Initial commit: добавление проекта predictV1

Включает модели ML для предсказаний, API маршруты, скрипты обучения и данные.

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>

artifacts/feature_importance_bag_of_heroes.csv

@@ -0,0 +1,226 @@
+feature,importance
+radiant_hero_96,3.5448903148379154
+is_first_pick_radiant,3.1565223041927504
+radiant_hero_137,2.0235517900167266
+radiant_hero_106,1.987790361290638
+dire_hero_96,1.960286880219167
+dire_hero_95,1.9082867265736683
+dire_hero_64,1.7996110650970016
+radiant_hero_29,1.7315926094694511
+radiant_hero_72,1.6448044545454794
+radiant_hero_114,1.6441341241899101
+dire_hero_13,1.6043480443067073
+dire_hero_29,1.5796733982550784
+dire_hero_100,1.5595810413341753
+radiant_hero_120,1.5349678998581766
+radiant_hero_126,1.4997652826627643
+dire_hero_10,1.4639340774176453
+dire_hero_137,1.4356855498450338
+dire_hero_37,1.3886017253491347
+dire_hero_49,1.374665187198288
+radiant_hero_102,1.3283477995280788
+dire_hero_45,1.3278670924698959
+dire_hero_17,1.2812245277976781
+dire_hero_79,1.2784221281359065
+dire_hero_39,1.2667408091038088
+radiant_hero_49,1.2632189131127254
+radiant_hero_38,1.1962602198205863
+dire_hero_123,1.1872109503677573
+dire_hero_102,1.1228931434997156
+radiant_hero_18,1.1174737519883087
+dire_hero_87,1.077588910539817
+radiant_hero_129,1.0219559481460052
+radiant_hero_46,1.0018953069589642
+dire_hero_38,0.9996211369063055
+radiant_hero_37,0.993539916392573
+dire_hero_120,0.9862796010369532
+dire_hero_66,0.9376575493895805
+dire_hero_3,0.9028065601906793
+dire_hero_2,0.901682474329439
+dire_hero_28,0.8948171866399827
+radiant_hero_89,0.89147406950863
+radiant_hero_53,0.8648249886966961
+radiant_hero_98,0.8585308463944029
+radiant_hero_87,0.8381995066812421
+radiant_hero_66,0.8232327944369873
+radiant_hero_39,0.8207115488272696
+dire_hero_94,0.8003485263994297
+dire_hero_129,0.7788770107522424
+radiant_hero_28,0.7776717128986811
+dire_hero_8,0.7691400847093839
+dire_hero_62,0.7635947687074511
+dire_hero_16,0.7634034659406227
+radiant_hero_8,0.7619724662859222
+dire_hero_77,0.7528422859580692
+dire_hero_59,0.7508683533785772
+radiant_hero_17,0.7476607306553408
+radiant_hero_77,0.7441942841775127
+dire_hero_53,0.7276366474281736
+dire_hero_99,0.7233076956342283
+radiant_hero_13,0.7193942058596804
+radiant_hero_128,0.7001897029702516
+radiant_hero_70,0.6938372976032963
+radiant_hero_64,0.6691934104513008
+radiant_hero_123,0.638529772522028
+dire_hero_98,0.6319093349534167
+radiant_hero_45,0.6062424683655009
+radiant_hero_79,0.5868955332730199
+radiant_hero_52,0.5840206533460277
+dire_hero_72,0.5806209726259308
