Alexey/IIS_2023_1
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Merge pull request 'belyaeva lab 6 ready' (#117) from belyaeva_ekaterina_lab_6 into main

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Reviewed-on: http://student.git.athene.tech/Alexey/IIS_2023_1/pulls/117
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Alexey 2023-11-06 21:51:52 +04:00
commit c813e16f55
6 changed files with 293 additions and 0 deletions
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belyaeva_ekaterina_lab_6/Current_Pub_Meta.csv Normal file
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,Name,Primary Attribute,Roles,Herald Picks,Herald Wins,Herald Win Rate,Guardian Picks,Guardian Wins,Guardian Win Rate,Crusader Picks,Crusader Wins,Crusader Win Rate,Archon Picks,Archon Wins,Archon Win Rate,Legend Picks,Legend Wins,Legend Win Rate,Ancient Picks,Ancient Wins,Ancient Win Rate,Divine Picks,Divine Wins,Divine Win Rate,Immortal Picks,Immortal Wins,Immortal Win Rate
0,Abaddon,all,"Support, Carry, Durable",1111,575,51.76,6408,3309,51.64,13811,7050,51.05,16497,8530,51.71,11360,5877,51.73,5571,2893,51.93,2632,1345,51.1,991,497,50.15
1,Alchemist,str,"Carry, Support, Durable, Disabler, Initiator, Nuker",1119,486,43.43,6370,2883,45.26,12238,5617,45.9,13028,6130,47.05,8455,4055,47.96,4120,1984,48.16,2021,1023,50.62,860,424,49.3
2,Ancient Apparition,int,"Support, Disabler, Nuker",2146,1073,50.0,13697,7069,51.61,30673,16118,52.55,35145,18219,51.84,23114,12166,52.63,10688,5528,51.72,5035,2573,51.1,2134,1076,50.42
3,Anti-Mage,agi,"Carry, Escape, Nuker",3765,1818,48.29,22050,10774,48.86,47371,23304,49.19,49115,24074,49.02,28599,13991,48.92,12303,5958,48.43,4866,2349,48.27,1502,751,50.0
4,Arc Warden,agi,"Carry, Escape, Nuker",1448,704,48.62,8047,4162,51.72,14946,7982,53.41,14711,7875,53.53,9472,5167,54.55,4323,2309,53.41,2104,1148,54.56,789,435,55.13
5,Axe,str,"Initiator, Durable, Disabler, Carry",5343,2880,53.9,32652,17719,54.27,71010,37736,53.14,77869,40559,52.09,49182,25079,50.99,22637,11353,50.15,10114,5000,49.44,3795,1837,48.41
6,Bane,all,"Support, Disabler, Nuker, Durable",745,334,44.83,4983,2422,48.61,11332,5504,48.57,13633,6767,49.64,10132,5032,49.66,5596,2861,51.13,3028,1555,51.35,1958,1055,53.88
7,Batrider,all,"Initiator, Disabler, Escape",349,136,38.97,1983,812,40.95,4053,1595,39.35,4725,1861,39.39,3173,1275,40.18,1678,731,43.56,802,362,45.14,497,227,45.67
8,Beastmaster,all,"Initiator, Disabler, Durable, Nuker",402,174,43.28,2447,1060,43.32,5787,2569,44.39,6930,3092,44.62,5288,2389,45.18,2816,1274,45.24,1593,752,47.21,1176,539,45.83
9,Bloodseeker,agi,"Carry, Disabler, Nuker, Initiator",2765,1382,49.98,12589,6270,49.81,21781,10683,49.05,20961,10420,49.71,13035,6430,49.33,6210,3006,48.41,2941,1475,50.15,1465,718,49.01
10,Bounty Hunter,agi,"Escape, Nuker",3852,1868,48.49,19609,9535,48.63,36362,17600,48.4,37059,18314,49.42,22934,11518,50.22,10584,5276,49.85,5105,2594,50.81,2498,1325,53.04
11,Brewmaster,all,"Carry, Initiator, Durable, Disabler, Nuker",545,280,51.38,3564,1745,48.96,8941,4388,49.08,12340,6111,49.52,11185,5623,50.27,7645,3906,51.09,4812,2478,51.5,3533,1820,51.51
12,Bristleback,str,"Carry, Durable, Initiator, Nuker",5884,3262,55.44,27952,14587,52.19,48847,24379,49.91,46702,22927,49.09,27466,13319,48.49,12398,5969,48.14,5865,2915,49.7,2639,1304,49.41
13,Broodmother,all,"Carry, Pusher, Escape, Nuker",456,173,37.94,2048,842,41.11,3444,1462,42.45,3392,1448,42.69,2193,1048,47.79,1203,602,50.04,795,422,53.08,453,230,50.77
14,Centaur Warrunner,str,"Durable, Initiator, Disabler, Nuker, Escape",1721,911,52.93,11754,6266,53.31,28691,15201,52.98,35369,18741,52.99,25393,13468,53.04,12653,6607,52.22,6124,3181,51.94,2442,1243,50.9
15,Chaos Knight,str,"Carry, Disabler, Durable, Pusher, Initiator",3032,1639,54.06,16762,8931,53.28,31892,17139,53.74,30697,16435,53.54,18217,9810,53.85,8572,4620,53.9,4230,2291,54.16,1750,943,53.89
16,Chen,all,"Support, Pusher",284,125,44.01,1450,678,46.76,2969,1345,45.3,3258,1604,49.23,2641,1331,50.4,1488,767,51.55,970,512,52.78,770,448,58.18
17,Clinkz,agi,"Carry, Escape, Pusher",3151,1608,51.03,13891,7141,51.41,25465,12938,50.81,27327,14066,51.47,18846,9726,51.61,9452,4890,51.74,4765,2475,51.94,2093,1052,50.26
18,Clockwerk,all,"Initiator, Disabler, Durable, Nuker",816,397,48.65,5860,2837,48.41,14478,6929,47.86,18466,8843,47.89,13143,6301,47.94,6612,3169,47.93,3286,1581,48.11,1378,658,47.75
19,Crystal Maiden,int,"Support, Disabler, Nuker",4821,2529,52.46,26584,13626,51.26,52168,26040,49.92,52258,25365,48.54,30690,14848,48.38,13295,6404,48.17,5602,2680,47.84,1638,771,47.07
20,Dark Seer,all,"Initiator, Escape, Disabler",627,320,51.04,3675,1884,51.27,7881,3803,48.26,9589,4844,50.52,7186,3573,49.72,3902,1983,50.82,2145,1095,51.05,1217,593,48.73
21,Dark Willow,all,"Support, Nuker, Disabler, Escape",2654,1293,48.72,13829,6657,48.14,28142,13480,47.9,32114,15785,49.15,23100,11331,49.05,12052,5909,49.03,6400,3182,49.72,3708,1915,51.65
22,Dawnbreaker,str,"Carry, Durable",1746,875,50.11,12297,6105,49.65,32398,15921,49.14,44846,21936,48.91,35474,17441,49.17,19770,9832,49.73,10637,5263,49.48,6339,3173,50.06
23,Dazzle,all,"Support, Nuker, Disabler",2827,1418,50.16,19852,9758,49.15,48236,23691,49.11,56417,27798,49.27,38159,18642,48.85,18695,9199,49.21,8530,4239,49.7,3382,1654,48.91
24,Death Prophet,int,"Carry, Pusher, Nuker, Disabler",1372,659,48.03,6643,3145,47.34,11987,5729,47.79,12268,5856,47.73,7455,3606,48.37,3591,1698,47.28,1872,902,48.18,926,459,49.57
25,Disruptor,int,"Support, Disabler, Nuker, Initiator",1541,757,49.12,11104,5331,48.01,27746,13542,48.81,33742,16310,48.34,23173,11096,47.88,10907,5201,47.68,4859,2255,46.41,1863,861,46.22
26,Doom,str,"Carry, Disabler, Initiator, Durable, Nuker",1049,474,45.19,6112,2767,45.27,13700,6056,44.2,15454,6925,44.81,10727,4842,45.14,5444,2451,45.02,2979,1348,45.25,1545,731,47.31
27,Dragon Knight,str,"Carry, Pusher, Durable, Disabler, Initiator, Nuker",1950,942,48.31,10643,5274,49.55,20451,9733,47.59,20326,9671,47.58,11674,5544,47.49,4979,2355,47.3,2024,973,48.07,725,341,47.03
28,Drow Ranger,agi,"Carry, Disabler, Pusher",5737,2904,50.62,29675,14831,49.98,57655,28573,49.56,56682,27927,49.27,34310,16607,48.4,15050,7171,47.65,5947,2815,47.33,1768,788,44.57
29,Earth Spirit,str,"Nuker, Escape, Disabler, Initiator, Durable",1038,465,44.8,7420,3276,44.15,20807,9432,45.33,30107,14166,47.05,25314,12148,47.99,14579,7041,48.3,7678,3802,49.52,4379,2169,49.53
30,Earthshaker,str,"Support, Initiator, Disabler, Nuker",5012,2455,48.98,29784,14662,49.23,67050,33111,49.38,79963,39843,49.83,57108,28961,50.71,28650,14591,50.93,14186,7296,51.43,6151,3165,51.46
31,Elder Titan,str,"Initiator, Disabler, Nuker, Durable",471,212,45.01,2551,1248,48.92,5213,2570,49.3,5572,2809,50.41,3847,1942,50.48,1964,998,50.81,1124,613,54.54,550,292,53.09
32,Ember Spirit,agi,"Carry, Escape, Nuker, Disabler, Initiator",1514,635,41.94,9180,3836,41.79,20578,8738,42.46,25152,10844,43.11,17703,7814,44.14,8538,3793,44.42,4265,1892,44.36,2065,928,44.94
33,Enchantress,int,"Support, Pusher, Durable, Disabler",1794,848,47.27,8050,3622,44.99,12921,5686,44.01,11673,4974,42.61,6863,2840,41.38,2948,1212,41.11,1434,654,45.61,806,318,39.45
34,Enigma,all,"Disabler, Initiator, Pusher",1317,588,44.65,6937,3171,45.71,12908,5979,46.32,11687,5428,46.44,6194,2839,45.83,2493,1127,45.21,938,437,46.59,338,159,47.04
