Machine Learning Approach to Find All Deck Types
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Machine Learning Approach to Find All Deck Types
by austinio7116 » 23 Jun 2017, 15:48
I've written a machine learning tool to cluster 30000 or so decks from MTGDecks.net and find up to 200 exemplars of each deck type in current (AKH) standard and modern formats. They are named in order of cluster size (lowest number being the largest) and by the first two cards in the deck and each deck is the closest to the center of each cluster.
Agetian has kindly offered to create a netdeck for these, but I have also attached them here in case anyone wants to try them. The idea here is that as each format rolls along, this tool can create a set of all the major decks (and variations on each theme) without multiple duplicates and without any manual effort. In this set I have only included decks from clusters with at least 3 decks.
Agetian has kindly offered to create a netdeck for these, but I have also attached them here in case anyone wants to try them. The idea here is that as each format rolls along, this tool can create a set of all the major decks (and variations on each theme) without multiple duplicates and without any manual effort. In this set I have only included decks from clusters with at least 3 decks.
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Re: Machine Learning Approach to Find All Deck Types
by Agetian » 23 Jun 2017, 17:08
Thanks a lot for your effort! I added support for this net deck type to Forge and uploaded it to server.
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Re: Machine Learning Approach to Find All Deck Types
by austinio7116 » 04 Aug 2017, 07:22
Here is a postHOU ProTour update for the standard decks. No real updates to the modern decks yet, so that may come later. Agetian  would you mind replacing the standard decks on the net decks folder with these when you have a chance?
Thanks
Thanks
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Re: Machine Learning Approach to Find All Deck Types
by austinio7116 » 08 Sep 2017, 12:24
Here is a final HOU update before rotation. Please update the netdecks if you get the chance.
Thanks
Thanks
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Re: Machine Learning Approach to Find All Deck Types
by Agetian » 09 Sep 2017, 13:40
Updated as requested
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Re: Machine Learning Approach to Find All Deck Types
by austinio7116 » 12 Nov 2017, 19:37
Hi Agetian,
Here is a post PT Ixalan update for the new standard format. Would you mind updating the netdeck?
I fixed the issue with some decks having fewer than 60 cards this time round too.
Thanks
Here is a post PT Ixalan update for the new standard format. Would you mind updating the netdeck?
I fixed the issue with some decks having fewer than 60 cards this time round too.
Thanks
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 Standard_clusters.zip
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Re: Machine Learning Approach to Find All Deck Types
by Agetian » 13 Nov 2017, 04:38
Updated as requested, Austinio! Thanks!
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Re: Machine Learning Approach to Find All Deck Types
by austinio7116 » 13 Nov 2017, 06:40
Here is a swiss tournament AI vs AI result for these decks  looks like the AI favours playing Temur energy if you want the toughest challenge:
Standard Cluster 010 Glorybringer  Rogue Refiner based deck 7 Wins(0 Byes)0 Losses0 Ties => 21 Points
Standard Cluster 056 Lightning Strike  Heart of Kiran based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 003 Glorybringer  Rogue Refiner based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 015 Glorybringer  Rogue Refiner based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 016 Rogue Refiner  Whirler Virtuoso based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 038 Rogue Refiner  Whirler Virtuoso based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 047 Chart a Course  GodPharaoh's Gift based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 052 Lightning Strike  Earthshaker Khenra based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 053 Chart a Course  Ixalan's Binding based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 070 Walk the Plank  Ruin Raider based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 046 Rogue Refiner  Whirler Virtuoso based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 065 Anointer Priest  Anointed Procession based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 031 Lightning Strike  Vicious Conquistador based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 024 Heart of Kiran  Scrapheap Scrounger based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 078 Seekers' Squire  Champion of Wits based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 042 Ruin Raider  Dread Wanderer based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 083 Heart of Kiran  Rogue Refiner based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 009 Rogue Refiner  Servant of the Conduit based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 011 Rogue Refiner  Servant of the Conduit based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 044 Invigorated Rampage  Electrostatic Pummeler based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 037 Walking Ballista  Winding Constrictor based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 061 Walking Ballista  Winding Constrictor based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 081 Legion's Landing  Champion of Wits based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 089 Hieroglyphic Illumination  Censor based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 043 Walking Ballista  Winding Constrictor based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 073 Duress  Fumigate based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 048 Wily Goblin  Lightning Strike based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 004 Lightning Strike  Earthshaker Khenra based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 026 Rogue Refiner  GlintSleeve Siphoner based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 051 Regisaur Alpha  Savage Stomp based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 067 Lightning Strike  Heart of Kiran based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 092 Deathgorge Scavenger  Vraska's Contempt based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 058 Ruin Raider  Heart of Kiran based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 028 Chart a Course  GodPharaoh's Gift based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 071 Fatal Push  Ranging Raptors based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 014 Lightning Strike  Earthshaker Khenra based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 050 Legion Conquistador  Duskborne Skymarcher based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 027 Champion of Wits  Anointer Priest based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 