Viszards 2010: last.fm Music Where is the Jazz?

Transcription

Viszards 2010: last.fm Music
Where is the Jazz?
Lothar Krempel
Max-Planck-Institut or the Study of Societies
Cologne, Germany
[email protected]
July 3 2010
INSNA International Network Conference
Sunbelt XXX
Riva Del Garda, Italy
June 29- July 2010
– Typeset by FoilTEX –
The last.fm Dataset
• These are the raw data files corresponding to the Last.fm
artist map project at http://sixdegrees.hu/last.fm, gathered
some time around late 2007 (so they are unlikely to be upto-date now).
• The similarity network is directed and asymmetric; it is not
guaranteed that the similarity of artist A to B is the same
as the similarity of artist B to A. (In fact, they are likely to be
unequal). This is due to the fact that the similarity scores
given by the Last.fm API are always normalized s.t. the
similarity of artist A towards its most similar artist is always
100.
Lothar Krempel: Viszards 2010
1
Miles to Go -Where is the Jazz ?
• What can you learn about Jazz from the from the last.fm
similarity data ?
• Are there Jazz listerners ?
• To whom do they listen ?
• Who are the most connected Jazz artists ?
• Idea: scan patterns of strong connected artists
2
Miles to Go -Steps in Pajek
1. use dataset LastFmarcs.net (74999)
2. remove lines lower than 90
3. all recursive degree reduction 4: 765
4. weak Components > 1 : 95 components
5. Draw –
(a) make constant Partition
(b) Layers 3d
(c) optimize layers in xy plane complete (several times)
3
The Result: Kind of Blue
Blackstreet
Ginuwine
Keith
Sweat
Dru
Hill
Joe
Aaliyah
Groove
Armada
The
Avalanches
Tosca
Jaffa
Lemongrass
Brandy
Lunatic
Calm
Lemon
Jelly
Kruder
&
Dorfmeister
dZihan
&
Kamien
Boozoo
Bajou
Mo’
Horizons
Ashanti
Twista
Fabolous
Ja
Rule
Faithless
Jazzanova
Nightmares
on
Wax
Beanfield
Minus
8
The
Funky
Lowlives
Big
Daddy
Kane
Ludacris
Nelly
Mase
Azymuth
Kyoto
Jazz
Massive
Trüby
Trio
Les
Gammas
Naughty
by
Nature
Nas
Jay−Z
TLC
Sabelle
Kelis
Missy
Elliott
EPMD
Jeru
the
Damaja
Gang
Starr
KRS−One
Wu−Tang
Clan
W.A.S.P.
Accept
Dio
Claes−Göran
Hederström
Visage
Ultravox
???
Dario Camillo
Campeotto Felgen
François Katy Roger
Bødtger Bens
Deguelt
Lotta
Nilsson
Inger Robert
&
Judas
Glenn Jacobsen Cogoi
Priest
Borgkvist
Knez
Jonas
Bering
Blind
Willie
McTell
Elizabeth
Cotten
Grupo
Niche
Blind
Lemon
Jefferson
Olga
Big
Bill
Broonzy
Charley
Patton
Son
House
Buddy
Guy
Otis
Rush
Bukka
White
Radio
Futura
Antonio
Flores
???????
Duncan
Dhu
Danza
Invisible
Nacha
Pop
La
Unión
Elmore
James
Heaven
Sonny
17
Boy
Williamson
The
Human
League
Frejat
Lulu
Santos
????8
Los
Fabulosos
Cadillacs
7??
Café
Tacuba
Tim
McGraw
Guns
Up!
Brad
Paisley
Down
to
Nothing
???
Kenny
Chesney
Brandsta
City
Släckers
Birthe
Wilke
&
Gilberto
Gustav
Santa
Winckler
Rosa
Puerto
Rican
Power
Fruko
y
Sus
Tesos
Lady
G
Digitalism
Ms.
Simian
Thing
Mobile
Disco
Sir
Elgar
Camille Gioacchino
Saint−Saëns Rossini
Sally
Taylor
The
Slides
Oleg
Kuular
Kongar−ool
Opgezwolle
Ondar
Jawat!
Kubus
Richard
Wagner
ZYX
???