35,Faceless Void,agi,"Carry, Initiator, Disabler, Escape, Durable",4323,2043,47.26,25618,11902,46.46,54581,25874,47.4,60671,28993,47.79,40137,19611,48.86,19376,9620,49.65,9579,4828,50.4,4439,2256,50.82
36,Grimstroke,int,"Support, Nuker, Disabler, Escape",1455,694,47.7,9714,4789,49.3,24688,12430,50.35,32027,16094,50.25,23193,11795,50.86,12102,6100,50.4,6191,3047,49.22,3449,1666,48.3
37,Gyrocopter,agi,"Carry, Nuker, Disabler",2560,1213,47.38,16589,7882,47.51,42072,20358,48.39,54200,26229,48.39,39414,19053,48.34,20164,9781,48.51,10164,4937,48.57,5241,2507,47.83
38,Hoodwink,agi,"Support, Nuker, Escape, Disabler",2420,1126,46.53,14034,6800,48.45,31382,14964,47.68,35684,16966,47.55,22626,10651,47.07,9949,4690,47.14,4349,2089,48.03,1533,703,45.86
39,Huskar,str,"Carry, Durable, Initiator",3501,1603,45.79,14234,6639,46.64,22794,10912,47.87,21801,10763,49.37,13811,6919,50.1,6769,3535,52.22,3556,1822,51.24,1936,993,51.29
40,Invoker,all,"Carry, Nuker, Disabler, Escape, Pusher",4330,2042,47.16,27625,13176,47.7,69035,33863,49.05,86745,43479,50.12,61821,31510,50.97,31459,16321,51.88,15431,8195,53.11,7852,4148,52.83
41,Io,all,"Support, Escape, Nuker",1274,615,48.27,6158,2999,48.7,12762,6247,48.95,14216,7024,49.41,9564,4843,50.64,5301,2685,50.65,2789,1463,52.46,1464,773,52.8
42,Jakiro,int,"Support, Nuker, Pusher, Disabler",3147,1708,54.27,22718,12413,54.64,56736,30984,54.61,70038,37473,53.5,46389,24997,53.89,22084,11639,52.7,9838,5103,51.87,3282,1729,52.68
43,Juggernaut,agi,"Carry, Pusher, Escape",5585,2711,48.54,30394,14800,48.69,62313,30581,49.08,65590,32344,49.31,39235,19326,49.26,16334,8012,49.05,6419,3066,47.76,1576,731,46.38
44,Keeper of the Light,int,"Support, Nuker, Disabler",896,353,39.4,5051,2216,43.87,10452,4579,43.81,11614,5322,45.82,7870,3627,46.09,4268,2001,46.88,2147,1043,48.58,1333,588,44.11
45,Kunkka,str,"Carry, Support, Disabler, Initiator, Durable, Nuker",2251,1124,49.93,13474,6828,50.68,31210,16196,51.89,39691,21293,53.65,30314,16458,54.29,15706,8793,55.98,7884,4339,55.04,3458,1898,54.89
46,Legion Commander,str,"Carry, Disabler, Initiator, Durable, Nuker",6263,3264,52.12,37100,19157,51.64,81491,41557,51.0,91431,46558,50.92,59383,29917,50.38,27945,13917,49.8,13193,6587,49.93,5601,2745,49.01
47,Leshrac,int,"Carry, Support, Nuker, Pusher, Disabler",674,316,46.88,3872,1799,46.46,7490,3433,45.83,7903,3604,45.6,5322,2526,47.46,2687,1298,48.31,1325,647,48.83,721,357,49.51
48,Lich,int,"Support, Nuker",2700,1412,52.3,16646,8820,52.99,37785,19685,52.1,45471,23554,51.8,31203,16108,51.62,15530,7821,50.36,7243,3597,49.66,2520,1258,49.92
49,Lifestealer,str,"Carry, Durable, Escape, Disabler",2515,1213,48.23,14131,6978,49.38,29724,14627,49.21,31211,15581,49.92,18970,9481,49.98,8689,4400,50.64,3630,1821,50.17,1229,617,50.2
50,Lina,int,"Support, Carry, Nuker, Disabler",4512,2030,44.99,21927,10156,46.32,45301,21210,46.82,54229,25956,47.86,40016,19138,47.83,21072,10112,47.99,10481,5031,48.0,4369,2138,48.94
51,Lion,int,"Support, Disabler, Nuker, Initiator",6204,2855,46.02,37869,17465,46.12,80124,36649,45.74,84390,38176,45.24,50720,22914,45.18,21698,9784,45.09,9308,4280,45.98,3220,1496,46.46
52,Lone Druid,all,"Carry, Pusher, Durable",909,483,53.14,4714,2421,51.36,10987,5858,53.32,14580,7968,54.65,11810,6490,54.95,7241,3971,54.84,4024,2240,55.67,2303,1259,54.67
53,Luna,agi,"Carry, Nuker, Pusher",1927,904,46.91,9091,4271,46.98,16571,7922,47.81,16035,7615,47.49,9728,4634,47.64,4463,2103,47.12,1912,911,47.65,719,322,44.78
54,Lycan,all,"Carry, Pusher, Durable, Escape",374,174,46.52,1894,915,48.31,3691,1744,47.25,3824,1905,49.82,2694,1332,49.44,1460,753,51.58,827,411,49.7,532,289,54.32
55,Magnus,all,"Initiator, Disabler, Nuker, Escape",770,339,44.03,5789,2651,45.79,17837,7954,44.59,26126,12058,46.15,20634,9592,46.49,10574,5056,47.82,4565,2073,45.41,1606,751,46.76
56,Marci,all,"Support, Carry, Initiator, Disabler, Escape",1370,620,45.26,7092,3252,45.85,15199,7240,47.63,18485,8874,48.01,13308,6305,47.38,7176,3476,48.44,3689,1882,51.02,1746,883,50.57
57,Mars,str,"Carry, Initiator, Disabler, Durable",862,375,43.5,5719,2529,44.22,15156,6756,44.58,20719,9369,45.22,16419,7387,44.99,9044,4052,44.8,4536,2093,46.14,1926,868,45.07
58,Medusa,agi,"Carry, Disabler, Durable",1898,902,47.52,9289,4512,48.57,16504,7818,47.37,14796,6886,46.54,7488,3449,46.06,2775,1270,45.77,1073,482,44.92,394,184,46.7
59,Meepo,agi,"Carry, Escape, Nuker, Disabler, Initiator, Pusher",1004,523,52.09,3970,1990,50.13,6904,3587,51.96,7166,3646,50.88,4906,2563,52.24,2383,1282,53.8,1139,588,51.62,585,300,51.28
60,Mirana,all,"Carry, Support, Escape, Nuker, Disabler",2499,1193,47.74,16954,8135,47.98,39985,19097,47.76,45169,21554,47.72,28467,13456,47.27,12800,6047,47.24,5272,2500,47.42,1824,874,47.92
61,Monkey King,agi,"Carry, Escape, Disabler, Initiator",3191,1384,43.37,17306,7544,43.59,35734,16113,45.09,40778,18322,44.93,27558,12630,45.83,14034,6433,45.84,6650,3152,47.4,3040,1440,47.37
62,Morphling,agi,"Carry, Escape, Durable, Nuker, Disabler",1521,690,45.36,8620,4006,46.47,18075,8161,45.15,20414,9235,45.24,14395,6530,45.36,7697,3551,46.13,4432,2050,46.25,2560,1190,46.48
63,Muerta,int,"Carry, Nuker, Disabler",2130,1089,51.13,10787,5740,53.21,22602,11898,52.64,27609,14495,52.5,20175,10465,51.87,10662,5518,51.75,5462,2759,50.51,2948,1517,51.46
64,Naga Siren,agi,"Carry, Support, Pusher, Disabler, Initiator, Escape",1502,804,53.53,6495,3356,51.67,10423,5234,50.22,9830,4929,50.14,6057,2971,49.05,3216,1675,52.08,1855,933,50.3,1242,634,51.05
65,Nature's Prophet,int,"Carry, Pusher, Escape, Nuker",5991,3029,50.56,36433,18143,49.8,83118,42095,50.64,100341,51268,51.09,69436,35870,51.66,34256,17858,52.13,16585,8745,52.73,7182,3755,52.28
66,Necrophos,int,"Carry, Nuker, Durable, Disabler",4776,2702,56.57,28535,15771,55.27,62186,34285,55.13,70212,38163,54.35,46539,24708,53.09,21607,11302,52.31,9677,4994,51.61,3418,1733,50.7
67,Night Stalker,str,"Carry, Initiator, Durable, Disabler, Nuker",1189,594,49.96,7868,3892,49.47,19446,10004,51.45,25524,13506,52.91,20138,10828,53.77,10767,5651,52.48,5499,2889,52.54,2415,1257,52.05
68,Nyx Assassin,all,"Disabler, Nuker, Initiator, Escape",1718,867,50.47,10925,5525,50.57,27207,14073,51.73,34684,18059,52.07,25736,13572,52.74,13313,7093,53.28,6485,3444,53.11,2852,1468,51.47
69,Ogre Magi,str,"Support, Nuker, Disabler, Durable, Initiator",5331,2845,53.37,31507,16299,51.73,62954,32248,51.22,61758,31373,50.8,33746,16988,50.34,13262,6654,50.17,4861,2420,49.78,1271,654,51.46
70,Omniknight,str,"Support, Durable, Nuker",975,479,49.13,6426,3109,48.38,14641,7319,49.99,17258,8731,50.59,11695,5916,50.59,5746,2993,52.09,2870,1469,51.18,1333,656,49.21
71,Oracle,int,"Support, Nuker, Disabler, Escape",796,384,48.24,4857,2417,49.76,13141,6645,50.57,18944,9853,52.01,15221,7964,52.32,8356,4458,53.35,4475,2380,53.18,1905,1018,53.44
72,Outworld Destroyer,int,"Carry, Nuker, Disabler",2226,1118,50.22,13388,6864,51.27,33284,17362,52.16,43991,23377,53.14,32021,16994,53.07,16655,8724,52.38,8123,4218,51.93,3176,1649,51.92
73,Pangolier,all,"Carry, Nuker, Disabler, Durable, Escape, Initiator",1156,534,46.19,7189,3209,44.64,17802,7937,44.58,25785,11677,45.29,21727,10144,46.69,13064,6351,48.61,7567,3737,49.39,5275,2734,51.83
