The following table gives information about total time taken to generate three candidate sets for user:
| user name | time(s) |
|---|---|
| rob | 36.32 |
| iliekcomputers | 12.85 |
| Vansika Pareek | 13.66 |
To get personalized recommendations for users, candidate sets are generated for each user consisting of recording ids and the user id using the underlying procedure.
Similar artists set for rob
| Top Artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist |
|---|---|---|---|---|---|---|---|---|---|---|
| Daniel Masson | Amanaska | Buddhattitude | Arno Elias | Federico Aubele | Bliss | Diego Palacio | Armen Miran | Serdar Ayyıldız | Anton Ishutin | Yuji Ono |
| CFCF | Blundetto | Hindi Zahra | Suff Daddy | |||||||
| Kick Bong | Zero Cult | Aes Dana | Electrypnose | Master Margherita | Jo Yummi | Capsula | Tanina Munchkina | Zoneotura | Ajja | Pineal |
| Pink Floyd | Eric Prydz | Queen | David Bowie | Bob Sinclar | Fedde Le Grand | Mason | Booty Luv | David Guetta | Princess Superstar | Cascada |
| Belleruche | Kylie Auldist | Lizzy Parks | Laura Vane | Milez Benjiman | Andreya Triana | Caravan Palace | Peder | Flowering Inferno | Quantic and his Combo Bárbaro | Jack Baker Trio |
| Kraftwerk | Duran Duran | The Human League | Ultravox | Orchestral Manoeuvres in the Dark | Spandau Ballet | Talk Talk | Blondie | Heaven 17 | Simple Minds | Yazoo |
| Xique-Xique | WYNNE | |||||||||
| Stereolab | Super Furry Animals | The Boo Radleys | Cocteau Twins | Saint Etienne | PJ Harvey | Teenage Fanclub | Oasis | Tindersticks | The Fall | Sleeper |
| Asura | Aes Dana | Solar Fields | AstroPilot | Chronos | Ra | Elea | Zymosis | Suduaya | Lab’s Cloud | Tentura |
| Abakus | Bardo State | Cyrus the Virus | Ranajit Sengupta | GMS vs. Jimbo | Michele Adamson | Subsonar | Drum Druid | Jimbo | Bluetech | Kuba |
| Marconi Union | Leo Abrahams | Dan Arborise | Loner | Echaskech | Laki Mera | Opdot | ||||
| Talking Heads | Duran Duran | The Stranglers | Simple Minds | Talk Talk | Ultravox | Kim Wilde | Huey Lewis and the News | Culture Club | The Human League | Pat Benatar |
| John Tejada | Michael Mayer | Kölsch | Jamie Jones | Josh Butler | Amine Edge | The Shapeshifters | Boswell | Steve Bug | Jesse Rose | DJ S.K.T |
| Marbert Rocel | Jan Blomqvist | Joe Dukie | Joachim Pastor | Kylan Road | Olderic | Pablo Nouvelle | Dayne S | Dayate | Kris Davis | Namatjira |
| Barry Adamson | Angelo Badalamenti | Antônio Carlos Jobim | The Smashing Pumpkins | Nick Cave & The Bad Seeds | Diamanda Galás | Renegade Soundwave | Dan Zanes | Sergio Cervetti | A.O.S. | Patsy Cline |
| Michael Franti & Spearhead | Us3 | Ben Harper | G. Love & Special Sauce | John Butler Trio | Supergrass | Guru | Angélique Kidjo | Ozomatli | CeeLo Green | Amos Lee |
| Aim | Rae & Christian | Kate Rogers | Afterlife | Bent | Röyksopp | Mo’ Horizons | Jakatta | Bonobo | Koop | Only Child |
| DJ Shadow | Röyksopp | DJ Krush | Bonobo | The Prodigy | Zero 7 | Nightmares on Wax | Quannum MCs | Latyrx | Diplo | Kinobe |
| Oingo Boingo | INXS | Thompson Twins | Wall of Voodoo | DEVO | The Go‐Go’s | Orchestral Manoeuvres in the Dark | The Fixx | Tears for Fears | Duran Duran | The Police |
| The Mills Brothers | Tommy Dorsey and His Orchestra | Benny Goodman and His Orchestra | Duke Ellington & His Orchestra | Jo Stafford | Harry James and His Orchestra | Dick Haymes | Artie Shaw and His Orchestra | Al Jolson | Jimmy Dorsey & His Orchestra | Vera Lynn |
