Update README.md

README.md

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-{'language': None, 'license': None, 'library_name': 'sklearn', 'tags': ['sklearn', 'skops', 'tabular-classification'], 'base_model': None, 'datasets': None, 'metrics': None, 'eval_results': None, 'model_name': None, 'model_format': 'pickle', 'model_file': 'random_forest_model.joblib', 'widget': [{'structuredData': {'CSM': [30.6, 30.6, 30.6], 'DPM': [1652.0, 1652.0, 1652.0], 'DRA%': [0.556, 0.556, 0.556], 'DRA@15': [0.48, 0.48, 0.48], 'DRAPG': [2.19, 2.19, 2.19], 'Deaths / game': [11.9, 11.9, 11.9], 'FB%': [0.7040000000000001, 0.7040000000000001, 0.7040000000000001], 'FT%': [0.444, 0.444, 0.444], 'GD@15': [-292.0, -292.0, -292.0], 'GDM': [44, 44, 44], 'GPM': [1780, 1780, 1780], 'Game duration': [37.38333333333333, 37.38333333333333, 37.38333333333333], 'Games': [27, 27, 27], 'HER%': [0.667, 0.667, 0.667], 'HERPG': [0.3, 0.3, 0.3], 'K:D': [1.03, 1.03, 1.03], 'Kills / game': [12.3, 12.3, 12.3], 'NASH%': [0.622, 0.622, 0.622], 'NASHPG': [1.0, 1.0, 1.0], 'OppPick_Aatrox': [0, 0, 0], 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0], 'OppPick_Udyr': [0, 0, 0], 'OppPick_Urgot': [0, 0, 0], 'OppPick_Varus': [1, 0, 1], 'OppPick_Vayne': [0, 0, 0], 'OppPick_Veigar': [0, 0, 0], "OppPick_Vel'Koz": [0, 0, 0], 'OppPick_Vex': [0, 0, 0], 'OppPick_Vi': [0, 0, 0], 'OppPick_Viego': [0, 0, 0], 'OppPick_Viktor': [0, 0, 0], 'OppPick_Vladimir': [0, 0, 0], 'OppPick_Volibear': [0, 0, 0], 'OppPick_Warwick': [0, 0, 0], 'OppPick_Wukong': [0, 0, 0], 'OppPick_Xayah': [0, 0, 0], 'OppPick_Xerath': [0, 0, 0], 'OppPick_Xin Zhao': [0, 0, 0], 'OppPick_Yasuo': [0, 0, 0], 'OppPick_Yone': [0, 0, 0], 'OppPick_Yorick': [0, 0, 0], 'OppPick_Yuumi': [0, 0, 0], 'OppPick_Zac': [0, 0, 0], 'OppPick_Zed': [0, 0, 0], 'OppPick_Zeri': [0, 0, 0], 'OppPick_Ziggs': [0, 0, 0], 'OppPick_Zilean': [0, 0, 0], 'OppPick_Zoe': [0, 0, 0], 'OppPick_Zyra': [0, 0, 0], 'PlayerPick_Aatrox': [0, 0, 0], 'PlayerPick_Ahri': [0, 0, 0], 'PlayerPick_Akali': [0, 0, 0], 'PlayerPick_Akshan': [0, 0, 0], 'PlayerPick_Alistar': [0, 0, 0], 'PlayerPick_Amumu': [0, 0, 0], 'PlayerPick_Anivia': [0, 0, 0], 'PlayerPick_Annie': [0, 0, 0], 'PlayerPick_Aphelios': [0, 0, 0], 'PlayerPick_Ashe': [0, 0, 0], 'PlayerPick_Aurelion Sol': [0, 0, 0], 'PlayerPick_Azir': [0, 0, 0], 'PlayerPick_Bard': [0, 0, 0], "PlayerPick_Bel'Veth": [0, 0, 0], 'PlayerPick_Blitzcrank': [0, 0, 0], 'PlayerPick_Brand': [0, 0, 0], 'PlayerPick_Braum': [0, 0, 0], 'PlayerPick_Briar': [0, 0, 0], 'PlayerPick_Caitlyn': [0, 0, 0], 'PlayerPick_Camille': [0, 0, 0], 'PlayerPick_Cassiopeia': [0, 0, 0], "PlayerPick_Cho'Gath": [0, 0, 0], 'PlayerPick_Corki': [0, 0, 0], 'PlayerPick_Darius': [0, 0, 0], 'PlayerPick_Diana': [0, 0, 0], 'PlayerPick_Dr. Mundo': [0, 0, 0], 