74,Phantom Assassin,agi,"Carry, Escape",8553,4426,51.75,48549,25553,52.63,104756,54881,52.39,119332,62511,52.38,79140,41143,51.99,37399,19325,51.67,17774,9077,51.07,7819,3856,49.32
75,Phantom Lancer,agi,"Carry, Escape, Pusher, Nuker",3641,1960,53.83,19550,10374,53.06,38576,20633,53.49,41505,22310,53.75,26401,14268,54.04,12437,6590,52.99,5708,2985,52.3,2383,1243,52.16
76,Phoenix,all,"Support, Nuker, Initiator, Escape, Disabler",743,315,42.4,5231,2471,47.24,13950,6633,47.55,18350,8864,48.31,13972,6715,48.06,7787,3761,48.3,4322,2132,49.33,2610,1325,50.77
77,Primal Beast,str,"Initiator, Durable, Disabler",1455,701,48.18,9333,4448,47.66,22800,11058,48.5,30084,14643,48.67,24307,11993,49.34,13970,6991,50.04,7742,3890,50.25,4625,2407,52.04
78,Puck,int,"Initiator, Disabler, Escape, Nuker",871,399,45.81,5773,2628,45.52,16596,7578,45.66,24480,11315,46.22,20070,9497,47.32,11023,5298,48.06,5656,2714,47.98,2555,1200,46.97
79,Pudge,str,"Disabler, Initiator, Durable, Nuker",7677,3796,49.45,50891,24776,48.68,114784,56289,49.04,129604,63097,48.68,85800,41542,48.42,41730,20239,48.5,19823,9530,48.08,7112,3431,48.24
80,Pugna,int,"Nuker, Pusher",2075,944,45.49,9998,4695,46.96,18962,8958,47.24,20240,9965,49.23,12807,6199,48.4,5825,2855,49.01,2758,1387,50.29,1195,592,49.54
81,Queen of Pain,int,"Carry, Nuker, Escape",2287,1100,48.1,15119,7354,48.64,37137,18118,48.79,47706,23657,49.59,35500,18018,50.75,18405,9289,50.47,9243,4689,50.73,4227,2113,49.99
82,Razor,agi,"Carry, Durable, Nuker, Pusher",2470,1231,49.84,12000,5964,49.7,24666,12142,49.23,30334,14844,48.94,21832,10558,48.36,11917,5679,47.65,6092,2912,47.8,3144,1551,49.33
83,Riki,agi,"Carry, Escape, Disabler",3684,1929,52.36,19022,9891,52.0,35638,18582,52.14,33908,17415,51.36,20194,10312,51.06,8726,4377,50.16,3735,1855,49.67,1160,559,48.19
84,Rubick,int,"Support, Disabler, Nuker",3090,1404,45.44,21639,9303,42.99,57417,24590,42.83,74874,32603,43.54,55186,24219,43.89,28206,12568,44.56,13732,6106,44.47,5764,2642,45.84
85,Sand King,all,"Initiator, Disabler, Support, Nuker, Escape",2633,1513,57.46,13097,7323,55.91,25271,13807,54.64,26724,14323,53.6,17384,9144,52.6,7907,4104,51.9,3394,1719,50.65,1211,611,50.45
86,Shadow Demon,int,"Support, Disabler, Initiator, Nuker",547,236,43.14,3252,1426,43.85,7920,3524,44.49,9752,4551,46.67,7404,3467,46.83,3956,1876,47.42,2076,1004,48.36,1054,497,47.15
87,Shadow Fiend,agi,"Carry, Nuker",5051,2544,50.37,27255,14064,51.6,58589,29830,50.91,65429,33097,50.58,41810,21189,50.68,18766,9401,50.1,8232,4000,48.59,3016,1430,47.41
88,Shadow Shaman,int,"Support, Pusher, Disabler, Nuker, Initiator",5323,2795,52.51,29733,15606,52.49,58894,31236,53.04,58765,30895,52.57,34475,18242,52.91,15166,7986,52.66,6377,3323,52.11,2413,1253,51.93
89,Silencer,int,"Carry, Support, Disabler, Initiator, Nuker",4229,2324,54.95,27878,14960,53.66,61698,33081,53.62,65256,34458,52.8,38589,19853,51.45,16889,8653,51.23,6836,3416,49.97,2236,1105,49.42
90,Skywrath Mage,int,"Support, Nuker, Disabler",4000,2030,50.75,22783,11675,51.24,46512,23624,50.79,51329,25706,50.08,34167,17364,50.82,16693,8415,50.41,8496,4208,49.53,4389,2069,47.14
91,Slardar,str,"Carry, Durable, Initiator, Disabler, Escape",3935,2129,54.1,21523,11602,53.91,43947,23701,53.93,47721,25633,53.71,29887,16132,53.98,14233,7722,54.25,6530,3467,53.09,2322,1205,51.89
92,Slark,agi,"Carry, Escape, Disabler, Nuker",4815,2521,52.36,29413,14762,50.19,64004,31771,49.64,70173,34411,49.04,44780,21926,48.96,20864,10270,49.22,9969,4962,49.77,4565,2394,52.44
93,Snapfire,all,"Support, Nuker, Disabler, Escape",1524,682,44.75,10646,4576,42.98,27103,12120,44.72,34711,15412,44.4,24351,10786,44.29,11723,5131,43.77,5227,2294,43.89,1987,868,43.68
94,Sniper,agi,"Carry, Nuker",8022,4079,50.85,44508,22727,51.06,88690,45223,50.99,87190,44086,50.56,47411,23648,49.88,18092,8924,49.33,6130,3040,49.59,1370,662,48.32
95,Spectre,agi,"Carry, Durable, Escape",3454,2008,58.14,22097,12356,55.92,49157,26961,54.85,55914,30100,53.83,36321,19338,53.24,16946,8960,52.87,7921,4163,52.56,2568,1370,53.35
96,Spirit Breaker,str,"Carry, Initiator, Disabler, Durable, Escape",4788,2423,50.61,26662,13530,50.75,56535,28908,51.13,63991,32249,50.4,42512,21357,50.24,20119,9926,49.34,9499,4814,50.68,3761,1884,50.09
97,Storm Spirit,int,"Carry, Escape, Nuker, Initiator, Disabler",2202,1001,45.46,11656,5197,44.59,25644,11806,46.04,30968,14210,45.89,21680,10197,47.03,10810,5025,46.48,5278,2382,45.13,2363,1122,47.48
98,Sven,str,"Carry, Disabler, Initiator, Durable, Nuker",3552,1761,49.58,19792,9744,49.23,41296,20478,49.59,48709,24228,49.74,35460,17828,50.28,19795,10065,50.85,11014,5655,51.34,6701,3387,50.54
99,Techies,all,"Nuker, Disabler",2356,1131,48.01,13105,6245,47.65,27293,12893,47.24,29180,13507,46.29,18216,8407,46.15,8266,3771,45.62,3459,1644,47.53,1319,591,44.81
100,Templar Assassin,agi,"Carry, Escape",2142,955,44.58,10932,4758,43.52,21211,9445,44.53,23928,10909,45.59,17399,8242,47.37,9567,4656,48.67,5525,2708,49.01,3524,1775,50.37
101,Terrorblade,agi,"Carry, Pusher, Nuker",1115,484,43.41,5686,2430,42.74,10856,4638,42.72,11518,5041,43.77,8059,3540,43.93,4192,1827,43.58,2419,1082,44.73,1621,700,43.18
102,Tidehunter,str,"Initiator, Durable, Disabler, Nuker, Carry",1835,855,46.59,11159,5369,48.11,26222,12699,48.43,30735,14879,48.41,20523,9727,47.4,9731,4740,48.71,4426,2079,46.97,1998,936,46.85
103,Timbersaw,all,"Nuker, Durable, Escape",1050,448,42.67,5854,2584,44.14,12301,5391,43.83,14295,6097,42.65,9697,4217,43.49,4992,2163,43.33,2419,1021,42.21,1139,471,41.35
104,Tinker,int,"Carry, Nuker, Pusher",2106,944,44.82,11058,5200,47.02,24263,11826,48.74,27531,13614,49.45,19017,9732,51.18,9416,4875,51.77,4700,2466,52.47,1951,1036,53.1
105,Tiny,str,"Carry, Nuker, Pusher, Initiator, Durable, Disabler",1434,654,45.61,7742,3452,44.59,15936,6950,43.61,17139,7468,43.57,11269,4991,44.29,5485,2491,45.41,2599,1216,46.79,1058,519,49.05
106,Treant Protector,str,"Support, Initiator, Durable, Disabler, Escape",1646,899,54.62,11430,5881,51.45,28752,15124,52.6,36093,19344,53.59,28762,15532,54.0,16751,9227,55.08,9870,5468,55.4,6801,3855,56.68
107,Troll Warlord,agi,"Carry, Pusher, Disabler, Durable",3176,1720,54.16,14007,7445,53.15,24729,13022,52.66,25424,13228,52.03,17362,9030,52.01,9427,4913,52.12,4767,2499,52.42,2341,1242,53.05
108,Tusk,str,"Initiator, Disabler, Nuker",1263,565,44.73,8338,3777,45.3,19642,8869,45.15,25308,11520,45.52,18927,8853,46.77,10100,4820,47.72,5220,2502,47.93,2350,1157,49.23
109,Underlord,str,"Support, Nuker, Disabler, Durable, Escape",797,405,50.82,4583,2341,51.08,10067,5057,50.23,11650,5786,49.67,7224,3561,49.29,3310,1591,48.07,1368,673,49.2,395,190,48.1
110,Undying,str,"Support, Durable, Disabler, Nuker",3170,1620,51.1,19403,10116,52.14,40582,21110,52.02,40850,21182,51.85,23985,12454,51.92,10395,5389,51.84,4541,2336,51.44,2064,1012,49.03
111,Ursa,agi,"Carry, Durable, Disabler",2801,1273,45.45,15132,7038,46.51,33269,15478,46.52,40822,19264,47.19,29348,14011,47.74,15262,7375,48.32,7507,3622,48.25,3004,1473,49.03
112,Vengeful Spirit,all,"Support, Initiator, Disabler, Nuker, Escape",2186,1108,50.69,15817,8285,52.38,41843,21809,52.12,57524,30476,52.98,45512,24120,53.0,25581,13382,52.31,13758,7121,51.76,8276,4303,51.99
113,Venomancer,all,"Support, Nuker, Initiator, Pusher, Disabler",2309,1187,51.41,14669,7463,50.88,34787,18020,51.8,41797,21690,51.89,28706,15085,52.55,13974,7338,52.51,6538,3495,53.46,2794,1459,52.22
