Stack Overflow Project.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "761a5b59",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "23996fee",
   "metadata": {},
   "outputs": [],
   "source": [
    "survey_raw_df = pd.read_csv('survey_results_public.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f152574d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Respondent</th>\n",
       "      <th>MainBranch</th>\n",
       "      <th>Hobbyist</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>CompFreq</th>\n",
       "      <th>CompTotal</th>\n",
       "      <th>ConvertedComp</th>\n",
       "      <th>Country</th>\n",
       "      <th>CurrencyDesc</th>\n",
       "      <th>...</th>\n",
       "      <th>SurveyEase</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>Trans</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>WebframeDesireNextYear</th>\n",
       "      <th>WebframeWorkedWith</th>\n",
       "      <th>WelcomeChange</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Germany</td>\n",
       "      <td>European Euro</td>\n",
       "      <td>...</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>ASP.NET Core</td>\n",
       "      <td>ASP.NET;ASP.NET Core</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Pound sterling</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>I code primarily as a hobby</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Albanian lek</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat less welcome now than last year</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>I used to be a developer by profession, but no...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too short</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Django;Ruby on Rails</td>\n",
       "      <td>Ruby on Rails</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64456</th>\n",
       "      <td>64858</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>Less than 1 year</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64457</th>\n",
       "      <td>64867</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Morocco</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64458</th>\n",
       "      <td>64898</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Viet Nam</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64459</th>\n",
       "      <td>64925</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Poland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Angular;Angular.js;React.js</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64460</th>\n",
       "      <td>65112</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>ASP.NET Core;jQuery</td>\n",
       "      <td>Angular;Angular.js;ASP.NET Core;jQuery</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64461 rows × 61 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Respondent                                         MainBranch Hobbyist  \\\n",
       "0               1                     I am a developer by profession      Yes   \n",
       "1               2                     I am a developer by profession       No   \n",
       "2               3                        I code primarily as a hobby      Yes   \n",
       "3               4                     I am a developer by profession      Yes   \n",
       "4               5  I used to be a developer by profession, but no...      Yes   \n",
       "...           ...                                                ...      ...   \n",
       "64456       64858                                                NaN      Yes   \n",
       "64457       64867                                                NaN      Yes   \n",
       "64458       64898                                                NaN      Yes   \n",
       "64459       64925                                                NaN      Yes   \n",
       "64460       65112                                                NaN      Yes   \n",
       "\n",
       "        Age Age1stCode CompFreq  CompTotal  ConvertedComp             Country  \\\n",
       "0       NaN         13  Monthly        NaN            NaN             Germany   \n",
       "1       NaN         19      NaN        NaN            NaN      United Kingdom   \n",
       "2       NaN         15      NaN        NaN            NaN  Russian Federation   \n",
       "3      25.0         18      NaN        NaN            NaN             Albania   \n",
       "4      31.0         16      NaN        NaN            NaN       United States   \n",
       "...     ...        ...      ...        ...            ...                 ...   \n",
       "64456   NaN         16      NaN        NaN            NaN       United States   \n",
       "64457   NaN        NaN      NaN        NaN            NaN             Morocco   \n",
       "64458   NaN        NaN      NaN        NaN            NaN            Viet Nam   \n",
       "64459   NaN        NaN      NaN        NaN            NaN              Poland   \n",
       "64460   NaN        NaN      NaN        NaN            NaN               Spain   \n",
       "\n",
       "         CurrencyDesc  ...                  SurveyEase           SurveyLength  \\\n",
       "0       European Euro  ...  Neither easy nor difficult  Appropriate in length   \n",
       "1      Pound sterling  ...                         NaN                    NaN   \n",
       "2                 NaN  ...  Neither easy nor difficult  Appropriate in length   \n",
       "3        Albanian lek  ...                         NaN                    NaN   \n",
       "4                 NaN  ...                        Easy              Too short   \n",
       "...               ...  ...                         ...                    ...   \n",
       "64456             NaN  ...                         NaN                    NaN   \n",
       "64457             NaN  ...                         NaN                    NaN   \n",
       "64458             NaN  ...                         NaN                    NaN   \n",
       "64459             NaN  ...                         NaN                    NaN   \n",
       "64460             NaN  ...                         NaN                    NaN   \n",
       "\n",
       "      Trans                                     UndergradMajor  \\\n",
       "0        No  Computer science, computer engineering, or sof...   \n",
       "1       NaN  Computer science, computer engineering, or sof...   \n",
       "2       NaN                                                NaN   \n",
       "3        No  Computer science, computer engineering, or sof...   \n",
       "4        No  Computer science, computer engineering, or sof...   \n",
       "...     ...                                                ...   \n",
       "64456   NaN  Computer science, computer engineering, or sof...   \n",
       "64457   NaN                                                NaN   \n",
       "64458   NaN                                                NaN   \n",
       "64459   NaN                                                NaN   \n",
       "64460   NaN  Computer science, computer engineering, or sof...   \n",
       "\n",
       "            WebframeDesireNextYear                      WebframeWorkedWith  \\\n",
       "0                     ASP.NET Core                    ASP.NET;ASP.NET Core   \n",
       "1                              NaN                                     NaN   \n",
       "2                              NaN                                     NaN   \n",
       "3                              NaN                                     NaN   \n",
       "4             Django;Ruby on Rails                           Ruby on Rails   \n",
       "...                            ...                                     ...   \n",
       "64456                          NaN                                     NaN   \n",
       "64457                          NaN                                     NaN   \n",
       "64458                          NaN                                     NaN   \n",
       "64459  Angular;Angular.js;React.js                                     NaN   \n",
       "64460          ASP.NET Core;jQuery  Angular;Angular.js;ASP.NET Core;jQuery   \n",
       "\n",
       "                                  WelcomeChange WorkWeekHrs YearsCode  \\\n",
       "0       Just as welcome now as I felt last year        50.0        36   \n",
       "1      Somewhat more welcome now than last year         NaN         7   \n",
       "2      Somewhat more welcome now than last year         NaN         4   \n",
       "3      Somewhat less welcome now than last year        40.0         7   \n",
       "4       Just as welcome now as I felt last year         NaN        15   \n",
       "...                                         ...         ...       ...   \n",
       "64456                                       NaN         NaN        10   \n",
       "64457                                       NaN         NaN       NaN   \n",
       "64458                                       NaN         NaN       NaN   \n",
       "64459                                       NaN         NaN       NaN   \n",
       "64460                                       NaN         NaN       NaN   \n",
       "\n",
       "           YearsCodePro  \n",
       "0                    27  \n",
       "1                     4  \n",
       "2                   NaN  \n",
       "3                     4  \n",
       "4                     8  \n",
       "...                 ...  \n",
       "64456  Less than 1 year  \n",
       "64457               NaN  \n",
       "64458               NaN  \n",
       "64459               NaN  \n",
       "64460               NaN  \n",
       "\n",
       "[64461 rows x 61 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_raw_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "19bc8aea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Respondent', 'MainBranch', 'Hobbyist', 'Age', 'Age1stCode', 'CompFreq',\n",
       "       'CompTotal', 'ConvertedComp', 'Country', 'CurrencyDesc',\n",
       "       'CurrencySymbol', 'DatabaseDesireNextYear', 'DatabaseWorkedWith',\n",
       "       'DevType', 'EdLevel', 'Employment', 'Ethnicity', 'Gender', 'JobFactors',\n",
       "       'JobSat', 'JobSeek', 'LanguageDesireNextYear', 'LanguageWorkedWith',\n",
       "       'MiscTechDesireNextYear', 'MiscTechWorkedWith',\n",
       "       'NEWCollabToolsDesireNextYear', 'NEWCollabToolsWorkedWith', 'NEWDevOps',\n",
       "       'NEWDevOpsImpt', 'NEWEdImpt', 'NEWJobHunt', 'NEWJobHuntResearch',\n",
       "       'NEWLearn', 'NEWOffTopic', 'NEWOnboardGood', 'NEWOtherComms',\n",
       "       'NEWOvertime', 'NEWPurchaseResearch', 'NEWPurpleLink', 'NEWSOSites',\n",
       "       'NEWStuck', 'OpSys', 'OrgSize', 'PlatformDesireNextYear',\n",
       "       'PlatformWorkedWith', 'PurchaseWhat', 'Sexuality', 'SOAccount',\n",
       "       'SOComm', 'SOPartFreq', 'SOVisitFreq', 'SurveyEase', 'SurveyLength',\n",
       "       'Trans', 'UndergradMajor', 'WebframeDesireNextYear',\n",
       "       'WebframeWorkedWith', 'WelcomeChange', 'WorkWeekHrs', 'YearsCode',\n",
       "       'YearsCodePro'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_raw_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a8d5ccd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "schema_raw = pd.read_csv('survey_results_schema.csv', index_col='Column').QuestionText"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "10b9122f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Column\n",
       "Respondent            Randomized respondent ID number (not in order ...\n",
       "MainBranch            Which of the following options best describes ...\n",
       "Hobbyist                                        Do you code as a hobby?\n",
       "Age                   What is your age (in years)? If you prefer not...\n",
       "Age1stCode            At what age did you write your first line of c...\n",
       "                                            ...                        \n",
       "WebframeWorkedWith    Which web frameworks have you done extensive d...\n",
       "WelcomeChange         Compared to last year, how welcome do you feel...\n",
       "WorkWeekHrs           On average, how many hours per week do you wor...\n",
       "YearsCode             Including any education, how many years have y...\n",
       "YearsCodePro          NOT including education, how many years have y...\n",
       "Name: QuestionText, Length: 61, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3e05c6f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'NOT including education, how many years have you coded professionally (as a part of your work)?'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema_raw['YearsCodePro']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4934cd97",
   "metadata": {},
   "outputs": [],
   "source": [
    "selected_columns = [\n",
    "    # Demographics\n",
    "    'Country',\n",
    "    'Age',\n",
    "    'Gender',\n",
    "    'EdLevel',\n",
    "    'UndergradMajor',\n",
    "    # Programming experience\n",
    "    'Hobbyist',\n",
    "    'Age1stCode',\n",
    "    'YearsCode',\n",
    "    'YearsCodePro',\n",
    "    'LanguageWorkedWith',\n",
    "    'LanguageDesireNextYear',\n",
    "    'NEWLearn',\n",
    "    'NEWStuck',\n",
    "    # Employment\n",
    "    'Employment',\n",
    "    'DevType',\n",
    "    'WorkWeekHrs',\n",
    "    'JobSat',\n",
    "    'JobFactors',\n",
    "    'NEWOvertime',\n",
    "    'NEWEdImpt'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fd7102d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(selected_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d9d81333",
   "metadata": {},
   "outputs": [],
   "source": [
    "survey_df = survey_raw_df[selected_columns].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fd2e4cff",
   "metadata": {},
   "outputs": [],
   "source": [
    "schema = schema_raw[selected_columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a9a4ea60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(64461, 20)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e2fb6ea5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 64461 entries, 0 to 64460\n",
      "Data columns (total 20 columns):\n",
      " #   Column                  Non-Null Count  Dtype  \n",
      "---  ------                  --------------  -----  \n",
      " 0   Country                 64072 non-null  object \n",
      " 1   Age                     45446 non-null  float64\n",
      " 2   Gender                  50557 non-null  object \n",
      " 3   EdLevel                 57431 non-null  object \n",
      " 4   UndergradMajor          50995 non-null  object \n",
      " 5   Hobbyist                64416 non-null  object \n",
      " 6   Age1stCode              57900 non-null  object \n",
      " 7   YearsCode               57684 non-null  object \n",
      " 8   YearsCodePro            46349 non-null  object \n",
      " 9   LanguageWorkedWith      57378 non-null  object \n",
      " 10  LanguageDesireNextYear  54113 non-null  object \n",
      " 11  NEWLearn                56156 non-null  object \n",
      " 12  NEWStuck                54983 non-null  object \n",
      " 13  Employment              63854 non-null  object \n",
      " 14  DevType                 49370 non-null  object \n",
      " 15  WorkWeekHrs             41151 non-null  float64\n",
      " 16  JobSat                  45194 non-null  object \n",
      " 17  JobFactors              49349 non-null  object \n",
      " 18  NEWOvertime             43231 non-null  object \n",
      " 19  NEWEdImpt               48465 non-null  object \n",
      "dtypes: float64(2), object(18)\n",
      "memory usage: 9.8+ MB\n"
     ]
    }
   ],
   "source": [
    "survey_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5a891ef4",
   "metadata": {},
   "outputs": [],
   "source": [
    "survey_df['Age1stCode'] = pd.to_numeric(survey_df.Age1stCode, errors='coerce')\n",
    "survey_df['YearsCode'] = pd.to_numeric(survey_df.YearsCode, errors='coerce')\n",
    "survey_df['YearsCodePro'] = pd.to_numeric(survey_df.YearsCodePro, errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "17e42d48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>45446.000000</td>\n",
       "      <td>57473.000000</td>\n",
       "      <td>56784.000000</td>\n",
       "      <td>44133.000000</td>\n",
       "      <td>41151.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>30.834111</td>\n",
       "      <td>15.476572</td>\n",
       "      <td>12.782051</td>\n",
       "      <td>8.869667</td>\n",
       "      <td>40.782174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.585392</td>\n",
       "      <td>5.114081</td>\n",
       "      <td>9.490657</td>\n",
       "      <td>7.759961</td>\n",
       "      <td>17.816383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>24.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>29.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>35.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>44.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>279.000000</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>475.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Age    Age1stCode     YearsCode  YearsCodePro   WorkWeekHrs\n",
       "count  45446.000000  57473.000000  56784.000000  44133.000000  41151.000000\n",
       "mean      30.834111     15.476572     12.782051      8.869667     40.782174\n",
       "std        9.585392      5.114081      9.490657      7.759961     17.816383\n",
       "min        1.000000      5.000000      1.000000      1.000000      1.000000\n",
       "25%       24.000000     12.000000      6.000000      3.000000     40.000000\n",
       "50%       29.000000     15.000000     10.000000      6.000000     40.000000\n",
       "75%       35.000000     18.000000     17.000000     12.000000     44.000000\n",
       "max      279.000000     85.000000     50.000000     50.000000    475.000000"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "32528eea",
   "metadata": {},
   "outputs": [],
   "source": [
    "survey_df.drop(survey_df[survey_df.Age < 10].index, inplace=True)\n",
    "survey_df.drop(survey_df[survey_df.Age > 100].index, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5b76a4c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "survey_df.drop(survey_df[survey_df.WorkWeekHrs > 140].index, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cfac6901",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gender\n",
       "Man                                                            45895\n",
       "Woman                                                           3835\n",
       "Non-binary, genderqueer, or gender non-conforming                385\n",
       "Man;Non-binary, genderqueer, or gender non-conforming            121\n",
       "Woman;Non-binary, genderqueer, or gender non-conforming           92\n",
       "Woman;Man                                                         73\n",
       "Woman;Man;Non-binary, genderqueer, or gender non-conforming       25\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_df['Gender'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ffad2d1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d4b901e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "survey_df.where(~(survey_df.Gender.str.contains(';', na=False)), np.nan, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6322ec22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>Hobbyist</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>NEWLearn</th>\n",
       "      <th>NEWStuck</th>\n",
       "      <th>Employment</th>\n",
       "      <th>DevType</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>JobSat</th>\n",
       "      <th>JobFactors</th>\n",
       "      <th>NEWOvertime</th>\n",
       "      <th>NEWEdImpt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>United States</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>Information systems, information technology, o...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Java;SQL</td>\n",
       "      <td>Haskell;Java;Python;SQL;TypeScript</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Not employed, and not looking for work</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fairly important</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20755</th>\n",
       "      <td>Germany</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Another engineering discipline (such as civil,...</td>\n",
       "      <td>No</td>\n",
       "      <td>16.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Bash/Shell/PowerShell;C;HTML/CSS;JavaScript;Py...</td>\n",
       "      <td>Bash/Shell/PowerShell;C;HTML/CSS;JavaScript;Py...</td>\n",
       "      <td>Once every few years</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Developer, back-end;Developer, embedded applic...</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Flex time or a flexible schedule;Remote work o...</td>\n",
       "      <td>Sometimes: 1-2 days per month but less than we...</td>\n",
       "      <td>Not at all important/not necessary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15369</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Mathematics or statistics</td>\n",
       "      <td>No</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Assembly;C;C#;C++;SQL</td>\n",
       "      <td>Assembly;C;C#;C++</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Meditate;Call a coworker or friend;Visit Stack...</td>\n",
       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
       "      <td>Designer;Developer, embedded applications or d...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Flex time or a flexible schedule;Remote work o...</td>\n",
       "      <td>Often: 1-2 days per week or more</td>\n",
       "      <td>Not at all important/not necessary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55609</th>\n",
       "      <td>Romania</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Man</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Bash/Shell/PowerShell;C#;C++;Python</td>\n",
       "      <td>C;C#;C++</td>\n",
       "      <td>Once every few years</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Developer, desktop or enterprise applications;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Flex time or a flexible schedule;Languages, fr...</td>\n",
       "      <td>Never</td>\n",
       "      <td>Fairly important</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59957</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bash/Shell/PowerShell;C#;HTML/CSS;JavaScript;K...</td>\n",
       "      <td>C#;Python</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Developer, QA or test</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Never</td>\n",
       "      <td>Fairly important</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47904</th>\n",
       "      <td>Germany</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Academic researcher;Data scientist or machine ...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Often: 1-2 days per week or more</td>\n",
       "      <td>Critically important</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38963</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50986</th>\n",
       "      <td>India</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>Secondary school (e.g. American high school, G...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bash/Shell/PowerShell;C;HTML/CSS;Java;Python</td>\n",
       "      <td>C#;C++;Go;JavaScript;Julia;Kotlin;Objective-C;...</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Student</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Diversity of the company or organization;Flex ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20383</th>\n",
       "      <td>United States</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bash/Shell/PowerShell;JavaScript;Python;SQL</td>\n",
       "      <td>Bash/Shell/PowerShell;Go;HTML/CSS;JavaScript;P...</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Developer, back-end;Developer, desktop or ente...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>Often: 1-2 days per week or more</td>\n",
       "      <td>Not at all important/not necessary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14216</th>\n",
       "      <td>United States</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>A humanities discipline (such as literature, h...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>16.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Bash/Shell/PowerShell;HTML/CSS;JavaScript;PHP;...</td>\n",
       "      <td>Bash/Shell/PowerShell;HTML/CSS;JavaScript;PHP;...</td>\n",
       "      <td>Once every few years</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Designer;Developer, back-end;Developer, deskto...</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Specific department or team I’d be working on;...</td>\n",
       "      <td>Often: 1-2 days per week or more</td>\n",
       "      <td>Somewhat important</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Country   Age Gender  \\\n",
       "752     United States  53.0    Man   \n",
       "20755         Germany  42.0    Man   \n",
       "15369  United Kingdom  72.0    Man   \n",
       "55609         Romania   NaN    Man   \n",
       "59957     Netherlands   NaN    NaN   \n",
       "47904         Germany   NaN    NaN   \n",
       "38963             NaN   NaN    NaN   \n",
       "50986           India  20.0    Man   \n",
       "20383   United States  25.0    Man   \n",
       "14216   United States  55.0    Man   \n",
       "\n",
       "                                                 EdLevel  \\\n",
       "752      Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "20755                                                NaN   \n",
       "15369       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "55609       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "59957       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "47904    Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "38963                                                NaN   \n",
       "50986  Secondary school (e.g. American high school, G...   \n",
       "20383       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "14216       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "\n",
       "                                          UndergradMajor Hobbyist  Age1stCode  \\\n",
       "752    Information systems, information technology, o...      Yes        25.0   \n",
       "20755  Another engineering discipline (such as civil,...       No        16.0   \n",
       "15369                          Mathematics or statistics       No        18.0   \n",
       "55609  Computer science, computer engineering, or sof...      Yes        10.0   \n",
       "59957  Computer science, computer engineering, or sof...      Yes        16.0   \n",
       "47904  Computer science, computer engineering, or sof...      Yes        13.0   \n",
       "38963                                                NaN      NaN         NaN   \n",
       "50986                                                NaN      Yes        18.0   \n",
       "20383  Computer science, computer engineering, or sof...      Yes        20.0   \n",
       "14216  A humanities discipline (such as literature, h...      Yes        16.0   \n",
       "\n",
       "       YearsCode  YearsCodePro  \\\n",
       "752         24.0           NaN   \n",
       "20755       20.0          16.0   \n",
       "15369        NaN          44.0   \n",
