DC article parsing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import urllib\n",
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "articleURL = \"http://www.deccanchronicle.com/sports/cricket/110717/ravi-shastri-appointed-new-indian-cricket-coach-zaheer-khan-new-bowling-coach.html\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "page = urlopen(articleURL).read().decode('utf8','ignore').replace('\\n',' ').replace('\\t','').replace('\\s','')\n",
    "soup = BeautifulSoup(page,'lxml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 4.01 Transitional//EN\" \"http://www.w3.org/TR/html4/loose.dtd\">\n",
       "<html lang=\"en\"> <head> <link href=\"http://www.deccanchronicle.com/amp/sports/cricket/110717/ravi-shastri-appointed-new-indian-cricket-coach-zaheer-khan-new-bowling-coach.html\" rel=\"amphtml\"/> <meta charset=\"utf-8\"/> <meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\"/> <meta content=\"width=device-width, initial-scale=1.0, maximum-scale=2.0, user-scalable=2\" name=\"viewport\"/> <!-- The above 3 meta tags *must* come first in the head; any other head content must come *after* these tags --> <meta content=\"Sports, Sports news, Cricket, Cricket news\" name=\"Keywords\"/> <meta content=\"Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling.\" name=\"Description\"/> <meta content=\"7lulWq6PYz8EHCUJqlvaWyz3RgNqIdvKw8ZJVn4yYuk\" name=\"google-site-verification\"/> <meta content=\"74E782D3908B699165199FBFE9B55491\" name=\"msvalidate.01\"/> <meta content=\"99543192159\" property=\"fb:pages\"/> <link href=\"/images/favicon.ico\" rel=\"icon\"/> <title>Ravi Shastri appointed new Indian cricket coach, Zaheer Khan new bowling coach</title> <meta content=\"Sports,Cricket,India,Delhi,New Delhi,bcci, zaheer khan, ravi shastri\" name=\"news_keywords\"/> <meta content=\"551152421719400\" property=\"fb:app_id\"/> <meta content=\"http://www.deccanchronicle.com/\" property=\"og:site_name\"/> <meta content=\"article\" property=\"og:type\"/> <meta content=\"Ravi Shastri appointed new Indian cricket coach, Zaheer Khan new bowling coach\" property=\"og:title\"/> <meta content=\"http://images.deccanchronicle.com/dc-Cover-bsnudco08r3igtj44duecnr7m4-20170711225757.Medi.jpeg\" property=\"og:image\"/> <meta content=\"Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling.\" property=\"og:description\"/> <meta content=\"http://www.deccanchronicle.com/sports/cricket/110717/ravi-shastri-appointed-new-indian-cricket-coach-zaheer-khan-new-bowling-coach.html\" property=\"og:url\"/> <meta content=\"Jul 11, 2017, 10:48 pm IST\" property=\"article:published_time\"/> <meta content=\"Jul 11, 2017, 11:09 pm IST\" http-equiv=\"Last-Modified\"/> <meta content=\"Ravi Shastri appointed new Indian cricket coach, Zaheer Khan new bowling coach\" name=\"tweetmeme-title\"/> <link href=\"http://images.deccanchronicle.com/dc-Cover-bsnudco08r3igtj44duecnr7m4-20170711225757.Medi.jpeg\" rel=\"image_src\"/> <!-- Twitter--> <meta content=\"summary_large_image\" name=\"twitter:card\"/> <meta content=\"@deccanchronicle\" name=\"twitter:site\"/> <meta content=\"deccanchronicle.com\" name=\"twitter:domain\"/> <meta content=\"http://www.deccanchronicle.com/sports/cricket/110717/ravi-shastri-appointed-new-indian-cricket-coach-zaheer-khan-new-bowling-coach.html\" name=\"twitter:url\"/> <meta content=\"Ravi Shastri appointed new Indian cricket coach, Zaheer Khan new bowling coach\" name=\"twitter:title\"/> <meta content=\"Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling.\" name=\"twitter:description\"/> <meta content=\"http://images.deccanchronicle.com/dc-Cover-bsnudco08r3igtj44duecnr7m4-20170711225757.Medi.jpeg\" name=\"twitter:image:src\"/> <meta content=\"@deccanchronicle\" name=\"twitter:creator\"/> <!-- Twitter--> <meta content=\"app-id=478674381\" name=\"Deccan Chronicle\"/> <!-- Bootstrap --> <link href=\"/css/normalize.css\" rel=\"stylesheet\"/> <link href=\"http://cdn.deccanchronicle.com/css/bootstrap.min.css\" rel=\"stylesheet\"/> <link href=\"http://cdn.deccanchronicle.com/css/font-awesome.min.css\" rel=\"stylesheet\"/> <link href=\"http://cdn.deccanchronicle.com/css/bootstrap-social.css\" rel=\"stylesheet\"/> <link href=\"/css/main.css\" rel=\"stylesheet\"/> <link href=\"/css/article.css\" rel=\"stylesheet\"/> <link href=\"/css/responsive.css\" rel=\"stylesheet\"/> <script src=\"http://cdn.deccanchronicle.com/js/jquery-1.10.2.js\"></script> <script src=\"http://cdn.deccanchronicle.com/js/jquery.onImagesLoad.min.js\"></script> <script src=\"http://cdn.deccanchronicle.com/js/jquery.lazyloadxt.min.js\"></script> <script async=\"\" src=\"//ht-dc.hoverr.media/js/tera_deccanchronicle.js\" type=\"text/javascript\"></script> <script type=\"text/javascript\">   var googletag = googletag || {};   googletag.cmd = googletag.cmd || [];   (function() {     var gads = document.createElement('script');     gads.async = true;     gads.type = 'text/javascript';     var useSSL = 'https:' == document.location.protocol;     gads.src = (useSSL ? 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articlecontent\"> <div class=\"story-main\"> <div class=\"story-metadata\"> <strong class=\"color\" style=\"text-transform: uppercase;\"><a href=\"/sports\">Sports</a>, <a href=\"/sports/cricket\">Cricket</a></strong> </div> <h1 class=\"headline\" style=\"width:100%;\"> <span>Ravi Shastri appointed new Indian cricket coach, Zaheer Khan new bowling coach</span> </h1> <div class=\"attribution\"> PTI<div class=\"pubStamp\"><div class=\"col-sm-5 col-xs-12 noPadding noMargin\"><span class=\"col-sm-3 col-xs-3 noPadding noMargin\"><b>Published  </b></span><!--<b>&nbsp;<i class='fa fa-clock-o'></i></b>&nbsp;-->Jul 11, 2017, 10:48 pm IST</div><div class=\"col-sm-6 col-xs-12 noPadding noMargin\"><span class=\"col-sm-2 col-xs-3 noPadding noMargin\"><b>Updated  </b></span><!--<b>&nbsp;<i class='fa fa-clock-o'></i></b>&nbsp;-->Jul 11, 2017, 11:09 pm IST</div></div> </div> <div class=\"vuukle-powerbar\"></div><div class=\"strap\"><span>Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling.</span></div> <!-- main story body starts here --> <div class=\"story-body\"> <div class=\"cover\"> <img alt=\"File photo of Ravi Shastri and Zaheer Khan. (Photo: PTI)\" class=\"coverimg\" cross-origin=\"anonymous\" data-adaptive-background=\"1\" data-big=\"\" src=\"http://images.deccanchronicle.com/dc-Cover-bsnudco08r3igtj44duecnr7m4-20170711225757.Medi.jpeg\" title=\"File photo of Ravi Shastri and Zaheer Khan. (Photo: PTI)\"/> <!