1 - Introduction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try entering in some text into once of these cells.  Create a variable with the string \"Hello World\" and print it; when done, go to Cell>Run Cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] \"Hello World!\"\n"
     ]
    }
   ],
   "source": [
    "a <- \"Hello World!\"\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's just try entering a at the end of the line, and again hitting \"Run Cells\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "'Hello World!'"
      ],
      "text/latex": [
       "'Hello World!'"
      ],
      "text/markdown": [
       "'Hello World!'"
      ],
      "text/plain": [
       "[1] \"Hello World!\""
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like in R functions, if you just enter a variable on the last line it will be evaluted and \"returned\" to the notebook - here, printed out.  Also notice that that variable a exists outside the cell; everywhere within this notebook it will be known."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Going to the Cell menu is pretty annoying when you're typing stuff in; it turns out\n",
    "you can just hit <Shift>+Return or <Ctrl>+Return to run a cell.  Try re-running that last cell using those keystrokes.  What's the difference?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try some math:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x <- 5\n",
    "y <- 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "15"
      ],
      "text/latex": [
       "15"
      ],
      "text/markdown": [
       "15"
      ],
      "text/plain": [
       "[1] 15"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x + y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, so now let's change y and see how that works:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "y <- 15"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now go back and re-run the `x+y` line:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This teaches us something important about how notebooks work.  The `In[..]` and `Out[...]` number changed beside the `x+y` cell.  That lets you know the order things were run, which is important, because you can change things and go back.  But this is super confusing to read!  While it's fine to do this when you're just exploring around, you'll want to fix this up and publish your notebook.  You can rerun everything by going to Cell>Run All, but that will still leave state from your previous runs; to make sure, you'll want to go to Kernel>Restart and Run All"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now lets do some plots:  (note how command completion will help inside of the seq function; and how jupyter will match parens for you)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "time <- seq(from = 0, to=4*pi, length.out = 100)\n",
    "intensity <- exp(sin(sin(time)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(time, intensity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df  <- data.frame(time, intensity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "library(ggplot2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(df) + geom_point(aes(x=time, y=intensity))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start a new notebook: click on \"File>New Notebook>R\", and try to print a, x, y there.  Do an `ls()` to see what variables are available."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note! What happens if you type `pr<TAB>`, or l`<TAB>`?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, now let's go to File>New Notebook>Python 3.  Let's try printing a, x, y, there.  You can do a `dir()` in python to see what's there; do you see anything?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look back in the main Jupyter Dashboard.  You'll see the corresponding notebooks green (Running).   Let's go back to those notebooks and rename one of them.  Reload the dashboard.  What do you see?  Now in each of these new notebooks go to File>Close and Halt.  What happens to the dashboard?  Do the files go away?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's delete the files from the dashboard; select the ipynb files and click on the red trash can to delete."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So how does this all work?\n",
    "* AWS Demo\n",
    "* ssh -i ...foo.pem compute.dursi.ca\n",
    "* Show anaconda inst, show jupyter notebook config\n",
    "* `jupyter notebook`\n",
    "* Connect from chrome\n",
    "* run some things (R)\n",
    "* New>Terminal    - Don't really need these locally\n",
    "* New>Text file    \n",
    "* Read in the text file\n",
    "* Point out Upload\n",
    "* What happens when notebook dies?  Kill and restart"
   ]
  },
  {
   "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": "3.2.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}