Statnik 5: Your Favorite Staffer’s Favorite Words

Published: September 03, 2017

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Hello staff/non-staff users and welcome to the first of these posts that will analyze not how sputnik users rate albums, but what they write about them. Reviews are the focus of this site. User written reviews and their prominence are what distinguishes this website from other music database websites. Somehow/someway the reviews on here by the most deft among us were deemed prestigious enough to be sometimes included in the Reception/Release sections of album pages on Wikipedia and aggregated by metacritic. The promise of sputnik, and that of the country of its weary servers, is that if you write enough reviews and if they are good enough, you can be a god among men/(some)women and have a spiffy tag next to your name.

Text analysis has been in the news a lot recently so I thought I would throw my very amateur hat into the ring. To start, I wrote code to scrape the review text from every user listed in the staff page including contributors, staff writers, and emeritus users. Metadata from the review pages, including the number of views and comments, date of review, and ratings of the album were also scraped. If you would like to do it for yourself, go into R and copy the following into the console and hit enter to install the necessary packages:

install.packages(c("tidyverse", "XML", "rvest", "tidytext", "wordcloud", "stringr", "babynames"))

Code to do the scrape is here. If you want to only scrape certain users replace the “do_staff <- TRUE” line to “do_staff <- FALSE” and list users in the line “users <-  c("acadhdemy")”  likes so “users <- c("user1", "user2", "me")” and makes sure that the usernames are the same as the name at the end of the url for the users you want to scrape (i.e. sputnikmusic.com/user/macman76+is+cool is “macman76+is+cool”).

If you run the code, a subfolder “/data/” will be created if it does not already exist, and it will fill with files named for the users you listed in “users <- ” line of code. They will have an extension “.rds” and if you run the following

dat <- readRDS(<"./data/insert+user+name+here.rds">)

print(dat)

sans the “<>” and with the name of the user’s file you want to read, “dat” will be a table with a row of data for each review published by that user. It will contain the username of the reviewer, the band and album of the review, the release date of the album, the publish date of the review, the url link to the review, the number of views and replies, the review rating, as well as the text and ratings of the review. To get the text of the first review of the “dat” object run the following

print(dat$text[1])

If you would like to explore the data any further, learn through a tutorial or something.

This post will be a data dump of sorts. For every staff/contrib/emeritus user, I will present a summary of their data including the median number of views and replies to their reviews, the average rating by the userbase of the albums they review, their average review rating of their reviews, and their most popular reviews by views and replies. Then, also, there will be a word cloud for all users of the 50 words they use that have the highest tf-idf. Term Frequency times Inverse Document Frequency (tf-idf for short) is a way of measuring how important a particular word is to each user. Words that they use frequently that are not used frequently by other users score highly in tf-idf. There was a ton of preprocessing done to these words to try to get this to be accurate (i.e. removal of band and albums names, removal of common first names and surnames, removal of text in quotes, numbers, of words only used by one user, and much, much more), but the processing can be improved (abbreviations for bands still pass through, I couldn’t figure out how to fix words with accents, and a few other things). If any of you guys are good at regular expression or text processing, shoutbox me.

The tools and idea to do this came from this very cool, free online book that is a companion to the “tidytext” package written for R. Also, the philosophy of “tidy” data formats comes from this cool-named dude (he is also probably the most influential R developer). So, thanks Hads.


The Sputnik Staff/Contributors/Emeritus

User: 204409, # of Reviews: 100
Mean Review Rating by Reviewer: 3.50, Mean Rating of Album: 3.70
Median Views of Reviews: 14746 (Rank: 20), Median Replies of Reviews: 40 (Rank: 44)
Maximum Views: 340653 (Album: Deftones_Diamond Eyes),
Maximum Replies: 7941 (Album: Between the Buried and Me_Colors)
204409

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User: acadhdemy, # of Reviews: 9 (Note: an anonymous staffer requested this user be included)
Mean Review Rating by Reviewer: 4.00, Mean Rating of Album: 3.17
Median Views of Reviews: 16008 (Rank: 13), Median Replies of Reviews: 44 (Rank: 35)
Maximum Views: 71988 (Album: Pierce the Veil_Collide with the Sky),
Maximum Replies: 575 (Album: Pierce the Veil_Collide with the Sky)
acadhdemy

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User: anatelier, # of Reviews: 22
Mean Review Rating by Reviewer: 4.14, Mean Rating of Album: 3.75
Median Views of Reviews: 908 (Rank: 92), Median Replies of Reviews: 12 (Rank: 92)
Maximum Views: 14397 (Album: Future Islands_The Far Field),
Maximum Replies: 149 (Album: Future Islands_The Far Field)
anatelier

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User: AngelofDeath, # of Reviews: 28
Mean Review Rating by Reviewer: 3.91, Mean Rating of Album: 3.70
Median Views of Reviews: 11504 (Rank: 36), Median Replies of Reviews: 62 (Rank: 16)
Maximum Views: 121410 (Album: Opeth_Heritage),
Maximum Replies: 5250 (Album: Opeth_Heritage)
AngelofDeath

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User: Arcade, # of Reviews: 124
Mean Review Rating by Reviewer: 3.24, Mean Rating of Album: 3.30
Median Views of Reviews: 7583 (Rank: 59), Median Replies of Reviews: 49 (Rank: 28)
Maximum Views: 108055 (Album: Bring Me the Horizon_That’s the Spirit),
Maximum Replies: 2570 (Album: Bring Me the Horizon_That’s the Spirit)
Arcade

