CS112_Assignment_1

CS112_Assignment_1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 align=center> CS112 Assignment 1: R Competency and The Drivetrain Approach to Decision Making</h2>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "df <- read.csv(\"dataset4.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'Number'</li>\n",
       "\t<li>'Status'</li>\n",
       "\t<li>'Cluster'</li>\n",
       "\t<li>'Prefix'</li>\n",
       "\t<li>'Type'</li>\n",
       "\t<li>'Country'</li>\n",
       "\t<li>'Dept'</li>\n",
       "\t<li>'Division'</li>\n",
       "\t<li>'LTAA'</li>\n",
       "\t<li>'Loan'</li>\n",
       "\t<li>'ApprovalDate'</li>\n",
       "\t<li>'AgreementDate'</li>\n",
       "\t<li>'Agreement'</li>\n",
       "\t<li>'EffectivityDate'</li>\n",
       "\t<li>'CancellationDate'</li>\n",
       "\t<li>'FinancialCompletionDate'</li>\n",
       "\t<li>'OriginalCompletionDate'</li>\n",
       "\t<li>'RevisedCompletionDate'</li>\n",
       "\t<li>'JSF'</li>\n",
       "\t<li>'Fund'</li>\n",
       "\t<li>'RevisedAmount'</li>\n",
       "\t<li>'Rating'</li>\n",
       "\t<li>'No'</li>\n",
       "\t<li>'PCR'</li>\n",
       "\t<li>'CirculationDate'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'Number'\n",
       "\\item 'Status'\n",
       "\\item 'Cluster'\n",
       "\\item 'Prefix'\n",
       "\\item 'Type'\n",
       "\\item 'Country'\n",
       "\\item 'Dept'\n",
       "\\item 'Division'\n",
       "\\item 'LTAA'\n",
       "\\item 'Loan'\n",
       "\\item 'ApprovalDate'\n",
       "\\item 'AgreementDate'\n",
       "\\item 'Agreement'\n",
       "\\item 'EffectivityDate'\n",
       "\\item 'CancellationDate'\n",
       "\\item 'FinancialCompletionDate'\n",
       "\\item 'OriginalCompletionDate'\n",
       "\\item 'RevisedCompletionDate'\n",
       "\\item 'JSF'\n",
       "\\item 'Fund'\n",
       "\\item 'RevisedAmount'\n",
       "\\item 'Rating'\n",
       "\\item 'No'\n",
       "\\item 'PCR'\n",
       "\\item 'CirculationDate'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'Number'\n",
       "2. 'Status'\n",
       "3. 'Cluster'\n",
       "4. 'Prefix'\n",
       "5. 'Type'\n",
       "6. 'Country'\n",
       "7. 'Dept'\n",
       "8. 'Division'\n",
       "9. 'LTAA'\n",
       "10. 'Loan'\n",
       "11. 'ApprovalDate'\n",
       "12. 'AgreementDate'\n",
       "13. 'Agreement'\n",
       "14. 'EffectivityDate'\n",
       "15. 'CancellationDate'\n",
       "16. 'FinancialCompletionDate'\n",
       "17. 'OriginalCompletionDate'\n",
       "18. 'RevisedCompletionDate'\n",
       "19. 'JSF'\n",
       "20. 'Fund'\n",
       "21. 'RevisedAmount'\n",
       "22. 'Rating'\n",
       "23. 'No'\n",
       "24. 'PCR'\n",
       "25. 'CirculationDate'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"Number\"                  \"Status\"                 \n",
       " [3] \"Cluster\"                 \"Prefix\"                 \n",
       " [5] \"Type\"                    \"Country\"                \n",
       " [7] \"Dept\"                    \"Division\"               \n",
       " [9] \"LTAA\"                    \"Loan\"                   \n",
       "[11] \"ApprovalDate\"            \"AgreementDate\"          \n",
       "[13] \"Agreement\"               \"EffectivityDate\"        \n",
       "[15] \"CancellationDate\"        \"FinancialCompletionDate\"\n",
       "[17] \"OriginalCompletionDate\"  \"RevisedCompletionDate\"  \n",
       "[19] \"JSF\"                     \"Fund\"                   \n",
       "[21] \"RevisedAmount\"           \"Rating\"                 \n",
       "[23] \"No\"                      \"PCR\"                    \n",
       "[25] \"CirculationDate\"        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#column names\n",
    "names(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>9016</li>\n",
       "\t<li>25</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 9016\n",
       "\\item 25\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 9016\n",
       "2. 25\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 9016   25"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#dimensions of the data set\n",
    "dim(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 25</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Number</th><th scope=col>Status</th><th scope=col>Cluster</th><th scope=col>Prefix</th><th scope=col>Type</th><th scope=col>Country</th><th scope=col>Dept</th><th scope=col>Division</th><th scope=col>LTAA</th><th scope=col>Loan</th><th scope=col>⋯</th><th scope=col>FinancialCompletionDate</th><th scope=col>OriginalCompletionDate</th><th scope=col>RevisedCompletionDate</th><th scope=col>JSF</th><th scope=col>Fund</th><th scope=col>RevisedAmount</th><th scope=col>Rating</th><th scope=col>No</th><th scope=col>PCR</th><th scope=col>CirculationDate</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>⋯</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>5001</td><td>Financially Completed</td><td></td><td>R</td><td>RETA</td><td>REG</td><td></td><td></td><td>Agriculture, natural resources and rural development</td><td>0</td><td>⋯</td><td>1987-12-31</td><td></td><td>1987-12-31</td><td>NA</td><td>2</td><td>0.155</td><td>NA</td><td></td><td></td><td></td></tr>\n",
       "\t<tr><td>   1</td><td>Financially Completed</td><td></td><td> </td><td>ADTA</td><td>INO</td><td></td><td></td><td>Agriculture, natural resources and rural development</td><td>0</td><td>⋯</td><td>1968-07-31</td><td></td><td>1968-07-31</td><td>NA</td><td>2</td><td>0.080</td><td>NA</td><td></td><td></td><td></td></tr>\n",
       "\t<tr><td>   2</td><td>Financially Completed</td><td></td><td> </td><td>ADTA</td><td>KOR</td><td></td><td></td><td>Agriculture, natural resources and rural development</td><td>0</td><td>⋯</td><td>1969-10-31</td><td></td><td>1969-10-31</td><td>NA</td><td>2</td><td>0.067</td><td>NA</td><td></td><td></td><td></td></tr>\n",
       "\t<tr><td>   3</td><td>Financially Completed</td><td></td><td> </td><td>ADTA</td><td>PHI</td><td></td><td></td><td>Agriculture, natural resources and rural development</td><td>0</td><td>⋯</td><td>1970-01-31</td><td></td><td>1970-01-31</td><td>NA</td><td>2</td><td>0.105</td><td>NA</td><td></td><td></td><td></td></tr>\n",
       "\t<tr><td>   4</td><td>Financially Completed</td><td></td><td> </td><td>ADTA</td><td>VIE</td><td></td><td></td><td>Finance                                             </td><td>0</td><td>⋯</td><td>1972-08-31</td><td></td><td>1972-08-31</td><td>NA</td><td>2</td><td>0.115</td><td>NA</td><td></td><td></td><td></td></tr>\n",
       "\t<tr><td>   5</td><td>Financially Completed</td><td></td><td> </td><td>PPTA</td><td>PHI</td><td></td><td></td><td>Transport                                           </td><td>0</td><td>⋯</td><td>1970-03-31</td><td></td><td>1970-03-31</td><td>NA</td><td>2</td><td>0.325</td><td>NA</td><td></td><td></td><td></td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 25\n",
       "\\begin{tabular}{r|lllllllllllllllllllllllll}\n",
       " Number & Status & Cluster & Prefix & Type & Country & Dept & Division & LTAA & Loan & ApprovalDate & AgreementDate & Agreement & EffectivityDate & CancellationDate & FinancialCompletionDate & OriginalCompletionDate & RevisedCompletionDate & JSF & Fund & RevisedAmount & Rating & No & PCR & CirculationDate\\\\\n",
       " <int> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <int> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <int> & <fct> & <dbl> & <int> & <fct> & <fct> & <fct>\\\\\n",
       "\\hline\n",
       "\t 5001 & Financially Completed &  & R & RETA & REG &  &  & Agriculture, natural resources and rural development & 0 & 1967-05-24 &            &  &  &  & 1987-12-31 &  & 1987-12-31 & NA & 2 & 0.155 & NA &  &  & \\\\\n",
       "\t    1 & Financially Completed &  &   & ADTA & INO &  &  & Agriculture, natural resources and rural development & 0 & 1967-08-30 & 1967-08-21 &  &  &  & 1968-07-31 &  & 1968-07-31 & NA & 2 & 0.080 & NA &  &  & \\\\\n",
       "\t    2 & Financially Completed &  &   & ADTA & KOR &  &  & Agriculture, natural resources and rural development & 0 & 1968-02-06 & 1968-03-13 &  &  &  & 1969-10-31 &  & 1969-10-31 & NA & 2 & 0.067 & NA &  &  & \\\\\n",
       "\t    3 & Financially Completed &  &   & ADTA & PHI &  &  & Agriculture, natural resources and rural development & 0 & 1968-06-20 & 1968-07-03 &  &  &  & 1970-01-31 &  & 1970-01-31 & NA & 2 & 0.105 & NA &  &  & \\\\\n",
       "\t    4 & Financially Completed &  &   & ADTA & VIE &  &  & Finance                                              & 0 & 1968-07-02 & 1968-12-09 &  &  &  & 1972-08-31 &  & 1972-08-31 & NA & 2 & 0.115 & NA &  &  & \\\\\n",
       "\t    5 & Financially Completed &  &   & PPTA & PHI &  &  & Transport                                            & 0 & 1968-07-25 & 1968-11-20 &  &  &  & 1970-03-31 &  & 1970-03-31 & NA & 2 & 0.325 & NA &  &  & \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 25\n",
       "\n",
       "| Number &lt;int&gt; | Status &lt;fct&gt; | Cluster &lt;fct&gt; | Prefix &lt;fct&gt; | Type &lt;fct&gt; | Country &lt;fct&gt; | Dept &lt;fct&gt; | Division &lt;fct&gt; | LTAA &lt;fct&gt; | Loan &lt;int&gt; | ⋯ ⋯ | FinancialCompletionDate &lt;fct&gt; | OriginalCompletionDate &lt;fct&gt; | RevisedCompletionDate &lt;fct&gt; | JSF &lt;int&gt; | Fund &lt;fct&gt; | RevisedAmount &lt;dbl&gt; | Rating &lt;int&gt; | No &lt;fct&gt; | PCR &lt;fct&gt; | CirculationDate &lt;fct&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 5001 | Financially Completed | <!----> | R | RETA | REG | <!----> | <!----> | Agriculture, natural resources and rural development | 0 | ⋯ | 1987-12-31 | <!----> | 1987-12-31 | NA | 2 | 0.155 | NA | <!----> | <!----> | <!----> |\n",
       "|    1 | Financially Completed | <!----> | <!----> | ADTA | INO | <!----> | <!----> | Agriculture, natural resources and rural development | 0 | ⋯ | 1968-07-31 | <!----> | 1968-07-31 | NA | 2 | 0.080 | NA | <!----> | <!----> | <!----> |\n",
       "|    2 | Financially Completed | <!----> | <!----> | ADTA | KOR | <!----> | <!----> | Agriculture, natural resources and rural development | 0 | ⋯ | 1969-10-31 | <!----> | 1969-10-31 | NA | 2 | 0.067 | NA | <!----> | <!----> | <!----> |\n",
       "|    3 | Financially Completed | <!----> | <!----> | ADTA | PHI | <!----> | <!----> | Agriculture, natural resources and rural development | 0 | ⋯ | 1970-01-31 | <!----> | 1970-01-31 | NA | 2 | 0.105 | NA | <!----> | <!----> | <!----> |\n",
       "|    4 | Financially Completed | <!----> | <!----> | ADTA | VIE | <!----> | <!----> | Finance                                              | 0 | ⋯ | 1972-08-31 | <!----> | 1972-08-31 | NA | 2 | 0.115 | NA | <!----> | <!----> | <!----> |\n",
       "|    5 | Financially Completed | <!----> | <!----> | PPTA | PHI | <!----> | <!----> | Transport                                            | 0 | ⋯ | 1970-03-31 | <!----> | 1970-03-31 | NA | 2 | 0.325 | NA | <!----> | <!----> | <!----> |\n",
       "\n"
      ],
      "text/plain": [
       "  Number Status                Cluster Prefix Type Country Dept Division\n",
       "1 5001   Financially Completed         R      RETA REG                  \n",
       "2    1   Financially Completed                ADTA INO                  \n",
       "3    2   Financially Completed                ADTA KOR                  \n",
       "4    3   Financially Completed                ADTA PHI                  \n",
       "5    4   Financially Completed                ADTA VIE                  \n",
       "6    5   Financially Completed                PPTA PHI                  \n",
       "  LTAA                                                 Loan ⋯\n",
       "1 Agriculture, natural resources and rural development 0    ⋯\n",
       "2 Agriculture, natural resources and rural development 0    ⋯\n",
       "3 Agriculture, natural resources and rural development 0    ⋯\n",
       "4 Agriculture, natural resources and rural development 0    ⋯\n",
       "5 Finance                                              0    ⋯\n",
       "6 Transport                                            0    ⋯\n",
       "  FinancialCompletionDate OriginalCompletionDate RevisedCompletionDate JSF Fund\n",
       "1 1987-12-31                                     1987-12-31            NA  2   \n",
       "2 1968-07-31                                     1968-07-31            NA  2   \n",
       "3 1969-10-31                                     1969-10-31            NA  2   \n",
       "4 1970-01-31                                     1970-01-31            NA  2   \n",
       "5 1972-08-31                                     1972-08-31            NA  2   \n",
       "6 1970-03-31                                     1970-03-31            NA  2   \n",
       "  RevisedAmount Rating No PCR CirculationDate\n",
       "1 0.155         NA                           \n",
       "2 0.080         NA                           \n",
       "3 0.067         NA                           \n",
       "4 0.105         NA                           \n",
       "5 0.115         NA                           \n",
       "6 0.325         NA                           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#first six entries of the data set\n",
    "head(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "date.columns <- c(11,12,14,15,16,17,18,25)\n",
    "\n",
    "for(i in date.columns){\n",
    "  missing_values <- which(as.character(df[, i]) == \"\")\n",
    "  df[missing_values, i] <- NA\n",
    "  df[, i] <- as.Date(as.character(df[, i]))\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assignment Solutions\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "install.packages(c(\"ggplot2\", \"plotly\")) #add for reproducibility\n",
    "library(\"ggplot2\") #plotting and plot styling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "which.have.NAs <- which(is.na(df$CirculationDate))\n",
    "data <- df[-which.have.NAs, ] #drop projects with missing CirculationDate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop projects with CirculationDate < 2009-01-01\n",
    "data <- data[data$CirculationDate >= \"2009-01-01\",]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 1\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When projects are approved, they are approved for a certain period (until the time of “original completion date”). While projects are active, this “original” completion date is often extended, and then there is a “revised” completion date. You have been told that project duration at approval is generally about two years (24 months). In other words, (purportedly) when projects are approved, the difference between the original project completion date and the approval date is (supposedly) approximately 24 months."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(a)** *Is this claim true? Explain.*\n",
    "\n",
    "Yes, this claim is true. Once we exclude all rows containing NAs in the “OriginalCompletionDate” column, we can simply take the mean of the difference between the values of the “ApprovalDate” and “OriginalCompletionDate” columns. The result is a difference of 651.117 days or 21.4 months, which is approximately 24 months. This is also evident in the histogram of the differences, where the central tendency of the distribution is approximated by the mean.\n",
    "\n",
    "The analysis is provided in the code cells below.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>2</li>\n",
       "\t<li>3</li>\n",
       "\t<li>4</li>\n",
       "\t<li>5</li>\n",
       "\t<li>6</li>\n",
       "\t<li>7</li>\n",
       "\t<li>11</li>\n",
       "\t<li>12</li>\n",
       "\t<li>15</li>\n",
       "\t<li>18</li>\n",
       "\t<li>21</li>\n",
       "\t<li>22</li>\n",
       "\t<li>27</li>\n",
       "\t<li>34</li>\n",
       "\t<li>36</li>\n",
       "\t<li>49</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 2\n",
       "\\item 3\n",
       "\\item 4\n",
       "\\item 5\n",
       "\\item 6\n",
       "\\item 7\n",
       "\\item 11\n",
       "\\item 12\n",
       "\\item 15\n",
       "\\item 18\n",
       "\\item 21\n",
       "\\item 22\n",
       "\\item 27\n",
       "\\item 34\n",
       "\\item 36\n",
       "\\item 49\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 2\n",
       "2. 3\n",
       "3. 4\n",
       "4. 5\n",
       "5. 6\n",
       "6. 7\n",
       "7. 11\n",
       "8. 12\n",
       "9. 15\n",
       "10. 18\n",
       "11. 21\n",
       "12. 22\n",
       "13. 27\n",
       "14. 34\n",
       "15. 36\n",
       "16. 49\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1]  2  3  4  5  6  7 11 12 15 18 21 22 27 34 36 49"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#does OriginalCompletionDate have NANs?\n",
    "which(is.na(data$OriginalCompletionDate)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 25</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>Number</th><th scope=col>Status</th><th scope=col>Cluster</th><th scope=col>Prefix</th><th scope=col>Type</th><th scope=col>Country</th><th scope=col>Dept</th><th scope=col>Division</th><th scope=col>LTAA</th><th scope=col>Loan</th><th scope=col>⋯</th><th scope=col>FinancialCompletionDate</th><th scope=col>OriginalCompletionDate</th><th scope=col>RevisedCompletionDate</th><th scope=col>JSF</th><th scope=col>Fund</th><th scope=col>RevisedAmount</th><th scope=col>Rating</th><th scope=col>No</th><th scope=col>PCR</th><th scope=col>CirculationDate</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>⋯</th><th scope=col>&lt;date&gt;</th><th scope=col>&lt;date&gt;</th><th scope=col>&lt;date&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;date&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>2754</th><td>5600</td><td>Financially Completed</td><td></td><td>R</td><td>RETA</td><td>REG</td><td>PPFD  </td><td>COCS  </td><td>Public sector management                         </td><td>   0</td><td>⋯</td><td>2004-10-29</td><td>2003-12-31</td><td>2003-12-31</td><td>NA</td><td>2</td><td>0.12</td><td>2</td><td>20-10 </td><td></td><td>2010-01-15</td></tr>\n",
       "\t<tr><th scope=row>3662</th><td>2930</td><td>Financially Completed</td><td></td><td> </td><td>PPTA</td><td>INO</td><td>SERD**</td><td>SESS**</td><td>Health                                           </td><td>   0</td><td>⋯</td><td>2004-01-31</td><td>1999-10-31</td><td>2002-06-30</td><td> 1</td><td>4</td><td>0.90</td><td>0</td><td>45-10 </td><td></td><td>2010-02-16</td></tr>\n",
       "\t<tr><th scope=row>3722</th><td>5773</td><td>Financially Completed</td><td></td><td>R</td><td>RETA</td><td>REG</td><td>OGC   </td><td>OGC   </td><td>Finance                                          </td><td>   0</td><td>⋯</td><td>2005-08-23</td><td>1998-11-30</td><td>2003-01-30</td><td>NA</td><td>2</td><td>0.38</td><td>2</td><td>351-09</td><td></td><td>2009-11-27</td></tr>\n",
       "\t<tr><th scope=row>3766</th><td>5788</td><td>Financially Completed</td><td></td><td>R</td><td>RETA</td><td>REG</td><td>ECRD**</td><td>ECOD  </td><td>Public sector management                         </td><td>   0</td><td>⋯</td><td>2005-05-17</td><td>2000-08-31</td><td>2004-12-31</td><td> 1</td><td>4</td><td>0.45</td><td>2</td><td>319-11</td><td></td><td>2011-12-08</td></tr>\n",
       "\t<tr><th scope=row>3865</th><td>3085</td><td>Financially Completed</td><td></td><td> </td><td>PPTA</td><td>COO</td><td>PARD  </td><td>EMSAM </td><td>Water and other urban infrastructure and services</td><td>   0</td><td>⋯</td><td>2004-09-21</td><td>2000-06-30</td><td>2004-02-29</td><td> 1</td><td>4</td><td>0.75</td><td>1</td><td>354-09</td><td></td><td>2009-11-27</td></tr>\n",
       "\t<tr><th scope=row>3919</th><td>3128</td><td>Financially Completed</td><td></td><td> </td><td>ADTA</td><td>PHI</td><td>SERD  </td><td>PHCO  </td><td>Water and other urban infrastructure and services</td><td>1663</td><td>⋯</td><td>2015-07-31</td><td>2001-04-30</td><td>2008-10-31</td><td> 3</td><td>4</td><td>1.50</td><td>1</td><td>74-09 </td><td></td><td>2009-04-15</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 25\n",
       "\\begin{tabular}{r|lllllllllllllllllllllllll}\n",
       "  & Number & Status & Cluster & Prefix & Type & Country & Dept & Division & LTAA & Loan & ApprovalDate & AgreementDate & Agreement & EffectivityDate & CancellationDate & FinancialCompletionDate & OriginalCompletionDate & RevisedCompletionDate & JSF & Fund & RevisedAmount & Rating & No & PCR & CirculationDate\\\\\n",
       "  & <int> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <fct> & <int> & <date> & <date> & <fct> & <date> & <date> & <date> & <date> & <date> & <int> & <fct> & <dbl> & <int> & <fct> & <fct> & <date>\\\\\n",
       "\\hline\n",
       "\t2754 & 5600 & Financially Completed &  & R & RETA & REG & PPFD   & COCS   & Public sector management                          &    0 & 1994-10-10 & 1994-10-10 & N & 1994-10-10 & NA & 2004-10-29 & 2003-12-31 & 2003-12-31 & NA & 2 & 0.12 & 2 & 20-10  &  & 2010-01-15\\\\\n",