-- <div class=\"placetag\"></div> --><div class=\"storyimg-caption\"><i class=\"fa fa-camera\"></i> File photo of Ravi Shastri and Zaheer Khan. (Photo: PTI)</div> </div> <!-- Story Content --> <div id=\"storyBody\" style=\"text-align: justify;overflow: visible;max-height: initial;\"> <p><strong>New Delhi: </strong>The BCCI today named Ravi Shastrias the new chief coach of the Indian cricket team with former fast bowling great Zaheer Khan being appointed the bowling coach for a period of two years.\"On Cricket Advisory Committee's recommendation, we have decided to appoint Ravi Shastri as the chief coach while Zaheer Khan will be appointed bowling coach for a period of two years,\" BCCI acting president CK Khanna confirmed the development to PTI today.</p> <p>It will be third stint with the national team for 55-year-old Shastri, who was earlier a Cricket Manager during 2007 tour of Bangladesh and then Team Director from 2014 August to 2016 June during which India won Test overseas series versus Sri Lanka, reached the semi-finals of 2015 World Cup and World T20 semi-finals in 2016.</p> <p>It was learnt that it was a fight between Shastri and Virender Sehwag but it was skipper Virat Kohli's strong recommendation about Shastri's earlier tenure that swung the deal in favour of BCCI's 'Man of All Seasons'. Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling India has ever produced. </p> </div> <!-- Story Content End --> <div class=\"articleTags\"><!-- Story Tags -->  Tags: <a href=\"/content/tags/bcci\">bcci</a>, <a href=\"/content/tags/zaheer-khan\">zaheer khan</a>, <a href=\"/content/tags/ravi-shastri\">ravi shastri</a></div> <div class=\"articleLocation\"> Location: <a href=\"/location/india\">India</a>, <a href=\"/location/india/delhi\">Delhi</a>, <a href=\"/location/india/delhi/new-delhi\">New Delhi</a></div><!-- Story Tags end --> <div class=\"ventunoVideo\"> </div> <p> </p> <!--<div id=\"vuukle-emote\"></div>--> <div class=\"vuukle-powerbar\"></div><br/><br/> <!-- Banner Ad --> <br/> </div> <!-- main content div starts here --> </div> </div> <div class=\"col-sm-12 \" style=\"padding: 10px 0 10px 0; \"> <div class=\"col-sm-12 col-xs-12 horiAd\" style=\"\"> <!-- DC All pages Top Leaderboard --> <ins class=\"adsbygoogle\" data-ad-client=\"ca-pub-4179177184249048\" data-ad-format=\"auto\" data-ad-slot=\"5124263244\" style=\"display:block\"></ins> <script> (adsbygoogle = window.adsbygoogle || []).push({}); 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(Photo: PTI)\" class=\"stry-hd-sml-t3-img lazy\" data-src=\"http://images.deccanchronicle.com/dc-Cover-1g5q3lvtqtequhugrd4jcnenn1-20170711171034.jpeg\" src=\"/images/blank_dc.png\" title=\"Ravi Shastri had already performed the role of Team India director from 2014 to 2016. (Photo: PTI)\"/> <!--cameraIcon--> </div> </div> </a> </div></div> <div class=\"col-lg-4 col-md-4 col-sm-6 col-xs-12 noPadding ad250x300\"> <!-- /1754161/DC_Allpages_RHS_extrarectangle_300x250 --> <div>ADVERTISEMENT</div> <div class=\"AdBox col-sm-12 col-xs-12\" id=\"div-gpt-ad-1423810244263-0\"> <!-- <script type=\"text/javascript\"> googletag.cmd.push(function() { googletag.display(\"div-gpt-ad-1423810244263-0\"); }); </script> --> </div> </div> <div align=\"center\" class='\\\"col-lg-4' col-md-4=\"\" col-sm-6=\"\" col-xs-12=\"\"><a href=\"http://epaperarchives.deccanchronicle.com/\"><img src=\"http://cdn.deccanchronicle.com/images/archives.jpg\"/></a></div> <div class=\"col-lg-4 col-md-4 col-sm-6 col-xs-12 noPadding ad250x300\"> <!-- /1754161/DC_Allpages_RHS_extrarectangle_300x250 --> <div>ADVERTISEMENT</div> <div class=\"AdBox col-sm-12 col-xs-12\" id=\"div-gpt-ad-1423810531536-0\"> <!-- <script type=\"text/javascript\"> googletag.cmd.push(function() { googletag.display(\"div-gpt-ad-1423810531536-0\"); 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articlecontent\"> <div class=\"story-main\"> <div class=\"story-metadata\"> <strong class=\"color\" style=\"text-transform: uppercase;\"><a href=\"/sports\">Sports</a>, <a href=\"/sports/cricket\">Cricket</a></strong> </div> <h1 class=\"headline\" style=\"width:100%;\"> <span>Ravi Shastri appointed new Indian cricket coach, Zaheer Khan new bowling coach</span> </h1> <div class=\"attribution\"> PTI<div class=\"pubStamp\"><div class=\"col-sm-5 col-xs-12 noPadding noMargin\"><span class=\"col-sm-3 col-xs-3 noPadding noMargin\"><b>Published  </b></span><!--<b>&nbsp;<i class='fa fa-clock-o'></i></b>&nbsp;-->Jul 11, 2017, 10:48 pm IST</div><div class=\"col-sm-6 col-xs-12 noPadding noMargin\"><span class=\"col-sm-2 col-xs-3 noPadding noMargin\"><b>Updated  </b></span><!--<b>&nbsp;<i class='fa fa-clock-o'></i></b>&nbsp;-->Jul 11, 2017, 11:09 pm IST</div></div> </div> <div class=\"vuukle-powerbar\"></div><div class=\"strap\"><span>Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling.</span></div> <!-- main story body starts here --> <div class=\"story-body\"> <div class=\"cover\"> <img alt=\"File photo of Ravi Shastri and Zaheer Khan. (Photo: PTI)\" class=\"coverimg\" cross-origin=\"anonymous\" data-adaptive-background=\"1\" data-big=\"\" src=\"http://images.deccanchronicle.com/dc-Cover-bsnudco08r3igtj44duecnr7m4-20170711225757.Medi.jpeg\" title=\"File photo of Ravi Shastri and Zaheer Khan. (Photo: PTI)\"/> <!-- <div class=\"placetag\"></div> --><div class=\"storyimg-caption\"><i class=\"fa fa-camera\"></i> File photo of Ravi Shastri and Zaheer Khan. (Photo: PTI)</div> </div> <!-- Story Content --> <div id=\"storyBody\" style=\"text-align: justify;overflow: visible;max-height: initial;\"> <p><strong>New Delhi: </strong>The BCCI today named Ravi Shastrias the new chief coach of the Indian cricket team with former fast bowling great Zaheer Khan being appointed the bowling coach for a period of two years.\"On Cricket Advisory Committee's recommendation, we have decided to appoint Ravi Shastri as the chief coach while Zaheer Khan will be appointed bowling coach for a period of two years,\" BCCI acting president CK Khanna confirmed the development to PTI today.</p> <p>It will be third stint with the national team for 55-year-old Shastri, who was earlier a Cricket Manager during 2007 tour of Bangladesh and then Team Director from 2014 August to 2016 June during which India won Test overseas series versus Sri Lanka, reached the semi-finals of 2015 World Cup and World T20 semi-finals in 2016.</p> <p>It was learnt that it was a fight between Shastri and Virender Sehwag but it was skipper Virat Kohli's strong recommendation about Shastri's earlier tenure that swung the deal in favour of BCCI's 'Man of All Seasons'. Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling India has ever produced. </p> </div> <!-- Story Content End --> <div class=\"articleTags\"><!-- Story Tags -->  Tags: <a href=\"/content/tags/bcci\">bcci</a>, <a href=\"/content/tags/zaheer-khan\">zaheer khan</a>, <a href=\"/content/tags/ravi-shastri\">ravi shastri</a></div> <div class=\"articleLocation\"> Location: <a href=\"/location/india\">India</a>, <a href=\"/location/india/delhi\">Delhi</a>, <a href=\"/location/india/delhi/new-delhi\">New Delhi</a></div><!-- Story Tags end --> <div class=\"ventunoVideo\"> </div> <p> </p> <!--<div id=\"vuukle-emote\"></div>--> <div class=\"vuukle-powerbar\"></div><br/><br/> <!-- Banner Ad --> <br/> </div> <!-- main content div starts here --> </div> </div> <div class=\"col-sm-12 \" style=\"padding: 10px 0 10px 0; \"> <div class=\"col-sm-12 col-xs-12 horiAd\" style=\"\"> <!-- DC All pages Top Leaderboard --> <ins class=\"adsbygoogle\" data-ad-client=\"ca-pub-4179177184249048\" data-ad-format=\"auto\" data-ad-slot=\"5124263244\" style=\"display:block\"></ins> <script> (adsbygoogle = window.adsbygoogle || []).push({}); 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(Photo: PTI)\"/> <!--cameraIcon--> </div> </div> </a> </div></div> <div class=\"col-lg-4 col-md-4 col-sm-6 col-xs-12 noPadding ad250x300\"> <!-- /1754161/DC_Allpages_RHS_extrarectangle_300x250 --> <div>ADVERTISEMENT</div> <div class=\"AdBox col-sm-12 col-xs-12\" id=\"div-gpt-ad-1423810244263-0\"> <!-- <script type=\"text/javascript\"> googletag.cmd.push(function() { googletag.display(\"div-gpt-ad-1423810244263-0\"); }); </script> --> </div> </div> <div align=\"center\" class='\\\"col-lg-4' col-md-4=\"\" col-sm-6=\"\" col-xs-12=\"\"><a href=\"http://epaperarchives.deccanchronicle.com/\"><img src=\"http://cdn.deccanchronicle.com/images/archives.jpg\"/></a></div> <div class=\"col-lg-4 col-md-4 col-sm-6 col-xs-12 noPadding ad250x300\"> <!-- /1754161/DC_Allpages_RHS_extrarectangle_300x250 --> <div>ADVERTISEMENT</div> <div class=\"AdBox col-sm-12 col-xs-12\" id=\"div-gpt-ad-1423810531536-0\"> <!-- <script type=\"text/javascript\"> googletag.cmd.push(function() { googletag.display(\"div-gpt-ad-1423810531536-0\"); }); </script> --> </div> </div> <script type=\"application/ld+json\"> {   \"@context\": \"http://schema.org\",   \"@type\": \"NewsArticle\",   \"mainEntityOfPage\": {     \"@type\": \"WebPage\",     \"@id\": \"http://www.deccanchronicle.com/sports/cricket/110717/ravi-shastri-appointed-new-indian-cricket-coach-zaheer-khan-new-bowling-coach.html\"   },   \"headline\": \"Ravi Shastri appointed new Indian cricket coach, Zaheer Khan new bowling coach\",   \"image\": {     \"@type\": \"ImageObject\",     \"url\": \"http://images.deccanchronicle.com/dc-Cover-bsnudco08r3igtj44duecnr7m4-20170711225757.Medi.jpeg\",     \"height\": 400,     \"width\": 800   },   \"datePublished\": \"Jul 11, 2017, 10:48 pm IST\",   \"dateModified\": \"Jul 11, 2017, 11:09 pm IST\",   \"author\": {     \"@type\": \"Person\",     \"name\": \"PTI\"   },   \"publisher\": {     \"@type\": \"Organization\",     \"name\": \"Deccan Chronicle\",     \"logo\": {       \"@type\": \"ImageObject\",       \"url\": \"http://www.deccanchronicle.com/images/logo.png\",       \"width\": 292,       \"height\": 60     }   },   \"description\": \"Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling.\" } </script> </div><!-- content body end --> <div class=\"footer\"> <!-- footer --> <div class=\"container\"> <div class=\" col-sm-12 footerBigLinks noPadding uCase\"> <a href=\"/\">Home</a> <a href=\"http://www.asianage.com/\">Asian Age</a> <a href=\"http://www.andhrabhoomi.net/\">Andhrabhoomi</a> <a href=\"http://www.mydigitalfc.com/\">Financial Chronicle</a> <a href=\"/about-us\">About Us</a> <a href=\"/contact-us\">Contact Us</a> <a href=\"/classifieds\">Classifieds</a> <a href=\"http://www.ads2dc.com/\">Book Classifieds</a> <a href=\"/feedback\">Feedback</a> <a href=\"http://epaper.deccanchronicle.com/states.aspx\">E-Paper</a> <a href=\"/privacy-policy\">Privacy Policy</a> </div> <br/><hr/> <div class=\" col-sm-12 noPadding copyRight\"> Copyright © 2015 - 2017 Deccan Chronicle.  </div> <br/> <div class=\" col-sm-12 noPadding copyRightDis\"> Designed, Developed &amp; 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flag = !flag;     imgShow++; }     if(imgShow>3){imgShow=0;} }, 3000); }  function runBanner(imgShow){     $img.attr('src', Banimages[imgShow] );     $img.attr('title', Bantitle[imgShow] );     $bUrl.attr('href', Banurl[imgShow] );     $('#galleryCaption').text(Bantitle[imgShow] );     $('#banImgTitleRun').text( $( \"#t\"+(imgShow+1)+\" div.thumbH3\" ).text() );     $('.thumb-gal-a').removeClass(\"thumbSelect\"); $('#t'+(imgShow+1)).addClass(\"thumbSelect\"); }  function hoverBanner(imgShow){ bannerPause = false; runBanner(imgShow-1); } function outBanner(){ bannerPause = true; }  function autoRefresh() { if($(\"#autoRefresh\").is(':checked')){    window.location.reload(); } }    function blinkeffect(selector, speed) { $(selector).fadeOut(speed*2, function() { $(this).fadeIn(speed, function() { blinkeffect(this,speed); }); }); }     $(document).ready(function() {     var $window = $(window);  $('#cImg').onImagesLoad({             each : eachItemLoaded         });         //the 'each' callback is invoked once for each item that $('.imageSection') encapsulates         //i.e. $('.imageSection').length == 2 here, so the 'each' callback will be invoked twice         function eachItemLoaded(domObject){ //note: this == domObject. domObject will be the <div class=\"imageSection\" /> that has just finished loading all of its images             //console.log('new width --: '); checkWidth();         }                        //- Top Navigation blinkeffect('.liveBg',2000); blinkeffect('.breakingBg',1000);  $( \".navMob, .navMobC\" ).click(function() {//Side Menu   if($(\"#toggleNav\").is(\":visible\")){   $('body').css({'overflow':'auto'});   }else{   $('body').css({'overflow':'hidden'});   //$('#toggleNav').addClass('top-bar-fixed');   }   $( \"#toggleNav\" ).toggle( \"slide\" ); }); $('html').click(function() { $( \"#toggleNav\" ).slideUp(); $('body').css('overflow','auto'); }); $('#top-bar').click(function(event){     event.stopPropagation(); });  //- Top Navigation end           $(window).bind('scroll', function() {       if ($(window).scrollTop() > 145) {         $('#top-bar').addClass('top-bar-fixed');         $('.tool-bar-logo').show(000);         if ($window.width() < 768){         $('.top-left').hide(100);         $('.tool-bar-logo .navMob').show(00);         }        }        else {          $('#top-bar').removeClass('top-bar-fixed');          $('.tool-bar-logo').hide(000);          if ($window.width() < 768){          $('.top-left').show(100);          $('.tool-bar-logo .navMob').hide(00);          }        }     });         // Optimalisation: Store the references outside the event handler:     if ($window.width() < 768){//if mobile startImgLoad = setInterval(ticker, 500); }else{ startImgLoad = setInterval(ticker, 100); }  function optimizeStoryImages(){ $('#storyBody img').each(         function(){             var theWidth = $(this).width();             var theHeight = $(this).height(); var windowHeight = $window.height(); var shouldHeight = $window.height()-($('#top-bar').height()+10);//+($window.height()/3);  if(theHeight >= theWidth && theHeight > shouldHeight){             //$(this).css({'margin-top': -theHeight / 2 + 'px', 'margin-left': -theWidth / 2 + 'px'});             $(this).css({'height': shouldHeight + 'px', 'width': 'auto'}); jQuery(this).parents('p').addClass('imgCenter'); } jQuery(this).parents('p').addClass('imgCenter');          }); } function optimizeImage(wWidth,wHeight){  if(document.getElementById('cImg')){ wWidth = $('.cover').width(); var h = document.getElementById('cImg').naturalHeight; var w = document.getElementById('cImg').naturalWidth; //alert('height:'+h+' width:'+w); //alert(wHeight+' '+h); //newPercentWidth = $('.cover').width() * (1 - 0.10); newPercentWidth = $('.cover').width(); //console.log('imgOrg w:'+w+' new per: '+newPercentWidth+' :: '+$('.cover').width()); if(w<newPercentWidth && h<=w){//if image width smaller then container $('.cover img').css('height', 'auto' ); $('.cover img').css('width', 'auto' ); }else if(w>wWidth){ $('.cover img').css('height', 'auto' ); //$('.cover img').css('width', '90%' ); $('.cover img').css('width', newPercentWidth ); //console.log('new width : '+newPercentWidth); }else if(h>wHeight){ $('.cover img').css('height', wHeight ); $('.cover img').css('width', 'auto' ); //$('.cover img').css('width', 'auto w' ); } }  }     function checkWidth() {         var windowsize = $window.width();         var windowHeight = $window.height(); optimizeImage(windowsize, windowHeight); optimizeStoryImages();         $('#toggleNav').height(windowHeight);         $('#toggleNav .sideNav').height(windowHeight-200);                  if (windowsize < 768) {//small device less then 801px width             $('#nationRight').addClass(\"noPadding\");             $('.topStoryContainer').css('border',0 );             //Gallery             $('.galleryContainerM').css('display','none' );             $('.tumbList h2 span').text('Gallery' );             $('.thumb-gal-a').css('height','auto' );             $('.outerThumb').css('max-height','none' );             //$('.outerThumb img').css({'max-height': windowHeight-10 , 'width': 'auto' });             //$('.thumbH3').css('height','auto' );             $('.stry-hd-sml-cnt').css('height','auto' );             $('#thumbNav').css('height','auto' );                      }else{         //alert($('.galleryContainer').height());         theHeight = $('.galleryContainer').height();         $('#thumbNav').css('height', theHeight );         //$('#thumbNav').css('height', '426' );         $('#nationRight').removeClass(\"noPadding\");         if (bannerRunning){}else{actTimer();bannerRunning=true;         }         //$('.thumb-gal-a').css('max-height','24.5%' );         }     }     // Execute on load     checkWidth();     // Bind event listener     $(window).resize(checkWidth);  $('#cImg').on('load', function(){  checkWidth();  }); $(\"#arrowR\").click(function(){         fScrollNow(20, 'r');     });     $(\"#arrowL\").click(function(){         fScrollNow(20, 'l');     });       $(\"#arrowL\").hover(function() {             // call doStuff every 100 milliseconds             hoverInterval = setInterval(function(){fScrollNow(10, 'l')}, 100);         },         function() {             // stop calling doStuff             clearInterval(hoverInterval);         } );      $(\"#arrowR\").hover(function() {             // call doStuff every 100 milliseconds             hoverInterval = setInterval(function(){fScrollNow(10, 'r')}, 100);         },         function() {             // stop calling doStuff             clearInterval(hoverInterval);         } ); }); function fScrollNow(to, which){ if(which=='r'){ $(\"div.Ccontainer\").scrollLeft($(\"div.Ccontainer\").scrollLeft()+to) }else{ $(\"div.Ccontainer\").scrollLeft($(\"div.Ccontainer\").scrollLeft()-to) } } function currentGalImage(){ curr_img = $(\"#cImg\").attr(\"src\"); //curr_img = curr_img.replace(\"preview\", \"thumb\"); curr_img = curr_img.replace(\"Medi\", \"original\"); for (i = 0; i < Galimages.length; i++) {  //console.log(Galimages[i]+' == '+curr_img); if(Galimages[i] == curr_img){return i;} } return \"nothing\"; } function changeImage(what){ currImageId = currentGalImage(); if(what==\"forward\"){ newImageId = currImageId+1; if(newImageId>(Galimages.length-1)){newImageId=0;} }else{ newImageId = currImageId-1; if(newImageId<0){newImageId=Galimages.length;} } newImageSrc = Galimages[newImageId]; newImageTtiel = Galtitle[newImageId]; newUrl = Galurl[newImageId]; if(isMobile==0) { newImageSrc = newImageSrc.replace(\"thumb\", \"preview\"); } //$(\"#cImg\").fadeOut();  $('#cImg').attr('src', newImageSrc ); $('#cImg').attr('alt', newImageTtiel ); $('#cImg').attr('title', newImageTtiel ); $('#storyimg-caption').text( newImageTtiel ); if (window.history.replaceState) {    //prevents browser from storing history with each change:    window.history.replaceState('', newImageTtiel, newUrl); } //$(\"#cImg\").delay(200).fadeIn(); //console.log(currImageId+':'+newImageSrc); }   </script> <!-- jQuery (necessary for Bootstrap's JavaScript plugins) --> <!-- Include all compiled plugins (below), or include individual files as needed --> <script src=\"http://cdn.deccanchronicle.com/js/bootstrap.min.js\"></script> <!