kld card ratings

draftaholics data was very skewed towards masterpieces. which meant
decent cards were ranking very low relatively
I used the relative ranking from draftaholics and generated a normal
distribution mean60 std 20 for these rankings to smooth it out.

Mage.Server.Plugins/Mage.Player.AI/src/main/resources/ratings/kld.csv

@@ -1,274 +1,274 @@
-Sword of Feast and Famine : 6746
-Chandra, Torch of Defiance :6461
-Skysovereign, Consul Flagship :6340
-Noxious Gearhulk :6262
-Sword of Fire and Ice :6222
-Angel of Invention :6000
-Verdurous Gearhulk :5971
-Demon of Dark Schemes :5893
-Sol Ring :5688
-Cataclysmic Gearhulk :5638
-Torrential Gearhulk :5628
-Nissa, Vital Force :5565
-Hangarback Walker :5500
-Gonti, Lord of Luxury :5474
-Steel Overseer :5392
-Skyship Stalker :5383
-Pia Nalaar :5351
-Sword of Light and Shadow :5346
-Smuggler's Copter :5342
-Confiscation Coup :5338
-Combustible Gearhulk :5326
-Oviya Pashiri, Sage Lifecrafte :5317
-Mana Crypt :5268
-Solemn Simulacrum :5257
-Mana Vault :5228
-Harnessed Lightning :5209
-Aetherstorm Roc :5194
-Cultivator's Caravan :5103
-Fairgrounds Warden :5100
-Rashmi, Eternities Crafter :5054
-Dovin Baan :5038
-Aerial Responder :5017
-Saheeli's Artistry :5014
-Bristling Hydra :4996
-Master Trinketeer :4979
-Welding Sparks :4971
-Cultivator of Blades :4895
-Aethersquall Ancient :4780
-Longtusk Cub :4744
-Unlicensed Disintegration :4673
-Snare Thopter :4657
-Fleetwheel Cruiser :4639
-Depala, Pilot Exemplar :4628
-Multiform Wonder :4625
-Cloudblazer :4603
-Filigree Familiar :4589
-Gauntlet of Power :4586
-Skywhaler's Shot :4582
-Renegade Freighter :4580
-Fumigate :4541
-Chromatic Lantern :4425
-Champion's Helm :4328
-Revoke Privileges :4313
-Peema Outrider :4305
-Arborback Stomper :4263
-Architect of the Untamed :4245
-Tidy Conclusion :4243
-Servant of the Conduit :4224
-Aetherborn Marauder :4185
-Essence Extraction :4136
-Saheeli Rai :4130
-Chief of the Foundry :4124
-Syndicate Trafficker :4030
-Lathnu Hellion :4026
-Bomat Bazaar Barge :4021
-Visionary Augmenter :3975
-Foundry Inspector :3930
-Wispweaver Angel :3924
-Gearshift Ace :3921
-Mox Opal :3921
-Key to the City :3912
-Furious Reprisal :3892
-Captured by the Consulate :3890
-Scrapheap Scrounger :3837
-Aethertorch Renegade :3817
-Die Young :3810
-Whirler Virtuoso :3801
-Animation Module :3776
-Æther Vial :3765
-Marionette Master :3742
-Nature's Way :3737
-Chandra's Pyrohelix :3714
-Long-Finned Skywhale :3713
-Aether Meltdown :3699
-Restoration Gearsmith :3653
-Empyreal Voyager :3650
-Ovalchase Daredevil :3634
-Thriving Rhino :3584
-Hunt the Weak :3579
-Veteran Motorist :3553
-Voltaic Brawler :3544
-Lightning Greaves :3531
-Dynavolt Tower :3505
-Scroll Rack :3483
-Padeem, Consul of Innovation :3470
-Shrewd Negotiation :3470
-Propeller Pioneer :3422
-Kambal, Consul of Allocation :3405
-Malfunction :3399
-Brazen Scourge :3395
-Chrome Mox :3369
-Ballista Charger :3358
-Sculpting Steel :3327
-Glint-Sleeve Artisan :3308
-Gearseeker Serpent :3290
-Glint-Nest Crane :3289
-Armorcraft Judge :3279
-Thriving Grubs :3265
-Sky Skiff :3264
-Speedway Fanatic :3261
-Riparian Tiger :3250
-Underhanded Designs :3235
-Kujar Seedsculptor :3231
-Maulfist Doorbuster :3227
-Subtle Strike :3186
-Mind's Eye :3172
-Impeccable Timing :3164
