Hindu Article Parsing.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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   },
   "outputs": [],
   "source": [
    "import urllib\n",
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "articleURL = \"http://www.thehindu.com/news/national/other-states/militants-open-fire-on-security-forces-in-anantnag/article19253160.ece?homepage=true\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\"><head><meta charset=\"utf-8\"/><meta content=\"IE=edge\" http-equiv=\"X-UA-Compatible\"/><title> Two Amarnath pilgrims among six feared dead in multiple attacks in South Kashmir - The Hindu </title><meta content=\"width=device-width, initial-scale=1.0\" name=\"viewport\"/><meta content=\"Two Amarnath pilgrims among six feared dead in multiple attacks in South Kashmir\" name=\"title\"/><meta content=\"There are reports of more firing incidents in south Kashmir.\" name=\"description\"/><meta content=\"!\" name=\"fragment\"/><meta content=\"kashmir unrest, anantnag, amarnath yatra, amarnath pilgrims, militants, jammu and kashmir, militants open fire\" name=\"keywords\"/><meta content=\"kashmir unrest, anantnag, amarnath yatra, amarnath pilgrims, militants, jammu and kashmir, militants open fire\" name=\"news_keywords\"/><meta content=\"2017-07-10T21:39:22+05:30\" name=\"publish-date\"/><meta content=\"2017-07-10T21:39:22+05:30\" name=\"created-date\"/><meta content=\"2017-07-10T21:48:06+05:30\" name=\"modified-date\"/><meta content=\"Special Correspondent\" name=\"twitter:creator\"/><meta content=\"Two Amarnath pilgrims among six feared dead in militant attacks \" name=\"twitter:title\"/><meta content=\"There are reports of more firing incidents in south Kashmir.\" name=\"twitter:description\"/><meta content=\"http://www.thehindu.com/news/national/article19131581.ece/ALTERNATES/LANDSCAPE_615/breaking%20news%20leadpnga%2030a\" name=\"twitter:image\"/><meta content=\"com.mobstac.thehindu\" name=\"twitter:app:id:googleplay\"/><meta content=\"summary_large_image\" name=\"twitter:card\"/><meta content=\"@The_Hindu\" name=\"twitter:site\"/><meta content=\"thehindu.com\" name=\"twitter:domain\"/><meta content=\"The Hindu\" name=\"twitter:app:name:ipad\"/><meta content=\"584786636\" name=\"twitter:app:id:ipad\"/><meta content=\"The Hindu (Official App)\" name=\"twitter:app:name:googleplay\"/><meta content=\"771672321\" name=\"twitter:app:id:iphone\"/><meta content=\"The Hindu for iPhone\" name=\"twitter:app:name:iphone\"/><meta content=\"app-id=584786636\" name=\"apple-itunes-app\"/><meta content=\"app-id=com.mobstac.thehindu\" name=\"google-play-app\"/><meta content=\"137450626398044\" property=\"fb:app_id\"/><meta content=\"The Hindu\" property=\"og:site_name\"/><meta content=\"http://www.thehindu.com/news/national/other-states/militants-open-fire-on-security-forces-in-anantnag/article19253160.ece\" property=\"og:url\"/><meta content=\"article\" property=\"og:type\"/><meta content=\"Two Amarnath pilgrims among six feared dead in militant attacks \" property=\"og:title\"/><meta content=\"There are reports of more firing incidents in south Kashmir.\" property=\"og:description\"/><meta content=\"http://www.thehindu.com/news/national/article19131581.ece/ALTERNATES/LANDSCAPE_615/breaking%20news%20leadpnga%2030a\" property=\"og:image\"/><meta content=\"image/jpeg\" property=\"og:image:type\"/><meta content=\"300\" property=\"og:image:width\"/><meta content=\"300\" property=\"og:image:height\"/><meta content=\"Special Correspondent\" property=\"article:author\"/><meta content=\"kashmir unrest\" property=\"article:tag\"/><meta content=\"anantnag\" property=\"article:tag\"/><meta content=\"amarnath yatra\" property=\"article:tag\"/><meta content=\"amarnath pilgrims\" property=\"article:tag\"/><meta content=\"militants\" property=\"article:tag\"/><meta content=\"jammu and kashmir\" property=\"article:tag\"/><meta content=\"militants open fire\" property=\"article:tag\"/><meta content=\"Other States\" property=\"article:section\"/><script type=\"application/ld+json\">\n",