'PlayerPick_Draven': [0, 0, 0], 'PlayerPick_Ekko': [0, 0, 0], 'PlayerPick_Elise': [0, 0, 0], 'PlayerPick_Evelynn': [0, 0, 0], 'PlayerPick_Ezreal': [0, 0, 0], 'PlayerPick_Fiddlesticks': [0, 0, 0], 'PlayerPick_Fiora': [0, 0, 0], 'PlayerPick_Fizz': [0, 0, 0], 'PlayerPick_Galio': [0, 0, 0], 'PlayerPick_Gangplank': [0, 0, 0], 'PlayerPick_Garen': [0, 0, 0], 'PlayerPick_Gnar': [0, 0, 0], 'PlayerPick_Gragas': [0, 0, 0], 'PlayerPick_Graves': [0, 0, 0], 'PlayerPick_Gwen': [0, 0, 0], 'PlayerPick_Hecarim': [0, 0, 0], 'PlayerPick_Heimerdinger': [0, 0, 0], 'PlayerPick_Illaoi': [0, 0, 0], 'PlayerPick_Irelia': [0, 0, 0], 'PlayerPick_Ivern': [0, 0, 0], 'PlayerPick_Janna': [0, 0, 0], 'PlayerPick_Jarvan IV': [0, 0, 0], 'PlayerPick_Jax': [0, 0, 0], 'PlayerPick_Jayce': [0, 0, 0], 'PlayerPick_Jhin': [0, 0, 0], 'PlayerPick_Jinx': [0, 0, 0], "PlayerPick_K'Sante": [0, 0, 0], "PlayerPick_Kai'Sa": [0, 0, 0], 'PlayerPick_Kalista': [0, 0, 0], 'PlayerPick_Karma': [0, 0, 0], 'PlayerPick_Karthus': [0, 0, 0], 'PlayerPick_Kassadin': [0, 0, 0], 'PlayerPick_Katarina': [0, 0, 0], 'PlayerPick_Kayle': [0, 0, 0], 'PlayerPick_Kayn': [0, 0, 0], 'PlayerPick_Kennen': [0, 0, 0], "PlayerPick_Kha'Zix": [0, 0, 0], 'PlayerPick_Kindred': [0, 0, 0], 'PlayerPick_Kled': [0, 0, 0], "PlayerPick_Kog'Maw": [0, 0, 0], 'PlayerPick_LeBlanc': [0, 0, 0], 'PlayerPick_Lee Sin': [0, 0, 0], 'PlayerPick_Leona': [0, 0, 0], 'PlayerPick_Lillia': [0, 0, 0], 'PlayerPick_Lissandra': [0, 0, 0], 'PlayerPick_Lucian': [0, 0, 0], 'PlayerPick_Lulu': [0, 0, 0], 'PlayerPick_Lux': [0, 0, 0], 'PlayerPick_Malphite': [0, 0, 0], 'PlayerPick_Malzahar': [0, 0, 0], 'PlayerPick_Maokai': [0, 0, 0], 'PlayerPick_Master Yi': [0, 0, 0], 'PlayerPick_Milio': [0, 0, 0], 'PlayerPick_Miss Fortune': [0, 0, 0], 'PlayerPick_Mordekaiser': [0, 0, 0], 'PlayerPick_Morgana': [0, 0, 0], 'PlayerPick_Naafiri': [0, 0, 0], 'PlayerPick_Nami': [0, 0, 0], 'PlayerPick_Nasus': [0, 0, 0], 'PlayerPick_Nautilus': [1, 1, 1], 'PlayerPick_Neeko': [0, 0, 0], 'PlayerPick_Nidalee': [0, 0, 0], 'PlayerPick_Nilah': [0, 0, 0], 'PlayerPick_Nocturne': [0, 0, 0], 'PlayerPick_Nunu & Willump': [0, 0, 0], 'PlayerPick_Olaf': [0, 0, 0], 'PlayerPick_Orianna': [0, 0, 0], 'PlayerPick_Ornn': [0, 0, 0], 'PlayerPick_Pantheon': [0, 0, 0], 'PlayerPick_Poppy': [0, 0, 0], 'PlayerPick_Pyke': [0, 0, 0], 'PlayerPick_Qiyana': [0, 0, 0], 'PlayerPick_Quinn': [0, 0, 0], 'PlayerPick_Rakan': [0, 0, 0], 'PlayerPick_Rammus': [0, 0, 0], "PlayerPick_Rek'Sai": [0, 0, 0], 'PlayerPick_Rell': [0, 0, 0], 'PlayerPick_Renata Glasc': [0, 0, 0], 'PlayerPick_Renekton': [0, 0, 0], 'PlayerPick_Rengar': [0, 0, 0], 'PlayerPick_Riven': [0, 0, 0], 'PlayerPick_Rumble': [0, 0, 0], 'PlayerPick_Ryze': [0, 0, 0], 'PlayerPick_Samira': [0, 0, 0], 'PlayerPick_Sejuani': [0, 0, 0], 'PlayerPick_Senna': [0, 