debug

util/app.py

@@ -1,19 +1,9 @@
 # app.py
 import gradio as gr
-import pandas as pd
-import requests
 import xgboost as xgb
 from huggingface_hub import hf_hub_download
 from app_training_df_getter import create_app_user_training_df
-import os
-import time
-from selenium import webdriver
-from selenium.webdriver.chrome.service import Service
-from selenium.webdriver.chrome.options import Options
-from webdriver_manager.chrome import ChromeDriverManager
-from selenium.webdriver.common.by import By
-from selenium.webdriver.support.ui import WebDriverWait
-from selenium.webdriver.support import expected_conditions as EC
+
 
 # Define champion list for dropdowns
 CHAMPIONS = [

util/app_main_scraper.py

@@ -0,0 +1,31 @@
+from Recent_match_scrapper import get_matches_stats
+import os
+import pandas as pd
+import numpy as np
+from Meta_scrapper import *
+from helper import merge_stats,  process_kda_perfect, ChampionConverter
+from Player_scrapper import get_player_stats
+from Weekly_meta_scrapper import *
+import pandas as pd
+import re
+
+
+meta_stats = get_meta_stats() 
+weekly_meta_stats = get_weekly_meta()
+
+# Sample data
+data = {
+    'username': ['cat goes meow #silly'],
+    'region': ['vn']
+}
+
+# Create DataFrame
+player_df = pd.DataFrame(data)
+
+
+player_stats = get_multiple_player_stats(player_df)    #save to player_stats.csv
+recent_stats = get_multiple_matches_stats(player_df)   #save to recent_stats.csv
+merged_stats = merge_stats(recent_stats, player_stats)          #save to player_stats_merged.csv
+
+#feature engineering
+training_features = create_champion_features(merged_player_stats=merged_stats, debug=None, consider_team_comp=True, test_mode=False)   #save to feature_eng_stats.csv

util/app_training_df_getter.py

@@ -446,9 +446,10 @@ def create_app_user_training_df(url):
             raise ValueError("Invalid URL provided")
 
         # Extract region and username
-        match = re.search(r"/summoners/(\w+)/([\w\-]+)$", url)
+        match = re.search(r"/summoners/(\w+)/([\w\-]+)", url)
         if not match:
-            raise ValueError(f"Could not parse region and username from URL: {url}. \n Type(url): {type(url)}. ")
+            raise ValueError(f"Could not parse region and username from URL: {url}\n Type(url): {type(url)}")
+
         
         region = match.group(1)
         username = match.group(2)
@@ -525,7 +526,7 @@ def create_app_user_training_df(url):
 
 
 #url = "https://www.op.gg/summoners/euw/Agurin-EUW"
-#url = "https://www.op.gg/summoners/euw/Agurin-EUW?queue_type=TOTAL"
-#return_value = create_app_user_training_df(url)
-#print("type(Return_value):", type(return_value), "\n return value: \n", return_value)
+url = "https://www.op.gg/summoners/euw/Agurin-EUW?queue_type=TOTAL"
+return_value = create_app_user_training_df(url)
+print("type(Return_value):", type(return_value), "\n return value: \n", return_value)
 

util/data/meta_stats.csv

@@ -1,239 +1,236 @@
 rank,champion,tier,role,win_rate,pick_rate,ban_rate,counter1,counter2,counter3
-1,Irelia,1,top,0.5189,0.0575,0.0969,Warwick,Volibear,Zac
-2,Maokai,1,top,0.5158,0.0622,0.0331,Olaf,Mordekaiser,Heimerdinger
-3,Warwick,1,top,0.5253,0.0302,0.08289999999999999,Cassiopeia,Teemo,Heimerdinger
-4,Aatrox,1,top,0.5025,0.08529999999999999,0.1024,Cassiopeia,Warwick,Irelia
-5,Riven,1,top,0.5143,0.052000000000000005,0.0269,Quinn,Maokai,Kennen
-6,Gragas,1,top,0.5125,0.049,0.0229,Vayne,Cho'Gath,Maokai
-7,Darius,1,top,0.5056,0.0625,0.1335,Cassiopeia,Teemo,Wukong
-8,Malphite,1,top,0.5129,0.044199999999999996,0.0617,Maokai,Dr. Mundo,Ornn
-9,Volibear,2,top,0.5089,0.048799999999999996,0.0338,Quinn,Teemo,Kennen
-10,Ornn,2,top,0.5124,0.0387,0.005600000000000001,Warwick,Cassiopeia,Dr. Mundo
-11,Cho'Gath,2,top,0.5184000000000001,0.0287,0.0045000000000000005,Dr. Mundo,Ornn,Irelia
-12,Mordekaiser,2,top,0.5062,0.048,0.057800000000000004,Cassiopeia,Heimerdinger,Vayne
-13,Camille,2,top,0.5107,0.0401,0.018799999999999997,Zac,Ryze,Heimerdinger
-14,Renekton,2,top,0.5002,0.058600000000000006,0.0484,Cassiopeia,Warwick,Teemo
-15,Tahm Kench,2,top,0.511,0.032799999999999996,0.0412,Wukong,Heimerdinger,Kennen
-16,Dr. Mundo,2,top,0.5086999999999999,0.0371,0.0196,Udyr,Riven,Warwick
-17,Teemo,2,top,0.5146999999999999,0.0255,0.033,Cassiopeia,Ryze,Olaf
-18,Shen,2,top,0.5108,0.031400000000000004,0.0038,Cassiopeia,Teemo,Tryndamere
-19,Sett,2,top,0.5025,0.0444,0.0089,Zac,Warwick,Volibear
-20,K'Sante,2,top,0.48950000000000005,0.0702,0.0776,Singed,Kayle,Kennen
-21,Kayle,2,top,0.5161,0.0218,0.0066,Viktor,Malphite,Cassiopeia
-22,Fiora,2,top,0.5036999999999999,0.0366,0.0584,Quinn,Ryze,Warwick
-23,Gnar,2,top,0.499,0.0453,0.0196,Quinn,Malphite,Vladimir
-24,Poppy,3,top,0.516,0.0181,0.0285,Cassiopeia,Warwick,Olaf
-25,Ambessa,3,top,0.4867,0.0536,0.2899,Warwick,Camille,Irelia
-26,Gwen,3,top,0.5068,0.0288,0.024700000000000003,Warwick,Singed,Viktor
-27,Viktor,3,top,0.4991,0.0174,0.0344,Tryndamere,Kled,Irelia
-28,Sion,3,top,0.4985,0.0378,0.0048,Dr. Mundo,Gwen,Riven
-29,Trundle,3,top,0.5141,0.018799999999999997,0.0043,Urgot,Heimerdinger,Warwick
-30,Urgot,3,top,0.5108,0.0218,0.0036,Cassiopeia,Kayle,Aurora
-31,Garen,3,top,0.49439999999999995,0.0438,0.0212,Camille,Maokai,Tryndamere
-32,Vladimir,3,top,0.5084000000000001,0.022400000000000003,0.0183,Cassiopeia,Nasus,Akali
-33,Singed,3,top,0.5144,0.0177,0.0025,Trundle,Ryze,Udyr
