Data Science Blog Post.ipynb

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 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The CRISP-DM (Cross-Industry Standard Process for Data Mining) method will be applied here to keep track of the analysis process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# to handle datasets\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# to visualise al the columns in the dataframe\n",
    "pd.pandas.set_option('display.max_columns', None)\n",
    "\n",
    "# to make plots\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "# to change plot style\n",
    "sns.set(style=\"darkgrid\")\n",
    "\n",
    "# to ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Business Understanding\n",
    "\n",
    "We are in the age of technology. The production of new technologies is very fast. Many programming languages and IDEs can become popular and suddenly lose their popularity. I will analyze the preferences of software developers in 2018 and 2019.\n",
    "\n",
    "I will focus on the three question below:\n",
    "\n",
    "* What is the most preferred IDE in 2018 and 2019?\n",
    "\n",
    "* What is the most preferred programming language in 2018 and 2019?\n",
    "\n",
    "* What is the most preferred IDE in 15 countries participating in the survey and what is its change over the years?\n",
    "\n",
    "For this, we are going to use data from Stackoverflow’s 2018 and 2019 Annual Developer Survey.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Data Understanding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#load dataset\n",
    "survey_results_public_2019 = pd.read_csv('developer_survey_2019/survey_results_public.csv')\n",
    "survey_results_public_2018 = pd.read_csv('developer_survey_2018/survey_results_public.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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       "<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>OpenSourcer</th>\n",
       "      <th>OpenSource</th>\n",
       "      <th>Employment</th>\n",
       "      <th>Country</th>\n",
       "      <th>Student</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>EduOther</th>\n",
       "      <th>OrgSize</th>\n",
       "      <th>DevType</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>CareerSat</th>\n",
       "      <th>JobSat</th>\n",
       "      <th>MgrIdiot</th>\n",
       "      <th>MgrMoney</th>\n",
       "      <th>MgrWant</th>\n",
       "      <th>JobSeek</th>\n",
       "      <th>LastHireDate</th>\n",
       "      <th>LastInt</th>\n",
       "      <th>FizzBuzz</th>\n",
       "      <th>JobFactors</th>\n",
       "      <th>ResumeUpdate</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>CurrencyDesc</th>\n",
       "      <th>CompTotal</th>\n",
       "      <th>CompFreq</th>\n",
       "      <th>ConvertedComp</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>WorkPlan</th>\n",
       "      <th>WorkChallenge</th>\n",
       "      <th>WorkRemote</th>\n",
       "      <th>WorkLoc</th>\n",
       "      <th>ImpSyn</th>\n",
       "      <th>CodeRev</th>\n",
       "      <th>CodeRevHrs</th>\n",
       "      <th>UnitTests</th>\n",
       "      <th>PurchaseHow</th>\n",
       "      <th>PurchaseWhat</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>WebFrameWorkedWith</th>\n",
       "      <th>WebFrameDesireNextYear</th>\n",
       "      <th>MiscTechWorkedWith</th>\n",
       "      <th>MiscTechDesireNextYear</th>\n",
       "      <th>DevEnviron</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>Containers</th>\n",
       "      <th>BlockchainOrg</th>\n",
       "      <th>BlockchainIs</th>\n",
       "      <th>BetterLife</th>\n",
       "      <th>ITperson</th>\n",
       "      <th>OffOn</th>\n",
       "      <th>SocialMedia</th>\n",
       "      <th>Extraversion</th>\n",
       "      <th>ScreenName</th>\n",
       "      <th>SOVisit1st</th>\n",
       "      <th>SOVisitFreq</th>\n",
       "      <th>SOVisitTo</th>\n",
       "      <th>SOFindAnswer</th>\n",
       "      <th>SOTimeSaved</th>\n",
       "      <th>SOHowMuchTime</th>\n",
       "      <th>SOAccount</th>\n",
       "      <th>SOPartFreq</th>\n",
       "      <th>SOJobs</th>\n",
       "      <th>EntTeams</th>\n",
       "      <th>SOComm</th>\n",
       "      <th>WelcomeChange</th>\n",
       "      <th>SONewContent</th>\n",
       "      <th>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Trans</th>\n",
       "      <th>Sexuality</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>SurveyEase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>I am a student who is learning to code</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Never</td>\n",
       "      <td>The quality of OSS and closed source software ...</td>\n",
       "      <td>Not employed, and not looking for work</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>Primary/elementary school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>10</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",
       "      <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>HTML/CSS;Java;JavaScript;Python</td>\n",
       "      <td>C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL</td>\n",
       "      <td>SQLite</td>\n",
       "      <td>MySQL</td>\n",
       "      <td>MacOS;Windows</td>\n",
       "      <td>Android;Arduino;Windows</td>\n",
       "      <td>Django;Flask</td>\n",
       "      <td>Flask;jQuery</td>\n",
       "      <td>Node.js</td>\n",
       "      <td>Node.js</td>\n",
       "      <td>IntelliJ;Notepad++;PyCharm</td>\n",
       "      <td>Windows</td>\n",
       "      <td>I do not use containers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fortunately, someone else has that title</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Twitter</td>\n",
       "      <td>Online</td>\n",
       "      <td>Username</td>\n",
       "      <td>2017</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Find answers to specific questions;Learn how t...</td>\n",
       "      <td>3-5 times per week</td>\n",
       "      <td>Stack Overflow was much faster</td>\n",
       "      <td>31-60 minutes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
       "      <td>No, and I don't know what those are</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech articles written by other developers;Indu...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>I am a student who is learning to code</td>\n",
       "      <td>No</td>\n",
       "      <td>Less than once per year</td>\n",
       "      <td>The quality of OSS and closed source software ...</td>\n",
       "      <td>Not employed, but looking for work</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>Yes, full-time</td>\n",
       "      <td>Secondary school (e.g. American high school, G...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Taken an online course in programming or softw...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Developer, desktop or enterprise applications;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</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>I am actively looking for a job</td>\n",
       "      <td>I've never had a job</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Financial performance or funding status of the...</td>\n",
       "      <td>Something else changed (education, award, medi...</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>C++;HTML/CSS;Python</td>\n",
       "      <td>C++;HTML/CSS;JavaScript;SQL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MySQL</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Django</td>\n",
       "      <td>Django</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Atom;PyCharm</td>\n",
       "      <td>Windows</td>\n",
       "      <td>I do not use containers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Useful across many domains and could change ma...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>Online</td>\n",
       "      <td>Username</td>\n",
       "      <td>2017</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Find answers to specific questions;Learn how t...</td>\n",
       "      <td>3-5 times per week</td>\n",
       "      <td>Stack Overflow was much faster</td>\n",
       "      <td>11-30 minutes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
       "      <td>No, and I don't know what those are</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech articles written by other developers;Indu...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>I am not primarily a developer, but I write co...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Never</td>\n",
       "      <td>The quality of OSS and closed source software ...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>No</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Web development or web design</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>100 to 499 employees</td>\n",
       "      <td>Designer;Developer, back-end;Developer, front-...</td>\n",
       "      <td>3</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>Not at all confident</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>1-2 years ago</td>\n",
       "      <td>Interview with people in peer roles</td>\n",
       "      <td>No</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>I was preparing for a job search</td>\n",
       "      <td>THB</td>\n",
       "      <td>Thai baht</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>8820.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>There's no schedule or spec; I work on what se...</td>\n",
       "      <td>Distracting work environment;Inadequate access...</td>\n",
       "      <td>Less than once per month / Never</td>\n",
       "      <td>Home</td>\n",
       "      <td>Average</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No, but I think we should</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>HTML/CSS</td>\n",
       "      <td>Elixir;HTML/CSS</td>\n",
       "      <td>PostgreSQL</td>\n",
       "      <td>PostgreSQL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other(s):</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vim;Visual Studio Code</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>I do not use containers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Reddit</td>\n",
       "      <td>In real life (in person)</td>\n",
       "      <td>Username</td>\n",
       "      <td>2011</td>\n",
       "      <td>A few times per week</td>\n",
       "      <td>Find answers to specific questions;Learn how t...</td>\n",
       "      <td>6-10 times per week</td>\n",
       "      <td>They were about the same</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>No</td>\n",
       "      <td>Never</td>\n",
       "      <td>The quality of OSS and closed source software ...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Taken an online course in programming or softw...</td>\n",
       "      <td>100 to 499 employees</td>\n",
       "      <td>Developer, full-stack</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>Very confident</td>\n",
       "      <td>No</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
       "      <td>No</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>I was preparing for a job search</td>\n",
       "      <td>USD</td>\n",
       "      <td>United States dollar</td>\n",
       "      <td>61000.0</td>\n",
       "      <td>Yearly</td>\n",
       "      <td>61000.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>There's no schedule or spec; I work on what se...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Less than once per month / Never</td>\n",
       "      <td>Home</td>\n",
       "      <td>A little below average</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No, but I think we should</td>\n",
       "      <td>Developers typically have the most influence o...</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>C;C++;C#;Python;SQL</td>\n",
       "      <td>C;C#;JavaScript;SQL</td>\n",
       "      <td>MySQL;SQLite</td>\n",
       "      <td>MySQL;SQLite</td>\n",
       "      <td>Linux;Windows</td>\n",
       "      <td>Linux;Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.NET</td>\n",
       "      <td>.NET</td>\n",
       "      <td>Eclipse;Vim;Visual Studio;Visual Studio Code</td>\n",
       "      <td>Windows</td>\n",
       "      <td>I do not use containers</td>\n",
       "      <td>Not at all</td>\n",
       "      <td>Useful for decentralized currency (i.e., Bitcoin)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>SIGH</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Reddit</td>\n",
       "      <td>In real life (in person)</td>\n",
       "      <td>Username</td>\n",
       "      <td>2014</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Find answers to specific questions;Pass the ti...</td>\n",
       "      <td>1-2 times per week</td>\n",
       "      <td>Stack Overflow was much faster</td>\n",
       "      <td>31-60 minutes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, and I don't know what those are</td>\n",
       "      <td>No, not really</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech articles written by other developers;Indu...</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>No</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Once a month or more often</td>\n",
       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>No</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Taken an online course in programming or softw...</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>Very dissatisfied</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>Somewhat confident</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
       "      <td>I was preparing for a job search</td>\n",
       "      <td>UAH</td>\n",
       "      <td>Ukrainian hryvnia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
       "      <td>A few days each month</td>\n",
       "      <td>Office</td>\n",
       "      <td>A little above average</td>\n",
       "      <td>Yes, because I see value in code review</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes, it's part of our process</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA</td>\n",
       "      <td>HTML/CSS;Java;JavaScript;SQL;WebAssembly</td>\n",
       "      <td>Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite</td>\n",
       "      <td>Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...</td>\n",
       "      <td>Android;Linux;MacOS;Slack;Windows</td>\n",
       "      <td>Android;Docker;Kubernetes;Linux;Slack</td>\n",
       "      <td>Django;Express;Flask;jQuery;React.js;Spring</td>\n",
       "      <td>Flask;jQuery;React.js;Spring</td>\n",
       "      <td>Cordova;Node.js</td>\n",
       "      <td>Apache Spark;Hadoop;Node.js;React Native</td>\n",
       "      <td>IntelliJ;Notepad++;Vim</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>Outside of work, for personal projects</td>\n",
       "      <td>Not at all</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Also Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>In real life (in person)</td>\n",
       "      <td>Username</td>\n",
       "      <td>I don't remember</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Find answers to specific questions</td>\n",
       "      <td>More than 10 times per week</td>\n",
       "      <td>Stack Overflow was much faster</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>White or of European descent;Multiracial</td>\n",
       "      <td>No</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Easy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent                                         MainBranch Hobbyist  \\\n",
       "0           1             I am a student who is learning to code      Yes   \n",
       "1           2             I am a student who is learning to code       No   \n",
       "2           3  I am not primarily a developer, but I write co...      Yes   \n",
       "3           4                     I am a developer by profession       No   \n",
       "4           5                     I am a developer by profession      Yes   \n",
       "\n",
       "                  OpenSourcer  \\\n",
       "0                       Never   \n",
       "1     Less than once per year   \n",
       "2                       Never   \n",
       "3                       Never   \n",
       "4  Once a month or more often   \n",
       "\n",
       "                                          OpenSource  \\\n",
       "0  The quality of OSS and closed source software ...   \n",
       "1  The quality of OSS and closed source software ...   \n",
       "2  The quality of OSS and closed source software ...   \n",
       "3  The quality of OSS and closed source software ...   \n",
       "4  OSS is, on average, of HIGHER quality than pro...   \n",
       "\n",
       "                               Employment                 Country  \\\n",
       "0  Not employed, and not looking for work          United Kingdom   \n",
       "1      Not employed, but looking for work  Bosnia and Herzegovina   \n",
       "2                      Employed full-time                Thailand   \n",
       "3                      Employed full-time           United States   \n",
       "4                      Employed full-time                 Ukraine   \n",
       "\n",
       "          Student                                            EdLevel  \\\n",
       "0              No                          Primary/elementary school   \n",
       "1  Yes, full-time  Secondary school (e.g. American high school, G...   \n",
       "2              No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "3              No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "4              No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "\n",
       "                                      UndergradMajor  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2                      Web development or web design   \n",
       "3  Computer science, computer engineering, or sof...   \n",
       "4  Computer science, computer engineering, or sof...   \n",
       "\n",
       "                                            EduOther  \\\n",
       "0  Taught yourself a new language, framework, or ...   \n",
       "1  Taken an online course in programming or softw...   \n",
       "2  Taught yourself a new language, framework, or ...   \n",
       "3  Taken an online course in programming or softw...   \n",
       "4  Taken an online course in programming or softw...   \n",
       "\n",
       "                    OrgSize  \\\n",
       "0                       NaN   \n",
       "1                       NaN   \n",
       "2      100 to 499 employees   \n",
       "3      100 to 499 employees   \n",
       "4  10,000 or more employees   \n",
       "\n",
       "                                             DevType YearsCode Age1stCode  \\\n",
       "0                                                NaN         4         10   \n",
       "1  Developer, desktop or enterprise applications;...       NaN         17   \n",
       "2  Designer;Developer, back-end;Developer, front-...         3         22   \n",
       "3                              Developer, full-stack         3         16   \n",
       "4  Academic researcher;Developer, desktop or ente...        16         14   \n",
       "\n",
       "       YearsCodePro           CareerSat                 JobSat  \\\n",
       "0               NaN                 NaN                    NaN   \n",
       "1               NaN                 NaN                    NaN   \n",
       "2                 1  Slightly satisfied     Slightly satisfied   \n",
       "3  Less than 1 year      Very satisfied     Slightly satisfied   \n",
       "4                 9   Very dissatisfied  Slightly dissatisfied   \n",
       "\n",
       "               MgrIdiot  MgrMoney   MgrWant  \\\n",
       "0                   NaN       NaN       NaN   \n",
       "1                   NaN       NaN       NaN   \n",
       "2  Not at all confident  Not sure  Not sure   \n",
       "3        Very confident        No  Not sure   \n",
       "4    Somewhat confident       Yes        No   \n",
       "\n",
       "                                             JobSeek          LastHireDate  \\\n",
       "0                                                NaN                   NaN   \n",
       "1                    I am actively looking for a job  I've never had a job   \n",
       "2  I’m not actively looking, but I am open to new...         1-2 years ago   \n",
       "3       I am not interested in new job opportunities  Less than a year ago   \n",
       "4       I am not interested in new job opportunities  Less than a year ago   \n",
       "\n",
       "                                             LastInt FizzBuzz  \\\n",
       "0                                                NaN      NaN   \n",
       "1                                                NaN      NaN   \n",
       "2                Interview with people in peer roles       No   \n",
       "3  Write code by hand (e.g., on a whiteboard);Int...       No   \n",
       "4  Write any code;Write code by hand (e.g., on a ...       No   \n",
       "\n",
       "                                          JobFactors  \\\n",
       "0                                                NaN   \n",
       "1  Financial performance or funding status of the...   \n",
       "2  Languages, frameworks, and other technologies ...   \n",
       "3  Languages, frameworks, and other technologies ...   \n",
       "4  Industry that I'd be working in;Languages, fra...   \n",
       "\n",
       "                                        ResumeUpdate CurrencySymbol  \\\n",
       "0                                                NaN            NaN   \n",
       "1  Something else changed (education, award, medi...            NaN   \n",
       "2                   I was preparing for a job search            THB   \n",
       "3                   I was preparing for a job search            USD   \n",
       "4                   I was preparing for a job search            UAH   \n",
       "\n",
       "           CurrencyDesc  CompTotal CompFreq  ConvertedComp  WorkWeekHrs  \\\n",
       "0                   NaN        NaN      NaN            NaN          NaN   \n",
       "1                   NaN        NaN      NaN            NaN          NaN   \n",
       "2             Thai baht    23000.0  Monthly         8820.0         40.0   \n",
       "3  United States dollar    61000.0   Yearly        61000.0         80.0   \n",
       "4     Ukrainian hryvnia        NaN      NaN            NaN         55.0   \n",
       "\n",
       "                                            WorkPlan  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2  There's no schedule or spec; I work on what se...   \n",
       "3  There's no schedule or spec; I work on what se...   \n",
       "4  There is a schedule and/or spec (made by me or...   \n",
       "\n",
       "                                       WorkChallenge  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2  Distracting work environment;Inadequate access...   \n",
       "3                                                NaN   \n",
       "4  Being tasked with non-development work;Inadequ...   \n",
       "\n",
       "                         WorkRemote WorkLoc                  ImpSyn  \\\n",
       "0                               NaN     NaN                     NaN   \n",
       "1                               NaN     NaN                     NaN   \n",
       "2  Less than once per month / Never    Home                 Average   \n",
       "3  Less than once per month / Never    Home  A little below average   \n",
       "4             A few days each month  Office  A little above average   \n",
       "\n",
       "                                   CodeRev  CodeRevHrs  \\\n",
       "0                                      NaN         NaN   \n",
       "1                                      NaN         NaN   \n",
       "2                                       No         NaN   \n",
       "3                                       No         NaN   \n",
       "4  Yes, because I see value in code review         NaN   \n",
       "\n",
       "                       UnitTests  \\\n",
       "0                            NaN   \n",
       "1                            NaN   \n",
       "2      No, but I think we should   \n",
       "3      No, but I think we should   \n",
       "4  Yes, it's part of our process   \n",
       "\n",
       "                                         PurchaseHow  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2                                           Not sure   \n",
       "3  Developers typically have the most influence o...   \n",
       "4                                           Not sure   \n",
       "\n",
       "                    PurchaseWhat                           LanguageWorkedWith  \\\n",
       "0                            NaN              HTML/CSS;Java;JavaScript;Python   \n",
       "1                            NaN                          C++;HTML/CSS;Python   \n",
       "2  I have little or no influence                                     HTML/CSS   \n",
       "3  I have little or no influence                          C;C++;C#;Python;SQL   \n",
       "4  I have little or no influence  C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA   \n",
       "\n",
       "                            LanguageDesireNextYear  \\\n",
       "0  C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL   \n",
       "1                      C++;HTML/CSS;JavaScript;SQL   \n",
       "2                                  Elixir;HTML/CSS   \n",
       "3                              C;C#;JavaScript;SQL   \n",
       "4         HTML/CSS;Java;JavaScript;SQL;WebAssembly   \n",
       "\n",
       "                                 DatabaseWorkedWith  \\\n",
       "0                                            SQLite   \n",
       "1                                               NaN   \n",
       "2                                        PostgreSQL   \n",
       "3                                      MySQL;SQLite   \n",
       "4  Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite   \n",
       "\n",
       "                              DatabaseDesireNextYear  \\\n",
       "0                                              MySQL   \n",
       "1                                              MySQL   \n",
       "2                                         PostgreSQL   \n",
       "3                                       MySQL;SQLite   \n",
       "4  Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...   \n",
       "\n",
       "                  PlatformWorkedWith                 PlatformDesireNextYear  \\\n",
       "0                      MacOS;Windows                Android;Arduino;Windows   \n",
       "1                            Windows                                Windows   \n",
       "2                                NaN                                    NaN   \n",
       "3                      Linux;Windows                          Linux;Windows   \n",
       "4  Android;Linux;MacOS;Slack;Windows  Android;Docker;Kubernetes;Linux;Slack   \n",
       "\n",
       "                            WebFrameWorkedWith        WebFrameDesireNextYear  \\\n",
       "0                                 Django;Flask                  Flask;jQuery   \n",
       "1                                       Django                        Django   \n",
       "2                                          NaN                     Other(s):   \n",
       "3                                          NaN                           NaN   \n",
       "4  Django;Express;Flask;jQuery;React.js;Spring  Flask;jQuery;React.js;Spring   \n",
       "\n",
       "  MiscTechWorkedWith                    MiscTechDesireNextYear  \\\n",
       "0            Node.js                                   Node.js   \n",
       "1                NaN                                       NaN   \n",
       "2                NaN                                       NaN   \n",
       "3               .NET                                      .NET   \n",
       "4    Cordova;Node.js  Apache Spark;Hadoop;Node.js;React Native   \n",
       "\n",
       "                                     DevEnviron        OpSys  \\\n",
       "0                    IntelliJ;Notepad++;PyCharm      Windows   \n",
       "1                                  Atom;PyCharm      Windows   \n",
       "2                        Vim;Visual Studio Code  Linux-based   \n",
       "3  Eclipse;Vim;Visual Studio;Visual Studio Code      Windows   \n",
       "4                        IntelliJ;Notepad++;Vim  Linux-based   \n",
       "\n",
       "                               Containers BlockchainOrg  \\\n",
       "0                 I do not use containers           NaN   \n",
       "1                 I do not use containers           NaN   \n",
       "2                 I do not use containers           NaN   \n",
       "3                 I do not use containers    Not at all   \n",
       "4  Outside of work, for personal projects    Not at all   \n",
       "\n",
       "                                        BlockchainIs BetterLife  \\\n",
       "0                                                NaN        Yes   \n",
       "1  Useful across many domains and could change ma...        Yes   \n",
       "2                                                NaN        Yes   \n",
       "3  Useful for decentralized currency (i.e., Bitcoin)        Yes   \n",
       "4                                                NaN        Yes   \n",
       "\n",
       "                                   ITperson OffOn SocialMedia  \\\n",
       "0  Fortunately, someone else has that title   Yes     Twitter   \n",
       "1                                       Yes   Yes   Instagram   \n",
       "2                                       Yes   Yes      Reddit   \n",
       "3                                      SIGH   Yes      Reddit   \n",
       "4                                  Also Yes   Yes    Facebook   \n",
       "\n",
       "               Extraversion ScreenName        SOVisit1st  \\\n",
       "0                    Online   Username              2017   \n",
       "1                    Online   Username              2017   \n",
       "2  In real life (in person)   Username              2011   \n",
       "3  In real life (in person)   Username              2014   \n",
       "4  In real life (in person)   Username  I don't remember   \n",
       "\n",
       "                       SOVisitFreq  \\\n",
       "0  A few times per month or weekly   \n",
       "1            Daily or almost daily   \n",
       "2             A few times per week   \n",
       "3            Daily or almost daily   \n",
       "4           Multiple times per day   \n",
       "\n",
       "                                           SOVisitTo  \\\n",
       "0  Find answers to specific questions;Learn how t...   \n",
       "1  Find answers to specific questions;Learn how t...   \n",
       "2  Find answers to specific questions;Learn how t...   \n",
       "3  Find answers to specific questions;Pass the ti...   \n",
       "4                 Find answers to specific questions   \n",
       "\n",
       "                  SOFindAnswer                     SOTimeSaved  SOHowMuchTime  \\\n",
       "0           3-5 times per week  Stack Overflow was much faster  31-60 minutes   \n",
       "1           3-5 times per week  Stack Overflow was much faster  11-30 minutes   \n",
       "2          6-10 times per week        They were about the same            NaN   \n",
       "3           1-2 times per week  Stack Overflow was much faster  31-60 minutes   \n",
       "4  More than 10 times per week  Stack Overflow was much faster            NaN   \n",
       "\n",
       "  SOAccount                           SOPartFreq  \\\n",
       "0        No                                  NaN   \n",
       "1       Yes      A few times per month or weekly   \n",
       "2       Yes  Less than once per month or monthly   \n",
       "3       Yes  Less than once per month or monthly   \n",
       "4       Yes      A few times per month or weekly   \n",
       "\n",
       "                                              SOJobs  \\\n",
       "0  No, I didn't know that Stack Overflow had a jo...   \n",
       "1  No, I knew that Stack Overflow had a job board...   \n",
       "2                                                Yes   \n",
       "3                                                Yes   \n",
       "4  No, I knew that Stack Overflow had a job board...   \n",
       "\n",
       "                                            EntTeams           SOComm  \\\n",
       "0                No, and I don't know what those are          Neutral   \n",
       "1                No, and I don't know what those are    Yes, somewhat   \n",
       "2  No, I've heard of them, but I am not part of a...          Neutral   \n",
       "3                No, and I don't know what those are   No, not really   \n",
       "4  No, I've heard of them, but I am not part of a...  Yes, definitely   \n",
       "\n",
       "                             WelcomeChange  \\\n",
       "0  Just as welcome now as I felt last year   \n",
       "1  Just as welcome now as I felt last year   \n",
       "2  Just as welcome now as I felt last year   \n",
       "3  Just as welcome now as I felt last year   \n",
       "4  Just as welcome now as I felt last year   \n",
       "\n",
       "                                        SONewContent   Age Gender Trans  \\\n",
       "0  Tech articles written by other developers;Indu...  14.0    Man    No   \n",
       "1  Tech articles written by other developers;Indu...  19.0    Man    No   \n",
       "2  Tech meetups or events in your area;Courses on...  28.0    Man    No   \n",
       "3  Tech articles written by other developers;Indu...  22.0    Man    No   \n",
       "4  Tech meetups or events in your area;Courses on...  30.0    Man    No   \n",
       "\n",
       "                 Sexuality                                 Ethnicity  \\\n",
       "0  Straight / Heterosexual                                       NaN   \n",
       "1  Straight / Heterosexual                                       NaN   \n",
       "2  Straight / Heterosexual                                       NaN   \n",
       "3  Straight / Heterosexual              White or of European descent   \n",
       "4  Straight / Heterosexual  White or of European descent;Multiracial   \n",
       "\n",
       "  Dependents           SurveyLength                  SurveyEase  \n",
       "0         No  Appropriate in length  Neither easy nor difficult  \n",
       "1         No  Appropriate in length  Neither easy nor difficult  \n",
       "2        Yes  Appropriate in length  Neither easy nor difficult  \n",
       "3         No  Appropriate in length                        Easy  \n",
       "4         No  Appropriate in length                        Easy  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#see first 5 rows of the dataset survey_results_public_2019\n",
    "survey_results_public_2019.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
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       "    .dataframe thead th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Respondent</th>\n",
       "      <th>Hobby</th>\n",
       "      <th>OpenSource</th>\n",
       "      <th>Country</th>\n",
       "      <th>Student</th>\n",
       "      <th>Employment</th>\n",
       "      <th>FormalEducation</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>CompanySize</th>\n",
       "      <th>DevType</th>\n",
       "      <th>YearsCoding</th>\n",
       "      <th>YearsCodingProf</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>CareerSatisfaction</th>\n",
       "      <th>HopeFiveYears</th>\n",
       "      <th>JobSearchStatus</th>\n",
       "      <th>LastNewJob</th>\n",
       "      <th>AssessJob1</th>\n",
       "      <th>AssessJob2</th>\n",
       "      <th>AssessJob3</th>\n",
       "      <th>AssessJob4</th>\n",
       "      <th>AssessJob5</th>\n",
       "      <th>AssessJob6</th>\n",
       "      <th>AssessJob7</th>\n",
       "      <th>AssessJob8</th>\n",
       "      <th>AssessJob9</th>\n",
       "      <th>AssessJob10</th>\n",
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       "      <th>AssessBenefits5</th>\n",
       "      <th>AssessBenefits6</th>\n",
       "      <th>AssessBenefits7</th>\n",
       "      <th>AssessBenefits8</th>\n",
       "      <th>AssessBenefits9</th>\n",
       "      <th>AssessBenefits10</th>\n",
       "      <th>AssessBenefits11</th>\n",
       "      <th>JobContactPriorities1</th>\n",
       "      <th>JobContactPriorities2</th>\n",
       "      <th>JobContactPriorities3</th>\n",
       "      <th>JobContactPriorities4</th>\n",
       "      <th>JobContactPriorities5</th>\n",
       "      <th>JobEmailPriorities1</th>\n",
       "      <th>JobEmailPriorities2</th>\n",
       "      <th>JobEmailPriorities3</th>\n",
       "      <th>JobEmailPriorities4</th>\n",
       "      <th>JobEmailPriorities5</th>\n",
       "      <th>JobEmailPriorities6</th>\n",
       "      <th>JobEmailPriorities7</th>\n",
       "      <th>UpdateCV</th>\n",
       "      <th>Currency</th>\n",
       "      <th>Salary</th>\n",
       "      <th>SalaryType</th>\n",
       "      <th>ConvertedSalary</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>CommunicationTools</th>\n",
       "      <th>TimeFullyProductive</th>\n",
       "      <th>EducationTypes</th>\n",
       "      <th>SelfTaughtTypes</th>\n",
       "      <th>TimeAfterBootcamp</th>\n",
       "      <th>HackathonReasons</th>\n",
       "      <th>AgreeDisagree1</th>\n",
       "      <th>AgreeDisagree2</th>\n",
       "      <th>AgreeDisagree3</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>FrameworkWorkedWith</th>\n",
       "      <th>FrameworkDesireNextYear</th>\n",
       "      <th>IDE</th>\n",
       "      <th>OperatingSystem</th>\n",
       "      <th>NumberMonitors</th>\n",
       "      <th>Methodology</th>\n",
       "      <th>VersionControl</th>\n",
       "      <th>CheckInCode</th>\n",
       "      <th>AdBlocker</th>\n",
       "      <th>AdBlockerDisable</th>\n",
       "      <th>AdBlockerReasons</th>\n",
       "      <th>AdsAgreeDisagree1</th>\n",
       "      <th>AdsAgreeDisagree2</th>\n",
       "      <th>AdsAgreeDisagree3</th>\n",
       "      <th>AdsActions</th>\n",
       "      <th>AdsPriorities1</th>\n",
       "      <th>AdsPriorities2</th>\n",
       "      <th>AdsPriorities3</th>\n",
       "      <th>AdsPriorities4</th>\n",
       "      <th>AdsPriorities5</th>\n",
       "      <th>AdsPriorities6</th>\n",
       "      <th>AdsPriorities7</th>\n",
       "      <th>AIDangerous</th>\n",
       "      <th>AIInteresting</th>\n",
       "      <th>AIResponsible</th>\n",
       "      <th>AIFuture</th>\n",
       "      <th>EthicsChoice</th>\n",
       "      <th>EthicsReport</th>\n",
       "      <th>EthicsResponsible</th>\n",
       "      <th>EthicalImplications</th>\n",
       "      <th>StackOverflowRecommend</th>\n",
       "      <th>StackOverflowVisit</th>\n",
       "      <th>StackOverflowHasAccount</th>\n",
       "      <th>StackOverflowParticipate</th>\n",
       "      <th>StackOverflowJobs</th>\n",
       "      <th>StackOverflowDevStory</th>\n",
       "      <th>StackOverflowJobsRecommend</th>\n",
       "      <th>StackOverflowConsiderMember</th>\n",
       "      <th>HypotheticalTools1</th>\n",
       "      <th>HypotheticalTools2</th>\n",
       "      <th>HypotheticalTools3</th>\n",
       "      <th>HypotheticalTools4</th>\n",
       "      <th>HypotheticalTools5</th>\n",
