核心概念
The author explores the impact of social connections and linguistic similarity on the dissemination of streaming content across countries, focusing on platforms like Netflix, Spotify, and YouTube.
摘要
The study delves into how social connections and language similarities influence the spread of streaming content globally. It highlights differences between audio-oriented (Spotify) and video-oriented (Netflix) content dissemination based on social links and linguistic affinity. YouTube's unique dual characteristic is also examined.
The research analyzes trending chart datasets from three major streaming services to understand cultural dissemination in the online era. It reveals that music content spreads more through social connections, while video content is influenced by linguistic similarity. The study emphasizes the importance of considering both factors for a comprehensive understanding of global content distribution.
Furthermore, the analysis extends to categorizing YouTube content to explore correlations with social connections and language similarities. Different categories exhibit varying degrees of correlation, shedding light on how different types of content are affected by these factors.
統計資料
In our target period from August 12, 2020, to February 28, 2023, there are 1,820,130 records total in the dataset.
The dataset contains daily records of the top 200 tracks for each country composed of 23,738 unique tracks.
For Netflix TV shows and films dataset includes weekly charts from July 4, 2021, to February 28, 2023.
The YouTube trending video dataset retrieved March 20, 2023 includes everyday records of the top 200 trending videos for every country.
We collected data from ten countries including Brazil, Canada, France, Germany, India, Japan Mexico South Korea United Kingdom and United States.
引述
"Online streaming platforms enable us to exhibit their content through the internet without physical barriers."
"People now share their culture in real-time; it is no longer limited to the local area."
"The spreading of auditory content is highly correlated with social connection."