Merge pull request #5403 from brodee/master

AI Draftbot rating system reworked, ratings added for 10 sets

Mage.Server.Plugins/Mage.Player.AI/src/main/java/mage/player/ai/ComputerPlayer.java

@@ -2074,14 +2074,14 @@ public class ComputerPlayer extends PlayerImpl implements Player {
             int maxScore = RateCard.rateCard(bestCard, chosenColors);
             int pickedCardRate = RateCard.getCardRating(bestCard);
 
-            if (pickedCardRate <= 3) {
+            if (pickedCardRate <= 30) {
                 // if card is bad
                 // try to counter pick without any color restriction
                 Card counterPick = pickBestCard(cards, null);
                 int counterPickScore = RateCard.getCardRating(counterPick);
                 // card is really good
                 // take it!
-                if (counterPickScore >= 8) {
+                if (counterPickScore >= 80) {
                     bestCard = counterPick;
                     maxScore = RateCard.rateCard(bestCard, chosenColors);
                 }

Mage.Server.Plugins/Mage.Player.AI/src/main/java/mage/player/ai/utils/RateCard.java

@@ -36,14 +36,22 @@ import mage.target.common.TargetPlayerOrPlaneswalker;
 public final class RateCard {
 
     private static Map<String, Integer> ratings;
+    private static List<String> setsWithRatingsToBeLoaded;
     private static final Map<String, Integer> rated = new HashMap<>();
-    private static Integer min = Integer.MAX_VALUE, max = 0;
 
     /**
      * Rating that is given for new cards.
      * Ratings are in [1,10] range, so setting it high will make new cards appear more often.
+     * nowadays, cards that are more rare are more powerful, lets trust that and play the shiny cards.
+     *
      */
-    private static final int DEFAULT_NOT_RATED_CARD_RATING = 4;
+    private static final int DEFAULT_NOT_RATED_CARD_RATING = 40;
+    private static final int DEFAULT_NOT_RATED_UNCOMMON_RATING = 60;
+    private static final int DEFAULT_NOT_RATED_RARE_RATING = 75;
+    private static final int DEFAULT_NOT_RATED_MYTHIC_RATING = 90;
+    
+    private static String RATINGS_DIR = "/ratings/";
+    private static String RATINGS_SET_LIST = RATINGS_DIR + "setsWithRatings.csv";
 
     private static final Logger log = Logger.getLogger(RateCard.class);
 
@@ -81,8 +89,8 @@ public final class RateCard {
         } else {
             type = 6;
         }
-        int score = 10 * getCardRating(card) + 2 * type + getManaCostScore(card, allowedColors)
-                + 40 * isRemoval(card) + getRarityScore(card);
+        int score = getCardRating(card) + 2 * type + getManaCostScore(card, allowedColors)
+                + 40 * isRemoval(card);
         if (allowedColors == null)
             rated.put(card.getName(), score);
         return score;
@@ -148,7 +156,6 @@ public final class RateCard {
                 }
             }
         }
-        
         return 0;
     }
 
@@ -156,32 +163,72 @@ public final class RateCard {
      * Return rating of the card.
      *
      * @param card Card to rate.
-     * @return Rating number from [1;10].
+     * @return Rating number from [1:100].
      */
     public static int getCardRating(Card card) {
-        if (ratings == null) {
-            readRatings();
+        readRatingSetList();
+        String exp = card.getExpansionSetCode().toLowerCase();
+        readRatings(exp);
+
+        if (ratings != null && ratings.containsKey(card.getName())) {
+            return ratings.get(card.getName());
         }
-        if (ratings.containsKey(card.getName())) {
-            int r = ratings.get(card.getName());
-            // normalize to [1..10]
-            float f = 10.0f * (r - min) / (max - min);
-            return (int) Math.round(f);
+
+        Rarity r = card.getRarity();
+        if (Rarity.COMMON == r){
+            return DEFAULT_NOT_RATED_CARD_RATING;
+        }else if (Rarity.UNCOMMON == r){
+            return DEFAULT_NOT_RATED_UNCOMMON_RATING;
+        }else if (Rarity.RARE == r){
+            return DEFAULT_NOT_RATED_RARE_RATING;
+        }else if (Rarity.MYTHIC == r){
+            return DEFAULT_NOT_RATED_MYTHIC_RATING;
         }
         return DEFAULT_NOT_RATED_CARD_RATING;
     }
-
+    
     /**
-     * Reads ratings from resources.
+     * reads the list of sets that have ratings csv files
+     * populates the setsWithRatingsToBeLoaded
      */
-    private synchronized static void readRatings() {
-        if (ratings == null) {
-            ratings = new HashMap<>();
-            readFromFile("/m13.csv");
+    private synchronized static void readRatingSetList(){
+        try {
+            if (setsWithRatingsToBeLoaded == null){
+                setsWithRatingsToBeLoaded = new LinkedList<>();
+                InputStream is = RateCard.class.getResourceAsStream(RATINGS_SET_LIST);
+                Scanner scanner = new Scanner(is);
+                    while (scanner.hasNextLine()) {
+                        String line = scanner.nextLine();
+                        if (!line.substring(0,1).equals("#")){
+                            setsWithRatingsToBeLoaded.add(line);
+                        }
+                    }
+            }
+        }catch (Exception e) {
+            log.info("failed to read ratings set list file: " + RATINGS_SET_LIST );
+            e.printStackTrace();
         }
     }
-    
-    private static void readFromFile(String path) {
+
+    /**
+     * Reads ratings from resources and loads them into ratings map
+     */
+    private synchronized static void readRatings(String expCode) {
+        if (ratings == null) {
+            ratings = new HashMap<>();
+        }
+        if (setsWithRatingsToBeLoaded.contains(expCode)){
+            log.info("reading draftbot ratings for the set" + expCode);
+            readFromFile(RATINGS_DIR + expCode + ".csv");            
+            setsWithRatingsToBeLoaded.remove(expCode);
+        }
+    }
+    /**
+    * reads ratings from the file
+    */
+    private synchronized static void readFromFile(String path) {
+        Integer min = Integer.MAX_VALUE, max = 0;
+        Map<String, Integer> thisFileRatings = new HashMap<>();
         try {
             InputStream is = RateCard.class.getResourceAsStream(path);
             Scanner scanner = new Scanner(is);
@@ -197,12 +244,21 @@ public final class RateCard {
                     if (rating < min) {
                         min = rating;
                     }
-                    ratings.put(name, rating);
+                    thisFileRatings.put(name, rating);
+                }
+            }
+            // normalize for the file to [1..100]
+            for (String name: thisFileRatings.keySet()){
+                int r = thisFileRatings.get(name);
+                int newrating = (int)(100.0f * (r - min) / (max - min));
+                if (!ratings.containsKey(name) || 
+                    (ratings.containsKey(name) && newrating > ratings.get(name)) ){
+                        ratings.put(name, newrating);
                 }
             }
         } catch (Exception e) {
+            log.info("failed to read ratings file: " + path );
             e.printStackTrace();
-            ratings.clear(); // no rating available on exception
         }
     }
 
@@ -263,27 +319,7 @@ public final class RateCard {
         }
         return rate;
     }
-
-    /**
-     * Get rarity score.
-     * nowadays, cards that are more rare are more powerful, lets
-     * trust that and play the shiny cards.
-     *
-     * @param card
-     * @return integer rating value
-     */
-    private static int getRarityScore(Card card) {
-        Rarity r = card.getRarity();
-        if (Rarity.MYTHIC == r){
-            return 60;
-        }else if (Rarity.RARE == r){
-            return 40;
-        }else if (Rarity.UNCOMMON == r){
-            return 20;
-        }else{
-            return 0;
-        }
-    }
+  
     /**
      * Determines whether mana symbol is color.
      *