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User: Archelirion, # of Reviews: 78
Mean Review Rating by Reviewer: 4.00, Mean Rating of Album: 3.63
Median Views of Reviews: 1684 (Rank: 90), Median Replies of Reviews: 18 (Rank: 86)
Maximum Views: 50659 (Album: Batushka_Litourgiya),
Maximum Replies: 453 (Album: Batushka_Litourgiya)
Archelirion

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User: Astral+Abortis, # of Reviews: 36
Mean Review Rating by Reviewer: 4.32, Mean Rating of Album: 3.70
Median Views of Reviews: 3598 (Rank: 79), Median Replies of Reviews: 34 (Rank: 48)
Maximum Views: 30926 (Album: Oneohtrix Point Never_Garden of Delete),
Maximum Replies: 440 (Album: Mount Eerie_A Crow Looked At Me)
Astral+Abortis

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User: Atari, # of Reviews: 149
Mean Review Rating by Reviewer: 3.97, Mean Rating of Album: 3.68
Median Views of Reviews: 7191 (Rank: 62), Median Replies of Reviews: 59 (Rank: 19)
Maximum Views: 131915 (Album: The Wonder Years_The Greatest Generation),
Maximum Replies: 3372 (Album: Death_Symbolic)
Atari

——————————————————————————————————————
User: Athom, # of Reviews: 178
Mean Review Rating by Reviewer: 3.83, Mean Rating of Album: 3.70
Median Views of Reviews: 18437 (Rank: 10), Median Replies of Reviews: 68 (Rank: 13)
Maximum Views: 182999 (Album: Meshuggah_Koloss),
Maximum Replies: 3191 (Album: Meshuggah_Koloss)
Athom

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User: AtomicWaste, # of Reviews: 122
Mean Review Rating by Reviewer: 3.81, Mean Rating of Album: 3.62
Median Views of Reviews: 8854 (Rank: 52), Median Replies of Reviews: 24 (Rank: 75)
Maximum Views: 146557 (Album: Animals As Leaders_The Joy of Motion),
Maximum Replies: 1961 (Album: Opeth_Pale Communion)
AtomicWaste

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User: Bartender, # of Reviews: 42
Mean Review Rating by Reviewer: 4.11, Mean Rating of Album: 3.90
Median Views of Reviews: 9730 (Rank: 45), Median Replies of Reviews: 22 (Rank: 78)
Maximum Views: 203420 (Album: Tool_Lateralus),
Maximum Replies: 3509 (Album: Cynic_Focus)
Bartender

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User: beachdude, # of Reviews: 34
Mean Review Rating by Reviewer: 4.03, Mean Rating of Album: 3.31
Median Views of Reviews: 9750 (Rank: 44), Median Replies of Reviews: 69 (Rank: 12)
Maximum Views: 62399 (Album: Frank Ocean_Blonde),
Maximum Replies: 1045 (Album: Frank Ocean_Blonde)
beachdude

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User: br3ad_man, # of Reviews: 164
Mean Review Rating by Reviewer: 4.06, Mean Rating of Album: 3.83
Median Views of Reviews: 16405 (Rank: 12), Median Replies of Reviews: 43 (Rank: 39)
Maximum Views: 158289 (Album: Rage Against The Machine_Rage Against The Machine),
Maximum Replies: 2704 (Album: The National_Boxer)
br3ad_man

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User: Brostep, # of Reviews: 103
Mean Review Rating by Reviewer: 3.43, Mean Rating of Album: 3.28
Median Views of Reviews: 6409 (Rank: 66), Median Replies of Reviews: 25 (Rank: 70)
Maximum Views: 99597 (Album: Kanye West_The Life of Pablo),
Maximum Replies: 2263 (Album: Kanye West_The Life of Pablo)
Brostep

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User: butcherboy, # of Reviews: 63
Mean Review Rating by Reviewer: 3.90, Mean Rating of Album: 3.68
Median Views of Reviews: 860 (Rank: 93), Median Replies of Reviews: 14 (Rank: 90)
Maximum Views: 21533 (Album: Perfume Genius_No Shape),
Maximum Replies: 295 (Album: Perfume Genius_No Shape)
butcherboy

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User: Calc, # of Reviews: 72
Mean Review Rating by Reviewer: 3.81, Mean Rating of Album: 3.64
Median Views of Reviews: 5546 (Rank: 71), Median Replies of Reviews: 31 (Rank: 59)
Maximum Views: 32268 (Album: Pomegranate Tiger_Entities),
Maximum Replies: 194 (Album: Exivious_Liminal)
Calc

——————————————————————————————————————
User: Conmaniac, # of Reviews: 42
Mean Review Rating by Reviewer: 4.01, Mean Rating of Album: 3.59
Median Views of Reviews: 2895 (Rank: 84), Median Replies of Reviews: 50 (Rank: 27)
Maximum Views: 48279 (Album: Kid Cudi_Speedin’ Bullet 2 Heaven),
Maximum Replies: 844 (Album: Kid Cudi_Speedin’ Bullet 2 Heaven)
Conmaniac

——————————————————————————————————————
User: conradtao, # of Reviews: 60
Mean Review Rating by Reviewer: 3.82, Mean Rating of Album: 3.50
Median Views of Reviews: 10860 (Rank: 39), Median Replies of Reviews: 55 (Rank: 23)
Maximum Views: 112710 (Album: Grimes_Visions),
Maximum Replies: 2712 (Album: Grimes_Visions)
conradtao

