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janfreyberg/matlab-example.ipynb

Last active March 3, 2017 14:05
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matlab-example.ipynb
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presentation.ipynb
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python-example.ipynb
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r-example.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### This is a R notebook"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"library(ggplot2)\n",
"library(dplyr)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"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 </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 </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 </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 </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 </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 </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",
"</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 & 110 & 3.90 & 2.620 & 16.46 & 0 & 1 & 4 & 4 \\\\\n",
"\tMazda RX4 Wag & 21.0 & 6 & 160 & 110 & 3.90 & 2.875 & 17.02 & 0 & 1 & 4 & 4 \\\\\n",
"\tDatsun 710 & 22.8 & 4 & 108 & 93 & 3.85 & 2.320 & 18.61 & 1 & 1 & 4 & 1 \\\\\n",
"\tHornet 4 Drive & 21.4 & 6 & 258 & 110 & 3.08 & 3.215 & 19.44 & 1 & 0 & 3 & 1 \\\\\n",
"\tHornet Sportabout & 18.7 & 8 & 360 & 175 & 3.15 & 3.440 & 17.02 & 0 & 0 & 3 & 2 \\\\\n",
"\tValiant & 18.1 & 6 & 225 & 105 & 2.76 & 3.460 & 20.22 & 1 & 0 & 3 & 1 \\\\\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 | 110 | 3.90 | 2.620 | 16.46 | 0 | 1 | 4 | 4 | \n",
"| Mazda RX4 Wag | 21.0 | 6 | 160 | 110 | 3.90 | 2.875 | 17.02 | 0 | 1 | 4 | 4 | \n",
"| Datsun 710 | 22.8 | 4 | 108 | 93 | 3.85 | 2.320 | 18.61 | 1 | 1 | 4 | 1 | \n",
"| Hornet 4 Drive | 21.4 | 6 | 258 | 110 | 3.08 | 3.215 | 19.44 | 1 | 0 | 3 | 1 | \n",
"| Hornet Sportabout | 18.7 | 8 | 360 | 175 | 3.15 | 3.440 | 17.02 | 0 | 0 | 3 | 2 | \n",
"| Valiant | 18.1 | 6 | 225 | 105 | 2.76 | 3.460 | 20.22 | 1 | 0 | 3 | 1 | \n",
"\n",
"\n"
],
"text/plain": [
" mpg cyl disp hp drat wt qsec vs am gear carb\n",
"Mazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4 \n",
"Mazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4 \n",
"Datsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1 \n",
"Hornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1 \n",
"Hornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2 \n",
"Valiant 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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ACB+gsIkOpvKkcCBAgQIECAAAECBJpUQIDUpA2n2AQIECBAgAABAgQI1F9AgFR/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\nECBAgAABAgQaT+D/A0oVVBGBYKF9AAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"head(mtcars)\n",
"mtcars %>%\n",
" ggplot(aes(x=wt, y=qsec, color=factor(cyl))) +\n",
" geom_point()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.3.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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