{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Practice FOUR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Attaching package: ‘genefilter’\n",
      "\n",
      "The following object is masked from ‘package:base’:\n",
      "\n",
      "    anyNA\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(ggplot2)\n",
    "library(reshape2)\n",
    "library(pheatmap)\n",
    "library(genefilter) # for rowttests\n",
    "library(nlme)\n",
    "data(Rail)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exericse 0**\n",
    "\n",
    "Using base graphics, make a 2 x 2 grid for plotting.\n",
    "\n",
    "Top left\n",
    "    - Generate 100 random numbers from a t-distribution with 5 degrees of freedom\n",
    "    - Plot a normalized histogram (i.e. area sums to 1) with 8 breaks\n",
    "    - Overlay a smoothed density estimate (using `density`) in orange\n",
    "    - Overlay the true density estimate (using `dt`) in red\n",
    "    - Add a rug\n",
    "    \n",
    "Tor right\n",
    "    - Using the `iris` data set, make a scatter plot of Sepal length agaisnt Sepal width. Color the points by Species.\n",
    "    - Add your own title and x and y lables\n",
    "    \n",
    "Bottom left\n",
    "    - Generate 100 numbers from a Poisson distribution with rate = 3\n",
    "    - Plot a bar chart showing the counts for each value\n",
    "    \n",
    "Bottom right\n",
    "    - Make a box and whiskers plot of the 4 numeric variables in the `iris` data set\n",
    "    - Show vertical labels for all Species names\n",
    "    - Adjust the margins so that the labels are visible using the `mar` (bottom, left, top, right) parameter. You can see the default values with `par()$mar`. Remember to restore the orignal parameters at the end.\n",
    "    \n",
    "Save the plot as a Portable Neetwork Graphics (png) file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{pdf:} 2"
      ],
      "text/markdown": [
       "**pdf:** 2"
      ],
      "text/plain": [
       "pdf \n",
       "  2 "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "png(\"myplot.png\")\n",
    "par(mfrow=c(2,2))\n",
    "x <- rt(100, df=5)\n",
    "hist(x, breaks = 8, probability = TRUE)\n",
    "lines(density(x), col=\"orange\")\n",
    "xp <- seq(min(x), max(x), length.out = 50)\n",
    "lines(xp, dt(xp, df=5), col=\"red\")\n",
    "rug(x)\n",
    "plot(iris$Sepal.Width, iris$Sepal.Length, col=iris$Species, \n",
    "     main=\"Scatter by Iris species\", ylab=\"Length\", xlab=\"Width\")\n",
    "n <- rpois(100, lambda = 3)\n",
    "barplot(table(n))\n",
    "orig <- par(no.readonly=TRUE)\n",
    "par(mar=c(6.1,4.1,4.1,2.1))\n",
    "boxplot(iris[,1:4], las=2)\n",
    "par(orig)\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Rail</th><th scope=col>travel</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>1</td><td>55</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>1</td><td>53</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>1</td><td>54</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>2</td><td>26</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>2</td><td>37</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>2</td><td>32</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & Rail & travel\\\\\n",
       "\\hline\n",
       "\t1 & 1 & 55\\\\\n",
       "\t2 & 1 & 53\\\\\n",
       "\t3 & 1 & 54\\\\\n",
       "\t4 & 2 & 26\\\\\n",
       "\t5 & 2 & 37\\\\\n",
       "\t6 & 2 & 32\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Grouped Data: travel ~ 1 | Rail\n",
       "  Rail travel\n",
       "1    1     55\n",
       "2    1     53\n",
       "3    1     54\n",