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

@@ -0,0 +1,184 @@
+Ajani Unyielding:40114
+Herald of Anguish:39905
+Rishkar, Peema Renegade:39137
+Aethersphere Harvester:38827
+Heart of Kiran:37403
+Yahenni’s Expertise:37199
+Tezzeret the Schemer:34694
+Solemn Recruit:34338
+Untethered Express:33419
+Battle at the Bridge:33072
+Yahenni, Undying Partisan:32377
+Fatal Push:32126
+Sram’s Expertise:32076
+Walking Ballista:31052
+Baral’s Expertise:30879
+Freejam Regent:30870
+Glint-Sleeve Siphoner:30022
+Ridgescale Tusker:30018
+Quicksmith Spy:29214
+Scrapper Champion:29176
+Aethertide Whale:28976
+Daring Demolition:28538
+Gifted Aetherborn:28163
+Quicksmith Rebel:27792
+Hungry Flames:27737
+Thopter Arrest:27574
+Exquisite Archangel:27415
+Kari Zev, Skyship Raider:27188
+Aetherwind Basker:26371
+Treasure Keeper:26283
+Greenbelt Rampager:26185
+Vengeful Rebel:25902
+Aethergeode Miner:25711
+Rishkar’s Expertise:25327
+Lightning Runner:25297
+Shock:25129
+Caught in the Brights:24815
+Lifecrafter’s Bestiary:24466
+Midnight Entourage:23732
+Sram, Senior Edificer:23386
+Metallic Mimic:23383
+Maulfist Revolutionary:23093
+Greenwheel Liberator:21817
+Chandra’s Revolution:21713
+Maverick Thopterist:21685
+Airdrop Aeronauts:21061
+Narnam Renegade:20406
+Winding Constrictor:20174
+Scrap Trawler:20001
+Monstrous Onslaught:19528
+Wind-Kin Raiders:19507
+Deadeye Harpooner:19305
+Skyship Plunderer:18967
+Aether Poisoner:18617
+Cruel Finality:18352
+Release the Gremlins:18286
+Aether Chaser:17813
+Rogue Refiner:17646
+Reckless Racer:17299
+Dawnfeather Eagle:17238
+Felidar Guardian:17122
+Prey Upon:16986
+Spire Patrol:16942
+Druid of the Cowl:16941
+Aetherstream Leopard:16826
+Reverse Engineer:15858
+Daredevil Dragster:15795
+Shielded Aether Thief:15596
+Scrounging Bandar:14827
+Lifecraft Cavalry:14821
+Pacification Array:14672
+Renegade Rallier:14442
+Trophy Mage:14084
+Enraged Giant:13989
+Foundry Hornet:13907
+Call for Unity:13832
+Renegade Wheelsmith:13717
+Peacewalker Colossus:13604
+Sweatworks Brawler:13229
+Aether Swooper:13171
+Outland Boar:13074
+Restoration Specialist:12713
+Perilous Predicament:12702
+Aeronaut Admiral:12409
+Tezzeret’s Touch:12281
+Oath of Ajani:11663
+Bastion Inventor:11485
+Weldfast Engineer:11309
+Countless Gears Renegade:11144
+Mechanized Production:10887
+Hinterland Drake:10667
+Consulate Crackdown:10549
+Renegade Map:10115
+Peema Aether-Seer:9906
+Unbridled Growth:9661
+Lifecraft Awakening:9620
+Baral, Chief of Compliance:9382
+Merchant’s Dockhand:9033
+Barricade Breaker:8635
+Lifecrafter’s Gift:8248
+Hidden Herbalists:8012
+Mobile Garrison:7976
+Aether Herder:7964
+Disallow:7550
+Kari Zev’s Expertise:7472
+Cogwork Assembler:7463
+Heroic Intervention:6922
+Hidden Stockpile:6732
+Illusionist’s Stratagem:6678
+Leave in the Dust:6675
+Ghirapur Osprey:6597
+Decommission:6354
+Ice Over:6297
+Night Market Aeronaut:6198
+Gremlin Infestation:6195
+Spire of Industry:6181
+Audacious Infiltrator:6084
+Sly Requisitioner:5718
+Alley Strangler:5595
+Silkweaver Elite:5574
+Aid from the Cowl:5463
+Highspire Infusion:5402
+Frontline Rebel:5350
+Invigorated Rampage:5268
+Defiant Salvager:5211
+Watchful Automaton:5147
+Siege Modification:5142
+Inspiring Statuary:4932
+Embraal Gear-Smasher:4847
+Deft Dismissal:4727
+Shipwreck Moray:4645
+Metallic Rebuke:4618
+Dispersal Technician:4389
+Resourceful Return:4325
+Efficient Construction:4108
+Welder Automaton:4076
+Aether Inspector:3989
+Ravenous Intruder:3963
+Ironclad Revolutionary:3930
+Implement of Ferocity:3720
+Alley Evasion:3712
+Hope of Ghirapur:3699
+Aerial Modification:3671
+Gonti’s Aether Heart:3295
+Foundry Assembler:3292
+Fen Hauler:3265
+Natural Obsolescence:3262
+Destructive Tampering:3239
+Implement of Examination:3217
+Irontread Crusher:3097
+Filigree Crawler:3020
+Servo Schematic:3006
+Verdant Automaton:2979
+Reservoir Walker:2918
+Whir of Invention:2916
+Paradox Engine:2714
+Salvage Scuttler:2677
+Augmenting Automaton:2636
+Fourth Bridge Prowler:2448
+Conviction:2411
+Lathnu Sailback:2352
+Planar Bridge:2348
+Night Market Guard:2244
+Bastion Enforcer:2236
+Precise Strike:2179
+Universal Solvent:2128
+Implement of Malice:2089
+Crackdown Construct:1926
+Dark Intimations:1876
+Pia’s Revolution:1850
+Renegade’s Getaway:1472
+Aegis Automaton:1355
+Consulate Dreadnought:1255
+Indomitable Creativity:1206
+Negate:1016
+Consulate Turret:1014
+Implement of Combustion:806
+Take into Custody:678
+Implement of Improvement:624
+Wrangle:543
+Ornithopter:177
+Gonti’s Machinations:167
+Prizefighter Construct:123
+Secret Salvage:77

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

@@ -0,0 +1,249 @@
+Angel of Sanctions:1638
+Glorybringer:1590
+Oketra the True:1512
+Rhonas the Indomitable:1456
+Gideon of the Trials:1445
+Hazoret the Fervent:1404
+Liliana, Death’s Majesty:1370
+Archfiend of Ifnir:1346
+Cast Out:1331
+Curator of Mysteries:1329
+Regal Caracal:1324
+Glyph Keeper:1312
+Cut /// Ribbons:1310
+Dusk /// Dawn:1266
+Vizier of Many Faces:1252
+Never /// Return:1251
+Vizier of the Menagerie:1243
+Heart-Piercer Manticore:1220
+Liliana’s Mastery:1216
+Trial of Zeal:1195
+Samut, Voice of Dissent:1190
+Nissa, Steward of Elements:1174
+Magma Spray:1157
+Honored Hydra:1132
+Sweltering Suns:1126
+Glory-Bound Initiate:1125
+Lord of the Accursed:1119
+Ahn-Crop Crasher:1115
+Insult /// Injury:1113
+Champion of Rhonas:1096
+Plague Belcher:1095
+Angler Drake:1091
+Cartouche of Strength:1089
+Electrify:1083
+Combat Celebrant:1079
+Compulsory Rest:1073
+Crocodile of the Crossing:1061
+Gust Walker:1058
+Scaled Behemoth:1055
+Decimator Beetle:1050
+Bone Picker:1048
+Drake Haven:1042
+Mouth /// Feed:1039
+Channeler Initiate:1038
+Deem Worthy:1031
+Bontu the Glorified:1022
+Trial of Solidarity:1018
+Final Reward:1013
+Stir the Sands:1010
+Hapatra, Vizier of Poisons:1009
+Start /// Finish:1005
+Trial of Strength:1002
+Emberhorn Minotaur:999
+Prepare /// Fight:998
+Baleful Ammit:997
+Cartouche of Knowledge:989
+Cruel Reality:989
+Sandwurm Convergence:973
+Prowling Serpopard:965
+Trial of Ambition:962
+Devoted Crop-Mate:959
+Oketra’s Attendant:955
+Commit /// Memory:952
+Neheb, the Worthy:952
+Aven Wind Guide:944
+Bloodrage Brawler:944
+Fan Bearer:936
+Dread Wanderer:930
+Temmet, Vizier of Naktamun:924
+Oketra’s Monument:921
+Edifice of Authority:919
+Cartouche of Ambition:918
+Wayward Servant:905
+Lay Claim:903
+Splendid Agony:896
+Tah-Crop Elite:894
+Kefnet the Mindful:884
+Gravedigger:871
+Harsh Mentor:864
+Soulstinger:863
+Exemplar of Strength:862
+Cartouche of Zeal:861
+Defiant Greatmaw:846
+Enigma Drake:846
+Cartouche of Solidarity:840
+Labyrinth Guardian:836
+Vizier of Deferment:835
+Naga Vitalist:834
+Pull from Tomorrow:832
+Rags /// Riches:832
+Khenra Charioteer:829
+Hooded Brawler:828
+Horror of the Broken Lands:815
+Trueheart Duelist:815
+Honored Crop-Captain:813
+Bitterblade Warrior:812
+Shefet Monitor:808
+Heaven /// Earth:807
+Seraph of the Suns:805
+Nef-Crop Entangler:803
+Greater Sandwurm:802
+Ruthless Sniper:799
+Cursed Minotaur:798
+Rhet-Crop Spearmaster:796
+Soul-Scar Mage:796
+Trial of Knowledge:787
+Trueheart Twins:785
+Battlefield Scavenger:784
+Aven Initiate:782
+Wasteland Scorpion:778
+Impeccable Timing:774
+Essence Scatter:773
+Open into Wonder:769
+Unwavering Initiate:767
+Warfire Javelineer:765
+Manticore of the Gauntlet:762
+Binding Mummy:760
+Approach of the Second Sun:758
+Ahn-Crop Champion:757
+Synchronized Strike:756
+Winged Shepherd:747
+Ornery Kudu:742
+Cryptic Serpent:741
+Shimmerscale Drake:739
+Hieroglyphic Illumination:737
+Censor:733
+Illusory Wrappings:731
+Watchful Naga:731
+Vizier of Tumbling Sands:724
+Minotaur Sureshot:720
+Rhonas’s Monument:719
+Galestrike:718
+Merciless Javelineer:718
+Bounty of the Luxa:712
+Aven Mindcensor:708
+Naga Oracle:705
+Thresher Lizard:692
+Quarry Hauler:689
+Irrigated Farmland:688
+Pathmaker Initiate:681
+Shadowstorm Vizier:678
+Grim Strider:676
+Flameblade Adept:674
+Sheltered Thicket:672
+Destined /// Lead:668
+Wander in Death:668
+Weaver of Currents:663
+Blighted Bat:651
+Nest of Scarabs:648
+Oracle’s Vault:646
+Canyon Slough:643
+Evolving Wilds:640
+Colossapede:638
+Sacred Cat:637
+Doomed Dissenter:635
+Fetid Pools:628
+Festering Mummy:616
+Onward /// Victory:615
+Throne of the God-Pharaoh:613
+Anointed Procession:608
+Gift of Paradise:602
+Anointer Priest:599
+Consuming Fervor:595
+Limits of Solidarity:594
+Spring /// Mind:593
+Desert Cerodon:592
+Sparring Mummy:592
+River Serpent:584
+Seeker of Insight:582
+Shed Weakness:582
+Gideon’s Intervention:580
+Slither Blade:580
+Tah-Crop Skirmisher:580
+Initiate’s Companion:570
+Pitiless Vizier:567
+Scattered Groves:563
+Supernatural Stamina:563
+Vizier of Remedies:563
+Hekma Sentinels:562
+Bloodlust Inciter:559
+Pouncing Cheetah:559
+Winds of Rebuke:550
+Cancel:540
+Painful Lesson:536
+Mighty Leap:535
+Pyramid of the Pantheon:535
+Reduce /// Rubble:533
+Brute Strength:530
+Floodwaters:530
+Faith of the Devoted:529
+Manglehorn:529
+Miasmic Mummy:522
+Fling:519
+Oashra Cultivator:512
+In Oketra’s Name:510
+Forsake the Worldly:506
+Supply Caravan:505
+Time to Reflect:505
+Decision Paralysis:504
+Giant Spider:504
+Hapatra’s Mark:500
+Nimble-Blade Khenra:499
+Harvest Season:497
+Failure /// Comply:496
+Zenith Seeker:494
+Those Who Serve:491
+Bontu’s Monument:488
+As Foretold:487
+Tormenting Voice:487
+Hazoret’s Monument:485
+New Perspectives:484
+Pursue Glory:478
+Unburden:476
+Djeru’s Resolve:469
+Spidery Grasp:468
+Kefnet’s Monument:466
+Lay Bare the Heart:464
+Scribe of the Mindful:463
+Honed Khopesh:450
+Stinging Shot:443
+Trespasser’s Curse:431
+Blazing Volley:430
+Watchers of the Dead:415
+Sixth Sense:413
+Dune Beetle:386
+Cradle of the Accursed:382
+Glorious End:380
+Sacred Excavation:379
+Grasping Dunes:372
+Shadow of the Grave:370
+Cascading Cataracts:357
+Hyena Pack:356
+Benefaction of Rhonas:354
+Dissenter’s Deliverance:353
+Painted Bluffs:348
+Renewed Faith:337
+Hazoret’s Favor:305
+Violent Impact:284
+Haze of Pollen:277
+Scarab Feast:268
+Compelling Argument:265
+Embalmer’s Tools:260
+Luxa River Shrine:213
+By Force:201
+Ancient Crab:198
+Sunscorched Desert:186
+Dispossess:109
+Protection of the Hekma:108
+Gate to the Afterlife	95