——————————————————————————————————————
User: cryptologous, # of Reviews: 28
Mean Review Rating by Reviewer: 3.50, Mean Rating of Album: 3.66
Median Views of Reviews: 3420 (Rank: 81), Median Replies of Reviews: 22 (Rank: 81)
Maximum Views: 43048 (Album: Deathspell Omega_The Synarchy of Molten Bones),
Maximum Replies: 551 (Album: Deathspell Omega_The Synarchy of Molten Bones)
cryptologous

——————————————————————————————————————
User: Crysis, # of Reviews: 195
Mean Review Rating by Reviewer: 3.65, Mean Rating of Album: 3.70
Median Views of Reviews: 18952 (Rank: 8), Median Replies of Reviews: 89 (Rank: 7)
Maximum Views: 196764 (Album: Scar Symmetry_Holographic Universe),
Maximum Replies: 4199 (Album: Converge_Axe to Fall)
Crysis

——————————————————————————————————————
User: Damrod, # of Reviews: 63
Mean Review Rating by Reviewer: 3.64, Mean Rating of Album: 3.66
Median Views of Reviews: 13692 (Rank: 27), Median Replies of Reviews: 27 (Rank: 65)
Maximum Views: 128737 (Album: The Fall of Troy_Ghostship),
Maximum Replies: 959 (Album: Linkin Park_Meteora)
Damrod

——————————————————————————————————————
User: danielcardoso, # of Reviews: 35
Mean Review Rating by Reviewer: 3.46, Mean Rating of Album: 3.41
Median Views of Reviews: 2585 (Rank: 85), Median Replies of Reviews: 25 (Rank: 70)
Maximum Views: 20668 (Album: Massive Attack_Ritual Spirit),
Maximum Replies: 192 (Album: Massive Attack_Ritual Spirit)
danielcardoso

——————————————————————————————————————
User: Dave+de+Sylvia, # of Reviews: 164
Mean Review Rating by Reviewer: 3.43, Mean Rating of Album: 3.47
Median Views of Reviews: 13276 (Rank: 30), Median Replies of Reviews: 20 (Rank: 85)
Maximum Views: 216270 (Album: Linkin Park_A Thousand Suns),
Maximum Replies: 2581 (Album: August Burns Red_Constellations)
Dave+de+Sylvia

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User: DaveyBoy, # of Reviews: 300
Mean Review Rating by Reviewer: 3.27, Mean Rating of Album: 3.25
Median Views of Reviews: 15682 (Rank: 14), Median Replies of Reviews: 90 (Rank: 6)
Maximum Views: 149995 (Album: Emery_…In Shallow Seas We Sail),
Maximum Replies: 4781 (Album: Emery_…In Shallow Seas We Sail)
DaveyBoy

——————————————————————————————————————
User: Deviant., # of Reviews: 150
Mean Review Rating by Reviewer: 3.47, Mean Rating of Album: 3.47
Median Views of Reviews: 13991 (Rank: 23), Median Replies of Reviews: 68 (Rank: 14)
Maximum Views: 120881 (Album: Burial_Kindred),
Maximum Replies: 2156 (Album: Burial_Kindred)
Deviant.

——————————————————————————————————————
User: DoofusWainwright, # of Reviews: 86
Mean Review Rating by Reviewer: 3.79, Mean Rating of Album: 3.72
Median Views of Reviews: 3142 (Rank: 83), Median Replies of Reviews: 32 (Rank: 58)
Maximum Views: 35497 (Album: Megadeth_Dystopia),
Maximum Replies: 1575 (Album: Sunhouse_Crazy on the Weekend)
DoofusWainwright

——————————————————————————————————————
User: DrGonzo1937, # of Reviews: 137
Mean Review Rating by Reviewer: 3.60, Mean Rating of Album: 3.36
Median Views of Reviews: 2264 (Rank: 86), Median Replies of Reviews: 22 (Rank: 79)
Maximum Views: 21601 (Album: Marilyn Manson_Antichrist Superstar),
Maximum Replies: 300 (Album: Sum 41_13 Voices)
DrGonzo1937

——————————————————————————————————————
User: Electric+City, # of Reviews: 135
Mean Review Rating by Reviewer: 3.56, Mean Rating of Album: 3.62
Median Views of Reviews: 23510 (Rank: 4), Median Replies of Reviews: 107 (Rank: 3)
Maximum Views: 235828 (Album: Radiohead_The King of Limbs),
Maximum Replies: 5908 (Album: Radiohead_Kid A)
Electric+City
——————————————————————————————————————
User: ExplosiveOranges, # of Reviews: 72
Mean Review Rating by Reviewer: 3.70, Mean Rating of Album: 3.53
Median Views of Reviews: 4813 (Rank: 73), Median Replies of Reviews: 41 (Rank: 43)
Maximum Views: 42867 (Album: Amorphis_Under the Red Cloud),
Maximum Replies: 676 (Album: Bathory_Blood Fire Death)
ExplosiveOranges

——————————————————————————————————————
User: FlawedPerfection, # of Reviews: 211
Mean Review Rating by Reviewer: 3.90, Mean Rating of Album: 3.76
Median Views of Reviews: 15364 (Rank: 18), Median Replies of Reviews: 29 (Rank: 62)
Maximum Views: 218008 (Album: Radiohead_In Rainbows),
Maximum Replies: 5958 (Album: Radiohead_In Rainbows)
FlawedPerfection