-- IE10 viewport hack for Surface/desktop Windows 8 bug --> <script src=\"http://cdn.deccanchronicle.com/js/ie10-viewport-bug-workaround.js\"></script> <script> var ticker = function(){ var lazyImages = []; (function(){     /*$(\"img.lazy\").each(function(){       lazyImages.push($(this).attr('src'));       $(this).attr('src', $(this).attr('data-src'));       $(this).attr('data-src', '');       $(this).removeClass(\"lazy\");       return false;     })     //console.log(lazyImages.length +\" - \"+lazyImages);     if(lazyImages.length == 0){clearInterval(startImgLoad);}*/   })() }; var startImgLoad = \"\";  $(document).ready(function () { reSetIframes(); $( \"div.fb-post\" ).parent().css( \"text-align\", \"center\" );  }); function reSetIframes(){ $fluidEl = $(\".story-body\"); newWidth = $fluidEl.width(); var $allVideos = $(\"iframe[src*='//player.vimeo.com'], iframe[src*='//www.youtube.com']\");  $allVideos.each(  //$(\"iframe\").each( function(index, elem) {  newHeight = elem.height * newWidth / elem.width;  //console.log(elem.height);  srcString = this.src;  var res = srcString.match(/googlesyndication/g);  //alert(srcString+' : '+res);  //console.log(\"---\"+res); if(newWidth>0 && newHeight>0 && res != 'googlesyndication'){ //alert('ping'); //console.log(\"--->\"+res);  elem.setAttribute(\"width\",newWidth);  elem.setAttribute(\"height\",newHeight);}  }  ); } // When the window is resized $(window).resize(function() { reSetIframes(); }).resize(); $('#cImg.img').bind('load', function(){ // image ready         // do stuff here //alert('here'); //console.log('image loaded now...'); });   function uncheckedAutoRefresh() { document.getElementById(\"autoRefresh\").checked = false; } function checkedAutoRefresh() {     if(document.getElementById(\"autoRefresh\").checked == true) {       document.getElementById(\"autoRefreshHidden\").value='checked';     } else {       document.getElementById(\"autoRefreshHidden\").value='';     }     document.autoRefFrm.submit();   }  </script> <style> .ctable{ width: 100%; overflow-x: scroll; } </style> <form action=\"\" method=\"post\" name=\"autoRefFrm\"><input id=\"autoRefreshHidden\" name=\"autoRefreshHidden\" type=\"hidden\"/></form> <span id=\"saveViewDiv\"></span> <script src=\"http://3216.tm.zedo.com/v1/1fac10c4-c029-4b09-a2e3-df38b2364d56/tm.js\"></script><script type=\"text/javascript\">   window._taboola = window._taboola || [];   _taboola.push({flush: true}); </script> <!-- Content sharing widget --> <script type=\"text/javascript\">    window._taboola = window._taboola || [];   _taboola.push({article:'auto'});   !function (e, f, u) {     e.async = 1;     e.src = u;     f.parentNode.insertBefore(e, f);   }(document.createElement('script'),   document.getElementsByTagName('script')[0],   '//cdn.taboola.com/libtrc/deccanchronicle/loader.js'); </script> <!-- end of Content sharing widget --><!-- <div id=\"taboola-right-rail-thumbnails\"></div> --> <script type=\"text/javascript\">   window._taboola = window._taboola || [];   _taboola.push({     mode: 'alternating-thumbnails-rr',     container: 'taboola-right-rail-thumbnails',     placement: 'Right Rail Thumbnails',     target_type: 'mix'   }); </script><script type=\"text/javascript\">        window._taboola = window._taboola || [];   _taboola.push({   mode: 'organic-thumbnails-b',   container: 'taboola-below-article-organic-thumbnails',   placement: 'Below Article Organic Thumbnails',   target_type: 'mix'   });    window._taboola = window._taboola || [];   _taboola.push({     mode: 'thumbnails-a',     container: 'taboola-below-article-thumbnails',     placement: 'Below Article Thumbnails',     target_type: 'mix'   }); </script><!-- Vuukle --> <!-- <div id=\"vuukle_div\"></div> --> <script src=\"http://vuukle.com/js/vuukle.js\" type=\"text/javascript\"></script><script type=\"text/javascript\"> var UNIQUE_ARTICLE_ID = \"a-375343\"; var SECTION_TAGS =  \"Sports, Cricket\"; var ARTICLE_TITLE = \"Ravi Shastri appointed new Indian cricket coach, Zaheer Khan new bowling coach\"; var GA_CODE = \"UA-70871359-2\"; var VUUKLE_API_KEY = \"de0e13e8-531d-43ce-a154-0cc6451118ef\"; // This is your Vuukle API KEY var TRANSLITERATE_LANGUAGE_CODE = \"en\"; //\"en\" for English, \"hi\" for hindi var VUUKLE_COL_CODE = \"0073B5\"; var ARTICLE_AUTHORS = btoa(\"\"); create_vuukle_platform(VUUKLE_API_KEY, UNIQUE_ARTICLE_ID, \"0\", SECTION_TAGS, ARTICLE_TITLE, TRANSLITERATE_LANGUAGE_CODE , \"1\", \"\", GA_CODE, VUUKLE_COL_CODE, ARTICLE_AUTHORS); </script> <!-- end of Vuukle --></body></html> "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find('story-body')\n",
    "soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'   \\xa0File photo of Ravi Shastri and Zaheer Khan. (Photo: PTI)    New Delhi: The BCCI today named Ravi Shastrias the new chief coach of the Indian cricket team with former fast bowling great Zaheer Khan being appointed the bowling coach for a period of two years.\"On Cricket Advisory Committee\\'s recommendation, we have decided to appoint Ravi Shastri as the chief coach while Zaheer Khan will be appointed bowling coach for a period of two years,\" BCCI acting president CK Khanna confirmed the development to PTI today. It will be third stint with the national team for 55-year-old Shastri, who was earlier a Cricket Manager during 2007 tour of Bangladesh and then Team Director from 2014 August to 2016 June during which India won Test overseas series versus Sri Lanka, reached the semi-finals of 2015 World Cup and World T20 semi-finals in 2016. It was learnt that it was a fight between Shastri and Virender Sehwag but it was skipper Virat Kohli\\'s strong recommendation about Shastri\\'s earlier tenure that swung the deal in favour of BCCI\\'s \\'Man of All Seasons\\'. Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling India has ever produced.\\xa0     Tags: bcci, zaheer khan, ravi shastri  Location: India, Delhi, New Delhi   \\xa0     '"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = ''. join(map(lambda p:p.text,soup.findAll(\"div\", class_=\"story-body\")))\n",
    "text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "text = re.sub(r'[^\\x00-\\x7f]',r'',text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.tokenize import sent_tokenize, word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from string import punctuation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['   File photo of Ravi Shastri and Zaheer Khan.',\n",
       " '(Photo: PTI)    New Delhi: The BCCI today named Ravi Shastrias the new chief coach of the Indian cricket team with former fast bowling great Zaheer Khan being appointed the bowling coach for a period of two years.',\n",
       " '\"On Cricket Advisory Committee\\'s recommendation, we have decided to appoint Ravi Shastri as the chief coach while Zaheer Khan will be appointed bowling coach for a period of two years,\" BCCI acting president CK Khanna confirmed the development to PTI today.',\n",