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

@@ -0,0 +1,249 @@
+Lyra Dawnbringer:2375
+Karn, Scion of Urza:2372
+Shalai, Voice of Plenty:2234
+Teferi, Hero of Dominaria:2215
+Verix Bladewing:2207
+Aryel, Knight of Windgrace:2166
+Multani, Yavimaya’s Avatar:2150
+History of Benalia:2123
+Siege-Gang Commander:2091
+In Bolas’s Clutches:2047
+Josu Vess, Lich Knight:2044
+Cast Down:2025
+Demonlord Belzenlok:2016
+Eviscerate:2010
+Serra Angel:2000
+Slimefoot, the Stowaway:1995
+Seal Away:1985
+Tatyova, Benthic Druid:1981
+Zahid, Djinn of the Lamp:1971
+Darigaaz Reincarnated:1959
+Weatherlight:1952
+Phyrexian Scriptures:1951
+Forebear’s Blade:1928
+Adeliz, the Cinder Wind:1919
+The Eldest Reborn:1919
+Teshar, Ancestor’s Apostle:1913
+Territorial Allosaurus:1896
+Danitha Capashen, Paragon:1895
+Muldrotha, the Gravetide:1881
+Fight with Fire:1879
+Shivan Fire:1879
+Helm of the Host:1876
+Knight of Grace:1863
+Vicious Offering:1859
+Pegasus Courser:1856
+Icy Manipulator:1849
+Benalish Marshal:1837
+Untamed Kavu:1836
+Goblin Chainwhirler:1834
+Raff Capashen, Ship’s Mage:1834
+Blessed Light:1833
+Rite of Belzenlok:1827
+Naru Meha, Master Wizard:1824
+Grand Warlord Radha:1817
+Two-Headed Giant:1817
+Llanowar Elves:1815
+Shanna, Sisay’s Legacy:1814
+Steel Leaf Champion:1811
+Song of Freyalise:1807
+Settle the Score:1804
+Time of Ice:1804
+Grunn, the Lonely King:1793
+Knight of Malice:1786
+Arvad the Cursed:1783
+Jhoira, Weatherlight Captain:1780
+Saproling Migration:1780
+Wizard’s Lightning:1779
+Tempest Djinn:1777
+Urgoros, the Empty One:1773
+Cloudreader Sphinx:1769
+Baloth Gorger:1768
+Skittering Surveyor:1765
+Baird, Steward of Argive:1762
+Blackblade Reforged:1760
+Hallar, the Firefletcher:1760
+On Serra’s Wings:1753
+Evra, Halcyon Witness:1748
+Traxos, Scourge of Kroog:1746
+Blink of an Eye:1742
+Triumph of Gerrard:1725
+Deep Freeze:1723
+Kazarov, Sengir Pureblood:1718
+Tiana, Ship’s Caretaker:1712
+Merfolk Trickster:1709
+Squee, the Immortal:1708
+Valduk, Keeper of the Flame:1708
+Kwende, Pride of Femeref:1707
+Whisper, Blood Liturgist:1707
+Academy Drake:1705
+Jaya Ballard:1704
+Gideon’s Reproach:1703
+Warcry Phoenix:1703
+Sporecrown Thallid:1698
+Yavimaya Sapherd:1692
+Rona, Disciple of Gix:1686
+Wizard’s Retort:1684
+Elfhame Druid:1683
+Fiery Intervention:1682
+Torgaar, Famine Incarnate:1682
+Yawgmoth’s Vile Offering:1677
+Deathbloom Thallid:1665
+Fungal Infection:1662
+Daring Archaeologist:1658
+Cold-Water Snapper:1656
+Thorn Elemental:1656
+Call the Cavalry:1649
+Sylvan Awakening:1648
+Jaya’s Immolating Inferno:1646
+Verdant Force:1642
+Fungal Plots:1636
+Spore Swarm:1635
+Divination:1629
+Syncopate:1626
+Marwyn, the Nurturer:1625
+Sergeant-at-Arms:1625
+Garna, the Bloodflame:1624
+Ghitu Chronicler:1622
+Tetsuko Umezawa, Fugitive:1612
+Dread Shade:1602
+Stronghold Confessor:1601
+Academy Journeymage:1599
+Chainer’s Torment:1593
+Thallid Omnivore:1592
+Thallid Soothsayer:1592
+Jousting Lance:1587
+Firefist Adept:1581
+Goblin Barrage:1580
+Naban, Dean of Iteration:1579
+Caligo Skin-Witch:1577
+Karn’s Temporal Sundering:1577
+Keldon Overseer:1574
+Dauntless Bodyguard:1572
+Opt:1572
+Ghitu Journeymage:1570
+The Mending of Dominaria:1568
+The Mirari Conjecture:1568
+Wild Onslaught:1567
+Haphazard Bombardment:1566
+Skizzik:1565
+Mammoth Spider:1558
+Serra Disciple:1558
+Clifftop Retreat:1557
+Aven Sentry:1556
+Mishra’s Self-Replicator:1552
+Ancient Animus:1550
+D’Avenant Trapper:1550
+Gilded Lotus:1549
+Jhoira’s Familiar:1548
+Champion of the Flame:1547
+Ghitu Lavarunner:1547
+Woodland Cemetery:1543
+Keldon Raider:1541
+Grow from the Ashes:1536
+Radiating Lightning:1536
+Sanctum Spirit:1533
+Windgrace Acolyte:1532
+Urza’s Ruinous Blast:1531
+Sulfur Falls:1527
+The Antiquities War:1522
+Adamant Will:1519
+Goblin Warchief:1518
+Adventurous Impulse:1516
+Mesa Unicorn:1512
+Bloodtallow Candle:1510
+Hinterland Harbor:1509
+Lingering Phantom:1506
+Short Sword:1499
+Llanowar Scout:1495
+Juggernaut:1493
+Frenzied Rage:1490
+Slinn Voda, the Rising Deep:1489
+Dub:1484
+Cabal Paladin:1482
+Gift of Growth:1482
+Dark Bargain:1481
+Benalish Honor Guard:1480
+Isolated Chapel:1473
+Kamahl’s Druidic Vow:1472
+Memorial to Glory:1469
+Sentinel of the Pearl Trident:1466
+Krosan Druid:1465
+Guardians of Koilos:1457
+Llanowar Envoy:1455
+Pardic Wanderer:1450
+Soul Salvage:1449
+The Flame of Keld:1448
+Arcane Flight:1445
+Divest:1444
+Feral Abomination:1441
+Artificer’s Assistant:1439
+Memorial to Unity:1439
+Yargle, Glutton of Urborg:1436
+Sparring Construct:1431
+Mox Amber:1429
+Weight of Memory:1426
+Precognition Field:1424
+The First Eruption:1420
+Invoke the Divine:1414
+Unwind:1413
+Primordial Wurm:1409
+Bloodstone Goblin:1408
+Vodalian Arcanist:1401
+Cabal Stronghold:1400
+Urza’s Tome:1393
+Lich’s Mastery:1390
+Primevals’ Glorious Rebirth:1390
+Run Amok:1390
+Gaea’s Protector:1382
+Pierce the Sky:1382
+Relic Runner:1381
+Jodah, Archmage Eternal:1378
+Excavation Elephant:1377
+Knight of New Benalia:1377
+Aesthir Glider:1376
+Befuddle:1375
+Homarid Explorer:1372
+Memorial to Folly:1371
+Howling Golem:1369
+Voltaic Servant:1369
+Nature’s Spiral:1368
+Sorcerer’s Wand:1366
+Corrosive Ooze:1360
+Broken Bond:1357
+Curator’s Ward:1355
+Tolarian Scholar:1354
+Memorial to Genius:1349
+Rampaging Cyclops:1347
+Warlord’s Fury:1328
+Fervent Strike:1321
+Demonic Vigor:1320
+Keldon Warcaller:1319
+Arbor Armament:1314
+Final Parting:1313
+Diligent Excavator:1312
+Navigator’s Compass:1308
+Charge:1307
+Amaranthine Wall:1305
+Cabal Evangel:1305
+Fire Elemental:1304
+Shield of the Realm:1304
+Oath of Teferi:1300
+Tragic Poet:1283
+Blessing of Belzenlok:1272
+Board the Weatherlight:1258
+Thran Temporal Gateway:1256
+Drudge Sentinel:1248
+Orcish Vandal:1247
+Skirk Prospector:1246
+Zhalfirin Void:1239
+Sage of Lat-Nam:1232
+Rescue:1225
+Gaea’s Blessing:1218
+Healing Grace:1200
+Rat Colony:1191
+Powerstone Shard:1162
+Seismic Shift:1152
+Damping Sphere:1133
+Fall of the Thran:1104
+Memorial to War:1089

