{"id":1661,"date":"2014-07-16T09:15:57","date_gmt":"2014-07-16T09:15:57","guid":{"rendered":"https:\/\/www.lamagnetica.com\/museumnext-2014-through-the-prism-of-social-network-analysis\/"},"modified":"2023-01-23T10:58:35","modified_gmt":"2023-01-23T10:58:35","slug":"museumnext-2014-through-the-prism-of-social-network-analysis","status":"publish","type":"post","link":"https:\/\/www.lamagnetica.com\/es\/blog\/museumnext-2014-through-the-prism-of-social-network-analysis\/","title":{"rendered":"Museumnext 2014 through the prism of Social Network Analysis"},"content":{"rendered":"<p>Museum Next\u2019s Conference was held from June the 18<sup>th<\/sup> until June the 20<sup>th<\/sup>. Participants from all over Europe joined to exchange ideas on museum\u2019s innovation and technology, and we were able to follow this activity on Twitter.<\/p>\n<p><!--more--><\/p>\n<p>On June the 4<sup>th<\/sup> we started to monitor the hashtag <strong>#museumnext<\/strong> \u2013in order to analyse the movement that the conference was creating on Twitter\u2013 and we published a <a href=\"https:\/\/www.lamagnetica.com\/es\/blog\/following-museumnext-through-social-network-analysis\/\">post in our blog<\/a> with the results prior to the beginning of the conference.<\/p>\n<p>So, now that the conference is over, we are going to analyse, using Social Network Analysis, <strong>the underlying relationships that have taken place on the #museumnext Twitter talk.<\/strong><\/p>\n<p>We have collected a total of <strong>7.359 tweets<\/strong> from <strong>1.437 different users<\/strong>. Of all these tweets, over <strong>85%<\/strong> have been published between June the 18<sup>th<\/sup> and June the 20<sup>th<\/sup>.<\/p>\n<a href=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/distribution-of-collected-tweets-per-day-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4137 size-full\" src=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/distribution-of-collected-tweets-per-day-1.png\" alt=\"distribution-of-collected-tweets-per-day\" width=\"500\" height=\"190\" \/><\/a>\n<p>Every user has published an average of 5.12 tweets using the #museumnext hashtag.<\/p>\n<p>In order to represent the relationship between these users we have focused on mentions and retweets (RTs) on the collected tweets. We have created a graph where every node is a user that has done or has received a mention in at least one of the collected tweets, and every arrow indicates a mention or a retweet from one\u00a0user to another.<\/p>\n<a href=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/graph-museumnext-general-1500-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4193 size-full\" title=\"graph-museumnext-general\" src=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/graph-museumnext-general-1500-1.png\" alt=\"graph-museumnext-general\" width=\"500\" height=\"388\" \/><\/a>\n<p>This graph is formed by 1,604 users and 6,202 unique mentions and retweets between them (over 10,000 total). You can download the high-resolution image <a href=\"http:\/\/www.lamagnetica.com\/descargas\/museumnext-main-graph.png\" target=\"_blank\" rel=\"noopener\">here<\/a>.<\/p>\n<p>In this case, <strong>more than 97% of users are in the giant component<\/strong> \u2013which means that only 3% of users are not connected to the main component in the graph. We focus on the main component that includes all influential users and their conversations.<\/p>\n<h2>MuseumNext and Museums and the Web<\/h2>\n<p>In order to help us understand MuseumNext\u2019s results (June), we are going to compare them with the ones from Museums and the Web (April) and Museums and the Web Europe (February). We do not intend to establish a ranking or saying which conference has had the greatest impact, but the comparison between conferences helps us showing their differences and similarities, and helps to make sense of some of the variables that otherwise may seem a bit too abstract.<\/p>\n<a href=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/conferences-table-comparison-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4139 size-full\" src=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/conferences-table-comparison-1.png\" alt=\"conferences-table-comparison\" width=\"400\" height=\"253\" \/><\/a>\n<p><a href=\"http:\/\/mw2014.museumsandtheweb.com\/\" target=\"_blank\" rel=\"noopener\">Museums and the Web<\/a> has had the biggest figures in terms of users and tweets. And the two European conferences have had very similar results: around 7,500 tweets by 1,400 users.<\/p>\n<p>The average distance is very similar in all three cases. 3.2-3.4 is quite a low average distance for graphs containing 1,400 to 2,280 users. That points out to the fact that all three conferences have done a very good job when bringing the museum community together. The diameter (maximum distance between two users) is also quite low.<\/p>\n<p>The similarities indicate a common behaviour within the museums\u2019 community, where there are no real competitors, and where collaboration and open discussions of museum\u2019s experiences are possible. When we analyse conferences about other sectors where competition is tougher, results are very different.