       " 'It will be third stint with the national team for 55-year-old Shastri, who was earlier a Cricket Manager during 2007 tour of Bangladesh and then Team Director from 2014 August to 2016 June during which India won Test overseas series versus Sri Lanka, reached the semi-finals of 2015 World Cup and World T20 semi-finals in 2016.',\n",
       " \"It was learnt that it was a fight between Shastri and Virender Sehwag but it was skipper Virat Kohli's strong recommendation about Shastri's earlier tenure that swung the deal in favour of BCCI's 'Man of All Seasons'.\",\n",
       " 'Zaheer Khan, who last played international cricket in 2014, is considered to be one of finest exponents of swing bowling India has ever produced.',\n",
       " 'Tags: bcci, zaheer khan, ravi shastri  Location: India, Delhi, New Delhi']"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sents = sent_tokenize(text)\n",
    "sents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['file',\n",
       " 'photo',\n",
       " 'of',\n",
       " 'ravi',\n",
       " 'shastri',\n",
       " 'and',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " '.',\n",
       " '(',\n",
       " 'photo',\n",
       " ':',\n",
       " 'pti',\n",
       " ')',\n",
       " 'new',\n",
       " 'delhi',\n",
       " ':',\n",
       " 'the',\n",
       " 'bcci',\n",
       " 'today',\n",
       " 'named',\n",
       " 'ravi',\n",
       " 'shastrias',\n",
       " 'the',\n",
       " 'new',\n",
       " 'chief',\n",
       " 'coach',\n",
       " 'of',\n",
       " 'the',\n",
       " 'indian',\n",
       " 'cricket',\n",
       " 'team',\n",
       " 'with',\n",
       " 'former',\n",
       " 'fast',\n",
       " 'bowling',\n",
       " 'great',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " 'being',\n",
       " 'appointed',\n",
       " 'the',\n",
       " 'bowling',\n",
       " 'coach',\n",
       " 'for',\n",
       " 'a',\n",
       " 'period',\n",
       " 'of',\n",
       " 'two',\n",
       " 'years',\n",
       " '.',\n",
       " '``',\n",
       " 'on',\n",
       " 'cricket',\n",
       " 'advisory',\n",
       " 'committee',\n",
       " \"'s\",\n",
       " 'recommendation',\n",
       " ',',\n",
       " 'we',\n",
       " 'have',\n",
       " 'decided',\n",
       " 'to',\n",
       " 'appoint',\n",
       " 'ravi',\n",
       " 'shastri',\n",
       " 'as',\n",
       " 'the',\n",
       " 'chief',\n",
       " 'coach',\n",
       " 'while',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " 'will',\n",
       " 'be',\n",
       " 'appointed',\n",
       " 'bowling',\n",
       " 'coach',\n",
       " 'for',\n",
       " 'a',\n",
       " 'period',\n",
       " 'of',\n",
       " 'two',\n",
       " 'years',\n",
       " ',',\n",
       " \"''\",\n",
       " 'bcci',\n",
       " 'acting',\n",
       " 'president',\n",
       " 'ck',\n",
       " 'khanna',\n",
       " 'confirmed',\n",
       " 'the',\n",
       " 'development',\n",
       " 'to',\n",
       " 'pti',\n",
       " 'today',\n",
       " '.',\n",
       " 'it',\n",
       " 'will',\n",
       " 'be',\n",
       " 'third',\n",
       " 'stint',\n",
       " 'with',\n",
       " 'the',\n",
       " 'national',\n",
       " 'team',\n",
       " 'for',\n",
       " '55-year-old',\n",
       " 'shastri',\n",
       " ',',\n",
       " 'who',\n",
       " 'was',\n",
       " 'earlier',\n",
       " 'a',\n",
       " 'cricket',\n",
       " 'manager',\n",
       " 'during',\n",
       " '2007',\n",
       " 'tour',\n",
       " 'of',\n",
       " 'bangladesh',\n",
       " 'and',\n",
       " 'then',\n",
       " 'team',\n",
       " 'director',\n",
       " 'from',\n",
       " '2014',\n",
       " 'august',\n",
       " 'to',\n",
       " '2016',\n",
       " 'june',\n",
       " 'during',\n",
       " 'which',\n",
       " 'india',\n",
       " 'won',\n",
       " 'test',\n",
       " 'overseas',\n",
       " 'series',\n",
       " 'versus',\n",
       " 'sri',\n",
       " 'lanka',\n",
       " ',',\n",
       " 'reached',\n",
       " 'the',\n",
       " 'semi-finals',\n",
       " 'of',\n",
       " '2015',\n",
       " 'world',\n",
       " 'cup',\n",
       " 'and',\n",
       " 'world',\n",
       " 't20',\n",
       " 'semi-finals',\n",
       " 'in',\n",
       " '2016.',\n",
       " 'it',\n",
       " 'was',\n",
       " 'learnt',\n",
       " 'that',\n",
       " 'it',\n",
       " 'was',\n",
       " 'a',\n",
       " 'fight',\n",
       " 'between',\n",
       " 'shastri',\n",
       " 'and',\n",
       " 'virender',\n",
       " 'sehwag',\n",
       " 'but',\n",
       " 'it',\n",
       " 'was',\n",
       " 'skipper',\n",
       " 'virat',\n",
       " 'kohli',\n",
       " \"'s\",\n",
       " 'strong',\n",
       " 'recommendation',\n",
       " 'about',\n",
       " 'shastri',\n",
       " \"'s\",\n",
       " 'earlier',\n",
       " 'tenure',\n",
       " 'that',\n",
       " 'swung',\n",
       " 'the',\n",
       " 'deal',\n",
       " 'in',\n",
       " 'favour',\n",
       " 'of',\n",
       " 'bcci',\n",
       " \"'s\",\n",
       " \"'man\",\n",
       " 'of',\n",
       " 'all',\n",
       " 'seasons',\n",
       " \"'\",\n",
       " '.',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " ',',\n",
       " 'who',\n",
       " 'last',\n",
       " 'played',\n",
       " 'international',\n",
       " 'cricket',\n",
       " 'in',\n",
       " '2014',\n",
       " ',',\n",
       " 'is',\n",
       " 'considered',\n",
       " 'to',\n",
       " 'be',\n",
       " 'one',\n",
       " 'of',\n",
       " 'finest',\n",
       " 'exponents',\n",
       " 'of',\n",
       " 'swing',\n",
       " 'bowling',\n",
       " 'india',\n",
       " 'has',\n",
       " 'ever',\n",
       " 'produced',\n",
       " '.',\n",
       " 'tags',\n",
       " ':',\n",
       " 'bcci',\n",
       " ',',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " ',',\n",
       " 'ravi',\n",
       " 'shastri',\n",
       " 'location',\n",
       " ':',\n",
       " 'india',\n",
       " ',',\n",
       " 'delhi',\n",
       " ',',\n",
       " 'new',\n",
       " 'delhi']"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words_sent = word_tokenize(text.lower())\n",
    "words_sent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'!',\n",
       " '\"',\n",
       " '#',\n",
       " '$',\n",
       " '%',\n",
       " '&',\n",
