{"id":2424,"date":"2017-03-03T11:47:27","date_gmt":"2017-03-03T16:47:27","guid":{"rendered":"http:\/\/commons.trincoll.edu\/amst-data-driven\/?p=2424"},"modified":"2017-03-03T11:47:27","modified_gmt":"2017-03-03T16:47:27","slug":"lab-3-text-analysis-energy","status":"publish","type":"post","link":"http:\/\/commons.trincoll.edu\/amst-data-driven\/2017\/03\/03\/lab-3-text-analysis-energy\/","title":{"rendered":"Lab 3 Text Analysis #Energy"},"content":{"rendered":"<p><img loading=\"lazy\" class=\"alignleft size-large wp-image-2598\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM-1024x532.png\" alt=\"Screen Shot 2017-03-03 at 10.59.16 AM\" width=\"640\" height=\"333\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM-1024x532.png 1024w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM-300x156.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM-768x399.png 768w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM.png 1748w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><img loading=\"lazy\" class=\"alignleft size-large wp-image-2597\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM-1024x540.png\" alt=\"Screen Shot 2017-03-03 at 10.59.42 AM\" width=\"640\" height=\"338\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM-1024x540.png 1024w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM-300x158.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM-768x405.png 768w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM.png 1736w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>Part 1: Cartodb<\/p>\n<p>https:\/\/jakeandbake0824.carto.com\/builder\/3e41bfc8-f5f1-11e6-ae72-0e3a376473ab\/embed<\/p>\n<p>New map with Tweets and date shown on the map!<\/p>\n<p>Part II:<\/p>\n<p>For my text analysis I have been examining the the week of March 1 through February 22.\u00a0 What has been really fascinating off the bat is that on February 24 and February 23 no one tweeted about #energy.\u00a0 But on a March 1, I am writing this post at 10 a.m. and I have already had about 2,000 tweets.\u00a0 It&#8217;s crazy how some days I can have 2,000 tweets before 11 a.m. and some days I get nothing.\u00a0 I hope to see in text analysis about current #energy issues that are going on in the world.\u00a0 Seeing what is happening that day as opposed to what is what is happening in a general scale. It seems to be that one day jump starts people tweeting about #energy.<\/p>\n<p>&nbsp;<\/p>\n<p>Part III:<\/p>\n<p>My word cloud has come up with energy 2392.\u00a0 Power 197. Panels 129. Solar 370.\u00a0 Those are my most popular words.\u00a0 What is fantastic is that my tweets and words associated with #energy are in regards to clean renewable energy, and not about a banana gave me #energy.\u00a0 That the part of #energy people are tweeting about is power and solar panels, as a new form of renewable energy.<\/p>\n<p>In terms of the words that are useless and not helping me that is things like days of the week and months, also things like 02 and weird letters like &#8220;a&#8221; with hat on it.\u00a0 00 even comes up 113 times.\u00a0 It is important to remove these out liars so that I can see what really surrounds #energy.<\/p>\n<p>Stop Words:<\/p>\n<p>$<br \/>\n%<br \/>\n&amp;<br \/>\n,<br \/>\n&#8211;<br \/>\n.<br \/>\n0<br \/>\n00<br \/>\n0000<br \/>\n01<br \/>\n02<br \/>\n08<br \/>\n09<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 \/>\nRT<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 \/>\namp<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 \/>\nfeb<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 \/>\nhttps<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 \/>\nmar<br \/>\nmay<br \/>\nme<br \/>\nmeanwhile<br \/>\nmight<br \/>\nmill<br \/>\nmine<br \/>\nmon<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 \/>\nrt<br \/>\nrx2r6e1tlv<br \/>\nrx2r6e1tlv!<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 \/>\nsun<br \/>\nsystem<br \/>\nt<br \/>\nt.co<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 \/>\ntue<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 \/>\nwed<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|<\/p>\n<p>Words Recorded: 195<\/p>\n<p>When I look at the terms I see a lot of renewable and oil as the words that jump out to me.\u00a0 What is fascinating is renewable and oil have close to the same word count, (103 renewable, 104 oil).\u00a0 It&#8217;s crazy how those words are almost polar opposites yet they surround #energy the same amount of times.\u00a0 As I wrote above how Power panel and solar were some of my most frequented words.