{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: testthat\n"
     ]
    }
   ],
   "source": [
    "require(testthat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>id</th><th scope=col>zipcode</th><th scope=col>lat</th><th scope=col>long</th><th scope=col>date</th><th scope=col>price</th><th scope=col>bedrooms</th><th scope=col>sqft_living</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>5245600105</td><td>98148     </td><td>47.4258   </td><td>-122.322  </td><td>16329     </td><td> 228000   </td><td>3         </td><td>1190      </td></tr>\n",
       "\t<tr><td>9558200045</td><td>98148     </td><td>47.4366   </td><td>-122.335  </td><td>16310     </td><td> 289000   </td><td>3         </td><td>1260      </td></tr>\n",
       "\t<tr><td>2824079053</td><td>98024     </td><td>47.5385   </td><td>-121.911  </td><td>16448     </td><td> 440000   </td><td>3         </td><td>1910      </td></tr>\n",
       "\t<tr><td> 943100260</td><td>98024     </td><td>47.5687   </td><td>-121.899  </td><td>16394     </td><td> 213000   </td><td>2         </td><td>1000      </td></tr>\n",
       "\t<tr><td> 824079032</td><td>98024     </td><td>47.5753   </td><td>-121.950  </td><td>16247     </td><td> 563500   </td><td>4         </td><td>2085      </td></tr>\n",
       "\t<tr><td>8678500060</td><td>98024     </td><td>47.5954   </td><td>-121.950  </td><td>16261     </td><td>1550000   </td><td>5         </td><td>6070      </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ]
     },
     "execution_count": 2,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices <- read.table(\"prices.csv\",sep=\",\",header=TRUE)\n",
    "prices$zipcode <- factor(prices$zipcode)\n",
    "head(prices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 3,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boxplot(I(price/1000)~zipcode,data=prices,log=\"y\",las=1)\n",
    "p <- recordPlot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'b0aeddb9e10f8d8b10e4d89d85c32182'"
      ]
     },
     "execution_count": 4,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h <- digest::digest(p)\n",
    "h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 5,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(I(long)~lat,data=prices,las=1)\n",
    "p2 <- recordPlot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'7cd4b3d2de2e7ec89b6c45780b8dad08'"
      ]
     },
     "execution_count": 6,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h2 <- digest::digest(p2)\n",
    "h2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'b0aeddb9e10f8d8b10e4d89d85c32182'"
      ]
     },
     "execution_count": 7,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "digest::digest(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
   ],
   "source": [
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R (R-Project)",
   "language": "r",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}