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       "</script></div></div><div class=\"lead-img-cont\"><div class=\"img-container picture\" style=\"width: 100%\"><img class=\"media-object adaptive placeholder lead-img\" data-device-variant=\"FREE~FREE~FREE\" data-proxy-image=\"http://www.thehindu.com/news/national/article19131581.ece/ALTERNATES/FREE_215/breaking%20news%20leadpnga%2030a\" data-proxy-width=\"\" data-src-template=\"http://www.thehindu.com/news/national/article19131581.ece/BINARY/thumbnail/breaking%20news%20leadpnga%2030a\" data-variant=\"FREE\" src=\"http://www.thehindu.com/static/img/1x1_spacer.gif\" style=\"width:100%; alt=\" title=\"breaking news leadpnga 30a\"/></div></div><div class=\"mobile-author-cont hidden-sm hidden-md hidden-lg\"><span class=\"mobile-author\"><a class=\"mobile-auth-nm no-lnk\" href=\"#\"> Special Correspondent </a></span><div class=\"mobile-ut-container\"><span class=\"blue-color ksl-time-stamp\"> Srinagar, </span><span class=\"blue-color ksl-time-stamp\"><none> July 10, 2017 21:39 IST </none></span><div class=\"teaser-text update-time\"> Updated: <span><none> July 10, 2017 21:48 IST </none></span></div></div></div><div class=\"article-topics-container\"><span class=\"more-in\"> more-in </span></div><h2 class=\"intro\"> There are reports of more firing incidents in south Kashmir. </h2><div id=\"content-body-14269002-19253160\"><p>Six people are feared dead as militants launched multiple attacks in south Kashmir on Monday evening. There are fears of casualties among Amarnath pilgrims whose vehicle was hit by militant fire.</p><p>Preliminary reports suggested that militants appeared on the Srinagar-Jammu national highway near Batengoo area and opened indiscriminate fire in the evening on a police patrol. </p><p>A police official said an Amarnath vehicle also took the militant fire. \"Two yatris were critically injured in the attack and were shifted to a Srinagar hospital,\" said the police.</p><p>There are reports of more firing incidents in south Kashmir. Unconfirmed reports suggest six Amarnath pilgrims could have died in the attack.<br/><br/>Top police officials have rushed to south Kashmir to assess the damage. The Srinagar-Jammu national highway has been closed.<br/><br/>There were fears of militant attacks on the first death anniversary of Hizbul Mujahideen commander Burhan Wani.</p></div><script language=\"javascript\" type=\"text/javascript\">\n",
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       "</script></div><div class=\"outbrain-main-cont mobile-padding\"><div id=\"comments\"></div><div id=\"vuukle_div\"><span class=\"loading\">Please Wait while comments are loading...</span></div><div class=\"comment-rules\"><ol><li> Comments will be moderated by The Hindu editorial team. </li><li> Comments that are abusive, personal, incendiary or irrelevant cannot be published. </li><li> Please write complete sentences. Do not type comments in all capital letters, or in all lower case letters, or using abbreviated text. (example: u cannot substitute for you, d is not 'the', n is not 'and'). </li><li> We may remove hyperlinks within comments. </li><li> Please use a genuine email ID and provide your name, to avoid rejection. </li></ol></div></div><div class=\"printfooter\"><p> Printable version | Jul 10, 2017 11:09:33 PM | http://www.thehindu.com/news/national/other-states/militants-open-fire-on-security-forces-in-anantnag/article19253160.ece </p><p class=\"copyright\"> © The Hindu </p></div><div class=\"19184583 add hidden-md hidden-lg \"><script type=\"text/javascript\">\n",
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       "Published: July 9, 2017 11:37 IST\"> Ahmedabad declared India’s first heritage city by UNESCO </a></h3><a class=\"share-icon hidden-xs hidden-sm right\"><i class=\"fa fa-share-alt\"></i></a></div><div class=\"promoted-story-text pss-text\"><p class=\"author-text hidden-xs\"> Ahmedabad was in the race for the prestigious UNESCO title along with Delhi and Mumbai. </p><a class=\"person-name no-lnk\" href=\"#\">Special Correspondent</a></div><div class=\"news-comments-area hidden-xs hidden-sm\"><ul><li><i class=\"fa fa-clock-o\"></i></li></ul></div><div class=\"hover-social-media-top hidden-xs\" data-share-text=\"Ahmedabad declared India’s first heritage city by UNESCO\" data-share-url=\"http://www.thehindu.com/news/national/other-states/ahmedabad-declared-indias-first-heritage-city-by-unesco/article19244478.ece\"><ul><a style=\"color:#3B5998; border-right:1px solid #fff;\"><li><i class=\"fa fa-facebook\"></i></li></a><a style=\"color:#55ACEE;\"><li><i class=\"fa 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src=\"http://www.thehindu.com/static/img/1x1_spacer.png\" title=\" \"/></span></a><a href=\"http://www.thehindu.com/news/international/japans-men-only-island-gets-unesco-heritage-tag/article19253112.ece\">Japan’s men-only island gets UNESCO heritage tag</a></div></div></div><div class=\"clic-slide\"><div class=\"clics-img-text\"><div class=\"clics-cont\"><a href=\"http://www.thehindu.com/sci-tech/technology/oneplus-5-review-up-the-food-chain/article19252758.ece\"><span class=\"clics-text-img\"><img alt=\"\" class=\"media-object lazy adaptive placeholder\" data-device-variant=\"LANDSCAPE~LANDSCAPE~LANDSCAPE\" data-proxy-image=\"http://www.thehindu.com/sci-tech/technology/article19252753.ece/ALTERNATES/LANDSCAPE_100/11bgmoneplusjpg\" data-proxy-width=\"\" data-src-template=\"http://www.thehindu.com/sci-tech/technology/article19252753.ece/BINARY/thumbnail/11bgmoneplusjpg\" data-variant=\"LANDSCAPE\" src=\"http://www.thehindu.com/static/img/1x1_spacer.png\" title=\"All beefed up OnePlus 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London.