       "4    2     26\n",
       "5    2     37\n",
       "6    2     32"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "head(Rail)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Exercise 1\n",
    "\n",
    "- Use the ggplot function\n",
    "- Create a scatter plot with Rail on the x-axis and travel on the y-axis.\n",
    "- CHange the title to \"I made this!\"\n",
    "- Change the y-axis label to be \"Zero-force travel time (nano-seconds)\"\n",
    "- Change the size of the points to 5\n",
    "- Change the color of potins to blue and transparency to 0.5\n",
    "- Add a simple linear regression line to the plot with 90% confidence intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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(Rail, aes(x=as.numeric(Rail), y=travel)) +\n",
    "geom_point(size=5, color=\"blue\", alpha=0.5) +\n",
    "geom_smooth(method=\"lm\") +\n",
    "labs(title=\"I made this\", ylab=\"Zero-force travel time (nano-seconds)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Exercise 2\n",
    "\n",
    "Here we will try to replicate the noise discovery heatmaps shown in the statistics class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "set.seed(123)\n",
    "\n",
    "n <- 20 # number of subjects\n",
    "m <- 20000 # number of genes \n",
    "alpha <- 0.005 # significance level\n",
    "\n",
    "# create a matrix of gene expression values with m rows and 2*n columns\n",
    "M <- matrix(rnorm(2*n*m), m, 2*n)\n",
    "\n",
    "# give row and column names\n",
    "rownames(M) <- paste(\"G\", 1:m, sep=\"\")\n",
    "colnames(M) <- paste(\"id\", 1:(2*n), sep=\"\")\n",
    "\n",
    "# assign subjects inot equal sized groups\n",
    "grp <- factor(rep(0:1, c(n, n)))\n",
    "\n",
    "# calculate p-value using t-test for mean experession value of each gene\n",
    "pvals <- rowttests(M, grp)$p.value\n",
    "\n",
    "# extract the genes which meet the specified significance level\n",
    "hits <- M[pvals < alpha,]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Use pheatmap to plot a heatmap\n",
    "- Remove the row names (Use tAB or R's built-in help to figure out to do this)\n",
    "- Use this color palette to map expression values to a red-blakc-green scale `colorRampPalette(c(\"red3\", \"black\", \"green3\"))(50)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      ],
      "text/plain": [
       "plot without title"
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     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
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     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pheatmap(hits, show_rownames = FALSE, color = colorRampPalette(c(\"red3\", \"black\", \"green3\"))(50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a1 <- 1\n",
    "a2 <- 2\n",
    "sigma1 <- 25\n",
    "sigma2 <- 25\n",
    "\n",
    "subject <- paste(\"PID\", rep(1:2, each=5))\n",
    "dose <- rep(seq(10, 100, 20), 2)\n",
    "geneA <- a1 * dose + rnorm(length(dose), sd=sigma1)\n",
    "geneB <- a2 * dose + rnorm(length(dose), sd=sigma2)\n",
    "\n",
    "df <- data.frame(subject=subject, dose=dose, geneA=geneA, geneB=geneB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>subject</th><th scope=col>dose</th><th scope=col>geneA</th><th scope=col>geneB</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>PID 1</td><td>10</td><td>-3.367338</td><td>-31.18716</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>PID 1</td><td>30</td><td>54.03613</td><td>91.78636</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>PID 1</td><td>50</td><td>22.40099</td><td>124.477</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>PID 1</td><td>70</td><td>73.61274</td><td>111.6039</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>PID 1</td><td>90</td><td>84.05749</td><td>188.5058</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>PID 2</td><td>10</td><td>-13.63179</td><td>12.04911</td></tr>\n",