\u00a0 That is great for my data because it means that tweets about #energy are about renewable energy. That people are going to tweet about clean renewable energy as much as they tweet about oil. That makes me hypothesize that people are tweeting about oil as a good #energy not a negative #energy.\u00a0 We&#8217;ll see later in the lab if that hypothesis changes.\u00a0 The cloud does suggest my topic and perfectly rounds out my hashtag.<\/p>\n<p><img loading=\"lazy\" class=\"alignleft size-large wp-image-2588\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Photo-on-3-1-17-at-11.17-AM-1024x683.jpg\" alt=\"Photo on 3-1-17 at 11.17 AM\" width=\"640\" height=\"427\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Photo-on-3-1-17-at-11.17-AM-1024x683.jpg 1024w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Photo-on-3-1-17-at-11.17-AM-300x200.jpg 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Photo-on-3-1-17-at-11.17-AM-768x512.jpg 768w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Photo-on-3-1-17-at-11.17-AM.jpg 1080w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>IV:<\/p>\n<p>The big terms I want to look into are solar, power and oil. \u00a0The constant debate that surrounds by hashtag is how broad it is. \u00a0How energy has multiple meanings in our society. \u00a0I&#8217;ve said it before it can mean anything from energy your body gains by taking a workout supplement or to clean renewable energy source. \u00a0I am choosing these terms because they talk about clean renewable energy and what it going on globally in terms of our planets energy crisis. \u00a0Power is one of the most seen words in my cloud. \u00a0That is why that and solar are both the second largest words to energy. \u00a0Solar I chose to follow because solar energy is becoming a massive movement globally because it is seen as a replacement to fossil fuels. \u00a0Oil is really interesting to see linked with #energy because it is almost the opposite of what I am studying. \u00a0I&#8217;m studying clean energy in a renewable setting siting that oil is the problem. \u00a0I want to examine those tweets and see if oil and energy are in a positive or negative light.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" class=\"alignleft size-large wp-image-2599\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.57.12-AM-1024x530.png\" alt=\"Screen Shot 2017-03-03 at 10.57.12 AM\" width=\"640\" height=\"331\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.57.12-AM-1024x530.png 1024w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.57.12-AM-300x155.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.57.12-AM-768x397.png 768w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.57.12-AM.png 1744w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" class=\"alignleft size-large wp-image-2597\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM-1024x540.png\" alt=\"Screen Shot 2017-03-03 at 10.59.42 AM\" width=\"640\" height=\"338\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM-1024x540.png 1024w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM-300x158.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM-768x405.png 768w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.42-AM.png 1736w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" class=\"alignleft size-large wp-image-2598\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM-1024x532.png\" alt=\"Screen Shot 2017-03-03 at 10.59.16 AM\" width=\"640\" height=\"333\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM-1024x532.png 1024w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM-300x156.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM-768x399.png 768w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-10.59.16-AM.png 1748w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>http:\/\/voyant-tools.org\/?corpus=c92fde6da039e77e2d9851cd329982e0&#038;stopList=keywords-b9415c99faa930847d09796f80914bc7&#038;panels=cirrus,reader,trends,summary,contexts<\/p>\n<p>&nbsp;<\/p>\n<p>That article I chose was from the journal of American Academy of Political and social science, it is about solar energy can become a clean long last sustainable energy source. \u00a0I chose this article because solar energy has been a major part of my data and it is one of my buzz words. \u00a0Solar energy is also a hot topic with all the innovation that is coming with it today. \u00a0&#8220;Recent and impending fuel shortages, cost increases of energy and environmental