| Ott | Drum Druid | The Kumba Mela Experiment | ManMadeMan | Nervasystem | Sandspider | Jairamji | The Secret | Jumbo Layer | Audio Chemistry | Angel Tears |
| Harry Belafonte | Perry Como | Doris Day | Nat King Cole | Andy Williams | Johnny Mathis | Pat Boone | Jim Reeves | Tony Bennett | Eartha Kitt | Paul Anka |
| Peace Orchestra | MUM | Funkstörung | Rae & Christian | Madrid de los Austrias | Ian Simmonds | Junkie XL | Makossa & Megablast | Matthew Herbert | Layo & Bushwacka! | Swayzak |
| Guy J | Sahar Z | Nicole Moudaber | JdotP | Jørgensen | Rudy | Rutte | Guy Mantzur | Dirty Mongrel | Kiasmos | 16 Bit Lolitas |
| Plastyc Buddha | Gerd | Praful | Alphawezen | Enrico Riva | Racoon | Gare du Nord | Cinérex | Fila Brazillia | Arsenal | Adani & Wolf |
| Portishead | Oasis | Radiohead | Paul Weller | Morcheeba | Moby | Tricky | PJ Harvey | Pulp | Lamb | Björk |
| Brazilian Girls | Kreeps | Blonde Acid Cult | Game Rebellion | Monotonix | The Yelling | Foxylane | The Jane Shermans | Boy 8-Bit | Calle 13 | Mavado |
| Hidden Orchestra | Flowering Inferno | Smerins Anti-Social Club | Quantic y su Conjunto Los Míticos del Ritmo | Wildcookie | ||||||
| Max Cooper | Microtrauma | Péter Császár | Reinier Zonneveld | Thomas Bjerring | Tuff City Kids | Luc Angenehm | Sunset Graves | Richard Zagiba | Mumdance | Clams Casino |
| Massive Attack | Radiohead | Moby | The Chemical Brothers | Air | Oasis | Coldplay | Blur | Placebo | Groove Armada | Underworld |
| New Order | Duran Duran | Tears for Fears | The Human League | Soft Cell | Frankie Goes to Hollywood | Joy Division | Happy Mondays | Talk Talk | Orchestral Manoeuvres in the Dark | Yazoo |
| Crazy P | Bwi-Bwi | Teni Tinks | Satin Jackets | CamelPhat | Elderbrook | Honey Dijon | Folamour | Queen Rose | Armless Kid | Hifi Sean |
| Scann-Tec | Mystic Crock | Miktek | Irukandji | Ascendant | I Awake | Claudio PRC | Mizoo | |||
| St Germain | Norah Jones | Llorca | Cassandra Wilson | Röyksopp | Gotan Project | Mo’ Horizons | Zuco 103 | Charlie Hunter | Koop | Jazzanova |
| The Karminsky Experience Inc. | Fila Brazillia | The Black Mighty Orchestra | Bliss | Deepest Blue | Mr. Natural | Cicada | The Dave Pike Set | Crazy P | Federico Aubele | Doctor Rockit |
| Sysyphe | B-Brain | |||||||||
| Rodriguez Jr. | Cari Golden | Jimi Jules | Dusky | Tito Wun | Sonny Fodera | KPD | Cervendos | Soul Clap | FCL | Hyenah |
| Tipper | Ils | Radioactive Man | Rennie Pilgrem | Dark Globe | Tales From the Hardside | Tsunami One | Soto | [no artist] | Terminalhead | T.C. Izlam |
| Lusine | Shigeto | School of Seven Bells | Michna | The Sight Below | Deastro | Mux Mool | Moderat | Choir of Young Believers | Skeletons | Super Flu |
| Ganga | Kenneth Bager | Sambox | Club des Belugas | Steen Thøttrup | Bliss | Mathieu & Florzinho | H.P. Hoeger | Freemasons | Frontera | Clélia Felix |
| Androcell | Aes Dana | |||||||||
| H.U.V.A. Network | Aes Dana | Hol Baumann | Sync24 | Scann-Tec | Xentrix | Irukandji | Koala | |||
| Trentemøller | Booka Shade | Gui Boratto | John Dahlbäck | Axwell | Oxia | Loco Dice | Sébastien Léger | Guido Schneider | Lützenkirchen | The Subs |
| Bonobo | Quantic | Andreya Triana | Alice Russell | Jazzanova | Koop | Nostalgia 77 | Belleruche | Röyksopp | Fink | Boozoo Bajou |
| Boards of Canada | Plaid | Broadcast | Zero 7 | Bonobo | Kinobe | LFO | Tosca | Nitin Sawhney | Röyksopp | Prefuse 73 |
