{"id":5496,"date":"2010-12-20T19:25:48","date_gmt":"2010-12-20T11:25:48","guid":{"rendered":"http:\/\/www.intmath.com\/blog\/?p=5496"},"modified":"2013-07-30T17:19:29","modified_gmt":"2013-07-30T09:19:29","slug":"twitter-follower-semi-log-graphs","status":"publish","type":"post","link":"https:\/\/www.intmath.com\/blog\/mathematics\/twitter-follower-semi-log-graphs-5496","title":{"rendered":"Twitter follower semi-log graphs"},"content":{"rendered":"<p>Here are some interesting distributions, and another \"real-life\" application of semi-log graphs. <\/p>\n<p>The information comes from Hubspot's <i>State of the Twittersphere report<\/i>, dated Jan 2010, which is unfortunately no longer available.<\/p>\n<p>One of their conclusions:<\/p>\n<blockquote>\n<p>The vast majority of Twitter users have networks under 100 people, [with] 82% of Twitter users having less than 100 followers, and 81% of Twitter users are following less than 100 people. <\/p>\n<\/blockquote>\n<p>This makes sense to me. If you follow thousands of people, how can you hope to read and respond to even half of them?<\/p>\n<p>This reminds me of <a href=\"https:\/\/www.intmath.com\/blog\/mathematics\/facebook-dunbars-number-and-current-killer-apps-905\">Dunbar's Number<\/a>, the idea that humans tend to cluster in groups of around 150, since that is the limit of reasonably expecting to know everyone in the group.<\/p>\n<p>But the low number of following\/followers is more likely explained by the large number of people who would start Tweeting, then give up.<\/p>\n<h2>Twitter - most followers<\/h2>\n<p>As I write, the top 3 people on Twitter with the most followers (according to <a href=\"http:\/\/twitaholic.com\/\">Twitaholic<\/a>) are:<\/p>\n<table cellpadding=\"4\">\n<tr>\n<td>&nbsp;<\/td>\n<th>Followers<\/th>\n<th>Following<\/th>\n<\/tr>\n<tr>\n<td>Lady Gaga (<a href=\"https:\/\/twitter.com\/ladygaga\">ladygaga<\/a>) <\/td>\n<td>7,394,362 <\/td>\n<td>145,898<\/td>\n<\/tr>\n<tr>\n<td>Britney Spears (<a href=\"https:\/\/twitter.com\/britneyspears\">britneyspears<\/a>)<\/td>\n<td>6,416,696<\/td>\n<td>416,140<\/td>\n<\/tr>\n<tr>\n<td>Justin Bieber (<a href=\"https:\/\/twitter.com\/justinbieber\">justinbieber<\/a>)<\/td>\n<td>6,355,747 <\/td>\n<td>95,167<\/td>\n<\/tr>\n<\/table>\n<p>Barack Obama is #5 on this list, with over 6 million followers.<\/p>\n<h2>Twitter - follower distribution<\/h2>\n<p>Now to the graphs. They have used a <b>semi-log scale<\/b> for these graphs so we can see more detail at the higher end (a million plus) and for the more \"normal\" number of followers.<\/p>\n<p><img loading=\"lazy\" src=\"\/blog\/wp-content\/images\/2010\/12\/twitter-distribution-follower2.gif\" alt=\"twitter-distribution-followers\" title=\"twitter-distribution-followers\" width=\"495\" height=\"375\" \/><\/p>\n<p>This graph reminded me of <a href=\"https:\/\/www.intmath.com\/blog\/mathematics\/zipf-distributions-log-log-graphs-and-site-statistics-702\">Zipf Distributions<\/a>, another place we find semi-log graphs.<\/p>\n<h2>Twitter - following distribution<\/h2>\n<p>And for the distribution of the number of people Twitterers are following:<\/p>\n<p><img loading=\"lazy\" src=\"\/blog\/wp-content\/images\/2010\/12\/twitter-distribution-following.gif\" alt=\"twitter-distribution-following\" title=\"twitter-distribution-following\" width=\"495\" height=\"367\" \/><\/p>\n<p>There is a \"blip\" in the middle of that last graph. It is explained by the fact that Twitter imposes a temporary limit on following at the 2,000 level.<\/p>\n<h2>Twitter - patterns of use<\/h2>\n<p>Other findings from Hubspot's report were interesting:<\/p>\n<blockquote>\n<ul>\n<li>Thursday and Friday are the most active days on Twitter, each accounting for 16% of total tweets in our study.<\/li>\n<li>10-11 pm is the most active hour on Twitter, accounting for 4.8% of the tweets in an average day.<\/li>\n<\/ul>\n<\/blockquote>\n<p>And finally, lots of people try to use every one of thier 140 character limit in their tweets. <\/p>\n<p><img loading=\"lazy\" src=\"\/blog\/wp-content\/images\/2010\/12\/tweet-length-distribution.gif\" alt=\"tweet-length-distribution\" title=\"tweet-length-distribution\" width=\"495\" height=\"268\" \/><\/p>\n<p>This graph has linear axes (it has linear scaling on both the horizontal and vertical axes). The vertical scale is presumably the number of tweets.<\/p>\n<p class=\"alt\"><a href=\"#respond\" id=\"comms\">Be the first to comment<\/a> below.<\/p>\n","protected":false},"excerpt":{"rendered":"<p><a href=\"https:\/\/www.intmath.com\/blog\/mathematics\/twitter-follower-semi-log-graphs-5496\"><img loading=\"lazy\" src=\"\/blog\/wp-content\/images\/2010\/12\/twitter-distribution-following_th.gif\" alt=\"twitter-distribution-following\" title=\"twitter-distribution-following\" width=\"128\" height=\"100\" class=\"imgRt\" \/><\/a>Here are some semi-log graphs showing Twitter follower (and following) numbers.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mo_disable_npp":""},"categories":[4],"tags":[134,127],"_links":{"self":[{"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/posts\/5496"}],"collection":[{"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/comments?post=5496"}],"version-history":[{"count":0,"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/posts\/5496\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/media?parent=5496"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/categories?post=5496"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.intmath.com\/blog\/wp-json\/wp\/v2\/tags?post=5496"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}