\"/></span></a><a href=\"http://www.thehindu.com/news/international/uk-court-hearing-begins-for-terminally-ill-baby/article19253347.ece\">U.K. court hearing begins for terminally ill baby </a></div></div></div><div class=\"clic-slide\"><div class=\"clics-img-text\"><div class=\"clics-cont\"><a href=\"http://www.thehindu.com/news/international/life-behind-bars-gets-a-twist-in-empty-dutch-jails/article19253130.ece\"><span class=\"clics-text-img\"><img alt=\"\" class=\"media-object lazy adaptive placeholder\" data-device-variant=\"LANDSCAPE~LANDSCAPE~LANDSCAPE\" data-proxy-image=\"http://www.thehindu.com/news/international/article19253128.ece/ALTERNATES/LANDSCAPE_100/11TH-PRISON1\" data-proxy-width=\"\" data-src-template=\"http://www.thehindu.com/news/international/article19253128.ece/BINARY/thumbnail/11TH-PRISON1\" data-variant=\"LANDSCAPE\" src=\"http://www.thehindu.com/static/img/1x1_spacer.png\" title=\" \"/></span></a><a href=\"http://www.thehindu.com/news/international/life-behind-bars-gets-a-twist-in-empty-dutch-jails/article19253130.ece\">Life behind bars gets a twist in empty Dutch jails</a></div></div></div><div class=\"clic-slide\"><div class=\"clics-img-text\"><div class=\"clics-cont\"><a href=\"http://www.thehindu.com/news/national/nagalands-political-turmoil-explained/article19251906.ece\"><span class=\"clics-text-img\"><img alt=\"\" class=\"media-object lazy adaptive placeholder\" data-device-variant=\"LANDSCAPE~LANDSCAPE~LANDSCAPE\" data-proxy-image=\"http://www.thehindu.com/news/national/other-states/article19244805.ece/ALTERNATES/LANDSCAPE_100/NAGALANDa\" data-proxy-width=\"\" data-src-template=\"http://www.thehindu.com/news/national/other-states/article19244805.ece/BINARY/thumbnail/NAGALANDa\" data-variant=\"LANDSCAPE\" src=\"http://www.thehindu.com/static/img/1x1_spacer.png\" title=\"Nagaland Chief Minister Shurhozelie Liezietsu. File\"/><span class=\"media-icon\"><i class=\"fa fa-play\"></i></span></span></a><a href=\"http://www.thehindu.com/news/national/nagalands-political-turmoil-explained/article19251906.ece\">Nagaland's political turmoil explained </a></div></div></div><div class=\"clic-slide\"><div class=\"clics-img-text\"><div class=\"clics-cont\"><a href=\"http://www.thehindu.com/entertainment/movies/welcome-back-spider-man/article19252741.ece\"><span class=\"clics-text-img\"><img alt=\"\" class=\"media-object lazy adaptive placeholder\" data-device-variant=\"LANDSCAPE~LANDSCAPE~LANDSCAPE\" data-proxy-image=\"http://www.thehindu.com/entertainment/movies/article19252737.ece/ALTERNATES/LANDSCAPE_100/11bgSpiderMan2Web\" data-proxy-width=\"\" data-src-template=\"http://www.thehindu.com/entertainment/movies/article19252737.ece/BINARY/thumbnail/11bgSpiderMan2Web\" data-variant=\"LANDSCAPE\" src=\"http://www.thehindu.com/static/img/1x1_spacer.png\" title=\" \"/></span></a><a href=\"http://www.thehindu.com/entertainment/movies/welcome-back-spider-man/article19252741.ece\">Welcome back Spider-Man!</a></div></div></div><div class=\"clic-slide\"><div class=\"clics-img-text\"><div class=\"clics-cont\"><a href=\"http://www.thehindu.com/business/Economy/new-app-for-income-tax-payers/article19251185.ece\"><span class=\"clics-text-img\"><img alt=\"\" class=\"media-object lazy adaptive placeholder\" data-device-variant=\"LANDSCAPE~LANDSCAPE~LANDSCAPE\" data-proxy-image=\"http://www.thehindu.com/business/Economy/article19251184.ece/ALTERNATES/LANDSCAPE_100/INCOMETAX\" data-proxy-width=\"\" data-src-template=\"http://www.thehindu.com/business/Economy/article19251184.ece/BINARY/thumbnail/INCOMETAX\" data-variant=\"LANDSCAPE\" src=\"http://www.thehindu.com/static/img/1x1_spacer.png\" title=\"Government has made mandatory to link the Aadhaar with PAN card to file income tax returns.\"/></span></a><a href=\"http://www.thehindu.com/business/Economy/new-app-for-income-tax-payers/article19251185.ece\">New app for income tax payers</a></div></div></div><div class=\"clic-slide\"><div class=\"clics-img-text\"><div class=\"clics-cont\"><a href=\"http://www.thehindu.com/news/national/kerala/when-the-vault-was-opened-in-1931/article2201786.ece\"><span class=\"clics-text-img\"><img alt=\"\" class=\"media-object lazy adaptive placeholder\" data-device-variant=\"LANDSCAPE~LANDSCAPE~LANDSCAPE\" data-proxy-image=\"http://www.thehindu.com/migration_catalog/article13680501.ece/ALTERNATES/LANDSCAPE_100/07THTEMPLE\" data-proxy-width=\"\" data-src-template=\"http://www.thehindu.com/migration_catalog/article13680501.ece/BINARY/thumbnail/07THTEMPLE\" data-variant=\"LANDSCAPE\" src=\"http://www.thehindu.com/static/img/1x1_spacer.png\" title=\" \"/></span></a><a href=\"http://www.thehindu.com/news/national/kerala/when-the-vault-was-opened-in-1931/article2201786.ece\">When the vault of Sree Padmanabhaswamy temple was opened in 1931</a></div></div></div></div></div></div></div><script type=\"text/javascript\">\n",
