debug

util/Meta_scrapper.py

@@ -19,6 +19,8 @@ TIER_COLOR_MAPPING = {
     "#9AA4AF": 4,  # Gray
 }
 
+
+'''Original driver 
 def setup_driver():
     """Setup and return a configured Chrome WebDriver with optimized settings"""
     chrome_options = Options()
@@ -37,6 +39,42 @@ def setup_driver():
     # Remove log_level parameter from ChromeDriverManager
     service = Service(ChromeDriverManager().install())
     return webdriver.Chrome(service=service, options=chrome_options)
+'''
+
+#Test setup
+def setup_driver():
+    """Setup and return a configured Chrome WebDriver with optimized settings."""
+    # Define chrome options
+    chrome_options = Options()
+    chrome_options.add_argument("--headless")
+    chrome_options.add_argument("--no-sandbox")
+    chrome_options.add_argument("--disable-dev-shm-usage")
+    chrome_options.add_argument("--disable-gpu")
+    chrome_options.add_argument("--disable-extensions")
+    chrome_options.add_argument("--disable-logging")
+    chrome_options.add_argument("--log-level=3")
+    chrome_options.add_argument("--silent")
+    chrome_options.add_argument(
+        "user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36"
+    )
+
+    # Check if we're running in Hugging Face Spaces or locally
+    if 'HF_SPACE' in os.environ:
+        # Hugging Face Space is detected, handle accordingly (example for versioning)
+        print("Running on Hugging Face Space.")
+        chromedriver_path = ChromeDriverManager(version="131.0.6778.264").install()
+    else:
+        # Local environment setup
+        print("Running locally.")
+        chromedriver_path = ChromeDriverManager().install()
+
+    # Create the Service object using the installed chromedriver
+    service = Service(executable_path=chromedriver_path)
+
+    # Return the configured WebDriver instance
+    driver = webdriver.Chrome(service=service, options=chrome_options)
+    
+    return driver
 
 def parse_rate(rate_str):
     """Convert percentage string to float"""

util/Player_scrapper.py

@@ -28,6 +28,24 @@ def setup_driver():
     options.add_argument(
         "user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36"
     )
+    
+    # Check if we're running in Hugging Face Spaces or locally
+    if 'HF_SPACE' in os.environ:
+        # Hugging Face Space is detected, handle accordingly (example for versioning)
+        print("Running on Hugging Face Space.")
+        chromedriver_path = ChromeDriverManager(version="131.0.6778.264").install()
+    else:
+        # Local environment setup
+        print("Running locally.")
+        chromedriver_path = ChromeDriverManager().install()
+
+    # Create the Service object using the installed chromedriver
+    service = Service(executable_path=chromedriver_path)
+
+    # Return the configured WebDriver instance
+    driver = webdriver.Chrome(service=service, options=options)
+    
+    return driver
     return webdriver.Chrome(service=Service(ChromeDriverManager().install()), options=options)
 
 def wait_and_find_element(driver, selector, timeout=20, description="element"):

util/Recent_match_scrapper.py

@@ -22,6 +22,26 @@ def setup_driver():
                 '--disable-gpu', '--window-size=1920,1080']:
         options.add_argument(arg)
     options.add_argument('user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) Chrome/91.0.4472.124')
+
+    
+    # Check if we're running in Hugging Face Spaces or locally
+    if 'HF_SPACE' in os.environ:
+        # Hugging Face Space is detected, handle accordingly (example for versioning)
+        print("Running on Hugging Face Space.")
+        chromedriver_path = ChromeDriverManager(version="131.0.6778.264").install()
+    else:
+        # Local environment setup
+        print("Running locally.")
+        chromedriver_path = ChromeDriverManager().install()
+
+    # Create the Service object using the installed chromedriver
+    service = Service(executable_path=chromedriver_path)
+
+    # Return the configured WebDriver instance
+    driver = webdriver.Chrome(service=service, options=options)
+    
+    return driver
+
     return webdriver.Chrome(service=Service(ChromeDriverManager().install()), options=options)
 
 def get_tooltip_date(driver, element):

util/Weekly_meta_scrapper.py

@@ -24,6 +24,24 @@ def setup_driver():
     chrome_options.add_argument(
         "user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36"
     )
+
+    # Check if we're running in Hugging Face Spaces or locally
+    if 'HF_SPACE' in os.environ:
+        # Hugging Face Space is detected, handle accordingly (example for versioning)
+        print("Running on Hugging Face Space.")
+        chromedriver_path = ChromeDriverManager(version="131.0.6778.264").install()
+    else:
+        # Local environment setup
+        print("Running locally.")
+        chromedriver_path = ChromeDriverManager().install()
+
+    # Create the Service object using the installed chromedriver
+    service = Service(executable_path=chromedriver_path)
+
+    # Return the configured WebDriver instance
+    driver = webdriver.Chrome(service=service, options=chrome_options)
+    
+    return driver
     