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

@@ -0,0 +1,259 @@
+Doom Whisperer:2332
+Aurelia, Exemplar of Justice:2258
+Vraska, Golgari Queen:2211
+Ral, Izzet Viceroy:2196
+Dream Eater:2180
+Thief of Sanity:2164
+Assassin's Trophy:2153
+Trostani Discordant:2141
+Beast Whisperer:2102
+Nullhide Ferox:2102
+Legion Warboss:2100
+March of the Multitudes:2094
+Conclave Tribunal:2092
+Niv-Mizzet, Parun:2088
+Light of the Legion:2073
+Price of Fame:2036
+Etrata, the Silencer:2019
+Venerated Loxodon:2017
+Justice Strike:2016
+Tajic, Legion's Edge:2005
+Underrealm Lich:1985
+Pelt Collector:1984
+Izoni, Thousand-Eyed:1977
+Find // Finality:1976
+Lazav, the Multifarious:1973
+Nightveil Sprite:1968
+Midnight Reaper:1964
+Lava Coil:1963
+Watcher in the Mist:1961
+Response // Resurgence:1958
+Knight of Autumn:1950
+Dimir Spybug:1948
+Integrity // Intervention:1945
+Nightveil Predator:1943
+Emmara, Soul of the Accord:1942
+Luminous Bonds:1932
+Artful Takedown:1923
+Ritual of Soot:1914
+Blood Operative:1903
+Conclave Cavalier:1902
+Truefire Captain:1902
+Runaway Steam-Kin:1901
+Murmuring Mystic:1899
+Arclight Phoenix:1894
+Risk Factor:1893
+Boros Challenger:1887
+Dead Weight:1887
+Bounty of Might:1886
+Connive // Concoct:1886
+Status // Statue:1885
+Deadly Visit:1878
+Deafening Clarion:1878
+Roc Charger:1864
+Kraul Harpooner:1839
+Citywatch Sphinx:1837
+Assure // Assemble:1836
+Expansion // Explosion:1836
+Capture Sphere:1834
+Thoughtbound Phantasm:1832
+Crackling Drake:1830
+Dawn of Hope:1827
+Disinformation Campaign:1826
+House Guildmage:1824
+Quasiduplicate:1816
+Sunhome Stalwart:1815
+Skyknight Legionnaire:1805
+Darkblade Agent:1788
+Plaguecrafter:1786
+Goblin Cratermaker:1773
+Affectionate Indrik:1772
+Whisper Agent:1771
+Notion Rain:1761
+Ledev Champion:1757
+Charnel Troll:1751
+Thought Erasure:1750
+Golgari Findbroker:1749
+Chemister's Insight:1743
+Goblin Banneret:1737
+Swiftblade Vindicator:1736
+Command the Storm:1728
+Camaraderie:1726
+Wee Dragonauts:1723
+District Guide:1722
+Hypothesizzle:1715
+League Guildmage:1712
+Direct Current:1711
+Experimental Frenzy:1711
+Discovery // Dispersal:1708
+Rampaging Monument:1705
+Rosemane Centaur:1698
+Inescapable Blaze:1693
+Watery Grave:1687
+Legion Guildmage:1680
+Chamber Sentry:1674
+Inspiring Unicorn:1671
+Ionize:1669
+Flower // Flourish:1663
+Divine Visitation:1656
+Dimir Informant:1653
+Healer's Hawk:1651
+Conclave Guildmage:1648
+Sinister Sabotage:1647
+Parhelion Patrol:1640
+Ochran Assassin:1639
+Goblin Electromancer:1634
+Glowspore Shaman:1631
+Siege Wurm:1629
+Wojek Bodyguard:1629
+Hellkite Whelp:1626
+Hired Poisoner:1625
+Unexplained Disappearance:1625
+Overgrown Tomb:1624
+Prey Upon:1624
+Pitiless Gorgon:1622
+Flight of Equenauts:1621
+Hatchery Spider:1621
+Temple Garden:1621
+Beacon Bolt:1620
+Citywide Bust:1615
+Bounty Agent:1613
+Piston-Fist Cyclops:1605
+Steam Vents:1600
+Erratic Cyclops:1582
+Swarm Guildmage:1582
+Sacred Foundry:1581
+Mission Briefing:1580
+Muse Drake:1574
+Arboretum Elemental:1572
+Worldsoul Colossus:1572
+Skyline Scout:1569
+Smelt-Ward Minotaur:1568
+Burglar Rat:1561
+Whispering Snitch:1560
+Fresh-Faced Recruit:1555
+Necrotic Wound:1554
+Electrostatic Field:1541
+Disdainful Stroke:1534
+Gruesome Menagerie:1534
+Sprouting Renewal:1534
+Sonic Assault:1533
+Sure Strike:1527
+Severed Strands:1522
+Beamsplitter Mage:1521
+Chromatic Lantern:1516
+Ledev Guardian:1510
+Radical Idea:1502
+Pilfering Imp:1500
+Vernadi Shieldmate:1497
+Ornery Goblin:1495
+Gatekeeper Gargoyle:1489
+Barging Sergeant:1484
+Blade Instructor:1483
+Rhizome Lurcher:1481
+Invert // Invent:1477
+Ironshell Beetle:1477
+Generous Stray:1474
+Demotion:1469
+Might of the Masses:1468
+Molderhulk:1467
+Selective Snare:1466
+Hammer Dropper:1463
+Swathcutter Giant:1462
+Firemind's Research:1460
+Devkarin Dissident:1459
+Mnemonic Betrayal:1459
+Vigorspore Wurm:1459
+Haazda Marshal:1457
+Lotleth Giant:1455
+Righteous Blow:1451
+Fire Urchin:1446
+Gird for Battle:1441
+Kraul Swarm:1437
+Veiled Shade:1437
+Centaur Peacemaker:1434
+Golgari Raiders:1434
+Passwall Adept:1434
+Sworn Companions:1434
+Erstwhile Trooper:1432
+Hunted Witness:1431
+Kraul Foragers:1431
+Collar the Culprit:1427
+Mausoleum Secrets:1424
+Take Heart:1424
+Dazzling Lights:1419
+Rubblebelt Boar:1418
+Sumala Woodshaper:1418
+Intrusive Packbeast:1416
+Loxodon Restorer:1415
+Omnispell Adept:1415
+Spinal Centipede:1415
+Glaive of the Guildpact:1414
+Vivid Revival:1410
+Douser of Lights:1409
+Devious Cover-Up:1404
+Chance for Glory:1402
+Child of Night:1402
+Enhanced Surveillance:1399
+Hitchclaw Recluse:1398
+Mephitic Vapors:1395
+Circuitous Route:1389
+Cosmotronic Wave:1389
+Leapfrog:1379
+Goblin Locksmith:1377
+Guildmages' Forum:1370
+Guild Summit:1368
+Bartizan Bats:1367
+Undercity Uprising:1363
+Thousand-Year Storm:1355
+Drowned Secrets:1349
+Boros Guildgate :1345
+Grappling Sundew:1344
+Boros Guildgate :1343
+Tenth District Guard:1342
+Izzet Guildgate :1338
+Crushing Canopy:1335
+Portcullis Vine:1333
+Undercity Necrolisk:1332
+Dimir Guildgate :1331
+Barrier of Bones:1327
+Wild Ceratok:1327
+Izzet Guildgate :1326
+Gravitic Punch:1320
+Silent Dart:1310
+Wary Okapi:1309
+Pack's Favor:1307
+Garrison Sergeant:1303
+Vedalken Mesmerist:1303
+Golgari Guildgate :1295
+Golgari Guildgate :1286
+Dimir Guildgate :1280
+Maniacal Rage:1280
+Selesnya Guildgate :1280
+Urban Utopia:1278
+Wall of Mist:1273
+Maximize Altitude:1268
+Join Shields:1267
+Selesnya Guildgate :1266
+Book Devourer:1263
+Wishcoin Crab:1262
+Narcomoeba:1257
+Crush Contraband:1248
+Gateway Plaza:1248
+Fearless Halberdier:1246
+Torch Courier:1242
+Candlelight Vigil:1241
+Moodmark Painter:1230
+Creeping Chill:1218
+Izzet Locket:1217
+Dimir Locket:1202
+Maximize Velocity:1200
+Unmoored Ego:1184
+Never Happened:1175
+Golgari Locket:1173
+Selesnya Locket:1154
+Boros Locket:1128
+Street Riot:1110
+Vicious Rumors:1101
+Pause for Reflection:1089
+Wand of Vertebrae:1073

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

@@ -0,0 +1,184 @@
+The Scarab God:2272
+Angel of Condemnation:2079
+The Locust God:2077
+The Scorpion God:2048
+Pride Sovereign:2046
+Crested Sunmare:1996
+Nicol Bolas, God-Pharaoh:1965
+Majestic Myriarch:1915
+Neheb, the Eternal:1906
+Hour of Devastation:1901
+Adorned Pouncer:1889
+Ammit Eternal:1881
+Samut, the Tested:1874
+Razaketh, the Foulblooded:1856
+Grind // Dust:1855
+Resilient Khenra:1832
+Sand Strangler:1822
+Ramunap Hydra:1818
+Abrade:1816
+Desert’s Hold:1813
+Champion of Wits:1810
+Bontu’s Last Reckoning:1807
+Nimble Obstructionist:1796
+Chaos Maw:1788
+Sifter Wurm:1783
+Unesh, Criosphinx Sovereign:1776
+Hour of Glory:1771
+River Hoopoe:1769
+Ominous Sphinx:1754
+Torment of Hailfire:1754
+Open Fire:1751
+Torment of Venom:1743
+Dreamstealer:1740
+Struggle // Survive:1737
+Burning-Fist Minotaur:1734
+Ambuscade:1732
+God-Pharaoh’s Gift:1731
+Accursed Horde:1729
+Doomfall:1727
+Earthshaker Khenra:1716
+Aerial Guide:1711
+Khenra Scrapper:1709
+Oketra’s Avenger:1691
+Bloodwater Entity:1689
+Rhonas’s Last Stand:1686
+Angel of the God-Pharaoh:1685
+Tenacious Hunter:1685
+Hour of Promise:1684
+Eternal of Harsh Truths:1680
+Fervent Paincaster:1677
+Lethal Sting:1673
+Vizier of the Anointed:1673
+Wildfire Eternal:1671
+Puncturing Blow:1668
+Sandblast:1668
+Sunscourge Champion:1661
+Spellweaver Eternal:1656
+Vizier of the True:1656
+Banewhip Punisher:1652
+Kefnet’s Last Word:1652
+Merciless Eternal:1648
+Vile Manifestation:1647
+Bitterbow Sharpshooters:1646
+Driven // Despair:1643
+Supreme Will:1638
+Hour of Revelation:1637
+Torment of Scarabs:1637
+Oasis Ritualist:1636
+Farm // Market:1628
+Unraveling Mummy:1628
+Obelisk Spider:1617
+Mirage Mirror:1615
+Manticore Eternal:1613
+Resolute Survivors:1610
+Ruin Rat:1610
+Overwhelming Splendor:1608
+Unconventional Tactics:1608
+Hour of Eternity:1606
+Devotee of Strength:1605
+Sinuous Striker:1604
+Sunset Pyramid:1602
+Riddleform:1600
+Solitary Camel:1600
+Harrier Naga:1598
+Steward of Solidarity:1597
+Sidewinder Naga:1595
+Dauntless Aven:1591
+Feral Prowler:1591
+Thorned Moloch:1586
+Striped Riverwinder:1584
+Frontline Devastator:1580
+Appeal // Authority:1578
+Aven of Enduring Hope:1577
+Mummy Paramount:1571
+Uncage the Menagerie:1570
+Consign // Oblivion:1564
+Hollow One:1561
+Aven Reedstalker:1560
+Rhonas’s Stalwart:1559
+Unsummon:1557
+Desert of the Glorified:1556
+Manalith:1555
+Hope Tender:1551
+Granitic Titan:1550
+Ifnir Deadlands:1550
+Blur of Blades:1547
+Marauding Boneslasher:1547
+Shefet Dunes:1547
+Claim // Fame:1545
+Magmaroth:1545
+Beneath the Sands:1543
+Ramunap Excavator:1542
+Desert of the Mindful:1541
+Khenra Eternal:1541
+Reason // Believe:1541
+Rampaging Hippo:1540
+Unquenchable Thirst:1539
+Razaketh’s Rite:1537
+Saving Grace:1532
+Steadfast Sentinel:1531
+Wall of Forgotten Pharaohs:1531
+Imminent Doom:1530
+Defiant Khenra:1526
+Cunning Survivor:1525
+Ramunap Ruins:1525
+Hashep Oasis:1524
+Overcome:1523
+Abandoned Sarcophagus:1514
+Carrion Screecher:1514
+Firebrand Archer:1510
+Frilled Sandwalla:1507
+Hazoret’s Undying Fury:1505
+Inferno Jet:1499
+Crypt of the Eternals:1496
+Gift of Strength:1495
+Kindled Fury:1493
+Ipnu Rivulet:1492
+Act of Heroism:1491
+Without Weakness:1489
+Desert of the Indomitable:1487
+Fraying Sanity:1485
+Hostile Desert:1484
+Traveler’s Amulet:1482
+God-Pharaoh’s Faithful:1477
+Desert of the Fervent:1476
+Apocalypse Demon:1474
+Wretched Camel:1472
+Dagger of the Worthy:1468
+Refuse // Cooperate:1468
+Quarry Beetle:1464
+Countervailing Winds:1460
+Gilded Cerodon:1455
+Djeru, With Eyes Open:1450
+Strategic Planning:1450
+Tragic Lesson:1449
+Scrounger of Souls:1447
+Dune Diviner:1438
+Desert of the True:1436
+Chandra’s Defeat:1433
+Proven Combatant:1430
+Survivors’ Encampment:1427
+Djeru’s Renunciation:1425
+Disposal Mummy:1422
+Imaginary Threats:1418
+Moaning Wall:1416
+Dutiful Servants:1403
+Oketra’s Last Mercy:1403
+Crash Through:1400
+Lurching Rotbeast:1397
+Swarm Intelligence:1397
+Life Goes On:1395
+Grisly Survivor:1388
+Dunes of the Dead:1381
+Jace’s Defeat:1369
+Endless Sands:1367
+Seer of the Last Tomorrow:1360
+Graven Abomination:1352
+Gideon’s Defeat:1346
+Liliana’s Defeat:1345
+Leave // Chance:1324
+Solemnity:1265
+Scavenger Grounds:1256
+Crook of Condemnation:1228
+Nissa’s Defeat:1185