Jeff
Finlin
Pierre
de
la
Rue
Jacobus
Clemens
non
Papa
Mark
Il
Pistel
Balletto
with
Di
Danger
Bronzo
Girl
Quella
Vecchia
Locanda
1349
Blitz
Johann
Strauss
Peter
II
and
Cockney
the
Rejects
Test
Antonín
Tube
Dvo?ák
Babies
Anti−Nowhere Angelic
Lee
Upstarts
League
Edvard
ILS
Coombs
Grieg
?????
Säwes
Manuel
Cardoso
Maurice
Ravel
Giuseppe
Verdi
???4
Michael
Wolff
Kaigal−ool
Khovalyg
Georges
Bizet
Lynyrd
Skynyrd
Mikey
Dread
Rennie
Pilgrem
Soul
of
Man
Freeland
??5
Frenzy
Carlos
do
Carmo
Eins
Zwo
Eins
Zwo
The
Oppressed
Liz
Carroll
The
Lux
Tannahill
Weavers
José
Padilla
Nicole
Paquin
Maria
Teresa
de
Noronha
Joana
Amália
Rodrigues Amendoeira
Katia
Guerreiro
Cristina
Branco
Absolute
Beginner
Madredeus
Fünf
Sterne
Deluxe
Beginner
Torch
Doppelkopf
Der
Tobi
&
Das
Bo
Denyo
77
The
Bothy
Band
Julia
Thornton
Albert
Lortzing
Young
Anthony
Disciples
Newman
Snowboy
Paul
Lincke
Nikita
Koshkin
Afterlife
Galliano
Mother
Earth
Afrob
Cosette
Pillar
Lawndale
Monique
Thubert
Leaving
Trains
Tom
Troccoli’s
Dog
October
Faction
Paza
Role
Model
Ron
Fish
Minusbaby
Cris
Velasco
Sonicflood
Mike
Reagan
By
the
Tree
Walter
Wanderley
Rawthang
Djavan
The
Quakes
Leevi
Christine
Madetoja
Pilzer
Thousand
Jocelyne
Foot
Krutch
Bang
Gang
Wayne
Cochran
Jimmy
Evans
Gerald
Ampop
Marks
Hawthorne
Heights
Jimmy
Eat
World
Taking
Back
Sunday
Sugarcult
Icebird
The
Ataris
Living
Syndication
Red
Hot
Chili
Peppers
Nirvana
Andain
Project
Pitchfork
Seabound
Assemblage
23
Gouryella
Aquanote
The
Rurals
Alex
Under
Alex
Smoke
Mathew
Jonson
Martin
Solveig
Miguel
Migs
Andy
Caldwell
Nathan
Fake
Ricardo
Villalobos
David
Guetta
Bob
Sinclar
Armand
van
Helden
Steve
Oliver
Euge
Groove
No
Norman
Light
Brown
for
Tomorrow
Elis
Regina
Nara
Leão
Milton
Nascimento
Warren
Hill
Joe
McBride
Aes
Dana
Rick
Braun
Mystical
Sun
Solar
Fields
Massive
Töne
Carbon
Based
Lifeforms
Cell
Ishq
Signum
Baden
Powell
Elza
Soares
????
Clara
Nunes
Paulinho
da
Viola
Beth
Carvalho
The
Gonzaguinha
Velvet
Melodians
Narcosis
Leonard
Slatkin
Leila
Ermanno
Josefowicz Wolf−Ferrari
Franz
Ferdinand
Gary
Ryan
Arctic
Monkeys
Deicide
???
The
???
Strokes
Bolt
Thrower
Dorival
Caymmi
Three
Drives
VNV
Nation
Pride
and
Fall
Funker
Vogt
Covenant
Icon
of
Coil
God
Module
Hocico
Suicide
Commando
Grendel
Gadjo
Michael
Gray
Shapeshifters
Junior
Jack
StoneBridge
Axwell
Combichrist :wumpscut:
The
Maytals
Gontiti
DEPAPEPE
Kurban
The
Ethiopians
The
Pioneers
Direc−t
Duman
Joseph
Achron
The
Skatalites
Mor
ve
Ötesi
110
Prince
Buster
Laurel
Aitken
Kargo
Teoman
Vega
Dysthymia
Totale
Ethah
Matrix
Rex
Gildo
Bizzy
Bone
David
Shutrick
Krayzie
Bone
E−Noid
Thugs−N−Harmony Bone
Magnets
Kings
Have
Endymion
Long
Louise
Arms
Frank
Carver
Tovey
Neljä
Rosa
PMMP
Dione
&
Ruusua
Mota
the
Pyros
Joan
Zen
Rancho
Tiktak
of
Café
Diablo
Ass
Ashley
Hamilton
3SL
2Lips
Love
United
Morbid
Angel
???