       "\t3662 & 2930 & Financially Completed &  &   & PPTA & INO & SERD** & SESS** & Health                                            &    0 & 1997-12-09 & 1998-03-04 & Y & 1998-03-04 & NA & 2004-01-31 & 1999-10-31 & 2002-06-30 &  1 & 4 & 0.90 & 0 & 45-10  &  & 2010-02-16\\\\\n",
       "\t3722 & 5773 & Financially Completed &  & R & RETA & REG & OGC    & OGC    & Finance                                           &    0 & 1998-01-06 & NA & N & 1998-01-06 & NA & 2005-08-23 & 1998-11-30 & 2003-01-30 & NA & 2 & 0.38 & 2 & 351-09 &  & 2009-11-27\\\\\n",
       "\t3766 & 5788 & Financially Completed &  & R & RETA & REG & ECRD** & ECOD   & Public sector management                          &    0 & 1998-04-16 & NA & N & 1998-04-16 & NA & 2005-05-17 & 2000-08-31 & 2004-12-31 &  1 & 4 & 0.45 & 2 & 319-11 &  & 2011-12-08\\\\\n",
       "\t3865 & 3085 & Financially Completed &  &   & PPTA & COO & PARD   & EMSAM  & Water and other urban infrastructure and services &    0 & 1998-10-06 & 1999-01-26 & Y & 1999-01-26 & NA & 2004-09-21 & 2000-06-30 & 2004-02-29 &  1 & 4 & 0.75 & 1 & 354-09 &  & 2009-11-27\\\\\n",
       "\t3919 & 3128 & Financially Completed &  &   & ADTA & PHI & SERD   & PHCO   & Water and other urban infrastructure and services & 1663 & 1998-12-16 & 1999-02-26 & Y & 1999-02-26 & NA & 2015-07-31 & 2001-04-30 & 2008-10-31 &  3 & 4 & 1.50 & 1 & 74-09  &  & 2009-04-15\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 25\n",
       "\n",
       "| <!--/--> | Number &lt;int&gt; | Status &lt;fct&gt; | Cluster &lt;fct&gt; | Prefix &lt;fct&gt; | Type &lt;fct&gt; | Country &lt;fct&gt; | Dept &lt;fct&gt; | Division &lt;fct&gt; | LTAA &lt;fct&gt; | Loan &lt;int&gt; | ⋯ ⋯ | FinancialCompletionDate &lt;date&gt; | OriginalCompletionDate &lt;date&gt; | RevisedCompletionDate &lt;date&gt; | JSF &lt;int&gt; | Fund &lt;fct&gt; | RevisedAmount &lt;dbl&gt; | Rating &lt;int&gt; | No &lt;fct&gt; | PCR &lt;fct&gt; | CirculationDate &lt;date&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 2754 | 5600 | Financially Completed | <!----> | R | RETA | REG | PPFD   | COCS   | Public sector management                          |    0 | ⋯ | 2004-10-29 | 2003-12-31 | 2003-12-31 | NA | 2 | 0.12 | 2 | 20-10  | <!----> | 2010-01-15 |\n",
       "| 3662 | 2930 | Financially Completed | <!----> | <!----> | PPTA | INO | SERD** | SESS** | Health                                            |    0 | ⋯ | 2004-01-31 | 1999-10-31 | 2002-06-30 |  1 | 4 | 0.90 | 0 | 45-10  | <!----> | 2010-02-16 |\n",
       "| 3722 | 5773 | Financially Completed | <!----> | R | RETA | REG | OGC    | OGC    | Finance                                           |    0 | ⋯ | 2005-08-23 | 1998-11-30 | 2003-01-30 | NA | 2 | 0.38 | 2 | 351-09 | <!----> | 2009-11-27 |\n",
       "| 3766 | 5788 | Financially Completed | <!----> | R | RETA | REG | ECRD** | ECOD   | Public sector management                          |    0 | ⋯ | 2005-05-17 | 2000-08-31 | 2004-12-31 |  1 | 4 | 0.45 | 2 | 319-11 | <!----> | 2011-12-08 |\n",
       "| 3865 | 3085 | Financially Completed | <!----> | <!----> | PPTA | COO | PARD   | EMSAM  | Water and other urban infrastructure and services |    0 | ⋯ | 2004-09-21 | 2000-06-30 | 2004-02-29 |  1 | 4 | 0.75 | 1 | 354-09 | <!----> | 2009-11-27 |\n",
       "| 3919 | 3128 | Financially Completed | <!----> | <!----> | ADTA | PHI | SERD   | PHCO   | Water and other urban infrastructure and services | 1663 | ⋯ | 2015-07-31 | 2001-04-30 | 2008-10-31 |  3 | 4 | 1.50 | 1 | 74-09  | <!----> | 2009-04-15 |\n",
       "\n"
      ],
      "text/plain": [
       "     Number Status                Cluster Prefix Type Country Dept   Division\n",
       "2754 5600   Financially Completed         R      RETA REG     PPFD   COCS    \n",
       "3662 2930   Financially Completed                PPTA INO     SERD** SESS**  \n",
       "3722 5773   Financially Completed         R      RETA REG     OGC    OGC     \n",
       "3766 5788   Financially Completed         R      RETA REG     ECRD** ECOD    \n",
       "3865 3085   Financially Completed                PPTA COO     PARD   EMSAM   \n",
       "3919 3128   Financially Completed                ADTA PHI     SERD   PHCO    \n",
       "     LTAA                                              Loan ⋯\n",
       "2754 Public sector management                             0 ⋯\n",
       "3662 Health                                               0 ⋯\n",
       "3722 Finance                                              0 ⋯\n",
       "3766 Public sector management                             0 ⋯\n",
       "3865 Water and other urban infrastructure and services    0 ⋯\n",
       "3919 Water and other urban infrastructure and services 1663 ⋯\n",
       "     FinancialCompletionDate OriginalCompletionDate RevisedCompletionDate JSF\n",
       "2754 2004-10-29              2003-12-31             2003-12-31            NA \n",
       "3662 2004-01-31              1999-10-31             2002-06-30             1 \n",
       "3722 2005-08-23              1998-11-30             2003-01-30            NA \n",
       "3766 2005-05-17              2000-08-31             2004-12-31             1 \n",
       "3865 2004-09-21              2000-06-30             2004-02-29             1 \n",
       "3919 2015-07-31              2001-04-30             2008-10-31             3 \n",
       "     Fund RevisedAmount Rating No     PCR CirculationDate\n",
       "2754 2    0.12          2      20-10      2010-01-15     \n",
       "3662 4    0.90          0      45-10      2010-02-16     \n",
       "3722 2    0.38          2      351-09     2009-11-27     \n",
       "3766 4    0.45          2      319-11     2011-12-08     \n",
       "3865 4    0.75          1      354-09     2009-11-27     \n",
       "3919 4    1.50          1      74-09      2009-04-15     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#drop projects with NANs for OriginalCompletionDate\n",
    "completion_data <- data[-which(is.na(data$OriginalCompletionDate)), ]\n",
    "head(completion_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "21.406350714961"
      ],
      "text/latex": [
       "21.406350714961"
      ],
      "text/markdown": [
       "21.406350714961"
      ],
      "text/plain": [
       "[1] 21.40635"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#calculate average project duration at approval in units of month\n",
    "average_duration <- abs(mean(as.numeric((completion_data$ApprovalDate - completion_data$OriginalCompletionDate), units=\"days\")/30.417))\n",
    "durations <- data.frame(abs(as.numeric((completion_data$ApprovalDate - completion_data$OriginalCompletionDate), units=\"days\")/30.417))\n",
    "colnames(durations) <- \"durations\"\n",
    "average_duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OwAACKh2AEAREKxAwCIhM+KpWd54a+P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\nTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot histogram of difference between the original project completion date and \n",
    "#the approval date\n",
    "p <- ggplot(durations, aes(x=durations)) + geom_histogram(color=\"darkblue\",\n",
    "                                                          fill=\"lightblue\",\n",
    "                                                          binwidth=10)\n",
    "#add a vertical dashed line signifying the mean of 21.406 months\n",
    "p + geom_vline(aes(xintercept=mean(durations)),\n",
    "               color=\"black\",\n",
    "               linetype=\"dashed\", size=1) + labs(title=\"Frequency Plot\",\n",
    "                                                 x=\"Difference (months)\",\n",
    "                                                 y = \"Projects Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(b)** *Has the length of project delay, measured as the difference between “OriginalCompletionDate” and “RevisedCompletionDate”, changed over time (consider projects circulated earlier and circulated later)? You will need to make a choice of how to deal with missing information, which you should explicitly discuss. Be sure to also discuss mean delays, median delays, and the interquartile range of delays (using the “quantile” function). Approximate suggested length: 3-5 sentences.*\n",
    "\n",
    "The length of project delay, as defined in the question, has indeed changed over time. The *Evolution of Project Delays* plot below displays the trend of the project delays to decrease over the years. A point to note is that the distribution is skewed due to a few outliers. As such, the mean is not the idea measure of central tendency. We can instead turn to the median which is not biased by outliers. The median is a much more robust measure of central tendendy when we are dealing with a skewed data set. The median is 15.024 months. Since using the mean as a measure is not suitable, we will not be using the standard deviation as well, since it is based on the mean. \n",
    "\n",
    "We can instead use the interquartile range (IQR). The IQR here is 16.96 months, which falls within the 3rd quartile. Most of the values here are between the years 2007 and 2015, which is indicative of the difference having changed over time. \n",
    "\n",
    "The analysis is provided below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QCEE8EOaKSNByv+vaMkNsJgNMiHiv1rMstuu6hNN8YvAwDCh2AHNEZhpXfp9uLk\nWJPZIAshIkyyySB9c6C8i9OsGBjsAgAID/rYAY2RV+ExK5KW6jQOi+GnnKpiF88IAQCEDcEO\naAyDLKm1FqlCVSVZ1F4MAMBZQ7ADGqOtQ0mNs1S6/YElxVXe/h1sTpsxjFUBAM5xBDugMRwW\nZVAn+9ES9/Eyd2GV92hJTYLDeFlqlET/OgBA+DB4Amik8xJtDwxvuyevutLjj7Yq5yXaHGb+\nUgIAhBPBDmi8BIcxwcG9VwBAS0EDAwAAgE4Q7AAAAHSCYAcAAKATBDsAAACdINgBAADoBMEO\nAABAJwh2AAAAOsE8ds2i3OU9WuJ2ef1Om9LRaTmthxFU1PiKqrxGgxRvNyoGnmMAAABCRbBr\nentyq776uSAzv0oxGKrdvou6RF51XqxJaTii+VV144HyjG35RoPs96t920dc0jWqQ4z5LNQM\nAAB0gGDXxIqrPGv2FBZVeZNjrUIIv1/dcrg80qJc3j26wW23Z1cu21HYxWkxG2VViCPFri93\n+yf2i3eYDc1fOAAAaPXoY9fE9h4v359fFWn5XxSTZSnBYTpQ6PL61Qa33XGsMiHCaDbKQghJ\nCKfduL/AtSe3qnkrBgAAekGwa2Iut08xnHBVjbLYmVPp8frr39DnV6s9fvOJd2wtRrmixtf0\nVQIAAD0i2DWxGLupyu1Tg5rnKj3+fh0iLKYGbqcaZMlqlN3eExr2XB6/dh/Wr6rZJTV7c6ty\nytwNN/1BL2q8/vwKd7Wngb8KAADQ0MeuifVqFzm4c9TWw2XxDkWR5Ioab265++resaGMbk1r\nZ//X5jyjwWQxGoQQhZWe1ARr9za24irPF7uKNx0qMxlkt9c/JCV6ZM+YCDre6ZrHp27IKt2X\nV73reGWPNrbkWMvQlChrQ38eAADOcQS7JqbI0tXnJ1gN6tES986cyn4dIsac5+zRxhbKtmnt\nIqo96o5jFXvzqv1+MaCT45KukVaj/PnOwl3Hq1ITbLIQflXderTcIIvfnB8rSUyGolvrMku+\n3FWcFG3u0cbm8arr9pV4fOqY0P5CAACcswh2Tc9hMVzZy+n1qzVev/10mlgkIS5IdqQl2Qor\nPRajEmMzKLKUXVKz6WBZarxN+0aXJSkp0rxmb8nFKVGxdmMznQLCq7zG99mOgpQ4m1GRhBBG\nRWofbVm9p7h/R0dipCnc1QEAWi6CXXNRZElp1I0zm8lgC9qw0u0zGk5om5NlYfMGJg0AACAA\nSURBVJClKrePYKdXpdVeg0E2Bo2kkWVhUqSyai/BDgBQDwZPtHSRFsXtVX1Bs6V4/arPr0ZZ\nCOW6ZTXKPt8Jb7oqhNcnrCb+wQIA6sP3REvXJtI0rFvMsVK3x6cKIdxe/9HimjG9YyOtBDvd\nctqUS1Kjjpe5/X5VCKGqIq/MPaBTRNsoHkMCAKgP4aClk4S4vHu0URYrdxXLklCFuKp37JCU\nqHDXhWYkSdLl3WP8qvgmq8ykSB6f2r9DxIgeTkVm7AQAoD4Eu1bAZjJceV7skK7RlW5/pFlm\nzotzgcOijEuPG5wcWebyRZjlpCizgVQHAGgIwa7ViDAbmLvunCJLUrtoc7twlwEAaEXoYwcA\nAKATBDsAAACdINgBAADoBMEOAABAJwh2AAAAOkGwAwAA0AmCHQAAgE4Q7AAAAHSCYAcAAKAT\nBDsAAACdINgBAADoBMEOAABAJ5RwFwAhhMguduWVe2RJtI8xx0aYwl0OAABolQh2YaaqYuXO\ngpU7C2wmg18VVW7f9MFtB3WOCnddAACg9SHYhdkPh8u+2l2YkmBXZCGEcHnU97/LSYwyd3Ra\nwl0aAABoZehjF2Z7cyvjIkzKL++DxSjF2JS9uZVhLQoAALRKBLswc3v9iiwFL1FkqcbrD1c9\nAACg9SLYhVmM3Vjp9gUvqXT7nDZjsx7U41Pzy93lLq+qqs16IDQ3VVXLXd78crfbxx8DAAD6\n2IXboOSo1bsLDbIUZVH8Qi2q9HZrY09r72imw6lCfJdVvD27fGd2uV+Ikb3bDusW4zBJDW+J\nlqeo0vP17oK1+4pkIXolOdI6RA5KjpIl3k0AOHcR7MIsMco8Z2TnbzKLS6u9kiSnt7cMTXXa\nzYZmOty2w2Uffn+sXYyle6Ldr4qth4orqmuu7dvGrNB228p4fOqKn/J2H6/onmg3SFJFjXfJ\n98cUSQxIjg53aQCAsCHYhV8np6XToLY1Xr8sSUZDMza3qKrYeri0bbTFZlKEEAZJJMVYtx4u\nTWsXcV5Sc7URopnsz6/ceqQsJd6mvbSZDElRlm1Hy/p2jDLINNoBwDmKdpqWwqzIzZrqhBDV\nHt+2o2UW46/NgZIQVpOhrNrbrMdFcyit9lqMJ/z7tRjl7UfLq07ssgkAOKcQ7M4hZkVOax/p\n8Z4wYMLt9VlNfAxaH6tRdntOGDDh9vl7JzlqpT0AwDmFW7HnEIMsdUuwfbYjr0OMRTHIqqoW\nlNf0SHR0TYgId2k4bV0T7D3aRmTmV0pC+PyS0SBVub1Xp7UxGkIKdtnFri2HSoorvVaT3DXB\n3r+zs56Vazz+zQdLjhRVe/0iPsI4qEu0086D7wCgJSLYnVsuTImpqPGt2plvMso+n39Al/hh\n3Z0RzTZWA83HZjLE2U3r9hR5fH5Jlrw+tWuCrWfbkDL6wcLqhV8ccNqNdpPB4/NvPlBaWOmd\nMvTkoy68Pv+ybbk/HC5x2kyyLDLzKrNLasb3S3Tam3dSHgBAIxDszi1Ggzzm/IQByVHFVV6z\nIndrH6t6PR6PJ9x14bQdL6v5aldBWodIn9/v9akWo6G02rt+X9HE/m3r31AVYv3ewgSH6Zdk\nZoiwKJ/vyL2gR7tEx0ki/k/Z5d8fLE6Os2kTqUSYlcNF1Rsyi36T3qbpzwoAcGYIdueiBIc5\nwWEWQpgVg8tLqmuVjhZV280Gq1EO9JQ1yEpBubva47Ma62uCrXR5Nx8o7Z5oDyxRZMluUnJK\nqhMdJ2nwyy93R1iMwdPjRVuV3NKaJjoPAEBTop810CqpqpDECcOoJUn6+VhFgw8T0SZDqfWc\nClVVTzVJikGWaj2hxKeqSjOP4AYANA7BDmiVEqPMlTU+j//XyFVa5bkwJdpmaqDHpNVkuLS7\ns6DcHVji8vgqPb7OpxhD0zHWWlrt9fr+dyBVqIUV7k6xtjM+AwBA0+NWLNAqdXBax6THr/yp\nINZuNMhSldtXXOW5eUjHULYd3jOurNq753iF3Wzw+EVZleemoZ0SIi3V1dV1V+6aYB9zfsJn\n23OjrUZJlspd3r4dIi/qGtPUJwQAaAIEO6C1GtEzPjHSnJlX5fL6Y+3Gvh2j4h0hzUISYzNO\nGZS081hFYaXbapS7Jtg7xdf36JHLe8Z2jrcdKaz2+PwJkeZeSREhTqoCADjLCHZAayVJ4vz2\nkee3j2zEtlaTYUByVMgHklLibYHHlwEAWiz+7AYAANAJgp1uVbi8ZdXehoZIAgAA/eBWrA7l\nlLjW7Cn4JrNICDEgOfqirs7UNjw0DAAA/aPFTm/Kqr2fbT++N7eie9uIHokRx0pcr3yZdbT4\nJKMdAQCAzhDs9ObHI6VZBVUJDrNBkmRZirYZYx3m7w+UhLsuAADQ7Ah2elNS5bGd+EQpm8lQ\nUsVzwwAA0D+Cnd5YTQaP74TnRXl8fquJNxoAAP3j+15veiRGlFR6qmp82ku3159fXtOjbX3T\nzwIAAH1gVKzetHdabxraafOB4sy8CklILo9/bN/EtA6hTkULAABaL4KdDvXtGNU1wZ5d4vL5\n/G2iLHERIT1mCgAAtHYEO31yWJQeicxdBwDAuYU+dgAAADpBix2gT6qqHsivyiuvkYRoF2Np\n77SFuyIAQLMj2AE65PP7l2/PXf1zboRZUYUor/aM7ddueK+EcNcFAGheBDtAh344VLJ2d35K\nQoRBloQQHof539uOtYuxdmfiGwDQNfrYATqUlVcZ6zBpqU4IYVTkGJspK78yvFUBAJobwQ7Q\nIY9PVSQpeIliEG6vL1z1AADODoIdoEPOCGO5yxt4qapqucsb57CEsSQAwFlAHztAhwZ3ic0u\nqs4ucUVbjX5VFFe6e7aN7NsputZq+/Mqth4qLqv2RliMA7sl9WrL3IcA0LoR7AAdio0w/aZv\n0sbMgrxytyxEj7bOi1LjbCZD8Do/Z5e9tjozLtJiMxlyy2o2H9g5bkCHi1Nqhz8AQCtCsAP0\nKTHKMr5/e79fFZKQT+xvJ4Tw+Pz/3ZefFGONtBqFELIsxzisH357MDWhZ4LDHI56AQBNgD52\ngJ7JslQ31QkhiivdO46UOazGwBKTYrCaDLkl1WexOgBAEyPYAeciRZaFUFVVDV7o86tGxXCq\nTQAALR+3YoEW6lhx9Y+HtZENht7tozvF2Ztw5zERpsEpsftzK+Ij/3fjtaza3TMpKimakbMA\n0IoR7ICWaPexsle/3BdjN1mNhhqvb+X2nJsv7Vp3WGujSUKM7N2myu3dn1tpMxm8qih3+e65\nskdk0M1ZoFX7+eefMzIyMjMzzWZzamrqdddd16lTp7Nfxpdffun3+6+44oqzf2hNdnb2mjVr\nai1MSEjo2bNn+/btw1FRSHbt2vXDDz9MnDjRbDZnZWVt3Lgx8CtJklJTU9PS0szm+joE5+fn\nr1y5sk2bNiNHjhRC/Pzzz99+++1FF13Uo0ePZq8+rAh2QIvj8fnX7clr98vIBiGMdrPy3f7C\nlAR7EwavNpGW6Rd2+uloaUmVJ8puHti9faRJVFbydAq0ej6fb/bs2a+++qqqqu3bt/d4PLm5\nuY888siCBQvuueees1zMk08+6fV6Qwl22dnZmZmZF198saIoQoiUlJS8vLzy8vIzLGDbtm3X\nX3993eWyLE+fPv3NN980mUxnsv+mqrOW5cuX33fffVdeeaXZbF6/fv1NN91UawWj0Tht2rSX\nX37Z4XDUrSQ/P/+8887Lz88fO3bsyJEjV61aNWbMGEmS/vKXv+g+2NHHDmhx8stqdh4pdVh+\n/bvLblb25JQdL3U17YHsZmVwSuyo8xOHdk9oE2Vt2p0D4TJr1qxXXnll4sSJR48ePXLkyPHj\nx3fs2NGzZ885c+asXr063NWdUkZGxrBhw0pLS5tj54899ljmL3bv3r1ixYpLL7303XffffLJ\nJ5vjcM3h5Zdf1urfuXPnBx98MGrUqHfeeefqq68+6cqrV6/Oz8/PyMj45JNPhBBLliwxm81H\njx696667zm7VYUCwA1ocSRKqUMWJo1klSZxkdCuAE2VmZr722mvXXnvtBx980K5dO21h7969\nP/nkE4PBsGDBgvCWF7r9+/c3YTNYQkJCyi+6d+8+atSopUuXms3mTz/99Az33LR11qNt27Za\n/b169Zo8efK///3vu+++e926dVp0q1VJRUWFEKJPnz6Bl0lJSW3atDkLdYYdwQ5oceId5rSO\nMWVVnsCSyhpvt0RHW0Y2AA156qmn/H7/o48+Kp34p1HHjh1vu+22qqqqmpoabcmRI0d+97vf\nXXDBBRdeeOHvfve7I0eOBFZ++eWXX3311QMHDtx66619+vSZMGHChg0bhBAvvvjiiBEj0tLS\nfv/735eUlGgr33777WvXrl2/fv2NN96Ynp4+ZcqUL7/88lTllZWVzZs377LLLktPT7/pppu2\nb9+uLX/++ecXL14shJg9e/bf//53IcTChQufeOKJwIb1VLtw4cJXX301Ly/vtttu692794UX\nXvjEE08ETvNUoqKi2rRpk5ub22BtL7300h133OH1eoM3nzNnjtbaF1yn1+t98803r7jiil69\neg0fPvzll18O3upU+9ds2LBh+vTp6enpEydODCVuSpL0pz/9KSIi4umnnw5cB62S11577Z//\n/KcQYu7cuTNnzpw5c+Z3332Xl5c3c+bMVatWNVjMwoULX3vttby8vDvuuOOyyy4LZf36r39W\nVtbtt98+YMCAiy66aO7cuYFPToPXpHEIdkCLoxjkS3skHCuuyimuLql0Hy9xHSmsuqBrXISF\nkQ1AA/773/+ed955vXv3rvurV155Zf369VqP+x9++CE9PX3RokVdu3bt2rXrokWL0tPTt2zZ\noq25atWqN998c8SIEYqijBo16uuvvx4zZsz48eP//ve/X3jhhcnJyX/961/vvfdebeW33377\n5ZdfHjVqVF5eXt++fdevXz9q1Ki33nqrbgHZ2dl9+/ZduHBhYmLigAEDli9fPnjwYC1quN1u\nj8cjhHC5XNoPK1euXLZsmbZh/dWuXLkyIyNjyJAhubm5EydONJlM8+fPnzt3bv0XKjc399ix\nY/3792+wNlmWX3/99eARGFu2bFm4cKEWnYPrvOuuu2bOnFlcXDx06NDCwsJ77rknUEY9+xdC\nLFq0aNiwYV988UV6enpNTc2ECRMWLVpUf/1CCKfTOWzYsO3bt2szNwUqcbvdWqB0u90ul8vl\ncvl8Pr/f73K5tOX1F7Ny5crly5ePHz/+/ffft1gsoaxfz/XfuHFjv379Pv300z59+nTo0OH5\n558fPny42+1ucLeNxuAJoCVKTXTMH3/+9sPFJVUeh1XplRTVIdYW7qKAls7n8x08eHD06NEN\nrqnFss2bN3ft2lUIkZmZOWjQoPvuu+/rr7/WVti2bdsnn3wyduxYIUS/fv2mTJmyd+/eLVu2\naN/0gwYNCg46H3300RtvvHHrrbcKIQoLC4cNG/bggw9Onjw50K9fM3/+/JycnE2bNp1//vlC\niPz8/AsvvHDmzJmZmZnz5s2z2+1btmx57bXXYmNjT7faNWvWPP7443/84x+FEA8//HC/fv0+\n+eSTP//5z4E97Nq166uvvtJ+9nq9R44ceemll2JjY5977rkGa5s8efLs2bMzMjJGjBihrbxo\n0SKDwfDb3/42uMiqqqq33nprxowZgVB76aWXvvPOO9oh6tm/2+2eM2dOp06d1q9f37ZtWyHE\n0qVLr7322gbfRCFEp06dXC7XsWPHArfdhRD33HOP3W7/9ttvX3jhhZSUFCHE1KlTv//++3ff\nfbfBkzUajUKIzz777IYbbvjyyy+tVmso69dz/WfNmhUTE7Np06aEhAQhxOLFi6dOnbpkyZLp\n06c3uNvGocUOaKESIs0jeidOHNRh1PltSXVAKAoKCjweT3x8fP2rZWdnr1279rbbbtNykhCi\na9euM2fOXLNmzbFjx7QlCQkJWqoTQvTt21cIcdNNN2mpTgjRp0+f4I5lPXv21FKdECI2NvaR\nRx4pLCz8/PPPgw/qdrv/7//+b8aMGdq3uBAiPj7+gQceOHz4cKDtrdHVWq3W+++/X/tZluVB\ngwbV6vem3UTWXHnllTNnzty1a9c//vGP7t27N1hbQkLCiBEjPv74Y5/PJ4RQVVUbuxCcpYQQ\nWnvYkSNHtBZHIcTy5ct37drV4P5Xr16dm5s7b948LdUJIcaPHz906NB6rklAdHS0EKKwsDCU\nlTWhvBEmk+nFF1/UUl0o65/q+m/fvn3z5s2zZs3SUp0QYtKkSbfccovBYGj056FBtNgBAHQi\nPj7ebDZnZ2fXv1pmZqYQInAXUtOvXz8hRFZWVlJSkhAi8E0shDAYDCddEjB48OC6L7OysoIX\nZmVl+Xy+bdu2zZw5M7BQS2YHDx684IILzqTaLl26BE/qVqs8IcS99957zTXXaD+rqnrkyJGn\nn3563Lhx3333XXp6eoO1TZs2beXKlevXrx82bNi6deuOHj26cOHCWodwOp1TpkxZvHhx+/bt\nJ06ceOmll44aNUprfax//9oPta7AoEGD1q9ff6prEqC916c1Q2Eob0THjh2joqJCX/9U13/f\nvn3ilzcr8Ks333xTCLF79+7GfR4aRIsdgBOoqurx+cNdBdAYsix36dJlz549J/3t66+/3rlz\n59WrV2utKXb7CU9z0W6bBndsD11kZGTdl8XFxcELA3t2BXE6nddff32gpeqkQqlWa1uqR7du\n3S79xbBhw2644Yb33nvP7XZnZGSEUtv48eMtFou28qJFi+Li4n7zm9/UPcr777//r3/9a9Cg\nQe+88851112XkJDwyCOPNLh/l8slhIiIiKh7DRu0Z8+e2NjYQAgLRShvRPDRQ1n/VNe/qKjo\nVOfS6M9Dg2ixA/A/Lo/v659z9x0v9/j8ERalX7Kzd/uoWkMLgRZu5MiRL7300ueff163p93S\npUsPHz7ct2/fQLtI8G8PHDgghOjSpUsjDnro0KHgl1obW61daS/Hjh0buGcXos6dOzdttRpt\nfElOTk4otTkcjt/85jcfffTRCy+8kJGRceONN550WmNJkqZNmzZt2jSv1/vf//734Ycffuyx\nx0aMGKHd8D3V/rUaMjMzO3bsGFhYq73zpLZu3bpx48bp06eHcr4Bp/tGNPqNE7+8d4cPHw5M\nvCKEWLt2rdVqPZPd1o8WOwBCCKEK8dkPRz7bll1S5Xb7/EeLqt9Ys3/boeKGtwRakv/3//6f\n3W7/wx/+UOuG7Jo1a1atWjV8+PCYmJiUlJTY2FhtRgyNqqr/+Mc/4uLitL72p2vlypVaOtG8\n9tpros792YSEhC5dunzwwQd+/68t4nPnzm3fvn1ZWVlwJbV23uTVarTnW+Tn54dY27Rp044f\nP651H7z55pvr7vDLL7+MiYnRJm1RFGXYsGHz588XQmRnZ9e//8GDBxsMBu2iaYqKij7++OP6\n6z906NCMGTMMBoPWKBi6EN+IRq8fLD093WKxBAZtCCEKCwtHjhy5ZMmSM9lt/WixAyCEEAdy\nyz7feqRLgl2RJSGEySYrsrQ5q6h3h2ijgb8A0WokJCQ899xzv/vd7/r163fvvfcOHDhQluX1\n69c/88wzNptNSw8Wi+WPf/zjnDlzJk2adM8996iqunDhwi1btrz44ov1P370VDwez4gRI556\n6qn4+PjFixe/+eab48aNC26k0Tz11FNTpkwZP378nDlzFEX57LPPnn322TvvvFO7Vad1zPrw\nww8vu+yynj17BrZq8mo1siy3a9cuMB9e/bUJIUaPHh0dHf38888PHDgw0N8/WHp6usfjmTdv\nXmRkZMeOHXfs2PHSSy9ZrdaLL764/v1HRkb+9re/ffvtt2+55ZabbrqptLR0/vz5Vqu11viP\nDz/88KeffhJC1NTU/Pzzz2vWrCktLV2wYEFqaurpnnuDJ3uG6wfEx8fPnj37mWeeueuuu264\n4Qa32/3HP/5RluUbb7zxTHZbP4IdACGEKCirtpkNWqrT2C2GHw8Vl1V7YiMa/+UBnH133nln\nYmLiAw888NBDDwUWDh069JVXXgk0cc2aNcvtds+fP1/rN2Y2m59//vm77767cUe866678vPz\nx40bp72cNGnSSeexu+6666qqqmbNmvXvf/9bCGE0Gu+8886//OUv2m9HjhyZkpLy+9//fsqU\nKbVmcWvaagPS0tI+//zzZcuWjR07tv7atINOmDBBm9DkpHuLj49/991377zzzquuukpb0rlz\n54yMjA4dOjR47q+++qokSW+//fbbb78thBgzZsz8+fMnTJgQvP8PP/xQ+0GSpJSUlNGjR998\n882hPIS3rgZP9gzXD/b4448LIZ577rlXX31VCJGYmLho0SItGZ/Jbush1W31bXUKCgrCXcL/\nWCyWiIiIiooKrStoy+dwOAKTYbZ80dHRiqK0nLe7fpIkRUdH1+o93WIZjcYDRZ6F/9nWOe7X\neVW8Pv+enPJnp/aNsLS4vwBtNps23Wi4CwlJZGSkyWQqKioKvufSkjmdTq3Td7OKi4tr7kP8\n/PPPBw8edDgcqampiYmJdVfQ2n4kSerVq9dJO42Fwmg03nfffU8//XRhYeGePXt69OjhdDrr\nWd/r9e7Zs6e8vLxHjx7abB3B8vPzo6OjTzqNWZNUW7/6awtFTU3Nvn37CgoKkpKSUlJSao3P\nrX//ZWVlO3fuTElJCR6A3HxO92TP5OJUVVX99NNPVqu1e/futd67M7/mtRDsmlLLCXZl1e6c\n4mqfKhKjLM5TN7cQ7JpPqwt2ssn62oodx4oqom3/+0bJLq7qn+ycMKhj/duGBcGuWekm2J0d\ngWAX7kIAIbgVq0vbDhVtyizYk10qycLl8U0anHxpzzaMbUT9HFbTFent/rP5QObxckWRqz2+\n/snOK9KSwl0XAOA0EOz0Jruo6s2v9naMj0hJdAghary+pZsPx0aYz+8YE+7S0NJ1axs19aLk\nrLyKKrcvxm5KTXQEd7kDALR8BDu92XWsNDrCbDf/7501K4a4SPPOoyUEO4Qi0mrs04mPCnAa\nWktvFpwjGh/s1q9fn52dPWTIkPbt2zdhQY0QE9NSvoe02502m63BScCbjyoX2Czm4DHwEX7Z\nLysnvUqyLBuNxtbSz1KWZdGS3u4GybLcWqrVProWi6WZemQ3OVmWVVUN4z+006J9dE9rcvzw\nakUfXQC1hBrsPB7P3Llz33nnnd27d8fGxs6fP/+JJ54QQlit1oyMjDFjxjRnkQ1oOf3TtcET\nVVVVYezTbRTe8srqKMuvE4+VVbo6Os0nvUqtcfBEy3m769fqBk9ERUW5XK7Kyspw1xKS1jh4\norS0tBUNnjgLH13dDJ4AWpRQ5x3929/+9sILL5x33nkWi6WkpOTZZ5+95JJLVq1alZaWdvfd\nd/t8vmatEqHrk+xMTogoKHf5/UJV1ZIqd35ZzcAu/AcUAAD9CzXYLV26ND09fc2aNXa7feXK\nlW63+7HHHhs5cuTdd9+dlZUVyjPdcHZE20xX9e2Q0iZyd07pz9mliVHWu67o0THO3vCWAACg\nlQv1Vuzx48cvueQS7ed169bZ7XbtISFpaWlCiGPHjjXimR5oJu2dtulDuozt38HrV6OsRpmB\njQAAnBtCDXbt27ffunWrEMLtdmdkZAwfPlx7fvChQ4eEEPHx8c1XIhpBEsJhPcnE5QAAQMdC\nDXaTJk26/fbbb7nlliNHjuTl5U2bNk0IsXjx4nnz5iUmJgaevgcAwLnpgw8+uOaaa4IHa+fn\n53/77beVlZUDBw4MfFEWFhYePXo0eMP09PSzWih0LdRgN2PGjC1btrz99tter3fKlCnXXXed\nEOLOO+/0eDzvvfde8OQaQAvn96sFFTWVLk+swxJJuyagF7sK/c9vbvox/qM7GyZ2b/i7cv/+\n/dOmTTt27Fgg2C1fvnzq1KkJCQkOh2PHjh3z5s179NFHhRB/+9vf5s+fH9hQUZTWMjUBWoVQ\ng52iKK+//vpf/vIXl8sVeLzxkiVL0tPTuQ+LViSvtPqLHdnf7MkzGCSvTx07sOPl5yUphlBH\nEQFosbx+UeFu+lk5axqa9eHHH3/8+OOP//GPfwRPZ+Pz+WbOnHnjjTe+/PLLQohly5aNHz9+\n9OjRF1xwQWZm5k033fTMM880eamAON0Jim02m81mC7wcMWJEU9cDNKMaj2/5tqOZx8t6tIuS\nJMnt9a/YdtSsGIb1ahvu0gC0VkePHs3Lyxs4cOCRI0cCC/fv33/s2LF77rlHezl27NikpKRv\nvvlGC3YTJ05s06ZNmOqFzoUa7GpqaubNm/fpp5+Wl5fX/W1OTk6TVgU0i6y88m2HCru2idRe\nmhS5XYz95+ySi7u3MdJoB6BRrrrqqquuumrLli0ff/xxYGFSUtL3338