{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p style=\"text-align:center\">\n",
    "    <a href=\"https://skills.network\" target=\"_blank\">\n",
    "    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\" width=\"200\" alt=\"Skills Network Logo\"  />\n",
    "    </a>\n",
    "</p>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Finding How The Data Is Distributed**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimated time needed: **30** minutes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab, you will work with a cleaned dataset to perform Exploratory Data Analysis (EDA). You will examine the structure of the data, visualize key variables, and analyze trends related to developer experience, tools, job satisfaction, and other important aspects.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Objectives\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab you will perform the following:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Understand the structure of the dataset.\n",
    "\n",
    "- Perform summary statistics and data visualization.\n",
    "\n",
    "- Identify trends in developer experience, tools, job satisfaction, and other key variables.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Install the required libraries\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in /opt/conda/lib/python3.12/site-packages (3.0.0)\n",
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      "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.12/site-packages (3.10.8)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (1.3.3)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (0.12.1)\n",
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      "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (1.4.9)\n",
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      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (24.2)\n",
      "Requirement already satisfied: pillow>=8 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (12.1.0)\n",
      "Requirement already satisfied: pyparsing>=3 in /opt/conda/lib/python3.12/site-packages (from matplotlib) (3.3.2)\n",
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      "Requirement already satisfied: seaborn in /opt/conda/lib/python3.12/site-packages (0.13.2)\n",
      "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /opt/conda/lib/python3.12/site-packages (from seaborn) (2.4.1)\n",
      "Requirement already satisfied: pandas>=1.2 in /opt/conda/lib/python3.12/site-packages (from seaborn) (3.0.0)\n",
      "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /opt/conda/lib/python3.12/site-packages (from seaborn) (3.10.8)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.3.3)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.61.1)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.9)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.2)\n",
      "Requirement already satisfied: pillow>=8 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (12.1.0)\n",
      "Requirement already satisfied: pyparsing>=3 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.3.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.12/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.17.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install pandas\n",
    "!pip install matplotlib\n",
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 1: Import Libraries and Load Data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Import the `pandas`, `matplotlib.pyplot`, and `seaborn` libraries.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- You will begin with loading the dataset. You can use the pyfetch method if working on JupyterLite. Otherwise, you can use pandas' read_csv() function directly on their local machines or cloud environments.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   ResponseId                      MainBranch                 Age  \\\n",
      "0           1  I am a developer by profession  Under 18 years old   \n",
      "1           2  I am a developer by profession     35-44 years old   \n",
      "2           3  I am a developer by profession     45-54 years old   \n",
      "3           4           I am learning to code     18-24 years old   \n",
      "4           5  I am a developer by profession     18-24 years old   \n",
      "\n",
      "            Employment RemoteWork   Check  \\\n",
      "0  Employed, full-time     Remote  Apples   \n",
      "1  Employed, full-time     Remote  Apples   \n",
      "2  Employed, full-time     Remote  Apples   \n",
      "3   Student, full-time        NaN  Apples   \n",
      "4   Student, full-time        NaN  Apples   \n",
      "\n",
      "                                    CodingActivities  \\\n",
      "0                                              Hobby   \n",
      "1  Hobby;Contribute to open-source projects;Other...   \n",
      "2  Hobby;Contribute to open-source projects;Other...   \n",
      "3                                                NaN   \n",
      "4                                                NaN   \n",
      "\n",
      "                                             EdLevel  \\\n",
      "0                          Primary/elementary school   \n",
      "1       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
      "2    Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
      "3  Some college/university study without earning ...   \n",
      "4  Secondary school (e.g. American high school, G...   \n",
      "\n",
      "                                           LearnCode  \\\n",
      "0                             Books / Physical media   \n",
      "1  Books / Physical media;Colleague;On the job tr...   \n",
      "2  Books / Physical media;Colleague;On the job tr...   \n",
      "3  Other online resources (e.g., videos, blogs, f...   \n",
      "4  Other online resources (e.g., videos, blogs, f...   \n",
      "\n",
      "                                     LearnCodeOnline  ... JobSatPoints_6  \\\n",
      "0                                                NaN  ...            NaN   \n",
      "1  Technical documentation;Blogs;Books;Written Tu...  ...            0.0   \n",
      "2  Technical documentation;Blogs;Books;Written Tu...  ...            NaN   \n",
      "3  Stack Overflow;How-to videos;Interactive tutorial  ...            NaN   \n",
      "4  Technical documentation;Blogs;Written Tutorial...  ...            NaN   \n",
      "\n",
      "  JobSatPoints_7 JobSatPoints_8 JobSatPoints_9 JobSatPoints_10  \\\n",
      "0            NaN            NaN            NaN             NaN   \n",
      "1            0.0            0.0            0.0             0.0   \n",
      "2            NaN            NaN            NaN             NaN   \n",
      "3            NaN            NaN            NaN             NaN   \n",
      "4            NaN            NaN            NaN             NaN   \n",
      "\n",
      "  JobSatPoints_11           SurveyLength SurveyEase ConvertedCompYearly JobSat  \n",
      "0             NaN                    NaN        NaN                 NaN    NaN  \n",
      "1             0.0                    NaN        NaN                 NaN    NaN  \n",
      "2             NaN  Appropriate in length       Easy                 NaN    NaN  \n",
      "3             NaN               Too long       Easy                 NaN    NaN  \n",
      "4             NaN              Too short       Easy                 NaN    NaN  \n",
      "\n",
      "[5 rows x 114 columns]\n",
      "Initial dataframe: (65437, 114)\n"
     ]
    }
   ],
   "source": [
    "# Import necessary libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import textwrap\n",
    "\n",
    "# Load the Stack Overflow survey dataset\n",
    "data_url = 'https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/n01PQ9pSmiRX6520flujwQ/survey-data.csv'\n",
    "df = pd.read_csv(data_url)\n",
    "\n",
    "# Display the first few rows of the dataset\n",
    "print(df.head())\n",
    "print('Initial dataframe:', df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Examine the Structure of the Data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Display the column names, data types, and summary information to understand the data structure.\n",
    "\n",
    "- Objective: Gain insights into the dataset's shape and available variables.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AIAcc                                 str\n",
      "AIBen                                 str\n",
      "AIChallenges                          str\n",
      "AIComplex                             str\n",
      "AIEthics                              str\n",
      "AINextLess integrated                 str\n",
      "AINextMore integrated                 str\n",
      "AINextMuch less integrated            str\n",
      "AINextMuch more integrated            str\n",
      "AINextNo change                       str\n",
      "AISearchDevAdmired                    str\n",
      "AISearchDevHaveWorkedWith             str\n",
      "AISearchDevWantToWorkWith             str\n",
      "AISelect                              str\n",
      "AISent                                str\n",
      "AIThreat                              str\n",
      "AIToolCurrently Using                 str\n",
      "AIToolInterested in Using             str\n",
      "AIToolNot interested in Using         str\n",
      "Age                                   str\n",
      "BuildvsBuy                            str\n",
      "BuyNewTool                            str\n",
      "Check                                 str\n",
      "CodingActivities                      str\n",
      "CompTotal                         float64\n",
      "ConvertedCompYearly               float64\n",
      "Country                               str\n",
      "Currency                              str\n",
      "DatabaseAdmired                       str\n",
      "DatabaseHaveWorkedWith                str\n",
      "DatabaseWantToWorkWith                str\n",
      "DevType                               str\n",
      "EdLevel                               str\n",
      "EmbeddedAdmired                       str\n",
      "EmbeddedHaveWorkedWith                str\n",
      "EmbeddedWantToWorkWith                str\n",
      "Employment                            str\n",
      "Frequency_1                           str\n",
      "Frequency_2                           str\n",
      "Frequency_3                           str\n",
      "Frustration                           str\n",
      "ICorPM                                str\n",
      "Industry                              str\n",
      "JobSat                            float64\n",
      "JobSatPoints_1                    float64\n",
      "JobSatPoints_10                   float64\n",
      "JobSatPoints_11                   float64\n",
      "JobSatPoints_4                    float64\n",
      "JobSatPoints_5                    float64\n",
      "JobSatPoints_6                    float64\n",
      "JobSatPoints_7                    float64\n",
      "JobSatPoints_8                    float64\n",
      "JobSatPoints_9                    float64\n",
      "Knowledge_1                           str\n",
      "Knowledge_2                           str\n",
      "Knowledge_3                           str\n",
      "Knowledge_4                           str\n",
      "Knowledge_5                           str\n",
      "Knowledge_6                           str\n",
      "Knowledge_7                           str\n",
      "Knowledge_8                           str\n",
      "Knowledge_9                           str\n",
      "LanguageAdmired                       str\n",
      "LanguageHaveWorkedWith                str\n",
      "LanguageWantToWorkWith                str\n",
      "LearnCode                             str\n",
      "LearnCodeOnline                       str\n",
      "MainBranch                            str\n",
      "MiscTechAdmired                       str\n",
      "MiscTechHaveWorkedWith                str\n",
      "MiscTechWantToWorkWith                str\n",
      "NEWCollabToolsAdmired                 str\n",
      "NEWCollabToolsHaveWorkedWith          str\n",
      "NEWCollabToolsWantToWorkWith          str\n",
      "NEWSOSites                            str\n",
      "OfficeStackAsyncAdmired               str\n",
      "OfficeStackAsyncHaveWorkedWith        str\n",
      "OfficeStackAsyncWantToWorkWith        str\n",
      "OfficeStackSyncAdmired                str\n",
      "OfficeStackSyncHaveWorkedWith         str\n",
      "OfficeStackSyncWantToWorkWith         str\n",
      "OpSysPersonal use                     str\n",
      "OpSysProfessional use                 str\n",
      "OrgSize                               str\n",
      "PlatformAdmired                       str\n",
      "PlatformHaveWorkedWith                str\n",
      "PlatformWantToWorkWith                str\n",
      "ProfessionalCloud                     str\n",
      "ProfessionalQuestion                  str\n",
      "ProfessionalTech                      str\n",
      "PurchaseInfluence                     str\n",
      "RemoteWork                            str\n",
      "ResponseId                          int64\n",
      "SOAccount                             str\n",
      "SOComm                                str\n",
      "SOHow                                 str\n",
      "SOPartFreq                            str\n",
      "SOVisitFreq                           str\n",
      "SurveyEase                            str\n",
      "SurveyLength                          str\n",
      "TBranch                               str\n",
      "TechDoc                               str\n",
      "TechEndorse                           str\n",
      "TimeAnswering                         str\n",
      "TimeSearching                         str\n",
      "ToolsTechAdmired                      str\n",
      "ToolsTechHaveWorkedWith               str\n",
      "ToolsTechWantToWorkWith               str\n",
      "WebframeAdmired                       str\n",
      "WebframeHaveWorkedWith                str\n",
      "WebframeWantToWorkWith                str\n",
      "WorkExp                           float64\n",
      "YearsCode                             str\n",
      "YearsCodePro                          str\n",
      "<class 'pandas.DataFrame'>\n",
      "RangeIndex: 65437 entries, 0 to 65436\n",
      "Columns: 114 entries, ResponseId to JobSat\n",
      "dtypes: float64(13), int64(1), str(100)\n",
      "memory usage: 56.9 MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "## Write your code here\n",
    "print(df.dtypes.sort_index().to_string())\n",
    "print(df.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3: Handle Missing Data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Identify missing values in the dataset.\n",
    "\n",
    "- Impute or remove missing values as necessary to ensure data completeness.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fraction of missing values in each column\n",
      "AINextMuch less integrated    0.9825\n",
      "AINextLess integrated         0.9640\n",
      "AINextNo change               0.8090\n",
      "AINextMuch more integrated    0.7946\n",
      "EmbeddedAdmired               0.7443\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "## Write your code here\n",
    "frnan = df.isna().mean().sort_values(ascending=False).round(decimals=4)\n",
    "print('Fraction of missing values in each column')\n",
    "print(frnan.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial dataframe: (65437, 114)\n",
      "Modified dataframe: (65437, 114)\n"
     ]
    }
   ],
   "source": [
    "# Drop the rows where all elements are missing.\n",
    "df_m = df.dropna(how=\"all\")\n",
    "print('Initial dataframe:', df.shape)\n",
    "print('Modified dataframe:', df_m.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 4: Analyze Key Columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Examine key columns such as `Employment`, `JobSat` (Job Satisfaction), and `YearsCodePro` (Professional Coding Experience).\n",
    "\n",
    "- **Instruction**: Calculate the value counts for each column to understand the distribution of responses.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Employment\n",
      "Employed, full-time                                                                                                                                   39041\n",
      "Independent contractor, freelancer, or self-employed                                                                                                   4846\n",
      "Student, full-time                                                                                                                                     4709\n",
      "Employed, full-time;Independent contractor, freelancer, or self-employed                                                                               3557\n",
      "Not employed, but looking for work                                                                                                                     2341\n",
      "                                                                                                                                                      ...  \n",
      "Not employed, but looking for work;Independent contractor, freelancer, or self-employed;Not employed, and not looking for work;Employed, part-time        1\n",
      "Student, full-time;Retired                                                                                                                                1\n",
      "Employed, full-time;Not employed, but looking for work;Student, part-time                                                                                 1\n",
      "Not employed, and not looking for work;Student, part-time;Employed, part-time                                                                             1\n",
      "Not employed, but looking for work;Independent contractor, freelancer, or self-employed;Student, part-time;Retired                                        1\n",
      "Name: count, Length: 110, dtype: int64 \n",
      "\n",
      "JobSat\n",
      "8.0     7509\n",
      "7.0     6379\n",
      "6.0     3751\n",
      "9.0     3626\n",
      "10.0    2251\n",
      "5.0     1956\n",
      "3.0     1165\n",
      "4.0     1130\n",
      "2.0      772\n",
      "0.0      311\n",
      "1.0      276\n",
      "Name: count, dtype: int64 \n",
      "\n",
      "YearsCodePro\n",
      "2                     4168\n",
      "3                     4093\n",
      "5                     3526\n",
      "10                    3251\n",
      "4                     3215\n",
      "Less than 1 year      2856\n",
      "6                     2843\n",
      "1                     2639\n",
      "8                     2549\n",
      "7                     2517\n",
      "12                    1777\n",
      "15                    1635\n",
      "20                    1549\n",
      "9                     1493\n",
      "11                    1312\n",
      "13                    1127\n",
      "14                    1082\n",
      "25                     998\n",
      "16                     946\n",
      "18                     867\n",
      "17                     814\n",
      "30                     689\n",
      "24                     632\n",
      "19                     516\n",
      "22                     492\n",
      "23                     448\n",
      "26                     426\n",
      "27                     380\n",
      "21                     380\n",
      "28                     342\n",
      "35                     285\n",
      "29                     196\n",
      "32                     194\n",
      "40                     194\n",
      "34                     169\n",
      "38                     134\n",
      "33                     132\n",
      "36                     119\n",
      "31                     106\n",
      "37                     104\n",
      "45                      56\n",
      "42                      55\n",
      "39                      54\n",
      "41                      51\n",
      "More than 50 years      50\n",
      "44                      42\n",
      "43                      37\n",
      "46                      21\n",
      "50                      14\n",
      "48                      14\n",
      "49                      11\n",
      "47                      10\n",
      "Name: count, dtype: int64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "## Write your code here\n",
    "keycol = ['Employment', 'JobSat', 'YearsCodePro']\n",
    "for col in keycol:\n",
    "    print(df_m[col].value_counts(), '\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5: Visualize Job Satisfaction (Focus on JobSat)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Create a pie chart or KDE plot to visualize the distribution of `JobSat`.\n",
    "\n",
    "- Provide an interpretation of the plot, highlighting key trends in job satisfaction.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "JobSatpl = df_m.JobSat.value_counts()\n",
    "JobSatpl.plot(kind='pie',\n",
    "              figsize=(8, 5),\n",
    "              autopct='%1.1f%%', # add in percentages\n",
    "              labels=None,\n",
    "              startangle=0,\n",
    "              pctdistance=1.12,  # the ratio between the center of each pie slice and the start of the text\n",
    "              shadow=False,\n",
    "              colormap='Spectral'\n",
    "              )\n",
    "\n",
    "plt.title('Job satisfaction')\n",
    "plt.axis('equal') # Sets the pie chart to look like a circle\n",
    "plt.legend(labels=JobSatpl.index.astype(int), loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.kdeplot(data=df_m.JobSat, bw_adjust=0.3)\n",
    "plt.title('Job satisfaction')\n",
    "plt.grid(True, linestyle='dashed')\n",
    "plt.xticks(range(0, 11, 1))\n",
    "plt.ylabel('Proportion of answers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Most of the people experienced job satisfaction higher than 5."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 6: Programming Languages Analysis\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Compare the frequency of programming languages in `LanguageHaveWorkedWith` and `LanguageWantToWorkWith`.\n",
    "  \n",
    "- Visualize the overlap or differences using a Venn diagram or a grouped bar chart.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LanguageHaveWorkedWith ['Ada', 'Apex', 'Assembly', 'Bash/Shell (all shells)', 'C', 'C#', 'C++', 'Clojure', 'Cobol', 'Crystal', 'Dart', 'Delphi', 'Elixir', 'Erlang', 'F#', 'Fortran', 'GDScript', 'Go', 'Groovy', 'HTML/CSS', 'Haskell', 'Java', 'JavaScript', 'Julia', 'Kotlin', 'Lisp', 'Lua', 'MATLAB', 'MicroPython', 'Nim', 'OCaml', 'Objective-C', 'PHP', 'Perl', 'PowerShell', 'Prolog', 'Python', 'R', 'Ruby', 'Rust', 'SQL', 'Scala', 'Solidity', 'Swift', 'TypeScript', 'VBA', 'Visual Basic (.Net)', 'Zephyr', 'Zig'] 49\n",
      "LanguageWantToWorkWith ['Ada', 'Apex', 'Assembly', 'Bash/Shell (all shells)', 'C', 'C#', 'C++', 'Clojure', 'Cobol', 'Crystal', 'Dart', 'Delphi', 'Elixir', 'Erlang', 'F#', 'Fortran', 'GDScript', 'Go', 'Groovy', 'HTML/CSS', 'Haskell', 'Java', 'JavaScript', 'Julia', 'Kotlin', 'Lisp', 'Lua', 'MATLAB', 'MicroPython', 'Nim', 'OCaml', 'Objective-C', 'PHP', 'Perl', 'PowerShell', 'Prolog', 'Python', 'R', 'Ruby', 'Rust', 'SQL', 'Scala', 'Solidity', 'Swift', 'TypeScript', 'VBA', 'Visual Basic (.Net)', 'Zephyr', 'Zig'] 49\n"
     ]
    }
   ],
   "source": [
    "## Write your code here\n",
    "for col in ['LanguageHaveWorkedWith', 'LanguageWantToWorkWith']:\n",
    "    cat = set()\n",
    "    lang = df_m[col].dropna().unique()\n",
    "    for el in lang:\n",
    "        if ';' in el:\n",
    "            cat = cat | set(el.split(';'))\n",
    "        else:\n",
    "            cat.add(el)\n",
    "    cat = sorted(cat)\n",
    "    print(col, cat, len(cat))  # Columns that should be added to the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "plaWorked = df_m[['LanguageHaveWorkedWith']].dropna()\n",
    "dummiesWorked = plaWorked['LanguageHaveWorkedWith'].str.get_dummies(sep=';')\n",
    "plaWorked = dummiesWorked.agg('sum').T\n",
    "\n",
    "plaWant = df_m[['LanguageWantToWorkWith']].dropna()\n",
    "dummiesWant = plaWant['LanguageWantToWorkWith'].str.get_dummies(sep=';')\n",
    "plaWant = dummiesWant.agg('sum').T\n",
    "\n",
    "pla = pd.concat([plaWorked, plaWant], axis=1)\n",
    "pla.columns = ['HaveWorkedWith', 'WantToWorkWith']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort languages by HaveWorkedWith (optional but usually helpful)\n",
    "pla_plot = (pla.reset_index().rename(columns={'index': 'Language'})\n",
    "    .melt(id_vars='Language',\n",
    "          var_name='Category',\n",
    "          value_name='Count'))\n",
    "\n",
    "plt.figure(figsize=(14, 8))\n",
    "sns.barplot(\n",
    "    data=pla_plot,\n",
    "    x='Language',\n",
    "    y='Count',\n",
    "    hue='Category')\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel(\"Programming Language\")\n",
    "plt.ylabel(\"Number of Respondents\")\n",
    "plt.grid(True, axis='y', linestyle='dashed')\n",
    "plt.title(\"Languages: Have Worked With vs Want to Work With\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 7: Analyze Remote Work Trends\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Visualize the distribution of RemoteWork by region using a grouped bar chart or heatmap.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RemoteWork   Hybrid (some remote, some in-person)  In-person  Remote\n",
      "Country                                                             \n",
      "Afghanistan                                    17         13      10\n",
      "Albania                                        14         10      14\n",