-34,Jax,3,top,0.48950000000000005,0.049699999999999994,0.07139999999999999,Cassiopeia,Vladimir,Dr. Mundo
-35,Olaf,3,top,0.5163,0.015300000000000001,0.0096,Vayne,Heimerdinger,Udyr
-36,Tryndamere,3,top,0.5064,0.0231,0.0134,Warwick,Tahm Kench,Volibear
-37,Cassiopeia,3,top,0.5294,0.0075,0.0045000000000000005,Udyr,Quinn,Kled
-38,Yorick,3,top,0.5012,0.0258,0.0264,Warwick,Tryndamere,Gwen
-39,Kennen,3,top,0.5127,0.015300000000000001,0.0087,Udyr,Galio,Cassiopeia
-40,Zac,3,top,0.5174,0.011699999999999999,0.0069,Galio,Volibear,Heimerdinger
-41,Jayce,3,top,0.4825,0.056900000000000006,0.018500000000000003,Quinn,Tahm Kench,Irelia
-42,Nasus,3,top,0.49920000000000003,0.0271,0.0321,Zac,Ryze,Heimerdinger
-43,Kled,3,top,0.5122,0.014199999999999999,0.005,Akali,Rumble,Camille
-44,Gangplank,3,top,0.4939,0.0323,0.011899999999999999,Cho'Gath,Quinn,Kled
-45,Ryze,3,top,0.517,0.0108,0.0013,Zac,Irelia,Pantheon
-46,Pantheon,3,top,0.5025999999999999,0.020499999999999997,0.0048,Heimerdinger,Malphite,Maokai
-47,Wukong,3,top,0.5127,0.0118,0.0051,Cassiopeia,Singed,Ryze
-48,Yone,3,top,0.47659999999999997,0.055,0.0431,Irelia,Riven,Wukong
-49,Illaoi,4,top,0.4939,0.0235,0.0509,Heimerdinger,Kayle,Teemo
-50,Aurora,4,top,0.49340000000000006,0.019,0.041100000000000005,Akali,Irelia,Wukong
-51,Yasuo,4,top,0.4849,0.023799999999999998,0.0385,Singed,Cassiopeia,Riven
-52,Heimerdinger,4,top,0.5089,0.0092,0.0044,Ryze,Galio,Cassiopeia
-53,Quinn,4,top,0.5115999999999999,0.0076,0.0024,Olaf,Maokai,Malphite
-54,Akali,4,top,0.4926,0.0155,0.019299999999999998,Galio,Poppy,Maokai
-55,Sylas,4,top,0.4882,0.0159,0.015,Poppy,Urgot,Kled
-1,Warwick,1,jungle,0.516,0.0548,0.1505,Rek'Sai,Ivern,Nunu & Willump
-2,Wukong,1,jungle,0.5146000000000001,0.0667,0.0291,Zyra,Ivern,Karthus
-3,Viego,1,jungle,0.5003,0.1677,0.1343,Rammus,Qiyana,Bel'Veth
-4,Graves,1,jungle,0.5021,0.1359,0.1909,Gwen,Qiyana,Rammus
-5,Nocturne,1,jungle,0.512,0.0574,0.0784,Udyr,Gwen,Nunu & Willump
-6,Kayn,1,jungle,0.5092,0.0735,0.051699999999999996,Kindred,Fiddlesticks,Wukong
-7,Kha'Zix,1,jungle,0.5081,0.0729,0.0633,Fiddlesticks,Zyra,Shaco
-8,Nunu & Willump,1,jungle,0.5161,0.0332,0.0069,Qiyana,Pantheon,Bel'Veth
-9,Shaco,1,jungle,0.5113,0.0466,0.1303,Briar,Nunu & Willump,Karthus
-10,Lee Sin,1,jungle,0.4965,0.17,0.1139,Shaco,Warwick,Rek'Sai
-11,Ekko,1,jungle,0.5088,0.054900000000000004,0.0104,Pantheon,Ivern,Rengar
-12,Elise,2,jungle,0.5047999999999999,0.048799999999999996,0.054900000000000004,Nocturne,Shaco,Qiyana
-13,Jarvan IV,2,jungle,0.5036999999999999,0.0558,0.014199999999999999,Jax,Gwen,Bel'Veth
-14,Bel'Veth,2,jungle,0.5112,0.0263,0.0449,Sejuani,Wukong,Ivern
-15,Xin Zhao,2,jungle,0.5081,0.0359,0.0053,Pantheon,Jax,Gwen
-16,Skarner,2,jungle,0.5058,0.0392,0.0882,Lillia,Udyr,Gwen
-17,Hecarim,2,jungle,0.5042,0.046799999999999994,0.0329,Ivern,Volibear,Udyr
-18,Udyr,2,jungle,0.5111,0.0235,0.024399999999999998,Qiyana,Briar,Ekko
-19,Fiddlesticks,2,jungle,0.5108,0.0246,0.0137,Nunu & Willump,Rammus,Shaco
-20,Diana,2,jungle,0.5033,0.0466,0.0139,Dr. Mundo,Warwick,Briar
-21,Briar,2,jungle,0.5089,0.0259,0.0253,Pantheon,Jax,Teemo
-22,Rek'Sai,2,jungle,0.514,0.0159,0.006500000000000001,Dr. Mundo,Karthus,Volibear
-23,Master Yi,2,jungle,0.5025999999999999,0.0452,0.0703,Shaco,Elise,Warwick
-24,Karthus,2,jungle,0.5061,0.028399999999999998,0.0596,Shyvana,Volibear,Ivern
-25,Vi,3,jungle,0.49560000000000004,0.0646,0.0171,Rek'Sai,Dr. Mundo,Wukong
-26,Kindred,3,jungle,0.5005,0.0392,0.029500000000000002,Ivern,Qiyana,Rek'Sai
-27,Ivern,3,jungle,0.5115,0.0131,0.0051,Rek'Sai,Nunu & Willump,Amumu
-28,Talon,3,jungle,0.5051,0.0217,0.0067,Bel'Veth,Pantheon,Rengar
-29,Gwen,3,jungle,0.5105,0.0116,0.009899999999999999,Bel'Veth,Master Yi,Qiyana
-30,Volibear,3,jungle,0.5039,0.0197,0.013600000000000001,Jax,Ivern,Pantheon
-31,Rammus,3,jungle,0.5075999999999999,0.0139,0.028300000000000002,Pantheon,Lillia,Dr. Mundo
-32,Zyra,3,jungle,0.5058,0.015,0.009000000000000001,Gwen,Karthus,Evelynn
-33,Amumu,3,jungle,0.49979999999999997,0.0273,0.015300000000000001,Zed,Pantheon,Karthus
-34,Evelynn,3,jungle,0.501,0.0218,0.033,Taliyah,Briar,Bel'Veth
-35,Taliyah,3,jungle,0.5036999999999999,0.016200000000000003,0.0045000000000000005,Dr. Mundo,Zed,Qiyana
-36,Nidalee,3,jungle,0.4929,0.044800000000000006,0.0321,Rammus,Briar,Nocturne
-37,Zac,3,jungle,0.4946,0.0347,0.0206,Ivern,Qiyana,Taliyah
-38,Shyvana,3,jungle,0.5036,0.0149,0.003,Nunu & Willump,Bel'Veth,Udyr
-39,Lillia,3,jungle,0.495,0.033,0.0325,Qiyana,Talon,Briar
-40,Zed,3,jungle,0.5005,0.0143,0.0305,Xin Zhao,Dr. Mundo,Master Yi
-41,Rengar,3,jungle,0.49229999999999996,0.0316,0.0483,Rammus,Gwen,Briar
-42,Pantheon,3,jungle,0.5058,0.0072,0.0017000000000000001,Dr. Mundo,Lillia,Wukong
-43,Qiyana,4,jungle,0.5052,0.0063,0.0015,Volibear,Shaco,Skarner
-44,Poppy,4,jungle,0.4961,0.0088,0.0139,Rammus,Warwick,Pantheon
-45,Gragas,4,jungle,0.4843,0.0288,0.013500000000000002,Nocturne,Dr. Mundo,Skarner
-46,Sejuani,4,jungle,0.484,0.0248,0.0029,Dr. Mundo,Qiyana,Rek'Sai
-47,Jax,4,jungle,0.496,0.005600000000000001,0.008100000000000001,Amumu,Gragas,Udyr
-48,Dr. Mundo,4,jungle,0.4964,0.0051,0.0027,Qiyana,Gwen,Ivern
-49,Teemo,4,jungle,0.4879,0.011000000000000001,0.0143,Qiyana,Zyra,Gwen
-50,Ambessa,5,jungle,0.4382,0.0095,0.051500000000000004,Rammus,Qiyana,Kindred
-1,Viktor,1,mid,0.5055,0.1801,0.35840000000000005,Akali,Ekko,Xerath
-2,Vex,1,mid,0.5251,0.0338,0.0525,Cho'Gath,Annie,Vel'Koz