       "      <th>WakeTime</th>\n",
       "      <th>HoursComputer</th>\n",
       "      <th>HoursOutside</th>\n",
       "      <th>SkipMeals</th>\n",
       "      <th>ErgonomicDevices</th>\n",
       "      <th>Exercise</th>\n",
       "      <th>Gender</th>\n",
       "      <th>SexualOrientation</th>\n",
       "      <th>EducationParents</th>\n",
       "      <th>RaceEthnicity</th>\n",
       "      <th>Age</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>MilitaryUS</th>\n",
       "      <th>SurveyTooLong</th>\n",
       "      <th>SurveyEasy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed part-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Mathematics or statistics</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>Full-stack developer</td>\n",
       "      <td>3-5 years</td>\n",
       "      <td>3-5 years</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</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>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>My job status or other personal status changed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>Slack</td>\n",
       "      <td>One to three months</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To build my professional network</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Neither Agree nor Disagree</td>\n",
       "      <td>JavaScript;Python;HTML;CSS</td>\n",
       "      <td>JavaScript;Python;HTML;CSS</td>\n",
       "      <td>Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...</td>\n",
       "      <td>Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...</td>\n",
       "      <td>AWS;Azure;Linux;Firebase</td>\n",
       "      <td>AWS;Azure;Linux;Firebase</td>\n",
       "      <td>Django;React</td>\n",
       "      <td>Django;React</td>\n",
       "      <td>Komodo;Vim;Visual Studio Code</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>1</td>\n",
       "      <td>Agile;Scrum</td>\n",
       "      <td>Git</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Saw an online advertisement and then researche...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Artificial intelligence surpassing human intel...</td>\n",
       "      <td>Algorithms making important decisions</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes, and publicly</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
       "      <td>No, I knew that Stack Overflow had a jobs boar...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Between 5:00 - 6:00 AM</td>\n",
       "      <td>9 - 12 hours</td>\n",
       "      <td>1 - 2 hours</td>\n",
       "      <td>Never</td>\n",
       "      <td>Standing desk</td>\n",
       "      <td>3 - 4 times per week</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Black or of African descent</td>\n",
       "      <td>25 - 34 years old</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Very easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>A natural science (ex. biology, chemistry, phy...</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Database administrator;DevOps specialist;Full-...</td>\n",
       "      <td>30 or more years</td>\n",
       "      <td>18-20 years</td>\n",
       "      <td>Moderately dissatisfied</td>\n",
       "      <td>Neither satisfied nor dissatisfied</td>\n",
       "      <td>Working in a different or more specialized tec...</td>\n",
       "      <td>I am actively looking for a job</td>\n",
       "      <td>More than 4 years ago</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>I saw an employer’s advertisement</td>\n",
       "      <td>British pounds sterling (£)</td>\n",
       "      <td>51000</td>\n",
       "      <td>Yearly</td>\n",
       "      <td>70841.0</td>\n",
       "      <td>GBP</td>\n",
       "      <td>Confluence;Office / productivity suite (Micros...</td>\n",
       "      <td>One to three months</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Neither Agree nor Disagree</td>\n",
       "      <td>JavaScript;Python;Bash/Shell</td>\n",
       "      <td>Go;Python</td>\n",
       "      <td>Redis;PostgreSQL;Memcached</td>\n",
       "      <td>PostgreSQL</td>\n",
       "      <td>Linux</td>\n",
       "      <td>Linux</td>\n",
       "      <td>Django</td>\n",
       "      <td>React</td>\n",
       "      <td>IPython / Jupyter;Sublime Text;Vim</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Git;Subversion</td>\n",
       "      <td>A few times per week</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>The website I was visiting asked me to disable it</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Increasing automation of jobs</td>\n",
       "      <td>Increasing automation of jobs</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>Depends on what it is</td>\n",
       "      <td>Depends on what it is</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, I have one but it's out of date</td>\n",
       "      <td>7</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>Between 6:01 - 7:00 AM</td>\n",
       "      <td>5 - 8 hours</td>\n",
       "      <td>30 - 59 minutes</td>\n",
       "      <td>Never</td>\n",
       "      <td>Ergonomic keyboard or mouse</td>\n",
       "      <td>Daily or almost every day</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>35 - 44 years old</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Somewhat easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Associate degree</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>Engineering manager;Full-stack developer</td>\n",
       "      <td>24-26 years</td>\n",
       "      <td>6-8 years</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>3</th>\n",
       "      <td>5</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>100 to 499 employees</td>\n",
       "      <td>Full-stack developer</td>\n",
       "      <td>18-20 years</td>\n",
       "      <td>12-14 years</td>\n",
       "      <td>Neither satisfied nor dissatisfied</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</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",
       "      <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>A recruiter contacted me</td>\n",
       "      <td>U.S. dollars ($)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Three to six months</td>\n",
       "      <td>Completed an industry certification program (e...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell</td>\n",
       "      <td>C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell</td>\n",
       "      <td>SQL Server;Microsoft Azure (Tables, CosmosDB, ...</td>\n",
       "      <td>SQL Server;Microsoft Azure (Tables, CosmosDB, ...</td>\n",
       "      <td>Azure</td>\n",
       "      <td>Azure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Angular;.NET Core;React</td>\n",
       "      <td>Visual Studio;Visual Studio Code</td>\n",
       "      <td>Windows</td>\n",
       "      <td>2</td>\n",
       "      <td>Agile;Kanban;Scrum</td>\n",
       "      <td>Git</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>The ad-blocking software was causing display i...</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Stopped going to a website because of their ad...</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>Artificial intelligence surpassing human intel...</td>\n",
       "      <td>Artificial intelligence surpassing human intel...</td>\n",
       "      <td>A governmental or other regulatory body</td>\n",
       "      <td>I don't care about it, or I haven't thought ab...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes, but only within the company</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>A few times per week</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, I have one but it's out of date</td>\n",
       "      <td>8</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Between 6:01 - 7:00 AM</td>\n",
       "      <td>9 - 12 hours</td>\n",
       "      <td>Less than 30 minutes</td>\n",
       "      <td>3 - 4 times per week</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I don't typically exercise</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>35 - 44 years old</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Somewhat easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>Yes, part-time</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Data or business analyst;Desktop or enterprise...</td>\n",
       "      <td>6-8 years</td>\n",
       "      <td>0-2 years</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Working in a different or more specialized tec...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Between 1 and 2 years ago</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>My job status or other personal status changed</td>\n",
       "      <td>South African rands (R)</td>\n",
       "      <td>260000</td>\n",
       "      <td>Yearly</td>\n",
       "      <td>21426.0</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>Office / productivity suite (Microsoft Office,...</td>\n",
       "      <td>Three to six months</td>\n",
       "      <td>Taken a part-time in-person course in programm...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>C;C++;Java;Matlab;R;SQL;Bash/Shell</td>\n",
       "      <td>Assembly;C;C++;Matlab;SQL;Bash/Shell</td>\n",
       "      <td>SQL Server;PostgreSQL;Oracle;IBM Db2</td>\n",
       "      <td>PostgreSQL;Oracle;IBM Db2</td>\n",
       "      <td>Arduino;Windows Desktop or Server</td>\n",
       "      <td>Arduino;Windows Desktop or Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Notepad++;Visual Studio;Visual Studio Code</td>\n",
       "      <td>Windows</td>\n",
       "      <td>2</td>\n",
       "      <td>Evidence-based software engineering;Formal sta...</td>\n",
       "      <td>Zip file back-ups</td>\n",
       "      <td>Weekly or a few times per month</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Clicked on an online advertisement;Saw an onli...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Algorithms making important decisions</td>\n",
       "      <td>Algorithms making important decisions</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes, but only within the company</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>No, I knew that Stack Overflow had a jobs boar...</td>\n",
       "      <td>No, I know what it is but I don't have one</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Before 5:00 AM</td>\n",
       "      <td>Over 12 hours</td>\n",
       "      <td>1 - 2 hours</td>\n",
       "      <td>Never</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3 - 4 times per week</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>18 - 24 years old</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Somewhat easy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent Hobby OpenSource         Country         Student  \\\n",
       "0           1   Yes         No           Kenya              No   \n",
       "1           3   Yes        Yes  United Kingdom              No   \n",
       "2           4   Yes        Yes   United States              No   \n",
       "3           5    No         No   United States              No   \n",
       "4           7   Yes         No    South Africa  Yes, part-time   \n",
       "\n",
       "           Employment                                    FormalEducation  \\\n",
       "0  Employed part-time           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "1  Employed full-time           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "2  Employed full-time                                   Associate degree   \n",
       "3  Employed full-time           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "4  Employed full-time  Some college/university study without earning ...   \n",
       "\n",
       "                                      UndergradMajor  \\\n",
       "0                          Mathematics or statistics   \n",
       "1  A natural science (ex. biology, chemistry, phy...   \n",
       "2  Computer science, computer engineering, or sof...   \n",
       "3  Computer science, computer engineering, or sof...   \n",
       "4  Computer science, computer engineering, or sof...   \n",
       "\n",
       "                CompanySize  \\\n",
       "0        20 to 99 employees   \n",
       "1  10,000 or more employees   \n",
       "2        20 to 99 employees   \n",
       "3      100 to 499 employees   \n",
       "4  10,000 or more employees   \n",
       "\n",
       "                                             DevType       YearsCoding  \\\n",
       "0                               Full-stack developer         3-5 years   \n",
       "1  Database administrator;DevOps specialist;Full-...  30 or more years   \n",
       "2           Engineering manager;Full-stack developer       24-26 years   \n",
       "3                               Full-stack developer       18-20 years   \n",
       "4  Data or business analyst;Desktop or enterprise...         6-8 years   \n",
       "\n",
       "  YearsCodingProf                     JobSatisfaction  \\\n",
       "0       3-5 years                 Extremely satisfied   \n",
       "1     18-20 years             Moderately dissatisfied   \n",
       "2       6-8 years                Moderately satisfied   \n",
       "3     12-14 years  Neither satisfied nor dissatisfied   \n",
       "4       0-2 years                  Slightly satisfied   \n",
       "\n",
       "                   CareerSatisfaction  \\\n",
       "0                 Extremely satisfied   \n",
       "1  Neither satisfied nor dissatisfied   \n",
       "2                Moderately satisfied   \n",
       "3               Slightly dissatisfied   \n",
       "4                Moderately satisfied   \n",
       "\n",
       "                                       HopeFiveYears  \\\n",
       "0  Working as a founder or co-founder of my own c...   \n",
       "1  Working in a different or more specialized tec...   \n",
       "2  Working as a founder or co-founder of my own c...   \n",
       "3  Working as a founder or co-founder of my own c...   \n",
       "4  Working in a different or more specialized tec...   \n",
       "\n",
       "                                     JobSearchStatus  \\\n",
       "0  I’m not actively looking, but I am open to new...   \n",
       "1                    I am actively looking for a job   \n",
       "2  I’m not actively looking, but I am open to new...   \n",
       "3  I’m not actively looking, but I am open to new...   \n",
       "4  I’m not actively looking, but I am open to new...   \n",
       "\n",
       "                  LastNewJob  AssessJob1  AssessJob2  AssessJob3  AssessJob4  \\\n",
       "0       Less than a year ago        10.0         7.0         8.0         1.0   \n",
       "1      More than 4 years ago         1.0         7.0        10.0         8.0   \n",
       "2       Less than a year ago         NaN         NaN         NaN         NaN   \n",
       "3       Less than a year ago         NaN         NaN         NaN         NaN   \n",
       "4  Between 1 and 2 years ago         8.0         5.0         7.0         1.0   \n",
       "\n",
       "   AssessJob5  AssessJob6  AssessJob7  AssessJob8  AssessJob9  AssessJob10  \\\n",
       "0         2.0         5.0         3.0         4.0         9.0          6.0   \n",
       "1         2.0         5.0         4.0         3.0         6.0          9.0   \n",
       "2         NaN         NaN         NaN         NaN         NaN          NaN   \n",
       "3         NaN         NaN         NaN         NaN         NaN          NaN   \n",
       "4         2.0         6.0         4.0         3.0        10.0          9.0   \n",
       "\n",
       "   AssessBenefits1  AssessBenefits2  AssessBenefits3  AssessBenefits4  \\\n",
       "0              NaN              NaN              NaN              NaN   \n",
       "1              1.0              5.0              3.0              7.0   \n",
       "2              NaN              NaN              NaN              NaN   \n",
       "3              NaN              NaN              NaN              NaN   \n",
       "4              1.0             10.0              2.0              4.0   \n",
       "\n",
       "   AssessBenefits5  AssessBenefits6  AssessBenefits7  AssessBenefits8  \\\n",
       "0              NaN              NaN              NaN              NaN   \n",
       "1             10.0              4.0             11.0              9.0   \n",
       "2              NaN              NaN              NaN              NaN   \n",
       "3              NaN              NaN              NaN              NaN   \n",
       "4              8.0              3.0             11.0              7.0   \n",
       "\n",
       "   AssessBenefits9  AssessBenefits10  AssessBenefits11  JobContactPriorities1  \\\n",
       "0              NaN               NaN               NaN                    3.0   \n",
       "1              6.0               2.0               8.0                    3.0   \n",
       "2              NaN               NaN               NaN                    NaN   \n",
       "3              NaN               NaN               NaN                    NaN   \n",
       "4              5.0               9.0               6.0                    2.0   \n",
       "\n",
       "   JobContactPriorities2  JobContactPriorities3  JobContactPriorities4  \\\n",
       "0                    1.0                    4.0                    2.0   \n",
       "1                    1.0                    5.0                    2.0   \n",
       "2                    NaN                    NaN                    NaN   \n",
       "3                    NaN                    NaN                    NaN   \n",
       "4                    1.0                    4.0                    5.0   \n",
       "\n",
       "   JobContactPriorities5  JobEmailPriorities1  JobEmailPriorities2  \\\n",
       "0                    5.0                  5.0                  6.0   \n",
       "1                    4.0                  1.0                  3.0   \n",
       "2                    NaN                  NaN                  NaN   \n",
       "3                    NaN                  NaN                  NaN   \n",
       "4                    3.0                  7.0                  3.0   \n",
       "\n",
       "   JobEmailPriorities3  JobEmailPriorities4  JobEmailPriorities5  \\\n",
       "0                  7.0                  2.0                  1.0   \n",
       "1                  4.0                  5.0                  2.0   \n",
       "2                  NaN                  NaN                  NaN   \n",
       "3                  NaN                  NaN                  NaN   \n",
       "4                  6.0                  2.0                  1.0   \n",
       "\n",
       "   JobEmailPriorities6  JobEmailPriorities7  \\\n",
       "0                  4.0                  3.0   \n",
       "1                  6.0                  7.0   \n",
       "2                  NaN                  NaN   \n",
       "3                  NaN                  NaN   \n",
       "4                  4.0                  5.0   \n",
       "\n",
       "                                         UpdateCV  \\\n",
       "0  My job status or other personal status changed   \n",
       "1               I saw an employer’s advertisement   \n",
       "2                                             NaN   \n",
       "3                        A recruiter contacted me   \n",
       "4  My job status or other personal status changed   \n",
       "\n",
       "                      Currency  Salary SalaryType  ConvertedSalary  \\\n",
       "0                          NaN     NaN    Monthly              NaN   \n",
       "1  British pounds sterling (£)   51000     Yearly          70841.0   \n",
       "2                          NaN     NaN        NaN              NaN   \n",
       "3             U.S. dollars ($)     NaN        NaN              NaN   \n",
       "4      South African rands (R)  260000     Yearly          21426.0   \n",
       "\n",
       "  CurrencySymbol                                 CommunicationTools  \\\n",
       "0            KES                                              Slack   \n",
       "1            GBP  Confluence;Office / productivity suite (Micros...   \n",
       "2            NaN                                                NaN   \n",
       "3            NaN                                                NaN   \n",
       "4            ZAR  Office / productivity suite (Microsoft Office,...   \n",
       "\n",
       "   TimeFullyProductive                                     EducationTypes  \\\n",
       "0  One to three months  Taught yourself a new language, framework, or ...   \n",
       "1  One to three months  Taught yourself a new language, framework, or ...   \n",
       "2                  NaN                                                NaN   \n",
       "3  Three to six months  Completed an industry certification program (e...   \n",
       "4  Three to six months  Taken a part-time in-person course in programm...   \n",
       "\n",
       "                                     SelfTaughtTypes TimeAfterBootcamp  \\\n",
       "0  The official documentation and/or standards fo...               NaN   \n",
       "1  The official documentation and/or standards fo...               NaN   \n",
       "2                                                NaN               NaN   \n",
       "3  The official documentation and/or standards fo...               NaN   \n",
       "4  The official documentation and/or standards fo...               NaN   \n",
       "\n",
       "                   HackathonReasons  AgreeDisagree1  AgreeDisagree2  \\\n",
       "0  To build my professional network  Strongly agree  Strongly agree   \n",
       "1                               NaN           Agree           Agree   \n",
       "2                               NaN             NaN             NaN   \n",
       "3                               NaN        Disagree        Disagree   \n",
       "4                               NaN  Strongly agree           Agree   \n",
       "\n",
       "               AgreeDisagree3  \\\n",
       "0  Neither Agree nor Disagree   \n",
       "1  Neither Agree nor Disagree   \n",
       "2                         NaN   \n",
       "3           Strongly disagree   \n",
       "4           Strongly disagree   \n",
       "\n",
       "                                 LanguageWorkedWith  \\\n",
       "0                        JavaScript;Python;HTML;CSS   \n",
       "1                      JavaScript;Python;Bash/Shell   \n",
       "2                                               NaN   \n",
       "3  C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell   \n",
       "4                C;C++;Java;Matlab;R;SQL;Bash/Shell   \n",
       "\n",
       "                             LanguageDesireNextYear  \\\n",
       "0                        JavaScript;Python;HTML;CSS   \n",
       "1                                         Go;Python   \n",
       "2                                               NaN   \n",
       "3  C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell   \n",
       "4              Assembly;C;C++;Matlab;SQL;Bash/Shell   \n",
       "\n",
       "                                  DatabaseWorkedWith  \\\n",
       "0  Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...   \n",
       "1                         Redis;PostgreSQL;Memcached   \n",
       "2                                                NaN   \n",
       "3  SQL Server;Microsoft Azure (Tables, CosmosDB, ...   \n",
       "4               SQL Server;PostgreSQL;Oracle;IBM Db2   \n",
       "\n",
       "                              DatabaseDesireNextYear  \\\n",
       "0  Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...   \n",
       "1                                         PostgreSQL   \n",
       "2                                                NaN   \n",
       "3  SQL Server;Microsoft Azure (Tables, CosmosDB, ...   \n",
       "4                          PostgreSQL;Oracle;IBM Db2   \n",
       "\n",
       "                  PlatformWorkedWith             PlatformDesireNextYear  \\\n",
       "0           AWS;Azure;Linux;Firebase           AWS;Azure;Linux;Firebase   \n",
       "1                              Linux                              Linux   \n",
       "2                                NaN                                NaN   \n",
       "3                              Azure                              Azure   \n",
       "4  Arduino;Windows Desktop or Server  Arduino;Windows Desktop or Server   \n",
       "\n",
       "  FrameworkWorkedWith  FrameworkDesireNextYear  \\\n",
       "0        Django;React             Django;React   \n",
       "1              Django                    React   \n",
       "2                 NaN                      NaN   \n",
       "3                 NaN  Angular;.NET Core;React   \n",
       "4                 NaN                      NaN   \n",
       "\n",
       "                                          IDE OperatingSystem NumberMonitors  \\\n",
       "0               Komodo;Vim;Visual Studio Code     Linux-based              1   \n",
       "1          IPython / Jupyter;Sublime Text;Vim     Linux-based              2   \n",
       "2                                         NaN             NaN            NaN   \n",
       "3            Visual Studio;Visual Studio Code         Windows              2   \n",
       "4  Notepad++;Visual Studio;Visual Studio Code         Windows              2   \n",
       "\n",
       "                                         Methodology     VersionControl  \\\n",
       "0                                        Agile;Scrum                Git   \n",
       "1                                                NaN     Git;Subversion   \n",
       "2                                                NaN                NaN   \n",
       "3                                 Agile;Kanban;Scrum                Git   \n",
       "4  Evidence-based software engineering;Formal sta...  Zip file back-ups   \n",
       "\n",
       "                       CheckInCode AdBlocker AdBlockerDisable  \\\n",
       "0           Multiple times per day       Yes               No   \n",
       "1             A few times per week       Yes              Yes   \n",
       "2                              NaN       NaN              NaN   \n",
       "3           Multiple times per day       Yes              Yes   \n",
       "4  Weekly or a few times per month        No              NaN   \n",
       "\n",
       "                                    AdBlockerReasons  \\\n",
       "0                                                NaN   \n",
       "1  The website I was visiting asked me to disable it   \n",
       "2                                                NaN   \n",
       "3  The ad-blocking software was causing display i...   \n",
       "4                                                NaN   \n",
       "\n",
       "            AdsAgreeDisagree1           AdsAgreeDisagree2  \\\n",
       "0              Strongly agree              Strongly agree   \n",
       "1              Somewhat agree  Neither agree nor disagree   \n",
       "2                         NaN                         NaN   \n",
       "3  Neither agree nor disagree              Somewhat agree   \n",
       "4              Somewhat agree              Somewhat agree   \n",
       "\n",
       "            AdsAgreeDisagree3  \\\n",
       "0              Strongly agree   \n",
       "1  Neither agree nor disagree   \n",
       "2                         NaN   \n",
       "3              Somewhat agree   \n",
       "4           Somewhat disagree   \n",
       "\n",
       "                                          AdsActions  AdsPriorities1  \\\n",
       "0  Saw an online advertisement and then researche...             1.0   \n",
       "1                                                NaN             3.0   \n",
       "2                                                NaN             NaN   \n",
       "3  Stopped going to a website because of their ad...             NaN   \n",
       "4  Clicked on an online advertisement;Saw an onli...             2.0   \n",
       "\n",
       "   AdsPriorities2  AdsPriorities3  AdsPriorities4  AdsPriorities5  \\\n",
       "0             5.0             4.0             7.0             2.0   \n",
       "1             5.0             1.0             4.0             6.0   \n",
       "2             NaN             NaN             NaN             NaN   \n",
       "3             NaN             NaN             NaN             NaN   \n",
       "4             3.0             4.0             6.0             1.0   \n",
       "\n",
       "   AdsPriorities6  AdsPriorities7  \\\n",
       "0             6.0             3.0   \n",
       "1             7.0             2.0   \n",
       "2             NaN             NaN   \n",
       "3             NaN             NaN   \n",
       "4             7.0             5.0   \n",
       "\n",
       "                                         AIDangerous  \\\n",
       "0  Artificial intelligence surpassing human intel...   \n",
       "1                      Increasing automation of jobs   \n",
       "2                                                NaN   \n",
       "3  Artificial intelligence surpassing human intel...   \n",
       "4              Algorithms making important decisions   \n",
       "\n",
       "                                       AIInteresting  \\\n",
       "0              Algorithms making important decisions   \n",
       "1                      Increasing automation of jobs   \n",
       "2                                                NaN   \n",
       "3  Artificial intelligence surpassing human intel...   \n",
       "4              Algorithms making important decisions   \n",
       "\n",
       "                                  AIResponsible  \\\n",
       "0  The developers or the people creating the AI   \n",
       "1  The developers or the people creating the AI   \n",
       "2                                           NaN   \n",
       "3       A governmental or other regulatory body   \n",
       "4  The developers or the people creating the AI   \n",
       "\n",
       "                                            AIFuture           EthicsChoice  \\\n",
       "0  I'm excited about the possibilities more than ...                     No   \n",
       "1  I'm excited about the possibilities more than ...  Depends on what it is   \n",
       "2                                                NaN                    NaN   \n",
       "3  I don't care about it, or I haven't thought ab...                     No   \n",
       "4  I'm excited about the possibilities more than ...                     No   \n",
       "\n",
       "                       EthicsReport  \\\n",
       "0                 Yes, and publicly   \n",
       "1             Depends on what it is   \n",
       "2                               NaN   \n",
       "3  Yes, but only within the company   \n",
       "4  Yes, but only within the company   \n",
       "\n",
       "                              EthicsResponsible EthicalImplications  \\\n",
       "0  Upper management at the company/organization                 Yes   \n",
       "1  Upper management at the company/organization                 Yes   \n",
       "2                                           NaN                 NaN   \n",
       "3  Upper management at the company/organization                 Yes   \n",
       "4  Upper management at the company/organization                 Yes   \n",
       "\n",
       "  StackOverflowRecommend               StackOverflowVisit  \\\n",
       "0       10 (Very Likely)           Multiple times per day   \n",
       "1       10 (Very Likely)  A few times per month or weekly   \n",
       "2                    NaN                              NaN   \n",
       "3       10 (Very Likely)             A few times per week   \n",
       "4       10 (Very Likely)            Daily or almost daily   \n",
       "\n",
       "  StackOverflowHasAccount                           StackOverflowParticipate  \\\n",
       "0                     Yes  I have never participated in Q&A on Stack Over...   \n",
       "1                     Yes                    A few times per month or weekly   \n",
       "2                     NaN                                                NaN   \n",
       "3                     Yes                    A few times per month or weekly   \n",
       "4                     Yes                Less than once per month or monthly   \n",
       "\n",
       "                                   StackOverflowJobs  \\\n",
       "0  No, I knew that Stack Overflow had a jobs boar...   \n",
       "1                                                Yes   \n",
       "2                                                NaN   \n",
       "3                                                Yes   \n",
       "4  No, I knew that Stack Overflow had a jobs boar...   \n",
       "\n",
       "                        StackOverflowDevStory StackOverflowJobsRecommend  \\\n",
       "0                                         Yes                        NaN   \n",
       "1         No, I have one but it's out of date                          7   \n",
       "2                                         NaN                        NaN   \n",
       "3         No, I have one but it's out of date                          8   \n",
       "4  No, I know what it is but I don't have one                        NaN   \n",
       "\n",
       "  StackOverflowConsiderMember       HypotheticalTools1  \\\n",
       "0                         Yes     Extremely interested   \n",
       "1                         Yes  A little bit interested   \n",
       "2                         NaN                      NaN   \n",
       "3                         Yes      Somewhat interested   \n",
       "4                         Yes     Extremely interested   \n",
       "\n",
       "        HypotheticalTools2       HypotheticalTools3       HypotheticalTools4  \\\n",
       "0     Extremely interested     Extremely interested     Extremely interested   \n",
       "1  A little bit interested  A little bit interested  A little bit interested   \n",
       "2                      NaN                      NaN                      NaN   \n",
       "3      Somewhat interested      Somewhat interested      Somewhat interested   \n",
       "4     Extremely interested     Extremely interested     Extremely interested   \n",
       "\n",
       "        HypotheticalTools5                WakeTime  HoursComputer  \\\n",
       "0     Extremely interested  Between 5:00 - 6:00 AM   9 - 12 hours   \n",
       "1  A little bit interested  Between 6:01 - 7:00 AM    5 - 8 hours   \n",
       "2                      NaN                     NaN            NaN   \n",
       "3      Somewhat interested  Between 6:01 - 7:00 AM   9 - 12 hours   \n",
       "4     Extremely interested          Before 5:00 AM  Over 12 hours   \n",
       "\n",
       "           HoursOutside             SkipMeals             ErgonomicDevices  \\\n",
       "0           1 - 2 hours                 Never                Standing desk   \n",
       "1       30 - 59 minutes                 Never  Ergonomic keyboard or mouse   \n",
       "2                   NaN                   NaN                          NaN   \n",
       "3  Less than 30 minutes  3 - 4 times per week                          NaN   \n",
       "4           1 - 2 hours                 Never                          NaN   \n",
       "\n",
       "                     Exercise Gender         SexualOrientation  \\\n",
       "0        3 - 4 times per week   Male  Straight or heterosexual   \n",
       "1   Daily or almost every day   Male  Straight or heterosexual   \n",
       "2                         NaN    NaN                       NaN   \n",
       "3  I don't typically exercise   Male  Straight or heterosexual   \n",
       "4        3 - 4 times per week   Male  Straight or heterosexual   \n",
       "\n",
       "                                    EducationParents  \\\n",
       "0           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "1           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "2                                                NaN   \n",
       "3  Some college/university study without earning ...   \n",
       "4  Some college/university study without earning ...   \n",
       "\n",
       "                  RaceEthnicity                Age Dependents MilitaryUS  \\\n",
       "0   Black or of African descent  25 - 34 years old        Yes        NaN   \n",
       "1  White or of European descent  35 - 44 years old        Yes        NaN   \n",
       "2                           NaN                NaN        NaN        NaN   \n",
       "3  White or of European descent  35 - 44 years old         No         No   \n",
       "4  White or of European descent  18 - 24 years old        Yes        NaN   \n",
       "\n",
       "                          SurveyTooLong     SurveyEasy  \n",
       "0  The survey was an appropriate length      Very easy  \n",
       "1  The survey was an appropriate length  Somewhat easy  \n",
       "2                                   NaN            NaN  \n",
       "3  The survey was an appropriate length  Somewhat easy  \n",
       "4  The survey was an appropriate length  Somewhat easy  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#see first 5 rows of the dataset survey_results_public_2018\n",
    "survey_results_public_2018.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Respondent', 'MainBranch', 'Hobbyist', 'OpenSourcer', 'OpenSource', 'Employment', 'Country', 'Student', 'EdLevel', 'UndergradMajor', 'EduOther', 'OrgSize', 'DevType', 'YearsCode', 'Age1stCode', 'YearsCodePro', 'CareerSat', 'JobSat', 'MgrIdiot', 'MgrMoney', 'MgrWant', 'JobSeek', 'LastHireDate', 'LastInt', 'FizzBuzz', 'JobFactors', 'ResumeUpdate', 'CurrencySymbol', 'CurrencyDesc', 'CompTotal', 'CompFreq', 'ConvertedComp', 'WorkWeekHrs', 'WorkPlan', 'WorkChallenge', 'WorkRemote', 'WorkLoc', 'ImpSyn', 'CodeRev', 'CodeRevHrs', 'UnitTests', 'PurchaseHow', 'PurchaseWhat', 'LanguageWorkedWith', 'LanguageDesireNextYear', 'DatabaseWorkedWith', 'DatabaseDesireNextYear', 'PlatformWorkedWith', 'PlatformDesireNextYear', 'WebFrameWorkedWith', 'WebFrameDesireNextYear', 'MiscTechWorkedWith', 'MiscTechDesireNextYear', 'DevEnviron', 'OpSys', 'Containers', 'BlockchainOrg', 'BlockchainIs', 'BetterLife', 'ITperson', 'OffOn', 'SocialMedia', 'Extraversion', 'ScreenName', 'SOVisit1st', 'SOVisitFreq', 'SOVisitTo', 'SOFindAnswer', 'SOTimeSaved', 'SOHowMuchTime', 'SOAccount', 'SOPartFreq', 'SOJobs', 'EntTeams', 'SOComm', 'WelcomeChange', 'SONewContent', 'Age', 'Gender', 'Trans', 'Sexuality', 'Ethnicity', 'Dependents', 'SurveyLength', 'SurveyEase']\n",
      "----\n",
