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⌚ TIMESTAMPS
00:00 - Intro: How Chris analyzed 1M+ songs using data
01:10 - What data reveals about hit songs and music trends
03:30 - Combining qualitative and quantitative analysis
07:00 - The 1970s Billboard chart fraud explained
10:45 - Why key changes disappeared from modern pop
13:30 - How hip-hop changed song structure and sound
14:10 - TikTok’s influence on the music industry
16:10 - Inside Chris’s open-source music dataset
22:10 - Best tools for music data analysis (SQL, Python, Datawrapper)
27:45 - Advice for aspiring music data analysts
🔗 CONNECT WITH CHRIS
📕 Order Chris's Book: https://www.bloomsbury.com/us/uncharted-territory-9798765149911
📊 Check out Chris's Music Dataset: https://docs.google.com/spreadsheets/d/1j1AUgtMnjpFTz54UdXgCKZ1i4bNxFjf01ImJ-BqBEt0/edit?gid=1974823090#gid=1974823090
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