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       "shareUrl = socialCards.linkedin.shareUrl;\n",
       "openShareLink(shareUrl);\n",
       "} else if($(this).find('i').hasClass('fa-google-plus')) {\n",
       "shareUrl = socialCards.googleplus.shareUrl;\n",
       "openShareLink(shareUrl);\n",
       "} else if($(this).find('i').hasClass('fa-stumbleupon')) {\n",
       "shareUrl = socialCards.stumbleupon.shareUrl;\n",
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       "} else if($(this).find('i').hasClass('fa-pinterest-p')) {\n",
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       "} });\n",
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       "}\n",
       "});\n",
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       "};\n",
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       "}\n",
       "}, this));\n",
       "}\n",
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       "}, this);\n",
       "$.getJSON(countUrl).done(handleSuccess)\n",
       ".fail(function() {\n",
       "$.get(countUrl).done(handleSuccess)\n",
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       "});\n",
       "return deferred.promise();\n",
       "}\n",
       "_getShareUrl = function(share) {\n",
       "var shareUrl = getOrApply(share.shareUrl, share);\n",
       "return this._formatShareUrl(shareUrl, share);\n",
       "}\n",
       "_getCountUrl = function(share) {\n",
       "var countUrl = getOrApply(share.countUrl, share);\n",
       "return this._formatShareUrl(countUrl, share);\n",
       "}\n",
       "_getCountValue = function(response, share) {\n",
       "var count = ($.isFunction(share.getCount) ? share.getCount(response) : response) || 0;\n",
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       "}\n",
       "});\n",
       "return number;\n",
       "}\n",
       "_formatShareUrl = function(url, share) {\n",
       "return url.replace(URL_PARAMS_REGEX, function(match, key, field) {\n",
       "var value = share[field] || \"\";\n",
       "return value ? (key || \"\") + window.encodeURIComponent(value) : \"\";\n",
       "});\n",
       "}\n",
       "_createSelector = function(identifier) {\n",
       "var tmp = \"\";\n",
       "for(var i=0; i<selectorArray.length; i++) {\n",
       "tmp += \".\"+selectorArray[i]+\" .\"+identifier;\n",
       "if(selectorArray.length > 1 && i < (selectorArray.length - 1))\n",
       "tmp += \", \";\n",
       "}\n",
       "return tmp;\n",
       "}\n",
       "var tmpCards = new Array();\n",
       "tmpCards.push(socialCards.facebook);\n",
       "tmpCards.push(socialCards.twitter);\n",
       "tmpCards.push(socialCards.reddit);\n",
       "tmpCards.push(socialCards.whatsapp);\n",
       "tmpCards.push(socialCards.email);\n",
       "$.each(tmpCards, function(index){\n",
       "var share = tmpCards[index];\n",
       "share.url = url;\n",
       "share.text = text;\n",
       "_renderShareCount(share, _createSelector(share.faClass));\n",
       "sUrl = _getShareUrl(share);\n",
       "share.shareUrl = sUrl;\n",
       "});\n",
       "var share = socialCards.whatsapp;\n",
       "$($('.fa-whatsapp.wa').parent()).attr(\"href\", share.shareUrl)\n",
       ".attr(\"target\", \"_\" + share.shareIn);\n",
       "var share = socialCards.email;\n",
       "$($('.fa-envelope.en').parent()).attr(\"href\", share.shareUrl)\n",
       ".attr(\"target\", \"_\" + share.shareIn);\n",
       "});\n",
       "var socialCards = {\n",
       "facebook: {\n",
       "faClass : 'fa-facebook',\n",
       "shareUrl: \"https://facebook.com/sharer/sharer.php?u={url}\",\n",
       "countUrl: function() {\n",
       "return \"http://graph.facebook.com/?id={url}\";\n",
       "},\n",
       "getCount: function(data) {\n",
       "return (data.share && data.share.share_count) || 0;\n",
       "}\n",
       "},\n",
       "googleplus: {\n",
       "faClass : 'fa-google-plus',\n",
       "shareUrl: \"https://plus.google.com/share?url={url}\",\n",