——————————————————————————————————————
User: Frippertronics, # of Reviews: 101
Mean Review Rating by Reviewer: 3.85, Mean Rating of Album: 3.61
Median Views of Reviews: 4444 (Rank: 75), Median Replies of Reviews: 49 (Rank: 28)
Maximum Views: 56786 (Album: David Bowie_Blackstar),
Maximum Replies: 940 (Album: David Bowie_Blackstar)
Frippertronics

——————————————————————————————————————
User: Gameofmetal, # of Reviews: 87
Mean Review Rating by Reviewer: 3.53, Mean Rating of Album: 3.42
Median Views of Reviews: 5565 (Rank: 69), Median Replies of Reviews: 28 (Rank: 64)
Maximum Views: 43273 (Album: Horrendous_Anareta),
Maximum Replies: 418 (Album: Horrendous_Anareta)
Gameofmetal

——————————————————————————————————————
User: GnarlyShillelagh, # of Reviews: 40
Mean Review Rating by Reviewer: 3.55, Mean Rating of Album: 3.55
Median Views of Reviews: 13844 (Rank: 25), Median Replies of Reviews: 62 (Rank: 16)
Maximum Views: 115282 (Album: Run the Jewels_Run the Jewels 2),
Maximum Replies: 1018 (Album: Run the Jewels_Run the Jewels 2)
GnarlyShillelagh

——————————————————————————————————————
User: greg84, # of Reviews: 131
Mean Review Rating by Reviewer: 4.18, Mean Rating of Album: 3.76
Median Views of Reviews: 13991 (Rank: 23), Median Replies of Reviews: 57 (Rank: 22)
Maximum Views: 261178 (Album: Deftones_Koi No Yokan),
Maximum Replies: 4841 (Album: Deftones_Koi No Yokan)
greg84

——————————————————————————————————————
User: hesperus, # of Reviews: 17
Mean Review Rating by Reviewer: 4.12, Mean Rating of Album: 3.58
Median Views of Reviews: 4393 (Rank: 76), Median Replies of Reviews: 33 (Rank: 51)
Maximum Views: 17524 (Album: Neil Cicierega_Mouth Moods),
Maximum Replies: 266 (Album: PWR BTTM_Pageant)
hesperus

——————————————————————————————————————
User: hogan900, # of Reviews: 43
Mean Review Rating by Reviewer: 4.29, Mean Rating of Album: 3.93
Median Views of Reviews: 9212 (Rank: 49), Median Replies of Reviews: 59 (Rank: 19)
Maximum Views: 76663 (Album: American Football_American Football),
Maximum Replies: 2512 (Album: American Football_American Football)
hogan900

——————————————————————————————————————
User: Hyperion1001, # of Reviews: 52
Mean Review Rating by Reviewer: 3.81, Mean Rating of Album: 3.62
Median Views of Reviews: 7538 (Rank: 60), Median Replies of Reviews: 42 (Rank: 40)
Maximum Views: 54721 (Album: Morbus Chron_Sweven),
Maximum Replies: 1151 (Album: Morbus Chron_Sweven)
Hyperion1001

——————————————————————————————————————
User: Iai, # of Reviews: 225
Mean Review Rating by Reviewer: 3.54, Mean Rating of Album: 3.66
Median Views of Reviews: 15417 (Rank: 17), Median Replies of Reviews: 34 (Rank: 48)
Maximum Views: 202874 (Album: Tool_10,000 Days),
Maximum Replies: 3825 (Album: Tool_10,000 Days)
Iai

——————————————————————————————————————
User: Iluvatar, # of Reviews: 168
Mean Review Rating by Reviewer: 3.44, Mean Rating of Album: 3.51
Median Views of Reviews: 25097 (Rank: 3), Median Replies of Reviews: 92 (Rank: 4)
Maximum Views: 234447 (Album: Circle Takes the Square_As the Roots Undo),
Maximum Replies: 7660 (Album: Circle Takes the Square_As the Roots Undo)
Iluvatar

——————————————————————————————————————
User: insomniac15, # of Reviews: 206
Mean Review Rating by Reviewer: 3.73, Mean Rating of Album: 3.47
Median Views of Reviews: 7963 (Rank: 57), Median Replies of Reviews: 21 (Rank: 82)
Maximum Views: 72041 (Album: Chevelle_The North Corridor),
Maximum Replies: 583 (Album: Chevelle_The North Corridor)
insomniac15

——————————————————————————————————————
User: Insurrection, # of Reviews: 111
Mean Review Rating by Reviewer: 3.38, Mean Rating of Album: 3.33
Median Views of Reviews: 9310 (Rank: 48), Median Replies of Reviews: 49 (Rank: 28)
Maximum Views: 72804 (Album: Periphery_Juggernaut: Omega),
Maximum Replies: 844 (Album: Black Tongue_Born Hanged)
Insurrection

——————————————————————————————————————
User: Irving, # of Reviews: 123
Mean Review Rating by Reviewer: 3.21, Mean Rating of Album: 3.23
Median Views of Reviews: 10572 (Rank: 40), Median Replies of Reviews: 49 (Rank: 28)
Maximum Views: 138837 (Album: Linkin Park_The Hunting Party),
Maximum Replies: 2222 (Album: Linkin Park_The Hunting Party)
Irving

——————————————————————————————————————
User: IsItLuck%3F, # of Reviews: 89
Mean Review Rating by Reviewer: 3.72, Mean Rating of Album: 3.69
Median Views of Reviews: 18437 (Rank: 9), Median Replies of Reviews: 46 (Rank: 33)
Maximum Views: 446426 (Album: Converge_Jane Doe),
Maximum Replies: 16172 (Album: Converge_Jane Doe)
IsItLuck