      "['Respondent', 'Hobby', 'OpenSource', 'Country', 'Student', 'Employment', 'FormalEducation', 'UndergradMajor', 'CompanySize', 'DevType', 'YearsCoding', 'YearsCodingProf', 'JobSatisfaction', 'CareerSatisfaction', 'HopeFiveYears', 'JobSearchStatus', 'LastNewJob', 'AssessJob1', 'AssessJob2', 'AssessJob3', 'AssessJob4', 'AssessJob5', 'AssessJob6', 'AssessJob7', 'AssessJob8', 'AssessJob9', 'AssessJob10', 'AssessBenefits1', 'AssessBenefits2', 'AssessBenefits3', 'AssessBenefits4', 'AssessBenefits5', 'AssessBenefits6', 'AssessBenefits7', 'AssessBenefits8', 'AssessBenefits9', 'AssessBenefits10', 'AssessBenefits11', 'JobContactPriorities1', 'JobContactPriorities2', 'JobContactPriorities3', 'JobContactPriorities4', 'JobContactPriorities5', 'JobEmailPriorities1', 'JobEmailPriorities2', 'JobEmailPriorities3', 'JobEmailPriorities4', 'JobEmailPriorities5', 'JobEmailPriorities6', 'JobEmailPriorities7', 'UpdateCV', 'Currency', 'Salary', 'SalaryType', 'ConvertedSalary', 'CurrencySymbol', 'CommunicationTools', 'TimeFullyProductive', 'EducationTypes', 'SelfTaughtTypes', 'TimeAfterBootcamp', 'HackathonReasons', 'AgreeDisagree1', 'AgreeDisagree2', 'AgreeDisagree3', 'LanguageWorkedWith', 'LanguageDesireNextYear', 'DatabaseWorkedWith', 'DatabaseDesireNextYear', 'PlatformWorkedWith', 'PlatformDesireNextYear', 'FrameworkWorkedWith', 'FrameworkDesireNextYear', 'IDE', 'OperatingSystem', 'NumberMonitors', 'Methodology', 'VersionControl', 'CheckInCode', 'AdBlocker', 'AdBlockerDisable', 'AdBlockerReasons', 'AdsAgreeDisagree1', 'AdsAgreeDisagree2', 'AdsAgreeDisagree3', 'AdsActions', 'AdsPriorities1', 'AdsPriorities2', 'AdsPriorities3', 'AdsPriorities4', 'AdsPriorities5', 'AdsPriorities6', 'AdsPriorities7', 'AIDangerous', 'AIInteresting', 'AIResponsible', 'AIFuture', 'EthicsChoice', 'EthicsReport', 'EthicsResponsible', 'EthicalImplications', 'StackOverflowRecommend', 'StackOverflowVisit', 'StackOverflowHasAccount', 'StackOverflowParticipate', 'StackOverflowJobs', 'StackOverflowDevStory', 'StackOverflowJobsRecommend', 'StackOverflowConsiderMember', 'HypotheticalTools1', 'HypotheticalTools2', 'HypotheticalTools3', 'HypotheticalTools4', 'HypotheticalTools5', 'WakeTime', 'HoursComputer', 'HoursOutside', 'SkipMeals', 'ErgonomicDevices', 'Exercise', 'Gender', 'SexualOrientation', 'EducationParents', 'RaceEthnicity', 'Age', 'Dependents', 'MilitaryUS', 'SurveyTooLong', 'SurveyEasy']\n"
     ]
    }
   ],
   "source": [
    "#see the column list of both dataset\n",
    "print(survey_results_public_2019.columns.tolist())\n",
    "print(\"----\")\n",
    "print(survey_results_public_2018.columns.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(88883, 85)\n",
      "----\n",
      "(98855, 129)\n"
     ]
    }
   ],
   "source": [
    "#see the shape of both dataset\n",
    "print(survey_results_public_2019.shape)\n",
    "print(\"----\")\n",
    "print(survey_results_public_2018.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.76 %\n"
     ]
    }
   ],
   "source": [
    "#missing values of DevEnviron since we will use this column\n",
    "print(round(100*survey_results_public_2019.isnull().sum()['DevEnviron']/survey_results_public_2019.shape[0],2),'%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23.73 %\n"
     ]
    }
   ],
   "source": [
    "#missing values of IDE since we will use this column\n",
    "print(round(100*survey_results_public_2018.isnull().sum()['IDE']/survey_results_public_2018.shape[0],2),'%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Handling the missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def drop_null_columns(df,percentage):\n",
    "    '''Drop the columns more than \"percentage\" is null\n",
    "    df : dataframe\n",
    "    percentage: float\n",
    "    '''\n",
    "    null_percentage_df = (100 * df.isnull().sum().sort_values(ascending=True)/df.shape[0])\n",
    "    drop_columns = null_percentage_df[null_percentage_df>percentage].index.tolist()\n",
    "    df.drop(drop_columns, axis = 1,inplace=True)\n",
    "    return df\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop columns more than 60% null\n",
    "survey_results_public_2018 = drop_null_columns(survey_results_public_2018,60)\n",
    "survey_results_public_2019 = drop_null_columns(survey_results_public_2019,60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(98855, 123)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_results_public_2018.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(88883, 85)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_results_public_2019.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fill numeric columns with the mean\n",
    "def fill_mean(df):\n",
    "    '''Fill numeric columns with the mean'''\n",
    "    num_vars = df.select_dtypes(include=['float', 'int']).columns\n",
    "    for col in num_vars:\n",
    "        df[col].fillna((df[col].mean()), inplace=True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Fill numeric columns with the mean\n",
    "survey_results_public_2018 = fill_mean(survey_results_public_2018)\n",
    "survey_results_public_2019 = fill_mean(survey_results_public_2019)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>Hobby</th>\n",
       "      <th>OpenSource</th>\n",
       "      <th>Country</th>\n",
       "      <th>Student</th>\n",
       "      <th>Employment</th>\n",
       "      <th>FormalEducation</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>CompanySize</th>\n",
       "      <th>DevType</th>\n",
       "      <th>YearsCoding</th>\n",
       "      <th>YearsCodingProf</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>CareerSatisfaction</th>\n",
       "      <th>HopeFiveYears</th>\n",
       "      <th>JobSearchStatus</th>\n",
       "      <th>LastNewJob</th>\n",
       "      <th>AssessJob1</th>\n",
       "      <th>AssessJob2</th>\n",
       "      <th>AssessJob3</th>\n",
       "      <th>AssessJob4</th>\n",
       "      <th>AssessJob5</th>\n",
       "      <th>AssessJob6</th>\n",
       "      <th>AssessJob7</th>\n",
       "      <th>AssessJob8</th>\n",
       "      <th>AssessJob9</th>\n",
       "      <th>AssessJob10</th>\n",
       "      <th>AssessBenefits1</th>\n",
       "      <th>AssessBenefits2</th>\n",
       "      <th>AssessBenefits3</th>\n",
       "      <th>AssessBenefits4</th>\n",
       "      <th>AssessBenefits5</th>\n",
       "      <th>AssessBenefits6</th>\n",
       "      <th>AssessBenefits7</th>\n",
       "      <th>AssessBenefits8</th>\n",
       "      <th>AssessBenefits9</th>\n",
       "      <th>AssessBenefits10</th>\n",
       "      <th>AssessBenefits11</th>\n",
       "      <th>JobContactPriorities1</th>\n",
       "      <th>JobContactPriorities2</th>\n",
       "      <th>JobContactPriorities3</th>\n",
       "      <th>JobContactPriorities4</th>\n",
       "      <th>JobContactPriorities5</th>\n",
       "      <th>JobEmailPriorities1</th>\n",
       "      <th>JobEmailPriorities2</th>\n",
       "      <th>JobEmailPriorities3</th>\n",
       "      <th>JobEmailPriorities4</th>\n",
       "      <th>JobEmailPriorities5</th>\n",
       "      <th>JobEmailPriorities6</th>\n",
       "      <th>JobEmailPriorities7</th>\n",
       "      <th>UpdateCV</th>\n",
       "      <th>Currency</th>\n",
       "      <th>Salary</th>\n",
       "      <th>SalaryType</th>\n",
       "      <th>ConvertedSalary</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>CommunicationTools</th>\n",
       "      <th>TimeFullyProductive</th>\n",
       "      <th>EducationTypes</th>\n",
       "      <th>SelfTaughtTypes</th>\n",
       "      <th>AgreeDisagree1</th>\n",
       "      <th>AgreeDisagree2</th>\n",
       "      <th>AgreeDisagree3</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>FrameworkWorkedWith</th>\n",
       "      <th>FrameworkDesireNextYear</th>\n",
       "      <th>IDE</th>\n",
       "      <th>OperatingSystem</th>\n",
       "      <th>NumberMonitors</th>\n",
       "      <th>Methodology</th>\n",
       "      <th>VersionControl</th>\n",
       "      <th>CheckInCode</th>\n",
       "      <th>AdBlocker</th>\n",
       "      <th>AdBlockerDisable</th>\n",
       "      <th>AdsAgreeDisagree1</th>\n",
       "      <th>AdsAgreeDisagree2</th>\n",
       "      <th>AdsAgreeDisagree3</th>\n",
       "      <th>AdsActions</th>\n",
       "      <th>AdsPriorities1</th>\n",
       "      <th>AdsPriorities2</th>\n",
       "      <th>AdsPriorities3</th>\n",
       "      <th>AdsPriorities4</th>\n",
       "      <th>AdsPriorities5</th>\n",
       "      <th>AdsPriorities6</th>\n",
       "      <th>AdsPriorities7</th>\n",
       "      <th>AIDangerous</th>\n",
       "      <th>AIInteresting</th>\n",
       "      <th>AIResponsible</th>\n",
       "      <th>AIFuture</th>\n",
       "      <th>EthicsChoice</th>\n",
       "      <th>EthicsReport</th>\n",
       "      <th>EthicsResponsible</th>\n",
       "      <th>EthicalImplications</th>\n",
       "      <th>StackOverflowRecommend</th>\n",
       "      <th>StackOverflowVisit</th>\n",
       "      <th>StackOverflowHasAccount</th>\n",
       "      <th>StackOverflowParticipate</th>\n",
       "      <th>StackOverflowJobs</th>\n",
       "      <th>StackOverflowDevStory</th>\n",
       "      <th>StackOverflowConsiderMember</th>\n",
       "      <th>HypotheticalTools1</th>\n",
       "      <th>HypotheticalTools2</th>\n",
       "      <th>HypotheticalTools3</th>\n",
       "      <th>HypotheticalTools4</th>\n",
       "      <th>HypotheticalTools5</th>\n",
       "      <th>WakeTime</th>\n",
       "      <th>HoursComputer</th>\n",
       "      <th>HoursOutside</th>\n",
       "      <th>SkipMeals</th>\n",
       "      <th>Exercise</th>\n",
       "      <th>Gender</th>\n",
       "      <th>SexualOrientation</th>\n",
       "      <th>EducationParents</th>\n",
       "      <th>RaceEthnicity</th>\n",
       "      <th>Age</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>SurveyTooLong</th>\n",
       "      <th>SurveyEasy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed part-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Mathematics or statistics</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>Full-stack developer</td>\n",
       "      <td>3-5 years</td>\n",
       "      <td>3-5 years</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.0000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.884177</td>\n",
       "      <td>6.080609</td>\n",
       "      <td>4.450553</td>\n",
       "      <td>7.563218</td>\n",
       "      <td>7.068101</td>\n",
       "      <td>5.765581</td>\n",
       "      <td>6.948196</td>\n",
       "      <td>5.615053</td>\n",
       "      <td>7.920746</td>\n",
       "      <td>6.865061</td>\n",
       "      <td>5.838625</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.00000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>My job status or other personal status changed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>95780.861788</td>\n",
       "      <td>KES</td>\n",
       "      <td>Slack</td>\n",
       "      <td>One to three months</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Neither Agree nor Disagree</td>\n",
       "      <td>JavaScript;Python;HTML;CSS</td>\n",
       "      <td>JavaScript;Python;HTML;CSS</td>\n",
       "      <td>Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...</td>\n",
       "      <td>Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...</td>\n",
       "      <td>AWS;Azure;Linux;Firebase</td>\n",
       "      <td>AWS;Azure;Linux;Firebase</td>\n",
       "      <td>Django;React</td>\n",
       "      <td>Django;React</td>\n",
       "      <td>Komodo;Vim;Visual Studio Code</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>1</td>\n",
       "      <td>Agile;Scrum</td>\n",
       "      <td>Git</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Saw an online advertisement and then researche...</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.00000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>Artificial intelligence surpassing human intel...</td>\n",
       "      <td>Algorithms making important decisions</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes, and publicly</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
       "      <td>No, I knew that Stack Overflow had a jobs boar...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Between 5:00 - 6:00 AM</td>\n",
       "      <td>9 - 12 hours</td>\n",
       "      <td>1 - 2 hours</td>\n",
       "      <td>Never</td>\n",
       "      <td>3 - 4 times per week</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Black or of African descent</td>\n",
       "      <td>25 - 34 years old</td>\n",
       "      <td>Yes</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Very easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>A natural science (ex. biology, chemistry, phy...</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Database administrator;DevOps specialist;Full-...</td>\n",
       "      <td>30 or more years</td>\n",
       "      <td>18-20 years</td>\n",
       "      <td>Moderately dissatisfied</td>\n",
       "      <td>Neither satisfied nor dissatisfied</td>\n",
       "      <td>Working in a different or more specialized tec...</td>\n",
       "      <td>I am actively looking for a job</td>\n",
       "      <td>More than 4 years ago</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.00000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>I saw an employer’s advertisement</td>\n",
       "      <td>British pounds sterling (£)</td>\n",
       "      <td>51000</td>\n",
       "      <td>Yearly</td>\n",
       "      <td>70841.000000</td>\n",
       "      <td>GBP</td>\n",
       "      <td>Confluence;Office / productivity suite (Micros...</td>\n",
       "      <td>One to three months</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Neither Agree nor Disagree</td>\n",
       "      <td>JavaScript;Python;Bash/Shell</td>\n",
       "      <td>Go;Python</td>\n",
       "      <td>Redis;PostgreSQL;Memcached</td>\n",
       "      <td>PostgreSQL</td>\n",
       "      <td>Linux</td>\n",
       "      <td>Linux</td>\n",
       "      <td>Django</td>\n",
       "      <td>React</td>\n",
       "      <td>IPython / Jupyter;Sublime Text;Vim</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Git;Subversion</td>\n",
       "      <td>A few times per week</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.00000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.00000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>Increasing automation of jobs</td>\n",
       "      <td>Increasing automation of jobs</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>Depends on what it is</td>\n",
       "      <td>Depends on what it is</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, I have one but it's out of date</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>Between 6:01 - 7:00 AM</td>\n",
       "      <td>5 - 8 hours</td>\n",
       "      <td>30 - 59 minutes</td>\n",
       "      <td>Never</td>\n",
       "      <td>Daily or almost every day</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>35 - 44 years old</td>\n",
       "      <td>Yes</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Somewhat easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Associate degree</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>Engineering manager;Full-stack developer</td>\n",
       "      <td>24-26 years</td>\n",
       "      <td>6-8 years</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>6.397089</td>\n",
       "      <td>6.673524</td>\n",
       "      <td>5.906875</td>\n",
       "      <td>4.065791</td>\n",
       "      <td>3.953243</td>\n",
       "      <td>4.407196</td>\n",
       "      <td>5.673181</td>\n",
       "      <td>4.2252</td>\n",
       "      <td>7.640009</td>\n",
       "      <td>6.057804</td>\n",
       "      <td>1.884177</td>\n",
       "      <td>6.080609</td>\n",
       "      <td>4.450553</td>\n",
       "      <td>7.563218</td>\n",
       "      <td>7.068101</td>\n",
       "      <td>5.765581</td>\n",
       "      <td>6.948196</td>\n",
       "      <td>5.615053</td>\n",
       "      <td>7.920746</td>\n",
       "      <td>6.865061</td>\n",
       "      <td>5.838625</td>\n",
       "      <td>3.035396</td>\n",
       "      <td>1.560588</td>\n",
       "      <td>3.849998</td>\n",
       "      <td>3.005112</td>\n",
       "      <td>3.548906</td>\n",
       "      <td>3.709541</td>\n",
       "      <td>4.224309</td>\n",
       "      <td>3.796572</td>\n",
       "      <td>3.015602</td>\n",
       "      <td>3.443338</td>\n",
       "      <td>4.97425</td>\n",
       "      <td>4.836388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95780.861788</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",
       "      <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>2.72688</td>\n",
       "      <td>3.805784</td>\n",
       "      <td>3.340945</td>\n",
       "      <td>3.78247</td>\n",
       "      <td>4.383604</td>\n",
       "      <td>5.138809</td>\n",
       "      <td>4.821459</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",
       "      <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>3</th>\n",
       "      <td>5</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>100 to 499 employees</td>\n",
       "      <td>Full-stack developer</td>\n",
       "      <td>18-20 years</td>\n",
       "      <td>12-14 years</td>\n",
       "      <td>Neither satisfied nor dissatisfied</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>6.397089</td>\n",
       "      <td>6.673524</td>\n",
       "      <td>5.906875</td>\n",
       "      <td>4.065791</td>\n",
       "      <td>3.953243</td>\n",
       "      <td>4.407196</td>\n",
       "      <td>5.673181</td>\n",
       "      <td>4.2252</td>\n",
       "      <td>7.640009</td>\n",
       "      <td>6.057804</td>\n",
       "      <td>1.884177</td>\n",
       "      <td>6.080609</td>\n",
       "      <td>4.450553</td>\n",
       "      <td>7.563218</td>\n",
       "      <td>7.068101</td>\n",
       "      <td>5.765581</td>\n",
       "      <td>6.948196</td>\n",
       "      <td>5.615053</td>\n",
       "      <td>7.920746</td>\n",
       "      <td>6.865061</td>\n",
       "      <td>5.838625</td>\n",
       "      <td>3.035396</td>\n",
       "      <td>1.560588</td>\n",
       "      <td>3.849998</td>\n",
       "      <td>3.005112</td>\n",
       "      <td>3.548906</td>\n",
       "      <td>3.709541</td>\n",
       "      <td>4.224309</td>\n",
       "      <td>3.796572</td>\n",
       "      <td>3.015602</td>\n",
       "      <td>3.443338</td>\n",
       "      <td>4.97425</td>\n",
       "      <td>4.836388</td>\n",
       "      <td>A recruiter contacted me</td>\n",
       "      <td>U.S. dollars ($)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95780.861788</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Three to six months</td>\n",
       "      <td>Completed an industry certification program (e...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell</td>\n",
       "      <td>C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell</td>\n",
       "      <td>SQL Server;Microsoft Azure (Tables, CosmosDB, ...</td>\n",
       "      <td>SQL Server;Microsoft Azure (Tables, CosmosDB, ...</td>\n",
       "      <td>Azure</td>\n",
       "      <td>Azure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Angular;.NET Core;React</td>\n",
       "      <td>Visual Studio;Visual Studio Code</td>\n",
       "      <td>Windows</td>\n",
       "      <td>2</td>\n",
       "      <td>Agile;Kanban;Scrum</td>\n",
       "      <td>Git</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Stopped going to a website because of their ad...</td>\n",
       "      <td>2.72688</td>\n",
       "      <td>3.805784</td>\n",
       "      <td>3.340945</td>\n",
       "      <td>3.78247</td>\n",
       "      <td>4.383604</td>\n",
       "      <td>5.138809</td>\n",
       "      <td>4.821459</td>\n",
       "      <td>Artificial intelligence surpassing human intel...</td>\n",
       "      <td>Artificial intelligence surpassing human intel...</td>\n",
       "      <td>A governmental or other regulatory body</td>\n",
       "      <td>I don't care about it, or I haven't thought ab...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes, but only within the company</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>A few times per week</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, I have one but it's out of date</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Between 6:01 - 7:00 AM</td>\n",
       "      <td>9 - 12 hours</td>\n",
       "      <td>Less than 30 minutes</td>\n",
       "      <td>3 - 4 times per week</td>\n",
       "      <td>I don't typically exercise</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>35 - 44 years old</td>\n",
       "      <td>No</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Somewhat easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>Yes, part-time</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Data or business analyst;Desktop or enterprise...</td>\n",
       "      <td>6-8 years</td>\n",
       "      <td>0-2 years</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Working in a different or more specialized tec...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Between 1 and 2 years ago</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.00000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>My job status or other personal status changed</td>\n",
       "      <td>South African rands (R)</td>\n",
       "      <td>260000</td>\n",
       "      <td>Yearly</td>\n",
       "      <td>21426.000000</td>\n",
       "      <td>ZAR</td>\n",
       "      <td>Office / productivity suite (Microsoft Office,...</td>\n",
       "      <td>Three to six months</td>\n",
       "      <td>Taken a part-time in-person course in programm...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>C;C++;Java;Matlab;R;SQL;Bash/Shell</td>\n",
       "      <td>Assembly;C;C++;Matlab;SQL;Bash/Shell</td>\n",
       "      <td>SQL Server;PostgreSQL;Oracle;IBM Db2</td>\n",
       "      <td>PostgreSQL;Oracle;IBM Db2</td>\n",
       "      <td>Arduino;Windows Desktop or Server</td>\n",
       "      <td>Arduino;Windows Desktop or Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Notepad++;Visual Studio;Visual Studio Code</td>\n",
       "      <td>Windows</td>\n",
       "      <td>2</td>\n",
       "      <td>Evidence-based software engineering;Formal sta...</td>\n",
       "      <td>Zip file back-ups</td>\n",
       "      <td>Weekly or a few times per month</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Clicked on an online advertisement;Saw an onli...</td>\n",
       "      <td>2.00000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>Algorithms making important decisions</td>\n",
       "      <td>Algorithms making important decisions</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes, but only within the company</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>No, I knew that Stack Overflow had a jobs boar...</td>\n",
       "      <td>No, I know what it is but I don't have one</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Before 5:00 AM</td>\n",
       "      <td>Over 12 hours</td>\n",
       "      <td>1 - 2 hours</td>\n",
       "      <td>Never</td>\n",
       "      <td>3 - 4 times per week</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>18 - 24 years old</td>\n",
       "      <td>Yes</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Somewhat easy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent Hobby OpenSource         Country         Student  \\\n",
       "0           1   Yes         No           Kenya              No   \n",
       "1           3   Yes        Yes  United Kingdom              No   \n",
       "2           4   Yes        Yes   United States              No   \n",
       "3           5    No         No   United States              No   \n",
       "4           7   Yes         No    South Africa  Yes, part-time   \n",
       "\n",
       "           Employment                                    FormalEducation  \\\n",
       "0  Employed part-time           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "1  Employed full-time           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "2  Employed full-time                                   Associate degree   \n",
       "3  Employed full-time           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "4  Employed full-time  Some college/university study without earning ...   \n",
       "\n",
       "                                      UndergradMajor  \\\n",
       "0                          Mathematics or statistics   \n",
       "1  A natural science (ex. biology, chemistry, phy...   \n",
       "2  Computer science, computer engineering, or sof...   \n",
       "3  Computer science, computer engineering, or sof...   \n",
       "4  Computer science, computer engineering, or sof...   \n",
       "\n",
       "                CompanySize  \\\n",
       "0        20 to 99 employees   \n",
       "1  10,000 or more employees   \n",
       "2        20 to 99 employees   \n",
       "3      100 to 499 employees   \n",
       "4  10,000 or more employees   \n",
       "\n",
       "                                             DevType       YearsCoding  \\\n",
       "0                               Full-stack developer         3-5 years   \n",
       "1  Database administrator;DevOps specialist;Full-...  30 or more years   \n",
       "2           Engineering manager;Full-stack developer       24-26 years   \n",
       "3                               Full-stack developer       18-20 years   \n",
       "4  Data or business analyst;Desktop or enterprise...         6-8 years   \n",
       "\n",
       "  YearsCodingProf                     JobSatisfaction  \\\n",
       "0       3-5 years                 Extremely satisfied   \n",
       "1     18-20 years             Moderately dissatisfied   \n",
       "2       6-8 years                Moderately satisfied   \n",
       "3     12-14 years  Neither satisfied nor dissatisfied   \n",
       "4       0-2 years                  Slightly satisfied   \n",
       "\n",
       "                   CareerSatisfaction  \\\n",
       "0                 Extremely satisfied   \n",
       "1  Neither satisfied nor dissatisfied   \n",
       "2                Moderately satisfied   \n",
       "3               Slightly dissatisfied   \n",
       "4                Moderately satisfied   \n",
       "\n",
       "                                       HopeFiveYears  \\\n",
       "0  Working as a founder or co-founder of my own c...   \n",
       "1  Working in a different or more specialized tec...   \n",
       "2  Working as a founder or co-founder of my own c...   \n",
       "3  Working as a founder or co-founder of my own c...   \n",
       "4  Working in a different or more specialized tec...   \n",
       "\n",
       "                                     JobSearchStatus  \\\n",
       "0  I’m not actively looking, but I am open to new...   \n",
       "1                    I am actively looking for a job   \n",
       "2  I’m not actively looking, but I am open to new...   \n",
       "3  I’m not actively looking, but I am open to new...   \n",
       "4  I’m not actively looking, but I am open to new...   \n",
       "\n",
       "                  LastNewJob  AssessJob1  AssessJob2  AssessJob3  AssessJob4  \\\n",
       "0       Less than a year ago   10.000000    7.000000    8.000000    1.000000   \n",
       "1      More than 4 years ago    1.000000    7.000000   10.000000    8.000000   \n",
       "2       Less than a year ago    6.397089    6.673524    5.906875    4.065791   \n",
       "3       Less than a year ago    6.397089    6.673524    5.906875    4.065791   \n",
       "4  Between 1 and 2 years ago    8.000000    5.000000    7.000000    1.000000   \n",
       "\n",
       "   AssessJob5  AssessJob6  AssessJob7  AssessJob8  AssessJob9  AssessJob10  \\\n",
       "0    2.000000    5.000000    3.000000      4.0000    9.000000     6.000000   \n",
       "1    2.000000    5.000000    4.000000      3.0000    6.000000     9.000000   \n",
       "2    3.953243    4.407196    5.673181      4.2252    7.640009     6.057804   \n",
       "3    3.953243    4.407196    5.673181      4.2252    7.640009     6.057804   \n",
       "4    2.000000    6.000000    4.000000      3.0000   10.000000     9.000000   \n",
       "\n",
       "   AssessBenefits1  AssessBenefits2  AssessBenefits3  AssessBenefits4  \\\n",
       "0         1.884177         6.080609         4.450553         7.563218   \n",
       "1         1.000000         5.000000         3.000000         7.000000   \n",
       "2         1.884177         6.080609         4.450553         7.563218   \n",
       "3         1.884177         6.080609         4.450553         7.563218   \n",
       "4         1.000000        10.000000         2.000000         4.000000   \n",
       "\n",
       "   AssessBenefits5  AssessBenefits6  AssessBenefits7  AssessBenefits8  \\\n",
       "0         7.068101         5.765581         6.948196         5.615053   \n",
       "1        10.000000         4.000000        11.000000         9.000000   \n",
       "2         7.068101         5.765581         6.948196         5.615053   \n",
       "3         7.068101         5.765581         6.948196         5.615053   \n",
       "4         8.000000         3.000000        11.000000         7.000000   \n",
       "\n",
       "   AssessBenefits9  AssessBenefits10  AssessBenefits11  JobContactPriorities1  \\\n",
       "0         7.920746          6.865061          5.838625               3.000000   \n",
       "1         6.000000          2.000000          8.000000               3.000000   \n",
       "2         7.920746          6.865061          5.838625               3.035396   \n",
       "3         7.920746          6.865061          5.838625               3.035396   \n",
       "4         5.000000          9.000000          6.000000               2.000000   \n",
       "\n",
       "   JobContactPriorities2  JobContactPriorities3  JobContactPriorities4  \\\n",
       "0               1.000000               4.000000               2.000000   \n",
       "1               1.000000               5.000000               2.000000   \n",
       "2               1.560588               3.849998               3.005112   \n",
       "3               1.560588               3.849998               3.005112   \n",
       "4               1.000000               4.000000               5.000000   \n",
       "\n",
       "   JobContactPriorities5  JobEmailPriorities1  JobEmailPriorities2  \\\n",
       "0               5.000000             5.000000             6.000000   \n",
       "1               4.000000             1.000000             3.000000   \n",
       "2               3.548906             3.709541             4.224309   \n",
       "3               3.548906             3.709541             4.224309   \n",
       "4               3.000000             7.000000             3.000000   \n",
       "\n",
       "   JobEmailPriorities3  JobEmailPriorities4  JobEmailPriorities5  \\\n",
       "0             7.000000             2.000000             1.000000   \n",
       "1             4.000000             5.000000             2.000000   \n",
       "2             3.796572             3.015602             3.443338   \n",
       "3             3.796572             3.015602             3.443338   \n",
       "4             6.000000             2.000000             1.000000   \n",
       "\n",
       "   JobEmailPriorities6  JobEmailPriorities7  \\\n",
       "0              4.00000             3.000000   \n",
       "1              6.00000             7.000000   \n",
       "2              4.97425             4.836388   \n",
       "3              4.97425             4.836388   \n",
       "4              4.00000             5.000000   \n",
       "\n",
       "                                         UpdateCV  \\\n",
       "0  My job status or other personal status changed   \n",
       "1               I saw an employer’s advertisement   \n",
       "2                                             NaN   \n",
       "3                        A recruiter contacted me   \n",
       "4  My job status or other personal status changed   \n",
       "\n",
       "                      Currency  Salary SalaryType  ConvertedSalary  \\\n",
       "0                          NaN     NaN    Monthly     95780.861788   \n",
       "1  British pounds sterling (£)   51000     Yearly     70841.000000   \n",
       "2                          NaN     NaN        NaN     95780.861788   \n",
       "3             U.S. dollars ($)     NaN        NaN     95780.861788   \n",
       "4      South African rands (R)  260000     Yearly     21426.000000   \n",
       "\n",
       "  CurrencySymbol                                 CommunicationTools  \\\n",
       "0            KES                                              Slack   \n",
       "1            GBP  Confluence;Office / productivity suite (Micros...   \n",
       "2            NaN                                                NaN   \n",
       "3            NaN                                                NaN   \n",
       "4            ZAR  Office / productivity suite (Microsoft Office,...   \n",
       "\n",
       "   TimeFullyProductive                                     EducationTypes  \\\n",
       "0  One to three months  Taught yourself a new language, framework, or ...   \n",
       "1  One to three months  Taught yourself a new language, framework, or ...   \n",
       "2                  NaN                                                NaN   \n",
       "3  Three to six months  Completed an industry certification program (e...   \n",
       "4  Three to six months  Taken a part-time in-person course in programm...   \n",
       "\n",
       "                                     SelfTaughtTypes  AgreeDisagree1  \\\n",
       "0  The official documentation and/or standards fo...  Strongly agree   \n",
       "1  The official documentation and/or standards fo...           Agree   \n",
       "2                                                NaN             NaN   \n",
       "3  The official documentation and/or standards fo...        Disagree   \n",
       "4  The official documentation and/or standards fo...  Strongly agree   \n",
       "\n",
       "   AgreeDisagree2              AgreeDisagree3  \\\n",
       "0  Strongly agree  Neither Agree nor Disagree   \n",
       "1           Agree  Neither Agree nor Disagree   \n",
       "2             NaN                         NaN   \n",
       "3        Disagree           Strongly disagree   \n",
       "4           Agree           Strongly disagree   \n",
       "\n",
       "                                 LanguageWorkedWith  \\\n",
       "0                        JavaScript;Python;HTML;CSS   \n",
       "1                      JavaScript;Python;Bash/Shell   \n",
       "2                                               NaN   \n",
       "3  C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell   \n",
       "4                C;C++;Java;Matlab;R;SQL;Bash/Shell   \n",
       "\n",
       "                             LanguageDesireNextYear  \\\n",
       "0                        JavaScript;Python;HTML;CSS   \n",
       "1                                         Go;Python   \n",
       "2                                               NaN   \n",
       "3  C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell   \n",
       "4              Assembly;C;C++;Matlab;SQL;Bash/Shell   \n",
       "\n",
       "                                  DatabaseWorkedWith  \\\n",
       "0  Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...   \n",
       "1                         Redis;PostgreSQL;Memcached   \n",
       "2                                                NaN   \n",
       "3  SQL Server;Microsoft Azure (Tables, CosmosDB, ...   \n",
       "4               SQL Server;PostgreSQL;Oracle;IBM Db2   \n",
       "\n",
       "                              DatabaseDesireNextYear  \\\n",
       "0  Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...   \n",
       "1                                         PostgreSQL   \n",
       "2                                                NaN   \n",
       "3  SQL Server;Microsoft Azure (Tables, CosmosDB, ...   \n",
       "4                          PostgreSQL;Oracle;IBM Db2   \n",
       "\n",
       "                  PlatformWorkedWith             PlatformDesireNextYear  \\\n",
       "0           AWS;Azure;Linux;Firebase           AWS;Azure;Linux;Firebase   \n",
       "1                              Linux                              Linux   \n",
       "2                                NaN                                NaN   \n",
       "3                              Azure                              Azure   \n",
       "4  Arduino;Windows Desktop or Server  Arduino;Windows Desktop or Server   \n",
       "\n",
       "  FrameworkWorkedWith  FrameworkDesireNextYear  \\\n",
       "0        Django;React             Django;React   \n",
       "1              Django                    React   \n",
       "2                 NaN                      NaN   \n",
       "3                 NaN  Angular;.NET Core;React   \n",
       "4                 NaN                      NaN   \n",
       "\n",
       "                                          IDE OperatingSystem NumberMonitors  \\\n",
       "0               Komodo;Vim;Visual Studio Code     Linux-based              1   \n",
       "1          IPython / Jupyter;Sublime Text;Vim     Linux-based              2   \n",
       "2                                         NaN             NaN            NaN   \n",
       "3            Visual Studio;Visual Studio Code         Windows              2   \n",
       "4  Notepad++;Visual Studio;Visual Studio Code         Windows              2   \n",
       "\n",
       "                                         Methodology     VersionControl  \\\n",
       "0                                        Agile;Scrum                Git   \n",
       "1                                                NaN     Git;Subversion   \n",
       "2                                                NaN                NaN   \n",
       "3                                 Agile;Kanban;Scrum                Git   \n",
       "4  Evidence-based software engineering;Formal sta...  Zip file back-ups   \n",
       "\n",
       "                       CheckInCode AdBlocker AdBlockerDisable  \\\n",
       "0           Multiple times per day       Yes               No   \n",
       "1             A few times per week       Yes              Yes   \n",
       "2                              NaN       NaN              NaN   \n",
       "3           Multiple times per day       Yes              Yes   \n",
       "4  Weekly or a few times per month        No              NaN   \n",
       "\n",
       "            AdsAgreeDisagree1           AdsAgreeDisagree2  \\\n",
       "0              Strongly agree              Strongly agree   \n",
       "1              Somewhat agree  Neither agree nor disagree   \n",
       "2                         NaN                         NaN   \n",
       "3  Neither agree nor disagree              Somewhat agree   \n",
       "4              Somewhat agree              Somewhat agree   \n",
       "\n",
       "            AdsAgreeDisagree3  \\\n",
       "0              Strongly agree   \n",
       "1  Neither agree nor disagree   \n",
       "2                         NaN   \n",
       "3              Somewhat agree   \n",
       "4           Somewhat disagree   \n",
       "\n",
       "                                          AdsActions  AdsPriorities1  \\\n",
       "0  Saw an online advertisement and then researche...         1.00000   \n",
       "1                                                NaN         3.00000   \n",
       "2                                                NaN         2.72688   \n",
       "3  Stopped going to a website because of their ad...         2.72688   \n",
       "4  Clicked on an online advertisement;Saw an onli...         2.00000   \n",
       "\n",
       "   AdsPriorities2  AdsPriorities3  AdsPriorities4  AdsPriorities5  \\\n",
       "0        5.000000        4.000000         7.00000        2.000000   \n",
       "1        5.000000        1.000000         4.00000        6.000000   \n",
       "2        3.805784        3.340945         3.78247        4.383604   \n",
       "3        3.805784        3.340945         3.78247        4.383604   \n",
       "4        3.000000        4.000000         6.00000        1.000000   \n",
       "\n",
       "   AdsPriorities6  AdsPriorities7  \\\n",
       "0        6.000000        3.000000   \n",