+dire_hero_89,0.5790685908445176
+dire_hero_18,0.5722360992240108
+radiant_hero_95,0.5635903439598497
+dire_hero_70,0.5583839849822786
+dire_hero_69,0.5520070584047531
+dire_hero_46,0.5396131611619958
+dire_hero_119,0.5358381979706183
+radiant_hero_65,0.5192645247152368
+radiant_hero_62,0.5183279865244088
+radiant_hero_135,0.49936800424506134
+radiant_hero_2,0.4817157203218963
+radiant_hero_69,0.4674047119278839
+dire_hero_105,0.4672531552610654
+dire_hero_128,0.46490506129257847
+dire_hero_52,0.45906683460354497
+dire_hero_131,0.4519549389897154
+radiant_hero_100,0.4237007080091267
+radiant_hero_3,0.4200207882294507
+dire_hero_58,0.41845651287518343
+dire_hero_101,0.39098204345118254
+radiant_hero_58,0.36615994337973956
+radiant_hero_90,0.3654215922377207
+radiant_hero_109,0.36114422894241377
+radiant_hero_85,0.3397063517524785
+dire_hero_47,0.33120483123859173
+dire_hero_65,0.3201442668327861
+radiant_hero_16,0.3054077635508628
+dire_hero_51,0.27585362626776144
+dire_hero_126,0.273936700171308
+radiant_hero_145,0.27080666451804547
+dire_hero_50,0.24193256479700528
+dire_hero_14,0.2307593677866238
+dire_hero_138,0.22995826671565825
+dire_hero_108,0.22299160580230648
+radiant_hero_50,0.22224984591119692
+radiant_hero_55,0.22024426849261636
+radiant_hero_110,0.21815464793464948
+dire_hero_145,0.21662542865055226
+dire_hero_109,0.21105314668783304
+dire_hero_71,0.2037500212802944
+radiant_hero_51,0.20131521608992764
+radiant_hero_99,0.1878406955271859
+dire_hero_114,0.18771311441859298
+radiant_hero_61,0.18042090494382437
+radiant_hero_19,0.17972494076335502
+dire_hero_135,0.17674176940995884
+radiant_hero_138,0.17638797830930697
+radiant_hero_11,0.17173288969835926
+radiant_hero_131,0.17163285185364796
+radiant_hero_71,0.1690626448094322
+dire_hero_63,0.1677136535489791
+dire_hero_136,0.1665628310620548
+radiant_hero_59,0.15482478477426076
+dire_hero_1,0.14761511544285089
+radiant_hero_47,0.14432777647536155
+dire_hero_74,0.14328897339865496
+radiant_hero_60,0.1350544787435433
+dire_hero_54,0.13444883015330528
+radiant_hero_33,0.13418407698461643
+radiant_hero_14,0.13062864684037695
+dire_hero_55,0.11982716113335097
+dire_hero_41,0.11590519381635243
+radiant_hero_101,0.11145841473118147
+radiant_hero_26,0.11042331242123556
+radiant_hero_121,0.10624052682211534
+dire_hero_73,0.10523838204127042
+dire_hero_85,0.10116628070719334
+radiant_hero_75,0.0990778076023039
+radiant_hero_136,0.0971404322283737
+dire_hero_121,0.0882738489185766
+radiant_hero_48,0.08644988028482627
+radiant_hero_105,0.08636504455479098
+dire_hero_78,0.086083302792892
+dire_hero_112,0.08186185440747837