f6Fd39OjRY8eOaQ9q\nyszM3Llz57BhwyorKy+++OKHH344cB8MOHOhBrtnnnnmz3/+c+/evYcMGWIwGJq1JqCZlFd7\nTCcGOLNR3nG4qKrGG2VrHY/SAnAqRlm9vNMJ/8CzSvxZJaf3tI8oszSw7QnfcXGNenBdRERE\n//79tZ/37dt3zTXX9O3bd/z48eXl5bm5uZs3b9bm9n/hhRe++OKLrVu3tpan+aHlCzXYLV++\nfMiQIWvWrCHVhZ3X588prqqs8Tod5oTI1vGszBbCYTW6fSf8V97l8Z/f0VlS5d5zrFQIkeS0\ntXcymfNJ5JVWHymsdHv9idHW5PgI7dmyQIviU0VW8Qkd4opdqjjNZ2HXeGvvJN7a+E97dXX1\no48+unDhwvHjx7/66qtGo9Hr9X755ZeDBw+OiIgQQlx55ZVdu3ZdunSpNiQROHOhBjtVVUeM\nGEGqC7vjJdWrfsz+LjPfqEg1Hv+VfdqPSm9nNvK+hKRLgqNPp9jM42VtoiySJHm8/mNFFV3a\nRC5Y9mOExSiEqHB5xg/sPOL8tgSXYN/uy/u/tfvsZqNBkirc3uHntb1mlA6OvgAAIABJREFU\nQEdGnKCl8fnF/qIzfb5ltVvdX3TCkt5xjfwP7MGDB0eNGhUREfH1119feOGF2kKr1Xr55ZcH\n1unYsWOXLl327dvX2HqB2kINdoMHD96xY0ezloIG1Xj9K7Yd3Z9b1qNdlBDC6/Ov/TnHYjRc\nkd4u3KW1DmajYUyf9r+MipW9Pv/ALvE/HCjolhilxRSvz//p94faRlt7d4wJd7EtxeGCinfX\nZXZu47AaFSGEz+9fv/t4QpR1SA+6fqOlUVX19G68hrbXxuzT7/dfddVVAwYMePvtt4NnBFu7\ndu1bb731xhtvaAt9Pl9BQUFycnJTFQuEGuz+9Kc/DR06dMGCBXPmzKErQLhk5ZZtO1jQNTFK\ne6kY5CSnfV9O6SU9Ey0mGu1CkhBlnXpRysi09to8dl9uz46LtAQanxSDHBtp2ZtTSrAL2JdT\nFmUzaalOCGGQ5YRIy76cUoIdWqLTvPHafFavXv3zzz8/9NBDa9asCSzs2bNn9+7dMzIyYmNj\n58+fb7fb58+fbzAYxowZE75KoTf1BbvPP//84YcfDrysrq5+6KGHHnvssc6dOwfPrC2E2Lx5\nc3MViCDVNT6jckKAMynST0dLqtxegl3oZFlKiLSISIsQwu31G06866rIUq1+eOc4t89fa8iw\nQZbdXi4RWh61WVrs1EaFxZ07dwohbrzxxuCFr7zyyu9///v333//tttu0+a369Kly7JlyxgV\niyZUX7Azm81xcXGBl3FxcT169Gj+knBKEValxuNXVTXQA6zG7T+/Y4zWP6wJudy+cyQpOh3m\nioPeaPuvjdDl1R5nBE9S+VVshLnC5YmPtASWVLg8nRMcZ7JPVVVrvH4LfUPR5JqlxS6kffbv\n3z84As6aNWvWrFknXXPcuHGjR4/Oysqy2WydOnVqmhqBX9QX7IYPHz58+PCzVgoa1DnBcUFq\n/PZDRW1jbAZZqvH4jhZVXjs42aQ0TTd2r8//XWbejsPF2w4W9kmOTevkHJgSr+8+8oNS4rNy\ny7ILq2LsZiFEcWVNckLE4K48TOVXaZ2cPx8t2Z1dGucwy7JUXu0pKK+5qHsj78N6fP6Ne3N3\nHS3ZdrCwf5e4vp3j+nWOY6QKmkrjWtca2mnT79JsNvfs2bPp9wsIEep39t///vdXX3217vJd\nu3ZNnTqV59ydHUaDPKZfhwEpcbuzS3Zll2QeLxs7sNNF3RKaav9rf875cOOB4sqabklRxZXu\nD77JWr/7eFPtvGWKtpvGDUxOT3ZaTAaLyZCe7Bw/KJk57YJZjIZxgzoN6dHGZlFMipzaNvLB\nsWntnLaGtzyZVT8e/WTTwZIqd7ekqLwy1ztr93y7L7dpC8Y5TBWqv+n/1xzJDmg2DQye8Hq9\npaWlQoj169e7XK4pU6YE/1ZV1a+//nrx4sUvv/xy8E1bNJ9om2nC4OSRae0qa7wxdpPVdHoP\nhatHSZX7o28PdG0baVIMQgijQe4YG/HhN1l9k+OC71TqT2K0deIFnb0+vxBC382TjRZtM13d\nv4Pfr/pU9Uwe0XG8pHr51iOpiZHadTZaZUWO2HqgsE9ybBN+knHOUtVmabFrllZAoNk08B/T\nDRs2DBs2LPAyIyOj7jopKSmkurNJkqQom6nJW5UKy11GRTYFDc4wGWWj0VBY4dJ3sNMQ6Rok\ny5IszuimaWG5y2KUgy+1zazsPFpcXFlDsEPTaI7pTmixQ6vSwH9Mu3btunDhQiHE4sWLPR7P\nDTfcUGsFg8EwcuTI5qoOZ5FZkX1+vypUKejL2+/3W4x846JpmBTZ6zvhO1JV+YyhCbWgUbFA\nuDTw39N27dpp43o8Ho/b7T7VGB/oQGK0bVBqm8yc0oRIi5Akoap55TWDUhISo0/7qWUV1Z4f\nDhTklVabjXKXNpG9OjjpHA8hRIe4iPM7ObMLq2IdZiGEKtSckupLz0uKOQeahHE2NM+tWFrs\n0LqE+ofyfffd16x1IOwUg3xFWju317fzcLHZaKjx+np3cF6R3t4gn14qK6l0f7Ahc39umcNi\n9PrVL348Orpfx9F9OzZT2WhFLEbDyPPbr9h2ZM+xEpNicHl8fZJjr0hrzwPc0ETUZrkVS4sd\nWpVQg11NTc1DDz20bNmy8vLyur/Nz89v0qoQHonRthsu6bYvp7Ssyh1pM6W2jTKf/kQqa3Zm\nHyoo7xgXob2MsZs/23KoW9volMTIpq4XrU+n+IgbLkndn1tWXu2JiTB3TYw8k9EYQC3NM3ii\nyXcJNKNQg92CBQsWLlzYp0+f/8/efcfHVZ0J4z+3Tu8azahLoy5bVnEvuMoVY2wwOGTBMSmE\n3UCA/CC/wMbZhYTEmxdCNixtE8q7GwhOTHHigrFxxVWy5SbZlkbF6nU0vd32/jG2LAlbGklT\nVJ7vxx8+nuu5Z54ZDZpnzj3neUpKSggCyopOWCISn5o08m5agoBaLO6+BX5JAlNK6CaLCxI7\nECAVkfnJUGcfhAdcigWTXrCJ3e7duxctWnTw4EEch6/XYDCCIAz8NYghgYcOVACA8BLC01IM\npuzA+BJsluZ0OpcsWQJZHRgchiGjRtrj8vce4Xje4WESdPIoRgUAmCwEIfR/ABhXgp2xmzdv\n3vnz58MaCpgYlkxN6LJ76zrscjHN8YLF6VlRkJgB12EBAGEHmycACDqx+9WvfrVgwYKXX375\n2WefFYmgRTq4I61c9NCCjDPmji67V0wTqbHKacla2PYIAIiAsGyegDV2YFwJNrHbsWNHYmLi\nz3/+85dfftlkMkkk/WqblZaWhiE2MF4ppXTJtMRoRwEAmGQEhPgwJGGQ14FxJdjEjmEYsVi8\natWqsEYDAAAAjBRsngAg6MTu6aeffvrpp8MaCgAAADAqUO4ETHrDbtHY0tJSW1trtVpNJlN6\nejqstwMAADAWCAKKbq/Y7du3r1u3ru9SJYfDceLECYZh5s+fr9FohjwOwOgNI7E7e/bss88+\ne/jw4d4jMTExW7duffLJJ2FpPAAAgGgLU3WSoMasqan59re/3dLS0pvYVVVVlZSUIIRIknQ6\nnfv27SsqKhrkOAAhEWxi19DQUFJSgmHYT3/60+LiYoVCUVtb+8EHHzz11FMcxz3zzDNhjRIA\nAAAYUjh2xQ6Z1124cOHTTz99//33+f6V2J944onCwsKdO3diGPbII488/vjjp0+fHuQ4ACER\nbGL3m9/8BiFUWlqanp7ee/BHP/rRfffd98ILLzzxxBMURYUlQAAAACAYQnjq2A2V2TU1NXV0\ndMycObOxsbH3YEtLy4EDBw4dOhS4ovXcc88VFBRUVVXJ5fLbHs/KygpD5GAyCjaxKy8vv+ee\ne/pmdQghDMOeeuqpzz//vLKysqCgIAzhAQAAAEEhcKwwsV+Tmzabr9Xuv9P9b0tGE1kGad8j\nCtEQ7dHvvvvuu+++++zZs59++mnvQbPZLAhCcXFx4Oa0adMoiqqurlYoFLc9DokdCJVgE7s7\nzW/D6jowBgkItVhcdrdPLqYTtDIch3cpABMfhiE53a/vJUVgw111R3xjEGJEH3NtbW0kSSoU\nit4jOp2ura3N5XLd9vgIHgKA2wo2sSsuLt6+fXtNTU3fSTtBEF5//XWRSJSbmxue8AAYNqeX\n2V1Wf6iiRUTifpafnxO3ujhZpxBHOy4AQHixHH+02jLKQWwe/4BBjEp6BOOQJCkIgiAIvdMf\nLMtiGHan46MMG4BewSZ2zz///Pbt22fOnPnDH/6wuLhYJpPV19d/8MEHpaWlr7zyCk2P5H0P\nQDh8Ud5wxtyRk6DGMUwQhMsN3Qihby3IIAl8yHMBAOOXIISnpdiIxjQajRzH2Ww2tVqNEOJ5\n3mq1xsfHK5XK2x4PcdBgEgs2sUtOTj5w4MAzzzyzbdu23oMxMTGvvfbaU089FZ7YABi2bof3\nywuNuQkaHMMQQhiGxWmkJ6613pUXl6JXDHk6AGB8i8bmidvKycmhafrkyZOrV69GCJWWlvI8\nP2XKFJlMdtvjIQ4ZTGLDqGNXXFx85MiRpqammpoah8ORlpaWkZEBBYrBmOLyMQSGEX0W1WEY\nRhGE28dGMSoAQEQI4Sl3MpIxtVrthg0bfv3rXy9ZsgTH8ZdeemnlypVJSUkIoTsdByAkht15\nIjExMTER+ruDMUolFXE8z7A8Rd648Mrzgo/hVNLJu1qg3eput7opAk+KUcglUJYITGhjqa/r\nm2++ee+998bExCCEcnNzd+3aNfhxAEJisMRu+/bt3//+94MZxeFwhCgeAEZFJaXvm5O+t7wh\nSSejSYLh+BaLa3lBolEjHfrkCYfnhS/Kr+88UyOlSU4QchK0d+XF56fERDsuAMIjqi3Fpk+f\nPuCeWq322LFjra2tHMf1nRC503EAQmKwxI5lWafTiWHY3LlzYWknGC+WTE1ACH16uhbHMJ4X\n1s5IXZqfgE/KTWdnqtv2nK3PitME5i97XL5jlS2xKqlBPRnTXDAJRLOl2J3ExcUN6zgAozRY\nYldQULBmzZoDBw6cOnVqwYIFDz744P333280GiMWHAAjIKKIVUXJC/PirW6fUkLLxZP34mNl\no8WolvZelVaIqfoOe2WjBRI7MFFFccYOgDFisAIQU6dO3b17d3t7+7vvviuXy3/yk58kJCQs\nXrz4zTffbG9vj1iIAIyAVETGa2STOatDCHn8XG9WF0ATuMfPRCseAMJMCJQ8CfEfAMaVoSt7\nqdXqLVu2BDK89957Ty6XP/PMM/Hx8UuWLHnrrbcgwwNgzFLL6AHbgd1+Vi2DWs1gYhIEJPBC\nyP9AbgfGl2GUbFWr1d/5znd27doVyPBkMtnTTz+dkJCwbNmy8MUHABix2Vlx7Ta3zeUTBIHj\n+NYed26SdlqqLtpxARAuoU/rBB4uxYLxZSS1+AMZ3n//93+/8MILBEEcPHgw5GEBAEYvI071\nxJoCg1pa0Wi50twzLVW3bpZJLp68lV/ABBeO67CCMLq9EwBE2rDr2HV0dHzyySfbt28/duwY\njuNLlizZtGlTOCIDAIze1GRdXpL2QbefJDBI6cCEF47NEwiFY0wAwiXYxM5isXz22Wfbt28/\nePCgIAiLFi1644037r//fr1eH9b4AACjhGOYWgYdYsDkEJbOE6EfEoDwGSKxs9vtO3fu3L59\n+5dffsmy7Pz583//+99v3LgRip4AAAAYY8LSUgyuxYLxZbDEbu/evRs2bPD7/bNnz/7tb3/7\nwAMPJCQkRCwyAAAAYBgEhMJxKRY2T4BxZbDEzmKx+Hw+hFBZWVlZWdlzzz13p3syDFTGAgAA\nEE0CFBMGYPDEzmQybdmyJVKRAAAAAKMRnppzkCyCcWWwxG7u3Llz586NWCgAgLGM4fiy6vbr\nnXaW4w1q2ewsg1IKezLAGBOWXbGQ2IHxZNjlTgAAkxDH85+cMB+/0qxTiHEcK6/trGmzfnth\njlIKJVTAmCGEZ/ME5HVgXIHEDoCJhhcEJCAcx0I45oX6rmMVTRnxmsCoKqnI3Go7crnxnlnp\nIXwUAEYLZuzApAeJHQATR6fN/XVlS7PFKQiCQSVdmJ9kVEtDMnJLt1MtE/fNFbVyUYvFFZLB\nAQiVsGyeGHRMm81WX18/4KBWq01KSuru7m5qaup7vKCgIOTRATAAJHYATBAOj//Tk+aaVqtO\nIRYQKu/u7LJ7vrUwR6sQj35wHMcGVPPiBYRhoZwUBGDUwrN5YtAZuwMHDmzcuHHAwS1btrz/\n/vtvvfXW1q1bew+SJAkVJEAEQGIHwARRWt12rcmSEqsM3JTQZF2H/cTVlrUzTaMfPDlGYXX5\nYpRiAscRQkgQuh2emZmG0Y8MQKgIQlhaig0+C7h27dq2trbemx0dHcuWLfuXf/kXhJDZbN6y\nZcu2bdtCHhIAg4DEDoAJosvuUUj6bWVQSuhuuyckg09JiVlemPxleYNOIcIwzOb2FabFLpwC\nFcvBGBPxlmIikchguPUN5wc/+MFPf/rTmTNnIoTMZvPGjRv7/isAERBsYufz+X72s5/t3LnT\n4XB88187OztDGhUAYNhEJMnx/T6CWI4XUaH58oYhdO/s9Iw4zfUOG8PxRo2s2BQrooiQDA5A\nSBA4yo5X9T3Safd0O7zDGkRCkyl6Rd8jMnGw/xN9/PHHDQ0NP/nJTwI3zWZzRUXF4sWLXS7X\n/Pnzf/GLX2i12mEFA8AIBPt+/Y//+I/f//73hYWFJSUlBAG/zUOJYflzNe1tPS6CwJL1yqkp\nMfjYWLpkd/uqW6xOr18jF+cm6igSD+HgTV2OysZup5dRS+midINGHoJ1YJNcZrx679k6tVxE\nEThCiOX5LrsnM14dqvFxDMtP0eWn6EI1IAChReL4jIx+02MX6zuHO2ktF5MDBlEHV9PH7/e/\n8MIL77zzDo7jCCGHw9He3l5aWvrkk09yHPfqq6/u37+/vLycpqFCEAivYBO73bt3L1q06ODB\ng4G3LAgVL8P95ciV8tp2pUQkCPye0tqSotT1czKintuZW637ztVVN/dQFO7xMYUmw31zs0Ky\nDB8hdK6m/e295zVyMU0SHh9b2Wi5Z1Z67+IwMDK5SdoN8zI/OVGllNAIw5we/+ri1KL02GjH\nBUCE+Bjufw9VjnKQDqt7wCAPL84N5sR3333XYDAsX748cJMkyQMHDsyePVsulyOEVq1alZGR\n8dlnn23atGmUEQIwuGATO6fTuWbNGsjqQu5YRePFuo50gxphCCEUo5QeKK/PMKqnpemjGJXb\nx3xZXtdp86QZVQghJKDqZssX5+oeWpgz+o2Qdrf/xJWWNINaKrrx9uuwuvafr/9uSX5oS69N\nNhiGrSxKyU3UNHU5eUFI0MnTDKqhTwNg4hDCsXkiyHV7b7zxxjPPPNN7UyKRLFu2rPdmcnKy\nyWSqrq4OfXgA9BdsojZv3rzz58+HNZTJqbHToVVI0M18BscxjUJ0vdMW1aBQfbu9sqFLI7/Z\nMApDRo380MUGq8s3+sGbuh3Xmi29WR1CSKsQn6lq7bS7Rz84SNYr5+XGL8hLgKwOTEaCEPo/\nQRQo/vrrr81mc9/ZuCNHjmzevNnnu/E7k+O4rq6u1NTUMD1vAHoFm9j96le/unz58ssvv9z7\nNgUhISA0cJZKwPhw1E4fDobjSLzfSkocQxhCfpYb/eA8Lwyc9btxG6brAACjEI6sThCCaTyx\nc+fOWbNmBa66BmRnZ+/YseNnP/uZxWLx+XzPP/88QRBr1qwJ49MHACEU/KXYHTt2JCYm/vzn\nP3/55ZdNJpNEIun7r6WlpWGIbVKI08iuNHbLb1apEJBgc3sTYuSDnxVuMUqpm2FYjieJG6m/\n08dMS4vVyiWDnxiMOK3M62e9DCe+uafS7vIVmQy6EC3gizwfw9W321w+RisXJ8cqo74+EoDJ\nSUDhqWOHhh7ziy++WLduXd8jRqPxo48+euyxx15//XWEkMlk2rlzJ+yKBREQbGLHMIxYLF61\nalVYo5mE7spLbOi0V7X0qKU0L2AWp2debmJhWpQXvMdrZffMTP+y/LpBI6UJwuNnWy2uVStN\nIdkYq1NINi+d+ufDFXqlhKZIt4/ptnseXJDdm0SOL01djj1lNRdqOmiS8DDswqlJ98zOGFBP\nDgAQIRGvYxdw6dKlbx5cv3796tWra2trpVJpSkpK6AMD4HaCTeyefvrpp59+OqyhTE4KKf1P\ni/JOVbW09bhJAkuOSZmVFRf1FAfDsFXFJrVMXNHQ5WO4GJVk/ZyMaakhSzfn58brFOLKhm6H\nx69RiItNsUn6cbkl1utn95bVNnTYsxI0CMN4XiirbhPT5H3zsqIdGgCTkBCOXrFBXYu9A5FI\nlJsb1KZaAEIFOk9En0JKLy9MjXYUA1EkfteUxLumJDIsH9oKdgghDMNyk3S5SeO+Ilp9u+18\nbXtWvCawTBDHsQSdfG9pTUlhiko2Xq8sAzBeCVGbsQNg7BgisVMoFAghh8Pxq1/9aufOnXe6\nG6yxm8BCntVNJB4/SxE46rOojiRwDMM8flYli2JcAExa4cjCILMD48kQiV1s7I2rb3K5PCYm\nJvzxgAmI43i7xy8VUROvA5VGLvb6WZ4XeivwuX1sfqpeJRUNfiJCSBCQw+PHMAQL8gAIkfDU\nsYPEDowrQyR2NTU1gb/AGrtxxO72Hb/SfL3dxguCUSOfn5tg0ERn+ogXhDPXWsvMbeU17fmp\n+lSDaum0ZGUQSU84MBx/+lpLVXOP0+vXKSQzM41ZCaPdoZYcq1xamHKysiVOJ6NJwu1jm7sd\n31qUJ6aH+D+ruqXnyOXGk1eaEUILpyYuK0xN1CkGPyVMGIb5+YfHL1/vZDmBwLGkGOX/+e5d\nSqk0KsEAMEphWWMHeR0YV+Aq20TjY7gdx6u+LK/vdnisLv+pa607TlRZhtkGO1TKqts++OqS\n1emdmhLjZ/mjlxr+caaG5aJQpk8QhD2lNX85cqWxy+HyMlcbu//Pp2cqG7pHOSyOYXfPzFhW\nlCKiyIrrXUqZ6KFFefNy4gc/q6nL8dsdpxs77XnJMXlJuqvNlp0nq3uc0fkZPfOnw+XmDoYV\nEI9YTqhrt37/9QNRiQSAEBD4MPyBzA6MJ7B5YqIprW4tr21LN2gC5X6lIrK+3XasovHeOZkR\njoTl+NLqtkSdIlCljyaxJL3yWEVTcboh8tsmrnfYd5fVZMVrAzuOJTRJkPiRyw3ZCRpidHuQ\nZWJq7awMhuUdHp9KKgpmtNNVrTqVVCMP7K7ADCpZTZvtrLmtJOJ7aFq73NUtVhQoEY0hDCEk\nYFan98+HLz28OD/CwQAwSoIQll2xcCkWjC8wYzfRdNk9Som4bxMHpZRut0ahW5fbx54zt0nF\nVO8RDMMkItIWir5kw9Vl90hpqm8dGZWELqtus3v8IRmfInGtQhJkjmh1emX9r9XKRGRUZuy+\nuFgnCAKG9/ncwhAShPM1XZEPBoAQiFLnCQDGDpixm2hIHOf7Lx/meYGKRmE8EUVMS9N7/ayI\nuvU2Y1l+yPVn4UASGDfwZQkcj8IrIxFRTP/r0QzHSUTUne4fPgpRYDtLv1YZAob6/sgAGD/C\nsnkCMjswvsCM3Xjl8Pgv1HWcvNJ0ramb52/93kmPU3U7vL15A88LnXZP5qh3CYyAiCLS4zTN\nFldveN0OT16yLiNOHflgUg3q7ASdw3tzfk4Q2q3OksLUqOxIzUvStdtcvpuNd90+1uLwTkmO\nwq7ze2flUATW9+KVwCMSxx5alD2yAQVBqGuznrraXFbd2mWPwjwxmNSEsLWLBWD8CPZ7+R//\n+EeZTLZ+/XopbJcbA6qaLfvL6641dRM45vWzc3IS7p+fE1jKlpOou29u1qcnr6kkIgzHHG7/\nwqmJc7LjohJnSWGq0+M/dLFBRJMsy01Li11VnCaPRi6llokWTk36wz/OKsUURRIuLzMtLXZl\ncWrkI0EIFaTpH5if/fHRq1IRJQh8VqLueysK0gyqyEdCUeihJfl/PnSR4wVMQAKGcAyfnRM/\nNWUkXUY4nt95qvqLMrNcQnOc4PIx319ZOCcnIeRhA3AnsMYOgGATu3Pnzr399tsKheKBBx7Y\nvHnzwoULMeh0HiV2l2//udpOm9tkVCOEBCRcqG1XSkUb5mWjQDew6WnZCdrrnXaW4+K18pwk\nXbTa0ospYtNdOfNyE7psbpmETolViaNXym5aqv43mxdea7a4faxWLspPjY1WXT0Mw0oKU6el\nxbb1uDAMJcUo1bLolIBBCD28OGd6auwfdp2xuPxKqej++Zmrik0jG+rElaavyuuyE3UEjiOE\nPH7m3S8vJOgU47RfHBiHBBSOOnYwYwfGlWATu9dff33dunUffvjh9u3b33vvvZSUlEceeWTz\n5s2ZmZHeawlq263Xmiymmxc0MYTFaRUNnXaPj5WIbvxA04yqNGMUZoC+CcOwZL0yeWx8tOtV\nUr1qrEw5x6qksWMjmNxU7Z+euUelUnk8HpfLNeJxqpossWpZIKtDCEloSi0TXWnsgsQOREx4\nesUCMJ4Eu8aOJMnVq1f/+c9/7ujo+Oijj6ZOnbpt27asrKx58+a9/fbbPT09YY0S9OX1swTR\nbwaOJLCLde1eho1WSAAghLx+dkADOpLAfQwXrXjApANr7AAYweYJqVT60EMP7dq1y2w2L126\n9OTJk//8z/8cFxf3wAMPHDt2LBwhggFilFK3j+H4W1ccnB5/cbpRKR3V2jUmGnWDwVhjdXrP\nXGs5dOH6xbqO4b4ltAqJo2/5GEFweRidUjKsQdw+trqlp7Khq9N2m70XDMe39zgtDk/fDUMA\n3AJZHZj0hl3UwOl07t69e8eOHXv27HG73fHx8Rs3bkQIffjhhzt27Hj99defeOKJMMQJbjHF\nqZdOSz1+pSlOK6MIwuVlWiyOu2dl9l4CGxZeEM6a286Z25wev4gip6TEzM1NoMmJ1tQVBKPi\nesc/Tlypbu6hSMztY4szjA/clRv8+r8FU5IOXqgncVwpE/G80GlzTzPFFpoMwQdwpbHrq/P1\nl+s7CQL3+tn75+esmm7q7cN7vrb964rGcnM7QmhRQeqK6elGlXi4zxFMYEKYesUOldt1d3c3\nNTX1PVJQUBD4i8PhOHHiBMMw8+fP12g0oY8NgG8INrGz2Wz/+Mc/duzYsW/fPq/XazAYHn30\n0QcffHDBggU4jiOEXn755ZUrV7700kuQ2IUbjmH3zMlUy8VVLZbzNW2zsxPWzckc1sdnX2eu\nNr+z51y8Vi4R0U6P+69HKm0u37qIt6kAUWdzefeVmrvs7hurMwV0tbF7zxnzt5dMCXKEJL3y\n/39g3tcVjVaXFyexubkJi/NTpEHX5+u2ew6U13fZPNmJOoQQw/H/OFWtkonm5yUihKqaLW/8\n/WxSrHJKqh4JQlWTxeNjNy3MieK+EzAWRWNX7FtvvbV169bemyRJMgyDEKqqqiopKQkccTqd\n+/btKyoqCkN4APQTbGL37LPP/ulPf9Lr9Vu2bHnwwQcXLVqE9592ZXp3AAAgAElEQVQfksvl\ns2fPbmlpCUOQYCCpiFo53bS8KM3LsMF/cH6T18+cvNqcrFfJxBRCiCbp1Dj1309VTc80JkSp\nJz2IFnNz9+X69sBWa4QQwpBRIztwvu7uWRmqoJOnjHhNRrzG62dJAh9u8efKxq7aVmty7I2d\nFhSBx2nll+s7Aold6bUWvUZ2o+4ghhk0smtNXeXmtiUFKcN6FDCRCeHZPDHUkGazecuWLdu2\nbRtw/IknnigsLNy5cyeGYY888sjjjz9++vTpkIcHwADBJnYrV67ctGnTkiVLCOKOF+leeeWV\nV155JUSBgaHhODaarA4h1OP0nje3TUm5VRqXxHGJiOqyeSCxm2z8LEf2/7870CGNHf7iy5E1\nF3F7GYrqlwvSJOHxc7wg4Bhmc/ulon7DSkWUzR2F9nRgDAtPuZOhZuzMZvPGjRsNhn6XTVpa\nWg4cOHDo0KFAabDnnnuuoKCgqqoqKysrDBECcEuwX6k3btxYUlLyzayuoqKiqKjI7/cjhHAc\nx0e0zAtEC02SAhIGrENnOZ6m4Oc46cSqZS6vv28a53T7i9ONwU/XjZJSKvL4+u3sdvv8CgkV\nqMIoE5P+/htsfQwri0YfNjBmYRimkIr6/qFJQhgmHB84CIkPUQfUbDZXVFQsXrx45syZTz/9\ntMViCRwUBKG4uDhwn2nTplEUVV1dHfZXAUx6w/hivXfv3s8//9xut/c9eOnSJbPZ7Pf7aToK\n7QTAKGkV4mWFaefMrQlaRaBfqMXpyU+NTYmNQtcvEBl2t++sua3L5pKKqMwEXdbNdnOmOO36\n+bm7T101aGQ0Sbq9/rYe17q5mRFrpzstLfZiXUdNW49BJcNwzOn2t/a4Ni3KC/xrfmrs8cpm\nqYgM9LG1ubxpRk1+2kg6ZICJSkQR37t7Tt8jJy7Xna6oH9YgBrV807Livkc0isHqTTocjvb2\n9tLS0ieffJLjuFdffXX//v3l5eVtbW0kSSoUty596HS6tra2YQUDwAgEm9jt2bNn7dq1YrGY\npmmbzWYwGCiKampqoijq7bfflsvlYY0ShAmGYWtnZzk9vvKadqmI8jFcTqJ21QzTgGteYMLo\ntLm3H6kwt1jkUhHD8p+frHpo8ZSlBakIIQzD1s3NllLYlcZur5/Vq1QPLMydmqKPWGwyMbV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geR3L80opzXJCp821ckZGdpJeENC56pbS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\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lChKO/YdzQSTbQ21b7/tuvWLF2gavqP\nf/n0dDSuqJppmiY2OZYBhCCGaWus2Xu4pygrw+PTQ6NT7Y01na2NRUXdfeh4Q03Fko6mvuGJ\naCwpiryVqYQQYpgmwYBhEIsQxuZ0JDEZjhiG6XRIJ0Ymf7d1x/hUJJXJKZoGIdB00zTMXL6g\nqiqA6H03bPirT76/valm++7D3SdGNU23BjB1VTcxwdgEZG7MDpOOlvqrVi3evu9oKp3tbK0H\nAISjcUXRbDaxraGaY9negdH/fnSric2GmkrDxP0jE4Wi3D84kUxmMCG6biiqxrPsysXtH7zz\nRmvPTSlJkmRZvlCfhTdDS4pR1NuBjthR7yKJVGbrtr2JdHYuExs52jP42NbtH7775ovVJAjh\n5itXdPWc6D4xWh7w8RwLAMAY5/LFUJkPAJDJFV7d11VZ5j90/ITP44QQ8hw7NDa1pK3pyRd3\nXrlykZUWrszvmZqJrVu28ME7b/B73KUTtS/tOlAdCvp9bkJILJH2uZ2ZXCGRylaU+xtrK1/a\ndfCKFZ2rly386089cPXapQeO9v7s8eeuWNlpEwQAgMMupbP5w8cHrl67FEJ0YngiDJGiqolU\npjzgAwBwLAshMgxDM8yO5pqg1yuKvGqoW1/Z73LYfB6XlVCtqKiRWKKtYYnVWp/HuWpJOzFJ\nR3NtLlv8ya+fKcpKZ1uDx+kwTOx02g539UMAcoVCMp2xdjYUigrH8rKsRqPJfFH2e12artdW\n1aQyWUXRZEUt93sDPrfX5Xhp16GWhmoWMYZpSpLgdblmYolsvlBVHvjE+2+9d8u1+aKi67pu\nGNl84T9/8eTkdMTjtOcLMsuyCAJZ1WKpDByZvO36q/7xf398eCL81Auv1leFAj43AMAmCc31\n1U+9uOvPP3KPXJSvXb/SJgoIQdPEfcNj/UPjgYDXznMmAZquZ/JFVdGuXbfSbpd6B0c9bnsy\nncOY2CQeAKDphtthzxXlGzau/tMP3WkV8RN5TtW0gNeVyeZ5nkMQahpQNH02nTKECEITk+7+\nkX/660/cs+VaWVH9XtfvX3rtF0+8GCrzuR12a5p198Fu3bDmhDHPczWh4PM79im6XlHu162H\nCc7l5ZaG6nXLF/5xb3mKot5eNLCj3kX6hyeO9w+3zQ1lAQArY77UMAAAIABJREFUQ8FHn9l2\n982bHHbpYrUKQnjTpiu27T3Cc5zLadN1IxxJ3HD12kXtTQCASCx5tOdERZmfYZD1051jWQRh\nXlY0TQMltZ6Dfk82X5AEoTSqI4QkUllrw6xhmjOxhN/r5gxDUVUAAILQYZNiqQwAQBD41UsX\nJFPpMr/HiuosLIsKRVnVDFHgeYEzsQEAgHMrvggBQZ8zkys6OaamYnZba76g6brhtNvQ/L4K\nCBFCmXyhYq5imMBxrxw4XFHmb66vqioPDI1P9w2OLWxtsOYEGZ5VZbVQVOZ3NljbTgWeK8iy\nrKjW47puJJKZgM9jmrggywHgllVN0/Wgz1M6t3i4e2B8KmKtNosmUk+9sGv73iMMQksXNh/r\nHZZsomlihpntNpZh8wW5qbYqnkx3NNe5nfYf/Ozx5SUJkxkGSaI4Nj1jkyTn3G3DsgzBhBAg\ncCxAiAFAYgTNMJIpRdN1O5BkReVYDhAyv1YOQWhgU+C5eDozX5p5YGRyIhwtC3gBgFbvnVz7\nCAFCEEGIEFQ17fmd+z5813utFyZSmYDP7XU5rSeeGJmIxJOaYcQSKafD1lBT0VRXpRuGwHI8\nz82vVjR088TI5NncohRFvYPQwI56F9F1g2FP2eBpbZ/UL/bUeUdz3f/5m09u2304mkgJbv6a\ndcs3r19p1ZViGGRizLLsaTPmBGACAFOSSBZCdKCr77S6YRBCUeBTmRwQBQahoN+rGybGZL66\nlG7odvFkGMcwDDZP2UWBEEMwsMaBygLeZCobjsbnylcYRUUpDzYmM3mROTmdzTEIAAJKGgwh\nJBiU7q5NprL5glxXHeI5DjGIQVASpUgsGSrzIYg4BhUxRgiWBK4EQIgBgBBBOFtLQ+DYoN9r\nmubJMlwEEPK6ilhwNolwKpP7zdOvTExHly1sBgDm8sXxcAQAwLHs/IkwwAxCmq5bxXNFgbfm\nWEuqnxHd0F1Ou27op3YUBICgkmSHGGMGIavWGcsyGGMrJ8rJl0BkEMMmntyy4LCJc8E6mdsw\nMf98Mv8XBIDnT75rkihYW2sBANOReFfvEASQZxhR5FVNP9o7JIkSIeD0RIwQkHfIMgyKos4e\nDeyod5Gg35PK5BOprMMuWUM+6WzhqtVLXM6LX++8o7m+o7nexLi0TigAoLay/MqVi4fHJkNB\nfzqbs0miompBv9fQTYcklYYR8WT6+o1r5mvJz1u6oPlAV69dqmFZ1ut2Do5OEkz8XhcAIJHO\nLmxrXNDaMP/klvrqzraGZCY3PxZlmqZNEjVN4zlWEoTaylAsmc4X5VgyXe73ImQ/1DOQzRWd\nigSACQADAHDYRFEUZF13AaAbRi5fVHRd4FlF1aywhAAyGYkFfG67JAAAPC6HoumSKETiScMw\nORYCQHTD5DlOVlSR51VdIwQQjItFxVtXxXHM6MSMiXHA7zUJGZsKGwZ2u5wAgKKq1lVXWHlP\nVE3nORZjsrSjpaayHABwoKuve2CkZa4kmt0mVQT8wxPTdp+YL8oMQgQAXdNlTjvWN7SkvRFj\n7PO4brv+qu17j9ZXhxCEAJCZWGrNsgVXr1k6ODIxNDoVKvMBAK2CbH6vW1ZVuyQBAAghiqxJ\nomDtCAn6vONTEQYig5gEAECIYZoIIUVWgz7PY89uFwV+YVtDZ3vj4o6mwdEpu01SVI1jGQgQ\ngCYgBCIEIcSEYIwFgb/pmrXz79qyha2/euplr9tpE4WxqRnEIEAIgUDVZ1fQHunuNzAuHd/F\nGKuqtri9+Q3vxrHJ8K59RwpFOej3rFrSIZWE/hRFXeLo5okLiW6eeFv9gZsnwtHEMy/vOnR8\nYHhsamRyhhBiGubkTOzh+7a8HVsCz3LzxGnQ64pbMAwq83smpmOReErTjVgyzSKGZZlNV65Y\nv2rxzv1dBABNNyLxVEN1xT3v3TRf4HWelapj+54j+YKs6LrP7cSAYIwj8WRTXdWt162vqw4x\nDCOKomEYHMuwLPvEc68qqlaUlelIfElH8503bUxl8j2DY6lMNpbKfOjuG9evWtI/MjkTTSTT\nWVnWACGyrA6PTXvd7qKijE9F1q9YJCva+HQ0ncsrqmbqJkRI1fRwLKlp+vRMvLWhpliUywI+\nAIDA8wLPj01HJFHkWWYqEr9q1dK7br5GVpTRyZl4Mi0KQlV5UDMMBKHA87ppOO12lkE8x2KC\nM9m8XRIBADOxRHtj3YZVS55+eVff8Pj0TGx4fDoaT997y7XWPOzRnsGRyfB8OmIAgNttLxSU\nRDrDQKSoqqYbhBDTMCBEB7v7+4Ynrt+wqqm2Kp7M7DvcnSsUw9HkwtaGu27eVFkeCAX909HE\n0Z7BbK4wNRPfuG7Zis62A0f7soWioqiZXLGjtX7z+pVHuwchgizLZHNFwzQ5likUZDKbhI/U\n11RMzUTHpmaO9Q89+uz2qlDwmitWHO05EUumTEwUReN4lmNZ08SEEJMQjDEBwOOyG7rR1lhr\nhVxBvyfgcz/90u5coRCOxDXd9LmcqqZrmk4IthJEiwKPTZwryAACRdNS6dzGNUs/85G7Xl9P\nZdf+rs/9w78NDE8MT0zvOtA1NhVpa6y12y58JhS6eYKi3g6QEPLWz7q0xePxi92EWaIoOhyO\nfD5/rj/OLxan06koiq7rb/3US4DH42FZ9vzebk3T//1nj3X1DlaU+WeiyVgyk8pkly1s/eh9\nW+arEVxYEEKPx5NKpQAAhaK8bc/h4fFp0zTrqkJXr1tu5UI7e+ls/kBXXyyZzheKlWWB+pqK\ntqZaBOGh4wPdAyO5QjEU9K1ftSQU9L3ZEYbHp6cjcVHgG2sr48lMJJ6028Tm+moryuE4zu12\ny7JcKBQAANOR+LG+oVyhWOb3rlzcbpPERCozPD6t6UZVKFBfXQEA+PSXv/PSroMSzyMGIQQx\nwYWiuqCl/vqNa1rqq69YuWgmlnzwM3+fzhUkkbfZJJHncoWCJEmffvD2+prKylDgh//zxNhU\npDzgAQAaptndP7J4QdPSjpZQmX/V4naOY63Isn94QlZUlmXqq0Mep2NqJsZxXGtj3YnRiYmp\nGUHg2hprTRNHEymHTWptrH1s67bHtm4XeN4wDI5hdUN/z4Y1H73vFoTgC6/u/3+/eWZ+xA4A\nkExn66vKm+qqjvQO7evqnZiM+L0eQeBYBmGMZ2LJv/jIPQ/eeYNhmgPDE/Fk2umwtzfVzo9g\nJdPZXz354vDkNM/xyxY0b75q1Uws9cprB9PZXH1N5a3XrWdZdvfB4xMzMdPEPrejqa4qkUwf\nPNafyRbcbmcmmxsen66vCVmTroWi3D888cN//F+CwD/5/M6pSIwA0NlS31hXdfB4/3/+4im5\nqNhsfEdzY2W5f2wivH71ko/df+v8tczEkqOT4X/7yeMnRsYRBNl8ESKATQAgsAYjW+orZ6LJ\nqlBZMOBZtrDtwTuvf3013mgi9R+PPFmQFX4uDdD4dGTd8s6P3X/LOd2xZyMQoDlWKOrCo1Ox\n1LtCz+Dozn1HF7Y2QAhrKstqKssKiuK02doaa9/6xX8YTdN/9Mun9hzqDvjcCMEDXb39w+Of\nfOAO97nM/3pcjs3rVyqq1js4msvPjlkihFYubl+5uP1sjtBYWzlfedbncZ25HmhleeC0UUy/\n1+33uksfOTE6ybEMy82uPEMQcRxbVJSH79tiPTITSaRy+eryAJgbE3La7VOROIDIGj97301X\nP/rs9tcOHmMANEzzjhuvvv+260pTz9gksbm+urkkDgMA1NdUAABsNluozKcobfOPW3tiYon0\nr556cUlHy/wyO4zJ719+7boNqxpqKlcubt93tHdiOmpFk0VZmQzH7rv1uitWdN52w8YP/sXX\n8vmC3TYbtCGEbJJ44Fjvg3fewDLM63OCaLrx8yeef3Xf0TK/V9P0J17cOTAy+akHbv/kA7eX\nPm3j2qUul4vn+WQyaY2OX7VmKQBA0/Sv//vPQmX++dzDdpvkctr6hsY2XbHiobtvKj0IyzC/\nf3HXoraG+SfXVoWefGHnHTdsDMxlVw4FfaGgT1G0z/zdvxBAoLVCERJCCM9xJjYLsrqwrXHz\n+pX33rIZvImB4YnugZFFHc2qOlsqo6LM/8Tzr957y7WlI50URV2yaGBHvStkcwVR4EtnnWyC\nuO9ITy5ffDuS2JXase/IrgNd7U311sk9Lufx/uEXX93/vpuuPqfjjE6Ef/37l/ce7hEFTpbV\njeuWPfC+G15fXuKPBpv49I0aBJglGy+KigIhBKfO9CEA5wuFOWySwLGarFohiNtpY06vXXbO\n0rkcx7KlmycQggLPZnIFAIDX7bzr5mvmdsXCpQtbPvGBW+fzfeimgdApuy4ggrpuvtm5dh88\ntn3P4fbmemsC3eNy9g2Obd2+9wxhUynDNK3CGKUPMpAxzTdYGiErqlWf7eQzGYQQPK1SGQDg\n6nXLPvfxe7/zo18phkEIQAgJPMeyyFQxxoRB6A2PP880MWJObRJC1uNnc1EURV10NLCj3hVc\nTruiaoSQ+dhOVtTVSzucjrd9lc/UTMzncZWGN06H7VDPQEdLfW1l+VmmWdE0/dFntg2OTnS2\n1VtL9Q8d65dE4eH7b3n9GqkLC+PTgw9LqDwwFYmBkqjYMM2qknG+ha11tRVl+aIiibNP0gzd\nxObitiYAgKyov3zihe7+kdXLFyIIVU375RMvSaJ406Z1f0hrPU6nbhiGYZaM2GFVM+aXHrY2\n1Hz6oTvvuvkaRdNCQR+CqG9oHGOzsjxYW1k+ODphLymrJRe1xtqKNzvXZDjqcztLl0X6vK7J\ncLT0OZlcIZ3JASbGIMYh8aUrICVR8Lid/UNjVkZAAIBp4my+UFkeIIRMhqOJVNbjdtRWhhCC\nAZ9bVpT5zbmY4NHxGZHnfv741urK0NXrlleFgvNHfuCOG/Z39e3a38UyjKYbPMcCQAyMnXZb\nOpurDJ1pArSi3J/Py6X7xFPp3Ma1S89pgJmiqIuIBnbUu8KC5vr1q5d09Q5WVwQRRJqmjU2F\nP3D7DW/3cB0AgEFMaVKJ6ZnY6OSM3Dfc0z+yYlHr5vWr1i7vfMuDDI1N7drftaij0RqzQRDW\nVJU9+cKrt12/oSzgfcuXpzK5bbsPhaMJnufaGmvXregsSd7xxhRVe2nXgWN9Q4qq+b3ujWuW\nLj51MeIXPv3ARz73jXQ2Z+361A3T63F88c8/NP+EoN934zVrf/jIkw6bJPCcZur5fPG+W66z\nZoF7BkZeO3h8YWu9dUUCz9dVhw529V131ao/pMhb0O+5d8t1T7/yWkN1JccxpolHJ6ffu2ld\nbWVo/jk8x9ZWlQMA9h/teW773oPH+gGEyxa0LG5r6B+amIpE7TaJAJIvyC2NVR+5d8ubnQsi\neGp9XUDwyUwr4WjiyRde/dVTL+WLRY5hXC4XA8EnHrj95k1XzGcbvnnTupd3HTRN7HLYdcMI\nRxO337ChuiL4o188+cQLr4o8r+r69RvX3PPezXVVobtu3vT7l3bVVJRLAtc9MDI6Od1cVxOO\nJfuGJ4bHpj50983Wzl/LZx66a2wqEp6JIYRkTccmdjpsAo/WrVh85YpFZ+jAlvrqe2659okX\ndpb5vDzH5grFcCzxiQduQ+gPHUylKOqPg+6KvZDorti31R+yK5ZhmPrqikw2v3P/sXgyHY4m\n33/79e+99so/fO7vzczvii3IyguvHgj4XAiiZDp7qHtAM8z2ptqWhupkJvvEc6+uWbbwLWdU\nx6dmdh86HvSdjOEQRNF48rqrVr9+G+xp4sn093722I69R3L54vRM9MWdBxRVW7qgpXSob35X\nrLWThhDyyOPP/+b3L0EIMMaT4ejjz+/oaK6vKPPPvyTgdS9d0Dw4OqVoqiBwLQ013/jrT7af\numZxxaI2v8edyuZMgisCgXtvve4TH7jdGv/rGxw73jfkLblwlkH7u/q2bL5SPIvkGhzHEULe\n8IPWWFtlGMbLrx1IpDLTkfgNV6+76+ZNknT6MccmZ/7q6//O83xdVag84M0V5B17D3/o7psQ\nRJqmO2221Us6Pv+nHzzDfhRV05/fsdfvdVtBDyFkfCqyce2ytsZaWVF//MunXjt43DRNxCBR\nEDK5fH1txa79XXXVofkIzO91r1m6wMTYxLg84L3x6rXvvfaKXz310suvHWxvqi8P+sqD3t4T\no8lMdsXi9vamOlHg09ncrgPHUplsZ1tTQ12VJAhup2NyJpbNFVYtXTDfNp/HtWRBczyVMQ2T\nZ9mygHfDmsWb169+340bbdKZ9rdCCNua6pobaguFIsMyrQ01H7//lo7m+rd8R84D3RVLUW8H\nOmJHvVtUlPk/+cAdt12/oVCUywJej+vc9qWetzVLF27ZfOVTL+70eV3T4RjGpLYqUFkWAAC4\nnY6g37vvaE9TXdWZDxLweWRFMwxjPrFwUVaXdbadtqHhDT398muDo5Pzp/B53E88v2PJgubl\nnW1v9pLewbHHtm5b1NZkBb6SKDAM2rptz5KOltJp2eWL2n7xb393hlMjhO7esunuLZusb/MF\n+UBXTzZf9HlcNlGQ59LaWf8qK+raZQttr8vDd64cdunB991