Diego
Mancino
The
Groop
Dismember
??
Sven
Regener
The
Migraines
Robert
Grobschnitt
Rental
Johann
Stamitz
Diversion
Benjamin
Frankel
Carl
Reinecke
Karl
Goldmark
Leib
Glantz
Edmund
Rubbra
Sex
Lee
Pistols
Johann
Ann
Jakob
Womack
Froberger
The
Clash
Deana
Joseph
Carter
Joachim
Pech
Layzie
Bone
Roy
Black
Christian
Anders
DJ
Bone
Dione
Brothers
Andy
Borg
Chris
Roberts
Random
Joe
The
Council
Elephant
Man
The
Deep
Freeze
T.O.K.
Mice
Don’s
Mobile
Mr.
Barbers
Vegas
Eloy
Kaisa
Korhonen
Agit
Prop
Triumvirat
Kristiina
Halkola
Patsy
Cline
Vlad
Tepes
Bounty
Killer
Eddie
South
Power
Quest
Francesco
Maria
Dragonland
Veracini
Margareth
Menezes
George
Jones
Merle
Haggard
Loretta
Lynn
Belketre
Mütiilation
Timbalada
Olodum
Axenstar
Jo
Dee
Messina
Chic
Sister
Sledge
Desmond
Dekker
Ramones
All
That
Remains
Evelyn
Heatwave
Derrick
Morgan
Juicehead
As
Dionisio
I
Aguado
Lay
Keith
Dying
Hampshire
Change
Shalamar
Imagination
Stunt
Monkey
Bernhard
Henrik
Crusell
Decoded
Feedback
???????
Gametime
Maximo
Diego
Killswitch
Pujol
Engage
Evil’s
Toy
Lights
of
Euphoria
The
Vehemence
Paragons
6.2
Ash
Ra
Tempel
Jorge
Morel
Angels
&
Agony
Kazuya
Ishigami
Rag
Jewel
Motorcycle
Randy
Katana
Ananda
Project
Wayman
Tisdale
Pagliaro
Sheryl
Crow
Marco
V
System
F
Dominik
Eulberg
Peter
White
Ferdinand
Ries
Ferry
Corsten
Audion
Chieli
Minucci
Cosmic
Jokers
Way
Out
West
The
Thrillseekers
Kim
Waters
Emily
Violaine
Mitchell
BT
Troy
Pierce
Jeff
Golub
John
Stanley
Kaiser
Chiefs
Sir
Colin
Davis
Solar
Stone
Heartthrob
Michael
Lington
Uuno
Klami
Joseph
Martin
Kraus
Chicane
Paul
van
Dyk
Bah
Samba
Richard
Elliot
Antonio
Salieri
Rank
1
Hybrid
4
Strings
Marc
Houle
Jeff
Kashiwa
James
Levine
Unwritten
Law
Ron
van
den
Beuken
Blank
&
Jones
Julius
Papp
Gal
Costa
Tramaine
Hawkins
Sarah
McLachlan
Burton
Lane
Foo
Fighters
of
the
Year
Senses
Fail
Fred
Everything
Althea
&
Donna
Big
Daddy
Weave
Daryl
Coley
1200
Micrograms
Letter
Kills
Armor
for
Sleep
Quarteto
Kerri
em
Chandler
Cy
Soldiers
of
Twilight
Gilberto
Gil
Micah
Stampley Copperpenny
Worm
Jack
Is
Owens
Green
Something
Corporate
Matchbook
Romance
Sergio
Mendes
&
Brasil
’66
Edu
Lobo
Agitation
Skillet
Free
Michelle
Crispin
Razed
In
Black
vs.
Transmutator
Banco
del
Mutuo
Soccorso
Das
Bo
Carlo
Maria
Giulini
Astral
Projection
Hallucinogen
Demented
Nekromantix
Are
Go!