-3,Ahri,1,mid,0.5085999999999999,0.09699999999999999,0.041299999999999996,Cassiopeia,Akshan,Cho'Gath
-4,Sylas,2,mid,0.5,0.10300000000000001,0.09820000000000001,Taliyah,Garen,Vex
-5,Galio,2,mid,0.5099,0.0525,0.0364,Garen,Cho'Gath,Swain
-6,Irelia,2,mid,0.5122,0.0374,0.0635,Vex,Malphite,Taliyah
-7,Anivia,2,mid,0.5216,0.0217,0.0147,Garen,Neeko,Gragas
-8,Akali,2,mid,0.5031,0.0719,0.09,Twisted Fate,Taliyah,Akshan
-9,Katarina,2,mid,0.5039,0.061799999999999994,0.0669,Kayle,Malphite,Cho'Gath
-10,Lux,2,mid,0.509,0.039599999999999996,0.015700000000000002,Naafiri,Aurelion Sol,Vel'Koz
-11,Taliyah,2,mid,0.5206000000000001,0.0177,0.0049,Annie,Kayle,Fizz
-12,Hwei,2,mid,0.5027,0.0588,0.0553,Katarina,Talon,Fizz
-13,Syndra,2,mid,0.5011,0.060899999999999996,0.0379,Ekko,Cho'Gath,Katarina
-14,Aurora,2,mid,0.5017,0.051699999999999996,0.1125,Vex,Vel'Koz,Qiyana
-15,Talon,2,mid,0.511,0.0288,0.009000000000000001,Malphite,Cho'Gath,Garen
-16,Lissandra,2,mid,0.5099,0.0316,0.014499999999999999,Cho'Gath,Garen,Vel'Koz
-17,Akshan,2,mid,0.5136999999999999,0.023,0.0208,Kayle,Annie,Anivia
-18,Malzahar,2,mid,0.507,0.037000000000000005,0.0362,Kayle,Garen,Malphite
-19,Qiyana,2,mid,0.5135000000000001,0.022000000000000002,0.0054,Neeko,Garen,Vel'Koz
-20,Veigar,2,mid,0.5096,0.0286,0.005699999999999999,Cassiopeia,Xerath,Naafiri
-21,Ekko,2,mid,0.5075999999999999,0.030899999999999997,0.0058,Garen,Qiyana,Kassadin
-22,Cassiopeia,2,mid,0.5168,0.015700000000000002,0.0096,Neeko,Taliyah,Talon
-23,Xerath,2,mid,0.5064,0.032,0.0253,Garen,Naafiri,Cho'Gath
-24,Vel'Koz,2,mid,0.5184000000000001,0.013300000000000001,0.0028000000000000004,Ziggs,Naafiri,Kayle
-25,Yasuo,2,mid,0.4921,0.07719999999999999,0.1259,Annie,Taliyah,Vex
-26,Diana,2,mid,0.509,0.0248,0.0074,Pantheon,Neeko,Brand
-27,Ryze,2,mid,0.5079,0.0271,0.0033,Cassiopeia,Neeko,Taliyah
-28,Zoe,2,mid,0.5088,0.0241,0.0102,Naafiri,Cho'Gath,Garen
-29,Zed,2,mid,0.4943,0.0593,0.1272,Cho'Gath,Kayle,Akshan
-30,Kassadin,2,mid,0.5065999999999999,0.0265,0.0311,Brand,Naafiri,Cho'Gath
-31,Garen,3,mid,0.5256000000000001,0.0054,0.0026,Annie,Ryze,Aurelion Sol
-32,Vladimir,3,mid,0.5012,0.0327,0.0269,Anivia,Cho'Gath,Vel'Koz
-33,Aurelion Sol,3,mid,0.5082,0.019799999999999998,0.0070999999999999995,Zed,Qiyana,Vel'Koz
-34,Fizz,3,mid,0.5024000000000001,0.0297,0.0335,Akali,Garen,Akshan
-35,Naafiri,3,mid,0.5152,0.0101,0.0040999999999999995,Cho'Gath,Neeko,Irelia
-36,Neeko,3,mid,0.5203,0.0063,0.002,Lissandra,Taliyah,Vladimir
-37,Annie,3,mid,0.5133,0.0102,0.0016,Neeko,Gragas,Ekko
-38,Orianna,3,mid,0.4936,0.0429,0.0079,Garen,Ziggs,Cho'Gath
-39,Twisted Fate,3,mid,0.49939999999999996,0.026600000000000002,0.0023,Diana,Naafiri,Neeko
-40,Gragas,3,mid,0.5111,0.0102,0.0048,Cho'Gath,Vel'Koz,Cassiopeia
-41,Yone,3,mid,0.48219999999999996,0.0745,0.0587,Vex,Akshan,Cho'Gath
-42,Cho'Gath,3,mid,0.5191,0.0052,0.0008,Neeko,Ziggs,Qiyana
-43,LeBlanc,3,mid,0.48719999999999997,0.0483,0.17350000000000002,Garen,Naafiri,Pantheon
-44,Malphite,3,mid,0.5108,0.0077,0.0108,Cassiopeia,Lissandra,Ryze
-45,Kayle,3,mid,0.5139,0.006500000000000001,0.002,Neeko,Annie,Corki
-46,Swain,3,mid,0.4965,0.0176,0.0104,Kayle,Cassiopeia,Garen
-47,Pantheon,4,mid,0.506,0.0066,0.0015,Vel'Koz,Swain,Anivia
-48,Ambessa,4,mid,0.4959,0.0069,0.037599999999999995,Cho'Gath,Corki,Taliyah
-49,Azir,4,mid,0.48619999999999997,0.022099999999999998,0.003,Neeko,Annie,Kayle
-50,Jayce,4,mid,0.484,0.0212,0.0069,Naafiri,Vel'Koz,Brand
-51,Brand,4,mid,0.5027,0.0051,0.0026,Garen,Neeko,Anivia
-52,Ziggs,4,mid,0.4903,0.0066,0.0017000000000000001,Brand,Garen,Neeko
-53,Corki,4,mid,0.48210000000000003,0.0096,0.0087,Garen,Malphite,Gragas
-54,Smolder,5,mid,0.4267,0.0165,0.0067,Neeko,Diana,Kayle
-1,Viktor,1,adc,0.5268,0.0223,0.0447,Karthus,Vayne,Yasuo
-2,Nilah,1,adc,0.5364,0.018600000000000002,0.0351,Veigar,Hwei,Brand
-3,Jinx,1,adc,0.5058,0.21359999999999998,0.042699999999999995,Seraphine,Lux,Viktor
-4,Miss Fortune,1,adc,0.5196999999999999,0.0673,0.0072,Karthus,Seraphine,Yasuo
-5,Ashe,1,adc,0.5047,0.1618,0.1822,Karthus,Lux,Nilah
-6,Kog'Maw,2,adc,0.526,0.0255,0.0169,Karthus,Seraphine,Yasuo
-7,Jhin,2,adc,0.5004,0.19269999999999998,0.0378,Nilah,Yasuo,Seraphine
-8,Caitlyn,2,adc,0.4955,0.1973,0.2792,Lux,Brand,Ziggs
-9,Vayne,2,adc,0.5154,0.0472,0.0262,Veigar,Nilah,Tristana
-10,Corki,2,adc,0.5082,0.0673,0.061900000000000004,Veigar,Kog'Maw,Seraphine
-11,Karthus,2,adc,0.535,0.0059,0.0127,Nilah,Hwei,Vayne
-12,Seraphine,2,adc,0.529,0.0101,0.0022,Karthus,Brand,Lux
-13,Lux,2,adc,0.5281,0.01,0.004,Karthus,Yasuo,Ziggs
-14,Sivir,2,adc,0.5099,0.0495,0.009300000000000001,Viktor,Seraphine,Kog'Maw
-15,Draven,2,adc,0.5054,0.0625,0.2267,Lux,Seraphine,Swain
-16,Hwei,2,adc,0.5235,0.013600000000000001,0.0129,Viktor,Brand,Seraphine
-17,Ezreal,3,adc,0.49060000000000004,0.1655,0.051100000000000007,Karthus,Nilah,Yasuo
-18,Lucian,3,adc,0.5035000000000001,0.0605,0.0088,Karthus,Brand,Nilah
-19,Ziggs,3,adc,0.5164,0.020499999999999997,0.0053,Yasuo,Viktor,Vayne
-20,Xayah,3,adc,0.5085999999999999,0.0397,0.0058,Viktor,Miss Fortune,Hwei
-21,Yasuo,3,adc,0.5211,0.010700000000000001,0.0176,Nilah,Karthus,Swain
-22,Brand,4,adc,0.5232,0.0079,0.0040999999999999995,Karthus,Yasuo,Lux
-23,Tristana,4,adc,0.5056,0.034300000000000004,0.0037,Yasuo,Karthus,Corki
-24,Swain,4,adc,0.5143,0.0154,0.0092,Veigar,Vayne,Hwei
-25,Kai'Sa,4,adc,0.489,0.1199,0.017,Karthus,Nilah,Yasuo
-26,Varus,4,adc,0.4955,0.07200000000000001,0.011200000000000002,Hwei,Ziggs,Karthus