       " \"'\",\n",
       " '(',\n",
       " ')',\n",
       " '*',\n",
       " '+',\n",
       " ',',\n",
       " '-',\n",
       " '.',\n",
       " '/',\n",
       " ':',\n",
       " ';',\n",
       " '<',\n",
       " '=',\n",
       " '>',\n",
       " '?',\n",
       " '@',\n",
       " '[',\n",
       " '\\\\',\n",
       " ']',\n",
       " '^',\n",
       " '_',\n",
       " '`',\n",
       " 'a',\n",
       " 'about',\n",
       " 'above',\n",
       " 'after',\n",
       " 'again',\n",
       " 'against',\n",
       " 'ain',\n",
       " 'all',\n",
       " 'am',\n",
       " 'an',\n",
       " 'and',\n",
       " 'any',\n",
       " 'are',\n",
       " 'aren',\n",
       " 'as',\n",
       " 'at',\n",
       " 'be',\n",
       " 'because',\n",
       " 'been',\n",
       " 'before',\n",
       " 'being',\n",
       " 'below',\n",
       " 'between',\n",
       " 'both',\n",
       " 'but',\n",
       " 'by',\n",
       " 'can',\n",
       " 'couldn',\n",
       " 'd',\n",
       " 'did',\n",
       " 'didn',\n",
       " 'do',\n",
       " 'does',\n",
       " 'doesn',\n",
       " 'doing',\n",
       " 'don',\n",
       " 'down',\n",
       " 'during',\n",
       " 'each',\n",
       " 'few',\n",
       " 'for',\n",
       " 'from',\n",
       " 'further',\n",
       " 'had',\n",
       " 'hadn',\n",
       " 'has',\n",
       " 'hasn',\n",
       " 'have',\n",
       " 'haven',\n",
       " 'having',\n",
       " 'he',\n",
       " 'her',\n",
       " 'here',\n",
       " 'hers',\n",
       " 'herself',\n",
       " 'him',\n",
       " 'himself',\n",
       " 'his',\n",
       " 'how',\n",
       " 'i',\n",
       " 'if',\n",
       " 'in',\n",
       " 'into',\n",
       " 'is',\n",
       " 'isn',\n",
       " 'it',\n",
       " 'its',\n",
       " 'itself',\n",
       " 'just',\n",
       " 'll',\n",
       " 'm',\n",
       " 'ma',\n",
       " 'me',\n",
       " 'mightn',\n",
       " 'more',\n",
       " 'most',\n",
       " 'mustn',\n",
       " 'my',\n",
       " 'myself',\n",
       " 'needn',\n",
       " 'no',\n",
       " 'nor',\n",
       " 'not',\n",
       " 'now',\n",
       " 'o',\n",
       " 'of',\n",
       " 'off',\n",
       " 'on',\n",
       " 'once',\n",
       " 'only',\n",
       " 'or',\n",
       " 'other',\n",
       " 'our',\n",
       " 'ours',\n",
       " 'ourselves',\n",
       " 'out',\n",
       " 'over',\n",
       " 'own',\n",
       " 're',\n",
       " 's',\n",
       " 'same',\n",
       " 'shan',\n",
       " 'she',\n",
       " 'should',\n",
       " 'shouldn',\n",
       " 'so',\n",
       " 'some',\n",
       " 'such',\n",
       " 't',\n",
       " 'than',\n",
       " 'that',\n",
       " 'the',\n",
       " 'their',\n",
       " 'theirs',\n",
       " 'them',\n",
       " 'themselves',\n",
       " 'then',\n",
       " 'there',\n",
       " 'these',\n",
       " 'they',\n",
       " 'this',\n",
       " 'those',\n",
       " 'through',\n",
       " 'to',\n",
       " 'too',\n",
       " 'under',\n",
       " 'until',\n",
       " 'up',\n",
       " 've',\n",
       " 'very',\n",
       " 'was',\n",
       " 'wasn',\n",
       " 'we',\n",
       " 'were',\n",
       " 'weren',\n",
       " 'what',\n",
       " 'when',\n",
       " 'where',\n",
       " 'which',\n",
       " 'while',\n",
       " 'who',\n",
       " 'whom',\n",
       " 'why',\n",
       " 'will',\n",
       " 'with',\n",
       " 'won',\n",
       " 'wouldn',\n",
       " 'y',\n",
       " 'you',\n",
       " 'your',\n",
       " 'yours',\n",
       " 'yourself',\n",
       " 'yourselves',\n",
       " '{',\n",
       " '|',\n",
       " '}',\n",
       " '~'}"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_stopwords = set(stopwords.words('english')+list(punctuation))\n",
    "_stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['file',\n",
       " 'photo',\n",
       " 'ravi',\n",
       " 'shastri',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " 'photo',\n",
       " 'pti',\n",
       " 'new',\n",
       " 'delhi',\n",
       " 'bcci',\n",
       " 'today',\n",
       " 'named',\n",
       " 'ravi',\n",
       " 'shastrias',\n",
       " 'new',\n",
       " 'chief',\n",
       " 'coach',\n",
       " 'indian',\n",
       " 'cricket',\n",
       " 'team',\n",
       " 'former',\n",
       " 'fast',\n",
       " 'bowling',\n",
       " 'great',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " 'appointed',\n",
       " 'bowling',\n",
       " 'coach',\n",
       " 'period',\n",
       " 'two',\n",
       " 'years',\n",
       " '``',\n",
       " 'cricket',\n",
       " 'advisory',\n",
       " 'committee',\n",
       " \"'s\",\n",
       " 'recommendation',\n",
       " 'decided',\n",
       " 'appoint',\n",
       " 'ravi',\n",
       " 'shastri',\n",
       " 'chief',\n",
       " 'coach',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " 'appointed',\n",
       " 'bowling',\n",
       " 'coach',\n",
       " 'period',\n",
       " 'two',\n",
       " 'years',\n",
       " \"''\",\n",
       " 'bcci',\n",
       " 'acting',\n",
       " 'president',\n",
       " 'ck',\n",
       " 'khanna',\n",
       " 'confirmed',\n",
       " 'development',\n",
       " 'pti',\n",
       " 'today',\n",
       " 'third',\n",
       " 'stint',\n",
       " 'national',\n",
       " 'team',\n",
       " '55-year-old',\n",
       " 'shastri',\n",
       " 'earlier',\n",
       " 'cricket',\n",
       " 'manager',\n",
       " '2007',\n",
       " 'tour',\n",
       " 'bangladesh',\n",
       " 'team',\n",
       " 'director',\n",
       " '2014',\n",
       " 'august',\n",
       " '2016',\n",
       " 'june',\n",
       " 'india',\n",
       " 'test',\n",
       " 'overseas',\n",
       " 'series',\n",
       " 'versus',\n",
       " 'sri',\n",
       " 'lanka',\n",
       " 'reached',\n",
       " 'semi-finals',\n",
       " '2015',\n",
       " 'world',\n",
       " 'cup',\n",
       " 'world',\n",
       " 't20',\n",
       " 'semi-finals',\n",
       " '2016.',\n",
       " 'learnt',\n",
       " 'fight',\n",
       " 'shastri',\n",
       " 'virender',\n",
       " 'sehwag',\n",
       " 'skipper',\n",
       " 'virat',\n",
       " 'kohli',\n",
       " \"'s\",\n",
       " 'strong',\n",
       " 'recommendation',\n",
       " 'shastri',\n",
       " \"'s\",\n",
       " 'earlier',\n",
       " 'tenure',\n",
       " 'swung',\n",
       " 'deal',\n",
       " 'favour',\n",
       " 'bcci',\n",
       " \"'s\",\n",
       " \"'man\",\n",