       "55609       25.0          12.0   \n",
       "59957        8.0           NaN   \n",
       "47904       11.0           7.0   \n",
       "38963        NaN           NaN   \n",
       "50986        2.0           NaN   \n",
       "20383        3.0           1.0   \n",
       "14216       36.0           3.0   \n",
       "\n",
       "                                      LanguageWorkedWith  \\\n",
       "752                                             Java;SQL   \n",
       "20755  Bash/Shell/PowerShell;C;HTML/CSS;JavaScript;Py...   \n",
       "15369                              Assembly;C;C#;C++;SQL   \n",
       "55609                Bash/Shell/PowerShell;C#;C++;Python   \n",
       "59957  Bash/Shell/PowerShell;C#;HTML/CSS;JavaScript;K...   \n",
       "47904                                                NaN   \n",
       "38963                                                NaN   \n",
       "50986       Bash/Shell/PowerShell;C;HTML/CSS;Java;Python   \n",
       "20383        Bash/Shell/PowerShell;JavaScript;Python;SQL   \n",
       "14216  Bash/Shell/PowerShell;HTML/CSS;JavaScript;PHP;...   \n",
       "\n",
       "                                  LanguageDesireNextYear  \\\n",
       "752                   Haskell;Java;Python;SQL;TypeScript   \n",
       "20755  Bash/Shell/PowerShell;C;HTML/CSS;JavaScript;Py...   \n",
       "15369                                  Assembly;C;C#;C++   \n",
       "55609                                           C;C#;C++   \n",
       "59957                                          C#;Python   \n",
       "47904                                                NaN   \n",
       "38963                                                NaN   \n",
       "50986  C#;C++;Go;JavaScript;Julia;Kotlin;Objective-C;...   \n",
       "20383  Bash/Shell/PowerShell;Go;HTML/CSS;JavaScript;P...   \n",
       "14216  Bash/Shell/PowerShell;HTML/CSS;JavaScript;PHP;...   \n",
       "\n",
       "                   NEWLearn  \\\n",
       "752             Once a year   \n",
       "20755  Once every few years   \n",
       "15369                   NaN   \n",
       "55609  Once every few years   \n",
       "59957           Once a year   \n",
       "47904                   NaN   \n",
       "38963                   NaN   \n",
       "50986           Once a year   \n",
       "20383           Once a year   \n",
       "14216  Once every few years   \n",
       "\n",
       "                                                NEWStuck  \\\n",
       "752    Call a coworker or friend;Visit Stack Overflow...   \n",
       "20755  Visit Stack Overflow;Go for a walk or other ph...   \n",
       "15369  Meditate;Call a coworker or friend;Visit Stack...   \n",
       "55609  Call a coworker or friend;Visit Stack Overflow...   \n",
       "59957  Call a coworker or friend;Visit Stack Overflow...   \n",
       "47904                                                NaN   \n",
       "38963                                                NaN   \n",
       "50986  Call a coworker or friend;Visit Stack Overflow...   \n",
       "20383  Call a coworker or friend;Visit Stack Overflow...   \n",
       "14216  Visit Stack Overflow;Go for a walk or other ph...   \n",
       "\n",
       "                                              Employment  \\\n",
       "752               Not employed, and not looking for work   \n",
       "20755                                 Employed full-time   \n",
       "15369  Independent contractor, freelancer, or self-em...   \n",
       "55609                                 Employed full-time   \n",
       "59957                                 Employed full-time   \n",
       "47904                                 Employed full-time   \n",
       "38963                                                NaN   \n",
       "50986                                            Student   \n",
       "20383                                 Employed full-time   \n",
       "14216                                 Employed full-time   \n",
       "\n",
       "                                                 DevType  WorkWeekHrs  \\\n",
       "752                                                  NaN          NaN   \n",
       "20755  Developer, back-end;Developer, embedded applic...         40.0   \n",
       "15369  Designer;Developer, embedded applications or d...         50.0   \n",
       "55609  Developer, desktop or enterprise applications;...          NaN   \n",
       "59957                              Developer, QA or test         40.0   \n",
       "47904  Academic researcher;Data scientist or machine ...         45.0   \n",
       "38963                                                NaN          NaN   \n",
       "50986                                                NaN          NaN   \n",
       "20383  Developer, back-end;Developer, desktop or ente...         50.0   \n",
       "14216  Designer;Developer, back-end;Developer, deskto...         45.0   \n",
       "\n",
       "               JobSat                                         JobFactors  \\\n",
       "752               NaN                                                NaN   \n",
       "20755  Very satisfied  Flex time or a flexible schedule;Remote work o...   \n",
       "15369  Very satisfied  Flex time or a flexible schedule;Remote work o...   \n",
       "55609  Very satisfied  Flex time or a flexible schedule;Languages, fr...   \n",
       "59957  Very satisfied                                                NaN   \n",
       "47904  Very satisfied                                                NaN   \n",
       "38963             NaN                                                NaN   \n",
       "50986             NaN  Diversity of the company or organization;Flex ...   \n",
       "20383  Very satisfied  Languages, frameworks, and other technologies ...   \n",
       "14216  Very satisfied  Specific department or team I’d be working on;...   \n",
       "\n",
       "                                             NEWOvertime  \\\n",
       "752                                                  NaN   \n",
       "20755  Sometimes: 1-2 days per month but less than we...   \n",
       "15369                   Often: 1-2 days per week or more   \n",
       "55609                                              Never   \n",
       "59957                                              Never   \n",
       "47904                   Often: 1-2 days per week or more   \n",
       "38963                                                NaN   \n",
       "50986                                                NaN   \n",
       "20383                   Often: 1-2 days per week or more   \n",
       "14216                   Often: 1-2 days per week or more   \n",
       "\n",
       "                                NEWEdImpt  \n",
       "752                      Fairly important  \n",
       "20755  Not at all important/not necessary  \n",
       "15369  Not at all important/not necessary  \n",
       "55609                    Fairly important  \n",
       "59957                    Fairly important  \n",
       "47904                Critically important  \n",
       "38963                                 NaN  \n",
       "50986                                 NaN  \n",
       "20383  Not at all important/not necessary  \n",
       "14216                  Somewhat important  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_df.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b5ecc620",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "sns.set_style('darkgrid')\n",
    "matplotlib.rcParams['font.size'] = 14\n",
    "matplotlib.rcParams['figure.figsize'] = (9, 5)\n",
    "matplotlib.rcParams['figure.facecolor'] = '#00000000'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "cb4fbbcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Where do you live?'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema.Country\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "5fc7cb84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "183"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_df.Country.nunique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c9819ce6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country\n",
       "United States         12371\n",
       "India                  8364\n",
       "United Kingdom         3881\n",
       "Germany                3864\n",
       "Canada                 2175\n",
       "France                 1884\n",
       "Brazil                 1804\n",
       "Netherlands            1332\n",
       "Poland                 1259\n",
       "Australia              1199\n",
       "Spain                  1157\n",
       "Italy                  1115\n",
       "Russian Federation     1085\n",
       "Sweden                  879\n",
       "Pakistan                802\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_countries = survey_df.Country.value_counts().head(15)\n",
    "top_countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1a803674",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.xticks(rotation=75)\n",
    "plt.title(schema.Country)\n",
    "sns.barplot(x=top_countries.index, y=top_countries);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9db6fd38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "plt.title(schema.Age)\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Number of respondents')\n",
    "\n",
    "plt.hist(survey_df.Age, bins=np.arange(10,80,5), color='purple');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "76415ac4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Which of the following describe you, if any? Please check all that apply. If you prefer not to answer, you may leave this question blank.'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema.Gender\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "5ae26e57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gender\n",
       "Man                                                  45895\n",
       "Woman                                                 3835\n",
       "Non-binary, genderqueer, or gender non-conforming      385\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender_counts = survey_df.Gender.value_counts()\n",
    "gender_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "5aaeb0a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.title(schema.Gender)\n",
    "plt.pie(gender_counts, labels=gender_counts.index, autopct='%1.1f%%', startangle=180);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b89096c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(y=survey_df.EdLevel)\n",
    "plt.xticks(rotation=75);\n",
    "plt.title(schema['EdLevel'])\n",
    "plt.ylabel(None);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fbd48efb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'What was your primary field of study?'"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema.UndergradMajor\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "f320e1ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9T2XBsJLNLfo1eXpvSFxHt1VrWw3kNwxbrsy/edPvpdo/Y6r0Odzdy7XvjzXYNSrH7abAgYQA2onow2OAV83sRTNboJ35l2Oq9PlrqR/TyoCR2tLdfyS87zsTISgws6WJ+eQFdy87T5rZfMAiRF8c2FbDheho5PEqhBBCCCGEGNt4nNjZfWGal+A/UiLdo4TAuCwhfHSifHzXWjkROIwQIk4mYku+lcV3NLMnaPYSazPu/o2ZvQosZmYz01zfx3OfcxGiU7YT+72FbC4nhM5viY2JXki2fpVs/ZRcGIVc2XcBd6WNcVYnlklvQGwkdbOZLdVafMbE/YS4u4SZdSfEp/mA19w970GXeRZPTnkyQa1UmIOitx20I9RDK5TLNxMHS3mjNgQz253Y2Gko0f/9CQ/Fj5Mn7NWEl3at3ER4Xq6XXoKsRgh0fZPgVm8yYe9zd5+1HflkISI6mdmk7l5KTJyoxLFytHfcVk3yND8bONvM5iQ83Nchrs0lgAfMbC53/73KLEe6ZlJfFsnarKRwbGadaN7wr8h1wEaEaHwhzRu/tebtmm2g+GSZPhJitEDCqxBCCCGEEGJsIxNeFyUERygdtzU7tgDwU/p/u4VXMxsf2Cd9XS/bMKnAzO0tJ8d9xJLwVQkP37+ALC7q48DORAzGbBnziPiuSazdnBDdlnP3D/MZp7pMV+LYPMD47v5a8p69EbgxiTL9CU+7zYBWhVd3/9vMbgb2BNanWby5rpD0g/S5SIXsst/ynnJZ2INSws8MJY7Vg/nKHM+Wp5dbkt0IDkqfu7j7VSV+b9NYdfdvzewhQvhbjehbGLlf68XHhPf1jGY2hbv/VEyQvL7/AXxUjNec4e6/m9kXRL0XAp4tkaxc/5aireO2JsxscsKj9xt3/zR5i/YCeiUR9hXipchKFEKNlKDWayar40IlfoN4+VNOf7qHEG6XSysP1ic20LupFRsnIF7YfN5KOiEaikINCCGEEEIIIcY2MqFzKWBxYGB+l+2MFNf1A0J4XYoQbcrFd62F6YBJ0/9HWqZtZssTS2mhpRjRlD5LeWZW4r70uRZRjxfcPVsC3j99rkIIs18XbJo9lfdzUXRNbE6zd19m6xpErNLrkifbCNLS7Ez07VJDHbJl6esRG08NZ+Rd7x9Ix1c2s3kLv2FmMxLxLSE2HcvIvPFKBf2s1yZcRbZIAvUIzGw8Iv4sQL8OKrctdEufpcZq5i0NbXPcyvfrOsQLjrvbkE+ruPsQYux1AXYsk+zSlGakjcQK3JU+dyn+kDZ+W6YG0zKRcxMzm674o5ktRHMbl9rgrlqOJrzVDyv+kETYbNO1/HVZbs6p9Zp5gthwbx4zW6HE79uVsRl3/5MIcTIeEeJiHmJjuK/LnZPOu9Hdu7p7j0rphGg0El6FEEIIIYQQYxXu/gGx6dDGxG7tpbxdMx4ldllfDni9uBN9G/mWECEADks7w2NmncxsXZo3GoKWS5azZcadkydqtTxHCCWbpfxGiMfu/hkwgBBkpwLuLex0/xEhvkxtZntmB1OM2m0Jj7mirQ8TnmbzA6eZ2YS585YAtk5fW/OqG4G7P0N4LK5MiFpPuPvnhTQfEWJsF6Cvmf0zV243IpbuZITYnA8tkXksHmRms6T0ncxsR5o9k+vN3MBlabMz0uflhEfiy+S8jkcDMm/F/xb68l9EWIrsWC3L6zP6EuN6G2BWYpOntsbNrYaT0ucpZrZVdtDMJjSz04iQGH8TS9orcTrwO7Cjme2bvWAws9mAW6hBS3H3R4lQI1MC/cxsRBiEJLreQQifV6W5q61kHqK7mtlm+R/SWF+ACKnydO6nbM6ZrZBXds3sbGYjNhEzs/WIMCotcPe/gFPT12vzsWTNbFOgtY2vMi/ow9Nnq5uvmVlXM5s3efMKMdoi4VUIIYQQQggxNvIEzUvWKwmvWWiBSalTfNcUZzETgA4HvjSzF4kd4O8hBJjn0++z5s77AfgifX3VzF4ys6mqKG8Y4eGZeVgWvXbz31vEd027iF+cvl5kZp+mndC/Ba4mRKrX87YmkWVbQrA9GPjGzF42sw8Ij7tpgMvdvVRc3UpcT4h841FeeOlBCM0GvGlmb5nZa8QmYkskW7cpiMvnEBvwdAc+NLNXiOXJVwBXAd9Qf94hvPy+MrMXiL7fjtjAbBt3b6p08igm8/7clhirL6W4vs8QntlPpt9rjpuaPKD70uwB3qqg1h7c/V7C83NiwiM7f+0dQnhM7+Tu77SSzwAiRMcwIv7tp2b2MjHO5qR2z/gtgfeBfwEDzOxVM3ubGK9zEHNUu14CuPvLhPg5HnBTVncz+5IY6wB7F+LrvpE+L039vkb6fgWxMeDUxFz0mpkNILyVnyFeHhT5H9HXswGvp3M+Am4m2uuvCuY/kcqblNiw7fYqqrw3EbKj1nlGiFGKhFchhBBCCCHE2EheGGlNeB2e+39dcPcziF26nyViES5EbP5zJRGP9eiUdKPCqVsArxGbMM1O8zLw1sjCDQwlhJE8WVv8Tcsl+Bn7ALsRMSCnAv5JbP50PrFBWeYdOMJWd7+P8E7tSwglCxEbcPUHtnb3kZZoV8EN6fMvWnoFjyCJRisDByR7uxHC1WtErNJ/pRAS+XM+Jjx+byA8/uYDvgP2IOrdEdxA9P9HRFzXwYQAvKS7v9dBZbYJd7+ZCEXxKCE0LkR4YN5CeILvnJKuY2Zt8XrN+vUbRoFI5u4n0jw2uxDxU4cR4R1Wcvdry51byOcGYHki7MDEpCXw6VhNfejunxJxj48lxEIj4q0+DewKrOnuP9eSZxmOIDYMfJLY4G0Roi9vBZZ196sL6Q8h5o4mon5zJnt/JDzPLyH6bV7iujwC+D+aY8Dm6/g3Meb3IjZnm4fwkj4L+DfN8+xIpBclmcfu3aXi8woxptJp+PCyY18IIYQQQgghhBglmNnqhDDcz93/02Bz2oSZ9QG2B45OAuA4j5ntQsRWPdfd92+wOWI0xcyuJcKUbOjufRtsjhB1Qx6vQgghhBBCCCFGB7INeIpeeWLMRv0qKmJmUxBesYMohEMRYkynLbsSCiGEEEIIIYQQ7cbM5gd+BdYnvN0+IzbJEmMwadOon4gwBSsAz7r7K421SoxOpA3n5iTCFpxJxOQ+P8WQFmKsQcKrEEIIIYQQQohGcQqwQe77wWlzMjFmcw0RKxYifuhBDbRFjJ5MRMSCzfgaOL1BtgjRYSjUgBBCCCGEEEKIRvE88DvwObHj+k2tpBdjBs8AfwIfAJu7+7MNtkeMZrj7YOAtYnO+Z4gNxn5sqFFCdADaXEsIIYQQQgghhBBCCCHqjDxehRBCCCGEEEIIIYQQos4oxqsQQgghhOgoOgEzAT832hAhhBBCCCHqzOTAl0DZcAISXoUQQgghREcxExG3UQghhBBCiLGRWYAvyv0o4VUIIYQQQnQUPwP88MPPNDU12hTRGp06wbTTTs733/+MtoEYvVFfjTmor8Yc1FdjFuqvMYexta+yetHKyi4Jr0IIIYQQokPp1KkzXbo02gpRLZ07axuIMQX11ZiD+mrMQX01ZqH+GnOod181NQ2nqWn0V3I7DR+b5GYhhBBCCDE6MQUwpNFGCCGEEEKIsYvhTU38MPi3homvnTpB166TA0wJ/FQunTxehRBCCCFEh/LTY88ybNDgRpshhBBCCCHGArpMPQVTrL48nTt3Gu29XiW8CiGEEEKIDmXYjz8zdNAPjTZDCCGEEEKIUYqCYQghhBBCCCGEEEIIIUSdkfAqhBBCCCGEEEIIIYQQdUbCqxBCCCGEEEIIIYQQQtQZCa+jCDNb38xuM7OBZvanmQ0ys/vM7P8abVtHYWYzmtmkjbajVsxsBzMbbmY7NNoWUT/MbO5G2zCqMLM+aQx3a7QtrWFm3ZKtfRpty5iMmZ1gZl+b2R9mdkfu+FyNtGtsI43V/o22oxrMrGeyd+VG2yKEEEIIIcS4ijbX6mDMbHLgSmBj4BXgCuArYBZge+BOMzvT3Q9unJX1x8y2BS4CFgR+bbA5tfIEsC3wTKMNEfXBzM4D1gPmbLQto4jewMPAd402pAq+I663jxptyJiKma0PHAW8DBwNDDSzKYB7iHbdoXHWjXVsC3zTaCOq5HbgQ+DdRhsihBBCCCHEuIqE147nMkJ0Pdjdz8z/YGYnA/cD/zWz99z98kYY2EGsBkzWaCPagrt/DHzcaDtEXdmg0QaMStz9WeDZRttRDe7+K3Bto+0Yw1kofZ7g7v0gPImB5ZGgXVfcfYwZq+7+BvBGo+0QQgghhBBiXEahBjoQM1sT2Ay4tSi6Arj7n8BOwDBgv1FsnhBCiLGDCdLnkIZaIYQQQgghhBCiBfJ47Vi2S5/nl0vg7gPMbEHgg/xxM5sPOAZYFZga+By4AzjR3Qfn0g0E3gLOBY4DFgF+Bm4ADgX+BZwELEos6b0BONrd/07n9wG2ASzZuSLwO/AQcIS7DyyUhbt3K9i6AxFOYUd375PSzZ5+HmBmj7v7yintVMSS2I2IcAvfE16/x7r7p7k8+wNdgbOAUwjv2XPd/YhS7Whm06V0q6R8BwOPA8e7+9uFtJsBewMLA0OB14CT3P3RUvXJnbcUsYx3OWASYgnnlcA57j4spekGDAAOBn5J5cwF/ADcChzp7j/n8uwE7A7sAsyXznke6Onur+TSTZTy3BroTvRx/5TurVJtUg0p7ulRwBrAVMBA4CrgbHf/K5duHeC/wJLA+IATYTMucPemQt0PAf5IdZ8d+Aw40917m9kewP7AbKmsU9z9mlw5A4l2PR04NbXJt8S4Pc7dfy+UdZW771CoUx8ijEf3dGhA7rfhKZ+e6bsBPQkP7SmBT4EbgZOzsnLn9SJekuwE/Ans4O53VmjbtYhrcAlirn0ntVefXJqVgceALYE5Ut6zAl8C1xDjd2gu/RTEdb4xMD3wNnBsatO5smsz3wbuPrAN5XQG9gJ2JuaGPwkP2hPd/elCPasam8mmTYiXUb2S/bcR469FX+au/62IcbAc0IUI/3Gku79Yoq2PIua/P1K+dwN3UbiOq8XMugA9cm3wN/AScIa735dLtwMxD2wJHEjMKwOARdz9jzJ57wXsCMwDdCL68eKindXcB9LYzHgshjQ7JpsAtjez7VNdLgJ6uXuPXBnbEGPgJnffInd8PaINt3H368xsfOIF4ebAvMCEwNfAA0SffJvOW5kYaz2ADYGViHvP0u7+hZnNTIzZdYkx8BXQj7guvy/VXoU2qXW8LQCcBqxOzNuvprQPFvJdiri2/pUO3Q+cDTxHyzljOJC/p9VaTtX1b+/8BCyWylrF3fu34f40PnA48bfMLMRKkDOI63Fnd++EEEIIIYQQoiLyeO1YliaEvecqJXL3dwuixwpErL71gD7Ew+5TwAHAC0lkzLMoEcvt6ZTG0zl3AHcSYsX+hNB1KCEO5OkEPApMTjxkXUMIO8+Z2SzVV3cE+wNPpv8fQAi/mNnUhHjTg3ig34dYYrwJ8HKJTWC6A/9L/04E7qMESSC5nxBzrwP2JEI8rA08bWYz5NIeB9wETJHsOp54oHwwiYslMbMNiD6YmxAF/0ss4T0TuCUJqHl6ACcQ/bIP8Gb6vKCQ7irigfk34EjiQX9x4AkzWzSVPQHwICHAPA3sSwgoKwLPm9my5eyuhJktTIyzjYl2OyDZeSrNog1mdhBwLyGWngYcBvxIiP23JZEuzz6E+Hpl+pwQuNjM7kx17JPymAS4ysyWKZw/HyGYvQ0cRAjRhwIPlCirNbL4oYPSv22JPsmElheBFYALiXH7bLLx0STw5NmWEKgPIkTnJymDmfUgxuukhJhzBCF0XGlm55Q45WRgN+By4tr9lhD5j87lOSEhaO0HPEJcx+8Sos1irbZEleUkrgPOI14IHUSM83mAx81sk5xNtY7NiQjh6Epirrmtgq0zEPGWBxPj6AJCxHvYzKbM2bA5MT5nIK65s4C1iHHWJtI4u51ogx+I8Xo6cQ3ca2bFORTgUmLu3Re4tILoekCqyweEAHYE8TLjSjPbM5eu2vvAtsRcD9G/2xLj+oB07Emax/0HRNvkWTN9rlqYx9YnxOZ70vebUxu8SYyJ/xLX6C6UDhVxejp/H+CKJLp2J8TrTYj7zD4p/z2I+03XEvmMoA3jbXyizSYlxvjJwPxEH86dy3cF4kXdosT95viU7h6qo9pyqq5/R85PVH9/uoOYv94g5pv+xDj/T6XGEEIIIYQQQjQjj9eOZSbg+7znYGukB/4rCFF8aXfPNsXoZWZPEA89pxMeTflyNnf3m1MetxKbf6wDbOzumdB0A+Fhuj4hoGV0Jrzx1s95bj4O9CUezvJltYq79zWz/xAPjH1zXrMnEt41K6YYlFmd+xACw3mEF1DGJERs3ItaKXJRQng61N1Pz+X7GvEAvThwTxJ2jyQesNfM+iW1y/sp7UjirplNQghVbwLLphARABeY2QmEp92mhDCRMSMwr7t/kvK4nBDJtjSzPd39NzNbhXhYvp7wKhue0vYjvJiPSPnul9pyM3e/JWfXRcmmS4F/ttJGpTiPEEWXTLEAAXqb2TBgK4sYxL8TQuw7wFIpHme2WdXVhLf0toSAnDFdoe6fEGNptXT8s3T8faK916Ply4mZgKPc/aT0/SIzO5sQHoplVSSLH2pmJ6bv16ayOxHX2Y+EZ+IP6ZReaexfRog6p+eym4y4nlp4UBdJLyvOJgSVDXL9em6yfT8zu97dX8idNhEwv7v/mNJeA3xBiFrHpjT7EOP8IHc/Kx27yMzeIV4i/FRFk7RajpltCmwBHOLuZ+TqdQ4hBPUys3vd/TdqH5tdCM/Onrm03crYOi0jX9O/EHPSZsClSXy6gPDcXcLdh6R0vQlRsK1sTcQFvorwmM334QvAaWbWz93z8VPfAbbL0lZgZ+Bdd98yV68riGtg4fS96vuAu1+b5rYNgYfcvX/K41diHH6cG/f9iJjic7n7hynP1Qmv9FmJzRCzuWB94DF3/zG9pPkPcL6775ury3lm9gKwhplNk7uOIATrTfKemURfTQIslm87M7udWGVxPCEKlqPW8TYBcGfBw3cAIXruQNwPoNlbdKls5YWZ9SKEzmkr2FNrOVXVv17zUzjMlqSa+9MmxNzcos/N7CnixYwQQgghhBCiCuTx2rEMpXZxe1FCnLw297CdcTmxDHvj5OWZ8SfNHk+k5YrflDj+M+HhNnOJco/LRNeUth8hJGxYwpuzZlIeWxAPdx+YWdfsX7L1WWBNMytuyFV2KXeOr4iH5h5mtkXyrMXdb3X3+d0981ragBB+zsmL4WmJ7PKE52cpVieWPd8KTF6w/aaUZqPCOU9mD7WpjCbgFcIzKnuQ3zB9npEXa1K/L0kIbRBLmH8klhHnyx5KCJfzm9m8lZuoJen8FYD7cqJrxgGEAPNhsnE8IiTArzkbhxMeixBLj/M8k687MY4Ans5E10Qm/BTH4xDCwzLPyemzXB/VyoKEQHMP0LnQrncTy9WLffpRa6JrYiNCiLkJmDaX77REyIQsTZ67MzEURgjG7wL/yKXZnGibYuiS/xHetNVQTTmZIHhboV0mIjxUuxIehlnaH6ltbFZzTWcUPSmzEAOZF/tqyZ7zM9E11esHKoR4qYLN0udRhWvzZ0LkHo+Rx+JdVYiuECKnmdkJWdu4+6/uvqC775HStOU+UA390ueahBELESJcdn2tlo4vSqwEuCPZ9zqxSuDwfGZmNj3R/zDyZooPFZbDT0WsQngSGFIYL68Ry9iL10WRtoy3imPIzP5JzAVXey7cTbL9dKqntXKmovr6d+T8BNXdn7J5/cT8ie5+PYXQSEIIIYQQQojyyOO1Y/mCeMCeMOcl2Rpzps+RHqDcfbiZvU08kGeCJYRX7d+F5H8D35QQAoZSWnB/s8QxJ5ZLdiWWbLeHrsA06V+lvGYB3st9/7q1jNMS1n0IAeoGoMnMXiHCD1zt7tlDYhbzsyhk4JXjpGZuQyfTLFAU6Vb4XsrubAxkYkkle17JfTXCS6pSu3WjZbu1xuxEiIlSZX9DGltmVmk8fm5mQ2iuR0ax7tnY/KpwPAuvURyPHxSvF3f/zswG03x9tJesT/dI/0rRrfC91bFYyPuaCmmqyftPmsdKlu+HxWvd3f80s4+IGL2tUW05EKE0ytEtl7bWsVltO5ZKW7yGMltLjf13ShyrljmBn9z98xK/ZXNFa+O+HPsTAuhRwFFm9gXh7XgbcE+as9tyH6iGZ4iQG2sRS/TXItr0KkJUXY3wkv0/YDjNQi0p3RZmtgYRJ3gOQlTM7jHF67jYHnOnNOtRYbyY2cQFL9kWP9P+8dZRY6i1cqquPx07P5VLW6pdBqcXk0XeIeojhBBCCCGEaAUJrx3L40S8ymWJ2IwlSctMJyDi/WXepeU8p7KHorwwVRRdM6rxvsrSlcojGx9DS/xWKl0lMrufImLGlaOF0JGPfVsJd+9lZjcSoQrWJDbZOgo4zMw2c/c7CG8eqL5dMjLbjyE8c0vxc+F7UxX5VmtPF8LDbc8KaV6vory2lN3aeOxMy7EI7R+P5V5SdKH1sQi1jccLiTAIpSjWo6qxmMt7N3IbexUoihnVjJcJKN82JeOJlqCacroQ47mS96Hn0tY6Nqttx8wTrxITpM9S7VJtm5SiE7XNwVBlvdzdzWx+wst+HWLjrG2JJem3E560bbkPVFN2k5ndTXjLjk/EBH3G3X83s4eBTc1sPCLMwPPu/hWM2NTtESJsy1NEaJhrCK/O/YmQI0WK7ZHZfBtwcQUzy80fWR61jrdRNYZaK6eW+nfk/ASjbr4RQgghhBBinEfCa8dyA+GtshdlhFczm5V46B5M7EaceZktUCJtJ0LI/Sm/XLgOdCI8rIrejwZ852n3bOLBbvIS589Q4liR74jl0FO7+8PFH5MX1TDa8EBnZtMS7fW6u19Hij9nEUP1QSK+3h00i2BGxHTN53EA4d2bj1+YkZ33e9F2M5uc8BorenNWQ96eFh7HFvFVJ3b3A1K6GYD+RSHaYjOZSYnNudpadgvS8uPDgd60HI+vFdLNRoyHT6kvc5lZp7y3tpnNRCx1zvota4eJS5xfzXgcIYiW6NPOhPj1cS1Gl8h7cIm8ZyQ23WtL3u8Dc5tZ57wgmeydi+rDDbTGAGJcvObug/I/mNkixNL0X3Np6z02ayEbD/MCDxR+Kxvgsgo+AuY1s1lKeL1mMURrHvdJ1FwQ+NvdnyA2D8uW7PcDNjKzBejY+0A/QuRdhRB/s6XkDxP3oH8DSxAbimXsm47t4e69C/ZUc71B83UxUZl7wL+BH1p52dYR4y0/hkYyq8a8KlF1/VN8WKBD5qdqeR9Y38ymzv0NMMKMDi5bCCGEEEKIsQbFeO1A0oP1HYR30Ui7YFvszH0LIYD3THFHXyUeqLYxs/kKp+xICKSVdgJvKwcXbNuc2MX8xtzhL4HpzGz2XLoJGTnGJ4SICmmMpfixfYF/mtkWhbIWImLZnVeth2uBtYjdlncvHH+R8NjJ8uxHeJDtnQSQrPxpgEOJjVVKLXF9gPAAPCCJvHmOJPpw3ZHOap2+6XP//MG0vP8AYikvRGzZqYhdxPPpZgbuIjbnqsaDaQQpnMBzwDpmNk/h532IeLxDiPE7DDjCzCbNld2J2OQos6+e/IN4GZHn6PSZxUgdBPwFLJqPc2mxydByJfIcRsv57iVgILBDLpxCxm7ERmk7tcV4wmuxCTgyLRvOcxbRpou3Id+biPiL2xeO70R1GwBVS9afLWI7Jq/Hm4nraKJc2qmo49iskQeJmJ+7FcbnZJRfol0NI9rAcjGuUxmHEePpjlIntsJ4xFx1ffI4BUbEmc6/VKjHfaDFHJzjQWLTvJ7Ei4tM2HuYmB9PJV7G5evXNX22iAdtZv8CVsrVrSxpznmKmHNaXKNmtjYxHx5W4tQ8HTHeXiXafiszGxHrOPXPfjXmVZYa69+R81O13ESMg/3zB81sdWCRDi5bCCGEEEKIsQZ5vHY8OxFxTf9nZlsRosx3RHy0HYgd4C9094sgBEoz2wW4F3jeYmflAYSX3PbEw1hrD6dtYcu0ccf9hOfPnoTX1bG5NFcQGzI9YLGLdOdUv1IbvGRxBw82swfcvS8hbq4EXGdmaxHC36yprKFU3s26EncQy0tPTA+pLxIbvWxHxAM8E8Dd3zOzUwlvzqdTaILOwK7A1MAmpTJPu3rvDVwJvGlmlxAi9KqE6PwCES+xJtz9ATO7AdgpeT7fSXh17kV4/h6Skp5GxFw8xcyWJJb8Tk0IS1MBW2eCcRKGNgR+SW1eib0JEegFM7uQ8OBbldhYqJe7v5ryPAo4BXjNzK4kPCv/ndLezcibyrSXv4kd65ciYlyulcq7w91vB3D3P1LbbQ/ca2a3Ept09SCul6JY9Q2wVHoB8oy7P2dmuyb7Xzazi4nxviTNnucn0Abc/QMzOzad/5qZXUV4tP+HCINxFzEP1MrZxOZClyXvvpcJL8TtiDarNYRGOfoAmwK7JyH7TiI0xS7EvHWIu3+Z0lY9NjsCd//FzPZPNr9ssTt7J2BnYm6BXLskoXBOYgxU8hi8hmiD7YHZzKwf4U25A9EGh7p7uTASlez9I81BJwNPpjnoN+BfxMuGu939vWRre+8DgwjxdeU01h909088dqx/mOi3H4lxlMVRfp0Q1d7OxcaGGAP7EnP3RcRLmSWSLUOJ8TFVFU3Qg/DyfSTNo28R95s9gO8pCKolqPt4SzFz9yI253oltfUvwNY0ezfX69qqqv7p74AOmZ9q4IZU1jFJ/H+MeBnbg7g/TVThXCGEEEIIIURCHq8dTFoKuibxgPoT8dByIeG19AKwjrvvXTjnMeIB+wHiwedcYknomcCiZTa7aC/rEyLl/4hljL2BpfNLDN29D/HwPRw4AziQeCAv5XnTi4iHuhNpZ+gk1ixB1H9l4DyiHfoDyyUP4ZpJD9prABcQy2fPJQTjQUT73ppLewQhVHUidic/jPAsW87dn6pQxtXExjOvEV5Q5xICxYnAmml3+LawDeFRNAPRv3sTXlFLu7unsn8h+v9kYunx2UQ/vA2s7u55r+TpCNHonNYKdveXgaUID7jdU77zEmN0n1y6UwnR8EtCtD4ZmDLZ+u8q4nDWypfABsQYyWw6mBDC8uxNjKEFiL7fKKW7pESeRxNi1amE0J4t4V2G2Nhop5THaoSIvry717JZTQvc/UTiOvqaGGNnAjNl9Uge4LXm+RvRJpcT7XMusDBx7f5AjfE+K5QzjBC3DgGmJ8SuI4jraWN3PyOXtpax2SG4+1XES5OfgeOJNn6Y5pdG+XbZnbg+Vmwlz2GE2H8wcU2dRohiA4g5pZbd7ot5n0LMe52IcXkecR0eQ26Mt/c+kObFQwmv1vOJFyUZ2aZZjxXG4kPps28hr0cJL/gfCU/ZUwkR8ChinAOsXcmelM+bhLf3DUSfXZDOvwVYxt1H2uyvcH6HjLc0F6xBxI89nKij0xxLtl7XVtX178j5qUpbm4h55kzixcC5xN8yOxIvOuvSJkIIIYQQQoztdBo+vF6OHGJMxMz6EKJwd3cf2FhrRD0ws0WBG9y9VMzC0RozGwjg7t0aa8noR/JIH+LufxeOdyZirj7v7is3wrZGYWYTAJO7+/clfjuCeLmyirv3zx3vR1wfHS4Ki9GfFEriH6WEzLRK5Tpgx/TicZwhheD51d1HEljN7H1gghrm6SmAIYPveJChX3fEe2MhhBBCCDGuMV7XaZh603UZPPhXhg7tyOh25enUCbp2nRzCMe2ncunk8SrEWEQSog4kbdojxipOAH43s+6F45sQy36fHfUmNZxpgEEpxMAI0nWwGeGV92ru+JJEuJTnRqWRYrTnYzN7JH8gCbJbp6/j4rW1K/Cbma2UP2hmSxPhNsbFNhFCCCGEEKJmFONViLGLTsB7xCZOYuziaiLO6kNmdimx9H9BQiD5lBTLeFzC3b82s3uBHZPn7zNELNYtiTAMB7v7kNwpMwAbyrtfZKQYr1cCPczsDiK0w3jEMvs1iBjs3kgbG8TNRCiMG1OM2c+J+Mi7EyEnji5/qhBCCCGEECJDwqsQYxFpWehJjbZD1B93fzZ5nx1GxAWeGviKiPl6fKnl9uMImwEHEGLrZsBfRAzKjbPN2DLc/a5Rb54YA9iPeGG1IykmOfAusKu7X9YwqxqIuw8ws2WI+M67EPGevyPiuh/fls3lhBBCCCGEGBdRjFchhBBCCNFRKMarEEIIIYSoK2NSjFd5vAohhBBCiA6ly1STw9ChjTZDCCGEEEKMBXSZeopGm1A1El6FEEIIIUSHMsUq/2q0CUIIIYQQYixieFMTTU2j/yp+Ca9CCCGEEKJDGTz410abIKpk6qknVX+NIaivxhzUV2MO6qsxC/XXmENH9FVT03AJr0IIIYQQQjQ1NdHUmPBbogY6dYrPYcOa0DYQozfqqzEH9dWYg/pqzEL9NeYwrvdV50YbIIQQQgghhBBCCCGEEGMbEl6FEEIIIYQQQgghhBCizijUgBBCCCGE6FA6d+5MZ73uH20YU2KiCSGEEEKM6Uh4FUIIIYQQHcrUU0/aaBNEjqamYQwe/LvEVyGEEEKIDkbCqxBCCCGE6FC+f7gXf333caPNEMD408xC17X2o3PnThJehRBCCCE6GAmvQgghhBCiQ/l78Bf8/d2ARpshhBBCCCHEKEXRtoQQQgghhBBCCCGEEKLOSHgVQgghhBBCCCGEEEKIOiPhVQghhBBCCCGEEEIIIerMaCu8mlknMxtgZsPN7NgGlD+jmU2a+94n2dJtVNsyOmFmPVM7rNxoW6oh2dq/0XbkMbOVk109c8cGmtnADiyzze1QtG10GQNm1s3MhpjZIg22Y6T+HJNpa31Sfww3sz65Y/3NrMN3bhlV87OZdTGz7lWm7fC6j6r2HVWMDvfZUXHPGJX3JTOb0symq1NeM5nZj2a2bD3yE0IIIYQQYlxgtBVegVWBbsAvwK5m1mVUFWxm2wLvA3V5WBnLuB3YFni30YZUybbASY02ogr2T/86inq2w+gyBi4FbnH31xpsx9jGu0T/3l7jed+l83rX3aLRADObDXgV2L7KU04i2kOMWYwp94xWMbM1gQ+Af9YjP3f/EjgduNzMJqpHnkIIIYQQQoztjNdoAyqwE/A3cDZwNPB/QN9RVPZqwGSjqKwxCnd/A3ij0XZUi7tf22gbqsHd+3Zw/nVrh9FhDJjZVsBKwJyNtGNsxN2/AWoeL+7+a1vOG4OYA1iQKgVpd3+oY80RHcGYcs+okmWp/wvkc4ADgEOA4+uctxBCCCGEEGMdo6XHq5lNCWwIPE/zg/wejbNICDG6YGadgMOAh9z9s0bbI4QQ4wru/htwE7CvmU3SaHuEEEIIIYQY3RldPV63BCYGHnT3983sDWBNM5vD3T/OEqUYaV2BrYBTgeWALsAzwJHu/mI+UzNbBjgCWB6YFBgA3ACc5u5/pDQDgdnTKQPM7HF3XzmXTTczOwVYC5gQeA3oWfRuMrOZgWOBdYHpga+AfsBx7v59Lt1A4C3gWeBgQgw/zN0vKtc4ZrYU4QW8HDAJ8CFwJXCOuw9Labql+h1MhGvYG5gL+AG4NbXPz7k8xwcOB7YDZgE+Bs5IZezs7p1Sup6pXqu4e/9ay0l5bAXsS3iPDQdeAc5w97sK6ToDewE7Awb8mdrpRHd/Opcus2ld4CzCM+05d18pxT8c0Ycp/uQmwALAacDqqQ1fJfrxwRJtfRzwr3TofsIL+zmiL3tSgRR/9ARizHUC7gTuLpFuIIC7d8sd2wvYEZgnnfs2cLG79ymcOzdwFLAGMBUwELgKONvd/0ppSrXDNkS7ng+sCPwOPAQc4e4DK9SpJ6NoDJRhrXTe/wp5dgGOBDYlxsDfRL+elc+3VFun4zsQ19GO+TY2s9WB/wJLEfPLO8CZ7n5bwa4uZnY4MV5nBb4k+uEkd/+7UoWSmLwTsEOq26TAIKA/cLS7f5hLuyjhabYYMf99AdxFjMcfKpVTTX1S7N7HUn49zawvseJgdnf/vJDX+UR/Lwz8RIyDq9x9h9bsqIa0nPlgYGugO/Az0SY93f2tKs6vdq4ZHziIuCbmAAanco519w9zYx7g2BR3vDsRDucxoAfxsnAlIuTC0sB1wErZ3FlNObl0iwCHAisQ948/iPvEOe5+c2v1roZcnRYg2nh94r77AtGnXxPLyv9N/K3wLLCfu79fyKcubVwwr9r77MqE9+UywDTE/PMKcIq7P5xLN5BovzNpvnaGAo8Ch7r7B7m0LebKdOwfwDGpjaYnrrlbUjk/5dJtCOyZ8p8SGJLarae7v0ydqObvi/T30UrplMfM7JNszjOzyYm/hTYh7vffAPel87+uwoSbiXvzjsCF9amVEEIIIYQQYyejpccrIUBA/HEPcCMhPO1eIu0MwBPEQ9whwAXEw8bDyXMWADPbDHiaEBvOBw4E3gN6Eg8lE6ek+wNPpv8fwMix3u4mHqgOJx7iFgDuMbMRMdTS5isvEQ811wD7APcQXrvPmVnXQp4rEQ8xxxDL+B4pUc8s7w2Ap4C5iYfi/wIfJVtuSQJOnh6E8Hd7suPN9HlBId0dhMD4BtE2/YkYmv8pZ0tbyjGz0whB4ieiDY8HJgfuNLP9C3leB5xHxKg7KNVxHuBxM9ukhA03Aw8Q/XZ1BVvHJ9pwUkLAPhmYH7g3iZiZrSsAjwOLEiLf8SndPRXyztd1sVTOssC5xFibH7isinMPINruA0IUOSLZfaWZ7ZlLtzDwMrAx0V4HEG1/KiEiVqITITxMTvTFNSmf58xslmrqWKAjxkApNiQEnn6F42cRYsRTwH7JllmAfma2bhvqg5ntDDxIjLuzkr3jAbea2a6F5AcQc9RlxDU0KNlzXBVFnZXOG0T09X7E2NscuDu9hMDM5iD6bE7iBcBexHyxDzF+i9d/e+qTcQVxr9iqkNf4wBbAyyn8RF0xswmSrccQc/e+wEXES4LnW9vgp9pxltr2AeAU4oXTwURfrAc8aWazEmP65HTKHUQc0O9yxZ1OCP37AFe4+xcl7KmmHMxsaeLFzhLEtbNn+pwHuKkDNja6D5iReGnRm2jfu4h7wIzEHHk5sCZwezYWk631bOM81dxnNyTG/qzES7Q9iRcdSwP3mdnshTwXJubud4hr9Xri/nZ/pRjyZjYTIfzuls7fP5V7CHBXdq6Z7UeMk/GJa35vYqysBTxoZnUJX1TD3xcnpfIhxu7+6fxJidVEhxLj7ADiBdmOwKNmNkUVZjxFzFX/aXeFhBBCCCGEGMsZ7Txe04PVksCr7u7p8I3Eg8OOZnZ05sWXmJbwWDk9l8cvhOiyGXBpepDoDXwPLOTu36akF5rZicQD5yGEt0dfM/sP4WnUt4Tn343uvkuurIGEMLEJ4ZEI8ZA8CbCYu3+US3s74VF4PCFSZUwGbO7u97bSNpMQD8BvAsu6+59ZeWZ2AuH1uCnNgjXEg/O87v5JyuNyYvOcLc1sT3f/LYmY6wHnu/u+ufKeIh6qq6GacpYi2vkid98rV87ZxEP5aWZ2q7t/bmabEqLOIe5+Ri7tOcCLQC8zuzcte8y4z933r8LWCYA73X1EH5jZAOIhdgdiPAD0AoYBS7n7pyldL8KDadoqyvkf4a21lLu/kzv/YcIDthI7A++6+5Y5G68gHpQXzqU7L5WxZE786m1mw4CtzOxkd3+b0nQmRIj1c57SjxOxlE8gHsRroa5joEI5qwIfu/uPheM7Aw+4e16YvokQkJYAKl5fRZJX2DmE+L1k5tlmZlcS1+DxqU8yfgGWcPdBKd11wCeEB/8RFcqZlhBp7nL3DXM/XZQEq02BRQhPvo0Ir+a13P2FlO4yM/sJWBmYifDGq0d9Mu4lvB+3JQTGjHUJj9tjS5xTD/Yj5uHN3P2W7KCZXZTsvZQymwbVOM62B1YBTnX3w3Npn05p93X3g81sGqIf38jigJpZlvwHYBN3/71CfVothxAkD00/rejuX+XSPUUIbFsQqzrqxZvuvl6unO6EoHaXu2+QOz4z8SKgO/BRvds41T2jmvvs0cC3wAopvnCW9n3CC3Nj4uVCxizEffbmXNoJiHljVeLeXIpTiBe8a7v7A7lzvyeE4bXN7H7i/vsqsHo2nxJz8eBUtzWpfcO6UlT194W7P2RmyxEvqh5y9/4p6SHAfMAe7t47d/77xN9J29KKF6u7N5nZa8ByZjZB4W8yIYQQQgghRI7R0eM183a9ITvg7gMIwWk64mGqSHEzjCzEwAzpM1uCfV5OdM04EfiVeKCshqIX4XPpcyYAM5sKWJvwmh1iZl2zf4TXzMeEeJLnT8KzqzVWJ4SOW4HJC3nflNIU834yE8IgHpgIAWd8msXDrO4n5k909+sJkaYaqilni/R5U8H2KZP9ExBLOSHEKoDbCmknAm5L7bBiwYY7q7QVWhkz6QXAP4GrM9E11et3WopPJUli2oqEGPxO7vw/aSkGlOOzyMZOMLN507m/uvuC7r5HKqMrIUzdV8Lj8ABi6W9xCW+R43IiAe7ejxBjN2zNe7IE9R4DI5GEyDkoPS4/A1Y2s/9ahD/A3T9397ncvS2bwKxBvBTplV9OnMbAuoR43pRLf1cmuqZ0PxJe9TNVKiQtDZ6SWII9gjSXZC8WMm+5LKbtaWa2mplNmPI4yN0XL+Vp2Y76ZL8PJV5KLGCxBD5jO2IJ/PWV6tcOtgR+JFYk5MfKUMJLc/7s2ihBLeMs86BucV17hB1ZmvAeb42HWhFdaylnE2C2gug6Hs3363pv/Hhj4fs7ZY5nc8nM6bMj27jifTaxFLBgQXSdMJUDI7fT78S9I0/xb4UWpDnw38DredE1