      "Algeria                                        19          8      22\n",
      "Andorra                                         1          5       4\n",
      "Angola                                          4          6       5\n"
     ]
    }
   ],
   "source": [
    "## Write your code here\n",
    "rwt = df_m[['Country', 'RemoteWork']].dropna()\n",
    "rwt_tab = pd.crosstab(rwt.Country, rwt.RemoteWork)\n",
    "print(rwt_tab.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JCQAAAADsDQkzAKgAZrNZhmFo5MiRZdpGjRolwzBkNpsrPY758+crMTHRct29e3eNHTvWqk/Hjh11/PhxeXh4VHo8AAAAAGCPSJgBQAXx8fFRcnKyLl68aKnLy8vT6tWr5evrW6lrFxUVqbi4WB4eHvL09LxqXycnJ3l7e8swjEqNCQAAAADsFQkzAKggISEh8vHxUUpKiqUuJSVFvr6+atu2raXugw8+UOfOneXp6al69erp4YcfVlZWlqX9Skcm09PTZRiGsrOzJUmJiYny9PTUxo0b1bJlSzk7OysnJ8fqSKbZbNb27ds1f/58GYZhGf/7+adNm6bg4GCre3nttdfk5+dnFVP79u1Vu3ZteXp6qlOnTjp27FiFPDcAAAAAqGpImAFABYqKilJCQoLlesWKFYqMjLTqc/78eY0bN0779u3Ttm3b5ODgoD59+qi4uPi61rpw4YLi4+P11ltv6csvv1SDBg2s2ufPn68OHTpo2LBhOn78uI4fPy4fH5/rvqdLly7pkUceUbdu3fT5559r165dGj58ODvUAAAAAFRbNWwdAABUJwMHDlRMTIxl91VaWpqSk5OVmppq6dOvXz+rMStWrJCXl5cyMjLUqlWra16rsLBQixcvVps2ba7Y7uHhIScnJ9WqVUve3t7XfzP/v19//VVnz57Vww8/rGbNmkmSAgMDy+2fn5+v/Px861hLilTTcLzhGAAAAADgZmKHGQBUIC8vL4WHhysxMVEJCQkKDw9X/fr1rfocPXpU/fv3V9OmTeXu7m45+piTk3Ndazk5Oal169YVFXq5brvtNpnNZplMJvXq1Uvz58/X8ePHy+0fGxsrDw8Pq/L+uS8rPU4AAAAAqCgkzACggkVFRSkxMVFJSUmKiooq096rVy+dOnVKy5Yt0+7du7V7925JUkFBgSTJweG3/2suKSmxjCksLCwzj6ura4Uci3RwcLBa60rrJSQkaNeuXerYsaPWrl2ru+66S59++ukV54uJidHZs2etykN17v7TcQIAAODWVGxQqlOxFyTMAKCChYWFqaCgQIWFhTKZTFZtJ0+e1OHDhzVp0iQ98MADCgwM1OnTp636eHl5SZLVLq709PQbisXJyUlFRUVX7ePl5aUff/zRKml2pfXatm2rmJgY7dy5U61atdLq1auvOJ+zs7Pc3d2tCscxAQAAANyoRYsWyc/PTy4uLrr33nu1Z8+eaxqXnJwswzAsH0a7HiTMAKCCOTo6KjMzUxkZGXJ0tE4U1a1bV/Xq1dPSpUv19ddf66OPPtK4ceOs+jRv3lw+Pj6aNm2ajh49qk2bNmnu3Lk3FIufn592796t7Oxs/fLLL1f8sED37t31888/6+WXX1ZWVpYWLVqk999/39L+7bffKiYmRrt27dKxY8f04Ycf6ujRo1d9jxkAAAAAVIS1a9dq3Lhxmjp1qg4cOKA2bdrIZDLpxIkTVx2XnZ2t6OhodenS5YbWJWEGAJXg8s6q33NwcFBycrL279+vVq1a6bnnntOcOXOs+tSsWVNr1qzRV199pdatWys+Pl4zZ868oTiio6Pl6Oioli1bysvL64rvSQsMDNTixYu1aNEitWnTRnv27FF0dLSlvVatWvrqq6/Ur18/3XXXXRo+fLhGjRqlESNG3FBMAAAAAHCt5s2bp2HDhikyMlItW7bUG2+8oVq1amnFihXljikqKlJERISmT5+upk2b3tC6RsnvX1wDAEAFW3bHQFuHAAC4hXzseN7WIQB2Z/Wxd20dQrnebszfJauTx79Zrvz8fKs6Z2dnOTs7l+lbUFCgWrVq6Z///KfVscrBgwfrzJkz+te//nXFNaZOnarPP/9c7777rsxms86cOaMNGzZcV5zsMAMAAAAAAMBNERsbKw8PD6sSGxt7xb6//PKLioqK1LBhQ6v6hg0b6scff7zimB07dmj58uVatmzZn4qzxp8aDQAAAAAAAFyjmJiYMu9xvtLushtx7tw5DRo0SMuWLVP9+vX/1FwkzAAAAAAAAHBTlHf88krq168vR0dH/fTTT1b1P/30k7y9vcv0z8rKUnZ2tnr16mWpu/zhsxo1aujw4cNq1qzZNa1NwgwAUOl+cOR1mcCNyBTvYQJuxJA8F1uHAACoAE5OTrrnnnu0bds2yzvMiouLtW3bNo0ePbpM/xYtWujQoUNWdZMmTdK5c+c0f/58+fj4XPPaJMwAAAAAAECVVWzrAGBT48aN0+DBgxUaGqr27dvrtdde0/nz5xUZGSlJevLJJ9W4cWPFxsbKxcVFrVq1shrv6ekpSWXq/wgJMwC4haSmpuq+++7T6dOnLX9wAAAAAEBV9fjjj+vnn3/WlClT9OOPPyo4OFgffPCB5UMAOTk5cnCo+G9a8pVMALAxs9kswzA0cuTIMm2jRo2SYRgym80VslbHjh11/PhxeXh4VMh8AAAAAFDZRo8erWPHjik/P1+7d+/Wvffea2lLTU1VYmJiuWMTExO1YcOG616ThBkAVAE+Pj5KTk7WxYsXLXV5eXlavXq1fH19K2wdJycneXt7yzCMCpsTAAAAAKobEmYAUAWEhITIx8dHKSkplrqUlBT5+vqqbdu2lrri4mLFxsaqSZMmcnV1VZs2bfTPf/5TklRSUqIePXrIZDKppOS3l+yfOnVKd9xxh6ZMmSLpt9++GIahM2fOWOZMS0tT9+7dVatWLdWtW1cmk0mnT5+WJOXn52vMmDFq0KCBXFxc1LlzZ+3du7eyHwcAAAAA2BQJMwCoIqKiopSQkGC5XrFiheVFlpfFxsbq7bff1htvvKEvv/xSzz33nAYOHKjt27fLMAwlJSVp7969WrBggSRp5MiRaty4sSVh9nvp6el64IEH1LJlS+3atUs7duxQr169VFRUJEl6/vnntX79eiUlJenAgQNq3ry5TCaTTp06VUlPAQAAAABsj5f+A0AVMXDgQMXExOjYsWOSftv5lZycrNTUVEm/7faaPXu2tm7dqg4dOkiSmjZtqh07dujNN99Ut27d1LhxY7355pt68skn9eOPP+q9997TZ599pho1rvx/9y+//LJCQ0O1ePFiS93dd98tSTp//ryWLFmixMREPfTQQ5KkZcuWacuWLVq+fLnGjx9/xTnz8/OVn59vVXeppEg1DMcbfzgAAAAAcBORMAOAKsLLy0vh4eFKTExUSUmJwsPDVb9+fUv7119/rQsXLujBBx+0GldQUGB1bPPRRx/Vu+++q7i4OC1ZskT+/v7lrpmenq5HH330im1ZWVkqLCxUp06dLHU1a9ZU+/btlZmZWe6csbGxmj59ulVdN/dW6u7ZutwxAAAAAFCVkDADgCokKipKo0ePliQtWrTIqi03N1eStGnTJjVu3NiqzdnZ2fLzhQsXtH//fjk6Ouro0aNXXc/V1bUiwrYSExOjcePGWdW93Gp4ha8DAAAAAJWFd5gBQBUSFhamgoICFRYWymQyWbW1bNlSzs7OysnJUfPmza2Kj4+Ppd/f//53OTg46P3339eCBQv00Ucflbte69attW3btiu2NWvWTE5OTkpLS7PUFRYWau/evWrZsmW5czo7O8vd3d2qcBwTAAAAN6qEUq2KvWCHGQBUIY6Ojpbjjo6O1kmmOnXqKDo6Ws8995yKi4vVuXNnnT17VmlpaXJ3d9fgwYO1adMmrVixQrt27VJISIjGjx+vwYMH6/PPP1fdunXLrBcTE6OgoCA9/fTTGjlypJycnPTxxx/r0UcfVf369fXUU09p/Pjxuu222+Tr66uXX35ZFy5c0JAhQ27K8wAAAAAAW2CHGQBUMZd3ZV3JjBkzNHnyZMXGxiowMFBhYWHatGmTmjRpop9//llDhgzRtGnTFBISIkmaPn26GjZsqJEjR15xvrvuuksffvihDh48qPbt26tDhw7617/+ZflIQFxcnPr166dBgwYpJCREX3/9tTZv3nzF5BsAAAAAVBdGSUmJPe2IAwDYoWl3Rtg6BMAuZeq8rUMA7NKQPBdbhwDYnf/7KdnWIZQrofFAW4eAChT5wz9sHcI1YYcZAAAAAAAAUAoJMwAAAAAAAKAUEmYAAAAAAABAKXwlEwBQ6R4u4j1MwI2YeWKvrUMA7NL4Bu1sHQIAwM6xwwwAAAAAAAAohR1mAAAAAACgyio2bB0BbkXsMAOAm8hsNsswDI0cObJM26hRo2QYhsxm880PDAAAAABgQcIMAG4yHx8fJScn6+LFi5a6vLw8rV69Wr6+vjaMDAAAAAAgkTADgJsuJCREPj4+SklJsdSlpKTI19dXbdu2tdTl5+drzJgxatCggVxcXNS5c2ft3fv/XgCempoqwzC0bds2hYaGqlatWurYsaMOHz5s6ZOVlaXevXurYcOGcnNzU7t27bR161arePLz8zVhwgT5+PjI2dlZzZs31/Llyy3t27dvV/v27eXs7KxGjRpp4sSJunTpUmU8GgAAAACoEkiYAYANREVFKSEhwXK9YsUKRUZGWvV5/vnntX79eiUlJenAgQNq3ry5TCaTTp06ZdXvxRdf1Ny5c7Vv3z7VqFFDUVFRlrbc3Fz17NlT27Zt02effaawsDD16tVLOTk5lj5PPvmk1qxZowULFigzM1Nvvvmm3NzcJEk//PCDevbsqXbt2ungwYNasmSJli9frpkzZ1bGYwEAAACAKsEoKSkpsXUQAHCrMJvNOnPmjJYtWyYfHx/LbrAWLVrou+++09ChQ+Xp6alFixapbt26SkxM1IABAyRJhYWF8vPz09ixYzV+/Hilpqbqvvvu09atW/XAAw9Ikt577z2Fh4fr4sWLcnFxuWIMrVq10siRIzV69GgdOXJEAQEB2rJli3r06FGm74svvqj169crMzNThvHb21YXL16sCRMm6OzZs3JwuLbfu+y745HrfVQAJP3lxN4/7gSgjE8btLN1CIDdCf1+g61DKNfyOwbaOgRUoCHf/8PWIVwTvpIJADbg5eWl8PBwJSYmqqSkROHh4apfv76lPSsrS4WFherUqZOlrmbNmmrfvr0yMzOt5mrdurXl50aNGkmSTpw4IV9fX+Xm5mratGnatGmTjh8/rkuXLunixYuWHWbp6elydHRUt27drhhnZmamOnToYEmWSVKnTp2Um5ur77///orvXMvPz1d+fr5VXUFJkZwMx2t9PAAAAABgUxzJBAAbiYqKUmJiopKSkqyOUV6vmjVrWn6+nNgqLi6WJEVHR+vdd9/V7Nmz9cknnyg9PV1BQUEqKCiQJLm6uv6JO7iy2NhYeXh4WJXEc0crfB0AAAAAqCwkzADARsLCwlRQUKDCwkKZTCartmbNmsnJyUlpaWmWusLCQu3du1ctW7a85jXS0tJkNpvVp08fBQUFydvbW9nZ2Zb2oKAgFRcXa/v27VccHxgYqF27dqn06f20tDTVqVNHd9xxxxXHxMTE6OzZs1bFXMf/mmMGAAAAAFvjSCYA2Iijo6PleKWjo/Vxxdq1a+upp57S+PHjddttt8nX11cvv/yyLly4oCFDhlzzGv7+/kpJSVGvXr1kGIYmT55s2X0mSX5+fho8eLCioqK0YMECtWnTRseOHdOJEyf02GOP6emnn9Zrr72mZ555RqNHj9bhw4c1depUjRs3rtz3lzk7O8vZ2dmqjuOYAAAAuFHFf9wFqHAkzADAhtzd3ctti4uLU3FxsQYNGqRz584pNDRUmzdvVt26da95/nnz5ikqKkodO3ZU/fr1NWHCBP36669WfZYsWaIXXnhBTz/9tE6ePClfX1+98MILkqTGjRvrvffe0/jx49WmTRvddtttGjJkiCZNmnRjNwwAAAAAdoCvZAIAKh1fyQRuDF/JBG4MX8kErl9V/krmMr6SWa0Ms5OvZPIOMwAAAAAAAKAUEmYAAAAAAABAKSTMAAAAAAAAgFJ46T8AoNJllLjZOgTALvEeJuDGDMj/3tYhAHbniK0DAKoYdpgBAAAAAAAApZAwAwAAAAAAAEohYQYAt7Ds7GwZhqH09HRJUmpqqgzD0JkzZ2waFwAAAHBZMaVaFXtBwgwAKojZbJZhGBo5cmSZtlGjRskwDJnN5psf2HXo2LGjjh8/Lg8PD1uHAgAAAAA2Q8IMACqQj4+PkpOTdfHiRUtdXl6eVq9eLV9fXxtGdm2cnJzk7e0twzBsHQoAAAAA2AwJMwCoQCEhIfLx8VFKSoqlLiUlRb6+vmrbtq2lLj8/X2PGjFGDBg3k4uKizp07a+/evZb2y0cjt23bptDQUNWqVUsdO3bU4cOHrdabOXOmGjRooDp16mjo0KGaOHGigoODLe3FxcV66aWXdMcdd8jZ2VnBwcH64IMPyo3/90cyT548qf79+6tx48aqVauWgoKCtGbNmj/5lAAAAACgaiNhBgAVLCoqSgkJCZbrFStWKDIy0qrP888/r/Xr1yspKUkHDhxQ8+bNZTKZdOrUKat+L774oubOnat9+/apRo0aioqKsrStWrVKs2bNUnx8vPbv3y9fX18tWbLEavz8+fM1d+5cvfLKK/r8889lMpn017/+VUePHr2me8nLy9M999yjTZs26YsvvtDw4cM1aNAg7dmz53ofCwAAAADYDRJmAFDBBg4cqB07dujYsWM6duyY0tLSNHDgQEv7+fPntWTJEs2ZM0cPPfSQWrZsqWXLlsnV1VXLly+3mmvWrFnq1q2bWrZsqYkTJ2rnzp3Ky8uTJC1cuFBDhgxRZGSk7rrrLk2ZMkVBQUFW41955RVNmDBBTzzxhAICAhQfH6/g4GC99tpr13QvjRs3VnR0tIKDg9W0aVM988wzCgsL07p168odk5+fr19//dWqFJYUXePTAwAAAADbI2EGABXMy8tL4eHhSkxMVEJCgsLDw1W/fn1Le1ZWlgoLC9WpUydLXc2aNdW+fXtlZmZazdW6dWvLz40aNZIknThxQpJ0+PBhtW/f3qp/6etff/1V//vf/6zWkaROnTqVWac8RUVFmjFjhoKCgnTbbbfJzc1NmzdvVk5OTrljYmNj5eHhYVX+c+7La1oPAAAAAKqCGrYOAACqo6ioKI0ePVqStGjRohuep2bNmpafL7+Iv7j45n2Mec6cOZo/f75ee+01BQUFqXbt2ho7dqwKCgrKHRMTE6Nx48ZZ1b3TYkRlhwoAAAAAFYYdZgBQCcLCwlRQUKDCwkKZTCartmbNmsnJyUlpaWmWusLCQu3du1ctW7a85jUCAgKsPhQgyera3d1dt99+u9U6kpSWlnbN66Slpal3794aOHCg2rRpo6ZNm+rIkSNXHePs7Cx3d3erUtNwvMa7AgAAAADbY4cZAFQCR0dHy7FHR0frZFHt2rX11FNPafz48brtttvk6+url19+WRcuXNCQIUOueY1nnnlGw4YNU2hoqDp27Ki1a9fq888/V9OmTS19xo8fr6lTp6pZs2YKDg5WQkKC0tPTtWrVqmtaw9/fX//85z+1c+dO1a1bV/PmzdNPP/10XYk9AAAA4M8oMWwdAW5FJMwAoJK4u7uX2xYXF6fi4mINGjRI586dU2hoqDZv3qy6dete8/wRERH65ptvFB0drby8PD322GMym81WX7AcM2aMzp49q7///e86ceKEWrZsqY0bN8rf3/+a1pg0aZK++eYbmUwm1apVS8OHD9cjjzyis2fPXnOcAAAAAGBvjJKSkhJbBwEAqBgPPvigvL29tXLlSluHYuXtxgP/uBOAMloaubYOAbBLA/K/t3UIgN058vM+W4dQrjd8+LtkdTLyu3/YOoRrwg4zALBTFy5c0BtvvCGTySRHR0etWbNGW7du1ZYtW2wdGgAAAADYNRJmAGCnDMPQe++9p1mzZikvL08BAQFav369evToYevQAAAAAMCukTADADvl6uqqrVu32joMAAAAAKh2SJgBACrdCuNHW4cA2KW6Dq62DgGwS7v+UtvWIQAA7JyDrQMAAAAAAAAAqhISZgAAAAAAAEApJMwA3LLMZrMMw9DIkSPLtI0aNUqGYchsNlfYetOmTVNwcHCFzQcAAADcCoop1arYCxJmAG5pPj4+Sk5O1sWLFy11eXl5Wr16tXx9fW0Yme0VFRWpuNie/kgDAAAAgIpBwgzALS0kJEQ+Pj5KSUmx1KWkpMjX11dt27a11OXn52vMmDFq0KCBXFxc1LlzZ+3du9fSnpqaKsMwtG3bNoWGhqpWrVrq2LGjDh8+LElKTEzU9OnTdfDgQRmGIcMwlJiYKEk6c+aMhg4dKi8vL7m7u+v+++/XwYMHLXNf3pm2cuVK+fn5ycPDQ0888YTOnTtn6VNcXKzY2Fg1adJErq6uatOmjf75z39a3evGjRvl7+8vFxcX3XfffUpKSpJhGDpz5owlRk9PT23cuFEtW7aUs7OzcnJydPr0aT355JOqW7euatWqpYceekhHjx6tsP8GAAAAAFDVkDADcMuLiopSQkKC5XrFihWKjIy06vP8889r/fr1SkpK0oEDB9S8eXOZTCadOnXKqt+LL76ouXPnat++fapRo4aioqIkSY8//rj+/ve/6+6779bx48d1/PhxPf7445KkRx99VCdOnND777+v/fv3KyQkRA888IDV3FlZWdqwYYP+85//6D//+Y+2b9+uuLg4S3tsbKzefvttvfHGG/ryyy/13HPPaeDAgdq+fbsk6dtvv9Xf/vY3PfLIIzp48KBGjBihF198scyzuHDhguLj4/XWW2/pyy+/VIMGDWQ2m7Vv3z5t3LhRu3btUklJiXr27KnCwsI/+eQBAAAAoGoiYQbgljdw4EDt2LFDx44d07Fjx5SWlqaBAwda2s+fP68lS5Zozpw5euihh9SyZUstW7ZMrq6uWr58udVcs2bNUrdu3dSyZUtNnDhRO3fuVF5enlxdXeXm5qYaNWrI29tb3t7ecnV11Y4dO7Rnzx698847Cg0Nlb+/v1555RV5enpa7RArLi5WYmKiWrVqpS5dumjQoEHatm2bpN92v82ePVsrVqyQyWRS06ZNZTabNXDgQL355puSpDfffFMBAQGaM2eOAgIC9MQTT1zx/WyFhYVavHixOnbsqICAAP3www/auHGj3nrrLXXp0kVt2rTRqlWr9MMPP2jDhg0V/x8DAAAAAKqAGrYOAABszcvLS+Hh4UpMTFRJSYnCw8NVv359S3tWVpYKCwvVqVMnS13NmjXVvn17ZWZmWs3VunVry8+NGjWSJJ04caLc96EdPHhQubm5qlevnlX9xYsXlZWVZbn28/NTnTp1rOY+ceKEJOnrr7/WhQsX9OCDD1rNUVBQYDlWevjwYbVr186qvX379mXicXJysrqHzMxM1ahRQ/fee6+lrl69egoICChz75fl5+crPz/fqq64pFgOBr+jAQAAAGAfSJgBgH47ljl69GhJ0qJFi254npo1a1p+NgxDkq764vzc3Fw1atRIqampZdo8PT2vOO/luS/Pm5ubK0natGmTGjdubNXP2dn5uuJ3dXW1xH2jYmNjNX36dKu6O+s0kZ970z81LwAAAADcLPy6HwAkhYWFqaCgQIWFhTKZTFZtzZo1k5OTk9LS0ix1hYWF2rt3r1q2bHnNazg5OamoqMiqLiQkRD/++KNq1Kih5s2bW5XSu9yupvQL+n8/h4+PjyQpICBA+/btsxpX+qMF5QkMDNSlS5e0e/duS93Jkyd1+PDhcu89JiZGZ8+etSq+dfyu6V4AAAAAoCpghxkASHJ0dLQcMXR0dLRqq127tp566imNHz9et912m3x9ffXyyy/rwoULGjJkyDWv4efnp2+//Vbp6em64447VKdOHfXo0UMdOnTQI488opdffll33XWX/ve//2nTpk3q06ePQkND/3DeOnXqKDo6Ws8995yKi4vVuXNnnT17VmlpaXJ3d9fgwYM1YsQIzZs3TxMmTNCQIUOUnp5u+Urn1XaU+fv7q3fv3ho2bJjefPNN1alTRxMnTlTjxo3Vu3fvK45xdnYus7ON45gAAAAA7An/ggGA/5+7u7vc3d2v2BYXF6d+/fpp0KBBCgkJ0ddff63Nmzerbt261zx/v379FBYWpvvuu09eXl5as2aNDMPQe++9p65duyoyMlJ33XWXnnjiCR07dkwNGza85rlnzJihyZMnKzY2VoGBgQoLC9OmTZvUpEkTSVKTJk30z3/+UykpKWrdurWWLFli+UrmHx3bTEhI0D333KOHH35YHTp0UElJid57770yx0QBAACAylBMqVbFXhglJSUltg4CAHDzzZo1S2+88Ya+++67Sl+r+x09Kn0NoDqq6+Bq6xAAu/RWm19tHQJgd+r9e7utQyjX6z4D/7gT7Mbo7/5h6xCuCUcyAeAWsXjxYrVr10716tVTWlqa5syZY/nQAQAAAADg/yFhBgC3iKNHj2rmzJk6deqUfH199fe//10xMTG2DgsAAAAAqhwSZgBwi3j11Vf16quv2joMAAAAAKjySJgBACpdLwdvW4cA2CVn3jQL3JCph2rZOgTA7rxu6wCAKoavZAIAAAAAAAClkDADAAAAAAAASiFhBgAAAAAAAJRCwgwAKpHZbJZhGBo5cmSZtlGjRskwDJnN5psfGAAAAACgXCTMAKCS+fj4KDk5WRcvXrTU5eXlafXq1fL19b3heUtKSnTp0qWKCBEAAACoskoo1arYCxJmAFDJQkJC5OPjo5SUFEtdSkqKfH191bZtW0tdfn6+xowZowYNGsjFxUWdO3fW3r17Le2pqakyDEPvv/++7rnnHjk7O2vHjh1/OE6SvvzySz388MNyd3dXnTp11KVLF2VlZVnaV6xYobvvvlvOzs5q1KiRRo8ebWnLyclR79695ebmJnd3dz322GP66aefKuNRAQAAAECVQMIMAG6CqKgoJSQkWK5XrFihyMhIqz7PP/+81q9fr6SkJB04cEDNmzeXyWTSqVOnrPpNnDhRcXFxyszMVOvWrf9w3A8//KCuXbvK2dlZH330kfbv36+oqCjL7rQlS5Zo1KhRGj58uA4dOqSNGzeqefPmkqTi4mL17t1bp06d0vbt27VlyxZ98803evzxxyvzcQEAAACATRklJSX2tCMOAOyK2WzWmTNntGzZMvn4+Ojw4cOSpBYtWui7777T0KFD5enpqUWLFqlu3bpKTEzUgAEDJEmFhYXy8/PT2LFjNX78eKWmpuq+++7Thg0b1Lt3b0nS+fPn/3DcCy+8oOTkZB0+fFg1a9YsE2Pjxo0VGRmpmTNnlmnbsmWLHnroIX377bfy8fGRJGVkZOjuu+/Wnj171K5duzJj8vPzlZ+fb1W35O4RqmE4/oknCdyanPlbGnBDvnIstHUIgN15PXutrUMo10KfgbYOARXome/+YesQrgk7zADgJvDy8lJ4eLgSExOVkJCg8PBw1a9f39KelZWlwsJCderUyVJXs2ZNtW/fXpmZmVZzhYaGXte49PR0denS5YrJshMnTuh///ufHnjggSvGnZmZKR8fH0uyTJJatmwpT0/PMnFdFhsbKw8PD6uy7dcvr/Z4AAAAAKBKIWEGADdJVFSUEhMTlZSUpKioqBuep3bt2tfV39XV9YbablRMTIzOnj1rVR5wv7vC1wEAAACAykLCDABukrCwMBUUFKiwsFAmk8mqrVmzZnJyclJaWpqlrrCwUHv37lXLli3LnfNaxrVu3VqffPKJCgvLHk+pU6eO/Pz8tG3btivOHxgYqO+++07fffedpS4jI0NnzpwpNy5nZ2e5u7tbFY5jAgAAALAnJMwA4CZxdHRUZmamMjIy5OhonUCqXbu2nnrqKY0fP14ffPCBMjIyNGzYMF24cEFDhgwpd85rGTd69Gj9+uuveuKJJ7Rv3z4dPXpUK1eutLxPbdq0aZo7d64WLFigo0eP6sCBA1q4cKEkqUePHgoKClJERIQOHDigPXv26Mknn1S3bt2sjoYCAAAAQHVSw9YBAMCtxN3dvdy2uLg4FRcXa9CgQTp37pxCQ0O1efNm1a1b96pz/tG4evXq6aOPPtL48ePVrVs3OTo6Kjg42PLes8GDBysvL0+vvvqqoqOjVb9+ff3tb3+TJBmGoX/961965pln1LVrVzk4OCgsLMySUAMAAACA6oivZAIAKt1cX75sBNwIvpIJ3Bi+kglcv6r8lcz5/F2yWnk2h69kAgAAAAAAAHaHhBkAAAAAAABQCgkzAAAAAAAAoBRe+g8AqHR5Bi9iAm5EnmHrCAD71KiEf+YAAP4cdpgBAAAAAAAApZAwAwA70L17d40dO/aqffz8/PTaa6/dlHgAAAAAoDojYQag2jObzTIMQyNHjizTNmrUKBmGIbPZfPMDq2B79+7V8OHDbR0GAAAAANg9EmYAbgk+Pj5KTk7WxYsXLXV5eXlavXq1fH19bRhZxfHy8lKtWrVsHQYAAAAA2D0SZgBuCSEhIfLx8VFKSoqlLiUlRb6+vmrbtq2lLj8/X2PGjFGDBg3k4uKizp07a+/evZb2y7vVfl9SU1MlSStXrlRoaKjq1Kkjb29vDRgwQCdOnLCMT01NlWEY2rx5s9q2bStXV1fdf//9OnHihN5//30FBgbK3d1dAwYM0IULF6zu4dKlSxo9erQ8PDxUv359TZ48WSUl/+9l+r8/knn06FF17dpVLi4uatmypbZs2SLDMLRhwwarWM6cOWMZk56eLsMwlJ2dbanbsWOHunTpIldXV/n4+GjMmDE6f/78jfxnAAAAAK5bMaVaFXtBwgzALSMqKkoJCQmW6xUrVigyMtKqz/PPP6/169crKSlJBw4cUPPmzWUymXTq1ClJ0vz583X8+HFLefbZZ9WgQQO1aNFCklRYWKgZM2bo4MGD2rBhg7Kzs6943HPatGl6/fXXtXPnTn333Xd67LHH9Nprr2n16tXatGmTPvzwQy1cuNBqTFJSkmrUqKE9e/Zo/vz5mjdvnt56660r3mtxcbH69u0rJycn7d69W2+88YYmTJhw3c8sKytLYWFh6tevnz7//HOtXbtWO3bs0OjRo697LgAAAACwF3xvGcAtY+DAgYqJidGxY8ckSWlpaUpOTrbsDjt//ryWLFmixMREPfTQQ5KkZcuWacuWLVq+fLnGjx8vDw8PeXh4SPpth9qbb76prVu3ytvbW9JvSbnLmjZtqgULFqhdu3bKzc2Vm5ubpW3mzJnq1KmTJGnIkCGKiYlRVlaWmjZtKkn629/+po8//tgqyeXj46NXX31VhmEoICBAhw4d0quvvqphw4aVudetW7fqq6++0ubNm3X77bdLkmbPnm25r2sVGxuriIgIywcH/P39tWDBAnXr1k1LliyRi4tLmTH5+fnKz8+3qrtUUqQahuN1rQ0AAAAAtsIOMwC3DC8vL4WHhysxMVEJCQkKDw9X/fr1Le1ZWVkqLCy0JLIkqWbNmmrfvr0yMzOt5vrss880aNAgvf7661b99+/fr169esnX11d16tRRt27dJEk5OTlW41u3bm35uWHDhqpVq5YlWXa5rvRRTkn6y1/+IsMwLNcdOnTQ0aNHVVRUVOZeMzMz5ePjY0mWXe5/vQ4ePKjExES5ublZislkUnFxsb799tsrjomNjbUkFi+X7We/vO61AQAAAMBW2GEG4JYSFRVlOU64aNGiG5rjxx9/1F//+lcNHTpUQ4YMsdSfP39eJpNJJpNJq1atkpeXl3JycmQymVRQUGA1R82aNS0/G4ZhdX25rri4ck/4Ozj89juT0u9BKywstOqTm5urESNGaMyYMWXGl/exhJiYGI0bN86q7tVWfL0TAAAAgP0gYQbglhIWFqaCggIZhiGTyWTV1qxZMzk5OSktLU133nmnpN8SSHv37rUcSczLy1Pv3r3VokULzZs3z2r8V199pZMnTyouLk4+Pj6SpH379lVY7Lt377a6/vTTT+Xv7y9Hx7JHHQMDA/Xdd9/p+PHjatSokaV/aV5eXpKk48ePq27dupJ+e+l/aSEhIcrIyFDz5s2vOU5nZ2c5Oztb1XEcEwAAAIA94UgmgFuKo6OjMjMzlZGRUSbRVLt2bT311FMaP368PvjgA2VkZGjYsGG6cOGCZSfZiBEj9N1332nBggX6+eef9eOPP+rHH39UQUGBfH195eTkpIULF+qbb77Rxo0bNWPGjAqLPScnR+PGjdPhw4e1Zs0aLVy4UM8+++wV+/bo0UN33XWXBg8erIMHD+qTTz7Riy++aNWnefPm8vHx0bRp03T06FFt2rRJc+fOteozYcIE7dy5U6NHj1Z6erqOHj2qf/3rX7z0HwAAAEC1RsIMwC3H3d1d7u7uV2yLi4tTv379NGjQIIWEhOjrr7/W5s2bLTuwtm/fruPHj6tly5Zq1KiRpezcuVNeXl5KTEzUO++8o5YtWyouLk6vvPJKhcX95JNP6uLFi2rfvr1GjRqlZ599VsOHX/moo4ODg959911L/6FDh2rWrFlWfWrWrKk1a9boq6++UuvWrRUfH6+ZM2da9WndurW2b9+uI0eOqEuXLmrbtq2mTJli9W40AAAAAKhujJLSL68BAFRrhmHo3Xff1SOPPHJT1511Z8RNXQ8AAADX58Vjq2wdQrle9R1o6xBQgZ7L+YetQ7gmvMMMAAAAAABUWZX7KSzgyjiSCQAAAAAAAJTCDjMAuIVwCh8AAAAA/hgJMwBApftSF2wdAmCXhuQ52ToEwC5tdXX8404AAFwFRzIBAAAAAACAUkiYAQAAAAAAAKWQMAOAP8FsNsswDI0cObJM26hRo2QYhsxm880PDAAAAABww0iYAcCf5OPjo+TkZF28eNFSl5eXp9WrV8vX19eGkVWuwsJCW4cAAAAAAJWChBkA/EkhISHy8fFRSkqKpS4lJUW+vr5q27atJOntt99WvXr1lJ+fbzX2kUce0aBBgyRJWVlZ6t27txo2bCg3Nze1a9dOW7duterv5+en2bNnKyoqSnXq1JGvr6+WLl1qac/OzpZhGFq3bp26dOkiV1dXtWvXTkeOHNHevXsVGhoqNzc3PfTQQ/r5558t4/bu3asHH3xQ9evXl4eHh7p166YDBw5YrW0YhpYsWaK//vWvql27tmbNmlUxDxAAAAAAqhgSZgBQAaKiopSQkGC5XrFihSIjIy3Xjz76qIqKirRx40ZL3YkTJ7Rp0yZFRUVJknJzc9WzZ09t27ZNn332mcLCwtSrVy/l5ORYrTV37lyFhobqs88+09NPP62nnnpKhw8ftuozdepUTZo0SQcOHFCNGjU0YMAAPf/885o/f74++eQTff3115oyZYql/7lz5zR48GDt2LFDn376qfz9/dWzZ0+dO3fOat5p06apT58+OnTokCVuAAAAoDKVUKpVsRckzACgAgwcOFA7duzQsWPHdOzYMaWlpWngwIGWdldXVw0YMMAqqfaPf/xDvr6+6t69uySpTZs2GjFihFq1aiV/f3/NmDFDzZo1s0qySVLPnj319NNPq3nz5powYYLq16+vjz/+2KpPdHS0TCaTAgMD9eyzz2r//v2aPHmyOnXqpLZt22rIkCFWY+6//34NHDhQLVq0UGBgoJYuXaoLFy5o+/btVvMOGDBAkZGRatq0abU+bgoAAADg1lbD1gEAQHXg5eWl8PBwJSYmqqSkROHh4apfv75Vn2HDhqldu3b64Ycf1LhxYyUmJlo+GiD9tsNs2rRp2rRpk44fP65Lly7p4sWLZXaYtW7d2vKzYRjy9vbWiRMnyu3TsGFDSVJQUJBVXekxP/30kyZNmqTU1FSdOHFCRUVFunDhQpm1Q0ND//BZ5Ofnlzl6WlRSJEfD8Q/HAgAAAEBVQMIMACpIVFSURo8eLUlatGhRmfa2bduqTZs2evvtt/V///d/+vLLL7Vp0yZLe3R0tLZs2aJXXnlFzZs3l6urq/72t7+poKDAap6aNWtaXRuGoeLi4nL7XE7I/b6u9JjBgwfr5MmTmj9/vu688045OzurQ4cOZdauXbv2Hz6H2NhYTZ8+3aqulXuAgjwD/3AsAAAAAFQFJMwAoIKEhYWpoKBAhmHIZDJdsc/QoUP12muv6YcfflCPHj3k4+NjaUtLS5PZbFafPn0k/bbjLDs7+2aErrS0NC1evFg9e/aUJH333Xf65ZdfbmiumJgYjRs3zqpuWKuB5fQGAAAAgKqHd5gBQAVxdHRUZmamMjIy5Oh45eOHAwYM0Pfff69ly5aVeWm+v7+/UlJSlJ6eroMHD2rAgAFldo5VFn9/f61cuVKZmZnavXu3IiIi5OrqekNzOTs7y93d3apwHBMAAACAPSFhBgAV6HKCqDweHh7q16+f3Nzc9Mgjj1i1zZs3T3Xr1lXHjh3Vq1cvmUwmhYSEVHLEv1m+fLlOnz6tkJAQDRo0SGPGjFGDBg1uytoAAAAAUNUYJSUl9vRVTwCwew888IDuvvtuLViwwNah3DQD7uxj6xAAuzQkz8nWIQB2aasrO5uB6xWbvdrWIZTrFV9e71GdROf8w9YhXBPeYQYAN8np06eVmpqq1NRULV682NbhAAAAAADKQcIMAG6Stm3b6vTp04qPj1dAQICtwwEAAADsQrFh6whwKyJhBgA3yc364iUAAAAA4M8hYQYAqHQufCUTuCGrXItsHQJgl56+lG/rEAAAdo6vZAIAAAAAAAClkDADAAAAAAAASiFhBgDVVGpqqgzD0JkzZyRJiYmJ8vT0vOqYadOmKTg4uNJjAwAAAICqjIQZAFQis9kswzAUFxdnVb9hwwYZRuV+7qdjx446fvy4PDw8rnlMdHS0tm3bVolRAQAAAEDVR8IMACqZi4uL4uPjdfr06Zu6rpOTk7y9va8rMefm5qZ69epVYlQAAAAAUPWRMAOAStajRw95e3srNjb2iu0nT55U//791bhxY9WqVUtBQUFas2aNVZ/u3bvrmWee0dixY1W3bl01bNhQy5Yt0/nz5xUZGak6deqoefPmev/99y1jfn8k87INGzbI399fLi4uMplM+u677yxtvz+SuXfvXj344IOqX7++PDw81K1bNx04cODPPxQAAAAAqMJImAFAJXN0dNTs2bO1cOFCff/992Xa8/LydM8992jTpk364osvNHz4cA0aNEh79uyx6peUlKT69etrz549euaZZ/TUU0/p0UcfVceOHXXgwAH93//9nwYNGqQLFy6UG8uFCxc0a9Ysvf3220pLS9OZM2f0xBNPlNv/3LlzGjx4sHbs2KFPP/1U/v7+6tmzp86dO3fjDwQAAAC4DsWUalXsBQkzALgJ+vTpo+DgYE2dOrVMW+PGjRUdHa3g4GA1bdpUzzzzjMLCwrRu3Tqrfm3atNGkSZPk7++vmJgYubi4qH79+ho2bJj8/f01ZcoUnTx5Up9//nm5cRQWFur1119Xhw4ddM899ygpKUk7d+4sk5y77P7779fAgQPVokULBQYGaunSpbpw4YK2b99e7hr5+fn69ddfrUpRSdE1PikAAAAAsD0SZgBwk8THxyspKUmZmZlW9UVFRZoxY4aCgoJ02223yc3NTZs3b1ZOTo5Vv9atW1t+dnR0VL169RQUFGSpa9iwoSTpxIkT5cZQo0YNtWvXznLdokULeXp6lonpsp9++smSkPPw8JC7u7tyc3PLxFZabGysPDw8rMrnZw+X2x8AAAAAqhoSZgBwk3Tt2lUmk0kxMTFW9XPmzNH8+fM1YcIEffzxx0pPT5fJZFJBQYFVv5o1a1pdG4ZhVXf55f7FxRW30Xnw4MFKT0/X/PnztXPnTqWnp6tevXplYistJiZGZ8+etSqtPQIqLCYAAAAAqGw1bB0AANxK4uLiFBwcrICA/5dASktLU+/evTVw4EBJvyW8jhw5opYtW1b4+pcuXdK+ffvUvn17SdLhw4d15swZBQYGXrF/WlqaFi9erJ49e0qSvvvuO/3yyy9XXcPZ2VnOzs5WdY6GYwVEDwAAAAA3BzvMAOAmCgoKUkREhBYsWGCp8/f315YtW7Rz505lZmZqxIgR+umnnypl/Zo1a+qZZ57R7t27tX//fpnNZv3lL3+xJNB+z9/fXytXrlRmZqZ2796tiIgIubq6VkpsAAAAAFBVkDADgJvspZdesjo2OWnSJIWEhMhkMql79+7y9vbWI488Uilr16pVSxMmTNCAAQPUqVMnubm5ae3ateX2X758uU6fPq2QkBANGjRIY8aMUYMGDSolNgAAAACoKoySkpISWwcBAKjeovz+ZusQAAC3kKcvXbJ1CIDdCf1+g61DKFfcnQNtHQIq0MRj/7B1CNeEHWYAAAAAAABAKbz0HwAAAAAAVFkci4MtsMMMAAAAAAAAKIUdZgCASvf2/3bZOgQAwC3kzf99YusQAAB2jh1mAAAAAAAAQCkkzAAAAAAAAIBSSJgBQBVmNptlGIbi4uKs6jds2CDDMGwUFQAAAABUbyTMAKCKc3FxUXx8vE6fPn1T1y0sLLyp6wEAAABAVUHCDACquB49esjb21uxsbFXbD958qT69++vxo0bq1atWgoKCtKaNWus+vj5+em1116zqgsODta0adMs14ZhaMmSJfrrX/+q2rVra9asWUpMTJSnp6fVOHa3AQAAAKjuSJgBQBXn6Oio2bNna+HChfr+++/LtOfl5emee+7Rpk2b9MUXX2j48OEaNGiQ9uzZc91rTZs2TX369NGhQ4cUFRVVEeEDAAAAgN2pYesAAAB/rE+fPgoODtbUqVO1fPlyq7bGjRsrOjracv3MM89o8+bNWrdundq3b39d6wwYMECRkZEVEjMAAABQEYpVYusQcAsiYQYAdiI+Pl7333+/VXJMkoqKijR79mytW7dOP/zwgwoKCpSfn69atWpd9xqhoaF/Os78/Hzl5+db1ZWUlHCMEwAAAIDd4EgmANiJrl27ymQyKSYmxqp+zpw5mj9/viZMmKCPP/5Y6enpMplMKigosPRxcHBQSYn1b+au9FL/2rVrW11f67jSYmNj5eHhYVVKis9d0z0CAAAAQFVAwgwA7EhcXJz+/e9/a9euXZa6tLQ09e7dWwMHDlSbNm3UtGlTHTlyxGqcl5eXjh8/brn+9ddf9e233/7hel5eXjp37pzOnz9vqUtPT7/qmJiYGJ09e9aqGA51rvEOAQAAAMD2SJgBgB0JCgpSRESEFixYYKnz9/fXli1btHPnTmVmZmrEiBH66aefrMbdf//9WrlypT755BMdOnRIgwcPlqOj4x+ud++996pWrVp64YUXlJWVpdWrVysxMfGqY5ydneXu7m5VOI4JAAAAwJ6QMAMAO/PSSy+puLjYcj1p0iSFhITIZDKpe/fu8vb21iOPPGI1JiYmRt26ddPDDz+s8PBwPfLII2rWrNkfrnXbbbfpH//4h9577z0FBQVpzZo1mjZtWgXfEQAAAABULUbJ719OAwBABavh1NjWIQAAbiEX//eJrUMA7E7N+k1tHUK5Zt0ZYesQUIFePLbK1iFcE3aYAQAAAAAAAKWQMAMAAAAAAABKqWHrAAAAAAAAAMpT/MddgApHwgwAUOkm3t7N1iEAdunOSxwGAG7EpNAXbR0CYHfis9fYOgSgSuFvYQAAAAAAAEApJMwAAAAAAACAUkiYAQCuS2Jiojw9PW0dBgAAAABUGhJmAGAHzGazDMNQXFycVf2GDRtkGIaNogIAAACA6omEGQDYCRcXF8XHx+v06dO2DgUAAAAAqjUSZgBgJ3r06CFvb2/FxsaW22fHjh3q0qWLXF1d5ePjozFjxuj8+fOWdj8/P82YMUP9+/dX7dq11bhxYy1atMhqjnnz5ikoKEi1a9eWj4+Pnn76aeXm5lbafQEAAABAVUPCDADshKOjo2bPnq2FCxfq+++/L9OelZWlsLAw9evXT59//rnWrl2rHTt2aPTo0Vb95syZozZt2uizzz7TxIkT9eyzz2rLli2WdgcHBy1YsEBffvmlkpKS9NFHH+n555+v9PsDAAAAgKqihq0DAABcuz59+ig4OFhTp07V8uXLrdpiY2MVERGhsWPHSpL8/f21YMECdevWTUuWLJGLi4skqVOnTpo4caIk6a677lJaWppeffVVPfjgg5JkGS/9tiNt5syZGjlypBYvXnxNMebn5ys/P9+q7lJJkWoYjjdyywAAALjFldg6ANyS2GEGAHYmPj5eSUlJyszMtKo/ePCgEhMT5ebmZikmk0nFxcX69ttvLf06dOhgNa5Dhw5Wc23dulUPPPCAGjdurDp16mjQoEE6efKkLly4cE3xxcbGysPDw6rsPJvxJ+4YAAAAAG4uEmYAYGe6du0qk8mkmJgYq/rc3FyNGDFC6enplnLw4EEdPXpUzZo1u6a5s7Oz9fDDD6t169Zav3699u/fb3nHWUFBwTXNERMTo7Nnz1qVjh4tr+8mAQAAAMCGOJIJAHYoLi5OwcHBCggIsNSFhIQoIyNDzZs3v+rYTz/9tMx1YGCgJGn//v0qLi7W3Llz5eDw2+9U1q1bd12xOTs7y9nZ2aqO45gAAAAA7Ak7zADADgUFBSkiIkILFiyw1E2YMEE7d+7U6NGjlZ6erqNHj+pf//pXmZf+p6Wl6eWXX9aRI0e0aNEivfPOO3r22WclSc2bN1dhYaEWLlyob775RitXrtQbb7xxU+8NAAAAAGyNhBkA2KmXXnpJxcXFluvWrVtr+/btOnLkiLp06aK2bdtqypQpuv32263G/f3vf9e+ffvUtm1bzZw5U/PmzZPJZJIktWnTRvPmzVN8fLxatWqlVatWKTY29qbeFwAAAADYmlFSUsIHJwDgFuHn56exY8dafQnzZpjkN+CmrgdUF3de4nebwI34ukaRrUMA7E589hpbh1Cul+6MsHUIqEBTjq2ydQjXhL+FAQAAAAAAAKWQMAMAAAAAAABK4SuZAHALyc7OtnUIAAAAwHUp/uMuQIUjYQYAqHTju/1k6xAAu9T/Y2dbhwDYpVMFF2wdAgDAznEkEwAAAAAAACiFhBkAVKDExER5enra3dylZWdnyzAMpaenV/paAAAAAFAVkTADcMsxm80yDENxcXFW9Rs2bJBhGNc8j5+fn1577bUKjg4AAAAAYGskzADcklxcXBQfH6/Tp0/bOpRrUlhYaOsQAAAAAOCWQcIMwC2pR48e8vb2VmxsbLl9duzYoS5dusjV1VU+Pj4aM2aMzp8/L0nq3r27jh07pueee06GYZTZmbZ582YFBgbKzc1NYWFhOn78uFX7W2+9pcDAQLm4uKhFixZavHixpe3ykci1a9eqW7ducnFx0apVq8rEl5WVpd69e6thw4Zyc3NTu3bttHXrVqs+fn5+mj17tqKiolSnTh35+vpq6dKlVn327Nmjtm3bysXFRaGhofrss8+s2k+fPq2IiAh5eXnJ1dVV/v7+SkhIuMrTBQAAAAD7RsIMwC3J0dFRs2fP1sKFC/X999+Xac/KylJYWJj69eunzz//XGvXrtWOHTs0evRoSVJKSoruuOMOvfTSSzp+/LhVQuzChQt65ZVXtHLlSv33v/9VTk6OoqOjLe2rVq3SlClTNGvWLGVmZmr27NmaPHmykpKSrGKYOHGinn32WWVmZspkMpWJMTc3Vz179tS2bdv02WefKSwsTL169VJOTo5Vv7lz51oSYU8//bSeeuopHT582DLHww8/rJYtW2r//v2aNm2aVaySNHnyZGVkZOj9999XZmamlixZovr161/nEwcAAAAA+1HD1gEAgK306dNHwcHBmjp1qpYvX27VFhsbq4iICI0dO1aS5O/vrwULFqhbt25asmSJbrvtNjk6OqpOnTry9va2GltYWKg33nhDzZo1kySNHj1aL730kqV96tSpmjt3rvr27StJatKkiTIyMvTmm29q8ODBln5jx4619LmSNm3aqE2bNpbrGTNm6N1339XGjRstiT1J6tmzp55++mlJ0oQJE/Tqq6/q448/VkBAgFavXq3i4mItX75cLi4uuvvuu/X999/rqaeesozPyclR27ZtFRoaKum3XWtXk5+fr/z8fOu6omI5O/I7GgAAAAD2gX+9ALilxcfHKykpSZmZmVb1Bw8eVGJiotzc3CzFZDKpuLhY33777VXnrFWrliVZJkmNGjXSiRMnJEnnz59XVlaWhgwZYjX3zJkzlZWVZTXP5QRVeXJzcxUdHa3AwEB5enrKzc1NmZmZZXaYtW7d2vKzYRjy9va2xJOZmanWrVvLxcXF0qdDhw5W45966iklJycrODhYzz//vHbu3HnVuGJjY+Xh4WFV5h3KvuoYAAAAoDzFBqU6FXvBDjMAt7SuXbvKZDIpJiZGZrPZUp+bm6sRI0ZozJgxZcb4+vpedc6aNWtaXRuGoZKSEsu8krRs2TLde++9Vv0cHR2trmvXrn3VdaKjo7Vlyxa98sorat68uVxdXfW3v/1NBQUFfxhPcXHxVecu7aGHHtKxY8f03nvvacuWLXrggQc0atQovfLKK1fsHxMTo3HjxlnV5T3d+5rXAwAAAABbI2EG4JYXFxen4OBgBQQEWOpCQkKUkZGh5s2blzvOyclJRUVF17VWw4YNdfvtt+ubb75RRETEDccsSWlpaTKbzerTp4+k35Jx2dnZ1zVHYGCgVq5cqby8PMsus08//bRMPy8vLw0ePFiDBw9Wly5dNH78+HITZs7OznJ2draqK+E4JgAAAAA7wr9gANzygoKCFBERoQULFljqJkyYoJ07d2r06NFKT0/X0aNH9a9//cvq3WB+fn7673//qx9++EG//PLLNa83ffp0xcbGasGCBTpy5IgOHTqkhIQEzZs377ri9vf3V0pKitLT03Xw4EENGDDgunaOSdKAAQNkGIaGDRumjIwMvffee2USYVOmTNG//vUvff311/ryyy/1n//8R4GBgde1DgAAAADYExJmACDppZdesko2tW7dWtu3b9eRI0fUpUsXtW3bVlOmTNHtt99uNSY7O1vNmjWTl5fXNa81dOhQvfXWW0pISFBQUJC6deumxMRENWnS5LpinjdvnurWrauOHTuqV69eMplMCgkJua453Nzc9O9//1uHDh1S27Zt9eKLLyo+Pt6qj5OTk2JiYtS6dWt17dpVjo6OSk5Ovq51AAAAAMCeGCWXX6wDAEAlOTv4AVuHANil/h87/3EnAGWcunTB1iEAdufT/6XaOoRyTfH7c68yQdXyUvYqW4dwTdhhBgAAAAAAAJRCwgwAAAAAAAAohYQZAAAAAAAAUEoNWwcAAKj+Mrd42DoEwC7VqXl9X74F8JsAJ3dbhwAAsHMkzAAAAAAAQJVVLL5ViJuPI5kAUE1MmzZNwcHBlb5OamqqDMPQmTNnKn0tAAAAALAFEmYAqiWz2SzDMBQXF2dVv2HDBhmGcdPjKK8kJSXdtFgAAAAAANeGhBmAasvFxUXx8fE6ffq0zWKYP3++jh8/Xqb06NFDfn5+Cg8Pt1lsAAAAAIArI2EGoNrq0aOHvL29FRsbe9V+O3bsUJcuXeTq6iofHx+NGTNG58+flyS9/vrratWqlaXv5R1qb7zxhtU6kyZNuuLcHh4e8vb2tirLly/Xrl27tGHDBtWvX9/S96233lJgYKBcXFzUokULLV682GquCRMm6K677lKtWrXUtGlTTZ48WYWFheXe1969e/Xggw+qfv368vDwULdu3XTgwAGrPoZh6K233lKfPn1Uq1Yt+fv7a+PGjVZ93nvvPd11111ydXXVfffdp+zs7Ks+TwAAAACwdyTMAFRbjo6Omj17thYuXKjvv//+in2ysrIUFhamfv366fPPP9fatWu1Y8cOjR49WpLUrVs3ZWRk6Oeff5Ykbd++XfXr11dqaqokqbCwULt27VL37t2vKab//Oc/mjJlihISEtSmTRtL/apVqzRlyhTNmjVLmZmZmj17tiZPnmx1ZLNOnTpKTExURkaG5s+fr2XLlunVV18td61z585p8ODB2rFjhz799FP5+/urZ8+eOnfunFW/6dOn67HHHtPnn3+unj17KiIiQqdOnZIkfffdd+rbt6969eql9PR0DR06VBMnTrymewUAAAAAe0XCDEC11qdPHwUHB2vq1KlXbI+NjVVERITGjh0rf39/dezYUQsWLNDbb7+tvLw8tWrVSrfddpu2b98u6bcX3v/973+3XO/Zs0eFhYXq2LHjH8by1VdfKSIiQjExMXr00Uet2qZOnaq5c+eqb9++atKkifr27avnnntOb775pqXPpEmT1LFjR/n5+alXr16Kjo7WunXryl3v/vvv18CBA9WiRQsFBgZq6dKlunDhgiX2y8xms/r376/mzZtr9uzZys3N1Z49eyRJS5YsUbNmzTR37lwFBAQoIiJCZrP5D+8VAAAAAOwZCTMA1V58fLySkpKUmZlZpu3gwYNKTEyUm5ubpZhMJhUXF+vbb7+VYRjq2rWrUlNTdebMGWVkZOjpp59Wfn6+vvrqK23fvl3t2rVTrVq1rhrD2bNn9cgjj6hbt26aMWOGVdv58+eVlZWlIUOGWMUxc+ZMZWVlWfqtXbtWnTp1kre3t9zc3DRp0iTl5OSUu+ZPP/2kYcOGyd/fXx4eHnJ3d1dubm6ZMa1bt7b8XLt2bbm7u+vEiROSpMzMTN17771W/Tt06HDVe83Pz9evv/5qVQpKiq46BgAAAACqkhq2DgAAKlvXrl1lMpkUExNTZndUbm6uRowYoTFjxpQZ5+vrK0nq3r27li5dqk8++URt27aVu7u7JYm2fft2devW7arrFxcXa8CAAXJwcNCqVavKfKUzNzdXkrRs2bIyySlHR0dJ0q5duxQREaHp06fLZDLJw8NDycnJmjt3brnrDh48WCdPntT8+fN15513ytnZWR06dFBBQYFVv5o1a1pdG4ah4uLiq97T1cTGxmr69OlWdUPcWmhoncAbnhMAAAAAbiYSZgBuCXFxcQoODlZAQIBVfUhIiDIyMtS8efNyx3br1k1jx47VO++8Y3lXWffu3bV161alpaXp73//+1XXnjRpknbu3Kk9e/aoTp06ZdobNmyo22+/Xd98840iIiKuOMfOnTt155136sUXX7TUHTt27KrrpqWlafHixerZs6ek395H9ssvv1x1zO8FBgaW+QjAp59+etUxMTExGjdunFVdesCg61oXAAAAuKzE1gHglkTCDMAtISgoSBEREVqwYIFV/YQJE/SXv/xFo0eP1tChQ1W7dm1lZGRoy5Ytev311yX9dmSxbt26Wr16tf7zn/9I+i1hFh0dLcMw1KlTp3LXXbduneLi4pSQkKA6deroxx9/tGq/fPxy+vTpGjNmjDw8PBQWFqb8/Hzt27dPp0+f1rhx4+Tv76+cnBwlJyerXbt22rRpk959992r3rO/v79Wrlyp0NBQ/frrrxo/frxcXV2v67mNHDlSc+fO1fjx4zV06FDt379fiYmJVx3j7OwsZ2dnqzonw/G61gUAAAAAW+IdZgBuGS+99FKZo4atW7fW9u3bdeTIEXXp0kVt27bVlClTdPvtt1v6GIahLl26yDAMde7c2TLO3d1doaGhql27drlrLlmyRCUlJTKbzWrUqFGZ8sorr0iShg4dqrfeeksJCQkKCgpSt27dlJiYqCZNmkiS/vrXv+q5557T6NGjFRwcrJ07d2ry5MlXvd/ly5fr9OnTCgkJ0aBBgzRmzBg1aNDgup6Zr6+v1q9frw0bNqhNmzZ64403NHv27OuaAwAAAADsjVFSUsLuRgBApfr09r62DgGwS6/WvPH3CQK3stsNF1uHANidV7OTbR1CuV70G2DrEFCBZmWvtnUI14QdZgAAAAAAAEApJMwAAAAAAACAUkiYAQAAAAAAAKXwlUwAQKVLd6xl6xAAu1TbyLN1CIBdCijinzkAgD+HHWYAAAAAAABAKfzqBQAAAAAAVFl8Mxq2wA4zAKhAiYmJ8vT0tHUYAAAAAIA/gYQZAFwjs9kswzAUFxdnVb9hwwYZhiFJevzxx3XkyBFbhAcAAAAAqCAkzADgOri4uCg+Pl6nT5++Yrurq6saNGhQaeuXlJTo0qVLlTY/AAAAAICEGQBclx49esjb21uxsbFXbL/Skcx///vfateunVxcXFS/fn316dPH0rZy5UqFhoaqTp068vb21oABA3TixAlLe2pqqgzD0Pvvv6977rlHzs7O2rFjh7KystS7d281bNhQbm5uateunbZu3Wq17vHjxxUeHi5XV1c1adJEq1evlp+fn1577TVJUnZ2tgzDUHp6umXMmTNnZBiGUlNTJUlFRUUaMmSImjRpIldXVwUEBGj+/Pk3/gABAAAAwA6QMAOA6+Do6KjZs2dr4cKF+v777/+w/6ZNm9SnTx/17NlTn332mbZt26b27dtb2gsLCzVjxgwdPHhQGzZsUHZ2tsxmc5l5Jk6cqLi4OGVmZqp169bKzc1Vz549tW3bNn322WcKCwtTr169lJOTYxnz5JNP6n//+59SU1O1fv16LV261CoZdy2Ki4t1xx136J133lFGRoamTJmiF154QevWrbuueQAAAADAnvCVTAC4Tn369FFwcLCmTp2q5cuXX7XvrFmz9MQTT2j69OmWujZt2lh+joqKsvzctGlTLViwQO3atVNubq7c3NwsbS+99JIefPBBy/Vtt91mNc+MGTP07rvvauPGjRo9erS++uorbd26VXv37lVoaKgk6a233pK/v/913WvNmjWtYm/SpIl27dqldevW6bHHHrvimPz8fOXn51vVFZYUqabheF1rAwAAAICtsMMMAG5AfHy8kpKSlJmZedV+6enpeuCBB8pt379/v3r16iVfX1/VqVNH3bp1kySrnWKSLEmvy3JzcxUdHa3AwEB5enrKzc1NmZmZlnGHDx9WjRo1FBISYhnTvHlz1a1b97ruU5IWLVqke+65R15eXnJzc9PSpUvLxFdabGysPDw8rMrmX7+87nUBAAAAwFZImAHADejatatMJpNiYmKu2s/V1bXctvPnz8tkMsnd3V2rVq3S3r179e6770qSCgoKrPrWrl3b6jo6OlrvvvuuZs+erU8++UTp6ekKCgoqM+5qHBx++yOgpKTEUldYWGjVJzk5WdHR0RoyZIg+/PBDpaenKzIy8qrrxMTE6OzZs1bF5H73NccFAAAAALbGkUwAuEFxcXEKDg5WQEBAuX1at26tbdu2KTIyskzbV199pZMnTyouLk4+Pj6SpH379l3T2mlpaTKbzZYPCOTm5io7O9vSHhAQoEuXLumzzz7TPffcI0n6+uuvrb7u6eXlJem3jwO0bdtWkqw+AHB5nY4dO+rpp5+21GVlZV01NmdnZzk7O1vVcRwTAAAAN6pYJX/cCahg7DADgBsUFBSkiIgILViwoNw+U6dO1Zo1azR16lRlZmbq0KFDio+PlyT5+vrKyclJCxcu1DfffKONGzdqxowZ17S2v7+/UlJSlJ6eroMHD2rAgAEqLi62tLdo0UI9evTQ8OHDtWfPHn322WcaPny4XF1dZRiGpN92v/3lL3+xfExg+/btmjRpUpl19u3bp82bN+vIkSOaPHmy9u7de72PCgAAAADsCgkzAPgTXnrpJatE1e91795d77zzjjZu3Kjg4GDdf//92rNnj6TfdnglJibqnXfeUcuWLRUXF6dXXnnlmtadN2+e6tatq44dO6pXr14ymUxW7yuTpLffflsNGzZU165d1adPHw0bNkx16tSRi4uLpc+KFSt06dIl3XPPPRo7dqxmzpxpNceIESPUt29fPf7447r33nt18uRJq91mAAAAAFAdGSWlX14DAKi2vv/+e/n4+Gjr1q1X/RBBZXjDZ+BNXQ+oLvY45tk6BMAutS9y+eNOAKyM/O4ftg6hXBP8+ts6BFSg+Ow1tg7hmvAOMwCopj766CPl5uYqKChIx48f1/PPPy8/Pz917drV1qEBAAAAQJVGwgwAqqnCwkK98MIL+uabb1SnTh117NhRq1atUs2aNW0dGgAAAABUaSTMAKCaMplMMplMtg4DAAAAAOwOCTMAQKUb8tlLtg4BsEujb+9i6xAAu/S2rQMA7NBIWwcAVDF8JRMAAAAAAAAohYQZAFRDiYmJ8vT0tHUYAAAAwJ9WQqlWxV6QMAMAO2M2m2UYhuLi4qzqN2zYIMMwJEmPP/64jhw5YovwAAAAAMDukTADADvk4uKi+Ph4nT59+ortrq6uatCgQaXHUVhYWOlrAAAAAMDNRsIMAOxQjx495O3trdjY2Cu2X+lI5syZM9WgQQPVqVNHQ4cO1cSJExUcHGzV56233lJgYKBcXFzUokULLV682NKWnZ0twzC0du1adevWTS4uLlq1alVF3xoAAAAA2BwJMwCwQ46Ojpo9e7YWLlyo77///g/7r1q1SrNmzVJ8fLz2798vX19fLVmypEyfKVOmaNasWcrMzNTs2bM1efJkJSUlWfWbOHGinn32WWVmZspkMlXofQEAAABAVVDD1gEAAG5Mnz59FBwcrKlTp2r58uVX7btw4UINGTJEkZGRkqQpU6boww8/VG5urqXP1KlTNXfuXPXt21eS1KRJE2VkZOjNN9/U4MGDLf3Gjh1r6QMAAAAA1RE7zADAjsXHxyspKUmZmZlX7Xf48GG1b9/eqq709fnz55WVlaUhQ4bIzc3NUmbOnKmsrCyrcaGhoVddKz8/X7/++qtVyc/Pv847AwAAAADbIWEGAHasa9euMplMiomJ+VPzXN5ptmzZMqWnp1vKF198oU8//dSqb+3ata86V2xsrDw8PKxK/Pw3/lR8AAAAAHAzcSQTAOxcXFycgoODFRAQUG6fgIAA7d27V08++aSlbu/evZafGzZsqNtvv13ffPONIiIi/lQ8MTExGjdunFWdw7kf/tScAAAAAHAzkTADADsXFBSkiIgILViwoNw+zzzzjIYNG6bQ0FB17NhRa9eu1eeff66mTZta+kyfPl1jxoyRh4eHwsLClJ+fr3379un06dNlEmBX4+zsLGdnZ6u6woJfrv/GAAAAAEnFtg4AtySOZAJANfDSSy+puLj8v0pEREQoJiZG0dHRCgkJ0bfffiuz2SwXFxdLn6FDh+qtt95SQkKCgoKC1K1bNyUmJqpJkyY34xYAAAAAoMowSkpKSmwdBADg5nvwwQfl7e2tlStXVvpahb98U+lrANWR6+1dbB0CAOAWcamg6r5CI9qvv61DQAV6JXuNrUO4JhzJBIBbwIULF/TGG2/IZDLJ0dFRa9as0datW7VlyxZbhwYAAAAAVQ4JMwC4BRiGoffee0+zZs1SXl6eAgICtH79evXo0cPWoQEAAABAlUPCDABuAa6urtq6dautwwAAAAAAu0DCDABQ6WaETrZ1CIBd+j/vNrYOAbBLkwpdbR0CAMDO8ZVMAAAAAAAAoBQSZgAAAAAAAEApJMwAoIpLTEyUp6dntVsLAAAAuBbFKqFUo2IvSJgBgA2ZzWYZhqG4uDir+g0bNsgwDEnS448/riNHjtyUeG7mWgAAAABQVZEwAwAbc3FxUXx8vE6fPn3FdldXVzVo0KDS4ygsLLxpawEAAABAVUbCDABsrEePHvL29lZsbOwV2690THLmzJlq0KCB6tSpo6FDh2rixIkKDg626vPWW28pMDBQLi4uatGihRYvXmxpy87OlmEYWrt2rbp16yYXFxetWrWqzFpZWVnq3bu3GjZsKDc3N7Vr105bt26tqFsHAAAAgCqJhBkA2Jijo6Nmz56thQsX6vvvv//D/qtWrdKsWbMUHx+v/fv3y9fXV0uWLCnTZ8qUKZo1a5YyMzM1e/ZsTZ48WUlJSVb9Jk6cqGeffVaZmZkymUxl1srNzVXPnj21bds2ffbZZwoLC1OvXr2Uk5Pz524aAAAAAKqwGrYOAAAg9enTR8HBwZo6daqWL19+1b4LFy7UkCFDFBkZKUmaMmWKPvzwQ+Xm5lr6TJ06VXPnzlXfvn0lSU2aNFFGRobefPNNDR482NJv7Nixlj5X0qZNG7Vp08ZyPWPGDL377rvauHGjRo8efcUx+fn5ys/Pt6q7VFKkGobjVe8LAAAAAKoKdpgBQBURHx+vpKQkZWZmXrXf4cOH1b59e6u60tfnz59XVlaWhgwZIjc3N0uZOXOmsrKyrMaFhoZeda3c3FxFR0crMDBQnp6ecnNzU2Zm5lV3mMXGxsrDw8OqpJ398qrrAAAAAEBVwg4zAKgiunbtKpPJpJiYGJnN5hue5/JOs2XLlunee++1anN0tN7lVbt27avOFR0drS1btuiVV15R8+bN5erqqr/97W8qKCgod0xMTIzGjRtnVRcXNPx6bgEAAAAAbIqEGQBUIXFxcQoODlZAQEC5fQICArR37149+eSTlrq9e/dafm7YsKFuv/12ffPNN4qIiPhT8aSlpclsNqtPnz6SfkvGZWdnX3WMs7OznJ2dreo4jgkAAADAnpAwA4AqJCgoSBEREVqwYEG5fZ555hkNGzZMoaGh6tixo9auXavPP/9cTZs2tfSZPn26xowZIw8PD4WFhSk/P1/79u3T6dOny+z+uhp/f3+lpKSoV69eMgxDkydPVnFx8Z+6RwAAAOB6lNg6ANySeIcZAFQxL7300lWTUhEREYqJiVF0dLRCQkL07bffymw2y8XFxdJn6NCheuutt5SQkKCgoCB169ZNiYmJatKkyXXFMm/ePNWtW1cdO3ZUr169ZDKZFBIScsP3BgAAAAD2wCgpKSFZCwB27sEHH5S3t7dWrlxp61CuaIrfnzsaCtyq9hWftnUIgF2aVOhq6xAAu9Px+Hpbh1Cu5/yesHUIqECvZifbOoRrwpFMALAzFy5c0BtvvCGTySRHR0etWbNGW7du1ZYtW2wdGgAAAABUCyTMAMDOGIah9957T7NmzVJeXp4CAgK0fv169ejRw9ahAQAAAEC1QMIMAOyMq6urtm7dauswAAAAAKDaImEGAKh0zQsNW4cA2KWPlW/rEAC7dLLEw9YhAADsHF/JBAAAAAAAAEohYQYAUPfu3TV27FjLtZ+fn1577TWbxQMAAAAAtkTCDAAqmNlslmEYiouLs6rfsGGDDMM+jibu3btXw4cPt3UYAAAAgIop1arYCxJmAFAJXFxcFB8fr9OnT9s6lBvi5eWlWrVq2ToMAAAAALAJEmYAUAl69Oghb29vxcbGlttn/fr1uvvuu+Xs7Cw/Pz/NnTvXqt3Pz08zZ87Uk08+KTc3N915553auHGjfv75Z/Xu3Vtubm5q3bq19u3bZxlz8uRJ9e/fX40bN1atWrUUFBSkNWvWWM17/vx5y5yNGjUqs+7ltUsfyTxz5oxGjBihhg0bysXFRa1atdJ//vOfG3w6AAAAAFC1kTADgErg6Oio2bNna+HChfr+++/LtO/fv1+PPfaYnnjiCR06dEjTpk3T5MmTlZiYaNXv1VdfVadOnfTZZ58pPDxcgwYN0pNPPqmBAwfqwIEDatasmZ588kmVlJRIkvLy8nTPPfdo06ZN+uKLLzR8+HANGjRIe/bsscw5fvx4bd++Xf/617/04YcfKjU1VQcOHCj3XoqLi/XQQw8pLS1N//jHP5SRkaG4uDg5OjpWzMMCAAAAgCqmhq0DAIDqqk+fPgoODtbUqVO1fPlyq7Z58+bpgQce0OTJkyVJd911lzIyMjRnzhyZzWZLv549e2rEiBGSpClTpmjJkiVq166dHn30UUnShAkT1KFDB/3000/y9vZW48aNFR0dbRn/zDPPaPPmzVq37v9j7+7jc67////fjtl27OQwY2RoNrPRsM1p5Zyaz0YTEnK+SEVLaGiVnJVREUJJbEsi5aSFyFZTjZw2OVnMtCZvRU4bOXb6+8PP8d0Rcz6H6X7t8rpcdjxfz9fj+Xi9rLTHns/nayn3338/2dnZzJ8/n48//piHH34YgPj4eO69995i7yMxMZEtW7aQlpZGrVq1APD19S22v9lsxmw2W7XlFubjYFCBTURERERESgfNMBMRKUFTpkwhPj6etLQ0q/a0tDSaN29u1da8eXPS09PJz8+3tAUFBVm+rly5MgCBgYGXtB09ehSA/Px8Jk6cSGBgIBUqVMBkMrFu3TqysrIAyMjIICcnhwceeMASo0KFCtSuXbvYe0hNTeXee++1FMuuJiYmhnLlylkdq/7ec03XioiIiIiI3AlUMBMRKUGtWrUiNDSU6OjoG7rewcHB8vXFN2xerq2g4ML7Zt566y1mzJjB6NGj+fbbb0lNTSU0NJScnJwbvQWcnZ2vq390dDSnT5+2OsLL1r3h8UVERERERG43LckUESlhkydPpn79+lazuAICAkhJSbHql5KSQq1atW5qb7CUlBQ6depEnz59gAuFtP3791OnTh0AatasiYODA5s3b6Z69eoAnDx5kv3799O6devLxgwKCuL3339n//791zTLzGg0YjQardq0HFNEREREREoTzTATESlhgYGB9O7dm5kzZ1raXnzxRZKSkpg4cSL79+8nPj6eWbNmWe0/diP8/f1Zv349GzduJC0tjWeeeYY///zTct5kMjFw4EBGjhzJN998w+7du4mIiMDOrvi/Dlq3bk2rVq3o2rUr69ev59dff+Wrr75i7dq1N5WriIiIiIjInUoFMxGR22DChAmWZZMADRs2ZOnSpSxZsoR69erx2muvMWHCBKsN/2/Eq6++SsOGDQkNDaVNmzZ4enrSuXNnqz5vvfUWLVu2pGPHjoSEhNCiRQsaNWp0xbjLli2jSZMm9OzZkzp16jBq1CirvdZEREREREpKof65q/4pLQyFhYWlJ1sRESmVPqrWx9YpiJRK8zhi6xRESqVR+ffYOgWRUqfjH4ttnUKxhvr0sHUKcgvNzPzU1ilcE80wExERERERERERKUIFMxERERERERERkSJUMBMRERERERERESnC3tYJiIjI3S/U/3dbpyBSKu3LrGrrFERKpRfMabZOQaTU6WjrBETuMJphJiIiIiIiIiIiUoQKZiIiIiIiIiIiIkWoYCYicptFRERgMBiYPHmyVfvKlSsxGAw2ykpEREREREQuUsFMRMQGnJycmDJlCidPnrxlMXNycm5ZLBERERGRO0WBjrvqKC1UMBMRsYGQkBA8PT2JiYkpts+yZcuoW7cuRqMRHx8fpk6danXex8eHiRMn0q9fP9zc3Hj66ad5/PHHiYyMtPQZNmwYBoOBX375BbhQVHN1dSUxMRGAtWvX0qJFC9zd3fHw8CA8PJyMjAzL9Q899JBVPIBjx47h6OhIUlLSTT8HERERERGRO5EKZiIiNlCmTBkmTZrEu+++y++/X/oGye3bt9O9e3eeeOIJdu3axbhx4xgzZgxxcXFW/d5++22Cg4P56aefGDNmDK1btyY5OdlyfsOGDVSsWNHStnXrVnJzc2nWrBkAZ8+eZcSIEWzbto2kpCTs7Ozo0qULBQUXfvfz1FNP8cknn2A2my0xP/74Y6pVq8ZDDz10ax+KiIiIiIjIHUIFMxERG+nSpQv169dn7Nixl5ybNm0aDz/8MGPGjKFWrVpEREQQGRnJW2+9ZdXvoYce4sUXX6RmzZrUrFmTNm3asHfvXo4dO8bJkyfZu3cvL7zwgqVglpycTJMmTXBxcQGga9euPPbYY/j5+VG/fn0WLFjArl272Lt3LwCPPfYYAF988YVlzLi4OMs+bCIiIiIiIncjFcxERGxoypQpxMfHk5aWZtWelpZG8+bNrdqaN29Oeno6+fn5lrbGjRtb9alXrx4VKlRgw4YNfP/99zRo0IDw8HA2bNgAXJhx1qZNG0v/9PR0evbsia+vL25ubvj4+ACQlZUFXNhrrW/fvixYsACAHTt2sHv3biIiIoq9J7PZzJkzZ6wOc0Fp2q1ARERERET+61QwExGxoVatWhEaGkp0dPQNXe/q6mr12WAw0KpVK5KTky3FsaCgIMxmM7t372bjxo20bt3a0r9jx46cOHGCefPmsXnzZjZv3gxYv0DgqaeeYv369fz+++/Exsby0EMP4e3tXWxOMTExlCtXzuqY+f8X4EREREREREoDFcxERGxs8uTJfPnll2zatMnSFhAQQEpKilW/lJQUatWqRZkyZa4Y7+I+ZsnJybRp0wY7OztatWrFW2+9hdlstsxcO378OPv27ePVV1/l4YcfJiAg4LJv7QwMDKRx48bMmzePTz75hAEDBlxx/OjoaE6fPm11DK1e/Vofh4iIiIiIiM3Z2zoBEZH/usDAQHr37s3MmTMtbS+++CJNmjRh4sSJ9OjRg02bNjFr1izmzJlz1Xht2rRh+PDhODo60qJFC0tbVFQUTZo0scxKK1++PB4eHnzwwQdUqVKFrKwsXnrppcvGfOqpp4iMjMTV1ZUuXbpccXyj0YjRaLRq+8dOv58REREREZHSQz/BiIjcASZMmGB5MyVAw4YNWbp0KUuWLKFevXq89tprTJgw4Yp7h10UGBiIu7s79evXx2QyARcKZvn5+Vb7l9nZ2bFkyRK2b99OvXr1GD58+CUvFbioZ8+e2Nvb07NnT5ycnG7qXkVERERERO50hsLCwkJbJyEiIne2zMxMatasydatW2nYsOF1X/9nkUKdiFy7mZlVbZ2CSKm0ODvt6p1ExMrBv36ydQrFGuLT3dYpyC00J3OprVO4JlqSKSIixcrNzeX48eO8+uqrPPjggzdULBMRERERESlttCRTRESKlZKSQpUqVdi6dSvvv/++rdMRERERERG5LTTDTEREitWmTRu0cl9ERERERP5rVDATEZES5xYZYusUREqllGHJtk5BpFTKOnPU1imIiEgppyWZIiIiIiIiIiIiRahgJiIiIiIiIiIiUoQKZiIiIiIiIiIiIkWoYCYiUgocOnSIAQMGULVqVRwdHfH29uaFF17g+PHjtk5NRERERETkrqOCmYjIHe7gwYM0btyY9PR0Fi9ezIEDB3j//fdJSkqiadOmnDhxwtYpioiIiIiI3FVUMBMRucM999xzODo68vXXX9O6dWuqV69O+/btSUxM5PDhw7zyyisA+Pj48Prrr9OvXz9MJhPe3t4kJCRw7NgxOnXqhMlkIigoiG3btlliHz9+nJ49e1KtWjVcXFwIDAxk8eLFVuO3adOGoUOHMmrUKCpUqICnpyfjxo27nY9ARERERP7DCnXcVUdpoYKZiMgd7MSJE6xbt44hQ4bg7Oxsdc7T05PevXvz6aefUlh44a+ed955h+bNm/PTTz/xyCOP0LdvX/r160efPn3YsWMHNWvWpF+/fpb+58+fp1GjRqxevZrdu3fz9NNP07dvX7Zs2WI1Vnx8PK6urmzevJk333yTCRMmsH79+tvzEERERERERG4zFcxERO5g6enpFBYWEhAQcNnzAQEBnDx5kmPHjgHQoUMHnnnmGfz9/Xnttdc4c+YMTZo0oVu3btSqVYvRo0eTlpbGn3/+CUC1atWIioqifv36+Pr68vzzzxMWFsbSpUutxgkKCmLs2LH4+/vTr18/GjduTFJS0mVzMpvNnDlzxuow5+bdwqciIiIiIiJSslQwExEpBS7OCLuaoKAgy9eVK1cGIDAw8JK2o0ePApCfn8/EiRMJDAykQoUKmEwm1q1bR1ZWVrFxAapUqWKJ8W8xMTGUK1fO6nhrxXfXlL+IiIiIiMidQAUzEZE7mJ+fHwaDgbS0tMueT0tLo3z58lSqVAkABwcHyzmDwVBsW0FBAQBvvfUWM2bMYPTo0Xz77bekpqYSGhpKTk6O1ThFY1yMczHGv0VHR3P69GmrY2SXVtdz2yIiIiIiIjalgpmIyB3Mw8ODdu3aMWfOHP755x+rc3/88QeLFi2iR48elkLY9UpJSaFTp0706dOH4OBgfH192b9//03lbDQacXNzszqMDvY3FVNEREREROR2UsFMROQON2vWLMxmM6GhoXz33XccOnSItWvX0q5dO6pVq8Ybb7xxw7H9/f1Zv349GzduJC0tjWeeecayv5mIiIiIiMh/lQpmIiJ3OH9/f7Zt24avry/du3enZs2aPP3007Rt25ZNmzZRoUKFG4796quv0rBhQ0JDQ2nTpg2enp507tz51iUvIiIiIiJSChkKr3UnaRERkRv0z+ev2zoFkVKp/bBkW6cgUir9cPTye3+KSPHycg7bOoViDfbpbusU5BZ6L3OprVO4JtpURkRERERERETuWAVono/cflqSKSIiIiIiIiIiUoQKZiIiIiIiIiIiIkVoSaaIiJS4CVF7bZ2CSKnUyc7T1imIlEqhVfTvjoiI3BzNMBMRERERERERESlCBTMRkTtUXFwc7u7uxZ5PTk7GYDBw6tSp25aTiIiIiIjIf4EKZiIiJSgiIgKDwYDBYMDR0RE/Pz8mTJhAXl7eTcdu1qwZR44coVy5clftq+KaiIiIiIjItdMeZiIiJSwsLIzY2FjMZjNr1qzhueeew8HBgejo6JuK6+joiKen9mgRERERERG51TTDTESkhBmNRjw9PfH29mbw4MGEhISQkJDAtGnTCAwMxNXVFS8vL4YMGUJ2dnaxcY4dO0bjxo3p0qULZrP5klljv/32Gx07dqR8+fK4urpSt25d1qxZQ2ZmJm3btgWgfPnyGAwGIiIiAFi7di0tWrTA3d0dDw8PwsPDycjIsIyZmZmJwWBg+fLltG3bFhcXF4KDg9m0aVOJPS8RERERERFbU8FMROQ2c3Z2JicnBzs7O2bOnMmePXuIj4/nm2++YdSoUZe95tChQ7Rs2ZJ69erx+eefYzQaL+nz3HPPYTab+e6779i1axdTpkzBZDLh5eXFsmXLANi3bx9HjhxhxowZAJw9e5YRI0awbds2kpKSsLOzo0uXLhQUFFjFfuWVV4iKiiI1NZVatWrRs2fPW7KsVERERETkagp03FVHaaElmSIit0lhYSFJSUmsW7eO559/nmHDhlnO+fj48Prrr/Pss88yZ84cq+v27dtHu3bt6NKlC9OnT8dgMFw2flZWFl27diUwMBAAX19fy7kKFSoAcM8991i9SKBr165WMRYsWEClSpXYu3cv9erVs7RHRUXxyCOPADB+/Hjq1q3LgQMHuO+++67/QYiIiIiIiNzhNMNMRKSErVq1CpPJhJOTE+3bt6dHjx6MGzeOxMREHn74YapVq0bZsmXp27cvx48f59y5c5Zr//nnH1q2bMljjz3GjBkzii2WAQwdOpTXX3+d5s2bM3bsWH7++eer5paenk7Pnj3x9fXFzc0NHx8f4ELxraigoCDL11WqVAHg6NGjl41pNps5c+aM1ZFXmH/VXERERERERO4UKpiJiJSwtm3bkpqaSnp6Ov/88w/x8fEcO3aM8PBwgoKCWLZsGdu3b2f27NkA5OTkWK41Go2EhISwatUqDh8+fMVxnnrqKQ4ePEjfvn3ZtWsXjRs35t13373iNR07duTEiRPMmzePzZs3s3nz5ktyAHBwcLB8fbFo9+9lmxfFxMRQrlw5q2PT6b1XzENEREREROROooKZiEgJc3V1xc/Pj+rVq2Nvf2El/Pbt2ykoKGDq1Kk8+OCD1KpVi//973+XXGtnZ8fChQtp1KgRbdu2vWyfory8vHj22WdZvnw5L774IvPmzQMuvFETID///830On78OPv27ePVV1/l4YcfJiAggJMnT970/UZHR3P69Gmro2m5OjcdV0RERERE5HZRwUxExAb8/PzIzc3l3Xff5eDBgyxcuJD333//sn3LlCnDokWLCA4O5qGHHuKPP/64bL9hw4axbt06fv31V3bs2MG3335LQEAAAN7e3hgMBlatWsWxY8fIzs6mfPnyeHh48MEHH3DgwAG++eYbRowYcdP3ZjQacXNzszrsDWVuOq6IiIiIiMjtooKZiIgNBAcHM23aNKZMmUK9evVYtGgRMTExxfa3t7dn8eLF1K1bl4ceeuiy+4fl5+fz3HPPERAQQFhYGLVq1bK8QKBatWqMHz+el156icqVKxMZGYmdnR1Llixh+/bt1KtXj+HDh/PWW2+V2D2LiIiIiIiUFobCwsJCWychIiJ3t2ifXrZOQaRUuqdAv9sUuRHni39HjogUI/q3j22dQrEG+XSzdQpyC83L/MzWKVwT/V+YiIiIiIiIiIhIEfa2TkBEREREREREpDiFaGGc3H6aYSYiIiIiIiIiIlKEZpiJiEiJO0+BrVMQKZW+N2TbOgWRUunlfM0LEBGRm6O/SURERERERERERIpQwUxERERERERERKQIFcxERO4AcXFxuLu7l/oxRERERERE7gYqmImI3CIREREYDAYMBgOOjo74+fkxYcIE8vLybnsuPj4+TJ8+3aqtR48e7N+//7bnIiIiIiIiUtpo038RkVsoLCyM2NhYzGYza9as4bnnnsPBwYHo6Ghbp4azszPOzs62TkNEREREROSOpxlmIiK3kNFoxNPTE29vbwYPHkxISAgJCQlMmzaNwMBAXF1d8fLyYsiQIWRnX/ntd1988QUNGzbEyckJX19fxo8fb5mtVlhYyLhx46hevTpGo5GqVasydOhQANq0acNvv/3G8OHDLTPe4NIlmePGjaN+/fosXLgQHx8fypUrxxNPPMHff/9t6VNQUEBMTAw1atTA2dmZ4OBgPv/881v81ERERERERO4sKpiJiJQgZ2dncnJysLOzY+bMmezZs4f4+Hi++eYbRo0aVex133//Pf369eOFF15g7969zJ07l7i4ON544w0Ali1bxjvvvMPcuXNJT09n5cqVBAYGArB8+XLuvfdeJkyYwJEjRzhy5Eix42RkZLBy5UpWrVrFqlWr2LBhA5MnT7acj4mJ4aOPPuL9999nz549DB8+nD59+rBhw4Zb9IRERERERK6sQMdddZQWWpIpIlICCgsLSUpKYt26dTz//PMMGzbMcs7Hx4fXX3+dZ599ljlz5lz2+vHjx/PSSy/Rv39/AHx9fZk4cSKjRo1i7NixZGVl4enpSUhICA4ODlSvXp37778fgAoVKlCmTBnKli2Lp6fnFfMsKCggLi6OsmXLAtC3b1+SkpJ44403MJvNTJo0icTERJo2bWrJ44cffmDu3Lm0bt36sjHNZjNms9mqLa8wH3tDmas/OBERERERkTuACmYiIrfQqlWrMJlM5ObmUlBQQK9evRg3bhyJiYnExMTwyy+/cObMGfLy8jh//jznzp3DxcXlkjg7d+4kJSXFMqMMID8/33JNt27dmD59Or6+voSFhdGhQwc6duyIvf31/Wfdx8fHUiwDqFKlCkePHgXgwIEDnDt3jnbt2lldk5OTQ4MGDYqNGRMTw/jx463aHihXl6bu9a4rNxEREREREVtRwUxE5BZq27Yt7733Ho6OjlStWhV7e3syMzMJDw9n8ODBvPHGG1SoUIEffviBgQMHkpOTc9mCWXZ2NuPHj+exxx675JyTkxNeXl7s27ePxMRE1q9fz5AhQ3jrrbfYsGEDDg4O15zvv/saDAYKCgosOQCsXr2aatWqWfUzGo3FxoyOjmbEiBFWba8EDrzmnERERERERGxNBTMRkVvI1dUVPz8/q7bt27dTUFDA1KlTsbO7sHXk0qVLrxinYcOG7Nu375JYRTk7O9OxY0c6duzIc889x3333ceuXbto2LAhjo6O5Ofn39S91KlTB6PRSFZWVrHLLy/HaDReUlDTckwRERERESlNVDATESlhfn5+5Obm8u6779KxY0dSUlJ4//33r3jNa6+9Rnh4ONWrV+fxxx/Hzs6OnTt3snv3bl5//XXi4uLIz8/ngQcewMXFhY8//hhnZ2e8vb2BC0stv/vuO5544gmMRiMVK1a87rzLli1LVFQUw4cPp6CggBYtWnD69GlSUlJwc3Oz7K8mIiIiIiJyt9FbMkVESlhwcDDTpk1jypQp1KtXj0WLFhETE3PFa0JDQ1m1ahVff/01TZo04cEHH+Sdd96xFMTc3d2ZN28ezZs3JygoiMTERL788ks8PDwAmDBhApmZmdSsWZNKlSrdcO4TJ05kzJgxxMTEEBAQQFhYGKtXr6ZGjRo3HFNEREREROROZygsLCy0dRIiInJ3G+7zhK1TECmVfis8Z+sUREqll/M1L0DkejX+faWtUyjWAJ/HbZ2C3EILMj+3dQrXRH+TiIiIiIiIiIiIFKE9zERERERERETkjlWIFsbJ7acZZiIiIiIiIiIiIkVohpmIiJS4ioVlbJ2CSKn0U772MBO5MSZbJyAiIqWcZpiJiIiIiIiIiIgUoYKZiIiIiIiIiIhIESqYiYjcBhERERgMBgwGA46Ojvj5+TFhwgTy8vJsnZqIiIiIiIj8i/YwExG5TcLCwoiNjcVsNrNmzRqee+45HBwciI6OtnVqIiIiIiIiUoRmmImI3CZGoxFPT0+8vb0ZPHgwISEhJCQkMG3aNAIDA3F1dcXLy4shQ4aQnZ1tuS4uLg53d3fWrVtHQEAAJpOJsLAwjhw5YumzdetW2rVrR8WKFSlXrhytW7dmx44dVuMbDAbmzp1LeHg4Li4uBAQEsGnTJg4cOECbNm1wdXWlWbNmZGRkWK7JyMigU6dOVK5cGZPJRJMmTUhMTCz5hyUiIiIiImJDKpiJiNiIs7MzOTk52NnZMXPmTPbs2UN8fDzffPMNo0aNsup77tw53n77bRYuXMh3331HVlYWUVFRlvN///03/fv354cffuDHH3/E39+fDh068Pfff1vFmThxIv369SM1NZX77ruPXr168cwzzxAdHc22bdsoLCwkMjLS0j87O5sOHTqQlJTETz/9RFhYGB07diQrK6tkH46IiIiIiIgNaUmmiMhtVlhYSFJSEuvWreP5559n2LBhlnM+Pj68/vrrPPvss8yZM8fSnpuby/vvv0/NmjUBiIyMZMKECZbzDz30kNUYH3zwAe7u7mzYsIHw8HBL+5NPPkn37t0BGD16NE2bNmXMmDGEhoYC8MILL/Dkk09a+gcHBxMcHGz5PHHiRFasWEFCQoJVYa0os9mM2Wy2assrzMfeUOaano+IiIiISFEFtk5A/pM0w0xE5DZZtWoVJpMJJycn2rdvT48ePRg3bhyJiYk8/PDDVKtWjbJly9K3b1+OHz/OuXPnLNe6uLhYimUAVapU4ejRo5bPf/75J4MGDcLf359y5crh5uZGdnb2JTPBgoKCLF9XrlwZgMDAQKu28+fPc+bMGeDCDLOoqCgCAgJwd3fHZDKRlpZ2xRlmMTExlCtXzurYcHrPDT41ERERERGR208FMxGR26Rt27akpqaSnp7OP//8Q3x8PMeOHSM8PJygoCCWLVvG9u3bmT17NgA5OTmWax0cHKxiGQwGCgsLLZ/79+9PamoqM2bMYOPGjaSmpuLh4WEV499xDAZDsW0FBRd+jxcVFcWKFSuYNGkS33//PampqQQGBl4St6jo6GhOnz5tdbQuV/e6npWIiIiIiIgtaUmmiMht4urqip+fn1Xb9u3bKSgoYOrUqdjZXfgdxtKlS687dkpKCnPmzKFDhw4AHDp0iL/++uumc05JSSEiIoIuXboAF2acZWZmXvEao9GI0Wi0atNyTBERERERKU00w0xExIb8/PzIzc3l3Xff5eDBgyxcuJD333//uuP4+/uzcOFC0tLS2Lx5M71798bZ2fmm8/P392f58uWkpqayc+dOevXqZZl9JiIiIiIicrdSwUxExIaCg4OZNm0aU6ZMoV69eixatIiYmJjrjjN//nxOnjxJw4YN6du3L0OHDuWee+656fymTZtG+fLladasGR07diQ0NJSGDRvedFwREREREZE7maGw6CY4IiIiJeAN7962TkGkVFqf/6etUxApld7GZOsUREqdxr+vtHUKxerv09XWKcgtFJ+5zNYpXBPNMBMRERERERERESlCBTMREREREREREZEi9JZMEREREREREbljFWgnKbEBFcxERKTEfVdwwtYpiJRKte3L2zoFkVKpvOmMrVMQEZFSTksyRUREREREREREilDBTEREREREREREpAgVzEREblJERAQGgwGDwYCjoyN+fn5MmDCBvLw8W6cmIiIiIiIiN0B7mImI3AJhYWHExsZiNptZs2YNzz33HA4ODkRHR19XnPz8fAwGA3Z2+n2GiIiIiIiIregnMhGRW8BoNOLp6Ym3tzeDBw8mJCSEhIQEpk2bRmBgIK6urnh5eTFkyBCys7Mt18XFxeHu7k5CQgJ16tTBaDSSlZXF1q1badeuHRUrVqRcuXK0bt2aHTt2WI35yy+/0KJFC5ycnKhTpw6JiYkYDAZWrlwJQHJyMgaDgVOnTlmuSU1NxWAwkJmZCcDx48fp2bMn1apVw8XFhcDAQBYvXmzp/9FHH+Hh4YHZbLYau3PnzvTt2/fWPkQREREREZE7hApmIiIlwNnZmZycHOzs7Jg5cyZ79uwhPj6eb775hlGjRln1PXfuHFOmTOHDDz9kz5493HPPPfz999/079+fH374gR9//BF/f386dOjA33//DVyYida5c2dcXFzYvHkzH3zwAa+88sp153n+/HkaNWrE6tWr2b17N08//TR9OGIA3QABAABJREFU+/Zly5YtAHTr1o38/HwSEhIs1xw9epTVq1czYMCAm3hCIiIiIiIidy4tyRQRuYUKCwtJSkpi3bp1PP/88wwbNsxyzsfHh9dff51nn32WOXPmWNpzc3OZM2cOwcHBlraHHnrIKu4HH3yAu7s7GzZsIDw8nPXr15ORkUFycjKenp4AvPHGG7Rr1+668q1WrRpRUVGWz88//zzr1q1j6dKl3H///Tg7O9OrVy9iY2Pp1q0bAB9//DHVq1enTZs21zWWiIiIiIhIaaGCmYjILbBq1SpMJhO5ubkUFBTQq1cvxo0bR2JiIjExMfzyyy+cOXOGvLw8zp8/z7lz53BxcQHA0dGRoKAgq3h//vknr776KsnJyRw9epT8/HzOnTtHVlYWAPv27cPLy8tSLAO4//77rzvv/Px8Jk2axNKlSzl8+DA5OTmYzWZLbgCDBg2iSZMmHD58mGrVqhEXF2d50cHlmM3mS5ZwFhQWYGfQpGYRERERuX6Ftk5A/pP004uIyC3Qtm1bUlNTSU9P559//iE+Pp5jx44RHh5OUFAQy5YtY/v27cyePRuAnJwcy7XOzs6XFJ/69+9PamoqM2bMYOPGjaSmpuLh4WF13dVcfHFAYeH/+1+M3Nxcqz5vvfUWM2bMYPTo0Xz77bekpqYSGhpqNU6DBg0IDg7mo48+Yvv27ezZs4eIiIhix42JiaFcuXJWx8EzGdect4iIiIiIiK1phpmIyC3g6uqKn5+fVdv27dspKChg6tSpluLV0qVLryleSkoKc+bMoUOHDgAcOnSIv/76y3K+du3aHDp0iD///JPKlSsDsHXrVqsYlSpVAuDIkSOUL18euLDp/7/H6dSpE3369AGgoKCA/fv3U6dOHat+Tz31FNOnT+fw4cOEhITg5eVVbO7R0dGMGDHCqq1rnW7XdN8iIiIiIiJ3As0wExEpIX5+fuTm5vLuu+9y8OBBFi5cyPvvv39N1/r7+7Nw4ULS0tLYvHkzvXv3xtnZ2XK+Xbt21KxZk/79+/Pzzz+TkpLCq6++CmCZrebn54eXlxfjxo0jPT2d1atXM3Xq1EvGWb9+PRs3biQtLY1nnnmGP//885J8evXqxe+//868efOuutm/0WjEzc3N6tByTBERERERKU30E4yISAkJDg5m2rRpTJkyhXr16rFo0SJiYmKu6dr58+dz8uRJGjZsSN++fRk6dCj33HOP5XyZMmVYuXIl2dnZNGnShKeeesrylkwnJycAHBwcWLx4Mb/88gtBQUFMmTKF119/3WqcV199lYYNGxIaGkqbNm3w9PSkc+fOl+RTrlw5unbtislkuux5ERERERGRu4mhsOjmNiIiUmqlpKTQokULDhw4QM2aNW95/Icffpi6desyc+bM67421Kv9Lc9H5L/Ap4zJ1imIlEqjTGdsnYJIqVNz9zpbp1CsPt6P2ToFuYU+/m25rVO4JtrDTESklFqxYgUmkwl/f38OHDjACy+8QPPmzW95sezkyZMkJyeTnJzMnDlzbmlsERERERGRO5EKZiIipdTff//N6NGjycrKomLFioSEhFyyR9mt0KBBA06ePMmUKVOoXbv2LY8vIiIiIiJyp1HBTESklOrXrx/9+vUr8XEyMzNLfAwREREREZE7iQpmIiJS4h6287B1CiKl0qrcI7ZOQaRUOnainK1TECl1bv0OuLdOAdp6XW4/vSVTRERERERERESkCBXMREREREREREREilDBTEREREREREREpAgVzERE7hIREREYDAYMBgOOjo74+fkxYcIE8vLybJ2aiIiIiIhIqaJN/0VE7iJhYWHExsZiNptZs2YNzz33HA4ODkRHR19XnPz8fAwGA3Z2+r2KiIiIiIj89+gnIRGRu4jRaMTT0xNvb28GDx5MSEgICQkJmM1moqKiqFatGq6urjzwwAMkJydbrouLi8Pd3Z2EhATq1KmD0WgkKyuLNm3aMGzYMKsxOnfuTERExG29LxERERERkdtJM8xERO5izs7OHD9+nMjISPbu3cuSJUuoWrUqK1asICwsjF27duHv7w/AuXPnmDJlCh9++CEeHh7cc889Ns5eRERERETENlQwExG5CxUWFpKUlMS6devo2bMnsbGxZGVlUbVqVQCioqJYu3YtsbGxTJo0CYDc3FzmzJlDcHDwTY1tNpsxm81WbXmF+dgbytxUXBERERERkdtFBTMRkbvIqlWrMJlM5ObmUlBQQK9evXj88ceJi4ujVq1aVn3NZjMeHh6Wz46OjgQFBd10DjExMYwfP96qLcQtkHbuNx9bRERERP57Cim0dQryH6SCmYjIXaRt27a89957ODo6UrVqVezt7fn0008pU6YM27dvp0wZ61leJpPJ8rWzszMGg8HqvJ2dHYWF1v+Dkpube8UcoqOjGTFihFXbrHrP3MjtiIiIiIiI2IQKZiIidxFXV1f8/Pys2ho0aEB+fj5Hjx6lZcuW1xWvUqVKHDlyxPI5Pz+f3bt307Zt22KvMRqNGI1GqzYtxxQRERERkdJEb8kUEbnL1apVi969e9OvXz+WL1/Or7/+ypYtW4iJiWH16tVXvPahhx5i9erVrF69ml9++YXBgwdz6tSp25O4iIiIiIiIjWiGmYjIf0BsbCyvv/46L774IocPH6ZixYo8+OCDhIeHX/G6AQMGsHPnTvr164e9vT3Dhw+/4uwyERERERGRu4Gh8N+b04iIiNxib3r3sXUKIqXSqrwjV+8kIpd4s7CcrVMQKXUe/N9yW6dQrJ7enW2dgtxCi39baesUromWZIqIiIiIiIiIiBShgpmIiIiIiIiIiEgRKpiJiIiIiIiIiIgUoU3/RUSkxJ1H22WK3AhnO0dbpyBSOuXbOgERuZUKbJ2A/CdphpmIiIiIiIiIiEgRKpiJiNyAuLg43N3dr9gnIiKCzp07Wz63adOGYcOGWT77+Pgwffr0W5pXcnIyBoOBU6dO3dK4IiIiIiIi/yVakikiUoyIiAji4+MBcHBwoHr16vTr14+XX375mq6fMWMGhYXFL0XcunUrrq6utyTXi5o1a8aRI0coV67cLY0rIiIiIiLyX6KCmYjIFYSFhREbG4vZbGbNmjU899xzODg4UKVKlatee7WiVaVKlW5VmhaOjo54enre8rgiIiIiIiL/JVqSKSJyBUajEU9PT7y9vRk8eDAhISEkJCRYzq9bt46AgABMJhNhYWEcOXLEcu7fSzL/7d9LMg0GA++99x7t27fH2dkZX19fPv/8c8v5zMxMDAYDS5YsoVmzZjg5OVGvXj02bNhg6fPvJZkXl45eKU+ADz/8kICAAJycnLjvvvuYM2eO5VxOTg6RkZFUqVIFJycnvL29iYmJud5HKSIiIiIiUmqoYCYich2cnZ3JyckB4Ny5c7z99tssXLiQ7777jqysLKKiom4q/pgxY+jatSs7d+6kd+/ePPHEE6SlpVn1GTlyJC+++CI//fQTTZs2pWPHjhw/frzYmFfLc9GiRbz22mu88cYbpKWlMWnSJMaMGWNZjjpz5kwSEhJYunQp+/btY9GiRfj4+NzUfYqIiIiIiNzJVDATEbkGhYWFJCYmsm7dOh566CEAcnNzef/992ncuDENGzYkMjKSpKSkmxqnW7duPPXUU9SqVYuJEyfSuHFj3n33Xas+kZGRdO3alYCAAN577z3KlSvH/Pnzi415tTzHjh3L1KlTeeyxx6hRowaPPfYYw4cPZ+7cuQBkZWXh7+9PixYt8Pb2pkWLFvTs2fOm7lNEREREROROpj3MRESuYNWqVZhMJnJzcykoKKBXr16MGzeOzz77DBcXF2rWrGnpW6VKFY4ePXpT4zVt2vSSz6mpqcX2sbe3p3HjxpfMQivqSnmePXuWjIwMBg4cyKBBgyx98vLyLHuwRURE0K5dO2rXrk1YWBjh4eH83//9X7Hjmc1mzGazVVteYT72hjLFXiMiIiIiInInUcFMROQK2rZty3vvvYejoyNVq1bF3v7//WfTwcHBqq/BYLjiWzFt5Up5ZmdnAzBv3jweeOABq35lylwocDVs2JBff/2Vr776isTERLp3705ISIjV/mpFxcTEMH78eKu2Nm71aOsedEvuR0REREREpKRpSaaIyBW4urri5+dH9erVrYplJeXHH3+85HNAQECxffLy8ti+ffslfa5V5cqVqVq1KgcPHsTPz8/qqFGjhqWfm5sbPXr0YN68eXz66acsW7aMEydOXDZmdHQ0p0+ftjpalqt7Q/mJiIiIiBRQqOMuOkoLzTATEbmDfPbZZzRu3JgWLVqwaNEitmzZcsn+ZLNnz8bf35+AgADeeecdTp48yYABA254zPHjxzN06FDKlStHWFgYZrOZbdu2cfLkSUaMGMG0adOoUqUKDRo0wM7Ojs8++wxPT0/c3d0vG89oNGI0Gq3atBxTRERERERKExXMRETuIOPHj2fJkiUMGTKEKlWqsHjxYurUqWPVZ/LkyUyePJnU1FT8/PxISEigYsWKNzzmU089hYuLC2+99RYjR47E1dWVwMBAhg0bBkDZsmV58803SU9Pp0yZMjRp0oQ1a9ZgZ6dJyiIiIiIicncyFN6JG+6IiPwHGQwGVqxYQefOnS97PjMzkxo1avDTTz9Rv37925rbzZrg3dvWKYiUSikFl1/6LCJXNj7f2dYpiJQ6D/5vua1TKFY37062TkFuoc9++8LWKVwTTQ8QEREREREREREpQgUzERERERERERGRIrSHmYjIHeJqK+R9fHyu2kdERERERERungpmIiJS4lwKDbZOQaRU+s38l61TECmVKnh42DoFEREp5bQkU0REREREREREpAjNMBMRERERERGRO1Yh2pZEbj/NMBMRuQvExcXh7u5e4uNkZmZiMBhITU0t8bFERERERERsRQUzEZE7REREBAaDAYPBgKOjI35+fkyYMIG8vDxbpyYiIiIiIvKfoiWZIiJ3kLCwMGJjYzGbzaxZs4bnnnsOBwcHoqOjbZ2aiIiIiIjIf4ZmmImI3EGMRiOenp54e3szePBgQkJCSEhI4OTJk/Tr14/y5cvj4uJC+/btSU9PLzZORkYGnTp1onLlyphMJpo0aUJiYqJVHx8fHyZNmsSAAQMoW7Ys1atX54MPPrDqs2XLFho0aICTkxONGzfmp59+KpH7FhERERERuZOoYCYicgdzdnYmJyeHiIgItm3bRkJCAps2baKwsJAOHTqQm5t72euys7Pp0KEDSUlJ/PTTT4SFhdGxY0eysrKs+k2dOtVSCBsyZAiDBw9m3759lhjh4eHUqVOH7du3M27cOKKiokr8nkVERERERGxNBTMRkTtQYWEhiYmJrFu3jurVq5OQkMCHH35Iy5YtCQ4OZtGiRRw+fJiVK1de9vrg4GCeeeYZ6tWrh7+/PxMnTqRmzZokJCRY9evQoQNDhgzBz8+P0aNHU7FiRb799lsAPvnkEwoKCpg/fz5169YlPDyckSNHXjV3s9nMmTNnrI68wvybfiYiIiIiIiK3iwpmIiJ3kFWrVmEymXBycqJ9+/b06NGDiIgI7O3teeCBByz9PDw8qF27NmlpaZeNk52dTVRUFAEBAbi7u2MymUhLS7tkhllQUJDla4PBgKenJ0ePHgUgLS2NoKAgnJycLH2aNm161XuIiYmhXLlyVsc3Z/Zc13MQERERERGxJRXMRETuIG3btiU1NZX09HT++ecf4uPjMRgM1x0nKiqKFStWMGnSJL7//ntSU1MJDAwkJyfHqp+Dg4PVZ4PBQEFBwU3dQ3R0NKdPn7Y6HnKre1MxRUREREREbie9JVNE5A7i6uqKn5+fVVtAQAB5eXls3ryZZs2aAXD8+HH27dtHnTp1LhsnJSWFiIgIunTpAlyYcZaZmXlduQQEBLBw4ULOnz9vmWX2448/XvU6o9GI0Wi0arM3lLmusUVERERELrq5X+eK3BjNMBMRucP5+/vTqVMnBg0axA8//MDOnTvp06cP1apVo1OnTsVes3z5clJTU9m5cye9evW67pljvXr1wmAwMGjQIPbu3cuaNWt4++23b8UtiYiIiIiI3NFUMBMRKQViY2Np1KgR4eHhNG3alMLCQtasWXPJksqLpk2bRvny5WnWrBkdO3YkNDSUhg0bXteYJpOJL7/8kl27dtGgQQNeeeUVpkyZcituR0RERERE5I5mKCwsLLR1EiIicnd7u3ofW6cgUip9eH6frVMQKZUSPDxsnYJIqVMrba2tUyjWY96P2joFuYWW/5Zg6xSuiWaYiYiIiIiIiIiIFKGCmYiIiIiIiIiISBEqmImIiIiIiIiIiBRhb+sERETk7lctT9tlityI/MLre7utiFxw8rSLrVMQEZFSTjPMREREREREREREitAMMxERuS4+Pj4MGzaMYcOG2ToVEREREfkPKCzUagW5/TTDTESkBEVERGAwGDAYDDg6OuLn58eECRPIy8u7qZidO3e+dUmKiIiIiIiIFc0wExEpYWFhYcTGxmI2m1mzZg3PPfccDg4OREdHX1ec/Px8DAZDCWUpIiIiIiIiF2mGmYhICTMajXh6euLt7c3gwYMJCQkhISGBkydP0q9fP8qXL4+Liwvt27cnPT3dcl1cXBzu7u4kJCRQp04djEYjAwYMID4+ni+++MIycy05OZnk5GQMBgOnTp2yXJ+amorBYCAzM9PSNm/ePLy8vHBxcaFLly5MmzYNd3d3y/mMjAw6depE5cqVMZlMNGnShMTExNvwlERERERERO4cKpiJiNxmzs7O5OTkEBERwbZt20hISGDTpk0UFhbSoUMHcnNzLX3PnTvHlClT+PDDD9mzZw8zZ86ke/fuhIWFceTIEY4cOUKzZs2uadyUlBSeffZZXnjhBVJTU2nXrh1vvPGGVZ/s7Gw6dOhAUlISP/30E2FhYXTs2JGsrKxb+gxERERERETuZFqSKSJymxQWFpKUlMS6deto3749K1euJCUlxVLwWrRoEV5eXqxcuZJu3boBkJuby5w5cwgODrbEcXZ2xmw24+npeV3jv/vuu7Rv356oqCgAatWqxcaNG1m1apWlT3BwsNVYEydOZMWKFSQkJBAZGXlN45jNZsxms1VbbmE+DoYy15WviIiIiIiIrWiGmYhICVu1ahUmkwknJyfat29Pjx49iIiIwN7engceeMDSz8PDg9q1a5OWlmZpc3R0JCgo6JbksW/fPu6//36rtn9/zs7OJioqioCAANzd3TGZTKSlpV3XDLOYmBjKlStndXyRveeW3IOIiIiIiMjtoIKZiEgJa9u2LampqaSnp/PPP/8QHx9/zZv3Ozs7X1NfO7sL/zkv+srtoks7r1VUVBQrVqxg0qRJfP/996SmphIYGEhOTs41x4iOjub06dNWRydT3evORURERERExFa0JFNEpIS5urri5+dn1RYQEEBeXh6bN2+2LMk8fvw4+/bto06dOleM5+joSH5+vlVbpUqVADhy5Ajly5cHLmz6X1Tt2rXZunWrVdu/P6ekpBAREUGXLl2ACzPOir404FoYjUaMRqNVm5ZjioiIiIhIaaIZZiIiNuDv70+nTp0YNGgQP/zwAzt37qRPnz5Uq1aNTp06XfFaHx8ffv75Z/bt28dff/1Fbm4ufn5+eHl5MW7cONLT01m9ejVTp061uu75559nzZo1TJs2jfT0dObOnctXX31lNYPN39+f5cuXk5qays6dO+nVqxcFBQUl8gxERERERK5FAYU67qKjtFDBTETERmJjY2nUqBHh4eE0bdqUwsJC1qxZg4ODwxWvGzRoELVr16Zx48ZUqlSJlJQUHBwcWLx4Mb/88gtBQUFMmTKF119/3eq65s2b8/777zNt2jSCg4NZu3Ytw4cPx8nJydJn2rRplC9fnmbNmtGxY0dCQ0Np2LBhidy/iIiIiIjIncpQWHTDGxER+U8ZNGgQv/zyC99//32JjrO4au8SjS9yt3ot9xdbpyBSKn3s4G3rFERKnQf+t9zWKRSrU/VwW6cgt9AXWatsncI10R5mIiL/IW+//Tbt2rXD1dWVr776ivj4eObMmWPrtERERERERO4oKpiJiPyHbNmyhTfffJO///4bX19fZs6cyVNPPWXrtERERERERO4oKpiJiPyHLF261NYpiIiIiIiI3PFUMBMRkRJ38MrvMRCRYiR7l7N1CiKlUov9GbZOQaTU+dXWCYjcYfSWTBERERERERERkSJUMBMRERERERERESlCSzJFRERERERE5I5VYOsE5D9JM8xEREqRQ4cOMWDAAKpWrYqjoyPe3t688MILHD9+/JpjJCcnYzAYOHXqVMklKiIiIiIiUoqpYCYiUkocPHiQxo0bk56ezuLFizlw4ADvv/8+SUlJNG3alBMnTtz2nHJzc2/7mCIiIiIiIiVNBTMRkVLiueeew9HRka+//prWrVtTvXp12rdvT2JiIocPH+aVV14BYOHChTRu3JiyZcvi6elJr169OHr0KACZmZm0bdsWgPLly2MwGIiIiABg7dq1tGjRAnd3dzw8PAgPDycj4/+9ZSwzMxODwcCnn35K69atcXJyYtGiRbf3IYiIiIiIyH/O7Nmz8fHxwcnJiQceeIAtW7YU23fevHm0bNmS8uXLU758eUJCQq7YvzgqmImIlAInTpxg3bp1DBkyBGdnZ6tznp6e9O7dm08//ZTCwkJyc3OZOHEiO3fuZOXKlWRmZlqKYl5eXixbtgyAffv2ceTIEWbMmAHA2bNnGTFiBNu2bSMpKQk7Ozu6dOlCQYH1rhEvvfQSL7zwAmlpaYSGhpb8zYuIiIiIyH/Wp59+yogRIxg7diw7duwgODiY0NBQy6SAf0tOTqZnz558++23bNq0CS8vL/7v//6Pw4cPX9e42vRfRKQUSE9Pp7CwkICAgMueDwgI4OTJkxw7dowBAwZY2n19fZk5cyZNmjQhOzsbk8lEhQoVALjnnntwd3e39O3atatVzAULFlCpUiX27t1LvXr1LO3Dhg3jscceKzZXs9mM2Wy2assrzMfeUOaa71dERERERARg2rRpDBo0iCeffBKA999/n9WrV7NgwQJeeumlS/r/exXMhx9+yLJly0hKSqJfv37XPK5mmImIlCKFhYVXPO/o6Mj27dvp2LEj1atXp2zZsrRu3RqArKysK16bnp5Oz5498fX1xc3NDR8fn8te17hx4yvGiYmJoVy5clbHhtN7rnJnIiIiIiLyX2A2mzlz5ozV8e9fuF+Uk5PD9u3bCQkJsbTZ2dkREhLCpk2brmm8c+fOkZuba5k4cK1UMBMRKQX8/PwwGAykpaVd9nxaWhqVKlXCwcGB0NBQ3NzcWLRoEVu3bmXFihXAhb9srqRjx46cOHGCefPmsXnzZjZv3nzZ61xdXa8YJzo6mtOnT1sdrcvVvdZbFRERERGRu9jlfsEeExNz2b5//fUX+fn5VK5c2aq9cuXK/PHHH9c03ujRo6latapV0