029 Lightning Strike  Hazoret the Fervent based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 088 Hostage Taker  Kitesail Freebooter based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 041 Supreme Will  Censor based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 020 Search for Azcanta  Opt based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 075 Ripjaw Raptor  Walk the Plank based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 022 Lightning Strike  Heart of Kiran based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 007 Rogue Refiner  Whirler Virtuoso based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 064 Legion's Landing  Champion of Wits based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 080 Chart a Course  GodPharaoh's Gift based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 035 Winding Constrictor  Rogue Refiner based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 032 Sunbird's Invocation  Cast Out based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 087 Champion of Wits  Minister of Inquiries based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 021 Winding Constrictor  Rogue Refiner based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 079 Censor  Cast Out based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 059 Hazoret the Fervent  Dread Wanderer based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 023 Supreme Will  Censor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 086 Supreme Will  Censor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 085 Fell Flagship  Dire Fleet Captain based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 001 Lightning Strike  Earthshaker Khenra based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 082 Lightning Strike  Earthshaker Khenra based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 019 Seekers' Squire  Champion of Wits based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 006 Lightning Strike  Earthshaker Khenra based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 002 Walking Ballista  Winding Constrictor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 074 Rigging Runner  Lightning Strike based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 034 Rogue Refiner  GlintSleeve Siphoner based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 049 Rogue Refiner  Servant of the Conduit based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 013 Rogue Refiner  Whirler Virtuoso based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 008 Hieroglyphic Illumination  Essence Scatter based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 033 Supreme Will  Censor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 036 Opt  Supreme Will based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 090 Opt  Cast Out based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 072 Lightning Strike  Earthshaker Khenra based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 055 Kitesail Freebooter  Chart a Course based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 017 Opt  Censor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 076 Servant of the Conduit  Longtusk Cub based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 005 Lightning Strike  Earthshaker Khenra based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 066 Vicious Conquistador  Duskborne Skymarcher based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 068 Shapers' Sanctuary  Pride Sovereign based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 062 Hostage Taker  Gifted Aetherborn based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 012 Legion's Landing  Cast Out based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 025 Seekers' Squire  Champion of Wits based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 091 Censor  Harnessed Lightning based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 030 Hostage Taker  Seekers' Squire based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 039 Renegade Map  Maverick Thopterist based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 018 Essence Scatter  Fatal Push based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 063 Legion's Landing  Kinjalli's Sunwing based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 069 Opt  Censor based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 060 Dive Down  Trophy Mage based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 045 Opt  Fatal Push based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 054 Vraska's Contempt  Supreme Will based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 040 Hostage Taker  Walking Ballista based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 077 Deeproot Champion  Lightning Strike based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 057 Opt  Fatal Push based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 084 Lightning Strike  Earthshaker Khenra based deck 0 Wins(0 Byes)7 Losses0 Ties => 0 Points
Standard Cluster 010 Glorybringer  Rogue Refiner based deck 7 Wins(0 Byes)0 Losses0 Ties => 21 Points
Standard Cluster 056 Lightning Strike  Heart of Kiran based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 003 Glorybringer  Rogue Refiner based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 015 Glorybringer  Rogue Refiner based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 016 Rogue Refiner  Whirler Virtuoso based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 038 Rogue Refiner  Whirler Virtuoso based deck 6 Wins(0 Byes)1 Losses0 Ties => 18 Points
Standard Cluster 047 Chart a Course  GodPharaoh's Gift based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 052 Lightning Strike  Earthshaker Khenra based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 053 Chart a Course  Ixalan's Binding based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 070 Walk the Plank  Ruin Raider based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 046 Rogue Refiner  Whirler Virtuoso based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 065 Anointer Priest  Anointed Procession based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 031 Lightning Strike  Vicious Conquistador based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 024 Heart of Kiran  Scrapheap Scrounger based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 078 Seekers' Squire  Champion of Wits based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 042 Ruin Raider  Dread Wanderer based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 083 Heart of Kiran  Rogue Refiner based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 009 Rogue Refiner  Servant of the Conduit based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 011 Rogue Refiner  Servant of the Conduit based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 044 Invigorated Rampage  Electrostatic Pummeler based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 037 Walking Ballista  Winding Constrictor based deck 5 Wins(0 Byes)2 Losses0 Ties => 15 Points
