{"id":680,"date":"2022-12-06T00:52:01","date_gmt":"2022-12-06T00:52:01","guid":{"rendered":"https:\/\/dougturnbull.org\/?p=680"},"modified":"2024-09-12T15:44:50","modified_gmt":"2024-09-12T15:44:50","slug":"measuring-the-strength-of-a-music-scene-ismir-2022","status":"publish","type":"post","link":"https:\/\/dougturnbull.org\/index.php\/2022\/12\/06\/measuring-the-strength-of-a-music-scene-ismir-2022\/","title":{"rendered":"Measuring the Strength of Music Scenes @ ISMIR 2022"},"content":{"rendered":"\n<p>Almost all of my research has focused on technical topics such as digital signal processing, machine learning, and recommendation algorithms. But this year, for the annual <strong><a href=\"https:\/\/ismir2022.ismir.net\/\">International Society for Music Information Retrieval (ISMIR) conference<\/a><\/strong>, I have veered into the space of <strong>computational musicology<\/strong> as I have become more interested in how live music scenes can benefit the broader community. <\/p>\n\n\n\n<p>For the past three years, I have been working with my students on our <strong><a href=\"https:\/\/localify.org\/\">Localify.org<\/a><\/strong> project. The goal of this project is to create an app that helps people <em>discover local artists and find live music events<\/em> at small venues. The hope is that Localify will help strengthen local music scenes which, in turn, provides both social and economic benefits to the community at large. As a by-product of this work, we collected a database with over 2.1 million live music events.  <\/p>\n\n\n\n<p>Based on this work, I got hooked up with a team of musicologists from around the country who were working on a National Endowment for the Humanities (NEH) grant entitled &#8220;<a href=\"https:\/\/news.richmond.edu\/releases\/article\/-\/20252\/university-of-richmond-music-professors-awared-neh-grant-for-project-on-music-making-in-the-digital-age.html?utm_source=news&amp;utm_medium=referral&amp;utm_campaign=releases-story\"><strong>America&#8217;s Music Scenes in the Age of Social Media<\/strong><\/a>&#8220;.  I learned about a ton of cool projects at the intersection of geographical information processing (GIS), musicology, and sociology. <\/p>\n\n\n\n<p>Through this grant, I started working with a musicologist named <strong><a href=\"https:\/\/music.richmond.edu\/faculty\/amcgraw\/#:~:text=Andy%20McGraw%20received%20his%20Ph,Dr.\">Andy McGraw<\/a><\/strong> from the University of Richmond on the Localify Music Event dataset. In particular, there have been a number of studies on ways in which having a strong local music scene can benefit the community at large. Most of these studies explored a single city or small region. We wanted to use a &#8220;big data&#8221; set of music events to see if these benefits were observable across a large number of cities. <br><br>To help us answer this question, we enlisted the help of <strong><a href=\"https:\/\/www.linkedin.com\/in\/michael-zhou-90475b32\/\">Michael Zhou<\/a><\/strong> from Cornell who had spent a previous summer working with me as an undergraduate research assistant. Michael has had a good deal of work on various data science projects and was looking for an interesting senior project. He took the ball on this project and rolled with it.<\/p>\n\n\n\n<p>The result was our collaborative paper &#8220;<a href=\"https:\/\/ismir2022program.ismir.net\/poster_116.html\"><strong>Towards Quantifying the Strength of Music Scenes Using Live Event Data<\/strong><\/a>&#8220;. The main takeaway from the paper is that<strong>, if we measure the strength of a music scene as the number of live music events rate per capita (LMER), we find that this metric is highly correlated with many positive socio-economic indicators<\/strong>. <\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2022\/12\/LocalifyGIS-1024x608.jpg\" alt=\"\" class=\"wp-image-686\" width=\"602\" height=\"356\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/LocalifyGIS-1024x608.jpg 1024w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/LocalifyGIS-300x178.jpg 300w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/LocalifyGIS-768x456.jpg 768w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/LocalifyGIS-1536x912.jpg 1536w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/LocalifyGIS-2048x1216.jpg 2048w\" sizes=\"auto, (max-width: 602px) 100vw, 602px\" \/><figcaption class=\"wp-element-caption\">GIS plot of the Live Music Event Rate (LMER) during 2019 for cities in the Northeast United States. Notice how Burlington, VT, a college town with a very active local music scene, has the most events per capita. <\/figcaption><\/figure>\n<\/div>\n\n\n<p>The long-term goal of this research is to use LMER to identify &#8220;<em>music desert<\/em>&#8221; cities that may have underdeveloped music scenes.  The hope is that local governments and non-government organizations can then invest in developing these local music scenes so that they can reap the rewards down the road. <\/p>\n\n\n\n<p>If you are interested in learning more, please check out the <a href=\"https:\/\/drive.google.com\/file\/d\/17MskQnPerCN-5rMuxRnk9qdjrJ9Wabp9\/view?usp=share_link\"><strong>paper<\/strong><\/a> for details! We have also put out a data set called <a href=\"https:\/\/github.com\/JimiLab\/LocalifyMusicEventData\"><strong>LocalifyMusicEvents-USA-2019<\/strong><\/a> that includes information about 308,000 live music from 1,139 American cities. <br><br>All the best,<br>Doug<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/blog.dougturnbull.org\/wp-content\/uploads\/2022\/12\/MusicDesertsPoster-768x1024.png\" alt=\"\" class=\"wp-image-688\" srcset=\"https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/MusicDesertsPoster-768x1024.png 768w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/MusicDesertsPoster-225x300.png 225w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/MusicDesertsPoster-1152x1536.png 1152w, https:\/\/dougturnbull.org\/wp-content\/uploads\/2022\/12\/MusicDesertsPoster.png 1296w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">Our ISMIR 2022 poster for this research.<\/figcaption><\/figure>\n<\/div>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Almost all of my research has focused on technical topics such as digital signal processing, machine learning, and recommendation algorithms.[&#8230;]<\/p>\n","protected":false},"author":1,"featured_media":686,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,4],"tags":[],"class_list":["post-680","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications","category-research"],"_links":{"self":[{"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/posts\/680","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/comments?post=680"}],"version-history":[{"count":10,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/posts\/680\/revisions"}],"predecessor-version":[{"id":727,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/posts\/680\/revisions\/727"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/media\/686"}],"wp:attachment":[{"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/media?parent=680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/categories?post=680"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dougturnbull.org\/index.php\/wp-json\/wp\/v2\/tags?post=680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}