       "1        7.000000        2.000000   \n",
       "2        5.138809        4.821459   \n",
       "3        5.138809        4.821459   \n",
       "4        7.000000        5.000000   \n",
       "\n",
       "                                         AIDangerous  \\\n",
       "0  Artificial intelligence surpassing human intel...   \n",
       "1                      Increasing automation of jobs   \n",
       "2                                                NaN   \n",
       "3  Artificial intelligence surpassing human intel...   \n",
       "4              Algorithms making important decisions   \n",
       "\n",
       "                                       AIInteresting  \\\n",
       "0              Algorithms making important decisions   \n",
       "1                      Increasing automation of jobs   \n",
       "2                                                NaN   \n",
       "3  Artificial intelligence surpassing human intel...   \n",
       "4              Algorithms making important decisions   \n",
       "\n",
       "                                  AIResponsible  \\\n",
       "0  The developers or the people creating the AI   \n",
       "1  The developers or the people creating the AI   \n",
       "2                                           NaN   \n",
       "3       A governmental or other regulatory body   \n",
       "4  The developers or the people creating the AI   \n",
       "\n",
       "                                            AIFuture           EthicsChoice  \\\n",
       "0  I'm excited about the possibilities more than ...                     No   \n",
       "1  I'm excited about the possibilities more than ...  Depends on what it is   \n",
       "2                                                NaN                    NaN   \n",
       "3  I don't care about it, or I haven't thought ab...                     No   \n",
       "4  I'm excited about the possibilities more than ...                     No   \n",
       "\n",
       "                       EthicsReport  \\\n",
       "0                 Yes, and publicly   \n",
       "1             Depends on what it is   \n",
       "2                               NaN   \n",
       "3  Yes, but only within the company   \n",
       "4  Yes, but only within the company   \n",
       "\n",
       "                              EthicsResponsible EthicalImplications  \\\n",
       "0  Upper management at the company/organization                 Yes   \n",
       "1  Upper management at the company/organization                 Yes   \n",
       "2                                           NaN                 NaN   \n",
       "3  Upper management at the company/organization                 Yes   \n",
       "4  Upper management at the company/organization                 Yes   \n",
       "\n",
       "  StackOverflowRecommend               StackOverflowVisit  \\\n",
       "0       10 (Very Likely)           Multiple times per day   \n",
       "1       10 (Very Likely)  A few times per month or weekly   \n",
       "2                    NaN                              NaN   \n",
       "3       10 (Very Likely)             A few times per week   \n",
       "4       10 (Very Likely)            Daily or almost daily   \n",
       "\n",
       "  StackOverflowHasAccount                           StackOverflowParticipate  \\\n",
       "0                     Yes  I have never participated in Q&A on Stack Over...   \n",
       "1                     Yes                    A few times per month or weekly   \n",
       "2                     NaN                                                NaN   \n",
       "3                     Yes                    A few times per month or weekly   \n",
       "4                     Yes                Less than once per month or monthly   \n",
       "\n",
       "                                   StackOverflowJobs  \\\n",
       "0  No, I knew that Stack Overflow had a jobs boar...   \n",
       "1                                                Yes   \n",
       "2                                                NaN   \n",
       "3                                                Yes   \n",
       "4  No, I knew that Stack Overflow had a jobs boar...   \n",
       "\n",
       "                        StackOverflowDevStory StackOverflowConsiderMember  \\\n",
       "0                                         Yes                         Yes   \n",
       "1         No, I have one but it's out of date                         Yes   \n",
       "2                                         NaN                         NaN   \n",
       "3         No, I have one but it's out of date                         Yes   \n",
       "4  No, I know what it is but I don't have one                         Yes   \n",
       "\n",
       "        HypotheticalTools1       HypotheticalTools2       HypotheticalTools3  \\\n",
       "0     Extremely interested     Extremely interested     Extremely interested   \n",
       "1  A little bit interested  A little bit interested  A little bit interested   \n",
       "2                      NaN                      NaN                      NaN   \n",
       "3      Somewhat interested      Somewhat interested      Somewhat interested   \n",
       "4     Extremely interested     Extremely interested     Extremely interested   \n",
       "\n",
       "        HypotheticalTools4       HypotheticalTools5                WakeTime  \\\n",
       "0     Extremely interested     Extremely interested  Between 5:00 - 6:00 AM   \n",
       "1  A little bit interested  A little bit interested  Between 6:01 - 7:00 AM   \n",
       "2                      NaN                      NaN                     NaN   \n",
       "3      Somewhat interested      Somewhat interested  Between 6:01 - 7:00 AM   \n",
       "4     Extremely interested     Extremely interested          Before 5:00 AM   \n",
       "\n",
       "   HoursComputer          HoursOutside             SkipMeals  \\\n",
       "0   9 - 12 hours           1 - 2 hours                 Never   \n",
       "1    5 - 8 hours       30 - 59 minutes                 Never   \n",
       "2            NaN                   NaN                   NaN   \n",
       "3   9 - 12 hours  Less than 30 minutes  3 - 4 times per week   \n",
       "4  Over 12 hours           1 - 2 hours                 Never   \n",
       "\n",
       "                     Exercise Gender         SexualOrientation  \\\n",
       "0        3 - 4 times per week   Male  Straight or heterosexual   \n",
       "1   Daily or almost every day   Male  Straight or heterosexual   \n",
       "2                         NaN    NaN                       NaN   \n",
       "3  I don't typically exercise   Male  Straight or heterosexual   \n",
       "4        3 - 4 times per week   Male  Straight or heterosexual   \n",
       "\n",
       "                                    EducationParents  \\\n",
       "0           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "1           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "2                                                NaN   \n",
       "3  Some college/university study without earning ...   \n",
       "4  Some college/university study without earning ...   \n",
       "\n",
       "                  RaceEthnicity                Age Dependents  \\\n",
       "0   Black or of African descent  25 - 34 years old        Yes   \n",
       "1  White or of European descent  35 - 44 years old        Yes   \n",
       "2                           NaN                NaN        NaN   \n",
       "3  White or of European descent  35 - 44 years old         No   \n",
       "4  White or of European descent  18 - 24 years old        Yes   \n",
       "\n",
       "                          SurveyTooLong     SurveyEasy  \n",
       "0  The survey was an appropriate length      Very easy  \n",
       "1  The survey was an appropriate length  Somewhat easy  \n",
       "2                                   NaN            NaN  \n",
       "3  The survey was an appropriate length  Somewhat easy  \n",
       "4  The survey was an appropriate length  Somewhat easy  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_results_public_2018.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Respondent</th>\n",
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       "      <th>EduOther</th>\n",
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       "      <th>DevType</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>CareerSat</th>\n",
       "      <th>JobSat</th>\n",
       "      <th>MgrIdiot</th>\n",
       "      <th>MgrMoney</th>\n",
       "      <th>MgrWant</th>\n",
       "      <th>JobSeek</th>\n",
       "      <th>LastHireDate</th>\n",
       "      <th>LastInt</th>\n",
       "      <th>FizzBuzz</th>\n",
       "      <th>JobFactors</th>\n",
       "      <th>ResumeUpdate</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>CurrencyDesc</th>\n",
       "      <th>CompTotal</th>\n",
       "      <th>CompFreq</th>\n",
       "      <th>ConvertedComp</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>WorkPlan</th>\n",
       "      <th>WorkChallenge</th>\n",
       "      <th>WorkRemote</th>\n",
       "      <th>WorkLoc</th>\n",
       "      <th>ImpSyn</th>\n",
       "      <th>CodeRev</th>\n",
       "      <th>CodeRevHrs</th>\n",
       "      <th>UnitTests</th>\n",
       "      <th>PurchaseHow</th>\n",
       "      <th>PurchaseWhat</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>WebFrameWorkedWith</th>\n",
       "      <th>WebFrameDesireNextYear</th>\n",
       "      <th>MiscTechWorkedWith</th>\n",
       "      <th>MiscTechDesireNextYear</th>\n",
       "      <th>DevEnviron</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>Containers</th>\n",
       "      <th>BlockchainOrg</th>\n",
       "      <th>BlockchainIs</th>\n",
       "      <th>BetterLife</th>\n",
       "      <th>ITperson</th>\n",
       "      <th>OffOn</th>\n",
       "      <th>SocialMedia</th>\n",
       "      <th>Extraversion</th>\n",
       "      <th>ScreenName</th>\n",
       "      <th>SOVisit1st</th>\n",
       "      <th>SOVisitFreq</th>\n",
       "      <th>SOVisitTo</th>\n",
       "      <th>SOFindAnswer</th>\n",
       "      <th>SOTimeSaved</th>\n",
       "      <th>SOHowMuchTime</th>\n",
       "      <th>SOAccount</th>\n",
       "      <th>SOPartFreq</th>\n",
       "      <th>SOJobs</th>\n",
       "      <th>EntTeams</th>\n",
       "      <th>SOComm</th>\n",
       "      <th>WelcomeChange</th>\n",
       "      <th>SONewContent</th>\n",
       "      <th>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Trans</th>\n",
       "      <th>Sexuality</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>SurveyEase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>I am a student who is learning to code</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Never</td>\n",
       "      <td>The quality of OSS and closed source software ...</td>\n",
       "      <td>Not employed, and not looking for work</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>Primary/elementary school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>10</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>5.519014e+11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127110.738423</td>\n",
       "      <td>42.127197</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>5.084308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HTML/CSS;Java;JavaScript;Python</td>\n",
       "      <td>C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL</td>\n",
       "      <td>SQLite</td>\n",
       "      <td>MySQL</td>\n",
       "      <td>MacOS;Windows</td>\n",
       "      <td>Android;Arduino;Windows</td>\n",
       "      <td>Django;Flask</td>\n",
       "      <td>Flask;jQuery</td>\n",
       "      <td>Node.js</td>\n",
       "      <td>Node.js</td>\n",
       "      <td>IntelliJ;Notepad++;PyCharm</td>\n",
       "      <td>Windows</td>\n",
       "      <td>I do not use containers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fortunately, someone else has that title</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Twitter</td>\n",
       "      <td>Online</td>\n",
       "      <td>Username</td>\n",
       "      <td>2017</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Find answers to specific questions;Learn how t...</td>\n",
       "      <td>3-5 times per week</td>\n",
       "      <td>Stack Overflow was much faster</td>\n",
       "      <td>31-60 minutes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
       "      <td>No, and I don't know what those are</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech articles written by other developers;Indu...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>I am a student who is learning to code</td>\n",
       "      <td>No</td>\n",
       "      <td>Less than once per year</td>\n",
       "      <td>The quality of OSS and closed source software ...</td>\n",
       "      <td>Not employed, but looking for work</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>Yes, full-time</td>\n",
       "      <td>Secondary school (e.g. American high school, G...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Taken an online course in programming or softw...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Developer, desktop or enterprise applications;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</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>I am actively looking for a job</td>\n",
       "      <td>I've never had a job</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Financial performance or funding status of the...</td>\n",
       "      <td>Something else changed (education, award, medi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.519014e+11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127110.738423</td>\n",
       "      <td>42.127197</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>5.084308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C++;HTML/CSS;Python</td>\n",
       "      <td>C++;HTML/CSS;JavaScript;SQL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MySQL</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Django</td>\n",
       "      <td>Django</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Atom;PyCharm</td>\n",
       "      <td>Windows</td>\n",
       "      <td>I do not use containers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Useful across many domains and could change ma...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>Online</td>\n",
       "      <td>Username</td>\n",
       "      <td>2017</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Find answers to specific questions;Learn how t...</td>\n",
       "      <td>3-5 times per week</td>\n",
       "      <td>Stack Overflow was much faster</td>\n",
       "      <td>11-30 minutes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
       "      <td>No, and I don't know what those are</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech articles written by other developers;Indu...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>I am not primarily a developer, but I write co...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Never</td>\n",
       "      <td>The quality of OSS and closed source software ...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>No</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Web development or web design</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>100 to 499 employees</td>\n",
       "      <td>Designer;Developer, back-end;Developer, front-...</td>\n",
       "      <td>3</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>Not at all confident</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>1-2 years ago</td>\n",
       "      <td>Interview with people in peer roles</td>\n",
       "      <td>No</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>I was preparing for a job search</td>\n",
       "      <td>THB</td>\n",
       "      <td>Thai baht</td>\n",
       "      <td>2.300000e+04</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>8820.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>There's no schedule or spec; I work on what se...</td>\n",
       "      <td>Distracting work environment;Inadequate access...</td>\n",
       "      <td>Less than once per month / Never</td>\n",
       "      <td>Home</td>\n",
       "      <td>Average</td>\n",
       "      <td>No</td>\n",
       "      <td>5.084308</td>\n",
       "      <td>No, but I think we should</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>HTML/CSS</td>\n",
       "      <td>Elixir;HTML/CSS</td>\n",
       "      <td>PostgreSQL</td>\n",
       "      <td>PostgreSQL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other(s):</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vim;Visual Studio Code</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>I do not use containers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Reddit</td>\n",
       "      <td>In real life (in person)</td>\n",
       "      <td>Username</td>\n",
       "      <td>2011</td>\n",
       "      <td>A few times per week</td>\n",
       "      <td>Find answers to specific questions;Learn how t...</td>\n",
       "      <td>6-10 times per week</td>\n",
       "      <td>They were about the same</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
       "      <td>Neutral</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>No</td>\n",
       "      <td>Never</td>\n",
       "      <td>The quality of OSS and closed source software ...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Taken an online course in programming or softw...</td>\n",
       "      <td>100 to 499 employees</td>\n",
       "      <td>Developer, full-stack</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>Very confident</td>\n",
       "      <td>No</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
       "      <td>No</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>I was preparing for a job search</td>\n",
       "      <td>USD</td>\n",
       "      <td>United States dollar</td>\n",
       "      <td>6.100000e+04</td>\n",
       "      <td>Yearly</td>\n",
       "      <td>61000.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>There's no schedule or spec; I work on what se...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Less than once per month / Never</td>\n",
       "      <td>Home</td>\n",
       "      <td>A little below average</td>\n",
       "      <td>No</td>\n",
       "      <td>5.084308</td>\n",
       "      <td>No, but I think we should</td>\n",
       "      <td>Developers typically have the most influence o...</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>C;C++;C#;Python;SQL</td>\n",
       "      <td>C;C#;JavaScript;SQL</td>\n",
       "      <td>MySQL;SQLite</td>\n",
       "      <td>MySQL;SQLite</td>\n",
       "      <td>Linux;Windows</td>\n",
       "      <td>Linux;Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>.NET</td>\n",
       "      <td>.NET</td>\n",
       "      <td>Eclipse;Vim;Visual Studio;Visual Studio Code</td>\n",
       "      <td>Windows</td>\n",
       "      <td>I do not use containers</td>\n",
       "      <td>Not at all</td>\n",
       "      <td>Useful for decentralized currency (i.e., Bitcoin)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>SIGH</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Reddit</td>\n",
       "      <td>In real life (in person)</td>\n",
       "      <td>Username</td>\n",
       "      <td>2014</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Find answers to specific questions;Pass the ti...</td>\n",
       "      <td>1-2 times per week</td>\n",
       "      <td>Stack Overflow was much faster</td>\n",
       "      <td>31-60 minutes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, and I don't know what those are</td>\n",
       "      <td>No, not really</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech articles written by other developers;Indu...</td>\n",
       "      <td>22.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>No</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Once a month or more often</td>\n",
       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>No</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Taken an online course in programming or softw...</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>Very dissatisfied</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>Somewhat confident</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
       "      <td>I was preparing for a job search</td>\n",
       "      <td>UAH</td>\n",
       "      <td>Ukrainian hryvnia</td>\n",
       "      <td>5.519014e+11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127110.738423</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
       "      <td>A few days each month</td>\n",
       "      <td>Office</td>\n",
       "      <td>A little above average</td>\n",
       "      <td>Yes, because I see value in code review</td>\n",
       "      <td>5.084308</td>\n",
       "      <td>Yes, it's part of our process</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA</td>\n",
       "      <td>HTML/CSS;Java;JavaScript;SQL;WebAssembly</td>\n",
       "      <td>Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite</td>\n",
       "      <td>Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...</td>\n",
       "      <td>Android;Linux;MacOS;Slack;Windows</td>\n",
       "      <td>Android;Docker;Kubernetes;Linux;Slack</td>\n",
       "      <td>Django;Express;Flask;jQuery;React.js;Spring</td>\n",
       "      <td>Flask;jQuery;React.js;Spring</td>\n",
       "      <td>Cordova;Node.js</td>\n",
       "      <td>Apache Spark;Hadoop;Node.js;React Native</td>\n",
       "      <td>IntelliJ;Notepad++;Vim</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>Outside of work, for personal projects</td>\n",
       "      <td>Not at all</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Also Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>In real life (in person)</td>\n",
       "      <td>Username</td>\n",
       "      <td>I don't remember</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Find answers to specific questions</td>\n",
       "      <td>More than 10 times per week</td>\n",
       "      <td>Stack Overflow was much faster</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Man</td>\n",
       "      <td>No</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>White or of European descent;Multiracial</td>\n",
       "      <td>No</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>Easy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent                                         MainBranch Hobbyist  \\\n",
       "0           1             I am a student who is learning to code      Yes   \n",
       "1           2             I am a student who is learning to code       No   \n",
       "2           3  I am not primarily a developer, but I write co...      Yes   \n",
       "3           4                     I am a developer by profession       No   \n",
       "4           5                     I am a developer by profession      Yes   \n",
       "\n",
       "                  OpenSourcer  \\\n",
       "0                       Never   \n",
       "1     Less than once per year   \n",
       "2                       Never   \n",
       "3                       Never   \n",
       "4  Once a month or more often   \n",
       "\n",
       "                                          OpenSource  \\\n",
       "0  The quality of OSS and closed source software ...   \n",
       "1  The quality of OSS and closed source software ...   \n",
       "2  The quality of OSS and closed source software ...   \n",
       "3  The quality of OSS and closed source software ...   \n",
       "4  OSS is, on average, of HIGHER quality than pro...   \n",
       "\n",
       "                               Employment                 Country  \\\n",
       "0  Not employed, and not looking for work          United Kingdom   \n",
       "1      Not employed, but looking for work  Bosnia and Herzegovina   \n",
       "2                      Employed full-time                Thailand   \n",
       "3                      Employed full-time           United States   \n",
       "4                      Employed full-time                 Ukraine   \n",
       "\n",
       "          Student                                            EdLevel  \\\n",
       "0              No                          Primary/elementary school   \n",
       "1  Yes, full-time  Secondary school (e.g. American high school, G...   \n",
       "2              No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "3              No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "4              No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "\n",
       "                                      UndergradMajor  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2                      Web development or web design   \n",
       "3  Computer science, computer engineering, or sof...   \n",
       "4  Computer science, computer engineering, or sof...   \n",
       "\n",
       "                                            EduOther  \\\n",
       "0  Taught yourself a new language, framework, or ...   \n",
       "1  Taken an online course in programming or softw...   \n",
       "2  Taught yourself a new language, framework, or ...   \n",
       "3  Taken an online course in programming or softw...   \n",
       "4  Taken an online course in programming or softw...   \n",
       "\n",
       "                    OrgSize  \\\n",
       "0                       NaN   \n",
       "1                       NaN   \n",
       "2      100 to 499 employees   \n",
       "3      100 to 499 employees   \n",
       "4  10,000 or more employees   \n",
       "\n",
       "                                             DevType YearsCode Age1stCode  \\\n",
       "0                                                NaN         4         10   \n",
       "1  Developer, desktop or enterprise applications;...       NaN         17   \n",
       "2  Designer;Developer, back-end;Developer, front-...         3         22   \n",
       "3                              Developer, full-stack         3         16   \n",
       "4  Academic researcher;Developer, desktop or ente...        16         14   \n",
       "\n",
       "       YearsCodePro           CareerSat                 JobSat  \\\n",
       "0               NaN                 NaN                    NaN   \n",
       "1               NaN                 NaN                    NaN   \n",
       "2                 1  Slightly satisfied     Slightly satisfied   \n",
       "3  Less than 1 year      Very satisfied     Slightly satisfied   \n",
       "4                 9   Very dissatisfied  Slightly dissatisfied   \n",
       "\n",
       "               MgrIdiot  MgrMoney   MgrWant  \\\n",
       "0                   NaN       NaN       NaN   \n",
       "1                   NaN       NaN       NaN   \n",
       "2  Not at all confident  Not sure  Not sure   \n",
       "3        Very confident        No  Not sure   \n",
       "4    Somewhat confident       Yes        No   \n",
       "\n",
       "                                             JobSeek          LastHireDate  \\\n",
       "0                                                NaN                   NaN   \n",
       "1                    I am actively looking for a job  I've never had a job   \n",
       "2  I’m not actively looking, but I am open to new...         1-2 years ago   \n",
       "3       I am not interested in new job opportunities  Less than a year ago   \n",
       "4       I am not interested in new job opportunities  Less than a year ago   \n",
       "\n",
       "                                             LastInt FizzBuzz  \\\n",
       "0                                                NaN      NaN   \n",
       "1                                                NaN      NaN   \n",
       "2                Interview with people in peer roles       No   \n",
       "3  Write code by hand (e.g., on a whiteboard);Int...       No   \n",
       "4  Write any code;Write code by hand (e.g., on a ...       No   \n",
       "\n",
       "                                          JobFactors  \\\n",
       "0                                                NaN   \n",
       "1  Financial performance or funding status of the...   \n",
       "2  Languages, frameworks, and other technologies ...   \n",
       "3  Languages, frameworks, and other technologies ...   \n",
       "4  Industry that I'd be working in;Languages, fra...   \n",
       "\n",
       "                                        ResumeUpdate CurrencySymbol  \\\n",
       "0                                                NaN            NaN   \n",
       "1  Something else changed (education, award, medi...            NaN   \n",
       "2                   I was preparing for a job search            THB   \n",
       "3                   I was preparing for a job search            USD   \n",
       "4                   I was preparing for a job search            UAH   \n",
       "\n",
       "           CurrencyDesc     CompTotal CompFreq  ConvertedComp  WorkWeekHrs  \\\n",
       "0                   NaN  5.519014e+11      NaN  127110.738423    42.127197   \n",
       "1                   NaN  5.519014e+11      NaN  127110.738423    42.127197   \n",
       "2             Thai baht  2.300000e+04  Monthly    8820.000000    40.000000   \n",
       "3  United States dollar  6.100000e+04   Yearly   61000.000000    80.000000   \n",
       "4     Ukrainian hryvnia  5.519014e+11      NaN  127110.738423    55.000000   \n",
       "\n",
       "                                            WorkPlan  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2  There's no schedule or spec; I work on what se...   \n",
       "3  There's no schedule or spec; I work on what se...   \n",
       "4  There is a schedule and/or spec (made by me or...   \n",
       "\n",
       "                                       WorkChallenge  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2  Distracting work environment;Inadequate access...   \n",
       "3                                                NaN   \n",
       "4  Being tasked with non-development work;Inadequ...   \n",
       "\n",
       "                         WorkRemote WorkLoc                  ImpSyn  \\\n",
       "0                               NaN     NaN                     NaN   \n",
       "1                               NaN     NaN                     NaN   \n",
       "2  Less than once per month / Never    Home                 Average   \n",
       "3  Less than once per month / Never    Home  A little below average   \n",
       "4             A few days each month  Office  A little above average   \n",
       "\n",
       "                                   CodeRev  CodeRevHrs  \\\n",
       "0                                      NaN    5.084308   \n",
       "1                                      NaN    5.084308   \n",
       "2                                       No    5.084308   \n",
       "3                                       No    5.084308   \n",
       "4  Yes, because I see value in code review    5.084308   \n",
       "\n",
       "                       UnitTests  \\\n",
       "0                            NaN   \n",
       "1                            NaN   \n",
       "2      No, but I think we should   \n",
       "3      No, but I think we should   \n",
       "4  Yes, it's part of our process   \n",
       "\n",
       "                                         PurchaseHow  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2                                           Not sure   \n",
       "3  Developers typically have the most influence o...   \n",
       "4                                           Not sure   \n",
       "\n",
       "                    PurchaseWhat                           LanguageWorkedWith  \\\n",
       "0                            NaN              HTML/CSS;Java;JavaScript;Python   \n",
       "1                            NaN                          C++;HTML/CSS;Python   \n",
       "2  I have little or no influence                                     HTML/CSS   \n",
       "3  I have little or no influence                          C;C++;C#;Python;SQL   \n",
       "4  I have little or no influence  C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA   \n",
       "\n",
       "                            LanguageDesireNextYear  \\\n",
       "0  C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL   \n",
       "1                      C++;HTML/CSS;JavaScript;SQL   \n",
       "2                                  Elixir;HTML/CSS   \n",
       "3                              C;C#;JavaScript;SQL   \n",
       "4         HTML/CSS;Java;JavaScript;SQL;WebAssembly   \n",
       "\n",
       "                                 DatabaseWorkedWith  \\\n",
       "0                                            SQLite   \n",
       "1                                               NaN   \n",
       "2                                        PostgreSQL   \n",
       "3                                      MySQL;SQLite   \n",
       "4  Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite   \n",
       "\n",
       "                              DatabaseDesireNextYear  \\\n",
       "0                                              MySQL   \n",
       "1                                              MySQL   \n",
       "2                                         PostgreSQL   \n",
       "3                                       MySQL;SQLite   \n",
       "4  Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...   \n",
       "\n",
       "                  PlatformWorkedWith                 PlatformDesireNextYear  \\\n",
       "0                      MacOS;Windows                Android;Arduino;Windows   \n",
       "1                            Windows                                Windows   \n",
       "2                                NaN                                    NaN   \n",
       "3                      Linux;Windows                          Linux;Windows   \n",
       "4  Android;Linux;MacOS;Slack;Windows  Android;Docker;Kubernetes;Linux;Slack   \n",
       "\n",
       "                            WebFrameWorkedWith        WebFrameDesireNextYear  \\\n",
       "0                                 Django;Flask                  Flask;jQuery   \n",
       "1                                       Django                        Django   \n",
       "2                                          NaN                     Other(s):   \n",
       "3                                          NaN                           NaN   \n",
       "4  Django;Express;Flask;jQuery;React.js;Spring  Flask;jQuery;React.js;Spring   \n",
       "\n",
       "  MiscTechWorkedWith                    MiscTechDesireNextYear  \\\n",
       "0            Node.js                                   Node.js   \n",
       "1                NaN                                       NaN   \n",
       "2                NaN                                       NaN   \n",
       "3               .NET                                      .NET   \n",
       "4    Cordova;Node.js  Apache Spark;Hadoop;Node.js;React Native   \n",
       "\n",
       "                                     DevEnviron        OpSys  \\\n",
       "0                    IntelliJ;Notepad++;PyCharm      Windows   \n",
       "1                                  Atom;PyCharm      Windows   \n",
       "2                        Vim;Visual Studio Code  Linux-based   \n",
       "3  Eclipse;Vim;Visual Studio;Visual Studio Code      Windows   \n",
       "4                        IntelliJ;Notepad++;Vim  Linux-based   \n",
       "\n",
       "                               Containers BlockchainOrg  \\\n",
       "0                 I do not use containers           NaN   \n",
       "1                 I do not use containers           NaN   \n",
       "2                 I do not use containers           NaN   \n",
       "3                 I do not use containers    Not at all   \n",
       "4  Outside of work, for personal projects    Not at all   \n",
       "\n",
       "                                        BlockchainIs BetterLife  \\\n",
       "0                                                NaN        Yes   \n",
       "1  Useful across many domains and could change ma...        Yes   \n",
       "2                                                NaN        Yes   \n",
       "3  Useful for decentralized currency (i.e., Bitcoin)        Yes   \n",
       "4                                                NaN        Yes   \n",
       "\n",
       "                                   ITperson OffOn SocialMedia  \\\n",
       "0  Fortunately, someone else has that title   Yes     Twitter   \n",
       "1                                       Yes   Yes   Instagram   \n",
       "2                                       Yes   Yes      Reddit   \n",
       "3                                      SIGH   Yes      Reddit   \n",
       "4                                  Also Yes   Yes    Facebook   \n",
       "\n",
       "               Extraversion ScreenName        SOVisit1st  \\\n",
       "0                    Online   Username              2017   \n",
       "1                    Online   Username              2017   \n",
       "2  In real life (in person)   Username              2011   \n",
       "3  In real life (in person)   Username              2014   \n",
       "4  In real life (in person)   Username  I don't remember   \n",
       "\n",
       "                       SOVisitFreq  \\\n",
       "0  A few times per month or weekly   \n",
       "1            Daily or almost daily   \n",
       "2             A few times per week   \n",
       "3            Daily or almost daily   \n",
       "4           Multiple times per day   \n",
       "\n",
       "                                           SOVisitTo  \\\n",
       "0  Find answers to specific questions;Learn how t...   \n",
       "1  Find answers to specific questions;Learn how t...   \n",
       "2  Find answers to specific questions;Learn how t...   \n",
       "3  Find answers to specific questions;Pass the ti...   \n",
       "4                 Find answers to specific questions   \n",
       "\n",
       "                  SOFindAnswer                     SOTimeSaved  SOHowMuchTime  \\\n",
       "0           3-5 times per week  Stack Overflow was much faster  31-60 minutes   \n",
       "1           3-5 times per week  Stack Overflow was much faster  11-30 minutes   \n",
       "2          6-10 times per week        They were about the same            NaN   \n",
       "3           1-2 times per week  Stack Overflow was much faster  31-60 minutes   \n",
       "4  More than 10 times per week  Stack Overflow was much faster            NaN   \n",
       "\n",
       "  SOAccount                           SOPartFreq  \\\n",
       "0        No                                  NaN   \n",
       "1       Yes      A few times per month or weekly   \n",
       "2       Yes  Less than once per month or monthly   \n",
       "3       Yes  Less than once per month or monthly   \n",
       "4       Yes      A few times per month or weekly   \n",
       "\n",
       "                                              SOJobs  \\\n",
       "0  No, I didn't know that Stack Overflow had a jo...   \n",
       "1  No, I knew that Stack Overflow had a job board...   \n",
       "2                                                Yes   \n",
       "3                                                Yes   \n",
       "4  No, I knew that Stack Overflow had a job board...   \n",
       "\n",
       "                                            EntTeams           SOComm  \\\n",