Ferris
MC
De
Dannan
A
Man
Old
Called
Blind
Adam
Dogs
I
Nine
Laura
The
Ulmer
Hombres
Batmobile
Reverend
Horton
Heat
Carpathian
Forest
Felix
Mendelssohn
Hector
Berlioz Edward
Amparanoia
Viszards 2010
MilesToGo
Big
Mike
????
Wade
O.
Brown
Mad
Sin
Jaz−O
and
Gorgoroth
The
Immobilarie
???????
Fifth
Year
Crush
The
Meteors
Mr.
Satyricon
Serv−On
Cream
Led
Zeppelin
????
Eldorados
Guana
Batz
Jacky
Darkthrone
Jasper
?????
Six
Day
Slide
Hellbillys
Made
Men
Eagles
The
Who
Gustav
Mahler
Zero
Chance
Ill.Skillz
Roy
Jones
Immortal
Jr.
Claude
Debussy
Mållbergarna
Prince
Far
I
Klingonz
Carlos
Zel
Johannes
Brahms
34
Below
Horace
Andy
King
Kurt
Stakka
&
Skynet
Mysonne
Wolfgang
Amadeus
Mozart
Ola
frukt
och
flingor
King
Tubby
CJ
Mac
Johann
Sebastian
Bach
Ricky
Bruch
Skynet
The
Upsetters
Steppenwolf
Delroy
Wilson
Creedence
Clearwater
Revival
Ludwig
van
Beethoven
The
Animals
Ken
Boothe
Usual
Suspects
Konflict
Alton
Ellis
The
Lee
Rolling
Morgan
Stones
Infected
Mushroom
Raiden
Johnny
Clarke
Rey
Ruiz
Electric
Universe
Corrupt
Souls
Junior
Murvin
Freddie
Hubbard
Astrix
Man
With
No
Name
Muffler
Cornell
Campbell
Horace
Silver
GMS
Teebee
Linton
Kwesi
Johnson
Big
Youth
Doof
Black
Sun
Empire
Augustus
Pablo
Psysex
The
Early
November
in
Plain
View
The
JamisonParker Starting
Line
Talamasca
S.U.N.
Project
Future
Cut
Concord
Dawn
Lee
Cosma
The
Spill
Canvas
Future
Prophecies
The
Heptones
McCoy
Tyner
Tommy
Ferms
Cause
4
Concern
Yahel
Technical
Itch
Bunny
Wailer
Miles
Davis
Quintet
Cheo
Feliciano
SALT5
X−Dream
Silicon
Sound
Total
Science
The
Mighty
Diamonds
Art
Pepper
Carl
Orff
Etnica
Dennis
Brown
Cannonball
Adderley
Gustav
Holst
Marisa
Monte
Cosmosis
Maria
Rita
Max
Romeo
Wayne
Shorter
Franz
Schubert
Jota
Quest
Zeca
Baleiro
Chi−A.D.
Paulinho
Moska
Peter
Tosh
Oscar
Peterson
????
Lenine
Q
Project
Bamboo
Forest
Total
Eclipse
Etnica
Burning
Spear
Third
World
Joe
Henderson
Oscar
D’Leon
London
Elektricity
Culture
Sonny
Rollins
Hux
Flux
Koxbox
Israel
Vibration
Bill
Evans
Dexter
Gordon
Tito
Rojas
Cyantific
Black
Uhuru
Charlie
Parker
Victor
Manuelle
Danny
Byrd
Syncopix
Steel
Pulse
Gabriel
Fauré
Skank
Outbreak
Atjazz
George
Gershwin
Jean
Sibelius
Capital
Inicial
???
Nuspirit
Helsinki
Franz
Liszt
Los
Secretos
mg4
Macka
Diamond
Justice
Markus
Landgren
?????
10??
Enanitos Aterciopelados
Verdes
Dusminguet
Cheb
Balowski
Re−Union
Albert
Collins
The
Modernist
???
Reinhard
Voigt
????
Thelonious
Monk
John
Coltrane
Aleena
Simon
Casey
Leadbelly
Japan
Howlin’
Wolf
Raquel
Rastenni
The
Propellerheads Chemical
Brothers
Nicola
Conte
Charles
Mingus
Saxon
Muddy
Waters
Thievery
Röyksopp Télépopmusik Corporation
Nu:Tone
Moby
Destiny’s
Child
Mötley
Crüe
Zero
7
Fluke
Beyoncé
Tereza
Skid
Row
Air
Mary
J.
