Object Similarity Comparation

Description

This demo shows how our recommendation engine works. The goal is to ask the engine to recommend some artists as a suggestion to a given person based on that person's own artists history. We selected 100 records for querying the engine. You can select multiple users, predict a certain band and then analyze the justification of the prediction.

First, you can choose a query object:


Query ObjectID:

0000c176103e538d5c9828e695fed4f7ae42dd01

  Choose Query Object


This query object has the following items:

Query Original Artists:

radiohead, the hold steady, mogwai, boards of canada, justice, bright eyes, four tet, amon tobin, sigur rós, clutch, white denim, the go! team, the beatles, 2 many dj's, tv on the radio, tool, kyuss, dj shadow, air, a tribe called quest, the cinematic orchestra, beck, bon iver, röyksopp, rex the dog, bonobo, deadmau5, the decemberists, earth, snow patrol, battles, metronomy, dj format, the prodigy, lemon jelly, pink floyd, rjd2, the flaming lips, alasdair fraser & paul machlis, passion pit, holy fuck, michael jackson, mgmt, the rolling stones, late of the pier, flight of the conchords, simian mobile disco, muse, fleetwood mac, led zeppelin



Then, we removed an artist from the object and execute a query to the engine expecting to get the removed artist as a recommendation.

  Choose Artist

The artist removed was:

Artist Removed:

boards_of_canada



The engine returns the following recommendation (including the removed artist):


Recommendations:

daft_punk, arcade_fire, the_smashing_pumpkins, arctic_monkeys, boards_of_canada, gorillaz, queens_of_the_stone_age, the_shins, coldplay, death_cab_for_cutie

General Artist Matches

This shows the most important factors used during this prediction.


Finally, you can choose any of the similar objects that the engine found to analyze it individually against the query in more detail.


ObjectID:

0ba5142d7257bc49a4c1c6cc5aa1eb6abeeb426a


  Choose Similar Object

General Distance:

0.7864077187014714

Distance Percentage Distribution

The line bellow shows the normalized percentiles from 0 to 1.

