02_UNIX.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UNIX Commands for Data Scientists"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Declare Filename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shakespeare.txt\r\n"
     ]
    }
   ],
   "source": [
    "!ls ./unix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./unix/shakespeare.txt\r\n"
     ]
    }
   ],
   "source": [
    "filename = './unix/shakespeare.txt'\n",
    "!echo $filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is the 100th Etext file presented by Project Gutenberg, and\r",
      "\r\n",
      "is presented in cooperation with World Library, Inc., from their\r",
      "\r\n",
      "Library of the Future and Shakespeare CDROMS.  Project Gutenberg\r",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!head -n 3 $filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## tail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PERSONAL USE ONLY, AND (2) ARE NOT DISTRIBUTED OR USED\r",
      "\r\n",
      "COMMERCIALLY.  PROHIBITED COMMERCIAL DISTRIBUTION INCLUDES BY ANY\r",
      "\r\n",
      "SERVICE THAT CHARGES FOR DOWNLOAD TIME OR FOR MEMBERSHIP.>>\r",
      "\r\n",
      "\r",
      "\r\n",
      "\r",
      "\r\n",
      "\r",
      "\r\n",
      "End of this Etext of The Complete Works of William Shakespeare\r",
      "\r\n",
      "\r",
      "\r\n",
      "\r",
      "\r\n",
      "\r",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!tail -n 10 $filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## wc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  124505  901447 5583442 ./unix/shakespeare.txt\r\n"
     ]
    }
   ],
   "source": [
    "!wc $filename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  124505 ./unix/shakespeare.txt\r\n"
     ]
    }
   ],
   "source": [
    "!wc -l $filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  124505\r\n"
     ]
    }
   ],
   "source": [
    "!cat $filename | wc -l "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## grep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  If the skin were parchment, and the blows you gave were ink,\n",
      "  Ham. Is not parchment made of sheepskins?\n",
      "    of the skin of an innocent lamb should be made parchment? That\n",
      "    parchment, being scribbl'd o'er, should undo a man? Some say the\n",
      "    Upon a parchment, and against this fire\n",
      "    But here's a parchment with the seal of Caesar;  \n",
      "    With inky blots and rotten parchment bonds;\n",
      "    Nor brass, nor stone, nor parchment, bears not one,\n"
     ]
    }
   ],
   "source": [
    "!grep -i 'parchment' $filename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      71\r\n"
     ]
    }
   ],
   "source": [
    "#output matching pattern one per line and then count number of lines\n",
    "\n",
    "!cat $filename | grep -o 'liberty' | wc -l"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## sed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#replace all instances of 'parchment' to 'manuscript'\n",
    "\n",
    "!sed -e 's/parchment/manuscript/g' $filename > temp.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  If the skin were manuscript, and the blows you gave were ink,\n",
      "  Ham. Is not manuscript made of sheepskins?\n",
      "    of the skin of an innocent lamb should be made manuscript? That\n",
      "    manuscript, being scribbl'd o'er, should undo a man? Some say the\n",
      "    Upon a manuscript, and against this fire\n",
      "    But here's a manuscript with the seal of Caesar;  \n",
      "    With inky blots and rotten manuscript bonds;\n",
      "    Nor brass, nor stone, nor manuscript, bears not one,\n"
     ]
    }
   ],
   "source": [
    "!grep -i 'manuscript' temp.txt "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## sort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is the 100th Etext file presented by Project Gutenberg, and\r",
      "\r\n",
      "is presented in cooperation with World Library, Inc., from their\r",
      "\r\n",
      "Library of the Future and Shakespeare CDROMS.  Project Gutenberg\r",
      "\r\n",
      "often releases Etexts that are NOT placed in the Public Domain!!\r",