114,Viper,agi,"Carry, Durable, Initiator, Disabler",4100,2057,50.17,18991,9510,50.08,33517,16923,50.49,32728,16677,50.96,18537,9427,50.86,7851,3928,50.03,3260,1652,50.67,1176,610,51.87
115,Visage,all,"Support, Nuker, Durable, Disabler, Pusher",331,171,51.66,1638,813,49.63,3240,1577,48.67,3840,1986,51.72,3108,1609,51.77,1995,1055,52.88,1309,702,53.63,858,457,53.26
116,Void Spirit,all,"Carry, Escape, Nuker, Disabler",1565,727,46.45,8672,4096,47.23,20010,9694,48.45,25213,12376,49.09,18817,9231,49.06,10026,4920,49.07,4788,2319,48.43,2006,964,48.06
117,Warlock,int,"Support, Initiator, Disabler",2547,1369,53.75,18931,10331,54.57,49795,26999,54.22,66697,36220,54.31,48401,25668,53.03,24999,12942,51.77,12575,6356,50.54,6183,2934,47.45
118,Weaver,agi,"Carry, Escape",2818,1389,49.29,13873,6770,48.8,23493,11571,49.25,21545,10694,49.64,12911,6427,49.78,5809,2928,50.4,2960,1455,49.16,1303,719,55.18
119,Windranger,all,"Carry, Support, Disabler, Escape, Nuker",3861,1814,46.98,19934,9223,46.27,40644,18807,46.27,44476,20652,46.43,28952,13508,46.66,13418,6297,46.93,5898,2782,47.17,2374,1142,48.1
120,Winter Wyvern,all,"Support, Disabler, Nuker",821,371,45.19,5168,2424,46.9,10544,5014,47.55,11184,5308,47.46,7426,3512,47.29,3730,1854,49.71,1862,934,50.16,944,464,49.15
121,Witch Doctor,int,"Support, Nuker, Disabler",7504,4173,55.61,45501,25616,56.3,99664,54963,55.15,111382,60421,54.25,71830,37860,52.71,33164,17334,52.27,14610,7442,50.94,4196,2076,49.48
122,Wraith King,str,"Carry, Support, Durable, Disabler, Initiator",4175,2266,54.28,26362,14516,55.06,58733,32403,55.17,66283,36503,55.07,42360,23083,54.49,19084,10251,53.72,8334,4315,51.78,2707,1376,50.83
123,Zeus,int,"Nuker, Carry",4132,2106,50.97,23721,12487,52.64,51568,27475,53.28,58333,31078,53.28,37821,20047,53.0,17901,9504,53.09,8539,4459,52.22,3400,1791,52.68
1 Name Primary Attribute Roles Herald Picks Herald Wins Herald Win Rate Guardian Picks Guardian Wins Guardian Win Rate Crusader Picks Crusader Wins Crusader Win Rate Archon Picks Archon Wins Archon Win Rate Legend Picks Legend Wins Legend Win Rate Ancient Picks Ancient Wins Ancient Win Rate Divine Picks Divine Wins Divine Win Rate Immortal Picks Immortal Wins Immortal Win Rate
2 0 Abaddon all Support, Carry, Durable 1111 575 51.76 6408 3309 51.64 13811 7050 51.05 16497 8530 51.71 11360 5877 51.73 5571 2893 51.93 2632 1345 51.1 991 497 50.15
3 1 Alchemist str Carry, Support, Durable, Disabler, Initiator, Nuker 1119 486 43.43 6370 2883 45.26 12238 5617 45.9 13028 6130 47.05 8455 4055 47.96 4120 1984 48.16 2021 1023 50.62 860 424 49.3
4 2 Ancient Apparition int Support, Disabler, Nuker 2146 1073 50.0 13697 7069 51.61 30673 16118 52.55 35145 18219 51.84 23114 12166 52.63 10688 5528 51.72 5035 2573 51.1 2134 1076 50.42
5 3 Anti-Mage agi Carry, Escape, Nuker 3765 1818 48.29 22050 10774 48.86 47371 23304 49.19 49115 24074 49.02 28599 13991 48.92 12303 5958 48.43 4866 2349 48.27 1502 751 50.0
6 4 Arc Warden agi Carry, Escape, Nuker 1448 704 48.62 8047 4162 51.72 14946 7982 53.41 14711 7875 53.53 9472 5167 54.55 4323 2309 53.41 2104 1148 54.56 789 435 55.13
7 5 Axe str Initiator, Durable, Disabler, Carry 5343 2880 53.9 32652 17719 54.27 71010 37736 53.14 77869 40559 52.09 49182 25079 50.99 22637 11353 50.15 10114 5000 49.44 3795 1837 48.41
8 6 Bane all Support, Disabler, Nuker, Durable 745 334 44.83 4983 2422 48.61 11332 5504 48.57 13633 6767 49.64 10132 5032 49.66 5596 2861 51.13 3028 1555 51.35 1958 1055 53.88
9 7 Batrider all Initiator, Disabler, Escape 349 136 38.97 1983 812 40.95 4053 1595 39.35 4725 1861 39.39 3173 1275 40.18 1678 731 43.56 802 362 45.14 497 227 45.67
10 8 Beastmaster all Initiator, Disabler, Durable, Nuker 402 174 43.28 2447 1060 43.32 5787 2569 44.39 6930 3092 44.62 5288 2389 45.18 2816 1274 45.24 1593 752 47.21 1176 539 45.83
11 9 Bloodseeker agi Carry, Disabler, Nuker, Initiator 2765 1382 49.98 12589 6270 49.81 21781 10683 49.05 20961 10420 49.71 13035 6430 49.33 6210 3006 48.41 2941 1475 50.15 1465 718 49.01
12 10 Bounty Hunter agi Escape, Nuker 3852 1868 48.49 19609 9535 48.63 36362 17600 48.4 37059 18314 49.42 22934 11518 50.22 10584 5276 49.85 5105 2594 50.81 2498 1325 53.04
13 11 Brewmaster all Carry, Initiator, Durable, Disabler, Nuker 545 280 51.38 3564 1745 48.96 8941 4388 49.08 12340 6111 49.52 11185 5623 50.27 7645 3906 51.09 4812 2478 51.5 3533 1820 51.51
14 12 Bristleback str Carry, Durable, Initiator, Nuker 5884 3262 55.44 27952 14587 52.19 48847 24379 49.91 46702 22927 49.09 27466 13319 48.49 12398 5969 48.14 5865 2915 49.7 2639 1304 49.41
15 13 Broodmother all Carry, Pusher, Escape, Nuker 456 173 37.94 2048 842 41.11 3444 1462 42.45 3392 1448 42.69 2193 1048 47.79 1203 602 50.04 795 422 53.08 453 230 50.77
16 14 Centaur Warrunner str Durable, Initiator, Disabler, Nuker, Escape 1721 911 52.93 11754 6266 53.31 28691 15201 52.98 35369 18741 52.99 25393 13468 53.04 12653 6607 52.22 6124 3181 51.94 2442 1243 50.9
17 15 Chaos Knight str Carry, Disabler, Durable, Pusher, Initiator 3032 1639 54.06 16762 8931 53.28 31892 17139 53.74 30697 16435 53.54 18217 9810 53.85 8572 4620 53.9 4230 2291 54.16 1750 943 53.89
18 16 Chen all Support, Pusher 284 125 44.01 1450 678 46.76 2969 1345 45.3 3258 1604 49.23 2641 1331 50.4 1488 767 51.55 970 512 52.78 770 448 58.18
19 17 Clinkz agi Carry, Escape, Pusher 3151 1608 51.03 13891 7141 51.41 25465 12938 50.81 27327 14066 51.47 18846 9726 51.61 9452 4890 51.74 4765 2475 51.94 2093 1052 50.26
20 18 Clockwerk all Initiator, Disabler, Durable, Nuker 816 397 48.65 5860 2837 48.41 14478 6929 47.86 18466 8843 47.89 13143 6301 47.94 6612 3169 47.93 3286 1581 48.11 1378 658 47.75
21 19 Crystal Maiden int Support, Disabler, Nuker 4821 2529 52.46 26584 13626 51.26 52168 26040 49.92 52258 25365 48.54 30690 14848 48.38 13295 6404 48.17 5602 2680 47.84 1638 771 47.07
22 20 Dark Seer all Initiator, Escape, Disabler 627 320 51.04 3675 1884 51.27 7881 3803 48.26 9589 4844 50.52 7186 3573 49.72 3902 1983 50.82 2145 1095 51.05 1217 593 48.73
23 21 Dark Willow all Support, Nuker, Disabler, Escape 2654 1293 48.72 13829 6657 48.14 28142 13480 47.9 32114 15785 49.15 23100 11331 49.05 12052 5909 49.03 6400 3182 49.72 3708 1915 51.65
24 22 Dawnbreaker str Carry, Durable 1746 875 50.11 12297 6105 49.65 32398 15921 49.14 44846 21936 48.91 35474 17441 49.17 19770 9832 49.73 10637 5263 49.48 6339 3173 50.06
25 23 Dazzle all Support, Nuker, Disabler 2827 1418 50.16 19852 9758 49.15 48236 23691 49.11 56417 27798 49.27 38159 18642 48.85 18695 9199 49.21 8530 4239 49.7 3382 1654 48.91
26 24 Death Prophet int Carry, Pusher, Nuker, Disabler 1372 659 48.03 6643 3145 47.34 11987 5729 47.79 12268 5856 47.73 7455 3606 48.37 3591 1698 47.28 1872 902 48.18 926 459 49.57
27 25 Disruptor int Support, Disabler, Nuker, Initiator 1541 757 49.12 11104 5331 48.01 27746 13542 48.81 33742 16310 48.34 23173 11096 47.88 10907 5201 47.68 4859 2255 46.41 1863 861 46.22
28 26 Doom str Carry, Disabler, Initiator, Durable, Nuker 1049 474 45.19 6112 2767 45.27 13700 6056 44.2 15454 6925 44.81 10727 4842 45.14 5444 2451 45.02 2979 1348 45.25 1545 731 47.31
29 27 Dragon Knight str Carry, Pusher, Durable, Disabler, Initiator, Nuker 1950 942 48.31 10643 5274 49.55 20451 9733 47.59 20326 9671 47.58 11674 5544 47.49 4979 2355 47.3 2024 973 48.07 725 341 47.03