+radiant_hero_21,0.08031441854242871
+dire_hero_11,0.08022938628242476
+radiant_hero_1,0.07993183126994755
+radiant_hero_73,0.07987048197448883
+dire_hero_26,0.0751263061140198
+radiant_hero_40,0.07500706396983621
+radiant_hero_88,0.06448627461148718
+radiant_hero_103,0.0596421467981599
+radiant_hero_35,0.05811051984217868
+radiant_hero_108,0.05783500222406305
+radiant_hero_10,0.048789752327982654
+dire_hero_21,0.04778443130941926
+dire_hero_6,0.04540743981832734
+dire_hero_106,0.04419874118360171
+radiant_hero_9,0.04183971731090627
+dire_hero_7,0.04151823003037786
+radiant_hero_36,0.04071609662932216
+dire_hero_93,0.03917124022761937
+radiant_hero_57,0.03746648579498447
+dire_hero_32,0.035168701377993536
+radiant_hero_54,0.03379848987272846
+radiant_hero_83,0.031345340329813724
+dire_hero_103,0.03072106078174553
+dire_hero_60,0.030582548339197258
+radiant_hero_32,0.029014217937254724
+radiant_hero_80,0.026474334315182813
+dire_hero_33,0.02517097042722223
+radiant_hero_78,0.024575425448720087
+radiant_hero_82,0.022026769618172896
+dire_hero_86,0.021481951040091762
+dire_hero_88,0.020529621747134498
+radiant_hero_68,0.019783709474760987
+dire_hero_75,0.019335981384286435
+radiant_hero_63,0.018498391135059748
+radiant_hero_5,0.018167936059773637
+dire_hero_40,0.01747482989495453
+radiant_hero_41,0.01742109465745823
+radiant_hero_23,0.015723888573406297
+radiant_hero_97,0.014281791505775597
+dire_hero_68,0.012826265095086503
+radiant_hero_27,0.012675770453317775
+dire_hero_110,0.012543695625851782
+radiant_hero_15,0.011406703339127508
+dire_hero_19,0.010305059042443747
+dire_hero_97,0.010205238293995356
+dire_hero_104,0.009982129745724043
+radiant_hero_74,0.009456035513835673
+dire_hero_91,0.007828627023014963
+dire_hero_35,0.007655784085914658
+radiant_hero_104,0.0072801341665292155
+dire_hero_82,0.0066323538462641
+dire_hero_23,0.0060004954896882255
+radiant_hero_86,0.005622298563036045
+radiant_hero_25,0.005493482170013952
+radiant_hero_22,0.0054192470856789625
+dire_hero_48,0.0051407952840448615
+radiant_hero_7,0.005138603464622757
+dire_hero_90,0.005123300607378032
+radiant_hero_67,0.004597631094333278
+dire_hero_36,0.002401848761390748
+dire_hero_61,0.00032280295629982147
+dire_hero_43,0.0
+radiant_hero_56,0.0
+dire_hero_67,0.0
+dire_hero_56,0.0
+dire_hero_9,0.0
+dire_hero_5,0.0
+dire_hero_57,0.0
+radiant_hero_6,0.0
+dire_hero_80,0.0
+radiant_hero_112,0.0
+dire_hero_22,0.0
+dire_hero_25,0.0
+radiant_hero_43,0.0
+dire_hero_15,0.0
+radiant_hero_91,0.0
+radiant_hero_93,0.0
+radiant_hero_94,0.0
+dire_hero_34,0.0
+radiant_hero_34,0.0
+radiant_hero_119,0.0
+dire_hero_27,0.0
+dire_hero_83,0.0