cRqxGuKxNIfODKyWn0+Td2kWZqTd/dbGvy+KbEi8KCiuvLiKaNNrqjTnQyI0RcX5TQghhBBCiHGd0crj1WLpaiY+PJ+JJ4lHiThue5ITZRPFmGSZJ2i2fDDb+Xwkzz93/8PMPiRiXVZDsazsYXvC9Dk38YC8Hi2XorbAzCbOPagPSuJGa2Q2nkzzstci3VqxF0ZuHwMGlxClIR7C5y5xvEi15UAsoS5Ht0Laj8qky6etZEM5WhszWfnvlTj3nRLHinQnxkEp4bOcB2qe/Yml9EcBR5nZF4Q3023APe4+nIhF3InwKm2Bx87031RRzpsljjkREqErFcZwCeo9BkoxLdGuP5b4bWfC2/sM4Awz+4h4oXGjuz9RIc9ydE+fpdp3RJzLnNdjqfr/TghQrfEH8G8zW5+Ij9udWEKdiUiZ6HYr4fm3I+Hh+nvOE/Jqdx9coYxa65PncsJrb1vgNTObmpjjbi/heVwvjPDsqzQGu1H6Gq1lnHUHvinVdjmv4taoZu6pqpzkTTiNmR1EvPzpTtzDsnFU7xemRdszofCrwvHsHpWV35Ft3Np9FncfambdzezoZEt34qVMNtcU22lQXhRNFOenItMQQnKpa2YIIXZm3/8ys+UtwhrNlWzJ5uhS9rSFtvx9UaQ78FaxLdJLwRdLn1KSH9PndERccSGEEEIIIUQJRivhleaNK6D8w9wKZjZ/wYtwJC+tAtmDz/Ayv3eh+QGsNYoPbqXyghDILq6QLr/ZTjWiaz7vY4jl7qX4ufC9tbaBeKAvV/8/qji/2nIy+/9NsydfkU9zaX+msveOF75X247Qur2ZyFGqXaptE2gee3lafQB3dzez+QkvxHWIpbDbEqEQbic8v8dPycuN69YYTstxmJHNC7W0J9R/DFQqY6Q2dPdnLGKgrkp4ha1CxD3c08zOcveDWrGtOB/W2r6tzQ0lSS+c7iDElJfSv1sJb+H1iOXMACSxZGeL0CL/R3jBr0h4sx5hZsvmlx8XaPN4SePxWSJ8xSGEt+OEhAjcUXQhXlzsWSHN6xXOherG2fi0/RrKqOZaqaocM9uaiFH9LXEfvJF4QfI5tQlj1VJu47fWbO3INm71WrLYyO5kQvR7kggp8gZxHRfjP0N181ORqq8ZM7uYiPH8DuGhey8hzBoRm7getOXviyL1GO/QPF+2ad4TQgghhBBiXGF0E16zmJKnEDsrF9mFECL2IGLCVUsmRCxAxK8cgcWmWnNQ2bOyFgakz4k8t6tyrrx/Az9U6eFaLu/fi3mn+I1rMbKXUjW8D6xvZlOX8Eiq1hO4GjL7v3T3l1oUYjYXMC8RJzNLa8Br+eXbKe0iRDzRX+k4Mg/AUkuZq2mTj4kH/flL/FbRgzgtK14Q+Dt5aj6Rjk9PCAobmdkCNLfnSPaY2UKEYNc7F9uvSCfCk67ozWXAd614T7aVWsbASLj792b2F+GNmz93ImAh4tq6H7g/He9OeArvb2bHpSX2Q4kNgIoUlxvn27dFKJAkjq1OeCS3l82Jea1F/MtUzg6F77MDc7n7I8Qmgeen8XIwIULtSWy4V4r21ucKIq7qisDWRPzashsB1oEBRJ/0L86XFhtMTUp5wa/WuWZNM5syeTHm014KDHT34iaLbaHVcoi40L0JwXlEHN6UZrk62FBPGtbGFptxnUTMjWvkY4ymsVwvviPuM6Xm2H8Q8VZvJFYX7E6E3dgmrUjI0v2rjvbU4++LAcDcZtY5/9I6vQC6DngkH/u1Atkc3Ja/OYQQQgghhBhnGG1ivJrZDIRn3w/A8e7et/iP8PQE2M5io6lqeYjYdXnfJF7lOZxYznpr7ljmwVFz+6Ql3k8B6xQflM1sbUL4PazWfBMPEF6gB6QYonmOBG4hYjXWyk2ECLd//qCZrU5s6lMvsjY+znK7SKcHviuJnbRnLqRtEXfWYqO0mwkBcqI62lbkVUJ83So9YOdt3a+1k939B2LcrWFmy+TO70LseF+J8QjvretTeVme39IsCA9NY+05YqzNU8hjH8IrcQiVyW9og5ltTuyeXozvWC9qGQPl+ISRwxF0JbzAz88fTPGhvyA8vLLr+ktgOsvtep5iQxbjPD9ECHu75eeblPZwwuO0mnAOrZEJGC3i9CbxapP0NXtJdiTwsMXO98CIGKxZDMxKgkt763MTIULtCywL9MkLTB3ArURs7hZCssUmT3cRIlc5L8ZaxllfYq5v8TIvzd+70LwKo833hRrKmZgQlAcWRNfxaG6H0eWFaUe0cbVMS9yz3iuIrpPkymh3OyUP87uAxcysGFN8F+L6bKL5Gn6rILp2JUKg1MueWv++KDVm+yZ7iwL1ZsRGftX+bTU7MZ+UClEkhBBCCCGESIwuD3AQG7WMB1zh7iWXcrv7K2b2BOFxtWWpNGXOG2JmPYjlm2+YWW/iYWE1YqOJl4m4kBmZ+HCwmT2QRN9a6EF44jxiZpcAbxHeP3sA31PeI621evxoZnsTD7Vvpry/JJZWb054CbdlSeMNxKZmx5jZfMBjhPjWg1hWXxeB090fsdjpfmfgOYsd5/8k4vouReyOnS2l7UM8BO6eBKg7iSWSuxAeo4e4+5f1sKuMrcPNbC9iE59XzKwX4b21Nc07qbcmOu1LiIEPm9n5RF9tRrRtpbL/MLNTCQ/GJ83sRuIB919EuIG73T2La7k3IdK+YGYXEkt7V03l9HL3V1uxccskDtxPjNE9Ce/vDtmpvsYxUI4HgL3NbMZsAyJ3/9zMLiNExfsJsaSJ8AJfEbggtwnPFcSmZA+Y2UWEKLEThTiP7v6DmR1ILOl92cz6EP2wLTEGtkhxJtvRIiPq8ydwrpnNSXiQLZBsyoT3qdLnWUTf3pPmsY+J3dr3JET2S8sV0t76uPvPZnYrsUP9cOIarRkz+w+x0dAd+Y2RSnAaIQafYmZLEt61UxPz6FTA1uXiWNY4zq4AtgKON7MFiflvZmAvQuTPXv5k94UNzOwTIjxELbRajrsPTve4Nc3sSuBpIs7o1sT12UTzWChJDe3bLjqojavlbcIreCcz+50IxTATEYplxpRmqrbVbCQOJcKWPJjuA+8CSxIrdO4hXgJOQ9zbjzSzyYjrcg7iGp6yNXssNuHaEPilir83avn7Ihuze5rZTO5+LbGR2X+APklMfonw6N2TCG9ycbLpH0QIk2/c/aGCveMRm6I9WCJurhBCCCGEECLHaOPxSjwwDQd6tZLu7PS5Ry2Zu/t1xMPTK4TH4pmEAHYUsHzhAb4XIZjtRBU72Jco601gcULQ3IRYjrgx4ZG6jLuPtFFHDXlfTQjGr6V6nEt4pZ4IrNmWB+203HADok3+lfJck3iwfJ3q499Ww67p33DgOMLuzoSgunfOpmGE6HII4Q11GnAEMAjY2N3PoINJSznXIB7wDwd6EnFls5iTFdslbVi0NPFwvhsRQmMQI3tWljr3FKL9OwFHA+cRYsYxhCCdpXs5HX+QWOp6NvEQ3oPwem2N9QkPp/8RY7Q3sHQHhRnIqGoMVCCL37hK4fhehDfxDIRofSaxQdU+5LyU3b0PIYoPJ164HEgI+zsVC0pLbtcjBIyjgRMIsXJNd7+pCltbJc0H6xHezAcT4uoahPfusinZ2inte4SQ/CjxsuoiYi58hOi3iiFT6lCfy9Pno+4+sLoajsQ5xM7p07Vi6y9EjOOTCSH6bKLf3gZWd/fWvLKrnWv+JgT644i59BxCjL4VWNbdv0vp3if6phtxPS5aTWVrLYcQ1q8k5uALiGv5A+I6f46Ic17JK/EcqmjfOlHXNq6WlN/axFywJXGtbE/Eev0n4eW+Vptr1bKsT4EliGX4mxN9vzzxcmoTd29K4XDWJITyPYh76MZE/eYH/kr2lmM6os/OqcKeWv6+uJF4qbY+EZZk0hTqYdlUjzXS5wbAhcBqub+F5ks2HVnCjKWJ+0apWLpCCCGEEEKIHJ2GD+/IlaJiTMDMpgF+9djVuPjb+8AE7t5tlBvWQMysE/APdx9pt3Iz24p4CN8xiXhjHMnbcXugezsEtIZgZp0JL6/P3X3NRtsjaiNdW4OBeUtdX6J9qH3HTMxsUeAGdy8VV3y0Iq0u2ADo5u7l4iznmQIY8vUtR/HXV++1mlh0PONP150ZtzyDwYN/ZejQlhFbOnWCrl0nZ9Cgn9EjwuiN+mrMQX015qC+GrNQf405jK19ldWLWOX2U7l0o5PHq2gcuwK/mdlK+YMpjuTchPfvuMjHZtZi86AkamSx8cbVdmkoyUP7RGB1M5uj0faImtkT+Jr6xMcVI6P2HcMwswkIz/snGm1La6Q465sDZ1UpugohhBBCCDFOMzrFeBWN42Zi2fGNZnYx8Dmx2/3uwI/pt3GKFOP1SqCHmd1BxOEcj/DyWQO40N29kTaO49xILME+jliyLMYcOgNrd/DGXOMyat8xj07Ae0Qoi9GdQwhR//zWEgohhBBCCCEkvApi53czW4aIoZrtMP0dEffy+LQz/LjIfsTD8I40x/p9F9jV3S9rmFUCd28ys+2BV81sMXd/pdE2iepw9wsabcPYjNp3zCOF+Tmp0Xa0hpnNTNwX1+nIjduEEEIIIYQYm5DwKgBw97eIXadFwt2HEl49Y51nj7vvQGxoN8aSNpKaotF2CCHEuIC7fwFM3mg7hBBCCCGEGJOQ8CqEEEIIITqU8aeemeFDR9rDUzSA8aeZpdEmCCGEEEKMM0h4FUIIIYQQHcq0q+/ZaBNEjqamYTQ1KRS0EEIIIURHI+FVCCGEEEJ0KIMHKyzs6ERT03AJr0IIIYQQowAJr0IIIYQQokNpamqiqanRVgghhBBCCDFq6dxoA4QQQgghhBBCCCGEEGJsQ8KrEEIIIYQQQgghhBBC1BmFGhBCCCGEEB1K586d6azX/XVFcVqFEEIIIUZ/JLwKIYQQQogOZeqpJ220CWMdTU3DGDz4d4mvQgghhBCjMRJehRBCCCFEh/LWk+fw0/cfNdqMsYbJppqVhVY+hM6dO0l4FUIIIYQYjZHwKoQQQgghOpRfh3zBzxJehRBCCCHEOIaibQkhhBBCCCGEEEIIIUSdkfAqhBBCCCGEEEIIIYQQdUbCqxBCCCGEEEIIIYQQQtQZCa9CCCGEEEIIIYQQQghRZ8Z64dXMupnZcDPr3448FjCzZ8zsdzP7wcyWraOJoxQzmyv3/6xt+jTQpIZgZnM32oZ6YWYrp37s2cbzJzCzXmls/25m59bZxFFGfnyn7/3NrKHbPXf0WGtv/9fJhj7Jhm6NskEExWtgbMDMdkjja4c65tnmucHMeiZ7Vm7j+R0yJ5hZFzPrnvve8LlBCCGEEEKIcZ3xGm3AGEIfYDHgROAz4O2GWtMGzGwK4B7gI2CHdPg7YNt0bJzBzPoBUwCrNNqWOvEu0Y9vtPH83YA9gIeAmxgDxzeAmR0CnABMmDt8EnBZYywCMzsPWA+Ys1E2iHGDMnO8KE975obbgQ+JubcmOur+Y2azAXcn23qmw+29NwghhBBCCCHaiYTX6lgIeN3dj2m0Ie1gGmB5ciKru/8KXNswixrHBsDjjTaiXrj7N7SvHxdKnwe7++t1MKlRrAtMkD/g7g81yJaMDRpcvhh3GGmOF+Vpz9zg7m/QdjGzo+4/cwALEsIrUJd7gxBCCCGEEKKdjPWhBurE+MCQRhshRAeRiZUa40IIIYQQQgghhBB1Ypz0eE1x2R4DtiS8RHYCZgW+BK4Bjnf3oSku2rHptJVSPLir3H2HlM86wH+BJQlx1oErgAvcvSml6QYMAI4B/gn8hxC41gP2BjYBFgbOAFYDOiXb9gK6AP8D1gD+Ah4F9nf3r3J1+QdwGOHtN1s6PAC4ATgl1WMH4Mr02/Zmtj2xzHFgSjuiTinP+ZK9qwJTA58DdwAnuvvgXLqBwFvAmcDxRDiGocnOQ939g7KdEOd3AY4ENiX64W/gVeAsd78rpekDbA8s5e4vFs4/DDgFWN7dnzazRXN2dAW+AO4CjnP3H3L9Ds39uaO790n5LQUcDSwHTEIsJb0SOMfdh6U03VKbHQL8QfTh7EQIijPdvbeZ7QHsT/THwNQP1+Tsni7ZvQowCzCY8IA63t1rXuafq9dx7t4zHRtIK32Tq0vGADPD3TulPGYhxv86wPTAt8B9qZzPc+X3J9r7rFSvyYBzgQeTXVsB8wA7AjMAH6R87wQOBXYFpiOunyPc/f5c3p2I63MHwptrUmAQ0B842t0/TOmG584ZcZ0m21bK6pR+nwg4GNga6A78CjwNnOTuz+XS9Ux2zgccBPwfMBXwHnC6u18/cm+MOLdF2yab8v1jxHLg1YApgU+BG4GT3f33Ql6rE/PMUsSc8A4x1m4rFNvFzA4HdqZ5Prsq1evvlNcOxJheGVgf2ILo2wFAL3dvEd/XzKYGjgI2JMbqj8AjxFituMw6Xd89kj1GXN8vAWe4+32FtFMAxwEbJ3veJtp+f2Aud++Ws/0Qdz+jcP4ywLPAUe5+UiW72lK/NA9tAmwG9Eo23ubu25TJdxIiNM26xPzwW7LvFHd/OqXpT3iozpqf09NvFxPXRTd3/8zMVgOOIK6BKYj+upU0XsrN8e7eP+W3FnGtLUHc998h7lN9cmWuTDuv13KY2SLp3BVS2/1BzE/nuPvNhbQrE/efJYA/iXvZ+yXyHA5cSFy7hwLzEuFzehNhBDYm7i/zEveCi939zNz5/cnNDbVcG7m5Id/Gbb7/pP/3AoYR892fwA7ufqeZzUnc41cHZiLm8feBy9z9woI9AMea2bHE3NaNwr0hpV+GGE/LE3Nq9jfDae7+R4k2fgw4nPgb5hcipMVh7v51sV+EEEIIIYQQLRnXPV5PJuJbXg7sRwhLR6d/EEv2tk3/fy/9vzeAmR0E3EuIa6cRD0Y/EoLTbWZWbNtDiAfwfQlx99V0fALgKeJB62DgNmIpYl/igfKvdPxO4qH/iixDM5sSeJ54ULuDEAF7AsOJB8BDUtIngAPS/59M9SgpmpjZCsDLhDDcJ7XLU+n8F5JomGdh4iHsnZTmekJcvj8JL5U4i3hYfCqVcwIhfvQzs3VTmqy+2458OtsBHyTRdQ5CVJwTOJsQrh8B9gHuTQLeu4zcn0+kem+Q7JgbOJ0Quj4ihMtb0vl59iHa98r0OSFwsZndSTzs9yHGxCTAVelBNxOj7gc2Aq4D9iTiDK4NPG1mM7TSZrXQWt9kMX6fTOkPSN8xs3mJMbodMRb3BfoRIvgrZjZPoazuxEuC/xGCU15YO40QMc4hBJWZiViydxIiz7nEuJ0NuKOwQdNZRPsMIoSC/QiRenPg7tx1ti3Rp9n/e5dqkCSI9Seuj3eBA4ELCFHzSTPbtMRp9xLi68nE3DAdcJ2ZVYrRmLXtoPRvW9IS4CTwv0iIUBcS4uKzxLh5NAnDmb07EwL2PKktDieEs1vNbNdCmQcAuxPtdWAq91hC0CxyJTHmziHmF4BzzGzHXNn/SHYeQFwn+xHjen3gJTNbvlzlU7/cDpwH/EBcC6cTfXyvmR2YSzshIezsR1yzBxJ9048QsTJuAX6m/FzQBFxdzqYSNtZav4kIcfxKoh+KwneeG4hr+y5iXj4LWBx4zMwWTmmuIIT0LQt2TUjM9Y8k0XUZ4jqelLi29iWE6aOSvVBhjjezHsT1OCkxFo4gxLMrzeycEra353odCTNbGniOEFIvSO1yATGmb7LcZpVmth4Ra3pO4iXOGcQ4PblM9v9HXEP9iHEzmLiP9AMuSTYfQLxcOcPMNq9ka6LVa6NEHdt1/0lsS7xkPYgYG0+mtn2RGJN9iBcZpwLTAheY2Vbp3NtpbqM7Ul7flbF1M+Jvi6WA84l2e4/o08fMbOLCKdnfAv2JsfcwcR+4qVx7CCGEEEIIIZoZJz1ec0wEzO/uPwKY2TWEl8ouwLFZHLd0/Bt3vzalm4N4+HmH8MT8NR0/j3jw34Z48LmqUN5/Usw1UnoIT9k73L1HOnxJ8g5aHDjf3ffNHf8nsKaZTeDufxEPP7MDG7v77bl8ewPfEA/PJ7v7x2bWl3gg/DhXj25545JYcgUhyC+d8/jqZWZPAJcS4kn+AXQWYPO815KZTUB4ua1KPESXY2fgAXffM3fuTcQD3hLAve7+hJl9AGxhZge6+9CUbklCDDsynboR4Y24lru/kI5dZmY/ER5MM7n7F8C1JfpzEkJ8fxNY1t3/TOdfYGYnEALHpkDeM2s6YF53/yTl8QkhUK6Wjn+Wjr9PiB7rEeLDooSYdKi7n56r92uEGLg4IbLUg4p9k2IcXps8KlcA+rr7wJT0QsJrazV3fzR3fl9CCOxNy81hJiFixF6US7ty+u/4xHj6KR3/kxA1Fiba6ud0/GfC62s14HIzm5YQre5y9w1zZV2UxuqmwCLAK+5+rZntkvKrFNPwIGBpwqMx8xDDzC4i+v8SM3vQ3fNhF94F1nf34Snts4S4tQvNHmwtyOInm9mJ6Xs21joR19iPwCLu/kM6pZeZPU6IpvsCp5vZ5KmdPgCWzLXflcnW481sxIsYQkxbwt0HpXTXAZ8Qwt4RBRN/Iuauv1LaO1LaXWj2nDyZEJJ2cvfsGGZ2FfAKIdzNm3mDF9iaeIF0FeHVl7XducALwGlm1s/dPyLEqcWAg9z9rHT+RWb2DuG5+FPWpmZ2M7CzmS2cxSNOQuUWJKGyhC3lqLV+XQivyZ6VMjWzrqnuvdz94Nzxh4mXbksCrxMeq+cT94qzcllsQKw06JO+b0O82NnA3b9Nxy4xsxuB2cxswgpz/Czp2D3p/Hw/XAXsZ2bX5+ZMaOP1WqFJDk2fKxZWazyV7NoCeCZdG+cT43jJrK7pfvYiMHmJvGdLtr6Q0j4NvEYIlUu5+0vpeH/SdUzrgmE110aRNt9/ckxG3MtHrHows6OJsbC4u7+SO34bIb5vAVzv7m+Y2TTEdf5Grv9bFGDhWd4b+B5YKDeeLkxz1ZHEi8T8y5puwDLu/nz6fqnFC9jVzGxub2VlixBCCCGEEOM647rH692Z6AojxJJ3gX+0ct6GhGh9Sia6pvOHE55QEB55eZ7Pi64Fbih8fyd93lg4/iHRZzOk8s5LtvYtpOtKhDOYrGItRmZRYC7g2hLLiC9P5W9sLT1Zf2dkz68sJEBr3pufASub2X8zEdjdP3f3udz9+Fy6PoTQuXbu2Pa09HDLBJfTzGy1JMbg7ge5++LpobccqxNtdiswuZl1zf7R/JC+UeGcZzLRNZH12dMF8efD9Dlz+vyKWE7aw8y2sFjqjLvf6u7zu3u9RFdoY9+keq9CCFmP5n9LYu0jRL9NXzj1zjJZ3puJOImsre7JRJxEi7Zy9++JZfgtlnOb2VTE0m2ofYxvRni/nZI/mJbMnksSTwrnXJcJVolqx3cpFiSW694DdC6MtbuJJdjZWFuDqF+vfPt5hCJYl1gm3JTL+65MdE3pfiQ82WYqYcfNmbCU0n5GvKyZAUa8hNmY6JM++ROTMHQNMVcsXqaem6XPo/Jtl/r7JGL+3Dgd3pyYr84v5PE/QoTLU8oD/v8IcaqcKDYS7ahfuTGe52eiPpuZ2a6WvNjd/Xl3n8fdL0vffyPml0XSS7WM7dP5d6Tv2XxykZktm82/7r6Fu+dfFJViI2JVxU3AtLmxNi3N953i3Nam67UCmwCzFUTX8Wj++yO7hhchPOevyQmCpJcgvcrk/XFBNM5s/TATXWu0FVq5NsrQnvtPxkc+cqiZg4AZCqJrZ5pfmtc6/61BzHHn5ds4cSIxNxb/dvkgJ7pmtGcOFEIIIYQQYpxiXBdeS8Un+5PwbKrEnOlzpHicHrEvhxAPkK2VVe63v9PnV4XjQ9Nnvt+GAf81s1vN7GUzG0J4yE1H7f1bqV7D0/HJCZEyY1AJj7dMCGitHXcmliGfQcQX/dDMLjKzFQvp+hD13AZGeG1uATzkzbFGbyVEmZWIpZCDzexBM9svEzcrkLkFnUwsz8z/ezP91q1wTpv6LD2A70PEDrwBGGRmL5rZCWY2dyt21kpb+2YOItZwuXizb6XPasd4e8b3H4Rn1eVm9riZfUosJ96uRNpqmJMQOP4o8VtV9coJXa2N71JkY20PRh5rXxNe+N0KdowUFsTd33f3jwqCcKn2/53mzdPytDb3dSVE73cKZWSUa6uMOYGfctdnpXONEND+zidK7fxR4dgzhJi8pTWHmSgKldXQ1vq1GtMy2b0D0ZaXAF+Z2ZtmdqZFHNA8LYRki/AHawE3enOs3/MJoX5jYon492bWz8x2Sd76lcjG2zWMPN7uTb91a6WOtVyvI+ER73waMzvNzO42s7cJQT0TsbPzs/vPh8U8KD8XFa/NkrZ6WinRmq2l8ky09ndBe+4/ZctNY3N8M+tpZn3N7HVC2H89JannPf4Pou2rGfPtmQOFEEIIIYQYpxjXhdem1pOUJIv3WeqBHaJdi15IQ0slTPxd5ni5/AEwswWITTaOJQSbh4jYcnPQ7IFTC63VK3vIytetrW2YiShzEJs3nUt42+wBPG5m/8ul+5JY3v7vtFRyfcJjq08uzTB33znlty/RFksSS2Tfs9igpBxZvY4hPIJK/duvcE6b+izZ2ovwvNoGuJbwWj4KeMfMNqx0bo101PguNQ7y4kaRto7v8Qlx5nZgIcKb7QzC0/PUSudWoFOFckvWi3aM8QplXEj5sZZ5nI2fPlsdU4lSS/7L0Vqd2jQGCudXe+4EFfIpJZBfSXjxrpa8rtcmhMpSacvR1vpVmsdH4O59iWt8Y2Jp94SE9+LLZrZvLt1zxLjeOi2135rwZuyTS/Obu69PeEofSsT1Xp0I/fJ6WmJejqweu1F+vBXjp7Z5biuFmW1NCH3bEYLrjcSLs6XKnFKMpw3l/1apq62Jmq/3dt5/MkYaW2a2KvEidT/i+u5HhPqZpVYbE9WM+46c/4QQQgghhBjnGNdjvLaVzAtrASKe3AjMbDbCK/TTUWDHOcSywQW85Q7c4xMeXcWlhK2Rr1cLkigwH+HF9mMbbC3mNxEhpv3gsSv2/el4d+KhdX8zOy635PUKQqBdP/37kVyIBTObndj9/BHCQ+z8tJz1YEJY2JPYMKsU2e7zv7v7wwU7Jyc80IreXm3CIm7pAsDr7n4dscEWFhs1PUjE2KvFc68j+Dh9jjQOEv8kHtxLeTPWk82J2Linuvvh+R8sdiBvCx8Bc5nZRCWEumy5d0deu9lYo8RYy5a/f1xIa8TYyKfdmhDfjuogO78jYl3+08w6lfAKba2tPgLmNbNZSni9Fs99H5jbzDon70hgRHvMxcjhBq4iwhVsSnjnjUcNYQYS7a1fWdKcsRAwwCP2drap2sLEBkzHEJuOZVxJvFD4F7Es/70kyGb5zQNM7+5PESLt6Wn+/B+x2dJWxGZVpcjG0OAS421GIt7xxyOdVSeSnb0JT8olc/M5ZrZcIXkWK3T+ElnVezVAXWnn/acSlxBe6/OncChZedWETChF/h7fN/+DxaZac1DwMhdCCCGEEEK0j3Hd47Wt3EF4nxxhZpNmB5M4eUL6eusosKMr4SVafHDeF5iYlsJ65g1Xqc9fTXltY2bzFX7bkVimWGkn71roSuzk3iKuo7sPIDY4G05LD747iV3aNyME2BsKwtmRwMMWO2hneQ0lNrSClt5ETbRshweI5ZsHJGE0z5HEburr1lK5CqxFbB62e+H4i4SnUVUedR2Ju38HPE54FK6a/y19XwXon48n2kFkIS3eKNgwFyFQQYkxnluCXopbid3di0Lu9EQIiJ+J8VAvhtFyrL0EDAR2KOEFtxuxgdtO6ftDRCzb3fJLylP8yMOJ2Kbl4ka3iySA3kEInzvkf0tzw9bEXPFqmSyy+e/ENC9m504KHEa0S/aC4SbCg337Qh47peNF274hNqz7NxGf9N0SMSgrUof6VWJB4Cng6MLxt4kXRsVr/GrCc3MPQggtisgXAI+kl3qZ/X8QY4lcfqXm+NuJ+e5IG3m3+rOINigXp7ceTExcbwMLout4NAuR4wF4bJbmxP2nWy7txMQme6Mz7bn/VCJ7gVq8zrMNy2q9xz9EvHDYt0SM7sOJTRJHxd8uQgghhBBCjDPI47UNuPtHZnYUsUHPaxa7jP9CCAGrEpvkVNpZvV70I7ynHrTY4bozIUquR3jJTJlLO4h4MFvZzHal4EEHsVzSYmf4e4HnzawX4TG1NCGKDCREk3bj7p+b2WWEqHQ/cBfxQLoWsCJwgbfcuOwvi13asyX/fQpZnkWIsvdY7IL9MbEcc08i/uOlubTfAAub2Z7Ak+7+lpntTQgeb5rZJcCXRF9uTuzCflE96k0IHa8TgtSchOA6GbEMdxLgzCyhmf2LELufcfcO80orQw9CPLovtcfbhBfgbkRc3h6jwIYHCDH63NRWXxGeWjvRvAx/qlz6TJw4zsweL3r4Jc4gBMtjzGxBYqOw6QghfGpg2/y4qwPfAEuZ2YFEPz6Xrr+7iWXnFxMeZkumen1Eennj7j+k8y5OafsQQuy2RF9s4e5DrbBzeR05jNiR/XIzW4kQkboTAuEwYKcy8VEhYopuSswbs5lZP0KA24HwXjw0vWQBOBvYktgFflngZWAJ4pr4m9LLoq8g+nEtmkUoAMzsP8Q1dUcrfdme+pXF3Z8xsweAPVJ8z/7EvXYTwqPwv4X035rZvUS/DiPaLs+Jyc6n0rX4FdGGPYiQMtkGgCPN8e7+gZkdS4yp18zsKiJG8n+ANYl59/Za61gt7j7YzJ4A1kz3yaeBaQhhe15izp8qd0p2b3rBzC4gXoTsWEgzOtKu+0+FfPsR18EdaYxMQnjFL0fMjVMV8gXYwMw+ocTKCXcfYmY9CLH/jWTrt8BqxKahLxNzpBBCCCGEEKJOyOO1jbj7qcTD65eEp8jJhNC5N/Dv/JLZDuQEQnidmRAvjiTEjQ3T98nMbPlk7++EQDEx4WW6aqkM3f0xQmh9gBCCziViap4JLFpiJ+T2sBdwILEz8smpjFkJz8NiTFWAy9PnO4WdrHH39wjB9lHiQfUiQkB5BFja3fPLJw8mHujPIe2s7u5XEw+fr6WyzyV22T4RWLNeYlzqhzUIL7ZVUjnHEqLJOu6e9zbanRBhipuNdTju/g6wGHA90UbnARsQfbBQau+OtuFd4iXC+0SfnUW03fnAsinZ2rlTTiM2RTqUghiXy/NXoj1PJETcswgB61lgeXe/odR57eBo4oXFqYSolIUYWIbwPtuJGAurEWN2+fySYnfvTbTBNymvEwjxdU13v4kOJNmxZLJvZWIMbEt4ny/m7o9XOHcY8SLqYELYPo0QHAcQ4/z0XNrfUv6XE2PsXGBhIqTID5SO/3o30SalhMpz0rHpOqp+VbAJcBxRjzOJl3TjAVu7+/9KpM/mtgfcvbgx1BPE+HiLGKsXEeEFrgf+5e6DU7qSc7y7n0hcw18TYvOZRIzcg4FNS2zAV282I15qrUm0dQ8irMBShNi9QubR7e5PEvebF4l7w7HAK8S9YrSlvfefCuxF3MsXJcbnQencVYjVJ/NlntDu/j4xn3VLaYsbuWW2XpfOf4W4150JzEOELVk+t6mbEEIIIYQQog50Gj68PXtQCDHqSJuJvQkc5O5nNdqeUUHyFLzB3W9stC1CdARm1hUYktuRPjvemQil8ry7r1z4bTzC2/NFd9+g8Fsnwqtz3ryIPTpjZusT3qcbp7iwQoxNTAEMef7ug/nxm7cbbctYw+TTzsmy/zmfwYN/ZejQ+r3r79QJunadnEGDfkaPCKM36qsxB/XVmIP6asxC/TXmMLb2VVYvwgnzp3Lp5PEqxiT2I0IoXNVoQ0YFZrYksALNcQKFGBs5Afg9bayXZxNgIsIbucgWhKf8xSV+25Pw7uyQ+Lf1JgnF+xCrJ+5ssDlCCCGEEEIIIeqIYryK0Rozm4xYpjo9sZTzTHf/vrFWjTJmADZ094GNNkSIDuRqYBfgITO7lAi7sSARmuFTWsY9PodYSr02sRz9vhL5dQbWbkt81lFJilt8ErHB1+LA3mlDJiGEEEIIIYQQYwkSXsVojbv/YmYLEXFsLyPi0I0TuPtdjbZBiI7G3Z9Nm1sdBuxPbHL2FRH39PjCi5bJiVihzwLblRJX3f2CDje6PvxIvEyamIgBW68N/IQQQgghhBBCjCZIeBWjPe7eYdu2CyEaj7s/Q2ys1Vq6nYGdO96ijicJyjM12g4hRhWTTjkzw4b+0Wgzxhomm2rWRpsghBBCCCGqQMKrEEIIIYToUBZYYf9GmzDW0dQ0jKam0TqqihBCCCHEOI+EVyGEEEII0aEMHvxro00Y62hqGi7hVQghhBBiNEfCqxBCCCGE6FCamppoamq0FUIIIYQQQoxaOjfaACGEEEIIIYQQQgghhBjbkPAqhBBCCCGEEEIIIYQQdUahBoQQQgghRIfSuXNnOo+Br/sVR1UIIYQQQrQHCa9CCCGEEKJDmXrqSRttQptoahrG4MG/S3wVQgghhBBtQsKrEEIIIYToUPo/exbf//BRo82oiammnJXVlj+Mzp07SXgVQgghhBBtQsKrEEIIIYToUIb89AWDfviw0WYIIYQQQggxShkDo20JIYQQQgghhBBCCCHE6I2EVyGEEEIIIYQQQgghhKgzEl6FEEIIIYQQQgghhBCizkh4FUIIIYQQQgghhBBCiDoj4VV0KGbWycwGmNlwMzt2NLBnIjObpYHld0tt0WcUlzvQzAaOyjJHBWY2npm9amb7jAa2DDez/o22ozXMrL+ZVbU9d3vqVEs5Yxqj6/XUHrsaPTdWQ6OuMTPrk8ruNqrLbi9mNqOZTVqnvBYxsyFmNkc98hNCCCGEEGJcQMKr6GhWBboBvwC7mlmXRhliZosC7wKrN8qGBrJ/+je2cTgwMdCr0YaMpWwLnNRoI0TV7E8brvNxfG6sht7EtfBdow2pBTPbFngfmK4e+bn7a8BNwGVm1qkeeQohhBBCCDG2M16jDRBjPTsBfwNnA0cD/wf0bZAtCxMi8DiHu/dttA31xsy6A0cB27n70EbbMzbi7tc22gZRPe24zsfZubEa3P1Z4NlG29EGVgMmq3OexwEfE0L01XXOWwghhBBCiLEOebyKDsPMpgQ2BJ4HMgFnj8ZZJMYyDgJ+A+5otCFCCDEu4O5fAA8Bh8nrVQghhBBCiNaRx6voSLYkloE/6O7vm9kbwJpmNoe7f1zuJDPrCRwLzEeIa/8HTAW8B5zu7tcX0i8CHAqsAEwP/AG8BZzj7jenNH2A7dMpV5rZle7eycx2AK4EdnT3PoV8BwK4e7eCXesCZwFzAM+5+0rpAXQnYAdgQWBSYBDQHzja3T+sor2K7bAZsF9qhwmBD4BrgLPdvSmX7h/AMcD6qf5fALcAp7j7T6Xqko5NBBwMbA10B35O9vZ097dy6foAmwALAKcRy5EnAV5NaR8s2D034Ym6BtFvA4Grkt1/5dItRXhBL5fy+5Doi3PcfVgrbTMNsCNwcz7PatstNx66u/vA3LndgAHAVe6+Q611Smk3BI5I7fUzcC9wiLt/W6lO6dyVgQOAZYBpiBAdrxB9+XAu3XTAKcAqwCzAYOBx4Hh3f7u1clIeixPjeCngJ+BOYqx+nUszHHjc3VfOHZuFuA7WIcbbt8B9wHHu/nkrZRbH3K/A08BJ7v5cIe2MwInE9TYl8BJxnV8DfO7uK+euyc3c/ZbC+VsANwDbuPt11bRJOq/V6ymXdkXgeKIN/wQeAw52948K6Vod67mxdwgxh+0NzA58Bpzp7r3NbA8ilMBsxBg8xd2vyZUzEEa6zvcirpV5gE7A28DF2XxXxdy4JXAg4RU7AHgN2BxYyt1fLNTzMGJcLu/uT5dr48I5/YkxvDlwDrAEMZ7vBI5y90Elzil7jaW5+CPiOp3R3f8snHs/8C9gBnf/va3zRSpnd2CXdO4vxEvGnu7+Sq68iu3fFszMgJ6ER+uUwKfAjcDJ7v57SjOQGD8AA8xsxHVcyxgvw83E/LcucE9b6yGEEEIIIcS4gDxeRUeyU/q8OX3eSDx47l7l+fcSD7QnE6LFdMB1ZrZKlsDMlgaeIx7WLwD2TJ/zADeZ2bIpaW/gkvT/S4hlkm3lZuABQiDLllqeBVxGiK1HEA/yjxNiwt1mVtO1ZmYbEe31MyH4HQR8D5xJCBtZupkIIWQ34gF4f+ARQry5q1xMXTObAHiQePh+GtgXuAhYEXg+124Z4wNPEYLy0USfzA/cm0TJLN+FgZeBjYHriDZ6EziVEHGydBuk/OYGTgf+S4glZwK3VOFJtRYhYLXwdq223Wqh2jolliREm/7EGHiMEGz6VlHOhkTfzUoI3HsS4sbSwH1mNntK1wW4H9go2bMnMfbWBp42sxmqrFp/QuA6KNm3Uzp/ygo2zksI7tulc/YF+qU6vmJm81Q4d5JU5vFEPNEDiWt1KeBJM9s0l7YrsbR7W+J6O5gQhx8F8vW7EhhO6et5u3TO7eVsKmFjLdfTDMQ88C7R17cA/wYeTtdXlmetY32fVN6V6XNC4GIzuxM4EugDHEaM/6vMbJkK9TmAaOMPiDY8griWrzSzPVOy1ubGSwEn+vpSYp6gRDqINv+gWtE1x7REO/9ItM89RB88bWbFpfIVrzF3H0600dTAevkTk5i/OnBTEl3bM19cRcSW/o3ol7OBxYEnUszcatu/JpKI/yLxovFCYow+m2x4NL3cIB1/Mv3/AFKs5rbeMwr0A5qA/7SlDkIIIYQQQoxLyONVdAhm9k/iAflVd/d0+EZCsNvRzI4uegqW4F1g/fQgjZk9SzxI7kI8bEN4wAGs6O5f5cp/inio3AJ4xt2fTV5CuwHPtjN25X3uvn+urGkJ77S73H3DXLqLkuC6KbAI4blYLTsR3oDr5ryuLiUekOfPpTuFEIDWdvcHcjZ9T2w8tTalPZL2Ix7cW3gKmtlFhKh4KfDPXPoJgDvdvUcu7QBCANmBeOgHOI8QipZ09zfSsd5mNgzYysxOJrzmLk/lLJvzSLvAzE4gBJBNaRbsS7Fq+iy2abXtVgut1innZToJMRYzweOSJISuaGazu/snFco5mvAeXcHdf80Omtn7hMCyMSHwLwosBhzq7qfn0r1GiJqLU50X2lXuvnfu/LdSXQ8iBPlSXAh0BVZz90dz5/YlhPzehBduKQ4iROTj3f3Y3LnZmLvEzB509yGEN9/swMbungmnF5pZb+IaBsDdPzGzR4G1zaxr5h2Z2nxN4IrMA7BKarmeJgS2zc0ll5rZhIT4+C/g8SQ21zrWpwPmzcaKmX1CiIqrpeOfpePvE57G6xEvn0qxM/Cuu2+Zq8sVKf3CEPFLW5kb3yHiKA/P5fEBsIWZHZjFVzazJYkXZUdSO1MBl7r7iL5N4/EcYtwcl0tbzTV2JeEJvS0thfdtgC6EMAttnC/Sy79tgesJj+rsHtWPWG1xBNGvrbZ/LSSR/gpCoF7E3X9IP/Uys8eJFzD7EitD+prZf4h5vm/Os7+t94wRuPsQM/uY8te6EEIIIYQQIiGPV9FRZN6uN2QH3H0A8cA5HSEitcZ1+Yd9wssHWnq8bQLMVhBdx6N5bNd7YxGIJbAjcPfvieWe2+SPm9lUhDdUW+z4LJ1zoZktamad3H2Yu6/s7v+X8u9EeNi9nn+ATpxGCHSPUZotiYf3x8ysa/YPGEqIOfMn78Y8RUGmRX+k81cghOk3CmkPIEIwfEh4nHUFbgUmL5R/U0q/URm7M+YG/iixtL3VdquFGuqU8WFOEMrIRLGZWiluKWDBgug6IeHRCc1j6CtgGNDDzLYws6kB3P1Wd5/f3atd+ntc4fvFwBDKtH1qi1WAR/Kiayr7IUKsWtnMpi9T3maEyNXCkzCFNjiXEN/WyqV9Nye6lrMZQogan3jJkpEJbEWP5LK04Xr6nXiZlKfY120Z688UBPp30ufTmeiayMbdzBWq9VlUzU7Irmd3/9XdF3T3auNt31WYhyGEy+kIkS5je8ILsq0bLhXF/ouI8Vi8V7R6jaV2egRY1yIsSd7G9939mfS9rfNF9oLtjHzbuPu7xAvHfXL5t7f98yxIvBC7B+hcGE93EyEqys6d7bxnFPkQ6G41ruYQQgghhBBiXEMer6LumNn4NIuQz1vELsx4lIhfuSc5UbYMX+e/uPuf4ZhFl9yxJjObxswOIh5IuwNzEh6a0DEvF74ucewP4N9mtj4wV7JjVppFs1rt6Ek8BO+R/n2XPPv6ArcmL7NpCMH33eLJyWvwtQr5G+E59l2FNN2IuLoZxXpn3ntZf8xOhJIoZc83wDcwIj4hhPfzyRXKrsR0hHBcpCett1stVFWnHKXGRuZxOWGlgtx9qJl1N7Ojif7pTsQRztq3c0r3hZntA/yPuIaazOwVIvzA1e7+QRX1+s7dW/S9u/+dvJjnK3POHDTHqCzFW4RXZnfCc7fInMQy9D/KnAsh5ExD9O9TxUTu/qWZDSkcvp0YC9sQy7ohBDb32I2+Wmq9nr4vMZ6Kfd2WsV4cQ3+nz68Kx7OyK80t+xPLwo8CjjKzbGOk24B7SgiqpSg1pvsQ3tXbEKFUJiCE74dKvAyphkGeiy0MI8bjxzS3YSV7Sl1jVxAxmTcjQjUsTtwjDs+l6Unb5ovu6bPUWMl74e9P+9s/T9YWmb2l6Fbh/PbcM4r8SIy9aal8HxFCCCGEEGKcRsKr6AiyDTsg4pyWYgUzm9/d3ynzO4T3VEXMbGvCw+rbVNaNxLLez2n2yGwr49EsbuRpcSwJzXcQS35fSv9uJZbBr0fLB/2qSKLeMma2RMpjVcLLanNgP4tNfcZPyWt9eIcQ8z4kBPByvF743lp/VGtPJiQeQ8QmLMXPreTRRAnBqZp2c/e/i+flKM6JtbZxxU3BKmFmhxPi3EAipEZ/4I1kU798WnfvZWY3EpvbrEl4oh5F7DS+mbu3iH1bgnJ92ZnSYx5CdIXybZH1659lfu9U5bkT5P5fihbCrbv/YWY3AHtaxBuenNh0qdbrriP6ui1jvdz4rPk6d3c3s/mB5YnN0FYllsjvQAjW1aw8GGk8JAH8QeJl0xSEZ++0NC/hr5VyfV1qDq72GruDiGG8LeHNnXnkjtiMrB3zRVVjpU7tnycbTxdSPm50pfmtPfeMItlc2eY5TwghhBBCiHEBCa+iI9gxfZ4CvFDi912Ih9w9iHh0bcJiE5HehIC4pOd2Yzaz5arMJnuon7iQ9/iEkFD0aCzF5kR9TnX3FmKPxc7gNZGWg/4TmNhj1/CXgOOSwHEVsaHJWkRIgF8Z2SMs27X6AuBGd7+tRDEDiBAB/YteXRYba01Kc5iEahmQZVHCnoUIIax3Lt3v7v5wId3kRN2K3n1FvgLmS0uDs/iK1bbb3ZTpd1qGsai6Tu7evxV7K2JmsxKb3zwBrOG5+Mfp5UI+7bSEsPi6u19HbLCVxZ18kIix2Zrw2tXMpihcMxMSnnzvlznn4/S5QJnf/0kIOuU8Hj8C5jKziUp4vWbxhD8lXqIMAYqhLkhhFaanpSc2hHfjnkRczckIMegaauM72n49laMeY71NpJArCwJ/u/sTxNgihYLoB2xkZgu4+1sVsqnEFYSYuH769yNVbCJXhhnNbDJ3/yVnfzYei31dFWmFxPVESI5ZCJHzQXf/IuVfy3xRJD8vvJn/wSKO9cTEZlr1bv+sXEqMp86pjh8XT8pRzzHeFfgzF2dWCCGEEEIIUQLF5hJ1xWKTk3WAH4hNdPoW/9Ecy287i81n2srEhEA4sCAgjUfsjA0tXy5knjn5cf9l+lyikPdmwERUR9f02SIGqJnNRcSgLdpRkSQk3kbsMD1l7vhPuTKGuvsw4C5gseQBm2eXVHY5z8ZbiZia/80fNLOZU57XVzi3nN3fELEW17GRd7ffh1iKPITYCf5n4IAkIuY5ktgdft1WihtIeH/Nkiu/qnZLn+X6ffs21qm9TEt4hL5XEF0nofnlRDaG1iK8YXcv5PEi4TlYTTiFLsSGcHn2J7xFS25qlkITPA6sZmar5n9L31chhPxBZcq8lbheiy8npifa8mfgAY9Njm4BFklicp6DaPa8zdv2EtHHGxIxLEcIbNXSzuupHPUY621lPGKcXJ9eJAHg7t/SLK5nY6XU3NgadwKDiLlyHeCGMmEkqqEzcGDh2P6EiN5aSJpKXE6Ml5OI+K8jYv7WOF8U6ZuzcQRmNicR+3kOamv/anmJmPt2SGXl2Y24dnfKHWvRr3Ue47MnW4QQQgghhBAVkMerqDfbEePqinIP4e7+ipk9AaxIbPJ0eVsKcvfBKZ81zexK4Gkiht3WhLdcEyEuZmTeq9skb6eriQfjj4EdzexPIjzAoqkeA6hOiHiAELzOTQ/DXxFegTvRvLRzqtKnlqUnIX4+m+o2mNgFezciDl/m7XQoIXg9aGa9iNh9SxJex/dQWKKe4zTg/4BTLHYjfwSYmvBCngrY2mvbDT5jb6JNXzCzCwkPxlUJcaaXu78KYGZ7EyLIm2Z2CSGErkp4D79AbKxTiQeAXYHlaLnBUU+qa7eriJ3Hzzez7kTcyP8j+q04bquqUzt5m/Dc3snMfie86GYiliTPmNJMlT7vIMJAnJjG24uEQLUdEbf3zCrK+w04PNX9RaIdtyOEnXMqnNeDiL16X+q3twmvwd2Ily09Kpx7BtHGx5jZgsSYm44QkKcGtvXmjcWOIbzI70vj+n2izddLv5daKn0lcHb6f4tNuMxsGwB3L24QV6St11NJ3P3HOoz1NpFCMJxKhK94MoWm+A34F7Hc/W53z7xJS82NreX/l5ldB+yXDvXJfjOzSQkR/Jf0sq0aDksvq54FliZegjxPc9zemnH3V83sNWJsD2bk/utJdfNFMd8HUniLnZK3+p3AFMBexPxxSC3tn7xN1wC+8diorlx9hpnZroQX7stmdjHhSb4kcb/5CDghd0rWrweb2QOpL6oa42Y2B7As8FExVrKZzUh4I59TzlYhhBBCCCFEII9XUW92IESRXq2kywSStuzsnGczQtRYk3hA7wF8QOwQ/xwRSzbzqn2UWJa9NPHA2D15161FiFlbEburz0c8BBd3sS9J2sl6PUIcOhg4K51/PvHgCi13/64mzxsIz71vU54XEl5l5wGrZOEB3P1TwmvzOkLIOY+IJ3gssEmqX6n8f0npTibExrMJz8q3gdXdvbhbe7V2v0y0/YOEoHY2IYL3oHmnb9z9amIjptcI4eZcYBHgRGDNnABXjkzsbuF5WUO7fZSOv0V4YJ5CeK4uTyHeZLV1ag8pjuTahOixJTF2tidivf4T+IIYpyRBfA1ivK9CtN2xhPfhOu5+axVFDk7lLUS0zeqpXqtU8lpMMZkXI8SqjdO5GxAvTxbKCXmlzv2VeNlyIjHmziLa8Flg+dR3WdqvCDG4b2qHswmRds2UpFRM0GuAvygtsF1DFaEH2no9tZJne8d6m3H3UwhBrRNwNFGfpQhhe9Nc0pHmxiqLyF6avePu+bAy0xHtfU4N5q5AXFdnAysRc9MqeQ/wNnJF+rzB3YvXdlXzRRm2ITxeZyBeduxNvJRY2t095V9t+89HtNeRrVUmhRhYhtikaydiHliNEPCX95ablPUirq+dgNPT+dWO8RWTTUXPemied2t6ESGEEEIIIcS4SKfhw+uxx4IQQoxazKw3IRzM5O61xqMVozHJA3BQWhqdPz4TIUJf5e47FH6bhvA27+3u+xZ+mxr4yt2rDR8iqsDMFiC8sw9y97MKvy1KiJ0jxeotpOsPrOTuI4WQqJONexMvMpZIL1FGS8xsQ2B3d6/pJV0jMLOHCcF5wSzGditMAQzp98BBfP1tW0MKN4au08zFxutdyODBvzJ0aM3vXcZIOnWCrl0nZ9Cgn9EjwuiN+mrMQX015qC+GrNQf405jK19ldULmBL4qVw6ebwKIcZUTiaW1m/WaENE3ekD/GBmkxWOb5M+n2VkegATEBu4jSBtOnQoaXMjUVf2A34nQneMwMwmIGK2NrTN0wZdewAvjuai6+REmILRfoym8CarAidWKboKIYQQQggxTqMYr0KIMRJ3/8TM/gccZWbX12FJshh9uIIIhfCkmV1N7MSexaF8hZbxRK8hNrhbC7jV3d8u5DWcCD+wVcebPfaTxPArgemJ5ehnuvv3hWSdgPeIcBKjHDNblggDsggRvmD9RthRAxMS4VMa0l41chzx4qPkJnxCCCGEEEKIlkh4FUKMyRxL7Aq/F81xg8UYjrvfYmbrE16ThwOTE5uanQqcUojVOQMRD7YfseFaMa/hxGZyog64+y9mthAwM3AZcFSJNH8CJ41q23L8TMQtbgL2c/d7GmhLq7j7IGLzudEaM1sM+A+waFviHQshhBBCCDEuohivQgghhBCio5gCGNL/2bP4/oePGm1LTUw15aystvxhivEqRkvUV2MO6qsxB/XVmIX6a8xhbO2ramO8yuNVCCGEEEJ0KCv/68BGm9AmmpqG0dQ0Fj0hCCGEEEKIUYqEVyGEEEII0aEMHvxro01oE01NwyW8CiGEEEKINiPhVQghhBBCdChNTU00jRur9YUQQgghhBhB50YbIIQQQgghhBBCCCGEEGMbEl6FEEIIIYQQQgghhBCizijUgBBCCCGE6FA6d+5M59Hwdb9iuAohhBBCiI5EwqsQQgghhOhQpp560kabUJJhTcP4cfDvEl+FEEIIIUSHIOFVCCGEEEJ0KFe8fDafDvmo0Wa0YMbJZ2X3JQ+lc+dOEl6FEEIIIUSHIOFVCCGEEEJ0KN/88gWfDPmw0WYIIYQQQggxShkNo20JIYQQQgghhBBCCCHEmI2EVyGEEEIIIYQQQgghhKgzEl6FEEIIIYQQQgghhBCizkh4FUIIIYQQQgghhBBCiDoj4VUIIcQ4g5n1NLPh6V+PVtIOSOn6t6O8LmbWPfd95ZRnz7bmObpgZnMXvrerrcZkim3RhvNnNLNJc9/7pPbs1sb85sr9v1vKq097bBRCCCGEEELUjoRXIYQQ4yqblvvBzJYBurUnczObDXgV2L49+YyOmFk/4JLC4W2BkxpgTkMxs/OA+9tx/rbA+8B0ucO9ifb8rsa8pjCzJ4Gjcoe/S3n1bquNQgghhBBCiLYxXqMNEEIIIRrAh8CKZvYPd/+mxO+bA98C07ejjDmABYHb25HH6MoGwOP5A+5+bYNsaTQbtPP81YDJ8gfc/Vng2TbkNQ2wPPBRLq9fgXG1b4QQQgghhGgo8ngVQggxLnIzcQ/cqPiDmXUivGFvGdVGCSGEEEIIIYQYe5DHqxBCiHGRR4FdCYG1V+G3FYCZgRuAvYonmtmcwGHA6sBMwFBiqfhl7n5hStMTODadcqyZHQt0z2XTxcwOB3YGZgW+BK4CTnL3v3NldU427AwY8CfhCXmiuz+dS5eVtwBwMLA+MDHwArA38DVwOvBv4t7/LLCfu7+fy2PydO5/gDlTus+BvsCx7v6Lma0MPJZOWcnMhgM7unuf9P/H3X3lXJ7/AI5J9kwPfEEI2qe4+08pzXTAKcAqwCzAYMKb9nh3f7vY/kXMbL5UxqrA1MnmO1IbDc6lGwi8lep+MCG8H+buF5XJd45k1zLADIQH9ENAT3f/NMVfHZBLPxw4zt17pu8bAnsCiwFTAkNS2T3d/eWcTbOnLAaY2ePuvnKKx7o90N3dB6a0qwFHEF7UU6SybwVOdvffzWwH4MqU1/Zmtn1q04Ep7VXuvkPO3rmJkARrAFOldFcBZ7v7X9W0Qal2E0IIIYQQQjQjj1chhBDjIsOIEAArJnEwzxbAZ8AzxZOS2PYiIST2AXoApwLTAheY2VYp6e3Ayen/dzByvM4DgN2By4ADgUGEcHpcocjrgPOAD4CDgDOBeYDHzWyTEvW6D5gROJKI6bkicBfQPx0/GrgcWBO4PQm7mNl4wCPAoSntfoS4/G2y76yU/7upLgDvpf8/UcIOzGwm4DVgN+AeYP9UxiHAXWnjsS5EfNSNUl33TG2yNvC0mc1QKu9cGSsALwPrEf2xH/AU0b4vJFE3z0qEkH0McE6yp1S+UxEC87JEO/YgRM6tibafmObYqYPSv21JYSXMbL/0//GJPt2bGAdrAQ+aWRZaYH/gyfT/AygTIzfFHL4HmBQ4EdgXeJsQTvukZE+kPEh5bkv0V6n8FibabWOi3Q8A3iTG8pU1tIEQQgghhBCiAvJ4FUIIMa5yEyF+bkTyek1C4MaEd+BwMyuesy/hVbm4u7+SHTSz2wghbAvgend/w8ymITwU38jin+by+wVYwt0HpePXAZ8AW6ZzMLNNU36HuPsZubLOIcTfXmZ2r7v/lrPvTXdfL5e2O+HBepe7b5A7PjMRx7Y7EQ90XWBJ4CB3PyuX7gLCE3ILYLcUD/daM7sG+KaVuK6nEF6Sa7v7A7k8vwcOJ8TVbwiP0EPd/fRcmteA44HFCcFxJJJofAXxEnlpd89Exl5m9gRwKeHlu2PutMmAzd393gp2Q3gzz5bS3pwr89OU3/zJa/VaMzsRmmPcpjF0FLGx2uruPiyd3tvMBhPetmsCt7t7XzP7D+Fl3Tfzbi3BNsCEwAbu/m06domZ3QjMZmYTuvvHZtYXOBv4OGdPtxL5nZfyW9Ld38jZNwzYysxOBuZrrQ0I8VYIIYQQQghRBgmvQgghxlUeJ4S/fLiBVYkl8TeWOecg4LT8hlxJAMzup5OVPGtk7spEVwB3/9HM3gMWyaXZMn3eZmZdC+ffRni1rkh4jGYU7X6HEF6Lxz9MnzMDH7n7nWY2LfBrId0MwA+Et2zVpDi5/wZez4uuidOIGLvvEyL2MKBHEvQecPfB7n4r4V1ZiUWBuYDLc6JrxuWE9+7GZrZLTvz8E3iwiip8lj6PNLPfgUfd/Vd3P5sQNsvi7sOSsD1prlzMbFIgCyNR7Tgp2nORmZ0FPO/uw9x9ixrzIY2lFYA7c6JrxgGEp/aHORtrbgMhhBBCCCFEIOFVCCHEOIm7N5nZrcAeZjZ98iTcHPgg781aOGe4mY2fYqouQniMzgVMkpJUG8Ln6xLHfgcmyH3P3GM/KpE2o1sr+WZC31eF40PTZ97ev4BdzGx5YA4izuu0wHCgUwUbSjENEdd0pKXu7j6ECEEA8JuZ7QP8j4ip22RmrxBi8tXu/kGFMuZMnyPFgU399DbRN10JgR1gkLsPLaYvcf7zyZP1cOBO4G8ze44I5XCVu3/Zyvl/mdnyZrZZsmEOIpZr1o61hno6nxBLN07/hpjZ40QYiesLXs+tkdlRqm++obmt2tUGQgghhBBCCMV4FUIIMW5zM9AF2MjMxgc2JATAkpjZqkS81f0IT81+xLLrWWosd1jrSegC/ExsflTuX3EZ/t+UZnilgpKH5huEJ2NXIk7qIcA/0/9rZfxqygVw916E5+02wLXAP4il+u+kDarKkYmY5crokj7/zB1rVXTN2XU00a+7EvFZjfAGfT/FXC2LmV1MxI9dgQghcQHRXyNt1lalLb+5+/pEfxwKPE+EQ7gUeD2FtaiWWvqmzW0ghBBCCCGEkMerEEKIcZungC+BzYjl3NNQPswAwCWEZ+r87j7CuzQJl/VmACF0vZYPS5DKW4RY/l8MDdBWjiO8d1vEY01l1RRmIPEdYdtIQXLTZmYXEO3cH1iACElwHbHRE2a2ChES4EhC8CtF5gm8QIkyOhExSn9y9x9rNT5t6rUA8IS7XwZclvLcGrgG+C9QanMzksfw7sD1wDbuPjz3279qtSWdNw8wvbs/RYSPON3MJiI8hXsAWxFtWg0DsmxLlLMQ4eHam9g8rU1tIIQQQgghhAjk8SqEEGKcxd2biFiiKwJ7EgJgyZ3gE12Bb2lejp1xaPrMv9DMvFrbeq/NYpyemD9oZlMQnrr9gInamHeRLIZsi5ifZrYxsVQeM8vXrYkK9UqxTe8CFjOzFQs/70IIdk3AWoT4unshzYuEp2olD9VXgY+BbcxsvsJvOxKhCG6rcH4ldgIeIjyggQhfADydvubtGkbLtsja8q2C6NoV2Dl9rXWcXAA8Ymaz5ez5A3ipYE+reaVwAs8B6yRBN88+xEZqQ6itDYQQQgghhBAlkMerEEKIcZ2bgH2B9Qhvv0r0A7YD7jCze4nYrhsDyxFC4VS5tJk4u4GZfUJ5z81y9CE2/trdzOYi4myOTwiXcwOH1DHOZj9iM6z7zewyIt7rSkTM29+BiYm6ZZ633wALm9mewJPu/laJPA8FVgEeNLNeREzRJQlR9J5U5oTA68CJZjYnIbhORrTxJMCZ5QxOm1jtAtxLxCPtRXhzLg1sDwwEDmtDWwBcBuwBXJ6W1L9FCKq7EW1zXi7tN8BSZnYg8AzhRf09sSnVZIQ4PAchZE6ZzpmqcD7AwWb2gLv3LWHPicDKwFNmdgkRs3duwtv1M2IMQ/TPMGBlM9uV8huJ7U0I3i+Y2YXAp8TGcpsBvdz9VTP7ooY2EEIIIYQQQpRAHq//z955h1tRXX34BXtvWBI1Aduy9xZ7b7F3Y0PsvfcGauwNG7GCvcSGRhM72HuMfakIn7FERQEVK1y+P9Ye7jD31Mu5XLj83ue5z+HM2bP32mX2ML9Ze20hhBCTOy/QvGt8pTADEDE6LwGWI4Sno4k4rOsS3pWLZV6J7v4BcDGxAdZl6ZyaSV6jWxCxVucCzgNOIsS17dz9gnryq1JWX6JuUwHnA2cSoQf2A45IyTbJnXIsUe9LCeG5VJ6fACsS4QN2ItpgDeB0YHt3b3L3n4jYp1cQbdg7/T4U2NTd7y6Vd66Mpwih9RFC2OydyrgQWC5tmFY36by1CUFza+DKVOe3gDXd/flc8lMJkfdcYN8UFmIjwjP0gGTTdoQH8+KEaJlvyz7EGOxBtH0pe54G1ifEz4OAq4jwArcBf3L3YSndT4TgPR2xIdd6ZfJ7DViZEGb3J8b0oinvQ1vRBkIIIYQQQogSdBozpureCkIIIYQQQrSGmYER5ww8hg++LeUY3X78cZaF6LneFQwbNpJRo5ra25yJgk6doEuXmRg69Hv0iDBxo76adFBfTTqoryYt1F+TDh21r7J6EavaviuXTh6vQgghhBBCCCGEEEII0WAkvAohhBBCCCGEEEIIIUSDkfAqhBBCCCGEEEIIIYQQDWbK9jZACCGEEEJ0bOaecV5+Gf1ze5sxDr+baf72NkEIIYQQQnRwJLwKIYQQQog2pccKR7a3CSUZ3TSapqYOtMuDEEIIIYSYqJDwKoQQQggh2pRhw0a2twklaWoaI+FVCCGEEEK0GRJehRBCCCFEm9LU1ERTU3tbIYQQQgghxIRFm2sJIYQQQgghhBBCCCFEg5HwKoQQQgghhBBCCCGEEA1GoQaEEEIIIUSb0rlzZzpPZK/7Fd9VCCGEEEK0NRJehRBCCCFEmzLbbDO0twktGN3UxPBhP0p8FUIIIYQQbYaEVyGEEEII0ab0fu1fDBrxZXubMZb5Z5qDY1fanM6dO0l4FUIIIYQQbYaEVyGEEEII0aZ89sO3DBrxVXubIYQQQgghxARlIou2JYQQQgghhBBCCCGEEJM+El6FEEIIIYQQQgghhBCiwUh4FUIIIYQQQgghhBBCiAYj4VUIIYQQQgghhBBCCCEajIRXIYTogJjZzWY2xszWLPHbTGb2a/r9+DLnv29mP5nZdHWWO8TMhrTS7Er5dk/2dm903q3BzHome9Zpb1vaEzNbqL1taEvMrGvq535tkHe/lHfXRuc9IcsQQgghhBBClEfCqxBCdEweT5+rl/htfWAq4Fdg0+KPZjYXYMAz7v5Tm1koJlnMbGYzewY4pb1tERW5Gtgd+Lq9DRFCCCGEEGJyZMr2NkAIIUSbUEl43QQYCdwH7GRmM7n797nf10qfj7ahfWLSZnZgDWBQexsiyuPuLwAvtLcdQgghhBBCTK7I41UIITog7v4Z8D6wmpl1Kvy8MfAM8BDh+bp+4XcJr0IIIYQQQgghxHgij1chhOi4PAEcDCwGvAtgZosCXYHewGNAE+EBe3/uvLWA/7n7m9kBM5sXOB3YDJgL+ALoD/Ry92+KBZvZRsA5wBLEMuc7gTPc/btqRqe4qacBKwK/ALcDH5RJuzJwKuHZOz3wEdAXuNTdR5vZVMBnwDB3txLnv5XqM5+7/2ZmnYk225sIt/AL4TF4lrs/V4PtuwKHAEunQ28CV7r7LYX6PQXsBSwE9ABmAd4GznX3+3JpexLtviRwLLA5MB3wcirnf8D5wFbEPf0F4HB3H6e9zOwvwGHAUsAY4HXgAnd/MJeme2q7dVI5O6e2GQz0cffehXQAe5rZnsC67j6gQrssRvTpesBswKeEx/VZ7j4sl25IaocXUn07Aye4+1WF/GYGhgKPu/tmueNrEC8VXnL3VXPHl0j5nuLuf03HKo6dEnU4IrXh71PavxF9O6ZcvXPn7kf018LA58T1Vy5t1b5K6XYEDieu72mAD4GbgUvcvSml6QfsCXRz9yHp2FTAicAewHzAx8AFqR32dvdOKV1PYuwtBhwNbAHMSrzQOd/db6tWbyGEEEIIISZ35PEqhBAdl1LhBjZOn48kwfT13DHMbFZC8Hksd6wb8CqwPSHsHEp4yx4AvGhmXQrlzg38A3gLOAp4nhBuHjWzii/8zOzPqewFCeH2AkIYPrtE2i2BZwkx63zgGGLp+4XA382sk7v/BtwCLJKEtvz5yxGC5s0pHcCtwGWEiHV0ymsRYKCZbV/F9stTWVMDPdPfNMDNZlZKaOtJtOHVhCg5C3BvEumK/BP4HXBySr8W8CAwIB0/Fbge2CjlMfb+bmbnpXp9RwhuZwAzAQ8kMbFIX6LNLyXET4BLzWyv9O+ngSPTv58hYoi+VyKfrPw1gdeAPwP9CLHw2ZTHy2Y2Z+GUtQnx+7RkwxPFPJOAPwBY28ymyf20Ufpc0cxmyR3fPH3el2yqOnYKRW4HnEW8QDgO+AG4PKWviJmdQ/TZd8DxKY+zgG1LpK2pr8xsW+AO4Hsizu7RwDfJnnOqmHQf0It4KXAU0Y7XAluXSf8wIb6eTYyzOYFbzWzdKuUIIYQQQggx2SOPVyGE6Lg8BYwmhNdr07FNgP+6eyaUPQqcZGaLuvv7wJrES7l8mIErCI/A5d19bExPM7uXEEnPAA7KpZ8WONbdM1HqKjP7lBB59gBuKGVsErsuJ0Stldz9q3T8auAVQoDK0k5PCI1vAau5+y+ZrWZ2JiFG7QDcldIdSQiEL+eK3CN93pDy3IHw8jzO3S/IlXVpKr+PmT3s7j+WsH1NwqPxCWDTTMhN5z4CHGZm97r7wNxpcwNLuftHKe01hFfmBWZ2eyHu7lvu/udced0IoexBd98yd3xeYCegGzAoic3HAVe5+8G5dJcku84zs7vd/dNcWd8BK7v7ryntfcD/AfsAfd39YzO7H7gE+DjvzVuiXTqn9u0MrJIbd33M7GliXJ5PeP9mzAjs5O4Pl8s30R/YkBiz2UuGjYD/AvMTAu4D6fgWwAfu/m6dYydj+pT2pVSvPoTofKSZ9cn6sET9FyTE62cIr+DR6fhdwEuFtPX0VQ8iTvNmOe/Wa4nxt3i5BksvD/4MXO7uh+WOP0sIvqV4D9g88+w1sxdSffYh5hghhBBCCCFEGeTxKoQQHRR3H0F4Gq4OYGbTEmJUXlR9JH1ukD7XIpY3P5bOmZUQa58BRphZl+wPeINYplz03BtOy6XU56bPFl5+OZYlBMObM9E1V48+hbQbAF2Au4GZCnbdmS/L3d8hhNOd0zJrkuftLsSS9HdT+l3S5z2F/KYF7knlZfFvi+yYPnvmvGdJ/z4tfd2pcM6NecEuCa1XAjMTgmKeOwrf3y1zPMtv3vS5c/q8s1CnWYh2mppmb9CMuzLRNdn1X+BLYB7qZzkinMItOdE14/pk73ZmNkXu+C/UFl84E1U3AjCz2YjwFBcBv5JiF6f6/onk7UodYyfHPzPRFcb260VAJ8p7igJsCUxBIXyBu78B/KuQtp6++i8hUF9pZssl7+7R7r6Ou29RwZ5sDJ6VP5jCBnxY5pxbC+EUXkmfrRkPQgghhBBCTFZIeBVCiI7N48BCZjY3IbpOR7PYChFL83sgWza8FvCmu3+Zvi9M3Cv+TMRqLf4tAMxtZtPl8vwwLz4CuPvXhCC7UAVbF0yfpbwH3yl8z+K1nl3CprfSb11z6W8gxLZN0veNCY/TvPdtluegEnmeXCLPUrYX7YTwYoUQlfO8VUxIxM/M55fxv8L3rH2/KBwflT6z+3tWp4G0rNPf0m9dq5QFIYZOUeJ4Ncq2SxLz3iE8mfPhKoa6+6hi+hLn/xf4N82hMjZINj5IeJNmm8ZtRrRHJrzWO3agWejOk8XRbfSYrqWvehJ1PIAIF/Klmd1hZjtXCedhRLzjr0r8VqqOUBgPOQ/h1owHIYQQQgghJisUakAIITo2jwMnAasSoupompdlkzaUeoqIlTkDsDyxhDwjE1fuoVn8KUVeaG0qk6YTzcJgJYrxNaHli8LMrtMI8bgU+aX6twMXE+EGHiTCDPzIuB6jU6RzKnnlepnjpWwu2vpL4XjxOzTfl4vt9FsxYaLaxk5Z2VsR9S3FJ4Xv5fqvNWTtUs7OUm1TyxjJ6A/0NLN5CC/hwSkUwmPAGen45sSGVlmYiXrHDpRuk2xMNnpMV+2r9GJkVTNbkXgpsh6wDeHReriZrVV8+ZGYmtLjDuDnMscbOR6EEEIIIYSYrJDwKoQQHZvngZ+IJdjrAK/kd5FPPEosid6RuC/kl3kPTp/TuvvjhfMws62Abwseit3MrHMWezKl+x2xZPrJCrZmS51LxahcuPA9s+unol1mNhPhBTnWG9TdR6SYtNsmMW4L4O60SVM+TwPecPehhTyXJTaxGlnG9iz27RLEpk15lkifRYGzWCeARdPnByV+aw1ZO33u7q/mfzCzhVJ5PzSorFJk7bJk8YcU03cx4Dt3H97K/PsT3p8bEx6v2Vh4nIg9vEn6Lb9cvq6xkyh6IENtfZUf0/8p/FZuTFfsq9RuSwDTufsrxMZ3vcxsZuBGIvTBxsQGd0U+ADY3s9lKzANWIr0QQgghhBBiPFCoASGE6MCkZcHPEh5xyzBumIGM7Nj+hEg7VjhMnnXPApua2er5k8xsE+B+4IRCfnPRHK8y49T0eRdlcPf/EB6lu5lZ11w50xEbVxVt/p7Y3GiOwm8nA38nlpjnuYEItXBV+ixu8nV3+hwn/mUStO4iRL5py5ifndszv9Q7/fv0QpqMHmY2ey7trEQ9h5LzSh5PsjJ75eOopli3fQnv33lLnViFLF5ptf9H/JuIA7ybmS1W+G0vQtC8pxXlA2Njpf4fMXa70dxuLwMjiLEwM81hBqB1Y+fPaaMsAMxsGmIjrFGFvIvcR3grH5vOyc43QvzPU1NfJQH5HuBBM5slS5deIryZvpbzwr2T8L49In/QzDYgYiwLIYQQQgghGog8XoUQouPzOHBe+ncL4dXdPzKzwcAqwCPuXlxyfBDwNPCEmV1DxCxdlIgv+Q1wTCH9t8B1ZrYC4fG3KeFR+wDNmxeVY1/C4/ZlM7uCEMj2AmYt2DzczA4hBKm3kl2fEwLzToTwdlUh76cIr8JtCDFwYOH3fsRu9vsnD8MHgKmI3dsXBo5z989LGe3uA8zsakIAfMnMbk8/7QysQOxU/3ThtBmB18zsb8RS/P2BOYGdcnE0xwt3f8LMrgf2Bl40szuJpea7ASsnu16plEcZhhLi6zpmti/wqLv/X4nyR5vZPsDDRLv0IfpgFWBPYAgthft6eQA4lGjDJ3PlPkV4fw4HBuRsas3Y+QF41sx6E0vy9ySEymNSrNmSuPsnZnYScAHR/jcRQvChwDDiJUWWtp6+6gncBrxgZn1TXssA+xGb3pUT7m8HegCnJSH8KWAR4hr/mfIvFoQQQgghhBCtQB6vQgjR8clEmOE0x7kskgmyLXaTd/e3CPHwdmB74ApgO8IzcNUSu9W/B+xC7DbfG1iKiKe5fWF39Ba4+zPAGsTO6UcR3qKvAweXSHsTsYHSG8DhqaxlCY/Vjdx9ZCH9GEJsA+hbtCXtOr8F4ck4FyFWn0SIjNu5+wVVbD+AEM1GE8vcTyM8iHd19xb2AxcRQvQxwCmEGLyeu99bqZxWsG/6GwP0ItqnMyEoFz2Ja8LdfwKOJzyHLydEy3JpnyKJ+oTo15vo4wuB5cps9FQP/dNnMUTEY+nzoRKbvdU1doBriXoeDJxLtOVO7n5RNePc/UJC0B0F/JVo90uB60okr6mv3P12IhbsV8CxwJXEC47LgHXLbU6Wwn9sSbT9n1K9NyJebvyH8vFfhRBCCCGEEK2g05gx1fblEEIIIUSjMLN1CE/DXu7es32tEZMTKbTFyFIe1Wb2ATC1u3dtcLEzAyOOG3gb73z7WYOzbj0LzjIXl623J8OGjWTUKO0fltGpE3TpMhNDh36PHhEmbtRXkw7qq0kH9dWkhfpr0qGj9lVWL2Ivk+/KpZPHqxBCCCHE5MG+wI9mtnb+oJmtQoTTeKFdrBJCCCGEEKKDohivQgghhBCTB3cRG93dkWILf0pscLY/EYrk1PKnCiGEEEIIIepFHq9CCCGEEJMB7j4YWJUIdbEPsYnYHsQGZcu7+0ftaJ4QQgghhBAdDnm8CiGEEBMQdx8AdGpvO8Tkibu/DfxlQpc774yz8/Po36onnEDMP9Mc7W2CEEIIIYSYDJDwKoQQQggh2pTDV9ikvU1oweimJpqaOtAOD0IIIYQQYqJDwqsQQgghhGhThg0b2d4mtKCpaYyEVyGEEEII0aZIeBVCCCGEEG1KU1MTTU3tbYUQQgghhBATFm2uJYQQQgghhBBCCCGEEA1GwqsQQgghhBBCCCGEEEI0GIUaEEIIIYQQbUrnzp3pPAFf9yt+qxBCCCGEmBiQ8CqEEEIIIdqU2WabYYKWN7qpieHDfpT4KoQQQggh2hUJr0IIIYQQok257NUXGTT82wlS1vwzzcIxq6xO586dJLwKIYQQQoh2RcKrEEIIIYRoUz79/jsGDR/W3mYIIYQQQggxQdHmWkIIIYQQQgghhBBCCNFgJLwKIYQQQgghhBBCCCFEg5HwKoQQQgghhBBCCCGEEA1GwqsQQgghhBBCCCGEEEI0GAmvbYCZdTKzwWY2xsxOr/Gcnin9Om1sXqmyu6ay+03osickZjbAzMbkvndP9e7eRuW1uk9L2Za+D2igia3CzK40s3smAjvG6U8x8WJmC+X+PVHON2Y2n5k9amYjzWyEme1kZkPMbEh72ybGpa2u/fw4bctyJiRm9jszm6FBeS2bro0FGpGfEEIIIYQQkwMSXtuG9YCuwA/AvmY2RfuaU5Wvgd2Bq9vbkAnM00S9n26j/O9N+b/XoPx2B/7aoLxahZmtBewNHNuedohJAzOb2cyeAU7JHZ5Y55tLgQ2BvsDRwPPAEelPdHDM7DjgncLhvxJjdZLEzHYHPgDmbER+7v4GcCdwnZl1akSeQgghhBBCdHSmbG8DOig9gN+AS4BTgS2A+9vToEq4+0jglva2Y0Lj7h8DH7dh/m8CbzYwv3btIzPrTIhlfVPbCVGN2YE1gEHZgYl4vlkaGObuh+SO/be9jBETnM2AqfMH3P2xdrKlUawPzNjgPHsR983dgZsanLcQQgghhBAdDnm8NhgzmwXYBniJZnHhgPazSIiGsS2wKHBDexsiRBswNfBdexshxMSMu38GPAacIK9XIYQQQgghqiOP18azCzAd8Ki7f2BmbwIbmdkCNXoJzm1mtwKbA52AZ4DT3P21LEGK87m2u4/z0JNiiT4F9HL3nunYnMA5wLrAfMAwYCBwhru/k9J0BQYDN7p791wZXYC/AOcCqwNTEMtvT3b3VwplG9CT8LCZBfgEuAM4291/yqVbINmzKjAP8BXxENfT3T/JpVsfOAlYCpg52Xd3Mb9SpNAOxxKex38APqLEEv0UP7UvsJe796vTvk7A/sA+wGJEWImXUrrXU5qewOnAuu4+INfOpwIjgcNSGR8Bl7n7tVXqNQYY6O7rpO/9gO2BJYHzgA2A6YF/JzseLZw/b7JnM2Au4AugPzFevqlUduIYYHCJvl8OOANYnhgznwEPpny/TWm6U2jr3PlDANy9a+7YTET/b0+M2y+Bf6Y8/1c4f2ngbGCtdOgl4IT8NVMOM1sQOIFou98Do4ilude5+5W5dFMAJwM7AAsQHu3/Bi529wcbVU5KOzdwGjEHzEW059+Bc9z9u1y6FYETgTWJfv8IuAq41t3zsYx3BQ4hPDohvLCvzHtQl5o7cr8NIDff5PpynWTjzsnOwUAfd+9dSAewp5ntScxDQxj/+WZjInzBssDPwD3AP4hx12KMVaJg5zjXWXFs5q7pxYhwBFsAswLvA+e7+22FvJcFjif6aK5k69vApe5+Vy5dvfWvte83TuWvSNzv3wWuqKd9CuV2J9pqPWArYKdU/zeJOfdV4MxUjxmBN4Cj3f3lXB5TAYencxcFpgH+BzyS6vpVSrcOMSYPIl5mrk2EqViljG1HAxcS88S27v5zOr4yMeeuTnNb9SX6YHRKk2+zMaSx2dqxn8vrd8BZxJw7S2qf44GbgU+zubxearnfprH7x3TKYDPL3ztqmmMqcBdwY6rXQ62pgxBCCCGEEJML8nhtPD3SZ/ZQfQchoO5f4/nXAYsTD1WXEg+Lz6SHx7pIYtG/CE/FW4EDU/6bAM+Z2TxVspiHiH86DDgOuIJ4+H08efZm5awMvEKIAFcSMRFfIISqJ81s2pRuVuJBejViyfpBhJi6KzDQzKZL6VYlHuZmIB5aDyNi750C9Kuh6rcQ4umHhDjyRDpvhUon1Wpf4kagD/BjquclKf+nkxBZiX0IIfguQoz7EbjGzFoTv3Uq4FmirU4lBMjFgYfNbOFc3boRD/3bEw/9hxJtfADwopl1qVRIEhBWoRAyIwnVTwILEm1wMNHehyYb6vaIShvBvEQIFC8CRxL9sBcxnmYunPIcMIIQhq8lBNgnzGyuKuV0Jcbt5sT4OIgQveYArjCzv+SSX0wIbs8SotGZhCDc38w2a1Q5ZvZ7Qqzaj+ifI4j2PA54MIsXnQS151Jd/5bq/hUxbs/K5Xc5cT1MTcwpPQmh62YzG0ckagV9ibnkUppj/l5qZnulfz9N9B3EC6Rq8Y5rnW92Ah5O6c8k+mZjapsbSpHFeh6a/mqJpfwwIb6eTVx3cwK3mtm6OTtXIcbviqkuB6bPRYA7zWy1Qp611r/Wvj+IECFnIJaHn0S8IOprZpdWbZXK3Aj8iWj/8wlR/4FU3p+IdrmImBMfLFyzd6Vz3iLm52OI+X0fSoegOJ940XEocEPyuBwHMzuKEF3vBbbOia5bEtfswimfY4iwFxcCf8/NT7sT4nn272rxh6uNfdKc+kLK766U7jtivqx27y1LrffbdPyZ9O8jSWO61jmmCv2BJmDr1tZDCCGEEEKIyQV5vDYQM1sCWAn4t7t7OnwH8RC6l5md6u6/VsnGgTVyD473Aq8RD4prVTqxBMsRXojHu/v5OTvfIDwUV6Cyt8ocJc79gXjY3hG4Nj243gAMB5bNPByBPmY2kBB6DyMeejcgPFB3Knh7fUKIaounuu5GiENbZt5PhDB5B/AHM5vG3X8pZbCZrU14Id3m7rvmjj9Spa7Ual8SV3YHbgN2yzzMzKw/4c12EuEZWY4/AGu5+7PpvD7EA/LxZnaDuw+qcG6RqYEH3P2gnL2DCXG1O/EwDiHiTA8sn88/ja/HiPEwNo8SrJc+Xy8c35bweNs459V2nZl9R3iF/Z7wpqqH4whR6wB3HyuAmNkHhCCyOyE4ZJzn7nnB6QfCm2tTQiAqx2HAbMAKmZdyOv8eQgjamehjiA3FHnH3A3Pp7gQGEMLaww0q5xxClNnE3R/Jpf2G8HDcxMweJgS374lr7rOU5hrCm/1oM7sIWILwdH0C2NTdf0vpLiW8Cw8zs3vdfWAF2yvxHbByNqeZ2X3A/xECWl93/9jM7icE+Y8zD9skRJeilvlmWmIsfw6s6O4jUrqrabkxUk1ksZ7N7Kz0vZb4s+8Bm+eu/ReIa3gf4uUNxIsDiGv9i1ydniXmop0Jj9aMWufbWvp+eqLdHyLm0czO3sQ1cbiZ3Zb3RK2TYcR9KhtTMxMC3sxEv2SepNOmdliJeBmyDCHWXe7uh+Xyu8zMXgY2NLPZc/cRgG+B7cutdDCzIwmR91agu7uPSsenB64nBN7VcveMK8zsTOJF3g7AXe5+i5ntAyxaY/9XHPspTU/C43Q7d783HbsyjdX9aiijVF1rvt+6+/1mtjUh0N7v7kNS2qpzDFXule4+wsw+JjzYhRBCCCGEEBWQx2tjybxdb88OuPtgwutpTmC7GvI4NxNd0/lvEF6ra1iEDaiHL4DRwEFmtrOZzZbyvNvdF3f3WpYIFh9CsyWvmcfOUoTA8xDQ2cy6ZH/E0t+fCXEOmjeqOdnMtkiejbj7Je6+dG5peJbuKjNbLfPAcfed3T3/AF2KrKyL8gfd/WGqb3RVq33bpM8L8st63f09QmA4tEo5j2aiazrv12TvFMTy3Xqp2EfJk3cTQhgaUeijN4iNUralMpn37IeF41mbnWdm65vZNADufrS7r1DKO60GtiHElusKx28EViZE5Tx9C99fTJ+/r1LO0cA8BTG0M80vpPKb0vwXWMfMjsmEQ3f/1N0XcvczGlFOElW2Av6TF0QS5xEvUp5Kn12BW/Lt6+5NxEuLZQhhaMf0U89MIEvpfiOEaYjl3q3lrvyLJHf/LxESotXefFSfb9YnluRfnomuqexvgcvHo9x6uTV/7dPSTgjv8j8URNcpab7vltr0qFr9a+37bYmXMncCc+Su9zlovj9Vu+YrcXd+TBEhDAD+nomuiY/S57zJzv8Q4uyJ+cySd/rw9LXYLo9VEF2PIDye7wf2yETXxAbEWLkbmKkw792Z0rS2DWoZ+zsC7+VE14xerSwT6rvftqCOOaYWPgK6pblMCCGEEEIIUQZ5vDYIi7h1u6WvLxW8up4kYoYeSE6ULcO7JY59QMRSW5CIcVcT7v6ZmR1KiHq3A01m9joh5N7k7kURrRT/K3zPRM9sOaKlzwMov4lY12TPS8mr7ERiWepvZvYisTz1Rnf/PKW/nPDS2S79jUjePA8Snqw/VrB3wfT5UYnf3qE5zmUL6rCvW/pssWw6L65V4K0Sx7JlrguW+K0a1fpoYULs+TMVxo+ZTVdO4CBeHECzOJJxN+GBtRfh4fpTzqPvJncfVoP9RboBbxcEHJLg/kqJ9MX6Z3WYplIh7j7GzKayiNu5bCp3IcJbEMZ9MbU3sVz4AuACMxsEPArc4e5PN6ic2Yl4jaXG1QhCJM/CRlAm3f9l/7aIKwulPUHfTp/dSvxWK8V2hxh7tSxVrjXPcvPN+7Sk1NzZVoxjp7v/YmaQq7u7N5nZ7BaxR5cg2npBQhCF0i8+q9W/1r7P2qn4kiJP1wq/VaNoZybCflE4ngmh+br+AuxsZhsS8ZIXIATLMSXSliorzyXEkvcVCME2H580a4Oz018pulbIuxIVx76ZzU7Mmc8WE7n752Y2oni8Rmq+35ahpjmmRoYTfTUHdfy/RAghhBBCiMkNeSo0jmyTCogln4Nzfyel42ua2eJV8mkqcSzrp1ElfsvTQkh39z6Et9FuhDfV3MQSy3fNbJti+hLnl7InTyYIXAlsWOZvrFedu59KxMbcF7iPeJA8G/jAIrYr7v6ju29OiBXHE/E+NyDid/4nPdRWo9TYrjrea7GPiKsKzUJBvZTy2M36rlofl6LWPrqH8n20Ic3iSaUyxmlDdx/t7nsT4slhRNiClYjYh+/nxL9KFMftVNTRtkWBtlbMbD3Cg/dwwjO8PyEgz1eijOeJOm4K9CY2RzuAiP17UTF9K8updVzVmq5SfN1sTFTyHs8o94Ku2rirmxrmm0y0LGX3zyWOtRVV626xqdk7wB5EbNU7iPACZeN111D/Wvs+69/9KH+9lxMja6HcXFHRrhSS4DkiHu8fidAyvYhwHbeWOa3SnNibiJ8+PzHn5Mna4DTKt8HhleytwPiMU2j9WK3rfluC8b135cnmhVbNv0IIIYQQQkwuyOO1cWSbapwDlIqbtw/hcXgAIVCVY0FaenMtSjzoZV6cWQy7oofiOEt8zWwOYsf7/7j7raQH2xSj9FEi/ud9FWtVncHZP9z98UL5nQmP1Y/T93mSPU+7+3VELNBOxOZVNxMbn2xvZosAc6Xl+O8C56dYgRcRcUj/QsR5LEXmxbsYseFInoWpQK325epsFLxXzexsYDp3P5LylLJj0fT5QSUbW0lm77TFPgIws62AbwvLdItknmzjbMJlZn8EFnL3JwhP5cvTcupjCWHnQKLdsrynK5w/FeEx9WXB3oXNrHNeiEppbwWe8Fzs1/HgGsI7dnF3H+vBZmbzFmyclvCU/tbd/0V4jGeep48BR5hZLy+/G3hN5RBeYyNp9mrL2zA3MebvYNzxV0y3ISH0nU9sIgTxAqPoebdE+vwkfZbsn8T4hA5oNNn1sSgRpzZPi/ZoL9KYuZqYs1fKjw0zW308sq6177N0w0rMy9lGeR+Phx2t5TBCZD2geA1b9c0eW+DuR6RzdyLiqN+TC6GTtcFPJdpgJmJDtqKHbqP4itjwb9HiDynkz1yU9tquRs332zLUNMe4+z012NIF+KUQj1cIIYQQQghRQB6vDSA9MG5KxKU8w93vL/7RHFNxj7TpRzkOtdxO8MnLckMizt3wdDhb8r5iLl1nYtOhPBsTm//sXzj+CuGJ0xrvyiKvAkOA7iW8G/cjlmdnsW97EELVWE/bFCfxufQ1s+cKYiOWP+TS/ZzKyqcrRbYp1sn52HPJ63D5KnWp1b770+cR+ZNT/Y8kPCMrsbWZjRVfU1zUY4k+GV8hvAXu/iUhvG1aFH3MbBOiPidUyWZI+uxaOH4ysev6KrnyRtEcZzVrsxZjNrEjMG3h2P3EQ/2uJdLuQPMS/fGlCyGQfFk4nm2KNGUu3QsUYoim+M2fEd5jlby+aionee4+CCxvZsWN9PYhRP8mwkvwU2DXfNznNG8cC+xCCEp3p596JjE8SzclcHr6mqUp2T9pvLQm/EVG1i6Nutc8Sixx3i+LwQxgZjNSful1ezAdMAMwpCC6Tkm8iIDWvfiste/vJcbKyWZWFNMvJuaZFVpR/viSvbgZJ962mf0JWDt9bU277EcIitcmYRNCmP8eODK9hMxzMvB3IoRPRrYh2HiP1fTC6O/AsulFZ56jqeyNXol67rdQuP7qmGNq4Y803xeEEEIIIYQQZZDHa2PYg2jLG/IbY+Vx99fN7GlgLeLh+PoyeS1PCFl3ESLXocQO0nkv2RsIkfUOix3KR6Y8iw+X9wH/Ac5KD2mvEHHw9iDEqwvrqmXpeo02s32JjT1eM7O/EZ52KxEPgIOIXbkhNks6ALg+CcpvEw/i+wG/ApeldGcR8UKftdit+wvCS/QgYpOjbGOUUva8YGZXAgcDT5rZ3cQy1EMIb59KG5TVZJ+7P2JmtwM9zGx+Ih7szKnMn4HjKrcaTcDzZnY5EZNwTyL25xG5OLKN5iDgaULQvoao26JEfb+hWQwqx2PJ7tUZN27kxYQg+pDFbt0fE0voDyQ8vq5N6Qak3/Yys1+A14mNXPYgvLjyYse5xM7n/ZI48CrhoXVgOu9vddW8PP1T+feZ2cPENbFdquMvwKwQm2iZ2XWE2PcvQrhoIl5srAVc4e4jx7ecxPHETuGPmlkfIhbjSoRH/UNA/xQ79ABCoH4jXXNDiRcGGwLHu/tQYEDqk/2JuNNZfOmdCdHtqiw+rbt/bBFHeb2U7glgkXTu+5Tw3KuRoYT4s06aJx5tZT4kO3+w2FCpHzHfXE+IWHsT1znkllEnQW9B4Hl3n2Aenu4+LM33G5lZX+LlzezEy4RsBcOsrch3VI19P9TMTifm3jfM7EbiPrI1sBExhsdu+pS8ZecmXvAVXxA0kgeIe9mtZnYVMUesSMyBo4il8LPWm6m7Dzazk4jQA5cDu7n7cDM7hNh87600730OrEcsx38ZuCqXTVbvXmY2sNTqgDo5jVjl8s90LX+Qyv5z+j0/Tucm+u9Ld3+sQj3rud/m63SsmT2SXgJXnWOSTQsAqwGD3H2c1SPJa7obLcM7CCGEEEIIIQrI47UxdCceovpUSXdJ+qzkmbUj8TB6ESE0/RNY2d3HLkF39wHEcvsviYes0wgPorz3DikMwYaEB+m6xEPp6cSD+qbufjcNID2grkqIcz1SeesTD7VrZMur3f0rwqvpTkIAuJLw0noLWDPF0SSJQesT4uBBKZ+/ALcBf6q2YZO7H5LO60KIy9sRnqgVRZ9a7UvsRni8zpPKOITwKl3F3b1SOSn/8whB96/EMvSt3b13lfNajbu/RYhttxNeTVcQ7fJ3YFV3b7HZSuH8rwmvz/UKx98nxMcnCXHxKmJ8P0G0xaCULhMq7yP6sjcRDmJDCt5vaZOX1Qihe8P0uSXRH+tX2ACsXg4mrsnlUhlHEx5y6xLxcBfLeV0fDBxF9PfZRJ/PT7wYqRYnsuZy3P0TmuNd7pTSr0Fct9tnoRfScuo1ic1wjiaWl88K7OLu52cFu/sBhCg5GjiDmCt+AnZ194MLdu5ECJobEOLV2kRfFZf010zqq+MJD9DLKYyfVuZ5IzGGvyfqdCzwOM1evPm4mvsTLwqK3n0Tgh0J0W8j4no7iAiFsjLhEb5mldUPJamj788irvH/ER7tFwK/J9prh0Js5JOJdlqsXnvqtP1JQvgfDvQkXrKsRMQd3y4l26SV2V8BPE94A2+TyruJuJe8QVynvYmXXGcBGxVemJxH3HOOp9kbvdW4+xfEy5X7CWH5EuLF30YpSX6cLka0/8k15FvT/TbRh5i3exDjpOY5hrhmbqblihlovo77V7NXCCGEEEKIyZ1OY8Y0Yo8FIUQ1zKwr4d15o7t3b19r6sfMdiHE79ULIrQQEwQzmxqYyd2/KfHbScSLjHXTy6nseH/gdne/Y4IZOgliZv8B9nf3F6smFlVJXqxDCwI3ZvZ7IkTJOPeBJBbv7+6tFZ4nGGb2OPESaqkUjqcaMwMjjnvqUd795uu2NS6x4Kyz0XuDzRg2bCSjRjV8H8AOTadO0KXLTAwd+j16RJi4UV9NOqivJh3UV5MW6q9Jh47aV1m9gFmI1cwlkcerEKJW7iSWne/X3oaIyZbZiWX044RqSYLsjoQX4b9zx1civEMlJlbAzP4MzEt4fIrG0A/4NsUfzrNb+hy7fD9t9nUwEQ5moiaFLVoPOKtG0VUIIYQQQojJGsV4FULURIoteiTwgJmdU0NIBSEairv/L8XJ3SttgvQ8sYnVLsAywLEpVEXGPMA27j5kghs7aTEHsJ67/9DehnQgbiDCJjxjZjcRsdizWKqvE8JsxjRESI+LJ7CNraEXIRrfVS2hEEIIIYQQQsKrEKIO3P1fZnYDES9wq/a2R0yW7EjEbN4l/ftXYhPB7dz93nxCd39wwps36ZFioYoG4u5/N7PNidjQJwIzAZ8QcW3PcfdfcmmHAhe0i6F1YGbLE/HPl8vFghVCCCGEEEJUQMKrEBOI5HXXqb3tGF/Shk1CtAtpQ6Sz0p8QEy1pI7SH2tuORuHurwPF0Ak1M99MM/PL6FENtKg88880ywQpRwghhBBCiGpIeBVCCCGEEG3KYSuuOkHLG93URFOTwtAKIYQQQoj2RcKrEEIIIYRoU4YNGzlBy2tqGiPhVQghhBBCtDsSXoUQQgghRJvS1NREkyLDCiGEEEKIyYzO7W2AEEIIIYQQQgghhBBCdDQkvAohhBBCCCGEEEIIIUSDkfAqhBBCCCGEEEIIIYQQDUYxXoUQQgghRJvSuXNnOjf4db820BJCCCGEEBM7El6FEEIIIUSbMttsMzQ8z9FNTQwf9qPEVyGEEEIIMdEi4VUIIYQQQrQpV7z6Lh8P/6Fh+c030/QctcqSdO7cScKrEEIIIYSYaJHwKoQQQggh2pTPvv+Rj4d/395mCCGEEEIIMUHR5lpCCCGEEEIIIYQQQgjRYCS8CiGEEEIIIYQQQgghRIOR8CqEEEIIIYQQQgghhBANRsJrG2JmncxssJmNMbPTazynZ0q/ThubN1FgZgPMrMWuGGa2cOH7GDMbMMEMq4KZrZNs6pk7NsTMhrRhma1ug6JtE8s4M7OuZjbCzJZtZzta9OfESnEcmFm/dKxrId3CxXMnNGY2hZl1a287aiGNxTFm1q+GtOM1XsxsodacNzFSz1xSHKuT0nVXpNx1N7FhZtOa2XwNymt6M/vEzHZqRH5CCCGEEEJMDkh4bVvWA7oCPwD7mtkU7WvORMlfgd3zB8ysP3BNId3uKe3EzBHpr61oZBvcm/J7r0H5tZZrgb+7+xvtbMekzNVEX36dHTCzy4B/tZtFYcMfgH8De7anHW3Ee0Sb31vviWZ2HPBOwy2aNGgxVkXbYWbLEWN1g0bk5+4/AicAV5jZnI3IUwghhBBCiI7OlO1tQAenB/AbcAlwKrAFcH97GjSx4e6PlTi8JTCwkO6WCWNR63H3+9s4/4a1gbu/CbzZqPxag5n9BVgbWLA97ZjUcfcXgBcKh7dsD1sKLAAsRSvEyYkdd/8SaO31uBkwdQPNmWQoM1ZF27EM8fK3kdwOnAicR/wfRwghhBBCCFEBeby2EWY2C7AN8BLND+gHtJ9FQkw8mFknwnPqMXf/b3vbI4QQojruPga4EdjNzOZvb3uEEEIIIYSY2JHHa9uxCzAd8Ki7f2BmbwIbmdkC7v5xDed3MbOrga2BmYH3gfPd/fYsQYpFuCfQzd2H5I53BQYDN7p793RsANAlpT8X+BPwK/AgcDjwB+BCYDXgu3T8WHf/LpfvgoRYtgHwe2AU8AFwnbtfWbBre2BJwitmA2B6YtlxT3d/NJd2ALC2u3dKMQKfSj+tnWK/7uXu/dK/B7r7OrlzZwVOAbYF5gO+IZZXn+7un+TSTQ+cRXia/RH4kfC6OsfdnyvV+HlS/NEzgTWATsADwD9KpBsC4O5dc8cOBvYCFknnvgP8zd37Fc5dONVlQ2BWYAjxcHuJu/+a0ozTBqmddwMMuBxYC/gJeAw4KT8mStjaEzgdWNfdB+TGzLFEaIxDgIWAb4G7gZPd/ftCHn8BDiO8GscArwMXuPuD5crNsXE676JCnlMAJwM7EB6TvxHj5uJ8vqXaOh3vDvQljZvc8Q2AY4CVgSmAd4EL3f2egl1TmNmJwN7A/MDnRD/81d1/q1ShJCb3ALqnus0ADAUGAKe6+0e5tMsBZwDLE9flZ8Q118vdv61UToly+5HmgXRocO63MSnPnum7AT2B9YFZgE+AO4Cz3f2nwnl9gNGpTr8A3d39gVrmgdz4Ajg9xbjuRnjfPZW3KVfmANJckL53J/pyF+AowntvMLCsu/9ca11ag5ntR4zthYk+zK6BH9Lv6xTrkZZenwOsS8xHwwjP/TPc/Z2UZkyujDGMO0cvBpxGhKiZDfgUuA84y92H5c4bArxNzGHHEi9QTyTmgH+6+58LdZkG+B/wqrtvWGP9s/rtRcwDPYg2fhs4193vK3Faq+9ZJcpfFTiJmHNnIPr9duA8d/85l24Bos1XBeYBviLmv56Fe8AUwEHEdW3EvPIqMV/9M5euOzHmNgW2IuahqYHXUp7jrMRIdDWzc4g5bRrgjZT2sZRnT+Ja2NHd/16o586pXru5+63l2qNE+8xKlXtfrq0B+ppZ39y1NRVwNHH/WIAYqwPS+WPnqQrcBVxAXCPH1mq3EEIIIYQQkyPyeG07siV4d6XPOwjhbf8az+9HiDdnAL2Ih8rbzGzj8bDpd8CTwCBCyHgG2IN4uB8AfAwcCbwM7EeIpsBYMfcVYPNk20GEgDsHEe/tL4WypgKeJR6aTwXOBhYHHq6w6U8WNxHioX134OlSCc1sNkJ4OIgQQQ8lPIu3B14rbF5zO3AgIWwdAlwMrAA8ZWbLlLElK2f5VI/VgN6E0LM4cF2l89K5RwJXAB8SD6cnEe3S18wOzKVbhniw3w64leiDt4j27VulmE5En85EiC83p3xebOWGKgcRIvO9RJu+lT6vKNTtvGTrd6ncM5IND5jZETWUsw0h1vYvHL+YECmeJV4InEkIC/3NbLNW1Acz2xt4lBC/L072TgncbWb7FpIfSVyj1xHXyNBkT68airo4nTeU6OvDCeFtJ+AfZtY52bMA0WcLEmFIDgaeINr54STgtpavietmaPobG4fUzFYmruE1gSuJeMQvEEL3k2Y2bSGv3YkXAUcDNwDP1DEP3Etc8xDzy/jE9bwWcELkuTaJrvXWpR62J2Ip30P04Tup7GLc6bEkYe9fhBB2KzHfXAdsAjxnZvOkpLsTc1v276vT+WsSc8CfiXY9nLgGjgReLhFPc21i3JwGXAo8TszhG5nZXIW0WxEvc6rNJaXoSazUuDqVNQtwbxKmi/SjAfcsM9sReI54SXI5cR2+n2x5ysymS+lmJcTh1ZJ9BxEC+a7AwFy6zsR4vIx4kXQCcD7xsvFhMzuqhBl/I/ruQmJ8G/B4mTnoH0S7nJjSLwk8ZGZLpN/7EnPd7iXO3YOYQ2sOx1HHve9qmsfsNVn5qT0eIQTrj4l703XE2HumFi/WJO6+TojsQgghhBBCiArI47UNSA9cKwH/dndPh+8ghIi9zOzUzIuxAs8Dm7h7U8rzJUKs2Zl4aGoNswPHu/v5Kc++hKfdOsDR7n5xOn4D4T22OSEgQAgPswEruPvrubreQwgTOwO35cqaGnjA3Q/KpR1MCIPdCYFkHLK4iWZ2M/BllZimZxGeWGuluIFZGf0IAeMyYDMz60LEu+zj7sfm0j2ebFkJ+E+Fci4ivJhWdvd307l9CKFjjQrnQXhXvefuu+TKvQF4kfDey7gslbFSir0KcLWZjQb+YmZnZx5zJehMeG9u7u6jUxkDiVjCZxIea/XwO2BRd/+/lNf1hCC+i5kd6O4/JtHrOOAqdz84V7dLiLF5npnd7e6fVihnPeBjdx9eOL438Ii754XpOwlRaUXg4XoqY2YzEcLUh0T7fpeO9yVE5TNSn2T8AKzo7kNTuluB/yO8Lk+qUM4chKj/oLtvk/vpqiR07AAsS4gV2xJC2Mbu/nJKd52ZfUdci78nrsu6cfeRxDV0Vvp+S7KvEyGeDic8RjOv2j5pvFxHXOPn57KbEdguP/bM7FRqmAfc/U0zm51oszdzdrSmWu8Ce6Qlzq2tSz1MAazm7h+m8q4jhN/tzGzqMnP3coT38tj5NZ37BiFErgA85O63mNk+xDWWtUnnVJ/OwCrunm1418fMniaE5/MZ91qeEdjJ3cdeD2kcr0uM1d65tHsS4l4pL9VqzA0slXlBmtk1hNfrBWZ2e8ELfrzvWWY2MyEYfgMs7e5fpZ+uTGP6ZGLu6UV4XP+BaIe7cnl8QrTV4sS9YFfiHnAj4QmfjaPexEvG88ysv7sPypkyDbCku3+T0t5EzINXmNmCWR6JO9x9n1z5Q4j+3B54x93/z8yeBDYxsy65uWUeYCPghjo9tGu697n7CxYX3H7AC7n76Z7EODnX3U/Mnf8c0U+1erG+DuxjZvNVmeuFEEIIIYSYrJHHa9uQebuOXWLp7oMJwW1OwiOxGjdmD7CJF9Pn78fTtrxNvxGCFIQwnB0fTSztnDd33tHAPAWxpTPN4v2MJcoqCqevpM95ignrIQkvOxMPwh+aWZfsD/iS8AbayMxmBL4HRgA7mtm+meeZu7/k7ou4e1nP1SSmrUUs3303O+7uvxDejdX4b2RjZ5rZouncke6+lLsfkMroQnjt/TMnumYcSXiQVVv62SsTXVMZ/QmxaptWeE8+k4muKa8m4gF7KsKrEaLtAe4stP0swJ2E6L55uQLSuFmA5rGX57/AOmZ2TPKuxN0/dfeF3P2MOusC4bE5IyG8jw2bkYSOzQjxPH+dPZgJIyndcMLbruJ1lwSaWYilu2NJXnk/pq/ZNZLFtD3PzNa3WAqOux/t7iu4e6tE1yosBSwBPAR0LvTbP4CfCUE4z6ASgn9r5oHx5cGC0NWautTDs5noCuDuo4hl6VPTfA0U+YIIy3CQme2cvBJx97vdfXF3f6hCecsRQtotOdE143ri+t8uedVm/EJ4cee5h5jrxnpWpvluY0IcbE34hRvzS8+T0HolEUqgGLagEfesLNTKZTnRNeMsYCThQQ7N19HJZraFmc2QbLzE3Zd299fS7zumz1Py4yjV5a/E2C3ek3tnomtK+ynxoq4b0V95ip7Epep9AzGH7pw7thsh8tfsiVznva8c2WqDcV5MeIQAWoXw8K2FbFwsVDGVEEIIIYQQkznyeG0wFrHTMvHlpUw8SjxJxKI7kJwAWob/5b+4+0/JW2ya8TTxf4XvWdzKLwrHRxHL2LPyx5jZVBbx6pYlHkAXImK3QmkRv1jWL+lzimLCOulCeO/OTuXly/O5+/vWHLfvGgAze5vw7LnV3f9d4fxuRL1KCZ/lPFDzHEEspT8FOMXMPiPiD95DeL+NIWLOdiIepMcheQB/WUM5b5U45oTHVxfqW+Jd7DNo2W+Z22KpeIcZXSv8NgfRrsNL/LY3zfEDLzCzQYTAdIe7lww7UYUs7mmp9v0g+3fOE7NU/X+itl3ofwa2MrPNiWujGxEnNhN7smvkbkKI2YvwcP3JzJ4lhMSbPBfPs4FkFTyA8pv8dS18b9EWrZwHxpeiHa2py/iUBzEGoMz86+6fmdmhhIf87UCTmb1OhB+4KS/klmDB9NliTknt/Q7Rxpm4BjA0CcL5tD+Z2R3A/ma2qLu/T3h71iXuFSg1t2ShEhYsHG/EPatSW/xsZh+R+t/dX0pesCcScbd/M7MXgX8SIvDnuTy/K+OV+Xb67FY4Xq3er+eOF8dLqbFyLzHf7UZz2JY9oxrNXqs1UPO9L2dvkW7EipIW80zOA78WhqfPYhgMIYQQQgghRA55vDaezYEsxt5AwnM0+8uWKq9pZotXyWd0ld8rUVZQ9zIbBBU8ylpgZusRHoqHJ9v6E8JRpTiiTRV+Gx8yAfBZwkOq3N+nAO5+P+G9ux2xjHUawnPvNTM7rIbySnmNVr123D0TP9cmvIg+I7zRHiTENwgvKGgW5+plDM3ieZ5sDIwq8VslaumzrP23onzb31D61HHKaNGG7v484Q27KbFceiQhrg00s4uK6UtQHPv1tm+rrrv0wuUBQmBZmvA4voDwqB3Hg8zdR7v73kQ9DyPE+JWIkAjvW2xe1WiyPruS8n22U+GcFmOnlfNArZSbt4p2tKYu9dCqMeDufYh5ZjfC239u4qXLu2a2TYVTs/ml3BjN6vtL7li56zq77jKv10zce7FM+mr8UuJYubllfO5ZGbW0xVib3P1UYuztS4RSMCKkzwcWG3RledbTtqW+w3jU22NDsNuBVcxsYYvY4UsScXHroa57XxmmovX3mzxZezSi34UQQgghhOiwyOO18WRx+M4h4scV2YfYxOIAQnQZH7IHwOkKx8drKX8ZriE8eRZ397EePmY2b/lT2oyviVics7n748UfzWxD4mHwZ4sYn0sDg939Xpo3GlqG8EA+jYiJV4qPCZGwlEheboOwzIYpiSXRvyVPzafT8bkIsWpbM1uS5h3oWwS/NLOlCW+uq919QJmiOhEeWEWPTgO+biPvyczmz9391XEKjY1dFiX6pyTu/o2Z/Up4b+XPnZboq2/d/V+EtyBm1o0QJ48ws14pZMAoYjOvIsWxn2/fcZZmm9muRJzIU8rZWgc7Edf1OHETUzndC9//CCzk7k8QmwddnsbLsYRodCBwTANsypO1A8VrJoUK2I4Y79UY33mg3JwFtc9bjapLw0hhSZYE/uOxO/2t6fi6xLg7mfIxVrPYokuWyLcTsBjhsTm8mh3u/nLy6N/ezG4k5qAT6qvNOJSa5xZNnx+U+G18ybfF/fkfLDbLWiBLk8IoLAk8nULGXJfaa1ciLMAxRJzVQcCiZWKRZhtgfVI4vjARxzvP+Nb7BuLa3oEIyTE62VkPNd/7KuQxmAhHMIu7jyicfy0wxN3/WoMt2fxdXC0jhBBCCCGEyCGP1waSHgQ3JXZOPsPd7y/+EUIfwB5mNn25vGokW0q5YuH4nuOZbym6AF/Rcun78emzkSJ+ExXGZopnej+whJnlY+ZlYuVDRIzAUYTw8CxwaiGbd4ilkmU9Qj027XkM2DDnPZXtYF5qJ+w8UxIbQt2WvCGzPL+i+cF9VAon8CKwqZktUsjjUCKe3wgqM85GKGa2E7AIubi9DSbz1u2VjzuZ6tmX8OitJsT9Hy2Xg3chYhRenj+Y4iN/RnhpZd5VnwNzJhEzK38aWno6PkbEWN0vf72ltCcCW1BbOIdqZCLEOHF6kxC9ffqaXSMnEzukr5KlS2M180qs10u5FKMZ9xp6FRgCdC/hUbsfEd6hB9WpZx7I+ipvR8k5y8xWp+XS9XI0qi6NZGPiet+/cPwVwnsy36fZJnhZu/ybEIp3M7PFCufvRbTLPXXY0pe4/k+mdeJenh4Wm6QBY2MWHwIMpaUw2QgeIzYCOyy9pMpzIhHSIpt/eqT0Y72J08qN59LXrM2z9GflY16nmLAnEG1UFMUPTS+CsrRdCU/mt0vEPa6J9JLqzWTvVsCj9cZzrvPeB6WvwfvT93Fe/KZrcB+aV+xUI5t7h9SYXgghhBBCiMkSebw2lj2INr0hLS1sgbu/brFT9VrE7tPXj0d5NxLhCy5PXoH/I4SkJans8dIa+hP1u8/MHiYegLcDVieEhVkbWNaXwDJmdiCx2dPbJdIcTyzhv9XMNiZEq/kJj6JRwEEQS9fN7BHggLThzQCij7YnvKeqeRYeRoiBj5vZ5YRwtCMhbJQlxSM8l/BgfCbFXvwR+BOxDPgfKQYjhJAxAHjZzK4kvK/WS+X0qRKHFmCXtLnKvwivrAMJL6/Tq5zXKtz9CTO7nojH+qKZ3UmMgd2AlYGr3P2VSnkQMXYPMbPfufsXKd9PLXaQ38/M/kUIuE2EqLUWcIW7j0zn30BsSvaImV1FCAk9KMQPdvdvzewo4G9EaIl+RD/sTni77ezuo3IxXlvLI0Qb9E5i4BfEddiD5nAHs6bPi4m+fcjMriZEt/mIfhtB7GI/vnwJrJzq/ry7v2hm+xKbT71mZn8jxshKycZBwJk15FvPPJCJs1ua2f8B97n7x2Y2EFjPzG4HniCupf2JmJSLUgV3H11PXZIgtTTwprfcwK5R3Af8hxD3FiQE1xmJtpoeuDCXNmuXXmY20N0fN7N9gIeJuOB9CK/EVYiXaEOoz2v1ZiK8xR7Epn2Z2I2Z/YkQcp9391q8gmekuY3HEP00J7CTxyaDDcXdR5jZQcBNwJvp+vgKWJ8QLF8jQngAXEesHLk+vRh7m3gxsB/wK80rGW4mvEz3BP5gZv2BGYDuhGfr8enlTp5uRF/0IzzrDyHqv994VrEvcEn6d6/8D2a2G4C7FzelLFLTvS+RjbXdkuh8EzF3/gU4w8yWAp4iXpQdTLwQOyvZMwPR5j+kl8ZF1gDeyOZvIYQQQgghRGnk8dpYuhMPZ32qpMsevMptDFMT7j6I8LB9m/AGOocQbtagdIy68eFgwu7liAfao4HvgXUJb6zFzOwPDSrr2JT3pbTcbRqAJCasSMR5XCfZtBchYK5e2Ihpe+IhdxlCADmHEF93dfeKcUPTBkyrEJ5E+6Vzh1JDDEl3PyfZ1InwuL2MECZPI4SALN1r6fijhLBxCSFAHUR4vVZjc0LcuYjmOLartFGYgYx9098Yom3PIuaTfQiRohr90+e6heMHE97E8xCi9YWEqHAoEVcUAHfvR4jiYwgh5igixmoLT0d3v5oIA/Al0Q9nEuLrRu5+Zw22VsVjN/o/E97MxxLi6oaE9+5qKdkmKe37hJD8JCGOXUXMBU8Q/TaI8edUQrA7l+inbFn+qoSXYA9ik5/1U/lr5EMHVKDmeSBdOxcTns2X0bwb/E5EbMsNiPZZmxCCHqm1cnXWZVtCfNu21vzrxd1/Ivr7CqItehMvPoYCm7r73bnk5xFz9vHpD3d/iphnHkn16U3M4xcCyyVP+Vpt+Zp4aQEtN9Xan2iLtWrM7iLgTuIF1SnES4L1UtiWNiGFaliX2MDqcKINFknlr5HaOls9sHayb2viXnAssTHWmiledOYlulX6bU6i/Y8hxO1N3f38EmYcQ4jnpwNHEl60q9a5EVYpbiZE4WE0z4H536p6J9d573uSCHuxCnE/7ZbivG9MzNvLpuO7E57Bq6XxA9FWN6ffxyGFFlm4RB2EEEIIIYQQBTqNGdOIPRaEEBOa5I21J/EwPaR9ramPtMz6beBTd9+ove0RHRsz6w184e7nVk3cATCzuwlRcr6iZ2ry+Lzd3cuGIjGzdQhPyF7u3rMNTZ2oSPGY+wJ7pZc7jc5/dsIb/mp3Ly71n40Yo9OWPHkiwsxOIV7uLFgibm4pZgZGnPjUq7z3TbXIObWzwKwzcfEGKzNs2EhGjWqrvTwnPzp1gi5dZmLo0O/RI8LEjfpq0kF9Nemgvpq0UH9NOnTUvsrqBcxChEwriTxehRATHHdvIrxkNzCzBdrbHtFxSUv/tweeaW9bJgTpetoC6FtCdF2JCNHxYqlzRZtzEDA1sSphLOlF1PGkTRgnZlJc772J8VWL6CqEEEIIIcRkjWK8CiHaizsIIaIXsdRViLZgHuAQd3+uaspJGDPbn4gNvQ4R4/vSEsnmAbaZ1DzkJ3XM7GYi/uzGwN0lNugaQ4Qf+MuEtq0V7EW80e9VLaEQQgghhBBCwqsQop1w9yYz2xP4t5kt7+6vt7dNouPR0QXXHKOBzYDPgAPzm2pluPuDLc4SE4J5iA3o+pNiLudx9zFE7NmJmrTh1hnEiwxtqiWEEEIIIUQNKMarEEIIIYRoK2YGRlzx6rt8PPyHhmU630zTc9QqSyrGa4PpqDHYOiLqq0kH9dWkg/pq0kL9NenQUfuq1hiv8ngVQgghhBBtyiErLt7wPEc3NdHU1IH+9y6EEEIIITocEl6FEEIIIUSbMmzYyIbn2dQ0RsKrEEIIIYSYqJHwKoQQQggh2pSmpiaaFBFACCGEEEJMZnRubwOEEEIIIYQQQgghhBCioyHhVQghhBBCCCGEEEIIIRqMhFchhBBCCCGEEEIIIYRoMIrxKoQQQggh2pTOnTvTuUGv+7WplhBCCCGEmFSQ8CqEEEIIIdqU2WaboWF5jW4aw/BhIyW+CiGEEEKIiR4Jr0IIIYQQok25/bVv+e+IX8c7n3lmmoo9VpqDzp07SXgVQgghhBATPRJehRBCCCFEm/LlD7/x6Yjf2tsMIYQQQgghJijaXEsIIYQQQgghhBBCCCEajIRXIYQQQgghhBBCCCGEaDASXoUQQgghhBBCCCGEEKLBTBDh1cw6mdlgMxtjZqdPiDJbi5l1TXb2a+X5Q8xsSGOtqlpmv2Rz1wlZ7oTAzK40s3smAjsGmNlkvYuHmU1rZvPlvndP4657O5o13phZz1SPddrblo5CW42NjjzX1UvxXlNuHJvZQoXvbT6Xtcd8qeu4NGb2OzOboUF5LWtmI8xsgUbkJ4QQQgghxOTAhPJ4XQ/oCvwA7GtmU0ygclvD18DuwNXtbUgdXE3Y/HV7G9JIzGwtYG/g2Pa2ZXLHzJYD3gM2aG9bhBAluZe4D7yXHTCz44B3Cun+mtJ1NFrUf3LHzHYHPgDmbER+7v4GcCdwnZl1akSeQgghhBBCdHSmnEDl9AB+Ay4BTgW2AO6fQGXXhbuPBG5pbzvqwd1fAF5obzsaiZl1JgTlvu7+cXvbI1iGeHkihJgIcfc3gTcLhzcDpi6ke2yCGTUBKVP/yZ31gRkbnGcv4GNC5L6pwXkLIYQQQgjR4Whzj1czmwXYBniJZkHzgLYuV0zybAssCtzQ3oYIIYQQAtz9M+Ax4AR5vQohhBBCCFGdCeHxugswHfCou39gZm8CG5nZAtU8Gc3sYGAvYBGgE7Fk8m/u3q+QbjHgNCKkwWzAp8B9wFnuPqyQdkXgRGBNYHrgI+Aq4Fp3z2IHDgZudPfuufPWAY4EVgVmJ8ImvA6c4+6P19ckY5dunwEsD3QBPgMeBHq5+7e5dFMBRwO7AQsAw4ABwOnu/lFK0w/YE+jm7kNy5/4FOAxYChiT7L3A3R/MpekO9AXWATYHdgbmSm3Qx917F+yeCTgJ2B6YD/gS+Gey+3+5dPMCpxMeV3MBXwD9U7pvamiiY4DB7v5Kve2Wq9NeJcbKEAB371pvnVLapYGzgbXSoZeAE9z9tWoVMrMFgROI5fq/B0YRy0Cvc/crc+mmAE4GdiD6/Dfg38DF+b5rQDn9Up2XBM5L6adPZfV090dz6fZMp/U1s77unn/gnt7MzmfcsXMVcIW7j0l59KR5PFyc6vWiu6+dft+U6POVgKkAJ0T3K9y9KaXpmvI+FRhJjO15iGv4Mne/ttAO0xJhKnYFuqVzngP+6u4v1tCOuwKHAEunQ28CV7r7LYV0UxFzyh7E+PkYuABYHdjb3Tul+eMp4Cp3P7hw/u+B/wI3uPu+1exK53QnxvimwFbEWJkaeI3ou4G5tFXHU66PVy5xzZ0AnAOs4e7PpWM7prZZhhhfbxDt+mTB1KpjI+U3G3AK8ZJuPmA48ARwhrtXXDqe6ncQEZbEUv1eJea6fxbSzkx47G2X7HmHGJdHAAu5e9dc2x7n7hcUzl+VWF1wirv/tZJduXN6pjJWIMbjZkAT8GzK5z+F9DXfz8qUs667jxNjNf37RnfvbmYDgLXz13At95mUblngeOL+ORfwM/A2cKm731VLexRsXoAYW6sS1/JXhKjX090/yaXrBOwP7AMsRtx/X0rpXi9V/9y5GyebVyT+z/MuMf765dKsQ1yfu6T69wDmBz4HbibG4ahWtNesxLjelhjX3wD/SunG1q9ezMyAnoRH6yzAJ8AdwNnu/lNKMwT4YzplsJkNdPd10m9zE2Nsc6IfPwP+Tvx/5rsaTLgLuJEYyw+1th5CCCGEEEJMDkyIGK890mf2UHYHIaLuX+kkMzsSuAL4kHhYPYkQZPqa2YG5dGsSYsOfgX7A4cQD7ZHAy2Y2Zy7txoTwshbwN0Lo+YpY0n5WBVu2IUSA+QmB6kDioWMV4J9m9sdy55bJbwHgSWBBIvzCwSn/Q4GHMy+StNz+EeLB9OPUDteluj5jZvNXKOM84FbgO0IUOgOYCXjAzI4ocUpfYBPgUppjql5qZnvl8pyBeNg9HniRaOO7CXH8ySRqYGbdCOFje+Kh9VDi4ewA4EUz61KlfX5HtO39heM1tVs91FqnHM8BI4ixcy0xlp4ws7mqlNMVeIV40O1HCEXnAnMAVySRPONiQkB4lhjPZxIP7f3NbLMGlgNxTT0LzEAImmcDixPtuXBKczVwTfr3NbSMD3k+8QB+CSH4TgFcBpQSEe8ixvSRpGWqZnY08DDwB+L6OoEQ3noD96TrIM8+RJzKu1LaH4FrzGysEGZm0xNCyBlEzMejiPlkZeLa2aGEbWMxs8sJD/2pCYGjJzANcLOZ9S4kv48Q895M5QwgxsbWuTQDgUHATkm0ybMbMRf3rWRTGf5GXLcXEv1swOOFcVLLeMo8y0vF/twD+DAnuvYi4jzOTPTDGSm/R5OAnqfq2Egi0CvEmHg62diPGMOvmtka5Sqfxsa9Kc9vUxnnE2PpYTM7Kpd2GkJcO5yYN44ixkZ/4kVOxt+B7yu0RROtW2J9L7AEMVYuJ+aOZ9PLpMzGmu9nNbA78H7u3yXjltd6nzGzVYg5ckXiWjowfS4C3Glmq9VhWyZKPgWslmw7iJh7dwUGmtl0ueQ3An2Ia/1kYjytADydb78SZRxEvESbgWj3kwjRtq+ZXVrilLOB/YDribb/ipgXT83lWWt7zUaI9AcB/yDuU7cQ98XXrLDpWa2Y2crE9bImcCXx0uAFol2eTC+cSMefSf8+krhWsxc9b6R6PpTSPQEcBzxotcXg709cB1u3pg5CCCGEEEJMTrSpx6uZLUF4sP3b3T0dvoN4uNnLzE5191/LnL438J6775LL7wbiwW+Z9L0zIRh0BlbJeUb1MbOnCfHj/FRWJ0Kk+B5YNi2Xw8yuIUSRo83sojK2nEo8gK2ZYsBm9nxAPPhsR4gbtbItMCuwsbu/nI5dZ2bfEZ6nvyc8UPYE1gXOdfcTc+U+Rzz4HUaJjafSg9lxFLzrzOySdN55Zna3u3+aO+07wtvt15T2PuD/CJErE4SOI7yNDnD3q3P5fkDzBl9XEg/j0wPLu/ugXLp7CW+mM4iH0XKslz5fLxyvtd3qodY6ZZzn7mfl0v1AeA5tSogD5TiM8F5bIfPQSuffQ3jd7Qzclg7vDTzi7vkXDHcSgt6KhEjZiHIghMUH3P2gXNrBhGDeHTjZ3V9IHlb7AS8UPT6BIcCK7v5zOv8BQmTchWbBNuOf7n5ErqwFCMHwXWL8jUzHLyPErd2IPsi37R+Atdz92ZS2DyEwHG9mN6QxdzQh3p/h7qfnyrsKeIsQah919xHFBkzi1yGEGLGpu/+Wjl9Kuu7M7F53H2hm2xOCy+Xuflguj2eJFx8AJG/6foTouRkhXGTsCXzg7s8XbamBaYAlMy9yM7uJEBOvMLMFk1dp1fHk7k+b2YfAzmZ2VObdZ2YrEdfHyen7QunfA4GNcvPF7YRX9RmE0JUxhOpj42ziZUoPdx8rPpvZjcQc0NfMFnX30SXqvyuwJTE+9sp5WPcGXibmuv5pTBxKCKxHu3s2X19lZu8SotR3EHG+zewuYG8zWybzSE3C7c7AE+7+3/JdUpYRwJ/c/ceU333EC6qLgXXruZ/VUpi732Jm+wCLlrhm89R6nzk+/bSWu3+RS/csIeDtDNQzhjcgruWd8t6yZvYJUcfFCYFyXWIOuA3YLdfH/Qlv25MIb+5xMLP5CIH2IWDLwti4ETjczG7L3UsApgUWd/fhKe3NxD1lH+LlRT3tdRawUGqvF3Lp+hHi+mXEXFAz6f8xNxAvppbNrY7pY2YDCQH4MOB8d7/fzLYmBNr7c6thziG8izdx90dyeX9DvKTdhCperO4+wsw+Tu0ghBBCCCGEqEBbe7xm3q63ZwfcfTAhns5JCJbl+C+xou5MM1s0nTvS3Zdy9yxG7HLEg80tJZajXk8sQd4ueXAsR2wOdEsmuqY8mwhxZxnSg3cJVgaWKoiu0xDL96H+zSuyh/bzzGz9lBfufrS7r5Czb5tUxvn5k9MS8FUIwaoUO6fPO82sS/ZHLEm8kxDbNi+cc1deBE/CwpfEA1rGNoRX2XWFc28k2ujm5MW0CSGEjSiU/wbhIbRtGbszMk/LDwvHa223eqhap8LxolditmT991XKORqYpyCGdqb55Ud+DP0XWMfMjrHwYMXdP3X3hdz9jAaWk1EUZbKl5vMUE5bh9kxYS7Z+TLyoKNUmDxS+b5NsOyd/fSWRJBM1diqc82gmuqa0vwIXEd6UW6XDOxKhBc7Jn+gROqI3ScAvU58d02fPTHRN5/5GiOx5m7LPcTzm3f02Wo7ffoSX2FhPSovQJ4un31pDb8+F7kgvU24mQitknoC1jqd+xLy8Se7Ynozr4bkl0c6XFuaLr4A1aDmnVxwbaWxuR8zV/fInuvs7qS4LEd6Npcj66hTPhS5w9+8JMXXKnE07EeLn5YU8LiK8IPOU8gDegnip0RrPZIgx/mPOxn8TQt1aaX6s537WSGq9z2wP/KEguk5J8/8jWnsfPNnMtrBYfYC7X+LuS3tz+JZt0ucFhT5+j3ixe2iZ/Lcl7nV3AnPk7kNz0Px/kuK96B+Z6JrKGEm8yJg7l6ZqeyWBdOd07oeF++CXhIfqRmZWb5stRXhNPwR0LuT7DyL0Q9n7a7JrK+A/edE1cR4xBp+q0ZaPgG7WckWCEEIIIYQQIkebebxaLKfdLX19KXvgTzxJxHQ7kJwoW+AIwivsFOAUM8s2dLgHeCg