-27,Veigar,4,adc,0.5212,0.0067,0.0013,Lux,Kog'Maw,Karthus
-28,Smolder,4,adc,0.4939,0.061500000000000006,0.0254,Lux,Yasuo,Brand
-29,Twitch,4,adc,0.5015999999999999,0.0325,0.0141,Karthus,Nilah,Yasuo
-30,Zeri,5,adc,0.4984,0.0286,0.003,Karthus,Swain,Brand
-31,Samira,5,adc,0.4924,0.0344,0.0521,Veigar,Viktor,Nilah
-32,Aphelios,5,adc,0.4853,0.0453,0.0070999999999999995,Brand,Nilah,Yasuo
-33,Kalista,5,adc,0.4828,0.0208,0.0053,Kog'Maw,Nilah,Brand
-1,Lulu,1,support,0.5167,0.15,0.1791,Fiddlesticks,Tahm Kench,Elise
-2,Nami,1,support,0.5131,0.10369999999999999,0.0101,Fiddlesticks,Elise,Galio
-3,Tahm Kench,2,support,0.5184000000000001,0.0508,0.0632,Janna,Elise,Taric
-4,Janna,2,support,0.5172,0.060700000000000004,0.021400000000000002,Zoe,Blitzcrank,Sona
-5,Thresh,2,support,0.5049,0.1286,0.0546,Taric,Elise,Zyra
-6,Poppy,2,support,0.52,0.034300000000000004,0.0535,Taric,Sona,Vel'Koz
-7,Braum,3,support,0.5107,0.0617,0.0545,Senna,Vel'Koz,Elise
-8,Senna,3,support,0.5108,0.0593,0.0169,Elise,Vel'Koz,Pyke
-9,Pyke,3,support,0.5035000000000001,0.08039999999999999,0.3079,Elise,Maokai,Poppy
-10,Rell,3,support,0.5133,0.04650000000000001,0.0233,Taric,Poppy,Janna
-11,Soraka,3,support,0.5121,0.049100000000000005,0.0187,Elise,Galio,Sylas
-12,Taric,3,support,0.5263,0.0174,0.0036,Fiddlesticks,Soraka,Janna
-13,Karma,3,support,0.5015999999999999,0.0965,0.039900000000000005,Maokai,Fiddlesticks,Pyke
-14,Sona,3,support,0.518,0.0263,0.0012,Elise,Zac,Camille
-15,Vel'Koz,3,support,0.5147999999999999,0.030600000000000002,0.0063,Camille,Elise,LeBlanc
-16,Milio,3,support,0.5049,0.0594,0.0327,Maokai,Elise,Tahm Kench
-17,Bard,3,support,0.509,0.0441,0.0060999999999999995,Elise,Tahm Kench,Fiddlesticks
-18,Elise,3,support,0.5295000000000001,0.0083,0.0092,Shen,Pantheon,Galio
-19,Maokai,3,support,0.512,0.027999999999999997,0.0147,Taric,Elise,Galio
-20,Leona,4,support,0.49829999999999997,0.0572,0.0496,Janna,Galio,Taric
-21,Blitzcrank,4,support,0.4961,0.0602,0.17309999999999998,Elise,Taric,Braum
-22,Zilean,4,support,0.5075999999999999,0.028900000000000002,0.008199999999999999,Galio,Sona,LeBlanc
-23,Zyra,4,support,0.5049,0.030899999999999997,0.0183,Taric,Tahm Kench,Sylas
-24,Lux,4,support,0.4925,0.0703,0.0274,Poppy,Shen,LeBlanc
-25,Xerath,4,support,0.5001,0.039,0.030299999999999997,Elise,Shen,Zoe
-26,Rakan,4,support,0.498,0.046799999999999994,0.0062,Elise,Poppy,Janna
-27,Nautilus,4,support,0.4885,0.0814,0.12390000000000001,Taric,Renata Glasc,Rell
-28,Morgana,4,support,0.4997,0.0352,0.11380000000000001,Shaco,Sona,Xerath
-29,Seraphine,4,support,0.49829999999999997,0.0374,0.008,Elise,Vel'Koz,Poppy
-30,Yuumi,4,support,0.48869999999999997,0.0591,0.0725,Taric,Rell,Braum
-31,Neeko,4,support,0.5046,0.0196,0.0063,Fiddlesticks,Camille,Poppy
-32,Alistar,4,support,0.4927,0.0364,0.0125,Janna,Soraka,Morgana
-33,Pantheon,4,support,0.5012,0.019299999999999998,0.0044,Taric,LeBlanc,Janna
-34,Renata Glasc,4,support,0.499,0.021099999999999997,0.0037,Vel'Koz,Hwei,Xerath
-35,LeBlanc,5,support,0.5038,0.0095,0.0336,Taric,Galio,Poppy
-36,Brand,5,support,0.4972,0.0192,0.0098,Galio,Camille,Shaco
-37,Shaco,5,support,0.49770000000000003,0.014199999999999999,0.0392,Hwei,Zoe,Lulu
-38,Sylas,5,support,0.49689999999999995,0.014199999999999999,0.013300000000000001,Poppy,Renata Glasc,Camille
-39,Galio,5,support,0.5029,0.008100000000000001,0.0055000000000000005,Milio,Janna,Neeko
-40,Zoe,5,support,0.5002,0.009899999999999999,0.0040999999999999995,Taric,Elise,Maokai
-41,Fiddlesticks,5,support,0.5067,0.0052,0.0029,Poppy,Maokai,Renata Glasc
-42,Shen,5,support,0.5009,0.0059,0.0007000000000000001,Galio,Taric,Swain
-43,Camille,5,support,0.49950000000000006,0.0058,0.0027,LeBlanc,Galio,Elise
-44,Swain,5,support,0.47590000000000005,0.0226,0.0132,Fiddlesticks,Sona,Brand
-45,Hwei,5,support,0.4879,0.0086,0.008,LeBlanc,Zoe,Elise
-46,Zac,5,support,0.4816,0.0053,0.0031,Taric,LeBlanc,Poppy
+1,Darius,1,top,0.5183,0.076,0.14550000000000002,Teemo,Kennen,Quinn
+2,Cassiopeia,1,top,0.5714,0.0102,0.0074,,,
+3,Irelia,1,top,0.5182,0.0616,0.1427,Trundle,Poppy,Riven
+4,Riven,1,top,0.5249,0.0479,0.0285,Kennen,Poppy,Gnar
+5,Urgot,1,top,0.5371,0.0239,0.004,Ornn,Malphite,Irelia
+6,Sett,2,top,0.5118,0.051399999999999994,0.0087,Singed,Riven,Cho'Gath
+7,Aatrox,2,top,0.495,0.0849,0.09480000000000001,Udyr,Kled,Heimerdinger
+8,Gnar,2,top,0.5112,0.04650000000000001,0.024700000000000003,Teemo,Sett,Gwen
+9,Cho'Gath,2,top,0.5173,0.0339,0.0058,Malphite,Trundle,Mordekaiser
+10,Camille,2,top,0.5136999999999999,0.0374,0.0176,Poppy,Sion,Fiora
+11,Olaf,2,top,0.5335,0.0179,0.012199999999999999,Gnar,Volibear,Urgot
+12,Mordekaiser,2,top,0.5047,0.050300000000000004,0.0499,Gnar,Sylas,Teemo
+13,Tryndamere,3,top,0.5265,0.020499999999999997,0.013600000000000001,Gnar,Jax,Ambessa
+14,Jax,3,top,0.5033,0.0461,0.07730000000000001,Gnar,Yorick,Teemo
+15,Maokai,3,top,0.5012,0.0495,0.0301,Warwick,Yorick,Fiora
+16,Trundle,3,top,0.5275,0.0189,0.0049,Camille,Mordekaiser,Riven
+17,Renekton,3,top,0.4932,0.06480000000000001,0.0492,Urgot,Cho'Gath,Nasus
+18,Kayle,3,top,0.526,0.019,0.0067,Ambessa,Sett,Malphite
+19,Gragas,3,top,0.5033,0.0424,0.0199,Cho'Gath,Fiora,Sion
+20,Warwick,3,top,0.5117,0.0273,0.0668,Trundle,Ornn,Volibear
+21,Fiora,3,top,0.5051,0.039,0.0707,Tahm Kench,Vladimir,Ambessa
+22,Teemo,3,top,0.5207999999999999,0.021099999999999997,0.033,Ambessa,Gragas,Garen
+23,K'Sante,3,top,0.483,0.08070000000000001,0.08990000000000001,Cassiopeia,Kayle,Swain