Query Weight    Query Artist    Effective Weight Distance Percentage     Object Artist    Object Weight   
7.300472814267799 mogwai 0.05910653094548124
0.012386%
mogwai 7.241366283322318
6.175867270105761 tool 0.27050542205119044
0.056689%
tool 5.905361848054571
7.790696031174738 radiohead 0.3336639420523575
0.069925%
radiohead 7.4570320891223805
5.631211781821365 snow patrol 0.36274964548520394
0.076021%
snow patrol 5.993961427306569
5.204006687076795 led zeppelin 0.5097261184325736
0.106823%
led zeppelin 5.713732805509369
6.638567789166521 sigur rós 0.6622168798685868
0.13878%
sigur rós 5.976350909297934
5.459585514144159 the prodigy 0.6910172543021202
0.144816%
the prodigy 6.150602768446279
6.946975992135418 bright eyes 1.0120817965158304
0.212101%
bright eyes 5.934894195619588
5.375278407684165 the flaming lips 1.269812561821479
0.266114%
the flaming lips 6.645090969505644
5.231108616854587 muse 2.025894090237486
0.424565%
muse 7.257002707092073
5.384495062789089 pink floyd 2.0533000588828436
0.430309%
pink floyd 7.4377951216719325
5.220355825078324 fleetwood mac 5.220355825078324
1.094027%
5.262690188904886 simian mobile disco 5.262690188904886
1.102899%
5.262690188904886 flight of the conchords 5.262690188904886
1.102899%
5.288267030694535 late of the pier 5.288267030694535
1.108259%
5.293304824724492 the rolling stones 5.293304824724492
1.109315%
5.298317366548036 mgmt 5.298317366548036
1.110365%
5.318119993844216 michael jackson 5.318119993844216
1.114515%
5.327876168789581 holy fuck 5.327876168789581
1.11656%
5.342334251964811 passion pit 5.342334251964811
1.11959%
5.356586274672012 alasdair fraser & paul machlis 5.356586274672012
1.122577%
5.384495062789089 rjd2 5.384495062789089
1.128426%
5.455321115357702 lemon jelly 5.455321115357702
1.143269%
5.5134287461649825 dj format 5.5134287461649825
1.155446%
5.594711379601839 metronomy 5.594711379601839
1.172481%
5.602118820879701 battles 5.602118820879701
1.174033%
5.645446897643238 earth 5.645446897643238
1.183113%
5.648974238161206 the decemberists 5.648974238161206
1.183852%
5.673323267171493
1.188955%
oasis 5.673323267171493
5.680172609017068
1.190391%
the strokes 5.680172609017068
5.69035945432406 deadmau5 5.69035945432406
1.192525%
5.6937321388027 bonobo 5.6937321388027
1.193232%
5.707110264748875 rex the dog 5.707110264748875
1.196036%
5.717027701406222
1.198114%
audioslave 5.717027701406222
5.723585101952381
1.199489%
godspeed you! black emperor 5.723585101952381
5.7430031878094825 röyksopp 5.7430031878094825
1.203558%
5.749392985908253 bon iver 5.749392985908253
1.204897%
5.75890177387728
1.20689%
pendulum 5.75890177387728
5.780743515792329
1.211467%
moby 5.780743515792329
5.808142489980444 beck 5.808142489980444
1.217209%
5.811140992976701
1.217838%
incubus 5.811140992976701
5.811140992976701
1.217838%
ben folds 5.811140992976701
5.811140992976701
1.217838%
explosions in the sky 5.811140992976701
5.8289456176102075
1.221569%
stereophonics 5.8289456176102075
5.8664680569332965
1.229432%
afi 5.8664680569332965
5.8916442118257715
1.234709%
nirvana 5.8916442118257715
5.905361848054571 the cinematic orchestra 5.905361848054571
1.237583%
5.908082938168931 a tribe called quest 5.908082938168931
1.238154%
5.910796644040527
1.238722%
portishead 5.910796644040527
5.926926025970411
1.242103%
coldplay 5.926926025970411
5.926926025970411
1.242103%
a perfect circle 5.926926025970411
5.955837369464831 air 5.955837369464831
1.248162%
5.971261839790462
1.251394%
arcade fire 5.971261839790462
5.973809611869261
1.251928%
ludovico einaudi 5.973809611869261
6.0014148779611505
1.257713%
nine inch nails 6.0014148779611505
6.018593214496234 dj shadow 6.018593214496234
1.261313%
6.0330862217988015
1.264351%
blur 6.0330862217988015
6.113682179832232
1.281241%
the smashing pumpkins 6.113682179832232
6.171700597410915 kyuss 6.171700597410915
1.2934%
6.218600119691729
1.303229%
grinspoon 6.218600119691729
6.248042874508429
1.309399%
boards of canada 6.248042874508429
6.293419278846481
1.318908%
the shins 6.293419278846481
6.393590753950631 tv on the radio 6.393590753950631
1.339901%
6.431331081933479
1.347811%
green day 6.431331081933479
6.473890696352274 2 many dj's 6.473890696352274
1.35673%
6.536691597591305
1.369891%
daft punk 6.536691597591305
6.539585955617669
1.370497%
arctic monkeys 6.539585955617669
6.558197802812269 the beatles 6.558197802812269
1.374398%
6.569481420414296 the go! team 6.569481420414296
1.376763%
6.569481420414296
1.376763%
linkin park 6.569481420414296
6.577861357721047
1.378519%
red hot chili peppers 6.577861357721047
6.587550014824796
1.380549%
feeder 6.587550014824796
6.616065185132817
1.386525%
better than ezra 6.616065185132817
6.618738983517219 white denim 6.618738983517219
1.387086%
6.626717749249025 clutch 6.626717749249025
1.388758%
6.641182169740591
1.391789%
flogging molly 6.641182169740591
6.650279048587422
1.393695%
queens of the stone age 6.650279048587422
6.675823221634848
1.399049%
...and you will know us by the trail of dead 6.675823221634848
6.851184927493743 amon tobin 6.851184927493743
1.435799%
6.866933284461882
1.4391%
eels 6.866933284461882
6.930494765951626 four tet 6.930494765951626
1.45242%
6.9985096422506015 justice 6.9985096422506015
1.466674%
7.025538314638521
1.472338%
rage against the machine 7.025538314638521
7.05444965813294
1.478397%
placebo 7.05444965813294
7.089243155027514
1.485689%
modest mouse 7.089243155027514
7.149131598557407
1.49824%
reel big fish 7.149131598557407
7.1693500166706
1.502477%
system of a down 7.1693500166706
7.578656850594762 the hold steady 7.578656850594762
1.588255%