0, 0], 'PlayerPick_Seraphine': [0, 0, 0], 'PlayerPick_Sett': [0, 0, 0], 'PlayerPick_Shaco': [0, 0, 0], 'PlayerPick_Shen': [0, 0, 0], 'PlayerPick_Shyvana': [0, 0, 0], 'PlayerPick_Singed': [0, 0, 0], 'PlayerPick_Sion': [0, 0, 0], 'PlayerPick_Sivir': [0, 0, 0], 'PlayerPick_Skarner': [0, 0, 0], 'PlayerPick_Sona': [0, 0, 0], 'PlayerPick_Soraka': [0, 0, 0], 'PlayerPick_Swain': [0, 0, 0], 'PlayerPick_Sylas': [0, 0, 0], 'PlayerPick_Syndra': [0, 0, 0], 'PlayerPick_Tahm Kench': [0, 0, 0], 'PlayerPick_Taliyah': [0, 0, 0], 'PlayerPick_Talon': [0, 0, 0], 'PlayerPick_Taric': [0, 0, 0], 'PlayerPick_Teemo': [0, 0, 0], 'PlayerPick_Thresh': [0, 0, 0], 'PlayerPick_Tristana': [0, 0, 0], 'PlayerPick_Trundle': [0, 0, 0], 'PlayerPick_Tryndamere': [0, 0, 0], 'PlayerPick_Twisted Fate': [0, 0, 0], 'PlayerPick_Twitch': [0, 0, 0], 'PlayerPick_Udyr': [0, 0, 0], 'PlayerPick_Urgot': [0, 0, 0], 'PlayerPick_Varus': [0, 0, 0], 'PlayerPick_Vayne': [0, 0, 0], 'PlayerPick_Veigar': [0, 0, 0], "PlayerPick_Vel'Koz": [0, 0, 0], 'PlayerPick_Vex': [0, 0, 0], 'PlayerPick_Vi': [0, 0, 0], 'PlayerPick_Viego': [0, 0, 0], 'PlayerPick_Viktor': [0, 0, 0], 'PlayerPick_Vladimir': [0, 0, 0], 'PlayerPick_Volibear': [0, 0, 0], 'PlayerPick_Warwick': [0, 0, 0], 'PlayerPick_Wukong': [0, 0, 0], 'PlayerPick_Xayah': [0, 0, 0], 'PlayerPick_Xerath': [0, 0, 0], 'PlayerPick_Xin Zhao': [0, 0, 0], 'PlayerPick_Yasuo': [0, 0, 0], 'PlayerPick_Yone': [0, 0, 0], 'PlayerPick_Yorick': [0, 0, 0], 'PlayerPick_Yuumi': [0, 0, 0], 'PlayerPick_Zac': [0, 0, 0], 'PlayerPick_Zed': [0, 0, 0], 'PlayerPick_Zeri': [0, 0, 0], 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'TeamPick_Ornn': [0, 0, 0], 'TeamPick_Pantheon': [0, 0, 0], 'TeamPick_Poppy': [0, 0, 0], 'TeamPick_Pyke': [0, 0, 0], 'TeamPick_Qiyana': [0, 0, 0], 'TeamPick_Quinn': [0, 0, 0], 'TeamPick_Rakan': [0, 0, 0], 'TeamPick_Rammus': [0, 0, 0], "TeamPick_Rek'Sai": [0, 0, 0], 'TeamPick_Rell': [0, 0, 0], 'TeamPick_Renata Glasc': [0, 0, 0], 'TeamPick_Renekton': [0, 0, 0], 'TeamPick_Rengar': [0, 0, 0], 'TeamPick_Riven': [0, 0, 0], 'TeamPick_Rumble': [0, 0, 0], 'TeamPick_Ryze': [0, 1, 1], 'TeamPick_Samira': [0, 0, 0], 'TeamPick_Sejuani': [0, 0, 0], 'TeamPick_Senna': [0, 0, 0], 'TeamPick_Seraphine': [0, 0, 0], 'TeamPick_Sett': [0, 0, 0], 'TeamPick_Shaco': [0, 0, 0], 'TeamPick_Shen': [0, 0, 0], 'TeamPick_Shyvana': [0, 0, 0], 'TeamPick_Singed': [0, 0, 0], 'TeamPick_Sion': [0, 0, 0], 'TeamPick_Sivir': [0, 0, 0], 'TeamPick_Skarner': [0, 0, 0], 'TeamPick_Sona': [0, 0, 0], 'TeamPick_Soraka': [0, 0, 0], 'TeamPick_Swain': [0, 0, 0], 'TeamPick_Sylas': [0, 0, 0], 'TeamPick_Syndra': [1, 0, 0], 'TeamPick_Tahm Kench': [0, 0, 0], 'TeamPick_Taliyah': [0, 0, 0], 'TeamPick_Talon': [0, 0, 0], 'TeamPick_Taric': [0, 0, 0], 'TeamPick_Teemo': [0, 0, 0], 