9gC2Y0r5TPDl5mL1DPMh2IYQIiAehYtr/y9ndwhB3H2Vm3czsVGIpbzcirlv2AFzvg8fdxIP9XoSn5k85r6GbvDmOXzfgSy8R16/gpVMkq8TACmm6Fr7/r0SaX2iuY2bP20XPM3f/hSTWJQ+5zoQX4NdlDTSbzlMsuhJky2mHF47X2m71ULVOBYrtlNVhmkqFpPE4lUUcwmVTuQsRnsEw7hjam1hGfwFwgZkNAh4F7nD3pxtYTrk6/ZI+axV4So2dnyjdJsW0la7hT81sBM3XbsZbJfLNllQvmPv8MC/65Xg7fRbzrWpTiXMNGJaExyLv0vwSIavPY8DmZjZrEniKwma9VGuL16l9PPUjPFZ3A/5hZlMT4tFj3uwdX2kefbt4jOpjI3shNDAvquXIt3epOW9B4Dsf13u/1LkQffVRXkxPdv+S2mTW3LHnzex9YBczOy69oNuTEG7vK1FWLZTrq02TjZmdtdzPvmylDaWo6T7j7k1mNrtFaJAl0nkLEuIm1HkfdPeXzOws4gXLA8BvZvYi4TF9o7t/nrMPSo+54qqIPNl9sPjyLE/Xwvda74MV28siJMTs6a/sfZAI0fF+hd+LZHU6gPKblHatcP7sxPVWqi1HEC9Ha2U40edzULmOQgghhBBCTNa0padCtmkDhAA4OPd3Ujq+ppktXupkd3fCE2xtwuPmM8L76EFCgIOIFQvNnqdFsoelX4hYlpXSlsXMTiQe+rckvLX6El4jW9ebF4C7j3b3vQnx9jBCUF6JiK/6vsXmSCSb67aX5npvBWxY5u+GwjlNNeRbiz1Z2fdUKHtDYgOccmS2jDM+62i3ShRfNtTVxkWBtlbMbD3CA/JwYDTxUmEv4sG7WMbzRB03JbwzRxIP2QOtfDiMusvJUUvfV6KeNhlV+F7tGu5MsxCcUfwOzf2a5d+pQp75eaEUlWIFF8+dukI+pUTfGwjRcYf0cmoXQthsjbd23o4847RFreMpCV2PAltZxDbenBBV+uXyrncerTY26pnDy51f67n19lVfwjN3fYsYzpsQYnWptLVQra/Gty1aS01zoMVmc+8QcW5/IMIG7UysDGgV7n4qMTftSwjaRoSe+MBiI7PMPmqxsUDWXvtR/j50duGcRt8Hn61Q9obExmn1kOV7ZYU8iysEirZD6/5fUSQbu626JwohhBBCCDG50JYxXrM4dOdQ2lNpH8Ir8gBCRBtLWr64FPBb8sh6Oh2fixCStjWzJYlYgRC7slPIoxMRm/A7dx9uEbcSmj1G8mk3JB4mzydiwOZ/m59Ysvo0sGF+eW16EK0bi824FnL3J4hlr5enOh9LPAgeSGzeNJhYjjiLF2JRmtm1wBAvvbN2VtfP3f3VwnkLAYvScmltLQwGFjazzskDLMtzKiKe5RM0b4g1rbs/XszAzLYCvvXcDtElyJayjrMJVx3tluU9XeH8qQghKe8tVrVOnov9Oh5cQ3j6LZ6Wu2flzFuwcVpgaaKN/kXsgJ1tWPYYcISZ9fLyO0/XVM5ERP4afiP/g5n9gdgQrrj798K0ZNH0+UEu34XMbNoSQtkS6bPcruKDcumeLfxWPPcDwoN1thIecC3d5+P6+IaISfl/xHhs7dJ1iLYoXmdj26IV4+kGQqDdPP0NZ9xN7vLz6Ae549mGiItTmM+r8DUR4mUJM+tUwuu1lr5a1MzmK+H1WqqvSl3rnQlP0uKceCMx9+9AeDlOyfj31UeFY4sS89XHNItqVe9n42FDKareZ4hwDFcT9q+Un3/MbPXWFGpm8xB1fdrdryPidXci4vbeTMzl2zPumHurkMfZwHTufmSZekF4pI9zjVjzBo4ft8L0WtrrXGI8zVbmPrghIVjWK+JndaJEnbKwHZXq9DXx4qXU/4PmJuKz3+Hu99RgSxfgF2+OMyuEEEIIIYQoQZt4vKYHqk2J2JlnuPv9xT+aYyXuYbEDeZ4piY1fbrPcDuBpOW/2sD8K+DfxkLGbmS1WyGMvYhlk9gDxGuFdsqvldoZOD3rHEp5nX9CSOQhPpPcLouv0NAsM9QrYJxM7j6+Sq9somuOFZsLh/UQfFYXp1Qnhei5Kk3kE98rHA0xt2ZfwGm6NEHc/8bBVFJx3JMSJ6d39S0Ks2rT4QG5mm6Q8TqhSzpD02bVwvNZ2y5aorljCzmkLx+6nSp2q2ForXQhv6eIS4WzDmilz6V6gEIfSIzbyZ4SnUiUPo1rLqZeszEbPGfelvE/KYjzC2OvyzPT17sI5W5vZwrm00xDX8C80LwO/m9jJ/MT8ienlzaHEC5ZijMOMrLyeSdjPzp2S5g12sjR3EvPDEYVyNiBCPYxDmkNuI0JldAeGMa6wWS+HWvMu5qSQLrsR4TPeof7x9AAwlBj/m1KI0Uq8+BoDHFJom9mJMbZyhRAiLUgC6H2E8Nk9/1ua03cl5vh/l8ki64ez0pjJzp2BmGdG0zwm7iTm8z0LefRIx4u2fUkse9+KiJv5nru/VGPVSnF0Ph5m8ujcgNhwbgT13c9qZXQqq9J1ez/V7zPTEdfTkILoOiUhkEL9c0sPQvzPYrhmsZ2fS1/z90FoeY0tCBxJeHOX4l7Cg/VkM5uu8NvFxLgoFzu4EvdTpb3Syoj7iRcKOxfSLU2Ex7msygvIUrxK3B+7l1jhsR8RUqRH7tg483ay60FgeTNbq3D+PoTQXesKiD/SfK8WQgghhBBClKGtPF73SHnfUG5Zpru/brFT81qE6Hl97refzexcwovxGTO7A/gR+BMRbuAf7v4+gMWuzQ8TcWT7EB4hqxAP10NIIl+K03oA8TD0hpn9jRAYtiGW5x3v7kOt5WYX7xBePj3M7CfC4+b3hEjwu5Rm1jrb52JC2HjIzK4mHrbnIzw2RxC7V0N4n/0FOMPMliI2vZgXOJjwljuLErj7E2Z2PRHb8UWLHcx/IQSZlYGr3L1U/NJqnEuEV+iXHtpeJTxnDiRiSf4tpTuI8BB+wsyuIWItLkp4N39D84N6OR4jHv5WZ9z4fLW224D0215m9kuybTliXA5mXPGw1jqNL/1T+feZ2cOEoLtdquMvpDGU4oBeB+xnZv8iHpKbiI2g1gKu8NwmVK0tpxVkQu5uSeBqbUzScXD3QWZ2CuEZ/4aZ9SU8xbYC1iM2jClu/tUEPG9mlxPeknsSIucRubiQFxCbIZ2Wrp0niNjB+xMbJO1erh3dfUAaX/sT80oWh3pnQqi5Khcb9XZC6DgtiWVPAYsQ18DPtBT6Iea6Q4l5r0+KJwyM9YSbmwg/UEscz27Jxn6Ed/AhhDC6X6pLXePJ3X81s1uJUBXQcsOr99PcfCLwXJqbOxNLxWcjhJt6OYEQoq83s7WJFyndiPliNNCjTPxXiPlhB2IM/MFip/sZiPl5YWJez7wELyHa/DozW414Gbcicb38Runl1zcQ42hjml9eAGCxY/yMwH1VrsmM1YEBZnYXMY8fSsyHR0KIYrXez+ogG0O9zGxgKe9LarjPuPuwdL/eKF2jzxHxQncl5vYm6p9briP6+PokQr9NvCjYD/gVuAzA3R9J12APixUoDwAzJ/t+Bo4rlbm7f2hmpxMvcN4wsxuJFx1bAxsR18K9ddoMtd+XjydCJd1qZhsT43p+4t4yipgjgLHephsSsWMfK1dwGiP7EvPia+n/MYOIkDs90r/PzJ2S9f+xZvZIeul9PLAu8GgaY9kmZXsRgnD/ZNMCwGrAIHd/IW9H8hjuRoT5EUIIIYQQQlSgrWK8diceYvtUSXdJ+myxSYS7n0M8CHQCTiUewlYmPGV3yKV7ingwfYR48OhN7K59IbCc5za9cfeHgDWJJc1HE6EFZgV2cfdxdijOnfMbEduvP/HQfjnxEPwMsZT1M8rvjl6SJBqvRWwytgdwVWqDJ4BV3H1QruyNgV6EsHQpITzfDazm7pU2tNg3/Y1J559F9Pc+hDhTN8krazWiLzZMn1sS8ebWzzzd3P0tQqC6nRBiriDEv78Dq3rLHbuL5XxNeOmtVzhea7tlwtJ9xANyb2KZ7obAm62pUwM4mBjvy6Uyjia8LtclvNgWS0vrs7RHAfMQLx8uJB7YD6VZEGtEOfXwJBF6YRViHJbbmKpu3D0Tvz8nBL2ziQ1gDgG2yi8LT9xJ7MC9H7EU/Cdga3fvnctzJDFWziKWM19MCB0vAGu4e7lN/bLzDyBeXIwmNpw6LZWzq7sfnEvXRIyXC4kXQ70JUWcv4D+UiMfp7v8hRH1ouXT9ZEJMLHo8luMYYhO40wkB7zniGssLJfWOp+wl2LteYhM/dz+JuP46Ee1/AvGiY3V3L4ZmqEoKibESMU+sQ4zb3QmBbXl3L7tJYPLg24rweJ6TGBdZmJZN8/O6u/+Y8r+e6LPewDJESIVvKR079R+EeDWalps0XZqOzUlt7EEs9T6XmIfvBVbM5q1kY833sxo5jxA0j6cgHOfKrPU+syMxXjci+uogIp70yoSouGaJ1StlSXVZm7ietybm3GOJl5tresQmztiN8Hidh2iLQ4iVFau4u1co4yzi3vM/YpxeSLw4PRbYwVsRs7vW9kovgVZM9VqHGNd7ES8GV/dxN7ZbjBhLJ9dQ/uPE5qSPEWPkCmB94n64hudCzBD/B3shpTs/nf9JsutWIh7sZcQYOx3YPjffrpVs2r+EGdm9uX81e4UQQgghhJjc6TRmTCP2WBCisZjZLsSS7NULD+BiMiUtox9M7HjevX2tCdIS+5F5r9Xcbx8AU7t71xK/vZp+W7rEb/8B9nf3F4u/5dJ0J0Swvdy9X6srUDrvJQnx62h3v7iRebcnZtYFGJGEs/zxzkTcy5fcfZ3Cb1MC/wVecfctC791IjwoFy2IXcVyexKi1rruPmD8ayI6Ima2DXHdb9LetlTDzB4nRPClKnij55kZGHHpwC/5+NtfqyauxnyzTMVx683DsGEjGTVqfPeGFEU6dYIuXWZi6NDv0SPCxI36atJBfTXpoL6atFB/TTp01L7K6kU4jpXbh6fNPF6FGF/uBN4nLZkWYiJlX+DHtER+LCkO8cKEtxmF31YnPMJbhLEwsz8Ty5bfbhNra+Nwwrv3xna0oS04E/jJYmOxPNsTISFa9BURXmIeSoccOZDwpKwlJIQQZTGzmQjP9KerpW1vUmzZ9YgQFB3ov81CCCGEEEK0DW0V41WI8cLdmyx2SX/AzM6ptJxUiHbkLiIUyh0p3uKnxCZI+wPD028ApFi2yxBLtT+hED81MQewnrv/0KZWF0ixrfsSGymtBVzo7t9MSBsmADcRS/wfs9h9fiiwFCGef0IsQwfAzC4lNvfbhAjl8M8S+XUGNpH4JBrANER4iUnBw7wX8ZLirvY2RAghhBBCiEkBCa9iosXd/2VmNxCx6bZqb3uEKOLug9PGQCfRvAP810R80jNyGztBzLebEZ7c3VPM0WJ+Ddm0rF7c/Ye02/q8xKZHp7SHHW2Ju7+QPJNPIOKFzgZ8QcR8PaMgNM9ECOQvAHuUElfd/Yo2N1pMFrj7UGJDwIkaM1ueiMe7XInY20IIIYQQQogSKMarEEIIIYRoK2YGRtz+2rf8d8T4x3idZ6ap2GOlORTjtY3oqDHYOiLqq0kH9dWkg/pq0kL9NenQUfuq1hiv8ngVQgghhBBtyi4rzN6wvEY3jaGpqQP9r10IIYQQQnRYJLwKIYQQQog2ZdiwkQ3Lq0nCqxBCCCGEmESQ8CqEEEIIIdqUpqYmmhQZQAghhBBCTGZ0bm8DhBBCCCGEEEIIIYQQoqMh4VUIIYQQQgghhBBCCCEajIRXIYQQQgghhBBCCCGEaDCK8SqEEEIIIdqUzp0707mVr/u1mZYQQgghhJhUkfAqhBBCCCHalNlmm6HV5zY1jWHYsJESX4UQQgghxCSHhFchhBBCCNGmvPXK93w3bFTd580485Qss+pMdO7cScKrEEIIIYSY5JDwKoQQQggh2pSR343iu2Gj29sMIYQQQgghJijaXEsIIYQQQgghhBBCCCEajIRXIYQQQgghhBBCCCGEaDASXoUQQgghhBBCCCGEEKLB1BXj1cy6A32rpXP3Tin9kPS9a/2mTTyY2e+A79x9ZHvbMrFhZjsAfwX+CAwFurn7r+1rFZhZP2BPwp4h7WtN6zGzWYCp3f3rBud7LLAjsLK7t9tuJR2ln9oTM+sJnA6s6+4DqqTtxwRobzMbAKyd3Qsm1TI6AmY2Bhjo7uu0ty0AZrawu3/Y4Dz7kRvXZrYO8BTQy917NrKsRtAWbVChrIXc/aMG5bUFcDWwhLsPa0SeQgghhBBCdHRau7nWfcC9NaQ7opX5TzSY2e7AVcBSgITXHGbWBbgZ+A44BhgxMYiuiauBx4GGCpYTEjPbCLiFEEgHNDDfhYFewMbtKbqKdmGSvy5y/BW4rr2NmATYHfiyvY0AMLPLgD8DC7ZxUe8R9X6zjcupmwnYBpjZccCZwDSNyM/dHzSzQ4FLgO6NyFMIIYQQQoiOTmuF1zfd/ZZqidz9/lbmPzGxPjBjexsxkbII8UB3q7tf3t7G5HH3F4AX2tuO8WQ1YM42yPdKwgPumTbIW0zEdJDrAgB3f6y9bZgUqOVePQHZckIU4u5fEi+tJkYmSBskNgOmbnCeJwMvm9kN7v50g/MWQgghhBCiw6EYr2J8yB7oRrSrFaJmzGxFYEPghva2RQghxKSFu78CvAOc2N62CCGEEEIIMSnQWo/XmijGeM3FIlwMOBrYApgVeB84391vK5w/K3AKsC0wH/AN8C/gdHf/pIby5wZOILw+/pAODwZuB85x91EFuzYDLgYWAF4k4pb+MTvPzAa6+zpmNgXh9bFDSvsb8G/gYnd/sAa7Zkv12ibVazjwBHCGu7+XS9cP2J5Yat4HmAu4x913K5PvgJTfTsClwIrAMOAB4BR3H1pIvzJwKrA6MD3wERHD91J3H53SdE1tdhqwBLA1IbTOkP4ATjez04G93L1fap+DgL0BS+3zKnCBu/8zV373VN4uwFHAMqmsZYkx8TbQm1gWvyzwPdF3xwN/IpYaL0csm74dONXdf8u1XamYf7sQfdYDmB/4nAiXcEY2HtL5M6dyt0vt/g4xRo4AFqoWt9jMZgKOTe21IHGtfQrcT4zfH6q0wXBglZTdU2b2f7nr6GBgL8LjuFOy7W/u3q+STYljiJAZDxXsXQA4B1gVmAf4CngM6Jlda5XiJpaKt2lmUxHX+W5Emw8jQiacXiLmYFczOwfYmPCifiOVXdWrsdbrPKVtddvVOiYqXbepTQ4nrtFFU13/BzwCnOzuX6U81iHaei9gIWK8zkJcE+e6+30lTOxiZlcTY25mmufV23N16EchxquZdQL2B/Yh5uYfgJeI9n+9SptMQYzzHkTbf0Rcl6XSdgYOpnle+IXwvj3L3Z8rpK3aT2XGXL19tCRwHrABMQf+O9X70Ur1rtAeQ2jgvJXLtysxpm909+7p2PTAWcS4/yPwI9Ge5+Tbs1SM13TNnAZsntrpM+Dv6dzvWlHvivNHzv68Tb3cvWe5WPC5uXGvQr/vBxwCLEzM371L2LMOJeYqM1sVOAlYg7h/ZfPEee7+cw31XJboxzWJdvuZ6O9L3f2uXLoBQBfi/xPnEKtm+hPzfIs2qFZuCTtquXePyaUfw7hjZ2Hi/yAbEv8HGwLcCFxSY7igu4BeZraku79dr/1CCCGEEEJMTrTW43V6M+tS6q/G8x8mHvDPJh4e5gRuNbN1swRJnHyBEPD+ARxKLB3cHnjNzBaqVEDalOglQhC4j3hQ6wmMAc4Ajitx2l2EAHIkcBPxsJ4txz6SZkHhYuJh/llCRDmTEDz7m9lmVeyaG3gl5fd0Or8f8QD8qpmtUThlWuAO4qHqROCeSvkDcxAi7nBCZHsI2A94zszGhkwwsy2T/QsD56e0g4ALgb8nMSbPccTD/WGEULkd0X8Q7bs78HQSV+4FLgO+JQSx8wlR5mEzO6qEzdcCnvK+NvcAvFzK6zmivZxor/sIMfl5oo+GEA/DpfIucnZqj+tTXl8RY/DUXNtMQzy0H0605VFEzMD+wPLVCjCzKdN5xxNC4+FEO3yV8rq4xGnjtEGyJxPXzk71xMyOBK4APiQEr5OAqYC+ZnZgFbumImILPuruP+aOz5rquxoRA/Qg4G5gV2CgmU1Xrc4lyupMXEvnAB8nW69L5T9jZvMXTvkHISyeSIzBJYGHzGyJKuXUfJ2PZ9vVOybKXbd3EdfDW4QofQwhDu5D6aXRPYEDiH45jWije5P4VKQfEYv6DEL0mwe4zcw2rlQ3QnDpQwh3JxPxG1cgruflqpx7C9HHH6b6PJHsWKFE2luJeSFLeyEhrA40s+2zRK3tp1b00VTEHDgDcb2dDSxOzFMLV6l3Jdpi3irF7cCBwIPEuL+YaPenzGyZcieZ2e+JFxv7EfeHI4j2Og54MInpNVPj/PE1cY8Ymv52p7Y48cWyzkllfEe03Z2E+LxtDefuSPTJysDlRLu/T1xjT1Wb58xsFeKF7IrE+DwwfS4C3GlmqxVO6QZclP7OSnY3og1qvXfvnuqX/fvqdP4ywGvEPfxWYoy+BZxLDZunJrJ701b12i+EEEIIIcTkRms9Xo9Nf6WoZYfp94DNs419zOwFQuDch3iAg3hQWQhYK8UlJKXtRzw0XEZ4+pRjT0Io3M7dxz7cJI+wL4GdaRYOM/7p7kfkD5jZ1oR3y/05D6S9gUfc/cBcujsJkW1FQlgux9mEB2QPdx/7kGNmNwKvE+LCopnXCjAF4enVs0KeeWYlxMuxwoyZvU14wB5NeKlMTwiPbwGrufsvKekVZnYm4QmzAyES5dk6xc7L8v2FEEXGxvy12IxsS0LM2SvXx72Bl4HzzKy/uw/K5fsusEeJjZ5+D+yUeRKZ2d1E321Krl/N7HbCG3pzwnutEtMCi7v78HTuzYS31z6EmA4h8i8PHO3umUh6lZm9S4jv1TzCNgNWKpyPmV1BiC07E6JHnhZtYGarE17Rj+V2q98beM/d855TNxCCQFmxJbEy4XlV9GLcgBDGx7Z1yvcTwutwceKaq4c9gXUJ78yxS1LN7DlCkD2MceeQO9x9n1y6IUQ4hO0JYbJSObVe5+PTdvWOiRbXbRI8tgYud/fDcmkvM7OXgQ3NbHZ3/zb329zAUpmHsJldQ3jYXWBmt7v797m0zwObuHtTSvsS8GRqg0dKVSq97NoduA3YLXe99k/lnETMBaXOXTvlfZu775o7/ggtPap3SGmPc/cLcscvJV5E9TGzh9MLgdb2U719NDXwgLsflCtnMPFiqTshQreGtpi3xiG95NwS6OPux+aOP57sXwn4T5nTzyFE+U3c/ZHcud8QLwk2odB/Vag6f7j7a8AtZnYWtC7urJktSMwZzwDr5jw77yJevlQ6d2ZCePwGWDrzLAeuTDadTAjPvSpkc3z6XMvdv8jl/SzRXjsT12DG9MCx7n5VwZbxaYOa793ufouZ7QMsWijrMsLTfiV3zzYfu9rMRgN/MbOz3b3SnAtxv/qZmONLergLIYQQQgghgtZ6vN5MLFEr9VcLtxZEtlfS5zwwdunrzoRA+2HBo/ZLwhN2o7wHZxF3v4wQLe4v/NSFWCpf6twHarT/v8A6ZnaMxRJK3P1Td1/I3c8od1LyAtyOWBbYr2DvO0S7LkRLb7Fa7co4rfD9KqLO26XvGxDtcDcwU6F970xpih5EL+VF1wrsmD5PyfdxEoj+Soj92xXOebCE6AqxFHnskmp3/4bo/+Lx7wlv0nlrsO8fmeiazh1JjLO5c2l2ItqruGHYRcQy7Iq4+wOE5/GVhZ/mIbyAS429cm1Q5L+AmdmZZrZoVgd3X8rdD6hybubFkRqSvwAAROFJREFU92GJPAFONrMtzGyGlO8l7r50Ek3qZRvC6/T8/MG0hHsVwrsqT9HT6sX0+ftKhdR5nY9P27VmTIxz3br7f4gQAOPERjSzuQgPdWg5Nm7Mh2VIY/3KlE9xvr0xE10TtbThNunzgsL1+h4h3h1a4dxsjrgof9DdH6blbvKZiHpPYb6ZlvAG7gKsldK0tp9a00dF8Wuce1EraYt5q8j3RF13NLN9zWyelOdL7r6Iu19X6qR0b90K+E9edE2cR3jrPtXixMq0xfxRii2JFxpjl9Onct4gQhBVIltSf1lOdM04iwi/slOVPLYH/lAQXaek+f9R4/N/ilppzb17LCndmsRL5uI1eiThMV8MA9OC1P5DiP+vCCGEEEIIISrQWo/Xj9398fEo93/5L+7+i5lBPFRBPFjMnv6+rpDPfDQvpSvFaOAYi3ho3YiHhJnTbz+WSP+/EsdKsTfhDXoB4Xk2CHiU8NqrtMtvF2Kp8MAyIlsWK60b4R1ar10AQ9292L6/mdnHRFxFcp9n09LrN6Nr4XutNiwIfOfun5b4LV+/WvL+xlPswxy/AV+WaL9R1PYioVRZv9A89iDa56Ni2WmcDiIe4KvxK7CPReiIBYh2mYMQI0t5hdfavkcQS6dPAU4xs8+IWIr3AA9VEW/nTJ/D8wfd/aXkhXUiIRT8ZmYvAv8kxLzPa7QtTzein4YVf3D3l0ukL9b/p/Q5TQ1l1XqdH0Hr2641Y6LcWNvZzDYkxsUChMiXlV0cw2+VyCOb8xasVJ67/5Tm1UptmF2L7xV/8CrxXXPllxJq3gGWzn3P5pxBJdJmdE2fR9C6fmpEH2UehHUtty/QFvPWOKQ6dSdeWFwDY1c2PEK82Px3mVNnJ+5Bpfp7BBGCoF5b2mL+KEW18bZlDee28OR095/N7COax2hJ3L3JzGY3s6OJeOfdUr7ZJpOl+rGee3cttObeneePxP2nVP9/SbwgqJXhNMfUFkIIIYQQQpShtR6v40tTld+zh95nKe9ZuyGxWVFJzGxJ4ANi+fi0xIP7wYTQ8d8yp40qc3wc3P35lM+mxMYeI4k4jAPN7KIKp2aCWznhIKv3L4XjNdlV5tyMKXP5ZOWcRvm2PbyVNnSicfUrihcZtXiGlqPa2IN4kC7XjrVswDIv4fF3CSG2P0ssY10i/bsUtY49J5b+r014jX5GLBV/kPCCqkRW9xbXvbufSrzI2JfwyjPiwf4Diw1pqlF8iTMV9fXT6OpJWlLPdT6ebdeaMTFOn6blzs8R3u5/JMI39CLCk9xaJo9SZWZtXRwzrWnDqdLn+FxTpe4jxWNTEF6alebzh2C8+qk1fVTLfFAvbTFvtXhJ6u73E96y2xHL6Kchwsm8ZmaHFdMnGtHfLWjA/FGKci+GS724qvZ/mVruveXGDgBmtish3O5BeFDfQazMWbncOZ7b2K9BtObenaeR/T8lrZy3hRBCCCGEmJxorcdrW/M18WAzWynP2uQtNprKItilhIfTkmnZbHbuVIQYVlxuWBNmNi3hyfWtu/+LtMTRzLoRos8RZtbLS+8M/TURZ3AJM+tUwvsp20jok9bYlvidmc3o7mOX1lpsOtONZk+5bHfpn4rta2YzETvLf0HrGAQsambzlfB6bUT9JgQfAAubWef80u0UKmIhqocb6EW09zgxFFMev2utUWlZ61LAb8mz+ul0fC7CQ3Bbq7zLdNan42yCl5YpLwk8nZYoX5eWJO9KhL84hlhmm4kIpTahKS7NHkyEA5kledLly7sWGOLujYgNeCk1XOcNaLvxHRMQcW1XBA5w96vzP2RLxUtQapOnRXM2jS/ZXGAUvGvN7GxgOnc/ssy5WciKxYjwL3mKdg9OZbzh7kML5SwL/A4YOZ791Ig+am/KXWPjjI80Ty8NDPaIGZvFjV2GiOt7GhHLs8jXxIvCFt6dFhs/XkGs3Ki2iWP+vFrnj3KMAmYqcbx4TWTjbXFaxq+tthla5mm9JIWwJBabai1ABW/sdN+/mvC2XSl/f7eIxT2hGN97d/56HwczW5rwWr7am2OKV6JLlbKEEEIIIYQQtJ/Ha0VS/LD7CYFy5/xv6eHgISJWWyVvki7EA+bHheOHEQ+1tYrOmUdH1lZdCJFhnDiC7j6Y8MwaQxkvkCQG3EeIAN3zv5nZYsSD6sdAuWWitdCZlrtkH0HEn7s9fX+E8D470szmKKQ9Gfg7lTcuq0TmkXaWNe+uTIr7dwLRNveVOnEi4k4iLMCeheM90vFqZMLmODH0zGw7Uky8JDBVozj2piQ2cLstCYsApJiFmQhX6ZoYkj67Fo73IF4aZPE+SS8FnivkmS0ZXjF/chIeisve7092H1Yi7T7AXBXsrIdar/PxbbvxHROZrdByXPyJ8O7M7BwnfzObPZd2VmIH+6HA+IR7ybg/fR5RsGlBIubjAhXOzTZSOjmJm9m56xGbXOUZOy8Uypk55dOf8Fgen35qRB+1NyWvMVrWaSnCe/7UwvF3iCXgJdso3VsfBJY3s7UKP+9DCKT1egHXOn9AzGnF/3d8DsxpZn/MDqSXhcWYq/cR3sTHpt+ztAZsUcXGx4iXnoclET/PicRGWJW8qacDZiBeGOVF1ykJYRnq+z9Fa//vVe+9O9uArDOMDSfwIrCpmS1SOP9QwoN3BFUws6mJlyWDq6UVQgghhBBicmdi9XiF2EF4beBWM9uYeFiYHziQeJA7qMK5EA/ypwGPmtkdxIPOpsCfifiRs9RoRxbz7Fgze8Td7zez64D9zOxfxENsE+FpshZwhceGTeU4AVgHuN5iV/AXCe/IA4iHpB5VYk3WwglmthAhEK9CPLS/RHgz4e7DzewQIj7gWxY7pX8OrEc87L5MbMjVGm4mdlXeE/iDxe7oMxBC88LA8Umknpi5hNgM6DozW41YEr4iscT0N6ov0+xPbGDzrzRWfiXG8k7E2JuO8NIcWi6DRDb2DjSz33vsUn0usYT3mTSufwT+RCzF/oe7V4p5/DIwDCh6aF1HjL/r07LgtwmRcL9k+2UA7v6xmQ0E1rPYkf0JYBFgf8KbetFcnjcAfwHOMLOliA175iXCAPwfBQFuPKjpOk9xHMen7cZ3TEDEvzyMmNOyDe9WJK6VUcQy4FkL58xILB3/WypjfyJW707evKN5q3H3R1Jf9jCz+ZONMxP99DMRIqPcuS+Y2ZUp7ZNmdjcxRx9CeFbOmUvej5gX9k9z0wNEffch5oXjslig49FPjeijFiRP0A2JGK2PtSaPOrgROAm4PK2i+B8hKi5JboWHuz9vZo8AB5jZbIRYPSUhnC5AsxhYiuOJ3egfNbM+RLzPlYC9iJea/QHMbAFgNWCQuxc9mvPUNH8kvgRWNrOjgOfd/UVirlgTeCRdF50JMXecOLvu/omZnUTEVn/RzG4ixuqhxLxW9mWOu48ws4OAm4A3zexqwht+fUIwfi3lW+78YWb2NOHF35cQlWcnXpYuSvwfYNYKbZSnRRvU2tatuHdn95BeZjYweckeQoyXl9P1+0k6f0egTxYfOL3kXhp4s8RGXCsSoS3+WWOdhRBCCCGEmGyZKD1eAdJD+IrEDt7rEA9vexEPDKtX2cQK4ExCkJmXeCA/mRAAt0nfZ7TY+KgafQgBswfNO7QfTHiVzkMIBBcSgsOhVI6vRtr4aiVCBM3qtTshRCzv7gNrsKkaaxIPg5cQgt/ZwLru/mvOjpuIh843ks29gWUJQWyjKuJxWZJH1VbAsYTwch4hAgwGNnX38yucPlHg7j+SxHFiw5bewDLA5sC3VIkF6O59iTEyFTFmziTE9f1o9izcpAZT7iBCWWxOCDEzuPs5xHXQifB2u4yIMXgaIWxVsmsU8DCwWt5jLHkTrk14DG5NXHPHEkvP10wxjTN2IkS0DQiv77UJgXWckAppc6GNibALyxIhAXYnvMpWc/dKm+bVQ83X+Xi23XiNiZTHk4RH2XCgJxG/dCViE6ntUrLiuLiI6JdjUrqPgfXS8vJGsRsxLuch5rJDCG/KVVK81bK4+yHES7Au6dztCE/ZRwvpRhMC4nGEQHYeITAOBbZz9wtyaVvVT43oozIsRrxQOrmV59eMuw8iXhy8TXhinkMI9GvQ0v7tietrGaLtzyHE113dvWyscXf/hOa4wjsR7bsGESd5+1yYhrWIeu9fxeZ65o9TCc/7c4l4sLh7P+KFxBhC/DyKuB/2KFHWhcnmUcBfCeH+UkL8rYi730oIzq8T97wLiRdHpwBruPtPFU6HECb7AhsR9++DiPAHKxMvUNc0s+mr2UGJNqDGtk71qOfefR4xlo5Pf7j7a8nmR1N5lxD/XziI+D9MxrbJpm1LmLFu+nygmr1CCCGEEEJM7nQaM6ahe2yIdsTMBgBru3upzUdEjZhZF2CEF3YmT8s1RwIvufs67WHb+JKWtT9PiDO3tbc9kwoTekyY2TqEl3Avd+/ZqHw7Mm3ZR2a2DbC/u9fywqTDYGZHAubuB7S3LR2dSaWtUwghBz509z/XeNrMwIgXnxjGsKH178c182xTsPpGszFs2EhGjWqL/fBEnk6doEuXmRg69Hv0iDBxo76adFBfTTqoryYt1F+TDh21r7J6ESttS+3zBEzEHq9CtCNnAj+lpb55tifiUFZadjtRk5axPkZ434ra6bBjogPRJn2UNi06mLTR1+RCioXag8ms3u3BJNbW6xLhQRoVLkYIIYQQQogOzcQc41WI9uImYgnrY2Z2LbEceiliWegnxBLVSZmjgVfNbH13f6K9jZlE6OhjoiPQVn00DRFK4+JGGDkJMRuxiaU849ueSamtewF3VIn7K4QQQgghhEjI41WIAumBcm3gXSL25ZVE3NrrgRXc/Zv2s278cfe3iHiOF+R3oxfl6ehjoiPQVn3k7kPd/YIUp3aywYNr29uOyYFJpa1TyI2FiDjQQgghhBBCiBpQjFchhBBCCNFWzAyMeOuV7/lu2Ki6T55x5ilZZtWZFON1AtFRY7B1RNRXkw7qq0kH9dWkhfpr0qGj9lWtMV4VakAIIYQQQrQpS600U6vPbWoaQ1NTB/pfuhBCCCGEmGyQ8CqEEEIIIdqUYcNGtvpcCa9CCCGEEGJSRcKrEEIIIYRoU5qammhSpAAhhBBCCDGZoY11hBBCCCGEEEIIIYQQosFIeBVCCCGEEEIIIYQQQogGI+FVCCGEEEIIIYQQQgghGoxivAohhBBCiDalc+fOdK7yul+baAkhhBBCiI6GhFchhBBCCNGmzDbbDFXTNDWNYdiwkRJfhRBCCCFEh0HCqxBCCCGEaFOGPjacX78aVfb3qWafkjk3nZXOnTtJeBVCCCGEEB0GCa9CCCGEEKJN+e3b0fz6dXnhVQghhBBCiI6INtcSQgghhBBCCCGEEEKIBiPhVQghhBBCCCGEEEIIIRqMhFchhBBCCCGEEEIIIYRoMBJehRBCTJaYWVczG2NmA9rblokNM1sntU3PSbmM1jIx29ZacuO9X3vbIoQQQgghxOSCNtcSQgghhOj4fA3sDgxqb0OEEEIIIYSYXJDwKoQQQgjRwXH3kcAt7W2HEEIIIYQQkxMKNSCEEEIIIYQQQgghhBANRh6vQgghRBXMbAjwNnAhcAawPDAKeBI43t0/LKRfGTgVWB2YHvgI6Atc6u6jzWwq4DNgmLtbifLeAuYC5nP338ysM3AwsDdgwC/AC8BZ7v5c7ryewOnAZsDFwALAi+6+doW6LQucCawBdAIeAP5RJq0BPYH1gVmAT4A7gLPd/adC2g2AY4CVgSmAd4EL3f2ecrak87YBDiTaeBZgRKprT3d/LZduDNAHGA30SG3S3d0fMLNpgWOBXYFuwPfAgJTH262tfxl7FwROADYAfk+Miw+A69z9yirnrgM8BfwFWATYC5gH+JDoxweA44F9gTkBB05y93/l8uiU6t8dWAqYARia6nuqu3+U0nUFBgM3unv33PmLAacB6wGzAZ8C9xFja1gu3RDiGniBaNvOwAnuflWNTSWEEEIIIcRkhzxehRBCiNpYBniIEBCPBG4Dtgb+ZWZTZInMbEvgWWBh4HxCfBxEiLZ/N7NO7v4bsex7kSTSkjt/OWBJ4OaUDuBW4DJCkDs65bUIMNDMti9h613AI8nOm8pVyMyWT7auBvQmRNXFgetKpF0ZeAVYE7gSOIIQ4U4GnkxiZ5Z2b+DRZOPFwInEy967zWzfCvYcDtwLTAX0Ag4hRMCNgUfNbMbCKbsDGxJtcgPwjJlNnco+DXgOOAy4ClgLeMnMVmtN/cvY2zW1yeZAP+Ag4FxgDuAKM/tLLfkA5wE7A5cmu+cF7iSE17/kbPsDcF8qN+PiZO9Q4CTgcGAgsBPwjyTal7N/TeA14M/J/sOJ9jgSeNnM5iycsjbxAuC0ZOsTNdZPCCGEEEKIyRJ5vAohhBC1MR+wk7vflR1IIt/ehLfgY2Y2PXA98Bawmrv/kpJeYWZnAqcAOxDC6PWEwLU78HKunD3S5w2pjB0IUe44d78gV/alhOjXx8wedvcfc3n8092PqKFOFwHTACu7+7sp3z7A44QHaFZWp2TPcGBZd/82/dTHzAYSwt9hwPlmNhMhyn0IrOTu36U8+qZ2OcPMbigaksTrU4B/Axu4++j009VmNozwstyIEGYzZgS2c/d3cvkcS4jDO7r733PHr0rlXwssUU/9K3AY4SW6gru/nivrHuAdot9uqyGfqYBVcm31C9GGywCLuvv36fj3hJfv+sD1ZjYHIU4/6O7b5PK7KgmuOwDLAq9TIP1+A/ESfhV3fy/91MfMniba6XzCCzdjRuIaeLiGOgkhhBBCCDHZI49XIYQQojZ+AorL5F9Jn/Okzw2ALsDdwExm1iX7IzwYAbYFSGLhK8DOKfQAZjYlsAvwUiYEpu8A9xTymzbZ04Xw5szzQLXKJNFuLUKkzcoiicUXF5IvRYiVDwGdC3b8A/g5qxfhgToj0CcTElO+PxEhENYAmor2JKF1XmD9nOiKmc0AZJ6/RY/XQXnRNbELIRA/VbBzFPBPYHEzW7TO+pfjaGCegujameYX20V7y/Fwvq0Ir2qAhzLRNfFR+pw32foNEY5ht3xmZjYrkAnx5WxYDlgIuCUnumZcn8raLu/NTYRzeLRqbYQQQgghhBCAPF6FEEKIWhmaFwQTmUdrJk5l8VrPTn+l6Jr79w2EB+MmwIPEkvq5iaXcGVmegyrY1rXw/X8V0mZ0I17AflTit6KYmdlwQPqrZEO39FkU83D3D8ZmaC1C2+Luv5rZGma2IyEKLgD8kYi9Ci1fGJeqpxFxdb8uY2dm64zUXv+SuPsYM5sqxdZdlqj7Qqn8UvaWo1iPTGj+onB8VIl8fwa2MrPNU9ndgPmBMVVsWDB9tqhrqtc7Kb8uwJfpp6HuPqqYXgghhBBCCFEaCa9CCCFEbbTw0ixBJsCeRsQ/LUXeg/F2wrtyd0J43YPwVLyjkOf3NHuUlsIL3+sRxzqVOFYU67J6XQncXyafTCycKn2OKZOuLGb2N2B/wuPzReBh4A1CTC21iVOpek5BiKkHVijqP4SgC7XVv5y96xFewD8TG631Jzageo7YpKpWfitzvGIbJk/p+4gYra+mv7uJ0AJ/JmLrliOrd7kysj7/JXdMoqsQQgghhBB1IOFVCCGEaByD0+dP7v54/ocU+3Rjcl6M7j7CzO4FtjWzeYAtgLsLy84HE8LjG+4+tJDnssDvgJGtsPVjQkxevMRvCxe+Z/WiRL06A9ul/PJpjcKydDPblQjHcEqxQDNbgxBdbwN2c/cxud/+VL0649g6DzCg6J2ZNtaagRC366l/Oa4hQlAs7u5jvVbNbN467B0fdiIE1nPdfRyR1cy6Vzk386BesvhDium7GPCduw8ffzOFEEIIIYSYPFGMVyGEEKJxPEJ4px6ZYojmORn4OxHnNM8NwHSER+d06Xueu9PnWfmDZjYzsUlXfyLea12kDbIeAzY0s1Vz+U4BHFVI/iowBOhuZgsWftsv2dEjfX+MEDb3S5uNZflOQ3hgbkHz0vU8XdLn2wXRtQuxgRnU9sL4bmBW4Jj8wSSGPkgIu0111r8cXYCvaFmf4+uwd3zI2uzN/EEzWwjYvooN/ybE593MbLHCb3sRoQiKMY2FEEIIIYQQdSCPVyGEEKJBuPtwMzsE6Au8ZWbXAJ8D6xHeiS/Tcsn8U4SX5jaEEDaw8Hs/Ynf6/ZOg9gCxnH8fwjPzOHf/vJUmH0aERHjczC5Ptu4ILFKo12gz25fYSOu1FBJgELASIbgOAs5Mab81s6OAv6W0/Qghdndig66d3X1UiRivzwLfACeb2YypLRZI+c+S0sxaQ53OI8Tdc8xsJeAJYDYiNu2swK5po6+a61+B/kR4iPvM7GEitut2wOrEEv1a7B0fHknl9E6C+BeEB2sPmkM+lLQh9ek+RDiHl8ysDzEOVwH2JIT2E9rSeCGEEEIIITo68ngVQgghGoi73wSsT8QmPRzoTWy8dBawkbuPLKQfQwi1AH3z3p7p99GEkHgcMBchLJ4EDAW2c/cLxsPWDwih7SHCc/WclO9OJdI+DqxKeIn2AK5I9bwKWCO/1N7dryaWwH8JnEqIsj+m+t9ZxpahwEZEfNQDiHbbjvBgXRz4ldiErFqdfgDWIDY3WxK4hBBY3wE2cPc7cmlrrn8ZDk75LwdcBhxNeDyvS3iLLmZmf6gxr7px9/eIdv4AOJaIF7whcDmwWkpWts3c/Smi/o8QfdqbaLsLgeXc/au2sl0IIYQQQojJgU5jxtS994UQQgghhJiEMLNuhBdxX3fvUS19A5kZGPHFnd/wyxfl9hCDqeeckt/v2oVhw0YyalQt+9iJtqBTJ+jSZSaGDv0ePSJM3KivJh3UV5MO6qtJi/9v787j7ZjvP46/siHWIFQtbWLpx15bUWvQ2EpLqX3/oQTBD7VVJSiKVmlC7bErSmIrYolYYq8lxQeR2KoIsUt+knt/f3y+k0zmnnPuuTcn99zc+34+HvcxuTPfmfnOfGfm5nzOZ75ftdeco6O2VXZcxNt5X5Qrp4xXERERkY6vV5p+Wc9KiIiIiIh0JurjVURERKSDMrMeRHcPG6ZZz9WxOiIiIiIinYoCryIiIiIdlwGHA1OJvl9vqG91REREREQ6DwVeRURERDoodx8LLFLvevRYpBuNU8t36tVjEf2XVEREREQ6Hv0vV0RERERmq979ezVbpqGhkYaGDjTigoiIiIh0egq8ioiIiMhsNWnS182WUeBVRERERDoaBV5FREREZLZqaGigoaHetRARERERaVtd610BERERERERERERkY5GgVcRERERERERERGRGlPgVURERERERERERKTG1MeriIiIiMxWXbt2pWvh634NpiUiIiIiHZ0CryIiIiIyWy288HxN5jU2NPDppG8UfBURERGRDkuBVxERERGZrT4fOY6pH389/ffui/Rkoa1XoGvXLgq8ioiIiEiHpcCriIiIiMxW0yZ9O1PgVURERESkM9DgWiIiIiIiIiIiIiI1psCriIiIiIiIiIiISI0p8CoiIiIiIiIiIiJSYwq8SouYWRczG29mjWZ2apXrDErl+83m6lWqwwQzm1Bi/vK5f/dJ9RzWlnUrx8z2S/XZr951qTUz29nM3jWzeetcj7pfm3MyM+uXzt+getelNcxsWKp/n3rXRZpXbK9Zvf7SuqNqWMV2x8y+b2bz1Whba5jZ52a2bC22JyIiIiLSGSjwKi21OdAH+Ao4yMy61bc6rWNmC5rZo8Dv6l2XCkYDe6dph2FmiwJDgRPd/Zt610dmyavENXpbvSsinZKuvwrMbG/gdWCxWmzP3V8A/g5cbmZdarFNEREREZGOrnu9KyBznAOA74DzgVOA7YHh9axQKy0CbASMq3dFynH3t4C36l2P2eAsYCJwQ70rIrPG3T8Erqt3PaRz0vXXrC2A+Wu8zcHE36W9gWtqvG0RERERkQ5HGa9SNTNbCNgReIoZH3YPqV+NZE5jZksC+wLD3L2h3vUREZHqufv7wEjgBGW9ioiIiIg0Txmv0hK7Az2B+939dTN7CdjSzJZN2ZnN6W1mlwA7AAsCrwHnuPuN+UJm1ovoAuBXwNLAJ8C9wKnu/k6hbD/gaGB9Iov1K+B54Cx3f6BUJVKfqVelX/c1s32BzYAJuTIHAwOBFYjszFuBk939q0oHaGaLERmdm6W6TwIeAU5z938Xyu4CHA78GJgKvAD8wd0fKtRzf3cflltvXSLbeENgXuDNVO4v7j4tlekDjAeOS+fkcGB54NPcsXyZ22YX4DfAgcBKaZ2ngEHu/nyu3Dxpm3sCfYEvgVGp3NhK5yYZCMwF3NLS85Y7pqvdfb/C+sOIgG5fd5/QkmNKqro2SzGzBYhzsgOwHPFcfY/IBD81f82kNj8y1Wdu4A3gWuD8SoHodJ0/TNyDyxKZ58sA/0nrn+buU1PZ/Shx3aRlEwDcvU/6fRBwKrAt8Oe07SfdfdPUj+NZxL21BPAREXAZlN2HuXoNdvdBuX2MBc4DTgPWIq7vh4Dj3f2NQp12B45J5+SzdDxvAJcDm7n7qHLnpcy5yo5/G+CXwK+Ja+65VPdHSqzWx8zOArYi2uWFVHZkYdv9qOJ5kzsHY4hroytwAvBNqtvmqW67Ar2Al1K5Z4HTgT2ITMUXgGPc/enctnsQ19CuwIqpvv8F7iPu649yZSveA7n2u8jdDysc65LAu8CV7n5QiXPWRO7c7w78L/FsGw+s4e6TzWxH4FDimlgI+Dydo0Hu/lxhWwcTz60ViOv8ghL7y+o//fpL89cHTiLeapgv1eFG4I/uPrmZY1iauCe2ARYnrvt/pn28Vyi7LpEB+tM0617ibZAnszqlPmQ3ApZx9w8K6/8NOAjo4+7vVqpXYT0DBhEZrQsB7wA3AWe6+7epzATgh2mV8Wb2iLv3S8u+B/we2C4d4/vEM/ksd/+iiircDFxNPDfurrbeIiIiIiKdkTJepSUOSNOb0/QmIPtgX41hwGpEMGYwEcy5wcy2ygqY2cLEB/EBwF3AEUR27c7Ac4XBsHYEHiQCUH8kPtBfDawH/NPMsg+dRaOJ4AnAo8Qrk6/mlu8M/AH4BxHg+DcRMLy00sGl/m7vJQLG16f6XA5sDTxuZkvkyg4m+spbMO3rNCLgeL+ZbVNhH78AHiOCEecAxxLdJZwH3FIiA2kAEci5jTiXL6fpkEK5q4GLicDQyUTwYG1gtJmtmfY9F3A/8YH98XROLgI2AZ4ysw0qnZ9kR+BfWXA0bbfq89ZCzR5TzjCauTZLMbPuxDV4PBGAPpIIsH1EBJ7+nCv7K+Ke+ZL4YuEY4kuF84gAZzXOBA4Grkj7+ogIwp9S5frl3EwE7o4GrklffjwMbABcQlxHtxIB90fMrGcz2/sxEZB5JW3zBiIwfW++X2gzOy4t60K00WVEkPCPs3g8AH8jrqHzgLMBAx4ws21LlL2LCGCdmMqvCtxtZqvk6trS582mwGHE/fKXtG7maiJYdzpxH68O3EEE+H5KtPOfiOv1TjNbMLfuzWmdl4lr6FjiGXUgTV+7b+4eeIR4fuyaArp5exH/R7iKlrsMcOIZcVkKuh5JPId6EPfY4cDtRLD7fjOb/kp8CoJfAnxB3Ft/B84gnhEVpS83HgfWBf5K3IevEYHKhytdu2a2IvAvYB/ii5OBwAjiS53nzexHubIbE+dvTaKtTgNWpmkg8kqgGxGMzu9rbmAX4MEWBl3XBZ4BNib6yj6K+Jt5MvBQ+nKMNP/R9O+jib8zWUD9BeI5cncq9yDwW+Jaq6bf9hFAA3FPi4iIiIhIBcp4laqkAMRPiKCZp9k3EQGC/c3sFHf/v2Y28wSwdZbZZ2ZPEVlwuxFBH4gP18sDm7j7mNz+hxEZaxcSWTYQwaaPgI3d/etc2deJD6Q7kQt8Zdz9LTMbTgQh3nL369J6fVKRbsAGWWaemV1OBBF2MrO5KhznmkQm1/Hufk6uPi8QH8rXJoI5yxMfkh8Btsy2Z2Y3EgOhnEYEYGZiZvMSAbeXU/2mpEVDzOx0Ipj3a2YExgG+D6zo7m+nbVxBBJl3N7ND3f0bM9uMCD7fAOzl7o2p7Agia++ktN0jiQ/7u7j79IxVM7so1ekyYHqgqkT9lwJ+lI6hxeet3HbL7KvaY8pUc22Wsi1xXxzj7vkg6xAig3o3IsAB8cXF18C2uf1cRgQ9Vq7y0OYBVnb3z9L61xLZagcSWXqt9U93PypX/52BHwC7uvvNufnvAPun+j5X3EjO0iXWnQv4HyLbc2S6Hk4nsjw3zN0H1xLX06yaG1jV3T9J272GuPaHmNly2TWR3OTuB+bqOoEImO1MBDWh5c+b+YlzcE+ubJYZOQnYyN2/S/MXJAJgCwLr5DLX5yECjz8BHjSzHxPBrr+6+8Dcvi40s6eB/ma2iLt/Ws094O6/Ts/W04lreURum/sCr7v7E2XObyWvAPvk9tmNeD79C/hZdnzAJWY2icj23RK4zcyWS78/SmQ8Z+fiZiJbt6x0Hi8hvtBYPZf9O9TMziCeu78lAr+lDAV6A1tkbx6k7Q4nvnS6hMjKhwhoTwPWzWWAX0wEQRfNbfNWIgC8NzNfH78AFia+9KlK+mLtSiIzfA13/zSri5k9QnxhNZDI1h9uZjsQz+zhuS+7ziK+WNra3e/LbfsT4ouHrWnmeevun5vZW8w4FyIiIiIiUoYyXqVaWbbr9Fev3X088UrlYkTQoTlXF16nfjJNl4TpHyp3I4Ijb5hZ7+wH+JD4QLtlLjNqXWC1QhBkbiALqLR2UJHH8q9Dp1e4nyVeV1607FrwAfFBfICZ7Zayd3H3W919ZXfPPsz+ggju/iUfxE1Bgo0ofy5/RgQFbgUWKJyfv6cyxYywR7Oga9pHA/FqdI/cseyYpufmg1Hu/ioR8Dkizdqd+MD/cGHfU4lA8copY6ycFdL0jcL8as9bS1R7TJmK12Y57n4HcR6HFhYtQXTrkL8G302/DzWzNc2si7tPc/d+7r59NQcF3JUFXdP+vybul+9VuX45dxR+zzLwTjaz7c1svrS/89199eJr4SV8S2SM5z2TplkG8w5EcPTcwn0wjtoMmHRBFnRN232P6MagLxHszytmdZZq/5Y+b6YQwbpSbs2CrskraXpLLigJ0Y0IwFLpGF4kgrMn5jdmZosT92a+HtXeA8OI7MW9c9tbhwiuDytT/+bcWdjntHQMW+SPL11X2XnI6p1/Pk7LbeMFIjO+kv5E1w0X5rtcSM4gvvjYtdSK6Vm2GZGB+lB+Wepy4kGgn5ktnr6IXAW4xnPd36TX/M8prPsN8XxeI59BTQS2Pyeyfqu1Wtrv3UDXwnP4LmAyFbKC09/YXwIv5oOuyR+J++LhKuvyJtDXzPT/SBERERGRCpTxKs1Kr6DulX59KpcZCpEVuD7x2m1z/WH+N/+Lu39rZhDBF4ig4iLp5+MK21kaeM3dp5pZXzM7hXiNuC/RR2X2qmRrPxD+t8S8b9N07hLLgBh0xMyOIF47vRFoMLPniWDBNblgbt80fbXENir1k2ppemb6KaVP4fdSx5JlymbnqVJ98n2hGtGnbKW26UO81lvKYmn6WWEf1Z63lqj2mDLNXZuV/B9woJltRFx/yxHB2EbiFfrMICKwcUj6+djMHiJeab41BfibU649q3k9uOrtuvtTKUPwRCIo+52ZPUkE2K929/80s72JhQBiVk9ydc2u51LXyysl5rVUqazZbF/LEV9AZIrntcn93ornzcQKbVrcXxZ8/KAwP1s/v+0pwG5m1j/tf1kimN1YKFvVPeDu75nZSGA7M+uVAvv7EsHY1o5a3+Q6dff/M7ONUlcAy6d6/5AZ90hW7+XS9E2a+jcRmC1nuVy54v4nm9mbzLjuipZNdWmybjKW6FO1LykQTvXX7pVEX657E4NSfY/oYuGKFKytVlb37BlSSp8K6y9CdKlR6pr4nOiCoFqfEW22KJX/JoiIiIiIdGrKVJBqZANwQLwePz73c1Kav7GZNfe6dDEQU5QFMB4jMpfK/bwHYGYnAk8TH8Q/IrLWfsms9zvXXD3LcveLiQ/lexFZe98jXrF9xaKPSIhsU5gRKKlWdn5+T/lzc2RhnbIDNuVUW59uRDCkUttUyoTM6tLkuVPleauk+CVSS89xq9o8vS7/EtFtRW/i2v0tkZX2WL6su3/o7usT2YaDiODHjkSw+VFr2sdmKdW0ZyXlvmxrEiB091OILzkOIrLyjAj4v24xeFEl1dRzrjSdUmJZxQGQqlRqu9nxF4+32fZvxfOmUiD9uzLzK16v6VX6x4lM1B8S99tgYB2if+S8ltwDVxJB5l+n63B3YKTHCPat0eTYLQaSepB49f1top/p/kQ/uKUU+6uG5v/Pkq1T7pi7Ufq6qHZd0votunbd/UkiILtnyjrdk7gWh5XZVzlZHYZS/hlcMqM3ae3fnlKye6nVfy9FRERERDoDZbxKNfZP07OIwEPRgcDPiQycgSWWV+tjYtTthT03QngmZXhNAyab2TLEYCGjgf75V5XNbM9ZqEOrmdmixKA8L7r79aRASOpr8X6if8HbiYA1RCDr9cI2jiZe8S11HrP1vi2eHzNbgMigKmbMVSNfn5myBM3sTKCnux+dyi0BjCpm8lkMrDUfMYhPOVndehfWrfa8ZfssNThOcQCuao9pVg0mMuBm6i8x7ef7uX93IYKxPd39GaLrisEpkHY1EbzbinhdeFaVPE8poLYo0W1HRRYDmq0KjHb3y4HLcwGja4kBnXaexXpm1/6KRB/KM1VhFrcN0bVF8TmSdYXxOi3Qjp43A4kg6yHufkmhjrNyDwwn+kX9NREUXZTWDapVUsoG/w2F/mbTsp8WimcZ7isDLxaWrUBl49J0VeKY8nXoSWS1jqO0t3LrlrIKEbB8jxkB4FJdq5S7dq8CziUGT9uZeGvjyTJly8nalBJ/A7oS3dS8VVwp52Oiu4UmdUxZuEOI/o6L3YSU0huYkutnVkRERERESlDGq1SUPsxvQ/RXeZq7Dy/+EBmYAPtYDADVKunV5OHAKma2W6EeqxP92l2Ygn6LEhlKrxWCIPMyI2hZ6YuFLEunlvfAVsTI9r8pzH+GyIzKAmIjiA/wh5vZ9Dqa2SLEQDrrlnn99D7gS+DoFKzMOxm4hRkDj7XE8DQ9Kj8zDXJzNBGsgOhbthcRdMuXWwq4kwiqVMp0nJCmfQrzqz1vE4nX+te03MjbFoOVbVhYd3iaHlWoa/GYZlUWRH6psJ+diNepMbPuKdD0D2LU8IWycu7+RW7daroaqEbWDcA6hfm7EINzVeMAYCQz+gklHcPj6dda1PUfaTtHFO6D7xMB3ll1hM0Y4T0bPG8vYKy7l3udvJxZfd7USrnr7afApoV6DE/Towplm9wD6ZhuAPoB+xGDfw2ndrJ6jy0EXXsTA67l6307kRF8XOpDNytrQHN9IY8EvgAGpn5v804kukq5tdSK7v4x8UbHFma2eX5Z+n0z4kunicQgYa8De6SAZVauB03fOshck47rEGA9WhfYfpZ4ju6X2jHvYGJgxQNy82b6O5f+xt4JrGVmmxTWP5AICFebVf9DZjzTRURERESkDGW8SnP2Ia6TK9295Ou/7v68mY0GNiFeUS2OWt8SxxMBhOvNbCtikJtliD5kpwIDUrl/E6+9H2Bm3xIZXUsSQYMs07BXhf1MJD6U9jOzgyg/CE5L3E5kaJ2RPhQ/QwwYsw/xgf88AHd/zczOJgIBj5vZTcQH44OIUa5LZhK6+2dmdjjxgf1lM7uUCLJtTrxe+jRwUUsr7e73mdmNxLlchujTc0HiFeDJxKvzEIOvbA+cZWY/IV4bXpgIJPQC9qzUX6G7/8fMxtI0SFrteZuc6rkvcI+Z3Up0TzCAyARbqRXHNKtGEK+b32tmlxOB4U2J9viWyDrtRVxvg4jg1hgzu4oIbv2YCJi8QNPszNYaRWS97W9mU4i+TNckzud4qvuy4XKiXa9I3QqMJYJnBxPHeOGsVtLd3079yA4i7oMbiXYfwIyBlvJBuv5EFxQj3b3ZrF0iE/kpMxsGLAAcnrZ3cCuqO6vPm1q5gwj0Xm9mFxGDM61D3BNTiVfJe0Gr7oEriAG3dgcudvfpr9G34twXPUZk1J5sMTjiW0Tg9wCiz1Fy9X7HzE4iskOfNLNrUr2PIO6ZYkB1Onf/3MwGEEHOl8zsEqJbiC2ILxGeS9stZ0Cq6z/T8/XfRKbrwcSXjwPSfhrN7DCiz+Pnzexi4m2NPVN5KLzO7+4fmdk9RD+v04jMcWB6tml/4MM0kFe545uW/l7dBTyXum8YR3RfckD69+m5VbK2Os7M7ktflB5PBJHvT/XOBlvbn/hyc0Sq07LABsA4dx+Tr0f6cqQv8JdydRURERERkaCMV2nOfsQHyIubKXd+mpYb8KMqadCedYg+7PoRAZ79iWDShu4+OpX7Dtia+JC4O/BXIvjwKPHB930ik7Lcfr4lPoD2TOtuXq5sC+r+LfHheQjxwfYC4FQi6LaNu9+aK3sSEQjrQrzCfAIRjNjQ3R+jDHe/hggivEBkVl0ArEGM2L1lfsT1FtqLyIxbggh0Hk4EINZzd0/7/grYiOjnc1WizQcSwYmfuftNVexnBJG8lg1O06Lzlup1Ydr/EGIE7+OAS1tzTLPK3a8iAlk9iNHMTycCEgczI9Nw61T2RiJI+1Gq81Aim/xCYLMqB9eqpk4NxLV/O7AHcT5XIs7xSxVWzW/jIyKA/HeiG4Shqc4vAxu7+xM1qutg4pkxHxHYP5TobzR73uT70DyZCFatRHWOJYL4pxIZno8D6xeDSFXWc5aeN7Xi7g8BuxEDGw0CziaCZr8jXjMn1TNT9T3g7i8yY8CxYjZmS899sd4TgS2JNjiEuCZ3IrJPVyaC+Vvnyp9HfHkxlXg+HkgE+S6vYl/XE8+R54ln5HnAj4hztFEzXw69AqxFfEGyE3Fv/oIISq/u7q/lyj5A3FNvEl+iDSK6zDg0FSnV/2v2peR97p7vFmYl4vyeXMXxPUAMaDmSCLYOIf4mXJSOLz+w2cXAmFTunLT+O8zoE3jXdIwbEffJzun5AfFF6rU0fRMBZvy9HNFcfUVEREREOrsujY21GGNBRKR5ZvZDog/HQe5+Zr3rI/VjZvMB3dNo6sVllxIZ4H3dfUJu/ovAbyr1jWlm+xGBw/3dfViNq92hmdmzwFzuvnqJZc2e+84i9Xf8vUKQM1u2BxHUbHL9mdl2xKv+O7n7bYVlOxLnNx84b5fM7AEimL9avuuIChYEPv/05rF898GX02d2X2w+Ft1jdSZN+pqpU2d13ECplS5doHfvBZg48Uv0EaF9U1vNOdRWcw611ZxF7TXn6KhtlR0X8RbfF+XKKeNVRNqMu79NjOR9YBoMRjqvVYHPzOyU/MzUB+72xGBsb+fm/5zoWmJsW1ayszCzDYG1gb+VWKZz39RbZvZgfkZuADqITNPisiOI7mHuKCxbgMicHz3balsjqTuYzYEzqgy6ioiIiIh0aurjVUTa2qnEa7z7M2v9Acuc7Vmi64OT00BILwKLENfF4sDuhcDOosDmqcsLqREz+x3R1/CWwDvEFyNFOvc5qY/Xq4ABZnY7MfBhd6Jbgv7A0KwrhxSo/AMx2N7awOEluhWZO23jz210CLNiMBFUvrneFRERERERmRMo8CoibcrdP0gD0/zJzG6ahX5pZQ6WBgraghjkaUeiH8+viUHiDnX3UYXy17R5JTuH7sC2wGvAfu7+TbGAzn1JRxLnbH9S/6nEQFUHuXu+L9rPiP5SewJnUWIAxNQHbqVBv9oFM1uL6PN5zVxfsCIiIiIiUoH6eBURERGR2UV9vM5BOmofbB2R2mrOobaac6it5ixqrzlHR22ravt4VcariIiIiMxW3RbuSWMuwNp9kZ51rI2IiIiISNtQ4FVEREREZquF+i/XZF5jQwMNDR0o7UFEREREpECBVxERERGZrSZNatqdd0NDowKvIiIiItKhKfAqIiIiIrNVY2MDDSW6cu3Spe3rIuVl7aF2af/UVnMOtdWcQ201Z1F7zTk6altVezwaXEtEREREZpelgPfqXQkRERERkdlkaeD9cgsVeBURERGR2aULsCTwZb0rIiIiIiJSYwsA/wHKBlcVeBURERERERERERGpsa71roCIiIiIiIiIiIhIR6PAq4iIiIiIiIiIiEiNKfAqIiIiIiIiIiIiUmMKvIqIiIiIiIiIiIjUmAKvIiIiIiIiIiIiIjWmwKuIiIiIiIiIiIhIjSnwKiIiIiIiIiIiIlJj3etdARERERHpeMxsUWAQ8AtgceB14AJ3v7Ke9ZJgZusBTwBbuPuowrIfAGcAPwMWAl4GznT3O9q6np2Zma0GnApsSrTDf4DhwKnu/nmunNqrzsysL9EGmwILAy8B57v7zYVyaqt2xMy6AaOAjdy9S2GZ2qodMLPLgf8ps3h/dx+Wyqm96szMugIDgIOAHwETgQeBk939/Vy5TtdWyngVERERkZoys/mA+4HfALcBRwEfA1eY2Ul1rJoAZrYCcDslPguY2RLAaGAH4ErgWCJZY4SZ7dGG1ezUzMyAMcQH00uBI4gA0RHAo+keU3u1A2a2DPAksC1wBXAc8B3wdzM7LldObdX+nARsVJyptmpXVgcmAHuX+BkNaq92ZBjwV2A88f++W4DdgdFm1gs6b1t1aWxsrHcdRERERKQDMbPjgbOB3d39pjSvC3APsDmwvLu/W8cqdlpmtiMRHFo4zdosn/FqZhcTAfON3P2JNG8eIrC0FNDH3b9u00p3QmZ2H7AZsJa7j83NHwhcAPzW3c9Ve9WfmV1NBIF+6u5PpXndgGcAA5Z098/VVu2Lma0LPA5MA+bOZ7yqrdqHlEH5FXCnu+9aoZzaq87MbAfiC92L3P2w3Px9iYDsie5+dmdtK2W8ioiIiEit7Qu8nwVdAdy9ETgHmAvosFkN7ZmZ3U1kIH8A3FhieTdgL2BM9oEIwN0nE8G+3sB2bVPbzsvM5gI2Bh7NB12Ta9J0U7VXu9EI3JMFXQHcfRrwEDAvkcCstmpHzGx+4HrgXiLgk1+mtmo/VgB6AsXn4HRqr3bjUOBL4ITC/JuIL+Jf78xtpcCriIiIiNSMmS0ErAg8VWJxNm+9tquR5KxIvFq7FtHnbtEqwPwUAhGJ2q7tTCXa4uASy76XptNQe7UL7r6fu5cKFqwJNADvorZqby4g+pY8sMQytVX78eM0HQtgZvOm4F2e2qvOUptsAjzi7l+meT3NbC53n+LuJ7r7bXTitlLgVURERERqaSmgC/BOcYG7fwNMAvq2daUEgJXd/Sx3n1Jm+dJp2qTtgPfSVG03m7l7g7uPd/dxJRYfm6YPo/Zqd8xsQTNbJ3U/sDlwobt/gNqq3TCzXwEHAAe5+4cliqit2o8s8Lq1mU0Avga+MbPhZrZsWqb2qr++wDzAeDPbycxeAr4h2uq+1Gc5dOK2UuBVRERERGppoTT9qszyb4D52qguklMh4Jqp1HbfpKnark7MbG8iQ+9d4HLUXu3RMKJv132IrK4z03y1VTtgZksBlwFXuPuIMsXUVu3H6mm6PnAGsCORrbwN8KSZ9UHt1R5kfcb3J7rwuItoq9OJbnOeMLO+dOK26l7vCoiIiIhIh9KlMC21fFob1UVaplLbZfPUdnWQBii5gsj42sndv0oD1oHaqz25ErgaWAf4X+BfZrYxurfqLt0vVwOfESOul6O2aj9uAp4Hznb3b9O84Wb2JPAP4A/A3Wm+2qt+5k7TFYm/T7el34eb2fPAHUQQ9p40v9O1lQKvIiIiIlJLX6bpvGWWz0tk7En7U6ntsnmft1FdJDGzU4DTiHO/nbs/kxapvdoZd78r/XOEmT1NBBx+TwxqB2qrevpfovuHHYB50kjqAD0AzKw3EfTRfdVOuPv1ZebfZmbvAlsRwVlQe9XT12n6fi7oCoC735naqj/w9zS707WVuhoQERERkVoaT4zyvXRxgZnNB/RCgdf2anyaNmm73Dy1XRsxsx5mdhURdH0f2MTdH8sVUXu1Y+5+J/AFkf2qtqq/7YmsuhHAx7mfDdLyj4F/obaaU3wILIDaqz3Izu9/yyz/L9HNQKdtK2W8ioiIiEjNpFegXwXWLbE4G632iTasklTvNSLbpNSowmq7NpRGib4R2Al4CdjW3d8vFFN71VnKknwceMHddy0sm4sYcOZb1FbtwTHM6Isy709EX6L9UVu1G+neegh4091/VVjWA1gBeBO1V925+0QzGwf8yMzmcffJ2TIz60oMmDWeTtxWyngVERERkVq7Dvihme2WzUj96x0HTGHGq4HSjrj7VOJVwI3NLMsCI72SeySRYfTPOlWvszmdCLo+TWS6FoOuaq92wN0nAt8BO5jZqoXFxwJzAberrerP3Z9z9weKP8CktPwBd39cbdU+pHurO7C9ma1dWHwikUE5TO3VblxJZCAfV5h/ENAbuKkzt1WXxsbGetdBRERERDoQM+sJPAssD1wIvA7sAvwMOM7dz6tj9QQws0HAqcBm7j4qN38J4nXbeYE/Ex+E/gdYG9jN3W9u88p2Mmb2A2Ac0I0IMDQJugIfuvtItVf9pcGz7idG6r6IeK12c2Bn4DGgv7tPVlu1T2Y2CtjU3bvk5qmt2gEz6wfcC0wGhhLPws2JL6VGAVu6+3dqr/ozs7mJDOUNgBuAR4A1gYOBV4D13P2bztpWCryKiIiISM2Z2WLAmcAviCwIB/7s7tfWtWIClA+8pmV9gbOJV297AC8DZ7j7PchsZ2b7EKOvV/KIu/dL5dVedWZmawCDgU2IgMJbwPXAue4+JVdObdXOlAq8pvlqq3bAzNYi/lZtDMxHvLJ+HXBe4ZV2tVedmdm8wPHAnsAywEfEwIKnuPsXuXKdrq0UeBURERERERERERGpMfXxKiIiIiIiIiIiIlJjCryKiIiIiIiIiIiI1JgCryIiIiIiIiIiIiI1psCriIiIiIiIiIiISI0p8CoiIiIiIiIiIiJSYwq8ioiIiIiIiIiIiNSYAq8iIiIiIiIiIiIiNabAq4iIiIiIiIiIiEiNKfAqIiIiIiIiIiIiUmPd610BERERERERkfbAzAYBp5ZY9B0wEXgKONfdn2jLes1uZrYQMJe7f1zvuoiIdCTKeBURERERERGZ2aXA3rmf36R5GwKPmNlWdaxbTZnZlsAbwCr1rouISEejjFcRERERERGRmY1x9+uKM83sDuBZ4Dzgvjav1eyxAbBYvSshItIRKeNVREREREREpAru/jzwb2BVM1u43vUREZH2TRmvIiIiIiIiItWblqbdAcxsKaJf2G2BxYEPgBHAYHf/JFvJzCYAY4ExwHFEItQJ7n6RmfUAjgH2ApYFJgGjgFPd/c3cNnoBvwN+BSwNfALcm8q9kys3CugN7AGcTXSR0A14AjjZ3Z/Jlds0rfawmb3t7n3SsuWAE4CfAUsCU4HXgcvdfWj+hJiZAWcA/YCewCPAscDLwHXuvl+h7CBgC2Ah4B3gJuBMd/+25BkXEZlDKeNVREREREREpApmtgywIjDB3T82s75E1wM7A9cCRwB3A4cAT5pZ78ImNgUOA34P/AV40My6Et0WnAW8RQRlLwd+Djya9knKsB0DDADuSvu6Lu37OTNbvrCvJYDRRBD3t8CQtP8H0mBaAH8Abk//PhM4Ku2rD/AMsB0wLO3zbGBRYIiZ7ZE7J5bqtTVwGXASsCDwGIWYg5mtm7a7MTA07W8McDLwkJnNg4hIB6KMVxEREREREZGZzV8Ims4NrE5kdc4NnJbmDwHmBdZy93FZYTO7DRiZyg3IbxfY1d3vyZXdH9gMONvdT8zNf5wIyA4kgrFnAMsDm7j7mFy5YcBzwIVE1m1mUeB4dz8nV/Yr4HRgF+Aydx9pZhsCOwIj3X1UKjoQWBhYO3WvkK3/D6Krhd2AG9LsPxGZq+u5+7Op3FDgTmCb3LpdgCuBz4A13P3TtOhiM3uECDYPBKbXV0RkTqfAq4iIiIiIiMjM/pp+ij4ADnP3q9Jr/1sD/wQ+LwRqXyCyV3/FzIHXKcD9hW3uCDRSCDi6+/1mth4wLgUtdwNeBd4o7OtDImt0SzOb392/yi0rDhD2TJouUeLY8o4B/ujuH2YzUmZuFkOYP81bCNgKuC8Luqa6TzOzM8gFXoHVgFWAvwFdC8dwFzCZOF8KvIpIh6HAq4iIiIiIiMjMzmXmAOkUIug6zt0b07wViFfpfw58XG5DZtYz13fpRHefWijSF/jQ3ScV13X3p9M2FgMWST9l90X0+/pa7vf/FpZPSdNuFbaBuzeaWQ8zGwSskeq4PJHdCzO6EFiOiCu8VtwG8Erhd0vTQ9JPKX0q1UtEZE6jwKuIiIiIiIjIzF5x9weaKZMFL/9BZHGW813u38WgK0APIuO1mn09BgyuUO69/C/u3tDMdksys82JvmonAw8Rg4WNBR4v7GOuNJ1CU8WBsrJjGAoML7Pr78rMFxGZIynwKiIiIiIiItJy49N0nlJBWjP7JfBpiQzXUtvZ0swWcvfPC9u4DJhADGz1FbBwmX31B6YRgdJauJQInK7s7tOzZs1sqUK5N4ig8YoltlGcl50viseQujHYieieQUSkw+jafBERERERERERyUv9nz4GbJMGqJrOzLYmsjpPqGJTw4nP5gML29gQOBBY3N2npXKrmNluhXKrE9mpF1YR5C1lWprm4wO9gY+I/mPzjk/T7gDu/gnwILC1ma2Uq1MXop/YvGeJIPJ+ZrZcYdnBwM3AAa2ov4hIu6WMVxEREREREZHWGQCMBh40s0uJ1/FXJPow/QQ4toptXAnsAZxmZqsBDwNLAYcBbwNnpHLHA5sC15vZVsCTwDLAoUQXBgNonSy4eqiZLenu1xFdC+wD3G5m9xB9u+4EbEh0K9Art/7RwBPAGDMbQvQr+8tUFlI3CmnArYOIgbSeM7O/AeOAnxAB13HA6a08BhGRdkkZryIiIiIiIiKt4O4vA2sDNwI7A0OIAOUtwPru/moV2/gO2Irou3UN4C/A3sCtwAbu/nEq9x9gHaKP1H7AhcD+wChgQ3cf3crDuAm4F9gO+KuZzUcEfc8H1kz7OQb4EtiM6NN2JTP7QarXWGBjov/XgUS3CJOBXdP2p/f/mroYWB8YSQRbhwBbABcBG+W7NRAR6Qi6NDY214e3iIiIiIiIiEhTZrYE8KG7Nxbmb0AEYwe7+6B61E1EpN6U8SoiIiIiIiIirfUw4GbWrTB/rzQd08b1ERFpN9THq4iIiIiIiIi01pXAOUQ/t7cQg3VtBuxC9Od6fx3rJiJSV+pqQERERERERERazcz2Igb3WhGYmxgo61rgfHefWs+6iYjUkwKvIiIiIiIiIiIiIjWmPl5FREREREREREREakyBVxEREREREREREZEaU+BVREREREREREREpMYUeBURERERERERERGpMQVeRURERERERERERGpMgVcRERERERERERGRGlPgVURERERERERERKTGFHgVERERERERERERqbH/Bz5Hyw4m2GWEAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "undergrad_pct = survey_df.UndergradMajor.value_counts() * 100 / survey_df.UndergradMajor.count()\n",
    "\n",
    "sns.barplot(x=undergrad_pct, y=undergrad_pct.index)\n",
    "\n",
    "plt.title(schema.UndergradMajor)\n",
    "plt.ylabel(None);\n",
    "plt.xlabel('Percentage');\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "72d45cac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Which of the following best describes your current employment status?'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema.Employment\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "9af0f140",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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N1ZTjPsRDxsnufkoWyHT3ie7+N+IL92xEjZJa7Ec8vF/u7genMs6OzSnEw8QAJm8SURGL5n9bEQ8YG6YaX6Ttv0p8Qf0cWNPMsi/Y2Rf5fKAWoibCK8QvxyvlavBBZyDs/yrM2oPuvre7j095+S8pEAosntUkSA9M2bDuW7n7pBohHk0YaxnyfYvC9i4AziYCE7/PLbcr8aB6rbv/OctzWucS4gHrG8SDbGbx9HqVp+ZBuTyfRpw7s/Q04ylgk513v3T3SU1y3P28tB+l1tmXCPZtng8qpIDN5kTTuC1ytbyy/XjcczX93H1c2tYtTN4cqKf3mefc/bK07ETPNa3rwvvAZu7+cVpvPLAH8VA7BxHwyxxEXEN/dvdJNU7c/St3/wNRU2w+4l4FEcibk2gCdVNu+YnEw/K/gDsrrPmUBa1K1YTJ8vh36PH1WqtLPTUldffPsvtPF/ZPr4e6+6SgRXoYz5q2bllJraIKnJa7V39UYv6huXtINr+W+/Z/iXPqnbROB1HjKft8WKbG/ak1b9unaw93/4D4AQXi8/hX7v5emvclEVCFzmu46HB3z4JGuPvDuXT3Lb1KsGjSugpRg3UDd389t52niKBWB7B9rsbUg8S9YhBTdg2xLhFAGenu7zOlbXP79kVu3wYAO7r7y2neRDqDb5P2O9XG3JG4njfJlk/rjCauzYnA78ys1H35BM/VXPJohnhSelvuR4dKZfm8y3M/gqb93Z+4/3zQ3UbSZ+aywJfAb1I5Zdt6n87vDz354ahSNX/upc+pm4jvxGOI5qgVUyBMRESkOSoNhGX/52vYrFBiubyH8wEkmBSUykZVG9RN3tZNr5d46f4/NiF+aS6OeHlb/sE/pfsxndX/u0s3n/ZwL/Q/lLZ3I1HlfxaiJkRvqqYcf5Zei79QZ7KmHpU0j+xKVj5nlZl/enpdrQeBwrWJ74b3eIl+k9JD5nXpbba/I4lf2VfJfrlPNRm+R5zjjxE1H5dI86YhzvMvKN2st5R/lZj2cu7/rDbPSnTWlCzVJ9MIUrOQKv07PfgVXZRe803renIeZOfTSWY2WdDQ3f/o7lu5+9PVZjpnVaLp2LNltnNBiWkrEmX5UnpYnUy6Lu4mAoFZoCrbj7XM7A/5Jnnu/m93X8/dj8htpqf3mZL9E3bjiiwokMvTRDprnqwNYGYz0BnULXcMs/4Os2P4IfGQPzNwtll0xJPSmODuP3X3ndz9c7p3DfFwunxqQkzK10JE7ZlXc+diT67XWlVc9inwl92jhxfnp3NxKWD+Mse/nnkbT2cT8rxa7tsPFYOwKVj1ano78xRrVKeWvD3m6QepnCwA5T7lSNNZ1wKl8txBiWA5ca5+BixgZj8ok0fovM6vKRW4SveX+4ng4TppWgedzR6LQeGsWWSpmo6v+5TN7bP9/oIpz5FS+70uURv1AY9O2Iv5fYFoxjcjpb+DdPV5Ves5kd1jtzaz7c1s1ly+bnX3Ddy93HcDcsv+192/S9QyHFdikaxfwW/WmN+u1ONz7zLifv0OsKaXbiFRljrLFxERaY670+tyMKlPiuWAd/MPNe7+qpm9DsxnZnOnL2YrEl9O76G0cl8GsgexGbrJ2wLp9dlSM/M1SqpId44K0oVohgbRL0o5TxHV9xcimlz1lorKMTWrmidNO83M/ldinSwotVBPM5N+fZ4jvS1ZPul8+ZQIFM5HmWNYRiVln/VXs1BK7zOLDryHETXkHqYzaHsPUS7rEzUCniR+hZ4NuKkYNO3CFB2Tu/uXuXhD9n02a2Zcss+stM5LlK/1UE65L+NZDbHBZjYwPXhmv6AfYGalmhlleZ3dzGZNDyGHE8HBlYgHwo/M7Daiue9NWU2pGmTX8wtl5j9D3E/yTZez/fiumU3R8Xwyf3rNzoXHzOx6YoCLE4ETzOxx4sHwuhIBtXrfZ7rS3TFcKPf6jfT/NblzLG9QblncfYJFx9QnEbWcdjKzV4kajzcStTcmlNpQUbqebiJqy21OZ19Tk9UGS6q+XuugmrKflzjfPyhTc4cS50Qtusrbh8VjUIf79hT3pST7AafHz9m9lLes9t6HXcwr1X3B68UfhGDSef8iUfNtQcr3F1XpeboKk+/LpcABwEZmtptHU9ZvETUdvyT6yirqar8/8s7O14vz8rJ731Jd3PuyY1Np2dd8TiQ3EM01lyWaKZ5rZg8S95rrSgQBu+TuX6Ug5vLEcVqQ+NEqu/H1ZqWpmj73zGxDojbhOCII9kpXy5eiGmEiIiJNkB7y3gR+mL7crUL0cVKquWM2beXUB9HCRO2OclXgKx41p4ys76svulyq/ulC5y+mXX0JyubVo5PlrlS6P/nq+8sQX+yKf0um+bPSc1nZdHRTu6Sn5dPTsi82jxyWXu+hM1ibdZhfbf9gEB0edyV7eMs6Ce7qvO1JUKlkWafmJNmDVfbLeXYu/JDS50G+BuisaTuPEEHEq4hf4gcRgY/LgHfNrKL+9bowW3otWS6pluN/C5Oz/Zi1zH6sRPRLN2k/ks2IjuxfII7LMkS/SU+a2WMWI41menqf6UmtvnLXSza9ePyg/H4vnObna2OcTHSafg/RnHR+oq+e24DXzWyTKvKa1VLL14Qp1Tl4M+6V1ZR9T49vT3WVt1Lzar1vV3pf6ola81a8nvOKwaDufNLFvOzYdvW51qPz1GOwoFHEeZTVuv15WqZcoKQe+52V/RyUvwdknzXVnhe1nBO4+/+IH5oOJ2q6ZQMs/RVwM7vNYlCNbpnZ/Gb2T2LQiIuIoOMWRHyoZKf09VSHz72safrfStWIrYRqhImIiDTPPcDWxC9ww9K0O0osdyewHVET7DPiy1S5/sHqIfsy2dt9cJWSPZh21YQg+/JZSVOjRsh/+f5GpbU/eiDb3zYzm6mLYNgsheWr3X61Zf8vYhSr1YmOr4cRtQheN7N3iF/Dsw7zs2Z0lfYPVo3sOHSV/54EBEpeB6nWRvZFPWte8l+i/Bes5hdqj/6dtkh9nqxKPPhtRNSaOpjomPrUHuQdYhRaKLPv6WGj2CF9VpaXuvs2lSaUzv2TiOYuCxDHez0iALo0MdLngqnZcyPvM+XSyK6V/PEDeMvdK3qgzKQmnDeZ2WBgTWKfNyA60L7KzJZ191EVbOoW4ngvnTqLnomo7fhUapaVqfVeWeoh81sV5K9StRzf3s4bNO6+3RN9KW9dlXt2/ZSqZZap5Ty9DPgREWD/J1FLEqYcLbKesrI/0t0rGYijoTz6yDwEOCQNurIWMUDM6un/G4gyKyv9+Ho7EbB/CjifqJX3nLuPS/0PVnzfzykXuCp5DtX4uZfVAC/VFLUiqhEmIiLSPFltmaWIXxmhdL9f2bTF6OwfrDcDYVl/FiU7SjWznc3sDjP7dS+kPTq9LtnFMkuk16qrwveG1CQu63y5ZFsqM5vDzFY2s++Wml9hOuPo7G9tyTLpLEA8cLQTncdWo5Kyz+ZNKnt3f4YYqn4liyHR5yZGIct+wX4I+I6ZLU806XjG3d+k/rIgwaKlZprZN+hZE7Fy62Tn4Ru5zoaza2fhEstjZjOb2bCs/yczazOzIWa2KkwaJv5Wd/9TSjfr8+1XpbZXoey4lmsSuiBT/jje5X4AmNlSZrZE1hdd2rdlsn1z91fc/Sx334C4l3xKBIVWK6TRiPtMd8cwq1HwKnHtfLdMR9ik47VcCnhhZt8ws0XNbEmI/tPc/Qp3357oK+8xov+jzUttryjV0Mv6hVo//cGUfSL16HolRmSDKYOfEJ3+18urRC2c2bOyKjKz683sOuscHS7rK6y389aw+3ZP9LG8zZf6zium/41c3l7sYv2enqcAlxPnxE9THtYiAvs9Dn5UoJJ73wrpmq+ku4e6MbOBZraidY5I+oy7n+juaxLfDTuIJp1l855sRATBXgBWdPcz3P3BXH9hc1eZta7uKVC4duv0uTeBuEY+rjKvkygQJiIi0jxZIGxZ4MfAmFL94qR+wUYTgbBliQe1cv2D1cPI9Porm3y0v8w2RDO43qhZfkt63a7Ml+/1iYfLL4mh62vRnl5raq6QZH2V7VRm/pHAfcQvr/VIZ/cy87PpD1XYOXdx2x3AsFJfpNMD10bp7e2F2bcQzcv+lN7nz8+70+thRECgN2qDQQTfxgELm1mpkVE3o2e1Spa16Ky8aOf0mn8oy87fcufBnkQQO1tnFqJvnbvMbLKHhdSfTRbwzo+qV+15m5XLD8xslRLzSwWa7iVqRvzYzJYqzky14UYStQl+miYfRPRfs39x+VQ7Luu0OtuXRt5nNjOz6fIT0vts3/+V8jmO6OduGjpHqC06Ly1zWHq/FtHP2WXFpjyp9kbWuX01IyNmTZN+RpRvBzGKWl5Pr9eshmCpAEu9OtXPyvKx9HaK2iUpaL8hUXMua+bfkLzlNOq+3ZPPmkblrTvfoLNpbt4WRG2/Ud38sJHdE3+RBXDyzGxxOn8IHJmflzo/vxOYnRiBembg6vQDS2/JrqufmtlcJfI7hPh8e5ZoAl+Las+Lc4jvPaXuTY/R2cQ0f6/JmoTm0xiSXl/0EoMSAdtm/1gaBKeb/GbX7YLFe7nFoCnFz+OefO5RWO5H7j7YY1TOHlEgTEREpEk8huJ+G9iUCCKUGwWSNO87xBfGp0uMCFVPlxIdDy8FnJ4FpMxsGjM7hGjm9h6do1bV09+JmgQLAFeY2aSRGS2GYc9GHzvO3T+tMa0sUDRvl0tV5jii4909LUbMmwbAzAaY2Z7EcOwAJ9eYzt+IPkh+ZWaHpF/ls3R+C/yB+OJ7cLUbTsGKK4gvn9eb2aSaVenL/41EM627mbIJbxbYyQIL+UBY9n/WLLKa/sEqlr7Qn5Le/t2ss6fzFAA6rYebngb4R9b3Svo1+w/Ew/2XwAm5Zc8ggk4bmdlx+WCumW1O53E5KeV5HPGgOAC4xHIjLaYHhP3S2+xhEjrP23nKBJAmkx4a/5reXmq5frrMbDNg3xLrjEv70gZca2Y/zq3zHWLEuG8TtQ6zkQmvTK87p30lt872RCD/MzoD2I28zywIXJiaBGWDk4wgah+8kPYnc1R6PcbMJtVIMLPpzexYotnj10T5QDy8f0TUbDvWzKbPrbM0sFV6mz+GXfIY9fRVopnx8sC9Xhjpr4br9aH0ureZzZOWb0vHqNQAD7U4Nr0eYWaTAlkpwJAF+4bngvZZ3g626A8zq3G3P9Exdr016r6d7d8AM6u0tk2j8laJE/NB9PR/1mTt8K5WdPc7gQeJ5o83WK4PqxQEu464z1yUvhMVZTUh/5xee7NZJKnD+auJH01uMrMFs3mp5uJ1RHDwAXd/rPRWKlbtd5AsGH5A+j6U5Wsa4EAiwDSG6PerqzSycl7LzJbJbWcWMzuGznMLJh/kqFx+HyNq7s0B7J/9IJDO9X9QGH2yh597kzGzhdNfj/tdVSBMRESkue6ls++ergJh2S9kM9K7zSJJndBuRjRl2p3ouPQx4F3gUKLj4a3qMJpdqbS/AjYhHoA3BP5jZo+b2WhivwcTzSWOrENy/06vO5rZU2b25y6X7kIa5nsX4hfTE4H3zOxR4kH/FOKL/gHuXqxJVW06zxBfUicQx+LdlM7bRKCnA/hDevjoiT2IGiwGPGNmz5rZU0RzkaWJ0fe2LjH61kjioe0bwNvu/nJu3iN0dlb9CZ0Pu73haCLwthDwvJk9bTGy2b3E+Zvlo5o+d+4kmpG8bGZPEINcnEh88d8x//Dm7m8TNSW+APYhnQdm9iYRKJoOON/d87U4fkM0eV0TeMPMnjGzZ4gHmmWJWlfH5ZZ/ljjOPwBeMrNKAkUnEKOszQs8nc73V4gmePdQuoPnA4nae0OAx83M07nwOlEL6hNg/az/Ind/ggi4TQtcaWZvW3SQ/zYxwhnAb939k7R8I+8zNxABqf+kNN4mOmZ+H9g8NUck5ev/iNpt3yRqeb2d1nmHCBp2ADtkHTSnQOM2xLWfHfMn0j3rUSJgeIG7l+r/sSt/J5oaTUv5h/+eXK8nE8duPuKcHkU0bb6Q6DT7vSrzWZa7X0tcKzMCN5vZq2b2NBHkWx54gs4AB8T1O544799I19vbwDF0BijrpoH37Y+B/6S3T6bPtNn6Qt4q0E5cJ/ea2XNm9jxxPx0IHO/uN1SwjV8SNYBWAF4zsyfN7Dni/JyfuMeWC8JeS/zgMCNRhvfWsjMV2pUI7vyI6IQ+uye/RDTjfIMKmzp3o6rvIOl6upwIeN1lZmMsRuZ9lwhI/g/YqdCnXJbGP9N5twjxWfA08d3zETN7Pt033iVq9D5LZy3N75XY1prpXDg15et9On8YOIoYIOQp4DWiSf7pTKnaz72iF9JfjwPkCoSJiIg0V77mTHeBsI7c/73K3R8g+s85j3hQXSKlfyXw4x481FWT9tPEl6cTiC+cixEj340kHlp/VafOgy8ivrx9TDxIDu168a65+whihK+/Ew9zSxGBj9uBDd396Fq2n0vnUuIhN0tnCSIIdRmwgruf0sXq3W37E6IWyh+IEbuG0Nmh7t5p+/8psd6nxK/+UHhQcffxRDAM4Lbe7Pg5pbUOEcR5iTiusxLHeWU6m3aUag5SzgtETcw7ieDTTESttpXc/fISebiVOCbnEk1GliTO36xJyy6F5d8kRpM8l3jo/wERpHiBGMlrxXwwKNVY2J0ISH2P6BOmy6Y1KdDzC+Lh45mUxgzEA/aGlBhRLQV4NgB2IJpgzUn0v/Y+cV9Yyt2fK6z2F2Jgj/uIGhVLEg/sV6f9uLiQRqPuM5cSAfZXieZM/yWalC2VOmyejLsfSVwH1xM1rpYkAp83AKulazC//L9yy39F3L8GEbWxtnL3cs3bupKdW/8jym8KPble3f1V4kHzcqKG3lDioXc3CudmPbj73sQ5NpIIngwlHnYPBVbJ1+x194eJ6/QmIli9MBHU24xeCISlNEfQgPs20bzwKSKI8X06m6f1hbx1pYM4JucTtdKzPiA3cvd9KtmAu79B7MchxH3NiP4CHyCamK9dLuCdpt+c3l7u7u2llqunVON+FWIE3CeIY2XEeXsicW96uw5J9eQ7yLbAXkSgbhBxr/kybWuJEvfMnYlynp64N8yfPg9WJQJNnk0njs3+xP0hC7BOGvHW3UeSfoAjau3nm4b+gRgp92niPJmLuG/9CCh+TlT9udcb2jo6qh1BVURERESkf0lN774kgobTl6jVJtJnmNmaxMPoDe6+UZOzIy0mNa99DZjo7r3RH2g1ebmf+DFiKXd/qpl5kalHU09qEREREZF6SE2NniVqPP2sRM2BddLrvxUEk34g62/v4i6XEpmKWQyqsCIx2vBTTc6OTEUUCBMRERGRfs/dPzGz/wLrEp0JH5M1w7QY+TDrp6S3R1kT6ZHUf88XwPpEn2ZvEp3ei7SMNFDCHERzvvOI5tWl+pkS6TEFwkRERERkavFHYlSvw4Hfm9lrRGfl86f5VxBD0Iv0RccQ/bJl9unNPvVE+qghRJ93mWfoHHBDpC7UWb6IiIiITBXc/Waiw/WLiA6IFwNmJjot38bdf6lmkdKHPUL0Y/cWMcLmlU3Oj0gzvEYMlPMlcBvR1F0BYakrdZYvIiIiIiIiIiItQTXCRERERERERESkJaiPMBERkf6jDZgL+KzZGRERERERqbOZgbeBXm26qECYiIhI/zEX0XeMiIiIiMjUaB7gP72ZgAJhIiIi/cdnAB9//Bnt7c3OSutoa4NBg2bmo48+Q12rNo7KvfFU5s2hcm8OlXvjqcybo7+Ue5ZPGtDyQYEwERGRfqajgz79RWZqpXJvDpV746nMm0Pl3hwq98ZTmTeHyr2TOssXEREREREREZGWoECYiIiIiIiIiIi0BAXCRERERERERESkJSgQJiIiIiIiIiIiLUGBMBERERERERERaQkKhImIiIiIiIiISEtQIExERERERERERFqCAmEiIiIiIiIiItISFAgTEREREREREZGWMG2zMyAiIiLVGTBgAAP0U1bDTTONCr0ZVO6NpzJvDpV7c6jcG09l3hzdlXt7ewft7R0Nyk1ztXV0tMaOioiITAVmAcY1OxMiIiIiMnWZMHEC4z75qmnBsLY2GDx4ZoBZgU97My3VCBMREelndrpxJ0a9M6rZ2RARERGRqcDQ2Ydy2SaXMWBAW0vUClMgTEREpJ/xD50n332y2dkQEREREel31DhXRERERERERERaggJhIiIiIiIiIiLSEhQIExERERERERGRlqBAmIiIiIiIiIiItAQFwkREREREREREpCVo1EgRkRwzOxQ4pIJFT3H3vXo3N1MyszEA7j6k0WlXw8xGANsC87n7mG6WPQLYGZgN+Je7b9zTdMxsGHAXcJi7H1rhNhZy99G59x3APe4+rNJ8iIiIiIhI/6BAmIhIaecC93Ux/4VGZWRqZmbrAwcCTwAHAWManP4NwCzA6rnJ2wDvNTIfIiIiIiLSGAqEiYiU9pC7X9rsTLSAxdPrEe5+QxPS3wC4Jz9Bx11EREREZOqlPsJERKSZpkuv45qaCxERERERaQmqESYiUqPUb9ezwCnAYcCSwGfA5cB+wArAUcBSwAdp+kHu/nVafwSwNWDAacCqwJfA7cBfKuhjayDRvHBjYB7gE+AO4HB3fyEtsx0wHNjX3f9WWH954CHgQHc/Kk0z4FBgDWBW4A3gCuBod/+ysP4uwG+BhYC3Uzl0K/XFlbkrkmQ+YDuin7bV3f3uEuvU3H9Xri8xgNXSdrd39xHFNNLx+QWwBPA3okza0vq/AaYBTgDWAv4H3Ans5e7v5NIbkJbdkTjO44kyP9LdH6hlX0REREREpHKqESYiUtpMZja4i7+2wvJLAdcCDwB/ABz4PXAdcCPwILAX0QfWfsAfC+u3EQGUmYE/A5cAmwIPm9k85TJpZnMAj6U0701pjgDWBx43s5XTov8ggnPblNjMr4F24OK0zWXTNlcBzkj5fgg4ALjTzGbIpX8McA7wadqvK4EjgU3K5TlnG6J8AI5O7z+oYL16eIHOsngx/X9vF8tPB9xPBLD2Aa4hmlVeTxzz/6XpNwKbAxcW1r8MOBUYDewNHA/8ALjHzH5R896IiIiIiNRBW1vz/hpFNcJEREo7Lf2VM5CoeZWZC9jC3a8CMLOriQ7X1wM2dfdr0/TLgY+IQNWxufUHAM8D67v7xLTsPUSg5Qhg+zL5OBpYANjB3YdnE83sImAUMNzMFnb3L8zsKmBHM1vC3Z9Oy00PbAnc4e5vpgDfhWnflnT3j9Mmz0r5OR/YEzjOzBYggj/3EbW3snxfBTzSRdkB0ReXmS1I1GS7Pav9lWqG9Sp3fw+41MwuAd6roF+wbwDXufse6f25ZrYk8GPgNHffMzd9UWBtM5vO3f9nZpsRZTxZbTwzO5kIOJ5lZv/n7v+t2w6KiIiIiFRp4MAZm52FhlAgTESktL8Bt3Ux//PC+/F01m7C3T8ys/eAQYXpn5nZ+8DcJbZ5WBZMSsveYGbPAxub2Q7unm9KmDW32xR4magFRm7d51KQZ0ciWPMoEeDakaj99HRa9OdEUC8Lov0QWBQ4GxhgZoNzm70Z+Iqo7XUcUSNqGuDkQr6fMrNb0vypyeWF988TzWCvKEx/GVgOmJNoUvrLNP2aQnlC1Cw7gGgOe0s9MysiIiIiUo2xY79g4sT2pqTd1gaDBs3ckLQUCBMRKe15dx9ZxfIfZX1+5XxN1DbqKEyfQOmm6c+UmObAIsBgpmw2OJjov+ueEmlA9FsG0e/Wo+7+oJm9CPzSzPZ193ZgW6Kj+ixYl1XH2i39lTIkvS6QXl8uscxz9IFAmJnNBMxUmPy/XE23arxbeJ8d73cK0yek1+wYZ2X6ShfbHtKD/IiIiIiI1FVHqaeKqYwCYSIi9VEMgmUq/SjpKLON7D49ocS8rCV9uTSmSa/jc9OGE00y1zCzp4F1gQvc/avCOmcQzTJLKeazVIv+uvdBaWY9+cz6E9Hxft49wLAebKunx3gaon+2rvpN8x7kR0REREREqqRAmIhI39BG1LB6oTDdgA/cfWyJdT4gOqlf1MzaStQKWzS9vpGbdhExguVmRE2xaelsFgnwWvZPsUZcrinmq2nS6PS6CJ1NLTMLlchvpbKg3zcL0+fswbYuJjq5zytVlr3pNeI4PuXuH+ZnpH7Gvgt80eA8iYiIiIi0JI0aKSLSd+yTf2NmWxAjCxb7oAIgNW28DlgQ2K6w7lBgKyJo9WRunfeAfwEbEjWUXnD3fMf2jxMjW26XOsPP2wW4Ctghvb+OqCW1T+p0P0vbiL7Heurt9Lp0Yfq21W7I3V9195GFvydyi7TT+5+FV6fXI/MTzWwWojxvAGYoriQiIiIiIvWnGmEiIqWtYGalmiNmPnf36+uc5i9TZ+q3AAsDuxP9ShWb9uXtTzTzu8DMVgMeJmp67QZMJEaTLNYUu5AIVK0D7Jef4e4TzWxnomP8J8zs7JSHZYgA2CvEKJa4+xtm9hdiYIGHzexiYBbgd0Stq+/0oAwgAkcnAQemPr5GA6sRI3C+18NtlvMesISZ7Q7c5+7PdrdCD4wgauDtmkbJvJEYhXInoubcvu7+dvnVRURERESkXlQjTESktF2AS7r4O7kX0lwf+BZwAtEE8RxguTLNIgFw93eJINXpREDsVGJUyBuBH7n7PSVWu5kIAE0k9qW4zZHA8sDtRPDrdGAN4Exg5ZRmtuzxwBZEc8ajiODOycD5Fe/1lOl/CvwEuBv4DXAiMSjAykzZYX2t9iH67zqZKPO6SyNq/hzYlwgOHgv8BfgQ2NTd/9Yb6YqIiIiIyJTaOlphSAARkT7MzEYQzf7mc/cxDUhvWuBN4DF3b/rIjlKVWYBxq1y4Cve/Wez6TERERESkekvNuRSjdh3F2LFfMGFCe1Py0NYGgwfPDPED+Ke9mZZqhImItJ4tiY7nz252RkRERERERBpJfYSJiLQIMzsZGAKsCzxGdJovIiIiIiLSMlQjTESkdcwMrA08RPRNpbbxIiIiIiLSUlQjTESkydx9O2C7BqSzI7Bjb6cjIiIiIiLSVykQJiIi0s/YYOOLr79odjZEREREZCowdPahzc5CQ2nUSBERkf5jFmBcszMhIiIiIlOXCRMnMO6Tr2hvb06MqJGjRqpGmIiISD8zdqxqgzXawIEzqtybQOXeeCrz5lC5N4fKvfFU5s1RSbm3t3c0LQjWaAqEiYiI9DPt7e20tzc7F62jrS1eJ05sRxXpG0fl3ngq8+ZQuTeHyr3xVObNoXKfkkaNFBERERERERGRlqBAmIiIiIiIiIiItAQFwkREREREREREpCUoECYiIiIiIiIiIi1BgTAREREREREREWkJCoSJiIiIiIiIiEhLUCBMRERERERERERaggJhIiIiIiIiIiLSEhQIExERERERERGRlqBAmIiIiIiIiIiItAQFwkREREREREREpCUoECYiIiIiIiIiIi1BgTAREREREREREWkJCoSJiIiIiIiIiEhLUCBMRERERERERERaggJhIiIiIiIiIiLSEhQIExERERERERGRlqBAmIiIiIiIiIiItAQFwkREREREREREpCUoECYiIiIiIiIiIi1BgTAREREREREREWkJCoSJiIiIiIiIiEhLUCBMRERERERERERawrTNzoCIiIhUZ8CAAQzQT1kNN8009S309vYO2ts76rpNEREREemaAmEiIiL9zMCBMzY7Cy2p3uU+YeIExn3ylYJhIiIiIg2kQJiIiEg/s9ONOzHqnVHNzobUYOjsQ7lsk8sYMKBNgTARERGRBlIgTEREpJ/xD50n332y2dkQEREREel31MOIiIiIiIiIiIi0BAXCRERERERERESkJSgQJiIiIiIiIiIiLUGBMBERERERERERaQkKhImIiIiIiIiISEvQqJEiItInmNk0wPbANsAPgRmB94H7gdPc/cHC8rMC07n7B3XMwzDgLuAwdz+0XtvtIr0F3f3l3k5HRERERESCaoSJiEjTmdkA4FrgXOAT4EjgN8BFwCrAA2a2V275tYHRwKKNzmu9mNm+wHPNzoeIiIiISCtRjTAREekLNgU2AP7i7sfkZ5jZscDjwHFmdp27vw6sCMze+GzW1U+B6ZqdCRERERGRVqIaYSIi0hesml5vLs5w98+AM4kfb1ZqZKZERERERGTqohphIiLSF3yaXnc3sz3dfUJh/unA6e4+0czuBlZL0+8ys9fdfYiZHQocAqzu7nfnVzazDuAedx+Wm7YkcASwMtAG3EiJQFxa1oBDgTWAWYE3gCuAo939y0I6ZxD9jP2ZaLr5OfBPYH93fze3XH6di9x9u64KSEREREREaqdAmIiI9AXDgd8DuwMbmdkNwD3Afe7+H3efmFv2KOBjYGPgaOCxahMzsx8B9wLjgVOIfsm2BjYqseyywEgiWHcG0YH/CsABwJpmtrq7f5Vb5WfAtsA56e8n6f18dAbwtknrL5z+f6XafZCpR1tbs3PQN2XlovJpHJV5c6jcm0Pl3ngq8+boL+XeyPwpECYiIk3n7i+nDvAvAhYEdkt/mNnzwMXAye4+3t1vN7OViEDY7cXaXxU6AZgeWNbdn0/pnEUEvFbOFjKzNuBCIlC2pLt/nGadZWb3AOcDewLH5bY9BFje3R9J788zs9mBNcxsIXcf7e6XmtlOwMLufmkP8i9TiYEDZ2x2Fvq8QYNmbnYWWo7KvDlU7s2hcm88lXlzqNw7KRAmIiJ9grs/aGYLE7Wm1gWGAT8CFgH+Cvwq1b76uPxWumdmg4g+yf6ZBcFS+uPN7ERygTDgh0TzxrOBAWY2ODfvZuArYBMmD4SNzgXBMo8RzSrnJEa7FAFg7NgvmDixvdnZ6JPa2uJL+0cffUZHR/fLS+1U5s2hcm8OlXvjqcybo7+Ue5bPRlAgTERE+ozUBPLO9IeZzUrU/DoEWBw4GNirxmTmIwaLebnEvOcK7y29TqqhVsKQwvt3SywzPr1OU0H+pMX05S+lfUFHh8qo0VTmzaFybw6Ve+OpzJtD5d5JgTAREWkqM5sR+Avwurufm5/n7uOAEWZ2J9GP1uo92H65z7pSPREUR1POAldnANeX2c7Xhfeq3iMiIiIi0kcpECYiIs32JfBH4H0zu6DQMT4A7v6GmY0D/tvFdrKRJr9ZmD5n4f2rRLBqkRLbWKjw/rVcHkbmZ5jZAGDTtD0REREREekHir98i4iINJS7txOd5M8L/DUFmCZjZlsCg4B/pElZsCy/7NvpdenC6tsW0vsYuB1Yy8yWz6UxDRGQy3scGANsZ2YLFObtAlwF7FBu37oxMaWrz2IRERERkQZRjTAREekL/gQsll5/amZXA68DMwE/ATYAbgFOS8u/l153N7O50siLVwMnAQea2UxEp/SrAevlls/sCTwEjDSz04gg2ubAD/ILuftEM9uZ6Bj/CTM7m2iiuQwRAHsFOKKH+5zl6TAzu6dY40xEREREROpPv0KLiEjTufvnRNBqJ+AtorbV2cChwLfT+5+5e9Yf1xVEYGx94DQzm9HdPyWCZncDvwFOBGYlRoGcrAN7d38JWA74Z9r2McCHwBYl8jYSWJ6oRbYDcDoxAuSZwMruXqpz/EocCzwL7Jf+RERERESkl7V1aNgAERGR/mIWYNwqF67C/W/e3+y8SA2WmnMpRu06irFjv2DCBI2vUEpbGwwePDMffti3h3ufmqjMm0Pl3hwq98ZTmTdHfyn3LJ/ED9mf9mZaqhEmIiIiIiIiIiItQYEwERERERERERFpCQqEiYiIiIiIiIhIS1AgTEREREREREREWsK0zc6AiIiIVMcGG198/UWzsyE1GDr70GZnQURERKQlKRAmIiLSz5y/wfnNzoLUwYSJE2hv78PDN4mIiIhMhRQIExER6WfGjlVtsEYbOHDGupd7e3uHAmEiIiIiDaZAmIiISD/T3t5Oe3uzc9E62trideLEdjoUtxIRERHp19RZvoiIiIiIiIiItAQFwkREREREREREpCUoECYiIiIiIiIiIi1BgTAREREREREREWkJCoSJiIiIiIiIiEhLUCBMRERERERERERaggJhIiIiIiIiIiLSEhQIExERERERERGRlqBAmIiIiIiIiIiItAQFwkREREREREREpCUoECYiIiIiIiIiIi1BgTAREREREREREWkJCoSJiIiIiIiIiEhLUCBMRERERERERERaggJhIiIiIiIiIiLSEhQIExERERERERGRlqBAmIiIiIiIiIiItAQFwkREREREREREpCUoECYiIiIiIiIiIi1BgTAREREREREREWkJCoSJiIiIiIiIiEhLUCBMRERERERERERaggJhIiIiIiIiIiLSEqZtdgZERESkOgMGDGCAfsqqWXt7B+3tHc3OhoiIiIg0kAJhIiIi/czAgTM2OwtThQkTJzDuk68UDBMRERFpIQqEiYiI9DM73bgTo94Z1exs9GtDZx/KZZtcxoABbQqEiYiIiLQQBcJERET6Gf/QefLdJ5udDRERERGRfkc9jIiIiIiIiIiISEtQIExERERERERERFqCAmEiIiIiIiIiItISFAgTEREREREREZGWoECYiIiIiIiIiIi0hD4VCDOzIWbWYWZ398K2e2W7zWZmY8xsTIPSmsHM5mlEWrUyswWbnP53zWzGJqY/zMyeNrOvzOwDM5u3CXlo2LkpPWdmh6b747DctFnN7Eoz+9TMPjezPzUxiz1iZtul/dqu2XnpSu5zb0Sz8yIiIiIi0gr6VCBM+i4zWwp4AViz2XnpipnNYmb3AQc2MQ/bAC8Bszcp/QHAVcBCwMFEWbzVjLxIv3UQsDnwT+D3wL+amx0REREREZH6mLbZGZB+YwlgSLMzUYFvAysDrzQxD2sAMzUx/TmJINz17n5cE/Mh/dfi6XU3dx/X1JyIiIiIiIjUkWqEiUx9pkuvCmBIT00HoCCYiIiIiIhMbfp8jbDUb81dwC+B+YEdgO8BbwOXAIe7+4Tc8oOBI4ENgNmAR4CS/duY2WxEs7FNgHmAj4BbgEPc/Y3ccnen+VsAJwNLA2OBG4ED3f3DwnaXJZoWrQR8C3gZGA6c7O4T0zJDgNeAfYDPgd8CCwIfA1cDB7j7Z7ltfgs4BNgS+A7wLPCXMvs1Q9ruVsB8wGfA3cCh7v5sbrkRwC+AxYBjiWaP3wKeTMvelltu27TacDMb7u5tpdLObXtNotyXBaYBngeOd/drcstMA+wB7AgY8DXwOPA3d/9XbrntUvkNA9bPlcFrwFnufkphOYBtzWxbYHVgTFr2YGBRYCMiSPQzd3/czJYE9gNWSdv9iijfk939qsJ+LUScM2sR59cY4CLgJHf/X+oT6/tp8dfM7B53H5bWnYc4huuldN4nmpwd5u5v5dK4GxgMnAgcQ9QuO8XdSx7vQv5G0HmssjI4DBjRTRnMRgXXQkpj7rQfP0378Q5wQ9qPj7rJ3wLA/sS5NhcwgWhGer67n1HYj27PzdzyXR6X3HLVXJsly6qr/SvkaXniGl0ZmDFt83LgWHf/KrdcB3AWMJG4v40HtnP3G8tsdyngcOBHxHnyH+Amovw/zi03APgNndfXeOAh4Eh3f6DMtocR99t83l539yEV7O+vgD2BHwIdwCjiWr4pt8x2RHn/BNiQuKfOBvybuGc9DhwB/Io4758C9nb3R9P6Q4hyPAj4IqU3J3EcT3X38yrI53rEvWkZ4BuAAxcCp7t7u5m1ETVKZwO+6+7jC+vfAqwAzOnuX1ZTzmY2H3AUcZ5+E7gDOLW7PIuIiIiISP30pxphRwO7ABcQfda8TzwMHZQtYGYzAQ8COxEP5n8iAkt3FTdmZgOJh5U9gJuB3wGXEg/fT5TobH0Q8dDySdruP1N+HkjpZtvdALif6J/puLTsK8DxwD/SQ1beHsSD37UpD8+k19Nz25wGuA3YN21777TcP4E5Cvs1XVr2YOAB4kHxTGBV4BEzW7GQ/jfSNmckyvJoYBHg/1JwAeAc4Nz0/7nANnTBzHZMefgBEcz5MxF0vdrMdk7LDEj7fCpxjPZP5TVvSvuPJTY9HFiXCEbuk6adbGbbp//vBf6Q/r8v5fOF3Pr7EkGqPYkg6pNmthzwMBHcPB3YPb3+ALgyX15mtgTwBLApcFlK6xngr3QG4PZKaZPmH5XWXZgI4vwauD7l4QYiaDXKzH5Q2Nf5gBPS35FU3kfTOSXK4NpuyqDiayE9yD+e5l2Slv0nsBvwcApEl5SCGI8RwcwRKb2/EtfW6SmQklfJuVnpcenJtTlFWZXbtxL7ujlx/S0LnAb8EXgROBS4y8y+WVhlGyI4sjcRlLmPEsxsfuBOYAHgJCIAcwdxHP6vsA+XEdfX6LTd44nz+h4z+0WZrL+Q8vJiLl97VbC/x6b0PiWu98OBmYEbzazU+hcRwaQjiGOxOPHDwr/S9KOJc//HwE1mNkth/Z2Ia+sq4t7xX+BcMzuqm3zuDfwfcZ85Nq37CXAKcI2ZDXD3DuL8HAj8rLD+d4mg7JXu/mWaXFE5p0D4I0RgdXhKeybguq7yLI3R1tb9X6XL6a++fyp3lXmr/KncVe6t8qcyV7l3l89G6PM1wnJmABZx908AzOwSoibETkTtFIiHkIWAXXI1A840s+PoDJxkjiRqYK3q7g9lE1NNlCeIB5uf5pafDTjP3XfJLfssEZTZGzgs1dq6gHgIXzFXk+B0MzuCqLGyGfHwlvkusLC7v562eQHxMPpLM9vd3f8LbE3UYDna3Q/Ipf84cAaT+z1Rs2lzd/9HbtkzU77OI2q5ZKYDbnT3PXLLvkY8+G9H1Ex7yMyMCPw95O6XUoaZzZzKZDSwjLt/mqYPT+kfbmYXEjU+NiAeiLdPD5+Y2SnAo8CxZnaDu+f7+voUWDar4WNm1wGvE+fAcHd/1cyuJwIEr2b5TAGYzEbu/l4uv/ulf1d193dy0+8nAjxbEsFViHNi+rRf/07TzjGzicCvzOxod7/ezDYijsH17j4mLXcGUXtnDXe/M5fO9UTQ8Bxg9Vw+vwXs4+5nlirnctKxeqfKMqjmWjg95e1H+WNjZtcCtxMBkEnnUsGeRHDhx+4+KrfuNcBzRFn/Pbd8t+dmmtztcSFqEVV7bU5RVpVIQZtziFp1i7v7+2nWGamsDyCCbIflVpsJ2NTdn+tm85sQ96J1slpSwPlm9ilRY3Iu4D9mthlRnvu6+99yeTuZCEaeZWb/l+4vk6R9vdTMdiLuS2Wv9dw2l037c6a7/yY3/STgVuJavjpf65GoUbuyu3+dlp2FCLjNAiydq503A1Fbcxki4JeZlzhf70/LnUUED/czswsL940sP/MTwdHnifvIF2n6qcDFxH12G+KeNJz4XCkGkrcmariOSOtWU85HEH33rZOrbXsGUUtwi/IlLL1t4MDKB/gdNGjmXsyJlKNybzyVeXOo3JtD5d54KvPmULl36k+BsJuzIBiAu39hZi8QD0iZTYhf9y8srHssueaRqdbElkTAaXShFst7RO2Ytc1sJnf/PDfv4MJ2zyQeZjdNr2vS2aRt5hQUylxJZ9Oz/MP2fVkQLO1Xu5mNImoUDCJqOmySZp9YSP8cIqCX90uiDO4q7NcEorbFNma2sLu/mJtXfNh9LL3OSfXWIh7qz8qCYACpCdFPieZf7cSIdBBNSztyy32WanVcQpRrvrP3q/LN3Nz9TTN7r4p8PlIiqPELYHAuWIGZTUtnbcmZ0rTBRHDrxlywJfMHogbLy6USTeuuDtyRD4KlfbjdzO4A1jCz7+TzQdSQqbfJyqCaa4G4X6xLnEfjCss+BbxKnKvlAmF7E80C8+kPoPM+VGqAgS7PzSqOyzpUf22WOl8qkTXPPKhwPCGu172IwEc+EPZKBUEwgDfT67EpqHa/u493970Ly/0yvV5TopbeNUQwblWi+WuttkyvV5ZI60ri3F8fODs3/eosCJY8n17/kQXBkuyamruw3duyIBhAapZ8QkpvQ6a8VwJsTJxrx2RBsLRuh5n9mQhybQFclO4tdwA/NbNv55qcbgu85O5ZcLyicjazW4maYM/km/WmtI9FgbCmGjv2CyZObO9ymba2+PL40Uef0dHR5aJSRyr3xlOZN4fKvTlU7o2nMm+O/lLuWT4boT8Fwt4tMW088et8ZgHiISX/IIW7f2Rm+fUHE6MLfhv4oIs056GzidCH7j5ZHtz9azN7legXhtzr0emvlCGF9+X2Czr3bQFgbLH/JXefaGYvErVAMkbU2Olqv4bQuV+l8lBMvxrzpdcXijPc/aXsf4u+oj4t1BLJZP2YzVeYXsk50JUp1k+Bx2+nJlOLpjQXoLPD+Swg9n2gjdL79R4RNCpn/rRuuUDHs8RIk/MRTX7L5rcOitus5lqYmSiPn3W1rJl9M9dsbJL00P8NMzsUWJLY3wWJ8xVKN9Xu7tys6LikGo1Q+7VZiQXS6xTH292/MrOX6bxXVJvW1USgf3uiBtiXudqLF7v72LRctv2uRk8dUmGapKacsxYmT3T3D3Jp3VNFWsX9zYJi7xSmZ/0/Fs+NZ0qkkd3TFigxLz+91HF5y8zGMfk950IiqLk5cLaZ/Zi4R/w5t0yl5TyICI5O0Uy/VH6k8Sr9UtjRUfmyUj8q98ZTmTeHyr05VO6NpzJvDpV7p/4UCOv659pO5VqW5h+ksofo+5m8VkZRPkgzvswy09L5sJZt92CiJk0pnxXe13O/sjy8TPR1Vc7TPcxDJb6RXru7xNq6WCYrx2KZ15rPCcUJZrYV0SzqfeJB/griIfstOmsfQeX7VUp27KraX88NAlFHxW1Wcy0slv6/hslr9xR9XWqimf2ECNh8RfRzdQMRBHyAya+1vO6OeaXHpSfXZk/Lv5LjXTy3K0orBfl3TM05f07UQl2VCNj8xcxWTM0CpyH2Z5OyG4tO4iu1Bbn+1pLXiSBPVrYbEjVYS3mj8L7kOULl11ep+3H2eVauLLs7LgMK272OaMK5DXG+b0ucj5fklqm2nEvdx/tTX50iIiIiIv1erwbCytUM6UWjgQXMbDqffKS4WYjR7bIaAx8QIzUOdPeRxY2Y2VpEE76vcpO/W2wqaWbTEzUIsu2+ll6/LG43NcVahylrPFS6X4ua2XcL/VgNIGob5R8+XyOajd1dDKRYdPw+I+UfVushKwMj+r7Kp78V8eB+IFGDYmEzm6dErbCsD7Piw3Ndpf6HziECh5P6M0vzViosnt+v4nYWJ2qJnOPud5dI6tX0uliJeRD720H5YFBvquZayMpghjLLbgh83EUA71zgS6Kvv3dz6xWbvVWjouNC712bpWS1gxYjBkbIp/VN4prtqgZRWWb2fWBBd7+D6IT/tNSUdx+iptvuRDPw14gyecqnHNV2SaJvwi+o3K1EsC0vu7dnZfu2F0bVtBhoYWHiHKunhUpMWzi9vlRiHkx+XJ7KzzCzeYkaj5PuOe4+3sz+Duxh0dH9pkSTzP/kVq20nMemv6EV7ouIiIiIiPSSHv8SbWavWozCVm7+VjT+wf5K4mFmr8L0P5H7JT7VqrieCC5tmV8wPTz/Ezi18EA/gBj5LW8vol+jy9P7W4naAX8ws0GFZQ8A/sHkHfBX6sr0elBh+nZE58t5VxNNcP6Un5iCDTcRnZH3pGZV1ty0u3PmdiLQtovF4AFZ+tMTQYmfE83Vrk6zjrTcSHdmNiMxmtpEejaaWqX5BPgmERgcUwiCTUtn+U0Lk5rZPQysZ1OO8Pg7op+kcaXykJqP3UP0A/aT/Irp/epE4HKyB+lGqOZaSGVwP1EGKxWWXTdtZ/8ukhtM1LwrNiPNBiyoOjBfxXHprWuzlNuJgR32NLPvFOb9mWgKevUUa1XmAGCkxWinwKSagw+nt9k9a9L1lV85/ShwFVEbb4ZKE3X3d9x9ZOHvgUJah1mMcJul9Q2iFtlNTNnHV602sslHDp2eCAaOp/x94zri2vxLus9k67YRHdnDlMflAuKz4yiiCXqxVlxF5Zz6QbwqZtnmk29iioFcRERERESkF1X84Jk6Al4kN2kIsIyZfVJi8QFEM5mKH7Tq5CSi8/NjzWxR4uFwRaKT5GItqP2A1YDLzGydtOz3iBoVEyjd4ff+qYbDQ8ByRFOZR4iR9HD3T8zst8TD0jNmdi7wNvATomnRo0QH+9W6EtgK2N3M5iJqWi0C7Ax8XFj2WCLYdIyZZSOtDQR2IwJkW/Wwll4WvNg6PTheXOjsGgB3/9jM/kg0JXrCYuTB/xLNixYFtnT3CRajfm5GlOG8ZnYDEZTajqghsZ+7v1bcfgU+JB52h5nZzhRqpRXyOtbM7iU6gx9ONNH7NlHWCxMBw9lyq/wWuBt41GK0tzeIY7s5MTjAk2m5rKz2MbNb3f164ny6H/hXOi+eS+WxC3EMy3UwP4nFaJQzAdflO/uug2quhT2Ae4E70n48S5TVbsQoiZMFYAtuAH4NXGdm/0cEhDYlRkQdz+RlXY2Kjkut16aZzUHUinrP3W8vt5y7jzOzPYgmt/82s3OIAOAaxL3oCeBv5dbvxolpv/6Ztvsq0X/b7kTALxstdwRxfe2a7lk3Es1IdyKur33d/e0e5mEy7n6HxWi3OwIPm9mVxPHcGliWGE3ysa620QPtwINmdhoRdNyW6Hdur3L75e6vmNmBwDHAU+ma/5z4rPoJcDOFwRnc/Ukze4o4b8cS53DeCCov5wOJwSYuM7NViH7t1iPKSEREREREGqSaGmH/I2pN3JX+OoC/5N7n/+4gAlJ31zGv3XL38UQH0icQDzYnEaMvrks8xOSXfRtYGjgjrXMq0QH13cBK7n5viSRWIR76TyICB0cDqxdGMryYeOB9Cvg9cArxgHYksHZPAhipNsHGxIPUYsTD8GrEA/wLhWU/B1ZOeVss5XVPIvCyprtfUW36yZ3AZUQA8GSm7Mg+n4dziA7V3yNqsR1BBMPWdvcr0zITiQfQfYhabdnInq8B67n7cSU23a0U5NuPqO11GnEedGVzIjiyNhHQ3INoirosERBaJavZ5u5PpOm3AbsSZbtwWud3uW2eRQRLdyCNeunuzwM/ImrkbUqcbxsQNU4W98lH8SznZKJ/omItwJpUcy24+zPAj4lakL8gymxT4t6wvLtP0Wl9zm+IMlsqpbE3UUtrdaLfsaGpiVq1+a/ouNTh2hxKlP8BFeTpMmK/RqW0jifuRQcCK/e0yXg6T1YlrsdfE8G73Yh77nKpf7Ds+vo5sC/RLPxY4n79IbCpu/c0EFfOzumvg+hr7kji82UnIlBZb1cS+7QLUVvrS2Ajdz+lq5Xc/a/E6I1vE7XzjiYGAfgtsKG7l6otm41CfHn6jMlvr+JyTjU+l6MzeHY8EQxeu8J9FhERERGROmjrqGLYADNbG1iBaCpyMNHU5N8lFp1IBEGucPdiB9T9jpndDazm7uU6rBfpdakm3lhg4eIIptIYZrYxsKu7r9vsvLQiMxtCBMsvcvftGpTmb4mg+tIp6NpsswDjVrlwFe5/8/5m56VfW2rOpRi16yjGjv2CCRO67jGgrQ0GD56ZDz/s28OOT21U7o2nMm8OlXtzqNwbT2XeHP2l3LN8Ej9Uf9rN4jWpqk8ed7+N1NTMzFYjmrzc0RsZE5Ep7A68y5R9bEkDpE71f0PUxpIWkPoe2w14rI8EwUREREREpEY9HjXS3VevZ0ZEpFsDgHVTU1lpvOmJTvdPbHZGpHelEXZ/RzSdXRhYv6kZEhERERGRuulxIAwm1ZDYHJgTmKbEIh3ufkSJ6SJSJXc/vdl5aGWpj6d6960lfdNnwJpEp/y/d/d/Njk/IiIiIiJSJz0OhJnZ0