{"id":2464,"date":"2017-03-03T16:44:45","date_gmt":"2017-03-03T21:44:45","guid":{"rendered":"http:\/\/commons.trincoll.edu\/amst-data-driven\/?p=2464"},"modified":"2017-03-03T17:15:14","modified_gmt":"2017-03-03T22:15:14","slug":"text-analysis-syria-2","status":"publish","type":"post","link":"http:\/\/commons.trincoll.edu\/amst-data-driven\/2017\/03\/03\/text-analysis-syria-2\/","title":{"rendered":"Understanding #Syria: Visual Text Analysis"},"content":{"rendered":"<p>Updated map with Interactive Location\/Tweet Data:<\/p>\n\n<!-- iframe plugin v.4.5 wordpress.org\/plugins\/iframe\/ -->\n<iframe width=\"100%\" height=\"520\" frameborder=\"0\" src=\"https:\/\/imoritz.carto.com\/builder\/59daf4b0-0056-11e7-9705-0ee66e2c9693\/embed\" 0=\"allowfullscreen\" 1=\"webkitallowfullscreen\" 2=\"mozallowfullscreen\" 3=\"oallowfullscreen\" 4=\"msallowfullscreen\" scrolling=\"yes\" class=\"iframe-class\"><\/iframe>\n\n<p>&nbsp;<\/p>\n<p>I hope to see the text pertaining to Syria, Syrian Refugees, and other issues surrounding Syria through the text analysis of my hashtag. \u00a0Unfortunately, my set of tweets is SO large I can only grab from a few dates, but there are a ton of tweets so it should even out how many relative topics I find. \u00a0I am certain there will be topics pertaining to Trump and America Foreign Policy as well as Immigration Laws too.<\/p>\n<p>Using the Voyant tool, my Hashtag produced 312,000 words, and 17,000 unique words! \u00a0Also, some recurring destinctive words included Secret, advacing, and PutinAssadCrimes.<\/p>\n<p>After clearing the stopwords from the list, I noticed a lot of relative material! \u00a0From my initial estimation, the only thing that is missing is Trump! Also, it immediately opened my eyes to news about my hashtag! I thought &#8216;13,000&#8217; was a random word that might have gotten in there, yet it actually represents 13,000 people unlawfully, and quietly captured and jailed in Syria in early February of 2017. \u00a0Five obscure words are Mass, Al, State\u00a0,Today and Syrians because they are too general, and Syrian is too much like &#8216;syria,&#8217; an initial stopword.<\/p>\n<p>The data that is revelaed by the words cloud is rather what I expected, as I stated above, the words are pretty much what I figured they would be. Aleppo, Prison, Assad&#8212;even trump are all on there after adding more stopwords and messing with the view to prioritize the data that is shown to most accurately describe the #Syria topic.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" class=\"alignnone size-medium wp-image-2707\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-4.46.46-PM-300x271.png\" alt=\"Screen Shot 2017-03-03 at 4.46.46 PM\" width=\"300\" height=\"271\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-4.46.46-PM-300x271.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-4.46.46-PM.png 411w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Above is a screenshot of the Word Cloud my topic yielded!