degradation have provided strong incentives for the development of solar energy for wide practical us&#8221; (Lof pg. 52). \u00a0That oil price is going up and we are beginning to run out of oil and we need to look for a new ever lasting energy. \u00a0Solar energy is the answer to that problem. \u00a0What is amazing is that Energy and solar are the two big words. \u00a0The words that are surrounding solar and energy are similar words that are on my energy cloud as well. \u00a0They are all within the clean renewable energy realm. \u00a0This helps me better understand my twitter data set. \u00a0He gives me insight into buzz words that surround energy and solar. \u00a0It gives me a subset of my data and an understanding of what words to follow.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" class=\"alignleft size-full wp-image-2602\" src=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-11.26.12-AM.png\" alt=\"Screen Shot 2017-03-03 at 11.26.12 AM\" width=\"916\" height=\"838\" srcset=\"http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-11.26.12-AM.png 916w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-11.26.12-AM-300x274.png 300w, http:\/\/commons.trincoll.edu\/amst-data-driven\/files\/2017\/03\/Screen-Shot-2017-03-03-at-11.26.12-AM-768x703.png 768w\" sizes=\"(max-width: 916px) 100vw, 916px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>Stop List:<\/p>\n<p>!<br \/>\n$<br \/>\n%<br \/>\n&amp;<br \/>\n,<br \/>\n&#8211;<br \/>\n.<br \/>\n0<br \/>\n03<br \/>\n1<br \/>\n10<br \/>\n100<br \/>\n11<br \/>\n12<br \/>\n13<br \/>\n14<br \/>\n15<br \/>\n15725223366<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 \/>\nhttp<br \/>\nhundred<br \/>\ni<br \/>\nie<br \/>\nif<br \/>\nin<br \/>\ninc<br \/>\nindeed<br \/>\ning<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 \/>\npp<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 \/>\nuntitled<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|<\/p>\n<p>Reference:<\/p>\n<div class=\"page\" title=\"Page 1\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<div class=\"contrib\">George O. G. L\u00f6f<\/div>\n<div class=\"journal\"><cite>The Annals of the American Academy of Political and Social Science<\/cite><\/div>\n<div class=\"src mbl\">Vol. 410, The Energy Crisis: Reality or Myth (Nov., 1973), pp. 52-64<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"src mbl\"><\/div>\n<div class=\"src mbl\"><\/div>\n<div class=\"src mbl\">Part VII:<\/div>\n<div class=\"src mbl\"><\/div>\n<div class=\"src mbl\">Tufte definition says that &#8220;superior methods are more likely to produce truthful, credible and precise findings.&#8221; \u00a0Meaning that looking at scholarly word and educated data, not just thousands of tweets from random people will breed strong credible data. \u00a0Yau says that doing what we are doing in class is the best way to find data and I agree with Yau. \u00a0I believe that the more data you collect the more telling it is. \u00a0That through examining not only what scholars say, but also what the average Joe is saying that is the bets way to find data and examine what is really happening. \u00a0I think this is the best approach by far because it opens us to examine the issue in every demographic.<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Part 1: Cartodb https:\/\/jakeandbake0824.carto.com\/builder\/3e41bfc8-f5f1-11e6-ae72-0e3a376473ab\/embed New map with Tweets and date shown on the map! Part II: For my text analysis I have been examining the the week of March 1 through February 22.\u00a0 What has been really fascinating off the bat is that on February 24 and February 23 no one tweeted about #energy.\u00a0 But&#8230;<\/p>\n","protected":false},"author":1970,"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\/2424"}],"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\/1970"}],"replies":[{"embeddable":true,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/comments?post=2424"}],"version-history":[{"count":3,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/posts\/2424\/revisions"}],"predecessor-version":[{"id":2603,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/posts\/2424\/revisions\/2603"}],"wp:attachment":[{"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/media?parent=2424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/categories?post=2424"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/commons.trincoll.edu\/amst-data-driven\/wp-json\/wp\/v2\/tags?post=2424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}