449XrUpmsy2kvD/jecLZ6f1dv\nwO+ZD4vtNrGyPBiNJ7/1xT85yxOtWNR2+w0bH3t2m9/rQQimMrn1qxZfd9VqAMDBY/17D3fb\nbGIuX3A67Aghp01KJjNVobJ9R3quKBkza6qrKn33Y4n0o8++sqSjxep5BFFNVeiFV/ffsHFt\nS0PN7Tds3HLd+t+1bH/yhZ2l43N+rysSTw6OTE6EoxjjuupQc331gub6b3/p0+fef4Dn2Pds\nWLOys+U8XktR1EV36QZ2siz39vaaptnR0eFwvMWYBEWdDYRg6VKkP9pJP3jnTYs7mobHp5/f\nsc/rcTbUViI4O1IoCnw+/9ZjkLVV5fds2fTUC6/VVJZJAp+XlfHJmYfff8tbLtEjhIxNzlh1\nTi0Mg7we19jkzBkCu0g86bRLpcOZXpfz1X1HP/GB2881Ucu8wdHJXz754tGeE6LAF2Vl5ZKO\nxR1NYxMzlRVBa43d2OTMQ/fczP8B87Clgn5P0O85wxNy+aI4V1zLIghc7izei3kQwvff9p7O\n1sbBsUnDNGsrylctXWC1P5nO2O2SpunM3JQ3x7OabrAcmy+c6RS5QpFhmFM2f0Ao8Fxu7lUs\nw7idDkJOGWXHmIxNznzm777jcToAhNlc4f7brrvnls10/pSi3oUu0cBuamrqS1/6EgCAYRhF\nUb7yla80NjZe7EZR1HlCCK5Y1L5iUXuhqOzcf3Q+qgMAFBXFexY7WyGE77vpGrvN1tV7Yt+R\n3nXLO2/atO6aK5afzQshhKdlq3zL7JU8xxrGKaGDbporF7efd9SlqNqjz2ybmIrMTeqRgaGJ\n5oaaJQtbXtixn2WRbpgfvufm6zasPr/jnwePy1GQT9lSWpRV91vNa58GIbSss3VZSSVZi12S\nNE0XeM4wZyeLTRPzHKupqueMkbHX7TQMU9X0+SK52MSKopVO1jfVV6ezeUXV5leIDo1NxeKp\ndSsWCQIPANB189e/f7mmsnz96iXndDkURV0GLtEExV/+8pd5nv/CF74AIfz2t789PT39rW99\n682eTBMUn7dzSlCsqNq23YcGRyd13aiqKLv2yhVnMw84Njmzfc/haDzldNgWtjasW7HovJe1\nnTlB8cDwxK4DXYlkxumwLV/UtnJx+9u9XfTMIISCKP3u2ZdPjEwYhlkVCl67fmUynf2Lr/xL\nQ20FxuRI92C+UGAYtqOl7ht//cnSmbWhsalX9x6JJzNOh23pwpZVSxbMT4Bqur5r39HuE2N7\nDh6LptKxeNrQdYQYj9v54btvWrF4wee/8b2pSJxAEPC4r9u4NpPJbt97OJcrOBw2v9e9sLm+\noMiHuwfXLe9sqKlwO+1FVR0ankpksn6Pu7mhenFH06K2pu//7LHfPbdDllWHQ2qqqy4Pekcn\nZ65avaS2sty6HL/XzTJoYiY2Nh4mANTXVMiy/Owre2VFIRCU+73f+8e/QhDu3He0f3A8nk5j\nDAaGxxa1N8+PHWKCDx8b+OgHbusbGNl/pDdfKGKCeYZLZrOKpkEAfR7nnz90z8b1y1/eebB3\ncHR0IswwqKmu2iR494FjyVSW5/gFrXV/+9mHfW4HAGD73iO/efLFaCLtdNgSifRYOKJrJs8y\nyxe3f+crf/bfv92692D36OSMYZo8z0oin80Xc/kiAMRht1WU+TO5YjSR8rjtPMe7HfYVi9qx\nab742sFsJocBcdmk926+ErLM4MjkVDhWKMo8zwV9Xq/HWR7wioLg93mcdikcjb924HgqnWFZ\nVtU1FjHpfD5fkAkA2MQ8x/ICd8f1G0NlwVQ6w7IMwzB9A6PH+4diqQwgwGYTm2oqvX73wa4+\nnmNNA6u6pmq6yHO5vAKAVbcMCCL34O3XP751h2EYum4QAux2yWm3L2pvZBh2OhKLpzORSAIx\nyOWw2yTB7/PYRKG5vtrAZPe+o/FUmueEhW31VtcRQo70nDhwtDeTLbhdDqfdlsnldQM77eKG\nNUsb5nIfzkums9/76WN9Q2OmaTbUVD78/lsbat504/CZ0QTFFPV2uBQDu2Qy+dBDD33ta1/r\n7OwEAIyOjv7Zn/3Z97///aqqN16HRAO783b2gZ1uGP/5yJPbdh8sC/gQgqlMvrWx5lMP3nHm\n2K5/aPyzX/nXsqDXabdrhj4TTd536+a7t1x7fq09Q2B3uHvgy9/8j/Kg3y6Jqq7PRBIPv//W\nm6+94vxOdEEYpvnfv31u68u7yoJWj+VaG2s/9eAdo5MzP3/iha0vv2ZgwiDEQqBjUu73PvYf\nX/f53ACAY31Df/OP3y8P+hw2SdP0cCzxobtuuu2GjdZhf//Srh898mQqm48lkoSUfHwhBJjw\nPKPpJoIAQIRNEzKMyHO6bpgEQwAghHZJUjWtMhRsbaiNp9LH+oaCPm86lxM4zjDMmqpy0zCd\nDvuxvkGe53TD0DQdY1JVGXzPhjUIwr2He8oDXgxIb/+IZhg2UcwVCgADjmejyTQkwEonQwjh\nObayMuAUpZHJiMCxiqJiQgSB72xrnJ8N37b7sNMu5QrFWDKD4FymNEKAlf2OEJ7jVi9bmM3l\nU9l8Lp8nBPI8m0xlMAacwAIT6IbRUBv63Y++8fz2fZ//px/aJEHg+UQ6rRsYAjC/gM9hk3TD\nxITohgEAARgANPuPEEACCCCAZVlrFxEBgAFQ4LmiqhACCSQQAEAAYhiMTY7lTNOwOp5jWcMw\neYFb3NaYzhbGp2ZsopDOFzkGYUwghDo2rOquVqZgCKHA85Io8By7oLUhkyv09A9rhoGN2YyA\nZO6qIYK6pmErOw+xGgVO/gUAAJBjGQSRYWIACMswPM+UB/0IwHgqUygqmqFbKQQJBAgiSRIk\ngU+mcoRglucAPtl12/cc+b8/+W1F0C8K/MjE9NjkTEdLfU1lKJnORGLJb37xTztKMjPni8rH\n//c3ek6MOO02AqBclGsqy77zlT+3ipGcKxrYUdTb4VJcgREOhwkhTU1N1rf19fUMw4TD4Yvb\nqne5fYd7Xtx5oLWp1udxeVzOhpqKwZHJZ17efYaXEEKeemFndVVZdUWZ22UP+jxtTTX//ejW\nobGpC9s2TTeefum1+uqKyvKA2+Uo83tbG2u//9PHZmKJC3uic7L3UPfWbbtbm+d7rPLE8MSz\nr+xesahtYjKCCXDaRLskCqLokKRoIvWV7/4XAMAwzd+/uKuuKlQVCrpdjmDA29ZY+6NfPDUR\njgIAwtHED376uMtljyVSiGEwJgAAMj8uCYGmmxyLGJaFEECECMayqkqSaJckhJAoirli0e91\nr1zc7nRI2VzB53ZHkymHJHrdzoDfMzEdsYnC/q4er8cV8HmCPm/Q77XbJI5hlne27T54rK2p\nxudxFYuKqhu6ZiTTGZ/H7fO54okMJAAAgABAECAEdd2IJ7KKonvdDo/b6fW4NN2QROFY35Cq\naQCASCypaprH7YonMyLPEQKsmNBKaAwBQAhphv7awWMsyyiK6vO4/V5nIpnBGENIGIhEkbNL\n4sj49Hd//Ov/95tnXE6Hz+vmOMaYjeoAhAghCADMFYssyxiGwSBoRXOAAEAIBBBCAAkEgBim\nyXMchABBwHJMQVXnehciCCGCpmEyCJmmSQhgGJaFjK4ZAs+xDBOJJiOxhCSKqVzBLgqCIDAs\na2LMQERMLHAsgpBBDM+wuq4Xi4ppmvlCcXI6ggmZzfMMAQAAYgIh0HSdZxmWZRnEAEKsCJSA\n2W6BAAIAISAYEwKI3SbYbRLGRFWNWCI9FYmbGOuGbmXXs16JMYYQJVNZjE0AIYOgIHB2iR8Z\nn/6n7z3y3R//qrWhpjzoYxgmEkv6vO58QXY6bFWhYE1V+ZMv7MQlOV1+/IunegaGQwG/w25z\n2qWyoG9iOvpvP3n0j/OZoijqbFyKa+xSqRTDMJJ0clW4y+Wyam5avvjFL27dutX62uv1vvDC\nC3/sJp6Rw+F4B+32EIS3Ti0BAEjliuVBn006mZ6gojwYS2XP8Dt3Mp3dvvfI6qUL5tePi6Lo\n97jTOfkP+U399a8dn5rZf6RvzfIF8/srRVF0uR3ZgtrZcdGGBJLZQsDnLu2xylAwlswGAoF4\nKs1z3MkiBxCwDDM6FQkEAjPRxO6Dx9cs75yfRxZF0eNxZfNKIBAYGJ12uR2KqjMIYUxmR2SI\nFakQAACwKkkBa4TIWkxnrbKDPM+LAqfICsdxkiQVinI0kfK6XNjEiGEQwwAAeI7LFIoIImaO\nIPA2mzQxFRmbjJQH/dblqJpuk8S8WcAEWW/u/E9+axQMAoIB0GQtns4E/V4AgM0m2SShUFQQ\ng4qKZmIwOjljVeJCDAIQQAgxPrlDdq5jECBYVTVJEhiGIQQQKxpDDMEEAIgYiBjmyPETJ4Yn\naqrLEUT5onLqUWaH5DRNm00eB+ZGOSGcbS0iBCMAACaFI3O9AAAa40lEQVQYQusLAkjphl1r\n5IvMhzgQQoIIwABAqOtGLJUVRX52+BRBCCFEgBCCEAIQQYAQYiCAGAAIEcbYJklFWVVUHSEG\nAP1kO62vCFA1QzdMlmFMjKEVX0I4+35brQEQY8yxjNVgQeB03TBNE0Cg6wZEEADIIGiNQSII\nTU3HgECEEIQEA8hCyLCIYXoGRhx2m8/rAQAkMzme5x12WyyRKhQVt8tRVVG2a3/XX/3JBwP+\n2Tw7E+GozSaxJUstHU7H9Eycjr1R1KXjUgzsGIYhhJQWCTBNs3S9VGVlZUdHh/W10+m8dJLG\nIYQQQhjjd0pmOIZhMMZnMx0PATBNs/S6DNNAEJ6p8wkhhBjGKe+diU0Iwfm9ZQzDwDc+IyEE\nGyYurQFgGiYAb5zn7I8DAoDNU+4EwzARmm8/KZ1YI4QwDDIMgxBMCDBNs3Q/Y8m1ENMwEYQE\nEDA3yjN7sLmzQmuUxmoAsMqFWjEfgQAyLLJS0wErFJydh5ydACWEzG7sKJ3lJQQAghhkGCdv\nAEKwdZrZp1l/znb/7NkJgqTkOALPV4WCkzOxvsHRmzZd2dFS//LOg5quzTe+JOaaPY4VuEII\nMLFORKzIBs2+hgAAICGIYwggxCSEmZ04BSejMqsx1rTk6Wsu56Y5IQAEzMbC1gXCkweyDjJ3\nmDeYFAWz9VhLTmzF2qdcztx/ZwRChAmBVgB4Skh8st1wNsibm9k+2frZyzr51s+9UBB4UeRk\nWSMII4AQQpjguSgQAATnLuPkqyABgIWmOneXEoAJtt4yhCDG2DQxJgRjPP85QhBiTE75HwOb\n1q0Lzt187h6Koi6gS/Fz5fV6McbFYtFutwMACCGFQsHnO5km9FOf+tSnPvWp+W8vtTV2xWLx\n8ltjV1Xuj8QSfo+bmy36TqbC0StWdKbT6TO86qZr1h3o6q2uKLO+LchKOpOrCHrP/Ko3Y62x\ne/1rRY7duHZp//DEfC7ZbL7Q2dYY9LrO70QXRFW5P5pM+zzOuZ9eZDIcvXLVonQ63VxfMxOJ\n8ww7++MWmyY2O1vr0+k0i8Cm9Su6+4cr52pz5QvFBS31oYAnnU4Hva7Otsah8WmMCcMgc7aK\nKQHAGneam7cDAEJoYgJnV20BQIhhmghC0yQMgzRNQxBUhQLxZIZhkGkYGGPDxH6v2+WyAwB0\nw+TnYrhkKrN0YcvSBU2/2/pKwOtiWdZhE0eKsmligomJTUAAggDPBl4MmA0Fgc0mlfs9uUJR\nEgVdN7xup9fjWtzR9IkH7gj43FMzscefeSXo92KMCUaEYAIIAbMhEQAAQmhgLLCMzSZNR5M8\nw1jDkVa4jHgIADAM0zDxNauXERMPj016PW6nW0xls6WDdoQACIAo8rl8kYForotmF70RAAgm\nAGAAEULQMAkAgEUI4NkleKUDd8ga5IOQEEIwQQgRAliWCQX88WQaIQgBsFbXEYwhRIBgazIX\nYwIhZlhG1wliQbFYrK0sc2TEaGm2bTLbJkCIJIgAqIZhIgjM2fAbnJyoBoAAIgmciYl1Ok3X\ngz63JEksUlxOx+DoOEQI6yYggEAAMOF5VtU008QYEYSg9cuDgfHVq1fEEolIPOl1OSSR13Uj\nm8uXB302m6Rp2tRM7PqNaxDA85+jzpaG57btdjvsyNoChUEmX7i2seb8Pmh0nI+i3g6XYuUJ\nQRCefPLJBQsWVFZWAgBOnDjx/PPPP/jgg2+WppxWnjhvZ195ojzoAwC8svugYZiFojwxHV23\novPeWzafufpTdWXZyMR0/9CYphvJdHZiKvLZj9+3qL3p/Fr7ZpUnIIQVZf6xyZkTw+OabsST\n6alw7MP3vre5vvr8TnRBVJT5BV54fsdewzDzRWViOrJuRee9t17HseyVKzqf2bYnkc5gkxiG\noep6U0Ptv//DX1pDktWh4OhEeGBoXNX1ZCo7GY4+8L4b2pvrAACSKIgCv/Xl3aLIZfIFODv7\nCq0AhBd4myAqqkoIIQATAhkG2UWpKCu6abAsK6vaNVeu6Gip7zkxahVUTaQzfq8LQpTKZAtF\n1ed2FgryVWuWHus9oemGqunZXKGyPPDXf/LgsoWt2CTbdh8yDBMAmM3lIYIelyOeyBRkxe9z\nFYoqIJAAADABADid0pZr10ZiaUXV0tl8QZbdLkc2k//4A7db+XhdDnt50PfyrgM8z2ayhfmB\nKDI/8UmwTRRvvf6q8akIASSRyhSKis/jlhXVGlfSdUPVjNVLF371rx6urQodPNYbjsZNgxim\nSUxMIAAQEAIgAVUVwUy+wEBkmCYgBCBoTdBCYC2xIyzLOmxSUVGsgVQDmy670zAMAgiZG6Vj\nOZZFyFpwZ+gmAYTlWNM0HTYpVBZgWKZYVJwOWzZfNAwDIQghQAzjdNgKRQUAQAgxMXFIkiQJ\nLIv8Xg/Hc4lkFoDZYUNCCEQQEGCXBIfdrmqaYWKrPQTMbuKY7x+EEICQZZCiabqui4Lg97k3\nrl22ZGHL0PiUbphFWYEEW5PiDMMAgAIeT1FRrZV5uq5rmrF6afvX/vfHnU77Y09vUzTNxAQT\nnM0VA14XxmRqJtraWHP/be9xlVSJXdTR1DMw0j0wahiGrGipXHZha+NXP/uwcF6l+WjlCYp6\nO1yKu2IBAN/85jcTicTf//3fI4S+/vWvE0L+9m//9s2efKmN2F2Wu2IBAISQrt7BgeEJwzCq\nKsrWLe88m5qe2Xxhz8Hj0UTKYbMt6mh6yxILZ3DmdCepdHbP4e5EKuNy2JctaquZGya8WCCE\nbrd72679J0beoMeyhcI//dv/9A2PsQy7rLP1Lz96N8+f/NGYyuT2HemJJVIuh33Jgpa66lDp\nkSemI4ePDxw81jc+FZmeiaUzBU5A1eXlX/zMh5vra/7X1/+1Z2CUENJUX3PXe6+eno7tPdqj\nyFp50Lt2+cJb3nNVUVb3HDo+E0vYJammqjyeTI9PzsSS6VBZoLqibEFLfU1l2fa9R17asS+T\nz1eHyu697bqainIAACHkaM+gdTkV5UGeZcfCM2MTYQJAXVXIaXf++JdPhCMxhFBne/P3vvaX\n+aKy93D32GQ4Ekt53I6GmsoVi9vnRyItg6OTx/uGD3T1Ts/EDdMQBT6dyoUTKRahylDZ1//m\n41Wh4MGuvsHRqZGJMItgfU1lwO955uWd4xMxycavX7H44w/ePtst4dgvnnh+KhzxOJ2SKDy3\nfV++WHBItvvuuP5j99/ywo59O/Yc6R8eU1TdZbfbHTZZlmOJtF3iWxrqrt+0bmomuufg8Uy+\nAAH0up1rl3f6nPaf/e65yamogXFNZdmt77nK43QcPD4wNjWdz8uSJAZ87prKco/TQQAJ+DwV\nQf/oZHjfkZ7paEIShZb66jVLO6ajib2HuhOZPAKAF7g1Sxc01FQa2IxEEyzLlgd9h4/3H+oe\nGBgcw4T4PZ5r1q9Y3N40OjEdiaUMw5iKxHVDN3TcOziiKDqBGBDU2d7wrS9+untw7LX9R6cj\nMYHjVi7uaGmsWbe8k2GYQ8f6BkYn9h3uSWXzhBCP0xEMeEWeq6+u8Lpdz76ya3RiRpKEDauW\nznfd1Ezs0LH+TC7vdbsqy/3jUxGTAIdNXLNsgdt5+nJhwzB+88wrh7v6McYtDTUfuPMm++vK\ntZ0lOmJHUW+HSzSwy+VyX/va14aHhwEA1dXVX/7ylz2eN00iTwO783ZOgd1Fd+bA7lIDIfR4\nPKWbfi5lHMe53W5ZlguFwsVuy1mx2WwY43fKB83lcvE8n0wm3ymrb30+XzKZfLvPQgM7ino7\nXIpr7AAATqfzG9/4RiqVMk2TfvgpiqIoiqLOxiUa2Fm8Xu/FbgJFURRFUdQ7xqWYoJiiKIqi\nKIo6DzSwoyiKoiiKukzQwI6iKIqiKOoyQQM7iqIoiqKoywQN7CiKoiiKoi4TNLCjKIqiKIq6\nTNDAjqIoiqIo6jJBAzuKoiiKoqjLBA3sKIqiKIqiLhM0sKMoiqIoirpM0MCOoiiKoijqMkED\nO4qiKIqiqMsEDewoiqIoiqIuEzSwoyiKoiiKukzQwI6iKIqiKOoyQQM7iqIoiqKoywQN7CiK\noiiKoi4TNLCjKIqiKIq6TNDAjqIoiqIo6jJBAzuKoiiKoqjLBA3sKIqiKIqiLhM0sKMoiqIo\nirpM0MCOoiiKoijqMkEDO4qiKIqiqMsEDewoiqIoiqIuEzSwoyiKoiiKukywF7sBl5VoNNrV\n1VVeXu52uy92W86KYRiEkIvdirN17NgxWZZbW1svdkPOlq7rF7sJZyubzXZ3d/t8vkAgcLHb\nclYwxqZpXuxWnK2+vr58Pt/Y2Miy74z/ct9Bty5FUaeB76Cf65e+J5544qtf/eoXvvCF22+/\n/WK35TL04Q9/uKura//+/RDCi92Wy82RI0c++tGPPvDAA5/5zGcudlsuQ5/73Oe2bdv23HPP\n+f3+i90WiqIuc3QqlqIoiqIo6jJBAzuKoiiKoqjLBA3sKIqiKIqiLhN0jd2FND093dPT09HR\nUVVVdbHbchnav39/JpPZvHnzxW7IZSidTh84cKCurq6lpeVit+Uy1NXVFY1GN2zYwPP8xW4L\nRVGXORrYURRFURRFXSboVCxFURRFUdRlggZ2FEVRFEVRl4l3RrbMS0Emk+nv71dVtaWlJRQK\nzT8uy3Jvb69pmh0dHQ6H47wffze7IH2by+Xi8XjpYRsaGv447b/EnWv3Wl599dU1a9aUrgmj\nt+7rXZC+pbcuRVEXEA3szsqBAwe+9a1vud1uSZLGxsbuuuuu+++/HwAwNTX1pS99CQDAMIyi\nKF/5ylcaGxvP4/F3swvVt88888wjjzwyf1iGYR5//PGLc0mXknPtXsvMzMy3vvWtn/70p/PB\nB711X+9C9S29dSmKupAI9VZM0/zgBz/4gx/8wPp2z549t9xyS19fHyHkS1/60le/+lWMMSHk\nn//5nz/72c9azznXx9+1LmDffuc73/nud7+bKnERrucScx7dOzw8/Mgjjzz00ENbtmwp7UN6\n657mAvYtvXUpirqA6Bq7txYOh5PJ5JYtW6xv16xZ4/P5ent7k8nk0aNHb7vtNqvC1R133DEw\nMDA1NXWuj1/ES7voLlTfWodqaGjwlLiI13WJONfuBQAkEolMJnNa0hN6677ehepbQG9diqIu\nKDoV+9b8fv+3v/3tiooK69t4PJ5MJgOBQDgcJoQ0NTVZj9fX1zMMEw6HJUk6p8ffzUnvLlTf\nVlVVhcPh8fHxz3/+84qidHR03HvvvU6n8+Jc1SXjXLu3qqpq5cqVK1euHBwc3L179/xxzvD8\nP/IVXTouVN8CAOitS1HUBURH7N7a/2/v3mPaquI4gJ9LaSlUxmSU8RpslAkSaktlSgUnTVS2\nzMQtWxxumk10HUSXOd3ALQ5c9tChjhKyhMxNHXNPZ4Iz28JExT2sTCeTTgKhEGAWtYuWh260\n0NY/TnJt6Aq9UGgt389f7e+e/jjn5EB+nHt7r1AoTEpKov9/9/T0lJSUJCYmKpVKk8nE4/GC\ng4PZljNmzKBnUjjFp3IsvsZTc3vnzp3e3t62tjaVSpWbm/vTTz+98cYbw8PDXhiSL+E6va7y\nYOk689TcYukCgGdhx85dFovl+PHjZ86cyczMLCgo4PF4PB6Pns+mf9wJIVarlWEYrnHvjMeX\neGRud+7cmZycLBQKCSEKhUKtVmu12kcffdRro/IZ7k+vqwxYuq54ZG6xdAHAg1DYucVoNJaW\nlgqFwt27d6ekpNDgvffea7PZbt++LRKJCCF2u/2ff/4JDw8PCQnhFPfiuHyBR+ZWIBDIZDI2\np1gsjoqK6unp8cqIfAqn6XWVhGv7acIjc4ulCwCehVOxY7Pb7Tt27EhKSiorK2P/fBNCYmNj\nAwMDW1pa6Nu2tjabzRYfH881PsXD8SmemtsbN26Ul5cPDQ3RuM1m6+/vnz179hQPx9dwnV5X\nebB0nXlqbrF0AcCzsGM3tqampps3b65YsUKn07HBOXPmiMVipVL56aefSqXSgICAEydOKBSK\niIgIQgjX+LTlqbnl8XhXrlwJDQ1duXKlUCg8evRoQEDAgw8+6L2R+YRxTO9dhYaGYumO4Km5\njY2NxdIFAA9i7Ha7t/vg67744osPPvhgRHD9+vVLliwZGBjYvXt3R0cHISQuLq6kpITeqoBr\nfNry4Nx+//33+/fvHxgYIIRERUVt2rQpOTl5qsfjY8YxvZRer3/ttdeqq6vZIJbuCB6cWyxd\nAPAgFHYeYDKZrFar8z/lXOPgjNMcDg0N/f7770FBQZGRkVPYx/8xrksRS9d9nOYKSxcAPAWF\nHQAAAICfwJcnAAAAAPwECjsAAAAAP4HCDgAAAMBPoLADAAAA8BMo7AAAAAD8BAo7AAAAAD+B\nJ08A/Eev13/22WctLS1mszkhIWHx4sULFy70dqdGqqurs9lsTz75pPOhjo4OrVbLvmUYZv78\n+Q888EBQUNAUdhAAALwG97EDIISQ4eHhLVu2VFZWWq3WsLAwkUhEH8T+2GOPHTt2LCYmxtUH\nJRKJ0Wikjw0YnfstR6dSqYaHhy9duuR86PDhw2vXrh0R5PP5q1atqqysDA0NdSe/wWDQ6/VZ\nWVmBgfjHDwDgfwanYgEIIUStVms0mqysLJ1OZzKZDAaDwWDYvHnzt99+m5WV9ddff3m7gxxU\nVlbq9Xq9Xv/LL7+cPHkyNzf38OHDTz31lJsfP336dE5OTl9f36R2EgAAJgMKOwDy3XffffTR\nR0uXLv3qq6/S0tIYhiGExMTEvPvuu1VVVZ2dna+//rqrz7a3t7u5Ced+ywmKjo6WSCQSiSQ1\nNfWZZ545c+bMhg0bLl68WFNTMwU/HQAAvAiFHQApKioSCAT79u1zPvmoVqvlcvnRo0eNRiMh\nRKPRVFVVGY3GgoIClUpFI7t27WLbNzU1vfDCC3K5/Nlnn7106dKFCxcKCwvpIceWGo1m//79\nRqNRrVanpaUplcpdu3aZzWY2z+XLl1euXJmeni6VSpcuXXr+/Plxj45hmLfeeuuee+55++23\nx8z/3nvvnThxghDy6quvHjhwgAb7+/u3bdumUqlkMtnatWubmprG3RkAAJhUKOxgurNarT/8\n8ENubu68efOcjzIMo1arh4aGfv75Z0JIbW3tuXPnli1bduzYMaFQSCOff/45bfzNN9888sgj\ndXV1CxYsGBgYWLRoUXl5+ccff0yPOrasra09ffp0dnb2H3/8sWLFCoFAsH379q1bt9Kj9fX1\nOTk5V69eVSqVaWlpDQ0NS5YsmUhtFx4enpOT09TURK+pHSW/xWIZGhoihAwODtIXBoMhPT1d\no9FERUVlZGScO3fu4YcfvnDhwrg7AwAAkwcXR8N0197ebrFYUlJSXDWgh1paWp544glCyNmz\nZ59//vm6urrg4GDHZna7fePGjTExMVqtdtasWYSQQ4cOvfTSS7T+c1ZfX79z584333yTEFJS\nUqJQKGpqavbt20cIOXDgQFhYWGNj48yZMwkhJpMpNja2pqZm8eLF4x5mQkLC4OBgT09PbGzs\nKPm3bdsmEomuXbtWVVVFR7F9+/bffvutoaFBKpUSQm7duqVUKtetW6fX6/l8/rj7AwAAkwE7\ndjDdGQwGQkh0dLSrBnFxcYSQzs5O+lYgEFRUVIyo6gghV69e1el0mzdvpvUQISQ/Pz8xMdFV\n2uDg4C1bttDXAQEBDz30EHsFXnFxcX19Pa26aEuBQNDf3899cP+h2f78809O+S0WS3V1dX5+\nPq3qCCFisbioqKi7u/vatWsT6Q8AAEwG7NjBdEdrL7Zuc9bV1UUImTt3Ln0bHx8fFhbm3Kyt\nrY0QolAo2AjDMDKZjN425a4/1/H2cjwej30tk8noyd/GxsYff/zxyy+/nPh3VGn9mpCQwCl/\nR0eH1Wq9fv36unXr2CAdUWdnZ2Zm5gR7BQAAnoUdO5ju4uPjRSKRTqdz1YB+VyAtLY2+nTFj\nxl2bmUwmQkhISIhjcJRbxznv+bG+/vrruLg4uVy+d+9ei8VSXFw8e/bsUQcxttbW1lmzZtGS\n1P38vb299MWgg/Dw8Oeee26UPU4AAPAW7NjBdMcwzMKFC8+fP6/VapVK5Yijd+7c0Wg0YrE4\nIyNj9Dx056+rqys1NZUN0t0+TqxW6/Lly6VS6cWLF5OTk2mwtLSUax5HjY2NWq129erVXPPT\nQT399NPsWWMAAPBl2LEDICUlJTweT61Wj6jDBgcHCwsLb968WVZWNuZjGxQKRVBQUHV1NRvp\n7u6+cuUK1840Nzf39vauWrWKrbra29t//fVXrnlYXV1d+fn5PB6PVm9u5qffn42MjExMTDx5\n8qTNZmMPbd26NS4uboLX/AEAwGTAjh0AyczMrKio2LBhg1wu37hx44IFC0JDQ69fv37w4EGd\nTrd8+fI1a9aMmSQ6OrqwsFCj0URGRq5evdpoNBYVFUVFRbFnM900d+5coVB45MiR1NRUiUTS\n0NBQXFzM5/N1Ol1zc7PjdqArp06dunHjBiHEbDY3NzfX19f39fXt3bt3/vz57uSnV/udOnVK\npVLdf//9e/bsycvLW7Zs2aZNmwIDA8+ePVtWVlZYWOjqlDQAAHiTHQDsdrvdXltbm56e7vjb\nER0dXV5ebrVa2TaLFi3KyMhw/JRjxGw2r1+/nj64gs/nl5aW7tixQyKROLd0zlNQUBAREUFf\nHzlyhN0gjIiIOH78+KFDh4KCguRyud1uz8nJyc7OvusQ2HvmUQzDJCUl5eXl1dbWOjYbPX9L\nS4tEIiGE5OXl0fYffvgh257P57/88ssWi2U8UwwAAJOMsdvtk1w6AvyfdHZ2trW1WSyWOXPm\nSKVSWqVxYjKZWltbpVKpSCR68cUXW1tbL1++zDVJf39/c3NzWFhYSkoK7cPff//N5/Mdv0g7\nEWPmv3Xr1syZM9k71Q0PD7e2tg4MDKSkpLD3SQEAAF+Dwg7AM27fvp2cnLxmzRr2uWG9vb2J\niYkFBQV79uzxbt8AAGCawDV2AJ4REhLy+OOPv/POOyaTKTs7u6+vr6KiwmKxvPLKK97uGgAA\nTBfYsQPwGLPZXFZW9sknn3R3d4vFYplM9v777993333e7hcAAEwXKOwAAAAA/ATuYwcAAADg\nJ1DYAQAAAPgJFHYAAAAAfgKFHQAAAICfQGEHAAAA4CdQ2AEAAAD4CRR2AAAAAH4ChR0AAACA\nn0BhBwAAAOAn/gWYkbbaqwnQRAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sort by CirculationDate\n",
    "sort_circulation <- completion_data[order(completion_data$CirculationDate),]\n",
    "\n",
    "#calculate the differences between OriginalCompletionDate and RevisedCompletionDate\n",
    "comp_rev_diff <- as.numeric(abs(sort_circulation$OriginalCompletionDate - \n",
    "                                sort_circulation$RevisedCompletionDate),\n",
    "                            units=\"days\") / 30.417 #difference in months\n",
    "sort_circulation['CompletionRevisedDifference'] <- comp_rev_diff\n",
    "\n",
    "#plot the evolution of project delays over the ApprovalDate\n",
    "(ggplot(data = sort_circulation,\n",
    "            mapping = aes(x = OriginalCompletionDate,\n",
    "                          y = CompletionRevisedDifference,\n",
    "                          color=CompletionRevisedDifference)) + \n",
    " geom_point(alpha=0.6) + xlab(\"Original Date\") + ylab(\"Delay in Months\") \n",
    " + ggtitle(\"Evolution of Project Delays\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl class=dl-horizontal>\n",
       "\t<dt>0%</dt>\n",
       "\t\t<dd>0</dd>\n",
       "\t<dt>10%</dt>\n",
       "\t\t<dd>2.95887168359799</dd>\n",
       "\t<dt>25%</dt>\n",
       "\t\t<dd>8.05470624979452</dd>\n",
       "\t<dt>50%</dt>\n",
       "\t\t<dd>15.0244928822698</dd>\n",
       "\t<dt>75%</dt>\n",
       "\t\t<dd>25.018903902423</dd>\n",
       "\t<dt>95%</dt>\n",
       "\t\t<dd>47.013183417168</dd>\n",
       "\t<dt>100%</dt>\n",
       "\t\t<dd>126.146562777394</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[0\\textbackslash{}\\%] 0\n",
       "\\item[10\\textbackslash{}\\%] 2.95887168359799\n",
       "\\item[25\\textbackslash{}\\%] 8.05470624979452\n",
       "\\item[50\\textbackslash{}\\%] 15.0244928822698\n",
       "\\item[75\\textbackslash{}\\%] 25.018903902423\n",
       "\\item[95\\textbackslash{}\\%] 47.013183417168\n",
       "\\item[100\\textbackslash{}\\%] 126.146562777394\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "0%\n",
       ":   010%\n",
       ":   2.9588716835979925%\n",
       ":   8.0547062497945250%\n",
       ":   15.024492882269875%\n",
       ":   25.01890390242395%\n",
       ":   47.013183417168100%\n",
       ":   126.146562777394\n",
       "\n"
      ],
      "text/plain": [
       "        0%        10%        25%        50%        75%        95%       100% \n",
       "  0.000000   2.958872   8.054706  15.024493  25.018904  47.013183 126.146563 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "probs <- c(0, 0.10, 0.25, 0.5, 0.75, 0.95, 1)\n",
    "quantile(sort_circulation$CompletionRevisedDifference, probs, na.rm=T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "18.7065845355618"
      ],
      "text/latex": [
       "18.7065845355618"
      ],
      "text/markdown": [
       "18.7065845355618"
      ],
      "text/plain": [
       "[1] 18.70658"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean(sort_circulation$CompletionRevisedDifference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "15.0244928822698"
      ],
      "text/latex": [
       "15.0244928822698"
      ],
      "text/markdown": [
       "15.0244928822698"
      ],
      "text/plain": [
       "[1] 15.02449"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "median(sort_circulation$CompletionRevisedDifference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "16.9641976526285"
      ],
      "text/latex": [
       "16.9641976526285"
      ],
      "text/markdown": [
       "16.9641976526285"
      ],
      "text/plain": [
       "[1] 16.9642"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "IQR(sort_circulation$CompletionRevisedDifference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(c)** *How does the original planned project duration differ from actual duration (if the actual duration is measured as the duration between “ApprovalDate” and “RevisedCompletionDate”)? Once again, use means, medians, and interquartile ranges to explain your results. Approximate suggested length: 3-5 sentences.*\n",
    "\n",
    "The difference between the original planned project duration and the actual duration has seen a trend, wherein the difference has decreased from the pre 2000s to the current year. The interquartile range is 21.16 months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#delete the data frame to reuse\n",