——————————————————————————————————————
User: Jacquibim, # of Reviews: 115
Mean Review Rating by Reviewer: 3.50, Mean Rating of Album: 3.51
Median Views of Reviews: 9177 (Rank: 50), Median Replies of Reviews: 47 (Rank: 32)
Maximum Views: 121661 (Album: Ulcerate_Shrines of Paralysis),
Maximum Replies: 2619 (Album: Ulcerate_Shrines of Paralysis)
Jacquibim

——————————————————————————————————————
User: Jade, # of Reviews: 137
Mean Review Rating by Reviewer: 3.75, Mean Rating of Album: 3.65
Median Views of Reviews: 10944 (Rank: 38), Median Replies of Reviews: 52 (Rank: 25)
Maximum Views: 373569 (Album: Kendrick Lamar_To Pimp a Butterfly),
Maximum Replies: 7021 (Album: Kendrick Lamar_To Pimp a Butterfly)
Jade

——————————————————————————————————————
User: JamieTwort, # of Reviews: 35
Mean Review Rating by Reviewer: 3.94, Mean Rating of Album: 3.70
Median Views of Reviews: 5552 (Rank: 70), Median Replies of Reviews: 31 (Rank: 59)
Maximum Views: 30371 (Album: Ulver_Messe I.X-VI.X),
Maximum Replies: 286 (Album: Ulver_Messe I.X-VI.X)
JamieTwort

——————————————————————————————————————
User: JohnnyOnTheSpot, # of Reviews: 133
Mean Review Rating by Reviewer: 3.39, Mean Rating of Album: 3.43
Median Views of Reviews: 5436 (Rank: 72), Median Replies of Reviews: 38 (Rank: 45)
Maximum Views: 222391 (Album: Radiohead_A Moon Shaped Pool),
Maximum Replies: 6042 (Album: Radiohead_A Moon Shaped Pool)
JohnnyOnTheSpot

——————————————————————————————————————
User: Jom, # of Reviews: 46
Mean Review Rating by Reviewer: 3.76, Mean Rating of Album: 3.58
Median Views of Reviews: 13219 (Rank: 32), Median Replies of Reviews: 32 (Rank: 56)
Maximum Views: 260575 (Album: Meshuggah_obZen),
Maximum Replies: 2454 (Album: Meshuggah_obZen)
Jom

——————————————————————————————————————
User: joshuatree, # of Reviews: 86
Mean Review Rating by Reviewer: 3.82, Mean Rating of Album: 3.68
Median Views of Reviews: 15590 (Rank: 15), Median Replies of Reviews: 45 (Rank: 34)
Maximum Views: 222874 (Album: Bon Iver_Bon Iver, Bon Iver),
Maximum Replies: 3368 (Album: Unwound_Leaves Turn Inside You)
joshuatree

——————————————————————————————————————
User: JViney, # of Reviews: 67
Mean Review Rating by Reviewer: 3.23, Mean Rating of Album: 3.21
Median Views of Reviews: 9691 (Rank: 46), Median Replies of Reviews: 25 (Rank: 70)
Maximum Views: 132518 (Album: Lou Reed and Metallica_Lulu),
Maximum Replies: 1249 (Album: Lou Reed and Metallica_Lulu)
JViney

——————————————————————————————————————
User: kingsoby1, # of Reviews: 91
Mean Review Rating by Reviewer: 3.61, Mean Rating of Album: 3.52
Median Views of Reviews: 14805 (Rank: 19), Median Replies of Reviews: 44 (Rank: 35)
Maximum Views: 155975 (Album: Death Grips_The Money Store),
Maximum Replies: 3047 (Album: Gorguts_Colored Sands)
kingsoby1

——————————————————————————————————————
User: Kiran, # of Reviews: 69
Mean Review Rating by Reviewer: 3.73, Mean Rating of Album: 3.68
Median Views of Reviews: 13274 (Rank: 31), Median Replies of Reviews: 42 (Rank: 41)
Maximum Views: 100529 (Album: Titus Andronicus_The Monitor),
Maximum Replies: 2739 (Album: Titus Andronicus_The Monitor)
Kiran

——————————————————————————————————————
User: klap, # of Reviews: 242
Mean Review Rating by Reviewer: 3.36, Mean Rating of Album: 3.31
Median Views of Reviews: 12326 (Rank: 34), Median Replies of Reviews: 36 (Rank: 46)
Maximum Views: 120106 (Album: M83_Hurry Up, We’re Dreaming),
Maximum Replies: 2762 (Album: Lorde_Pure Heroine)
klap

——————————————————————————————————————
User: Knott-, # of Reviews: 172
Mean Review Rating by Reviewer: 3.72, Mean Rating of Album: 3.57
Median Views of Reviews: 11212 (Rank: 37), Median Replies of Reviews: 44 (Rank: 37)
Maximum Views: 104663 (Album: The National_Alligator),
Maximum Replies: 3371 (Album: The National_Alligator)
Knott-

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User: LandDiving, # of Reviews: 51
Mean Review Rating by Reviewer: 4.10, Mean Rating of Album: 3.56
Median Views of Reviews: 1274 (Rank: 91), Median Replies of Reviews: 24 (Rank: 75)
Maximum Views: 25058 (Album: Brockhampton_Saturation),
Maximum Replies: 458 (Album: Arcade Fire_Everything Now)
LandDiving