Standard Cluster 061 Walking Ballista  Winding Constrictor based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 081 Legion's Landing  Champion of Wits based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 089 Hieroglyphic Illumination  Censor based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 043 Walking Ballista  Winding Constrictor based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 073 Duress  Fumigate based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 048 Wily Goblin  Lightning Strike based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 004 Lightning Strike  Earthshaker Khenra based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 026 Rogue Refiner  GlintSleeve Siphoner based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 051 Regisaur Alpha  Savage Stomp based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 067 Lightning Strike  Heart of Kiran based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 092 Deathgorge Scavenger  Vraska's Contempt based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 058 Ruin Raider  Heart of Kiran based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 028 Chart a Course  GodPharaoh's Gift based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 071 Fatal Push  Ranging Raptors based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 014 Lightning Strike  Earthshaker Khenra based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 050 Legion Conquistador  Duskborne Skymarcher based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 027 Champion of Wits  Anointer Priest based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 029 Lightning Strike  Hazoret the Fervent based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 088 Hostage Taker  Kitesail Freebooter based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 041 Supreme Will  Censor based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 020 Search for Azcanta  Opt based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 075 Ripjaw Raptor  Walk the Plank based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 022 Lightning Strike  Heart of Kiran based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 007 Rogue Refiner  Whirler Virtuoso based deck 4 Wins(0 Byes)3 Losses0 Ties => 12 Points
Standard Cluster 064 Legion's Landing  Champion of Wits based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 080 Chart a Course  GodPharaoh's Gift based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 035 Winding Constrictor  Rogue Refiner based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 032 Sunbird's Invocation  Cast Out based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 087 Champion of Wits  Minister of Inquiries based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 021 Winding Constrictor  Rogue Refiner based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 079 Censor  Cast Out based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 059 Hazoret the Fervent  Dread Wanderer based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 023 Supreme Will  Censor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 086 Supreme Will  Censor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 085 Fell Flagship  Dire Fleet Captain based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 001 Lightning Strike  Earthshaker Khenra based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 082 Lightning Strike  Earthshaker Khenra based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 019 Seekers' Squire  Champion of Wits based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 006 Lightning Strike  Earthshaker Khenra based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 002 Walking Ballista  Winding Constrictor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 074 Rigging Runner  Lightning Strike based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 034 Rogue Refiner  GlintSleeve Siphoner based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 049 Rogue Refiner  Servant of the Conduit based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 013 Rogue Refiner  Whirler Virtuoso based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 008 Hieroglyphic Illumination  Essence Scatter based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 033 Supreme Will  Censor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 036 Opt  Supreme Will based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 090 Opt  Cast Out based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 072 Lightning Strike  Earthshaker Khenra based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 055 Kitesail Freebooter  Chart a Course based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 017 Opt  Censor based deck 3 Wins(0 Byes)4 Losses0 Ties => 9 Points
Standard Cluster 076 Servant of the Conduit  Longtusk Cub based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 005 Lightning Strike  Earthshaker Khenra based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 066 Vicious Conquistador  Duskborne Skymarcher based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 068 Shapers' Sanctuary  Pride Sovereign based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 062 Hostage Taker  Gifted Aetherborn based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 012 Legion's Landing  Cast Out based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 025 Seekers' Squire  Champion of Wits based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 091 Censor  Harnessed Lightning based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 030 Hostage Taker  Seekers' Squire based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 039 Renegade Map  Maverick Thopterist based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 018 Essence Scatter  Fatal Push based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 063 Legion's Landing  Kinjalli's Sunwing based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 069 Opt  Censor based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 060 Dive Down  Trophy Mage based deck 2 Wins(0 Byes)5 Losses0 Ties => 6 Points
Standard Cluster 045 Opt  Fatal Push based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 054 Vraska's Contempt  Supreme Will based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 040 Hostage Taker  Walking Ballista based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 077 Deeproot Champion  Lightning Strike based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 057 Opt  Fatal Push based deck 1 Wins(0 Byes)6 Losses0 Ties => 3 Points
Standard Cluster 084 Lightning Strike  Earthshaker Khenra based deck 0 Wins(0 Byes)7 Losses0 Ties => 0 Points
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Re: Machine Learning Approach to Find All Deck Types
by austinio7116 » 07 Dec 2017, 07:04
Here is an Ixalan update for the Modern decks too.
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Re: Machine Learning Approach to Find All Deck Types
by Agetian » 07 Dec 2017, 08:40
Updated on the server.
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