| Talvin Singh | Nitin Sawhney | Afterlife | Bugge Wesseltoft | dZihan & Kamien | Mandalay | Badmarsh & Shri | Thievery Corporation | José Padilla | Paco Fernández | Rae & Christian |
| Solar Quest | Medicine Drum | Microwave Prince | Rob Acid | Another Green World | Nexus 6 | D Sigual | Makyo | Modus | Deep Space Network | Acid Warrior |
| Four Tet | Franz Ferdinand | Hot Chip | The Kills | Jon Hopkins | Animal Collective | Archie Bronson Outfit | Clinic | Junior Boys | Sons and Daughters | Röyksopp |
| Anders Ilar | Folie | EOD | Henrik José | Son of Clay | :papercutz | Mikael Fyrek | Midaircondo | |||
| Rhythm & Sound | Noiseshaper | Tikiman | Paul St. Hilaire | Jah Batta | Lena | Dubble Standart | Kode9 | DJ Hell | Lexy & K‐Paul | Phong Sui |
| Röyksopp | Mylo | Audio Bullys | Freemasons | Eric Prydz | Booka Shade | José González | Calvin Harris | Athlete | Amanda Wilson | Tiësto |
| Jamiroquai | Basement Jaxx | Oasis | R. Kelly | Kylie Minogue | Manic Street Preachers | Roger Sanchez | The Brand New Heavies | The Prodigy | X‐Press 2 | Phats & Small |
| Hiatus | Darkness Falls | F3 | Miguel Campbell | Tilman Tausendfreund | Honom | X&Y | Death on the Balcony | The Magician | Miss Bee | New Navy |
| Tosca | Boozoo Bajou | Jazzanova | Mo’ Horizons | Bonobo | De-Phazz | Trüby Trio | Afterlife | Waldeck | Minus 8 | Micatone |
| Tangerine Dream | Klaus Schulze | Brian Eno | Can | Jan Hammer | Patrick O’Hearn | Gong | Hawkwind | 坂本龍一 | Amon Düül II | Faust |
| William Orbit | Delerium | Kinobe | The Beloved | Darude | The Sabres of Paradise | Finley Quaye | Energy 52 | System F | The Grid | Roger Sanchez |
| Fujiya & Miyagi | School of Seven Bells | Tunng | Malcolm Middleton | Fink | Hot Chip | The Hold Steady | White Denim | Micah P. Hinson | Peter Bjorn and John | Blundetto |
Similar artists set for iliekcomputers
| Top Artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist |
|---|---|---|---|---|---|---|---|---|---|---|
| Kodaline | Kygo | The Chainsmokers | George Ezra | Daya | Kungs | Meghan Trainor | James Arthur | Alan Walker | Fifth Harmony | Sigala |
| Kanye West | Rihanna | Akon | Ne‐Yo | The Pussycat Dolls | Chris Brown | T‐Pain | Lady Gaga | Timbaland | Flo Rida | Young Jeezy |
| The Beatles | Elvis Presley | The Rolling Stones | Bee Gees | The Beach Boys | Roy Orbison | The Troggs | Creedence Clearwater Revival | The Hollies | The Animals | Rod Stewart |
| Broken Bells | Foster the People | Feldberg | Miguel | MS MR | Tom Odell | Emeli Sandé | Kodaline | Labrinth | Snoh Aalegra | Cults |
| Kendrick Lamar | Shawn Mendes | Ariana Grande | Zedd | Post Malone | Imagine Dragons | Travis Scott | Jonas Blue | The Weeknd | J Balvin | Future |
| Arctic Monkeys | Lily Allen | The Fratellis | The Automatic | Florence + the Machine | Lana Del Rey | James Morrison | Klaxons | Emeli Sandé | Reverend and The Makers | Gnarls Barkley |
| Billie Eilish | Khalid | Dean Lewis | NOTD | Tom Walker | Amandla Stenberg | Erika Sirola | Lewis Capaldi | Alice Merton | ILIRA | Dermot Kennedy |
| Vampire Weekend | Florence + the Machine | The xx | The Dead Weather | Eastern Conference Champions | Adele | Two Door Cinema Club | Passion Pit | Fleet Foxes | Bombay Bicycle Club | Santigold |
| MGMT | The Ting Tings | Duffy | Empire of the Sun | Santigold | Lily Allen | Vampire Weekend | The Script | Fleet Foxes | Metro Station | Lady Gaga |