——————————————————————————————————————
User: Liberi+Fatali, # of Reviews: 51
Mean Review Rating by Reviewer: 3.77, Mean Rating of Album: 3.57
Median Views of Reviews: 11741 (Rank: 35), Median Replies of Reviews: 17 (Rank: 87)
Maximum Views: 72623 (Album: Lady Gaga_The Fame),
Maximum Replies: 645 (Album: Lady Gaga_The Fame)
Liberi+Fatali

——————————————————————————————————————
User: linguist2011, # of Reviews: 247
Mean Review Rating by Reviewer: 3.56, Mean Rating of Album: 3.52
Median Views of Reviews: 3986 (Rank: 78), Median Replies of Reviews: 9 (Rank: 93)
Maximum Views: 70670 (Album: Enslaved_RIITIIR),
Maximum Replies: 890 (Album: Enslaved_RIITIIR)
linguist2011

——————————————————————————————————————
User: manosg, # of Reviews: 100
Mean Review Rating by Reviewer: 3.84, Mean Rating of Album: 3.71
Median Views of Reviews: 4302 (Rank: 77), Median Replies of Reviews: 33 (Rank: 51)
Maximum Views: 258319 (Album: Vektor_Terminal Redux),
Maximum Replies: 5583 (Album: Vektor_Terminal Redux)
manosg

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User: Med57, # of Reviews: 61
Mean Review Rating by Reviewer: 3.89, Mean Rating of Album: 3.88
Median Views of Reviews: 25886 (Rank: 2), Median Replies of Reviews: 91 (Rank: 5)
Maximum Views: 370326 (Album: Radiohead_OK Computer),
Maximum Replies: 10546 (Album: Radiohead_OK Computer)
Med57

——————————————————————————————————————
User: MercuryToHell, # of Reviews: 39
Mean Review Rating by Reviewer: 3.60, Mean Rating of Album: 3.21
Median Views of Reviews: 4707 (Rank: 74), Median Replies of Reviews: 29 (Rank: 62)
Maximum Views: 75418 (Album: The Dillinger Escape Plan_Dissociation),
Maximum Replies: 1353 (Album: The Dillinger Escape Plan_Dissociation)
MercuryToHell

——————————————————————————————————————
User: Metalstyles, # of Reviews: 131
Mean Review Rating by Reviewer: 3.57, Mean Rating of Album: 3.39
Median Views of Reviews: 9935 (Rank: 41), Median Replies of Reviews: 35 (Rank: 47)
Maximum Views: 63503 (Album: Disturbed_Asylum),
Maximum Replies: 479 (Album: In Flames_Reroute to Remain)
Metalstyles

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User: Mikesn, # of Reviews: 260
Mean Review Rating by Reviewer: 3.59, Mean Rating of Album: 3.61
Median Views of Reviews: 16977 (Rank: 11), Median Replies of Reviews: 33 (Rank: 51)
Maximum Views: 688013 (Album: Judas Priest_Nostradamus),
Maximum Replies: 6915 (Album: Megadeth_Rust in Peace)
Mikesn

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User: Minus+The+Flair, # of Reviews: 59
Mean Review Rating by Reviewer: 3.77, Mean Rating of Album: 3.74
Median Views of Reviews: 9596 (Rank: 47), Median Replies of Reviews: 25 (Rank: 70)
Maximum Views: 69610 (Album: Manchester Orchestra_Mean Everything to Nothing),
Maximum Replies: 800 (Album: Japandroids_Celebration Rock)
Minus+The+Flair

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User: Mongi123, # of Reviews: 131
Mean Review Rating by Reviewer: 3.96, Mean Rating of Album: 3.78
Median Views of Reviews: 7373 (Rank: 61), Median Replies of Reviews: 88 (Rank: 8)
Maximum Views: 121016 (Album: Tool_Lateralus),
Maximum Replies: 3195 (Album: Tool_Lateralus)
Mongi123

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User: morrissey, # of Reviews: 35
Mean Review Rating by Reviewer: 3.40, Mean Rating of Album: 3.49
Median Views of Reviews: 13766 (Rank: 26), Median Replies of Reviews: 32 (Rank: 56)
Maximum Views: 86155 (Album: The Beach Boys_Pet Sounds),
Maximum Replies: 954 (Album: The Beach Boys_Pet Sounds)
morrissey

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User: Mort., # of Reviews: 48
Mean Review Rating by Reviewer: 3.89, Mean Rating of Album: 3.53
Median Views of Reviews: 1910 (Rank: 89), Median Replies of Reviews: 32 (Rank: 54)
Maximum Views: 15840 (Album: Crystal Castles_Amnesty (I)),
Maximum Replies: 239 (Album: Emmure_Look at Yourself)
Mort.