       "countUrl: function() {\n",
       "return \"https://cors-anywhere.herokuapp.com/https://plusone.google.com/_/+1/fastbutton?url=\"+ window.encodeURIComponent(this.url);\n",
       "},\n",
       "getCount: function(data) {\n",
       "return parseFloat((data.match(/\\{c: ([.0-9E]+)/) || [])[1]);\n",
       "}\n",
       "},\n",
       "linkedin: {\n",
       "faClass : 'fa-linkedin',\n",
       "shareUrl: \"https://www.linkedin.com/shareArticle?mini=true&url={url}\",\n",
       "countUrl: \"https://www.linkedin.com/countserv/count/share?format=jsonp&url={url}&callback=?\",\n",
       "getCount: function(data) {\n",
       "return data.count;\n",
       "}\n",
       "},\n",
       "pinterest: {\n",
       "faClass : 'fa-pinterest-p',\n",
       "shareUrl: \"https://pinterest.com/pin/create/bookmarklet/?media={media}&url={url}&description={text}\",\n",
       "countUrl: \"https://api.pinterest.com/v1/urls/count.json?&url={url}&callback=?\",\n",
       "getCount: function(data) {\n",
       "return data.count;\n",
       "}\n",
       "},\n",
       "stumbleupon: {\n",
       "faClass : 'fa-stumbleupon',\n",
       "shareUrl: \"http://www.stumbleupon.com/submit?url={url}&title={title}\",\n",
       "countUrl: \"https://cors-anywhere.herokuapp.com/https://www.stumbleupon.com/services/1.01/badge.getinfo?url={url}\",\n",
       "getCount: function(data) {\n",
       "return data.result.views;\n",
       "}\n",
       "},\n",
       "twitter: {\n",
       "faClass : 'fa-twitter',\n",
       "shareUrl: \"https://twitter.com/share?url={url}&text={text}&via={via}&hashtags={hashtags}\",\n",
       "countUrl: \"\"\n",
       "},\n",
       "whatsapp: {\n",
       "faClass: \"fa-whatsapp\",\n",
       "shareUrl: \"whatsapp://send?text={url} {text}\",\n",
       "countUrl: \"\",\n",
       "shareIn: \"self\"\n",
       "},\n",
       "email: {\n",
       "faClass : 'fa-envelope',\n",
       "shareUrl: \"mailto:{to}?subject={text}&body={url}\",\n",
       "countUrl: \"\",\n",
       "shareIn: \"self\"\n",
       "},\n",
       "gmail: {\n",
       "faClass : 'fa-envelope',\n",
       "shareUrl: \"https://mail.google.com/mail/u/0/?view=cm&fs=1&to=&su={text}&body={url}\",\n",
       "countUrl: \"\",\n",
       "shareIn: \"blank\"\n",
       "},\n",
       "reddit: {\n",
       "faClass : 'fa-reddit-alien',\n",
       "shareUrl: \"https://reddit.com/submit?url={url}&title={title}\",\n",
       "countUrl: \"https://www.reddit.com/api/info.json?url=\",\n",
       "getCount: function(response) {\n",
       "var childrens = response.data.children;\n",
       "if(childrens.length > 0) {\n",
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       "}\n",
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       "}\n",
       "}\n",
       "}\n",
       "</script><script>\n",
       "function publist(item) {\n",
       "url = \"http://www.thehindu.com/\";\n",
       "id = \"2\";\n",
       "switch (item) {\n",
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       "item = url;\n",
       "break;\n",
       "case \"id\":\n",
       "item = id;\n",
       "break;\n",
       "default:\n",
       "}\n",
       "return item;\n",
       "}\n",
       "</script><script src=\"http://vuukle.com/js/vuukle.js\" type=\"text/javascript\"></script><script type=\"text/javascript\">\n",
       "var VUUKLE_API_KEY = \"432081eb-6e8e-4abc-a88f-ca5357aa7244\";\n",
       "var GA_CODE = \"\";\n",
       "var VUUKLE_COL_CODE = \"1f57a5\";\n",
       "var CHAR_COUNT_VUUKLE = \"1000\";\n",
       "if($(\"#vuukle_div\").length > 0){\tcreate_vuukle_platform(VUUKLE_API_KEY, \"19253160\",\"0\", \"news,national,other-states\", \"Two Amarnath pilgrims among six feared dead in militant attacks \", \"\",\"\", CHAR_COUNT_VUUKLE, GA_CODE, VUUKLE_COL_CODE);\n",
       "}\n",
       "</script><script type=\"text/javascript\">\n",
       "$( document ).ready(function() {\n",
       "VUUKLE_HOST=window.location.hostname.replace(\"www.\",\"\").replace(/^(m\\.)/,\"\");\n",
       "commentcount(\"https://vuukle.com/api.asmx/getCommentCountListByHost?id=432081eb-6e8e-4abc-a88f-ca5357aa7244&host=\" + VUUKLE_HOST,countlist);\n",
       "});\n",
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       "$(\"aside .add:visible\").each(function(indx) {\n",
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       "$(this).css({'margin-bottom': '0px','height':'0px'});\t}\n",
       "});\n",
       "if(count > 0){\n",
       "WFLazyLoader.loadFragment();\n",
       "}\n",
       "}\n",
       "}, 1000);\n",
       "});\n",
       "</script><div class=\"overlay-screen\"></div><script>(function(d, s, id) {\n",