'TeamPick_Thresh': [0, 0, 0], 'TeamPick_Tristana': [0, 0, 0], 'TeamPick_Trundle': [0, 0, 0], 'TeamPick_Tryndamere': [0, 0, 0], 'TeamPick_Twisted Fate': [0, 0, 0], 'TeamPick_Twitch': [0, 0, 0], 'TeamPick_Udyr': [0, 0, 0], 'TeamPick_Urgot': [0, 0, 0], 'TeamPick_Varus': [0, 0, 0], 'TeamPick_Vayne': [0, 0, 0], 'TeamPick_Veigar': [0, 0, 0], "TeamPick_Vel'Koz": [0, 0, 0], 'TeamPick_Vex': [0, 0, 0], 'TeamPick_Vi': [0, 0, 0], 'TeamPick_Viego': [0, 0, 0], 'TeamPick_Viktor': [0, 0, 0], 'TeamPick_Vladimir': [0, 0, 0], 'TeamPick_Volibear': [0, 0, 0], 'TeamPick_Warwick': [0, 0, 0], 'TeamPick_Wukong': [0, 0, 0], 'TeamPick_Xayah': [0, 0, 0], 'TeamPick_Xerath': [0, 0, 0], 'TeamPick_Xin Zhao': [0, 0, 0], 'TeamPick_Yasuo': [0, 0, 0], 'TeamPick_Yone': [0, 0, 0], 'TeamPick_Yorick': [0, 0, 0], 'TeamPick_Yuumi': [0, 0, 0], 'TeamPick_Zac': [0, 0, 0], 'TeamPick_Zed': [0, 0, 0], 'TeamPick_Zeri': [0, 0, 0], 'TeamPick_Ziggs': [0, 0, 0], 'TeamPick_Zilean': [0, 0, 0], 'TeamPick_Zoe': [0, 0, 0], 'TeamPick_Zyra': [0, 1, 0], 'Towers killed': [7.3, 7.3, 7.3], 'Towers lost': [6.0, 6.0, 6.0], 'VWPM': [0.9, 0.9, 0.9], 'WCPM': [1.28, 1.28, 1.28], 'WPM': [3.5, 3.5, 3.5], 'Win rate': [59.3, 59.3, 59.3], 'assists': [8.233983113980631, 8.233983113980631, 8.233983113980631], 'ckpm': [0.931088620561212, 0.931088620561212, 0.931088620561212], 'controlwardsbought': [13.560255932413964, 13.560255932413964, 13.560255932413964], 'creep_score': [42648.0, 42648.0, 42648.0], 'creeps_per_minute': [5.946665737093457, 5.946665737093457, 5.946665737093457], 'csat10': [18.82358750088171, 18.82358750088171, 18.82358750088171], 'csat15': [29.78240316093981, 29.78240316093981, 29.78240316093981], 'cspm': [1.650399304520616, 1.650399304520616, 1.650399304520616], 'damage_per_minute': [337.9438770174644, 337.9438770174644, 337.9438770174644], 'damagemitigatedperminute': [620.82281718651, 620.82281718651, 620.82281718651], 'damageshare': [0.0836370337228227, 0.0836370337228227, 0.0836370337228227], 'damagetakenperminute': [430.6116171139272, 430.6116171139272, 430.6116171139272], 'damagetochampions': [5264.755124860231, 5264.755124860231, 5264.755124860231], 'death_percent': [0.1983240223463687, 0.1983240223463687, 0.1983240223463687], 'deaths': [3.719332008939657, 3.719332008939657, 3.719332008939657], 'dpm': [164.69314530997642, 164.69314530997642, 164.69314530997642], 'earned gpm': [112.05606686122324, 112.05606686122324, 112.05606686122324], 'earnedgold': [-4556.156969885129, -4556.156969885129, -4556.156969885129], 'earnedgoldshare': [0.0990707254951878, 0.0990707254951878, 0.0990707254951878], 'first_blood': [28.0, 28.0, 28.0], 'firstbloodassist': [0.2210466920581182, 0.2210466920581182, 0.2210466920581182], 'firstbloodkill': [0.0529653114509511, 0.0529653114509511, 0.0529653114509511], 