+24,Ambessa,3,top,0.4917,0.051100000000000007,0.1998,Pantheon,Trundle,Aurora
+25,Malphite,3,top,0.5025999999999999,0.0375,0.06,Warwick,Shen,Gnar
+26,Volibear,3,top,0.49810000000000004,0.0434,0.028999999999999998,Akali,Tryndamere,Kayle
+27,Jayce,3,top,0.4763,0.0852,0.052300000000000006,Cho'Gath,Urgot,Quinn
+28,Sion,4,top,0.49219999999999997,0.0473,0.0066,Ambessa,Aurora,Yone
+29,Singed,4,top,0.5178,0.0181,0.0027,Gnar,Garen,Mordekaiser
+30,Garen,4,top,0.4919,0.043,0.021,Camille,Irelia,Fiora
+31,Kled,4,top,0.5168,0.0169,0.0048,Ambessa,Irelia,Gnar
+32,Akali,4,top,0.5136,0.0161,0.018600000000000002,Jax,Gragas,Irelia
+33,Ornn,4,top,0.49329999999999996,0.038900000000000004,0.0062,Olaf,Aurora,Shen
+34,Shen,4,top,0.4949,0.0336,0.0043,Gragas,Camille,Urgot
+35,Vladimir,4,top,0.5036,0.0231,0.0168,Sett,Sion,Aatrox
+36,Rumble,4,top,0.5062,0.0207,0.0074,Ornn,Sett,Mordekaiser
+37,Tahm Kench,4,top,0.4941,0.028300000000000002,0.0407,Ambessa,Tryndamere,Aatrox
+38,Gangplank,4,top,0.495,0.0301,0.0116,Rumble,Camille,Cho'Gath
+39,Yorick,4,top,0.5018,0.0222,0.0246,Tahm Kench,Gangplank,Gnar
+40,Wukong,4,top,0.5167,0.0113,0.0075,Ambessa,K'Sante,
+41,Gwen,4,top,0.48969999999999997,0.0321,0.0255,Warwick,Fiora,Garen
+42,Pantheon,4,top,0.49920000000000003,0.021400000000000002,0.005,Maokai,Volibear,Gangplank
+43,Poppy,4,top,0.4991,0.0179,0.0319,Mordekaiser,Sion,Aatrox
+44,Kennen,4,top,0.5053,0.0158,0.009899999999999999,Irelia,Renekton,Gnar
+45,Yone,4,top,0.47100000000000003,0.0496,0.037000000000000005,Malphite,Urgot,Warwick
+46,Heimerdinger,4,top,0.5195000000000001,0.0089,0.0051,,,
+47,Dr. Mundo,4,top,0.4817,0.0339,0.0184,Shen,Gwen,Ornn
+48,Illaoi,5,top,0.4868,0.020099999999999996,0.045899999999999996,Garen,Ornn,Sett
+49,Quinn,5,top,0.5154,0.0068000000000000005,0.0026,,,
+50,Zac,5,top,0.4959,0.0123,0.0074,Maokai,Aatrox,Irelia
+51,Yasuo,5,top,0.4778,0.0203,0.0348,Riven,Darius,Irelia
+52,Ryze,5,top,0.5043,0.0092,0.0011,Irelia,,
+53,Vayne,5,top,0.5075999999999999,0.0078000000000000005,0.0044,K'Sante,,
+54,Aurora,5,top,0.47950000000000004,0.018600000000000002,0.0381,Jayce,Darius,Sett
+55,Nasus,5,top,0.4828,0.0184,0.0258,K'Sante,Gnar,Sion
+1,Viego,1,jungle,0.5095000000000001,0.1985,0.1543,Teemo,Amumu,Gwen
+2,Wukong,1,jungle,0.5226,0.0875,0.0576,Rek'Sai,Lillia,Udyr
+3,Lee Sin,1,jungle,0.5064,0.19149999999999998,0.1424,Ivern,Warwick,Zyra
+4,Gwen,2,jungle,0.5431,0.012199999999999999,0.0096,Skarner,Diana,Lee Sin
+5,Amumu,2,jungle,0.5274,0.030899999999999997,0.0159,Diana,Zac,Nunu & Willump
+6,Diana,2,jungle,0.5178,0.0481,0.0124,Volibear,Master Yi,Skarner
+7,Nocturne,2,jungle,0.5152,0.0546,0.0701,Amumu,Bel'Veth,Taliyah
+8,Warwick,2,jungle,0.5207999999999999,0.035,0.0852,Kindred,Amumu,Hecarim
+9,Skarner,2,jungle,0.5161,0.044800000000000006,0.1099,Zyra,Lillia,Briar
+10,Hecarim,2,jungle,0.5121,0.0536,0.04,Amumu,Fiddlesticks,Bel'Veth
+11,Jarvan IV,2,jungle,0.5074000000000001,0.0557,0.0159,Gwen,Volibear,Nidalee
+12,Nunu & Willump,2,jungle,0.5161,0.0342,0.009300000000000001,Talon,Warwick,Fiddlesticks
+13,Xin Zhao,2,jungle,0.5128,0.040999999999999995,0.0072,Nocturne,Kindred,Udyr
+14,Graves,2,jungle,0.4914,0.1174,0.16210000000000002,Ivern,Bel'Veth,Sejuani
+15,Lillia,2,jungle,0.5079,0.041100000000000005,0.0348,Rengar,Xin Zhao,Diana
+16,Bel'Veth,2,jungle,0.5107,0.029900000000000003,0.057,Nunu & Willump,Jarvan IV,Kha'Zix
+17,Udyr,3,jungle,0.511,0.028300000000000002,0.026699999999999998,Amumu,Rengar,Hecarim
+18,Volibear,3,jungle,0.5135000000000001,0.0204,0.013500000000000002,Ekko,Zac,Amumu
+19,Kindred,3,jungle,0.5025,0.0368,0.0332,Skarner,Nocturne,Karthus
+20,Karthus,3,jungle,0.498,0.0364,0.0926,Taliyah,Udyr,Xin Zhao
+21,Fiddlesticks,3,jungle,0.5078,0.0217,0.0128,Nocturne,Kindred,Elise
+22,Kha'Zix,3,jungle,0.4864,0.0655,0.0553,Ivern,Wukong,Nocturne
+23,Elise,3,jungle,0.4878,0.0565,0.0682,Taliyah,Warwick,Skarner
+24,Talon,3,jungle,0.5044,0.0225,0.0068000000000000005,Rengar,Hecarim,Lillia
+25,Vi,3,jungle,0.4853,0.0596,0.0171,Kindred,Kayn,Gragas
+26,Briar,3,jungle,0.5014,0.024300000000000002,0.0215,Master Yi,Kayn,Hecarim
+27,Kayn,3,jungle,0.4832,0.0593,0.0467,Fiddlesticks,Shyvana,Evelynn
+28,Ekko,3,jungle,0.4879,0.042699999999999995,0.0078000000000000005,Amumu,Kha'Zix,Skarner
+29,Zyra,4,jungle,0.5032,0.017,0.011699999999999999,Wukong,Karthus,Nidalee
+30,Rek'Sai,4,jungle,0.5013000000000001,0.018500000000000003,0.009000000000000001,Skarner,Diana,Zac
+31,Zac,4,jungle,0.4868,0.0354,0.0212,Diana,Lillia,Bel'Veth
+32,Ivern,4,jungle,0.5021,0.013999999999999999,0.0084,Shaco,Karthus,Hecarim
+33,Master Yi,4,jungle,0.4838,0.0364,0.0576,Sejuani,Evelynn,Talon
+34,Nidalee,4,jungle,0.4764,0.0483,0.0444,Udyr,Kindred,Sejuani
+35,Evelynn,4,jungle,0.491,0.0203,0.0322,Skarner,Jarvan IV,Nocturne
+36,Rengar,4,jungle,0.48460000000000003,0.0268,0.0501,Hecarim,Nocturne,Fiddlesticks
+37,Taliyah,4,jungle,0.49200000000000005,0.017,0.0044,Zac,Kayn,Skarner
+38,Shaco,5,jungle,0.4664,0.0432,0.136,Lillia,Bel'Veth,Warwick
+39,Poppy,5,jungle,0.5,0.006500000000000001,0.0116,,,
+40,Shyvana,5,jungle,0.4867,0.0129,0.0031,Nocturne,Hecarim,Skarner
+41,Qiyana,5,jungle,0.4946,0.0066,0.0016,Lee Sin,,
+42,Teemo,5,jungle,0.4954,0.0055000000000000005,0.0085,Lee Sin,,
+43,Sejuani,5,jungle,0.4702,0.021400000000000002,0.0026,Wukong,Ekko,Lee Sin
+44,Zed,5,jungle,0.47600000000000003,0.0113,0.0241,Wukong,Elise,Lee Sin