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       "fjs.parentNode.insertBefore(js, fjs);\n",
       "}(document, 'script', 'facebook-jssdk'));</script><script>\n",
       "!function(d, s, id) {\n",
       "var js, fjs = d.getElementsByTagName(s)[0], p = /^http:/\n",
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       "js.id = id;\n",
       "js.async = true;\n",
       "js.src = p + '://platform.twitter.com/widgets.js';\n",
       "fjs.parentNode.insertBefore(js, fjs);\n",
       "}\n",
       "}(document, 'script', 'twitter-wjs');\n",
       "</script><script type=\"text/javascript\">\n",
       "var _vrq = _vrq || [];\n",
       "_vrq.push(['id', 604]);\n",
       "_vrq.push(['automate', false]);\n",
       "_vrq.push(['track', function(){}]);\n",
       "(function(d, a) {\n",
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       "})(document, 'script');\n",
       "</script></body></html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = urlopen(articleURL).read().decode('utf8','ignore')\n",
    "soup = BeautifulSoup(page,'lxml')\n",
    "soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Six people are feared dead as militants launched multiple attacks in south Kashmir on Monday evening. There are fears of casualties among Amarnath pilgrims whose vehicle was hit by militant fire.Preliminary reports suggested that militants appeared on the Srinagar-Jammu national highway near Batengoo area and opened indiscriminate\\xa0fire in the evening on a police patrol.\\xa0A police official said an Amarnath vehicle also took the militant fire. \"Two yatris were critically injured in the attack and were shifted to a Srinagar hospital,\" said the police.There are reports of more firing incidents in south Kashmir. Unconfirmed reports suggest six Amarnath pilgrims could have died in the attack.Top police officials have rushed to south Kashmir to assess the damage. The Srinagar-Jammu national highway has been closed.There were fears of militant attacks on the first death anniversary of Hizbul Mujahideen commander Burhan Wani. Printable version | Jul 10, 2017 11:09:33 PM | http://www.thehindu.com/news/national/other-states/militants-open-fire-on-security-forces-in-anantnag/article19253160.ece  © The Hindu  Ahmedabad was in the race for the prestigious UNESCO title along with Delhi and Mumbai. '"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = ''. join(map(lambda p:p.text, soup.find_all('p')))\n",
    "text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.tokenize import sent_tokenize, word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords\n",
    "from string import punctuation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Six people are feared dead as militants launched multiple attacks in south Kashmir on Monday evening.',\n",
       " 'There are fears of casualties among Amarnath pilgrims whose vehicle was hit by militant fire.Preliminary reports suggested that militants appeared on the Srinagar-Jammu national highway near Batengoo area and opened indiscriminate\\xa0fire in the evening on a police patrol.',\n",
       " 'A police official said an Amarnath vehicle also took the militant fire.',\n",
       " '\"Two yatris were critically injured in the attack and were shifted to a Srinagar hospital,\" said the police.There are reports of more firing incidents in south Kashmir.',\n",
       " 'Unconfirmed reports suggest six Amarnath pilgrims could have died in the attack.Top police officials have rushed to south Kashmir to assess the damage.',\n",
       " 'The Srinagar-Jammu national highway has been closed.There were fears of militant attacks on the first death anniversary of Hizbul Mujahideen commander Burhan Wani.',\n",
       " 'Printable version | Jul 10, 2017 11:09:33 PM | http://www.thehindu.com/news/national/other-states/militants-open-fire-on-security-forces-in-anantnag/article19253160.ece  © The Hindu  Ahmedabad was in the race for the prestigious UNESCO title along with Delhi and Mumbai.']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sents = sent_tokenize(text)\n",
    "sents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['six',\n",
       " 'people',\n",
       " 'are',\n",
       " 'feared',\n",
       " 'dead',\n",
       " 'as',\n",
       " 'militants',\n",
       " 'launched',\n",
       " 'multiple',\n",
       " 'attacks',\n",
       " 'in',\n",
       " 'south',\n",
       " 'kashmir',\n",
       " 'on',\n",
       " 'monday',\n",
       " 'evening',\n",
       " '.',\n",
       " 'there',\n",
       " 'are',\n",
       " 'fears',\n",
       " 'of',\n",
       " 'casualties',\n",
       " 'among',\n",
       " 'amarnath',\n",
