demo-R.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Welcome\n",
    "\n",
    "This is a demo of an R notebook. Code blocks may be added with the `+` and repositioned with the up and down arrow buttons. Press `Run` to execute the code in that block. Markdown blocks are added the same way, but change the _type_ of block by clicking the dropdown and selecting `markdown`.\n",
    "\n",
    "As a quick demonstration, we can examine and then plot the data in the two default datasets that come packaged with R - `mtcars`, which is about cars, and `iris`, which is about flowers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>mpg</th><th scope=col>cyl</th><th scope=col>disp</th><th scope=col>hp</th><th scope=col>drat</th><th scope=col>wt</th><th scope=col>qsec</th><th scope=col>vs</th><th scope=col>am</th><th scope=col>gear</th><th scope=col>carb</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Mazda RX4</th><td>21.0 </td><td>6    </td><td>160.0</td><td>110  </td><td>3.90 </td><td>2.620</td><td>16.46</td><td>0    </td><td>1    </td><td>4    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Mazda RX4 Wag</th><td>21.0 </td><td>6    </td><td>160.0</td><td>110  </td><td>3.90 </td><td>2.875</td><td>17.02</td><td>0    </td><td>1    </td><td>4    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Datsun 710</th><td>22.8 </td><td>4    </td><td>108.0</td><td> 93  </td><td>3.85 </td><td>2.320</td><td>18.61</td><td>1    </td><td>1    </td><td>4    </td><td>1    </td></tr>\n",
       "\t<tr><th scope=row>Hornet 4 Drive</th><td>21.4 </td><td>6    </td><td>258.0</td><td>110  </td><td>3.08 </td><td>3.215</td><td>19.44</td><td>1    </td><td>0    </td><td>3    </td><td>1    </td></tr>\n",
       "\t<tr><th scope=row>Hornet Sportabout</th><td>18.7 </td><td>8    </td><td>360.0</td><td>175  </td><td>3.15 </td><td>3.440</td><td>17.02</td><td>0    </td><td>0    </td><td>3    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>Valiant</th><td>18.1 </td><td>6    </td><td>225.0</td><td>105  </td><td>2.76 </td><td>3.460</td><td>20.22</td><td>1    </td><td>0    </td><td>3    </td><td>1    </td></tr>\n",
       "\t<tr><th scope=row>Duster 360</th><td>14.3 </td><td>8    </td><td>360.0</td><td>245  </td><td>3.21 </td><td>3.570</td><td>15.84</td><td>0    </td><td>0    </td><td>3    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Merc 240D</th><td>24.4 </td><td>4    </td><td>146.7</td><td> 62  </td><td>3.69 </td><td>3.190</td><td>20.00</td><td>1    </td><td>0    </td><td>4    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>Merc 230</th><td>22.8 </td><td>4    </td><td>140.8</td><td> 95  </td><td>3.92 </td><td>3.150</td><td>22.90</td><td>1    </td><td>0    </td><td>4    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>Merc 280</th><td>19.2 </td><td>6    </td><td>167.6</td><td>123  </td><td>3.92 </td><td>3.440</td><td>18.30</td><td>1    </td><td>0    </td><td>4    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Merc 280C</th><td>17.8 </td><td>6    </td><td>167.6</td><td>123  </td><td>3.92 </td><td>3.440</td><td>18.90</td><td>1    </td><td>0    </td><td>4    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Merc 450SE</th><td>16.4 </td><td>8    </td><td>275.8</td><td>180  </td><td>3.07 </td><td>4.070</td><td>17.40</td><td>0    </td><td>0    </td><td>3    </td><td>3    </td></tr>\n",
       "\t<tr><th scope=row>Merc 450SL</th><td>17.3 </td><td>8    </td><td>275.8</td><td>180  </td><td>3.07 </td><td>3.730</td><td>17.60</td><td>0    </td><td>0    </td><td>3    </td><td>3    </td></tr>\n",
       "\t<tr><th scope=row>Merc 450SLC</th><td>15.2 </td><td>8    </td><td>275.8</td><td>180  </td><td>3.07 </td><td>3.780</td><td>18.00</td><td>0    </td><td>0    </td><td>3    </td><td>3    </td></tr>\n",
       "\t<tr><th scope=row>Cadillac Fleetwood</th><td>10.4 </td><td>8    </td><td>472.0</td><td>205  </td><td>2.93 </td><td>5.250</td><td>17.98</td><td>0    </td><td>0    </td><td>3    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Lincoln Continental</th><td>10.4 </td><td>8    </td><td>460.0</td><td>215  </td><td>3.00 </td><td>5.424</td><td>17.82</td><td>0    </td><td>0    </td><td>3    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Chrysler Imperial</th><td>14.7 </td><td>8    </td><td>440.0</td><td>230  </td><td>3.23 </td><td>5.345</td><td>17.42</td><td>0    </td><td>0    </td><td>3    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Fiat 128</th><td>32.4 </td><td>4    </td><td> 78.7</td><td> 66  </td><td>4.08 </td><td>2.200</td><td>19.47</td><td>1    </td><td>1    </td><td>4    </td><td>1    </td></tr>\n",
       "\t<tr><th scope=row>Honda Civic</th><td>30.4 </td><td>4    </td><td> 75.7</td><td> 52  </td><td>4.93 </td><td>1.615</td><td>18.52</td><td>1    </td><td>1    </td><td>4    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>Toyota Corolla</th><td>33.9 </td><td>4    </td><td> 71.1</td><td> 65  </td><td>4.22 </td><td>1.835</td><td>19.90</td><td>1    </td><td>1    </td><td>4    </td><td>1    </td></tr>\n",
       "\t<tr><th scope=row>Toyota Corona</th><td>21.5 </td><td>4    </td><td>120.1</td><td> 97  </td><td>3.70 </td><td>2.465</td><td>20.01</td><td>1    </td><td>0    </td><td>3    </td><td>1    </td></tr>\n",
       "\t<tr><th scope=row>Dodge Challenger</th><td>15.5 </td><td>8    </td><td>318.0</td><td>150  </td><td>2.76 </td><td>3.520</td><td>16.87</td><td>0    </td><td>0    </td><td>3    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>AMC Javelin</th><td>15.2 </td><td>8    </td><td>304.0</td><td>150  </td><td>3.15 </td><td>3.435</td><td>17.30</td><td>0    </td><td>0    </td><td>3    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>Camaro Z28</th><td>13.3 </td><td>8    </td><td>350.0</td><td>245  </td><td>3.73 </td><td>3.840</td><td>15.41</td><td>0    </td><td>0    </td><td>3    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Pontiac Firebird</th><td>19.2 </td><td>8    </td><td>400.0</td><td>175  </td><td>3.08 </td><td>3.845</td><td>17.05</td><td>0    </td><td>0    </td><td>3    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>Fiat X1-9</th><td>27.3 </td><td>4    </td><td> 79.0</td><td> 66  </td><td>4.08 </td><td>1.935</td><td>18.90</td><td>1    </td><td>1    </td><td>4    </td><td>1    </td></tr>\n",
       "\t<tr><th scope=row>Porsche 914-2</th><td>26.0 </td><td>4    </td><td>120.3</td><td> 91  </td><td>4.43 </td><td>2.140</td><td>16.70</td><td>0    </td><td>1    </td><td>5    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>Lotus Europa</th><td>30.4 </td><td>4    </td><td> 95.1</td><td>113  </td><td>3.77 </td><td>1.513</td><td>16.90</td><td>1    </td><td>1    </td><td>5    </td><td>2    </td></tr>\n",
       "\t<tr><th scope=row>Ford Pantera L</th><td>15.8 </td><td>8    </td><td>351.0</td><td>264  </td><td>4.22 </td><td>3.170</td><td>14.50</td><td>0    </td><td>1    </td><td>5    </td><td>4    </td></tr>\n",
       "\t<tr><th scope=row>Ferrari Dino</th><td>19.7 </td><td>6    </td><td>145.0</td><td>175  </td><td>3.62 </td><td>2.770</td><td>15.50</td><td>0    </td><td>1    </td><td>5    </td><td>6    </td></tr>\n",
       "\t<tr><th scope=row>Maserati Bora</th><td>15.0 </td><td>8    </td><td>301.0</td><td>335  </td><td>3.54 </td><td>3.570</td><td>14.60</td><td>0    </td><td>1    </td><td>5    </td><td>8    </td></tr>\n",
       "\t<tr><th scope=row>Volvo 142E</th><td>21.4 </td><td>4    </td><td>121.0</td><td>109  </td><td>4.11 </td><td>2.780</td><td>18.60</td><td>1    </td><td>1    </td><td>4    </td><td>2    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllll}\n",