       "\t<tr><th scope=row>7</th><td>PID 2</td><td>30</td><td>40.03472</td><td>57.40407</td></tr>\n",
       "\t<tr><th scope=row>8</th><td>PID 2</td><td>50</td><td>64.98747</td><td>79.04738</td></tr>\n",
       "\t<tr><th scope=row>9</th><td>PID 2</td><td>70</td><td>91.22307</td><td>147.4357</td></tr>\n",
       "\t<tr><th scope=row>10</th><td>PID 2</td><td>90</td><td>70.94818</td><td>166.8696</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       "  & subject & dose & geneA & geneB\\\\\n",
       "\\hline\n",
       "\t1 & PID 1 & 10 & -3.367338 & -31.18716\\\\\n",
       "\t2 & PID 1 & 30 & 54.03613 & 91.78636\\\\\n",
       "\t3 & PID 1 & 50 & 22.40099 & 124.477\\\\\n",
       "\t4 & PID 1 & 70 & 73.61274 & 111.6039\\\\\n",
       "\t5 & PID 1 & 90 & 84.05749 & 188.5058\\\\\n",
       "\t6 & PID 2 & 10 & -13.63179 & 12.04911\\\\\n",
       "\t7 & PID 2 & 30 & 40.03472 & 57.40407\\\\\n",
       "\t8 & PID 2 & 50 & 64.98747 & 79.04738\\\\\n",
       "\t9 & PID 2 & 70 & 91.22307 & 147.4357\\\\\n",
       "\t10 & PID 2 & 90 & 70.94818 & 166.8696\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "   subject dose      geneA     geneB\n",
       "1    PID 1   10  -3.367338 -31.18716\n",
       "2    PID 1   30  54.036125  91.78636\n",
       "3    PID 1   50  22.400994 124.47701\n",
       "4    PID 1   70  73.612743 111.60390\n",
       "5    PID 1   90  84.057490 188.50579\n",
       "6    PID 2   10 -13.631795  12.04911\n",
       "7    PID 2   30  40.034722  57.40407\n",
       "8    PID 2   50  64.987473  79.04738\n",
       "9    PID 2   70  91.223072 147.43574\n",
       "10   PID 2   90  70.948176 166.86961"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise 3** \n",
    "\n",
    "Using `ggplot2`, plot gene expression agaisnt does, using differnt colors for differetn genes and differnet shapes for different subjects. (Hint: The `reshape2` library may come in useful)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "md <- melt(df, id=c(\"subject\", \"dose\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>subject</th><th scope=col>dose</th><th scope=col>variable</th><th scope=col>value</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>PID 1</td><td>10</td><td>geneA</td><td>-3.367338</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>PID 1</td><td>30</td><td>geneA</td><td>54.03613</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>PID 1</td><td>50</td><td>geneA</td><td>22.40099</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>PID 1</td><td>70</td><td>geneA</td><td>73.61274</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>PID 1</td><td>90</td><td>geneA</td><td>84.05749</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>PID 2</td><td>10</td><td>geneA</td><td>-13.63179</td></tr>\n",
       "\t<tr><th scope=row>7</th><td>PID 2</td><td>30</td><td>geneA</td><td>40.03472</td></tr>\n",
       "\t<tr><th scope=row>8</th><td>PID 2</td><td>50</td><td>geneA</td><td>64.98747</td></tr>\n",
       "\t<tr><th scope=row>9</th><td>PID 2</td><td>70</td><td>geneA</td><td>91.22307</td></tr>\n",
       "\t<tr><th scope=row>10</th><td>PID 2</td><td>90</td><td>geneA</td><td>70.94818</td></tr>\n",
       "\t<tr><th scope=row>11</th><td>PID 1</td><td>10</td><td>geneB</td><td>-31.18716</td></tr>\n",
