeGtpdFDgMPHRDDWu2trOveYi317Xw0A3VyGTih0gQBEG4/Ihg2BVOLj/9j4DXE6ag2MyU2UX0drqJRuPMmF9C48F+dIaRlHqdXsmym6pZveIAAAajmpJyGwASqQSVWo7fGyYUjLJtw7FyIXVTMjfLFgRBEARBEATh8iOTSdGexk3XmlIrWo2cNVvacfvCLJtRRGWhBY1KceqNj5hYYcdq8HLHkgpe+7CReDyBTCrhxnmlNLQ7iUTjvLDqEJ+9qYZdh/q5ZlYRFqOakhwjhdmnzthye0O8fqSU26Y93dx7zTj+svIgj986gV+/Wp8s8yiTSnjohmpWrDvWR0x/pMeYIAgjmZzH9+dSKeWs3tpOz6AfgLc+aeJzy+v43Rt7kgGxAoeex26tQ6s+89tdeq2Su5ZWMW9SPu29HswGFYXZBhwWLftbhtJKtQK4vCEKsw2s2drOpr3HquX88e39XD2ziMlVWew8NFKeNR5P8NLqBhZMzufHz21LBsSnVzv40h2TyLIcC+4XOAw8cVsd910zDpVClvJ+nInmrmG+/eSGZHZse6+H/3tlF1+7ZwoH25ys2tLG8oVl2Eyid6EgCIJw+RHBsCtQOBRloM9LW/MQoKOv243doUea4SLU5w0Ri8bR6VXIjtQ1N5hUTJhWwFsv1qfMYlywrILSSjuf/Zu5qLVy9tf3YLFrmT6vmNrJeViP1Os2mjQsWFbJe6/vTXkunUGVXEcQBEEQBEEQBOFEKqWccUVWxhVZMy4fHA4QjSUw65WolKmXu4lEAolEgkIuozTfRH6WnqumF+H2hVAr5fzp3X1sOzBys3rIHeSnz+/gbx+YxrhiC2ql7Ix66XgDEQ63u7hlYRmvftDAg9dXo5BL0arl5GfpWb+rk65+LwC5dh1/98A0EQwThJPIPe6eQZ8zwAvvH+Seq8dhMajItmrJtumwGk/dL+tU9FolVUVKqoosKeM6tRypZCQb7HhKuRSLQZUSCDvqg23tfO7mumQwDKCjz8u+5sGUeypb9/exeV8vN84rTdleLpNhNY6tV+GpbNvfm1YmNpGAzft6qCu30T3gE9V6BEEQhMuWCIZdYaLRGHt2dPLWS7uTYzLZIR54fCYlFceaVft9YRoP9vPhe4cI+MPUTclj1sIyrHYdCoWMj1c1pJXzWPdBI+XjHWzf1IbVrmV8XQ5zFpehVKZ/zGon5xKNxPh41WHCoSgl5Tauva0Ws3Vs5U0EQRAEQRAEQRCOGvaGWLeri+dWHsDjCzN7Qi4PXldNlkVDS7eb9za24vKGuHpmMeNLLFgMapRKGUU5BsBAIpHgnmXj6ejz0TvkRyaVcN2cEmpKrafMkIjF4oQjcdQqGRKJBKNexa2LyvnFSyOl1NZu76DAoWfJtELGFVvItmox6UcCawUOPYunFxKOxLGa1FgMZ38TXxAuV7FYnGnjHTz//kFC4RgwEhB7ZsU+fvy1hZQXmM/7MTisWm5aUMYbHzWljN+9rIrEKNtEYwniJ9xAmVSZRWOHK23dlZtaWTy14KwzwEYzNBzMOO72hTEcyYgTv0OCIAjC5UoEw64wrqEA77yampEVi8V588V6HvnyXPRHZlAd3NPDmy/WJ9fZsq6VlsYhPvP4LMLhGF53KG3f8ViCrnYX9Vs7APhk1WE+++W55B3pFXY8vUHN3MXl1E7OIxYbyTxTn6eTPUEQBEEQBEEQLl2hcIzeIR9OTwijTkmOTZtWFnF9fRe/erX+uMfdDDgD3LWskn//w5bkRL4t+3q5bk4xj9xUi1Z9bB8SiYTqUiv/+ZUFON1BVEoZDosWpSI9G6Otx83WA72093iYOt5BPA5vfNTI1OpsFk8pIN+hZ0ZNNjcvKGPFumbi8QRuX5jSPCOleSYU8mMVOVRKOXlZBoaGA4QjccLRGEr5uckAEYTLRTyeoLXbzXubWlHKpXzv8Tm8tLqBg61DlOYZefCGGorPoo/W6VAr5dyxpJKKAjNvftyETCrh1kUV1JXbCIaiGLQKPP5IyjYOiwa3L5x8bDWqmT85j7fXN5+4ewxaBXLZ+cvMmladzdsbWtLGp1RloVbKmV2bc9r7jMXiOD0hpBIJVpMIpAmCIAgXLxEMu8J43UFisXjauHPQj98XRm9U4x4OsOadg2nr9Pd4GBr0YTJrUGsUBAOpJ3hIQH7chV00Gmf12we4++HpqDLU65ZIJSITTBAEQRAEQRCEUXn8Yd5Z38Kf3ztA/EhdshvnlnLP1VVYjkzkGxwO8Nx76dcvk6qyeOr1PWkVLd7d0Mp1c0oozzenbWM1qk9aYq25a5h//MUnyZ5Bq7a0U1dmo7bcxvMrD/L+plZ+9KX55Np1fPaGGq6fU0IgFMVsUOGwpF/7DA4HeG9jK69/2Eg4EmPJtALuXjYupRScIFzpWrvdrNzUSoFDz4FWJx/v7OS6OcU8urwGq1GTEtj+NFiNapZMK2RWbQ4SJGiO3O8w6pR88/5p/PD3m4jGRn54VAoZj95Shz8Y4Z5lVRTlGKgqshCJxlDKpYRPKFl4x5LKtBKv51JpvpFlM4tYtbktOTZlXBbTq7MpzjUhO80Sib1DPlasa2HlplZUChl3XFXBgkn5yd9nQRAEQbiYiGDYFWa07CuVWo7iyAlXLJrA503P/IKROvvhcJSb7pqA3xfh8IE+Du3tBWDa7GKUSjl6oyqZOdbZ6iIYjGQMhgmCIAiCIAiCIJwoHk/Q0euha9BHNBrHqFNSXWJlb9MgACvWNzOh0s68iXkAxGIJPP5w2n5MehV9zkDG53B709c/lXAkxsurG5KBsKP2NA2yYEo+UqmEweEgB1qHyLXrUCplFGYbRt1fNBbjtbWH+etx5dZWbWmnvdfLtx+dlSylKAhXslgszu6mAfyhKL957Vi7h3fWt/Avn5tJgePTyQjL5MQgnEQiYXJVFj/95hIaO1y4/WHkMil/eHMf/S4/VqOav//MdHJsOuLxBD/44jx+8+ouGjvdWI1qHl1em9ajDEZ+E52eIFKJZMxBplA4hjcQRqmQYdAqk+NZZi2fuW48S6cX0u8MYDiSbVvgGP23ajQeX5ifvbCT+sMDAPgCEZ56fQ9ub5h7rxmHPENfekEQBEG4kESE4gpjtmqpm5rPnu2dKeOLrxuH2TJSC1+nV1IxPovD+/tT1qmbmk9r4xAfvd9AIp4ACUyZUcjVN9cgkYLVpuOtl+q56obxfLjyEMPOADl5RlQq8TETBEEQBEEQBGFsmruG+dmLO2nqHAZAKoF7rh6HQi5l56GRa5R3N7QwqzYHuUyKyaBi7sQ8Pt6Zeo3jdAfJtenoHvSlPYf5DAJNvkCEfS2DGZcNDQfRaxS4fWGau4ZZMq3wlPvrcwZYsa4lbfxgm5PeIb8IhgkCEAzHMGiVrNnanjIeiyf4w1v7qCqyYNRdPN8VuUxKXpaW37+5h+2H+pMZrTDynV9X38n4EitSqYTqEivfe2IeXn8YlVKWsT9h35CflZtakyUi77yqktl1uaMGxQZdAXqdft5Z38KOQ33YTRoevL6amjIbmiP3ZmwmzSl7IY5Fz5AvGQg73usfNrJ0RpHIcBUEQRAuOmKaxhVGrVGw7Kbx3HjnBLJzDRQUm7n7s9OYMDUfyZF0eKVKzrIbq9Hpj80ekkol1EzM5cP3Do0EwgASsGNzOwqVjI0fNtPZ5kQqk/Du63uZtbAUqVTC0pvGn5NeYMFABI87SCwWO+t9CYIgCIIgCIJwcfL6w6zc1JoMhAHEE/CXlQeZPykvOaZTyzlazEulkHH/tePJsR0rQyiVSqgsNPPE7RM4serXLQvLybGffrl2jUpOWYbSigBmgwrfkTLytaW2Me0vGo0TzVDCHiAUEdc9wuXN7QvR7/SnZVqeSKOSkzix1ukRrT0e/MGTb38hSJAgk0lSAmFHKU7oCWjUKcnL0mcMTnn9YX75yi5eWHUIlydEnzPA/71SzzsbWjK2vxj2htjdOMB//Wkra7d3MOwN09g5zHd/u5H9LUPn7gUeEQxl/p0KRWJEouI3TBAEQbj4iJSdK5DRpGHanGJqJ+XR3tFOZVVu2jqOXCOf++p8Bvu9hIJRcvKNbP64JeP+DtR3k5NnoLvDTVa2gcaD/Wh1Sh792nwcuSOp9i6nH783jFIlx2zVIB9jU+hwKEp7i5MP3j2A2xlkXF02sxeWYXPoz/j1C4IgCIIgCIJwcXJ5Q2zc05Nx2bA3jFopIxiOceO8MmTHleAqcOj50Zfm0z3gIxiOkm3VkWPXIgF+/LVFfLSzg2FviIVTCqgoMKNRnf6EPbVKzr1Xj2P7gb6UIFZZvolhb4hYPEFtmZXyAtOY9mcxqKksNNPQ7koZ16nlZJnPPmtDEC5GwXCUvU2D/P6tvfQM+plclcVnrq2mJC9zuUOpVEK2NXOGUa5dh1o5tnsLnyaZTMpN88vYdKSlxFESCcyuS7//MpqeIT/bD/Sljb/6wWEWTysgEYeuAS8w8l54fGE8/ggDrmDaNs++vY+qQjP640omni27WYNGJU8LaJbmGTEbLp5sPUEQBEE4SgTDrmBqrQK3xznqcotNi+W42ZUqdeaTTIVSRiQcIyvHwOEjJ2p6g4rcAhPRaIyDe3p448VdBHwRpDIJcxaWMWtRKXrDqWtdt7c4+fOTm5KPt21oo2F/H5/9m7mYrac/m1MQBEEQBEEQhIuXUiFDr1Uw5E6/matSytBq5Hz5rskZA052swZ7hiBSRaGZikJz8nH3gI/19V1s2dfD+BIbcybknrS31/HK8k38+GsLWbW5ldZeD/Mm5lGYbWDr/h7+5ZGZlBeYsJvHdp1i0Cn5yl2T+c5TG3B5RnouqxQy/vGhGWSLax3hMnWozcV3n9qYfLxpTw97Gwf5768tJD8r86TXohwD8yfl8cmuruSYRAJP3DYB8xjuK5xvkWicjj4P+5qHiERj1JbZKM418jd3TuL3b+3FH4xi0iv50h2TKM4Ze2+u4ChZc6FIDJcnyHd+szGZRaqUS/nm/VPxBSMZtxkYDhKOZM5EPVMOq5a/vX8qP3pmC7EjWXA6tZyv3D35oipdKQiCIAhHiWCYMGbjJ+aybk0jJ1YoqKzO5oN3D1AzKY9NHzWj0SqwHKkNPdjn5cU/bE1uE48lWPdBI1m5BiZOKzjp8wUDET5490DauNsVpL/XI4JhgiAIgiAIgnCZcVi03LGkkv/9y/aUcb1GQW2ZjbkTcsmynPo6IBCKEo7E0KrlKWXJeod8/NtvN9DZP9JHbMv+Pl5be5j/+PJ8inIyZ6YcTyaVUJZv4vHbJhKLxZPZaRPK7afzMpNK8038+KsL6R70EYvFybHpyLbpkEgkp95YEC4xwXCUF98/mDbuDURoaHeNGgwzaJU8dksdcybksnJTGzaTihvmllKSe+rv7Kdhd2M///bbTSllEb9+7xSWTi9kSlUWvmAUg1Yxpt+u41mN6mQ27PGKsg109nm5bUkFLk+Ij3d24gtE8IeiWEbJyJpTl4tRf/YtLI4nk0qYOj6bn/3tEroHvMjlUvLsOnLtopKPIAiCcHESwTBhzBw5Bu753AzefmU3blcQrV7JgqUVRCNRrrphPGtWHMBq13H7Z6ZgORKoam9xpQXPADZ+2ERVTfZJ+4lFIjHczvQZoQBed/icvCZBEARBEARBEC4uU6qy+Js7J/Hn9w7g8oSYUGHnkZtqqCgwn3LbcDRGa7ebpo5hmrrdFDr01JbZKM0bySQ70OJMBsKO8gYirN7azsM31CA90mAsEo3TO+Sj3xlArZSRY9dhOSED5fgyjWfDYdXiEBP9hCtAOBJnMEPWJ8CQO3DSbW0mDQunFDBvYh4SiST5Xb3QBlwBfvbCzrT+YL96pZ7qEit5owT4xiISifHQDTX89o09yf1rVHK+cMdEVm5sZcv+XhwWDQ/fUM363d3sbx4i36Hn+jklvLOhJbkfh0XDLQvLkcvOfUlJhVxKUY6BotPIeBMEQRCEC0UEw4Qxk8tlVNVkk5NvJBSIolDJ0OlUQByXM8j9j8/CYFSjT5mJlLnRbSIx6qIkrU7BuLpstm1oS1vmyBUzjQRBEARBEAThcmQxqrluTgnTxjsIR+OY9Sp0J5lEd7z2Hg+/eW03B1uPlYPPsmj49udmUZpn4lBb5jLxexsHCUdjqJVyItEYm/b28D/PbScSHSkrVp5v4h8fmi4yHgThLBi0ChZNLeDPGSrAVJfYxrSPcxWEPlc8/jCDw+kBvlAkhtMTOuNgWDgS48XVDXQN+Pji7RMJhKLIpCNBwL5BP+vruwhH4zQHIvzfK/V8+a5JPP3GHv7zKwvx+sNMqsrC6Q5iN2sozTOO2nftdDg9Qdp6PDS0O8m16SkvMJFjO/v9CoIgCMKnRQTDhNNmNGkgpUS/jKzszBenBcUWJBLSssNmLypFrT35Ba1MJmP2wjIa9vfhPq4B7NwlZdjs4oRLEARBEARBEC5np1tSLBSJ0dDuSgmEAfQ7A6yr76Ik18i4Ygt8nLqdTi3nnqur2La/jz6nn+IcA/WHB5KBMIDGzmFeXdvIE7fVnZfsCkG4EkgkEhZPLWBDfRdNXe7k+O2LyylwXBqB5kQigT8YRSGXolTIUKvkqJQyQieUMpRIGFMQPxSJ0jPgp3vQh0ohIy9LT7ZVSzAU5XCHC38wSkO7C4VMytYDvfQO+bltcTlGvZKB4+6TrN7SzoPXV5Nt1ZyX8pFOT5Bfv1rP+vru5FiWWcP3n5hL/iXytxMEQRAEEQwTzit7tp67Hp7OGy/sIhiIIJVKmLWwlLKqrDFtb3Po+ezfzKW/x4PXE8aRq8dm16HWKs/zkQuCIAiCIAiCcCmJROIcbndlXLbjYD93LqlkXLGFQoee9j5vctkTt03kFy/tYui48m1zJ+Ry7exi3tvYmhz7YFs7dy+tPO0gnSAIx+TYdPy/R2bS3uthwBVEr1Vg0atIZOqvcJHpGfTxya5OPtrRSbZVx+1LKijNM3L/NeP4/Vv7Uta9ZlYx2acofxqJxlhf381P/rKdo1UWzXoVP/jCXPIdOu64qgK3L8JHOzqIxRIsOdJ33aRX4fKkto4YcgeZNj4bjerc9gU7qqXLnRIIA+h3BVi1pY3PXF+N7AzKVvqDEfqG/PhDUaxGNQ6L9qIpfykIgiBcnkQwTDhn4rE4LmcAz3AQpUqO2apFox0pdfh4/gK8nhBq9ci4XDH22ZRmqxazqKEvCIIgCIIgCMJJaNXyUfvWlOQaUMilZFt1fOex2ew+PMDW/b3MmZDL/pahlEAYwPrd3fzNnZN4X9KavEmtVcnP6IavIAjHJBIJ9jYN8r9/2YFUQvL7dc+yKu5eWoVSeXFmXg4OB/jB7zfT2j2S0dbc5WbT3m7+/UvzWDqjiBybjtfWHiYSjXPT/FKmjstGozr5LbeeQT8/fX4Hx7cbc3lDPP3GHv7xoekMuIL8ZeXB5LK29z0snJxPtlVLNBZP2de8SXlkn4eShdFYnLYeNzsO9WdcvmlvD7cvrsCgG33CciwWp3fIj9MTQqeRk23V4vVH+MOKfXy0oxMYydD9xn1TmTregUJ+cX4GBEEQhEufCIYJJ5WIJ3A5A4TDUTRaxUiJxAyi0RgH9/Tyxgu7iBwpD1BVm831t9VismgvuoBWNBrDNRTA4w6iViuSgTtBEARBEARBEC5NUqmECRV2LAYVTk8oOa6US7l+Tkmy11COTUeOTcfVs4pxeYL8KUP/IoA+px+jToXLO7KvB66rJp6Axg4XGpUch0WLXH7++xc53UF6hvxEojEcZi0Oq8ieEM6NRCJBPJ74VPtw9TkDPPX6HoCUINBLaxqYXJVFRYEZ9SmCSBdCe68nGQg7KpGAZ9/ez3cencXciXlMGecgHk+Mucdhn9NPLJ6eEbfjUD99QwFe/eBw2rKPd3WycGp+ylh+lo5rZxefl2B9S7ebb/96PXcurcy4vDBbj+okAcxQOMqG3d384uVdhMIxJBK486pKNCp5MhAG4AtG+fdntvCzby6m+DyUeRQEQRAEEMEw4SQC/jD7dnaxasUBQsEoRrOam+6aSEmFDfkJM3UG+328+qftKb3BDu3tpaDIwryl5UgkF8/FWjgcpfnQAC//cTuxI7Opxk/I5tpb6jBZMgf7BEEQBEEQBEG4+JXmmfi3x+fwwdZ2dh0eoCTXyE3zSynLN2dcX62Uk2vX0TvkT1tmN2vwByNo1XLuu2YcZoOKb/7kQ5yeEEq5lDuXVnH93GLMevV5ez2d/V5+9IfNtPZ4gJHst39+eCYTK+wiICackVgsTmuPh817e+h3+akptWE3qyl0GLGazt9n+Sh/MII3EEkbj8cTDLgCIIG6Mvt5P47TNTgczDje0eclGIqh03DKTLATaZSZ1zdoFYSjMUKRWNqyRGIkS/V/vr6I7gEvRp2SAocBu/n072UMOAMM+0KjBvdj8QRvr2/GG4ggl0qxmdQMDgexmdTcNL8MlVJGoUOP1x/GOsrE6Y4+Lz9+bnvK8UdjCd5Z35K2bjyeoLXHLYJhgiAIwnkjgmHCqDpbXax4ZU/ysdsV5C9Pb+HzX59PTr4pZd2+bjeZSnxv3dDC5JkF6I3n/6T6VIZdAdqaBtm9rRO9Uc1Nd01g/dom+ns8HNjdS3GZjVkLyy70YQqCIAiCIAiCcBZK80wU32QkEIqiUsqQnyTrRa0aCXTtauhPuZ7Jsmgw6pQ8fGMN4WicigIz3/r1euJHsjjC0TjPvXeA/CwdC6cUnJfXEQxFeWbFvmQgDMAfjPLD32/iZ3+7mFy7/rw8r3B5O9jm5Fu/Wkc0NvJZXrmpjaUziihwuLh2dgmG89yfW6uWY9QpcftSe17JZRJUChm7Dw8wvtiCXHZxlcrLy8r8fZtUmYX+JCUCTybHrqMk10jLCRln9107HrtZQ5ZZQ78rkLJMo5JjN2vJteuoLDSf0fNGonF2NfTz0xd24PKEUMil3LW0kuvnlqQE96PRGJ1H+is+t/IAjy6vo6PPQ1m+iade34PbF+aWhWX0DPrpHfKRn2WgutRK/nHv1f6WobTnH8lGzBzMl0k/vSxFQRAE4coj/ssIGUUiMTZ81JQ2nognaDo0kHwcjycY7PMilUm57rY6rlleg96oSi6Xy2VILoIZi15PiDdfrOe1P+/k8IF+dm5u582X6pm7pDw5+2nbhjb83vAp9iQIgiAIgiAIwsVOKpWg0yhOGgg7qqLQzH98eQHTqx3k2XXcvriC7zw6C71GSbZVy6zaHNp7PclA2PFeW9uIL0OWy7ng9ITYuKc7bTwYjtE7FMiwhSCcnNsX5jev1ScDYUet3tKGXqOkZ9B33o8hkYCHb6hOG795QRl//biJXJuOWCzDTNsLLN+uY9mMopQxvUbB3cuqUJ1GT/TjWY1q/t9nZ3LdnBI0KjlZZg1fuWsSCyfnI5HA/deOR35c0Egigc/eVIPluHsuZ6Kjz8P3f7cJ15FyspFonOfeO0h9w0DKeiqlnAWTR0oy+oNRfv7iTvKz9MlA2E3zS+no8/LLl3fx8prD/PSFHfzDzz+m7bgAvlKR/hu8cU83S094L2GkpG3xKH0fBUEQBOFcEJlhQkaJRIJoOD0lHyASjibXaTk8wPNPbyEaHSk3qNYouOPBqUf6cQWw2LTo9Gd3onYuDPV7aTqY2vA1HkuwfWMrNZNyqd/WiUIpQzrK7CRBEARBEARBEC5PSrmM6hIr//TQDELhGDqNYqSHUu6xdXY19GfcNhaPk8hUIuMckEolKOWyjKXSFOfguqWla5jN+3pp7HAxszaHCeV2HBdRn2fh3PMHIzR1ujMuC0ViDB/Xa+986R3yo1LK+crdk9nXPEQ0GqOmzMa+5iH2Ng2yfEEZqlHKB15IRr2Kh2+qZsm0AnY3DZBt0VFdYiXfMXqGpssTpM8ZIB5PkGXRYMtQSjDXruOJ2+q4e1klcqkUy5GqOvuaB3n9w8M8cdtEXN4QsVgcu1nD2m3tTK7MGjVTbSwOtAyNGtyfPj4b7XE9z6ZXZ/P+5jaaOocBCEfiuH1hpBIoyjbw1ifNKftw+8L89aNGvnD7BBRyGVVFVuQySUoAtnfIT22pjTuvquT1DxuJxuJkW7V8/d4pZ/W6BEEQBOFULr4zDOGioFTKmT6vmPYWZ9qy8nEOAIadAV55dnsyEAYQDER47697qRiXxYE9vdz9yLRP7ZhPxj1Kfe++bg9lVVkAzLuqAvUYG90KgiAIgiAIgnB5USnlo96Ery61IpGQVhr+5vll6M9TWTm7Sc3NC0p5ec3h5HMvnJLPlKosvMEIjR0usq3a037+UCRKc6eb7z61AV9wZKLj+t3dlOWb+JdHZpJlEQGxy5VaKSPXpqM7QwaYSiFLBmLOJ61Kzp7GAVZtbsNiVCOTSVj3ehfRWAKpBLIv4oCsWa/GXKlmYmXWKdft6PXw/z27hdbukSypLIuGb312JuUF5rR15TIZWebU1x2LJ2jt8fDLl3eh1yiQSiW4fWEkEoifZQA+liEQNjIe58QlOTYd3/7cLNp7PfQ5/cm/j0GnTCvheNSOQ314AxEsBhkFDj3/+thsfvbCTvpdAVRKGfcsq6Iox0B1qYVlM4sIhWOYDSqsF0F7DUEQBOHyJoJhwqhKKuxMm1vMtg2tkACZTMo1t9SQlTMyU8c9HCTgTy8JMtDrZdrsYlxDft55dQ/3fW4maq2CaCSGxx1CIgGjSY10DCVLzhXjKM1kcwtMZOXoue72OkoqbJ/a8QiCIAiCIAiCcOkoyNLzdw9M4xcv7SIQiiKVwHVzSphWnX3enlMmk7J4aiFFOUY8/jAFWXr8wSiD7iADriBP/3UvEypsfOa66tMKYnT1eXl7fXMyEHZUU+cwjZ3DIhh2GTMb1Dx+2wT+7bcbU8anjnMgk0nIsenO+zFk23R0D/i446pKnnx9d0qA+e5lVSfNtLpUeP1hfv7SzmQgDKDfGeCHf9jMf31lQcYMsRNlW7TJ3mre40qxThufPabtT6ZmlOD+8gVl6DJMELabNdiP3FNxeoKU5Bro6PNhHqUKUKFDj/xIuwy5TMrkKgf/9dUFuL1h1CoZDot2JPsWUvqLCYIgCML5JoJhV5BEIsFAn5f2ZideT4iScisGnXnU9Q1GNctuGs/0ucUE/RF0BhVmqwa5fKQetmKUutjS43qEtTc7cbuDBAJhPnq/gd3bOpHJpcxcUMqMucWjBqlGO/5oNI5cLkUiOb2yILYsHVW12Rza25sck8mlTJ5RyEfvNXD7g1OQyUWJREEQBEEQBEEQ0qmUcuZPyqeq0ILTG0KrlpNj1Z7Xcm6HO1z8y6/X4wtEKMo2cOvicl794DAdfV7MehW3LCrnUJuTQ21OZtXlnnqHQDQWZ3fTYLLk2YmaOoeZPcZ9CZemCeU2/vPL83nzkyacnhBzJuRSVWQhx6bNGAg514w6JQ/eUMOOg318/d4pR0olxlk4tYCKAjPqi7BE4ukadAfZ1zyUNt7vDNDvDIwpmOWwavn252bxw99vxuUdKV9ZlmfksVvq0KhG3qNEIpG8NxIIRWnpdvPh9g5isTiLphZQmmfK+DfNHyW4X5Rj4NW1DeTadJTlmcm2pQfGLQY1//TQTJ56fTfhSIz8LB2d/ccyDaVSCTfMG+klVl16LFhmM2UuEykIwuUt6htGIpEg0xov9KEIAiCCYVeU7o5hnvm/DUSO6wU2Z3EpxSURVOr0E6RYLIbXHSIWjaM3qTCbNcjkxwJgZquG0io7zYdSm6xOnF5Aw/6RoJNEKoEEvP6XnbQ3j5RcjIdjrFt9mHAwytXLq5PBtZPp7/FQv62DtuYhyiqzqJ2Sh/00Zozp9CpuuGMCtZNzObC7F71RRW6+iY/eb2BowMeuLR0EgxGmzSkmN9902sE2QRAEQRAEQRAuPr5AhJbuYdZs7YBEgiXTC0e9QXxUv9NPY+cwhztclOWZqCg047BokUol5Nh15NjPPnuma8BL94CPRAJybTpy7bqUSYVuX5ifv7AD35GMkOULy/i/l3cl++64vCGeWbGPL94xkY93dp5WMKyj10NpnonWHk/a8tI8cbPqcqdSyqkutVFVZCGeSKAYw/X4uZZt1XLNrGJc3hAzanIwnKdSoxeKVCLJmHkFqZOHT2V8iZX/+fpC+p0B5DIpDqsGjVrOoTYnKze1MuQOsmxGEeOLLexqGOB//rI9ue27G1v5/C113DC3FLk8tSpPMrhfZMHpCaGUS9myv4e//enHyXUcVg3/+uhsVEo5aqUM05EssM4+D83dbm6YX4rDrMFh1XKozcWexgGyLBrmTMjjz+8e4PYlFeQ7DBh1l9ffVhCEsYm6B/Ee2Ih769tIJFJMs5ejrZyOXG+50IcmXOEuaDCsu7ubf/iHf2BwcBCJRMLdd9/Nww8/jMvl4hvf+AadnZ3k5+fzk5/8BJPJdCEP9ZIXCERY+dd9KYEwgA1rm5kwtYCc/NT31+MOsvHDJjZ/3EIsFsds1XL1zdU48gzY7CNBKI1WydU3V7Ppo2b27uxCJpMyaUYhhcVm9tX3ADBpegEJEslA2PG2bWxl5oISbKdIi+/v8fD7X6wneORCsL3ZybYNrTz8N3NOue3xjCY1g/0+fJ4Q/b0etnzSklzWcngQe7aeZ365gUe/Og9HrrgIFARBEATh8haLxfD7/UgkEvR6UaZIuPzE4gk+2tHB2u0dzKrNQSKR8Ow7+1k0tYBrZxUny3Qdr2/Izw//sDklc6o4x8C/fG7WOSshd6BliH99agP+I2UKVQoZ33l0VkofIpcnRFOXGwCrUU3vkD8ZCDtKo5JDAhZMyWdv0yAOi+aUJQ7VSjll+WaUChmb9/UkjwGgJNeQsZ+RcHmSyaScLAwWDEfp6vfR1uNGq1ZQmK0n137u/ldIpZLLtkeUSiFj6jgH2w70IZdJKc4x4A9FUcikOCynlx2VZdGmfK+3H+zlu09tTAbatuzr5arphchl6UG2P6zYx7TxDvIdhrRlUulIWcwcm46dh/r587sHU5b3DQV4e30LB1qHCASjPHZLHVlmDf/4y0+SvxuPLa/j6Tf3UOgwUFFoxukJ8tMXdhCPJ3B7w4TCURDBMEG44sTCQYY+fB5v/Zrk2MDbv8Y05zYsi+5BKjv/WciCMJoLGgyTyWT80z/9E7W1tXi9Xu644w7mzZvHq6++ypw5c3j88cd58sknefLJJ/n7v//7C3mol7ygP0JbhjR9gGAwSl+3G68nhFanxGLTcqC+mw1rm5LruIb8vPbcDq6/rQ6ZVIrZqiUcirL23UME/REWXVNFPJ5g365uNn/czE13TUSrUzB/aSUupz/j8+YVmEjEE8TjiZPOjtqzsysZCDvK6wnRdHDgtIJhACazlrbmhvRxiwafJ0QkHOPwgX4RDBMEQRAE4bLmcrnYvn07e/fuRaFQMGvWLKqqqtDpzn+/GEH4tPQO+YjGEuTa9fz53QMALJhSQDyeoNfpJy/Djf09GUoItvZ42Hmon+vmnP33w+kO8uPntqUEoUKRGP/5p638z9cX4Thy01upkKJSyAhFYqiUMoKh1EmNKoWML9w+keffP0j3wEiJMotBxbc/N4vKopPPup463sHv3tjDo8vraOly0zXgZWKlnRk1OcnnF65soUiUtds6+OXLu5JjBq2CH35xHqV5YqLyqbT2uJlVm8PECjtqpZxD7U6MOhUza7JRjdJuYixcniC/fnV3WsbZmq3t/M2dk1i5qS1lPBKN4/ZHyD/Ffg+1Zb5XVH94gJpSK+9tbOV7T2/i7x6YRjgSP3Y83hB2s4a2Xg9tvamZpnqt4lMpuykIwsUn6urDW/9B2vjw5jcxTLoKpS3vAhyVIIxInwr3KXI4HNTW1gKg1+spKyujt7eX1atXc+uttwJw6623smrVqgt4lJcHhVKG2Zp+YTNxegFNB/v5zY8/4k+/2cST//Mxq946gM8XTls3GokTCkYZ6PMCEPBHaG4YoK15iNUrDvDBOwfpPTJ7USqVMO+qckwWDUazBo322EmQ3qhi+b2TyMo28NpzO1n91n76M5ToAIjH4nS0pGeVAXS0ZR4/maIyCxpd6gmZVCphXF0OzQ0j5R4Hj6t3LQiCIAiCcLnx+/2sWLGCHTt2EA6H8fl8rFmzhj179pDIVNNJEC5R4UiUHQf7WL2ljXA0TjgaZ/WWNrYf6CMUimbcZsu+nozjG/d2n5NjGnIH6RlMnyw47A0zNBxMPs4ya7h9SQUAPYM+inJSMzuWTCvgrU+akoEwAKcnxA//sJnB4cBJj8Fh0fKF2ydS4NAzqzaHz99SxzWziinMkD0iXJl6B/386tX6lDGPP8Jv39hDY4eL3iGf+H9xEj2DfnYe6ieRSNDvCiCTSlm5sYVv/2Y9hztcZ7zfQCiW8p0/XiQaSxuTy6QYtKcOSI2W9Zpj1ab8Ln2wrZ2p4x0pj++8qjJtu9I8I6V5JrQZ2nEIgnD5iwc8QIb/EbEoiXAwfVwQPkUXNBh2vI6ODvbv38+kSZMYHBzE4Rj5B5uVlcXg4OAFPrpLn96g4tpbalLGpDIJJeU2Pll9OGVm0bYNrag1ClTq9MTBRCKBzxPE7wsTiUQzBtgAEiRQHGl8a7ZouPOhaSiUIzOgFl83jvde38uOze10dwyz4cMm/vDL9Qz0pgfEpDIpFeOz0sYByirtY3rtx7Nl6fnsl+YydXYRZquG8nFZ3HzPJDasbUy+B+Pqsk97v4IgCIIgCBebQCBAR0cH69evZ9euXQwMDJBIJBgeHqanJ/2G/6ZNm3C73RfgSAXh/AhHEmw50sv4eFv29xKJZb6RXzFKmcDKwnPT40KpkDFaUQyV8ljGiEwm5fo5JTxx2wQsBjV7mwe575pxyYoaRblGGtpdafsYHA7S7zx5MAzAbFBTU2pjUlUW+Q4Deo0oZSYc0+cMEI+nf0fqGwbY0zTIN/73Q3Y29BPLsI4ApXkGbl5QRmuPl9Vb2mjsdPHQjTVMqszit3/dgzvD5ONTiUTjxGJxCkbpnZ6XoWrO/deMI3uUezbHqyy0pJWslEolzJ+cz/aDfckxty+M7rj7RIPDQXYe6uefH55BZaGZbKuWO5ZU8I37plIiqu0IwhVLolAhVaX/9sgMNiSqy7M8rnDpuKBlEo/y+Xx89atf5f/9v/+X1q9AIpEgkYytweiePXvOx+FdNrRaPXc/MoUt69rweyPMWlhCR0vmdPjGA/0UlVrp7hjGYtPiHPLj94ZRquTI5TKaG/pZ++4hZi0s5e1XUt/3rBwDtiwdDYf3E4vFUCgUqGV2rrp+PBqdgv4eD6Fg6kzMgD/Cvt1dWPrChMOpJ4Y5hbmYLBqGj7uoy8rRY7RK2bZt2xm9F+V1eibPmsiB+n7efHEX8SMXw1W1DmSK4BnvVxAuJeJzLghXJvHdvzLo9Xq6urrYvn17ckwul3PLLbeknWsdFYlEcLvdDA4O4nSefga+cHG7XL77OqMNX0SO2xfBrFeiloXxezJf0yj0uaPuJxAIsG3bsbLwKrWWsNRItk2LTqPAd1yZdo1KzpRy0zl5D7U6A0umF7B6S0fK+MxqB0HvANu2HU4ZLzGr+OcHqkEiQZaIMqlsOm5/BJNRh0RCWrk0gGDAz7ZtzWd9rMKl70w/sxJN5gmiZr0KXyCCxx/hB09v4gefn4Z/+NxkTV5OTFlF/H/P7qB3aCQL1OkJ8auOer54+0SefWc/XT0DNLjG9r6pVGoUuiwOd3p5YfUhPnNdNb98eVdKsPKaWYWYVBG+88g01mzvIhZPsGRKLiZ1hPpdO0/5HDKZjH9+cCIf7uxl+8EB8rN0zJ9cwF8/akwJeC6YnMdbn6T+tgwNB7DrYjxxYxFSuYJ4xM9Q92GGxMfigrpc/ucLp89m1GGURpBJJMiVKsKxGMMRGHL7z0tGr0mvQyGFcEKCVg4KqQSNNI5l8f0MrvwdJI6UVpXJsSy4C48vQEuz+HyeL+K7f2oXPBgWiUT46le/ys0338w111wDgM1mo6+vD4fDQV9fH1ardUz7qqurQ6VSnc/DvSyUV+UQi8VRaxT0dWee/avWKpg6q4i25iH6uj2UjcuiqNRKZ4cT55Afz3CQwX4fB3b3cNNdE6nf1oHXHaJmUi41k3KxZ+spKrUB4BkO8vTPPsHtClI+LovRYpt9XV4WLpuWcdmDXzTR3jREZ5uLolIrBSUWzFYtpaesfn1yJrOByups3MMBzBYt1iwdOr0KKD6r/QrCxW7btm1Mm5b5+yYIwuVLfPevHL29vbz11lspY9FolI0bN3LNNdcgl8uJRlMnJ+Xk5LB//376+/u56aabMJlEX5jLxeXy3e93BvjZizvYeag/OTZ/Uh6fv3UCWpWcQDiKXqNAIR/JsBoaDpBl0aRlSmVZNBTkWLCZjvWsqG/o57u/WY9Jr+Lzt9Sxu3GAxo5hxpdYuHFe2ZEsh9GDaycKhqPEYwm0GXrmZOUEcFh0vPFRI/EEXDenmJvmleEYQwbHUYFQlDkTcllfn3rHuSzPSGlhFiZ9wZj3JVyezuZ77/QEqSgwcbgjtX/eTfNLWb2lHYBwNI4/IrssflvOtR0H+5KBsOO9s6GF6+eWkOOwYS4fW8+c+oZ+2vr8/Pq13QC8vb6Zr9w1mYOtQ/hDUZZMK6SiwIzZMHIvbEZdAYlEYsyTyo9XUZzNfYEI8USC19c2pvRPnFBhZ1ZdLvlZBp5//yBuX5hlMwtZMrWQ7FHKLAoXxuXyP184fVH3IIOrn0GSVUTI2cPg3o8hFkVVWEPtdY+BRErMPYBUrUdhyUamPfMMzkQ0Qqi3Gdf614gMdWEtn4rSUczAe08TKxyPYco12G/8IjGvE4lEilStJdhxCHvNPGyF5efwVQtHie/+iFAodNKEqQsaDEskEnzrW9+irKyMRx55JDl+1VVX8frrr/P444/z+uuvs3Tp0gt4lJcfhVKGgpELxPLxNjZ91JI2o3Dq7CJWvFTP0MDICdz++m5MFg3LbqqmzTWU7OPVdGiA9hYnVbXZOHINaHQKPlx5iHlXVZBXYEIqkxIMRHC7RmrC9vd6mDyjkMMH+jlRxXG1p09ktemw2nRMmlEIQCQcpbfLTV+3G7lShiPHgC1DWYBTMRjVGIwiRVcQBEEQhPPD7Xbj8/lQKpUYjUYUik+nf4bX68043tnZiVQq5frrr+ett95KzhDVaDRMmTKF999/n2g0SnNzM5MnT/5UjlUQxmp340BKIAygo89LW4+bjbu7KcgxYNapKMw2UJxrxGrS8A+fmc53n9qA70hlCp1azj98Zjo2kya5D68/zB/f3kciAS5PiJ88v4PqEisVhWaunlF0WuW+vP4w+5qHeG1tAzVlNmpKbcTjCexmDdk2LVqVArtZw71Xj+OaWcUkEmA1qpDJTq+DgUYl53M31yKXSflkZyfxBEwZl8UTt07EpBcTRIWzYzGo+ceHZvD2+hY+2NaOXqNg+cIyLAYVyxeWEY7EWLu9I1m2U0g1WhnEAVeAGTXZycDVqTg9Qf7w1j6m1RzL1GvsGOanL+ygNM9IocNAZaE57Tt/JoEwGOkxZjyyr7uWVbFgSj4DwwGMOiW5dj1mvYo8u57aMhuRaAyTXnXGzyUIwrnnb9xO1D2AVKXFW/9BcjzUvo/eF36EYfJSnB89D4CmfAr2659AYcrcmuZUQj1NdP3xX5KZX8MDHchNWVjm38nQmj8S6mrAMv8uXOtfg0QCiVxO7gPfy1g+URA+TRc0GLZt2zb++te/UlVVxS233ALAN7/5TR5//HG+/vWv8/LLL5OXl8dPfvKTC3mYl7VgxMV9j83k7Vd24xoKoDequO7WWgK+cDIQdtSwM0Bft5toJI7VrsN5pPFzJBxj744uAK5ZXkPjgX4a9vfx2Nfnk5NnQqmSo9Mr8XnDuF1B1BoFtiwdg/3HGr86cg0UV9jGdMyxaJz9u3t4/S87k/0YlSoZD35hDvlF5rN+TwRBEARBEM5WLBajvb2dd955B7/fj0QiYcKECcyZMyetLPj5oFZnnuxjNptRKBSUlZXx0EMP0dPTQzQaJRqNsnbt2mS22P79+6mtrf3UgneCcCqxWJwPtrWnjEklcNviCj7c0YnVoOaPK/YTCEVxWDR86Y5JTKrKYnyJlZ98YzE9Qz4SCcixacm1p34Hg+EYXQO+lLH9LUPsbxliYoWdquKxVSpJJBJ8squLX768i7uWVtLa7eHFVQ3J5XcsqeD2xRUY9SqkUgl2s+Ykezu1bKuOr949mfuuGUciATaTGq1afGcziccT9Lv8BMMxjDolFoOYEHkqOTYdD99QzS0Lyhh0B/n9m3tBAkumFdLn9DOrNgeNSkZ7r5tdDQP0OwNMHe+gJNd4xQdk87IyZ0rNqMmmKGfswXWfP0LngJc58vSs1OaukSo/svMUkNRpFJQXmCnP0EdRp1EA4rdGEC4msaAf9/b30NcuwPnh82nLo+5+pJpj5z+Bxh34D23GNOPG036ueDiI65NXjpVAPPocw/0glSKRK4kHPMj0ZuzXP45UqUFpL0RhzTn9FyYI59gFDYZNnz6dgwcPZlz2zDPPfMpHc2UKBv3UTqvmka/MIxiIoFLLMZo0vPC7LRnX7+1yE4vFqZtaQHPDQEqdaotNSywWJxod+THcu6OLnDwTJouGa2+p5dU/7wBgzdsHWHRtFSq1HNdQgPwiM7mFJsyWsc0OcA75efPF+mQgDCAcirHi5Xo+88RstDrR/FkQBEEQhAvL6XTy2muvEY+PnBclEgnq6+ux2WxMnTo1bX2/35/stapQKJDJZGf1/GazmcLCQtrbU4MHixcvRqcbuUlnt9tpa2vjgw8+yLi9VHp6mSqCcD7JZFJybVp2Hjc2qTKLnYf6KM8389s3jpVD6XMG+MHvN/EfX15AIpHAqFMyoSJr1JvGBp2SSZVZfLKrK21Znn3s5b/6XQH+sGIfRp0SrVrBpr09Kctf+eAwU8Y5mFR5ZrOwM1Ep5RQ4DOdsfxcjrz9M94APpzeESack167DqBt7sMXtC7F2eyd/fnc//mCUXJuOr9w9mZoy23kLJFwuZDIpSoWM/3tlF6FwjGtmFfPzF3cmlz///iEeXV7Lextb6ejz8uraw9wwp4QHb6hGr71yr8vz7HruubqKF94/lByzGtUsmVbI+l1d1JTZyB9DZRu1So5SLsOgVaKUSwlHU28837W06op+nwVBOEYilSJVapBIZSRi0cwrnRC8cu9Yhb5uETLN6U3US0RChAc7Mi6L+VxI1Tpi3jDxcBDjZFHtTbi4XPCeYcLF4cRygUXlNg7u7U1bz55tYH99NxvXNnLzPZNo2NvL4ICPknIbNoeOlW/sS657fGZZZY2Dh780hy3rWggFI1jtOgpLLejPYEaeZzhI7ISTQICeTjc+b+isgmF+X4h4LIHOINL9BUEQBEE4cwMDA8lA2PG2bdvGuHHjkgGpQCBAa2srGzZsIBQKUVlZSUlJCUajkaysLGKxGKFQiHA4jEQiwWAwjClIpdPpuO6662hsbGTPnj3o9XqmT59OdnZ2ynrFxcUoFAoikUhyTCKRMGXKlLMOyAnCuXbN7BLe29SWnJBnNqixmVR8vLMzbd1oLMG2A728va6FUCTG52+dwPxJIz16pFIJKsWxz7dKIePeq8exq6Efj//Yd+H6OSXk2cd+gygYiuILRJhdl8OOg30Z19m0p+ecBsMud053kD+s2MearccC+/Mm5vL5WyeklLo8mT2Ngzz1+u4jmS4mBlwBvvPkBn7yzUUUn0aWzpWqfzhAY8cwj9xUwwvvp09mfn7lQe5eVsXv3xq5F/D2hhaWzSqi8goO0ug0Cm5bVMGs2pxkBpcvEOE//rgFXzCKSa/kR1+aT2H2yQPZdrOGR5fX8tzKg3zpzkm8vKaBjj4vWrWc+64Zx6RK+6fxcgRBuARIlWpMc27Fs3M1mvLJBA5vT1kuUao5sUeOTKNHIjv90IBUrUNbMQ331rfTlinMDmK+kX6Dyuzi0963IJxvIhgmZFRV7WD9B434PKHkmM6gonxcFhqtArVOQX6hicrxdvp6vLz72l42fdycso+6KccawqrUCorLbRSWWkkkEshkUoadfro7XChVcswWLTL52GYfK1WZP7YqtRyF4tQ3bTzuIMPOALFYHJNFg9mixecN0bC/j3VrDhMJx5g2p5iJ0/IxjTFbTRAEQRAEYSxOnGzT0NDA+++/n3y8c+dOurq6KC0tJRaL4fP5OHz4MAcOHEAikTBp0iTGjx+P2WxGpTp5ZoTRaGTKlCnU1NQgk8mQy9PPoWw2G/feey/r16+ns7MTu93O/PnzsdvFDTbh4lOcY+RHX5rHMyv20dzlRiqB8nwz2w+m9yOGkfKHcrkElzfKz17YgcWg4i/vHRi5Ub24gqoiy5FyX1Cca+S/vrKQQ+1O+p0BakqtFOUYMJzGRDuDVkmuTUcgFBu1XGFNmZVtB3r5ZGcnVpOGuRNzKc4xIj/NnmFXioYOV0ogDGBdfTfzJ+czf1L+Kbf3BSK8/uFhHrqhGolEQluPh9l1uWhVcg53uFKCYS5PECQSzFd4iT+AQChC35CfQCiGUiHDYdEgl0mTvfeO5wtG0z6/g64glYWf1tFenHQaBZWFFoLhGN/+9Xpix1XVGfaGeeuTJj5/ywTkp7gPMrM2B4tRzfub2rhudslIP0SjigKH4bz0bOsZ9LGncZC9TQPUlNqoK7eTexoZsoIgXDjqgnHEvC4kMjnR4QEi/W0ASFVarMsewbXu5ZT1zXNvR6o8/SQFiUyOcdp1+A6sJ+Z1Jce1ldMJ97dDIo71qgdRWPNG34kgXCAiGCZkZHPoufvhaeyv76a3240j14jdoeeDdw+y5LoqPMMhNn3cjN2hp6jUij1bT1+PJ7l9VW02+cWWtP1KpRKi0TiH9vby5ou78HnDyORSFiytYNrcYnRjuPCw2LSUVtpobhhMGV94dSWmU9TdH+j18MIftjLYN9ITQKtX8sDnZ9J0aIDVKw4k1/vgnYN0tDi59f7JaK7gGW2CIAiCIJyZrKwspFJpWnbY1KlTk1lhHo+HTz75JG3bvr4+JkyYwMDAAPv376etrS25bOvWrXi9XqqrqykuLh5T9tbJgmbBYJCBgQHUajWTJ09GIpEgl8szBs4E4UJTyKXUlNr4zqOz8Yci6NQKPP4Icyfm0tQ5nLZ+nl3HgCuYfLxpbw/BSIxD7S52HOrn7x6YxqKpBcnl+Q49+Y4z7+lnMar58l2T+N7TG3n8tols3NOdsnzh5DzqG/p5Z0NrcuyVNQ384AtzqSsXAehMPsmQ9QewZksb8ybmnbKaRzyRYMnUQt7e0EJLtzs5nmXW8PcPTiMaizHsDbO+vps3Pm5Eo5LzwHXjKck1km29MgMAAy4/z6zYz4c7OkgkwKhT8rmbaoknEshlUqKx1P9rcpk07e9gFK0Lkg63u1ICYUftONiPNxg5ZfBVq1YwqTKLmlIr8XgClfL8/X/uHvDxr0+tp/tIlZ9VW9rJsWn53uNz0notCoJw8ZGp9RgnLyUy3E92TjmxgBsSCeRGG7GgH6laD/Qi01uwLn0IVX7VGT+X0p5P3oM/JNR9mIirF1VuBVKVjpjPiWHyMhSWnJMG2iKuPmK+YaQqDXKTA6ni4v2/EQt6iTr7iPpcyHUm5JZsZGrxm3ipEle5wqhUGgWHD/Rhtes4fKCP7RvbuOeR6az/oInG42ZfarQK7vrsNEor7UTCMRRKGfFYHKUi8wyngV4vL/x+SzI7NxaNs/a9Q9gcemonn3rWgFan5Oa7J7FzSwc7NrWhVMlYsKyS8nFZSE4yMyoYiLDild3JQBiA3xumrdnJx8c1tj6qYX8friG/CIYJgiAIgnDaLBYLt912G++88w5+vx+JRMLEiROpqjp20RmNRgkEAhm3j8fjyGSylEDYUQcPHiQvLw+n03nWGVwdHR288847KWPbtm3jgQcewGq1MjQ0RHd3N4FAAIfDgd1uR6sVmfPChaXTKJIZXVq1gvkT8+jq9yUziJRyKfdcPS6tB5hUQkrf4aff2ENduW3M5fbGorbMxn9/bSEdvV6+ed9U/vTufvqcAYpyDFw3t5T/93/rUtaPxRP8+rV6fviFeZhERlIa+yiTHbMs2jGVtTdolUhlkpRAGIz0d9u4p4cte3upKbPx6toGxhdbqSmz8dLqBgLBKFfPKmLuhDwc1ivnNy+RSLBmawdrtx/rBeP2hfnFyzv59udmcf3cEt78uCllm+vnlLCufuS7Nm28g6umFzLsC7GncYA8ux6r6fSzDi4no2VVFecZ0ShPPaElEo3RM+inz+lHqZCRa9ON+r04mWgsTt+QH6cnhF6jINuqRX1C1Z2dDf3JQNhRPYN+th/o58b54savIFwqFKb0cswKIPf+bxMPeJHIlciNtrN/HmsOCmvOaW2TiEbwN++i/81fEA94QCLFOP16zHNuQ25IT6q4EBKxKBH3ANHBLmJBH4GmnXh3r00u109ehnXRfcj15gt1iMJZEMEwYVRWm5a5S8p548V6SMDU2UW4h4MpgTCAgD/Cjo3t+LwhmhsGSCRAIpVQUGIhN0Mgqb156MQytQBsWNtExXgHKvWpP5Zmq5ZFV1cybU4RMpkE7RgaKHuGg7Q2DqUvSEA4FMu4TShDGQhBEARBEIRTkUqllJSU8MADD+Dz+ZDJZIRCIfbu3UtWVhbxeByTyURBQQEdHakNqCUSCTKZbNSsr0QiQSKRwOPxnFUwLBQKsXHjxrTxcDhMX18fsViMw4cPo1ar8fv9DAwM4PP5KCkpQaNJvRGXSCRwuVw4nU7i8TgWiwWz2Sz6jgmfinyHgSdum8Cti8rxBSLIpBJ+8/puGjtSs8XKC8y8vb4l+djpCREc5TrgTMlkUkpyTZTkmgCYVJVFMBRFp1HQ0ObMuE1rt4dAKHreg2GRaAypVIrsPJRWO1/mTcrj1Q8Op2TWSCWwbEbRmPdxqN2VebzViUGn5K11zXzl7sn0DPp48rXdyeVPv7GXrft7+exNtRQ49KiPy8hJJBL0DflxeUOY9EpkUilSqQSzQX1Jvb8ncnpCrFjXnDYejSXwh6JcO7uY8cWW5PdoweR88uw6+px+bl1Ujlop47/+tC25XVm+iX9+eAY5tiszyw5G3oP8LB2d/ccm5cplEu5eWnnKLK9INMamPT38+LltRGMj34Ecm5Z/fWw2BY6T9xs7XjAU5eOdnfzmtd2EIjEkErhhbgl3LxuH9bje8aP1Otx2sJcb55eO+fkEQbg4yTQGZJqx/3acD+GhLvrf+iXmubchkSshHkeiUBLs2I++eu4FPTaA8GAXwY4D+A9uJtC6G+ui+1ICYQDenavQVU5HXjXjghyjcHZEMEwYlVwho3ZyHnmFZpyDfnQGJYf2Zj45am0apGZiLk2HBgBIxBMk0nvGA2QsEQAjFxQZo2SjkEglGIyps8wi4SguZ4BYNI7BpE4puyiRSpBIJSROeP5hpx97tp6BXm/KuFwhxXCFz2ITBEEQBOHsGI1GZDIZK1euRKVSoVKpkqUR5XI5N954IwMDAwSDx0q5zZkzh46ODurq6tBoNGnZYxaLBY/HQ07O6c3EPFE0Gk153uPJ5XL6+/tpbGykt7c3Oe5wOLBarWnBsO7ubl5++WUikQgwEgy89dZbKSkpGVP2hiCcLa1aQWneSADK7QuzcHI+7T0ewtE4Oo2Cu5dW8tGO1JJ7RTkG9NrMvb0ABpwBep1+JBLItmrPKIPs+BvNJkPmYFeeXYd6DBkipzLgCnC4w8XuwwOU5BqpLbeRZ9cz4Aqwq6Gf1VvaybJouGFeKaV5RpTyiz9YXZxj5IdfnMdv/7qbxs5hSnKNPHZLHaV5xlNvfERVoZmVG1vTxgscehraXQRCUeQyCW981JS2zq6GARranPQ7/cyZMFLFJBSJsnVfHz9/aSfXzS5GJpWyaksbkWiMa2cXc92cUrIv0WwyCSAdpYWVXCqlOMdIcY6RsnwTm/b08NLqQ1iNap64fQKJOPz9zz9O2aapc5hVm9u4/9rx56W/1aXAYdHyr4/N4ZNdnayv76YoR8/NC8opdOiIRGMo5DLC0Rh9Q35CkRhWgxrLkd+NnkE///3nbSn3UHoG/fzpnf18476pYy6Z2Nbr4Wcv7kw+TiRgxboWxhVbWTLtWHO3mlIrG3Z3p21fV3b2GSSCIFw5Yr5hwoOdhHtbkJuyUDqKUZgdAIR6WrAt+yxDq58h5jsyaUkixbbsYaLeYeR60wU77oirl+4/fxfL/DvxN2xBXVxHoHVvxnU9u9eiE8GwS5IIhgknpVDKceQaceQa6WgdwjhamYpsA8PH1eMvqbCNGkgqLrONnGWfEPeauaAUlWb0i9FTGXYGWPPOAfZs7ySRAHuOntvum0JuwcgPqcmiYcLUPOq3pl4Et7c6uemuifz5yU1Ewkdmhkpg+d2TMF+iFzGCIAiCIFw8nE4nLS0tXHXVVaxatSo5Ho1Gef/997nhhhvw+/1Eo1EMBgNqtZqCggL6+vq45pprWLFiBdHoSLa6SqVi1qxZNDQ0YLGcXSkRrVZLXV0d69atS1tmNBppaWlJCYTBSD+zrq4uwuEwer0eg8FAKBTinXfeSQbCYKTM44oVK3jwwQcxmS7cRa1weYjHE3QP+ugZ9CGVSsi16U6aaWLUKVm+sJzZdbn4giO9xeob+tnVcKzChVwm5Ut3TBo1G6uxw8X3nt7EkHvkGsdh0fDtz82iJO/MP8+5Nh0Lp+SnBOUkEnji9gmYDWc3CW/AFeC//7yVvU3HKmFYDCq+/8Rc/vDWXrYeODap8YNt7Xz/iblMqkwvo3Sxkcuk1JbZ+LfH5xIIRdGoZBjHUBXkeBMq7FiN6uTfEkCrljOu2Mq7R4Jk4UgclzeUcftwNM6Tr++mqsiCzaShs8/Lfzy7heoSK4FQNCXb8OU1h2nqHObvPjMdwyVYbt9iVHPLwnKefiP15p9SLqXguH56BQ4DWfM1LJpagEohw6BT8s6Gloz7XLu9gxvnl2I5y8/4pSzXruPOqyq5cV4psWiCg+1Onn1nP4l4gnuvGce6+i7eXtdMPAGFDj1/c9dkxhdb6B3yZ5xMvGF3N4/cFCLbNrZbesf/9h3vrU+amV2bi+ZIdZ7p1Tm8suZwynfBpFcys/bsJt8IgnDliPlcDK56Bu+ej5JjcpODnPu/jVSpRabRM7zx9WOBMIBEnME1z6IumfipBcMirl4ig13Ew0EU1lwU1lzCfa3Egz5iAc/IYYUDSDOUnASQ662fynEK554IhgljZjBpiEXjaVlUUqmEGfNLePEPWwFw5Bq4ZnnNqMEwu0PH7Q9M4a2XdhMORZFIJcycX0JZ1ZmX+YlF42xY28jubccuLAd6vDz31CYe/dp8zFYtCoWMxdeOQ4KE+u2dJOIJSivtXH97HbYsHZ//xgL6ut1Eo3EcOQbsDj0y2SjT4gRBEARBEMbI7XZjtVrTAksAfr+fTZs2odfr6evrY/ny5ezdu5etW0fOq8xmM4sXL0ar1eL3+0kkEni9XubOnUtDQwMajYasrCzMZvNpH5dEIqG6upqWlhY6OzuTY4sWLcJgMNDV1ZVxu5aWFhobGykqKiIcDlNeXo7L5UpbLxQK4fV6RTBMOGu7Gwf4/tObCEVGJq7pNQq+98QcKguPBYSDoSgubwiZVILNpEEuk5KXdezmvVGvpDjPxM5Dfeg1SiZU2CjMzpxdNDQc5EfPbEkJnvQ5A/z4uW384Cx6e+m1Sj53cx1zJuTy/qZWrCYN188poTj37EsWHe5wpQTCYKTk3eqtbThPCPIkEvDbv+7mh1+cj1F3aQRsjDrlGR9rnl3Pv39xLh/v6mTHwX4KHAZqSq388e39yXUUcgll+SaaOlNLa0olI4GgAVeQQGhkUsKexkESCZg7IY9n3t6X9nzbD/bTN+S/JINhMFL6sHfIzzvrW4jFE2SZNXzjvqkp3ycAlVKekplkHCXL0qxXXhJZiGPh8YXxhyJoVIrT/jxKJBKUChlvbGjk92+NfG4KHHq27Otl1eY2Hry+GoVCRiAYpaPXg0GrQKXI/L7pNIrTulehkGdeVymXIDluUYFDz4/+Zh7rdnWxq2GAiZU25k/MP62SjIIgXNnC/R0pgTCA6HAfnp2ribj6MU69mmBb+v9OYlFi3iFwjL0M8pkK9bXS89y/HReQk2C/8YtIFCoS0TBS9ciEq1B3E8Zp1+Pd/SEp5c8kUvQTFp334xTODxEME8bMZNYQj8VZfs8kDu/vo/FgPxa7lpnzS1Fr5Nz7uRnIZBJMFi3WUZrEwki2We2kPPKKzPg8IdRqBWbbSLDqTLmHg2zbmN5g3ucN4xryJzO8zFYtN9w5gfnLKojHExhNalTqkZN2u0OP3SGawgqCIAiCcG4ZDAYikQhKZeYbZyqVinA4jNPpxO/3JwNhAC6Xi1WrVlFTU8OCBQuIxWK0tLTw7LPPJtfRaDTcfffdZ9Q/zGQysXz5cpxOJ6FQCIPBgNlsRqFQkJWVRWNjY9o2FouF1tZWtmzZwo033ojX60UqlRKPp9fIVigy3xyNRCIkEolR3xNBOKpvyM9/Prs1GQgD8AYi/OT5Hfz7F0cCUx19Hp5ZsY9Ne3vQquTctbSKq6YXJkuNAeg1SqpLrFSXnHom78BwgN4hf9p4S7eHweFgxmBYNBYnHImhVZ+80oXNpGb+pHzmTMg7p72l9rdk6I3MSJm/klxjWv+0tl4vwVD0kgmGna18h4F7rx7P0ulF/PHtffzk+R3JZaV5RvqcQZYvKONXr9SnfNZuX1LJRzs7ybXp0B2pYpKs/CqBSDRzb4CjgbNLkc2k4ZGbarlxXinBcAyLQTWmEqGl+Sb0GgXeQCRl/N5rxiffu0tVNBbnYKuTp16vp6nLTUmukc/fMoHxJRYUYwj0xeMJ+px+3L4wz713MDk+d0Ieq7e08fitE3j2nf0MDh8LwN+zrIo5E3P54h0TCYaivLuhle7Bkb5j91xdhe00WjpMrMhCKpUQPyHL7JZFFSm98GAk6++eq8dxx1UVyEXfT0EQTlOwqyHjuP/QFtTFtUSGupCqdcSDvrR1pIpz3zs1HgkRdfYQcfYiUaqRW3IYWv3H1Mw0Egy8/WtyH/oBJOLEvE6U2SWEe1twb38X+/WPM7zpTSKDnSisediuewylo/icH6vw6RDBMOG0WGw6LDYdOXkGZi8qRaGUJ2ck2U9jtpBEKsFq02E9Z410RxrJl1XZKSqzEvRH2LOjC68nxIn3ZRQKGbYsEfQSBEEQBOHTYbVaMRqN2Gy2jEGjiooKVq9ejclkwu12Z9xHU1MT8+fPJxgMsmrVKtRqNQqFAo/HQyAQYP369Vx//fWjBp9ORqvVotWml4auqqpi27ZtKeUP5XI5drudbdu2AeDxeDhw4AA1NTXs2bMnZfuysrK0rLBQKER3dzdbt24lHA4zceJESkpK0OvFudmlLByN4fGFUSlk6M9xNszAcAC3L5w23tbjYcgdJBqL872nN9I9MBK88gWj/GHFPiQSuG1xxRn1rDtZkEomS10WjcVp7hrmjY+a6OjzMm9SHvMm5pJrP/ln+lwGwgDyR7m+Kckz0pchsFdVaEZ7iQcozkSWRcvDN9Yyf1I+uxsHybJoCASjPLNiLzaThkeX1xJPJPAHohj1Sjbt7WFf8xDffWx2ssxfbZkNqQT6nQEKsw2093pSnkOjkmMfpb3ApUKpkJ12NlCeXc+PvjSfZ97ey/aD/WSZNTxyc+2YAtAXu9YeN9/61bpkycLmLjf/8pv1/PirC6koNJ9025Eec738/MWd3Hft+JRgq1QK40ssbN7XkxIIA3hh1SEcVi2/eqUenUbBQ9dXs3Z7O/Mn5bNgcv5p/bYVZev59udm8fMXdzLkDqJWyrj/2vHUlI7eC0wEwgRBAEjEokRcfcQDHqQaPQpzNhLZ6OEEhTk747jclEXM68Ld/g7GadfjWvdy6naOEuSWc1eSNR4NE3UPEvMM4lr3KoHmeiCB/frHCTTtTN8gESfuc2GYei2u9a9hvepB4uVuAi27CXY34rjtm0jkSqRqHXKdqHpxKRPBMOGMyBVy5BfRtZPBqObuz05n15YO1n/QhE6vZM7iMvp7PZhtl/aFiCAIgiAIn75IJIJEIkEuP/vTZZ1Ox3XXXUdvby/XXXcdGzduZGhoCL1ez/Tp0zl06BCxWIyZM2ei02WeKGQ0GlEoFPh8PpYtW4bf7ycUCmGxWGhvb6exsZFAIHBGwbDR2O127r33XrZu3UpXVxcOh4OKiopkjzGtVovX66WtrY1Zs2Yxc+ZM9u7dSzwep6amhoqKCrxeLyrVsVmehw8f5t13300+7u7upqamhiVLlqBWX7n9ZC5l7b0eXlnTwJb9vTgsGh66oYbxJVY0qpN/d+LxBIPDAeKJBGqljJ5BPy3dbkx6FSW5xmRPsNHKhMmkEhRyKd0DvmQg7HgvrjrEgsn5ZFlOvweww6KlusSalm01ozqbrBOCHI0dLv7xF58kb5If7nCxZksb//b4nDN67jNVnGPAYdHQ5wwkx1QKGQsn57O+vos9jYPJcYVcyqPL69BfgcEwALtZg92sIRCO8vMXdhI+kt3VO+TnhVWHuHVROT1OH2qVjJJcIw9cO57inGOBoYJsA//08Ax+98Ye7ru2mt+8Vo8/OJIJJpNK+LsHpuH4FP/2F5OSPCP/8OAMPL4wCrk0JTvzUvbR9s603l3xeII1W9tOGQwb6TG3lURiJJNQp1HgO5I9t2VfL3dcVckvX96VcVuPP4xcJsUXiPDk67v58dcWUpZvOu0gv1wuY3p1Nv/9tYX0O/14/GHqGwbYfrCX2lLbp/pbJQjCpSMW9OLZ9QHOD/5MIhZBIlNgWXQfhslLkWkyT8JR5ZQh05uJeV3HBiVS9HWL6H/rlxCPEi+qxbLgbtw7VxEP+tHXLcQ8Zzly/Zn3Q46Hg4QHO0ZKMEqkKMwOnB+/TLivFd34WdiufZTBlb8jHg4i1RqJ+9MnICaiESyL7sFQt5BQXwvqkgkYpl6NXG9DIiYIXDZEMEy4JITDUeQyKdJR6mL7fGHefW0PrqGRi79wKMr7b+5n+b2TsFjFiZ0gCIIgCGPj9Xppb29n586dKJVKpk2bRk5OzlkHaoxGI0ajkUQiQXFxMT6fj0gkwuHDh7FYLEydOhWr1YpEIsFsNqf14FqwYAFqtRqlUsmHH36Ykq01ZcoUqqurz0ng7ngSiQSHw8HSpUtpa2ujvr6ed999l0Ri5IbgwoULWb9+PQCbNm1izpw5zJs3D4/HQ2NjI9u2bUOn03H33XdjtVpxu918+OGHac+zb98+pk6dKoJhl6CeQR//8uv1yd5abl+Y7zy5ge8/MYfJVY5RtxtyB1iztYOXVx8iEI4xty6XqdUOnnxtN+FoHLNBxb9/cR6F2QayrVomVWaxq6E/ZR9XzyrGYdFmLGcII2XqTrx5PVYGnZKv3zeFp/+6ly37e5AAcyfm8fCNNSllEAOhKM+/fzDtedr7vLT2uD/VG8xWk5r7rx1Pc9cwB1qclBUYmVuXh0Qq4cb5pcydmMfmvT3YzRpm1GSP2i/tSjKlysGDN1Tz0uoGPP4wU6ocLJpawM6DfdSW2zDqlFQUWrCZNciPK4WnlMuYMyGP8nwz3kCYH31pHoPDQWLxBHl2Pbl2HdJznPl3KdGo5KcMhl9q+l2BjOPHB59Hs7dpiCP/Nlm9pY17llXxuzf3AtDYOYxSIcVmUicDZMfTKOXEjmSTx+IJegb9lBeYz+xFAMOeEP/y6/Up5T0nlNv4u89Mx3qZBC4FQTh3wj0tDK36Q/JxIhZhaM0fUeaWoi2ZmHEbhTWH3Ae+h3vbO/gbtqGw5WOZfycRdz/ERyaOuLe9i9ycjXHKteiqZ6Gw5J402+xUErEovv0b6H/rF8cGpTLs1z6G85OX8O1bRzzoQ187n2D7Acyzb2FozbMp+1BkFRILeJAqNKgLx6MuHH/GxyNc3C6vMxThoheJxIiEYqg18lEDW8cbGvBxYHcP++u7ceQamD63hOxcQ9q2Q/2+ZCDseB+tbKBifBb6IyUt3K4Ane0uGvb1kZVjoGJ8FlnZohmsIAiCIAgjJfw2bNhAfX19cqylpYVrrrmGurq6Myq3diKJRJJSltButxOLxVCr1cn933777dTX13Pw4EEMBgNz584lNzeXYDDIJ598khIIA9ixYwf33HMPvb29NDU1YTKZKCkpwWaznZNjVqlUFBYWolKpMBhGzpvy8vKQy+V4vd7k69LpdKxcuTJlW5/Px/bt25k8eTLxeJxAIPONw4GBAaRSKVlZWWd9vMKnp6XbnQyEHe/P7x2kstCSsU9QLJ7gvY2tKX1zPqnvoq3Xw/KF5by8pgGXJ8SLqw7xlbsno9cq+crdk3h9bSMrN7Uik0m5ZWEZ184uQamQkW3VIpdJicZSy4/OqsvFnKG311jl2fX8/WemMTAcQMJINpHqhN46wXCU1h5Pxu17BjMH6c6XLPNINtuAy89N80vxBiK8uLoBrVrOrNocqkutfPGOSQDEYpn7XF1pTHoV1SVWbp5fhkYlZ1/LIHsaB5DLpfzipWOZOhMr7Hzt3ilp2V4OqxYHI2Nl+Z/qoQufskVT8vl4Z2fa+FXTC0+57fGB0Y4+Lwdbh/i3z89h095u4gnwB6PcdVUlP35ue8p22VYtvmAkGUiDsyuvGghFeW7lgbQ+d7sbB+no84hgmCAIaTz1H2Qe37l61GAYgNKej23ZZzHPvwuJQoVMqUbuy8G69GFcn7xEPORHYclBO24mSvupf0dPJTLcx8C7T6YOxmM4P3kJw+SluD5+iVBPE1k3f4VwTzPK3HKsSz6De8f7xIM+tJXTUBdWk4jFkCqujF6qVzIRDBM+FbFonN7uYfbs6KKzzUVeoZlpc4qxO/Q4h/y0NQ3R3DBAfpGZsio7tiw9Lqefv/x2M4P9I00VO9tc1G/t5JGvzB3ZbtCH2xVErVUQzDCLCsDrCRKLjpw9etxB3nhhF02HBpLLP1op57N/M5fsPDEzUhAEQRCudG63OyUQdtRHH31EUVFRWv+r0+X3+4lEIqjV6mTpQKUy/YLLYrGwYMECpk+fjlwuT647PDxMZ2f6zTgAp9OZEohat24d99xzDzk556b2vlqtpqioiKKiIjweDy6XC7lcztKlS3n//ffRarWj9jtrbm5GKpViMpkyZr1JJBIikQjPP/88999/Pzbb6D1MTiUSiSQDdHq9/pyWjRTSuTyhjOMDLj/hSCxjMGzA5efVDw6njbf1erhxXmny8Zb9vbh9YexmDdlWHY8ur+O2JRVIkGA1qZM3hXNsOv7hwWn857PbkgGxXLuWh26oRn2W2SlqlfykfZP0GgWTK7N4f3Nb2rLinLFdX0SicXqHfAy4gmhUMnJsOkxnGMTTa5WoVXK27O/lox3Hfis27e3hG/dNwaBVsq95iHc3NKNWyrlhXikVBeaMf6crhc2kYc22NroH/EilEp64bQK/eiX1/0D94QG27e/l+rmlo+xFuNxVFllYPLWAtds7kmMLJucz/oR+aOFwjJ4hP0PuADqNklzbSJBaKoGjCaQluSZ++sKOkTKlEnhvYwvTq7P50h2TeHdDM0PuEDNqsqkutfLka7uT+86368h36Ogb8mPUKU/7980fjNDQ5sq4rHfQDxWntTtBEK4AEmnm0oAS6al/fyQyeUpvLbnOjGnWzeiq50AsikxnQqo6Nxn0Ma+LRDS9v2zMM4RMrUc7bhaaolqGVj9DzOtEMzgNQ91CdDVzkcoUBFp2M9zbSs6d/3BOjke4uIlgmHDeeD0hvO4gEokEiURCa9MQfm+Y0go7OoOKF/+wlTsfnMorf9pB/5EZlfVbO9AZVDz8pTkM9nmTgbCjYrE469Y0Mq7Wwet/OTZb7/bPTMl4DOMn5KDVj9xk6u/1pgTCAELBKOvXNnLzXRORj9KPQBAEQRCEK0MwmJ7hcnQ8HE6/wBqraDRKR0cHa9euxel0kpuby5w5c1Cr1RgMhmSW2PGkUmla/zC5XI7RaMwYdIrHU2d6R6NRPv74Y5YvX57SsysSiTAwMMChQ4eIRqNUVVWRlZV1WiUKDQZDMkPMbreTnZ1Nd3f3qIEns9mMz+fjwIEDLFmyhHfffTfleGfMmMHBgwcJh8M0NTWdcTBseHiYdevWceDAAQAqKipYuHAhZrP5jPYnnFrpKBPK5k3Mw6DLPLM2GksQDMdGWXbsc+GwaFL6hcnl0ox9mOQyKTNqcvj53y2md8iPSiEj167DZjr/fYMVchm3Lipn094e3L5jvxFzJuRSmJ25l8bxQpEoG3f38JPndyRfe02plW/eN5VsW+b+gScTi8fRqZUpgbCjnlmxH5VCxv/3x63JsfW7u/nqPVNYNqPwpFmkw94Q8XgCs0F1TrJNLyZ2s4Z/fXQOr65toKnTTfsomX7vb25j8bTCy678nzA2VqOax2+bwM0LynB5gpgNanJsWoy6Y/9ffYEI729u5fdv7SN+JPI1Z0Iujy2v5VuPzOKnL+zA7Quj0ygYcgdTsmq37Otlf/MQ//7FeRj1SiQSCa+vPZz8XTgauP7OkxsYGg4ydXw2n72xhuLcsU/q1akVVBVZ2LyvJ21Ztk20lhAEIZ1+4hI8u1anjRsmXXVG+5NIJChM574KhFStAyRAatlqiUINEgma4loGV/4uOe7b8xHBtn1k3/F3hDobMM+9HaWjGLnxzCfkCZcOcSYnnHOJRIKeLjdb1rWwe1snsVicivFZ1EzMY9+ubqLROFqdkmtvqaWjzZUMhB3l84Ro2N9HYpQa/71dbnSG1IvrHZvaWHrjeFavOJAcM5rVLFxWheLIRfTAKBc2bU1DBINR9CIYJgiCIAhXNK1Wi1QqTQssGQwGNJozv7He29vLK6+8knzc2dnJ66+/zlVXXYXL5UqWBjQYDCfNZNLpdCxevJg33ngjZTw/Px+n05m2fldXF6FQKCUY1tzczJtvvpl8vHPnThYtWsTkyZPPqOeYQqEgOzs7mRl2YrBOIpFQXV3NqlWriMVibNmyhXvvvZempiaCwSBZWVm0tLTQ0TEy276/v3+0pzqpUCjEmjVraGpqSo41NDQQCAS45ZZbRD+y8yQ/S8/tSypSMr1ybFpumFuKfJSS6Ga9KmMPMJVClhJoeeiGmlEDaieSy6QUOAwnzeI6X4r+f/beOsytK83z/1zpillVpWJwoV1mZo7txEkMYew003QP7OzM7uyvd2B7B3ZgB3and2Z6ehrSnU4HHXTs2IkDZma7XHa5GMUsXUm/P5RSWZHKKbOd3M/z+Hlc51w4V3B1z/m+7/ctMfPX31vMqTYnPUMBJtcVUlNmwWr67M9c71CIv3vuYJYN2qk2F5t3X+Tptc1XbIlmNWpQiflfd5cvgtObK/j/x+snmFJfSLFdTygSZ9AdJp5IUmDRogD2nurnpffOEZcS3D2/hhUzK29qLbSbQbnDyLcfmII/EGPn8d6829jNWkTl50sIlLkyTHo1pqrR70ldA35+8vrJrLbdx3uZ3ljEPQvG8fe/uxRvMIqAkJUpNkwoEkehFDJC/tNrJ7BmXjVxKUnXQID/9eyIkH3gdD8tHW7+7neWUDJG4VyrEXl8TRNHWgaIXWKVOLWhiMpbcO+UkZG5/VEXV1N473dxbvsZqWgIQa2j4K5nUJfcXpnSosWBafoq/Iez7drNs+4hGY8ROJ5bszjhGyIZCWKZvfZmDVPmNkEWw2SuO+6hEHs/uMCxgyMRia2nB/F5IsxeVMPuHRcIBWM4hwIE8tQYAGg52ceilQ15+6pq7Qz2ZgtbbeecWGx6vv57i/C6wqjUSsxWHTrDyIKSvSj/Q2JphQWNHOEnIyMjIyPzhcdisbB06VLef3/EH18QBFavXo3R+NlZHvlIJBIcOnQop12SJDweD62trUyePJkPP/yQxsZGFi1adNlMpqqqKh566CH27t1LOBxm4sSJVFRU8Nxzz+VsW1BQkGXD6PV62b49N7rzo48+Yty4cddkTzicLbZx40ZOnjzJ+fPnMZvNTJgwgcOHD5NIpDOBBgcHUavV2O12du/ezZEjR7KOU1tbe1Xn9/v9WULYMF1dXfh8PlkMu0EY9WoeXtHAoilldA0GsBo1VDiMlxVLDDoV39gwiT/5t90ZcUZUKvjuQ1PYtq+d8dU2nlgznvHVtpt1GddMucNIuWPs94hoTMIXjNHR58sSwobZtr+D+xfXXnF2myAIlBUZEARyjltWaGAojxgWCMcJRyX6XUF+vOkEe0+ms0ZKCw18a+Nknt18OmOH+cvNZzjX4eF3H5+Rtnj7HKESlditOqY2FKJRKYnGs7MXNy6rRyXKwZMy6e+vUikgKrM/D8dah/Ju/86edpZMr0jXmLPricYTrJ5Xwzu7LzKlvpA5zSUIAqhVCoovuXeqRCXlDhP+YIy/+dXBnOOm7yH+MYthALVlFv7ud5ey81gPnX1+Fk4tY0KNHZtcL0xGRiYPSo0e09Tl6KonkYwEUGgNiFYHgpA/8OZWodTosC1+BE15I74DbyMoVVjm3odoLgRBwLt7U979kuHAzR2ozG2BrADIXHf8vggnjvTktA/0+pk5vzrz98VWJ1NmVnBoT2fOthVVNopKjNSNL+L8mZGoUZ1BxZRZ5fziR3ty9vG6QtgL9AT9MTa/cgK3M0SBw8DaByZTOc6Go8RESbmZvu6RaGWlqGDRynpUanliIyMjIyMj83nH5/Ph8XiIx+OZ+lWXZkOJosjEiRMpKSnhwoULaDQaqqurr0kkSiaTmRpWnyYcDqNQKFAoFKRSKc6ePUs8Hmft2rVZ2VyXMjym0tJSkskkWq2WYDBIRUUFnZ0jz1SCILB06dKMCOT3++nv7ycUCuUdYzgcvuprvJTCwkIWL17MtGnT2L9/P++++25GCAOoq6vDZDIhimJOJlpZWRllZWVXdd5PZ/NdSiwWQ5Kkq8p8k/lsjHo1DVVqGqrGLl5Vl5j5m+8vpncoSDyRpNiux2HTMa3RgUal/FzXsOrs9/PcljMcPDPAl+9tzruNTiNecVbYMJUOE4/e1cjz77Zk2pQKgW9unMw/Pn84Z3ubSYNJp+K5rWcyQhhA71CQv//1ITYsrefnb53KtO892Ue/M4ixwnpV47vdqSw28ZffXchP3jjBqTYXZYVGvrZ+InUV11YzUubOZ8gT5tDZAd7d147NpE3biyoEygoMlDtMowrEeq2I8pKsQo1KyWOrGpk/qYSdx3r42VunkBJJxlfbGF9TQM2nrA/jUhJ/ML9VczCSv3b6aCgUAjWl5pxzDBOJSZDimustysjIfH4QBAUqWzFQfKuHcllEkw3z1OUYmuYiCAIKTTqgKCnF0DfNIXD0vZx9VAVXN++QubORf+FkrjuJRJJkIr/FYfISLwCTWUNljQ2LTUckHKeq1k7VODuiqKBuvAOzRce6R6bS2+3lYusQhQ4T1bV2UoBKrST+qVoDC1fW4xwM8uuf7MvYxDoHgvzy3/by9d9ZRGmFhYe/PIsLZwc5eaQHR4mJaXMqcVyBz7aMjIyMjIzMnYnL5eLll1/OWPgNZ3yNHz8+SyTRaDQ5okwoFMLj8RCNRjEajVgslqyMq8uhUqlobm6mpyc3UMjhcHDy5EkUipHoygsXLuD3+0cVw4a59PwGg4G7776b9vZ2Tp48icViYdq0aRn7xeHsNJ1Oh1arzamNJgjCdc2cUigUmTF0d3czNJSOlq+urmbZsmXE43FCoRCLFi1CoVAgSRJKpZKioqKrzsAzGo3Y7XZcLldWu9ls5uLFixw/fpz58+fL9cNuI4ps+pwMMrvq8z097XMG+f/+307cn2RaJZIpDFqRYETK2u6RlY1jslnMh1Yjsm5xHVPqi9h7shejXs2c5hJKC/VsWFrHT98cEbYEAb79wBQCkTjb9+cGKHoDMbR5ggZDUSmn7fOCIAg0VNn4wVfnEQzH0aqVWIyXvx/LfP7xBaP884tHOHBmINO2+3gv33lwCj/edII/emY2E8YVoBIVxKXs4IwHlzegVWff26xGDW9dcLJ1b0em7Uy7mz/98W7+5vuLs+6NZqOaJdPLee3D3OznqpLrY2/oC0Y5ecHJpg/Ok0imuH9RLVUlRrYf6KJnwM+SGZVMqi2g0HrjazHKyMjIXAtKbfazpUJUY52/gUjbcSTfSLKFfflTiLaSmz28KyIpxZE8/UjeQRRqHaKtGNF45zgn3K58vmcbMrcEo1lDRbWVrnZPVrtWpyLxyYOhwaRm3tJaikpMPP71OfR1eTl/dpBQMEahw8iu91uZt6QWR6kZk0VLY/NIBEIqleJL35nHlk2n6Gp3Y7HpWHX/BMqqrGx97dSn6yWSSqY4dbSH0goLNruemfOrmTanEoVC+NwVgJaRkZGRkZHJRZIkdu/enVXLKpVKsXXrVkpKSigsLBx1X5/Px5YtW+joGFmwWrhwIdOmTRuzgDRu3DiqqqqyjjFhwgQGBwcpKytjYGAga/vLZTmNhtlsZvLkyUyYMCGTbTaM3+/nyJEjmM1mZs2axccff5y17+zZs7FYrn/WQ2FhIQ8//DCBQABBEDCbzcTjcTo6Onjvvfcyolxpaek1WVFCut7bvffey6uvvprJxNPr9SxYsIAdO3YQiUQIhULcd999nyk0ft6QJCljS5lIJKirq8ux0JS5OXQNBDJCGMBL753jWxun8MbHFzjX6cGgFXl0VROzJ15b9LXJoGZyfSGT67PvbavnVtNYZWPXsV40aiUTawt4/aPzzBw/+vk+HeKo0yixm7W0dLgJRuIUWnXotSK+QAyNSkmRTfe5sBM06lSfOytImaunZzCYJYQNs+mD88ybVMIv3j7NHzw1kz/7xjz+5ZXjdPT7sRjVPLO2mfE1uQuXTm+E1z/KFbec3gi9zmCWGCYqFdy7sJYjLYO0f1IHXRDga+smUVZ49b+bw0iJJFv3dmRlgJ5tP8jquVUMeSIcOjvA/tMDTGss4vefmHHVQr2MjIzMrUJdUE7pl35I3NlDMhJAZStFtJeg1Ny+NVATsSihlr1InkEUnwh80YF29HXTUVkdt3h0dzayGCZz3bHZ9ay8bwKbnjuC15223NFoRdY9OoXeHi8PPzMTvy+C2xlCoxXZ9sYpWi+xQlSpldz74GR++a97+fL3FmAvHPHADgWjOAeCOIeCrF7fjFqtRGdQYzJrSSVTBC+ZXF5K4FPtylEKesvIyMjIyMh8/giFQpw7dy6nPZVK4fV6LyuGtba2ZolYADt37qSqqgqTyUQkEkGtVmM2m0cNsjGbzaxduxaXy4XP5yOZTNLd3U0qlaKxsTGrRllBQcE1iUL5rABTqRSSJOFyuejr62PVqlW0tbWRSCSYOHEilZWVqFQ3ZtFXr9ej149MNIeGhti6dSuSNJJZ0tvby/79+1m1atU1WRk6HA6eeOIJnE4nbrebaDTKhx9+mLHD7Orqwuv14nB8sSaQFy5c4I033sj8vXfvXlatWsWkSZOyRNMbhSRJ+Hw+QqEQWq0Wi8Vywz5vtzuBcLbVmcsX4UcvH2XNvGq+/8g0DFoVRr0KpzeCPxinwKJFr71+r5VRr2ZSXSETxhXw7t6L/Nm/p63nBQTmTy7l46PZGaxmgxrpkiwXhQB/+o15/Pum4xw4M0CBRcuX1jbz4vYWugYCiEqBexeOY+Oy+iuudyYjczvjC+W3KewdClJg0fHmx204vRF+ufkM0xqLWDOvmlBE4tDZtIhk1GUHHygUaZErSiLnmIlkrstOaaGB//HN+fQMBQlFJRxWPSWF+pyMs6thwBXi+a1nc9q37e/kmxsmc+hsWgQ80jJI92BQFsNkZGTuOFKpFCSTCKIK0VqMaCm8aUKYFA2RikYQRBFRP3ZnsvhgJ6RS+A69Q8Kfdr5QGq2I5gJEkx1BKUs6V4v8yslcd1RqkYoqG49/fQ4eVwgpnkAQBNpanRgMal78+SfFXwW476EpWUIYQDyW4MThHsqrrfR1e+nv9dJ+3kV5lQ2FAJt+fZREIj0pKyw28thXZ6cPpxCYOqeSc6dzI7YmTpN9YGVkZGRkZL6oKBQKdDpd3tpdl1uUj0QiHD9+PG/fxYsXaWtro6+vD41Gw+LFi2lqasrYEA6fy2QyodFoMBgMGAyGjABXXl5OIpHg5ZdfTk/QPtn23nvvzRKPrgcGg4Fx48bR2dmJJEmcP38eAKVSSXFx8XU/3+Xwer1ZQtgwZ86cYd68edhs12b9YTKZCAaDvPfee5SXl7N48WI6OzuJxWIsXrz4mo59J+Lz+di2bVtO+/vvv09lZWXe1zsajeL3p7MPjEbjNVloRiIRTpw4wUcffUQymUQQBGbOnMmsWbMwGAyffYDPGRWOXEuzSCyBJKWodJgY8ob5x+cPs/tEL6kUTG0o4jsPTKHccWUCeTSW/o5pPrVQ7vFHkBIpUin4jzdGskAOtwzw7Y1T8IfiHD2XnpsV2/X84dOzMOpVFNv1xKUkdRVW9p/qy2TIPLCsnn999RihT2wepUSK1z68gN2s5f5F41AqlSiusvaZjMztRIE5/32wodJKZ7+fYrueQXeIUxddnLqYbde7YHJZJtOrzxnkTLub810enlk7AV8wxvPvnkX6pMyEVq2k2J7/N9lu0WG/ASJzOCoRjeeKcslkCimRnak+6AkBV19HVUZGRuZmk0omCF88gfujFzBOmA9A3NmNpnI8auuNq4OWlGJEe1rxHdpKIuBGXzsVbdVE1I4aFOrLu1Qk4zGS0QCenS9nhDCARMCDc+t/oHr8v6O2l96wsX/ekcUwmRuCUlTgKDFhMKr5YGsLyUSKqlo7m359JLONRiPi90Xy7t/b7WXa7ApcQ0EUSgWCIPDqrw5TVGxk+T1NbHvzNABD/QFOHulh0cp6BEGgssbG1FkVHD3QlTnW7EU1lJTLdcFkZGRkZGS+qBiNRhYsWMDWrVuz2k0m02VrSCmVyhyhSKlUUlhYiE6nw+v1AmnxYNu2bdjtdtRqNUeOHOH06dMkEgkqKipYuXIlhYWFxONx4vE4JpMJpTJtI/bEE0/g8/kyNoIm0/Wp/3EparWapUuX0t3dTWtrK6lUitraWhwOxw2xR7wco2V+pRfNr0+WkslkoqysjKamJrZs2ZJpb21tZebMmVit1i+MRWA4HCYcDue0S5JEOBzOEcM8Hg/vv/8+Fy6k7bvKy8tZvXo1drv9qs4/NDTEBx98kPk7lUpx4MABysvLqa+vv6pj3smUFRr4yn0T+embJ7Pa1i2pJSYl+fGm4+w71Z/pO3pukL/91QH+7JvzMRs+297TF4hy6qKL1z/8pO7P4lom1RaiVAgcOjvAr945gy8UY+GUMr6+fhL/+soxYlKSVAr+ddNxls2o4C+/uxC1SkmhRYfdov1kjMbM8bfubc+cT6EQMkLYpbyyoxWdRuRcl4e188dRXWpGJcrOHDJ3LiUFBjYsrWPTB+czbWpRwb0Lx/EvrxzjD56axZZLvhuXsv90H4unl9MzGOBPfrybPmco0zeuzMzjq8fz7ObTGLQif/TMHErsNzdQwGRQYzGq8Qays9+0amWOT2qR9fa1FJORkbl9SEoxEj4XKVKIRhsK9a3LKI27+/EefAd93XRcO54jFY+CQoll3jpMk5ch2opRKK+/Y0Gk8wx9v/4hpNJBBZH2E2grJ2Bf/VW0JbWX3TcZC5FKJIg7u3P6JE8/iZAXZDHsqpHFMJkbhhRP4BoM4nGF8LrCVNTYsh6mYlEJvSH/QoSjxITbGaK2qYg3XzjGzPnV1NQVcPG8E4VSYPk9TbS1DHHxvJNTR3qYvbAGrU6Fyaxl9YZm5iyuIRiIYTBpsNn1aGW/dxkZGRkZmS80dXV1rFq1il27dhEOh2loaGDBggWYzaMHzKhUKubMmZOxSZw8eTIOh4Pe3l4CgQBLlizh0KFDDA4OIggCyWSSo0ePcuLEicwxurq6ePXVV1m/fj27d+/G6XSyaNEiIpEIkUiEwsJCLBYLVqs1I1zodNc38juRSHDhwgU+/PDDTFtbWxtLliyhuLg4I8zdDGw2G3q9nlAolNU+bdq06yYEGgwGVq5cyaZNm3L6Dh48yMSJEykqKrou57rdUavViKKYk40nCEJW7TSPx5PJ2qusrKSjowNJkuju7ubNN9/koYceuqoMwnz2pABHjx5l3LhxN/Wzdzug16q4Z0EN05qKGHCG0GtFyoqMFFp1dPT5soSwYVq7vAy4w58phkmJJFv3Zdf9OdXm4pl7J2AzafmH5w9n2rfubefkBScPrmjg15/YoyWTKT4+0s0jdzVSXpQ/E02pVKDTjiwhpHLd3ACIS0l8wRjv7u3gvf2d/NVvLWJ8zdUJqjIytwMGnYqHVjQwu7mY/af6MerSGZMHz/Tzg6/OpbHKxskLzrz71pSlg072nOjNEsIA2np8bFhax//63iLsZi3Fdv1Nr2vusOn5/sPT+Iuf7eNSh8bHVjWxbf+ITfTsZscVZ6nKyMh88Yh7B/HsegX/kfcglcQ4ZTm2JY+gMo9uS38jkTz9GBpmMvTW/xtpTCbw7noV0WAl7hnAOvd+RMv1mxskwgFc7/8qI4QNE+k8TcI7RFShRF1YgaDI/xys0BgQVKMH7ilUX6z6x9cbWQyTuWF0d3j4+f/bnRHApE+l3qdS4PdGKKu00NPpzbQrlAJTZlUw2O+n5WR6Qnh4Xwer7m/m4nknXRfdSFISo1nDukencv7sAOIlkYY6nRpdxRcj2ldGRkZGRkZmbOj1eqZMmUJtbS2JRAK9Xo9KpSIWi+Hz+QgGg+h0OiwWS5ZIUFJSwv33309bWxsA27dvz/QpFAruuusuPvzwQ4qLiwmFQpw+fTrn3D6fj76+PlpbW1m4cCHHjh2jubmZCxcusG/fPlatWsWBAwc4f/48er2eRYsWUVlZmTWOa8Hr9bJr166c9l27dlFXV3fVWT9XQ1FREevXr2fbtm0MDg6iUCiYNGkS06ZNu671q5RKZcbq79N8Woj7PGOxWFi4cGFWdhbArFmzMlmBnZ2dvPHGG5kMMrvdzvr169m0aROJRILBwUF8Pt9ViWGjZQKKonjTF3xvF3QakdoyC7Vl2VmZyTx1goZJJEbvG2a0uj+RaIJffJR7X+oeDFBoGYnUFpUK/uDpWZSMYtEGaUHg4RWN/MXP9gGgVAqISkWOldqiqeUZYS+RTPGLt0/xg6/Ova71z2RkbjYWo4Yp9UVMqS8ilUrhC8aYN6kUrSZ9n1s+q5K3drZlWQ4atCKzJxQTlxLszyN2A5xuc7FiVtVNuYbRmDHewd//3lKOnhtCSiSZ2lCERq0gEk9QWWxi0dQymqptWI3yAqyMjMzoJONRXDueI3jiQwSVBvvSp0jGIri2P4uueiK6cVNQ2Upu6pgEjYHo2b15+0LnDiKoNbg+eoHCNd9AcRkB6kpIxiLEBzvy9sU9/fS/8r8peey/oR83Je82ClGF0mhDVzuN8IUjWX3aqkmIli9W/ePrjSyGydwQouE4779zNisTzOsOU1Jupq/bl2nb+f55nvrmHLo7PLSdc2IvNDB+cgnhUJz+bh/nz6Y965OJVKaehr3QwPFD3XjdYTraXDz65VmIqi9WVKmMjIyMjIzM1WE0jkQ1h8NhDh8+zJ49ezLPGdOmTWPevHmZekYajYbGxkZMJhPPPfdc1rGSySQHDx6kubmZcDhMIpHIWw8L0vZwoiiiUqlobGzk3XffRZIkFi5cyEcffZSxXAyHw7z22musW7eOhoaG63LN0Wg077gkSSIajV6Xc1wJZWVlPPjggwQCAURRxGKxXHdhRKPRYDKZ8gpiN7NG2q1GoVAwceJEDAYDJ0+eJJlMMm3aNCoqKhBFEZfLlSWEAbhcLvbu3cvs2bPZs2cPQOb7caU0NDSwb9++nPbp06dfV/Hz80CBRUdDhYVzXd6sdodNR6H1s+2FQpH8dX+MehWeQP7vucmg5s+/s4C4lKTYpqek0IBSefn3ZVJdAb/10FSe3Xyatz5u47sPTeEnr58kGI4DMKW+kOoSU5adYnufn3BUksUwmc8NgiBg+ZQwVF1i4q+/v5hNH7TS0uFhYm0B9y+upbLYRCqVorHKxok82WO1FdabNOrRUYlKasut1JZnj6W65OZaKcvIyNzZSN4hgic/BsC+7Am8+99G8qQDAYKnPkY0F+F46A8QjXZE07XVCR4rorlg1AwsFApIpQgc24Fp6koinadRF1WiKa5BvIZMNqVWj6a8kUj7iZw+hVoLyThDb/6Isi//BaIpf1CiuqAc+4qn8Wj0BM+kn8f1TXMpWPEUSu0Xr+7u9UQWw2RuCLFYAudgMKtt944LrNkwEbczxKmjPej0apaubkSKJ9n38UXKKixUjrPx8rOHiHwymRrGYNIQjyYwGNWYrVq87vSE3eeJEPiUt7WMjIyMjIyMzFgYHBxk9+7dWW1HjhyhqqoqR4iKRPLXOXU6nUyePBmtVosoiowbNy6TRTaMWq0mkUhgMBiIRqOEQqGMOKXVajNC2KV8/PHHlJeXXxfhRqfToVKpiMezn69UKhVa7a3x8DcYDBgMBtxuN4cPH+bChQuUlpbS3NxMYeG126gYjca8VokzZ8686XXSbjU6nY5IJMKGDRuA7Gwtr9ebt6ZYV1cXc+bMAdLZZVdrYVlYWMi6devYvn07wWAQjUbD0qVLKS6+cQXL71RMBjW/8/gM/vyn++h3Brl3YS01ZSYsBg3BsIRRL6FRjT59NxvVmA1qfMHsuVFrp4fZE4rZe7Ivq10Q0rXAqkuvrLaySa/m7vk1zBzvIBpPYNarmVJXyJA3QiqV4r0Dnfzk9ezFn/E1dgyyECbzOSeZTKFRKVk6o4IVs6ooK9LjsKUXLAVBYMWsSjbvvkg4OhKcYjVpmFp/a6zDZGRkZK43qaQEqSRKk51EJJARwoaRfIOEzuwh3HGKglVfQVt24+vHqswFGCYswHfwnZw+fcMsXO89C6kksb7zuN//JQDq4nEUP/SHqKxXl4Gl0OixL3uC3l/9KSlp5LlM3zibaE/aQlzyDZIIekcVwwRBQFNcQ9H938O27HFIpYU92SLx2pHFMJkbgk6voq6piGMHujJtyWSKza+c4Bu/t4gFy2pRigp0ejV93V4CvigtpwYYGgiy7O5Gtmw6mfGgVygEVq5twu0Msfye8Wx/K9vmI+jPvzglIyMjIyMjI3M5zp7NtRQDOHbsGHV1dVmZK6PV8TKbzVRVVWGxWAiFQgiCgN/vZ2hoCEhnKK1du5b33nuPYDCI1Wqls7MTSE9yRssk8/v9JBK5WR5Xg9lsZsWKFWzZsiWrffny5bdUGPJ4PLz00kv4fGnXgK6uLo4ePcrjjz9+XQSx6upqnnjiCU6ePEk4HGbixIkUFxejVt86O+1QKJTJIBQEAZPJdFPqZiWTybyWhaNl5AmCkM58sFhYt25dVkbllSCKIg0NDZSUlBCJRFCr1ZjN5i+sReJnUV1i5n/91iKcvgj/8fpJ3vj4ApCeD31rw2SWz6pEp8k/hXfY9PzWQ1P5q1/sz6rlNXOCg9pyKy0dbtz+kQyx7zwwhZKCqxfbi2wj+5qNGooLDHgDUUKReFbdIa1ayRNrmjJWcjIyn0cSyRSHWwb5y5/tIyalbUOLrDr+9BvzqCpJC87VpWb++vuL2bqnnTPtLqY3OVg+s4KyUWr0ycjIyNwpSH4XpFIojTbUJXUoNDpi/e15t432t6FQa+n7zZ9T/tX/heomWP5pyuopWv+7OLf8O8lIAEGlwTJ7LdHuFlLxKJqyBmIDI+ON9bcRbjuGavpdSH43iZAXhUqDaClCUI7teUZT3kDZM39B8NwBJGc3mvIGJM8A3n1vAiCI6nSW2GegUGlQ28uu7sJl8iI/kcrcEESVkoXL62g9PUDokujE6XMrsVh16C+xFCgoMrDh8Wm88eIxXENBjh/s5oGnZxAOxlEqBcoqrag1SgYHArz54rGcc1kv42svIyMjIyMjIzMaJpOJefPmZbKjzp07R3d3NxqNJrNYn0gk8Hq9KBQKmpqacgS0FStWUFSULrisVqtRKpWsXr06I4wN1yArKSnh7Nmz+Hw+SktLOXHiBKlUalRhpr6+flQB7kpRKBQ0NjZit9tpaWkBoLGxkcLCwltqVdfT05MRwoaJxWIcP36cpUuXXvPYRFGktLSU0tLSazrO9cDv93Pu3DkOHz6MQqFgwoQJRCIRBEFgxowZV515da2YzWbsdjsulyurvbGxEaPRyGOPPXbVQtilmEymW3aNdxpWk4Zt+zo4fn4o05ZMpvh/rxyjsdpG/WUs1WZOcPC/f3cph88OkEimmNHkoKrEhFYt8je/vYTuAT/haIKyIgOlhQY06uu7HGAxavjmximsnF3FvlP9lBUZmNnkoLJYfu9lPt/0u4L81S/2Z4QwgEFPmB+/doI/emZ2xiK0ptTM19ZPIhZPoFEpUSjkwAAZGZk7F8nvJnB6J97dmxBEFfYVX6Lw7m8w9O5P0ZaXE2rJ3UddWEno3H6SIR+SZ/CmiGEKlQbjxEVoK5qQPP3EhjrxH9tBrPc8orUY86x7GHr7X7L2iXSfQ2UrYfDN/4vkHUQQ1VgXPIB5xiqUButnnlMQFGhKxiHaS/HufQPXe7/MyhKzLnwQ0VJ0vS9VZgzIYpjMDaOoxMRXvr+Ank4vHleIynE2iopNWUIYgEotMnFaGeVVVnzeCBqtiNWuR28YWRwaGghQVGzCbNXi84xkgs2cX41aI9cLk5GRkZGRkbkykskkxcXFvPvuu/j9fpRKJVOmTKG4uJiGhgYEQSAcDnPy5El27tyJJEmsW7eOyspKWlpa0Gg0jB8/Hrs929ri0kV/v99PT08Pp06dwmw288gjj+Dz+SgsLGTixImcPHmS1tZWZs2axYEDBzLHMBqNzJ07N28mz9WiVqspKyujrOz2iSzs7+/P297T04MkSbc0g+t6Eo1G+fjjjzl16lSmbefOnUyfPp2BgQGOHz/OvHnzbokwabVaWbNmDR999BFdXV0IgkBjYyNz5869Ltl5MleOLxjj3X35i66f6/RcVgzTqETqK6x5tym26ym+CUGEdrMWe3MJs5tLbvi5ZGRuFwbdYaKx3GzuIy2DuP3RrHp5SoUwaoanjIyMzJ1CSpLw7n8L7+5XURWUY52/EfdHL5DwO7EufBBNeRP+Y++TCHgy+yj0ZlT2UuKu3ps+XkEQUFkdqKwORGsx6qJqBIWCRDTEwKZ/yBKqAAzj59D7/A8hkXbxSEkx3B8+j2h1YJq8dMznVaq1mKeuQKk34zvwNoJSxDJvPfpxU8ecZSZzfZFfdZkbSkGRkYIxpP0rRQUFDiMFjvzbWqxadr43xJxF4xBVCqJhCYNZQ2+nF5P5+kRNjxXnYIC2c076e7yMayikvMqGxXZzxyAjIyMjIyNzbbjdbl577bWMFWEikeDw4cOsXLkShyMdodjX18cHH3wAQFlZGe3t7Zw9e5by8nKi0ShvvvkmRUVFPPDAAxgM2YWMw+Ew77//PufOncu0HT16lEceeYTi4mKWLl3KtGnTCAQCGI1GGhsb8Xg8aLVa7Hb7F6KuVXl5OYcOHcppr66uRqX6/NQX8vl8WULYMMeOHWPx4sXs3LmTSZMmYTZfWe2mayUWixEMBtHr9axZs4ZAIIBCocBoNN70sciMICoV6HX5p+kGrTx9l5G5HVGL+YMZNGolSjn7S0ZG5jZHCniIDXYQ7W5BZStBU1aPynb5oBbJN4jvE8s/y7x1DG7+l4xw5Nr+CxRaAyWP/YDwxeOELx5HXVSFuqgS1/u/AkBptCJeZU2ua2VYFAOIDXbm9CsMtrSIl8i1s/fs3oS+fiZK3didE0RzAZaZazA2LwBBgVJr+OydZG4Y8tO0zB2BSi2yZFUTW147SevpAUSVgoJCA+ufmIbJcvMKvw/2+/n5j3YTCqQjBg7u7qCi2saDX5qBxTq6ICbFEyhFhVwfQUZGRkZG5jZhYGAgb02uw4cP09TURDKZ5OjRo5n2hoaGTIbY+fPns47j9XpzxDC3250lhAGkUil27NjBgw8+iE6ny7FBvNTOz+/34/F4SCaTWK1WjEbjTaktdTMpKSnB4XAwMDCQadPr9TQ3N3+unpmi0Wje9kuF2NSlRZ5uID6fj97eXtRqNYcPH6atrQ1RFJk2bdottWuUGcGgU/HIXY385c/2Z7XrNCK15Z9/kVxG5k6kuMBAdYmJ9j5/VvuGJXUUXWadQEZGRuZWIwU8OLf8O8EzuzNtSpOd0if/FHVB+aj7JaUYqUQcpakAyd2XIxwlI0HcH71E8UN/gHHycjy7XslYEarsZTg2/h6q28AmUF1USdmX/ie+/W8R6TyDpqwBy7z1RLvzeDxC+jpTyfx9n4FSJz9n3w6MWQzr6+ujpES2OpC5ddgK9Dzw5HS87jDJZAqTRZtlpXijSSZTHNnbmRHChulqd9PX7c0Rw1LJFIMDfryuMGdP9aPTqZg8swJHiXzzk5GRkZGRudUkk/knMclkMq8woVAokKTc6EAgb3soFMq77cDAALFY7LL1wFwuFy+//DLNzc2oVCoOHDiAyWRiypQpFBYWXlf7xFuJ2Wxm/fr19PT00N7eTklJCZWVlTnWk3c6RqMRtVpNLJb9DGkymYhEIowfPz5HTB2NQCCAx+NBkiQsFgsKhYJAIJDpHxoaoqioCLvdnqmFN4zP5+O1116jpqaG1tbWTJ0wSZI4cOAAyWSSJUuWfO5E1zuRyXWFfP+Rafzi7VN4AzEaq6x8+4EpVDjkeYSMzO2I3azlj748h19uPs2uYz1o1CIbl9Wzem4VSuWtq80pIyMj81nEhjqzhDCAhN+F/9BW7CueHtXKT2mwovpELEtG8897kmEfJCVUZjsFy5/EMnM1KUlCabYjjqHu1s1C46im8O5vkoyGETRaFEoVpBKAAGTPC82z7kGplx0U7mTGPJN+6KGHmD59Ok888QTz58+/kWOSkRkVtUak6BaJSbGoxIVz6ULWoqigeVoZJWVmfN4Ig31+miaOiMU+T5iDuzvY93EbqVSKidPKMZg0/Oyfd/GV31pwy65BRkZGRkZGJo3D4UAQhBzha/r06ej1elKpFHPmzKGqqgqj0Yher+fuu+/m4sWLtLS0ZMQ0lUqVN5tmNHGjuLgYjUaTtw/S1nUffvghtbW19Pb20t7enuk7ceIEjzzyCBUVFVdzybclZrMZs9nM+PHjb/VQbhgWi4U1a9bw5ptvZj5vSqWS+fPn09LSwsqVK8ckcLrdbjZt2oTL5cJkMrFw4UI+/PDDjPDqcDiYNm0azz//PDNmzGDevHkZQUypVNLb28vAwACTJ0/OCGGXcvToUaZPn47Var1+Fy9zVZj0albPrWZGk4NYPIFJr8Z0E4MAZWRkrpzyIiO/+9h0nrm3GYVCoMCiu6xFYiyeoN8VxB+KYzGoKbYbEEexW5SRkZG5UcR6z+dtD7UexLrwAZT6/FnposFC0f3fp/fX/wO1oybvNqZpd6FQpwMAFRod6qKq6zLmG4GgFFHqR+Z0qoJyHBt/j8E3f0QqHgHAOGkJhqa5OfsmoyHingGS0RCi0YZodSAo5OCy25Uxi2Hvvfceb7/9Nv/wD//AD3/4Q5588knWr1+P0Th2j0wZmTsZlVpJWaWFSDjO8rubOLinnWMHu7AXGFh2dyOxqIRaIxKPJ/hgawuH9474zh7e20FdUxGNExwcP9zNins+vws+MjIyMjIydwI2m4377ruPLVu2ZDJ2mpubaWhoIJVK0dXVxaZNm1i4cCFnzpyhtbWVVCpFZWUlq1at4qOPPqKpqYnGxkYUCgWpVCrL2s9qtTJ+/HjOnDmTaVMoFCxbtiwnY+dSQqEQ58+f56677uLIkSNZfZ+2WbwcoVCIeDyOVqu9rPgmc+MRBIHa2lqeeuopBgYGEAQBq9WKKIrU1dWh1+s/8xiSJLFr166MiDV9+nR27NhBJBLJbDMwMMC5c+eoq6vj4MGDNDU1Zaw31Wo13d3dwOhZkYlEYtQ+mVtDoWyvJiNzR6FRi5QUfPYymy8Y5c2P23hhWwuJZAq1qOAr909k+cxKDLrPT81MGRmZm4cU8hHrv0j4/CGURhu62mmoCys+U5QRbcV521WFFQiqy5el0ZY3UP7Vv0YKuLEufBDPzlcYzqTSN85FXzf9qq7lciRjUSRvP8lYFFJJEpEgosGCaC1Bqbt+tbgUohrD+HloSmqRAm4UGj0qazEKTfazWdzVh+vD5wme/AgAQaWl6N7voG+ag0KUA5luR8YshqnVajZs2MCGDRs4dOgQ/+k//Sf+7u/+jo0bN/Ld736XgoKCGzlOGZlbjlKpYPaicZRXWXnr5ePEY+k6D66hIK/88jBf+s48auoL8brCHNnflbP/+bOD3PPAJE4f7SWRSMgWNDIyMjIyMrcQURRpaGjA4XAQCATQaDRYLBbUajVer5fXX3+dqqoqOjs7aW1tzezX2dmJQqHgvvvuY8eOHRw+fBitVsuiRYtobGzMiFQ6nY6lS5fS1NTEmTNnMtlPhYWFlx2XQqFAo9GMask4ODhIPB4fVQyLx+N0dXWxY8cOHA4H48aNQ6/XY7PZsFjkekO3ClEUcTgcOBxXVyg8GAzS0jJSu0AUxSwhbJiLFy+ybNmyjA3isBgWj8cz504mk3ltG6uqqsZs1ygjczX4gjF6hwL0u0LYTFrKHUbs5ptX/1lG5nbhbLubX289i1Gn4u75NdjNWgRBoM8ZpK7CequHJyMjc4eRiATxfPwSvv1vZdqEHb+m9Kk/Q1vRdNl9NSW1iOYiJN/gSKOgwLrgQRSqzw6oU9tLUdtL0ZbUYmheSMLvQqEzobIVX7ZGVioRJzbUTfjiMZLRCPraqaiKKlFqRg8SSwS9ePa9STLkh1QS/9HtmT7j5KXYlz+FaLp+duuCQonKXorKXprTJ/mGCLefJO7syQhhAKl4hIFN/0D51/8WTXHNdRuLzPXjigoOdHd38/zzz/Pmm28yf/58Hn74Yfbs2cPXvvY1Nm3adIOGKCNzc4hGJIKBKEqlArNVm7dwe3Gpia42V0YIu5Rd71+gvNpGXEqQSuYvgp5MpKif4JCFMBkZGRkZmduA4QydT9vC+f1+IpEIVVVVvP/++zn71dfX8+qrrxKPxwGIRCJs27YNnU5HY2NjZjuj0Uh9fT319fVjHpPJZGLVqlU5QsUwJSUlqNWjRxn29/fzyiuvsGTJEjo7O9m8eTOQFufWrl1LVVUVCoVsw3SnoVAoUKvVGQEs33PqcPuwFeOlGWeSJFFdXY3JZOLIkSMsW7aM999/P/MZtlgsrFixQs4ilLlheAIRnn37NFv3dmTaGiot/JenZ1NcIIuwMl8cEokkb++6iNmg5uvrJvHrrWfpdQYBmFJfwPcfmU6J/J2QkZG5AiR3X5YQBmmxyfnuTyl57AcodaO7uqmsxZQ88cf4j71PqGUfqsIKrPM2oCmpuaIxKNRaNI5qcFSPaftwxyn6nv9zSKbXVz0f/Qb7qq9gnrF61IyqSE8rvr1vYL/rGZxb/j2rL3D8A/QNszBOWHBF474aEuEAQ1t/imiyEb5wJM8WKaK952Ux7DZlzGLYt771Lc6dO8djjz3GK6+8gs1mA2DGjBm8/fbbN2yAMjI3g4E+P9teP0Xr2UG0OhVLVzcwaXq6ztelCIJAKJR/cSrgj5CQkphMGmwFetzO7AKSeqOaFCmaJuVPQQbweyN43GEEASw2HSY5UlJGRkZGRuamc6lY9OmaYiqVilgslhERLmXPnj1UVVVd1gbxcjidTs6fP09/fz/Nzc00NjZmZQMplUqWLl066vETiQSHDh3C4XDg8/loa2vL9IXDYTZt2sTTTz8tOzpcA7FYDEEQUKluro2V0Whk7ty5fPDBB0D6/TSZTPj9/qztmpqauHDhAmazOcfO3mq18vDDD3Pu3DkuXrzIvffeiyAIqNVqrFarbH8vc0O52OPLEsIAznV62XOyj/VL6m7RqGRkbgGCgKhUsH5JHT976xQu30iW77FWJ794+xS/8+h0NOoril2XkZG5SSRCfqSAC0GpQrQUoRBvvbWpFHDnbY/2nCMZDV1WDANQF5RhX/oY1nnrEEQNCtWNtfeT/G6G3vqXjBA2jGv7s+g/sXf8NKlUCv+R7aiLa4h2nc17XP/h7Ria5o65XlcqlSIR9ICgQDSM3UFD8vQTOrsH04zVoMz//gu3wedCJj9j/nXduHEjq1atypvR8uabb3LmzJnPdeFrmc8vHleIX/7rHgK+KACRcJwtr51CKSqYtaAmZ/uauvwLSFNnVSCKClQqBRufnM6v/m0v0Uja4khUKbj/4SkUl5mx2vOn/Pb1eHnhpwfwuMIA2AsNPPLlmThKzdfhKmVkZGRkZGTGisVioaioiMHBQUpLS+nt7c30KZVKEoncDHFICyWj9X0WQ0NDPP/880Sj6eeRlpYWFi9ezPjx42ltbcVsNtPY2HhZISuRSOD3+6mrq8upNzbc7/F4ZDHsKggEArS3t3P06FFUKhWzZs2itLT0qoXPK0UQBCZMmEAymWTv3r0cPHiQu+++mz179tDf348gCDQ0NFBWVkZ/fz/jx4/Pmz1ms9mYM2cOkiShVCpHzTCTkbmeJJIpDp0dyNu342AXq+ZUodfKi0YyXwyUCoF7F46jc8CfJYQNs/NoD0/dPYGyIjlAQUbmdiPaf5HBN/6ZWP8FUCgxTV2OdeHDqCyXt0G/0Sj1+e0IVfYyFOqxZf0LCuVlbQ2vJ4mIH8mb57kgKZEIuCGPGCYIAgqNlrg7gkKbf11VYTCDMDYHjLh3iODJj/AefAdBKWKdtwF942xEozXv9lLQSyqWPnciml63DbXswzzrXtw7fpW9sVJEUzxuTOOQufmMWQy7++67L9v/R3/0R7z66qvXPCAZmZuNayiYEcIu5cOt52iaWILJkr3IYbHqmLN4HPs+Gom2rqyxUVJh4bl/34eoUrJweS1f/e2F+NxhkimwF+ixFxoQFPkXHAL+KC/9/FBGCBse1yvPHeZL356H3iBb1sjIyMjIyNwsDAYD999/Pzt37mTq1KmEw2E8Hg+QzhqrrKzMu9+UKVOyrOnGSiKR4MiRIxkhbJiPPvqIDRs2cM8994zpOGq1mkmTJhEIBC5roydzZUSjUXbu3MmJEycybR0dHdx1111MmTLlml/TQCCAx+MhFAphNpsZGBigp6eH8vJyKisr0ev1SJKETqdj9uzZjB8/nkQigcFgoKioiPb2dpLJJPF4HI/Hg9PpxO1209DQMOo5RVHOOJC5eQx5Qhh1+aPMC61aVKJs3SrzxaK+0kI4mr82qIyMzO1J3DtI3/M/JBHwpBuSCfyHt6FQ67EvfxJBeeuerVS2UnR1MwifP5TVXrD6qyj1t1/NYIVKi0JnJBkO5PZdRpAzTVtF4NkfYJ27DoR3IZXM6rfMvHtMz+XJSAjn9p8TOr0r0za0+V+w+IawL344671MxqNEOk7h3PoT4q5e1CW1FKz8EqqiKuKDHST8Tixz7sN3aCspKYZocVB0/2+hKigby0shcwu4bt/UT1vIyMjcKUjxZN72cDhOMpnuSyVTGSHL6QzhdYe596HJxOMJ9AY1yWSKX/xoN8Nfg9bTA6x9cDIz51WNKoBdis8TxjUUzGkf6PHj80SyxDCPK0T7eSfnW4Yor7RQP95BgUOOGpORkZGRkbme2Gw21qxZQyAQYOPGjYTD6YAVk8mEVqtl1apVbN++PfOsUF1dPWo2Tj5CoRChUChTC6qrqyvvdgMDA9TVjd1CbNy4cezatYvm5mYOHDiQ1SeKYsbqXCaXeDxOPB5Ho9FkuWF4vd4sIWyYjz/+mJqaGiyWq19k8Hq9vP322/T09LBixQo++OADfD4fAC6XC6VSyalTp/B4PNTV1TFt2rSs91CtVuNwOHjttdcIBNILCna7nQ0bNhAOh/H5fOj1+hsqfkWj0YwAazKZbrqFpMztj9sXpdiuR68VCUVGBABBgFVzqlGJcj1lmS8WRp2a+goLdrM2Jzts0bRyCixyuQQZmdsNydM/IoRdgu/gO5hn3YPK6rj5g/oEpd5M0dpvEWo7RuDoeyiNdixz7kV9m9asEi1F2Fc8zdBb/y+r3ThpKal4jMD5w2jsZahs2WVm1CXjKNrwu/gOb6Nw7bfw7nmduLMb0eKgYM3X8l5vKpWCZCJL4Ip7+7OEsGF8e17DNGUpavuIkBXrv5iubUZ6wTfWd4He5/8nJY/+f/Q992f4Dr6DpqwB2/In0RTXoiooRTTK863bmes2K5KjTGXuVGwFegSFQCqZLehOml5GPCbxwZazdHd6mDKzkpoGO2eP93H2RPofwD0PTOKdV09wqR4sKAQ6Ljgpr7ZCKoVOr8Zi1Y0qjF3u+3Npn8cV4vn/2M9Ab7o+xIlD3Xy0vZUvf3c+hcU3J51ZRkZGRkbmi4JKpRpVPGpubqa8vJxAIJCpuaTT6T7zmKlUit7eXg4ePIjT6aSkpITGxkYqKytxOp052xcVFV3RmM1mM3PnziUYDBKNRjlx4gSpVAqz2czatWuxWq1XdLwvAslkkoGBAfbu3cvg4CCVlZXMnDmTwsK05U0kkmtjNdyer3bcldDW1kZPTw8mk4lgMJgRwkRRZMqUKWzevDmz7aFDhzh37hyPPvpolgBXUlLCE088gc/nQ6FQoNPpOHPmDHv37kWSJEwmE8uXLyeZTGbVw7seuFwutm/fTkdHB4IgMH78eBYuXHhNAqHM54+YlMATiPLtB6aw42AXZ9pdlBcZuXt+DRbDja1LIiNzu1Jk0/MnX5/LPzx/mEQyhccfpaHSytP3TJDrhcnI3GKS8SiSZwDJ70KpMyJai0kl8wfSpxIS3AYJIqK5EPPUFRgnLkIQlAh5yhzdLgiCgGH8fJRGO969b5CKR9A3zCIVC9P7yz+mcO236N3y75Q88t9QF5Zn9lOqtZgmLkZbMZ5kLELJI/+NFCkUam2OAJWS4kQH2/Ef3ErcO4Bx8lL01ZMRLYUko+FPDym9TyJOKh4b+TuZwHtgM8NCWIaERLS7hfKv/2/CF4+hUOvQVjSiKigfc70ymVuH/Asr84XHVqhn4xPT2PTrIyQT6RtcUbGRponFvPTsYWobi6hrcrDp14eZMbcKvUGN3qDGatfjcYdIJJJZv3uiSsHaByZz+lgv//73HyGqlEybU8n4ySWUV1pRa3K/dla7jvJqG93t2UUvxzUUYrGNLKx1d3gyQtgwoUCMYwe7WX5305iy0GRkZGRkZGSuHVEUKSgouOL6WwMDA7z44otIUjo7wul0cuHCBdatW8epU6eIxUYmYIWFhTgcVxZlKkkSBw4c4NixY9TU1LBs2TIgnfVkNpvlALY8DNdrG6735vV6aW1t5fHHH8dut2M0GlEoFJkswGHMZvM11QyLxWKcOnUKSGdzDQ4OZvrq6uoyfZfi9/sZHBzMEZtMJhMmk4lkMsmpU6fYuXNn1j5vvfUWTz31VEbgux4Eg0Fef/31jIibSqU4ffo0qVSK1atXyxliMhkKrTpOtbk4ed6JVq1kw9I6hjxhvIEo5ZNLb/XwZGRuGRajhidWj+fEhSEqHCYm1hZg1Klo6XDj9kewGDWUFhiwGOWyCTIyN4tENIT/yHZc23+RseHTj5+PbfEjCGotqVh2kJRx4iKUJvutGGpeFOLtH2SSSiWRvIOkEnEUGh2CwYxv/1skgl4AfAe3oKtqxrv/TQpXfy3HglJl+exgwUjPOXp/+SeZ9zBy8Ti6cVMpWv/biCY7glpHKpYtionWYpSGkWfsVCqZrmGWByngRlNcjaa4+oquXebWI9skynzhEUUl4yeX8O2ypXjcIUhB50U3r/zyMJKUZKDXj6PUxMLl9ezecZ5nvrcApahgsD9A40QHRcVGlEoFiUT6BjtvSS27dpxnqD9tVROPJdj/8UWSiRQ6nYqS8txIWZ1ezYbHp7L5lRNcaBkCoGGCgzUbJqLVjSwkdF3MfxNuOzfEorvqUcsRZDIyMjIyMrctqVSK48ePZ4SwYcLhMB0dHTzwwAOcPXsWj8dDfX091dXVmM3mnON4vV6GhoYIBoMUFhZit9szokwgEMhY+l28eJGLFy9m9isrK8Nk+vxmkg9ncI1FoPJ6vXR2duLz+fD5fBkh7NJjdXR0YLfbMZvNLFu2jPfeey/Tr1AoWLVqFUbj1VtVK5VKzGYzvb29eDweGhsbuXDhAgB6vZ7e3t68+w1nj30aSZLo7u7m0KFDOX2JRIL+/v7rKob5fL682Yxnz55l/vz52O23z8KQzK2lrNDI9MYiAqEY5UVG4lKScc0W6sotGPW3/6KdjMyNwOmN8A/PH+ZIy0gghNWk4fsPT+OH/7E30zZ3YgnffmAKhdbPzj6XkZG5duJDXbi2/SyrLXRmN/rGOZQ88t/of/lvSIbTQeqa8kZsSx5FIcoBQFdCbKCDnp/9EfblTxI6uzenP9p7HsOEBXj3vUFi8SN5bQdTqRSSd5BkNIhCY0C0FGWC/qSQD8nTT8GqrxAbaCdw4kNSUoxw21Hig12kFAoK7/kmg6//n4xYJohqiu7/fta5FEoVpqkriLTn2qUbmuZcr5dD5iZz3VbOn3zyyet1KBmZ60IqlWKwz8/p430M9PoZP7mEqnH2rEyrYURRSWGxEYNRzbP/uoe+7uxFhoFeP7MW1LBi7Xg2/eowzsGR+l5NkxysuLeJd18/DYDJos0IYZdy9EAn9ROK8ophAAVFRh56ZiZ+TwQEMFt0aLTZX9G68UWYrVri8QQnD/cw+Ml5KsfZZa99GRkZGRmZ25xEIsHQ0FDePo/Hg91up6Ojg4qKCpqamtBociPBXS4XL774YqY+FMCsWbOYO3cuWq2WVCo1apDatQaveb3ejOXi9bbbuxYCgQBtbW0cOnQIQRCYNWsW1dXVGAyGvNt7vV5eeeUVXC4XDQ0NhEKhvNsNCz2iKNLc3ExxcTHt7e2oVCqqqqquOCvw0yiVSmbMmMHZs2fxer1YLBb0ej2hUIiBgQEqKiryZoeNli3ocrlobW3NEfaGGa39UoLBIG63m2g0islkwmq1olbnFys+nSk3TCqVGrVP5otLU7Udh12P2xdBrVLisOlRq/LPX+JSAkEQEJW3z31GRiYfoUgcUqDXXflCeHuvN0sIA/D4o+w50UtTlY22Hi/zJpdSYNHS2e+TxTAZmZtEOI/wAeDb9zqlT/6Q8q/+NZLfiaBUobI6UOpzA9dkRieVSuI/+h4pKYYwioioKixH8g4gWktQqEbmQzFXD7H+dhIhHypbMf7jOwie+AiF1kDBXV9GP34eyUgQz0cv4T/+PiQTaMoaKFz7bYa2/DupaIjYYAfOd3+KumQchXd/g1QyiVJvQu2oRqE3EelpJRWPIpoLEK0OtNWT0DfOJdQyItqZZ61F46i5wa+UzI1izGLYb//2b+fYqphMJqZNm8YDDzzAww8/fN0HJyNzLfT3+Pjp/91FPJae+J8+1ktVrZ0Hn56ByZw/YjgWS+Aayr8gAimiUSlLCAM4e2KAyTMq+Mr3FtByqh+dPvtmrlAI2IsMRMKfXVNCq1WhLcn/Y+AaCnLycA8nDveg1iiZMa+K+gkODu3pYNqcStkiUUZGRkZG5jZHFEXq6uro7u7O6SstLaWjowOn04nD4UAUcx/TE4kE+/fvzxLCAA4cOEBjYyOlpaUYjUYaGhpoaWnJ2kar1V51HSePx0Nvby/xeJxUKpURSW6HzJ94PM7evXs5cuRIpm3z5s3MmzePuXPn5n0du7q6cLlcQNq2sqmpKe97Ul09Ynui0WgoKyujrKwsZ7uxkEgkiEajqFSqLPtAh8PBI488wgcffMDevXtZuXIlQ0NDdHV10dzcTEdHR9b7PXHixJzXPR6PEwwGiUQi+P1+Ghoa2Ls3N8rWZrMRiURGzZzzer289dZbWRlpixYtYtq0aXmFWZPJhMFgIBjMfjYuLy+/pow5mc8vNpMWm2n0zE2XL8LJC0627LmIVi1y/+JaGiqt6LVyxL3M7YUnEOF4q5NNH5wnmUxx/+JxTGt0YB9lnSEf5zo9edvPtrtZNLWMexbUsG1/B6fanLi8EQosOqpK5EV3GZlrIREOIPmGSEaCJKMhlCY7alspCq0+s41Ckz+YSqExICgEVFYHKuuV2ZjLjJCSJGJ9aSeE2GAn2upJn8q8ErDMvhfXe7/E8eB/JjbURTISQqE10Pf8/yQZGXkutsxdh652GuELRxh8858pK6rCf3wH/qPbMttEe87h/sCDdc59uD96IS3ApZLEes8z1HseQVRT8sSfIIgq+l/+O6IdJ9OjUGtxbPhP6GunUnTft4m7NpIIeRGNdlS2kqzPjMydxZjFsKKiIk6cOMG9994LwNtvv43JZGLz5s2cOXOGH/zgBzdskDIyV0o8nuDj7a0ZIWyYjgsuBvv8o4phOr2KcQ0FnD3Rn9NntuoyFoaf5vDeTp74xhwqx9lxDQVRa5TEogmmz62ktMJCf48Pk1mL0aQhlUpdcb2OgD/KS784mMlYC4eS7HzvPAtX1PH1311EQdHYFhwi4TgeV4hYLIHJrMFq1+eMJRaV8HsjCAoBs1WLKGecycjIyMjIXDcaGho4fvw4bveI9XFpaSkFBQXs2LEDhULBjBkzUOYpeh0KhTI2ep/G6XRSWlqKSqVi8eLF+P3+jKih1+tZv379VYlh8Xicnp4eenp6OHHiBIlEAovFwpIlS9BoNKNmX4VCoYxIolAosFgseYWpa8Xr9XL06NGc9v379zNhwgTsdjvJZDIzFqPRSFdXV9b+BoMBu92eEcggLYSVlJRclzE6nU4OHTpEe3s7hYWFzJs3D4fDgUKhQBRFKisreeihh4jFYmi1WhobG0kkEiiVSh599FEGBwfx+XwUFxdjt9vR60cm3263m127dnH27FlEUWTixImUlpbS1NTE2bNnAVCpVCxYsICdO3cyYcIEpkyZkvP8N1zv69PWjB9//DFVVVWUlqbrOgWDQbxeL4IgYDabWb9+PZs2bcpk19lsNlatWoUkSXR1dRGNRjGbzVgsllEzzGRkAMLROM9vPcvm3RczbXtP9vF7j09nxayqWzewa2TAFeJcl4e2Hi8NFVZqy60U5XEqkRk7qVSKzn4/Zzvc7DvRR02ZmUVTy6kqMd2UupiSlGTzzos8t/Vspu3vf32Y9UtqefqeZjTqsc2fK4rz2xaXO4w0VFn54U/2kvwkofuDw90cbhnkf//OEhQKgVBEwqhXUWCRP0syMmNF8g0ROLuPWO95Asd3ZNpN01dhW/IYotEKgK5yAihFSGTbmlvnb0ChvvpasTJpFCo1+sbZRDpP4zvwDrYlj6KrmUy47ShKox1D42zCnWdwPPD7+E98RPDodgzNi0gEPVlCGIB37+sUrv024QtHAJA8A/gPv5tzTsk7iEJvRt84h2hPa1ZfSooR9wwQPL0rI4QBpGIR+l/6ayq+8XeoCytQlsvBCJ8XxjwjPXPmDM8++2xmEvPoo4/y5S9/mZ///Ods2LDhRo1PRuaqiIbjdLXnr6/lHAxS25i/2KJaI7JsTRMXW51EIyM/fNPmVKA3qKgaZ+fM8b6c/apq7ZkHb6tdz4NPz+DE4W4SUpK3Xx6JcNj5/nme+e58yiqtV3Q9bmcwx7oRYN/HF5kxPx21HI8l8LhChMNxDEY1Vrse5SXWIh53iHdePUnLybTQp9Wp2PjkdGobCzPbOQcDbH39FOdOD6BQCEybXcmiuxqwyhM2GRkZGRmZ64LVauXBBx+kr6+PoaEhioqK0Gq17Nixg9raWubOnUtRUf7nFJVKhdlszmvrd6koZbVa2bhxIz6fD0mSMJlMeWuPjQWPx4PH48kSnLxeL5s3b+aRRx7JK4b19/dz8eJFkskkZ86cIZlMMmXKFOrq6q57NlksFstr/5hIJIjFYgwODnL69GmOHTsGwPTp05kwYUKmrhrAhx9+yLx58zAajYTDYRwOBwUFBWPKbnK73TidThKJBAUFBVit1izRz+Vy8Zvf/IZwOF2g2+v10tbWxhNPPEFxcXFmO61Wm5WxNSyGWq1WrFZr3nMHg0HefPNNBgYGgLRweeTIERKJBFOmTKGioiJjjXj8+HGcTidDQ0PU1NTkCKPhcDivJSNAb28vpaWlDA4O8vrrr+PxeACw2+2sW7eOJ598Ep/Ph0KhwGw2I0kSr7zyCoODI/ZfixcvZurUqXkzzGRkAPqcoSwhbJifvH6SyXWFFNlu/wjsSFSiezBAZ7+fIpsOlajk7399iK6BkcW7hkoL//WZOTjGeD3+UIz+T4IZC6xaHLbcYMYvEuGoxLkONz9761Qms2rPyT5e/eA8f/29xdSOUpLgetLvDvHie+dy2t/4uI3Vc6vHnL1VX2GlpEBPn3PkN10lKlgxq5K3drZlhLBhGqtsHDk3yLObT+MNxCiwaPnug1OYWKwAdycgoLKXorKXfqE/IzIyl5II+pCCHhSimshAGwKpLCEMwH/4XfT1MxEbZwNpi77SJ/6Eobf/lbizC4XeTMHKL6Epb7z5F/A5Rd80F9+hd5Hcvbg/fB6l0YpxygrMs9YiKBTo6mbg2fUKwaPbAdCU1ePa/ou8x0rFoyP/JwWj2IKLpgK01ZNwvfsfOX0qSyHOd/41d6ekRNzdh7qw4iquUuZ2Zcxi2NDQUJalhyiKuN1u1Gq1HOUnc9uh0akoq7Ti8+QKVwVF+SOYhykuM/O131lEd7sbrydCda2domIjeqMGnV7NzvfPE/SP3Gx1BhUTJo9EDisUAnVNDtQakZ//8+6sY8djCba/dYaHvzwT7Sh2H8FAlGAwhlqlIJEAjytEPJ7/Zh6PJUhISQL+KHs/vMCuHRdIJVOIooI1GyYyaXoZGq2KZDLFod0dGSEM0lliv/npfr71+0soKjYR/CT7rL8nXQg0mUhxaE8HyUSKex6chGoUT38ZGRkZGRmZK8NisWCxWGhqagLSws1DDz2UY6H3abRaLQsXLuTll1/OajebzTn1q3Q6HTrdtQezJBKJvCKJJEm43e5MxtAwXq+XXbt2YTQaMwIUpAWnoaEhVqxYcV0FEYPBgFqtJhaL5bQD7Nq1i9bWkQjQPXv24PF4mDx5MsePH89c48GDB1m2bBl1dXVEIhH6+vrQ6/XYbLZRX8fe3l5eeumlzLkFQeC+++6jvr4+U1Otu7s7I4QNk0wmOXz4MKtWrcqbAThWfD5fRgi7lFOnTtHY2Mj27dtz+qLRKPF4rnW3UqlEp9NlZSwOo9PpMsLbsBAGaaHvrbfe4qGHHqKioiJzbTt37swSwgA++ugjqqqqrlu2ncznD38wlrfdF4wRjkp5+24nonGJ9w928vy7LTxzbzM/e/MUUxqKsoQwgHOdXk63uTJimNsXoaPfz7lON6WFRuorLBTb0/evfleQ//PCUY6eS3+fDDoV/+XpWUypL8wKevwicbHXR+dAIMdiMBpL8NJ75/jdx6aPWovuehGOSMSl3LqIyWSKYGTsn9Viu54/+8Z8Pj7aw54TvVSXmrlv4ThEpcCgO/t3Q1QKzJtUwv99cSQwxemN8D9/uo+/fHwcunf+EkFUo62eiH35U2iKa676+mRk7jQSn1geKtR6FFodscEuIp2nEE0FuN7/FfGhTgRRjWnGGtSF5XmP4T/6PoZPxDBBoURX1Uzp0/+DZDiAQq1BNBfezEv63KO2lVD6xB8T7T1PbLATTWkt6uJxqEw2ACSfE//RkefYRNCDaC5A8g7mHEtQXqJVmIvQN84m1LIvaxuF1pCuCabLDXRT6M0odCYEUU0qFsk9vkJJ3N1HIuRDoTWgshQj3AC3C5mbx5jfvTlz5vDNb36T9evXA/DGG28wa9YsgsGgLIbJ3HaoVErmLa2l9cwAUnzkQbW82krRKHYEl1LoMFLoyL1JFhQZeea78zl5uIe21iGqawuYNKOMwk8ds6fTkzeTC6D9gpNIKJ4jhiWkJD1dHi62OkkmklSOs/Px9lYutjpZs2EiokqRdS2QzkgzmjS0nRti53vnM+2SlOStl45TXGqmosZGwB/h4J72nLEkEylcg0GKik24XaGMEHYpRw92sWBFXd7XQ0ZGRkZGRubaUSqVWdZ3l6OsrIyHHnqIXbt24fP5aGhoYPr06Ved+fVZqFQqksncRb/RcLvdVFdX88EHH+T0nTp1iunTp19XQcRsNrNmzRreeOONTJsgCKxatQqXy5UlhA1z5swZHn30UbRaLQMDA9jtdgoLC4lGo5w4cYL9+/dntm1sbGT58uU5WWKhUIgtW7ZkiXCpVIrNmzfzpS99CZstPZm/1HrxUoaGhjJWiFeLJOVfdE0kEqjVahQKRc57ZzKZ8tYM02g0zJs3j1deeSWnvbi4GL/fn/daBgcHCQQCmc9vOBzm9OnTecc1MDAgi2Eyo2I1a1AoBJKfSocpsuow6G6fmmGD7jA9QwGisQTFdj2lRQbUopJ+V4h/efU4X1o7gZ+8foKmKhstHfmdSg6e6WfpjArcvgg/evkoe06MBHAW2XT88FsLKLbpee3DCxkhDCAYjvPD/9jLP/3+Miocnz2n/Tyy90TvqFlPZ9tdBCPxGy6GmY1qLEY13kC2gKvXithMVxbsUVZk5OGVDdy/uBa1qECpVJBKpZg/uZT2vpG5+aS6Qg6czi3lkErBvq4U6xc/glJnItx+Au+e1zBNX42mpBaFWs7Glfn8kkomiPa04nzvWWK951GXjMO+5HGc7z2LacpSBl7/J1LRdOZlSorh2/cGtqWPI9pKkNzZgfNKQ25WqWiwQJ52metDpvbahPm5nUoRhUZPMpReVw0c/wDLvPW4tv0sazO1oxrJNwQKJbZFD6O2l1Cw8mkk7yCx/jYAFDoTxQ/9IaLVgdJopfTJP8W14zni7j70ddOxzt+IqrAC6/yNuLb/POv4Cq0RRBVd//77aaFMKWJb/Cjm6atQ6r+Yv8OfB8Yshv3xH/8xzz//PFu2bAHSxZQfe+wxVCoVL7zwwg0boIzM1eDzRtj25inWPjCZ7g43XneEyhobGp3ItToGFDqMLF3TyMIVdYh5HrT9vgiv/PIQC5bX592/wGFErcndr/XsAC/87CCp4QmgAGvWTcTvi3Bodzt33dfM1tdPkkyk+w0mDfc8MAlRVLB/58W852o51U9FjQ0BAaUif/SgQpF+QRKJ/AtdqWQqZ1IqIyMjIyMjc2tQq9WZelaSJKHVaq9JUPks7HY7kyZNYvfu7Gx3QRDy2jkOiy+jCWifzuC6VgRBoLa2lqeffpre3vQiaWlpKfF4HK/XO+p+CoWC+vp6NBoNoVAIs9mMQqHg/fffz9qupaWF8ePH09DQkNUeCoVwOp05x5UkCb/fnxHDKisrOXDgQM52jY2N1xxQaDKZ8mbFlZeXY7VaWbp0adb1DIuEo9k/lpWVcf/99/PBBx/g8/moqqpi6dKl2O12+vtzF2HzMSzs+v25AVaXywiMxWJIkoROpxuTvVckEiEQCCAIQuZ1kLmzKbEZePru8fz87RExVSHAbz009bapi9TZ7+dP/m03g5501o5CgN99bAYLp5Xh9ERIJlOoVUp8wRhD3jDjq+0cITeKva7cCsDFPl+WEAZpsW37/g7uXTCOrXtzgxnjUpI+Z+iaxLBYPIE3EEWlUmI1XplYEgjF6HOGcPrCmA0aygoNWIwanN4w7b0+LvR4qXSYqC233BBry2BEorok/7U3VdsxjOK+cj1x2PT89iPT+fOfjtT0EgT43sNTx2x/eSmCIKDTiFl/r5hZyUdHuukeTNe7VCkVREdxiwnHUwhKFc6tP8m0BU58iOPBP8A4ft4Vj0dG5k4hNthJz7N/DMl0cFC06yy9z/+QorXfIRkLZ4SwS/Ed2oJx0lK8u1+9pFXANHXFTRr1nUkqmUDyDCD5nSjUOkRrMco8WVbXC9FgwbboYQbf+D8AJAJuIp2nKLj7mwSOvkci5MM4eQmGCQtIRkMYJy9FaSwgGfaBQqTksR8geQdJxqMotHpSCQnJO4BocaCrmUzJoz8gJUVR6IwoxPQzpK5uOpaAC9+Bd0gl4qiLayhY83UGXvnbkYyxhIR7x69QO6oxNMy8Ydcvc2MZsximUql4+umnefrpp2/keGRkrgs+T5iuix66LnooLjVhNGvZ93EbwUCMimobRvO1F73MJ4QBBHwRPK4wbmeQ8ior3R2erP7V9zejN4xMOlKpFC5niIutTixWHR7XJz/YKdix5SxLVjXw7hunObynnTXrJ2I0adBoReyFBqx2PZKUGNUmQymm241mDfOX1fHuG9k2R2qNEvsntpEWmw69UU3oUxFulTU2zNfh9ZKRkZGRkZG5fmg0mptSf0kQBCZOnMjQ0BDnzqVrpKjVau6+++6M4HMpVquVgYEBjEYjgUC2PZhGo8Fkuv5RlKIo4nA4cDgcmbaBgQGi0WjecRiNRkwmEyaTKWPzKAgCr732Wt7jnzlzJkcME0URURTzZmdd+r44HA5qa2u5cOFCps1ms9HYeO11JywWC+vWrWPTpk2ZcRiNRu666y70ej0TJ06koqICv9+PJEnY7fa879ml425sbKS8vDwjtA5fi9lsprS0lN7e3qx9Kisrs7IStVot8+fPZ9OmTVnbabVaJEnC4/Fk1UCLRqP09vayZ88eQqEQzc3NTJgwIaem2aU4nU62bdtGV1cXAPX19SxdunTU2moydwZqtZK759cwYVwBe070oteqmNNcTNUowsfNJhKVeHbz6YwQBpBMwT/85jB1FVb02vTSyrCU29bjY93iOnYc6sqyeTTpVcwcn75XnbmYP3Ns78k+1sytTgsg5AogimuI7uwa8PPCtnPsOdGLzaThiTXjsRjVdPYHqK+0UuEwYtLnF5e9gSjPbT3D25cEYs4a7+Br6yfxo5eOcvz8SIBAVYmJ//6VuZQUXr5EwZWyZFo5R84N0lBpzbJK1KiVPLSi4YZnhQ0zo6mIv/+9ZZxqc5JMpphYW0CFw5gJNL1WSouM/PBbC2jv8zPgDlFTaqZ7MMDhs7ni6rwJRbjf+KucdueWH6Mta0A0F+T0ych8Hgic2pkRwjIkE0Q6z6AuHZd3n5QURzduCsEzu5HcfYjWYgrWfB11cfVNGPGdSUqKE2o9lM60i6dFId24qRSu/TZKgxXJO0AqFkFptF5XO0l942wK7/8erm0/IxkOkAgF0VZOwDhxESkpjtJgRhDSa55xdx9DW/6N4MmPEUQV5llrMU1eivO9XxDtSK+DKrQGHBt/H13NJJQ6AzDy+xTtv0jvL/8YdVEVtuVPIggKlOYCYkPdJAKenLH5DmxGXzsVQSnbJd6JjPldczqdPPvss3R2dmZN+v7xH//xhgxMRuZaUKlGxKH+Xj/9vZ9Epwogqm6sv7ooKkGAPR9cYOW9E6htLOT82SEMRjXzltVSUWXNbOsaCtLV7ubArnZiEYlJ08tQa0Te23wGUhCNSAifPFD39/rZ/OoJvv37S3CUmrPON2fxOGIxiaaJJQgCnD3ZT0ebi4YJDiQpgdcVprjMxKNfncXxQ92cOtKLvdDAhsenYv9kgmK16Xn0y7N4/j/2Ew6la0lY7XrufXgKWv3tY00iIyMjIyMjc3MxGo3Mnz+f8ePHE4vFMBqN2O12xDx++VarlfLycgwGA9u2bctkiAmCwOrVq2+KYBEKhVCpVPj9fhYuXMj27dsz8xdRFLn33nszotxwFlI4HKa5uZmqqioGBgY4depUZuyFhYUEAgFisRhqtRqj0YjZbGbOnDns2rUr69w1NTVZ4pDRaGT16tU4nU4GBwexWq0UFRXltbUMBAL09fXR0tKC1WqloaGBwsLCUTOlBEGgsrKSL33pS3i9XpRKJRaLJXNsn8/Hrl27aG9vx2KxsHTp0suKTMMM11u7FJ1Ox9133822bdvo7OwEoLq6mpUrV+bYLlZUVHDPPfdkrDyrqqpobm7mgw8+YMaMGcyZMydzTZ2dnVki5M6dO2ltbWXjxo15xxEMBnnjjTeysvKGrTAXLFiAz+dDp9NdttabzO2LUa9mYm0BE2tvv8V7bzDG3hO9Oe3JZIp+V5DGKhuT6goIRSRsJg1uf5RfbTnNtx+YwqGzA7T3+phcX8jd86qp+MRiv2wUoaiq2ITVrGXjsjqe3Xwmq8+gU1FaeHUZVwPuEH/8ryOZbeGoxN/+6iBfXzeJl94/h8cf5aEVDTy0oiGvNWVbjzdLCAM4cGaAOROHcmqjdfT52X+6n/sX117VWEdjXJmZ890eFkwuZd6kUs60u6h0GFk6vYJxZTfGLjgfoqikttxCbfmNs1Arsukz2XWJRJLeoSArZ1fy3oFOUqm0w8v9i8ZRpg0TSuTWgkwEPCSjIeD2+z7JfLFJJuIkgl4Uohql/uq/t5Inf9Z6IuhGNEwHhRKS2QEFpml3oSqsoOTh/0oqlUKpNyEaRw8UkoGYu4/+V/4WUiOuD+G2o0T7LhBpP4Hv4BZIJVEarRSt+2101ZMQFFcfmBAb6iJ4Zg+R7hb0dTMoffqHKJQqFHoLSm3u718i6KV/0z8Q60kH7aXiUaI950gE3RkhDCAZCdL/4l9R/vW/Q11QNtIeDeN671mSkSCRztNEOkcy1Isf+aP8gxzFeQvSWXSpVBKFUl5HvV0Zsxj2/e9/n7q6OubPn39DrVhkZK4HFpue+gkOWk9nFxVvnlKK9QbYNWSfW8fEqWWcPNLDtjdPY7HpqBpnx16kp6zCikqd/tpFo3FaTvaz9fWRm/NAn59xDYXMmFvFoT0dCAJZWV8TJpditeeO316kp7jUzI53zpICJk4vY+W947Ha9Rzd38U7r57M2CBOnVXBt35/MQaTFuOnPM0rx9n5+u8uxusOoVAqsNp1mG8TWxIZGRkZGRmZW0N/fz/PP/88qdSIbXJRUREbN27MyfRSKBRUVFRgNpt55JFHcLvdJJNJiouLKSgoGJMF3tUSj8fp6+vjyJEjRKNRxo8fj1qtZtmyZaRSKdRqdUYouZShoSE2b97MwED6ubG8vJy77rqLbdu2UVZWRmFhIc899xx+vx+z2czKlSupqqpiypQp6PV69u3bhyRJTJ48mSlTpuSIMAaDAYPBQFVV1ahjD4VCtLS0kEqlMBqNHD16lP379/Poo49ets6WQqHAZrPlXJPL5eI3v/kN0WgUSAc2vvLKKzz88MOXHcflsNvtrF+/PmOBaDKZ8mYnajQaotEojY2N6PV6+vr62LJlC8lkktOnT2deo1AolLe2XH9/P263O68Y5vP58tpTtra2UlVVxXvvvQdAXV0dK1euvCGZiDJfTESlgMmQWycKQKsWsRg1/N5jM9h5rIdvbJjMc1vO0DUQ4B+eP8RDKxt4cs14HDZdZm6XSKaoLjVhN2tx+SKZYykVAg8sr0ejUrJydhXeQIy3d7UhJVJUlZj43cemU1p4ddZU3QOBrMy2YTbvvsiSaeW8/tEFXnrvHAunlFFfac3Zbt+p/AvPHx7uZsI4O7uOZYuFu471cPf8alTi9Vs/MurV3LdwHH2uMKFwjOUzK7CaNNf1HLcjSqWCunIL+0/18e0HphCXklQUaCnChSnhISQoshaqAZRGGwrNjV37kJEZJpVKInkGSUaDKLRGREtR3me+mLMH755NBM/sRWm0Yl/6ONqaySi1V55FapiwgOCpnTnturrpJKIhClZ/Fdd7z2Ys7nTjpmKesRqVyQ4m+5Vf5BeUuLM75/4iWouJ9bfhO7A505YIeOh7/i+o+Prfoi6qvKpzpa0vf0AynA6wCLceRLSVUvrEf88rhAHEvQMZIWwYfd0M3B/8OmfblBRD8vRniWGJiJ9w27G8x07Fo3nbTVOW52SFJWNRop+8JomgB9O0u9BVT0SUP2u3HWMWw3w+Hz/84Q9v5FhkZK4bWp2KtQ9M4uPtrRzZ34kgCMyYW8X8ZbWoNTc2jVWtEbnrvgmYrVr277xI0B9Fp1cxdVYlGu3IuX2eCNYCPU98cw7hQAyvJ8KBXRdpOzfEhCmTAZg6u5ILLYOIKgWzFtQwd3FNzvhjUYn33z7LqaMjk49j+7uIhuMsW9PEWy8dz9r+6IEuqusLmDY7fxSbrUCPrSD/j0wikSSZSKFSf74nGzIyMjIyMp83UqkUTqeTc+fOMTQ0RENDA+Xl5Z8pFsRiMXbt2pUlhAEMDg7idDrz7i8IAhaLBYvFQnl5+XW9jsvR3t6elWXU3t5OY2MjdXV1OJ1OWlpa8Hg8PPbYYxmhZTjTyOVyZfbr7u5GEATmzJlDZWUlL774YqbP5/Px6quv8sQTT1BaWsrUqVOpr68nlUphMBiuSuyLx+O43W5EUSQWi9Hf38/8+fM5d+4cH3/8Mffff/8VW2L29/dnhLBL2bt3LyUlJVddY2us9pwajSYjTF2KwWDIZBTG43F8Pl/e/SORSN72T38OR+P8+fM0NTUxYcKEMW0vc/sRisTpHgzQ2uXFpFMxrtxCedGNq0/yWRRYdDy5Zjw/ejl7way0UE/pJxleDrueDUvr8Aai/Nk35+MPxlCJCkwGNT2DQd7edQGNSmR2czEd/X5+9c4Znrx7PC3tbk62OaksNvHwigbGlVky5/zyfc2sXTiOeDyBzazFcoU1vi4lFMm1dQVw+yNZ1oh9zmBeMazAkt8632rS4g/lioTjyiyIo9j5XwuiqKTCces+C9eKPxSjayDA2XYXNpOW+krrmD7b1aVmHls9nnf3tVNvFyg++mtibYfx1U3HNH0V/kNbsrYvWPN12SJR5qaQiIYInt6dtrOLhlDojBSs/hqGxjko1CP3jbh3kL5f/xDJmw4+SkYC9L/8NxQ/+AcYrqK+nba8Ef34eYTO7Mm06RpmoiqspO9Xf4KqoBzbkscQBAWCqEJTPQmV1XGZI34xkXxOUgkJpcGS9X4Nk88K0NA4h8CJj3IPlpSIDXZclRiWSiXxH/8gI4RlxufuJdLVgspanH8/KTczNpVMgKiCPFmzfCprTRDViJai/JmGggL78qfw7HqFZDSEIKoxz16LFMi1OQ5fPE7/i3+Z+TvSfgLDhIUU3vPNG1pfTebKGbMq0NDQQH9/P8XF+T98MjK3G1a7nns2TmTRynoATGZtpobWjcZi07Fi7XhmL6oZOfclEwGvJ8xgn59TR3s5dawXUmAwqll+z3j2fHgBSLH2wUnUNRWlbRJTYLJo89YG87hD6WN8irMn+pkxL3/k74GdF5kwuQTNKAWGI+EYbmeYcCiGyaLFaNYw2Bdg74cXCPijTJ9TRW1jIWarnDUmIyMjIyNzJzAwMMDzzz+fsQtsaWmhsrKSe+6557KCWCwWY2hoKG/faELGrSAYDLJjx46c9paWFqqqqti3b1+mLR4fmRj7fL4sIWyYrq4uVq1axaFDh/Ke7+TJk5l6Y/kymMZKKBTiwIEDHDx4kGQyiVqtZv78+Zw9e5bm5mY+/PBDYrHYFYthn66Tdml7IpFbg+h6U1JSkskQu5R58+ahUqWfP3U6HdXV1bS1teXsn89GEsjUehvOThumtLQ0k9k3zMmTJ2lqakJxGSsbmduTSEzi3b0d/PvrJzJteq3IX3xnIXUV1ls2rgVTyhAUAr/echZfMMaiqWU8trqJwkvmRIIgYDWlFxMdNj1xKcFbO9v4yesnM9u8sL2Fb26YjEIh8H9eOEJTlY0ZjUXcv6SOkoLs+4lKVF43EbB0FFvGGU0OTrWNZFyaDfnF8plNxfzqnTPEpZEMAUGAexfW8Fe/2J+1rVpUsGpu1Q3NBr4TCYbjvLqjlRe3j2QxGHQq/uq7C6kpu7zloiAI1JSa+dr9kwi3HaX/w8MAhM8fxjTtLgrWfJ1IxykUWiOmqctRO+QaSDKXR/rESlOh0V2TVWCsr42ht36U+TsZDjD42j+ieuYv0FY0Zdrjrt6MEHYprh3Poa2cgNJw+e9AMhYhJcVQaA0ICiWiyU7RPd8iPncdUsCN0mhDNNnpfyEtSMSd3bi2/Syzv+OhP0RzSUbQFx0p6CV0Zg+uD58nGfKjr5+BfcXTOUKWqqAcQa0jFbsks1gARgtQGmPg0jBJKU4yGkRQqol0nMy7TbTnHKZJi/P2ieZCFFojycjIs2/wzC5M01bi2/tG1rYKnQmVLVvXEA1WClY+Q//Lf53Vri6tJ5WQ8B/fgXXhQwifuOQFTn6MbtzUrG2lgBvn1p/kjC14eieWeetQ6urzX7zMLeGKMsPWrVvH9OnTsyZjcs0wmdsZpajMayt4U86tVOS1ZExICY7u7yQakbKyuYKBGO9vPsv6x6diNGmw2vRjqtUlxZMwym9NMpm/Q1QpM7XIPo3PE+bdN05x8kh6bCazhrvub+bVXx3ObNPZ5qZxYjHrHp2KfpTJkoyMjIyMjMztQTweZ8+ePVl1fyFdr2loaOiyYphWq6WyspIzZ87k9Nntt4/tRywWw+v15u279Lp1Ol1OjavRUCqVo2YojdZ+pXR2drJ//8giciwW44MPPmD16tWcO3eOSZMmXVUWV1lZ/sWeCRMmjPn6rwW73c4jjzzCzp07s2qWXRpYqVarWbRoET09PVmi2fz580etbWYymVi/fj2vvfZaRhCz2+1MnTqVbdu2ZW1rNBrlhfg7EG8gysVeH4IA33t4Ksdah/jwcDehiMSPXzvOf//qvLz1rG4GFqOGu+fVMGdCMVIyhdWoQa26vGNGvzPEz986ldWWSsEL21pYu2Acv9pyhrMdbs52uJnW5MgRw64npYUGvrZuYpYw57DpmDWhmH/8TXquV1VionyUrKvKEhN/8Z2F/OT1E5ztcFNZbOLr6ybRUGnlL76zkDc+buPE+SHqKixsXFZPdcnNq+F1p9DrDGYJYZAWyJ7dfIb//NQMdJrP/mwrFAKx3tasNv+RbQiiGsOEhdhXPHVVlnMyXxySUpxIx0mGNv8bkqcf0VJEweqvoxs3GYXqyrNPfYe35rSJFgdS0Euku4VUQgJBQFBpUOjNJEPZwVSS30UqXwZPZrwxYr0XcH/8EnF3H4bG2Zimr0JdUIZSb86qOyYF3CTC/vzHiYau+NruJFLJBImgFxRKxM8QFgFC5w4w9M6/jfzdepBo3wXKnvmLrAw6tb2U0if/hME3f0R8sANBVKMpa0KhM+He8Vz2QRVKVGMU4lOpFLGBi3h2bSLa3YK+eSHaqmai3S0522rKGkY9jqDWUrDqKwy982NS8fTzeSLgwdAwCyQJ3+F3ISmhLh5H0X3fzZthph03mZLH/jvuj18kEfRimrwU4+QlJMIB4s4eXO89i9pRhaqkFn3jbPT1s7KvJRbJK/QCJMK3T/CgTJoxi2H33Xcf9913340ci4zMFwKvJ4IUT3LiUE9We2WNjamzK3n39VMMDQQor7Kxen0zZZVWFKMIV5DOGLPadXhc2f7vZqsWq12PQiHkiGLzl9WiVotEwnFiMQmdTp2xPmw9O5gRwgAmz6xgxztnc87bcrIf91BQFsNkZGRkZGRuc6LRKL29uVnkkLY7rKyszFjXfRpRFJkzZw5tbW1ZgkVDQ8NlxTC/34/H4yEWi2E2m7FarZmMoBuBRqPBbrfnzfIavjadTsfSpUuzxCWz2YzNZsPtzrY7qaioQKPR0NzczNmzuc9Bzc3N1zzmWCw2auaZ0+lEqVTS3Nw8alZYIBAgGo2iVqtzBE273c6sWbM4cOBApq2oqIjx48ffNIHI4XBw7733EolEEEURvT43SMzhcPDEE0/Q399PKBSitLQUu92edc3BYJBkMoler0epVFJcXMzjjz+O3+9HEARUKlVW1iOkMyimTp0qi2F3GIPuEP/0whGOtAxm2pbPrGDNvGq27Gnn5AUXwXDslolhw9ivoKayJxBFSuQGKLr9UcodRsqLjHQPpqPZY1IyZ7srJRqT6HeFcHojKA0l+IMxTJ/M13QakTXzaphSX0SfM4hOI2LQqfjlO6cpsRtYMr2clbMrKRjl+pQKgfE1dv7k6/MIRiS0amXGtrGqxMy3NkwmFJXQapSoP+c1vK6WQXduzTaAIy0DBELxMYlhAKo82S0pKUYqEUMQ5fm5zOWJD3bQ9/yfZ+pASd5B+l/8K8q+/Bdoyxuv6FipVCotdl2C0mjDtvhhEv4h/EfeJdyaftYRLUUU3PVlXO//koR/5HnN0DQXhX508TzWe4GeX/yA4Shw797XCZzeRdnTP8yxPVTqzZimLMez8+Wc42gcNVd0bXcScU8/vkPvEjj2HoJah23hg+jrZ46abSf53bg//E1OeyLgJu7uy3ldtWUNlD31Z0hBLwpRRSLsJzbUjqF5EcHTuyCVRKE3U7jmG6jtpWMac2ywk56f/3+Zuly+3a/i2Pj7OYKpyl6Wk82VPeg4ngNvY1/2OAgKEASS0TD9L/8NRet/D/Oce0lJcUSjNUs4vRSlRo++bhraikZSUhyF3owgCIjGAkqf+XMkzwAKtY5Qy148uzfhO7gF26KH0DfNRTRYUGgNqAoriQ915hz7WrIuZW4MYxbDNm7ceCPHISPzhSGZTKXrHVwyNxcUAtPnVfH6b45msry62t38/Ee7+frvLKK4bPQHA5NZywNPzeC5H++jfoKD6lo7kpTEUWLEYFTzxDfm8MYLx/C6w2i0IsvvaaKiykb7BSfvvX2GoYEA4+oLWXxXA1a7joO72nOO73bmj6AJBXO94WVkZGRkZGRuLzQaDQ6HI68dnVarJR6PjyqGQVpEefzxx+nq6sLtdlNVVUVxcXFecQPA7Xbz6quvEolEmDhxIiaTiUAgQHl5+VXXqvos9Ho9K1eu5KWXXsqqKzVlyhQMBgMrVqzI1OZqbBxZ6DEYDNx///28+eabGSGtuLiYVatWodVqKSkpYcaMGVmi1YwZMygpKfnMMbndbi5evEhHRwdVVVXU1NRgs41tQiwIwqiCoyRJtLe3s337dvx+P0ajkRUrVlBTU5NlQTh37lyampoyGVSlpaUYjTe3ZoFarf7M99xut2ddp9/vZ2hoCIVCgdPpZO/evUQiESZMmMCMGTOw2WwZu0RIO5jce++9BAIBAoEAFy9eZMGCBRQVFd3Qa7uUYDBIJBJBpVKNavEoAzEpwYArRCgSx2LU4LDpswTLwy0DHGkZRKcRKSsy4PZFef9gF995YAo2s4Yn14zn0NlBeobamFJXRG2FGbv59rZtN+nVKAT4tGGHQafCH4wxZ2IxBeYafv7WSSqu0Q4xFImzfX8n//76iUww5JyJxXx74xSKPnEs0WlEasst1JaPLJD+1y/NIR5PYDKoc4IwU6kU3YMB2nv9xKQENaVmyooMFOe5/4uiArMsxFwW0yjOL8UFBjSfBKdKfhex/jbC7SdRFVagrZyQs7isKalDNBch+UaEYxQi1nnrUYi3ViyWuf0JnNyZEcJGSOE7/O4Vi2GCIGCedldW3S7zzDUEWvah1BgyQhikRTfn1p9gXfgQru0/B0BpKsC64AEUo9w7krEIro9f4NN2SAnfELH+izmijaBQYpq2klDbMWI954YbKVjzNcQxijR3Gomgl4HX/w/RztPphqCXwTf/Gftdz2CZcx+CkGsXnUomsmwFs/pi+d0PLs3CC53bT3ywE8Pk5RgnL4OkBIIC36Gt6MZNGVONrOCZ3RkhbJhkNIR92RPEXb3EXT1oSmoR1DoGXvsnyp76s7x1EJV6C7ryRpzv/jSnTzSYxyzOASg0ergkBk0QRRLeQWK95wm3HyfWl55LJaIhhjb/K/ZYBMvc+1DqzRTe/Q16n/sf6dfiEyzz1iFaP3vOIHNz+Uwx7Oc//znPPPMMf/3Xf523/w//8A+v+6BkZD7PmMxaAoEok2eUs+v98wDU1Nk5d2ogx+4wISVpPTNwWTEMoKLaxld/ewG73r/AWy8dz7Q3Tixm7QOT+Or3FxIKxVCrRaw2Hd2dHn7xo90ZK99TR3s5f3aQr35/IRrtyG3BVqDHaNZQUm6mrzs3tdc0ShFlGRkZGRkZmdsHlUrFnDlz6OjoyKoXVVJSglar/cx6VMlkkoKCAgoKciegnyaRSHDgwAHUanUmM8ntdmM2m1m2bBnjxo27rPB2LZSXl/Pkk0/S0tJCKBSivr4ejUbD7t27kSSJadOmUVVVlZOhVlRUxCOPPJLJNDKbzeh06QV2vV7PggULmDhxIuFwGJ1Oh8ViyfuaBQIBYrEYarUaSZJ48cUXM0JUa2srJpOJhx9+OCOIqdVqZs6cSU9PT86xSkpKKCsrQ6nMza4YHBxk06ZNWed9/fXXefzxx7PsEYfFvJKSEg4ePEhDw+gWM7cLLpeLV155BUEQaG5uZteuXZm+I0eO0NXVxYMPPpgR9fr7+3n11VcJBoPAiI3izapznUwm6e7u5t1338XtdmeyD4c/ezIjePxRXv/oPK/uaEVKpDDqVHz3oanMmViMRiUSjUls39/JY6sa0WtVtPX4mD1Bh82kpXsowG89OJV/euEIvk+C8V7dcZ7ZzQ6+9/B07Obbd05SXKBn/ZI6Xv3gfFb7xqV1vLmzjc5+P3UVFn74rQWUFV2btV3XQIB/23Q8q23fyX6mN/Zx36LaUffTa0XQ5r8vt3S4+cG/7CISS/92CAL85ydnsmBKGWKeetZXgi8YRSEIGPVfHAGttNBAbbmFC93Ztr5fua8Zs0GD5Hcx+OY/E75wJNOnNFgofep/oC6syLSpbMWUPPWnxPraCLUeRFDrsMy6G5Xt+iy6JqU4kqcfyTOAoNKgspXkXYSWuTMZzUYwEfSRSiXziieXQ1Nah23pY7g/egmSEgqNHl3lBNw7fp2zbTISRFVQjmPjf0pn0xSUo7KMHrySjEeRXH15+yTvYN52lbWYkkf+K5Krj0Q0hGgpQmV1XJUF5J1A3NM/IoRdguejFzE0zcsRDCF9XzFMWkrg0xaXgmJM9xHRWopiqJuBF/9ypM1Wgn3ZEwiKsWUGx/ov5rSl4hGc7/4U0VqMaCnCd2griUDavSER9OS9DwlKEfPsewlfPE58qGu4FfvqryDar61GXNw7yNA7P8a29DFie1/P6Xd//CKGCfNQWRxoK5oo/+r/InTuAImgB33jHNTFNSg1t3fQzheRz5yJDj/Ejxb5KSMjc2VotCILl9fTemaASTPKOXm4G41WNWqWlc8ztpoUHleYI/uyU3JbTvYzYUoJRQ4TCBBH4nzLIAFflDUbJrL3w7ZM1lc0ItHZ7mbxynoutjqZPrcSi03H+5vPsOiuBt568TiJxEj00PxltdhuUT02GRkZGRkZmSvDZrNx3333ceHCBfx+P+Xl5ahUKoqKilAo8i96uN1uLly4QFtbG6WlpYwfP/4zBbFQKERLSwtLly5l69atmSwtn8/H66+/zhNPPEFp6Y2JzB220Pu0ELJhwwZSqdRlM5QMBgMGQ/6F6OHMutGQJInOzk62bduGz+fDZDKxcOFCrFZrRgyDdMZTW1tbVnZYRUUF8+fPZ9++fSQSCbRaLStWrKC8vBxBEOjs7MTlcmGxWCgoKMBkMnHq1Kl8w+D48eOj1gq7E4jFYuzYsQOv18uCBQs4fPhwzjZDQ0N4PB6MRiOBQIA33ngjI4RB+jV+++23efTRR7Pmr/F4HJ/PRzQaRa/XY7FYxmShGIuln89H++w4nU5efvnljMgcDod55513eOCBBxg3btwVXf/nnSMtA1m1kgLhOH/zywP8zfcXo1EricYS3DW7iq372jlzccS21GxQ85+fnMnRc4MZIWyY/acG6Oz3YzdricYTuLxhBEGg0KJDFK9NqLleaNUiDyxvYMK4At7e1YZKqWB2czFHWgbp7E/fH853eUkBqmu0FjzV5szb/s7uiyydUYHpCkUnbyDKP71wJCOEQbre2T/95gj1FVbKrjKTbdAdZuexHjbvakOjVvLQikamNRZiNnw+F6ovpcCi44+emc2OQ13sONiF3azh0VVNNFalfxdigx1ZQhiksz58h7ZSsPJLCEqRpBQj2nMO94cvEHf3oa+fgXH8PDw7X0FT3oiudgpq29X/zialGMHTuxl84/9msodUBRWUPPJfUF3jwrLM7YGxeQGBY+/ltJunrbhiIQzSGUOWeesxjJ9PMuwHQUGkK7fW7DCCqMLQMHNsx9Ya0NfPxHfg7Zw+dcnov7OiwYposI7pHDeCVCpJbLCL8IXDSN5B9A0zURePuyFjSo6SyZWMhrJqsSXjUWIDHfhPfEAy5Mc4cRGiwUy07wL6+pmQkFA7alDaRn/mHUah0eE//G5Wm+TuI9J1FsP4eWMat2H8PEIt+7LaBKUKED4R4/tH2tU6on1tpFIptGX1OcdS20spfeJPiLt6SUbDiNYiVNZiFOprC5ZJhgPpz/QlwYSXkoqGSH1i0y0oRTTFNWiKa67pnDI3ns8Uwx577DEAvve9793wwcjIfFEodBjRaEVqaguYvbAaQYDBvgDt53MnMI0TP/uHCODsifzRMscOdGE0axnXUMg7r54gFk3fxFVqJXdvnMj7m88S8KVTkz3OEBOnlvLQ09NxDoV4f3O6Rsau986z9sFJuIaCJBIpGpsdOEpMaG6xX7+MjIyMjIzM2DAYDJSVlWE0GvH5fKhUKux2OxZL/loCHo+Hl19+Ga83Hb3e3t7O4cOHeeyxxygsLBz1PEqlkvLycnp6erLsCoc5duzYDRPDRuNG1iqDtEDz6quvZq7X7/fzzjvvsGbNGrq6urJeh/b2dmbMmJH5W6/XM2fOHMaPH58RasxmM8FgkK1bt3LhwoXMtg6Hg40bN2bVbruUSGRsAVS3K+FwOGPlqVarCYfz19YZFqj8fn/m83kpLpcLv9+fEcOCwSD79u3j8OHDpFIpNBoNq1evpra2dtQsxWAwmPnMK5VKZs2aRXl5eSZjcJiurq6sbMthDhw4QEVFxQ3/7N0phCMSb3yca9OaSsHhs4Ns3XsRfyjObz8yLUsIA/AFY+w52YvXn/9zf6HbS0mBgV9uPs2HR7pRKgTumV/DhqV1GWvAW43VpGH+5FIaK63880tH+PFrJ4h/qj5YIBwfZe+xo9fm/7wZtCLKUYIeLoc3EKOjLzeDJBpP4PRGrkoMC4Tj/Pi1Y+w+PjJ3/ZtfHuBr6yaybnHdZWtlf14oKTDw6F2N3DO/BrVKiU4zch+K9l7Iu0/4whGSix9CqTMT7Wml99k/YdhWxn9oK6FzB7DMuR/nO/+G0lxI6ZN/ekXWYJciufqyhDCAuLML985XKbznG6Pa2cncXiQjIeKefhJBL0qjBdFakslQ0ZTUYpm7Du8lmS6m6avQXKFF4qUoRHUmezERCRI4swdD80ICx3dkb6fR581UGg1BKWKeeTfBs3uy6owZJy9DXVB+1eO90UR7L9D77H8nJaWfWXwHNmOcdhcFK55CqRup85qMR5G8g6TiMZQm21XVlxLNBaAU4VO12zRlDSj1I8/54bbj9L/4VwzfO4KnPsY8937046bj3PITSCURVBoK13wdw4T5KNSjZzTFMhlY2QTP7sW64AFEo/Uzx62takZd3kisuyXTFnf3Ypy8NOdzY5m9Ft/BzUh+FyUP/1fUxTU5mX6iyY5oGr2e8dWg0OgR1DpQKBCUqixxEUBT2TxqXTaZ25fPFMNGs0ccRrZJlJG5OkxmLaZLLD1MFh3144toPTOS6j1zfhUl5WO7sY5mWagzqKmotvHBlpaMEAYQjyV4f/NZZs2vZseW9I9PTUMhGq2KytoCtrw+kmY9NBDgjReOYbXreOCpGVRUX/kPdEJK4PWESSZTmExaWUiTkZGRkZG5yej1evR6/ZjqXfX09OQIDdFolJMnT7JkyZJRs2r0ej3Tp0/n+PHjeftDoRCpVGpMWTl3Ci0tLXmFv4sXL1JeXk5X18iCQVVVVc52oijm1Abr7+/PEsIABgYGOH/+PM3NzZw+nWuHM2nSpKu9hFuGz+eju7ub8+fPU1RUxN13300gEECv17N69WpisRhHjhzB4/EA6dokFouFQCBAIpFgxYoVXLhwgYsXL2Yd99Jsx7a2tqyab9FolDfeeIOnn346b8ZfPB5n7969WZlp3d3dLFmyhJkzZ2YdezRhMhqNkkx+uh7LF5dkTm2aEcIxiRRgMWo41+XJu83xVidr5lWz81hvTl9pgYF/+s1hjrUOpc+VTPH6RxcIRSS+/eAUNKrRs62kRAKPP4ZapcBs0OD2R+js99PVH6C4QE91iZlC6/WzN9JpVUiJVI4QBlCU5zwuX4RzHW4+PNJNoUXHkhnlVJeYR7UnHF9tQy0qiH3q+A+tbExbIV4hapUCnUYkHJVy+nRXcTyAfmcwSwgb5rktZ5k/uZRie26Grtsfod8Z4ny3F6NORV2FhQqHKWe7OwlBELAYczPhVAX5M6/UxTUIKh3JWBj3Ry+SUz/J7wJBQBDVJHxDhM8fvmoxLO7pz1NPKr1wblvyCIrLWNrJ3Hokv4sGm5rQxWMET+0keHo3kMIydx3W+RtQGiwoDRasix/BOHERkt+JQmMglYilbTGVqjHVe7ocSq0By6x7iA20kwj7MnXDRHMRjo2/d8V2nurCcsq+9D+J9rUheQfRlNaiLqjIEiFSqSSpeAxBpbnlz5jJaAjn9l9khLBhAke2YZ5+V0YMk3xDuD98Af+x9yGVRLQ4cKz/HTQVTVd0DSqrg6L7fovB1/6J4XuDQqOn8J5vZt7L/5+99w6T6jzv9+9zzvRedmZ7ZZey9N6LkAAJFSQhISRZJbYV19hOc5w4XztxYqfnlzh2nOIkrrJkI2R1UEEUIUBL78uysLtsb9N7+/0xMMsws7AgFpB07uviupj3PeWds2dOeT/P83miA530b/5vLr12ePe8SsFdz2R+86lYhL5Xf4jSUY6mZHh7bWmYDDeF0Y6oHJlgrjQ7KFr7R0S6zxI+dxKFyU7C70JhtGFf+Zm0ICYpMUxYQKT7TMZWMdJ9hlQqhbZ8/Ij282FQWBzYlz+J98CbWJc9xuCWn2eOlag1UrDqM0iaD2dxLHPjueITzIWIura2NhoaGlixYgUAb7/9NrNnzx7d0cnIfIIwW7SseXQag/1BgoEIRpMGq12HdoR2FuMmFrHjrdNZVoYIUDveSSQUx+PKja71eyNo9UocRUbKq6w4i9I35WQiSSiPbaN7METQn9/O8XJ43CHe39LMvt2tJBMpqsbYuWvtJByFH+2XGBkZGRkZmY8r3d35M847OjqIx+OXzXgpLCwkHA7T2NiY0zdp0qSbPklxvblcBtPFmUcGg4GamuHr9lzMhQypSzlx4gT33nsvs2fPpqGhIdM+c+bMG55x92Hx+Xy88sormXOtqamJVatWcezYMVyudHaQUqlk2bJlNDQ04Ha7ueuuuwiHw2zcuBGv14sgCIwfP5758+eza9cuAGpqajCZ0vV2w+FwlhB2MZ2dnXnFMI/Hw8GDB3Pa33//fWpra7NsLisqKti5c2fOslOnTpVrhl2EXqvijtnlnGrLzvoSBCh1GOh3h9GoJCoKjTxx1wTUKom2bh/bDrQTiSYYU2Zm2lgHCkkgnhiayCt16HFatRkh7GK27DvH2uW1WaJJnyvIyVYXR5r7WTytlK372tl1pBOLUcNjK8fR3ufjl5uGrls1JSb+9Ok5FNmHJrpi8QSt3T7e3XuOPneQZTPKGV9lG1HdMp1GwVP31HPyhzuzBKa1t9Vm7QPAH4zyk1eP8e6+ITH9pe3NfPcLC5lYk9+utsxp5LtfWMgPNxykpcuH2aDiqbsnMqHq2iLlHVYd6+4Yy09fy7ZmnTneSeE12uUHw7nCGkAoEicSzc6y9AWjnOnwcOR0P8+/PZQ5oFUr+N4XFlJbbrmmMdzKqItqUFiKiLuH7sGizoRl0cOQSqazSFz578/JoAdRrSMRjxI6ewjz7NXXNAZhmLpKotaAII1OzU+Z60O4vZHeF/8/4t4+QEBXNxPbHU8x+PZP8Ox5GW31VHRjpgEQd3fT98Z/Ee06jSApMUxZhqQzwel9mOffj6T+cJm1SosThdGG0llBcrEPSKEw2q85c0dpKURpyV8PNNrXhu/Qu4TPnUBbPRXDpMWoCspIpVKkEnFExY0NxE6EA0Q6cp+BIS1WQlq88x7cgu/QO0N9nl66nvsrSj/zj1clZguSEv34eaidlUT7OxCUKpT20sw2Yu5ewudOkPDm3ishRSqem5kcOnvksmKYurASSW8hEXBntVuXPoJ4FeeOwmhHMlgRNXp6Nv4TyfP1wZwP/hFKZyWpWJTB7c+RigQvGnIS79430JTWjbg+2bUiCCL6iQtR2ooINB/Aef/vk0omEDU6VPYylNYbU6NW5vpyxTvZBXvEJ598ko0bN2Ye/r/whS/w1a9+dXRHJyPzCUNvUKPPEyE2EhxFRp784jw2v3ScznNuHIVG5i6uZv+uVibNKAOBS4NAALA7DNSMLaC0wko4FMVgVKMzqJkwpZgj+zuylhUEsNiuLjoykUiwe2szDTtbMm0tzQM89z8NPP67c/F7w/R2+zBbtTiLTJitcnFJGRkZGRmZm01JSUnemk2VlZXDWstdQKPRUFZWxvTp07O2MWnSpI90TavhGDduHEePHs1pnzhxIsFgEFEUKS8vZ8yYMVlCyuUYbjm73Y5Op2P+/PlMmDCBYDCYqYF1uZpotyJ9fX1ZomtdXR3Hjx/PCGGQztLaunUrDz74IGq1GlEU+eUvf0kslp64SaVSnDhxglmzZmG323E4HCxcuDAjRAmCMKz4Olx7OBzOm+kXj8cz+72A3W5n6dKlbN++PbPOuHHjqKqqGvmB+IRQX23n7oXVbN7dQjyRQq9V8ul7JvJOQxsAy2aU4fJF2Lj1NIFQjLEVVr60diq/2HSC+5eOocxh4B++soRXd5yhrcfHwinFLJhSits/TK2UZIr4RUGC/e4Qf//zvZxsdfHEXRP4/vMH6D5fO9kXjPF3P9/LZ++bhMWoxn3ekvFMp5e9J3q4Z9GQiH2yxcWf/+f7JJPpv/euI90snV7K5x6YglF/5d/gmFIL//zVJTS2uRj0hplUY6fMaUR/iWtGV38gSwgDSCRT/PdvD/NXn1uYd1+iKDC+ysZff34hvmAUv9fN+NryK45pOCRR4I455ViNajZsaSIcjXPnvCpum1l+1fXHLmAzaVAqxJzsuDKnAZNeRWt3+piHI3GMehUqhcRv3jmVtWwoEue/fnuEb31mLoZrHMetitLipPjRP8d/YhfBxt0Yp92BqNYxsOnHIApYFq1FN3YO3oZXc9ZVWApJBL0AaCqvPVNYaStGMtqyLOkAzHPuPV/PR+ZWJObqpuu5v75INEgRbNqLpDOjLhtHpL0R/7Ed6MZMI+bupevZ75A8f76kEjF8B97CPPdeQmcPox8/D6loZME7l0OQFKgshTCMiHWtpJIJEgEPiCLJoI/On36T5PnvHelswnfwLYoe+XP8pz4g0noMbc1U9BMWoBom8/J6I6o0qArKifbkBjZJunSwTsLnyv4dCyLq0joESUnc3ZNXDEuE/MT9LgRJQmEqyLIsFRUqVM5KVM7KnPVCZw8T9/YhGe0kfJeWZklnlF5A5axEX78QdXENyXhsWCFRaS2i+PG/wP3+RoKn96EwObAt/xTq0nGXOzR5EQQRbfkESp/+GxK+QQSlCoWpgNDZQ/iPv5e9sKRA1JlQOcrxn9yDQm9GVVg1qtlZkkaPtnoKmsqJkAJBGl0BTmb0GXFYR39/f9ZLmdVqpb8/n6osIyNzMxBFgfIqG48/M4dIOI4gwmu/OUp7qxu9UcOEycWcuMRaZGy9kwN7znHsYCdwltIKC/eum4Kz2MSSFXW0t7lw9acfKgQB7l03BVvB1d1kPK4we3e15bS7BoJ0tLp48dmDmTa7Q8+jn51z1fuQkZGRkZGRub6UlJRQUFCQ9byv0+mYMGHCiDK79Ho9CxcuZNKkSQQCgYxgo9F8uELWtyJOpzMnU2vq1KmUlZWh1+uZPn36VW+zqqoKlUqVqY8Faeu/qVOnIggCSqUSh+OjbVXV29ub9bmkpIR33303Z7lYLEYikcDhcHDmzJkcQQrg+PHjrFu3DpPJlJW1qFarmTlzJm+88UbW8hMnTsRut3PmzBkMBgNmszkjoOn1ehQKBfF4dgaLXq/POX/VajXTpk2juroav9+PRqP52J7nH5bKYhN3L6xmap0DbyCC2aDGYdHw7y+4sJs1lDqN/M/LQ6LyqTYX/9nn57ufX0CBWUvTOTcDnjAr5lZSaNNhN2sQBAFJErAY1Lj92ZaVY0pNWdlaZzs9nGxNC60GnTIjhF3M6++fZen0Ml7a3pxp23Gwg5VzK1EpJbz+CP/90pGMEHaBbQc6uG/JmBGJYQBlhUbKruCQMejLL/Kd6fQSPC8UDYfZoMZsULPv3Cng2sUwAItBw+2zK5g1oZBkMoXFeHUWZKFInPZeP8fPDqBSiEwaU8CXHprKvzw3FCihUoj83rppuHwR/vjfdhCJJnjirgn8anMj61eOI5knoPNEyyC+YCxLDIsnkkSiCTRqBZIo4PKF6XOFEAQBp1Wb15bwVkTQmdHWzURXO5PAyfdxv/Gfmb7uliMUPfZtgo17zmf/pDFMWUYi5IdUEslgQVc785r3L+lMFNz1Obx73yB05hCizohp5ipig53EBjqQyq5+sltm9Im5erKzZ87jP7YD65L1RNobM7aCMVd3Rgi7GN+hLZjnrSHu7Ud9HcSw0SDm7sW7/018h95BXVyLylGeEcIukAh4CJz6ALWzEs/7LxI+dxzv/s0Uf+o712wfejVIWiP2O56m69m/zLIc1VZPRZnZf4rUeTtlbc009BPmEzp7hFQiRjIaJh70ojgvnAFEelvpe/XfiXadBlGBccYKrPPvR2Eavo4vpDPQAid3Ee1rw7LgwXRtsIui5E2z7iLYnM6gtyx4gFQigWfXb0nGIhgmLsKy6OFhj5nKUU7B6i+QDPkQlKqsWmjXgtLsQHmRDatl/v1Ee1uIdDQBIBqsFK75Gv6Tu4icO4HCWoR+3Fzi3gEMExeOfpbYKG9f5sYxYjGstraWb37zmzz00EMAbNy4kdra2lEbmIyMzLWh1aky1oor10wgkUjQeLSb2+8eT90EJ4lEkng8idmqJRSI8Mpvhmp6dLS5OdfqwmrXYXcaeOoL8xnsDxCNJrDYdNjsOhSX8d2/QDKRxDUQxD0YRK1RZls3XkQwmD2ZMdAX4OiBDhbfUfexs1CSkZGRkZH5qBCPxzGZTNx///20t7fT2tpKUVERVVVVObWtLodarc5rQ/dxQ6fTMW/evEymllarzRJXrgW73c769ev54IMPaG9vx+l0Mm/ePAoKLj/p8VHi0u+STCbzilAA0vko3HwZWxfW9fl8hEIhbDZbxuof0tmMc+fOZe/evSQSCRYsWMDAwADPP/98ZpkZM2Ywd+7cjGh7xx13sGnTpky/IAisXLkyY794MQqFArvdjt2e37pOZojyQiMlBXoisQRqlYJUKsV3PjefQU+YZzfnWkoFQjEi0QT//dsjbDsw5FgxpbaAr62fjsOqw2nV8Y2nZvNX/7ObwHkLPptJw1cfmYFJP/QbPH3ODaQD/GKx/O8mA94wpktEpvJCIy5vGH84hlopMeDJL1JdKsZ9WKzG/IJqVbEJrfrGW9VdLCS19/g42TrIoDfMxBo7FYWmvOJcLJ7kvYMdfP/XBzNtCknge19YxL/+wVJOtblRqyTGlFoosKj5h1/sz1glqlUS/lAMpSJ/fTSbSYNKme5LJlO0dHl5ZccZmjvczJtYxOyJRfzjL/bR2R8AoLrExNc/NeuKIuTNIhENE3f3kIyGCZ5qwPPBK9hvfwr3+7/NWbb3xX/Gef/vE+s/RyLoRWF2EOloQmlxYlv+BLqxcz5UBkwy7KfvtR+hLZ+AfcXTJCMh/Ee3ERvsQlM2Ho0shn00EUQM9QvT/0/mtytNxiIIkgJR8+Fqhl0vUqkkCb8bEBC1emIDnUQ6m1CYCzBMXEzc00u0O7+tdGygg2QkiH7cHAIn3ifhGyTccvSGiGEA6rKxlDz1XTx73yDh6ccwZRm6mqkoztfakgxWTDNXETi5B231FPpf+1Fm3WDjHiyLH8Yy/0FEpYqYp4/uX/0VifMWgiTj+Pa+gajUYFv26GVFGkEQUTmrCJ05SODE+zju+SKhlqMkoyH04+ehKa8ncHIXiXCAZDSMd+9Q8JD/yDaiPa0UPfr/UBgsebcvKlWIytF5/lFai3A88IdEO0+T8A2iLCij9+XvZ7Lbon3nADDNXk3c3XuR0Cgjc3lG/BT1ve99jx/84Af81V/9FQBz587lT/7kT0ZtYDIyMh+eAqeRex+ZhqvPj0qjoK/HTzyWRKEU2bO9mQlTSiguNdPV7sms09nmoXa8A7NKgcmixXSVRaOTyRTNp/r4zU/2EY8nqZ9WTE1dAWdOZWeSqjUKknlEsuOHupizsBqNTrZgkJGRkZGRuZH09/dz4sQJOjs7qaqqoq6ujokTJzJx4sSbPbRbHpVKdd0ztRwOB6tWrSISiaBUKj9yNohXwul0ZmUfNjU1UV9fz+HDh7OWs1gsWCwWIO1OIkkSiUR2baHx48ezY8cOent7GT9+PMuWLUOvTzsN6PV65s+fT319PbFYjMHBQd5///2s9ffv3091dTVVVVUEg0GMRiP33HMPSqWSaDSKzWa7KiFYZngkSUQnXRA4BKbUOmhqcxGM5Gb8qZUSA95wlhAGcPh0P4ea+rljTgUA9dU2/uUPltEzGEQUBArtaZHsYiqK00JmKgUadf6Jw+ljnZxoGbKGU0gCcycW8bm/e4dEIkWhTcfnHpjMT187Tu8l9ZgtBjXBSIye/iCDvjBmvZqiAh0G7bX9bovtehZPK2XHwaHvLooCn10zKUewu5Gc6XDzjUtqnj2wbAyP3DEuY/UYCMVw+8JEYkl+tDH79xxPpPinZ/fx97+3mDvnV2Xa+90hTl507PvdIcqcBjr7/IyrtNLYml1v7um767Gb0++prd1evv5vO4jE0teFmeMLs4QwgLOdXv71+QN867PzrtnicbSIB9y4d27Ef+w9LHPvxbPrxXRHKplXtEiGfMT62xnc8gsEtZZkMF2PSVs7A8v8+z/0eASlFqWlkMDJXQRO7srqk66x3pPM6KO0FCKodTnZYYaJiwl3nqZo/Z+jdKSvmQpLIYKkJJXIvu7qx88jOnZGz/wAAQAASURBVNiDYdKSGzbu4Yh5+vAdehff/k2oKyehKa5lcMvPM5lW6tKxGKcuJ+bqIdRyOGd9VWEVng9ew7pwLYET6Xt+pOs0sOKGjF9UqNCUjkVdPIZUIoGozL7uCKKEeeadqArKGXjnpznru997AcOEhagc5cTdPUNC2EV4G17DNGMlSsvlA8+Mk5fg3fs64bbjhM+dRF1Si6g1onSUozDZMM+5G231VDp/+qc560Z7W4i7e4YVw0YbldmBpNYR9/QT7WvFPOsuBKUaQalGYXbg/eBVel/4B5S2Umy3PY66tC7LPlJGJh8jFsMMBgPf+MY3RnMsMjIyo4DFqiUWifOL/9qD73wkoyAK3L56PIf3tTNjXgWvbRjKDrPadZfNygqH43gGA8QTKdRqCbNFi1I1dClxDwbZ8LP9xM/7wJ883M0966bg9YTp7/EDoNEquf/RabzxYm59DVuBHoUyfwSgjIyMjIyMzOjQ39/Pc889RySSzm5ob2/n4MGDrFu3bsR1rmSuPwqF4oo12j6qXMg+bG1tpampCbPZzMSJExFFkaNHjxKPx6moqGDy5MkZa0SLxcIDDzzAa6+9RiiUFiNqamowm80cPHgQgJMnTzJp0qSMGAbpzDKbzUYikWDHjh15x9PU1ITdbufFF1+kr2/IfmzBggVUV1d/bP8OtwIdfT4WTy3l1Z3ZEf6VxUYOnurLu86WvedYNrMUhSQhCAJFdj1F9uGt1uvKLJQ59LT3BXj/cBdrb6vlhXdPZ/ptJg2PrBjLy9ubcVi0VJWkbR3/9+VjJBLpjMSewSA/+M0hnrhrAv/126H3p2UzyrAa1fzmrVNsuGiby2aU8Tv3TMRmvnrbTKNexWfXTGTR1BLe2XsOp1XL7bMqqCy+eZlNwXCcn7x2PEsIA3hxazNLppdRW2ahtdvLf248wpHmfn73/kk5tcEgfRx9gWiWjaVWraC6xMSR5nTE/9sftPGZ+ybxHy8e5ok7JzC+0sYHx7sxaJWsXzGO+pq0KJNIpnj9/ZaMEAZgM2uyhLALnGx1MeAO3XJiWKS9EW/Daxim3Ib/xJBQn0omEVRaUtFs4VXU6EklYul/FzmtiOpsAfhakTQ6bLc9Ttcvvs3FdmpKZyUqe+l12YfM9UdhLaR4/Z/T8+I/k/Cmg0x04+djmnsPktaUJWYorUUUPvR1el7858z5pS6pxTT1dhSWQhSGm/vcl4wEGXjr/wg27gFAd0nmFECk4xTqkjpUJXUoLIXE3T2ZPmVBOYIokYpHsgQ/TeWND+4SRGnYzC2F2ZG2ecxjWUkqmakBmEomcvuBVCKejvAYhlQqRSoWQVFQRslT38O960UiXc0oTAXo6mbR88I/4Fj9eXTVUxEUClKx/BnOyVg0b/uNQtLokTR64v5BBt/+KYmAm4I7f5feF/5hqFZcRyNdv/g2JU99V85elbkiV3yi//u///vL9n/961+/boORkZG5/kQjcd5+9URGCANIJVNsef0kdz4wkWgkjiSJJBJJjGYNJWVmjKb8L2x93T72vt9K47Fu9AY10+aUo9UqqZ3gRHM+EtDtChKLDt2sk8kUr79whLmLq1n94CRAwGzVkEpB7KKXFp1BxZSZZUyeUUIsmhiRHaOMjIyMjIzM9eHEiRMZIewCfr+f9vZ2WQyTGTXMZjNTpkyhrKyMt956i3PnztHb28vChQsRRZHOzk7eeOMNFi5cyJw5cxBFkcrKSh5//HF8Ph8ej4eWlha2bduWtd329nYqK3OLyIuimCWSXYxOp6OpqSlLCAN4//33qaqqorhYtt8ZLSwGDbXlFurKLTSdtzNUSAJ3za/C5cs/OVdk1yEKIw+gc9p0fOuz82k43s2uo104rFr+/suL6HOH0GuVlDsNOG16vvzwNAKhGIlkkj/41+24vNn7D0XiFFg0PLB0DH3uEEtnlDGuwkpbjy9LCAPYur+d2fWFLJlednUH5Dw2k5YFU7QsmHLtlnfXE38oypHTA3n7+l0hzHoVf/Hfu+h3p987JSn/30erVqBWZb/r6bVKnrirnj/99/dIJFP4QzE2bGni99ZNIxyJU1NiYvnscmxGDRbjkGVjLJ7gbIcna1uXM9u/1az4U4kE3v1vAefHdtHEtu/wFqyLHkpnw1yE/Y6nce/6bVabZLRfV4swdWkdJU99F/eu3xL39GKoX4R+wgIUppHboSVC/nRGS9CLZLCisBQiqa/OdUZm5AiCgKZsHKVP/w2erjaMFisKixNRlXvMBVFCO2Yapb/ztySj4fPWiHoUpoJb4jcSc/dmhDBRoyfhG8y7XPBUA4JCgWXhWkgliXSeRmkrJpVMMrjtOWy3PwWkMM5YSaSnFU3Z+MvuM+7uBUFAYSlEab4xttSizoSoM+UKYoKIdL5mmNLsRFBqSMWybXr1ExchDSNcRgc68B/dQejsITSlYzFMXoqo0aMbM53YQAd9L/8bkKLvpe9T+um/Q9JbUFdMJNJ2LHsYSjWKG3QsLkfc72bwzf8hEXAj6kwkgp6cWnGQwr37ZZz3fw1RcWOcpmKePhK+AQSFKn2N0wwflCNz63BFMeyC33pbWxsNDQ2sWJFOKX377beZPXv26I5ORkbmQxMIRGg62ZvTnkymSMRTaLRKCkuMlFZaGT+pCEehMe8DkM8T5oWf76O3O53d5XWH6Wr3sHJNPf19fsoq0jdhpSJXxIrHkpw82s2sBVWYrUMPY099cT67t50hHIpRN8HJe+80s3vbGUoqLKxaU09phRVRzB6LzxMmGIyiUiuwWLQIokAkFEOURJQqWUCTkZGRkZG5WhKJBJ2dnXn7urq6mDx58g0ekcwnDZPJxOLFizl48CCdnZ055+OZM2eYMWNGJjvLbDaj1+vZv38/TU1NOdu7YKt4KYIgMHXqVI4fP57VLooiY8aM4dVXX827Xnd3tyyGjRJd/X7+9mcNhKMJ7llUzR1zKojFkxQX6LGZ1NRJEs+92Uj0ogwjURS4a0FVznvClSgu0HPfkjGsXliFJIoIgsCES5ZRKSVUSol+d2jY2mKSKPLp+yZltf367VN5l928p5UFU4pRSDf+PUWSJAa9Yfpc6QlDh1WXlY11taiVEsUFes71+HL6jHolXQOBjBAGcKS5nwVTinn/cFfWsp+6c3yOjSVAbbmFf/zKEjbtbqGzL8BtM8uYUGXLu+zFY5ozsYjGtiELse6BIFXFJlq6sieXp9Y5KLBc+/cfFQQQzwtEweb9mGatJtqTzpCM9Z0jdOYQBXd/MZ31IinRj5mOZHIgKFQMbn2WhN+FbtxcrIseQmm+fla9okKFpmwczgf+gFQ8iqi+vHvMpcR9gwy88zMCx4Yycc3z1mCefz8KXW7tRZnrh8Joo+XUWWaOzQ0IuUAi4MF/fCeuHc+TDAXQ1c3EdtunbgkhDCAVvSiQOxFHUOSvwSpqdKRi0fTv4d1foqudgWQswLXj1xQ98mf4Dr1L6Mx+FKYCrEvWIw5z7oU7muj+9fcygpRksFL0yDdRF1Vf/y93CUqzg4JVn6X3xX/OarcuXofCUgiks/6K1v0pPS/8A8lwej5OVVKHbckjOfaLANHBTrp+8a3z9dbSWXTeQ1soWPE79L36w6xlEwE3cb8LTUkBBas+S/evvjNkySgpcD7wB1e0YfwwxDx9hNtPEmzaj7qwEl3dLFQFuQEkCd8gscH0vUTSGkkE3Hm3F/f0QCIGoyyGpVJJwm3H6dn4T5nzRls9lYLVn0N5/u8mc+tyRTHsy1/+MgBPPvkkGzduzESGfuELX+CrX/3q6I5ORkbmQyOJIlqtklAw14dfUoiUVVmpqrUjKUWMRs2wD0ADvf6MEHYxDe+1YDJr4LwYZrHrcBQZ6Du/bHGZmVkLKvG6wxxsOMeYcQ4chQbUGiWOQiOrH5xEe6ubn/77kB95Z5ubn/1oN898bRHO8/7+iUSS1uYBXvn1YTyuEGqNgmV3jsNi07H9zVNotUoWLB9DaYUFtebabnzxWIJYPIlGo7hlHgRlZGRkZGRGG0mSqK6upr29PaevvLz8JoxI5uNKLBYjmUyiVmdPbCkUCkpKSujr6+PEiRM565WUlCBdJCYkEgni8Tjz58/n9OnTpC7KptBqtRQUFOD3+zEYDMRiMWKxGGq1GkmScDqdPPDAA7z77ru43W7sdju33357RmDzeDw5+78QICpz/ensDxAIp233Xtp+JtNuNqj4p68uxWHR8rdfXsRPXztBY+sgFUUmPn3vRKqKr31CfSTClNWk4a4F1fzmnWyRS6kQKSnIjfw2GfJb71kMaoSryGC7nmiMRfzmnVPYTJrzNblc/P5jM6752JkNaj5970T+8se7s9rHVlgpKTBwtjNbfHrvYCeP3DGWx1aZ2HWkC7VS4sHb6phYY0MUBRKJJAOeMCnAalKjUkjUllv4UtlUEsnkiP5OgiCwaGoJb+5poWcwbfe2aXcLf/DoDDa+ezojkk2tc/DFh6agv8YabqOFIEqYZt5J4MT7JPxukiE/xqnL8R3ems506TqNYcoyTAseQHFRho9h4iI0VZNIxWNIOnPeCfHrgahQXtOkcqjteJYQBuDZ/RLammkoqqdcr+HJXCOBxj0MvPk/mc/Bpr1Eus9Q8tT3rquoeq1IRiuiRk8yHCAViyAoVXktQ81z7yUVjzK45WckfIP49m8meHofRev+lO7n/joj6kRDfnp+87cUPfr/0NVMy9pG3DtAz8Z/zMrMSvhd9L70rxR/6i9R6M2j/n11tTMpeep7+A5vJRkLY5yyDHVRTeZ3LQgimsqJlH7mH0iEfOmsMa1x2Oy10NmjGSHsAqlIkHBnE6rC6ozgnt64iKhMBwmonRWUPP03xF3dpBJxFBZnuhbdMDaPH5aYd4CeF/+ZaEf6Phs4Bu6dL1Dy5HdROSuylhWkIfki5urBNHt13m0aJi6+bpaxlyM22E3389/LspYMnT2Ee/dLFNzxaQTZWvuWZsR/nf7+/iyLFKvVmil2LCMjc+tismhZumosm17MTne2O/SUVpgpcBpGJPyE8xS1BvC4Q1nik9GkYd3Ts3j3jUbaW1zMmFfBqxuOkEqmJym2bT7F6rWTmDanHIVCAkHgg0vqAwAk4kmaG/syYlh/j59n//sDkue3EwnH2fzbY6y6fyKD/QEi4ThnmvpZ+8QMJk67OiuReDxBf4+f/l4/4VAMQYDqOge2PC+6AB5XiM5zblpO91NYYqZyjB27Q06HlpGRkZH56FJXV8eBAwfw+4cCX+x2OyUlN96eKxKJ4HK56O3tRaPR4HA4ZKvGjziRSITOzk4aGhqIRCJMmTKFmpoajMbs+kcVFRXo9XoCgaF6PyqVivr6egRBIJVK0dfXx969e+nt7aWiooLHHnuMDz74gO7ubsrLy6mqquKFF17A4XAwd+5c9u/fz8DAANXV1UydOhW73U5NTQ2FhYXEYjFUKlVG7Jo3bx4bN27MGpNGo8HpHL2o6E86F+pxXUosnkQU01lgdeVW/uzp2QRCMbRqBYZhaj519vs50+HB449SW2amzGlEr722IDlJFLhzXiUdvT7eP5KORjfpVfzxp2ZS7DDkLD93YjHPv3WKRDL7+9y9sBrpKjPYrgcef5g+X4K2bh9v7WmjuEDPPYuqeWFLE59dMwmzIX+mxXCEI3Faurx09Qf4xpOz2bynBZc3wvJZZSyYUoLVpCEYjqNSiFlZfM+/fYrVC6v4zucWoFKI6M6/N/a7g7y28yyvvHeWeDzJbTPLeWTFWIrsegRBuKpMuhKHgb/+/EJOtblo7fYxrtLKmFIz3/7sPPo9IQRBwGHR3HJC2AVURdU47vsqA2//H549L6OfuIjix/+CVCqJpLegKijL+76u0Ftu/GBHQCoRx3fw7bx9gcY96GQx7KYS9w3i2vF8TnvCN0jM1XVLiGEKsxPnmq/R/Zu/AyDa307h2j/Cte15Ip2nEHUmrEsfJdR+Cv/+zVnrJgJuYgMdQ9lNF+Ha9jzqkrqMlV0qEU/b3Hlz57Zj/edI+AavixgWD3qJdp8l0LgbSW9GP3YuKkd5RuARVRo0ZePQlI0jEQ0TG+gkdOYQotaI0l6C0uxIPwMlE/gOvkPg5C4knRnb0vVoKicjabPnoqLdp/MNg9hAJwqzI0sMM065DcVFmV9Ks+OGnQOxvjZivW1ZbclIEM/e1ylY9dksAUxhdqAbNzdtn5mME+trQz9+PoGTQ0H1ysIq9OPmXfN44gEPgpgWGocjGQmCqCDu6c1bY81/cAuWeQ+gtNz835HM8IxYDKutreWb3/wmDz30EAAbN26ktrZ21AYmIyNz/Zg4rQRJEtm2+RShYIz6acUsXF6Ls2hkBZhTqRRmq45VayYiSgJNx3s5fd56sbq2ANMldhN2h4E166fhdgX5xX/uyQhhF9j80nGqagtQKkUCgSgBb/6CnD7vUHp865mBjBB2MScOdVE7wcmxA2k7nTdfPk5FtQ3jVRSq7jzn4c2XjtF5zoNao2DWgkoO721n+rwKzJZsj22PO8QLP99Pe+vQw5XeqOapL86nwJn7YiwjIyMjI/NRwGq1sm7dOtrb2+nq6qK8vJySkhLM5usXERsKhXC73YRCIfR6PWazGY0m+34djUY5fPgw27dvz7Sp1WrWrVt3VYJEIpHA5/MRjUbR6XQYDPI9+mZy+vRpNm3alPn89ttvU1tby6pVq7LOgQvnYWNjIy0tLRQXFzNp0iQKCtLRz319ffzqV78iHk9nEg0MDHDy5EkeeeQRIpEIO3fu5PXXX0cQBOrr63nhhRdIJtMT8wcOHODUqVOsX78ei8WSt3ZYSUkJ9913H9u3b8fr9VJVVcWiRYtkMXYUKS7Qo5BE4olsS8JV8yqxGYfODZ1GmRFS8tHS6eFP/30n/tBQAN/jd47nvsU1l13vcjhtOr66fjrrV44jHE1gN2uGteyrKDLync/N5z82HuZcjx+HVcvn7p9MTenQNTQUiROKxNBrlKhVoxs13jMY4t9+fZBQJP1baeny8sMNh/jKuun0u0NXJYalUil2He3in5/dD4BKITJzQiFPrq5hxjhnpjZYkV3Hnz49h787b3sJUFVsZM3iMVgu2l+vK8jJlkHsZi0PLB3DKzvO8HZDG10Dfr759FyM+qsXrYrseorsub/pa9nWjUZS6zBOXoKmYgLJaAhJrb+q2ly3HIKApMv/7CDdgCwbmcuTSiZIhgL5+2L552VuNIIgoK2eQtkz/0wi5MW1YwM9G/4B47Q7sC57FIU5bRU6sPnHOeuKSjWJQG6GN0Dc108qHgX0RHpb8Ta8jrpsHIgK1IWVJONRYn3nLowC4TrY2yYiQTzvv4hnz8uZNvfOjRQ/9i20ldl2uzG/m2h3M/HBLgSFisCpD4h0nqZo/Z8jKlV0P/dd4q50cEYy6KXnhX/A+eAfYpiwIGs7mspJ+A6+kzMWbc00JJ2JSFczAOY5qzHUL0ZUXl1wxIcllUoRG+gk7hvEsnAtks6I79C7RDoaEXUmBIWaRDiQJUSKai32O55G0hrxHd6Kd/9b2Fd+GtOsu4j7BpAMVlS2kmu6dsY8/QSOv4d3/5sIShWW+Q+irZ6M4qJ6bDFPP8HT+/AdegdJa8Q06y60Y2YQat6fvTFRunzhSplbghE/gX3ve9/jBz/4AX/1V38FwNy5c/mTP/mTURuYjIzM9UNvUDNzfiVj6wtJJJIYjGoUypHd2OPxBM0n+3jpuUPprClRYMrMUhYuH8OBPedYurIOW54XD6VKIpVMUV1rR6GUaG7sw+NKp7Un4kk8g0Fefv4wKVLMWlBJ29mLiqIK6ftH3YQhr93Y+ReqS4nFElnFmX2e8LDL5qO/x89z/9NA+PyLcyQcZ+eWZm67cxzu/gAqlURft4/TJ/swGNUYTJosIQwg4Itw6INz3LZ6/FXXLpCRkZGRkblVsFqtWK3WUakR5vP52LZtG42NjZm2qVOnsmDBgiwLOo/HkyWEQTqraPv27dx777059nr5CAaDHD58mD179hCPxzEajaxatYry8nJE8ebYlX2S8fl8OX9TSAtkc+fOpaioKKvdZrMxb948Zs2ahUIxZF2dTCY5dOhQRgi7QCgUor29nfb2dtra0hHGlZWVNDU1ZYSwCwQCATo7O4etKaZWq6mrq6O0tJR4PI5Go0GluvUn0z/KlBTo+X+fnsPf/2IfgfPP4zPHObl7YU3WM/7lCEfi/PT1E1lCGMAvN51kTn1RliB1JRLJFD2DAfpcIdRKiUK7juqSK6+vkESm1Dr43hcXEQzF0KgVmfpciWSKMx1ufrW5keYOD+MrrTyyYizVJeZRs2ZvbHNlhLALpFKw83An46uuTtztHQzynxsPZz5H40l2Heli/8levv+Hyyg5nyknSSLTxzn5/h8uo9cVQqWUKLLpsF5Up6y5w81f/++eTG2xQpuOzz0whR9tPMyxM4P0DAY+EgLWaHArZORcDwRRwjTrLgLH38vuECX0dbNvzqBkMkh6M/r6hfiPbM3uEMRRrQ11tQiSAkGhoPeFf8zUh/I2vIq34VUc93wZff1C9BMW5NhxJqNhVIX566Xpx89H0hqJ9p2j86d/RioaRlVcQ8HqzxFuOYqg0mCZex/e/ZuRTA4U1+E3GXf1ZAlh6UEm6N/0Y4rW/SkxTy+R9pMoTA5ErYG+V35IMpS2bNTXL0Q/bi7eva+jGzc3I4RdzOC7v0RTUZ+VKaopH4+ysIpYT0umTWF2YBg/D6WtGF3tjHSb4cYH+iTCAaK9rUR7WhAUSqLdZwic3I3t9ifRjZ2NAASaGuj97b9gnnsvmtKxSNr0PUZpcWJf9RksCx6AFEgme9rK9cOMJ+RnYPOPCTY1ZNr6Xv5XLIseRls7I12/LBGn/43/INR8ILNM6MxB7Cs/Q7S3hYRvaC7TNOduFEbbhxqTzOgzYjHMYDDwjW98YzTHIiMjM8pcTbbUBQZ6A/z6J3u5UIohlUxxqKGdO++fyNNfXoDBqMY1GEAURcxWTaaeQygQpb/Xz0BfgFg0wZSZpUgKka2bToEAoWBsKPMrBdV1dvp7Ayy4bQyCAEqlhFanJBFPIilEqmrz+yFPmFKEWqOgtNJCX5eP3k4vGt3wN0SPK0Rfjw+PK0SB00AoFMsIYRdz4IM2SirNHNjTxtuvngSgwGmgckz+G1vzqT4W3V6L+hqtWGRkZGRkZD7OdHR0ZAlhAIcOHWLMmDFUVw8VKPd6vZeuCkBrayvhcHhEYlhrays7d+7MfPb5fGzcuJEnnngik2Ekc+OIxWIEg8G8feFwOG+7IAgoldnPVIlEYlib/oGBgayaYgaDge7u7rzLuly51kmXItcIu3FcEFD+9feX0u8Jo1FJFNp0w1oh5sMbjHLwVG/evl5XcMRiWCKRZH9jL3/3871EzgfXVZeY+MaTszOCz5WwGNRZWVAAbV1e/uQH7xE7bx/4/pEu9jf28o9fXUJl0bXXPrscLm/+35bbF0GvubqsNF8wmqnrVl1iwmrUcKbTg9sXwRuIUnLRfLEkChQXGCguyD1eLm+Yv/1pQ0YIA+gZDPLCu03cMaeCV3acIRpL5qwn89FDXVhN4cN/ysCbPybu6UNZUE7BnZ9F5ZDrkN5sRIUK6+KH00JPKkmo5QiRrmYc934ZhbXoyhu4jsR9A0S6zxI+dxJVQRmasvEobUNjiA12ZYSwi3HteB7tmOlYF68j2tVMbDDtEoSowLnmKyjt5VgWrsW984XMOgpLIaZZdyJICvzH3yMVDaMdM51YbxvefUOZ674Db+G47/fQlE9AVGkv3fVVk2/8AJqKCbi2/Qr/RWKeqDNhv+NJ+l75AQCB4zux3f4k3gNvobkkiyyzfd8gqXj2fJbCYKNg5WeJdJwi2n8Opa04XYMtET/ff3Oy3eN+F4Nbn8V/aEumzTBpCaZZdxLuOIWo1uE/NJTRFm45TMGdz2CcsTJTe1NUqBCv43kad/dkCWEX8HzwKqJKQ7y/A2VBaZYQdgH37pcwz76HwS0/A0HEOG055hkrR63Gmsz1Y8RPQQMDA/zN3/wNXV1d/PKXv+TkyZMcOHCARx99dDTHJyMjc5PpOOcmlcfK/8i+dirH2HnufxtoOzOIJInMWlDB/GVjMJo1HD3YyRsbj2aW7+32UTfByZRZZSiVIscOdWb6tr55inlLqllwWy0bfraPyPmXLVEUWPf0LOomOLFYNaxeO5nNLx0jcf5FcsqsUirH2DnblJ4YKa+yMmVmKdphxDDXQIDn/ncvfd2+zPbvfih/9HskEketUfL26yczbT5vGIst/+RISbkFhUq+6cnIyMjIyFxKMpnk6NGjeftOnTqVJYYNJ3YZjUYUIyhGHQ6HaWjIfalNJpN0d3fLYthNQKPRYLfbGRgYyGoXBOGq7CuVSiW1tbV0dnbm9FVUVJBMJjl2LF0jt6enh7KysrziWVlZ2VV+A5nRRhAECu16CvO4TVyORDJF72CAnsEgX1w7ldMdHjbtasmyVjdcRaBa10CAv/lpQ0a0Ajjb6eW5txr58sPTUI3QWeNiguEYve4gT91dj1opcbLVxTsNbYSjCT442j1qYti0sQ5+805TTvuyGaVYTVc3wavXKqkoNPDAsjoa21z0uYLcvbAahSRiuEwQ4qX0e0J0D+QK463dPlbNq8KkV1Fg+fCTzzI3H1GlRj92FuqSMaSiYUS1Hkk/Oue6zNWRCPmIdDUTOLmLZMiHvn4hBXd9HqW95ENn2VwNcd8gvS/9G+HWI5k2yWij+PG/QGUvBdJZXvlIhAOQjKOyl1D8qb8k5uomFYugMDtQWgoRFErM89agGzeX2EAnks6I0l6K0uwglUoR6ToDgH7sbPrf+O/sjaeSuLY9R8lT370u31PU5TnvBRF1SR39r/4wqzkZ9BJsPoCmajLhlvRxCZ09jLZm+rBZarq62UiX7CPm7qX72b9EUChRWJwEm/aSDPnQVE2m6KGvI6pvTsBPpONUlhAG4D+6HfuKT6NyVND/xn/lrDP47i/RjpmO0lKY03c9SEZCedtT0RCCpGDgnZ/iuOeLeZdJePtR2kuwr/wMmrJxKAvKEZWfzMzmjxoj9gn58z//c2bOnJmJ1qypqeHZZ58dtYHJyMjcGgxn3DFtXkVGCIN0JOWeHS3s2XEWrzvEu2805qzTdKKXyTNLmbu0hpbTF02IpNK2HW++dCwjhAEkkyk2/vIAHW0ufv2TfTQ39rLuqZk8/rtz+d0/XMzkGaX85Afvs3XTKbZuOsVLzx2ip8uHqz+/B/aJw90ZIezC9pPJFPncSSZOLUESRarHFDBlVhmFxUYi4TiiKGCxZb+kKVUSsxZWjdjKRUZGRkZG5pPE5USPS9stFguFhYUYDAbGjBlDcXExAEuWLMlb4+lSUqkUiUR+u+Th2mVGF51Ox4oVK7IytyD9N73amnR1dXU5Fofl5eUUFhZSWlrKlClTgHRtMYfDgcmUPUFUW1srC6IfE2LxJA3Hu/nKP23l//3nLr7/64O0dHp4Zs1Q9HxNiWnEGV2QzlK6WAi7wLYDHbh8kay2zj4/Ow918NrOszS2DuIP5dba8fgjPPdmIz9+6SjHzw6wZe85vIEI624fC8C5Xl/OOteLyiITd87NzsIZX2ll/uSSq96W06bnmfsn86MXDrFpVwv7Tvbyy00nef9QJ+qrEAjFy1hCSqLAnzw5C+cwgYcyH00UBitKW7EshN1CBJv20vviPxPrbycR8OBteJ3el7+fZfV2I4j2tGQJYZDOcvId3koqmX5eU9qKyTcjZZi4COm8LaDCaENbUY9uzHRUBWUI5wU9SaNHUzwG46TF6GqmZWxIBUFAP24OwPmMqtzI77i7h2Q4/5zS1aK0FGKYtCSrTdToh91++NxJ1IVDQWKiSoth4iKU9lJstz+VtaxksGBdsi6n5lfc00cqESMZCRLtaSEZSt9rwi1HiA+TqXYj8B3emrc9fO44CCL5/hbJSHBYUfR6IBltCIpcAUtpLyXu7ScZ8iHpLHnXVRXVEGzez8Cb/4OgVMtC2EeIEWeG9fT08Oijj/L8888DoFKpZM99GZlPACXlFgRRIJXMvjGZzJpMDbCLaXivhSkzS/NaDwKQSmE2a1h8Rx1vv3oi02y2aunr8ecsHo3E6WjzcK4lbWnTeLSHolITDzw+nQ0/25+VtZZMpti2+RR2x3Rsl7z4RsJxjh3MjSQ+1HCO1Q9NZtOLQxlnZZVW5iyqIhiModEq6e3yUlFjZ9bCKrZuamT56vEE/BGajvdSXGZm+twKnMXG/N9XRkZGRkbmE0IqlcoEzl0scgiCwNSpUzNZOxcQRZG6urqsNoPBwJ133klLSwtnzpzBZrOxZMmSEQsYWq2WadOmsWXLlpy+C8KazI2nuLiYT33qU3R0dBAOhykvL8dut+dYIV4Ji8XCQw89RG9vLwMDAzidThwOB0Zj+jlsyZIlTJs2jXA4jE6n4+GHH6a/vx+Xy0VhYSF2u31EoqrMrU9Xf4C//WkDiYveUY6fHaSiyMi8SUVUFpm4fXZFpm7XSFAOE9imUUlcXBa4pcvDn/37TnzBofedR1eO4/6lY9BplFnLOaw6Fk0t5fjZAYrsOqaNdRKJxTHpVcybNHrXJLNBzW1TzaycV02/J4RJp6LEYciq3zVS4okkm3a1EL1EKGxqd9Pe68dhHZmA5bTqmFBl40RL9qT79HEOpo11UHSVmYEyMp9UYu5ekuEAokaPwuwYce3BuG+QwXd/kbu93hbC506AINywumHhjtzgaYBQ836S8+9H0uhRWotw3PMl+l77d0ilrz9KRwXmufchSFdn93ox2uqpKB0VeUUQOC+QXAeLRABJa8C2/Al0dbPwHXwHUW/GPPMuEqH8tuBKaxFx31DguHH6Hagc5UgqDcbpK9BWTSLa34Gk1aez3fJkTF0qjl1AUGkRxGs/biMl7h0g5u0n4XcRPNWAqNZhmLQYdelYgqc+yFle1JzPHJUUkMiudSkZbYiakQe1XC1Ki4OC1Z+n7+XvZ9oEhQrL/AcYePsnSEY7ksGCZfE63Dt+nbWMefbd9G/+b7Q101AY7aM2Rpnrz4h/BZfakni9XlL5vNNkZGQ+VhQ4Daz/9Cxefu4QAX8UURJYsKyG+DB+7olEEgQBu0PPQF92tIskibgGQhzae5hFt9ciKUR2vNVEOBzDaNKgUIjE80RjSorsh7vuDi8eVygri+wCfl+EaCS3XaFMj6mr3ZPV3t7qZu7SGj7/h0vwuEOo1Aqsdh1ed5if/2h3+vuc36fZqmXBbWNQaxRMn1vB3MU1KBQigjg6ha9lZGRkZGQ+CsRiMXw+H8eOHePYsWMoFAqmT59OTU0NVmu6LoHD4WDt2rVs2bIFl8uFw+Fg+fLl2O3ZL48+n4/Nmzdn1Xs6efIk69evp6hoZDUC6urq6OnpyYhvSqWSlStXYrPJBa1vFqIoUlBQcF2yssxmM2azOUdIhbTNpsORbSV0aSaZzMeDrn5/lhB2gR0HOvjn319KkU2PeJXP6EUFemwmDYOX1Ntae1sdSoXIB8e6aO/xc+RMf5YQBvCrNxuZO6mIMaWWTJs/GOP198/S3psO+Dt+dpD3DnXyR4/P5O6FVYyrHN26LSG/m/pxY6jjw+0nGI7RdM6dt6+jz8/0cSObPDfqVXxt/XR+/NJRGk70IAgwb1Ixv3PvRIplIUxG5ooko2ECpz5g4M3/IRnyI2oM2Fc8jW7cXKTz1neJSJBqq4ZA834krQmltQhJmxYTUok4Cb87/7bDfnyH38W6+OFMfabRRFmQv36cqrA6I+aISjX6iQtRl9QS9/YjKDUorUUojB/umqa0OCl65M+Iu3sxTLkN/+F3s/rtKz+D0nT9xA2F0YahfiH6cfNAFBAEkZinD4WthPjgRQHbgohx+h30v/YjJFMB9hW/g6ZsAqIqfTwktRapqAZ1Uc3l92ctQumsItbbktVuWfggCvPoZsfHXN243tuAqNLg3ftGpt279w0c9/8+kslBwts3tIIgoh83D4W1COviR3Bt/WVWn2P1F67r3+JSBEmJfvw8lI5yIm0nSMWjiGodrvd+QzISpGjNV1FanJhn3422egqh5oMgiiiMNlzvbUBpL8O+8jOIatni96PEiMWwFStW8K1vfYtAIMDGjRt59tlnWbt27WiOTUZG5hZAUojUTSjks19bRMAfRaVWYLFpOXd2EJVaIhrJthyqHe9Ep1Nyz7op/OI/92SyrQAW31HLoYZzdLS5aTk9wGe+uoix9U4CvijxeII5S6p5f0tz1vaqxtjp7khHzUiSyJjxDnR6FZC2N7xUk5ckEb0xNxJGkiTmLq3h2KGurCw3jVZJYbEJu9OA3Zl+SEzEE2ze2pwRwi7gcYXQGVSMGZeeZFHKNcJkZGRkZD7BeL1eWlpaSCaTNDc309LSkunbunUrfr+fuXPnotFoUCgUVFVVsX79eqLRKGq1Gq0298VxcHAwSwiDtL3hrl27uPvuu1GprmxBYjAYuO2225g5cyaRSAS9Xo/ZbJZdLWRkPkYoFPl/z2qVArVSumohDNKZS9/53fn8x8bDHD0zgFopcf/SMSydXsrP3zjBm3vaeOrueg415daiA+hzhbLEsEgskRHCLhCLJ3l33zm+9NBULMarz9K6Geg1SsZX2uh1deT0lTmvLmK/xGHgj5+YRb87hCCA3axFqx79TAUZmY8D0d5W+l7618znZNhP3ys/oNhSiLainnjQi3vnRrwfvJJZRj9hIfYVT6Mw2pC0RrQ10widOZi9YUFEUKjwHXwZ04yVKAyjK9QDaErqkEwFJLxD11NBUmKefXdW1peoUKFylKNy5BfPrhWl2ZH+Zy9JZ23tfwtRZ8A0884sm8LriXCRXbTS7KD4kT/Dd2wHgRO7UFqLsSy4H4WpgNLP/hOiSoPCOBTElQgHSEXDCBo9kury9w6FwULhQ3+Me+cL+I9uR1TrsCxci6F+4agKnalUEt/hrWhK6ujf/ONLexl8+/8ofOjr9L70r8Rd3ShtJdhXfhpV+QQ8779IrLeFgtWfJ9rbiiApUTrKUdgun0GdjEVIxWMZwfdaEJVqNEU1KC2FRPvOEWzcg2HyMvR1s1CeP+8krQFt+QS05ROI+13E3X04H/h9lGZHTs02mVufET91PPPMM7z88st4vV62bdvGE088wZo1a0ZzbDIyMrcQZqsO80UWGBqdkpVrJvLWy8czGVrOIiNzl1RjMGrQGzU88/uLONfiwusKYbbpOHGoi442NwB+bwS/N8zBD9rZt7sVUrDgtjEsXz2OhvdaiccTTJpeQlmVjd8+e4CKahtT55Rx/GAXXefcWO06Hn56Fht+to9kYkjcmr2oEltB/sjComITT39pPts2n6Kvx091XQELltVQcMlLXDSaoKcrv4e/ZzCEWnPjCsvKyMjIyMjcigSDQTZt2sS5c+d44IEHsoSwCxw8eJDa2lqam5sztZp0Oh063fCWWm63O297b28vsVhsRGIY5M8QkpG5HKFQiP7+fpqamtBoNIwZMwa73Z7jkCJza1BSYECvVRK4xJp97fJa7OZrj9CuLDbx55+ei8sXRiGJOCxaznZ6eHNPGwBuXxinVUdHX669u16b/Y4w4Mlf56S12zdiWzNIW8EHQjFi8QQD3jCpFDisWqzXIKYNeELE4klMelWWpePlUCkl1i6v44Pj3YSjQ4GQE2tsVBRe/SSgVq2gvFC2mJeRuVp8l2QwZdoPvoO2op5oT0uWEAYQOLET3bg5GCcuQlRrsd3+JF1dzZk6UgCWRWvxH9uBqNYhiDcm4FdpLaT4sW/jP7aD4Ol9qJ2VmGatRuWsuCH7v4DCYMUwfh76utmZrK0bhdJWjHXRQ5hnrUZQqPLWnErFY4S7TjP47i+I9Z1DUz4B65L1KApKIR5L/83y3E9U1iIK7nwG6+J1CKKUJayNFsmQn8DxnZhmrsrYWl5Mwu9CUGkpefK7pKIhBLUWhd5C3NuPb98bJMMBgk37UNqKSSXixPe8TOEjf4YqjyCWiIaJdDbh3vkiiYAL45Rl6MfP/1A2n5JGj7Z8PNry8ZddTmGw3hDBWGb0uKon+/vuu4/77rtvtMYiIyPzEcJm09PR4mLJijpESUQUBeKxBFa7DkEUEABnkQmdTsUv//sDejqzPZE1WgWDfQH27WrNtL3/bjO2Aj1rn5iOUq3gtQ2HKa20YjRrmTKrjFeeP5xZtqerkaJSE49+ZjabXzqOKAjMWVxN7XgHWt0w3s8KkfIqG+uenkU0EkejU6JQ5D7sqTVKasc76OvOFcRKKizXdsBkZGRkZGRGmXg8jtvtxuPxoFAosFgsWbW7ricul4tz584BaZvE4cYTiURoaGigoaGBlStXMnHixMtmaF2wVbyU0tLSEQthMjJXSzQa5eDBg7z//vuZtt27d/Pggw9SVVV18wYmMyzFBXr++vML+LfnD3Cm05vO4lo2hsVTS6+4bjgap7PPz6k2N2qVRG2ZhVKHIZNNptcqs4Qtty+S+f/W/e08smIc//XikaxtVhWbKLkkIO/iLLGLmVJbgF47sqmYzj4/2/a3U15o5FdvNdJ2/v2kuEDPnz01m6qSkV3jfYEou49187PXj+P2RZg+1sGn75tEVXGumBUMx5AkEbVy6D2pusTEP351CbuPdtHa5WPepCImVNmxmT8a2W0yMh91UvE4yWgkb18ynm4PNO7J2+87+DaG8fMQJAWCUkPhQ18n7ukjGYsgafT4T+4i3H4K531fvqFZLip7CdbFD2OZex+CQpWVOXWjuVn7FgTxsllNkd5Wun7+rYy4FGzaS6j1KI57v4L7vV+jHz8PQ/0ilHkEI1GhQjTfuMAwQaFCMjkQJCUgANk2TpLejKTWojBYAMvFa57/B5AidrF1JPkDR8ItR+n5zd9kPg++8zMCJ/dQ+NDXz29fRmZ4RiyG9fb28td//dfs2ZO+uM6bN49vfvObOJ03priijIzMrYVaq2TKrHIGB4J4XUHUWiW2Aj3GS4oya3UqyqusOWLYuEmFHNrbnrPdwf4ABxvaWbpqLDa7nrdeOcG966awdVNugdXuDi+SJPL0lxYgAFr9yCbJVGoFqsvYcYiiwPS5FRzZ34HfO/TAOWacg8ISOQVaRkZGRiabRCJBKBQC0vWp1Or8hatHk3g8zunTp3n99dczdX31ej0PPfTQdanTdCkXvi+kawsrlcocUcxms2VFq27ZsoWysrJhBS8Au91OdXU1Z8+ezbQplUrmzJmDUilnZssMEQqF8Hg8hMNh9Ho9Fovlms+RYDDI0aNHs9pSqRRvv/02jz76KHq9XM/oVqS2zMJffX4Bbl8EpULCYdWikC4f1R+LJ9l5qJN/ee5Apk2lEPmrzy+gvjp/XRLzRRbsHn+UAyd7+eLaKbzTcA63P8KyGWXcPqciJyOtqsTItLEODp4aqo9i1Cm5b3ENihFMvPYOBvn2f+9i2lgnDSd6MkIYQFd/gL/5aQN/++VFI8oQO3Cql+8/f+Ciz31880c7+dsvLcpkafW7Quw92cPm3a0Y9UrWLqujrsKCTqNEEAQqi0xUFsnvQjIyN4NE0IO2YgKBY9tz+gwTFgAMKwJIegsIApGes3T94tskwwEQJQRRwrr0UTQVkzCMn4+qeMwofoP8CIKIINdbyksqmcDT8HpOllUqGibadZpEyI9r23P4Dm+j+PFvo7yBwlc+RJUG66K1uHf9FuO02/EdfDur377yMyhMue8kktGKafZduHf8JqtdUGpQ2nLrBccDHgbf+UlOe6SjkZirSxbDZK7IiMWwr3/968yaNYtvfvObALzwwgt8/etf5yc/+clojU1GRuYWR6VWUFRiougyApGkEJm7pJrmU324+oOZ9ppxTo4f7My7jkolodMpWXFfPR1tbkKBGIMXrXsxAX/0fA2x60uB08DTX1pAe6uL/h4/5dU2ikpMOWKfjIyMjMwnl2QySV9fHw0NDQwMDFBcXExlZSUmkwmn04l0A6NMPR4Pb7zxRkYIAwgEAmzfvp177rnnumdVXSwO7NmzhzvuuINNmzZl9q9UKlm6dCkNDQ2Z5eLxOKFQ6LJimF6vZ+XKlXR3d9Pc3JwRx+z20SueLfPRw+v1smXLFpqb07VmBUFg0aJFTJkyBY0m/azm8Xjw+XyIoojZbM4raA0MDHDq1Ck6Ozupr69Ho9Hw3nvvEY/HM9u4ILbJ3JqY9GpM+pEHIPQOBvnhhkNZbdF4kn/79UH+5osL89bxKi7Qc/vsCt5pSFslNpzo4fjZAb7zuQU4rVpMenUmqywWT9DVH6RnMIBaKfG5+yfT3ufnQGMvFUUmptYVUOYcmUVgS5eH7oEgFUVGNu1qyenv7A/Q7wpdUQzz+CP86s3cwEJvIMrpdjfFBXqC4Rg/evEQHxzryfQfaOzj60/MYvG0K2fbycjIjC6CQkl0oBPz3PvSAkkyDqKEaeadSOct23R1s3Dt+A0ks+u6m2bdSTIapv/N/0sLYQDJBKlkgsEtP6fgzmfoffGfUZeNx7nmqx/Kak7m+pFKJIi7u/P2xf0uJK2BhLefuKuLaE/rTRfDANTFtZjn3ku4/RT2lZ8hdPYwokaHcfpK1IVVedcRBBHTtDuIu/vwH90OqSSS0Y7z/t9Hac3NeEvFI8RcPXm2lLZqlJG5EiMWw/r6+vjyl7+c+fzFL36R1157bVQGJSMj8/HC7jDw5BfmM9DnJxyMYbXrsRXo0GmVdLV7mDyjFJ1exbkWF43Hexg/uQilSoFSpWD8pCKikTgnj3bReDT3hmexjV4Uka1AP2z9sXzEonEG+gJ0tXtQKEWKSs0UOAwI11DAW0ZGRkbm1qevr49f/epXJBLpSYf+/n7OnDnDnDlzEEWRwsLCvOuFw2HcbjfBYBC9Xo/ZbM5M4F8rXq+XZDLXn//s2bMEg8HrLoZZLBYmTZrE0aNH6erqwmAwsG7dOlwuF6IoYjQaOXz4cMZKEUAUxRFlzRkMBmpra6mtrb2uY5b5+HDmzJmMEAbpLK4dO3ZQVlZGSUkJHR0dvPTSS5kMRpvNxn333Zclqvb39/Pcc88RiaRdAFpaWrBarSxYsIDt29OR93q9Xrbn/Jgx6A0Ti+deK9t7/XgD0bximEGr4snVE5g3qYgte9uwmbTcPrucqmITkijS6wri8kXQqiRcvgh/8ePdJJPpwACHRct3PjefeZNyJ/SuRK8rff5e7k1iJLXH4okkvmA0b9+gN0zvYBB/KJYlhF3gf14+Sn217UPVYZORkfnwSDoT2vLxeD54FfuKp9OClygRajmSqQelKiin+PFv07/px8T62lBYCrGv/AzqwmoSfjeRtmO5G04lScXT14dI+0mCp/ehq5uVI6ykkgkSfjcIwg2pP3WjSMajxPrOETi5m2QsjH7cPFTOystaF94oRKUKw6SlRNpzgxnURTUEju/MfI57em/k0IZFVKnRVU9BXVRDMhbBMO0OpDy10C5FYSqg4M5nsMy/n1Q8gmSwDXueSWoDmsqJhFuO5PQpTHLwnMyVGbEYVlFRQWtrK5WVlQC0tbXJ/ukyMjIjxmzRYrZkv0Q5i40sXlHHjrea8Hsj1Iwt4KkvzMdxSUFllVrBslXjaDk9QCQcz7TPWlh5VWLVaJJMJDlxpJvf/upgxhpZoRBZ/5nZWGxazFYd0hVsW2RkZGRkPjokEgkOHDiQEcIuEAgEiMVinDx5Mq8YFggEeO+997Is2SZPnszChQs/VPbJcPZwGo2GaDT/JOiHQavVsmjRIsaPH09zczOVlZXs2bOH3t5eCgsLcTgcNDZmv7zPnTt31GqYyXz0uVDzzufzoVarsVgs6HS6nOUikQhHjuROgED6HdVgMGQJYQCDg4Ns2bKF++67D7VaTTKZ5PDhwxkh7AIulwsAtVpNJBJh2bJlGI0jy+KRufVIJBJ4vV6CwSBqtRqz2YxOk38KRKdRoFIOn81rM2mYN6k4S9SKxhPsPtrFvz5/gGA4jiDA4mmlPLy8juffPgVAnzvEz14/wR88OgPNZWza83GhntfpdjeTauwcPTOQ1V9TYsJhvbJIZTaoWTytlFffO5vTZ9AqCYbj+EP57xMDnjCRWCJvn4yMzI1FUzWJVDLJ4Lu/IOEbRDd2DrZlj6G0pJ83BUmBtmIiwu2fp9xqQlBpUJzPGksqlEh6C4mAO2e76RpPaUIth4l7+7EseBBJk34ujbl78e7bhO/g2wgKJeZ592OoX4TCOHym/0eF0NnD9Pz6b7kwieNteB3rbY9jnn0P4ghEnNEk5ulFaS2i4O4vkgx68XzwComAB93Y2cRc3RkRE0DlrLyJI81F0hquWlAUVRpUjvIrL6fRYb/9STp//i1S0aFnPcuCB1FYc20VZWQu5YpPY1/5ylcQBIFIJMKaNWuYOXMmAPv372fGjBmjPkAZGZmPL21nXbz2m6HJjNMn++jq8PLpryxEq8ue1CssMfGZry6ivcWF1x2icowdR5EBre7WiNbt6/Hx6m8OZ9UIjceTvP7CUeqnFqFSKZgxrwKd4cbXkZGRkZGRuf7E43H6+vry9l3I0komk4hidiBEV1dXTm2iI0eOMGbMGMaMufZaDRaLBbvdzsBA9mTp1KlT2b17NytWrECrHVlkfyQSwev1EovFMBgMmEz57ZD1ej16vZ7Kyko6OjpoaWkB0tloGo2G22+/nebmZlKpFNOnT6e4uBiF4uomg2U+GUSjUU6cOME777yTsdosKSlh9erVOQKqKIp5MynLysooLi7G5XIxe/Zsjhw5khG3IC2U+f1+1Go1sViMzs78dt0ej4eJEydSW1s7bHanzK1PNBqlsbGRLVu2EI/HEQSBWbNmMXHKDOZPLmLXkWzrqcdWjsNpzRVfL0dHr5+/+1kD55PASKVg+4EO1q8Yi9OqzWR27TnahccfuWoxrKzQwNLppWzb384X1k4FAY42p6/xE6psfOWRaZhH8G6hkETunFfJkdP9tJ6vOyYKsH7lOPad7GH6WCcKhYAgpL/DxdSUmDBo5XqNMjK3ApLGgKF+AZrKelLxGJLOhKhUk4yGibl7SfhdSFoj8UQSpS07G1VhtGG77XH6Xv1hVruqqIaYeygrVGFyEDzVgGHiIiRNNYmQn/7X/4PQ2SF72cG3f0Ii4MG2dD2C9NF9rot7B+h/4z/JmsQBXFt/hb5u9oiEmdEi0tVM9/PfJRHwACDpzTju/30EUUHg5G68Da9mltWPn4+yoOxmDXXExNy9xFzdkEygsBSitBYiiNdmKa8uqqH0d/6WcGcTCb8LTXk9qoIyJHX++3gqEScR8iMq1YhyjbpPPFe8at12222Z/997772Z/99zzz2jMyIZGZlPBAF/hK2bc9O9A74IA71+rLbcm1iB00CB8+anq19KMpGkt9tHPJZruTLYH0BnUPPmS8dxFBkZN0mOVJGRkZEZjlAoxMDAAB0dHRgMBoqLi9FoNEiSNCJ7vetFMBhEEITLikcqlYoxY8bQ25trS2K329FoNDlCGMCxY3ksaoATJ058KDHMYDBw11130dDQQHNzM2q1milTphAKhWhqamLBggUjEsN8Ph/vvfcex48fB9IZYKtXr6aioiLv97nAxVk4F75PU1MTlZWV3H777XJ2jcxlcblcvP12dqH1zs5Ojh49yoIFC7Ks4JRKJbNnz6atrS3TNm3aNAA2btxIMplErVYzf/58mpqa6OjoANIi2oVzWKlUUl5eTk9Pri1ceXk5dXV1lz3fZW5tYrEYbreb06dPZ7J3U6kUDQ0NFBUV8cyaKdRXF/DG+2dRqyQevn0sU+sKMnW/RkrTOXdGCLuY9w51Mqu+iNd3pjOxDDrVNTlEWAwaPrtmMivnVnKqzcX6FePQ3qNApRApsGgxXEVQYFmhic/dP5lzfX5i8SRqpcTWfedYs3QMTpuOcDTOYyvH88vNJzPrKBUin39w6lXVZJORkRl9FHpL5v+JkB/vvk24tj8PqfR8hGb8fOJFzhzLON3Y2Tgf/CNcO35NMuxHd17wGXjr/wAQVBpUzkq8Da+RiqWzjmLu3iwh7ALeD17FNO32HNHto0QiEiDhG8ztSCVJBD3A5cWwVCpJwucCUkgGK4IoEXP3EO07RzLkR+koR2krzhJo4gEPsYFOYu5uFCYHSkshiaCbSPtJBLUeTUkdosZAz8Z/yghhAImAh/7X/4OSJ7+LadadqIuqibm60VRMQOWoRKEfmfNCIuQnGQ4gqNRZ59FoE+k+S9evvkMy6AVAUKgoXPcNtFVTRmT3mw9VQRmqEYiA0YEOvHvfIHhqLwprEdYl61CX1CIqbo3AepkbzxXFsAceeOBGjENGRuYTRiKeJOjPb8cRDsVu8Gg+HH5/hFg0v32IUiWROv+WvGfHWWrGOVBexoJFRkZG5pNKOBxmz5497Nu3L9OmVqtZsWIF+/fvZ+7cuRQXF+P3+0kmk+h0uusisASDQTweD4lEAqVSSXt7O4cOHUIQBGbPnk11dXVe+0JBEJgwYQJHjx7F5/Nl2svKyhAEgbKy/C9nw435w1gkXiCZTBIOh5k/fz6xWIwTJ07gdruzRICLCQQCme9uNBoxmUwcP348I4RBWuT67W9/yxNPPJFVb2kk44/H44TDYbnmkswVGS7L8tixY0ybNi3n/CouLmb16tVs27aNRCKBxWJh69atmf5IJMLWrVtZuXJlRgybMGFC5vcnimKm5l04HM6sV1BQQHFxsSyEfURJpVL09vaye/duenp6cDqd3Hnnnbz33nuZ6/SBAwd48MFq7l86httmliGJwlWJShcjDSOeSaKQqRkG6QwsUYBgOIZOc3VZVhajGovRwZQ6x2WX6x0M0tnnJxxNUGTXU1yQHVgoiQJ1lVY0GgUHT/WRSCR55v7JlBelfxOJRIoSh54vPTSV1m4vOo2SyiIjdosshMnI3MpE+87hP7od+x1PAQJIErH+DkItRzFOWZq1rKQ1YpgwH23VJFLxGPGgD/f251CYClAVVqEfN5fBrc8i6S0ojOlnvlQsnGevkErESMavvw33jURUaRF1poxAM4SAqL38O0bc24/v4BY8Da+RSiUxzViFYdISup/9DonAUFa67bZPYZx5J5JaS9w3SN8b/0WoqQEATcVENBX1uN/7zdCeFSoKH/kmcXdusE7c1U3CN4C6eAyqS0TIuN8NyQSS3pw3Wy+VShLpOM3AW/9L3NuHdcmjCEo1qUQMdWEVSlsxomp0MqYSQR99r/571nFOxaP0bvwnSj/9Dyito5eFH3P10PXLv8iInkpnObGBDhIBDwqjDaW1CGmEQqLMx4cR57MODAzwi1/8gra2NuLxoZo9//qv/zoqA5ORkfl4ozOoqJ9Wwr73W3P6Lpf9FYvGcQ0GiUYSGIzplzNJEjDexKLOoijQ2+2jboKTphPZGQKzFlRy7GDahieVSl2agS8jIyMjcx63250lhEF6Qvvo0aPo9XpefPFFVq5cyZ49e/B4PJSXl7No0SKKioqueeK6r6+P1157LWMtWFFRwbhx43C73aRSKTZv3sycOXNYsGABkpQbyKBSqbj//vsZGBhgYGAAh8OB2WzGaDQOK27V19dz8ODBjBUcDAlrHxaz2Uw0GmXHjh1Z7ZMmTcpYHaZSKSKRCMFgkFdeeYX+/v7Md7nnnntobm7O2W4ikcDlcl1WDLNYLNTX12cJaZIksXTpUtRqNdFolP7+fpqamgCoq6ujoKBAFspkAIbN/FSr1Xl/32q1mgkTJlBWVkYikeD111/Pu/7g4CBms5mioiLKysrw+XxYrekaJ3a7nfXr13P27Fm6u7upqqqivLx8WFvQTzLJZBKXy0VLSwstLS2Ul5dTW1uLzZa/uP3Nor+/n+eeey4zX+Hz+Whra+POO++kra2NgYEBRFHMRKGPxGLwcowps6CQBOKJ7Af8FXMreWn7aSxGNeturyMcifO5v32HunILT98zkTFllmGFtGvhXI+PP/+P9xn0pietBQG+9NBUSo3ZgphGpaCu3EpdeW6dn44+P//wi32IAhTa9USiCQa9YZ68awIP3V53zZH7MjIyo0ukqxnTrLsY3PKLjHClLqlDXTaWZDSMqMq1FZbOCz0Kow3LkkcJHN1GtLeFvld+gKBQUbT+z1CYCzLLCCptVm0mAKWjAoX+o10zTGl2YL/jafpe/n5Wu2n2ahRm57DrJWMRXDt+g+/gUEa7Z9eLRPvOoa2ahP/Y0HP44Lu/QDtmGlJhNZHO0xkhDMAwcSH9m36cte1UPErCmz9ACAAxexo/HvAQbNyDa+cLpKIhDJOXYZ59d47AFOtrp+uX3wagYPXnGXjzf0iGA5n+gjt/F8OUZYjK6x8AEfe7iPacyWlPhgPEfQOjKoZFelpQOSrQLXgQUa1FVGoZfPcXxAbTc3Saysk47v0SSvPlA05kPl6MWAz74he/SH19PfPnz887GSAjIyNzNSgUEvOX1tB6up/+3vM3YQHuXDMRW0H+CUSvJ8S2zac4+ME55i6uRm9Qc/RgJ6RSzFpYRe0EB2bL1Xn9Xw8MRg3OIhMGgxpnsZHjh7pQKCWmzCzF4wrReS6d3j5nUTVKlXz9lJGRkcmH13tpVGaajo4O5syZQ1NTE3v27KGuro69e/dy7tw5Xn31VR544AEcjqt/gfH7/fz2t7/N2m9bWxuSJFFbW5sRbfbt28fEiROzJn1TqRSdnZ1s2rQJt9uNVqtl1qxZlJaWYjBc3s63oKCAtWvXsmXLFgYHB7HZbCxfvpyCgoKr/g6XotPpWL16NTt37qSxsRFJkpg6dSozZsxAoVDgcrk4ceIEoVAIr9ebEcIgXV/nlVdeYenSpXR1dV31vrVaLUuWLGHcuHGcPn0ak8nEmDFjsNvtpFIpmpqa2LRpU2b5vXv3smrVKiZOnChPsspQUFCAWq0mEolktc+bN++y9p5Go5FodPjIdJVKxbx582hsbGTz5s1UV1dzzz33ZERYu91+WZH3ehIMBnG73YRCIYxGI2az+Ybav14rg4ODuFwu3nnnnUx2VUtLC3v37mX9+vW3lCB2/PjxrMBdSFsmdnd34/F4MBqNTJ069brVLixzGvjWZ+bxL88dYNAbRqkQeXBZLQunlDB/UjGBcIy///le2nv9ABxpHuAbP3yPf/7aUqqKr4/oGo7E+fkbJzJCGKTrfv37hkN87/OzR7ydxtZ01HwyBV39QxOkbze0sWp+pWyVKCNzi6JylNH9/N9AcujaF+lsItx6DF3dnCuurymsQFKtIObuwTz33vO1nIZKOygsTpz3f42eDf+Q2Yeg1uG450tI+o9+8Ihu7GyKP/WXePe+QTISxjhjBZqy8UiXqSsV9/TiO7Qlpz10ei/2VZ/NEsMA4u5e1IXVBC8SwgBS8XjG2jJrOy1H0dZMJ3TmQFa7tnYmSsvQO08qlcR/+F0Gt/w80+ZteI1wRxNF676RZZ0Yaj1CKh7FMHkZ3v1vZglhAP2bf4y6oh71KNRJExTKtIiXjOfpG92gOEFSoDDaGXjzfyGVRFTrsC5Zj//4TiIdjYRbjxBs3IN5jlwK6pPEiJ8CQ6EQ3/72t0dzLDIyMp8wbAV6PvX5+Qz2B4iE41isWqwFelTDCEbHDnRxYM85quvsRKMJdr8+5Gn/2oYjzF1cze13j0dxnWwIE/EEoVAMlUqB6goFr8dNLOTQ3nZOn+xj9sIqrHYdb75yHFd/EFESWHDbGCpqbp3JAhkZGZlbjeEmvC0WC35/eiLR5/NlZVz5fD48Hs81iWEejyevAHf27FmWL1+eEcMSiQSxWLZ9r8vlYsOGDZlJ11AoxI4dO1AoFMyYMeOy+1UoFFRWVvLII48QjUZRKpXXxSLxAhaLhZUrV7Jw4UIEQcBgMCBJEl6vlxdeeAGPx8OyZcs4dCi3/kMsFss7Oa9QKEY04a3X66mpqaGmpiar3e12s2VL7qTBu+++S1lZGRaLZeRfUOZjidVq5eGHH+bdd9+lo6MDrVbLokWLqKiouOK6KpWKmTNn8uqrr+b0GQwGNm/enPl89uxZfD7fDRPALuD1etm8eTPRaJR58+bhdrsJh8MYjcZMptqths/nY3BwEI/Hg8FgyMpmhfR179SpU8ybN+8mjTCbUCiEVqvFYDBk7hkXcLvdxGIxWlpaOHv2LI8++uh1EfEUksj0cU7+6atL8PgjaNQKCq1aFIr0u8iPXjicEcIuEIsn2XWk87qJYZ5AlD3HunPakykY9I3cet6ozz8haTaoUFxDvTMZGZnrRyqZIBWPIijVCEL27zEZDecVGfxHd2CaeSdSYdUVt6+0FmUJYBcjCCK6mmmUffafiLm6ECQJpbX4I10r7GIktQ5t5SQ05RMglUKQFCRCfiLdZ0gl4giSClGrQ3lRplgqFssrYgGQzG0X1OnnfKWtJLt9mMCM0NlDFD/+F7jfN+M/uh0Aw6QlWBevQ7y4/pinH9fOF3LWj3aeIu7uyRLDEn43AOqiavxHtubuNJUk7ukbFTFMYS7ANHMV3obXstrVZRNQWkYvKwwg4R/Ad+idzOdkJMjAW/9Hwd2fJ9LRCIDv0BYMU25D0ly/9zGZW5sRi2FTp06lsbGRcePGjeZ4ZGRkPmGYzBpM5tzU/Uvxe8Ps2ZFOrR43qYg3Xzqes0zDzhamz6vAWfTha8j0dvvYve0MZ5v6KSg0sHTlWIpLzUiK/C+DeqOa+UtrqJ9aTDyeRK9X8fgzcwkGomg0Siz2oRdjGRkZmU8SqVQKt9uNy+UilUphsViwWq051mdms5mCgoKsbCWAmTNnZuoJlZeXEwqFqK2tpb29nXA4TCKRv2bj9cJgMKDTZWcd9/f352QfQDrbady4cSMSt3Q6Xc52r4VIJIIkSVmZDkqlMkdg6uvrw+NJZyonk0kkScr7HbRaLdOmTePQoUOkUimMRiN33XXXh5qwD4VCebN3otEooVBIFsNkACgsLOT+++8nFAqhUCiuqiZgeXk5c+fOpaGhgWQyiVqtZv78+Rw7dixrOUEQbkom4gX70cmTJ/Pqq69mfnvjxo1jzpw5OJ3D2zGNFolEIssy8GL6+/t58cUXMwEDGo2GpUuXsnPnziyh6dy5c8yZM+em1lgLhUJ0dHTQ0NBAPB5nypQpJJNJdu/enVmmuLiYDz74AEjXp2xtbb2uGW0FFi0FluyAjkQyRdeAP+/y3QPB67ZvpSRgMaizMsMuoFGO/O9SW2ZBq1YQimTfF9bdMe6q65zJyMhcP6K9bXgPvk2koxFN1RSMk5eiKhiqSysq88+lCEoVkZ6WdC2oD2l9J0gKVI4yVI789XA/Dghieq4m2t9O3ys/INKZDorT1kxDP2EBcbMDTeVEBFFCMlpRmJ3EPdklMiS9meQlNdaU9tJMfS9d7Uxc7/2GVCydBR/paUVTOYlw69GsdWy3fQpVQRkFd30O66KH0ts22hGV2UELqUSMVCT//SQZzR6HtmYa7vc3kgwHkPQWEgF3zjqSevj3krjfRdw7gCCIKMwFSLqRB3SIkhLLvDWIGj2ePS+TiscxTlmKZcFaJN2Hn7sbjkTYj3ff5jw9KeLu3sxxEHX566zJfHwZ8V97/fr1fOpTn6KoqCgrYnTDhg2jMjAZGRmZS7nwsp5MprKKUl8gmUwRCY08AnI4Bvr8/PTf3ycUSG/L4wpx5lQ/n/7KQkrLLcOPTxSw2IYeILR61bCWjzIyMjKfFLq6utiwYUMmu0qSJNasWUNVVVXWJGwsFmPy5Ml4vV5aWlrQ6/VMmDCBY8eOMXbsWLRaLQsXLsTlciGKImPHjkWSpGuu73OhttcF268LVFZW0tHRAYAoiqxatSpnUn44W7ZEIkEyT0ToaOD1emlububYsWMYDAZmzZpFYWEhSmX+ScuLs+Campqor6/n8OHDWcsYjUZsNhtLly5l2rRpxGIx9Hr9VYkS+dBoNCgUihzxTZKkj4RNnMyNQ6PRoNFcOUjqUnQ6HfPnz6e+vp5IJIJKpeKdd97J/JYvUFdX96HP56vlQu3D+fPn89JLL2X1NTY2UlBQgE6ny1isplIpvF4viUQCnU53Tcfjcni9Xs6dO8fx48cxm81MmTKFgoKCjKAeDod56623sq4Z4XCY7du3M3PmTN57771Me2Vl5VULYV6vl46ODpqamnA4HNTV1WG3269KpBwcHKS1tZVQKIRKpWLbtm2Zvt7eXurq6hg3bhyNjY2UlJQQj8cJh4cmBi8NuhgNJFHgtpnlHGjMrf2yYPL1y6iwmbU8fud4/u3XB7PaSx16TFdRUrnMaeR7X1zI/758lCPNAxRYNHz63klMqJKdLWRkbhbRvjY6fvpnmXpdkc7T+A+9Q/ETf43Kns4yUtqKEbUGkqFs8d049XZ8B95GVz1lVOpAfRyJ+930bPh7YgNDzw6hMwdBEBHVOiSTHZW9FIXBivP+r9H1q++QOi86CQoVjjVfg1QKlbOKRMCNvn4hpll3oTCls9GVjnJKnvwurh3PE25vJObqwn7HU4TajuM78DaiRo9l4YNoysYDICpViJfJwJN0ZtRl44i0N2a1C5Iys88LqJwVmOc/gO/INkyzV+Pa+mx2f0kdimGyAyPdZ+nZ+I/EXeksZFVxLc41X82cgyNBYbJjXfQQxqm3QyqJZLQiSqMTaJGMR4m7uklEQukimvkQRCA9p2hZ8ID8G/mEMWIx7I//+I/5/Oc/T319vVwzTEZG5oZjMGmYu7iaN18+TjyWRKtXZsSqC2h1SowjyDK7EufOunK2nUqm2LPtDGsenSpfA2VkZGRGSCAQ4I033siyGUwkErz++ut86lOfwmw2Z7W/++672Gw2SktLCYfDvP322yQSCWbNmsWDDz7Ili1bsupZOZ1OVq9ejcvlAtJZXMOJQZdiMBi4//77eeWVV3C73QCUlJQwf/58+vr6qKqqoqioKG/2gFarRRCEHNuw8ePHX/eJ63xcOK7t7e0A9PT00NzczIMPPkh1dXXedS62kuzq6qK6uppJkyZx4sQJEokEZWVl3H777Rmh4HrayJlMJubPn8+OHdk1FBYsWJB1DsjIfBgkScr6vS5fvpxNmzbR09MDwJgxY1iyZMmIrxHXc1x2u53BwcG8/Y2NjVRXV2MwGAgGgxw/fpxdu3YRjUYpKirijjvuoLBweBuhQCBAb28vTU1NGAwGamtrKSgoyCtSBQIB3nzzTVpbWzNtR48eZd26dZSVpSP+/X4/nZ2dOeuGQqGsY6fX66mtrR3xcYC09eJrr72W2X5TUxMNDQ2sX79+xNlx/f39PP/884TDYRYvXsyuXbtylmlqauL++++ntraW3t7enGUqKyuvatzXyuQxBcwY52R/41D2wKKpJdRVWDKfE8kUHl8ESRIwG65tMm7epCIkaTq/2tyINxBl0dQSHlpeR/e5U8DILa9qyyx883fm4gtGUSklbKbRv5/JyMgMj+/I9owQdoFEwEOo5fCQGGYtpPChP2Hgrf8j2n0GQaHCOO12IIWo1iKorkIV/4QT9/RmCWEXCDUfwL7y08QGu1HZSwFQl46l9DNpgSiVTKC0FKIsKEUQRNTFf0kqHkXSmbIyjgRBQF1UjXPN10hGgogqLaJai7qoBuPkpQiiAvEytcouRdIaKFj1DF3P/sWQGCqIOO77PZQW5yXLGrEsXIuhfiHJaBjHmq+dzxTzY5i8DNO0O1AYLLnHxDdIz4a/I+4ZCuyIdp2mf/N/Y1/xO/iPbCfhH8RQvxBVcW2WNeOlCKKE0vzhayRfjmQsQuD4Tvpe+xGSzoh5zr0Mdp+9dCAoTHYESYVz7R+jLrm6ZxmZjz4jFsPUajWf+cxnRnMsMjIyMpelfloxg/0BDnzQxtKV49j826NcmIcUBLj7ocmYrR/+YW+gP5C/vS9APJaUxTAZGRmZERIIBDJC08WEw2H8fn+WEGIwGLDb7QwMDGRNGuv1eqxWK83NzVlCGKQzAM6cOcOBAwcytmiCIKBQKDJ2jJfD6XSyfv16vF4vyWQSlUqFKIpMmzbtsutpNBqWL1/Ojh07MlliVVVV1NbWZiaLA4EAAwMDdHV1YTabKSoqum52gG63OyOEXczWrVtxOp2Ew2HcbjeiKGaOg81mY/z48Zw8ma63+f777zNmzBgee+wxJEnCYDCMWpaWJElMnjwZh8PBwYMHSaVSTJs2jeLi4lG5p8ZiMURRlO/Xn3AKCgpYu3Ytfr8fURQxGo2oVKNbqD0fCoWCqVOn0t2dW9cJyDpPm5ubs7Kcuru72bBhA4899lje61k4HGbXrl1ZNQD37NnDunXrKC0tzVne7XZnCWGQzkTbtm0ba9euRaPRZKwTLxX7IZ09On/+/Mz17GqtBvv7+3OEtlgsxr59+1ixYkWW3Ws+EokEBw8ezGR5SZI0bKau1+sllUrR3Nyc9V3KysooLr4xtW4KLFp+/9HpdPYHcHkj2M0aigv0GdGrZyDApt0tvN1wDp1awSMrxjJzfOFVi2ImvZrbZ1UwY5yTeDyJxahGqZDoasv9G14JvVaJXivbIsrI3GxSiXjGqu9Sop3NMHPos9JSiH7cXIyTl5FKJgic3EWk6wwlT/410lWIK5948tz3zncAaSegCwiCgCBKRHtb8B3ehqQ3Y1m4FnVJHZLWcNndiCoNoio72EDSXlvWurqomtLf+Ttig52k4jEU1mKUtiKEPFlXklqLVDQUNKcbM41UIp4W7cT8z8xxT1+WEHaB8NnDhFuO4tn1IgD+I9swzliJ7bZPXVPtrbjPRSoZR9KbERXX/qwWc3XT9+q/AykSAQ9x3yCWRQ8TG+wk4XMRHejAcfcXUDkr0NXNQmG4Neu2yowuIxbDFi9ezPbt21myZMlojkdGRkZmWExmLSvuq2f2YJBYLMHTX15A5zk3IFBWZaWw2Hhd6kBUVFvZmae9fmoxKrWCWCyBZzBEPJ7AYNJgMMop1TIyMjL5UCgUiKI4IutAnU7H6tWr2bhxI4FAOihBrVZz7733olQq82YqALS2tlJRUUFxcTGvvfZaZl8qlYqHHnroipOeer1+RDW+LsZqtdLa2sr8+fMRRRFRFIlEIhlxLxgMsnXr1ozwdGE/69atuy51akKhUN72VCpFV1cXr7zyStZxePjhhykqKmLZsmVMnjyZzs5OTCYTxcXFH6oW2NWg1Wqprq6moqICYFSEKq/Xy9mzZzl+/DhGo5EZM2bgdDqvOMEu8/FFq9Wi1d78icALmZn5rocTJkwgGo0SCATYs2dPzrrhcBiXy5X3t+p2u7OEMEjXBNyyZQsPPfRQzncPBvPXFunv7ycajaLRaDAajdTX1+fUW3M4HBiNRhobGzlw4ABms5lFixZRUlIyYpFxYGAgb3tHRwfRaPSKv9VoNMq5c+cyn0OhECaTKcvSEdLXF0EQCIfDrFmzhsHBQQYGBnA6nTgcjowl5Y3AYtRgMeZmWHn8Ef7p2f2caEkHf7h9Ef6/Xx3gdx+YzD0Lq6/pncaaZz8yMjIfTQRJga5uVk49KQBN9ZSszwqTHcOkJQSbDxJs3I1UUEHpnb+Lyllxo4b7sUBhdiCZCkh4s610NeX1RHrb0I6ZnmmL+130/Pb/I9pxCoBY/zm6W49S+PA30I+dfUPHrbQWoRzG4vByjEiAG/ZelN2uLCgn7u4l7um7KjEsEQoQaj3CwOYfkwwH0NcvxLrwQZS2kVswXkxssIsL4iWiAoXFSTISJO4dQGkrxrb8CdTFNXKNsE84I/7r//rXv+a//uu/0Ov1qFQqUqkUgiDktSWQkZGRGS2USglH4dBNu/w6+tgHA1FaTvfjGghSN8FJ04khS5MCp54JU4rxecJsf6uJAx+cI5VMYSvQ88Bj0yitlCNKZGRkZC7FZDIxZcoUDh48mNVeVVVFW1sbNpsta7LW6XTy2GOP4fF4SCaTmM1mLBYLwWBwWDs9k8lEUVER27dvz5pkjkajbNq0iUceeQSdbviC0NeCTqdjxowZuN1uAoEAWq0Wi8WS2c/AwECWEAbpTLGDBw+ydOnSDy0EDVfzaO7cubzxxht5j8O6desywt8FQepmMFrZWoFAgNdffz2rRlRjYyMPP/zwTf2+Mh9fUqkUqVRqRDWzVCoVNpuN++67j3feeQefz4dCoWDGjBnYbDaSySTJZHLYLKeLrWYv5kLgwKX09vYSjUZzxLDhhP+L64IrlUoWLFiAJEkcPXqUZDJJZWUl8+bN46WXXsLvT1sxhcNhXnjhhav6jQ0XDFBcXDwiQU2pVOJ0OjPZw0eOHGHhwoW88847Wde9pUuXUlFRgclkQqFQYLPZrtrScbTp6g9khLCLeXbTSeZOLMJpvb73LRkZmY8eurrZePe+Qdzdk2lTFVajKR+Xs6zS4sQ8cyXGabdxqqmZoqL8ttkyw6Mw2ih6+E/o2fD3mWwolbMS08xVKMxOVBfV74q5ujNC2MUMvP1T1KVjL2sX+FFCYXagtBWfF5mG0NZMJXzuBJLRhnXJeqI9Z4m5egi3HUdUa1Fahrd3hnQmWLj9JP4jWxG1RmzLHsez93X8h98l0tFE8ePfRmHM/8yQCHqJ+90ICgVKszNL2BKVQ0Eh1kVr8R9+l2hvOiM+0n4S/9HtlDz5XTSlddd4RGQ+DoxYDHvhhRfw+XzE43GsVmvm4V9GRkbmUlKpFO7BEF5PCKVSwmLTodPfeFsagEgkhnsgRDgUQ29UY7Fp8brDNJ/so6V5gKpaO2PGObDadRw70MkbL6Yjr2YvqmL12skEAxEKS0wUlZgwmbUcaDiHayCAQiESiyYY7A/wi//awzO/vxhbwdWng8vIyMh8nFEoFEyYMAGlUsmxY8dIJpOMHz8es9nMtm3bqKmpyZmsNZlMmEymrDadTkdtbS2HDx/OmixWKBSUlJQQjUaJRCI5+x8cHCQQCFx3MQzSVolFRfmjMHt7e/O2nzlzhnnz5n3o8VgsFmbOnMm+ffsybUqlEp1Ol3cyfWBggGAwOCrH4VbB5XJlCWEX2L59Ow899NANqeUm88kgHo/T39/P4cOH8Xq91NfXU15ePqxIfQGtVotGo2HBggVotVokSaK9vT1jUajX65k4cSJ79+7NWXc4EWm437TNZstbG81qtTJhwgROnDiRaZMkiSVLlmTZpJpMJpYvX87s2bMzQlxfX19GCLuY3bt3U1RUNCIxy+FwUFRUlGUZqVAomD179ogyOC8se/r0aeLxOMFgkAMHDrBq1SoikQjxeJzy8nJsNttNscS8GkKReN52fyhGLH7lbGoZGZmPPypbEcWPfZtwxymi3WdQl45FXVKL0uwYdh1RUg4bKCFzZdRFNZQ89T1inj5IJhE1eiSdKaeeVjKU/xjH3T2k4vkDWz6KKAxWCh/6E3pf/j7R7jMAaGqmYZi0hL5XfoDjni/Rv/nHmdp2oeb9eA+8RdEjfzbseZoI+hh4+/8IHB/yY/If2Ybj7s/T/9ZPiA20E3N15xXDIt1n6Xv134n2nAFJgXnmXZjn3ovClK51rLQXI+ktJEI+RK0xI4RlSCZwvfcbnA/8AZJKfjf4pDJiMez06dN861vfQpIktmzZwpEjR/jhD3/If/zHf4zm+GRkZD5iJJMpWk73s+Fn+wmH0i/P5dVWFt1ey+F9HUydVUZxmRm9QY3HFcTnjaBSSZhtWtTq6+tP7/OG2bb5FPv3tEEKJEnkjnsn0NXu5vDe9ITZicNdmCwaHv3sHN7d1JhZt+G9FgQBtHoVj312Dlq9mraWQVpOD6BUKVh+13gG+vzsfb+VSDiOqz8gi2EyMjIyeYjH4zQ3NzN58mREUaS5uZmDBw+iUChGZJ94gcLCQtauXcv+/fvp7u7G6XQybtw4duzYwaxZs/KuI0nSTbHIGy6LbbgJ6qtFrVYzd+5cxowZQ2trK0ajkbKyMuLx/JOrkiR97OtnDWf/NjAwkLF/u5hkMkksFkOhUHzsj43M9aWzs5MNGzZkAkNbW1upqalh1apVVxScnU4nqVSKXbt24fP5qKurY82aNRkhbdq0aXR1dWWEXUmSWLVq1bB2phaLhbq6OpqasuvK3HbbbXnHotVqWbp0KePHj+f06dOYzWZqamooKMgtaC9JUladw4vtCS/mQsDsSMQno9HIPffcQ3t7O6dOncpcx+12+xXXvYDD4eCxxx7jyJEj9PX1UVdXR0lJyXWryRgIBPD5fCSTSbRabcYZ53pTYNGikATiiewA4/GVVsw3KYhQRkbm1kNpLURpLYRJi2/2UD4xKIy2YbOSMsuY8t+3tFWTkdQfr3khlaOc4ke/Rdw3gCCIKMwFhDtOoSkfT+jMwYwQdoFYXxvR7jPDimExV3eWEAZAKonng9cwTlqCd98mUtFwnvV66Hr2L0mGfOmGRBzPB68gag1YFj6IIIgoLYUUP/4XDL63gUTAnXf/0Z6z6THLYtgnlhHPDnz/+99nw4YNPPPMMwBMnjyZtra2URuYjIzMRxNXf4Dn/reBeGxogvPcWRdH9nUQ9Ed49r8/4I57xlNUaubFZw8S8EVAgMnTS1m+ejxm6/Wr63C2qZ/9u4euU4lEks2/PcY9D0/h8L6OjJWw1x2mpakftUaREfAgXT816I8SiyU409jLr38yFIF/6lgP0+aUM3ZiIaeO9ZCUE2VlZGRk8mIwGBAEIacWzuTJkxEEga6uLsxm8xUnkS9kgTmdTiKRCGq1msHBQRKJBL29vZSXl+dM1k6fPj0ny+xG4HA4curYCILAvHnzrosYBulJ7fLycsrLyzNt4XCYyspKWluzoyBnzJhxU47D9cbr9eJyuQiHw1gsFiwWSyabZbisnPr6egRBIBaLZY79wMAAR48epbW1laKiIqZPn05BQUFWjZ5EIoHX6yWRSKDX62+JulMyN59QKMTWrVtzHFLOnDmD2+2+4nVMqVRSVlbGmjVriMfjaLXarPPObDZz33334fF4iEajGI1GzGbzsIKtVqtl+fLljB07lqNHj2IwGJg6dWqmRlk+9Ho9NTU11NTUXMU3Twck5GPs2LFX9fswm82YzWYmTpx4Vfu/gCAIOBwObrvtNpLJ5HUVsz0eD+fOncPtdnPu3DmMRiOTJk2isLDwul8Diuw6fm/dNP7luQNcOJ30WiWff3AKBp0shsnIyMjcyiisRVgWPYT7vQ2ZNkGtw7b8U4iaj58Tg6QzIumGnrU1FfXY9RZ6X/oXNOUT0I2dDYJI6MxBQmcOEelpRT9ubt5tDStS9bZhmHIbiBIKizOnP+buHhLCLsKz+yWMU5ahMKUDe1SOcpx3f4FwR2POsgCaykmIHzPBUubquKpQ2Usfqm916wEZGZkbj2swmCWEXeDE4W6Wrx7H2aZ0ZtWv/qeBxAULkBQc2d+B3aFn8Yq6ayoYfSnRaJy977fm7evp8mKz6xnsH0ptbzkzQHWdnYMftGctK0oCWp2Sjb84kLOdgw3nWP3gZM6c6sNm//g98MjIyMhcDywWC8uXL+fAgQM0NzejVCqZNGkSBQUFHD58GKfTyd69e1myZMmwGVUXIwgC8XicWCyGzWbj0UcfJRAIEAqFsNlsnDx5EkmSmDVrFhMmTLgpWT9ms5mHHnqIo0ePcvr0aaxWK3PmzMHpzH2xu55oNBpWrFjBwYMHOXLkCJIkMXv2bMaPH/+Rz34aHBzkhRdeyBIYFy5cyPTp01Gr1VgsFiZNmsTRo2m7Y4VCwW233Ybb7WbDhg2YzeZMBmEoFKK6uhq3282RI0c4ceIEjz32WOZdx+/309DQwKFDh0gkEhQWFrJy5cpR//vJ3FrEYjG8Xi+xWAy9Xo/RaCQWi9Hf3593+eGyE/OhUqmGfZfW6XRXZWlqMBgYP348dXV1iKJ4XZ6j82Gz2XLsWa1WK5MmTRq1fV4OQRCueF1LpVK4XC5cLhfJZBKr1YrVas27XiqVor+/n/3799PX15dpb2pqYu3atde99qBSIbFwSgnVJWbaun1o1BLlTiMlDsN13Y+MjIyMzPVHUmsxz7kX3ZgZ6dpZegvqkjpUBaU3e2g3BFGhQlVQhnXJo4RO78O17TlSyQT6cXMpuOt3kQzDZ9ZJekvedlVhFbHBLhz3fhlFvppjiUTe9VLxWE6QkqjSoHJUoq2bTaipYahdrcMy/35EpaxnfJIZsRim1+vp7+/PPOju2bPnir7oMjIynzxEMf/LsKQQSSRSIKStFBN5vPA/2NnCtLnlmMwfPvJSEASUSgmzVUtphYVgIEpr8wCpFCiVEolE9v6rauyU19g4eqAzS8y7e+1kSIHPk5umTQpSySSPfnaObJEoIyMjMwyiKGK326mvr6empoZEIkEymcTv93PkyBHmz59Pe3s7Z8+eZdq0aZfdltfrpaGhgSNHjpBKpZg4cSLTp0/nlVdewefzUVRUxMyZM0mlUlRXV2Mw3LxJRavVysKFC5k1axYKheK6ZYRdCbPZzOLFi5kxYwaCIOQcA5/PRzQaRa1W39TjczUkEgn27duXJYQB7Ny5k+rq6kzWxuLFixk/fjxnz56lqqqKt99+G4/HA6TFtLNnz7Jy5Uq2bNmCIAjceeedCIJAU1MTR48eZdmyZaRSKQ4fPsz+/fsz++np6eGFF17gscceG5Fge614vV58vnTEq8lkkt+1biI+n4/du3dnrjUGg4HVq1dnal51dXXlrHOzf0+jLXhrtVrmzZvH+PHjGRwcRK/XY7Vab+ms066uLjZs2JCpeyaKImvWrKG6ujpHwAsGgwQCgSwhDNKWqldTF+1qUKsUVJeYqS4ZveuKzK1NKhEnGYsgKtUI0o23dZaRkbl2JK0BqWwcmrJxN3soN4VUMkHw1Af4j2zNtAVOvE/cN4jzvq8Mu57SVoxh8lL8R7YNNYoSttseRzIVoLQWIipy35sU1kIESUkqEctqN0xdjsKQayetMFhw3PW7RKbfQejMQZT2UrRVk1EVlF31d5X5eDHiu+0f/dEf8cwzz9De3s4TTzxBS0sLP/rRj0ZzbDIyMh9BbAV6dAYVQX920dBpc8o5fqjzsusKgoDAh4ssDYdjeAZDxKIJ7rh7PGdP99N4tAeDScN9j0zlg/dacBQZ8LiGfI2t9v+fvfsOkOo6D/7/vfdO7237sp0OSwcJiSIkkIRQsXp1txMnjvOmvckvie3YiWM7dpzuvKmO7diyZHUhJCTUQIAQIHqHXWB7n97v3N8fAwPDzIpdtIh2Pn9pz7nlzBYxc5/zPI+FCVPLcHksfPn3FtHVESCZUKkc58JbaiUeS+FwmQj6zwmISVBV66ZynAs1lULWZKQrfOe9IAjCxWAwGNi9ezc2mw1FUWhtbc0FNoLBIFarld27dzNp0qSC3k6nJZNJ3n33XQ4fPpwbO3z4MF6vNxdA6O7upru7O3fd5cuXX9KMKFmWL0l5PVmWCwIp8XiclpYWNm/eTDQapa6ujtmzZ+P1eof9nl8uYrFYQU+k0wYHB3Pl2ywWC7W1tdTW1tLa2poLhJ1t3759jB8/ngMHDrB27Vruuusujhw5Qk9PD6qqEo1G8zJfTotGo/j9/lEFw05nMOr1emRZRpblYY/t6enhhRdeIBwOA9myj/fcc4/IRrtEDh48yO7du3Nfh8Nhnn32WT796U+zdOlSnn76adSzdihPmTLlogZKLxcmk4ny8nLKy8sv9VLOKxKJ8Oqrr+YCYZANbK1Zs4bHH388r8dYOp0mHo9jtVqZNWsW+/btI5k881nmdO9BURlHGEvJ/g5Sg13E2w+QiUexTpiHoaIJnfXyDTALgiCclg70Ed67vmA80X6QTCJS5IwsxWzDc9MTWCddT3jfBnQOH7apN2IoqfnITQF6dzllD/wxvc//iEwim41vrJmC67q7hz3vdP836/ji/aWFa9OIg2HNzc387Gc/y+2SvFQ9GARBuLy5PBYe//ICXnpqF90dQWRFonlONWaLnu6O7INPt8eCTi8XlFNcsKgOm8N4wff2D8V4/cV9HNyTfRBqtRlYtnISkXCStuNDHNzbzaNfnIfba2H5nZNpPzHE7OtqiUWTHNrbQ0W1E1+Zjemz83eKGAw6br93Gk/9ZFuuzxjAwqWNuAxJet54k9633sFY6qPijtux1NWhiA/LgiAIOXq9npqaGtavL/zAVFJSwuHDhykpKfnIYEEwGMwLhEE2+DE0NFT0+N7eXtLp9BVfHnCstLS08Oqrr+a+Pnz4MN3d3dx+++1UV1/eOyQVRcFqtRKLxQrmhgvknQ4qncvv91NZWQlkA6zxeBxZlmlsbESn06FpGul0uui555ZgGY6qqvT19fHBBx8wMDBAdXU19fX1mM1mSkpKCh6oRyIRVq9enbfmUCjEK6+8woMPPojVKrLPP0nhcDgvM/A0VVUZHBykoaGBxx57jGPHjhEIBBg/fvxF6SklfDyRSAS/318wnkgkiEQiuWBYOBxm+/bt7NixA1VV8fl83Hzzzaxfv55IJPswr6qqKtefUBDGQnKgg0TXUfpe+TGo2X9zQjtexzFvFe4lD6EYRQl+QRAub5qaBq2w4hOAlk4WHT9NZ3ejs8/DOmHeee+TDg2hRvxIegPGmilUfeGHpEMDSDoDeldZXi8zQRiJUeVh2+12lixZcrHWIgjCVaK8ysnjv3Ed4WAcSZZQ1QzbNp1gyowKZswbR2W1k8e+tIDnf7mDoD+OJMGsBTU0z6m+4J4DGTXDto3Hc4EwgEg4yavP7+WWVVN47fm9aBmNDW8c5ZEvzOP6pY3094b5+f97P68E4oy51dxy52SstvwPvA3jfXzhazeyZ3s70WiK5jlVVHgU+t54HaPPh/f6BcgGA11r1lJ68024pk+7sG+eIAjCVWr8+PHs3r077+FkVVUV8XicVCrF3LlzP3LXvVqkTnwoFMLjKV6Tvr6+fkS7+FVVJRgMEolEMBqNOByOi/rQMxqNMjg4yNDQEHa7Ha/Xe9HL4UUiETZt2lQwHgwGGRoawuPxjKpH0SfNbDZz44038sILL+SN22y2oj//VCo17Ka96upqenp6cl8rioLD4WD8+PFAtjT8lClTcr3HTtPpdCPO/Onr6+PJJ58kk8k+IBgcHOTYsWPMmzePaDSau9dpoVCo6EP7wcFBwuGwCIZdRjRNQ5ZlSkpKCvppC5eX0xmZp/8Oz52D7M9z3759bNu2LTfX39/P22+/zYIFC3j33XcxGAxcf/31n1ipW+HakBzoJPDBy7lA2GnBrauxNy9FKa+/RCsTLhealiHt7yMd7EPSm9C7SlEsIiHhapBJJZBk3UWtKqRGg9mAkaSgc5YgG8d+w47O5kFfUkOq72TeuGJ1Ips+/mcbTdNItB+i96V/JO3vAVnBMXsFroX3Yq6Z8rGvL1y7RFFiQRAuCovVgMV65iHkqvub8+atdiOf/50bCIcS6A0KLrcFveHC3wyEQgm2bz5RMJ7NPjuzk7uvJ0QikUZnUNi68XhBL7Bd29qZuWBcQTBMkTScyQGmaUdJq2FsQwkyspdEXx/tTz+TO85z3QIiR49hratFL3p9CIIg5LhcLu6//366u7vp7+/HZrMRDAbZuXMnS5cuPW92ks1mw+Vy5QUNTpehq6mp4eTJk3nHTp069bwbLFKpFIcPH2bdunW5bKCpU6dyww03XJQAVSQS4a233srLcCspKeGuu+7KK9k11lRVzWU4nCuVShUNNF5uqqurufvuu3nvvfcIh8M0NjayYMGCggBVOp3mxIkTdHR0MHHiRA4dOpSbs1gs1NXVsXbtWgB8Ph92u537778/dx2dTseCBQsYGBjI9YUyGo2sWrVqRMGwdDrNtm3bCh7ARyIRVFVl48aNVFRU5PWX+qiMyI+aEy6O06XyNmzYkDeuKMqwwXfh8uNwOJg9e3ZeoAugqakp97ccDocL5oFcycSbbrqJ2tpavF7vJ7Jm4Rqipkl2txadSocGMIpg2DVNy6jEWnbR+8LfnSkHVz2JklVfxeCtuMSrEy5UOtBPtGUn4T3voNi9OOetxFBej6wb26pCid4T9L7wD6T6ss/HzE1z8K34Anp32QVfU41H0NJJFLM9V5JQsToovetrdP/qL1Ej2dLkktGC56Yn6H3x73HOvQ3z+HnoLjCImxrqIvDhWpzz7kDLpIkcfJ/gtlfROUtwLrjrgjfSC8JlGwxbv3493/nOd8hkMjzwwAN8+ctfvtRLEgRhjDlcZhyusduhMvw/hmfGaxo8mMx64rEUR/b3FD26uyNIbcOZD72pSITwocPs/8u/hlMPt2SDgaavfZW+t9/NO3fw/S04Jk9CjSdEMEwQBOEcTqcTp9PJxIkT8fv9JBIJpk+fjtPpPO8HGqvVyh133MFzzz2XK5dnMpkYN24cU6ZMoa+vj46ODrxeL+Xl5UWDS5qmoaoqOl32LfDg4CCvvfZa3jH79u2joqKCGTNmjM2LPiUcDtPe3l5Q6rGvr4+jR48yd+7Fq2VvsVhobGzMCwyd5nA4LuussNOMRiNNTU1UVVWRTqcxm825n+PZ+vr6eOmll9A0jenTp3PLLbfg9/vx+XwYjUbWrVuHJEnU19dzww035PXkisfjqKqKw+HgnnvuIRgM5rLMHA7HiD50p9NpBgYGis6Fw2FUVc3rRQTZn8G4ceNoa2vLG6+rqxNl6S8BSZKYNGkSAwMD7N+/H8j+Dd1+++243YUN2oXLk6IozJkzB5vNxrZt21BVlRkzZjB9+vRc9u9HlUU1Go1Mnjz5k1yycA2RLXZ07nLSQ90Fc4rl6u8/KHy0ZH8HPc/+IK/UXKL9IP7Nz+Fd9oTIELsCpSMB+l75MbHWXbmxyP6NlD/6DSz1zR9x5ijvExqk5+nvkg705cZiR7czqDdScudXkfWjq36hJuMk2g8y9O6vSIcGsE68Dsfc2zF4syXHjeX1VH7u+6T6O0j5eyCdZGjDU6QDffSt/jEld34Ve/NNF/RaMvEomWiIgTd+gqTTY595C+aGGQS2vIxt6iJ0drFBSbgwl2UwTFVVvv3tb/OTn/yEsrIy7r//fpYtW0ZTU9OlXpogCJcph8PEgkV1vPv6kbxxg1GX6/FhMCosWTEBg1EHEsy9fhzVbjBpCVJpjdbeDO9t6sbpPhOgU5NJgvv2c/IXT+YCYQDWhnqGiuwkBfDv2k3ZiuUX4VUKgiBcPS4kE6q8vJzHHnuMQCCATqfDarVitVoJBoOYzWYaGxsJhUL09PRw7NgxamtrKSkpQdM0+vv72bNnD/39/YwfP56GhgY6OzuL3mfnzp1MnDhx2H5Uo6WqKgcOHBi2v9mhQ4dobm4eUVnHC6HT6bjuuuvo7OwkFArlxq+77jq8Xu8V1VfNbDajaRqBQIBoNIrBYMDpdOZKmB08eDD37/6ePXvYu3cvNpuNRCLBzJkzeeCBB1BVFVmWGRgYIJlM4nA46OvrY9OmTcRiMSZPnsz06dMpLy8f9fqMRiMNDQ309/cXzLndbk6ePFnwe2UymVixYgUbNmzgyJHs+5gJEyawaNEi0afoEnE4HNx8883MmzePVCqF1WoVgckrkM1mY86cOUycOBHIbqo4O6httVqZNm0aO3fuzDtPUZSLmq0rCHp3Oa6F99L/yo/zxi3j532s7A3h6pAe6iracym8dz22aYvRu8vQO0uLnClcrlKDXXmBsCyNwXU/xfjYN8cswJn29+YFwk6LHHwf95KHMXirRnW9RNsBun/1V7mvg9vWED2ynYonvoXemS0XrXeWkBrsYuC1fy84f+jdpzA3zERnG91mouRgF70v/F1uw4CWThLctgbHvDvQl9bCqff6mqaRGugg0dOKlkxgLG9A761CNoj3z8LwLstg2O7du6mtrWXcuHEA3HHHHbz55psiGCYIwrAkWWLWghqCgTg7t7ajZTRcHgurHpjOyZZBbr17CrU1Nox9J/APygR27aYimcIk19H/3iaGtm7DMq6axz77G1jcenrf3YCWTmGpriYdDhM9kV8HWY3F0Z1V4uhsepcTnUU0URcEQbgYnE4nqqpy8OBBent7mTx5MsFgkOPHj+dKJUqSxNy5c9myZQsLFixA0zSefPLJXDnA9vZ2du/ezbJly4reQ1GUMS29EQwG2bFjB9OmFe8n6Xa7Rx2Qikaj9PX10dLSgtVqpb6+HpfLRTgcJp1OY7FY8npN+Xw+HnzwQQYHB4nH47lspyvtAX86nebYsWO8/vrrJJNJJEli5syZzJ8/H5vNRjQazTte0zRCoVCuTKTJZOLtt9/OZcnZbDbmz5/PW2+9lTvngw8+4Pjx43zqU5/KK2c4EpIkMXXqVA4cOJAXeKytrSUYDLJs2bKimXgul4vbbruNG264Acj2ahY9ii4tg8GAz+e71MsQxsBwf8eKojB37lz6+/tpb28Hsj/3VatWiWCYcFHpHT6ob6b8ka8T/PANMtEAtuabsDTMFFk/AgzzHlTSGSCjEt77Hq6FnxJl4sZAJhkjHewHDXQOL7Lx4lRLyMSCuf+WdAYs4+ei2NwkulvJpBKM1bY07awWIfkTWi6ANFJqLMzg278sGE8HekgNdOSCYQBaKlH8GtEAmlo8A/ujpP292GfcjGwwgSSRiYUJfLCa0I43KL3vj1Ds2eBaouMwXb/8Vt79S1b9Nrapi5GKVJAQBLhMg2E9PT15OzHLysrYvXv3ec87t9G1MDLbt2+/1EsQhDEzodnO1FmzUNUMii5DONpF0wQb6Q+20f6/71B51x20/udP8t4IjHvkIVJDQ4SPHqP3P/6FkpuW0PbkU9lJSWLyn/4x1vo6Ii1n6rpHT5yg8u5VIMt5GWNIEp5lS6+Iv6srYY2CIIy9K+lvv6ysjEQigd/vx+FwYLPZSCaTvPbaa4TDYRYtWsTWrVupra3N6xmmaRpbt25l+fLltLa20t3dXdAXa2BggFgshl6vJ5VK5c3NmDGDAwcOjFkvLbfbTSgUwmq1YjQaSSTOfGCTJIkpU6YUZCZ8FJvNRnt7e945yWSSdDrNzp07UVUVj8fD0qVLCYVCBa8PIBaL0dNTvFzw5czr9bJ69erc15qmsWPHDlwuF3q9nsbGRg4ePFhwXmNjI6qqcvLkybxykVOmTGHr1q0Fx/f29tLd3U0wGMxlmo2ULMusWLGCSCRCIBDA5XIhyzImk4lQKHTJ/gavpL99QfgkzZ07l7lz56KqKgaDgVAoxI4dOy71ssaE+Lu/vMmyjHv2fWgZlb5IlPSR48DxS7yqT5YkSThtFhQZQrFUQSnhK5VOp8u95xuuHOtwJpW7kS0OMtFg3rhj5i0keo4T2rmOSNkUegLF+8GC+NsfiTqfg8TmXxM/lv1eGWunYV78GMf7w6N+73c+9c5sVQBj5Xgcs1cQ2vMuic6jmOqmEQ8F2NvSXtBv9kJUuW0odg9qaDBv3NQ4m/bBMEMnRv57Uem2kQ4WZpkBxPz9HPzww9z3qd5jJdueJP/7Zpp4Hce7+wkePVl4kWG4XS7KJQhuXZ3rRaY4fHhXfJ7+1/4DyeLiww93UOaykVn3rwWBuL5X/42ko4Ljg9Fil7/qib/987ssg2EXatq0aaKUyCht376dOXPmXOplCMJFVEPw0GH2PPkUNY8/SvvTzxTsiOl49nlqP/M44aPHiHd35/f60jSO/vjfaPrt3+Tgd/8G7awHo9GOLqb+xddp+Y//JtbWhqmigoYvfwHHxIn4LlKpq7Ei/vYF4dp0Jf3tDw0N8cYbb+T1UaqoqGDZsmWEw2Eg+6ChtLSUlpaWYa9htVqLlqwDCIVC3HvvvaxZs4ZQKIRer+f666+nsbFxTPtoRSIRPB4PmzdvZtmyZRw5coSuri7cbjcLFy6ksrKSurq6EV+vt7c3LyDkdrvRNC3vw8/g4CCrV6/m8ccfv6r6HA0XNNy7dy8PPvggqqrS3Nyct5FuypQplJSUUFJSUrB5zmKx5GVwAZSWljJjxgzi8Th2ux2v14vb7b6id2BfSX/7giCMDfF3L1zuMsk4ia6j+Dc9gxrxU9O8FMuE+ehdV3YJwNRQD7GT+4gfOYCpeiLmhmno3SMvvawmopTe9TUG3/4FyZ5WUHTYpy/B3DiL3uf/Fp3dS0VVNdVNxbNexd/++WUSUXqe+xHxljMbHxIn9qKt+y9mPPxnY56hqcbCqHNvx1TeSN/qf+F00Ci86y1iLTuZ9sRfDVsiNZNKIul0SJI8onslHvz/6HnmB6QDvQAYqyfiW/E5DJ6KUa05k07SP34O4d3vFMxZy+uYXXmmelsmlUB3x1foX/P/QMsG9XSucryLHqDiVH+xkUoHB+j46d/kAmEAarAf/+YXcC95BJOvkjmVDST722nvbyu8gJrGTPqa/BsQf/tZiUTiIxOmLstgWFlZGd3dZxqJ9vT0UFYm6iYLgnBhosdPAKAYjaQCwYL5TDIJmeF3/qSGhkiFwjT+9lcIHTpEOhjCc918nDOaMbrdTPvOt1CjURSzGYMoqSIIgjAmurq68gJhp8c6OztpaGigpaUFWZZJpVLDboYyGAwYDAaqq6vx+/0F8z6fj+rqah599NFclpjD4UCW8z9sqqr6sfpqWa1WbrvtNp555hlee+016urqmDp1Kg0NDVRWVo46yHI6GHjahAkTir7hTyaTDA0NXVXBsOG+V5IkIUkSVquVxYsXM23aNMLhMGazGavVitPpRJblgtJn3d3djBs3Lve75na7mTZtGuvWrcvtdtXpdNx9993YbDYcDsdF6+0mCIIgXP4y6RRoGWR98fcemWQcNexHkxV0JiuSwYgkXzm9OT9JsRN76Xn6u7mvB95oJXLoA0rv/X10VtelW9gF0lSVdHiQrl9+m7Q/+0wzvPstdM4Syh/9Zl4wQo1HSA10EG87gGy2Y6qagN5bhSRJKEYLxopGfLd9iXRwABQFSZIZXPc/ZGJhXLf9Bop5dGWchXzpQD+xlsIM4GTXUdKB/jEPhilmG+6F99H78j9xbvaUGhok0dOKzu4hNdhJovcESBIGTyXx7uNE9ryNoawO+8xbMJTWnDcoZixvoPIzf0061I8kK+icJShm+0eeU4ysM+C6/lPEWnahhs/0PXZd/yn07vzAmqw3Ypt6I8bK8aQDvch6E3pPBTqHd9T3TYcGUYOFGxlTfScxVjRkSycCkt6AbLSQSRRmgCkm0bZEGN5lGQybPn06x48fp62tjbKyMl555RX+9m//9lIvSxCEK5T+1IMvTVVRzCbUWDz/AFlG0mU/oJgqK0gMDBRcw+jz0v70M5hraqi6/17MFeXoTvViMTid4HRe1NcgCIJwrTl27FjR8dbWVsaPH09LSwvd3d0kk0kmTZpER0dH3nFms5mKigpcLheVlZUcOXIkrzxhTU1Nrh+QzWYr6CmjaRoDAwPs27ePnp4eGhsbaWxszAumpNNpYrEYiqKcN5OstLSUT3/60wwNDZFOp3G73bhcrgvKNjKb8z/gybI8bGmVsSi5cjk5HTw8t3zN3Llzc0FRo9FIRUXx3a/19fVs2rQpV7LoyJEjrFixgr6+PuLxOM3Nzbz33nt510+n07z55ptMmDABRVGYNWtWwc9AEARBuLqpiSiJziMEtqwmk4jgmH0r5rrp6Oye3DGpwU4G1z+NuWZKNtDRcRhDWT2O2SswlNZe0RnGYy0dCTC47n8KxuMn95Ea7M4LhqWD/aT8vUiSjM5ZckEP2C+mZH874QObiJ/Yh2ncZFzX38XgW/+be0ifDvQRO/YhBs8dQDZgGtrxBoNv/Tx3DUlvpOKxb2GqGg+AYnEgm+1IhpMMvfsU0cNbkE02vLd+EXNd8R60wshp2vDvjzVtbMqkn0uSZdL+4iXK1WA/sRP76H7qO7nMKhQdvtu+RGqom3jbAUI736TyM3+Nsbz+vPfS2d3o7B9/M5zBV03lZ/6aZN9J1LAfQ1ktek8Fismad5ymptFSCfSecoylNR/rntKwGxAlZOPZ91VwLbyXwbf/N+8oc9McdC6RUCMM77IMhul0Or7xjW/wxS9+EVVVue+++xg/fvylXpYgCFcoa10NBo+bvnfXU3nXnbQ99eu8+fIVtzC4ZSuW2hrqv/QFDv719/PmfYtuxNbUyORv/jmSJCGLRpyCIAgXXbFspvr6embMmIFer0ev17N//36WLl2KxWLh3nvvxe/357K6zGZzrmzg3Llzeeihh2hra2NgYID6+nrKysoKAmBn6+/v58knn8z122pra2Pnzp3cf//9OJ1OBgYGeP/99zl27Bg2m40bb7yR2tragiy1ZDJJT08PO3bsIBaL0dzczLhx4z7y3qfF43H6+vo4fPgwer2eCRMm4PP5cLlcNDU1cfToUQBaWlqYMGECu3btyjtfluWrKisMwOPxcM8997B27Vqi0SiKojBv3jxqakb2wdvr9fLwww+zceNGOjo6KCkpwe1288gjj9Df348kSUX7lfj9fiwWC++88w7jxo1j3LhxY/3SBEEQhMtY9Mg2Yi27MFU2kexro2/1j7FNW4Rv+eeRTRbSkQA9z/0I2/Ql+Dc+l+u1k+g4THj321R+9rsYy+ou7Yu4jGjpBKnB7qJzmfiZDPhE1zG6n/5uLjNF5yyl7ME/wVham3dOOjhAarCLTCKCzlmKzl2GYhy7ktfDSfa30/nzr+f6e8VP7EWxuXEvfZSBtf+ZOy56bCfOedlgWMrfw+Bb+Q/wtVSC/rX/ScUjX89lfUmShLG0lpI7voK67DEknQGdwyeCqmNAZ/diKG8k2Z2/+U7nKkPn8F2Ue8pmG5bx8wh+8HLBnL6kht7n//ZMIAxAVYkd34tv5VdID3URO76HwNZXKFn5m0jKJ/dMSu8q/cjSpcnekwS2rSF+Yh+GyiZc192DpChEj24n3nYIS+MszPXNw5aBPC0d6EeNBkDRY5u9gvCHr+fNWyaeKaGaDg3S8+zfYCytxXPzpwnveZdMKoG9+SZs05dcUCaccO24bJ/oLlmyhCVLllzqZQiCcBUwlZUx9S//go7nXiQxNETjV7/CwKb30dJpyletxFJdTSaRwOBxAxINX/oC7c+9gJZKUXHHbXgXXo9uDHvHCIIgCOfX1NTE9u3bSafTeDwelixZwqFDh3j//feprq7m3nvvJRAIYLPZOHLkSC4QVFlZSU1NDevWrctd6/jx49x4443MnTt3ROUOVVVl586duUDYaX6/P1fK+9e//jWRSLZx+dDQEC+//DJ33303TU1Neee0trbm9fdqb29nypQp3HTTTZhMpmHXkE6n2b17Nxs2bMiNbd26lbvuuovx48ezbNkympqa2LNnD1arlenTpxMMBmltbQWy2VErV64sKAt4pVMUhYaGBh577DFisRgGgwG73Y5uhBtVJEmirKyMVatWkUgkMBgMuQCmx+Oht7d32PuedvToUREMEwRBuIakAv2gaaQGu4ge2YqxopGSVb/F0LtPkvL3YCyvJ+3vIR3oQ0uncoGw07R0kuD2tfhu/cIn+hD7ciYbrRhrppA4ua9g7nS2XTo0SM8zP0BLJTBWT0QN+0n7e+h76Z+pePQbKJbsA+/kQCc9z/6AVN/J3DVcix7CNu1G9K6yi1qmMnLw/Vwg7DQ1PIQaHkJx+HLl3sw1U3Lz6dAA55bKg2yJvkwsVFACUbHYc6/1YkiHh0h2txI99iE6VxmWhpnofdVXddBNsdgpvet36Hnm+6QGuwDQOUoou++P0NkuzkYySVZwzF5B5ODmvDKAthnLkE1WMrHw2QfjXfF54if30/PM90HTsEyYi7m+mUwyftmUycwGg/+cTDz7mSg12Im5dhqDb/9v7u8iengLem8V5Q//GfoiGVuamiLWuoe+1f+CGvGDosO54C68t36RgbX/BZKEbdoi3IsfzpVITA50kOw6SrLrKLLFgXXiAiSdgWR/2znZY4JQSPwrLAjCNcFSXU3Db36JdCiEbDRSetNSEgMDhPYd4Ph//wRLTQ0lSxZjqRlH6bKluOfNQctksiUQz6EmEsS7e0gODKCzWjGWlxU9ThAEQbhwZWVlPPDAA7z//vs0Nzfz0ksvoarZsiXd3d0cOXKEW265BU3T8jKiJk6cyPr16wuut3nzZsaPH4/H4ymYO1c6nc7rX3u2vr4+9Hp9LhB2to0bN1JVVZUroRcKhXj77bcLjtu/fz+zZ8/+yGBYIBBg48aNBeNvvvkm5eXl2O12pk6dysSJE7P9JRSFlStXEggESKVS2Gw2nE7niB5kZDIZgsEgsVgMSZKKlo283DgcDhyOC+/ncLqf3LmcTifjx4/nyJEjeePTpk3LjYkSiYIgCNeWdLCfvpf/OZe1EWvdTbz9MN4Vn0M99QBbS6dQbG7SgeKbKhJdR9HSSREMO0UxWfHd8hk6f/4NtNSZNgbO6z+Fzl0OZL/vthlLkfVmEl1HMVVPQu+tZGj9U6RDAygWO6lAP8Fta/ICYQD+DU+hc3iJtezCNnXRRQkeaFqG+Mn9RedS/R3onSWowX5kiwPLhPlnvfbia1HsHqRhetGdjxqLIOl0w/ayG046GmRg3U+J7Duz+WpIb6Ly03+JsbzhgtZypTCUjKPiib/K/s1qWrYEp/38nxM+1j29lVQ+8Zcke4+TDvRjKKtH76siE/YDEqeDpNYpC09lo+7MnRs99AGZeBRzw6zz3kfLqCT724kf34saj2Cpb0ZfMq6gvOFIpIMDJHpaSbQdRF9ak+1vd+pvNNayMxcIAzCU1ZHsPlYQIE4NdBBvP1Q0GJbs76T76e+eyYpT0wQ2PUfJXV+j+iv/DGjo7F5k/Zn37Wf3MMtEg4R2vAFks+8yyRiKSWxmF4Yn/hUWBOGaoRgMKN5sffHE4CBHfvQPhA4eAmBo24d0rV7D9O99B1tjA3p78Z1X6WiUnnVvcfwnP4VTfVgc06Yy/mtfxVQ2fOq4IAiCMDqSJFFZWcnKlSt54403coGw0wKBAP39/UV7fZ17LGSzvc7uGfZR9Ho9NTU1RbOEKioqiMfjRc6CSCRCIpHIBUtSqVTRoBlALBb7yDVEo9Gi/b4ikQjxeBz7qX+nzs6IMplMHxlgKyadTtPZ2cn777/P4OAg5eXlTJo0ibKysquuxOJIGI1Gli5dSllZGTt37kRRFKZMmUIqlaKjowNZlmlouLofDgmCIAhnaBmV0M4388uXAVoqTmqgE9O4bMaPzukjk4hi8FYVvY6lYSaSYXT/Rl/tDOUNVH3ue8TbD5EOD2GunYahpDpX3lDS6Ym17iHRfjB3jmQw47vtS0iyQiYeJXpkG5HDW4tePx3sI7j1VXR2D3rvOPSuEiSdflRrzKgp1NCpEo12T14wU5JkzA0zibXuKjjPOG4S8faDuBc/jHXy9Rh8Z34v9O5yzHXNxI7vzjvHc/OnRx2MSfl7iRz6gPCet5EtLtwL78FpGfnvWXqwKy8QBtnf7cF3nqTs3j/IZeKcpiZipPpOEjm4BWQZ68T5GEpqCo67UuhsLnQ21yd6z2JlB1WdAVvzTYR3vwWAqXpSXpnN0+In9qKGBtBZ7B/5uxlvO0jXL78NmWyPXP+Gp/AsewLH3NtHFTBNBQfoe+kfiJ84k8Gp2L2UP/gn6L1VJHtO5L82TyWJ7uNFr5XoOIx92uLC8c7DBf9/BQhseZmKx+cWDeAVC6oBmGqmXjZZc8LlSwTDBEG4JsVOtuUCYadlkknann6GCb//uyjG4m8Q4p2dHP+vn+SNBffuo2/DRqrvu+eqLiUgCIJwKWiaRn9/f9G5YDCI85zMXE3TMBgMub5PVqsVo9FINBodcUaPLMtMmzaNffv25QWtysvLPzKgVldXx5YtW5gxYwbl5eXIsozL5cLv9xcca7V+9M5Ms9mMJEloWn4ZHZPJVDSj6UL19vby7LPP5gJvx44do62tjRUrVmC1WtHr9QwNDTEwMICqqni9Xtxu94jLEl6JHA4H8+fPZ/LkyQQCATZs2EBXVxdut5ubb74Z76mNNYIgCMLVT8tkSPuLZ4ursRA6ZwmQ7WVVevfvEms7gLGyiUTn0dxxis2FrXkpkiR/Imu+UkiShKFkHIaS4qWH1XAgLxAGoCVjRI9swzJ+DqlAH5Kix73kYbR4FEmnI7x3A/G2A0C2FKOWThL88HUknQHrpAVYJ10/4mBAyt+Df+NzhHa/gyTL2Gctx7ngTvSnfuYA1gnzCGx9Ja/snc5dgXXCfJxzby+aCahYHPhW/RaRQ1sI7VyHbLLjvuFejFUTRrSu09KRAH0v/zPxs0pNdrXuxHv37438GoG+ouOJ9oNk4pG8IJeWUYkc3ET/6h/nxgKbn6fk7t/FNnWReBbyMSgGE54lD2MoqyW4dc1HZpBqaopUoA//pucI7XoLCQn77BW53810xE//mv8HmTSS3oSWToKWYfDtX2Bpmo2hZGR9dgGS3S15gTAANTSQva/JjrlhBqFTATyA1GAXxqoJJDoOnXspjJXFf7+1TGHJ0FMToBWf03kqsE1bTHjvmWogktGCe9EDo86OFK49V++nWEEQhI8Q6yr+gSZ89ChqNDpsMCx0+GjR8d51b1K2fFmuXGImlSLe00sqGEBnsWIo8aE/z4NPQRAEoZDRaKS2tpbBwcGCOY/HU5AZtnfvXhYsWMDOnTtZsGABkUiEaDRKbW0tev3IdwN7vV4efvhhTpw4QW9vL9XV1YTDYdauXUtdXR1z585l27ZtueOdTic1NTWsXbuWw4cP89hjjxEOh5k3bx5vvvlmXpbXvHnzCoJ453I6ncyZMyfvHpDtq/txygOeLZPJsHv37oIMtGQySW9vL+Xl5fT39/PMM8/k+qdJksSqVatoampClq/eh3qSJOVKMd55552kUimMRuN5g5iCIAjC1UXW6bFNW1y0HJ514gLkU5lGkiRhqpmCzuHFUj+D1FA3iY5DGMoaMNVMxuCp+KSXfsVLDXYWHU90HkFT06BlCO95h3jbqZ+NJOO64T4kg4lE1zEkSUZLJ9HUNJLeQN9L/4yhtA5jWd15763GIvS/+u+5MnVaBoJbX0GNBilZ+Zu5IJHeU0HlY39B7MQ+4u0HMdVMxVwzBb27eObKaXpnCa75q7BPX4Kk6JANxTdsaWoaLZ1CMpgKgk2poa68QNhpoXd/ib1+Gjqr67yvUxmmP5a+pAbJYMqW2+trI3p4Kyl/L8byepzzVxH44Ew/3IG1/4mpeuKw2TrCyOgcXlzzV2GbeiNaIo7eW0VqoCP/GGcpWipJaPfbGMsbUMNDRA9vzf5uRgL47vgKmVgEQ3k9zuvuQo0GkY0WtGScofeeIR0aGlUw7HRguWC843A2C7a0FlPNZOIns8cle1pxXn8PkQObyMRCZ9btrsA0blLRa5mqJ3B2icjTHPPuGDbLS2dx4Ln5M9imLyXWuhOdqxxz7VQMvuoRvzbh2iWCYYIgXJPMVcU/jNgnTECxDF9fWBnmIZjOZkU+9ZA1GQjQtXoNHc+9gJZOo1gs1Dz2CI7p07DVjvyNhyAIwrUoFosRDAaRJAm73Y7ZbGbGjBkcOnSIaDSaO666uhqv14vZbObmm2/m/fffJxKJkEqlqKiooKqqimeffTYXxNm1axfNzc3ceOONxGIxotEoJpMJp9M5bJDM4/Hg8XhIp9OsXbuWgwezu5NbWlrQNI27776bYDCILMvE43HefPNNIBtMGhgYoL+/n6NHj7J8+XL6+vpIJpOUlZURCASKlkA8m16vZ968eVRVVbFr1y70ej0zZ86krKxszHbeZjKZollrAOFwGEmSWLt2be57CNnMu1dffZVPf/rT10wZRfswpZMFQRCEa4O5YQam6snE2888GLZOuQFjeWPecZIkoXeXo3eXY6oaj33aok96qVcV/TABRENFE7LBQqjl7TOBMAAtg/+9X1P6qd/HNnURA+v+BwDL+LkMbXga0Ej2tY0oGJYO9ub1azotsu893Dfcl5fNJun0GKsmYGmchWJzIcnKiF+jYi7+HkPLqCR7juPfuoZUfxvWiQuwTbkh16sJIHOqX13B2v09aKnkiO6v91ZirJ6Un4EnyXhuehzFZCXecZjOn38d1Gy5vfBusExccKqkX7YvbiYeya5FBMPGhKw3Ezq8FdcN9zH41s9z/bFkiwP30kfpefYHuUCT68b7MZTVk+o7SezYDtRAH5LOgGwwZ7PDTtE5S/Gu+PyoSwgOFzjTeypO9VL8R6o+/wPSgV4SPccx+KoxVjRQ+em/Inp4K/H2g5gb52BpaC4oDZm7lreS0nv/gP5XfkwmEQVJxjHnViyNH90b7XSJS0vDjFG9JkEQwTBBEK5JlupqHNOmEtx7ZieVbDRS/cB9w2aFAVjraqn/0hdIDgzQ++ZbpALZxqDjHrwf3akgWnDfftqffiZ3jhqN0vof/0XT7/w2il6PuVLsChQEQSimv7+fV155JVcWsby8nNtvvx2v18uDDz5Ie3s7/f39VFRU4PP5MJlMPP3002iaRnNzc64cYiwWY8+ePXlBHMj24dq3bx/vvfceqqoiSRKzZ89m3rx5H5nxk0wm6e7OzyhubW3F5/Nx8OBBQqEQkiQxbtw4LBYLXV1dpNNpXC4Xvb29rF27NldacP/+/YwfP35EZQYtFgtNTU3U19cDEAqFGBoawmQy4XA4PnZmlk6nY+LEiXR0dBTM1dTUkEgkimbkpdNpwuHwNRMMEwRBEK5temcppff9AamBTtKhwWzPH08FimVsMrWF4gwlNRjKG0l2H8uNSYoe98JPoaXihHe9WfS81GAXwe2vkYmFsc9eQXqoGy2R3VA10hJq2jnvIc+ayWalAVo6TbR1F/1rfowa9iPpjbgXP4y9+SYUy/AbaTKpBGl/L+nwEIrJis5VjmLOfx+a7G6l46d/luv5lOw6RmjX21Q89s1cmUadvXjZZkP1JOQifZaK0dnclN7zf4i17CS8Zz06dxmOObdhLK1FjUcYePOnuUDYadFDW/Ct/M1cMEzSG5GNw28oHmvZbLnkqWy5q69KQdrfzcCaf0O22HHOX5X73koGE/Hje3KBMPus5SgmG5HDHwAS7kUPoGVUMtEAoZ3r8q8Z6CXReRjLhAWjWoupehKK3YMaOvN5QNIZsDTMou/lfwZFQdLrsTTOyg9e2RlxlpasM2CddF020y3iRzZa0LlKRblD4aIRwTBBEK5JBo+HCb/3NYIHDjH4/vtYamrwXLcA87hqou3tRI6fIJNWsdXVko5EUGMxZIORtmeeJbhrN6bycmqfeIzedzdQdvNNOKZMBkBNJOhavaboPaMnTmDwukUwTBAEoYhoNMrq1asZGBjIjXV3d/P6669zzz334PV6C3o1tbW1EQgEANi8eXNufNGiRbS3t+cdK0kS9fX1vPHGG7kxTdPYvn07lZWVTJgwfJ8Go9FIfX09O3bsyBs/fvw4kydP5vjx48yePZtjx44RCASYOHEiXq8XvV6PxWIhGo0yNDSUW8fcuXNH1XNLVVWOHDnC22+/TSKRQK/Xs2TJEiZNmoTxIzZwjERDQwP79u2jp6cnN1ZXV0dlZSWSJKHT6Uin0wXnjWXfMkEQBEG43OlsbnTDlJQTLg6dw0vZfX9IrHU3kf0bMZTWYGu+CUNpDZlEDNlYPOCj2L347vgKaX8v0cNbibXuAkAymNEP05+s8N4eFJs7l5Vzmt5TiWLP/h4k+9vo+fX3sjUUAS2VYPDNn6J3l2OdOL/oddV4hNDONxl86+e586xTbsBz82fQO7LvczOpJEObn88Fwk5LD3WR7Gk9Ewxzl+G64T78G5/NHSPpTdgWPYIywmAYZEs26mctxzZtCZKi5DLbMhE/iY7ibSK01Jkeuu4lj6AbJutnLGVLNrajRgNoqTiSzoBi92EsubpK46X8fYBGJhpk6J1fnpmQZDw3fxoAU80UJJ0hl/0IED+5D9fih4ftwRc9ugP34odHtRa9p5yKx75FaPfbxFp2oPdUYmmak8u0tM+8GZ3NM6prpiMBMvEwst6E7tTvfDartuy85UUFYSyIYJggCNcso89HySIfJYtuyI0FDx5i3ze+RSaRoOmrX+HQD/+OWFsbAJKiUPPYI2iJBKGDhzj2r//O9L/5a+xNTSO8o4Qaj1+EVyIIgnDlCwaDeYGw0zo6OgiFQphMpoI5VVWLXisQCODxeOjt7c2NeTyevIDP2Xbu3ElDQ8OwASpFUYqWanQ6nUycOJGSkhLWrFmDdqrJc1dXFydOnOCee+7hwQcfZNeuXbS2tuL1elmwYAElJSVF73NaPB5HVVUsFguSJNHX18drr72Wm0+lUqxbtw673U5FRQVmc/E+EyPhdDq5++67GRgYIBAI4HK58Pl8WK1WMpkMCxYsYOPGjXnn1NfXn7fnmSAIgiAIwseld5Win3UL9hk35ZUfVExWXDfcR88z3887XtKbMFWNRzHbCQ10kug8AoChvJGS27+MzuYmHRpCNlk+MvNE5/BRdu8f0vXUd85klZntlN7zf3K9uGIn9uYCWmfzb3kZc31zrq/Y2VL97Qy++dO8seiR7ZgbZ6NvXgqAloqT6j1RdF2pwa4z3wOjBeeCu7A0ziZ2ch+KxYlp3CQOdQ7iGvaVDU/W5290kg1mDKU1JLtbCo+1ODGPn4tzzm0YK5tGVRryQiX720mHB4ns30j0yDYUsw37zFvQUnH0rtKrJlNTNhZ/X6/YXLmsMOuk6xh482cFxwQ2Pkv5Y98ser7O4bugbCuDtxL3koexTl6I/71f0/fSPwEa5qY5uK67B0kZWWhBy6jE2w7S/+q/kRroQLG58N7yOcxNs1E+wcxCQRDBMEEQhFNSgQBH//nHZBIJnNOnEdizNxcIA9BUlRP/+0saf+NLhA4eQlNVgnv35wXDFKORilUrCe4/gMHrQY3FUCNRkCQsNdWYysROF0EQhLHicDiKZi4lk0kWL17MM8+cKVmbyWSG7Q2m0+nO24fL6/Xy8MMP09XVxdDQEFVVVZSUlNDR0cHOnTtzgbDTenp6GBgYoLa2liVLlnDdddeh1+uHXQNkg2Dt7e28//776HQ65syZQ2lpKQcOFG9evXfvXsLhMBMnTvxYGWJ2u71oXyxZlpk+fTpWq5UPPviAdDpNc3MzU6dOLRqcFARBEARBuBiKBVtMNVPw3fFbDL79v2SiQQzljfhu+xJ6bxWSJOGcfwfWSQvQUilks410oI+eZ39Asuc4xnGTcd94/0f2DzNWT6T6Cz8g5e/JZsu7yvP6HmnqMKUU1RSc877wtGjr7tx/60vG4Zy7MttzKxo81XOpCtlowdwwMy/wdZqhrD7va8VsQxk3CdO4Sbmx5Inim79GSzHb8N7yWbp+8Rd5QT9z42zMddOwTV6IpFz8IBhkSyNmElEG3/wZqb6TAGRiIQbf+jnumx4n5anEUt+MMkwg6Uqid5ej91WT6s+vcuG68QECG5/LfqFpBeUr4czvZLGsRveShy+4nKUsK5jK6/Gt+ALp6z+FpNOjd5WO6nrJvja6fvntXMajGvbT+8LfUfHYX2Cum35B6xKECyGCYYIgXDNSoTBqLIpiNqMv8tAvGQgQa8u+4XA2T6fjuRcKL5LJoGkZXLNnEjp0mHTkTIaApqrEurow+kqY9Md/ROjQIXQ2G4rdBhkNSacneOAQKX8Aa0M9BpfrIr1SQRCEK4/D4cDr9RZkh1VVVRUN1AC4XC7uvPNOXn755VxAzOVycf311+NwOHjkkUfYtm0bwWCQKVOmUF5ezvbt2wuuM3v2bJQRfJh3u90FfbJUVS3aVwsgHM42NlcUBYvl/B8WW1paePXVV2lubsZut/POO+/gdruH7WemaRqHDh2ivLyc0tKLU57GarUyffp0Ghoa0DQNq9V63sChIAiCIAjCxaaYbThm3oylYQaZdBLFbEcxn3nPKEkyemf2/VGiu4XOs3pwRQ9uJtayg6rPfm/YsnLZ0m3l6N3lRectdc0M8YuCcce8lcNn95gsOObdgbGiEUlnoPeFvz9TDlGSKXvgT7COn4Njzm2E928kEw3mzjU3zRl2rReLqWoilZ/9LqEPXycd6MPWvBRz7bRPvGRoJpUkEw3lAmFnC2x5idK7vkba34PyEcHNK4XO4aXsgT8huPUVwvveQ7E4cC9+CGP1JHQOL/73ngFFj2S05LIWT5NNVnQ2DxWP/QWBLS8RObwVnbMUz9JHMVWNH5O1nS5tOFqx1l0FpT8hm0lprJ6ErBt+w6AgjCURDBME4aqXSacJHzlC63/9D+FjLVjr66j/wuewTxiPfNYOfcVoRDGbUGNx1HgcxWpFjcUKrqeYTEiywrgH7scxfVpuPLD/AN2vvY7ObKbnjTMNSxWrlcl/9sec/OVTBPfuA6BkySLqv/h59I6rI5VfEATh47JYLKxatYo1a9bQ19cHQEVFBStWrBg2C0mWZerq6njiiScIhUIoioLL5cJmswFQWVnJHXfcQTqdxmg0kk6nufvuu1m3bh2RSASDwcDixYspLy/+kGMkHA4H5eXltLa2Fsy5RrjpIZlMEgqF6O7uprS0FIvFkitNGA6HWbZsGfv37y84r7a2lnfeeYdwOHzRgmGnDReQEwRBEARBuJR0Dt9HzmtahuCONwoexGvJONGWnRccYNL7qihZ9dv0v/YfaOkkSDKOObdhKKsncmQbIKH3lKP3VCBJMgCmmqmE921EsdgJbn8tf01ahr6X/wnD5/8Gg6+ayk9/h3j7QVIDHZhrpmIoq/vEg1CSToepsgljRSNomU+kHGIxstGEViQTCiATDaJlMqhhP1wlhXgMngq8t3wW5/WfQlZ0KNZseXK9w4upejKamkI2mul78R/yzvPe9mV0rlIkScJ76xdxL34421vNbLsULyNPJhYedjwdGsRwql9YOuxHDQ2ArEPvKrngbDZBGI4IhgmCcNWLtrWx98++iXaqt0zkWAt7//ybzPjB97A1NeaOM/p8VD/4ACd++nP6N7xH+a3LOfmLJ/OupXe5SPkDDG3bztC27fgWL6Lhy18kk0hw5Ed/z7hHHuLYv/y/vHPUSIT2Xz+Xl43W9+4GylfeLoJhgiAIZ/H5fNx///2EQiEkScJut5+3H5Ysy3g8Hjye4s2bFUXJZX3pdDqampooKysjHo9jMBhwOBwfK9PJ5XIxY8YMOjo6SCaTufGJEycWXZOqqkiShCzLaJpGb28vmzZtoqOjA4/Hw8KFC9m2bVvu+Ewmw8mTJ7nuuuvYtm0b6XQaRVGYNWsWnZ2dqKoqShYKgiAIgnBNSYeGQFNRrK7z9izSMiqp/o6ic6mB4uMjIRvM2KYvwThuMmrEj2K0kknH6fzv/5sNjgGSzkD5w3+OuXYqmqYRPfohiY5D2KbckA3enCMTC6GG/ehdpRi8lRi8lRe8vrEkSRJIlyYQlr2/jM5VCpJc0KfNVNdM9Nh2HDNuHvZ8NRYi2d9OouMwis2DsbIRg+fy+N4OR1J06ItkYSmmbHDIOmEBhs99n8ixHUgSWBpmoS8Zl/tcI+sMyPbin48uBXPjbPybnisYtzTNJtayA8Oc20h0HaPn+R+RHuo+dc4sfLd+Cb37KolyCpcFEQwTBOGq179hYy4QlpPJ0PPWO3nBMElRKL35JgxuN+3PPocai1H7mSfoeO4F0qEQzhnNlN60lNb/+u8z116/gcq7VgGQHPKjxuJF1xDct5/qB+9nYPP7ubF4dw+OSRPH7oUKgiBcBSwWy4hKCn4cw/XIuhBWq5XKykruv/9+Ojo6CIVC1NbWUlZWlhfIC4fDtLe3s3v3biwWCzNnzsRoNPLUU0+RSmXr+3d1dfHiiy9y66230tHRketDdvjwYcrLy7n33nvp7e1FkiQOHTpEZ2cn9fX1BaUbBUEQBEEQrkbpiJ/ooQ8Yeu8ZMokotulLcC24c9hShgCyosc29UbiJ/cVzJnrppMc6ETvKkFSRl+mTZIVDJ4K8FSQDvTT9eS3coEwAC2dpPfFv6fqs99D0ukJ737r1IkSyApk1HMvOGyJxUwqQSYeQdabkE3XXraMobQG761fZOC1f8+NyRYHznkriRz6AJ2r+O+AGo/g3/gcgS0vnTnPZKPiiW9jLK296OsejqZlSPv7SIcGkA0mdM7SUWVwyQYjxsomjJVNReczago17EeSZBS755KXOVdsblw3PoB/47O5gKZl/Fw0NU1k/0bM9TPofuqvUSP+3DmxYzsYXP8rSlZ+BVlvuEQrF642IhgmCMJVL9HbN8x4b8GYwemk9KYluOfMQstk0DudlCxeRDoSof2ZZzn6zz9GS+en58fa2tE57FTccTsGT+EDSUlRcE6fmnuombvXMFkMgiAIwpXFbDZjNpupqKgoOh+Px1m/fj0HDhzIjXV1ddHc3JwLhJ2maRrHjx+nqqqK9vZ2Jk6cyNSpU0mn00SjUcrLyzl48CCZTIbly5dTX19/3uw5QRAEQRCEK52mZQjvWc/gmz/NjYW2v0ai8wjlD/4pOptr2HPNDTMxVI4n2XnkzFh9M4nuVvpe+id8d/421okLkHUX/sA9HRkqmu2lhgZRw0PoPJXIpmywI3pkG/bpSwntejPvWPvMm7MZUOdI9J7Av/E54if2oPNW41n6CMaKpiumz5KmZUj2tRE9so20vwfL+HkYK5tGVfZR1hmwT1+KsWo8qb52pFNVFrSMimfpIyjm4iW9U4NdeYEwgEw8zND6pyi962vIhk++woKmpoi27KL3xX/I9f0yN83JZkG5SkZ/PS1D2t9LJhZGNtnQ0Ai8/yLhPe8iGUy4Ft6LbeqNn3iZTcgGI6OHtjDw5s8wltfjW/kVZIMRTU0Ta92F/71f41xwN6nBrrxA2GmRfe/hWfQgsqf45yxBGC0RDBME4arnW3QD/RveKxgvvWlJwZimqkTb2gjs3ksqFMI1aybWmnHIBj3Rk20FgTCATCrFgb/8a7w3LEQxm7HU1hI9cQKAsluXY62vJ9HXh85sZsq3vsHRf/oxBrcLc3XV2L9YQRAE4bLj9/vzAmEAJpOJwcHBoseHQiF8Ph/Tp0/nxIkTvP766zidTqZNm8b69euZP38+ixYtwmAQOyQFQRAEQbj6pYZ6SPl78L/364K5ZNcx0v4edDYXycEuUgMdaGoavbcSg7sSSadD7yql/P7/S7K/nWTvcWS9kWR/B4HNzwPQ9+I/YvjiDz9WppCsNwISkL8JFklG0htRTBZcN9xHz6+/R6x1F87rP4Vr0QNE9r2Hpmk4563EOun6U9c56/UNdND186+TiUcAUCMBun7+DSo/8x1MVRMueL1jIR0aJNl7gkR3KwZfNYbyevTOwmBOoquFrp9/PZc1F9r5JtbJ1+O77csolpG3jpANRkzlDZjKG9AyKpqWQT5PRl86UHxzdKxlVzZ4dAmCYanBbnqe+Zu8zMDY0e2EyupxL3ko12NuJNREjMj+jQys+x+0ZAzn9fcQa91DsvsYkM1OHFz3P2iJGK4b7/vE+74luo7Rt/pfAIi17ibWuhskmZI7fjMXrHPMWUG848h5riQIY0MEwwRBuOrZJ4ynZMki+t7dkBvzLJiPtaG+4NjgwUPs+8a3ckGv9qefoebxR6i8804avvSF7NxZJRd9Ny4kuG8/AAMbN+Ga0Uz5rcuJdXUhKTqSgwO0/L8zafyK1cqUr/8pBq8HY5EsMkEQBOHqE48XltAdHBxk6tSp7N+/v2CutraW6upqVq9eTTSa3S0aDofp6Ojg1ltv5bXXXuOxxx4TwTBBEARBEK56KX8v3U/9NY7ZK8icyqI5VyYZI955lK5ffiuXaYMkU3rvH2CdMA9JVtDZPWiaRt8r/4oa6CMvaKVlSA12faxgmOIsxTZtEeG96/PGbc1Lc9lepprJlNz1NQbf+hmBzc9jmbiA0nv/EJ3NjWJ1Fr1u/OSBXCDs7PUGtqzGcPfv5AWDNDVFvcdMcNdbkMlgKK1F01QkJHSuso/MnhutdHCA3hf/Ia/8pN5XTfmDf5rX4ymTiDL0zi/zykcCRA5sxjn/zlEFw84myQoS5w/sKObipdH17nIkg7Ho3MWWGuwsLJEJBHe8jmP2CnRFeoUNJ9nTSv+af0XvrcJYNQFj1UQCW14uOM7//gvYmpegd5352aSGukl0t5IO9mOsaETvq0Z3gT+PYjJqisAHrxROaBkSfe24Fj2IddJ16Fxl0HEExeoqyA6zTroOxT7y74cgnI8IhgmCcPWTJGoee5TSW24meuIksl5PuKWFg9//IZP+7x9irsymW6cCAY79678VZH+d/OVTeObPxz5xAs0/+B59775Loq8fx5QpxHt66Hr5zD/uSb+frpdX475uAb4F8znwV9/Nu5YaidD92us0/vZvXvzXLQiCIFwWrNbCsi3pdJpkMsmECRM4fPhwbryiooK6ujqGhoZygbCzHTx4kOrqasLhMC6X62IuWxAEQRAE4ZJLdB4hNdBOoqcVY/VEEu2H8g9QdCg2N70vnCk5B4CWoe+lf8T4xb9Ff6rEmqQoZDsnnZO9BRfUMyxvGQYTnpseQ++pJLBtDZIk4Zi7EnvzTblsL8Vkwz59CebaaWjpJLLZft4+UWl/T9Hx1FAXpFNw1rpjx/fgf/p7ZwItkox3+ecIbF2DpDdSdt8fYPBU5o7PJGKAhmwcfQ+yeOfhgj5sqf52oke34Zx3x1n3iBLvOHzu6dnXFuwHLm4fdb23En1pHane43njnmWPDxsou+iGyc6SFB2ZVPE+9MMJ7XkX74rPkw70Ezu+h0w8TMnKrxD8cC2Js8qCaqlE3rOuZH8HXb/4Jmp4KDdmm3kLnpseywXEUv4eEp3HSPa3YapswlBWh240gamMhpYsHsCWJAn3jffnMtUUmwvPzZ9maMPTpIe6ATDVTcd53V2iX5gwpkQwTBCEq1ZiYICBTZvpfHkNkgS+JYtBVWl/5rncMSd/8SRNX/ttFKORVDhCrK298EKZDMnBQay1NdgaG4h1dpFRM5z4+S/IJBJ5hxo8HtRYHJ3BQKy9I29O0umoeeQhJEXh+E9+im18E47JkzFXDN/sVxAEQbjyOZ1O5s+fzwcffJAbk2WZyspKZsyYwZw5cwgGg1itVtxuNzabjfb2Iv8ekS2hOG7cOJEVJgiCIAjCNSHReRSAyP6N+Fb+JgODXWSiweykJFNyx1eQZB2pvhMF52qpBOnQQC4YprO6cN1wH/1r/jXvONlkw+D9+G0MdA4frhvvwz5jGUgSis2NJElFjht5QMFUNw02PVcwbpt6Y14QKx3op+/lf87PONIyDK1/CtfCTzH41s8ZWv80JXd8BS0ZJ3ZyH4H3XwZNxTHvDsx1zejsI69eE2vZVXQ8cvB97LNX5DLWJIMZQ1ktibaDBccqtovfR11n91B+//8lvHc94X0bUOxe3Dfeh7Gi6aLfezh6bxWSwYSWzA982ZtvYvCdX+Jb8cUR/yzMtVPxb3qOVF8bkM0Uix7eRsmqr9DfdxItlX1mZayeiGJznap0pBHYujovEAYQ3rkOR/NN6CwOUoNddP3yL0kHzgRjTbVTKbnrd9GP8PdX1htwzLmN+MnCShinMzZz3xN3ObHWPVgnXZ997ZKCpNMhG0YfqBWEjyKCYYIgXJXUeJy2Xz1Nz+vrcmPtT/2a0ptvwjVrJv4dOwHo37SZmscfxVxRjmIyone7SA35C66nt5/ZMaRYLdgbG+he81reMaaqStRoBC2dJnKyDduE/PrdNY8+TN+764meOJkbM5aUMPFP/hCD243RK1K/BUEQrkYGg4G5c+dSW1vL0aNHMZvNNDY24vV6URQFs9lMZWVl3jnl5cU3SowbNw5ZlnE4xq6EiXDppU/t1NXpxMczQRAEQTibsXI8kO19NLDup3hv/SLKqSCQmoiQ7DmBsWoCkt6Ye/B/NtlgzvvaOmEumcRnGHrv12iJKMbKCfhu/xJ6z9hsUpUkeVTBrvMxlNZim7Y4r/yivrQO68Tr8o5TowHUSKDg/Ew8nMt6i+zfiGfpY4T3vsvQu0/mjul76R9xzLsDz02PFfQs+6h1FR0vq0eSz7yfUUxWvDc9Qef/fiMvUGeqnY7eWzGie31cencZrhvvxzHnNiSd/pL0CctfTznlD3+d/tX/QmqwE0nRY5txE1pGJXrwfVJzV444GCYbzLlA2BkawR3rsE5eSHj328gWB97lnye8bwORA5uxz1pO9Mj2otdL9h7HWD2R8IHNeYEwgPiJfSS7j404GAZgGjcF++wVhD58HdlowT7zFky105DNdjQ1jaRkf1fU0BDJ7mNYJ8xHU1NIskTkwGZSg914lj7yifc6E65e4tOWIAhXpXhvLz3r3ioY73tnPXWf/2wuGCbr9Uhytjmp0eul/vOf4/Df/l3eOd4bF2IsP1NX2dZQT9eraxn/O79F/6b3SfT14Zo1E9/C6wm3tGLweAju3UfdZ57AUltD9MRJdHYbaFpeIAwg0dfHwHubCB4+Qt0Tj2GfNLHozjFBEAThymY2m6mpqaGmpmZEx3u9XqZNm8bevXtzY06nk6amJjweDybTpf0QL4yNaDRKZ2cnO3bsQJIkZs2aRWVlJWaz+fwnC4IgCMI1wFg1Hr1vHGrEj/fmTxPdv4lY23707nLsM28hHexHtjhxXXcPQxueyjvXXNec69d1mmJ14VywCuvk69DSaRSL47ylCi8lndWFd/nncMy+leRgJzqHD4O3Ki/glknGQWcAWQeZ/LYPSDKceuYh6Q2oiQj+jc8W3Ce47VUcs5ZjKBk3onWZ65qRzTYysfCZW+kM2GcsK3imYaxspPKz3yW0Yx3poW6s0xdjqZ2Ozuoa4Xfh45MkCcVyicoinkOSJPTOEiyTrst+D7QMkUMfEG/LZlCppzMfR+Ds7//ZUoNdeG7+DLZpi1BsHvrX/GuuxKhic6F3laKGBgrOUxw+tFSC6OEPCuYAYif2YZ0wf8Tr09ndeJZ9GsfclWSiAfpf+08CW15CUvQ4FqzCOXclOruHRE8LsZadxFp25r+OgU6c81eNab874domgmGCIFyVMrE4ZDIF45qq5o1X3rUKo+/Mm0j33NlM/fY36XjxZdKhEOW3rsA1cwZ625k3xwaXi8pVK4l3d1P1qbuRDQaGdu1m9x/9CQafj9JbluGYOpXuN96k/ktfILB7L4neHqInz92tkxU6chS93cb+b3+HGT/6gSibKAiCIGCxWFi8eDHTp0+nr68Pm82Gy+XC4/GITRNXiXQ6ze7du9m4cWNu7MSJE9x4443MnTsXRRn9DthkMomiKBd0riAIgiBcjvTOEsof+BNSgV56X/i7XInERDRIouMIZff/XxSjGfvs5chWJ4FNz5NJJ7DPvAXHrOVF+0JJkozeWVowfrlSLA4UiwPTuEl542okkC13uOUVDOW1OOfeTqKnFcXiINF5lHSgF9u0RUSPfQiAvXkZmVgILZ0svImWIZOIjHhNBl8VlU/8FYHtrxI/vhdjRSPOBXdhKC3c+CUpekwVjRjLGyCTQRLvU5BNVpK9JwgcLSyBqXP6Rnwdvbey6Li5rhljeT2y3kjk0Ja8XnvRQx/gu+1LxNsOcnb/PJ2zBNloJR0ewlBen9dz7DRDycg29p1NMZpRFR3dv/5+rq+fpqYIbHoexebGNe8OlGECo4rdI3qGCWNKBMMEQbgq6d0udHY76VAob9zgcaPGYkh6PRUrb6P8tlvz3ojpLBZcM5qxT5kMqooyzM57vd2O3m4nHYtx8Hs/ILAzWy872d9P+9PP0PAbLnpff4Peta/jmjkD15xZZJKpoteyVFcROnQENRol3t0tgmGCIAgCkM0mK1ZCUfho8XicVCqF2Wy+rMsOBoNB3n///YLxzZs3M378eDyekffRCAQCtLS0sH//fux2O3PnzqW0tPSyfv2CIAiCMFIaGumh7jO9ws6aCX64FnN9MzqbG+ecW7FOnA+ZDIrNdVWXVtPSaQLbX8O/4ens16kY7qWPoUYDpPw92KYvwVQ9kXjb/mxpvNkrkE1WUr0nUawu1Ig/73qSwYRicY1qDYaScfiWf55MMoqkNyHrPjpoIUkSiEAYALLBhGfJI3Se3I+WjOXG7bNXoHePvHyk3lOJbcYywrvOVEaSTVZcN96XK3mZPKeMopZOEtyxjpK7f5fQnndID/VgrpuGsaKR7l/9FZqapuLxvyC8+528wKlidWGqmXJBrzc12JULhJ0tsPkFbJMWYiyrQ7Y4Cv7G3YsfzOuNJwgfl/h0JAjCVclUWsr43/saB7/zvVMNQkHS6Wj62lcxlZXhW7wIY4kPeZiHRIpeD3r9ee+jRqJEjh4rGNfUDGjZHTb+nbsI7j9A42/9ZkFPMsViwTa+ie7XXs+uUez2FwRBEIQLkkql6O7uZmhoCJvNRiaTIRwO43a78Xg82O2XR2mc0xKJBKqqFoyrqkoiUdjzZDiBQICOjg4ymQzTpk3j0KFDPPnkk9x///3U1hbv5yEIgiAIV5JMPExqsLPoXDrQh5ZOwak+UDrbyHotXelSgR78m7JZRZKix7ngTnqe+X6uL1ei/RCGsjo8Nz2ObLKfyg46iM5Zgvf2L9P77A9BO1M1x3f7b6BzlYx6HZKiQzGLXrYXwlheT9Xnvke87SDpQB/muunoS8aNqmynYrHjvelxbNMWEz+xF52zDNO4iRi8VXn3OVei4xCJyiZKbv8Ngh++TvzEHkI73sjND7zxP1Q88ZcEt79GsrsFc8NM7DNuxuC5wD5varrosJZOgpZB7y6n8vFvM/Ter4ke24HOUYJ32eMYqyae99KamiaTiCLpjSPueSdcu0QwTBCEq5ZrRjMz/u6H2T5dsoS1pgZzVeWYpuQrFgvWxgYCu3bnjacCAYwlJST6+qi443ZMlZUEDx6k6Xd+m9DBQwR278Eybhz2yZM4+b+/zF7LasV0Vm+y5NAQsc4uUoEgBo8bU2kpBs+18cZeEARBEEarp6eHYDBIJBLh8OHDnDhxIjdXVlbGnXfeidPpvIQrzGc2mzEYDCST+aWKjEbjiHuGBYNB3nrrLVpaWoDsppq5c+diNBpZv349y5cvx2QyYTCI8jKCIAjClUvWGdEP8xDeOul6ZLP1E17RpZdJxHIBBsvEBYR2vZ0LhJ2W7DlOaqibwbd+ngt8KRYHel81VV/4AfGT+9EyKqaaKRh81Vd1Jt3lyuCrxuCr/ljXUKxOLNbpWOqmF53Xl9ZhrJpIouNMqUTZZMMxazmZaJDA5ucLzkl2HQVNo2Tlb5JJxpGNZlKDXfjff5FE93Es4+dgqp6I3lk8gJoODqDGI8hGM3pnSfbvV1YKfkftM5ejnOoHZigZR8mq3yYTCyHpjCPq8Zbs7yD44VqiRz/E4KvGdcN9GMvqkHTn39wuXJtEMEwQhKuWrNNhra3BWjv6msYjpbOYqX38Ufbs24+WPrPTJdrZyfjf+xp976wn6Q/Q9cqrAPS89jrWxgaafue36d+4maP/9C+gaRhLS5n4h7+HqTxbIjHe08uhH/6I8OEzNZrLVtxC2W23YqurFTW2BUEQBOEsqVSKkydP0tvbS01NTV4gDLKBstbWVmbOnHlpFniORCKBwWBg2bJlvPbaa3lzy5YtG3HQ7ujRo7lAGICmaWzdupXly5fz9ttvc+LECbZs2cItt9yCqqqil5ggCIJwRdK5S6HrKNapNxLZ915uXO+pxNa8FEmSL+HqLg3F4kA228jEwuhdJcRP7C16XCYWQjaYspkzih7ngrvQme0oFgfGsrpPdtFCUZlEFBQ98kUK4OgdXso+9fvEOw4TPfYhxrI6zA2zMPiqSPa3gyRng6Wygrl+BorVSaLzKLLBdCrzz0ay7ySdP/2z7FqByL71GKomUHbvH6J3eM+8llSCWMsu+l/7d9TwELLFgfeWz2FumkPZfX9E74v/kCsLaW6YiWP2irwgrDyK7K7UUDddv/wL1NAgAOmhLqJHt1P5mb/GVDV+rL59wlVGBMMEQRA+JltjAzN++H1631lPrKODksWLcEyZjNHnBUli7//353nHR4610Pqf/83EP/oDShbfQCaZwujx5GV9DWzanBcIA+h5fR22pkYkScLWUJjmLgiCIAjXqnQ6jc1mo6WlhZ6enqLHHDx4kGnTpo2qj1YoFCIQCADgcDhwOD5eGaBUKkVXVxebN28mGAwyd+5cHnrooVzwrqGhAZ/Pd96yyel0mt7eXvbuLf7ga2BggKamJvr6+kilUrz22muUlpbi8428IfvHpWla0deRSCTw+/309fVhMpnw+Xy4XK5PbF2CIAjClUfWm7A0zkJn92FpmkM6NIjeXY6htA6D59rsua1zluBb+RV6n/0hyb42jJVNRI9sKzjOUFp3KnvOhqFkHPqSGhSLKGt4OUgF+oge3kpozzvobB6c192NsbwB2TD2pf50Th82pw/blIXnjJdgn72cRMcRnPNWEjn4PsmeVizj52QzuciWIQxsXZMLhJ2W7DhMqvdEXjAs2ddGzzN/A2TbhmSiQfpe+gcqnvhLLOPnUP3FH5IODSLrTehcpaMqCXmuRNexXCAsR8vg3/w8pXf/H2S9qIwgFBLBMEEQhI9JUhSs9XXU19cVzKWDoaLnhA4eIpNMYq0pzFpLhyP0vvNu0fOiJ9tIBUMiGCYIgiAIZzGZTFitVjKZDDZb8Q/VHo8HWR75zvHe3l5eeOEFQqHsv+U2m4177rmHsrKy85w5vM7OTp555pnc12+99RZOp5OHH3542HUXMzg4yIcffojRWPxhidFopK6ujhdffBHIBqaGhoYuejAsk8nQ39/Pvn37GBwcZPLkyVRXV+eCiMlkkt27d7N+/frcOWazmQcffPATDdQJgiAIVx6dzY3O5iaTjIMkXfO9gSRJwtI0m6ov/A2xE3sxlNYSO7kf7ayAhXXiAnTeSmzWZUiAYvOgd5VeukULOemIn74X/4F42wEAkhwjemQr5Q//OZbGWZ/YOmS9EffC+0j2nqD76e/mymkme44TPbyV8ke+jmwwEj+5v+j5iZ7jWJpm576O7N/E6UDY2YLb12IaNxm9uxy9e2wC2Kmh7uLjA51o6QSIYJhQhAiGCYIgXER6Z/EdV5baGhSzqeicpNdh8HiIHj9RMKd3OIiebBvTNQqCIAjClU6SJEpKSpgwYQIWi6WgF5csy8yYMWPEwbBoNMqaNWtygTCAcDjM6tWrefjhh7FaR9+bJB6P89577xWMBwIB+vv7RxUMa21tpaWlhVtvvZX29nZqa2upq6sD4MSJE1RXVxMKhVDVM30Z9Ho9gUCAYDAIZDPdxrqHWk9PD9u3b8fr9WK1WnnjjTeoqKjgjjvuwGq14vf78wJhALFYjPfee4+VK1eK3maCIAjCecmG4p+jr3ZaRkVLJZD0xlxZOVlnwFjegLG8AYCqz36X4OEPIdyPpWEmhrJ6dHbRd/xylBrsygXCzjaw7qcYKxo/0ew92WTB/8Fq0DLIJiumcZPR0kliJ/aT6mvDVD8dY9V4UgMdBecaSsblfZ1JxYreI5OMZQNt0tiV7DZWTSg6bpkwD9loGbP7CFcXEQwTBEG4iEwV5ThnziCwc9eZQVmm7nOfQW8v3gxUMRqpvv9e/B/uyB+3WNA5HHjmF28cLAiCIAjXMofDwaRJkwiFQtx9993s2LGDzs5OSkpKuOGGG0aVeRQKhRgYGCgY9/v9BIPBCwqGpdPpXMnFc0UikVFdK5VKkUqlALj//vvZu3cvGzZsAGDKlCkEg0ESiUTueLvdjl6v5xe/+AWx2Kk+DWYz9957L+XlY7M7N5FIEA6HicVitLa24nQ6ufnmm9mxYwdDQ0NYrdZcIO5cra2txGIxEQwTBEG4RDRNI9XfTrRlJ6mhLiyNszFWNKKziUDKpaZpGsm+kwQ/XEui4wjm+hnYm5di8FUXHGvwVdPZOUjzwrvOnJ9RSQf60NQ0isWJYin+HEL4ZGVixasIpQY7ySQTKJ9gLCeTSpLqb8e54E4Uq5tYy04kgwnf7V8ik0ogK3qc8+8kcmAzWurM+0t9aS3GsvyqRdbJCwl9+HrBPRyzluf1BhsLhpJxWCdfT+TA5tyYzlGCvfmmMb+XcPUQwTBBEISLyOByMf53fgv/zt30vvU2xpISKu64Dcup3dvDsTU2Mvnrf8qJn/6cWFc3jsmTKL35JoZ27KLuiUc/mcULgiAIwhVCVVWGhobYsWMHe/fuRdM0mpubue+++3C5XKMOsiiKwqJFizAYDGQyGWRZZteuXfT396MoF/bh2mQy0dDQwL59+wrmPB7PqK7V0NDAli1byGQybN26NddzDGDv3r2Ew2Gam5tz17711ltZs2ZNLhAG2Yys1atX88gjj1xQcO9cfr+fXbt2MWnSJHp6etA0DU3TWLhwYS4INlxZR5vNNqpeboIgCMLYSvYcp/Pnf46WjAMQ2r4W66Tr8d3+ZdFf6hJL9bXR+dM/zf1skt0thHe/ReUTf4XeW1l4/KnNMgDp8BChHevwb34eLZXAUNZAyR2/ibGi8RNbv1CcYvcWHTfVTEExf/z3ZQDp0CCZZAzZaCkIbKvJOKm+k0SPbAdZxrfyK8Q7DjH41s9yx0QPf0DJXV8DwFBaS9Vnv0do73qS3S1YJ12HuX4GOmf+ZjNjaR3uJY8wtP6pU5lgMs75qzBVjR+T13Q2ndWF99Yv4ph9G4nuY+hcZRjL69G7LrykuXD1E584BEEQLjKjz0fZLcvwLVmELMtII3iIppiMeObOwVJbQyoQRI1GkXQ66j/3GQyusS1pJAiCIAhXsng8TktLC11dXezevTs3vmvXLg4fPsxjjz026mBYJpPhww8/zGVsybLM0qVL6erqyvW/Gi2dTse8efNobW0lGj3Tz2POnDm43R+98z6TyaCqKjqdDkmS8Hq93HTTTaTT6bxA2GnHjx9nwYIF3HPPPbhcLgKBQNGstEAgQCgUGlUwLJ1OEwqF0DQNm82W+9729PRQV1fH66+f2Q28e/dulixZQm1tLQButxuv11uQdbd48eIxCcgJgiAIo5dJxhna8HQu2HJa5OBmnPNXiWDYJaRpGqHdbxf8bNRIgOjxvTiLBMPOFjm4haH1v8p9nexpoesXf0HV53+A3jM2meFXk3TEj5ZOoVgcF70nnd5djmPeKoJbV+fGJL0J77InPnaJv0wyQez4LvrX/hdqsB+dqwzfbV/GVDsVWadHy6hE9m+k/5Ufn3WWhPeWz6BzV5Ae6sqNDr71c8y109A5vBhKa/AuexxNyyBJxUuPKxY7zgV3YZ24ADUaQDY70LtLkfUXp7ypzupCZ3Vhrpt2Ua4vXH1EMEwQBOEcqWCQWGcXycEhDG4nporKMQlAKXr9qM8xlZRgKin52PcWBEEQhKtVb28v4XC4aMZVLBbD7/ePqjdWIpHg7bffzitdmMlkWL9+PY888ggm04V/mPd6vTzyyCP09fURDocpKyvD7XYPe01N0+jv72fPnj10d3fT0NDAxIkTcbvdNDc3091dvHE4ZL8vb7/9NkajkbvvvnvY40aT6RYMBtmyZQt79+4lk8nQ0NDAkiVL8Hg8mEymXKnGs23atCnXz8xms3H33Xeze/duDhw4gMViYeHChVRXF5Z6EgRBEC6+TDxKKjSAsWoCyb62vIfgAKmhbkzjJl2i1QmamibRdbToXLL72Eeemw4N4d/0XMF4JhElOdgpgmFnUeNhYi27GHznl6ihQSwT5uNe9EDRUpRjRTFZcd14H9aJ84kd341i82KumYx+DO6Z7D1Oz6+/n/s67e+h+6nvUPW572GsaCTt72Xg9f865yyNoY3P4lxwF0Pv/CI3qoaHsv2+zjJcIOw0WW841Uts3EceJwiXggiGCYIgnKKmUqixGCd//gt6Xl+XG3fNmknTV38Lo694GrsgCIIgCJfOnj17KCsrQ1XVovOapo3qepFIhPb29oLxdDqdV2bwQrlcLlwu14iO7e/v58knn8yVPDqd/fbggw/mruNwOAp6cTmdzlwwL5FI0NraSn19Pa2trXnHNTQ0jDjTLZVKsWnTprygY0tLC6FQiPvuuw+DwUA8Hi96XjKZzK0lnU4zZcoUmpubMZlMmM3mEd1fEARBGDuZdIpk7wkG3/kF8dbdyBYHznkrSQ31EN79du44xTHyfpvC2JN1eizj5xI/ub9gzlw/46NP1jJo6UTxOTVVfPwaFWvdQ+/zP8p9Hdn/HvG2/VR++jvoXaUX7b46iwNd7VTMtVNzY+mwn9RgF2p4EJ3Dh95TjmIZ3ebsYJGeXWgZwvs3Idu9pMNDeb2/TsvEQgUZcTpXGbJJZO8LV4+PDuUKgiBcA5KBIP7de2j9j/+i9T/+G2dzM02/+9XcvH/HTgJFdpsLgiAIgnDpybLM8ePHGT++sBeBTqcbVVYYZDOlhutf9Un2tcpkMuzevTuv9wdAKBSio6MDyGZarVq1Ki+zzGw2c/311xeUjFyyZAnTp09HlmVkWWbq1KksW7Zs2D5e5woEAuzfX/gwrq+vj2AwOGzfL1mWMRqNBAIBXnnlFX72s5/xs5/9jGeffbZo6UZBEATh4koOdBA/eYDup75DvDX7b0UmGmTo3V9h8FWjnOotZKiagOE8ZfiEi88yYQG6c3ogGSrGYzxPDybF5sLefHPhhCSj91SM5RKvaGo0mFdKMjceGiQ10PmJriUdGiDw4Vr8G5+h98V/pPOnf0rfmn8jHRoc8TU0LYMaDRadS4cH6X/5n0j7e0EurAwg6Y1oWuasARnfbV8u6DeWXetgNps00D/itQnC5UBkhgmCcE3TNA3/rl0c+dE/wKmd4/3rN1B5152Me+gB2p76NQB9b79LyY03jKjf1yctOTRErKubTDyOsaQEU3kZ8gWUZBQEQRCEK9G0adN4+umnueWWWwiFQnR2Zh9cmEwm7rzzzhFnYZ1mt9uZN28emzdvzhsvKSkZ9bXOJxgMEgwGkSQJp9OJzWbLzaXT6WHLIPb29jJ1anYXcUVFBY8//jh+v59kMonf72fDhg3E43F0Oh0LFy5EkiQOHTpEU1MTc+bMQVGUYYNXxQwODtLd3T1slp2qqpSVlbFw4ULWr1+fN7dgwQLsdjtvvvlmLjOtvLwcr9fL5s2bufnmmy+4D5sgCIIwOmokQLL3BFoqQabIA/PQznU4F9yFbDBhbpiJzu65BKsUzmbwlFPx2DdJdBwh2XMcY9V4jBWN6M6TtSfJCo65t5HoOkr8ZHZzr6Q3UnLX19C7RTDstEw6hRrxF59LRIqOXwzp4ADRI9tInNiLbLTgu/3LRPa9R/TQFhLNN434b1GSZOwzbyF27MOCOVPVBAbX/RQto+KYdQvB7Wvz5t2LHsRUPRH73NtRTDasE+ZjKKnJOyaTThE/sYf+Nf9OOtiHbHHgveVzWCbMRfmYvc60dIpkfxuRw9vIxMNYJy7AUFqDYrZ/rOsKwtlEMEwQhGtarKOTE//zs1wg7LTO1a8w9Zt/nvvaVFF+WQbCYl1dHPzeD4gePwGApNMx/ne/iue6BSinGtoLgiAIwtWstLSU5cuXs379eiZNmsSUKVOwWCz4fD5cLheSJI3qerIs09zcjF6vZ8uWLaRSKSZNmsR1112H1Tp2ZWK6urp44YUXiEajQLa04T333IPPl324pdfrqa+vLxoQO7fH1ulA2u7du2lpacmVSFyyZAnbtm3Ly8AaN24ct99++7CBsFQqRTQaRZIkbDYbyWSS119/HbfbTUVFBV1d+f1kzGYzDocDWZaZNm0aPp+PHTt2kMlkmDlzJpWVlUQiEQ4cOIDZbGbx4sV0dnbS09ODx+MhFApht9tH/XMSBEEQRi8V6GPgrZ/jnH1b0Xk1FsY6+Xr0TtG3+nKid5Whd5XB1BtHeV4pZff9EWl/D5lkHMXhRe8qRSqSFXQpqck4pBLIZtsnvjad1Yl10kJCOwpLC+rcn0xfNTUWZmDdT4gcOLMRK3pkG94VX8gGhw6+j3XCvBFfz1Q9AfusFWe9Jgn7zJtJ9hxHU1PEj+9B76nEe9uXiRzchCQpOOatxFQ9CcVsw1Q1AQAtoxb8PFJ9bXQ/9V04lUGWiQbpe+kfqHjsW5jrpn2s70OsbT/dT/5V7trBra/gWvQQruuyAXpBGAsiGCYIwjVNjUZJDhRJOc9kSIXDAEiKQtktRcoLfIKiHZ34d+wkdOgwrhnNOKdPxeDx0PHcC7lAGICWTnP47/6Rmf/wI6w1olmpIAiCcPUzGo1MmzaNmpoa4vE4JpMJp9P5sYIrNpuNuXPnMmnSJDRNw2KxjGmJxFAoxEsvvZQLhEG2DOHatWu59957MZvNSJLEpEmT2LNnD+FT70kgm1VVVlZWcE1FUSgtzfa1cLlc9Pb2EggECkoRtrW10dPTg91euMt2aGiITZs2cejQIXQ6HbNnz6apqYmOjg56enpYvnw50Wg0d02TycTdd9+dy+wym83U19dTU1OTWxNke4VJkpTLHDvde623t5djx47xyCOPUFIiHrwKgiBcbKm+k6j+XmRT8QwO27QlRUuiCVcuxWJHsVyemTWZdJJk1zEG33uG9FA31gkLsE29kURPK5KsYKxoRO+rQpJG3+VH0zTSgV4ysTCS0YLeWYKkFL6XkxQdruvuJNa6m7Q/uwHJWDUR1w33kknGUGNhFLOt4LyxlBrqzguEnRbY8hL25qVI+pGVtD5NZ3PjXfYEjtkrUKNBNDVNaMfrRI9syx0T+nAtxurJlD34x8h6E7LuTHWh1FA30WM7iB7eirFyPLapN+QyxCKHP8gFq84W3PYqpprJFxzMTIf99K/5t4Jr+9/7NdZJ12EsrRnmTEEYHREMEwThmqZYLOhdLlJ+f/6EJKGz2bBPmkjdZ5/A8gkEljRNK/rgLtrewd4/+0Zujf3rN2CurmbSn/wRfe9uKLxQJkO8u1sEwwRBEIRrhizLY17CUJKkogGjsRAKhfICXKd1d3cTiUQwm80AeDweHnroIdrb2+nr66Oqqory8vJhywqWlpaSSCRoa2tj4cKFbNmypehxbW1tNDU15Y1Fo1FWr15Nb28vkM0Q27JlC+Xl2V3R6XSaN998k9mzZ2O1WtE0jcrKymEDc2ez2+3MnDmTcDicC4SdlkqlOHDggAiGCYIgXCSamibl70VLJ0n5+wAI73sP95JHGFr/VO7hs6G0Due824sGDAThYkh0HqXr598AspV6AlteJHJwE47ZtzL49v8iKXrKH/0G5popo7puJpkgcmQrA6/9O5l4BElnwL34Iewzby5ack+2eXAtuh9SSXSecqJHttP73N+iZTLYpy/BdeP96F2lY/GSi683Fio6ng70odg8mGqnjvqassmCsbwegOjxPXmBsNOsE+aiO+f7kfL30v3UX5MayPanjbXuIrD1Fao+89cYSmvIJGIF1wFQE9GCikujkYmHSft7Cie0zKkyliIYJowN8S+cIAjXNEt1FXWf/TRH/v4f88bLb78VU0UlU77+Z+hsY1cS6VxqLE64tZWBTe+T8vspWbII+4Tx6J3O3DH9720sCNbF2ttJ+v3orFaSiUTBdWVRIlEQBEEQLilVVRkaGqKtrQ1ZlqmsrMTj8aAoCrI8/A7nczfGuFyuEQf69Ho9DQ0NlJWVEY/HcblcBWUNgVwpxrMFAoFcIOxs0WiU6upq2tvbSSaTvP/++wB4vV4mTpw4onXpdDrmzZvHu+++W3S+u7sbVVULgmiCIAjCx5OOBgnteAP/hl+jaRq+lb8BQPzEXjQ1he+2L6KlUyh2D8bK8aI84iWgRgIkeo8TPbIdncOLuWEWhpLqC8qGupJkEjGG1j/N6UDYaelAH5JOj6To0dQU/a/8mIon/gqdzTXiayf72+h74e8AkPQmdM4S/JueR++rxjp+bt6xmqahRvwMrPk3zA0zkE4YiBzYlJsP7XqTdKCP0nv/4IIyxDLpJGl/H5lEFMXqQOcsLXivpwyTjakvGYepZgqGko+30dlYUoNt5s2Ed7555tpldVgnXV9wbKLraC4QdpqWjBH48DV8K76AdeJ8gltXF5znmL38YwXSZYMZxeZCDfsL5kTPMGEsiWCYIAjXPPf8uUz99jfpWfcmaixO6U1LsE0Yj+kT2KEcOnKYWEcXkgTWhnriXd2Ej7VQdc/dKCYjaipFYNfuouf6d+9h3EMPcOxf/y1vXO9yYa4UDXEFQRAE4VIYGBjg6NGjdHV1UVZWhl6v59133yWTyXDPPffQ0NCAw+GgtLS0IPg0YcKEYbO+RsNqtdLV1UVtbS2HDx9GVdXcnNlsprS0NFcK0ePx4Ha7SafTBddpbGykp6eHqVOnkslk6OzsBLIZaCtXrsRiGXmjdJvNRkNDAwcPHix6HxEIEwRBGHuJ9oMMvfPL3Nep3hOYG2cTO/YhifZDJNoPoTh8VDz6TREIuwTUeJihDU8T3P5abkx691dUPP5tTFXj845NR/ynen8l0Tl9w/b+KndZiZ3cjxoeQufwofNUoLN8/PcWYy2TipMaKtywA6BGg0hGM1o0RWqwCzUWHFUwLHpkG0gyrhvuQzFZSQ50oHOWkolHyagpZCVbEjA52Elk/yZQdOicJZjrZzDwxk8Krhc7vpt0oHfUwbB0xE9gy2oCW16CjIpstOC74ytYmuYgn1X6UOcqxXn9pwhsfv7MybIO361fxFhWN6p7FqNYnXhvegLHjJtJDXWj2NzovVXoHd6CY5PdrUWvkeg4jJZKYCitxb30UYbe/VUuq9Qx51ZM4yZ/rDXqHF68yz9P7/M/yhu3zbwl2y9PEMaICIYJgnDN01utuGY045rRPGypwosh1tlF1yuvMvj+B2fW4nZR+8RjxHt7sNbUIOt02KdMJrj/QN65lro6nNOnYS4vo/4Ln+Pkr55GjURwzpxB/ec/i6n04qXwC4IgCIJQXH9/P7/61a9InMraPnbsGB6Ph+uvv5733nuP119/nUcffRSHw8Edd9zBO++8Q2tra64/2A033IBerz/PXUZuy5YtrFixgqNHjzI4OEhlZSWTJk3i2WefzZUrNBgMPPDAA9jtdgwGA8lkMnd+fX0969atY9++fUyZMoVJkyYB2Wwxk2n0jcxPl3ns7u7OjblcLhobGz/mKxUEQRDOlUklCHzwSt5Y4IPVOObdgX3GH5Aa6kHvLsdY0SAeNl8iqcGevEAYgJZOMrDufyh/8E9RzNkqNamhbnqe/xHJrmMASHojpZ/6fSwNM/OycVKBPrT3fkZX+6HcmHXaIrw3f3ZUwaRPgmK2Y2maQ+jDtQVzOoePTDRbOlAymJF1o+uZRUbFdeN9xI7tJNF55Mw9HT6MFY0YfFWkhrrp+sW3UIP9yBYH7kUPZoM7koSxKvt+J9F5BDLZDUVaOln0VudK+ntI9Z4kk4yh2Fx518gkovQ+9yOqPv83GCsazqzLaMF13V1YGmYSObIVxerE0jj7Y2eEnS3bO24ipuqPzuo3VjYVHTfXTkPSG1GDA5jGTab80W+gpRLo7B507goUo3lE69AyKil/b7YkoiSjWJ3obB4Uix1z0xwqHv82wW2vosbCOGYvx1QzZdgeh4JwIUQwTBAE4SyfVCAMIN7bkxcIA0gN+Qns2Ytl3LjcekqXLqFn7eukQ2FsE8ZT+9gjRE6c5Ph//jeSLFP98IM0//B7SJKE3ulEN4pd2oIgCIIgjI1MJsOePXtygbDTBgcHkWUZg8FAJBIhFovhcDjweDysWrWKcDiMJEnYbLaPHQgLh8P4/X4ikQgWi4Wqqipee+01ampqqKysZNy4cTz//PN5WWDJZJI33niD++67j7vuuosXXnghN5/JZHf8qqrKnj178u41efJkrNaRlZLWNA2/308gEOCmm24iHA7T29tLSUkJ5eXlOM8qDy0IgiCMoSI9fIJbX0G2OPDceP8lWNC1R9M0yKhFS8ip4cGi5yQ6DmfL6pmtZNJJhjY+mwuEAWipBD3P/oDqL/4Ig68qNx5r2UnyrEAYQGTvBuzTlqCzzRqjVzQ2JEWHc95Kooc/QA0P5catkxeS6DrK6fKJ7sUPonONLmvRMnE+8baDeYEwADXYT+TgZvQ33Ee84zBqsB+ATDRI9NiHuBbei2/lbxJr2QmAffpiYi27ibcfQLEXZlGdLeXvId5xhGR3CzpXKan+DoLb1uBe8jBaOkWi4/TPRSN2cl9eMAxAsTgw103DXDdtVK91rBnLGzGU1ZPsOZMhJptt2GfcciaAGBrIzTkX3ott2iI0iwOd1fWR19YyKrGWXfQ8+4NccFHvqcC99FEMvmoMJTWYa6diGjcJTcvkMvgEYSyJYJggCMInRFNVMqqKcqqfV/Rke9HjgvsOUHXvp3JfW8ZVM/2738G/azfG0hJ633qHvnfX5+YPffdvqH7oAcY9eD+yTvxvXRAEQRBGKxgMEolEMBqNOJ3OCyrZl0qlaG8v/m/70NAQNpuNQCCQF/AyGAx4PJ6C4xOJBAMDA7S3t2M0GqmqqsLr9X7kpp1AIMCaNWtypQwBpkyZwpw5c9i2Lds0vaqqqmg5xN7eXmKxGOPGjePRRx+lp6eHdDo9bMnG01lkI9XZ2cmzzz5LKpUCwGKxcO+991JWJjIRBEEQLhZZb8QxbyXxk/sK5iwNMz/5BV1jNC1DsvckoZ1vkuw9gXXy9VgaZ6N3n/m3TxmmfKHeW4VsyGZDqRE/4T3rCw9S06T9PblgWCaVJLyneG/O6NHtWBovr2AYgMFXTeWnv0Oiu4V0sB9jWR1qMsbQmz/HUFaPa+GnMNVNH3X/NENJDeHdw3wvjmzDOX8Vyd6TeeNqeIjY8T341z+VG4vs34hr0QM4Ft7zkWVEkwOddP/y26SDfbkxc+NsHPPuYGj90/hu++JZwbBPdhP2aOmcPkru/Cqxll0kOg+jc1dgKKkBnZ7ApufyAmEAgU3PoXeXEXj/JUpW/TbGqgnDvr6UvycvEAaQGuwitOttdA5fNvBpcyPJChKifLZwcYinpoIgCGMkFQwR7+khE49j8HkxlZYiKQqZVIrIiRN0vfIqie4efIsX4Z4zC9MwD4BMFeUYPPkNVC3jqkGSCOzdR9/6DQXndDz3AqVLF2OurLwor00QBEEQrkbpdJoTJ06wdu1aYrEYsiwzd+5cZs+ePeKsp9P0ej1VVVUFfcAA3G43hw4dYv78+efNgkqlUuzevZv16888+FIUhQceeICqqqphz2ttbc0LhAHs37+fe++9l6qqKlwuV14JxHPXrtPp0DSN/fv354JnEyZMYNKkSQV9vpYtW4bNNrK+GaFQiFdeeSUXCINsmcUXX3yRhx9+OLtjnmxPMdE3TBAEYWyZx03GdeMD+Dc9D5k0ksGM77YvYfCNXfm1y1lqsJvkQMep8ncyOocPg6+qaJbWWEv2HKfzp3+We/AfP7mPYEkNFQ/9GTqnDwC9uxxzw8xcJlKWhOfmJ0j5e1FjYSSdHtlgJBMv3MzCWa9DUhR07jJoO1BwmO4yLoOpd5flBQgBzNWTQFZQTKN7L3aarDdiKK8vOmcorUXS6TFVTyRw1rht2hKG3n2y4PjA+y9hm7Zk2HtpGZXQrrfyAmEAsWMfYhn/JZBktLyNSBKmmimjeTmfqHQkQO8Lf48aDaD3VJLoaiEQeB7P8s8ROfxB0XPUSIB0cICuX36bqi/8AIO3+HOptL+vaLnJWMtOvLd8hvRQDzqbu8iZgjB2RDBMEARhDMR7ejnyT/9CcM9eAGSTiQm/97u458wifPQYe/7068h6PWXLb0FTVQJ79mEb34SxrIxET8+ZC8ky4x5+AH2RB0wpvx8tmSxa6kJLpUgFAmSSKfRuFwZRbkgQBEEQzmtwcJAXX3wxF5DJZDJ88MEHeL1epkwZ3YMKWZZpbm5m//79eaUSPR4PBoOBW265hdra2vMGfAKBABs25G98UVWVdevW8cADD2ApUg45mUyyf//+otc7efIkPp8Pn8+Xy/5qa2vLO2bBggXY7XbC4TA7d+7MjR8+fJjZs2ezZMkS2traMJvNNDc3U1Iy8nJFkUiEUChUMB4Khejv78fv93PgwAFKS0tHFCwUBEEQRk6xOnHdcC+2qTeSiUdRrA50rtJRZ9pciZIDHQR3roN0iuCHr2dLFeoMeG75DLZpi1GMF6+9QCadwr/p+YIH/6m+kyR6WnPBMMXqpGTlV4i27iK8+20Uuwfb9KX433+RxIm92fXe9mWc19/D0Nu/yLuWYnWhd5fnvpZkBcec27NZZFrmzLjeiKVhxkV7rRfDcBlzo2EoqUGxufNKMEo6A+a66aixEIbyeozVk0i0Zzf8SJKElkoUXEdLJcjEwsPeJ5OIET2ytehcaqATnd2DdKqCj2y24Vv5FfS+6o/z0i4qNdhPqj/7PjERDebGU/3t6Ow+kmeNnSYbLdnfdS1DaqBj2GDYcEFoSW9AS6fIqCPryyYIH4cIhgmCIHxMmqrStebVXCAMIBOPc/D7P2Dm3/2QEz//JbJeT+NXvkzniy/TtTrbxNgxZQqT/r8/on/DJga3bMFcWUn1/Z/C2tBQ9D46mw1Ny6CYzainmt6fZvC4CezZx8lfPImltoamr30Ve5NoRi8IgnApxeNxAoEA8Xgcq9WKy+VCJ8rZXla6urpygbCzbd++ncbGRozG0TVs9/l8PPLIIxw9epTu7m4aGhqoqqrCarWO+FrhcLjomvr7+4nH40WDYYqi4HA46OrqKphzOByoarZxu9ls5tZbb2X37t3s2bMHvV7PggULaGxsRJazD0bPLW3z4YcfYjAYeOCBBygvLy+4/vl81O98MBhkw4YNzJs3j56eHt566y1Wrlw56u+7IAiCMDxZZ8BwGT98vxg0LUN4/0b0di8Db/zkzHg6ycBr/4GxrB6leuJFu78aDZDobi06l+xvwzphXu5rndOHY+bN2KbeSLK/g86f/HEumKWlkwys/mcqP/c9tBsfIPD+i2jpJMZxk/Dd+mX0rtK8axtL6/A88KdENj5Nsr8dU/VEPEseQX+NZAKeTY2FcC9+iGRPK/GOI+i9lVgaZjL4zi+peOwv0LtKKfvU75PoOkrs5H70pbVIemNBQEzSGVDMw2fDSzoDem8Vqf7CUtk6uwfFVYqxZiqVn/s+isVR8DO77AxT4jByYBMlq75KzzPfzxtXHL7s9+z076yaKnY6kM2E1DlLSQfyqyjYZ9xM7OQBTHXTSA11o6VTKFbnmARFBeFc4tO4IAhCEUl/gERPD5lUCoPPh6msdNi6x8khP73r3iqcyGSIdXURbTtJ2Ypb6HjhJaLHT+Smg/v3c+xf/50p3/gzqu65E9loRDnr4Y+aSJDoHwA0jB4vepeTVCRKzaMP0frfP81liEmKQs0Tj3HyF9mU/uiJk+z/i2/T/MO/wVx++ZZDEARBuJqFQiHWr1+fKy8nSRKLFy9m+vTp4kH/RZZOpwkEAsRiMcxmM06nc9iATLGg0+nx4ebOx+v14vV+dJP1j2IymYqOWyyWvH5jZ1MUhdmzZ3Po0KG8cb1eT01NDcePH8+NOZ1ObrjhBmbNmoUkSXnlIG02GzNnzmTr1sIdzhf6e+twOJg4cWLB2hobG2lrayOdTrN582aWL1/OG2+8QTAYHFXmmSAIgiCcS0vGUWNhEkVKBgJEDm3BdBGDYWRUjBWNpIcKN6kYPMVLHst6I8Htr+ZldSHJoGUIfPAKpXf9Dvbmm9DUNIrNiWIqDNBIOh2tYWh+6M/RUjFkkxXZYB6zl3Ul0dnd9Dz1HQxl9RhKakgH++h7+Z8x18/IBbd0Di86hxfLhPmkQ4N4lj7GwBv/nXcdz7In0H1EAEvWG3Bd/ymih7fm/ewUuwe9r5rSSdcXlIG8nOkcPgzlDSS7W/LG9SU1GCrHU/7wnzH4zpOooQFMddOx1M+g//X/yh4kyei92cB7OhJADQ5ky3c6S5CNFnQOL2UP/DEDb/6MeOsuJL0R+4xlKDY3xopGMvEoXf/7TbRUAkNZPSV3fAVjhdjkLYwtEQwTBEE4R6yzi4M/+FuiLdmdXIrVwqQ//iOc06chyYXlJCRZRh6mibys1+OYNAlzRQVdL79SMB8+dJhkXz/W+joA0pEI8e4eNFWl88WX6d+0GTQNz3ULqLj9VkgmkU0+xv+fr5Ho6UE2mbA21NH58isk+880Mk2HwsQ7O0UwTBAE4RI5fvx4Xp8lTdN49913qayspPIT6u+YyWRIJBLodDri8TjpdJr/n737jnPrPu98/zkVvQyAGUyfIYfD3qlGqlAi1SjJ6rIlS4oTx5tkc7PZu7t375aUjbPpbUtuspu+TuzYlossWZKt3jslsfc6vQKD3k65f4DEEASGGpJDUuX3fr38suZ3gIMzQwyAOd/zPI/T6cTl+uyeFMnlcnz00Ue888472LaNLMts2LCBVatW1Q2ZWltby21xTgu+1q1bN2ModaEFAgF6eno4fPhw1frGjRvx+Xwz3q+pqYkvfvGLvPrqq8RiMdrb27n66qsJhUJVYRiUWzrWm/klyzKrV68mnU6zd2/5BKLf7+e2224jGAye0/ej6zrXXXcdfr+/0oJxyZIlNDQ08Oqr08PtR0ZGiEQiGEadmSiCIAiCcBYk1YEWaMKYHKy/Xb7AMyolGXfvOnJHPsLKZyrLjvZFlRaJde+GhLNjKZ6lG1D9kXIFjSSjeAJIsjKrUMWyLBSXB1znNm/rs0INRgle9yWmXvsuxdHyuR3Z4Sa06VHkU1pkGukp0rteY+qN7+Gat5LGu/41ucMfARK+VZvQo/M+9vniaO6m9Su/x9SbP6A0OYCrZx2+1ZvQI+0X/rk2xxS3n6a7/jXjP/4LCkMHAHB0LKHx9l9G8zWg+RpwtC7EzCZIbn+Z8af+AgBJd9J056+ih1opjBxl7Ef/jdKJ3z/3gnWEb/55tIYojmg3Ddc+gLXuViTdgZlNURo7Tskokt75SqUyrzh6lOFv/RatX/0j9FDLJflZCJ9NIgwTBEE4hVko0Petb1eCMAAzk2Xv7/4Bq//7n+JqrX0T1kMNtN13D0f/5u+q1hWPG2dLCx0PfYnUaVdD11OIx+n7x29hGSWMVJqpj7ZVtmUOHyH+4TaGfvQEeihEw2XrUJxO4q+9jqQo+BYurN3f+DjxDz/Cv3QpilNUIQiCIFwsxWKRHTt21N12/PjxixKGxWIxtm/fztGjR2loaGDx4sW8//77KIrCpk2baG5unrHi+ZOqUChQKpVwOp0zVnqNjIzw9ttvV762LIs33niDlpYWOjs7a24fCoX4whe+wLPPPkuhUECSJNauXUt3d/d5H+vU1BTZbBa3200wGJx1ZZXL5WLz5s10d3ezc+dOHA4Hl19++cc+b1RVpaOjg/vvv59isYjT6USf4WKdM/H7/dx4441cccUVGIaB1+utG5yd7T6vueYaVq1axcDAANu2bav5HVEUBZfLdcbATxAEQfj8MXIljEQeI1WklMijBRxoDS70BheSUn/2maQouLpXIKkquSPbara7F11xQY9Z9UewjSKhGx7BSIxRmhovV7goKoovNOP9fOtuJrPvPWyjxOj3/6hSaSS7/WihVhzR7gt63J8lisNN4LLbcc9fTWHwALI7gKOlp2qelW3bpHe/TuzFbwCQ2fcOmQNb8Sy6nPAtX0P1BGf1WJKi4Wzrpemef4NdKiA73DPOx/o00CPtND/4axjJCQDUQCOKczpcVVxeFJeXhvV341u6ATOXQfUG0cKtmOk4I4/9HmYqVrl99tAHSE4Pjbf9ErLmwNE8n+J4H5ndb2AVsriXbCB3+CNyR6s/G1qFLKXJIRGGCXPq0/ubKQiCcAGU4vFyNdZprEKBwthY3TAMIHL1ekrJJEOPP4FVLOLu7qLt7ruYfPsdops3EVi+HHd3V1WbRADvooXokfKVYam9+xh76WXm/8LXOPLXf1t1OzObRfWUr14qxmKMPvd8ZVtg9SpKpw2ml3Ud2zDZ8/XfYfnv/jaB5cvO/ochCIIgnJVCoUChUEBRlBnDg4vRInFqaorvfe97pNPlYd/xeJyjR49yyy238Oyzz/K9732Phx9++Lxa+V1MhmEwMjLCW2+9RSwWo6uri8svv5xIpPrKatu2Zwwh9+7dWzcMU1WVBQsW0NTURDabRdf1M7ZVnI1MJsPbb7/N9u3bK2srVqzg6quvrmpJeCY+n4/Vq1ezePFiZFk+q1DL6XSed1Wbrus1P9/zJcsygUCAWCzGyMhIzfZoNMrSpUvPO3gTBEGYLbNgYKTKVQiqz4HiEKfIPmmMTJHs0RjJPePk+hKVdT3ipnFzD85mL7JWv/JGbyrPyWrY+BBTbz2OXcoju7xEbv0F9MbazwRzSZIkPL2Xkz30Abm+vUiqhplN4F9zE6q3oe59jOQk40/8D/yX387kc/9Q1XLPyiaZeP7vab7/P1SFEsKZKS4PSttCnG21Fw8DmKkYU298v3rRMsjsfRv/ultnHYadJGsO0D4bFyKfDLzOxDYNCqPHSLz9I2zLInD5Fhzti6uCsJMyu9+g4dovoodakDUHztZenK29AJROPPfrP8bMM8gE4VyId3pBED4XCuMT5MfHkRUFR1MjekP9D6DIMrKmYRWmh6a6OjpoumEjkq5RjMfr3ldvaKBx43WoHg+SLFOamiJzvA8Jm+S+/UTWX8mi/+ffcuC//Q8yh8u9l70Le+n91V9B83mxTZPR518EysN+T2ek06heL4rHg5nJVG1rvf02hp6absGoeDx0f+VRhp74MQADP3gcb++CqnlkgiAIQrVkMllpI+h2uz/+DqewbZuxsTFef/11BgcHaWho4OqrryabzTI0NFS5nSzLdHRc+AHmIyMjlSDs1GM8cOAA3d3dHD16lNHR0U9NGDY2NsZjjz1WaWW4Z88ejh49ykMPPUTDiffkUqnE6Ogocp12xsAZwy1JkggEAgQCgTk53tHR0aogDGDnzp3Mnz+fBQsWnNW+LlWrxguppaWFG264gTfeeINSqYTL5eL666+ntbX1nFsxCoIgnK1iPMf4i4fJHpsCwNkRIHpTD3ro7D4DCBdWMZbFLFhVQRhAcSJL9ngcxa3iCNcPhyRJxhHtQgu34lmyHruYR3b50M4w/2kuKZ4AvlWbcPWsBcsstzo8Q7VQKTZMaXIITBOs2pbBheO7MbNJEYbNIdsysQrZutusYp788GGwTFR/BPUMFX2fR7ZhkNj6DIk3f1BZm3zu7/Esvw7P4qvI7Htn1vtSvUF8qzeTePtH1RskGS1cf8aeIJwrEYYJgvCZVkpnyB47xv4/+TNK8SkAXG1tLP5P/y/ujvaa2zvCYVruuJ3BH/wQgMh11+BqbWXgBz/EzGRxNDWx4Fd+Cf+yZcinnVhL7dvPsb//PzRvuQU9HGby5VcwCwVsy8TT1YG7o51lv/UbFCYmAAlHYwTtZCsgWUY7cRLOKpVwd3WSPd5Xtf+xl15m6X/5dfq/8xipvXtxNjfTvOVWBp/8Mf7Fi+h65MuYuRxWqUR2aJjmW28mc+wYmeP9WKWSCMMEQRDqyOfzHDhwgNdff518Pk84HOamm26qzJKajcnJSb7zne9UZh2Nj4/zox/9iHvvvZdnn32WTCZDQ0MDN91000UJoKampuquJxKJSqu9fD5/wY9jLhiGwdatW2tmeuVyOYaGhiph2Pj4ON/73vfYvHkzBw4cqNnPkiVLmJycZHJyEkmSCIVCNDQ0zBienY+Ts7ZOt3v37rMOwz6LnE4nq1evZv78+RQKBVwuF36//1IfliAInyNmwWD0uUPk+6cDlnx/gpFnDtB23zIUl3YJj044VXEyS3E8XXdbri+BqyMwYxh2kqxq6JfwhLptljBTk5jZBGqgacZqG6uYA5gxMJOdHiTl/J6bpcQ4+f69ZA+8jx7txrPwCmS3n1JsCDOTQPWF0ULNKK7PR8tixRMoBzd736reIKtY+Qyjj/0+UG4TGL3//8XRPP8SHOUnUyk5RuKdJ2rWM7teJ3LbL9WEYZ7FV80YKEqygn/tLRSGDpM/vrO8pjlovPNX0RtEi0RhbokwTBCEz6xSJkNi1y6O/tXfVIIwgNzgIIf/8n+z5Nf+E6q3+oOzpCi03HYrVrHI+Cuv4lu0qGoWWGFsjD1f/11W/dkf4TltnohtWXjmz0NxOun75j9X1oeeeIps/yAL/+2/RvP70eqc8JEkieZbb6YwPg6STNu9d9P3zW+Xvwa0hiDzvvZVbNNA1nXa7rmbYizGsW/8I613fgHvgh5i729l8q23UVwumm+5icTO3eRHR+l65CE00XJIEAShroGBAZ5/frr17OTkJN///vd55JFHZh1c9ff3V4KwU+3atYuHH364Mr9pti3yzldLS/0/Gtvb2xkeHga4KHPL5oJhGGcM907auXMnlmVx+PBhrr32Wt5//33y+Twul4uNGzdi2zb/9E//hGmaQHk+1T333ENXV9ecH/NMlYUX69//00CWZVEFJgjCJWMkC1VB2EmFkTSlZEGEYZ8gslND9da/qFMNOIFP7vxT27bI9+1l9Id/gpVNAuDqXkl4yy+AaWCfqBaTNSeyw4UaaAIkSokx9Gg3xdFjVfsLXvtFVP+5X1RVSk4y+vifURw+TODy21GcXnLHdqBH5xF78R8pDB0EwLtiI6FNP4PqDZ7zY31ayJqDho0PUhg5ihEvf0ZGUYnc/FUS7/64cjsjMc7IY39A28/+fuXfwLZMjFQMbBvFG0RWz35O66eZXSyAWfv3D9iogQhqMIoxNQqAs2sFoRseLreRnIEWbCJ637+jFB/FLuZQ/BG0YBOSXL8NqiCcKxGGCYLwmZUfHqY4MUkxFq/Zltyzl8LkZE0YBuCIhOn+2Udp/cJtHPwf/1/Ndts0SezcXROGeRf00HjdtfR/97Ga+0x9+BGF0bHpSrA6PPO66XzoS+z6td9E9XppueM2NL8f27bRG4LEtn5A08brmPrwI2LvvAtA0+ZNKE4nQ08+RWL79JyUQwcP0fnIQ6QPHWb/H/4xK//kD3G311bCCYIgfJ4VCgXee++9mnXDMBgeHj5jGHayraLL5SJzWvvak1KpFA6HA98ZXvsvhEgkQm9vLwcPHqys+Xw+mpqa2LFjB9dff32louqTzuFwsHDhQsZPXBxyqvZT3tdOVrodOXKEqakpLrvsMlRVxeVy0dTUxPe+971KEAZgmiY//elP+fKXvzzn/z5Llizho48+qqlmW7ZMzO8UBEH4JDj99fm0jRfvQISP5WzyYBdNZIeCVZh+H0eW8MxrQPN9cgOIUnyUke/+HnZpuho/d2wHU298HzUYRXF5yOx9B9ss4l+3BWfXMkI3/xyxF/6RyC0/T35gP9mD7yPrboLX3I9n4eWz7lpQ93jG+ygOHiB8678gtf0lEu8+Wd4gK4RueARJ1cj37SG981W8y65F9a453x/Bp4IebqP10d+mFB/BLhWQ3X4mnv7LmjDSTE1SSoyj+sMYqRjJj54n8e6PsY0S3hXX0XD1fWgNzZfmm7gEFE8AxRfGTE3iaF+Md/FVIMuUUjG0hlZav/K7GMkJJEUtV0TOor2n4vJ9bqoShUtHhGGCIHxm5UdGkeQZPizKMpIyc2skWVVR/X6sYrHudrNOeyl3extGOo2Zq996ysjW70V9kuJwUJicLN82nab/O9Ohmh5qoOXuu5B0jd5//Svs/9P/DpaFb2G53dKpQdhJQ0/8mNa77qTvm/9M6sAhEYYJgiCcxrIsijO8zs+0ns/nOXjwIK+//jq5XI6mpiY2btzIvn37qiqVoBx+6PrFP0nj8XjYvHkzq1evZnR0FL/fTyAQIJ/P8zM/8zMEAgE07dNx1bskSSxevJi9e/cSi00P416yZAmRSKTy9bJlyzh06BAAsViMN954A4BNmzaRyWTI1nkPTqfTJJPJOQ/DIpEI9957Ly+++CJTU1MEg0FuuOEGGhsb5/RxBEEQhHOjeR3oTR6KY9UXs2gNLlTf+beWL8ay5IZSGMkCrnY/esSN6v7khjafZHrIjW1DdMtCUnvGyA+n0SNuAiujKD4nWoPrUh/ijIyp0aog7KTieB96pJ3J5/6+sjY+9Of41txMcONDuDqWUpocxLf6RoIb7kF2elC9538RU3HsOI7WXoqjxygOH57eYJnEXvwGkdt+iXzfHgAyB9/H3fP5CMMAVF+o0sKvODFAcfR41Xa9pQfPoiuRNB2rVCTxzpMk3puuHEtvf4nSxCDNX/yPKO7PR+tn1Rei6c5/RfboDuxChtgr/4xtFNEaO/EuXo+zYcGcPG8FYa6JMEwQhEuiMFmu2JJ1HWdTI4pr7j/Eaj4fmUOHcXd2kO3rr9oW3rAeR52TUkYmg1Usovn9qC4XzbfewqGDh2puF1y1smZN1jTcnR11533Juo4j8vEtDRSHs/66243mdjH67PM0XnsNq/7sj8kPDYEkU5yYqHsfI5WuzAkrJaY+9rEFQRA+b1wuFytXruTll1+u2dbR0UEqlcKyLHK5HIVCgUAgwMTEBM8991zldmNjYzz++OPcdtttPPnkk5X19vZ25s2bd1G+j3o8Hg8ej4fOzs5LdgxzJRgMct999xGLxUilUoRCIUKhEK5TPju0tLSwevVqtm3bVllbsWIFiqLgdNZ/b5Uk6byusJ6Jqqp0d3dzzz33MDExwejoKK+//jqrV6+mt7d3xjaKgiAIwsWhuDWab1vI8JP7KMXKc5q0gJOWOxejes4vtCpMZBj4zk6s/HT7MP/yJsIb56GK9ovnxBF2o/kd6FEPdtECGRSH+skPGKX6F996l11L/PXabjKpj57Hv+4WHM3zcDTP/WdIvbEDq5Alte2FututfAZJ0bDNElqgac4f/9PAKpVnvjfd+++wcimm3noc/9qbMZLjTL39I6beepymu/5vEh/8pOa+hcH9lKbGPjdhGICzcymF4SPE3vphZa003sfIP3+dtq/+MVro81MpJ3x6iDBMEISLyrZtUnv3sf9P/oziZAwkicg1V9P9lUdxNEY+fgdnwdXWytF/+Efa7rmL0RdeIrl7D8gykQ3r6frKI5WgCMDM5Uju3Uffdx6jODlJ5Oqrad5yM8E1q2nafANjL5ZPlEqqyryf/1lc7fUH8OqBAAv+r3/Jrt/8OtbJ6jFJYsGv/l84mmo/UObHxzFSKRSXG2dTI+7OdhSPGzNTfQV70+ZNHP/WtynFpxh8/AmW/Np/JHL1BjLH+yglppAUBfuU9k8A7q5O8qNjAPiXLDnnn6MgCMJn2YIFC+jr6+Pw4fIVspqmcc8997Bt2zb279+P2+1m5cqVjI2NoaoqY2NjNfswDINiscgjjzxCMpnE5XLR0NBwXjOibNu+IEHNp5Xf78dfZ+bmSR6Phw0bNrB48WLS6TSqquJ0OmloaKBUKrFo0SL2799fdZ/FixefuVXWeUin0zz55JNMnqj4BnjhhRcwDIO1a9dW/dtms1ls2xYzxQRBEC4iR8RD+5dWYCTz2DZofseMs6lmyyqZxN7prwrCAJK7xvCvbBZh2HmQNQVdu3Czg2zbpjiZJXskTimRx9MTwtHkRfWee+CmNUSRXT6sXKpqXfWHsYu5ekeBkU7hiJ7zQ56R3tRNYawP2eHGzNTOzJNUDdsykVQdV8/aC3MQn2BGcoLYq98hvfNVsC0UX5jG236JzOEPSX3w7PTtEqMzzMoCu1S4WIdbUUqMY6ZiSJoDNdA4q3aEc/bYsWEk3UH41n9Babyf5EfPg2ViFbKU4kMo/jCSomB5k3CXAAEAAElEQVTls1iFLLLDJdogCpecCMMEQbio8sPD7P7670wHRbbNxOtv4Ig20fXlB5GUufuA64hEWPwf/h2jL76Cp2c+0ZtuxNkSxdXejub1Vt02sWsPe3/n9ypfDz3xJLGtW1n+2/+FeV/7Kq1fuAMjnUZraMAZbUI+Q3sp78JeVv3ZH5Ht68cqlvB0deJsbUFWp19yzWKRqY+2cfgv/jelRALZ6aTzyw/StHkTy//rb3H4r/6W9P4DqD4vLbdtITc4RGkqgbM5ilkocPh//RWeP/oDnNEoqf37ab//Xvq/+73K/mVdp+2euzjyN39H55cfxD1DeCcIgvB5Ytt2pV3eyeDB7/dz6623MjU1RaFQwOPx8OMf/7jSkq9QKPDqq69y7bXXUigUKJVKdfddLBaJRqNEo+d3BiMWi3Ho0CH6+vro7OxkwYIFhEKh89rn54Fpmhw/fpxnnnkGh8OB0+mkWCxy3333EQgE6OzsxO/3s3fvXiRJYuXKlYRCIbLZLMlk8oxB27mYmpqqCsJOeuedd+jt7cXv95NOpzl06BAffPABtm2zdu1aent7L/qMOUEQhM8r1aOfdyXYqcy8Qfb4VN1tpXgOV+vnp2Lk06YwmmbgOzuxDQuAxPYRvEsaabxhPqq7/t/+ZsHAKpooDhVZrz2PoQWjtDz0G4w98T8pTQ6AJONZejWyy4vij2Amqzu8lKuy6lezzwXVH8a77FoUp4eJn/xV1TbZ6QVJLs8tu+ER9MbP14gF27ZIbX+Z9I7pbhFmapLRH/4JoU2PVt22ODGI3jyf4siRqnXZ4Ub1z+0F3mdi2xb5vj2MPf5nlXDT3XsZ4Zt/Hi14YSv7yo+9l9Ef/glWNgmAo20hkVu+xsRP/hqwMbMpxp/+K7yLLyf+5g8pjhxBb+omfNPP4mxbiKSKiwOES0OEYYIgXFT54ZHpIOwUI8/8lJZbb5n76rCWFroe+iKlVArZ4UCt046xlExy/B//qfZYB4fIDQ0TXLkCdV73rB9TkiTcbW2422YOoHL9A+z7/T+qDGi28nmO/f3/wdXaQujyy1j6m79GcTKGmctx6M//AndnBz3/8hfJ9vWjeNx4e3spJRJYpSLh9VeRGxjC09NDtq8Pze/D1dmBmS+w/Hf/K67m6AVpQykIgvBpkkwm2bdvH9u2bUOWZS6//HIWLFiAx+PB6XTS3Fxu49Hf3181m+qkbdu2sXbtWnp6eupub2lpAcqhzNTUFIlEAlVVCQaDsw5a4vE4jz32GJlMeYbJ8ePH+eCDD/jSl75UE4iZpllp4+jxeHA4zn/GyaeFZVmUSiVyuRzpdBqn04kkSfz0pz/Ftm3y+Tz5E581XnrpJe6++26i0Sjbtm1j06ZNJJNJtm/fTjweB6CxsZG77rqLQCAwZ8c4U2iaz+cxTRPDMHj//ff58MMPK9tefvllJiYmuOGGGz41M90EQRA+q0rJPKV4HqtooPocWKZNev84qlfHMy+EHnbXzKeWdQW9wUX+tEog4LwqjIQLyyoaTL5+vBKEnZTeO05wTUtNGGabFoXxDPmxNFbeQAs40UIuHBFPTVW/o6WHlkd/GzMdR1I0JFUjteMVQjd8jfEf/zFY091dAtc8Sm5IwrtwdsdtWzbY9hlnoZ9OC0SQFl9F2LaIv/ptrFwaR8dSwjf9LIongG/5RmTn56+ds5GKk9j6TM26XSpUztmclN75KpEtv0DsxW9UQihJ1Wm69/9BDV68+bCl+Agj3/29qmq07OGPcO57l8DlW5CUC3fK34iPMvLY72EXp8/tFQYPoPrCuOavIndsJ3Yxj7t7GaM//DOwypV0xdEjDH/rt2j9uT/A2dJzwY5PEM5EhGGCIHxqFeNxbNNCbwiesaJMUhT0YHDG7VaxSGGi9uptACNV+4dM1X0Ng8LYOKVUCs3nwxltqjqWUipFKZFE1jUckQiSXP6gGv9oW82HKoChJ58isHIFmteL5vWSOXYcPRTC0dTE4b/838i6zvxf+gVGnn6GqW3bkVSV5ltvpu3uO3F1tOPu6gQJnJHInFbZCYIgfJqdrO46cOBAZe2FF14glUqxfv16lFNeL4vFYuW/ZVmmpaUFSZIYHh5GlmVaW1vp6uri+PHyYG1JkrjhhhsIhUKYpsmRI0d46qmnsKzyCRWfz8d9991HOPzxcyOPHDlSCcJOymazHDlypCoMS6VSfPjhh3z00UeYpklHRwebNm0iErl4V6NeCpZlMTExwbZt25icnKS9vR23280bb7zBTTfdhHlau2AoB4y5XI5oNModd9zB0NAQr7zyStVtxsfHOXbsGKtWrZqzY/X7/ciyXHkenNTd3Y3H4yGZTFbNNztp165drF279jP/bykIgvBJVoxlGfzBbozE9EnmhivaKcVyJD4cJvZmH21fXIGrbfpiFyNdwLZsIjfMZ+Bb2yvrzhYf/hVRZF2hlC6gnWcrRmHumXmT3FD9v/uNVLFmLT+WYfjxPZjZ6QtfGq5sR1oi4YjUtqhTPQFUz/QFN4Erbic3nCF8229gxA5hG0W0pkWkD9oE1jSc8Vht26Y4kaUYz5HaM4ZdsvCvbMbV7p91laPq9uNfewueBZdhmSUUlx/F9flu1SxB3fMz5Y3VYaNdyjP1zo9oefjrGOk4WCZqMIrWEEWaYU7chWDER6qCMM+ya3B1LiU/eJDYa9/Bu3g9WmMHsjr3QXwpPlIVhJ2UOfAeoRu/grv3MnLHdiC7A5UgrMK2SG1/UYRhwiUjwjBBEC4qZ0szstNZUx3WfNut6KEzf/A7qTg1Reyd9+j/3g+wCnmaNm+m5bZbcJ5jayrV56Nh7Rom3niz9nhbW8gNDRP/4AOmtu8kuHIFDevW4mprpZTJMP7yqxz/xj9hFYvIuk7XVx6l8YaNaB4PqUOHOfy//prMoUMobjcdX3qAxhs2ogcC2Eb9HtPWaevOaBMtd9zGvj/4YwBa7riNwcefINffD4BdKjH846exTYt5X/0KmvcCNRgXBEH4FEskElVB2Elbt25l2bJlNDRMv/+crOLq7e2lq6uLvr4+AG6++WZCoRA/+clP6OjooLe3F4fDQSgUIhQKoaoqsViMp59+uioASaVSvPrqq9xxxx3o+pn/GB0cHKy73t/fz2WXXQaUA6Ft27axdevWqu2PP/44Dz744CVtsWeaJvl8Hk3TPvZ7PRdjY2N8+9vfrvx8h4aGCIVCXHHFFVUhJsC8efNYsGABqVSKwcFBLMsiFArx3nvv1d33gQMHWL58eVUwej4CgQC33norP/nJTypzyTweDxs3bkTXdYrFYk1QBidOchVrT7wJgiAIF4dZMimMZwiubcNI5EnuGsUqmsTfG6Dp5gVkj01hmzbjLx2m7f7lGLkS+cEk8fcHsXIlPAsjdDy6mti7/TgiHmzLYvylI9iGhep3EL21F1d7oKaqTLh0ZF1Gj7goDKdrtqme6qows2gQe7uvKggDiL87gKvdXzcMO53i9OCMasSOpsgcaANFwtieJrC6BWfzmT/HFSczZI7GmXzteGUte3yK4LpWQtd0ocxyrpokSagBceHNSYqvAd+am0m89YOqdUnV0SPtSJoTu1Q+hyVpDiK3/Au0UDO2USS96zWMfAb/qs0nZmJ5L1K7xOngzdm1HNXTcKJFYVnirR8R/eJ/xNN72Zw+aik+gpGq7ZIBIMkKjpYFTPz4/0PxzNxxwUhMiPnIwiUjwjBBEC4qZ0sLy/7Lr7P/T/6M4mQMJInItdfQcuvNs6pksk2T0edfpO+b/1xZG/rRE6QPHmTxf/z3aCdOYmYHBkkfPoKRSuFb1IurrQ3VXb/cX3E46HjwARI7d1FKTA+Sbf/iA8iqxq5f/83ysQLx97cy+PgTLP+dr1OMxTj6N39Xub1VLHL0b/4OT1cnejjM7t/8LcxMeTaNmc1y7B++ger1Er1xEw1rV9P/7e/WHEvL7VtQTml1pbhc5Z/LiRNmjsZIJQg71ehzz9P6hdtxtbZ87M9QEATh82amlnWmaZLL5arCsGAwyO23304sFuOFF16orB84cICrr76a7u7uqtZ2d9xxB01N5b78yWSybnXS0aNHyWQyHxsQdXZ2cvDgwZr1rq6uyn+frAo7XTKZJJFIXLIwbHJykg8//JBjx44RCoVYv349TU1NqKfMyywWiyQSCTKZDC6Xi0AggNM5u9kYpVKJd955pyZAisViOBwOEokE0WiU0dFR2traiEajPP/885XbaZrGgw8+OGPFVSQSmbMgDEBVVXp7e2lsbKxqmXmyFaPb7cbj8dRUArpcrso8O0EQBOH8WYaJVTKxTRvscrvCmU7AGtkiyR2jxN4dwC6Z6BE3jZvnM/lmH0aygFUwQJbAsimMZjByBtkjcSZeOVrZR3L7CLmBBG33LSPXn2T0J9MX4xjJAkM/2E3Ho6tnFZoIF4esqzRumk9+KIVVNEnuHMVIFnB1BNAaqscNWLkS2WNTdfdjpGd/MYvq1glf3UVgeRQjW0Jxa2hBJ1beoBjLorg0FFd1EGcZJoWxLPH3ai+emvpgCP/yKEqjeF6dC0mS8S7dQGlygOz+9wAbxRukYeOXSXz0Ak33/BuMxDhQbn3paO0l37eH4W/9FlqkncAVdzDx9F9Qig2jNrQQ2fKLqP4QitOH4rkwswK1hiiyw41VyOJZsp7JZ//utFvYTPzkr3E0z0f1zc38YatUJP76Y+iRDhRPEDMzVbXdu2IjRmKcUmwIIxUjdP1DZPa9U7Mf34rrRRAmXDIiDBME4aKSJAn/0iWs/OM/pBiLIes6zqYmFNfsToYVJiYY+P4Pa9aTu/eQHx1F8/tJHzrMrl//TczcdPVZ9899heZbb0Fx1m9L4e7oYOUf/R6ZY32UEgk887pxtrcx/tLLlSDspGIsRvyDDylMTNTd1+gLLxG99aZKEHaqge/9gIbL1uHu6KTnV36Zo3/9t1jFIsgyrXfchrOlhWx/P46mpkoopp0yw8SucxU5gG0Y2FbtCVhBEAShXJFzshrnVIFAgIGBATweTyWk0DSNSCTCs88+W7Ofd999l7vvvrsqjHrvvffo6urC6XRWBT+n0nUdWZYpFAokk0lyuRy6rmMYBqlUilAoRDAYpLu7G7/fTzKZrNzX5/Mxb968yte2bWPMUF1cL4i7GE7OOstmy+97yWSS48eP89BDD9HS0kKpVCKZTDIxMUE+n+fo0aMcPnyYxYsXs3HjRrxe78c+RrFYZHy8fBIiGo2ycOFCZFmutJbct28fd9xxBzt37qStra0qCINymPbcc89x44034nA4KBSm28qoqsry5cvn8Ccyvd9IJFI3gPP7/WzZsoUf/vCHlYBPlmVuvfXWOZ1dJgiC8HllWzaF8Qzx9wYojGdwtvhwdwUxM0W8iyJo/tq/P7NH4ky+MV1xU5zIMvbCESLXdTH+4hEkVQarXO2rhVxYuSJTH9QGE6XJHMV4nvj7A7XHZZaDNBGGXXpm3qAYz2Ek8lhFk1xfgvxwivA1XchOBWezr6b1oKQoqF4dI1mo2Z/int28TzNXwjIsFJeKo8mLAzByJdJ7x5l4/ThW3sAR9dB44wKczd5KaGAVysGulZ/hc2C+/sVfwuxogSZc3Stwda8Ay8IqZom/9hgN197P+FN/gZUtfz539ayl8c5/xeTz/wdsi8AVt5crsiwDvaUH/9qbmXzubylNDKCF2wnf8vM4O5Ygq3M7D1YLtdD80G8y9sR/B9MEu/ZckZmaxMxn5iwMM9Nx0rteR3Z5Cd/4syTeeYLi2HGQZLwrr0cLRimN9+FoW0hh8ABGcgL3oitOBIxl7sVX4exYPCfHIwjnQoRhgiBcEo5wCEf47N+QrWKppsXiSWYuTymd5sjf/n1VEAZw7Bv/RHDNKjynXF1/OmdzM87m5qq1xM7ddW87tWMnviUzv4HbpRk+oOZy2KaJ4nLSdMNGAsuWlmef2TbDTz3Djn/770GWadlyK+3334seasDZHCV05RXE3n0Pu2SgeDyYp11J7l+xHL1hdm0mBUEQPm9Otqz78Y9/XGlZp6oqV111Fa+99hqBQKAqgMjn83UDJ8MwagK1UqlUCTO8Xi+hUIhYrPoiissvv5z+/n5GR0er5kStXLkS27Z55pln2LhxIytXruT++++nv7+f/v5+2tvb6erqInjK3EuPx0Nvb29NBZmmaZUWj7Nhmia2bc8Y4J2N4eHhShB2km3bvP/++1xzzTUcOXKEyclJwuEwhUIBl8vFqlWr2L59O/PmzWPp0qUf+xhOp5POzk4CgQCZTKZSJdbb20t3dzcffPABkiQxNTVFZ2dn5d/5VKOjo4yNjbF582aOHj3K8PAw0WiUyy+//JLM6Oro6ODRRx9lfHwc27ZpbGysmg0nCIIgnLvCeIaBf95erggDSrEc2SMxQhs6mXzjOI03LkDRpyuCjWyR1OFJmm7swbZskCWsXInYewPYpo0acGCVpk82N26aj23YM1YDWQWj8tins836FzgKF4+RLjLx+jFSu8cqa/4VUTw9IcaeP0THI6vrBqaqVyd8TRejz1S339ZCLvTTqshOZxYMcgNJJl8/hpEtEbqqA1er78Q8uSJjzx+u3LYwmmHwsZ10PrIaPVzucCM7FGRNQfHomJnp5527O4inJwSShJEqoGlzG7p8XshON57F6ykMHyK981Vkp5fQxgdJfvhsJQgDsLIJrGKe4uhRFH+EUmykMhcrsG4L40//ZSWYKk0OMPLt/0rrz/3BBZmR5WzrpfVnfhdjapTy5LPq1xzZ7UfRz/y8PCuShKSoWNkkEz/9G3wrr8e3ejMAii/C2A/+CCSZhmvux7N4PcXRo3iX30Dgii9g5TMongBaQzOK+8JUywnCbIgwTBCETxUtGMCzoIfMocNV67Ku44iEMVJpUnv31d7RsihMTJ4xDKsnuHI5sXferVkPrFyOPsMJq/CG9eVqLkmqGcLadONm9GD5hKusqrhaWzDzebb/238/fVvLYvjpZ/DM7yZ642Y0n4/5v/DzNKxbw8S779PzS7/A4f/1V5gnTjw6olF6fvFrqKKtkiAIQl2SJNHR0cGWLVtIp9PlOQmqyrvvvksul2NsbIxFixZVbu90OtE0raa9oqqqNa0OV65cidvtZmJigkOHDnH99dezfft2jhw5gq7rrFmzhqamJhKJRFUQBrBjxw42bdqEqqq8+uqrdHZ20tTURENDAytXrqz7vWiaxjXXXEM8HmfiRIWyruvceOON7Nmzh56eHiKRyIwhV7FYZGxsjI8++ohcLsfKlStpb2+fVXXWTKampmZc37ZtGx999FFlrbW1lfb2djweD6qqsmPHDhYuXPixoZyiKFx++eW8++677Nmzp7K+b98+UqkUd955Jw0NDYTD4RlnbrlcLjKZDG+99RadnZ1s2bKlppXjxSTL8oyVY4IgCMK5sy2bxPbhmjDKzBmYOYPssSmMRL6qpZxt2rjbAoy9eLhyPlkNOGi6sQezYNJ820Jib/fjXRQhuLYVR5OHwkQWd1ewbts8LegksKaFiZeO1GxzNJ/7e64wN3KDiaogDCC5c5TGzfORZInssTjOaP1/J8/8EM13LCL2dj9mroR3YYTAmmb0UP2xDCflB5MMP74HSZVpurGH5O6x8vNDAm9vmMZN8xk/5flilywKY5npMExVcDR5CF3VzviL5ds1XNWBkSqU72eD4tXp2NyFbdliLt05UL1B1N7L8PReRn7kKEN/9+85PWDyrb4RxelGj3Zjl/KVWWJ683zyA3trK7Rsi/SOly9IGHbymG3bwrd6M6ltL1RtC2/+Ss1sONsykeRzaw2u+kL4191K4t0nsYs5klt/AoCjcynB9fcQ2vQo2cMfEX/9MSSHGz3UghaK4mg6u/NwgnAhiTBMEIRPFc3nY8Ev/yK7fuPr09VRskzv//2rOJqaKCWS6KEGirF4zX1nGxZZpRKFsXEKsUl8ixejR8IUJyYr2/VwCP/SpYy/8godD36RwR89iZXPIzudtN19J7Ku4WxpZuG/+VUO/vlfYp84mepfvozmW26qmY2WOnCwJjQDGHryaUJXXYnm9eKIRGi+5WYi114DisKqhb0UxsaQVBVnNHpOVXaCIAifJ7quMzY2xrZt27Btu6qlYEtL9bzFUCjE1VdfzSuvvFK1fsUVV1QFPz09PSxcuJBcLsebb77JvHnzePzxx5k3bx7XXXcdhmGwb98+vF4v/XXmPQL09fXR0tJCf38/yWSyMn/sTEKhEPfffz/xeJxEIlF5/EQiwbvvvsu9996L3+/H7/fXBD3Hjh3jxz/+ceXr/v5+li5dyg033DDr+V2na2trq7ve3d3N0aNHq9aGhoZYtGgRAwMDtLa2omnaWc0M2Lev9oKXwcFBPB4PLpeLK664giNHjtDW1sbgYHXrqrVr17J7d7niu6+vD1mWueuuu2b92IIgCMKng21aFMdrW9YDGMk8ikfHMqpbC1sFg4lXj1ad9zYSBdL7Jwlv7MIR9tBytxdJlishg+Z3EFjdQmEsg5mdvoAmcv089AYXqkujMJIitafc5lfSZKK39KKH5rBS4xPItm0KE1msgoGkyKgerW6V1aViWzbJHaN1t+WHUuiNnhmr+gAUp4pvcSPuriCWaaG6NCRFPuNjmvkSE6+XW3AGVrcQ3zpIceLEc9SG9IFJbBs8PSEyh6c7DJjF6k4FetgNkkTLvUspjKRBoirUM9NFJp86hPtnfDjCZw7nhDPTAo0Er32Aqdcfq6y5etbiXrAWxeklfNPPMfytrxM4EfTIDjdmLl13X0YyVnd9rpTG+pA0B6HNXyF3ZBuSpuNesA7llCCsFB8le2Qb2f3voDf34F1+HXpjR9XncNs0MJITYNsovhCyVj1mRFJU/JffjlXMkdr+ElgmoRt/FrtUZPyJ/4FdKuBefCWRLb/IxLN/i+wJovrC2JaJMTWGVcgiu3xowY//e0cQLhQRhgmC8Knj7elh1Z/+IbnBIexSCWdrK67WFmRVxREO0fWVn+Hgf/sfVffxLVta0wKxHrNQYPLNtzn0l/8bu1Riwa/8Mu333kMxHid7/Djuzk70cIiB7/+Q5ltu4vg3vknnlx9EkiRs22bijTeJXHM1iq4T3rAez4IeihOTKC4XzuYoWp0WVjNdsVVer96mussfaNXmKK7m6Cx/YoIgCIIsyyxfvpzdu3eTy+Uq69FotCaAkmWZxYsXEwqF2Lt3b6UdX2NjIwAPPPAADocDv9+Py+ViZGSEsbExAoEAtm1z5MgRjhyZvrJ3YGCgpqLsJE3TyJy4uGOm29Tj8XhIJpP89Kc/rVq3bZvXXnuN1tZWbNvmqquuwufzAZBKpXj55Zdr9rVnzx7Wrl17zmFYOBxm4cKFHDgw3TIoGAwSDod5//33a24/NTWFz+cjk8lw1VVXoSizuzrVNM1KS8rTnaziCwQCLF26lLa2No4cOcKePXvQdZ2lS5cyPDxcFWYWi8UZ9ycIgiB8esmagqc3TH44VbNNb/SQ7UvUzIIyEoXTC0AAyByNEdlUnt0pq9XvV6pHx9nspeWuJRSncmDa6BE3esSDrJVb2jVt7iF4WRtW0UT16GgB52e6YsfIlUjtHiP2dh9WwUQLuQhd2Y7ZaOBsOreKONu2sU2r5ud/ziSQZ5jvJTtU7JKFu/vjRxAoLo3ZHpFlWJXWhlrAMR2EnSJzaJLGG+ZXhWHOZl/1oUsSjrAbR9iNM+ql/1vba/ZjmzalyawIw86T4vISuPJOPIuuxEjFUFzeSos/27Rwti+k7at/QH7oIMFr7ifx3jOENn6J7P7azkK+lRsv6LGmd79OeucrSA43rs6l2KUiEz/9W9wL1uLqXIaRnGDksd+nNFG+OC93dAfJrT+h9ef+AK0hiiQpmOkY8bd/VK4usyw8S68mtPFBtIbq82haIEL4pq8SuPIL2EB6x8sk3nq8sj2z+w2M+AhN9/xbHC09gE3ivaeJv/ptbKOI7PYTvvFn0Vt60BuiSIpo6ylcXCIMEwThU8nV0oLrtCv5T2q4fB1LfuM/0//Y9zFSKZo2b6bx2qsr7QnPJDc4xMH/8eeVr818nqN/+/c4GhtxtjQz/trrFMbKV/Z1PfIQ4Q1X0ffNf8YqFnE2R1nwq7+Cq60VAFnTcLe14Z7hivmTfAt7QZbhtBNyrXd9Ac0rWh8KgiDMlXA4zIMPPsjx48cZHR2lu7ub1tbWurO2PB4P8+bNo62tDdM0cTgcyHL5qt/T5zrZtk2pVMLhcNTsByCTybB69epKVdKpOjs72bdvHw0NDTSc5ezH0+d0nTQxMcHSpUt59dVX8Xg8rF+/HkmSKJVKpNP1r1jNnDaLcrbS6TQffvghXq+XG2+8kXQ6TTgcxrKsmqqwk3w+H16vl9bWVqLR2V/Y4fV6CYfDTE5OVq07nc5K4AfgcDhoamqiqamJlStXkk6neeyxxygUqofdr1q16qwCyE8C27ZJpVKYponL5TrnAFMQBOGzzrswTHLHCKWp6VnSzjY/Zq5E9JbemkolSatf2aO4NOQzVP2oXgeq14Grrf4MHNmhnnMIVI+RKVKczFIYz6AFnDgaPWiBj38vsEompak8pWQBWVfQG5yo3vqfW85H7vgUE69Mv/+XYjnGnj9M4009qB69JoT8OIXxDMk9YxSGU7jnh/D2hj92NtfHkSSJ4OoW0nvHT9sAzmYvjqgHrcGJmS+hOOfmRL3i0vD2hkhsH60bugLV67JE0+b5aGf6Xm1m3FedxjPCOVAcLpRoN45oN7ZpUZjIMvHmIUrxHL6lTbg7WwmsnY9VKuJdeg1WMYd35Q2kd0xffOZdeT2O1oXnfAyWUaI03kd6z5uYuRTepVejN89HPWXuluwsv8bYhSzZg1un110+JEmiOHKkEoSVSQQ33EPu8IdM7H8P1R/Gs2QDpbHjYJarETO7X8dITtD8wH9AcVWHsrKmo4fbKMVHSL73dM0xF4YOofpCaIFGMge3EnvxG9PfTzbJ+JN/TuT2f4kRG8bde9lZdYkQhPMlwjBBED5zNI+H0GXr8C9Zgm0aqD7frN9c06fNIpNOtJcqjI9TGJ/+sKwF/CguF+333UPk2muwCgW0gB/9LE9kArja2ljyn/8jh/78LyglEkiqSuvddxJcs/qs9yUIgiCcWSgUqgmzzmQ2YYnX66W5uRmXy1V31tiiRYvYsWMHN9xwA++99x6ZTAaPx8OVV17JoUOHWLVqFWvXrsXn81EsFonH4wwMDKCqKq2trYRCobrVU253/St+GxsbicfL7YI//PBDli9fjt/vx+FwEAwG6874Mk2TYrF4VuGQbdvs3r27Uv0lSRIulwtFUVizZg3z5s3j4MGDVS0pA4EALS0t+Hw+AoGPv0jlVC6Xiy1btvCDH/ygUt2nqip33HHHjPtyu90oisL69et57bXXKpVgy5cvp7Oz86we/1LLZrPs27ePt99+m3w+T2trK5s2bTqrQFEQBOHzQg+6aHtgOYWxNIWJLHrYjeLWUF1a3YBBC7pQ/Q6MZPWFE6H1Hai+M4dGtmVTSuYxsyUUp4rqd2KXTJAlFMfcnXYzMkXGXzxM+sD0RSFqwEHb/cvPGBCZRZPUrtGqeVR6xE3LXUvOO1iqepyCQfz9gZp127AwU0WMTOGswrDCRIaBb+/AKpY/R+QGkiS2DdP2xRXowfO7GMTR5KHl7iWMv3QEI1lAa3CV21uGnBjpEqPPHMBIFfAtbcK3MIJ2no8nKzLBdW1kjk5hFU0Uj4aZqf686Gzz42oP0Hr/MlSfAy3gOGM1nOrVCaxtYfLVY6c9mIQe+Wy34rwU8iNpBr67E6xy0pjrS+Dq8NN8+2JUr47e2AGAFmojcNkWjMwUiieIFoyiuM49EM8f38XId3+vMossvf0lAlfdTfDaB1D08vPSu/xaku8/zenpqH/1ZgAKY8er1y/bQu7oDvJ95Qv1CkBmz1tEtvwCxYl+rBPtHgv9ezES4zVh2Em2aWAb9Wf12qUiVqlIok5YBjbFsePk+/agN3WiBcVnWeHiEWGYIAifWarn7NsCyKedBCxOTuLu7CDbVz3rpfPhL+MIhwFwtXx8+8UzPqamEbp8HSv/9A8pJZIoLifOpiZkTZSLC4IgfBr4fD6uvvpq3n33XW688Ua2bdvG8PAwPp+P66+/nkAgQDweJ5fLcffddyPLciU46+3trQRIpmly4MABnn322cq+ZVnm3nvvpaurdvB0MBhkyZIl7N27t+r2a9as4aWXXgKoagPo8XjYtGkTjz/+OPYplwxfdtll5PN5RkZGaGxsxOWa3QmUdDpd1QbRtu1KtZqmaWzdupX777+fvXv3Mj4+zvz581mwYAGRSGSmXX6saDTKww8/zNTUFJZlEQwGCQaDZ7yPw+Fg1apVdHd3k8lkcDqdBAKBGSv5PqmOHTtW1eZyaGiI733vezz88MNnXVUoCILweaAFnGgBJ97eWdzW76Dt/mVMvNFH5uAEilMltKET76Izv2eZRZP0gQnGXzxSCcAaLmsDCbLHpwhd2Y6rPYDiOv+/7QoTmaogDMrtHVN7xwit75zxAtBSPFcVhAEUJ7Iktg0T2Thv7to2WjZWqX77YcuwPnau1qlsyyaxY6QShJ1kJAvkh5IzhmFmroRVMpEd6hmDSFlT8C4I42z2YpUsZF1B9ehkjsUZ+v50Jf/ka8dI7Z+g7Z4l511Jp4fctD+4glIiT7R5IaPPHKjMmtOCTppuWoAj4sbB7LvD+BY3UpzMktpVnhsmu1QabuxGbxAtEueSkSky8fqxShB2Uq4/STGeQ/VOn0dSXB4UVw9z8SnTSMeZ+MlfV4KwkxLvPIF3xXUoJ+aV6U2dRL/4n5j86d9gJMdRfCEit3wNvakbAEfz/Kr7643tJLc+c9qj2STefxrv8o0ngrUTqzOEXQCKJ4jesoDi8KGqdUl3ovpPvHZaZp17AraFXSpgpmIiDBMuKhGGCYIgnMLbMx9Z17GK5Tf8wcefYP4vfo304SNMvvEWqtdLx0NfpGHtmjl/bGdjI84T82gEQRCEC8swDHK5HKqqzir8OdkKUVXVSrvEU0WjUa699loymQw33HBDZb9er7ey/eMkEglefPHFqjXLsnjttde4/fbbK8d7claZy+Vi48aNLFq0iH379qHrOi0tLXzwwQeV6rSVK1fi8UyfVPF4PNx8882MjY1hWRZNTU0MDg6ydWu5pcrq1avZsGHDrH4mlmVhGEbdbR6Ph7vuugu/309rayuGYaBp2py0QQkEAmddVaaqKuFwmPCJC1k+bbLZLO+8807NeqFQYHJyUoRhgiAIc0APuWne0ou5sRtJlj62IgygOJll7KcHpxcsm/h7A0RumEcplmP4iX003dRDYFX9Fv9nIz+YrLuePjBJcG3rjC39ipP12yqn9o4TvLwNbY7aJSoujcDK5qo2iSc5Gj1os/h5nmQbFvmh2plvAIXRNCytnvdqGRb5wQQTrx2jOJnD0ewlcm03ztYzd4k5NeAycyUmTq+yAoqjaYrx/Jy0ldT8zkqLzo5HVpUrEWUJze84p/1rPgeNm3touKwNq2ihejT29R0kJJ/fBbtCtVIyX3fOG4CRKtRdnwtWIYuRGKuzxcZMT8GJMExWdTy963A0z8MqZJEdblTfdCcMR3QeemsvxaHya5VtlOrsE0qTQ/hW31j5WvEGp0OtOhSXl8bbfonhb/82VvbE65OiEr3n36E2NCFJMv7LtlQq0E6lR7tJbv0Jki6qGIWLS4RhgiAIp3C1tbLst/8Lh/78L8kNDiJrGmYuT+fDD9HxwH1Iqjar2WOnswyDwtgYpakEiseDM9qEIuZ8CIIgXBKxWIz33nuPQ4cO4fV6ueaaa+jo6JixUigWi7Fnzx6OHz9Oc3MzK1euJBKJ1JxcOZe5X6fKZrM14ZLP52Pt2rU89thjlblera2tbNmyhWAwiMfjoaenh3nz5jEyMsKPfvSjSgvB+fPns2bNmqoWi263m7feeouWlhbC4TAvvvhiVfXYtm3bWLx4MW0fM+8yk8mQzWa57bbbOHLkCHv27KlUmymKQjgcrgRWkiR96mZzfdKYplkz8+ykmQLJs2EYBlNTUyQSCTRNIxgM1p2lJwiC8FknawpyYObWdKfLHJ6cYT2GqzNI5tAkE68fxz2voWZO2dnSgvVPGuthF5I6c9WV7Kj//XzcPLRz4V0YJjeQIHMoBoCkSISv7cIR9SDrsz8FKWky7u4GCiO1s06ddeazFUZSDH5/d6VLXH4gyeD3dtH+4EqczbNrUVeeq5aru+1kBddcOjUYOx+KpqBEpi98KhZnruQRzp5lWuSOT+Fo8pDrS9Rs1wIXrtOArLtQfGHMVO3rjOKu/T1QfSHw1baDV/1hovf+O/ID+8ke+gA1VD+cd7T0UBrvKz+200P0vv/3jGEYgKN5Hm0/9weU4iNgGqjBKFpDM5JUfm1xdS4hsOEeEu88CZaJpDkJXn0vmb1v41l6NVpwOti2jBKSolTuKwgXggjDBEEQTiHJMv4li1n+e79NKZlCceg4GhuR6lQBzMTM57GKRVSvF0mWMXN5xt94k6N//bflijNZpuX2LbTfd885zRgTBEEQzl0ikeD73/8+qVT5auNCocATTzzBXXfdxYIFC+re/uDBg2iahqqqbNu2jd27d/PQQw/ReEo1b6lUIpvNIssyXq/3nCqgTg3jPB4PoVCIRYsW8corr5DP5yvbhoaGePPNN7n55pvRTrTUlWWZ1tZWHnnkEdLpNKqqEggEMAyDgYEBEokEfr+fcDjMbbfdxuHDh9m9e3dVEHbS2NjYGcOwkZERnnrqKRKJ8gmBjo4ONm/ezAsvvICmadxxxx0f27pQODsej4dly5ZVtaU86Wxm4NVjGAYHDx7kJz/5SSXQ9Pl83HfffZ/aSjpBEISLp/77fflzQPk11cobM7YPPBvOFh+KW6sOZiRouKz9jLOl9LAbxaVi5qovnght6JyT9o2n0vxOorf2Upo6MUPNo6M1OJEVmcJ4BjNvoLhV9JD7jJ+VJEnCv7SR5M6RqtlaetSLM+qlGM+VZ2+5NRS3xtT2kdPHJWEbFpkjsVmHYbJTw90ZJHM4Vuf7+nS1VhbmkA2Z4wkCy6Pkh1LYxvTvsnt+Q90ZhHNF9YWI3PLzjH7/j6rW/WtvQW04u9aCWqARLdCIb9k1mPk0/nVbSH7wk8p2SdUJ3fgVsG28y69DDTShNUSxjCLG1DhmLoni8qEGm5DV6ovctGB0xlaHiidIwzVfxLvkaozEOEZmivTet/HMW4Fn2XXIDjelqTGyhz8is+cNtEg7/tU3oUe7kOTZX5ggCLMlwjBBEIQ69GAQvc6JPCOTITc4RGr/AVSPB1dnB7ZhkNy9h1I6jX/RQoaeeoZSLE7kumtouv46Sqk0h/+/v5zeiWUx/OOn8S1cSON111y8b0oQBEEgFotVgrBTvfnmm7S1tVW1B8xkMuzfv5+PPvqIYrHIggULuPHGG3nppZfYvXs3GzduRJIkYrEYb731FgcOHMDhcHDZZZfR1dWF3+/H7Z79zAa/38/KlStpaGigVCoxOjqKrutVQdhJ+/fvZ8OGDTWVaH6/v1LRk0qlePbZZzl+fHpodmdnJ1u2bGHlypWMjIyQTNa2XDrZ2rGeZDLJ448/XpkNBtDf34/H4+Hhhx+uzOOai3aIwjRZllm1ahWDg4MMDQ1V1m6++ebzbpGYSCT46U9/WjVHLpVK8frrr3PbbbeJqj5BEIQz8PaEiL/TX7Pu6Qkx8Xr5/VePlD8L5EdTKC7tnKuB9AYX7V9awdSHw2SPxdHCLkJXdeJoOvOMKT3oou2LK5h4/RjZI3EUr07k2m7cXWff8WQ2FKeG0jwdspVSBaZ2DRF/dwDbsJAdCpHr5+HtDVe1drQtG9uwkDS5XFUectP+4EqyfVMURtO4O4PoTR6S+8aIv13el+LRabt/GWa6fjVUKVn7GWrG49YVwld3khtIYBWm5xwF1rZe0MBD+GSTVZnAiiixN/to3Dyf4kQWI13E2eLD1e5HdV/Yz0mueatp/crvkfzwOcxcCv/qzTjaFqE4zm0unFkyMbMy/svuxr3wCnJHPkTxhXHNW4ne2FFVlWXmUiQ/ep74q98FywBZpeG6L+FfexOKyzfrx5Q1HUfzPBzN8zAyU3gWXo7iCSJJEqXkJKM/+BOKI4cByPftIbXtJVp/5ndwts1i4KMgnCURhgmCIMySmc8z8uzzHP/GP1XWev7lL9L/3e9hFgp0/8zD7Pv96St2+r/9XSbeeoueX/wFOh/5MkNPPImRmm7zMPz0M4SuuEy0SxQEQbiI0unadjsn109tN2dZFjt37uTNN9+srO3du5fJyUnWrFnDyMgIhmFQKBR4/PHHmZqaAiCfz/PGG29QLBaRZZm1a9fOav4WlCvDVq1axdNPP00sVr4quaurq+5tZVn+2MBpeHiY1tZWVq9eTbFYZGRkhJ07dzIwMMDixYvZsGEDjz32WNV9PB5PVcXb6RKJRFUQdtL+/fu58sorRUXYBRQIBLjrrrtIJBIUCgU8Hg+2bdPf34/b7SYQCMz6uXaqZDJZt0Lw8OHD5HI5EYYJgiCcgR5x03z7QsZeOIxVMJFUmeCaFgpjaexS+evwtV0MfncHZtZAcWs03dKLuyuIfIbWhjM+XthN46Z5mIUOJE1B0WZXOeFo9NByxyLMnIGkSFXzqYxMsTz3SCrPrprrarH8cIrYm32Vr62Cydizh9CCTtwdQWzbpjieZWr7MIXRNJ75IXyLG9FDLvSG8v9OSu0fx4gXiGzsLu97JM3ku3245zeQ669tYefpPrsLRhxNXjoeXkVuKIWRLuBqD6CH3ChOcfr088zVEcDZ5is/bxucKC4NO+qdsXXpXJJ1B872RTjbF2Hb1jm3EDTSBYxsifi7A6QPTADgWRShceODaL7656QKI0eJv/yt6QXLIP7Kt3C09uCet+qcjkP1BKu+Lk0OVIKwqsd543s03fNvUXRxvkyYW+LVXBAEYZbyI6Mc/8dvVr52RKPkx8YoxmI0b7mF4WeerblP7ng/uf5+Rp75KfO+9lWO/O+/xsyVr06TNA3ElfOCIAgXTSKRmDFAWrBgQVUVVyqVYteuXaxYsQKAo0ePkk6nGRsbY8WKFbjdbjRNY2RkpBKEnWrHjh2sW7eOeDw+64Ain8/T399fCcKgPPfB6/XWhHgrVqzA56u+IjOTyTA+Ps7x48fp7OzE4/EwOjrKtm3bCIfDtLS00NrayoEDB1i8eDHNzc088MADvPnmmySTSebPn8+6devOOdA6OatMuHDcbjdut5tEIsHIyAjZbJbJyUlcLheRSISmpqazrhRT1fp/ErpcLuSzaBMtCILweSRrCt7FjTha/Fi5EpKuYFs2+f4E0S0BVL+TsWcPYmbLF9yY2RLDP9pDx6OrcTbNrn3f6SRFPqdqFFlXa+Z2FcYzDP94H6VY+T3c0eqjecvCqgDqfJglk+T2kbrbModjuDuCFMez9P/z9kr7ucJImuTOEdq+tAL9lLDBLJR/hsV4juSuUQBc7X58y6LoERfOdj/5gemKd09vGL3xzFVz9eghN3ro3KpuhM8mzeegcVMPwXVtmPkSqkdHCziRZxlGz5VzDcJywylSe8coTebIHp+qrGf2TWBmSrTetbiqSvOk1I6X6+4vtf2lcw7DTmfEx+quF0ePYhdzIMIwYY6JMEwQBGGWChOTcEoLIWdzlOyxE60vQiEKY/XfxM1cnuLUFIM/fIKmzZsYfuoZAFrv/AKKQ/QeFwRBuFjS6TSHDh1i7dq1fPjhh5V1n8/HypUrUZTpP2hLpRIrVqxg//79AKxatYpCocDWrVsB6O0tt+04tZrsVPl8Hk3TmJiYoLW1dVbHl81mmZiYqFrbunUrN9xwA++//z4TExNIksTixYu5/PLLq443m83y8ssvV463o6ODp556qhKiHT9+HJfLxfXXX8/ChQsB0DSNzs5OotEopVIJl8tVtc96AoEAbre7pjqst7eXXbt2EQqF8HjO/sSTMHsTExM888wzjI+P09HRweLFi3n77bdJp9P4/X42b95MZ2fnjCHX6RoaGmhoaCAej1etX3XVVTWBqyAIglBLkiT0oBOC0ydtnY0ezILB4GO7KE2d1qrPhvxQsm4YZhYMSlN5jFQB2aGiNzirqrjmkpEuMPyjvZQS08dXGEox9twholt6z7mdYxXLnnGTbYFtWkxtG6qawwRgpIrkh1JVYZhVNIm/P0hhZPoCodxAEtuyaVjfSePm+ZQmc5i5EqrPgdbgwhEWoZYwNxSniuI8twD7UipN5cj1TeHuCFAKuPD2hknsGq38HuX7E5SShbphmKzUrxKV1LnrGqCF6/+d5OxYgnyOrSAF4UxEGCYIgjBLqqf6jTg/PEzk2muIf/Ah6cOH8S9dQvyDD2vup3jcYFlkjx8nevNmZKeTzi8/iH/xoot16IIgCALl1oJ9fX10dHRw0003USgU0DSNYrF6zoRpmuzZs4f333+/sjY+Ps7y5cuZP38+ra2tleobr9eLLMs1bea6u7sZHBxk+fLlZ3WMp1f15PN5XnjhBW688UYikQiKouD3+9G06j9O4/F4JQjz+XxMTk7WVJPlcjnGxsZYvHhx1brD4cAxy4sz/H4/d9xxB88991ylIq6rq4uOjg5ee+01rrlGzMK8kNLpNI8//jjJZBJJkliyZAnPPfdcZfvJmW4PP/wwzc3Ns9qn1+vl7rvv5t1332X//v04HA42bNhQCXwFQRCE82DXD4Ps2u60mHmD+AeDxN+enkGmR720fGFRVSg0V0rJQlUQdlKuP0F+OI3s1FD086x8kSR8y5qqqlFO8vaEsA2Lwmim7l2LE9UX3pjZUlUQdlJ+KIWiKzgbvThCbizDQtYVMb9UEAAzZ5DcOTodyksQvrYbSZLID5+Yo2zWf53yrrqB1PYXa9Z9KzfN2fFp4TZcvevIHfygsibpLoIb7kXWxMXjwtwTYZggCMIsOVta8C1dQmrPXgAKY+M4ImH0SJjYe1vp/dVfIXXgQNVcsKYbNzO1bUf5C1nGt3Ahq//7n+JsakT6mKvvBUEQhLnlcrlYt24d77zzDkeOHEFRFEzTZNmyZVUBUSKR4IMPPqi5/+7du3nggQeIRCKVNUmSuO6663jttdcqgZjP56tU65x624/j9Xrx+Xw1VTqyLFda4M3k1NaKfr+f0dHRurebmJg47xlQLpeL3t7eShA4NDTESy+9xLJly6paTQrnxjRNkskkpVIJj8dTVWmXSCRIJsstoFpbWzl+/Hjdfezbt2/WYRhAKBTipptu4uqrr0aWZbzeT9+Vz4IgCJ80ikMluLaV0Z8erNnmavPXrBVj2aogDKA4mia1d5zQVR0XNdwxs0WMRB7lHNoMnio/VH7PCl7RRuKDIWzTRtIUwtd2oUXcSLqCe14DhdHakMvZelp18gzBIgAylFKFcvWOQ5zqFD77LMPEypvIulzT/rRym5JJ/MPB6upUGyZfP0bT5h7yIynCGzqxSibpgxOoXgdq0Il6Ym6g3tRN453/isnn/gErn0Z2egnf9HPo0e45+z5Ub5DGLb9EYfVhsoc/RA+34Zq/Gj3SPmePIQinEu8QgiAIs6QHAyz8v3+V8dffZPyll1B9PmSni+6v/iy5vn6mdu5i0b//dxRjMXJDwzgiEZJ79jL55lsARK65GndXp2iNKAiCcIn4/X5aW1vZtGkTBw8exLIs5s+fT1tbG37/9EmpYrFYU+kFYNs2iqJUzVFKp9Ps2bOHW2+9FUmSME2TQqHAyMgId955J5ZlcezYMWzbJhgMEgwGZzyZpes6LS0tbNiwgcnJSUZHRwmHwyxevBi3282RI0cYHR0lFArR3NxMIBCo+t5Ompqaoqenp1IpdqpoNDrrGWYzCQQCNDQ08Pzzz2OfODEVCoW44oorPrbNonBm6XSaDz74gA8//BDLsggEAtx66620tbUhSVLl5w3lWV+lUqnufvL52iv9P46qqlXPI0EQhM8zq2hi5g1kXa7bPmy23N0NBNa2kPhoGGyQdYWmmxegh2vfiytVGqdJ7RkjuKoFxX3ux1GP5neiNTgpxavfMwLrWlHcOkaqADLl2Uhq/ff3UjJPbiBJ+uAkjkY33oUR9LAbSZKwCgaxt/vID6ZouKqd1nuWYpVMZF3FViQ0T/niHP/SRpK7RjHT05X6zjYfjmj1hRmq34EedlGcrJ5Rqjd6yA2mmHpvL67OAKErO3CcZ4gnCJ9khYkM8a2D5I5NoYddhDZ04Yh6kdXqmWJmrkTmwGTtDmywTJvI9fNJHxhn8s2+yib/iijha7tQ3TqKw4V3+UacHUux8hlkpwc10DjnwbzqC6H6QngWXj6n+xWEekQYJgiCcBac0Sba77ub5ps2Iek6tmFi5nI0rF5d1UYxNzpG3z99i4k330JSVaI3bqbtvntEECYIgnAJybJMW1sbbrcbt9uNoiiVYOdUbrcbl8tFLld9ssXhcNTMw3K73YyNjfHMM8+gqirz58/H4/GQSCQA+OY3v0mhUADKYcO9995LR0fHjMcYDAbxeDw0NzezdOnSSiVQLBbjjTfeqFQFBQIB7rvvvsqxh0IhotEoxWKRhQsX0tjYSCAQqBwHlCvPFi1adN5hmKZpLFmyhJaWFpLJJJqm0dDQIKqJ5sDBgwcrc+mgXAn2gx/8gEcffZRQKITf78fj8ZDJZBgaGuLqq6/myJEjNfs5vRWmIAiCMHv50TSJHcOAhKvDj6wpSLKMFnSiBZ1ndSJY9epEru0msLIZq2iiuDUUl4oky7W3ddev3FbcGpI691Vhqlen+Y7FjP7kQKUlYejqTqyiychT+8AGZInw1Z0EVjXXhIKlVIGRp/aTHyqHeJmDk8TfH6LjoZU4mjxYpoWZKV+0EX9ngDgDlfs2bpoP7eWLevSQm/YHV5AfTFIYz+BqD+CIetF8DoxMkcJEhvxgCi3sIrplISNP768EeFrIRcNlbYy9cAi7ZJHeN0H2aJyOL69CF/PChM+gYjzHwHd3YuXKc4uNdJFs3w7aH1qF6/RqSllCdqqV38NT6WEXpXiO/GB1CJ/cOYp3cQS1q/x6JEkSWnDm7hSC8GkjwjBBEISzJEkS2ilX42u+2pN/rmgTC/7VL9P58IPlgcrhMLI2t1fyCYIgCGdP13Wi0SjRaHTG2/j9fm655RaeeOKJSiWOJEnccsstNZUzgUCAVatWsX37dgzD4MCBAwDceeedvPjii5UgDMAwDJ566ikefvjhyn6KxSKTk5P09/ejKAodHR2EQiHi8ThPPPEEpmkC5QBq06ZNvPbaa+RyORKJBPv37+fKK69EkiQMw+DKK68kn88jSRJbt25l48aNZLNZBgYGaGlpobOz86zaNp6JqqpEIpE5258AmUymak7dSYZhEIvFKmHY3XffzZNPPkkqlSKRSLB8+XJ27dpVuf3ll19+xpaagiAIwsyKsSyF0TSKQ8XR4mP8+cOY2fKJZEmTab1nKe7O4FntU9YUHBEPxViW5M5RssfiOKJegqtb0RvdlXDNEfUiOxSsgll1/9D6zhnboJ0vZ9RL9JZe8iMpkCUkRWbs1LaOls3k68dxtvhqvu/iRJb8UAot4CSwpgVJlkCC/FgaLeREcWl4FzcSf6e69SOAo7n6b2g96KqZi2Zkioy/eJj0KZUtatBJ691LsEsWNjbF8SxjLxzGLk1X9FsFk9xgUoRhwmdSfihZCcIqbIi/P4Dj9oVVVZya10F4Qydjzx+uurnq09FDLmJv9VFP9mgcT1dDzXopkT9RMSqh+Z2o3vNrvS4Il4IIwwRBEC4QxeHA1dJyqQ9DEARBOAddXV08+uijDA0NAdDS0kIoFKq5GtzhcLB+/Xq6u7vZuXMnbrebFStWoGla5b6nymazpNNp/H4/pmmyb98+nn/++cp2SZJ48MEHeeaZZypBGECpVOKdd95hxYoVvPfeewAcPnyYtWvXEovF+P73v18VvG3cuJG3334bt9vN7bffft7VYMKFZ9t23facQNVzQdM0VqxYgcPhQJZlbNvm5ptvRtd1JEmiu7v7vOfCCYIgfF4ZqQKxt/vwLAgTe6u/EoQB2CWL4R/vo/OR1WgB51ntt1zNsQszU24FWBjNkNozTsfDqyot/fSQi/YvrWDi9eNkj0+hBRxENs7D2eI7067PmyPqRdJkjEyJxIe1n10AUnvH64RhGbSgk4Yr2pl45ShWsfxepUfcOFu8OMIeAsubyByarFSeATRc1Y4e+vigqjiZrQrCAIypPIntIzRePw/btBh/4Qh2yay5b9WMJEH4DCnO8NwuTeWxTbvmTL+nN0yjZRN7qw8zb+DpCRG+thvVo6P6HTBU255V9dW+vuUGkwz/aA/miSBOC7lovmNRuepMltCCTvSzfF0UhEtBhGGCIAhzxLZtSokEkqKg+S7sHyyCIAjChaWqKo2NjTQ2Nn7sbT0eDwsWLKCnp6cSlsVisZoZT6fuGyCZTPLyyy9XbbNtm7GxsboznxKJRFWbxsbGRgzD4IUXXqgKwgDefPNNrrvuOl566SXi8bgIwz4FPB4Pq1ev5s0336xal2WZcDhc+frAgQO89dZbNfdfs2YNPT09IggTBEE4D4WJLEaqiN7gKs/5Oo2VMyilCmcVhhnZEqV4jtCV7RiZIoltw1gFE9uwysHOpvnlqirA0eSl5QuLMPMGkqqgzvGcsHokWcIR8eCIlFuk1SNrtTPD9LCHwJpWxl8+UlWZVZzIMvlmH81bFqIFXbTet4xSPIdVMFH9DrSgE8Xx8acjC2OZuuvZo3HM9R2obh3f4kYKo+ma27i6AnXuefZs0yrPjtPkC1adJwhnw9XiI15n3d0dhNruq6huneCaVrwLwtiWjezWUE78PgfXtpLeN1F1e0mTcZ/2+1NK5Bn60Z6qirRSLMfEy0dRvTqpveMobo3W+5bhjHqxTQtJqXMwgvAJIF7JBUEQ5kB+bJzx115n9NnnUVxO2h+4j+DKlWgBMYheEATh8+LUqjGfz8fy5cvZuXNn1W3mzZtH4ESr3Uwmg2Gc1ubkDORT5osoisLKlSvJ5/OMjtaeuDIMo1JlVCwWa7YLnzySJLF06VLGxsY4eLDcosrhcLBly5aquXZjY2N1759IJER7REEQhPNUipXnhdon5mVh1V7UIquzP8lbnMwy/ON9lcooNeCgcVMP4y8dxiqYFEbT5RPH8nTYJOvqJQteAqubSe8br1n3Lq5ti6w3uiml81VB2EmZg5MY1xXRgy40nwPNd/azs7VA/fvoYXclnPP0hkjuGaM4Ph2ceZc04oh46t73bBRjWaY+GiZzOIYacBLe0Imz2Vs3GBSEi0V2qHh6QmQOxyprWoMTze/AyhoogfqvHWqd30FHk4e2Ly5n4tWjFCdzuNr8hK/trmkxaiQLta0ZgVx/gsZN80ntHcfMlciPpCiMpkntG0cLuvAuCGEDjrD7rKtpBeFCEWGYIAjCeSqlUhz+y//N1EfbKmsH/uS/Me9rX6XljtvOasCyIAiC8NmgaRrr16/H4/Hw4YcfYlkWK1euZO3atTgc5T9GT/7/6cbGxliwYAGHDh2qWl++fDnj4+P09vaybt06mpqaSKVS6LpeN/BSFAVFUWrmnAmfXCfn1V111VWUSiW8Xi9+v7/qs0RPT0/NcwOgt7dXVAAKgiCcJ1d7gMT2EbJHY/gWR0jtqQ6GnG2+WZ/UNfMlRp49WNUi0EgUmHzrOIHVLcTfHcAzvwHpLMK1k6wTrQHnOphxNHqIblnI+MtHsPIGilujcfP8SitHAKtoYNuUQy5//Z+FpMpwnn8HO5q8qAEHRqKA7FTxLYogO1W8iyKV71sPumi7dynFWJZSqoje4ERvcKOcZ0VdMZFn8Hu7y/ORKIcBg9/dSduXVuDumJuqM0E4F7ZpoXp1mm7qwUgXUVwaVtEk9lYfnp7QWe1LVhXcnUHa7l+OVTJRHCpyvapNeYbfZXm6C0bDFe0kd45SGClXaub6EiR3jRK9pZehJ/bSeteS8wrEjFy5wrY4kUXx6jgi7hlffwThTEQYJgiCcI6MXA4jmcLIZskerx486u7qxDZNMkeP4ohE0MSJSEEQhM8dn8/H+vXrWbFiBVBug6co0yetAoEAK1euZMeOHVX3C4fDLFiwgEgkwvbt25FlmTVr1tDU1IRpmoRCIRoaGpAkCb/fz5VXXsnrr79etY/W1lZisRi33nprpRJN+HRwOBxnrPDq6OggGo1WVQRGo1E6OjouxuEJgiB8pjnbfOhRL9ljU4Sv7SKwqpnknjFs08a3pJHQ+k4U1+yCFiNVpFBnHo+RKFTm9XgXNZ7VxZNmtkRuMMnUh0MglducOVv9c9ZOUXGo+Jc14Wr3YxVNZIdSOeFs5ErkB5LE3x/ANi0Ca1pxtfpQfY5KaHRScG3rOVWDnUoLOGm7fznZgQRYNoltI5iZIkamiH9ZFNWjoYfcqD5H3aqX81Ecz9R8TwCTb/XhvHtJ/cBAEC4CLegkczhGYvsIslMtz+qzbEJXd37s74GZNzDzJWRVRvVO31ZxaWd8XdMCDrQGJ6V4dRt378Iw2aNxkMqVZyeDsArLJrlrFL3BRbZvisCK5rP/him/9sTe6qtqXav6HbTdvxw9JC4EE86OePUWBEE4B+mjRzn2f/6JxPYdOBojtN1zJ4nde4i98x7RmzajBYP0P/Y9jv3DN3DP62bBL/8i3t5eJEmiEIuRGxiiGI/jbI7iamlB84sZY4IgCJ9FsizPWJml6zrr16+nra2Njz76CFVVueyyy2htbcXlcrFhwwZWrlyJJEl4PJ66J8skSWL58uW4XC7effddisUiy5Yto7e3F13XCQaDVQGc8OkXCAS46667GB8fZ3x8vDLbzifmlQqCIJw3ze+k9a7F5IdT5PqTuLqDBNa0IKsKildDVs/iPfUMGZfW4KTtiyvQg7OvbLAMi6ltw8Temr4QM9eXIHRNJ6HL2+d0Rs/pFRy2ZZPaPcbEK0cra2M/PUjw8lZa7l7C+MtHyA8kkRQJ/+oWgqtbKnPQzofe4KI4kWX4ib2VtdSuMXL9CQKrW/BY9py0RDydka7fYtqYymMZFvLcZm+CMGua30nr/csYf/Ewuf4kkioTvKIN/4roGYP1/EiKsZeOUBhKoXp1wtfPwzOvYVbz+1Svg9a7lzL24mFyfQmQJbwLwzibfUy8chRZVzBzpbr3LU5m8bdGyRyOnXMYVopla2Y4GskCiR3DRK6bNyevNcLnhwjDBEEQzlJuaIhdv/ZfMDPlvuSFsXGO/t3/Yf4v/guyx/pwtrZy/Bv/VLl99ugxdv3G11n1p3+ErKns+8M/JXP4cGV7042b6PqZR9DFlfuCIAifO16vl6VLl9LT04Msy2ja9FWZkiTNKuBwu92sWLGC+fPnY9s2bre7ar6Y8Nnj8/nw+XzMnz//Uh+KIAjCZ47md6L5nfgWNZ7ffnwO3N1Bssemqtb1iBtH1HfW1VylRJ74u/016/G3+/EtjKCH3HXuVVaM58gNJMpzgToCOJo8lcotq2hgZEpIJ6o76oVqpWSeyTeP16wrLp3RZw/gaPTi7Y2AbZMbSmIZFkamSGkqj5k3UH06WtCFop/dBTpGtsjkG8dq1xMFZE0hvnWIppt6kOcwCARwNNb/WbrnBZE08RlLuPCskomRKpRbknr1qmpER8RDy91LMTNFJFlC9TvPGAgVJrMMfHcX9on2qka6yOhT+2m9dyme+bNrraiH3bTctQQjXX5MZIn4O/2VVokzvf44ol6KkzmcLed+0VZhNFN3PX1wkobL21E9+jnvW/j8EWGYIAjCWUofPloJwk419vIrtN13N8M/frpmm5XPkx8dJdffXxWEAYy98BKNG69DX7nigh2zIAiC8Mk20/yws+HxzP2V0YIgCIIgnBvZodJ4Yw/jLx4ptxKj3IYxenPvObU1tIoGtmnXrNumjVUwZ7xfYTLL4Hd3YmbLlRtTWwdxdQVpvq0XM2cw8epRskenkFSZwOpmguvaaloc2kUTu2RVrSkuFSyb4liW4liW1O6xyjZns4/CSIr0gcnKWmhDJ8G1LSjO2X/vtmljpOpXadklk1x/AitvIM/xyXDVq+Nb0khq73jVmqvVj5kuooTE6VTh7Bm5EsZUHrNoIOsqVtFAdWmoAWdVhVYpkWfyrT5Se8bABnd3kMZN86sCJ8WhzqqqC6Awmq4EYSdJqkxyzyiudj+yPrv9nP6YjZvnE7qqAyQJSQZPT4jM4dj0Y2gyviWNjL98hPC1XbN6jFOZ2RJGroQj6kFv9FAcrz4Pp/qdyCKcFs6SePUWBEE4S0aqtu87gJFM4u7uwszn626XZIXx196ouy2xYxdBEYYJgiAIp8jlcqRSKSzLwufzibBLEARBED5l9KCLljsWUUoVwAbVp59VGHQq1aUh60p5RtApZIeCPMO8H9uySe4YqQRhlX25NQoTOcZfOFSZA2QbFlNbhwCIXNtdVSEmuzRUr17VPlBrcFE47eS01uDCv7wJ1a2hLghTnMxRnMwCEHurD3d3EFfr7L9/xaniWRAitWe8ZpvsUNHDLqSzrDabDatkIykSTTctwMgV0XwOFI+OkSpgniF4FISZGOkiE68dxUgVcXcHib3dj22UA2bfkkYi13Wj+hxYJZPJN45XBbHZY1MMP7mPtgeWn1MVVNXvvywRvqYT1eugGMuRORxDC7nRgs5Zh2uVXakKcmD696/xxh78K6KkD06i+nT0sIdCLEP7l1bgCM9cuVpPbjjF2POHKI5lkHWFwJoWnC1ekjumZ+aGN3TOOsgThJPEM0YQBOEseRf01F1vvOF6vAsWEL35Rvq++e2a7Y5IBGdTE5nDR2q3NZ1fCw5BEAThsyUej/Pss88yODgIQCgU4vbbb6epqekSH5kgCIIgCGdDdqg4zvIkcz1qwEnjjT2MPnOgar3ppgVogfoV5mbBqGnTqPoc6I0eSrFsJQg7VeKjYQKrW6vmmWk+B0239DL0+B6wytVpRrKAtzdMev8EUK5ecXUGib83UK7Wcig0XN5OfjhVqRbJD6VwtdafpVqPrCmEruwg25fAPCWIC65rJXM4Rmh9J4o2t2GYmSuBbaMGnBi5EsXJLPF3BirBhaszSPTWXjS/GBwmzF5+NE1qzzhNNy9g7LlDVdtSe8dxtvkJrm6hlCqQ2lcb/hYnshjJwjmFYc7W6RaF4Wu7SO0dpzg2HWQ7mjyEr+3G2eY/61amp9J8DjSfA++CMLZlY5VMfIsiZz3TqxjLMvjYdFtHq2gSf3egXB3X5EHWZMLXdOFs9p7zsQqfXyIMEwRBOEuutlY6H32Yvn/6VmXNu6CHhrVryB47TuTqq0nu2sPUtu0ASKpKzy//Eo7GCK1338nkO++CPd3eQvG48S9dfNG/D0EQBOGTqVAo8OKLL1aCMIBYLMaTTz7JAw88QEDMmBQEQRCEzx1JkvAsCNPxyCoyR+IggWdeA3rYjSTVnmw2i+WZQ8HLWsGyyQ0mSe0Zx7ekkcS2YRoua6v7OLZpg2XVrLs7A3Q8spr8YALbsHB1BJA0BWXrIGa2hHdRhLFnp0/yW4VyhUvTTQvIHI2DZaOcQ3tIPeym46GVFMYzGKkCslPFSBXwLWnE0Th3VfO2bZMfTjH+4mEKoxkUj05oQwd2ya4EYQC5vilyAwm0peICpc8zI1vCSBWQFAnN7/jYCqX0gQkUt0YpUb+TUGLbML5FkXLYXNsNFQC7zu/lbOhhN+Fru5j6oFz5eWoQBlAYy1AYSZUrVyNz8zslydJZV5pVjmciW9PWESCxfZiWe5ahuGbfIlIQTieeOYIgCGdJ9Xhovf02QuvWkh8dxSoZZI4eZed//DVs06T5jtvo+ZV/SSmRxMxm0UMhnM1RZFXFM38ey3/n6xz7x2+SGxgksGI5nQ9+EXd7+6X+tgRBEIRPiHQ6zfHjtUPqE4kE8XhchGGCIAiC8Dml6ApKsw9ns69mWymRJzeUJD+UwtnsRXapjDy5vxLkeBaEabiyHcWpIjsUtAZX3baL7u4gqre2+kRSZJxNHpxN1SfL2764gvxgktxAsu4xZ4/HcbX6KIxlcEbPrZJDCzjRAuVKNatoIClyVRvHuVCczDH42C60gJPg5W1g2sTfGaDhynayx+NVM9NSu8fwLW4864oX4bOhMJZm5OkDlRagnp4QjZvmV56j9Wh+B7ZlI6n1n7eSImMVDBSfjrPNT36w+vdJcWuovnOrRlQcKoE1rXgXRZh4ubZTEUB+JI2rKzir/Rm5ImaqBCeDwI+pzrQKBvaJ45iN0+cTVvZTtJA1WQRhwnkRzx5BEIRzoLiceOZ1kx8b48Cf/FnVtpGnnqFhzRpCl62tvZ+uE1i+jGW/+euY+Ryqz4fiEO0VBEEQhNnJZrNYloUsi2HRgiAIgiCUlaZyDD6+h9JkDoAEoAWdhK/trpz8zhyaxNXWjR714LMaGX/lCJHr5zHxytFKIKYFnTTeMP+s5vA4wm4cYTf5ofphmG2Bo9lL5Ib56Gc5N6ieCzUjKD+UJLShEzNTJL1vAkmR8K+MYpdMPPNDlXaQAGrQKYKwz6lSqsDQ43swUtNtOzOHY8i6QtPNC2YMhry9EeLvDaC6dSRFKldgnsK3pJGB7+0iuKaFxk3zGH/lKPn+8u+U4tZouXsJmn/msO3jKLqCortwNHnJHI7XbNcCs3tO50fTjP7kAMWJLEjgW9ZEeENX3bahRrZErj9B/P0BsGwCa1rwzGtA9Z75HJjeWP91wr8iek7VpYJwKhGGCYLwiVOMx8n2D5AbHMLZ0oy7ox1HOExhMkbm6DGSe/bg7urEM38epfgUZi6Ho6kJV0szirP84cDIZDBzBWwsNI8XxXXuHxrOZOzFl+uuj7/6Wt0w7CTV60H1zl1LB0EQBOGzw+fz0dXVVVMdFgwGKZVKM9xLEARBEITPGzNvYJsm2b5EJQg7qTSVx8qVUH0OjFQBgMyxOHrYzeTr5c8Y8XcHCG3oRJIltKATPeI+5xPuvqVNJHeN1awHVkRxtvs/8dUcskMhfXCS7NHpoCD2Zh/Bda3oETfsP7EoQWBl86U5SOGSMxL5qiDspNS+cULrO9FDrrr30yNu2r60gviHQzRu7iH2bj9GooCkKQTXNFOczKL6HMiaSnEiR8Nlbagb52MbJqrPccaqs7PhXRQhvnWoqg2hrCs4W30fW3lWSuQZ+sFuzOyJv0dsSO0aQ3GqRK7trqrWtC2b5K5RJl87Vlkbe/YQgVVRwhvnn3E2md7gIrplIWPPHayEhq6uIP5lTXVbwgrC2fhkvxMJgvC5U5ic5OD//AsSJ+ZtAXh7e1nwr36ZY//wDaY+2gbAgn/1y+z7nd8nPzJaud28r32V0IarSO7YxdCPnwLbJnz1BlSXC/+ypXi6u+b8eLVgsO663lB//Vzkx8fJj4yBaeKINuFsjooPAIIgCJ9huq5zzTXXYBhGZW5YOBzmiiuuwOl0iqowQRAEQficM4sm+aEkk28cL1dZSPWHDOVH0+hhVyUMc3UEiH8wPZO0lMgz8cpRAMLXdOGZHzrnY3I0eQlv7Cb2xvHyCWxZIryhE0er72ODMMswMVJFbNtG8+oXrPrrTBSPXhWEnZTYPkL01gVImoyjyUPkum4ckfOvcBM+newZ5nmd2DrjFkmWcLX60UMurKKJqytAcTxLKZ4jtXccSVPwdAcZe3567p7q1Wl9YPl5B2G2ZWOkCyBJ6GE37Q+uYOqDQfIjaRyNHvwromgNLlRPbXvUU5US+ekg7BSJbSME17RWHWcpmSf2dl/tbbePEljdinKGeX+ypuBbHMHZ4sVIFZF1BS3oRHGJqjDh/IkwTBCES8osFJAUBVktvxylDxyoCsIA0gcPkty1m/CG9QRWLCfb38/Uth1VQRjA0b/9e5zNUQ7+9/9ZWcscOUr0phuJb9/BvK88iqutdU6PP3rjJkafe776E5Es03jdtXOy/8yxY+z5+u9QjJU/lCsuF0t+/T8RWL5sTvYvCIIgfDIFg0HWrVvH4sWLsW2bqakp4vE4a9asudSHJgiCIAjCJZYfSjL0/d0AmIESvoURMnVup4dcZE4JeDzzQmSPTtXdp2WYdddnS3GqBNe04u0JYWYNFJeKGnAgq7UVILZlU4xlKY5nUHwOkjtHSe0ZAxvc8xtovH4eeugiB05W/SDDNiy0BjddP7cWWVdRnOJU6ueNbduUEgWsXAnFpaK4tZpQyNMbRpnFTC/FqaE4y6FOcvso8fcGAGi6qYexFw5X3dZIF5l84xjR2xahfMxcrpmUknmmPhomsW0ESYbgujb8K6I03dKLmSkiKTKKW5vVBdf2TL8jll2TA9pFc+bZXwXjYx9LUmT0kPvivw4In3nislJBEC6JwvgEI8+9wO7f/DoH/vS/k9y7D7NQIPbeB3VvP/nue8Tee5/BH/6IyLXXEP/woxn323jDRvTw9BVtYy+9THDlClKHDte9z/lwd3ex5Df+M87mKADO1haW/Zdfx93Ved77LqVSHPyff1EJwgDMXI59f/DH5Mdq208IgiAInx1Op5N58+bR0dFBY2MjK1as4IorrsDtFn8QCoIgCMLnmZk3mHxjupWykSicqJqoDmlkp4oj6qUUy6F4dZq/sAitwUVwTUvd/Z5PVVjlMdXyCWxXux897K4bhAHk+qfo+8dtpPZNkPhgiNTuscrJ9OyROMNP7ceoU4FyIakBJ2pDbQWO1uBE9epofqcIwj6HzKJJau84/f/0Ef3f2s7QD/cQ3bIQ9ZQZWc52P5Hrus86sPL0TP/OWUZtoASQORTDOsvfBbNgkB9LkzkWJz+UojCSxi6ZWAWT2Ft9xN7pA8tG8ztRPfqMQZiRKpA9PkVyzxi5oSSq34Fcp72hb0kExVtdtaW4NFRvbaWZpMli7pdwSYlXcUEQLrpiIsGhv/hfFMbGCaxaiVXIs+e//h6L/v2/wdMzD16qncPliETI9vVhZLPkBgZoWLeGybffxT5tdoqs6+SGhonefBOSJNH3z9/BNk2wLErx2pYH50vRdULr1uL9g9/FzOVR3C70GVonns7IZrENA83vr7u9GIuTOXyk9n6pFIWJSZxNTedz6IIgCMInnKqqhMPhS30YgiAIgiB8gtiGWWl7eNLEG8eJXNdNcTJHfjCJq92Pb3kUxanS9dW1SJqCdqJqxdUeILCmhcRHwwBIikTk+nno4YtzwU0pVWDkmYNg2bi7goy/XPs3b3Esg5HIo16Ek+ZmwaA4mSV7fIrAimYUp8rUh0MUJ7JIqkz01oUf2z5O+GwyCwalRJ6x5w5hG+UqJyNZYOSZ/bTeuxSQyvP2Ao5KtdfZ0CNuItfPY+K1Y0hK/UBKcWtYxdlXbRrpIhNvHiO188QF1BIE17aiuDXS+ycASO4YJbi2DccZfueLUzmGn9hHcXy65tS/IkrrF5cz/MM9lco4Z5uf0PrOmuBb9TlouqWXocf3VFVdhq/uYmrnCL6FjTgaPciqqNMRLi4RhgmCcNHlh0cIrlpJcWqK+PtbUVwuOr/8JeIffETT5k3M+xdfxTYtxl54kWxfP5KmEVi+lMLYGAv+r18isXsPIDHvq18hffAwYyfCMz0UwkilSO8/QHr/AQKrVhK95SYm3ngLyzDwL11ywb4nvaEBGmZ321IyRXL3bgZ+8DhmvkDzrTcTvuoKHJFI1e0kVUVSlHKYdxpZE1fSCIIgCIIgCIIgfN7ILg3vgjCJ7SOVNStnMPbsITp+ZjXhqzuRVHm62uO0IEf16oSv7Sawshkzb6B6NFS/86KdlDYzRcxMcXphhjFLtlm/xdpcsgyT5M7Rytw0AGSJlrsWA6AHXWgh1wU/DuGTpZTIkzkSI7lrFMWl0bhpPukDE2SPTeFf3oSzxU9+MIUeceMIu88pCANQHCqB1S24OgPYJRMt6KQ0la+6TXB1C7n+KRxnmLF1qmz/1HQQBmDD1AdDNN3YQ/rARPn3zaYS7tVj2zbp/RNVQRhAcucovqVNdDyyCiNVRFJlNL9jxlle7s4AnY+uJtefwMiW0PwOUnvHyfUnSGwdou2hlbhafLNq0SgIc0WEYYIgXHy2Tey9rST37KkspQ8dpvORL5M+coSjf/P3KC4nHQ9+ieJUAk9XJ6MvvET4yss59Od/WbnPxGuv0/KF2wmuXYOsaYTXX8mRv/67yvbE9h1ENvwC7o4OTKOEq63ton6b9di2zcQbb3Dkr/62snb0b/6O5K7dLPiVX0b1Tn/AcTRGaLpxE6PPPl+1D9+ihTijoipMEARBEARBEAThs6wYy5IfTWNmDZwtXvSQC8WpEVzXSuZIvKpCrOGKdjS/E3kWrdoUXUGZ5cn1uSZpCsgSWDaFiQyOZi+FkXT18bm1qjZ0F0opUWDi1aPVi5bNxCtHaX9wpagI+xwyskVGnz1Iri9RWcsem6Jx03z0iAcjVWDs+UOVbVrYRes9S9GD5xaayqqMs8mLbVo0bu4huXuUzOEYiksjsKqZUjzPjInxaaySSfKUkPxU+bE0ethNcSKLFnTWbWFY2U/BJLVvou62XH8Cd0cnmr+2pejpJEXG0ejBLBjEn9qPkZ4OwUPrOykMpYi/3Y8WdOJfHsURcSMpolJMuLDEM0wQhIvONoyqIOyk4R8/jaKX35DNXJ5j//ANGtas4tCf/wXBlcsZ+MHjtfd5+id0PvQlbMvi4P/8C8xstmq7GggQXL2K5ptvQvN5L8w3dBYK4+Mc/+Y/16xPvv0O+dHRqjVF1+n44v203n0nsq6DLBO5/jp6/82/nrG1oiAIgiAIgiAIgvDpYZVMbKv2ZHd+NE3/N7cz+vQBJl4+wsA/7yCxbQSzaKKH3LQ/uILWe5fSdGsvHQ+vouGK9k/FTCst4CC4tjy3LLVnnOCaVrTA9Il1xaXScveSWZ1sP19mulg3ZyjF85h544I/vvDJU5rKVwVhJ8U/GMTdFay0GqzcfjJHet8Etj27wGomkiJjZotYOYPQlR34FkdIbBshuWsUT2/k43cAIEvIjvqvAbKmYBsWsq4QvW0RsipTShUwS9OdiGzTwiqZSEq59WM95xJSG8lCVRAWXNtKrj/BxCtHyR6Nk/homP5vbSc/nMIyZt8SUhDOxSf/XVIQhM8cs1Csu15KJCglklVrU9u30/nwQziamihNTdXeybIwczmKkzGwasu8jUSSIz/9e+b//M+heS7NlW+nsgoFzEy27jYjk6lZc0QidD36MC23bQHbQguFKoGhIAiCIAiCIAiC8MlmpAvkR9KkD06iB514FoTRI26MVIHssSmSe8ZQfQ6Ca1pwNHmQVQWzYDDx6tGaWUGTbxzHM78BpcmLFnBWhUifFrKq0HBZO3qDi/jWQeJbB2i8qQdJlkCS0PyOi/Z9yU4VSZFwzw+hujXywykKYxkUl4qsifqBzyMrVz8ENRKFGVt3pvaNE1jdfM7tEk9ydQZJ7R1n8o3jlTXvkkac0dmdy5IVuVw1ejhWvUECz4IQ7u4GtAYnZrbE0BN7KY5nKjO/bMtiausQRrqIf0UTwXVtZA5V70d2KLhafWf9fWnB6t9nPewi2zeFb2kjRqpIrj9Rrsh87Rie3giuFi+OqHdWVa6CcLZEGCYIwkXnaGoEWa4Jr7wLesj1D1Tf2AZXZzvF2BRawF8TliHLaA1B5v/Cz7PrN34Lu1SqbGq+7VZi771PYtt2dv/Wb7PiD38fZ+Msr6i5QFSfD1dbK7nBoap1SVXRQ6G695FVVbRFFARBEARBEARB+JQxskXGXjhcdVI59u4A7V9eycSrx8gdn6qsp/eO0/bActxdQay8Ubc6BaCUKuL4lP95qHp1Aqta8PSGweaStSNUvBrR2xeR3D5CdjKLuzNAYFXziVDu0xc0CudP8dV/LjpavOX2nnVoAeectPfTfA6iWxZSmsphZkuoHh21wYU6w0yuuscZ9RK9bSETrxzFzJbQAk6aburB1epHUmTyo2kGvrMTTlSjZg7FyB6fovGG+ZWqt/xgksC6VlofWM7kG8coxfO4OoOE13egh9xn/30FXfiWNpLaM47kUFGDTlwdAfJDSbSgi+iWhcTe6acwnsU9z2TgOztpvX8Znu6Gs34sQfg4IgwTBOGic0abmPfzP8fRv5me7yU7nbTccRtH/upvpm8oSQRWrWTPb/1XnNEm2u69h2P/8I2qfbXdezfOpiiyprLqT/+IqW3byQ8P4+nuJrl3H/EPPgSgOBkjPzx8ycMwPRhkwa/8Mrt+8+tVwd38X/wazuZo5WurVCI/MkJ+dBRZ03G2tOBsarwUhywIgiAIgiAIgiCcg1I8V1NdYRsWxYlsVRB20vgrR2n/4nIkRUb1OzCShZrbKI7PTrWE6r60XU+KE1lGntxX+ToRy6EFnERvX4iZK6GcRQghfDZoAScNV7YTf3f6Qm1Jk2nc1IPiUJGdKtZpLTQbrmifsyom1aOfVzisOFT8S5twdQSwiiaKQ63MB7Ntm8T24UoQdpJdsijFc6gBB0ai/JqT+GAI3+IIbfctxyqZKE71rL9Hq2hg26C6NSIb5+Fb1oRtWIz99FBl3mFhNEPm0CRNN/eS2DVC6f9n777DJDnLe+9/K3fOk/PmHLTKGSEJSWSQkEBksDHG9vFxOM7YgI2Nj43t1xzjbIJtMFEZCeUsrfLmvDM7OfV0TtVV9f7Ruz3b6p7NYXb1fK6LC81T1dVPz3b3dNev7vuJ5wGYemI/xq1erLxZeS16NNSgC0VUiwknSYRhgiCccYph0HzdtfiXLSGzczeK14u3t4fElq3VsnPV76f3Ex8l8err4DgUxsZJvP4Gi37ll0m8sQmnbNJyw/X4Fi9CcVV6Fnt7ulE8HrZ9+U8Ze+jhusoz+7Dw6WzyL1vKuq//X9K7dmMVCviXLcXT2YGsVt6SbdMkvvFldv313+BYlbYYejTCyi99EU9X19mcuiAIgiAIgiAIgnCMzGR9mAXMuR5VaTqHbVpoARexa/oYu3dHzXZXmw8t7D7l8zxRju1gJguUMyVkXUELuVDmWLNovrFLZeLPD9aNm8kC5kwe2a2JMOwtSDFUwhd24O0LkzuQRPFouDuD6FE3kiTReftq4i8Okh9IoIXdRK/qwTjGNoZnkuavX9vLsR3MmULD/cuZEopbq4ZhAFaujNKmHvdahFbBJD+UYualIRzTJrC2FU9PGMWtUhzPVoOw6rwsh+zeaSIXdTJ693YAXO1+Eq+NMLNxqLKunwThizoIX9iJ4hGvS+HEnbW/UF/72td4/PHH0TSN7u5u/vzP/5xAIADAP/3TP/GjH/0IWZb5wz/8Q6666qqzNU1BEE4T1ePBv2gR/kWLqmPuzg4iF6ynnMuhej3ILjcj995f3Z547XUSb2zCv3QJLTfdSHjDBXXH1YIBvL295A/UfqiVVBVXS0vd/meDJMt4urvwdDcOtgrj4+z6+t9WgzCoVLb1/8d3WPJbv4HqmT9ffgRBEARBEARBEITG1AYnpAEUd+PTca52P/LBMMnTG6L9gyuIPz+IlTcJrGzBv6zprLUUfDO7bJHdG2f8wd04ZuVCVO+iCE3XLTgnWgxaJYtyYu5gwK2KNcPeqhR3JQBzdwbrthlNXlresRirUEbWlXMm/IXKmmK+ZbHKGl1vYrT6yOyZrhk7VFF2PBzHIb1jislH9lbHJh/ei29xFDVo4JSdhrcrzRTIDSZxLAdJlXG1+Zl4aM9hB4aZjcO4O4N4FzReYkQQjsVZe2e/4ooruO+++7j33nvp7e3ln/7pnwDYs2cP999/P/fffz//+q//ype+9CUsyzrK0QRBOB/Iqoq7vQ3/ooW429rQQ0FiV1xeu5Ntk96+AyMabXgMRdfp/vCHcHd3zx5X11n6f36zpg3hfFacnMQp118pOPPKq5jJxJmfkCAIgiAIgiAIgnDc9Igbd9ebTqjLEnrETWB17fdTSZWJXdNXPbmuGCrevggdH1xJ14fXEr6kEy00f0Imc6bA2H07q0EYVNYfSm2bwMyVzuLMjo3i1nB314cdAHrMO29CR2H+kTUFzW+cU0HYId6+MK52f+3YoghWrlTzWg5e0I4WbBzmH0k5VWT66f668czuafSwGz3S+OJuV5u/uk6iqyNAbo41E1Nbxo97ToJwuLP2qr3yyiur/71u3ToefPBBAB599FHe+c53ous6XV1d9PT0sGnTJtavX3+2pioIwlkiSRKxq69i8qlnyA/N9mtuuu5tc1ZVAbjb21n15S9SGBvDKpRwNTfham1BUs6N3sKy3vgLjuL1IKnn3octQRAEQRAEQRCEtyLVq9Ny82Lyg0nS2ybRwi4Cq1sxYh6iV/XgWxojuzeOFnDh6QuhRz11x5Dn6Qn34mS20r7sTdJbJ9GbvJi6gurVkb065UQBM1FANhT0iHteVI7JikxoQwe5/gRWbnZJBd/SKFrIQJKlszg74a3GLlmUEgXsUhkzUUCSJPQmD0bMe0qfi1rARdt7llGK5zFTRfSQCzXsxs6ZKIZGOVvCuyCC3uRFcR1/O0LbtLCLjYta7LKNlTNxdQQoDKeq44pXJ7C6maxLJbC6GU9vhMTLQw2PMV/fD4Vzx7x4Bv34xz/m5ptvBmB8fJy1a9dWt7W0tDA+LlJfQXircre1svJLf0RucIjS1DTuzg7cHe1oB9uqzkUPh9HD4TM0y+NnptJk9+9n8ulnUT1uYlddiaenG0XXcbW14O7uqmv12HnbbRix2FmasSAIgiAIgiAIgnC8tIALbaUL//LmmpPaqkdH7dXx9s7f761HIin1zaYUj0b0im5mXhikOJpB0hRCG9pxTIvEKyMAqH6djttWoUc8lLMlzEQBu1hGDRhoQReyduYuYnW1+Oi4bRWFsTRmsoCrLYAecaPPo3XZhPOfmSqSfGMELeRm8pG9ONbBlFmWaH/f8lPeFlD1Gai+N1V9eXWMppNf+0w2VEIb2knvnMLKHFYhKktIssTMi0OEL+nEtyRGaTqLqz2AuyOAHnbjbps9z+df0ULy9bG647+5olYQjpfkOE7jZp2nwCc/+Ummpqbqxn/913+d66+/HoBvfvObbNmyhW984xtIksSXv/xl1q5dy3vf+14Afv/3f5+rr76am266ac77KRaLbNmy5fQ8CEEQ5g1FUeZ121Sfx0MQCWybgqIQz2U5/C1WkiSCHg8+TSf3/POM/PAnHLaRhb/1G0wEfJTLZbp8fqbvvZ/4c8+jeDy0feB9sGwJk7ncmX9ggiAIgiAIgiAIgnCY3mgnM3ftxSnPtlaLXdtH/MVB7Hxt2//oNb3gQPzZARzLwbssint9E+knhiiOZqr7Ba/sJBUySWZTnA6KotAcjGGUVZCgqJRJl7LYtk3A56dULJHMpOb1eQfh/OL3+gkckNB8BslNY7UBEpWA2XtzF0Px0bM0w2PTFmnBX3aRfG0Uu2RVA7z4cwcAiFzRTW7fDIXRNHCwLezNixguT1Io1K/d5/P4aLL8JJ4ewsqWULwawSu7mFbTpHOZuv0F4c1WrVqFYdS3+jytlWHf+ta3jrj9Jz/5CU888QTf+ta3kKTK1TEtLS2Mjc0mv+Pj47S0HFvqO9eDFOb2yiuvsGHDhrM9DUE45xWnphm++x72PfAgTrmMf9lSln7+c3h7ewBwLIvMvn0Mfv+H+C69hJEf31V7AMdh8N//gzX/92sY0cqHhsiv/jLmx+5EUpTqWDenhnjtC8Jbk3jtC8Jbk3jtC8Jbj3jdC6eb4zh4bnMz/uAuzJkCkiqjeLS6IAwg8fII4Ys6aLpuIRMP76GcLGL352qCMIDkM0N0fXQti5YtPi1zLk5kGLl7O9lkEQA95qHr+oWUkwWSz46jOrDwgg7cncFzds2wt/pr3yqYmAfbcipuDS3iRvPP33PFpZk8Aw+8Suya3rogDMDKmQQM37z/N01uGmPs5zuqPxfHMngXRWh991K0gAtJV7CLZcxUsVpB6u4MsNLVfMTjBnqiWMUysqGi+Q2ip/uBnMPe6q/9Q45WNHXW2iQ+9dRT/Ou//iv/+Z//ids9W3583XXX8Zu/+Zt86lOfYnx8nP7+ftasWXO2pikIgnBUjmUx9uDPGb3nvupYesdOtn3pK6z44z/CKlT6PW/+/T/CKZcJrV0Dtl13nNJ0HCuXhYPBl6LrKM1NZ+xxCIIgCIIgCIIgCMKxkCQJd0eA5puWUBzLgONgm40rqhzTwinb5CcyuDsDuLuDpLY2XhKlMJbB1eo/5fM1M0VG7t5O+WAQBiDrCrm9cWZeGq6OjQ2nCF/SSeSyLmT13Fh3XKiwCiYzG4eZ2Ti73pQWddP+vhXztvWlYztgO5UiEYmG6/DJ+vx+HpZm8kw/M1A3nt0TJ7ShAytvMv3YXlSvTtPbF2A0eY/530P1G6jzOMwUzj1nLQz7yle+QqlU4lOf+hQAa9eu5ctf/jKLFy/m5ptv5pZbbkFRFL74xS+iKPP7RS8IwvxXnJoivWs38Y0v42prxdvXiyTLeHt7TnodruJ0nJF776sbL8VnSG3fwcRjj+Pp7MQpV66Qk3UNJAne1KVWC4VQ3PPzA5ogCIIgCIIgCIIgvJmiK0w9vg+A5usXNjyh710cJds/Q2kiS+iiSuVVdu9MTTBVPZ7r9JyqLKeKdffnWxpj+qn+un1nXhomsKIZPeo5LXMRTo9SPF8ThAGY03lSW8aJXtFTs2bffKF6dVydAbL7Z/CvaCa9daJmu39lM2rQdZZmd2xs08LKmQ23WbkSY/fuBKBIJSDzLIoQu7IHK2ciawpq0ED1nJuVmMK556yFYQ8//PCc2z7/+c/z+c9//gzORhCE81kpPsPuv/sGyU2bq2OKx8OCX/wsu//uGyz53/8LPXISixY7NnapvpwdwLHK6KEgxcPWT5x55VWar3sbE48+VrPvgl/49EkHc4IgCIIgCIIgCIJwpmghF803LWbiod0kN48Ru7aP6acHqmuJGS0+3O1+0lsnUAMG7q4gRsxL5LIuRu/aXnMsWVcwmr2nZZ5zBSGO1aAUx3awivXtHoX5rTjWeC2pzI4pQhe0z8vWl4pLpfn6RYz8dCuBlmbCl3SS3j4JDgTXt+Ff3oSize8ikUPtKM14vnaDBLJbqxnSYx68vWFG7tlOcFUrkiIjx/O42v0Y87R6Tzi/nLUwTBAE4UzJHThQE4QBWLkc8Y0vgSSRO3DgpMIwLRwmdtWVTD35VM24bBiARGbPPlpuvL46h/jGl2m95Wb6PvMpEm9sQvF5abvpRrx9fSc8B0EQBEEQBEEQBEE4WXbJqpzEPsoJ+HK2RDlTQpIlvAvCdH/yAsrJApJbpfPDayiMpECSMGfyTDxaqRwLX9KJpzMIgLszSMstS5h6sh8rW8LVGaDpbQvQI6enGksNuNBjHkpTueqYU7aRXSp2oTb4knUFxaO9+RDCPKf4Goddik9DVuUzPJtjZ8Q8dH14DWaiAJKEf0UzsqGg+c6N9oCa36D5ugWM/HRbTbgcuaSL/IFEzb7BdW0kXh8hcmEnU0/1V1977p4gzTcsQg+JQEw4vUQYJgjCeS97YLDx+L59hC/cQHbgAKF1a494DMdxyA8Nk9q2jVJ8huCaVXi6utACARRdp/vDHyI/PEx2z14AFK+H3k9+nOGf3k0pHkfWdbwLF5DdW/kSMPbAz4hcdimLfvULaMFApT+0IAiCIAiCIAiCIJwFZrpI/kCC5OtjSLpC+MJ2XG1+FJdGKZGnMJImP5jEaPbiavcz8fDeaiWOpydI0w2L8C6IVI8nyRKTj+8jfyCJ7FKJXt6Nb1G0ul1xqQRWNOPuDuKUHRS3imKcvtOUqkej7d3LGP/5HgrDKQCK0zma3tbH+M921+zbdP1CtHnemk6Y5dgO5UwRPeLG1emnMJSu2R69vAf5ND63TgXVZ6CeI+FXI+7uEJ13rCE3mMQqmHi7Q2hhFxM/31O7o+0QWtfO5KN7a4Kz/ECS5GujxK7pm5ftLIXzx/x+JxAEQTgF3O3tDcdDGy5ADQTwLVxw1GNk9+5j8x98EbtQAGDw+z+g/X3voetDt6J6vbjb2lj5xT8gvWs3hfFxPD097Pn7f6A4XlkUeOA//5vOD76frttvw0ymcLe14e7sQA8FT90DFQRBEARBEARBEITjZBXLTD8zULNeUX4gQfM7FuHqCDB+306KE9nqNsWjEb2yh4mxyonu3ECSqaf6abl5SbWlm9Hkpe29y7FyJpIiofqNhheBnsnqFz3qof39yymnS9iWTTlZIDeYpO39yylOZpGQ8PSG0KOeI16w6jgO2A6SMn+rjd4qzFSBxGujpN4YQ/HpRK/uRb5YwkwVKU5m8S2MYLT5z/Y0z3uSLOFq8+N60+86dk0fQ/+zGbtoHdwRsJ2G7UlTm8cJbWhHC4ggWjh9RBgmCMI5wyoWsQoFVK8XWT3y25eZSoEko/l9eHt78C7oI7tvPwBqIEDvJz5GfniY5BubwHbQwiE8HR0Nj1XOZtn/re9Ug7BDRu66h6arr6qGaVowiLevj4knnmLq6Wdpf/c7GfyfH1JOp5FVFdlwEVi+DC0QOAW/DUEQBEEQBEEQBEE4eeVkoSYIO2T6uQPEru6tCcIArJxJYSyD0eKlOF7Zlt09TfmyAgRdKHolEFOM01vtdSIUl4biOtgCsdWPd1EUWZHxLYwe+YaAXbYpTWZJvjGKmSoSWNmMuzuE5j93K3rOJbZpISlytXLIKpaZfHQf2b1x1KBB5OJOph7dRzldBAn8K5pR/DqyIiqNzhaj2UfXR9dRnMhg5U1cbX4Ko43XdkOWRNck4bSbX3+RBEEQGrDLZbL79jP0wx+TO3CA0Pp1tL3zFjxdnXX7FqemmX7hRcYe+BmSotDxgfcRWr+OZb/7f5h5/XWmn3mO9ve8i91/9w3K6UrpfGrrNsYefIhVX/0Kno76KrJyNktq67aGcytNT8NhlWVGLMqiX/4chbFxbNNk1Z9+Cds0Ub1ejOamo4Z4giAIgiAIgiAIgnAmWW9aM+sQRVcpjDU+cV0cz6BHPdUwDCA/miL75H4il3djNPvm9TpNh8jHUd1VGE0z/IPNcLCoJX8giac3RMstS1A9jderEk6emSqQ3T+DXbTQ/DrlnIkWdqP6dXL9MwCEL+xg4tG9OKZduZED6a0TKC4Ve1kMT5u4KPls0cNu9HDtWmCyrlTWJzxI9Rs037iQ4lSWwmQWPeRCC7lFy0ThlBNnZQVBmPey/f1s/t0/wLEqfyjHfvYQ08+9wOq/+FPc7e2Uc3kKY2NYhQJWvsDwT+6qhFTA7r/9e7o+fAedt76ftnfcSMv1b2f4Jz+tBmGHmIkEiddeaxiGybqBu62V/PBI3TbV76sf83qPqfWiIAiCIAiCIAiCIJxtilcHWQK7tnWZJEvoEXfD2+hRN2ayWP3ZuyCCGS+Q60+QG0jQ+eE1uNvPnwDCyptMPbGvGoQdkutPYM4URBh2mpQzJcbu34mrLUBpOsf0/pnqNj3mIXp1H1OPV/5dqkHYYdLbJlCDLoyQG8WtncmpC3Nwtfhp/+BKxh/cjTmTR/ZoNL19AWP37qwGZJIq0/7+FXh6Qmd3ssJ5Z/5foiEIwluabZqM3HVvNQg7xEwmSe/YRWFigt1/9/e88b9/iy2/94fs/+d/YdGvfYHAyuXVfYd//BOKk5MASLJMauv2hveV3r6j4bgWDNDziY/VjQdWrcTV1naiD00QBEEQBEEQBEEQzjotaBC7prd2UJaIXduHEfWgBmvbAEqajHdBhMJwCgB3ZwDvwgjaof0cmNk4hG3Wfo8/l9mmRWkq13CblTPP8GzeOkozeYrjWbSAQe6wIAygNJXDyhbRQnOvMeU4YBfKNVVIwtnn7gjQecdquj++js7bVzH1+P6afyOnbDN23w7MZOEIRxGE4ycqwwRBmNfsUon80HDDbfmRYQoT48RfeLE6VhgbZ9dffZ2lv/PbbP3DP64ewy5UrliTJInwhgtIvPZ63fGC69Y2vJ/s3n2MPfQwi371l5l65jnMVIroZZcRu/Iy9FDo5B6gIAiCIAiCIAiCIJxFsqoQWNWCq81Prj+BrCu4u0MYUTdWoUzrLUvJ7o1TGEmhhd24OwOUZnK0fWAF5VSR4liGiUf21gRq5kwep2yDppy9B3YKyYaK0eqvBoCHU32iKux0sbIltJCL4mS24fbcgSSuDj9IlWoip1xbHeZf3kRxOousnx/Pw/OJ6tVRvTqFiUzD0MvKlylnS2jBucNOQTheIgwTBGFeUzweopdfSnb//rpt/qVL2fnXf1s3Xk5nKE3H8fb1kt3fj9HchBqcbc8QvnADI/feR3F8doFgV0c7odWr64+Vy7H/379NautWkps2E16/juCqleBY2MVSw/2LE5NYhQJ6NIKrqekEH7kgCIIgCIIgCIIgnBmKoeJuD9S1NlS9OopLRXGraBEXmd3TJDePE1jRTOLlYfIHktV9pcPW3/IuiiIb589pR8VQiV3bx/Qz/fiXNGGXLSRFRlJl1CNUJgknRw0YWHlzzsBRCxpELu2mlC7Q+u5lTDy0u1qp510UQfUb+JbERIvEeUxWZJCoa0EKlYBTEE6l8+evkiAI5yVJkohcchETjz5GYWy8Oh5avw7F48UxG7cjcCwL1e9HUlUWfuHz5IeGSG3eWlnjS1VZ/ge/S2b3XtI7dxJYsZzAiuW4WlrqjlNOZ0ht21Y5pmniXdCHUy4z/sjjTDz6BO3vew/RSy5Gj4QpTE7S/+/fZvq554FKe8Ulv/m/Ca5aiaSIq5AEQRAEQRAEQRCEc4+kyOgRD1rIjacvQnEszdh9O2vWaPItjZE/kABADRoEVrUgydJZmvHpoYddeHrCTDy8Z3asxYe7MwgibDkttJAbT08Ixasju1TsQnl2oyzhXRAl/sIgzTcsRFYV9DtWYyYL2EULq2ThavFhxDxn7wEIR6UGDAJrWkm9MVYzXmm9KoJm4dQSYZggCPNabnCIHX/+l7TceAOyplGKx/EtXkxhYpzB732fpmuvZuKRx2puo3i9GM1NtNx4Az0f/yj7/+PbpLdWAi0kia7bbyM3OETPxz9Ky/XXHfH+ZUPH1dJMYWyc6OWX4dg28ZdfoTheCeb2/eM/kx8ZofvOjzD+80eqQRiAmUyx7StfZd3f/hWezs5T+4sRBEEQBEEQBEEQhDNIkiU0r47cEaD13ctIvDSEbdoE17WiR70UR9P4VzRjNHnPy5PYZqLA9FP9NWOl8QypzWNEr+xBks6P8M8qlsF2Tlk1VSmRJ9c/Q64/gbsjiHdhGD1ybAGV6tGIXdNHaTpH2/uWk3x1hMJIGi3iJrCyhZmXhylN54hc1oUecqNHPMd8bGF+kDWFyKVdqD6dxCsjYDsE17YSXNeGch5Vlwrzg3hGCYIwb1mFAgPf/S8Ko2MMfOc/kXUd1edl5L4HWPDZTxNavw5Xexul6Xh1DTCjqYnez3wKd2cH/iWL2fW3fz8bhAE4DoM/+BELf+kXmXziSbpuv+2IH1j1UIjez3yK+AsbCW9Yz/QLL+JfsoT297yLsQd/TmbXbsbu/xkt17+dsZ89WHd7xzQpjI6JMEwQBEEQBEEQBEE4LyguDd+CCO6uIJLjIOuV04vuNv9ZntnpVZxovG5VetskoQvaUL3GGZ7RqVXOmeQPJJh5aQjHcgiub8O7IILmP/HHVUrkGf7hFsrJyjru2T1xZl4aovOO1cceiB1cWyp3IIFdsvAta6KcLjLx8904lgOyhMT5EUS+VWl+g8ilXQRXteBQ+Tc/3ypLhflBhGGCIMxbZjJF/KWXqz/bpRKl+MF1uiQojI4y8J//TdNVV7Lgc5/FsW2sQhFPbw9GOExhYpKZFzfWH9i2sUsl4i9spP3d70L1HvkDWGDZMtLbtrPzL/+6Ojb+yKMs/NxnKU5OYs4kcGwLSZ6jl/F5cnWYIAiCIAiCIAiCIByiaG+t5QBkV+PTqIpbrVkv7Vzk2A6pzWNMPz1QHZt8eC+FlWmarluArCuYiQJmogASaCEXesh91OPmB5PVIOwQK2eS2TlF5LLu45qjFnJRnMiS60/UjAdWt6D4G68pJpw4K29SmilQmsqi+HSMqOe0VnxKkoR6EsGrIBwLEYYJgjBvSaqKFghgJhJ129RAgMknnwbbZvLJp5h88qnqNv/SpXjaWpE1FS0UpDQdrz+2ouDp6UI2jvyByS6XKYyNMXzXPW/aYDP047toeft1TDz2BFowRNu73smB//pezW6yy4UeDh/7gxYEQRAEQRAEQRBOKbtsY2VLoEgobhX5NK7pbJkWVrpYqW7wGSj6/AyMrLxJOVNCUionoOW3WLB1Iowmb/26VUDksm4U17m9ZpiZKhB/YbBuPL11gvCF7VgFi5GfbK2uEycbCu23rjpqNWB+KNVwPHcgSfhi+/hCREmi9T3LmHhoD+ZMHgDvkiiRizuRz/Ewcr4p503iLwySfGWkOqYGDDpuXYUeOXoIKgjzlQjDBEGYt4xohO6P3MHef/jHmnFXexuKYWCXaz+AyrpO520fxCrkmXr+BVwtLSz4/OfY8ad/Xnv71lbKmQzt73kXsjr326Btmsy8/CrFqUlwnLrtxYkJtHCYxb/+qxiRMMF1a2kaHmHyqUpIZzQ303XHh5h45hk83V3I2rn94VgQBEEQBEEQBOFcYyYLB9ur2eQHZpA0heCaVoxWH4qhUs6WMBMF7JKFGjDQgi5k9cROrJcSeaae6ie7axoA76IIsWv7jqmC5khsy0aSpVO2JlVxMsv4g7sojmdBAv/yJqJX9qAFzr91vk4lPeym80OrmHqyn9xAAtWnE726F3dX8GxP7aQ5JbsadL1ZOWcyfv+umu120WL8gZ103rEG1Tv3RcbuzgDprRP1491BJEXGNi3K2VKlKsinzxmOFcbSjPx0O07ZIrCmFS3kwtXsRY96qm06hVPHnMmT2T6J0eqjnCxg5cuUU0USr4/QdE3fOV8JKbx1iXcLQRDmLatYRI+E6f7oRxh/6GHMVIroZZfSess7AJnYFZcz9fQz1f0X/OJnGfrRTyiMjVXHej52J8u/+Afs/+d/xUymCG+4gNjVV2HEonh7e454/4XxCXb+1ddZ8Aufabhdj0YIrl6Fp7MDgPTWbZTTafo+8ylwHMxkkoFvfwfF46Xr/e+rhmFWsYisaXO3VRQEQRAEQRAEQRBOmlUsk9w0hl0ok3xj9ntiZucUzTctxt0VYOzenZQms7i7Q0iqjH9pDO/CyHFXSlnFMpOP7K1p4ZbdE8cqlGl/3/ITqhwykwWy/TNktk+iRdwE17ZhxDwnfCK6lCxQnMhipQoE17SR3DxGcSxDetskkibTdN1CUWFzFEazj7b3LMMqlCtVdb7zo62b7FFRAwblVG1LQ0mTkSQJK2fW3cacKVDOlI4chnUFUYNGTatExaPhXxqjlMgTf+YA6Z2TSIpMcF0roQ0ddWuUldNFRu/eXqnuBBIvDQNgtPro+ODKE37M5xPHdjATecxkAUmW0UKuOVsaHksA6dgO4Ys7KE5k8S2KIikS088MkN0dJ3JJ1xH/zQVhPhNhmCAI81ZhbJztX/0aRjRK7OorUT0eUjt2cuD7P2DZb/8m3Xd+mOLEBOmduwisWEFy67aaIAxg4Lv/xdqv/19Wf+2r2CUT2TBQ3C4U/eh/uIsTEzjlMrmREZpvuJ6Jhx+p2d77yU/g7Zntce3u7KD/W99h5pVXa/YLrlmD7HaTHx1j+oUXib+4EW9vLy3vuAFvT7cIxQRBEARBEARBEE6DcqqI6jeY3DhUt23qif0037gIo8VHaEMHme2T2IUyZqpIKVHA1eQ97vt681pGAIWhFGaqeNxhmJkpMnbfDgqjGaDSbi61ZYLOO1bjbg8c83GsQpnSVJbMnmlwQI95SG2doDiZJXbtApyyTWkqR2rzBOGLOo9axWaXLSRJektXhsiGimycX6dUZVUmdk0vY/fvAnu2M07T2xZQPhhC1ZE4ahWlHnLTcdsqcvtnyPXP4O4M4l0YQXFpDP90G8XRNABO2Sbx8gh2yaqsUabOhtFmukg5XT+H4liGcqaE4n5rd+FxbIds/wxjd2/HsSr/dopXp+O2lRix2vex0kye+LMHA0hZIriurRJABmYDyMJ4hvH7d9b8zrWIm+iVPWT2TCOdYOWsIMwH59c7tyAI55Xi5BTYNsXJSYZ//NPquB6JYOXzuNtaWf6Hv0dhvFJyv/0rX214nNyBQXwLFxz3/csHAzN3Swv58XF6P/1JEq+/geJ2E16/jsSmzYTWrUELVL6IePt68fT2kOsfqDlGxwfehxmfYduX/pTC6CgA6e07mHj0MVb/5Vfx9fUd99wEQRAEQRAEQRCEI7PLNo5lQ33Xe7y9YSRZQlZlihMZvIsiJF4dYfqpfkrTOZquW4ByHIGHYzduMVeZSIMJHIU5na8GYYcfJ/7sAG3vXT5na7hyroRdKCNpCopLJfnGKNNPz35HRZZovn4h088MMP1MP9Ere5l6fF9ljkeYZjlbJD+YIvnGGLKuELqgvdpq8kwoZ0o4to3s1lCOsWrPzBRxShayodZUspTTRWzTQnapqB5R4QJgJgrEnx+k+e0LKedKOJaDFjAwU0UkTcbTEyI3kKi5TWBVC2rg6JVxesiNvt5NaH17dawwmq4GYYdLbZkgfGEHesRTHZPkI7QHPUWtQxuxTItyuoiVKeGYdqWNasg179bXM5MFxu7dUQ3CAKxsiYlH9tL+/hXV16iVMxn72S6KIwcDSMsh8cphAaSmUErkSe+YrAsfzXgep2wTvar3jL3mBeF0EM9eQRDmLdVTe0WaHovSddutFONxRu65j/D6dXh6e/AvXoSZTqOFQpjJZN1xtIDvhO7f1dqCq70dPRrFsSzK2Syq309pepo9//CPYNt0vPfd1TDMiMVY/nu/w8yrrzH93PP4li6l5fq3YTQ3M7NxYzUIO8QulRi5+14WfeHzYj0xQRAEQRAEQRCEU0zz6ZQ0BWSpJpDy9IZQPBqjd22f3VmWaL5hEVNP7ie9dYLwRR3HddJX9bvQo25K0/nqmOLR8CwMo87RruxIzHSx4XhxModVtKphmG1aWHkTZJlyusDEg7spTedRfDqt71zC9DMDtQewHWY2DhFY1czMxmEOJWDexVEUn46ZKlAYTVMYzeBq9eFq8yO7VOLPDda0mszujdN802KCq1qO+7EdD6tgkt03w/QzA5QzJbwLI0Sv7MGIemr3y5mV1oWajGyo5AZmmHpsH+V0CS3kovn6hejNPnIDCaYe34eVM9EibppvWIi7I3jkwOUtoBTPU5rKMfHwHmS3Wm2NKLtUQuvb8C6MoAYM0tsnQZIIbWgnuKalLhgyUwXMVBEsBzXoQg/N0arPmiM8th2cN4XHasDAaPFW1rg7SAu68K9pQQ2cnjCzOJWtVlGVpnLV8abrFuBf1YKiz59ArJwqNlzvrTCUwsqWqu9jZqpQDcIOl9oyTviiSgBZms5RHM/U7QOVqrLQRR2ndvKCcIaJMEwQhHnL1daKd0Ef2X37kRSFno/dyb5//BesfOXLxchd99B03dvo+/Qn0Px+uj/6YXb82V/UHEMLh3B3dp3Q/RuxGIt//Vc58N3/Irl5C3osSvu730W6VALbRvF4kI3aD16u1hbabrmJyMUXkdq+nb3f/Ge0cIimKy4nsHIFqa3bavbP7t2HVSiKMEwQBEEQBEEQBOEUU/0GRrOX0AXtJF4ero77FkWZeGRv7c62Q+LlIUIXdaC6NbL7Z8juiePuDqFH3UcNxlSPRus7lzJy13bKqSKRy7uRFIn8gSTTzwwQXN2C0eQ95vaCc4UIro5KOAVQms4x/dwBsnumUbw6wXVtGM0+StN5rEyJ4kSuYbWXmShUAjpZQnFrNF2/EKPZSzlZYOqpfnL7Zmbn0eyh5R1L0GMemq5bgG1aJF4bxcqUmH5yP0azl/xAgnLWxLsgjB7zonpO7vttKVmgMJQkN5BAb/Iiawp2yQLbIbt7msJIms6PrEEPunBsh8JomomH91CayqF4NaJX9ZLdM12tbjETBUbu3k7bu5cxfv/O2d9DPM/wD7fS9dF1uJqPry3m+ebwVoN2vlz9b9VvYOVM4s8P0vKupUQuq5xfUX1GXYBYnMgw8eg+CsOpg/votLxrKZ7OYN39aX4D2a3W3BeA0eKtW49K9ei0vnMpk4/tIz+YJHp1H3bRJLdvBitdJLCmtfLaOgVVYpZpYU7nKCUK5AeTNUEYwORj+3B1BFBaTuyi69NhrraFkirX/Bs55TkCSIdqVVlpOoce9ZA/UH+huavNX9lPpAnCOUw8fQVBOK2sfAGrWED1+ZDV43vL0cNhlv7ObzH2s4copzNMPvFUNQg7ZPKxx2m76Ua0pX6CK1ew9Hd/m4Hv/Cel6Tjhiy6k69YP4GpprrmNXS7jlMsoriNfnZcfHmHbl76Cla18+ClNTdP/H99mwec+S2LTJrru+BBGLFZ3OzOTof9b32Hq6WeqY1NPPMWCz/0C+aHhmuq14Lq1dRVwgiAIgiAIgiAIwqlhtPiQdAV3V4DM7jiKLqP4GleTWPkyesTN2L07D6skG6DpugUE1rQedX0ko9lH14fXUM6aTD/TP7uG2ACkNo3RcfvqhsFAI1rEjXdRhOyeeHVM0hQil3WjaApmqsDwD7dQzlQCn3KqyPRT/cSu6SV3IImVLSGrjcMBxaOhuDRa37MMp2gx/ewAdr6M7FIJX9SBhER2XxxJkQhv6GTsvh2YM4XKbd0qsWv7mHpqACtbIj+YZOrJfgASLw8TurCDyGVdJ9xKzUwWGP3ptsNCiEkUj0bs6l4mfr4HqLSAM+N59KCL0nSO4R9srp7Mt7ImEw/upvmGheQGEtWKGU9PiMSrI/V3aDvkDyTe8mGYHnWjBg3KydqKxODaVqaf7kdv9uJu9aMFGp9HMTMFpp8brAZhUGltOXrXdrruXIserj3voQVdtL13OaM/2VYJOqmsc9Vy05KGa4DpEQ9t715GKVVZS888WIFZGE6R2jxO50fW4jrJgMpMF4k/d6BSKXVxJ9nd0w33K03nTvq+TiUt5MJo9VIcy9aMhy7sQD3s30v1GyhuFatRAHnwPdGIeVHcGrJLxS7M7qd4dSRVZuyeHTTdsPCoawsKwnwlwjBBEE4L2zTJ7NnL4A9+RH5omPCG9bS96514Oo+vpNrd2krvxz9KfmyMTb/9uw33KYxP4F+6BNXrJXbZpbjb20jv2kP8xY1s/dKf0vOxjxC5+CIUl4vc4CCFsQkKIyNo4RC+hQvw9vY2PG5mf381CDvcxKOPs+x3/w/e3h4kuf7LUGF0rCYIO2Tk7ntovu5aJp54Es3vx8xmab3xBiRl/pTXC4IgCIIgCIIgnE8kScKIeDAiHnwLowAUxupbhQEE17cx/UR/3Rpfk0/sx9MTQn9zaz7TwjEtFJdWrcBQ/QZmqjAbhB3iwNST++n44EoU19Erp1SPTvP1iyiszpDdF0cPu/H0hjFilTmU4vlqEHa45Btj+JfFSLwyQn4whW9JlMyu2pP64Ys6mHp6P5FLuph4aE913C6UmX56gOYbF5Htn8G/vInkG6PVIAwqgeHUk/2ELmgnuWms7sR64uVh/CuaUJpPLCwojKbrqnGsnElxIove5KU0WTnhb5cq95sfStaslXRIescU3r5w9bHLqoKZNRvep1VoPP5WogVcdHxwFYnXRsjsmkL1G0Qu6cLBofXdy9CjHjT/3OuDWWmT7N768MgulDEThbowDMDdEaDr4+soJwsgS2hB15xhG4BsqJSTyWoQdohjOcy8NETLTYuR1RM7v+I4DultE6Q2j1fmXbJQ3BpWrv65IRvz4xyObVqVtoYTWYLr2tGCLpKbR8ntmSF8SSeBlc01lWFa0EXrmwNIn07LO2YDSKPZR/rp/cSu6aU4nqE0ncdo8eHpCzN2z3bsosXUk/203LKkZu2+cq6ElS8jazKq3zglVXqCcDqIMEwQhNMiu28/m3//j+DgIsJjP3uI6edfZPVf/BnuttYj3jY/Oka2vx8zkcS3oA93Rzt6MISntxe7UMDKZimMjVf318Ph2duOjLL59/4IKzt7Rcye/+//sfR3fgtXawvxFzYy+D8/rG5TvB5WfumL+BcvrptHOd34C5KZzuDp7qquFVa3PZVqOF4YGyd6+WWVdcfiM4TWrUX1z5+riQRBEARBEARBEN4KtJAL39IomZ21J+9drX7izx6ov4HtUM6WqmGYXbYojmeJv3AAc6aAd1GE4Jo29EjlhH+jE+gApclc5ST7MYRhUGkz5/NF8C2M1G1zDp7MfrND6zwBpHdM0n7bKryLoiTfGEM2FHwLo2T3xlFcGvmhxt9dcwMJ3O1+jGYfqS0Tje9DV4hc3Mn084P12zMlaK4bPib54cZzKk5k0CPuahimHQxXrEK54f52qYwamA1vcoMJopd3Uxit/57v7Q3Xjb0V6RE3Tdf2EbmkE0mVj/l5CoAESBI4DfpyzpGLSJKEHnIfU5WRVShjpgsUJ7INtxfHs5jJYt1acseqnC2ReGW2cjCzc4rwxZ1MPbG/Zj/FrdaF4meDY9lkdk0x/rPd1TFJk2l91zKil/dUwi27/t9iNoAsgkxdAKn6dGJX91GK55EUCW9fGHSF0mSWwJpWUpvHye6eppwuokQ82LZNYTjN5KN7KU3lkF0q0St78C2NoTao8BOEs02EYYIgnHJWscjQj35SDcIOMRMJMnv2HDEMyx4YZOsffhEzOfsBuPO2WwlftIG2m29C1lRK8TiyrjP8k7tQPF5cHW3VfXMHDqBHwjS9/73VSrDJJ59m8Ps/oO+zn2bwhz+unWs2R/9/fJvlf/B7qN7atgi+RQsbzrH5umvnDMKgNpw7nLu7i6nnnmfkp3cDMHrf/TRdezV9n/nUEY8nCIIgCIIgCIIgnDqKSyN27QI8fRFSm8aQXSr+5U3YpXJde7DZ28yeQiuOZxn63qbqz4mXR8jsnKbzjtVoQReKt3EbRqPVh3yC7QPfTJ1jTTFPX5jCwZDLtySKHnGj9YRw9wSZfmaAycf24lgOrnY/jtV4DSHHskGWKrmGRMN1x7Soh8SrI1jZ+uo0+SROgrva/CRfG60b16MeigeDsKbrFqAdDFA83aGGAaZvaazmOIFVLbi7Q/iWxcjsmKoMShC9ogc99tZukXg4SZFRfXNXgM1F9ur4l8ZIb5+sGVe8Gtocz9VjVc6UmH52gPS2CWLX9jXcx9XqY+qp/TRdu6BhFdpRvek5buVMiuMZolf1VNfI8/SFiF3dd1ZbBNqmhSRLmMkiEw/XrnvomDbTT+2n+R2LGX9gF3bJIrCqGe+iaHXOxxJAql4d1atTGFfI7Joi8eoojmmhhSthafyFQXDALtsUx9KM/HhrdT0yu1Bm8tG96GEXao8ImYX5R4RhgiCccnapRH60/sMrQHG8/qqyQ6xikcHv/U9NEAYw9MMf4WppYs83vglA+3veTWFqir7Pfhp3RwdGZPYqOUnXiV1+GSN33UM5k8G3aCELf+kXGLnvAWzTrAvoAFJbt2Om0nVhmLujnZ5PfIyB7/xn9eom3+LFNL/tmobtEQ9xtbbQ9u53MXrvfbPzUhS6PnQre7/5zzX7Tj7xFK033yTCMEEQBEEQBEEQhDNI8xsEV7Xg7Q0y/fwgEw/uRgu5CG1orwtX/Cubkb0ahckMkiQx/Vx9+FJOFylOZCuVFiE3/hXNZHZOVlv4SYpE7Jq+E15Lq27+ITdNb1/A5KP7ZseCLsIXdVCcyuFbFsMqlClnSqgeDVlXsXPl6nwKYxmaVjTPBkOH8S6Okto0hiSDf0Uz6a213+P1qAcj5iG4ppXc3njtbRdF0E8i/HC3B+rWrpINhcDqFqyciRZ0oQZdKLpycC5uolf1MP3MQDXQ8C6K4Fscw9MTxsqbqB4dNVS5TfP1iwhf1ImdN1F8OlrQhazNj7Z35zLdbxC+qAO7ZJE9+JzQo26a37H4pMOjwli62r6wnC7h6gjUrE0mu1Q8PSHGH9xNcXnmhMIw1acTWt/O9LMD1bH09km0kIv2969AUmU0v46sN379lgsm5UQBu1hG8RloQeOEWzY2cqj1amrLOKpPJ7C2FaPVVw2+DylNV9qnlrMlyskiU0/0kxtI0PyOxWjHGXKWpnPMvDg0O4eZPBOP7KXl5sWVdrCJPPmhVDUIg4OvvSUxMntnyOybwd0RQDZUjKinui7Z0RSnc+QHE5STRdw9IYxmL6rn2G4rCEcjwjBBEE451esleuklDA0O1W3zLV0y5+3K6TSJ115rvC2bA1kG22bknntZ9CufZ/AHP2L5H/5ezX5mIlHTBjGzZy/7/vnfWPKbvz5bIi7L6KEQ5WwWu1hEC4WQ9fo/rKrHQ9stNxG+YB3FySlUrxdXW+uclV+H367rtg8QufACpp5/AT0UIrxhA/v/41s17RsPKYyOEli29IjHFARBEARBEARBEE69csYk9UblRHtpOk9pKkfT2xeQ2TmFXbYJrmvD1eIj8coIme2TBFa1YCbyDY9lporYpkU5U8TdHcTTG0LSZMqpIp6uEHrs1LVXU3SlUu3UGcRMFpB1BcWjMfyjrZU2hYfIEl13rsXV4iN8SSfZffFKaGQ7FIZShC7uJPHycOX7siwRXNuKOVPAaPXjWxrDuzCCJEFq2yTYDp7eEE3XLUD16ni6g3TesZqZV0ewsiaB1S14e0LV9YdOhBZy0XHrKrL74mT3xnF1BPAvjWHMUb2luDRCF7TjXRChnCmhuFXUoGvOFm2KS0VxieUKTgej2UfT9QsJX9KJYztoAeOIa4Adq9RhYezMS0NELu3CtzhKcbISPisejamn+oHKa/BESJKEf1UzpZkc6W2V6jbFq9F8wyKMJm/N2ltvZqaLTD66j+yeg21XZYmmt/XhX9lSDW1PRjlXYvyhPeQHEtWxzK5pmm9YSGkqV1PJKmkKkiLjmLMBVW5/AnOmcFxhmFUwmdlYf07PKdvYpo2iK+Smc9iHBWFGqw+j2cv4A7uqY8lXRoi9bQH5gRnCF3fVVNg2UpzIMPi9zThmpQ3szEvD+Fc2E7u2T7RdFE4JEYYJgnDKSbJM83VvY/KpZyiOz67t1XTNVXi6Oue8nazr6LEm8oP1Pcdlw6ip6iqMT1AYG8fK5dB8lQ+yZirN8E/uqrutlcthFwq4uzrp+vDt6KEghbFxtFAIJAktEMCI1vdgB1BcLry9vXh7e4/twR+kBYOE1q0ltG4tUAnz5vropEejx3VsQRAEQRAEQRAE4dRw3rSuTmbnFNl9M3gXhGm6tAvFpzP+s13k9s0AkDuQxN0ZJJ2s73ribveR3jnFxIOz6/jIukLHh1ZhNJ/6VnyypmA0eTGaKsdObhqrDcIAbIfEayO03LAIo9lH50fWMvPiEOZMHjVo4FscRQsYOJaNJEtkdk2TH0wiaTLhDe1oAdfBgKOrEnD49GqrR1lTcHcGcbX5cRznlFXC6GE3+oYOQuvbjxhCzPV7EM4ezW+g+Y+/zeKRqN7DQhAH4s8PIusKoQs7KIymyO1PVDe72v0nfD+a36Dp+kWEL+7EMW0Ur44WOPpjyeyeng3CAGyHyUf34Wrzo7Se+HwOMWcKNUHYIYlXRwisaCbx6uxaZ6H1rThlq27dQitX3870SBzbqan4qnHoPdOm5vcTWNHM1JP763afeXGQ0Po2zGQexTX378MqWUw/e6AahB2S3jpBcG2rCMOEU0KEYYIgnBbu9jZW/emfkOsfoDAxibevF3dnB3owOOdttECA3k98jO1/+tXaY3V0YCaTNWOKx0PksouRDQPHtrGKRRzHxso3vkLPKpno4TCFsXEGv/c/1XE9EmHFn/zRSTzSY6N6PfR87E42/8EXa0I978KFuDs6Tvv9C4IgCIIgCIIgCA04lWokM1GYHTIt9JgHq1imNJPHtzCKJElk98YpDKcIrGohP5CgfFjw5F/ZjKQoTPx8T83h7ZLFxMN76Lh11UlVTB2LUjzXcNyczuNYDrKu4G7zY7xzCXbZRjFUipNZJh/ZW3cb78JIdb6yqhyx9ZykyHNe/HkyjiUIE85/gVUtJN8Yq1nXyzYttLCL+GEtSwOrW9AjJ1d9qegKynGsIVfOm6Q2jTXclh9K4ToFYZiVNxuOl+J5Ytf2kdk7jazKlcff5GPy4dr3IGTpuN97VI9OcG0rU0/2120zWioXpOtNXqae3Efk8m7iLwziOE6lDasE3r4I7p4gOJDdM42kK1jZxo/jELtYJj+UbLitnCxC+3E9BEFoSIRhgiCcNq7mZlzNzcd1m+CqFaz4kz/iwPd/gBmPE73sUtzt7ez713+v7qN4vfgWLyI/MkJqy1bSO3eT2roV/9IlLPqVX2bPN/6B0tR0zXG9vT3khoaZfPyJmvFSPM7Ygz+n7zOfRFZP71uib/Ei1nztq4zccx+F8XGarr6SyMUXzVmVJgiCIAiCIAiCIJw+ZrLA2AM7iV7eQ/z5A9VALHZtH/nhVM3aYYE1LQRWtZDaMs7U45UTwIpXw8qaGC0+9Kib0kR2tmriMMXxLFbePO1hmKc7ROKVEbwLI3i6QwAURtIYrT7kw9q1yZpSXSdLC7mIXnlwza2DFI9G5NJusZaWcFbYpoWVN5FUBdWjocc8tH9wJZOP7q20+wu7iV7ZA45Ny82LsU0bo8mLFnGf8eohWZbmfJ3IxrG9fsrZEmaygGM5qAEDLWAgSbNB8FxrbbnaAxitftpvW4VkOyhujcJEpiakB4hc3IlyjOt1Hc63NEZ+JE12d+X8mqTKNN+wCD1SCcb1iJvwRZ3MvDpC03UL0IIGKBLNb19Idl+cqSf2I8kS/uVN6DFv3eOwyzbldBGnbKN4NGRNQYu4KY5m6uZyIvNvxDItnJKF7FKRFfmUHFM4t4gwTBCEeUVxuwmvX4d/yRJKM3EmnngKu1RED4cpTk4SXLWSrjs+xK6v/x2dt76fff/8b5iJBFBZH2ziscdZ9Gu/ws6v/RUAkqqy4Jd+EXd7O+OPPtrwPmdefpmu229FD4VO62OTNQ3/ksUs/vVfxSmXUVwn3ztbEARBEARBEARBODFWzqScLDL52F6Ca9tQfTqSJuOUneoJ4ENSm8Zpun4hbJvALlkk3xij/f3LaypRTKPxekWyS0VST/+JV6PZR+u7lpHeNsHk4/vAAXd3kHD33B1aFEMluL4NT2+I4lQOxaVixLxoIfF9VTgzHMumNJOnOJlD8+skXhshu28G1asTvaoXT08Qb28Y44412CUL2VBQ3BpO2UZS5Zrg6EyTDZXwJZ2M3rW9ZlxSZVxtR68KK8XzjN6zndJUpapTdqm0vW857o5A9XFpITfBC9pIvjpac/xD62gdHgDqzV7a3r+cwkgax7TRYx70qPuIlZ1z0QIuWt6xGPPSLuxiGdVnoAUNpIMhkiRLeLpDaGE3Vs5E1mVabl5M4uURimOVQMuxHFJbJnBsB1dHADtvosc8OGWbmVdGSL46gmM5aBE3LTctoeltCxj63qaaKkBXmw89fHLvR45lU5jIEn/+AKWpHJ6eEKEN7XOuRSicv0QYJgjCvKR6PcRfepnhH/4YPRJh0a/+cmWdr0iE/m99BxwHM5GsBmGHWPkC6Z27WPd3X6eUSGBEo7haW5A1DSMWa3hfrra2MxpMyaoKp7kKTRAEQRAEQRAEQTgyWVdAlrCLFjMbhwDwLY7O2ZasOJbBiHkozeRpvn4h2ptOMGtBA3dXgPxgqmY8enk36ileR6kRWZdJb58guzdeHcsfSDL+0G46PrgKxdO4akYxVJRW/ylp6SYIxyt3IMnU0/3EruqhOJVDj3kpzeSx0iXG7t1B23uX41scRfXqcFh2Ic2TykV3Z4DmGxcx9VQ/dqGMHvVUKqiiR27ZaOVLFCYyBFa3ICsymX1xcvtmGP3pNro/tg4tVHl/UVwqkUu78S2Mkt0/g+rX8fSEGh5fc+uo3Rp6xI1Tdiqv7Tle98dEqvzPccCxbRzbQXrTr/3wdeKsfLkahB0uvX0SV6ufoe9vJnZtL4pHI/HScHW7Gc8z8qMtdH10LZ0fXkPilRHMZAH/imZ8CyOovpN7/yxOZish28HK3dTmcbL743R8aDU4lWBP9eunbN1DYf4SZ2MFQZi3SlNTlf+Px8mPjLD/X/6dno/dSW7gAJ7eHvKjow1vl9mzl56PfgRvb0/NuLevF6O5ieLE5OygJNF9x4dElZYgCIIgCIIgCMJbjBowCK1vI/HKSHXMNi3kOVqtqX4dz8JutJALI+apq0hRPTotNy0htWWc1JZxZF0hfGkXnp7wGaleMdNFsnvidePF8SxmqnByJ8UF4TQwU0Uye6bwLogwes9OHNNC8WjErunDLpWRFJnUjgncnYHT3mb0RCkujeCaVjy9IWzTRnGrqJ4jt/Ur50wSr4xUQviDVVCBNS0E17aSfGMMM1WshmEAqkdD7Qnh6QkddT6SJKH5T/4cVzlTYurZAdKbxw8eGKJX9hBc24bimiNSqO8SWzc+9dQAzdcvrNvFLlnkh9OU00WiV3ajeHUU/eSjC8eyK+/xh7WwlXWF2FV9TDy4m8JIGmSJ4JoWwhd3ogXE+cHzmWiOKQjCvOVfvqz633axhOr3kTswiG/xIgojo3h7exveLnLhBmSt/kOSq7mZlX/yRdrf/15cbW2ELljP6j//U7yL6v8IC4IgCIIgCIIgCOc3WVMIX9RJ842LDrYT8+BbGiO0vr3BzhJ61IOr1YeryTtnuKUFXUQu76brznV03r6GwPJm1DMVQtlzb3IarGUmCGeblS9hxLzMvDCIY1qVsZzJ+IO7kFSZiYf34OkMYllHeHKflnmZFKeylGby2Md431rAhRH1HDUIAyhNZph5cagmJEptGkePepA0GUk+e60fD8kNJmaDMAAHpp8eoDSVnfM2sq40DN31Ji+leL7yg+3M+Tu1Sxbx5w9w4DuvY84UTmr+1WmX7dn7Pih0YQfTzw5UgrCDc0q+PkbilRGcM/xcE84sEYYJgjBvebo6aX3nzQCMPvAzej/1CWbeeIOWG67HLpVwbBtvX2/NbYyWFiKXXDznMd0d7fR+7E5Wf+2rLPud3yKwfBmKfmoW4hQEQRAEoTHLts72FARBEAShIdWnE1zTSuftq+m8YzXB1a0YrT7a3rccNVhpzaXHPLS9dzmuNn+1HdiRSJKE6tPPeCWW6tMxWurXwFH9Bmrg9LdpFITjJekqmTetzweAA6WpHFrQxfSzB6B85gKK4kSG4R9t4cC3XuPAt15l+sl+yunG6wGeqNTWyYbjuYEE3sVR1OCxVSdZxTK5oUor1PGHdpMbTGIVyyc8r0MhlW1W1kVsJLuvvvoUoJwtMfHoXmJX9yIbs+0GFZ9O9PJuUltngzWt0fuRLCEpEjjgmDbxF4ewzdrvEOWcSX4kRXrnJLmhJOVs6egPSpUJX9qJqzMwOyd3peIssLoF/4qm6nyTr4+e8n9rYX4RbRIFQZi3tECA7g/fTvO115AfHcNoirH6T79EOZtj5Vf+hNSOnXTe9kHscpns3v34Fi7At3QJ7taWIx5XUhT0YOCI+wiCIAiCcHLKVpkDyREe2/cso5kJrum9hBXNS4h5Imfk/hP5JEWrhE/z4jWOvGaDIAiCIBzegk3RFXyLorha/ZW2iYZyTNUeZ5vi1mi5eQmjP92OmaxUVShenbb3LkM7yTV3BOF0UD3anFWLjuVU1vQrlLFyJoTcDfc7lcxUgeEfba3c38E5JF4dQdYVIpd3n7KKrcPDosNJmkz0ip5jCt0d2yG9fZLJR/ZWx1Kbx2m6fiHBNa3HNddSPEdm1zS5gQSuzgCBFc0oc8xRnqN1oZkoUBhKUU4ViVx28HclgV20KGdLOGYlaAuua0WPevD0hcntnzl4TIXo1b01AVxxJIVdKiMfXBuunC0x+cR+Mttng0R3Z4DolT0UJ7IYrT70iKfawtFxHEqTWWZeGaE4lsZo8RG8eQlTT+5HC7sJrGgms2caWVOIXN5DcSxNevskjiiiPa+JMEwQhHlN8/vR/H78SxbXbQssWzr7wzVXn8FZCYIgCIJwNHvjA/zx41/HdipffDeP72B1y1J+9dJPE3KdvotS8maBTWPb+fbrP2IqF2dxtI9Prf8QCyM9Z2S9FkEQhPONmSlil20kQPMbSMpbp8mQ6pv/AdibGTEvnR9ejZksguOgBlyNqzAEYR5QDJXg2lYKQ6m6bUazl+TroyCBbJyZU9jmTKEahB1u5pURAmtaj/m1ZFs28hHeKwMrmkm+Nlo3HlzXhn6MVWFmqsDUk/tBAv/yJjw9IWRDRVJkSjM5jGh9lWgjpZk8Q/+zBetglVV+MElq0xgtNy0mu3emdmcJPAvCDY/j2JXP/OVUkakn9tdsa3nnEtydAYLr2nB3BVC9Bq3vXIKZLFLOljDjeRIvD2MmZlsjGq0+pMOCt+J4piYIA8gPpcgNJlHcKsXxDKWpHEaLFy3soZwsMPi9TdUQrjSdJ7s3Tvv7VzDz8gjZPbMViYXRNJHLuwmsa0U5B9/3hWMnwjBBEITznOM4FCcnsbI5FJ8XV1PT2Z6SIAiCcJ7LlXL816afVoOwQzaP72Q0PXFaw7A98X7++rl/rv68e3o/X3r8b/jqDb9LV7DttN2vIAjC+cYqlilN5yinisxsHKKcKeFdFCV8YTt6RFTczmeqz0AVlWDCOcLTHSK0oZ3EqyPggKTKhC/uJHMwrAitbz9jga4zR1mQY9kcS8lQcTpHesckhaEUnu4gvqWxhu+Xh1qvTjy6FytTQvFoNL19AUaz75jnaufLOKZN03ULyO6LM/6z3QCoAYPolT2YySKe7iCy2rjC65Bc/0w1CDvEypqUsyVablnC1BP7sXImWtBF8w0LMaKN3//VgAvZpWIXats0enqCeHrD+BZFq1VeAIpLQ3FpmJkiMy8M1gRhkioTuawb5bD952rPmB9IoIYM0ltmg7LWdy+lMJapBmGH2EWL/Eia4mSm7jiJV0fovH11zX0K5x8RhgmCIJzHyrk8088/T/+/f5tyJoMWDLDgc7+ALxQ821MTBEEQ5rGZfJKJ7BS249DkiRDzHl9rw1y5wEBiuOG2RCF5KqbYULFc4u7tDzXcliqk2VJIkTfzNHljtPpiuLRju/JWEAThragUz1OayjHx8z3VsdSmMXIDM3TevhotMH/eQ81UAdu0UVwqqvfcvqrfKpQpp4s4tlNZ6+sMrzsmCGea6tWJXtlDYHVLtSor8cYY5VSR5ncsxtsXrglRTictYCCpMs6b1ijzr2hC8R75tViazjH0/U3Y+UoYlB9MknhtlM47VtcFYrKm4FscxWj1YRfLyIZ6TK0Ra47hUnH3hSiMpsn1J6rj5VSRycf2Ebmkk5JXx9Vy5IAtP5JuOJ7ZPkX7B1fi7gxim2UUQztitawWMGh733JG79peDcS0sJum6xaiuuf+3Wk+g9Z3LSV3IElm5xRGzIN/RTN6rPZ3NtffHMWnU07WhnnprRPYc6wzV5zMonp1ysnatcHsQhlOURtMYf4SYZggCMJ5LLt3H3v+v/9X/dlMptj5l3/N4i//8VmclSAIgjCfDSZH+ctnvsl4pnJ1ZdAV4AsXf5ywO0S7rxlNPfpJOY/mYVG0l83jO+q2RdyNW6sc29xGeP7AK+yJD3Bxx1rWtC6n2RerbrfsMqli7ZWeUXeYX730k3zzpf+sPiaAj639INcvvBK35iJbypMpZdBkjYgndMLzEwRBOF/YpoWVNyuVGm9SThYpxfPzIgyzCiaZ3XGmn9qPlS+jRdw037AIo9VHOVUE20HSZbSA65xolVuayTP+8z0UBisXjmgRN23vWobRfGztzs4Ux3EwE4VqJYcWcuHYDpIkoQb0o1aiCMKbyZqCEZt9nh96ziuuMxsGayE37e9bzui9O7CLVmUu7X4il3Yd9Xmd2T1dDcIOsXIm2f7EnNW0mt+A4wzBqrcNughf2MHIj7fVbbMLZSRFJjcwc9QwzNMTqms/CODpDSHJ0sGqvKPPUZIk3B0Buj62jnKqgCTLaMFjq1LVAi6Cq1wEV7XMPc8FYaTnD9RWe0ng7Qsz/uDumn2LkzlCG9rJH6i/CM/bG2byyf1141rEjeIWUcn5TvwLC4IgnKccx2HswTmujt/4Ms1r15zhGQmCIAjzXaaU5Zsbv1MTGiULKb750nf5pYs+Rs7MsyDcjaEe+ap7j+biI6vfyxen9mJas+suXNp5AW2+E2vXeyAxzB89+lfky5UTb6+PbaUr2M7vXfXLxLzRyv3qHt624Ar+49X/AUCVVT534Ud4ZN8zNY8J4Ltv/JhVLUuRgG+99kO2Te4m6Apw55r3cWHHGnz6/DrxKAiCcCY5toNdMClnSg23W/n6NXXOhsJomomHZk+CmvE86R0TlOI5JFkis2saK2/iX96Ed2EEPeQ+43M000XskoViKEc8KWyXykw9sb8ahEHl8YzcvY3OO9Ycd9XI6ZQfTjHy460ANF+/iPiLg5gzBULrW1GDLrSgCz3iPuNBhnD+OFvPHUmWcPeE6PrYesrpIrImowYMVM+RP/s6jkNpOkf0yh5kXQFZojiRJbV5jMJwCi5oPy1z1fwuJAkaNnCUgMbFUTU8nQG0iBsznq+OqX4D76Lo8c9JktCDrmNe9+x46FEPnbevYfqZfgojabSom8jFXSTeGK37BZTTRdwdAfSom9L07ONytftxdfqJXt7N5CN7Z+etSDTfuOio/87CuU+EYYIgCOcrx8EuFRtummtcEARBeGuL5xLsiffXjc/kk4xnJvnWaz/kiu6L+NCqd9JylFCrL9LNn1//O7w8vImx7CQXd6xjYaSHgMt/THPJlHIUy0X8uhdZknlw9xPVIOyQweQI+2YGq2EYwEXta3h5+A02j+/gks51TOTivDFaf8UsVAK2B3c/wYUda7mocx22bXH/rsdwqS4u7Vp/TPMUBEE41zm2g1O2kDSlWj2lGCqSJOHpDpLZNV13Gz185kOlN7NNi5mNQzVjsq5U1tyxHSYenj3RWRzLkNs/Q+stS1HOUNtB27TI9SeYfHQv5UwJNWDQfP1C3HOs4WOmS2T31q+JU04WKaeKDcMwq1jGLlrIhoJinJlTfOV0kbH7duKYNuFLu4i/cADHcohd1cPU0/1Y2UpQ6ukJ0nzjYrTTcFJcEE4nSZLQQy700PE9d31LY0z8fE+11aOrM0Db+5af1tZ7atAgsKqF5BtjNeOyS8Up23h6Q0c9hhZy0/HBleSHkuQHk7jaA7i7g2fl4oEjkSQJV6uPtvcswypYIEuYyTzenhD5w9pEQqXKS/XptH9wJcWJLKWpHEazF73Ji+Y3UFbouFp95IdSyLqCq90v1sJ8ixBhmCAI5yS7XMaxLBTj5K6OM9NpCmNjlKbjaIEArvY29FDo1EzyLJNkmZYbbyC+8eW6bcFLLjoLMxIEQRDmO0VSkJBwGlxfKiFhOzZPD7zITD7Bb1z+C/iMuaunZEmmO9RBd6jjuOZQLJfYPb2f/950F2OZSa7tvZQbF11Dziw03L9/ZpCLO9dVf455I/yvyz7DWHoCgGcPvEzQFSBdytbd1qUaXN13CT/Z+jOSxTRu1cUtS65j1/Q+VrUsEdVhgiCc94pTWVKbxsmPpPB0B/GvbMGIVk4I6jEPXqeynox1WIVY+JJOtHkQhjm2g12yasbcPSEcyyHxSv26lbn+BKVEHvcxhmGO7WCbFrKmIJ3AyeziZJbRu7dXfy6nioz8ZBtdH12Lq/XYLgw50twKY2mmnuqnNJFFb/ERu7oXV4vvhOZ6PMqZUvX5oHo1zJkCsWv7mHxsX82/R24gSfzFQZrevhBZkU/rnAThbDMTBcbu31nTwq8wlCLjN5BUCado4ekOnXQYb5tWpUVpsoCsKWhhF+GLOylnTbJ7KhcuqEGD6BU9SIqMHj22gEc7WNEZWDl3m8L5QtZVZL0SaWg+HT3gQvHqxJ87UKkEXhYjdGEn6sELCLSAC95U5aboCkqr/6Tfi4VzjwjDBEE4p1ilErnBIfIHDpDZsxdXWxuBlSvw9fUe97FKiQQD3/1vJh55tDoWXLuGxb/6BYym2BFuee7wL1lMx20fZPjHPwXbRlJVuu/8MBmPh/n/EUcQBEE402KeMJd2ref5wVdrxntCnYwd1mZwy8ROJnPxI4Zhc0nkkwynx5nJJ2jyRmnzNddUi+2bOcBXnvg7PJqbO9e+jwPJEf7+xf+gL9TFL1/8cb63+W5m8rMtpBZEuuvuI2D4CBg+UsUM+2YO8PaFV/Lt135Ys0/YFSTiCfH15/6lGv7lywV+vO0BfnHDRyhb5brjCoIgnE+KU1mGvrepsi6OLOFdGCE3kCC7N47R7MWIeTCavTS9fSFWroRjWrha/GhNnjNWhXQkiqESXNvGxM/3zA46oLhUysk5OmTkj/7eXs6XMOMFrLxJfiiJYzkE17bWrGd0LFJvqtQ4JL1jqnoC1rEdHNtGVhU0v453YaSuOkwNGKiB2otAi1NZhr6/GezK36/CYJLh72+i66PrMJpO74UcknpYsHXw2hlJluqCSYDUlgkil3Qhi+ow4TxnJgu1a1kdlN45RezqXsbu20n0qh7CF3WecGBtmxbpHZNMPDT7nqf6DTpuXUnrLYspJbsqlaKajOxS0fwukMBM5LEK5cpY8MTXT7RLZcxUEWxQ/TqKe360QVX9BoEVzXh6Qji2g+LRRAAvzOnsf3oRBEE4Dtn+foZ//FPiL2ysjql+Hyu/9Cf4FvYd37H299cEYQDJNzYx8+preLq7KGczGM0tuFpbUPRzo29wcXoaxzRRAwFUjwctGKTrtg/SfM1VmOk0WiCA0dzM65s3n+2pCoIgCPOQoRncueb9qJLKM4Mv4TgOq5qXclXvxfzrK9+v2bdsH/96MZPZOH//wr+zY2q2ddUlneu5c837afU3USyX+Om2B3FwuH31u/nBlvtIFFIA7J7ez9MHNvL5iz7G15/7FwD6Ql30hrrmvL+A4eODK27msX3P8Yl1t/LQnieJ5xOsa13JbavexcvDbzSsgts4/AZX91163I9PEAThXJLZOVUJwoDY1b2ktoxTmspVt7u7grTcsgTfwghWqYysKfPuBKO3L4xvaYzMzikA8oMJgutbMVp8FMczdfsr/iN/rytOZBh7YFf19+BdGMHTE2Loe5vo/MgajOixBU2O42AVGv+dtPMmtmlRnMiQeHUUK2cSWN2CuytI7G19WCWrum6YFnHT9q6lyKpMKZ5H0mQ0v0F622Q1CKvep+WQ3j6B0XR834uPlxZ04VsWI7NjCrtsI7vUytpEDUiy1HgtI0E438wRMEmKhHPwtRp/YRDf0tgJtx80E4Xa8J9K29Lp5w7QctNiXE2+mm1WsUxmxyRTT/ZjlyxkXSF23QJ8S2Ioen2r1iPedzLP5GP7q2G90eqj+cZF6EEX8jy4OAJA9Z4b5+2Es2t+PFsFQRCOgZnOUBgeqQnCAMrpDMM/vYtFv/aF4wqtZl6qbx8IMPnEU2jBANPPvwCyzOJf/QLRKy+f14GYmUoz/eKLHPjuf2MmkwTXrKbvM5/E29uLYhh4uuY+USgIgiAIh2v2xfjcRXfy3uU3ki8XeWHwVf755f/Gsmev+A67g0Tc4eM+9qaxbTVBGMCLQ6+xrnUFmqKiKzpTuThhd5BUMUO7v4WLO9cxnpli0/h28maB7ZN7+LVLP4Xt2CxvWkzMGznifS5vWoyuaDyy71muW3AFfaEu2v0tNPmiPD3wYsPbmLaJZZdBmR9XvAqCIJxqjuNQGEkDlavq7UK5JggDyA8mKYymcbf7KU3nMdMF9IgHLeBC9c1+NyrnDrbM85z570uq36D5hkWEL+7EKpioPgPZUIhe0c3oPTtwyrOVGuGLOo64fpWZKjDyk22UD2sJmd0bR9JkXK1+MjunMS4/tjBMkiQCq1vJ7p2p2+Zf1UxuIMHoXbMtFPODSXxLozRdv4j29y6rqb4op4sM/2gLxfEsikcjenVvJYBq9BgSjVsKn0qyrhC7uhctYJDaMk7T2/qwCmUUt4r1psq74LpWNN/8/R4tCKeKHnIhu9W66tPAimYyuyphvWPaDavHjpWZKtAoXc7sniZ2TS+yVhtwFScyNWsn2iWLiQd3o4dcuDuDx3y/Vsli8on+mqrV4liGsXt3ErygDVezD6PFh6we+WIJ27QwUwXsooXi0dGCxglXqQnCiRJhmCAI5wyrWKQ4MdlwW3LzFsqZDErkyCfEDqc3NTUc10JByunKF0Nsm91////wLlqIt3v+BkqJ119n7ze+Wf05uWkzW/7wT1jzf/8Cd1vrWZyZIAiCcC7SVb261pcqKzxz4CWSByu0vLqH37z8F4l6ji8MM60yTw9sbLht2+Ruop4wa1tXcHn3BnZN7WdhuJuxzASbx3fSGWjlCxd/gh9uvZ+BxBBX9VzEouixXfluqDormpewKNKLaZfx6rNrJ6xuXsY9Ox6uu82G9tVMZKcZTI4QdAVo97cc9+MVBEGYzyRJwnOwLaLR7CU/nGq4X3ZPnMJICi3gwi5ZpEcnMFp8uDsDyLpKdu80My+PAA6hC9rxLo6i+U5uXefjpbhUFJevbqzzjtXkh5KUcybevgh67MjtHc1ksSYIOySza5rY1b3kBhLHNS9Xm5/g+jay++K4OwLYhTJ6kwfV72L4wfpOHZmd04Qv6sTV6kdxVS7GKE7nGPqfzdUT6FbOZOLB3bS8cwmyoVQr+w7xLWv8HfdU0wIuolf2ElzXBnKl8sVo8THx8z2Y8TxIlbmELmhHmmfVhIJwOmhBFx23rmL8gZ2Upg++BpbGUAMGxYMtU9WAgew+8VPxbw67DlHcWsPWi8lN4w33T22bPK4wrJwukt09XTduzuSRgKHvb6LrI2txtc29/lY5U2Jm4xCJ10bAAdlQaL5pMd6+MLJ6fFVqgnAyRBgmCMI5Q/V40KPRhtvcHe0oruPrQx6+YD2D//197NJhX3hkmfCFG9jzjX+YHbNtiuPj8zYMKyVTDH7/h3Xj5XSa/NCQCMMEQRCEk7Iw0sNXr/8dJrJT2I5NizdGs+/419ZUZJlWXxPbJnfXbQu7gzw3+Arr2lZyVc/FtPqa+cbGb5MtVaoURtPjvD62jV/c8BEOJId5qn/jMYdhh+iqjk7t1ekuzeC2le/kru0PYdplZEnmbX2Xk8ineGn4DX6w5T4AeoId/NaVv0TLCTzuc0WulCdVyqDJqgj+BOEtwrsgTPJVF+VsCSPmJT+YrNmuRdy4e0PIisTkY/uwsrNt/0IXd0DZJvHqaHVs8tF9lKZyxK7tm/Ok7ZkiqwquVn91ba5j4szR0M9xQKq0TDyScrZEOVXAsSsnvTW/QeiCdrSgi/SOSVSfjqcvArY955pmb66sKo5naipJKmv+GKS2TBC+pJPppwaq2zwLI0c8GX2qSbKEFqh8B3csm+JEFu/CCOpaA0mCwkQG+ySqYAThXONq8dFx+2rKmRJ2oczMy8NMP33wNSpLtLxj8UldLKCF3ahBo+79I3plN2qj49pzvKfZR39d2pYNlo2sq3O/N0KlUs2BxKsjtNy0eM7wO9s/Q+LVkdnjFy3G7tlB18fW4Wr2NbyNIJwOIgwTBOGcoXrceBf24e7sID80PLtBlun+yB2oHs/cN27A09XJqq9+mf5vfZf0zl14ujppe9ctjD34UN2HA9k4s1c3Hg+nXKacqe+HD2Dl82d4NoIgCML5qMkboeko7QiPRpZkblh0NU/0v4DtzP6dNVSDNn8L9sG/vS2+Jl4e3lQNwg4xLZNtk7tZ37aSl4Y3ndRcDom4Q+ya2s9H134ABwdFVnh5eBOBcDfPDsy2Ux5IDvP84Cu8d9mNZ6ydS66UZzw7SSKfwm/4aPU14TOOrT3X8RpIDPPt137Elokd+A0ft696N5d2XUDAECcnBOF8pofctN+6isJoCsVQSe+YxCnbqAGDyGVdlCZzlKay2EWrJggD0HwGk0/srztmctMYwQvajnltrflECzZuc+ZdEKEUzxG5aO6LI0vTOUbv2UFpuvK3S/XptH1gBZOP7qUwXOk6UqRSadf5kTXoMU9dW0oAxVvbntcuVuYiKRKRy7tBkihN5dAjbrx9EdydAcqpEqpfr5woPwutKgHMZIHxe3fgWLUnza2cSdu7liEf5/pEgnCuUj06qkfHNi2iV/TgXRBBUmVcrT70yPGds3ozzW/Q/v4VFCdzlDNFsvvjBFa04F3Q+DN6cE1LdT3Fw/lXNDfc30wWsMoWdq5M8rURzFQR//ImvAsiuHuC5AdqL5hQ/TpWofIeVZrJ41gOUoOXulUwSbwyUr/BgcJIGiPqwTq4ptnh61JapoU5k8cuVtasVHz6Ga88Fs4/IgwTBGHeKSUSmMkksm5gxGLI2uxblbe3lyW/9RvEn3+R+MaXMFqa6Xjfe/AtWnhsx06msItFVJ8P1ePGv3gxy3//d7ByOWSXi/hLL5PZVXvFutHUhLu9rWbMNk0KY+MUxsdRDANXWytG7OxcLa6HgsSuvZrRu++t2+bu7DwLMxIEQRCExnqCHfzRNb/G97fcw1ByjAWRbq7tvZQfbLmP377yc8zkk6SLGQYSww1vP5Gd4oXBV3nH4muO6f4K5SLjmUkms9O4VBdt/uaaqqcmb5SPr/8g//HqD9gysRO36uLmxW+jZJcYTo/VHOuZgZe4fuFV+PSTO5HxZqZVZjA5wotDr5E181zSuY5WXxP373yMB3Y/Vt3v8q4NfHz9rUTcoVN6/+OZKb78xN+SLlYurEkXM/zrK9/DpRpc3XvJKb0vQRDmHz3kQg+5cByHzg+vYWbjEL7FUcYf2o1j2gTXttZVjEFlzbGGVQdOZV2ac5EWdNH+gZWM3b292i7R1eEnfEknqlefc70xq1Bm/OE91SAMKi3BiuOZahB2uKkn9tN03QKGf7S15nfYaE2zQ5VekSt6SG+bqAnQkpvG6LhtFe72Y293drqYyWJdEAaQ2zdDOVdC191nYVaCcPbImoKrxYer5dRcWGSXLXL9CSYe3ouVLVXWRryyF9+iKMqb1hB0HAczWUQ2VKJX9RB/7kAlqFJlolf1YLypEssuWxRG0pipIrKmMHbvjuq24liG9PZJWm5awtgDOylNZIFK9Wv0ih4mn9gHgH95U13obeVMypkiKDJzXkvmOEw9fYDc/jhGq4/whnb0Jm+lreJLw6TeGMWxHLSIm+jl3TitPvSQeD8RTpwIwwRBmDcc2ya9cxe7/79vUBgZRXa5aH/XOwlfeAHujna0QABJkvD19eLt7aH9fe9G0jQU7eiL21uFAsmt2+j/929RGBsnsGolvZ/4GL4FfaheL6q3cuViZMMFLPz85zjwvf/BTKWIXHoJPXfeURN02aZJfONL7Prrv8WxKl/0jOZmVvzxH+Lp7Dg9v5zDmKkU+eER8iOjGNEI7q5O2m65idSWrWT3Vj6IIMss/KVfrAvxBEEQBOFMchyHoeQor41tZSI7zYb2VfSGOvmFDXeSKqbJlnKUbYvPbPgwebPIXz7zT2RKWT644uaGx1sWW0RPqJPe0NFbFxfMIo/vf47/eO0H1bFWbxO/d80XaPO3VMc6A238+mWfpVDOI0ky/TND/N9n/7HueE3eKLpy9M8cx2vrxE7+/On/VzmxDPx8z5O8b/k7GE6P1uz33OArXNy5jsu7Lzyl9z+YHKkGYYf74db7Wdu6nKArcErvTxCE+UmSJFwtPppvWMjEI/uqrfnK6SJ6yF1ZB+owTslC8WhYudqKMdmtnrXqpFPB3ean6861mOkikiKjBQwU95Hf+8uZIoWh+jXX5goFC2MZtJCL7o+uJXswLPItjKI3eevWNNPCbppvWIRVMOsqycqpIpnd00QuPvsXQEpa49ZosqE0XMtIEITjU5rKM3rX9urPdtFi8tG9aCEX3r7ZC73ssk2uf4bxn+3CLlq42v203LIExaNVQ/03tzIszRTI7oljlyyKU9m6+y6OZbDyJh23rsScKWAmC5jxPJOP76ushdjsxbeodkmT4lSW8Z/tojieRfFohC/ppDjxpmpiCSRVIfHyUGUe0zkyu6bo+uhasnvjJA9rq2jG80z8fA/NNyxC8egootpUOEEiDBMEYd7Ij4yw9Ytfqq7hZRcKDP3oxygeN+k9e2i76R3IB4MvSZKOqy1iZvdetn/5z6o/J19/gy07d7Hmr/4Cz2HVU1owSOtNNxK+6EIcy0INBrAyWYpTUyheLzgOpXicXV//u2oQBlCcmGDgu//Fkv/9a8e9dhlU2hnmx8YpjIyieNy4OzpwNdcvflxKJOj/1neYfPxJQuvXEbn4IgrjE/gWL2L5H/wuxYkJytk8RnMTrtYWFP3c/SIqCIIgnPv2zRzgjx/7a0pW5WTpz/c8yeVdGwi4fDy+73k+d9FH+e4bP+aK7gt5bXQrE9lKK5dCucjiaB+7pytfmt2qi/evuImlsQW4VAPLnrvqwLZt4oUEuVKegOHjU+s/xKbxHbw6spmx7CT37HiYT19wB5qiMpQa45n+jWyZ2MnypsVc03sJXcF2vJqHrDl70lFC4r3LbjzlYdhMPsm/vPzf1SDskLt3/JzPXHAHb4xtrxl/dN+zXNK5HkU+9hMAqUKaQHeEV0c24zjQ7IvSEWhFlmTiuQST2foF0YFqUCkIwluLYzkURmeDnez+GVpuWkK2f6amiimzf4bmdyxm9O7ts+MStNy0ZM4KqnOF6jdQ/bOtuOyyhZksVqoxXCpawFVTiTFX+1xZbfxe7e4MIBuV47y5QuPNFEPFv7KJiUf2Ntye2z9DaEN7TWuxs0ELGESv7sFMFVEMFVlTyB1I4OkL1/wuBUE4Mdn98YbjiVdHcHcHq+8BZiJfeV8++LZcGEkzNrKT2LV9eC4MNTyGlSmReG2EyGXdZHbXt1U8tI/aFUT16OhhN6WggRo00AIGesRT8zo3M0VGf7odM1mo3DZnUk4WCV7QRvL1MbAdFI9G7G19JF6ubZ/omDalqXzdOFQuMLAKJla2hCKqTYUTJMIwQRDmjez+/moQdriJx58kuGYVhfGJE6q8sopFhn7y0/rxfJ70jl01YdghRjRCcTrO2H0PMHzXPTjlMrGrrsS/bCmypuKUy3W3iW98CTOZbBiGOY5DcXycwvgEyDKulpZq2GUVCow/9jj7//nfqvvrkQgrv/zHeLpq55brP8Dk40/SevM7cGybff/yb2DbSKpK7yc/TvN111ar3ARBEAThbMqZBb636a5qEHbIc4Ov8IsXfoQrey7m/l2PMpNP0uSNMpyabUv4o20P8L5l7+CqnosplUssiS3gn176L/57010ALIku4AuXfII2f+2aB1PZOA/vfZoHdz+Bg8NVPRfT6mtClRU+vv5WvvPaj3hh8DVuXflOiuUSf/zYX1eronZN7+ORfU/zlet+iz+57jf48db72TyxkzZfMx9Z+z76wkevRjteRatEyB0kVcxQtGY/AzmOg2nXf9YIu4LHtWbZTD7J3vgA39t8N4PJykkFt+ri1y//LGtblzOSHkdXNCQkHGoDuat6LhZVYYLwFiTrCq42P5lksTLgwMzGIVresZjs/jhmPI93URT/8ia0gEH3x9ZRnKxUEhhNXvTIuXGC0sqblDMlJEVC9RvIWn1wZZctSjN58vsTTD0zUA39/MubiF7di3bw5K8SMPAuiZLdVXtxQSmeJbi+jeRrs5W+kiYTu7qvrgLsSGRVwdXqJ71lom6bq91/VoMwx3EoTmSJP3eAwmgaPerBvaaFmZdHMKJuvH3hM7bWpiCczw5V69aNl+3Ke9PBt7DSZBYadLBNvDaCf3kTqrf+gmmrUAancltXm59cf6JuH/WwixwUj4bbE8Td0bhFazlZrAZh1ft/dQR3V5CuO9dWwjCvRuLVEYrj9d0JrGIZx2r8eHEAUW0qnAQRhgmCMG/YpdmTZf5lS4ldcTlIEo5lYeXzlDP1fySP6bimSWm68VU0pXjjcds0Gb7rbkbvua86Nv7QzymMjNBy4/UNb6N6PEhK46v/0tu3s+0rf46Vq1xlroVDrPjjP8TX10dhbIz9//LvdfMa/P4PWPRrX0AxZq+wSW7ZiuJ2425vY/+/fas67pTL7P/Xf8e3cAGBFcsbzkEQBEEQzqRcKcfO6f0Nt+XLRbqCbTy67xkAZGpP5DmOw0+3P4gqq3ztht/jL5/9R8Yzk9Xtu6b38S8vf4/fvOIX8R68MrRgFvnvzXfxzMBL1f0e3vs0F7avQVM0dk/tZ03rciay0+iKxvODr9S1B8yWcmwcfp0PrLiZL1zySTKlLIZqnPJ1wmzbZjBVWSesyRPliu4LmcxOc/+u2TXCdLm2Ck1C4sZFVyNLx37SczwzxcN7n64GYQD5coGvP/cv/OWNv0+ikOKpgRe5Y/V7+MGWe7GcyomHnlAHNyy8EvU4KtAEQTg/yJpC+OJOsnvj1ZOvpekcyTdGaH3PcmRNQdaVasBhNHkxms6ti/GKExnGH9pNcTwLskRgVTORS7vQApWTvXbZojSdpzCWQdZkJE1G9WjVdcTS2ydxdwcJrm4FQNEUmq7pA6gGYq7OAME1bchuDd+SGLn+GVS/gacriOxVsYrl4wrEPD0hFK+GlZ39ziwbCv7lzUe41eljpos4ZRvbtBj6/qbqcyWfS5IfTtFy4yLGH9xNYSxN54dWo/pEdZggnAzvwggzG4fqxoPrWmvD/DnCZ0mSYI4MSfNXArLM3jgtNy2mMJKuafMaWNWMFj6Oil+nPo1Tgwb+5U3kB5NY2RKe3jCevnDDCjBZkwmsbqnbJikSWsRdvRBBEE6ECMMEQZg3vAv6QJJovfkmJFlm4Lv/hV0qoUcjdN/5EbRQ7VUndrlMfngEM5VEMVxooRBGLIok154k0nw+mt52NQPf+m7dfQZWrWw4l+LkJGMPPFg3nty8hY5bP4CrtYXC2HjNts7bb0OPRilOTVGajiO7DIymJsrZLDv+4q+qQRiAOZNg999+g1Vf+eNKtViDDwvTL26kJ/kxlMPaJbpamgmuXsnMK681nPfUCy/WhWGlVAo7X0ALh0TbREEQBOGMcasuugJt7In3N9wWNPx8+oLbcXDQFY1VzcvYMrGjZr/F0T5yZr4mCDtky8QO4vmZahg2mZvm2YGX6/Z7ZWQzn77gdr712g/46LoPEnYF8Bs+dk01Dup2TlZaURmqjqGenr+be+IDfOWJv8VneMmUcjw3+DKXdK7n2r7LeGL/81y/8Cr6wl10B9s5kByhxdfEpy/4ED2h41sXJlVM8/rY1rrxYrnIZHaaFl+M7ZN7KNsWn77gdkp2GU1WUWSFJm+0wREFQXgrMJq8dH1kLekdkxQns/iXxnB3BtHOg0DDTBUY/vE2rOzBalzbIbVpHFlXiF3VC0Bm9zTj9++q3kbWFZrevpCJR/bimJUTxMnXx/AtiVUDLS3oouWmJVhXFHEcB9VnVFspqp4gnq4gZrZIbu8MiddGkWSJ8EUdeLpDKJ6jt+DVw246b19Nesckuf4Ero4AgZXNGLFTe7HG0VjFMtm9caae3I+sKfgWR+srVmyH3GASV5ufwmia0kxBhGGCcJL0mIem6xYw9eR+HMsBCYLr23B3Bt+0nxdJkSr7HCa0oX3O9Ry1iBv/iibS2yaZfqqf2DW9lDMl7JKFd0EEvcmDepS1Ew+nBl2oPr16AYGkykQv72HikT04po0e8+DYDnrMQ+TKbuLPHJidS9SNqy2Auz1AcSpH/mCVmmxU3qPf3FpcEI6XCMMEQZg33B3tLP2d36IwMsrAd/6zOl6ajrP3H/6RtX/9teqYmUwy+sBDDP34JzimiRoI0HX7bXgX9BJYurSuQit2+eVMP/8imZ2zX2ra3/fehi0SoVKl1qgVIkBhZJSu228jvvFlpl/ciOr10PWh24hefSWprdvY+X+/jplIABC57FK6PvRBzGSy7ji5/n5K8RkUd+NWIno4hKzVvk37ly8j/uprSHOUjCv67AcUM5sl13+A0Qd+Rq6/H/+SxbS+8xb8ixY2vK0gCIIgnEpew8PH1n6AP3nib2q+uC6LLSTmCXPPjofZMrETgJ5QJ59cfxuGqvPKyCYA1rWt5FPrP0SmlGt4/DcrWWZdqz8ABwfLsbAdh95QZzVQWte6gheGXq3b/4L21cf9WI9HppRj2+QuPrbug4xlJgi7giBJ/GjL/fzihR9hQ9tqlsYWEnIH+OLb/jd5M4+hGoROoGWhoehoslrXqhJAlRVafU1c13c5j+1/rro+m0dz86XrfgNDPb4Tl47jMJGdYjxTWWuixddEiy923HMWBOHskyTpnKz4OhZmojAbhB0m+foYofXtOJbNxIO7a7bZJYvEK8MEVjaTfL3S8lDWZaQ3tepSdAUl2jicskoW8WcPkNo0e0Hl2H07iV7VQ/iizrpjNaJHPEQu667sr8pnpf1gYSTN+AOV79RamwszVWy4XzldrIZ8tinWnxSEk6UYKoE1rXh6Q5SzJopLRQ25UN7U4lWPuGn/wErGH9xFOV2qVr9aOZPiRBajuf59XfXoRK/uxdMbJrV5nGz/DKENHRjNPhT9+LsEaH6DtvevYPTu7ZRTRXxLYiQ3jeGUbWJv66OcLJLZPY18IEn4og4671hNbjCJEfNgtPjQAi6snImr1YdvUbQS7Nk2My8PU86adH98HXr43GjJK8w/IgwTBGHeUHSd4MqVDH7/B3XbnHKZzJ69eHt7gUq7wMHv/091ezmVYv+//QeLvvBL6KEQ7vb2mtu7WppZ/nv/h/zIGOV0GqMphqu1Zc71tfRwCHdXJ/nB2jJ0xevFLhbZ/x/fZt3ffZ3eT30CSVGQPR6Ko6Ns+/KfYRdnvxDEn38BV0szvsWLyOzeU3snsoykKrjb23C1tVIYHavZ3PPRO9HD4ZoxT2cH3Xd8iOy+fcy8MnsCT3a5aLrmKiIXX0xhfAKjKUauf6Ayn0KlV3N+aJjpFzey6s++3PAxC4IgCMKptjjax5+9/f/w0J4nmchOc3XPxbQHWvjJtp9VgzCAgcQQ//zSf/HJ9bdx28p3oisaUU8Yt+YiUUjR5m9hNF1bkb22ZTkx9+zfybArSNQTZjo3U7NfxB0iW8qzvn0VC8PduLRKm5dVLUvpCLTWrFXW6mtmXduKIz6mVCGNaZcJGD40ZfYilGK5SM4s4NHcDSvKkoU0UGnFuHNqL6+MbK5ui7rDfHz9reiKzkWda6vjAcNHwPAdcT5H0uyNcU3vZTy896ma8ZgnQtAVwLJtPrLm/VzZczFbJ3bS5I2yNLaQjkArpmWiyupRT7Ym8knSxSymXeabL32XgUTls5NX9/AHV/8qi6K9Jzx/QRDmD8u0KCcKWIUyqkdDDRrI6rnXStWxG1cVOJaN44CZLtVVVAAUJ7L4V862JAxf1NlwnbG5lJOFmiDskPjzg/iWxI75xK4kSUjHcb+nkl0qE39xsPpzaTqHb2mMzM6pun3dXUGSr4+BBFpAVIUJwqkgqzJ6xIMemXsfSZZQAwaB1a3IBytXs3umSW0aJzeYpO3dy3BsB1mvbXmr+Qy0Fc34lkQr7zMnuRahq8VH50fWUE4VkVSZwf98g+C6NjI7pyiMpA/uVWT8gV0037CQ6GXdNbcv50rMvFDfFhKgnCmKMEw4YSIMEwRhnnHmXCjTsSpXlFmFAiP33l+/g22THxrGaG2tC8MA9HC4LlyySiXsQgHF40FWZ98StWCQxf/rV9j6x1/GLpaIXXEZvkWL8HR3ceD7P2DBZz6Jq7kJWVUpjI2x+6//htD6dTVB2CHjDz1M72c+WReGNb/tWoymJhTDYMUX/4Dhn97N1LPPoQWDdN/5YUJr19YdC8Db040aDLLgl36Bge/8F7Ku0/eZTzJyz31s+u3fRXG76P30p8gPDlaDsOrjzeaYeflVjOVLGx5bEARBEE4lVVFZFO1lQaQby7bQFI0DiWHeGNtet+9oZgKv7mFBpJtkIc2B5DCZYo6oJ8xvXP5ZvvHCtxlIVr4Ur2hazGc23IFbn/0iHPGE+F+XfoavPvX3FMqVv8eGanD76nfzzMBLfHbDh6tBGECzL8bvXfUr7J7ex67p/SyK9rI0uoDmOaqZsqUcm8d38L3N95AspLi4cx3vW/YOWv1N9M8M8ZNtP2N3fD+Lowv44Iqb6Q11IkkS8VyCl4Zf575dj6FIMh9d+4GaIAxgOj/Dnun93LjwmpP+nR+u1d/EjQuvAuCJ/c9h2mVWNC3hgytv5iuP/x2yLHPrylu4sH0Nq1oqnw1GUmP8eOsDbBrfzrLYIq7quZjOYFv1mFO5OP0zQ+TMPFFPmP/edBe7p/cTdAW4ZfHb6Ay08eyBl8iWcvzd8//GV97+W4TcjRdYFwTh3FDOlph5aZjEK8PgALJE7OoeAqtaUFy1rbPMdBG7aCG7lDnbKlqmhVMqI+vqcQVKp4IWdCHrSs16OAD+5U2oXg07X19JC5VWiY7lILtUYlf14Go/vmrdN9/fIU7ZrrZenO9s28EuzHZPsUsWVs7E0xMiN5CojhutPiRZwsqWaH7HIrTQcaw1JAjCSSnnShQns8SfO1Azrvp0gmtamXh4D/mhFO7OAKEL2kGS0EKu6jpcp/IiB81noPkMrJyJHnGjRz0kXxut22/qmQE8fZGa4FxSZCRVxinXnx880383hPOLCMMEQZhXtECAtnfdwr5v/lPtBknCt3gxUGnD42prJXdgECubrdnNcZyaUGsujm2T7R9g+Kd3k9mzh8DKFbS/+514e3qq+/gXL2bt3/wV5nScA9//Afv//Vvo4TDdd36Y8Ib1yKpKOZ9n3z//GzOvvEr4gvWN70yWCCxbRtPbrmHyyaeRFIXWm26k473vRjEqf+zd7e0s+MXP0nX7h5A0FT145JNGRihI6ztuJHzBesqZLFu/+CXKmQwAVr5A/IUXcezGoWK2fwBtzaqj/o4EQRAE4VSRJRn54BWmR6s0msxO882N362pHLt15S38zlWfJ13KIkkSMU8En17fimppbAFfu/H3Gc9MYtkWAVcAVVLYcOlqAi5/3f7NvijNvihX9Fx01MewaXw7f/Pcv1Z/fmL/82wd38VvXPEL/PFjf11tRbhx6DVeH93CV6//HVp8Tfx428+qlVkxT4RtE7saHn/75B4+sOLmo87jeEiSRE+4k7e3XMpNi67BcixeHHqdv3jq/2HalROa//jSf/KZC+7gHYuvYTQ9wZ88/jckCqnqnJ4aeJHfvfKXGctOMZGZwm942RPv57KuDfzlM98kb1YuvEkWUnxv8918Yv1tvDG2jUwpy3h2ing+KcIwQTjHFUZSJF4enh2wHaae6Mdo9eM5uF6NVbLI7Y8Tf2EQx3JwyhZNb1+EpydYPbnqOA7F8SzxFw5QHM9gtAWIXtqJ3uQ9Yy3/tJCr0r7rnu3Y+cr7oNHuJ3J5N7KmoAVduLsC5AdTNbcLXdiBq81H5x2r0aOe456v4tGQNLlufS13T+X3lx1IoOgKWsiFchxr85xJqksjsLqFqcdn19yc2ThE6IJ2Qhd1UM6UUH06iqFQzph0f2I9Wsh1TlYQCsK5yLEdUpvHqxVhh4tc1sXkI3uxSxbB9W2oXp3JR/fiWA6+ZTH8K5oxIqdnDULFo9F0bR/F6XzD7Xa+XBd6aQGD0IXtddVh7q4AWlAE7MKJE2GYIAhnnVUqURyfoJxOowWDhC+6kJa9exl/+FFwHBS3m0W/8nncnR3kR0ZJbd2GrKp03voBHMti8Hv/U60a8/R0o0ePvuB77sAgm3/n97FLlX7xhZFRpp97njVf+3M8XYetI2bbbP/qX1BOV4KmUjzOnr//fyz7vf9D9NJLKE5OVtsVOo6N4nZj5Wv/wLe98xbc7W0s/OVfovuO20ECPRqtC+1kTcOIHfti9ZIs42ppYWbo1WoQdki2v5+WG28k8drrdbcLX7AOLBsznUbz158YFARBEITTKeoOs7plGZvHd9SMN3kixDwRNg6/XhOEAfxo6wOsblnG8qbFRzy2JEm0+Ztp8zcfcb/jlSqk+f6me+rG3ZqL5wdfqVuTq2SZvDD0Glf3XMIj+56ujmdK2TmDoXZ/C0Hj9PxdnpmIs6FrA9sn9/DjbQ/Ubf/Blnu5uHMtb4xtI1FIoUgy71p6PU3eKB7Nzf7EIE8PbKz+m13WeQGFcrEahB3uyf3Pc0nnOh7d9ywSEpoivnIKwrnMsWySb4w13JbdNV0Nw0pTWeyChXdhFLtgYsS8ZHZNoXo1XK3+g/vkGPr+pupJz3J6itz+OF13rsWInZn1ySRJwtMVpPuj6zDTRWRVRgu4qutbKR6NlpuWkNw8VjmprCmEL+rEaPejh2eDHTNVpBTPUU4X0SMetLAb1TN3iKUFXTTfsIjxB3ZhtPpQ/QbIEt6eEIP/9Ua1NaO7J0TL/8/eXUdJcl2HH/9WV1Uz4zDPMmpRLK12JVmyBWbJJDPGdgyxk/wSOzHHSew4hphlx45si9lippV2pWWm2WHq7mmGqvr90bs92+peLWhR+z7n6BzNK+yWpqb73XfvvbTrlJ3sdXYHSO2MktmfCSaB7DRjrXch15iAFwThxClMZBl/fi+eefVYwg5yw6XF47LTTCGRR89rWBtcSJLE2NN7ysdFn++lEM0SubQLk0VB31etyfQ6SyUeyNroRjLLYJLgVeVqLXVOZFvl80OSTXjnNSBbVaIv9mIUdNyzI3jOajhlFwwIpwfxl0oQhJOqMDHBwL330XvzbRiahqSqtH3gfbRcfx31b74CLZXG7PdhCYfJ9A+w4Z++Rn58sheIo72d5ne/k77b7qDlPdfh7O7GGjp0s/bhxx4vB8L201JpoqtfrgiGpff0lANh+6keD6nde7C3tyOZJle59d9xNx0f+zA9N/2F3PAwmEyELrqQustWIMkysiwj10WO9q06KL1QXcojPzaO4rBjb20hvWcyPd7Z1UV+PErPj36Co6uT7s9+BkdrS9XxgiAIgnC82M02PrLg3fz38zeyfXw3ABFniC+e8zGsioXHdj1X87j1Q1sOGQw7XvJ6oZwtdSCP1UXfRHUPGIC98X40vYhhTH7hzxZzmCSJgM3HWGby84xJMnHtjMsx1+g1diztLx/5aol8CsMw2DZWWu3//vlv5/Fdz7ErWuoNIyHxlmnLMctmVvWv5bne1ZzTuhCTZEI3KlfypgoZrEppEvfs5rMI2Q9/oY8gCKcgSUJSak+ISubSuGEYaKkCI4/trFjd754dITuULAfDJjYMV63+Nwo6mb1xTFYVPZNHUhVUj+W4Z4qpHutBA06qx0rg3Fa88+rBJKHYK5/N+ViG/ts3Ujggy8E9K0zg/DYUR+3nuGSScHT5abp+DhMbhymMpvEubmLgto0V+2X2xJjYMIT/7JYTli13JFS3lforp5KPZ9GzBRSnpZT9JcqWCWcoLVukEM2gZQqYrDKKa7Lk4IlmFA2Mgk5sVT/h5Z1keuIkt49h9lnR9pU4dU4JVgTC9ktuGcW3uBEtVSD2ygDoBp559Vgb3K8Z6D9cJlXGEnYQWtbByMM7JsfNMuHlnTUDXIrTjG9hI85pQdBBcaivu5eZIIhgmCAIJ1Vi6zb2/unm8s9GocCuX/0GR0c7npmTDewNw2D0qacrAmEAqV27aLjmKmZ991tYQkFUx6FXFGq5HJZwiPCyixl74QUUuwMkA//ixZgDforpDIq91IOkmKwswxi6+CIcrS0MPfIYQw8+RGjZxXR//rNs+9GPyY2MsPvG3xO5dAXmYBDXlG5sjQ3lUohV95HNoheLqE7n4b5dNdka6sFkgleVRcyOjTH1y18ktXt3qZdaMEhuZISe//sTAKntO9j87e8y6zvfxOJ/jQ6sgiAIgnCM1bsi/P0Fn2EkNYZu6ATtPrw2D3mtgNdauw/LwcZPBLfFxaLGuTy554WK8d2xXt4751pW9a+tOmZp03wsihWXxUkiN7mw5uYN9/Kh+e9id6yX1f3raHTXce2My2nzNlWd40hEM3EyhSx21YbXVvu9Ctn9yJIJ7VUBrDmR6ZgwMTsyjZ54PwOJ4XIgDMDA4K7ND/Hxhe8pv9a+iUE8VhfRTLziXAsb5rBxZBtXTFnGlVOWYVVfe0LIMAyimTi6oeO1ulFEJpkgnFIkk4R3fgOp7eNV25xdpWC3lisSXdlbFeiaWDdEfUepZ7NhGORHU1XnCFzYhmxTGX+up1Riz6YiyRLO7iCy9eQ9DyRJQqnR88wwDJKbRioCYQAT64dxzQgfNBgGUIzl6Lt5PUZBR1JN5Eeq3w+AibVDeObUoziP7wKJoyXbVWzHYHJcEE53xUyB5JYRJJOJ7EACySRhbXRj1Lsw+2yHPsExJttVzAEb+bEMww9ux9bswX9OC4auYwk5mXhlACSpZh8ugEI8x+Bdk5Ub0rtj+M9pwbe48ZiUOzUpMq4ZYaz1LnJDSUwWGUvIgfkQ5RkP1n9SEI6G+KYhCMJJY2gag/c/UHPb6NPPVgTD9FyO6OqXa+6b2LoV14xpjL/wIqmdu3DPmIZrSjeWYHWGWLqvj4G772X8hReJXH4p3Z/9DMmdu3BN6cJktpDp76f/rrvxL16Es6MdR3tb+VhrQz22+jp23/j78ljfzbfimjaFluvfTc8f/o9CfIKRJ55i2t//Hc6O9pr3W0ylSGzZSu+tt1NMJomsWI5/ySKsoRAAufFxiskUis2G5TCy3Kz19Uz94t+y7b/+u5zt5po2lYbLL8NaF8He3ERmcJBXPvdF9GxlOaPs4BC54WERDBMEQRBOOJfFgctSuYjFLKtcNW0FLw+srxi3yGamh7pO5O1VMMsq1864nA0jWxlLTy7MuWb6ZcwIdTM92MWm0e3l8emhbqaGOgnafXxmyQ3821M/xaJYuKTjPIJ2H2FHgIWNc3nr9FI2mOUIMsJ0Q6c/MURPrI+iXqTd28JwapTfrP4zI+lxIo4gH15wHTPDU6pKFEacIT668Hp+/uIfMShlrHmsbi5oW8LGke3MCE1hLB09aHbeaDpaDu4F7T4u67yQP2+4u5z91h1o55KOc3nz1EvwWT2HDGxFM3Ge3vMid2x+gFwxxwVtS7l62goiztBhvx+CIBx/ljon4cu6GX1iF3q2iOwwE17RiTlYmsA0chrZgUTNY4195bAkScI5LUR6d6y8zTO/nmzfBGMHBNpkm0LwonayAxM42k+97yh6rkhiy2jNbYWJLNmhJPmxdGmSN+BA9ZayzwxNJ7q6f7JnmG4cNMNBMstIpteXFVYu45jMY/bbSmUcRWkx4QxUTOYppvKYVBOKy3JMsxiLEzm0VIHx5yYXEMXXDBK+tAvVaz3h2Z2KXSV8WXc56J7ZGyezN07kyqlYww6c00No6TyK20JxorJagKTKFJP5qnOOP78X19Qg5sC+571uUEyWjlWcliN+VslmGTnixBp5fYvCBeFoiWCYIAgnjV4sErroArzz5pKPRhl68GH0XA5D1zGplR/U9XweZ0cHya3bqs5j9vnY/t8/IXzB+Qzccy8Dd9+Dc0o3U7/8BazhyZ4h2eFhNvzzv5IfHSVy6QrSu3az909/oeOjH2booUcYX/kSGAbeeXOxhEKYzGZsDfW0f+SD7Pr1jYQvupD+e6r7bCQ2b6X1/e9jzve/i2EYWELB1wwujb+4im0/+K/yz7t++Wuiq1+m+7OfJrVzFzt+9nNywyOoHjftH/4gvkULUex2CvEJktt3MPTIo8g2K5Hll+Bob0O2WvEvXcy89v8gNzqKbLNhqYtgdk+uCjeKxapAWHnbq+o1C4IgCMLJ1Olr5SvnfZIbX7mFoeQI04KdfGDe22l011fsN5FLoOk6HqsLk3T8S6Y0uuv412VfYiAxRKqQod4Zos4Zwqpa+fw5H6Z3YpDBxDB1rjBNrnp89lIfndmRafz75f9ENBPnV6tuoj9RKqu4sGEON5z1TlzWI5sM2DK6k28+8SMKWgFJkvjEovfyPyv/UA5uDaVG+c5TP+bby79Cp7+14lhVVnCanXxk4XXktQKKJJPX8tz48s0E7T6+dvHfcl7rIl7sW8NwjYQFu2olX8zjt3kpaEXafc18/aK/JZqN4zQ7qHeGCTkPryyipms8uP3Jih5mD+94ij2xXr5y3idxW0VfU0E4VcgWBfesMPYWD3pew2RVKsqASaoJ1WulEKv+viEfkCllb/ZgbXCR7U+ABJaQg/jLAxX7a5kiqV1RFKcZW7PnmGQjHEuSXHqt+dF0xbi9zUsxkWf4r6+Ux2S7SuM7Z2EJOtALGrnByYChoRlIsoSkyhgFreJc/iXN5R5mh2t/qUok0Asa/bdtpDB+QBnHuXUEzm09JuXOBOF0YBgG2YEEQ/dupRDPggTuOXUEljaXevYdA1q6QPTFvqrx0ad2Y212ozosYBiYTmA/PWu9i5b3zSM3msYo6liCdlS/DZMiE7q4g0I8i7XexeDdm8u9CgHCKzqJvrC3+oS6gZYrlVgsTGSJvTxA/JVBJKn0XHFOCaDYzadsn0NBeDURDBME4aTIjY/Td9sdDN7/AEaxiLW+nilf+ByZwUEoarimTyvvqxcKDNx7P66p3Yw88QRaZvJLljkYRLZYmFi7HtXhxDt/HrHVL5Pcuo3Elq0VwbB0z17yo6MgSTg7O9jxs58TPP88xle+SOzlV8r7xV5+hWIqhTngx97USGTFCjxzZqOlM+USg6+m53IVmWwHfd1jY+z53e+rxmOrVpPZ28fGb3y7XO6wEJ9g63/+F7O++S84p3TTf8+99P7llvIxww8/ypQv/S2h88/DpCjYGhuwNTbUvK7ZH8C3cAHRl1a9atyHdV8/Ni2bRfV4sAROvRWYh0PLZknt6SE/NkY+GiM7NISruxtnZzu2htrviyAIgnDqsaoWFjTOoTPQRr5YwGG24TBPlk+ZyCVZM7CRWzfeR6aY5eK2c1jWcQ5h56GzqV+vkMNPyFH9d9Jn8+KzeZkdmVa1TTHJWBQzP3r+NxV9x17qX4vTbOcjC6/HLB/e5GQsM8FPV/6eglbqFzol0M7awc3lQNh+hmHwzJ4Xq4JhAPHsBL9c9X9ISBXHeSwudF0n4gzxtplX8P2n/6fiOIdqx2G2s7zzPJZ3no/H4sKmWJHl156oThey5Ao5UoU0sslEyBHEMHRGUlF2ju9BQiLsDDIrNIVZkWm4LA4mcglcFucp2S9HEM5UkiTVnOw0DIP8eAbvokZGHir1gTFZFWwNbmSPGcUx+XxTPVbqrppGfrSUsaRnqnsfA2T7E3jn18MpuGbPpMr4FjdVlY10Tg0y/MD2ijEtXWDsmR4iV0zBZFawt3orgmjRlX2El3cSfamP/EgKk1nGf04LjnbfEd1TYSJHYsMQsTWDmIM2LCFnRSAMYGLNIO7pIZR9CzUORctr6JkCkmKqKP2o5YoYhVJA9FQLVArCgQqxLP23bEDP7ws2G6XfA9Vlwbek6Zh8xjB0vWbJQUeHn/xwiuGXt2MUdbzz67G3+k5I6VNJkjD77TVLDyp2FcWuYugGze+fT344ha7pWMMOsCgUU9XPZEk1IdtU9FyRkcd2ktpWevYZQOzFPorxLCgm/IuasIQmKz7omo6WyiOZTKdsyVfhzCSCYYIgnHCGYTD6xFMM3H1veSw7MMCWf/t3Wt77Hnb9+rfIDkcpCNTRTnZomN5bbkP1emn/6EdIbt9BatcuXN3dWBvqy8GlsRdW0v6hG4jtK6cYX7eBwDlnY9o3SZOPlsoaKS4XubExANzTp7HzF7+qusfk1m3lkoOy1YKjtZVCMolr+jQSmzZX7CvJ8mGVMwTQc/mqvmf75cbGqvp+AfTfcx/tH/wAvbfcVrVt5y9+jWva1HKJxYNR7DbaP3wDhXic5LbSlzRzMMiM//dVhh5+hN5bbsMoFDAH/HR/9jN4Zs9COsTk1qkm+tIq8rEYA3ffR3ZwEIABwN7eRtcnP469rfWg/dsEQRCEU0+tHmGGYfBsz0v8ZvWfy2O3bbqfTSPb+OK5Hztls4mGk2MVgbD9ntqzkrfOuII61+GVBZzIJRhKjpR/tsgWssXamd/xA/qUHagr0FYVCAO4rPvCcpbajFA3n1lyAzetvZOxTJTpoW7ePfsqQnYfF7QtRTEd3meE3dG9ZIpZ1gxu4qEdT+ExO3nvvLfx9J6VbB/fTbu3mX+++PPousZL/ev42Yulz3Tntizi3JaFtHgaD9r/TBCEE08vamBQUWYsP56h/5YNWBtdNLxjJkgSxViW5JZR9EyR4kQOxTlZmkx1Wsr9X5I7qvuQAZh9NhSfDUk5/lm/R8MSdtD47tmMPb2HwngGe5sXk7n2czG9cxw9U0B2W3HPqSOxcRgtU8qyKCZyxNcPElrWjmxRMFkUFLfliCbptfIEden7rbnTT3pn7fc10zeBrenQwbDcSIrRp3aT3h1DcZkJXtCOtclNYTzN2NM9FGIZ7O0+/IuayqXTBOFUU4hmJgNhB4iu6sM9M3xMssMUhxlMEhxQbccSdqA4zQzevaU8NnT/NjxzIwQu7EA+yLPiRJJMEpaAHcsBv7+GYRBe3sngPVsq9g1d3IHqsZIfS5cDYQdKbhsjtKyD4Ud20HDtDGSLQj6aIbqyl8TmEWSriv/sZhxdAZGZKpwSRDBMEIQTLh+N0nfHXQTOXop33hz0QhFJURh98unyPloqxa5f/Ybp//BVtHQKo1gkPzrK9h/9mClf/gKFWIzo6tVk7ppMSTeZzdiam2l57/Xs/fPNWOsiGIUC7Avq2FtaSudOp1H3lRDc3+OiFpO58sOR6nTS8dEPs/6fvoaWmlzR1/GJj2KJRA7rtSsuJ46ODlI7d77qYiZkR+0Gq1o6TTGdrhkoK05MlO7lMObQbA0NzPjnfyQ7PEJyYgJ/WxvxtWvZe9PkhGJ+bJyN3/g2c//z+zhaWw7rNZ0KsiMj9N52J775c8uBsP3Su3YTX7ceTCZc3Sev34wgCILw+o2lo/x5/d1V45tGtzOUGj1hwbCxdJRoJo5FMROyB7Cqrz2hYmDQ6W9FQmJXtAfN0PeNUxWUei1m2YxZVsnvywzbNraLd856M6v611Xte17roprnaHCF+cySG/jFS38kp5UW/pzfuphFjXPL+zjMdi5oW8KsyFQy+Sw21Yrf7i1vj2UmyGl5nGZ7RdbegfriA+yO9rJtfDcP7XgSgPfOvZYfPPvL8nUHkyO8MriRTy1+P/dve6x87GO7niWeneCitrNZ0jxfZIgJwkmm5Usl/mKr+tAyRdxz6rC3elFdFgpjpVJcjg4/mT0x8tFsOTADkNw8Sv21M3B2VmfVWkJ2VJ+VQvSAoL5JwjO/ntxIkrzfhqVGdsPJZlJk7E0eLNfOKGdJZftr90yTneZybzBLwE7TdXNI98TIDaWwNXuwhBylEmYH6R92KIV45futpQul0pRjmap9FfehJ//z0Qy9f1mHvj9gF88xePdm6t4yjeGHtqNnS+OJ9cOkd0Zpum4OZl/t77GCcDId9NOVfiSfvF6bOWjHt6iR6Au95THX9BBjz1aXG4yvGcIzrwE55KjadiqQJAlHp5/m98wluX0MDHB0+TEHHUgmCb1GBhwABhg6ZHsn0FL5UpnWOzZS2PcMKhZyDD+4nZCu450nKvYIJ58IhgmCcOLpBpEVl5AbHmbHz34BlLKrGq5+C2afDyQJDIOJDRvJx6JgkpHtdrR0KQCVGxwisXlzVYZVeNlF9Pzhj2jZLB0f/RDWunpk62QpD1tDAw3XXEX/HXeh5/NYIhGyA4PYW1tJ79lTcS5LKIS1rjrA5ezsYO6/f490Tw/FdBZHWwu2hgZk8+GlfasuF52f+Ajr/9/Xy5lnAK3vew+q11vzmLrLL8VkNoPJVBUQUz0eFMfhf5hS3W5Ut5utq1YRVFX6bruzah+jWCS5bftpFQzTUinMfh+JGj3lAJI7d6FlMjjaWqv60QmCIAinj7xWIJVP19yWzldP/B1ruqGzZWQH//X8bxjPxJCQOL91Me+ecxVBe+0yw5lCaZK3yV2Pbuhc3HEOawc3sbL3Fc5pXkDA5j3s64ccfq6dfnk5IJgpZhlJj3Nh21Ke2P18eb8rp1xCh6/233GLYuGclgV0BdqIZuLYzTbCjiB2tbL8WVErYpXNeN3uck+2bCHH+uEt/O7lmxlKjTIl0MEN899RCvS9KmC1eXQHIUeAx1c9C0Crt5HtY3vKgbDy+1PMsnl0B/XOMAPJ4fL46oH1LGiYw1gmetD3VhCEEyO9a7wiyyHbn8A5JUB4RReGYaD6bRQncpj9NqIrq/vnjDy6A2vEWVUqS3VbiVzWTWrHOOmeGKrXint2HcntY+RH0si2Uh+aow0UHW+yRYF9vYDMPhuq31ZVnjB4fltFmcGDlS87WsarMl9SO8cJr+gi0xOvvFebgrXu0AtG8qPpciDsQNEX9uLsDjCxbqg8pqUL5IaTIhgmnJLMXiuSYqooY2gO2Ahe0E62f4K8VUFxWkrPmKPMQjUpMr4FjVjrXcRfGQDZhCXirOoDuJ+WLVCYyCLJleVHTxUmVcZa78JaX/2sUBxmZIda6k144LjHgpbOI6kyyCYK0Ww5EHag8Wd6cHYGjlm/NkE4WiIYJgjCCWf2ebEEg/TefGt5zNA0+m67g2n/+NVyMExxucgOjbD7tzfS/M63s/vGUumcvjvupP3DH2LgnvtIbt+OpCiELrwAs9dbLgFYTKaw1tdVXFd1OWl6+9sInnM26d5epnzhc0RXv1w69+9+T264VHZI9XmZ+ndfxFYjGAaloNrr6UHl7O5mzn/8G4ktWygmknhmzsDW1AiGQcv73kPPH28qB73qLr8U94zpyHY7ze96R0UWF0DHxz5y2CUaqxgGhl77Q9rBxk9Vst2Bls5gb24ivrZ6dbytvo7U7j3oxaIIhgmCIJzG3BYnXf42to/vrhiXTTLBGr28jrXBxAjffvLH5YCOgcGTe14g4gzytplXlING++mGzgu9L/PTlb/fd/8u2n3NLGmaz/y6mbT5mpCkw5+AkU0yyzvPI2D3ceemB8nrBXxWD2/qvpgrpixjIpvAY3UTcQawqQefnJRNMvWuMPWucNU2TdfYE+vl3i2P0jPRz6LGOZzfuoR6V5gd0T3829M/K++7dWwnX3/sP/nOiq/S7Kn8bDSeiRF2BinopUlVr9XDcGq05v0Mp0bx2jwVwTCAol5Er5EZLwjCiVNI5hh9bFfVeHLrGL7FpTJ5tiYP6d3Rg2YeFeM59INMDssOM6neOJaAAy2Vp//WDWBA+NIuxp7Zg6PTj+k0mDxVXBYarp1BbHU/yS2jyHaVwLmt2JqPb6lX2WnGZJbL5eAMzSC+bojIm7qJvTxAMZ7F2uwhsLT5sIJW2kH6uGmZAiZr9RRicSL3+l6AIBwnqtdGwzXTGbx3C1qmiOw041vaTGLrKJawk+SqfgxNxz2rDkeXH/UonzOyXcXZFSj3+svHsyguM8VE5eIfSTGhpfL03bwBxaESOK8NR4cP2XZ6zE+obgt1b55G/20bMAqlz2Yms0zg7BZGn9iFf0lTOVu4Fi1TRNdOwUaQwhlHBMMEQTjhdE1j5Mmnam6LrX4Ze3MT6T09NF/3Tnb/5kYyvb1EV62m6zOfIrV7D5IsY62PELl8BY22q8mPjzO+8kWGH3m0fJ7xF1/Cv3RJ1flVlxN16hRcU6cA4OruophOM+tb3yA/Noah61jD4aMPMB0GyWTC0dKMo6W5alvDW64ksHgR+VgM1eXCEomg2EtfWuqveBPuaVMZfuwJZJuV0EUX4mhrO+r7UN0u6q+8gp3/84tX3aCEs+v0KidoDYeou2w5erGI/MSTaJnJlUiK2405GMTs96HYxKpFQRCE05nT4uAjC67jXx//IenC5LP+4wvfQ9hx/P527zeYHK7KbAK4f9vjLOs4l4DdVzE+khrjty//BQCzrPKBeW/jxpdvJpFPAaWSNJ9b+iEWN85DkQ/vq5nH6uai9rM5q2EWumHU7K32anZ7KQshlp0gV8xhV224LM6a++6O9fL/Hvk+2r6FMXtivTy56wX+30Wf5e7ND1Xtn9cKbBrZVhEMS+bTzIlMJ5qN8+nFH2Bl3ytsH9vN8s7zWTO4seocU4Od3LnpgYqxgN2HTbXitYieYYJwMhkFnWKy+rkHpQCJvcWLa0aYwni6MrtCAmudqzQBnC0ctKeW2WcjfFEH0ZW9ZAcSmIMOfAsbyA6nMKkykun0KZNq9tkIXdSOb0kTJtl03Ce5i6k82aEE4RWdDN63tVwXLjecBLmOwHmtZPbGyQ2n0LLV2V61WMK1q444ugJk9sarxmtlkAjCqUAySdjbfDS/dx7FZB5JNTH6+C6sDW5GH5tsWzEytIPsYALPWfWoLguK/egytvaXQ9UzBfxLmxl+eEdFrUb/2c1EX+wD3UBLFxh/rgdJNeGacvw/vx4rtiY3Le+bR348g54rouU0oqv78S1txjUthGSSUDxWkKiqU2nv8ImeYcIpQQTDBEE44SRJQrbXLg0hqSpmv5+mt78VSyhEprdUezm+bj3xdeuxNtSXVgouu4j+O+8msHRJRYbZftbIvn5hh7oXWUZ1uVBdLqzhw2tefzzJFgv2lmbsNQJlqtuFd95cvPPm1jjy6PgXLyK5YwfDDz8KhoFss9H1mU+VMtVOM/7Fi0sZf1/8PGMvvEh61y6cU6bg7Gxn9Jnn6Pzkx072LQqCIAjHQIe/he+s+Ap74wPkijmaPY3Uu0KohxlMOpGS+XS5TOK5LYv46/YnyoEwKPUu/ckLv6PtsmYa3IfXf3Q/t+XQE5AjqTG2jO5kWB8l2pPmpnV3MpQcodXbxIfOehdTAu3IpskJ6oJW4M7ND5YDYfsNp8fYGe0hXci++hJAqYfY5GtOcd/Wx7ht4/3ohl4qJdm2mLNbFmBRzLR6m9gTm+yt0elvpcvfStGYvKZNsfKRs96N0+Lkrq0PkSvmWdAwm2ZPw0F7lAmCcHyYLDLmgJ18jdX+itOCJJuwNbrwLWkivmYQ96wIhXgW14wwmb0xjIKOZ24dxVT+oGXBZKcZySwTuXIKRlEnvn4YWTURWt6JyVI7iHa4CvEs2aEkhVgWa8SJOWg/ruXJJNmE6jz+mWyGphN/eYD4ukF8S1sIL+8sZYeZJCTZxPhTPTi6/KR2RSmMZ7BEHNhbvIc8r+qzETi/jbGndpfHzEE7njl1pHdWtilwz6lDPQV7ugnCgVSPFdVjJTuUxN7mI/p8dT+vxIZhrPUuRh7ZSf0VU1G91hpnOjx6Xie+ZpDwii4KsSyGpmNv9RJb3U9uKIV3QQOq10p+PEMxniU3lsYSOD1+jyRJKpd61TUdLZXH2R2oyKpTPVYil09h6P6t5THZoRK8oO2giyIE4UQ69b4xCoLwhmdSVRreciXRF1961QYTofPPw1oXQXW7a/Z/yvYPoHq9KE5nqZeWoqA4nRSTyfI+kqLgWzAfxVV7xbMwyRLw0/HhD9HwlivR0plSCctwPwIJ9QAA3dxJREFUGMl0atblfy2yzYqru5TR5p4xg9zoKPlYDJOi0P3ZT5f60QmCIAhvCPWuCPWuIwseHQt1zjBmWSWvVS64Wd55HjvH95DIJal3RbAopYlWh2rHoljIFXO0eht5bNezVecs6EVG0+ME7D7i2QlMkkzA7q3qwZXMpdDRy0GwwcQIg8lhNF2jzhWmzhmqCGyNpMb43lM/o3digI8veg8/fO5X5W17Yr386+M/5LvLv0qrr6k8nivm2Rvvr/nah5KjrOg4j82j26u2za6bVv73neM93LLh3vLPBgZP7n6BTy56Py6znY8tuJ69EwMkcklaPI14bW6e63mJTy56H7IkY2AQsPsYTY3ztUf/A90oleK5c/ODvHfuW7m86yLMilhZLAgnimI3E35TN7n+BADpvXFS28bwn9NcygCgNEFqbfRgaAb50TS2ZjdD909+l0tuG8OzbwJYNldPQ5k9VvxLmhh+eAfZ3glUvw1zi5f4mkEkScLe6j2qe8+PZ+i7ZX1FKT9Hl5/w8q6q/mWnEi1TQC9omCxKqS9ZDYWJHNEXe7FEnGT3xkhuHUOSJQwD0EspGbmRFGZvqY+Z6jm8yX3ZouCZX4+j3UthIofJoqD6rKhOC43vmkV+LEMxmcMcsKP6bCinSYk3QTCpJiRZKpcUfTVD08n1J4i93E/wwvajzkpVPRbyY2mGH9xees4oJhSXhfTuGN6zGsiPZ4itmvysJb/UT9O7Zh3TXoIngkk2YXJXP1dMignn1ACW8HwK8SySYir1VDzMZ5AgHG8iGCYIwknh7Oqk67OfZvdvf08xkcASCtH5qY/j6GjHpJQeTda6Orzz5xF7+ZWKY9tueB+WYIDQBecTX7+Bjk9+jPHnV5Lctg17ayuBc8/GWl+PJRA4Ca/s9CPbrDhaW0/2bRxTisOO4mjB0dpysm9FEARBeAOpc4X4hws+w389/xuimTgSEoub5mFXbXz/mZ8D8IlF7+X81iWoskLYEeC9c67l16v/RF4rYFOt5Uyx/SyyGYfZzk9X/o7ne1/Grti4dsblXNC6GK/NQzybYN3QJu7c/CB5rchlXRcwI9TN1x/7QblUpGJS+PJ5n2Be3YxyEG3z6A564n3MCk9ldf/6qtei6Rqr+tdVBMNsqpX59bPomxis2r/T30qDK8LsyDTWDW0uj187/XKa3JMlEl/sW1PzvXu6ZyWXdl3IPz7yb4TsAb61/O/w2kolENu8TWi6hiIrjKTGeHrPizy046lyIGy/m9bewVn1s2jy1B/8P5IgCMdUbjTFyMM7yA2WFh86ugM0v28eqtuCfMAqf9ks4+wKkDbLDN67peo88dX9eGaFkUO1FyzquSK5gQR1b5mGZJLIj6UxB+1gkiimciiOI8u2MgyDiQ1D5UCY4rHgnhHGZFEoJLKnXDCsEM+SH0ujFzTGn9tLfjyDtcFF6MJ2LHXOqgUSRkHD0AwK8Rz2Nh9sHcN4VT8eS8hBalcUk0XG1nj4JWdls4wcdmIJV/63Ut1W1BqT34JwOlA8VhSnGcVtqep1J8lS+XdsYsMwvoWNKEfZQ0z1WKl7yzQG79lSLjEr2xUwSah+G7HVlYuOtFSe+JpBghe0lUstnu5Miowl5MASql12VRBOJhEMEwThpFAcDiKXLMMzezZaNoPidGLxVza+V90uuj79Ccaef4HBBx5GcTpoevtbcU2ftm+7m+A5Z1OYmMDZ2UkxncYoFlHdbqx1J361uCAIgiAIb2wmycSM8BS+vfwrjKbHGUyM8FL/Wv5v7R3lfX656iamBjtpdNdhMpk4r3URje46Vvev54ruZdy68b6Kc75n7rX893O/pT85BECqkOYPa25DN3TePOUSHtv1bMX5b3z5ZhY2zOGshlk8vedFAIp6kf967td879J/IOIs9Z7YOFzKyrCpVpIHlGY80Hi2sv+LbJJZ3nEuT+9ZSSw7WfrwrPpZ+G1eJnJJPrrgepL5NPHcBH6blzpnEJs62ZPTrtbuz2mRzcj7JprOb12M2zo5ySpJUrln2kBiGLNiZjQ9XnUOzdCJZSdEMEwQTpBCIsfA7ZsoxCeD+KltY5jMJsLLD95jWEvVKFdvgJY5eN8qLV0ktLyT7ECC2Et95XHZplB/7YwjDobpuSKpHaXniGt6CHPQTmz1AFoqj63VS+ii9lNmojYfzdB363oCS1sY+utkRl22d4LeP6+j+b1zsQQr71W2qygeC8V4KXvL2ujG3urFZFHIj6ZI74lhDtopJPIE3jLttMs6EYRjzSSbsDV5CF3UzsA9W8oZlAC+pc1MbBgu7afKIB19r0JJNuHo8NPygVJmlEkxobgthC/tJD+aqXlMauc4/iXNyPY3RjDsdGEYBvnxDNm+CbRMAVuTB3PAjmwV4ZI3MvFfVxCEk+pQfbosoRANb3kzoYsuRJIVFHv1BIvqdqO6RXP10012eAQ9l0NxOTF7vSf7dgRBEAThsAXsPnLFPP+08t+rtmm6xlg6SqO7DgCH2c6syFRmRaYSy5QCSLdtvJ9MMcsFbUtodNWVA2EHun3TXzmrfha3brivattL/Wv5yILrysEwgHQhw3gmVg6GdflbeWTn02wZ3cmVU5axYXhr1XkWN1b3IW1w1/Gvy77E9vFd9E8M0RVoI1PI8XcPfpuiXiRg9/GZJTcwv34mJql60mZJ0zzu2PwAhlGZoXBe6yIe2fks04NdLOs4p+axAHmtQK6Yw2V2VPRX289pOTUmrwXhTFCcyFUEwvZLbBzBv6S5ZoBFcZqRHWp1QEwC+TVK6ilOMyazieEHKkuxapki48/vJXJZ92H1+jIMg0I8i54povpsaOkCloiT0cd3lffJ7InRd/N66q+djtlvP2gpwhMluW0Ms8dGckf1IgCjqJPeFasKhilOC5HLuum/bSPZ4SSuaUHGn9tber31TuqunILiseKaFipN7guCgOIw4+j003z9HDJ9ExSTecw+G8mto+SGStmv/qVNrztzVDJJmH02zL7J+SvX1BAppfp3HMA5LUQxW0DLFUvPQvE7e0IUxjP03rQWPTu5UMN/TjPehU0Vmc/CG4sIhgmCcFpQXYduEi8cHS2fJzc0TD4WQ3U6sUTCKPbjt3KwmEwy+tzz7Pnd/1JMJLE21NP16U/inj4NSRYfOARBEITTg1lWcKh2UoV01baDZUd5bW5WdJ3PwsY56IaOx+pmw1B1OTGAbCFHTsuT0/I1txf06gyL/b3KAGaGp+CzeYhm4uS1PPPrZ/LywIby9iunLKPN21R1DiiVg6xzlRYsvdj7CtlilvfMuQazrDKajvK9J3/Ct1f8PU2euqpjm90NfOW8T/LLVTcxlo7isbi4bvbV1DlDvHXG5UQcQdzWg3+uCzuC/GHNbbx56nJuWndnxbYVnecTcYgy2IJwwuhG7XEDjINsMvvthC7uYPCeymebb1ETivfgJfZkh0oxnSe0vBMMA0M3SGwcITeUJLMnhpYtHjIYZhgG6T0xBu/ajF7QiFw+BcVlJr62uvSrli6QG0hSjOdwTXvtBZqHwzAMihM5DMNAdpiRD3MyWy9opLaPoTjNFGtl1AGFRGVAspjOk+mJgclEeHkHSFJFj7bcQJK+WzbS8r65mJxHV+pNEN6oJNmEtc6Ftc5FbiTF0IPbyA0kMZllfEubcXQdn88ZJlXGWu+qLNNogshl3aT7E/T8djUAju4gwQtaMXtrf5YUXp98NEMhmiGxZRSjqBNa1kGmJ87E+tLCtPFn9+LsCiCHa5f0FU5/IhgmCIJwBiumUgw9/Ch7fve/GFqpkWx4xXJar38X5leVrTxWJjZvYcePf1b+Ods/wIav/Stz/+PfcLS9sXqXCYIgnG5S+TT9iSF2R/fisbpp9TYScb7+ScI3ooDdz7tmv4XfrP5zxfjsyLRydtbB+Gye8r+HHAFUk1IV3JrfMAuf1UPEEWQoNVqxzSyrmKgs4fOm7ospahq/f/kWkoU057Us4p8v+jwre1/hlcENLO84j2umX0amkMNncxNxhLCbX3uiZTg1yiuDG3lox1PlsVZvE9fNuYa98X4kCcbSUWyqlbAjiMfqQlVUzmqYzbe8zaQKaWyKlaDj8D9T1DlDvHX65azsW8NHF17Pi71ryGl5lnecx6zI1IqSjIIgHF+K24JsV9HSlUEae4cP1XXwwJSj00/T9XOYWD+MnivinhnGUud6zQBRMZEjN5Ii+txeDM1AUkz4ljShuC3kR1KYDmOVfn4sTX48g63VS2r7GNGX+ghd3E5y82jN/fWiTvTJXdga3UfdHwigmMwRXz9EbGUfel7D0eUneEHbYZUmlBQTloiT5LYxPHPqyPZNVO3jaPOh5TVks4yhG0ysG0LLFkltH8PW6CE3kqw6xiho5IZTojyiILwGS8hBw9tmoqULmORSOcNX9+c7llSPlca3z2JiwxCGbmBtcJHtT6C6zIQv7WL82R5SW0fR0nkarpmObD14Nq1QrZgqLSA72MKJXDRDeuc4o49NZgont4ziXdiIvdVLek+sdJ5EHkv4uN+ucJKIYJggCMIRKqZSFOJxJEXBEgwimU7fus7pnl7677iLthvejyTLGIaOSVFIbNtBYMmxD4Zp2Sx9t99ZNW4Ui0xs3IijrRWtUMAky6f1+yoIgnA6SuXT3L35YW7bdH95zGNx8bWL/1b0aKpBkiTObVmI2+Lk1o33ky1kWdZxHhe0LcZlOfzVpGFnkM+d/WF++NyvKe4LiAXtft4791qCDj+fXPx+vvXEj8rBMgmJjy68Hk3X8Vhc5PUCb5mynDZfM//0yPcxKKVrPL7rOa6dfjnXTr+cmeYOulu7j3iCZzQVrQiEAeyJ9TKcGsNn9fD3D32PbLGUsTA10MnfLL2B8L5AoN/uxY/3iK4HYFZUzm5eQIe/lZHUONfNuRqvxY3P7jn0wYIgHFOqx0r9tTMYuHMTWrI0yWiJOAhd1I7JfPDpJJMqY2twY2s4vFL2eq5IMVVg/Ome8phR1Bl/pofw5d24pgZRXyNYVUwXSG0bZeyZHrRMAXubj8jlUxh5ZAdjz+zB0eVnYm11OVrZqlCcyKMVtMOeHDN0g/x4muxAAkPTsda7yQ4lKu49tX2c/GiaxnfNfs37htLfEvecCPY2H3q2SOSKKeSGksRW9QPgnBYktXOc+NpBghe2I0kw/vxeAue1UohmcbT70bNazXNr2YP3aBMEoUSxqignMOhk9tvwLmwk+vxeBu/egn9xE7JFoTiRI7Ssk0z/BLEX+yjEcyIYdpiKiRyJLaPEXu5HkiS8CxtxdgUqyl0amk5+OEX0hd6q42Or+ghd0lkOhplsIlzyRib+6wqCIByB1O497PzFr5jYsBHZZqPpnW8jvOzi07bnVWzdOlrf/x52/vLXaKlSmSdJUej4xMcoZrMo1oOXMjkahq6jZWo3jS0mUww9/AjDjzyOo72VyIrl2FtbRFBMEAThBBlKjlQEwgDiuQS3bryPTy56H2bl9fVPeCNyWZyc07KQOZHpFA0Nj8V1xAEnxSRzVv0svn/ZPzKcGsNsUok4QwQdPgCmBTv57qX/wK5oD3mtQKe/lQZXBLOsMq9uRjn49U+P/Hv53/e7Y9MDnNuykEQ8cVQrnbeN7ao5/srgBuZEppUDYQBbxnbw0I6nuW72VZhe4293QSsQy04gSzJ+u7fmPqqi0uSpF0FYQTgF2OpdNL9nLsWJHJIsobgtKPZj+/dAK2gkNg7X3Jbtn8De4cXQDSRT7edYascYww/tKP+c3hUlN5LCt7SZsSd3454VIdufID+6r6ytBP6lzSQ2j6B6rYfVM8wwDAqJHIXRNP13bKooIRm8sA1z0D55fqAQy1KIZ2sGwwzDID+eoTCWxmRRiK0ZILV1rLzd1uKh4R0zKcZzZPbGib9SKvNYTOSIvGkKRkFHz2nIdpV0TwxHp5/Y6v6q61jrRJkvQTgVFeNZYqv6CVzQRnLzCLnhyR6ptmY3vqXNGAcrU3uaMAwDPVNEUqTXXDxxuOcyinrNXmpaXmP0mR4S6ycXPIw8vINCLEPgvFZMSukYPa+hZwtVmc6lC+z7h9LzV32Nkr7C6U8EwwRBEA5TdmiIDf/8dQrxUukKLZNhz+/+gGyzUf+my0/y3R0dR1sre37/x3IgDEpZWrt//Vs8M2egNBzbSSjFbqfu8kvZ8ZP/qdpmCQXZ9sP/BmBi40aGHnqE2d/7Ns6O9mN6D4IgCEJtg8mRmuOrB9aTyKcIiGDYQTktjtd1vCIrNLrraHRX9+AymUw0e+pprhEY2h9M6p0YYDRd3ZTdwCCeTRz1fR1YzrFi3Oph3XB1r7PHdz3Lm7ovOmiQayAxxK0b7ufZvatwmu28feaVLGmaj+c1eogJgnDyqS7LITOcXg+jqMNBA/YS6Z0xHG1+JFP1RGgxmWf82Z6qcS2ZL5dWzI+lqX/rDHKDSYqJHCZFJrFpmEx/gsa3zTx0LzJNJ90TIzuYZGLdUFUvtbFnewic11pReqv8umrI9E7Qf+sGkCBwXltFIAwg0xPH3uwh9vJAxcRtbiiFntNQfTYmNgzhW9TI6BOlYJ+13kV2ILH/LSN0cQeqKJEoCKcEQ9MpTOTQMgVkq4KW01CcZoyiXhEIA8jsncDZHUR5jVK0p7pCPEti0wgTG4eRbQr+pS1YG1yHtfDgQIamkxtNE18zQH4sg2taEEeHH9UzGawqTmQrAmH7xVYP4J5Th2Xfc1BSTaCYapb+RQKTWSZ4cTvO7sAxX/AhnFrEcntBEITDoOXzFOIT6MXqUhO9f7mV3Hj1BNTpQHW7yezdWzWuZTLkx6PH5Zq+BWcRPP/c8s+SLNN6w/sZe/Y5VI8H94zpWEIh9HyevjvuQsvnj8t9CIIgCJUOVtovZA9glkWZllOZTbHWDFxJSLitR58Z0OVvw16jR9ebpy7nwe1PVN+HakWpMVkNMJ6J8d0nf8qTe16gqBeJZSf41aqbeG7vqqO+P0EQ3igkHG2+mlscXX6sDe7y6v5XK1WeqF0O0NAN3HMiuGaEMbut2Fs8WCJOCrEM9nYfLe+di63p0KUc87Es/bdvwmSWKU7kqq9TqA56SYoJ1WMlF82Q2hMjuW2U7HCSfDzL0P1bMYo65oCd3EDtBQvpvXGs9bUXCkQu70ZLFcjsnSC8oov0nhiOKUHq3zqD+mtn0PKB+bhnR5APo8+aIAjHl5YtEF8zSM//vkLvn9bR87uXyQ0m8JzVQKY3XvOY7FAC1Xn8FiAcT8VUnsF7tzD29B4K4xmyfQn6b91QLkF4JLLDKfb+cQ0Ta4fI9k0w8shO+u/cRCEx+RzW87XLxKIbGIXJbSZFxhp24lvcVLWrb3ET9jYvvgWNqG6RFfZGJzLDBEEQatDyeQxNK/Wy2rSZgXvuA12n5d3vJN3bx9ADD03um0ljaLVX/Z3qFJcLSVUxCtWp4rL1+Hz4sgQCdH7y4zReew3FZAqz30ti23bcM2bg7OoitXs37pkzMPv9DD/2OHo2i2wWK3MEQRCOtwZXhAZXhP5E5erK6+dec0Q9sITDYxgG/YkhdozvIZVP0x1op8EdqRl8OpSA3ceH5r+L/3j2FxXjl3dfRNgRZJTqFbOHo8Ed4V+WfYGb1t7JuqHNhJ1B3jfvbdQ7wqgmlbxW+fnhbTOuwH2QLK/BxAgDyeoyaDevv4dFjXMJ2GtPhAuC8ManeizkrDL+s5uJvtSHUdAxmUs/a5kC9lbvQY+V7SrOqUESG6qfLxa/DUudA/O+zADZqmJv8mBvOrIehIXxTCkbzChlF9QKfpkOCDxJiomGt81AyxQYeWwnuYFkeVv9NdPLATU9V0R21F5sojjMFF4VeJPtKorLjOKy0Py+eeRHUhi6TujidmS7KvoLCcIpKDeeAZNE4JwWoPR8iK3uJ3hBG1quiL3Vi6TIFMbTTGwcxijoWAKvr+LAyVSIZsj2l4L8ituCZ24dkmJCzxYpJHKHnWWs5TWiL/bhmh7CpJhI7Y5SjOfID6fIj6XL55EdZkxWBf1VPRIVp7kqw8scsGMYUHfVNFLbxzA0A9eMENZ6N4pdPD/PFCIYJgiCcIBiOk1y23b67riLYjJJ8Pzz0JJJ4mvWAhBft576N1+Be+YMJjZsBCB00YWYfd6TeNdHzxoJ0/CWN9N32+0V4565c7BEIsftuorDgbOzo/xzMZVm+y23k+nrK4+pXi9dn/kksl2U9xAEQTgRAnYfXzz3YwwkhumdGGDL6A6umHIJUwKiXO3xsGN8D//y+A/JFScnO98/7+1c2nn+QfuzJXIphpIjJPJJfDYvEUcQm1pawTq3fgbfuOTLPLzjKZL5FJd0nEu3v728fb9ULk08l0AxyQTt/tfs7wXQ6m3i82d/mGQ+jVkx494XGP3niz/Hr1f9ma1jO3Godt4x683Mr5950PMc+DoPlMynKeoHWdUrCMIZQZIkbM1eJLNC6GILGAaK24LsMqPaLcivMUlpUmT8S5rJ9k1QiO3rYyhBeEUXqt92bFb576vgmNg8gmduPbGX+io2u2aGsbd4aXzXbIyChuwwk9w2ilHQKwJhAIV4DkwS6AaFaBZz0I6kmCpLKkrgmVvH4H1bJ1+nVaH+6unl12MJ2LEExPckQTjVafEco4/txNBK5VUlWSJ0SSdatoBslom+0Iue17BEnISXdzH23F7sHafvAiEtV/pMZw7Y8Z7VwNjTu8vZu85pIYIXth1WQExL57E1uUlsHMYo6rimhzHJEmPP9FCIT/asVd0WIm+awsAdG8t9vyRZIvKmKSivuo5kkrCGHVgCNhztpSDk0fTUFU5vIhgmCIJwgOiLq9j6nz8s/5zcug3fwgWEl13M8KOPATD41wdp++AHmNiwEWdXJ43XXIVJOT0fpyZFoeEtV6J6PfTddgd6IU9kxXLqr3gTquvEZQFkBwYqAmEAhViMxL73XxAEQTi+JrIJXuxbw/+tvYNEPkXYEeSjC65nZqgbRT49/8adypL5FL9Z/eeqANH/rrmVuXXTafY0VB0zno7x25f/zAu9r5THrp1+OW+eegkuixOrYmFqsIOpwQ50Q8ckVQe5dkd7+dWq/2Pr2C6sioVrp1/GxR3n4rW+dpkwq2rF+qqgWruvhb8//9PE8wnMJoWA3Y8kSYykxtkwvIXnelbR4m3kvNbFNHvqCTkCyJIJzajMqFjQMBuPRfQME4QznWJXcbb70HJF0A1k2+Gv0jf7bTS9azb5WBYjr6F4LKhe60FLKx4ps9+GpJrIDSaxRpwEL2wjsWkEQzfwzKvH0elHdVmQZBMjT+zC3uJBz2mkd1eXnU/tGMMzt474ywMARF/oJbyii4l1g2SHkpgDdoIXtGGpc9F83RwK8SyGbqB4rJg9onyXIJxOChNZRg4IhAEYmsHYsz1ELu1i+K/by+O5oSQjj+6g4e2zsARP38yw/b3OvPPrGXl0R8VrT24ewRK041vSVBGE0vNFDB1ka+k7h2EYpHaOM/roZB/G/GgaR4evVPbWP1lFQZIkHG1eWt4/n/xoCiQJc9BRsc+rSbIJSRado85U4putIAjCPrnRMXb95saq8ehLq+j85MfKwTCjWMTWWM/s730ba10Es9d7Ym/0GDP7fTRe/ZZSHy9dx+zzIckntr58YsvWmuPxdevR83lky+lZL1sQBOF0kC3m2DiyjZ+/9Mfy2HBqlO8+9WO+s+LvafNV19YXXp9ELsX28d0VYx6Li4vazyaVzzCejuG3eyu2rx3aVBEIA7h901+ZUzedmeEpFeO1AmFDyVG+8fgPSeRLjdqzxRw3rbsLu2rnsu4LD/vei1qRZCGNVbbgsNhxWCYzE8bTMX743K/YNlaavHh5cAP3bXuMby77Ek2eBj61+AP8eOWNGEZpYiRg83H9nGuwquLvvCAIJbLl6KapFJelKgvgWFF9NhrfPovB+7YQXzOI7FAJXNCGrcmN2TM54ZobTpLaOool7EDPa5hqvJZMTxzf0mbMPhvRVX0Ymk4xlSN0aRcYBrJVRXGUJpNNx/E1CYJw/GmpAlq6uiWFlsxXlUEF0HMaxeTp3TNd9doInNuCrukVgbD9Yi/345oRQnVbKWYKZHvjRFf2oRd1vPPqS1lxusH4Mz1Vx6Z2Rql789Ry6dv9JNmEJeTAEjp9g4jCiSOCYYIgCPto2SyFWKzmNj0/+QFGttmw1tVjq687QXd2Ylj8/pN2beeUbrj/gYoxe2srwfPOxST6hQmCIBxXY+koD+14qmpcM3TWDm4SwbDjwCyreKxu4tkJADr9rVzScS53bnqQOzc/iN/m5T1zrqHL30a9O0I6n+GRnc/UPNfL/eurgmG1DCaGy4GwA9228X4WN83DZzt0D52+iUHu2/oYrwysp8Fdx9tnXkmnr6WcPdg7MVAOhO1X0Arctumv/M2SG1jaNJ82XxPDqTEsspk6Z4ig4+R9/hAEQTgckiRha3TTfP1ctFQeSTGhuC1VmWfJfT1oTKpMavsYgfNaGRmsLJNoMsuoTjOOFi/OqUEwQHaoolSXILwBSepBso8k4GC/8/qJ70efj2UpxDKgg+q1oHptSKbJ+9PyGoVohvxoCpNFwRywY/bVzrySzTKe+fWk98RrbpckqRT0yxaYWD/E2BO7y9uGH9qOa2YY3+Im9FztEtomq1JeMCAIR0MEwwRBEPZRXU5szU1k9vZWbjCZMJkny3R0fPwjWCPhE3x3b2yeGdOxRCLkhoZwz5xB+OKLSGzbTqa/n4mNm7C3taI6xCofQRCE42EsHSWv1V6FmiqkT/DdnBkCdh/vnXMtP1n5OwAu7byA/3npD+WMqfFMjP9+4UY+tfj9pAoZXhlYj1OtPengtpZKDOaKeRK5JGZZLY8dqKAXq8aglCGmHcbEy2BihK8/9oNyAG8kPc7aoU18Y9mXmRIs9ZXrTwzVPHbH+B7SxSxeq5tmT0PNMpCCIAinOsVhfs1JWHVfGUMtXUBxWsj0xAle2EZsVT/FZB5ro4vQhe3lrAYxoSsIb2yKx4prZpjEhuGKcffsOsoNrl7l1VlPx1t2MEHfLRvQs6XPiZJiouHaGdhbvQDoBY3E+iFGHt1ZPsZkVWh652ws4dpzNLJVRfVZq/shAq4ZIbRMgWIyR/S5vVXHJjYM451fj+qzUohmK7ZJsoTqFtmywusjgmGCIAj7qB4PnZ/4GBu+9q8YxckJo+Z3vxNkhaZ3vwP/ggXYW5qRDtFsXjgy1ro6Zv7LPzGxYSNGUWP7T34G+yYEB++9n7YP3UD9FZdjUg+/d4AgCIJweIq6xln1s9kyurNq27y6Gcf0WoVigf7kMLliHp/VTcgZOKbnP50sbJzDV87/FE/veZFd0Z5yIOxAq/rXMZoaZ/PoTs5pWcCqgfUV2xWTwty66eyND3Dzhnt4eWADQZuP6+dew8zwFOyqDcMwcNS50VSDJnc9c+umU9Q1Vva+QjQb58K2pXhrBM9ebfv47nIgbD/DMLhz8wN87uwPY5ZVGl21s+anBDqwHySYJwiC8Ebh6PAz/txeoi/sJXhhO4WJHKndUfxnN2MOO1BcFlSnmMgVhDOFrMoEzmvFHLATW92PJIHnrAbc00LouoG10UW2LwGUAj3hy7pRfSeuN2AxXWDwvq3lQBiAUdQZuGczLe+bh+q2UoiV+p4dSM8WGX1iF5E3T6GYyJMfSSOpJixBO6rPhiRJyHaV8PJOxp7ZQzGRBwlc08OlXl0G5KNZ9Hzt7C+9oBO+tJv+W9ZXlFoMXdKJ4ha9E4XXRwTDBEEQDuCePo25//FvxNetp5BI4Js/D3tzE4rTebJv7Q3PVl+PSVFZ88W/KwfC9tvz+z/gW3AW9qbGk3R3giAIb1wNrjDbx3dzdvNZPLd3NQCyZOKds95Mi/fYPXcHEyM8tutZ7tv6KDktT50zxEcXXM/MyJSaPa7e6BxmOwsaZjMz1M3vX7mt5j6ZQpah1CjNnnqe6XmJD571Tu7Z/DAj6XFavU186Kx3YVet/MND/0Y8V5pM6UsM8v2n/4e/P//TzG+YxY7xPXzr+Z/wgXlv5+zmBTyx+3lUWeHy7oswgHNbFpTLHL6W4dRozfGBRCm4aZZVmjz1TA91s2lkW3m7RbFwzfRLMctiQYsgCG9s5qCdpnfPZvTJ3Yw+uRt7h4/gBW2oXttR90ITBOH0pros+BY14p5Rqi6kOCczQuuvnk4hnsPIF0vBco+1FCw6QbRknsJ4pmpczxQpJvKlvl6JXM0ktvSeGPmxDH1/Wlcek1QTje+cja3eheq0kJHAPSuCyaoiSZDaFSU3ksTRHUBL5VE8Forxyt5pkiyhOFRUr43m980nO5hAz2vYGlyofjsm5cz7ziAcW+KvsSAIwgEkWcbR1oqjrfVk38oZqZBMUohX15Y2isXSuAiGCYIgHHN1rjCLG+fyvKHz0QXXUdR1mjx1NLsbcZiPXamWNYMbuX3TX8s/DyZH+O7TP+Wby75Mu7/5mF3ndGNVrSxtns/DO6v7ts2tm86m0e1kiznWDW2mNz7Ahe1LmROZTou3AbfFxYt9a8qBsAP9Zf09tHgb+dWqm1jaNJ+Vva/wyuCG8vab1t3JdbOvImQ/vOy8KYGOmuNLmubhMJeyvnw2D3+z9Aa2ju5kZe8rNHkaWNI4jyZP/WFdQxAE4XQmSRLWOhf1V09HzxUxmWVkq1gIIAhnOkmSKoJg+yl2M4r95JVLlRQJTBLo1dEuaV/QSTLLVdsAZIeZTE+sYswo6Aw/sI2md85GtqvYO/ykd0UZf7YHLVvENSNE6JIOjIJOYvMo/iXNDD+8o+L6oWUdpaCgScIStGMJntiykcIbnwiGCYIgCKeE3Ng4+dExZIcDLZWq3GgyoboOXcJJEARBODptvmbCjgATuRSqrBCw+47p+YeSo/x1++NV4wWtwJ547xkdDIPS+3/1tEu5a/NDGPuW357TvJBYNsGSpvn8/MU/AhDNxrlj0wOcVT8bt6X0dzGRS9Y8ZzQbJ1PIsjPaw7KOc/nVqpuq9rlt0wOc07KIiDN4yHts8tRzXusint7zYnks4ghyYdvSisy+oN1PsMXPOS0LD/8NEARBeAORLYrIBBME4bjTsgWQpKN+3ihuC57ZEeJrBivG7a0eVE+ppKvZa8McdpAfrpyj8Z/TTPSF3qpz5kfTFDN5ZLuKYlNxzwhjb/Vi6AaKXaWYKjDy3G48syPEVvcTXt5JMZHDKOrYWjxYG9wnNDtOOPOIv86CIAjCSaMXi+SGhskOD6Ol0+RGRml62zXs+f0fK/ZrvOYqLOHwSbpLQRDeyHKFHHm9iMtSuwH0sTaWjjKaHkc2KYQdAdyWU6cMr91sx34MM8EOpBs6Ba1Yc9vBxs8kbouTt814E4ub5jGUHEU3dOLZCboD7dy09k6K+uR7dEHrEhpck38TWzy1s6bPaV6AXbHhMjsqjj9QrpgjV8zV3PZqXqubD8x7Bys6z2d3tJeQI0Crt5GQ48zt+yYIgiAIgnCiFZI50jujxF4eQJIlfIuasDV7UOxHlolqUmR8S5uR7SqxVf0YuoF7dgTvwsZyVqviNNNw1TTiaweZ2DCCbFPwn92C6rVSnKj+DGkyy0iKjKEbYBhIsgnFMZn9lhtOkt46hlTU8Z7VQKZvApNZxt7mw1rnEgsJhONO/B8mCIIgoO8rQyjJMmav98Rcs1Agumo1W/79BxiFAgC2pkZa3/8+Oj/5caKrVqEXioSXX4Jn9kxkq2g2LQjCsZMtZNk+vofbN95PLJfggtYlnN1yFmHHoTNkjta2sV38+zM/J5oplYPt9Lfy2aUfot71xg/2h+x+zm9dzK0b76sYl5Bo8zWdpLs6tVhVK92Bdrr8bWQLWVRZRZEVPrH4fWwb28VwapRpwS6aPQ24rZPZ0vWuMO+c9Wb+sv6e8liDK8KlXRfgd3i5bs7VFLQiZlklrxUqrlnvilSc61A8Vhceq4vpoe7X/4IFQRAEQRCEI6Lliow/08PEuqHy2ODdmwlc2IZvQSOSSTqi86kuC/5zWnDPjgCgOMxVmVmq10bgvDa8ZzUgySZkm4qWKWBv85LeHavYN7SiEy2RY+zJ3WiZAp45ddiaPOUykbnRFM4pATBJjD29G8VlBQkyvXGa3jX7KN4RQTgyIhgmCIJwhssODtF/3/2MPPYEit1G0zvfgX/hWagez/G97tAQW77/nxjFydXqmd4+hh99DEPTMIpFJFlG9XkxH+d7EQThzLNxZBvffeqn5Z//uPZ2Vva+wpfO+zg+W+Uzp6AVkE1yRSm4IzWSGuPfnvpZRW+nHeN7+P0rt/C5pR/CqlqP+tynA0VWOLdlIbtje1nVX2q0bZHNfHjBdTS5RD+pA0mShG1fDy4oBbteK2DqMNu5YsoyFjTMZjg1hkO1U+8Kl0tdLm06i02D27l+zjX87uVbymUYzbLKJxe9F6/VfXxfkCAIgnBKy0czFGJZ9LyG6rGgeKwoNtHrTBBORcWJXEUgbL/xZ3twdgcwe201jnptkiShul/7u4hkklCckwuUZZtK+NIuEhuGia8bwqSa8J/bCgb0/mldeb9MTxzX7AihC9vBMDB7bWT2xDE0He/CJrR0gdhLfbjnRDCptfuTCcKxJIJhgiAIZ7B8LMaW//gBya3bAChOTLD9Rz+m/aMfpv7KNyFJR7aq6Ehkh4YrAmH7RV98idYPvI/dv7kR2Wal46MfOm73IAjCmWkim+D3r9xaNb5tfBeDyeFyMGw4OcrLAxt4du8qmt31XNJ5Hq2eRkymIw+KjaTGKwJh+63uX894JkaDWnfkL+Q00+Sp5yMLruOqaZeSLmQI2nw0uCKoiphwe73sqo12XwvtvpaqbU6LAzVqcN60RUwNdrI33o9ZVmn1Np0RWYmCIAjCwWWHkwzetZlCLAuAJEuEVnTh6PCh2M2HOFoQhOOlkMiSH0lTiGVR/TYsATuKy4KWq1362ijoGHn9hN6j6rbiW9qMe04ESTKhazq9f1xTtV9i3RDeBQ1ke+KMPLqzPJ7tT+CaGcbRHcB7VgPZwSQT6wbR8xruWREsda4jLv0oCIcigmGCIAhnsOzAYDkQdqC9N/2ZwJLFWELHvlyYoWlkR0YOul222dBzOUxmM1P/7kuiV5ggCMdcTsszlKz9HErm00Cpt9d/PPNzdsVKjaE3jWzj0V3P8o1LvkSnv7XmsQOJYfbG+8kV8zR7G6h3hrAopRWUB8sqkyTpuC48ONUE7L5yxpJw4miahtvqwm11HfT/X0EQBOHMohU0xp7tKQfCAAzNYOSh7ZjfNVsEwwThJMlHMwzes5ncUKo8Zmv1El7RWSpjqJgwipWBL8VlwWQ78dP8kiShOErfd7TxNMVkvuZ+erbI6FN7qsYTG4dpfPds8qNpBu/ZUh5Pbh3Dt6QJ35JmZLPIGBOOnaOv9SIIgiCc9rRstuZ4MZlELxRqbns9ChMT9N11N6987oukd+3GHPBX7dNw9Vswh0J0/+3n8M6dg3QUGRiCIAivxWF2MCs8tea2oL30XNob7y8HwvYr6kVu3XAfuWJ1s+id4z38/UPf5d+f+Tn//cJv+bsHvsWzPasoaKXVm2FHoGY/svNbFxOwVz8LBUEQBEEQjictkSO9Y7xq3NCMigCZIAhHpjCRJbltlLFn9pDcNkph4sh+n1K7ohWBMIDMnhjZgQSqx0p4RVflASaJyGVdqK7KPut6QcPQjaN6DUfDZFFQvbXLLRp5DaOg1dgAWrJQkTG2X3RlL8UjfO8E4VBEZpggCMIZzBIMIilKRblC2W6n4S1XItuOvNb0ocTXrmPPjf8LQO9tt9Px0Y8w/MijxNetR7bZiFy2gmIqRc8fb2LWt7+BJIsVQIIgHHt21cr1c69l62O7yBQmv2BdM/0yIs5SwGrwIJlju2O9ZIq5csYXQCqX5ter/0S6kKnY9xer/o8pgQ4aPXX47V6+cv4n+enK37NjfA+SJHF28wLeOevNmOVS+Y9MIcvu2F4e3vEMeS3Pso5z6fK34rI4j/VbIAiCIAjCmc4kYTLL6LnqCWqTKhYkCsLRKMSz9N++kfxoujxmDjtouHo6qufQPYJ1TSe1bazmttTOKM4pQZxTApiDc8n0JpAUCVuDG7N/cv4mH8uQ2jFOcusY5qAdz9w6LEEHkun4VqNQHGbCyzvpu3UDHBCD88yrp5jMIzvMaKnKzDFJMWGyyGjpGouxDWqPC8LrIIJhgiAIZzBrXYSuz3ySbf/1YzAMQheej2vaVEaeeobxl1ZR96bL8Z01H0uNDK4jVUym6L319vLPWirN9h//lMA5S5nxL/9Mpr+f4QcfITc6Qvfn/gZnR/vrvqYgCMLBtPua+fbyr7B9bDfRbJzpoS4aXXXY1dIXySZ3fc3jpgU7GU2NsW1sFxFHkIgzxEQ+wbaxXQC0epuwqzZ2RXvIFnOMZaI0ekr9wJo9DfzjBX/DWCaGLJkI2f1Y1FJQzTAMVva+wk9W/q58rRd6X+YdM6/k6umXYpZFqSJBEARBEI4d1WPFu6iR8ad7KsYVjwXVe+wXRgrCmSC9J0Z+NI3qs2IyK+RHU+SHU6T3xvEcRjBMMkmoXiuZvfGqbapnX/l1VcYacWGNuKr2KUyUgnGFsdIivWzfBIn1QzRdPxdr5PgvsLM2eWh+7zwSm0bQMgWs9S6yAwnGn9uL/+xmRh7ZUREo8y1pQssWke1qdeBLAln0DBOOMREMEwRBOAMpikJhIoGhFfGfvZT5U7rJjoyS7dnLzp//qrzfjh//lNDFF9HxsQ+j2O2v65qGoaMXJjPQrHURghecj2K3o2ez+BcvwjN9OrLDjlX0CRME4QRodNfR6K6rua3JXcfcupmsGdxQHrOpVhY2zuEfH/4+BgYSEh9ZcB1z6qYzLdjJso5z2TK6k2Q+xbtmvYXRdBSbWvml12lxkC3m2Dq2kzs2PUCrt4n59TOxqhZufOXmqvu4deP9nN18Fk2ehmP74gVBEARBOKNJkoR7RhgMiL3Uh57TsLf7CJzbgjn4+r77CcKZKjOYIHxZN/nRFFqmiHtWmPxomtT2cTyzIoc8XpIk3LPCJDYOY2iTUSNJlbG3+TDJJvRcEUM3kG3VgaLcSKocCNvP0AzGX+il7k3dmNTjW33HpJiwRpzkx9PEXuojsWkE9pVqnFg/RP1V08gOJNELGpaQg3RPDGd3kNDyTgbv2lxxLv/S5sPKphOEIyGCYYIgCGeYwsQEwZFR1t/4B+pWXAKSRHZwEGdXF3qxUFU2ceSxx2m46s2vO1NLdbmov+Jydv78l0QuXYElGGDg/r9STCTxL12CvbkJR3tbzWMNXSc7NExueBhJUbHWRY5JtpogCG9siVyS0fQ4mq4TtPvw2jyHfazX5uGTi97DjvE9vDywgUZ3HWFnkD++cjvGvuWMBga/WnUTP7z8a1w17VL+45mfoxmlZtYv9L7M2c0L8FsrrzmejvGj53/D5tEdpYE9L3Drxvv4fxd+lnS+8osrgG7oJPKpqnFBEARBEITXS3Vb8S9txjk1CJqBya6gOiyHPlAQhJqcHX4G795cDmQlNg7jmhHGOTVw2OdQgw7q3zqT2MpecmNprBEnnvn1yDaViY3DxF8eQMsVcc+K4JoWRHVPBowK49XfJwDyw6UA1JEEw7RckfxYulTi0Kpg9ttQnIf3fLCEnaXegwf0LMsNp1BcFlxBB8VEFnQInN+G2WNF9Vhoun4OiY3D6Hkd14wQlojzuAfvhDOPCIYJgiCcQQzDYOTJp9j9y9/Q/tEP03/nXWQHh8rb7W2ttFz/bvb8/g8Vx2mpYzMR61+yiMzgEKrDTs///ak8Pvb0MyS3b2f2t76BJVj5IdHQdeJr17H1Rz+mEI2BrmOJRJjxT/+AvbnpmNyXIAhvPAOJYX78wo3l8oV1zhBfOOdjtPkO/7nht/vw233Mb5hN/8Qgq/vXc2H7UlwWBw/teJpd0R4MDOL5BH9Zf3c5ELbfc3tXcdW0FQQck8H7nnjfZCBsn3Qhw0M7nmJBwxxe6l9TsU02ybgt1SVQBEEQBEEQjgVJkrD4RSaYILxe+ViG8Wd7KjK6oBQQ88ytXY2iFsWiIDd7UD0W9FwRk1nG0HRS28cYe2pPeb+xJ3eT3hOj/sqp5XKC5pCj5jltLR5MlsMPAxQzeaLP9xJb1V8esza6iVzWhfkwnheWgJ2m6+YQXdlLpieOOWTHf04rlpADSTZh8VWWYjWpMrYGN7YG92HfoyAcDdERUxAE4QySH48y+ODDWCIR8uPjFYEwgPTuPWAYKK7JiVdJUVB9vmNyfUsgQMOVb2Lgvr9WbcsNDpEdGKgaz/T1kx0cpG7Fcjo//hEarnoLueFhdv7qNxTSaXKjY+RGRzE0DcMwqo4XBOHMk8ln+PWqP5cDYQCDyRG+//TPGE/Hjvh8G4a38pUHv83/rbuDm9bdya9W/Yll7ecQcYYAUEwKu2O9NY+NZScA0HWdvvhgxT0daPPoDq6YcnHV+LtmvYWwvbRIIK8VyBfzVfsIgiAIgiAIgvD6GYZBPpohOzhBujdGYSJ7yGOK6QKpXVGKiTy54doLibVsoeb4wUgmCbPXhjXiQrapZPZOVASm9svsiZGPT2aDWYIObK3ein1MVgXvWQ0YeY3ccJLcSAotV+S15IZTVdfL9k2Q3D522K/BEnQQvrSL5vfOpe4t07HVu5BkEYoQTi6RGSYIgnCay8fj5AaH0LJZzMEg1nAIk1pZO7qQSJDu6WH8pdX4F5yFs7uL8Rdfqnm+1K5d2BobSGzeAkD7Rz6Ete7Qta0Pm1Qq1ViLlqv8oJkdHmHbj35Mcuu28phn9iya3v5WJFlm4O57Gbj7XgxNI7zsYlxTu0nt2k3owguwt7YgSdKxu29BEE4bY5kYa4c2Vo2PpMcZSY/jt3sP+1yj6XF+8sKNFVlfuqHz5/V3c/W0FTy0/SlcZgctngZ64tVfUB1qadXj1rFdfOfJn/DO2W+ueZ0ufyvtvma+ecmXeWrPSvJanvNbl9DmayKr5Vg7tIn7tj2Gputc1nUBda4wQ4kRrKqFRncdIcfhl14RBEEQBEEQBKFSYSJLcusYiY3DmCwKrqlBJtYN41vYiOUgGVdaXiP2Yi8TG4YJX9qF6rNRiFaXKpStRz8Fr+c0DN1AS9cOqOlZrfzvitNM5PJuckNJ0rtjmAM27C1eDAz6bllPbqgUrLO3egkt78T8qgyt/TI98Zrjyc2jOKcEMXtrH/dqJkXG5BSlDoVThwiGCYIgnMayQ0Ns/cGPSGwqNRqVVJXuz30G/5LFyGYzAFomQ/9d99D7l1vKx0mKwtQvfYHx51eipdMV53ROnYL3LCf+xYvwzJ6FvbkJk3J0fy60XA69UEB1OstjqsdDYOkSxp59rnJnkwlLuDLoFntlTUUgDCC+bj3hyy4ltno1I48+Xh4fuOde0nvnYAkGWPvlrzL7e99+3X3OBEF44znSGHk8myhndx0omU/hs3n5hwv/hogrxA1nvZNvPP5fFRmqCxrmsGlkG367j1+tuolMMUO2kKXZ08DeAwJnZlnlTd0Xs218N6OpcZZ1nEPYHsRhsaPpGvdufZQ/rLkNKGWhza2bTqqQZk+sj5AjwEBimLl1M2hwH8OFC4IgCIIgCIJwhtAyBYYf2kF6VxSTVQEpR2ZvnOCFbYw+s4e6y7uRrWrVccVYluiLfXjOqscoavgWNDD8cGVJdHu7D+Uwg0e1SKoJPVvAEnZUZ55JoLjMFUOqy4LqsuDsKi2WKybz9P55XUWQLt0TY/yFvXgXNWL2WDEplQGr/WUX93NODWJv9oBJQksX0B3mqn5euqZTjGfRc0Vkm4risYoFysIpRwTDBEEQTlOGpjFw31/LgTAAo1Bg63/+F/N++B84WlsAyA4O0XvzrZXHFov0/OkvRFZcQv+dd5fHVY8b34KzsDc2HvS6Wi5HbmQUQyti9vtRXdW9bLRMlsS2bfTeejuFWIzwsosJnLMUk6KSj0ZpevvbSG7bTm5kpHSAyUT333y6IgNN1zRGn3q65j1IEow+8VTVeHzNWjo+/lGGH3mMvtvuoOtzn0FWqz+wCoLwxha0+1jQMJtV/esqxuucIUL2I8ugsioWZMlU1Q9MkiTavE3lAFSTq56/WfJB1gxuJJFLMjM8hYlckpvW3cWsyDR64n0A3Lrxfq6bczWZQpYtozto8TRwXuti/rT2LtYckM22tOksPnjWO8kVc/xl/eRz+t2zr+KJ3c9XBNMaXBGCdh9hZxDFJFZeCoIgCIIgCMKRKMSyFBM5wpd2UUzlwShlWSW2j2GLOCkm87WDYek8itOMs9OPDphkE3VXT8coamjpAoamY2/zoTrM1RetdR/pHNpEnmIihySbUH02zD4b1iYPqtfG8MM7MAqT30uCF7Sheqyvec7iRLYiEOaaEcbW6CI3miazK4YecWJtdGEyTZYwtDW6kVQTRkHHt6iRwkRuMsgngf/cFtwzwqXAWEFHtqukdowz9vQe0A1MZpnwpV04Ov1VQTNBOJlEMEwQBOE0lY/FGH7kseoNuk6mr78cDMuNR6FGL6307t10fvrj6IUCya3b8MyZQ/iSi14zEJYdHqHnpj8x8viToOs4u7vo+ptPl6+1X2zdOrZ+/z/xL12Ms72N5I4dWAIB9vzvH8kODiI7HHR+6uMoDgdGsYglEsFaFylnswGYZBlbUxPxtetefRuYFAVD06rGgfJ4cts2tHQa2eM56OsRBOGNyapauWH+OyhoWrlcYpu3ib9Z+kF8tiN7JoQdAa6Ysoy7tzxcMX5J+7lEnMHyzwW9wI+fv5EOfwt21catG+8nXSh96dQNHZ/NQzQTp6gX+d9XbiVg89HqbWRZx7msGdxYEQgDeL53Ncs6zsFtcZHXSiVRPFY3Ba1QEQgD6E8MsSfex5RAJx5b9QIFQRAEQRAEQRAOTi8U8c7fl9WlT86fBC9uR7LISKbava4Ul5nQJZ0MP7EL3/xGRp/YhZ4t9eMyhx2EL+lEth3e9Hs+niXbn2Dkoe3o+dK8hsmq0Pi2mdga3eRGU0SumEIxlsXQDWxNbsxBxyGDTQfOBjm6AkiKieGHJrPXJNVE4ztmYWtwl8fUgI2Ga2YQfakPk1Uh+WJfxQnHn+5BdVkY+us2MEr3Gb60k9CyDgxNR0sXGHl0J6rXhrXOiSCcKkQwTBAE4RRn6Dp6sUghGqeYmMAwDMyBAJJJRrbZKCYSVceYzJMrllR37YlRczCINRii4yMfQsvnkS2Wg37AA9DyeXpvubWiNGFy23Y2fePbzP7ut7AES9kW+ViMoQcfpuMTH2P4kUeZWL8B98yZ6FoRLVMqyailUmz9/n/S9K530PLudx70upEVlzD04EMYxcnmrrLNirW+HmtDPdn+gYr9FZcTPZ8HwDV9GrLt6EsRCIJweos4Q3zhnI8wmh5HN3T8dh9uy5F/EVNllTdPXU6DK8LdWx7GMAyumLKMRY1zsSiW8n521caUYDubR3dUncOqWPnAvHfww+d+VR4by0Tp9LfiVO0827Oq5rXXDW3m8u6LcJkdJPIpGl0Rdkb31tx36+gu3jJl+RG/PkEQBEEQBEE405msKmPPbasIhAGMP9ND/TXTUdy1M7uMosHQA9vwL21m9LGd5SAWQH44RXRlL+HLuw55fUM3yA0lGX18V8U59GyRwfu20PTuOdjq3BhhA0PXq8oavhbFbUHxWCjGczg6fAw/uL3y2gWd0Sd303DtDGRLKVQgqwqyQ8W7pInxp/fUPG+mbwJzwE5+NI2zK0BuMEXs5QGMgobithA4r5XMQBzJKqPY1PK5BeFkOvispyAIgnDSGLpOavcedv3292z8l2+S2LSZnb/6FWu++Hes/dJXWPeVfyiVG3zH26qOVZxObAdkd1nrIvgXL6rar/Haq9HyOSRZRrHZXjMQBpAfG6+ZiZYbGSE7NFT+Wc/nCZ5/Ltt//FMmNmwkPx5l9Kmn2fXLX9P87ndWHDtw973kx8cPek1Hawuzv/stfAvOwuz34T/nbGZ955vYW5qZ8vnPItvt5X0lVaX1fe9l8K8PINtsNF5zdUWmmSAIZx672UaLt5E2X/NRBcL289k8XNJ5Ht+45Et8Y/mXuaz7Qvx2b8U+DrOd9897O2a5snzKlVMuIWj3Mb9+Jv980eeZVz+TLn8bn1j4Xj541jtxW1zUu2r3+qp3hgk5Anx04fVISIxlYrT7mmru2+JtRJVFWVhBEARBEARBOBLFZI5CNIuWzFdtK2do1Qg+FWJZsv0T6NkikkmqCGLtl9o5jp6tXdWm4h5SebR0AS1VfQ+FaJbivnuTTNIRBcIAVKeFhquno3qt6IXa95LtnShntJWP81qhqB8088ykyhhFHZNVwRy0E13Zi7Hv/MV9ZRVVt5X8aIrUjnHysUzN8wjCiXTSQ7K/+c1v+N73vsdzzz2H3+/HMAy+9a1v8cQTT2C1Wvnud7/LzJkzT/ZtCoIgnFCp3XtY95V/QM/n8cyexfCjjxNd+VJ5e254mA3/9HVmf+/btN7wAXr/cjNaOo1zSjct172LYjJBIeVCdThQHA5CF12As6uT6KrVyA4HwXOWMvrMc5hUFVtd3eHdlKEftDQh+mTNakk1M/78yooxgGIiiZ4voLjdFCcmSqfUNIwaJRzL55JlXN1dTP3yF9EyaWSHA9lSysRwTZ3C3P/8N7IDg+iFAorDwdjzK4lcdimBxQuxt7Qc9LxnivF0jIlcEqtqIWT3I7+ql1C2mGMkNUYil8RtcRFxBFEVMZkuCAfjOkRArdPfyndWfJUNw1uJZuLMiUyjxduIw1wK3M+KTGVqsANN17Cqk7X9r5hyMc/0vIh+QF8yh2pnRrgbgPn1s/jOiq+wZnAT3YF2HGY7qXy6vK9dtdHsrieWm8Bv8x7DVywIgiAIgiAIb2z5sQzFZA5JljC06vkJ2V77O/KBwR1Jqb24WJJNSCbpkPdgYGAJO3B0B0jvimIUD5hPkUBSDn2O12IJO2l812zyI6ma21WfFUmtfA0mRcbW5AHDIL0rWnmABOagg9iqflwzwyQ2j1SfVDcoxLJMbBzGv7SZ8Wd6CC3vFBliwkl1Uv/vGxgY4JlnnqGhoaE89uSTT7J7924efPBB1qxZw9e//nVuvvnmk3iXgiAIJ5aWz9N76+3lcn++hQvY879/rNqvmEySHxuj8eo3454xjeTWraT39rL5u99Hz+Vou+H91F35JjAM+u++l9zQEO6ZM9GyWXb8/FcYhQLWutrZCLWYfX78SxYz/vwLFeOKy4klHAIgMzBAbM1acqOjNc+Rj0VRXa5yMCxy+aVY/P5DXlu2WZFt1U1hbfX12Orryz97ZonFEwBFXWPT8DZ++uLvGUtHschm3jrzCi5pPwe3tVQ2M55NcPeWh8pl32TJxLtnX83yzvPKE/eCIBwZSZJo9jTQ7Gk46D6qrFZlcLV6GvnXZV/kL+vvYW+8n1mRqVw97VIa3KXFChbFTIe/lQ5/K68MbOQD897OppHt7I7tpcXTyKzwVB7a8RTz6sUzUBAEQRAEQRCORD6WIbl1DPecOuIvD2AO2JBUmfxICtfMMIqnei4CAN1AyxVpePtMJMWE4rJQTOQqdvHMrUNxvnbFmkIiR2rrGIlNI5jMMqGL2kntipLaUaqi45wWRHEf5B6OgOqyYGg61kY32b6Jim3BizpQ7NX3aVJMWBvcRK6Ywujju9DSBRSPheAFbURX9gKlbLWK4N0B9GwRLVkoZc/JJoqJnAiGCSfVSf2/7zvf+Q5f/vKX+dSnPlUee+SRR7jmmmuQJIl58+YxMTHB8PAw4XD4JN6pIAjCiaNlMqS2bz/0jvsU4nG2/scPyR1QqhBgz//+Ed/CBdibm/AvWcSeG/+X0aeertjHO3f2YV9Htllp+8D7yI2Oktpe6omjer1M+/u/wxqJkNq9h/GVL5IbHaP+yjeRmjaN/rvurjiHs6ubwb8+BIBv0UIa3nwFknxkKf7CofVPDPLtp36Mppcy+XJanpvW3kHEEeCcloUAbBvbyV2bHyofoxk6f1x7O12BNmaGp5yU+xaEQ4lnJhhKjVLQiwTtfsKOAJL0+lZJngoUWWFKsIMvnfsxMsUsDrOjqtzifhFnkB8890ua3PU0exoYSAzzxO7n+dTi9+Ox1u4R+VoKWhHFJL8h3kdBEARBEARBOFJmn41s3wT2di8Nb5tBalcUPVvEt7ARc9iBfJAygarXismqMPbkbnIjKULLOom/MkB2IAEmCdeMEJ759Ujya/RmzxQYeXQnqW1j5bFMT5zghW3koxnsbV58CxsPeg9H/Fq9NuqunEJy2ziJDUPIDjO+xY1YIgf/HiFbFNwzwtiaPOiFIrJFxcDAWu8iN5ImvTuKe04d46M9Vccq+wJwhm6UAmavURlIEE6EkxYMe/jhhwmHw0ybNq1ifGhoiLoDSnbV1dUxNDR0WMGw9evXH/P7PBOsWlW7absgCCeHy27HMXUq2cFScGti02a6//azFCcmMHQDDIOBe+6lmEyRsVjI9g9UBcKgVIIw3tfHpuEhmmZMxxKJVOznnDqFrM93RM8ASZIIfuzD1Gey6MUihtPJ7nyOhk2b2f6Nb6OlSin3Qw88iG/hAuquuJzB+/4KgH/xQtSAj7YvfwGT2UxaVdiwdy/s3ft63i7hVWRZZtAaLQfCDnTn5ocIFN1IGjzY/1TN45/Z/RKmMY10Ol1zu3D6O13/7rsafPxizR/pifcDYFOt/M3CD2KJS+Tz1bX136hUVeWr53yK3629hSd3v4BNtXLt9MsI2fys37SBXDp7yHNIkoQz4mZzbCerh9bT4m7gnIYFFMayZ9R7eaY5XX/3BUE4euL3XhDOTOJ3/8jU+cLYOrwodjP9t22EffGaxMYRXPMjpJokYsl49XGBMMaLcbIDCaz1LiY2DGEO2XHPjqC4zEhulfU7Nx20NYSqqnR6mysCYftFX+ojclk3BZPO2m0bjunrBTCbzbjO8ZLXNYZGdmIMH3mQytXkwtfViaSDyaLiHA+S3FSqEiQpJvxnN5PYPIJ3QQOSYqKQzjEUH2WkZ8uxfjnCPuJ3/9COazDshhtuYLRGqazPf/7z/PznP+c3v/nNMb3erFmzsOzrJSMcnlWrVrFgwYKTfRuCIAD5WBxD0zB7PaRtdmIrXwQgsHQJu37xKwrxUhq7yWql8+Mfwd7WhrOjnezICIrHg6OtFWdXJ4VYjLFnn0PLZHFHwtS3t5MbG8f2hc9hFItkBgYwbDb806ZhCQZofJ33HU6n2fGzn5cDYftFX1rFtH/4KqrLhaOzk+TOHdjCEbyBybKI7a/z2kJtD2x7ouZ4US/S2NSIXbVhHam9j8NiZ/r06cfz9oST6FT5ux/LxBlLx5BNMiGH/5ClOXPFHD9+4XflQBhAppDlv178Dd+/9B+pc4WO9y2XGYbBYHKY/sQwhmFQ5wpR7wyj6RqZYg67akOVj+96s62jO+kKtHFB2xIKWoGne17kjk0P8u0VX2GW/9ClEkdT43z7yR/TOzEAwMaRbTy6+1m+ecmXafM1H9d7F06OU+V3XxCEE0f83gvCmUn87h+dvC9I/+2TgbD9Ei8P0TJ7Hp1Tu6qOyY2miNrTBC/uINMTA0nCWucitX0ce4cPh9/GWWedddBr5kZTpHuqg2wAWqqwLzPMx4K20+O/px704D2rkWIih57XyPTGcU4JYjLL5IaTRC7pwhyw00Lbyb7VNyTxu1+Sy+VeM2HquH5Tv/HGG2uOb9myhd7eXq6++moABgcHeetb38rNN99MJBJhcHCwvO/g4CCRyOH3tBEEQTjdFOJxoqteZu9fbkFLpwlfsoy6y1cw5/vfITMwSM///rEcCAPQs1l2/eZ3zP3PfyMfjYJhMP0fv8rAXXcz/MhjWEJB2j50A/n4BOZwmPj6DWz9wY/Ij44iyTJ1l1+K5cLzsQQDx+T+03v3MrG+9kql1I4dJHfuwt7RTuTii7AEDt0f7HSSzqcZSo2RyCXxWt2EHUGs6slflDEl2I6EhPGqT/Jv6r4Yp9kBwGVdF/D83tUV2yUkljTNO1G3KZyhdkX38oNnf8lgstRkeVZ4Gh9bdD11zsmA1mBihN2xvYylo3T6W3FaHKzse6XqXLlijuHU6AkNhm0d28U3n/gRuWKpH0CDK8LHFr6Hv25/nF3jPUwLdfGWqctp8R7ZUoPxdIzeiQGGU2PUO0M0uuvx2tzkijnShSx2xYpl3/Plwe1P8uSeF6rO8dzeVXT6W8kUsgynRkkXsvisbkKOALJpsrTKzmhPORC2X14rcM+WR/j4ovcel2BeXisgQVW/NEEQBEEQBEE4FRTGMzXHi6k8Nb/lmyQUp5mRh3eUh5JbRgmc14rsVDHZDv65V8trpHdGMVlkkKgKwpkDdsw+G6rn5M8vHC6TRcFW74J6F4VEDmu9E6OoI5lM2Nt8KHbxPUA4+U5KmcSpU6fy3HPPlX9etmwZt9xyC36/n2XLlvGHP/yBK6+8kjVr1uByuUS/MEEQ3rAMw2DkyafZ9avJTNm+225nYtOmUi8uTSfdU11GsJhIkNq5i8JEArPPy46f/g/58SgAhViM5LbtzPyXf6YQi7PxX76Jvq/slaFpDNx7P02BAEyd+rrvPzc2xvBjT2BtaChf/0DmgJ/Wc87G3tryhutHE83E+dO6u3hs17NAKZD01hmXc8WUZQD0J4bYFd2L3+al1dtExBk8YffW4IrwmSU38ItV/0eumENC4qL2szmrflZ5nw5fC59a/H5+/8qtJPMpvFY3H1nwbpo9DSfsPoUzz2h6nO8+9ROimckVkOuHN/PHNbfzmcUfwKJa6I0P8C+P/YB4LlHe54vnfgzVpJDXClXnVEwnru9gLBPnxy/cWA6EAVw7/XK+9cSPKOhFAIZSo7zYt4ZvLv8yTe76wzrvSGqMHz77a7aN7yqPza2byXvmXM3NG+5l29guuvxtvH3mFbR6m0gVapcxTeRSjKWj/GntnTyxL1hmkc18fNF7WdQ4F4tSaordN1FaeDYzPIVzWxZiU6zsiO5h6+hOcsXcMQ2GxbITbBnZwV+3PY5skrliyjKmBNpxWhzH7BqCIAiCIAiC8HqYVBnFbaE4kavaJh8siKMbxFb3Vw1HX+yl8Z2zkc0H/0xdjGfJj2coTGTxLmgk9lJfeZskSwSXdWCtc2JSTs8e66rLArVDiIJwUp20nmEHc+GFF/LEE0+wYsUKbDYb3/72t0/2LQmCIBw3uZFRem76U9V4YtNmcoNDyE4HmEyg61X75Mej7P7t72i74f01A1F7/3ILLe+5rhwIs9bXE1lxCSZVRTKr5MajWPy+13X/xUSC4YcfpetTH2di46aK+7S1tuCZNQtb4xszuLJpZFs5EAZgYHDrxvs5q34WT/e8xP3bHitv89k8/PNFn6fRXVfrVMecRbFwTssCugJtxLIT2FUrYUcQm2ot72NTbVzYtpSZ4SmkC1mcZjsB++v7/0EQDmU0NV4RCNtvZd8rjGWvJmTyc+fmBysCYQB3b36YS7su5J4tD1eMB+1+Is7qrLC+iUE2Dm/DIqu4LC68NjcNznA5s+poxbITDO3LaAPo8rexYWRrORC2X7qQYc3AxsMOhq0b3FwRCANYM7iBuXXTWD+8hUwhy0v9a1kztInvLP8qyzrOZVX/uqrzXNR+Nqv61pYDYQA5Lc9/P/9bvnvp39O+rwRih7+ZTy/+AA6znRd6V/PKwEY8VjdXTVtx0J4GRyOv5bl3yyPcufnB8tjaoU18YN47eFP3RZhMk83E+yeG2DG+h7FMlKmBDpo89bgszmN2L4IgCIIgCIJwMIrTTGhZJwN3bKwYd80IoXpsNY/RcxqGVv3ZWc9pcIjP1KldUSxhBxPrh5CtCuEVXeRGU5jMMrZmD/ZmD5LpjbWgWBBOBadEMOzRRx8t/7skSXzta187iXcjCIJw4uiFAlqq9gr/YiaDvb2N8LKLGX74kYptrmlTSe/pQbZZS6USa8iNTE7YumfMIHD2Evb+5WaKiSQms5liIkXdZctR3e6D3p+WzZIdGqaYTKJ6PFgjYUzq5Kook9WKSZHpv+teuj/7acZfeJHc6Cje+fMInL0USVHQC4WKY94IilqRR3c+U3PbeCZeEQiDUhbZvVse4YNnveu49xLaTzbJ1LvC1LsOnl0tSRIhx7EplykIr5cEJPIpXhmoLru6dWwn182+CsMweGD7ExT1ItND3Xxkwburgri98QFufPlmFjbO4X/X3kM8O4FNsfKOWVeyqHFuzeDZ4TIrZmSTjKZrAHitbkZS1Q2voVQO8undK4m4wjS56yqC0QfSdI1n9r5Uc9u2sV20eBrYMroToNQfbM9Krpy6jMu7L+Kv2x4HSpmp106/nJDdzy9e+mPVeQwMto/tpt3XzHg6htfioTc+yK0b7yuXq4znEvz4hRv5wjkfY2nz/CN6Xw5mODnG3a8KYAL8af1dLGiYRd2+51NPrI+vP/YDkvnJ3pNv6r6Yq6ZdSjQTYyAxjMfqotFdJ4L2giAIgiAIwnFhb/XQdN0cYq8MoKXyeObUYWtyI1trf4eXbQqSLFUFxEwW+TVLJAJIikQhnsXR4SO5dYzk1jFUnxXVbcU9KyICYYJwnJwSwTBBEIQzlep245zSTXLrtopxSVGwBIMUxqPYW1uou/xShh97AkPTCJy9BM+smez4+a/AMLAEJ8vveebOwTNzBsVkCpPdhtnvQ1IUwssuYvtPflZenaTn8/T84Y/YW5sJLF5U897ysTi9t93OwN33gq4jKQqtH3gfgaVLyA0Pk+nrxxIOMeXvvsTmb36HbT/6CZ7Zs2h6x9tIbNnK2i9/FYDwJctoevu1WN9AJW9Nkqnce+tAdtXGSLr2xPiq/nW8Y9ab8dk8x/v2BOGgbA47/RND5LU8Hqv7hP//GHIE8Nu8jGdiFeNLm+bjt3nRdI2IM1SVGQZQ0Iu8d861XN59IUVdw2fzYFcrV2nqus6jO5/h3JaF/M+Lfyj3zcsUs/z+lVsJ2YOEHcGjLtsasvu5rPMC7tsX8N4d6+XCtiVsGN5atW+rr4lfrr6JTCHLB+e/k0s6zsOsVH8plk0yze561g1trtoWsPvYGa0slbt3oh+P1c11s6/mko5zmcgm8VhdhB1BNENDNR3ky7pJ5oW9L/Pr1X/ibTOvQJXVciDsQP+39namhzrxWA++UOJwJfNpdKM6s3l/H7TSv+e5ZcO9FYEwgPu3Pcas8FS+/8z/lMfqXWG+ev6nXzPILwiCIAiCIAhHw6TK2BrdWBtcoBtIsuk191fcVvzntjL25O6K8eDFHaju165IYWvysPfxNXhmRwiv6ERLFzDZVCwhB2Zf7Uw0QRBePxEMEwRBOIlUl5POT3yM9f/0dbTUvolASaLrM5/CWhchtvpldv/6tzindNN2w/sxB4MM3HMvO/7nl+XA1sTmzdS96XKcXR3EXllD3x13oXo8NL/7Hch2OzP/9WuMPf9CzTT9gbvvxTt3DrKl+oPaxKZNDNx5d/lno1ikEIux839+QXTV6vK4o7ODWd/+Brt//wecnR0MP/o4489PlugaeuBB8mNjTPnC51Ec9mP11p1UJpOJy7ou5Nm9qyrGC1rhoJlWIUcAs2w+Ebd3WhpNjZPMp0nnM/hsbgwDCkaRgM0regsdI4PJEVZlN3L/A49T1IuEHAE+s+QGpgY7MEmv/UXvWAnYfXz1/E/xw+d+TX9iCIC5kRlcP+caLErpOfTu2Vfxr4//sOK4OleYJk89siy/ZmZXrphjKDWGZujlQNiBHtrxJEGHl1Zv81H1GlNllaumXUrA7uPuLQ+TK+boDnTQ6m1iT6y3vN/UYCeZQpbMvoDP7165hdmRaTR5qssmJnJJzm5ZwIM7nqJ4QLlFi2Kh0V3PPVsqM4PPaV4AgE210uptqjrfVdMu5UfP/6ZiTDEpNLoi/NOj/46ERFErwkECguOZGAWtWHPbkfJYnZhltarXm9viwrXv9zqZT7G2RiAQSr0XD8zEG0gM89iuZ3n3rKsqSiweSr6YJ55NMJFLkCnm8Nk8hB3BE5apKwiCIAiCIJw+JEkC+dCL50yKCc+cCNaIk4kNQ0iyCdfMMJaQ45CL7ywBO41vncHQg9uJrxlEdqr4lzRj9otAmCAcT+IboCAIwknm7Oxg7r9/j3RvL3ouh725GWt9HSZFoTBRyo5Ibt1Gcus2uj7zSRJbtlYEtkafeoZZ3/5Xtv3nf5EdLE0ua+k0237wI7r/9nOEL7qA+Nrq3jIAhqbVHNcLBQbvf6BizGS1YvZ66Vt1e8V4asdOUrt2M/Of/5HMwCBr/vZLVeeLvrSK3PAwSntb6fzFIrmRUfR8HrPXg+o5/bKl2n3NfOGcj/Lbl/9CNBMn4gzx0QXXEXGGCNsDDL8qQ+zds6/CYRYfbF9tNDXOyt5XeGLPC7jMDs5uWcC9Wx9hYeMc/rL+Hrw2N59a/H6aPW/M3nMnynBylGf2vFhRsm4kNcY3n/gR/3bpP5ywfnYAbb5mvr7sC4xnYsiSTMjhr8jw6g608fWLv8AtG+9jNDXG0uazWNZ+DkG7/5DntigWuvytjKZrl48t6kXu2vwwb51xec1A0uHw2728ZdoKzmtdjGEYeG1uWr2N9MT66J0YQJVVxtJRbt14X/kY3dAZz8SqgmHDyTF+tvJ3RLMTfHzRe3hq90r2TvQzNdDBVdMu5e4tD1XsPz3UzfRQd/nnXDFPUSvisEwuNJgdmcZ1s6/mto33k9PyhOx+PrH4fTy1ZyVQKploVQ6+UnVBw+xj1qsr5Ajywfnv4ucv/aE8JiHx0QXXlRcOWBQzdc4QO6M9VcfbVWs5ELbf/2fvrgPkKu/9j7/HXdd9N2vxbFwIcQ8OwaFIgVKlLrf3ttTttr391YBCW0qxQikSPMSNuMtm3V1nx2d+f2wyZJjZZGPEvq9/2n3Oc855zmZnd5nPfp/vxuptLC2ai01vGdQaqjvrqOysZWPNtkifNbVSzX3jbmF69gT0A2xfKYQQQgghxMmo9BqMOXaMOfZTOk+hUmLMdZB5+2hC7gAKrQqNVXfaO1gIIQZHwjAhhLgAGNLTMKTHVgwYc7KjPq558SXyH36Q1rXr6S0txZCdTeYN1+Hv6o4EYcerfuZZ7GNG45gwnprnX4w5nnbVkrhVYSgUKHXRVUzGzAx6y8rjrr91zTqS583pD9cGaBQb8vdXBvg6Oml8513qXn6FkM+HISuLwi98FnNR4UX1i59eo2dK1jiKEobgDngwaYzYDf3biv3XrC/y3pE1bK7dQZIpgWUjr6LAmXOeV3zh6fL08KctT7On6VBkbHfTAe4bdwtvla7k7pIb2FCznf/b9BTfufLzOI3287fYi5gv4GNP0yFWVmyMOeYP+qntbvhEwzDo77VlH2AbPp1ax/DkQr7h/Ay+oA+zxjToKiClUsmEjNGUtlXwXlns8fHpo/j3/rcpSsiLCcNcvj6aeltx+d04B1E5dPwWkwlGBwlGBzn2DL713s/p9HTFzDdpoytjQ6EQK8rXsa+lf5vcP295hgnpo7kyZxKz864gw5rCPWNvZn7+DBp7W0g1J5FhTcVhsOEJeClvr+KVA+/Q4e5iRu5kpmSOJdmciE1v4Zqh85mcOZYeby86tRaT1hC19eSm2h1MzBjD1cXzowI3u97KshFXoVOfnSpWtVLFtOzxZNvS2d6wF5VSxbi0EWRaPwq3zVoTt4++jh+t/l3UuVnWdDo93THXTDQ60akG14eyvruJ3236KxMzRkeCMOgPRR/f+k/yHFnkH/3eHAgGaHa14Ql4serMJJpOHr4KIYQQQghxJjRmHZhPvKWiEOLskTBMCCEuIKFAAG9zCyGvB43Njj49jaxbb44EWd7mFuqXv03u3XfStWsXnqYmDvzk5+TefWfc6/k6Ogj5/Rizsyj80hcof/wJgm4PCpWK9BuuwzpieNzzlGo16UuX0PHh1siYv6sb25j4bw4asjNRqlToEpzoU1NigjltYiLahP4qgPbNH1Lz3AuRY+6aGvZ971FG/+oXKNQqwoEAWrsDtfni2BovXkCTZknm9jHXc82wBehUWgxSeQD0V8c097bR0teGWqkmHA5HBWHHLD+0gk+Pv43lh1fgC/qZmTOZDnenhGGnqcPTTWNvc0yFzTEDjZ9verXuhBVMA8mypaMA7i65ked2v4o/FEChUDA7bxqtfR24/H30+d1R57T1dfC3Hf9ic+0OoL+/1r1jb2ZGzqRTqhxyGh3cOupq/rzlmajxiRljSDElRo31+FzUdjVEthEMhoKR++c7csiwpuAw2HAYbIxMKY4690BLKT9d84fIx8/s+jeba3bw9ekPYTfY6PL08Mah91lRsZ5wOIxFZ+aB8bfR0NNMdVcduxr3o1QomJd/JaNTh9HqaseqM5NjzyDZHL3OM2XQ6ClMzKMwMW/AOcWJ+Xx/9lf494G36PJ0c/2wxaSakzjUWkaeI4uK4/qm3TRiyaD/TQ61llGYkMeHdbviHj/YUka+M4cuTzdvl67m1YPvEggFsOksPDzpbkanDEUtWykKIYQQQgghxCVB/utOCCEuEL6ODhqWv0Xdf14j7PejS06m8EufJ+2aq3BOmoinsQm12YQ+NYWDP/sVrvKPqrSUOl1//5ePVWU5J02k59Ah3HUNOMaOYfRvfkWwu5u+YIjEgnxU2oH/+t9UWED+Zz9D5d+fJujqIxTw45gwnsY33ybo/uiNZIVaTeqC+SiUSrQOB0Vf+zL7f/Bjwv4AQY8HldHI0G98BV2CE19HJ7UvvxJzr6DbQ8+hw5Q//hdCHg/W4cMY8pkHMOVcvNVUaqVqwMqXy1EoHGJv0yF+tf4xPAEvAPeNuyXu3CZXK7XdDexs3A/A/pZSFhfOJsOWdlrhyOVOqVCwu+kgU7PHxfSfUiqUl+QWlJm2dFLNyeTaM6nqqketVLG9fg87GvYBMDp1WNT8LXW7IkEU9AeEf9n2HEMc2RQk5J7SvSdnjsWmt/LqgXfo83uYlz+dCemjI73vfAE/1V11rKncjFKp5I7R11Pb3ch7ZWsi19CcoPKp29vL0ztfjhkvba+goacZu8HGptrtvF++LnKsx9vL/218ku/O/CJvla5ia/1udjbupyghn4WFMxnzsc/HJ02n1jI8uZB8RzYNvc38fefL7Gs+hEGtZ1HhLEpSR7CraT+3j7qOgoSBQ7WPa3G14Q/50Q3Qr9Fw9PvJ7qaDUdtadnl7+MW6P/HzBd8+4XaagWCANncHoXAYh96GXiPfn4QQQgghhBDiQiVhmBBCXCDat2yj9l8fvcHpbW5m/6M/Ysyvf4k5fwjm/CEA+No78Hd1Rp3bunYdWTffRM0L/4qMaZ1OnJMmcvjX/wehEDXPPU/+5x4mec4sDu/aRcoJgrBQIEDI48E5eRL2cWMJunpRm83oEhMZ9dMfUfvyK3Tv248pL5esW2/GlPtRaKVLSKToK4/gbWpCm5SEPjUFY0YGAOFwiJDPF/eegZ4ewoEAAN37D7D/+z9k1M9/ij456dQ+kZepcDiM2+/B7fdwqK2Mw20VFDhzKEoYQrI5kQ53F6197Ud7NCVg0X2ylXctrjb+d/3jkSAM+gPDeAoT8qjuqo8ae/vIKublX0GWLeOcrvNSlGBwMDZtBDqVlvHpo9lWvxsAo8bAw5PuItV8ab7G1Co16ZZUVlVuYk3lZgBUCiV3jrmBrOO26ev1univbG3caxxqLT/lMMykNTI+fRQjkgoJhkJR/bwA9rYc4udr/kiY/j9e2Fy7g9l5U5mQPpqt9bsxaPQn3LbSG/DS1Nsa91iPz0WXp5s3D6+MORYMhzjSXoVSqeTROV/BpDWRaHRcUAFzt6+Xn6z5fWR7RHfAwysH3ubukpv4n5mPYDzFvovDk4t4a/3j3DnmBo60V0Yd0yjVFCbm4fL18cZxvfSOCYVDlLZVRIVh4XCYUDiESqmita+dNw6+z3tlawmEgoxPH8VdJTeQZkk59QcXQgghhBBCCHHOSRgmhBAXAF9XF3X//k/MeMjno6+qGmPWR2/GaWxWEmdcSf0rr0bGuvbsRWUyMfJHj9JbXoHW6cDf1U3543+BUCgyr+KJJ7GNjL814jHuhkYaXl9Oy5q1qC1msm+9BfvYEjRWCwCmvFwKvvBZgq4+VAYDKsNH21V5W1o5/Nvf0b13X2TMPn4cBZ/7DLqEBLR2OykL51N7XGgHgFKJSq+PhGHQH/p5GhslDBuExp4WNtZsY1PtdpKMCUzMHMO+5sO8efgD8h053Df+Fn638SmaXP1voBc4c/nClHtJsyR/YmtscbXjDniixrbX72V+/oyoihidSsvCgpk8sfXZqLnhcJgeX98nstZLgcvbR1/AjVFjwKQ1siB/Bm8e/gCTxsD9429Fo1AzxJlNtj0DpWJw/bguRk6jnfvG3szSorn0+lw49P29wLTqjyqvVEpVpELo4wYaH4x4W/l1uLt4cutzkSDsmJUVG3lgwu20uTt4cMIdpJqT6HB3Aoqo3mTQ32NrRHIRu45WTh4v0di/le2Jui9ur9/D3qZD/HjeN857EOYL+nH7+79ONSoNjT0tcfuE/efAO0zLGn/KYViWLZ0bhi8mEApy04ilvHV4JS5/H2nmZO4ddzMZllTcfg+hcCju+cGjPz/9QT/VXfW8X7aWZlcbVxXPZWvd7kiIataaqOmq5zcb/8J3rvxCpH+kEEIIIYQQQogLh4RhQghxIQiHCQcDcQ+FPjauUKlIXbiAjm07cFdXR8aT58ziyO//iKe5hbx7P0XFk3+NvZbPh7+za8BleNs7OPDTn+Ou6r9uoKeHw7/+LQVf+Cwp8+ZG5ql0OlS62DdRu/bujQrCADq3bafn0GF006aiUCpJmTeX3tIjdG7v35JMqdeTc+ftNL0X+5f5A31OxEdaXe38bO0fqO/p79NW0VHD1vrdPDzpLh7b8k/GpY/k1xueoK2vI3LOkfZKntr2Al+e9ulTfnM5nsaeZso7qmnr66QgIZdMayoWnTlqTrwqsK31u5mVO5X/nvUlDrQcwaozU5iQy1+2Po836PvY+WrsuvhvMAeCATo93SgUCpwGOwqFglA4RIurnU5PF0aNnmRjIrrLYAuzQCjIkbYKnt75MhWdNQxxZHN3yY0UOHO5ddQ1HGmowGK1YNdbMWmNJ7/gBabX54r0wBoso9ZI3gme1aDRc+2whfxy3Z+jxo9VDp1NfX43LX3tcY859Xa+O/OL+IJ+/nPgHd4uXYVCoeCq4rlMy5oQ6Zln0Oi5Y/R1HG4rx+3/KGC+png+KeZETFojS4rm8tcdL0RdX6VUYdTo8QX9+IJ+KjqqI4F4n99NU28rra42jFojaebkc9qjLxQOUdZexWsH3qWis5YCZy5XFc/FH4r/Pd/tdxMMn3pvO5vewojkIr793s/ItKVx7bAFaFQa2vs6eX73a+TOyMJusLK4cHZMnzcFCooS+yuyS9sq+MGq/4uEZuPSR/FBxQZseis3jViCy9dHl6eHTGsq7e5OCcOEEEIIIYQQ4gIkYZgQQlwAtHY7qYsXUfX3f0QfUCrj9s0ypKUy8gffw11XR8DlQpecTNDVh6exPxAJB4OoDHqCbk/M9VQmE7jjV9h4GhoiQdjxqv7xLPaxY9ElOAd8hnAoRMuadXGPtW3cTOK0qQDok5Mi2ygGPR40DgdN771P75Gy6KVqteiTZbupk6nqqosEYceEwiHWVG5mfPoozDpTVBB2zK6m/bS7O884DKvpquf7K39Dj7c3Mra4cDbLRi7FrO3firHF1Ua3p5c0SwoNH1urVWdmWGIBo1KGRsZuHLGEX677c1T1zF0lN5JsSoi5f1NvK28cep+VFRvQqDRcUzyfGTmTOdJeyR+3PI3b70GBgjlDprFsxFXn9A3+j/MF/DS5Wmjr68Sg0ZNqTsR2Cn3kvAEfTa5W2vs6MGmNpJqTThoC1XTV8ejK3xA8+qZ9aVsF31/5G34y75vkObJwNXUzNLNwUPfv9bpQKBQXRGjW6eliZ8N+Xj/0PqFwiCWFsxmfMRqnwX5Wrj8ssYAHxt/Gs3texeXrI92SwkMT7yTDMvB2hafDqDGQaHTSGicQSzA6UCvV/H3HS6yp2hwZf3rnyzT1tnJXyY1oj/YSy3Vk8ZN536S0tZx2TxfDkgrJtKZG/q0mZ5XQ0NvEu0fWEAqHsOut3DzyKt4qXRW5bqe7vwLL5evjrcMreXHfG5Fj2bYMvjb9oXO2hWZFRw3fX/kb/EE/AM2uVnY07OW7s76ESqGMfP0eMz1n0mn3YOzx9RImTE1XPc/u/k/Usb6AGztWxqaNZFHBLN4pW004HMag0fOZCf3//j1eF0/vejmqekyJgnA4zN1jbuCpHS/iOq5qdW7eFdw0cin+YACtSvOJfs8RQgghhBBCCDEwCcOEEOICkTRjOq7yClrX9gdKKqORwi9+HkNGf28bf08PfZVVdO7ejVKnxzq0GJXFjL+nB39HJyqTEXNxEb2HDtOyZi1pVy2N6kEGkLZ0CfqUZGhtibuGoNsdd9zf1UU44D/h+hVKJcaszEjF1/GMmdF9njQWMxrLR2/qpy5cQNeuPbjKy/uf3aCn6OtfRZ8qYdjJtPS2xR1v7GlmUmYJigE2TBto/FT4Aj5e3v9WVBAG8FbpSq7MmURBgolen4vHtv6TQy1l3D/+VtZXb2F340E0KjWLCmaxuGg2alX0ryNjUobx0/nfYkfDXnxBP+PSR5FlS4uZ1+Pt5Y+b/86B1iP96wn6eW7Pq2TbM/j1xicIh/vDtDBhVpSvJ8+RzYKCGWf83CfS6emmpqueQ61l2HVW/KEAL+57A5evj8KEPL405T6SzYknvU6fz8375ev45+5XIs8xNnUED0y4nUTTwKH0msrNMUFCMBRkffUW8hxZg3qG9r5Ottbv5u3SVaiVKq4ZuoBRKUOx6S2DOj8cDlPX3ciR9kp6vL0MTSogw5J62sFrIBjgrcOreOXA25GxJ7Y9R2VnHXeX3IDuLGz1Z9aZmJd/JSVpI/EGvVi0plMKLgfLYbBx//hb+MXa6LB3UeEsUswJtLjaWFv1Ycx575WtZVHBLDJsH4VzGdbUAXuLOQ127hxzPXPyrqCxt5m67kZe3vcWbe6PgvFjvdDqe5qjgjCA6q46VpVv5OZRV6FUKAmFQjT0NNHY24o34MVpdJBmSR7018THrancHAnCjnEHPJS1VfKlqffz/zb/LXI8x57J9cMWoVFp4l3qpKy6+GtMMDowqg009bYSCAVYWjSHmbmT8QZ9JBidJJsSUCgUdHt7qOmM7mFY0VnD0qI5bKjZFhWEAayoWM+w5CJ+v/mvOAw27hpzI+PSR2LUnHkVrhBCCCGEEEKI0ydhmBBCXCB0iYnkf/YhMm+8nqDbjcbpQJ+cjEKpJOjz0fz+B1T+7enIfIVaTdFXv0zrmrW0bdyExmal+BtfZd+jP8ZVXoExJ5u8B+6nfdNmQn4/aVctwTZyBCp9bB+byBqSkkCpjOozBuAYNxa19eRvDCfNnkXD8reien8ptVqcUyaf8DxDWirDv/dfeJuaCfq86BKT0Kf0P7s4sSx7etzxwoQhVHXWYdT0VxQ19kYHoBMzxkT6C52uHp+L3Y0H4h5r6GmmICGX5t7WyJzHtjzDxIwSPjX2JsLhMJMyS0gwOmLO1ag1DHFmM8SZfcL7N7vaIkHYMSatkYqO6kiAdLy3Dq9kata4U9pi71R0ebr52/YX2VCzLTJm01v5VMlN/PHDpyltq+CD8g2RgOFE6noaeWbXv6PGdjTuY0vdLhYXzR7wvObe1gHG44emH9fY08yLe5ezrvqjQOZ3m57itlHXcM3QBaiObnfp8vXhC/qxaE0xIWVZexWPrvxN1FaXd4y+noWFM0+rR1VzXxuvH4rdRvX98rUsKpxJli3+a+BUKRQKkk4QNH6cPxig3d1JMBSkx+fC4/eQYHKSYkpEoxr4V+yRyUP50byvs7JiA93eXmblTqUwIReDxoAn4I3pJwb91Z4f3zr0ZDrd3Ty5/Xmm50xkffXWqCDs+mGLSLf2/7FBRXtV3PPXVn/IoqJZ2PVWqjprWVe9hTVVHxIOh7kiewLDkwoZmVJ8ypWDoVCI2u6GuMcOtZWRY8vgzjHXEw6H0al0FCTkkGo5/Qq1FFMi84ZM5/3y6MrlL025n7dKV7L88Ap8QT/FiUOYnz+DVw+8w91jl/VX6ilUmDQGbht1LY2uFj6s3Umnp5sNNdv41vTP8kHFhrj3bOtrR6PS0OHu4nebnuI7Mz5PSdqI034GIYQQQgghhBBnTsIwIYS4gKiNRtR5uTHj7ro6Kp+O7mcSDgSofuaf5D1wP20bN+Hv7qFty3ZG/fgHdO8/QG9ZGbrEBAoe+SIas+mEIdgx+tQU8j/zIGV//Kh3jsZmJedTd6E2nPyv2k3ZWYz62Y+pfvZ5XGVlmIuKyL7tZozZJ69I0drtaO32k84T0TKtqUzOHMvm2o8q8iw6M1OyxnKkrZJpWeOZkjWW/7f5b1R21ABQkjqCu0puQH+GPbT0Kh3J5gR6210xx45VjLj93shYMBxiU+12NtVuB2B06rAzur83EBsOhMNhFMQPmpRK5VmpiBtIbXdjVBAG/QHZ3uZDDEsq4EDLEVZVbmRh4UwcBtsJr3Wg5Ujc8RXl65mRMxmTLn4AMT13Elvqd8eMX5Ez8aTrb+xpZl9LaVQQdszL+99iatZ4bHorh1rLeGHv67T3dTI5cyyLi2ZHek/1el08tf2FmODm2d3/YWzaCLLtGTHXPhmP30sgTi+pcDgc1TPrk9TiauPVg++SaU1jTeVmjrRXAqBSKHlw4h1Myxo/YMWaTq2lMCGPwoTYfmQOgw2LzhxTbZlgcJxSFVYoFOK9snUcai2jrL2Ka4cuYLFhFt6gjzx7NhqVGl/AD1qwDnBdh96KVqmhy9PDG4c/YO1xWze+VbqS