       "  & mpg & cyl & disp & hp & drat & wt & qsec & vs & am & gear & carb\\\\\n",
       "\\hline\n",
       "\tMazda RX4 & 21.0  & 6     & 160.0 & 110   & 3.90  & 2.620 & 16.46 & 0     & 1     & 4     & 4    \\\\\n",
       "\tMazda RX4 Wag & 21.0  & 6     & 160.0 & 110   & 3.90  & 2.875 & 17.02 & 0     & 1     & 4     & 4    \\\\\n",
       "\tDatsun 710 & 22.8  & 4     & 108.0 &  93   & 3.85  & 2.320 & 18.61 & 1     & 1     & 4     & 1    \\\\\n",
       "\tHornet 4 Drive & 21.4  & 6     & 258.0 & 110   & 3.08  & 3.215 & 19.44 & 1     & 0     & 3     & 1    \\\\\n",
       "\tHornet Sportabout & 18.7  & 8     & 360.0 & 175   & 3.15  & 3.440 & 17.02 & 0     & 0     & 3     & 2    \\\\\n",
       "\tValiant & 18.1  & 6     & 225.0 & 105   & 2.76  & 3.460 & 20.22 & 1     & 0     & 3     & 1    \\\\\n",
       "\tDuster 360 & 14.3  & 8     & 360.0 & 245   & 3.21  & 3.570 & 15.84 & 0     & 0     & 3     & 4    \\\\\n",
       "\tMerc 240D & 24.4  & 4     & 146.7 &  62   & 3.69  & 3.190 & 20.00 & 1     & 0     & 4     & 2    \\\\\n",
       "\tMerc 230 & 22.8  & 4     & 140.8 &  95   & 3.92  & 3.150 & 22.90 & 1     & 0     & 4     & 2    \\\\\n",
       "\tMerc 280 & 19.2  & 6     & 167.6 & 123   & 3.92  & 3.440 & 18.30 & 1     & 0     & 4     & 4    \\\\\n",
       "\tMerc 280C & 17.8  & 6     & 167.6 & 123   & 3.92  & 3.440 & 18.90 & 1     & 0     & 4     & 4    \\\\\n",
       "\tMerc 450SE & 16.4  & 8     & 275.8 & 180   & 3.07  & 4.070 & 17.40 & 0     & 0     & 3     & 3    \\\\\n",
       "\tMerc 450SL & 17.3  & 8     & 275.8 & 180   & 3.07  & 3.730 & 17.60 & 0     & 0     & 3     & 3    \\\\\n",
       "\tMerc 450SLC & 15.2  & 8     & 275.8 & 180   & 3.07  & 3.780 & 18.00 & 0     & 0     & 3     & 3    \\\\\n",
       "\tCadillac Fleetwood & 10.4  & 8     & 472.0 & 205   & 2.93  & 5.250 & 17.98 & 0     & 0     & 3     & 4    \\\\\n",
       "\tLincoln Continental & 10.4  & 8     & 460.0 & 215   & 3.00  & 5.424 & 17.82 & 0     & 0     & 3     & 4    \\\\\n",
       "\tChrysler Imperial & 14.7  & 8     & 440.0 & 230   & 3.23  & 5.345 & 17.42 & 0     & 0     & 3     & 4    \\\\\n",
       "\tFiat 128 & 32.4  & 4     &  78.7 &  66   & 4.08  & 2.200 & 19.47 & 1     & 1     & 4     & 1    \\\\\n",
       "\tHonda Civic & 30.4  & 4     &  75.7 &  52   & 4.93  & 1.615 & 18.52 & 1     & 1     & 4     & 2    \\\\\n",
       "\tToyota Corolla & 33.9  & 4     &  71.1 &  65   & 4.22  & 1.835 & 19.90 & 1     & 1     & 4     & 1    \\\\\n",
       "\tToyota Corona & 21.5  & 4     & 120.1 &  97   & 3.70  & 2.465 & 20.01 & 1     & 0     & 3     & 1    \\\\\n",
       "\tDodge Challenger & 15.5  & 8     & 318.0 & 150   & 2.76  & 3.520 & 16.87 & 0     & 0     & 3     & 2    \\\\\n",
       "\tAMC Javelin & 15.2  & 8     & 304.0 & 150   & 3.15  & 3.435 & 17.30 & 0     & 0     & 3     & 2    \\\\\n",
       "\tCamaro Z28 & 13.3  & 8     & 350.0 & 245   & 3.73  & 3.840 & 15.41 & 0     & 0     & 3     & 4    \\\\\n",
       "\tPontiac Firebird & 19.2  & 8     & 400.0 & 175   & 3.08  & 3.845 & 17.05 & 0     & 0     & 3     & 2    \\\\\n",
       "\tFiat X1-9 & 27.3  & 4     &  79.0 &  66   & 4.08  & 1.935 & 18.90 & 1     & 1     & 4     & 1    \\\\\n",
       "\tPorsche 914-2 & 26.0  & 4     & 120.3 &  91   & 4.43  & 2.140 & 16.70 & 0     & 1     & 5     & 2    \\\\\n",
       "\tLotus Europa & 30.4  & 4     &  95.1 & 113   & 3.77  & 1.513 & 16.90 & 1     & 1     & 5     & 2    \\\\\n",
       "\tFord Pantera L & 15.8  & 8     & 351.0 & 264   & 4.22  & 3.170 & 14.50 & 0     & 1     & 5     & 4    \\\\\n",
       "\tFerrari Dino & 19.7  & 6     & 145.0 & 175   & 3.62  & 2.770 & 15.50 & 0     & 1     & 5     & 6    \\\\\n",
       "\tMaserati Bora & 15.0  & 8     & 301.0 & 335   & 3.54  & 3.570 & 14.60 & 0     & 1     & 5     & 8    \\\\\n",
       "\tVolvo 142E & 21.4  & 4     & 121.0 & 109   & 4.11  & 2.780 & 18.60 & 1     & 1     & 4     & 2    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | mpg | cyl | disp | hp | drat | wt | qsec | vs | am | gear | carb | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| Mazda RX4 | 21.0  | 6     | 160.0 | 110   | 3.90  | 2.620 | 16.46 | 0     | 1     | 4     | 4     | \n",
       "| Mazda RX4 Wag | 21.0  | 6     | 160.0 | 110   | 3.90  | 2.875 | 17.02 | 0     | 1     | 4     | 4     | \n",
       "| Datsun 710 | 22.8  | 4     | 108.0 |  93   | 3.85  | 2.320 | 18.61 | 1     | 1     | 4     | 1     | \n",
       "| Hornet 4 Drive | 21.4  | 6     | 258.0 | 110   | 3.08  | 3.215 | 19.44 | 1     | 0     | 3     | 1     | \n",
       "| Hornet Sportabout | 18.7  | 8     | 360.0 | 175   | 3.15  | 3.440 | 17.02 | 0     | 0     | 3     | 2     | \n",
       "| Valiant | 18.1  | 6     | 225.0 | 105   | 2.76  | 3.460 | 20.22 | 1     | 0     | 3     | 1     | \n",
       "| Duster 360 | 14.3  | 8     | 360.0 | 245   | 3.21  | 3.570 | 15.84 | 0     | 0     | 3     | 4     | \n",
       "| Merc 240D | 24.4  | 4     | 146.7 |  62   | 3.69  | 3.190 | 20.00 | 1     | 0     | 4     | 2     | \n",
       "| Merc 230 | 22.8  | 4     | 140.8 |  95   | 3.92  | 3.150 | 22.90 | 1     | 0     | 4     | 2     | \n",
       "| Merc 280 | 19.2  | 6     | 167.6 | 123   | 3.92  | 3.440 | 18.30 | 1     | 0     | 4     | 4     | \n",
       "| Merc 280C | 17.8  | 6     | 167.6 | 123   | 3.92  | 3.440 | 18.90 | 1     | 0     | 4     | 4     | \n",
       "| Merc 450SE | 16.4  | 8     | 275.8 | 180   | 3.07  | 4.070 | 17.40 | 0     | 0     | 3     | 3     | \n",
       "| Merc 450SL | 17.3  | 8     | 275.8 | 180   | 3.07  | 3.730 | 17.60 | 0     | 0     | 3     | 3     | \n",
       "| Merc 450SLC | 15.2  | 8     | 275.8 | 180   | 3.07  | 3.780 | 18.00 | 0     | 0     | 3     | 3     | \n",
       "| Cadillac Fleetwood | 10.4  | 8     | 472.0 | 205   | 2.93  | 5.250 | 17.98 | 0     | 0     | 3     | 4     | \n",
       "| Lincoln Continental | 10.4  | 8     | 460.0 | 215   | 3.00  | 5.424 | 17.82 | 0     | 0     | 3     | 4     | \n",
       "| Chrysler Imperial | 14.7  | 8     | 440.0 | 230   | 3.23  | 5.345 | 17.42 | 0     | 0     | 3     | 4     | \n",
       "| Fiat 128 | 32.4  | 4     |  78.7 |  66   | 4.08  | 2.200 | 19.47 | 1     | 1     | 4     | 1     | \n",
       "| Honda Civic | 30.4  | 4     |  75.7 |  52   | 4.93  | 1.615 | 18.52 | 1     | 1     | 4     | 2     | \n",
       "| Toyota Corolla | 33.9  | 4     |  71.1 |  65   | 4.22  | 1.835 | 19.90 | 1     | 1     | 4     | 1     | \n",
       "| Toyota Corona | 21.5  | 4     | 120.1 |  97   | 3.70  | 2.465 | 20.01 | 1     | 0     | 3     | 1     | \n",
       "| Dodge Challenger | 15.5  | 8     | 318.0 | 150   | 2.76  | 3.520 | 16.87 | 0     | 0     | 3     | 2     | \n",
       "| AMC Javelin | 15.2  | 8     | 304.0 | 150   | 3.15  | 3.435 | 17.30 | 0     | 0     | 3     | 2     | \n",
       "| Camaro Z28 | 13.3  | 8     | 350.0 | 245   | 3.73  | 3.840 | 15.41 | 0     | 0     | 3     | 4     | \n",
       "| Pontiac Firebird | 19.2  | 8     | 400.0 | 175   | 3.08  | 3.845 | 17.05 | 0     | 0     | 3     | 2     | \n",
       "| Fiat X1-9 | 27.3  | 4     |  79.0 |  66   | 4.08  | 1.935 | 18.90 | 1     | 1     | 4     | 1     | \n",
       "| Porsche 914-2 | 26.0  | 4     | 120.3 |  91   | 4.43  | 2.140 | 16.70 | 0     | 1     | 5     | 2     | \n",
       "| Lotus Europa | 30.4  | 4     |  95.1 | 113   | 3.77  | 1.513 | 16.90 | 1     | 1     | 5     | 2     | \n",
       "| Ford Pantera L | 15.8  | 8     | 351.0 | 264   | 4.22  | 3.170 | 14.50 | 0     | 1     | 5     | 4     | \n",