+45,Pantheon,5,jungle,0.4857,0.0074,0.0017000000000000001,Graves,Viego,Lee Sin
+46,Rammus,5,jungle,0.47659999999999997,0.010700000000000001,0.0252,Viego,,
+47,Gragas,5,jungle,0.4598,0.0259,0.0121,Kindred,Lillia,Zac
+48,Ambessa,5,jungle,0.4725,0.0073,0.0285,Wukong,Graves,Lee Sin
+1,Viktor,1,mid,0.5036,0.1384,0.3336,Naafiri,Ambessa,Zoe
+2,Cassiopeia,1,mid,0.5392,0.0216,0.015700000000000002,Irelia,Zed,Yasuo
+3,Zoe,1,mid,0.5327000000000001,0.0296,0.0132,Ekko,Malzahar,Yone
+4,Sylas,1,mid,0.5039,0.1063,0.0922,Malzahar,Cassiopeia,Neeko
+5,Lux,1,mid,0.5217,0.0374,0.0141,Azir,Zoe,Cassiopeia
+6,Galio,1,mid,0.515,0.0529,0.037200000000000004,Lux,Corki,Qiyana
+7,Ahri,1,mid,0.5002,0.0986,0.0353,Zoe,Kennen,Ekko
+8,Irelia,1,mid,0.5141,0.038,0.08839999999999999,Azir,Veigar,Swain
+9,Neeko,1,mid,0.5468999999999999,0.0089,0.0025,Aurora,,
+10,Xerath,2,mid,0.5197999999999999,0.0301,0.024300000000000002,Talon,Zoe,Irelia
+11,Syndra,2,mid,0.5039,0.0639,0.0387,Twisted Fate,Qiyana,Anivia
+12,Vladimir,2,mid,0.5142,0.035699999999999996,0.026000000000000002,Kassadin,Syndra,Zoe
+13,Akali,2,mid,0.49570000000000003,0.0836,0.0968,Naafiri,Aurelion Sol,Xerath
+14,Malzahar,2,mid,0.5127,0.0336,0.0333,Lissandra,Galio,Twisted Fate
+15,Taliyah,2,mid,0.523,0.0197,0.0051,Katarina,Akshan,Galio
+16,Kayle,2,mid,0.5446,0.0063,0.0022,,,
+17,Lissandra,2,mid,0.5123,0.0318,0.0144,Twisted Fate,Sylas,Cassiopeia
+18,Vex,2,mid,0.51,0.0346,0.0525,Vladimir,Lux,Akshan
+19,Aurora,2,mid,0.4963,0.0584,0.1201,Lux,Malzahar,Qiyana
+20,Garen,2,mid,0.5451,0.0055000000000000005,0.0027,,,
+21,LeBlanc,2,mid,0.49450000000000005,0.057999999999999996,0.2091,Cassiopeia,Kassadin,Ekko
+22,Akshan,2,mid,0.5115,0.0285,0.0246,Anivia,Yasuo,Vladimir
+23,Veigar,2,mid,0.5121,0.025,0.004699999999999999,Syndra,Zed,Yasuo
+24,Hwei,2,mid,0.49119999999999997,0.065,0.0571,Katarina,Cassiopeia,Anivia
+25,Ambessa,2,mid,0.5312,0.0068000000000000005,0.0269,,,
+26,Qiyana,2,mid,0.5111,0.0242,0.0059,Vex,Xerath,Akali
+27,Yasuo,2,mid,0.4855,0.0707,0.1217,Xerath,Aurelion Sol,Vel'Koz
+28,Katarina,2,mid,0.48619999999999997,0.0758,0.0665,Cassiopeia,Aurelion Sol,Swain
+29,Vel'Koz,2,mid,0.5207999999999999,0.0126,0.0026,Hwei,Sylas,Syndra
+30,Talon,2,mid,0.5001,0.0337,0.0103,Ryze,Irelia,Qiyana
+31,Anivia,3,mid,0.5051,0.0213,0.0148,Lux,LeBlanc,Aurora
+32,Zed,3,mid,0.4824,0.0572,0.1225,Vex,Vladimir,Qiyana
+33,Ekko,3,mid,0.4979,0.0273,0.005,Lissandra,Xerath,Aurora
+34,Swain,3,mid,0.5056,0.0184,0.0084,Zed,Hwei,Ahri
+35,Annie,3,mid,0.5161,0.009899999999999999,0.0017000000000000001,Katarina,Sylas,Syndra
+36,Kassadin,3,mid,0.49729999999999996,0.0245,0.029300000000000003,Irelia,Galio,Lux
+37,Aurelion Sol,3,mid,0.5024000000000001,0.0182,0.005699999999999999,Vladimir,Lux,Irelia
+38,Ryze,3,mid,0.4974,0.023,0.0028000000000000004,Galio,Katarina,Viktor
+39,Orianna,3,mid,0.48369999999999996,0.044500000000000005,0.009000000000000001,Ryze,Fizz,Cassiopeia
+40,Yone,3,mid,0.46869999999999995,0.0718,0.0537,Akshan,Xerath,LeBlanc
+41,Fizz,3,mid,0.4869,0.0268,0.028999999999999998,Ryze,Veigar,Galio
+42,Kennen,3,mid,0.5166,0.005600000000000001,0.0034999999999999996,Sylas,,
+43,Twisted Fate,3,mid,0.4864,0.0253,0.0026,Orianna,Lux,Ekko
+44,Diana,3,mid,0.4828,0.0253,0.0066,Vex,Vladimir,Sylas
+45,Azir,3,mid,0.4844,0.0218,0.0031,LeBlanc,Vladimir,Galio
+46,Cho'Gath,3,mid,0.5109,0.0054,0.0009,Viktor,,
+47,Corki,3,mid,0.4946,0.011200000000000002,0.0074,Aurora,LeBlanc,Ahri
+48,Pantheon,3,mid,0.5051,0.0067,0.0016,Sylas,,
+49,Brand,3,mid,0.5097999999999999,0.005,0.0026,Viktor,,
+50,Naafiri,3,mid,0.496,0.0102,0.0034999999999999996,Ahri,,
+51,Gragas,3,mid,0.4916,0.0089,0.0042,Ahri,Katarina,
+52,Ziggs,4,mid,0.49579999999999996,0.006,0.0021,Viktor,,
+53,Malphite,4,mid,0.4935,0.0062,0.009899999999999999,Sylas,,
+54,Renekton,4,mid,0.48719999999999997,0.0051,0.0038,,,
+55,Jayce,4,mid,0.45630000000000004,0.0192,0.0118,LeBlanc,Galio,Sylas
+1,Miss Fortune,1,adc,0.5272,0.1143,0.038900000000000004,Seraphine,Hwei,Yasuo
+2,Corki,1,adc,0.5202,0.0816,0.054299999999999994,Viktor,Nilah,Vayne
+3,Jinx,1,adc,0.5059,0.1826,0.0369,Lux,Veigar,Miss Fortune
+4,Viktor,2,adc,0.5211,0.0196,0.04769999999999999,Samira,Kai'Sa,Ezreal
+5,Caitlyn,2,adc,0.49119999999999997,0.1753,0.2506,Nilah,Ziggs,Brand
+6,Ezreal,2,adc,0.4917,0.1895,0.057699999999999994,Lux,Kog'Maw,Nilah
+7,Vayne,2,adc,0.5186999999999999,0.0373,0.021099999999999997,Samira,Draven,Aphelios
+8,Lux,3,adc,0.535,0.0106,0.004,Corki,,
+9,Kog'Maw,3,adc,0.5241,0.0209,0.0102,Aphelios,Lucian,Jinx
+10,Nilah,3,adc,0.5264,0.0174,0.0318,Xayah,Jinx,Ashe
+11,Varus,3,adc,0.5023,0.075,0.0183,Hwei,Tristana,Lucian
+12,Jhin,3,adc,0.48560000000000003,0.18109999999999998,0.0278,Brand,Lux,Samira
+13,Seraphine,3,adc,0.5347,0.009399999999999999,0.0019,Jinx,Corki,
+14,Draven,3,adc,0.5006,0.0646,0.2661,Twitch,Swain,Ziggs
+15,Ashe,3,adc,0.48340000000000005,0.1613,0.20309999999999997,Swain,Seraphine,Twitch
+16,Xayah,3,adc,0.5104,0.037599999999999995,0.0058,Vayne,Zeri,Sivir
+17,Kai'Sa,3,adc,0.48960000000000004,0.1241,0.0132,Seraphine,Samira,Nilah
+18,Veigar,3,adc,0.5398,0.0054,0.001,Ashe,,
+19,Twitch,3,adc,0.5086999999999999,0.0362,0.019299999999999998,Kog'Maw,Corki,Lucian
+20,Sivir,3,adc,0.5047,0.0441,0.0078000000000000005,Kog'Maw,Viktor,Vayne
+21,Lucian,3,adc,0.5006,0.0537,0.008199999999999999,Viktor,Xayah,Samira
+22,Ziggs,3,adc,0.5139,0.018500000000000003,0.006500000000000001,Kai'Sa,Smolder,Jhin