    "rm(sort_circulation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hZyHNfQ0KDT6U54PCcnJ3Lk/fff37VrV+SyXq+/9dZbe/KQ+50gCISQyKOIdy09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hckcGtWEyI0ry3o972gYClW4TBAAhdO6S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\nAZcFw6CxtKrVQIjA7vuq1ntP0e6kyBeIorD7c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QQ+7uC1sQxJ4GORZNBto0lckNRoKn9wS0PhLVM1HQKAAErnBQigouoAAmQAHGAfXBza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dYQGKhrg66EYQblpev2l5vW5YPaOzf/ujNwAA\nAscgBOezRZFno0GPblimReLpPE0h08JOkf/E7WudDqF3bA4CwDGMzyUmssXJRPbOW5avbY3Z\nxg8sR3MMwzG0YVm6YRCCECKdbbVf/dw+gWNuX982ncie7Jt0SjzGOFOUP7V7XVvtuwLubEGW\nBBYAwLH0iqbq+WwplS9JArttVdNtna1Xa0SLhb25khzySnbSjoIQIXjnluX3bls5OJV4+Wjv\nib5xCJCF8Rfu3bJpeT2C8DP7Nv7b/hNel8gyFMfSe1d0/Prdm5eUyvsFQlNoz8aOr3//ZUU1\nRIHRdDOZK//m/du8rkpwVqHCB8L1BmTd3d33339/NBr9zne+8+yzz9ovfuYzn3nssccghN/+\n9rc/sBVWqHBVHCL/wM51O9c0arp+2ZhhSdFs74cFeIYpq7otdwIAQBDWBL1VPlfD4sIrId2D\n0yVFv3ZgF0/nnzl07tiFUZahNc3Y0dn6idvWuh2CJHAd9VUvHO7xuUSEEH1RphjnSkp1wBXw\nOFXdyBRkjMFMKrdnQ/tlN/iyop0dmuYYKpUvMxTChLgkweMQm6OBK4uqezcte/30EMfQLkng\nOHo6ma0Ne23TgqKs5grK8pttYCKEvHj0wpMHTrolIZUvZwrl+qrA2ta6wal4KleC0O4nAwAA\nnqMVVd+xtmXHWgAAuGVl49vnRgYm4gSAXFHZsqKhLnyxX74lFmyJXfQxO3Ciz7IuJoYxIapu\nYox5lvG5RMM0R2ZSosBKAquZFiCEQiga9ESDHt0w+8bjO9e1vHKiX1bNiyEsATlFhwi6JWFB\nQwRjbFrYIXARv8vj8eTz+cXFUJah1rbW/H+P7j7WM54tyAyFNi6rP3h60DAxy1BttaGIz6nq\n5mw698DONbVhn2Xigcl5hqIBJC6RZyj0Px/du3XVO2rVEMLOtli2WJZVAyLoFniKRiuboq+e\n7ItnChxNN9YEVjZHU7kyy1CN0cDCs8cCAsfohrXwc2tt2JHiN3bEPrlz7TW+ps622G2dLQe7\nhvxuBwQgX1ZWNFbf1tkCAGiNheoivru3rdANK+xzLoiV7N3U0VQTGJ5KqoZZ5XetbY1dJnT8\nAdFRH/nmf7vvRO94tijbcifvP5dcoUKFq3G9gd1f//VfO53Oo0ePBoPBkydP2in3b3zjGxjj\nb33rW3/5l3+54CRbocKHz5XiES6RV3Vj8Suybob9rsWtRC6JV3Rj8WCmoptrWmuuPaxnmNaz\nb53rH5/rqK+yZS5O90+wNPXpOzZCCN0iRwCgEVroozJMC0HA2A5jFjYM0yQYEJwpXN5CwNK0\nxyFMp7Juh2AvSDdMVTeWbJ+vCXm+8Vsfe+vs8Hy2GHBLtUFv70R8bDZtYrysvur+h1dXB9zv\nedyW5MLY3I9fO91eF2FoShTYQlmbmM8YFjYMS1V1iGDYd7HrS1bfpVu7aXl9Syz42sn+U/0T\nmqYPTM7/8Xd/ft/2NfffumrxF9QSC+VKStDr4FnGsizdMGiKsqNwmqIohBTVaK0NdbbFxmdT\nIa8TQIgxnk7mP37bmhVN0Tu3LHvtZH+2qFAUNC3M0fSa5pp0oVwd9EAACCHTqfyeje222euS\nQAhXNFY3VgeeeqPrtZN9IscalnVmYLKjPuKSeI9TzBbkLcsb22vDLx/v7R6aqgl5CiUVAIIx\naG+MrG2tWbw1t8QnMsXmmtBC31//xPyp/nEEocchmBif6p/Yvqb503s3Xm14ZXVLzYET/S6R\ntycYZEVLZgtrWmqWfPMCFEKP7N3QGguNzaUN06oJeTctq1t4IOEYurF6iVbRpmiwKfoeTsGX\noRtWUVY8DvH6h2+upCbkqQmtuelfr1ChwvVzvYHd2bNn77333mDw8ivCPffc89hjjw0MDGza\ntOkXvbYKFW6e1S3RrsGp8bls2OeAEJYVbS6Ze3h35+L3NNeEtq9p7hqYigY9FIU03e5g61xS\nP3aByfnMkXMjyxqr7bs4hCAa9O4/1nvH5uVBj6OpJuiRhHxZEXmOopDdycQxNAVhOl/uHpoU\nOJaiqFxZ+e7P3/a6xLWt70iQEELskcrL9ni1ycRY2PvIHRsW/judzM2l8ixD10d876fzfWBi\n3u+S7FyO3+2QBHY+nZ+cS7MsUyyrTgcX8boAAbmSnMqVNi2rX/y7hmlNJXI0Ta9oigIATNPa\nf7TH75J2rmsFAEzNZ/sn4rJmbFvVdPDsiNfJl2SVQhQAAEGg6qZhmG4HH/I5CSHr22szBfn8\nyCxNU/mi0lYf9jhERdU/s2+jSxKee+schJAA8vCudRuW17909MLR86MQwkJJaawJRnwuRdOv\n9GxYzMvHe4+eH+mor6IQrAq4e8bmuodnasNeC+PWWGjflmUQwpO94/FsXuRYnqUxJrKmnxuZ\nGZycX7PoW9u0vNHiqboAACAASURBVOFQ1wjH0g6BI4QMTc0nc6XxWS3idymaURP2NEUDb5we\nXNVcc7VYbWVT9Wfu3PT9F44KHEsAWd1a+z8+fYftWrYkZVWfS+UhAJGAe/OKhs2Xugt+4ciq\nfuBkf/94/OzQ9Lq22rVtsR1rm698iKpQocJHiusN7Hw+35KNsYZhAABu2nyiQoUPCJckfHzH\nmpeOXjh0dhhBuKY19uX7l112Zy0rWmOVfyaZOz0wIXK8RaxP7914+/q2a29Z0QyGoReHWjSF\nKARlVQcARPyuX79705OvnqEpRAjhGIpj6VtWNp7um5R1TRJ4CkFZM5bVV7kd/BunB1tjoYUs\ni2FZ+ZLsd0mpfMkWtHNLAs8zV6uXGaZFU2gh3VgT9NQEfwGJc900F8T/sgW5qKhup0DTdHXA\no2lGPJs/PTDpELkNHfWP7N0QC79LbLJ/Yn54JlEfudjaSNNUJOA+PzKzc13rW2eHH3/6kMcp\nMjRdktWVTZHVLTVjM8njFyarAq6irJoWFnlWYBkKwe+/cOzw+VEKwXxJ0S2r2u9SNP1Hr57q\nGZn51N71n9m34e5blufLit/tsNOrv3HvLQGP44cvn3S7RFlRv/fckefePr97fdvdO9axS6WZ\nVM0Ynk54ndJkPGNndn0uMZktr2isXtNas6yhyi3xiWyha2hKEnjerulTgKb5ZLY4Hs8sDuxW\nNlX/1ie2Hz0/2jU4LWu6ohksjQIeCRMcTxV0w2qrD7skfjaZu0YSbveGtjUt0elkDkG4vKUu\n7PekUqkl33n8wtjb3SPnhmcAAKuao9vXNG98d2z9i4IQ8PO3z792sr8m5FndHC3Iyr/vP4Ex\n3rOx44PYXYUKFX5RXG9gt3nz5m9/+9s9PT0rVrxjkW7XYV0uV1vbe9wLK1T48ImFvV+8b+v9\nO1YbJva7pctGC3tGZ18+1ts/Mc9QiGeZ1S3Vj9656WrSEovxOARNNxfbLqm6aWLsu9QMftct\nK1yS0D00fbJvYtPyhg0ddZ1tseeCPd97/rBlYr9HavB7Ij4nQ6PzI9OzqXzLpaYrSeC2rmqa\nns9G/E5F1zXdggCmCkWWuTyw6xuPv909nC0qNIVaa0M717XRFDrVNzGXLrA01RQNLGuogjer\nQBb2uQplNeCWAISFsiKwNCYgGvS01EZUVQ36HH6X9OgdG/1u6cqIs6xqLPWu48zRlKobM8nc\n408fao6FRI4FAACfcyqRq4/4Hr1zs27ieDpfH/EBCDXDHJ5JVgFXIlta0Vit62afHteLsihw\nIa+T8qOxufTzh3t+495b/G5psVlqrij/7I2u5Q1VpmWNxzOypo/MJGfT+clUYd+m9ivb2hTd\nOHFhIi+rAsPopllSdAAIgnBqPrNvc4cdLBICCQGLy48QQltAZPGmNMOsi/jqq/yfvH3tf7xy\nKlOUp+ezumkiiCSRS2SLQZ8DY8Jc8SVeRsDjsC3CPIsGZi9jZDr5/z91sL7Kt6yhCgCQKynf\n/vGbf/HFu5uunt67aabmM8+/da6joZqmIABA4rn6iL9rcGrLysYPet6iQoUK74frDey++tWv\nPvXUU5s2bfrCF77Q19cHAHjsscd+9KMfnTlz5vvf/z5VSc7/qmJaVt/4/Hy6IApsc00wdB2B\n0YcJgnDJJeVKyivH+1L5sl3wIoQMTSff6hr+5O3Xale3iQa9925b+eqp/ljQwzGMrOnTieyj\nd2xyijwAYGgqcaJ3PFuQfS7p9x68fd2yWruQura1xu+SRI4dm02n8/LgRLwh6l8swmevdue6\ntm/+2/6Qx5ktKPOZIsbYJQmHzg5TCK2/5FXQNx7/+vf3V/ndTpEzsfXzt87PpvKGYZ4ZnPZI\ngoXxT97oemDHmvtuXXVzsd2mZfV94/G+sbmAx6EZpqabfrcjGryYmaMpxDJU5Cpm9j6nVFY1\nQAABxMKEplBJ1UNe19hs2inyF6M6AACEIZ9zKpHjWfrebSv3H+s91TdJUVDTza2rGk/0jrfX\nhgEABVnNlxVEweGpZCpXYmna73G8erL/kzvXXlZrPtE7bpjWTCqXzpUIAQ6Rx4RkC/JsMrf/\naG9t2Muz7yqvOwTeIXGabgJAFM0QWQYDomjmbLrw87fOfeHerU6RE3lG4JhiWXdKkKYojIms\nam6Rrwv77I0QQg6fGz1+YfzMwCQh5Na1zbKqOwXOJfFTiSxmiGlhexmaYdxoZ5uNYVqnByan\n57MAwrqwd3QmFfQ47DMNAOAQuKDHcWZg6tqBnWXhVL5sWpbfLV12HK5BtijzHGNHdTY8R58f\nns0W5UpgV6HCR5nrDexcLtehQ4f+5E/+5B//8R8tywIAHD58uKmp6cknn3zooYc+yBVW+OhS\nUrQfvnzyyPlRSWBNi7TEgretbVl/hVfSR5ChyUTfWLz50pwmhLA64B6dTV3NoH0xEIJ7tq7k\nWHpgYr57eHptS+yh3etv62wFAJwdnP5fPzwQ8jpFnh2PZ1471f9ZZfOu9W0AgGjA4xSFkZmE\n1ynQDG1a5vhspqHaX/XuCGl5Q9VXP3vn9547kivIYZ/D65QiflehpBzsGo6FvWGfixDyxpnB\nar/b75EAABygG6u5l45ccIjcioYqe+I34HX89M2utrrw9eiTxdOFuXSepqhY2OtxCAAASeAe\n2bPh9dMDk/OZoqJlinJjNLBwWHJFeVVT9GpbW9Nas6whcvzCOCQQIEgIwRh/dt+mZK50Wacg\nQpAQYlm4uSb4pfu23nXLckU1In5X79jc+eGZi16/hGiGiS1iYewUubKpJcaLAsuY1rvUFs+P\nzH7354dLsqZoeq6kiBxL08hWXfE6xVN943dvXdH0btFpWdWyBUU3TdMiNE1hQEwLcwzyOoSz\nQzOvn+rfsrIx6HHet331a6cGCMGpfNnvkvxuR2ttuPlS/u/M4NT/efbturBvVVM1JqRvfD5X\nVGpCnojfPZ3IJjJFhCAmZGBy/qHb1y05ynBtDNP6wYvHjpwf8ThFSOALxbJLFC47PzmWLshL\nNMksMD6X3n+s125IWNtac8vKpuu0CBM4VjctXTczJdkwLY6h3Q7RwvjanYsVKlT4T+cG9Oei\n0ej3vve9xx9/fHR0NJfLNTY2hkKXFzgq/Eqx/1jvmYHJ9rqwnRnKF5WDXcO1Ed9HLW93JZph\n0vRldmRU1+CUZpjvGdgBAESevW/7anWTUZQ1j0OwK5KGab1+eqA2fHFwwSkCp8j983NHVjVF\ng15HoazG0wVMgKKbLAGGaVqWNTqT+tsfvRH2OVc0RTd21Nm13dZYyA4NF+6gDpEfmpofmEyE\nfS7NMItl1eV4J2UCIcCEiByz4O7FUJTXKY7OpBYHdpPzmXi6wDF0fZXfXiEh4KWjPU+8fNLu\n2e+oj2xd1WTr/Hld4id2riWEqIb53WffPtw9QlMUgRBb5srmmp2drUselrKivXZ64NzwXDpf\nZihaN02vU8SEMDRdFXAXFc3CeMEFLl9UmmqCtkTt4hFOp8gVylq+rAosjTHRdJNjaJZhaPsg\nG9jl4G3VNxtZ1Q+c6KsN+wYm5hmaQgiZGJcVXeBIxOdiGRoiZFmXy24jCAWOiQbdPSOzgBCe\nYyWexRgnc8XZVOFfXzz+41fP7N3csXVVU6GsnhueaY6KJsGlsrZv87KFmvvxnvFowGNLBCMI\nqwPu2VRueDrpc0sYE7/HoekGy9B1Vb6jPaP37VgdC92Y+fXhc6NHe8aCbqes6QCAsM/dPxH3\nOAR7AfmSUpS1bFGOhjy2IvGVW8iXlKffPDuVyNkuybmi8vc/PSgJ7Krmq4bmC9RX+VtjoVP9\nk6ZpUQiZlkVTaN+W5X7XjRnuVahQ4UPmBgI7Qsjs7Gw6na6rq2tvb//g1lThlwLDtMZmUlUB\n90K9zyFyg1OJwcnERz+wC7glWdUxxuhSnFGU1c3LGxY8x64HnmUWF7aSudKZgamVjVWEkGSu\nlMqXTNMqlNSfvHHm/lvXlBTVIbDLGiKpfMmyiKYbsqJjQpLZ0lyq8Mrxvl0b2n797i08yxiW\nhQm5rH2NpihdNwEADEUhCE2LLBbpw5igd9vmIgitSyYiloWfPtj1zMFu2561o75qR2fL+va6\n0/0TP3r1VFtdmGNoAEChrPzvp96M+JwNl2IsCCGFECSAEIABQQQSAAABS1Z4DdP6jwOnXz81\nkM6X3A5RN0yXw9FWGy6r+sGuwS9+bNs9W1e+fKw37HPRNCrKajJb+q1P3AohVDT9UNfQ0FRC\nMyyOoebS+Xg2P53IUBSqCng4htYNk2MFw7RMy9JMs1TWSrK2cOSnE7nuoellDVWabo7PpRmE\nCCFlVbcs3F4fKSvaioaqqisKx06J37WurWdsLhbyyqrOsjTGJJ0vp3JljqYaowGfSzzZN6Eb\n5ufv3tI3EU9mi7ZI4YLUi2Xhoqxe5p0Q8bm8LunEhXEIgGYYfrcUC/k8TsEy8cD4/I0GdiMz\nSVUzuoenbS0Y3TBdDiGVK+WKSrZYGpvLUAipmnnk3IjPKT68e/2VciRdg1P9k4nG6ouzLA6R\niwbdx3rGriewMy0LAMAxtKabBGALY4FnTRNfLYisUKHCR4T3DuwIIc8888w3v/nNc+fOLQzG\n+v3+ffv2/dmf/VlLS8sHvMIKvxjmM4V0viwJbDToWVKwwL6OXz92/xCFLst7Id1c2rP8I0Vr\nXXj3hva3ukeq/C57SHM6mXtwV+dlH+eGsDNnBIDpZG5kOsmzjKLrpbL6o1dPvnK8d++mDt0w\nBY6tj/gZhj0zMO6U+KKspvLFTEFGED554HS6UH5kz4b6Kr9L4sdm0wvDAYSQkqwFvQ4AAEWh\nlljopaMXGqr9doBVkrVo0LO4XQ9jnCsp0UsTsm91D71wpKejocqedc2Vyt/6j9f+6nc+cX5k\nNuJ3c5ciRInn/B7HuZHZhkVFwxMXxs8Oz3S213IMCxHUNG06kX3j9OCVzYhnBqaOnBvxOoWS\nqjE0xdCUrOizqXws5M0WFUzwA7etqQq4BybismZ01Ee2rWqqjfgsCz/12pm3uodCXheEsGtg\nMldUnE4OEqTq5vhcCiHYEA1QEJmWxbGi3y1OzmcXS0/jSzKEdVU+gWdm5rOJbAlB2FwTMAxz\nOJ348n1bnUsJE969dUW+rCSzhYKi8aZlmJZDYE0L8xxTKKuqbvqc4tvdI9tXLz12SlHIfie3\naCjHMK1dG9ogILmiIvCsU+TtY07R1E38XUzNZ5PZos8t2R9Q5Jl0Xl7bGqNo1D+R4Bja55ai\nAbfHwb96sq827LtSxbpQVgXu3TLdLFsoX6t0u8BEPDMyk1zdUlMoK6aJOYZySMKxnrEHd3de\nQyOwQoUK/+m8R2BXKBTuueeet956y+Fw7Nmzp7a21uPxzMzMDAwMPPHEE08++eQ3vvGNP/iD\nP/hw1lrh5tBN6+eHun92sItnGd2wtq1uunfbqoW7PiHgzMDkid5xRTcZCq1sqt66qul69Oh5\nlnaK3Phcxu+WMCYIQYxxSdY++uk6AACC8IHb1vhcUv/E/Kn+ie2rmx/as26xpNxNEPI6t61q\n7BufH5qcdzvFkqKpqiEKnFPkWIbqGpyqCrinE9lYyKNoejJTZBla4NhCWfU4BAAhgWB8Nv38\n4fNfum/bzs7Ww+f2E0CcIm9ZOJ4p3LaudcUlJ4m9mzpS+fJbZ4ccIm+aVkttaPvq5hN946Oz\nKb/bgTFOZUs717WuuaSje2F0rjrgXlAwcQi8xylcGJ2V1cvtOjiaUrR3qTrH03mRY8ZmU7Jq\nQAAYBrklYS6dv/Ljx9N5l4PHBCzYDbMsJau6YZpOkaMQohC4dU3zre8OPnpGZ1873d9eF0EQ\nTiWyhbJC00hVTZahHTxrWFgQ2KqA2+cUAQCEkMn53L3bVroWBWrVAZdh/F/23jtKruu+87z3\nvvzqVU5dnTPQAWgAjZzBIGaKpIJlybKlkSVbx5bHc8Zn5szu7Nje2dkz4x3vrscz9o7tkWVK\nGkqyKEokwUwCJECkRmo00DlWd1fO4eV77/5RQLMJJpCmKFKqz1841RVevSr0+/YvfL+4qhsO\nUWjwuRq8zpV0ybCs3rYGn0s+vGOgLfj2X8hIwP3bD+47N9F0emw+lavEc8V0vuyURVU3k6SE\nCZmO2gGPUnxnGbSlp/k7R0+LfIDnWEBptqT2toY3dzXNLqcranwt74FSWq5qH+D/BSYYonXl\nUYggBE6Z72kJ54uVgEcRebZWqQ15ndPLybcKO4ckrGVa1DAsKyLfkiyzbIwQYhBceyMAAAiB\nZX9i4qTr1PnV5D2E3e///u+fOHHiW9/61p/+6Z96vW/qI1y8ePFrX/vav/pX/2rbtm233377\nz/Mg6/yTePHs+LNnrvW3RziWoQBMLiYxvvy1B/fVmllnxxf+6vFXGwNulyLndePRZ6L5cvXh\nQ++9HAohPDK84X/7m6cWElkIAKSAUHr3noEPJVD8I8AhCfftG7xn74Bp3tJc3Xsyu5KmAKTy\nZd20UVWvaDqCUJF4nmNzpWpHJLAQy+zd3HX22pLAcYZlh32ueLbodzuuz8ZR4HXKF6eicyvp\ngc7G/+W37jo5Opcvq5zE7OhvP7ytZ63RJov8V+/bvXuwPZWvSDxbqGhj86tjc6uqYRJKHIIQ\n8jsN0zp+cXrf5m4EoWqY7JuVOscymmF6nfLsSnq9SKpohvfN26aU0ni6YNi2QxIhBMWqWaxo\nkcDbuOXV9ka9TtmysG1jlmUoBQCCWLa0f+hmwbFGIlt0yWKttVesaAAAm2AGIUywgQnG1CJY\nEfjZlXStBLh7U8d9ewfXP4PLIf3+5w7/1ePHg14nADCVLxer6v17N33myNaAR3lrpNh63Ip0\n546+O3f06aYdTeT+/d8fLZZ1l/OGrSBn58qaqpsvj0xmS1WHyPd3RNaXM/cPdZWq+mMvnhc5\n1iZkeEPrPXsGvE75tuHeV85PAgBciogxTeaK+zZ3Db1XksRbaQx4PEqqrBoCx1FKDcvyOOWm\nkIdQIq0bwQQAMAjeZMJSY6i76fL0cipfrmXN6aYVzxQfPjR0K68e9Cq6YZkWXnPbqaj6lg0t\nAU99xq5OnY817ybsdF1/7LHHHnzwwbeNgt22bdsTTzyxZcuWb3/723Vh97HFsOzxhXhryFsr\nwkEAIn5nLeNoc3ezaeOTo7NtDV5FEjmO4xgkNLOPH7u0va/9VuaBCCGQUgQQALV2GAGUgre/\nhn5MQRB+KKpuZHzxL370Stjr9LvlVL6sGSbLwIDHyTJM7ZxwLMPz7Kd29T90aIuJ4ZPHL04v\nJxGEtYKMaWGvU3LKYr5c1UwLANDfEenviFg2Zhlm/URTLFN4fXQumSuJAtfTEkII/c8XzrVH\nfH1tDcvJ/MJqBkDQFvZibJ8YnXni1ctNQffMclIz7A2tYanmNkJpVTN8LsdQT8vRU1d5jvUo\nIqUgXaj0toZ2DrSvf1+6aeXKatCr1JyQZYHPFCuaYb71DHS3BB97SQ16nJu6mmLZYrGiGaat\nyPw9uwfexfOZ49i1WUDTtjGhHMMQSg3ThhACSimlENHP376NYxm/29HX3rC+ykgovTQVnYrG\nu1uCsUxxIZb1KHJz0DM6u1LW9IcObtl+a1GHIs8GvUqhrGFMa+VnAKhlEwThs6eullRNkUXT\nsh97ceSbjxzat7mr9igGoQf2b9oz2JHMlUWebQp5a16JHY2B//0bD752aSZTqLAs2t7XemR4\nwwdIZW0Jez0uKeR1VjQDAqjIHs0wmoNehmFKleng2p8EABQq+i7/2yTIBTzKfXsHnz83cXEy\nihA0TfyV+3fv7L+lrdiI3/3FT+348bGLDX63yLOqbsYyxd/bv+nWDVPq1KnzC+HdhN3o6Kht\n21/+8pff6Q7t7e0HDx48f/78z+HA6nw4VDXj4vTy0PpZaQhFniurBgAgV6xemlre3PVGWjzH\nMBLPpXLl9xR2lNLjF6c7m4M+l1yLWyWUvnZ5ZudAx6auDxg//wlFM8xXL8+0R/xOWcQYl6pa\nsaLlb0TBaqbVEHDxPGvZ2KNIYZ/L7XY7Jfa7R88sJ3MVVQcAGrbd1dTEIKgbdmCdP+1NamA5\nlf/X/+3xgEdxyaKN8emxOUkQmoIeBqGZ5WQqX7YxphSsJPOWTTAm04txBlCfU7mUiOqW1Rry\nMwhphjnU3dzbGnY5pH/71XteOT918socAOD27Rvv2t23vu8GABB5rjHoSRcqksBBCHXDDHud\nzrezMdvQGv7inTv+5wsjXqfkcYrYtoc3tH7hzuG+9oZ3sdPraQ4VK5pmmJLAywIPIbQpBhTU\nrDEJoDzLpXLllVT+q/fvfevDXx6Z+N5zZ8I+F8OiVL5ECWmPeP1uBQCQzpeOvj42tLHzFj9E\njIkicS7FsRjL1mxKGv3uTLGUKZY3tF0vQntd8l89/mpPS2h9X3XNWBgAkMiWVtN5lkGtDf6v\n3r8HY4IQ/MBO0QeGuudW0tPLqeagB0KYKZY3dzfvG+qGAEwuxq8txPwuBUKQL6s9zcFD77Cq\nvLG9ob0xEMsUDNNuDLjfV9bcXbv73Yp0ZW61ouqNAfev37njA9Qd69Sp8xHzbsJubm4OANDf\n3/8u9xkcHHz66ac/5IOq8+HhlMXhja3lqr7WuKEAaMb17HaOYyglmIJ1LqTAJkTg33urRjet\nk1fmBjojAFxfk0QQKrKQLpR/Hm/k40wiWxqdWanNwDEM0xL2UZorVfV8UeU51ueSm4KeaDz3\n6QNDa4Ig4nf/7iMHFJl/9vS1kNcV9rsQBAvxzP37N7XdyON6Ky+cvdbgc62NriuS+PqVub62\nSLZYqag6wyBKAaZUELjVVF7gGVkWdBtHgp7GgGcxnsnlK4os+lzO5WTun//5D7b0tjT4XY8c\n3vKlu3ciCF1vt2Eg8Kzf7WgNe1XThgByDEQISOIbNZuyqhNC3IoMALh378CG1tDsShoT2uB3\nDXU3vWdsfEvY+zsPHfzvPz3hViRMKEKIUkIBJYRQChCCHkUK+pwvnJv43O3DN/nipvKlvz96\namNrWOC5QkXVDdutSKvpgtfpQAj6nMrI+GIsU/BIN3+ZMSbFqq7IAr9ON3ud8u7Bznim1LS5\nUzMtnmUIofOx9Oae1rX7yAIvS/xiPPvWgTlC6dGTYz948Zws8ITSvo7IgS09uwY6AAC2ja/M\nrSYyRZ5jO5sCnbfsVOxWpC/dtfP4pemVZB5CsG1Dy6FtvQ6RBwD8xt27jl+cXkxkKaGbu5sP\nbe3xvLNiE3n2A7joAQBYBu0f6to/1FXfhK1T5xPEu12/a4MpgvBuBhCCILzT/EqdjwMcy2zt\nbfnec+faG3yiwGFCYpni3k2dG1rDAACfU75jZ//l6WjTjampXKm6uaup4xYuAxzLbOttqeom\nt641ZttE4N6Hh84vByzDAAoABQACAIBHkaS2sGqY7WHfYiILIVyMZR4+vO3evYPrizcOSfjt\nT+8f6Gw8N744MrE0vKH14UNbjwz3vtMF1LJxplDx1CpqFBSrmmaYCKJCVTNMi+dZ08YAUEAJ\nhBAgCACkFCAIE9lSplDxuRx+lxL2OkcmluKZ/O6BDsvGFyaXihX9qw/sXQszAADEM8VoMgcA\naAl7N7Q1/ODFEU0SDAsDAFkWmaZ99+5BAEA0kXv+zNVXzk8BAA5s7blzZ39PS6irOfh+460O\nbu1pCXnPTy4lsoViRZNFNpGtsAysjYQGPAoDEQCAkpt/zySyJUnghVpnkAIAAMcymWJFMy2H\nyAMIAITkzQ52mJCTl2dHJhYvTCxt6W3pbQ3fsbOv9t4ZBt2+o+8/PvpcyOtUJFEzrFi24HKI\nivimziOCsPYLb70nHwBgZHzxH185v7GtobaxW6po/+WHL/+Hbz7U4Pd895lTp67MO2WRAFoo\nV798z567dg+87anQTevM2HyqqCLE+J3CnsHOgEf57JFtb72nW5E+ffCWRuU+FOqqrk6dTxC/\nctfgX0EOb+21bPzoM6cZhDChd+3uv3/f5usjdxA+sG+TqpsXJ6NORdINs7clfO++TY5bMJdn\nGaa7JfTcOt+NUlXrbQ3XJOMtYts4V1Z5lnEr8if32tHgd23vb4ul8z7X9ZacZlgHhrq/+chB\nzbDyZdXnctzU4qzBILR/qHvf5u6Kqssi/+71rVpPjxBiY7qwklpJ51mGUXUjmsBuh4AQ5FhW\n1S1R4ASeraqGhYlNTFnk0/myQ+QtjHmWSRXKiiRgQopVzekQm4Lea/OrFyajh2808p47ffW7\nz5xRZBEAUFH1X7tzR1PQe2FySRZ5CJFqmN1NgQ1t4Wyx+uNXLqyk8pu6mwAAC7HMkydGv3Dn\njrVt61tnbjX97Kmrp8fmdcNUVb1YJQRTgRMoBWGfqyXkzZWqh7b2vNVisLaIXfu3LPKEUBsT\nQGvqGpQq2tbeloaA29S1tYecvDz77adebw17h3qaddN+9tTVimZ88a6dNYk22Nn4p7/9wJlr\nC9liVZGFRw5vGRlfiqZya81xw7LT+fILZ64+fuyCQ+A9TqmnNXx424Z4pvhX/3gsnS8XS5rH\nJfW0hByS4HcpV+di4/PxkYmlDTdMvEMe5/eePdvVHOxuvtnd3bTwo0dPnxtfDPvdCKJENj+1\nlPjK/XvrM2116tR5X7y3sHv22Wcjkcg7/XR8fPxDPZ46Hz4Mg+7ePXBwS0+mWFEk0et8k4QK\nep1f//T+q4MxzcICx/Q2B299CueuXf3Zmu+GJFgY97aGjwz3rs0bvScXJpdOXJo5N7EIKDgy\n3Hv3nk0t4ffn4PoxgWOZe/cM/uzE6PxKRhI53bDyFfVLd+2UBF4SeN97OfVDCNYbrcUyhVOj\nc5liRRK4/o7GbRtba7KDYVBHY/DYhUlAQTxb8jhlQoGFcdDtiOVKkEKWY2pObKWyrpkWAFTg\nmGS2qJkWpdAwLY9TXk0VWIahFKyFMSiSkLnRPR+bW/3+8+c2tDcINxxxv3P0lMiz+zZ3aSYG\nALAMLJSqfCHgUgAAIABJREFUT58YbfB7ZpfTbZHrqakBtxJN5F4fnf38Hdvf16krVrQnX728\nki5KAlcoVxVZqGoGJ7DliuZSHLpujs2tEkB/77OH3zqp1hr2b+pqyhaqLkXkOba/o2FsNuZx\nSZaNE7lSOl/+7O3DksCvCTvTxiPji20Rv0PgU4XycjJnmNajR0+blvXle/fW2rI3VRwDHuXf\n/e1TpmkrklAxrPG5Fc2wnjszDiFQJL4l5L06F5taTLxwbkLVDIigblq5crVU1Xf0d3AcoxlW\nLFOoWfTVnlDgWa9Tml5KvlXYnboye258sbslJPA8QkgRuYsTS93NoTt29r2vU/rRY2McTeRQ\nssQA3BzyfOCZwjp16nwovLew+9a3vvURHEednzeyyLeKvrf9kcCxwxtbnU6npmn2+7FRlUX+\nq/fv2TPYkS5UJIHvbgneetzQxGL8/3nsxdawf3NXE6VgfCGh6tZX7t/7voa7Pz70tIS+et/e\ni1PRYkVzysKW3pYPZuK6EMv8r//fTwMuxekQTct+aWRyZ397X3tEkYW+9sindvbFM4Xnz4wz\nCGq6qVv2htaGpqCHW0o4JCFfqvrcjkSunMgUI363yLPxbDGWLWJMIICbu5q8TjmeKVJKbGyv\njVGaNpaF6wXaa/OxkNe51kznOVbiOUyIIgk+N1+q6vMriVi6uBjPdkQChL6py6mIfK5Ufb/v\n9+rc6sRi3OdSVlN5t1OGACAELRuzLGNjG0KeAgoIfdt5D5dDvH37xv/0vec9iiTynGoYuwc7\nGoNuCJHPJW/f2HZTU7hQql6cWhrqbl7NFMZmVwihkEHYxj966YJh4m9+5tBbFUl3c+jPfu+R\nM1fnM8XquWvztoUdIm9jwiBkWHglVdi6sfWZU1cJIYok6KbFMAzL0kyhshTLAAR9LjmayDEI\nAgAwJul8WdXNiqYvxjOUgpteLZrM+VzyG7dB4HUry6n8+z2lHzHxbPFnr14+dWVOEvmqqt+1\nZ/CRw1sdb7deU6dOnY+GdxN2e/bs+c53vvNRHUmdTyQMQgOdH2QH9szVhYjv+o4ehKDB75pY\niF+cih4ZfkdrjI85frfjzn9acYVS+vyZa41+tyRw+ZKaLVYL5eqPXjwfCXhcDrGvPXL/gc2/\nee++xVi2ouo8z7kdksshWjaWBP6BfZs9LjmeKZ4emw+6leaQZzqaZBFiEFKxadskmshLIu9W\nxNVUPux31dqLVd3MFatrn6BhWjdZFnMsY2o2AEAzzPmVVKmquxyiIgmqYa6k8gGPc23lwrBt\njmVU3XyXkHhVNxdjGVU3Qz5nS9gHISyrusjzmmmx7PUFHkpAsayFvU6GZQa7mlgGZQrl58+M\n/+4jB98qvIZ6Wv78Dz53bT5WrGh+t2Nrb0ttjeNtkUSeUqBbeG41TQGoDeeZhHIM+9SJ0UPD\nvQMdb/NNbg55P3vbsGHZJy/NuJ2yqpu1gTOOYaq6kcgWMaUcw/A8W9EMACGDEEIokS3dtmPj\n9r62eKYYTWRZlplZSmaLFY5lKqr5yrnJiN9z3/5N5yeWrs2vXpiIqrqhGzYBwCWLPL92AunH\nvPZl2fhnr14eX4j3d0REUVQ17eTlGYFj32/htk6dOh8i7ybsOjs7Oztv1SygTp33Rb5UlaU3\nKQBZ4vPvv+TziSOdLyfyKoeozyXfpFQqmnHswrRD5FYSWVW3AAAQAoTYfKnqVsR0vvTMyStf\nf/hAV1Mwmsz7XHKuVL02H0tkiyxCV+dXv3L/vl0DHUvxbKbIxDPFdK7scznKVR1jwjNsrlQ9\nfWVuY0fjcF/bUjwbTeYIoRvaG771a7d5nXJNkPndSkXV10LuAQAQQsPCpoUzpWqhokoCV6pq\nTSGvUxZWUvmVZL6/MwIAKFTUqcU4pOAvf/iyW5Hu2Nnf3XJzq3FqKfHs62OjsyssQpph3bd/\n02du3+5RZM00FUlcq8kZlsUgVEtcqEkor9Px2qXpL9290+W4Xs01LXs6mkxky01Bd29rOLLj\nlvS0UxYfObLt6ZOjxZIqSwIAFGMqCpwi8+lC5dpcfKCjMVuo5MuqIgthn7v24RBKF1Yzcyup\neLbodUoQgjeqhxDlS1XLtE1AdNPkWBZCYJgWJtTnlj93x7BbkW/f2ZfMl8+PLxXLqixymmm3\nNHg7GwOPv3JxKpocn4snsnnNsAEEDGIs265qemdLiEFIFrhssdr+DmtMZVWvvaN3erOE0nJV\nl0Sef//+ebfO/Gr69JX5vs5I7XvMINQa9v301ct37R74hJbe69T5JaC+PFHnF4Ms8ql8SRbf\naNkYpv0J6uDMLqcuT0XLmuF1ytv725vfbPtHKE3lSsWK5nHKaz3Zsqo/9dro0ZNXBJ43LPPe\nvZseODDkWnf9YxCqanq5UkUM4jjWsmxAISFYEsSVRN7vUq7Mri7Esge39f7Zo89XVG1mOSUL\nPMcwHMucGp1dXM18/s4dLoe4ksqVq7oocLphVTSDZZBTFiAEHkUulbUDQ12Ht/WyLBtwOyxM\nzo8v/t/fe3Fzd1NT2Lujv72rORhN5PxuB4QgW6xu6m4KeV2PvXBWNywLkwICTQEPi6BuWG0N\nvli2yEUZQkksnfe7FZci2pjMrqROXJ75j7//mZbwG63/YkU7evJKMlfa2NYAAMCYvHxuwq3I\nB7b2bOpqnlxMWDa2MQYAmpbNcYyqW41BD0IQAEAABQCgGyuos9HU//mdowuxtG0TlmX6OiJ/\n8o1Pr/cfKVa00enlQkX1KPL+4f71uubuPQPReG52OWVZNgVAFDhFEmpOyJZt//jlCz955QLH\nsha2794z+MDBLTzLfO/5s08ev0QpNU07V1QFgTMtk2NZAADBuFBSIaxV1qBmmBBCUeCBZT98\nZFtjwAMAiPjdv37njtloimAs8lyD3x3xu1mWgRCMXFvkWKSZNscxhFCMMUKwWNEuT0QhAxCA\nfR0NuwdvNhOeX02/dG782PkpAMCR4Q0HhzeIHIsJDfmcNZ1HKT13beHUlblz1xa29LZ0NgU/\n9XOTWVXd5Pn1XkmAZRkEYUUz6sKuTp1fFMyf/Mmf/KKP4Z+Kqqq/6EN4EzzPsyyr6/rayt4n\nAkEQbNv+yI4ZE3rs/JRLkWoZpqWq1hjy3rmzT3nnIsRbEQShdqo/mOeObWOE3sNo7W05Mzb/\nZ//wbKZULZbV6eXkk6+NbmxrCN0QcLlS9Ucvjvz1j4+fHps7+voVy8YdjQGOZf7h6OnnTl91\nOQS3U44EPOPzMc20BrubIISJbPGlcxOnrswtrKRNm1AKCCGYUFKLXgCQ41jFIRJCtm5o3dLb\n0tUcPHN1PltS3Q4JE2zZmGFQPFu4MrMS8jmnokkLE0KIYdoWJgLHOiSBEGrZJF+qLsYyi7Gc\njTGC8K8fP7YYyxQqajSRXU7k8sXqg4e2YEJ002IQ6mwO3b1r4CfHLizFs5hSSijBtFTRSqqW\nLVayhepQb/PXHtzPQJgrqt0tIZ5lGYQcokAIIYRu6n7DzHZ0evmFM9eabshfhKAk8KWKdmBr\nT3PIV1H1pWQ2U6gyCLmdUrGiB71KV3OwtjWymip0NQV5jqlqhiIJ//Ivfji3kuYQ4jiWUrqa\nLk7Mx+/ZN7iayq8kc/OrmZ++eun4hamVZO7i1PJSIut3Odb2VwSOHe5rOzk6q5mWR5EcosAw\nSDctSkBrg/fU6Gx3a9jlEGWBm1iIL8azP3hh5MXT1zTD0k0bQGpjggkRec6wLNPGDIIMy7SG\n/YWyigmBEAEKLBs3Bj3feOjg2l8pToc4tZR0SkJjyOtWpNpXbjmZUyShUNEM0yaYUkAJpYRQ\nAADHsR6HxDKoVNGCPmdPyxtr5qlc+YcvjizGsu0RX9jnmlhMHD8/8cLZ8ZOjs8vJnGXj9kjg\nwsTSf/3RKxyDWsI+08Jjs6v5srqpu5n5QF/1d0czzBfPTgQ9Tgghy7IYY8O0mkKeg1t6+J+n\n7ZEsv2PDvU6dOvWKXZ1fDDv7O7J3VL73/FmZ5zClm7qa7tjR1/B2sUgfOrppv3ZxamIhZljY\no0h7NndvWp/M8V4UK9rJ0ZnOllDNFMYLHA5ReOHMtd62Bo5lMCY/PX7pwsTiYFcTQhBjfGxk\ngkEoEnA//soFjmF0w4plSi6H2Br2PXdq7MjwBsOy/+1fPxFwOwSOK1ZUTAEhmJDrzngQQhPb\nxKAWxpph1eTjpu6m7uZQg8+VzJWq+vXqCMHE71EuTUYf2D90amxubHYFUMCxrFMSEIJVzSAU\nKLLoUeTulmAqW3r6xBXbxhBBBiGWZUtV7cz4wmB301fu36ubFgBA5LlHnz51aSpaiz4zKSGU\nQABti3jdso1JNJZN50vX5lZXUrlEthDyuRqDHp/LoUhiplBZf9I0w1qLHK3Bc+yFySXdtFvC\n3t9+6MCnD22JZYr5UhVjEssUXzh7LZUvcwxKFyqA0qmqtprKVTWrwe9cWMnIEl/rYrMsAyG8\ntrj6n7/3/Nj0CscxiWzRrTgGuxprhj6JdOHo61d+9zOH1zqSqVy5tzW8kspni1WRZyGAiEF3\n7u5/fXSmty0STeSW4lmEoG3Z09EkfsM8j1ICIIC2jS0GcizTFfTxPON1yfF00aNIumljQiil\nQZ/Lo4inx+YqqrEUz4gCt21jWyTgWlzNyDekHiZU0y2fWzEtTAhlGUSvA2qONrLIIwQLZfX4\nhel7925eO2mnx2YXYpna8nhtDyNfUtsafO2NgXJV/7ufnvA45ddHZxoDHtWwErkSIUTi+Vcv\nTu0a7Fivsz8s2iL+O3f1nRqbbwl5BQFohhlN5D53x/ZPUOm9Tp1fPurCrs4vBgjBvfs27Rzo\niGWKHItaw76P5mJAKXji2MWXR8YbfG6OYzOF8olL03/05buHeltu8RlWUvlrc7GN7Q1rt3gU\n+cLE0ukrs8upwlI8e+rK7EBHY62NyDBMa4P/J69caG8MEEKcLgeotVx1YzVdYFmmVNWPX5hq\nCngCXieltDHorah6pliBCDKQsTEBgEIAddNK5cpfvmd37aKOIKxFI1Q1c22JlVDKs4zgckgC\n9ydff+BvfvLayLVF1bAIBeWqLvAsxzAmxqLA6YY5uRQ3LJsCADG1MTFtG0EINPOJ4xf3bO5a\nU9hnrs1jSiGENsYUUAggoFQzzRDr3NjeACh44tilkmo4RMEh86puXp5a3t7fbmMsCW8aoKyN\n8dWi52q3VDVj92BHbdMCQRhel6gBANi/pXtyMZEvVS9NRimkYa8LAEApPTs2T28kndRADLJN\n8+L44pYNbVXNiGUKVU1fimdrQ34Bj3J+fHF5X7arOQQAmI4m//Rvnwy4ld6WUCxTrOpmW4Pv\n4cNb+zsbL00spbLF1VTeo8gIgXxJpcCmAEAIIAUAQAoAhJRS2h4O/NkfftbvUv7yhy/HM4Vs\nqVqsaBBdD1/xOiQGoceeP5fKF1mGoQS8fG7iwJae9qbA3HLK7ZQJJulCeXhj22q2wLEIULrm\nPnP9bVFarGguh8gxTFUz1p/GXEld8/PLFivlqibxrGHZAABZ5Bv87jNj82euLsgiF0sXaylw\nmUIVQrAQy/w8hB2D0COHt0kC/8TxSxzHDnZGPnfH9jtubeSxTp06Pyfqwq7OL5L1OZsfDbPL\nyWdev7Kxo5FFEAAg8gpC6PiFqcGu986/us7btX1Vw/qv/3isKeQzLcu07Mszy/0dkZo8YlmG\nUDq7koYQrikbkecSuVItBuq1S9Obu5sBABDCkM+ZyVcYBCGEGJNa/otp2QjBoMexa93E1WB3\n0w+ePwvo9cVJy8YuRfI45WJFgxD4XI7f+/yRl85NHD0xVihXW8L+XKlSVQ2v29EQcE8tJnIl\nDUJQs/MlgAICKIIUkFim9IMXRr76wL5aFbBYViklhEIGwto9KYUIolrEwvRSIldS+zsj5yeW\nBMwiBHmOWUnlAIAPvzkvob+zce/m7ktTS40BL8uismqspPIPH976TpEGXU3Brqbg5eno8fMT\nPa3XNTSE0O9Rkvnyeq8QgjGgsKnBZ2Fc0Q0AoEMSoolsyOfSDYsAoBlWRTMAAJiQ509fbQ56\nfW4HAKCjMaDp5sxyakd/uyTwpm3H0joE0LAsjmE03YQQQYDBuk/7RhEV1HaKt/e3/fn3pkoV\nDULIIIZSgiAsqVqhrKmG1eBz1rquumG+dnnmD75wx4bWcDxTEHiuqzm4uafl+8+eTWWvIAbZ\nGIOaaqYAQMAyjGXbmmFZtu1b52tdquoLq+nZlZRDFBwSb5o2QghTyt743oo8p2pGW4Pv0nTU\n63RAACgFPMdm8uXx+dUHD265pa/3+8TpED9/x/Z79g5ChmcBFoW6nXKdOr9g6sLuE0+xoo3N\nrRYrqtfpGOxqXNscrPO2pPJlhyTUVF0NtyKduTr/m/fvfdtwiLfSHPYOdDWWKtpaiTFTLDtk\nvjnkcytSRTUQBIosXJuP+VwOnmNN27YxlkXB0xCIZwrXKy6U2pZ9YKinIeAGABBAEYAAgLDX\nVQxrk0sJgnGt5ldrKTIMLOv6UydGv3zvnvH5WCpf4jh2uK/9uVNjqm7xHOtxyY0BD8+zuVK1\nPRIAADhl8eHDW/cPdR+/ML2czE0vURai3pYgzzLFqsayyLQIADUzOkghxZQiABgET4/NKbL4\ntQf3QQh5ngMUklqA6w1JyyBYm6Aqa4ZD4l0Oqa3BPxVNYJsAAMqq/tDhLc0h7/xqOui9PtHP\nscxnbh92SMJyMnd5enlHf/sDB4a297e/+6nWTZt5s/1Ka8Q/HU0apiXwHISAEGqamGNRvqhe\nnV0FABiGVYKIUDodTVY1AyFUVfVnXx/zuhwOkT89Nrd5XeFKEnlZFJYTuZYGn9vpuDa3zHMc\noIBjGUypQ+LKVQzAmoykgEIIYFfr9YXfLb2tFiaWbQMATIwRAC5FyhZVQohbERGChFAKKMMw\npmZcnV35oy/ftf69fOX+PYZlvjIyUdEs28YMgrXaWy06Q9VNloEb2hovTy+3NvhEnnv06KmF\neLZQVjHG2WKFZRjTwpgQ740JQs00va6galqE0JKq2zY2TItnWUUWCQFvdc77EHHKotfrzec/\n7q57der8KlAXdp9s5lZSP3318sRSQuJZ3bA2tkc+e9twW+QdU+Tr8CyDb8oPxaR2+y0+g1uR\nD2zp+csfvux3K4LAaZqRyJUAgLUSl0MWmkLeVK6MEFJ1E0AQjecevm34mRNXQn4nACCayDII\nWTbuaQ39+l27PIp0eHjD1GIi7HcBABL50vRyihAKIaQAUAoopRzLYEL9budrozOJXGl+Na1I\nAsakUNU+f+fOq3OxaDIb8joJITPR5L37Nq1vugW9zs/dMUwpXU7m/s1/+0lJNbwMQyghhCAE\nMV67I6yJPNO0ixXtieMXHRL/+Tu2dzeHphYT5EZdEFBQc4CzbJwrVsNeV23yr6IZHsUBETBN\nm+fY58+Mn7g8Jwvcpu7m7X3tR7ZvrBURv3j3Lt2wqprhcclvO8tvWPbJyzPT0ZSqG0Gvsy3s\nU3VzfSqrYdrDG9uWEtl0oUIJgRAqsqAa1vRywiEKksAJHFcoqxQQnmNFntUMa6i3JZUvP/Xa\n6OfuGAbgZn1DKYEIPfnaKIuQ16mUVA0CqJmWwLEswyAEa9tEFFAAIIXAIQlff/hg7bGPPns6\nW6wIAk8wIZRiQgoVze9WamsvuZJa1Q0Ea/IOXJldXYpn2yL+5WQ+ls5zLNsW8X/zs0ckgXvm\n5FUL2zzLlquaYdsQUhsDiKjEi8cvTb5ycaKvPcIx6MJUtC3sdcnizHKSY1G5alAK2yJ+n9MB\nAKioRjJT+mcP7J9cSr12YapU1ViEAEQUgGL1ehLJdc1Yp06dX2rqwu4TjGnZR18fi2eK3U3X\nHfZX04WnToz+ziOHuJ+nedUvFhvjc9cW5lfTlo07Wxru2L35vR+zju6W8Mb2SK5UrTnrUgBi\n6cIDBza/rwm/XYOdQa/zysxKsaL53I5I0P3/fv+l2nUTAtAWCUCIZqPJhdUMYuBnbhu+b9/m\n5qD32z87Efa7vK5mzcCZQumrD+wPeBUAwH37N+dK1SszKwjBlVSeECIKLMHUsjGCwMKEYxlZ\n5Aghmm6OL8SGelpq1+egbj79+ti//8aD0VQ+lsrzHBsJuiua8Q9HX2cQ7GgK7hroXAsFbm3w\n//HXH3xlZOLVi9NexVGuGjyLNPxG0AgEEEIgCJzAs36P87nTV9sjAUnkWJa5sckBKAQQQp5j\nOZYZ6Goa7Gr6Lz98ycK4VNUUWSSEaJqJBAgAdCnShtZwRTO+8/Qph8TvGrzuiCkK3Dt16wil\nP375wssjE2Gfi2PQcjL/zKmr+zZ1js2uRAIenmUqurGazP/e529vj/hfOndtNV3KlyrLybyW\nynEMiwktVDSXQxI5pmoSRRI4lmkM+5yKJAvc6Suz9+7bfHBr70w0FfJd90ZRNUM1TKckHrsw\ntbm7CSE4u5KUeJ5lmWJVgwB4FIdmGpphUQoYCNyK4w++cFvQrQAAKKVnxuZ5joUQ8DxLKSCU\nmqYNAHA5hOVUgWOZ2joEhRQQYFj2T45fCnqdTx6/hFgEKBjobLxjZ/9XHtgvC8IPXjzncUod\nTX6nJBVVY241xbPsUE9TrTK6uJq+Oh9HCCaz5aDbsbG9kWeZsqo3hjx+l+PM2ByAcNuG1vsO\n3Nbf2XhtIWZaOOR1EUIQRBzLFCpaVTfqSV916vyKUBd2n2BWUvlz1xYG1wU/hDzOM2NzDxwY\n+mUt2hFKH3v+7MsjEwGPEyF4bmJxcjHxxU/tcL4lIf6d8LrkO3f1v3D22kw0ybFsVTd2DnTc\nt3/oVh5bUY3paKKs6j6XY2N7pLXBPzK+cHFyaWx2hefRzHLS65YtC3Ms63XJd+4eeOS2rY0B\nb62Sd3Bbr8cpjU6vFCpqQ8C3tbe5pyWom1a+VLUtDAAwbYsQrJs2wyAIIMsiTCmgFFLKsAyE\nkAFQVY2e1vDa9VkWebciLacLt23fCAAoVbW/f+r1a/OrHkWiFLxyfnJuJfWlu/eszWD1toZ7\nW8Nfunt3UdX+j//x9LW5GGIgwfT6igAALMNACDTD9rsdgILpaMLnUvwuh2HZtXExQolh2Vt6\nm//5F+6o6bN/ge7825+d1C0LVyjGOOR15cpVWeStGxP9jUH3yPjimrB7FyYW4s+dvrqxvaFW\nn2M51rIxJvTTh7ZOLMYvTCzt2dT18OFtO/o7IARfumdPNJn7N3/5eCToSRfKLMNUVI1SWKqo\nrQ3+aCLHskyqUMqWq7aNWxp8AEKM8X37N//opfOz0ZQi8YaF04XSkeGNJ0anVc2oamZjyEMB\nnYkmIYSmaR3ZM7h7U5eqm6vJXLmquZ2yZpqjM8sTS/G+9siugS7dsGSRL6s6hABBxEAIAPUo\ncnPYHUuXbAtDiCilgAKEUNjvPD02W6pomBCeZQmgxy9OXphY+ot/+YXfuHd3Y