       "| Ferrari Dino | 19.7  | 6     | 145.0 | 175   | 3.62  | 2.770 | 15.50 | 0     | 1     | 5     | 6     | \n",
       "| Maserati Bora | 15.0  | 8     | 301.0 | 335   | 3.54  | 3.570 | 14.60 | 0     | 1     | 5     | 8     | \n",
       "| Volvo 142E | 21.4  | 4     | 121.0 | 109   | 4.11  | 2.780 | 18.60 | 1     | 1     | 4     | 2     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                    mpg  cyl disp  hp  drat wt    qsec  vs am gear carb\n",
       "Mazda RX4           21.0 6   160.0 110 3.90 2.620 16.46 0  1  4    4   \n",
       "Mazda RX4 Wag       21.0 6   160.0 110 3.90 2.875 17.02 0  1  4    4   \n",
       "Datsun 710          22.8 4   108.0  93 3.85 2.320 18.61 1  1  4    1   \n",
       "Hornet 4 Drive      21.4 6   258.0 110 3.08 3.215 19.44 1  0  3    1   \n",
       "Hornet Sportabout   18.7 8   360.0 175 3.15 3.440 17.02 0  0  3    2   \n",
       "Valiant             18.1 6   225.0 105 2.76 3.460 20.22 1  0  3    1   \n",
       "Duster 360          14.3 8   360.0 245 3.21 3.570 15.84 0  0  3    4   \n",
       "Merc 240D           24.4 4   146.7  62 3.69 3.190 20.00 1  0  4    2   \n",
       "Merc 230            22.8 4   140.8  95 3.92 3.150 22.90 1  0  4    2   \n",
       "Merc 280            19.2 6   167.6 123 3.92 3.440 18.30 1  0  4    4   \n",
       "Merc 280C           17.8 6   167.6 123 3.92 3.440 18.90 1  0  4    4   \n",
       "Merc 450SE          16.4 8   275.8 180 3.07 4.070 17.40 0  0  3    3   \n",
       "Merc 450SL          17.3 8   275.8 180 3.07 3.730 17.60 0  0  3    3   \n",
       "Merc 450SLC         15.2 8   275.8 180 3.07 3.780 18.00 0  0  3    3   \n",
       "Cadillac Fleetwood  10.4 8   472.0 205 2.93 5.250 17.98 0  0  3    4   \n",
       "Lincoln Continental 10.4 8   460.0 215 3.00 5.424 17.82 0  0  3    4   \n",
       "Chrysler Imperial   14.7 8   440.0 230 3.23 5.345 17.42 0  0  3    4   \n",
       "Fiat 128            32.4 4    78.7  66 4.08 2.200 19.47 1  1  4    1   \n",
       "Honda Civic         30.4 4    75.7  52 4.93 1.615 18.52 1  1  4    2   \n",
       "Toyota Corolla      33.9 4    71.1  65 4.22 1.835 19.90 1  1  4    1   \n",
       "Toyota Corona       21.5 4   120.1  97 3.70 2.465 20.01 1  0  3    1   \n",
       "Dodge Challenger    15.5 8   318.0 150 2.76 3.520 16.87 0  0  3    2   \n",
       "AMC Javelin         15.2 8   304.0 150 3.15 3.435 17.30 0  0  3    2   \n",
       "Camaro Z28          13.3 8   350.0 245 3.73 3.840 15.41 0  0  3    4   \n",
       "Pontiac Firebird    19.2 8   400.0 175 3.08 3.845 17.05 0  0  3    2   \n",
       "Fiat X1-9           27.3 4    79.0  66 4.08 1.935 18.90 1  1  4    1   \n",
       "Porsche 914-2       26.0 4   120.3  91 4.43 2.140 16.70 0  1  5    2   \n",
       "Lotus Europa        30.4 4    95.1 113 3.77 1.513 16.90 1  1  5    2   \n",
       "Ford Pantera L      15.8 8   351.0 264 4.22 3.170 14.50 0  1  5    4   \n",
       "Ferrari Dino        19.7 6   145.0 175 3.62 2.770 15.50 0  1  5    6   \n",
       "Maserati Bora       15.0 8   301.0 335 3.54 3.570 14.60 0  1  5    8   \n",
       "Volvo 142E          21.4 4   121.0 109 4.11 2.780 18.60 1  1  4    2   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mtcars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZkfmtrFXmB5N+xuQQOApIGArBj/Ka7ryIG0kYHVjIeZ9vMOQ+y0aUylCeQMyIF0\nF0+IujQ1bJzlzmyPG8chbN2Raihp6NN5HltwYvGjeZb17SOj0McCA3PiHj1aqHCa8i6gRq5P\nFoOU+OPO6qCsI+o9sG79Nh6EK8bxdaSD8Ikw5hVAw9c3BuEcQpvyHopB8up/ZCX3Vmq9/5un\nWftpywHu+s+Bt4tiPBS6DPzvgFQ5YdasBHgP48tB2pFLegUF2B4OEpBYAC+d0AMAZygxAqxt\n4QPJ/h5fI7XaLeKKdbEIwO/jPIp/r9tHrFTPcYh2r5gMIki4BfdCo7oGrgB+eMi9kWaIEj60\nHUQE6Z1w/PAmHt6KD8hrS0NQZ+AyhLz0GD+gviYkKFEJFzO4FFUjWKDNGgShq9twh5Z/DUtE\nBmlBMHhHTMINX3rAfv5I9/leuo8edAlJz3bAEe/g5DeKIhdMt4KBEfZQzfFi2foeIhe2Mnob\nYvj+a+H9M8AKTGt6kEwSobpCJADNCN8zdSZde3xR/EpbA9HcRfGX3Kq/N9cwloHCMG8jmFtD\n1VoUyqxtXwIy0xvfvYdNjez/H6zFaJo5ljb+OyBtfzlEk2xD4VQbD1OTY8G2CyUBqfqFa++C\neJQcAhNoWBCPiL/1jBbMCcIwHqQ8qs6tNA3lYQQN4q/m4sDrGJ/UFU4XzPvz8eGa3Ak+bP9J\nBmmBvwFdnoEQmA9h3N2DBQ96EyaLCNIRVJeBmBBbO/54T2rm61oweAGl40Baq7lDSFCiEi7y\ngxoHLAK6eTMzVO22IgDY/oP04L9YnAEiSIsNrx9YytbBDXpVBSpb9/kSBNoeLxq7rjV/iH7+\njDnsEP/yp+J+JB2FPJForICMHoCXHkxIaGEADeAByoa9joDI9duSQWigmgdoI8UTir+CKtzh\n+whffhjficv+/Etf0RqoPqsv51VkTekUSjPbe+VrWDIQVdtoB+mCb4cvP8+KdyhnlE+QpFrh\nsJqETXdQT/5L2o8UFwmx4o5QFqKG1QEQT+lqaeZKzGiLIMzWITsOPLjqPTWtSgTwXbIPqkZO\nHOPbymb10Qs60Hu0/eabpwPtc//IIOXVZ7lXiB6gRuDlm2CgwUAlyxwaEaSHPnSKBqA1d6kK\nLKtz6KxEgCmHpwMz9RmNeEiuLEh4ux4FIcjSWxFK46CmWeO6I3O04nEfRJBsI+jbUhde4N4W\nlIlawTbVNPT2puImx0FEA3qiNIGD5nA5N4DQk4SsQoDxRiB8+9gaG6g7MimE2gz0c69YQeiJ\nIZ43EC6OiqDOsCgQ9yN94Mud5DqiCrRJW8kDcjS8zwXWPrTqJUj7dl8FsPdwz6zAvYPvejtM\nvEcx7W3qWMZ1nf+XINm6zCfaZwBLQAoIjXhO0kDM8DPqEXwvDP0LonYcbwJCf0H2NV9yg5nq\nGrAy0AiOjw63ZA2o1+B1u9Vx/rkn+1KTOaIi7fUEMkg4fxnLX8xKf0S9uQtCPzu+kCJWcrEU\nJE24MXXtHk1nOvaZZEsvfnz0MfztuPZcTdnCV7zaSFoP5UHCf7RCHj7AxlLBJuSt9wC+mjhO\n5OeDCFI+y79/j4BHKFc3i0F0ynN4Q+sEmPJcrSZ9Kxgt7U+JEzhqDjKbAerIHK9Qd+lU7pFl\nFI45HUDzTaaKRhTgD/XcAwJo4ejvVAYxBhB1PtyjEKIRLW6bf4V/dYrH2lk1SDdiNp2Snp5K\n2x2tz9eCkSuirLD96G+bO1rToeMfVR1j0zhC2dkV/S9Bqj5wyaIOkG6r7BGdn0hEA+IXqRDN\nD9oIX328uK9V2K9QuHjSF7prCUFA0RFUZtTSDR09Tv624j3bmg1eHL+jk/lOvRb2wYwyID2u\nVSFBi7hKTcrwTfD6pfeXhhKbXTEBpJ5bXtb2j05p/d7ZURn0XZxv5l8hs7VJSMOGsoTZMU5A\nwnhgyJh5U4brt2gp5MOhPeJ3nCtuBie+kRL499775jVWrzdG56wCw2yMX9OA2fzBg9Sqaz6s\nF35DnMBBcwLi4ycg8XQFso5w9RtfBBZB4ABk1NDQSJGBQ+jdRukpwX0FgemJQ/p6gqgw/TOE\nURqUKl7I/n3fe9I3kmfbLa8Yk/R5fLtRvcfb3tz2+LlUlmW1FV60/f1axXwOTB+HSvd/sWg3\nuaIHGznSPs5eGUgsjD24jAHR0Pwt4GuNp1ihh+dCkB5WzQjXtjMebADoBFe6qpfBRgTrl2F8\ng3c++bY/eoAfhNlX6ZIBaafuwmT0esqkRWj8HrAavLxBKUg8F1PDaPAL1sc9y7sQf8n3nUML\nTMHaH/G9pkAYE+0UpFOW3ulFeNcAACAASURBVN/urF3xbwr9hGcCWNlZo8Q+VIggLTItOPSO\n74s4zP8xHs9wD/21u5lX0OXpxjc9uQrjg6j54gQOmsP4+1FIONVOTtch9iZ+EYm8CFExviyI\newPJyq+X8sn3KZSwaT+dSrBYxI1Lf6O0m/i4OURk4HZMw937/UR48fORFmj5QekPDDVT9Im6\nKkPQUlwwF9lbnM75dN6/u0GsQ+HzvwKSnJSBRCEz6HQgGox9GbTZ2cEgHE9XtJzfuacR+C98\nL9TertoLDe7ep6/2GMYBXIHuhpdh+/bG4fbZ3jIgvVERT9E2bFG7sXbCbd47B4vQR5goEkhf\nUYgNbRoHEzUPuPrWRCv4zatKjf56TQTJiaxTkPC+NMS2PMOVbsev5opAjadwd/iaAmcJCrmY\n5w/WCXm4o+bpqZQHDKPYNilhXEEzqnUtyVFLQUJcIXQs+XBF2g3ey/c1RqIOWW2VVBoUusy+\n3F0LnnWEYVWCs7O08Kkw8BL4Lt83hZYMETrZiKEsIoc5PEg/AZ29fUcjOrnq0HZDKidom+3Y\nlq0pnHz9QwbFNHb0/vB/AyQ2PRZ82oNoyaKjfJcpgnhBYMm6mBV7V6A8h1IUX+hN1Hn27W7w\nXIDxDG39MZP0yVpt08LeHBmQNpv/fimzKUU3qT0GN+YqS1qw9CyM8WjN+LccStIkkN42ezGA\nKJ2psC/lJndv9EumrEM0uw5Mn/6dNIGDxFzge4/w3+9okCeiDGAEFNHT2NVpgq3a2VO223eK\n8WFtIAATwHRmQcMPgK3aJZirLBZUduwLkIDEVUYQLfRtJKfvoYMP+Bo0gkBbY4PS1gp8es6L\nTTsJgyoioEH84DwOw30gdrBkqjk+PG1S5YnCIB6kXEuEN8t6h2q1GUOqaZm61WmmdnrxIL6/\nhfMl/m+AlMKsPPOFr1Y0ImAvP/TA1sfpoBKQ+tZ6/ACv1KXU++FsDmIOrNu4BXl5RXhY9MDO\nxHnF3XEyIN2JaTHf+Kzu4G86X1MQ+NARr5tS7RGuVfTOCvcpafgQg8QGmqPNMeyB0QEUpJX0\n+g3MyHuA12hG0hnV6ZcFCUoDCeM/o/x9+H4oBg0wZI3AP+u2O0uwlU6pre1Q+NY625AGqv53\na6mgVv6XuSqNZktQp6O/DxHMv5Y2NvDntaM4F0Q91vh9caYLErYADOAqtRpQNKGOu9/1Feow\nQcLu0VSKNyDq7sj3nIMfFLSQOD/JodMykWjIgteIC1tCRhwIRSj4C9R633v7miItnZFGs5+K\nUxfq/wZIx7X8aB2x69g99mFewodhCUjn/VLHdaYXnM4G8EuhdV46G3W6vvhuXdsQpILdyz5/\nLAsS/qU698Jr+bwO0V4AHkZfVsOBdH3du0f7VL2B83rZu6/+6OTt7SlaCIHhnqZ0JVqn4W59\nI1df/qauMXT0HXwxsNLYrsxQvjVtOyu4RUoHqWXW3eO07WBZRC/kqtYlb4sj72z4WQwSm6EP\n1tlrgLeiaiZquKc7i0ATGTTyWXM3/EMqQIzAcbIEJNuulHXI4rf5jmZ0QhBmfyO9pij9dY/a\noUZ/jfBpFGczIO43XEM//WJ18wlR6GEmy9fTKlqV24sGesiNYMpgoAKQNx1EeyHK3LSxEX1L\nyMLRFhZ/1I/wxz9Q+QYJ/zk0s6tkfYlV3BVkQDQ6xWHJ80tjGnXjl3e5ejK/B5jacFemVQAM\ngRd6dzdzj+vrNTQx2soXZUHi0p9c2Lo5VLuJpwDqMtgbsvBWb69QStP6LO+Hmu9vuB1b66MP\nTaJ1RnQbjt6fYgGNRxZf9Oz0k6HnlmWRbTG+MrZx1+1T6vBRagomXJUKUr55Cx6t0QPDEUH7\ncHWcp4qcWhT0pyMsvpI30pBP3jTE4tMT+sycFXHbw9vmjrfpSmZoi6dX8G/182eE9qUg0Ry2\nSp1Q7euaWUvkMWEAv9orKHJej7fRUcs3x1F1BIGJwHKPzm/Ecff3avj8n+LA2fq0Dz72FI0J\n91919B7OQTMLCuZxxdT04U8hFEfTNBNJcFD1l3+z9WsgRlFuS1U5B4moQYD8QlkQZt0BJAf1\nRIMDKS808RA8BVHdQ9FPGHdLPY8v12jhBCReG/lmtxWI6vn0UDr7qtfYE74h4Gv8Gp8Cfgjs\n8iCu1pEiGltha2xAyKsyTUE4GNL5we6/2BzgcBpva8qqN1GcwEFSkB4bP8PxGgSGEO6xMRNd\ne5ctGpiw2HIAP+xaZLxQW/l3dCtYp0/rHmVo8RPAND+NCX7E2XJLxEhAYkNCKHDBCdXcVOHv\nAXRoMICyZr83+dwPNAmxTWZD/RAoW2+uF+/mtbaw/d3usjjLzG96orhBLQZFc6/kp9swhBk6\neGoyV66kIq/bVNbFzf+LIHUARmdGikAaUoHWUJRlKqZoaPBSg4C6uMCLHzr7hfahc5A+h684\nXrQQnECnPL3Zkt88e7TB0CGxYFgE/+8oflBgZZG3XJ6LZaYK/Kim6LFAmXhPLrcN1fvb5tLt\n0HGVq2+1X4gTOIhQtGvQ8pGvJ0T7LeIKshSEaIrnOLTk6yFH4UNB7K0cAmf9kC7hrbyH0Z67\nqRDuUaxj38Yd5Qa/SUEymWRGWZMlAYkyGzQgNxREqGXobe5Bp4kQBFZBZq0WxF6+yRqIuDOb\nJlrm0gZSEwP3/i0wQZSpkpED6dnOXfuRWkC68aW6Qh/6gI4o2qms/osgTQPQeysD6R3fvakw\nAJ7/jittxWmoebpHj2w384/opnOQHtCh+y69CvHvvvl11IxVIQVmQ1pFrtBRwWjDYmEsd6VS\nKwkNaKZe3uTfyreGGW3TD/L0MXTlipHh0LktbRudMkDTornmWUGC0kE66RcdyMCU+n7AmL3R\n7JKGAltl6RQIx7VvpbKeNvsBdPbOfjwXDaSqNDOwlXxnXfZdQTo1mNTYYLWCqI/VqSQgsdVT\nkcIO2e8RXbudVit0C1zJkJEA8JYiA++ZmCatKNIbaTnqfOp0dxQ4fNO8LUMMNISHAkV4Tb7M\nj6qgwr636ZDy1YeJ+i+CtK9wIQ5BIBmkvMzgrgh5cuVA1G3gzFr1TPm4Ot+XPiKxlKIdns2R\nSjGGZ1+MSbp7jNqtybgZNbkavGwvqV/w6Xn0qJeoh5ArgzHP38/kZ86E0Cu1lZkZp7sYqz3G\nqzW2aSBbR47cJkxQOkj4+qwOjL3Zzp+OdagWj650nyvfwQFB5K1Uo969UDU4es575Tv+kRwS\nfa2I7hqSIee9l9hqB+KRSE4kAcl2YcaTI4uUVy21V49o0XTaRJsBZasuXgup27u3l3B9JTtI\n+elcVY+u+jnTfGITtgLMHDFqKjSRGjhqGP7bIRQh/eM/vaq5CyB9Y38XC5cCI4OE77/WuKoe\nIABqN76LF+pbYXxAV/uF+uwXpYGEdz5dbfCf77atP+k2d9/qKM/QitcaFI8C+yaZeyuKit26\ndUfu8jtMQhDWOQh9t9ofIP4cV9PRyzjPVQASp+8YLv96uvrXCxxq9tcj40Z2ZSStdp6APK8m\nd3nYsVdq//zjcbqQStqQRq/JugUigYSgl1x0qaR1JK2eQgon2Z5tAmAQUZvKaPQISC1sBB16\nijMgyq0NJPxoXr26cx7iw33q9P25E5iHDDIC6fbYHsXdR9KVG/7bq5q7ANKv4GGwUFrh0jwy\nIPEqOHPjNHwZ4VPToOW9Kfw2tOmgX+Wbv4n6WKfT1fD3o0vGlly8KOv8pD/ta+LLcwVnsvlR\nAvdomSesMpDwWn0YsJ0LhAud35zcvMdKyciGx6fmx+NDAYFemlSuIv7w9TYd3nVWYpGO/jab\nqZAccmSSpHUkTzNr3ECOLNXNMwNFHbJplKfRA44pNXD5nHhin7/Eo+HkMMpqpYLII2n/vEro\nR/pvr2ruAkj50R3nDmuhmSIIdAISr6SOV98b7lM8d/PqrWvKQbp/7crDvsmLp7yVLehiIYJ0\n58ZfBfjrnDfso1Be9/4JP3o2SGY1ToUg4TMLvBrdx8eDBG3nl/MunyQMETqpXVBwaxg9paif\n895ZJ81REpDCJ06cxhwkRyZJAlLaqNeesypeogpjMUiZLYbN6xCrfG0eyVRzKUjfMDPGT57C\nyrUlEED6b69q7gJI/BpXADphyb8UkH4KsySxjQp9gG4O59J7iKbjyoF0tgXvTbndU9oKpvjT\njn8QQDqSyRk2TCm+EfK70IlefnJ+W5WCxBXvgq1JTCuHA14WwJXBWJHnSBsX7xiCo5gi5E5U\n4/KTKmwkFydwkK2O1JsclyhSHQm5sBKCBKRKfN1XbhACSaWDhLvyFQHZu4MA0n97VXNXQArW\ndBgUKpqlVApI+N7HC4tu6G9Z/8pzK+iFIyPkQHpYOZke1F2bkL1jwSbhKC0pSFdDEqyvNDVb\nHFbDPrAoV7ionSCB4KcTkPCdj9507O5fp+nL9A5Lh1GCSHYu/nx3aZFviDtRbOM1LZkQuRxI\nQDL27xdAiZ0dOZEEJOuAXh4GZRP7bBKDVCV0UHuNeJi3M5UO0kEquH9fP/o3cXihCCD9t1c1\ndwGkw/zcwElGYXtPaSA5qF8t7XV8QbSyvRxIu7XtuOpodh/4RfyPFKTlob7v4MexnRTeCS6A\nJFL2iMZD8T4k6mWU+LVbr0/KxwWVTe/JmCH5/r7HuLBOnQSkzvwaVQqXs+AlBol3fvIuuNCl\nUzpI7TTc8+8O3VccXijSWLv//KrmCrUI7nEg+f9jkOq25IeF6ETtnjIgLY2pNgPjkS3Mkgmu\nUpBezIIfMW7TQTI3nqx/DlL4OzFv43sAzwtCJSDN9OPv0z7+E2XMEFej8EtTmgsySJjtqdwA\nCaQ7IO+FTqLSQUqxjRr3lmvUR/UW27RC0Lb5761qbs11Tc+LQUpSnnYu9M/N7WAQgdRAcfoG\ncfTbuQtBNOE0tRcx8hQ6o3ruB4n14HXxP5FikF4c7Gnpn7vGL8NXWT5YMUgLlR5BSqMq9XMn\nSt5IrCjaGDZgbe77odrnZcy8KAYpMjf3Haqe0lzk5vYSg5SZmzuLvzpK1UAMUofc3P7SUy2v\npIlCA/6SY61Bv5ubu4xqKGOA8oqyKU48Jhbjv11odnEXSF/7eroo0TTKVV4upKVAa2BEs5Qm\nKk9uRhSloyjRcMcuMrEZCjQsoljJH96iZt40TytFIS2DkEFZPvyFbQU3whUfgQk0wFIMI/SU\n/ZO/KJqVBkbPAG2VsyN6+Wxg9HoEFsXZ8PTsIjQwmzboEHIhvedEoYHWjEELlAvpvUQLmGRL\nYlgAOTsqX/lFmw+6AoebQPrf6soMTsr8eRL100dc+vWyjVmine14a8aMZTsUrUR3dvvMGTPe\n213G0SYK9O2OhTNmfLLjXinRLrzLHeg7knHTsnqbi65wNXCyZnEGyrI+yjX+yipcD0Op9vA2\nJQPKnehOofb9fw+SKlVPUFAsVxI9seyoUvXflHnGVzatUEFSpeqfK6twKeP//+tIqlQ9Qa1f\nbf++7sJKrCpIqlS5QypIqlS5QSpIqlS5QSpIqlS5QSpIqlS5QSpIqlS5QSpIqlS5QSpIqlS5\nQa6AdG3/XXxt4ULpeHNVqv6vywWQvjBB8KHQoGAdwbvUpRxXJVos/KjLBkRO4va6bEDkt2yT\nywZEa4etcDX9a8Ip4I/nuWpgnnBR8huvuWpghfAITrmaPke0tt53LhvYKzSwzWUDoonxa1w2\nIFpn85/KBZDSn7k+O2BgQcGQatL/3tfUr5+JDCH84kAeCBBC/kF1PXTJ9eWULJrYN8lTNipZ\nUXWEBjqFkGL5wVORlCdEpAKi69XXAZdNHzbEog/xrkKLcpAa55gwiwqun4VAyx0VMJl6E0PV\n0lh9mPoJZv7fKsZa9eubRJ5WdZWrGnU0aBDSg5aiLV5Z9aMt+tr1Uw11C1PUNFZx3Af1mSD9\nGciUZD+8vokGHe8jktYgj0xjVXt4mIfeP7uC2LfvZyi7/lNIY46v41HJm6IZpOcOADR6FCNz\nDiuLJvbN9eCOCpDyixAnnthnqV+fBg9FaTNQbP36QRrh9JRKUfXrI0hTZCAJcWfTInZZzN9y\nvpBYv35FQDpuW4eA208oKVMVzdyFYRUuvlGaXADJ8DN+TB/E+CdTSdj5TvY1oVN4TyIa/2B+\nHYaeQCGAWT64V6T89O8yOT/hNamO8Dd5qrmfDqeYq6PEA1zG9uJ0gHuPDVViWgQfoG5pwoVR\nhVPN18MJvIlfOma1Adi1gYOA2WGsth6OnwZ+RYcJ/LTEyqKlKHVbX82kEaJ1oEVGsOhexrj2\nZNOn+JFuJ8bjbY7CsyYIEwjSE5zoG7ZhhkH80hugrQcsrlXoHigxwX8+vgogXDKI9/09zxvB\n77j94GYoApmrUVAdWdK0mZgs4lRzVyYPEKeai5YJkdNElI/xQB/hW5mfav4SeMskEaolz1Bd\nkacf21RzT1sOkM03zFD78ZA8mvfnvVMENFW0s1Llwlnz+wJfAq5AtdOBgWvj7GtCV+WzrgmM\n5EHqbgNpZhDuGklYAqBQ/yOQgjQ4zVgbVToMgA7gNEB5+eaKic1897J3mHBhVCFI2+Ag/hxA\nhz/knunrvPsheo9H9dVw9jjw7jdfqcl9VK4pNKDbOiONRcDqwIBM4GHkXhf1X9R9ju+zX2E8\nxbbwZM1XhQkE6aUgFZg3Yw0LFL/OurYGaHF64eIkKUkBs/AF8dp4PEgLLQBHcasRzVEomKpS\nkIHMVTVyy0OQQVLGgU1kkOQW3RUqB+5zIHlJQeoFwYoMtONzX1d0H9lA8i4EiXe13rcQJJHP\nKF6D23MfAco8lZcqF0DqHTu9RpvETZsrdJH+N5Q7eUvA2l3DkWS0Ob6N7Pmdjt0sa+x/BFJf\nGDwVecP4wVyR88+TWvDEOAMN9dIl1XuVES1fIgQpj0m6n0+DAe/k7uFv9DoD2qAJDjA97FqR\n/3cf+wnG0SJnQdoN3zMm7nXEL5dpYlBtv5N4uoflZv44n7sYf80vGbeFEUzULN35SZvat5Ip\nMNsWKESo6nqm0AXZSF9D2B/PmEG4zMRW+hxeB8aKXXZqP4jmS3U0AAMMLeuUXrqGLMYUiF2o\nOJEEJCN//7ZQlPYMys7HzZAQpNBofBLgpEwSodbzLitiaGGgDaS+wBUWsrkH0Gn8O0Pxa6QG\nQQOCAT13OSwpinZWqlwA6UbvpL5/z9CgOuel/w0FrREq1tIbCqcWcpdQj9Bz8sb+RyDhQNsy\nmQCsPVtU5cq0t5c395tCccKYIi9CSxBtLjwYI/eGpXh/jFAhMMDuKWIyXbkyEhUKWEtNQ+F+\nOMXfbamtEUlrMiPMnxaloAW+UhWAdCHOqxoqskhVoIscrd3NoHm0xMu68PVTho5lIdic+lzJ\nPE/ZU0tcsc+FFxLZib5SA2OB9QC90KuqiTeg1MFpK9AZxW8vuxchL96MdR2/IC3aQkuXdyzU\ns3RahX9txb4HRBe4Q6m2TZfhgs1T+lbz0Plk9Rj7xkstnnXmC/1/BRKekpjcq0VGl8WHuoWE\nDbp1ePbsww/WThk7vNPY+qW4LP6tZ/ZLx2t7eD13amGf/lOnTe6Q1X/5lOVFdWPOUILYi9Do\nKWt/nNElxWL0ich+uwDj7VPfOvfZ1LcKXbEf4nYtSlC6O66Ha6esGB7tGZEcFNVzxpwSf2/5\nG3tmNHlRshjzoIajrxydN2XClHV5+IfWsYF+IYkxNXPJJwYTQOKqeFZyVLIkIHEVusrkqAQd\n6NwgQ+xFiEJIuRP/LW2aJU4UBhW64xod4D+cq8HXj2p4EePGWm1bsoH9M+b7rFW8O6dyU4fs\nUGXl4hL9z0CSlUtO9EmSdaKvVP/crx05gcSvXWki1pFcEbGO5IpIfu1ckgKXxc4VoIIk/K2C\npIKEVZBUkFSQeKkgqSCpIKkglV0qSCpIWAWp7FJBUkHCKkj/XA8/trsib6KCpIKkgvTPdSzA\n7opc60o3Hi8VJBUkrIIkkVq0U0HCKkhllwqSChJWQSq7/hcgrYf1Dr9UkFSQsAqSCpI0gQqS\nCpIKElZBwipIZZcKkgoSVkEqu9wN0v2pyTpLtbfxNrDf3pVD8lWQxFJB+u+CdPnNcYtIS3wK\nQcqfZqVohmYoQAG7yIacg/QgExrPmt+3GS6Iss1IPQjjlb6Rbo0M4GfoZt+791KMX3aToPCB\nV8k5kAPpZjN+Kh0VcxDjvHkVvGvLHIAUJE2MV9o6fHt0tH9ru2ubgncqe1XbcK8SZy/pDsGA\nM5Bujw7T0oyhcedwD+4sRl0kZYAM0sZ0r9QVBxr6hsf6xE78G39VzycmNTA40jd6SJ/woC5/\nSBOUaA4LYN4hd7wi3QnlTpNZGDaAO1Sj0rXAz4choEUkpusobXPJyrh3wrgr2kRi4MrA8CD/\n54VhVi0yiB6pq7ij0hTdOn904e4Ixzv4XwDp6cX4gCUgM9DzB+l/QpBepMIDKX7OtS4RqH1E\nY85BepUHhwMS46lwgNsYgk4rBCm/YSgClqYg+enwN1cYmNdXJFd7RMyBDEj5TwGFECCj9hIe\n4/XaugHsXkJiXhKQuqwfrVnbJHpxbnPvc3zAfMOk9SNZXzCmmYhuCJyAVNAkwmLUaf1ptg1Q\nhorg8RhLRQTpY3bk+kl6ttvrWn3WG8HdvmX7vWNls0wecfO15hVrakbdFCdw0Bw6K4tCZ2WO\nVyQL+FZjoJUgbACqEgFUnjIDBqjagoGVgrBUn1EtqCqkXelEu8L44VMp76yxBAgDPWLG1oJu\njiFHAFVMAJvPGoxvRNRes6JSmsMd8S+AZP0K1+qbh/MG1pT+JwDpEeu7QWftDhDkuaAbkL20\nOAcpyftB4dZFhrvfH3jyPngUgfQ1WxmFPq7C7RwdxXNjag7FV8wbiTmQAWkXQj2pM1HQlupz\nl+Z9TvRpTExOLtpNiaBPczCmjeUDfHhfCUNsT20vIDynnYD0DTMqQvfnU81QmEZzO3L+KCCV\nWIggpbzMfVTXFPRv9A2c/RHqd8Oz4jajpy6aXjLT3+K/I94QJ3AQX7Q7IT8zXaBzkMYV7ZBw\nRAtftJsPfRUZWAzzuaId5SUI5It20wpv+mJdhKe4T8ngmfVWrqxRO0IYyBft2gqe6lHwC3db\ngN132utR97k3mXlDyd//AkiGz7EX/3o47OBK7GeGsAD0r9BiZnDtDwC6RQzcDoFiOzY5B4mt\nVbzZxvI3XmO7jxSBtCTOH3XGz7di+fu3X7cJ9TDOnErMgQxICyiP6r74WRTvX/V7uM0FrAqR\nprWJBNJXKJLfHNkc89efL+ENsz1Ju8AMqQEnIC2L7lKjEh6RYKoBCbjzM1dAVJeQJODFc5Gv\n+ZzbqgAXakwrMHyKrYFLce+eD6ALrt6wVvQy7jQNECVwlK2OpCFfMLHGwmccSHrh/WP3IhSr\nyEBLPulAEyMI5EG6JXbWMg4+4T6riG/VV/kHet1awkAepHXwm0OI3uYeBdkLoc/YHPdkOjhz\n+hdAatAP11zAfS+JLAnL37PDptaOD4E7KPZ9c8gUgNTAnIlQS2zHplJAKnEZtxVW4WzbC0oR\nSJ8ZK1BVcbP+APQNPCW9c2/8KPA9Yg5kQNpE0R01efWgkbbdFeALseMJL2CbSCAt89XxPi1a\nDsG8VzreD+kY4E9XPBDc0zoBaYd+ZLLngxbZVDJtwU9NWw2klhDiGyl6EfeRweR16v0n/PIX\nqjYGT6xxBBo98h8UrOcYqzpdnMBBPEgPUVWZ4xXqG+jOgcRIQToCzRQZmMgX2gcyJkEgD9IG\n+F4Y8zvgb38v8a36bjBXhqybJAzkQRqFHAuXAcD9ugPRth+vcq9RnBfksDjsvwDST9ZWL5u6\nvtKDXSz9T1hHaka19mURDaB9jqbeIRpzDlIFn4dFm/nhdU8jm388RSDdjU0FSKSNYK3U4Mhe\nDfXhb12DyK0NMiDd9gEv5AEQhb7BzVP2XX7PuIyYnFBHmnpls/+4+Ga/XpjG2txuDYj8/MpG\nXwYyN9UBTb7UgBOQ7sXV1pjj6XRE1wA//QiavomlIoL0iu/GKzv9qbfep6PSfqyTtlK/cq/O\nvzKTEvCp1vLL2eGmk+IEDppjWLfOEz6VOV6RaOj8STCEC8IG6D6YSMHvitLfpJg5u73hGUFg\n1Sq/LDdI/EPS0PGzVNGuuBJaQPffz4Z6CgPN7Y7nMAIPW2+C7u35mkKHSyeMI//8rVugwx3x\nb7Ta/d7DG8BQl1TlEIJ0o16xKyg0nmzLOUjTwNYMWsB/TEFdweY+R1mr3S/VbPu1Hv6tFoCZ\ny3CyyMd3keRa7X7ysvvv4krwV9tyxzuNnJwAEgJmWN7R6gB+9hrNvT4UsCMPa3n3jj8SDDhr\ntTuabsuFZ5g9M8RqHhGkxyNZoHrPs9g8kGWdwTONAHrevx1UjAGI2CZJ4KA5fHvncLnjFWkP\n7+aKFjYs8O640GSFBt7nqwW+wrCnuKCAX8Qxv+Z3ZZW0YRyoAKDrJgzjXaglCn3lteLPYJEv\nxs/CuRNxwOHff6n5+/atAmK4uB/p6qe/ntp17OK7O+7LGCql+bsGNJ2zYABf08DnaUi3BSrt\nR/rzcO6s4/zGhV8fPT55WiYDTvqRTkz/YPdu+2W7ekTuAAhFu3VHbI3c544VX/KbR/iC3sFx\nZJad9yOd++XX/ccf49MnLy/cTc6ATD/S3SPc6+vhz5ce/WJrNH9w5OrjE2fyjp3DBadP5pMS\nFGtO5TVrSM2DMvpi7EvifqT2r6wixyVqx6I+4n6kceuPk3dFfM2dPllnojDE/63158Sx7s+e\nXwJhvuiO+P+9Q3ZKgsaabi9UtYQltm+1Q1YktUP2v9shK6cnOUToaeNtQqgKkgoSVkFyAaQ/\nmP6kYBUkFSSsgqQYpB/eSWOJpWYVJBUkrIKkGKTBKJJ8alSQVJCwCpI61VyaQAXp/zBIF7vY\nV+yLUb0IqSCpIP1zXRn8jE0VVZBUkFSQyi61aKeChFWQyi4VJBUkrIJUdqkgqSBhFaSySwVJ\nBQmrIJVdKkgqSFgFEzATEgAAIABJREFUqexSQVJBwipIrqjLn6RQGZC+mr939TuXDu2/9fPe\nU18eK8D4twVb8y/sOfXHnjfdDlLvWd3f2rbplcGbV6++pMSABKRXdr3ddfrfN2f1XLn23fMK\nDCgB6eZ78zfv+OSTY7eXjN194Pv7+Lc9fxX+c3vfYQlIX3y4+bfv3v/8+Kqlm3fsvnT/++/+\nLvhu4deEKYFFCU4Lfgu4eHBg9S6766Lb80e8/+Ot7w/sGvP2347Rz+1ZKQYp5fvv5KeNSJRp\nqSEGqfnYWSR/SWTdqBFeWwzSC3uOkybqtAoeSwi9s2Z55kRhkH+vOvwEsp+y6hFc9JD0L4C0\n1Sbqra2EG4YI0u/+RdP7aNtn9d9r85PUKNuEP90DQdwyg9QOSoQGkWdNCSQGKQHZkhaa6FT6\nvBwFIE2hwVEBVbhTMdhmebGZ29cbgsinBXGBNgH4+fGpjspkwBlIO/hzb+RnJ09AJVeAKpnc\nfL8bF04L7/o5RoDAT5wfdbH62iwKfbPZJvaRXWRIVct2voVhGVw+a0rcGL1s29UNcfAcfmZg\nhjBMw9v8NoqPH64oF/8CSCXXWPofEaRg7TQUSrEBEJxM64axy+r7wLh73Sl9z4jojlNo4W1X\nZpCCoVIgh6gRIYhOYhaUbkAMUqIGkisFAdSmWNCmMRNLNVA6SLtQkG+EAfySAYINoRATTW17\n/LkP7zVhF7P4wSVaeAinIXijAWkqUQiCtXQEpcu55QXj7y6ng8j+xJyB9KfF2PWPl1h6P94L\nWubFBLDSEGmaSqHimebPh+9/PB8JC0JzIm7fHms6VeqR2wSQckwjAmGA7+WvjAqnmn8PMOQI\nDRZBYEaXR7/VzpTuKuu0L4hvsYMo5cwlT1GoPvXm00ABvX07LZrFLqN/AaTmDc/k5eXRh/Ic\n5vzmbZBfse88zOzG5teCB3p0y7cq7t3lHO8TKXoM6Lbs1KyyCF0DlBkkJsDaJREgFEIDqF9t\n/ptKkRikODDg77inRCTazUAuiiSnclDpILVj4l5GWXR1CiIhHpuAinqdu1uTuX8GtuMTNBTE\nPg2LlgZRiRSY/GE5FQVj0k6BldvH8+h7seGiBKcFvx1AWhLoxdGXFjcCd4LOdfFs0IMRV5z3\nIowqihGwmkugWSMwYKsjVXi91CPnNQlCeHdcUucnF6G3IgNR8C53HkRPZb6OdELsjust4D2c\nUOJbtS/DOz+xCgP5OlIFAN7lB2iVZOPfqCMtDV2BMX3EMeior33FPj0BpK9hex1P3BxueNHY\nJ5W78x9DHVyg3whw+Dd409PNIKF41D4VwAMyYuCujA8wgcQgRUIQvgy8hT88YaHBUKqB0kGq\nbjVN1qeYEgGF0ek4nHuwvoDxOt63R8sRfIIOgtinYeOUJI9wYExBcBi8YErwVxA/EuNFFNkx\nnzOQJsVW4D7bVeyI06BzD/wCV572xU1HL0NtCyM8pL/kEmgJIDV5odQj55UAg8kgYUT2GyWW\nyeaOC0lBuo9EPkVrAe+rTy++VRvwHrbqipyl8SD1sNMpeYUR9a80Npyu2/ScEKQirfXIkWgK\nJNeG4d7AnaxBOp/p4Zl9wZiTExoOHk1bGrsYRSBFSQ04VYM6whzoWO8krojvDSxLd0MJpRtI\nEYGUBGhSB65wGEY1BGgPoaUaCBKD1EccowYEPYUiIJwFAzKMQojVdM7JSYvm/skKnJqTQwsf\nHqehVg8NeDFAa6g02g8qxE8EqkNOTgSMIWdgjBgkpviv7hr6hZzJZo/GOXUh2vOVZqAD9IKx\nUxS0LIrhn5WT04cRgRSUkzPB0Ln0c8dpOFA5Oc1FL5QBFXNy2kBjRQYSwDcnJ11koHaDnJwe\n1GRhzNHAHxiAyEA2DMvJCRO9dvy75ORw9STutHUFvZJsePwrrXYFcwIQEaQjDepLFQAmxPuv\nQRbEUCwdyviBJtAEmmCEAoMoYXllKyG9c00X5qBHcTsBd9eidAUGVgsNPKPlqqkcSJS9QeSp\n0g18KTTQUxKhHk3ZavmcZZr79tRAWFIASuP+qa21JsZoewrS3w0DTy6W0dY0gCgKwuJZ0Aca\nwV8uAy3uCgycalj8T7aVZny1tK5u/TqU7agQy1nVAJtdFCMVBSeFUDsFBr70j483mrMUnDtO\nyNYyI/QYvBqZDUArS1+fS88Z6Ccw8IJfYiQdRd6VQRSaxSBff0rU8OiHNIg/39zpg+pKctGA\neD+7Llebv4+vInlYI6tgjCfDstrAigkZqZHhkTXeyt8UovFo1Di6xlu//05sRS+D8sd70zRL\nI+6W0T9Fcn5Vmh6eaMfdc+FRnAVaV1HO4bdrOlNNSzEGvUdyKI3YgEqjltWJafGt7Z/rv3N6\nKIx9fe/uT7sH6D0sGpo1+TfrnlJp+Hhfjdc4hb60Bbo9MkDv1fMCt3U2gQIqrHrFABbRaQ4O\n3f7kMvCHKBUfprT5+h7/iAgSBb6/Zs2aawoNHOcfWW2EYXn8aZG099/X8062JAau7OYk8hl0\naPz48TPwRv6B6GqPUtnkpg5ZVar+b0sFSZUqN0gFSZUqN0gFSZUqN0gFSZUqN0gFSZUqN0gF\nSZUqN0gFSZUqN0gFSZUqN0gFSZUqN0gFSZUqN0gFSZUqN0gFSZUqN8hNIJ3s1N5FTRAa+KqD\nK4nbZFSpJ1pbPdfVDLTfIjQwVz5mdtWM1tLQjqKJq6P4wHa1KtdqpzADXYQuVu73cfUI+gg9\nlZzvIonRPP2pxk4MjBKkx993dDUHIs9LW1xN3z5XaGCxq+k7fCU0MIEQp2laWjNZA51OYrfI\nTSCtpY1mxGY+o1jZYi9CgcrT9qG0Wk/EnhAY6JSo3IBN0WIvQhnEaO2gTSyyIqaF5B8f8cS+\nJo3YNl6MBTx6KMsBLfYi1Flp3qPC+oVTBoDNAgNbaXG8RDCYUUWmiYyZJmIvQozJRNENlObi\nmWcyxF6EkEXPQnvlBhJFXoSqIU+Nluqj3EDgRKEB/2xxjCyG8uCOqpGMAUP58mu31rsAb6Ua\ncFt3jj8sNTYum1+7fdD1rxODGeE69k/Kr907EW94HcZDw/0k83SkU80nZLXMvIYbBbS/eULJ\nHKJ/7tcuetnk4M/PAAwThEr82p1ikgrwp2zFV2TMSPzaxf355yqkzOWCTRK/dg1+vzSBeoMc\nmSSxX7vMwSf+6gz7yJFJKt2vXWeUe/bcciR3e5QzB5Fr+ZmSAVXw7Z4I9JMVOMMqC0jbIBtA\naxB6M3xSIG02NxmDT/gBeH8o+kcK0usV9Tswrt6RAbAo8GP0z0FKz4k28HOBnYO03Reg8kHc\n0nORjBkJSB4AibpmSnNBAInLVSZ6WbkBMUgZWoAs2K7cQOkgZRvjASpq2ojDC1XeQPJ8hFei\nZrhb3M4Lq80KHkllAelbMG89X1Pk4ORJgXTdL2ji/VA039CD/Vb4jxSk43pqX8F8TRLac/4t\nzUel5uCfgzTditodqWF0DtJxY90IpmrIlRRGzsGWBCSf48eqQTeluSCAFPXHt2Gg4BlSJDFI\nT9U6/6kZDig3UDpI7aDmyV+rAHFFb1z+QNLqLDqPt+8xu7gfOamlRS8bSL+DL+MNdLAg8Im5\nLN5lQiaY8L7mSotnhX8QvAi9T7Mmj9mQwv16rmmpOfjnID2OApZO/hi6CEJFXLxS7VvmJSPS\noMFyZiQg6Y1GDzRIaS4IIDGeGm/ezZZSiUGqBt6Mryuum0sHqRdlNHFHNVwcXqhyB1KDJj61\n8o4D7yVgg6XU+GUCaS+iM5t7MlGCwCfn+/t8kMXjaXoufkGEBskd11ZNhQEVgX91vSn1MSBW\nGXx/13jGM+K5bJELRBEXfbtzRa2OnroasvU1CUjGxo3MAaMV50IKkrFJtsZzmXIDYpDSvZpn\n0uhr5QZKB2lYgLVxI1PASzIGyhtInt3bL3yEH+n44xjBu8rc/tyANbJeq8sG0jX0UmpYjE9r\nQeATAenYuN6z7+DbA1HnL3B+hugOI/q1++35mikwlrt1O7UrNQcugHTyxV6zbjn87tvk2sTW\nTWGXIJKQi4JulsGf5XZgB8r4aZUk4EDyj40dFPCO00wLJAEpPLLCGPob5QbEINWMCUt9CUmc\nE8tLBqSNgwd9XBjyVuiiTl0W+wodj5WovIFU6JZpsnXG5uHMpxiPZlt18mguT1KZVqNoDNFZ\nGtgmCHsSIG3UZPaMCL+ECxrFLvu4tafI5w7ZQeR0umksFbW+n+a7UnOgHKRPtRk9o0Icup1+\nNXTdsCjImRP9gpYmgy/dJCVNniMpSEx6OmW5S45MkgQkulYliFPQ1lQkMUipmqwoaKI8vQxI\nfXTt2um720Nux9T8YE1axb8xWeUUpMfzE0zVtmD8A7MH41PWVbIJygLSQ0uTGI9QvbDK8gRA\neuwzBeP7Gb0xvvV8uLWp2AEaEaRTzEb8YCytqy1yekeSYpAKAl7mjrp2V4egA9mWyMHOQFpj\n+e33dhZofdlJBqSNDX5+zbTbyJFJkoAUaA1rIdu2QZAYpOqhHjGNrYo6UOwigrRDdxDjn/SF\nywH80dk3wOaYjKhyClKR3uAdXDu7ucsC0g+IK+VMiqkkCHwCIP0C/F34dqyMASJIa2ye3ga3\nV5IDxSCdBN5728pwUbDTZV3sWajsdNEn4vpIWROIcYkiro8UtJoYlyjS+kg3kcIVWXgRQZpk\nu5kavqjEAJtiH+HQ8VzpcZ3J7SBdsFVtl8Tdu4pxm2GyCcoC0s9w5d7hSVFpgsAnANJJ+PPR\nRbygov1XwQXRSi9EkGyevS90Fd0fZCkF6eKvtgUelsSJwmVByuOevyNa4ksPcNKbzjIgBenc\nOZypdFkWTALp+DXss065ASlIh+9dgV+UGyCCND0D37qJ60wuCrx5C8sKVR1j04tK/VrKyM0g\nzfcG7bNnCvAOCkHi67otsgnKAtLjQAsAooXtME8ApIKIBA14+4+wbc+wgG7kecdKHxGkC8Y5\n8/mlj7Kla5vcFVc+FIF0ebE379l/I76UNET0lxSkh3w1/d5QLXjN3cr6A12NlVtbqTCB8De/\n4JCO/pYcmSQJSBSASX9RafJH18UgVUEAlqDS16Yq1N+3iSAdoBMA4ujCxr/v0gBqHJYzQQ1V\nujPncitIO2PAe2hnCjxeTEpgovygp3yCMjU2eNlcfI8RhD2JxoaGtFdlDbJ1i7yhD9VaEOiH\nl1RayY0NqzUIobTAoCRbxK9rG8LG3eO3DmUilPkTIUGxCCAV5FgBzJVzAiigqITbon8lIDEM\nJH3YW0elb1tkGENRFSJQjJOGUwJItqW/XHgfSEDifW6zCp0e/9WRBUttYVgi76jcW+Hej2Vx\nt5qoo9UG0mUPFBuPjHagL1i0AFqfq9L0NpVHkL5mAzov9NCOopaYNbePvzEzdZx8grKAdBio\nuq18wCgIfAIgXUfblk/bNKoOvx1CvzyS0TAfhJbsRmZZl9SYyK/w57SR/3VI13fLkjC+2/Ry\nYLtvv2kbdIWQoEgEkGZbllavDiNxWwiKb8qKh6BJQGJ3HRxMJdITGgZfnezd5ftZb+wCpy7i\npR2yzZtZoDU5MkkSkAJ69gqHeYrSPq5ddfvhypTw/Zce37Or2Xmmi3Urqum+7/xF1NlAWhJx\naN7cgzH2ERYvgd+MqZ5ojtSATeURpFY9fD7EfnAcfu7G8IHPdpBPUBaQJsIbXIWSFi4W9wRA\n+h74Z+t7/Ao8BagrrjbxNfjjM6b4lSQDknfGYIyvQCw/TqpHK+7jRziF8aIoru74KGIxIUGR\nCCBFvYHD+/tYrwD0bIS7txL9S6ojbWC6wIWHcbM2MPxSqti6XmxSnMBRfGPDDfBxlkQoUmPD\nWSh9TAevg4ir3g8MEQ6R5RsbtsBsRQbW+nGXoo6o4mgDaYytAb3V87aQOMRdxStIbp3p8ghS\n3JKaox4gqhtz/i04iXH+U07af8oC0iSY/cUHg2lh1kUgxadjvB6c3UalgfRo1wrqc+57CD+m\nvQD1wJ4fz4Yzl+DXoggSkOau4fuOMjPS8vEmVs+nTZvJ/2HajPHIFvxWM8EEoFJBekR9iRu1\npWE0QrWG4SXi5kMSSNOCmmnX4x59xvo1Xr/56lE4Rjp0xwSOmpO8cePxMoHU8sNte6GHorQf\n+nIfA5OFq5LVGfzBF3NA2ToSr/BJ64pWNbOBtDzo7KaNZ8PsT60Q+gFXP6XELTVFKo8gNRy+\nkR1vAsR6DmCrfryjg5dkVd0Sla1oB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V7TRBKXE109KS41LTHIpIBrXNcY2Hiq+R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\nFu8hvb6mDKRTlqRhDWlyP9JuAK0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ZV2cp9a//FD1ykY34hpO31O36z6K556WDzo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\nAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(mtcars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bpd0x9u6SQg7HykAhRw9a2Zj6SmAmnah5HDF0muWp8Nom8XpPjSzu0a0BQT4gbg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\nj1VqEV+6xPK1ZV21w9UfHDmW5Yp8fOse1k2KkA3NP4sXy0Ws4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r/csf6mo/i7wXaViPS9RnYEx3a3+2vlvsao7Nh6yA+TLxLbcmx5sU0e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\ncO9SzMkna9HZxwnnVYVlu2ZkcxI2/5JiGkdSq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M4cS9cCrOKqNlFUU82zW8VGdnb2z1ik+o+zR3Nfy/MaItGjs2EY36ytZb0UkvcayxvV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\nUCQEUYD/B3YDqx+lN7unAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Sepal.Length</th><th scope=col>Sepal.Width</th><th scope=col>Petal.Length</th><th scope=col>Petal.Width</th><th scope=col>Species</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>5.1   </td><td>3.5   </td><td>1.4   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.9   </td><td>3.0   </td><td>1.4   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.7   </td><td>3.2   </td><td>1.3   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.6   </td><td>3.1   </td><td>1.5   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.0   </td><td>3.6   </td><td>1.4   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.4   </td><td>3.9   </td><td>1.7   </td><td>0.4   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.6   </td><td>3.4   </td><td>1.4   </td><td>0.3   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.0   </td><td>3.4   </td><td>1.5   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.4   </td><td>2.9   </td><td>1.4   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.9   </td><td>3.1   </td><td>1.5   </td><td>0.1   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.4   </td><td>3.7   </td><td>1.5   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.8   </td><td>3.4   </td><td>1.6   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.8   </td><td>3.0   </td><td>1.4   </td><td>0.1   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.3   </td><td>3.0   </td><td>1.1   </td><td>0.1   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.8   </td><td>4.0   </td><td>1.2   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.7   </td><td>4.4   </td><td>1.5   </td><td>0.4   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.4   </td><td>3.9   </td><td>1.3   </td><td>0.4   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.1   </td><td>3.5   </td><td>1.4   </td><td>0.3   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.7   </td><td>3.8   </td><td>1.7   </td><td>0.3   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.1   </td><td>3.8   </td><td>1.5   </td><td>0.3   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.4   </td><td>3.4   </td><td>1.7   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.1   </td><td>3.7   </td><td>1.5   </td><td>0.4   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.6   </td><td>3.6   </td><td>1.0   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.1   </td><td>3.3   </td><td>1.7   </td><td>0.5   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.8   </td><td>3.4   </td><td>1.9   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.0   </td><td>3.0   </td><td>1.6   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.0   </td><td>3.4   </td><td>1.6   </td><td>0.4   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.2   </td><td>3.5   </td><td>1.5   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>5.2   </td><td>3.4   </td><td>1.4   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>4.7   </td><td>3.2   </td><td>1.6   </td><td>0.2   </td><td>setosa</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>6.9      </td><td>3.2      </td><td>5.7      </td><td>2.3      </td><td>virginica</td></tr>\n",
       "\t<tr><td>5.6      </td><td>2.8      </td><td>4.9      </td><td>2.0      </td><td>virginica</td></tr>\n",
       "\t<tr><td>7.7      </td><td>2.8      </td><td>6.7      </td><td>2.0      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.3      </td><td>2.7      </td><td>4.9      </td><td>1.8      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.7      </td><td>3.3      </td><td>5.7      </td><td>2.1      </td><td>virginica</td></tr>\n",
       "\t<tr><td>7.2      </td><td>3.2      </td><td>6.0      </td><td>1.8      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.2      </td><td>2.8      </td><td>4.8      </td><td>1.8      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.1      </td><td>3.0      </td><td>4.9      </td><td>1.8      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.4      </td><td>2.8      </td><td>5.6      </td><td>2.1      </td><td>virginica</td></tr>\n",
       "\t<tr><td>7.2      </td><td>3.0      </td><td>5.8      </td><td>1.6      </td><td>virginica</td></tr>\n",
       "\t<tr><td>7.4      </td><td>2.8      </td><td>6.1      </td><td>1.9      </td><td>virginica</td></tr>\n",
       "\t<tr><td>7.9      </td><td>3.8      </td><td>6.4      </td><td>2.0      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.4      </td><td>2.8      </td><td>5.6      </td><td>2.2      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.3      </td><td>2.8      </td><td>5.1      </td><td>1.5      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.1      </td><td>2.6      </td><td>5.6      </td><td>1.4      </td><td>virginica</td></tr>\n",
       "\t<tr><td>7.7      </td><td>3.0      </td><td>6.1      </td><td>2.3      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.3      </td><td>3.4      </td><td>5.6      </td><td>2.4      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.4      </td><td>3.1      </td><td>5.5      </td><td>1.8      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.0      </td><td>3.0      </td><td>4.8      </td><td>1.8      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.9      </td><td>3.1      </td><td>5.4      </td><td>2.1      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.7      </td><td>3.1      </td><td>5.6      </td><td>2.4      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.9      </td><td>3.1      </td><td>5.1      </td><td>2.3      </td><td>virginica</td></tr>\n",