Blige
SWV
Poison
Björk
Goldfrapp
Monica
Ciara
Cinderella
Jermook
Moloko
Blu
Cantrell
Warrant
Lamb
Massive
Attack
Mya
Raekwon
Portishead
Morcheeba
Christina
Milian
GZA/Genius Ghostface
Marques
Houston
Faith
Evans
112
Eric
B.
&
Rakim
Boogie
Down
Productions
© Lothar Krempel, Max Planck Institute for the Study of Societies, Cologne
http://www.mpifg.de/people/lk
Avant
MNQNN
The
Polyphonics
Die
Cheerleader
Jesse
Lee
Turner
.
4
Kind of Blue: XXL
Wax
Ludacris
Nas
Jay−Z Charles
Mingus
Thelonious
Monk
Claes−Göran
Hederström
Raquel
Rastenni
Aleena
Dario Camillo
Campeotto Felgen
François Katy Roger
Deguelt Bødtger Bens
Inger Robert
Jacobsen Cogoi
Borgkvist
Re−Union
Azymuth
Mase
Nelly
Elizabeth
Cotten
Kyoto
Jazz
Massive
Charlie
Parker
Bill
Evans
Dexter
Gordon
Sonny
Rollins
Brandsta
City
Släckers
Birthe
Wilke
&
Gilberto
Gustav
Santa
Winckler
Rosa
Trüby
Trio
Nicola
Conte
John
Coltrane
Oscar
Markus
Peterson
Landgren
Nuspirit
Helsinki
Wayne Israel
ShorterVibration
McCoy
Tyner
Cheo
Feliciano
Victor
Manuelle
.
Atjazz
Steel
Pulse
Cannonball
Adderley
Art
Pepper
Horace
Silver
Les
Gammas
Linton
Kwesi
Johnson
Black
Uhuru
Culture
Joe Third
HendersonWorld
Freddie
Hubbard
Lee
Burning
Spear
Max
Romeo
Peter
Tosh
Dennis
Brown
Miles
Davis Bunny
Quintet Wailer
The
Mighty
Diamonds
Lee
Morgan
Rey
Ruiz
Ludwig
The
Rolling
Stones
The
Heptones
The
Animals
Ken
Boothe
Steppenwolf
Delroy
Wilson
5
We want Miles ..
• Where Miles Davis ?
• Which artists are connected to Miles ?
6
We want Miles .. II
–> Use Lastfm.net (74999)
–> remove lines lower than 80
–> Partition; Complete neighbours of vertice 28333
–> extract –> partition [0-3] (180)
—————>Miles3step.net
–> Bidirected arcs of vertices (Max)
–> Betweenes centrality
—————->Miles3step3Dbetween.vec
–> draw partition vector
layers 3d - 3 step environment
7
We want Miles .. III
Miles
Davis
Viszards 2010
We want Miles
Herbie
Hancock
Chet
Baker
Miles
Davis
Quintet
John
Coltrane
Thelonious
Monk
and
John
Coltrane
Miles
Davis
and
Gil
Evans
Akira
Sakata
Charles
Mingus
Thelonious
Monk
&
John
Coltrane
Maceo
Parker
Weather
Report
Jimmy
Smith
Freddie
Hubbard
Lee
Morgan
Bill
Evans
Horace
Silver
Joe
Henderson
Wayne
Shorter
The
Crusaders
Lonnie
Liston
Smith
The
Blackbyrds
The
Cannonball
Adderley
Quintet
Donald
Byrd
Sarah
Vaughan
Chick
Corea
The
Headhunters
Billy
Cobham
Marcus
Miller
Stanley
Clarke
Jaco
Pastorius
Sun
Ra
&
His
Solar−Myth
Arkestra
Barbara
Dennerlein
John
Patitucci
Ronnie
Earl
&
The
Broadcasters
Mel
Brown
Chick
Corea
Akoustic
Band
Return
to
Forever
Stan
Getz
Cannonball
Adderley
Sonny
Rollins
Dexter
Gordon
Thelonious
Monk
Wynton
Marsalis
Charlie
Parker
John
Coltrane
Quartet
Defunkt
Eric
Alexander
Perico
Sambeat
Carlos
Garnett
Roland
Kirk
Avishai
Cohen
John
McLaughlin
Jimmy
Smith
and
Wes
Montgomery
Bob
Moses