sDtRH8l5frO6qBzWPp+y92HNTsPIiKtzt3HUP7zpp7pPEOdB6UQEREREZG+oZYaYUcRI/MdDDwGjO96cREREakHG2x88XXVgxBLztDZhzY7CyIiIiLSBLUEwlYETnT3o+qVGREREene+Ruc3+wsTBUmTJxAe7u6XRQRERFpJbUEwiYSw9iLiIhIA40dq9pg9dDe3qFAmIiIiEiLqSUQ9iCwKnBenfIiIiIiFWhvb6e9vdm5EBERERHpfwbUsO5+wPpmtreZzVmvDImIiIiIiIiIiPSGWmqE/R2YABwHHGdmpZbpcPda0hAREREREREREamLWoJUHwEf1isjIiIiIiIiIiIivanHgTB3H1bHfIiIiIiIiIiIiPSqujRbNLNvAfMAbwFfubu68BURERERERERkT6lls7yMbP5zexm4BPgBWB5YDUz+7eZrVSH/ImIiIiIiIiIiNRFjwNhZvY94GFgDeD+3KxpgIWBW8xsidqyJyIiIiIiIiIiUh+11Ag7DJgB+BGwOdAG4O4jgaWB8cABtWZQRERERERERESkHmoJhK0LnOXuLwAd+Rnu/m/gbGCFGrYvIiIiIiIiIiJSN7UEwgYBL3cx/w1gcA3bFxERERERERERqZtaAmFvAYt0MX954O0ati8iIiIiIiIiIlI3tQTCrgN2NrNlc9M6AMxsC2Ab4KYati8iIiIiIiIiIlI3tQTCjgDeBO4D7iCCYIea2b+BvxO1wY6sOYciIiIiIiIiIiJ10ONAmLuPIzrDPx+Yhxg1chVgCHAZsLy7f1iHPIqIiIiIiIiIiNRs2lpWdvdPgN8AvzGzwcA0wAfu3l6HvImIiIiIiIiIiNRNTYGwPNX+EhERERERERGRvqzHgTAzmwb4I7A+MDelm1l2uPsCPU1DRERERERERESkXmqpEXYksB/wNfA+MKHEMm01bF9ERERERERERKRuagmE/RK4B/i5u39ep/yIiIiIiIiIiIj0ih6PGgnMDlymIJiIiIiIiIiIiPQHtQTCngQWrFdGREREREREREREelMtgbADgd3NbMN6ZUZERERERERERKS31NJH2IPA/cC1ZjYeeA/oKCyjUSNFRERERERERKRPqCUQdiywHjAR+DhNK44SqVEjRURE6mzAgAEMqKVOd520t3fQ3l78DUxEREREpO+qddTIe4FN3P3j7hYWERGR+hg4cMZmZwGACRMnMO6TrxQMExEREZF+o5ZA2MzEqJEKgomIiDTQTjfuxKh3RjU1D0NnH8plm1zGgAFtCoSJiIiISL9RSyDsKTRqpIiISMP5h86T7z7Z7GyIiIiIiPQ7tfQwcgiwm5ltambT1CtDIiIiIiIiIiIivaGWGmF7Ap8BVwHjzewj4OvCMho1UkRERERERERE+oRaAmGLE4GvN3LTNGqkiIiIiIiIiIj0ST0OhLn7kDrmQ0REREREREREpFf1uI8wM/uzmc1Vz8yIiIiIiIiIiIj0llo6yz8KeN3M/mVmm5vZdPXKlEi9mdmhZtZhZjd3scywtMyhNaQzg5nN09P1m8nMhqT9H9HsvHTHzMaY2Zgerjsi7eeQ+uYKzOy7ZjZjN8vUfJ5VmJeKjqeZbZeW264389NF+tOZ2Vlm9rGZfWlmpzQjH42Quw8Na3ZeRERERERaVS2BsBWB84BlgSuAd83sDDNbui45E+kdPzOz7Xtjw2a2FPACsGZvbF/6NjPbBngJmL3ZeanSvcA26bUZdgF2Ax4Hfgtc3qR8iIiIiIhIC6ilj7CHgYfNbC9gA2BbYGdgNzN7ARgOXOru79UjoyJ1dJKZ3e7ub9V5u0sAQ+q8Tek/1gBmanYmquXurwKvNjELi6fXfdz96SbmQ0REREREWkAtNcIAcPf/ufvV7v5zYG7il/03geOAN83sOjNbp9Z0ROrkamBW4PxmZ0REAMia1Y9rai5ERERERKQl9LhGWBmLAz8GlgLagI+A5YANzOxR4Bfu/p86pylSjTOBbwPrmNnO7n5edyukPr8OAdYDvgO8D/wLOCyrVZb6Ydo2rTLczIa7e1s3210WOAhYCfgW8DJRk/Jkd5+YlhkCvAbsC3xFNB37PhFsPt7dzzGz3YC9gHmBMcAx7n5JLp0xadvHAX8FhqZ9uDztw5fd5HMocDDwE2Ag8BZwHXCku48t7P+y7v5YYf39gWOAld39gTRtHWA/YGniPvQ8cLq7jyis+y2i7Lckyv5Z4C9d5bcKC5rZ6cDqwHjgduAAd385l/4YmHKU3NSf1nBge3cfkZb7fpr9mpnd4+7DqsmMmS1P7NvKwIzEcb8cONbdvyosux7wJ2AZ4BuAAxcSZdjeRRozA7cS9+Wd3H14cV/Sch3AGcBdwJ+BRYHPgX8C+7v7u7ltthHn5W7A/MA7wNnA9MDhwHzuPqZEXoakfcy8ZmZk100l111a7m5gMHAicZ7NBJzi7pOdJymfbwNj3X2R3PS5iXP6PXefMzd9VuBDYIS775ymVXSMUvmdBUwEdiDOr+2KZZCWXRX4P+A9YI1SZSUiIiIiIvVTc40wM/uhmR1nZm8CtxFf+h8BNgbmAb5HPCAvCVxUa3oiNeoAdiQe6k8ws3m7WtjMFgaeBH4NXA/sCdxAnNOjzOwHadFzgHPT/+cSfS51td0NgPuBhYgA1Z+AV4DjgX+kh/a83xHBsOHpdXrgbDO7ETgAGAHsTwTULkoP7HlDgZuA54C9iWt0P+BWMyt7HzCzVYAngJ+lNH6f8v0H4FEzy/rDujC9ltrvXwOjc0GwPYiAxozAYURg4XMigHhyLu1piHvKvinNvYFniGDMHOXyXIXriKDJfin/GxLNvYf0YFt7Afel//9ADCZSMTPbHHiA6HPxNOCPwIvAocBdZvbN3LJ7E4GTeYFjieP+CXAKcE2545mCYLcQwbOt3H14N9nKjvndxHk/kjjvrywsdzpwKhHI2YeodXkIca505QPifMmX2zYpr5Ved5n5gBPS35HE+TUZd+8groGhZva93KysxvIcZrZobvq6RJD2upSnio9Rsg2wFnHeXpjbz0lyQbC3gFX7cxCsrW3q/2uV/exrfyp3lXmr/KncVe6t8qcyV7l3l89G6HGNsPQwtg3wQ6CNeCDYH7jI3d8vLH6pmW1KPBSINJW7jzGzfYgaGxeY2drpIbmUM4jaJmu4+53ZRDO7ngjSnAOs7u4PmZkRHX8/5O6Xlks/1XK6gAjqrOju49Os083sCOBAYDPgqtxqswMLu/vraRuvEwGCNdL0N9P0l4ggwM+Ah3PrzwUc6O5ZgOZMMzuJCOBsQ4kgdQqoXEgEzJdz9xfSrLPM7F5isIzjiJpE95rZaGBLM/uju09I21iGCMIdkN7PA5xEBLM2yMo9jRR4EfB7M/u7uz8KbE3Uljva3Q/I5etx4rjU6i5go6wGlZndA9xI1GL6dTUbcvfrzWwjYBXg+moCGmY2C3EefQQsnrt/nmFmRxJlty9wmJnNT9Tqe56offdF2sapwMVEmU1xPM1sJuK8WBrYzN2vryBrQ4Dl3f2R9P68FPhcw8wWcvfR6fjuQQSpNs4dzxsoEfjJS3m/1MzWZMpyq+i6y23uW0QfY2d2s083EH1ZrkNn8+i1gTeIwOIaRLAY4OfAZ8Ad1RyjXFozAZu6e7Y94hYx6f9ViCDYq8CaJT43+42BA7scKHWqMmjQzM3OQktSuTeeyrw5VO7NoXJvPJV5c6jcO9XSNPJvxEPChcCF7v5QN8uPIUaXFGk6dz87BWfXJJp0nVVcxswGEw/bd+QfxtP6t5vZHURQ4DtVPsSuSWdTrplTTZ3MlUQgbBMmD4Q9mAXBkufT6wNZECzJmvXNXUhzHFHbLO9oIhC2KaVray4FLAhckAuCZS4galJtamY7paacI4iaUOsCN6fltgXaiSANab+mS/s5KB8YIJqYbZOWeTS9QpRT3jlErZ9aHZ5vRujuN5nZ88CGZjagqyaGdbYWMBtwUInz6EjiGG1BBFk2Ju7bx2RBMIjaTmb2ZyIQtgWTH8+ZiJpgKwGbVBgEg6jF90hh2mNEsGhOYDSweZp+dD6Y7O4PmNlIevDjRw3X3Y0VbP4O4Asi+HV+CvauQQR1t07/n5pqI64H/J+7jzez9an8GGVeyQfBClYmrp8PgGHu/nEFee+zxo79gokTG3W5NEdbW3x5/Oijz+go97OJ1J3KvfFU5s2hcm8OlXvjqcybo7+Ue5bPRqglELY98A93/28lC7v7H2pIS6Q37EjUyjrOzKZoSkX0d9RGZw2RomeJB+f5iP6LKpVFf45Of6UMKbx/t/D+6/T6TmH6hPRabB43OlfzDAB3/8DMxgILlMlDNn2K/U+Bl+eIQNlgolncCKI21dbAzWY2HdG3V36EzmzfL6G8Ibn0x7r7R4W0J5rZi0Qtt1oUg3sALwGLEH1SFcu8t3RVzl+Z2ct0lltXy75lZuOI8zFvUyIYCTCM1NSvAqX2PzuHpkmvWb5eLLHs8/SsFnBPr7tuj1cqz9uANVMQ7MfE+TuSaMq/YQqCrUT0JZiVVTXHqJL8HEEck++lbffrQBjQp79U1VNHR+vsa1+icm88lXlzqNybQ+XeeCrz5lC5d+pxIMzdL4JJHRD/mHgoGQ+84e5P1SV3Ir3I3d8wsz8RfXpdSDyc5mWtlMvdLrJgwPgy88vJ1jsYKFeT8rPC+69LLlU+b0Xl8jgNncGzoqr2393fTkGGDVNTsjWBQUSArLjOLkzeUXpePrhRrqV4zf0bEh2Zl9tuuTLJ1HOgkUrKeXyFyw5gymP9GdH/2aHA78zsWne/p4J8VVLFJxvxsdT59VWJaZXo0XWXNcetwA1EzbpliIDal0TfX3MTNRKXBtYH/kdnX2PVHKNMV/m5j2hKeTfRp99SxUC1iIiIiIj0jpoeJs1sRaImwCNEs8frgCfM7CUzW7kO+RPpVWnUyFuJpli/Kcx+Nb0uVmb1RYkH47fKzC8nCwB96e4j83/EtTQb0Xl8PS1Y7IDfzOYCZiFqQZXySnqdYv/TtoYCn7r7J7lZFwIzEIGEXxCduF+fm5/t+9gS+/4c0Ywv2/fRwGxm9t1C2gOIWkO1KlUTbmGidk5WC20CUOwEHaJpYL10Vc7fJPb1jQqWnReYObds5lp3vwvYiQhODU99htVDdu4sXGJesYZUpXrrusvcTARB1yWCtfenINTINH8Non+wO9z90zStmmNUiYPd/WGiWeVQpgzCi4iIiIhIL+lxICyN6nUb8H3i4fePxIhhFxGdDt9SYmQvkb5oJ6IPrU3zE939A+Aeoj+in+TnpferA3e7+4dpclbDqLvr6lails4fzGxQYd4BwD+An1a7E92YgylHdDwovV5eZp0niaDE1mY2tDBveyKQdE1h+o3Ah0TfUesBl7t7vmbQtURNowNKjLJ3IhFM/3F6n41OeFBhue2IwQNqNdmohma2BfADosl3VvPnbWB2M/t+brnpif6giio9/kW3A58Ce5rZdwrz/kx0BH91en9dSucvZjaph/IUmMyCKVdTgruPJkZznI/o47EesmM0WdP3NPriej3ZYA+uu2q3/xFRA2wjYAVSAMzd3yGCsdsTgb18E9JqjlE1/go8DeydflgSEREREZFeVkvznoOJB7Jlih1pm9nfiCZffyEeWkX6rNS30h+JDuCL9gDuB/5lZucSD8qLEk37Pk7zM++l161TYOJid5+iSaO7f2JmvwWGA8+k7b4N/IQIsDwKdDf6XbW+Jkb9WzbtwzpEc7nr3P3aUiukvrh2Ika2e8TMziJqdC1HdII/hhgpNr/O/8zsMjqDTCMK80eb2SFE0OYpM7sIGEsEJdYGbiKCZRBBlq2A3VPttduI/rt2pkSfSma2dUqj7IidBRuZ2beJwOTixKAJrxGDFWQuJEY0vNXMziSCXDvQ2TwvLzv++5jZrZV2Su/u48xsD2JAgX+b2TlE89A1iCZ8T5ACV+7+ipkdCBxDlN9wogbdhsT5czPQ1f6fSAQpd0tNJG+vJI9d5P0BMxsBbJeO0Q1E322/pbNpZU96IqjmuuuJG4AT0v8jc9NvJzq+byfX+X41x6ga7j7BzHYgaoKOMLMlK+13U0REREREeqaWppFrAGeVGE2ONO0cotmJSJ/n7hcSAZ/i9OeBHwF/J2qMnQpsQATNFnf3fCfhdwKXEYGik5my0/L8di8mrqGniKDRKcCSRFOptfMjAtbJ2ynfw4CTiBov+wCbdbVSalK3HBEs2iHlc2ViBMqlyoyWmQUUn3f3R0ts80iiLN8lAmnHE8GTfYDN0giUpFpZGxOBqcWIIM5qRLCwVEf3l9B1J/xFaxLNUE8lOvW/GFghX9PI3UcAexLBnL8RNV9vJMqi6CziB4AdgOOqyAfufhlR02kUcT4cT9ROOxBY2d2/zC37VyJw+DZRG+loYFYi+LRhV6NdprLdgQiMXpD6cqvVzkRNxvmJc+uXRM2zm9L8qvu+qvK664kb0utHRM3HTBYYfMjd38uvUM0xqoa7j0rbWogIcIqIiIiISC9q6+jhsAFmNh7Y093PKTN/V+AUd5+hhvyJSI3MbAyAuw9pUHqLEaNx7u3uJzYizZTuQOAd3XMaJwXSJpYK3KaBE1YHvllFR/bSvVmAcatcuAr3v3l/UzOy1JxLMWrXUYwd+wUTJlQytkL/1dYGgwfPzIcf9u1hx6c2KvfGU5k3h8q9OVTujacyb47+Uu5ZPokf+T/tZvGa1FIj7C1g2S7mL0/UWBCR1vJ7YiS+ixqVYOpAfz/g3kalKUD0A/a5mf06PzF13L8K8LiCYCIiIiIi0pfU0kfY9cDvzeye1MxrEjPbjuiY+/Qati8i/UQahXA48B1gVeD41Cl5o3QQfY39qoFpCtwCvAOcZmaLECN9zkX05dUG/KmJeRMREREREZlCLYGwI4gOmoeb2QHA88TD6KLAgsRQ8hoSXqQFuPvnZrY4MDdwPpN3ON+I9DuAYxuZpkzqRH4FYmCULYDvAp8A9wFHuftTzcudiIiIiIjIlHocCEsj361IdO67CdHRL0RbzouB/RtcI0RESmhU32Dubo1IR/oWd38d2LXZ+RAREREREalELTXCSCPG7WhmOwGDiaYwH6TaGSIiItILbLDxxdf1Hly2OkNnH9rU9EVEREREeqKmQFgmBb4+qMe2REREpGvnb3B+s7MAwISJE2hv129fIiIiItJ/VBwIM7NXe7D9DndfoAfriYiISBljxza3Nlimvb1DgTARERER6VeqqRE2gOgMvxptVS4vIiIi3Whvb6e9vdm5EBERERHpfyoOhDWqw20REREREREREZHeMKBeGzKzQWY2a722JyIiIiIiIiIiUk81dZZvZnMBRwAbA7OmaR8AlwOHuvu4mnMoIiIiIiIiIiJSBz2uEWZm3wceB7YH3gauB24GPgF+DzxqZgNrz6KIiIiIiIiIiEjtaqkRdjTwbWAjd78xP8PMtgAuAQ4lgmIiIiIiIiIiIiJNVUsfYWsBpxeDYADufiVwNrBJDdsXERERERERERGpm1oCYd8EXuti/gtEjTEREREREREREZGmqyUQdh+wuZm1lZm/LvBADdsXERERERERERGpm1r6CPstcCdwk5kdBjwLfA0sAOwDrAmsb2bz5ldy9zdqSFNERERERERERKRHagmEeXqdF1gv/d8BtKU/gJGFdTpqTFNERERERERERKRHaglKXUYEtkRERERERERERPq8HgfC3H27OuZDRERERERERESkV9XSWb6IiIiIiIiIiEi/0eMaYWY2DfBHYH1gbkoH1TrcfYGepiEiIiIiIiIiIlIvtfQRdiSwHzFS5PvAhBLLtJWYJiIiIiIiIiIi0nC1BMJ+CdwD/NzdP69TfkRERERERERERHpFLX2EzQ5cpiCYiIiIiIiIiIj0B7UEwp4EFqxXRkRERERERERERHpTLYGwA4HdzWzDemVGRERERERERESkt9TSR9iDwP3AtWY2HngP6Cgso1EjRURERERERESkT6glEHYssB4wEfg4TSuOEqlRI0VEREREREREpE+oddTIe4FN3P3j7hYWERERERERERFpplr6CJuZGDVSQTAREREREREREenzaqkR9hQaNVJERKThBgwYwIBafsqqUXt7B+3txW5BRURERET6vloCYYcA15jZo8D17j6xTnkSERGRLgwcOGNT058wcQLjPvlKwTARERER6XdqCYTtCXwGXAWMN7OPgK8Ly2jUSBERkTrb6cadGPXOqKakPXT2oVy2yWUMGNCmQJiIiIiI9Du1BMIWJwJfb+SmadRIERGRXuYfOk+++2SzsyEiIiIi0u/0OBDm7kPqmA8REREREREREZFeVXFXu2Z2opktVWL6LGY2xXbMbEMze6XWDIqIiIiIiIiIiNRDNWNO7QUMzU8ws0HAWGBYieVnAob0MF8iIiIiIiIiIiJ1VY/B19UPmIiIiIiIiIiI9Hn1CISJiIiIiIiIiIj0ebWMGiki0u+Y2aHAIRUseoq779W7uZmSmY2Bvj8giZmNALYF5nP3Mc3NzeTMbAZgsLu/VeHyswLTufsH6f2hxDmyurvf3Vv5FBERERGRxlMgTERa1bnAfV3Mf6FRGZH6SYO6XAscBoyoYPm1gUuBzYG70+RrgZfROSAiIiIiMtVRIExEWtVD7n5pszMhdbcE1Q3UsiIwe36Cu/8b+Hcd8yQiIiIiIn2E+ggTEREREREREZGWUG2NsFXMLL/OTOl1bTObp7Dsij3PlohI35H67XoWOIVocrck8BlwObAfsAJwFLAU8EGafpC7f53WHwFsDRhwGrAq8CVwO/CX7vrYMrOBwIHAxsA8wCfAHcDh7v5CWmY7YDiwr7v/rbD+8sBDwIHuflSaZsChwBrArMAbwBXA0e7+ZWH9XYDfAgsBb6dyqEgqu5eB44C/AkOB94kyOiyflpl9A/g9sAWwMDA98C5wK3CAu7+flhsG3AXskcpkNaLcXwDWTJsbbmbD3b3syMZmdndaF+AuM3vd3YcU+wgzsyHAa8C+wFepLL4PvAkc7+7nmNluwF7AvMAY4Bh3v6SQXsVlLiIiIiIivaPaQNgu6a9onxLT2oCOqnMkItIYM5nZ4C7mf+Tu+XtY1vfU2cBFwFZE0OYHwMrAObnp+wFjgWNz67cBdxLBjz8D8wG/AX5iZkuX69jdzOYAHgDmBy4GHknr7g5sYGbruPv9wD+AU4FtgL8VNvNroD2tj5ktC4wEPgXOIAJTKwAHAGua2eru/lVa9hhg/5SH/YA5gSO7KLdShgI3AVcB5wPD0rZWNLNh7t6elrsK2JDo2+s8YAZgPWAnIvC0dmG7xwH3Ar8jAoT/Al4lPqe66wMOInj5MRFMOxp4rJvlf0ccxzOA/wJ/As42s58R50c2/Y/ARWY22t0fhurKvD9pKxtmnLpk+9kq+9tXqNwbT2XeHCr35lC5N57KvDn6S7k3Mn/VBMIO67VciIg03mnpr5yBRM2rzFzAFu5+FYCZXQ28RwRqNnX3a9P0y4GPgPWZPBA2AHgeWN/dJ6Zl7wGuB44Ati+Tj6OBBYAd3H14NtHMLgJGETWfFnb3L8zsKmBHM1vC3Z9Oy00PbAnc4e5vmlkbcGHatyXd/eO0ybNSfs4H9gSOM7MFiB867iNqR2X5vooIyFVqLnK10YAzzewkogbVNkTQaAlgI+A0d98zt+6pZvYosJaZfTuXX4gg1i8KtcqMCIR12wecu99uZisRgbDbKxghcnZgYXd/PaX1OnH81kjT30zTXyKCcj8DHq6mzLtJv08ZOHDGZmeh4QYNmrnZWWhJKvfGU5k3h8q9OVTujacybw6Ve6eKA2HurkCYiExN/gbc1sX8zwvvxwPXZW/c/SMzew8YVJj+mZm9D8xdYpuHZcGktOwNZvY8sLGZ7VCogYaZDQA2JZoWjsjPc/fnzOwSYEfgx8CjRLBlRyK49HRa9OdEUC8Lov0QWJSo2TagUCvuZqLp3yZEUGYDYBrg5EK+nzKzW9L8SowDji9MO5oIhG0KXOTuT5vZLETNtXwZfIfOgORMRPArc3uDmxQ+mAXBkufT6wNZECx5Ob1m50A1Zd5vjB37BRMntne/4FSgrS2+PH700Wd0qK57w6jcG09l3hwq9+ZQuTeeyrw5+ku5Z/lsBI0aKSKt6nl3H1nF8h9lfX7lfA28VwxgARMoPRjJMyWmObAIMJjo5ypvMNGX1D0l0oDotwyiqeSj7v6gmb0I/NLM9k1NDrclAlFZsM7S627pr5Qh6XWB9PpyiWWeo/JA2Gh3H5+f4O4fmNnYXBoQwcYtzWwtoino/ERTzGzfi2X6biWJm9mcJSZ/7O7/q2T9LtLLzod3CtMnpNcsv9WUeb/Sl79M9YaOjtbb575A5d54KvPmULk3h8q98VTmzaFy76RAmIhIZYpBsEylHycdZbaR3YcnlJiXtZQvl8Y06TUfZBpONMlcw8yeBtYFLsj1P5WtcwbRrK+UYj5LtdivZtTh8WWmT0Pa71Qb7A6idtv9wBPAJUS/XXsRgw0UlSqzUoqBKoDVgbsrXD/T03OgJ2UuIiIiIiK9QIEwEZHGaCNqP71QmG7AB+4+tsQ6HxCdqy9qZm0laoUtml7fyE27iOgEfjOipti0dDaLhBj9EIBijbhcU8xX06TR6XUROptaZhYqkd9yFizm38zmAmYBXkqT9gSWBnZz93MK+SpVo6saa5WYVtyf3lRNmYuIiIiISC+q5hd9ERGpzWQj7JrZFsSok1eUWjg1bbwOWBDYrrDuUGKEyleBJ3PrvEd01L4h0e/UC+6e79j+cWAMsF3qDD9vF2Lkxh3S++uImkr7pE73s7SN6HusUnMQ/ZblHZReL0+vWb9Z/84vZGYrAKult5X8eJP1ZTbp883dR5b4G1tu+V5QTZmLiIiIiEgvUo0wEWlVK5hZV03rPnf36+uc5i9TR+m3AAsDuwOvAId0sc7+wDDgAjNbDXiYqOm1GxHEmaKTfaLT/J8D6wD75We4+0Qz25nopP0JMzs75WEZIhjzCjGKJe7+hpn9hRhY4GEzu5ioxfU7YCzwnQr3+2vgPDNbluhbbB0iUHddNtomcCNRK+wyMzuT6NdsaaKPswnAN4DZKkjrvfS6dRqt8eISfbuVWn53M5uru5Eme6KaMhcRERERkd6lGmEi0qp2IfqgKvd3ci+kuT7wLeAEojncOcByZZpFAuDu7xIBk9OJgNipRO2qG4Efufs9JVa7mQjwTCT2pbjNkcDywO1EIOZ0YA3gTGDllGa27PHAFkQw6ihgJ6Jszq94r+FtomP9YcBJRBBwH6L5ZpbOncCWxAiRhwJ/Tft9IFFWEP2ddedO4DJguZTP+bpZ/goiMLk+cJqZzVhBGlWrpsxFRERERKT3tHVo2AARkV5lZiOImk3zufuYBqQ3LfAm8Ji7VzqyY2/lZQyAuw9pZj6mIrMA41a5cBXuf/P+pmRgqTmXYtSuoxg79gsmTGhvSh4ara0NBg+emQ8/7NvDjk9tVO6NpzJvDpV7c6jcG09l3hz9pdyzfAKzEv0k9xrVCBMRmfpsCcwJnN3sjIiIiIiIiPQl6iNMRGQqYWYnA0OIJoSPEZ3mi4iIiIiISKIaYSIiU4+ZgbWBh4BNS3SiLyIiIiIi0tJUI0xEpJe5+3bAdg1IZ0dgx95OpxrqG0xERERERPoSBcJERET6GRtsfPH1F01Je+jsQ5uSroiIiIhIPSgQJiIi0s+cv8H5TU1/wsQJtLer5a2IiIiI9D8KhImIiPQzY8c2pzZYpr29Q4EwEREREemXFAgTERHpZ9rb22lvb3YuRERERET6H40aKSIiIiIiIiIiLUGBMBERERERERERaQkKhImIiIiIiIiISEtQIExERERERERERFqCAmEiIiIiIiIiItISFAgTEREREREREZGWoECYiIiIiIiIiIi0BAXCRERERERERESkJSgQJiIiIiIiIiIiLUGBMBERERERERERaQkKhImIiIiIiIiISEtQIExERERERERERFqCAmEiIiIiIiIiItISFAgTEREREREREZGWoECYiIiIiIiIiIi0BAXCRERERERERESkJSgQJiIiIiIiIiIiLUGBMBERERERERERaQkKhImIiIiIiIiISEtQIExERERERERERFqCAmEiIiIiIiIiItISFAgTEREREREREZGWoECYiIiIiIiIiIi0hGmbnQERERGpzoABAxiQ+ymrvb2D9vaO5mVIRERERKSfUCBMRESknxk4cMbJ3k+YOIFxn3ylYJiIiIiISDcUCBMREelndrpxJ0a9MwqAobMP5bJNLmPAgDYFwkREREREuqFAmIiISD/jHzpPvvtks7MhIiIiItLvqLN8ERERERERERFpCQqEiYiIiIiIiIhIS1AgTEREREREREREWoICYSIiIiIiIiIi0hIUCBMRERERERERkZagQJjUlZkdamYdZnZzF8sMS8scWkM6M5jZPD1dv5nMbEja/xHNzkt3zGyMmY1pdj4qkTv3hjUxD981sxm7Wabm87/CvFR0npnZdmm57XozP12kP52ZnWVmH5vZl2Z2SjPy0Qh94RwVEREREWl1CoRJb/mZmW3fGxs2s6WAF4A1e2P7Ij1hZtsALwGzNzsvVboX2Ca9NsMuwG7A48BvgcublA8REREREWkB0zY7AzJVO8nMbnf3t+q83SWAIXXepkit1gBmanYmquXurwKvNjELi6fXfdz96SbmQ0REREREWoBqhElvuRqYFTi/2RkRkT5tuvQ6rqm5EBERERGRlqAaYdJbzgS+DaxjZju7+3ndrZD6/DoEWA/4DvA+8C/gsKxWWervaNu0ynAzG+7ubd1sd1ngIGAl4FvAy8Bw4GR3n5iWGQK8BuwLfEU00fo+8CZwvLufY2a7AXsB8wJjgGPc/ZJcOmPSto8D/goMTftwedqHL7vJ51DgYOAnwEDgLeA64Eh3H1vY/2Xd/bHC+vsDxwAru/sDado6wH7A0sT1/jxwuruPKKz7LaLstyTK/lngL13ltxJmtmRKf5W03a/Stk9296tyy90NDAZ+RZTdSsA0wIPAASX2dZO03cWAscAFaflK8lRtWssTZbEyMCNxnlwOHOvuX6VlxhDnC8BrZnaPuw+rJD/VpJNbdj3gT8AywDcABy4kjm17F2nMDNwKLAfs5O7DU99gw4Hts/PCzDqAM4C7gD8DiwKfA/8E9nf3d3PbbCOul92A+YF3gLOB6YHDgfncfUyJvAxJ+5h5zczIrudK7gdpubuJ43kicf7PBJzi7pOdvymfbwNj3X2R3PS5iWvtPXefMzd9VuBDYIS775ymVXSMUvmdBUwEdgDGA9sVyyAtuyrwf8B7wBqlykpEREREROpHNcKkt3QAOxIPzyeY2bxdLWxmCwNPAr8Grgf2BG4ggj6jzOwHadFzgHPT/+cSfRt1td0NgPuBhYgA1Z+AV4DjgX+kh+O83xHBsOHpdXrgbDO7ETgAGAHsTwTULkoPxnlDgZuA54C9gUeIgM2tZlb2ejOzVYAngJ+lNH6f8v0H4FEzy/qdujC9ltrvXwOjc0GwPYjAwYzAYcQD/OdEAPHkXNrTALel/b0/5fsZIugxR7k8d8fMlgMeJoJwpwO7p9cfAFea2YqFVeYk+qkam/JyOrAaMDIFJbLt7gpcQxyDg4hzYlfinKlUpWltDjwALAucBvwReBE4FLjLzL6ZFt0LuC/9/wfgqCryUk06mNneROBkXuBY4nz8BDgFuKbceZaCYLcQwbOt3H14N9nKzsW7ibIdSVyPVxaWOx04lQjk7EPUBj2EOIe78gFxHufLbZuU10rvB5n5gBPS35HEeT8Zd+8grs2hZva93Kx10uscZrZobvq6RPD4upSnio9Rsg2wFnE9XZjbz0lyQbC3gFXrEQRra9Nfb/2pfFXurfKnMle5t9Kfyl1l3ip//aXcG0U1wqTXuPsYM9uHqBlxgZmtnR5GSzmDqNWxhrvfmU00s+uJIM05wOru/pCZGdHB9kPufmm59FMtpwuIoM6K7j4+zTrdzI4ADgQ2A67KrTY7sLC7v5628TrxIL5Gmv5mmv4S8bD9MyLYk5kLONDds0DImWZ2EhEo2Qa4qEQ+BxAPygOA5dz9hTTrLDO7FziPCOJt7+73mtloYEsz+6O7T0jbWIYIwh2Q3s8DnEQEszbIyj2NyHcR8Hsz+7u7PwpsTdSKOtrdD8jl63HiuPTUful1VXd/J7fd+1O+tiRqYWUGAfu5+3G5ZT8HjgA2B85LwZy/ETXvlnP3/6blhgNPV5G3StKahTjvPgIWd/f306JnmNmRRFnvS9RQut7MNiJqvl1fTUCjmnTMbH6iFtvzRK3AL9I2TgUuJo7lFOeZmc1EnK9LA5u5+/UVZG0IsLy7P5Len5cCsmuY2ULuPjqdd3sQQaqNc+fZDZQI/OSlvF9qZmsyZblVdD/Ibe5bRB9jZ3azTzcAOxPBr6zZ9trAG0RgcQ0iiA3wc+Az4I5qjlEurZmATd092x5x65r0/ypEEOxVYM3cNnts4MAuByyVOhg0aOZmZ6ElqdwbT2XeHCr35lC5N57KvDlU7p0UCJNe5e5nm9mmxAiPuxFBscmY2WDiofaO/ENvWv92M7uDePj+TpUPi2vS2WRq5hREyVxJBMI2YfJA2INZECx5Pr0+kAXBkpfT69yFNMcRtc3yjiYCYZtSIhAGLAUsCFyQC4JlLiACSpua2U6pKecIosbRusDNabltgXYiGELar+nSfg7KP4ATTbm2Scs8ml4hyinvHKJ2TU/9AhicP2ZmNi2dNVFLdSxfDGxmzRSzJmtrAjMDh2ZBMAB3f8vMLqW6WmHdpbUWMBtwUInz7kjimG7B5MGPnqgmnY2J+/YxWRAMoraTmf2ZCIRtweTn2UxETbCVgE0qDIJB1C58pDDtMSJYNCcwmggaQgRRJwW53f0BMxuZ9q0qNdwPbqxg83cAXxDBr/NTEHoNIti8dfr/1FRLcj3g/9x9vJmtT/Xnwiv5IFjBysR1/QEwzN0/riDv3Ro79gsmTizbMlZq0NYWXx4/+ugzOsr9nCN1p3JvPJV5c6jcm0Pl3ngq8+boL+We5bMRFAiTRtiRqJV1nJlN0WSJ6Feojc6aGEXPEg+o8xH9BFUqi/4cnf5KGVJ4/27h/dfp9Z3C9AnptdgMbXSu5hkA7v6BmY0FFiiTh2z6FPufAhzPEYGywUTzsxFE30tbAzeb2XRE7ar8CJ3Zvl9CeUNy6Y91948KaU80sxeJWm5Vc/d2M/t2asq3KHH8FqCzc/RSTfiK5Z+VZdb/V1ZWLzOlcudPOZWmVeq4fGVmL9NZzrWoJp2uln3LzMYR5Zy3KREkBRhGaupXgWL5wJRllOXrxRLLPk8PAmH0/H5QKr+TSeV5G7BmCoL9mLiuRgLzABumINhKRB+HWVn15FzoKj9HEMfke2nbdQmEAX36y83UoKNDZdwMKvfGU5k3h8q9OVTujacybw6Veyf1ESa9zt3fIPrmmoloAlhs/Zu9L3dZZg/d48vMLydb72DigbzUX7Efo68prdJbRrk8TkNn8Kyoqv1397eJ5mEbpiZb6xNN/UaUWGcXyu97PjhYrkV2j+8RZrYVETj4NdE32RVEwG7Zcut01dF7Qan8VpXXCtKq5LhUe07Wmk53yw4okafPiJp09wK/M7PVKsxXJcciC2qWKoevSkyrRI/uB1kz4QrcQAxGsQxxHXxJ9P11OzAL0Xx0feB/dPY11pNzoav83EcE2yYQfQ1OX2HeRURERESkRgqESUOkUSNvJZo8/aYw+9X0uliZ1RclHkDfKjO/nGxEui/dfWT+j+jEfjYiQFNPCxY74DezuYgH7JfKrPNKep1i/9O2hgKfuvsnuVkXAjMQD+y/IDpLvz43P9v3sSX2/TkiKJnt+2hgNjP7biHtAUTtnKqZ2QxE08qXAXP3Ld39iNQsr5aH/tHpdZES8xaqYbuldHVcvkmUzRsNTqerZeclmo0W83Stu98F7EQEp4anPsPqITunFy4xr6e15XrrfpC5mRjNcV0iQHh/qsU5Ms1fg+gf7A53/zRNq/e5cLC7P0w0qxxK1BATEREREZEGUCBMGmknog+tTfMT3f0D4B6i35+f5Oel96sDd7v7h2nyxPTa3fl7K1Eb5g9mNqgw7wDgH8BPq92JbszBlCM6HpReLy+zzpPEw//WZja0MG97ounUNYXpNwIfEn00rQdc7u75GjjXEjV6Digxmt2JRJOvH6f32SiABxWW244YPKAnvkmMVjkmF0zI+gj7U3rbk6bZtxMjPf7WzGbLbXdwym893Q58CuxpZt8pzPsz0UH71blplZ6XtaRzXUrnL2Y2qWf0FDDNgilXU4K7jyZGc5yPGHCgHrJz5w/5iWn0xfV6ssEe3A+q3f5HRA2wjYAVSAGwNKDDc8Q1tzCTNyGt9lyo1F+JQR72LjGKqoiIiIiI9AL1ESYNk/ow+iPRAXzRHsD9wL/M7FzigXRRomnfx2l+5r30unUKAFzs7lM0aXT3T8zst8Bw4Jm03beBnxAdWz8KdDfKXLW+JkbXWzbtwzrAhsB17n5tqRVSX1w7ESPIPWJmZxE1upYjOsEfA+xfWOd/ZnYZnU07RxTmjzazQ4jgyFNmdhERQNqI6Cj8JiJYBhHM2ArYPdVeu42ocbUzJfouMrOtUxplR+x097FpxMu104iODxB9Lm1FBBnaiRp5VXH3/5rZ7sDfgSfSMQXYna6bolXN3ceZ2R7EAAT/NrNziD6p1iA6rX+CyQNK2Xm5j5ndWmmn9NWk4+6vmNmBwDHEcR1O1OzbkDivb2bKQQDyTiSCp7uZ2bXufnsleewi7w+Y2Qhgu3Tu3ED0KfdbOptW9qQngmruBz1xA3BC+n9kbvrtRMf37eQ63+/BuVARd59gZjsQNVRHmNmS+UEgRERERESk/lQjTBrK3S8kAj7F6c8DPyICHJsCpwIbEEGzxd093xn3ncBlRKDoZKbsHDy/3YuJh9WniKDRKcCSRJOktfMj79XJ2ynfw4CTiKDPPsBmXa2Umq4tR9Ri2yHlc2ViBMqlyoyWmQUUn3f3R0ts80iiLN8lAmnHE0GKfYDN0giUpNH+NiZG0VyMCJasRgQLi6NYQnTA31Un/JnNiSDk2sDpRPBiNNFH2MPAKmb2rQq2U9yvK9M23yJqse1N1N45vNptVZDWZUQNpFHE+XM88AOirFZ29y9zi58FPEQcv+N6Kx13/ysR0HybqI10NDArEXzasKu+z9Ix34EI2F6Q+pir1c5EDcv5iXP+l0TNs5vS/Kr7UavyftATN6TXj4gamZksMPiQu7+XX6HKc6Fi7j4qbWshIsApIiIiIiK9qK1DwwaI1IWZjQFw9yENSm8xYjTOvd39xEakmdIdCLzj7jM0Kk3pm1IgbWKpgHIanXF14JtVdGQv3ZsFGLfKhatw/5v3A7DUnEsxatdRjB37BRMmVDrehFSjrQ0GD56ZDz/s28OOT21U7o2nMm8OlXtzqNwbT2XeHP2l3LN8Ej/yf9rN4jVRjTCR/uv3xIh3FzUqwdSB/n7ECIQi6wGfm9mv8xNTx/2rAI8rCCYiIiIiIn2J+ggT6UfSaH/Dge8AqwLHp86/G6WD6GvsVw1MU/quW4B3gNPMbBGi6etcRF9ebXQOjCAiIiIiItInKBAm0o+4++dmtjgwN3A+0T9RI9PvAI5tZJrSd6VO5FcA/kL0Kfdd4BPgPuAod3+qebkTERERERGZkgJhInXSqL7B3N0akY5IJdz9dWDXZudDRERERESkEgqEiYiI9DM22Pji6xijYOjsQ5ucGxERERGR/kOBMBERkX7m/A3On+z9hIkTaG/vw8MAiYiIiIj0EQqEiYiI9DNjx34x2fv29g4FwkREREREKqBAmIiISD/T3t5Oe3uzcyEiIiIi0v8MaHYGREREREREREREGkGBMBERERERERERaQkKhImIiIiIiIiISEtQIExERERERERERFqCAmEiIiIiIiIiItISFAgTEREREREREZGWoECYiIiIiIiIiIi0BAXCRERERERERESkJSgQJiIiIiIiIiIiLUGBMBERERERERERaQkKhImIiIiIiIiISEtQIExERERERERERFqCAmEiIiIiIiIiItISFAgTEREREREREZGWoECYiIiIiIiIiIi0BAXCRERERERERESkJSgQJiIiIiIiIiIiLUGBMBERERERERERaQkKhImIiIiIiIiISEtQIExERERERERERFqCAmEiIiIiIiIiItISFAgTEREREREREZGWoECYiIiIiIiIiIi0hGmbnQERERGpzoABAxiQfspqb++gvb2juRkSEREREeknFAgTERHpZwYOnHHS/xMmTmDcJ18pGCYiIiIiUgE1jRT5//buPFrOqkzU+HNImFFIE71cQBta8EVRWoYWJEAAZU4rg0tpBRoUVOBKexUUtFsGEbmirYbgwBCxxYbGC4IKMoiEMSiTjSi+DA3K3EmIyGC4Gc79Y++Cojgn5IQazkk9v7Vqfaf23vV9u96qlVS9tQdJGmMO/vHBbPadzfjghR9k/LjxLLfcQK+7JEmSJI0JjgiTJGmMydnJ7Y/d3utuSJIkSWOOI8IkSZIkSZLUF0yESZIkSZIkqS+YCJMkSZIkSVJfMBEmSZIkSZKkvmAiTJIkSZIkSX3BXSMlSaNORBwHHDtM9VPAQ8AlwBcy889LeY3VgRUyc1bLNXfIzBlLc84RXv9A4LvAQZl5dqevJ0mSJMlEmCRpdDsduK7p/gCwNrAPcCSwVURsn5kLR3LSiNgZOAd4HzCjFl8I3Avc9Qr7LEmSJGmUMhEmSRrNZmbmOa2FEXEKcAXwTmAKcPEIz7s18Jrmgsy8A7hjKfspSZIkaQxwjTBJ0piTmYuAs+rd7XrZF0mSJEljhyPCJElj1dOtBRGxDmWdr92B1wKPUkaLHZ+Zc2qbGcDk+pCrI+IPmble6xphEbEecD/weWBjYE/gSWCPzLwlItYA/hnYG1gXmANcBhybmX9s6df29TxbAM8B5wJ3tyEGkiRJkkbARJgkaazaqx5vAYiI9YEbgRWB7wAPAH8LfAzYLSLekZmzgS8CT9THnwTc/DLX+TRwJ3AE8Ebg9oiYUK/118CZwG+BDeq1ptRr3Vv7tQdwEfAI8CVgIXAwcOArefKtBgbaeTY1a8TWGHeXce8+Y94bxr03jHv3GfPeGCtx72b/TIRJkkaz1SJiYtP9ccD/BD4IHATcBpxf66YBqwCbZeZ9jQdExIXAlcAJwGGZeWVETKIkwq5cwh0i98zMx5vOeSIl8bVdZs5sKj8buBWYCuweEQPAqZTRa3+Xmf9d232HkoB71RLGYbEmTFi1HafRy1hzzba8XBoh4959xrw3jHtvGPfuM+a9YdxfYCJMkjSanVpvrZ4GzgCOycyFdZrirsDPgCdbkme/Bv6LMoXxsKXowy9bkmADwL6U3SXvabnW48BMYOeIWA3YEFgfOLWRBAPIzCcj4lvAvy5Ff15i7txnWLhwUTtOpSEMDJQPj3PmPMXgYK970z+Me/cZ894w7r1h3LvPmPfGWIl7o5/dYCJMkjSaNXaHHKCs+fVxYFPguMz8alO7DSkbwOwBzBruZBGxcmb+ZYR9eKzl/kTgr+pt2GtR1g17Q/373iHqfzvCfizWaP5gs6wYHDTOvWDcu8+Y94Zx7w3j3n3GvDeM+wtMhEmSRrPfZebPG3ci4nzgEuArEbFWZh5Vq8bV4wXAtxdzvvlL0YcFLfcb17oeOH4xj3sIeEv9e6hVD9y5WZIkSeoyE2GSpDEjM+dHxL7AfwJHRsStmXkeZXdHgJWaE2cNEfEe4InMbE1qLY1ZlKmZE4a51k6UBfHnAffU4jcPcZ4N29AXSZIkSSPgr9GSpDElM58ADgAGgW9FxLp1Da/rKbtDTmpuHxG7UnZtPLqpeGE9jvj/wcxcWM+3cU3KNV9rE8qItamZuSAz/xNIYL+IWK+p3crA/xrptSVJkiS9Mo4IkySNOZl5dURMBf4JmB4Ru1AWwr8WuCoiTgfuBDYCPgbMAY5sOkVj8ftDI2LtzDxnhF34DDAZ+EG99k3A64BDKVMpmxflP4SyztmvImIa8BRlx8s1RnhNSZIkSa+QI8IkSWPV0cDvgZ2AwzLzN8DmwLnAe4FpwD7AD4GtMvOupseeB1wGTAFOjYhVR3LhzHwE2AI4DdgemEpJbs0AJmXmtU1trwO2AW4GPgkcC9wGHD6iZytJkiTpFRsYdNsASZLGilcDT247fVuuf/B6Nl1rU2776G3MnfsMCxYs6nXfllkDAzBx4quYPXt0bzu+rDHu3WfMe8O494Zx7z5j3htjJe6NfgKrA3/u5LUcESZJkiRJkqS+YCJMkiRJkiRJfcFEmCRJkiRJkvqCiTBJkiRJkiT1hfG97oAkSRqZmBg8M/8Z3vSaN/W6K5IkSdKYYiJMkqQx5sx3n/n83wsWLmDRolG8BZAkSZI0ipgIkyRpjJk795nn/160aNBEmCRJkrSETIRJkjTGLFq0iEWLet0LSZIkaexxsXxJkiRJkiT1BRNhkiRJkiRJ6gsmwiRJkiRJktQXTIRJkiRJkiSpL5gIkyRJkiRJUl8wESZJkiRJkqS+YCJMkiRJkiRJfcFEmCRJkiRJkvqCiTBJkiRJkiT1BRNhkiRJkiRJ6gvje90BSZI0MgMD5abuaMTamHeXce8+Y94bxr03jHv3GfPeGCtx72b/BgYHB7t3NUmS9EqsAzzU605IkiRJHbIu8HAnL2AiTJKksWMAWBt4qtcdkSRJktrsVcAjQEcTVSbCJEmSJEmS1BdcLF+SJEmSJEl9wUSYJEmSJEmS+oKJMEmSJEmSJPUFE2GSJEmSJEnqCybCJEmSJEmS1BdMhEmSJEmSJKkvmAiTJEmSJElSXxjf6w5IkqSXFxFrAscB7wZeC9wNfCMzp/eyX8uaiNgSuBF4Z2bOaKl7PXAi8C5gdeA3wEmZ+eNu93NZEBFvBY4FJlPi+QhwEXBsZj7Z1M64t1FErE+J52RgAnAH8LXMPL+lnXHvgIgYB8wAtsnMgZY6Y95mEXEm8OFhqg/KzLNrO2PfJhGxHHAYcAjwRmA2cBXwucx8uKmdMW+DiFgPuP9lmv0hM9er7Y07jgiTJGnUi4hVgSuAjwIXAp8AZgFnRcRne9i1ZUpEbAj8iCE+H0XEWsC1wJ7AdOBIyg+KF0fEB7rYzWVCRAQwk/JB/HTg45TkwMeB6+p73ri3WUS8DrgJ2B04CzgKmA/8R0Qc1dTOuHfOZ4FtWguNecdsAjwA7D/E7Vow9h1wNnAqJTnzCeCHwD8A10bEGmDM22wWQ7+/9wcur20uAOPebGBwcLDXfZAkSYsREZ8BTgb+ITPPq2UDwKXAjsAGmflgD7s45kXEXpTEwIRatEPziLCI+BYlEblNZt5Yy1aiJBXWAdbLzGe62ukxLCIuB3YANsvMO5vKjwC+AXw6M08x7u0VEd+jfDl6R2b+spaNA24GAlg7M5807p0REW8HbgAWAis2jwgz5u1XRyY9DfwkM9+/mHbGvk0iYk/KD0rfzMzDm8r/kZIgOyYzTzbmnRcRb6PE82bKZ5oFxv0FjgiTJGn0+0fg4UYSDCAzB4EvAysAffUrXrtFxCWUkXaPAucOUT8O2A+Y2fjgCJCZ8yhJm4nAlO70duyLiBWAbYHrmpNg1b/V42Tj3hGDwKWNJBhAZi4EfgGsQhmsZ9w7ICJWA34AXEb50tlcZ8w7Y0NgZaD135nnGfu2OxR4Cji6pfw8yg96dxvzzqtJ4O/Wux+qSTDj3sREmCRJo1hErA5sBPxyiOpG2Zbd69EyaSPKdKXNKGuvtdoYWI2WL6+Vr8HILaDE9CND1P2PelyIcW+7zDwwM4f6orMpsAh4EOPeKd+grMdz8BB1xrwz/rYe7wSIiFVqMqCZsW+TGtvtgGsy86latnJErJCZz2XmMZl5Ica8Gz4MvA04JTPvqWXGvYmJMEmSRrd1gAHgj60VmfksMBdYv9udWsa8OTO/lJnPDVO/bj2+5DUAHqpHX4MllJmLMvP+zLxviOoj6/FqjHtHRcSrI2KLOl1yR2BqZj6KcW+7iNgb+BBwSGY+PkQTY94ZjUTYrhHxAPAM8GxEXBQRf1PrjH37rA+sBNwfEftExB3As5SYX17XhgRj3lERsTxlI5o5lFF4Dca9iYkwSZJGt9Xr8elh6p8FVu1SX5ZJi0mANSzuNXi2Hn0NXqGI2J8yWuZB4EyMe6edTVk75gDKCIGTarlxb6OIWAc4AzgrMy8eppkx74xN6nEryi55e1FG5u0G3FR32zP27dNYY3MnyjTgn1Ji/gXKdPgb6661xryz3kf5EXVqy3pfxr3J+F53QJIkLdZAy3Go+oVd6ku/Wtxr0CjzNXgF6kLKZ1FGbOyTmU/XDSHAuHfKdOB7wBbAJ4HbI2JbfL+3TX0Pfw/4E2X3vOEY8844D7gNODkz/1LLLoqImyi76H0RuKSWG/tXbsV63Ijy7/iF9f5FEXEb8GNKUuzSWm7MO+NwYB5l585m/jvTxESYJEmj21P1uMow9atQRtCocxb3GjTKnuxSX5Y5EfEvwAmUGE7JzJtrlXHvoMz8af3z4oj4FeVL6ucpG0eAcW+HT1Kmne4JrFR3ZwNYHiAiJlK+ePpe74DM/MEw5RdGxIPALpRkGRj7dmiMPnq4KQkGQGb+pMZ8J+A/arExb7OIWJsyAvKCzJzbUu2/M02cGilJ0uh2P2Wnt3VbKyJiVWANTIR12v31+JLXoKnM12CEImL5iPguJQn2MLBdZl7f1MS4d0lm/gT4M2V0mHFvn7+njLS4GJjVdNu61s8CbseY98LjwKsw9u3UiNNjw9Q/RpmeZ8w7592Uf3NesgM2xv1FHBEmSdIoVqeI3QW8fYjqxu4+Nw5Rp/b5PeVX0qF2U/I1WAp1d7FzgX2AO4DdM/PhlmbGvY3q6KMbgF9n5vtb6lagLHL9F4x7O32KF9ZNavZVyvpVO2HMO6K+338B3JuZe7fULQ9sCNyLsW+bzJwdEfcBb4yIlTJzXqMuIpajLMR+P8a8k7aj7AB85RB1xr2JI8IkSRr9zgH+OiL2bRTUtWeOAp7jhakd6oDMXECZyrFtRDRGclCnOf0TZWTBz3rUvbHqC5Qk2K8oI8Fak2DGvc0yczYwH9gzIt7SUn0ksALwI+PePpl5a2b+vPVG2e2Xev8GY95+9f0+Hvj7iNi8pfoYysiks419202njLQ7qqX8EGAicJ4x76gtgLsz86nWCuP+YgODg4O97oMkSVqMiFgZuAXYAJgK3E3ZFehdwFGZ+ZUedm+ZEhHHUbYd3yEzZzSVr0WZwrQK8K+UD4wfBjYH9s3M87ve2TEqIl4P3AeMo3whfUkSDHg8M6807u1VF8O/grJr2DcpU5V2BN4LXA/slJnzjHtnRcQMYHJmDjSVGfM2i4jtgcsoC4efRvm3ZkdKEn4GsHNmzjf27RMRK1JG4m0N/DtwDbAp8BHgd8CWmfmsMW+/OtL6/wFXZOZuw7Qx7pUjwiRJGuXqblfbA/8GHEDZ/n0icIBJsO7IzMcoH+wvo/xyegpldM2Ufvrg2CbbU0ZqDAAnA98f4vY5MO7tlpnXAe+gTH85Avg68BbgX4B3NaYyGffuM+btV3/M2JqSjDkU+BovvN93y8z5tZ2xb5PMfI4y5fcEynS7U4EpwDRgUmY+W9sZ8/Zbk5Lf+dNwDYz7CxwRJkmSJEmSpL7giDBJkiRJkiT1BRNhkiRJkiRJ6gsmwiRJkiRJktQXTIRJkiRJkiSpL5gIkyRJkiRJUl8wESZJkiRJkqS+YCJMkiRJkiRJfcFEmCRJkiRJkvqCiTBJkiRJkiT1hfG97oAkSZKkZVNEHAccO0TVfGA28EvglMy8sZv96rSIWB1YITNn9bovkqQXc0SYJEmSpE47Hdi/6fbRWjYJuCYidulh39oqInYG7gE27nVfJEkv5YgwSZIkSZ02MzPPaS2MiB8DtwBfAS7veq86Y2vgNb3uhCRpaI4IkyRJktQTmXkb8FvgLRExodf9kSQt+xwRJkmSJKmXFtbjeICIWIeyrtjuwGuBR4GLgeMzc07jQRHxAHAnMBM4ivIj/9GZ+c2IWB74FLAf8DfAXGAGcGxm3tt0jjWAfwb2BtYF5gCX1XZ/bGo3A5gIfAA4mTKlcxxwI/C5zLy5qd3k+rCrI+IPmblerXsDcDTwLmBtYAFwN3BmZp7WHJCICOBEYHtgZeAa4EjgN8A5mXlgS9vjgHcCqwN/BM4DTsrMvwwZcUnqY44IkyRJktQTEfE6YCPggcycFRHrU6ZKvhf4PvBx4BLgY8BNETGx5RSTgcOBzwNfB66KiOUo0yy/BPwXJUl2JrAHcF29JnUE2kzgMOCn9Vrn1GvfGhEbtFxrLeBaSlLt08C0ev2f18XxAb4I/Kj+fRLwiXqt9YCbgSnA2fWaJwNrAtMi4gNNMYnar12BM4DPAq8Grqfl+1tEvL2ed1vgtHq9mcDngF9ExEpIkl7EEWGSJEmSOm21liTWisAmlFFPKwIn1PJpwCrAZpl5X6NxRFwIXFnbHdZ8XuD9mXlpU9uDgB2AkzPzmKbyGygJsiMoybETgQ2A7TJzZlO7s4FbgamUUWkNawKfycwvN7V9GvgC8D7gjMy8MiImAXsBV2bmjNr0CGACsHmdDtp4/AWUqaH7Av9ei79KGdm1ZWbeUtudBvwE2K3psQPAdOBPwNsy84la9a2IuIaS/DsCeL6/kiQTYZIkSZI679R6a/UocHhmfrdOU9wV+BnwZEvi7NeU0V178+JE2HPAFS3n3AsYpCUBlJlXRMSWwH01ibQvcBdwT8u1HqeMqto5IlbLzKeb6loX/L+5Htca4rk1+xTwfzLz8UZBHbnW+D62Wi1bHdgFuLyRBKt9XxgRJ9KUCAPeStmZ8tvAci3P4afAPEq8TIRJUhMTYZIkSZI67RRenLB6jpIEuy8zB2vZhpSpf3sAs4Y7UUSs3LT21ezMXNDSZH3g8cyc2/rYzPxVPcdrgL+qt2GvRVk37PdN9x9rqX+uHsct5hxk5mBELB8RxwFvq33cgDL6DV6Y8vgGyne037eeA/hdy/2ox4/V21DWW1y/JKkfmQiTJEmS1Gm/y8yfv0ybRjLpAsoop+HMb/q7NQkGsDxlRNiSXOt64PjFtHuo+U5mLnqZ8w4pInakrHU2D/gFZfH/O4EbWq6xQj0+x0u1LnzfeA6nARcNc+n5w5RLUt8yESZJkiRpNLi/HlcaKmkWEe8BnhhiBNhQ59k5IlbPzCdbznEG8ABlofqngQnDXGsnym6W80b8LIZ2OiWR9ebMfH5UWd0hs9k9lCTeRkOco7WsES9an0OddrkPZTqpJKmJu0ZKkiRJ6rm6ftb1wG51wfnnRcSulFFPRy/BqS6ifM85ouUck4CDgddm5sLabuOI2Lel3SaU0VtTlyDpNpSF9dj8XWsi8N+U9ceafaYexwNk5hzgKmDXiHhTU58GKOuMNbuFktQ7MCLe0FL3EeB84ENL0X9JWqY5IkySJEnSaHEYcC1wVUScTpk+uBFlDaw5wJFLcI7pwAeAEyLircDVwDrA4cAfKLtFQklCTQZ+EBG7ADcBrwMOpUy5PIyl00h2HRoRa2fmOZSpkAcAP4qISylrg+0DTKJMg1yj6fH/G7gRmBkR0yjrkr2ntoU67bMuoH8IZWH8WyPi28B9wN9REmD3UXa0lCQ1cUSYJEmSpFEhM38DbA6cC7wXmEZJGP0Q2Coz71qCc8yn7Lx4PGVh+q8D+wP/F9g6M2fVdo8AW1DW2NoemAocBMwAJmXmtUv5NM4DLgOmAKdGxKqUJNzXgE3rdT4FPAXsQFkT7U0R8frarzuBbSnrhx1BmcY5D3h/Pf/z64fVKZFbAVdSkl/TgHcC3wS2aZ6GKUkqBgYHX24dSUmSJElSN0TEWpRdLwdbyremJMeOz8zjetE3SVoWOCJMkiRJkkaPq4GMiHEt5fvV48wu90eSlimuESZJkiRJo8d04MuUddJ+SFl8fwfgfZT1wK7oYd8kacxzaqQkSZIkjSIRsR9lsf6NgBUpC99/H/jaUu5kKUmqTIRJkiRJkiSpL7hGmCRJkiRJkvqCiTBJkiRJkiT1BRNhkiRJkiRJ6gsmwiRJkiRJktQXTIRJkiRJkiSpL5gIkyRJkiRJUl8wESZJkiRJkqS+YCJMkiRJkiRJfeH/A+NaqGtomBOvAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(survey_df.Employment.value_counts(normalize=True, ascending=True)*100).plot(kind='barh', color='g')\n",
    "plt.title(schema.Employment)\n",
    "plt.xlabel('Percentage');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "bedee816",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Which of the following describe you? Please select all that apply.'"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema.DevType\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "673e388f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DevType\n",
       "Developer, full-stack                                                                                                                                                           4396\n",
       "Developer, back-end                                                                                                                                                             3056\n",
       "Developer, back-end;Developer, front-end;Developer, full-stack                                                                                                                  2214\n",
       "Developer, back-end;Developer, full-stack                                                                                                                                       1465\n",
       "Developer, front-end                                                                                                                                                            1390\n",
       "                                                                                                                                                                                ... \n",