artifacts/feature_importance_db.csv

@@ -0,0 +1,411 @@
+feature,importance
+radiant_h126_p2,5.8458473601590715
+radiant_h96_p4,5.2413063229870165
+dire_h10_p3,4.904683311960459
+dire_h37_p3,4.8751699328103335
+radiant_h89_p1,2.4715406190858067
+radiant_h46_p1,2.455964779498448
+radiant_h29_p4,2.3728880092419993
+dire_h95_p3,2.230103174869408
+radiant_h100_p1,2.055912748373654
+radiant_h137_p2,2.011249388205107
+radiant_h114_p1,1.8834632265713043
+radiant_h106_p2,1.862418726366778
+radiant_h18_p1,1.859907271551847
+radiant_h120_p4,1.768662877638573
+radiant_h37_p1,1.7297278884453906
+radiant_h8_p1,1.4434684244563847
+dire_h94_p3,1.394179590286315
+radiant_h110_p1,1.3797194949204172
+dire_h13_p2,1.364320358951324
+dire_h137_p2,1.3423520562699351
+radiant_h128_p1,1.2200491444875372
+radiant_h38_p2,1.1861633538551983
+dire_h29_p5,1.1845192629048282
+radiant_h95_p1,1.1685338110028223
+radiant_h114_p2,1.108551650488793
+dire_h45_p3,1.0881588369614426
+radiant_h16_p4,1.0870253279315796
+dire_h105_p5,1.026037232399492
+dire_h64_p3,0.9866609384774393
+dire_h50_p3,0.9397591580025132
+dire_h126_p2,0.9309916370809915
+dire_h100_p3,0.8936596185436807
+radiant_h128_p4,0.8909609351058465
+dire_h69_p5,0.7665391285229455
+dire_h62_p5,0.7160026508265112
+radiant_h135_p4,0.6826178347246731
+dire_h129_p5,0.6618225408354624
+radiant_h13_p2,0.6453650965826967
+radiant_h100_p2,0.643789764434119
+dire_h101_p3,0.6268127211790587
+dire_h2_p5,0.6256596657614748
+radiant_h79_p1,0.6062709463538
+radiant_h48_p1,0.5665592628123931
+radiant_h72_p1,0.5643459637965885
+dire_h59_p2,0.5592053371112652
+dire_h123_p3,0.538750259730039
+radiant_h49_p1,0.5323370766514985
+radiant_h96_p2,0.5268237229744013
+radiant_h16_p2,0.5227450878750749
+dire_h96_p5,0.5144175057861532
+dire_h79_p3,0.5140812953951107
+dire_h102_p3,0.5001100296143036
+dire_h58_p5,0.49248173684856916
+dire_h96_p2,0.49046939907184245
+dire_h38_p5,0.4900988922655234
+radiant_h62_p4,0.4693824339639839
+dire_h108_p5,0.4481346895143821
+dire_h51_p3,0.42574007658374796
+radiant_h101_p4,0.41274612052046733
+dire_h16_p5,0.3991129414642077
+dire_h98_p2,0.38203893761032565
+radiant_h102_p4,0.3789026178513027
+dire_h33_p5,0.37858029577187385
+radiant_h66_p4,0.36920914966145385
+dire_h79_p5,0.368997590165472
+dire_h14_p2,0.36729790467873835
+dire_h53_p2,0.3575502549625211
+dire_h14_p5,0.3489320324776503
+dire_h131_p5,0.33238827327668086
+radiant_h64_p1,0.31654185831002823
+dire_h145_p3,0.31636605491217396
+dire_h66_p5,0.3056930294825178
+dire_h49_p3,0.30216040809135813
+radiant_h98_p2,0.2983369585155709
+dire_h119_p5,0.2969651388369031
+radiant_h51_p4,0.29503345298908507
+dire_h123_p5,0.29457863284774666
+radiant_h138_p4,0.28462730610184617
+dire_h38_p3,0.28411522961712354
+radiant_h129_p4,0.28071616499432145
+radiant_h87_p1,0.2772353555717822
+dire_h71_p2,0.2771697129061259
+dire_h65_p2,0.2671044075454367
+radiant_h28_p4,0.26180741762762
+dire_h3_p3,0.24847447988978347
+dire_h66_p3,0.24572704845069399
+dire_h98_p5,0.23450022414707072
+radiant_h121_p4,0.23225208934071856
+dire_h41_p3,0.22719989028850499
+dire_h128_p3,0.22553985774297788
+dire_h123_p2,0.22489449839123
+radiant_h85_p4,0.22098025932507387
+radiant_h100_p4,0.21314814210252667
+dire_h64_p5,0.2124310360629601
+radiant_h137_p4,0.21077351042091994
+dire_h54_p3,0.20960551422486035
+dire_h77_p5,0.20917567201529455
+dire_h74_p2,0.20900629651347968
+radiant_h62_p2,0.20047283058947185