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

@@ -0,0 +1,249 @@
+Consecrated Sphinx:2182
+Ancestral Vision:2144
+Archangel of Thune:2141
+Elesh Norn, Grand Cenobite:2135
+Mana Drain:2124
+Urabrask the Hidden:2107
+Sheoldred, Whispering One:2106
+Swords to Plowshares:2106
+Primeval Titan:2103
+Ob Nixilis, the Fallen:2081
+Doom Blade:2064
+Rampaging Baloths:2056
+Thundermaw Hellkite:2053
+Restoration Angel:2044
+Keiga, the Tide Star:2042
+Avacyn, Angel of Hope:2029
+Kiki-Jiki, Mirror Breaker:2024
+Kokusho, the Evening Star:2020
+Cryptic Command:2012
+Supreme Verdict:2002
+Genesis Hydra:2001
+Fireball:2000
+Emeria Angel:1992
+Austere Command:1969
+Blood Baron of Vizkopa:1968
+Lotus Cobra:1955
+Sphinx of Uthuun:1927
+Yosei, the Morning Star:1924
+Rift Bolt:1912
+Scourge of Valkas:1909
+Bogardan Hellkite:1907
+Ryusei, the Falling Star:1907
+Spiritmonger:1900
+Vorinclex, Voice of Hunger:1897
+Indulgent Tormentor:1888
+Heroes’ Bane:1885
+Jugan, the Rising Star:1877
+Simic Sky Swallower:1874
+Serra Angel:1873
+Grisly Spectacle:1865
+Rune-Scarred Demon:1864
+Channel:1861
+Hypersonic Dragon:1856
+Lightning Helix:1856
+Teferi, Mage of Zhalfir:1854
+Knight of the Reliquary:1848
+Thran Dynamo:1848
+Thoughtseize:1839
+Anger of the Gods:1836
+Savageborn Hydra:1829
+Charmbreaker Devils:1828
+Staggershock:1824
+Malfegor:1812
+Palladium Myr:1808
+Draconic Roar:1796
+Ulcerate:1795
+Heat Ray:1794
+Mahamoti Djinn:1793
+Hoarding Dragon:1786
+Corpsejack Menace:1783
+Abyssal Persecutor:1774
+Firemane Angel:1771
+Curse of Predation:1766
+Electrolyze:1754
+Reave Soul:1754
+Oblivion Stone:1744
+Overgrown Battlement:1738
+Claustrophobia:1736
+Obstinate Baloth:1732
+Blizzard Specter:1724
+Pillar of Flame:1724
+Wall of Roots:1723
+Undercity Troll:1721
+Cephalid Broker:1717
+Abzan Battle Priest:1716
+Abzan Falconer:1698
+Mind Stone:1697
+Illusory Ambusher:1691
+Fog Bank:1690
+Mana Leak:1689
+Genesis Wave:1686
+Condescend:1685
+Rosheen Meanderer:1682
+Aether Vial:1681
+Wing Shards:1680
+Bladewing the Risen:1677
+Vizkopa Guildmage:1671
+Aetherize:1669
+Bloodghast:1667
+Horizon Canopy:1662
+Noxious Dragon:1661
+Seeker of the Way:1657
+Azorius Charm:1650
+Topan Freeblade:1650
+Ajani’s Pridemate:1649
+Guttersnipe:1648
+Orzhov Basilica:1648
+Necropotence:1645
+Prodigal Pyromancer:1641
+Monastery Swiftspear:1639
+Phantom Monster:1637
+Search for Tomorrow:1637
+Phyrexian Rager:1630
+Frost Lynx:1624
+Carven Caryatid:1621
+Hunt the Weak:1621
+Izzet Boilerworks:1620
+Blinding Mage:1616
+Amass the Components:1610
+Iona’s Judgment:1605
+Repeal:1602
+Serra Ascendant:1601
+Star Compass:1600
+Kiln Fiend:1597
+Simic Growth Chamber:1596
+Auriok Champion:1592
+Illusory Angel:1588
+Day of the Dragons:1587
+Jungle Barrier:1586
+Rakdos Carnarium:1586
+Dimir Aqueduct:1575
+Golgari Rot Farm:1572
+Jin-Gitaxias, Core Augur:1570
+Bladewing’s Thrall:1562
+Mnemonic Wall:1562
+Ainok Bond-Kin:1561
+Crowned Ceratok:1556
+Jhessian Thief:1555
+Boros Garrison:1551
+Selesnya Sanctuary:1551
+Grove of the Burnwillows:1547
+Chronicler of Heroes:1546
+Glimpse the Unthinkable:1543
+Manakin:1537
+Riverwheel Aerialists:1531
+Guardian Idol:1525
+Assault Formation:1520
+Graven Cairns:1520
+Mer-Ek Nightblade:1519
+Stalwart Aven:1518
+Netcaster Spider:1516
+Angelic Accord:1514
+Doomed Traveler:1514
+Thrill-Kill Assassin:1514
+Distortion Strike:1511
+Azorius Chancery:1509
+Skywise Teachings:1503
+Borderland Marauder:1497
+Sustainer of the Realm:1495
+Furnace Whelp:1494
+Sultai Flayer:1493
+Ivy Elemental:1490
+Darksteel Axe:1487
+Gruul Turf:1486
+Path of Bravery:1485
+Wight of Precinct Six:1480
+Dissolve:1477
+Doorkeeper:1476
+Evolving Wilds:1472
+Keldon Halberdier:1468
+Foul-Tongue Invocation:1465
+Durkwood Baloth:1462
+Nantuko Shaman:1462
+Vent Sentinel:1461
+Scion of Ugin:1460
+Splatter Thug:1459
+Mishra’s Bauble:1458
+Child of Night:1454
+Ojutai’s Breath:1454
+Night of Souls’ Betrayal:1449
+Greater Basilisk:1448
+Butcher’s Glee:1446
+Surreal Memoir:1443
+Magus of the Moon:1438
+Battle-Rattle Shaman:1435
+Guard Duty:1429
+Sandstone Oracle:1426
+Enlarge:1425
+Jace’s Phantasm:1425
+Pristine Talisman:1424
+Duskdale Wurm:1423
+Elusive Spellfist:1423
+Dragon Egg:1421
+Flusterstorm:1421
+Kolaghan Monument:1415
+Balustrade Spy:1410
+Dragon Bell Monk:1407
+Student of Ojutai:1407
+Dragon Tempest:1406
+Angel of Mercy:1405
+Dragonloft Idol:1395
+Sanguine Bond:1394
+Dead Reveler:1393
+Wrench Mind:1393
+Diminish:1392
+Wildsize:1392
+Windfall:1392
+Guided Strike:1391
+Survival Cache:1391
+Lord of the Pit:1390
+Nimbus Maze:1390
+Rakdos Drake:1384
+Phantom Tiger:1381
+River of Tears:1381
+Moonglove Extract:1380
+Timberland Guide:1378
+Trepanation Blade:1378
+Burrenton Forge-Tender:1376
+Virulent Swipe:1376
+Hunting Pack:1367
+Fury Charm:1364
+Infantry Veteran:1360
+Coordinated Assault:1356
+Jaddi Offshoot:1353
+Inspiring Call:1350
+Shriekgeist:1349
+Thought Scour:1345
+Pentarch Ward:1344
+Bogbrew Witch:1343
+Tavern Swindler:1342
+Prey’s Vengeance:1341
+Serum Powder:1340
+Rotfeaster Maggot:1338
+Emerge Unscathed:1322
+Lead the Stampede:1322
+Bala Ged Scorpion:1321
+Dragonlord’s Servant:1321
+Great Teacher’s Decree:1313
+Eternal Thirst:1312
+Hammerhand:1302
+Haunting Hymn:1301
+Festering Newt:1287
+Tormenting Voice:1286
+Earth Elemental:1278
+Benevolent Ancestor:1264
+Trumpet Blast:1253
+Bewilder:1252
+Mark of Mutiny:1245
+Crucible of Fire:1242
+Bubbling Cauldron:1241
+Duress:1236
+Lure:1228
+Mindcrank:1225
+Radiant Fountain:1224
+Disenchant:1215
+Runed Servitor:1213
+Aerial Predation:1196
+Shimmering Grotto:1163
+Nature’s Claim:1137