       " 'pilgrims',\n",
       " 'whose',\n",
       " 'vehicle',\n",
       " 'was',\n",
       " 'hit',\n",
       " 'by',\n",
       " 'militant',\n",
       " 'fire.preliminary',\n",
       " 'reports',\n",
       " 'suggested',\n",
       " 'that',\n",
       " 'militants',\n",
       " 'appeared',\n",
       " 'on',\n",
       " 'the',\n",
       " 'srinagar-jammu',\n",
       " 'national',\n",
       " 'highway',\n",
       " 'near',\n",
       " 'batengoo',\n",
       " 'area',\n",
       " 'and',\n",
       " 'opened',\n",
       " 'indiscriminate',\n",
       " 'fire',\n",
       " 'in',\n",
       " 'the',\n",
       " 'evening',\n",
       " 'on',\n",
       " 'a',\n",
       " 'police',\n",
       " 'patrol',\n",
       " '.',\n",
       " 'a',\n",
       " 'police',\n",
       " 'official',\n",
       " 'said',\n",
       " 'an',\n",
       " 'amarnath',\n",
       " 'vehicle',\n",
       " 'also',\n",
       " 'took',\n",
       " 'the',\n",
       " 'militant',\n",
       " 'fire',\n",
       " '.',\n",
       " '``',\n",
       " 'two',\n",
       " 'yatris',\n",
       " 'were',\n",
       " 'critically',\n",
       " 'injured',\n",
       " 'in',\n",
       " 'the',\n",
       " 'attack',\n",
       " 'and',\n",
       " 'were',\n",
       " 'shifted',\n",
       " 'to',\n",
       " 'a',\n",
       " 'srinagar',\n",
       " 'hospital',\n",
       " ',',\n",
       " \"''\",\n",
       " 'said',\n",
       " 'the',\n",
       " 'police.there',\n",
       " 'are',\n",
       " 'reports',\n",
       " 'of',\n",
       " 'more',\n",
       " 'firing',\n",
       " 'incidents',\n",
       " 'in',\n",
       " 'south',\n",
       " 'kashmir',\n",
       " '.',\n",
       " 'unconfirmed',\n",
       " 'reports',\n",
       " 'suggest',\n",
       " 'six',\n",
       " 'amarnath',\n",
       " 'pilgrims',\n",
       " 'could',\n",
       " 'have',\n",
       " 'died',\n",
       " 'in',\n",
       " 'the',\n",
       " 'attack.top',\n",
       " 'police',\n",
       " 'officials',\n",
       " 'have',\n",
       " 'rushed',\n",
       " 'to',\n",
       " 'south',\n",
       " 'kashmir',\n",
       " 'to',\n",
       " 'assess',\n",
       " 'the',\n",
       " 'damage',\n",
       " '.',\n",
       " 'the',\n",
       " 'srinagar-jammu',\n",
       " 'national',\n",
       " 'highway',\n",
       " 'has',\n",
       " 'been',\n",
       " 'closed.there',\n",
       " 'were',\n",
       " 'fears',\n",
       " 'of',\n",
       " 'militant',\n",
       " 'attacks',\n",
       " 'on',\n",
       " 'the',\n",
       " 'first',\n",
       " 'death',\n",
       " 'anniversary',\n",
       " 'of',\n",
       " 'hizbul',\n",
       " 'mujahideen',\n",
       " 'commander',\n",
       " 'burhan',\n",
       " 'wani',\n",
       " '.',\n",
       " 'printable',\n",
       " 'version',\n",
       " '|',\n",
       " 'jul',\n",
       " '10',\n",
       " ',',\n",
       " '2017',\n",
       " '11:09:33',\n",
       " 'pm',\n",
       " '|',\n",
       " 'http',\n",
       " ':',\n",
       " '//www.thehindu.com/news/national/other-states/militants-open-fire-on-security-forces-in-anantnag/article19253160.ece',\n",
       " '©',\n",
       " 'the',\n",
       " 'hindu',\n",
       " 'ahmedabad',\n",
       " 'was',\n",
       " 'in',\n",
       " 'the',\n",
       " 'race',\n",
       " 'for',\n",
       " 'the',\n",
       " 'prestigious',\n",
       " 'unesco',\n",
       " 'title',\n",
       " 'along',\n",
       " 'with',\n",
       " 'delhi',\n",
       " 'and',\n",
       " 'mumbai',\n",
       " '.']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words_sent = word_tokenize(text.lower())\n",
    "words_sent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_stopwords = set(stopwords.words('english')+list(punctuation))\n",
    "_stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "words_sent = [word for word in words_sent if word not in _stopwords]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.probability import FreqDist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({\"''\": 1,\n",
       "          '//www.thehindu.com/news/national/other-states/militants-open-fire-on-security-forces-in-anantnag/article19253160.ece': 1,\n",
       "          '10': 1,\n",
       "          '11:09:33': 1,\n",
       "          '2017': 1,\n",
       "          '``': 1,\n",
       "          'ahmedabad': 1,\n",
       "          'along': 1,\n",
       "          'also': 1,\n",
       "          'amarnath': 3,\n",
       "          'among': 1,\n",
       "          'anniversary': 1,\n",
       "          'appeared': 1,\n",
       "          'area': 1,\n",