-Spontaneous Artist :3155
-Foundry Screecher :3125
-Elegant Edgecrafters :3112
-Weaponcraft Enthusiast :3093
-Contraband Kingpin :3085
-Consul's Shieldguard :3077
-Glimmer of Genius :3068
-Eliminate the Competition :3032
-Metalwork Colossus :3028
-Aetherworks Marvel :3020
-Aviary Mechanic :3008
-Aether Hub :2995
-Fateful Showdown :2968
-Prophetic Prism :2950
-Experimental Aviator :2940
-Metallurgic Summonings :2937
-Aether Theorist :2936
-Rings of Brighthearth :2869
-Toolcraft Exemplar :2860
-Attune with Aether :2849
-Thriving Ibex :2845
-Narnam Cobra :2841
-Quicksmith Genius :2826
-Fabrication Module :2806
-Lotus Petal :2788
-Thriving Rats :2782
-Insidious Will :2777
-Embraal Bruiser :2772
-Maulfist Squad :2766
-Dhund Operative :2751
-Cloudstone Curio :2739
-Salivating Gremlins :2709
-Janjeet Sentry :2690
-Static Orb :2655
-Era of Innovation :2652
-Fairgrounds Trumpeter :2651
-Wind Drake :2651
-Lawless Broker :2634
-Ovalchase Dragster :2629
-Fragmentize :2614
-Blossoming Defense :2592
-Built to Last :2582
-Territorial Gorger :2581
-Skyswirl Harrier :2566
-Rush of Vitality :2565
-Wild Wanderer :2549
-Deadlock Trap :2538
-Spireside Infiltrator :2522
-Durable Handicraft :2512
-Prakhata Pillar-Bug :2508
-Dukhara Peafowl :2503
-Sage of Shaila's Claim :2492
-Incendiary Sabotage :2474
-Weldfast Monitor :2463
-Trusty Companion :2452
-Iron League Steed :2450
-Spark of Creativity :2440
-Self-Assembler :2433
-Make Obsolete :2431
-Select for Inspection :2431
-Live Fast :2420
-Ambitious Aetherborn :2404
-Thriving Turtle :2397
-Nimble Innovator :2390
-Eager Construct :2382
-Servo Exhibition :2377
-Appetite for the Unnatural :2372
-Midnight Oil :2357
-Eddytrail Hawk :2352
-Æther Tradewinds :2337
-Reckless Fireweaver :2334
-Weldfast Wingsmith :2332
-Ghirapur Guide :2331
-Electrostatic Pummeler :2322
-Painter's Servant :2300
-Bastion Mastodon :2293
-Highspire Artisan :2258
-Cathartic Reunion :2239
-Wayward Giant :2226
-Acrobatic Maneuver :2225
-Crucible of Worlds :2221
-Built to Smash :2214
-Prakhata Club Security :2214
-Vedalken Blademaster :2205
-Panharmonicon :2186
-Decoction Module :2185
-Inventor's Apprentice :2178
-Fretwork Colony :2120
-Hightide Hermit :2102
-Spirebluff Canal :2095
-Botanical Sanctum :2072
-Blooming Marsh :2018
-Whirlermaker :1951
-Concealed Courtyard :1946
-Wildest Dreams :1930
-Tezzeret's Ambition :1922
-Ninth Bridge Patrol :1884
-Metalspinner's Puzzleknot :1872
-Inspiring Vantage :1868
-Ruinous Gremlin :1845
-Inventors' Fair :1830
-Herald of the Fair :1812
-Hazardous Conditions :1749
-Glassblower's Puzzleknot :1703
-Hijack :1693
-Engineered Might :1676
-Bomat Courier :1673
-Night Market Lookout :1670
-Inventor's Goggles :1664
-Cowl Prowler :1640
-Dukhara Scavenger :1638
-Ornamental Courage :1593
-Fortuitous Find :1586
-Demolition Stomper :1578
-Cogworker's Puzzleknot :1563
-Creeping Mold :1526
-Aradara Express :1518
-Minister of Inquiries :1499
-Harsh Scrutiny :1487
-Accomplished Automaton :1480
-Woodweaver's Puzzleknot :1459
-Failed Inspection :1458
-Diabolic Tutor :1454
-Consulate Skygate :1452
-Refurbish :1452
-Disappearing Act :1425
-Pressure Point :1424
-Authority of the Consuls :1398
-Workshop Assistant :1383
-Inspired Charge :1365
-Take Down :1343
-Renegade Tactics :1330
-Larger Than Life :1326