     service = Service(ChromeDriverManager().install())
     return webdriver.Chrome(service=service, options=chrome_options)

util/app_training_df_getter.py

@@ -434,12 +434,8 @@ def get_meta_stats():
 
 def create_app_user_training_df(url):
     try:
-        meta_stats = get_meta_stats() 
-
-        weekly_meta_stats = get_weekly_meta()
-
-        print("========= Inside get_user_training_df(player_opgg_url) ============= \n")
-        print("input url: ", url, "\n")
+        #meta_stats = get_meta_stats() 
+        #weekly_meta_stats = get_weekly_meta()
 
         # Input validation
         if not url or not isinstance(url, str):
@@ -450,7 +446,6 @@ def create_app_user_training_df(url):
         if not match:
             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)
         print(f"Extracted - Region: {region}, Username: {username}")

util/data/meta_stats.csv

@@ -1,236 +1,237 @@
 rank,champion,tier,role,win_rate,pick_rate,ban_rate,counter1,counter2,counter3
-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
+1,Darius,1,top,0.5173,0.0757,0.1457,Teemo,Kennen,Quinn
+2,Cassiopeia,1,top,0.5686,0.0103,0.0075,,,
+3,Irelia,1,top,0.5164,0.061799999999999994,0.1436,Trundle,Cho'Gath,Poppy
+4,Riven,1,top,0.5236999999999999,0.048,0.028300000000000002,Poppy,Kennen,Gnar
+5,Urgot,1,top,0.535,0.0239,0.0039000000000000003,Malphite,Ornn,Irelia
+6,Sett,2,top,0.5118,0.0513,0.0088,Singed,Riven,Cho'Gath
+7,Aatrox,2,top,0.49479999999999996,0.0852,0.0946,Udyr,Kled,Heimerdinger
+8,Gnar,2,top,0.5099,0.0464,0.0246,Teemo,Sett,Gwen
+9,Cho'Gath,2,top,0.5183,0.0338,0.0058,Malphite,Trundle,Kayle
+10,Mordekaiser,2,top,0.5069,0.0504,0.049800000000000004,Gnar,Teemo,Sylas
+11,Camille,2,top,0.5146999999999999,0.037200000000000004,0.0174,Poppy,Sion,Fiora
+12,Trundle,2,top,0.5309,0.018799999999999997,0.0048,Camille,Mordekaiser,Riven
+13,Tryndamere,2,top,0.5277000000000001,0.0206,0.0137,Gnar,Ambessa,Jax
+14,Olaf,2,top,0.5315,0.0176,0.012199999999999999,Gnar,Volibear,Urgot
+15,Jax,2,top,0.5036999999999999,0.046,0.07719999999999999,Yorick,Gnar,Teemo
+16,Maokai,2,top,0.5017,0.0496,0.03,Warwick,Yorick,Kled
+17,Renekton,2,top,0.4946,0.0649,0.049100000000000005,Urgot,Nasus,Cho'Gath
+18,Gragas,2,top,0.5052,0.042199999999999994,0.0199,Cho'Gath,Fiora,Sion
+19,Fiora,3,top,0.5055,0.039,0.0706,Tahm Kench,Vladimir,Ambessa
+20,Warwick,3,top,0.5106,0.0273,0.0668,Ornn,Dr. Mundo,Trundle
+21,Teemo,3,top,0.5205,0.021,0.0329,Ambessa,Gragas,Garen
+22,Ambessa,3,top,0.4921,0.0509,0.1991,Trundle,Pantheon,Warwick
+23,K'Sante,3,top,0.483,0.08070000000000001,0.09,Cassiopeia,Swain,Trundle
+24,Malphite,3,top,0.5034000000000001,0.0374,0.059699999999999996,Warwick,Shen,Garen
+25,Kayle,3,top,0.5221,0.019,0.0068000000000000005,Ambessa,Sett,Malphite
+26,Volibear,3,top,0.49570000000000003,0.0435,0.0292,Akali,Kayle,Tryndamere
+27,Jayce,3,top,0.47619999999999996,0.0857,0.0533,Cho'Gath,Urgot,Quinn
+28,Singed,3,top,0.5188,0.0182,0.0027,Gnar,Fiora,Garen