9Dzdz97rVTR\nimVtaGN7Q8CTLZRqqq5Y0WZW0iwDGYbxuWTNtCaW4rv6OwAC7Q3+L9696zO3DZuWHfa7RZ4F\nAEgCHwm4cyVV4FkKaEXTfC7Z53IQSt9porFOnTq/TNSF3ScYGxOGQW9qLEGAEGPhT5J/3vvi\n8lT0xXPjG9quX/vDfs+1uZUXz8qPvHlU/93Z3NPcFPLORJMVTQ94lIHOplspcM6tpH/26sWr\nczGBZVXD2L2pqyHgfuyFsxzDUkA13cwUK2gFijxn2YRjmX/9m3e3NQSuza+Wq7pbkQc6G7f0\ntm7pbQUAuN3uQqH4wpmro9PLl6aj+bLqUsRN3c2E0lRhkmMQoZQQwjLIsjGFAFDgcsqGbQe8\nzpsGAVmErBvxvsfOT04sxDpvlG+9bscr5yc3tkd2DVwXVYvxzPHzU6lcCSK4fWObZePVVAFB\naBOi6SYAgAKqm9bG9ojfKecrqmXjsM/l9yimjRPZIoQw4FYUWWgKedeqbtv72xcTOfOkFfAo\nDklI5culqo4xWTulosBXNMPGhGVQplCZjiarqtEQcPV1NLJv3lZJZkuKLDAIGaYdTWSjiSwF\nMF+q9LdH/vCLdxqGdVNVNVusCCIn8hylVHGIDknAhJQresjvWVhNZ4sVr0tBCBJMYuk8hDDg\ncXqc0tce3H9+YjFTqFBCL01Hnzt1lQJYVY2TozNbNrS0hH0Rv7usGguJzG/dvzfkdb16YapQ\nVk9fnc8Wy00hX0dTAFXAj2ZX0vmyLPJlTfcqsmpaum5SQCkEQz3NhNL+rsjMUsowLYCALPA8\nx9k2qVQN3bTCPleteGZjki2WXzk/+dUH9t22Y+OWDS0rqTyCcKCn/e+fPFGuXE9hSefLEs+Z\nNtJNi1LKc6yIcapQNk2rqyXEsUwk8CaTIEngPC65pcFXqmoYE0kSZJ5TJKGu6urU+RWhLuw+\nwYS8TtO0NcNcs5ZQdXOwq3G9C/8nF1U3T1yaXoxlCKUtYd+Brb1uRVpO5jzON41nBb2uaCL7\nfp/c73b4N72PuDzNMJ8+cTmWLvS2hgEAFIDLU9H5Y2kAgCwKDIKlqkYxoSxqDvlEnqUUnL26\ncHlq+ercSi0BYlNP8+7BTp5j3Yq8RXG+PDLx2PNnWxv8fe2Nr12eqqj6YjzT3RJ2K3KpokEI\neJYxLQwhpIQSQE3THtrSWtX0WKYo3QhjJYSWqtqaNclyMlfb9zRMK54pqbqh6sZLZ8Y3d7dI\nAhfPFn/88oWVZM6jyATQ+dVMV2OwopotYa/P7ZhZTi3GMm5F6m1rqG1iFit6g9/d197w2Avn\nupqCG9ojAEBsW3Mr6YGuJgBAVTNOXp5ZjGVKVT1drPhcDpHnOJYxbZtQ2uu9bqurm6bf7WAZ\n9Pro7PefPbMYz9TGzvYOdf2LL35qvVZjWUQIJYTO35BlhBLTxt997rQs8fu39Nz0ocgCb1vY\nIfHNIV8qX3JIAsMgAmk6WxBFzrRxplCuzfxRABSJ10zTAySOZW7b0Ycg/M/ffX7k2oLTIbIs\n4jg1T0O8AAAgAElEQVSkVq2LE9G9m7sQhMlc6Tfv2dMY8Bw7P/noM6daw36HyBEil6pqLJXv\nbWvolILPn766ZUP77GtpjyKyCNWm8DiO0Q3TsOyASykH9Ipm8BzLIFRWdZZBmmkKPLfWEmUZ\nxHHcxEI8nikEPU7fDSNlj8vhdyujuuF0iAAAC2OGQYgQn8tRqKgCx9o2iaUKn7tjeM/b1UH7\nOxr/rnLS61LaIgEAgE3o/ErytroFSZ06vzLUkyc+fD6y5AlR4Hxux/ELUyyDAIDlqr6SKtx/\nYPOGtob3fvBb+IiTJ94d08J//9TJl85NmLZdruijs8urqXx/Z9NSPDu/mnbeCJ5nGMa0sSRw\nt9Lpe7+kcqULE4sTC/FCWc2X1SeOXVprcEMALEwW4lmvyyEJHKWgXNU5jiUEbGgJh/1upyye\nuDRtE9LdEnIrsuIQz08svnRuYmox8fL58WS2NDG36lIkWeRtjJdTOY8ip/IVv1sJeByZUtUw\nbY5lGAbZmOze1Pn7nz3ymdu2Hdm+oTHo+dmJUUiBZlqLsfRMNBX2OtubAs0hL4PQyPhiWTUA\noFNLyXS+hAlRdTuVL+mmtbmn+ZmTV67NrUYCHpZlOJbxOMS51dQdu/olgT8/sWCaOOJ3CyLn\nU2Tbxslcuacl9NChrZGAJ+h1vnj2mmHiiqavpgqfPrzlU7sHTBt/56lTL42Mm7atG5ZlYs00\nE9mSapoOkXc75ZaQD0CgGdZMNBkJuMdmot9//lw8U1AkkedYAOH4fNww7fUfHM+xP3ttNFeq\n1JS6jalp47DP1RTwZIuVnpbwpano+HwsW6gEPE6WZZwOMZktLadyDT6XTXAyX6qqBs+x+4a6\nY+mCjTEEcK1wKAicSxZfODP21z8+tpTIJnOlH7444pB4WeQZhESe4xlGNUy309HVFLx77+CR\n7RswoU8cuyjyPM8x44sxp0MUOC5dqHhdDlnkVcO8fUdfwKNcm4+pmsEwyO2U+tsbKaVV3Yzn\nigG3ksiWEYK6YQkcKwq8YVqAAoG/XuzUDatc1dP58onLs6l8yaPIfo8CABBF0e91/uD5MyyD\nBIErlNVsqep1yQMdjV6XLAocJeDIjg1f+/SBtzXoccpia9iXzJVmooliRYtnCnftHrxv/+af\nR/LEeiRJ0nX95/oSa9STJ+rUeRfqFbtPNoe29SqycHEyWqpojQH35+/cvm1j2y/6oD4ETo/N\njowvrs2TuRRpYiF+/PxkW6O/UK6G/C72xlUqlSsNvZ/ciFvkwsTisfMTM8tJjmWrmtES8t7U\nx8IYU0Jrh1HLHCCY2DYuG7oXOFTdUA3To1y//CzFMrphYYwbAm5Z4keuzS3FMge39QIAeI4N\ned2qrrMIGZYd8jq39bZcmop2t4SDXue+oZ47dvSt9dA6m4L/4XcfeurE6NGTo7Ikhn2KJHKP\nPv16MlP8tU/taosERmeWAaW1VQZKQVU3u5pCJy/PDHY1p3LlNUEMAAAQuhySLPBfvnfPb9yz\nG0GICXnl/ORyIkcB2NTTfGR44/XpwK29fe2RVFEDEDpFpjXsAwCcGp0dGV9wOsRsoUIp9bml\nimYeGu7eP9RjmNZrl2ZOX5lDCOVKFQbB5UQmmSvHknmHLEAIEIIiz7oV6ey1ud+xDq8lUjT4\n3Zu7Gp85c5USSoGtGRYAVNPl1ZQ1Mr5QqKjJbJHnWFUzhnpbvnDX7rDP9eDBLT999dLFySUW\nIQfPhxtdtw33dbYEnnj1Ysjn4hiEECKE2DaOZwuPv3yhJextDfsT2eLlyaWqpnsUz9r5kCRO\n0JltG1q+/tD1pddMoXJ+YnGopwVT6nc7MSEMAiyDTMsGANiEyCL/B5+/rarqc6tpryI7ZVHg\nWQBAIZbpaQ5PRxMIwWS2iBBEADhlvret4dLkEm+yPMealp0plBEDe9vCzSHfUjz75Gujv3mf\nXEsW6WgM/vHXHnh5ZOLE5RnTthEEIa9L4FmBVxCChYr2yJHhdxFqOwc6ultCC7GMYdoNfldH\nY6C+OVGnzq8OdWH3yYZBaGd/x87+m5PCP+nE00WPU15/LfK6HKvp/AMHt9y7f+iZ168E3E6E\nYFk1tg903rlr4MN99UyhcuzCZKGsdjQGAQCAguloMl0odePwG2NhEPIsY9qYAFJRdYwxIZhS\nsLCSti0sCjwlVBRYAICqm8vJvM/tsGyMCUYQtkYC43OrhbLqdTkghM0h76WpJRtT28b5cjWR\nLX3zs0ceOrT1bY+tsyko8exgZ+NaNK3bKR19fXRzb8uR4Q1L8cwzr48hADTDMkyrJeTzexWb\n4NVUnudu9nmxCRU4FkG4Nrf32duGa/+glE4uJs6PLxBKm0LeTd3NXW1NPM9ns1lMCIJwKZbO\nl6rLiaws8hDC1XTB5ZA03aq1qje2Rx48ODS7kvqbx4/1dTTxHJMpVBCDLAtXNcOlSAAAnmOX\n4rlipRr0Xn8j4wux8YXVTZ2NM0tJUeQs266qRjydlyXBtKyrcysDHY21KOG51fSTr1767YcO\ntTb4vvHwwWPnJ18eGddNg2Pgi2evRmbdLknQdIORRIQgoVQ1DI5hAaQXJ5cABICChoCbUqrq\ntiK/0de2MamNMcQzxXPX5pPZotshpQvlkNelyEKt3IgJYRlUqeob2yI9rWEIIc8yTQGPLL6R\ntCEK3Obupg2t4e8+e1rgGQYhCICmm4DSWjhyrlRhIWIYpsHvivjcEAC/W5lfTY2ML963f3Op\nqhEKetvCG9rCv3HPboZBk4vxVy9OX5yKQgq297f9xt27m4JvSNK3xbcuIfefAqE0mS2WqprX\n6QitiwapU6fOx5a6sKvzcQQhSMmbAh4IpQxCEILP3b69pzk0H8uYlt3ZErlt56Cpq3idIds/\nnbmV5NRCvKvlug8tgKC90c+yaHYl1RzyChynaka2UB7sbo5nC9lCGRDAMAhjAiGsqObUUkLg\nOYfEo+sz8hghSCghlNSmIUWe87ocq6mCU5FYhDxOuS3i51imLeJ3K9JDh7bt6Gt/p2MzLDtX\nqnpcb7SiWIScshhPF/o7Gv/Zgwei8exqqiBLvFMW/R4F1k4dg/o6ImevzisOsVZl1E07Wyiv\nD0Zbg1Lw+Mvnf/rqJY8iIQQLZe32nf1fuv/AaxemxqYXLdvGlJ4fX0jmiiyDAASyyLsdUr5U\nXU5eH3bkWKYl7JuJJj0uR60gJwk8oPT6OggFEALDstobA27FUdWM4xcmZ5eTC7GMahiNQU/Y\n7yxVNFUzBI6FCOqGWfMiXopn+7uaIAASzz9x/IJmmI1Bz6aelumlOABgsOu6e180kcGENod9\nS4lsrWLXGPDMlhOJTBECgBAilMQzBZZF5aqGEKjZBKqa4XSIuzd1za6k/t1f/8TrUhSRL6na\nVDQx0NncGvKbhr2aLYgct5zItTb4tm9sr+VPuBUpmSutF3ZVzfQ45WdPjZqmFXArtT8GylX9\n0tRSR4MfQOhzyRXVZBDsbAqyN5rFksAvp3LffvLES+fGIYQ7+9sPb+8b6mkBAGzvax/sakpk\nSwxCYZ+T5z6i39uZQuXxV0aeP30VAkgB/czt2x8+vE0W6zmwdep8rKkLuzofRzqaAk+fHPV7\nFfa6ywZN58t37R4AADAIDfe1D/e1AwCcTqcgCKb+IQ9ZWjZGDCKEVjTdxkTkOYFnixX1C3ft\nnl9Jj4wv7N7U9enDWx0S/8f//aeUAkngNMMikDAIYmITAr0uR2vIN7eSbvC7MCa2jYsVfUNb\npHZJtjGWRH7PUNep0RlR4E0T79nc+dDhbY1BDwDAtOx3CTdjEKypnPU3EkJrD5EE7tDwhide\nudTRFKzVO21M8qVqV3Owv6Mxli488/qYyyFiQkoV42sP7e+9MY6JMckWKwhBr8txZWb5ydcu\nb2xvYBkGABAJeI6fn5hfTWeKVa8iVjTz8tQihBAByHMsISRfrECPiwJw094lXbM1BiAS8Kyk\n8lXV4FiWEGrZdqmi37V7kEHw+y+NnBqdDvvchmmVq/qlyaWBribdsAilFsbABk0hb75SlQQ2\nkSt1NYcKFXV8PmbZeH4lPbuceuz5swjC2vdBNcxsoWphYlk2APTA5m4KEaRkOVUgmHIM4tja\niUWYENOy+zvCuZIGCGUQdEjCH/76nQGP8qMXzzUFvbVxN6ci8Sw7NrtcjgQwpU1+d66sQghS\nufLI+LxbEfs6Gh2iMLkQD3idYb/LJUupXKm2Af0/fvaqJHCmZas6oZSUqgYhNJrKeRQZExL0\nuGRJWJ+oq+rm+HwMULJlQxvHsrFM/j995+gff+PTAsctJ3MQwraIv5YU/NFg2/g7T5147dJ0\n7QtpY/KD587ZGP/Wffs/smOoU6fOB6Au7Op8HBnua7937+ZnXr/icckIwEJF3b+l58DW3o/m\n1cM+d76kVlQ9UyjXMlvDftfuTd2fPrQVAqgZ5lp55o++fPf/9eizToe4uJphEWJZhoesadlV\nVYvGMwM9zSPXFjTD8jplm9Ba2ptuWPFs9rO3b3/kyNYHD27JFCpOWWxt8CWyxR++eG5mKYEQ\nEgVuoLPx0PBGkb/Zy5dlmLZI4NWLU21hX83pRjesUlXrbrm+hXpke180kTt7dd6tSITQXKn6\n0OGtg11NEMJfv2vX9r721XSBY5mOxmBT6Ho77+rc6isjE6evzAJA92/pBQD4PQp7I8sLQsiy\nzKWp6JEd/dFYanY5aWNCKaUA6IbFsQwEsFCuNvjdN8mO5rC3VNVtG7MsI4vcxvbI1bkVjKlm\nmISCT+3u/+qD+8dmV45fmNzY1gAhhBDOLqdFnsmXqm0Rf80frsHvbov4T1+Zq5kkmzYen4/J\nAi97+JDPhRDEhM6vJgkhhYp2eWqJ41iWYTDBpao2uZTwe12VqtYcdI8jAOAbaphSACE8sK23\nJeTPFCqyyPd3NnY2BdP58qnRmU09LbW7GaYV9Cq6ad61d0A37FOjM3s3ddWi3rLFytFTYy+c\nuTa1lAh4lVyxOruS8jikBw5uuWffJpdDpBRUNB1jihC0sI0xqYXzUgo0016Mpx2S4HSIssAD\nAIqV/5+994yyIz3v/N5U8dbNqXNEdwONDAwwwACDSZzhDIc5iSK5pGSLkuWVrQ3HXh/bu7Zs\ny5/2HK8sm0dHWulQ0q7IoTQkNYGTEwaYAQY5NjrH2zfnylXv+/pDAT09gRMYhhR9fx9xqqor\n3Iv63+d9nv/fWq80opoyOdxNMIYQxsOq79O/+OHxfKUeVmUOYNuwvvbQ4U8c2fW+DXOc8+sL\n63NrJdfzs4nIge0jyoePcJ1ZLTz/xnVRILFbK/Vtw/7eM6c/c2xf7IOF73Xo0OGXQkfYdfjp\nWS3WSrWWIotD3anNS1E/OwjCLz9wYHKkZ2m9Qhnry8b3jg+QjypOozsVS8W0mZVCJKQECZ6r\nxfqxvRNBRWrzlW4b6pZFkoioS+tAIARByDmXRSESVorl5vxq6eieMYKR7fnX5nK1pr6YK++Z\nGPjixw7evW8MIdSfTfRnE5bj/f3zZ/7hxXO1piFgmElGuxKRq/Nr9bb5G/ff/s6X+EN37CrV\nWhdnViMh2fdprWV863N39WVuiipFEv7Lz9y5d2JguVDJFRsjfSkA+Nmppb0TgwSj8cGu8bcO\nTa8Uqn/8V4/3ZxO7xvo4AEv5ctOwxbcmtHo+FQTc0M1rC+sQAlEgjHHXpwByUSSQA02VNUXa\nsNALGB/o+uxdex979WI6FiYE2657976JfVuHCMG9mVhgRlioNTVFDpRKSJG2DXdfX8zVWoYq\niY7ndadio30ZUSBb+jOzq8VEOGTYLuPcdN2RvnQgsDJx7crsaqWhF6pNTZVFgfg+607FMomI\nJAh37J1IRdRoSH75/LRIiO16CEIOgCQQyngqGn6bDwiEN4O3fMaWcpWVYhVBZNnOy2enMYGp\nWAghWGsZhUrD9Wm5risSObh9RBQI47xtWIvr1XsObO3PJgAAooAdz5MEASPkehxCCDgXCCYE\nRYlcrrdGezNhVb46t8Y52DMxcF9q28JaafPJ2K4/t1Y4sG3Y9nwIYDoe/u4zp/uziV23dOdP\n4rHjF/7++TOJqEYQahnWpdnVb37yyIdNkZ5dKdmOt1nDaaqULzdXCtWOsOvQ4VeZjrDr8NPg\n+fTRF88+9soFVRZ9yvaMDzx05Ke0WflJIAh3jfXtGut7/01/3sys5E3b2TbUXW+blNKQEhrp\nSTfapuv5m9ubOAfLhepoX+b0tYWgwQ5D5DMaD6uUMsp5NhkJtlclcc/EwLX53P/yrc8O96Wy\n6ZSu6xt9gU+/dvnFs9clgSSjqkiIbtolCLb0dz3+6sWuRGSlWKs1DVUWJ0d6D+0cyVeaJy7O\neD7tScdEgewe69891j/Uk9p8/gLBu8f7z99YujK3Gouoy/nq48cvfuz27V998NA7RylPX10I\nTNQAABCAZDScqzQd2+vLJDaSRS3XFTEp11qKJFDGbNfjDCAIGOO248kS8Sndt3Xgrn1bNx8Z\nQvi5e/cPdCdnV4qW42WTkTt2bUlGtc3bSAJhm/oje9IxUcCu59+9f+vuif7nTl+fWswDwDnn\nGCFFkdZKNc74aH9mo5FfEoR4NLScrzZ1MxYO2a5n2u7EQLZp2HMry1NLeQjB5+7ZPznSu5gr\nJ6KhIIfX8TxVEfZtHXrb3UhEtaN7xpfWy4bprJfrkZDcbFse5UvrJY/yTDzc1O2FXElVZJFg\nSqlp84VceXywy7Jd16Miwdfnc2P9Wc5BMqKJgoAQsl2PcQAhgBBtFNswwvFI6Pc+f3e+0sAI\n9WZix8/P3Fha33wy9bZOIHrj2gJGCEAYC6sSIdcX199b2E0v57///Jmtg92B1UsmHr62kHvu\n1LUv3Hfbe+z1TgQBcwA2J8xyzgEEAv61jSvs0OHXg46w6/DT8MIb1589dXVypCdYsFsvN554\n9WI2cezX46e8YbmyKPRm4r2ZePBaY4yfn162HG+zsDt+/sZf/Oh4VyoymE1OLa27nh+4eEAE\nddMhGG123xUIFkVCCJJFIV9pPPHK2VyxRgjuyySuLeQy8djZwmJgL6xKYqWhd6dsCNB/+O5z\nw73pkCJ5Vf+1y3M3lvIvnLmejod9n5bq7XKtvZKv2K4fC6tvu/OvnJs+N7U8Nth1M1U2Fn7+\n9LXx/uztO0ffdrH1lvG2amt3Imra7uJ6ORXXAICNtrF1sHt2tWTZLsKQYKHNbY/5IiYIQMqY\n4/i/8bHbf/PBQ+8MgcUIHdw+cvBW9EWuVH/xjeum46bj4b0TQ6KAxwe6GrqVtl1VFl3fb7at\n9XL93oOTn7vntlfOTT33xhTjDAComzbjIKJKXcnoNM3PrpRCipyKaQCAWsu4Z/9EVzr+n548\nKQpYE6QtfdlitbVSrDLOGWfM5//w/Jnd4/3r5VqrbWGCGaWKLP3Wp46+LbMBAIAgfOiOnf/T\ntx81LBsT0mhbtuOmYpoqi4Vqs6mbLd1SJFEWCeOcA6Ypcr7StGynWG9zDhhljzz3RioWPrRr\nNJ0Ijw9kF9bKiiSYjssZIBgHRV/KmOfT/q54JCRHQjd/Du3c0vudJ07EI6GkKAIAXN+vNnTb\n9TPxcNBA6fl+sdbKFWvv/eldzFVimvpmmAqEmVhkMV/hnH8o05PtI32qJLQMR1OlwFO6adjb\nR3oHe3494wo7dPi1oWNQ/PPnIzMo/vnywQ2KKWOPHb8oEWHDalWRxZmVYl82ESxCfWRIkhTc\nas75+2/9gWkZ1vHz06l4GN4qVhiWO9KbObZvHN2qeDXb5v/65z8KsiJikRBjPMjRCquKpsqa\nIns+3dKX2dieMV6oNj91bI/jen/z5MkLN5YYB7phn7uxeHU+N9CdXCvU5CCWAALPp7FIKFeq\n9aRifdmEKBBFEqOa+typq9l4WFWkqaW8gHFEU4q1Vr5Sbxv2rrH+zdW4F9645nreRm8+hDDI\n3dox+nbPv+nlwmqxtlmDtnTr0K4tu8b6KeOKJOweG/iN+28f7e9+7tQVw3QMy3F9H0HMOAeA\nx8JqOhYZ6k7Gw6ogYOkdTYEbvHZp7v/4y8cW1spL65XXL86uVxoTQ13peKQrGXn69avVpr64\nVl7OlRGCuVK9VG//w0vntg13D2STUU1ZLtRkkUAI+7uSsiAUKs22acsiqbWMYq31u5+7e/tI\nzwtvXB8b7OpOxRjjl2dXIASKJMQjIUkklPHVYu2/++YnAom2Z2Lo6w8evu/2yY1pj2pTXy1U\nDcvVVCkVC+8eG3j69SupiFprmeGQbNteS7d8Simjrk8lUcAImbYriyIA0PX8WttglAV2hrpp\nv3Z57u792yqNdqnenhzuySQikii2DCtoN/R92jadcEj6vc/f09StqcX19VIdY9Sdio/0pguV\n5tTieq1lrBVrUU2xHD+k3HyICCHH9bKJ6N23bf1JNzl4oPO50uaFV49RAeMju8c/lJldNCRz\nxm+s5Jtty3F9w3YUSfzGJ+/YNtTzrtt3DIo7dPgVoVOx6/Ch8Tx69vri9pG3SASJENN2P+AR\nLNs9eWl2tVgDAPRl4kf2jP1KeShsHeq+Y/fYpZmVnnScYGQ67mqpdv/tk2TTIlSx1hIEEtS6\nEISD3UnG2Fq53q2IEMKdY70AgPnVYn82ASFknK+Vah8/vDObjD76wtn51WJfJlFptIvVluP5\ntuvPLhf6uxLFWktTZciBT6lhOZ7vd2+yK8MIQQQIwflKMyRLokgAAJJAwqry2uW52yaHNi8s\nMs4hgK7nm7YLIQjJEgAwUJ/Vpi4QHA2rgazZMzHw4xOXNFUOrkW3nHKjfWjH6JYNtxcAAAAj\nAz2qKv3Rnz1aresCIQLGnk854H2ZRLXRfvTFc8cvTO/c0ndgcvju27bNLBfmVou263Ulo7dN\njogCzlcaf/rIc2N9GTVQkKnYtfncUycvf+Xjh47uGU9FtT//wcsYgvGBLsZYo20+/vJ5cEtV\nW7ZLMFRlKV9pjvRl0vHwoZ1bLs2sjPZne9NxSv2nXrtsO+5IT/r6fG6wO9U0TZ9yAmBIlgJF\nq8pCUzcuTa+4rreUK9q2+2RbL9aak8M9a8Xay+enL0wthVQJIXhk9/jDd+4Z6kndfdu2UrW1\nnK/XmjoEECLAGKCUYYzbhq0pUm86noiFlter1YZOGUOAB6fLGNBN59EXz3zl44fKDX0pV4lo\nciqilept3/Nj4RAAXFb4H3z53vM3lh594axAcFM3DcuZHOm9Y/fYF+7dD7DAOFBF+Mgzp3Vr\nxrRdSSSAA9v1wqrcnXofB7u+bKKpW13JGEY3dVy9aUwMdH1Yi2II4Zc/fnsqET47tXxxevnA\n5PCde8cPvaPi26FDh181OsKuw4dGEoXDO7fkq82YdrMqwAEwbCf+wdZhbdf7zuMnzk0tBu1W\nJy/Ozq4Uf/szx36Kwb1fEALBX7j3NlkUnnrtCoJgz/jANz5xx9G3zuRijBjjwXQluNX4bzje\nxw5uH+1Nbx/tdX36gxfPvXxuShQE1/XuPTj56WN7EISFajMeCZXr7cuzK6osCRiLBK0Va8O9\n6WQkVKy1KGWCQERCCHmrpTAEnHHKuE/pLdsOwDnHGIVkqdo0Np9efzb5ytlphECtZXAAEhGN\nMbZnYuBPv/fc6avzHPB7bpv8+OGdQz2pyeGeb33urjPXF6/O5wAAO7b0/bdfuf9tqi6g1bYU\nQdBUqWlYgHNZEjnnuVKNAZBNhrcOdrcN+y9+9Mr0Uv7VCzPxSAgj1DKtCzeWv/HJo/NrpYgq\n+ZQtrJVcz9dCciqmLeerrkcdz/vxycs3lvIRTZlbKeqWrSkSQFA37Jnl/Fh/N0SQc8AZ8ykt\nVBuaIsfCajgkfeGe/cfPTz914lJXOi4S7Hge4CwVCwsYQ5RPxrQgBwIAwDnwfX7i4sxwT5pg\nMrNS8Cm9OrtmOI4sEMPyZEmoNPTto73Ty4X1yst37NoSU+ULN5YZYxAgjCFjXCCIYGRZbjYR\n3r6lnyAIAPDSbGW9igCHCCEIIISAA8+nV+bW/uVXo//sE3ecuDBTrLVEgTx8bHdUU6oNPZgF\nWc5Xf/TS+ZGe9MJ62fepKstX59daupUv1//FNz6VjEUqlUpfNp6Mar5PTceFAGTiEYhAz/tZ\nE+/c0nf/7dtfPDOVjoUxRi3DGu5JP3Box4f8EgAAgCSQh+7Y9fHDOy3b3VzT7dChw68yHWHX\n4UMDIbhj95Y/+e5zCCbCquxTlq80bt8xsnPL+wzrBbx2afbs1OKW/ptxYfFw6MKNpS0D2Z/u\n3fOz43r+0nrFsJxEVBvoSgR9SKmY9o2H7/js3ft0007GtHfajvRnkwcmh9ZK9Y1pgEbbunvf\nxJc+dmCjvem/+Myd998+2dCtqKYMdCWDChnB2PP99XJdU2WREACALEtxLVSoNCNhRZaEsCIZ\nlut7noDwpZmVrUPdiagGADBtd6A75XoehJAxjhCgjDm+HwkppVprsyMaACAT1xq6ASBUZBFw\nUG3qAPDHXj6/pT+za6yfA3Bjcd2wnN/+9J3xSOiu/Vv3TAyulWoQwt50PKq9y/jk0nr5B8+/\nUag2OAAYwrCmhBW50TYM25UEEiz8qbIYVeV/fPn8oV1jgS9xF49cmVt79tTVRDRUb5o3lgu+\nzyAEBKGIpu7dNuh43iPPnj59ZR4AYDletdmGIMg6w8222dbtlUJlpD+jKVKp3gKcrxVqPmWy\nJIwPdD13+toPXji7a7w/eDqyJAgYSwL+1//swUuzK5bt0lt9BY7nEQzH+7K5Sl037Zimcs4L\n1aYsCrZDI5oiCcSn9OrcWjoevjSzsrRelkQSVkTX8wAElEJCMMGIUkYI6k0nphfXRQE32oam\nKAByANBGeQxAACEwTfulM1PFWlMWhWN7x7eP9r6tv+3JVy91paKVpt5sm0Gchu3iWkt/5rVr\nuUrzngM7Epp0+47RR18815eJjYQyHPB6y+xJx943FhlB+JUHbh/uSc2tlizH7UnHj+weC7kL\nAzIAACAASURBVPoRfzoQhB1V16HDPyE6PXY/f37te+wAAD2pWE86Xm3o56eXy/X2vQcmP3PX\nvrdEkf5kjp+/0TLs0EbDPgQAAFEgez98yu3P2GNXqrWeev3ydx579Qcvnr00u/Lsa1cM2x0b\n6AqUGYRQFoVISNm8Ass4vzi98vRrV05enGaMWa63Xq47rl+utwd6Up8+tjcdD29sDCGMhdWu\nZDQWVjfe6y3dOnFxtlBphlU5OKBhOtuGewSCvvHwkYGuZKHa3D7SG4+E0vFwrWmul+sIokbb\nzFca33z4ToLR7GqpqZuUc9Nytw31YIT6s8l7D25byJUuzayu5KuE4DPXFjyfxsIqRkiRxZ50\nzHE8WSKD3anAMU5T5fm1UjSsjvZlAACyKGTikXQ8HIgky/F8yjYUalM3v/vUqeuLawjCmKb4\nlLcMC3DguNSndLA7NdiVDC6w3Gjbjv/mlC6EooBN280koo8fv4AglCRRIBgh2DRszthoX/Z7\nT5+OR0PVho4g9ClFEDo+ZYzKkugxRn2qKGKh3NRtW1NkQrBPmWk7jZaZL9VK9bbr07AqB6cq\nieT8jeWHj+4RBXLuxqJu2rbtmbbLOQgp4mB38trCeiSkBp4mTd0Mh+SmYSqSIBCCEGqbjuP5\niiT2pGND3WnDcvPlhqrKBCOMEcFYUyTfZ584uuuBwzsXciXPp5lkJF+uBwoyEO5BHVdR5fmV\nQqWpL+Qqz52+KhAyMdS9+bN34uJMtWlWmy1KGSG40my3DcuwXMt1VwvVuZX85ZlVn7KvPXS4\n0TbPTi2V6+19Wwc+eefuD9LGihEa6ErumRg4MDm8daj7g1sRlRvtc9eXphbzjbaZioXfwyj7\nnXR67Dp0+BWhU7Hr8NMAITy8c/TA5HCjbSiS+KF+0AeGXpv/5Z2hBR8BZ6eWnjt19eTFWctx\nKeOW43anYi+duabK4hc/duAn7fXK2Rt/9djxrkRUEolpe/lK/Z4Dk5lEJKopeycGP8hQ8LF9\nE0uF+l8//oph2QBAx/XTMa1lWE3dJhjly42eVCwQSbIo7B7vuzK3NjaQ2bGlf3K4uycdP7J7\ny+7xgSdPXLq+uJ6KarppD3Yn7z0w+fjxiy+dmYpoCqOsoVsDXYmQIm3uoF8r1hB4y3talcVG\n21wvN3KlGiFkoCuRjGorheqzp66W620AQCqm3X9ox1B36vzU8pXZlaGezPmpBVkk8bBCCCIY\nMcATijrWn9mQrY7rk1vLxK7ntw3bclzO+VqhiiACADHGIICMMwSBYbnfe/bUWrlearQwhG3L\noQxQSgGljgdlUYhqakxTkmFNJOjOPRO249quX6q1RIJtx4uFQ6WG3tLNG0v53kxcEQVFkQAH\nCMGmYSYj4ZZpm7YTkqWQLJi263sUgFsfPM45BxhhgRCfcgAAY8z1vLAquT4VCHFcv97WAQS2\n7RCMBYGosgAB8hnbNzl8fmrJp2z7SC/jPBpSq802Y5wzhjDkAAAIBYhGb1lGp2LaI8+e2jrU\nveEgOLW4PrVUmFpc55whhAzb0U0HQQQAxxAhBPPlxs7xgZMXZ0Z60//1l+772kOHIYSRkPyh\nxlo/LBeml58/fW12tSgQopv2bZPDX3/ocPznETjboUOHj5KOsOvw00MwSsXC77/dWxnuSb90\nZioZC0MIXN83LG+9VH/g9p2/iDP8SVQa7ZfOTq0Wa6btuB7FGLcM27QrqVjo754+9eAdO4PV\nsbdRaxl//uhL40PdQTugpsqqLLR08ysPHFrKl6/OrcUi6sQt/7CfhEDwH37twWKldmUupylS\nvWVUmnqlqROEjp+fuTSzunuib3o5b1guwag7k4iHQ/u2Dh3bNxHsLgr46J6xI7u3LK5XSrWW\nLAkjvemTF2dPXprt60rYtodEGIuol2fXsolIvtJsGxYAMBYOMcogfosscD1/dqn4g+fPhVSJ\ncbZtuGfHaN/1xdxqsRasL1+bzzXa1jc/eaRlWCFFyiSjg92ppfWKJBDOuO159x7cvlqoXp9f\n70pFEzFNN2zDdgjClLF6y8iVGvWW4ftUEEm9bYkiCcmi4/qccxELYVWuNXVZIqoiRVTZ83zT\n0T3fQwBijBORkCSJtUZ7tC/z8NHdi7lSIhICINTUzeV8JR4OOa4XUmVNlhpts9o0WrrFGA+p\n0ieO7mrp1vOnrrke1VQpEQ25nq+bDqNsuVjLxCOm7UkisV0vrCq26wIAXNfzJYFxzgH3KQ1c\n/eZzpUbbCqkypczzfNfzap4HOPjy/Qe3j/Q+9eqleDjkUzaznLdcD/CgCMgBQJoiREPKloHs\n5ice10KLuXIg7PKVxhMnLhEMu1ORIODEogzAQLNBxrlICISwXGuO9GWW8hUIwcYPBt+nDd0K\nh2TpA8TFGpbjuH4sor7vrybO+euX57/z+ImWYUU1JRnV+tLx6wu5x1+9+I2Hj7zvH+rQocOv\nFB1h1+Gj5vDuLbOrxePnpxiHzZZVb5uqLF6ZW+3vSmwd7n7//X8ezK2WbizlZYFYjqdIAoQI\nYAgAdBzPcf22ab+rsMtXGpIkbB7y0FT5jeuLlvPM7HJRlgTL9Q7tGP3S/Qc27HPfFYzQ73/x\nvr994sQzr191PZ8QHAur/dmk5XoiwSfOz1mOixAEnC/kKoloaPPybgCEcKQ3vZH0cGM577n+\nuWuLhGDOeSysKpIwt1IEAHAOOADFaiMWDrmuZ7tesNjaMuy1Ur1ca3clo7bnI4RXi7VXzt7I\nJKLjQzdFSTYZXcyVT1yajaiy4/kQgJGeVDISapt2MGx7aWZFFoSWaS9fqYZD0j23bfvvv/mJ\nmeXic6euGpbj+1QgOB4JDfemr86tup6XjIY2xp9rLQNhtKW/+9SVOZ9SQSAhWWKMMcaDM2wb\nViIa0hQpFlYtx/N8KhAcGEF7Pk3GNFkkHDDKGYQAQAAR9H1KMClWm422mU1GMUIQQgHjaEgp\nVBvjg9kLMyu1VhthJIuCZbuu7wsEh0NytaEzziUiRDV1uDfNOV8p1GKa4rp0+5beclU3Hdtx\n6efu2f9fffEezjlEkHO2VmxWGno8EgIcGLYNOGCMck7iEY28bRETgo2Gv3NTSwu58kA2oamy\nQOoQwlrLwJxDiBhnokAIQpQxj9IgyCTYi1L2yvnps9cWz00t7ZkYGB/seuDQjp/U/FCsNp86\neeWpk5cBAId2jh7bPxFk6f4knj997dvff6llmGFVaet2o22O9qW7U7EnX730+Xv2v+t3oUOH\nDr+ydIRdh48agvE3PnlEJOS7z5xKxbSRvnQqquUrzcePX0zGQun4e0minxeeTwmCPmUwmGQE\ngAPouF4kJFPHY/zdGw0hB5bj1Zq6JAohWQQQMs6bbWu1UNs23AMg4ABcX8z96CX8O5+/673L\nJKl4+Iv3H3z+9PWB7mSwll1r6pbj5kp1yrgiEYQQ5xx6tN4yGHufDsKl9Uqh2opFQsEfdT1a\nrDY544okOB6FAIgCqbfNA9tHphZziiQyznZu6d87MXRtYW1qKS8Q7Hi+6/kAQtho9ZhRVZGC\nQ2mqVG20j+4eu7aYrzT0kESiYVWWxcszqz6lO0b6Qqo0yjOW486vlXZvHTq0c8u+rcP1tvHS\nmaloWJUEwgFczJUQRBIhlXo7ooUQAo7rm5adTcV004pH1EKlKRASyJjeTEIWic9YVpWzqago\nkq5U7Av3HXji1Yu96RjB2PP8NmOTI71t09FNL6qFOOM9mZgqi5oiPX3y8pa+1M1osFtwzjjg\nDx7Z9dUHD19dyD33+rW51eJgT1pTBMNyyg29L5v89N17NFn+T0+95rge44wxbpj2YE+yJxnr\nScUBAIu58o4tvQAACOFwT/r509eauqFIomU5pmVzxoKwMkbZQq5EORu7tRTrM9bSrY3euKZu\nqZIAAIiElMiwMjbAXj1/Q7cdkRCPUoSQ4/u+TwlE1abRd2uvl8/d+M7jJwayyd3j/Y7nP3Xy\nsmE5X3/4DgQh5+Dq3OpCrkwZ60nHJkd6H3n2jXPXl0QBM8YuTa+cvjr/P//Op3ds6fMpPXV5\nfm616HheVzJ2dO94MqrlK82//OGr3amI7bqSSCSRWLa3WqhtHe7hnHv+m7kgHTp0+CdBR9h1\n+CVAMDZsZ3K4N8haAAAkoqG51dKFGysPHP4oZmMziUjbdFMxTSAkKAUxxmWRmKajiEQS3qXZ\nPF9pvPDGtVpLrzZaAMCBrsRIbyZXaQDOB3tSwQgIBKA3nXjp7NTDd+7uvRXeuplSrXX+xpLj\nMZHA1WLNcBxz3aGMe75PMOIQ+owCAB3PD6KcZEnADJ2+Or/9HcbCm3EcHxO0ISUJQYwDUSCJ\naNj1fQiAIJBm27Qd949+//PX53OiSPZODP37v3mq3jSiYbWpm47rAQBczy+73vHzN/qyyf5s\nIh4JeZTKkrhebiiSWCjXl/JlkSAAgCrLtZrx2uXZTCIy0JVMRLW+THx5vQwAEAWciUVDoqjI\nYrNttgxLkUQAuSgKtuMaloUgggh+7NCOC9Mr1xdyiiTGIiHbcYNJC4x5vlwHCJZqTd20j+wd\nl0XyqWN7YmHl8syq4/m7JwZW8zVFFtu6zTgzLWfrcHfg7hZoOS2kxsNq07Q0WRIA8Txft51E\nJJRNRPuziWwyen1+PRkNEYLnVkrLhSoAcGGt9MaV+f/mKw/8q68/ePrKfFM3e9IRxmF3OgYg\n9CkzTKelm9nEzaSKBw7vWK80njpxCWHc1A2fMQQhA4BzYNouhJAzsFKoRkKKz1il3nro6K4d\nt2bGIyHFdryNZ7dWrNmezzl3PI8x7vk+4AAAWKg1Y5HQsb0Tnk9zpfrxc9OD2WRIlTgHrbYJ\nAfj+s29Ew8rDR/Y8+uKZx185H4+EEIKNttmfTV64sdLUTcpYcEciEfWFN6YmR3sfeeb0s6eu\npGNhTMjF6ZWZ5cI3P3V0OV/RQlJUU31KGecIQkkkK4WablqKLP3Vj17Zu23ozr0T79Fg4Pl0\npVAF63UBsf5s8iNvl+3QocNb6Ai7Dr8c2oYtvdW4TpZIy7A+mr8+PtD1qWO7n3z1IkJQwNiw\nXMZZVzIaVtXbJoc25OYGnk9/+OK5qcX8aF+6UGmatrucrzZ0c9tQbz2iBYpKt9y1YsV2vXbb\nXlgrvVPYTS2uP3H8wsJaOaypy/lyrlQLqyqEwDAdj/qMI4QQ4BwATimAEAHATMuBAK4WasGS\n3GqxVq61VEUa6klvXhHOJiMzqwXTdkUBcw4sxyUIAQgabcNyXACAIouc8Vy5/m+//agiCpzz\na3O5cr2NMLYc17RcAIDPGOAcQsgYqDWNcr21d2KoWG2Vqs1/f/KSbjrFSoMFIRaAYWRCgHzA\n1oq1QrV5aNcWDmBQ3Xn8+MXvP/96vtyEEFDKNVXSQrLv0LAqYYR0y9YUAQCoKqJlu6IkSJIA\nAZAEXGkaAkZrxUaQoosxXlqvPHDHTgihKJD7Dm6/7+B21/MRgi+fm3ryxKV622CUbx/r7Ure\n1Fv1ttGbjeeKtV1j/Yu5MoSQci4IkhaS7tg1FjjAtQ37wo3lPRMDN5bys8t5xjkAgHNw4sIM\nY+B//+ef3zXW/9SJS6evLlSb7VypHg8rHPB60wgp0muXZhLRUDKqRULK737+7kpDn1kqNJo6\nBDfHgTjgDADAQVM3upPdpXpLFMihnaOfuXv/htzZt3XwPz/9uqbKsbBarrfmVgoIwnQsXGm0\ng5n0myl2HEwt5v76seOW6524MFuoNQa6Un3pRKnRXC81JFGwHOdvHz9xdW5taj43MdwTLP5m\nk7ET52dqTYNvqlg2WsZrl2bvvm3iqZOXM4lwy7ApY6osLeRKT792eXywm3MQ0ZTB7tRqoaYq\nouP4jus122CwJ11pGn/9+ImWbn32nv3v+lXKV5o/eunsiYszqiwbpvXA4Z1fuO/ABxyQ79Ch\nwy+Cjt3Jz5//P9id/Oxcm18vVpqbjRjKDX3/tuGRvvQHP8hPbXcCIRgbyCaiYcOyS9VWIqIN\ndCWjIVW37N//4r1vC6oHAMytFL/z2HGP0lyx5lHmen5IlmzHe+DQ9iuza6m4Vmsar1+eqTRa\num4btnPq6lx/NjHc++a1uB797lOvF2rNrlQspCrrpVqwHGnark8pAJDz4CI44IBDcEsqAAZ4\ntdGOhJSzU4vf/v7zF2aWXzk3vV6qpeLhxK3zXFgrO44XBJgKhGQTkYZuWpaLMRIIJhh7PrVd\n3/P9PRODXcloKh5u6uaNpbzrU8/3PT8YF+UQAoyhzzjgAEFQaxsPHNrx6vkbpkMLlQa/qeo4\n4JAxDiGUJREhaLt+tdGutQwEIULwb584qZtO0A/HIfR8n1Lm+YwxVmsZEACBEM/1ZldLIUnQ\nVKnWNGzXt2w3EdHqTd33KeeAc8AYCyx/Hzi8c6MYiTG6Mr/2Vz985crsWtu0bNert4ygp7BQ\nbV6fzzmuly/Xi7UmIcijLB4OeT49tGPLF+69LRxSAAAIwZVCtdoyLk0v+ZTxNxUQXC1Wxwa6\nZlcKf//8ma1D3V2pmGHZ5VqbM9aVjPWkYou5Uku3d40PYIQIxqN9medOXau3DcADMcY3alW6\n7ViO259NCQKeXipYtrtzvB9CaNnupZlVCHi+0phdLeYrLZ9RyIHj+q5Hg+cPIIeAB3O7Vxdy\nsUioL5PIlRoA8HKzXW8asij4lDqe352KzawUFFnK3urphADMrxUdxwcIwFsADizX2z3Wf25q\naTlftV3PtN1yvcU4kwTh7gPbnjh+ybKdarPtur7juZbraoqyb9tAKhaWRBLRlJfPTt2xe/yd\ncs31/O8+/fr1+fWR/kx3Oh4Lq1fm1nxKd2zp+1Dfxw9Lx+6kQ4f3oCPsfv50hN0HQSD46dcu\nq7IsCgRwUG60hnpSn7hz99uMdt+bn8XHjmA80pt+4NCOfduGM4lINhndNd7/O5+9a6D7XTLO\nZ1eKz79x1fVoRFUUSRAJaeqm5XjVVrttOEv5aqFS9xkXBYFzHouEIOBzq6X7DkxuZKeuFKt/\n++RrQ11JAKFH6eWZZcYBADCsKbZzc+EVE8SDChIEGzG1EIDuVOzU5bmVQnVypC8dC6fj4UK1\nuV6u79jSFxw/qik/PnEpm4j2dSWSUc2wXFUWGrpJGQeAM859nyKMuhKR3szNni1JFBptQ0DI\ntF1KeaBMEAQCIRBBTZGGelIHtg9HNfXy7FqjZVDGgx4ywIJJBQAAgBD6lHHOKWVRTXU898cn\nLjV1MxnTREI8n/qUAQAgBAPdyWKtLRAsYBzVVCKQlm6Zluu4XlRTRYGokpCvNDyfvilHIOAc\nFGutrzx4SLw1BGo53r/79qNLhUoqHg0rsiQS3bCbhlVtGj6lEU3ZsaUvqimZeMT16GB38iuf\nOHL3vvEHDu2I3HJdFgipt80nj180bAcCADfd6sAEpambIUVWJEEUSKXW8ik1bZcD0NItgODs\nSnHnlv5gOCaqqQe2j/zwxbOU8k3rj5ADjhFCEMYiajoWTkS009fmR/sy4ZDyH3/0ynOvX/V9\nCiCwHFfEyLJdAIDjeTe/esGVB+cCAeO8Nx2XJYFx3jIsy3I9Sm3Xc32GMTQslzOGAOxJxz2f\nUsowRrOrRdenb2/x5NwwndnVQjIWkkRBIFgWhZZuIwR/88E7Tl+ZO3NtwXQ8nzHH9Sljk8M9\nXbeyyzBCLd3aNda/URndYG61+J9/fHKkLwMhIIQwRsOqfPz89AOHd77T0/vnSEfYdejwHnSW\nYjv8ctg11v/7X7rv9SvzF24sc86P7B576OiuxEdumgUh3DHau+M9O9gAAIbptHSnKxkN1IZh\n2ZxxCAFnwHFt22O+7yOEJYFoqsQ5Y5zPLhcfe+X812+5RTDKUKAjAOAcuB5VZJFxn2B8qzeM\nU58CsKnvH0IEAWPA8ynjXFPljVnLVCx8dT53YzF/cMcIAGC0L/PvfvezL52ZOn5+eu/WwaN7\nxtbLdVkSS7VWvWlwALpTcdtz0FtHNVPx8FqhSimFgAMIOGcQIoIw9TxNkVRZ7ErG5taKluOA\nm14eMKhKcQAQgBAAUcCG5SMEEUYtw3B90fepT2lTN6OaEo+EnGoTIyQQQhlljEKABEnkAOi6\nCTijlIVDWr1l2K6bjkWC3rINlQUB5JBTSl3fv/kULOdPv/fs1OI6