macman76
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Last Active 09-25-20 9:08 pm
Joined 11-12-11

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Quantitative History of your Favorite Albums

I haven’t been active in a while, but I still lurk the site for reviews and music news. I’ve been learning to code in R, and so I thought as a learning exercise I would analyze the rating data of some of the top rated albums on Sputnik. Specifically, I counted the amount of ratings in a 60 day period starting from the ratings that have date stamps on them and found when the album had the most ratings. I, also, calculated the total averaged after each rating, running average (51 rating/point) smoothed it to reduce the variability of the first few averages in that set, and calculated the peak rating of the albums, and when they were at their peak (tldr; I found the albums highest rating and when). I also fit some polynomial models (picked the best one based on Bayes Information Criterion) to the time series of each individual rating to find what direction the ratings of the albums have trended towards in their entirety. All data is as of when I scraped the data (2/25/2016).
1Bjork
Homogenic


Best 60 day period in terms of counts of ratings:

2015-01-24

65 Ratings

Highest Rating:

2015-10-17

4.380

Trend:

Upward (slope = 7.9e-05)
2Godspeed You! Black Emperor
Lift Your Skinny Fists Like Antennas to Heaven


Best 60 day period in terms of counts of ratings:

2012-10-07

100 Ratings

Highest Rating:

2016-01-23

4.502

Trend:

Upward (slope = 7.59e-05)
3Brand New
The Devil and God Are Raging Inside Me


Best 60 day period in terms of counts of ratings:

2009-09-06

168 Ratings

Highest Rating:

2013-11-10

4.477

Trend:

Upward (3rd order polynomial (coefficients = 1st,2nd,3rd) = 3.5e-04, -1.3e-07, 1.35e-11)
4Megadeth
Rust in Peace


Best 60 day period in terms of counts of ratings:

2010-06-29

124 Ratings

Highest Rating:

Sometime in prerecorded history (the 87th rating)

4.598

Trend:

Downward (2nd order (coefficients = 1st,2nd) = 1.03e-04,-2.1e-08)
5Opeth
Blackwater Park


Best 60 day period in terms of counts of ratings:

2011-08-25

142 Ratings

Highest Rating:

Sometime in prerecorded history (the 356th rating)

4.580

Trend:

Staying the same (slope = 2.2e-06, model is not significant)
6Pink Floyd
Wish You Were Here


Best 60 day period in terms of counts of ratings:

2012-12-03

132 Ratings

Highest Rating:

2016-02-05

4.640

Trend:

Upward (slope = 2.8e-05)
7Radiohead
OK Computer


Best 60 day period in terms of counts of ratings:

2011-01-01

178 Ratings

Highest Rating:

Sometime in prerecorded history (the 368th rating)

4.590

Trend:

Upward (slope = 8.6e-06)
8Tool
Lateralus


Best 60 day period in terms of counts of ratings:

2010-08-16

140 Ratings

Highest Rating:

Sometime in prerecorded history (the 72nd rating)

4.474

Trend:

Upward (slope = 2.4e-05)
9Wu-Tang Clan
Enter the Wu-Tang (36 Chambers)


Best 60 day period in terms of counts of ratings:

2012-11-03

75 Ratings

Highest Rating:

2013-12-04

4.616

Trend:

Downward (2nd order (coefficients = 1st,2nd) = 2.5e-04, -8.6e-08)
10Agalloch
Ashes Against the Grain


Best 60 day period in terms of counts of ratings:

2010-03-09

74 Ratings

Highest Rating:

2007-08-14

4.371

Trend:

Upward (slope = 5.8e-05)
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