visualizing similarity between music fans from listening history

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Visualizing Similarity Between Music Fans from Listening History Team Poloisawesome Ying-Shu Kuo, Cian O’Brien, Raja Raman

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Page 1: Visualizing Similarity Between Music Fans from Listening History

Visualizing Similarity Between Music Fans from Listening History

Team PoloisawesomeYing-Shu Kuo, Cian O’Brien, Raja Raman

Page 2: Visualizing Similarity Between Music Fans from Listening History

Purpose and Goal

• To explore user listening history

• Visualize many users at once

• Find out user habits over time

• User exploration / Used for recommender system

Page 3: Visualizing Similarity Between Music Fans from Listening History

Work Flow

Feature Processing

DataCollection

DataVisualization

Evaluation

Age, Gender, Location#skips, #repeat, #repeat-one#songs, #plays/day, #plays in specific hour{ }{ }

How do you like it?

Page 4: Visualizing Similarity Between Music Fans from Listening History

Implementation Method

Feature Processing

DataCollection

DataVisualization

Page 5: Visualizing Similarity Between Music Fans from Listening History

Mock-up

2011 2014

Parameters

Age distribution

#plays / day

Page 6: Visualizing Similarity Between Music Fans from Listening History

Web Interface

1

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3

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Page 7: Visualizing Similarity Between Music Fans from Listening History

Legend

1 circle = user data

2 x-y axis = feature value

3 slider = data from a certain month

4 selected circle = cluster histogram

Page 8: Visualizing Similarity Between Music Fans from Listening History

For more implementation details, please visit https://github.com/hank5925/Poloisawesome https://www.overleaf.com/read/rtzdwjtyzyhz

Question? Comments?