'firstbloodvictim': [0.1341515023275497, 0.1341515023275497, 0.1341515023275497], 'gold_percent': [0.0001630025480795, 0.0001630025480795, 0.0001630025480795], 'goldat10': [2306.4335190802003, 2306.4335190802003, 2306.4335190802003], 'goldat15': [3541.7372468778663, 3541.7372468778663, 3541.7372468778663], 'goldspent': [7069.276386966914, 7069.276386966914, 7069.276386966914], 'kd_ratio': [0.9295774647887324, 0.9295774647887324, 0.9295774647887324], 'kda_ratio': [3.512323943661972, 3.512323943661972, 3.512323943661972], 'kill_participation': [0.689119170984456, 0.689119170984456, 0.689119170984456], 'kill_share': [0.1823834196891191, 0.1823834196891191, 0.1823834196891191], 'kills': [0.8652222498137572, 0.8652222498137572, 0.8652222498137572], 'minionkills': [51.84478687709706, 51.84478687709706, 51.84478687709706], 'monsterkillsenemyjungle': [0.5199705696867774, 0.5199705696867774, 0.5199705696867774], 'monsterkillsownjungle': [0.4127601429472357, 0.4127601429472357, 0.4127601429472357], 'result_stats': [0.4852247330518996, 0.4852247330518996, 0.4852247330518996], 'team kpm': [0.457498553513782, 0.457498553513782, 0.457498553513782], 'team_deaths': [2864, 2864, 2864], 'team_kills': [2895, 2895, 2895], 'teamdeaths': [14.844238887509311, 14.844238887509311, 14.844238887509311], 'teamkills': [14.346970449466104, 14.346970449466104, 14.346970449466104], 'total cs': [53.2063570896449, 53.2063570896449, 53.2063570896449], 'total_assists': [1467, 1467, 1467], 'total_creep_score': [42648.0, 42648.0, 42648.0], 'total_damage': [2423649.0, 2423649.0, 2423649.0], 'total_deaths': [568, 568, 568], 'total_first_bloods': [28.0, 28.0, 28.0], 'total_game_minutes': [430305, 430305, 430305], 'total_games': [214, 214, 214], 'total_gold': [2471267.0, 2471267.0, 2471267.0], 'total_kills': [528, 528, 528], 'total_losses': [107, 107, 107], 'total_wards_killed': [1922.0, 1922.0, 1922.0], 'total_wards_placed': [4011.0, 4011.0, 4011.0], 'total_wins': [107, 107, 107], 'totalgold': [7729.952437131325, 7729.952437131325, 7729.952437131325], 'wards_cleared_per_minute': [0.2679959563565378, 0.2679959563565378, 0.2679959563565378], 'wards_per_minute': [0.559277721616063, 0.559277721616063, 0.559277721616063], 'wardskilled': [9.033109703068703, 9.033109703068703, 9.033109703068703], 'wardsplaced': [43.20959125357187, 43.20959125357187, 43.20959125357187], 'wcpm': [0.2827999316685302, 0.2827999316685302, 0.2827999316685302], 'wpm': [1.3411593303515963, 1.3411593303515963, 1.3411593303515963], 'xpat10': [2589.447767510757, 2589.447767510757, 2589.447767510757], 'xpat15': [3974.7271572708673, 3974.7271572708673, 3974.7271572708673], 'year': [2017, 2017, 2017]}}]}
+---
+metrics:
+- roc_auc
+- accuracy
+pipeline_tag: tabular-classification
+---