30 28 Drow Ranger agi Carry, Disabler, Pusher 5737 2904 50.62 29675 14831 49.98 57655 28573 49.56 56682 27927 49.27 34310 16607 48.4 15050 7171 47.65 5947 2815 47.33 1768 788 44.57
31 29 Earth Spirit str Nuker, Escape, Disabler, Initiator, Durable 1038 465 44.8 7420 3276 44.15 20807 9432 45.33 30107 14166 47.05 25314 12148 47.99 14579 7041 48.3 7678 3802 49.52 4379 2169 49.53
32 30 Earthshaker str Support, Initiator, Disabler, Nuker 5012 2455 48.98 29784 14662 49.23 67050 33111 49.38 79963 39843 49.83 57108 28961 50.71 28650 14591 50.93 14186 7296 51.43 6151 3165 51.46
33 31 Elder Titan str Initiator, Disabler, Nuker, Durable 471 212 45.01 2551 1248 48.92 5213 2570 49.3 5572 2809 50.41 3847 1942 50.48 1964 998 50.81 1124 613 54.54 550 292 53.09
34 32 Ember Spirit agi Carry, Escape, Nuker, Disabler, Initiator 1514 635 41.94 9180 3836 41.79 20578 8738 42.46 25152 10844 43.11 17703 7814 44.14 8538 3793 44.42 4265 1892 44.36 2065 928 44.94
35 33 Enchantress int Support, Pusher, Durable, Disabler 1794 848 47.27 8050 3622 44.99 12921 5686 44.01 11673 4974 42.61 6863 2840 41.38 2948 1212 41.11 1434 654 45.61 806 318 39.45
36 34 Enigma all Disabler, Initiator, Pusher 1317 588 44.65 6937 3171 45.71 12908 5979 46.32 11687 5428 46.44 6194 2839 45.83 2493 1127 45.21 938 437 46.59 338 159 47.04
37 35 Faceless Void agi Carry, Initiator, Disabler, Escape, Durable 4323 2043 47.26 25618 11902 46.46 54581 25874 47.4 60671 28993 47.79 40137 19611 48.86 19376 9620 49.65 9579 4828 50.4 4439 2256 50.82
38 36 Grimstroke int Support, Nuker, Disabler, Escape 1455 694 47.7 9714 4789 49.3 24688 12430 50.35 32027 16094 50.25 23193 11795 50.86 12102 6100 50.4 6191 3047 49.22 3449 1666 48.3
39 37 Gyrocopter agi Carry, Nuker, Disabler 2560 1213 47.38 16589 7882 47.51 42072 20358 48.39 54200 26229 48.39 39414 19053 48.34 20164 9781 48.51 10164 4937 48.57 5241 2507 47.83
40 38 Hoodwink agi Support, Nuker, Escape, Disabler 2420 1126 46.53 14034 6800 48.45 31382 14964 47.68 35684 16966 47.55 22626 10651 47.07 9949 4690 47.14 4349 2089 48.03 1533 703 45.86
41 39 Huskar str Carry, Durable, Initiator 3501 1603 45.79 14234 6639 46.64 22794 10912 47.87 21801 10763 49.37 13811 6919 50.1 6769 3535 52.22 3556 1822 51.24 1936 993 51.29
42 40 Invoker all Carry, Nuker, Disabler, Escape, Pusher 4330 2042 47.16 27625 13176 47.7 69035 33863 49.05 86745 43479 50.12 61821 31510 50.97 31459 16321 51.88 15431 8195 53.11 7852 4148 52.83
43 41 Io all Support, Escape, Nuker 1274 615 48.27 6158 2999 48.7 12762 6247 48.95 14216 7024 49.41 9564 4843 50.64 5301 2685 50.65 2789 1463 52.46 1464 773 52.8
44 42 Jakiro int Support, Nuker, Pusher, Disabler 3147 1708 54.27 22718 12413 54.64 56736 30984 54.61 70038 37473 53.5 46389 24997 53.89 22084 11639 52.7 9838 5103 51.87 3282 1729 52.68
45 43 Juggernaut agi Carry, Pusher, Escape 5585 2711 48.54 30394 14800 48.69 62313 30581 49.08 65590 32344 49.31 39235 19326 49.26 16334 8012 49.05 6419 3066 47.76 1576 731 46.38
46 44 Keeper of the Light int Support, Nuker, Disabler 896 353 39.4 5051 2216 43.87 10452 4579 43.81 11614 5322 45.82 7870 3627 46.09 4268 2001 46.88 2147 1043 48.58 1333 588 44.11
47 45 Kunkka str Carry, Support, Disabler, Initiator, Durable, Nuker 2251 1124 49.93 13474 6828 50.68 31210 16196 51.89 39691 21293 53.65 30314 16458 54.29 15706 8793 55.98 7884 4339 55.04 3458 1898 54.89
48 46 Legion Commander str Carry, Disabler, Initiator, Durable, Nuker 6263 3264 52.12 37100 19157 51.64 81491 41557 51.0 91431 46558 50.92 59383 29917 50.38 27945 13917 49.8 13193 6587 49.93 5601 2745 49.01
49 47 Leshrac int Carry, Support, Nuker, Pusher, Disabler 674 316 46.88 3872 1799 46.46 7490 3433 45.83 7903 3604 45.6 5322 2526 47.46 2687 1298 48.31 1325 647 48.83 721 357 49.51
50 48 Lich int Support, Nuker 2700 1412 52.3 16646 8820 52.99 37785 19685 52.1 45471 23554 51.8 31203 16108 51.62 15530 7821 50.36 7243 3597 49.66 2520 1258 49.92
51 49 Lifestealer str Carry, Durable, Escape, Disabler 2515 1213 48.23 14131 6978 49.38 29724 14627 49.21 31211 15581 49.92 18970 9481 49.98 8689 4400 50.64 3630 1821 50.17 1229 617 50.2
52 50 Lina int Support, Carry, Nuker, Disabler 4512 2030 44.99 21927 10156 46.32 45301 21210 46.82 54229 25956 47.86 40016 19138 47.83 21072 10112 47.99 10481 5031 48.0 4369 2138 48.94
53 51 Lion int Support, Disabler, Nuker, Initiator 6204 2855 46.02 37869 17465 46.12 80124 36649 45.74 84390 38176 45.24 50720 22914 45.18 21698 9784 45.09 9308 4280 45.98 3220 1496 46.46
54 52 Lone Druid all Carry, Pusher, Durable 909 483 53.14 4714 2421 51.36 10987 5858 53.32 14580 7968 54.65 11810 6490 54.95 7241 3971 54.84 4024 2240 55.67 2303 1259 54.67
55 53 Luna agi Carry, Nuker, Pusher 1927 904 46.91 9091 4271 46.98 16571 7922 47.81 16035 7615 47.49 9728 4634 47.64 4463 2103 47.12 1912 911 47.65 719 322 44.78
56 54 Lycan all Carry, Pusher, Durable, Escape 374 174 46.52 1894 915 48.31 3691 1744 47.25 3824 1905 49.82 2694 1332 49.44 1460 753 51.58 827 411 49.7 532 289 54.32
57 55 Magnus all Initiator, Disabler, Nuker, Escape 770 339 44.03 5789 2651 45.79 17837 7954 44.59 26126 12058 46.15 20634 9592 46.49 10574 5056 47.82 4565 2073 45.41 1606 751 46.76
58 56 Marci all Support, Carry, Initiator, Disabler, Escape 1370 620 45.26 7092 3252 45.85 15199 7240 47.63 18485 8874 48.01 13308 6305 47.38 7176 3476 48.44 3689 1882 51.02 1746 883 50.57
59 57 Mars str Carry, Initiator, Disabler, Durable 862 375 43.5 5719 2529 44.22 15156 6756 44.58 20719 9369 45.22 16419 7387 44.99 9044 4052 44.8 4536 2093 46.14 1926 868 45.07
60 58 Medusa agi Carry, Disabler, Durable 1898 902 47.52 9289 4512 48.57 16504 7818 47.37 14796 6886 46.54 7488 3449 46.06 2775 1270 45.77 1073 482 44.92 394 184 46.7
61 59 Meepo agi Carry, Escape, Nuker, Disabler, Initiator, Pusher 1004 523 52.09 3970 1990 50.13 6904 3587 51.96 7166 3646 50.88 4906 2563 52.24 2383 1282 53.8 1139 588 51.62 585 300 51.28
62 60 Mirana all Carry, Support, Escape, Nuker, Disabler 2499 1193 47.74 16954 8135 47.98 39985 19097 47.76 45169 21554 47.72 28467 13456 47.27 12800 6047 47.24 5272 2500 47.42 1824 874 47.92
63 61 Monkey King agi Carry, Escape, Disabler, Initiator 3191 1384 43.37 17306 7544 43.59 35734 16113 45.09 40778 18322 44.93 27558 12630 45.83 14034 6433 45.84 6650 3152 47.4 3040 1440 47.37
64 62 Morphling agi Carry, Escape, Durable, Nuker, Disabler 1521 690 45.36 8620 4006 46.47 18075 8161 45.15 20414 9235 45.24 14395 6530 45.36 7697 3551 46.13 4432 2050 46.25 2560 1190 46.48
65 63 Muerta int Carry, Nuker, Disabler 2130 1089 51.13 10787 5740 53.21 22602 11898 52.64 27609 14495 52.5 20175 10465 51.87 10662 5518 51.75 5462 2759 50.51 2948 1517 51.46
66 64 Naga Siren agi Carry, Support, Pusher, Disabler, Initiator, Escape 1502 804 53.53 6495 3356 51.67 10423 5234 50.22 9830 4929 50.14 6057 2971 49.05 3216 1675 52.08 1855 933 50.3 1242 634 51.05
67 65 Nature's Prophet int Carry, Pusher, Escape, Nuker 5991 3029 50.56 36433 18143 49.8 83118 42095 50.64 100341 51268 51.09 69436 35870 51.66 34256 17858 52.13 16585 8745 52.73 7182 3755 52.28
68 66 Necrophos int Carry, Nuker, Durable, Disabler 4776 2702 56.57 28535 15771 55.27 62186 34285 55.13 70212 38163 54.35 46539 24708 53.09 21607 11302 52.31 9677 4994 51.61 3418 1733 50.7