Gary
Burton
Jacky
Terrasson
Aziza
Mustafa
Zadeh
Michel
Petrucciani
Keith
Jarrett
Grant
Green
Horace
Parlan
George
Shearing
Clifford
Brown
Sonny
Clark
Art
Blakey
&
The
Jazz
Messengers
Art
Stanley
Blakey
Turrentine
McCoy
Tyner
Bill
Evans
Trio
Oscar
Peterson
Saturnino
Benny
Golson
Wes
Montgomery
Clifford
Brown
&
Max
Roach
Kenny
Burrell
Blue
Mitchell
Bobby
Hutcherson
Nat
Adderley
Hank
Mobley
Ernestine
Anderson
John
Coltrane
and
Johnny
John
Hartman
Coltrane
&
Johnny
Hartman
Dieter
Reith
Chet
Baker
Quartet
Till
Brönner
Dizzy
Gillespie
The
Quintet
Charles
Mingus
&
Eric
Blossom
Dolphy
Dearie
Sun
Ra
Kurt
Elling
Etta
James
Nancy
Wilson
Julie
London
Anita
O’Day
Dinah
Washington
Carmen
McRae
Ella
Fitzgerald
&
Count
Basie
Dee
Dee
Bridgewater
Louis
Armstrong
Ella
Fitzgerald
&
Joe
Pass
Peggy
Lee
Ella
Fitzgerald
&
The
Ink
Nat
Spots
King
Cole
Django
Reinhardt
Count
Basie
Art
Tatum
The
Dave
Brubeck
Quartet
Paul
Desmond
Markus
Stockhausen
Duke
Ellington
Galt
MacDermot
Henry
Grimes
Trio
Mose
Allison
Nathalie
Cole
Charlie
Parker
&
Dizzy
Gillespie
Michael
White
Project
Wynton
Marsalis
&
Ellis
Marsalis
Annette
Peacock
Art
Pepper
Bud
Powell
Oliver
Nelson
Lincoln
Center
Jazz
Orchestra
Don
Braden
Hampton
Hawes
Ben
Webster
Gerry
Mulligan
Sigurd
Køhn
Quartet
Coleman
Hawkins
Serge
Chaloff
Tim
Buckley
Robin
Eubanks
Kenny
Dorham
Jackie
McLean
Stanley
Turrentine
Andrew
Hill
Jeff
Roy
Hargrove
Joshua
Redman
Dave
Holland
Quintet
Duke
Pearson
Zoot
Sims
Brian
Blade
Fellowship
Wardell
Gray
Jaki
Byard
Eric
Dolphy
Ornette
Coleman
Joe
Farrell
Joe
Lovano
Gilad
Atzmon
Lester
Young
Pepper
Adams
Frank
Lowe
Cecil
Taylor
Albert
Ayler
Betty
Carter
Frank
Chastenier
Thelonious
Monk
and
Sonny
Rollins
Grand
Mal
Jon
Hassell
Bill
Evans
&
Jim
Hall
Buster
Williams
Dianne
Reeves
Cassandra
Wilson
Jane
Monheit
Madeleine
Peyroux
Ella
Fitzgerald
Nina
Simone
Diana
Krall
Ella
Fitzgerald
&
Louis
Armstrong
Kyle
Eastwood
Billie
Holiday
Ella
Fitzgerald
&
Duke
Ellington
Gerry
Mulligan
Quartet
Jon
Hassel
Ann
Burton
Moondog
.
Gerry
Mulligan
&
Chet
Baker
8
Brian
Eno
&
Jon
Hassell
Paul
Bley
Milestones - So what ?
• Who are the artists from whom Miles attracts (relatively)
more listeners (has higher net flows) ?
9
Milestones - So what ? II
• Idea: treat data as asymmetric
• decompose similarity matrix using Gower decomposition
A = A − AT
• analyze skewed asymmetric matrix
10
Milestones - So what ? Steps in Pajek
1. read
2. transpose - make new matrix
(a) multiply by -1
3. matrix and transposed matrix :
(a) union lines
(b) net transform remove multiple lines sum values
4. remove lines higher than -60
5. remove degree less than 1
6. numbering depth first strong
7. partition indegree
8. draw partition vector
11
Milestones - So what ? III
Chick
Corea
Herbie
Hancock
Viszards 2010
So What ?