-Revolutionary Rebuff :1320
-Ceremonious Rejection :1318
-Torch Gauntlet :1295
-Fireforger's Puzzleknot :1285
-Morbid Curiosity :1273
-Ghirapur Orrery :1261
-Paradoxical Outcome :1257
-Curio Vendor :1234
-Aetherflux Reservoir :1222
-Start Your Engines :1221
-Terror of the Fairgrounds :1200
-Demolish :1197
-Wily Bandar :1181
-Consulate Surveillance :1167
-Giant Spectacle :1101
-Mind Rot :1101
-Lost Legacy :1092
-Commencement of Festivities :1064
-Sequestered Stash :1062
-Madcap Experiment :1061
-Tasseled Dromedary :1028
-Dramatic Reversal :1001
-Perpetual Timepiece :993
-Dubious Challenge :976
+Sword of Feast and Famine:100
+Chandra, Torch of Defiance:99
+Skysovereign, Consul Flagship:98
+Noxious Gearhulk:97
+Sword of Fire and Ice:96
+Angel of Invention:95
+Verdurous Gearhulk:94
+Demon of Dark Schemes:94
+Sol Ring:93
+Cataclysmic Gearhulk:92
+Torrential Gearhulk:92
+Nissa, Vital Force:91
+Hangarback Walker:90
+Gonti, Lord of Luxury:90
+Steel Overseer:89
+Skyship Stalker:89
+Pia Nalaar:88
+Sword of Light and Shadow:88
+Smuggler's Copter:87
+Confiscation Coup:87
+Combustible Gearhulk:86
+Oviya Pashiri, Sage Lifecrafte:86
+Mana Crypt:86
+Solemn Simulacrum:85
+Mana Vault:85
+Harnessed Lightning:84
+Aetherstorm Roc:84
+Cultivator's Caravan:84
+Fairgrounds Warden:83
+Rashmi, Eternities Crafter:83
+Dovin Baan:83
+Aerial Responder:82
+Saheeli's Artistry:82
+Bristling Hydra:82
+Master Trinketeer:81
+Welding Sparks:81
+Cultivator of Blades:81
+Aethersquall Ancient:80
+Longtusk Cub:80
+Unlicensed Disintegration:80
+Snare Thopter:79
+Fleetwheel Cruiser:79
+Depala, Pilot Exemplar:79
+Multiform Wonder:79
+Cloudblazer:78
+Filigree Familiar:78
+Gauntlet of Power:78
+Skywhaler's Shot:78
+Renegade Freighter:77
+Fumigate:77
+Chromatic Lantern:77
+Champion's Helm:77
+Revoke Privileges:76
+Peema Outrider:76
+Arborback Stomper:76
+Architect of the Untamed:76
+Tidy Conclusion:75
+Servant of the Conduit:75
+Aetherborn Marauder:75
+Essence Extraction:75
+Saheeli Rai:74
+Chief of the Foundry:74
+Syndicate Trafficker:74
+Lathnu Hellion:74
+Bomat Bazaar Barge:73
+Visionary Augmenter:73
+Foundry Inspector:73
+Wispweaver Angel:73
+Gearshift Ace:73
+Mox Opal:72
+Key to the City:72
+Furious Reprisal:72
+Captured by the Consulate:72
+Scrapheap Scrounger:71
+Aethertorch Renegade:71
+Die Young:71
+Whirler Virtuoso:71
+Animation Module:71
+Æther Vial:70
+Marionette Master:70
+Nature's Way:70
+Chandra's Pyrohelix:70
+Long-Finned Skywhale:70
+Aether Meltdown:69
+Restoration Gearsmith:69
+Empyreal Voyager:69
+Ovalchase Daredevil:69
+Thriving Rhino:69
+Hunt the Weak:68
+Veteran Motorist:68
+Voltaic Brawler:68
+Lightning Greaves:68
+Dynavolt Tower:68
+Scroll Rack:67
+Padeem, Consul of Innovation:67
+Shrewd Negotiation:67
+Propeller Pioneer:67
+Kambal, Consul of Allocation:67
+Malfunction:66
+Brazen Scourge:66
+Chrome Mox:66
+Ballista Charger:66
+Sculpting Steel:66
+Glint-Sleeve Artisan:66
+Gearseeker Serpent:65
+Glint-Nest Crane:65
+Armorcraft Judge:65
+Thriving Grubs:65
+Sky Skiff:65
+Speedway Fanatic:64
+Riparian Tiger:64
+Underhanded Designs:64
+Kujar Seedsculptor:64
+Maulfist Doorbuster:64
+Subtle Strike:64
+Mind's Eye:63
+Impeccable Timing:63
+Spontaneous Artist:63
+Foundry Screecher:63
+Elegant Edgecrafters:63
+Weaponcraft Enthusiast:62
+Contraband Kingpin:62