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User: mx, # of Reviews: 6
Mean Review Rating by Reviewer: 3.70, Mean Rating of Album: 3.73
Median Views of Reviews: 8410 (Rank: 54), Median Replies of Reviews: 14 (Rank: 91)
Maximum Views: 50119 (Album: Death Cab for Cutie_Plans),
Maximum Replies: 298 (Album: Death Cab for Cutie_Plans)
mx

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User: mynameischan, # of Reviews: 117
Mean Review Rating by Reviewer: 3.89, Mean Rating of Album: 3.64
Median Views of Reviews: 35063 (Rank: 1), Median Replies of Reviews: 175 (Rank: 1)
Maximum Views: 411993 (Album: Brand New_The Devil and God Are Raging Inside Me),
Maximum Replies: 17985 (Album: Brand New_The Devil and God Are Raging Inside Me)
mynameischan

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User: paradox1216, # of Reviews: 46
Mean Review Rating by Reviewer: 3.86, Mean Rating of Album: 3.50
Median Views of Reviews: 6320 (Rank: 67), Median Replies of Reviews: 27 (Rank: 65)
Maximum Views: 73159 (Album: Dance Gavin Dance_Instant Gratification),
Maximum Replies: 1289 (Album: Dance Gavin Dance_Instant Gratification)
paradox1216

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User: plane, # of Reviews: 30
Mean Review Rating by Reviewer: 4.12, Mean Rating of Album: 3.83
Median Views of Reviews: 22751 (Rank: 5), Median Replies of Reviews: 85 (Rank: 9)
Maximum Views: 257022 (Album: Lil Wayne_Tha Carter III),
Maximum Replies: 4325 (Album: Animal Collective_Merriweather Post Pavilion)
plane

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User: Ponton, # of Reviews: 197
Mean Review Rating by Reviewer: 3.29, Mean Rating of Album: 3.53
Median Views of Reviews: 13470 (Rank: 29), Median Replies of Reviews: 42 (Rank: 41)
Maximum Views: 124234 (Album: letlive._Fake History),
Maximum Replies: 2231 (Album: Boards of Canada_Geogaddi)
Ponton

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User: Robert+Crumb, # of Reviews: 49
Mean Review Rating by Reviewer: 3.74, Mean Rating of Album: 4.00
Median Views of Reviews: 13624 (Rank: 28), Median Replies of Reviews: 24 (Rank: 75)
Maximum Views: 95482 (Album: Madvillain_Madvillainy),
Maximum Replies: 2325 (Album: Madvillain_Madvillainy)
Robert+Crumb

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User: robertsona, # of Reviews: 112
Mean Review Rating by Reviewer: 3.89, Mean Rating of Album: 3.78
Median Views of Reviews: 9874 (Rank: 42), Median Replies of Reviews: 44 (Rank: 37)
Maximum Views: 75564 (Album: Vampire Weekend_Modern Vampires of the City),
Maximum Replies: 1665 (Album: Isis_Oceanic)
robertsona

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User: robin, # of Reviews: 159
Mean Review Rating by Reviewer: 3.89, Mean Rating of Album: 3.61
Median Views of Reviews: 9812 (Rank: 43), Median Replies of Reviews: 27 (Rank: 65)
Maximum Views: 102922 (Album: Eels_Blinking Lights & Other Revelations),
Maximum Replies: 727 (Album: The Smith Street Band_Throw Me in the River)
robin

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User: Rowan5215, # of Reviews: 71
Mean Review Rating by Reviewer: 3.80, Mean Rating of Album: 3.55
Median Views of Reviews: 8056 (Rank: 56), Median Replies of Reviews: 72 (Rank: 10)
Maximum Views: 142847 (Album: Kendrick Lamar_DAMN.),
Maximum Replies: 2564 (Album: Kendrick Lamar_DAMN.)
Rowan5215

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User: ScuroFantasma, # of Reviews: 74
Mean Review Rating by Reviewer: 3.70, Mean Rating of Album: 3.39
Median Views of Reviews: 2114 (Rank: 88), Median Replies of Reviews: 16 (Rank: 88)
Maximum Views: 24362 (Album: The Amity Affliction_Let the Ocean Take Me),
Maximum Replies: 152 (Album: Laked God and Yak_Butt Pirate Bible Force)
ScuroFantasma

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User: SgtPepper, # of Reviews: 122
Mean Review Rating by Reviewer: 4.02, Mean Rating of Album: 3.75
Median Views of Reviews: 6606 (Rank: 65), Median Replies of Reviews: 26 (Rank: 68)
Maximum Views: 108592 (Album: Black Sabbath_13),
Maximum Replies: 968 (Album: Steven Wilson_The Raven That Refused to Sing (And Other Stories))
SgtPepper

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User: SowingSeason, # of Reviews: 324
Mean Review Rating by Reviewer: 3.61, Mean Rating of Album: 3.36
Median Views of Reviews: 12868 (Rank: 33), Median Replies of Reviews: 62 (Rank: 18)
Maximum Views: 207929 (Album: Converge_All We Love We Leave Behind),
Maximum Replies: 4691 (Album: Converge_All We Love We Leave Behind)
SowingSeason

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User: StrangerofSorts, # of Reviews: 126
Mean Review Rating by Reviewer: 3.84, Mean Rating of Album: 3.68
Median Views of Reviews: 6014 (Rank: 68), Median Replies of Reviews: 26 (Rank: 69)
Maximum Views: 65567 (Album: Boards of Canada_Tomorrow’s Harvest),
Maximum Replies: 1021 (Album: Boards of Canada_Tomorrow’s Harvest)
StrangerofSorts

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User: StreetlightRock, # of Reviews: 63
Mean Review Rating by Reviewer: 3.63, Mean Rating of Album: 3.61
Median Views of Reviews: 14270 (Rank: 22), Median Replies of Reviews: 31 (Rank: 59)
Maximum Views: 164454 (Album: Bring Me the Horizon_Suicide Season),
Maximum Replies: 3422 (Album: Opeth_Blackwater Park)
StreetlightRock

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User: TalonsOfFire, # of Reviews: 80
Mean Review Rating by Reviewer: 3.67, Mean Rating of Album: 3.56
Median Views of Reviews: 8946 (Rank: 51), Median Replies of Reviews: 70 (Rank: 11)
Maximum Views: 156139 (Album: Deftones_Gore),
Maximum Replies: 3438 (Album: Deftones_Gore)
TalonsOfFire