1r52Ui1J6FTamED0RJRKJRPSR7On6WDMsaGJBTy/5zVc/o+qrWw6Cz+Z/61TCiqPZ9QauHnk1YxJG8EH5euwaM0sKZ7LtrrdUdWGh1rLaXa1sahgFj9b83t+tuDbmDRGNlRv472yNWhUGq4unk+GNYXG3hZC4TBp5uTIv/3xTFojgeN6Xv7nwDsMTcpHrz75z2EhhBBCCCGEEOeGhGFCCHER8LW1x1RrAbjr6iEcRpuYSM6dt9G+ZRulv/0dlqHFZFx3Leb8Iad0H5VOR9LMKzEXFeKuq0NtMGDIyBj0doUKlQpLYQHF3/gqwT43aqMRlUHe/DuXbHor9427hXn509nfXEqaOYmipHycBjuTMksiFUj/PfNLtPW1o1SoSDI6MJxhrzBvwEdDbxPXFM/ntxufjDqWaU2LbN/mNNrRqbQx4Ui2LeOMt6FLMNoxaPRRgUif302SyYlKqSIYCkbNv7p4Hmad6YzueSLHwsaPO9hSxvj0URxoOYJJa0R9tLrqRMya+GGXWWtEpRq4qqw4IZ9JmSV8WLszMjY1axxFztjg5eN2NO6P6ot0PF/Qjyfgo6H1CD9d84fI+NtHVrGjYS8PTLid8o5qRqUMjRsOhAnT5u48rTDMqjdj11vp9HRHjRs1hnOyleHJeP1entv9KvU9TYTDRD1vMBziTx/+gzx7NrmOzFO+dpIpgS9OuZefr/1TJADUqDR8fso9casoB9Lp6WbV0aqlQCjAy/vfBPqr324fdR0v7n2dVEsyX5/+GXLsmVi0Jnp80aH29cMWYdQaKO+oZn31lph7bK3bzbwhV1LdVc8QR/aAWzbGMzJlKDn2DKo66yJjQxML6PH2RgVhAF3eHppdracdhgHYDVYmZ5YwMX00CoWCtr4O3ohTbdjh7sKoMRAMh9jffISKjmpWVW6MHP/Hrpe5Zuh89jQdorGnmXvGLqOsvSqqmi/Llk6XpztqrMfnIhAMyn95CSGEEEIIIcR5JP9JJoQQFwGNJf5f7qstFhQqFdm33Uz5Y08QdPeHAu66eto2bGL0L3+KMWtwfYKOUen1mPNyMcepUBsstcEwqEoycXY4DDYcBhtjUocPOMeiM2E5i0HQjoa9/HrDEwxPKuThiXexpmoz7e4ursgaz4y8KZE37pNNCXx+8j1RPbwMaj2fmXgn1jPcrjDJlMAjUz/Nr9b9Gf/R4MCiNZFry+RbV36WP374NB3uLtRKNVcXz6MkbeDPz9kwUC+wVHMS7e5OAG4avmRQ2zQWJg5Bq9Lg+1hfpWuHLTxhdYnTaOeh8XdwTfF8Oj3d2PVWUi3Jg/pc7206yPDkorjh5azcqQTDQdr6Orir5EY+KFuPN+hDo1TT2NtCQ08zz+1+Fe9wHw6DjQ53V8z1Bwr4TibR6OSzkz7Fz9f+IdIPTaFQ8PCku0g2JZzWNc9ES18762u2cu3QBayu2BR3Tk13/WmFYQAjk4v5xYLvUN/TiAIl6daUSOXdYKmUKgwaPV3enqjxcDiMRqUmGA5R01XP2srN3DhiCd+d9SWe3/Mae5sOkmhKYFHBTNZVbyXFnEQgGIgbkoYJ09DbxN92/IshjmwemXo/qYNcZ5YtjUem3E9lVx21XQ1kWFPItKbz7fd/Fnf+2arnVB7devdE204ee1ZvwMOe5tjqtXePrOGmEUt5Zte/+aBiA1+Yci/rqj6kpa+dqVnjSDYl8uct0ZXcc4ZccU6DeCGEEEIIIYQQJydhmBBCXAQMGRkkTJtK24aNUeOZN91Ab1kF3paWSBB2TNDtpm3T5lMOw8Qnp8vTTWNvK26/h0Sjg2RTIlq15nwv66Ra+9p5cvsLAOxvKaW0vZIJ6aPIsKYyPn00h1rK6PW6SLMkY9IaGZc+il8t/C613Y1olGoyrCmkWQZXbXgiSoWS0SlD+eXC79LU24JKqSLFnESKOZFsMvjJvG/S5elBr9GRbEw4pa3cTkeuPZMUUyJNro/6dikVSq7MncRzu1/loQl3MDJl6KCulWFN4X9mfZkntz9HRUcNdr2Vu8bcSFGcrfU+zqI3Y9GfetA4MrmY98vXcfPIq3hm1yuRypbrhy2i29vLd97/OeFwmOKEIdwzbhn7m0txBzxcY8tAe3SrvNWVm1haNDem39molGJSBggLB7W2lGJ+vuA7lLVXEQqHyXfmkGFNRaE4d9teDiQYDhIOh/EGfOg1evDEBn961elvQapSqsi0pZFpSzvta9j0Fm4cvoQ/fPj3qHGjxoACRSTwWVe9lYWFM/EFfWhVGm4eeRWdnm5e3v8W3d4e9GotNw5fQoLRQVtfR/Q9dJbIVqXlHdXsbjow6DAMIMOWRoYtjVA4hFKhxBf0Mz17IqsrowNGu95Ksun0v3aO1+PtpbWvHZVCxdSscayv3hp1XKPSRL6mChPyeHbPqzHX8AS8kd551V11hMNhsm2Z5NqzcOrtqJQqvnrFg7xduopdjfsZnTKMSRklZ2X9QgghhBBCCCFOn4RhQghxEVCbTeTecxe2kcNpev8DVAYDqYsXoTIZaXrnPcJ+f9zzessrPuGVisFq6m3ld5ueorSt/99IqVDy6fG3Mj1nEvoBeg1dKPp8brqO27LOH/Szsaa/D1iaJYW/7/gXADcMX8zVxfMwaY1k2dLJsqWf9bWolCrSrSmkW2PDtQSj45S2ljtTSaYEvjPzC6yt2szm2p1kWFK4qngeNp2FH8/7ximtRalQUpSYx3dnfpFeXx9aleacP0tJ2ghePfguW+t38+DEO2h1tWHRWlAplZHeSna9lZl5U/jpmj9EVQvdMfp68uxZVHRUk2xM4EtT7uPtI6tw+dzMzJ3C1KxxA/amGgy1UkW2PeO0tlk82xx6G9m2dDbVbGdJ0Wz+ufs/UceNGsMZBVlny9i0EXxq7DJe2rscl7+PfGcOiwtn889dr0TmJBhsaFUaaroa2Fy7I6r3IMD2hr3cMuIaHhx/O/+74fFIpaJGqebWUdfw0tHtFwE21uxg7pDpkaBosI5t5apVaVg2Yim9Phfb6vcAkGZO5pGp95N4BlskHtPQ08zvN/+N0rYKFAoFX5h8D3XdjVR21gKgU+u4e8wNvHtkLQ9PvAunwY5GpcH/serMdEsK7UeDwWuKF/DcnldJNiUwLn0Uf9v5LzwBL0qFkoUFM7l91LUkmBxYdf1f+6FQiJruBrbU7aTF1c6kzBLynTnYz8N2n0IIIYQQQghxuZEwTAghLhL6lBTSli4hccaVhMOgNuhBocCUk03Hth10bNsec07C5EnnYaXiZEKhEB+Ur48EYdC/NdfjW58l35lLnuPCruYzagzYdJaYLdgUCgUa5Ue/Wvx7/1tMzBhDvjPnk17ieZNmSeamEUtZUjgHnVqLRnVmlX4WnXlQ2yqeDWmWZL43+xF2NOxjS90uxqeNYmRyEb/a8Hhkzuy8abyy/+2YbfOe3/sa95QsY1z6SF7Y+zpt7g7Gp48my6ZjdeUmRqUM5dQ2+rtwWfUWPj/5Hn665g809LZw4/AlR4O/PooS8rhv3K2nvK3huVrnksLZTMoYQ6+vj1UVG3li23N4A97InBuHL0Gv1pNgsMe9RpolhR5/L0/vfIm7xtwIgFatxRf08cahFVHVYpnW1FMOwj4u2ZzIFyffS0tfO4FQAKfBgd1w5kGR2+fmqW3PR77nhsNh/vThP7hh+GLuGXszgVAAs9ZEIBTgK1c8QNLR7TcfnnAn/2/z3yJVklqVhuuGLeTpnS8D/T38WvvauXHEEh47bmvEUDjEW6UrKUzIJc+ZHRkva6/ieyt/HekHt7JiAzNyJ/Opkps+sde5EEIIIYQQQlyuJAwTQoiLzMf7h+kSErCXjMaUPwRXWXlk3FxYiHX4ue2RJE5Pl7eHVZUb4x6r6aq74MOwRJOTe8fdwm83/iVqfN6QK9lWv5srsidQlDAEgF6v63ws8bxSKpQXbX+gNEv/FpZLiubgDfho7m2NVO5Af8DS0tcec14wFCQYDqJT66jraQRgffWWyPFXD77D5ybfg/YMw8ELRa4jix/P+wZNrlY0CjXTsiegViqxai2YdKfXG+1cUCgUJJkSSDIloFIo6XB3sqvpACmmRG4ffR35CbkAZNnSSTUl0ehq+ehcFNwy4ipa+zqo62niye3Po0DBgxNu55+7XsFzXKimVqqZO+SKs7LmQDiIUWvArDGh15ydKtnWo899PH8owAt7X+dHc7/O8OTCmHPa+jrItKXz43nfwO13o1AoMWuN7Grov47DYMOo0ZNodFLf3RT3vssPf8D49NEYNHpcvj6e3vlSJAg7Zk3lZhYVzJIwTAghhBBCCCHOMQnDhBDiEqBPTmbYd76Jq7KSvqoajDnZmHJz0SUmnO+liTjUShVGjYEOd5xeQ2r9J76eVlcb3V4XgZAfUGDWmkkyOU5Y1TQufSQ/nPs1VpZvpM/vZnTqUCo6apicOZb11Vv5644XUaBgYsYYUi3JZ9QvSnzyAsEAG2u28c/d/2Fp0Ryqjm4l5wv4MGmMuPx9MefY9FYae5rjXq+iowZPwHPJhGHQHwqfje37PinZ9gw+N/lT9Phc6FW6qMA20eTk2zM/z+qKTWyq3U6qOYnrhy8iz57N4baP/sgiTJiX9r/J/eNvZVPNDso7qsizZ3PTiCVk285sC0tPwMvBliM8s+sVmnpbGJUylFtGXU2OPfOMrgtwws5ycfrO1Xc3sr56K+6Ah/fK1uENeClw5vLp8bcxOWssxUlDCIXDuP1uVEoVygF616kUqsjl+/xujnRUxZ0X72eBEEIIIYQQQoizS8IwIYS4ROgSE9ElJuKcMOF8L0WchEVnZtmIpfx245NR4yaNkewz6KsVCAbo8vagUWmwDqLKwBvwsbvpAP/Y+TKNvS3kObJZWjSbULiJZpeVkSlDUQ+w7ZleraM4MZ/ixHwAdjbso7KzlvfK1lLW3v+Gb5gwH9btJBAO8sUp92HUfPJB38e1uNpp7m0lGA6RbEogxZyIYoA3si9nza42ntj6LP5QgHZ3J4sKZ7GibB1rqjZzVfFcXtj7etT82XnTGJlUhFkbvyJuZHIxRrXhk1i6OAGdWodugJ6EaZZkbh51FUuL56BVadGptQCkmpNwGGyRwKatr4M/fvg0n598Lw+Mvw2jxnBWKrjK2qv4yZrfRz7eWr+bAy1H+PG8b8TtCXgqEowOxqWPYvvRXmTHpJqTSDJGB5regJe3Sldh1hp549CKyPiR9kp+vPp33DB8MX/f+RIOvY3PTrqb20ZdgyfgQ6FQEA6Ho651VfHcyB84GNR6sm3pVHTUxKzvTPrpCSGEEEIIIYQYHAnDhBBCiPNgVMpQHppwB8/ueZUeby/Dkgq5Z+wyUk+z11BDTxOvH3yfjbXbseks3DrqGkalDMWkHXjLtoqOan657s9RHz+25Z/cP/42Wvs6aO5tHfSb0MWJ+aiUKt49sibm2Pb6PbS62sm2n37QdzZUdtTy4zX/jy5PN9D/5vQ3rnyYEclF53VdF6J2dyf+o9u5vV26iqGJBdw+5noARicPZYgzhzcOvY8n4GVhwUxGpQzFZrCSTZhRKcXsaToUuZZJa2Rx0WzUKvm180KnVChjtutLNDn57swv8tT2F9nXfAidWsc1xfMYmVSEw2g7K/f1+r28sv/tmHGXv48j7ZUn/T7k8vVR39PEkbZKrDozec5s0i0fnWPQ6Lln7DICwQC7j26XmGvP5AtT7sVhiH6GLk8PRo2BD8o3xNynx+dCfbQvYoeni5+t/QNfnvZp0sxJfGnKfTy1/UW6j/5Bwo3DFjM86aPtF806E3eX3MQPVv02KjQblzaSNHPSID5LQgghhBBCCCHOhLwrIYQQQpwHFp2ZufnTKUkbgT8YwKo3Y9ScXuVMW18HP139h0i/H5evj19veIJHpn6aadnj454TDAZZfviDmHF/KEB9TyOp5iTa+joGHYYZNHr0A1ScAITCwUFdxx/0o0SJSqWi19dHTVcd2+v3YtQYKEkbQZY1LSpUaehpZmfDPg62ljEqpZhRKUNJifPGco+3lz9ueToShAG4Ax5+veEJfjb/2yRdRNvdfRKMGgMKFCwomEG2LR1fKIBWpWFnwz4mpo9mbNoIhicVEg6H0B9X8ecw2PjspE9R3lHNroZ9ZNrSGZUylAxr6nl8GnGmsmzpfO2Kh+jydqNWqEgwOlANUDV6Kly+Ppp6W/AF/bS7O+POGWj8GLffw9ulq3lh72uRMaPGwHdnfpEOdxcHW4+Qa8+kKDGfr1zxAK2udkLhEE6jHasutiJLdXQb2+N7oh0veNz3smA4RHVXPW8eXklRYh4/nPtV+vwejBoDdr2NZlcLu5sOolVpyLKlUZwwhJ/M+ybvH1lLc18bs3KnMjy5UCrDhBBCCCGEEOITIGGYEEIIcR4lGB1nfI2GnuZIEHa853b/h+HJhdj11phjwXCQzuOCoeP1+vqitkkD6HR30drXgUqpJNHojKkeAUg0OkkyJdDiaosaz7Vn4jzJc3a4uzjYcoT3ytZi0Oi5bugC9jYf4rk9H73B/cLe1/nOjM8zOnUYAPXdTXx/5a8jz7GxZhuppiT+a9YXY3qUdbi7qIyzPVmPt5e2vo7LJgwzmo10uLvQq3UYTrBtZbI5kc9Pvof3y9fxzpHVAChQcMPwxRiOhrbHf30cL8HoIMHoYGLGmJOup9fnwhvwYdGZL6l+Ypcik9aASXv2trrs9vTw0v43ebt0FZnWNMakDqO2uyFm3rDEghNep6m3NSoIg/7+XM/u/g82vZX11VsASDYm8F+zvki2/cS9zZwGOwkGB5MyS1hduSnqmFKhRKOM/s+nUDiMQqFge/1ebh15DfnOHALBABtqtvGHzX8nTH8VmEGt539mP0K+M4chE7MJhUNnJVAUQgghhBBCCDE4yvO9ACGEEOJ8CYVCNPa2cKDlCFWdtbj9nvO9pNPi9rvjjrd7uggEA3GPadVaZudNi3tsiCMbwv2BCEBlRw3/88H/8p33f8433/0pP1v7Rxp6mmPOcxhsfHXagzgN9shYsqk/VDlRDzO3383L+97kNxv/wt7mQ2yp20VFZy3Pf6wvVSgc4omtz9J5tHfRh7U7YwK9RlcL+5sPx9xDrVSjVMT/tUdzmWzfV9vVwAftH/Kt937Kz9b8gf3NpfgC/rhzzVojXd4eDrSURsbChHl5/5s09DSd8Vo8fg87G/bxg5X/x9ff+TGPb/ln3CBEXLz8wQDl7dX8a+8bPL3jJQ40l+Ly9UWOV3XV8XbpKgBquxtINieSbYsOqq4qnkf6SaoKW90dccf3tRxmiDM78nFzXxuba3cMeB2Xt48+vxuFQsHI1GJm5U0h35kTOa5Vabi75EbeL18fGVOgIMFgp8fbG3WtJlcrf97yTCQIg/5K1Ce2PkuPtxeFQiFBmBBCCCGEEEJ8wi6Pd3+EEEKIj/EF/Gyr382ftvwjsh3WjJzJ3D76OpxG+xldu9fXR3NvK70+Fw6DjWRT4oBVNGdDkikx7vjE9DEnDKHGpA5jXNpItjfsjYzNHXIFGZZUkkxO7Hor7X2d/HLdn2npa4/MKW2r4KltL/CVKx6IqS4a4szmx/O+QYurDYVCQZIx4aSfz2ZXG++WRfcaC4QCUX11jmlytdLr78OiM0d6/3zc/uZSZg+JDvoSTU5m501jRfm6qPGixCEkD/D5OxUtrjbKO6qp6aonz5FNrj3zrFT9nS2NPS08uvI3dHl7gP5KuUdX/oZH53yFoUmxlTcubx+rKzfGvdb+llKKEoec0XoOt1XwkzW/j3y8pmozu5sO8MO5X4+p6hMXhkAoSLOrlV6vC7PWRLIp4YR94PY2H+Jna/8QeR2/cXgFd4y+nsVFs9CqtOxs2Bc1/+mdL3Pt0AVcVTwPvVpLkimBVHPSCfseApgG2F42yZgQtS0qwLb6PSwpnI32uO/H7X2dbG/Yy9ulq9Co1FxdPI+RycUMTyrikSn30+ruwO33YNaa8AY8JJsSqOioxqDRc/OIq/igor+3WIEzl0SjM3LNQCj2DxHKO6rp9vbGrawVQgghhBBCCHFuSRgmhBDislTf08RvNz4Z+ct9hUJBmiWZ7fV72NN8iBxbBhMzx5BpTUOhUAz6uu19nTy98yU21GzDprMwPmM0Y1NHMCplKMazuMXY8VLNSXyqZBl/3/mvyJjDYOOmkUui3vT9uASjg89N+hQNvc10erqx6szYdBaSjnuTu6WvPSoIO2ZX037a+jrItKXFve6pBEE9XlfM2Me3IjvGprOgV+tQKVUMTy5kb/OhmDlDk/JjxrQqDTeOWIxBreedstUEQ0GmZ0/kppFLsehMg15rPE29Lfx0zR+oP65iqjghny9Nuy/y5vj5Vt5RFQnCjgkT5pX9b/OVKx5A9/F+bwq4pngB3b5eFMD6qi2ECPf3tzvDN/L7/G5e+FjVH0Cnp5vqrjoJwy5ALl8fqys388/dr+AP+tEo1dwy6hrmDJmGWRv7+mnv6+Txrf/EoNYzLKkAX9DP/pZSntvzKuPSR5FlS4v5HhEMBfn3/reYmjmOL065D5VqcJVTqeYk8h3ZlHVUR40vLprNqwfeiRorcOZGBXhuv4cX9r7OyqOBFsBvNz7J7aOv4+riebgDHjZUb+X9snWRnxXz86/kx3O/QW13A68efJf6niYKE/L47KS7MR/9XqIfYAtSg0aPRrYDFUIIIYQQQojzQsIwIYQQl6XyjuqoLayuG7qQbfV7ONJeCfT3n/rPwXf4wdyvkWvPHPR1dzfuZ0PNNhYWzCTR6GB99VZK2yro9HQzMXNM1BaCpysQCtLU20JzbytqlZpUczJzh0xjeHIhDT1NGDVGMqwpJJkSTnoti96MRT9wuDFQDKhAQTAcOs0niGbXW1EqlISOu96+5lKmZo5jY+32qLl3l9wUCZimZo3n7dLVdB8X8iQanYxILo57n0Sjk9vHXMfiolmEwmGcBttZeWN6W/3eqCAM4FBbGaVtlRdMGNbiig00ob/Szhf0R4VhPd5e3j6ymn/vf4tgKMjsvGlcVTyP7fV70ajVZFhS8Qf8aNSn97nzBXy093XGPTZQHztxflV21vK3HS9GPvaHAjyz69/k2jMjPfyO5/L3MSmjhCSTk50N+9GrdXx63K18WLeLLk83WbY0RqUMRavS4At+tFWnAgVLiucMOggD6Pb2MDNvKqNShrG5dgcWnZmlRXPYWr876utJp9YxO29a1Hapza7WqCDsmJf3vcn4tFGUtlXyXtnaqGPvla1lTOowJmaOIe/oNoyJRkdUKJhiTmBEUhH7WqK3bF02YimJF1DFqBBCCCGEEEJcTiQME0IIcVlSH9evRaVU4TDYIkHYMZ6Al9cOvstnJt6FdhChiSfg5b3ydRQnDkGpUPLP3f+JHHty+/NUddXxqTE3otPoBr7ISQRDQXY07OXXG54gGAoC/VVg3535RfIcWeQ5sk772sdrcbWxr/kwNp2FVHMSjb0tUcdHpw4bMCg7VcnmBG4ddQ3PHvf52li7jW9f+TnyE3LYVr8HvVrPlTmTGJs6IjInw5rKo3O+wpa6XRxoLmVM2nDGpo0k1ZI04L3UStWgQsLB8gcDfDhAH6LdjfuZmjXurN3rTBQm5MUdn5I5LmYbusNtFfxr7xsAjE4Zhl6t4zcb/xI5vqJ8Pd+c/lnGpY+MOq/P14dKqR7ElqAKxqaP5P2PhQzAKQXP4pOzpnJz3PEV5evjhmF6lQ6338PTO1+OjG2p28WdY27AYbAC/a/f78/+Ck/vepnDreWkW1L4VMlN5NoH/z0sHA6zsnwDm2p3cP3QRYxJG47L18fTO1/mppFLMWj0lLVXke/I4crcSbh8Lmq66tGqtJg1RvoG6BPpDfro87vZF6f/IMDKio1MyBhDrj1+ValVZ+HhyXexqnwjK8rXo9fouWHYIkrSRgzYu1AIIYQQQgghxLklYZgQQojLUp4jC7VSTSAUwKI10dbXEXfe4dYK3H43WpWGUDhEq6sdt9+DSWeMqfpRKZSYtSZGpw7j2V2vxFxrRfk6FhfOJMuWcdrrbnK18n8bn4wEYdDf/+mv21/ka1c8dFa2Ymzr6+DXG56grL2K+8fdwk0jlvL6ofeo6qwDYERyMZMzS2hxtZNtP/1nOUar0jIv/0qKE4ewpXYXOrWOZFMCL+x9nWZXGyOSivAGfSQYHJh00cFNhjWVDGsq1w1beMbrOB1qpYo8Rzb7W0pjjuVcQMFOpjWVOXnTIv2NAFJNSczMmxL15nwwFOS9Ix+FVJMzS/jL9uejrhUOh/nLtuf4seMbOAw2WlxtbK3bzcqKDVj1Fq4bupACZ86AW8WVtleQ78xhT+MBmlytkfGriueRZkk5W48szqKBAhy1In4FV1/AzerKTTHjrx18j8kZJZFrFiTk8q3pD+Pyu9GpdQNuwen1e+n09qBQKHDqbZGtDgOhIJWdtYxJHcb7Feuo6qyNnPPYlmfItWdyw/DFfFi7i/9e8SsATFoj94xdxvqqrdwy6mp0Ki3eoC/qfolGJwaNHsMAf7hg1hhPGmolmxK5aeRS5ufPQKVUYtVbTjhfCCGEEEIIIcS5JWGYEEKIS1Knu4vKzlr2Nh0i1ZLM8KRC0q0fvdGeYUnlOzM/zx83P02Hp2vAHlcFzhwMGgMuXx8bqrfxzO5/4/Z7sOutPDDhdkpShke2i9OoNFxVPJfqrnr8oUDMtcLhMC5f/EqEwWp1tUdtK3bM3uZDdHq7TxiGdXt6aHN3oFKoSDQ6B5xb29VI5dE3let7mjnYeoThSUXMGXIFSpQcaa/kyW3P84O5X4s6r8PdRU13PTWd9aRaksmxZZBoGtw2gWatkWFJhQxLKsQf8LO7+SCd7m56vL3sbyntrxhxXDjh0jEKhYLZeVN5v2xt1BvqFq2J0SlDz+PKoln1Fu4Ycz1T0sbR5uvAabCTZUsj8WNVcgoUUVWTvlCAcDj88cvR2teOy9eHUqHkjx8+HVVBs7vxAF+/4iEmZpbEXcvayg/Z0bCXG4Yvxqgx4A54sOjMdHu6MX+sSk1cGGbkTmZF+bqY8Tn5V8Sd3+N1RW1De0y3twdfKPr7l1FrxHiCf/e67iZK28pZXbkJX9DP9OyJjEkdTro1BY1KzeTMsRxpr4xbvVvZWUtNVwN7mg5Exly+Pl7c8zozcifzt+3/4r7xt/CnD/8B9Ad0OfZM7ht7M3a9jZHJxXxQsSHmNTA3f/qA6z2eUqHEYbQNaq4QQgghhBBCiHNLwjAhhBCXnC5PN09uf57NtTsjYyatkR/M/ipZ9nQAlEolI5OL+dHcr9Pt7UWtVFHgzI3aKlGr0nDtsIVoVRoOtJTyxLZnI8c6Pd38at1j/HT+NxnizImM5ztzUCmUOPQ2OjxdUesyqPXYj24RdroG2oJOr9ahVgz8Y72qs47fbXyKmu56AEpSR3D/+FtIMX+0pWBDTxPl7TXU9TTyqZKbaHd38n7ZOu4YfR2Pb3026s3tiRljos5t7+vkT1v+wa7G/ZGxLFs635j+MCnmxFN6Ro1aw/j0UeTNy8Ll78Og1g86VDsfsmzp/HDe13nr0Acc6ahiZHIx8/OvJN2aer6XFsWiMxNs9jB3/MBv5CuVShYUzODDup0AaJXxv6bseisGjZ7G3ua4W8n9fefLFCUMwRbn691psOEN+nhuz6v94ZtKjT/oZ0nh7NN7MHHO5doz+czEO/n7jpdwBzzo1TruGnMDeQNsaWiL0wcQIMHowKQZfODZ7elhc+0Ont/zamSstK2CK3Mmcc/Ym7HoTIxLH8W6qi1My5lAaVtF1PkqpQqnwUbXcX0FAVr62rHqLBxqK+PmkVfz8wXfprm3DZVSyb7mw+xuOohGrSHfkcNnJtzJS/vfpMXVhtNg51Njl5HnyB70MwghhBBCCCGEuDBIGCaEEOKSU9fdFBWEQX81wGuH3uPBCbejOa6CwGm04zTaAfjytE+zr+kQG2u2k+PIZHr2RLJs6QSCAd46vDLmPmHCbKvfExWGGTUGhicX8dDEO/jluj8TPPpmsAIFD028g+Qz7FeVYkok25ZBdVdd1Pi1QxeQOEB1W3tfJ79Y+0da+tojYzsb9/HP3f/hcxPvRqfR0dTbyv+uf5zqrvrInOLEISwqnMXKio08POkudjXup8vTw5wh0xiWVBi1pVl5R3VUEAZQ01XPtvo9LCk6vZDDabTjxH5a536SFAoFufZMHphwO56AF71GH1VddbHJd+Zw37hbeHb3f9jZuJ+ZuZNZ/bGeUfeMvZkEo4PKzlp0al3/1ogJOXgCXnp9fbx7ZHXM1nPHzMidwttHVhMKhwgTxh/0o1QomZE75ZN4PHEaDBo9s/KmMiK5mF6fC5PGSLIpAaUy/laBKaYEbh55dVSIpVAoeGD8bZHvt4PR2tfO6wffixlfW/UhiwpmYdHlkWJO5JFpn6bH28OyEUt54/AK3H4PSaYE7h17M88dt4bjHdvmsNPbRXFSHrsaD0T1LXxp/3K+feXnmJw5lgJnLr6QH6vWTJL57PUcFEIIIYQQQgjxyZEwTAghxEWjra+DFlcboCDZlDDgm6q1XQ1xx/c2HcLl68NuiL9tVZIpgVlDpjFryLSo8TDhuFsTAgOOj04dzs8XfIcjbZUEw0EKE/JIt6SetM/MydgNNr52xYO8vO9N1lVvQa/Rc/2wRVyZM2nAN6abXa1RQdgxm2t3cOvIa0jXpLC9fk9UEAZwqLWcSRkl1HY38NftL/LlaQ+gUaoZkVIUc62PB2HHbKzZxrz86XG3MLvUqFVqzKqL/1crk9bIgvwZjE0bgcvnRqfWMjGjhNWVm0kxJzA5cxw5tv4Ky2RjAt+d8QX2Nh/iV+sewxv0oVNpWTbyKjQDfC6ybel8d+YX+ev2F6nprifLms69424m++g1xYVJqVCSYk4khZNXemrVWhYU9PcB3FyzHYPGwKTMErKtp/Zv7A36cfn74h7rPW48yeRke/0ePqzbyQ3DFqNWqen29LCjYR8ppkRqPva9bUzqMA63lQOQZU2nubeN5/e8FjUnHA7zxNZn+dG8r0cqioUQQgghhBBCXLwu/ndshBBCXBYqOmr4xdo/0ebuACDR6OSbVz5Mjj22j9RAf7mfZUtHr9af0n27PD1UddQyJWsce5sPxRyfkD467nlqpYpsewbZ9oxTut9gpFqSeWDiHdw86mqUCiVOgx2FQnHqFwr3B32BYIAP63aiUWmw6610e3oiVT2VHTXcPvpa1Eo1j219BrVSzY/mfg2bPnr7u0xrWtxbZNvSL+oqqcuVUqmM2gZTr9ahUCg40lZJW187dp2F7Q17cfs9hIEX9r4emesN+nhm17/Jd+bgMNhjrq1WqRmZUsz35nwZj9+DXqOPqjIUlwaz1sSI5CJGJMeG54Nl1ZpJMjpjwnyVUkXCcV9b/qCf9dVbqeqso6rzlci4AgVfn/4ZnEY7H5RvAGBK1lgKE/L4x86XeXjiXaRbkjncVhGzpSP0b6fo8rnjfh0LIYQQQgghhLi4SBgmhBDigtfp7uLXG56IBGHQv33W/218iu/P/jJWvSVqfrYtnSxbelQ1gFKh5KaRS9FrdIO+r9vv4T8H3mH54RUsLpzN7LxprKrcSDgcRq1Uc9eYG8i0peMN+NCo1KdU9RUKhwiHw6hOMyjSqjQkDXLLxSRTAk6DnXZ3Z9T4+PRROA12VEoV8/OvZGLGGJpdbSQaHfiCfl7a9ybp1lSybZn8YNVvCYQC6NQ6/KFAzD1GphRj0hpx+T6q1si0pjEv/0oqO2oxavQkmxIHrF4TF65WVzu/2fiXSD8mlULJZybeyZ+3PMMXp97Hppodcc9bVb7hhEGIVWeWEEycULo1hXvH3cL/rn8ssuUswF2jbyDNkhL5WKVQkW5J5mDrkajzw4RpcbVxT8kyrimejz8UwB/w0+Xr4RcLv0uKKRGNSo1FZ4p7f6vOgl49+J8ZQgghhBBCCCEuXBKGCSGEuOC1uTtp6m2JGa/tbqDN3RkThiUYHXxj+mf4sHYnG2q2kW5JZUnRbHJsp1al1dTbyvLDKwB4q3QlY9NGcN+4WyAMxYn56FRaXj/4HnuaDzI0MZ/ZedPItMWvkDrG4/dS1lHJ+0fW0et3MStvGsOSCnCew8qDBKODb175WX694YnI53FYUiF3l9yIQaOn1dXO8kMfUNpeETknw5rKXWNuwK638trBd7lv3M1sr9+LQaPHprPE3CPDmsoPZn+VNw6vYF/zYaZljiPTns6PVv0fPT4XOrWO20Zdy4zcSZi18d94Fhem0vbKSBAG/V87W+v3oFQoCQZjq2mOCX8SixOXNIVCwZiUYfxw7tfY23QYT9DLmNTh5NgzorbhVCqVLCiYyerKTVGhmUGtZ1TKUNQqNcnmgbd3TDYlMC9/Ou+XrYsav7vkRhJNzrP/YEIIIYQQQgghPnEShgkhhLjgqRQDV0/Fq8YKhUIYNQYWFMxkfv6VaJQaVKpTr8Dq8nZHfbyjYR87GvYB8LP53+a/P/gV3d4eAErbKvigfAM/nPu1EwZi2xv28NuNT0Y+3tV4gNl50/hUyY0YtcZBrau9r5OG3mZ8QT9JRicp5qQB+zMdk+fI4odzvkprXwcqpYokkzMSSh1uK48KwgDquhsJhoK8evBdyjuq2Vq/mztHX8/krLFoBuj/lWROYELGGAwaPXkJOfxmwxORY96Al7/teJF0SzIlaSMG9ZziwrC36WDUxxqVBm/Ahz8UwBf0MTKlmI0122LOm5039ZNaoriEadQaChLyKEjIO+G8bHsGP5j7NV7c8wZVXbUMTyrk+uGLTvoHCgAGjYFlI65iZHIx75etw6DWs7hoNkOc2WfrMYQQQgghhBBCnGcShgkhhLjgJRmdDEsq5EBLadT4mJThJBqj/2q/qrOWVRWb2NGwl2RzItcNXUChMw8Vpx6G2XTWuOOJRidd3p5IEHaMy9/Hpprt3GRbGve8pp4Wnt75csz4yooNzMufTuFJ3uwFqO9u4mdr/0hjbzPQv2Xd5yffy6TMkpMGYnaDDbvBFjO+o35f3Pk7GvdhP6432KsH32Vc+qgBr9/Q08wv1/2JDGsqgThbKQK8XbqKkcnFqE+yVnHhyLVnRX18sPUIy0YsZWfjPlZWbmBRwWxuHL6ENw69jzfoQ6fScvvo68h1ZA1wRSHOPrVSRWFCHl+94gH6/F7MWgNatXbQ5zsMNqZlT2BixhiUKE/rDyiEEEIIIYQQQly45J0oIYQQFzyTzsjDE+/k6V0vs61uDyhgUkYJd465HpPWEJlX01nPL9b9mRZXGwD1PU3satzP92Y9wvA4vYtC4dAJ+3ylmBNYXDiLt0pXRcYUKLh/3C1sq98T95xDbWWEw2EUCkXMsV5fX0zfrmM63d1xx4/nC/h4ce8bkSAMIBgO8fvNf+WX9u8OqgIinhxHBlTFjqeYEylr/+hAj89Fl7eHTOLfp6K9Guiv1guF42+fFwgFZPu8i8zIlCJsOgtdR8Nft99De18niwpm8s6RNfiCAa4pnse3ZnyOUCiI3WAj3ZJy2v3whDgTeo0evUZ/2ucPVPkqhBBCCCGEEOLiJmGYEEKIi0KqJZkvTL6XdncnCiDB4ECn0UXNqeisjgRhx4TDYV7a9ybfcGajV/e/QdrY08LOxn1srdtNniOL6TkTybZlxARYBo2B64cvZnTKcFZVbsSiMzE7bxrZtgx6vL28G2ed49JGxQ3CAHRqLSmmRJpcrVHjChRY9eaTfg66vD1srt0eMx4Mh2h2tZ40DAuFQiiVseFfSdpIXt73Fi5/30drVWkpShgS1UPHYbARJky3pyemTxuA/ui/R21XA0uK5sT03wFYWDDzpBVs4sKSZknh+3O+wsqKDexpOki+I4eZeVNINiUyN3863d5e7HoryaZEdKdQiSOEEEIIIYQQQgjxSZF3o4QQQlw0DBo9GZrUuMcCwQBNvW1xjzX2tuAJ+NCr9TT0NPOrdY9R010PwO6mA7x9ZDWPzv5K3P4wdr2V8RmjGJ8RvT3g8ORiMq1p1HY3RMZSTUmMTR8ZNS8cDtPh6YIwJJsSuGXUNfy/zX8lHP6oPmph4SySTAknfX6VQoVRa6TH2xtzTKcaOIRo6m1he8M+ttbtosCZy/SciWTZ0iPHM62p/GDuV3mrdBUHmkspSMhlevZEHt/2bGSOAgXXD1tEp7ubNw99wKfH34bTaI+6T449E51KizfoY0vtTm4eeRX/OfAOvqAflULJdcMWUZSYf9LnFOdXj7eX2q4GDraW4TDYKEzII8Oayu2jrsMzzItWrUV9tOorx555Steu727iQEspjb0tjEguIteehd0QfztSIYQQQgghhBBCiLNFwjAhhBCXBJffTaY1flA2OmUoZo0RgPKO6kgQdow34OXNwx/wmYl3DrqXVaLRwXdnfoGDrWUcai2nwJlDcWI+yebEyJz2vk7WVn3I8sMrCIfDLC6azbTM8Xxz+sNsb9iL2++hJHU4+c5cnAb7Se/pNNpZNmIpT21/4WNrcZJiTo57TnNvGz9Z/Xsajm6tuKfpIG+XruKHc79Otv2jQCzLls59Y2/GHfCgV+tpdrVx4/AlHGgpRavSUuDMwRv0sbpyI7saDzAzbwqTjWOj7pVuSeF/Zj/CE1uf7X++gJdvTH8YtVKFTW8lyZSAVrYgu6C5fH28sv9t3ji8IjJm0Oh5dPZXyHVkYTxuW9JTVd1Zx/dW/hqXr78C8dWD7zI1axz3j7s1bqWhEEIIIYQQQgghxNkiYZgQQoiLXm1XA7/b+BSfHn8rkzJK+LBuZ+SYXW9lbv70SMhV01XP/PwrybSm4Q8F2FizjbL2Kso6qnAHvFhOEobVdjeyuWYH+1sOMyZ1OBMzxjAte0LMPG/Ax0v7lvN++UdbBT6/5zXquhu5f9yt5NizALDoTKcUEE3JGnd068fl9Pr7mJgxhttGXUuiyREzt8vTTVVnDfPyp6NSqqjpqmdd1RbcAQ/vl63lU2NviurrpFapsaj6t2vMsKagV2ux6y30+vrwB/1sqdvFnqaDAGyo3sbkzOgwTKFQUJiQx3/P+hLd3l60Kg2JRueA20aKC09Tb0tUEAb9PcKe2/MqX5766dPuxeQL+nnt4HuRIOyYjTXbWVQwS8IwIYQQQgghhBBCnFMShgkhhLio+QI+1ldvxaI3U9/bwsLCWUzJGkdVZy1JJieZ1jRs2o+2YRuZXMQzu17hvbK16NQ65g25gqGJ+fT6+jCodSe4U38Q9r0Vv6LH5wL6q6zePPwB35/9ZVIt0ZVZLa42VlSsj7nGuqotXDt0Adn2jNN6XrveyuKi2UzKLCEQCmLXWWJ6pwH4gj5K2yo52FrOu0dW4w36yHfm8MCE2/n7zpc41FaOL+DDcIJKnwSjgzcOrWD5x8IRgLQBKtEALDozFt3Je6CJC09rX0fc8b3Nh+n19Z12GOby9bGn+WDcY7U9jQxLLjyt6wohhBBCCCGEEEIMhvJ8L0AIIYQ4Xd6Aj/KOappdrWhVWlw+F56AB1/AT6o5CavWQoLRSbKlvx9XZUcNv97wF8o7qo+e72X54Q8wqPUsKZx90i0SN9VsiwRhx7S7O9nTdCh2bUFfVF+wY8KE8QZ9p/vIEQlGBynmxLhBGECbq5PKzhpeP/Re5H5l7VU8vfNlrhu6gFHJxehOEv4BzMidHFU9BqBRqpmaPe6Mn0FceMxaU9zxVFMSOvXAfelOxqDWkWVNj3ssyeg87esKIYQQQgghhBBCDIZUhgkhhLho7Ws+xM/X/okw/aHTtvrdXJE9EY1STU13PXeX3EjK0R5evqCfqs46ej8WZgF8ULGBOUOmnfBewVCQAy1H4h473FrO/IIro8bseitOg512dyd6tY7pORPJsKTS6enGobefxtOeGl/Ix1ulq2LGu7096NQ6ZuWNRKk8+d/EZNvSeXT2V3l29ytUdNaQ78jl9tHXDhhsiItPKBwiEAygVWtJsyST78yhrL0qas6dJTecUbWfXqPn5pFXsbf5EKFwKDKeaU0jyyZfS0IIIYQQQgghhDi3JAwTQghxUep0d/Hk9hciQdgx66u38MCE2zncVk6yKTEy3uHuGrB3lSfgRaGIDYY63d1Ud9VR1l5FriOTkcnFkZ5ZxxseZ4u3BKODL065l7/veIklRXN4q3QlK8rXk2VNZ0zqcGx6C5qTVKKdCbffgyfgjXvMpreQaUsb1HVUShVFiXl8Y/rDuAMejGr9CbdWFBePcDhMTVc9H1RsoKy9knFpo5iSNY4vT/00G2u2s6ZqMwkGB9cNW8AQZ84Z32+II5sfz/sGbx76gPreJqZljWdSZgkJxth+d0IIIYQQQgghhBBnk4RhQgghLnhdnh6aelvwBLwkGB0kmxLp83tocbXFna9TafjWlZ8lweggFA5R0VFDbVcDDoMNpUIZVZkCMCNnEja9NWqs093N41v/ydb63ZGxhyfehcNgo8PdFRlLMyczPLko7jqGJhXw6Qm38T8f/C/BUBCA6q46frj6//jxvG9Q4Mw9nU/HSbX0trGtfg+TM0tYV7Ul6phKqSLDOrgg7HhGrQGjhGCXlJquev5rxS/xHg1ND7WW827ZGr4/+8tcO2wBc4dcgUalOaPtEY+nVqnJd+bw2Ul34wv5CYZDNPW20NFyhASjgyRTwlm5jxBCCCGEEEIIIcTHSRgmhBDigtbc28rvNv2Vw23lQH+Y85kJdzIqZSgppkSaXK0x52TZMki1JANQ391ERUc1f93xLzKtadxdciPP7v4PvqAfgAJnLgsKZqI+ri9WKBziSHslZe1V3DLyagwaPSqlivKOKh6acCetfe0cai1jZHIxw5OLIlsxfpxSoWRHw15y7ZlMzRqPWqmiqrOWddVbWVG27qyHYf6Anz3NB1lXtQWX383EjNHUHX1+AJ1Ky/3jbyXVFH+94vIRCoV4v2xtJAg7pq2vg0Ot5aSYkzDr4vcPO1MqlYoudzu/3/w3Drf2v64tWhNfueJBhiUVoIxTpSmEEEIIIYQQQghxJiQME0IIccEKhoK8V7Y2EoQdG/vjh0/zi4X/xYMTbmdd9RaMGgP7mg9T2VnL4sJZpB4NpwLBAK197fxj17/xB/1UdFQTCAW4Y/T1aFQakk0JJBqdpFtTou7b3NtGeXsVt46+hud2v0qnpxuAEcnFFDjzuCJrAgsKZgzqGVJMiRQlDOFfe9/AG/RRlDCEhybcwba63YRCoUH17Rqsmu56fr7uT2iUau4acyNPbn+BRQWzmDNkWqQyLdWchPocbs8oLg6+kI8jH+sLdkxlZw0zmHzu7h3089Le5ZEgDKDH5+Lna//ILxb8F6mWpHN2byGEEEIIIYQQQlye5N0wIYQQF6wuTw+rKjbGjIcJ0+npIhAMUNNVT5enh4kZJTww4XaSTYkYNP3b+bW62+nxunD7PZFza7rq+euOFwH4xYL/ignCAKo6ayhKzOc3G57AHfjo3H3Nh0g02pmUWTKo9YfDYdrcnbxVujIydritnCZXK1+Z+sBZDcIAttbvJhwO4wv6OdRWxjXF81l+eAW+oB+jxsAdo68j3RL7vOLyo1PpKEkbzpH2yphjxYkF5/TeHe4u1ldviRn3BLw0u1olDBNCCCGEEEIIIcRZJ2GYEEKIC5ZKqcKoMdDl7Ykad+htdHm6+f3mv0fG3iz9gAMth/nWjM9Hxuq7mzAN0OdKo1SjH6AXklatQ3PctonHW1+9jWUj+rdOPJl2dyevH3o/ZrzL04036I1zxpnx+D+65rqqLeQ7c7ht1LUYNQZSzIk4DQ6sestZv6+4+CgUCqZnT2JF2Xo6PB/1wMt35pDvyAbA7XPT6u5EATiNDoyD+JofDKVCgUqpIhgMxRxTKaJfd96Aj1AoiOHo67i9r5M+vxujxoDTaD8r6xFCCCGEEEIIIcSlT8IwIYQQFyyb3sKNI5bw+81/ixqfM+QKXtj7Rsz8is5aGnuacRhsAKhVapp6Wilw5sZUwCwomEGi0Rk15g34qOysYV3VFnp9LpaNXEprXwdvHv4gMkehUKBQDG79oXAIb8A3wLHw4C5yCiZmjuGNwysiH5e1V1HWXsVnJt6JXW+TihsRJd2awqNzvsL+llIqO2oYllxEoTOXRJOThp5mntr2Arua9gNQkjqCe8fdTNrRXnxnwmGws6hwFq8dfC9q3Ka3kmxOAMDl6+NQazmvH3oPT8DLdUMXolQoeGr7i7S5O3Dobdw77hZK0oajV+vOeE1CCCGEEEIIIYS4tEmHciGEEBe0ktTh3DfuFkxaIwDFCUOYnDWW1r72uPNdfnfk/6eZk/n3/je5Zuh8ZuZOQa1UY9DouWH4Yq4qnhfTO2tX437+e8WvWFu1mR0Ne3l658v0eHuZnDk2Mmdh/gwcBnvce4dCIRp6mqjpqqfH04tdb+XKnEkx81RKFSlH+5qdTdm2DO4acwMqRf+PdwUKFhfOZlz6yLjbQYoLT6/XRUVHDYday2h1xf8aP5tSLcnMGXIF942/lalZ40g0Oen1ufjTh09HgjCAnY37eGzLM7h8fWd8T7VSxeLC2cwbMj3ytZrryOK/ZnyBJFMC4XCYjTXb+NnaP7Cv+TDl7dX0+d38av3jtLk7AOjwdPHrDY9T1VF7xusRQgghhBBCCCHEpU8qw4QQQlzQrHoLCwtmMj59NIGQH6vOgkqhZEzqcHY27IuZn2RyHvf/E/j2jM/z1x3/QqlQcOfo60mzJjPEno3NYI06r72vk6e2vxBzvbVVH/LA+Nv4sG4n07MnsaR4Duo4Wyi2utp5r2wNb5auwhf0MT5tFDeNWMINwxdT2VlLRUc1ADqVli9NvZ8U8+CqtMLhMM2uNtr62tGqtCSbE7HqzHHnmrRGFhbMYmzaSLq8PVi0JpJNieg1UjlzMWjqbeWxLc+wt/kQADadha9d8RA2vZXyjiqaXW0UOnPJtKVjO4fbXba6OjjYWhYzvr+llJa+9kgwfSYSjA7uGXczVw2dRyAYwGGwY9GZ+u/f184/d/8nMjfXkcXB1iOEia2mXFG+nuKk/DNejxBCCCGEEEIIIS5tEoYJIYS44CkUiqiQC+CO0ddR2lYRValy+6jrSDFFV1xl2zP42hUP0eXtRq1QkWh0olTGFka7Ax7a3Z1x7+80Ovjfhf9NksmJLs6WbIFQkDcPr+SNwx/1B9tav5vG3ha+NPU+vj3jczT3tuIN+kg0Okk2JaAaoCfZ8UKhEHubD/HrDU/Qd7TirSghj89PuZfUAcI0rVpDpi2NTNJOen1x4fAH/fznwNuRIAygy9tDY28Lv97wRFRfr+k5E/lUybJzFoiFwsETHIvt83W6tCoN6ZbYikVvwBf1utaq1HgG2G7U5XMRDodRDHbvUiGEEEIIIYQQQlyWJAwTQghxUcqxZ/KTed+kqrOWHp+LIY5s0izJ6DX6mLkmrQGT1nDC6xk1BpJMCbS42qLGFShIMjrJtA0cLjX3tvJO2eqY8druBhp7WsixZ2LXW2OOu/0emnpbaelrw6QxkGZJifQ7A2h0tfCLdX/CF/RHxg63VfDK/rf59Phb0ag0J3wmcfHocHezqnJT1NjQxAL2NB+MCsIA1lVtYd6QK89ZGJZgdJBhSaWupzFqPNuWTqLBcU7ueTyz1kiKKZEmVysA5e3VTC+ZxMaabTFzZ+ZNlSBMCCGEEEIIIYQQJyU9w4QQQly00izJTMkax/z8K8l35mDUnDjwOhGHwcanx98W88b6NUMXkGxKOOG5/qAf/3GB1fE8AW/c8T6fm7dKV/KNd3/ML9f9me+v/A0/Wf3/aOpticxp7m2NCsKOWVO1mQ53N9BfRdPQ00x9TxPNvW009bbQ6mrD649/X3FhUiiI9M86Js+RxcGW2O0KASo6a87ZWmx6K49M+3RUlWWKOYkvTrkP6zncnvEYu8HGQxPvjFRP+kMByjuquap4Hgr6X58KFMzKm0ptV0PUa0YIIYQQQgghhBAiHqkME0IIIY4amVzMT+Z9k4012+jxurgiewK5jqy41WbHs+mtDE8qZH9LadS4Xq0j2ZwY95z6niae3/Na1FhVVx0ryzdy86irUCqUqJQq8p05JJsSqe1uoKarHgCNUo1SoaCpt4UX9rzOhpptOPRW7h9/G+urt3Kw9Qhz86aT78xhU802lEolM3KnkGPPOKPAUJw7DoOdRQWzeO3Qe5GxdncnKeZEmo9WSB3vZAHtMZ3uLlx+Nwa1HqfRPuj15Ngz+MHcr9HS1wZHqyOPr1o8U219HVR01FDaVk6GNY18Zw4Z1tTI8WFJBfxiwX/R4e7EHfDg0NvRq7WkmpMIhAKolWp2Nuzj+YqNtLs7uWfsMtQq+bVWCCGEEEIIIYQQ8cm7BkIIIcRRGpWafGcO+c6cUzrPbrByz9hlfFi3i40126jrbkSr0vDp8bfhHCBAqOiIX9mztmozi4pmYddbMWuM5NqzqOmqZ0RyEUsKZ/PMrldYXDQLnVrLbzY8yd7mgwDcMHwxv9/8N/r8bgqcufhDfn669veR664oX89nJt7JrLypKBVSGH6hUStVLCqcRY+vl9WVmwmFQzT2tnBPyU3sbT5EOByOzE02JpBrzzzh9fzBAPuaD/PEtmdpcbXhMNi4b+wtmM2DD0MdBttZDcCOaevr4Lcbn+RQ60dVb8mmRL56xYPkObIA6PL08K+9r7OpdgfQ3zfw4Yl38Zdtz8Vcb3XVZq4bvpBEozPmmBBCCCGEEEIIIQRIGCaEEEKckU5PNzvr9/Kfg+/iC/qZnTeNUSnFKBRKHHrrgJVhFp057rjNYEWrVFPTVc+jq35Ln98NwOG2cux6Kw9PuguL1kRbX2ckCHMYbLS5OyNzr8yZxDO7X4m59t93vMSI5GJSBliTOL8STU7uH3cr1wxdgD8YwGGwYdIY+OGcr/Gfg+9Q393EpMwSZudNJekklWE1XfX8dO3vIyFah7uL/93wON+Z9vmYud6Aj5quejbX7iQYCjApcyzZ9vRzVkV4pK0yKggDaHa1sr56CzadBafRzvaGvZEgDCAcDuMN+OJez6jRx2wxKYQQQgghhBBCCHE8CcOEEEKI0xQMBfmgfH3Udof/2vcGlZ21fHbSXZi0xsi4PxjA5e/DoNKh0+jItWdg1pro9bmirrlsxFUYtUZePfheJNw6ptPTTU1XPVvrdvOpsTdFxm06C219HZGPQ4Tj9jBzBzz0+lykIGHYhUqr1kZtFwhQlDiEL025H1/Qh0ljRKk8efCzqXZ7VDXZMatrNpGXmEWjq5Vubw8OvQ13wM0PV/0uMueNwyu4f9ytzM2fjvpo366zaW/zobjjh1rLmJY1AYNGz4rydTHHfSE/Vp2Fbm9P1PiNw5fgMNhpdrVR3VlHe18nOY4M0i0pA4bOQgghhBBCCCGEuLxIGCaEEEKcpvqeJl7Z/3bM+Ja6nTS7FpOnzQb6q3TeOLSCvU0HybJncNPwJeQ6svj+7C/z3J5X2dm4n+FJhVwzdD6FCXkEg0EOt1XEvWdNVwNKpRKLzkyS0UlLXzsNPc3MzJvK6spNAChRoFGq8YcCUefq1bqogE5cPHRqLTq1dtDze72uuOOjUofxxw+fZkfjvsjYFVkTWFgwk3eOrI6MPb3rZXLsGSSZEkgwOga8j8fvpd3TiQIFCUYHWpXmpGvLsqXHHU81JxMMBVEplJg0sV+n/9n/Nl+cch+vHHib/S2lGDUGbhy+mMmZJdT3NPHDVf8XFQovKJjJLSOvkkBMCCGEEEIIIYQQEoYJIYQQp6Opt4XStgq8wfhbt7n9HgDqu5v43ge/jlSAtfS1s6thHz+a9w3ynTk8PPEu6nua2N14gCNtlVi0JjKsaYxLG8G+OBU0OfYMPAEvdr2VL097gJ+t/SPd3h463V2MShnKnqaDrKvewpKiObx68N2ocz8/+R7UChWd7m7sButZ/oyIC8nUrPG8/7HqKpveij/ojwrCANbXbOW+cbegUWkiFYX+oJ+yjmqe2fUKj0y9n0RTbD+uxp5mntn1ClvqdqFQKLgyZxLLRl5F8km2cByZXIRNZ6HruAovrUrDqJShWHRmtGotVxXPZXfTgajz3AEvPb5evjDlXnxBH2qlhgSjnVA4zMv734oKwgDePbKaK3MmUixhmBBCCCGEEEIIcdmTMEwIIYQ4RcFQkHdK16BUKkg3p5BkTiDdkkJDTzO7mvajVWpwGOwAHGw5ErMVYjAc4q3SlTw0/g62N+zljx8+HTn24t43+PK0TzM5cxxvla6ita89cizTmoZaqWbZyKWYtEYKEnL56fxv0uxqIxQOcUX2RNrdnTT1tpDnyGZEchGrKzehUWpZWDiD98vW8ofNf8esNbJs5FWMSx+FVYKCS1KuI5Mbhi3mlQNvE6Z/u8Sbhi9hU+32uPNL2yrIsqZR3lENgEqhRKVQcritnNK2ipgwrMfby+83/53DbeVAf0+v1ZWb8AS8fG7y3ejV+gHXlm5N5Tszv8CKsnUcaisn05rK+PTRJJkSIv3sihKH8PDEu3h2z6t0ebrJsKRy7bAFZNkyYirVuj3dbK3bHfdeVR21FCfmD+IzJoQQQgghhBBCiEuZhGFCCCHEKery9LCmajN2nZUHJtzGW6Wr2F6/h2x7Bp+b9CmMan2kOqa+pynuNeq6G2npa+PJ7S9EjYcJ8/jWZ/n5gm/zvdmPcKDlCEfaK8m1Z5FmScaut0b1lEoyJZB0XCVOriMz6nolaSNo7+vkh6v/j7ruRqC/d9gfP3yahybcwdz86WflcyIuLBadmeuGLWRa9ng6Pd1YdWZSzIkcbD0Sd36S0Rm1Nef8ghlsrt0JwM7GfUzNHh81v8XVHgnCjvdh7U5uGXk1mba0E64vz5HFraOuod3dSTAUxKwzRX0dGzUGZg+ZRlHCEFz+PlRKFTadlURT7JaNWrWWZFNCVHB8jNNoP+E6hBBCCCGEEEIIcXmQMEwIIYQ4RWqlCrPWyJLi2fxs3Z/wBrwANLla2d14gB/N/ToqpQqAESnFvHbovZhrTM0cT6+vL3Lu8Xp9Lrq9veQ7c0gxJzErb+oZrbfJ1RIJwo73/J7XGJs2UgKDS5ReoyPbnkE2GQA097ZSkjqCDdXbItViABqlmpK0EVR11pFqTmJs2ghquhoi23Tm2rNirh34WD+6Y8KECYaDAHS6uwiEg9h0FjRxeomZdSbMOtMJnyHDlnrC4wBGjZ5lI6/i0ZW/iRpPMDjItmUOcJYQQgghhBBCCCEuJxKGCSGEEKfIqrdwV8mN7G48EBNmeYM+NtfuIOdohVauPZOJGWPYUrcrMifTmsbkrBICoSAqhZJgOBR1Da1Kg1FjOGvrdftjAzeAbm8v/gFCDXHp8YcCvFu2hgcn3sFbh1dS291AvjOHBQUzUKDkU2OX8cyuf/P8ntfwHP26NmtNjEkdFnOtRKOTBIODNnd0n65ceyZGtYEVZet5ef+b9PhcTMkYy7XDFkRVi4XCIWq7GtjRsI+WvjbGp48iz5GNXX96vewKnDl8b/aX+dfeN2hytTIxfQyLCmeRbI7uX+YPBvAFfBg0epRK5WndSwghhBBCCCGEEBcfCcOEEEKI0zAssYAPytfHPVbRWRP5/w6DjQcn3M6SojnUdNaTbE4k25ZOosmJL+jnmqELeOXA21HnLxtxVdSWcWcqyeREqVAS+ljoNj59FDad5azdR1zYrDozgWCAZ3b+m+k5E5mZO5na7gb+vuMlfjTv66SYEyP96I60VzIiqYj5BVeSbo2tznIa7Xz1igf5+do/0uXtAfoDsi9N/TTbG/by5PbnI3NXV23iUFsZ3535pUg4Vd5ezfdW/hp/0A/Au0fWMCt3CneV3IjlNPrY6dQ6RiQXkXflZ/EFfJi1RtSqj37NDYVCVHbW8sah96nqqmNs6ghmD5kWteWoEEIIIYQQQgghLl0ShgkhhBCnwag1MDlzbFTF1zGTM8dGfWzTW7HprYxILooa16o0LCmawxBnNm8dXoVSqWBp4RyKEoegPrrN4tmQYkrioQl38Octz0S2x3Pobdw2+lr0Gt1Zu4+4sFl0Zu4eeSO/3PwY7xxZDYBCoeBLU+4j2ZSIQqEgx57JA+NvwxPwotfoT/h1WJCQy0/mf5MWVztKhYJkUyKBUICX978ZM7ext4X6nkaSzQn0+dz8c/d/IkHYMasqNzG/YMZphWHHGDV6jBp9zHhVVx3fXfFLAqEACoWCRKOTvU2HCIfDZFhTUSgUp31PIYQQQgghhBBCXPgkDBNCCCFO0/CkQgoT8ihtq4iMFTrzYkKvE7HpLUzOHMvY1BGgUKCN01vpTGnVGqZlTyDfmUNjbwt6tY40S/JZrT4TF5Y+v5vG3hZaXG2YNEbSLSk4jXaCbV5+Ov9b1Pc04Qv6ybCkkGZOjgq91Co1ZtXgfkVMMiVEfR3VdNVHKsXirenY/x5uK487p93dOcgnHLxgMMibhz8gEAqgUWn49Lhb2Vq/m7/ueBG9Wsf1wxYxI3cyDoPtrN9bCCGEEEIIIYQQFwYJw4QQQojTlGhy8tVpD1LdXU9tVwOZ1lSybOkkGB2nfC2tWnsOVvgRnVpLtj2DbHvGOb2POP9cvj6WH17BS/s+qtDKtKTxlSsewO/3k2ZJJs2SHDkWCAao726iy9uDWWskxZR42l+PJo2RMSnD2dm4L2pcoVBg1/eHTXqNjixrGuUd1THn23Sn3jOs091NY28zvT4XCUYHKeakqJ57vqCP6q56AK4qmstrh96jrrsR6A/m/rn7FXxBPzcOXyx9xIQQQgghhBBCiEuUhGFCCCHEGXAa7TiNdkpSh5/vpQgBQH1PU1QQBlDb08C7R1YzK21K1Hif383qik38Y9e/I1sILi2ay7VDF2DTn3o/ObveynXDFlDVVUuHuwsABQpuH3UdPd5eAMxaE3eV3MgPVv2WcDgcOXdkSjEKoLStktK2CvY1HWJocgHj00eRbkmJe78WVxu/2/hXDrWVRcauHbaQa4rnY9GZANBr9ExMH01FRzVOoz0ShB3v9UPvMSF9FBadmUST85SfWwghhBBCCCGEEBc2CcOEEEIIIS4h5e1Vcce31e9hSua4qLGaznr+uuPFyMfhcJg3Dr1PgTOHadkTTvneSqUSb8DH5yffS6urDV/IT6LRSa+vD45ry1WUMIQfz/0G7xxZTYurjcmZY3EHPBzpqOLNwx/Q4moDYEv9Ll47+B6Pzv4K6dbYQGxz7Y6oIAzg1QPvMDp5KI29zShQMMSZzaTMElZWbCQYCsZdtyfgpa6niZ2HP2Ba9nhGpwxDPcitIoUQQgghhBBCCHHhk//KF0IIIYS4hJi0prjjdoONZlcbx9cwfli3M+7cFeXrybFloVYqsemt6DW6Qd8/05bOnzY/jUVvxqgx8OahD0g2J/HwxDsjczQqNQUJuQxxZtPY08z3V/4GgPn5MyJB2DFdnm421mzjxhFLosZdvj5WV26Ku4ZtDXvItqVT1VnHy/vfwqIz89lJd6NQKNCoNPiD/qj5w5MK2dmwjyxbOr9Y92d+Pv/b5DgyB/3MQgghhBBCCCGEuLBJYwQhhBBCiEtIuiUZi84cMz4rbyrBcChqTKVUxb2GWqmi19fLP3b9m3fL1lDb1XDCe7p8fbS7O/EHAySZnHxh6j3My59OgTOHByfewecm343TaI85T6lQUtZeTaenmxRzIjVHe3t93L7mwzFVXWqlGps+fo+xBIODrXW7eKt0JW3uDio7a3h01W9ocbXy+UmfQq386O/BnAY7c4ZcwZH2Srq9vYTCIQ61lZ/weUOhEMFg/CozIYQQQgghhBBCXHikMkwIIYQQ4hJi0Vr42rQHefXgu+xrPkyi0cmiwlnsbzrM0iFzouaOTR3BqwfeJUw4anxc+igqOmv4sG4nH9bt5J0jq/nvmV8i1ZIUNc8b8HG4rZzn9rxKS28b49JHcc3Q+WRYU3EY7BC/1VcUvbq/6qypt5XRKcPYVBs7pyghLya406m1LBuxlD2NB6PWr1fryHVk8o9dL8dc56ntL/KT+d/kgQm34fF7USqV9PncPLX9BW4asYTXD74PQOBjwVuLq436nmbcfg8OvZUdDfs40l7BnCFXMCypEIfBdvIHFUIIIYQQQgghxHkjYZgQQgghxCUkyeyk1+diSeFcpmaNp9nVSkNPM9cOW4i/x8ORtkrChEk0OkkzJ3Pf+Ft4ae9yurw9GDR6riqai8fvZX9LaeSaLa429jQdiAnDStsq+OGq/4t8vLJiAzsb9vGDuV8jxZx40rWGw2GMGj02nYVOTzcmrZEko5OWvvbIHJvOwoSM0VHn1Xc3Ud7RX1H2nZmfZ2vdbt4tW8OIpELmDJkes9XiMe6Ah0Ot5ehUGsq6q9lUux2b3sLNI6/iYEsZHZ4uFCgocOZEzqnpquena35Pjj0Lk9bAoZYyZg+Zhjfo47cbn2RO3jTuLrkRo9Z40ucVQgghhBBCCCHE+SFhmBBCCCHEJSbPmUWHuxO710KeM4sEvYNObzf/b/9zka0I8+zZfG7y3QxPLOJzkxNp7G3GFwzQ63Vh0OjZ0bA36pp7mw8zv2BG5GO338O/9i2PuXeHp4vqztpBhWENPc0cbC3j3nG3sL5qC/5gkM9OupuyjmoONJeS48ikKGEIqebkyDmVHTV8f+Vv6PO7I2PLRizld0seRa/Ws6F6GwoFaJRq/KFA1P2ybRlUddbyVulKlo1Yyhem3ENLbxvP73udbk8PRo2BO8fcQKYtLfKMqys2sWzEVWys2U5tVwPTsiegUWqYkTuFQ63lfFCxgYWFs8iTMEwIIYQQQgghhLhgSRgmhBBCCHEJchjs/VsV0t/T67Etz0SCsFEpQ5mUWcJvNvyFRlcLI5KKuGXU1ZjUBvY1l/LE9mdjrjcsqSDqY1/QR+sAFVgd7q6Trs/t9/Dy/rdYW7UZlULJV6Y9wNM7X+afu1v7q9YsyZi1BvIcmZh1JgD6/B6e2fXvqCAM4F/7ljMxo4QUcxI59nQ63F3cPvp6nt75UmQLRb1ax9VD5/HU9hcAeGnfm9wzdhlKhZKbR1xFOBzCaXSQaUnFqDEA0OvtI8WcyJ+2/CNyr/KOagqcudw0YmlkrMfbe9LnFUIIIYQQQgghxPkjYZgQQgghxCWura+Tg61lAGhVGqZlT+CxLc9Eju9uOkBpewWfmXAnWfY08uxZVHTWRI47DDbGpA6LuqZZa2JS5liWH14Rc79cR9ZJ19TiamNd1YcAFCTk8WHdLppcrQC09rXT2tfOnqaDDEsqOi7Uc7Gn+VDc67X2tZPryCTblkF9dxN9PjdfueIBWnrbsOkt9Pk9vLDnddx+DwBhwvx1x4t868rP0tDTgtNoI9uaTsrRrSA73J24/H28Vboq5l5H2isJhfv7iilQYNdbT/q8QgghhBBCCCGEOH8kDBNCCCGEuMQpFB/9/3Fpo1hXtSVmjtvvob6nmad3vsRXr3iI3U0HONBSyuiU4UzIGEWaJSVqvkqpYkHBlWyp20Xz0RALYEnRnJi58bgDnkjV1tDEfFZXboo7r7qzjvyjPbw0Sg1JxoSo+x1j0vZXc5l1Jubm9/cN8wS8FCXk4fZ7+fo7P4rZNjHTkkauPZMCZy5GrRG1UgX0B3W/3fgkM3Mm09DbHHddvb4+AG4Yvohk08m3hBRCCCGEEEIIIcT5I2GYEEIIIcQlLtHoZFz6KLbX78GkNVDX0xh3Xq+vF6VCyYGWUm4YvphQeCFKhXLA66ZZUvje7C9T291Al7uLDFva0e0NTSddk11vxaDR4/Z76PW5cBhsdHq6Y+ZZ9JaPzjFYubvkBn61/vGoOfnOHNKO6yumUChIPq5nmUUb4MEJd/CHD/8eGdOqNDw06Q6cRkfMPXc1HqC0rYJUcxLFCfnsbzkcM8ekMfA/sx4hx56BXqM76fMKIYQQQgghhBDi/JEwTAghhBDiEmfQ6Lln7DLCoRAHWo4wPn1UpH/Y8TKsqbS6O2jo6a+GOlEQdkySyUmSyXnKa0oyJfDZSXfz6w1PsKlmB7eOvoYntz0fNceut5JtTYsaG5UyjO/M/AL/3vcWXd4eZuZOZnr2ROwGW8w9ejy9NLpa6PW5GOLM5mfzv0VlRy1atZZcRybpcSrYAsEA66v7K+c21WznoYl3UtZRhTfgjcxZUjSH4clFmLTGU35uIYQQQgghhBBCfPIkDBNCCCGEuAykmpO4PnM+pkQLoVCIgy1HKG2vjByfO2Q6B1qOEA6HGZ8x+pyvR6lQMi5tFL9Y8B0qO2qw6ix89YoHeXHvG7T2tTMhfTTXD18UVeEF/cFeSepwihOG4A/5sWjNKI7fB/KoVlc7T2x7jh0Ne4H+3l43jVjC4qLZJ6xcUyqVpFlS2Nd8GH8owPN7XuPukhvpcHfhDXgZnz6aLFuaBGFCCCGEEEIIIcRFRMIwIYQQQojLhKuzl6H5xQB8ffpnqOluoKGnGZVCyc7G/Wyu3cGkzBKGOLI+kfVoVGpy7Jnk2DMjY8OTCvEF/Vh0ZrQqzYDnGjR6DOgHPL69YW8kCAMIE+Zf+5YzKmUoQ5MKBjxPqVAyb8h0VpavJxgO0drXzhNbnyXZlMh/zfz8oPqhCSGEEEIIIYQQ4sIiYZgQQgghxGXIbrBhN9jItKZR393IxIwxLC2aS7o1GavOcvILnCMWnfmMr+H2ufmgfH3cY3uaDp4wDAPItmfw6Jyv8cLe16jqrGNoUj43Dl9C6nF9yYQQQgghhBBCCHHxkDBMCCGEEOIy5jDYcMTpt3UxUylVAwZ6gwn61EoVRYl5fO2Kh3D7PZi0BnRq3dlephBCCCGEEEIIIT4hJ++KLoQQQgghxEVEq9ZyzdD5MeMalYbhyYWDvo5Bo8dptEsQJoQQQgghhBBCXOQkDBNCCCGEEJecfGcOX5n2IAlGBwBDHNl8b9YjZFhTz/PKhBBCCCGEEEII8UmTbRKFEEIIIcQlx6DRMyVrLMWJQ/AGfJi1Rsw60/lelhBCCCGEEEIIIc4DCcOEEEIIIcQl61LrhyaEEEIIIYQQQohTJ9skCiGEEEIIIYQQQgghhBBCiEuWhGFCCCGEEEIIIYQQQgghhBDikiVhmBBCCCGEEEIIIYQQQgghhLhkSRgmhBBCCCGEEEIIIYQQQgghLlkShgkhhBBCCCGEEEIIIYQQQohLloRhQgghhBBCCCGEEEIIIYQQ4pIlYZgQQgghhBBCCCGEEEIIIYS4ZEkYJoQQQgghhBBCCCGEEEIIIS5ZEoYJIYQQQgghhBBCCCGEEEKIS5aEYUIIIYQQQgghhBBCCCGEEOKSJWGYEEIIIYQQQgghhBBCCCGEuGRJGCaEEEIIIYQQQgghhBBCCCEuWRKGCSGEEEIIIYQQQgghhBBCiEuWhGFCCCGEEEIIIYQQQgghhBDiknVew7B//OMfLFq0iKVLl/KLX/wiMv7YY48xf/58Fi5cyNq1a8/jCoUQQgghhBBCCCGEEEIIIcTFTH2+brxp0yZWrFjBa6+9hlarpa2tDYAjR46wfPlyli9fTlNTE/feey/vvPMOKpXqfC1VCCGEEEIIIYQQQgghhBBCXKTOW2XYc889x4MPPohWqwUgISEBgBUrVrB06VK0Wi1ZWVnk5OSwe/fu87VMIYQQQgghhBBCCCGEEEIIcRE7b2FYZWUlW7duZdmyZdx5552RwKupqYnU1NTIvJSUFJqams7XMoUQQgghhBBCCCGEEEIIIcRF7Jxuk3jPPffQ2toaM/7II48QDAbp6urixRdfZM+ePTzyyCOsWLHijO63d+/eMzr/crVt27bzvQQhxHkgr30hLk/y2hfi8iSvfSEuP/K6F+LyJK99IS5P8to/uXMahv3tb38b8Nhzzz3H/PnzUSgUjB49GqVSSUdHBykpKTQ2NkbmNTU1kZKSMqj7jRw5Ep1Od6bLvqxs27aN8ePHn+9lCCE+YfLaF+LyJK99IS5P8toX4vIjr3shLk/y2hfi8iSv/X5er/eEBVPnbZvEefPmsXnzZgAqKirw+/04HA7mzJnD8uXL8fl81NTUUFlZyejRo8/XMoUQQgghhBBCCCGEEEIIIcRF7JxWhp3IjTfeyHe+8x2uuuoqNBoNP/vZz1AoFBQWFrJ48WKWLFmCSqXif/7nf1CpVOdrmUIIIYQQQgghhBBCCCGEEOIidt7CMK1Wy69+9au4xx5++GEefvjhT3hFQgghhBBCCCGEEEIIIYQQ4lJz3rZJFEIIIYQQQgghhBBCCCGEEOJckzBMCCGEEEIIIYQQQgghhBBCXLIkDBNCCCGEEEIIIYQQQgghhBCXLAnDhBBCCCGEEEIIIYQQQgghxCVLwjAhhBBCCCGEEEIIIYQQQghxyZIwTAghhBBCCCGEEEIIIYQQQlyyJAwTQgghhBBCCCGEEEIIIYQQlywJw4QQQgghhBBCCCGEEEIIIcQlS32+F3A2hMNhAHw+33leycXJ6/We7yUIIc4Dee0LcXmS174Qlyd57Qtx+ZHXvRCXJ3ntC3F5ktf+R/nQsbzo4xThgY5cRHp6ejh8+PD5XoYQQgghhBBCCCGEEEIIIYQ4T4qKirBYLDHjl0QYFgqFcLlcaDQaFArF+V6OEEIIIYQQQgghhBBCCCGE+ISEw2H8fj8mkwmlMrZD2CURhgkhhBBCCCGEEEIIIYQQQggRT2w8JoQQQgghhBBCCCGEEEIIIcQlQsIwIYQQQgghhBBCCCGEEEIIccmSMEwIIYQQQgghhBBCCCGEEEJcsiQME0IIIYQQQgghhBBCCCGEEJcsCcOEEEIIIYQQQgghhBBCCCHEJUvCsMvYP/7xDxYtWsTSpUv5xS9+ERl/7LHHmD9/PgsXLmTt2rXncYVCiHPlqaeeori4mPb2dgDC4TA/+tGPmD9/PldffTX79u07zysUQpwtP//5z1m0aBFXX301n/vc5+ju7o4ck5/5Qlza1qxZw8KFC5k/fz6PP/74+V6OEOIcaWho4K677mLJkiUsXbqUv//97wB0dnZy7733smDBAu699166urrO80qFEOdCMBjkuuuu46GHHgKgpqaGZcuWMX/+fB555BF8Pt95XqEQ4mzr7u7mi1/8IosWLWLx4sXs2LFDfu4PgoRhl6lNmzaxYsUKXnvtNZYvX879998PwJEjR1i+fDnLly/nL3/5C48++ijBYPA8r1YIcTY1NDSwfv160tPTI2Nr1qyhsrKSd999lx/+8Id8//vfP38LFEKcVVdccQVvvPEGr7/+Orm5uTz22GOA/MwX4lIXDAb5wQ9+wF/+8heWL1/OG2+8wZEjR873soQQ54BKpeJb3/oWb775Ji+88ALPPvssR44c4fHHH2fq1Km8++67TJ06VUJxIS5RTz/9NPn5+ZGPf/WrX3HPPffw3nvvYbVaeemll87j6oQQ58KPf/xjrrzySt5++21effVV8vPz5ef+IEgYdpl67rnnePDBB9FqtQAkJCQAsGLFCpYuXYpWqyUrK4ucnBx27959PpcqhDjLfvrTn/L1r38dhUIRGVuxYgXXXXcdCoWCkpISuru7aW5uPo+rFEKcLdOnT0etVgNQUlJCY2MjID/zhbjU7d69m5ycHLKystBqtSxdupQVK1ac72UJIc6B5ORkRowYAYDZbGbIkCE0NTVFfscHuO6663j//ffP4yqFEOdCY2Mjq1at4qabbgL6d33ZtGkTCxcuBOD666+Xn/9CXGJ6enrYsmVL5HWv1WqxWq3yc38QJAy7TFVWVrJ161aWLVvGnXfeGXnzq6mpidTU1Mi8lJQUmpqaztcyhRBn2fvvv09ycjJDhw6NGv/4az81NVVe+0Jcgl5++WVmzJgByM98IS518hoX4vJUW1vLgQMHGDNmDG1tbSQnJwOQlJREW1vbeV6dEOJs+8n/b+9+Y6os/ziOv/mTZaHliROnNp+Yy5gBS5tSD6qRNDYzNaVl9kAftEUPGPZHF2RtkqgDXUppOudYWRbigWb0b40Kt4xK89+UaisMVs7ZEFEXB+j8Hrjf2ewPSoknT+/Xs/u6dq7z2b1du+77fO/7OhUVPP300yQnn/mJt7Ozk5EjR8YehvPeXko8HR0dBAIBnnnmGWbMmEFZWRmnT5923T8PqfEOoKEzb948jh079of2kpIS+vv76erqora2lv3791NSUuKTIlKCGGjur1+/nk2bNsUhlaShNNC8nzJlCgDr1q0jJSWF+++//2LHkyRJF8GpU6coLi6mtLSUtLS0s/qSkpLO2hlC0qXv448/JhAIcMstt9DS0hLvOJIukr6+Pg4ePMjixYvJycnhhRde+MOWiK77f85iWAKrqan5y74tW7aQn59PUlIS2dnZJCcn09nZSUZGRmz7JDjzRGlGRsZFSCvpQvmruf/NN9/Q0dHB9OnTgTPbKTzwwANs3br1D3P/yJEjzn3pEjLQmg8QDof55JNPqKmpiV0Qu+ZLic05Lv239Pb2UlxczLRp07j33nuBM3+HcPToUa677jqOHj1KIBCIc0pJF9Lu3btpamqiubmZnp4eTp48ydKlSzlx4gR9fX2kpqZ6by8loFAoRCgUIicnB4CCggI2bNjgun8e3CbxP2rKlCmxp0Z++OEHent7GTVqFHl5eTQ2NhKJRGhvb6etrY3s7Ow4p5V0IYwbN46dO3fS1NREU1MToVCIcDhMMBgkLy+PhoYGotEoe/bsYcSIEbFXqyVd2pqbm9m4cSPr1q1j+PDhsXbXfCmxZWVl0dbWRnt7O5FIhMbGRvLy8uIdS9IQiEajlJWVMWbMGObPnx9r//81PkBDQwP33HNPnBJKGgpPPvkkzc3NNDU1sWrVKnJzc1m5ciWTJ0/mgw8+AKC+vt71X0owwWCQUCjE999/D8DOnTu58cYbXffPQ1I0Go3GO4QuvkgkQmlpKa2trVx22WUsXLiQ22+/HTizjdK2bdtISUmhtLSUu+66K85pJQ2FvLw86urqCAQCRKNRlixZwo4dOxg+fDgVFRVkZWXFO6KkCyA/P59IJMI111wDQE5ODkuWLAFc86VE9+mnn1JRUUF/fz+zZs2iqKgo3pEkDYGvvvqKuXPnctNNN8X+N+iJJ54gOzubkpISfv75Z2644QZefPHF2PWApMTS0tLCpk2bWL9+Pe3t7SxYsICuri4yMzOpqqpi2LBh8Y4o6QI6dOgQZWVl9Pb2Mnr0aJYtW8Zvv/3mun8OFsMkSZIkSZIkSZKUsNwmUZIkSZIkSZIkSQnLYpgkSZIkSZIkSZISlsUwSZIkSZIkSZIkJSyLYZIkSZIkSZIkSUpYFsMkSZIkSZIkSZKUsCyGSZIkSZIkSZIkKWFZDJMkSZKkOAiHwxQXF//jcaqrq1mxYsU5+7Zs2UJNTc0//j5JkiRJutSkxjuAJEmSJGnozZkzJ94RJEmSJCkuLIZJkiRJ0t+wd+9eqqqqOHXqFADFxcWMHTuWWbNm8eCDD7Jjxw5+/fVXqqqqePPNN9m7dy9XXHEFa9euJRgMAtDd3c1jjz3Gjz/+SHp6OpWVlWRkZACwYcMGPvzwQ/r7+8nIyKC8vJxgMEh3dzdlZWV8++23BINBQqEQ6enpsfH+qq+6uprTp0+zaNEiwuEw77zzDiNHjuS7775jxIgRVFdXEwwGiUQilJeX88UXXxAIBMjMzOTYsWOsWbPmT8/DL7/8QmFhIatXryYrK4v6+npqa2t57bXXSE31llOSJElS/LlNoiRJkiQN0okTJ3j++edZuXIl4XCYV155heeee47u7m6OHz/OxIkTaWhoYPbs2cybN4+5c+eyfft2xo8fz+bNm2Pj7Nq1i4ULF/Luu+8yadIkli5dCsDbb79Ne3s7tbW11NfXc+edd7J8+XIAXn75Za666iref/99Vq9ezZdffhkbb6C+39u/fz+LFi2isbGRsWPHxnK99dZb/PTTTzQ2NlJTU8OBAwcGPBfXXnsty5Yt46mnnmLPnj2sWbOGVatWWQiTJEmS9K/h3YkkSZIkDdLXX39NR0cHjz76aKwtKSmJvr4+rrzySu6++24Axo8fTygUIjMzM3b82WefxT4zceJExowZA0BhYSHTpk0DoKmpiQMHDjBz5kwA+vv7SUtLA6ClpYVnn30WgEAgQH5+fmy8gfp+b8KECVx//fUA5OTkxHK1tLQwffp0UlNTSU1NZerUqezatWvA8zF58mTuu+8+Hn74YV566aXYuJIkSZL0b2AxTJIkSZIGKRqNMm7cOF5//fWz2js6Ohg2bFjsODk5+azjlJQU+vv7z2v8oqIiZs+efeFC/87ll18+6FwDOXjwIIFAgCNHjvzTaJIkSZJ0QblNoiRJkiQN0q233srhw4f5/PPPY2379u0jGo0Oapzdu3fT1tYGwLZt28jNzQUgLy+PN954g66uLgAikQitra0A5ObmEg6HAejs7OSjjz6KjTdQ3/maNGkS27dvp6+vj56eHt57771zfqampoa+vj7C4TAbN27k0KFDg/5eSZIkSRoqvhkmSZIkSYN09dVXs3btWiorK6moqKC3t5fRo0ezePHiQY0zYcIEVqxYweHDh0lPT6eyshKAGTNmcPz4cR555BHgzJtic+bM4eabb+bxxx+ntLSUgoICgsEgt912W2y8gfrO10MPPURraytTp05l1KhRsW0c/8q+fft49dVXqaurIxAIUF5ezoIFC6irq4tt7ShJkiRJ8ZQUHeyji5IkSZKkhHby5EnS0tKIRCIUFRVRUFBAYWFhvGNJkiRJ0t/im2GSJEmSpLPMnz+fSCRCT08Pd9xxBzNnzox3JEmSJEn623wzTJIkSZJ0Tlu3bmXz5s1/aF++fDmZmZlxSCRJkiRJ58dimCRJkiRJkiRJkhJWcrwDSJIkSZIkSZIkSUPFYpgkSZIkSZIkSZISlsUwSZIkSZIkSZIkJSyLYZIkSZIkSZIkSUpY/wOJAwQFCKqYLgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot t-SNE with labels\n",
    "plt.figure(figsize=(30,15))\n",
    "sns.scatterplot(x='embedding_x', y='embedding_y',hue='labels', data=Y, palette='deep') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:01:27.805388Z",
     "start_time": "2021-11-26T22:01:26.901265Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='embedding_x', ylabel='embedding_y'>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot t-SNE with labels\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.scatterplot(x='embedding_x', y='embedding_y',hue='labels', data=Y, palette='deep') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-26T22:01:40.008384Z",
     "start_time": "2021-11-26T22:01:39.947707Z"
    }
   },
   "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>cluster</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>perc_customer</th>\n",
       "      <th>gross_revenue</th>\n",
       "      <th>recency_days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>381</td>\n",
       "      <td>12.820</td>\n",
       "      <td>11441.383</td>\n",
       "      <td>7.037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>522</td>\n",
       "      <td>17.564</td>\n",
       "      <td>1823.625</td>\n",
       "      <td>20.174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>422</td>\n",
       "      <td>14.199</td>\n",
       "      <td>1746.072</td>\n",
       "      <td>36.126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>390</td>\n",
       "      <td>13.122</td>\n",
       "      <td>1431.939</td>\n",
       "      <td>61.828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>459</td>\n",
       "      <td>15.444</td>\n",
       "      <td>1372.762</td>\n",
       "      <td>6.041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>272</td>\n",
       "      <td>9.152</td>\n",
       "      <td>1209.735</td>\n",
       "      <td>95.081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>300</td>\n",
       "      <td>10.094</td>\n",
       "      <td>859.958</td>\n",
       "      <td>161.623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>226</td>\n",
       "      <td>7.604</td>\n",
       "      <td>769.968</td>\n",
       "      <td>273.049</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cluster  customer_id  perc_customer  gross_revenue  recency_days\n",
       "1        1          381         12.820      11441.383         7.037\n",
       "0        0          522         17.564       1823.625        20.174\n",
       "7        7          422         14.199       1746.072        36.126\n",
       "2        2          390         13.122       1431.939        61.828\n",
       "6        6          459         15.444       1372.762         6.041\n",
       "3        3          272          9.152       1209.735        95.081\n",
       "4        4          300         10.094        859.958       161.623\n",
       "5        5          226          7.604        769.968       273.049"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df9 = df4.copy()\n",
    "df9['cluster'] = labels\n",
    "df9.head()\n",
    "\n",
    "### Number of Customers for Cluster and Percentage by Cluster\n",
    "df_cluster = df9[['customer_id', 'cluster']].groupby('cluster').count().reset_index()\n",
    "df_cluster['perc_customer'] = 100*(np.round(df_cluster['customer_id'] / df_cluster['customer_id'].sum(), decimals=5))\n",
    "\n",
    "### Average Gross Revenue\n",
    "df_avg_gross_revenue = df9[['gross_revenue', 'cluster']].groupby('cluster').mean().reset_index()\n",
    "df_cluster = pd.merge(df_cluster, np.round(df_avg_gross_revenue, decimals=3), how='inner', on='cluster')\n",
    "\n",
    "### Average Recency Days\n",
    "df_avg_recency_revenue = df9[['recency_days', 'cluster']].groupby('cluster').mean().reset_index()\n",
    "df_cluster = pd.merge(df_cluster, np.round(df_avg_recency_revenue, decimals=3), how='inner', on='cluster')\n",
    "\n",
    "### Average Invoice N°\n",
    "#df_avg_invoice_no = df9[['invoice_no', 'cluster']].groupby('cluster').mean().reset_index()\n",
    "# df_cluster = pd.merge(df_cluster, np.round(df_avg_invoice_no, decimals=3), how='inner', on='cluster')\n",
    "df_cluster.sort_values('gross_revenue', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cluster 02 (Candidate to INSIDERS classification)\n",
    "    -- Highest gross revenue and high frequency\n",
    "    -- Only 12,48% of costumers.\n",
    "    -- Recency = 6.695 days average\n",
    "    -- Average Gross Revenue: 11639.946 dolars\n",
    "    \n",
    "### Cluster 06 (Second best client cluster)\n",
    "    -- Lowest gross revenue but high frequency\n",
    "    -- Only 15.410% of costumers.\n",
    "    -- Recency = 6.081 days average\n",
    "    -- Average Gross Revenue: 1369.173 dolars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-11-22T22:01:42.079423Z",
     "start_time": "2021-11-22T22:01:40.125984Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 't-SNE')"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25, 12))\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.scatterplot(x='embedding_x', y='embedding_y', hue='labels', data=X, palette='deep')\n",
    "plt.title('UMAP')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.scatterplot(x='embedding_x', y='embedding_y',hue='labels', data=Y, palette='deep') \n",
    "plt.title('t-SNE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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