       "\t<tr><td>5.8      </td><td>2.7      </td><td>5.1      </td><td>1.9      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.8      </td><td>3.2      </td><td>5.9      </td><td>2.3      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.7      </td><td>3.3      </td><td>5.7      </td><td>2.5      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.7      </td><td>3.0      </td><td>5.2      </td><td>2.3      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.3      </td><td>2.5      </td><td>5.0      </td><td>1.9      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.5      </td><td>3.0      </td><td>5.2      </td><td>2.0      </td><td>virginica</td></tr>\n",
       "\t<tr><td>6.2      </td><td>3.4      </td><td>5.4      </td><td>2.3      </td><td>virginica</td></tr>\n",
       "\t<tr><td>5.9      </td><td>3.0      </td><td>5.1      </td><td>1.8      </td><td>virginica</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllll}\n",
       " Sepal.Length & Sepal.Width & Petal.Length & Petal.Width & Species\\\\\n",
       "\\hline\n",
       "\t 5.1    & 3.5    & 1.4    & 0.2    & setosa\\\\\n",
       "\t 4.9    & 3.0    & 1.4    & 0.2    & setosa\\\\\n",
       "\t 4.7    & 3.2    & 1.3    & 0.2    & setosa\\\\\n",
       "\t 4.6    & 3.1    & 1.5    & 0.2    & setosa\\\\\n",
       "\t 5.0    & 3.6    & 1.4    & 0.2    & setosa\\\\\n",
       "\t 5.4    & 3.9    & 1.7    & 0.4    & setosa\\\\\n",
       "\t 4.6    & 3.4    & 1.4    & 0.3    & setosa\\\\\n",
       "\t 5.0    & 3.4    & 1.5    & 0.2    & setosa\\\\\n",
       "\t 4.4    & 2.9    & 1.4    & 0.2    & setosa\\\\\n",
       "\t 4.9    & 3.1    & 1.5    & 0.1    & setosa\\\\\n",
       "\t 5.4    & 3.7    & 1.5    & 0.2    & setosa\\\\\n",
       "\t 4.8    & 3.4    & 1.6    & 0.2    & setosa\\\\\n",
       "\t 4.8    & 3.0    & 1.4    & 0.1    & setosa\\\\\n",
       "\t 4.3    & 3.0    & 1.1    & 0.1    & setosa\\\\\n",
       "\t 5.8    & 4.0    & 1.2    & 0.2    & setosa\\\\\n",
       "\t 5.7    & 4.4    & 1.5    & 0.4    & setosa\\\\\n",
       "\t 5.4    & 3.9    & 1.3    & 0.4    & setosa\\\\\n",
       "\t 5.1    & 3.5    & 1.4    & 0.3    & setosa\\\\\n",
       "\t 5.7    & 3.8    & 1.7    & 0.3    & setosa\\\\\n",
       "\t 5.1    & 3.8    & 1.5    & 0.3    & setosa\\\\\n",
       "\t 5.4    & 3.4    & 1.7    & 0.2    & setosa\\\\\n",
       "\t 5.1    & 3.7    & 1.5    & 0.4    & setosa\\\\\n",
       "\t 4.6    & 3.6    & 1.0    & 0.2    & setosa\\\\\n",
       "\t 5.1    & 3.3    & 1.7    & 0.5    & setosa\\\\\n",
       "\t 4.8    & 3.4    & 1.9    & 0.2    & setosa\\\\\n",
       "\t 5.0    & 3.0    & 1.6    & 0.2    & setosa\\\\\n",
       "\t 5.0    & 3.4    & 1.6    & 0.4    & setosa\\\\\n",
       "\t 5.2    & 3.5    & 1.5    & 0.2    & setosa\\\\\n",
       "\t 5.2    & 3.4    & 1.4    & 0.2    & setosa\\\\\n",
       "\t 4.7    & 3.2    & 1.6    & 0.2    & setosa\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 6.9       & 3.2       & 5.7       & 2.3       & virginica\\\\\n",
       "\t 5.6       & 2.8       & 4.9       & 2.0       & virginica\\\\\n",
       "\t 7.7       & 2.8       & 6.7       & 2.0       & virginica\\\\\n",
       "\t 6.3       & 2.7       & 4.9       & 1.8       & virginica\\\\\n",
       "\t 6.7       & 3.3       & 5.7       & 2.1       & virginica\\\\\n",
       "\t 7.2       & 3.2       & 6.0       & 1.8       & virginica\\\\\n",
       "\t 6.2       & 2.8       & 4.8       & 1.8       & virginica\\\\\n",
       "\t 6.1       & 3.0       & 4.9       & 1.8       & virginica\\\\\n",
       "\t 6.4       & 2.8       & 5.6       & 2.1       & virginica\\\\\n",
       "\t 7.2       & 3.0       & 5.8       & 1.6       & virginica\\\\\n",
       "\t 7.4       & 2.8       & 6.1       & 1.9       & virginica\\\\\n",
       "\t 7.9       & 3.8       & 6.4       & 2.0       & virginica\\\\\n",
       "\t 6.4       & 2.8       & 5.6       & 2.2       & virginica\\\\\n",
       "\t 6.3       & 2.8       & 5.1       & 1.5       & virginica\\\\\n",
       "\t 6.1       & 2.6       & 5.6       & 1.4       & virginica\\\\\n",
       "\t 7.7       & 3.0       & 6.1       & 2.3       & virginica\\\\\n",
       "\t 6.3       & 3.4       & 5.6       & 2.4       & virginica\\\\\n",
       "\t 6.4       & 3.1       & 5.5       & 1.8       & virginica\\\\\n",
       "\t 6.0       & 3.0       & 4.8       & 1.8       & virginica\\\\\n",
       "\t 6.9       & 3.1       & 5.4       & 2.1       & virginica\\\\\n",
       "\t 6.7       & 3.1       & 5.6       & 2.4       & virginica\\\\\n",
       "\t 6.9       & 3.1       & 5.1       & 2.3       & virginica\\\\\n",
       "\t 5.8       & 2.7       & 5.1       & 1.9       & virginica\\\\\n",
       "\t 6.8       & 3.2       & 5.9       & 2.3       & virginica\\\\\n",
       "\t 6.7       & 3.3       & 5.7       & 2.5       & virginica\\\\\n",
       "\t 6.7       & 3.0       & 5.2       & 2.3       & virginica\\\\\n",
       "\t 6.3       & 2.5       & 5.0       & 1.9       & virginica\\\\\n",
       "\t 6.5       & 3.0       & 5.2       & 2.0       & virginica\\\\\n",
       "\t 6.2       & 3.4       & 5.4       & 2.3       & virginica\\\\\n",
       "\t 5.9       & 3.0       & 5.1       & 1.8       & virginica\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Sepal.Length | Sepal.Width | Petal.Length | Petal.Width | Species | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 5.1    | 3.5    | 1.4    | 0.2    | setosa | \n",
       "| 4.9    | 3.0    | 1.4    | 0.2    | setosa | \n",
       "| 4.7    | 3.2    | 1.3    | 0.2    | setosa | \n",
       "| 4.6    | 3.1    | 1.5    | 0.2    | setosa | \n",
       "| 5.0    | 3.6    | 1.4    | 0.2    | setosa | \n",
       "| 5.4    | 3.9    | 1.7    | 0.4    | setosa | \n",
       "| 4.6    | 3.4    | 1.4    | 0.3    | setosa | \n",
       "| 5.0    | 3.4    | 1.5    | 0.2    | setosa | \n",
       "| 4.4    | 2.9    | 1.4    | 0.2    | setosa | \n",
       "| 4.9    | 3.1    | 1.5    | 0.1    | setosa | \n",
       "| 5.4    | 3.7    | 1.5    | 0.2    | setosa | \n",
       "| 4.8    | 3.4    | 1.6    | 0.2    | setosa | \n",
       "| 4.8    | 3.0    | 1.4    | 0.1    | setosa | \n",
       "| 4.3    | 3.0    | 1.1    | 0.1    | setosa | \n",
       "| 5.8    | 4.0    | 1.2    | 0.2    | setosa | \n",
       "| 5.7    | 4.4    | 1.5    | 0.4    | setosa | \n",
       "| 5.4    | 3.9    | 1.3    | 0.4    | setosa | \n",
       "| 5.1    | 3.5    | 1.4    | 0.3    | setosa | \n",
       "| 5.7    | 3.8    | 1.7    | 0.3    | setosa | \n",
       "| 5.1    | 3.8    | 1.5    | 0.3    | setosa | \n",
       "| 5.4    | 3.4    | 1.7    | 0.2    | setosa | \n",
       "| 5.1    | 3.7    | 1.5    | 0.4    | setosa | \n",
       "| 4.6    | 3.6    | 1.0    | 0.2    | setosa | \n",
       "| 5.1    | 3.3    | 1.7    | 0.5    | setosa | \n",
       "| 4.8    | 3.4    | 1.9    | 0.2    | setosa | \n",
       "| 5.0    | 3.0    | 1.6    | 0.2    | setosa | \n",
       "| 5.0    | 3.4    | 1.6    | 0.4    | setosa | \n",
       "| 5.2    | 3.5    | 1.5    | 0.2    | setosa | \n",
       "| 5.2    | 3.4    | 1.4    | 0.2    | setosa | \n",
       "| 4.7    | 3.2    | 1.6    | 0.2    | setosa | \n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | \n",
       "| 6.9       | 3.2       | 5.7       | 2.3       | virginica | \n",
       "| 5.6       | 2.8       | 4.9       | 2.0       | virginica | \n",
       "| 7.7       | 2.8       | 6.7       | 2.0       | virginica | \n",
       "| 6.3       | 2.7       | 4.9       | 1.8       | virginica | \n",
       "| 6.7       | 3.3       | 5.7       | 2.1       | virginica | \n",