e1aaEmmiEgp4OHhQbt27ZgzZw7Dhw+32sfsjz/+YNGiRTz33HP88ssvHD9+nMmTJ+Pl5QXAtm3brGI5OjoCkJ+fb2k7fvw4+/bts2yQCfDDDz/cUK5GoxGj0WjVpuWYIiIiIiICF37BPmLECKu2f//8cKtMnjyZJUuWkJycjJOT03VdqxlmIiKlxKxZszCbzYSGhvLdd99x6NAh1q5dS7t27ahVqxavvfYa1atXx9HRkXfffZeDBw+SkJDAxIkTreJ4e3tjMBhYtWoVx44dIzs7m/Lly+Ph4cEHH3zAgQMH+Oabby75S0xERERExBYK9c9d9Y/RaMTNzc3qKK5gVrFiRcqUKcOff/5p1f7nn3/i6el5xe+bt99+m8mTJ/P1118TFBR03d93KpiJiJQS/v7+bN26FV9fX7p37463tzft27enVq1apKSkYDKZqFSpEnFxcXz22WfUqVOHyZMn8/bbb1vFqVatGuPHj+ell16icuXKREZGYmdnx5IlS9i+fTv16tVj+PDhvPXWWza6UxERERERkQurYxo1akRSUpKlraCggKSkJJo2bVrsdW+++SYTJ05k7dq1V92DuTiGwqvtIC0iInessWPHMm3aNNavX8+DDz5o63SK9YZ3b1unIFIqRVQ9YusUREqlFvuP2zoFkVLn1+M7bZ1CscKrP2LrFOQWWpW1+rr6f/rpp/Tv35+5c+dy//33M336dJYuXcovv/xC5cqV6devH9WqVbPsgzZlyhRee+01PvnkE5o3b26JYzKZMJlM1zyu9jATESnFxo8fj4+PDz/++CP3338/dnaaOCwiIiIiInePHj16cOzYMV577TX++OMP6tevz9q1ay0vAsjKyrL6Oei9994jJyeHxx9/3CrO2LFjGTdu3DWPqxlmIiJS4jTDTOTGaIaZyI3RDDOR66cZZnK7XO8MM1vRDDMRESlxZTDYOgWRUqmwwNYZiJROBWhOgIiI3Byt3RERERERERERESlCBTMREREREREREZEiVDATkf+UiIgIOnfufMU+bdq0YdiwYZbPPj4+TJ8+vUTz+uCDD/Dy8sLOzq7ExxIREREREZErU8FMREpcREQEBoMBg8GAg4MDNWrUYNSoUZw/f97WqV2TrVu38vTTT5dY/DNnzhAZGcno0aM5fPhwsWMZDAZWrlxp+Zybm0vPnj2pVq0au3fvLrH8RERERERsqYBCHXfRUVpo038RuS3CwsKIjY0lNzeX7du3079/fwwGA1OmTLF1aldVqVKlEo2flZVFbm4ujzzyCFWqVLmma86dO0fXrl1JT0/nhx9+oEaNGtc9bn5+PgaDweoVzCIiIiIiIqIZZiJymxiNRjw9PfHy8qJz586EhISwfv16y/mCggJiYmKoUaMGzs7OBAcH8/nnn1vOJycnYzAYWL16NUFBQTg5OfHggw9azawaN24c9evXtxp3+vTp+Pj4XJLP+PHjqVSpEm5ubjz77LPk5OQUm/u/l2SeOnWKZ555hsqVK+Pk5ES9evVYtWpVsddnZWXRqVMnTCYTbm5udO/enT///BOAuLg4AgMDAfD19cVgMJCZmVlsrIvjt2vXjv/9739WxbKTJ0/Sr18/ypcvj4uLC+3btyc9Pd1yXVxcHO7u7iQkJFCnTh2MRiNZWVmYzWaioqKoVq0arq6uPPDAAyQnJ1uuO378uGUmm4uLC4GBgSxevPiKOYqIiIiIiJRmKpiJyG23e/duNm7ciKOjo6UtJiaGjz76iPfff589e/YwfPhw+vTpw4YNG6yuHTlyJFOnTmXr1q1UqlSJjh07kpube13jJyUlkZaWRnJyMosXL2b58uWMHz/+mq4tKCigffv2pKSk8PHHH7N3714mT55MmTJliu3fqVMnTpw4wYYNG1i/fj0HDx6kR48eAPTo0YPExEQAtmzZwpEjR/Dy8ip2/D/++IPWrVsDsGHDBjw9PS3nIiIi2LZtGwkJCWzatInCwkI6dOhg9XzOnTvHlClT+PDDD9mzZw/33HMPkZGRbNq0iSVLlvDzzz/TrVs3wsLCLMW28+fP06hRI1avXs3u3bt5+umn6du3L1u2bLmmZyYiIiIiIlLaaEmmiNwWq1atwmQykZeXh9lsxs7OjlmzZgFgNpuZNGkSiYmJNG3aFLgw2+qHH35g7ty5lgIRwNixY2nXrh0A8fHx3HvvvaxYsYLu3btfcy6Ojo4sWLAAFxcX6taty4QJExg5ciQTJ0686vLExMREtmzZQlpaGrVq1bLkWpykpCR27drFr7/+aimEffTRR9StW5etW7fSpEkTPDw8gAtLP4sWwC7nhRdewNfXl/Xr1+Pi4mJpT09PJyEhgZSUFJo1awbAokWL8PLyYuXKlXTr1g24sO/ZnDlzCA4OBi7MfouNjSUrK4uqVasCEBUVxdq1a4mNjWXSpElUq1aNqKgoy1jPP/8869atY+nSpdx///2X5Gg2mzGbzVZteYX52BsuX1QUERERERG502iGmYjcFm3btiU1NZXNmzfTv39/nnzySbp27QrAgQMHOHfuHO3atcNkMlmOjz76iIyMDKs4FwtqABUqVKB27dqkpaVdVy7BwcFWxaamTZuSnZ3NoUOHrnptamoq9957r6VYdjVpaWl4eXlZzRqrU6cO7u7u1503QHh4OPv372fu3LmXjGNvb88DDzxgafPw8Ljk+Tg6OhIUFGT5vGvXLvLz86lVq5bVs9+wYYPl2efn5zNx4kQCAwOpUKECJpOJdevWkZWVddkcY2JiKFeunNWRfHrPdd+riIiIiIiIrWiGmYjcFq6urvj5+QGwYMECgoODmT9/PgMHDiQ7OxuA1atXU61aNavrjEbjNY9hZ2dHYaH1W1eud7nm1Tg7O9/SeNerb9++PProowwYMIDCwkJGjBhxXdc7OztjMBgsn7OzsylTpgzbt2+/ZFmpyWQC4K233mLGjBlMnz6dwMBAXF1dGTZsWLH7vkVHR1+S18x6z1xXniIiIiIiIrakgpmI3HZ2dna8/PLLjBgxgl69elltQF90+eXl/Pjjj1SvXh24sMn9/v37CQgIAC4safzjjz8oLCy0FIVSU1MvibFz507++ecfS/Hrxx9/xGQyXXHvsIuCgoL4/fff2b9//zXNMgsICODQoUMcOnTIEn/v3r2cOnWKOnXqXPX6y+nfvz92dnY8+eSTFBQUEBUVRUBAAHl5eWzevNmyJPP48ePs27fviuM0aNCA/Px8jh49SsuWLS/bJyUlhU6dOtGnTx/gwr5s+/fvLzau0Wi8pNCp5ZgiIiIiIlKaaEmmiNhEt27dKFOmDLNnz6Zs2bJERUUxfPhw4uPjycjIYMeOHbz77rvEx8dbXTdhwgSSkpLYvXs3ERERVKxYkc6dOwPQpk0bjh07xptvvklGRgazZ8/mq6++umTsnJwcBg4cyN69e1mzZg1jx44lMjLyqvuXAbRu3ZpWrVrRtWtX1q9fz6+//spXX33F2rVrL9s/JCSEwMBAevfuzY4dO9iyZQv9+vWjdevWNG7c+Pof3P+vb9++xMfH89JLL/HWW2/h7+9Pp06dGDRoED/88AM7d+6kT58+VKtWjU6dOhUbp1atWvTu3Zt+/fqxfPlyfv31V7Zs2UJMTAyrV68GwN/fn/Xr17Nx40bS0tJ45plnLG/5FBERERERuRupYCYiNmFvb09kZCRvvvkmZ8+eZeLEiYwZM4aYmBgCAgIICwtj9erV1KhRw+q6yZMn88ILL9CoUSP++OMPvvzyS8vbNgMCApgzZw6zZ88mODiYLVu2WG1Wf9HDDz+Mv78/rVq1okePHjz66KOMGzfumnNftmwZTZo0oWfPntSpU4dRo0aRn59/2b4Gg4EvvviC8uXL06pVK0JCQvD19eXTTz+99odVjN69e7Nw4UKio6OZMmUKsbGxNGrUiPDwcJo2bUphYSFr1qzBwcHhinFiY2Pp168fL774IrVr16Zz585s3brVMpPv1VdfpWHDhoSGhtKmTRs8PT0tRUoRERERkZJWWFio4y46SgtDYWnKVkT+s5KTk2nbti0nT57E3d3d1unIdZrs3cfWKYiUSn08/2frFERKpeYH/rJ1CiKlzm/Hf7Z1CsVq79Xe1inILfTVoUtXAd2JNMNMRERERERERESkCBXMREREREREREREitBbMkWkVGjTpk2pWu8uIiIiIiIipZcKZiIiUuJOGC7/UgQRubI+h7UYQORGrK1wr61TEBGRUk7/FyYiIiIiIiIiIlKECmYickeLiIigc+fOV+zTpk0bhg0bZvns4+PD9OnTSzSvDz74AC8vL+zs7Ep8rItu5FmIiIiIiIjI9VPBTEQuERERgcFgwGAw4ODgQI0aNRg1ahTnz5+3dWrXZOvWrTz99NMlFv/MmTNERkYyevRoDh8+XOxYF5/hjz/+aNVuNpvx8PDAYDCQnJxcYnmKiIiIiIjIjdEeZiJyWWFhYcTGxpKbm8v27dvp378/BoOBKVOm2Dq1q6pUqVKJxs/KyiI3N5dHHnmEKlWqXLGvl5cXsbGxPPjgg5a2FStWYDKZOHHiRInmKSIiIiJyNyiwdQLyn6QZZiJyWUajEU9PT7y8vOjcuTMhISGsX7/ecr6goICYmBhq1KiBs7MzwcHBfP7555bzycnJGAwGVq9eTVBQEE5OTjz44IPs3r3b0mfcuHHUr1/fatzp06fj4+NzST7jx4+nUqVKuLm58eyzz5KTk1Ns7v9eknnq1CmeeeYZKleujJOTE/Xq1WPVqlXFXp+VlUWnTp0wmUy4ubnRvXt3/vzzTwDi4uIIDAwEwNfXF4PBQGZmZrGx+vfvz5IlS/jnn38sbQsWLKB///6X9N21axcPPfQQzs7OeHh48PTTT5OdnV1s7LNnz9KvXz9MJhNVqlRh6tSpl/Q5efIk/fr1o3z58ri4uNC+fXvS09OBCzPlnJ2d+eqrr6yuWbFiBWXLluXcuXMAjB49mlq1auHi4oKvry9jxowhNze32LxERERERERKOxXMROSqdu/ezcaNG3F0dLS0xcTE8NFHH/H++++zZ88ehg8fTp8+fdiwYYPVtSNHjmTq1Kls3bqVSpUq0bFjx+sutiQlJZGWlkZycjKLFy9m+fLljB8//pquLSgooH379qSkpPDxxx+zd+9eJk+eTJkyZYrt36lTJ06cOMGGDRtYv349Bw8epEePHgD06NGDxMREALZs2cKRI0fw8vIqdvxGjRrh4+PDsmXLgAvFuO+++46+ffta9Tt79iyhoaGUL1+erVu38tlnn5GYmEhkZGSxsUeOHMmGDRv44osv+Prrr0lOTmbHjh1WfSIiIti2bRsJCQls2rSJwsJCOnToQG5uLm5uboSHh/PJJ59YXbNo0SI6d+6Mi4sLAGXLliUuLo69e/cyY8YM5s2bxzvvvFNsXiIiIiIiIqWdlmSKyGWtWrUKk8lEXl4eZrMZOzs7Zs2aBVzYg2vSpEkkJibStGlT4MJsqx9++IG5c+fSunVrS5yxY8fSrl07AOLj47n33ntZsWIF3bt3v+ZcHB0dWbBgAS4uLtStW5cJEyYwcuRIJk6ciJ3dlev+iYmJbNmyhbS0NGrVqmXJtThJSUns2rWLX3/91VII++ijj6hbty5bt26lSZMmeHh4ABeWfnp6el41/wEDBrBgwQL69OlDXFwcHTp0uGTZ6CeffML58+f56KOPcHV1BWDWrFl07NiRKVOmULlyZav+2dnZzJ8/n48//piHH34Y+H/P96L09HQSEhJISUmhWbNmwIVimJeXFytXrqRbt2707t2bvn37cu7cOVxcXDhz5gyrV69mxYoVljivvvqq5WsfHx+ioqJYsmQJo0aNuuq9i4iIiIiIlEYqmInIZbVt25b33nuPs2fP8s4772Bvb0/Xrl0BOHDgAOfOnbMUwi7KycmhQYMGVm0XC2oAFSpUoHbt2qSlpV1XLsHBwZbZThdjZmdnc+jQIby9va94bWpqKvfee6+lWHY1aWlpeHl5Wc0aq1OnDu7u7qSlpdGkSZPryh2gT58+vPTSSxw8eJC4uDhmzpx52XGDg4MtxTKA5s2bU1BQwL59+y4pmGVkZJCTk8MDDzxgabv4fIvGtLe3t+rj4eFh9WfQoUMHHBwcSEhI4IknnmDZsmW4ubkREhJiuebTTz9l5syZZGRkkJ2dTV5eHm5ubsXer9lsxmw2W7XlFeZjb7j8rD4REREREZE7jZZkishlubq64ufnR3BwMAsWLGDz5s3Mnz8fwLKv1urVq0lNTbUce/futdrH7Grs7OwoLCy0arvVe2M5Ozvf0ng3wsPDg/DwcAYOHMj58+dp3769rVOycHR05PHHH7csy/zkk0/o0aMH9vYXfp+yadMmevfuTYcOHVi1ahU//fQTr7zyyhX3kIuJiaFcuXJWx+bTe2/L/YiIiIiIiNwKKpiJyFXZ2dnx8ssv8+qrr/LPP/9Qp04djEYjWVlZ+Pn5WR3/3s/rxx9/tHx98uRJ9u/fT0BAAHBhSeMff/xhVTRLTU29ZPydO3dabZr/448/YjKZrrh32EVBQUH8/vvv7N+//5ruNSAggEOHDnHo0CFL2969ezl16hR16tS5phiXM2DAAJKTk+nXr99l908LCAhg586dnD171tKWkpKCnZ2d1ayxi2rWrImDgwObN2+2tF18vkVj5uXlWfU5fvw4+/bts7qX3r17s3btWvbs2cM333xD7969Lec2btyIt7c3r7zyCo0bN8bf35/ffvvtivcaHR3N6dOnrY4Hyt34sxMREREREbndVDATkWvSrVs3ypQpw+zZsylbtixRUVEMHz6c+Ph4MjIy2LFjB++++y7x8fFW102YMIGkpCR2795NREQEFStWpHPnzgC0adOGY8eO8eabb5KRkcHs2bMveWMjXFjqOXDgQPbu3cuaNWsYO3YskZGRV92/DKB169a0atWKrl27sn79en799Ve++uor1q5de9n+ISEhBAYG0rt3b3bs2MGWLVvo168frVu3pnHjxtf/4P5/YWFhHDt2jAkTJlz2fO/evXFycqJ///7s3r2bb7/9lueff56+ffteshwTwGQyMXDgQEaOHMk333xjeb5Fn4m/vz+dOnVi0KBB/PDDD+zcuZM+ffpQrVo1OnXqZOnXqlUrPD096d27NzVq1LBawunv709WVhZLliwhIyODmTNnWu1vdjlGoxE3NzerQ8sxRURERESkNFHBTESuib29PZGRkbz55pucPXuWiRMnMmbMGGJiYggICCAsLIzVq1dTo0YNq+smT57MCy+8QKNGjfjjjz/48ssvLW/bDAgIYM6cOcyePZvg4GC2bNlCVFTUJWM//PDD+Pv706pVK3r06MGjjz7KuHHjrjn3ZcuW0aRJE3r27EmdOnUYNWoU+fn5l+1rMBj44osvKF++PK1atSIkJARfX18+/fTTa39YxcStWLGi1ZtGi3JxcWHdunWcOHGCJk2a8Pjjj/Pwww9bXrRwOW+99RYtW7akY8eOhISE0KJFCxo1amTVJzY2lkaNGhEeHk7Tpk0pLCxkzZo1ODg4WOXWs2dPdu7caTW7DODRRx9l+PDhREZGUr9+fTZu3MiYMWNu4kmIiIiIiIjc+QyF/95ASETkFkhOTqZt27acPHkSd3d3W6cjNjbKp6etUxAplbbkHbN1CiKl0nvOl/8FlYgULyB9ja1TKNb/eYXZOgW5hb4+dPnVPncazTATEREREREREREpQgUzERERERERERGRIuxtnYCI3J3atGmDVnyLiIiIiIhIaaSCmYiIlLhnyx63dQoipdLOUw5X7yQil5iW62rrFERKnXm2TkDkDqMlmSIiIiIiIiIiIkWoYCYiIiIiIiIiIlKECmYipUxERASdO3e+Yp82bdowbNgwy2cfHx+mT59eonl98MEHeHl5YWdnV+JjXS+DwcDKlSttncYtl5mZicFgIDU19ZbGvVufl4iIiIiIyLVSwUzkGkRERGAwGDAYDDg4OFCjRg1GjRrF+fPnbZ3aNdm6dStPP/10icU/c+YMkZGRjB49msOHDxc7lsFgwMnJid9++82qvXPnzkRERNx0HuPGjaN+/fo3HQcuFB0NBgOTJ0++5NwjjzyCwWBg3Lhxt2SsO82RI0do3769rdMQERERERGxGRXMRK5RWFgYR44c4eDBg7zzzjvMnTuXsWPH2jqta1KpUiVcXFxKLH5WVha5ubk88sgjVKlS5YpjGQwGXnvttVs6fmFhIXl5ebc0JoCXlxdxcXFWbYcPHyYpKYkqVarc8vHuFJ6enhiNRlunISIiIiICQAGFOu6io7RQwUzkGhmNRjw9PfHy8qJz586EhISwfv16y/mCggJiYmKoUaMGzs7OBAcH8/nnn1vOJycnYzAYWL16NUFBQTg5OfHggw+ye/duS5/LzZCaPn06Pj4+l+Qzfvx4KlWqhJubG88++yw5OTnF5v7vJZmnTp3imWeeoXLlyjg5OVGvXj1WrVpV7PVZWVl06tQJk8mEm5sb3bt3588//wQgLi6OwMBAAHx9fTEYDGRmZhYbKzIyko8//tjqvv/NbDYzdOhQ7rnnHpycnGjRogVbt261nL/4LL/66isaNWqE0Wjk448/Zvz48ezcudMyG7Boseuvv/6iS5cuuLi44O/vT0JCQrHjXxQeHs5ff/1FSkqKpS0+Pp7/+7//45577rHqu3DhQho3bkzZsmXx9PSkV69eHD161KrPnj17CA8Px83NjbJly9KyZUsyMjIs5z/88EMCAgJwcnLivvvuY86cOVbXb9myhQYNGuDk5ETjxo356aefLsl5w4YN3H///RiNRqpUqcJLL71kVUxs06YNQ4cOZdSoUVSoUAFPT89LZsr9e0nm6NGjqVWrFi4uLvj6+jJmzBhyc3Ov+vxERERERERKKxXMRG7A7t272bhxI46Ojpa2mJgYPvroI95//3327NnD8OHD6dOnDxs2bLC6duTIkUydOpWtW7dSqVIlOnbseN3Fh6SkJNLS0khOTmbx4sUsX76c8ePHX9O1BQUFtG/fnpSUFD7++GP27t3L5MmTKVOmTLH9O3XqxIkTJ9iwYQPr16/n4MGD9OjRA4AePXqQmJgIXCjoHDlyBC8vr2LHb968OeHh4bz00kvF9hk1ahTLli0jPj6eHTt24OfnR2hoKCdOnLDq99JLLzF58mTS0tJo164dL774InXr1uXIkSMcOXLEkiNcKDB2796dn3/+mQ4dOtC7d+9L4v2bo6MjvXv3JjY21tIWFxfHgAEDLumbm5vLxIkT2blzJytXriQzM9Nqmenhw4dp1aoVRqORb775hu3btzNgwABLMWvRokW89tprvPHGG6SlpTFp0iTGjBlDfHw8ANnZ2YSHh1OnTh22b9/OuHHjiIqKssrh8OHDdOjQgSZNmrBz507ee+895s+fz+uvv27VLz4+HldXVzZv3sybb77JhAkTrIq//1a2bFni4uLYu3cvM2bMYN68ebzzzjtXfHYiIiIiIiKlmb2tExApLVatWoXJZCIvLw+z2YydnR2zZs0CLsyImjRpEomJiTRt2hS4MNvqhx9+YO7cubRu3doSZ+zYsbRr1w64ULi49957WbFiBd27d7/mXBwdHVmwYAEuLi7UrVuXCRMmMHLkSCZOnIid3ZXr4ImJiWzZsoW0tDRq1aplybU4SUlJ7Nq1i19//dVSCPvoo4+oW7cuW7dupUmTJnh4eAAXln56enpeNf+YmBiCgoL4/vvvadmypdW5s2fP8t577xEXF2fZR2vevHmsX7+e+fPnM3LkSEvfCRMmWJ4lgMlkwt7e/rI5RERE0LNnTwAmTZrEzJkz2bJlC2FhYVfMdcCAAbRs2ZIZM2awfft2Tp8+TXh4+CWzsooW0Xx9fZk5cyZNmjQhOzsbk8nE7NmzKVeuHEuWLMHBwQHA8vzhwvfF1KlTeeyxxwCoUaMGe/fuZe7cufTv359PPvmEgoIC5s+fj5OTE3Xr1uX3339n8ODBlhhz5szBy8uLWbNmYTAYuO+++/jf//7H6NGjee211yzfG0FBQZblxP7+/syaNYukpCSrZ1nUq6++avnax8eHqKgolixZwqhRoy7b32w2YzabrdsKCjBe5XtTRERERETkTqGCmcg1atu2Le+99x5nz57lnXfewd7enq5duwJw4MABzp07d0nBIScnhwYNGli1XSyoAVSoUIHatWuTlpZ2XbkEBwdb7RPWtGlTsrOzOXToEN7e3le8NjU1lXvvvdeqWHMlaWlpeHl5Wc0aq1OnDu7u7qSlpdGkSZPryv3i9f369eOll16yWu4IkJGRQW5uLs2bN7e0OTg4cP/991/ynBo3bnzNYwYFBVm+dnV1xc3N7ZIlk5cTHByMv78/n3/+Od9++y19+/bF3v7S/3RenPW1c+dOTp48SUFBAXBhOWudOnVITU2lZcuWlmJZUWfPniUjI4OBAwcyaNAgS3teXh7lypUDLvw5XFzKe1HR76WLfZo2bYrBYLC0NW/enOzsbH7//XeqV69+ybMAqFKlyhWfxaeffsrMmTPJyMggOzubvLw83Nzciu0fExNzyYzHoZV8eaFyzWKvERERERERuZOoYCZyjVxdXfHz8wNgwYIFBAcHM3/+fAYOHEh2djYAq1evplq1albXXc/m6XZ2dhQWWm+CeKv3inJ2dr6l8W7U+PHjqVWrltVeWdfL1dX1mvv+u1BlMBgsRa2rGTBgALNnz2bv3r1s2bLlkvNnz54lNDSU0NBQFi1aRKVKlcjKyiI0NNSyt9yVnvvF75958+bxwAMPWJ0rbqnszbieZ7Fp0yZ69+7N+PHjCQ0NtcySmzp1arHxo6OjGTFihFXb4aaP3XziIiIiIiIit4nWx4jcADs7O15++WVeffVV/vnnH+rUqYPRaCQrKws/Pz+r49/7ef3444+Wr0+ePMn+/fsJCAgALixp/OOPP6yKZqmpqZeMv3PnTv755x+rmCaT6Yp7h10UFBTE77//zv79+6/pXgMCAjh06BCHDh2ytO3du5dTp05Rp06da4pxOV5eXkRGRvLyyy+Tn59vaa9ZsyaOjo5WM89yc3PZunXrVcdzdHS0inWr9OrVi127dlGvXr3L5vDLL79w/PhxJk+eTMuWLbnvvvsumbF1cQnq5QqglStXpmrVqhw8ePCS758aNWoAF/4cfv75Z86fP2+5ruj30sU+mzZtsvr+SUlJoWzZstx77703dO8bN27E29ubV155hcaNG+Pv789vv/12xWuMRiNubm5Wh5ZjioiIiIhIaaKfYERuULdu3ShTpgyzZ8+mbNmyREVFMXz4cOLj48nIyGDHjh28++67lk3bL5owYQJJSUns3r2biIgIKlasSOfOnYELbzA8duwYb775JhkZGcyePZuvvvrqkrFzcnIYOHAge/fuZc2aNYwdO5bIyMir7l8G0Lp1a1q1akXXrl1Zv349v/76K1999RVr1669bP+QkBACAwPp3bs3O3bsYMuWLfTr14/WrVtf15LIy4mOjuZ///uf5aUBcGHW2ODBgxk5ciRr165l7969DBo0iHPnzjFw4MArxvPx8eHXX38lNTWVv/7665J9tG5U+fLlOXLkCElJSZc9X716dRwdHXn33Xc5ePAgCQkJTJw40apPZGQkZ86c4YknnmDbtm2kp6ezcOFC9u3bB1yYcRcTE8PMmTPZv38/u3btIjY2lmnTpgEXinYGg4FBgwZZ/tzffvttqzGGDBnCoUOHeP755/nll1/44osvGDt2LCNGjLim743L8ff3JysriyVLlpCRkcHMmTNZsWLFDcUSEREREREpLVQwE7lB9vb2REZG8uabb3L27FkmTpzImDFjiImJISAggLCwMFavXm2ZIXTR5MmTeeGFF2jUqBF//PEHX375peVtmwEBAcyZM4fZs2cTHBzMli1bLnkTIsDDDz+Mv78/rVq1okePHjz66KOXbEJ/JcuWLaNJkyb07NmTOnXqMGrUqGJnZhkMBr744gvKly9Pq1atCAkJwdfXl08//fTaH1YxKlSowOjRo61mTcGFZ9S1a1f69u1Lw4YNOXDgAOvWraN8+fJXjNe1a1fCwsJo27YtlSpVYvHixTed40Xu7u7FLgGtVKkScXFxfPbZZ9SpU4fJkydfUszy8PDgm2++ITs7m9atW9OoUSPmzZtnWR751FNP8eGHHxIbG0tgYCCtW7cmLi7O8v1jMpn48ssv2bVrFw0aNOCVV15hypQpVmNUq1aNNWvWsGXLFoKDg3n22WcZOHCg1ab91+vRRx9l+PDhREZGUr9+fTZu3MiYMWNuOJ6IiIiIiEhpYCj894ZJIlIikpOTadu2LSdPnsTd3d3W6YjcVgcD/8/WKYiUSoNP3fp9DEX+C6qXMdk6BZFSZ17mZ7ZOoVghXqG2TkFuocRD62ydwjXRpv8iIiIiIiIicsfSPB+xBS3JFBERERERERERKUIzzERukzZt2ug3IyIiIiIiIiKlgApmIiJS4pJO3mPrFERKpQPn99o6BZFSaaqb9v8TEZGboyWZIiIiIiIiIiIiRahgJiIiFnFxcXqLq4iIiIiI/OepYCYicotFRERgMBgwGAw4ODhQo0YNRo0axfnz522d2lX16NGD/fv32zoNERERERERm9IeZiIiJSAsLIzY2Fhyc3PZvn07/fv3x2AwMGXKFFundkXOzs44OzvbOg0RERERERGb0gwzEZESYDQa8fT0xMvLi86dOxMSEsL69esBMJvNDB06lHvuuQcnJydatGjB1q1bLdcmJydjMBhYt24dDRo0wNnZmYceeoijR4/y1VdfERAQgJubG7169eLcuXOW69auXUuLFi1wd3fHw8OD8PBwMjIyLOczMzMxGAwsX76ctm3b4uLiQnBwMJs2bbL0+feSzIyMDDp16kTlypUxmUw0adKExMTEEnxyIiIiIiIitqeCmYhICdu9ezcbN27E0dERgFGjRrFs2TLi4+PZsWMHfn5+hIaGcuLECavrxo0bx6xZs9i4cSOHDh2ie/fuTJ8+nU8++YTVq1fz9ddf8+6771r6nz17lhEjRrBt2zaSkpKws7OjS5cuFBQUWMV95ZVXiIqKIjU1lVq1atGzZ0/y8vIum3t2djYdOnQgKSmJn376ibCwMDp27EhWVtYtfkoiIiIiIpdXQKGOu+goLbQkU0SkBKxatQqTyUReXh5msxk7OztmzZrF2bNnee+994iLi6N9+/YAzJs3j/Xr1zN//nxGjhxpifH666/TvHlzAAYOHEh0dDQZGRn4+voC8Pjjj/Ptt98yevRoALp27WqVw4IFC6hUqRJ79+6lXr16lvaoqCgeeeQRAMaPH0/dunU5cOAA99133yX3ERwcTHBwsOXzxIkTWbFiBQkJCURGRl723s1mM2az2aottzAfB0OZa3t4IiIiIiIiNqYZZiIiJaBt27akpqayefNm+vfvz5NPPknXrl3JyMggNzfXUggDcHBw4P777yctLc0qRlBQkOXrypUr4+LiYimWXWw7evSo5XN6ejo9e/bE19cXNzc3fHx8AC6ZDVY0bpUqVQCs4hSVnZ1NVFQUAQEBuLu7YzKZSEtLu+IMs5iYGMqVK2d1fPX3nmL7i4iIiIiI3GlUMBMRKQGurq74+fkRHBzMggUL2Lx5M/Pnz7+uGA4ODpavL75xsyiDwWC13LJjx46cOHGCefPmsXnzZjZv3gxATk7OFeMClyzbvCgqKooVK1YwadIkvv/+e1JTUwkMDLwkZlHR0dGcPn3a6mhftu413rWIiIiIiIjtaUmmiEgJs7Oz4+WXX2bEiBEcOHAAR0dHUlJS8Pb2BiA3N5etW7cybNiwGx7j+PHj7Nu3j3nz5tGyZUsAfvjhh5vOPSUlhYiICLp06QJcmHGWmZl5xWuMRiNGo9GqTcsxRURERESkNNEMMxGR26Bbt26UKVOG9957j8GDBzNy5EjWrl3L3r17GTRoEOfOnWPgwIE3HL98+fJ4eHjwwQcfcODAAb755htGjBhx03n7+/uzfPlyUlNT2blzJ7169Sp2NpqIiIiIiMjdQjPMRERuA3t7eyIjI3nzzTf59ddfKSgooG/fvvz99980btyYdevWUb58+RuOb2dnx5IlSxg6dCj16tWjdu3azJw5kzZt2txU3tOmTWPAgAE0a9aMihUrMnr0aM6cOXNTMUVERERERO50hsLCwtLzTk8RESmV5t3bx9YpiJRKk8/vtXUKIqXSF25VbZ2CSKlT7+AqW6dQrLb3trN1CnILffv7eluncE20JFNERERERERERKQILckUERERERERkTtWIVoYJ7efZpiJiIiIiIiIiIgUoRlmIiJS4n6yz7F1CiKlUoBLFVunIFIqlSmjNzqLiMjN0QwzERERERERERGRIlQwE5FSqU2bNgwbNszWaVy3uLg43N3dbTZ+ZmYmBoOB1NRUm+UgIiIiIiJyp1PBTERuSEREBAaDAYPBgIODAzVq1GDUqFGcP3/+toy/fPlyJk6cWOLjXLzHokeLFi1KfNxbISIigs6dO1u1eXl5ceTIEerVq2ebpEREREREREoB7WEmIjcsLCyM2NhYcnNz2b59O/3798dgMDBlypQSH7tChQolPsZFsbGxhIWFWT47OjretrEvJzc3FwcHhxu6tkyZMnh6et7ijERERERERO4ummEmIjfMaDTi6emJl5cXnTt3JiQkhPXr11vO+/j4MH36dKtr6tevz7hx4wAoLCxk3LhxVK9eHaPRSNWqVRk6dKil75w5c/D398fJyYnKlSvz+OOPW879e0nmwoULady4MWXLlsXT05NevXpx9OhRy/nk5GQMBgNJSUk0btwYFxcXmjVrxr59+656n+7u7nh6elqOi8U6s9lMVFQU1apVw9XVlQceeIDk5GSra+Pi4qhevTouLi506dKF48ePXxL/iy++oGHDhjg5OeHr68v48ePJy8uznDcYDLz33ns8+uijuLq68sYbb5Cfn8/AgQOpUaMGzs7O1K5dmxkzZliuGTduHPHx8XzxxReWmXHJycmXXZK5YcMG7r//foxGI1WqVOGll16yGr9NmzYMHTqUUaNGUaFCBTw9PS1/hiIiIiIiIncjFcxE5JbYvXs3GzduvK7ZV8uWLeOdd95h7ty5pKens3LlSgIDAwHYtm0bQ4cOZcKECezbt4+1a9fSqlWrYmPl5uYyceJEdu7cycqVK8nMzCQiIuKSfq+88gpTp05l27Zt2NvbM2DAgOu+14siIyPZtGkTS5Ys4eeff6Zbt26EhYWRnp4OwObNmxk4cCCRkZGkpqbStm1bXn/9dasY33//Pf369eOFF15g7969zJ07l7i4ON544w2rfuPGjaNLly7s2rWLAQMGUFBQwL333stnn33G3r17ee2113j55ZdZunQpAFFRUXTv3p2wsDCOHDnCkSNHaNas2SX3cPjwYTp06ECTJk3YuXMn7733HvPnz78kz/j4eFxdXdm8eTNvvvkmEyZMsCqOioiIiIiI3E20JFNEbtiqVaswmUzk5eVhNpuxs7Nj1qxZ13x9VlYWnp6ehISE4ODgQPXq1bn//vst51xdXQkPD6ds2bJ4e3vToEGDYmMVLXz5+voyc+ZMmjRpQnZ2NiaTyXLujTfeoHXr1gC89NJLPPLII5w/fx4nJ6diY/fs2ZMyZcpYPn/88cc0bNiQ2NhYsrKyqFq1KnChSLV27VpiY2OZNGkSM2bMICwsjFGjRgFQq1YtNm7cyNq1ay2xxo8fz0svvUT//v0tuU+cOJFRo0YxduxYS79evXrx5JNPWuU1fvx4y9c1atRg06ZNLF26lO7du2MymXB2dsZsNl9xCeacOXPw8vJi1qxZGAwG7rvvPv73v/8xevRoXnvtNezsLvxeJSgoyJKPv78/s2bNIikpiXbt2hUbW0RERETkVigoLLR1CvIfpIKZiNywtm3b8t5773H27Fneeecd7O3t6dq16zVf361bN6ZPn46vry9hYWF06NCBjh07Ym9vT7t27fD29racCwsLo0uXLri4uFw21vbt2xk3bhw7d+7k5MmTFBQUABcKb3Xq1LH0CwoKsnxdpUoVAI4ePUr16tWLzfOdd94hJCTE6rrk5GTy8/OpVauWVV+z2YyHhwcAaWlpdOnSxep806ZNrQpmO3fuJCUlxWpGWX5+PufPn+fcuXOW+23cuPElec2ePZsFCxaQlZXFP//8Q05ODvXr1y/2Pi4nLS2Npk2bYjAYLG3NmzcnOzub33//3fJcij63i8+g6JLXosxmM2az2aotvzCfMoYyl+0vIiIiIiJyp9GSTBG5Ya6urvj5+REcHMyCBQvYvHkz8+fPt5y3s7Oj8F+/DcrNzbV87eXlxb59+5gzZw7Ozs4MGTKEVq1akZubS9myZdmxYweLFy+mSpUqvPbaawQHB3Pq1KlL8jh79iyhoaG4ubmxaNEitm7dyooVKwDIycmx6lt0s/yLRaKLxbXieHp64ufnZzlcXV3Jzs6mTJkybN++ndTUVMuRlpZmtZfY1WRnZzN+/HirGLt27SI9Pd1q1purq6vVdUuWLCEqKoqBAwfy9ddfk5qaypNPPnnJ/d4q/37JgMFgKPa5xcTEUK5cOatjx+lfSiQvERERERGRkqAZZiJyS9jZ2fHyyy8zYsQIevXqhbOzM5UqVeLIkSOWPmfOnOHXX3+1us7Z2ZmOHTvSsWNHnnvuOe677z527dpFw4YNsbe3JyQkhJCQEMaOHYu7uzvffPMNjz32mFWMX375hePHjzN58mS8vLyAC3uglaQGDRqQn5/P0aNHadmy5WX7BAQEsHnzZqu2H3/80epzw4YN2bdvH35+ftc1fkpKCs2aNWPIkCGWtoyMDKs+jo6O5OfnXzFOQEAAy5Yto7Cw0FJATElJoWzZstx7773XldNF0dHRjBgxwqptZOCTxfQWERERERG582iGmYjcMt26daNMmTLMnj0bgIceeoiFCxfy/fffs2vXLvr372+1F1hcXBzz589n9+7dHDx4kI8//hhnZ2e8vb1ZtWoVM2fOJDU1ld9++42PPvqIgoICateufcm41atXx9HRkXfffZeDBw+SkJDAxIkTS/Rea9WqRe/evenXrx/Lly/n119/ZcuWLcTExLB69WoAhg4dytq1a3n77bdJT09n1qxZVssxAV577TU++ugjxo8fz549e0hLS2PJkiW8+uqrVxzf39+fbdu2sW7dOvbv38+YMWPYunWrVR8fHx9+/vln9u3bx19//WU1u++iIUOGcOjQIZ5//nl++eUXvvjiC8aOHcuIESMs+5ddL6PRiJubm9Wh5ZgiIiIiIlKaqGAmIreMvb09kZGRvPnmm5w9e5bo6Ghat25NeHg4jzzyCJ07d6ZmzZqW/u7u7sybN4/mzZsTFBREYmIiX375JR4eHri7u7N8+XIeeughAgICeP/991m8eDF169a9ZNxKlSoRFxfHZ599Rp06dZg8eTJvv/12id9vbGws/fr148UXX6R27dp07tyZrVu3Wvb9evDBB5k3bx4zZswgODiYr7/++pJCWGhoKKtWreLrr7+mSZMmPPjgg7zzzjt4e3tfcexnnnmGxx57jB49evDAAw9w/Phxq9lmAIMGDaJ27do0btyYSpUqkZKSckmcatWqsWbNGrZs2UJwcDDPPvssAwcOvGrBTkRERERE5G5mKPz3BkMiIiK32BCf7rZOQaRUyio4a+sUREqlt4z6EUfkegWkr7F1CsVqVe1hW6cgt9B3h5NsncI10QwzERERERERERGRIlQwExERERERERERKUJvyRQRERERERGRO5YWWYstqGAmIiIlLrKM9mESuRFfFZS3dQoipVKPvzNsnYJIqfOzrRMQucNoSaaIiIiIiIiIiEgRKpiJiIiIiIiIiIgUoYKZiIhYxMXF4e7ubus0REREREREbEoFMxGR2yAiIgKDwYDBYMDBwYEaNWowatQozp8/b+vURERERERE5F+06b+IyG0SFhZGbGwsubm5bN++nf79+2MwGJgyZYqtUxMREREREZEiNMNMROQ2MRqNeHp64uXlRefOnQkJCWH9+vUAPP7440RGRlr6Dhs2DIPBwC+//AJATk4Orq6uJCYmArB27VpatGiBu7s7Hh4ehIeHk5Hx/94IlpmZicFgYPny5bRt2xYXFxeCg4PZtGmTVU5xcXFUr14dFxcXunTpwvHjx63OZ2Rk0KlTJypXrozJZKJJkyaWHERERERERO5WKpiJiNjA7t272bhxI46OjgC0bt2a5ORky/kNGzZQsWJFS9vWrVvJzc2lWbNmAJw9e5YRI0awbds2kpKSsLOzo0uXLhQUFFiN88orrxAVFUVqaiq1atWiZ8+e5OXlAbB582YGDhxIZGQkqamptG3bltdff93q+uzsbDp06EBSUhI//fQTYWFhdOzYkaysrBJ6MiIiIiIiIrZnKCwsLLR1EiIid7uIiAg+/vhjnJycyMvLw2w2Y2dnx9KlS+natSu7du0iODiYP//8E3t7ezw9PRkzZgy7d+9myZIlvPHGG6xZs4aUlJTLxv/rr7+oVKkSu3btol69emRmZlKjRg0+/PBDBg4cCMDevXupW7cuaWlp3HffffTq1YvTp0+zevVqS5wnnniCtWvXcurUqWLvpV69ejz77LNWM+KKMpvNmM1mq7aD9bvjaChznU9NRL7KLW/rFERKpficjKt3EhErP/+x6eqdbKR5tYdsnYLcQimHv7F1CtdEM8xERG6Ttm3bkpqayubNm+nfvz9PPvkkXbt2BS4UoSpUqMCGDRv4/vvvadCgAeHh4WzYsAG4MOOsTZs2lljp6en07NkTX19f3Nzc8PHxAbhk5ldQUJDl6ypVqgBw9OhRANLS0njggQes+jdt2tTqc3Z2NlFRUQQEBODu7o7JZCItLe2KM8xiYmIoV66c1THvpH5wERERERGR0kMFMxGR28TV1RU/Pz+Cg4NZsGABmzdvZv78+QAYDAZatWpFcnKypTgWFBSE2Wy2LN9s3bq1JVbHjh05ceIE8+bNY/PmzWzevBm4sNdZUQ4ODpavDQYDwCXLNq8kKiqKFStWMGnSJL7//ntSU1MJDAy8ZJyioqOjOX36tNUxqHzNax5TRERERETE1vSWTBERG7Czs+Pll19mxIgR9OrVC2dnZ1q3bs28efMwGo288cYb2NnZ0apVK9566y3MZjPNmzcH4Pjx4+zbt4958+bRsmVLAH744YfrziEgIMBSaLvoxx9/tPqckpJCREQEXbp0AS7MOMvMzLxiXKPRiNFotGrTckwRERERESlNNMNMRMRGunXrRpkyZZg9ezYAbdq0Ye/evezZs4cWLVpY2hYtWkTjxo1xdXUFoHz58nh4ePDBBx9w4MABvvnmG0aMGHHd4w8dOpS1a9fy9ttvk56ezqxZs1i7dq1VH39/f5YvX05qaio7d+6kV69e1zVDTUREREREpDRSwUxExEbs7e2JjIzkzTff5OzZswQGBuLu7k79+vUxmUzAhYJZfn6+1f5ldnZ2LFmyhO3bt1OvXj2GDx/OW2+9dd3jP/jgg8ybN48ZM2YQHBzM119/zauvvmrVZ9q0aZQvX55mzZrRsWNHQkNDadiw4U3dt4iIiIiIyJ1Ob8kUEZESt7fmI7ZOQaRU0lsyRW6M3pIpcv30lky5XfSWTBERERERERERkVJIBTMREREREREREZEi9JZMEREREREREbljFaCdpOT2U8FMRERKnP/md22dgkipFFS1pa1TEBEREflP0pJMERERERERERGRIlQwE5FbJi4uDnd3d5uN7+Pjw/Tp0202/s3KzMzEYDCQmppq61QAaNOmDcOGDbN1GiIiIiIiIredCmYiAsCxY8cYPHgw1atXx2g04unpSWhoKCkpKdcco0ePHuzfv/+6xr3Woszl+s2YMQOj0ciSJUsA2Lp1K08//bTlvMFgYOXKlVbXjBs3jvr1619XjneSNm3aYDAYLPd80fTp0/Hx8bmlYy1fvpyJEyfe0pgiIiIiIiKlgfYwExEAunbtSk5ODvHx8fj6+vLnn3+SlJTE8ePHrzmGs7Mzzs7OJZjl/zN27FjefvttvvjiC8LCwgCoVKnSbRnb1pycnHj11Vfp2rUrDg4OJTZOhQoVSiy2iIiIiIjInUwzzESEU6dO8f333zNlyhTatm2Lt7c3999/P9HR0Tz66KOWftOmTSMwMBBXV1e8vLwYMmQI2dnZlvP/XpJ5cTbXwoUL8fHxoVy5cjzxxBP8/fffAERERLBhwwZmzJiBwWDAYDCQmZl5xVwLCwt5/vnnmTlzJuvXr7cUy8B6SebF2VZdunTBYDDg4+NDXFwc48ePZ+fOnZbx4uLiKCwsZNy4cZbZdVWrVmXo0KHF5pCRkUGnTp2oXLkyJpOJJk2akJiYaNXHx8eHSZMmMWDAAMqWLUv16tX54IMPrPps2bKFBg0a4OTkROPGjfnpp5+ueO8X9ezZk1OnTjFv3rwr9vviiy9o2LAhTk5O+Pr6Mn78ePLy8gDo1asXPXr0sOqfm5tLxYoV+eijj4BLZ/XNmTMHf39/nJycqFy5Mo8//vg15SsiIiIiIlLaqGAmIphMJkwmEytXrsRsNhfbz87OjpkzZ7Jnzx7i4+P55ptvGDVq1BVjZ2RksHLlSlatWsWqVavYsGEDkydPBi4sqWzatCmDBg3iyJEjHDlyBC8vr2Jj5eXl0adPHz7//HM2bNhAs2bNiu27detWAGJjYzly5Ahbt26lR48evPjii9StW9cyXo8ePVi2bBnvvPMOc+fOJT09nZUrVxIYGFhs7OzsbDp06EBSUhI//fQTYWFhdOzYkaysLKt+U6dOtRTChgwZwuDBg9m3b58lRnh4OHXq1GH79u2MGzeOqKioKz7Li9zc3HjllVeYMGECZ8+evWyf77//nn79+vHCCy+wd+9e5s6dS1xcHG+88QYAvXv35ssvv7QqeK5bt45z587RpUuXS+Jt27aNoUOHMmHCBPbt28fatWtp1arVNeUrIiIiIiJS2qhgJiLY29sTFxdHfHw87u7uNG/enJdffpmff/7Zqt+wYcNo27YtPj4+PPTQQ7z++ussXbr0irELCgqIi4ujXr16tGzZkr59+5KUlARAuXLlcHR0xMXFBU9PTzw9PSlTpkyxsebNm8fnn3/Ot99+S1BQ0BXHvbg8093dHU9PTypVqoSzszMmkwl7e3vLeM7OzmRlZeHp6UlISAjVq1fn/vvvZ9CgQcXGDg4O5plnnqFevXr4+/szceJEatasSUJCglW/Dh06MGTIEPz8/Bg9ejQVK1bk22+/BeCTTz6hoKCA+fPnU7duXcLDwxk5cuQV76moIUOG4OTkxLRp0y57fvz48bz00kv0798fX19f2rVrx8SJE5k7dy4AoaGhuLq6smLFCss1n3zyCY8++ihly5a9JF5WVhaurq6Eh4fj7e1NgwYNrjgLT0REREREpDRTwUxEgAt7mP3vf/8jISGBsLAwkpOTadiwIXFxcZY+iYmJPPzww1SrVo2yZcvSt29fjh8/zrlz54qN6+PjY1WAqVKlCkePHr2hHFu0aIHJZGLMmDGWpYW3Qrdu3fjnn3/w9fVl0KBBrFix4orxs7OziYqKIiAgAHd3d0wmE2lpaZfMMCta1DMYDHh6elruPS0tjaCgIP4/9u48rqpq///4+yB6EA6CGglxQSRHFFAcSL2JQ3yhHNDIKYdwwNRbaUYWKmk5EOScdm0yyLyWZpE3LTMSr2I5JQ5FaigXv2poFCaaQMDvD7+dHydQUdED+nr62I8HZ++113rv/f0+8vphrXXs7OzMbTp27FjhzEajUS+99JLmzp2rn3/+ucz1ffv26aWXXjLPHjSZTOaZfBcuXJCtra0GDBiglStXSpLOnz+vTz75REOGDCl3vODgYDVs2FDe3t4aNmyYVq5cedn/u+fn5+u3336zOK40cxEAAAC4kpKSEo7b6KguKJgBMLOzs1NwcLBiYmK0fft2RUREaPr06ZKkzMxM9erVS35+flq7dq327NmjpUuXSpIKCgou2+dfN6U3GAwqLi6+rny+vr5KTk7W5s2bNXDgwEormnl4eOjQoUN67bXXVLt2bY0fP15dunRRYWFhue2joqL08ccfa86cOdq6davS0tLk6+tb5j1U5rOXZ+jQoWrYsKFmzZpV5lpeXp5efPFFpaWlmY8DBw7oyJEj5iLdkCFDlJycrNOnTyspKUm1a9e22BOuNEdHR3377bdatWqV3Nzc9MILL8jf31+5ubll2sbGxsrJycniiFu0rNKeGwAAAABuNgpmAC7Lx8fHvEfWnj17VFxcrHnz5um+++5T06ZNdfLkyRseo1atWioqKqpw+9atWys5OVn/+c9/NGDAgMsWtaRLBau/9n258WrXrq3evXtr8eLFSklJ0ddff60DBw6U229qaqoiIiLUr18/+fr6ytXV9apfVvBXLVq00P79+3Xx4kXzuW+++eaa+rCxsVFsbKz++c9/lhk/ICBAhw4dUuPGjcscNjaX/tPfqVMneXh46IMPPtDKlSvVv3//K37rpq2trR544AHFx8dr//79yszM1FdffVWmXXR0tM6ePWtxPDdh7DU9GwAAAABYk621AwCwvpycHPXv318jR46Un5+fHB0dtXv3bsXHxyssLEyS1LhxYxUWFurVV19V7969lZqaqmXLbnzWkJeXl3bs2KHMzEyZTCbVq1fPXNC5HH9/f3311Vfq0aOHBgwYoNWrV5db6PHy8lJycrI6d+4so9GounXrysvLS8eOHVNaWpr+9re/ydHRUatWrVJRUZECAwNlb2+v9957T7Vr11bDhg3LHb9Jkyb66KOP1Lt3bxkMBsXExFzzzLFHH31UU6dOVWRkpKKjo5WZmam5c+deUx+S1LNnTwUGBur1119XgwYNzOdfeOEF9erVS56ennrkkUdkY2Ojffv26eDBgxYz0h599FEtW7ZMhw8fNu+vVp5PP/1UR48eVZcuXVS3bl1t2LBBxcXFatasWZm2RqNRRqPR4lxhQdllowAAAABQVTHDDIBMJpMCAwO1YMECdenSRa1atVJMTIwiIyO1ZMkSSZeKVPPnz1dcXJxatWqllStXKjY29obHjoqKUo0aNeTj4yMXF5cy+4Bdjq+vr7766itt375d/fv3L3dZ6Lx587Rp0yZ5eHioTZs2ki7t1RYaGqpu3brJxcVFq1atkrOzs95880117txZfn5++vLLL/Xvf/9b9evXL3fs+fPnq27duurUqZN69+6tkJAQBQQEXNNzm0wm/fvf/9aBAwfUpk0bTZ06VXFxcdfUx5/i4uIsZqpJlzb1//TTT/XFF1+offv2uu+++7RgwYIyRcAhQ4bo+++/l7u7uzp37nzZMZydnfXRRx+pe/fuatGihZYtW6ZVq1apZcuW15UZAAAAAKoyQ0l12nENAFAtFf581NoRgGqp9j33WzsCAOAO8UfBCWtHuKz77ulq7QioRN+cTLF2hAphhhkAAAAAAABQCgUzAAAAAAAAoBQKZgAAAAAAAEApfEsmAOCmYx8m4Pr8fnKrtSMA1RJ/7wC3l2Kx9TpuPWaYAQAAAAAAAKVQMAMAAAAAAABKoWAGAAAAAAAAlELBDACqgDNnzmjcuHHy9PSU0WiUq6urQkJClJqaau1oAAAAAHDHYdN/AKgCwsPDVVBQoMTERHl7eys7O1vJycnKycmxdjQAAAAAuOMwwwwArCw3N1dbt25VXFycunXrpoYNG6pDhw6Kjo5Wnz59JEnz58+Xr6+vHBwc5OHhofHjxysvL8/cR0JCgpydnfXpp5+qWbNmsre31yOPPKILFy4oMTFRXl5eqlu3rp566ikVFRWZ7/v11181fPhw1a1bV/b29nrwwQd15MgR8/WcnBwNHjxY7u7usre3l6+vr1atWnXrXg4AAAAAWAEFMwCwMpPJJJPJpKSkJOXn55fbxsbGRosXL9Z3332nxMREffXVV5o8ebJFmwsXLmjx4sV6//339fnnnyslJUX9+vXThg0btGHDBq1YsUKvv/66PvzwQ/M9ERER2r17t9atW6evv/5aJSUleuihh1RYWChJunjxotq2bav169fr4MGDGjNmjIYNG6adO3fevBcCAAAAAFZmKCkpKbF2CAC4061du1aRkZH6/fffFRAQoKCgIA0aNEh+fn7ltv/www81duxY/fzzz5IuzTAbMWKEfvzxR917772SpLFjx2rFihXKzs6WyWSSJIWGhsrLy0vLli3TkSNH1LRpU6WmpqpTp06SLs0o8/DwUGJiovr371/u2L169VLz5s01d+7ccq/n5+eXKfzVrd9cBoPh2l8McIf7/eRWa0cAqqXa99xv7QhAtfNHwQlrR7isDvcEWTsCKtHOk1usHaFCmGEGAFVAeHi4Tp48qXXr1ik0NFQpKSkKCAhQQkKCJOnLL79Ujx495O7uLkdHRw0bNkw5OTm6cOGCuQ97e3tzsUySGjRoIC8vL3Ox7M9zp0+fliSlp6fL1tZWgYGB5uv169dXs2bNlJ6eLkkqKirSzJkz5evrq3r16slkMmnjxo3Kysq67LPExsbKycnJ4igpPlcp7wkAAAB3nhL+3FZ/qgsKZgBQRdjZ2Sk4OFgxMTHavn27IiIiNH36dGVmZqpXr17y8/PT2rVrtWfPHi1dulSSVFBQYL6/Zs2aFv0ZDIZyzxUXF1c40yuvvKJFixbpueee0+bNm5WWlqaQkBCLcf8qOjpaZ8+etTgMNo4VHhMAAAAArI2CGQBUUT4+Pjp//rz27Nmj4uJizZs3T/fdd5+aNm2qkydP3nD/LVq00B9//KEdO3aYz+Xk5OjQoUPy8fGRJKWmpiosLExDhw6Vv7+/vL29dfjw4Sv2azQaVadOHYuD5ZgAAAAAqhMKZgBgZTk5Oerevbvee+897d+/X8eOHdOaNWsUHx+vsLAwNW7cWIWFhXr11Vd19OhRrVixQsuWLbvhcZs0aaKwsDBFRkZq27Zt2rdvn4YOHSp3d3eFhYWZ22zatEnbt29Xenq6Hn/8cWVnZ9/w2AAAAABQlVEwAwArM5lMCgwM1IIFC9SlSxe1atVKMTExioyM1JIlS+Tv76/58+crLi5OrVq10sqVKxUbG1spY7/zzjtq27atevXqpY4dO6qkpEQbNmwwL+WcNm2aAgICFBISoq5du8rV1VV9+/atlLEBAAAAoKriWzIBADedbS13a0cAqiW+JRO4PnxLJnDtqvK3ZLa/p4u1I6AS7Tr5H2tHqBBmmAEAAAAAAAClUDADAAAAAAAASqFgBgAAAAAAAJRia+0AAIDbX86QFtaOAFRL8W1jrB0BAACrY+t1WAMzzAAAAAAAAIBSKJgBwB3Gy8tLCxcutHYMAAAAAKiyKJgBQClnzpzRuHHj5OnpKaPRKFdXV4WEhCg1NfWmjpuZmSmDwaAaNWroxAnLr/Q+deqUbG1tZTAYlJmZecNj7dq1S2PGjLnhfgAAAADgdkXBDABKCQ8P1969e5WYmKjDhw9r3bp16tq1q3Jycm7J+O7u7nr33XctziUmJsrd3f2G+y4oKJAkubi4yN7e/ob7AwAAAIDbFQUzAPg/ubm52rp1q+Li4tStWzc1bNhQHTp0UHR0tPr06WNuN3/+fPn6+srBwUEeHh4aP3688vLyzNcTEhLk7OysjRs3qkWLFjKZTAoNDdWpU6eumuGxxx7TO++8Y3HunXfe0WOPPWZxrqioSKNGjVKjRo1Uu3ZtNWvWTIsWLbJoExERob59+2r27Nm655571KxZM0lll2QaDAa99dZb6tevn+zt7dWkSROtW7fOoq8tW7aoQ4cOMhqNcnNz0/PPP68//vjjqs8DAAAAANURBTMA+D8mk0kmk0lJSUnKz8+/bDsbGxstXrxY3333nRITE/XVV19p8uTJFm0uXLiguXPnasWKFfrPf/6jrKwsRUVFXTVDnz599Ouvv2rbtm2SpG3btunXX39V7969LdoVFxfrb3/7m9asWaPvv/9eL7zwgqZMmaLVq1dbtEtOTtahQ4e0adMmffrpp5cd98UXX9SAAQO0f/9+PfTQQxoyZIh++eUXSdKJEyf00EMPqX379tq3b5/++c9/6u2339asWbOu+jwAAAAAUB1RMAOA/2Nra6uEhAQlJibK2dlZnTt31pQpU7R//36LdhMnTlS3bt3k5eWl7t27a9asWWUKVYWFhVq2bJnatWungIAAPfHEE0pOTr5qhpo1a2ro0KFavny5JGn58uUaOnSoatasWabdiy++qHbt2qlRo0YaMmSIRowYUSaHg4OD3nrrLbVs2VItW7a87LgREREaPHiwGjdurDlz5igvL087d+6UJL322mvy8PDQkiVL1Lx5c/Xt21cvvvii5s2bp+Li4jJ95efn67fffrM48ovKtgMAAACAqoqCGQCUEh4erpMnT2rdunUKDQ1VSkqKAgIClJCQYG7z5ZdfqkePHnJ3d5ejo6OGDRumnJwcXbhwwdzG3t5e9957r/mzm5ubTp8+XaEMI0eO1Jo1a/TTTz9pzZo1GjlyZLntli5dqrZt28rFxUUmk0lvvPGGsrKyLNr4+vqqVq1aVx3Tz8/P/LODg4Pq1Kljzpuenq6OHTvKYDCY23Tu3Fl5eXn63//93zJ9xcbGysnJyeKYvz+zIo8OAAAAAFUCBTMA+As7OzsFBwcrJiZG27dvV0REhKZPny7p0rdZ9urVS35+flq7dq327NmjpUuXSvr/m+pLKjMjzGAwqKSkpELj+/r6qnnz5ho8eLBatGihVq1alWnz/vvvKyoqSqNGjdIXX3yhtLQ0jRgxwiKDdKn4VRHl5S1v9lhFREdH6+zZsxbHJD+v6+oLAAAAKFYJx210VBe21g4AAFWdj4+PkpKSJEl79uxRcXGx5s2bJxubS79z+OsyyMowcuRIjR8/Xv/85z/LvZ6amqpOnTpp/Pjx5nMZGRmVnkOSWrRoobVr16qkpMQ8yyw1NVWOjo7629/+Vqa90WiU0Wi0OFdSg9/PAAAAAKg++BcMAPyfnJwcde/eXe+9957279+vY8eOac2aNYqPj1dYWJgkqXHjxiosLNSrr76qo0ePasWKFVq2bFmlZ4mMjNSZM2c0evTocq83adJEu3fv1saNG3X48GHFxMRo165dlZ5DksaPH6/jx4/rySef1A8//KBPPvlE06dP16RJk8xFQwAAAAC4nfAvHQD4PyaTSYGBgVqwYIG6dOmiVq1aKSYmRpGRkVqyZIkkyd/fX/Pnz1dcXJxatWqllStXKjY2ttKz2Nra6q677pKtbfkTgR9//HE9/PDDGjhwoAIDA5WTk2Mx26wyubu7a8OGDdq5c6f8/f01duxYjRo1StOmTbsp4wEAAACAtRlKKrqpDgAA1+nsiAesHQGolpZ81cDaEYBqafqpFGtHAKqdPwpOWDvCZQW4/d3aEVCJvj21zdoRKoQZZgAAAAAAAEApFMwAAAAAAACAUiiYAQAAAAAAAKWUv5s0AACVKH7z3daOAFRLo+qcsXYEoFr6uMDb2hEAANUcM8wAAAAAAACAUiiYAcBNFBERob59+5o/d+3aVRMnTqwyecpj7YwAAABAaSUlJRy30VFdsCQTwG3vzJkzeuGFF7R+/XplZ2erbt268vf31wsvvKDOnTvf0iwfffSRatasedV2v//+u9zd3WVjY6MTJ07IaDTegnSXVDQjAAAAANyuKJgBuO2Fh4eroKBAiYmJ8vb2VnZ2tpKTk5WTk3PLs9SrV69C7dauXauWLVuqpKRESUlJGjhw4BXbFxYWVlqRq6IZAQAAAOB2xZJMALe13Nxcbd26VXFxcerWrZsaNmyoDh06KDo6Wn369DG3mz9/vnx9feXg4CAPDw+NHz9eeXl55uszZsxQ69atLfpeuHChvLy8zJ+Lioo0adIkOTs7q379+po8eXKZKccVXe749ttva+jQoRo6dKjefvvtMtcNBoP++c9/qk+fPnJwcNDs2bNVVFSkUaNGqVGjRqpdu7aaNWumRYsWldv/iy++KBcXF9WpU0djx45VQUHBZTOuWLFC7dq1k6Ojo1xdXfXoo4/q9OnTV30GAAAAAKiuKJgBuK2ZTCaZTCYlJSUpPz//su1sbGy0ePFifffdd0pMTNRXX32lyZMnX9NY8+bNU0JCgpYvX65t27bpl19+0ccff3zNmTMyMvT1119rwIABGjBggLZu3ar//ve/ZdrNmDFD/fr104EDBzRy5EgVFxfrb3/7m9asWaPvv/9eL7zwgqZMmaLVq1db3JecnKz09HSlpKRo1apV+uijj/Tiiy9eNk9hYaFmzpypffv2KSkpSZmZmYqIiLjm5wIAAACA6oIlmQBua7a2tkpISFBkZKSWLVumgIAABQUFadCgQfLz8zO3Kz2jysvLS7NmzdLYsWP12muvVXishQsXKjo6Wg8//LAkadmyZdq4ceM1Z16+fLkefPBB1a1bV5IUEhKid955RzNmzLBo9+ijj2rEiBEW50oXvho1aqSvv/5aq1ev1oABA8zna9WqpeXLl8ve3l4tW7bUSy+9pGeffVYzZ86UjU3Z36OMHDnS/LO3t7cWL16s9u3bKy8vTyaT6ZqfDwAAAACqOmaYAbjthYeH6+TJk1q3bp1CQ0OVkpKigIAAJSQkmNt8+eWX6tGjh9zd3eXo6Khhw4YpJydHFy5cqNAYZ8+e1alTpxQYGGg+Z2trq3bt2l1T1qKiIiUmJmro0KHmc0OHDlVCQoKKi4st2pbX99KlS9W2bVu5uLjIZDLpjTfeUFZWlkUbf39/2dvbmz937NhReXl5On78eLmZ9uzZo969e8vT01OOjo4KCgqSpDL9/ik/P1+//fabxfFHSVHFXgAAAAAAVAEUzADcEezs7BQcHKyYmBht375dERERmj59uiQpMzNTvXr1kp+fn9auXas9e/Zo6dKlkmTe28vGxqbMfmSFhYWVnnPjxo06ceKEBg4cKFtbW9na2mrQoEH673//q+TkZIu2Dg4OFp/ff/99RUVFadSoUfriiy+UlpamESNGWOxPdq3Onz+vkJAQ1alTRytXrtSuXbvMy0wv129sbKycnJwsju1nv7/uDAAAAABwq1EwA3BH8vHx0fnz5yVdmkFVXFysefPm6b777lPTpk118uRJi/YuLi766aefLIpmaWlp5p+dnJzk5uamHTt2mM/98ccf2rNnzzXlevvttzVo0CClpaVZHIMGDSp38//SUlNT1alTJ40fP15t2rRR48aNlZGRUabdvn379Pvvv5s/f/PNNzKZTPLw8CjT9ocfflBOTo5efvll3X///WrevPlVN/yPjo7W2bNnLY5OTj4VfAMAAAAAYH3sYQbgtpaTk6P+/ftr5MiR8vPzk6Ojo3bv3q34+HiFhYVJkho3bqzCwkK9+uqr6t27t1JTU7Vs2TKLfrp27aozZ84oPj5ejzzyiD7//HN99tlnqlOnjrnNhAkT9PLLL6tJkyZq3ry55s+fr9zc3ApnPXPmjP79739r3bp1atWqlcW14cOHq1+/fvrll19Ur169cu9v0qSJ3n33XW3cuFGNGjXSihUrtGvXLjVq1MiiXUFBgUaNGqVp06YpMzNT06dP1xNPPFHu/mWenp6qVauWXn31VY0dO1YHDx7UzJkzr/gcRqNRRqPR4pytoUZFXgEAAABQRrFKrt4IqGTMMANwWzOZTAoMDNSCBQvUpUsXtWrVSjExMYqMjNSSJUskXdrTa/78+YqLi1OrVq20cuVKxcbGWvTTokULvfbaa1q6dKn8/f21c+dORUVFWbR55plnNGzYMD322GPq2LGjHB0d1a9fvwpnfffdd+Xg4KAePXqUudajRw/Vrl1b77333mXvf/zxx/Xwww9r4MCBCgwMVE5OjsaPH19uX02aNFGXLl00cOBA9enTp8wXCvzJxcVFCQkJWrNmjXx8fPTyyy9r7ty5FX4mAAAAAKiODCV/3ZQHAIBKNtXrUWtHAKqlUY4/WzsCUC0N+Pn3qzcCYGH3qa3WjnBZ/q6drB0BlWjfT9utHaFCmGEGAAAAAAAAlELBDAAAAAAAACiFghkAAAAAAABQCt+SCQC46ZoV8vsZ4Ho0PfSdtSMA1dKJTk2sHQEAUM3xLxgAAAAAAACgFApmAAAAAAAAQCksyQQAXLOuXbuqdevWWrhwobWjAAAA4DZXohJrR8AdiBlmAHCLnDlzRuPGjZOnp6eMRqNcXV0VEhKi1NRUa0cDAAAAAJTCDDMAuEXCw8NVUFCgxMREeXt7Kzs7W8nJycrJybF2NAAAAABAKcwwA4BbIDc3V1u3blVcXJy6deumhg0bqkOHDoqOjlafPn3MbUaPHi0XFxfVqVNH3bt31759+8x9zJgxQ61bt9aKFSvk5eUlJycnDRo0SOfOnTO3KS4uVmxsrBo1aqTatWvL399fH374oUWWdevWqUmTJrKzs1O3bt2UmJgog8Gg3NxcSVJOTo4GDx4sd3d32dvby9fXV6tWrbr5LwkAAAAAqggKZgBwC5hMJplMJiUlJSk/P7/cNv3799fp06f12Wefac+ePQoICFCPHj30yy+/mNtkZGQoKSlJn376qT799FNt2bJFL7/8svl6bGys3n33XS1btkzfffednn76aQ0dOlRbtmyRJB07dkyPPPKI+vbtq3379unxxx/X1KlTLXJcvHhRbdu21fr163Xw4EGNGTNGw4YN086dO2/CmwEAAACAqoclmQBwC9ja2iohIUGRkZFatmyZAgICFBQUpEGDBsnPz0/btm3Tzp07dfr0aRmNRknS3LlzlZSUpA8//FBjxoyRdGkGWUJCghwdHSVJw4YNU3JysmbPnq38/HzNmTNHX375pTp27ChJ8vb21rZt2/T6668rKChIr7/+upo1a6ZXXnlFktSsWTMdPHhQs2fPNmd1d3dXVFSU+fOTTz6pjRs3avXq1erQocNVnzU/P79MUbCwpEg1DTVu4A0CAAAAwK1DwQwAbpHw8HD17NlTW7du1TfffKPPPvtM8fHxeuutt3T+/Hnl5eWpfv36Fvf8/vvvysjIMH/28vIyF8skyc3NTadPn5Yk/fjjj7pw4YKCg4Mt+igoKFCbNm0kSYcOHVL79u0trv+1CFZUVKQ5c+Zo9erVOnHihAoKCpSfny97e/sKPWdsbKxefPFFi3N9Tb7qV8evQvcDAAAAgLVRMAOAW8jOzk7BwcEKDg5WTEyMRo8erenTp2v8+PFyc3NTSkpKmXucnZ3NP9esWdPimsFgUHFxsSQpLy9PkrR+/Xq5u7tbtPtz1lpFvPLKK1q0aJEWLlwoX19fOTg4aOLEiSooKKjQ/dHR0Zo0aZLFuTXNH6/w+AAAAABgbRTMAMCKfHx8lJSUpICAAP3000+ytbWVl5fXdfdlNBqVlZWloKCgcts0a9ZMGzZssDi3a9cui8+pqakKCwvT0KFDJV1aBnr48GH5+PhUKIfRaCxToGM5JgAAAIDqhIIZANwCOTk56t+/v0aOHCk/Pz85Ojpq9+7dio+PV1hYmB544AF17NhRffv2VXx8vJo2baqTJ09q/fr16tevn9q1a3fVMRwdHRUVFaWnn35axcXF+vvf/66zZ88qNTVVderU0WOPPabHH39c8+fP13PPPadRo0YpLS1NCQkJki7NVpOkJk2a6MMPP9T27dtVt25dzZ8/X9nZ2RUumAEAAACVqbikxNoRcAeiYAYAt4DJZFJgYKAWLFigjIwMFRYWysPDQ5GRkZoyZYoMBoM2bNigqVOnasSIETpz5oxcXV3VpUsXNWjQoMLjzJw5Uy4uLoqNjdXRo0fl7OysgIAATZkyRZLUqFEjffjhh3rmmWe0aNEidezYUVOnTtW4cePMs8KmTZumo0ePKiQkRPb29hozZoz69u2rs2fP3pR3AwAAAABVjaGkhFItANzJZs+erWXLlun48eM3bYx33YfetL6B29nIM5utHQGolk50amLtCEC106CcvXSrilYN7rN2BFSig9nfWDtChTDDDADuMK+99prat2+v+vXrKzU1Va+88oqeeOIJa8cCAAAAgCqDghkA3GGOHDmiWbNm6ZdffpGnp6eeeeYZRUdHWzsWAAAAAFQZFMwA4A6zYMECLViwwNoxAAAAAKDKomAGALjpiq0dAKim2rs0tXYEoFram17xL8wBcEmotQMAVYyNtQMAAAAAAAAAVQkFMwC4g3Tt2lUTJ068YhsvLy8tXLjwluQBAAAAgKqIghkAVEFnzpzRuHHj5OnpKaPRKFdXV4WEhCg1NfWmj71r1y6NGTPmpo8DAAAAVEQJf26rP9UFe5gBQBUUHh6ugoICJSYmytvbW9nZ2UpOTlZOTs519VdQUKBatWpVqK2Li8t1jQEAAAAAtwtmmAFAFZObm6utW7cqLi5O3bp1U8OGDdWhQwdFR0erT58+5jajR4+Wi4uL6tSpo+7du2vfvn3mPmbMmKHWrVvrrbfeUqNGjWRnZ2e+9scff+iJJ56Qk5OT7rrrLsXExKik5P//puevSzLnz58vX19fOTg4yMPDQ+PHj1deXt7NfxEAAAAAYCUUzACgijGZTDKZTEpKSlJ+fn65bfr376/Tp0/rs88+0549exQQEKAePXrol19+Mbf58ccftXbtWn300UdKS0szn09MTJStra127typRYsWaf78+Xrrrbcum8fGxkaLFy/Wd999p8TERH311VeaPHlypT0vAAAAAFQ1FMwAoIqxtbVVQkKCEhMT5ezsrM6dO2vKlCnav3+/JGnbtm3auXOn1qxZo3bt2qlJkyaaO3eunJ2d9eGHH5r7KSgo0Lvvvqs2bdrIz8/PfN7Dw0MLFixQs2bNNGTIED355JNasGDBZfNMnDhR3bp1k5eXl7p3765Zs2Zp9erVN+8FAAAAAICVUTADgCooPDxcJ0+e1Lp16xQaGqqUlBQFBAQoISFB+/btU15enurXr2+ejWYymXTs2DFlZGSY+2jYsGG5+5Hdd999MhgM5s8dO3bUkSNHVFRUVG6WL7/8Uj169JC7u7scHR01bNgw5eTk6MKFC+W2z8/P12+//WZxFJaU3zcAAAAAVEUUzACgirKzs1NwcLBiYmK0fft2RUREaPr06crLy5Obm5vS0tIsjkOHDunZZ5813+/g4HDDGTIzM9WrVy/5+flp7dq12rNnj5YuXSrp0gy28sTGxsrJycniWH/uuxvOAgAAAAC3Ct+SCQDVhI+Pj5KSkhQQEKCffvpJtra28vLyuuZ+duzYYfH5m2++UZMmTVSjRo0ybffs2aPi4mLNmzdPNjaXfsdyteWY0dHRmjRpksW5D5o/fs05AQAAAMBamGEGAFVMTk6Ounfvrvfee0/79+/XsWPHtGbNGsXHxyssLEwPPPCAOnbsqL59++qLL75QZmamtm/frqlTp2r37t1X7T8rK0uTJk3SoUOHtGrVKr366quaMGFCuW0bN26swsJCvfrqqzp69KhWrFihZcuWXbF/o9GoOnXqWBw1DWWLcQAAAABQVTHDDACqGJPJpMDAQC1YsEAZGRkqLCyUh4eHIiMjNWXKFBkMBm3YsEFTp07ViBEjdObMGbm6uqpLly5q0KDBVfsfPny4fv/9d3Xo0EE1atTQhAkTNGbMmHLb+vv7a/78+YqLi1N0dLS6dOmi2NhYDR8+vLIfGwAAAChXcUmJtSPgDmQoKeH/8wAAN1eC+1BrRwCqpdd1wtoRgGpp+h9X/wUSAEuh2e9bO8Jltbi7g7UjoBKln95p7QgVwpJMAAAAAAAAoBQKZgAAAAAAAEApFMwAAAAAAACAUtj0HwBw07Uy5Fk7AlAtvSona0cAqqX7ft1q7QhAtfOHtQMAVQwzzAAAAAAAAIBSKJgBAAAAAAAApVAwA4D/YzAYlJSUZO0YAAAAAAAro2AG4I5w5swZjRs3Tp6enjIajXJ1dVVISIhSU1PNbU6dOqUHH3zQiiktpaSkyGAwKDc319pRAAAAAKsp4c9t9ae6YNN/AHeE8PBwFRQUKDExUd7e3srOzlZycrJycnLMbVxdXW9ojIKCAtWqVavM+cLCQtWsWfOG+gYAAAAA3DrMMANw28vNzdXWrVsVFxenbt26qWHDhurQoYOio6PVp08fc7u/Lsk8fvy4BgwYIGdnZ9WrV09hYWHKzMw0X4+IiFDfvn01e/Zs3XPPPWrWrJkyMzNlMBj0wQcfKCgoSHZ2dlq5cqVycnI0ePBgubu7y97eXr6+vlq1atUNPVd+fr6ioqLk7u4uBwcHBQYGKiUlxaLN2rVr1bJlSxmNRnl5eWnevHkW1728vDRnzhyNHDlSjo6O8vT01BtvvGHR5mrvAQAAAABuNxTMANz2TCaTTCaTkpKSlJ+fX6F7CgsLFRISIkdHR23dulWpqakymUwKDQ1VQUGBuV1ycrIOHTqkTZs26dNPPzWff/755zVhwgSlp6crJCREFy9eVNu2bbV+/XodPHhQY8aM0bBhw7Rz587rfq4nnnhCX3/9td5//33t379f/fv3V2hoqI4cOSJJ2rNnjwYMGKBBgwbpwIEDmjFjhmJiYpSQkGDRz7x589SuXTvt3btX48eP17hx43To0KFreg8AAAAAcDsxlJSUVJ8FpABwndauXavIyEj9/vvvCggIUFBQkAYNGiQ/Pz9zG4PBoI8//lh9+/bVe++9p1mzZik9PV0Gg0HSpSWXzs7OSkpK0v/8z/8oIiJCn3/+ubKyssxLMTMzM9WoUSMtXLhQEyZMuGKmXr16qXnz5po7d26511NSUtStWzf9+uuvcnZ2triWlZUlb29vZWVl6Z577jGff+CBB9ShQwfNmTNHQ4YM0ZkzZ/TFF1+Yr0+ePFnr16/Xd999J+nSDLP7779fK1askCSVlJTI1dVVL774osaOHVuh9/BX+fn5ZQqTB1sMUS1DjSu+DwAAKst9p3dZOwJQ7fxRcMLaES6r+d3trR0BleiHavLfaGaYAbgjhIeH6+TJk1q3bp1CQ0OVkpKigICAMrOt/rRv3z79+OOPcnR0NM9Qq1evni5evKiMjAxzO19f33L3LWvXrp3F56KiIs2cOVO+vr6qV6+eTCaTNm7cqKysrOt6ngMHDqioqEhNmzY15zOZTNqyZYs5X3p6ujp37mxxX+fOnXXkyBEVFRWZz/21aOjq6qrTp09f03soLTY2Vk5OThZHwrkj1/WcAAAAAGANbPoP4I5hZ2en4OBgBQcHKyYmRqNHj9b06dMVERFRpm1eXp7atm2rlStXlrnm4uJi/tnBwaHcsf56/pVXXtGiRYu0cOFC+fr6ysHBQRMnTrzuZY15eXmqUaOG9uzZoxo1LGdumUyma+rrr19IYDAYVFxcbB6nIu+htOjoaE2aNMni3MEWQ64pEwAAAABYEwUzAHcsHx8fi03+SwsICNAHH3ygu+++W3Xq1LnhsVJTUxUWFqahQ4dKkoqLi3X48GH5+PhcV39t2rRRUVGRTp8+rfvvv7/cNi1atFBqamqZHE2bNi1TZLuc63kPRqNRRqPR4hzLMQEAAABUJyzJBHDby8nJUffu3fXee+9p//79OnbsmNasWaP4+HiFhYWVe8+QIUN01113KSwsTFu3btWxY8eUkpKip556Sv/7v/97zRmaNGmiTZs2afv27UpPT9fjjz+u7OzsCt174MABpaWlmY99+/apadOmGjJkiIYPH66PPvpIx44d086dOxUbG6v169dLkp555hklJydr5syZOnz4sBITE7VkyRJFRUVVOHdlvwcAAAAAqA6YYQbgtmcymRQYGKgFCxYoIyNDhYWF8vDwUGRkpKZMmVLuPfb29vrPf/6j5557Tg8//LDOnTsnd3d39ejR47pmnE2bNk1Hjx5VSEiI7O3tNWbMGPXt21dnz5696r1dunSx+FyjRg398ccfeueddzRr1iw988wzOnHihO666y7dd9996tWrl6RLs8NWr16tF154QTNnzpSbm5teeumlcpegXk5lvwcAAADgWhXzXYWwAr4lEwBw0+3+W19rRwAA3EH4lkzg2lXlb8ls6tLu6o1QbRw+s9vaESqEJZkAAAAAAABAKRTMAAAAAAAAgFIomAEAAAAAAAClsOk/AOCmc67zu7UjANXSKxf4cg3gevRo4GftCACAao4ZZgAAAAAAAEApFMwAoBIZDAYlJSVZOwYAAAAA4AZQMAOAa3DmzBmNGzdOnp6eMhqNcnV1VUhIiFJTUyVJp06d0oMPPmjllAAAAACAG8EeZgBwDcLDw1VQUKDExER5e3srOztbycnJysnJkSS5urpaOWHlKSgoUK1atawdAwAAAHe4EpVYOwLuQMwwA4AKys3N1datWxUXF6du3bqpYcOG6tChg6Kjo9WnTx9JlksyMzMzZTAY9NFHH6lbt26yt7eXv7+/vv76a4t+33zzTXl4eMje3l79+vXT/Pnz5ezsbL6ekZGhsLAwNWjQQCaTSe3bt9eXX35p0YeXl5dmzpypwYMHy8HBQe7u7lq6dKlFm6ysLIWFhclkMqlOnToaMGCAsrOzzddnzJih1q1b66233lKjRo1kZ2dnfu7Ro0fLxcVFderUUffu3bVv377Keq0AAAAAUOVQMAOACjKZTDKZTEpKSlJ+fn6F75s6daqioqKUlpampk2bavDgwfrjjz8kSampqRo7dqwmTJigtLQ0BQcHa/bs2Rb35+Xl6aGHHlJycrL27t2r0NBQ9e7dW1lZWRbtXnnlFfn7+2vv3r16/vnnNWHCBG3atEmSVFxcrLCwMP3yyy/asmWLNm3apKNHj2rgwIEWffz4449au3atPvroI6WlpUmS+vfvr9OnT+uzzz7Tnj17FBAQoB49euiXX3651lcIAAAAANWCoaSkhLmNAFBBa9euVWRkpH7//XcFBAQoKChIgwYNkp/fpa+vNxgM+vjjj9W3b19lZmaqUaNGeuuttzRq1ChJ0vfff6+WLVsqPT1dzZs316BBg5SXl6dPP/3UPMbQoUP16aefKjc397I5WrVqpbFjx+qJJ56QdGmGWYsWLfTZZ5+Z2wwaNEi//fabNmzYoE2bNunBBx/UsWPH5OHhYZFl586dat++vWbMmKE5c+boxIkTcnFxkSRt27ZNPXv21OnTp2U0Gs19N27cWJMnT9aYMWPKZMvPzy9TUDzeIVxGG35HA1yrVy7UsXYEoFrKLMqzdgSg2tl4/LOrN7KSJi5trR0BlejImT3WjlAh/OsFAK5BeHi4Tp48qXXr1ik0NFQpKSkKCAhQQkLCZe/5s5gmSW5ubpKk06dPS5IOHTqkDh06WLT/6+e8vDxFRUWpRYsWcnZ2lslkUnp6epkZZh07dizzOT09XZKUnp4uDw8Pc7FMknx8fOTs7GxuI0kNGzY0F8skad++fcrLy1P9+vXNM+xMJpOOHTumjIyMcp83NjZWTk5OFsfrOUcv+34AAAAAoKph038AuEZ2dnYKDg5WcHCwYmJiNHr0aE2fPl0RERHltq9Zs6b5Z4PBIOnSEsmKioqK0qZNmzR37lw1btxYtWvX1iOPPKKCgoIbeo7yODg4WHzOy8uTm5ubUlJSyrQtvc9aadHR0Zo0aZLFueMdwisrIgAAAADcdBTMAOAG+fj4mDf6v1bNmjXTrl27LM799XNqaqoiIiLUr18/SZeKWJmZmWX6+uabb8p8btGihSSpRYsWOn78uI4fP26xJDM3N1c+Pj6XzRcQEKCffvpJtra28vLyqtAzGY1Gi+WbkliOCQAAAKBa4V8wAFBBOTk56t69u9577z3t379fx44d05o1axQfH6+wsLDr6vPJJ5/Uhg0bNH/+fB05ckSvv/66PvvsM/NMNElq0qSJeRP+ffv26dFHHy13hlpqaqri4+N1+PBhLV26VGvWrNGECRMkSQ888IB8fX01ZMgQffvtt9q5c6eGDx+uoKAgtWvX7rL5HnjgAXXs2FF9+/bVF198oczMTG3fvl1Tp07V7t27r+uZAQAAAKCqo2AGABVkMpkUGBioBQsWqEuXLmrVqpViYmIUGRmpJUuWXFefnTt31rJlyzR//nz5+/vr888/19NPPy07Oztzm/nz56tu3brq1KmTevfurZCQEAUEBJTp65lnntHu3bvVpk0bzZo1S/Pnz1dISIikS0tBP/nkE9WtW1ddunTRAw88IG9vb33wwQdXzGcwGLRhwwZ16dJFI0aMUNOmTTVo0CD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lJSUct9FRXTDDDMAdy87OTsHBwQoODlZMTIxGjx6t6dOnKyIiokL329jYlPkPfunlj1dTs2ZN888Gg0HSpaWgVzJs2DD16dNHI0eOVElJiSZNmlTh8SSpdu3a5rEkKS8vTzVq1NCePXtUo4blDDCTySRJeuWVV7Ro0SItXLhQvr6+cnBw0MSJE1VQUFDuGNHR0WVyTfMddU05AQAAAMCaKJgBwP/x8fFRUlKSJKlFixY6fvy4jh8/bp5l9v333ys3N1c+Pj6SJBcXFx08eNCij7S0NItCWK1atVRUVFSpOR977DHZ2NhoxIgRKi4uVlRUlFq0aKE//vhDO3bsMC/JzMnJ0aFDh8x5y9OmTRsVFRXp9OnTuv/++8ttk5qaqrCwMA0dOlTSpaLe4cOHL9uv0WiU0Wi0OMdyTAAAAADVCUsyAdxxcnJy1L17d7333nvav3+/jh07pjVr1ig+Pl5hYWGSpAceeEC+vr4aMmSIvv32W+3cuVPDhw9XUFCQ2rVrJ0nq3r27du/erXfffVdHjhzR9OnTyxTQvLy8tGPHDmVmZurnn3++6gyyiho2bJgSExP1/PPP65VXXlGTJk0UFhamyMhIbdu2Tfv27dPQoUPl7u5ufqbyNG3aVEOGDNHw4cP10Ucf6dixY9q5c6diY2O1fv16SVKTJk20adMmbd++Xenp6Xr88cctvi0UAAAAAG43zDADcMcxmUwKDAzUggULlJGRocLCQnl4eCgyMlJTpkyRdGmJ5CeffKInn3xSXbp0kY2NjUJDQ/Xqq6+a+wkJCVFMTIwmT56sixcvauTIkRo+fLgOHDhgbhMVFaXHHntMPj4++v3333Xs2LFKe44hQ4bIxsZGw4YNU3Fxsd555x1NmDBBvXr1UkFBgbp06aINGzZYzHgrzzvvvKNZs2bpmWee0YkTJ3TXXXfpvvvuU69evSRJ06ZN09GjRxUSEiJ7e3uNGTNGffv21dmzZyvtWQAAAACgKjGUVKcd1wAA1dIkr0HWjgBUS1NanLJ2BKBaCtx1ztoRgGon4+dvrR3hsho4Nbd2BFSi7LM/WDtChbAkEwAAAAAAACiFghkAAAAAAABQCgUzAAAAAAAAoBQ2/QcA3HTuxfx1A1yPh/ZZOwFQPa2p7WHtCAAqUbHYeh23HjPMAAAAAAAAgFIomAEALMyYMUOtW7e2dgwAAAAAsBoKZgBQjZw5c0bjxo2Tp6enjEajXF1dFRISotTU1EobIyoqSsnJyZXWHwAAAABUN2wqAwDVSHh4uAoKCpSYmChvb29lZ2crOTlZOTk5lTaGyWSSyWSqtP4AAAAAoLphhhkAVBO5ubnaunWr4uLi1K1bNzVs2FAdOnRQdHS0+vTpI0kyGAz65z//qQcffFC1a9eWt7e3PvzwQ4t+nnvuOTVt2lT29vby9vZWTEyMCgsLzdf/uiQzIiJCffv21dy5c+Xm5qb69evrH//4h8U9AAAAAHA7oWAGANXEnzO/kpKSlJ+ff9l2MTExCg8P1759+zRkyBANGjRI6enp5uuOjo5KSEjQ999/r0WLFunNN9/UggULrjj25s2blZGRoc2bNysxMVEJCQlKSEiorEcDAAAAgCqFghkAVBO2trZKSEhQYmKinJ2d1blzZ02ZMkX79++3aNe/f3+NHj1aTZs21cyZM9WuXTu9+uqr5uvTpk1Tp06d5OXlpd69eysqKkqrV6++4th169bVkiVL1Lx5c/Xq1Us9e/ZknzMAAAAAty0KZgBQjYSHh+vkyZNat26dQkNDlZKSooCAAIvZXh07drS4p2PHjhYzzD744AN17txZrq6uMplMmjZtmrKysq44bsuWLVWjRg3zZzc3N50+fbrctvn5+frtt98sjj9Kiq7jaQEAAADAOiiYAUA1Y2dnp+DgYMXExGj79u2KiIjQ9OnTK3Tv119/rSFDhuihhx7Sp59+qr1792rq1KkqKCi44n01a9a0+GwwGFRcXFxu29jYWDk5OVkcyb99V7GHAwAAAP6ipKSE4zY6qgsKZgBQzfn4+Oj8+fPmz998843F9W+++UYtWrSQJG3fvl0NGzbU1KlT1a5dOzVp0kT//e9/KzVPdHS0zp49a3H0qNOyUscAAAAAgJvJ1toBAAAVk5OTo/79+2vkyJHy8/OTo6Ojdu/erfj4eIWFhZnbrVmzRu3atdPf//53rVy5Ujt37tTbb78tSWrSpImysrL0/vvvq3379lq/fr0+/vjjSs1pNBplNBotztkaalymNQAAAABUPRTMAKCaMJlMCgwM1IIFC5SRkaHCwkJ5eHgoMjJSU6ZMMbd78cUX9f7772v8+PFyc3PTqlWr5OPjI0nq06ePnn76aT3xxBPKz89Xz549FRMToxkzZljpqQAAAACg6jGUVKcFpACAKzIYDPr444/Vt29fa0exMM9zqLUjANXSB38ct3YEoFpaVsPZ2hGAaifg+CfWjnBZd9Vpau0IqEQ//3bY2hEqhD3MAAAAAAAAgFIomAEAAAAAAAClsIcZANxGWGUPAAAAADeOghkA4KYb5H7S2hGAamlVZrG1IwDVUmKN2taOAFQ7AdYOAFQxFMwAAAAAAECVVcwqClgBe5gBAAAAAAAApVAwAwArSUlJkcFgUG5urlVzeHl5aeHChVbNAAAAAABVCQUzALhBZ86c0bhx4+Tp6Smj0ShXV1eFhIQoNTX1ivd16tRJp06dkpOT02XbUMwCAAAAgFuPPcwA4AaFh4eroKBAiYmJ8vb2VnZ2tpKTk5WTk3PZewoLC1WrVi25urrewqQAAAAAgIpghhkA3IDc3Fxt3bpVcXFx6tatmxo2bKgOHTooOjpaffr0MbczGAz65z//qT59+sjBwUGzZ8++4SWZRUVFGjVqlBo1aqTatWurWbNmWrRokUWbiIgI9e3bV3PnzpWbm5vq16+vf/zjHyosLLxsv2+99ZacnZ2VnJwsSZo/f758fX3l4OAgDw8PjR8/Xnl5edeVGQAAAACqAwpmAHADTCaTTCaTkpKSlJ+ff8W2M2bMUL9+/XTgwAGNHDnyhscuLi7W3/72N61Zs0bff/+9XnjhBU2ZMkWrV6+2aLd582ZlZGRo8+bNSkxMVEJCghISEsrtMz4+Xs8//7y++OIL9ejRQ5JkY2OjxYsX67vvvlNiYqK++uorTZ48+YbzAwAAAEBVxZJMALgBtra2SkhIUGRkpJYtW6aAgAAFBQVp0KBB8vPzs2j76KOPasSIEebPR48evaGxa9asqRdffNH8uVGjRvr666+1evVqDRgwwHy+bt26WrJkiWrUqKHmzZurZ8+eSk5OVmRkpEV/zz33nFasWKEtW7aoZcuW5vMTJ040/+zl5aVZs2Zp7Nixeu2118rNlZ+fX6Z4mF9cLKMNv6MBAAAAUD3wrxcAuEHh4eE6efKk1q1bp9DQUKWkpCggIKDMLK527dpV+thLly5V27Zt5eLiIpPJpDfeeENZWVkWbVq2bKkaNWqYP7u5uen06dMWbebNm6c333xT27ZtsyiWSdKXX36pHj16yN3dXY6Ojho2bJhycnJ04cKFcjPFxsbKycnJ4lhy4r+V9MQAAAAAcPNRMAOASmBnZ6fg4GDFxMRo+/btioiI0PTp0y3aODg4VOqY77//vqKiojRq1Ch98cUXSktL04gRI1RQUGDRrmbNmhafDQaDiouLLc7df//9KioqKrOcMzMzU7169ZKfn5/Wrl2rPXv2aOnSpZJUZpw/RUdH6+zZsxbHE+4Nb/RxAQAAcIcqKSnhuI2O6oIlmQBwE/j4+CgpKemmjpGamqpOnTpp/Pjx5nMZGRnX1VeHDh30xBNPKDQ0VLa2toqKipIk7dmzR8XFxZo3b55s/m9J5V+Lan9lNBplNBotzp1jOSYAAACAaoSCGQDcgJycHPXv318jR46Un5+fHB0dtXv3bsXHxyssLKxSxjhx4oTS0tIszjVs2FBNmjTRu+++q40bN6pRo0ZasWKFdu3apUaNGl3XOJ06ddKGDRv04IMPytbWVhMnTlTjxo1VWFioV199Vb1791ZqaqqWLVtWCU8FAAAAAFUXBTMAuAEmk0mBgYFasGCBMjIyVFhYKA8PD0VGRmrKlCmVMsbcuXM1d+5ci3MrVqzQ448/rr1792rgwIEyGAwaPHiwxo8fr88+++y6x/r73/+u9evX66GHHlKNGjX05JNPav78+YqLi1N0dLS6dOmi2NhYDR8+/EYfCwAAAACqLENJdVpACgColk507G7tCEC1FJZZaO0IQLXU2ehu7QhAtbMo831rR7isuqbG1o6ASvRr3o/WjlAhbCoDAAAAAAAAlELBDAAAAAAAACiFghkAAAAAAABQCpv+AwBuurp9G1o7AlAtpcV8Ye0IQLXkd08Da0cAAFRzFMwAAAAAAECVVSy+qxC3HksyAeAOkpKSIoPBoNzcXGtHAQAAAIAqi4IZAFRRZ86c0bhx4+Tp6Smj0ShXV1eFhIQoNTXV2tEAAAAA4LbGkkwAqKLCw8NVUFCgxMREeXt7Kzs7W8nJycrJybF2NAAAAAC4rTHDDACqoNzcXG3dulVxcXHq1q2bGjZsqA4dOig6Olp9+vRRZmamDAaD0tLSLO4xGAxKSUkxn9uwYYOaNm2q2rVrq1u3bsrMzLQYJycnR4MHD5a7u7vs7e3l6+urVatWWbTp2rWrnnrqKU2ePFn16tWTq6urZsyYcfMeHgAAAACsjIIZAFRBJpNJJpNJSUlJys/Pv64+jh8/rocffli9e/dWWlqaRo8ereeff96izcWLF9W2bVutX79eBw8e1JgxYzRs2DDt3LnTol1iYqIcHBy0Y8cOxcfH66WXXtKmTZuu+/kAAAAAoCqjYAYAVZCtra0SEhKUmJgoZ2dnde7cWVOmTNH+/fsr3Mc///lP3XvvvZo3b56aNWumIUOGKCIiwqKNu7u7oqKi1Lp1a3l7e+vJJ59UaGioVq9ebdHOz89P06dPV5MmTTR8+HC1a9dOycnJlfGoAAAAAFDlUDADgCoqPDxcJ0+e1Lp16xQaGqqUlBQFBAQoISGhQvenp6crMDDQ4lzHjh0tPhcVFWnmzJny9fVVvXr1ZDKZtHHjRmVlZVm08/Pzs/js5uam06dPlztufn6+fvvtN4sj/4+iCmUGAAAAgKqAghkAVGF2dnYKDg5WTEyMtm/froiICE2fPl02Npf+811SUmJuW1hYeM39v/LKK1q0aJGee+45bd68WWlpaQoJCVFBQYFFu5o1a1p8NhgMKi4uLrfP2NhYOTk5WRxzN1d8ZhwAAAAAWBsFMwCoRnx8fHT+/Hm5uLhIkk6dOmW+VvoLACSpRYsWZfYi++abbyw+p6amKiwsTEOHDpW/v7+8vb11+PDhG8oYHR2ts2fPWhxR3fyufiMAAABQjpKSEo7b6KguKJgBQBWUk5Oj7t2767333tP+/ft17NgxrVmzRvHx8QoLC1Pt2rV133336eWXX1Z6erq2bNmiadOmWfQxduxYHTlyRM8++6wOHTqkf/3rX2WWczZp0kSbNm3S9u3blZ6erscff1zZ2dk3lN1oNKpOnToWh9G2xg31CQAAAAC3EgUzAKiCTCaTAgMDtWDBAnXp0kWtWrVSTEyMIiMjtWTJEknS8uXL9ccff6ht27aaOHGiZs2aZdGHp6en1q5dq6SkJPn7+2vZsmWaM2eORZtp06YpICBAISEh6tq1q1xdXdW3b99b9ZgAAAAAUCUZSqrTfDgAQLV0IW6EtSMA1VKdmC+sHQGolobf0/HqjQBYWJ75obUjXFYdB29rR0Al+u38UWtHqBBmmAEAAAAAAAClUDADAAAAAAAASqFgBgAAAAAAAJRia+0AAIDb38ClZ6wdAaiWlrt0s3YEoHoqtHYAAEB1xwwzAAAAAAAAoBQKZgAAAAAAAEApLMkEgCpoxowZSkpKUlpamrWjAAAAAFZVXFJi7Qi4AzHDDABuwJkzZzRu3Dh5enrKaDTK1dVVISEhSk1NvaF+o6KilJycXEkpAQAAAADXghlmAHADwsPDVVBQoMTERHl7eys7O1vJycnKycm5rv5KSkpUVFQkk8kkk8lUyWkBAAAAABXBDDMAuE65ubnaunWr4uLi1K1bNzVs2FAdOnRQdHS0+vTpo8zMTBkMBotllbm5uTIYDEpJSZEkpaSkyGAw6LPPPlPbtm1lNBq1bds2zZgxQ61btzbfFxERob59+2ru3Llyc3NT/fr19Y9//EOFhf//a8BWrFihdu3aydHRUa6urnr00Ud1+vRp8/U/x9q4caPatGmj2rVrq3v37jp9+rQ+++wztWjRQnXq1NGjjz6qCxcumO8rLi5WbGysGjVqpNq1a8vf318ffvjhTXuvAAAAAGBtFMwA4Dr9OQssKSlJ+fn5N9TX888/r5dfflnp6eny8/Mrt83mzZuVkZGhzZs3KzExUQkJCUpISDBfLyws1MyZM7Vv3z4lJSUpMzNTERERZfqZMWOGlixZou3bt+v48eMaMGCAFi5cqH/9619av369vvjiC7366qvm9rGxsXr33Xe1bNkyfffdd3r66ac1dOhQbdmy5YaeGQAAAACqKpZkAsB1srW1VUJCgiIjI7Vs2TIFBAQoKChIgwYNumzR63JeeuklBQcHX7FN3bp1tWTJEtWoUUPNmzdXz549lZycrMjISEnSyJEjzW29vb21ePFitW/fXnl5eRbLO2fNmqXOnTtLkkaNGqXo6GhlZGTI29tbkvTII49o8+bNeu6555Sfn685c+boyy+/VMeOHc19b9u2Ta+//rqCgoLK5MzPzy9TQCwqKVINQ41reicAAAAAYC3MMAOAGxAeHq6TJ09q3bp1Cg0NVUpKigICAixmflVEu3btrtqmZcuWqlHj/xed3NzcLJZc7tmzR71795anp6ccHR3NxaysrCyLfkoX8xo0aCB7e3tzsezPc3/2++OPP+rChQsKDg42z6gzmUx69913lZGRUW7O2NhYOTk5WRw//lZ+WwAAAACoiphhBgA3yM7OTsHBwQoODlZMTIxGjx6t6dOna+vWrZIubeT/p9J7jpXm4OBw1XFq1qxp8dlgMKi4uFiSdP78eYWEhCgkJEQrV66Ui4uLsrKyFBISooKCgsv2YzAYrthvXl6eJGn9+vVyd3e3aGc0GsvNGR0drUmTJlmcG9Ry4FWfDwAAAACqCgpmAFDJfHx8lJSUJBcXF0nSqVOn1KZNG0my+AKAyvTDDz8oJydHL7/8sjw8PCRJu3fvvuF+fXx8ZDQalZWVVe7yy/IYjcYyxTSWYwIAAACoTiiYAcB1ysnJUf/+/TVy5Ej5+fnJ0dFRu3fvVnx8vMLCwlS7dm3dd999evnll9WoUSOdPn1a06ZNuylZPD09VatWLb366qsaO3asDh48qJkzZ95wv46OjoqKitLTTz+t4uJi/f3vf9fZs2eVmpqqOnXq6LHHHquE9AAAAMDllajk6o2ASkbBDACuk8lkUmBgoBYsWKCMjAwVFhbKw8NDkZGRmjJliiRp+fLlGjVqlNq2batmzZopPj5e//M//1PpWVxcXJSQkKApU6Zo8eLFCggI0Ny5c9WnT58b7nvmzJlycXFRbGysjh49KmdnZwUEBJifEQAAAABuN4aS0pvrAABwE/T27GXtCEC11L/I2doRAAB3iOEn3rN2hMtysPeydgRUovMXMq0doUL4lkwAAAAAAACgFApmAAAAAAAAQCkUzAAAAAAAAIBS2MMMAHDT2dZyt3YEoFr6/eRWa0cAqqXa99xv7QhAtfNHwQlrR7gs9jC7vbCHGQAAAAAAAFANUTADgGoqIiJCffv2NX/u2rWrJk6ceNPHnTFjhlq3bn3TxwEAAAAAa7G1dgAAqE7OnDmjF154QevXr1d2drbq1q0rf39/vfDCC+rcufMtzbJo0SKxqh4AAAC3u2L+Ny+sgIIZAFyD8PBwFRQUKDExUd7e3srOzlZycrJycnJueRYnJ6dbPiYAAAAA3AlYkgkAFZSbm6utW7cqLi5O3bp1U8OGDdWhQwdFR0erT58+ioqKUq9evcztFy5cKIPBoM8//9x8rnHjxnrrrbckSbt27VJwcLDuuusuOTk5KSgoSN9++625bUJCggwGQ5ljxowZksouyfyrFStWqF27dnJ0dJSrq6seffRRnT592nw9JSVFBoNBycnJateunezt7dWpUycdOnTIop+XX35ZDRo0kKOjo0aNGqWLFy/eyGsEAAAAgCqPghkAVJDJZJLJZFJSUpLy8/PLXA8KCtK2bdtUVFQkSdqyZYvuuusupaSkSJJOnDihjIwMde3aVZJ07tw5PfbYY9q2bZu++eYbNWnSRA899JDOnTsnSRo4cKBOnTplPlatWiVbW9sKL/0sLCzUzJkztW/fPiUlJSkzM1MRERFl2k2dOlXz5s3T7t27ZWtrq5EjR5qvrV69WjNmzNCcOXO0e/duubm56bXXXruGtwYAAAAA1Q9LMgGggmxtbZWQkKDIyEgtW7ZMAQEBCgoK0qBBg+Tn56f7779f586d0969e9W2bVv95z//0bPPPqukpCRJl2Z0ubu7q3HjxpKk7t27W/T/xhtvyNnZWVu2bFGvXr1Uu3Zt1a5dW5KUkZGhf/zjH5ozZ46Cg4MrlLd04cvb21uLFy9W+/btlZeXJ5PJZL42e/ZsBQUFSZKef/559ezZUxcvXpSdnZ0WLlyoUaNGadSoUZKkWbNm6csvv7ziLLP8/PwyBcWSkhIZDIYK5QYAAAAAa2OGGQBcg/DwcJ08eVLr1q1TaGioUlJSFBAQoISEBDk7O8vf318pKSk6cOCAatWqpTFjxmjv3r3Ky8vTli1bzIUpScrOzlZkZKSaNGkiJycn1alTR3l5ecrKyrIY8+zZs+rVq5d69uypZ599tsJZ9+zZo969e8vT01OOjo7msf/av5+fn/lnNzc3STIv3UxPT1dgYKBF+44dO15x3NjYWDk5OVkcJcXnKpwbAAAAAKyNghkAXCM7OzsFBwcrJiZG27dvV0REhKZPny5J6tq1q1JSUszFsXr16qlFixbatm1bmYLZY489prS0NC1atEjbt29XWlqa6tevr4KCAnOboqIiDRw4UHXq1NEbb7xR4Yznz59XSEiI6tSpo5UrV2rXrl36+OOPJcmif0mqWbOm+ec/Z4EVFxdf+4v5P9HR0Tp79qzFYbBxvO7+AAAAAOBWo2AGADfIx8dH58+fl/T/9zFLTk4271XWtWtXrVq1SocPHzafk6TU1FQ99dRTeuihh9SyZUsZjUb9/PPPFn0//fTTOnDggJKSkmRnZ1fhTD/88INycnL08ssv6/7771fz5s0tNvyvqBYtWmjHjh0W57755psr3mM0GlWnTh2Lg+WYAAAAAKoT9jADgArKyclR//79NXLkSPn5+cnR0VG7d+9WfHy8wsLCJEldunTRuXPn9Omnn+rll1+WdKlg9sgjj8jNzU1NmzY199ekSRPzN1n+9ttvevbZZ817lknSO++8o9dee00ff/yxDAaDfvrpJ0n//8sHrsTT01O1atXSq6++qrFjx+rgwYOaOXPmNT/zhAkTFBERoXbt2qlz585auXKlvvvuO3l7e19zXwAAAABQXTDDDAAqyGQyKTAwUAsWLFCXLl3UqlUrxcTEKDIyUkuWLJEk1a1bV76+vnJxcVHz5s0lXSqiFRcXWyzHlKS3335bv/76qwICAjRs2DA99dRTuvvuu83Xt2zZoqKiIvXp00dubm7mY+7cuVfN6uLiooSEBK1Zs0Y+Pj56+eWXK3TfXw0cOFAxMTGaPHmy2rZtq//+978aN27cNfcDAAAAXK+SkhKO2+ioLgwl1SktAKBasq3lbu0IQLX0+8mt1o4AVEu177nf2hGAauePghPWjnBZdnae1o6ASnTxYtbVG1UBzDADAAAAAAAASqFgBgAAAAAAAJRCwQwAAAAAAAAohW/JBADcdD/1aGztCEC1NCBggrUjANVS0N0trR0BAFDNMcMMAAAAAAAAKIWCGQDcQTIzM2UwGJSWlmbtKAAAAABQZVEwA4Bb6MyZMxo3bpw8PT1lNBrl6uqqkJAQpaamWjsaAAAAAOD/sIcZANxC4eHhKigoUGJiory9vZWdna3k5GTl5ORYOxoAAABQJZWoxNoRcAdihhkA3CK5ubnaunWr4uLi1K1bNzVs2FAdOnRQdHS0+vTpo6ioKPXq1cvcfuHChTIYDPr888/N5xo3bqy33nrL/Pmtt95SixYtZGdnp+bNm+u1116zGHPnzp1q06aN7Ozs1K5dO+3du7dMroMHD+rBBx+UyWRSgwYNNGzYMP3888/m6127dtVTTz2lyZMnq169enJ1ddWMGTMq8c0AAAAAQNVCwQwAbhGTySSTyaSkpCTl5+eXuR4UFKRt27apqKhIkrRlyxbdddddSklJkSSdOHFCGRkZ6tq1qyRp5cqVeuGFFzR79mylp6drzpw5iomJUWJioiQpLy9PvXr1ko+Pj/bs2aMZM2YoKirKYszc3Fx1795dbdq00e7du/X5558rOztbAwYMsGiXmJgoBwcH7dixQ/Hx8XrppZe0adOmSn5DAAAAAFA1UDADgFvE1tZWCQkJSkxMlLOzszp37qwpU6Zo//79kqT7779f586d0969e1VSUqL//Oc/euaZZ8wFs5SUFLm7u6tx48aSpOnTp2vevHl6+OGH1ahRIz388MN6+umn9frrr0uS/vWvf6m4uFhvv/22WrZsqV69eunZZ5+1yLRkyRK1adNGc+bMUfPmzdWmTRstX75cmzdv1uHDh83t/Pz8NH36dDVp0kTDhw9Xu3btlJycfAveGgAAAADcehTMAOAWCg8P18mTJ7Vu3TqFhoYqJSVFAQEBSkhIkLOzs/z9/ZWSkqIDBw6oVq1aGjNmjPbu3au8vDxt2bJFQUFBkqTz588rIyNDo0aNMs9cM5lMmjVrljIyMiRJ6enp8vPzk52dnXn8jh07WuTZt2+fNm/ebNFH8+bNJcncj3SpYFaam5ubTp8+Xe4z5ufn67fffrM48ouLb/zlAQAAAMAtwqb/AHCL2dnZKTg4WMHBwYqJidHo0aM1ffp0RUREqGvXrkpJSZHRaFRQUJDq1aunFi1aaNu2bdqyZYueeeYZSZeWW0rSm2++qcDAQIv+a9SoUeEseXl56t27t+Li4spcc3NzM/9cs2ZNi2sGg0HFlymCxcbG6sUXX7Q49+y9nprcxKvCuQAAAADAmiiYAYCV+fj4KCkpSdKlfcyWL18uW1tbhYaGSrq06f6qVat0+PBh8/5lDRo00D333KOjR49qyJAh5fbbokULrVixQhcvXjTPMvvmm28s2gQEBGjt2rXy8vKSrW3l/JUQHR2tSZMmWZw7179npfQNAAAAALcCSzIB4BbJyclR9+7d9d5772n//v06duyY1qxZo/j4eIWFhUmSunTponPnzunTTz81F8e6du2qlStXys3NTU2bNjX39+KLLyo2NlaLFy/W4cOHdeDAAb3zzjuaP3++JOnRRx+VwWBQZGSkvv/+e23YsEFz5861yPSPf/xDv/zyiwYPHqxdu3YpIyNDGzdu1IgRI8xfPnCtjEaj6tSpY3EYbfjrBgAAAED1wQwzALhFTCaTAgMDtWDBAmVkZKiwsFAeHh6KjIzUlClTJEl169aVr6+vsrOzzXuJdenSRcXFxeb9y/40evRo2dvb65VXXtGzzz4rBwcH+fr6auLEiebx/v3vf2vs2LFq06aNfHx8FBcXp/DwcHMf99xzj1JTU/Xcc8/pf/7nf5Sfn6+GDRsqNDRUNhS5AAAAANyhDCUlJSXWDgEAuL39/GDQ1RsBKCPyuzrWjgBUS78V51s7AlDtJP/vF9aOcFm1jH+zdgRUooL8/7V2hAph+gAAAAAAAABQCgUzAAAAAAAAoBQKZgAAAAAAAEApbPoPALjpat7NXzfA9XD4vqa1IwDVUnrBT9aOAACo5phhBgAAAAAAAJRCwQwAAAAAAAAohYIZAFSiiIgI9e3b97YeOyEhQc7Ozjd9HAAAAACwFgpmAO54Z86c0bhx4+Tp6Smj0ShXV1eFhIQoNTX1mvtatGiREhISzJ+7du2qiRMnVl5YAAAAAMBNxy7MAO544eHhKigoUGJiory9vZWdna3k5GTl5ORcc19OTk43IeGVFRUVyWAw3PJxAQAAgFuhpKTE2hFwB2KGGYA7Wm5urrZu3aq4uDh169ZNDRs2VIcOHRQdHa0+ffooKipKvXr1MrdfuHChDAaDPv/8c/O5xo0b66233pJkuSwyIiJCW7Zs0aJFi2QwGGQwGJSZmamIiAjz59JHSkqKJCk/P19RUVFyd3eXg4ODAgMDzdek/78kct26dfLx8ZHRaFRWVlaZZ/v888/197//Xc7Ozqpfv7569eqljIwM8/XMzEwZDAZ99NFH6tatm+zt7eXv76+vv/7aop+EhAR5enrK3t5e/fr1u65CIgAAAABUJxTMANzRTCaTTCaTkpKSlJ+fX+Z6UFCQtm3bpqKiIknSli1bdNddd5kLWCdOnFBGRoa6du1a5t5FixapY8eOioyM1KlTp3Tq1Cl5eHho0aJF5s+nTp3ShAkTdPfdd6t58+aSpCeeeEJff/213n//fe3fv1/9+/dXaGiojhw5Yu77woULiouL01tvvaXvvvtOd999d5nxz58/r0mTJmn37t1KTk6WjY2N+vXrp+LiYot2U6dOVVRUlNLS0tS0aVMNHjxYf/zxhyRpx44dGjVqlJ544gmlpaWpW7dumjVr1nW9awAAAACoLliSCeCOZmtrq4SEBEVGRmrZsmUKCAhQUFCQBg0aJD8/P91///06d+6c9u7dq7Zt2+o///mPnn32WSUlJUmSUlJS5O7ursaNG5fp28nJSbVq1ZK9vb1cXV0tzv+5dPOjjz7S66+/ri+//FKurq7KysrSO++8o6ysLN1zzz2SpKioKH3++ed65513NGfOHElSYWGhXnvtNfn7+1/22cLDwy0+L1++XC4uLvr+++/VqlUr8/moqCj17NlTkvTiiy+qZcuW+vHHH9W8eXMtWrRIoaGhmjx5siSpadOm2r59u8UMu7/Kz88vU3zMLyqWsQa/owEAAABQPfCvFwB3vPDwcJ08eVLr1q1TaGioUlJSFBAQYF766O/vr5SUFB04cEC1atXSmDFjtHfvXuXl5WnLli0KCgq6rnH37t2rYcOGacmSJercubMk6cCBAyoqKlLTpk3Ns99MJpO2bNlisZyyVq1a8vPzu2L/R44c0eDBg+Xt7a06derIy8tLksos3yzdj5ubmyTp9OnTkqT09HQFBgZatO/YseMVx42NjTUXBf885h/IvOI9AAAAAFCVMMMMACTZ2dkpODhYwcHBiomJ0ejRozV9+nRFRESoa9euSklJkdFoVFBQkOrVq6cWLVpo27Zt2rJli5555plrHu+nn35Snz59NHr0aI0aNcp8Pi8vTzVq1NCePXtUo0YNi3tMJpP559q1a191o//evXurYcOGevPNN3XPPfeouLhYrVq1UkFBgUW7mjVrmn/+s8+/Ltu8FtHR0Zo0aZLFuYvjw667PwAAAAC41SiYAUA5fHx8zMsug4KCtHz5ctna2io0NFSS1LVrV61atUqHDx8ud/+yP9WqVcu8/9mfLl68qLCwMDVv3lzz58+3uNamTRsVFRXp9OnTuv/++687f05Ojg4dOqQ333zT3M+2bduuuZ8WLVpox44dFue++eabK95jNBplNBotzpWwHBMAAABANULBDMAdLScnR/3799fIkSPl5+cnR0dH7d69W/Hx8QoLuzQrqkuXLjp37pw+/fRTvfzyy5IuFcweeeQRubm5qWnTppft38vLSzt27FBmZqZMJpPq1aunxx9/XMePH1dycrLOnDljbluvXj01bdpUQ4YM0fDhwzVv3jy1adNGZ86cUXJysvz8/Mx7jV1N3bp1Vb9+fb3xxhtyc3NTVlaWnn/++Wt+P0899ZQ6d+6suXPnKiwsTBs3brzi/mUAAAAAcDvgV/4A7mgmk0mBgYFasGCBunTpolatWikmJkaRkZFasmSJpEvFJ19fX7m4uJi/ybJLly4qLi6+6v5lUVFRqlGjhnx8fOTi4qKsrCxt2bJFp06dko+Pj9zc3MzH9u3bJUnvvPOOhg8frmeeeUbNmjVT3759tWvXLnl6elb4uWxsbPT+++9rz549atWqlZ5++mm98sor1/x+7rvvPr355ptatGiR/P399cUXX2jatGnX3A8AAAAAVCeGkpKSEmuHAADc3s4+1sPaEYBq6R8pTtaOAFRLu38/bu0IQLXzw+ld1o5wWba13K0dAZXoj4IT1o5QIcwwAwAAAAAAAEqhYAYAAAAAAACUQsEMAAAAAAAAKIVvyQQA3HTJGxtYOwJQLeXU/NXaEYBq6elazawdAQBQzTHDDAAAAAAAAFXW0qVL5eXlJTs7OwUGBmrnzp1XbL9mzRo1b95cdnZ28vX11YYNG655TApmAG4qg8GgpKQka8e4ITNmzFDr1q2tHeO6ZWZmymAwKC0t7bJtUlJSZDAYlJubK0lKSEiQs7PzLckHAAAAAJfzwQcfaNKkSZo+fbq+/fZb+fv7KyQkRKdPny63/fbt2zV48GCNGjVKe/fuVd++fdW3b18dPHjwmsalYAZAZ86c0bhx4+Tp6Smj0ShXV1eFhIQoNTX1hvs+deqUHnzwwUpIWTHNmzeX0WjUTz/9dMvGLM+fRao/j3r16ikoKEhbt261aq6KGjhwoA4fPmztGAAAAADucPPnz1dkZKRGjBghHx8fLVu2TPb29lq+fHm57RctWvT/2LvzsKqq/v//z4MoIAg4kKAhiAKiAkrOplJqkErO84SleWukpiR6O4GklolDmVlqolZOOWRapnKrOeUMWiIaZfQpzDKHcEAFfn/483w5MggOHbDX47r2dbHXXnut99rnaPF2rbUJDg7m9ddfx8fHh+joaAICApg7d26h+lXCTETo3LkzR48eZcmSJZw6dYoNGzYQGBjI+fPn77vNGzduAODs7IyVldXDCjVfu3fv5tq1a3Tp0oUlS5bcs/6dGB+lbdu2kZqayjfffEOlSpVo164dv//++yPv90HZ2NjwxBNPmDsMERERERF5zKSnp3P58mWTIz09Pde6N27c4PDhw7Rq1cpYZmFhQatWrdi3b1+u9+zbt8+kPkBQUFCe9fOihJnIv9zFixfZtWsXb731Fs888wxubm40aNCAsWPH8sILLwDw4osv0q5dO5P7bt68yRNPPMGiRYsACAwMJCwsjBEjRlChQgWCgoKAnEsyIyIi8PLyonTp0nh4eDBhwgRu3rxpvH5n+eOyZctwd3fHwcGBHj168Pfff99zLIsWLaJXr1707ds3139tcHd3Jzo6mn79+mFvb8/LL79coJju+OCDD3B1daV06dJ069aNS5cu3TOm8uXL4+zsTO3atfnvf//L5cuX2b9/v/H6d999x/PPP4+dnR0VK1akb9++/Pnnn8brd55rWFgYDg4OVKhQgQkTJpCVlWWsk9uyV0dHR2JjY03KTp48SZMmTbC2tqZ27drs3Lkzz7hzW5L5xRdfUL9+faytralQoQIdO3a85/hFRERERB7UrRu/6niMjmnTpuHg4GByTJs2LdfP/s8//yQjI4OKFU1fIlaxYsU8VxWdPXu2UPXzooSZyL+cnZ0ddnZ2rF+/Ps+s/sCBA9m8eTOpqanGso0bN3L16lW6d+9uLFuyZAmlSpViz549zJ8/P9e2ypQpQ2xsLCdOnGDOnDksWLCAWbNmmdRJTk5m/fr1bNy4kY0bN7Jz507efPPNfMfx999/s3r1avr06UPr1q25dOlSrssfZ8yYgb+/P0ePHmXChAkFjumHH35g1apVfPHFF2zevJmjR48ydOjQfGPK7tq1ayxduhSAUqVKAbeTlc8++yx169bl0KFDbN68md9//51u3bqZ3LtkyRIsLS05cOAAc+bMYebMmSxcuLDAfd/x+uuvM2rUKI4ePUrjxo0JCQkp8CzCTZs20bFjR9q0acPRo0eJi4ujQYMGhY5BRERERET+3caOHculS5dMjrFjx5o7rBwszR2AiJiXpaUlsbGxDBo0iPnz5xMQEECLFi3o0aMHfn5+ADRp0gRvb2+WLVvG6NGjAVi8eDFdu3bFzs7O2JanpyfTp0/Pt7/x48cbf3Z3dyc8PJwVK1YY2wXIzMwkNjaWMmXKANC3b1/i4uKYMmVKnu2uWLECT09PatWqBUCPHj1YtGgRzZo1M6n37LPPMmrUqELHdP36dZYuXUrlypUBePfdd2nbti0xMTE4OzvnGVeTJk2wsLDg6tWrZGVl8dRTT9GyZUsA5s6dS926dZk6daqx/kcffYSrqyunTp3Cy8sLAFdXV2bNmoXBYMDb25vjx48za9YsBg0alGe/uQkLC6Nz584AvP/++2zevJlFixaZjDMvU6ZMoUePHkRFRRnL/P39C9W/iIiIiIiIlZVVgbftqVChAiVKlMixrc3vv/+e5+9hzs7OhaqfF80wExE6d+7Mb7/9xoYNGwgODmbHjh0EBASYLOkbOHAgixcvBm7/ZfPVV1/x4osvmrTz1FNP3bOvlStX0rRpU5ydnbGzs2P8+PGkpKSY1HF3dzcmywBcXFzyfAPKHR999BF9+vQxnvfp04fVq1fnWMpZr169+4qpSpUqxmQZQOPGjcnMzCQpKeme4z169Chr1qyhevXqxMbGUrJkSQASEhLYvn27cZafnZ0dNWrUAG7PsrujUaNGGAwGk75Pnz5NRkZGvn3frXHjxsafLS0tqVevHomJiQW6Nz4+3pjou5fc9iS4mVW4WEVEREREREqVKsVTTz1FXFycsSwzM5O4uDiT32+ya9y4sUl9gK1bt+ZZPy9KmIkIANbW1rRu3ZoJEyawd+9eQkNDmTRpkvF6v379+PHHH9m3bx8ff/wxVatWzTF7y9bWNt8+9u3bR+/evWnTpg0bN27k6NGjjBs3Lsfm+3cSSncYDAYyMzPzbPfEiRN8++23jB49GktLSywtLWnUqBFXr15lxYoV+cZY0Jjul6urK56ennTs2JGpU6fSsWNH49LXtLQ0QkJCiI+PNzlOnz5N8+bNC9yHwWAw2dMMyHUPtgdhY2NT4Lq57Umw9sqJhxqPiIiIiIj8O4wcOZIFCxawZMkSEhMTGTJkCFeuXGHAgAHA7d9Vsy/pHD58OJs3byYmJoaTJ08SGRnJoUOHCAsLK1S/SpiJSK5q1qzJlStXjOfly5enQ4cOLF68mNjYWONfToWxd+9e3NzcGDduHPXq1cPT05Off/75gWNdtGgRzZs3JyEhwSTxNHLkSONLCR40ppSUFH777Tfj+bfffouFhQXe3t4FjrNLly5YWloyb948AAICAvj+++9xd3enevXqJkf2xF72lwTc6dvT05MSJUoA4OTkZLK/3OnTp7l69WqO/r/99lvjz7du3eLw4cP4+PgUKHY/P78c/0qTl9z2JOhkW7NA94qIiIiIiGTXvXt3ZsyYwcSJE6lTpw7x8fFs3rzZuLF/SkqKye9DTZo04dNPP+XDDz/E39+fzz77jPXr11O7du1C9as9zET+5c6fP0/Xrl158cUX8fPzo0yZMhw6dIjp06fTvn17k7oDBw6kXbt2ZGRk0L9//0L35enpSUpKCitWrKB+/fps2rSJdevWPVD8N2/eZNmyZUyePDnHX4ADBw5k5syZfP/998a9ze43Jmtra/r378+MGTO4fPkyw4YNo1u3boVaB28wGBg2bBiRkZEMHjyYV155hQULFtCzZ09Gjx5NuXLl+OGHH1ixYgULFy40JsRSUlIYOXIkgwcP5siRI7z77rvExMQY23322WeZO3cujRs3JiMjg4iIiByz9ADee+89PD098fHxYdasWVy4cCHHstq8TJo0iZYtW1KtWjV69OjBrVu3+PLLL4mIiMhRN7c9CUoaShT4OYmIiIiIiGQXFhaW5wyxHTt25Cjr2rUrXbt2faA+NcNM5F/Ozs6Ohg0bMmvWLJo3b07t2rWZMGECgwYNYu7cuSZ1W7VqhYuLC0FBQVSqVKnQfb3wwgu89tprhIWFUadOHfbu3Wt8U+X92rBhA+fPn6djx445rvn4+ODj45PvLLOCxlS9enU6depEmzZteO655/Dz8zPOFCuM/v37c/PmTebOnUulSpXYs2cPGRkZPPfcc/j6+jJixAgcHR2xsPh/fz3369ePa9eu0aBBA1555RWGDx/Oyy+/bLweExODq6srzZo1o1evXoSHh1O6dOkcfb/55pu8+eab+Pv7s3v3bjZs2ECFChUKFHdgYCCrV69mw4YN1KlTh2effZYDBw4UevwiIiIiIiLFgSHr7o1vRETykJaWRuXKlVm8eDGdOnUydzj/CoGBgdSpU4fZs2ebO5QHsta5l7lDECmWFpS8YO4QRIqlDlnlzR2CSLEz+P8+NncIIkWKlmSKyD1lZmby559/EhMTg6OjIy+88IK5QxIRERERERF5ZJQwE5F7SklJoWrVqjz55JPExsZiaam/OkREREREROTxpd96ReSe3N3d0ept88htA0sRERERERF5tJQwExGRR+5L6xvmDkGkWFrmc9XcIYgUSy2PXjJ3CCLFzmBzByBSxOgtmSIiIiIiIiIiItkoYSYiIiIiIiIiIpKNEmYiIsWcu7s7s2fPNncYIiIiIiIijw0lzEREzMxgMOR7REZG5nv/wYMHefnll/+ZYEVERERERP4FtOm/iIiZpaamGn9euXIlEydOJCkpyVhmZ2eX7/1OTk6PLDYREREREZF/I80wExExM2dnZ+Ph4OCAwWAwnl+5coXevXtTsWJF7OzsqF+/Ptu2bTO5P/uSzPDwcNq1a2e8Nnv2bAwGA5s3bzaWVa9enYULFwK3Z6e1bt2aChUq4ODgQIsWLThy5IhJ+waDgYULF9KxY0dKly6Np6cnGzZseERPQ0RERERExPyUMBMRKcLS0tJo06YNcXFxHD16lODgYEJCQkhJScm1fosWLdi9ezcZGRkA7Ny5kwoVKrBjxw4Afv31V5KTkwkMDATg77//pn///uzevZtvv/0WT09P2rRpw99//23SblRUFN26dePYsWO0adOG3r1789dffz2ycYuIiIiIiJiTEmYiIkWYv78/gwcPpnbt2nh6ehIdHU21atXynOHVrFkz/v77b44ePUpWVhbffPMNo0aNMibMduzYQeXKlalevToAzz77LH369KFGjRr4+Pjw4YcfcvXqVXbu3GnSbmhoKD179qR69epMnTqVtLQ0Dhw4kGsM6enpXL582eTIyMp4eA9FRERERETkEVPCTESkCEtLSyM8PBwfHx8cHR2xs7MjMTExzxlmjo6O+Pv7s2PHDo4fP06pUqV4+eWXOXr0KGlpaezcuZMWLVoY6//+++8MGjQIT09PHBwcsLe3Jy0tLUf7fn5+xp9tbW2xt7fn3LlzucYwbdo0HBwcTI6ES0m51hURERERESmKtOm/iEgRFh4eztatW5kxYwbVq1fHxsaGLl26cOPGjTzvCQwMZMeOHVhZWdGiRQvKlSuHj48Pu3fvZufOnYwaNcpYt3///pw/f545c+bg5uaGlZUVjRs3ztF+yZIlTc4NBgOZmZm59j927FhGjhxpUjbct39hhy4iIiIiImI2SpiJiBRhe/bsITQ0lI4dOwK3Z5ydOXMm33tatGjBRx99hKWlJcHBwcDtJNry5cs5deqUcf+yO+3PmzePNm3aAPDLL7/w559/PlDMVlZWWFlZmZSVMJR4oDZFRERERET+SVqSKSJShHl6erJ27Vri4+NJSEigV69eec7suqN58+b8/fffbNy40ZgcCwwM5JNPPsHFxQUvLy+T9pctW0ZiYiL79++nd+/e2NjYPMohiYiIiIiIFHlKmImIFGEzZ86kbNmyNGnShJCQEIKCgggICMj3nrJly+Lr64uTkxM1atQAbifRMjMzTfYvA1i0aBEXLlwgICCAvn37MmzYMJ544olHNh4REREREZHiwJCVlZVl7iBEROTxNtC9i7lDECmW3vT5w9whiBRLLY/eNHcIIsVOwtm95g5BpEjRDDMREREREREREZFslDATERERERERERHJRgkzERERERERERGRbCzNHYCIiDz+yug/NyL35Zujlc0dgkix9Kx1/m+UFhERuRfNMBMREREREREREclGCTMRETMKDAxkxIgRxnN3d3dmz55tPDcYDKxfvz7P+++uLyIiIiIiIg9Oa2RERB6AwWDI9/qkSZOIjIzM8/ratWspWbKk8fzgwYPY2toWuP/C1Hd3d2fEiBEmCToRERERERHJSQkzEZEHkJqaavx55cqVTJw4kaSkJGOZnZ1dvveXK1fO5NzJyalQ/Re2voiIiIiIiNyblmSKiDwAZ2dn4+Hg4IDBYDCeX7lyhd69e1OxYkXs7OyoX78+27ZtM7n/Xksy7zZp0iRcXFw4duxYjvpZWVlERkZSpUoVrKysqFSpEsOGDTP28/PPP/Paa69hMBiMM+POnz9Pz549qVy5MqVLl8bX15fly5fniHHYsGGMHj2acuXK4ezsnO+sORERERERkeJOCTMRkUckLS2NNm3aEBcXx9GjRwkODiYkJISUlJRCt5WVlcWrr77K0qVL2bVrF35+fjnqrFmzhlmzZvHBBx9w+vRp1q9fj6+vL3B76eeTTz7J5MmTSU1NNc6Mu379Ok899RSbNm3iu+++4+WXX6Zv374cOHDApO0lS5Zga2vL/v37mT59OpMnT2br1q338VRERERERESKPi3JFBF5RPz9/fH39zeeR0dHs27dOjZs2EBYWFiB27l16xZ9+vTh6NGj7N69m8qVK+daLyUlBWdnZ1q1akXJkiWpUqUKDRo0AG4v/SxRogRlypTB2dnZeE/lypUJDw83nr/66qt8/fXXrFq1yngvgJ+fH5MmTQLA09OTuXPnEhcXR+vWrXPEkZ6eTnp6uukYsjKwNJQo8JhFRERERETMSTPMREQekbS0NMLDw/Hx8cHR0RE7OzsSExMLPcPstddeY//+/XzzzTd5JssAunbtyrVr1/Dw8GDQoEGsW7eOW7du5dt2RkYG0dHR+Pr6Uq5cOezs7Pj6669zxHj3jDYXFxfOnTuXa5vTpk3DwcHB5Dh4KbGAoxURERERETE/JcxERB6R8PBw1q1bx9SpU9m1axfx8fH4+vpy48aNQrXTunVrfv31V77++ut867m6upKUlMS8efOwsbFh6NChNG/enJs3b+Z5z9tvv82cOXOIiIhg+/btxMfHExQUlCPG7G/yhNtvB83MzMy1zbFjx3Lp0iWTo76DTwFHKyIiIiIiYn5akiki8ojs2bOH0NBQOnbsCNyecXbmzJlCt/PCCy8QEhJCr169KFGiBD169Mizro2NDSEhIYSEhPDKK69Qo0YNjh8/TkBAAKVKlSIjIyNHjO3bt6dPnz4AZGZmcurUKWrWrFnoOO+wsrLCysrKpEzLMUVEREREpDjRDDMRkUfE09OTtWvXEh8fT0JCAr169cpzVta9dOzYkWXLljFgwAA+++yzXOvExsayaNEivvvuO3788Uc+/vhjbGxscHNzA26/UfObb77h119/5c8//zTGuHXrVvbu3UtiYiKDBw/m999/v78Bi4iIiIiIPCaUMBMReURmzpxJ2bJladKkCSEhIQQFBREQEHDf7XXp0oUlS5bQt29f1q5dm+O6o6MjCxYsoGnTpvj5+bFt2za++OILypcvD8DkyZM5c+YM1apVw8nJCYDx48cTEBBAUFAQgYGBODs706FDh/uOUURERERE5HFgyMrKyjJ3ECIi/1aNGzemZcuWvPHGG+YO5ZF6zT3vZaQikrdm1/VvmyL3Y5f1/c3oFvk3m3VmhblDEClS9H9hIiJmkJ6ezqFDh/j++++pVauWucMRERERERGRbJQwExExg6+++opnn32WF154gS5dupg7HBEREREREclGb8kUETGDDh06cPnyZXOHISIiIiIiIrlQwkxERB65lyzSzB2CSLEUZnnd3CGIFEuNecLcIYiISDGnJZkiIiIiIiIiIiLZKGEmImIGO3bswGAwcPHixQdqx93dndmzZxvPDQYD69evf6A2CyIwMJARI0Y88n5ERERERETMQUsyRUQeMoPBkO/1SZMmERgY+FD6OnjwILa2tg+lLREREREREblNCTMRkYcsNTXV+PPKlSuZOHEiSUlJxjI7OzsOHTr0UPpycnJ6KO2IiIiIiIjI/6MlmSIiD5mzs7PxcHBwwGAwmJTZ2dkZ6x4+fJh69epRunRpmjRpYpJYS05Opn379lSsWBE7Ozvq16/Ptm3bTPq6e0nm3SIiIvDy8qJ06dJ4eHgwYcIEbt68abweGRlJnTp1WLZsGe7u7jg4ONCjRw/+/vtvY50rV67Qr18/7OzscHFxISYm5iE8JRERERERkaJLCTMRETMaN24cMTExHDp0CEtLS1588UXjtbS0NNq0aUNcXBxHjx4lODiYkJAQUlJSCtx+mTJliI2N5cSJE8yZM4cFCxYwa9YskzrJycmsX7+ejRs3snHjRnbu3Mmbb75pvP7666+zc+dOPv/8c7Zs2cKOHTs4cuTIgw9eRERERESkiNKSTBERM5oyZQotWrQAYMyYMbRt25br169jbW2Nv78//v7+xrrR0dGsW7eODRs2EBYWVqD2x48fb/zZ3d2d8PBwVqxYwejRo43lmZmZxMbGUqZMGQD69u1LXFwcU6ZMIS0tjUWLFvHxxx/TsmVLAJYsWcKTTz75wGMXEREREREpqpQwExExIz8/P+PPLi4uAJw7d44qVaqQlpZGZGQkmzZtIjU1lVu3bnHt2rVCzTBbuXIl77zzDsnJyaSlpXHr1i3s7e1N6ri7uxuTZXfiOHfuHHB79tmNGzdo2LCh8Xq5cuXw9vbOs8/09HTS09NNym5kZVDKUKLAcYuIiIiIiJiTlmSKiJhRyZIljT/febtmZmYmAOHh4axbt46pU6eya9cu4uPj8fX15caNGwVqe9++ffTu3Zs2bdqwceNGjh49yrhx43Lcnz2GO3HcieF+TJs2DQcHB5Nj4cXk+25PRERERETkn6aEmYhIEbVnzx5CQ0Pp2LEjvr6+ODs7c+bMmQLfv3fvXtzc3Bg3bhz16tXD09OTn3/+uVAxVKtWjZIlS7J//35j2YULFzh16lSe94wdO5ZLly6ZHAMdqxWqXxEREREREXPSkkwRkSLK09OTtWvXEhISgsFgYMKECYWa+eXp6UlKSgorVqygfv36bNq0iXXr1hUqBjs7O1566SVef/11ypcvzxNPPMG4ceOwsMj731usrKywsrIyKdNyTBERERERKU40w0xEpIiaOXMmZcuWpUmTJoSEhBAUFERAQECB73/hhRd47bXXCAsLo06dOuzdu5cJEyYUOo63336bZs2aERISQqtWrXj66ad56qmnCt2OiIiIiIhIcWHIysrKMncQIiLyePvOo525QxAplsJuXDd3CCLFUmPLJ8wdgkixM+3Mp+YOQaRI0QwzERERERERERGRbJQwExERERERERERyUYJMxERERERERERkWyUMBMREREREREREcnG0twBiIjI4+/6Df3nRuR+tC5R0dwhiBRLW2/9bu4QRESkmNMMMxERERERERERkWyUMBMREREREREREclGCTMRkWLOYDDke0RGRpo7RBERERERkWJFm8qIiBRzqampxp9XrlzJxIkTSUpKMpbZ2dmZIywREREREZFiSzPMRESKOWdnZ+Ph4OCAwWAwnj/xxBPMnDmTJ598EisrK+rUqcPmzZtN7t+7dy916tTB2tqaevXqsX79egwGA/Hx8cY6O3fupEGDBlhZWeHi4sKYMWO4devWPzxSERERERGRf4YSZiIij7E5c+YQExPDjBkzOHbsGEFBQbzwwgucPn0agMuXLxMSEoKvry9HjhwhOjqaiIgIkzZ+/fVX2rRpQ/369UlISOD9999n0aJFvPHGG+YYkoiIiIiIyCOnJZkiIo+xGTNmEBERQY8ePQB466232L59O7Nnz+a9997j008/xWAwsGDBAqytralZsya//vorgwYNMrYxb948XF1dmTt3LgaDgRo1avDbb78RERHBxIkTsbAw/beX9PR00tPTTcpuZGVQylDi0Q9YRERERETkIdAMMxGRx9Tly5f57bffaNq0qUl506ZNSUxMBCApKQk/Pz+sra2N1xs0aGBSPzExkcaNG2MwGEzaSEtL4//+7/9y9Dtt2jQcHBxMjti/Tz/MoYmIiIiIiDxSSpiJiMhDNXbsWC5dumRyhJbxNHdYIiIiIiIiBaaEmYjIY8re3p5KlSqxZ88ek/I9e/ZQs2ZNALy9vTl+/LjJEsqDBw+a1Pfx8WHfvn1kZWWZtFGmTBmefPLJHP1aWVlhb29vcmg5poiIiIiIFCdKmImIPMZef/113nrrLVauXElSUhJjxowhPj6e4cOHA9CrVy8yMzN5+eWXSUxM5Ouvv2bGjBkAxiWYQ4cO5ZdffuHVV1/l5MmTfP7550yaNImRI0fm2L9MRERERETkcaBN/0VEHmPDhg3j0qVLjBo1inPnzlGzZk02bNiAp+ftJZL29vZ88cUXDBkyhDp16uDr68vEiRPp1auXcV+zypUr8+WXX/L666/j7+9PuXLleOmllxg/frw5hyYiIiIiIvLIGLKyr7EREZF/vU8++YQBAwZw6dIlbGxsHkqbh57s8FDaEfm3+bqErblDECmWtmb8bu4QRIqdHf+3zdwhiBQpmmEmIvIvt3TpUjw8PKhcuTIJCQlERETQrVu3h5YsExERERERKW6UMBMR+Zc7e/YsEydO5OzZs7i4uNC1a1emTJli7rBERERERETMRksyRUTkkdOSTJH7oyWZIvdHSzJFCk9LMkVMaYaZiIg8ck84/23uEESKpUnHDpo7BJFiaVW5FuYOQUREijkLcwcgIiIiIiIiIiJSlChhJiIPRWRkJHXq1CnUPe7u7syePTvfOgaDgfXr1993XHB/sT0sBRnj/XoYz0ZERERERERyUsJMRHIwGAz5HpGRkTnuCQ8PJy4urlD9HDx4kJdffvkhRV38uLu75/ucQ0NDzR2iiIiIiIjIv5L2MBORHFJTU40/r1y5kokTJ5KUlGQss7OzM/6clZVFRkYGdnZ2JuUF4eTk9ODBFmMHDx4kIyMDgL1799K5c2eSkpKwt7cHwMbGxpzhiYiIiIiI/GtphpmI5ODs7Gw8HBwcMBgMxvOTJ09SpkwZvvrqK5566imsrKzYvXt3jmWPoaGhdOjQgRkzZuDi4kL58uV55ZVXuHnzprHO3csVT58+TfPmzbG2tqZmzZps3bo1R2wRERF4eXlRunRpPDw8mDBhgkmbAG+++SYVK1akTJkyvPTSS1y/fj3f8WZkZPDSSy9RtWpVbGxs8Pb2Zs6cOSZ1CjKec+fOERISgo2NDVWrVuWTTz7Jt18nJyfjcy1XrhwATzzxhLHs008/pVq1apQqVQpvb2+WLVuWo43U1FSef/55bGxs8PDw4LPPPiv083rjjTd44oknKFOmDAMHDmTMmDEmn2VmZiaTJ0/mySefxMrKijp16rB58+Z8xyYiIiIiIlKcKWEmIvdlzJgxvPnmmyQmJuLn55drne3bt5OcnMz27dtZsmQJsbGxxMbG5lo3MzOTTp06UapUKfbv38/8+fOJiIjIUa9MmTLExsZy4sQJ5syZw4IFC5g1a5bx+qpVq4iMjGTq1KkcOnQIFxcX5s2bl+9YMjMzefLJJ1m9ejUnTpxg4sSJ/Pe//2XVqlWFGk9oaCi//PIL27dv57PPPmPevHmcO3cu377zsm7dOoYPH86oUaP47rvvGDx4MAMGDGD79u0m9SZMmEDnzp1JSEigd+/e9OjRg8TExAI/r08++YQpU6bw1ltvcfjwYapUqcL7779v0secOXOIiYlhxowZHDt2jKCgIF544QVOnz59X2MTEREREREp6gxZWVlZ5g5CRIqu2NhYRowYwcWLFwHYsWMHzzzzDOvXr6d9+/bGepGRkaxfv574+HjgdvJox44dJCcnU6JECQC6deuGhYUFK1asAG7PMBsxYgQjRoxgy5YttG3blp9//plKlSoBsHnzZp5//nnWrVtHhw4dco1vxowZrFixgkOHDgHQpEkT6taty3vvvWes06hRI65fv26MrSDCwsI4e/asccbWvcZz6tQpvL29OXDgAPXr1wfg5MmT+Pj4MGvWLEaMGJFvf3ee64ULF3B0dKRp06bUqlWLDz/80FinW7duXLlyhU2bNgG395r7z3/+Y5LgatSoEQEBAXkmCe9+Xo0aNaJevXrMnTvXWOfpp58mLS3N+LwqV67MK6+8wn//+19jnQYNGlC/fn2T55yflHotC1RPREx5HDtp7hBEiqVV5VqYOwSRYqfT2U/NHYJIkaIZZiJyX+rVq3fPOrVq1TImlwBcXFzynHGVmJiIq6urMVkG0Lhx4xz1Vq5cSdOmTXF2dsbOzo7x48eTkpJi0k7Dhg1N7smtnbu99957PPXUUzg5OWFnZ8eHH35o0u69xpOYmIilpSVPPfWU8XqNGjVwdHS8Z9+5SUxMpGnTpiZlTZs2NZk9BjnH1rhxY5M693peSUlJNGjQwKSN7OeXL1/mt99+K1Asd6Snp3P58mWTIz0zswCjFhERERERKRqUMBOR+2Jra3vPOiVLljQ5NxgMZD5A4mTfvn307t2bNm3asHHjRo4ePcq4ceO4cePGfbcJsGLFCsLDw3nppZfYsmUL8fHxDBgwIEe7D3s8j9qjel73Mm3aNBwcHEyOeWfPPNI+RUREREREHiYlzESkSPDx8eGXX34xeUPnt99+a1Jn7969uLm5MW7cOOrVq4enpyc///xzjnb2799vUnZ3O3fbs2cPTZo0YejQodStW5fq1auTnJxcqPhr1KjBrVu3OHz4sLEsKSnJuJS1sHx8fNizZ0+OOGvWrGlSdvfYvv32W3x8fICCPS9vb28OHjxoUpb93N7enkqVKhUoljvGjh3LpUuXTI6hzu73HrSIiIiIiEgRYWnuAEREAFq1aoWXlxf9+/fn7bff5vLly4wbN86kjqenJykpKaxYsYL69euzadMm1q1bZ1Jn+PDhhIaGUq9ePZo2bconn3zC999/j4eHR559e3p6snTpUr7++muqVq3KsmXLOHjwIFWrVi1w/N7e3gQHBzN48GDef/99LC0tGTFiBDY2NoV7EP+/119/nW7dulG3bl1atWrFF198wdq1a9m2bZtJvdWrV1OvXj2efvppPvnkEw4cOMCiRYuM47rX83r11VcZNGgQ9erVo0mTJqxcuZJjx46ZPK/XX3+dSZMmUa1aNerUqcPixYuJj4/P8y2gVlZWWFlZmZRdtNC/z4iIiIiISPGh32BEpEiwsLBg3bp1XLt2jQYNGjBw4ECmTJliUueFF17gtddeIywsjDp16rB3714mTJhgUqd79+5MmDCB0aNH89RTT/Hzzz8zZMiQfPsePHgwnTp1onv37jRs2JDz588zdOjQQo9h8eLFVKpUiRYtWtCpUydefvllnnjiiUK3A9ChQwfmzJnDjBkzqFWrFh988AGLFy8mMDDQpF5UVBQrVqzAz8+PpUuXsnz5cuPMr4I8r969ezN27FjCw8MJCAjgp59+IjQ0FGtra2OdYcOGMXLkSEaNGoWvry+bN29mw4YNeHp63tfYREREREREijq9JVNEREy0bt0aZ2dnli1b9tDa1FsyRe6P3pIpcn/0lkyRwtNbMkVMaUmmiMi/2NWrV5k/fz5BQUGUKFGC5cuXs23bNrZu3Wru0ERERERERMxGCTMRkX8xg8HAl19+yZQpU7h+/Tre3t6sWbOGVq1amTs0ERERERERs1HCTETkX8zGxibHiwRERERERET+7ZQwExGRR+7Q/1U0dwgixVK0i4u5QxAplj7jirlDECl2Opk7AJEiRm/JFBERERERERERyUYJMxERERERERERkWyUMBMR+Rdwd3dn9uzZD72uiIiIiIjI40h7mImImJnBYMj3+qRJk4iMjHygPg4ePIitre1DrysiIiIiIvI4UsJMRMTMUlNTjT+vXLmSiRMnkpSUZCyzs7N74D6cnJweSV0REREREZHHkZZkioiYmbOzs/FwcHDAYDAYz+fPn8/TTz9tUn/27Nm4u7sbz0NDQ+nQoQMzZszAxcWF8uXL88orr3Dz5k1jnezLLLOysoiMjKRKlSpYWVlRqVIlhg0blmtdgJkzZ+Lr64utrS2urq4MHTqUtLS0R/IsREREREREigLNMBMReQxs374dFxcXtm/fzg8//ED37t2pU6cOgwYNylF3zZo1zJo1ixUrVlCrVi3Onj1LQkJCnm1bWFjwzjvvULVqVX788UeGDh3K6NGjmTdv3qMckoiIiIiIiNkoYSYi8hgoW7Ysc+fOpUSJEtSoUYO2bdsSFxeXa8IsJSUFZ2dnWrVqRcmSJalSpQoNGjTIs+0RI0YYf3Z3d+eNN97gP//5T54Js/T0dNLT003KbmZlUNJQ4v4GJyIiIiIi8g/TkkwRkcdArVq1KFHi/yWkXFxcOHfuXK51u3btyrVr1/Dw8GDQoEGsW7eOW7du5dn2tm3baNmyJZUrV6ZMmTL07duX8+fPc/Xq1VzrT5s2DQcHB5Nj7ZUTDzZAERERERGRf5ASZiIiRZiFhQVZWVkmZdn3JrujZMmSJucGg4HMzMxc23R1dSUpKYl58+ZhY2PD0KFDad68ea7tnjlzhnbt2uHn58eaNWs4fPgw7733HgA3btzItf2xY8dy6dIlk6OTbc0CjVdERERERKQo0JJMEZEizMnJibNnz5KVlYXBYAAgPj7+gdu1sbEhJCSEkJAQXnnlFWrUqMHx48cJCAgwqXf48GEyMzOJiYnBwuL2v7GsWrUq37atrKywsrIyKdNyTBERERERKU6UMBMRKcICAwP5448/mD59Ol26dGHz5s189dVX2Nvb33ebsbGxZGRk0LBhQ0qXLs3HH3+MjY0Nbm5uOepWr16dmzdv8u677xISEsKePXuYP3/+gwxJRERERESkyNOSTBGRIszHx4d58+bx3nvv4e/vz4EDBwgPD3+gNh0dHVmwYAFNmzbFz8+Pbdu28cUXX1C+fPkcdf39/Zk5cyZvvfUWtWvX5pNPPmHatGkP1L+IiIiIiEhRZ8i6e3McERGRh2ytcy9zhyBSLCVZ6d82Re7Hca6YOwSRYufTn9eZOwSRIkX/FyYiIiIiIiIiIpKNEmYiIiIiIiIiIiLZKGEmIiIiIiIiIiKSjd6SKSIij9wRa3NHIFI8JWReNHcIIsXSmBv6D4+IiDwYzTATERERERERERHJRgkzEZHHnLu7O7NnzzZ3GCIiIiIiIsWGEmYiIkWEwWDI94iMjDR3iCIiIiIiIv8K2sNMRKSISE1NNf68cuVKJk6cSFJSkrHMzs6uUO3duHGDUqVKPbT4RERERERE/i00w0xEpIhwdnY2Hg4ODhgMBuP5/Pnzefrpp03qz549G3d3d+N5aGgoHTp0YMqUKVSqVAlvb+9c+1m4cCGOjo7ExcUB8N133/H8889jZ2dHxYoV6du3L3/++ScAS5cupXz58qSnp5u00aFDB/r27fsQRy8iIiIiIlJ0KGEmIvIYiYuLIykpia1bt7Jx48Yc16dPn86YMWPYsmULLVu25OLFizz77LPUrVuXQ4cOsVQgbw8AAJcQSURBVHnzZn7//Xe6desGQNeuXcnIyGDDhg3GNs6dO8emTZt48cUX/7FxiYiIiIiI/JO0JFNE5DFia2vLwoULc12KGRERwbJly9i5cye1atUCYO7cudStW5epU6ca63300Ue4urpy6tQpvLy86NWrF4sXL6Zr164AfPzxx1SpUoXAwMBcY0hPT88xI+1WVgaWhhIPaZQiIiIiIiKPlhJmIiKPEV9f31yTZTExMVy5coVDhw7h4eFhLE9ISGD79u257o+WnJyMl5cXgwYNon79+vz6669UrlyZ2NhYQkNDMRgMucYwbdo0oqKiTMqaOdSmuaPvA45ORERERETkn6ElmSIixYCFhQVZWVkmZTdv3sxRz9bWNtf7mzVrRkZGBqtWrTIpT0tLIyQkhPj4eJPj9OnTNG/eHIC6devi7+/P0qVLOXz4MN9//z2hoaF5xjp27FguXbpkcjRxqFnIEYuIiIiIiJiPZpiJiBQDTk5OnD17lqysLOPMrvj4+ALf36BBA8LCwggODsbS0pLw8HAAAgICWLNmDe7u7lha5v2fhIEDBzJ79mx+/fVXWrVqhaura551rayssLKyMinTckwRERERESlONMNMRKQYCAwM5I8//mD69OkkJyfz3nvv8dVXXxWqjSZNmvDll18SFRXF7NmzAXjllVf466+/6NmzJwcPHiQ5OZmvv/6aAQMGkJGRYby3V69e/N///R8LFizQZv8iIiIiIvLYU8JMRKQY8PHxYd68ebz33nv4+/tz4MAB4yyxwnj66afZtGkT48eP591336VSpUrs2bOHjIwMnnvuOXx9fRkxYgSOjo5YWPy//0Q4ODjQuXNn7Ozs6NChw0McmYiIiIiISNFjyLp7UxwREZFctGzZklq1avHOO+8U+t7x7r0eQUQij7+EzMvmDkGkWBpzw9rcIYgUO03PfmbuEESKFO1hJiIi+bpw4QI7duxgx44dzJs3z9zhiIiIiIiIPHJKmImISL7q1q3LhQsXeOutt/D29jZ3OCIiIiIiIo+cEmYiIpKvM2fOmDsEERERERGRf5QSZiIi8sjdQNtlityPSZn6XzWR+xFV6rq5QxApdr4wdwAiRYzekikiIiIiIiIiIpKNEmYiIvfg7u7O7NmzzR1GrgwGA+vXrzd3GCIiIiIiIo8VJcxE5LFhMBjyPSIjI80d4kOXmprK888/X6C6Sq6JiIiIiIgUjDbGEJHHRmpqqvHnlStXMnHiRJKSkoxldnZ2hWrvxo0blCpV6qHF9yg4OzubOwQREREREZHHjmaYichjw9nZ2Xg4ODhgMBiM5/Pnz+fpp582qT979mzc3d2N56GhoXTo0IEpU6ZQqVIlvL29c+1n4cKFODo6EhcXB0BgYCCvvvoqI0aMoGzZslSsWJEFCxZw5coVBgwYQJkyZahevTpfffWVSTvfffcdzz//PHZ2dlSsWJG+ffvy559/Gq8HBgYybNgwRo8eTbly5XB2ds4xSy77rLEbN24QFhaGi4sL1tbWuLm5MW3aNADjODt27IjBYDCeJycn0759eypWrIidnR3169dn27ZtJn24u7szdepUXnzxRcqUKUOVKlX48MMP7/l5iIiIiIiIFFdKmImIZBMXF0dSUhJbt25l48aNOa5Pnz6dMWPGsGXLFlq2bGksX7JkCRUqVODAgQO8+uqrDBkyhK5du9KkSROOHDnCc889R9++fbl69SoAFy9e5Nlnn6Vu3bocOnSIzZs38/vvv9OtWzeT/pYsWYKtrS379+9n+vTpTJ48ma1bt+Ya+zvvvMOGDRtYtWoVSUlJfPLJJ8bE2MGDBwFYvHgxqampxvO0tDTatGlDXFwcR48eJTg4mJCQEFJSUkzajomJoV69ehw9epShQ4cyZMgQk9l7IiIiIiIijxMtyRQRycbW1paFCxfmuhQzIiKCZcuWsXPnTmrVqmVyzd/fn/HjxwMwduxY3nzzTSpUqMCgQYMAmDhxIu+//z7Hjh2jUaNGzJ07l7p16zJ16lRjGx999BGurq6cOnUKLy8vAPz8/Jg0aRIAnp6ezJ07l7i4OFq3bp0jvpSUFDw9PXn66acxGAy4ubkZrzk5OQHg6OhosozT398ff39/43l0dDTr1q1jw4YNhIWFGcvbtGnD0KFDjc9h1qxZbN++Pc9ZeCIiIiIiIsWZEmYiItn4+vrmmiyLiYnhypUrHDp0CA8PjxzX/fz8jD+XKFGC8uXL4+vrayyrWLEiAOfOnQMgISGB7du357qvWnJysknCLDsXFxdjG3cLDQ2ldevWeHt7ExwcTLt27XjuuefyHW9aWhqRkZFs2rSJ1NRUbt26xbVr13LMMMsex52lrnnFkZ6eTnp6uknZrawMLA0l8o1FRERERESkqNCSTBH5V7CwsCArK8uk7ObNmznq2dra5np/s2bNyMjIYNWqVbleL1mypMm5wWAwKTMYDABkZmYCtxNVISEhxMfHmxynT5+mefPm+bZ7p427BQQE8NNPPxEdHc21a9fo1q0bXbp0ybXuHeHh4axbt46pU6eya9cu4uPj8fX15caNG/ccX15xTJs2DQcHB5Nj/6UT+cYhIiIiIiJSlGiGmYj8Kzg5OXH27FmysrKMyav4+PgC39+gQQPCwsIIDg7G0tKS8PDwB4onICCANWvW4O7ujqXlw/ur2N7enu7du9O9e3e6dOlCcHAwf/31F+XKlaNkyZJkZGSY1N+zZw+hoaF07NgRuJ3IO3PmzAPFMHbsWEaOHGlSFuk78IHaFBERERER+SdphpmI/CsEBgbyxx9/MH36dJKTk3nvvfdyvLXyXpo0acKXX35JVFQUs2fPfqB4XnnlFf766y969uzJwYMHSU5O5uuvv2bAgAE5kloFNXPmTJYvX87Jkyc5deoUq1evxtnZGUdHR+D22y7j4uI4e/YsFy5cAG7vi7Z27Vri4+NJSEigV69eec4cKygrKyvs7e1NDi3HFBERERGR4kQJMxH5V/Dx8WHevHm89957+Pv7c+DAgfuaJfb000+zadMmxo8fz7vvvnvf8VSqVIk9e/aQkZHBc889h6+vLyNGjMDR0RELi/v7q7lMmTJMnz6devXqUb9+fc6cOcOXX35pbC8mJoatW7fi6upK3bp1gdtJtrJly9KkSRNCQkIICgoiICDgvsclIiIiIiLyODBk3b2pj4iIyEM22r2nuUMQKZa63bpm7hBEiqUoi1vmDkGk2PkiZaO5QxApUjTDTEREREREREREJBslzERERERERERERLJRwkxERERERERERCQbJcxERERERERERESysTR3ACIi8vgrnaV/nxG5Hzst7Mwdgkix9JRB7zUTEZEHo99gREREREREREREslHCTEREjGJjY3F0dDR3GCIiIiIiImalhJmIyD8oMDCQESNG5ChXokpERERERKToUMJMREREREREREQkGyXMRESKmFu3bjFs2DAcHR0pX748ERER9O/fnw4dOhjrbN68maefftpYp127diQnJxuvnzlzBoPBwNq1a3nmmWcoXbo0/v7+7Nu3z6Sv2NhYqlSpQunSpenYsSPnz583uZ6cnEz79u2pWLEidnZ21K9fn23btj3S8YuIiIiIiJibEmYiIkXMW2+9xSeffMLixYvZs2cPly9fZv369SZ1rly5wsiRIzl06BBxcXFYWFjQsWNHMjMzTeqNGzeO8PBw4uPj8fLyomfPnty6dQuA/fv389JLLxEWFkZ8fDzPPPMMb7zxhsn9aWlptGnThri4OI4ePUpwcDAhISGkpKQ80mcgIiIiIiJiTpbmDkBEREy9++67jB07lo4dOwIwd+5cvvzyS5M6nTt3Njn/6KOPcHJy4sSJE9SuXdtYHh4eTtu2bQGIioqiVq1a/PDDD9SoUYM5c+YQHBzM6NGjAfDy8mLv3r1s3rzZeL+/vz/+/v7G8+joaNatW8eGDRsICwvLNf709HTS09NNym5lZWBpKFHYRyEiIiIiImIWmmEmIlKEXLp0id9//50GDRoYy0qUKMFTTz1lUu/06dP07NkTDw8P7O3tcXd3B8gx88vPz8/4s4uLCwDnzp0DIDExkYYNG5rUb9y4scl5Wloa4eHh+Pj44OjoiJ2dHYmJifnOMJs2bRoODg4mx+5L3xfwCYiIiIiIiJifEmYiIv8ge3t7Ll26lKP84sWLODg4FLidkJAQ/vrrLxYsWMD+/fvZv38/ADdu3DCpV7JkSePPBoMBIMeyzfyEh4ezbt06pk6dyq5du4iPj8fX1zdHP9mNHTuWS5cumRxPO9QqcJ8iIiIiIiLmpiWZIiL/IG9vb7Zs2ZKj/MiRI3h5eeHg4EDFihU5ePAgzZs3ByAjI4MjR45Qp04dAM6fP09SUhILFiygWbNmAOzevbvQsfj4+BgTbXd8++23Jud79uwhNDTUuDw0LS2NM2fO5NuulZUVVlZWJmVajikiIiIiIsWJEmYiIv+gIUOGMHfuXIYNG8bAgQOxsrJi06ZNLF++nC+++AKAV199lWnTplG9enVq1KjBu+++y4ULF4wzxMqWLUv58uX58MMPcXFxISUlhTFjxhQ6lmHDhtG0aVNmzJhB+/bt+frrr032LwPw9PRk7dq1hISEYDAYmDBhQqFmqImIiIiIiBRHWpIpIvIP8vDw4JtvvuHkyZO0atWKhg0bsmrVKlavXk1wcDAAERER9OzZk379+tG4cWPs7OwICgrC2toaAAsLC1asWMHhw4epXbs2r732Gm+//XahY2nUqBELFixgzpw5+Pv7s2XLFsaPH29SZ+bMmZQtW5YmTZoQEhJCUFAQAQEBD/4gREREREREijBDVlZWlrmDEBGRvGVmZuLj40O3bt2Ijo42dzj3JdKtt7lDECmWymQZzB2CSLH0t0G/4ogUVuTPn5g7BJEiRUsyRUSKmJ9//pktW7bQokUL0tPTmTt3Lj/99BO9evUyd2giIiIiIiL/ClqSKSJSxFhYWBAbG0v9+vVp2rQpx48fZ9u2bfj4+Jg7NBERERERkX8FzTATESliXF1d2bNnj7nDEBERERER+ddSwkxERB65hKzL5g5BpFjadTHJ3CGIFEs/j25g7hBERKSY05JMERERERERERGRbJQwExEpYkJDQ+nQocNDb/fMmTMYDAbi4+MfetsiIiIiIiKPEyXMRET+QYGBgYwYMSJHeWxsLI6Ojo+0b1dXV1JTU6ldu/Yj7UdERERERKS4U8JMRKSYu3HjRoHqlShRAmdnZywttX2liIiIiIhIfpQwExEp4g4ePIiTkxNvvfUWAJGRkdSpU4eFCxdStWpVrK2tAdi8eTNPP/00jo6OlC9fnnbt2pGcnGxs5+4lmTt27MBgMBAXF0e9evUoXbo0TZo0ISnJdJPxzz//nICAAKytrfHw8CAqKopbt279M4MXERERERExAyXMRESKsP/973+0bt2aKVOmEBERYSz/4YcfWLNmDWvXrjUmwK5cucLIkSM5dOgQcXFxWFhY0LFjRzIzM/PtY9y4ccTExHDo0CEsLS158cUXjdd27dpFv379GD58OCdOnOCDDz4gNjaWKVOmPJLxioiIiIiIFAValyMiUkStW7eOfv36sXDhQrp3725y7caNGyxduhQnJydjWefOnU3qfPTRRzg5OXHixIl89y2bMmUKLVq0AGDMmDG0bduW69evY21tTVRUFGPGjKF///4AeHh4EB0dzejRo5k0adLDGqqIiIiIiEiRooSZiEgRtH//fjZu3Mhnn32W6xsz3dzcTJJlAKdPn2bixIns37+fP//80zizLCUlJd+EmZ+fn/FnFxcXAM6dO0eVKlVISEhgz549JjPKMjIyuH79OlevXqV06dI52ktPTyc9Pd2kLCMrgxKGEvceuIiIiIiISBGghJmIyD/I3t6eS5cu5Si/ePEiDg4OxvNq1apRvnx5PvroI9q2bUvJkiVN6tva2uZoIyQkBDc3NxYsWEClSpXIzMykdu3a93wpQPa2DQYDgDHZlpaWRlRUFJ06dcpx35290+42bdo0oqKiTMq87T3xcfDONw4REREREZGiQnuYiYj8g7y9vTly5EiO8iNHjuDl5WU8r1ChAv/73//44Ycf6NatGzdv3sy33fPnz5OUlMT48eNp2bIlPj4+XLhw4YHjDQgIICkpierVq+c4LCxy/0/I2LFjuXTpksnhZV/9gWMRERERERH5p2iGmYjIP2jIkCHMnTuXYcOGMXDgQKysrNi0aRPLly/niy++MKn7xBNP8L///Y9nnnmGnj17smLFCiwtc/9ru2zZspQvX54PP/wQFxcXUlJSGDNmzAPHO3HiRNq1a0eVKlXo0qULFhYWJCQk8N133/HGG2/keo+VlRVWVlYmZVqOKSIiIiIixYlmmImI/IM8PDz45ptvOHnyJK1ataJhw4asWrWK1atXExwcnKO+s7Mz//vf/zh+/Di9e/cmIyMj13YtLCxYsWIFhw8fpnbt2rz22mu8/fbbDxxvUFAQGzduZMuWLdSvX59GjRoxa9Ys3NzcHrhtERERERGRosqQlZWVZe4gRETk8daxSoi5QxAplnZdTDJ3CCLF0s+jG5g7BJFix3b8x+YOQaRI0QwzERERERERERGRbJQwExERERERERERyUYJMxERERERERERkWy0h5mIiDxyg9y7mjsEkWKp6zW9YVbkfnxlY+4IRIqfWWdWmDsEkSJFM8xERERERERERESyUcJMREREREREREQkGyXMROSBuLu7M3v27EfStsFgYP369Y+k7YJ4lGMrrNjYWBwdHc0dhoiIiIiIyL+CEmYi/0KBgYGMGDEiR/n9JGUOHjzIyy+/bDw3R5Jr3759lChRgrZt2/6j/eYmMjISg8GQ46hRo8YDtdu9e3dOnTr1wPGdOXMGg8FAfHz8A7clIiIiIiLyuLI0dwAiUrw5OTmZOwQWLVrEq6++yqJFi/jtt9+oVKlSnnWzsrLIyMjA0vLR/fVXq1Yttm3bZlL2oP3Z2NhgY5P3DsY3btygVKlSD9SHiIiIiIiI3KYZZiKSp9DQUDp06MCMGTNwcXGhfPnyvPLKK9y8edNYJ/uyRXd3dwA6duyIwWAwngN8/vnnBAQEYG1tjYeHB1FRUdy6dct4/fTp0zRv3hxra2tq1qzJ1q1bCxRjWloaK1euZMiQIbRt25bY2FiT6zt27MBgMPDVV1/x1FNPYWVlxe7du0lOTqZ9+/ZUrFgROzs76tevnyPJBfD333/Ts2dPbG1tqVy5Mu+99949Y7K0tMTZ2dnkqFChgskze+ONN+jXrx92dna4ubmxYcMG/vjjD9q3b4+dnR1+fn4cOnTIeM/ds/8iIyOpU6cOCxcupGrVqlhbWwOwefNmnn76aRwdHSlfvjzt2rUjOTnZeF/VqlUBqFu3LgaDgcDAQOO1hQsX4uPjg7W1NTVq1GDevHnGazdu3CAsLAwXFxesra1xc3Nj2rRp93wWIiIiIiIixZESZiKSr+3bt5OcnMz27dtZsmQJsbGxOZJSdxw8eBCAxYsXk5qaajzftWsX/fr1Y/jw4Zw4cYIPPviA2NhYpkyZAkBmZiadOnWiVKlS7N+/n/nz5xMREVGg+FatWkWNGjXw9vamT58+fPTRR2RlZeWoN2bMGN58800SExPx8/MjLS2NNm3aEBcXx9GjRwkODiYkJISUlBST+95++238/f05evQoY8aMYfjw4QVO5uVn1qxZNG3alKNHj9K2bVv69u1Lv3796NOnD0eOHKFatWr069cv17Hc8cMPP7BmzRrWrl1rXGJ55coVRo4cyaFDh4iLi8PCwoKOHTuSmZkJwIEDBwDYtm0bqamprF27FoBPPvmEiRMnMmXKFBITE5k6dSoTJkxgyZIlALzzzjts2LCBVatWkZSUxCeffGKSEBUREREREXmcaEmmiOSrbNmyzJ07lxIlSlCjRg3atm1LXFwcgwYNylH3zvJMR0dHnJ2djeVRUVGMGTOG/v37A+Dh4UF0dDSjR49m0qRJbNu2jZMnT/L1118bl1NOnTqV559//p7xLVq0iD59+gAQHBzMpUuX2Llzp8nMKYDJkyfTunVr43m5cuXw9/c3nkdHR7Nu3To2bNhAWFiYsbxp06aMGTMGAC8vL/bs2cOsWbNM2rrb8ePHsbOzMynr06cP8+fPN563adOGwYMHAzBx4kTef/996tevT9euXQGIiIigcePG/P777ybPMrsbN26wdOlSk2WxnTt3Nqnz0Ucf4eTkxIkTJ6hdu7axbvny5U3anTRpEjExMXTq1Am4PRPtTnKzf//+pKSk4OnpydNPP43BYMDNzS3P8aenp5Oenm5SlpGVQQlDiTzvERERERERKUo0w0xE8lWrVi1KlPh/iQ4XFxfOnTtXqDYSEhKYPHkydnZ2xmPQoEGkpqZy9epVEhMTcXV1Ndl7rHHjxvdsNykpiQMHDtCzZ0/g9lLI7t27s2jRohx169WrZ3KelpZGeHg4Pj4+ODo6YmdnR2JiYo4ZZnfH0bhxYxITE/ONy9vbm/j4eJNj8uTJJnX8/PyMP1esWBEAX1/fHGX5PWs3N7cce8idPn2anj174uHhgb29vXEW2N3jyu7KlSskJyfz0ksvmXxGb7zxhnE5Z2hoKPHx8Xh7ezNs2DC2bNmSZ3vTpk3DwcHB5Ii/dDLP+iIiIiIiIkWNZpiJ/AvZ29tz6dKlHOUXL17EwcHBpKxkyZIm5waDwbi8r6DS0tKIiooyzl7K7s7eW/dj0aJF3Lp1yyTRlpWVhZWVFXPnzjUZi62trcm94eHhbN26lRkzZlC9enVsbGzo0qULN27cuO947ihVqhTVq1fPt07252owGPIsy+9Z3z0mgJCQENzc3FiwYAGVKlUiMzOT2rVr5zuutLQ0ABYsWEDDhg1Nrt1JlgYEBPDTTz/x1VdfsW3bNrp160arVq347LPPcrQ3duxYRo4caVI2wjc0z/5FRERERESKGiXMRP6FvL29c50hdOTIEby8vB6o7ZIlS5KRkWFSFhAQQFJSUp5JJB8fH3755RdSU1NxcXEB4Ntvv823n1u3brF06VJiYmJ47rnnTK516NCB5cuX85///CfP+/fs2UNoaCgdO3YEbieNzpw5k6Pe3XF8++23+Pj45BubuZw/f56kpCQWLFhAs2bNANi9e7dJnTtv0sz+GVWsWJFKlSrx448/0rt37zzbt7e3p3v37nTv3p0uXboQHBzMX3/9Rbly5UzqWVlZYWVlZVKm5ZgiIiIiIlKcKGEm8i80ZMgQ5s6dy7Bhwxg4cCBWVlZs2rSJ5cuX88UXXzxQ2+7u7sTFxdG0aVOsrKwoW7YsEydOpF27dlSpUoUuXbpgYWFBQkIC3333HW+88QatWrXCy8uL/v378/bbb3P58mXGjRuXbz8bN27kwoULvPTSSzlmxXXu3JlFixblmzDz9PRk7dq1hISEYDAYmDBhQq6zufbs2cP06dPp0KEDW7duZfXq1WzatCnf2G7dusXZs2dNygwGg3GZ5aNStmxZypcvz4cffoiLiwspKSnG/dfueOKJJ7CxsWHz5s08+eSTWFtb4+DgQFRUFMOGDcPBwYHg4GDS09M5dOgQFy5cYOTIkcycORMXFxfq1q2LhYUFq1evxtnZ2eTNnSIiIiIiIo8L7WEm8i/k4eHBN998w8mTJ2nVqhUNGzZk1apVrF69muDg4AdqOyYmhq1bt+Lq6krdunUBCAoKYuPGjWzZsoX69evTqFEjZs2aZdw43sLCgnXr1nHt2jUaNGjAwIEDjW/QzMuiRYto1apVjmQZ3E6YHTp0iGPHjuV5/8yZMylbtixNmjQhJCSEoKAgAgICctQbNWoUhw4dom7durzxxhvMnDmToKCgfGP7/vvvcXFxMTny2yT/YbGwsGDFihUcPnyY2rVr89prr/H222+b1LG0tOSdd97hgw8+oFKlSrRv3x6AgQMHsnDhQhYvXoyvry8tWrQgNjaWqlWrAlCmTBmmT59OvXr1qF+/PmfOnOHLL7/EwkL/GRERERERkcePISsrK8vcQYiIyONtkHtXc4cgUix1vablzCL34ysbc0cgUvzMOrPC3CGIFCmaGiAiIiIiIiIiIpKNEmYiIiIiIiIiIiLZKGEmIiIiIiIiIiKSjd6SKSIij1zva+aOQKR4eoWfzB2CSLEUmV7d3CGIiEgxpxlmIiIiIiIiIiIi2Tw2CTN3d3dmz579SNo2GAysX7/+gdoIDAxkxIgRDyWe/OzYsQODwcDFixcfeV/348MPP8TV1RULC4tH9nkVF5GRkdSpU6fItPMonDlzBoPBQHx8vLlDyeGf+jP5T3uUfxdmFxoaSocOHR55PyIiIiIiIuZg1oRZXr+wxsbG4ujoWKi2Dh48yMsvv2w8fxhJroLK7RfHzz77DGtra2JiYgBYu3Yt0dHR/0g8RdXly5cJCwsjIiKCX3/91eTzutv27dtp164dTk5OWFtbU61aNbp3784333zzj8Ra0GRKYGAgBoPBeFSsWJGuXbvy888/3/Pe8PBw4uLijOf3