       "Database administrator;Developer, back-end;Developer, front-end;Developer, full-stack;Developer, QA or test;Senior executive/VP                                                    1\n",
       "Database administrator;Developer, back-end;Developer, front-end;Developer, full-stack;Product manager;Senior executive/VP                                                          1\n",
       "Developer, back-end;Developer, full-stack;Developer, mobile;DevOps specialist;Educator;System administrator                                                                        1\n",
       "Data or business analyst;Database administrator;Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, mobile;Engineering manager       1\n",
       "Data or business analyst;Developer, mobile;Senior executive/VP;System administrator                                                                                                1\n",
       "Name: count, Length: 8213, dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_df.DevType.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "dbb7b5b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_multicolumn(col_series):\n",
    "    result_df = col_series.to_frame()\n",
    "    options = []\n",
    "    # Iterate over the column\n",
    "    for idx, value  in col_series[col_series.notnull()].items():\n",
    "        # Break each value into list of options\n",
    "        for option in value.split(';'):\n",
    "            # Add the option as a column to result\n",
    "            if not option in result_df.columns:\n",
    "                options.append(option)\n",
    "                result_df[option] = False\n",
    "            # Mark the value in the option column as True\n",
    "            result_df.at[idx, option] = True\n",
    "    return result_df[options]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "673acb16",
   "metadata": {},
   "outputs": [],
   "source": [
    "dev_type_df = split_multicolumn(survey_df.DevType)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "eb9df150",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Developer, desktop or enterprise applications</th>\n",
       "      <th>Developer, full-stack</th>\n",
       "      <th>Developer, mobile</th>\n",
       "      <th>Designer</th>\n",
       "      <th>Developer, front-end</th>\n",
       "      <th>Developer, back-end</th>\n",
       "      <th>Developer, QA or test</th>\n",
       "      <th>DevOps specialist</th>\n",
       "      <th>Developer, game or graphics</th>\n",
       "      <th>Database administrator</th>\n",
       "      <th>...</th>\n",
       "      <th>System administrator</th>\n",
       "      <th>Engineering manager</th>\n",
       "      <th>Product manager</th>\n",
       "      <th>Data or business analyst</th>\n",
       "      <th>Academic researcher</th>\n",
       "      <th>Data scientist or machine learning specialist</th>\n",
       "      <th>Scientist</th>\n",
       "      <th>Senior executive/VP</th>\n",
       "      <th>Engineer, site reliability</th>\n",
       "      <th>Marketing or sales professional</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64457</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64458</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64459</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64460</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64306 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Developer, desktop or enterprise applications  Developer, full-stack  \\\n",
       "0                                               True                   True   \n",
       "1                                              False                   True   \n",
       "2                                              False                  False   \n",
       "3                                              False                  False   \n",
       "4                                              False                  False   \n",
       "...                                              ...                    ...   \n",
       "64456                                          False                  False   \n",
       "64457                                          False                  False   \n",
       "64458                                          False                  False   \n",
       "64459                                          False                  False   \n",
       "64460                                          False                  False   \n",
       "\n",
       "       Developer, mobile  Designer  Developer, front-end  Developer, back-end  \\\n",
       "0                  False     False                 False                False   \n",
       "1                   True     False                 False                False   \n",
       "2                  False     False                 False                False   \n",
       "3                  False     False                 False                False   \n",
       "4                  False     False                 False                False   \n",
       "...                  ...       ...                   ...                  ...   \n",
       "64456              False     False                 False                False   \n",
       "64457              False     False                 False                False   \n",
       "64458              False     False                 False                False   \n",
       "64459              False     False                 False                False   \n",
       "64460              False     False                 False                False   \n",
       "\n",
       "       Developer, QA or test  DevOps specialist  Developer, game or graphics  \\\n",
       "0                      False              False                        False   \n",
       "1                      False              False                        False   \n",
       "2                      False              False                        False   \n",
       "3                      False              False                        False   \n",
       "4                      False              False                        False   \n",
       "...                      ...                ...                          ...   \n",
       "64456                  False              False                        False   \n",
       "64457                  False              False                        False   \n",
       "64458                  False              False                        False   \n",
       "64459                  False              False                        False   \n",
       "64460                  False              False                        False   \n",
       "\n",
       "       Database administrator  ...  System administrator  Engineering manager  \\\n",
       "0                       False  ...                 False                False   \n",
       "1                       False  ...                 False                False   \n",
       "2                       False  ...                 False                False   \n",
       "3                       False  ...                 False                False   \n",
       "4                       False  ...                 False                False   \n",
       "...                       ...  ...                   ...                  ...   \n",
       "64456                   False  ...                 False                False   \n",
       "64457                   False  ...                 False                False   \n",
       "64458                   False  ...                 False                False   \n",
       "64459                   False  ...                 False                False   \n",
       "64460                   False  ...                 False                False   \n",
       "\n",
       "       Product manager  Data or business analyst  Academic researcher  \\\n",
       "0                False                     False                False   \n",
       "1                False                     False                False   \n",
       "2                False                     False                False   \n",
       "3                False                     False                False   \n",
       "4                False                     False                False   \n",
       "...                ...                       ...                  ...   \n",
       "64456            False                     False                False   \n",
       "64457            False                     False                False   \n",
       "64458            False                     False                False   \n",
       "64459            False                     False                False   \n",
       "64460            False                     False                False   \n",
       "\n",
       "       Data scientist or machine learning specialist  Scientist  \\\n",
       "0                                              False      False   \n",
       "1                                              False      False   \n",
       "2                                              False      False   \n",
       "3                                              False      False   \n",
       "4                                              False      False   \n",
       "...                                              ...        ...   \n",
       "64456                                          False      False   \n",
       "64457                                          False      False   \n",
       "64458                                          False      False   \n",
       "64459                                          False      False   \n",
       "64460                                          False      False   \n",
       "\n",
       "       Senior executive/VP  Engineer, site reliability  \\\n",
       "0                    False                       False   \n",
       "1                    False                       False   \n",
       "2                    False                       False   \n",
       "3                    False                       False   \n",
       "4                    False                       False   \n",
       "...                    ...                         ...   \n",
       "64456                 True                       False   \n",
       "64457                False                       False   \n",
       "64458                False                       False   \n",
       "64459                False                       False   \n",
       "64460                False                       False   \n",
       "\n",
       "       Marketing or sales professional  \n",
       "0                                False  \n",
       "1                                False  \n",
       "2                                False  \n",
       "3                                False  \n",
       "4                                False  \n",
       "...                                ...  \n",
       "64456                            False  \n",
       "64457                            False  \n",
       "64458                            False  \n",
       "64459                            False  \n",
       "64460                            False  \n",
       "\n",
       "[64306 rows x 23 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dev_type_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "5c328d3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Developer, back-end                              26996\n",
       "Developer, full-stack                            26915\n",
       "Developer, front-end                             18128\n",
       "Developer, desktop or enterprise applications    11687\n",
       "Developer, mobile                                 9406\n",
       "DevOps specialist                                 5915\n",
       "Database administrator                            5658\n",
       "Designer                                          5262\n",
       "System administrator                              5185\n",
       "Developer, embedded applications or devices       4701\n",
       "Data or business analyst                          3970\n",
       "Data scientist or machine learning specialist     3939\n",
       "Developer, QA or test                             3893\n",
       "Engineer, data                                    3700\n",
       "Academic researcher                               3502\n",
       "Educator                                          2895\n",
       "Developer, game or graphics                       2751\n",
       "Engineering manager                               2699\n",
       "Product manager                                   2471\n",
       "Scientist                                         2060\n",
       "Engineer, site reliability                        1921\n",
       "Senior executive/VP                               1292\n",
       "Marketing or sales professional                    625\n",
       "dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dev_type_totals = dev_type_df.sum().sort_values(ascending=False)\n",
    "dev_type_totals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "cf9f45f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                   C#;HTML/CSS;JavaScript\n",
       "1                                         JavaScript;Swift\n",
       "2                                 Objective-C;Python;Swift\n",
       "3                                                      NaN\n",
       "4                                        HTML/CSS;Ruby;SQL\n",
       "                               ...                        \n",
       "64456                                                  NaN\n",
       "64457    Assembly;Bash/Shell/PowerShell;C;C#;C++;Dart;G...\n",
       "64458                                                  NaN\n",
       "64459                                             HTML/CSS\n",
       "64460                      C#;HTML/CSS;Java;JavaScript;SQL\n",
       "Name: LanguageWorkedWith, Length: 64306, dtype: object"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_df.LanguageWorkedWith"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "293c5441",
   "metadata": {},
   "outputs": [],
   "source": [
    "languages_worked_df = split_multicolumn(survey_df.LanguageWorkedWith)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "c9481ae2",
   "metadata": {},
   "outputs": [
    {
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       "      <th>C#</th>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64456</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64457</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64458</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64459</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64460</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64306 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          C#  HTML/CSS  JavaScript  Swift  Objective-C  Python   Ruby    SQL  \\\n",
       "0       True      True        True  False        False   False  False  False   \n",
       "1      False     False        True   True        False   False  False  False   \n",
       "2      False     False       False   True         True    True  False  False   \n",
       "3      False     False       False  False        False   False  False  False   \n",
       "4      False      True       False  False        False   False   True   True   \n",
       "...      ...       ...         ...    ...          ...     ...    ...    ...   \n",
       "64456  False     False       False  False        False   False  False  False   \n",
       "64457   True      True        True   True         True    True   True   True   \n",
       "64458  False     False       False  False        False   False  False  False   \n",
       "64459  False      True       False  False        False   False  False  False   \n",
       "64460   True      True        True  False        False   False  False   True   \n",
       "\n",
       "        Java    PHP  ...    VBA   Perl  Scala    C++     Go  Haskell   Rust  \\\n",
       "0      False  False  ...  False  False  False  False  False    False  False   \n",
       "1      False  False  ...  False  False  False  False  False    False  False   \n",
       "2      False  False  ...  False  False  False  False  False    False  False   \n",
       "3      False  False  ...  False  False  False  False  False    False  False   \n",
       "4      False  False  ...  False  False  False  False  False    False  False   \n",
       "...      ...    ...  ...    ...    ...    ...    ...    ...      ...    ...   \n",
       "64456  False  False  ...  False  False  False  False  False    False  False   \n",
       "64457   True   True  ...   True   True   True   True   True     True   True   \n",
       "64458  False  False  ...  False  False  False  False  False    False  False   \n",
       "64459  False  False  ...  False  False  False  False  False    False  False   \n",
       "64460   True  False  ...  False  False  False  False  False    False  False   \n",
       "\n",
       "        Dart  Julia  Assembly  \n",
       "0      False  False     False  \n",
       "1      False  False     False  \n",
       "2      False  False     False  \n",
       "3      False  False     False  \n",
       "4      False  False     False  \n",
       "...      ...    ...       ...  \n",
       "64456  False  False     False  \n",
       "64457   True   True      True  \n",
       "64458  False  False     False  \n",
       "64459  False  False     False  \n",
       "64460  False  False     False  \n",
       "\n",
       "[64306 rows x 25 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "languages_worked_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "358f00d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "JavaScript               59.893323\n",
       "HTML/CSS                 55.801947\n",
       "SQL                      48.444935\n",
       "Python                   39.001026\n",
       "Java                     35.618760\n",
       "Bash/Shell/PowerShell    29.239884\n",
       "C#                       27.803004\n",
       "PHP                      23.130035\n",
       "TypeScript               22.461357\n",
       "C++                      21.114670\n",
       "C                        19.236152\n",
       "Go                        7.758219\n",
       "Kotlin                    6.887382\n",
       "Ruby                      6.229590\n",
       "Assembly                  5.447392\n",
       "VBA                       5.394520\n",
       "Swift                     5.226573\n",
       "R                         5.064846\n",
       "Rust                      4.498803\n",
       "Objective-C               3.603085\n",
       "Dart                      3.517557\n",
       "Scala                     3.150561\n",
       "Perl                      2.757130\n",
       "Haskell                   1.861413\n",
       "Julia                     0.782198\n",
       "dtype: float64"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "languages_worked_percentages = languages_worked_df.mean().sort_values(ascending=False) * 100\n",
    "languages_worked_percentages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "b5c27d9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 12))\n",
    "sns.barplot(x=languages_worked_percentages, y=languages_worked_percentages.index)\n",
    "plt.title(\"Languages used in the past year\");\n",
    "plt.xlabel('count');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "13564ba5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Python                   41.143906\n",
       "JavaScript               40.425466\n",
       "HTML/CSS                 32.028116\n",
       "SQL                      30.799614\n",
       "TypeScript               26.451653\n",
       "C#                       21.058688\n",
       "Java                     20.464653\n",
       "Go                       19.432090\n",
       "Bash/Shell/PowerShell    18.057413\n",
       "Rust                     16.270643\n",
       "C++                      15.014151\n",
       "Kotlin                   14.760676\n",
       "PHP                      10.947657\n",
       "C                         9.359935\n",
       "Swift                     8.692812\n",
       "Dart                      7.308805\n",
       "R                         6.571704\n",
       "Ruby                      6.425528\n",
       "Scala                     5.326097\n",
       "Haskell                   4.593662\n",
       "Assembly                  3.766367\n",
       "Julia                     2.540976\n",
       "Objective-C               2.338818\n",
       "Perl                      1.761888\n",
       "VBA                       1.611047\n",
       "dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "languages_interested_df = split_multicolumn(survey_df.LanguageDesireNextYear)\n",
    "languages_interested_percentages = languages_interested_df.mean().sort_values(ascending=False) * 100\n",
    "languages_interested_percentages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "80fb89c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 12))\n",
    "sns.barplot(x=languages_interested_percentages, y=languages_interested_percentages.index)\n",
    "plt.title(\"Languages people are intersted in learning over the next year\");\n",
    "plt.xlabel('count');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "b6b0466f",
   "metadata": {},
   "outputs": [],
   "source": [
    "languages_loved_df = languages_worked_df & languages_interested_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "cf0a1e22",
   "metadata": {},
   "outputs": [],
   "source": [
    "languages_loved_percentages = (languages_loved_df.sum() * 100/ languages_worked_df.sum()).sort_values(ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "113c0036",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 12))\n",
    "sns.barplot(x=languages_loved_percentages, y=languages_loved_percentages.index)\n",
    "plt.title(\"Most loved languages\");\n",
    "plt.xlabel('count');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "d128e139",
   "metadata": {},
   "outputs": [],
   "source": [
    "countries_df = survey_df.groupby('Country')[['WorkWeekHrs']].mean().sort_values('WorkWeekHrs', ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "660ef5e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "high_response_countries_df = countries_df.loc[survey_df.Country.value_counts() > 250].head(15)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "a9c364fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Iran</th>\n",
       "      <td>44.337748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel</th>\n",
       "      <td>43.915094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China</th>\n",
       "      <td>42.150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States</th>\n",
       "      <td>41.802982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greece</th>\n",
       "      <td>41.402724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Viet Nam</th>\n",
       "      <td>41.391667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Africa</th>\n",
       "      <td>41.023460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkey</th>\n",
       "      <td>40.982143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sri Lanka</th>\n",
       "      <td>40.612245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Zealand</th>\n",
       "      <td>40.457551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>40.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada</th>\n",
       "      <td>40.208837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hungary</th>\n",
       "      <td>40.194340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bangladesh</th>\n",
       "      <td>40.097458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>India</th>\n",
       "      <td>40.090603</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               WorkWeekHrs\n",
       "Country                   \n",
       "Iran             44.337748\n",
       "Israel           43.915094\n",
       "China            42.150000\n",
       "United States    41.802982\n",
       "Greece           41.402724\n",
       "Viet Nam         41.391667\n",
       "South Africa     41.023460\n",
       "Turkey           40.982143\n",
       "Sri Lanka        40.612245\n",
       "New Zealand      40.457551\n",
       "Belgium          40.444444\n",
       "Canada           40.208837\n",
       "Hungary          40.194340\n",
       "Bangladesh       40.097458\n",
       "India            40.090603"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "high_response_countries_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "1064c194",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'NOT including education, how many years have you coded professionally (as a part of your work)?'"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema.YearsCodePro\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "6dacdbbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='Age', y='YearsCodePro', hue='Hobbyist', data=survey_df)\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"Years of professional coding experience\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "7cf237f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(schema.Age1stCode)\n",
    "sns.histplot(x=survey_df.Age1stCode, bins=30, kde=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69128c1e",
   "metadata": {},
   "source": [
    "# Inferences and Conclusions\n",
    "\n",
    "### We've drawn many inferences from the survey. Here's a summary of a few of them:\n",
    "\n",
    "Based on the survey respondents' demographics, we can infer that the survey is somewhat representative of the overall programming community. However, it has fewer responses from programmers in non-English-speaking countries and women & non-binary genders.\n",
    "\n",
    "The programming community is not as diverse as it can be. Although things are improving, we should make more efforts to support & encourage underrepresented communities, whether in terms of age, country, race, gender, or otherwise.\n",
    "\n",
    "Although most programmers hold a college degree, a reasonably large percentage did not have computer science as their college major. Hence, a computer science degree isn't compulsory for learning to code or building a career in programming.\n",
    "\n",
    "A significant percentage of programmers either work part-time or as freelancers, which can be a great way to break into the field, especially when you're just getting started.\n",
    "\n",
    "Javascript & HTML/CSS are the most used programming languages in 2020, closely followed by SQL & Python.\n",
    "\n",
    "Python is the language most people are interested in learning - since it is an easy-to-learn general-purpose programming language well suited for various domains.\n",
    "\n",
    "Rust and TypeScript are the most \"loved\" languages in 2020, both of which have small but fast-growing communities. Python is a close third, despite already being a widely used language.\n",
    "\n",
    "Programmers worldwide seem to be working for around 40 hours a week on average, with slight variations by country.\n",
    "\n",
    "You can learn and start programming professionally at any age. You're likely to have a long and fulfilling career if you also enjoy programming as a hobby."
   ]
  }
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