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User: theacademy, # of Reviews: 10
Mean Review Rating by Reviewer: 4.47, Mean Rating of Album: 3.32
Median Views of Reviews: 22151 (Rank: 6), Median Replies of Reviews: 118 (Rank: 2)
Maximum Views: 91554 (Album: Thrice_To Be Everywhere Is to Be Nowhere),
Maximum Replies: 800 (Album: Thrice_To Be Everywhere Is to Be Nowhere)
theacademy

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User: thebhoy, # of Reviews: 96
Mean Review Rating by Reviewer: 3.95, Mean Rating of Album: 3.82
Median Views of Reviews: 7596 (Rank: 58), Median Replies of Reviews: 20 (Rank: 83)
Maximum Views: 91073 (Album: Explosions in the Sky_The Earth is Not a Cold Dead Place),
Maximum Replies: 1772 (Album: Radiohead_Kid A)
thebhoy

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User: TheSpirit, # of Reviews: 134
Mean Review Rating by Reviewer: 3.95, Mean Rating of Album: 3.62
Median Views of Reviews: 6916 (Rank: 64), Median Replies of Reviews: 32 (Rank: 54)
Maximum Views: 82998 (Album: Parkway Drive_Deep Blue),
Maximum Replies: 953 (Album: Parkway Drive_Deep Blue)
TheSpirit

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User: Trebor., # of Reviews: 117
Mean Review Rating by Reviewer: 3.51, Mean Rating of Album: 3.56
Median Views of Reviews: 8574 (Rank: 53), Median Replies of Reviews: 58 (Rank: 21)
Maximum Views: 94205 (Album: The World Is a Beautiful Place…_Whenever, If Ever),
Maximum Replies: 1692 (Album: Pixies_Doolittle)
Trebor.

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User: Tyler, # of Reviews: 131
Mean Review Rating by Reviewer: 3.52, Mean Rating of Album: 3.57
Median Views of Reviews: 19013 (Rank: 7), Median Replies of Reviews: 65 (Rank: 15)
Maximum Views: 207535 (Album: Protest the Hero_Fortress),
Maximum Replies: 3804 (Album: Between the Buried and Me_The Great Misdirect)
Tyler

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User: VheissuCrisis, # of Reviews: 67
Mean Review Rating by Reviewer: 3.59, Mean Rating of Album: 3.57
Median Views of Reviews: 8354 (Rank: 55), Median Replies of Reviews: 34 (Rank: 48)
Maximum Views: 49706 (Album: Interpol_El Pintor),
Maximum Replies: 330 (Album: Interpol_El Pintor)
VheissuCrisis

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User: Voivod, # of Reviews: 111
Mean Review Rating by Reviewer: 3.94, Mean Rating of Album: 3.69
Median Views of Reviews: 7169 (Rank: 63), Median Replies of Reviews: 22 (Rank: 79)
Maximum Views: 45987 (Album: Paradise Lost_The Plague Within),
Maximum Replies: 370 (Album: Morbid Angel_Heretic)
Voivod

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User: Willie, # of Reviews: 276
Mean Review Rating by Reviewer: 3.50, Mean Rating of Album: 3.47
Median Views of Reviews: 15554 (Rank: 16), Median Replies of Reviews: 52 (Rank: 25)
Maximum Views: 138938 (Album: Amia Venera Landscape_The Long Procession),
Maximum Replies: 2897 (Album: Amia Venera Landscape_The Long Procession)
Willie

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User: Winesburgohio, # of Reviews: 20
Mean Review Rating by Reviewer: 4.05, Mean Rating of Album: 3.82
Median Views of Reviews: 2115 (Rank: 87), Median Replies of Reviews: 20 (Rank: 84)
Maximum Views: 8306 (Album: Lana Del Rey_Lana Del Rey),
Maximum Replies: 77 (Album: American Football_American Football (LP2))
Winesburgohio

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User: wtferrothorn, # of Reviews: 36
Mean Review Rating by Reviewer: 3.86, Mean Rating of Album: 3.55
Median Views of Reviews: 3210 (Rank: 82), Median Replies of Reviews: 24 (Rank: 74)
Maximum Views: 55663 (Album: Kamasi Washington_The Epic),
Maximum Replies: 883 (Album: Car Seat Headrest_Teens of Denial)
wtferrothorn

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User: Xenophanes, # of Reviews: 230
Mean Review Rating by Reviewer: 3.58, Mean Rating of Album: 3.65
Median Views of Reviews: 14713 (Rank: 21), Median Replies of Reviews: 54 (Rank: 24)
Maximum Views: 397665 (Album: Deafheaven_Sunbather),
Maximum Replies: 7475 (Album: Deafheaven_Sunbather)
Xenophanes

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User: Xenorazr, # of Reviews: 105
Mean Review Rating by Reviewer: 3.49, Mean Rating of Album: 3.56
Median Views of Reviews: 3500 (Rank: 80), Median Replies of Reviews: 15 (Rank: 89)
Maximum Views: 40518 (Album: Dimmu Borgir_Abrahadabra),
Maximum Replies: 421 (Album: Dream Theater_The Astonishing)
Xenorazr

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Bonus

An alternate take on the Statnik banner by Tyler.. Maybe the cover of Statnik's first mixtape

An alternate take on the Statnik banner by Tyler.. Maybe the cover of Statnik’s first mixtape

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