m4C4u53i5s4zXLHC9DXWs2fPxt3d/YHbL+pJ5Dse1wSeiIiIiIhIcfTYzDBzcnKidOnS5g4DgIULF9K7d2/ef/99Ro0aBUC5cuUoU6aMmSMzr5SUFG7evEnbtm1xcXHJ8/OaN28eLVu2pHz58qxcuZKkpCTWrVtHkyZNeO211/JsPyMjg8zMzEcVfp4GDRpEamoqv/32G59//jm//PILffr0ybN+VlYWt27dws7OjvLlyz9w/w+rHXOytrZm/Pjx3Lx586G2+7Dbu5cbN24Uy7ZFRERERETEVLFImN2ZeTNjxgxcXFwoX748r7zyiskvw9mXId2ZldKxY0cMBoPJLJXPP/+cgIAArK2t8fDwICoqilu3bhmvnz59mubNm2NtbU3NmjXZunVroWKdPn06r776KitWrGDAgAHG8rtnj7i7uzN16lRefPFFypQpQ5UqVfjwww9N2tq7dy916tTB2tqaevXqsX79+hzL27788ku8vLywsbHhmWee4cyZMzliWrNmDbVq1cLKygp3d3fjrLfssbzxxhv069cPOzs73Nzc2LBhA3/88Qft27fHzs4OPz8/Dh06lO/YU1JSjPXt7e3p1q0bv//+O3B71qCvry8AHh4eGAyGXGNNSUlhxIgRjBgxgiVLlvDss8/i5uaGn58fw4cPN4nhzkzEDRs2ULNmTaysrEhJSSE9PZ3w8HAqV66Mra0tDRs2ZMeOHcb7zp8/T8+ePalcuTKlS5fG19eX5cuXG6+Hhoayc+dO5syZY5w5llusd5QuXRpnZ2dcXFxo1KgRYWFhHDlyxHj9zgynr776iqeeegorKyt2795tspQyMjKSJUuW8Pnnnxv7vBNzREQEXl5elC5dGg8PDyZMmGDy3b97SWZB/rzcLTk5mfbt21OxYkXs7OyoX78+27ZtM6lTkO/sgQMHqFu3rvE7e/To0Tz7zK5nz55cvHiRBQsW5Fvv/fffp1q1apQqVQpvb2+WLVtmct1gMPD+++/zwgsvYGtry6BBg3jmmWcAKFu2LAaDgdDQUGP9zMxMRo8eTbly5XB2diYyMtKkvYsXLzJw4ECcnJywt7fn2WefJSEhwXj9zrNfuHAhVatWxdra2hjHwoUL6dixI6VLl8bT05MNGzYU6Fnc4e7uTnR0NP369cPe3t44I3P37t00a9YMGxsbXF1dGTZsGFeuXMmznZkzZ+Lr64utrS2urq4MHTqUtLQ04/U7f46+/vprfHx8sLOzIzg4mNTUVGOdjIwMRo4ciaOjI+XLl2f06NFkZWUVajwiIiIiIiLFSbFImMHtJXrJycls376dJUuWEBsbS2xsbK51Dx48CMDixYtJTU01nu/atYt+/foxfPhwTpw4wQcffEBsbCxTpkwBbv/y3KlTJ0qVKsX+/fuZP38+ERERBY4xIiKC6OhoNm7cSMeOHe9ZPyYmxphUGDp0KEOGDCEpKQm4vXwxJCQEX19fjhw5QnR0dI5YfvnlFzp16kRISAjx8fEMHDiQMWPGmNQ5fPgw3bp1o0ePHhw/fpzIyEgmTJiQ49nNmjWLpk2bcvToUdq2bUvfvn3p168fffr04ciRI1SrVo1+/frl+UtyZmYm7du356+//mLnzp1s3bqVH3/8ke7duwPQvXt3YwLmwIEDpKam4urqmqOdNWvWcPPmTUaPHp1rPwaDweT86tWrvPXWWyxcuJDvv/+eJ554grCwMPbt28eKFSs4duwYXbt2JTg4mNOnTwNw/fp1nnrqKTZt2sR3333Hyy+/TN++fTlw4AAAc+bMoXHjxsaZY3nFmpu//vqLVatW0bBhwxzXxowZw5tvvkliYiJ+fn4m18LDw+nWrZsxUZGamkqTJk0AKFOmDLGxsZw4cYI5c+awYMECZs2alW8chfnzApCWlkabNm2Ii4vj6NGjBAcHExISQkpKikm9/L6zaWlptGvXjpo1a3L48GEiIyMJDw8vyGPD3t6ecePGMXny5DyTP+vWrWP48OGMGjWK7777jsGDBzNgwAC2b99uUi8yMpKOHTty/PhxoqKiWLNmDQBJSUmkpqYyZ84cY90lS5Zga2vL/v37mT59OpMnTzZJknft2pVz587x1VdfcfjwYQICAmjZsiV//fWXsc4PP/zAmjVrWLt2rUkyOyoqim7dunHs2DHatGlD7969Te4riBkzZuDv78/Ro0eZMGECycnJBAcH07lzZ44dO8bKlSvZvXs3YWFhebZhYWHBO++8w/fff8+SJUv43//+l+PP19WrV5kxYwbLli3jm2++ISUlxeSzi4mJITY2lo8++ojdu3fz119/sW7dukKNRUREREREpDgpNgmzsmXLMnfuXGrUqEG7du1o27Ztnvs2OTk5AeDo6Iizs7PxPCoqijFjxtC/f388PDxo3bo10dHRfPDBBwBs27aNkydPsnTpUvz9/WnevDlTp04tUHxfffUV06dP5/PPP6dly5YFuqdNmzYMHTqU6tWrExERQYUKFYy//H/66acYDAYWLFhAzZo1ef7553n99ddN7r8z2yYmJgZvb2969+5tMnsGbs8uadmyJRMmTMDLy4vQ0FDCwsJ4++23c8QyePBgPD09mThxIpcvX6Z+/fp07doVLy8vIiIiSExMNM4Yu1tcXBzHjx/n008/5amnnqJhw4YsXbqUnTt3cvDgQWxsbIzLBp2cnHB2dqZEiRI52jl16hT29vY4Ozsby9asWYOdnZ3xOH78uPHazZs3mTdvHk2aNMHb25s///yTxYsXs3r1apo1a0a1atUIDw/n6aefZvHixQBUrlyZ8PBw6tSpg4eHB6+++irBwcGsWrUKAAcHB0qVKmWcOZZXrHfMmzcPOzs7bG1tKV++PElJSXz00Uc56k2ePJnWrVtTrVo1ypUrZ3LNzs4OGxsbrKysjH2WKlUKgPHjx9OkSRPc3d0JCQkhPDzcGGteCvPnBcDf35/BgwdTu3ZtPD09iY6Oplq1ajlmRd3rO5uZmcmiRYuoVasW7dq1y/Gdzc/QoUOxtrZm5syZuV6fMWMGoaGhDB06FC8vL0aOHEmnTp2YMWOGSb1evXoxYMAAPDw8cHNzMz7rJ554AmdnZxwcHIx1/fz8mDRpEp6envTr14969eoZn9Pu3bs5cOAAq1evpl69enh6ejJjxgwcHR357LPPjG3cuHGDpUuXUrduXZNEaGhoKD179qR69epMnTqVtLQ0Y1K2oJ599llGjRpFtWrVqFatGtOmTaN3796MGDECT09PmjRpwjvvvMPSpUu5fv16rm2MGDGCZ555Bnd3d5599lneeOONHN+fmzdvMn/+fOrVq0dAQABhYWEm35fZs2czduxYOnXqhI+PD/Pnzzd5jndLT0/n8uXLJseNrIxCjV1ERERERMScik3CrFatWiZJCxcXF86dO1eoNhISEpg8ebJJ8uXOLKKrV6+SmJiIq6srlSpVMt7TuHHjArXt5+eHu7s7kyZNMlnudK977jAYDDg7OxvHlJSUhJ+fn3GJF0CDBg1M7k9MTMwxk+nueBMTE2natKlJWdOmTTl9+jQZGf/vF9jssVSsWBHAuIQye1lez/zOs8s+E6tmzZo4OjqSmJiY6z15uXsWWVBQEPHx8WzatIkrV66YxF2qVCmT2I8fP05GRgZeXl4mn/POnTtJTk4Gbi8vi46OxtfXl3LlymFnZ8fXX3+dYzZVQfXu3Zv4+HgSEhLYvXs31atX57nnnuPvv/82qVevXr37an/lypU0bdoUZ2dn7OzsGD9+/D1jLeyfl7S0NMLDw/Hx8cHR0RE7OzsSExNz9JPfd/bOzLns39mC/vkBsLKyYvLkycyYMYM///wzx/W8vst3f78K85zvnumX/TklJCSQlpZG+fLlTb5LP/30k/G7BODm5mZMyufVtq2tLfb29oX+O+vusSQkJBAbG2sST1BQEJmZmfz000+5trFt2zZatmxJ5cqVKVOmDH379uX8+fNcvXrVWKd06dJUq1Yt1+dw6dIlUlNTTf6usbS0zPc5T5s2DQcHB5Pj0ysnCzV2ERERERERc7I0Z+f29vZcunQpR/nFixdzzF4oWbKkybnBYCj0Bu9paWlERUXRqVOnHNey/5J/PypXrsxnn33GM888Q3BwMF999dU9N/l/GGN6WLLHcidhlVvZo47P09OTS5cucfbsWeMsMzs7O6pXr46lZc6vq42NjUmCLS0tjRIlSnD48OEcs8Ls7OwAePvtt5kzZw6zZ8827u00YsSI+95U3cHBgerVqwNQvXp1Fi1ahIuLCytXrmTgwIHGera2toVue9++ffTu3ZuoqCiCgoJwcHBgxYoVOfahu1thv1vh4eFs3bqVGTNmUL16dWxsbOjSpUuOZ/Kov7N9+vRhxowZvPHGG/f9hszCPOf8xpOWloaLi4vJ/nd3ZH+Lb179PYxndXfbaWlpDB48mGHDhuWoW6VKlRxlZ86coV27dgwZMoQpU6ZQrlw5du/ezUsvvcSNGzeML97ILdYH2aNs7NixjBw50qTs2+qh992eiIiIiIjIP82sM8y8vb1NNke/48iRI3h5eT1Q2yVLljSZiQQQEBBAUlIS1atXz3FYWFjg4+PDL7/8YrLZ9bffflvgPt3c3Ni5cydnz54lODg4xwyjwvD29ub48eOkp6cby+7sxXaHj49PjiVed8fr4+PDnj17TMr27NmDl5dXvssMC+vOs/vll1+MZSdOnODixYvUrFmzwO106dKFkiVL8tZbb91XHHXr1iUjI4Nz587l+IzvJOD27NlD+/bt6dOnD/7+/nh4eHDq1CmTdkqVKpXj+1NQd57rtWvXCnVfbn3u3bsXNzc3xo0bZ1wW+PPPP99XXPnZs2cPoaGhdOzYEV9fX5ydnfN90UFufHx8OHbsmMnSwML8+YHb+21NmzaN999/P0f/eX2X7/X9urO0tbCfZ0BAAGfPnsXS0jLHd6lChQqFauthCQgI4MSJE7n+HXZnnNkdPnyYzMxMYmJiaNSoEV5eXvz222+F6tPBwQEXFxf2799vLLt16xaHDx/O8x4rKyvs7e1NjlKGh/f3jYiIiIiIyKNm1oTZkCFDOHXqFMOGDePYsWMkJSUxc+ZMli9fzqhRox6obXd3d+Li4jh79iwXLlwAYOLEiSxdupSoqCi+//57EhMTWbFiBePHjwegVatWeHl50b9/fxISEti1axfjxo0rVL+urq7s2LGDc+fOERQUxOXLl+8r/l69epGZmcnLL79MYmIiX3/9tXGvpjszqv7zn/9w+vRpXn/9dZKSkvj0009zbOw+atQo4uLiiI6O5tSpUyxZsoS5c+cWeDP2gmrVqhW+vr707t2bI0eOcODAAfr160eLFi0KtUSuSpUqxMTEMGfOHPr378/27ds5c+YMR44c4Z133gHIN9Hn5eVF79696devH2vXruWnn37iwIEDTJs2jU2bNgG3Z7Ft3bqVvXv3kpiYyODBg3Pszebu7s7+/fs5c+YMf/75Z74zg65evcrZs2c5e/YsCQkJDBkyBGtra5577rkCj/tOn3f+HPz555/cvHkTT09PUlJSWLFiBcnJybzzzjuPZLN1T09P46b1CQkJxu9fYfTq1QuDwcCgQYM4ceIEX375ZY79xQqibdu2NGzY0Li34B2vv/46sbGxvP/++5w+fZqZM2eydu3ae36X3dzcMBgMbNy4kT/++KPAS6ZbtWpF48aN6dChA1u2bOHMmTPs3buXcePG3fONsY9KREQEe/fuJSwsjPj4eE6fPs3nn3+e56b/1atX5+bNm7z77rv8+OOPLFu2jPnz5xe63+HDh/Pmm2+yfv16Tp48ydChQ7l48eIDjkZERERERKToMmvCzMPDg2+++YaTJ0/SqlUrGjZsyKpVq1i9ejXBwcEP1HZMTAxbt27F1dWVunXrArf3wtq4cSNbtmyhfv36NGrUiFmzZuHm5gbcnt2ybt06rl27RoMGDRg4cKDxDZqF8eSTT7Jjxw7+/PPP+06a2dvb88UXXxAfH0+dOnUYN24cEydOBP7f8tEqVaqwZs0a1q9fj7+/P/Pnz8/xkoKAgABWrVrFihUrqF27NhMnTmTy5Mk5Xg7woAwGA59//jlly5alefPmtGrVCg8PD1auXFnotl599VW2bNnCH3/8QZcuXfD09KRNmzb89NNPbN682WRvtdwsXryYfv36MWrUKLy9venQoQMHDx40LlkbP348AQEBBAUFERgYiLOzMx06dDBpIzw8nBIlSlCzZk2cnJzy3TNswYIFuLi44OLiwjPPPMOff/7Jl19+ibe3d6HGPWjQILy9valXrx5OTk7s2bOHF154gddee42wsDDq1KnD3r17mTBhQqHaLYiZM2dStmxZmjRpQkhICEFBQQQEBBSqDTs7O7744guOHz9O3bp1GTdu3H3PFHzrrbdybGLfoUMH5syZw4wZM6hVqxYffPABixcvJjAwMN+2KleubHzhR8WKFfN9o2R2BoOBL7/8kubNmzNgwAC8vLzo0aMHP//8s3FPv3+an58fO3fu5NSpUzRr1oy6desyceJEk30Xs/P392fmzJm89dZb1K5dm08++YRp06YVut9Ro0bRt29f+vfvT+PGjSlTpkyB3gQsIiIiIiJSXBmyHmSjGvlHffLJJwwYMIBLly5hY2Nj7nBERApsR8Wu5g5BpFh6hft7IY3Iv12kRXVzhyBS7HRN/cTcIYgUKWbd9F/yt3TpUjw8PKhcuTIJCQlERETQrVs3JctERERERERERB4hJcyKsLNnzzJx4kTOnj2Li4sLXbt2va8loiIiIiIiIiIiUnBakikiIo+clmSK3B8tyRS5P1qSKVJ4WpIpYkozzERE5JErYdC/zYjcj/ASnuYOQaRYmpZ5xtwhiBQ7+udNEVNmfUumiIiIiIiIiIhIUaOEmUgR4+7uzuzZsx9J2waDgfXr1z+Sth+20NBQOnTokG+dwMBARowYYTx/lM/ujg8//BBXV1csLCweeV/mcvdzFRERERER+bdRwkzkIcgrwRAbG4ujo2Oh2jp48CAvv/yy8fyfTHKFhoZiMBgwGAyULFmSqlWrMnr0aK5fv/6P9P+g7n52D9vly5cJCwsjIiKCX3/9NUdfsbGxxueX13HmzJlHFt/DsnbtWqKjo80dhoiIiIiIiNloDzORIsbJycms/QcHB7N48WJu3rzJ4cOH6d+/PwaDgbfeesuscRXEo352KSkp3Lx5k7Zt2+Li4pLjevfu3QkODjaed+rUidq1azN58uR/LMaHoVy5cuYOQURERERExKw0w0zkH3RnmeGMGTNwcXGhfPnyvPLKK9y8edNYJ/uyQnd3dwA6duyIwWAwngN8/vnnBAQEYG1tjYeHB1FRUdy6dct4/fTp0zRv3hxra2tq1qzJ1q1bCxSjlZUVzs7OuLq60qFDB1q1amVyb2ZmJtOmTaNq1arY2Njg7+/PZ599Zry+Y8cODAYDmzZtws/PD2traxo1asR3331nrBMZGUmdOnVM+p09e7bJ+O6IiorCyckJe3t7/vOf/3Djxo08Y797SebFixcZPHgwFStWxNramtq1a7Nx48Y8709JSaF9+/bY2dlhb29Pt27d+P3334Hbs8d8fX0B8PDwyHW2mI2NDc7OzsajVKlSlC5d2ni+detWGjZsSJkyZXB2dqZXr16cO3cux7OLi4ujXr16lC5dmiZNmpCUlGQyxtxmrt0RERGBl5cXpUuXxsPDgwkTJph8v+48+2XLluHu7o6DgwM9evTg77//Nta5e8bksmXLqFevXp5xi4iIiIiIPG6UMBP5h23fvp3k5GS2b9/OkiVLiI2NJTY2Nte6Bw8eBGDx4sWkpqYaz3ft2kW/fv0YPnw4J06c4IMPPiA2NpYpU6YAt5NanTp1olSpUuzfv5/58+cTERFR6Fi/++479u7dS6lSpYxl06ZNY+nSpcyfP5/vv/+e1157jT59+rBz506Te19//XViYmI4ePAgTk5OhISEmCRuCiIuLo7ExER27NjB8uXLWbt2LVFRUQW6NzMzk+eff549e/bw8ccfc+LECd58801KlCiRZ/327dvz119/sXPnTrZu3cqPP/5I9+7dgduzx7Zt2wbAgQMHSE1NxdXVtVDjuXnzJtHR0SQkJLB+/XrOnDlDaGhojnrjxo0jJiaGQ4cOYWlpyYsvvmi8dvDgQVJTU0lNTeX//u//aNSoEc2aNTNeL1OmDLGxsZw4cYI5c+awYMECZs2aZdJ+cnIy69evZ+PGjWzcuJGdO3fy5ptvPnDcIiIiIiIijwstyRT5h5UtW5a5c+dSokQJatSoQdu2bYmLi2PQoEE56t5Zvufo6Iizs7OxPCoqijFjxtC/f3/g9oyn6OhoRo8ezaRJk9i2bRsnT57k66+/plKlSgBMnTqV559//p7xbdy4ETs7O27dukV6ejoWFhbMnTsXgPT0dKZOncq2bdto3Lixse/du3fzwQcf0KJFC2M7kyZNonXr1gAsWbKEJ598knXr1tGtW7cCP6tSpUrx0UcfUbp0aWrVqsXkyZN5/fXXiY6OxsIi/3z/tm3bOHDgAImJiXh5eRljzUtcXBzHjx/np59+MibCli5dSq1atTh48CD169enfPnywO3PJfvnUVDZE18eHh6888471K9fn7S0NOzs7IzXpkyZYnyWY8aMoW3btly/fh1ra2uTJZ3Dhw83SaQCjB8/3vizu7s74eHhrFixgtGjRxvLMzMziY2NpUyZMgD07duXuLg4Y8L1fuMWERERERF5XChhJvIPq1WrlsksJxcXF44fP16oNhISEtizZ49JgiMjI4Pr169z9epVEhMTcXV1NSbLAGOC616eeeYZ3n//fa5cucKsWbOwtLSkc+fOAPzwww9cvXrVmAi748aNG9StW9ekLHt/5cqVw9vbm8TExEKN09/fn9KlS5u0mZaWxi+//IKbm1u+98bHx/Pkk08ak2X3cueZZZ81VrNmTRwdHUlMTKR+/fqFij03hw8fJjIykoSEBC5cuEBmZiZweylozZo1jfX8/PyMP9/ZK+3cuXNUqVLFWP7hhx+yaNEi9u7da5JEW7lyJe+88w7JycmkpaVx69Yt7O3tTeJwd3c3Jsvu9JHfEsuCxn1Heno66enpJmU3sjIoZch9dp+IiIiIiEhRo4SZyENgb2/PpUuXcpRfvHgRBwcHk7KSJUuanBsMBmMCoqDS0tKIioqiU6dOOa5ZW1sXqq272draUr16dQA++ugj/P39WbRoES+99BJpaWkAbNq0icqVK5vcZ2VlVeA+LCwsyMrKMikr7HLNe7GxsXmo7T2oK1euEBQURFBQEJ988glOTk6kpKQQFBSUY1+27N+RO/uTZf+ObN++nVdffZXly5ebJNf27dtH7969iYqKIigoCAcHB1asWEFMTEye7d/pI6/vYGHivmPatGk5ls6G2vrwol3O5JqIiIiIiEhRpISZyEPg7e3Nli1bcpQfOXKkwDOc8lKyZEkyMjJMygICAkhKSjImtu7m4+PDL7/8QmpqqnGG0rffflvovi0sLPjvf//LyJEj6dWrFzVr1sTKyoqUlBST5Ze5+fbbb40zoi5cuMCpU6fw8fEBbi9pPHv2LFlZWcaEUHx8fI42EhISuHbtmjH59e2332JnZ1egvcP8/Pz4v//7P06dOlWgz+DOM/vll1+M7Z84cYKLFy/mOouqsE6ePMn58+d58803je0fOnSo0O388MMPdOnShf/+9785EqZ79+7Fzc2NcePGGct+/vnnfzzusWPHMnLkSJOyg579HygOERERERGRf5I2/Rd5CIYMGcKpU6cYNmwYx44dIykpiZkzZ7J8+XJGjRr1QG27u7sTFxfH2bNnuXDhAgATJ05k6dKlREVF8f3335OYmMiKFSuM+1e1atUKLy8v+vfvT0JCArt27TJJohRG165dKVGiBO+99x5lypQhPDyc1157jSVLlpCcnMyRI0d49913WbJkicl9kydPJi4uju+++47Q0FAqVKhAhw4dgNtvYfzjjz+YPn06ycnJvPfee3z11Vc5+r5x4wYvvfQSJ06c4Msvv2TSpEmEhYXdc/8ygBYtWtC8eXM6d+7M1q1b+emnn/jqq6/YvHlzrvVbtWqFr68vvXv35siRIxw4cIB+/frRokUL6tWrV/gHd5cqVapQqlQp3n33XX788Uc2bNhAdHR0odq4du0aISEh1K1bl5dffpmzZ88aDwBPT09SUlJYsWIFycnJvPPOO6xbt+4fj9vKygp7e3uTQ8sxRURERESkOFHCTOQh8PDw4JtvvuHkyZO0atWKhg0bsmrVKlavXk1wcPADtR0TE8PWrVtxdXU17hMWFBTExo0b2bJlC/Xr16dRo0bMmjXLuK+XhYUF69at49q1azRo0ICBAwfmuaH7vVhaWhIWFsb06dO5cuUK0dHRTJgwgWnTpuHj40NwcDCbNm2iatWqJve9+eabDB8+nKeeeoqzZ8/yxRdfGN+26ePjw7x583jvvffw9/fnwIEDhIeH5+i7ZcuWeHp60rx5c7p3784LL7xAZGRkgWNfs2YN9evXp2fPntSsWZPRo0fnmK13h8Fg4PPPP6ds2bI0b96cVq1a4eHhwcqVKwv+sPLh5OREbGwsq1evpmbNmrz55pvMmDGjUG38/vvvnDx5kri4OCpVqoSLi4vxAHjhhRd47bXXCAsLo06dOuzdu5cJEyaYPW4REREREZHixpB190ZCIiIPYMeOHTzzzDNcuHABR0dHc4cjRcQu5y7mDkGkWPqhxIPtSynyb/Vu5hlzhyBS7BxJ3W3uEESKFM0wExERERERERERyUYJMxERERERERERkWz0lkwReagCAwPRSm8REREREREpzjTDTEREREREREREJBvNMBMRkUdut5U2Lhe5Hxtv/WbuEESKpYWW5c0dgoiIFHOaYSYiIiIiIiIiIpKNEmYijzF3d3dmz579SNo2GAysX7/+kbRdXFy9epXOnTtjb2+PwWDg4sWL5g6pQHbs2FGs4hUREREREfmnKWEmUsQEBgYyYsSIHOWxsbE4OjoWqq2DBw/y8ssvG8//ySTXH3/8wZAhQ6hSpQpWVlY4OzsTFBTEnj17HjieR5kILIwlS5awa9cu9u7dS2pqKg4ODnnWvXbtGuXKlaNChQqkp6f/g1Hm1KRJk3vGKyIiIiIi8m+mPcxEHmNOTk5m67tz587cuHGDJUuW4OHhwe+//05cXBznz583W0wPW3JyMj4+PtSuXfueddesWUOtWrXIyspi/fr1dO/e/R+IMKebN29SqlQpnJ2dzdK/iIiIiIhIcaAZZiLFVGhoKB06dGDGjBm4uLhQvnx5XnnlFW7evGmsk30mlru7OwAdO3bEYDAYzwE+//xzAgICsLa2xsPDg6ioKG7dumW8fvr0aZo3b461tTU1a9Zk69at+cZ28eJFdu3axVtvvcUzzzyDm5sbDRo0YOzYsbzwwgv5xpOcnEz79u2pWLEidnZ21K9fn23bthnbDgwM5Oeff+a1117DYDBgMBiM13bv3k2zZs2wsbHB1dWVYcOGceXKFeP1efPm4enpibW1NRUrVqRLly75juNOksvKygp3d3diYmJM4oiJieGbb77BYDAQGBiYb1uLFi2iT58+9OnTh0WLFuW4bjAY+OCDD2jXrh2lS5fGx8eHffv28cMPPxAYGIitrS1NmjQhOTnZ5L57fXYGg4H333+fF154AVtbW6ZMmZLrksw9e/YQGBhI6dKlKVu2LEFBQVy4cAGAzZs38/TTT+Po6Ej58uVp165djjhEREREREQeJ0qYiRRj27dvJzk5me3bt7NkyRJiY2OJjY3Nte7BgwcBWLx4MampqcbzXbt20a9fP4YPH86JEyf44IMPiI2NZcqUKQBkZmbSqVMnSpUqxf79+5k/fz4RERH5xmVnZ4ednR3r16/Pc/lhXvGkpaXRpk0b4uLiOHr0KMHBwYSEhJCSkgLA2rVrefLJJ5k8eTKpqamkpqYCtxNtwcHBdO7cmWPHjrFy5Up2795NWFgYAIcOHWLYsGFMnjyZpKQkNm/eTPPmzfMcw+HDh+nWrRs9evTg+PHjREZGMmHCBOPzXbt2LYMGDaJx48akpqaydu3aPNtKTk5m3759dOvWjW7durFr1y5+/vnnHPWio6Pp168f8fHx1KhRg169ejF48GDGjh3LoUOHyMrKMo4H7v3Z3REZGUnHjh05fvw4L774Yo5+4+PjadmyJTVr1mTfvn3s3r2bkJAQMjIyALhy5QojR47k0KFDxMXFYWFhQceOHcnMzMxzzCIiIiIiIsWZlmSKFGNly5Zl7ty5lChRgho1atC2bVvi4uIYNGhQjrp3lmc6OjqaLMeLiopizJgx9O/fHwAPDw+io6MZPXo0kyZNYtu2bZw8eZKvv/6aSpUqATB16lSef/75POOytLQkNjaWQYMGMX/+fAICAmjRogU9evTAz88v33j8/f3x9/c3nkdHR7Nu3To2bNhAWFgY5cqVo0SJEpQpU8bkvmnTptG7d2/j/m+enp688847tGjRgvfff5+UlBRsbW1p164dZcqUwc3Njbp16+Y5hpkzZ9KyZUsmTJgAgJeXFydOnODtt98mNDSUcuXKUbp06QItb/zoo494/vnnKVu2LABBQUEsXryYyMhIk3oDBgygW7duAERERNC4cWMmTJhAUFAQAMOHD2fAgAHG+vf67O7o1auXyX0//vijSb/Tp0+nXr16zJs3z1hWq1Yt48+dO3fOMR4nJydOnDiR63LU9PT0HInSW1kZWBpK5PGEREREREREihbNMBMpxmrVqkWJEv8vCeHi4sK5c+cK1UZCQgKTJ082zgqzs7Nj0KBBpKamcvXqVRITE3F1dTUmywAaN258z3Y7d+7Mb7/9xoYNGwgODmbHjh0EBATkOQPujrS0NMLDw/Hx8cHR0RE7OzsSExONM8zyG0dsbKzJOIKCgsjMzOSnn36idevWuLm54eHhQd++ffnkk0+4evVqnu0lJibStGlTk7KmTZty+vRp48yrgsjIyGDJkiX06dPHWNanTx9iY2NzzNC6k0wEqFixIgC+vr4mZdevX+fy5cvGMef32d1Rr169fGO8M8MsL6dPn6Znz554eHhgb29vXD6b12cybdo0HBwcTI4dl77PNwYREREREZGiRDPMRIoYe3t7Ll26lKP84sWLOd5qWLJkSZNzg8FQ6GVyaWlpREVF0alTpxzXrK2tC9VWbve3bt2a1q1bM2HCBAYOHMikSZMIDQ3N857w8HC2bt3KjBkzqF69OjY2NnTp0oUbN27ccxyDBw9m2LBhOa5VqVKFUqVKceTIEXbs2MGWLVuYOHEikZGRHDx4sNBvHy2Mr7/+ml9//TXHJv8ZGRnExcXRunVrY1n2z/PO3my5ld35jAv62dna2uYbo42NTb7XQ0JCcHNzY8GCBVSqVInMzExq166d52cyduxYRo4caVI2p/bgfPsQEREREREpSpQwEylivL292bJlS47yI0eO4OXl9UBtlyxZMsfsqICAAJKSkqhevXqu9/j4+PDLL7+QmpqKi4sLAN9+++199V+zZk3Wr1+fbzx79uwhNDSUjh07AreTQmfOnDGpU6pUqVzHceLEiTzHAbeXirZq1YpWrVoxadIkHB0d+d///pdrwsnHx4c9e/bkiM3Ly8tkVt+9LFq0iB49ejBu3DiT8ilTprBo0SKThFlh3euzKyg/Pz/i4uKIiorKce38+fMkJSWxYMECmjVrBtx+uUJ+rKyssLKyMinTckwRERERESlOlDATKWKGDBnC3LlzGTZsGAMHDsTKyopNmzaxfPlyvvjiiwdq293dnbi4OJo2bYqVlRVly5Zl4sSJtGvXjipVqtClSxcsLCxISEjgu+++44033qBVq1Z4eXnRv39/3n77bS5fvpwj+XO38+fP07VrV1588UX8/PwoU6YMhw4dYvr06bRv3z7feDw9PVm7di0hISEYDAYmTJiQY9acu7s733zzDT169MDKyooKFSoQERFBo0aNCAsLY+DAgdja2nLixAm2bt3K3Llz2bhxIz/++CPNmzenbNmyfPnll2RmZuLt7Z3rGEaNGkX9+vWJjo6me/fu7Nu3j7lz55rs83Uvf/zxB1988QUbNmzIsddXv3796NixI3/99RflypUrcJvZ3euzK6ixY8fi6+vL0KFD+c9//kOpUqXYvn07Xbt2pVy5cpQvX54PP/wQFxcXUlJSGDNmzH3FKyIiIiIiUlxoDzORIsbDw4NvvvmGkydP0qpVKxo2bMiqVatYvXo1wcHBD9R2TEwMW7duxdXV1bjhfVBQEBs3bmTLli3Ur1+fRo0aMWvWLNzc3ACwsLBg3bp1XLt2jQYNGjBw4MAcb2G8m52dHQ0bNmTWrFk0b96c2rVrM2HCBAYNGsTcuXPzjWfmzJmULVuWJk2aEBISQlBQEAEBASbtT548mTNnzlCtWjXjywP8/PzYuXMnp06dolmzZtStW5eJEyca915zdHRk7dq1PPvss/j4+DB//nyWL19usrl9dgEBAaxatYoVK1ZQu3ZtJk6cyOTJk/NdTnq3pUuXYmtrm+v+YC1btsTGxoaPP/64wO3d7V6fXUF5eXmxZcsWEhISaNCgAY0bN+bzzz/H0tISCwsLVqxYweHDh6lduzavvfYab7/99n3HLCIiIiIiUhwYsrKysswdhIiIPN6mufW5dyURyWHjrd/MHYJIsfSuRRlzhyBS7AT88rm5QxApUjTDTEREREREREREJBslzERERERERERERLJRwkxERERERERERCQbvSVTREQeOf/rt8wdgkix9PbVX8wdgkjx5FjT3BGIiEgxpxlmIiIiIiIiIiIi2ShhJiIiIiIiIiIiko0SZiIij0hgYCAjRozIUR4bG4ujo+M/Ho+IiIiIiIgUjBJmIiJFyI0bN8wdgoiIiIiIyL+eEmYiImYUGhpKhw4dmDJlCpUqVcLb2xsAg8HA+vXrTeo6OjoSGxtrPN+7dy916tTB2tqaevXqsX79egwGA/Hx8UDuM9nu1LkjOTmZ9u3bU7FiRezs7Khfvz7btm0zXp88eTK1a9fOEXedOnWYMGHCgw1eRERERESkiFLCTETEzOLi4khKSmLr1q1s3LixQPdcvnyZkJAQfH19OXLkCNHR0URERBS677S0NNq0aUNcXBxHjx4lODiYkJAQUlJSAHjxxRdJTEzk4MGDxnuOHj3KsWPHGDBgQKH7ExERERERKQ4szR2AiMi/na2tLQsXLqRUqVIFvufTTz/FYDCwYMECrK2tqVmzJr/++iuDBg0qVN/+/v74+/sbz6Ojo1m3bh0bNmwgLCyMJ598kqCgIBYvXkz9+vUBWLx4MS1atMDDw6NQfYmIiIiIiBQXmmEmImJmvr6+hUqWASQlJeHn54e1tbWxrEGDBoXuOy0tjfDwcHx8fHB0dMTOzo7ExETjDDOAQYMGsXz5cq5fv86NGzf49NNPefHFF/NsMz09ncuXL5scN7MyCh2biIiIiIiIuShhJiLyiNjb23Pp0qUc5RcvXsTBwcF4bmtrm6OOwWAgKyvLpOzmzZuF6t/CwuKebYSHh7Nu3TqmTp3Krl27iI+Px9fX1+TlAyEhIVhZWbFu3Tq++OILbt68SZcuXfLsd9q0aTg4OJgcq64kFip2ERERERERc1LCTETkEfH29ubIkSM5yo8cOYKXl1e+9zo5OZGammo8P336NFevXjVp+/jx46SnpxvLsu8zdqeNv//+mytXrhjL7rwQ4I49e/YQGhpKx44d8fX1xdnZmTNnzpjUsbS0pH///ixevJjFixfTo0cPbGxs8ox97NixXLp0yeToZuuT73hFRERERESKEiXMREQekSFDhnDq1CmGDRvGsWPHSEpKYubMmSxfvpxRo0ble++zzz7L3LlzOXr0KIcOHeI///kPJUuWNF7v1asXmZmZvPzyyyQmJvL1118zY8YMAONbMBs2bEjp0qX573//S3JyMp9++qnJWzYBPD09Wbt2LfHx8SQkJBjbvdvAgQP53//+x+bNm/NdjglgZWWFvb29yVHSUKIgj0xERERERKRIUMJMROQR8fDw4JtvvuHkyZO0atWKhg0bsmrVKlavXk1wcHC+98bExODq6kqzZs3o1asX4eHhlC5d2njd3t6eL774gvj4eOrUqcO4ceOYOHEigHFfs3LlyvHxxx/z5Zdf4uvry/Lly4mMjDTpZ+bMmZQtW5YmTZoQEhJCUFAQAQEBOeLx9PSkSZMm1KhRg4YNGz7gkxERERERESnaDFl3b3AjIiLF0ieffMKAAQO4dOlSvksm70dWVhaenp4MHTqUkSNHFvr+Lyv2eKjxiPxb9Ll62NwhiBRL2xxrmjsEkWIn4JfPzR2CSJFiae4ARETk/ixduhQPDw8qV65MQkICERERdOvW7aEny/744w9WrFjB2bNnGTBgwENtW0REREREpChSwkxEpJg6e/YsEydO5OzZs7i4uNC1a1emTJny0Pt54oknqFChAh9++CFly5Z96O2LiIiIiIgUNVqSKSIij5yWZIrcHy3JFLk/WpIpUnhakiliSjPMRETkkZtc4qy5QxAplpIaVTJ3CCLF0shTejuzSGEtM3cAIkWM3pIpIiIiIiIiIiKSjRJmIiIiIiIiIiIi2ShhJiLykO3YsQODwcDFixcfqB13d3dmz56d5/XAwEBGjBjxQH2IiIiIiIhITkqYiYjcJa9EVGxsLI6Ojv94PHlZu3Yt0dHRBaqr5JqIiIiIiEjBadN/EZFiqly5cuYOQURERERE5LGkGWYiIvfBYDDkONzd3U3q7NmzBz8/P6ytrWnUqBHfffedyfXdu3fTrFkzbGxscHV1ZdiwYVy5ciXPPhcuXIijoyNxcXFAzllj8+bNw9PTE2traypWrEiXLl0ACA0NZefOncyZM8cY65kzZ8jIyOCll16iatWq2NjY4O3tzZw5c0z6DA0NpUOHDsyYMQMXFxfKly/PK6+8ws2bNx/g6YmIiIiIiBRtSpiJiNyH1NRU4/HDDz9QvXp1mjdvblLn9ddfJyYmhoMHD+Lk5ERISIgx0ZScnExwcDCdO3fm2LFjrFy5kt27dxMWFpZrf9OnT2fMmDFs2bKFli1b5rh+6NAhhg0bxuTJk0lKSmLz5s3GeObMmUPjxo0ZNGiQMWZXV1cyMzN58sknWb16NSdOnGDixIn897//ZdWqVSZtb9++neTkZLZv386SJUuIjY0lNjb2ITxFERERERGRoklLMkVE7oOzszMAWVlZdO7cGQcHBz744AOTOpMmTaJ169YALFmyhCeffJJ169bRrVs3pk2bRu/evY0zxDw9PXnnnXdo0aIF77//PtbW1sZ2IiIiWLZsGTt37qRWrVq5xpOSkoKtrS3t2rWjTJkyuLm5UbduXQAcHBwoVaoUpUuXNsYNUKJECaKiooznVatWZd++faxatYpu3boZy8uWLcvcuXMpUaIENWrUoG3btsTFxTFo0KBcY0lPTyc9Pd2kLDMrEwuD/o1GRERERESKByXMREQewH//+1/27dvHoUOHsLGxMbnWuPH/196dh9WY/n8Af5+2ozrtSYs2imIsZc9QmTjxY+yMtYgxjLKMfWbIMmrMYOzTjFExdoYxRMyMkpAsNZaIyPKdMCJfiVLdvz9cPd+OFmU7Nd6v63qu65z7uZ/7+TxL59Sn+76fNtJrU1NT1K9fHykpKQCA5ORk/PXXX1i/fr1URwiBwsJCXL16Fa6urgCAhQsX4tGjRzhx4gTq1KlTZhwdO3aEvb096tSpA19fX/j6+qJnz57Q09MrN/4VK1ZgzZo1uH79Oh4/foy8vDw0bdpUpU7Dhg2hqakpvbeyssKZM2fKbDMkJEQlEQcANgp71DZwKDcWIiIiIiKiqoL/7icieo6hoSEePHhQojwrKwtGRkbS+59//hmLFy/Gjh07YGNjU6l9ZGdnY9SoUUhKSpKW5ORkXLp0CXXr1pXqtWvXDgUFBSWGST7PwMAAp06dwsaNG2FlZYWZM2eiSZMmyMrKKnObTZs2YdKkSQgICMD+/fuRlJSEYcOGIS8vT6Wetra2ynuZTIbCwsIy250+fToePHigslgr7MqNn4iIiIiIqCphDzMioufUr18f+/fvL1F+6tQp1KtXDwBw9OhRjBgxAmFhYWjdunWp7Rw7dgx2ds8SRffv30dqaqrUc8zd3R3nz5+Hk5NTubG0bNkSY8eOha+vL7S0tDBp0qQy62ppacHHxwc+Pj6YNWsWjI2N8eeff6JXr17Q0dFBQUGBSv34+Hh4eHhgzJgxUllaWlq58VSEXC6HXC5XKeNwTCIiIiIiqk6YMCMies7o0aOxfPlyBAUFYcSIEZDL5dizZw82btyI3377Dbdu3ULPnj3x0UcfQalU4tatWwCezQlWs2ZNqZ05c+bAzMwMtWrVwueffw5zc3P06NEDwLN5yVq3bo2xY8dixIgR0NfXx/nz53HgwAEsX75cJR4PDw9ERUWhc+fO0NLSUnkyZpHdu3fjypUraN++PUxMTBAVFYXCwkLUr18fAODg4ICEhASkp6dDoVDA1NQUzs7OWLt2LaKjo+Ho6Ih169YhMTERjo6Ob+bEEhERERERVRP8lz8R0XPq1KmDQ4cO4cKFC/Dx8UGrVq2wZcsWbN26Fb6+vrhw4QJu376NyMhIWFlZSUuLFi1U2gkNDcW4cePQrFkz3Lp1C7/99ht0dHQAAI0bN0ZsbCxSU1PRrl07uLm5YebMmbC2ti41pvfffx979uzBF198gWXLlpVYb2xsjF9++QUdOnSAq6srvv/+e2zcuFF6SMCkSZOgqamJBg0aoGbNmrh+/TpGjRqFXr16oX///mjVqhUyMzNVepsRERERERG9q2RCCKHuIIiI6N+ttbWXukMgqpZ+a8hf04hexsRUM3WHQFTtrLv2i7pDIKpS2MOMiIiIiIiIiIioGCbMiIiIiIiIiIiIimHCjIiIiIiIiIiIqBg+JZOIiN44XQ1tdYdAVC31OF+g7hCIqqW9XR+pOwQiIqrm2MOMiIiIiIiIiIioGCbMiN4CmUyGnTt3qjuMUvn7+6NHjx7Sey8vL4wfP/6N7zcmJgYymQxZWVlvfF9VRXBwMJo2bVpuHXVcj507d8LJyQmamppv5doTERERERFVdUyYkVp069YNvr6+pa6Li4uDTCbDX3/99Zajql78/f0hk8mkxczMDL6+vq983n755RfMnTv3NUVZNg8PD2RkZMDIyOiN7ic4OFg6R5qamrC1tcXHH3+Me/fuvdH9vi5v43qMGjUKffr0wY0bN97KtSciIiIiIqrqmDAjtQgICMCBAwdw8+bNEuvCw8PRvHlzNG7cWA2RVS++vr7IyMhARkYG/vjjD2hpaaFr166v1KapqSkMDAxeU4Sle/r0KXR0dGBpaQmZTPZG9wUADRs2REZGBq5fv47w8HDs27cPo0ePfuP7fR3e9PXIzs7GnTt3oFQqYW1t/cavPRERERERUXXAhBmpRdeuXVGzZk1ERESolGdnZ2Pr1q0ICAgAABw+fBjt2rWDrq4ubG1tERQUhEeP/jeJq4ODA+bPn4/hw4fDwMAAdnZ2+OGHH1TavHHjBvr16wdjY2OYmpqie/fuSE9Pl9YX76VVtDg4OAAAIiIiYGxsrNLezp07SyR5fv31V7i7u6NGjRqoU6cOZs+ejfz8/DKPf+rUqahXrx709PRQp04dfPnll3j69GkFz97/yOVyWFpawtLSEk2bNsW0adNw48YN/PPPP1KdM2fOoEOHDtDV1YWZmRk+/vhjZGdnl9lm8SGAM2bMQKtWrUrUadKkCebMmQMASExMRMeOHWFubg4jIyN4enri1KlTKvVlMhlWrVqFDz/8EPr6+vjqq69KDMnMzMzEgAEDYGNjAz09PTRq1AgbN24sEVtQUBCmTJkCU1NTWFpaIjg4+IXnSUtLC5aWlrCxsYGPjw/69u2LAwcOqNRZvXo1XF1dUaNGDbi4uGDlypXSuvT0dMhkMmzatAkeHh6oUaMG3nvvPcTGxkp1KnqvAEBYWBhsbW2hp6eHfv364cGDB2XG/vyQzNzcXEydOhW2traQy+VwcnLCTz/9VOb29+/fx9ChQ2FiYgI9PT107twZly5dAvBsWGxRgqxDhw6QyWSIiYkpsy0iIiIiIqJ3BRNmpBZaWloYOnQoIiIiIISQyrdu3YqCggIMGDAAaWlp8PX1Re/evfHXX39h8+bNOHz4MMaOHavS1sKFC9G8eXOcPn0aY8aMwejRo3Hx4kUAz3oyKZVKGBgYIC4uDvHx8VAoFPD19UVeXh4ASD20MjIycPnyZTg5OaF9+/YVPpa4uDgMHToU48aNw/nz5xEWFoaIiAh89dVXZW5jYGCAiIgInD9/HkuWLMGPP/6IxYsXV+YUlpCdnY2ff/4ZTk5OMDMzAwA8evQISqUSJiYmSExMxNatW/H777+XOIdlGTRoEI4fP460tDSp7Ny5c/jrr78wcOBAAMDDhw/h5+eHw4cP49ixY3B2dkaXLl3w8OFDlbaCg4PRs2dPnDlzBsOHDy+xrydPnqBZs2bYs2cPzp49i48//hhDhgzB8ePHVepFRkZCX18fCQkJWLBgAebMmVMi+VWe9PR0REdHQ0dHRypbv349Zs6cia+++gopKSmYP38+vvzyS0RGRqpsO3nyZHz22Wc4ffo02rRpg27duiEzM7PC+waAy5cvY8uWLfjtt9+wb98+6b6tqKFDh2Ljxo1YunQpUlJSEBYWBoVCUWZ9f39/nDhxArt27cLRo0chhECXLl3w9OlTeHh4SD8r27dvR0ZGBjw8PCp1PERERERERP9GWuoOgN5dw4cPxzfffIPY2Fh4eXkBeDYcs3fv3jAyMsJnn32GQYMGSb1rnJ2dsXTpUnh6emLVqlWoUaMGAKBLly5SwmHq1KlYvHgxDh48iPr162Pz5s0oLCzE6tWrpZ4+4eHhMDY2RkxMDDp16gRLS0sAgBBC2ndYWFiFj2P27NmYNm0a/Pz8AAB16tTB3LlzMWXKFMyaNavUbb744gvptYODAyZNmoRNmzZhypQpFT+BAHbv3i0lSx49egQrKyvs3r0bGhrPcuEbNmzAkydPsHbtWujr6wMAli9fjm7duuHrr79GrVq1ym2/YcOGaNKkCTZs2IAvv/wSwLPkUqtWreDk5ATgWc+k4n744QcYGxsjNjZWZXjowIEDMWzYMOn9lStXVLazsbHBpEmTpPeBgYGIjo7Gli1b0LJlS6m8cePG0nl1dnbG8uXL8ccff6Bjx45lHseZM2egUChQUFCAJ0+eAAAWLVokrZ81axYWLlyIXr16AQAcHR2l5GfRdQWAsWPHonfv3gCAVatWYd++ffjpp58qdd2KroeNjQ0AYNmyZfi///s/LFy4ULoXy5KamootW7bgwIED8PHxAfDsfivLpUuXsGvXLsTHx0uJsPXr18PW1hY7d+5E3759YWFhAQBSj73XITc3F7m5uSplhaIQGjL+j4aIiIiIiKoH/vVCauPi4gIPDw+sWbMGwLOeN3FxcdJwzOTkZEREREChUEiLUqlEYWEhrl69KrVTfK4zmUwGS0tL3LlzR2rj8uXLMDAwkNowNTXFkydPVHpNAc+GHx49ehS//vordHV1K3wcycnJmDNnjkqcI0eOREZGBnJyckrdZvPmzWjbti0sLS2hUCjwxRdf4Pr16xXeZxFvb28kJSUhKSkJx48fh1KpROfOnXHt2jUAQEpKCpo0aSIlywCgbdu2KCwslHoWvcigQYOwYcMGAM+Sihs3bsSgQYOk9bdv38bIkSPh7OwMIyMjGBoaIjs7u8TxNG/evNz9FBQUYO7cuWjUqBFMTU2hUCgQHR1dop3n57azsrKSrndZ6tevj6SkJCQmJmLq1KlQKpUIDAwE8CzRmJaWhoCAAJVrOG/evBL3SJs2baTXWlpaaN68OVJSUsrd9/Ps7OykZFlRmxW9HklJSdDU1ISnp2eF9pWSkgItLS2VYbVmZmaoX79+peOujJCQEBgZGaks1x5effGGREREREREVQR7mJFaBQQEIDAwECtWrEB4eDjq1q0rJQOys7MxatQoBAUFldjOzs5Oeq2tra2yTiaTobCwUGqjWbNmWL9+fYk2atasKb3++eefsXjxYsTExKgkMzQ0NFSGjAIoMddYdnY2Zs+eLfVOKq6oF1xxR48exaBBgzB79mwolUoYGRlh06ZNWLhwYYm6L6Kvry/19AKezcNlZGSEH3/8EfPmzat0e6UZMGAApk6dilOnTuHx48e4ceMG+vfvL6338/NDZmYmlixZAnt7e8jlcrRp00Ya8lo81vJ88803WLJkCb777js0atQI+vr6GD9+fIl2yrveZdHR0ZHOU2hoKP7v//4Ps2fPxty5c6X53H788ccS87VpamqW225xFblXXlVlErnqNH36dEycOFGlrJtrTzVFQ0REREREVHlMmJFa9evXD+PGjcOGDRuwdu1ajB49Who66e7ujvPnz6skhCrL3d0dmzdvhoWFBQwNDUutc/ToUYwYMQJhYWFo3bq1yrqaNWvi4cOHePTokZTwSUpKKrGPixcvVjjOI0eOwN7eHp9//rlUVtQj7FXJZDJoaGjg8ePHAABXV1dERESoxB8fHw8NDQ3Ur1+/Qm3Wrl0bnp6eWL9+PR4/foyOHTtKw/iK2lu5ciW6dOkC4NlDFu7evVvp2OPj49G9e3cMHjwYAFBYWIjU1FQ0aNCg0m29yBdffIEOHTpg9OjRsLa2hrW1Na5cuaLSc640x44dk+a3y8/Px8mTJ6X54CpyrwDA9evX8ffff8Pa2lpqs6LXo1GjRigsLERsbKw0JLM8rq6uyM/PR0JCgjQkMzMzExcvXnwj57WIXC6HXC5XKeNwTCIiIiIiqk74FwyplUKhQP/+/TF9+nRkZGTA399fWjd16lQcOXIEY8eORVJSEi5duoRff/21whPWA8+GE5qbm6N79+6Ii4vD1atXERMTg6CgINy8eRO3bt1Cz5498dFHH0GpVOLWrVu4deuW9JTJVq1aQU9PDzNmzEBaWho2bNhQ4smeM2fOxNq1azF79mycO3cOKSkp2LRpk8o8ZcU5Ozvj+vXr2LRpE9LS0rB06VLs2LGj0ucOeDZXVFHMKSkpCAwMRHZ2Nrp16yYdf40aNeDn54ezZ8/i4MGDCAwMxJAhQ144f9nz53HTpk3YunVriaSSs7Mz1q1bh5SUFCQkJGDQoEEv1RPK2dkZBw4cwJEjR5CSkoJRo0bh9u3blW6nItq0aYPGjRtj/vz5AJ7NQxcSEoKlS5ciNTUVZ86cQXh4uMo8ZwCwYsUK7NixAxcuXMCnn36K+/fvSw8wqMi9AkC6HsnJyYiLi0NQUBD69etXofnDHBwc4Ofnh+HDh2Pnzp3S/bxly5ZS6zs7O6N79+4YOXIkDh8+jOTkZAwePBg2Njbo3r17qdv85z//gYuLi8rDFoYOHYrp06dL73fs2AEXF5cXxktERERERFRdMWFGahcQEID79+9DqVRKvW6AZ3NVxcbGIjU1Fe3atYObmxtmzpypUudF9PT0cOjQIdjZ2aFXr15wdXVFQEAAnjx5AkNDQ1y4cAG3b99GZGQkrKyspKVFixYAnk2E/vPPPyMqKgqNGjXCxo0bERwcrLIPpVKJ3bt3Y//+/WjRogVat26NxYsXw97evtSYPvzwQ0yYMAFjx45F06ZNceTIEWlC/SLp6emQyWSIiYkp9/j27dsnxdyqVSvpSZhFD1HQ09NDdHQ07t27hxYtWqBPnz744IMPsHz58gqfQwDo06cPMjMzkZOTgx49eqis++mnn3D//n24u7tjyJAhCAoKUumBVlFffPEF3N3doVQq4eXlBUtLyxL7ep0mTJiA1atX48aNGxgxYgRWr16N8PBwNGrUCJ6enoiIiICjo6PKNqGhoQgNDUWTJk1w+PBh7Nq1C+bm5gAqdq8AgJOTE3r16oUuXbqgU6dOaNy4MVauXFnhuFetWoU+ffpgzJgxcHFxwciRI/Ho0aMy64eHh6NZs2bo2rUr2rRpAyEEoqKiSgxtLfL06VNcvHhRZf6969evIyMjQ3r/4MGDCs+BR0REREREVB3JxPOT7hCR2h08eBC9evXClStXYGJiou5w3nnp6elwdHTE6dOn0bRpU3WHUy151y77KaZEVLY8UaDuEIiqpb1dS//HEBGVzTAsWt0hEFUp7GFGVAVFRUVhxowZTJYRERERERERqQEn/Seqgr755ht1h0BERERERET0zmLCjIjoBRwcHMDR60RERERERO8OJsyIiOiN89Cqqe4QiKqlYXqZ6g6BqFr64LfH6g6BqNpJDFN3BERVC+cwIyIiIiIiIiIiKoYJMyKityQ4OJhP2SQiIiIiIqoGmDAjInpF3bp1g6+vb6nr4uLiIJPJ8Ndff2HSpEn4448/Ktxueno6ZDIZkpKSKlTPwsICDx8+VFnXtGlTBAcHV3ifRERERERExIQZEdErCwgIwIEDB3Dz5s0S68LDw9G8eXM0btwYCoUCZmZmbyyOhw8f4ttvv31j7RMREREREb0rmDAjInpFXbt2Rc2aNREREaFSnp2dja1btyIgIABA6UMyV69eDVdXV9SoUQMuLi5YuXKltM7R0REA4ObmBplMBi8vr3LjCAwMxKJFi3Dnzp0y66xbtw7NmzeHgYEBLC0tMXDgQJX6MTExkMlkiI6OhpubG3R1ddGhQwfcuXMHe/fuhaurKwwNDTFw4EDk5ORU4OwQERERERFVP0yYERG9Ii0tLQwdOhQREREQQkjlW7duRUFBAQYMGFDqduvXr8fMmTPx1VdfISUlBfPnz8eXX36JyMhIAMDx48cBAL///jsyMjLwyy+/lBvHgAED4OTkhDlz5pRZ5+nTp5g7dy6Sk5Oxc+dOpKenw9/fv0S94OBgLF++HEeOHMGNGzfQr18/fPfdd9iwYQP27NmD/fv3Y9myZS86NURERERERNUSE2ZERK/B8OHDkZaWhtjYWKksPDwcvXv3hpGRUanbzJo1CwsXLkSvXr3g6OiIXr16YcKECQgLe/ZM75o1awIAzMzMYGlpCVNT03JjkMlkCA0NxQ8//IC0tLQy4+zcuTPq1KmD1q1bY+nSpdi7dy+ys7NV6s2bNw9t27aFm5sbAgICEBsbi1WrVsHNzQ3t2rVDnz59cPDgwQqfHyIiIiIiouqECTMiotfAxcUFHh4eWLNmDQDg8uXLiIuLk4ZjPu/Ro0dIS0tDQEAAFAqFtMybN6/MZFdFKJVKvP/++/jyyy9LXX/y5El069YNdnZ2MDAwgKenJwDg+vXrKvUaN24sva5Vqxb09PRQp04dlbKyhn7m5ubiv//9r8qSLwpe+piIiIiIiIjeNibMiIhek4CAAGzfvh0PHz5EeHg46tatKyWknlfUo+vHH39EUlKStJw9exbHjh17pThCQ0OxefNmnD59WqX80aNHUCqVMDQ0xPr165GYmIgdO3YAAPLy8lTqamtrS69lMpnK+6KywsLCUvcfEhICIyMjleXIg/OvdExERERERERvExNmRESvSb9+/aChoYENGzZg7dq1GD58OGQyWal1a9WqBWtra1y5cgVOTk4qS9Fk/zo6OgCAgoLK9c5q2bIlevXqhWnTpqmUX7hwAZmZmQgNDUW7du3g4uJS7gMCXtb06dPx4MEDlcXDqMFr3w8REREREdGboqXuAIiI/i0UCgX69++P6dOn47///W+pk+kXN3v2bAQFBcHIyAi+vr7Izc3FiRMncP/+fUycOBEWFhbQ1dXFvn37ULt2bdSoUaPM+dCe99VXX6Fhw4bQ0vrfx7ydnR10dHSwbNkyfPLJJzh79izmzp37KodcKrlcDrlcrlKmJdN87fshIiIiIiJ6U9jDjIjoNQoICMD9+/ehVCphbW1dbt0RI0Zg9erVCA8PR6NGjeDp6YmIiAiph5mWlhaWLl2KsLAwWFtbo3v37hWOo169ehg+fDiePHkildWsWRMRERHYunUrGjRogNDQUHz77bcvd6BERERERET/YjIhhFB3EERE9O/2ucNAdYdAVC0N08tUdwhE1dKArMfqDoGo2kn8+5C6QyCqUtjDjIiIiIiIiIiIqBgmzIiIiIiIiIiIiIphwoyIiIiIiIiIiKgYJsyIiIiIiIiIiIiK0VJ3AERE9O+XgTx1h0BULZ28b67uEIiqpR466o6AiIiqO/YwIyIiIiIiIiIiKoYJMyIiIiIiIiIiomKYMCMiqiKEEPDx8YFSqSyxbuXKlTA2NsbNmzfVEBkREREREdG7hQkzIqIqQiaTITw8HAkJCQgLC5PKr169iilTpmDZsmWoXbu2GiMkIiIiIiJ6NzBhRkRUhdja2mLJkiWYNGkSrl69CiEEAgIC0KlTJ7i5uaFz585QKBSoVasWhgwZgrt370rbenl5ITAwEOPHj4eJiQlq1aqFH3/8EY8ePcKwYcNgYGAAJycn7N27V2WfZ8+efWG7QUFBmDJlCkxNTWFpaYng4OC3dUqIiIiIiIjeOibMiIiqGD8/P3zwwQcYPnw4li9fjrNnzyIsLAwdOnSAm5sbTpw4gX379uH27dvo16+fyraRkZEwNzfH8ePHERgYiNGjR6Nv377w8PDAqVOn0KlTJwwZMgQ5OTkAgKysrAq3q6+vj4SEBCxYsABz5szBgQMH3to5ISIiIiIieptkQgih7iCIiEjVnTt30LBhQ9y7dw/bt2/H2bNnERcXh+joaKnOzZs3YWtri4sXL6JevXrw8vJCQUEB4uLiAAAFBQUwMjJCr169sHbtWgDArVu3YGVlhaNHj6J169aYN29epdsFgJYtW6JDhw4IDQ0tEXtubi5yc3NVygIb+UFTpvlazxHRu0CZK1d3CETV0mUddUdAVP18fm29ukMgqlLYw4yIqAqysLDAqFGj4Orqih49eiA5ORkHDx6EQqGQFhcXFwBAWlqatF3jxo2l15qamjAzM0OjRo2kslq1agF4lpAD8FLtAoCVlZXUxvNCQkJgZGSksvz14OKrnA4iIiIiIqK3SkvdARARUem0tLSgpfXsYzo7OxvdunXD119/XaKelZWV9FpbW1tlnUwmUymTyWQAgMLCwldut6iN502fPh0TJ05UKQts5FdqXSIiIiIioqqICTMiomrA3d0d27dvh4ODg5REq6rtyuVyyOWqw8g4HJOIiIiIiKoTDskkIqoGPv30U9y7dw8DBgxAYmIi0tLSEB0djWHDhqGgoKDKtUtERERERFSdMWFGRFQNWFtbIz4+HgUFBejUqRMaNWqE8ePHw9jYGBoaL/9R/qbaJSIiIiIiqs74lEwiInrjhjv0UXcIRNUSn5JJ9HL4lEyiyuNTMolUsfsAERERERERERFRMUyYERERERERERERFcOEGRERERERERERUTFa6g6AiIj+/eoKzsNERERvT5osV90hEBFRNcceZkRERERERERERMUwYUZE9I5IT0+HTCZDUlJSmXViYmIgk8mQlZX11uIiIiIiIiKqapgwIyJ6i4oSUmUt3t7eao3Pw8MDGRkZMDIyUmscRERERERE6sQ5zIiI3qKihNTzdu3ahU8++QRjxoxRQ1T/o6OjA0tLS7XGQEREREREpG7sYUZE9BYVJaSKL/fv38ekSZMwY8YM9O3bFwUFBQgICICjoyN0dXVRv359LFmyRKUdf39/9OjRA/Pnz0etWrVgbGyMOXPmID8/H5MnT4apqSlq166N8PDwEjFcuHABHh4eqFGjBt577z3ExsZK654fkpmZmYkBAwbAxsYGenp6aNSoETZu3PhGzxEREREREZG6MWFGRKRGWVlZ6N69O7y8vDB37lwAQGFhIWrXro2tW7fi/PnzmDlzJmbMmIEtW7aobPvnn3/i77//xqFDh7Bo0SLMmjULXbt2hYmJCRISEvDJJ59g1KhRuHnzpsp2kydPxmeffYbTp0+jTZs26NatGzIzM0uN78mTJ2jWrBn27NmDs2fP4uOPP8aQIUNw/PjxN3NCiIiIiIiIqgCZEEKoOwgiondRYWEhunbtivT0dCQkJMDAwKDMumPHjsWtW7ewbds2AM96mMXExODKlSvQ0Hj2vw8XFxdYWFjg0KFDAICCggIYGRlh9erV+Oijj5Ceng5HR0eEhoZi6tSpAID8/Hw4OjoiMDAQU6ZMQUxMDLy9vXH//n0YGxuXGkvXrl3h4uKCb7/9tsLH+pX9oArXJaL/ccpTdwRE1VO0PFfdIRBVO2vSt6k7BKIqhXOYERGpyYwZM3D06FEcP368RLJsxYoVWLNmDa5fv47Hjx8jLy8PTZs2VanTsGFDKVkGALVq1cJ7770nvdfU1ISZmRnu3Lmjsl2bNm2k11paWmjevDlSUlJKjbGgoADz58/Hli1b8J///Ad5eXnIzc2Fnp5emceVm5uL3FzVP1TyRQG0ZJplbkNERERERFSVcEgmEZEabNq0Cd9++y02bdoEZ2fnEusmTZqEgIAA7N+/H0lJSRg2bBjy8lS7mmhra6u8l8lkpZYVFha+dJzffPMNlixZgqlTp+LgwYNISkqCUqksEUtxISEhMDIyUlliH5x76RiIiIiIiIjeNibMiIjesqSkJAQEBCA0NBRKpbLE+vj4eHh4eGDMmDFwc3ODk5MT0tLSXtv+jx07Jr3Oz8/HyZMn4erqWmrd+Ph4dO/eHYMHD0aTJk1Qp04dpKamltv+9OnT8eDBA5XF06jha4ufiIiIiIjoTeOQTCKit+ju3bvo0aMHvLy8MHjwYNy6dUtlvaamJpydnbF27VpER0fD0dER69atQ2JiIhwdHV9LDCtWrICzszNcXV2xePFi3L9/H8OHDy+1rrOzM7Zt24YjR47AxMQEixYtwu3bt9GgQYMy25fL5ZDL5SplHI5JRERERETVCRNmRERv0Z49e3Dt2jVcu3YNVlZWJdbb29vj4sWLOH36NPr37w+ZTIYBAwZgzJgx2Lt372uJITQ0FKGhoUhKSoKTkxN27doFc3PzUut+8cUXuHLlCpRKJfT09PDxxx+jR48eePDgwWuJhYiIiIiIqCriUzKJiOiN41MyiV4On5JJ9HL4lEyiyuNTMolUcQ4zIiIiIiIiIiKiYpgwIyIiIiIiIiIiKoYJMyIiIiIiIiIiomI46T8REb1xtvkydYdAVC2dlBeoOwSiaskc2uoOgYiIqjn2MCMiIiIiIiIiIiqGCTMiIiIiIiIiIqJimDAjInpFMTExkMlkyMrKeqV2HBwc8N13371SGxERETA2Nn6lNoiIiIiIiN51TJgREZWjKBlW1uLt7Q0PDw9kZGTAyMhI3eESERERERHRa8BJ/4mIylGUDHverl278Mknn2DMmDHQ0dGBpaWlGqIjIiIiIiKiN4E9zIiIylGUDCu+3L9/H5MmTcKMGTPQt2/fEkMyi4ZF7t69G/Xr14eenh769OmDnJwcREZGwsHBASYmJggKCkJBgeoT8B4+fIgBAwZAX18fNjY2WLFihcr6RYsWoVGjRtDX14etrS3GjBmD7OzsEnHv3LkTzs7OqFGjBpRKJW7cuAEAePDgATQ1NXHixAkAQGFhIUxNTdG6dWtp259//hm2trbS+xs3bqBfv34wNjaGqakpunfvjvT09NdxeomIiIiIiKokJsyIiCohKysL3bt3h5eXF+bOnVtmvZycHCxduhSbNm3Cvn37EBMTg549eyIqKgpRUVFYt24dwsLCsG3bNpXtvvnmGzRp0gSnT5/GtGnTMG7cOBw4cEBar6GhgaVLl+LcuXOIjIzEn3/+iSlTppTY91dffYW1a9ciPj4eWVlZ+OijjwAARkZGaNq0KWJiYgAAZ86cgUwmw+nTp6XEW2xsLDw9PQEAT58+hVKphIGBAeLi4hAfHw+FQgFfX1/k5eW98vkkIiIiIiKqijgkk4ioggoLCzFw4EBoaWlh/fr1kMlkZdZ9+vQpVq1ahbp16wIA+vTpg3Xr1uH27dtQKBRo0KABvL29cfDgQfTv31/arm3btpg2bRoAoF69eoiPj8fixYvRsWNHAMD48eOlug4ODpg3bx4++eQTrFy5UmXfy5cvR6tWrQAAkZGRcHV1xfHjx9GyZUt4eXkhJiYGkyZNQkxMDDp27IgLFy7g8OHD8PX1RUxMjJSE27x5MwoLC7F69WrpeMPDw2FsbIyYmBh06tSpxLHn5uYiNzdX9XyIAmjLNCt8romIiIiIiNSJPcyIiCpoxowZOHr0KH799VcYGBiUW1dPT09KlgFArVq14ODgAIVCoVJ2584dle3atGlT4n1KSor0/vfff8cHH3wAGxsbGBgYYMiQIcjMzEROTo5UR0tLCy1atJDeu7i4wNjYWGrH09MThw8fRkFBAWJjY+Hl5SUl0f7++29cvnwZXl5eAIDk5GRcvnwZBgYGUCgUUCgUMDU1xZMnT5CWllbqsYeEhMDIyEhl2f3wXLnni4iIiIiIqCphwoyIqAI2bdqEb7/9Fps2bYKzs/ML62tra6u8l8lkpZYVFhZWOIb09HR07doVjRs3xvbt23Hy5ElpjrPKDI9s3749Hj58iFOnTuHQoUMqCbPY2FhYW1tLx5idnY1mzZohKSlJZUlNTcXAgQNLbX/69Ol48OCBytLVoGGF4yMiIiIiIlI3DskkInqBpKQkBAQEIDQ0FEql8o3u69ixYyXeu7q6AgBOnjyJwsJCLFy4EBoaz/7fsWXLlhJt5Ofn48SJE2jZsiUA4OLFi8jKypLaMTY2RuPGjbF8+XJoa2vDxcUFFhYW6N+/P3bv3i3NXwYA7u7u2Lx5MywsLGBoaFihY5DL5ZDL5SplHI5JRERERETVCXuYERGV4+7du+jRowe8vLwwePBg3Lp1S2X5559/Xuv+4uPjsWDBAqSmpmLFihXYunUrxo0bBwBwcnLC06dPsWzZMly5cgXr1q3D999/X6INbW1tBAYGIiEhASdPnoS/vz9at24tJdAAwMvLC+vXr5eSY6ampnB1dcXmzZtVEmaDBg2Cubk5unfvjri4OFy9ehUxMTEICgrCzZs3X+uxExERERERVRVMmBERlWPPnj24du0aoqKiYGVlVWIpPlfY6/DZZ5/hxIkTcHNzw7x587Bo0SKpV1uTJk2waNEifP3113jvvfewfv16hISElGhDT08PU6dOxcCBA9G2bVsoFAps3rxZpY6npycKCgqkucqAZ0m058v09PRw6NAh2NnZoVevXnB1dUVAQACePHlS4R5nRERERERE1Y1MCCHUHQQREf27rbUZrO4QiKqls9oF6g6BiIjeEQvSN6o7BKIqhT3MiIiIiIiIiIiIimHCjIiIiIiIiIiIqBgmzIiIiIiIiIiIiIrhHGZERETvsNzcXISEhGD69OmQy+XqDoeoWuDPDdHL4c8OEVUnTJgRERG9w/773//CyMgIDx484JNPiSqIPzdEL4c/O0RUnXBIJhERERERERERUTFMmBERERERERERERXDhBkREREREREREVExTJgRERG9w+RyOWbNmsXJl4kqgT83RC+HPztEVJ1w0n8iIiIiIiIiIqJi2MOMiIiIiIiIiIioGCbMiIiIiIiIiIiIimHCjIiIiIiIiIiIqBgmzIiIqNLS09Mhk8mQlJRU6W2Dg4PRtGnTcuv4+/ujR48eL2xryJAhmD9/fqVjICruVe7nf4u7d+/CwsICN2/eVHcoRERERFUCE2ZERO+QshJRMTExkMlkyMrKeuMxTJo0CX/88ccrt5OcnIyoqCgEBQW9hqjebQ4ODvjuu+/UHYba2NraIiMjA++99566Q1Ebc3NzDB06FLNmzVJ3KJVS0eQ6EVWMv78/ZDIZZDIZtLW14ejoiClTpuDJkydqjett/p5CRFSECTMiInorhBDIz8+HQqGAmZnZK7e3bNky9O3bFwqF4jVEp155eXnqDuGdpqmpCUtLS2hpaak7lBKKfm7ehmHDhmH9+vW4d+/eW9nfvxl/pqk68/X1RUZGBq5cuYLFixcjLCys2iXTiYheBybMiIhIxaNHj2BoaIht27aplO/cuRP6+vp4+PChVHbhwgV4eHigRo0aeO+99xAbGyutK/pv8N69e9GsWTPI5XIcPny4xJDMgoICTJw4EcbGxjAzM8OUKVMghCg3xoKCAmzbtg3dunVTKV+5ciWcnZ1Ro0YN1KpVC3369JHW5ebmIigoCBYWFqhRowbef/99JCYmlog3Ojoabm5u0NXVRYcOHXDnzh3s3bsXrq6uMDQ0xMCBA5GTkyNtV1hYiJCQEDg6OkJXVxdNmjQpce6e5+DggLlz52Lo0KEwNDTExx9/DAA4fPgw2rVrB11dXdja2iIoKAiPHj1S2W7evHkYOnQoFAoF7O3tsWvXLvzzzz/o3r07FAoFGjdujBMnTqjsb/v27WjYsCHkcjkcHBywcOFCaZ2XlxeuXbuGCRMmSL0KirwonhfJy8vD2LFjYWVlhRo1asDe3h4hISHS+uvXr0txGxoaol+/frh9+7a0vuheWbNmDezs7KBQKDBmzBgUFBRgwYIFsLS0hIWFBb766iuV/WZlZWHEiBGoWbMmDA0N0aFDByQnJ5cZ5/NDMovuhT/++APNmzeHnp4ePDw8cPHixXKPt6i30+zZs6V9f/LJJyrJkxfdL2X93CQnJ8Pb2xsGBgYwNDREs2bNVK5zedcYeHbvzJ8/H8OHD4eBgQHs7Ozwww8/qNRp2LAhrK2tsWPHjnKPs6ry8vJCUFAQpkyZAlNTU1haWiI4OLjcbYqu/aZNm8r8LAOAs2fPonPnzlAoFKhVqxaGDBmCu3fvqux77NixGD9+PMzNzaFUKiGEQHBwMOzs7CCXy2Ftba3SI/b+/fsYOnQoTExMoKenh86dO+PSpUvS+oiICBgbGyM6Ohqurq5QKBRSIoPoTZLL5bC0tIStrS169OgBHx8fHDhwAEDFP8Mq+11a3nd0eno6vL29AQAmJiaQyWTw9/evUDxERK9EEBHRO8PPz0907969RPnBgwcFAHH//n0hhBAjR44UXbp0Uanz4YcfiqFDhwohhLh69aoAIGrXri22bdsmzp8/L0aMGCEMDAzE3bt3Vdps3Lix2L9/v7h8+bLIzMwUs2bNEk2aNJHa/frrr4WJiYnYvn27OH/+vAgICBAGBgalxlnk1KlTAoC4deuWVJaYmCg0NTXFhg0bRHp6ujh16pRYsmSJtD4oKEhYW1uLqKgoce7cOeHn5ydMTExEZmamSrytW7cWhw8fFqdOnRJOTk7C09NTdOrUSZw6dUocOnRImJmZidDQUKndefPmCRcXF7Fv3z6RlpYmwsPDhVwuFzExMWXGb29vLwwNDcW3334rLl++LC36+vpi8eLFIjU1VcTHxws3Nzfh7++vsp2pqan4/vvvRWpqqhg9erQwNDQUvr6+YsuWLeLixYuiR48ewtXVVRQWFgohhDhx4oTQ0NAQc+bMERcvXhTh4eFCV1dXhIeHCyGEyMzMFLVr1xZz5swRGRkZIiMjQwghKhTPi3zzzTfC1tZWHDp0SKSnp4u4uDixYcMGIYQQBQUFomnTpuL9998XJ06cEMeOHRPNmjUTnp6e0vazZs0SCoVC9OnTR5w7d07s2rVL6OjoCKVSKQIDA8WFCxfEmjVrBABx7NgxaTsfHx/RrVs3kZiYKFJTU8Vnn30mzMzMpGv9vKL7+fTp0yr3QqtWrURMTIw4d+6caNeunfDw8Cj3eP38/IRCoRD9+/cXZ8+eFbt37xY1a9YUM2bMkOq86H4p6+emYcOGYvDgwSIlJUWkpqaKLVu2iKSkpApdYyH+d++sWLFCXLp0SYSEhAgNDQ1x4cIFlWPo37+/8PPzK/c4q5Lin2menp7C0NBQBAcHi9TUVBEZGSlkMpnYv39/mdtX5LPs/v37ombNmmL69OkiJSVFnDp1SnTs2FF4e3tL7Xh6egqFQiEmT54sLly4IC5cuCC2bt0qDA0NRVRUlLh27ZpISEgQP/zwg7TNhx9+KFxdXcWhQ4dEUlKSUCqVwsnJSeTl5QkhhAgPDxfa2trCx8dHJCYmipMnTwpXV1cxcODAN3AmiZ55/veEM2fOCEtLS9GqVSshRMU/wyr7XVred3R+fr7Yvn27ACAuXrwoMjIyRFZWVoXiISJ6FUyYERG9Q/z8/ISmpqbQ19dXWWrUqKGSMEtISBCampri77//FkIIcfv2baGlpSX9Alr0R2bxX3afPn0qateuLb7++mshxP9+ad65c6dKDM8nzKysrMSCBQtKtFNewmzHjh1CU1NTSgoJIcT27duFoaGh+O9//1uifnZ2ttDW1hbr16+XyvLy8oS1tbW076J4f//9d6lOSEiIACDS0tKkslGjRgmlUimEEOLJkydCT09PHDlyRGV/AQEBYsCAAWXGb29vL3r06FFim48//lilLC4uTmhoaIjHjx9L2w0ePFhan5GRIQCIL7/8Uio7evSoACAlvgYOHCg6duyo0u7kyZNFgwYNVOJZvHhxpeN5kcDAQNGhQweV61Rk//79QlNTU1y/fl0qO3funAAgjh8/LoR4dq/o6empXFOlUikcHBxEQUGBVFa/fn0REhIixWhoaCiePHmisr+6deuKsLCwUuMsK2FW/F7Ys2ePAFDusfv5+QlTU1Px6NEjqWzVqlVCoVCIgoKCCt0vZf3cGBgYiIiIiFL3W9FrXPzeKSwsFBYWFmLVqlUq202YMEF4eXmVeYxVzfMJs/fff19lfYsWLcTUqVPL3L4in2Vz584VnTp1Utnuxo0b0h/vRft2c3NTqbNw4UJRr149KQFWXGpqqgAg4uPjpbK7d+8KXV1dsWXLFiHEs4QZAHH58mWpzooVK0StWrXKPB6iV1X89wS5XC4ACA0NDbFt27ZKfYZV5ru0Mt/RRb+nCPHy38FERBXFIZlERO8Yb29vJCUlqSyrV69WqdOyZUs0bNgQkZGRAICff/4Z9vb2aN++vUq9Nm3aSK+1tLTQvHlzpKSkqNRp3rx5mbE8ePAAGRkZaNWqVYl2yvP48WPI5XKV4YMdO3aEvb096tSpgyFDhmD9+vXScI+0tDQ8ffoUbdu2lepra2ujZcuWJeJt3Lix9LpWrVrQ09NDnTp1VMru3LkDALh8+TJycnLQsWNHKBQKaVm7di3S0tLKPYbnjzE5ORkREREq7SiVShQWFuLq1atlxgcAjRo1KlFWFGNKSorKcQNA27ZtcenSJRQUFJQZX0XjKY+/vz+SkpJQv359BAUFYf/+/dK6lJQU2NrawtbWVipr0KABjI2NVa6Jg4MDDAwMVI6vQYMG0NDQUCkrOt7k5GRkZ2fDzMxMJfarV6++8Jo8r/i5trKyAvDsvF6/fl2l7eJPam3SpAn09PSk923atEF2djZu3LhRqfvl+ftj4sSJGDFiBHx8fBAaGqpSv6LXuPjxyGQyWFpaSuetiK6ursowqeqm+DECz65b0TF+8sknKue9uPI+y5KTk3Hw4EGVbV1cXABA5To0a9ZMpc2+ffvi8ePHqFOnDkaOHIkdO3ZI89GlpKRAS0tL5bPPzMwM9evXV7n/9fT0ULdu3VKPh+hNKfo9ISEhAX5+fhg2bBh69+5dqc+wynyXVuY7urhX+Q4mIqqIqje7LRERvVH6+vpwcnJSKbt582aJeiNGjMCKFSswbdo0hIeHY9iwYSoJqsrs73UzNzdHTk4O8vLyoKOjAwAwMDDAqVOnEBMTg/3792PmzJkIDg5WmaesIrS1taXXRU8JK04mk6GwsBAAkJ2dDQDYs2cPbGxsVOrJ5fJy9/P8ecnOzsaoUaNKfeqnnZ1dmfGVVVYU48uqaDzlcXd3x9WrV7F37178/vvv6NevH3x8fCo1v0xp5/9F18TKygoxMTEl2jI2Nq7wfp/fd/HzWrt2bWm+MwAwNTWtUHuVuV+evz+Cg4MxcOBA7NmzB3v37sWsWbOwadMm9OzZ86WOB1A9b0Xu3buHmjVrVrjNqqa8Y5wzZw4mTZpU6Tazs7PRrVs3fP311yXWFSVSgZLXzNbWFhcvXsTvv/+OAwcOYMyYMfjmm29KzI9WntKOR7xgjkeiV1X894Q1a9agSZMm+Omnn6QnCVfkM6wy36Uv61W+g4mIKoIJMyIiKtXgwYMxZcoULF26FOfPn4efn1+JOseOHZN6neXn5+PkyZMYO3ZshfdhZGQEKysrJCQklGjH3d29zO2KHhpw/vx5lQcIaGlpwcfHBz4+Ppg1axaMjY3x559/QqlUQkdHB/Hx8bC3twcAPH36FImJiRg/fnyF431egwYNIJfLcf36dXh6er50O8Cz5NL58+dLJDNflaurK+Lj41XK4uPjUa9ePWhqagIAdHR0SvQ2e13xGBoaon///ujfvz/69OkDX19f3Lt3D66urrhx4wZu3Lgh9TI7f/48srKy0KBBg5fen7u7O27dugUtLS04ODi8Uuxl0dLSKvO8JCcn4/Hjx9DV1QXw7GdEoVDA1tYWpqamr3S/1KtXD/Xq1cOECRMwYMAAhIeHo2fPnhW6xhV19uxZeHl5VTq26sDCwgIWFhalrivvs8zd3R3bt2+Hg4NDpZ+kqquri27duqFbt2749NNP4eLigjNnzsDV1RX5+flISEiAh4cHACAzMxMXL158pfuf6HXT0NDAjBkzMHHiRKSmpr6277zi6tat+8Lv6KJ/jhX/rnqd38FERKVhwoyIiEplYmKCXr16YfLkyejUqRNq165dos6KFSvg7OwMV1dXLF68GPfv38fw4cMrtZ9x48YhNDQUzs7OcHFxwaJFi5CVlVXuNjVr1oS7uzsOHz4sJcx2796NK1euoH379jAxMUFUVBQKCwtRv3596OvrY/To0Zg8eTJMTU1hZ2eHBQsWICcnBwEBAZWKtzgDAwNMmjQJEyZMQGFhId5//308ePAA8fHxMDQ0LDXJWJapU6eidevWGDt2LEaMGAF9fX2cP38eBw4cwPLly186xs8++wwtWrTA3Llz0b9/fxw9ehTLly/HypUrpToODg44dOgQPvroI8jlcpibm7+WeBYtWgQrKyu4ublBQ0MDW7duhaWlJYyNjeHj44NGjRph0KBB+O6775Cfn48xY8bA09PzhUNyy+Pj44M2bdqgR48eWLBgAerVq4e///4be/bsQc+ePV+p7YrIy8tDQEAAvvjiC6Snp2PWrFkYO3YsNDQ0Xvp+efz4MSZPnow+ffrA0dERN2/eRGJiInr37g2gYte4InJycnDy5EmVIabvivI+yz799FP8+OOPGDBggPQEzsuXL2PTpk1YvXp1mUnJiIgIFBQUoFWrVtDT08PPP/8MXV1d2Nvbw8zMDN27d8fIkSMRFhYGAwMDTJs2DTY2NujevfvbPHSiF+rbty8mT56MsLCw1/adV1xFvqPt7e0hk8mwe/dudOnSBbq6uq/1O5iIqDRMmBERUZkCAgKwYcOGMpNgoaGhCA0NRVJSEpycnLBr1y6Ym5tXah+fffYZMjIy4OfnBw0NDQwfPhw9e/bEgwcPyt1uxIgRWLt2rdQLxNjYGL/88guCg4Px5MkTODs7Y+PGjWjYsKEUa2FhIYYMGYKHDx+iefPmiI6OhomJSaXifd7cuXNRs2ZNhISE4MqVKzA2Noa7uztmzJhRqXYaN26M2NhYfP7552jXrh2EEKhbty769+//SvG5u7tjy5YtmDlzJubOnQsrKyvMmTMH/v7+Up05c+Zg1KhRqFu3LnJzcyGEqFA8wcHBiIiIQHp6eqn7NjAwwIIFC3Dp0iVoamqiRYsWiIqKkuYf+/XXXxEYGIj27dtDQ0MDvr6+WLZs2Ssdr0wmQ1RUFD7//HMMGzYM//zzDywtLdG+fXtpfrc36YMPPoCzszPat2+P3NxcDBgwAMHBwdL6l7lfNDU1kZmZiaFDh+L27dswNzdHr169MHv2bAAVu8YV8euvv8LOzg7t2rV7mUOv1sr7LLO2tkZ8fDymTp2KTp06ITc3F/b29vD19VWZS+95xsbGCA0NxcSJE1FQUIBGjRrht99+g5mZGQAgPDwc48aNQ9euXZGXl4f27dsjKiqqxNA1InXT0tLC2LFjsWDBAly9evW1fOc970Xf0TY2Npg9ezamTZuGYcOGYejQoYiIiHht38FERKWRCU6EQEREZVi3bh0mTJiAv//+WxoOUVU8fvwY9evXx+bNm1Um7Ka3x8/PDzKZDBEREeoOpUrw9/dHVlYWdu7cqe5QXkrr1q0RFBSEgQMHqjuUtyY9PR2Ojo44ffq0yvBuIiIiIvYwIyKiEnJycpCRkYHQ0FCMGjWqyiXLgGdzA61duxZ3795VdyjvJCEEYmJicPjwYXWHQq/B3bt30atXLwwYMEDdoRARERFVCWX3IycionfWggUL4OLiAktLS0yfPl3d4ZTJy8sL3bp1U3cY7ySZTIZr165JE/ZT9WZubo4pU6a81JNwiYiIiP6NOCSTiIiIiIiIiIioGPYwIyIiIiIiIiIiKoYJMyIiIiIiIiIiomKYMCMiIiIiIiIiIiqGCTMiIiIiIiIiIqJimDAjIiIiIiIiIiIqhgkzIiIiIqJ/AZlMhp07d6o7DCIion8FJsyIiIiIqErw9/eHTCaDTCaDtrY2HB0dMWXKFDx58kStccXExEAmkyErK6tS21lZWSE0NFSlbNq0aZDJZIiJiVEp9/LywpAhQ14xUiIiInpdmDAjIiIioirD19cXGRkZuHLlChYvXoywsDDMmjVL3WG9FC8vrxKJsYMHD8LW1lal/MmTJzh27Bg6dOjwUvvJy8t7hSiJiIioNEyYEREREVGVIZfLYWlpCVtbW/To0QM+Pj44cOAAAKCwsBAhISFwdHSErq4umjRpgm3btknbFvUEi46OhpubG3R1ddGhQwfcuXMHe/fuhaurKwwNDTFw4EDk5ORI2+Xm5iIoKAgWFhaoUaMG3n//fSQmJgIA0tPT4e3tDQAwMTGBTCaDv79/heLx9vZGfHw88vPzAQAPHz7E6dOnMXXqVJWE2dGjR5GbmyvtJzY2Fi1btoRcLoeVlRWmTZsmtQE8S8SNHTsW48ePh7m5OZRKZannctasWbCyssJff/31speDiIjoncWEGRERERFVSWfPnsWRI0ego6MDAAgJCcHatWvx/fff49y5c5gwYQIGDx6M2NhYle2Cg4OxfPlyHDlyBDdu3EC/fv3w3XffYcOGDdizZw/279+PZcuWSfWnTJmC7du3IzIyEqdOnYKTkxOUSiXu3bsHW1tbbN++HQBw8eJFZGRkYMmSJRWKx9vbG9nZ2VLyLS4uDvXq1UPv3r2RkJAgDTU9ePAgHBwc4ODggP/85z/o0qULWrRogeTkZKxatQo//fQT5s2bp3KMkZGR0NHRQXx8PL7//nuVdUIIBAYGYu3atYiLi0Pjxo1f1yUhIiJ6Z2ipOwAiIiIioiK7d++GQqFAfn4+cnNzoaGhgeXLlyM3Nxfz58/H77//jjZt2gAA6tSpg8OHDyMsLAyenp5SG/PmzUPbtm0BAAEBAZg+fTrS0tJQp04dAECfPn1w8OBBTJ06FY8ePcKqVasQERGBzp07AwB+/PFHHDhwAD/99BMmT54MU1NTAICFhQWMjY0BoELxODs7w8bGBjExMWjTpg1iYmLg6ekJS0tL2NnZ4ejRo/D29kZMTIzUu2zlypWwtbXF8uXLIZPJ4OLigr///htTp07FzJkzoaHx7P/dzs7OWLBgQYnzl5+fj8GDB+P06dM4fPgwbGxsXvclIiIieicwYUZEREREVYa3tzdWrVqFR48eYfHixdDS0kLv3r1x7tw55OTkoGPHjir18/Ly4ObmplJWvEdVrVq1oKenJyXLisqOHz8OAEhLS8PTp0+lBBsAaGtro2XLlkhJSSkzzsuXL1conqJ5zKZPn46YmBhMnjwZAODp6YmYmBi0bt0aCQkJGDlyJAAgJSUFbdq0gUwmk9po27YtsrOzcfPmTdjZ2QEAmjVrVmpcEyZMgFwux7Fjx2Bubl5m/ERERFQ+JsyIiIiIqMrQ19eHk5MTAGDNmjVo0qQJfvrpJ7z33nsAgD179pToNSWXy1Xea2trS6+LnrhZnEwmQ2Fh4SvFmZ2dXaF4vL29MW7cOGRmZuL06dNSTzhPT0+EhYWhffv2yMvLq/SE//r6+qWWd+zYERs3bkR0dDQGDRpUqTaJiIjof5gwIyIiIqIqSUNDAzNmzMDEiRORmpoKuVyO69evqwy/fFV169aV5gKzt7cHADx9+hSJiYkYP348AEhzqBUUFEjbNWjQoELxeHt749GjR1i0aBGcnZ1hYWEBAGjfvj0CAgKwd+9eaegmALi6umL79u0QQki9zOLj42FgYIDatWu/8Hg+/PBDdOvWDQMHDoSmpiY++uijyp8UIiIi4qT/RERERFR19e3bF5qamggLC8OkSZMwYcIEREZGIi0tDadOncKyZcsQGRn50u3r6+tj9OjRmDx5Mvbt24fz589j5MiRyMnJQUBAAADA3t4eMpkMu3fvxj///IPs7GwYGBhUKJ46derAzs4Oy5YtU0ms2drawtraGj/88IM0fxkAjBkzBjdu3EBgYCAuXLiAX3/9FbNmzcLEiROl+ctepGfPnli3bh2GDRum8tROIiIiqjj2MCMiIiKiKktLSwtjx47FggULcPXqVdSsWRMhISG4cuUKjI2N4e7ujhkzZrzSPkJDQ1FYWIghQ4bg4cOHaN68OaKjo2FiYgIAsLGxwezZszFt2jQMGzYMQ4cORUREBObOnVuheLy9vREZGQkvLy+Vck9PT0RERKgkzGxsbBAVFYXJkyejSZMmMDU1RUBAAL744otKHVOfPn2kY9LQ0ECvXr1e7uQQERG9o2RCCKHuIIiIiIiIiIiIiKoKDskkIiIiIiIiIiIqhgkzIiIiIiIiIiKiYpgwIyIiIiIiIiIiKoYJMyIiIiIiIiIiomKYMCMiIiIiIiIiIiqGCTMiIiIiIiIiIqJimDAjIiIiIiIiIiIqhgkzIiIiIiIiIiKiYpgwIyIiIiIiIiIiKoYJMyIiIiIiIiIiomKYMCMiIiIiIiIiIirm/wGljmLsW7QhHAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x4000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rwt_tabfr = rwt_tab.div(rwt_tab.sum(axis=1), axis=0) # row‑wise normalization\n",
    "\n",
    "plt.figure(figsize=(10, 40))\n",
    "sns.heatmap(rwt_tabfr)\n",
    "plt.title(\"Remote Work Trends by Region\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 8: Correlation between Job Satisfaction and Experience\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Analyze the correlation between overall job satisfaction (`JobSat`) and `YearsCodePro`.\n",
    "  \n",
    "- Calculate the Pearson or Spearman correlation coefficient.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "cjsycp = df_m[['JobSat', 'YearsCodePro']].dropna()\n",
    "cjsycp = cjsycp.replace({'Less than 1 year': 0, 'More than 50 years': 51}).astype(int)\n",
    "\n",
    "cjsycp.plot(kind='scatter', x='YearsCodePro', y='JobSat')\n",
    "plt.title('Correlation Between Job Satisfaction and Experience')\n",
    "plt.ylabel('JobSat')\n",
    "plt.xlabel('YearsCodePro')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting scipy\n",
      "  Downloading scipy-1.17.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (62 kB)\n",
      "Requirement already satisfied: numpy<2.7,>=1.26.4 in /opt/conda/lib/python3.12/site-packages (from scipy) (2.4.1)\n",
      "Downloading scipy-1.17.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (35.0 MB)\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m35.0/35.0 MB\u001b[0m \u001b[31m151.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m\n",
      "Installing collected packages: scipy\n",
      "Successfully installed scipy-1.17.0\n"
     ]
    }
   ],
   "source": [
    "!pip install scipy\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Pearson Correlation Coefficient is 0.1042  with a P-value of P = 0.0\n",
      "The Spearman Correlation Coefficient is 0.1192  with a P-value of P = 0.0\n"
     ]
    }
   ],
   "source": [
    "pearson_coef, p_valuep = stats.pearsonr(cjsycp['YearsCodePro'], cjsycp['JobSat'])\n",
    "print(\"The Pearson Correlation Coefficient is\", round(pearson_coef, 4), \" with a P-value of P =\", round(p_valuep, 4))\n",
    "\n",
    "spearman_coef, p_values = stats.spearmanr(cjsycp['YearsCodePro'], cjsycp['JobSat'])\n",
    "print(\"The Spearman Correlation Coefficient is\", round(spearman_coef, 4), \" with a P-value of P =\", round(p_values, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Values of job satisfaction (JobSat) and Experience (YearsCodePro) show almost no linear or monotonic\n",
    "# correlation. The correlation values between these two variables are statistically significant.\n",
    "# The two variables most likely do not affect each other."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 9: Cross-tabulation Analysis (Employment vs. Education Level)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Analyze the relationship between employment status (`Employment`) and education level (`EdLevel`).\n",
    "\n",
    "- **Instruction**: Create a cross-tabulation using `pd.crosstab()` and visualize it with a stacked bar plot if possible.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Write your code here\n",
    "emped = df_m[['EdLevel', 'Employment']].dropna()\n",
    "dummies = emped['Employment'].str.get_dummies(sep=';').astype(bool)\n",
    "emped = pd.concat([emped, dummies], axis=1).drop(['Employment'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EdLevel                                             Bachelor’s degree (B.A., B.S., B.Eng., etc.)  \\\n",
      "Employed, full-time                                                                        19136   \n",
      "Employed, part-time                                                                         1344   \n",
      "I prefer not to say                                                                           96   \n",
      "Independent contractor, freelancer, or self-emp...                                          3711   \n",
      "Not employed, and not looking for work                                                       226   \n",
      "\n",
      "EdLevel                                             Master’s degree (M.A., M.S., M.Eng., MBA, etc.)  \\\n",
      "Employed, full-time                                                                           12489   \n",
      "Employed, part-time                                                                             753   \n",
      "I prefer not to say                                                                              53   \n",
      "Independent contractor, freelancer, or self-emp...                                             2679   \n",
      "Not employed, and not looking for work                                                          110   \n",
      "\n",
      "EdLevel                                             Some college/university study without earning a degree  \\\n",
      "Employed, full-time                                                                              4494        \n",
      "Employed, part-time                                                                               669        \n",
      "I prefer not to say                                                                                51        \n",
      "Independent contractor, freelancer, or self-emp...                                               1634        \n",
      "Not employed, and not looking for work                                                            174        \n",
      "\n",
      "EdLevel                                             Professional degree (JD, MD, Ph.D, Ed.D, etc.)  \\\n",
      "Employed, full-time                                                                           2312   \n",
      "Employed, part-time                                                                            149   \n",
      "I prefer not to say                                                                             29   \n",
      "Independent contractor, freelancer, or self-emp...                                             485   \n",
      "Not employed, and not looking for work                                                          23   \n",
      "\n",
      "EdLevel                                             Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)  \\\n",
      "Employed, full-time                                                                              1860                                    \n",
      "Employed, part-time                                                                               623                                    \n",
      "I prefer not to say                                                                                92                                    \n",
      "Independent contractor, freelancer, or self-emp...                                                902                                    \n",
      "Not employed, and not looking for work                                                            338                                    \n",
      "\n",
      "EdLevel                                             Associate degree (A.A., A.S., etc.)  \\\n",
      "Employed, full-time                                                                1260   \n",
      "Employed, part-time                                                                 137   \n",
      "I prefer not to say                                                                   9   \n",
      "Independent contractor, freelancer, or self-emp...                                  323   \n",
      "Not employed, and not looking for work                                               22   \n",
      "\n",
      "EdLevel                                             Something else  \\\n",
      "Employed, full-time                                            448   \n",
      "Employed, part-time                                             69   \n",
      "I prefer not to say                                             83   \n",
      "Independent contractor, freelancer, or self-emp...             145   \n",
      "Not employed, and not looking for work                          45   \n",
      "\n",
      "EdLevel                                             Primary/elementary school  \n",
      "Employed, full-time                                                       201  \n",
      "Employed, part-time                                                        79  \n",
      "I prefer not to say                                                        51  \n",
      "Independent contractor, freelancer, or self-emp...                        159  \n",
      "Not employed, and not looking for work                                    155  \n"
     ]
    }
   ],
   "source": [
    "emped_tab = pd.DataFrame()\n",
    "for col in dummies.columns:\n",
    "    emped_tab[col] = emped[emped[col]].EdLevel.value_counts()\n",
    "emped_tab = emped_tab.T.astype(int)\n",
    "print(emped_tab.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = emped_tab.plot(kind='bar', figsize=(10, 6), stacked=True)\n",
    "\n",
    "xlabels = [textwrap.fill(label.get_text(), width=20) for label in ax.get_xticklabels()]\n",
    "ax.set(xlabel='Employment type', ylabel='Count of answers')\n",
    "ax.set_xticklabels(xlabels)\n",
    "plt.title('Relationship between employment status and education level')\n",
    "plt.grid(True, axis='y', linestyle='dashed')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 10: Export Cleaned Data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Save the cleaned dataset to a new CSV file for further use or sharing.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Write your code here\n",
    "df_m.to_csv(\"Lab13out.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab, you practiced key skills in exploratory data analysis, including:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Examining the structure and content of the Stack Overflow survey dataset to understand its variables and data types.\n",
    "\n",
    "- Identifying and addressing missing data to ensure the dataset's quality and completeness.\n",
    "\n",
    "- Summarizing and visualizing key variables such as job satisfaction, programming languages, and remote work trends.\n",
    "\n",
    "- Analyzing relationships in the data using techniques like:\n",
    "    - Comparing programming languages respondents have worked with versus those they want to work with.\n",
    "      \n",
    "    - Exploring remote work preferences by region.\n",
    "\n",
    "- Investigating correlations between professional coding experience and job satisfaction.\n",
    "\n",
    "- Performing cross-tabulations to analyze relationships between employment status and education levels.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Authors:\n",
    "Ayushi Jain\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other Contributors:\n",
    "Rav Ahuja\n",
    "Lakshmi Holla\n",
    "Malika\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright © IBM Corporation. All rights reserved.\n"
   ]
  }
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