+23,Kalista,3,adc,0.49920000000000003,0.04190000000000001,0.021,Vayne,Zeri,Corki
+24,Samira,3,adc,0.4984,0.0414,0.0436,Xayah,Sivir,Miss Fortune
+25,Hwei,4,adc,0.5119,0.013300000000000001,0.011699999999999999,Corki,Kai'Sa,Jinx
+26,Tristana,4,adc,0.498,0.0326,0.0034999999999999996,Smolder,Corki,Vayne
+27,Zeri,4,adc,0.4965,0.0276,0.0025,Tristana,Vayne,Varus
+28,Swain,4,adc,0.5061,0.0144,0.0066,Miss Fortune,Jhin,Ezreal
+29,Brand,5,adc,0.5117,0.0067,0.0034999999999999996,Ezreal,Jinx,
+30,Yasuo,5,adc,0.5004,0.009899999999999999,0.0172,Jinx,Corki,Kai'Sa
+31,Aphelios,5,adc,0.4753,0.045700000000000005,0.0060999999999999995,Corki,Swain,Viktor
+32,Karthus,5,adc,0.5006,0.0079,0.0206,Draven,Jhin,Jinx
+33,Smolder,5,adc,0.4747,0.035,0.014499999999999999,Vayne,Viktor,Kog'Maw
+1,Lulu,1,support,0.5155,0.1469,0.1839,Sylas,Vel'Koz,Zoe
+2,Janna,1,support,0.5293,0.0706,0.0278,Elise,Zyra,Seraphine
+3,Rell,2,support,0.5163,0.07519999999999999,0.0319,Taric,Maokai,Senna
+4,Thresh,2,support,0.5031,0.1281,0.053099999999999994,Sona,Brand,Renata Glasc
+5,Nami,2,support,0.5108,0.0941,0.0084,Zoe,Taric,Yuumi
+6,Senna,2,support,0.5241,0.051100000000000007,0.0152,Poppy,Vel'Koz,Zilean
+7,Braum,2,support,0.5163,0.0694,0.0661,Poppy,Soraka,Swain
+8,Maokai,3,support,0.5288,0.0292,0.0174,Soraka,Janna,Braum
+9,Karma,3,support,0.4988,0.1092,0.0434,Braum,Shaco,Seraphine
+10,Poppy,3,support,0.5193,0.038599999999999995,0.0674,Maokai,Janna,Milio
+11,Taric,3,support,0.5351,0.0178,0.0037,Braum,Janna,Alistar
+12,Elise,3,support,0.5272,0.0207,0.024700000000000003,Senna,Leona,Braum
+13,Pyke,3,support,0.4911,0.0839,0.34840000000000004,Maokai,Rell,Taric
+14,Soraka,3,support,0.5102,0.046,0.0167,Swain,Bard,Xerath
+15,Alistar,3,support,0.5123,0.040999999999999995,0.0137,Elise,Pantheon,Morgana
+16,Nautilus,3,support,0.4864,0.09820000000000001,0.1245,Shaco,Renata Glasc,Hwei
+17,Vel'Koz,3,support,0.517,0.0275,0.0055000000000000005,Zyra,Pyke,Sona
+18,Blitzcrank,4,support,0.49479999999999996,0.0579,0.17550000000000002,Taric,Sona,Poppy
+19,Milio,4,support,0.49770000000000003,0.0538,0.0271,Morgana,Senna,Maokai
+20,Tahm Kench,4,support,0.5013000000000001,0.0418,0.058899999999999994,Alistar,Nami,Taric
+21,Lux,4,support,0.4915,0.0593,0.0218,Taric,Alistar,Bard
+22,Zyra,4,support,0.5077,0.028399999999999998,0.019299999999999998,Seraphine,Soraka,Yuumi
+23,Seraphine,4,support,0.5027,0.0346,0.006999999999999999,Xerath,Bard,Pyke
+24,Sona,4,support,0.5115,0.0225,0.0014000000000000002,Janna,Pyke,Leona
+25,Leona,4,support,0.4867,0.0616,0.0496,Tahm Kench,Senna,Zilean
+26,Bard,4,support,0.4894,0.05,0.0075,Maokai,Poppy,Thresh
+27,Neeko,4,support,0.5071,0.021400000000000002,0.0059,Seraphine,Poppy,Janna
+28,Renata Glasc,4,support,0.5014,0.025,0.0036,Braum,Nami,Karma
+29,Rakan,4,support,0.48,0.056299999999999996,0.0060999999999999995,Seraphine,Taric,Tahm Kench
+30,Xerath,4,support,0.4911,0.0318,0.0252,Milio,Nautilus,Tahm Kench
+31,Morgana,4,support,0.4892,0.0288,0.09230000000000001,Maokai,Soraka,Zyra
+32,Shaco,4,support,0.5015,0.0129,0.0403,Rell,Janna,Bard
+33,Zilean,4,support,0.4914,0.0239,0.0074,Milio,Janna,Pyke
+34,Galio,4,support,0.5153,0.0076,0.0052,Rell,Karma,
+35,Yuumi,5,support,0.46740000000000004,0.0461,0.0691,Sona,Braum,Elise
+36,Zac,5,support,0.5171,0.005,0.003,Lulu,,
+37,Pantheon,5,support,0.48719999999999997,0.0176,0.0040999999999999995,Janna,Karma,Nautilus
+38,Zoe,5,support,0.5011,0.0088,0.0038,Nautilus,Thresh,Karma
+39,Swain,5,support,0.46490000000000004,0.0196,0.0088,Milio,Pyke,Bard
+40,Brand,5,support,0.4637,0.0154,0.0078000000000000005,Janna,Lulu,Tahm Kench
+41,Camille,5,support,0.48210000000000003,0.005699999999999999,0.0026,,,
+42,Hwei,5,support,0.46990000000000004,0.0079,0.0068000000000000005,Thresh,Lulu,Karma
+43,LeBlanc,5,support,0.4645,0.0077,0.0274,Pyke,Thresh,Lulu
+44,Sylas,5,support,0.456,0.0123,0.0104,Janna,Nami,Rakan

util/data/weekly_meta_stats.csv

@@ -1,170 +1,170 @@
 rank,champion,games,KDA,WR,pick,ban,cs,gold
-1,Viego,709,3.13,51.06,28.04,22.36,177.42,11578
-2,Viktor,665,2.39,48.87,2.63,38.32,207.21,11234
-3,Corki,540,2.54,52.41,21.36,12.67,211.9,11644
-4,Jayce,505,2.07,48.32,19.97,5.12,193.4,10932
-5,Lee Sin,502,3.33,52.19,19.86,9.86,162.12,11278
-6,Ezreal,485,2.54,47.84,19.18,8.05,197.56,10975
-7,Jhin,458,3.28,5.24,18.12,1.12,202.53,12203
-8,K'Sante,448,2.51,53.57,17.72,13.03,181.71,10160
-9,Yone,423,1.95,46.81,16.73,4.42,212.19,11502
-10,Sylas,408,2.36,50.98,16.14,8.62,154.99,10361
-11,Aurora,403,2.64,4.64,15.94,24.31,191.3,10959
-12,Ashe,389,2.56,49.87,15.39,22.95,193.72,10849
-13,Ambessa,389,2.1,48.84,15.39,29.73,181.78,10556
-14,Irelia,365,1.62,47.95,14.44,13.57,218.82,12278
-15,Skarner,341,3.85,54.84,13.49,25.38,140.55,9943
-16,Graves,338,3.05,52.66,13.37,18.32,198.19,12496
-17,Varus,334,2.43,52.69,13.21,5.74,196.14,11315
-18,Wukong,330,2.9,51.21,13.05,9.19,180.46,11578
-19,Caitlyn,313,2.41,55.91,12.38,14.18,208.7,11982
-20,Nautilus,302,2.68,52.32,11.95,7.36,25.07,7216
-21,Renekton,294,2.17,0.5,11.63,10.08,200.75,11256
-22,Akali,294,2.64,47.96,11.63,9.65,184.83,11158
-23,Talon,287,2.85,54.01,11.35,7.66,198.48,12042
-24,Lulu,279,3.49,52.69,11.04,12.23,31.29,7484
-25,Yasuo,267,1.7,50.19,10.56,17.83,212.38,11614
-26,Hwei,267,2.58,45.32,10.56,6.15,191.52,10802
-27,Rell,266,3.26,50.75,10.52,3.12,23.52,7417
-28,Gnar,258,1.99,46.12,1.02,5.88,194.57,11029
-29,Karma,254,3.12,54.72,10.05,3.16,43.43,8058
-30,Poppy,254,2.4,51.18,10.05,15.14,57.14,8201
-31,Bard,253,3.67,52.57,10.01,1.26,26,7638
-32,Kai'Sa,248,2.6,43.95,9.81,0.09,203.55,11585
-33,Rakan,244,3.14,45.08,9.65,1.11,28.02,7323
-34,Pyke,239,2.45,49.79,9.45,44.14,36.98,9067
-35,Jax,238,2,55.88,9.41,11.31,180.54,10979
-36,Jinx,225,2.36,44.44,0.89,1.91,200.38,11065
-37,Taliyah,212,2.72,50.47,8.39,1.89,192.44,11301
-38,Maokai,210,2.24,47.14,8.31,1.98,107.63,8364
-39,Vi,208,2.79,44.23,8.23,1.29,163.27,10447
-40,Camille,206,2.08,54.37,8.15,1.74,157.74,10725
-41,Zed,200,2.81,0.53,7.91,13.97,198.43,12381
-42,Galio,198,2.98,53.54,7.83,4.43,160.49,9761
-43,Gragas,198,2.53,0.5,7.83,4.85,169.98,10212
-44,Jarvan IV,198,3.71,49.49,7.83,1.63,162.76,10760
-45,Ahri,196,2.93,48.98,7.75,2.44,192.45,10731
-46,Neeko,195,2.69,50.26,7.71,1.21,60.98,8342
-47,Draven,192,2.1,49.48,7.59,32.02,199.26,13175
-48,Elise,189,2.47,46.56,7.48,10.09,115.46,10560
-49,Syndra,188,2.64,52.66,7.44,4.32,209.87,11613
-50,Kindred,188,2.69,48.94,7.44,8.77,173.29,11602
-51,Lux,186,3.15,53.23,7.36,1.43,141.34,10028
-52,Nidalee,182,3.55,51.65,0.72,8.35,172.43,11360
-53,Zyra,171,3.3,56.14,6.76,6.13,192.26,11493
-54,Janna,163,3.94,52.76,6.45,3.96,23.37,7413
-55,Diana,162,2.64,57.41,6.41,1.36,194.16,11742
-56,Ekko,162,3.18,0.5,6.41,2.04,199.78,12186
-57,Aatrox,159,2.18,54.09,6.29,0.48,172.82,10162
-58,Sona,158,3.11,49.37,6.25,1.37,27.11,7678
-59,Zac,150,3.15,50.67,5.93,4.67,150.76,10105
-60,Braum,148,3.35,55.41,5.85,5.19,23.76,7056
-61,Orianna,147,3.13,57.14,5.81,1.12,191.23,10351
-62,Riven,145,2.47,55.86,5.74,8.31,201.18,11816
-63,Nami,145,3.96,48.28,5.74,0.56,23.21,7631
-64,Blitzcrank,144,2.54,50.69,0.57,8.03,23.13,7251
-65,Gwen,144,1.93,44.44,0.57,2.81,203.28,12044
-66,Leona,142,2.34,45.77,5.62,1.86,25,7081
-67,Kha'Zix,142,2.83,42.96,5.62,3.85,172.11,11379
-68,Pantheon,141,2.14,42.55,5.58,1.38,143.41,10340
-69,Swain,140,2.88,55.71,5.54,1.32,181.98,10999
-70,Senna,137,2.8,52.55,5.42,0.82,32.76,8472
-71,Kalista,133,2.44,44.36,5.26,3.17,207.28,12471
-72,Tristana,131,2.79,58.78,5.18,0.64,205.18,12880
-73,Rumble,129,2.39,52.71,0.51,1.42,184.77,10691
-74,Smolder,129,2.61,51.16,0.51,1.16,222.51,12075
-75,Thresh,127,3.2,51.18,5.02,3.25,26.76,7323
-76,Seraphine,123,3.05,51.22,4.87,1.81,97.21,8929
-77,Fiora,119,2.08,61.34,4.71,7.91,206.42,12273
-78,Garen,119,2.11,52.94,4.71,1.62,211.09,12036
-79,Lucian,117,2.56,52.14,4.63,0.29,203.67,11684
-80,Qiyana,111,2.54,58.56,4.39,3.85,174.55,11439
-81,Vladimir,110,2.59,44.55,4.35,0.54,203.89,11138
-82,LeBlanc,109,2.52,44.04,4.31,2.29,158,10237
-83,Kennen,107,2.19,55.14,4.23,2.54,187.02,10923
-84,Aphelios,105,2.14,44.76,4.15,0.06,195.16,11209
-85,Azir,104,2.5,60.58,4.11,1.66,219.35,11797
-86,Volibear,104,2.34,50.96,4.11,1.65,177.92,10550
-87,Xin Zhao,103,2.88,5.34,4.07,0.27,160.45,10680
-88,Ziggs,103,2.75,45.63,4.07,0.61,220.08,11806
-89,Bel'Veth,98,2.83,48.98,3.88,10.92,171.79,11293
-90,Kayn,94,2.71,58.51,3.72,4.77,180,11634
-91,Xerath,93,3.46,50.54,3.68,1.82,159.26,10515
-92,Darius,92,1.94,0.5,3.64,8.51,200.24,11539
-93,Miss Fortune,90,2.61,48.89,3.56,0.39,208.89,11972
-94,Karthus,89,2.68,56.18,3.52,13.27,198.57,12663
-95,Ryze,88,2.39,54.55,3.48,0.88,213.6,11394
-96,Teemo,88,2.5,52.27,3.48,2.61,209.34,11894
-97,Alistar,87,2.87,47.13,3.44,1.73,24.15,7024
-98,Lillia,85,3.44,54.12,3.36,1.23,190.61,11348
-99,Trundle,84,1.63,45.24,3.32,0.02,201.93,12023
-100,Nunu & Willump,83,2.28,37.35,3.28,3.31,143.95,9145
-101,Tryndamere,82,2.07,57.32,3.24,2.46,231.95,12991
-102,Katarina,82,2.76,52.44,3.24,5.98,178.17,11460
-103,Udyr,82,3.05,52.44,3.24,4.97,186.54,10922
-104,Rengar,82,2.56,51.22,3.24,21.67,180.38,11770
-105,Nocturne,82,3.11,41.46,3.24,0.15,175.71,11240
-106,Hecarim,81,2.72,44.44,0.32,4.64,186.28,11027
-107,Dr. Mundo,80,2.65,46.25,3.16,0.94,197.6,10816
-108,Soraka,76,3.26,51.32,3.01,1.91,35.86,7600
-109,Zeri,75,2.45,38.67,2.97,0.27,228.84,12280
-110,Xayah,74,2.32,44.59,2.93,0.28,228.09,12581
-111,Zilean,72,2.9,38.89,2.85,1.76,85.43,7771
-112,Zoe,71,2.72,54.93,2.81,4.44,119.15,9773
-113,Warwick,71,1.93,39.44,2.81,9.08,168.52,11053
-114,Milio,69,4.14,46.38,2.73,2.51,25.83,7269
-115,Lissandra,67,2.66,49.25,2.65,1.14,182.54,10294
-116,Fiddlesticks,66,2.65,53.03,2.61,5.05,63.82,9296
-117,Shen,66,2.78,51.52,2.61,0.04,127.15,8257
-118,Veigar,66,2.65,0.5,2.61,0.25,196.45,11865
-119,Malphite,66,2.13,0.5,2.61,6.09,163.92,9632
-120,Kayle,66,2.27,48.48,2.61,1.22,228.79,12610
-121,Shaco,66,2.54,48.48,2.61,8.74,118.17,10300
-122,Aurelion Sol,61,3.7,59.02,2.41,0.47,207.25,11617
-123,Gangplank,60,2.19,58.33,2.37,0.54,205.13,12605
-124,Renata Glasc,59,3.04,47.46,2.33,0.04,29.17,7533
-125,Kassadin,58,2.71,51.72,2.29,3.17,190.86,11710
-126,Briar,57,2.39,47.37,2.25,0.15,155.28,11755
-127,Akshan,56,2.97,55.36,2.22,4.84,192.46,12687
-128,Ivern,56,4.94,55.36,2.22,1.53,142.79,10139
-129,Taric,56,2.39,42.86,2.22,0.42,40.95,7021
-130,Kog'Maw,56,2.14,30.36,2.22,1.37,196.66,11389
-131,Tahm Kench,55,2.95,58.18,2.18,1.92,67.31,8972
-132,Master Yi,55,2.35,54.55,2.18,8.02,179.49,12471
-133,Samira,55,2.18,52.73,2.18,2.58,181.29,12066
-134,Urgot,54,1.84,4.63,2.14,1.61,187.91,11557
-135,Sett,52,1.75,0.5,2.06,0.13,177.02,11228
-136,Sivir,51,2.7,56.86,2.02,0.19,222.02,11848
-137,Cho'Gath,51,2.32,5.49,2.02,0.27,194.02,10736
-138,Vayne,50,2.33,0.5,1.98,1.93,187.66,11453
-139,Yuumi,49,3.92,40.82,1.94,5.04,14.9,6624
-140,Ornn,48,2.56,54.17,0.19,0.19,169.5,9466
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