       "\t<tr><th scope=row>12</th><td>PID 1</td><td>30</td><td>geneB</td><td>91.78636</td></tr>\n",
       "\t<tr><th scope=row>13</th><td>PID 1</td><td>50</td><td>geneB</td><td>124.477</td></tr>\n",
       "\t<tr><th scope=row>14</th><td>PID 1</td><td>70</td><td>geneB</td><td>111.6039</td></tr>\n",
       "\t<tr><th scope=row>15</th><td>PID 1</td><td>90</td><td>geneB</td><td>188.5058</td></tr>\n",
       "\t<tr><th scope=row>16</th><td>PID 2</td><td>10</td><td>geneB</td><td>12.04911</td></tr>\n",
       "\t<tr><th scope=row>17</th><td>PID 2</td><td>30</td><td>geneB</td><td>57.40407</td></tr>\n",
       "\t<tr><th scope=row>18</th><td>PID 2</td><td>50</td><td>geneB</td><td>79.04738</td></tr>\n",
       "\t<tr><th scope=row>19</th><td>PID 2</td><td>70</td><td>geneB</td><td>147.4357</td></tr>\n",
       "\t<tr><th scope=row>20</th><td>PID 2</td><td>90</td><td>geneB</td><td>166.8696</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       "  & subject & dose & variable & value\\\\\n",
       "\\hline\n",
       "\t1 & PID 1 & 10 & geneA & -3.367338\\\\\n",
       "\t2 & PID 1 & 30 & geneA & 54.03613\\\\\n",
       "\t3 & PID 1 & 50 & geneA & 22.40099\\\\\n",
       "\t4 & PID 1 & 70 & geneA & 73.61274\\\\\n",
       "\t5 & PID 1 & 90 & geneA & 84.05749\\\\\n",
       "\t6 & PID 2 & 10 & geneA & -13.63179\\\\\n",
       "\t7 & PID 2 & 30 & geneA & 40.03472\\\\\n",
       "\t8 & PID 2 & 50 & geneA & 64.98747\\\\\n",
       "\t9 & PID 2 & 70 & geneA & 91.22307\\\\\n",
       "\t10 & PID 2 & 90 & geneA & 70.94818\\\\\n",
       "\t11 & PID 1 & 10 & geneB & -31.18716\\\\\n",
       "\t12 & PID 1 & 30 & geneB & 91.78636\\\\\n",
       "\t13 & PID 1 & 50 & geneB & 124.477\\\\\n",
       "\t14 & PID 1 & 70 & geneB & 111.6039\\\\\n",
       "\t15 & PID 1 & 90 & geneB & 188.5058\\\\\n",
       "\t16 & PID 2 & 10 & geneB & 12.04911\\\\\n",
       "\t17 & PID 2 & 30 & geneB & 57.40407\\\\\n",
       "\t18 & PID 2 & 50 & geneB & 79.04738\\\\\n",
       "\t19 & PID 2 & 70 & geneB & 147.4357\\\\\n",
       "\t20 & PID 2 & 90 & geneB & 166.8696\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "   subject dose variable      value\n",
       "1    PID 1   10    geneA  -3.367338\n",
       "2    PID 1   30    geneA  54.036125\n",
       "3    PID 1   50    geneA  22.400994\n",
       "4    PID 1   70    geneA  73.612743\n",
       "5    PID 1   90    geneA  84.057490\n",
       "6    PID 2   10    geneA -13.631795\n",
       "7    PID 2   30    geneA  40.034722\n",
       "8    PID 2   50    geneA  64.987473\n",
       "9    PID 2   70    geneA  91.223072\n",
       "10   PID 2   90    geneA  70.948176\n",
       "11   PID 1   10    geneB -31.187160\n",
       "12   PID 1   30    geneB  91.786363\n",
       "13   PID 1   50    geneB 124.477013\n",
       "14   PID 1   70    geneB 111.603899\n",
       "15   PID 1   90    geneB 188.505790\n",
       "16   PID 2   10    geneB  12.049107\n",
       "17   PID 2   30    geneB  57.404066\n",
       "18   PID 2   50    geneB  79.047382\n",
       "19   PID 2   70    geneB 147.435739\n",
       "20   PID 2   90    geneB 166.869606"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(md, aes(x=dose, y=value, color=variable, shape=subject)) + \n",
    "geom_point(size=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise 4**\n",
    "\n",
    "Usign `ggplot2`, make a grid of plots with separae colummsn for each subject and separate rows for each gene. Vary the color and size by the gene expression value. Add a linear regression fit with 95% confidence intervals to each plot. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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