{"id":274,"date":"2016-02-01T10:14:59","date_gmt":"2016-02-01T15:14:59","guid":{"rendered":"https:\/\/eiq.knx.mybluehost.me\/website_78d26930\/bigdatacourse?p=274"},"modified":"2016-02-01T10:20:34","modified_gmt":"2016-02-01T15:20:34","slug":"274-2","status":"publish","type":"post","link":"https:\/\/jjsylvia.com\/bigdatacourse\/274-2\/","title":{"rendered":"Data Visualization Via Facebook Photos"},"content":{"rendered":"<p>I&#8217;ll first look at strictly the photos, and then I&#8217;ll look at data interaction such as location or tags. As I look at photos, I&#8217;ll try to point out large trends because I&#8217;m not sure how accurately these photos can detect preferences.<\/p>\n<p>I&#8217;ll begin with the first aspect of my Facebook photos that I noticed: I wear a lot of suits. Well, actually, I don&#8217;t. But if you were to judge solely on my Facebook photos, it sure looks like I do. In the past year I&#8217;ve worn a suit no more than 10 days (3 interviews, 2 weddings, and about 5 formal events come to mind).\u00a0That means about 3% of my year is spent wearing a suit. However, about 20% of my Facebook photos show me in a suit. The fact is, I&#8217;m in a lot of pictures when I&#8217;m at formal events.<\/p>\n<p>The next easy takeaway: I go to State. I&#8217;m not sure whether or not visual data algorithms can detect the detail of NCSU&#8217;s logo or text, but if nothing else, it&#8217;s pretty obvious that I like red. The color jumps out of a number of my Facebook photos, and if I&#8217;m not in red, someone else in the photo often is.<\/p>\n<p>Trend #3: Just about all of my photos are with groups of people. I would say about 50% of my photos are just me and one other person, and another 20% are group photos of 10+ people.<\/p>\n<p>Here&#8217;s a photo from last semester that sums up all 3 of those points:<\/p>\n<p><a href=\"https:\/\/jjsylvia.com\/bigdatacoursewp-content\/uploads\/2016\/02\/12183899_10208361722031545_3126201383271192993_o.jpg\" rel=\"attachment wp-att-325\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-325\" src=\"https:\/\/jjsylvia.com\/bigdatacoursewp-content\/uploads\/2016\/02\/12183899_10208361722031545_3126201383271192993_o-300x225.jpg\" alt=\"12183899_10208361722031545_3126201383271192993_o\" width=\"300\" height=\"225\" srcset=\"https:\/\/jjsylvia.com\/bigdatacourse\/wp-content\/uploads\/2016\/02\/12183899_10208361722031545_3126201383271192993_o-300x225.jpg 300w, https:\/\/jjsylvia.com\/bigdatacourse\/wp-content\/uploads\/2016\/02\/12183899_10208361722031545_3126201383271192993_o-768x576.jpg 768w, https:\/\/jjsylvia.com\/bigdatacourse\/wp-content\/uploads\/2016\/02\/12183899_10208361722031545_3126201383271192993_o-1024x768.jpg 1024w, https:\/\/jjsylvia.com\/bigdatacourse\/wp-content\/uploads\/2016\/02\/12183899_10208361722031545_3126201383271192993_o.jpg 2048w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>The next point I&#8217;d like to elaborate on is tags, the reason why trend #3 may be so important. I don&#8217;t add Facebook photos, post many statuses, add locations, but my friends do. And since almost all of my Facebook photos are with other people whom are tagged, there&#8217;s potential for data interaction to draw more conclusions on me and my friends. Do you know where that photo was taken? Probably some of you do having recognized the wolves statue. It&#8217;s Carter-Finley. Can an algorithm recognize the wolves statue as quickly as you can? Probably not,\u00a0<em>but<\/em> it can easily recognize my friend&#8217;s status about the homecoming game at Carter-Finley. I don&#8217;t think the importance of tags can be stated enough. The more data interacts, the more accurate these algorithms become.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I&#8217;ll first look at strictly the photos, and then I&#8217;ll look at data interaction such as location or tags. As I look at photos, I&#8217;ll try to point out large trends because I&#8217;m not sure how accurately these photos can detect preferences. I&#8217;ll begin with the first aspect of my Facebook photos that I noticed:<br \/><a class=\"moretag\" href=\"https:\/\/jjsylvia.com\/bigdatacourse\/274-2\/\">+ Read More<\/a><\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-274","post","type-post","status-publish","format-standard","hentry","category-data-visualization"],"_links":{"self":[{"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/posts\/274","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/comments?post=274"}],"version-history":[{"count":3,"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/posts\/274\/revisions"}],"predecessor-version":[{"id":327,"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/posts\/274\/revisions\/327"}],"wp:attachment":[{"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/media?parent=274"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/categories?post=274"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jjsylvia.com\/bigdatacourse\/wp-json\/wp\/v2\/tags?post=274"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}