      "\r\n",
      "\r",
      "\r\n"
     ]
    }
   ],
   "source": [
    "#SORT\n",
    "!head -n 5 $filename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "\r\n",
      "Library of the Future and Shakespeare CDROMS.  Project Gutenberg\r",
      "\r\n",
      "This is the 100th Etext file presented by Project Gutenberg, and\r",
      "\r\n",
      "is presented in cooperation with World Library, Inc., from their\r",
      "\r\n",
      "often releases Etexts that are NOT placed in the Public Domain!!\r",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!head -n 5 $filename | sort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "\r\n",
      "This is the 100th Etext file presented by Project Gutenberg, and\r",
      "\r\n",
      "Library of the Future and Shakespeare CDROMS.  Project Gutenberg\r",
      "\r\n",
      "is presented in cooperation with World Library, Inc., from their\r",
      "\r\n",
      "often releases Etexts that are NOT placed in the Public Domain!!\r",
      "\r\n"
     ]
    }
   ],
   "source": [
    "# columns separated by ' ', sort on column 2 (-k2), case insensitive (-f)\n",
    "!head -n 5 $filename | sort -f -t' ' -k2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  124505\r\n"
     ]
    }
   ],
   "source": [
    "!sort $filename | wc -l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  110834\r\n"
     ]
    }
   ],
   "source": [
    "# uniq command for getting unique records using -u option\n",
    "\n",
    "!sort $filename | uniq -u | wc -l"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lets bring it all together"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Count most frequent words in the text un UNIX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "502289 \r\n",
      "22678 the\r\n",
      "19163 I\r\n",
      "17868 and\r\n",
      "15324 to\r\n",
      "15216 of\r\n",
      "14779 \r",
      "\r\n",
      "12152 a\r\n",
      "10614 my\r\n",
      "9347 in\r\n",
      "8709 you\r\n",
      "7662 is\r\n",
      "7332 that\r\n",
      "7065 And\r\n",
      "6737 not\r\n",
      "sort: write failed: standard output: Broken pipe\r\n",
      "sort: write error\r\n"
     ]
    }
   ],
   "source": [
    "!sed -e 's/ /\\'$'\\n/g' < $filename | sort | uniq -c | sort -nr | head -15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# head stops after 15 lines, hence 'sort' command is sending the last two lines"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Write the output to a file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sort: write failed: standard output: Broken pipe\r\n",
      "sort: write error\r\n"
     ]
    }
   ],
   "source": [
    "!sed -e 's/ /\\'$'\\n/g' < $filename | sort | uniq -c | sort -nr | head -15 > count_vs_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "502289 \r\n",
      "22678 the\r\n",
      "19163 I\r\n",
      "17868 and\r\n",
      "15324 to\r\n",
      "15216 of\r\n",
      "14779 \r",
      "\r\n",
      "12152 a\r\n",
      "10614 my\r\n",
      "9347 in\r\n",
      "8709 you\r\n",
      "7662 is\r\n",
      "7332 that\r\n",
      "7065 And\r\n",
      "6737 not\r\n"
     ]
    }
   ],
   "source": [
    "!cat count_vs_words"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot by importing wordcounts into Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FcfdMbadM26vbH3FOd+9P8pUkz1hnXQAAG9bCEZz3HUkuTPK8JNdW1XcdtaoeQ1W9Mskr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1136406d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import csv\n",
    "\n",
    "xTicks = []\n",
    "y = []\n",
    "\n",
    "with open('count_vs_words','r') as csvfile:\n",
    "    plots = csv.reader(csvfile, delimiter=' ')\n",
    "    for row in plots:\n",
    "        y.append(int(row[-2]))\n",
    "        xTicks.append(str(row[-1]))\n",
    "\n",
    "#remove the count of spaces (first line)\n",
    "y = y[1:]\n",
    "xTicks = xTicks[1:]\n",
    "#plot\n",
    "x = range(len(y))\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.xticks(x, xTicks, rotation=90) #xlabel  with 90 degree angle\n",
    "plt.plot(x,y,'*')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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