       "          'assess': 1,\n",
       "          'attack': 1,\n",
       "          'attack.top': 1,\n",
       "          'attacks': 2,\n",
       "          'batengoo': 1,\n",
       "          'burhan': 1,\n",
       "          'casualties': 1,\n",
       "          'closed.there': 1,\n",
       "          'commander': 1,\n",
       "          'could': 1,\n",
       "          'critically': 1,\n",
       "          'damage': 1,\n",
       "          'dead': 1,\n",
       "          'death': 1,\n",
       "          'delhi': 1,\n",
       "          'died': 1,\n",
       "          'evening': 2,\n",
       "          'feared': 1,\n",
       "          'fears': 2,\n",
       "          'fire': 2,\n",
       "          'fire.preliminary': 1,\n",
       "          'firing': 1,\n",
       "          'first': 1,\n",
       "          'highway': 2,\n",
       "          'hindu': 1,\n",
       "          'hit': 1,\n",
       "          'hizbul': 1,\n",
       "          'hospital': 1,\n",
       "          'http': 1,\n",
       "          'incidents': 1,\n",
       "          'indiscriminate': 1,\n",
       "          'injured': 1,\n",
       "          'jul': 1,\n",
       "          'kashmir': 3,\n",
       "          'launched': 1,\n",
       "          'militant': 3,\n",
       "          'militants': 2,\n",
       "          'monday': 1,\n",
       "          'mujahideen': 1,\n",
       "          'multiple': 1,\n",
       "          'mumbai': 1,\n",
       "          'national': 2,\n",
       "          'near': 1,\n",
       "          'official': 1,\n",
       "          'officials': 1,\n",
       "          'opened': 1,\n",
       "          'patrol': 1,\n",
       "          'people': 1,\n",
       "          'pilgrims': 2,\n",
       "          'pm': 1,\n",
       "          'police': 3,\n",
       "          'police.there': 1,\n",
       "          'prestigious': 1,\n",
       "          'printable': 1,\n",
       "          'race': 1,\n",
       "          'reports': 3,\n",
       "          'rushed': 1,\n",
       "          'said': 2,\n",
       "          'shifted': 1,\n",
       "          'six': 2,\n",
       "          'south': 3,\n",
       "          'srinagar': 1,\n",
       "          'srinagar-jammu': 2,\n",
       "          'suggest': 1,\n",
       "          'suggested': 1,\n",
       "          'title': 1,\n",
       "          'took': 1,\n",
       "          'two': 1,\n",
       "          'unconfirmed': 1,\n",
       "          'unesco': 1,\n",
       "          'vehicle': 2,\n",
       "          'version': 1,\n",
       "          'wani': 1,\n",
       "          'whose': 1,\n",
       "          'yatris': 1,\n",
       "          '©': 1})"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "freq = FreqDist(words_sent)\n",
    "freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['south',\n",
       " 'kashmir',\n",
       " 'amarnath',\n",
       " 'militant',\n",
       " 'reports',\n",
       " 'police',\n",
       " 'six',\n",
       " 'militants',\n",
       " 'attacks',\n",
       " 'evening']"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from heapq import nlargest\n",
    "nlargest(10, freq, key = freq.get)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(int, {0: 20, 1: 43, 2: 18, 3: 24, 4: 28, 5: 22, 6: 19})"
      ]
     },
     "execution_count": 39,
     "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": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 4, 3, 5]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sents_idx = nlargest(4, ranking , key=ranking.get)\n",
    "sents_idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['There are fears of casualties among Amarnath pilgrims whose vehicle was hit by militant fire.Preliminary reports suggested that militants appeared on the Srinagar-Jammu national highway near Batengoo area and opened indiscriminate\\xa0fire in the evening on a police patrol.',\n",
       " '\"Two yatris were critically injured in the attack and were shifted to a Srinagar hospital,\" said the police.There are reports of more firing incidents in south Kashmir.',\n",
       " 'Unconfirmed reports suggest six Amarnath pilgrims could have died in the attack.Top police officials have rushed to south Kashmir to assess the damage.',\n",
       " 'The Srinagar-Jammu national highway has been closed.There were fears of militant attacks on the first death anniversary of Hizbul Mujahideen commander Burhan Wani.']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[sents[j] for j in sorted(sents_idx)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
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}