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

@@ -0,0 +1,274 @@
+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

Mage.Server.Plugins/Mage.Player.AI/src/main/resources/ratings/m19.csv

@@ -0,0 +1,260 @@
+Resplendent Angel:2323
+Tezzeret, Artifice Master:2297
+Ajani, Adversary of Tyrants:2268
+Vivien Reid:2257
+Nicol Bolas, the Ravager:2210
+Bone Dragon:2163
+Demanding Dragon:2122
+Murder:2118
+Banefire:2116
+Lathliss, Dragon Queen:2111
+Djinn of Wishes:2092
+Isareth the Awakener:2083
+Demon of Catastrophes:2078
+Leonin Warleader:2036
+Hieromancer's Cage:2031
+Lightning Strike:2030
+Goreclaw, Terror of Qal Sisma:1990
+Angel of the Dawn:1965
+Vine Mare:1962
+Cleansing Nova:1957
+Luminous Bonds:1957
+Hungering Hydra:1956
+Pelakka Wurm:1948
+Palladia-Mors, the Ruiner:1940
+Thorn Lieutenant:1931
+Rabid Bite:1929
+Dismissive Pyromancer:1919
+Lena, Selfless Champion:1914
+Herald of Faith:1911
+Sigiled Sword of Valeron:1906
+Vaevictis Asmadi, the Dire:1898
+Lich's Caress:1895
+Graveyard Marshal:1885
+Pegasus Courser:1878
+Chromium, the Mutable:1875
+Volcanic Dragon:1869
+Mentor of the Meek:1866
+Vampire Sovereign:1860
+Valiant Knight:1855
+Poison-Tip Archer:1851
+Spit Flame:1851
+Windreader Sphinx:1846
+Death Baron:1844
+Skyrider Patrol:1844
+Shock:1841
+Regal Bloodlord:1840
+Ajani's Pridemate:1836
+Psychic Symbiont:1833
+Liliana, Untouched by Death:1825
+Exclusion Mage:1824
+Star-Crowned Stag:1823
+Sleep:1817
+Heroic Reinforcements:1805
+Patient Rebuilding:1804
+Druid of the Cowl:1790
+Horizon Scholar:1784
+Skymarch Bloodletter:1777
+Sarkhan, Fireblood:1776
+Runic Armasaur:1774
+Prodigious Growth:1773
+Take Vengeance:1772
+Aven Wind Mage:1770
+Dryad Greenseeker:1761
+Electrify:1751
+Sarkhan's Unsealing:1743
+Plague Mare:1739
+Gallant Cavalry:1736
+Mystic Archaeologist:1724
+Draconic Disciple:1723
+Essence Scatter:1723
+Vigilant Baloth:1719
+Skeleton Archer:1717
+Arcades, the Strategist:1715
+Militia Bugler:1715
+Departed Deckhand:1713
+Fell Specter:1708
+Strangling Spores:1703
+Bristling Boar:1699
+Snapping Drake:1693
+Enigma Drake:1692
+Knightly Valor:1692
+Gravedigger:1690
+Sai, Master Thopterist:1688
+Aviation Pioneer:1685
+Skyscanner:1683
+Shield Mare:1680
+Meteor Golem:1674
+Sparktongue Dragon:1673
+Brawl-Bash Ogre:1667
+Remorseful Cleric:1666
+Sift:1663
+Fiery Finish:1654
+Transmogrifying Wand:1653
+Aerial Engineer:1649
+Cavalry Drillmaster:1648
+Ghastbark Twins:1645
+Reclamation Sage:1640
+Ajani's Last Stand:1637
+Metamorphic Alteration:1634
+Mirror Image:1633
+Omenspeaker:1633
+Vivien's Invocation:1633
+Dark-Dweller Oracle:1630
+Boggart Brute:1628
+Dwindle:1625
+Goblin Trashmaster:1625
+Make a Stand:1624
+Liliana's Contract:1623
+Giant Spider:1622
+Open the Graves:1621
+Colossal Dreadmaw:1616
+Divination:1615
+Goblin Instigator:1614
+Supreme Phantom:1613
+Chaos Wand:1605
+Rhox Oracle:1603
+Elvish Rejuvenator:1602
+Skilled Animator:1600
+Leonin Vanguard:1597
+Declare Dominance:1596
+Reassembling Skeleton:1595
+Daggerback Basilisk:1591
+Bone to Ash:1585
+Rise from the Grave:1585
+Gift of Paradise:1582
+Titanic Growth:1582
+Arcane Encyclopedia:1581
+Switcheroo:1581
+Doomed Dissenter:1579
+Gigantosaurus:1579
+Siegebreaker Giant:1577
+Child of Night:1575
+Surge Mare:1575
+Cancel:1561
+Volley Veteran:1560
+Epicure of Blood:1559
+Vampire Neonate:1555
+Guttersnipe:1554
+Aethershield Artificer:1553
+Rogue's Gloves:1553
+Macabre Waltz:1550
+Hired Blade:1548
+Salvager of Secrets:1545
+Diamond Mare:1543
+Blood Divination:1542
+Nightmare's Thirst:1542
+Gargoyle Sentinel:1539
+Act of Treason:1538
+Lightning Mare:1534
+Abnormal Endurance:1531
+Inspired Charge:1531
+Gearsmith Guardian:1527
+Dragon Egg:1521
+Anticipate:1519
+Viashino Pyromancer:1519
+Rustwing Falcon:1514
+Two-Headed Zombie:1513
+Blanchwood Armor:1511
+Hostile Minotaur:1510
+Druid of Horns:1508
+Marauder's Axe:1508
+Diregraf Ghoul:1507
+Havoc Devils:1506
+Satyr Enchanter:1505
+Centaur Courser:1502
+Plummet:1497
+Disperse:1494
+Sure Strike:1494
+Inferno Hellion:1491
+Novice Knight:1491
+Oakenform:1483
+Knight of the Tusk:1482
+Fountain of Renewal:1477
+Ravenous Harpy:1474
+Knight's Pledge:1469
+Thornhide Wolves:1463
+Dragon's Hoard:1461
+Daybreak Chaplain:1459
+Ghirapur Guide:1457
+Greenwood Sentinel:1456
+Recollect:1455
+Goblin Motivator:1452
+Talons of Wildwood:1449
+Colossal Majesty:1447
+Gearsmith Prodigy:1441
+Scholar of Stars:1439
+Ajani's Welcome:1433
+Mighty Leap:1432
+Naturalize:1431
+Trusty Packbeast:1431
+Dwarven Priest:1426
+Uncomfortable Chill:1423
+Oreskos Swiftclaw:1422
+Psychic Corrosion:1421
+Loxodon Line Breaker:1419
+Aether Tunnel:1404
+Frilled Sea Serpent:1403
+Infernal Scarring:1403
+Phylactery Lich:1398
+Mind Rot:1396
+Explosive Apparatus:1395
+Amulet of Safekeeping:1390
+Duress:1390
+Magistrate's Scepter:1388
+Suspicious Bookcase:1388
+Invoke the Divine:1385
+Manalith:1384
+Onakke Ogre:1384
+Tormenting Voice:1384
+One with the Machine:1378
+Meandering River:1374
+Lava Axe:1369
+Stone Quarry:1369
+Thud:1368
+Field Creeper:1367
+Rupture Spire:1366
+Elvish Clancaller:1365
+Wall of Mist:1363
+Suncleanser:1357
+Highland Game:1352
+Walking Corpse:1352
+Fire Elemental:1351
+Tectonic Rift:1348
+Totally Lost:1348
+Woodland Stream:1346
+Trumpet Blast:1339
+Millstone:1329
+Crash Through:1327
+Bogstomper:1326
+Aegis of the Heavens:1323
+Forsaken Sanctuary:1323
+Apex of Power:1307
+Tranquil Expanse:1304
+Cinder Barrens:1296
+Infernal Reckoning:1294
+Revitalize:1293
+Wall of Vines:1292
+Detection Tower:1283
+Timber Gorge:1282
+Submerged Boneyard:1277
+Mistcaller:1273
+Ghostform:1272
+Catalyst Elemental:1268
+Omniscience:1267
+Tolarian Scholar:1267
+Stitcher's Supplier:1263
+Desecrated Tomb:1258
+Scapeshift:1251
+Sovereign's Bite:1250
+Highland Lake:1245
+Infectious Horror:1241
+Doublecast:1240
+Fraying Omnipotence:1220
+Crucible of Worlds:1209
+Root Snare:1201
+Smelt:1199
+Reliquary Tower:1197
+Foul Orchard:1190
+Isolate:1139
+Alpine Moon:1068