       "| 7.2       | 3.2       | 6.0       | 1.8       | virginica | \n",
       "| 6.2       | 2.8       | 4.8       | 1.8       | virginica | \n",
       "| 6.1       | 3.0       | 4.9       | 1.8       | virginica | \n",
       "| 6.4       | 2.8       | 5.6       | 2.1       | virginica | \n",
       "| 7.2       | 3.0       | 5.8       | 1.6       | virginica | \n",
       "| 7.4       | 2.8       | 6.1       | 1.9       | virginica | \n",
       "| 7.9       | 3.8       | 6.4       | 2.0       | virginica | \n",
       "| 6.4       | 2.8       | 5.6       | 2.2       | virginica | \n",
       "| 6.3       | 2.8       | 5.1       | 1.5       | virginica | \n",
       "| 6.1       | 2.6       | 5.6       | 1.4       | virginica | \n",
       "| 7.7       | 3.0       | 6.1       | 2.3       | virginica | \n",
       "| 6.3       | 3.4       | 5.6       | 2.4       | virginica | \n",
       "| 6.4       | 3.1       | 5.5       | 1.8       | virginica | \n",
       "| 6.0       | 3.0       | 4.8       | 1.8       | virginica | \n",
       "| 6.9       | 3.1       | 5.4       | 2.1       | virginica | \n",
       "| 6.7       | 3.1       | 5.6       | 2.4       | virginica | \n",
       "| 6.9       | 3.1       | 5.1       | 2.3       | virginica | \n",
       "| 5.8       | 2.7       | 5.1       | 1.9       | virginica | \n",
       "| 6.8       | 3.2       | 5.9       | 2.3       | virginica | \n",
       "| 6.7       | 3.3       | 5.7       | 2.5       | virginica | \n",
       "| 6.7       | 3.0       | 5.2       | 2.3       | virginica | \n",
       "| 6.3       | 2.5       | 5.0       | 1.9       | virginica | \n",
       "| 6.5       | 3.0       | 5.2       | 2.0       | virginica | \n",
       "| 6.2       | 3.4       | 5.4       | 2.3       | virginica | \n",
       "| 5.9       | 3.0       | 5.1       | 1.8       | virginica | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "    Sepal.Length Sepal.Width Petal.Length Petal.Width Species  \n",
       "1   5.1          3.5         1.4          0.2         setosa   \n",
       "2   4.9          3.0         1.4          0.2         setosa   \n",
       "3   4.7          3.2         1.3          0.2         setosa   \n",
       "4   4.6          3.1         1.5          0.2         setosa   \n",
       "5   5.0          3.6         1.4          0.2         setosa   \n",
       "6   5.4          3.9         1.7          0.4         setosa   \n",
       "7   4.6          3.4         1.4          0.3         setosa   \n",
       "8   5.0          3.4         1.5          0.2         setosa   \n",
       "9   4.4          2.9         1.4          0.2         setosa   \n",
       "10  4.9          3.1         1.5          0.1         setosa   \n",
       "11  5.4          3.7         1.5          0.2         setosa   \n",
       "12  4.8          3.4         1.6          0.2         setosa   \n",
       "13  4.8          3.0         1.4          0.1         setosa   \n",
       "14  4.3          3.0         1.1          0.1         setosa   \n",
       "15  5.8          4.0         1.2          0.2         setosa   \n",
       "16  5.7          4.4         1.5          0.4         setosa   \n",
       "17  5.4          3.9         1.3          0.4         setosa   \n",
       "18  5.1          3.5         1.4          0.3         setosa   \n",
       "19  5.7          3.8         1.7          0.3         setosa   \n",
       "20  5.1          3.8         1.5          0.3         setosa   \n",
       "21  5.4          3.4         1.7          0.2         setosa   \n",
       "22  5.1          3.7         1.5          0.4         setosa   \n",
       "23  4.6          3.6         1.0          0.2         setosa   \n",
       "24  5.1          3.3         1.7          0.5         setosa   \n",
       "25  4.8          3.4         1.9          0.2         setosa   \n",
       "26  5.0          3.0         1.6          0.2         setosa   \n",
       "27  5.0          3.4         1.6          0.4         setosa   \n",
       "28  5.2          3.5         1.5          0.2         setosa   \n",
       "29  5.2          3.4         1.4          0.2         setosa   \n",
       "30  4.7          3.2         1.6          0.2         setosa   \n",
       "⋮   ⋮            ⋮           ⋮            ⋮           ⋮        \n",
       "121 6.9          3.2         5.7          2.3         virginica\n",
       "122 5.6          2.8         4.9          2.0         virginica\n",
       "123 7.7          2.8         6.7          2.0         virginica\n",
       "124 6.3          2.7         4.9          1.8         virginica\n",
       "125 6.7          3.3         5.7          2.1         virginica\n",
       "126 7.2          3.2         6.0          1.8         virginica\n",
       "127 6.2          2.8         4.8          1.8         virginica\n",
       "128 6.1          3.0         4.9          1.8         virginica\n",
       "129 6.4          2.8         5.6          2.1         virginica\n",
       "130 7.2          3.0         5.8          1.6         virginica\n",
       "131 7.4          2.8         6.1          1.9         virginica\n",
       "132 7.9          3.8         6.4          2.0         virginica\n",
       "133 6.4          2.8         5.6          2.2         virginica\n",
       "134 6.3          2.8         5.1          1.5         virginica\n",
       "135 6.1          2.6         5.6          1.4         virginica\n",
       "136 7.7          3.0         6.1          2.3         virginica\n",
       "137 6.3          3.4         5.6          2.4         virginica\n",
       "138 6.4          3.1         5.5          1.8         virginica\n",
       "139 6.0          3.0         4.8          1.8         virginica\n",
       "140 6.9          3.1         5.4          2.1         virginica\n",
       "141 6.7          3.1         5.6          2.4         virginica\n",
       "142 6.9          3.1         5.1          2.3         virginica\n",
       "143 5.8          2.7         5.1          1.9         virginica\n",
       "144 6.8          3.2         5.9          2.3         virginica\n",
       "145 6.7          3.3         5.7          2.5         virginica\n",
       "146 6.7          3.0         5.2          2.3         virginica\n",
       "147 6.3          2.5         5.0          1.9         virginica\n",
       "148 6.5          3.0         5.2          2.0         virginica\n",
       "149 6.2          3.4         5.4          2.3         virginica\n",
       "150 5.9          3.0         5.1          1.8         virginica"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LErhnWZdjqjZ+PXjOg8hf8+9/asnl/MmT+k67RFYzuP2WbSqQraLaM6j180LXzY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\nBMDA/wGFwwzFa/syTQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# in this plot, we plot out the Petal.Width column from the iris dataset\n",
    "\n",
    "plot(iris$Petal.Width)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You will have many opportunities to work with R code in the Digital Archaeology textbook. Remember to save your work and download your notebooks to your own machine, or to use the `terminal` in Jupyter to open a command line prompt where you can use git to save and push your changes to your repository, eg,\n",
    "\n",
    "```\n",
    "git add .\n",
    "git commit -m \"working with my R notebook\"\n",
    "git push -u origin master\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}