69 67 Night Stalker str Carry, Initiator, Durable, Disabler, Nuker 1189 594 49.96 7868 3892 49.47 19446 10004 51.45 25524 13506 52.91 20138 10828 53.77 10767 5651 52.48 5499 2889 52.54 2415 1257 52.05
70 68 Nyx Assassin all Disabler, Nuker, Initiator, Escape 1718 867 50.47 10925 5525 50.57 27207 14073 51.73 34684 18059 52.07 25736 13572 52.74 13313 7093 53.28 6485 3444 53.11 2852 1468 51.47
71 69 Ogre Magi str Support, Nuker, Disabler, Durable, Initiator 5331 2845 53.37 31507 16299 51.73 62954 32248 51.22 61758 31373 50.8 33746 16988 50.34 13262 6654 50.17 4861 2420 49.78 1271 654 51.46
72 70 Omniknight str Support, Durable, Nuker 975 479 49.13 6426 3109 48.38 14641 7319 49.99 17258 8731 50.59 11695 5916 50.59 5746 2993 52.09 2870 1469 51.18 1333 656 49.21
73 71 Oracle int Support, Nuker, Disabler, Escape 796 384 48.24 4857 2417 49.76 13141 6645 50.57 18944 9853 52.01 15221 7964 52.32 8356 4458 53.35 4475 2380 53.18 1905 1018 53.44
74 72 Outworld Destroyer int Carry, Nuker, Disabler 2226 1118 50.22 13388 6864 51.27 33284 17362 52.16 43991 23377 53.14 32021 16994 53.07 16655 8724 52.38 8123 4218 51.93 3176 1649 51.92
75 73 Pangolier all Carry, Nuker, Disabler, Durable, Escape, Initiator 1156 534 46.19 7189 3209 44.64 17802 7937 44.58 25785 11677 45.29 21727 10144 46.69 13064 6351 48.61 7567 3737 49.39 5275 2734 51.83
76 74 Phantom Assassin agi Carry, Escape 8553 4426 51.75 48549 25553 52.63 104756 54881 52.39 119332 62511 52.38 79140 41143 51.99 37399 19325 51.67 17774 9077 51.07 7819 3856 49.32
77 75 Phantom Lancer agi Carry, Escape, Pusher, Nuker 3641 1960 53.83 19550 10374 53.06 38576 20633 53.49 41505 22310 53.75 26401 14268 54.04 12437 6590 52.99 5708 2985 52.3 2383 1243 52.16
78 76 Phoenix all Support, Nuker, Initiator, Escape, Disabler 743 315 42.4 5231 2471 47.24 13950 6633 47.55 18350 8864 48.31 13972 6715 48.06 7787 3761 48.3 4322 2132 49.33 2610 1325 50.77
79 77 Primal Beast str Initiator, Durable, Disabler 1455 701 48.18 9333 4448 47.66 22800 11058 48.5 30084 14643 48.67 24307 11993 49.34 13970 6991 50.04 7742 3890 50.25 4625 2407 52.04
80 78 Puck int Initiator, Disabler, Escape, Nuker 871 399 45.81 5773 2628 45.52 16596 7578 45.66 24480 11315 46.22 20070 9497 47.32 11023 5298 48.06 5656 2714 47.98 2555 1200 46.97
81 79 Pudge str Disabler, Initiator, Durable, Nuker 7677 3796 49.45 50891 24776 48.68 114784 56289 49.04 129604 63097 48.68 85800 41542 48.42 41730 20239 48.5 19823 9530 48.08 7112 3431 48.24
82 80 Pugna int Nuker, Pusher 2075 944 45.49 9998 4695 46.96 18962 8958 47.24 20240 9965 49.23 12807 6199 48.4 5825 2855 49.01 2758 1387 50.29 1195 592 49.54
83 81 Queen of Pain int Carry, Nuker, Escape 2287 1100 48.1 15119 7354 48.64 37137 18118 48.79 47706 23657 49.59 35500 18018 50.75 18405 9289 50.47 9243 4689 50.73 4227 2113 49.99
84 82 Razor agi Carry, Durable, Nuker, Pusher 2470 1231 49.84 12000 5964 49.7 24666 12142 49.23 30334 14844 48.94 21832 10558 48.36 11917 5679 47.65 6092 2912 47.8 3144 1551 49.33
85 83 Riki agi Carry, Escape, Disabler 3684 1929 52.36 19022 9891 52.0 35638 18582 52.14 33908 17415 51.36 20194 10312 51.06 8726 4377 50.16 3735 1855 49.67 1160 559 48.19
86 84 Rubick int Support, Disabler, Nuker 3090 1404 45.44 21639 9303 42.99 57417 24590 42.83 74874 32603 43.54 55186 24219 43.89 28206 12568 44.56 13732 6106 44.47 5764 2642 45.84
87 85 Sand King all Initiator, Disabler, Support, Nuker, Escape 2633 1513 57.46 13097 7323 55.91 25271 13807 54.64 26724 14323 53.6 17384 9144 52.6 7907 4104 51.9 3394 1719 50.65 1211 611 50.45
88 86 Shadow Demon int Support, Disabler, Initiator, Nuker 547 236 43.14 3252 1426 43.85 7920 3524 44.49 9752 4551 46.67 7404 3467 46.83 3956 1876 47.42 2076 1004 48.36 1054 497 47.15
89 87 Shadow Fiend agi Carry, Nuker 5051 2544 50.37 27255 14064 51.6 58589 29830 50.91 65429 33097 50.58 41810 21189 50.68 18766 9401 50.1 8232 4000 48.59 3016 1430 47.41
90 88 Shadow Shaman int Support, Pusher, Disabler, Nuker, Initiator 5323 2795 52.51 29733 15606 52.49 58894 31236 53.04 58765 30895 52.57 34475 18242 52.91 15166 7986 52.66 6377 3323 52.11 2413 1253 51.93
91 89 Silencer int Carry, Support, Disabler, Initiator, Nuker 4229 2324 54.95 27878 14960 53.66 61698 33081 53.62 65256 34458 52.8 38589 19853 51.45 16889 8653 51.23 6836 3416 49.97 2236 1105 49.42
92 90 Skywrath Mage int Support, Nuker, Disabler 4000 2030 50.75 22783 11675 51.24 46512 23624 50.79 51329 25706 50.08 34167 17364 50.82 16693 8415 50.41 8496 4208 49.53 4389 2069 47.14
93 91 Slardar str Carry, Durable, Initiator, Disabler, Escape 3935 2129 54.1 21523 11602 53.91 43947 23701 53.93 47721 25633 53.71 29887 16132 53.98 14233 7722 54.25 6530 3467 53.09 2322 1205 51.89
94 92 Slark agi Carry, Escape, Disabler, Nuker 4815 2521 52.36 29413 14762 50.19 64004 31771 49.64 70173 34411 49.04 44780 21926 48.96 20864 10270 49.22 9969 4962 49.77 4565 2394 52.44
95 93 Snapfire all Support, Nuker, Disabler, Escape 1524 682 44.75 10646 4576 42.98 27103 12120 44.72 34711 15412 44.4 24351 10786 44.29 11723 5131 43.77 5227 2294 43.89 1987 868 43.68
96 94 Sniper agi Carry, Nuker 8022 4079 50.85 44508 22727 51.06 88690 45223 50.99 87190 44086 50.56 47411 23648 49.88 18092 8924 49.33 6130 3040 49.59 1370 662 48.32
97 95 Spectre agi Carry, Durable, Escape 3454 2008 58.14 22097 12356 55.92 49157 26961 54.85 55914 30100 53.83 36321 19338 53.24 16946 8960 52.87 7921 4163 52.56 2568 1370 53.35
98 96 Spirit Breaker str Carry, Initiator, Disabler, Durable, Escape 4788 2423 50.61 26662 13530 50.75 56535 28908 51.13 63991 32249 50.4 42512 21357 50.24 20119 9926 49.34 9499 4814 50.68 3761 1884 50.09
99 97 Storm Spirit int Carry, Escape, Nuker, Initiator, Disabler 2202 1001 45.46 11656 5197 44.59 25644 11806 46.04 30968 14210 45.89 21680 10197 47.03 10810 5025 46.48 5278 2382 45.13 2363 1122 47.48
100 98 Sven str Carry, Disabler, Initiator, Durable, Nuker 3552 1761 49.58 19792 9744 49.23 41296 20478 49.59 48709 24228 49.74 35460 17828 50.28 19795 10065 50.85 11014 5655 51.34 6701 3387 50.54
101 99 Techies all Nuker, Disabler 2356 1131 48.01 13105 6245 47.65 27293 12893 47.24 29180 13507 46.29 18216 8407 46.15 8266 3771 45.62 3459 1644 47.53 1319 591 44.81
102 100 Templar Assassin agi Carry, Escape 2142 955 44.58 10932 4758 43.52 21211 9445 44.53 23928 10909 45.59 17399 8242 47.37 9567 4656 48.67 5525 2708 49.01 3524 1775 50.37
103 101 Terrorblade agi Carry, Pusher, Nuker 1115 484 43.41 5686 2430 42.74 10856 4638 42.72 11518 5041 43.77 8059 3540 43.93 4192 1827 43.58 2419 1082 44.73 1621 700 43.18
104 102 Tidehunter str Initiator, Durable, Disabler, Nuker, Carry 1835 855 46.59 11159 5369 48.11 26222 12699 48.43 30735 14879 48.41 20523 9727 47.4 9731 4740 48.71 4426 2079 46.97 1998 936 46.85
105 103 Timbersaw all Nuker, Durable, Escape 1050 448 42.67 5854 2584 44.14 12301 5391 43.83 14295 6097 42.65 9697 4217 43.49 4992 2163 43.33 2419 1021 42.21 1139 471 41.35
106 104 Tinker int Carry, Nuker, Pusher 2106 944 44.82 11058 5200 47.02 24263 11826 48.74 27531 13614 49.45 19017 9732 51.18 9416 4875 51.77 4700 2466 52.47 1951 1036 53.1
107 105 Tiny str Carry, Nuker, Pusher, Initiator, Durable, Disabler 1434 654 45.61 7742 3452 44.59 15936 6950 43.61 17139 7468 43.57 11269 4991 44.29 5485 2491 45.41 2599 1216 46.79 1058 519 49.05