+Consul's Shieldguard:62
+Glimmer of Genius:62
+Eliminate the Competition:62
+Metalwork Colossus:62
+Aetherworks Marvel:61
+Aviary Mechanic:61
+Aether Hub:61
+Fateful Showdown:61
+Prophetic Prism:61
+Experimental Aviator:60
+Metallurgic Summonings:60
+Aether Theorist:60
+Rings of Brighthearth:60
+Toolcraft Exemplar:60
+Attune with Aether:60
+Thriving Ibex:59
+Narnam Cobra:59
+Quicksmith Genius:59
+Fabrication Module:59
+Lotus Petal:59
+Thriving Rats:58
+Insidious Will:58
+Embraal Bruiser:58
+Maulfist Squad:58
+Dhund Operative:58
+Cloudstone Curio:58
+Salivating Gremlins:57
+Janjeet Sentry:57
+Static Orb:57
+Era of Innovation:57
+Fairgrounds Trumpeter:57
+Wind Drake:56
+Lawless Broker:56
+Ovalchase Dragster:56
+Fragmentize:56
+Blossoming Defense:56
+Built to Last:56
+Territorial Gorger:55
+Skyswirl Harrier:55
+Rush of Vitality:55
+Wild Wanderer:55
+Deadlock Trap:55
+Spireside Infiltrator:54
+Durable Handicraft:54
+Prakhata Pillar-Bug:54
+Dukhara Peafowl:54
+Sage of Shaila's Claim:54
+Incendiary Sabotage:54
+Weldfast Monitor:53
+Trusty Companion:53
+Iron League Steed:53
+Spark of Creativity:53
+Self-Assembler:53
+Make Obsolete:52
+Select for Inspection:52
+Live Fast:52
+Ambitious Aetherborn:52
+Thriving Turtle:52
+Nimble Innovator:51
+Eager Construct:51
+Servo Exhibition:51
+Appetite for the Unnatural:51
+Midnight Oil:51
+Eddytrail Hawk:50
+Æther Tradewinds:50
+Reckless Fireweaver:50
+Weldfast Wingsmith:50
+Ghirapur Guide:50
+Electrostatic Pummeler:49
+Painter's Servant:49
+Bastion Mastodon:49
+Highspire Artisan:49
+Cathartic Reunion:49
+Wayward Giant:48
+Acrobatic Maneuver:48
+Crucible of Worlds:48
+Built to Smash:48
+Prakhata Club Security:47
+Vedalken Blademaster:47
+Panharmonicon:47
+Decoction Module:47
+Inventor's Apprentice:47
+Fretwork Colony:46
+Hightide Hermit:46
+Spirebluff Canal:46
+Botanical Sanctum:46
+Blooming Marsh:45
+Whirlermaker:45
+Concealed Courtyard:45
+Wildest Dreams:45
+Tezzeret's Ambition:44
+Ninth Bridge Patrol:44
+Metalspinner's Puzzleknot:44
+Inspiring Vantage:44
+Ruinous Gremlin:43
+Inventors' Fair:43
+Herald of the Fair:43
+Hazardous Conditions:43
+Glassblower's Puzzleknot:42
+Hijack:42
+Engineered Might:42
+Bomat Courier:42
+Night Market Lookout:41
+Inventor's Goggles:41
+Cowl Prowler:41
+Dukhara Scavenger:41
+Ornamental Courage:40
+Fortuitous Find:40
+Demolition Stomper:40
+Cogworker's Puzzleknot:39
+Creeping Mold:39
+Aradara Express:39
+Minister of Inquiries:38
+Harsh Scrutiny:38
+Accomplished Automaton:38
+Woodweaver's Puzzleknot:37
+Failed Inspection:37
+Diabolic Tutor:37
+Consulate Skygate:36
+Refurbish:36
+Disappearing Act:36
+Pressure Point:35
+Authority of the Consuls:35
+Workshop Assistant:34
+Inspired Charge:34
+Take Down:34
+Renegade Tactics:33
+Larger Than Life:33
+Revolutionary Rebuff:32
+Ceremonious Rejection:32
+Torch Gauntlet:31
+Fireforger's Puzzleknot:31
+Morbid Curiosity:30
+Ghirapur Orrery:30
+Paradoxical Outcome:29
+Curio Vendor:28
+Aetherflux Reservoir:28
+Start Your Engines:27
+Terror of the Fairgrounds:26
+Demolish:26
+Wily Bandar:25
+Consulate Surveillance:24
+Giant Spectacle:23
+Mind Rot:22
+Lost Legacy:21
+Commencement of Festivities:20
+Sequestered Stash:18
+Madcap Experiment:16
+Tasseled Dromedary:14
+Dramatic Reversal:11
+Perpetual Timepiece:6
+Dubious Challenge:0