QrDWaHPOPUohhvWmPjbQ\nVaw294wMbFxdVyp2ZXblX33jUxGFvE33H9w+8n8zBgEE8M1/5wBAAEu11lKusntiAADg+X6h\n2kQICgRLAlEkwXWp43mBpA72GuxOhhWp5pt8kzqEHBJMRFEwLBuAKEIwqimXZ1e/98ypy7Or\nsbAiOqQ7Fcsmoi+cvub5Huf85n3lN2/vzY8mBwCAs9cXCMYIQlkSbddjnAsEyyIJh2RCcKna\n8nxjaimXK9YBAN2pGKP0Zt3v1uowBIBxVqg3KaPNthWLhChjruc7rt/S7bNTS6euziVjkWBk\nBELQaJuL66WBbBygmx8Yj9J3FWq65QiiADZpSEIwQlA37XfNL+nQocNHQEfYdfilcXTv+P7J\n4WK1KYlCOqaR97R/+yXiev58rogxKNYbkiiImBi2iyAEHJQbzUQsbNluqaYTDCEELcMmGCEI\nOWCPPHNqsCd1594JAEB3Or57fKDeMsMhOWga8z1fEgXG2C1hB4NiT/CWxAgFGakQMEUSK/UW\nRm/eHw4ApfSNa3MA8LGBrngkNDnSMznS81ufPioQLArkO48dz1fq+7cNWo4LAVQk8dzU4tuq\nsZVaSyAkm4yU6y0a2LhxYHuuKAiaIpdqrUwi8tRrl3XTDkTLhggKWsoQhgLBAsGeTwFnIUWh\nlCEMAeWmZQsYhxQpGdUq9RbBSNcdSpkkCrIkOK5re55AMOW82TZdnxKEG7qJMIKUgo38XRCs\nS0Pb8kAYMM5/8OKZN67MAQBkQXA836dUEgWCse/RtVLVdvyg9z/YFUGAEXJ9/53/y3HOw6rU\n0t9S6Q92i4VDhuV4ni8IhHHOOUNI8H2KEAQAiAKutYxG+y07hlSpqVuMsTfPGnLAuWHa6z41\nLCeqqbbjff/Z0xgjASPL8eutsmk544NdAkGOx+BN42jIgwXxW7VaDjkEgDFORByLqLbjYYwg\n50FBFEIAOMAYIojWCvVwSAYAFmutWzeBI4wA55QBDnhYkdLxcK1pGLbr+b4XBLsRXG22/+LR\nlwhCmvpmpZwy1mhbuuVqIRkAUG60D0yODG6kiWwiHlYdx2WMo1uJapbj7R7v/yBO3R06dPgF\n0RF2HX6ZKJIw9G4vjF8dOOc/evncy2enEACiKOimpTOAMFIk0XSciKoEU4RBmkbbtDFClDKO\nIEZodCD9/z7y3PaR3kRUU2Xx2L6tf/J3z2QSEVVVoprSaJmu51uOe1M2cYAQB0HLF+eMM8gg\nAFAQcSqmFevNoHrCGM9XGyv5cqWhm5Zz4cbyxFD3/Yd27p0YBABsRIDs2zb83KmrIUXSFBkA\nEEyleJ63VqpBCBCArk9DqpwIq4osnr5qEYx9n9muyyEQCBnqSe7bNnxpZoUxKgqC5/uM8VtV\nrZvKBWNiOa7n+0HDWa1pYIwY5RwAz2e26ymKxBlHCB3aOV6s1Uv1puO4ZdcLzHVdz+9KRCOa\nslasEYxFgoggrJfqHILAvQ1CCABUZSkWDQEAlnLlp09eGuxO5SstyjmlLLjVEEIA+XBP5vSV\nuUbL2Og7zFcasiR8/+nXoiFp/7bhzYleyZi2b+tQvlxn/M1CG+cAIXh07zjg4MkTF4d70hgi\nhLDreqosiQRzACzbDatSJvkWR57uZKxUa/sUMs4RApwBCKDre5ThkCI6rr+0XrYdb3QgY9me\n5XgiwQKWC9VGIqphhDDGAsaW495MleCBsrt5lwHkjHHdtCWRiAKhjGmK5NwaqnVcTxIEjOFg\nd6qlWwzwrmSEUpor11u6TRkFHCAEAAej/ZmQImMIVEUwLEckRBQIwbgnHSvVm5S+RfJriqQb\n9kKuFAuHHM/bPtr7qWN73rViN9Sb/vgdu149P92XTUoSsGx3OV/9yoO3d7JlO3T4JdLpsfv5\n0+mx+8j4GbNi35vZlcKrF6ZfOH31hy+dnRzpQRiZlhPTQkTAjutjiBGC2s28V+D4N5vfgzKb\n79N4JDQ53NPUre1b+rLJ6PWF3JXZVYSR4/qxsBpW5XKjhRH0glkByAnGQYgqYxwiJBCMIBQx\nScfDnk+P7B5bXi+LorCYK82uFHTDliTieTQeCSEI89XG+EDX5rdpNhlNxcKVRvvawlq5rg/3\npr/+8FGfsjPXFnOlRqHabJtOdyqqSGJEU4IQBd2yOQdb+rPf+vw9X7r/4GqxdvrKbCYRKdVb\njLLguoLOL0JQXzahiETABCIY0RTdtGVJABAEg7EUMNf1ddPpSkY/eWwvwcFaHmmbLmPM8SgH\nQCRk19gAwaipm6okaKrc35XMlWo8KFkGC5EQ7N02+Jm79gEA5teKF28s93elGobV1E0OAUKY\nUkoZ6+9Kjfalq03dsF1FlgAAS+uVa3NrEU3BGC/mij9+9WJvNrHhCWdajuP656aWNmYnOAAY\nwUQk9Ptfum/XWL/j+a+en26Ztu14kiT4jHo+tRw3HtUQgl+878DmoK3p5XzbdkzbhcHdgSAY\nSRYJkUTiUxaMg2SSEcNyaw2dMsY4cxy/bdq65YgEEwFjhOib2vkmCEOCCYccAGA5bliRo5rC\nOBjsSWMIZVHIJKNt046F1dG+TDoezsQjsbAqEIIwqjR1xjgEnHOQiIZ2bOlXJbFYb9ZbJoSc\nIOz5PkJwtC+rSOJaqa7IwkYmsm45w73pf/G1h0b6M0f3jD90ZHf2Hd11ARDC4d40B+D4ualC\ntdmfTXzs0PaP3b4Dow8RMvtT0Omx69DhPehU7Dp0eBdePHP9zx99KRnVDMtpG/bsSnG4Jy1g\n3NTNpmFhBBWFmKZLGXd9v9YyGOUYAp9zzqiABVmVHMe1XD+ov5y6PPcnf/dMNhGRZlytCAAA\nIABJREFUZYkDPrWQi2lKRFOpTw3bEQhmnCMECcYYIwQ9QrAqSdGwwjkf7E7dtW/rxw7teP3y\n7CPPnF5cL8uCIIlCRJUhgkv5SkRTZpbzN5byb/N2vmv/1t3jA4VKAyHUm4mfub5wZX7lyL5x\n6tOgvnjuxmI8rAbNcLGwOtqXnlsr/d4X792/dahYay2sFWVJ0E0HACAQ4ngeQpAQEg+rx/ZN\n/MuvP9RsW5TRq/O5P/6P/8g4dz3qUR8jJImC6/mKJGqq/K+/8aBhuX/9+PHRvmw8HAqH1GpT\nN0y7aVg7xvriEdV2SCSkVBvtnkwiFdOG+9ILqxUAAYKQMbh1pOt/+K1PBpejSKJLKQB893jf\n5Rmer7R830MQ9mXiO0f7PM9XROGbn7pzIVeqNXTP93eO9fZ1pSRRVCUSkqVXz0/v3NIvCviZ\n167+zROvYoRkUfB8KgoCgkASiSLJ3/r8scCk5qsPHb7nwLZKQ18v17/z2PFERMMYccZbpvW5\nu2/fPOwMABgb7Loyv7JtqLtlmI7LBAEVSo3h3i6f+rrpYAz7Molcqbq8XqWUAcCbhs18Gojg\nWCTUbOuqomYTUctxXY/WW4bnUwh5UFHzPJ8zEI+oPuOJqKrIIgBQt5x0IgIAqDb1Lf0Zx/M3\nn09TN2aXC7JIpJDq+55u2m3TXlqvxMOqZbuSSBhjskQIxjwYWupODfckV0sNVRKCB2253v/4\n2bv2Tw5+kG9KJKR8+f6DDx/dDYmIuP8LnZno0KHDB6Ej7Dp0eDv5SuPP/uHFicEuRRIrjXa+\nUtdNe71c3zrcQxmzbWd6ufilB25/+uSl6cV1hLDnU4QAwkhGkDGmKEJMU5u6UW/p20f70vHw\nUycvD/Wmw6oMABAIzpUab1ybj2oKByAaUjyfeb4HANdUCSEuC/jovq2u508t5GKRUKXe/qvH\nXoloyp17Jy7eWEYI5iv1IOoeACCLpG1YBOPAr+5txMLqRrfT9YVcNhkVMBJujVAMdCVFQuZW\ni7FIiANebegPHNopEfz/fO+5N67Nt3QbYxhSJcaY6/sEIZ9xCIEsCQAAjFDg9nfPbZHp5fxj\nL583bAdxJAjYp0wgOBHVejPxc1NLfZlE8LInGPVnE/3ZhO16bcNWZPHs9UUAuG17I71Zw7Tn\n10qM8c/cszekSG3DHe1Nf+zw9g3rmdH+7IHJkYW1UjYRObhjdHa1ML9a7M0kto/0WY67Wqx+\n/eEjnzi6GwAwtZj/47/8YW8m0WgZHJgIgkhIuTSznK80ZpYLf//s6a3DPbIoUMYW1srxcGjr\ncHdEU7aP9G54CAMAulOx7lRs55a+/mzi9ctz1YYeUqTJkZ6jeyfgWwdOj+3b+sQrF6/Nr4mC\nwBhzPH+gK942Td10BAF7lM+vFSmlvk+zyahHabNt25QyzqNhtTsVUxVxvVgLq3ImHqm3zd98\n8NC2kYH/62+fXClUGGOU86gWCimS7XiuT81G+9/89qdrTWM5XwEADHYnu9KxP/qzHyQioaBe\n63r+Qq7MOI9HQhBAAESEYFO3lnIlJxOnjKViWku3IpqKIKSUmZZTaxvH9m/tSsVfvzirW3Ym\nEfnCfQd3jn04v5KQIsXj8Xq9/qH26tChwy+CjrDr8FHDOQ9avqLar8R6imE5syuFtmmn45Gx\ngSxGaDFXjqhyYLwSDSnxSMhy3LVibbQ/I2BcbZqfPLbny/ff7lO2Vqy3dJMg7DMfAKDKsmW7\nbcMSCXZcf73c+Nonjhi2e2F6aagntZAruS6ttQzH8xFEiixJotBomZxTxgCltNZoy7K4Y7R/\neml9ZrnQlYo7rt+fTWT8yH/4u2eGe9MccE0RJUHQTeumkQqEnAHdtZMR7cy1hfm1kiwJO0f7\nR/szAADdtIO5zu5UzPX8twWYSgI5MDkqEjy9nCcE33dwx+RQz7/50+8PdiV3jQ20DOvUlblq\nU2eUYYwcn3IOBIwK1Uah0tp8nO0jvScvTCuSUGm0CUJExJyDSEhRZbHeNreP9Bm2u3kiwnZc\nCMHMUl4WBQABxmRyS+/hXWOc82wyOtSdeptyCnrzl9YroiDopju/NhcPaz71D+8a11Tp8uzK\nbZMjd+3fevdtk8H2ooA9j04trhdrLYKxT2lXMhI49l2eXRnsSQVCEyM02p+Zms996wt3bxvu\n+Ukfj8mR3smR9xqaPnFhpm2YsXDIsB2MUW80Vqy0KAPZZDi4EIJxvtqMhORCrcko37CAaeqm\nZbuM8UQ0PNybObp3YrA7uXWoJx6Pz6+Vnjx+NpuI1lv6zGqB6cx2XY/6R3ZPvHD6GgCgL5u4\n9+BkKhYGAPzhVz/+6oXpqcUcAtCw3f5scn69fGsCA2iqEixrD2QTnk+3DfWs5Ctrpboii4xx\n4NFipfkvfvPB4d70525ZEF9fyD3yzKm2aadi4dt3jnbf8j3p0KHDPwk6wq7DR8r0cv7Z168c\nPzcNALj34OSDd+x628LWR8zcavEfXz53aXpFFIhlu8f2b/3Nhw5TxjY6nQSB9GUSy4WK69Nc\nqW473m3bRz51bF+53v7RC2cnR3qvzK1qqqSbjudT03LSiUijZRCCd471/8Fv3D8x1LOcr1i2\ne/rKvCyKEIBqywj8QSzb1U3bsBzOgSIKkANNle7av/Xy7Jrluul4hDGWK9U83x8f6I6GlOml\nfF8mcX1hvTsdu3CjAQAgBNu227asu/ZPPvby+VNX5k3HBYArsvRbnz460JU6eXHmyuwKY2Df\ntiEOeEu3w+otEwrOG21rJV+5OLOiKRIH4PyNpT3jA+lYOGggi4SU3WMDl2aWDZ9yygEABCPL\n9QAD08vrF6eXd48PXJlbXc5XXNcf7cucvb4EAEAI+j5LxbTeTNww7VBK2j0+sGd8cG6l0JWO\nIoh0017IlV2P7h4fCAQW5/yNK/O6aW8f6WWM96TikkgAAJ5PX71w48rsquW4Ld2aWsj3dyUj\nmuz5Wq2l/+FXP37vwe2MMcNyNFXe3NRl2o7lePlKQ5UlVRYxQsVqqy+TCMnS+aml7SM96+W6\n43oCIYloSJaEZvtnatI9c20+X21Ztosx4hzoZo0gHI0ojbYpCJgx7vq+IoqW7UU1lXPQMkzX\no4xxz6OMMca42/Dj4dCDd+zaOObdB7efn5orVBtdidiBsLpeqnelY5oirxSqyWgYAj6zXFgr\n1n7n83dHQsrhXWNbh3qW8xWfst5M/B+ef2N6pbDRqwchBBB2JaLf+OSx/+3PfwggHOnLqIrU\naJv1lrF9tO+f/8b9A11veje+eOb6Xzz6ciquSYJg2Et/9/Rr/+cffHnLrdzbDh06/OrTEXYd\nPjrWSvV/++1H+9LxXeP9AIAbi+u66fzWp+9Mx8O/lPMxLOexl8/nSvWtwz0AAM7BuanFkCId\n3TuhW7br+YEvbiKqWY43PtB9bN9EMhbeNdYvCuTGUl4UiabKnAPGggwo5lPa0i3G2IHtI197\n6MhQT8qwHNv1FVl0XD+kSK7nYwQxhpyDlmHAwOcX/H/svWeUHed55/mGylU3h76dc0ADjdAI\nBEAEZhJikCiJEkVasmSNZfnYs+OZkT07xzNzdvfses/uOO6etb225UTbsmVSophFEiSInIFG\nowM65759c6gc3nc/FNBsgqSk42NJXPL+PlZXV923bnXXv57wf4hhWwFJbErFjp4f6+9oXMkV\nHcdlMA5Iwkq2lIwEMUaO6917x+bZlezE/Gp3SypXrFZ0PR4ObO5qujI+f21yISDykaDEMYxq\nmH/xvWMBWdzc2dTf0QQAyBQqU0trW7qb0/lyJCARQjPFSioeGp5cSIQDluNCSJPR0LFLNzo3\n6Oy6WEgWBcv2OBZbjusRAgHADDIM+7/9yfda6qOzS5lISA7J4uxKVjdsiKBh2xAghJDneSu5\n0ufu2yOL/Ofv2/PKyatvnruOENzR17Z/a/fE/Op6MdZypriSK5VVfS1XrmjGzv72rz52KCAJ\nz7998aV3rtQnwgSA89emIYbtTCIeDsTDgXxZHZ5cvHtXP4PxbXHfi6Ozv/Pt54uVKiFA1c2q\nZkgCRykoqrrpuL1t9cPTy37ymhAyPucGZdFynFJV/xc7dAzdWDRMS+A5X0gRinXDwhht62nR\nLRsjFFKkM0OTFEBJ4AEAVc2glFJAMYYcw3iEmraTr6jrB7xwfeqHp4duzK1UdauiGvWx8AP7\ntzIIv3nuekdT0t9HloSx2ZV3Lo0/emgHACASlNf7Oe7Z3f/i8StlVedZDAAghFZ189OHd/a2\n1T/50L7vvHY6Fgr4I0nu3zvw1ccObryAmULlT589mowEVd0ouirPsfGg8vKJq7/+5P0/7X6I\nGjVq/GtRE3Y1fnacunIjEQnEb8m4ulhoajF9dnjKfzj97JlaXBu6sdDbftMIA0LQmIz+4Njl\nx+4afOrI/n/64dlkNMgyWNXNXLn6ra98amNwUeRZzyMiz8bDysJqjmUZBCGAwLCsQ4ObfuOp\nhyAAz715/h9/eMb1SL6scSwuVjSOZTyPUIAApUFZqmgGpRRQwLFYN62ZxTXDdgrlarmqq7oJ\nIVQkAUFkmE62UF5I52WRf/Tw4NFz12eWs1E/QZwpnL02mS1WIQC6bWumHVTEgCSuZIsBiSq3\n+mTDASkVC7UkY62pWKZQwQgNdDcvpQuT8+kb86scy1BKbcfBGOfLavOG+A2CECMki4Lr6SyD\nAYSO43mEFsvVXLEcCcprubJpOrblsgxuTEZMx80V1cW1fFnVf/3JB+7Y0gkAaExGvv74XY/f\ns8uynVg48MbZ61OLGf/4Vc0cn1sOKQLPsvWJcH08dH1q8dVTQ3ds6Xzu6Pn+jkYG43xJZVks\nidxyphgNKgjBaEg5Mzz15EP7bssS6ob11oWR+nikoplBSTRtx/VcCmBLfaxY1jTdVHUzX6pG\nQwqCkFJq2o5uWn/0nR9iCB89NPjIoR3R902T+7EYlo3WbdwAQBAACDTNjoYUvwvX9TwAQECS\nqrrJsYxHKYQAAkQIdT3P8yjPYce92Y2+mM7/tz/+p+7m+h29bQAAVTdmlrLbulsujs2G3is9\nwwExnSu9//Ns7mx6+MD2546eVzUXAAgo2NLV+KWH9gIAHjm4vbMpObmQthw3FQvt3txx26CX\nxbW863hjs8siz2GEChXNsOzlXOnJh/bWRT+4MbZGjRofNWrCrsbPjnxZlYX3GFwpIl8oqx+2\n/08bw7QZ5j1xCBYjCIFpOY8c2t6QCI9OL2mmnYgE7tzec5uGaEpGDw72Dk0sUkICiui6nmHZ\nQUmsT4R9z/0Xj19+7cxwZ1PdzHLGsm3HARAhQVAakuGKalY1nWMZ362NZTHHMLbjCjynmdZ8\nOscwLKEAA6AaJoLwxsIKg/H561Mnr4wTQqu6kYgEcyVV1c1IQHZdD2NMiOe6nsCyFdXg2Ju+\nehsROJbnmC8/fKfrehBBjNB/+L2/L1f0cEj2RYkocNlixXFJRTOCsggAqGqmR2kwIGq65bvK\nua4HIXA8V+BZ23ElgRN5NlussAwWec4jtL+9UU2Zlare3VZ/ZP9WAMBqtjixkLZsty4W2tLZ\nhDGqiwYrqtEQD0MEK5rOs4zrkrDCAQAAhHXR0OxSprUhIQmcb8DhD6TgGCZbrFiOI/IcuDVU\n4TZWc6WrN+Y7m5KEUIggzzGm6miGPjlne4Q888rJ6aW15rrYUqaAEbL9GCSkbfXxsCKdGpow\nLPuuXf3nR6bzJTUgC1u6mnf1t//YSJUiC8Wq7vrmzBS4HmFZHA1JIzNLDMIAAtN2+zoaWAQN\n29VMq6rpviuKwLIcx7IM0nRLuiWwLo3NJsKBcFA2TRMAoEhiKhG6ODrDMIznUUpooaIalsNg\n5HmUZXCpqi+kc55HGhIR35QkV6qatt1cFzMs2/M8SeRV3bo2uXhwRy+E8EeXDBZKaqZYTkZD\n/qo5lsEIabpR1YxkJHhb7WONGjU+mtSEXY2fHX4ucuMW2/Uk4efmZRqPBHTL8Sds+ltU097Z\n3x4OSAjCXf3tu/rbP+x3MUaP37MrU6yMTC8ookARaknFu5qTiiQMTy1en1p87q0L/e2NM0uZ\nqmbIIu+5xPU82/YiQUWRxakFS9UtCACDMcswYH2sGAD+JeJZ7HrEc4kHQVAW9wx0cgwen11Z\nSOdDihgLKWVV5xi8uJaLBBWMbOL51m+UQch2PEIpQu+Z5KGbdjgg6YY1s5wVBLY1FbdsBzFw\nQ6gJMhht6WqMhZSr4/MAgO19bf/uSw9cuTF/bni6WNV5luEpo5uWJHAuIf6MBwghy2CXEIgA\npYTBKKxICCIWY9f1Xj197S+fPxYNyizLqLp5YEfvVx45MNjXdnhX3+mhyWQ0pFu2abuU0s2d\nN9swIYKEUgbCddfcgMQTjzqOCyjwBUehrO7f2pOIvi+DDyGlVOS5rua62ZWs47i6aQMAXEJ5\nnj13bYpQWtXMaEgWeVY1LECpYTmEUIbBLanY62eGf3DssiiwfqfHS8cvf+2xw4/dtfO2k1BK\n51dza4WyyHMdjcme5rpMvsIwyHU9QimDke04AVnMFiv+JSKU7NjT/9aFsY6mRKsQxwBOL2UQ\nQoosIghN2xYFbnBT28070LCE90bRBI7TDGv3lqZXT15dK5SyxQqLMaFUM8y6ePDPvvfW9alF\nhKBu2l95+ODDB7cPTSycHZ6sqqbAsQDCQlmVRf7M0IQ/AeVHA5HvlX1TMhNKdcu2LOc3/+A7\nd27vuWNL575t3et2dzVq1PhoUhN2HyvKqj50Y6Gk6kFZ2N7b9lEb7LOtp+W1U8NBRfTrq3TT\nyhar23t/IrusnwYdjclP3bn1rQtjTckIxzGabi2m89/8wr3rI+d/NPXx8Bfvv2N4YqExGeE4\nNqxICEFAKaBUNSyOZWzHXc4Wo0GZtd1cqepPJphbydbFQg/tG5hZzsyuZB3Hcz3Pnw1l2DYE\nlGM5jxBICURQ5jjNsuNhGSN4Y351eikDAF0rVChdhAgxDEIIuZ4ni3zRcQEFhAIIiG4YAs8B\nCCYX05RSf05ZX3vDarb4jf/t2zNLWZFj2hvrJJGzbddgbYFlKaWG7QQkYUdv62N37bo+vQgo\n3dLRFIsEmlMxzyOvnLyGIIxHAoGAoJuWqbvr2UcGIctxLcuti97U6MWK2tYQ+92/ffmF45d5\nlmUZnIwG+9obLozMJCPBz967+6kj+xoS4Utjc1XNMExL4rm5lWw8HPA9Srb1tna3prZ0NWdL\n1bAi8Rzb39lweWye55gr4/P+ENRvPnHvRoUxvbR2ZXw+X66GFGklW2xJRR3XHZ1ZBoAyDA7K\nIoTQth1KKMdizyNr+Yph2XWRkOOavlEIBaCiGYblIAQYhiEuUQ3rT559a7C/vSkZXT+R43r/\n9PrZl49fEQXOc8mW7qa7dm+6Nr2UyZUBAJRSCoHAMpPzq/0djf4YLsOy3zh3/XP37p5dzg1N\nLlq205SK2ZbDsBgAwLHi9r7Wwzv7/OOHFFE3rY23mW7aoYC0u7+jJRU7NTSpSDwEwHW9hkT0\ntdNDd2zp7GtrAADYjvudV0/Hw8rUYjpf0hKRgC8rRZ6tqMbEQnrj4K8PIxZS6qKhkqoLHIsR\nquiG63oIw/62+lyp+qfPvuV45J7d/T/JX0eNGjV+XtSE3ceH2eXss2+eH59dFgTOtJzzIzOP\n372ruyX18/5c77Ktp+Wrnz747eePyTxPKNjc2fhrX7ivu+Xn1nCHEPzsvbuDijQ2s3xpbO6O\ngc5HD+/YO9A1NLEwOrOk6mYiGtq/tSv54dVFrQ2JvVu7ssXquoYuVPTdmzvbG+Ku69mO6z9c\neY5JRkP5UjUSlBmM/vPXH29LRZ95+USmWDWgRSnlWCYRDkoCPzK7xDLINT3H8xiMPORRQiiF\ni+n8aq7EsQwA1HU9w3YggAghjKDtuLGQQggpVw1CKKGkqyX19UcPv3F++NL4nGU5FFCR4ySB\ne/HYpVBAaoiHKaDz6RzH4mQsyDHMSqYYCwfiYcV34vjL59++PD4HAdzR13p456Y9Wzq7W1IH\ndmx65+r4xOyyYXqVqtHTVm9adr5U9TOw/uhSRRIqulEq6631sXxJG59bDkpiQBYc1xufXWEw\nro+FJhfSHiGSwB/c0XtjbqU+HlZEfjlb0k1rfK5SVjXHI7+1f2tIkR7cv/XVU0MT82meZZYz\nBYFn4qEAxghA6DhuWTXWv4Xz16d/75lXEpGAwLOGaU8upjub6jBCFFAG41gwwLO4UNU4hjE8\nWzdtP3Gs6ma+ova21fvCzrKcqm6GAuLNsjOMWAavFcpXb8xvFHZvnB1+48zwpo5G3zsmW6y+\nfPIqz6JYWClWdY5BDMMYphUOSGOzS4WKpshCSBZCisixTHdLEiIgCXwqFswW1WJFAwDUx8MP\n7BvgWObNc9fH51bGZ1aXsoXltUI0KDckIrbrruXL+7Z2E0JCAXFHb6vjeYBSRRIqmpEtVtxb\ncU2OZVKJ8NDEgm7aCEK0IW2KGWTZzvvzqKWqPrWYNiwnFQt1NddBCFvr45hB/R2NpuWoulms\naoosBCXR8ojIse2NiXPDU3sHOn+OUfYaNWr8WGrC7mOC63ovvHNpOVvovGVMkM6VXjp+5Ve/\ncN9HxwseQvjgvoEdva3LmSKEoCUV+xfUqv/rIov8p+8afPjgNt20A5IAIXzl5NW/e/lUIhrg\nGHxpbO7G3MqTD+5rrf/ggbaSwD24f+v/+hfPxzSF51jDsotV7euP39XWmLxn9+Y3zgzrpu16\nHkaQAtjelGxvTI5NL23papY4/M3P37upveGVk1cXVguxoKQaFs8zEMKqbjIQsQwGgBqWCyGg\nlJaquiLyVWJYjkcohQBqhum4BECqCEKpqgEK6hNhBuMdm9p+7Yn7Tg1NrOXLB7Z1G5YDIRRY\n9uiF6xzL+jWOEMCwImYK1ZAiSgI3uKmNAlAoq/0dTa+cGupsTAx0NQMA8mXt95555Xd+/Qud\nzXWP3r3r3v3bLl+f0Azr+KXxG/MrqViQxahQURuSkXv2bJZFPlMoe4Tu6e9kWeb5ty8EJDFX\nrAIAGIwkkc8WKyEl5RHij3kdnlq8NrnQXl8n8iwAwLRdnmUDkvhfv/F4YzIKANja3dKYjI7O\nLC+m89957fT+rT2icPNOrqj6WxdG/Pbkqma8fXG0ozEZkAUAQDSoBBXR80hrfXx6KRMLyiyL\nHc8zbYdjGAhAb2vKb0TVdE6SuJulk5Su5sqUUpl/V7IgBDGCpYq2vuXG/Op33zhb0Y3RmaWw\nIjUkIuGAdPLqRH0sJHAuwyB/DO6qbVc0k1JarGiGZS+mc0FJfPPcsGV7oYDoeeTs8OSR/du+\n/PABhkECxxqW8+3vv33u+ky+WFYNi1DKMkyuWJ1fzd29e/Nv/eIjXc11hmVTCqJhhWNuximL\nFRUjuHEGIM+xumm3pGKyyOXLGoSUUgAB9Ii3ueN2w+Er43NvnLs+Nr2MMdIM68H9W7/00P5o\nSPn3Tx/5w79/LRaSRYGDEBCPZIuVYkXzCGlrSKiGmS+pUqom7GrU+OhSE3YfE1ayxTPXJge6\nWta3xMOBC6Mzj64VPmoeVMloMBkN/vj9foYwGPvtAotrhb958URfW4NvpRYJKqvZ4ssnrvzq\nE/d9WOX41u6WP/rNr1wem52YT+fLamdj3cWRGUpoLKSohgkBMGwHUsBgzGAwv5p58qF9yWhI\nVVWBYx/ct/Wunf1nhydfOn4lX9ZUzSKEIAo8QCG5aR3nel6mWLEsJxqSOYataibLsqpuAAgF\nnpUEjlLKsWxLKtbbWr+5q+nO7T0Cx86v5mJhBWPMc2A1V9J003FchBGhdD2Ww3M4FQ0f2tm3\nki0ihDoak5lCZSmdD97yvwjKQjISvDAy478thAPytp6WmaW1HX3NHItN2+lqTjXVxQ4N9t2W\n9H/hncsiz/Es67ieP1SNwchxvbKq97SmOJYpVfWj50dW1soLqwXLdnkWAwpbm2JNqdjGwWix\nkHJwR++V8blYWFlXdQCAoCxeHJ3JlaoNichytjg8udC/QbjUx8PXpxb/3VNHVrKl4akFRRQQ\ngpRS23FZhmmqi3EsAygdgXBnf8e54SmBYx3P29HTOrO8ZjqujG+WuDke4XmuKXmzR3hqce2/\n/D//bJgWw2DTcmYrWcNyelpTAFAIoeeR9QtLKfCIx2DkEQ8ARhbF1VwJQLCrv8PfIRpSXjlx\ndUtX87aeFgDAsYujl8ZmKpqWr2gIQo8Qy3YViY+G5P6Oxp397QAAgWNDijQ8ucgyCAAoiRyD\nsOW4G9taNd3sbU21NyZsx3Ndx/UIhZDF2PNISyq28QZeK5TfOHe9UKp2t6YAAB4h71wai4cD\njxzasW9rd308PDy1ODG/NrecQRDFw5K/qKW1PILIHz1So0aNjyw1YfcxwfEIek/6BQAAMIS3\nNSvU2AilNF9WdcOKRwJ+dmkxnVck3ld1PrFw4O0Lo08dufM27eK63txKtqzq0VCgtT6eiASf\nefFkMhp0HXclU3zx2CXVsDd1NgJCV3Nlw7JLqj63kv/G5+791MHtG4/Dc8zSWqFc1Xf2t1c0\nY3RuCUFEAQEAQgAIpTzLbO1uShcqqmYGFCEWltP5iuUA1yXNdbGe1hSEcGoh/dXHDu3e3HHb\nAl2P3JhbLZSqHMdSCmzbLVf0UFDybxTXJdGQ0tfeEJAFjFB7Q3JxLX975T7PljXj0uhMuqAS\nSsenFy6OzIQUCUBQUY0vPrjv0UM73i95A5JgWm4qHm5IRtO5kiRwjkcooau50q8/eb/jet95\n9fTVsXm/5xdBYFhOLByYW8qFZJllbq/NZzAmHtm4hQAKCPjgKn5KixW9WFa/+8PTqVhgcoEF\nEFBARZ63bHtbX4tfQJkpVPds6fyVz9/7xQf25kpVReSbUzGE0dsXRiqayWBECDEse+fmju19\nN2tAXz9zrTERXstXdNPiWIZlxOVMMRYOAEr95HK5qt/88JQSSmybEEJs2/UzYnmoAAAgAElE\nQVSIx7JMSH73/sEIhYPyQjrnC7vFdB5QWCip/ogIBmNKqW7aVc2aWcoAABzXPT88PT6/cvXG\nHMtiSIHreSyDIwG5rBqhgIQALFb1dL585/beXKnKsZhSLiBjQIFLiN9/vZHx2ZWJudV1VzyM\nUEMiMjKz9KmD2xGEbQ2JtobEyMzSa6eu4vW2cQgQRITSWvNEjRofcWrC7mNCXTS4tbu5opvr\n1mWGZVuOWxsH9GGs5csvHb/yw9NXMUQeJV/79F337xuAEAD6HpniNwjeVnWezpW+d/T8ySs3\neJY1bfvQzv5sqdrWkAgqIgBA4N2lbD5XLA+NWZTSzuZUT1u953kzy2s7N7XdlhnXDOv5ty7W\nxcIjUwvpXBlD5BICIUAQIgQ9j1q2Ozy5xLHY9UhnUyKoyJphQx0kU8He1nqEEABAEvnirYzh\nara4ki0iCNfylapm5EvVoCICChiG8WxXN22OZWSJ100bIMhg9D//yXNBRaSUllV9U0eTYdsA\nyOsfzzDtqfnVExfHkrFQVTfHZxab6uJNqZgfgXv2jbNNqejuzZ23Xdvtva0XR2dWsqWOhhjP\n4JKqa7q5a3vvLzx8Z1dz6uy1yTNDU8lYMFMoQ3hTnxmmRSH4wKhoW0NioLslW6yEA/Kt765y\n955+39e6MREZ6G4pVXQ/FbuWL1+bWAjIYsUwHMtTRH5HX1soIPEss5It3phPW5ZrOc6O3rZP\n37VT4NjGZKQxGfEP+/SR/ZbjXBqZRRgBSkWBf+qh/b6gd1yvVNXDARkjNDQxD4DAMQxm0OJa\nft+2nuHJxVBAwiwqVnUEAUIQUchymGEwghBjvqKZtnfbKxZdn/oFIVQNE0BIKcC37jSMoKZb\ny9mi7bh/9YNjb569nilUApJQ1QyIoMCyrucJLOs47pXxOQbj/dt7vvLoga7muvHZldb6OMsw\nZU33PCoJXDgg6aa1sXnCtJzbBDTLYM8jruutdw7ZthuPKIDCXLmKIXI9LxUP2ban6ua6GXKN\nGjU+gtSE3ccERRLu3N7zx//8ZkM8LPCcaTvpbOlXPndP7V/wB2I77nNvnrs2uTjQ3YIRMkz7\n7185xXNsX3tD1TAMy17PcGWL1Xvv2OInan0c1/3e0QsjU0ubO5sghISSM1cnsqXKwR19AAAK\nwNxytlTREIKyKDAMnl/NAgDaGpOUwPf325qWY1j22MyiLPHRsLKSLQFKKQUeIJ4HAAAQwd7W\nVDysjM6uFir6fLqAGZSIBpvrYqpmYgZJPG87jizylNKXjl955uUTMs+7HqGQTi6VGAhN27Ys\nt60hbprOQiZfrGpVw2hJxfa1dY5MLfZ3NvoeIrbtXp9ccAhlEMQIU0opIAvpHM8yW3taREGY\nmF8JBeRCpbqSLbSk4iyDk7HQ2Mzy+4VdJCjftXvTt7937NrEvG5a0aDS25baO9Dped5b50dO\nX50glFJC/XGlNx1JPLu/szEWDjgbtIVPQBYe2r/t1VNDk4urPMtqhrWlq+kzd+/yI4UBWbx7\nV7/fPMFgPLW4RgHoaU1FFBkoIBxSIAC/8PCBoCy6rjc+t1KsaAFZ7G1rEG+lFGeXsycuj2UK\nFVHgdvS07dvSVdYMRRI2dzatvxchBDFCrkdi4cCWrpZ0vpTJVziO2dze8M3P3/sPr5x64cQV\n07QxQiLP+fZvsbACEfLDrlXDqqpmrlT1h1JIAl+s6OuFm/6EEkghAIQCDAGglCKEPeopIn/i\n8viZoSlF4g1LcD2PYZDnEQgBy2CPEJbBT9x/x4P7toYDsmHZLx+//Pb50fmVXCoRbkpG/Ti0\nalgMxhtfTmJhRTUsSul6tLWqm+0NiY1XPqhIEMCe9vp6Ney6Hs8xIsePz6/4by81atT4yFIT\ndh8fDuzoDcjihZGZYlVrkcUnH9y384Ns2KqacWV8rlDRgrI40N28saTpEwKl9MV3Lr9y8ko0\nGFxK55PRkChwran4xdGZQ4N93/jsPd/+/rF4JMAxuGpYXc11j7x3MMbCav7E5fEt3c3+IxFB\nVJ8MTy+tGZYjCpyqm4truXBAMS3HdlyeYxRJmF5c41i8f3u3LPDHLo5aLhVYtLW7JRKUZYEL\nSAIlHs+yhFBKPAgooQACQAGEADAQeIQwDDPQ2TQ8vfSfv/boYqb4188fOzs0gSAkAESC8pau\n5s2dTeeGp/7xtdOb2hr9VHJZNZYyxYAih4NyQBKS0QCCKByUwgHp8K5Ng5vaXzh2sawa6wa8\nHMfUx8Msg4cmFyzb99JjBrpbCCG+nW+uWFU1E0Awv5qPBgOKxLMY+3vehmHZ54amKKH1sdBS\npmg7zvDk4tJaoaqZLfUxw3JWs5VIQKIUhAOyIomO60oCFw0qssC9PxULABjobk7FQ8OTi6ph\nRUPyjt42WXy3fn/Pls7//X/44pXxuenFtan51f3buhVJ8H+kSMLV8ZnVbDEoiwyDt3Q133bk\nN84O/59//ZLAMiLPyTJ/9trkkTu3f+nI/tvyyxih7pbUyyevtDcmk9FgIhIs1Wmzq9lfeeK+\nsZnlCyMzB7f1AAAQhJplnR+eiQRl1bA4hiGUWraTigUBBRdGpgWGI4CatvPAvoEtXTfrAg8N\nbnrlxNXzw9MQIkI8SgHGyPNINCT3tNXPLK3Fw0qmWIEAui4lhPrNHwihdL6km9blkRlZ5CGA\n71wcXUznE7GgZtrLa0VVN3ta6wWWXc0W92/t2ricbT2td27vuTQ6m4qHWAZXNGM5U/jaY4c2\n7tPWEL9v78CZocnmVJTB2HbcudXsU0f23zbDrUaNGh81asLu4wOEcHtv64+2hVtcy//jq6fH\nZldkkTMt58JI6uGDO97/tPt489qpob954R3ddBBUs0VSrGpdzSlJ4C9cn9YM6747tjQmo6PT\nS6phJiLBfVu7b4t6aqbFsczGx35AEkWRy5WrzULMdhyEkeu5yWiQYXCpqjEY264bjwZ39Lb+\n5Q+O3ZhdCSpSVTd7WlOP37M7GlSqumHYLoNdjBGECECCERQ41rIdkWNN2zUsGwAAERR5llAa\nFAXbdSkACGNKqeO4lmVPL64duziajAbXCwRDitgQDamm3dWYvGk8S6hp2Y8+cvDgYC8AwHY8\njN8jX3TLWVlc2zfQRfwENESXx2frYuGAYd2YW80Vy65HGIQ13ZxaSve01Jc1I/FBfTCXx2Yv\njsyk4sGpxXRQFlzXcwlZK5SDkgQA6Gisy+RV3bIYjHXLEnleNz1ZEpfW8p+9d9f7K/Yopdcm\nF0amFlXdjIcDnY1JUeAW07lyVY+FA6l4GELY0ZjsaEzOLGWujM8p4nt6Ngn50LKw4cmF//5X\nLwIIGAZbjlNKa42p6IvvXN7e1/b+8QwP3bk1U6ycvHIjIAku8cqq8R+ePlIfDz/7xrmGRHg9\n1hVipIDECyzTkIjoloUQCsni9EKaYZmBzhbDthBEEs+NTi/NLGX8rhSeY377lz/zX/7v7w5N\nLvI8hyEGlAYVkWfZ7T0tz715bi1XNmzHsCzXI36XBoLQ8wiltFDRLozOnLk2GZAlwzIxZniO\n29LZODq7spYvq4YZkqV79my+b+/AxrWwDP7SQ/siQXl2OXNpdPbgYN+XHz542/8BjNDn7t3N\nYvTi8SsYI9f1njqy/8id76kQrVGjxkeQmrD7BEEoffHY5cV0fr1PNl9WXz15ta0hsR7h+Niz\ntFb46x8cb62Pj8+t8hzLc0A37YV0rq0hvqu/QxJ5AMCm9oZN7Q0fdoRIQLZsxyNkPdbluJ4s\nCI2J6PxKjgJqWbbnksFNbQFZLFY0w7RWcsVffOTwC8curuaKnc11HMc5jrOYzv/xP76+rbfV\n80hHc52mGQurOdf1A2CQEg8B6FGKGcSxLPCHUtiOLAjvXBzb2t2CEDJMi8GooponL49PzK1U\ndTMoSSzG4VtKNBEJJBEan1+JBGQKYLGi3nvH5v3buv2f1kVDYzNLwfWifkqzhVI0JEuiAABQ\ndaui6QLLzi+vTS+mHcfFDPI84hEaUsSKaozOLO3b2n1osG8lW5xbzjqu25iMmJYzs5y9NDLj\nel5ZNSkFuVIVI+R51CPUcd2KZnY1cVu6Gq5NLbGYCphLZ4uKJPa2pvZt675j4N3AEqXU9QjL\n4NdODf3tC+/UxUIQwIpmPPPSib1be66MzXAMYznuI4cHP3PP7oAsAgCa6qK7+zuWM8VYWDEs\nO1+sVg0rEQlu7IZZxyPktVNDgsCyGCOEfOO6hZVcUzKazpXeL+wkgf/lx+/et7V7LV8WOLan\nNZWKhwEAhmnfljtORoJLmQJECAACAKxW9XBQSSXCoQ0JfdfzbsytrJsTxcOB/+M3vvRH//DD\nc9cmK5qJMYoE5McOD164PnVpZEbVLZ5jDcuhxJfc1COUUCJwnOW4juvVRcP5coVlmEhATueK\nAAQ5CAuaoWsGjzCD0fs9j0KK9MUH9rquZzmuLH6wfUlIkX7h4QMPH9xRVo1oSK7F6mrU+P8F\nNWH3CSKTLx+7OLKtp219S1iRrk0uzK1kPzlBu4V0LiAJiWgoX1bLqiEJHM+xy2tFSuHTD/e9\nPw/ouN78SlbVzVhYaaqLQQib6qKP3jV49Oz15lSc5xjDsudX8r/8ubv3bOm6NDpbLKvhgJQr\nVsNBCUEUCytzy8ZTRw4gBM4NTw3cyr6purWWL61milXNEDj2xsxyMhJ0XQ8jTAihgJqWgxAi\nFDEISwJHKVjO5A8M9jWloueGpzZ3NXMMVkQ+U6hML6xKopCKR4KmtZotza1mezlWFDgAgGpY\n9+8dCAflimpgjJpTscFNbevz0+7avWluNbuYzkUCMqEgW6wko+GAJAAAFtO5G7MrDIMsyzUs\nm2EwxojBGFDgeYTBSOC4cEB6+uEDV8Zm/99nj8oir+pmNl8mAKTiYQTgar4kS7xumjzHIogo\ndRGFluNpugkASMXDsiiohvXg/q3RoNJUF41FFIyQH67TTfutc8NjM8uO62EETw1Nbu5oXMuX\n51ayAABKwRunhw7u3OQXmR27MIoReurhAwAAjmU+dXDHC8cuDU0uVKp6VTdkns8VK//pD/5h\nR2/bA3duHehuWY8IVlTj3PA0zzIeudkzCiFkGGzYtzcWrIMx8vtY18nky6vZ4txKLiALIUWq\ni4UQgo7rNdfF0/kihNBxXdfzXM9LRJXbDuX4RZS3qGh6JlcEgCaiiiwIDAInLo+t5YuD/W03\n5tLFshaSpUJVg4ACCiACCEDbcTBELEYYQ5ZhXNcDEHAcO7OUpR4RBI7B2LKdP//um0FJ/Ox9\ne96/IobBzIcsdv2aREPKz91vskaNGj85NWH3CcL1LVEABeDdbBeC0H2vl8THHAoooAxGbQ2J\nhdXcaq4EIbAc58H9A/e/N10FAFhM555/6+KZoQmOYUzb/tTBHZ9/YJ8kcJ+5e7fAsTfmVodu\nzG/va3vyyL779w6wDD5yYBsA4IE7t37/6Pmj50Y4Flu298jhHY8eHlzLlxEEN9s+KV1YyWi6\nyXNsNKQ0pWKjU0sLq1mMEAUAIsBhFkDg2I4icC6lmXx5NVO8a0//4/fsVkThjoGuXLHKKSIA\nIFesSKJg2jbH4qASXkjnC8VqLlitT0amF9Oe6/3zG+cYBA8M9j1053bftGydZDT01JE73zp/\nfTVbgghu7WlxXO/EpfFSRZuYWxU4zrRt03YggI5LMKYII55lRYUJBZXmulhdLKTp1p8/d7Sn\nNTW/kssXK6btQkizhXI0HAAQ+q62puUgjCghEEAEAPHrBwGwbLu3NfXwwe2FsvbaqatL6bxH\nSDggHdy56crY7NvnRxuSYRYzC+lssaROLa5VVT0SlD2P+DbIi6u5juY6jFBrffz5ty48cOe2\neDgAAOhrb1BkYfkvc8TzQgFxZa0oCWyxrJ64PHZxdPqbX7j/rt2b/eUzGEEIZEFYK5TXI9Ye\nIYZld/1k81pWs8VnXjpRKKvFimraVjpTrOi6LAiSxDu2s627ZXppLVewGAatZoqqbm7tafUV\nEqWgohqp2Lsd61XN+O9/9cL1qcVgQCIuyRbK8bCSzpcDssAxbF9bfTpXVg2LAuK63va+9tGZ\npVJFo4Q6ruO6UDNMjsWmZRNCNMO0bUeRBNtxOJ6TRN4l5KXjlz5Q2NWoUePjR03YfYJIRIKD\n/e2Fsrre42nZjmk5DYlPkCVKa0O8apim7SiS0Nfe2FwfX8uXNnc2ffmRg7dVdxmW/f2jF6YW\nVjd3NkMI/OCQKHBPPLBPFvnBTe2uR0Ky2JCM7Oht3RjjiYcDX//sPQ8d2H6zCCwWghBSSgd6\nWqqaKYu8YTnLmUI4IBmmLQkcx+DWxvjcSiYg8QLL2q5b1U1IIYCgtSHxK0/cx7FMSJEakhE/\n+bt7c+efPfdmWJc9QooV1XG9WEiJBBWWwYN9bRML6dnlzGquqJt2b2t9fzxEIZxdWvv+W+e/\n+tjhZOw949Ga6qJfefSQ56suBDOFynKmcGlkBkFUKFfhuv8IpZ5HKaGW61BKJNFdK5QPDvaN\nTC/GwoGKaiyl8y7xKCWUQt20aanKYmw7AAJEKfVcAiFgWEwI5TlGM2zNMNO58i88cvA7r55+\n9eSVuaVsfTJcH4/mS9XXT19DCO3Y1OYvNqjIGKOVTKE+HoEIOq4HIUKQlCqa43osg/1oYlUz\nfGEHALAsO1uo9nc2Xp9cDAckP0JZKKvtTUk/9x0JKgCAgCw+uG/rG+eGMULZYkXgOEIIofRX\nn7jvJzQJeu3U1YWVbG9bfUDiZ5YyqmndmFne0dfOMihb1cZnVwAFGCPbpRBC1bCGxmcH+to4\nzGSKlYODfTs3vdvbdOzC6OxKLqiIPMtghHieyxQrDEaO4wIAWIZpTsUAANmCYtjOYjpfLKke\nIRAAjBCltFRWRUmsi4dLFc0ybQihbloYIct2XNdjWazqlusSZt2UrkaNGh9fasLuEwTPMYd3\nbvrDv3u1Lh6SBd60nLV86aufPvwjZqF+/GhMRv/NZ+7+qx8cS0SCDMNoutHb1vCFB/dZjjs5\nv1rVzGhI6WqpYzCeWkhfuD69qb3BjzBhhJpT8amFNc2wrk8t/v7fvBQPBwSeHZ5a+M6rp/6X\nX/ti34ayPARhc12suS62viUgi3du7/3jf3qjIRFmWc7zSEUz+zua/PIsgWUBACzGgsAJgJNF\nwfNIvly5d8/A4KbbW5u39bbUxcLnh6cwQrbjQAraGhK+soyGlGQk+OjhwWyxem1i3i8CgwDE\nI8GZxbXz16cfOTz4/muyXiyYjAafuH/v7NLa3HKGEIIQAr5YgxBB6Asp3bRzpep9ewfu3bvl\nhbcvsgzOlaqGbTMYQwQhgBBCy7IdhEKyWFYNRZIoJR4hiiDIEheQxFBA7GlN7dva/faFkWMX\nRnPFSjIWNC3n+uT8jk3t4YDkl+UBACilDEYu8Vzv5gQLhKBHiCzyhapmOy7LYNv1PI9EAu82\nuHiEIgR0w84Vq4lo0CPEvwgCxwocu7xW8IVdsaLlStVSVTctG1Bq2Q7L4G995ZFPHXhPf4Bh\n2VfGZnOlqiIJ/R1NqVuazyMknStHQoph2pliFQAQDymGZc+v5qqqrogiIYRSv30VQgAAgVXX\nXU7n923vPTjYe9fuzRtzoMuZgiLwVd30yzchgBACQIG10WCc0rKmP3xo8MrobDpXtB2HEsiy\n2HFc1yPUIx0NyaxYzpXVXL6MEGIZBgDguJ6mmwFZqqm6GjU+IdSE3SeLPVs6f/uXP3P++nS+\nVA3VS194YO+uLbePK/g5QikdnlxYSOcpBS31sYHultuHafxrcP++gaa66Mj0kmZYiUhw79Zu\nzTD/9LtvXBiZEThGN+2Dg31fOnKnplscy2z0zOVZfGVsNp0rHrsw0tmcVCQRACCaHCX0n394\n5j99/TG/y+HDOLCjNyAJl8Zmq7rd2VyHMapP3LTGRQiJPKeZpiTyEEKMoGbYbQ3JQ7v73n+c\n104NFUrVw7s2ea5X1c3R6aWJuZVkNCTybLZY6WtvOLyr/+9eOnHbpHZJ4NZNjGeXMyuZouN6\nosDFQkpDMioJN3372hsT7Y3JS6OzECLfTgVQSimhALEYYQQpRtt7237p8bsYjOORYEUzdMPG\nCCGEqOsBSDFCHoG+HEyEA4Zl+zWCfjzsv37zcy31cdcj//DKqRePXcIMJpQCAHiOpRSsZovh\noLSSLeqmRSmYX80tZwqAAkJovqwqkuC6XlAWKaW+hZvtePMrmSeP7A9v6FxOxcJbulrS+fIt\ne2ngul4spIgCTwDFtzpkX3j74txK5sC27nxZMyzbcb3W+tjegffYgmSLlWdePDF0Y16RBNtx\ny6r2W197bNfmTgAABBBBSCldXitquiFLAgDA8VwMIQXAdGxCCSU3ra0pAALH2LaTyZcRAD1t\nDX6/QkU10vkSRogQKkv8UqbglzACABzX4zlmz0D33HI2ElQgpEtrRY7Ff//KqUKx4rpeLBRw\nXM91PQYj23YknmtIRnYPdJYq2t++8A645aoNESCAhmrmczVqfGKoCbtPFhDCLV3NH81WCULp\nd1499dI7l8MBmRAvW6zu39bzbz57T/hf22MZQtjf2dTfebOPwbLdv3v5xPTiWn97A4CQUHr1\nxpzAs/u29hiWTQmFt5xdddPZ2d9R1czrk4ubOhptx51dziym8wih4cnFgCJ99dOHwoEP/bQQ\nwm29rbFwwKVwW0/zn/zj62v5oiQItuOs5cvf+Px9xy+NjUwtYgYTj7Q0xL76mbs2lmEBACil\np69OPH/0/GquPL+aq4uEEAKyKJRV7ezQjUhQuXvPliMHt4eDsizxpu0EwbuPc9N2ArLget5z\nb5z/3tFzHqEVVVd1Mx4JHhzsu2/vwI6+Nn/PckXHEBJAAESQ+p0FkABICHEoTYSDTXVR30Dk\njoHO4YmF108PeYRwDIMQpIQiiGzqQgopBfWJMEa4ouu6YdXFor/9jc821UUppf/02ulnXz9j\nOi52XcOyQQWEAzLLYMNy7ILqEnr88g2OwRSQWFCp6obIc7plMwg2NyZDijQ6s2Tb7sTciuOR\nLx3Z/6lD7wlDrhXKHqXDEwuW4y1nCizDUEq29bTqhr2tp7WlPgYA0AzrpeOXO5oS86t5w7Y5\nhokE5Nnl3ORCemNn7gtvX5xYSPe0pnx9X9WUo+dHOprqoiEFIdjWmDx6dlgzTZZlAQCEEMt2\neZkNSCKC0LBsevNLowzGjuO5hKqm+Z1XT794/PJXHzvUWBc7d23y2sQCATQRCabzJQDouhgl\nlLIMu2tTx+Ubc4vpnOsRx3UFMbCtp+Xy6Ew2X9EMK6RIjIwBAJWq3toQ//df/hQA4MVjl+oT\nkUJZ1QwTUkgATcXDbQ2JjZMnfApldWJ+1bSdVCzc01p/209/Qiil16cWr00uOB6QOHzH1u51\n4+UaNWr8XKgJuxofFc5dm3zlxJVNHY25UnU1Wy1Vje+9dWFxLf/FB/ft39770zvv7HLm3PDk\n5o4m/+GNIGyqi7168urDBwbvvWPg7NBEUypa0cyFlWyhqu4d6NYNCwJAKZhdzqzly9GQAiEk\nhFwanQ4HpF987ND7ndh8SlX9e0fPv3bqqiQIhmnt3tIZCUqaYQUV6anu5sH+jice3Hv07PUL\nI9PZYolnme++fuaVE5d72xsGulr2DHQzGF0am/2//uFV03KiIdnz6MxqRuTYcFDheV4SuP07\n+r7+2bt5jgUA7OzveP3UNUXi/bhdVdNzJXVwU/vJKzdeeOdSfTwyNLEQVERJ4MuqPreS+Z2/\neP73v/Vlv5DLcl1RYC3H8zwCAASAIIgooHXxCEIgW6johrmQzs0tZz1C9u/ozpcqxy+O2a7L\ncSwCwLQdQABmkOO608vZRCTQ3pCYX839wiMHm+qiAIDhycWXjl9uSsWmF9OSwKuGZTuuZpgi\nz2mGZdpuUOYNxyurOoLQ9WhTMtpYF51fyWaL1YBuFivq5+674/69Ay4h4aC8cSgIAOD88NTv\n/u1LHMNYrksocV3P8whGKFMoE0KffuRArlh98Z3Ly2v5QqmazpdkUWQZTCiZX82FA6Ljvpv6\nrGjGq6eGBrqa16O2AVkcm1maWkjvGegCADx0YNtqrvjaiasAAtuBluV2taRKFc2w7KZUwvG8\nUlUDAPhXz/MIgggjFApIlNA/f+6tkCK1NSbCQRkC4LhuSTUQRAFZIIQ4rtvRlIyGlVfPDPEc\n09aYWErn1/IljmFoAoQUuVjWLdvRTSsgi7bjmrbd2Xyz4UMUuGhI2dTeuFYsu44XCSoMg0Se\nu023XRyZPnru+tjsCstgVTfv2zvw9MMH3u+K8mN5+8LInz97NB4NBWWpVKn+8xvn/qdf/fzm\nW29NNWrU+NlTE3Y1PipML67Fw0FVN4cnFkKKFA3JpsWm86U//LtX45FgT2v9T+m8ummx+D0p\nV993w3bdz91/h8izf/PCO8WqihBiMX7n0ujsclY37FypupjO+6rOchzfKfeFdy49uH9b/Qc1\no1BKv3/0/OmrN7Z0NYuCYFn25GL6joGuf/v0kfV0M8cyDcnIyAsLkVBgeHKGYxnXJQvp3DsX\nx3Zem9jc2Xz03PVkNFQsqyVVNy2HZ7CfjKOEdDXXXRqbGbox72uOrT2tTz9y6OXjly4sTwMK\nelrrf+PpIy318RffuVQfD2cKZenWjAeeY23Hi4WUS6MzvrCri4VcQmMhRTdtVTcQQAQAjmUo\noapuxkKBdL78H3/3maAsIggqmvHQndtlSRydWWQRY1jWXDrHc+ymjqZiWc0WK0tr+WJJ/bdP\nP7RvW4+/zPnVbDggRYNKTpFt24kGFU03NcPSDdt2HQYzHgGQ3jQfCcpiX3sjQnBLZ/PFsZmv\nffburqZkvqy+dmaoqhnRoLJnoKu37WZ1o25Yb18YaUnFFlbzsVCAZbHtuK7rhRQxElK+9ZVH\nbNf91u8/k4wEJYnzKLAdVxap73LHYmY1W7oZLgMAAOC6HthQgOiDIK0wjR8AACAASURBVHJv\n2ZSEFOlXnrjPc72j565jhGSJL1U0y3Y03QopUmMiYtq2bbsIIY8QCBEAFFDKcyzL4ErGUHXz\n2sQCx2IAgO24AsdKAsdi7LheiJMVRcoVVd00927tAQAQCgKyWKhq6XwxGQstrOYQwqpuOq4X\njwYZjA7svPny09/ZVKxosZDcmooDADxCphbS9+zZvHEV6Xzp6PmRYkXrbkkBAAihxy+PJyKB\nx+7a9WP/XmaXM8OTC1XNiIUDXc2pP/3umz2t9aLA8TwvCazA86+dvNrbWv+jXVRq1Kjx06Mm\n7Gp8VHBcDyGYK1VFnvefChBCFjORiHxxZOanJ+zi4YBh267nrc8n0C17e29bLKRIIr9ve8+f\nf+/NcFAJSLwfikvniqlEeG55jRBiO67juFXdRAjly1XTdp598+zXH79nvWRtnXSu9MrJqwPd\nzb5QQAg2p6I/PD10/76BltTN1BWh9Oi54aZUfC1XkkReEnhKab5UDQeU5944d3l0NleqSIKA\nESxVVI8CDCEAUNXNtoZENBwwLGetUPYPVVb1G3NLpm23NyYhBGVNuzoxt2tLp2k5LMs4rrfu\nZocRIoQoIl/VTH/LPXs2v3V+RDVMnmV5jjVth0MoFQuHAlIqHiKEjM8u79/e44cGHdd74+zw\nFx/YF1LEo+eua4YZkqVNHY3RkFKfCGu6pRpGMhL61MEd64FMCCClQBS4pmR0KVMwqhrGiALa\nUp+YXkono0GMkeU4umUBAPIllRCCELZd946B7r0D3WevTfzZs2+mYmGeY6cX0y8dv/ybX33U\nr3tbyZWu3phvrovny6o/L0TgubxRaa5vXkznbc979eSV5rp4LKzYjucRD0FUrKgsgxBEfsEl\npXRyIV2sqEFZbGtM7t/Ws5wprLu4Oa6nGeZ6ZSQAQOS5Tx0efPX0Vc8kAs9ZtqPppihyVyZm\nWYwRRBzLAAg8m1BAEUR+8zIAgFKgmVZDIuIH0gih6VzZtBxJ4ESBdz0yv5wxbacxGfVPxGDk\nEcKxjG46zal4f1fT8ORCJKBEw4pl21957PD6xN6GROQ//uIjxy6MjM+uYAQ13Xr48ODd7xV2\nI1NLF4aneZ7xPCLyXH0i0pSMjM2sPHKY3lbV6rje1EK6qhvRkNLRVHf22uQfPPNyLKwIHKvq\nZjgoIwTFDXd7JCifHZ56qljZeJVq1Kjxs6Qm7Gp8VGhIRo9fGvNcsj7nyrJdSeR5jq1qxk/v\nvM2p2OP37Pnh6atNyRjPsZppLazmfukzd/lTKE5dueF4JBZ+dzJHKCjNLGX+x69++k+ffTMg\ni1XNEHguqIgAgkJJPXNtIhkJfvGh/bedRdVNlkEbwz/+U1/VzY37nB66saWred62eY4DAEAI\nCaHFSlVRREngAYCr+RIlRBI513BN4jIYNyRiHc11EADX89ZHILx9fmRsdnndj40CcPba5KaO\nplg4MLuS4VimohqABQAA23UFjtVNOxS4OVdgcFP7L33mrr9/+STLYIig7XqdLaktXS0Mw5im\neWl0JhyU+Vs5O5bB9fFQplj55hfuf/LInT88NfT2hRFfCWGEgorIMphlmY3eiW2NiVJVr4+H\nY5FAQBbKmrGSLR4a3IQRnFvJ+IqTY1hJ4HTDFngWQGjYzsjMUlsq8a3f+5ur43OSKBBCm+tj\ndbGwKPBHz1/f0t0icKyfIgeQ0g2RN3qr0k3VzFNXJ7b1tgEAIAQYo6AiVao6JUBS+Ka6WFkz\nXj9zbWohLQisYdj9Xc1bu5vPXJt0XKJInO146VzpiQf2tTcmN36zp6/e6GtrYDDWTdt23dml\nNdtxm1IxjmFKZbWjOcVz7LnrU5btBgMipNC0bBYzhBCWxevpUYQgwsAjBEKIIIKQQgj9lfg7\nxMKBuZUchIACOrkAeJZNRkKfv/+OtsZEU13MD7Wuc8dAV1tD/NLonGoYfa0NAz0tG8sDKKVv\nXRjJFMqhgIgQ8nPxO/s7XcFzXW/jFI3lTOG5N8+dvTbJcYxpOvu2dpdVrbsl5Xd+JCLBycV0\nsaJS+m68mwIKAfiwaoQaNWr8DKgJuxofFQ7s6B2fXX7r3IhpOQhC03YiQbkhEc4WqpF/af/E\n1EJ6aiFtu259PLyjr/0D00MQws/8f+y9d5Qd53nm+YXKdXPqnCM6AmjkRAAESTGASVS0ki05\njMN6Z2b3zPHY6/VZjXd9PHNmVqNxlGSNJVqiKIqkJJKgBAIEEYiMRu6cb/fN+Vau+r794wLN\nJghKFJW99/cX0F1dXV33675Pvd/7Ps/+TbLI35heujg2t3mg44HtQ7tHbo2jGrZ9x7sUgghA\nsK6z4RMH9xw6ebmk6gGvTCkoKXpbQ6S1Pvjc4TP7tvTfYSLjdcuW5aytC9qOY5j2Wp8OjmU2\nrmvXdAMACKgDAKYUWA7xukTbdpZT2ZKiObYNAFR1U+Q53QIQwNqQj8FI0818Se1uubUpuZzM\nrE0LgAD4PfJyMrtvc9/LJ0Z9LknRdAiB45Cg180wTHO9f8tAx+oNeeq+rYNdzXPLSdOyRscX\nF2KpoqIzDE6ksn6PfEdCF8bYMC0AgM8tdbfWfffYeYf4VyVsrljuaKpZWwfq72h88t7NLxw9\nH/Z7EIKFsrZtsOsTj+w+fvFmZeZD4FgIgUsSDMM2LevyxJyiGiyDF+PJaCLnOI5llYtldTGW\n7u1o6GyouXRzNpkpNNeFGmoCI31tK+lcyOfWTYtjGcO0Qn63ZTkjfe31ET8AAFAKIGQZ3BAJ\n5oolgWc7m2vDAY+mm5OLMQzputb6xUQmkcmvJLMnzt+4d9ugS5ZU3XCJ/MF7Rnas77pj/aRz\nRa9LqjwG3JyNuiSBACryXFtDJJEpXJ6cl3i+rT58fSaazpQwRgBQAKAs8pbtmLbNMQwAQDct\nFjN+D1cT8Km6BSH0e1ymZSWzxcqa8bokl8TH0lnLtlVVNyx754aeD9639Y40swozS4mXj186\neWkcYzTU1ZzMFe/dOrC6jG/MRK9PLTIs5jgGAsgyGEE4G03u39K/9mymZT93+My569OQUlUx\nOAYfO3/dsJ2daxpem8LBheVUtlgO3l5smXx554aeuyYIV6lS5RdDVdhV+VVBFvlPP7rH65a/\n/v03IARNtaG6kK+kGMlccdvt9qyfiEMnRr/64rGA14URLJS1Heu7P/3Y3rvGYoo89+jekYd2\nbyirusclrlUhPS11tm1bNmFv24AVy2rY5748thDwyANdjXPRRK6oEkrbGyIt9UEGY5ZlCmXt\nDmEXCXieum/boVOXW+pCHMeZlrOwknpi/+baNV64Ase2NUSOnL3mEvh4VnNJ2DQtSgiLmUJJ\nlSGsvO+alg0BVHXDJUmGaS0ncyVVz+RLg10tz776JsOgzqZay3YIeVugSMUTrqU+/J/+8MNH\nzl6XRT6WzueLZdOy2hoiD+wYWnslEMLetvqKM9+BbUPHzt9YThUIpQMd9ZTQV09dphSYlkUp\n4Hm2VNYit9/Ih3ta7t8+fOTc9ZqAFyNUKKttjZEP7BwGABBKL92cHZ9dLql6bdD7uSf3p3NF\n03Lqwr7tw92yyPe01oschzHOFMqO4xiWDQFAEBi6VSyrLfWhhXgaI1CxpSOEUuCMTS8Zum3b\ndqX0JXDsB3au//w/PMexbCydYzAmhDTVhpaTmU8d3AMB2LWhZyaaqMwat9YHFU0vlDTTtlaS\nuXgmx2LY0VwbjWUWVlIBjwtBmC0qN2eiO9b3/LtPPlSxhXsnHMdaThncmoq1OJbVDIPBOFso\nX5taRAjV1/ipQwGhANKK058s8rZj1wY9CKF0rkQBiPg9iqIbum2adtjvqY8EbdtM5YtBn3ts\ndtnjknLFcqZQ6utoDHpcAEBJ4qOxzIlLY/duvTMuJV9Sn3/tbDSRHe5uBhAqmvGV54+6JGHb\n0C1JGkvnIgGPWxKSuZIkcAgCCmCuVF59mKkwt5z84akrumFJIo8xVHS9VNYsx6ko78oxPM9I\nAje3nNR0wy1L+ZLS0Rh5ZM/GOxoTq1Sp8oukKuyq/Arhc8ufeXTPpr62185cO3V5slBWdwx3\nfeaxe5rfvtP0XphajP/P777R297AswwAoC4CLtyYrQ/7H7/3XYOVGIx87jtjzneu79m3uf/4\nxTFZElmMFM1QVN0lBk6MjmuaUVfjD/ldve0NAstV6liOQ2zbdkvCO89/cO8IQvBbPzjNMYxp\n2x++f9vDezbcUQ58ePeGbKF0/OIYgjCRKXhcklsW8+WyxyWJPJuzbZbBhFK3LDoO6W6tKSn6\n+t729obw098/kS2UHEdyCLk5HQ34XMlM0euWKyLVISSRzgMKvv3DM5blNIT9m/s71rU3LMYz\nozdni4r25uWJWCq3Y32PwN85FymL/MN7Nno8Ho7jMplMsazemF48e3WyWNYBpG5Z7OtovGfT\nrRYuBOHHH9rZXBucWoobpj3S17ZnZF1tyJfKFb/ynaOvnb7KMJhlWQpIf3vjH/3Gg41rPJy7\nW+o+8uCOF45ecMt8rqAgCGzL8XpdJVUTOCaWzBGb8AJv26RifYcwchwSS2c7GmtqbvvCDHY1\nfeE/fObCzdnFWDpbUOojwbBfVlXj1VOjl27MdrXW67o1tRDzumXDtBCCH/nAjoBHlkUh4JX/\n7ls/pJRmi4pbFipKESEY9LuPX7y5b0t/b1vDXZfNQGfTpbE5lyhUNk8dxzZM2+eWFmMZWeQt\n22YgyihKJOApq3pTXSjkc7tlYSGWlgXeIaSxNkAJnVyIA0AN08oWyvF0IV9SOhoimVzps0/s\nr48EFmPpNy7e9Lullvpwpe0ymc6bln1qdGLv5v47VNTo2NzY7HJHU03lv6LANYT9565Nrwo7\nDBGgtKOphue4YlmlgLpEpq+9vr+9EQBAKbUdwjI4msjmi0ok6K1sjjMYQwCT2XyxrAmBW4sk\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LRsjCDHMhijQlFTVN0jiyVVM0wLQBgO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\nYXNmjJkW5AAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sort by CirculationDate\n",
    "sort_circulation <- completion_data[order(completion_data$CirculationDate),]\n",
    "\n",
    "app_rev_diff <- as.numeric(abs(sort_circulation$ApprovalDate - \n",
    "                                sort_circulation$RevisedCompletionDate),\n",
    "                            units=\"days\") / 30.417 #difference in months\n",
    "sort_circulation['ApprovalRevisedDifference'] <- app_rev_diff\n",
    "\n",
    "(ggplot(data = sort_circulation,\n",
    "            mapping = aes(x = OriginalCompletionDate,\n",
    "                          y = ApprovalRevisedDifference,\n",
    "                          color=ApprovalRevisedDifference)) + \n",
    " geom_point(alpha=0.6) + xlab(\"Approval Date\") + ylab(\"Delay in Months (Approval - Original)\")) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       "  1.841  27.583  36.854  40.113  48.747 144.492 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(app_rev_diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "21.1641516257356"
      ],
      "text/latex": [
       "21.1641516257356"
      ],
      "text/markdown": [
       "21.1641516257356"
      ],
      "text/plain": [
       "[1] 21.16415"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "IQR(app_rev_diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 2\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What % of projects completed between 2010 and now were rated 0? What % over the same time period were rated 1? What % were rated 2? What % were rated 3? Answer these questions using a table or a figure. Provide a title **and** an explanatory sentence or two that provides the numerical % results rounded to the nearest percentage point.\n",
    "\n",
    "**answer**: There were 2% of projects rated 0, 11% rated 1, 72% rated 2, and 14% rated 3. The majority of projects that were completed between 2010 and now were rated 2. The table and figure below display the same."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select projects starting on or after 2010-01-01\n",
    "post_2010 <- which(completion_data$RevisedCompletionDate <= as.Date(\"2010-01-01\"))\n",
    "question2 <- completion_data[-post_2010, ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#round to the nearest integer percentage\n",
    "percentages <- round(prop.table((table(question2$Rating))) * 100, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "probs_df <- data.frame(percentages)\n",
    "colnames(probs_df) <- c(\"Rating\", \"Percentage\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 4 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Rating</th><th scope=col>Percentage</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>0</td><td> 2</td></tr>\n",
       "\t<tr><td>1</td><td>11</td></tr>\n",
       "\t<tr><td>2</td><td>72</td></tr>\n",
       "\t<tr><td>3</td><td>14</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 4 × 2\n",
       "\\begin{tabular}{r|ll}\n",
       " Rating & Percentage\\\\\n",
       " <fct> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 0 &  2\\\\\n",
       "\t 1 & 11\\\\\n",
       "\t 2 & 72\\\\\n",
       "\t 3 & 14\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 4 × 2\n",
       "\n",
       "| Rating &lt;fct&gt; | Percentage &lt;dbl&gt; |\n",
       "|---|---|\n",
       "| 0 |  2 |\n",
       "| 1 | 11 |\n",
       "| 2 | 72 |\n",
       "| 3 | 14 |\n",
       "\n"
      ],
      "text/plain": [
       "  Rating Percentage\n",
       "1 0       2        \n",
       "2 1      11        \n",
       "3 2      72        \n",
       "4 3      14        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "probs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZahktTUVJPJ5OzsnPfaSVVQUFBQUJBe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\nhB0AQCCEHQBAIP4X3KBsCgk1H0cAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p <- ggplot(probs_df, aes(x=Rating, y=Percentage, fill=Rating)) +\n",
    "  geom_bar(stat=\"identity\")+theme_minimal()\n",
    "p + ggtitle(\"Ratings of Projects Starting In and After 2010\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 3\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Repeat problem 2, but this time limit your analysis purely to policy and advisory technical assistance (”PATA”) projects.\n",
    "\n",
    "**answer**: There was 1% of projects rated 0, 8% rated 1, 72% rated 2, and 19% rated 3. The majority of policy and advisory technical assistance (”PATA”) projects that were completed between 2010 and now were rated 2. The table and figure below display the same."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATA_df <- question2[which(as.character(question2$Type) == \"PATA\"), ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KMQwtfXt3379i+88MKVK1fUsWll4u3t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\nQCCEHQBAIIQdAEAghB0AQCCEHQBAIP4XHKC+ye/60EMAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#round to the nearest integer percentage\n",
    "percentages_PATA <- round(prop.table((table(PATA_df$Rating))) * 100, 0)\n",
    "probs_PATA_df <- data.frame(percentages_PATA)\n",
    "colnames(probs_PATA_df) <- c(\"Rating\", \"Percentage\")\n",
    "\n",
    "p_PATA <- ggplot(probs_PATA_df, aes(x=Rating, y=Percentage, fill=Rating)) +\n",
    "  geom_bar(stat=\"identity\")+theme_minimal()\n",
    "p_PATA + ggtitle(\"Ratings of 'PATA' Projects Starting In and After 2010\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 4 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Rating</th><th scope=col>Percentage</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>0</td><td> 1</td></tr>\n",
       "\t<tr><td>1</td><td> 8</td></tr>\n",
       "\t<tr><td>2</td><td>72</td></tr>\n",
       "\t<tr><td>3</td><td>19</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 4 × 2\n",
       "\\begin{tabular}{r|ll}\n",
       " Rating & Percentage\\\\\n",
       " <fct> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 0 &  1\\\\\n",
       "\t 1 &  8\\\\\n",
       "\t 2 & 72\\\\\n",
       "\t 3 & 19\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 4 × 2\n",
       "\n",
       "| Rating &lt;fct&gt; | Percentage &lt;dbl&gt; |\n",
       "|---|---|\n",
       "| 0 |  1 |\n",
       "| 1 |  8 |\n",
       "| 2 | 72 |\n",
       "| 3 | 19 |\n",
       "\n"
      ],
      "text/plain": [
       "  Rating Percentage\n",
       "1 0       1        \n",
       "2 1       8        \n",
       "3 2      72        \n",
       "4 3      19        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "probs_PATA_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 4\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Identify the top 10% of projects by “Revised.Amount” and the bottom 10% of projects by “RevisedAmount” (“RevisedAmount” shows the final project budget). Compare the ratings of these projects. Can you draw a causal conclusion about the effect of budget size on ratings? Why or why not? Hint: Compare the characteristics of the two project groupings, e.g., “Dept,” “Division,” “Cluster,” “Country.” Approximate suggested length: 3-5 sentences.\n",
    "\n",
    "**answer**: No, we cannot draw a causal conclusion about the effect of budget size on ratings, where the independent variable 'budget size' has not been exogeneously manipulated. It is difficult to test this causal conclusion since randomization is not possible here and the causal interpretation can be confounded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "top <- completion_data[which(completion_data$RevisedAmount > \n",
    "                             quantile(completion_data$RevisedAmount, 0.90, na.rm = TRUE)),]\n",
    "\n",
    "bottom <- completion_data[which(completion_data$RevisedAmount >\n",
    "                                quantile(completion_data$RevisedAmount, 0.10, na.rm = TRUE)),]\n",
    "\n",
    "#tabulate using Rating\n",
    "top_table <- prop.table(table((top$Rating))) * 100\n",
    "bottom_table <- prop.table(table((bottom$Rating))) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_table <- rbind(top_table, bottom_table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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44FH2Z5XqcICSWBzXEBGhASoAEhARoQEqABIQEaEBKgASEBGhASoAEhARoQEqAB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\nQmCC",
      "text/plain": [
       "Plot with title “Project Ratings after 2010 for top and bottom 10%”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot(combined_table,\n",
    "        beside=T, \n",
    "        main=\"Project Ratings after 2010 for top and bottom 10%\",\n",
    "        legend = c(\"Top 10%\", \"Bottom 10%\"),\n",
    "        ylim=c(0, 100),\n",
    "        xlab = 'Rating',\n",
    "        ylab = 'Percentage post 2010',\n",
    "       )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Installing package into ‘/home/cicada/R/x86_64-pc-linux-gnu-library/3.5’\n",
      "(as ‘lib’ is unspecified)\n"
     ]
    },
    {
     "ename": "ERROR",
     "evalue": "Error in polr(c(Rating) ~ RevisedAmount, data = completion_data, Hess = TRUE): response must be a factor\n",
     "output_type": "error",
     "traceback": [
      "Error in polr(c(Rating) ~ RevisedAmount, data = completion_data, Hess = TRUE): response must be a factor\nTraceback:\n",
      "1. polr(c(Rating) ~ RevisedAmount, data = completion_data, Hess = TRUE)",
      "2. stop(\"response must be a factor\")"
     ]
    }
   ],
   "source": [
    "install.packages(\"MASS\")\n",
    "library(\"MASS\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Call:\n",
       "polr(formula = Rating ~ RevisedAmount, data = completion_data, \n",
       "    Hess = TRUE)\n",
       "\n",
       "Coefficients:\n",
       "                Value Std. Error t value\n",
       "RevisedAmount 0.03551     0.0313   1.135\n",
       "\n",
       "Intercepts:\n",
       "    Value    Std. Error t value \n",
       "0|1  -3.6325   0.1610   -22.5653\n",
       "1|2  -1.5370   0.0720   -21.3434\n",
       "2|3   1.9276   0.0805    23.9391\n",
       "\n",
       "Residual Deviance: 2935.327 \n",
       "AIC: 2943.327 \n",
       "(4 observations deleted due to missingness)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "completion_data$Rating <- as.factor(completion_data$Rating)\n",
    "#fit ordered logit model and store results 'm'\n",
    "m <- polr(Rating ~ RevisedAmount, data = completion_data, Hess=TRUE)\n",
    "\n",
    "#view a summary of the model\n",
    "summary(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 5\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Imagine your manager asks you to apply Jeremy Howard’s drivetrain model to the problem of optimal budget-setting to minimize project completion delays (i.e., the difference between revised and original completion dates). In such a situation, what would be the: (a) Decision problem or objective? (b) Lever or levers? (c) Ideal RCT design? (d) Dependent variable(s) and independent*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(a)** Minimize project completion delays. That is, minimize the difference between revised and original completion dates."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**(b)** Revised amount (budget)\n",
    "\n",
    "**(c)** Randomize the budget allocations and amounts to observe the corresponding change in the project delays.\n",
    "\n",
    "**(d)** The dependent variable would be the difference between revised and original completion dates. The independent variables would be all the rest except the revised and original completion dates. "
   ]
  }
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