108 106 Treant Protector str Support, Initiator, Durable, Disabler, Escape 1646 899 54.62 11430 5881 51.45 28752 15124 52.6 36093 19344 53.59 28762 15532 54.0 16751 9227 55.08 9870 5468 55.4 6801 3855 56.68
109 107 Troll Warlord agi Carry, Pusher, Disabler, Durable 3176 1720 54.16 14007 7445 53.15 24729 13022 52.66 25424 13228 52.03 17362 9030 52.01 9427 4913 52.12 4767 2499 52.42 2341 1242 53.05
110 108 Tusk str Initiator, Disabler, Nuker 1263 565 44.73 8338 3777 45.3 19642 8869 45.15 25308 11520 45.52 18927 8853 46.77 10100 4820 47.72 5220 2502 47.93 2350 1157 49.23
111 109 Underlord str Support, Nuker, Disabler, Durable, Escape 797 405 50.82 4583 2341 51.08 10067 5057 50.23 11650 5786 49.67 7224 3561 49.29 3310 1591 48.07 1368 673 49.2 395 190 48.1
112 110 Undying str Support, Durable, Disabler, Nuker 3170 1620 51.1 19403 10116 52.14 40582 21110 52.02 40850 21182 51.85 23985 12454 51.92 10395 5389 51.84 4541 2336 51.44 2064 1012 49.03
113 111 Ursa agi Carry, Durable, Disabler 2801 1273 45.45 15132 7038 46.51 33269 15478 46.52 40822 19264 47.19 29348 14011 47.74 15262 7375 48.32 7507 3622 48.25 3004 1473 49.03
114 112 Vengeful Spirit all Support, Initiator, Disabler, Nuker, Escape 2186 1108 50.69 15817 8285 52.38 41843 21809 52.12 57524 30476 52.98 45512 24120 53.0 25581 13382 52.31 13758 7121 51.76 8276 4303 51.99
115 113 Venomancer all Support, Nuker, Initiator, Pusher, Disabler 2309 1187 51.41 14669 7463 50.88 34787 18020 51.8 41797 21690 51.89 28706 15085 52.55 13974 7338 52.51 6538 3495 53.46 2794 1459 52.22
116 114 Viper agi Carry, Durable, Initiator, Disabler 4100 2057 50.17 18991 9510 50.08 33517 16923 50.49 32728 16677 50.96 18537 9427 50.86 7851 3928 50.03 3260 1652 50.67 1176 610 51.87
117 115 Visage all Support, Nuker, Durable, Disabler, Pusher 331 171 51.66 1638 813 49.63 3240 1577 48.67 3840 1986 51.72 3108 1609 51.77 1995 1055 52.88 1309 702 53.63 858 457 53.26
118 116 Void Spirit all Carry, Escape, Nuker, Disabler 1565 727 46.45 8672 4096 47.23 20010 9694 48.45 25213 12376 49.09 18817 9231 49.06 10026 4920 49.07 4788 2319 48.43 2006 964 48.06
119 117 Warlock int Support, Initiator, Disabler 2547 1369 53.75 18931 10331 54.57 49795 26999 54.22 66697 36220 54.31 48401 25668 53.03 24999 12942 51.77 12575 6356 50.54 6183 2934 47.45
120 118 Weaver agi Carry, Escape 2818 1389 49.29 13873 6770 48.8 23493 11571 49.25 21545 10694 49.64 12911 6427 49.78 5809 2928 50.4 2960 1455 49.16 1303 719 55.18
121 119 Windranger all Carry, Support, Disabler, Escape, Nuker 3861 1814 46.98 19934 9223 46.27 40644 18807 46.27 44476 20652 46.43 28952 13508 46.66 13418 6297 46.93 5898 2782 47.17 2374 1142 48.1
122 120 Winter Wyvern all Support, Disabler, Nuker 821 371 45.19 5168 2424 46.9 10544 5014 47.55 11184 5308 47.46 7426 3512 47.29 3730 1854 49.71 1862 934 50.16 944 464 49.15
123 121 Witch Doctor int Support, Nuker, Disabler 7504 4173 55.61 45501 25616 56.3 99664 54963 55.15 111382 60421 54.25 71830 37860 52.71 33164 17334 52.27 14610 7442 50.94 4196 2076 49.48
124 122 Wraith King str Carry, Support, Durable, Disabler, Initiator 4175 2266 54.28 26362 14516 55.06 58733 32403 55.17 66283 36503 55.07 42360 23083 54.49 19084 10251 53.72 8334 4315 51.78 2707 1376 50.83
125 123 Zeus int Nuker, Carry 4132 2106 50.97 23721 12487 52.64 51568 27475 53.28 58333 31078 53.28 37821 20047 53.0 17901 9504 53.09 8539 4459 52.22 3400 1791 52.68

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## Задание
Использовать нейронную сеть MLPClassifier для данных из таблицы 1 по
варианту, самостоятельно сформулировав задачу. Интерпретировать результаты и оценить, насколько хорошо она подходит для решения сформулированной вами задачи
## Как запустить лабораторную
Запустить файл main.py
## Используемые технологии
Библиотеки pandas, scikit-learn, их компоненты
## Описание лабораторной (программы)
Данный код берет данные из датасета о персонажах Dota 2, где описаны атрибуты персонажей, их роли, название, и как часто их пикают и какой у них винрейт на каждом звании в Доте, от реркута до титана.
В моем случае была поставлена задача понять, можно ли определить позицию персонажа (всего в игре есть 5 позиций -
carry, mid, offlane, support, full support), по его главному атрибуту и по тому, какие роли он выполняет в игре. Учитывая
то, что Dota 2 имеет 124 персонажа, все они очень разные, поэтому была вероятность, что модель не установит зависимость и
не будет работать в принципе. Именно поэтому я посчитала данную задачу довольно интересной. В моем датасете присутствует информация о главном атрибуте персонажа и его ролях, но нет
информации о том, на каких позициях он играется. Поэтому для выяснения этого списка я обратилась к внешним ресурсам
и занесла информацию об этом в программу вручную. Это можно увидеть в коде в месте, где определяются роли.
![positions.png](positions.png)
Программа берет столбцы Name, Roles, PrimaryAttribute из датасета. Так как в столбце Roles есть 9 значений, которые прописаны
в разном количестве и разные у каждого персонажа, нужно было создать 9 дополнительных столбцов, где для каждого персонажа
выставлялось 1, если такая роль присутствует в его описании и 0, если ее нет.
Пример:
data['IsDurable'] = data['Roles'].apply(lambda x: 1 if 'Durable' in x else 0)
Далее столбец Roles был удален.
Так как PrimaryAttribute указан в строковом значении, он так же был переведен в числовое значение.
После этого нужно было заполнить столбцы posCarry, posMid, posOfflane, posSupport, posFullSupport. Если персонаж есть в списке
персонажей с этой позицией, там проставлялась 1, 0 - если нет.
В итоге получился датасет, где есть имя персонажа, его главный атрибут в виде числа, его роли (1 - если есть, 0 - если нет)
и то же самое с позициями.
Далее датафрейм делится на признаки (все столбцы, кроме столбцов с позициями) и метки (столбцы с позициями). Метки переводятся в числовой формат с помощью LabelEncoder(), иначе программа не может с ними работать.
Данные делятся на обучающую и тестовую выборку.
Модель создается таким образом потому, что если ставить меньшее число итераций или скрытых слоев, то она не успевала обучаться.
model = MLPClassifier(hidden_layer_sizes=(128, 128, 128), activation='relu', max_iter=1000, random_state=42)
Затем происходит предсказание позиций для тестовой выборки и оценка работы модели с помощью accuracy_score и classification_report
## Результат
В результате получаем следующее:
![accuracy.png](accuracy.png)
Оценка модели имеет относительно низкое значение. Однако, как было сказано ранее, она могла не работать в принципе, поэтому
я считаю это достаточно неплохим результатом и поставленная цель была выполнена - было выяснено, что позиция персонажа
все-таки зависит от его атрибута и ролей, которые он выполняет по игре, хоть эта зависимость и не 100% явная. Если бы она
была явная, например, все персонажи с атрибутом "сила" - это позиция offlane, тогда работа модели была бы значительно лучше.
Далее мы получаем classification report:
![classificationReport.png](classificationReport.png)
В данном отчете представлены 5 классов, то есть позиции (0, 1, 2, 3, 4). Для каждого класса представлены значения точности,
полноты и F1-оценки, вычисленные с использованием соответствующих метрик. Также показана поддержка класса, которая
представляет собой количество образцов, принадлежащих этому классу.