+dire_h72_p3,0.19963348230418612
+radiant_h17_p2,0.19943046071083703
+dire_h1_p3,0.1989514989016405
+dire_h112_p3,0.189525683304801
+dire_h135_p5,0.18660153542829755
+radiant_h51_p1,0.1839451724510298
+dire_h17_p2,0.18144460466176354
+radiant_h39_p2,0.1773343712477707
+dire_h128_p5,0.1716387627657839
+radiant_h59_p2,0.1658113264628484
+radiant_h123_p4,0.16524458827289465
+dire_h136_p3,0.16428663110142036
+dire_h99_p3,0.15563937327452676
+radiant_h28_p2,0.1552433245712145
+radiant_h110_p4,0.1481849002793656
+radiant_h109_p1,0.1480295895745146
+dire_h114_p3,0.14642637091481026
+radiant_h136_p1,0.14475648830556773
+dire_h6_p3,0.14266759350968217
+radiant_h10_p1,0.1407809735639152
+dire_h21_p5,0.14009499849996965
+radiant_h19_p4,0.13554800050635046
+radiant_h45_p1,0.1260353455334229
+dire_h62_p2,0.12444567821891489
+dire_h87_p3,0.12400854793721895
+dire_h47_p2,0.12322736048740845
+radiant_h64_p4,0.12025364829699399
+dire_h28_p2,0.1167194303132419
+radiant_h79_p4,0.11126994656278297
+dire_h65_p3,0.11001179790040895
+radiant_h55_p4,0.109830151464457
+radiant_h123_p1,0.10923279779321164
+radiant_h5_p1,0.10825087911784789
+dire_h52_p2,0.10721595385915003
+radiant_h47_p4,0.10657272981209304
+dire_h99_p5,0.10521485722571794
+dire_h58_p3,0.10339880809387055
+radiant_h80_p1,0.10303018459499493
+radiant_h3_p1,0.10205005418627881
+radiant_h77_p4,0.10129398823464544
+dire_h55_p5,0.10110820227360126
+dire_h120_p2,0.09822231013289165
+radiant_h58_p1,0.09653167031005891
+radiant_h65_p2,0.09466007371296598
+dire_h26_p3,0.09409797989341304
+radiant_h49_p2,0.09291996782584751
+dire_h89_p3,0.09133770378009658
+radiant_h65_p4,0.08943794758237843
+radiant_h99_p1,0.08531614935843866
+radiant_h119_p4,0.08499065485609215
+dire_h128_p2,0.08468309192671122
+dire_h103_p3,0.08321942302625805
+dire_h131_p3,0.07824810644437837
+dire_h3_p5,0.07781846172892126
+radiant_h21_p1,0.07714277136775362
+dire_h17_p3,0.07665703405232827
+dire_h79_p2,0.07223633538998198
+radiant_h128_p2,0.07148459937706637
+dire_h11_p2,0.0699511983979549
+dire_h138_p3,0.06729258112518181
+radiant_h53_p2,0.06426211048703748
+dire_h38_p2,0.06328898002223096
+radiant_h87_p4,0.06045458721975193
+dire_h8_p3,0.06008848291210074
+dire_h85_p5,0.05701646690525239
+dire_h59_p3,0.05695578045236214
+dire_h33_p2,0.05685990074342323
+dire_h145_p2,0.05685848500238464
+radiant_h35_p2,0.0563485612274038
+dire_h80_p3,0.054475049923284107
+dire_h37_p5,0.05412797726459125
+dire_h51_p2,0.05238656751072729
+radiant_h21_p2,0.04891215667599588
+radiant_h70_p1,0.048388185285702684
+radiant_h131_p4,0.04632085263177447
+radiant_h7_p4,0.045736550588018905
+dire_h50_p2,0.04486684683506996
+dire_h32_p2,0.044500529959637526
+dire_h109_p3,0.04413961848243405
+radiant_h131_p1,0.043885261597800616
+radiant_h2_p1,0.04229473461558145
+radiant_h59_p1,0.04001087584966364
+dire_h58_p2,0.03949191457469012
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+dire_h136_p5,0.03900219076238762
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artifacts/feature_importance_stacking.csv

@@ -0,0 +1,4 @@
+feature,importance
+pred_with_positions,2.8814398908281142
+pred_bag_of_heroes,6.656601650820854
+pred_with_players,0.3906490762854252

artifacts/feature_order_bag_of_heroes.csv

@@ -0,0 +1,226 @@
+feature
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artifacts/feature_order_db.csv

@@ -0,0 +1,411 @@
+feature
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