<\/p>\n<p>But there also some differences worth noting:<\/p>\n<ul>\n<li><strong>#museumnext<\/strong>\u2019s mentions involve more users than <strong>#mwf2014<\/strong> ones, perhaps due to the fact that MuseumNext has a more established community than Museums and the Web in Europe, which was the first edition.<\/li>\n<li>There is a clear graduation in the number of mentions and RTs and in unique mentions and RTs (that counting once each pair of users, regardless of the number of mentions or RTs between them).<\/li>\n<li>MuseumNext Twitter users mention more often than the Museums and the Web ones, but the difference is not so big to draw any clear consequences from this fact.<\/li>\n<\/ul>\n<h2>No communities. What does it mean?<\/h2>\n<p>The graph doesn\u2019t have a clear community structure. Neither did Museums and the Web in Baltimore, with the exception of the Italian cluster led by <a href=\"http:\/\/www.svegliamuseo.com\/en\" target=\"_blank\" rel=\"noopener\">Svegliamuseo<\/a>, who kept up to date many Italian users who were not attending the conference.<\/p>\n<p>On the other hand, <b><a href=\"http:\/\/mwf2014.museumsandtheweb.com\/\" target=\"_blank\" rel=\"noopener\">Museums and the Web Florence<\/a> <\/b>had a more clearly defined community structure leaded by the official conference bloggers and by several museum professionals that were very active and formed communities (some of them country-based) around them. This situation reflects a forming community around the conference, while the other two reflect a more mature community where loyal attendees have dozens of acquaintances and glue the structure of the conversation around the conference in a single group. You can always detect significant subgroups inside it, but is mainly a single community.<\/p>\n<h2>The core graph<\/h2>\n<a href=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/graph-museumnext-edges-15001-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4192 size-full\" title=\"graph-museumnext-edges\" src=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/graph-museumnext-edges-15001-1.png\" alt=\"graph-museumnext-edges\" width=\"500\" height=\"356\" \/><\/a>\n<p>You can download the high-resolution graph\u00a0<a href=\"http:\/\/www.lamagnetica.com\/descargas\/museumnext-edge-graph.png\" target=\"_blank\" rel=\"noopener\">here<\/a>.<\/p>\n<p>This new graph represents the same kind of relationships that the previous one, but now we just maintain users that have relations with more than two arrows pointing them or starting from them. This graph contains <b>746 users<\/b> and <b>5.024 relations<\/b> between them, which means that 46.51% of the users concentrate the 81.01% of relations, if we compare with the main graph.<\/p>\n<h2><strong>Top users<\/strong><\/h2>\n<p><strong>Ranking by PR (a measure of influence):<\/strong><\/p>\n<a href=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/ranking-by-page-rank-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4141 size-full\" src=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/ranking-by-page-rank-1.png\" alt=\"ranking-by-page-rank\" width=\"200\" height=\"303\" \/><\/a>\n<p><strong>Ranking by mentions received:<\/strong><\/p>\n<a href=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/ranking-by-mentions-received-1-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4143 size-full\" src=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/ranking-by-mentions-received-1-1.png\" alt=\"ranking-by-mentions-received\" width=\"350\" height=\"258\" \/><\/a>\n<p><strong>Ranking by mentions done:<\/strong><\/p>\n<a href=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/ranking-by-mentions-done-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4144 size-full\" src=\"https:\/\/www.lamagnetica.com\/wp-content\/uploads\/2021\/08\/ranking-by-mentions-done-1.png\" alt=\"ranking-by-mentions-done\" width=\"350\" height=\"259\" \/><\/a>\n","protected":false},"excerpt":{"rendered":"<p>Museum Next\u2019s Conference gathered participants to join to exchange ideas on museum\u2019s innovation and technology, and we followed this activity on Twitter. We used Social Network Analysis to analyse the<\/p>\n","protected":false},"author":1,"featured_media":2183,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[107],"tags":[],"class_list":["post-1661","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sna-y-redes-sociales"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/posts\/1661","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/comments?post=1661"}],"version-history":[{"count":2,"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/posts\/1661\/revisions"}],"predecessor-version":[{"id":3539,"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/posts\/1661\/revisions\/3539"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/media\/2183"}],"wp:attachment":[{"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/media?parent=1661"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/categories?post=1661"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lamagnetica.com\/es\/wp-json\/wp\/v2\/tags?post=1661"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}