       " 'seasons',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " 'last',\n",
       " 'played',\n",
       " 'international',\n",
       " 'cricket',\n",
       " '2014',\n",
       " 'considered',\n",
       " 'one',\n",
       " 'finest',\n",
       " 'exponents',\n",
       " 'swing',\n",
       " 'bowling',\n",
       " 'india',\n",
       " 'ever',\n",
       " 'produced',\n",
       " 'tags',\n",
       " 'bcci',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " 'ravi',\n",
       " 'shastri',\n",
       " 'location',\n",
       " 'india',\n",
       " 'delhi',\n",
       " 'new',\n",
       " 'delhi']"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words_sent = [word for word in words_sent if word not in _stopwords]\n",
    "words_sent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.probability import FreqDist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({\"''\": 1,\n",
       "          \"'man\": 1,\n",
       "          \"'s\": 4,\n",
       "          '2007': 1,\n",
       "          '2014': 2,\n",
       "          '2015': 1,\n",
       "          '2016': 1,\n",
       "          '2016.': 1,\n",
       "          '55-year-old': 1,\n",
       "          '``': 1,\n",
       "          'acting': 1,\n",
       "          'advisory': 1,\n",
       "          'appoint': 1,\n",
       "          'appointed': 2,\n",
       "          'august': 1,\n",
       "          'bangladesh': 1,\n",
       "          'bcci': 4,\n",
       "          'bowling': 4,\n",
       "          'chief': 2,\n",
       "          'ck': 1,\n",
       "          'coach': 4,\n",
       "          'committee': 1,\n",
       "          'confirmed': 1,\n",
       "          'considered': 1,\n",
       "          'cricket': 4,\n",
       "          'cup': 1,\n",
       "          'deal': 1,\n",
       "          'decided': 1,\n",
       "          'delhi': 3,\n",
       "          'development': 1,\n",
       "          'director': 1,\n",
       "          'earlier': 2,\n",
       "          'ever': 1,\n",
       "          'exponents': 1,\n",
       "          'fast': 1,\n",
       "          'favour': 1,\n",
       "          'fight': 1,\n",
       "          'file': 1,\n",
       "          'finest': 1,\n",
       "          'former': 1,\n",
       "          'great': 1,\n",
       "          'india': 3,\n",
       "          'indian': 1,\n",
       "          'international': 1,\n",
       "          'june': 1,\n",
       "          'khan': 5,\n",
       "          'khanna': 1,\n",
       "          'kohli': 1,\n",
       "          'lanka': 1,\n",
       "          'last': 1,\n",
       "          'learnt': 1,\n",
       "          'location': 1,\n",
       "          'manager': 1,\n",
       "          'named': 1,\n",
       "          'national': 1,\n",
       "          'new': 3,\n",
       "          'one': 1,\n",
       "          'overseas': 1,\n",
       "          'period': 2,\n",
       "          'photo': 2,\n",
       "          'played': 1,\n",
       "          'president': 1,\n",
       "          'produced': 1,\n",
       "          'pti': 2,\n",
       "          'ravi': 4,\n",
       "          'reached': 1,\n",
       "          'recommendation': 2,\n",
       "          'seasons': 1,\n",
       "          'sehwag': 1,\n",
       "          'semi-finals': 2,\n",
       "          'series': 1,\n",
       "          'shastri': 6,\n",
       "          'shastrias': 1,\n",
       "          'skipper': 1,\n",
       "          'sri': 1,\n",
       "          'stint': 1,\n",
       "          'strong': 1,\n",
       "          'swing': 1,\n",
       "          'swung': 1,\n",
       "          't20': 1,\n",
       "          'tags': 1,\n",
       "          'team': 3,\n",
       "          'tenure': 1,\n",
       "          'test': 1,\n",
       "          'third': 1,\n",
       "          'today': 2,\n",
       "          'tour': 1,\n",
       "          'two': 2,\n",
       "          'versus': 1,\n",
       "          'virat': 1,\n",
       "          'virender': 1,\n",
       "          'world': 2,\n",
       "          'years': 2,\n",
       "          'zaheer': 5})"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "freq = FreqDist(words_sent)\n",
    "freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from heapq import nlargest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['shastri',\n",
       " 'zaheer',\n",
       " 'khan',\n",
       " 'ravi',\n",
       " 'bcci',\n",
       " 'coach',\n",
       " 'cricket',\n",
       " 'bowling',\n",
       " \"'s\",\n",
       " 'new']"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nlargest(10, freq, key = freq.get)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(int, {0: 23, 1: 72, 2: 72, 3: 54, 4: 46, 5: 33, 6: 38})"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranking= defaultdict(int)\n",
    "for i,sent in enumerate(sents):\n",
    "    for w in word_tokenize(sent.lower()):\n",
    "        if w in freq:\n",
    "            ranking[i] += freq[w]\n",
    "ranking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 6]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sents_idx = nlargest(5, ranking , key=ranking.get)\n",
    "sents_idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['(Photo: PTI)    New Delhi: The BCCI today named Ravi Shastrias the new chief coach of the Indian cricket team with former fast bowling great Zaheer Khan being appointed the bowling coach for a period of two years.',\n",
       " '\"On Cricket Advisory Committee\\'s recommendation, we have decided to appoint Ravi Shastri as the chief coach while Zaheer Khan will be appointed bowling coach for a period of two years,\" BCCI acting president CK Khanna confirmed the development to PTI today.',\n",
       " 'It will be third stint with the national team for 55-year-old Shastri, who was earlier a Cricket Manager during 2007 tour of Bangladesh and then Team Director from 2014 August to 2016 June during which India won Test overseas series versus Sri Lanka, reached the semi-finals of 2015 World Cup and World T20 semi-finals in 2016.',\n",
       " \"It was learnt that it was a fight between Shastri and Virender Sehwag but it was skipper Virat Kohli's strong recommendation about Shastri's earlier tenure that swung the deal in favour of BCCI's 'Man of All Seasons'.\",\n",
       " 'Tags: bcci, zaheer khan, ravi shastri  Location: India, Delhi, New Delhi']"
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