<\/p>\n<p>&nbsp;<\/p>\n<p>I think the words that stand out the most are &#8220;War,&#8221; and &#8220;Humanity,&#8221; although these are generally broad terms, there are a lot surrounding them. \u00a0The frequency of the terms means it is a serious problem of humanity, what is Happning to Syrians and in Syria, as well as the rest of the Middle East, the war image is never ending, and this data paints the picture of how bad things have gotten. \u00a0My topic yields so much data it is hard to keep track of but the themes of war, panic and torture are everlasting.<\/p>\n<p>Terms Frequencies:<\/p>\n<p><img loading=\"lazy\" class=\"alignnone wp-image-2714\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-4.57.39-PM-300x182.png\" alt=\"Screen Shot 2017-03-03 at 4.57.39 PM\" width=\"495\" height=\"300\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-4.57.39-PM-300x182.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-4.57.39-PM.png 496w\" sizes=\"(max-width: 495px) 100vw, 495px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>Syriansfuture, Posted By. &#8220;Empowering Our Communities Under Crisis.&#8221; <i>Syrian Students for a Better Future<\/i>. N.p., 03 Mar. 2017. Web. 03 Mar. 2017.<\/p>\n<p>This article actually yeilded similar words to what my topic did, but since this is an opinionated post, I think it speaks the truth which is unbiased politically from a typical news source. Some interesting words include Damascis, University, war. \u00a0The words that came up actually pertain to my overall topic because pretty much each word describes a different aspect of life that Syria has been effected in, Education, infrastructure, economy, etc.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" class=\"alignnone size-medium wp-image-2727\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-5.12.21-PM-300x193.png\" alt=\"Screen Shot 2017-03-03 at 5.12.21 PM\" width=\"300\" height=\"193\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-5.12.21-PM-300x193.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-5.12.21-PM.png 577w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><img loading=\"lazy\" class=\"alignnone size-medium wp-image-2728\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-5.12.26-PM-300x204.png\" alt=\"Screen Shot 2017-03-03 at 5.12.26 PM\" width=\"300\" height=\"204\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-5.12.26-PM-300x204.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-5.12.26-PM.png 570w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Stopword list:<\/p>\n<p>!<br \/>\n$<br \/>\n%<br \/>\n&amp;<br \/>\n,<br \/>\n&#8211;<br \/>\n.<br \/>\n0<br \/>\n1<br \/>\n10<br \/>\n100<br \/>\n11<br \/>\n12<br \/>\n13<br \/>\n14<br \/>\n15<br \/>\n16<br \/>\n17<br \/>\n18<br \/>\n19<br \/>\n1990<br \/>\n1991<br \/>\n1992<br \/>\n1993<br \/>\n1994<br \/>\n1995<br \/>\n1996<br \/>\n1997<br \/>\n1998<br \/>\n1999<br \/>\n2<br \/>\n20<br \/>\n2000<br \/>\n2001<br \/>\n2002<br \/>\n2003<br \/>\n2004<br \/>\n2005<br \/>\n2006<br \/>\n2007<br \/>\n2008<br \/>\n2009<br \/>\n2010<br \/>\n2011<br \/>\n2012<br \/>\n2013<br \/>\n2014<br \/>\n2015<br \/>\n2016<br \/>\n2017<br \/>\n2018<br \/>\n2019<br \/>\n2020<br \/>\n21<br \/>\n22<br \/>\n23<br \/>\n24<br \/>\n25<br \/>\n26<br \/>\n27<br \/>\n28<br \/>\n29<br \/>\n3<br \/>\n30<br \/>\n31<br \/>\n32<br \/>\n33<br \/>\n34<br \/>\n35<br \/>\n36<br \/>\n37<br \/>\n38<br \/>\n39<br \/>\n4<br \/>\n40<br \/>\n41<br \/>\n42<br \/>\n43<br \/>\n44<br \/>\n45<br \/>\n46<br \/>\n47<br \/>\n48<br \/>\n49<br \/>\n5<br \/>\n50<br \/>\n51<br \/>\n52<br \/>\n53<br \/>\n54<br \/>\n55<br \/>\n56<br \/>\n57<br \/>\n58<br \/>\n59<br \/>\n6<br \/>\n60<br \/>\n61<br \/>\n62<br \/>\n63<br \/>\n64<br \/>\n65<br \/>\n66<br \/>\n67<br \/>\n68<br \/>\n69<br \/>\n7<br \/>\n70<br \/>\n71<br \/>\n72<br \/>\n73<br \/>\n74<br \/>\n75<br \/>\n76<br \/>\n77<br \/>\n78<br \/>\n8<br \/>\n80<br \/>\n81<br \/>\n82<br \/>\n83<br \/>\n84<br \/>\n85<br \/>\n86<br \/>\n87<br \/>\n88<br \/>\n89<br \/>\n9<br \/>\n90<br \/>\n91<br \/>\n92<br \/>\n93<br \/>\n94<br \/>\n95<br \/>\n96<br \/>\n97<br \/>\n98<br \/>\n99<br \/>\n:<br \/>\n;<br \/>\n&lt;<br \/>\n&gt;<br \/>\n@<br \/>\n\\(<br \/>\n\\)<br \/>\n\\*<br \/>\n\\+<br \/>\n\\?<br \/>\n\\[<br \/>\n\\]<br \/>\n\\^<br \/>\n\\{<br \/>\n\\}<br \/>\na<br \/>\nabout<br \/>\nabove<br \/>\nacross<br \/>\nafter<br \/>\nafterwards<br \/>\nagain<br \/>\nagainst<br \/>\nall<br \/>\nalmost<br \/>\nalone<br \/>\nalong<br \/>\nalready<br \/>\nalso<br \/>\nalthough<br \/>\nalways<br \/>\nam<br \/>\namong<br \/>\namongst<br \/>\namoungst<br \/>\namount<br \/>\nan<br \/>\nand<br \/>\nanother<br \/>\nany<br \/>\nanyhow<br \/>\nanyone<br \/>\nanything<br \/>\nanyway<br \/>\nanywhere<br \/>\nare<br \/>\naround<br \/>\nas<br \/>\nat<br \/>\nb<br \/>\nback<br \/>\nbe<br \/>\nbecause<br \/>\nbeen<br \/>\nbefore<br \/>\nbeforehand<br \/>\nbeing<br \/>\nbeside<br \/>\nbesides<br \/>\nbetween<br \/>\nboth<br \/>\nbottom<br \/>\nbut<br \/>\nby<br \/>\nc<br \/>\ncall<br \/>\ncan<br \/>\ncannot<br \/>\ncant<br \/>\nco<br \/>\ncon<br \/>\ncould<br \/>\ncouldnt<br \/>\nd<br \/>\nde<br \/>\ndid<br \/>\ndidn&#8217;t<br \/>\ndo<br \/>\ndoes<br \/>\ndoesn&#8217;t<br \/>\ndon&#8217;t<br \/>\ndone<br \/>\ndown<br \/>\ndue<br \/>\nduring<br \/>\ne<br \/>\neach<br \/>\neg<br \/>\neight<br \/>\neither<br \/>\neleven<br \/>\nelse<br \/>\nelsewhere<br \/>\nenough<br \/>\netc<br \/>\neven<br \/>\never<br \/>\nevery<br \/>\neveryone<br \/>\neverything<br \/>\neverywhere<br \/>\nexcept<br \/>\nf<br \/>\nfew<br \/>\nfifteen<br \/>\nfify<br \/>\nfill<br \/>\nfind<br \/>\nfire<br \/>\nfirst<br \/>\nfive<br \/>\nfor<br \/>\nformer<br \/>\nformerly<br \/>\nforty<br \/>\nfound<br \/>\nfour<br \/>\nfrom<br \/>\nfront<br \/>\nfull<br \/>\nfurther<br \/>\ng<br \/>\nget<br \/>\ngive<br \/>\ngo<br \/>\nh<br \/>\nhad<br \/>\nhas<br \/>\nhasnt<br \/>\nhave<br \/>\nhe<br \/>\nhence<br \/>\nher<br \/>\nhere<br \/>\nhereafter<br \/>\nhereby<br \/>\nherein<br \/>\nhereupon<br \/>\nhers<br \/>\nherself<br \/>\nhim<br \/>\nhimself<br \/>\nhis<br \/>\nhow<br \/>\nhowever<br \/>\nhundred<br \/>\ni<br \/>\nie<br \/>\nif<br \/>\nin<br \/>\ninc<br \/>\nindeed<br \/>\ninto<br \/>\nis<br \/>\nit<br \/>\nits<br \/>\nitself<br \/>\nj<br \/>\nk<br \/>\nkeep<br \/>\nl<br \/>\nlast<br \/>\nlatter<br \/>\nlatterly<br \/>\nleast<br \/>\nless<br \/>\nltd<br \/>\nm<br \/>\nmade<br \/>\nmany<br \/>\nmay<br \/>\nme<br \/>\nmeanwhile<br \/>\nmight<br \/>\nmill<br \/>\nmine<br \/>\nmore<br \/>\nmoreover<br \/>\nmost<br \/>\nmostly<br \/>\nmove<br \/>\nmuch<br \/>\nmust<br \/>\nmy<br \/>\nmyself<br \/>\nn<br \/>\nname<br \/>\nnamely<br \/>\nneither<br \/>\nnever<br \/>\nnevertheless<br \/>\nnext<br \/>\nnine<br \/>\nno<br \/>\nnobody<br \/>\nnone<br \/>\nnoone<br \/>\nnor<br \/>\nnot<br \/>\nnothing<br \/>\nnow<br \/>\nnowhere<br \/>\no<br \/>\nof<br \/>\noff<br \/>\noften<br \/>\non<br \/>\nonce<br \/>\none<br \/>\nonly<br \/>\nonto<br \/>\nor<br \/>\nother<br \/>\nothers<br \/>\notherwise<br \/>\nour<br \/>\nours<br \/>\nourselves<br \/>\nout<br \/>\nover<br \/>\nown<br \/>\np<br \/>\npart<br \/>\nper<br \/>\nperhaps<br \/>\nplease<br \/>\nput<br \/>\nq<br \/>\nr<br \/>\nrather<br \/>\nre<br \/>\ns<br \/>\nsame<br \/>\nsee<br \/>\nseem<br \/>\nseemed<br \/>\nseeming<br \/>\nseems<br \/>\nserious<br \/>\nseveral<br \/>\nshe<br \/>\nshould<br \/>\nsince<br \/>\nsix<br \/>\nsixty<br \/>\nso<br \/>\nsome<br \/>\nsomehow<br \/>\nsomeone<br \/>\nsomething<br \/>\nsometime<br \/>\nsometimes<br \/>\nsomewhere<br \/>\nstill<br \/>\nsuch<br \/>\nsystem<br \/>\nt<br \/>\ntake<br \/>\nten<br \/>\nthan<br \/>\nthat<br \/>\nthe<br \/>\nthee<br \/>\ntheir<br \/>\nthem<br \/>\nthemselves<br \/>\nthen<br \/>\nthence<br \/>\nthere<br \/>\nthereafter<br \/>\nthereby<br \/>\ntherefore<br \/>\ntherein<br \/>\nthereupon<br \/>\nthese<br \/>\nthey<br \/>\nthing<br \/>\nthird<br \/>\nthis<br \/>\nthose<br \/>\nthou<br \/>\nthough<br \/>\nthree<br \/>\nthrough<br \/>\nthroughout<br \/>\nthru<br \/>\nthus<br \/>\nthy<br \/>\nto<br \/>\ntogether<br \/>\ntoo<br \/>\ntoward<br \/>\ntowards<br \/>\ntwelve<br \/>\ntwenty<br \/>\ntwo<br \/>\nu<br \/>\nun<br \/>\nunder<br \/>\nuntil<br \/>\nup<br \/>\nupon<br \/>\nus<br \/>\nv<br \/>\nvery<br \/>\nvia<br \/>\nw<br \/>\nwas<br \/>\nwe<br \/>\nwell<br \/>\nwere<br \/>\nwhat<br \/>\nwhatever<br \/>\nwhen<br \/>\nwhence<br \/>\nwhenever<br \/>\nwhere<br \/>\nwhereafter<br \/>\nwhereas<br \/>\nwhereby<br \/>\nwherein<br \/>\nwhereupon<br \/>\nwherever<br \/>\nwhether<br \/>\nwhich<br \/>\nwhile<br \/>\nwhither<br \/>\nwho<br \/>\nwhoever<br \/>\nwhole<br \/>\nwhom<br \/>\nwhose<br \/>\nwhy<br \/>\nwill<br \/>\nwith<br \/>\nwithin<br \/>\nwithout<br \/>\nwould<br \/>\nx<br \/>\ny<br \/>\nyet<br \/>\nyou<br \/>\nyour<br \/>\nyours<br \/>\nyourself<br \/>\nyourselves<br \/>\nz<br \/>\n|<br \/>\nSyria<br \/>\nHigh<br \/>\nCare<br \/>\nNew<br \/>\nRole<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Updated map with Interactive Location\/Tweet Data: &nbsp; I hope to see the text pertaining to Syria, Syrian Refugees, and other issues surrounding Syria through the text analysis of my hashtag. \u00a0Unfortunately, my set of tweets is SO large I can only grab from a few dates, but there are a ton of tweets so it&#8230;<\/p>\n","protected":false},"author":1787,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/posts\/2464"}],"collection":[{"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/users\/1787"}],"replies":[{"embeddable":true,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/comments?post=2464"}],"version-history":[{"count":12,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/posts\/2464\/revisions"}],"predecessor-version":[{"id":2705,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/posts\/2464\/revisions\/2705"}],"wp:attachment":[{"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/media?parent=2464"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/categories?post=2464"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/tags?post=2464"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}