| Mirage | Odyssey | Sabrina Salerno | Andrew Ashong | Marky Lyrical | Elkskin | Svalkir | Heartstreets | Fakear | Orfeo | Moodoïd |
| Michael Jackson | Marvin Gaye | Diana Ross | The Jackson 5 | Lionel Richie | Commodores | Whitney Houston | The Supremes | The Miracles | Four Tops | Gladys Knight & The Pips |
| The Weeknd | Jonas Blue | Jax Jones | Dua Lipa | Shawn Mendes | DJ Snake | RAYE | Alessia Cara | Imagine Dragons | Kygo | The Chainsmokers |
| Tame Impala | The xx | Jake Bugg | alt-J | Lukas Graham | Crystal Fighters | Art vs Science | Two Door Cinema Club | The Sore Losers | Flume | Anne-Marie |
| The Strokes | Franz Ferdinand | The Libertines | The Hives | Kaiser Chiefs | Theory of a Deadman | Jet | Yeah Yeah Yeahs | Kasabian | Keane | Black Rebel Motorcycle Club |
| Maroon 5 | Rihanna | Justin Bieber | Katy Perry | Avicii | Lady Gaga | Shawn Mendes | Nicki Minaj | Bruno Mars | Calvin Harris | Kelly Clarkson |
| Beach House | Yeasayer | Avi Buffalo | Father John Misty | Retribution Gospel Choir | Fleet Foxes | Vampire Weekend | L’Épicier | Real Estate | Poolside | Best Coast |
| The xx | Lana Del Rey | Dua Lipa | Bastille | Emeli Sandé | Kungs | alt-J | Dimitri Vegas & Like Mike | The Weeknd | Starley | Milky Chance |
| Clipse | N.O.R.E. | Lil Wayne | Birdman | Pharrell Williams | Justin Timberlake | Diddy | Chris Brown | Ciara | A Tribe Called Quest | Lil’ Mo |
| Rhye | CLOVES | Bea Miller | Billie Eilish | LANY | Stubborn Heart | Surahn | Nathaniel Rateliff & The Night Sweats | So Many Wizards | Isaac Delusion | Noah Kahan |
| Drake | Nicki Minaj | Bruno Mars | Jason Derulo | Justin Bieber | Tinie Tempah | Ellie Goulding | Ariana Grande | Jessie J | J. Cole | Labrinth |
| Radiohead | Blur | Oasis | Coldplay | Supergrass | Placebo | Suede | Manic Street Preachers | R.E.M. | The Chemical Brothers | The Verve |
| Sunidhi Chauhan | Shreya Ghoshal | Sukhwinder Singh | KK | Richa Sharma | Kunal Ganjawala | Sadhana Sargam | Himesh Reshammiya | Mika Singh | Tulsi Kumar | Roop Kumar Rathod |
| Taylor Swift | Lady Gaga | Flo Rida | Kesha | Bruno Mars | Nicki Minaj | Pixie Lott | Jordin Sparks | Beyoncé | Lady Antebellum | The Saturdays |
| Abhijeet | Kumar Sanu | Kavita Krishnamurthy | Shreya Ghoshal | Sadhana Sargam | Sukhwinder Singh | Vinod Rathod | Karsan Sargathiya | Mohammed Aziz | Sujatha | Kavita Paudwal |
| Vince Staples | Swae Lee | Post Malone | Ty Dolla $ign | XXXTENTACION | Duckwrth | Juice WRLD | Denzel Curry | LouGotCash | Ski Mask the Slump God | Aminé |
| SOHN | James Hersey | Milky Chance | Käptn Peng & Die Tentakel von Delphi | Seinabo Sey | Palastic | Amy Shark | Nihils | Illian | Declan McKenna | J. Bernardt |
| Two Door Cinema Club | Crystal Fighters | The Drums | The xx | Jamaica | Logo | Flight Facilities | Local Natives | Everything Everything | Washed Out | Hurts |
Similar artists set for Vansika Pareek
| Top Artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist | Similar artist |
|---|---|---|---|---|---|---|---|---|---|---|
| Atif Aslam | Mika Singh | Ankit Tiwari | Rahat Fateh Ali Khan | Benny Dayal | Sukriti Kakkar | Arijit Singh | KK | |||
| Trippie Redd | Bate | Loote | Rhys Lewis | Radio 3000 | Blake Rose | Lil Baby | ||||
| Imagine Dragons | Kygo | Jonas Blue | Jax Jones | Shawn Mendes | Dua Lipa | The Chainsmokers | Robin Schulz | Martin Garrix | Felix Jaehn | Axwell Λ Ingrosso |