       "0                No, and I don't know what those are          Neutral   \n",
       "1                No, and I don't know what those are    Yes, somewhat   \n",
       "2  No, I've heard of them, but I am not part of a...          Neutral   \n",
       "3                No, and I don't know what those are   No, not really   \n",
       "4  No, I've heard of them, but I am not part of a...  Yes, definitely   \n",
       "\n",
       "                             WelcomeChange  \\\n",
       "0  Just as welcome now as I felt last year   \n",
       "1  Just as welcome now as I felt last year   \n",
       "2  Just as welcome now as I felt last year   \n",
       "3  Just as welcome now as I felt last year   \n",
       "4  Just as welcome now as I felt last year   \n",
       "\n",
       "                                        SONewContent   Age Gender Trans  \\\n",
       "0  Tech articles written by other developers;Indu...  14.0    Man    No   \n",
       "1  Tech articles written by other developers;Indu...  19.0    Man    No   \n",
       "2  Tech meetups or events in your area;Courses on...  28.0    Man    No   \n",
       "3  Tech articles written by other developers;Indu...  22.0    Man    No   \n",
       "4  Tech meetups or events in your area;Courses on...  30.0    Man    No   \n",
       "\n",
       "                 Sexuality                                 Ethnicity  \\\n",
       "0  Straight / Heterosexual                                       NaN   \n",
       "1  Straight / Heterosexual                                       NaN   \n",
       "2  Straight / Heterosexual                                       NaN   \n",
       "3  Straight / Heterosexual              White or of European descent   \n",
       "4  Straight / Heterosexual  White or of European descent;Multiracial   \n",
       "\n",
       "  Dependents           SurveyLength                  SurveyEase  \n",
       "0         No  Appropriate in length  Neither easy nor difficult  \n",
       "1         No  Appropriate in length  Neither easy nor difficult  \n",
       "2        Yes  Appropriate in length  Neither easy nor difficult  \n",
       "3         No  Appropriate in length                        Easy  \n",
       "4         No  Appropriate in length                        Easy  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_results_public_2019.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Prepare Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* We will not use all columns in our analysis so we need to select the columns and create a new dataframe\n",
    "* DevEnviron, IDE and LanguageWorkedWith columns needs to be splitted \n",
    "* Year column need to be added for both dataset\n",
    "* Two dataframes will be combined to create a single dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 400,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#the functıon for spliting text in a column into multiple rows\n",
    "def split_column_to_rows(df,column,sep=\";\"):\n",
    "    '''\n",
    "    split text in a column into multiple rows\n",
    "    \n",
    "    '''\n",
    "    s = df[column].str.split(sep, expand=True).stack()\n",
    "    i = s.index.get_level_values(0)\n",
    "    df2 = df.loc[i].copy()\n",
    "    df2[column] = s.values\n",
    "    return df2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 404,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>DevEnviron</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>Komodo</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>Vim</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>Visual Studio Code</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>IPython / Jupyter</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Sublime Text</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Country          DevEnviron  year\n",
       "0           Kenya              Komodo  2018\n",
       "0           Kenya                 Vim  2018\n",
       "0           Kenya  Visual Studio Code  2018\n",
       "1  United Kingdom   IPython / Jupyter  2018\n",
       "1  United Kingdom        Sublime Text  2018"
      ]
     },
     "execution_count": 404,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IDE_2019 = survey_results_public_2019[['Country','DevEnviron']] # Country and DevEnviron columns selected for 2019 dataset\n",
    "new_IDE_2019 = split_column_to_rows(IDE_2019,'DevEnviron') # split text in DevEnviron column into multiple rows\n",
    "\n",
    "IDE_2018 = survey_results_public_2018[['Country','IDE']] # Country and IDE columns selected for 2018 dataset\n",
    "new_IDE_2018 = split_column_to_rows(IDE_2018,'IDE')  # split text in IDE column into multiple rows\n",
    "new_IDE_2018.rename(columns={\"IDE\": \"DevEnviron\"},inplace=True) # IDE and DevEnviron is same thing so changed name to DevEnviron\n",
    "\n",
    "new_IDE_2019['year'] = 2019 # year column added\n",
    "new_IDE_2018['year'] = 2018 # year column added\n",
    "new_IDE = pd.concat([new_IDE_2018,new_IDE_2019]) # concatenation of two dataframes\n",
    "new_IDE.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['United States',\n",
       " 'India',\n",
       " 'Germany',\n",
       " 'United Kingdom',\n",
       " 'Canada',\n",
       " 'France',\n",
       " 'Brazil',\n",
       " 'Russian Federation',\n",
       " 'Australia',\n",
       " 'Poland',\n",
       " 'Netherlands',\n",
       " 'Spain',\n",
       " 'Italy',\n",
       " 'Sweden',\n",
       " 'Turkey']"
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "most_countries = new_IDE.groupby(['Country']).size().sort_values(ascending=False).head(15).index.tolist() # first 15 countries participating in the survey \n",
    "most_countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>LanguageWorkedWith</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>Python</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>HTML/CSS</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Python</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Country LanguageWorkedWith  year\n",
       "0           Kenya         JavaScript  2018\n",
       "0           Kenya             Python  2018\n",
       "0           Kenya           HTML/CSS  2018\n",
       "1  United Kingdom         JavaScript  2018\n",
       "1  United Kingdom             Python  2018"
      ]
     },
     "execution_count": 406,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LANG_2019 = survey_results_public_2019[['Country','LanguageWorkedWith']]  # Country and LanguageWorkedWith columns selected for 2019 dataset\n",
    "LANG_2019['LanguageWorkedWith'] = LANG_2019['LanguageWorkedWith'].str.replace('Bash/Shell/PowerShell','Bash/Shell') # Language Bash/Shell changed to Bash/Shell/PowerShell in 2019, replaced with old form  \n",
    "new_LANG_2019 = split_column_to_rows(LANG_2019,'LanguageWorkedWith')  # split text in LanguageWorkedWith column into multiple rows\n",
    "\n",
    "\n",
    "\n",
    "LANG_2018 = survey_results_public_2018[['Country','LanguageWorkedWith']]\n",
    "LANG_2018['LanguageWorkedWith'] = LANG_2018['LanguageWorkedWith'].str.replace('HTML;CSS','HTML/CSS') # while HTML CSS are two different languages in 2018,  it has become a single language in 2019\n",
    "new_LANG_2018 = split_column_to_rows(LANG_2018,'LanguageWorkedWith')  # split text in LanguageWorkedWith column into multiple rows\n",
    "\n",
    "new_LANG_2019['year'] = 2019 # year column added\n",
    "new_LANG_2018['year'] = 2018 # year column added\n",
    "new_LANG = pd.concat([new_LANG_2018,new_LANG_2019])\n",
    "new_LANG.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Answer Questions based on dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ### What is the most preferred IDE in 2018 and 2019?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>DevEnviron</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>Visual Studio Code</td>\n",
       "      <td>17.546479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018</td>\n",
       "      <td>Visual Studio Code</td>\n",
       "      <td>11.691380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018</td>\n",
       "      <td>Visual Studio</td>\n",
       "      <td>11.508980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018</td>\n",
       "      <td>Notepad++</td>\n",
       "      <td>11.457819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019</td>\n",
       "      <td>Visual Studio</td>\n",
       "      <td>10.885620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2019</td>\n",
       "      <td>Notepad++</td>\n",
       "      <td>10.541509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018</td>\n",
       "      <td>Sublime Text</td>\n",
       "      <td>9.702777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2019</td>\n",
       "      <td>IntelliJ</td>\n",
       "      <td>8.777397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019</td>\n",
       "      <td>Vim</td>\n",
       "      <td>8.776209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018</td>\n",
       "      <td>Vim</td>\n",
       "      <td>8.664878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year          DevEnviron  percentage\n",
       "0  2019  Visual Studio Code   17.546479\n",
       "1  2018  Visual Studio Code   11.691380\n",
       "2  2018       Visual Studio   11.508980\n",
       "3  2018           Notepad++   11.457819\n",
       "4  2019       Visual Studio   10.885620\n",
       "5  2019           Notepad++   10.541509\n",
       "6  2018        Sublime Text    9.702777\n",
       "7  2019            IntelliJ    8.777397\n",
       "8  2019                 Vim    8.776209\n",
       "9  2018                 Vim    8.664878"
      ]
     },
     "execution_count": 407,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_IDE_group = new_IDE.groupby(['year','DevEnviron']).size()\n",
    "new_IDE_group = new_IDE_group.groupby(level=0).apply(lambda x:100 * x / float(x.sum())).sort_values(ascending=False).reset_index()\n",
    "new_IDE_group.rename(columns={0: \"percentage\"},inplace=True)\n",
    "new_IDE_group.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AAAADgiIAAAAAwKDMvszmQRf98rwSuxYavyvJa9bxO8apdGCcSgfGCQBKB2YU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\nOn78uHbs2KE5c+ZYEkVXV1ctWLBAq1evltlsVkpKitWxFy9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R69avaMSI/z1vpE6deura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\no4IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b493ebdb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8))\n",
    "sns.barplot(x = new_IDE_group['percentage'],\n",
    "            y =  new_IDE_group['DevEnviron'],\n",
    "            hue = 'year',\n",
    "            data = new_IDE_group)\n",
    "\n",
    "plt.xlabel(\"Usage\", fontsize = 14)\n",
    "plt.ylabel(\"IDE\", fontsize = 14)\n",
    "plt.legend(fontsize='x-large')\n",
    "plt.title('Most common IDE used in the world', size = 16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the result and plot, it's obvious that the most preferred IDE in both 2018 and 2019 is Visual Studio Code. While Visual Studio, Visual Studio Code and Notepad++ are in close ratios in 2018, Visual Studio Code opens the gap in 2019, keeping the first place with a big difference.\n",
    "\n",
    "Sublime Text, Eclipse and Atom were less preferred in 2019 compared to 2018."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ### What is the most preferred programming language in 2018 and 2019?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 409,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>13.443434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019</td>\n",
       "      <td>HTML/CSS</td>\n",
       "      <td>12.591458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018</td>\n",
       "      <td>JavaScript</td>\n",
       "      <td>12.554380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018</td>\n",
       "      <td>HTML/CSS</td>\n",
       "      <td>11.495823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019</td>\n",
       "      <td>SQL</td>\n",
       "      <td>10.793067</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year LanguageWorkedWith  percentage\n",
       "0  2019         JavaScript   13.443434\n",
       "1  2019           HTML/CSS   12.591458\n",
       "2  2018         JavaScript   12.554380\n",
       "3  2018           HTML/CSS   11.495823\n",
       "4  2019                SQL   10.793067"
      ]
     },
     "execution_count": 409,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_LANG_group = new_LANG.groupby(['year','LanguageWorkedWith']).size()\n",
    "new_LANG_group = new_LANG_group.groupby(level=0).apply(lambda x:100 * x / float(x.sum())).sort_values(ascending=False).reset_index()\n",
    "new_LANG_group.rename(columns={0: \"percentage\"},inplace=True)\n",
    "new_LANG_group.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 410,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3zZs3z4knnprDDz+qIob0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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b49e566a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(21,12))\n",
    "sns.barplot(x = new_LANG_group.head(18)['percentage'],\n",
    "            y =  new_LANG_group.head(18)['LanguageWorkedWith'],\n",
    "            hue = 'year',\n",
    "            data = new_LANG_group.head(18))\n",
    "\n",
    "plt.xlabel(\"Usage\", fontsize = 15)\n",
    "plt.ylabel(\"LanguageWorkedWith\", fontsize = 21)\n",
    "plt.legend(fontsize='x-large')\n",
    "plt.title('Most common programming languages in the world', size = 15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the result and plot, it's obvious that the most preferred programming language in both 2018 and 2019 is Javascript. The popularity of web-based programming languages is increasing day by day. \n",
    "\n",
    "We see that python was preferred more in 2019 than in 2018. I think that Python programming language will increase its popularity in the coming years as it is a popular language in AI / ML."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ### What is the most preferred IDE in the first 15 countries participating in the survey and what is its change over the years?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 372,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Nyo6gzt7JkmYCs6tft7E9oxfimgVsBYygPHjhIWCh7RNWo44xwFLbd61pPBER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CgiJrRyvdHAIdn+VwLOjIhpy7PP1i5vZmbmzHXmmplZ9TlvnbdmZlZetYbImAAcCkwFkNQd2AcY\nGxELqrTPJpcBW0XEG5J6Ao9LuhPoBwwHWhW+TSLi9tYuK2kEsDvwpYhYIumzwL2StomIV5Znv2Zm\nZq3kzHXmmplZ9TlvnbdmZlZGtRqYbwTOldQjIhYC+wJ3RMQCSdOAY4B1gJ8BS4DXgYOB/YE+EfFt\nSSsDcyOit6SdgbOzbfcgBft7Zfb9MnCipBuBp4G+EbFY0mRgq+zq6yDSleHbJQ0FRkTESEnHAkcC\nLwHrAUgaWVDTqcAIYClwb0SMKdr30cApEbEEICL+IWnriHg1uxp9BemKbyNwQkQ8XmafK5F+RGxK\nGsbkrJau+HbvO6u52WaWc6f/2d/x9nbBsB/VuoTWcubSfpnrvDWrP87IfHPeAs7bkpy5ZpXhnLQm\n1czcqozBHBGLgJuBr2STRpGu+BbaD7gJ2BmYCKzVzCY3Bw6JiF2BPwIHNrPscFJAX0sKtO9IagDO\nBaaWuw1I0hrAicBA0o+F7kXz+wNfJQX3IGBTScOKNrMB8FzhhIh4NXt5ITA+IgZn+7mimX0eCbyS\nLbsv8MtmPq+ZmXViztxlnLlmZlYtzttlnLdmZlasmg/5uxz4hqQNgLUi4tGi+eeRrmb+FTiAdJW3\nUEPB6xeA8ZImAbuQrpB+jKS1gI0jYkxEbAlsCwwFikOy1H76AE9FxOLs6mzxJZ4+wMyIWBIRjcB9\npB8Fhf4JfKaopj0krQ/0Be4FiIjZ2XLl9tkf2Du7Ev47oJukdZr5DGZm1rk5c3HmmplZ1Tlvcd6a\nmdnHVa2BOSLmAD1JVy8nlljkYGBSROwCPAWMBhYBn8rmDyhY9tfAqIgYCbzIR4O50CeA6yU1BeBL\nwDxgMemBBE2ft9R+ngP6SVpFUldgm6JtzwV2lNQtu1o8GHimaJmJwHcldQOQtBnplqEPgL8BX8ym\nb53VVW6fc4FrI2IIsBdwA+kWKzMzs49x5jpzzcys+py3zlszMyutmj2YIYXRUaRbeYo9BFwp6R5g\nV+Aq4Hagt6TppFt13sqW/S3woKQZpEDfoNTOImIecDxwk6QHgJnAoxFxB/As0F/SSaQwP1nSXcCG\n2brzge8B9wO3AQuKtj0HuB6YQboK+zzwh6JlpmT7nK70lOHfkG57+i/pqb/HZ9MvBY5oZp+/Avpk\nx+Z+4J8R8UGpz2xmZpZx5jpzzcys+py3zlszMyvS0NjYWOsarDIa589/u9Y1LJdevXrimttHHut2\nze0nj3XnpeZevXqW641k+ZW7vIX8fGeK5bHuPNYMrru9ue7Kct52WHWdufX6fSjkGivDNVaGa6yM\nWtdYLnOr3YPZzMzMzMzMzMzMzDqobrUuwCrjoDMm17oEM+tkxp0+vNYlmLU7561Zfjm3zPLFmWtW\nf5ylVk7uG5iz8Z7OiYipBdPGAXOALYCLIuJfK7iP3sCUiBhYNH0v0rhTHwBdgSsiYrKktYGhEXFN\nK7c/BbgMWBnYKCImrEi9ZmZmlea8NTMzsybN/C44Aui3or8JzMwsX3LfwAxMAA4FpgJI6g7sA4yN\niAXNrVgBlwFbRcQbknoCj0u6E+gHDAdadcLbJCJur0KNZmZmleC8NTMzsyblfhd8sh1+F5iZWZ3p\nCA3MNwLnSuoREQuBfYE7ImKBpGnAMcA6wM+AJcDrwMHA/kCfiPi2pJWBuRHRW9LOwNnZtnuQQvO9\nMvt+GThR0o3A00DfiFgsaTKwlaTRwCBSb6zbJQ0FRkTESEnHAkcCLwHrAUgaWVDTqcAIYClwb0SM\nqdDxMjMzawvnrZmZmTUp+bsAuEXSMaRs3QRYF1gbuIT0m2Az4LCImFmbss3MrBpy38AcEYsk3Qx8\nBZgMjALOKlpsP+Am4EJST6e1mtnk5sAhEfGipLHAgdl2SxkOnAxcSzppvUzS94FzgWMiYoKkQcUr\nSVoDOBHoT7rd95Gi+f2Br5JOlpcCv5M0LCL+XK7o7n1nNfORzKwzumDYj1q1XK2fQmv54LxNnLdm\nldXarCrHGWZWG838LrioYLF3I2KopG8De0fEPpJGkRqfW2xgduaaVd6K5q5ZOV1qXUCFXA58Q9IG\nwFoR8WjR/PNIJ6R/BQ4g9awq1FDw+gVgvKRJwC7ASqV2KGktYOOIGBMRWwLbAkOBYc3U2bSfPsBT\nEbE4IpYAxcnZB5gZEUsiohG4j3QibmZmVkvOWzMzM2vS0u+CpvdvkO5AgnSH08rtVJ+ZmbWTDtHA\nHBFzgJ6kXkoTSyxyMDApInYBngJGA4uAT2XzBxQs+2tgVESMBF7koyfDhT4BXC/pM9n7l4B5wGJS\nL6mmY1tqP88B/SStIqkrsE3RtucCO0rqJqkBGAw8U6YOMzOzduG8NTMzsyat+F3Q2L4VmZlZrXSI\nBubMROAo0u2zxR4CrpR0D7ArcBVwO9Bb0nTS7bFvZcv+FnhQ0gxSWG5QamcRMQ84HrhJ0gOkW3we\njYg7gGeB/pJOIp1AnyzpLmDDbN35wPeA+4HbgAVF254DXA/MIPW2eh74w3IeDzMzs2pw3pqZmVmT\n5n4XmJlZJ9HQ2OiLih1EY97Gn8vjmHl5rBnyWbdrbj95rDsvNffq1bNcr1zLr9zlLeTnO1Msj3Xn\nsWZw3e3NdVeW87bDquvMrdfvQyHXWBmusTJcY2XUusZymduRejCbmZmZmZmZmZmZWTvqVusCrDIO\nOmNyrUswswLjTh9e6xLMrAqct2blOfvMrJKcuWbV5dy2SnIPZjMzMzMzMzMzMzNrk07TwCxpiKQ3\nCp5Cj6TzJY0ss/zakg6qUi1TJA2pxrbNzMw6M0n3Stq1aNo4Se9I2qhWdZmZmVWSz2/NzKyedJoG\n5sx7wG8kteYhEFsCvl/AzMwsXyYAhza9kdQd2Af4ZET8q2ZVmZmZVZ7Pb83MrC50tjGYp5Ia1Y8F\nLm6aKOlUYASwFLg3IsYAZwJbSRoN3EY6YV0ZWASMBroCNwAvAZ8GbouIMyVtAVyU7WdN4ISIuF/S\nscCR2fLrFRYl6RxgXkRcVjR9EjAlIm5v6YN17ztruQ6EWWd3wbAfVXybtX6aq5kBcCNwrqQeEbEQ\n2Be4A7hF0jGkvN8EWBdYG7gE2B/YDDgsImY2t3HnrVl5p/952fejGjlrZh/TYc9vwZlrtiKcw9be\nOlsPZoBvAidL2jR73xP4KjAo+9+mkoYB5wJTI2ICcCEwPiJ2yV6fn63bGxgJbA/sKmkAsDlwakTs\nRgriUZLWAE4EBpJOdLsDSPqapGnZNk6RNE3S7pJOzKYPBX6aTe9fpeNhZmbWYUTEIuBm4CvZpFGk\nk+hC70bEUOAmYO+I2IeU7SParVAzM7PK8PmtmZnVXGfrwUxEvCrpJGASMIN01XZmRCwBkHQfKUQf\nLFitPzBW0higgXQrEsDjEfFatt6DgIB/A9+V9C4p3N8C+gBPRcTibNlZWS3XAdeVuMJ7JzBuea/w\nmpmZGQCXAxdIuhtYKyIelVQ4/9Hs3zeAp7PXr5N+E5iZmeWGz2/NzKwedMYezETEn4AgXVldBOwo\nqVs2dtVg4BngA5Ydn7nAmIgYAhxNuv0WoK+kHpK6AjuSTlLHA2dHxGHAHFJgPwf0k7RKtuw21f+U\nZmZmnVNEzCGdBJ8ITCyxSGP7VmRmZlY9Pr81M7Na63Q9mAucBHwJeBu4nnS1twswHfgDsAHQP7sa\nfBpwqaSVgVVIJ6yQrvTeAHwSuDEiHpd0NXCzpJeB/wDrRsR8Sd8D7gfmAwsKC4mIc0oVGBEjK/Zp\nzczMOpeJwAXARrUuxMzMrB34/NbMzGqmobHRnXjaQlJv0u09A2tdS6Yxbw8Xy+MD0fJYM+Szbtfc\nfvJYd15q7tWrZ2ue6m75kru8hfx8Z4rlse481gyuu7257spy3q64Ojy/hTrP3Hr9PhRyjZXhGivD\nNVZGrWssl7mdcogMMzMzMzMzMzMzM1txnXmIjBUSEc+TnppbFw46Y3KtSzD7mHGnD691CWZmFeW8\nNSvPuW+WX/V2fgvOXLPlcc1PD651CdbJuYG5HUi6FzgnIqYWTBsHHAH0i4h/1aw4MzOzCpI0hDTW\nY/+I+Hc27XxgbkRMKrH82sDQiLimCrVMAS6LiGmV3raZmVk1Sfo2sBvp4XyNwNiIeKTMsr0pMbyF\npEnAlOztRhExoQJ1TQY2BHqTxmx+EZgTEccvxzaGAPMj4qkVrcfMzOqDG5jbxwTgUGAqgKTuwD7A\nJyNiQXMrmpmZ5dB7wG8k7R4RLT3sYUtgOFDxBmYzM7M8ktSPlI07RUSjpK2BK4Gt2rK9iLi9UrVF\nxMFZjecA8yLisjZs5khgEuAGZjOzDsINzO3jRuBcST0iYiGwL3AHcIukY4ARwCbAusDawCXA/sBm\nwGERMbM2ZZuZmbXJVNJzHo4FLm6aKOlUUuYtBe6NiDHAmcBWkkYDt5Euyq4MLAJGA11JT7R/Cfg0\ncFtEnClpC+CibD9rAidExP2SjiWduL4ErFdYVLmT4aYeXpU8ATczM1sB/wU2Ag6XdHtEzJa0A4Ck\nacAxETE3O5dcn9RY20vSH0nZd0tE/LBpY5JGAn2Ay4DrgH+TeiBPAbYAtsnWGSupPzAeaABeBQ6P\niDdbKjjrRPUr4HOk7P4O8AQwk3Ru2xX4LXAisDvQX9LeEfFCG4+RmZnVETcwt4OIWCTpZuArwGRg\nFHAW6cS4ybsRMTS7FWrviNhH0ijSiXiLDczd+86qQuVmK+b0P3/87/KCYT+qQSVmVgPfBGZJ+kv2\nvifwVWAQqYH5d5KGAeeSTpQnSLoOGB8Rt0n6EnA+qQG6N7An8CYwXdIAYFPg1IiYI+kgYJSkp0gn\nrv1JtxQ/AiDpa1k9vYH3JI3I9tuPlM19gAFZBh8fEXPKfSjnrXU0Tblc6yeSm9kyEfGKpOHAccDZ\nkhaS8vB3zay2GvAN4B3gvqyxuZTPAXsAqwD/IA13sRD4JzAWuJzUqPy0pCOAM7J9t+Ro4MWIGCVp\nXWBaRGwh6XDgClLbwzey3L4TmNRS47Iz1/LE57nW2bmBuf1cDlwg6W5grYh4VFLh/Eezf98Ans5e\nv07qxWVmZpYrEfGqpJNIvapmkPJsZkQsAZB0H7A58GDBav2BsZLGkHpOvZdNfzwiXsvWexAQqffV\ndyW9S2q8fovUUPxURCzOlp2V1XIdcF2JHsx3AuPcg9nMzOqJpE2AtyLi8Oz9dsCt2blkoYaC1483\n9TTO8m+zMpt/LiLelLQYeLkgX5uGtOoLXJKdq64EPNPKsvsDAyXtlL3vLmnNiHhA0oLs85S9gGtm\nZvnWpdYFdBZZmPYk9ayaWGKRlsaoNDMzy5WI+BMQwEjSkBc7SuomqQEYTDpp/YBlv0fmAmMiYgip\nJ9SN2fS+knpI6grsSLoQOx44OyIOA+aQTrKfA/pJWiVbdpvqf0ozM7OK2xK4VFJTZ6NnSHfxvE/K\n009l0wcUrNNX0mqSupGystz4xi2ddwZwaJbFZwC3tLLmucDV2Xp7A9cDb2Z3Db0CdJO0X7ZsYfab\nmVkH4B7M7WsicAFpPC0zM7PO4CTgS8DbpJPNGaSTyunAH4ANSOMwngScxrIT6lVIF2Uh9WS+Afgk\ncGNEPC7pauBmSS8D/wHWjYj5kr4H3A/MBz7yIN2IOKdUgRExsmKf1szMbAVFxE2S+gIPSnqHlJun\nZz2PxwO/lPRvoHCIiddI4yv3Aq7Lhrhoy+6/CVyVXagFOKKV610KXC7pHmB14BekoanOBnYCugP3\nSHqYdPfSBZKej4jW9pA2M7M61tDY6I6zHURj3sbNy+NYf3msGfJZt2tuP3msOy819+rVs6Hlpaw5\nknqThq8YWOtaMrnLW8jPd6ZYHuvOY83gutub664s522HVdeZW6/fh0KusTJcY2W4xsqodY3lMte3\npZiZmZmZmZmZmZlZm3iIjA7ioDMm17oE64TGnT681iWYWQcXEc8D9dJ72XlrueGMNrO8c+ZaZ+Ps\ntjxzD2YzMzMzMzMzMzMza5MO0YNZ0reB3UhPo20ExkbEI2WW7U2JsRwlTQKmZG83iogJFahrMrAh\n6eEG7wEvAnMi4vjl2MYQYH5ElHsKsJmZWbtx5pqZmXVcLT37QNJo4DcRsaTM/GnAMcAIYB4wExge\nEW8+LeUAACAASURBVD8oWGYk0Ccivl3R4s3MrGZy38AsqR8wHNgpIholbQ1cCWzVlu1FxO2Vqi0i\nDs5qPAeYFxGXtWEzRwKTAJ/smplZTTlzzczMOr2xwFVAyQbmYhExG5hd1YrMzKzmct/ADPwX2Ag4\nXNLtETFb0g6w7OppRMyVdAywPunEsZekPwLrAbdExA+bNtZ0NRW4DLgO+DepN9QUYAtgm2ydsZL6\nA+OBBuBV4PCIeLOlgiV1B34FfA7oCnwHeIJ0dXf/bNpvgROB3YH+kvaOiBfKbbN731ktHijr+C4Y\n9qOS02v9lFEz6zA6feY6b621ymWymVkeZLk+m5THqwMHku5gWp+U0/tJ+jEwmDT05kURcUOJ7Qwh\n/T4Ysbw1OHOt8/EYzJZfuR+DOSJeIetNBTwgaS4wrIXVVgO+ka2zl6RyPa8+BxyRbe+HwCnAjtk0\ngMuBYyNiCHArcEYryz4aeDEidgb2Ay7NTpIPB64AJgLfiIh7gDuBU5trXDYzM2sPzlwzM7NOZVZE\n7EbKx69HxBWkYS9GSNoL+GxE7ATsApwpac0a1mpmZjWU+x7MkjYB3oqIw7P32wG3Srq7aNGGgteP\nN/V6kjQL2KzM5p+LiDclLQZejojXsnUas/l9gUskAawEPNPKsvsDAyXtlL3vLmnNiHhA0oLs88xp\n5bbMzMzahTPXzMysU3ks+/ffpJ7LhfoD22Y9nSFl88blNiSpK7BqRLyVTWost6yZmeVP7nswA1sC\nl0paOXv/DPAm8D6wCPhUNn1AwTp9Ja0mqRupd1S5sRZbCr0ADs16U50B3NLKmucCV2fr7Q1cD7wp\naQTwCtBN0n7Zsh/QMf5/MjOz/HPmmpmZdR6lsrkpK+cCd2f5uispX59rZlt7A7/IXm9AGnbLzMw6\niNyfREXETcA04EFJM4C/AKdnvaXGA7+U9BfSGItNXiON9Xg/cGNEPN3G3X8TuErSfcD5pDEdW+NS\nYEtJ9wAzSEHcGzgb+BYwGviJpE8DDwIXSCrX48vMzKxdOHPNzMw6vftIQ1X9CXgny+VHgMaIaO6h\nL3cA60q6F/g8aYgqMzPrIBoaG31nSgfRmLeHuOXxwXN5rBnyWbdrbj95rDsvNffq1bOh5aUsZ3KX\nt5Cf70yxPNadx5rBdbc3111ZztsOq64zt16/D4VcY2W4xspwjZVR6xrLZW7uezCbmZmZmZmZmZmZ\nWW3k/iF/lhx0xuRal2A5Mu704bUuwcwsl5y31lrOWjOzFePMtY7OvxWsI3ED8wqQ1BuYEhEDy8wf\nDfwmIpaUmT8NOAYYAcwDZgLDI+IHBcuMBPpExLcrWryZmVmOOHPNzKyzyMYpPiciphZMGwfMAbYA\nLoqIf63gPnpTIlcl7QWcRnqYX1fgioiYLGltYGhEXNPK7U8BLgNWBjaKiAkrUq+ZmdU3NzBX11jg\nKqDkyW6xiJgNzK5qRWZmZh2TM9fMzDqKCcChwFQASd2BfYCxEbGgyvu+DNgqIt6Q1BN4XNKdQD9g\nONCqBuYmEXF7FWo0M7M64wbmCsh6Rc0mXU1eHTgQ2A1YH5gC7Cfpx8Bg0rjXF0XEDSW2MwQ4JiJG\ntE/lZmZm+eLMNTOzTuBG4FxJPSJiIbAvcEdELCi4I2cd4GekC6uvAwcD+5PdiSNpZWBuRPSWtDNw\ndrbtHqTG6/fK7Ptl4ERJNwJPA30jYrGkycBW2R1Dg0i9n2+XNBQYEREjJR0LHAm8BKwHH707SNKp\npDuJlgL3RsSYCh0vMzOrMTcwV86siDhJ0rnA1yPifEnfBUZktxl9NiJ2yoJ+ZnYVuGK6951Vyc1Z\nB3f6n1v+e7lg2I/aoRIzszapWeY6b621WpO1reVMNutcImKRpJuBrwCTgVHAWUWL7QfcBFxI6lm8\nVjOb3Bw4JCJelDSWdHG23ADHw4GTgWtJjcSXSfo+cC7pwuwESYOKV5K0BnAi0J80vMYjRfP7A18l\nNU4vBX4naVhE/Llc0c5cyzvnt3UmXWpdQAfyWPbvv0njTBXqD2ybXW2+HVgJ2LjchiR1lbR6waTG\nCtZpZmaWd85cMzPr6C4HviFpA2CtiHi0aP55pAbgvwIH8PEhohoKXr8AjJc0CdiFlI0fI2ktYOOI\nGBMRWwLbAkOBYc3U2bSfPsBTEbE4ex5CcetwH2BmRCyJiEbgPlLDt5mZdQBuYK6cUiekH5CO8Vzg\n7ogYAuwKXA8818y29gZ+kb3eAPhv5co0MzPLPWeumZl1aBExB+hJ6hU8scQiBwOTImIX4ClgNLAI\n+FQ2f0DBsr8GRkXESOBFPtr4XOgTwPWSPpO9f4n0YNzFLMtZyuznOaCfpFUkdQW2Kdr2XGBHSd0k\nNZCGsnqmTB1mZpYzbmCurvuAW4E/Ae9Iuo90q1BjRLzdzHp3AOtmTw/+PKV/UJiZmdkyzlwzM+to\nJgJHkYarKPYQcKWke0gXVK8i3bnTW9J00nAUb2XL/hZ4UNIMUqP1BqV2FhHzgOOBmyQ9AMwEHo2I\nO4Bngf6STiI1WJ8s6S5gw2zd+cD3gPuB24AFRdueQ7roO4PUu/l54A/LeTzMzKxONTQ2+k7QDqJx\n/vzmzp/rT69ePXHN7SOPdbvm9pPHuvNSc69ePcv1ELL8yl3eQn6+M8XyWHceawbX3d5cd2U5bzus\nus7cev0+FHKNleEaK8M1VkatayyXue7BbGZmZmZmZmZmZmZt0q3WBVhlHHRGuYcAW56MO314rUsw\nM7NmOG87BuetmVn9c+ZaS5znZvXDPZjNzMzMzMzMzMzMrE3cwFwlksZI+v/s3Xu8pnO9//HXjMGQ\nQbTksJVDvI0xFSWSMoRG2bQVxmGHHEJENKMcys5MRGQkyqkpBpm2Top+avZgaAzJjvBmp5BDxiHj\nEDNj1u+P61rclnWcuc/zfj4e81j3fZ3uz3Vbt/e6v9/r+n4flzS8fD5a0kcaXVdERES7SeZGRETU\nXvI2IiJ6kwbm2tkHuBIYVz7/FLBx48qJiIhoW8nciIiI2kveRkREjzIGcw1IGgP8BfgecJmk64H9\ngXmS7gBWAiYCLwNPA58F3gt8BXgFWLvcdzvgPcBk2+f39ZrLjJxdi1MJ4IydJ772uNGzdUZExBvV\nO3OTt9VRma19Se5GRDSHfMeNgWb3YCXrI9pDGphr4yDgItuW9Arwb8AU4AngNuBBYGvbj0o6CjgR\nuKbc7r3A+4BpwPrAWsBPgT7DNyIiYgmVzI2IiKi95G1ERPQqQ2RUmaS3Ah8HjpJ0HUVP7hEVm7wN\nmGv70fL5jcCo8vHdtucD/wT+Ynse8CwwvC7FR0REtJBkbkRERO0lbyMioj9pYK6+fYGLbe9oeyyw\nBbAj0Enxfj8FrChpjXL7bYD7y8ed9S42IiKihSVzIyIiai95GxERfUoDc/UdBFza9cT2S8B/Awso\nennHAAcDV0u6GdgeOKX+ZUZERLS8ZG5ERETtJW8jIqJPQzo706HYJjpbbWD8VhzMvxVrhtasOzXX\nTyvW3So1d3SMGNLoGqLqWi5voXU+M921Yt2tWDOk7npL3dWVvG1bTZ25zfp5qJQaqyM1VkdqrI5G\n19hb5uYK5oiIiIiIiIiIiIhYJMMaXUBUx94Tpja6hKY0efwujS4hIiLaSPK2teTvgIiI1pXMjd4k\n3yOaTxqYS5LGAFcB91BMRLAcMNX2d3rZ/hCKyQ4WAksDJ9ieIWkKcKXt6+pRd0RERDvqlstd5tje\nvYdtZwCHAlsCz9j+RT1qjIiIaHXJ24iIqIY0ML/RdNvjACQtC1jSpbb/WbmRpHHADsBHbc+XtC5w\no6RN619yRERE23otlwfC9pQa1hIREdGukrcREbFY0sDcuxEUVzL/QdKGtl+V9E3gduBzwDG25wPY\n/quk99p+WhLA5yRNAFYCDrM9W9KpwPvL495r+wBJJwNbASsABwJTgEeAdYArgU2ATYFf2T6+Tucd\nERHRtCRtAUwGhgCPAvtUrDsZeAK4DziB4i6j1YELbH9X0uHAfuXymbbHS1obuAAYDrwMHGL7kfqd\nUURERPNJ3kZExGCkgfmNtitv+1kIzAc+D+wJfEzSb4CdgJOAicCDlTvafrri6R9sT5S0P7C/pPuA\nZ23vIGko8GdJa5Xb3mv7KEnrAOsBO1IMz/FXYC3gJeAhoM8G5mVGzl7kk25n468Z2Ptyxs4Ta1xJ\nREQsgq5c7vIriuGpxtm+t/wCO7KXfdei6KQdCtwlaRpwAHCk7VmSDpM0DPgWcI7tayV9FDiNii/R\n3SVvq6u//G30LNkREUuIpstbSOYuKaYcMDlZH9EG0sD8Rm+6NUjSXOALFIH5W9vzJD0ErA08V7Hd\njsCfyqd/KH8+ASwP/AtYTdIVwAsUVywvXW7jipd70PZzkl4B/mH7mfLYnVU8x4iIiFbRUy4fa/te\nANvnlct62vcW26+U6+8G1qf4wvul8o6k31NclTUaOF7SceXzeTU6l4iIiGaVvI2IiMUytNEFNDvb\nMylC8kDg4nLxJcBJZU8skjYs1y0s13dvEN4JWNv2XhRXIi9HEapU7NPTfhEREfFGj0naAEDScZL+\no5ft3itpKUnLA6OAB4CDgUNtb0NxtdVWFLf3Hmd7DMUQWD+p9QlERES0gORtREQMWK5gHpipwO62\n/wxg+0pJawAzJc0DlgL2tf1kL726sykapGcBr1AMr7FmfUqPiIhoWd1v2QU4CrhE0kLgceDscll3\nSwPXAqsCE20/Jeku4DZJcyjGk7wV+BJwvqThFB3APR0rIiKinSVvIyJisQzp7MxFs/0pJ+x7yvYl\nja6lD52tNm5RK46r2Io1Q2vWnZrrpxXrbpWaOzpGDOl/q6g2SWMorpwa19+2i6Dl8hZa5zPTXSvW\n3Yo1Q+qut9RdXcnbxqhx3kKTZ26zfh4qpcbqSI3VkRqro9E19pa5uYK5H5KmAG8DdmtwKRERERER\nERERERFNJQ3M/bC9f6NrGIi9J0xtdAktZfL4XRpdQkRE1IjtGcCMWhw7eVtfl5++T6NLiIiIXtQy\nbyGZ2+zynToiKmWSv4iIiIiIiIiIiIhYJLmCeRDKMaauAu6pWDzH9u49bDsDOBTYEnjG9i/qUWNE\nREQ1SDoOOBpY1/bLA9xnFjDO9t8GsO3+9JCPkp6wvXq3Ze8CJlP83TIMuB34iu2Fko6wfe4A6zsU\nWB34HvBV24cPZL+IiIhaSd5GREQ7SAPz4E0fzCQGtqfUsJaIiIha2Qe4EhgHTKn2wQeZj98AvmP7\nOklDgKuBXYGfAicCA/rCW/HaTwD5shsREc0geRsRES0vDcxVIGkLip7eIcCjFH8kdK07GXgCuA84\nAVhI0Zt7ge3vSjoc2K9cPtP2eElrAxcAw4GXgUNsP9JXDcuMnF3t02paZ+w8sdElRES0tfKOnb9Q\nXHl0GTClvDPnTmATYEVgd9sPSZoEjAUeoZgUtyv7tgJWAA4EPk7xxXkBcKPt4yry8UKKzBtVvuay\nPZT0ELC/pOeB2cAewAJJJwCrSDqvXL6R7S9LGg7cZ3sdSVtTZPQzwKvALEnrAFfa3lLSDsBEirx9\nGvis7X/29t4sSXlbT8n2iFgSJW97z1tI5jabZHVE9GXAYzBLGiXpw5I+0vWvloU1se0kzaj4N54i\nqA+wvQXwW2BkL/uuBexCMWzGFyWtBhwAHGX7g8CDkoYB3wLOsb1t+fi0Gp9TREQ0iSbJ24OAi2wb\neKXsSAWYbXt74HpgL0mbAB8BNgc+A4yoOMa9trei6Mzeg+IL8FbABpJ2rthuJ2C47S2BrwDL91DP\nicAs4FTgSeAHwEq2J1Hc9tvX1VHfBvayvQPw18oV5dVZFwC72d4GuKF8rYiIWAI0QeYmbyMioi0M\n6ApmSd8F/h14EOgsF3cC29Wormb2piEyJB1r+14A2+eVy3ra9xbbr5Tr7wbWp2hg/pKkbwK/p7gK\nejRwfDke1xBgXo3OJSIimkgz5K2kt1JcAbWapCOBlYAjytV/LH8+QnE3zijgdtsLgbmS7qo4lMuf\nGwGzbM8vj39TuV+XURRXQ2H7YUk93bGzre2zgbMlrUDR+XoScGwvpzGk4vFatu8vH98MvKti3duA\nubYfLZ/fSHF7cEREtLlGZ27yNnkbEdFOBjpExo6AbP+rlsW0sMckbWD7gbJR+P5etnuvpKUobkca\nBTxAEdiH2n5Z0m8oepvvA75l+xZJGwHb1OEcIiKi8Zohb/cFLrY9HkDS8hRXIj3F61/Auxj4gqSh\nwHLAxhXrFpY/7wOOLe/QeZXiCqwfAe+pWL8XMFnSmhR3+3R3uqRXbV9v+wVJ91PeHszrX25fBtYo\nH29Wse8TkkaWHcGbA89WrHsKWFHSGrYfp8jb3jI8IiLaS6MzN3kbERFtY6BDZDzIG3snl2Tdh8iY\nARwFXCLpBmBT4Ne97Ls0cC1wEzDR9lPAXcBtkqZT3IZ0K/Al4Gvl8X4E/KmmZxQREc2iGfL2IODS\nrie2XwL+G9ig+4a27wSmAbdRTFD0ZA/b3AVcRXE102zgb8DPKtb/HHhE0q3A2RRfQrvbE5gg6XZJ\nt1B8oT21XHePpMuA64B1JM2kuEV4brl+X+CHkn4HvLNbbZ3AwcDVkm4GtgdO6e2NiYiIttLozE3e\nRkRE2xjS2dm9c/TNJF0BfBC4haLHEgDbn61dae2lnMDh0O7Da1RR55w5z9fo0LXR0TGC1FwfrVh3\naq6fVqy7VWru6BgxqC+uyduW0HJ5C63zmemuFetuxZohdddb6q6uweYtJHNbRFNnbrN+HiqlxupI\njdWRGquj0TX2lrkDHSLjuvJfRERE1E7yNiIioj6SuREREVUyoAZm2z8sZ64dU+4zo7xNJwbI9gxg\nRq2Ov/eEqbU6dNuZPH6XRpcQEdGj5G3zS94OXnI3IppRMrf5JXMX3+Wn79PoEiJiCTGgBmZJ/wmc\nTDGG01CKsZMm2r6khrX1VstxwNHAurZf7m/7cp9ZwDjbfxvAtvsDz9j+RbflT9hevduydwGTKd7H\nYcDtwFdsL5R0hO1zB1jfoRSzA38P+KrtwweyX0REtJdmyttaKYeMugq4h2ISo+WAqba/08v2h1CM\n67iQYi6DE2zPkDQFuNJ2rj6LiIhBS+b2uH0yNyIiFslAh8g4FviA7acBJE2iuBq3EeG7D8XEBuOA\nKdU+uO3BHPMbwHdsXydpCHA1sCvwU+BEYEANzBWv/QSQxuWIiCVXM+VtLU3vmpNA0rKAJV1q+5+V\nG0kaB+wAfNT2fEnrAjdK2rT+JUdERJtJ5lZI5kZExOIYaAPzUl3BC2D7KUkLa1RTr8oe2L9QXOl7\nGTBF0gzgTmATYEVgd9sPlX8gjAUeAd5W7n8ysBWwAnAg8HGKhuoFwI22jyu3eQK4ELgAGFW+5rI9\nlPQQsL+k5ylm6t0DWCDpBGAVSeeVyzey/WVJw4H7bK8jaWuKq5+fAV4FZklah6JneEtJOwATKSac\neBr4bPc/AiIiou00Rd7W2QiKq6r+IGlD269K+ibFXUGfA46xPR/A9l8lvdf205IAPidpArAScJjt\n2ZJOBd5fHvde2wf0kP9TKP4+WIei03oTYFPgV7aPr9N5R0REYyVzk7kREVElA21g/l9JZwMXl88P\nBP63NiX16SDgItuW9IqkLcrls20fXTYq7yXpGuAjwOYUwfZAxTHutX2UpNEUDcJbUTQw/7eknSu2\n2wkYXjb2vgP4dA/1nAgcBpwKjAZ+BRxhe5KkI20fXg650ZNvA3vZvl/S+ZUryquhLwC2tv2opKPK\n1/pSb2/MMiNn97YqSmfsPLHRJURE9KdZ8rbWtis7iBcC84HPA3sCH5P0G4oMPomio/XByh0rGwOA\nP9ieWGbt/pLuA561vYOkocCfJa1VbtuV/+sA6wE7Utwq/FdgLeAlio7jPr/sJm8Hb/w1A3/PktUR\nUUfJ3GRu29v/B/2/h8neiKiGgTYwH0wxPtUlFONT/Y46D+Ug6a0UVxyvJulIip7TI8rVfyx/PkIx\nlvEo4HbbC4G5ku6qOJTLnxsBs7p6aCXdVO7XZRTF1cfYfljSIz2Uta3ts4GzJa0AfIsinI/t5TSG\nVDxey/b95eObgXdVrHsbMNf2o+XzGymG44iIiPbW8Lytk9du1+0iaS7wBYrz/q3teZIeAtYGnqvY\nbkfgT+XTP5Q/nwCWB/5F8XfCFcALFJ3MS5fbdOU/wIO2n5P0CvAP28+Ux+6s4jlGRERzS+YmcyMi\nokoG2sB8nu0DalpJ//YFLrY9HkDS8hQ9oE9R3OZTycAXyp7U5YCNK9Z13fZ0H3CspGEUQ1R8BPgR\n8J6K9XsBkyWtSdHT2t3pkl61fb3tFyTdTzkcB683Jr8MrFE+3qxi3yckjbR9L8WV1s9WrHsKWFHS\nGrYfB7YB7iciItpdM+RtQ9ieKWkyxRVkJ5aLLwFOkrSP7QWSNqS40ux95fru+b8TsLbtPSV1AP/B\n63lcedtzvtRGREQyN5kbERFVMnSA221SXqHbSAcBl3Y9sf0S8N/ABt03tH0nMA24jWKcpyd72OYu\nihl1b6a4UvlvFDMId63/OfCIpFuBsykafbvbE5gg6XZJt1A0IJ9arrtH0mXAdcA6kmZSDMkxt1y/\nL/BDSb8D3tmttk6KHvWrJd0MbA+c0tsbExERbaMZ8raRpgKr2/4zgO0rgVnATEk3Aj8A9rX9plwv\nzQbWkzQL+AnFrb5r1r7siIhoQcncZG5ERFTJkM7O/jsUy0bWDSiuDP5X13Lb29WutBikzjlznm90\nDYPS0TGC1FwfrVh3aq6fVqy7VWru6BgxpP+tXrek5205edBTti9pdC19aLm8hdb5zHTXinW3Ys2Q\nuustdVfXYPMWkrnJ3MXXrJ+HSqmxOlJjdaTG6mh0jb1l7kCHyJhQxVoiIiKiZ0ts3kqaQjHM1G4N\nLiUiIpYMydxkbkREVEmfDcySNrN9Bxk3qentPWFqo0uom8njd2l0CRERVZW8Bdv7N7qGgViS8rY/\nyeOIaEXJ3GTukiZ5HRH10N8VzIcChwD/1cO6TmCJuH0oIiKixpK3ERER9ZHMjYiIqLI+G5htH1I+\nPNr2/9ahnpYhaQfgW8CWtv8laU3gN8BY248uwvFmAeNs/626lUZERLNL3vYtmRsREdXSjpkraQzF\nBPb3UDSSL0cxid/7gCttX1ex7RO2V5d0MrA38Fi5z7LA8bZnSPoAMBEYAgwFfm37TEnDKSb+u6hu\nJxcRES1h6AC3u1jSXZKOk7R2TStqEbavp/hye6akpYEfA8csyhfdiIiIUvK2B8nciIiogXbL3Om2\nx9jeFtgGOBZYuZ99zqrY50DgrHL5ucAXbO8AjAXGSdoUWB04qDblR0REKxvQJH+23y9pA2Ac8GtJ\nTwGXNvmMs/VwAjAT+DnwW9vXS9oCmEzR2/sosA+wEfAd4FXgZeBg2w9LmkQR2I9QTLKApJWAi4FV\ny9f4gu27+itkmZGzq3leTeeMnSc2uoSIiJpL3vapKTK33fN2MMZf8+b3InkdEa2izTN3BEUOLhjE\nPqsAL5SPHwKOkPQD4E7gQ7bnSboQ2FjSV4FzgMuAFSnaFU60PV3S3cD9wCuAgXdR5O4qwHnAp4AN\ngf1sz+qroGRu//rL3Y6OEcyZ83ydqomIJdlAr2DG9gMUPZqnUoTIV2pVVKuwPR+4ENgB+EG5+ALg\nANtbAL8FRpbbHGF7G4pQPUvSJsBHgM2Bz1D8EQBwPPC7shf5EOD8Op1OREQ0geRtz5K5ERFRbW2W\nudtJmiFpOsXwGEdSNBifXi6fIWkGRUNvl2PK5b8DjgEOLpcfCPyDIhefpLiDaFlgEnCP7a8DJwLX\n2/4IsDvFFeFDgRWAU2zvVR7rX7bHAlcDH7f978BpFA37ERHRJgZ0BbOk/6AYn2lL4JfAkbZvqWVh\nrUDSO4HxwATgMknbAm+3fS+A7fPK7da0fWe5240UgToKuN32QmCupK4rpkZT/HGwZ/n8rfU5m4iI\naLTkbe+SuRERUU1tmLnTbb+h0VbSHsCE7mMwV2xylu3vddtnOLCZ7VOAUyStClxC0RH7y4pNR1I0\nZGP7UUlzgY5ynSu2u6P8+U+KMaIBngWGD/4UIyKiWQ30CuZ9KcJjPduHt3jwVoWkZSgmUvii7W8D\nDwNfAx4rb7WiHM/rP8pl7y533YbiliEDH5A0VNJbgI3L9fcB37Y9BtiDMrQjImKJkLztQTI3IiJq\nIJnbs4UUHbmbANh+mmLIjFfKdV1tCPcCHwaQtBZFJ+3TFcfo0lmHmiMiosEGOgbzpySNAraUNKRi\n+Y01q6z5nQnMtP3r8vnhwB8obte9RNJC4HHgbOBvwLnle7cAOND2g5KmAbdRzNz7ZHmcSRS3Fx1C\ncZvWyfU5nYiIaLTkba+SuRERUVXJ3J6VYy3vAXxf0jCKBuLbKK5iHgYsI+mbwDcoMvjTwHLAIbYX\nSGpU6RER0UBDOjv771CUdC6wC/Agr/dAdtreroa1xeB0ttrg/a044UAr1gytWXdqrp9WrLtVau7o\nGDGk/61el7xtCS2Xt9A6n5nuWrHuVqwZUne9pe7qGmzeQjK3RTR15jbr56FSaqyO1FgdqbE6Gl1j\nb5k7oCuYgY8Bsv2v6pUUERER3SRvIyIi6iOZGxERUSUDbWB+EBh0r3DUz94Tmn/YyMnjd2l0CRER\nzS552+SaOW+TsxERg5LMbXLNnLmLKlkdEe1qoA3MzwD3SLoFeLlroe3PLm4BktYBrrS9paQpwGbl\n63WW9R1q+8+97HsI8APgQ+V243rabhHrOha4w/b/9LBuSlnzdW/acfCvc4Ttcxf3OBER0RaSt29c\nN4XkbURE1EYy943rppDMjYiIRTTQBubryn/1MKEr1CTtBJwC7NbLtscDP6pRHVsD59To2JVOBBK+\nEREBydtaSt5GRESlZG7tJHMjIpYwfTYwS1rL9qO2f9jDunpMfrAK8ELZi7uB7fGSlgLupAisz8CY\nvAAAIABJREFU1YErKWaN30DStcBqwC9tnyxpU+A7wKsUvdIHA0OBK4BHgPWB2bYP63ZuKwEv2J7f\nV3GS9gc2sv1lScOB+2yvI2kGcB+wEcVtV3sCXwAetf1dSW8FfgtcDawi6TzgKOB7wAZljSfaniHp\nbuB+4BXbey3a2xgREc0seZu8jYiI+kjmJnMjIqL6+ruC+ZcUt/Mg6b9tf6pi3be61lXZ6ZK+TBGY\njwETgBeAO8rlY4H/sf19SV8BxgFbAsOBTwJLAQ8DJwMXAgfZvlPSrsBZwJeADYEdgZeAByWtbvuJ\nihrGAv9vMc/jFtuHSjqcohf6bIrQ/y6wNzDV9lmSjrR9uKTDgKdsHyhpVeBGYBSwAnCK7T/29WLL\njJy9mOXW3vhrBl/jGTtPrEElERFNJ3m76JK3pYHkbHI1IiKZuxiSuYtpsN+Jk9sR0Sr6a2CunPRg\nvT7WVdNrtw9VknQDxUy/BwBf72G/u22/Um67oFy2pu07y8c3AqeVj//P9vPlto9TBHelnShCuvL1\nlwM6bXeNz9XZbZ/u78f08uctwK62H5T0vKSNgX2A7qP7jwY+LGmL8vmwMoQB3MP5RkRE+0jevv76\nyduIiKilZO7rr5/MjYiIqhjaz/rOXh739LzWLgQOAlaz/ady2UJeP4ee6nlM0rvLx9tQ3IbT27YA\nSBoKrGz7qW6rJgJdt++sCTxJcUvSGuWy7j3d7yt/fgjomsDhQorxqP5ecfyu0L4PuML2GIrwnwY8\nW65b2Fu9ERHRFpK3r0veRkRELSVzX5fMjYiIquivgblp2L4VeBcwtWLxTcCv6b2n+WDgXEk3UYz/\n9MUBvNSWwK09LP8+cIikG4F7KMbIug5YR9JMYA9gbsX2+5c90p8AJpXLfgrsAFxcsd09ki4rj79R\nuc8twEO2E7oREVFXyduIiIj6SOZGRES7GNLZ2XsnbXlrzfkU4XZo+Zjy+edsr1nzCl+vZShwM/Ax\n23P7276RygkQDrV9X7flywM3AFvUIFg758x5vsqHrK2OjhGk5vpoxbpTc/20Yt2tUnNHx4gB3Wqb\nvF00yduBa5XPTHetWHcr1gypu95Sd3UNNG8hmbuokrlv1qyfh0qpsTpSY3WkxupodI29ZW5/VzB/\nj9d7Trsedz3/fnVK65+kdYE7gB81e/D2RtJWFL3Gp6TXNiIiukneVknyNiIi+pHMrZJkbkREdOnz\nCuYu5ey0v7K9oN+NoyH2njC13uOF1dzk8d3niGi8RvcULapWrDs1108r1t0qNQ/miipI3raCVs7b\nZszV/rTKZ71SK9YMqbveUnd1DTZvIZnbClo5cxdXtTK7WT+zlVJjdaTG6kiNA3r9RbqCuct/An+T\ndL6kD1WvrIiIiKiQvI2IiKiPZG5ERESVDBvIRrY/LWkE8EngK5LWB6bZ/mpNq6sBSWOAqygmMegE\nlqOYVOF9wJW2r6vY9gnbq0s6GdgbeKzcZ1ngeNszJH2AYvbdIRQN9r+2faak4cC+ti+q28lFRERL\na6e8hWRuREQ0r3bL3MXVLbO7zLG9e2MqioiIVjKgBmYA289LuhlYu/y3Vc2qqr3ptscBSFoWMMWM\nuX05y/b3yn1GUnxB3gw4F/iM7fskLQ3cImk68CxwEJAvuxERMWBtlreQzI2IiCbVhpm7uF7L7IiI\niMEYUAOzpGOAvSiuIroM+ITtv9eysDoaAbwKDGbsrVWAF8rHDwFHSPoBxRfmD9meJ+lCYGNJXwXO\noXjfVqR4z0+0PV3S3cD9wCsUX7jfBbytPP55wKeADYH9bM/qq6BlRs4eRPnN54ydJza6hIiIhmvz\nvIU2yNxmy9uB5mejx2qLiGg2S0DmVoWkGcD/AptQ5PFNwMeAlYEdKXL9ovL524ALbZ8vaQtgMsVd\nR48C+wAHAPsBC4GZtsf39drNlrn11XrzJkTEkm2gVzCvBRxsu78rjlrFdmVQLgTmA0cCewCnS/py\nxXarVDw+RtI4igD9J3BwufxA4CjgfGB94HJJXwImAaNtf13St4DrbU+WtBYws7wFawWKGXf/WN4S\n/C/bY8saPm773yUdAIwD+mxgjoiIttBueQvJ3IiIaE7tmLmLqyuzu/yq/Dnb9lGSrgNesr2DpB8C\n2wAPUwx7dbWkNYEbKHL6AmCc7XslHQ6MpGhgPtL2LEmHSRqWSRYjItrDQMdgPlbS3pI+DXwD+LTt\nH9W2tJp6060/kvYAJnQfD7Jik9du161YPxzYzPYpwCmSVgUuAQ4Bflmxadftvdh+VNJcoKNc54rt\n7ih//pPXx756Fhg++FOMiIhW04Z5C8nciIhoQm2auYurp8z+BH1n5hPA0ZJ2A+YCS5fr3277XgDb\n55XHOgD4kqRvAr+nuLo5IiLawNCBbCTpNODjFLePLg0cIOnMWhbWIhYCl0naBMD20xS3775Srut6\nf+8FPgxQXk31VuDpimN06axDzRER0aSSt31K5kZERNUkcwelr8z8EvB72/sC03i90fgxSRsASDpO\n0n9Q3JF0qO1tgE3JmNcREW1joENkfIxicp07bD8naQfgT8CxNausBZTjPu4BfF/SMIrgvY3iiqph\nwDJl7+w3gEvK3vHlgENsL5DUqNIjIqI5JW97kcyNiIgqS+a+WfchMqDI0r78Ejhf0j4UHboLykl9\nP0eRxwuBx4GzgVWB2yTNoRiX+dZqFh8REY0zpLOz/wt4JP0BeD9F+G4q6S3ArbY3qXWBMWCdrTZ5\nTytOONSKNUNr1p2a66cV626Vmjs6Rgzq1s/kbUtoubyF1vnMdNeKdbdizZC66y11V9dg8xaSuS2i\nqTO3WT8PlVJjdaTG6kiN1dHoGnvL3AENkQFcBfwYeKukoylmjr28SrVFREREIXkbERFRH8nciIiI\nKhnoEBm/Ah4D1qMY1/Ak27/qe5eop70nTK37a04ev0vdXzMios0lb5tcI/K2UrI3IqJqkrlNrtGZ\nWy/J9ohoB302MEtaDfgJMAp4AFgAbAcsJ2mm7edqX2LzkTSGosf7norFc2zv3piKIiKilSVve5a8\njYiIakvm9q4ch/pbwJa2/yVpTeA3wFjbjy7C8WYB42z/rbqVRkREs+nvCuZTgZnAR23PB5C0NPB1\nYDKwf02ra27TbY9rdBEREdEWkre9S95GREQ1JXN7Yft6Sb8BzpR0FMUQIscsSuNyREQsWfprYN7K\n9sjKBbbnSzoeuLN2ZbWmcsbd/wU2AV6gGMfrY8DKwI7Aq8BF5fO3ARfaPl/SFhR/zAyhmE13H+AA\nYD9gITDT9vi6nkxERNRT8nYQkrcREbEYkrl9O4GiAf7nwG/LRuee8nMj4DsUmfsycLDthyVNAsYC\nj1BkMJJWAi4GVi1f4wu276rfKUVERK3118D8ck8LbXdKWliDelrJduUX3C5d43XNtn2UpOuAl2zv\nIOmHwDbAw8CVtq8ubze6ATgfuIDi1qF7JR0OjKT4wnuk7VmSDpM0zPaC3opZZuTs6p9hP8ZfU7zm\nGTtPrPtrR0S0meRt75b4vO2SvI2IqIpkbh/KxvYLKXLz0HJxT/l5AXCQ7Tsl7QqcJelk4CPA5sAK\nFEOQABwP/K7s7N0A+AGwdX+1NDJzayVZHhHtqr8G5s5FXLckeNMtu5I+AdxRPv0nr48Z+SwwHHgC\nOFrSbsBcYOly/dtt3wtg+7zyWAcAX5L0TeD3FL3FERHRnpK3vUveRkRENSVz+yDpncB4YAJwmaRt\n6Tk/17TddcX3jcBpFONa3257ITBXUtdVyqMpOoz3LJ+/tT5nExER9dJfA/MoSQ/2sHwIsEYN6mkH\nff1R8iXg92XP7bbAJ8rlj0nawPYDko4D7gfGAIfafrkcB2sriiuwIiKi/SRvBy95GxERiyKZ2wtJ\ny1BMrvtF27+W9D7ga/Scn49JerftP1HcPXQ/YOALkoYCywEbl4e+D7jM9uXlJIsH1fnUIiKixvpr\nYN6wLlW0pu637EIRon35JXC+pH2Ap4EFkpYFPgdcUt6S9ThwNsX4VLdJmkMxztWt1Sw+IiKaSvK2\nd8nbiIiopmRu786kmI/g1+Xzw4E/UAyH0T0//wacK2kIsAA40PaDkqYBtwGPAU+Wx5kEXCzpEGBF\n4OT6nE5ERNTLkM7OJf4uoHbROWfO842uYVA6OkaQmuujFetOzfXTinW3Ss0dHSMy3EL7abm8hdb5\nzHTXinW3Ys2QuustdVdX8rZtNXXmNuvnoVJqrI7UWB2psToaXWNvmTu03oVERERERERERERERHvo\nb4iMaBF7T5ha0+NPHr9LTY8fERHRCmqdt31JFkdExJKkkZk7GMnniIhcwRwRERERERERERERi2iJ\nvoJZ0hjgZ8Bo24+Uy04D7rM9pYft3wG8x/YvJU0BNgOeAZYF7gYOtz2/PtVHRES0jmRuRERE7SVv\nIyKiEXIFM8wDflDOftuf7YAPVTyfYHuM7Q8CbwF2rUWBERERbSKZGxERUXvJ24iIqKsl+grm0nSK\nhvbPA+d2LZR0JLA30AlcCXwX+DKwvKRbKg8gaSlgBPBwT/vaPkfSJsBZ5WutDHzB9i2SHgBuBgT8\nA/gUsD4wBZgPLAA+Y/vRvk5imZGzF/0d6MUZO0+s+jEjImKJ1vKZW4u8rZTsjYiIKmj5vIXaZ+5A\n9JXLHR0jmDPn+TpWExHRvHIFc+Ew4IuSNiifLw/sCWxd/vsk8C7gNOBy278otztd0gzgXuDtgCVt\n3H1fSQJGAcfa3p4ihA8oj7EecFLZQ9wBbA7sAPwB2B6YBLy1RucdERFRb8nciIiI2kveRkRE3aSB\nGbD9NHA0RY/qUGAF4J3A7yh6f1elCN/uum4f2hC4DjgT2KSXfR8FTpL0Q+DTwNLlMZ7qGhsLeAQY\nDlwMPFUe8wiKHt6IiIiWl8yNiIioveRtRETUUxqYS7Z/CRjYH3gF+DOwre0xFKF8F7CQ3t+zR4Bl\nymP0tO85wNds71c+7xoPq7OHY+0K3GT7o8A04LjFObeIiIhmksyNiIioveRtRETUS8ZgfqOjgY8C\nz1H0zs6UtCwwm6J39i7gBEl3lNufLunLwKvAUsBnbT8oqad9LwN+LukfwN+Bt/VRx+3AZZIWUAT+\nF6t8nhEREY2WzI2IiKi95G1ERNTckM7OnjoXowV1ttoEA604KUIr1gytWXdqrp9WrLtVau7oGDGQ\n2dujtbRc3kLrfGa6a8W6W7FmSN31lrqrK3nbtpo6c5v181ApNVZHaqyO1Fgdja6xt8zNEBkRERER\nERERERERsUgyREab2HvC1KocZ/L4XapynIiIiHa0uHmbnI2IiBiYan3HrZQcjoiojTQw90PSGOAq\n4B6KyQpWBB4E9gH2AvajGJ9qCHC67f8n6R3Ae8pJFQbyGrOAccAY4Bnbv6jyaURERDS15G1ERETt\nJW8jIqIW0sA8MNNtj+t6IulyivA9CdjY9jxJawKzy/DdDtgIGFAAd7E9pXolR0REtJzkbURERO0l\nbyMioqrSwDxIkpYB1qCYJXcYcJika2z/RdL6FD29XwaWl3QLcAxwqO37JB0KrG77ZEmTgLHAI5Sz\n7Uo6GXjC9vcknQlsXb7s5bYn1/E0IyIiGip5GxERUXvJ24iIqIY0MA/MdpJmAKsBC4ELbP9O0vbA\n0cB1ZTCfZvt8SacBG9n+haRjuh9M0ibAR4DNgRWAB7qt3xlYF9iS4r/RTEnTbd/VW4HLjJxdjfNk\n/DWzOWPniVU5VkRExCC1fd6Ov+bN+yd3IyKizpo+b6F633G7JG8jImpnaKMLaBHTbY8BPgzMA/5a\n3jK0nO0jbG8A7ACMlzS6j+MMKX+OAm63vdD2XKB7sI4EbrLdaXs+MAvYuIrnExER0YyStxEREbWX\nvI2IiKpKA/Mg2H4a2Be4iKIHdqqkt5arHwKeogjohbz+3r5MccsRwGZdhwI+IGmopLfw5nC9l/L2\nIUlLA1vRrRc4IiKiXSVvIyIiai95GxER1ZIG5kGyfQ9wDsWtQ+cA0yXdDNwIXGTbFD22u0oaV27z\nXUm/AZYqj3EnMA24DbgSeLLba1xD0Yv8e4re3Z/YvqMe5xcREdEMkrcRERG1l7yNiIhqGNLZ2dno\nGqI6OufMeb7RNQxKR8cIUnN9tGLdqbl+WrHuVqm5o2PEkP63ihbTcnkLrfOZ6a4V627FmiF111vq\nrq7kbdtq6sxt1s9DpdRYHamxOlJjdTS6xt4yN1cwR0RERERERERERMQiGdboAqI69p4wtdd1k8fv\nUsdKIiIi2ldfedtd8jciImLRJXMjIlpHrmCOiIiIiIiIiIiIiEWyxF7BLGkMcBVwD9AJrAg8COxj\ne14P208BrrR93QCO3Ql8z/ZhFcvOAXaxvY6ks4GzbD9cjXOJiIhoZsnciIiI2kveRkREoyyxDcyl\n6bbHdT2RdDmwC/CTxTzu08A2kobZXiBpKeD9XSttH72Yx4+IiGg1ydyIiIjaS95GRETdLekNzK+R\ntAywBvCspCu7QlnSE7ZXLzc7XNJ4ivftQGA7YAPb48uAvZMiZBcAM4AdgGuBHYHfAp8pjzkDOBQY\nB6wLrAa8E/ii7d9I2gaYBLwK/AX4nO35fdW/zMjZfazNeFQREdE8Wjlz+87b152x88QBbRcREVEr\nrZy3MLDMTd5GRDSHJX0M5u0kzZB0D3AH8FOKwOvNLbY/CnwTOB24AvhkGbxjgf+x/Uq57eUU4Qqw\nN9DbDAWv2N4JOAr4oqQhwIXAbra3AR4F9l/UE4yIiGgSydyIiIjaS95GRETdLekNzNNtjwE+DMwD\n/trDNkMqHt9Y/rwFkO3ngRuAjwEHABdVbHszsKmkVYFVgYd6qeGP5c9HgOFAB0Uv81VlL/COwDsG\ndVYRERHNJ5kbERFRe8nbiIiouyW9gRkA208D+1KE5ysU4YekdwKrVGz6gfLnh4G7y8cXAgcBq9n+\nU8UxO4FfA+cDP+vj5Tu7PX8K+Duwa/mHwSTgfwZ9UhEREU0omRsREVF7yduIiKinNDCXbN8DnANM\nAP4p6Vbgv3hjj++WkqYDR5fbYftW4F30fHvQVGBXYNog6lhIcSvRryTdAhzO60EfERHR8pK5ERER\ntZe8jYiIehnS2dm9czEGQ9JQiluFPmZ7bgNL6Zwz5/kGvvzgdXSMIDXXRyvWnZrrpxXrbpWaOzpG\nDOl/qxioJsnclstbaJ3PTHetWHcr1gypu95Sd3Ulb6urSfIWmjxzm/XzUCk1VkdqrI7UWB2NrrG3\nzM0VzItB0roUEyf8qMHBGxER0daSuREREbWXvI2IiEUxrNEFtDLbfwXe2+g6APae0PMEvpPH71Ln\nSiIiIqqvWTK3t7ztktyNiIhW1ix5C2/O3GRsRETzSgMzIOlM4H3A6sDywIPAHNu7D3D/9wAjbM+U\nNBNYyfboivV7AD8G1rb9916OMaZ8zT8v1slEREQ0sWRuREREa5E0CjidIrdXoJjo7+Ry0r++9hsL\njLO9f82LjIiIhsoQGYDtY8vZbE8DLrc9ZqBfdEu7AxtVPB8maZOK53sCj/RzjIMoZ/aNiIhoV8nc\niIiI1iFpZeBK4Gjb2wJbAqOBzzW0sIiIaCq5grkPkk4HtgKWAs4AfgncBJwA3AP8DtgJ+E/gZUl/\nLHe9AtgLOEHSKhQN+U+Wx3wHcB6wDPA24GvAP4AdgNGSPg58mGKW3VeBG2yfUPOTjYiIaKBkbkRE\nRFPaFZhu+wEA269K+gwwr7wraetyu8ttT5Y0ErgEeLH89yyApCOA3YClgeeA3WzPq++pREREreQK\n5l5I+ndgLdtbA9sBJwPDgb2Bs4HLgKNsPwRcCpxh+w/l7j8Hdi4f7wFMqzj0RsA3be8IHA0cbns2\ncD1wLDAPOBHYrnzt9SRt21+9y4yc3eO/iIiIZtdKmdtb3iZ3IyKiTa1JMZzVa2y/AOwIrEtxRfPW\nwN6SRgOnAF+1vT1wC4CkocCqwPa2P0zRyLx5fy/cla2Tx++S8ZcjIppcGph7NxrYXNIM4FqKq73f\naftB4FZgZdvX97Lvi8CfJX2Aosf3ZxXrHgcOl/Qj4BCKcK20AbAacG352gLWr8oZRURENKdkbkRE\nRHN6CFi7coGkdSnmU7jJdqft+cAsYGNgFNDV43ozgO2FFJ26V0i6GPg33pzJERHRwtLA3Lv7gN+W\n40R+lOKKqL9K+hCwIXCrpKPLbRfy5vfycmA88A/bL1UsnwRcYvszwA3AkG7H+AvwMLBD+drnUny5\njoiIaFfJ3IiIiOZ0DTBW0voAkpYGzqIY+mLrimVbAQ9QZPoHy303L9e/G/ik7T2BIykyeAgREdE2\nMgZz734KbCPpJoqZcn9CMYbjhcC/U1wVNUvSDcDtwGmS7qvY/zfAFIrbeytdBZwn6QmKL7Wrlctv\npRhzcnfgO8ANkpaiuB3piqqfXURERPNI5kZERDQh23Ml7QdcWA51MYJinoTvAO+Q9HuKzL7K9h2S\nDgd+LGk8MAd4Gfg/4EVJtwOvUOT6mg04nYiIqJEhnZ2dja4hqqNzzpznG13DoHR0jCA110cr1p2a\n66fV6j7ppC/z+c8fyuqrr8PVV09j7tznmD17FgCjR7+Hww47kscff4wzzzyN+fMX8PLL/+Lkkyfx\n+OOPcf7532HYsKX4/Oe/yCabjK55rR0dI3J1TvtpubyF1vucd2nFuluxZkjd9dYKdZ900pfZZ5/P\nsNFGG7+Wt3/8423Mn/9q8jbqpeaZ29Pv+UD/rrzoovPo7KRuv+eLohX+X5MaqyM1VkdqHNDr95i5\nuYI5IiJaytixn+Caa67hoIOOYMaM3/H000/x7W9/l9VWezuTJp3M3Xf/iRdffJGDDjqMjTYayaWX\n/oBbbpnJuuuux7LLLsu5517Q6FOIiIhoemPHfoLrr7+OjTba+LW8/dGPfshSS70leRtto6ff84H+\nXTl8+HDOOuu8Rp9CRERTSANzm9h7wtQ3PM8suxHRrrbY4oNMmXIBO+30SUaMGMEDD9zP179+EgAv\nvfQSjz32GOuuux5XXHEpw4YN48kn/8FWW20NwNprv7ORpUcbSN5GxJJiiy0+yEUXnc+jj/79tbwd\nP3488+YtSN5GXVRmbq3ytqff84H+XbnOOuvUpKaIiFaUBuaIiGgpw4YN4/3vfz/nn38OO+74cZ55\n5mkmTTqdlVZamWuvvYYNNxTf//657LvvAYwatQmnnXYKXcNBDR2aO2gjIiIGYtiwYbznPZu9IW/P\nOeccFiwYlryNttHT7/lA/64cMiS/5xERXdLAXGWSRgGnA8tTTFT0a+Bk230Odi1pLDDO9v41LzIi\nosV98pOf5IADPsvXvjaJVVZZheOPH8/8+fNZY401+OhHd2SbbbZj4sSvsvLKb2WllVbi6aefYoMN\n1Oiyo8qSuRERtTV27Cc45pgjXsvbI444gpdeejl5u4SRtA3wXxWL/g142vYWi3i8WRQ5/LcqlLfY\nuv+e5+/KiIjBSwNzFUlaGbgS2M32A+WM9NOAzwHfa2hxERFtpLOzk+2335Gll16a0aPfw3e/e+Eb\n1o8d+wnGjv3Em/bbbLP316vEqLFkbkREPbwxb6dOnfqGiYWSt0sG2zcAYwAkvR2YCRzTyJqqa9H+\nrvzYx7Zt+snAIiLqJQ3M1bUrMN32AwC2X5X0GWCepDOBrcvtLrc9WdJI4BLgxfLfswCSjgB2A5YG\nnqP48jyvrxdeZuTsbksyJmREtKdrr72Gn/1sGqeccnqjS4nGakjmJm8jYklx7bXXMG3alZx22pmN\nLiWahKSlgZ8AZ9i+WdKpwEeAocBZtqdJmgHcCWwCrAjsbvshSZOAscAjwNsG8nrLjJzNGTtPrMGZ\nvC6/5xER1TG00QW0mTWBBysX2H4B2BFYF9iS4gvv3pJGA6cAX7W9PXALgKShwKrA9rY/TPGFd/O6\nnUFERJPbaaedufrqq1lttbc3upRorGRuREQN7bTTzlxyyWXJ26g0Gfiz7Qsk7QSsa/tDwLbACeXd\nRQCzy7y9HthL0iYUDdGbA58BRjSg9h7l9zwiojrSwFxdDwFrVy6QtC7wPuAm25225wOzgI2BUUDX\npVA3A9heCMwDrpB0McX4VkvXp/yIiIiWkcyNiIioE0kHAO8GjiwXjQbeV16xfB1Ffr6zXPfH8ucj\nwHCKDL7d9kLbc4G76lV3RETURxqYq+saYKyk9eG1W4jOorgNd+uKZVsBDwD3AR8s9928XP9u4JO2\n96QI76FApqeNiIh4o2RuREREHUjaHDge+FTZeQtFrv6P7THAdsBVvH5nUffJdg18QNJQSW+h6PiN\niIg2kjGYq8j2XEn7AReWt92OAH4JfAd4h6TfA8sAV9m+Q9LhwI8ljQfmAC8D/we8KOl24BXgcYrb\ngCMiIqKUzI2IiKibb1B0wP5YUteyFwFLuglYAfip7ecr1r/G9p2SpgG3AY8BT9al6oiIqJshnZ3d\nOxejRXW22gy2HR0jWm7W3VasGVqz7tRcP/Ws+6gzflHV400e39wTrHV0jMjVsO2n5fIW8v+nemrF\nmiF111s96q5F5jbr+528bVv9Zm4j/7Zs1s9DpdRYHamxOlJjdTS6xt4yN1cwR0REW1uwYAGnnvpf\nPP7448yfP4/99juQddZZj0mTTmbIkCGst976HHPMcQwdWowa9fe/P8JXvnIsl156FQBPPPEEEyd+\nlc7OTlZccUW+9rVJDB8+vJGnFBER0XSSt7EkqPw97+x8lX322T+/5xERpIG5bew9YSrQ/FfzRUTU\n229+82tWXHFlTjrpFJ577p8ccMA+bLDBhhx88GFsttn7OeOMb3DTTTewzTbbct11v2LatCt57rnn\nXtv/qqumst12O7Dbbrvz/e9/l2uu+Rmf/vS4Bp5RNFJX3nZJ7kZEFJK3UW2VmdsseVv5ez5s2AJ2\n2WXX/J5HRJBJ/nolaYykKyuef1rS3ZLeUcPXnCVpnVodPyJiSbTttttz8MGHvvZ8qaV2xrqeAAAg\nAElEQVSGYd/Hppu+D4Att9yK22+fDcCIESty7rkXvGH/DTYQzz8/F4CXXnqRYcPSN1tNyduIiPaQ\nvG0uks6UNEPSfZIeLh9PG8T+75HUNWnuTEl3dVu/h6ROSf/WxzHGSBq16GfRfPJ7HhHRszQwD4Ck\nccBXgI/afrjR9URExMAtv/zyLL/8W3jppRc58cTjOPjgw+js7GTIkCHl+rfw4osvAPChD32Y5ZZb\n7g37d3SsxtVXX8W+++7BrFm3sO2229f9HJYUyduIiNaVvG0uto+1PQY4Dbjc9hj7/7N35/F2jXf7\nxz9HIo1ITBU1PaSKK0EMoSitxDw0gh/a1NTErIbEECqo9DFUG9VGldTUGEIMpaaaWoKYQk0pzdfT\nqlJjTJEmIgnn98e9Dtu295ly9rBOrvfr5eXsNX73yj7n2ute97pX7N2GTewN9C143VXSegWvvw+8\n2sI2DgZWasM+617h5/yYY47x59zMLOPLZS2QtD9wNLBdRLwvaSPSE+o/IT2B/hBSQ/11pIDtA0wC\n1gM2Au6IiNGl1ouIVySdBeyUrbt8ts9lgKuBpUj/RqdGxH3VecdmZp3PW2+9yejRo9hjj73YYYed\nuOii8z+bN2fObHr27Fl23QsvHMfo0WPYbLNv8cgjUzjzzNMZO3ZcNcpepDhvzczyz3lb/yT9AtgC\n6AKMBW4DHgJOAV4A/gLsDOwPzJX0dLbqtcAPgFMkLUfK5Lezba4GXAh0I2Xs6cBbwPZAf0m7AN8B\nRpDy+YGIOKXib7ZCmj7nBxywHwMH7ujPuZkZ7sHcku8AhwLL8Xlj/CXAURExkBSi52XT1wAOAgYD\nZwDHAZtl00qul10B3gr4JnAA0Ctb9lTg3ojYinTl+DJJzf5bdes3lW79pi7cuzUz64Tee+9djjvu\nKI444mgGD94NSLcnPvXUkwA89tgjbLDBRmXX79VrKZZcMp0oLL/88syaVd9PFc6p3OXtuFFD6mY8\nSDOzeuC8rX+SdgVWiYhvA9sAY4DuwD7Ar0kXXUdExL+Bq4CxEfHXbPVbSNkL8D2gcLiNvsDPI2IH\nYCTwo4iYCtwLHA/MI2XuNtm+15C0dUv1FmZuvSj8nO+1116AP+dmZuAezC15g3TV9WDgakk7AytH\nxDPZ/AdJtxwBvBQRMyV9DLwVEe8BSGrM5pdab13gyYj4FPiwYFyrfsBEgIh4TdKHQG/SVWAzs9zq\nqBOE3r17MWNG676QX3nl75k1axYTJlzKhAmXAjBixAmMG3cuv/vdb1l99T4MGrRt2fVHjhzFr371\nCz799FMaGxs57rgTO+Q92Bc4b83MOli1G+Wct7nQH/impMnZ667A6hHxN0mPAxtFxL1l1p0NPC9p\nU2A3YE/SRV5IOT5aUtPdRosXrbsWsAJwpyRIdw59A7h/Yd9QLT/n11wzgXnzFvhzbmaGG5hb8o+I\nmAtcIGlH0m1Dr0taPyKeAwYCL2bLNpbbSKbUegEck/WWWgJYJ1v276TeXE9LWgVYFni3I9+Ymdmi\nYuTIExg58oQvTS9+6EqhW2+9+7Ofv/71NTj//PEVqc0+47w1M8s5520uTAf+HBE/ktQF+AnwL0lb\nAmsDj0saGRG/Bj7ly3c8XwOMIl3gnZM1FgOcBfwmIu7NGpmHZtObtvFP4BVg+4iYL+lA4InKvc3K\nKfycF3Z48OfczBZ1bmBuvQOBp4Ffkk6AG4AFfH5LbksOKV4vIl7KnuT7BPA62RhWwNnA5ZL2Ip0I\nHxoRCzrurZiZmdUt562ZmVll3AwMlPQQ0BO4kTRu8iXArqSeyI9JegB4EjhH0vSC9e8GJpCG1Ch0\nPXChpDdJDckrZNMfJ43zvDfp+QgPZA3bL5HGdDYzs06iobGxpY5AlhONrb1dvF605Rb3epHHmiGf\ndbvm6slj3XmpuXfvXg21rsE6XO7yFvLzO1Msj3XnsWZw3dXmujuW87bTquvMrdffh0KusWO4xo7h\nGjtGrWssl7l+yJ+ZmZmZmZmZmZmZtYsbmM3MzMxaaZ8TJ9a6BDMzs0WCM9fMLD/cwGxmZmZmZmZm\nZmZm7eKH/HUwSQOBnxZMWhV4NyI2a+f2HgOGRsTLHVCemVlNjbr91A7d3tjBZ3bo9iw/nLdmZs1z\n5loxSYOAwyNiaPZ6L2AMsEtEvFKhfVY0X/05NzOrD25g7mAR8QAwCEDS14ApwHG1rMnMbFG2YMEC\nfvazn/LGG28wf/48fvjDg+jTZw3OOmsMDQ0NrLHGNzjuuJNYbLF0U89//vMqJ598PFdddT0Ar7/+\nGmedNYbGxkZWXHElTjzxFLp3717Lt2Q4b83M6o3zNl8kDQVGAdtGxFu1ricvCj/njY2fsO++w/w5\nNzPDDcwVI2lx4EZgbEQ8LOlnwFakYUnOi4gbJE0GngHWA5YC9o6If0s6C9gJeBVYvjX7G/b7Eb7a\namZWwt13/4mlllqG0047g5kzP2D48H1Za621OeSQIxgwYBPGjj2bhx56gIEDt+auu+7ghhsmMXPm\nzM/Wv/DCcey2257ssMNO3HbbH5k06WqGDTu4hu/IClU7b7v1mwoM6fg3YmaWc87b/JC0P3A0sF1E\nvC9pI+A3wCfAXOAQUo5eR8rIPsAkUo5uBNwREaNLrRcRr5TKV0nLAFeTcrgrcGpE3NdcnfWYuYWf\n865dFzBkyG7+nJuZ4TGYK2kc8HxEXCxpZ+DrEbElsDVwShawAFMjYjvgXuAHktYjnRh/EzgA6FWD\n2s3MOo2tt96OQw45/LPXXbp0JWI6G220MQCbb74FTz45FYBevZbiggsu/sL6L7/8LzbffAsA+vff\ngOeee7ZKlVsrOW/NzOqA8zY3vgMcCizH5x3OLgGOioiBwIXAedn0NYCDgMHAGaQ7hTbLppVcr5l8\nPRW4NyK2AvYGLpOUu/YIf87NzErL3R/0PJA0HFifdFUYoD+wcdaD6i5gcWD1bN7T2f9fBboD6wJP\nRsSnEfEhMK1adZuZdUY9evSgR48lmTNnNqeeehKHHHIEjY2NNDQ0ZPOXZPbs/wKw5ZbfYYkllvjC\n+muuuTYPP/wgAFOmPMDcuR9V9w1YWc5bM7P64bzNjTeA7YFfA1dnjbwrR8Qz2fwHSRkJ8FJEzAQ+\nAN6KiPciYi7QmM0vtV65fO2XLUNEvAZ8CPSu1JuslMLP+THHHOPPuZlZxg3MHUzSN4HRwJ4RMT+b\nPB24PyIGAdsA1wMvZfMaizYRwKaSFpO0JLBO5as2M+vc3nrrTY4++nB23HEXdthhp8/GxQOYM2c2\nPXv2LLvuUUcdy5QpD3DccUez2GKLsfTSy5Rd1qrHeWtmVn+ct7nwj4iYGxEXAPOAU4DXJa2fzR8I\nvJj9XJydxUqtVy5f/07qPY2kVYBlgXc74g1VW9PnfLfddvPn3Mws4zGYO97ZQANwnaSmabOBkPQQ\n0BO4OSJmFcz/TEQ8I+kG4AngdeDtqlRtZtZJvffeuxx33FEce+yJbLLJpgCstZZ46qknGTBgEx57\n7BEGDNik7PpPPPEYw4cfypprrsW1117NN7+5WbVKt+Y5b83M6ojzNpcOJN3h80vgAkkNwAI+HwKj\nJYcUrxcRL5XJ17OByyXtBSwBHBoRCzrurVRH4ed85523ZcaMWf6cm5kBDY2NLV2UtJxonDFjVq1r\naJPevXvhmqsjj3W75urJY91tqfnXvz6X++67l9VWW/2zaSNGnMC4cecyf/58Vl+9DyeddCpdunT5\nbP6QITty6613A/D883/jvPN+Trdui9Onzzc4/viT6Nq1dddne/fu1dCGt2X5kLu8hXz+nkM+685j\nzeC6q60z1u28tQqou8wt/Jx369aVefMWVO1z3h55+FvjGjuGa+wYrrFV+y+ZuW5g7jzqLnxbUutf\nivbIY82Qz7pdc/Xkse681OwT3k4pd3kL+fmdKZbHuvNYM7juanPdHct522nVdebW6+9DIdfYMVxj\nx3CNHaPWNZbLXI/BbGZmZtZK+5w4sdYlmJmZLRKcuWZm+bFINDBLGiRpUonpkyR1a2a9N0tMW07S\nPkXT+kuanP03V9KD2c/fLbPdNSVNKTH9aknbte5dmZmZ1R9nrpmZWeU5b83MrJ4s0g/5i4ih7Vht\nfWAIcE3BdqYBgwAkvQzsEBFzF75CMzOzzsGZa2ZmVnnOWzMzq4VFuoE5C8q+wKrABGA+8G+gT0QM\nAr4i6RpgNeBdYC/gFGADSYdGxMWt2Mc2wKnZyyWA/bKfV5B0G7ACcEtEnF2wTjfgd8AaQBfg5Ih4\naGHeq5mZWS05c83MzCrPeWtmZrWwSAyR0QpjgbMjYmvg4YLpPYHREfFtYGlgI+As4L7WBG9mXeAH\nEbENcCcpwJu2vS+wBbCbpHUL1jkMeD0iBgK7Axe1tJNhvx/RynLMzMxqKteZ263f1FaWYmZmVlO5\nzluAa36xbyvLMTOzWnMDc9IPeCT7ufAq6nsR8XL285tAj3Zs+zXgt5ImAFsBi2fTn4mIDyPiE+AJ\nYO2CdfoDu0qaDNwIdJO0TDv2bWZmVm+cuWZmZpXnvDUzs6pxA3PyN+Bb2c+bF0xvLLHsp7TtuF0M\n/DAihgFvAQ3Z9HUkLSmpK7Ap8ELBOtOBq7NbmHYBrgdmtmGfZmZm9cqZa2ZmVnnOWzMzq5pFaQzm\nHSQ9WfC68Cm5JwGXSzqBFHLzm9nOP4H+kkZGxK9bsd9rgCckvQ+8DaycTX8fuAFYHpgYESGpaZ2L\ngEskPQAsBfwmIkp9ETAzM6tHzlwzM7PKc96amVldaGhs9N90SfsCj0fEPyQdDGwREQfWuq42apwx\nY1ata2iT3r174ZqrI491u+bqyWPdeam5d+9eDS0vtWjpBJmbu7yF/PzOFMtj3XmsGVx3tbnujuW8\n/bJOkLdQ55lbr78PhVxjx3CNHcM1doxa11guc93ADEjaCjgPmAN8AhwUES/VtiozM7POx5lrZmZW\nec5bMzOrJjcwm5mZmZmZmZmZmVm7+CF/ZmZmZmZmZmZmZtYubmA2MzMzMzMzMzMzs3ZxA7OZmZmZ\nmZmZmZmZtYsbmM3MzMzMzMzMzMysXdzAbGZmZmZmZmZmZmbt4gZmMzMzMzMzMzMzM2uXrrUuwFpP\n0mLAhcAGwMfAwRHxj4L5hwCHAQuAMyPi9poUWkDS4sDlQB/gK6S6bi2YfxxwEDAjm3RYRES16yxF\n0tPAzOzlvyJieMG8ejzWw4Bh2cvuwIbAihHxQTb/fGBLYFa2zG4RMZMakrQZ8POIGCRpTWAC0Aj8\nDTgyIj4tWHYJ4GpgBdJ7+GFEzPjyVqta84bAb4BPSL+TB0TEW0XLl/0cVUtRzQOA24D/y2ZfFBHX\nFSxbF8c5q6Ww7knAitmsPsBjETG0YNkG4D98/r4ejYiTq1mvdS7O3OrKW+aCc7dGNecid7M6nL1m\n7dBS/taDlvK2nkhaAfgrsH1ETK91PcUknQwMAboBF0bEZTUu6Quyf+srSP/WnwCH1NNxbEuu10F9\nLWZ4LRTWWDBtH+DoiPhWzQorUHQcVwAuAZYFupCO4z9rWmDGDcz5sjvQPSK+JWlz4JfAbgCSVgSO\nATYhneRMkXRvRHxcs2qT/YB3I2J/SV8FngYKw3cA6RfirzWprgxJ3QEK/8gUzKvLYx0RE0iBgqTf\nApc3neRmBgA7RsQ71a/uyySdCOwPzM4mnQecGhGTJY0nfbZvLljlCGBaRIyRNBQ4FRhR45rHkYLn\nGUmHAScBxxUsX/ZzVC0lah4AnBcRvyyzSs2PM3y57qYTWknLAvcDxxat8g3gqYjYtZp1WqfmzK2S\nPGYuOHdrVHPd525Wh7PXrP3K5m8daSlv60LWOPo74KNa11KKpEHAFqSLsT2AE2paUGm7AF0jYgtJ\n2wNnAXvWuCagXble6/qazfBaKFEjWUP4QUBDreoqVKLGXwATI+J6SVsDfYG6aGD2EBn58m3gLoCI\neIx0stVkU+DhiPg46x3zD2D96pf4JTcApxW8XlA0f2PgZElTsquX9WIDoIekeyTdl325aVKvxxoA\nSZsA60bExQXTFgPWAi6W9LCkA2tW4Of+Cfy/gtcbAw9kP98JbFe0/Gef/zLzq6G45qER8Uz2c1dg\nbtHyzX2OqqXUcf6upAclXSapV9Hy9XCc4ct1N/kp8JuIeKNo+sbAKpLul/QnSap4hdbZOXOrJ7eZ\nC87dCstj7oKz12xhNJe/9aKlvK0X5wLjgddrXUgZOwLTSI2gtwF1cYdSkReBrlmuLwXMr3E9hdqa\n69XW1gyvhS/UmF0wOgcYWbOKvqz4OG4JrCrpz8C+wORaFFWKG5jzZSk+v+UP4BNJXcvMmwUsXa3C\nyomI/0bErOyL9I2kHhmFJgGHA9sA35Y0uNo1ljGHFMg7kuqbWO/HusBo0olAoSVJt6PsB+wE/EhS\nTU/QI+IPfDGgGyKiMfu51DEtPO41OebFNTedaEnaAjgK+FXRKs19jqqixHGeCoyKiK2Al4DTi1ap\n+XGGknU33eK3LVmPwSJvAD+LiK2Bs0m3GpstDGdu9eQ5c8G5WzF5zF1w9potpObyty60Im9rTmkY\npxkRcXeta2nG8qQLCHvz+d/suug1WuC/pOExppOGJTi/ptUUaEeuV1U7MrzqCmuU1AW4jHS3zqzm\n1qumEv/OfYD3I2I74BVST/C64AbmfPkQKOzxsFhELCgzrxdQeJtmzUj6H9JtdVdFxDUF0xuAX0fE\nOxExD7gD2KhGZRZ7Ebg6Ihoj4kXgXWClbF49H+tlgL4RcX/RrDnAuIiYExGzgPtIvXzqSeH4UKWO\naeFxr6dj/n1Sz4DvlhgvsbnPUa3cXHB7/M18+XeuLo9zZi/gmoj4pMS8J4FbACJiCqlHVb19QbV8\nceZWTy4zF5y7tZDD3AVnr1lbNJe/daNc3taRA4HtJU0mPSPgymzYqXryLnB3RMyLiCD1aO1d45qK\nHUuqcW1Sjl/RNBxTHWop12uuhQyvtY1Jd59dROqUsY6kX9e2pJLe5fMheW6jju7ycANzvjxMGgOI\n7Ja/aQXzpgLfkdRd0tJAP9LA7jUl6WvAPcBJEXF50eylgL9J6pl9Gd2G9ACCenAgabwvJK1MqrXp\ntsC6PNaZrYA/l5i+Nmncyi7ZWFzfBp6qamUtezobhwtgZ+Chovmfff7LzK86SfuRrr4OioiXSizS\n3OeoVu6WtGn287Z8+Xeu7o5zge1It3uVcjrZrUySNgBeKbiCb9YeztzqyWvmgnO3qnKau+DsNWuL\n5vK3LrSQt3UhIraKiIHZmPTPkJ7B8GaNyyo2BdhJUkP2N3tJUuNZPXmfz3vUvwcsTnqwWj1qKddr\nqhUZXlMRMTUi1s1+Z4YCL0REPQ2V0WQKn39n2Ap4voa1fEFd3WpiLbqZdBXyEdKA48OVngj/j4i4\nVelp5Q+RLhycEhH1MKbNaNLTLU+T1DRO1SXAkhFxsaTRpCu/HwN/iYg/1ajOYpcBEyRNIT2F9UDg\nGEn1fKwBRLr1Mr344udjIvAY6faKKyOibv4QZY4HLpHUDfg76XYzJN0DDCZdSbwi+zeZB+xTq0Kz\nurqQbpF6BbgpG3bwgYg4XdKVpFvlvvQ5qoMeGEcAF0iaB7wJHAr1e5yLfOHzDV+o+xzgaknfJY2D\nN6zq1Vln48ytnrxmLjh3qybHuQvOXrO2+FL+1rieUkrl7c4RUZcP06tXEXG7pK1IF5MXA44sc7dE\nLf0KuFzSQ0A3YHREzG5hnVopmev1oLkMr2lh+XQ8cKmkI0gXP+rmO0NDY6MvMpuZmZmZmZmZmZlZ\n23mIDDMzMzMzMzMzMzNrFzcwm5mZmZmZmZmZmVm7uIHZzMzMzMzMzMzMzNrFDcxmZmZmZmZmZmZm\n1i5uYDYzMzMzMzMzMzOzdnEDs5nlgqRNJf281nWYmZl1ds5cMzOzynPeWmfiBmYzy4t1gK/Vuggz\nM7NFgDPXzMys8py31mk0NDY21roGM6tzkgYBpwHzga8DU4GDge8DI0kXq/4KHBkRcyXNAJ4EVgK+\nCZwJ7AEsAH4XEeMkrQlcBHwVmAMcHRFPS5oAzAQ2BlYB/he4GXgO6An8EvgNcBmwKrAy8Gfg4Iho\nlPQzYC/gHeAN4NaImCDpgFK1VuSAmZmZtZMz18zMrPKct2Ydyz2Yzay1tgBGAH2B7sAJwCHAFhGx\nIfB2Ng1geeDn2fTdgS2B/sCmwHBJKwJXACdGxADgUGBSwb7+B/gOMAQ4NyI+AH5CCtKzgO8Cz0TE\nt4C1gIHAAEm7At8G1gV2ATYCkLRuM7WamZnVG2eumZlZ5TlvzTpI11oXYGa58WBEBICkq4CbSFdQ\nH5ME0A14qmD5x7P/DwSuj4iPgY+BDSX1JF31/X22LkBPSV/Nfr4nu1L7N2C54kIi4tpsvKqRQD/S\nFeKewPbZvuYB8yT9MVtla1JIl6vVzMysnjhzzczMKs95a9ZB3MBsZq21oODnxYAupKA7BiAL1M/+\npkTER9mP84HPxuKR1Ad4H5ibXWltmr4q8F72cm62jcaCcKZg2aNJtwhdTLp1aD2gAfiE0ndmNFur\nmZlZnXHmmpmZVZ7z1qyDeIgMM2utb0taRdJiQNNYT3tIWkFSA2msqZEl1nsQ2FPS4pJ6AHeRHmTw\nf5L2A5C0fbZccxbweWBuTxrnaiLpVqYNSQH752xf3SQtBQwmBf/kVtZqZmZWD5y5ZmZmlee8Nesg\nbmA2s9Z6HbgSeAF4DbgA+ClwH/A8KfzOKV4pIm4GHibdrvMEMC4iXgT2BQ6W9BzwM+D7EdHcU0en\nAptLOgf4NXC6pGnZz48AX4+IO0gh/jRwR1bzRxHxbGtqNTMzqxPOXDMzs8pz3pp1kIbGxuY+62Zm\nnz1hd0xEDKpxKc2S9C1g7Yi4QtLiwKPAgRHxXI1LMzMzaxVnrpmZWeU5b806lnswm1lnEsAPJD1L\nupo8ycFrZmZWEc5cMzOzynPeWi64B7OZmZmZmZmZmZmZtYt7MJuZmZmZmZmZmZlZu7iB2czMzMzM\nzMzMzMzaxQ3MZmZmZmZmZmZmZtYubmA2MzMzMzMzMzMzs3ZxA7OZmZmZmZmZmZmZtYsbmM3MzMzM\nzMzMzMysXdzAbGZmZmZmZmZmZmbt4gZmMzMzMzMzMzMzM2sXNzCbmZmZmZmZmZmZWbu4gdnMzMzM\nzMzMzMzM2qVrrQsws85JUh/gn8C0bFIXYA5wXEQ83AHb/1/gHxFxpaRGoHdEvLOw2zUzM2tOljl/\nAz4BGoEewIfAERHxZAfv61JgUkT8uQO2NQi4E4iiWeMjYnwbtnMB8E5EjFnYmrLtfR04NyL2lLQy\ncGNEbNER2zYzM2sPSYsDrwDPRMTOC7GdzzKujeuNAZaPiKMk/Qk4ISJeaG8dZtXgBmYzq6SPImLD\npheSvgdMANZa2A1HxE8WdhtmZmbttHXhRU1JJwC/Ab7VkTuJiIM7cnvAPwtzuU6sDgggIl4H3Lhs\nZma19v+AZ4BNJPWLiL+3czufZVx7RcQuC7O+WbW4gdnMqumrwBtZL6pxwGygJ/BN4BfA5kAvoAE4\nOCIelnQ38LVs/Z7AGqSQPgX4W0ScW9V3YGZmVkBSV2A14L3s9RiyXkfFryX9P+BU4FNSD+hREfFg\nM9MnAxdExI2SRgO7AUsAS5J6M92cbb8PsBLpRPY1YL+IeKON72PXrIZupDuOToiIRyUtBVwKbAC8\nASwApmTrrAJckL3/xUm9rc/O7mJ6CPh7VttAYHhx/cCt2bZXyfL+MFK298x6j50HbJsdk8eBYyNi\nlqSXSRest832fWVEnNaW92tmZtaMI4BJpDtyRwCHZ+ewF0TEevDZnUEXRMR6kvoClwHdSeeylwK/\n48sZ12I2RsTNhYVkmbcX8BTwK0qcM1fg/Zu1mcdgNrNKWkLSM9l//yY1Kv8sm7ce8IOIWB8YAKwM\nfCsi1gGuAH4MEBE7Zr2tNiOdNJ8cEf9X7TdiZmZW4H5Jz0l6HXgxmza8FeuNBX4UEZsApwGDWpgO\ngKTVge2AQVlungL8b8Ei3wH2joi+pIu3h5fZ/zcKcvkZSbdm218LOBvYJSI2Ag4FbpK0JPBT4COg\nL7A3X+yJdRVweURsDGwKbJfdrQSwKnBGRKxNarT+Uv0R8QlwMKln9Y5FtZ5K+m6wQfbfYtlxatIz\nIr5D6vF8QnYbspmZ2UKRtA7pjqQbSOelB0j6agurjQJuy/JwF2Ar0jBaxRnXYjY2s4/NKHPObFYP\n3IPZzCqpeIiM7YA/AkcDr0bEvwGyHlKnAodJ+gbpxHpWwXqLAVcDf4+In1exfjMzs1K2joh3JA0A\n/gTcHxFvt2K9ScDNku4A7iXdvdPcdAAi4t+SDgD2lbQmqfdSz4JFJkfEh9nPTwPLldl/uSEytif1\ngP6L9Fn78afAmqST35ER0QjMkHQzQNb4PBBYTtIZ2To9gQ2BqaSezo+2sv5SdgZOiYj52f5+Q/oO\n0eSWbNuvSXo7e8//amGbZmZmLTkCuD0i3gXelfQv0oXXR5tZ52bgSkmbAn8GjomITwsytUm7s7Gl\nc2azWnMPZjOrmuwhRf8g3Xr736bpkr4L3JG9vAUYT7rlp8k40i1DR1anUjMzs5ZFxFPAscCEbFgI\nSD2WCjOsW8HypwDfBp4EhgEPNje9SdaQ/SiwFHAP8POifXxU8HPx/lujC/CXiNiw6T/Sie7fsvmF\n21tQsE4DsEXROmdn8z+OiAWtrL9cTY0FrxcjDcPRZGHfs5mZ2RdkF0/3B74t6eVseIqVgKNoPt9v\nJz1n6HpgI2CapFVL7KLd2diKc2azmnIDs5lVjaS1SeNNLV00a3vSLUUXkU6udyedWCLpx6RblL6X\n3UprZmZWNyLiWlKP3V9lk2YAG0tqkNQLGAxprObsRLVHRIwHfgSsL+kr5aYX7GYr4MmIOA94gIKc\n7CB/AXbIxpBE0i7Ac6QxIe8EDpK0mKRlSWNFkvWYfgw4LltnGeDhpvlFmqt/ARKr+tQAACAASURB\nVF9sOG5yF3CEpMWzO5mOJPXuNjMzq5R9gXeBlSOiT0T0IT0DqCewJbCapBUkNQBDm1aSdA3w/YiY\nRMrxD4FvUD7joO3ZXvac2aweuIHZzCqpcAzmZ4AbSbcXvVi03HhgkKRppIcX/BP4uqSVST2hlgQe\nLNjWkCq+BzMzs5YcBewiaUdgIqmR+f+A20knjWQ9lkYC10h6ijS244ER8XEz05tcCywv6e/AC6S7\ngJbLGrAXWkS8QMrnSZKeBc4AhkTEf4ExwHxgOnAbMK1g1X2AzbP8fhy4NiImlthFc/W/AMyVNJUv\n9sQ6E3gTeIb0QKTFSQ9aMjMzq5QjgPMKOzZFxAfA+cAepAf3PUm6wFo4LNMZpKEuniXl4c2ku5HK\nZRy0PdvLnTO7Xc/qQkNjY2PLS5mZmZmZmZmZmZmZFfGVDjMzMzMzMzMzMzNrFzcwm5mZmZmZmZmZ\nmVm7uIHZzMzMzMzMzMzMzNrFDcxmZmZmZmZmZmZm1i5da12AdYwFCz5pfP/9ObUuI1eWXbYHPmZt\n5+PWdj5m7dMZjlvv3r2KnxZtOZfXvM3j71Mea4Z81p3HmsF1V1O91+y87Zzykrn1/vvRxHV2rLzU\nCfmp1XV2rErVWS5z3cDcSRwwelKtSzCzzLhRQ77wumvXLjWqJN983KweOW/NKqc4P1uS15zIY915\nrNnyz5lrtugYN2pIbrLGdZbmITLMzMzMzMzMzMzMrF0q0oNZ0oPAmIi4r2DaOGAasB5wXkS8spD7\n6ANMiojNi6bvDJwAfAp0AS6LiImSlgN2iohrWrn9ScB4oDuwWkRc3Mr1DgX2y/a/OHBKRExuyz5b\nu7yZmZkz15lrZmaV57x13pqZWXmVGiLjYuAA4D4ASd2AXYHRETG7QvtsMh7YICI+kNQLeFbSvcA6\nwBCgVeHbJCLuau2ykoYC2wPbRsR8SV8HHpS0UUS805b9mpmZtZIz15lrZmaV57x13pqZWRmVamC+\nEThLUo+ImAPsBtwTEbMlTQYOB74K/BKYD7wP7AvsCfSNiB9L6g5Mj4g+kgYCp2fb7kEK9nll9v0W\nMELSjcALQL+I+FjSRGCD7OrrFqQrw3dJ2gkYGhHDJB0JHAy8AawAIGlYQU3HA0OBBcCDEXFS0b4P\nA46LiPkAEfEvSRtGxLvZ1ejLSFd8G4FjIuLZMvtcnPQlYi3SMCantnTFt1u/qc3NNrMqGnW7fx87\ng7GDz6x1Ca3lzKV6meu8Nasc5+eiyXkLOG9LcuaaLTr8HaA6Kpm5FRmDOSLmArcAe2SThpOu+Bba\nHbgJGAhcDizbzCbXBfaLiG2AW4G9m1l2CCmgryUF2smSGoCzgPvK3QYkaWlgBLA56ctCt6L5/YHv\nkYJ7C2AtSYOLNrMy8FLhhIh4N/vxXOD8iNgq289lzezzYOCdbNndgN82837NzGwR5sz9nDPXzMwq\nxXn7OeetmZkVq+RD/i4B9pe0MrBsRDxVNP9s0tXMvwB7ka7yFmoo+Pk14HxJE4CtSVdIv0TSssDq\nEXFSRKwPbAzsBBSHZKn99AWej4iPs6uzxZdP+gKPRcT8iGgEHiJ9KSj0b+B/imraQdKKQD/gQYCI\neCZbrtw++wO7ZFfC/wB0lfTVZt6DmZkt2py5OHPNzKzinLc4b83M7Msq1sAcEdOAXqSrl5eXWGRf\nYEJEbA08DxwKzAVWyuYPKFj2UmB4RAwDXueLwVzoK8D1kpoC8A3gTeBj0gMJmt5vqf28BKwjaQlJ\nXYCNirY9HdhMUtfsavFWwItFy1wOnCapK4CktUm3DH0K/B34TjZ9w6yucvucDlwbEYOAnYEbSLdY\nmZmZfYkz15lrZmaV57x13pqZWWmV7MEMKYwOId3KU+wJ4ApJDwDbAFcCdwF9JE0h3arzYbbsVcDj\nkh4mBfrKpXYWEW8CRwM3SXoUeAx4KiLuAf4J9Jc0khTmx0r6M7BKtu4M4CfAI8CdwOyibU8Drgce\nJl2FfRn4Y9Eyk7J9TlF6yvDvSbc9vU166u/R2fSLgIOa2efvgL7ZsXkE+HdEfFrqPZuZmWWcuc5c\nMzOrPOet89bMzIo0NDY21roG6xiNM2bMqnUNudK7dy98zNrOx63tfMzapzMct969e5XrjWT5lcu8\nzePvUx5rhnzWnceawXVXU73X7LzttHKRufX++9HEdXasvNQJ+anVdXasStVZLnMr3YPZzMzMzMzM\nzMzMzDqprrUuwDrGPidOrHUJZu0ybtSQWpdgZtZqzlszqyZ/T7JFmTPXrHNxpnVunaKBWdKPge1I\nDxpoBEZHxF/LLNsHmBQRmxdNnwBMyl6uFhEXd0BdE0njX/UB5pEe3jAtIo5uwzYGATMi4vmFrcfM\nzKy9svEVx0TEfQXTxgHTgPWA8yLilYXcRx9KZ/TOpHEePwW6AJdFxERJywE7RcQ1rdz+JGA80J0O\nynozM7OO5sw1M7O8yX0Ds6R1gCHAlhHRmD299gpgg/ZsLyLu6qjaImLfrMYxwJsRMb4dmzkYmEB6\nCrGZmVmtXAwcANwHIKkbsCvpou7s5lbsAOOBDSLiA0m9gGcl3Qs0fQdo1cluk47MejMzswpw5pqZ\nWa7kvoEZeBtYDThQ0l0R8YykTQEkTQYOj4jpkg4HViQ11vaWdCuwAnBHRJzRtDFJw4C+pGC9DniV\n1AN5Eulq8UbZOqMl9QfOBxqAd4EDI2JmSwVnXxB+B6xBuip8MvAc6em8e2bTrgJGANuTngy8S0S8\n1s5jZGZmtrBuBM6S1CMi5gC7AfdExOymvAW+CvwSmA+8D+xLyrW+EfFjSd2B6RHRR9JA4PRs2z1I\nJ9Lzyuz7LWCEpBuBF4B+EfFxdqfQBpIOBbYg9cS6S9JOwNCIGCbpSNLF2jdIuf9Z1mc1HQ8MBRYA\nD0bESR10vMzMzNrLmWtmZrmS+wbmiHhH0hDgKOB0SXOAU4A/NLNaT2B/4L/AQ1ljcylrADsASwD/\nIg13MQf4NzAauITUqPyCpIOAE7N9t+Qw4PWIGC5peWByRKwn6UDgMtK/y/4RMS27Wjyhpcblbv2m\ntmK3tigYO/jMim4/L09MNbOOFRFzJd0C7AFMBIYDpxYttjtwE3AuqZfTss1scl1gv4h4XdJoYO9s\nu6UMAY4FriWdsI6X9FPgLNKF5IslbVG8kqSlSRdr+5Nu9f1r0fz+wPdIJ8oLgD9IGhwRt5cr2nlr\ntmipxPcqf5eyljhzE2euWf5Uuj3C6tditS5gYUlaE/gwIg6MiNWA/YCLsjGiCjUU/PxsRMyMiE+A\nqcDaZTb/UtYj+QPgrYh4LyLmksZ5BugHXJhdRT4QWLmVZfcHds3WuxHoJmmZiHgUmA28GhHTWrkt\nMzOzarkE2F/SysCyEfFU0fyzSSejfwH2IvWqKlSYxa8B52fPQNgaWLzUDiUtC6weESdFxPrAxsBO\nwOBm6mzaT1/g+Yj4OCLmkzK/UF/gsYiYHxGNwEOkk3AzM7Nac+aamVlu5L6BGVif1KDcPXv9IjAT\n+ASYC6yUTR9QsE4/ST0ldQU2o/z4xo1lpjcJ4ICIGETqvXxHK2ueDlydrbcLcD0wU9JQ4B2gq6Td\ns2U/pXP8O5mZWc5lFz97kXooXV5ikX1Jd91sTcrWQymfxZcCwyNiGOkhuIUnwoW+Alwv6X+y128A\nbwIf88WMLLWfl4B1JC0hqQtpmKtC04HNJHWV1ABsRfoeYWZmVlPOXDMzy5PcN1xGxE3AZOBxSQ8D\ndwOjsp7H5wO/lXQ3aVzjJu+Rxld+BLgxIl5o5+6PAK6U9BBwDmkc5da4CFhf0gPAw6Qw7kMaF+tH\npC8HP5e0KvA4MFZSuV7WZmZm1XQ5cAjp1tliTwBXZPm2DXAlcBfQR9IU0q2xH2bLXsXn2d2LMncB\nRcSbwNHATZIeJT2v4KmIuAf4J+k5BSNJJ8/HSvozaUgrImIG8BNS3t9JukuocNvTSBd5Hyb1tHoZ\n+GMbj4eZmVmlOHPNzCwXGhobW+qkaznR6LHc2sbj37WPj1vb+Zi1T2c4br179yrXQ8jyK5d5m8ff\npzzWDPmsO481g+uupnqv2XnbaeUic+v996OJ6+xYeakT8lOr6+xYlaqzXObmvgezmZmZmZmZmZmZ\nmdVG11oXYB1jnxPLPQTYrH3GjRpS6xLMzOqO89bMKsHfu8y+zJlrixLngOWdezCbmZmZmZmZmZmZ\nWbssMg3MkgZJ+qDgibhIOkfSsDLLLydpnwrVMknSoEps28zMrDOS1EfSY83MP1TS4s3Mnyypr6Qx\nkg6XtKGknxQtM0zSOR1Zt5mZWWck6UFJ2xRNGyfpv5JWq1VdZmZWG4tMA3NmHvB7Sa15CMT6gO9R\nMDMzy4fRQJfWLhwRz0TE/1awHjMzs87sYuCApheSugG7Al+LiFdqVpWZmdXEojYG832kRvUjgQua\nJko6HhgKLAAejIiTgFOADSQdCtxJCtDuwFzgUNJJ7A3AG8CqwJ0RcYqk9YDzsv0sAxwTEY9IOhI4\nOFt+hcKiJI0B3oyI8UXTJwCTIuKult5Yt35T23QgbNE0dvCZtS7BzGyhSJoMPAOsBywF7A1sB6wI\nTAJ2l/QzYCtSFp8XETeU2M4g4PCIGNqW/TtvzawSRt3+5b8t/t5mde5G4CxJPSJiDrAbcA9wh6TD\nSefXawLLA8sBFwJ7AmsDP4yIsnclNXHmWmfiv+nW2S1qPZgBjgCOlbRW9roX8D1gi+y/tSQNBs4C\n7ouIi4FzgfMjYuvs56bbZ/sAw4BvAttIGgCsCxwfEduRGpqHS1oaGAFsTgrebgCSvp+dKA8Djstu\n391e0ohs+k7AL7Lp/St0PMzMzPJmapaz9wI/iIjLgDeBoZJ2Br4eEVsCWwOnSFqmhrWamZl1OhEx\nF7gF2CObNJzUKavQRxGxE3ATsEtE7Eo6l27TxV0zM6t/i1oPZiLiXUkjgQnAw6ReyY9FxHwASQ+R\nGokfL1itPzBa0klAA2moDYBnI+K9bL3HAQGvAqdJ+ojUeP0h0Bd4PiI+zpadmtVyHXBdiR7M9wLj\n2tKD2czMbBHydPb/V0k9lwv1BzbOLtQCLA6sXm5DkroAS0bEh9mkxg6s08zMrDO7BBgr6X5g2Yh4\nSlLh/Key/38AvJD9/D7pHNzMzDqRRbEHMxFxGxCknsNzgc0kdc3GZt4KeBH4lM+Pz3TgpIgYBBxG\nuh0IoJ+kHtnJ6Wak0DwfOD0ifghMIzVIvwSsI2mJbNmNKv8uzczMOq1SjcBNuT0duD/L7G2A60k5\nXM4uwG+yn1cG3u64Ms3MzDqviJhG6lQ1Ari8xCK+aGtmtohY5HowFxgJbAvMIp18Pkw6MZ0C/JF0\nktk/6+18AnCRpO7AEqQAhdST+Qbga8CNEfGspKuBWyS9BfwHWD4iZmRPqn8EmAHMLiwkIsaUKjAi\nhnXYuzUzM+vcHgL+RBoWY1B2R1JP4OaImFXUo6rQPcDhkh4EZgL7VaNYMzOzTuJyYCywWq0LMTOz\n2mlobPRFxfaQ1Ic0fMXmta4l0zhjxqxa15ArvXv3wses7Xzc2s7HrH06w3Hr3btXQ61rsA6Xy7zN\n4+9THmuGfNadx5rBdVdTvdfsvO20cpG59f770cR1dqy81An5qdV1dqxK1VkucxfJITLMzMzMzMzM\nzMzMbOEtykNkLJSIeBmol97L7HPixFqXYDk2btSQWpdgZpYLzlszayt/zzJrH2eudVbOBeuMct/A\nnI2ZOCYi7iuYNo70gL31gPMi4pWF3EcfSgyHIWln0vjMnwJdgMsiYqKk5YCdIuKaVm5/EjCe9DTd\n1SLi4oWp18zMrFYkDSI9y6B/RLyaTTsHmB4RE0os36bMbGMtk4DxETG5o7dtZmZWS85bMzOrJ51h\niIyLgQOaXkjqBuwKXBsRIxe2cbkF44E9I2J7YDfgDEkrAOsDbb4kFRF3uXHZzMw6gXnA7yW1ZkzM\ndmWmmZmZOW/NzKw+5L4HM3AjcJakHhExh9TQe09EzJY0GTgc+CrwS2A+8D6wL7An0DcifiypO+lK\nbx9JA4HTs233IDVezyuz77eAEZJuBF4A+kXEx5ImAhtIOhTYgtT7+S5JOwFDI2KYpCOBg4E3gBUA\nJA0rqOl4YCiwAHgwIk7qoONlZmZWafeRLmIfCVzQNLFMtp3C55l5J+nCcXdgLnAo6Q6hG0h5uSpw\nZ0ScImk94LxsP8sAx0TEI6XytWD/Y4A3I2J80fQJZFndgcfAzMys0py3ZmZWF3LfwBwRcyXdAuwB\nTASGA6cWLbY7cBNwLumq7bLNbHJdYL+IeF3SaGDvbLulDAGOBa4lhep4ST8FzgIOj4iLJW1RvJKk\npYERQH/S8Bp/LZrfH/geqXF6AfAHSYMj4vZyRXfrN7WZt2TWvFG3f/HzM3bwmTWqxMw6kSOAqZLu\nzl73okS28cXMvA44PyLulLQtcA7phLgPsCMwE5giaQCwFnB8REyTtA8wXNLzlMhXSd/P6ukDzJM0\nNNvvOqTvD32BAZJ+DBwdEdPKvSnnrVnn5O8+lmOdMm/BmWv552yxRUnuG5gzlwBjJd0PLBsRTxXN\nP5sUmH8BXgMeL5pfeEvRa8D5kv4LrAI8XGqHkpYFVs+uBp8kaRXgD6RwnVWmzqb99AWej4iPs20V\nJ2df4LGImJ/Nf4jU8F22gdnMzKyeRMS7kkYCE0hZ2p3S2VaYyf2B0ZJOImVm0x1Ez0bEe9l6jwMC\nXgVOk/QR6WT6Q8rka0RcB1xXokfVvcA496gyM7O8ct6amVk96AxjMJNd+exFuop6eYlF9gUmRMTW\nwPOkW4DmAitl8wcULHspMDwihgGv88XG50JfAa6X9D/Z6zeAN4GPSVdxm45tqf28BKwjaQlJXYCN\nirY9HdhMUtdsPK2tgBfL1GFmZlaXIuI2IIBhpDwslW2FmTkdOCkiBgGHkYbBAugnqUeWmZuRhqU6\nHzg9In5IerBvAy3nq5mZWafjvDUzs1rrLD2YITUsjwVWKzHvCeCKrFfyPFID8/vAEZKmkHodf5gt\nexXwuKT3SWMsr1xqZxHxpqSjgZskLSCNWXV7RNyT9Wbun11JvhS4XNK+ZI3EETFD0k+AR4AZwOyi\nbU+TdD3pCvRiwBTSE4LNzMzyZiSwLenunlLZtjKfZ+YJwEXZsxGWIF04hpTdNwBfA26MiGclXQ3c\nIukt4D/A8q3I1zGlCswuKpuZmeWZ89bMzGqmobGxsdY1WMdonDGj3MgcVkrv3r3wMWs7H7e28zFr\nn85w3Hr37tWap7pbMyT1Id1Ou3mta8nkMm/z+PuUx5ohn3XnsWZw3dVU7zU7bxdeHeYt5CRz6/33\no4nr7Fh5qRPyU6vr7FiVqrNc5naKITLMzMzMzMzMzMzMrPo60xAZi7R9TpxY6xKsg4wbNaTWJZiZ\n1Y2IeBmom95UzluzfPH3KrPWqbe8BWeuVZ4zwqzjuAezmZmZmZmZmZmZmbWLezBXgaQHgTERcV/B\ntHHAQcA6EfFKzYozMzNrA0k/BrYjPY2+ERgdEX8ts2wfSoznKGkCMCl7uVpEXNwBdU0EVgH6kB5S\n9DowLSKObsM2BgEzIuL5ha3HzMxsYThvzcwsT9zAXB0XAwcA9wFI6gbsCnwtImY3t6KZmVm9kLQO\nMATYMiIaJW0IXAFs0J7tRcRdHVVbROyb1TgGeDMixrdjMwcDEwCf8JqZWc04b83MLG/cwFwdNwJn\nSeoREXOA3YB7gDskHQ4MBdYElgeWAy4E9gTWBn4YEY+1tINu/aZWqnarslG3V/bfcuzgMyu6fTPr\n1N4GVgMOlHRXRDwjaVMASZOBwyNiepZtK5JOHntLuhVYAbgjIs5o2pikYUBfYDxwHfAqqUfUJGA9\nYKNsndGS+gPnAw3Au8CBETGzpYKzi7q/A9YAugAnA88Bj5GytgtwFTAC2B7oL2mXiHit1Pact2bt\n19HfQfLyFHezdljk8xacueZzV7M88RjMVRARc4FbgD2yScNJvZoLfRQROwE3AbtExK7AOaTGZzMz\ns5qLiHfIelQBj0qaDgxuYbWewP7ZOjtLKtf7ag3S0FGDgTOA44DNsmkAlwBHRsQg4E/Aia0s+zDg\n9YgYCOwOXJSdKB8IXAZcDuwfEQ8A9wLHN3eya2ZmVmnOWzMzyxv3YK6eS4Cxku4Hlo2IpyQVzn8q\n+/8HwAvZz+8D3atXopmZWXmS1gQ+jIgDs9ebAH/Ksq1QQ8HPzzb1fJI0lXR3TikvRcRMSR8Db0XE\ne9k6jdn8fsCFWXYuDrzYyrL7A5tL2jJ73U3SMhHxqKTZ2fuZ1sptmZmZVZzz1szM8sY9mKskC9Ne\npFuCLi+xSGOJaWZmZvVkfeAiSU0XP18EZgKfAHOBlbLpAwrW6Sepp6SupB5S5cZbbCkHAzgg61F1\nInBHK2ueDlydrbcLcD0wU9JQ4B2gq6Tds2U/xd+NzMys9py3ZmaWK/6jXl2XA4cA19a6EDMzs7aK\niJuAycDjkh4G7gZGZT2mzgd+K+nu/8/enYfZVdXZ/38nTIEmKEMUoW1RhEUYWoFWaETAKAiIOEME\nVCKDQINBJAEZbFqCIgoSREDG2A1Ii9oqiCgSI4QYwiAKkiz4imIMRsNk4CdDIPX7Y5+CS1Fz7q26\n99Z6PQ9P6p7pfs5pq1ftffbZhzLPYqdHKfM9zgG+a/teBudw4L8l3UyZQuq3/dzvfOBfJf0SuAV4\ngDLv5H8CRwCHAl+W9M/ArZSnjXoa9RUREdFwyduIiGg1ozo6MnC2TXTkJScDkxfDDE6u28Dlmg1O\nO1y3cePGjup7q2gxLZm3rfj71Io1Q2vW3Yo1Q+oeSs1ec/K2bbVE5jb770en1FlfrVIntE6tqbO+\nGlVnT5mbEcwRERERERERERERMSh5yV+b2G/qFcNdQgyz6VP2Hu4SIiLaXvI2WlH+RoiIVpTMHVmS\nVRGtreU6mCUdBxwNvN720/3cZy4w0fYf+7HtgcCjtn/UZfli2+t3WfZGYDrlOq4M3A58zvZySUfa\nPref9R0GrA9cAHze9hH92S8iIiJeStJNwCm2Z9Ysmw4cBGxu+0/DVlxERESTk7QRcJXt7XtYfyhw\nme1lPayfBRwGTAQWA3OBvW1/oWabA4HNbB9f1+IjImLYtOIUGfsDV1ECq+5sz+jaudyLLwJft/1u\n4F3ApsD7qnUnDeK7F6dzOSIiYoVcCHy884OkVYH3Aq9O53JERMQKO4GXvlywV7bvqu1cjoiI9tRS\nI5gl7QL8njLS93JgRnWH9C5gS2At4CO2H5R0GrA7sBBYr9r/FGAHYE3KSKY9KR3VzwE32T6u2mYx\ncBGlkbpF9Z2rdVPSg8CBkp4A5gH7AM9JOhFYR9J51fLNbB8vaQywwPZGknakjH5+FHgemFt7t1jS\nrsA04GngEeCTth9f4YsYERHR3r4LnCZpDdv/oNz4/Rnw4+qJoYnAGyl/G6wDnAd8iHKT+BO25w5P\n2REREc2ju3Y2ZVDV+pQBX++X9CVgJ8rAtbNsX93NcXYBDrPdkAFiERHRHFqqgxk4GLjYtiU9I2m7\navk820dXncoflXQtJejeQulMvr/mGPNtT5a0FaVDeAdKB/P3JO1Vs90ewJiqs/dfgA93U89JwOHA\nl4CtgB8DR9o+TdJRto+oHv/pzteAj9q+T9L5tSskjaJ0bu9oe5GkydV3HdvThVl1/LyeVsUw+cpe\n04a7hIiIEcf205J+CHwAuAKYRMnQs2o2e8r27pKOB/a0/V5Jkyidz712MCdvoxVNubZx/7vN3zsR\nbe0l7Wzbp0s6GZgoaQ/KtJVvqwZSzZV0Qz2/PJk7svSVVcmbiObWMlNkSFqbMuJ4sqTrgVcAR1ar\nf139uxAYQxl1fLvt5baXAnfXHMrVv5sBc20vs90B3Fzt12kLyuhjqkdqF3ZT1jtsn217J+C1wJPA\nyb2cxqianze0fV/18y1dtlsPWGp7UfX5pi61RURERM8uAj4maQNgbdt3dlnf+flx4N7q58cof0NE\nRERE0bWdXWsrYNtqpPP1wCrA63o6kKSVJK1Vs6ijjnVGRMQwa5kOZuAA4BLbu9neHdgO2A0Yx8vD\nycBbJY2W9E/A5jXrllf/LgC2k7RyNWJ4J+C+mu0WAP8OUDVQN+ympjOqqSyw/WS1/zPVus7O5KeB\n11Q/b1Oz72JJ46uf39LluA8Da0nq3G/nLrVFRERED2zfDYwFJgOXdrNJGrURERF96y4vl1P6ERYA\nv7C9CzAB+A7wQC/H2hP4evXzBsDf6ldmREQMt1bqYD4Y+J/OD9W8it8DNum6oe27gKuB2yjzQ70s\nvKrG53coo4fnAX8EflCz/ofAQkm3AmdTOn272heYKul2SXMoHchfqtbdK+lyyt3cjSTNpkzJsbRa\nfwDwLUk30uVObzWi+hDg+5Juocx1dWpPFyYiIiJe5lJKln57uAuJiIhoIzcD1wHXAE9Kuhm4A+iw\n/UQv+/0MWE/STZSBXN3dAI6IiBY1qqMjg3jaRMeSJb3leXQ1btxYcs0GLtdt4HLNBqcdrtu4cWNH\n9b1VtJiWzNtW/H1qxZqhNetuxZohdQ+lZq85edu2WiJzm/33o1PqrK9WqRNap9bUWV+NqrOnzG2l\nEcwRERERERERERER0URWHu4Coj72m3rFcJcQK2D6lL2Hu4SIiOiH5G3US7I/IqJ3ydzhk4yKiIHK\nCOaIiIiIiIiIiIiIGJSMYB4ASbtQXgx4b83iJbY/0s22s4DDgO2BR23/aChqjIiIaGZdsrQDWB24\nwvbXe9j+UMqLcZcDqwAn2p4laQZwle3rh6LuiIiIkU7SccDRwOttPy1pK2Bt2zcNc2kRETHM0sE8\ncDNtT+zvxrZnNLCWiIiIVvRClkpaDbCk/7H9eO1GkiYCuwLvtL1M0uuBmyRtPfQlR0REjHj7A1cB\nE4EZwIeAxUA6mCMiRrh0MNeBpO2A6cAoYBEleDvXnUIJ3QXAiZQRWOsDOUiNgwAAIABJREFUF9r+\nhqQjgE9Uy2fbniLptcCFwBjgaeBQ2wt7q2HV8fPqfVoxSF/Za9pwlxAR0UrGUkYy3yFpU9vPS/oy\ncDvwKeAY28sAbP9B0pttPyIJ4FOSpgKvAA63PU/Sl4B/q4473/akKot3ANYEDqI0ihcCG1EaylsC\nWwM/tn1Cb8Umb6Neplw7sP8t5e+LiBhO1RNIvwcuAC6XdANwIPCspDspWTyN0n59BPgk8Gbgc8Az\nwGurfScAbwKm2z6/t+8cKZk7VP//fdy4sSxZ8sSQfFdEjDzpYB64CdX0F51+THl0d6Lt+VWH8fge\n9t2Q0oAdDdwt6WpgEnCU7bmSDpe0MvBV4BzbP5H0TuB0ajqtIyIiWlxnli4HlgH/AewLvFvST4E9\ngJMpDdUHane0/UjNxztsT5N0IHCgpAXAY7Z3lTQa+J2kDatt59ueLGkj4A3AbpTpOf5Ayed/AA8C\nvXYwR0REjFAHAxfbtqRngH+m3LBdDNxGyesdbS+SNBk4Cbi22u7NwLbA1cDGlNz9P6DXDuaIiGgd\n6WAeuJdNkSHps7bnA9g+r1rW3b5zbD9Trb+HEq6TgGOr0Vq/ooyC3go4oZrjahTwbIPOJSIiYjh0\nl6VLgU9TbsL+3Pazkh6kjHj6e812uwG/rT7eUf27GFgDeAp4laRvA09SRiyvUm3jmq97wPbfqwby\nX20/Wh27o47nGBER0RYkrQ3sScnYoyijlY+kjGgGWA9YantR9fkm4IuUDuZ7qmmuHgd+X+X7Y5Sn\ndSMiok2MHu4C2sRDkjaB8uIDSR/oYbs3S1pJ0hrAFsD9wCHAYbZ3poxu3oEyncZxtnehPB783Uaf\nQERExHCyPZty4/Ug4JJq8aXAydXTPUjatFq3vFrftUN4D+C1tj9KGYm8OuVGLTX7dLdfRERE9OwA\n4BLbu9neHdiO8iRQB6VP4WFgLUmvqbbfGbiv+jmZGxExAmQE88B1nSIDYDJwqaTlwF+As6tlXa0C\n/ARYF5hm+2FJdwO3SVpCmb/5VuBY4HxJYyiN4+6OFRER0W6uAD5i+3cAtq+qGquzJT0LrAQcYPtv\nPTwpNI/SIT2XMt/jA8AGQ1N6RERE2zoY+FjnB9v/kPQ94DnKSOb5lIFT36/axI9R5mfecuhLjYiI\n4TCqoyM3FIdC9VKEw7o+ElxHHZmwf2DykoPByXUbuFyzwWmH6zZu3NhRfW8VnaoX9j1s+9LhrqUX\nLZm3rfj71Io1Q2vW3Yo1Q+oeSs1ec/K2bbVE5jb770en1FlfrVIntE6tqbO+GlVnT5mbEcwREREx\n7CTNoMzh+MFhLiUiIiIiIiIGIB3MQ8T2LGBWo46/39QrGnXoGKTpU/Ye7hIiIlqG7QOHu4b+SN7G\nisrfBxER/ZPM7VmyJCKaTTqYV4CkjYCrbG/fw/pDgctsL+th/SzgMGAisBiYC+xt+ws12xwIbGb7\n+LoWHxER0QtJxwFHA6+3/XQ/95kLTLT9x35seyDwqO0fdVm+2Pb6XZa9EZhO+btlZeB24HO2l0s6\n0va5/azvMGB94ALg87aP6M9+ERERjZK8jYiIdjB6uAtocydQXkjUL7bvqu1cjoiIGEb7A1dRboLW\nne0ZXRu7vfgi8HXb7wbeBWwKvK9ad9IgvntxGrsREdEkkrcREdHyMoK5DqqRyHdR3pK7FvARSiCv\nT/lj4f2SvgTsROnUP8v21d0cZxca+yLAiIiIPlV59HvKyKPLgRndZZ3tByWdBuwOLKTMoYykU4Ad\ngDWBg4A9KQ3n54CbbB9XbbMYuAi4ENii+s7VuinpQeBASU8A84B9gOcknQisI+m8avlmto+XNAZY\nYHsjSTtSRmM9CjwPzK19AknSrsA04GngEeCTth9f4YsYERHRh+Rt8jYiol2kg7l+5tk+ugr+j9o+\nXdLJwERJe1AeeXpbFcJzJd1Qzy9fdfy8eh4u6mDKtf37v8lX9prW4EoiIgbsYOBi25b0jKTtquUv\nyTpJ11Junr6F0ri9v+YY821PlrQVpYG6A6XB+z1Je9Vstwcwpmp8/gvw4W7qOQk4HPgSsBXwY+BI\n26dJOsr2EdUjwN35GiWX75N0fu0KSaMoje0dbS+SNLn6rmN7ujDJ2xiIZHxE9CF524uRmLnJjYho\nVZkio35+Xf27EBjTZd1WwLbV3ejrgVWA1/V0IEkrSVqrZlFHHeuMiIjokaS1KSOgJku6HngFcGS1\numvWbQHcbnu57aXA3TWHcvXvZsBc28tsdwA3V/t12oIyGgrbf6qO3dU7bJ9teyfgtcCTwMm9nMao\nmp83tH1f9fMtXbZbD1hqe1H1+aYutUVERDRE8jZ5GxHRTtLBXD/ddQIvp1zjBcAvbO8CTAC+AzzQ\ny7H2BL5e/bwB8Lf6lRkREdGrA4BLbO9me3dgO2A3YBwvzzoDb5U0WtI/AZvXrFte/bsA2E7SytUI\npp2A+2q2WwD8O4CkDYANu6npjOrRWmw/We3/TLWus3H7NPCa6udtavZdLGl89fNbuhz3YWAtSZ37\n7dyltoiIiEZJ3kZERNtIB3Nj3QxcB1wDPCnpZuAOoMP2E73s9zNgPUk3Uf4IuLThlUZERBQHA//T\n+cH2P4DvAZt03dD2XcDVwG2Udw687Iao7bspN1ZvoYyc+iPwg5r1PwQWSroVOJvSCO1qX2CqpNsl\nzaE0aL9UrbtX0uWUJ4Q2kjSb8ojw0mr9AcC3JN1Il6eHqhFehwDfl3QL5f0Jp/Z0YSIiIuooeRsR\nEW1jVEdHZl9oEx1LlvTWZx1djRs3llyzgct1G7hcs8Fph+s2btzYUX1vFS2mJfO2FX+fWrFmaM26\nW7FmSN1DqdlrTt62rZbI3Gb//eiUOuurVeqE1qk1ddZXo+rsKXMzgjkiIiIiIiIiIiIiBmXl4S4g\n6mO/qVcMdwlRmT5l7+EuISIiGiR529ySwRER7SOZ27PkXUQ0m4xgjoiIiIiIiIiIiIhBSQdzg0g6\nTtJfJI2pPm8laafhrisiIqLdJHMjIiJWnKRdJf1G0urV5w0k3S1pw0Eeb66kjepaZERENKV0MDfO\n/pQ3/E6sPn8I2Hz4yomIiGhbydyIiIgVZPsG4KfAmZJWAf4XOMb2ouGtLCIiml3mYG4ASbsAvwcu\nAC6XdANwIPCspDuBVwDTgKeBR4BPAm8GPgc8A7y22ncC8CZguu3ze/vOVcfPa8SpNL2v7DVt0Pu2\nyps/IyKiZ0OduSMtb1ckZ1dUcjoiYlicCMwGfgj83PYNkrYDpgOjgEWUG7ubAV8Hnqdk7CG2/yTp\nNGB3YCGwHoCkVwCXAOtW3/Fp23f3VUgyNyKidfS7g1nSFsA6lFABwPZNjSiqDRwMXGzbkp4B/hmY\nASwGbgMeAHa0vUjSZOAk4NpquzcD2wJXAxsDGwL/B/TawRwREe0heTtgydyIiBiUZO7L2V4m6SJK\nFh5WLb4QmGh7vqQjgPHVsoNt3yXpfcBZkk4BdgLeAqwJ3F/tfwJwo+3zJW0CXAbsOGQnFRERDdev\nDmZJ3wDeS2mkdVSLOyijfaKGpLWBPYFXSTqKMnLqSMroKih3cZfWPGZ0E/BFSmP3nirQHwd+b/tZ\nSY8BY4b0JCIiYlgkbwcmmRsREYOVzO2epNcBU4CplCeD3gG82vZ8ANvnVdttYPuuarebgNOBLYDb\nbS8HlkrqHKW8FTBB0r7V57WH5mwiImKo9HcE826AbD/VyGLaxAHAJbanAEhaA/gDcB5lzuuHgbUk\nvcb2X4CdgfuqfTu6OV5ERIwcyduBSeZGRMRgJXO7kLQq8B3gM7avk7Qt8J/AQ5I2sX2/pOMoWfqQ\npH+1/VtezFcDn5Y0GlidF9+HsAC43PaVkl5FefooIiLaSH87mB+g5rGh6NXBwMc6P9j+h6TvAc9R\nRlXNBw4Bvi9pOfAYZa7ILYe+1IiIaDLJ24FJ5kZExGAlc1/uTGC27euqz0cAd1Cmw7i0ytK/AGcD\nfwTOlTSKkrsH2X5A0tWUKaoeAv5WHec04BJJhwJrAacMzelERMRQGdXR0fcAHknfBv4dmEOZwB8A\n259sXGkxQB15Ec7A5OVBg5PrNnC5ZoPTDtdt3LixA2q4Jm9bQkvmbSv+PrVizdCadbdizZC6h1Kz\n1zzQvIVkbotoicxt9t+PTqmzvlqlTmidWlNnfTWqzp4yt78jmK+v/ouIiIjGSd5GREQMjWRuRERE\nnfSrg9n2tyRtCexS7TOrZkL/aAL7Tb1iuEsYEtOn7D3cJURENEzytvmNlLxtdvl7ICJWVDK3+Y2E\nzE2eRUS76FcHs6SPUeZJ+gHlpTnflzTN9qUNrG1ISdqF8kKDeykv/lkduML213vY/lDKy4WWA6sA\nJ9qeJWkGcJXt3A2PiIgBabe87SlbgW3pkpWSFtteX9IpwH6UuRs7gNWAE6qMfSswjTJn5mjgOttn\nShoDHGD74iE7uYiIaGntlrndSRs3IiKGSn+nyPgs8FbbjwBIOg2YBbRN+FZm2p4IIGk1wJL+x/bj\ntRtJmgjsCrzT9jJJrwdukrT10JccERFtpB3z9mXZCvQ1Quws2xdU+4yndEpvA5wLfNz2AkmrAHMk\nzaS8vO9gIB3MERHRX+2Yud1JGzciIhquvx3MK3UGL4Dth6s3yLazsZS7vHdI2tT285K+DNwOfAo4\nxvYyANt/kPRm249IAviUpKnAK4DDbc+T9CXg36rjzrc9qRqltQOwJnAQMANYCGwEXEV5y/3WwI9t\nnzBE5x0REcOn3fN2LPA85W3z/bUO8GT184PAkZIuo3RSv832s5IuAjaX9HngHOByylvqVwZOsj1T\n0j3AfcAzlE7uNwLrVcc/D/gQsCnwCdtzV+w0IyKiBbR75nYnbdyIiGiI/nYw/0bS2cAl1eeDgN80\npqRhNUHSLMojQcuA/wD2Bd4t6afAHsDJlMdzH6jdsfaPE+AO29MkHQgcKGkB8JjtXSWNBn4nacNq\n2/m2J0vaCHgDsBvl0aU/ABsC/6A0qHsN31XHzxv0SbeSKdd2f55f2WvaEFcSEdEQ7Zi3XbP1KGAf\n4AxJx9dst07Nz8dUI6meBx4HDqmWHwRMBs4HNgaulHQscBqwle0vSPoqcIPt6VXWzpa0MaWhe6rt\nX1eN36ds717VsKft90qaBEwEeuxgHil5OxCNyuBWeUN3RLSsdszc7qSN28R6at92Sjs3IlpFfzuY\nD6HMT3UpZX6qG4EjGlTTcHrh8aFOkpYCn6ac98+rkVIPAq8F/l6z3W7Ab6uPd1T/LgbWAJ4CXiXp\n25RRWGtS5rSCMoqq0wO2/y7pGeCvth+tjt1Rx3OMiIjm1Y5521227gNM7ToHc80mL0yRUbN+DLCN\n7VOBUyWtS7lOhwLX1GzaOaUGthdVOT6uWlebuXdW/z5OmZsSylQbYwZ+ihER0YLaMXO7kzZuREQ0\nXH87mM+zPamhlTQp27MlTafc0T6pWnwpcLKk/W0/J2lTyp3vbav1XcNyD+C1tveVNA74AOUFRVDu\nJNPDfhERMbKM2Lzth+XA5ZJ2t31P9cjug5QpL5ZTGskA84G3A7+uRlKtDTxSc4xOydyIiJFtxGZu\n2rgREVFvo/veBIAtJa3Z0Eqa2xXA+rZ/B2D7Ksrjs7Ml3QRcRnl7/d962H8e8AZJc4HvUh492qDx\nZUdERIsZ6XnbI9vPUqbW+KakW6tMHUVpEP8NWLWaR/KLlMeBbwJ+ABxqeyBzPkdExMgw0jM3bdyI\niKibUR0dfd9QlHQrsAnlUZenOpfbntC40ppH9TKDh2038xuFOzJP4cBkbsfByXUbuFyzwWmH6zZu\n3NhRfW/1opGety2iJfO2FX+fWrFmaM26W7FmSN1DqdlrHmjeQjI3bdz6afbfj06ps75apU5onVpT\nZ301qs6eMre/U2RMrWMtLUXSDMpb5j84zKVERET7G7F5GxERMcRGbOamjRsREfXWawezpG1s38kI\nnjfJ9oHDXUN/7Df1iuEuYchNn7L3cJcQEVEXydvWMRLztifJ4YhoRcnctHGbXfI1IlpRXyOYD6O8\nnf2/ulnXAYyIx4ciIiIaLHkbERExNJK5ERERddZrB7PtQ6sfj7b9myGoZ0hJ2oXyAqCtbC+slp0O\nLLA9o5vt/wV4k+1rqseKtgEeBVYD7gGOsL1saKqPiIh2MRR5K2kj4Crb23fJsA7K3wOHdb7op5t9\nD6W87Odt1XYT61jXZ4E7bf+im3Uzqpqvr8P3HGn73BU9TkREtLZ2b+MOVNUm/g5wb83iJbY/0s22\nsygd9NsDj9r+0VDUGBERza+/czBfImk14HLgys7O2DbxLHCZpF1t9/WY1ARgM+Ca6vPUzkavpCuB\n91HeoBsRETEYQ5m3tRm2B3AqPc/FeALw3w2qY0fgnAYdu9ZJQDqYIyKiUzu3cQdq5kBuHnc3GCsi\nIka2fnUw2/43SZsAE4HrJD0M/E+Tv3G2v2YCo4H/oKbhKekoYD/KyK6rgG8AxwNrSJpTewBJKwFj\ngT91t6/tcyRtCZxVfdcrgU/bniPpfuAWQMBfgQ8BGwMzgGXAc8DHbS/q7SRWHT9v8FegAb6y17Th\nLiEiouUMY96uAzxZjVTexPaUKtvuomTj+pQsPBvYRNJPgFcB19g+RdLWwNeB54GngUMoefdtYCEl\n1+bZPrz2SyW9Aniyr6d/JB0IbGb7eEljKE8abVSNpFpAufk7CtgX+DSwyPY3JK0N/Bz4PrCOpPOA\nycAFwCZVjSfZniXpHuA+4BnbH+2plmbL2+E05dqhvxb5+yIi6qXN27grTNJ2wHRKvi4C9q9Zdwqw\nmJLBJwLLKX8rXFjl7xHAJ6rls6u/K14LXAiMofytcGhfnfrtnrnJtIhoJ6P7u6Ht+ykdpF8C1gI+\n16iihsHhwGeqPzAA1qA0Unes/ns/8EbgdMrd7c5Hgc6oGrfzgVcDlrR5130lCdgC+Kztd1Gu46Tq\nGG8ATrb978A44C3ArsAdwLuA04C1G3TeERHRZIYwb8+QNEvSjcDuwHGUDuH3V53LuwO/sP1NSiOy\nc2TTGEouvh04slp2EXCk7Z2B86r6ATYFDgLeCuwpaf0uNewO/GwFz2OO7V2A/6WMtL4Y+Hi1bj/g\nCtunUR7lPQI4GHjY9k6UJ4++UW27JnBqb53LERHRXtq8jTsQE6q/CTr/m0LpDJ5kezvKzdrxPey7\nIbA3ZdqMz0h6FaWtO7lq4z4gaWXgq8A5tt9R/Xx6g88pIiKGUL9GMEv6AKWRtj1leoijbM/pfa/W\nYfsRSUdTRg3fQmlkvg64sdpkbUoHc1e1jxd/ATiT0lDubt9FwMmSnqKMdl5arX+45s7tQkrD/RJK\nQ/964O+UBnNERLS5Ic7bFzKsSw2/BN5NaRx+oZv97rH9TLXtc9WyDWzfVf18Ey82Gv+f7Seqbf9C\nybhaewDHdvn+1YEO209Xi7pOXzWqy+eZ1b9zgPfZfkDSE9UN3/0pjd5aWwFvr0ZmAawsad3qZ3dz\nvhER0YbavY07QC+bIkPSZ23PB7B9XrWsu33n1PxdcA/lqaVJwLGSvgz8ipLdWwEnSDqu+vxsg84l\nIiKGQX9HMB8AXAG8wfYR7Ri8tq+hNCwPBJ4Bfge8oxoVNQO4m/KIT0/XbCGwanWM7vY9B/hP25+o\nPnc2kLub9/l9wM223wlcTelsjoiI9tcMeXsRZZTvq2z/tlpWm3/d5dZDkv61+nlnylQTPW0LgKTR\nwCttP9xl1TSgcxTxBsDfKI/SvqZatk2X7bet/n0bJX87z+Ek4M81x+/M3QXAt6uM3oOSs49V65b3\nVG9ERLSdZsjcZvZQ5xO+ko6rOuS782ZJK0lag/LU7v2UqbIOq55s2hrYgZK/x1X5+yny7qKIiLbS\n3zmYPyRpC2B7SaNqlt/UsMqGx9HAOymjhm8EZlcvfphHGYF8N3CipDur7c+QdDxlzsmVgE9WI6e6\n2/dy4IeS/gr8GVivlzpuBy6vRoYtBz5T5/OMiIgm1Ax5a/tWSW/kxakjAG4GrgP+q4fdDgHOrWp+\njjItRl+2B27tZvk3gW9JmgTcSZkH+g/A4ZJmU6aQWlqz/YGSjgH+P+Bj1bL/o8wdfUDNdvdKuryq\n7aJqpPZawHm2l/cwKisiItpUM2RuE5lQTf1YazJwqaTlwF8o72GY3M2+qwA/AdYFptl+WNLdwG2S\nllDawrdSnlg6v3qXwuo9HCsiIlrUqI6OHgcXvUDSuZRHTB/gxdFIHbYnNLC2GJiOJUueGO4aWsq4\ncWPJNRu4XLeByzUbnHa4buPGje06nUOvmiFvq5HFtwDvtr20r+2HU9UYPsz2gi7L1wB+CWxnu96j\nklsyb1vx96kVa4bWrLsVa4bUPZSaveaB5i00R+a2Okm7UHJ4Yl/bDlJLZG6z/350Sp311Sp1QuvU\nmjrrq1F19pS5/RrBTJmLUbafql9JERER0cWw5q2k11NG/36z2TuXeyJpB8oo6BMb0LkcERHtI23c\niIiIOulvB/MDvPylOtFE9pt6xXCX0K3pU7q+WykiInoxrHlr+w/Am4fr+weqmsex67I5lBcJNUSz\n5m0zyt8AEdHk0sZdQbZnAbMadfxmytxkWkRE7/rbwfwoZe7COZQX7QBg+5MrWoCkjYCrbG8vaQbl\n5T2PUh5TWpnyyM3vetj3UOAyyot96vpojqTPAnfa/kU362ZUNV9fh+850va5K3qciIhoCw3L21Ym\naVfgq8D2tp+StAHwU2B324sGcby5wETbf6xvpRER0ULSxn3puhmkjRsREYPU3w7m66v/hsLUzlCT\ntAdwKvDBHrY9AfjvBtWxI3BOg45d6yTKi4giIiKGMm9bhu0bJP0UOFPSZOB/gWMG07kcERFRSRu3\ncdLGjYgYYXrtYJa0oe1Ftr/VzbqhePnBOsCT1V3cTWxPkbQS5Y3y5wLrA1dR3mi7iaSfAK8CrrF9\niqStga8Dz1PuSh8CjAa+DSwENgbm2T68y7m9AnjS9rLeipN0ILCZ7eOrt+EusL1R9dKhBcBmlMeu\n9gU+DSyy/Q1JawM/B74PrCPpPMpbdC8ANqlqPMn2LEn3APcBz9j+6OAuY0RENLMmyNtWcCIwG/gh\n8POq03k7YDolaxcB+1Oy9yXZb/tPkk4Ddqfk/3rwQt5fQnnzPcCnbd89dKcUERFDrQkyN23ctHEj\nItpOXyOYr6E8zoOk79n+UM26r3auq7MzJB1PCcyHgKnAk8Cd1fLdgV/Y/qakzwETge2BMcD7gZWA\nPwGnABcBB9u+S9L7gLOAY4FNgd2AfwAPSFrf9uKaGnYHfraC5zHH9mGSjqDchT6bEvrfAPYDrrB9\nlqSjbB8h6XDgYdsHSVoXuAnYAlgTONX2r3v7slXHz1vBchtjyrUrVtdX9ppWp0oiIpracORtS7G9\nTNJFwPnAYdXiCylTXcyv8nZ8tewl2S/pFGAn4C2UXL2/2v8E4Ebb50vahPJI8o691dGsedtskt8R\n0cTSxh28EdvGXZF2bTIxIkaCvjqYa1968IZe1tXTC48P1ZL0S8qbficBX+hmv3tsP1Nt+1y1bAPb\nd1U/3wScXv38/2w/UW37F0pw19qDEtK137860GG7c36uji77dL0eM6t/5wDvs/2ApCckbU4ZYdX1\nLQFbAW+vRmMBrFyFMIC7Od+IiGgfw5G3LUXS64AplEb55ZLeAbza9nwA2+dV23WX/VsAt9teDiyV\n1DlKeStggqR9q89rD83ZRETEMEob98XvTxs3IiLqYnQf6zt6+Lm7z412EXAw8Crbv62WLefFc+iu\nnock/Wv1886Ux3B62hYASaOBV9p+uMuqaUDn4zsbAH+jPJL0mmpZ1zvd21b/vg3ofIHDRZT5qP5c\nc/zO0F4AfNv2LpTwvxp4rFq3vKd6IyKiLTRT3jYdSasC3wE+Y/trlFFc/0nJ+U2qbY6T9AG6z34D\nb5U0WtI/AZtX6xcAX6uydx+geV5XHxERjdJMmZs2bkREtIW+Opibhu1bgTfy0sbfzcB19Hyn+RDg\nXEk3U+Z/+kw/vmp74NZuln8TOFTSTcC9lDmyrgc2kjSb0jBdWrP9gdUd6fcAp1XL/g/YlTLfY6d7\nJV1eHX+zap85wIPVSKuIiIiR7kxgtu3rqs9HUBrE3wYurbJza8rfBC/L/mqk19XAbZR5Lf9WHec0\nYJ9qXsnrgXuG5nQiIiLSxo2IiPYxqqOj55u01aM151PC7bDqZ6rPn7K9QcMrfLGW0cAtwLttL+1r\n++FUNVQPs72gy/I1gF8C2zUgWDuWLHmizodsb+PGjSXXbOBy3QYu12xw2uG6jRs3tl+P2jZT3kaf\nWjJvW/H3qRVrhtasuxVrhtQ9lJq95v7mLTRX5qaN26eWyNxm//3olDrrq1XqhNapNXXWV6Pq7Clz\n+xrBfAEv3jnt/Lnz8zfrU1rfJL0euBP472YP3p5I2oFy1/jU3LWNiIgumiJvIyIiRoCmyNy0cSMi\nop30+pI/2/8FUL2d9se2n+tt+0ax/QfgzcPx3YNRzTHVddkcyksOGmK/qa03beT0KV3fARERMTI1\nS95G31oxbxslOR4RrahZMjdt3L61auYmHyNiJOrvHMwfA/4o6XxJb2tkQRERESNY8jYiImJoJHMj\nIiLqpNcRzJ1sf1jSWOD9wOckbQxcbfvzDa2uiUnaFfgqsL3tpyRtAPwU2N32okEcby4w0fYf61tp\nRES0iuTtiyTtAnyH8tKhTktsf6SbbWdR5tHcHnjU9o+GosaIiGhd7ZS5XTKzA1id8uLAbYGrbF9f\ns+1i2+tLOgXYD3io2mc14ATbsyS9FZhGmTpkNHCd7TMljQEOsH3xkJ1cRES0hH51MAPYfkLSLcBr\nq/92aFhVLcD2DZJ+CpwpaTLwv8Axg+lcjoiI6JS8fYmZtif2d2PbMxpYS0REtJk2y9wXMlPSaoCB\nu/rY5yzbF1T7jKd0Sm8DnAt83PYCSasAcyTNBB4DDgbSwRwRES/MvZ9LAAAgAElEQVTRrw5mSccA\nH6Xc1bwceI/tPzeysBZxIjAb+CHw86rTeTtgOuVu7yJgf2Az4OvA88DTwCG2/yTpNGB3YCGwHoCk\nVwCXAOtW3/Fp23f3Vciq4+fV87wa6it7TRvuEiIimlLytm895GznulOAxcACSkYvB9YHLrT9DUlH\nAJ+ols+2PUXSa4ELgTGUjD7U9sKevr/Z87anjG2Vt11HRAyVNs/csZS250Dml14HeLL6+UHgSEmX\nUTqp32b7WUkXAZtL+jxwDuW6rUXpVzjJ9kxJ9wD3Ac9QOrnfSGnrrgOcB3wI2BT4hO25vRXUrJnb\nNWuTsRER/R/BvCGlU7SvO6Ajiu1lVcieT3k0F0ojdaLt+VVDdny17GDbd1UvkziragTvBLwFWBO4\nv9r/BOBG2+dL2gS4DNhxyE4qIiKGU/L2pSZU0190+jFwAC/P2e5sCGxNebT3bklXA5OAo2zPlXS4\npJUp012dY/snkt4JnE5Np3VERLStdsvczsxcDiwDjgL2Ac6QdHzNduvU/HyMpImUzujHgUOq5QcB\nkynt3I2BKyUdC5wGbGX7C5K+Ctxge7qkDYHZ1TQjawKn2v511eZ9yvbuVQ172n6vpEnARKDXDuaI\niGgd/Z2D+bOS9pP0YeCLwIdt/3djS2t+kl4HTAGmApdLegfwatvzAWyfV223Qc0fLjdRGq9bALfb\nXg4sldQ5Snkryh8H+1af1x6as4mIiOGWvH2Zl02RIemz3eRsd/vOsf1Mtf4eSgN5EnCspC8Dv6KM\ngt4KOEHScdXnZxt0LhER0UTaMHO7y8x9gKld52Cu2eSFKTJq1o8BtrF9KnCqpHWBS4FDgWtqNu2c\nUgPbiyQtBcZV61yz3Z3Vv4/z4nsVHqM8ORQREW1idH82knQ6sCflcZZVgEmSzmxkYc1O0qqUFyl8\nxvbXgD8B/wk8VI08RtJxkj5QLfvXatedKY8MGXirpNGS/gnYvFq/APia7V0od5yvGKpzioiI4ZW8\n7ZfucrY7b5a0kqQ1KDd176eMzDrM9s6U0c07UHL3uCp3PwV8t9EnEBERwy+Z26PllMFTWwLYfoQy\nZcYz1brOPoT5wNsBqhHMawOP1ByjU8cQ1BwREcOsv1NkvJsy2f+dtv8uaVfgt8BnG1ZZ8zuTMn/j\nddXnI4A7KNNhXCppOfAX4Gzgj8C5kkZR5sE6yPYD1eO6t1He3Pu36jinAZdIOpQyn9UpQ3M6ERHR\nBJK3L9V1igwoj+x2zdnJ3ey7CvATyjsNptl+uHpa6DZJSyjzN98KHAucX43YWr2HY0VERPtJ5naj\nmmt5H+Cb1VRSHZQ266WU/oNVqyeBvkjJ4w9T8vNQ28/18FRRRES0uVEdHX3fUJR0B/BvlPDduhpx\ne6vtLRtdYPRbR14sMDB5GcPg5LoNXK7Z4LTDdRs3buyogWyfvK0PSbtQRipP7GvbQWjJvG3F36dW\nrBlas+5WrBlS91Bq9poHmreQzG0RLZG5zf770Sl11ler1AmtU2vqrK9G1dlT5vZrigzKVBD/C6wt\n6WjgZuDKOtUWERERRfI2IiJiaCRzIyIi6qS/U2T8mDKNwxso8yydbPvHDasqBmy/qa0xVfP0KXsP\ndwkREc0seVsHtmcBsxpx7FbI22RtRES/JHOb3FBlbnIzImLF9drBLOlVlJfddL4c5zlgArC6pNm2\n/974Euuremz2O5Q32HZQ5ou6AtgWuKrrG3Ztry/pFGA/yh8gHcBqwAm2Z0l6KzCN8ub50cB1ts+s\n5nI8wPbFQ3ZyERHRktoxb7uq8vcHwFa2F1bLTgcW2J7Rzfb/ArzJ9jWSZlDmyXyUksH3AEfYXjY0\n1UdERLsYCZk7GF3ayZ2W2P7I8FQUERGtpK8RzF8CZgPv7GzESVoF+AIwHTiwodU1zszOeRklrQYY\nuKuPfc6yfUG1z3hKp/Q2wLnAx20vqK7NHEkzgceAg4F0MEdERF/aNW+7eha4TNKutvt6CcQEYDPg\nmurz1M6bwJKuBN5H6SCIiIgYiJGSuYMxs0HvL4iIiDbXVwfzDrbH1y6wvUzSCfTdIdsqxgLPU+5c\n99c6wJPVzw8CR0q6jHJN3la9efciYHNJnwfOAS4H1qJc85Nsz5R0D3Af8Aylk/uNwHrV8c8DPgRs\nCnzC9twVO82IiGhiIyFvAWZSnvb5D8oNWgAkHUV5UqgDuAr4BnA8sIakObUHkLQSJbv/1N2+ts+R\ntCVwVvVdrwQ+bXuOpPuBWwABf6Xk7MbADGAZ5W+Bj9te1IiTj4iIpjBSMrcuJM0CfgNsSWkD3wy8\nm5Kvu1Ha0hdXn9cDLrJ9vqTtKB32o4BFwP7AJOATwHJgtu0pQ3oyERHRMH11MD/d3ULbHZKWN6Ce\noTKhCsrllAblUcA+wBmSjq/Zbp2an4+RNJESoI8Dh1TLDwImA+dTGqlXSjoWOI3yGPAXJH0VuMH2\ndEkbArMlbQysCZxq+9fVNBxP2d69qmFP2++VNAmYCPTawbzq+HmDvhiD9ZW9pg35d0ZEtKl2zdvu\nHA7Mk/TT6vMawL7AjpRO4p8DPwVOBzaz/SNJH+TFjN6AksOWtHnXfavjbgF81vbdkvajNGjnUObZ\nnGB7oaRbgLdQpsi6AziGMgfn2pSGcLcambfJ1YiIITGSMnegOtvJnTrnpJ5ne7Kk64F/2N5V0reA\nnSk3fK+y/X1JGwC/pLSNLwQm2p4v6QhgPCWPj7I9V9Lhkla23eNAr6Fq40659uXfk0yOiBiYvjqY\ne3t8ta9HW5vZyx79kbQPNY/fVssW12zywhQZNevHANvYPhU4VdK6wKXAobz4SC+UML0CwPYiSUuB\ncdU612x3Z/Xv47w499VjwJiBn2JERLSQds3bl7H9iKSjKaOGb6HcbH0dcGO1ydqUJ3q6qp0i4wvA\nmcDPeth3EXCypKcoo52XVusf7pz/GVhIyddLgOOA64G/AyfU5UQjIqJZjZjMHYTu2snvofd26mLg\n6Opm8FJglWr9q23PB7B9XnWsScCxkr4M/IoyujkiItpAXx3MW0h6oJvlo4DXNKCeVrMcuFzS7rbv\nqRrND1KmvFhOeTQXYD5lVNSvqxHMawOP1Byj00j/gyYiYqQaUXlbvbjvA5R5Lk8DfgfsUY0e+wxw\nN7ALL+ZoVwuBjSg3abvb9wfA/tWoqf+qtoXuc/Z9wM22/0vSRymdzZNW+CQjIqJZjajMrZPe2qnH\nAr+qpsV4B/CeavlDkjaxfb+k4yhTQ+4CHGb76eqJox0oI54jIqLF9dXBvOmQVNGiqrmW9wG+KWll\nSvDeRhnFvDKwanV39ovApZI+DKwOHGr7OUnDVXpERDSXkZi3RwPvpIwavpEyfdRqwDzKCOS7gRMl\ndY6a6pwi43lgJeCTth+Q1N2+lwM/lPRX4M+UOSF7cjvlZvFzlJu+n6nzeUZERHMZiZnbX12nyIDS\nfu3NNcD5kvanDKJ6rsrkT1HawMuBvwBnA+sCt