Mage.Server.Plugins/Mage.Player.AI/src/main/resources/ratings/mm3.csv

@@ -0,0 +1,249 @@
+Jace, the Mind Sculptor:2196
+Master of the Wild Hunt:2148
+Lightning Bolt:2107
+Swords to Plowshares:2060
+Vendilion Clique:2058
+Ravenous Chupacabra:2057
+Courser of Kruphix:1981
+Reef Worm:1962
+Vindicate:1961
+Pillory of the Sleepless:1926
+Akroma, Angel of Fury:1923
+Gisela, Blade of Goldnight:1918
+Akroma, Angel of Wrath:1913
+Animar, Soul of Elements:1902
+Murder:1900
+Ruric Thar, the Unbowed:1896
+Protean Hulk:1894
+Pacifism:1888
+Akroma’s Vengeance:1885
+Murder of Crows:1885
+Phyrexian Obliterator:1882
+Rancor:1864
+Vesuvan Shapeshifter:1858
+Niv-Mizzet, the Firemind:1854
+Shadowmage Infiltrator:1854
+Fiend Hunter:1844
+Pernicious Deed:1841
+Thalia, Guardian of Thraben:1829
+Living Death:1827
+Man-o’-War:1827
+Elvish Piper:1825
+Imperial Recruiter:1810
+Sundering Titan:1806
+Decree of Justice:1803
+Prossh, Skyraider of Kher:1803
+Cloudblazer:1798
+Laquatus’s Champion:1795
+Darien, King of Kjeldor:1787
+Grenzo, Dungeon Warden:1787
+Pyroclasm:1787
+Brion Stoutarm:1786
+Utopia Sprawl:1785
+Counterspell:1772
+Coalition Relic:1765
+Disfigure:1755
+Kongming, “Sleeping Dragon”:1752
+Spikeshot Goblin:1752
+Blightning:1750
+Arbor Elf:1748
+Bident of Thassa:1743
+Hell’s Caretaker:1739
+Cultivate:1728
+Kindle:1726
+Luminarch Ascension:1719
+Fallen Angel:1718
+Krosan Tusker:1718
+Promise of Bunrei:1713
+Squadron Hawk:1712
+Mystic Snake:1711
+Horseshoe Crab:1707
+Ensnaring Bridge:1706
+Lorescale Coatl:1702
+Nicol Bolas:1702
+Boros Charm:1701
+Treasure Keeper:1701
+Undead Gladiator:1699
+Baloth Null:1698
+Chandra’s Outrage:1691
+Notion Thief:1691
+Merfolk Looter:1689
+Willbender:1689
+Azusa, Lost but Seeking:1686
+Quicksilver Dagger:1686
+Armageddon:1683
+Dusk Legion Zealot:1678
+Zombify:1678
+Urbis Protector:1676
+Rishadan Port:1673
+Blue Sun’s Zenith:1672
+Mesmeric Fiend:1669
+Chalice of the Void:1668
+Zulaport Cutthroat:1662
+Epic Confrontation:1658
+Exclude:1658
+Eidolon of the Great Revel:1655
+Nyx-Fleece Ram:1653
+Diabolic Edict:1651
+Brainstorm:1648
+Magus of the Wheel:1648
+Zada, Hedron Grinder:1645
+Court Hussar:1638
+Sift:1638
+Iwamori of the Open Fist:1637
+Twisted Abomination:1633
+Izzet Chemister:1632
+Ire Shaman:1629
+Kavu Predator:1628
+Street Wraith:1628
+Dauntless Cathar:1625
+Cloudshift:1622
+Mystic of the Hidden Way:1622
+Summoner’s Pact:1622
+Ball Lightning:1621
+Skeletonize:1620
+Ruthless Ripper:1614
+Hordeling Outburst:1609
+Path of Peace:1609
+Loyal Sentry:1607
+Eladamri’s Call:1606
+Mishra’s Factory:1604
+Ash Barrens:1602
+Griffin Protector:1591
+Myriad Landscape:1588
+Hanna, Ship’s Navigator:1586
+Flash:1585
+Prophetic Prism:1585
+Unearth:1584
+Enthralling Victor:1583
+Freed from the Real:1581
+Fathom Seer:1578
+Sai of the Shinobi:1578
+Ancient Craving:1577
+Bloodhunter Bat:1577
+Invigorate:1576
+Watchwolf:1575
+Mogg Flunkies:1571
+Vessel of Nascency:1571
+Whitemane Lion:1571
+Swiftfoot Boots:1570
+Plague Wind:1569
+Perilous Myr:1568
+Karona’s Zealot:1567
+Geist of the Moors:1563
+Jalira, Master Polymorphist:1563
+Cascade Bluffs:1560
+Elvish Aberration:1560
+Kavu Climber:1555
+Thresher Lizard:1555
+Horror of the Broken Lands:1551
+Ainok Survivalist:1549
+Genju of the Falls:1549
+Frenzied Goblin:1547
+Pyre Hound:1545
+Stangg:1544
+Twilight Mire:1544
+Broodhatch Nantuko:1542
+Kor Firewalker:1542
+Ratcatcher:1542
+Presence of Gond:1541
+Noble Templar:1539
+Brine Elemental:1537
+Death’s-Head Buzzard:1537
+Fierce Empath:1537
+Timberpack Wolf:1537
+Skirk Commando:1536
+Ghost Ship:1535
+Ember Weaver:1533
+Pact of Negation:1531
+Shoreline Ranger:1531
+Woolly Loxodon:1526
+Curiosity:1525
+Gods Willing:1523
+Deadly Designs:1521
+Phyrexian Ghoul:1519
+Giant Growth:1518
+Fortune Thief:1517
+Genju of the Spires:1517
+Angelic Page:1516
+Nettle Sentinel:1516
+Wildheart Invoker:1514
+Ambassador Oak:1513
+Nezumi Cutthroat:1511
+Knight of the Skyward Eye:1510
+Dark Ritual:1509
+Supernatural Stamina:1509
+Flooded Grove:1503
+Ordeal of Heliod:1503
+Fetid Heath:1500
+Accumulated Knowledge:1498
+Balduvian Horde:1497
+Vampire Lacerator:1491
+Chartooth Cougar:1487
+Lunarch Mantle:1487
+Pendelhaven:1487
+Doomsday:1486
+Colossal Dreadmaw:1485
+Krosan Colossus:1483
+Retraction Helix:1473
+Arcane Denial:1472
+Quicksand:1472
+Fencing Ace:1470
+Goblin War Drums:1467
+Self-Assembler:1463
+Rugged Prairie:1461
+Caustic Tar:1459
+Erg Raiders:1458
+Simian Spirit Guide:1458
+Regrowth:1454
+Mikokoro, Center of the Sea:1450
+Returned Phalanx:1449
+Cursecatcher:1445
+Tree of Redemption:1445
+Soulbright Flamekin:1444
+Primal Clay:1443
+Uncaged Fury:1443
+Will-o’-the-Wisp:1443
+Browbeat:1434
+Heavy Arbalest:1430
+Echoing Courage:1429
+Blood Moon:1425
+Choking Tethers:1424
+Stampede Driver:1422
+Crimson Mage:1421
+Relentless Rats:1421
+Living Wish:1420
+Totally Lost:1418
+Humble Defector:1417
+Ihsan’s Shade:1417
+Zoetic Cavern:1412
+Act of Treason:1405
+Savannah Lions:1404
+Coralhelm Guide:1398
+Trumpet Blast:1397
+Twisted Image:1397
+Dragon’s Eye Savants:1392
+Blue Elemental Blast:1385
+Ancient Stirrings:1377
+Phantasmal Bear:1374
+Rest in Peace:1373
+Dirge of Dread:1372
+Red Elemental Blast:1361
+Triskaidekaphobia:1361
+Cinder Storm:1352
+Auramancer:1346
+Haunted Fengraf:1343
+Strionic Resonator:1342
+Act of Heroism:1341
+Borrowing 100,000 Arrows:1338
+Jackal Pup:1337
+Valor in Akros:1337
+Nihil Spellbomb:1316
+Assembly-Worker:1301
+Pillage:1300
+Disenchant:1271
+Renewed Faith:1250
+Plummet:1238
+Congregate:1218
+Lull:1212
+Conflux:1208

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

@@ -0,0 +1,191 @@
+Rekindling Phoenix:2418
+Tetzimoc, Primal Death:2401
+Ravenous Chupacabra:2290
+Twilight Prophet:2282
+Etali, Primal Storm:2192
+Angrath, the Flame-Chained:2180
+The Immortal Sun:2168
+Profane Procession:2155
+Jadelight Ranger:2143
+Ghalta, Primal Hunger:2131
+Tendershoot Dryad:2121
+Bishop of Binding:2103
+Kumena, Tyrant of Orazca:2098
+Dire Fleet Poisoner:2094
+Trapjaw Tyrant:2087
+Bombard:2052
+Moment of Craving:2039
+Huatli, Radiant Champion:2029
+Hadana’s Climb:2019
+Reaver Ambush:2001
+Warkite Marauder:2001
+Champion of Dusk:2000
+Baffling End:1990
+Luminous Bonds:1970
+Impale:1966
+Golden Demise:1946
+Journey to Eternity:1941
+Crested Herdcaller:1936
+Azor, the Lawbringer:1914
+Thrashing Brontodon:1908
+Raging Regisaur:1902
+Zacama, Primal Calamity:1901
+Legion Lieutenant:1898
+Deeproot Elite:1893
+Sadistic Skymarcher:1893
+Needletooth Raptor:1889
+Elenda, the Dusk Rose:1888
+Dire Fleet Daredevil:1883
+Merfolk Mistbinder:1881
+Hunt the Weak:1839
+Forerunner of the Legion:1828
+Zetalpa, Primal Dawn:1820
+Golden Guardian:1819
+Radiant Destiny:1816
+Vona’s Hunger:1798
+Polyraptor:1793
+Tilonalli’s Summoner:1792
+Swift Warden:1774
+Slaughter the Strong:1767
+Protean Raider:1764
+Waterknot:1762
+Seafloor Oracle:1761
+Forerunner of the Empire:1760
+Divine Verdict:1759
+Reckless Rage:1758
+Dusk Legion Zealot:1755
+Squire’s Devotion:1754
+Temple Altisaur:1753
+Forerunner of the Heralds:1749
+Deadeye Brawler:1748
+Nezahal, Primal Tide:1742
+Captain’s Hook:1722
+Curious Obsession:1720
+Charging Tuskodon:1717
+Azor’s Gateway:1706
+Dire Fleet Neckbreaker:1703
+Wayward Swordtooth:1699
+Resplendent Griffin:1698
+Jungle Creeper:1693
+Siegehorn Ceratops:1690
+Kitesail Corsair:1689
+Martyr of Dusk:1689
+Exultant Skymarcher:1686
+Sailor of Means:1683
+Silvergill Adept:1680
+Atzocan Seer:1675
+Jungleborn Pioneer:1674
+Path of Discovery:1669
+Skymarcher Aspirant:1667
+Siren Reaver:1661
+Paladin of Atonement:1655
+Forerunner of the Coalition:1652
+Mutiny:1648
+Storm Fleet Sprinter:1638
+Relentless Raptor:1634
+Everdawn Champion:1625
+Goblin Trailblazer:1622
+Storm Fleet Swashbuckler:1606
+Spire Winder:1600
+Strength of the Pack:1594
+Secrets of the Golden City:1593
+Mausoleum Harpy:1586
+Slippery Scoundrel:1585
+Colossal Dreadmaw:1584
+Knight of the Stampede:1584
+Dusk Charger:1579
+Expel from Orazca:1578
+Oathsworn Vampire:1578
+Overgrown Armasaur:1576
+Daring Buccaneer:1562
+Deadeye Rig-Hauler:1557
+Sun-Crested Pterodon:1557
+Soul of the Rapids:1549
+Cherished Hatchling:1547
+Crashing Tide:1538
+Recover:1538
+Arch of Orazca:1537
+Majestic Heliopterus:1531
+Sanguine Glorifier:1525
+Form of the Dinosaur:1523
+Pride of Conquerors:1523
+Famished Paladin:1516
+Moment of Triumph:1515
+Silverclad Ferocidons:1511
+Frilled Deathspitter:1509
+Kumena’s Awakening:1505
+Snubhorn Sentry:1504
+Voracious Vampire:1504
+Fathom Fleet Boarder:1501
+Buccaneer’s Bravado:1492
+Thunderherd Migration:1487
+Legion Conquistador:1483
+See Red:1481
+Riverwise Augur:1478
+Cacophodon:1477
+Tomb Robber:1475
+Giltgrove Stalker:1472
+Swaggering Corsair:1472
+Evolving Wilds:1463
+Dinosaur Hunter:1461
+World Shaper:1452
+Path of Mettle:1447
+Hardy Veteran:1446
+Mist-Cloaked Herald:1443
+Fanatical Firebrand:1442
+Jadecraft Artisan:1440
+Stampeding Horncrest:1439
+Admiral’s Order:1436
+Timestream Navigator:1433
+Brazen Freebooter:1427
+Imperial Ceratops:1415
+Aggressive Urge:1413
+Traveler’s Amulet:1412
+Grasping Scoundrel:1403
+Jade Bearer:1384
+Aquatic Incursion:1375
+Shake the Foundations:1374
+Vampire Revenant:1368
+Orazca Raptor:1363
+Sun Sentinel:1362
+Hornswoggle:1350
+Mastermind’s Acquisition:1344
+Raptor Companion:1340
+Sea Legs:1332
+Sun-Collared Raptor:1322
+Tilonalli’s Crown:1318
+Gleaming Barrier:1307
+Enter the Unknown:1301
+Storm the Vault:1297
+Crafty Cutpurse:1291
+Pitiless Plunderer:1288
+Forsaken Sanctuary:1281
+Pirate’s Pillage:1274
+Arterial Flow:1255
+Woodland Stream:1246
+Orazca Frillback:1244
+Dead Man’s Chest:1233
+River Darter:1233
+Naturalize:1224
+Cleansing Ray:1203
+Highland Lake:1199
+Strider Harness:1198
+Negate:1195
+Stone Quarry:1192
+Dark Inquiry:1187
+Release to the Wind:1165
+Plummet:1160
+Foul Orchard:1146
+Orazca Relic:1123
+Flood of Recollection:1121
+Canal Monitor:1094
+Blazing Hope:1069
+Brass’s Bounty:1064
+Sworn Guardian:1060
+Blood Sun:1059
+Gruesome Fate:1036
+Awakened Amalgam:1017
+Induced Amnesia:1003
+Silent Gravestone:968
+Sphinx’s Decree:961
+Shatter:907