| Pankaj Udhas | Sadhana Sargam | Kumar Sanu | Ghulam Ali | Colonial Cousins | Ashok Khosla | S. P. Balasubrahmanyam | Asha Bhosle | Bhupinder Singh | Talat Aziz | |
| Tamar Braxton | Drake | Mr. Collipark | Dre | |||||||
| Russ | PnB Rock | 21 Savage | ||||||||
| Post Malone | Jonas Blue | Dua Lipa | Dzeko | Khalid | Dynoro | Loud Luxury | El Profesor | brando | Stefflon Don | Cardi B |
| Chino & Nacho | Fainal | J Balvin | Joey Montana | Álvaro Soler | Karol G | Kendji Girac | Mohombi | Yunel Cruz | El Dusty | baddy |
| Skylar Grey | Imagine Dragons | X Ambassadors | Kehlani | ConfidentialMX | Action Bronson | Logic | Bastille | Grace | twenty one pilots | G-Eazy |
| Calum Scott | Starley | NEIKED | Dakota | Dyo | Louisa Johnson | Nevada | Zeeba | Bruno Martini | Khalid | Olivia O’Brien |
| ZAYN | Kygo | Shawn Mendes | Jonas Blue | The Chainsmokers | Dua Lipa | Martin Garrix | Clean Bandit | Little Mix | J Balvin | Zara Larsson |
| Neeti Mohan | Kanika Kapoor | Jubin Nautiyal | ||||||||
| Ayushmann Khurrana | Dev Negi | Kanika Kapoor | Neeti Mohan | Samira Koppikar | ||||||
| OneRepublic | Lady Gaga | Justin Bieber | Avicii | Amy Macdonald | Duffy | Ellie Goulding | Shawn Mendes | Leona Lewis | Imagine Dragons | Bruno Mars |
| Quinn XCII | Jeremy Zucker | Loote | Elley Duhé | The Foxies | Cardi B | |||||
| Daniela Andrade | Dabin | Virtual Riot | Laxx | Mark the Beast | Dan Dakota | Linguistics | Astronaut | Spag Heddy | Technimatic | My Nu Leng |
| Vampire Weekend | Florence + the Machine | The xx | Eastern Conference Champions | The Dead Weather | Adele | Two Door Cinema Club | Passion Pit | Santigold | Bombay Bicycle Club | Fleet Foxes |
| Mohammed Rafi | Asha Bhosle | Kishore Kumar | Mukesh | Manna Dey | Rahul Dev Burman | Mahendra Kapoor | Shamshad Begum | Geeta Dutt | Kumar Sanu | Udit Narayan |
| Lauv | Khalid | Alice Merton | Justin Jesso | Stefflon Don | Sound of Legend | RIN | Burak Yeter | Claudio Capéo | Loud Luxury | Noah Cyrus |
| Khalid | Loud Luxury | brando | Dynoro | El Profesor | Dzeko | Justin Jesso | LSD | Dean Lewis | Alice Merton | Sigrid |
| Papon | Raghubir Yadav | Dhruv Sangari | ||||||||
| Cher Lloyd | One Direction | Rita Ora | Rizzle Kicks | Little Mix | Foxes | Lana Del Rey | Lucenzo | Karmin | Sak Noel | Alex Clare |
| Ali Sethi | Momina Mustehsan | Jabar Abbas | Natasha Khan | Umair Jaswal | Nirmal Roy | Shuja Haider | Rachel Viccaji | Ahmad Jahanzeb | ||
| Kishore Kumar | Asha Bhosle | Rahul Dev Burman | Mukesh | Manna Dey | Kumar Sanu | Mahendra Kapoor | Geeta Dutt | Shamshad Begum | Udit Narayan | Shailendra Singh |
| Jagjit Singh | Chitra Singh | Asha Bhosle | Ghulam Ali | Talat Aziz | Mohammed Rafi | Hariharan | Pankaj Udhas | Kavita Krishnamurthy | Sonu Nigam | Udit Narayan |
| Harshdeep Kaur | Benny Dayal | Shruti Pathak | Tochi Raina | Dev Negi | Amit Trivedi | Papon | Salim Merchant | Shadab Faridi | Mika Singh | Sona Mohapatra |
| Ed Sheeran | Kygo | Robin Schulz | Clean Bandit | Dua Lipa | Rita Ora | Jonas Blue | Imagine Dragons | Martin Garrix | Shawn Mendes | Jax Jones |
| Arijit Singh | Ankit Tiwari | Ayushmann Khurrana | Arko Pravo Mukherjee | Yo Yo Honey Singh | Sukriti Kakkar | Neha Kakkar | Palak Muchhal | Armaan Malik | Samira Koppikar | |
| Ruel | Walkney | |||||||||
| Jeremy Zucker | Elley Duhé | |||||||||
| Taylor Swift | Lady Gaga | Flo Rida | Kesha | Bruno Mars | Nicki Minaj | Pixie Lott | Beyoncé | Jordin Sparks | Lady Antebellum | The Saturdays |