0laQsnrW+tZfEREDJ9RHR0ZNNsmOpYseWK4a2gp\n48aNJdds4HLdBi7XbHDa4bqNGzc2j362n5bM21b8fWrFmqE1627FmiF1D6Vmrzl527ZaInOb/fej\nU+qsr1apE1qn1tRZX42qs6fM7enR04iIiIiIiIiIiIiIXvU1RUa0iP2mXlG3Y02fsnfdjhUREdFO\n6pm3kMyNiIjoSb0ztyfJ4oiIFZcRzBERERERERERERExKBnB3AdJuwDfAe6lvMRvLeABYH/go8An\nKC8cGgWcYftnkv4FeJPta/r5HXOBiZS36j5q+0d1Po2IiIiW0yWDOy2x/ZHhqSgiIqK1pX0bERGN\nkA7m/plpe2LnB0lXUsL3ZGBz289K2gCYV4XvBGAzyht1+832jPqVHBER0RZeksERERGxwtK+jYiI\nukoH8wBJWhV4DfBnyvU7XNK1tn8vaWPKnd7jgTUkzQGOAQ6zvUDSYcD6tk+RdBqwO7AQWK869inA\nYtsXSDoT2LH62ittT++trlXHz6vbOU65dh5f2Wta3Y4XERFRT5JmAb8BtgSeBG4G3g28EtiNMvLq\n4urzesBFts+XtB0wnZLViyijtSZRRmstB2bbntLbd9czb6Fkbj0ktyMiYjCatX0L9c/cnmUO5oiI\nFZU5mPtngqRZku4F7gT+z/aNwLuATYDrJT0IfNL288DplNDs9lEgSVsCOwFvAT4OjO2yfi/g9cD2\nlBDeT9JWjTm1iIiIptaZwZ3/dXYAz7P9TmA14B+2d6U87rsz8EbgKtu7AXtRGsMAFwKTbG8H/BwY\nT+lgnmz734EHJOXme0REtLu0byMioq7SiOqfmbYnSloXuAH4Q/XI0Oq2jwSQtCkliGf3cpxR1b9b\nALfbXg4slXR3l+3GAzfb7gCWVXNYbQ503S4iIqLdvWyKDEnvoTSIAR7nxTmaHwPGAIuBoyV9EFgK\nrFKtf7Xt+QC2z6uONQk4VtKXgV/xYlZHRES0q7RvIyKirjKCeQBsPwIcQHns9vXAFZLWrlY/CDwM\nPEt5zLbz2j5NeeQIYJvOQwFvlTRa0j9RwrXWfKrHhyStAuwA3F/3E4qIiGhdHb2sOxb4le0DgKt5\nsQH8kKRNACQdJ+kDwCGUR313BramZG5ERETbS/s2IiLqJSOYB8j2vZLOAY4GzgFmSvoH5VpebNuS\n1gBOlHRntc03JC2kzPeI7bskXQ3cBjwE/K3Ld1wraRdJvwJWBb5j+04iIiJGngnVnMu1Vu9jn2uA\n8yXtDzwCPCdpNeBTwKWSlgN/Ac4G1gVuk7SEktO31rP4iIiIZpb2bURE1MOojo7eBgBFC+lYsuSJ\n4a6hpYwbN5Zcs4HLdRu4XLPBaYfrNm7c2Ey30H5aMm9b8fepFWuG1qy7FWuG1D2Umr3m5G3baonM\nbfbfj06ps75apU5onVpTZ301qs6eMjdTZERERERERERERETEoGSKjDax39Qr+rXd9Cl7N7iSiIiI\n9tXfvB2o5HNERMRLNSpzu0oGR0SsuHQwD4KkXYDv8OJb6wGW2P7I8FQUERHR2rpkawewFvAAsD/w\nUeATwPOUF/adYftnkv4FeJPta/r5HXOBicAuwKO2f1Tn04iIiBhWVZ7+ANjK9sJq2enAAtszutn+\nhSyVNIPy4r5HgdWAe4AjbC8bmuojIqJVpYN58GbanjjcRURERLSRl2SrpCspncsnA5vbflbSBsC8\nqkE8AdiM8lK/fuuugR0REdFGngUuk7Sr7b5eutQ1S6favh5eyOH3Ad9tWKUREdEW0sFcR9Vb7n8D\nbAk8CdwMvBt4JbAbZeTVxdXn9YCLbJ8vaTtgOmVU1iLKaK1JlNFay4HZtqcM6clEREQMI0mrAq8B\n/kz5e+VwSdfa/r2kjSmZeTywhqQ5wDHAYbYXSDoMWN/2KZJOA3YHFlKyF0mnAIttXyDpTGDH6muv\ntD19CE8zIiKiEWZS3rf0H8C5nQslHQXsR3lS6CrgG7w0S6nZdiVgLPCn7va1fY6kLYGzqu96JfBp\n23Mk3Q/cAgj4K/AhYGNgBrAMeA74uO1FjTj5iIgYeulgHrwJVYdypx9X/86zPVnS9cA/bO8q6VvA\nzpRwvsr296sRWL8EzgcuBCbani/pCGA8pYP5KNtzJR0uaWXbz/VUzKrj5/Wr6CnXdr/dV/aa1q/9\nIyIiGqgzW19FucF6oe0bJb0LOBq4vup4Pr26QXs6sJntH0k6puvBqobvTsBbgDWB+7us3wt4PbA9\n5W+i2ZJm2r67pwL7m7d9Se5GRESDHU554uen1ec1gH0pN1U7gJ8DPwVqs/SDwBmSjgc2AB4HLGnz\nrvtWx90C+KztuyXtR2nDzgHeAEywvVDSLZQc3ha4g3JD+O3A2pTBVT0aTOYmXyMihkc6mAfvZVNk\nSHoPcGf18XFenKP5MWAMsBg4ugrupcAq1fpX254PYPu86liTgGMlfRn4FWWkVkRERDubaXuipHWB\nG4A/VDdkV7d9JICkTSkdzbN7OU5nZm4B3G57ObBUUteO4/HAzdXjw8uqOZo3B3rsYI6IiGgFth+R\ndDRl1PAtlButrwNurDZZG3hjN7vWTpHxBeBM4Gc97LsIOFnSU5TRzkur9Q93zv9MeYJoDHAJcBxw\nPfB34IS6nGhERDSF0cNdQBvqbY6rY4Ff2T4AuJoXG8APSdoEQNJxkj4AHEJ51HdnYGtghwbWHBER\n0TRsPwIcQJlW6vXAFZLWrlY/CDxMmV9yOS/+LfM0ZUoNKC8oAjDw/7N37/Ffzvcfxx/fThLF8DWz\njbLxLOSQU3Iop8SMHdgafk6TsTFETGwYYUOT4zDWEJHNZgwz57SkYcK8ZjNmKlosrZZK398f7+ub\nT1/fs8/p+va8327d+nyv4+u6+n56Xtf7uq73tb2kTpJWIzUeF/oLWfcYkrqSsvYVzMzMOoDsJbgB\nHAG8D7wI7BYRQ0gNzzNYMUsbegPoli2jsXkvB86OiMOzn+vPbxs7Jz6AdFF3D9K58OkfZ9vMzKy6\n+A7m9mvYRQbAqi3M81vgGkmHAHOBpZJWAb4F3ChpGTALuAxYG3ha0hzSleGnilm8mZlZNYuIlyRd\nTuoa43LgYUkLSccuP4uIkNQDOFPSM9k0V0l6g+yR24h4TtIk4GlgJvB2g3XcI2mIpD+STqDviIhn\nMDMz6zhOAvYg3TX8EKk7qFWAaaS8nMGHWQofdpHxAdAZOCoiXpXU2Ly3AL+R9BbpnQnrNFPHdOAW\nSUtJjdonF3k7zcysgmrq6lp6qazlRN2cOfMrXUOu1Nb2xPus7bzf2s77rH06wn6rre3p7o06nlzm\nbR6/T3msGfJZdx5rBtddTtVes/O2w8pF5lb796Oe6yyuvNQJ+anVdRZXqepsKnPdRYaZmZmZmZmZ\nmZmZtYu7yOggDj5tQovTjBu1fxkqMTMz67hak7ctcR6bmZm1zOe4Zmb54TuYzczMzMzMzMzMzKxd\nVto7mCUNAe4AXiK95bYX8CpwSEQsbmT68cDEiLi/FcuuA34aEccVDLsc2D8ieku6DBgbEf8sxraY\nmZlVM2eumZlZ6TlvzcysUlbaBubMwxExvP4HSbcC+wN3fszlzgUGS+oSEUsldQa2rR8ZESd9zOWb\nmZnljTPXzMys9Jy3ZmZWdit7A/NykroBnwLelTSxPpQlzY6I9bLJvi1pFGm/fRPYHdg4IkZlAfsc\nKWSXAo8CewH3AUOBPwCHZct8FDgWGA70AdYFNgROjogHJA0GxgAfAH8HvhURS5qrv1u/aR8ZdvF+\n57drX5iZmZVSnjO3sbxtLeeymZmVU57zFlqbue6D2cysGqzsfTDvLulRSS8BzwB3kQKvKVMiYg/g\nR8CPgduAL2XBOwx4JCLez6a9lRSuAAcDTb2h4P2I2Ac4EThZUg1wPfCViBgMvAkc0d4NNDMzqxLO\nXDMzs9Jz3pqZWdmt7A3MD0fEEGAXYDHwj0amqSn4/Hj29xRAETEfeAzYGzgS+FnBtE8CW0taG1gb\neL2JGp7N/n4D6A7Ukq4y35FdBR4KbNCmrTIzM6s+zlwzM7PSc96amVnZrewNzABExFzgUFJ4vk8K\nPyRtCKxVMOn22d+7AC9kn68HjgbWjYjnC5ZZB/wOuAb4dTOrr2vw87+BfwEHZAcGY4BH2rxRZmZm\nVciZa2ZmVnrOWzMzKyc3MGci4iXgcuA04D+SngLOZcUrvgMlPQyclE1HRDwFfJ7GHw+aABwATGpD\nHctIjxLdK2kK8G0+DHozM7Pcc+aamZmVnvPWzMzKpaauruHFRWsLSZ1IjwrtHRHvVbCUujlz5ldw\n9flTW9sT77O2835rO++z9ukI+622tmdNy1NZa1VJ5uYyb/P4fcpjzZDPuvNYM7jucqr2mp23xVUl\neQs5ydxq/37Uc53FlZc6IT+1us7iKlWdTWWu72D+GCT1Ib044aYKB6+ZmVmH5sw1MzMrPeetmZm1\nR5dKF5BnEfEPYKtK1wFw8GkrPr00btT+FarEzMys+KolcxvmbUPOXzMzy7NqyVtoPnOdt2Zm1cUN\nzICkS4FtgPWAHsCrwJyIOKiV828J9IyIyZImA2tERP+C8V8Dbgc+GxH/amIZQ7J1vvixNsbMzKyK\nOXPNzMxKz3lrZmbl5C4ygIg4JXub7UXArRExpLXBmzkI6FvwcxdJmxf8/HXgjRaWcTTZm33NzMw6\nKmeumZlZ6TlvzcysnHwHczMk/RgYBHQGLgZ+CzwBnAm8BDwE7AP8H7BI0rPZrLcB3wDOlLQWqSH/\n7WyZGwBXA92AdYCzgbeAvYD+kvYFdiG9ZfcD4LGIOLPkG2tmZlZBzlwzM7PSc96amVkp+A7mJkj6\nIvDpiNgZ2B04B+gOHAxcBtwCnBgRrwM3AxdHxJ+y2X8D7Jd9/howqWDRfYEfRcRQ4CTg2xExDXgQ\nOAVYDJwF7J6teyNJu7VUb7d+05b/cX9UZmaWJ3nK3MK8rc/cwj9mZmbVKk95Cx/N3MLcNTOz6uIG\n5qb1B7aT9ChwH+lu7w0j4lXgKWDNiHiwiXkXAC9K2h44APh1wbhZwLcl3QQcA3RtMO/GwLrAfdm6\nBXyuKFtkZmZWnZy5ZmZmpee8NTOzknADc9NeBv6Q9Vu1B+kK7T8k7QRsAjwl6aRs2mV8dF/eCowC\n3oqIhQXDxwA3RsRhwGNATYNl/B34J7BXtu4rSWFvZmbWUTlzzczMSs95a2ZmJeE+mJt2FzBY0hPA\n6sCdpD6lrge+SLpKO1XSY8B04CJJLxfM/wAwnvS4UaE7gKslzSaF7LrZ8KdIfWAdBFwBPCapM+lt\nv7cVfevMzMyqhzPXzMys9Jy3ZmZWEjV1dXWVrsGKo27OnPklXcH3v/89DjnkMPr23ZRf/WoS7703\nj2nTpgLQv/+WHHfcCcyaNZNLL72IJUuWsmjR/zjnnDHMmjWTa665gi5dOvOd75zM5pv3L2mdrVVb\n25NS77OOyPut7bzP2qcj7Lfa2p41LU9lOVPyvC2FPH6f8lgz5LPuPNYMrrvUCo/9f//7u5k58+2q\nPfZ33nZYucjcvHynXWdx5aVOyE+tK2udpWprK9X+bCpzfQeztdqwYV/gwQfvp2/fTXn00YeYO/ff\n/OQnV7Huup9kzJhzeOGF51mwYAFHH30cffv24+abf86UKZPp02cjVlllFa688rpKb4KZmZmZmbVC\n4bH/Aw88wOzZb/nY38zMrMg6SlubG5g7iINPm7D8c6neqrvDDjvys59dw5tv/ouePXvyyit/5Yc/\n/D4ACxcuZObMmfTpsxG33XYzXbp04e2332LQoJ0B+OxnNyxJTWZmZuVUjrw1M6sGhcf+a6yxBi+9\n9Bcf+1tZ1Weu89bMOrKO0tbmBmZrtS5durDllgO45prLGTp0X955Zy5jxvyYNdZYk/vuu4dNNhHX\nXnslhx56JJtttjkXXXQe9V2wdOrkp9bMzMzMzPKi8Nj/wAO/wqxZs33sb2ZmVmQdpa3NDcxFJmkw\ncG7BoM8AcyNih3YubyowPCJeK0J5H9uwYV9g5MjjOfvsMay11lqMHj2KJUuW8KlPfYo99hjK4MG7\nc/75P2DNNT/BGmuswdy5/2bjjVXpss3MrAOStBnwY6AH6WVFvwPOiYhmXzAhaRgpW48oeZFmZjlW\nf+x/xRXj6Nx5VR/7r6Sct2ZmpdUR2trcwFxkEfEYMARA0ieBycDIStZUXHXsuedQunbtSv/+W3LV\nVdevMHbYsC8wbNgXPjLXgAHblqtAMzNbCUhaE5gIfCUiXsneSj8J+Bbw04oWZ2bWYaRj/27duvnY\nfyXlvDUzK4f8t7W5gblEJHUF7gQujognJV0I7Ap0AsZGxCRJjwLPAZsDvYCDIuJ1SWOAYcAbwDqt\nWV+3ftO4eL/zS7AlH7rvvnuYNGkiF110aUnXY2Zm1goHAA9HxCsAEfGBpMOAxZIuBXbOprs1IsZJ\n6gfcCCzI/rwLIOl44CtAV2Ae6QR6cVMr7dZv2vLPo+5Jn0udv2ZmleBjf8tUJG/hw8x13ppZR9ZR\n8rZTpQvowMYBL0bEdZL2AfpExE7AbsCZ2ZVggGkRsSfwIPANSZuTGqK3Aw4Delag9kbts89+3Hjj\nLay77icrXYqZmdn6wKuFAyLiv8BQoA8wkHTSe7Ck/sB5wA+yzJ0CIKkTsDawZ0TsQjrp3a5sW2Bm\nVsV87G8Z562ZWQl1lLx1A3MJSDoS2AI4IRvUH9gmu2P5flKg1r/q8dns7zeA7sBmwPSIWBYR7wEz\nylW3mZlZjrwOfLZwgKQ+wDbAExFRFxFLgKnApqR8rb/9+EmAiFgGLAZuk3QD6b0JXctTvpmZWS44\nb83MrEVuYC4ySdsBo4GvZkEL8DLwSEQMAXYH7uDDq8ANX4wQwPaSOklajRTSZmZmtqJ7gGGSPgfL\nu6YaS3oUd+eCYYOAV0hZvGM273bZ+C2AL0XE10kXhTsB1fMqZjMzs8pz3pqZWYvcB3PxXUAKy9ul\n5W90XACEpCdIb929KyLmF4xfLiKekzQJeBqYCbxdlqrNzMxyJCLek3Q4cH326G1P4LfAFcAGkv4I\ndAPuiIhnJH2blM2jgDnAIuBvwAJJ04H3gVmkR4HNzMwM562ZmbVOTV1dwxtoLafq5syZ3+wEJ158\nd1FXOG7U/kVdXrnV1vakpX1mH+X91nbeZ+3TEfZbbW1P353T8bSYt9Uoj9+nPNYM+aw7jzWD627J\nynTs77ztsHKRuXn5v8h1Flde6oT81JrXOqs1b0u1P5vKXN/BbCWzdOlSLrzwXGbNmsWSJYs5/PBv\n0rv3RowZcw41NTVstNHnGDnydDp1Sj21/Otfb3DGGadw8813ADB79mzOP/8H1NXV0atXL84+ewzd\nu3ev5CaZmZmZmVkjfOxvZmZWHq3J3AsvPH/59OXIXPfB3EEcfNqESpfwEQ888Dt69VqTq6/+GZdc\ncjljx/6YK64Yy4gRx3H11T+jrq6OJ554DID777+Xs88ezdYAGV0AACAASURBVLx585bPf8cdE9h9\n97246qrr6d17I+6559eV2hQzMzMg5W2x71IwM+sIfOxvZmZWHq3J3IceeggoX+a6gbnIJG0m6V5J\nj0h6WtK5klp8ZEvSMEnjy1Bi2ey2256MGHHs8p87d+5CxMtsvfU2AAwcOIjp09MLhnv27MWVV163\nwvwbbyzmz38PgIULF9Cli2+4NzPraCQNkTSx4OcDJb0gaYMSrnOqpN6lWr6Z2crIx/7Vz5lrZtYx\ntCZzp0yZApQvc93AXESS1gQmAidFxG7AQKA/8K2KFlYhPXr0oEeP1Vi4cAFnnXU6I0YcR11dHTU1\nNdn41Viw4L8A7LTTLqy66qorzF9buy6/+tUdHHro15g6dQq77bZn2bfBzMzKR9Jw4Axgj4j4Z6Xr\nMTOz1vOxf744c83M8qs1mTt/fup/uVyZ68vCxXUA8HBEvAIQER9IOgxYLOlSYOdsulsjYpykfsCN\nwILsz7sAko4HvgJ0BeYBX4mIxeXdlOJ4663ZjB49ii9/+UCGDh3GNddcvnzcwoULWH311Zuc9+qr\nxzF69DnssMOOTJkymfPPP5uLLx5XjrLNzKzMJP0fcAKwZ0S8K2lr0hvqPyC9gX4E6cL47cAbQG/S\nRd3Nga2BeyNidGPzRcQ/JY0BhmXzrpOtc03gFqAX6ZjorIh4uDxbbGbW8fjYPx+cuWZm+ddS5vbq\n1avJeUuRub6DubjWB14tHBAR/wWGAn1IdzTvDBwsqT9wHvCDiNgTmAIgqROwNinsdyE1Mm/X0oq7\n9ZvGqHvOKuKmfHzvvDOXkSOP57jjTmC//Q4A0m34zzwzHYCpU6ew5ZZbNzl/z569WG21dBC6zjrr\nLL/6YmZmHc4uwDHAWnx48ft64PiIGAxcDYzNhm8EfBPYj5SjI4EdsmGNzidpc2BXUp4eBvTMpj0L\neDAidgUOAm7IcrhJ3fpNW5651Za7ZmaV5GP/3MhN5h7x8xOdtWZmjWhN5m677bZNzl+KzPUdzMX1\nOjCgcICkPsA2wBMRUQcskTQV2BTYDJiWTfok0C8ilklaDNwm6b/AZ0iNzB/buFH7F2MxrXbTTT9n\n/vz5jB//M8aP/xkAJ554KuPGXcK1117Fhhv2ZsiQPZqc/6STRvGTn/yYZcuWUVdXx8iRp5WrdDMz\nK69ZwF7A0cAtkvYB1o+I57LxjwMXZZ9fjYh5kt4H3oqIdwAk1WXjG5tvM2B6RCwD3pM0IxvfD5gA\nEBFvSnoPqAXeKtWGmpmVSzGP/WtrezJnTvMnnz72zw1nrplZEZW7rQ1al7l7770377yzsNH5S5G5\nbmAurnuA0ZKuiYi/S+pKuvr7CDAY+Ek2bBDwC+BlYEfgfrK7lCVtAXwpInaQ1AP4E9DiSwKr0Ukn\nncpJJ536keENOxcvdPfdDyz/3KfPRlx++U9LUpuZmVWVv0XEIuBKSXsDZwIzJW0REc+TMvSv2bR1\nTS0k09h8AXw3u1NqVdJFXoC/kO7kelbSp4FPAHOLuWFmZisLH/vnhjPXzCznWpO5nTt3XmFcqTPX\nDcxFFBHvSTocuD4L1J7Ab0n9Um0g6Y9AN+COiHhG0reB2yWNAuaQ+q36G7BA0nTgfdIV5vUrsDlm\nZmaVcBTwLHAp6eS3BljKh4/jtmREw/ki4lVJk4CngZnA29m0FwA3SjqQdBJ8TEQsLd6mmJmZVTVn\nrpmZFUVNXV1LFyUtJ+paemzNVtSaR/3so7zf2s77rH06wn6rre2ZyydQrFm5zNs8fp/yWDPks+48\n1gyuu5yqvWbnbYeVi8yt9u9HPddZXHmpE/JTq+ssrlLV2VTm+iV/ZmZmZmZmZmZmZtYubmDuIA4+\nbUKlSzAzM+vwDj5tAidefHelyzAzMzMzM6sabmA2MzMzMzMzMzMzs3bxS/6aIGkIcGxEDM9+PhA4\nB9g3Iv5ZonVOBYZHxGulWP6oe84q6vIu3u/8oi7PzMystSQNBs4tGPQZYG5E7NDO5ZU0g83Mys3H\n/h1bw/PVguETgcMiYnET882OiPUaDFsLGBYRtxYM6096WT3AQGAasAy4OCLubWS5nwfGR8TODYbf\nkg3/Qxs30cwsF5y3iRuYW0HScGAUsEdEvFXpevJi6dKlXHjhucyaNYslSxZz+OHfpHfvjRgz5hxq\namrYaKPPMXLk6XTqlG6k/9e/3uCMM07h5pvvAGDmzDcZM+Yc6urqWG+9T3HaaWfSvXv3Sm6SmZlV\niYh4DBgCIOmTwGRgZCVrMjNbmfnYvzo0bHBupS2A/YHlDcwRMYMPc/Y1YGhELPr4FZqZ2cfVmsy9\n8MIPG6rLkbluYG6BpP8DTgD2jIh3JW1NupL7AbAIGEHqauR24A2gNzAR2BzYGrg3IkY3Nl9E/FPS\nGGBYNu862TrXBG4BepH+jc6KiIebq7Nbv2mkY4Lq8cADv6NXrzX5/vfPY968/3DkkYew8cabMGLE\ncQwYsC0XX3wBTzzxGIMH78b999/LpEkTmTdv3vL5r756HAcc8FWGDh3Gb3/7ayZOvIUjjji6gltk\nZmbVRlJX4E7SHVVPSroQ2JWUzWMjYpKkR4HnSNncCzgoIl5vLINbkvIWqi1zzcwqzcf+1SFrDO5L\nerJnPLAEeB3oHRFDgFUk3QpsAMwFDgTOBLaUdExEXNeKdewO1N+ytypwaPZ5XUm/BdYFfhMRFxTM\n0w24FtgI6AycERFPNLeeI35+Ym7v5DMzK6XWZO5DDz3EVlsNLFvmug/m5u0CHAOsxYeN8dcDx0fE\nYOBqYGw2fCPgm8B+wHmku6h2yIY1Op+kzUknwdsBhwE9s2nPAh6MiF2Bg4AbJOXu32q33fZkxIhj\nl//cuXMXIl5m6623AWDgwEFMn55O1Hv27MWVV654LPPaa/9g4MBBAPTvvyXPP//nMlVuZmY5Mg54\nMSKuk7QP0CcidgJ2A87MLtoCTIuIPYEHgW80k8FmZtYOPvavOhcDF0TEbsCTBcNXB0ZnXVmsQbop\nagzwcGsalzObAd+IiN2B+0iN1PXLPgQYBBwgabOCeb4FzMzOh78EXNO+zTIzs9Zk7pQpU4DyZW7u\nGi3LbBawF3AZcEvWyLt+RDyXjX+cFK4Ar0bEPOA/wFsR8U72CFFdNr6x+TYDpkfEsoh4D5iRje+X\nTUNEvAm8B9SWaiNLpUePHvTosRoLFy7grLNOZ8SI46irq6OmpiYbvxoLFvwXgJ122oVVV111hfk/\n//lNePLJxwGYPPkxFi36X3k3wMzMqpqkI0mP9Z6QDeoPbJPdsXw/0BXYMBv3bPb3G0B3ms5gMzNr\nBx/7V51+wJTsc+Gdwu8UvG9gNtCjHct+E7hK0njSxdqu2fDnIuK9iPgAeBrYpGCe/sAXs4y+E+hW\ncBHYzMzaoDWZO3/+fKB8mesG5ub9LSIWRcSVwGLSo0MzJW2RjR8M/DX7XNfYAgo0Nl8A20vqJGk1\nYNNs/F9Id08j6dPAJ0iPL+XOW2/N5oQTjmXvvfdl6NBhy/tcA1i4cAGrr756k/Mef/zJTJ78GCNH\nnkCnTp1YYw0ff5iZWSJpO2A08NWIWJINfhl4JHsEeHfgDuDVbFzDnG4qg83MrJ187F9VXgB2zD4P\nLBje2HnrMtrWNnAdcHhEHAG8BdRkwzeVtJqkLsD2wEsF87wM3JJl9L6kjJ6HmZm1S0uZ26tXrybn\nLUXmug/m1juKdPfTpcCVkmqApXzYBUZLRjScLyJelTSJdHV3JvB2Nu0FwI2SDiT1aXVMRCwt3qaU\nxzvvzGXkyOM5+eTT2Hbb7QHYeGPxzDPTGTBgW6ZOncKAAds2Of/TT0/lyCOP4fOf35jbbruF7bbb\noVylm5lZ9buAdEJ7u6T6YQuAkPQE6THduyJifsH45SLiuSYy2MzM2sHH/hUxVNL0gp8PLvh8Oumc\n8lRSQ+4SmvZ3oL+kkyLislas91bgaUnvkvJz/Wz4u8Ak0nsNJkREFGTwNcD1kh4jvQ/hioho6SYt\nMzNrRGsyd8iQXZqcvxSZW1NX5//TO4i6OXPmV7qGFVx22SU8/PCDbLDBhsuHnXjiqYwbdwlLlixh\nww17c/rpZ9G5c+fl4/fff2/uvvsBAF588QXGjv0R3bp1pXfvz3HKKafTpUvxronU1vak2vZZHni/\ntZ33Wft0hP1WW9uzpuWpLGeqLm9bI4/fpzzWDPmsO481g+sup9bUXMljf+ftR0k6BHgqIv4m6Whg\nUEQcVem62igXmZuX77TrLK681An5qdV1tl5rMveSS37EO+8sXD6+1JnrBuaOIxfhW02q4T+FPPJ+\nazvvs/bpCPvNJ7wdUi7zNo/fpzzWDPmsO481g+sup2qv2Xn7UZJ2Jb2QfiHwAdkTtJWtqs1ykbnV\n/v2o5zqLKy91Qn5qdZ3FVao6m8pcd5HRQRx82gTGjdq/0mWYmZl1aM5bMzPLg4h4HGi6TxIzM7Mi\nWikamCUNAY6NiOENhk8EDouIxU3MNzsi1mswbC1gWETcWjCsP3BF9uNAYBrpRQkXR8S9jSz388D4\niNi5wfBbsuF/aOMmmpmZVQVnrpmZWcciaTBwbsGgzwBzI6JdnXZKmgoMj4jXilCemZlVgZWigbkp\nDU9+W2kLYH/Siw3qlzMDGAIg6TVgaEQs+vgVmpmZdQzOXDMzs3yKiMf4MHs/CUwGRlayJjMzqy4r\ndQNzdmLal3QFdjzpzbqvA70jYgiwiqRbgQ2AucCBwJnAlpKOiYjrWrGO3YGzsh9XBQ7NPq8r6bfA\nusBvIuKCgnm6AdcCGwGdgTMi4omPs61mZmaV5Mw1MzPLN0ldgTtJTw09KelCYFegEzA2IiZJehR4\nDtgc6AUcFBGvSxoDDAPeANapyAaYmVnJdKp0AVXiYuCCiNgNeLJg+OrA6Oyx2jWArYExwMOtOdHN\nbAZ8IyJ2B+4jnTDXL/sQYBBwgKTNCub5FjAzIgYDXwKuaWklt/74kFaWY2ZmVlG5ztxu/aYx6p6z\nmpvEzMysoxoHvBgR10naB+gTETsBuwFnSlozm25aROwJPAh8Q9LmpIbo7YDDgJ6tWdkRPz+x6Btg\nZmal4QbmpB8wJftceNfSOwX9Qs0GerRj2W8CV0kaTwrVrtnw5yLivYj4AHga2KRgnv7AF7Orv3cC\n3QrC2szMLM+cuWZmZjkj6UhS11UnZIP6A9tk+Xk/KXM3zMY9m/39BtCddAF4ekQsi4j3gBnlqtvM\nzMrDDczJC8CO2eeBBcPrGpl2GW3bb9cBh0fEEcBbQE02fFNJq0nqAmwPvFQwz8vALdkjw/sCdwDz\n2rBOMzOzauXMNTMzyxFJ2wGjga9GxJJs8MvAI1l+7k7Kz1ezcQ0zPYDtJXWStBqwaemrNjOzclqZ\n+mAeKml6wc8HF3w+HbhR0qmkk8olNO3vQH9JJ0XEZa1Y763A05LeBd4G1s+GvwtMIvU/NSEiQlL9\nPNcA10t6jNRv1RUR0diJt5mZWTVy5pqZmXUcF5Au2t5ekJ8LgJD0BKkrqrsiYn7B+OUi4jlJk0hP\nEc0kZbSZmXUgNXV1PoeSdAjwVET8TdLRwKCIOKrSdbVR3Zw58ytdQ67U1vbE+6ztvN/azvusfTrC\nfqut7VnT8lQrlw6QubnM2zx+n/JYM+Sz7jzWDK67nKq9Zudth5WLzK3270c911lceakT8lOr6yyu\nUtXZVOa6gRmQtCswFlgIfAB8MyJebX4uMzMzaytnrpmZmZmZWcfiBmYzMzMzMzMzMzMzaxe/5M/M\nzMzMzMzMzMzM2sUNzGZmZmZmZmZmZmbWLm5gNjMzMzMzMzMzM7N2cQOzmZmZmZmZmZmZmbWLG5jN\nzMzMzMzMzMzMrF3cwGxmZmZmZmZmZmZm7dKl0gVY+0nqBFwNbAm8DxwdEX+rbFX5IOlZYF724z8i\n4shK1lPNJO0A/Cgihkj6PDAeqANeAL4TEcsqWV+1arDfBgC/BV7JRl8TEbdXrrrqI6krcCPQG1gF\nOB94Cf++WZXIY+Y29r2KiLsrWlQbSFoX+BOwV0S8XOl6WiLpDGB/oBtwdUTcUOGSWpT9jvyC9Dvy\nATCi2vd1Ho9LGtS8FXAFaX+/DxwWEW9VtMAmFNZdMOxg4ISI2LFihVmH0lK+ShoBfAtYSsqxeypU\nZ7OZKmkk8E1gTjboWxER5a4zq6XJc91q2Z9ZLUcAR2Q/dge2AtaLiP9k4y8HdgLmZ9McEBHzKKO2\nZI6kVYFbgHWzmg+PiDkfXWrJ62wxZyrVHtKWc+Qq2p8TgfWyUb2BqRExvGDaGuBffLgdf4yIM8pQ\nY5vPn0u9T30Hc759CeieHeB9D7i0wvXkgqTuABExJPvjxuUmSDoN+Bkp8AHGAmdFxC5ADXBApWqr\nZo3stwHA2ILfOTcuf9ShwNzsd2sf4Er8+2bVJY+Z29j3Kheyg+Zrgf9VupbWkDQEGEQ6ER4MfLai\nBbXevkCXiBgE/BAYU+F6mpXH45JGah5HaqAdAvwKOL1CpTWrkbrJGi2+SdrXZsXSZL5KWg/4Lun/\n1r2BCyWtUpEqW87UAaSGvPrj/Uo1Ljd5rltl+5OIGF9fJ+mC8nfrG5czA4C9C7al3I3Lbc2c44AZ\n2fibgLMqVGezOVOp9pB2nCNXxf6MiOHZvvwy8B/g5AazfA54pmA7St64nGnP+XNJ96kbmPNtZ+B+\ngIiYCmxb2XJyY0ugh6TfS3pY0sBKF1TF/g58peDnbYDHss/3AXuWvaJ8aGy/fUHS45JukNSzQnVV\ns0nA9wt+Xop/36y65DFzG/te5cUlwE+BmZUupJX2BmYAd5HuxqnYHWFt9FegS3YHYS9gSYXraUke\nj0sa1jw8Ip7LPncBFpW/pFZZoW5JawMXASdVrCLrqJrL1+2BJyPi/axx8W/AFuUvEWg5U7cBzpA0\nOXuipVKaO9etpv25nKRtgc0i4rqCYZ2AjYHrJD0p6agKlNbWzFn+u9zE+FJpa85Uqj2krefI1bI/\n650LXBERsxoM3wb4tKRHJP1OkkpeYdKe8+eS7lM3MOdbLz58rAHgA0nu9qRlC0knrnsDxwITvN8a\nFxG/ZMWTzZqIqMs+zwfWKH9V1a+R/TYNGBURuwKvAmdXpLAqFhH/jYj52YHFnaSrqf59s2qSu8xt\n4ntV9bJHZudExAOVrqUN1iE1ihzEh8cWebjL87+kRytfBq4HLq9oNS3I43FJw5rrT0wlDQKOB35S\nodKaVVi3pM7ADaS7tuY3N59ZOzSXrw3HVex73opMnUj6/393YGdJ+5W7xkxz57pVsz8bGE1qvCu0\nGqmbh0OBYcC3JZW1MbwdmVO4f8u2b9uRMxVpD2nHOXJV7E9Y3m3bHqTuJxqaBVwYEbsBF5C6oCi5\ndp4/l3SfuoE5394DCq/ydIqIPN2dVCl/BW6JiLqI+CswF/hUhWvKi8J+DXuSHhGxlt0VEX+q/wxs\nXcliqpWkzwKPADdHxK34982qSy4zt5HvVR4cBewl6VFSf4w3ZY/1VrO5wAMRsTh7LHoRUFvhmlrj\nZFLdm5DuaPpF/aOzOZHLnJD0ddId+l8oV3+SH9M2pDsJryE1om0q6bLKlmQdSHP52nBcRb/nTWVq\ndkHxsoj4d0QsBu6lcsf7zZ3rVtX+BJC0JtA3Ih5pMGohMC4iFkbEfOBhUk5VUkuZU7h/K/272lzO\nVEt7SEvnyFWzP4EDgVsj4oNGxk0HfgMQEZNJdzOX5SaDdpw/l3SfuoE5354k9Z1H9ljDjMqWkxtH\nkfXtJWl90lWcho85WOOezfqZhNTPzxMVrCVPHpC0ffZ5D1IfY1ZA0ieB3wOnR8SN2WD/vlk1yV3m\nNvG9qnoRsWtEDM76u3uO1Kfl7AqX1ZLJwDBJNdmxxWqkE7Zq9y4f3snyDtAV6Fy5ctosdzkh6VDS\nHWVDIuLVStfTGhExLSI2y76Tw4GXIsJdZVixNJev04BdJHWXtAbQj/TiqrJrIVN7AS9IWj1rWNqd\nyh3vN3euWzX7s8CuwB8aGb4JMFlS5+y9DDsDz5S1so9qKXOW/y43Mb4sWpEz1dIe0tI5clXsz8ye\npC4lGnM2WfdRkrYE/llwF3HJtPP8uaT7tKof7bQW3UW6w2cKqQNvv6yudW4AxkuaTHq75lF5uAut\nSpwCXC+pG/AX0qMY1rLjgCslLQZmA8dUuJ5qNBr4BPB9SfV9SZ0IXO7fN6sSeczcxr5X+0RELl6c\nlycRcY+kXUkn751Ib+1u7C6XavMT4EZJTwDdgNERsaDCNbVFro5Lsq4mLgf+Cfwq66bxsYhw11m2\nMvtIvkoaCfwtIu6WdDmpEaQTcGZEVKrf8sYy9XpgtYi4TtJo0p2E7wMPRcTvKlTnR851ge9Kqrb9\nWU+k7hHSDyv+208AppK6K7gpIl6sUI31Gs0cSb8H9iM95fGLbN8vBg4ud4HN5Yyk+pe6VUt7SKPn\nyNW0Pwus8HsKK9R5EXCLpC+Q+kE+okw1tfr8uVz7tKauruQN62ZmZmZmZmZmZmbWAbmLDDMzMzMz\nMzMzMzNrFzcwm5mZmZmZmZmZmVm7uIHZzMzMzMzMzMzMzNrFDcxmZmZmZmZmZmZm1i5uYDYzMzMz\nMzMzMzOzdnEDs5nlgqTtJf2o0nWYmZl1dM5cMzOz0nPeWkfiBmYzy4tNgU9WuggzM7OVgDPXzMys\n9Jy31mHU1NXVVboGM6tykoYA3weWAH2AacDRwNeBk0gXq/4EfCciFkmaA0wHPgVsB5wPfBlYClwb\nEeMkfR64BlgbWAicEBHPShoPzAO2AT4N/BC4C3geWB24FLgCuAH4DLA+8Afg6Iiok3QhcCDwb2AW\ncHdEjJd0WGO1lmSHmZmZtZMz18zMrPSct2bF5TuYzay1BgEnAn2B7sCpwAhgUERsBbydDQNYB/hR\nNvxLwE5Af2B74EhJ6wG/AE6LiAHAMcDEgnV9FtgF2B+4JCL+A/yAFKRjgC8Az0XEjsDGwGBggKQv\nAjsDmwH7AlsDSNqsmVrNzMyqjTPXzMys9Jy3ZkXSpdIFmFluPB4RASDpZuBXpCuoUyUBdAOeKZj+\nqezvwcAdEfE+8D6wlaTVSVd9f57NC7C6pLWzz7/PrtS+AKzVsJCIuC3rr+okoB/pCvHqwF7ZuhYD\niyX9OptlN1JIN1WrmZlZNXHmmpmZlZ7z1qxI3MBsZq21tOBzJ6AzKei+C5AF6vL/UyLif9nHJcDy\nvngk9QbeBRZlV1rrh38GeCf7cVG2jLqCcKZg2hNIjwhdR3p0aHOgBviAxp/MaLZWMzOzKuPMNTMz\nKz3nrVmRuIsMM2utnSV9WlInoL6vpy9LWldSDamvqZMame9x4KuSukrqAdxPepHBK5IOBZC0VzZd\nc5byYWDuRernagLpUaatSAH7h2xd3ST1AvYjBf+jrazVzMysGjhzzczMSs95a1YkbmA2s9aaCdwE\nvAS8CVwJnAs8DLxICr+LGs4UEXcBT5Ie13kaGBcRfwUOAY6W9DxwIfD1iGjuraPTgIGSLgIuA86W\nNCP7PAXoExH3kkL8WeDerOb/RcSfW1OrmZlZlXDmmpmZlZ7z1qxIaurqmvtdNzNb/obdcyJiSIVL\naZakHYFNIuIXkroCfwSOiojnK1yamZlZqzhzzczMSs95a1ZcvoPZzDqSAL4h6c+kq8kTHbxmZmYl\n4cw1MzMrPeet5YLvYDYzMzMzMzMzMzOzdvEdzGZmZmZmZmZmZmbWLm5gNjMzMzMzMzMzM7N2cQOz\nmZmZmZmZmZmZmbWLG5jNzMzMzMzMzMzMrF3cwGxmZmZmZmZmZmZm7eIGZjMzMzMzMzMzMzNrFzcw\nm5mZmZmZmZmZmVm7uIHZzMzMzMzMzMzMzNrFDcxmZmZmZmZmZmZm1i5uYDYzMzMzMzMzMzOzdulS\n6QLMrOOQ1Bv4OzCjYHANMC4ibmxmvkeBKyPiziLV8V9g84h4rRjLMzMzK4UsN/8BHB0RNxQMP5WU\nY0c0M+/RQLeIuFrSOcA6EXH8x6zlhYhYvb3LaLC8A4HjI2JIMZZnZmZWaZIGAhcCa5Nu2HwDODUi\nXmzn8p4DhkTEf4pXpVlluIHZzIrtfxGxVf0Pkj4NvCBpekQ8X8G6zMzMqtEy4FJJkyMi2jDfzsAL\nJarJzMzMCkhaBbgHGBoRz2TDDgXuk9QnIj5o6zILz5vN8s4NzGZWUhHxpqRXgE0kHQB8A1gK/JV0\nZ9PswukljQYOAFYFViNdEb4ruzurN/ApYEPgTeDQiJglaRfgCqAOeBp3/2NmZvnxP+BS4FZJO0bE\n4voRkroBPwIGA52BZ4HvAnsA+wN7SfpfNnlfSY+QcvItYHiWkZ8GrgQ2ALoCEyPiguyO5SeAv5Dy\n9fCC9X4SuBb4JLAe8DrwtYh4W9JrwPishg2AmyLi+9l8PwQOAeYCrxQsb2dgbLYNdcCFEfHLj7nf\nzMzMyqkHsCZQ+KTPBOA9YA9J55Hysi8p24+IiL9I2gS4CuhJyujngK9HxCJJdUAtsB/wZdJF542B\nhcDhEfGXsmyZWRG4EcbMSkrSjsDngX7APsB2EbEF6a6r8Q2m3RDYk/SY0BbAmcAPCybZBTgoIvoC\nC4Bjs5PvScApEbE18AipcdrMzCwvxgD/BS5oMPx7pIuy20TElsBM4KKIuAu4G/hJRFyVTbsRqRG4\nL/AucHQ2/GbgxojYBtge2FPS17JxnwHOi4hNgFkF6x0O/DEidsyWuxD4v4Lxq0fELsAg4FRJfbKL\nyF8FtsqGr1Ew/bnA2KyGo4Dd27Z7zMzMKisi3gVOA+6X9Kqkm4EjgT8Ai4FtgSuy89ifk/IXYATw\ni4gYSDov7gN8oZFVDAZOiIjNgadIxwBmueEGZjMrtlUlPZf9eYHUR9UhQH/g5xGxIJtuHOlKb7f6\nGSPideAw4BBJFwHHsuIV4kcj4r3s87PAWtlyl0TEQ9kybgPml27zzMzMiisilgGHAkdK2qtg1H6k\np3qezfpp/BKwaROLeTAi5mSf/wysK2k10gnredn872HHJQAAIABJREFUU0l3Hdc/krsU+GMj9YwD\npkgaCVwNbM6KefybbLo3gbdJebwn8KuImB8RS4HCdy/cAVwlaQKwDTC6hV1iZmZWdSJiLOnpnu+S\nLsyeTjovXQP4c0Q8kU16I7C1pLWzaeZIOg24BlifFTO13p8i4l/Z52dI2WqWG+4iw8yKbYU+mOtl\nLyOqKxjUifR/UE3BNANIJ60/AX4PPEYK4eXLLvhcVzBvDSta2t7izczMKiEi3pD0LeAXwE3Z4M7A\niRFxH4Ck1YHuTSxiScHn+ozsnP09KCIWZstYB1gErAO8nzUGr0DSj0h3O99IejKoKytmbWvyePly\nI+JaSb8FhgLDgHMkKSIWNbEtZmZmVUXSTqQ8vZjUF/M9WfeOL5BysjBP6/PwA+A20nnvHcC9pAu9\nDc9foelsNcsF38FsZuVyP3BUdjcVpKu+j0fE+wXT7ApMz64MP0a6U6tzC8t9HqiRtC+ApP2BTxS1\ncjMzszKIiDuB+4CTskEPAMdL6iapE3A96ckgSCeyXVtY3nuku5ZHAkhaE3iSdFd0c/YGLouIm0l3\nKO9Fy3l8H3CQpDWzWpd3qSFpCrB1RIwHjiH1YbleC8szMzOrJnOAs7L3CtT7FOnu5bWBrSRtkQ0/\nBpgSEf8hZeoPI+L2bNwOtJypZrnjBmYzK5cbSP1TTZP0F2AAqeuMQrcB62TjXyL1R7mWpJ5NLTQi\nlpAaousf//0K6WTYzMwsj75LekkQwHnAa6THb18i3c10SjbuPtK7CM5oYXkHAwMlzSD16XhbRExo\nYZ4fApdIep7U1/NkUr+RTYqI35HueJ6erWdewejTgB9KehZ4FDg3Il5roQYzM7OqERF/JZ13XpD1\nwfwS6a7kI4EAZgNjsrz9Eh9eaB0N3JUNv5Z0I1WzmWqWRzV1dXUtT2VmZmZmZmZmZmYrkDQEuDJ7\nQZ/ZSsl3MJuZmZmZmZmZmZlZu/gOZjMzMzMzMzMzMzNrF9/BbGZmZmZmZmZmZmbt4gZmMzMzMzMz\nMzMzM2uXLpUuwIpj6dIP6t59d2Gly2iXT3yiB669MvJcf55rh3zX79pbr7a2Z03ZVmZlkee8LZTn\n73GhjrAdHWEbwNtRTTrCNkDbtsN52zHlIXPz8H3LQ42QjzrzUCPko8481Aj5qLNaznHdwNxBHDZ6\nYqVLMLN2GDdq/0qX0GZdunSudAntlufarTo4b81Kr5LZ2BFyoiNsA3Sc7bD2c+aalU+5szcv/8fn\noc5qqbEkDcySHgfOiYiHC4aNA2YAmwNjI+KfH3MdvYGJETGwwfB9gFOBZUBn4IaImCBpLWBYRNza\nyuVPBH4KdAc2iIjrWjnfMcCh2fq7AmdGxKNtWWdrpzczM3PmOnPNzKz0nLfOWzMza1qp7mC+DjgM\neBhAUjfgi8DoiFhQonXW+ymwZUT8R1JP4M+SHgQ2BfYHWhW+9SLi/tZOK2k4sBewR0QskdQHeFzS\n1hHx77as18zMrJWcuc5cMzMrPeet89bMzJpQqgbmO4ExknpExELgAOD3EbFA0qPAscDawKXAEuBd\n4BDgq0DfiPiepO7AyxHRW9Jg4Oxs2T1Iwb64iXW/BZwo6U7gJaBfRLwvaQKwZXb1dRDpyvD9koYB\nwyPiCEnfAY4GZgHrAkg6oqCmU4DhwFLg8Yg4vcG6vwWMjIglABHxD0lbRcTc7Gr0DaQrvnXAdyPi\nz02ssyvpIGJj0osYz/IVXzMza4IzF2eumZmVnPMW562ZmTWuJA3MEbFI0m+ALwMTgCOBsxpM9iXg\nV8AlpKuun2hmkZsBh0bETEmjgYOy5TZmf+Bk4DZSmP1U0rnAGODYiLhO0qCGM0laAzgR6E969OdP\nDcb3B75GCu6lwC8l7RcR9xRMtj7waoN9MTf7eAlweUT8RtJWwA2S9mhinUcD/46Ib0paG3g82wdN\n6tZvWnOjzaxKjbrH391qdfF+51e6hFZx5q6wL0qeuc5bs9JzNq5cnLfO26Y4c83Kx9nb8ZU6bzuV\ncNnXA/8naX3gExHxTIPxF5DC8SHgQNJV3kKFbyV8E7hc0nhgN9IV0o+Q9Algw4g4PSK2ALYBhgH7\nNVNn/Xr6Ai9GxPvZ1dmG366+wNSIWBIRdcATfDQQXwc+26CmoZLWA/qRQpSIeC6brql19gf2za6E\n/xLokoWwmZlZY5y5OHPNzKzknLc4b83M7KNK1sAcETOAnqSrlzc2MskhwPiI2A14ETgGWAR8Khs/\noGDanwFHRsQRwExWDOZCqwB3SKoPwFnAbOB90tXT+u1tbD2vAptKWlVSZ2DrBst+GdhBUhdJNcCu\nwF8bTHMj8H1JXQAkbUJ6ZGgZ8Bdgl2z4VlldTa3zZeC2iBgC7ANMIj1iZWZm9hHOXGeumZmVnvPW\neWtmZo0r5R3MkMJoBOlRnoaeBn4h6TFgd+Am4H6gt6TJpEd13sumvRl4StKTpEBfv7GVRcRs4ATg\nV5L+CEwFnomI3wN/B/pLOokU5idL+gPw6WzeOcAPgCnAfcCCBsueAdwBPEm6Cvsa8OsG00zM1jlZ\n6S3DPyc99vQ26a2/J2TDrwG+2cw6rwX6ZvtmCvB6RCxrbJvNzMwyzlxnrpmZlZ7z1nlrZmYN1NTV\n1VW6BiuOujlz5le6hnapre2Ja6+MPNef59oh3/W79jatr6m7kSy/cpu3hfL8PS7UEbajI2wDeDuq\nSUfYBmjbdjhvO6yqz9w8fN/yUCPko8481Aj5qDMPNUI+6qyWc9xS38FsZmZmZmZmZmZmZh1Ul0oX\nYMVx8GlNvXDYzDqacaP2r3QJZist563ZysN5a1ZZzlyz6uFMtJb4DmYzMzMzMzMzMzMza5eV5g5m\nSUNILyzoHxFvZMMuAl6OiPGNTL8WMCwibi1BLROBn0bEo8VetpmZWSlkL/A5JyIeLhg2DpgBbA6M\njYh/fsx19AYmRsTABsP3Ib1IaBnQGbghIia0Navr8xfoDmwQEdd9nHrNzMxKRdL3gD1J2VcHjI6I\nPzUxbW8az8/xwMTsx6LknqQJpJcI9gYWAzOBGRFxQhuWMQSYExEvftx6zMysOqw0DcyZxcDPJe0V\nES293XALYH+g6A3MZmZmOXQdcBjwMICkbsAXSSe8C5qbsQh+CmwZEf+R1BP4s6QHgU1pR1ZHxP0l\nqNHMzKwoJNXn204RUSdpK+AXwJbtWV4xcy8iDslqPAeYHRE/bcdijgbGA25gNjPrIFa2BuaHSd2C\nfAe4sn6gpFOA4cBS4PGIOB04E9hS0jHAfaQT6+7AIuAY0h1Uk4BZwGeA+yLiTEmbA2Oz9awJfDci\npkj6DilIZwHrFhbVVDjXX3H2ibCZmVWBO4ExknpExELgAOD3EbFA0qPAscDawKXAEuBd4BDgq0Df\niPiepO6kJ4d6SxoMnJ0tuwep8XpxE+t+CzhR0p3AS0C/iHg/u4uqPqsHkWWmpGHA8Ig4orH8lXRE\nQU2NHQOYmZlV0tvABsBRku6PiOckbQ9Qn7kR8bKkY4H1SI21tZLuJmXdvRFxXv3C6nOPdMH2duAN\n0h3IE0lPIW2dzTNaUn/gcqAGmAscFRHzWio4u/B8LbAR6Vz5DOB5YCrpWKAzcDNwIrAX0F/SvhHx\nZjv3kZmZVZGVrYEZ4DhgmqQHsp97Al8jnZguBX4paT9gDCm4r5N0O3B5RNwnaQ/gIlIDdG9gb2Ae\nMFnSAGBj4JSImCHpYOBISS+SgrQ/6RGnPwFI+npWT29gsaTh2Xo3Bb5MOggYkD0edUJEzGhqo7r1\nm1aUnWNmH8/F+53fqulqa3syZ878Eldj/8/evcdpVdb7/3+BeEw0Tdum28JK36CSZe10a1vNytCv\nWe3KSK0gD4np1lLEUIudUpZm4vlIVFKmZidPZRkpGlKabUt52y/LTCXxiEeEmN8f1xq9HWeGAeae\nmXXP+/l49GDudfysqel9X9e61rWi99h+TtKPKfk0ExgPHNdhsw8AVwCnUEZerdfNIbcC9rP9gKTJ\nwEeq43ZmL+CzwPcoDedzJf0vL83qHTruJGldOsnfhvWj6eQ7gO0ruyo6eRvRXD3N0WZJPsdAYPth\nSXsBhwJflPQMpf35g252Wxv4OPAUcGPV2dyZ1wO7AWsCf6VMd/EMcC8wGbiA0ql8p6T9gaOrcy/L\np4EHbI+XtAEwy/bWkj4FXETpe/h41U6+DpixrM7lZG60umZlXrIs+sOg62C2/YikIyh3eW+ijEqe\nY3sxgKQbKY3eWxp2Gw1MljSJcie3fYTVH2w/Wu13CyDK3eDjJT1L6bxeSOko/pPtRdW2c6tavg98\nv5MRzNcB0zKCOSIiBpgLgJMl/QpYz/ZtHdZ/mdII/SVwPy/NUigZ2u5+4HRJT1Eatzd1dkJJ6wGv\nq0YWT5K0CaWBfSvQ1Tfn9vN0mr8NRtL5d4AuO5gjIiKaTdIbgYW2P1V9fhtwdZW/jRpz9Q/tI42r\nvNuii8PfY/sJSYuAfza0Z9unkBwFnC0JYFXg7h6WPRrYXtKO1efVJL3S9m8kPV1dT5cDpiIiot6G\n9ncB/cH2TwED4yhTXmwnaZikIcBOlBBdyou/n3nAJNu7UO7MXl4tHyVpLUmrANtRHts9Hfii7U9S\nXnw0BLgH2FLSmtW2b2n+VUZERPSuqmE4nDIqeHonm+xLGZH0Tsq8igdRcvY11fptG7a9EBhvexzl\nBUGNjeRGqwOXStq0+vwgMB9YxEuzurPzLCt/59H5d4CIiIj+9CbgnGpqKSjZ9ATwL7rO1VGS1pY0\njNI27Wp+42W9i8jAJ6q279HAVT2seR5wcbXfHsClwBPVU7oPA8MkfaDatjG/IyKiBQy6EcwNjgDe\nRRn9dCll5NRQYDbwI2BjyrxQR1DeXN8e8GtSGtZQRjJfBvwbcLntP0i6GPixpH8C/wA2sL1A0heA\nm4EFwEtehmR7SmcFVo3uiIiIgWQ6cDJlbsiOfgt8qxqV/Dylg/kxYIKk2ZRRxwurbb8D3CLpMcoc\nyxt3djLb8yUdBlwhaQllDscrbf+8Gs3cntUXAtMl7UvVSdyD/L1DUmffASIiIvqN7SskjaLk5FOU\njJpYjTw+HThL0n2Up4HaPUqZX3lD4PvVFBcrcvoJwLerG7MA+/dwv3OACyT9GlgHOIMyFeQXgR2B\n1YBfS/od5QmnkyX9zXZu7EZEtIAhbW3LuoEZnZE0gjJ9xfb9XUulra5z7NR5fqA61w71rr/OtUO9\n60/ty3W+rkblRn3VNm8b1fnvuFErXEcrXAPkOgaSVrgGWL7rSN62rAGfuXX4e6tDjVCPOutQI9Sj\nzjrUCPWoc6C0cfNYSkRERERERERERESskME8RcZKsf03YKCMXmafo2f2dwkRsZymTdyrv0uIiOWU\nvI2oh2RsRP0lcyN6X/IxmiUjmFeCpBGS5nSz/iBJq3azfpakkZKmSDpY0puruSIbtxkn6aTerDsi\nIqJZJO0i6fGGl/Ih6SRJ47rYfn1J+zSplksk7dKMY0dERPSn5G1ERAwk6WBursmUlxH1iO3bbX+p\nifVERET0heeBb0rqyZyYbwIylCIiImL5JW8jImJAyBQZvUDSLOB2YGvKG3M/Arwb2Ai4BPiApK8A\nO1E69U+1fVknx9kFONj22L6pPCIioimup+TdZ4Az2xdKOhIYCywBbrA9CTgW2EbSQcA1wPnAGsBz\nwEGUG7WXAQ8C/w5cY/tYSVsDp1bneSXwP7ZvlvQZ4IBq+1c3FiVpCjDf9rkdls+gvLj32l78HURE\nRDRb8jYiIgaEdDD3nrm2j5A0FfiY7ZMkHQ+MlbQ7sJntHSWtAcyRdF1vnny1UXN783AR0QcmXvni\n3+3Je57Yj5VENMUEYK6kn1WfhwN7AztQGrw/kLQnMJVyc/V8Sd8HTrd9jaR3ASdRGsQjgPcCTwCz\nJW0LbA4cafuO6pHf8ZL+BBwOjAaWArcCSPpoVc8I4HlJY6vzbgl8EBgJbCvpGOAw23d0dVHJ24i+\nl4yM6FZL5i0kc2Nw6o3M23DD4SxY8GQvVBPRc+lg7j2/r/69jzJyudFo4K3VSGeAVYHXdXUgSasA\nr7C9sFrU1ot1RkRENJ3tRyQdAcwAbqKMkppjezGApBuBrYBbGnYbDUyWNAkYQnn0F+APth+t9rsF\nECVvj5f0LKUxvZDScP2T7UXVtnOrWr4PfL+TEVXXAdMyoioiIuoqeRsREQNB5mDuPZ11Ai+l/I7n\nAb+yvQuwK3ApcE83x9oDOKP6eWPgod4rMyIiom/Y/ilgYBzlEdztJA2r5orcCbibF7MSSl5OqvLy\n08Dl1fJRktaqbsBuB9wJnA580fYngTsoDeR7gC0lrVlt+5bmX2VERET/St5GRER/ywjm5roRuBp4\nJ7BLdfd4beCHtp+U1NV+PwcOlnQD5fGk/fqi2IiIiCY4AngX8CTlButNlAbubOBHlBupo6vRV0cB\n51TTSa1JefwWysiqy4B/Ay63/QdJFwM/lvRP4B/ABrYXSPoCcDOwAHi6sRDbUzor0Pa4XrvaiIiI\n/pG8jYiIfjOkrS2zL7SItrrOsVPn+YHqXDvUu/461w71rj+1L9f5evJW9+iGpBGUx2m37+9aKrXN\n20Z1/jtu1ArX0QrXALmOgaQVrgGW7zqStytvAOYt1CBz6/D3VocaoR511qFGqEeddagR6lHnQGnj\nZoqMiIiIiIiIiIiIiFghmSKjRexz9Mz+LiEiujFt4l79XUJELdn+GzBgRlMlb2OwSG5FDC4DLW8h\nmRutKfkarSojmCMiIiIiIiIiIiJihdR+BHP1Irwptq9vWDaN8obbrYFTbf99Jc8xgk7mo5K0O+UF\nCUuBVYCLbM+UtD4wxvZ3e3j8S4BzgTWA19o+f2XqjYiIaDXLmhtS0kHAN20v7mL9LOBgYCwwH5gD\n7GX7Sw3bjANG2j6mV4uPiIioieRtRESsiNp3MAPnA58ArgeQtBrwPmCy7ae727EXnAtsY/txScOB\nP0i6DtgS2AvoUQdzO9vXNqHGiIiIwWAy8G2g0wZvR7ZvB25vakURERGtJ3kbEREv0wodzJcDUyWt\nZfsZ4P3Az20/3XD39FXA1ykh+BiwL/AhqrumktYA5tkeIWln4IvVsdeidF4/38W5/wkcLuly4E5g\nlO1FkmYC21R3d3eg3AG+VtIYYKztcZI+AxwAPAi8Gl56J1fSkZS7vkuAG2xP6qXfV0RERG1V2X47\n5SmldYCPAO8GNgIuAT4g6SvATpSpwE61fVknx9kFONj22L6pPCIioj6StxERsTxq38Fs+zlJPwY+\nCMwExgPHddjsA8AVwCmUkcXrdXPIrYD9bD8gaTIlSLt6u8BewGeB71E6ic+V9L/AVEqIni9ph447\nSVoXOBwYTZle49YO60cDe1M6p5cAP5C0p+0ruyp6tVFzu7mkiMHl5D1P7O8SIqK55to+QtJU4GO2\nT5J0PDC2mr5qM9s7VjeQ51RPF/WK5G0MFhOvbM7/1pPREbXSb3kLydxoTd3lazIy6qxVXvJ3AfBx\nSRsD69m+rcP6L1M6gH8JfJiXP84zpOHn+4HTJc0A3gms2tkJJa0HvM72JNtvAt4KjAH27KbO9vOM\nBP5ke1E1d1XH/4cZCcyxvdh2G3AjpeM7IiIi4PfVv/dR3l/QaDTw1mrk1bWUHH9dVweStIqkdRoW\ntfVinREREXWWvI2IiB5piQ5m23cAwymjgqd3ssm+wAzb7wT+BBwEPAe8plq/bcO2FwLjbY8DHuCl\nnc+NVgculbRp9flByksMFlFGJbf/bjs7zz3AlpLWlLQK8JYOx54HbCdpmKQhlMeO7u6ijoiIiMGm\ns0Zpe/bOA35lexdgV+BSSu52ZQ/gjOrnjYGHeq/MiIiIWkveRkREj7REB3NlOnAgZbqKjn4LfEvS\nrynh923KXdYRkmZTpqNYWG37HeAWSTdROq037uxktucDhwFXSPoN5e24t9n+OfAXYLSkIygd1p+V\n9Atgk2rfBcAXgJuBa4CnOxz7DkpA30QZ3fw34EfL+fuIiIgYTG4ErgZ+Cjwl6UbKFFRttp/sZr+f\nAxtIugH4Tzq/UR0RERFF8jYiIl5mSFtbnkxpEW0LFnSX5wPXhhsOJ7X3jzrXX+faod71p/blOl9X\nT8FEfdU2bxvV+e+4UStcRytcA+Q6BpJWuAZYvutI3rasAZ+5dfh7q0ONUI8661Aj1KPOOtQI9ahz\noLRxW2kEc0RERERERERERET0oWH9XUD0jn2OntnfJUT0q2kT9+rvEiJiEEjeRitLlkbEQJLMjTpK\nlsZglRHMfUDSDZJ27bBsmqSnJL22v+qKiIhoNcnciIiI5kveRkREo3Qw943zgU+0f5C0GvA+4N9s\n/73fqoqIiGg9ydyIiIjmS95GRMQLMkVG37gcmCppLdvPAO+nvEX3KkkHA2OBNwIbAOsDZwMfArYA\nPml7Tv+UHRERUTvJ3IiIiOZL3kZExAvSwdwHbD8n6cfAB4GZwHjgOODUhs2etT1G0jHAHrbfJ2k8\nJZiXGb6rjZrbhMoj6mPild3/DZy854l9VElE9KdmZ27yNlpBMjEiVlbauBGdW1a7tDPJ5WgFmSKj\n71wAfFzSxsB6tm/rsL798+PAndXPjwFr9FF9ERERrSKZGxER0XzJ24iIANLB3Gds3wEMBw4Hpney\nSVvfVhQREdGakrkRERHNl7yNiIh2mSKjb00HTgbyVt2IiIjmSuZGREQ0X/I2IiIY0taWm4otom3B\ngif7u4YVsuGGw0nt/aPO9de5dqh3/al9uc43pM9OFn2ltnnbqM5/x41a4Tpa4Rog1zGQtMI1wPJd\nR/K2ZQ34zK3D31sdaoR61FmHGqEeddahRqhHnQOljZspMiIiIiIiIiIiIiJihWSKjBaxz9Ez+7uE\n6EPTJu7V3yVERAxKydsY6PIdISJaRTI3BpLka0T3MoI5IiIiIiIiIiIiIlZIS4xglnQM8G5gKeVN\ntZNt39rFtiOAS2xv32H5DOCS6uNrbZ/fC3XNBDYBRgDPAw8Ad9g+bDmOsQuwwPafVraeiIiIlZXM\njYiIaC5JNwBTbF/fsGwacAewNXCq7b+v5DlG0HlG7w4cRcn5VYCLbM+UtD4wxvZ3e3j8S4BzgTXo\npayPiIiBq/YdzJK2BPYCdrTdJunNwLeAbVbkeLav7a3abO9b1TgFmG/73BU4zAHADCCN3YiI6FfJ\n3IiIiD5xPvAJ4HoASasB76Pc1H26yec+F9jG9uOShgN/kHQd0P4doEcdzO16M+sjImLgqn0HM/AQ\n8FrgU5KutX27pLcDSJoFHGx7nqSDgY0oDccNJf0EeDVwle0T2g8maRwwkhKs3wfuo4yGuoRyt/gt\n1T6TJY0GTgeGAI8An7L9xLIKrr4gnAe8nnJX+PPA/wFzgA9Vy74DHA68BxgtaQ/b96/g7ygiIqI3\nJHMjIiKa73JgqqS1bD8DvB/4ue2n2/MWeBXwdWAx8BiwLyXXRto+RtIawDzbIyTtDHyxOvZalM7r\n57s49z+BwyVdDtwJjLK9qHpSaBtJBwE7UEY/XytpDDDW9jhJn6HcrH2QkvsvZH1V05HAWGAJcIPt\nSb30+4qIiH5W+w5m2w9L2gs4FPiipGeAY4EfdLPb2sDHgaeAG6uGb2deD+wGrAn8lfLo7TPAvcBk\n4AJKA/dOSfsDR1fnXpZPAw/YHi9pA2CW7a0lfQq4iPLfy8dt31HdLZ6xrIbuaqPm9uC0MZCdvOeJ\n/V1CRES3krnJ21i25c3zDTcczoIFTzapmoioI9vPSfox8EFgJjAeOK7DZh8ArgBOoYwsXq+bQ24F\n7Gf7AUmTgY9Ux+3MXsBnge9ROonPlfS/wFTKjeTzJe3QcSdJ61Ju1o6mTK9xa4f1o4G9KZ3TS4Af\nSNrT9pVdFZ3MjYFk4pUr/r/HtPVjMKh9B7OkNwILbX+q+vw24GpJv+qw6ZCGn//QPupJ0lxgiy4O\nf4/tJyQtAv5p+9Fqn7Zq/SjgbEkAqwJ397Ds0cD2knasPq8m6ZW2fyPp6ep67ujhsSIiIvpEMjci\nIqLPXACcXGXserZv67D+y5Qbrb8E7gdu6bC+MYvvB06X9BTlBu5NnZ1Q0nrA66qRxZMkbUK5iXwr\n0NWdsPbzjAT+ZHtRdayOvXEjgTm2F1frb6R0fHfZwRwREfUxtL8L6AVvAs6pHgGC0uB8AvgX8Bzw\nmmr5tg37jJK0tqRhwHZ0PddiWxfL2xn4hO1dKCOpruphzfOAi6v99gAuBZ6QNBZ4GBgm6QPVtktp\njf+eIiKi/pK5ERERfaC6+TmcMip4eieb7Et56uadlGw9iK6z+EJgvO1xlJfgNnY+N1oduFTSptXn\nB4H5wCJempGdneceYEtJa0pahTLNVaN5wHaShkkaAuxEz28WR0TEAFf7RpTtK4BZwC2SbgJ+Bkys\nRkudDpwl6WeUORbbPUqZ6/Fm4HLbd67g6ScA367uvp5EmdOxJ84B3iTp15S7x/dQ5pz8InAI5cvB\nVyX9O+VO9MmSuhrxFRER0SeSuREREX1qOnAgZbqKjn4LfKvKt12BbwPXAiMkzaZMR7Gw2vY7vJjd\nw4GNOzuZ7fnAYcAVkn5DeV/BbbZ/DvyF8p6CIygd1p+V9AvKiGhsLwC+QMn7a4CnOxz7DspN3puA\nucDfgB8t5+8jIiIGqCFtbcsaMBQ10VbX+fvqPPdgnWuHetdf59qh3vWn9uU6X1cjhKK+apu3jer8\nd9yoFa6jFa4Bch0DSStcAyzfdSRvW9aAz9w6/L3VoUaoR511qBHqUWcdaoR61DlQ2ri1H8EcERER\nEREREREREf2j9i/5i2Kfo7t6CXAMFNMm7tXfJURExEpK3g4OyeyIiP6XzI2BIN8JInomHcwVSbtQ\n5oS6k/KioTWBmbbP6GL7g4D9KC87WBU41vYsSTOAS2xf2xd1R0REDHaSJgFHAJvZfk7SaGA92zf0\nc2kRERHd6phhPdxnDjDW9t96sO044FHbP+lNOPInAAAgAElEQVSwfL7tjToseyMwjdJPMAz4HfB5\n20slHWr7zB7WdzCwEXAu8AXbh/Rkv4iIqK9MkfFS19vepXoT787AkZJe2XGj6s3z7wHeVb2Vfj/g\nO5I26NNqIyIiAmBf4BJgbPX5Q8CW/VdOREREj3XMsF5le0bHzuVufBk4w/Z7gXcDWwDvr9YdtwLn\nnp/O5YiIwSEjmLs2nDKS+VZJW9j+l6SvUu7ifhr4nO3FALb/KunNth+RBPBpSUcD6wITbM+V9BXg\nbdVx77I9XtIUYAdgbWB/YAZwH+Xt9pcAWwNvAa6yPbmPrjsiIqI2qieQ/kIZJXWxpOuAccDzkm6j\nZPGJwHPAI8CngDcDnwcWAZtW++4KbANMs31O315FREQMRh0zDJghaRZwO6UtuA7wEdv3SpoKjKG0\nFzeo9p/CS9uTe1A6qpcAN9ieVG0zH7gAOB/Yqjrn6p2UdC8wTtKTwFxgb2CJpGOB9SWdXS0fafsY\nSWsA82yPkPQOyujnR4F/AXMkjaA83bu9pPfQIY9tP77Sv8SIiBgQ0sH8UrtWgb4UWAx8Bvgo8F5J\nPwN2B46nBOM9jTvafqTh4622T6weRxonaR7wmO33SBoK/EnSJtW2d9k+vArf1wO7Uabn+CuwCfAM\nJei77WBebdTcFb7o6BsTr+yd/45O3vPEXjlORESLOAC40LYlLQL+nXLDdj7wW0pev8P2/ZIOp4zA\nurLa7s3AW4HLgDdQcveHQJcdzMnbvtOTvKvDm70jIrrxkgyTtF21fK7tI6pO5Y9JuhLYCfgPSmfy\nnxuO0d6eHE3pEN6B0sH8A0l7Nmy3O7BG1dn7WuDDndRzHDAB+AowGrgKONT2VEmH2T6kauN25hvA\nx2zfLeklOSppCKVzu2MeH9XdLyeZG82Q9nREc2SKjJdqnyJjV9vvtX015U7vOEog/8L285QO300b\nd5S0m6T2Oaxurf6dD6wFPAu8WtL3gPMoXwpWrbZxw2Husf0E8DjwT9uPVvNwtfX2hUZERNSdpPUo\no7UOl3QtZbTyoQ2bbAAstH1/9fkGysgtgD9WTyI9DvylyvfHgDX6pPiIiBjUlpFhv6/+vY+SS1sB\nv7O91PZC4I6GQ7W3J0cCc2wvtt0G3MiLmUf181wA23+vjt3RO22fZnsnSnv3KcoAq64Mafh5E9t3\nVz/f1GG77vI4IiJaQDqYl8H2bMqopv2Bi6rF04HjJQ0DkLRFtW5ptb5jh/DuwKa2P0YZibwmL4bx\n0obt0pEcERHRc/sBF9nezfYYYDvKk0BtlO84DwPrSHpNtf3OQHvjN5kbERH9qasM25CXZ5SBt0sa\nKukVvPQ9A+3tyXnAdpKGVSOGd+LFzGtf/58AkjamPLXT0deqqSyw/VS1/6JqXXv79TmgPVe3bdh3\nvqRR1c//0eG43eVxRES0gHQw98xMYCPbfwKwfQkwB5gt6Qbgm8B+th/qYv+5wOurt/1eTnlcd+Pm\nlx0REdHSDgC+0/7B9jPADyiPBh8K7AIcCFwh6SbKC4tO6PsyIyIiXqarDNu844a2b6dM5/Rbyrt6\nXtbutH0HcCll9PBc4G/AjxrW/xi4T9ItwGmUTt+OPgocLel3km6mdCB/pVp3p6SLgWuBEZJmU6bk\nWFit3w/4lqRfAq/rUFsbyeOIiJY2pK0tA3iWpXph38O2p/d3Ld1oq+schHWeP7HOtUO9669z7VDv\n+lP7cp1vyLK3ipqpbd42qvPfcaNWuI5WuAbIdQwkrXANsHzXkbxtWQM+c+vw91aHGqEeddahRqhH\nnXWoEepR50Bp4+Ylf8sgaQZlzqj/7udSIiIiIiIiIiIiIgaUdDAvg+1x/V1DT+xz9Mz+LmFQmzZx\nr/4uISIi+kDytjUlxyMiBp5kbvSHfCeIWDGZgzkiIiIiIiIiIiIiVkjtRjBLmgQcAWxm+7ke7jMH\nGGv7bz3YdhzwqO2fdFg+3/ZGHZa9EZhG+T0OA34HfN72UkmH2j6zh/UdDGwEnAt8wfYhPdkvIiJi\nIJO0C+WFQ3cCbcCalBfnvhW4xPa1DdvOt72RpCnAPsAD1T6rA5Ntz5L0duBEypvshwJX2/66pDUo\nL9u9sM8uLiIiogV0yOp2C2x/pJNtZwEHA9vTSZs5IiIGr9p1MAP7Ut6cOxaY0dsHt708x/wycIbt\nayUNAa4A3g/8EDgO6FEHc8O55wPpXI6IiFZyve2xAJJWBwzcvox9TrV9brXPKEqn9LaUXP2E7XmS\nVgVulnQ98BhwAJAO5oiIiOX3Qlb3xHK2mSMiYhCoVQdzdXf1L5SRvhcDM6q7qLcDWwPrAB+xfa+k\nqcAY4D7KS/qoRkXtAKwN7A/sQemoXgLcYHtStc184ALgfGCr6pyrd1LSvcA4SU8Cc4G9gSWSjgXW\nl3R2tXyk7WOqEVbzbI+Q9A7K6OdHgX8BcySNoIzo2l7SeyijtJ4DHgE+Zfvxlf4lRkRE9J/hlMxb\nshz7rA88Vf18L3CopG9Ssn9H289LugDYUtIXgNMp3xHWoXzPOc729ZL+CNwNLKJ0cr+R8v1gfeBs\n4EPAFsAnbc9ZucuMiIioN0nbUdqrQ4D7KQO92tdNobSZ5wHHAkspT+Seb/ssSYcAn6yWz7Y9UdKm\nlPb1GpQ27kG27+u7K4qIiGaqVQcz1egk25a0qAo9gLm2j6g6lT8m6UpgJ+A/KJ3Jf244xl22D5c0\nmtIhvAOlofsDSXs2bLc7sEbV2fta4MOd1HMcMAH4CjAauAo41PZUSYfZPqSacqMz3wA+ZvtuSec0\nrqhGQ58PvMP2/ZIOr851VFe/mNVGze1qVayEk/c8sdv1G244nAULnuyjaiIiamnX6mbwUmAxcBgl\nf78m6ZiG7dZv+PlzksZSOqMfBw6slu8PHA6cA7wB+K6ko4CpwGjbX5J0CnCd7WmSNgFmS3oD5fvA\nCbZ/XzWMn7U9pqphD9vvkzSecuO5yw7m5O3AMmP8tORwRMTKa8/qdlcB+1Gmmbyr6jAe1cW+mwBv\noUxddYeky4DxwGG250iaIGkYcApwuu1rJL0LOImGTuvOJHOjty2rfR8RK642HcyS1qOMOH61pMOA\ndYFDq9W/r/69j3LndCvgd7aXAgsl3dFwKFf/jgTm2F5cHf/Gar92W1FGH2P775I6u7v6TtunAadJ\nWpsSmscDR3ZxGUMaft7E9t3VzzdRRlK12wBYaPv+6vMNlOk4IiIi6uZlj91K2hs4uuMczA2bvDBF\nRsP6NYBtbZ8AnCDpVcB04CDgpw2btk+pQXWTdiGwYbXODdvdVv37OC/OO/kYZWRVRETEYNJZVh9p\n+y4A22dXyzrb92bbi6r1f6TcAB4PHCXpq8BvKO3g0cDk6p1KQ4Dnm3QtERHRD4b2dwHLYT/gItu7\n2R4DbAfsRmk0tnXY1sDbJQ2V9Apgy4Z1S6t/5wHbSRpWjRjeifLoLA3r/xNA0saUO7Mdfa2aygLb\nT/Hio7fwYmfyc8Brqp+3bdh3fjWvJJSR1o0eBtaR1L7fzh1qi4iIGGyWAhdL2hrA9iOUKTMWVeva\nv9PcBfwXQDWCeT3KVFPtx2jX8btDREREvOgBSZsDSJok6YNdbPdmSatIWosySOvPlCePDra9M2V0\n8w6U9vUk27sAnwYub/YFRERE36nNCGbK9Bgfb/9g+xlJP6iWv4Tt26tHc35LeQv9Q51sc4ekSymj\nh4cCs4EfAdtU638s6R2SbqE0YB/upKaPAqdL+grlDuw9lCkzAO6UdDFllPUESbOBW4GF1fr9gG9V\n8zc/SRk11V5bm6QDgSskLa3WjVv2rygiIqI1VXMt7w2cVz1q20bJ+emU7zOrVSOlvgxMl/RhYE3K\nHI9Luhh1FRERES+fIgPKlFTTq/bog8Bp1bKOVgWuAV4FnGj74eoJ4t9KWkCZv/kWynSP51RPJK3Z\nxbEiIqKmhrS1ZQBPi2ir6xyEdZ7HuM61Q73rr3PtUO/6U/tynW/IsreKmqlt3jaq899xo1a4jla4\nBsh1DCStcA2wfNeRvO0fknahjFQeu6xtV9CAz9w6/L3VoUaoR511qBHqUWcdaoR61DlQ2rh1miIj\nIiIiIiIiIiIiIgaQOk2REd3Y5+iZ/V3CoDVt4l79XUJERPSR5G29JKMjIprH9ixgVrOOn8yNvpbv\nDRErLh3MTVK9HfcIYDPbz0kaDaxn+4Z+Li0iImKZOuZYD/eZA4y1/bcebDsOeNT2Tzosn297ow7L\n3ghMo3xvGQb8Dvi87aWSDrV9Zg/rOxjYCDgX+ILtQ3qyX0RERKSNGxERXcsUGc2zL3AJ0D4f1YeA\nLfuvnIiIiOXSMcd6le0ZHTuXu/Fl4Azb7wXeDWwBvL9ad9wKnHt+OpcjIiKWW9q4ERHRqYxgboLq\nZQd/oYyQuljSdcA44HlJtwHrAicCzwGPAJ8C3gx8HlgEbFrtuyuwDTDN9jl9exURETFYdcwxYEb1\ndvnbga2BdYCP2L5X0lRgDHAfsEG1/xRgB2BtYH9gD0pjdAlwg+1J1TbzgQuA84GtqnOu3klJ9wLj\nJD0JzAX2BpZIOhZYX9LZ1fKRto+p3lA/z/YISe+gjH5+FPgXMEfSCOAS29tLeg8dMtn24yv9S4yI\niGghaeNGRER30sHcHAcAF9q2pEXAvwMzKA3p3wL3AO+wfb+kwymjr66stnsz8FbgMuANwCbAD4Fu\nw3e1UXObcyUt4uQ9T2zKcevwRtGIiBXwkhyTtF21fK7tI6pO5Y9JuhLYCfgPSmfynxuOcZftw6vH\nZ/emdDgvAX4gac+G7XYH1qg6e18LfLiTeo4DJgBfAUYDVwGH2p4q6TDbh1RTbnTmG8DHbN8t6SVZ\nKmkIpXO7YyYf1dUvJnk78DQr4yMi4iXSxo1O9VYOp20dUW897mCWtBWwPjCkfVnmWno5SetRRmq9\nWtJhlDu5h1Lu9kIZ3bXQ9v3V5xsoj/5eCfzR9mJJjwN/sf28pMeANfr0IiIiot/0d952k2MAv6/+\nvY8yl/FWwO9sLwUWSrqj4VCu/h0JzLG9uDr+jdV+7baijD7G9t8l3ddJWe+0fRpwmqS1gVOA44Ej\nu7iMIQ0/b2L77urnm4A3NqzrKpMjImIQ6O/MrYu0cSMiYll61MEs6SzgfZS7km3V4jbK4y3xUvsB\nF9meCCBpLeCvwNmUOa8fBtaR9BrbDwI7A+0N37ZOjhcREYPEAMnbrnLsYV6eUwb+R9JQYE1eOg/j\n0urfecCRkoZRpqjYCfg25fHY9vUfA6ZJ2pgyqqmjr0n6l+3rbD8l6W6q6Th4sVPgOeA11c/bNuw7\nX9Io23dRRlo/1rCuu0yOiIgWNkAyty7Sxo2IiG71dATzboBsP9vMYlrEAcDH2z/YfkbSDyiPBR8K\n3AUcCFwhaSmloTuOMqdlREQMbgMhb7vKsQM6bmj7dkmXUR6NfQB4qJNt7pB0KWX08FBgNvAjqg5m\n2z+W9A5Jt1DmWn64k5o+Cpwu6SvA85TOgAnVujslXUzJ2AmSZgO3Agur9fsB36rmb36Shg5m222S\nOsvkiIhofQMhc+sibdyIiOjWkLa2Zd9QlPQz4IO2n2l+SbGC2uo6X1Gd51qqc+1Q7/rrXDvUu/7U\nvlznG7LsrV6UvK2F2uZtozr/HTdqhetohWuAXMdA0grXAMt3Hcubt5DMrYkBn7l1+HurQ41Qjzrr\nUCPUo8461Aj1qHOgtHF7OoL5UcoIoZspj6ACYPtTvVBbREREFMnbiIiIvpHMjYiI6CU97WC+tvpP\nDFD7HD2zv0toSdMm7tXfJUTE4JK8HeCStysnuRoRA0gyd4BL5jZXMjkietPQnmxk+1uU+QyHA+sB\nf6iWRURERC9J3kZERPSNZG5ERETv6dEIZkkfB6ZQXsozlDJ5/4m2pzextgFH0i7ApcCdDYsX2P5I\nJ9vOAg4Gtgcetf2TvqgxIiLqazDkbYcsbQPWBGbaPqOL7Q+ivKhvKbAqcKztWZJmAJfYzuiziIhY\nbsncTrdP5kZExArp6RQZRwJvt/0IgKSpwCygZcJ3OVxve2xPN7Y9o4m1REREaxkseftClkpaHbCk\n79h+vHEjSWOB9wDvsr1Y0mbADZLe0vclR0REi0nmNkjmRkTEyuhpB/Mq7cELYPthSUubVFPtSNoO\nmAYMAe4H9m1YNwWYD8wDjqXcDd4ION/2WZIOAT5ZLZ9te6KkTYHzgTUoL5w4yPZ9fXdFERHRTwZj\n3g6njKq6VdIWtv8l6avA74BPA5+zvRjA9l8lvdn2I5IAPi3paGBdYILtuZK+ArytOu5dtsdXWbwD\nsDawPzADuA8YAVwCbA28BbjK9uQ+uu6IiOhfydxkbkRE9JKedjD/QdJpwEXV5/2BPzSnpAFv12r6\ni3ZXUR4jGmv7rqrDeFQX+25CCdOhwB2SLgPGA4fZniNpgqRhwCnA6bavkfQu4CQaOq07s9qouSt1\nUQPNyXue2N8lRET0h8GSt+1ZuhRYDHwG+CjwXkk/A3YHjgdOBO5p3LGxMwC41faJksYB4yTNAx6z\n/R5JQ4E/Sdqk2vYu24dLGgG8HtiN8qjwXyn5/AxwL9BtY7fV8ravTbyyeb+/fHeI6F3HH38M++77\nCUaO3JIrrriMhQufYO7cOQCMHr0NEyYcxoMPPsDXv34Sixcv4bnnnmXKlKk8+OADnHPOGQwbtgqf\n+cxn2Xrr0f18JV1K5iZzB7XlzeTkbER0p6cdzAdS5qeaTukc/SVwSJNqGuheNkWGpCNt3wVg++xq\nWWf73mx7UbX+j8AbKB3MR1V3jn9DGQU9GpgsaVL1+fkmXUtERAwsgyVvO8vShcD/UK77F7afl3Qv\nsCnwRMN2uwH/V328tfp3PrAW8CzwaknfA56ijJ5atdrGDae7x/YTkhYB/7T9aHXstl68xoiIWhsz\n5v9x3XXXMnLklsya9UseeeRhvvGNs3j1q/+NqVOn8Mc//h9PP/00BxwwgZEjR/Gd73yTm2+ezWab\nvZ7VV1+dM888v78vYVmSucnciIjoJT3tYD7b9vimVlJvD0ja3Pafq07hu7vY7s2SVgFWB7YC/ky5\nW3yw7eeqO8g7UKbTOMX2zZJGAjv3wTVERET/G7R5a3u2pGmUEWTHVYunA8dL2tf2EklbUEaavbVa\n37Fxujuwqe2PStoQ+CDlRi2UkVt0sV9ERHSw3Xb/yYUXnsP99/+D4cOH8+c/382XvnQ8AM888wwP\nPPAAm232er73ve8wbNgwHnron+ywwzsA2HTT1/Vn6T2VzE3mRkREL+lpB/PWkta2/VRTq6mHjlNk\nABwOTK/m7HoQOK1a1tGqwDXAq4ATq3m+7gB+K2kBZf7mW4CjgHMkrUF5lKizY0VEROsZ7Hk7E/iI\n7T8B2L5E0muA2ZKeB1YB9rP9UBdPCs2lNI7nAIsoj/pu3DelR0S0lmHDhrHNNttyzjmns9tue/Do\no48wderXWHfdV3LNNVeyxRbivPPOZL/9xrPVVltz0kkn0NZW+hKHDh2yjKMPCMncZG5ERPSSIe1f\nAroj6RZgc8qjLs+2L7e9a/NKay2SdqGMVB67rG1XUNuCBU826dDNteGGw0nt/aPO9de5dqh3/al9\nuc63XC3swZ631cuDHrY9vb9r6UZt87ZRnf+OG7XCdbTCNUCuYyDpzWuYN+8uPve5Q/nxj69l3rw7\nOffcM1m8eDGvec1rOPbY/+X666/jW9+6iFe+cj3WXXddXvva17H99jvyy1/+nIkTV+79bctzHcub\nt5DMTeb2jjr8f0YdaoR61FmHGqEeddahRqhHnQOljdvTEcxH92ItERER0blBm7eSZgAbAP/dz6VE\nRMQL2nj3u3dj1VVXZfTobTjrrAtesnbMmP/HmDH/72V7bbvt2/qqwJWRzE3mRkREL+m2g1nStrZv\nI/MmrTTbs4BZzTr+PkfPbNah+8S0iXv1dwkREf0meQu2x/V3DT1R97yti3wviOh/11xzJZdddgkn\nnfT1/i6lVyVzk7mtIlkZEQPJskYwHwwcBPxvJ+vagJV+fEjSCOAS29tXd1K3BR6tjj+MMq3En7rY\n9yDgm8CO9PL0E5KOBG6z/atO1s2oar62F85zqO0zV/Y4ERFRa03P27qpppa6FLizYfEC2x/pZNtZ\nlN/h9sCjtn/SFzVGRLSy3Xffk91337O/y2iGlsvcDpnZRnmPz0zKC/pe0m6VNN/2RpKmAPsAD1T7\nrA5Mtj1L0tuBEykv7RsKXG3769U7gvazfWGfXVxERNRCtx3Mtg+qfjzC9h/6oB6Ao9sDUNLuwAl0\n/ejOZODbTarjHcDpTTp2o+OAdDBHRAxi/ZS3dXD98tw8tj2jibVEREQLaOHMfSEzJa1OmVv69mXs\nc6rtc6t9RlE6pbeltE8/YXuepFWBmyVdDzwGHACkgzkiIl6ip3MwX1SF1MXAd23f18SaGq0PPFWN\nVN7c9kRJq1CC8kxgI+AS4DRgc0nXAK8Gfmp7iqS3AGcA/wKeAw6k3IH9HnAf8AZgru0JjSeVtC7w\nlO3F3RUnaRww0vYx1d3cebZHVCOp5gEjKXd9Pwr8D3C/7bMkrQf8ArgCWF/S2cDhwLmUF00MBY6r\n7h7/EbgbWGT7Yyv2a4yIiJror7ytDUnbAdMo+Xo/sG/DuinAfEoGHwsspXxXOL/K30OAT1bLZ1ff\nKzYFzgfWoHxXOCi/94iIQaGVM3c4pQ28ZDn2WR94qvr5XuBQSd+ktL13tP28pAuALSV9gTIY62Jg\nHUq/wnG2r29sv1I6ud9Ime95feBs4EPAFsAnbc9ZucuMiIiBokcdzLbfJmlzYCxwtaSHge806Y2z\nX5N0DCUQH6C8fOEp4LZq+RjgV7bPk/T5qqbtKQ3DDwCrAH8HpgAXAAfYvl3S+4FTgaMogbYb8Axw\nj6SNbM9vqGEM8POVvI6bbR9cNWYnUzrBvwecRXkUaabtUyUdZvsQSRMob/HdX9KrgBuArYC1gRNs\n/767k602au5Kltu/Jl7Z+/WfvOeJvX7MiIhm6uO8rYNdq5u27a4C9gPG2r6rythRXey7CfAWyk3b\nOyRdBowHDrM9R9IEScOAU4DTbV8j6V3ASTR0WndU97xttmRvRNRFC2Zue2YuBRYDhwF782L7ut36\nDT9/TtJYStv7ccqALID9KQOgzqEMyvqupKOAqcBo21+SdApwne1pkjYBZkt6Aw3t1+rG77O2x1Q1\n7GH7fZLGU37v3XYwD6bMTX5GRN31dAQztv8s6VTgL8CRwOeBZoTvC1NkNJL0a+C9lMbhlzrZ74+2\nF1Xbtt+p3dh2+2NBN1AajQD/n+0nq20fpHRON9qd0hHdeP41gTbbz1WLOr4UYkiHz9dX/94MvN/2\nPZKelLQlpeHacUb+0cB/VSOzAIZVHc1Q7vxGRMQg0Id5WwcvmyJD0pG27wKwfXa1rLN9b274XvBH\nSgN5PHCUpK8Cv6Fk92hgsqRJ1efnm3QtERF96vCTe3c6+lZ8oViLZW5nmbk3HdrXkhoHVr0wRUbD\n+jWAbW2fAJxQtUmnU+at/mnDpu1TamD7fkkLgQ2rdY3t19uqfx/nxfcqPMbL2+AREVFjQ3uykaQP\nViN/5lHmJj7M9uZNrezlLqDM9/Rq2/9XLVvKi9fQ2VuAH5D0purnnSmP6nS1LQCShgKvtP1wh1Un\nAu1TVGwMPER5lPY11bJtO2z/1urfHYH2lxReQJlz+R8Nx2/vmJ4HfM/2LpQO7ssowQvlOiMiosUN\nkLwd6B6oRpwhaZKkD3ax3ZslrSJpLcoTQX+mjMw62PbOlNHNO1B+15Oq/P00cHmzLyAiohUtWbKE\nE044nkMOOYADD/wEs2f/mn/84z4mTNifQw45gFNO+QpLl77YrPnHP+7j4x/f+4XP8+fP59BDD+Iz\nnzmQz3/+SJ599tmm1pvM7dJS4GJJWwPYfoQyZcYiXtr+vgv4L4BqBPN6wCMNx2jXZds7IiJaR09H\nMO8HfAfYZ1nzEjeL7VskvZEyxUS7G4Gr6fwNwFAakmdKGkKZf2r/Hpxqe+CWTpafB3yrepznNspc\nVH8FJkiaDdwKLGzYfpykzwFPAx+vlv2QMnf0fg3b3Snp4qq2C6qR2usAZ9te2sWorIiIaE39nrcD\nTMcpMqA8sjtd0lLgQcoUVId3su+qwDXAq4ATbT8s6Q7gt5IWUOZvvoXyxNI51YitNbs4VkRELMPP\nfnY166zzSo4//gSeeOJxxo/fl80334IDD5zAttu+jZNP/jI33vhrdt75nVx77VVcdtklPPHEEy/s\nf+mlM9l11/fw3//9Ec477ywuv/xyxoz5QDNLTuZ2oppreW/gvGoqqTbgt5RRzMOA1aongb5MyeMP\nU/LzINtL0n6NiBichrS19eyGoqStKPM1vTAVhO0bmlRXZ+cfCtwEvNf2wmVt35+qxvDBtud1WL4W\n8GtgO9u9PSq5bcGCJ3v5kH1jww2Hk9r7R53rr3PtUO/6U/tyna/j9EnL1N952wok7ULJ4bHL2nYF\n1DZvG9X577hRK1xHK1wD5DoGkvZr6OspMp555hmgjbXWegVPPPE4BxzwSRYvfp4f/vBqhgwZwo03\nzmLu3Fs48shJ3HTTjWy77dv46Ec/wE9+8jMArrnmSh566J988pP7841vfI3Ro7fk3e/es0e1rUje\nQjK3BgZ85tbh/zPqUCPUo8461Aj1qLMONUI96hwobdwejWCWdCZlzuB7ePERlzZg116pbtnn34wy\n+ve8gd653BVJO1BGQR/bhM7liIhoAf2dtxEREStqrbXWAuCZZ57muOMmceCBEzjrrNMYMmRItf4V\nPP30UwDsuON/vWz/DTd8NeeeewbXXfczFi9+nokTP8eSJS/brNckcyMiInpPT6fIeC8g282dCKsL\ntv8KvLk/zr0iqnkcOy67mfIioabY5+iZzTp07bTiC0giYtDo17xtFbZnAbOacezk7csldyOi3T//\nOZ/JkyfywQ9+mN12G8M555z+wrpnntVwVjkAACAASURBVHmatddeu8t9zz57GpMnT2G77f6Tm2+e\nzaRJk5g69evNLDeZO8Alc18umRsRA1WPXvJHuau7Qo8dRURERI8lbyMiopYeffQRPve5Q5kw4TD2\n3PP9AGy+ubjttt8BMGfOzWyzzVu63H/48HV4xStKB/QGG2zAwoVNf3A1mRsREdFLejqC+VHKy+hu\nBp5rX2j7U02pqomqeRkvBe6kPAK1JjATeCtwie1rG7adb3sjSVOAfYAHqn1WBybbniXp7cCJlC8n\nQ4GrbX+9elnQfrYv7LOLi4iIumuZvO1Nkt4DnAJsb/tZSRsDPwPG2L5/BY43Bxhr+2+9W2lExMDR\n1yMdv/3tb/Lkk08yY8aFzJhRmkCHH34U06adwnnnncXrXjeCXXZ5V5f7H3HERL7xja+xdOlS2tra\nmDLlC80uOZnbQfI2IiJWVE87mK+t/tMqrm9/8Y+k1QEDty9jn1Ntn1vtM4rSKb0tcCbwCdvzJK0K\n3CzpeuAx4AAgHcwREdFTrZa3vcL2dZJ+Bnxd0uHA94HPrUhjNyIimuOII47iiCOOetnyM888v8t9\n2l/wB7DZZq/n9NPPfeFzH7y0KJnbQfI2IiJWVLcdzJI2sX2/7W91sq5VXn4wHPgXsDyvkFgfeKr6\n+V7gUEnfpHRS72j7eUkXAFtK+gJwOnAxsA7ld36c7esl/RG4G1hE6eR+I7BBdfyzgQ8BWwCftD1n\n5S4zIiIGqkGStyvrWGA28GPgF1UjeDtgGuUpovuBfYGRwBmUbH8OOND23yVNBcYA91GyFknrAhcB\nr6rO8T+27+i7S4qIiL6WzF2m5G1ERCy3ZY1g/illlC6SfmD7Qw3rTmlfV0O7SpoFLAUWA4cBewNf\nk3RMw3brN/z8OUljKQH6OHBgtXx/4HDgHOANwHclHQVMBUbb/pKkU4DrbE+TtAkwW9IbgLWBE2z/\nvpqG41nbY6oa9rD9PknjgbFAtx3Mq42au8K/jLo5ec8T+7uEiIje1qp522tsL65u3p4DHFwtPp/y\n6O1dkg4BRlXLDrB9u6T3A6dWGbsT8B+U7P1ztf9k4Je2z5G0OfBN4B3d1TGY8rZdcjciWkwytxsD\nJW9hcGZuu2RvRNTNsjqYG1968Ppu1tXNC1NktJO0N3B0xzmYGzZ5YYqMhvVrANvaPgE4QdKrgOnA\nQZQvLu3ap9TA9v2SFgIbVuvcsN1t1b+PU+aIhjLVxhrLf4kREVEjrZq3vUbS64CJwNHAxZLeCfyb\n7bsAbJ9dbbex7fZpr24ATgK2An5neymwUFL7qKnRlJvOH60+r9c3VxMREf0omduN5G1ERKyIoctY\n39bFz519HoyWUkJ3awDbj1CmzFhUrWv//d4F/BeUR7IogfpIwzHa5XcaETE4JW+7IWk1ygt6P2v7\nG8DfgS8CD1QjoZA0SdIHq2VvqnbdmTIVlYG3Sxoq6RXAltX6ecA3bO9CeZJpZl9dU0RE9JtkbheS\ntxERsaJ6+pK/6EQ11/LewHmShlG+kPyWMop5GLCapK8CXwamS/owsCZwkO0lkvqr9IiIiDr5OjDb\n9tXV50OAWymP506XtBR4EDgN+BtwpqQhlPcr7G/7HkmXUTL6AeCh6jhTgYskHUR5T8KUvrmciIiI\nASl5GxERK2RIW1vXN2klPUiZe2kIZf6lc9r3Az5te+OmVxg91dbktyw3TR+8Ibpp6lw71Lv+OtcO\n9a4/tS/X+Xr0qG3ytlZqm7eN6vx33KgVrqMVrgFyHQNJ+zVMvPK4Xj1uX88J+/+zd+9xV415H8c/\nd6qpyDmDmSGHfCWNybHJKSGZQTNmzCQGDSEPI1HOjwwNwzByKOTQg0jmNQeHwRiRkiQxw+A3jFMU\ncqrUoLSfP9a6a7u77+5D9z6s3ff9evVq77XWtdbv2tl++7rWta6rMf8WDc234JybMWWfc7Pw/4ws\nxAjZiDMLMUI24sxCjJCNOMuljVvfCObrWT4PVf5rgBuaIS4zMzNzvjUzs4xbsmQJl1xyIXPmzGHx\n4i85+uhj6dhxS0aMGE5VVRVbbrkVQ4acSYsWySyC77wzi7PPPp3bb58AwOzZ7zJixHByuRwbb7wJ\nl112SaFCdc41MzNrZivtYI6ICwHSVWEfiIglRYnKGq3/sPKdxmrk0ENKHYKZWVlzvs2Ocs639XE+\nNrNCevjhv7L22uty/vkXMW/epwwYcASdOm3DwIGD2HHHnbn88t8wefIk9t57Hx566AHuuWc88+bN\nW1Z+1KiR9O37E3r37sN99/2ZW2+9lcMO+0Wzx+mcmx1ZzrnNxbnbzLKivkX+qv0CeFPSaEm7FzKg\nrJC0v6R/SGqbvt9U0gvpIn5NOd80SR2bNUgzM8uaguVbSR0lTUtfj5X0T0mPS3pM0mRJXVZS9nhJ\nrST1lDS+meM6PV2hvrZ9YyX1aabrnNwc5zEzs9rts89+DBx44rL3a6zRkohX6NZtJwC6d+/BjBnT\nAWjffm2uvfbGr5V/88036N69BwBdu+7As88+W+iQK7KNm+bqTyV9J2/bpZKOqeP4zSQdnL7O/33w\nlKQxkloVKXQzM8uwBnUwR8RPgc7AVOBsSS9L+nVBIytzEfEI8DBwRZp07waGRMS7pY3MzMyyqsj5\ndlhE9IyIfUgWo71oJceeA6xRoDj2AKYU6Nz5mncyUjMz+5p27drRrt2aLFq0kPPOO5OBAweRy+Wo\nqqpK96/JwoWfAbD77nvStm3br5XfeuttePLJJwCYMmUS//3vfwsab4W3cb8Ebk0X4KtPLyC/g736\n98H3gTWBvoUI0MzMKkt9czAvExELJD0JfCf906NgUWXHuSSN4r8Af4+IRyTtBowkmcvrXeAIYFvg\nGuAr4HNgYES8LWkE0AeYBWwIIGkd4GZgg/Qav4qIF4pXJTMzK6US5dv1gc/S1d07RcRQSWsAzwPX\nAhsD40lWje8k6UFgI+C+iBguqRs18hzJTey7SHLcVsD0iBiUf9E0530WEYtXFlw66mrbiDhLUhvg\nlYjoKOlx4BWSPFsF/Bz4FfBuRFwnaT3g78AfgfUljQJOJZlzs1Ma43kR8bikF4F/A19ExOFN+xjN\nzFZv77//HuecM5Qf//in9O7dh9Gjr162b9Gihay11lp1lj355NP4/e9/yyOPPMzOO+/CeuutV/B4\nK7iNO5Ekx/0PSR4HQNIpQH8gR5LXrwPOAtpJmpp/gvR3QHvg7drKRsTVkrYHrkyvtS5J23WqpFeB\nJwEB7wM/IfktMBZYDCwBjvLgLDOzytGgDmZJQ4DDgW8AdwA/jIh3ChlYFkTEYkljSFYern4e7Eag\nX0S8LOkkkrviNwLHRcTz6VxfV0oaDuwF7AKsBbyalj8HeDQiRkvqBNxKMrprpVp3nt6MNVt1xV5l\n2sysEhQ5314m6SySTuHZwDDgM2Bmur0P8FhE3CDpbKAf0B1oA/yIZETz28BwYAw18hxwBrAN0BtY\nBLwuaeOIeC8vhj7A31axHlMj4sQ0555D0gl+F0mjuT8wLiKulHRKRJwkaRDwYUQcK2kD4AmgC0ku\nviginlvZxcot3zbG0PubL3bneTOr6eOPP2LIkJM57bRh7LzzrgB06iRmzpzBjjvuzLRpU9lxx53r\nLP/MM9MYMOB4tt66E3fddQc9ehS2r3c1aOMOAqZLejh9347kRuweJJ3Efyd5IvdSkpu490o6lOW/\nDzYFPgVC0nY1y6bn7QKcHhEvSOoPDCAZEb4l0CsiZqUd+LsAOwHPAkOAPYH1SAZk1SmrOdc50sxW\nRw0dwfwtklG3zxcymKyRtDkwlKRRfkc6h+Q3I+JlgIgYlR63ad5n9wRJEu8CzIiIpcB8SdWjlLsC\nvST9PH1f+Fv3ZmZWLoqZb4dFxEM1N0qaBBxA0kis7VHhFyPii/TY6oWRastzAK9FxIL02DkkndP5\nDiTpiM6/flsgFxGfp5tyNcrUfNx3Yvr3VKBvRLwuaUHaGD4CqLk6Tldgz/SJI4CWaUczQNRSXzOz\nTCp2J9dtt93KggULGDv2JsaOvQmAU089g5Ejf8cNN1zH5pt3pGfPfessv9lmHbnkkl/TunUrOnbc\nikGDLuLTTz+v8/hmUNFt3Ij4SNJgklHDT5LcSN0ceDQ9ZD1g61qKLvt9kE4ZcgXJzeDayr4LnC/p\nvySjneen+z+MiFnp61kk+f9m4EzgIWAeyU1hMzOrEA3qYI6I0yX1l/RTknkafxoRtxU2tPImqTUw\nATgtIv4qaSfgAmC2pE4R8aqkM0ket50t6bsR8U9g73RbAL+S1AJoC2yXnvoV4I6IuFPSRsBxRa6a\nmZmVSJnk2zEkDcAN07wFsJTl6zbU7PCF2vNcXccCkOa/dSPiwxq7LgZeJHmCZ1PgA5KG7Cbp/h1r\nHL8T8A7J/JH/yqvDecA7eeev7ph+Jd3+m7Qz+1zgk7x6mplZEwwefAaDB5+xwvaai/nlu/feh5e9\n7tJle26++fZl71u1akUy61JhlEnOLaiIuE/Sj4FjgBEkefLAiMhJOg14AehJ3WszzQI6krRdayv7\nZ+CI9OndC9Njofb83xeYHBEXSjqc5LfGgFWupJmZlYUGLfIn6VLgByRzJ7UCBki6opCBZcAVwJSI\n+Gv6/iSSR6zuAm5JR4B1A/5KMhfltZImk8z9eFp6p/we4BmS+a8+SM8zAvhZOq/kQySNbDMzWw2U\nQ76NiKdJRiWNy9s8mSSf1bVY0Ap5rgGX6g48Xcv2G4DjJT0BvEQyD/RDQEdJU4CfsXyEFMAxac79\nIUkOBfgTsD/JaKlqL0m6Iz3/tmmZqcBb6dNEZma2GimHnFskg4H/kowafhSYImkGyVoE75J0FPeV\n1C89/jJJj0t6lORJoOER8Y86yt4B/CXN/9uQ3BiuywxgRHrsiSRrN5iZWYWoyuXqHFy0jKTnSEYM\nzYyIbpJaAv+MiO3qKWrFk5s7d0GpY2iSDh3a49hLI8vxZzl2yHb8jr1R12vI6u3LlEO+TUcWPwkc\nEBHz6zu+lNKbsSdGxCs1trcDJgG7FaDzOLP5Nl+Wv8f5KqEelVAHcD3KSSXUARpXj8bmWyiPnGv1\nKvucm4XvWxZihGzEmYUYIRtxZiFGyEac5dLGbdAIZlZ8ZPQbtWwzMzOzVVPSfCtpC2AmcFu5dy7X\nRVIPkpHRF3lkspmZrYTbuGZmZs2koYv8TQDuBtZLFwo4CrizYFFZo/UfNq7+g5rByKE110oyM7Nm\nVNJ8GxFvAN8r1vVWVUT0rGXbVJKF/AqiWPm2Ps7HZmarzG3cMlcuObchnJfNbHXX0A7mB4DZwJbA\nnsD5EfFAwaIyMzNbPTnfmpmZFYdzrpmZWTNZaQezpI2APwBdgFeBJUAvoK2kKRExr/AhFo6kniQr\n33aNiFnptkuBVyJibC3HbwbskK7GO5Zkzq6PSR6nehE4KSIWFyd6MzOrFJWeb8E518zMykMxcq6k\njsD4iOheI4flSNrgJ0bEv+ooezxwK7B7ely/2o5rYlynk8w5/Vgt+8amMT/UDNc5OSKuXdXzmJlZ\ndtQ3B/MlwBRg44joHhHdgY2AfwAjCx1ckXwJ3CqpIQtD9CJJ9NWGRUTPiPg+sCbQtxABmplZxVsd\n8i0455qZWemVIudW57B9gN8AF63k2HOANQoUxx4kdS+084pwDTMzKyP1TZHRIyI652+IiMWSzgGe\nL1xYRTWRpKP9f4Bld1klnQL0J7nLPB64DjgLaCdpav4JJK0BtAferq1sRFwtaXvgyvRa6wK/ioip\nkl4FngQEvA/8BNgKGAssJrmjflREvFuIypuZWVlYHfItOOeamVnplTrnrg98lo5U7hQRQ9Pc9jxJ\nbtyYJBdeBXSS9CBJB/h9ETFcUjfgGuAr4HNgIEm+uwuYRZLXpkfEoPyLSloH+Ky+p38kHQNsGxFn\nSWpD8qRRR0mPA68A2wJVwM+BXwHvRsR1ktYD/g78EVhf0ijgVOB6oFMa43kR8bikF4F/A19ExOFN\n+xjNzKyc1NfB/HltGyMiJ6mSVtgdBEyX9HD6vh1JwtyDpMH6d+Bh4FKSZHuvpEOByySdBWwKfAqE\npO1qlk3P2wU4PSJekNQfGABMJZnzq1dEzJL0JLALsBPwLDCEZD6w9YCVNnZbd57eLB/E5Qdd3Czn\nMTOzRlld8i1kPOc2V77N59xrZlZUpci51TnsK5J5n4cBnwEz0+19gMci4gZJZwP9gO5AG+BHJCOa\n3waGA2OA4yLieUl9SW6ongFsA/QGFgGvS9o4It7Li6EP8LdVrMfUiDhR0kkkI62vIunYvo7kZu+4\niLhS0ikRcZKkQcCHEXGspA2AJ0hy9FrARRHx3MouVoicWyhD71+1WP1bwMyyrr4O5lwT92VKRHyU\nrhw8lmRk01rA5sCj6SHrAVvXUnRY9RxVkn4NXEGStGsr+y5wvqT/koy8mp/u/7B6LkqSO85tgJuB\nM4GHgHkkydvMzCrXapFvwTnXzMxKrhQ5d1kOyydpEnAAyY3QX9dS7sWI+CI9dkm6bdOIqB5p/QTJ\nDVmA1yJiQXrsHJIcl+9Ako7o/Ou3BXIRUd3pXrP+Nae0mpj+PRXoGxGvS1qQ3vA9AjikxvFdgT0l\n7Za+b5l2NANELfU1M7OMqq+DuYuk12vZXgVsUoB4SiZdROjHwDHACOBfwIHpnezTgBeAntQ9b/Us\noCNJoqyt7J+BIyLiZUkXpsdC7T9i+gKTI+JCSYeTNHwHrHIlzcysXK02+Racc83MrKTKKeeOIck7\nG0bEP9NtS1me/2rLW7MlfTc9fm+SqSbqOhYASS2AdSPiwxq7LiZZOPdWkieEPiC5WVv9OexY4/id\ngHdI1kioXqRwDMmcy+/knb+6Y/qVdPtv0s7sc4FP8uppZmYVor4O5m2KEkX5GAzsSzKC6VFgiqRv\nANNJRkO9AJwraWZ6fP6jTmsAv0zv4tZW9g7gL5LeJ0nKG64kjhnAHeld6qXAac1cTzMzKy+rW74F\n51wzMyuNssm5EfG0pK1JppioNhn4K3BhHcUGAtemC+YuAY5twKW6A0/Xsv0G4P8kDQBmkswD/QYw\nSNIUkimk5ucdf4ykIcBC4Bfptj+RzB19ZN5xL0m6I41tTDpSe21gVEQsldSAkM3MLEuqcrmKevJ2\ndZabO3dBqWNokg4d2uPYSyPL8Wc5dsh2/I69Uder+WipZV9m822+LH+P81VCPSqhDuB6lJNKqAM0\nrh5ZzbfpyOIngQMiYn59x5dSusjfiRHxSo3t7YBJwG4R0dyjkss+52bh+5aFGCEbcWYhRshGnFmI\nEbIRZ7m0cet69NTMzMzMzMzMCkDSFiSjhm8r987lukjqQTIy+qICdC6bmVmG1DdFhmVE/2HjVqn8\nyKE112MwMzOzmlY13zaGc7OZWeWKiDeA75U6joaKiJ61bJtKspBfQRQz54LzrpnZqnAHcxNI6glM\nAF7K2zw3Ig4rTURmZmbZViO35kjmanydZFX6w4GjSeZfrgIui4i/SdoM2CEi7mvgNaYB/UgWEPw4\nIu5t5mqYmZmVNedbMzMrBHcwN93EiOhX6iDMzMwqyNdyq6Q7SRq75wPbRcSXkjYFpqeN3V7AtkCD\nGrzVImJs84VsZmaWOc63ZmbWrNzB3IzShQ/+AWwPfEayAvABwLpAb5I7wTel7zcExkTEaEm7ASNJ\n7hK/S3L3eADJ3eOlwJSIGFrUypiZmZWQpNbAJsA7JL9XBkm6PyL+I2krkpx5FtBO0lRgCOniQ5JO\nBDaOiOGSRgB9gFkkuRdJw4H3IuJ6SVcAe6SXvTMiRhaxmmZmZiXlfGtmZs3BHcxN1yvtUK72QPr3\n9Ig4VdJDwKKI2F/S/wF7A28D4yPij+kd4UnAaOBGoF9EvCzpJKAzSQfzKRExTdIgSS0jYkldwbTu\nPH2VKjP0/oaVv/ygi1fpOmZmZitRnVs3IrnBemNEPCppP2Aw8FDaEL40vUF7KbBtRNwraUjNk0na\nHtgL2AVYC3i1xv6DgC2A7iS/iaZImhgRL9QV4Krm24ZyvjUzswIq+3wLxcu54LxrZraq3MHcdCtM\nkSHphyQrAQN8yvI5mj8B2gDvAYMlHQrMB1ql+78ZES8DRMSo9FwDgDMk/RZ4iuTOsZmZWSWbGBH9\nJG0APAK8kd6QbRsRJwNI2oak4TtlJeepzpldgBnpyvbzJdVsyHYGJkdEDliczhm5HbDSBq+ZmVnG\nOd+amVmzalHqACpQbiX7zgCeiogjgXtYnpBnS+oEIOlMST8GBpI8erQ30A3oUcCYzczMykZEfAQc\nSTKt1BbAOEnrpbvfAj4EviQZdVX9W+Zzkkd8AXasPhWwq6QWktYkaczme5n0cV1JrUhy7auYmZmt\nBpxvzcysuXgEc9PVnCIDoG09Ze4DRks6AvgIWCLpG8AJwC2SlgJzgKuADYBnJM0lmZf56eYM3szM\nrJxFxEuSriZ5VPdqYKKkRSS/XW6KiJDUDjhX0sz0mOskzSLJm0TE85LuAZ4BZgMf1LjG/ZJ6SnoK\naA1MiIiZmJmZrSacb83MrDlU5XIrG3BrGZKbO3dBqWNokg4d2uPYSyPL8Wc5dsh2/I69Udfz9EaV\nJ7P5Nl+Wv8f5KqEelVAHcD3KSSXUARpXD+fbilX2OTcL37csxAjZiDMLMUI24sxCjJCNOMuljesp\nMszMzMzMzMzMzMysSTxFRoXoP2xck8qNHHpIM0diZmZWuZqabxvKednMzCxRiJzrPGtmVhgewWxm\nZmZmZmZmZmZmTeIRzPWQ1BOYALwE5IC1gdeBI4DDgaOBr4Aq4LKI+JukzYAdIuK+Bl5jGtAP6Al8\nHBH3NnM1zMzMMqdGDq42NyIOK01EZmZmlck518zMVoU7mBtmYkT0q34j6U6SzuXzge0i4ktJmwLT\n087lXsC2QIM6mKtFxNjmC9nMzKwifC0Hm5mZWcE455qZWZO4g7mRJLUGNgHeIfn8Bkm6PyL+I2kr\nkpHMZwHtJE0FhgAnRsQrkk4ENo6I4ZJGAH2AWcCG6bmHA+9FxPWSrgD2SC97Z0SMLGI1zczMypak\nx4F/ANsDnwGTgQOAdYHeJE8W3ZS+3xAYExGjJe0GjCTJ1e+SPI00gORppKXAlIgYWtTKmJmZlTHn\nXDMzawh3MDdMrzSxbkSSDG+MiEcl7QcMBh5KO54vTZPppcC2EXGvpCE1TyZpe2AvYBdgLeDVGvsP\nArYAupP8G02RNDEiXqgrwNadpzexal7kwMzMylp1Dq72QPr39Ig4VdJDwKKI2F/S/wF7A28D4yPi\nj+kTRpOA0cCNQL+IeFnSSUBnksbuKRExTdIgSS0jYkldwTQ93zbM0PuT819+0MUFvY6ZmVktKj7n\nDr1/unOsmVkBuIO5YSZGRD9JGwCPAG+kybNtRJwMIGkbko7mKSs5T1X6dxdgRkQsBeZLqtlx3BmY\nHBE5YHE6R/N2QJ0dzGZmZhVqhcd1Jf0QmJm+/ZTl80V+ArQB3gMGSzoUmA+0Svd/MyJeBoiIUem5\nBgBnSPot8BTLc7WZmdnqxjnXzMyapEWpA8iSiPgIOJLkEaAtgHGS1kt3vwV8CHxJMsq5+rP9nGRK\nDYAdq08F7CqphaQ1STqP871MOj2GpFZAD2qMcjYzM1vN5Vay7wzgqYg4EriH5Q3Y2ZI6AUg6U9KP\ngYEkU1ntDXQjyblmZma2nHOumZmtlEcwN1JEvCTpapKpMa4GJkpaRPJZ3hQRIakdcK6kmekx10ma\nRTL3FBHxvKR7gGeA2cAHNa5xv6Sekp4CWgMTImImZmZmq5+aj+sCtK2nzH3AaElHAB8BSyR9AzgB\nuEXSUmAOcBWwAfCMpLkkefrp5gzezMwsQ5xzzcysSapyuZXdjLQMyc2du6DUMTRJhw7tceylkeX4\nsxw7ZDt+x96o6/nRz8qT2XybL8vf43yVUI9KqAO4HuWkEuoAjauH823FKvucm4XvWxZihGzEmYUY\nIRtxZiFGyEac5dLG9RQZZmZmZmZmZmZmZtYkniKjQvQfNq7RZUYOPaQAkZiZmVWuhuZb51gzM7NV\nU1/Oda41Mysfq20Hs6SewASSVXBzwNrA68AREfFlLcePBcZHxEMNOHcOuD4iBuVtuxo4JCI6SroK\nuDIi3m6OupiZmWWFpCuAnYCNgXYkuXduRBzWwPI7AO0jYoqkKcA6EdE1b//PgLuB70TEO3Wco2d6\nzX+tUmXMzMzKiNu4ZmZWKqttB3NqYkT0q34j6U7gEOAPq3jej4C9JbWMiCWS1gB2rt4ZEYNX8fxm\nZmaZFBGnA0g6Btg2Is5q5CkOA94EpqTvW0raPiJeTN//HJhVzzmOA8YC7mA2M7NK4zaumZkV3ere\nwbyMpNbAJsAnksZXJ2VJ70XExulhJ0kaSvK5HQv0AjpFxNA0wT5PkmSXAI8D+wMPAr2BvwNHped8\nHDgR6AdsAWwEbA6cFhEPS9obGAF8BfwHOCEiFhf2EzAzMysdSZcBPYA1gMtJVqWfDJxLMhLrUeBA\n4BfA55KeS4veBRwOnCtpfZL1JT5Iz7kZMApoDWwIXAC8T5Kfu0r6AbAncCpJzp0UEecWvLJmZmZF\n4DaumZkVy+rewdwrTYQbAUuBG0kSXl2mRsSlaYP0MuBoYKaks4A+wGMR8YUkgDuBgSTJtz9wMWny\nreGLiDhQ0v7A6ZL+BowB9oiIDyRdBByTbqtT687Ta91++UEXr6yYmZlZyUk6GPhWROwhqS3wNPAI\nSf78C0mH8akR8Zak24E3I+LZNN/+BbiNpCP6Z8A9wJD01NsCv42IyZL2As5Oc+4jJCOYvwTOA3aJ\niP9KukvSPhHxWF2x1pVvwTnXzMzKQkW3cZ1rzczKU4tSB1BiEyOiJ8nopS+BN2o5pirv9RPp31MB\nRcQCYBJwADAAuCnv2CeBbpI2ADYA3qojhuoRWLOANkAHkrvME9IfBr2BzRpVKzMzs2zpCuyS5r0H\nSW6Abx4Rr5N0Nq8bEY/UUXYh7ftNYQAAIABJREFU8C9JuwJ9gT/n7ZtDMjLrNuB4oFWNsp1IGuAP\nptcWsFWz1MjMzKw03MY1M7OiW907mAGIiI+AI0mS5xckyQ9JmwPr5x26a/r3nkD1XI9jSOZy3Cgi\n/pl3zhzwV2A0X2/s1pSr8f5D4B2gb/rDYARQ50gqMzOzCvAK8Pc07+1LMgr5DUm7A9sAT0uqnttx\nKSv+frkTGAq8HxGL8raPAG6JiKNIGsvVDerqc/wHeBvYP732tSQd2mZmZpnmNq6ZmRWTO5hTEfES\ncDUwDPhU0tPAhXz9jm93SROBwelxRMTTwNbAuFpOO45kNNU9jYhjKclckA9ImgqcxPJEb2ZmVon+\nBCyWNBmYQTLiqjVJA3cAcAbwS0nd0v2D0ykvqj0M7EPS0ZxvAjAqPW9PktHKkHQiXw6sA1wDTErz\n/v7Aa81eOzMzsxJwG9fMzIqlKpereXPRGkNSC5JHhQ6IiPklDCU3d+6CEl6+6Tp0aI9jL40sx5/l\n2CHb8Tv2Rl2vqv6jLGMym2/zZfl7nK8S6lEJdQDXo5xUQh2gcfVwvm1ebuM2XBa+b1mIEbIRZxZi\nhGzEmYUYIRtxlksb1yOYV4GkLYCZwG0lTrxmZmZmZmZmq8RtXDMza4qWpQ4gyyLiDeB7pY4DoP+w\ncYwcekipwzAzM6to/YfV9rTwcs7FZmaWZeXWxs3nHGtmVr48gtnMzMzMzMzMzMzMmsQjmAFJVwA7\nARsD7YDXgbkRcVgDy+8AtI+IKZKmAOtERNe8/T8D7ga+ExHv1HGOnuk1/7VKlTEzM1tNSOoCXEaS\nu9ciWdl+eLrK/crK9QH6RcQxBQ/SzMysBNzGNTOzYvIIZiAiTo+InsClwJ0R0bOhiTd1GLBt3vuW\nkrbPe/9zYFY95zgO2KQR1zQzM1ttSVoXGA8Mjoh9gO5AV+CEkgZmZmZWBtzGNTOzYvII5pWQdBnQ\nA1gDuBy4D5gMnAu8BDwKHAj8Avhc0nNp0buAw4FzJa1P0pH/QXrOzYBRQGtgQ+AC4H1gf6CrpB8A\newKnAl8BkyLi3IJX1szMLFv6AhMj4lWAiPhK0lHAl+morT3S4+6MiJGSOgO3AAvTP58ASDoZOBRo\nBcwDDo2IL4tbFTMzs+JwG9fMzArBI5jrIOlg4FsRsQfQCxgOtAH6A1cBdwCnRsRbwO3A5RHxbFr8\nL8BB6eufAffknXpb4LcR0RsYDJwUEdOBR4DTgS+B84Be6bW3lLRPffG27jydofefx9D7z1uFWpuZ\nmWXGpiSP+y4TEZ8BvYEtSEY07wH0l9QVuAj434jYD5gKIKkFsAGwX0TsSdLJvMvKLtq68/Sv/Rk5\n9JCv/TEzMytXWWzjOseamWWDO5jr1hXYRdLjwIMko703j4jXgaeBdSPikTrKLgT+JWlXkhFWf87b\nNwc4SdJtwPEkjdl8nYCNgAfTawvYqllqZGZmVjneAr6Tv0HSFiTzTU6OiFxELAamAdsBXYDp6aFP\nAkTEUpJG712Sbga+zYp52czMrFK4jWtmZgXhDua6vQL8PZ23al+SO7RvSNod2AZ4WtLg9NilrPhZ\n3gkMBd6PiEV520cAt0TEUcAkoKrGOf4DvA3sn177WpJkb2ZmZsvdD/SRtBWApFbAlSRTX+yRt60H\n8CpJXv9+WnaXdP93gR9FxM+BU0jycBVmZmaVyW1cMzMrCM/BXLc/AXtLmkyyMv0fSOaUGgMcTHKX\ndpqkScAM4FJJr+SVfxgYS/K4Ub4JwChJ75Ek2Y3S7U+TzIF1GHANMEnSGiSP/97V7LUzMzPLsIiY\nL+loYEw61UV7knkkrwE2k/QUSd6eEBEzJZ0E3C1pKDAX+Bx4DVgoaQbwBUlu37QE1TEzMysGt3HN\nzKwgqnK5XKljsOaRmzt3QUEvcP75Z3HEEUex7bbb8cc/3sP8+fOYPn0aAF277sCgQacwZ85srrji\nUhYvXsLnn/+X4cNHMGfObEaPvoaWLdfgf/7nNLbfvuvXztuhQ3sKHXuhZDl2yHb8WY4dsh2/Y2/U\n9TwatvIUPN8WQ5a/x/kqoR6VUAdwPcpJJdQBGlcP59uKVfZt3DZtWnPCCb9aoY1bTrLy/4QsxJmF\nGCEbcWYhRshGnOXSxvUIZmuwPn1+yCOPPMS2227H448/ykcffcjvf38dG230TUaMGM6LL/6ThQsX\nctxxg9h2287cfvutTJ06hS222JJvfOMbXHvtjaWugpmZmZmZmRmw6m3c8ePvKvvOJzOzYnAHc4Xo\nP2wcQEFX191tt+9z002jeffdd2jfvj2vvvpvfv3r8wFYtGgRs2fPZosttuSuu26nZcuWfPDB+/To\nsQcA3/nO5gWLy8zMrFiq821tvMK9mZlZ88nPuYXKsW7jmpk1D3cw10FST+DEiOiXvv8pMBz4QUS8\nXaBrTgP6RcSbhTj/qmrZsiU77LAjo0dfTe/eP+Djjz9ixIjLWGeddXnwwfvZZhtxww3XcuSRA+jS\nZXsuvfQiqqdgadHCT62Zma2u0pw6AXgJyAFrk8y/eEREfFnL8WOB8RHxUAPOnQOuj4hBeduuBg6J\niI6SrgKuLFTuNjMzq3SSugCXAe1I5m7+KzA8IlY636akPiTt22MKHmQTuY1rZtY83MHcAJL6kayW\nu29EvF/qeEqpT58fMmTIyVxwwQjWX399zjlnKIsXL2aTTTZh3317s/fevbj44v9l3XXXY5111uGj\njz6kUyeVOmwzMyu9idU3bQEk3QkcQrLA0Kr4iGTBopYRsSRdPGjn6p0RMXgVz29mZrbakrQuMB44\nNCJeTfPsPcAJwPUlDa6ZuI1rZrbq3MFcD0m/AE4B9ouITyR1I1kB9yuSFegHAi2Au4FZQEeSBLw9\n0A14ICLOqa1cRLwtaQTQJy27YXrNdYE7SEZ4tQTOi4iJxalxfXLst19vWrVqRdeuO3DddWO+trdP\nnx/Sp88PVyi14447r7DNzMxWT5JaA5sAn0gan/e00HsRsXF62EmShpLkwWOBXkCniBiaNm6fJ+lI\nXgI8DuwPPAj0Bv4OHJWe83HgRKAfsAXJyvabA6dFxMOS9gZGkOTn/wAnRMTiwn4CZmZmmdGX5Cbx\nqwAR8ZWko4AvJV0B7JEed2dEjJTUGbgFWJj++QRA0snAoUArYB5Jh/UKTzGVhtu4ZmarqkWpAyhz\newLHA+uzvDN+DHByROwNjAKuTLdvSdIAPgi4CBgC7JZuq7WcpO2BvYBdSBrC7dNjzwMeiYi9gMOA\nmyWt9N+qdefpBZ/78cEH7+eyy37DkUceU9DrmJlZReol6XFJLwEzgT+RdOrWZWpE7Av8luSx3LuA\nH6Wdy32AxyLii/TYO0k6kAH6A3VNlPxFRBwInAqcJqmKJD8fmubnd4FjVlaJ1p2n1/rH8y+bmVmF\n2pRkWqtlIuIzkhu6WwDdSTqZ+0vqStIW/t+I2A+YCpC2ZTcgGbS1J0kn8y71XTg/zxaK27hmZs3D\nHcwrN4dkRNRVwB1pYtw0Ip5P9z8BdElfvx4R84BPgfcj4uOI+JxkrknqKNcFmBERSyNiPvBCur9z\negwR8S4wH+hQqEo21IEHHsQtt9zBRht9s9ShmJlZ9kyMiJ4kN2+/BN6o5Zj8yQyfSP+eCigiFgCT\ngAOAAcBNecc+CXSTtAFJA/atOmJ4Lv17FtCGJLduAkxIRzr3BjZrVK3MzMwq21vAd/I3SNoC2AmY\nHBG59MmfacB2JG3c6h7hJwEiYilJ7r9L0s3At0k6mUvObVwzs+bhDuaVey0iPo+Ia0kS4rnAbEnf\nTffvDfw7fb3SBQ7qKBfArpJaSFqTJCEDvEzSAEfSt4D1SOaYNDMzy7SI+Ag4kqSD+AuSDl4kbU7y\nxFC1XdO/9wReTF+PAY4DNoqIf+adM0ey4NBo4M8ruXzNXP0h8A7QN+38HgE81uhKmZmZVa77gT6S\ntgKQ1IrkKd5PSKfHSLf1AF4FXgG+n5bdJd3/XeBHEfFzkuknW/D1m8pmZpZxnoO54X5JMvLpCuDa\n9LHaJSyfAqM+A2uWi4jXJd0DPAPMBj5Ij/0NcIuknwJtgeMjYknzVcXMzKx0IuIlSVcDw4BPJT1N\ncnM1f1Rzd0kTSTqFf5mWe1rS1sB1tZx2HDCDZNGhhsaxVNKpwAPpU0rzSeduNjMzM4iI+ZKOBsak\nubI9cB/J+kKbSXoKaA1MiIiZkk4C7k7XUZhLsv7Qa8BCSTNIbi7PIZl6w8zMKkRVLlffwFvLiNzc\nuQtKHUOTdOjQHsdeGlmOP8uxQ7bjd+yNup5H5zSjtGH7JHBAOrVUKWQ23+bL8vc4XyXUoxLqAK5H\nOamEOkDj6uF8W7HKPudm4fuWhRghG3FmIUbIRpxZiBGyEWe5tHE9gnk1curl9zbr+bygkZmZFUs6\n3+OfgBtK2LlsZmZmZcRtXDOz8uAO5grRf9i4skuGS5Ys4ZJLLmTOnDksXvwlRx99LB07bsmIEcOp\nqqpiyy23YsiQM5cd/847szj77NO5/fYJALz33ntcfPH/ksvlWHvttbngghG0adOmVNUxM7MSiog3\ngO+VOo7+w8YBboCamZkVWjnm3Jpt3FNOOZn1199khTZuixbJcldu45rZ6sKL/FnBPPzwX1l77XUZ\nNeomfve7q7nyysu45porGThwEKNG3UQul2Py5EkAPPTQA1xwwTnMmzdvWfkJE8bRq9f+XHfdGDp2\n3JL771/Zuk1mZmZmZmZmhVOzjXvRRRe5jWtmhjuYm52kLpIekPSYpGckXZgu7FdfuT6SxhYhxKLZ\nZ5/9GDjwxGXv11ijJRGv0K3bTgB0796DGTOmA9C+/dpce+2NXyvfqZNYsCB5CnrRooW0bOkB92Zm\nlUZST0nj897/VNKLkjYr4DWnSepYqPObmZmVI+fcVbdiG3cNt3HNzHAHc7OStC4wHhgcEfsA3YGu\nNGJF+0rSrl072rVbk0WLFnLeeWcycOAgcrkcVVVV6f41WbjwMwB2331P2rZt+7XyHTpsxB//OIEj\nj/wZ06ZNZZ999it6HczMrHgk9QPOBvaNiLdLHY+ZmVmlcs5tmppt3MGDB7uNa2aG52Bubn2BiRHx\nKkBEfCXpKOBLSVcAe6TH3RkRIyV1Bm4BFqZ/PgGQdDJwKNAKmAccGhFfFrcqzeP999/jnHOG8uMf\n/5TevfswevTVy/YtWrSQtdZaq86yo0aN5JxzhrPbbt9n6tQpXHzxBVx++chihG1mZkUm6RfAKcB+\nEfGJpG7ANcBXwOfAQJIb43cDs4COJDd1twe6AQ9ExDm1lYuItyWNAPqkZTdMr7kucAewNslvovMi\nYmJxamxmZlYazrmrJr+Ne/DBB/Pb3162bJ/buGa2uvII5ua1KfB6/oaI+AzoDWxBMqJ5D6C/pK7A\nRcD/RsR+wFQASS2ADUiS/Z4kncy71Hfh1p2nN2M1msfHH3/EkCEnM2jQKRx0UF8geSRo5swZAEyb\nNpUdduhWZ/n27ddmzTWT5LzhhhuyYMGCwgdtZmalsCdwPLA+y29+jwFOjoi9gVHAlen2LYFjgYNI\n8ugQYLd0W63lJG0P7EWST48C2qfHngc8EhF7AYcBN6d5uE6tO08vq8WGzMzMGilTObfc2rlu45qZ\n1c4jmJvXW8CO+RskbQHsBEyOiBywWNI0YDugC1CdMZ8EOkfEUklfAndJ+gz4Nkkn8yordoP4tttu\nZcGCBYwdexNjx94EwKmnnsHIkb/jhhuuY/PNO9Kz5751lh88eCi///1lLF26lFwux5Ahw4oVupmZ\nFdccYH/gOOAOSQcCm0bE8+n+J4BL09evR8Q8SV8A70fExwCScun+2sp1AWZExFJgvqQX0v2dgXEA\nEfGupPlAB+D9QlXUzMysxCoq55a6jdu6dUsGDRrsNq6Zrfbcwdy87gfOkTQ6Iv4jqRXJ3d/HgL2B\n36fbegD/B7wCfB94iHSUsqTvAj+KiN0ktQOeBepdJLAcDR58BoMHn7HC9poLHeS7996Hl73eYost\nufrq6wsSm5mZlZXXIuJz4FpJBwDnArMlfTci/kmSQ/+dHpur6ySp2soF8Kt0pFRbkpu8AC+TjOR6\nTtK3gPWAj5qzYmZmZmXGOXcV1GzjdujQnrlzF7iNa2arPXcwN6OImC/paGBMmlDbA/eRzEu1maSn\ngNbAhIiYKekk4G5JQ4G5JPNWvQYslDQD+ILkDvOmJaiOmZlZKfwSeA64gqTxWwUsYfnjuPUZWLNc\nRLwu6R7gGWA28EF67G+AWyT9lKQRfHxELGm+qpiZmZU151wzM2sWVblcfTclLSNyc+dmc/6m6ru+\nWZTl2CHb8Wc5dsh2/I69UdfL5BMotlKZzbf5svw9zlcJ9aiEOoDrUU4qoQ7QuHo431asss+5Wfi+\nZSFGyEacWYgRshFnFmKEbMRZLm1cL/JnZmZmZmZmZmZmZk3iDmYzMzOzBuo/bFypQzAzMzMzMysr\nnoO5mUnaG7gwb9O3gY8iYrcmnm8a0C8i3myG8MzMzCqC862ZmVlxOOeamVl93MHczCJiEtATQNI3\ngSnAkFLGVG3o/ec16/kuP+jiZj2fmZlZQ5VzvjUzM6sk5Zxz3cY1MysP7mAuEEmtgD8Al0fEk5Iu\nAfYimZbkyoi4R9LjwPPA9sDawGER8ZakEUAfYBawYUkq0AyWLFnCJZdcyJw5c1i8+EuOPvpYOnbc\nkhEjhlNVVcWWW27FkCFnLjv+nXdmcfbZp3P77RMAmD37XUaMGE4ul2PjjTdh2LBzadOmTamqY2Zm\nZcj51szMrDicc1ds455yysmsv/4mK7RxW7RIZiN1G9fMVheeg7lwRgL/iogbJR0IbBERuwP7AOdK\nWjc9bnpE7Ac8AhwuaXuSJL0LcBTQviEXO+bWU5u9Aqvq4Yf/ytprr8uoUTfxu99dzZVXXsY111zJ\nwIGDGDXqJnK5HJMnTwLgoYce4IILzmHevHnLyo8aNZK+fX/CqFE30a3bTowff0epqmJmZuWrqPm2\ndefpzV4BMzOzjHAbt0Yb96KLLnIb18wMdzAXhKQBwHeBU9JNXYGd0ru5DwGtgM3Tfc+lf88C2gBd\ngBkRsTQi5gMvFCvu5rbPPvsxcOCJy96vsUZLIl6hW7edAOjevQczZiQN9fbt1+baa2/8Wvk333yD\n7t17ANC16w7885//KFLkZmaWBc63ZmZmxeGcm1ixjbuG27hmZriDudlJ2gU4B/hJRCxON78CPBYR\nPYFewATg9XRfrsYpAthVUgtJawLbFT7qwmjXrh3t2q3JokULOe+8Mxk4cBC5XI6qqqp0/5osXPgZ\nALvvvidt27b9Wvmtt96GJ598AoApUybx+ef/LW4FzMysbDnfmpmZFYdz7nI127iDBw92G9fMDHcw\nF8JvgCrgbkmPp3d0TwA+kzQZeBbIRcSC2gpHxPPAPcAzwHjgg6JEXSDvv/8ep5xyIgcc8AN69+6z\nbC4qgEWLFrLWWmvVWfbkk09jypRJDBlyCi1atGCdddat81gzM1vtON+amZkVh3Nunvw27sEHH+w2\nrpkZXuSv2UXE/o04tmfe6+vzXl8FXNWY644dMJK5c2vN5yXz8ccfMWTIyZx22jB23nlXADp1EjNn\nzmDHHXdm2rSp7LjjznWWf+aZaQwYcDxbb92Ju+66g1122a1YoZuZWZlzvjUzMysO59zl3MY1M6ud\nO5hXI5cfdHFRr3fbbbeyYMECxo69ibFjbwLg1FPPYOTI33HDDdex+eYd6dlz3zrLb7ZZRy655Ne0\nbt2Kjh234vTTzyxW6GZmZmZmZlbmSt3Gbd26JYMGDXYb18xWe1W5XM3pkSyL+g8blxs59JBSh9Ek\nHTq0L7s70w2V5dgh2/FnOXbIdvyOvVHXqyraxawospxv82X5e5yvEupRCXUA16OcVEIdoHH1cL6t\nTFnIuVn4vmUhRshGnFmIEbIRZxZihGzEWS5tXM/BbGZmZmZmZmZmZmZNslp0MEvqKWl8LdvHS2q9\nknLv1bJtfUn9a2zrWr3YgaTPJT2Rvv5hHefdWtKUWrbfIWm/htXKzMys/DjnmpmZFZ7zrZmZlZPV\neg7miOjXhGLfBQ4B7sw7zwtATwBJbwK9I+LzVY/QzMysMjjnmpmZFZ7zrZmZlcJq3cGcJsptgW8D\nY4HFwFtAx3T1229IuhPYDPgI+ClwLrCDpOMj4sYGXKMXcF76ti1wZPp6I0n3ARsBf4mI3+SVaQ3c\nAGwJrAGcHRGTV6WuZmZmpeSca2ZmVnjOt2ZmVgqrxRQZDXA58JuI2Ad4Mm/7WsA5EbEHsA7QDRgB\nTGxI4k11AQ6PiF7AgyQJvPrcRwA9gL6SuuSVOQGYHRF7Az8CRtd3kTsvO6KB4ZiZmZVUpnOu862Z\nmWVEpvMtQOvO0xsYjpmZlZo7mBOdganp6/y7qB9HxJvp6/eAdk0497vAdZLGAnsBrdLtz0fE/Ij4\nCngG2CavTFfgYEmPA38AWktatwnXNjMzKzfOuWZmZoXnfGtmZkXjDubEi8D309fd87bnajl2KY37\n3G4Ejo6IY4D3gap0+3aS1pTUEtgVeCmvzCvAHekjTD8AJgDzGnFNMzOzcuWca2ZmVnjOt2ZmVjSr\n0xzMvSXNyHufv0rumcAtks4gSXKLV3Ke/wBdJQ2OiKsacN07gWckfQJ8AGyabv8EuAfYEBgXESGp\nusxoYIykScDawDURUdsPATMzs3LknGtmZlZ4zrdmZlYWqnI5/z9d0hHA0xHxmqTjgB4R8ctSx9VI\nublzF5Q6hibp0KE9jr00shx/lmOHbMfv2Bt1var6j1q9VEDOzWy+zZfl73G+SqhHJdQBXI9yUgl1\ngMbVw/l2RRWQbyEDOTcL37csxAjZiDMLMUI24sxCjJCNOMuljesOZkDSXsCVwCLgK+DYiHi9tFGZ\nmZlVHudcMzOzwnO+NTOzYnIHs5mZmZmZmZmZmZk1iRf5MzMzMzMzMzMzM7MmcQezmZmZmZmZmZmZ\nmTWJO5jNzMzMzMzMzMzMrEncwWxmZmZmZmZmZmZmTeIOZjMzMzMzMzMzMzNrEncwm5mZmZmZmZmZ\nmVmTtCx1ANZwkloAo4AdgC+A4yLitbz9A4ETgCXAxRFxf0kCrYWkVsAtQEfgGyTx3Zu3fwhwLDA3\n3XRCRESx41wZSc8B89K3b0TEgLx95fzZHwMck75tA3wP2DgiPk33Xw3sDixIj+kbEfMoA5J2A34b\nET0lbQ2MBXLAi8D/RMTSvGPbAncAG5HU5eiImLviWYujRuzfA64BviL57h4VEe/XOL7O/76KrUbs\nOwL3Aa+mu0dHxN15x5bV557GlB//eGDjdFdHYFpE9Ms7tgp4h+X1eyoizi5mvFaespxzq1VC7q2W\n1RycL8v5GLKdk/NlOT/ny3quBudrq119+bcc1Jdfy42kjYBngf0j4pVSx1MbSWcDhwCtgVERcXOJ\nQ/qa9N/8/0j+zb8CBpbbZ9mYPF0qjc3BpZAfY962/sApEfH9kgVWQ43PciNgDLAesAbJZ/mfYsfk\nDuZs+RHQJiK+L6k7cAXQF0DSxsCvgJ1JGi1TJD0SEV+ULNqvOxL4KCJ+IWkD4DkgPwnvSPIleLYk\n0dVDUhuA/P/J5O0r688+IsaSJBckXQfcUt2YTe0IHBARHxY/urpJGgb8AliYbroSOC8iHpd0Pcl/\n+3/KKzIIeCEihkvqB5wHnFrMmKvVEvtIkoT0vKQTgDOBIXnH1/nfV7HVEvuOwJURcUUdRcrmc4cV\n469unEpaD3gMOK1Gka2AmRFxcDHjtEzIcs6tluncWy3LOThfVvMxZDsn58tyfs6X9VwNzte2UnXm\n3zJSX34tG2nH6A3Af0sdS10k9QR6kNxkbQecUdKAavcDoGVE9JC0PzAC+EmJY1qmCXm66Bqbg0uh\nlhhJO8KPBapKFVdNtcR5GTAuIiZI2gfYFih6B7OnyMiWPYCHACJiGkljqtquwJMR8UU62uU14LvF\nD7FO9wDn571fUmP/TsDZkqakdy/LzQ5AO0l/kzQx/bFTrdw/ewAk7Qx0iYgb87a1ADoBN0p6UtIv\nSxbgiv4DHJr3fidgUvr6QWC/Gscv+37Usb+YasbeLyKeT1+3BD6vcfzK/vsqtto+9x9KekLSzZLa\n1zi+nD53WDH+ahcC10TEnBrbdwK+JekxSX+VpIJHaFmR5ZxbLeu5t1rmc3C+DOZjyHZOzpfl/Jwv\n67kanK+tbivLv+WivvxaTn4HXA/MLnUgK3EA8AJJB+h9QDk+ifRvoGWar9cGFpc4npoam6dLobE5\nuBS+FmN6A+lSYHDJIqpdzc9yd+Dbkv4OHAE8Xoqg3MGcLWuz/BE9gK8ktaxj3wJgnWIFVp+I+Cwi\nFqQ/eP9AMnIi33jgRKAXsIekg4odYz0WkSTnA0jiHJeVzz7POSQ/2vOt+f/s3XmcXGWd9v9PWGJA\noqJEWQSjo1wJEFmcEUSFCAMCg1EftwioARFBQfBBFgMKM4Lg4DAGF5DNIETDLgqCoBjZDFEUjGAu\n/IkLDxANi+xJiOnfH/dpKZrqTqdT1dWn+3q/XrxSVWf7ViXFVfd97nMfymUp+wC7AZ+QNCQa5rYv\n5bnBPcp2V/W42Wfc+PfQ0b+DnrV3N5IkbQ8cDPxvj036+vc1qJp87vOAI2zvANwDHNdjkyHzuUPT\n+rsvC9yZauRgDw8AJ9l+G/BFyiXEEVDjzO02DLK323DI4Ea1ymOodyY3qnM+N6p7VkPyOvrUV/4O\nCf3I1yFBZWqmRbZ/1OlaVmA9yomE9/Hs/2uHzGjRyhOU6TEWUKYiOK2j1fQwgJwedAPI4EHXWKOk\n1YFzKFfUPN7XdoOtyd/3eOAR2/8O/IUyGnzQpYO5Xh4DGkckrGZ7WS/LxgKNl112nKSNKZe8nW/7\nOw2vjwK+YvtB20uBq4CtO1Rmb+4GLrDdZftu4CFgg2pZHT77lwATbP+0x6KngBm2n7L9OHA9ZbTO\nUNQ4Z1Szz7jx72Eo/h0lzDfvAAAgAElEQVR8gDJ64D+azHvY17+vTru84fL5y3n+d3NIf+6V9wLf\nsf2PJst+CVwBYPsmyuioofaDNjqj1pnbrebZ263WGdxomOQx1DyTG9U4nxsNh6yG5HUUfeXvkNFb\nvg4x+wG7SJpDmff/29XUUkPNQ8CPbC+1bcpI1nEdrqmnT1Nq3JSSz+d1T6M0RK0op4eEFWRwp72B\ncnXZ6ZRBGZtJ+kpnS+rVQzw7Tc8P6NCVH+lgrpebKXP/UF2iN79h2TzgrZLGSHoxMJEymfuQIOkV\nwLXAUbbP7bH4RcBvJa1T/VDciXITgqFkP8r8X0jakFJz96V7Q/qzr+wA/LjJ65tS5qtcvZqf6y3A\nrwa1sv77dTU/F8DuwI09lv/z+9HL8o6RtA/lrOxk2/c0WaWvf1+d9iNJb6we78zzv5tD9nNv8O+U\nS8OaOY7qkidJWwJ/aTjbHyNbbTO32zDI3m51z+BGwyGPocaZ3Kjm+dxoOGQ1JK+j6Ct/h4QV5OuQ\nYXsH2ztW88jfTrnvwsIOl9XMTcBukkZV/699IaXDbCh5hGdH1j8MrEm5mdpQtaKc7rh+ZHBH2Z5n\ne/Pq+zMVuMv2UJsqo9tNPJvzOwB3dqKIIXWpSazQ5ZQzkLdQJhjfV+UO8P+f7e+r3H38RsqJg2Ns\nD4U5bLpNp9zR8nOSuuerOgt4oe0zJU2nnAFeAvzE9g87VGdvzgFmSrqJcifW/YBPSarDZw8gyiWT\n5clz/93MAuZSLrH4tu2O/M+oHw4HzpI0Gvgd5XI0JF0L7Ek5s3he9Xe0FNirU4U2qi6tOY1yqcpl\n1ZSBP7N9nKRvUy6pe96/ryE0UuMg4GuSlgILgQNg6H/uPTzn3z88p/6TgQsk/Qdl/rxpg15dDFV1\nztxudc/ebnXP4EbDIY+hppncaBjkc6PhkNWQvI7iefnb4XqaaZavu9sesjfSG8psXylpB8pJ49WA\nT/ZyJUMn/S9wrqQbgdHAdNtPrmCbTmqa00NFXxnc0cLq63DgbEkHUU6EdCTnR3V15cRvRERERERE\nRERERKy8TJEREREREREREREREQOSDuaIiIiIiIiIiIiIGJB0MEdERERERERERETEgKSDOSIiIiIi\nIiIiIiIGJB3MERERERERERERETEg6WCOiFqQ9EZJX+p0HREREcNdMjciIqL9krcxnKSDOSLqYjPg\nFZ0uIiIiYgRI5kZERLRf8jaGjVFdXV2driEihjhJk4HPAc8ArwbmAfsDHwAOo5ysug34pO3FkhYB\nvwQ2AP4NOAF4N7AM+KbtGZJeC5wOvAx4CjjE9q8lzQQeBd4AbAT8F3A58BtgHeB/gK8C5wCvBDYE\nfgzsb7tL0knAe4EHgQeA79ueKenDzWptywcWERExQMnciIiI9kveRrRWRjBHRH9tDxwKTADGAJ8B\nPgZsb3sr4G/VawDrAV+qXn8X8GZgEvBGYF9J6wPnAUfa3gY4AJjdcKyNgbcCU4Av2/478HlKkJ4I\n/Adwu+03Aa8DdgS2kfQO4C3A5sAewNYAkjbvo9aIiIihJpkbERHRfsnbiBZZo9MFRERt3GDbAJLO\nBy6jnEGdKwlgNPCrhvVvrf7cEbjI9hJgCbCVpHUoZ32/VW0LsI6kl1WPr63O1P4WeGnPQmx/t5qv\n6jBgIuUM8TrALtWxlgJLJX2v2uRtlJDurdaIiIihJJkbERHRfsnbiBZJB3NE9NeyhserAatTgu5T\nAFWg/vP/Kbafrh4+A/xzLh5J44FHgMXVmdbu118JPFw9XVzto6shnGlY9xDKJUJnUi4d2gIYBfyD\n5ldm9FlrRETEEJPMjYiIaL/kbUSLZIqMiOivt0jaSNJqQPdcT++W9HJJoyhzTR3WZLsbgPdIWlPS\n2sA1lBsZ/F7SPgCSdqnW68syng3MXSjzXM2iXMq0FSVgf1wda7SkFwF7UoJ/Tj9rjYiIGAqSuRER\nEe2XvI1okXQwR0R/3Q98G7gLuA/4GvCfwPXAnZTwO7nnRrYvB26mXK7zC2CG7buBvYH9Jf0GOAn4\ngO2+7jo6D9hO0snAV4DjJM2vHt8CvNr2VZQQ/zVwVVXz07bv6E+tERERQ0QyNyIiov2StxEtMqqr\nq69/6xER/7zD7vG2J3e4lD5JehOwqe3zJK0J/BzYz/ZvOlxaREREvyRzIyIi2i95G9FaGcEcEcOJ\ngQ9KuoNyNnl2gjciIqItkrkRERHtl7yNWsgI5oiIiIiIiIiIiIgYkIxgjoiIiIiIiIiIiIgBSQdz\nRERERERERERERAxIOpgjIiIiIiIiIiIiYkDSwRwRERERERERERERA5IO5oiIiIiIiIiIiIgYkHQw\nR0RERERERERERMSApIM5IiIiIiIiIiIiIgYkHcwRERERERERERERMSDpYI6IiIiIiIiIiIiIAUkH\nc0REREREREREREQMyBqdLiAiRgZJfwLeC+wB3GH7ihWs3wWMs/1g+6uLiIgY+iRtB5wEvIwyUORe\n4DO272zxcZ4AtrD9p1buNyIiok4knQbsUD3dDPgj8HT1/E22n2664XP3MRn4mu0t2lJkxBCRDuaI\nGGw7AXd1uoiIiIg6kfQC4EpgV9u/ql7bB7ha0qtt/6OjBUZERAwztj/V/bgaMLW37V92rKCIISwd\nzBExmP4D+FfgFEn/AO4Evg6MBTYAbgc+YHtx9waSrgMusn1W9fxY4GW2Pz3YxUdERHTQ2sBLgHUa\nXpsFPAbMl3SI7Z9I+iDwLWBd209LOhu4DTgH+BKwI7A68GvgU7Yfk/RW4KtAF/ALGqbRk/QO4Fhg\nNPAUZcT0zyUdD4yn5PergPuAfWw/0Kb3HxERMWT0vOK2+zmwBTADeJKS2Uc0bPMW4DvAVNu3NMtY\nYC6wADjY9nXVdmcD823PGKS3F7HSMgdzRAymq4BfAkfYvhz4GHCe7e2A1wKvpnRCN/p6tR6SVgM+\nCpwxaBVHREQMAbYfAY4ErpF0j6TzgX2BHwOzgd2rVXcDHgHeKmkUZWqqy4GjgWXAG2xvCdwPnCxp\nNHAxcLjtrYGfAmsBSHod8EVgj2rZAcBlkl5YHeutwPtsT6A0pA9s52cQERFRE1sAH7T9emAJgKS3\nATOBPavO5aYZSzmhfDrPtoHHAlOA8wb7TUSsjHQwR0QnHQUsknQkJUQ35LkjswB+ALxC0pbA24E/\n2vbglhkREdF5tk8FXgF8CniAkqO/Bq4Adq86lN8KnArsAmwH/MH2QmBP4J3AryXdDryLMp/kJOAZ\n2z+pjvFd4PHqkLtQRij/pNpmFrCcclIYYI7tx6rHvwZe2qa3HhERUSf32v5zw/NXUqa5+p7t31Sv\n9ZWxM4FdJI0D9gGutP33wSo+YiAyRUZEdNJ3Kf8fuogyunkTYFTjCrb/IembwH6UDuiMXo6IiBFH\n0puB7W2fQmmkXilpOvBb4HWUy2unAL+nnJy9kDJi+ZJqF6sDh9q+utrfOsAYyvQWz8nearvubX5i\n+wMNdWxMGf38bp690RGU6TV67iciImI4GwVQXQ3U6Ikez5dRrii6QtLFtm+lj4yt2sAXUzqX9wI+\n2a43ENEqGcEcEYNtGbBm9fjtwH/ZvrB6vi0laHs6m9KQfQPlMt+IiIiRZhFwbDV/Y7cNgBcD8yn5\neDJwre0F1et7Uy63BfgRcLCk0dWUU2cBJwG/AUZJ2gNA0hRg3WqbnwC7SppQLdujWn+ttr3LiIiI\nelhEub8QlE7gviy0fQtljuXzJa3NijP265QrllazPa/VxUe0WjqYI2KwfR84SdJHgOnA5ZLmA98E\nfsazl93+k+2/UeZu/q7tZwaz2IiIiKHA9t2UaS2+WM3BfBflCqB9q6mjLgcmANdVm1wHPGD73ur5\nF4A/UaayuIsy6urwKlffBXyhukT3/wB/q455F2VOyNmS7qj2McV2z5FZERERI82ngK9L+hUwkTJ1\nVZ9sn0e5gd//rChjbd9BuadCruCNWhjV1dXV6RoiIvokaT3KXe13aGgoR0RERERERAw7kv4FmAPI\n9lMdLidihTKCOSKGNEkfA34HnJLO5YiIiIiIiBjOJP0XcDNwSDqXoy4ygjkiIiIiIiIiIiIiBiQj\nmCMiIiIiIiIiIiJiQNLBHBEREREREREREREDskanC4jWWLbsH12PPDL0p+ZZd921qUOdUJ9a61In\n1KfWutQJ9am1LnVCa2sdN27sqJbsKIaMuuQtjNzvXbul1vZIra1Xlzph1WtN3g5PdcncunzXUmdr\npc7WSp2t1c46e8vcdDAPEx+ePrvTJUTECsw4YkrL97nGGqu3fJ/tUJc6oV61xuBL3kaMHL3ldl1y\noi51Qr1qjcGTzI0YOtrRlm1UlxxInX0csx07lXQDcLzt6xtemwHMB7YATrX9l1U8xnhgtu3tery+\nO/AZYDmwOnCO7VmSXgrsZvs7/dz/bOAMYAywie0z+7ndAcA+1fHXBI6xPWdljtnf9SMiIpK5ydyI\niGi/5G3yNiIieteuEcxnAh8GrgeQNBp4BzDd9pNtOma3M4Atbf9d0ljgDknXAZsBU4B+hW8329f0\nd11JU4FdgJ1tPyPp1cANkra2/eDKHDciIqKfkrnJ3IiIaL/kbfI2IiJ60a4O5kuAEyWtbfsp4J3A\ntbaflDQHOBB4GfA/wDPAI8DewHuACbaPljQGWGB7vKQdgeOqfa9NCfalvRz7r8Chki4B7gIm2l4i\naRawZXX2dXvKmeFrJO0GTLU9TdIngf2BB4CXA0ia1lDT4cBUYBlwg+2jehz748D/tf0MgO0/StrK\n9kPV2ehzKGd8u4BP2b6jl2OuSfkR8TrKjRiPzRnfiIjoRTKXZG5ERLRd8pbkbURENNeWDmbbiyVd\nAbwbmAXsCxzbY7V3AZcBX6acdV23j11uDuxj+35J04H3VfttZgrwaeC7lDA7Q9J/AicCB9o+U9L2\nPTeS9GLgUGAS5dKf23osnwS8nxLcy4BLJe1p+8qG1TYE7unxWTxUPfwycJrtKyRtBZwjaedejrk/\n8KDtj0p6GXBD9Rn0avTEeX0tjogh4Igr8z2tk1P2PKHTJfRLMvc5n0XbMzd5GzFyJLcHR/I2edub\nZG7E0JFMHB7ambmrtW3PcBbwIUkbAuva/lWP5V+khONPgPdSzvI2arwr4X3AaZJmAm+jnCF9Hknr\nAq+yfZTt1wNvAHYD9uyjzu7jTADutL2kOjvb89szAZhr+xnbXcCNPD8Q/wxs3KOmXSWtD0ykhCi2\nb6/W6+2Yk4A9qjPhlwJrVCEcERHRTDKXZG5ERLRd8pbkbUREPF/bOphtzwfGUs5enttklb2Bmbbf\nBtwJHAAsBjaolm/TsO7ZwL62pwH389xgbvQC4CJJ3QH4ALAQWEI5e9r9fpsd5x5gM0lrSVod2LrH\nvhcA20paQ9IoYAfg7h7rnAt8TtIaAJI2pVwytBz4HfDW6vWtqrp6O+YC4Lu2JwO7AxdTLrGKiIh4\nnmRuMjciItoveZu8jYiI5to5ghlKGH2McilPT78AzpP0M2An4NvANcB4STdRLtV5rFr3fOBWSTdT\nAn3DZgezvRA4BLhM0s+BucCvbF8L/AGYJOkwSph/WtKPgY2qbRcBnwduAa4Gnuyx7/nARcDNlLOw\nfwK+12Od2dUxb1K5y/C3KJc9/Y1y199DqtdPBz7axzG/CUyoPptbgD/bXt7sPUdERFSSucnciIho\nv+Rt8jYiInoY1dXV1ekaojW6Fi16vNM1rNC4cWOpQ51Qn1rrUifUp9a61An1qbUudUJrax03bmxv\no5GivmqRtzByv3ftllrbI7W2Xl3qhFWvNXk7bNUic+vyXUudrZU6Wyt1tlY76+wtc9s9gjkiIiIi\nIiIiIiIihqk1Ol1AtMZeR/Z2w+GIqJMZR0zpdAkR0YfkbURA8jpiMCRzI2Ioy2+B58oI5oiIiIiI\niIiIiIgYkBEzglnSZMoNCybZvrd67WRgge2ZTdZ/KbCb7e+0oZbZwBm257R63xEREe1Q3cDneNvX\nN7w2A5gPbAGcavsvq3iM8cBs29v1eH13yo2ElgOrA+fYnrWyWd2dv8AYYBPbZ65KvREREe2QzI2I\niLoZMR3MlaXAtyTtYntFdzd8PTAFaHkHc0RERA2dCXwYuB5A0mjgHcB020/2tWELnAFsafvvksYC\nd0i6DtiMAWS17WvaUGNERESrJHMjIqJWRloH8/WUaUE+CXyt+0VJhwNTgWXADbaPAo4BtpR0AHA1\nJeTHAIuBAyhncy8GHgBeCVxt+xhJWwCnVsd5CfAp27dI+iSwf7X+yxuLknQ8sND2GT1en0k5q5xQ\njoiITrsEOFHS2rafAt4JXGv7SUlzgAOBlwH/AzwDPALsDbwHmGD7aEljKFcOjZe0I3Bcte+1KQ3p\npb0c+6/AoZIuAe4CJtpeImkWz2b19lSZKWk3YKrtac3yV9K0hpqa/QaIiIjopGRuRETUykjrYAY4\nCJgn6UfV87HA+ykhuQy4VNKewInAgbbPlHQhcJrtqyXtDJxM6YAeD7wdeBS4SdI2wOuAw23Pl7QX\nsK+kO4FDgUmUS41uA5D0gaqe8cBSSVOr424GvBuYAGwj6WjgENvze3tToyfOa8mHExGdccqeJ3S6\nhIg+2V4s6QpKPs0C9gWO7bHau4DLgC9TRjmt28cuNwf2sX2/pOnA+6r9NjMF+DTwXUqD9QxJ/8lz\ns3r7nhtJejFN8rdh+SSa/AawfWVvRSdvI4av/mbxuHFjWbTo8TZXEyNZMrdI5kbEymp3uzq/AXo3\n4jqYbT8k6TBgJnAzZVTyXNvPAEi6kRLAtzZsNgmYLukoYBTPnu29w/bD1Xa3AgLuBT4n6WlK5/Vj\nlI7iO20vqdadV9VyIXBhkxHM1wEzMoI5IiKGmLOAUyT9FFjX9q96LP8i5QTsT4D7eG6WQsnQbvcB\np0l6AtiIksnPI2ld4FXVKKejJG0EXEppuPb26677OE3zt8EEmv8G6LWxGxERMUiSuRERURurdbqA\nTrD9A8DANMqUF9tKWkPSKGAH4G7KWdfuz2cBcJTtycDHKZcsAUyUtLak1YFtKZcQnQYcZ/sjlJsw\njALuATaTtFa17tbtf5cRERGtVV1JM5YyQuncJqvsDcy0/TbgTsqUUouBDarl2zSsezawr+1pwP08\ntyHc6AXARZI2rp4/ACwElvDcrG52nBXl7wKa/waIiIjoqGRuRETUyYgbwdzgMGBnypnYiyhncVcD\nbgK+B2wITKpGO38GOL2ax2otSshDGcl8MfAK4BLbd0i6ALhC0l+B/wesZ3uRpM8DtwCLgOfcmMH2\n8c0KrH4AREREDCXnAqcAmzRZ9gvgvGqE1FJKY/cR4CBJN1FGQD1WrXs+cKukRyjzPW7Y7GC2F0o6\nBLhM0jLKPRCutH1tNbKqO6vPBs6VtDdVg7Uf+TtfUrPfABEREUNBMjciImphVFdXV6drqCVJ4ynT\nV2zX6VoqXXWYB6ZO89XUpda61An1qbUudUJ9aq1LndDaWseNG9vbCKGor1rkLYzc7127pdb2SK2t\nV5c6YdVrTd4OW7XI3Lp811Jna6XO1kqdrdXOOnvL3BE5RUZERERERERERERErLqRPEXGKrH9J2Co\njF5mryN7uwlwRHTCjCOmdLqEiGiD5G2MdMm3iBgsydyIWBn5jdJZte9glnQDcLzt6xtem0G5wd4W\nwKm2/7KKxxhPk+kwJO1OmZ95OWV+qnNsz5L0UmA329/p5/5nA2cAY4BNbJ+5KvVGRESMVH38Lvgo\nsNmq/iaIiIgYCiRNpsxhPMn2vdVrJwMLbM9ssv5KtVFXspbZwBm257R63xERUQ+172AGzgQ+DFwP\nIGk08A5guu0n+9qwBc4AtrT9d0ljgTskXQdsBkwBViq8bV/ThhojIiJGkt5+F7xiEH4XREREDKal\nwLck7WJ7RTdXej0DaKNGRET0x3DoYL4EOFHS2rafAt4JXGv7SUlzgAOBlwH/AzxDubPu3sB7gAm2\nj5Y0hnKmd7ykHYHjqn2vTWmkLu3l2H8FDpV0CXAXMNH2EkmzgC0lHQBsTxn9fI2k3YCptqdJ+iSw\nP/AA8HIASdMaajocmAosA26wfVSLPq+IiIjhrOnvAuAqSQdSsvW1wHrAS4FvUH4TbAp8xPbczpQd\nERGx0q6n3Ffpk8DXul/spS15DM+2Ua+mnJAdAywGDqBckXsxpX36SuBq28dI2gI4tTrOS4BP2b6l\nWXu24fjHAwttn9Hj9ZlUbeMWfgYRETEE1L6D2fZiSVcA7wZmAfsCx/ZY7V3AZcCXKWdt1+1jl5sD\n+9i+X9J04H3VfpuZAnwa+C4lVM+Q9J/AicCBts+UtH3PjSS9GDgUmESZXuO2HssnAe+ndE4vAy6V\ntKftK3srevTEeX28pYgYbEdc+dzv5Cl7ntChSiJGlj5+F5zasNrTtneTdDSwh+13SNqX0hjvs4M5\neRt1lAyKGNYOAuZJ+lH1fCxN2pI8t416IXCa7asl7QycTOmAHg+8HXgUuEnSNsDrgMNtz5e0F7Cv\npDtp0p6V9IGqnvHAUklTq+NuRsnlCcA2Vf4eYnt+X28smRsx9LTrN8W4cWNZtOjxtuw7BkftO5gr\nZwGnSPopsK7tX/VY/kVKYP4EuA+4tcfyUQ2P7wNOk/QEsBFwc7MDSloXeFV1NvgoSRsBl1LCtbdv\nRfdxJgB32l5S7atnck4A5tp+plp+I6Xju9cO5oiIiPin5/0ukNS4vPt3wt8pVyBBucJpzOCVGBER\nsepsPyTpMGAmpe06huZtycY28CRguqSjKG3U7it277D9cLXdrYCAe4HPSXqa0nn9GL20Z21fCFzY\nZATzdcCMjGCOiBi+Vut0Aa1QnfkcSzmLem6TVfYGZtp+G3An5RKgxcAG1fJtGtY9G9jX9jTgfp7b\n+dzoBcBFkjaunj8ALASWUM7idn+2zY5zD7CZpLUkrQ5s3WPfC4BtJa0haRSwA3B3L3VEREREg378\nLljRPJURERG1YfsHgIFplPZns7ZkYxt1AXCU7cnAxynTSwFMlLR21UbdlnIS9jTgONsfAeZT2scr\nas9GRMQIM1xGMENpQJ4CbNJk2S+A86pRyUspHcyPAAdJuoky6vixat3zgVslPUKZY3nDZgezvVDS\nIcBlkpZR5qy60va11WjmSdWZ5LOBcyXtTdVJbHuRpM8DtwCLgCd77Hu+pIsoZ6BXA26i3CE4IiIi\n+qev3wURERHDzWHAzpSraZu1JTfk2TbqZ4DTq3sRrUU5IQulrXwx8ArgEtt3SLoAuELSX4H/B6zX\nj/bs8c0KrAZxRUTEMDSqqyuDeIaJrjrMV1OneXXqUmtd6oT61FqXOqE+tdalTmhtrePGje3tKpio\nr1rkLYzc7127pdb2SK2tV5c6YdVrTd6uOknjKdNXbNfpWhrUInPr8l1Lna2VOlsrdbZWO+vsLXOH\nxRQZERERERERERERETH4htMUGSPaXkfO6nQJEUPCjCOmdLqEiBjGkrcxFCTrIqLVbP8JGEqjl5O5\nESspvw+ikzKCOSIiIiIiIiIiIiIGJCOYV4KkyZQbJtzV8PIi2+9rsu4c4EDKWeCHbX9/MGqMiIjo\npCorvwdMsn1v9drJwALbM5us/1JgN9vfaUMts4EzbM9p9b4jIiLaSdLRwL8Dy4EuYLrt23pZdzxN\n5k+WNBOYXT3dxPaZLahrFrARMJ5yU8D7gfm2D1mJfUymtKPvXNV6IiJiaEgH88q73vbU/q7crDEd\nERExzC0FviVpF9srupvw64EpQMs7mCMiIupI0maUbHyz7S5JWwHnAVsOZH+2r2lVbbb3rmo8Hlho\n+4wB7GZ/YCaQDuaIiGEiHcwtIGlbYAYwCrgP2Lth2fHAQmABcAzlDPT6wJm2vy7pE8BHqtdvsn2E\npI2BM4ExwGLggO5RYBERETVwPWUark8CX+t+UdLhwFRgGXCD7aMo2bilpAOAq+mRf8DqwMXAA8Ar\ngattHyNpC+DU6jgvAT5l+xZJn6Q0XB8AXt5YVG+N4e4RXq1sgEdERKyCvwGbAPtJusb27ZLeCM9e\nKWt7gaQDKW3LmcA4Sd+nZN9Vtr/QvTNJ04AJwBnAhcC9lBHIs4EtgK2rbaZLmgScRmnbPgTsZ/vR\nFRUsaTTwTeA1lOz+LPAbYC7wnuq184FDgV2ASZL2sH3fAD+jiIgYQtLBvPJ2qkK921XAPsBU27+r\nOown9rLtRpTwXg2YL+liYF/gENtzJR0kaQ3gy8Bptq+WtDNwMg2d1s2Mnjhvld5URKudsucJz3tt\n3LixLFr0eAeqiYgOOAiYJ+lH1fOxwPuB7SkdzJdK2hM4kdJQPlPShTw//46hNILfDjwK3CRpG+B1\nwOG250vaC9hX0p2Uhuskyonb2wAkfaCqZzywVNLU6ribAe+mNLq3qS5HPsT2/N7eVPI2hoIjrpzX\nNGcjYniw/aCkKcDBwHGSnqLk4aV9bLYO8CHgCeDGqrO5mdcAuwJrAX+ktFGfAv4MTAfOonQq3yXp\no8CR1bFX5OPA/bb3lbQeMMf2FpL2A86h9D18qMrt64CZK+pcTubGcJUMj+EoHcwr73lTZEg63Pbv\nAGx/o3qt2ba32F5SLf8t8C+UDubPSPoS8HPKmeJJwHRJR1XPl7bpvURERLSF7YckHUYZVXUzZVTy\nXNvPAEi6EdgcuLVhs97y7w7bD1fb3QqIMvrqc5KepnReP0bpKL6zIWvnVbVcCFzYZATzdcCMjGCO\niIihRNJrgcds71c9/1fgh5J+2mPVUQ2P7+geaVzl36a97P4e249KWgL8tSFfu6e0mgh8o2rPrgnc\n3c+yJwHbSXpz9Xy0pJfY/rmkJ6v30+sJ3IiIqLfVOl3AMHG/pNcBSDpK0rt7WW8rSatLWpvSqP49\n8DHKyK0dKaObt6dMp3GU7cmUM8GXtPsNREREtJrtHwAGplGmvNhW0hqSRgE7UBqty3n290hv+TdR\n0tqSVge2pdxs90Yd6gkAACAASURBVDTgONsfAeZTGtn3AJtJWqtad+v2v8uIiIiWez1wuqQx1fO7\nKVfx/IOSpxtUr2/TsM1ESetUV8RuS+/zG6/o3ggGPlxl8ZGUK3b7YwFwQbXdHsBFwKPVVUMPAmtI\nele1bmP2R0TEMJARzCuv5xQZUC7HPVfScsqcj1+pXutpTcr8ki8DTqgufZoP/ELSIsr8zbcCn+HZ\nHxRr9bKviIiIOjgM2Bl4nNLYvJnSqLwJ+B6wIWUexsPoPf+WUuZhfgVwie07JF0AXCHpr8D/A9az\nvUjS54FbgEXAk42F2D6+WYG2p7Xs3UZERKwi25dJmgjcKukJSm4eUY08Pg34uqR7Ke3Hbg9T5lce\nB1xYTXExkMMfBHy7OlEL8NF+bnc6cJaknwEvAr5KmZrqOODNwGjgZ5J+SWnzniLpT7b7O0I6IiKG\nsFFdXSs6gRmtIGkyZaTy1BWtO0BddZjbtk5z8Nal1rrUCfWptS51Qn1qrUud0Npax40bO2rFa0Vf\nJI2nTF+xXadrqdQib2Hkfu/aLbW2R2ptvbrUCatea/J22KpF5tblu5Y6Wyt1tlbqbK121tlb5uay\nlIiIiIiIiIiIiIgYkEyRMUhszwHmtGv/ex05q127jmipGUdM6XQJEVEjtv8EDJXRy8nbaIlkYUTE\niiVzY7jL74EYTtLBvApWdNmupAOAb9l+ppflc4ADganAQmAuMMX2fzWsMw2YYPvolhYfERFRI8nc\niIgYjiQdRblfwattL+7nNnOBqdVJ2BWtOw142Pb3e7y+0Pb6PV57LTCD0k+wBvBL4LO2l0s62PbX\n+lnfgcD6wBnA521/oj/bRUREfaWDub2mA98GmjZ2e7J9O3B7WyuKiIgYnpK5ERFRR3sDsyknQGe2\neue2V2afXwS+avsaSaOAy4B3ApcDxwL96mBuOPZCIJ3LEREjQDqYW6AaFXU7sAXljrnvA/6dctZ2\nNvAuSScBO1DmvT7V9sVN9jOZ9t4IMCIiotaSuRERMVxUWfQHykjfC4CZzXLO9p8lnQjsBtwLrFdt\nfzywPbAO8FFgD0pH9TLgBttHVessBM4CzgQ2r475giYl/RmYJulxYB7wfmCZpGOAl0r6RvX6BNtH\nSxoDLLA9XtJbKKOfHwb+AcxtvPpI0i7ACcBi4CFgP9t/X+UPMSIihoR0MLfOPNuHVcH/QdsnS/oc\nMFXS7pRLnt5chfBcSde18uCjJ85r5e4i2uaIK8u/1VP2PKHDlUREjXUsc5O30QrdWThQydCIYWN/\n4GzblrRE0rbV68/JOUlXUk6c/hulM/n3Dfv4ne1DJU2idAhvT+lgvlTSng3r7Q6MqTp7NwHe26Se\nY4GDgJOAScBVwMG2T5R0iO1PVFNuNPO/lEy+W9LpjQuq0dBnAm+xfZ+kQ6tjfaavDyeZG0Nd8jji\nWat1uoBh5NfVn/cCY3osmwS8oTobfQ2wJvCq3nYkaXVJL2p4qauFdUZERNRdMjciImpN0rqUEceH\nSroGeDFwcLW4Z85tDvzS9nLbjwHzG3bl6s8JwFzbz9juAm6stuu2OWX0Mbb/Uu27p7fZ/ortHYCN\ngSeAz/XxNkY1PN7I9t3V45t7rLce8Jjt+6rnN/SoLSIiai4dzK3TrEG6nPIZLwB+ansysBNwEXBP\nH/vaA/hq9XhD4G+tKzMiIqL2krkREVF3+wDn2N7V9m7AtsCuwDien3MG3ihpNUkvBDZrWLa8+nMB\nsK2kNaoRwzsAdzestwB4E4CkDYGNmtT039VUFth+otp+SbWsuzN5MbBB9Xibhm0XSppYPf63Hvt9\nEHiRpO7tduxRW0RE1Fw6mNvrRuCHwA+AJyTdCNwGdNl+vI/trgXWk3QD5UfAuW2vNCIiot6SuRER\nUSf7A+d3P7H9FHAp8LqeK1Y3pr0Y+AXlfgPPOxlqez7lpOrNlJHKfwK+17D8CuBeSbcCX6F0+vb0\nAeBISb+UdAulA/mkatldki6gXB00XtJNlCk5HquW7wOcJ+kn9LhyqBpR/THgMkk3U+6d8IXePpiI\niKifUV1duRJ0mOhatKiv9vPQMG7cWOpQJ9Sn1rrUCfWptS51Qn1qrUud0Npax40bO2rFa0XN1CJv\nYeR+79ottbZHam29utQJq15r8nbYqkXm1uW7ljpbK3W2VupsrXbW2VvmZgRzRERERERERERERAzI\nGp0uIFpjryNndbqEiBX6zn/v3ekSIiJWSfI2Wm3GEVM6XUJExJCUzI3hIlkfI0FGMEdERERERERE\nRETEgAyLEcySjqbcKGA55Y67023f1su644HZtrfr8fpMyg0TADaxfWYL6ppFuTvveGApcD8w3/Yh\nK7GPycAi23euaj0RERGrKpkbERExfPWW3Q3LDwC+ZfuZXpbPAQ4EpgILgbnAFNv/1bDONGCC7aNb\nWnxERHRM7TuYJW0GTAHebLtL0lbAecCWA9mf7WtaVZvtvasajwcW2j5jALvZH5gJpLEbEREdlcyN\niIgY8aYD3waadjD3ZPt24Pa2VhQRER1X+w5m4G/AJsB+kq6xfbukN8KzZ09tL5B0ILA+peE4TtL3\ngZcDV9n+QvfOus+mAmcAFwL3UkZDzQa2ALautpkuaRJwGjAKeAjYz/ajKypY0mjgm8BrgNWBzwK/\noZzdfU/12vnAocAuwCRJe9i+b4CfUURERCskcyMiIkaAKtdvp+Txi4D3Ua5gWp+S0++SdBKwA2Xq\nzVNtX9xkP5Mpvw+mDk7lERHRCbXvYLb9oKQpwMHAcZKeAo4BLu1js3WADwFPADdWDd9mXgPsCqwF\n/JFy6e1TwJ8pZ27PojRw75L0UeDI6tgr8nHgftv7SloPmGN7C0n7AedQ/l4+ZHu+pOuAmStq6I6e\nOK8fh42R4pQ9T+h0CRExDCVzk7fDzUDycty4sSxa9HgbqomIGHLm2T5M0onAB22fLOlzwFRJuwOv\ntv1mSWOAuVWOtkwyN4aP3OQvhr/adzBLei3wmO39quf/CvxQ0k97rDqq4fEd3aOeJM0DNu1l9/fY\nflTSEuCvth+utumqlk8EviEJYE3g7n6WPQnYTtKbq+ejJb3E9s8lPVm9n/n93FdERMSgSOZGRESM\nKL+u/ryXMnK50STgDdVIZyjZ/KrediRpdeCFth+rXurqbd2IiKif1TpdQAu8Hji9OmsKpcH5KPAP\nYDGwQfX6Ng3bTJS0jqQ1gG3pfa7FFYWegQ/bnkwZSXVVP2teAFxQbbcHcBHwqKSpwIPAGpLeVa27\nnOHx9xQREfWXzI2IiBg5mmVzd1YuAH5a5etOlHy9p4997QF8tXq8IWXarYiIGCZq34iyfRkwB7hV\n0s3Aj4AjqtFSpwFfl/QjyhyL3R6mzPV4C3CJ7bsGePiDgG9LuhE4mTKnY3+cDrxe0s+AmylBPB44\nDvgEcADwJUmvBG4FTpHU24iviIiIQZHMjYiIGPFuBH4I/AB4osrl24Au233NH3QtsJ6kG4A3Aee2\nvdKIiBg0o7q6cmXKMNFVh/kA6zRvYV1qrUudUJ9a61In1KfWutQJra113Lixo1a8VtRMLfIWRu73\nrt1Sa3uk1tarS52w6rUmb4etWmRuXb5rqbO1Umdrpc7WamedvWVu7UcwR0RERERERERERERn1P4m\nf1HsdeSsTpcQI9iMI3JX3IgYGZK3gyO5EhERydxotfy+iGifdDAPgmqeqeNtX9/w2gzgo8Bmtv/S\nseIiIiJqTtJRwGHAq20vljQJWNf2DR0uLSIiYkiTNJlyg77GeyQssv2+JuvOAQ4EtgMetv39wagx\nIiKGvnQwD44zgQ8D1wNIGg28A3iF7Sc7WVhERMQwsDcwG5gKzATeAywE0sEcERGxYtfbntrflW3P\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JUh+gJ3BgRHQHjgZukbRpo1ZrZmbNTUvJ21USEZOBScBlktYG/gwMiYh55a3MzMxyzJm7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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b4b522f1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(5,3, figsize=(20,20), squeeze=False)\n",
    "i = 0\n",
    "j = 0\n",
    "for country in most_countries:\n",
    "    new_IDE_group_country = new_IDE[new_IDE.Country==country]\n",
    "    new_IDE_group = new_IDE_group_country.groupby(['year','DevEnviron']).size()\n",
    "    new_IDE_group = new_IDE_group.groupby(level=0).apply(lambda x:100 * x / float(x.sum())).sort_values(ascending=False).reset_index()\n",
    "    new_IDE_group.rename(columns={0: \"percentage\"},inplace=True)\n",
    "    new_IDE_group.head()\n",
    "    sns.barplot(x = new_IDE_group['percentage'],\n",
    "                y =  new_IDE_group['DevEnviron'],\n",
    "                hue = 'year',\n",
    "                data = new_IDE_group,ax=axs[i][j])\n",
    "\n",
    "    axs[i][j].set_title(country)\n",
    "    j = j +1\n",
    "    if j==3:\n",
    "        j=0\n",
    "        i=i+1\n",
    "\n",
    "plt.tight_layout()    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the result and plot, it's obvious that the most preferred IDE in both 2018 and 2019 is Visual Studio Code in all countries. \n",
    "The second preferred IDE varies from country to country. Notepad++ is the second place in the countries India, Germany, United Kingdom, Poland and Italy. Vim is the second place in France."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}