Precision (точность) - это метрика, которая оценивает долю правильно классифицированных объектов из всех объектов, которые модель отнесла к данному классу. Она измеряет, насколько точно модель предсказывает положительные классы.
Recall (полнота) - это метрика, которая оценивает долю правильно классифицированных объектов, отнесенных моделью к данному классу, относительно всех объектов, принадлежащих к данному классу. Она измеряет, насколько полно модель находит положительные классы.
F1-мера (F1-score) - это гармоническое среднее между precision и recall. Она используется для объединения оценок точности и полноты в единую метрику. F1-мера принимает значение между 0 и 1, где 1 - это идеальное значение, означающее, что модель идеально находит и точно классифицирует объекты положительного класса
micro avg - средневзвешенное значение точности, полноты и F1-оценки во всех классах, подсчитанное по общему количеству образцов.
macro avg - среднее значение точности, полноты и F1-оценки по всем классам, без учета количества образцов.
weighted avg - средневзвешенное значение точности, полноты и F1-оценки по всем классам, учитывая количество образцов.
samples avg - средневзвешенное значение точности, полноты и F1-оценки по всем классам, учитывая количество образцов
класса (если образец может принадлежать нескольким классам).
Из данного отчета можно сделать вывод о том, что по атрибутам и ролям в игре модель точно выявила персонажей для позиции
mid и offlane, но при этом, при работе с объектами, модель пропустила больше всего объектов, относящихся к этим классам,
и занесла их в другие классы, из-за чего снизилась precision других классов. Мы сами должны выбирать, что важнее - точность или полнота,
и в моем случае важнее точность, ведь изначально стоял вопрос о том, сможет ли модель определить, что к чему относится. Но низкие
значения полноты говорят о том, что низкое значение accuracy вполне оправдано, и хоть модель и может выявить, какие объекты к каким классам относятся,
делает она это не совсем "пОлно" и пропускает некоторые объекты.
Что касается признаков micro avg, macro avg, weighted avg, samples avg - все они показывают неплохие результаты относительно
ожиданий по поводу работы модели. Я думаю, что для поставленной задачи значения этих показателей довольно высоки.
Вывод: точность и показатели из отчета вышли достаточно хорошими относительно поставленной задачи, также был получен ответ на вопрос
зависит ли позиция персонажа от его атрибута и роли. Следовательно, с задачей разработанная модель справилась.

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import pandas as pd
from sklearn.neural_network import MLPClassifier
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from sklearn.preprocessing import LabelEncoder
from sklearn.metrics import accuracy_score, classification_report
# Чтение данных из файла Current_Pub_Meta.csv
current_pub_meta = pd.read_csv('Current_Pub_Meta.csv')
# Создаем пустой DataFrame для хранения данных
data = pd.DataFrame(columns=['Name', 'Roles', 'Primary Attribute', 'IsDurable', 'IsSupport', 'IsCarry', 'IsDisabler',
'IsInitiator', 'IsNuker', 'IsEscaper', 'IsPusher', 'posCarry', 'posMid',
'posOfflane', 'posSupport', 'posHardSupport'])
# Добавление новых столбцов из файла в датафрейм data
data['Name'] = current_pub_meta['Name']
data['Roles'] = current_pub_meta['Roles']
data['Primary Attribute'] = current_pub_meta['Primary Attribute']
data['Primary Attribute'] = data['Primary Attribute'].map({'str': 0, 'all': 1, 'int': 2, 'agi': 3})
data['IsDurable'] = data['Roles'].apply(lambda x: 1 if 'Durable' in x else 0)
data['IsCarry'] = data['Roles'].apply(lambda x: 1 if 'Carry' in x else 0)
data['IsSupport'] = data['Roles'].apply(lambda x: 1 if 'Support' in x else 0)
data['IsDisabler'] = data['Roles'].apply(lambda x: 1 if 'Disabler' in x else 0)
data['IsInitiator'] = data['Roles'].apply(lambda x: 1 if 'Initiator' in x else 0)
data['IsNuker'] = data['Roles'].apply(lambda x: 1 if 'Nuker' in x else 0)
data['IsEscaper'] = data['Roles'].apply(lambda x: 1 if 'Escaper' in x else 0)
data['IsPusher'] = data['Roles'].apply(lambda x: 1 if 'Pusher' in x else 0)
#Удаление столбца Roles
data.drop('Roles', axis=1, inplace=True)
# Создаем список персонажей на каждую позицию
roles = {
'posHardSupport': ['Undying', 'Pudge', 'Marci', 'Grimstroke', 'Elder Titan', 'Warlock', 'Dazzle', 'Witch Doctor', 'Vengeful Spirit', 'Ancient Apparition', 'Disruptor', 'Keeper of the Light', 'Rubick', 'Jakiro', 'Oracle', 'Visage', 'Silencer', 'Shadow Demon', 'Chen', 'Winter Wyvern', 'Bane', 'Treant Protector', 'Io', 'Enchantress', 'Naga Siren'],
'posSupport': ['Venomancer', 'Tusk', 'Tiny', 'Spirit Breaker', 'Techies', 'Snapfire', 'Pudge', 'Muerta', 'Marci', 'Hoodwink', 'Grimstroke', 'Earth Spirit', 'Bounty Hunter', 'Crystal Maiden', 'Lion', 'Shadow Shaman', 'Lich', 'Ogre Magi', 'Warlock', 'Dazzle', 'Witch Doctor', 'Vengeful Spirit', 'Ancient Apparition', 'Disruptor', 'Keeper of the Light', 'Rubick', 'Jakiro', 'Oracle', 'Visage', 'Silencer', 'Shadow Demon', 'Chen', 'Winter Wyvern', 'Bane', 'Treant Protector', 'Io', 'Enchantress', 'Naga Siren', 'Earthshaker', 'Skywrath Mage', 'Leshrac', 'Shadow Fiend', 'Nyx Assassin', 'Pugna', 'Lina', 'Zeus', "Nature's Prophet", 'Dark Willow'],
'posOfflane': ['Wraith King', 'Spirit Breaker', 'Snapfire', 'Pudge', 'Primal Beast', 'Marci', 'Dragon Knight', 'Tidehunter', 'Centaur Warrunner', 'Dark Seer', 'Beastmaster', 'Mars', 'Brewmaster', 'Timbersaw', 'Bristleback', 'Abaddon', 'Axe', 'Enigma', 'Sand King', 'Clockwerk', 'Doom', 'Underlord', 'Omniknight', 'Legion Commander', "Nature's Prophet", 'Slardar', 'Faceless Void', 'Earthshaker', 'Pangolier', 'Pugna', 'Mars', 'Batrider', 'Windranger', 'Mirana', 'Beastmaster', 'Brewmaster', 'Phoenix', 'Beastmaster', 'Dark Seer', 'Lone Druid', 'Timbersaw', 'Broodmother', "Nature's Prophet", 'Magnus', 'Necrophos', 'Bloodseeker', 'Lycan'],
'posMid': ['Void Spirit', 'Pudge', 'Primal Beast', 'Earth Spirit', 'Dragon Knight', 'Arc Warden', 'Invoker', 'Storm Spirit', 'Shadow Fiend', 'Templar Assassin', 'Queen of Pain', 'Puck', 'Zeus', 'Tinker', 'Lina', 'Ember Spirit', 'Outworld Destroyer', 'Morphling', 'Leshrac', 'Sniper', 'Mirana', 'Viper', 'Death Prophet', 'Razor', 'Pugna', 'Skywrath Mage', "Nature's Prophet", 'Windranger', 'Batrider', 'Lina', 'Shadow Fiend', 'Templar Assassin', 'Ember Spirit', 'Huskar', 'Kunkka', 'Puck', 'Queen of Pain', 'Invoker', 'Storm Spirit', 'Outworld Devourer', 'Death Prophet', 'Razor', 'Lina', 'Sniper', 'Medusa', 'Leshrac', 'Viper'],
'posCarry': ['Pudge', 'Muerta', 'Monkey King', 'Drow Ranger', 'Alchemist', 'Anti-Mage', 'Spectre', 'Juggernaut', 'Phantom Assassin', 'Faceless Void', 'Phantom Lancer', 'Lifestealer', 'Slark', 'Terrorblade', 'Medusa', 'Luna', 'Shadow Fiend', 'Morphling', 'Templar Assassin', 'Ember Spirit', 'Naga Siren', 'Troll Warlord', 'Gyrocopter', 'Lone Druid', 'Ursa', 'Riki', 'Sven', 'Phantom Lancer', 'Chaos Knight', 'Night Stalker', 'Wraith King', 'Meepo', 'Troll Warlord', 'Juggernaut', 'Lifestealer', 'Templar Assassin', 'Ursa', 'Clinkz', 'Weaver', 'Riki', 'Spectre', 'Phantom Assassin', 'Naga Siren', 'Luna', 'Gyrocopter', 'Meepo', 'Lone Druid', 'Slark', 'Morphling', 'Terrorblade', 'Medusa', 'Faceless Void']
}
# Перебираем каждого героя и добавляем значения в соответствующие столбцы
for index, row in data.iterrows():
for role, characters in roles.items():
data.loc[index, role] = int(row['Name'] in characters)
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)
print(data)
# Разделение датафрейма на признаки и метки
X = data[['Primary Attribute', 'IsDurable', 'IsSupport', 'IsCarry', 'IsDisabler', 'IsInitiator', 'IsNuker', 'IsEscaper', 'IsPusher']]
y = data[['posCarry', 'posMid', 'posOfflane', 'posSupport', 'posHardSupport']]
# Преобразование меток в числовой формат
label_encoder = LabelEncoder()
y = y.apply(label_encoder.fit_transform)
# Разделение выборки на обучающую и тестовую
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=42)
# Создание и обучение модели
model = MLPClassifier(hidden_layer_sizes=(128, 128, 128), activation='relu', max_iter=1000, random_state=42)
model.fit(X_train, y_train)
# Предсказание позиций для тестовой выборки
y_pred = model.predict(X_test)
# Оценка точности модели
accuracy = accuracy_score(y_test, y_pred)
class_report = classification_report(y_test, y_pred)
print("Accuracy:", accuracy)
print('Classification Report:')
print(class_report)

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