Net Flows
Miles
Thelonious Davis
Monk
Oscar
Peterson
Eric
Dolphy
Sun
Ra
Herb
Ellis
Charlie
Parker
John
Coltrane
Dexter
Gordon
Cannonball
Adderley
Kenny
Burrell
Michael
Brecker
The
Dirty
Dozen
Brass
Band
Bill
Evans
Sarah
Vaughan
Ornette
Coleman
Victor
Wooten
Freddie
Hubbard
Dizzy
Gillespie
McCoy
Tyner
Polar
Bear
The
Dave
Brubeck
Quartet
Sonny
Rollins
Wayne
Shorter
Joe
Keith
McPhee
Jarrett
Art
Blakey
Ella
Fitzgerald
Charles
Mingus
Wynton
Marsalis
Lennie
Tristano
Dave
Lee
Brubeck
Konitz
Ray
Brown
The
Brecker
Brothers
Dave
Holland
Big
Dave
Band
Holland
Big
Band
&
The
Jazz
Messengers
Tortoise
Mike
Terrana
David
Axelrod
Morphine
Lee
Ritenour
David
Sanborn
Nicholas
Payton
Yellowjackets
George
Duke
Fourplay
Treat
Her
Right
Pat
Bonerama
Metheny
Marcus
Belgrave
Gerry
Mulligan
Art
Blakey
Art
Farmer
Steve
Terry
Turre
Gibbs
Chris
Botti
Hiram
Bullock
Charles
Mike
Lloyd
Mainieri
Tom
Harrell
Bob
James
Charlie
Hunter
Soweto
Kinch
Red
Norvo
Craig
Taborn
Ken
McIntyre
Brad
Mehldau
Trio
Max
Roach
Chicago
Underground
Quartet
Chicago
Underground
Trio
Charlie
Hunter
Quartet
The
Grassy
Knoll
Lincoln
Center
Jazz
Orchestra
Tony
Williams
Return
to
Forever
The
John
Oscar
Scofield
Peterson
Thelonious
Trio
Monk
and
John
Coltrane
Muhal
Richard
Abrams
Pharaoh
Sanders
Horace
Silver
Thelonious
Monk
&
Charles
John
Coltrane
Mingus
Danilo
&
Perez
Thelonious
Eric
Monk
Dolphy
and
Sonny
Rollins
Duke
Ellington
Herbie
Nathalie
Mann
Cole
Miles
Davis
and
Gil
Evans
Joe
Henderson
The
Quintet
Mose
Allison
Chet
Roland
Kirk
Baker
Akira
Sakata
Count
Basie
Chick
Corea
Elektric
Band
The
Cannonball
Adderley
Quintet
Billy
Cobham
Tomasz
Sta?ko
Quartet
&
Max
Roach
Mahavishnu
Django
Reinhardt
Brian
Blade
Fellowship
Coleman
Hawkins
Oliver
Nelson
Wardell
Gray
Chick
Corea
Akoustic
Band
Stan
Booker
Ervin
Herbie
Hancock
&
Wayne
Shorter
Lee
Morgan
Zony
Mash
Barney
Wilen
John
Frank
Coltrane
Rosolino
Quartet
Chuck
Mangione
The
Headhunters
Charlie
Hunter
Trio
Bobby
Hutcherson
Chet
Baker
Quartet
Joo
Kraus
Gilfema
Jeff
Parker
Blue
Mitchell
Joe
Farrell
Hampton
Hawes
Robin
Eubanks
Paul
Desmond
Getz
Milt
Jackson
Charlie
Haden
Jan
Garbarek
Egberto
Gismonti
Béla
Fleck
Chris
and
White
the
Clifford
Flecktones
Brown
Orchestra
Markus
Stockhausen
Jean−Luc
Ponty
Clifford
Brown
Courtney
Pine
Jeff
Pat
Metheny
Trio
Olu
Dara
Tal
Farlow
George
Lewis
Madeleine
Peyroux
Manu
Katche
Albert
Mangelsdorff
Tony
Williams
Lifetime
Supersax
Jimmy
Heath
Manfred
Schoof
Shelly
Manne
Ingrid
Jensen
Booker
Little
.
12
Thank you
13

Viszards 2010: last.fm Music Where is the Jazz?

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