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

@@ -0,0 +1,19 @@
+# this file specifies which sets have set files.
+# each line must be exactly the 3 letter expansion code. this corresponds to a csv resource file in the same directory
+# The <set>.csv files have a strict format:
+# each line must be:
+# cardname : integer rating
+# each set's ratings are post-processed to have a normalized score [1..100], so the files don't need to have the same rating system.
+# I created the first few files with draftaholicsanonymous but you can use any integer rating system you want
+grn
+m19
+dom
+rix
+xln
+hou
+akh
+aer
+kld
+mm3
+ima
+m13

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

@@ -0,0 +1,259 @@
+Vraska, Relic Seeker:2381
+Hostage Taker:2336
+Carnage Tyrant:2332
+Regisaur Alpha:2276
+Ripjaw Raptor:2228
+Captivating Crew:2225
+Vraska’s Contempt:2214
+Vona, Butcher of Magan:2192
+Huatli, Warrior Poet:2173
+Repeating Barrage:2144
+Charging Monstrosaur:2133
+Lightning Strike:2122
+Walk the Plank:2096
+Ixalan’s Binding:2083
+Burning Sun’s Avatar:2068
+Mavren Fein, Dusk Apostle:2061
+Settle the Wreckage:2057
+Waker of the Wilds:2033
+Kinjalli’s Sunwing:2032
+Sanctum Seeker:2003
+Rampaging Ferocidon:2000
+Legion’s Landing:1999
+Territorial Hammerskull:1990
+Dreamcaller Siren:1983
+Bishop of Rebirth:1975
+Vanquish the Weak:1969
+River’s Rebuke:1967
+Fathom Fleet Captain:1950
+Imperial Aerosaur:1939
+Drover of the Mighty:1932
+Deathgorge Scavenger:1917
+Snapping Sailback:1916
+Shapers of Nature:1913
+Entrancing Melody:1911
+Contract Killing:1910
+Adanto Vanguard:1901
+Air Elemental:1901
+Dire Fleet Ravager:1889
+Merfolk Branchwalker:1889
+Jace, Cunning Castaway:1881
+Savage Stomp:1878
+Kitesail Freebooter:1877
+Raging Swordtooth:1858
+Ruin Raider:1856
+Vance’s Blasting Cannons:1854
+Unfriendly Fire:1844
+Captain Lannery Storm:1843
+Pious Interdiction:1842
+Firecannon Blast:1837
+Ranging Raptors:1835
+Treasure Map:1832
+Sky Terror:1824
+Vanquisher’s Banner:1823
+Watertrap Weaver:1811
+Pirate’s Cutlass:1806
+Emperor’s Vanguard:1805
+Storm Fleet Aerialist:1805
+Tempest Caller:1798
+Daring Saboteur:1795
+Search for Azcanta:1794
+Rowdy Crew:1793
+Seekers’ Squire:1777
+Skulduggery:1773
+Glorifier of Dusk:1757
+Siren Lookout:1757
+One With the Wind:1754
+Admiral Beckett Brass:1752
+Bishop of the Bloodstained:1752
+Wanted Scoundrels:1750
+Pounce:1748
+Jade Guardian:1740
+Vineshaper Mystic:1740
+Skymarch Bloodletter:1739
+Gishath, Sun’s Avatar:1733
+Call to the Feast:1730
+Paladin of the Bloodstained:1729
+Emissary of Sunrise:1725
+Otepec Huntmaster:1719
+Thundering Spineback:1710
+Tishana’s Wayfinder:1707
+Fiery Cannonade:1697
+Verdant Sun’s Avatar:1692
+Dark Nourishment:1682
+Deadeye Tracker:1679
+Siren Stormtamer:1679
+Chart a Course:1674
+Dire Fleet Captain:1673
+Inspiring Cleric:1671
+Bishop’s Soldier:1669
+Deathless Ancient:1669
+Deeproot Warrior:1669
+Tilonalli’s Knight:1669
+Deadeye Plunderers:1664
+Conqueror’s Galleon:1657
+Bright Reprisal:1654
+Shining Aerosaur:1654
+Raptor Hatchling:1653
+Wakening Sun’s Avatar:1651
+Fell Flagship:1649
+Herald of Secret Streams:1645
+Headstrong Brute:1643
+Fathom Fleet Firebrand:1641
+Colossal Dreadmaw:1637
+Vicious Conquistador:1636
+Bloodcrazed Paladin:1635
+Bellowing Aegisaur:1629
+Tishana, Voice of Thunder:1628
+Kopala, Warden of Waves:1626
+New Horizons:1624
+Deadeye Tormentor:1621
+Marauding Looter:1621
+Kumena’s Speaker:1619
+Vampire’s Zeal:1618
+Duskborne Skymarcher:1616
+Ixalli’s Diviner:1616
+Ravenous Daggertooth:1615
+Angrath’s Marauders:1613
+Perilous Voyage:1613
+Slash of Talons:1613
+Shaper Apprentice:1612
+Wildgrowth Walker:1609
+Storm Fleet Spy:1607
+Sailor of Means:1605
+Bonded Horncrest:1600
+Grazing Whiptail:1597
+Thaumatic Compass:1596
+Thrash of Raptors:1594
+Legion’s Judgment:1591
+Queen’s Commission:1590
+Deeproot Champion:1587
+Steadfast Armasaur:1581
+River Heralds’ Boon:1579
+Rigging Runner:1575
+Goring Ceratops:1572
+Skittering Heartstopper:1572
+Storm Fleet Arsonist:1571
+Dire Fleet Hoarder:1569
+Commune with Dinosaurs:1566
+Atzocan Archer:1562
+River Sneak:1562
+Skyblade of the Legion:1560
+Run Aground:1558
+Anointed Deacon:1557
+Pterodon Knight:1557
+Mark of the Vampire:1555
+Fathom Fleet Cutthroat:1552
+Prosperous Pirates:1549
+Shipwreck Looter:1546
+Arguel’s Blood Fast:1536
+Wind Strider:1535
+Legion Conquistador:1533
+Depths of Desire:1531
+Ruthless Knave:1531
+Sunbird’s Invocation:1531
+Growing Rites of Itlimoc:1525
+Lookout’s Dispersal:1525
+Lightning-Rig Crew:1517
+Sure Strike:1517
+Boneyard Parley:1515
+Dusk Legion Dreadnought:1515
+Priest of the Wakening Sun:1514
+Brazen Buccaneers:1513
+Star of Extinction:1513
+Raptor Companion:1511
+Rallying Roar:1505
+Heartless Pillage:1501
+Sleek Schooner:1500
+Fleet Swallower:1498
+Ixalli’s Keeper:1497
+Dive Down:1496
+Sheltering Light:1492
+Sun-Crowned Hunters:1483
+Cobbled Wings:1474
+Dire Fleet Interloper:1473
+Lurking Chupacabra:1465
+Storm Fleet Pyromancer:1463
+Dowsing Dagger:1456
+Shadowed Caravel:1455
+Spike-Tailed Ceratops:1455
+Kinjalli’s Caller:1454
+Deeproot Waters:1452
+Rootbound Crag:1451
+Verdant Rebirth:1451
+Storm Sculptor:1448
+Frenzied Raptor:1446
+Opt:1440
+Jungle Delver:1438
+Sword-Point Diplomacy:1438
+Nest Robber:1436
+Tilonalli’s Skinshifter:1434
+Siren’s Ruse:1433
+Crushing Canopy:1431
+Dinosaur Stampede:1429
+Overflowing Insight:1425
+Swashbuckling:1418
+Crash the Ramparts:1413
+Sunpetal Grove:1412
+Favorable Winds:1406
+Shapers’ Sanctuary:1406
+Queen’s Bay Soldier:1405
+Deadeye Quartermaster:1401
+Queen’s Agent:1397
+Dual Shot:1396
+Pirate’s Prize:1394
+March of the Drowned:1387
+Blossom Dryad:1385
+Drowned Catacomb:1383
+Tocatli Honor Guard:1373
+Dragonskull Summit:1372
+Raiders’ Wake:1371
+Spell Swindle:1368
+Sunrise Seeker:1361
+Desperate Castaways:1342
+Prying Blade:1338
+Sorcerous Spyglass:1334
+Blight Keeper:1330
+Costly Plunder:1310
+Primal Amulet:1306
+Unclaimed Territory:1306
+Fire Shrine Keeper:1301
+Imperial Lancer:1297
+Belligerent Brontodon:1296
+Emergent Growth:1293
+Wily Goblin:1293
+Cancel:1287
+Duress:1286
+Old-Growth Dryads:1282
+Navigator’s Ruin:1273
+Glacial Fortress:1262
+Trove of Temptation:1259
+Pillar of Origins:1252
+Hijack:1236
+Rile:1234
+Revel in Riches:1232
+Headwater Sentries:1225
+Grim Captain’s Call:1214
+Elaborate Firecannon:1209
+Looming Altisaur:1206
+Encampment Keeper:1199
+Slice in Twain:1198
+Spell Pierce:1186
+Makeshift Munitions:1183
+Rummaging Goblin:1182
+Axis of Mortality:1179
+Unknown Shores:1173
+Shore Keeper:1172
+Ancient Brontodon:1165
+Sanguine Sacrament:1162
+Arcane Adaptation:1151
+Ashes of the Abhorrent:1135
+Ritual of Rejuvenation:1102
+Field of Ruin:1097
+Hierophant’s Chalice:1077
+Gilded Sentinel:1035
+Blinding Fog:1033
+Demystify:1023
+Sentinel Totem:998
+Demolish:994
+Spreading Rot:935