+29,Sion,3,top,0.4932,0.0471,0.006500000000000001,Ambessa,Aurora,Mordekaiser
+30,Kled,4,top,0.5189,0.0168,0.0048,Ambessa,Irelia,Ornn
+31,Vladimir,4,top,0.5065999999999999,0.0232,0.0167,Sett,Sion,Aatrox
+32,Garen,4,top,0.4907,0.043,0.0209,Camille,Irelia,Fiora
+33,Ornn,4,top,0.4936,0.038900000000000004,0.0060999999999999995,Olaf,Aurora,Shen
+34,Akali,4,top,0.5108,0.0161,0.018500000000000003,Gragas,Jax,Irelia
+35,Shen,4,top,0.49420000000000003,0.0335,0.0043,Gragas,Camille,Urgot
+36,Rumble,4,top,0.5054,0.0206,0.0073,Ornn,Sett,Jax
+37,Tahm Kench,4,top,0.4943,0.0281,0.0403,Ambessa,Tryndamere,Aatrox
+38,Yorick,4,top,0.5024000000000001,0.022000000000000002,0.0245,Tahm Kench,Gangplank,Renekton
+39,Wukong,4,top,0.5171,0.0113,0.0075,Ambessa,,
+40,Gangplank,4,top,0.49340000000000006,0.030299999999999997,0.0115,Rumble,Cho'Gath,Camille
+41,Gwen,4,top,0.49060000000000004,0.032,0.025099999999999997,Fiora,Warwick,Zac
+42,Heimerdinger,4,top,0.5233,0.0089,0.0051,,,
+43,Kennen,4,top,0.5075999999999999,0.0158,0.009899999999999999,Irelia,Renekton,Gnar
+44,Pantheon,4,top,0.49810000000000004,0.0213,0.0051,Volibear,Maokai,Mordekaiser
+45,Poppy,4,top,0.5,0.0178,0.0319,Mordekaiser,Sion,Maokai
+46,Yone,4,top,0.47240000000000004,0.05,0.037000000000000005,Malphite,Urgot,Vladimir
+47,Dr. Mundo,4,top,0.4819,0.0339,0.0183,Gwen,Shen,Ornn
+48,Quinn,4,top,0.524,0.0068000000000000005,0.0027,,,
+49,Illaoi,5,top,0.4903,0.020099999999999996,0.045700000000000005,Garen,Jax,Ornn
+50,Aurora,5,top,0.4854,0.018600000000000002,0.0382,Darius,Jayce,Sett
+51,Vayne,5,top,0.511,0.0078000000000000005,0.0044,K'Sante,,
+52,Yasuo,5,top,0.4794,0.0203,0.0349,Riven,Darius,Fiora
+53,Zac,5,top,0.4929,0.0123,0.0074,Maokai,K'Sante,Aatrox
+54,Nasus,5,top,0.4824,0.018500000000000003,0.0259,K'Sante,Gnar,Sion
+55,Ryze,5,top,0.5005,0.009300000000000001,0.0011,Teemo,Irelia,
+1,Viego,1,jungle,0.51,0.19879999999999998,0.1543,Teemo,Amumu,Gwen
+2,Wukong,1,jungle,0.5233,0.0868,0.0572,Rek'Sai,Lillia,Udyr
+3,Lee Sin,1,jungle,0.5047,0.1925,0.1435,Ivern,Warwick,Zyra
+4,Amumu,2,jungle,0.5285,0.030899999999999997,0.0158,Diana,Zac,Nunu & Willump
+5,Gwen,2,jungle,0.5432,0.0125,0.0097,Skarner,Diana,Lee Sin
+6,Nocturne,2,jungle,0.516,0.0546,0.0701,Gwen,Amumu,Bel'Veth
+7,Diana,2,jungle,0.5171,0.048,0.0123,Volibear,Master Yi,Skarner
+8,Warwick,2,jungle,0.5196000000000001,0.0351,0.0851,Kindred,Amumu,Hecarim
+9,Skarner,2,jungle,0.5165,0.0446,0.1093,Briar,Lillia,Master Yi
+10,Hecarim,2,jungle,0.5112,0.0536,0.039900000000000005,Sejuani,Amumu,Bel'Veth
+11,Jarvan IV,2,jungle,0.508,0.0555,0.0158,Gwen,Volibear,Nidalee
+12,Nunu & Willump,2,jungle,0.5166,0.034,0.009300000000000001,Talon,Warwick,Fiddlesticks
+13,Graves,2,jungle,0.4916,0.11800000000000001,0.163,Ivern,Bel'Veth,Zyra
+14,Xin Zhao,2,jungle,0.5123,0.0412,0.0072,Nocturne,Udyr,Kindred
+15,Lillia,2,jungle,0.5071,0.041100000000000005,0.0347,Rengar,Xin Zhao,Diana
+16,Bel'Veth,2,jungle,0.5115,0.0301,0.056900000000000006,Nunu & Willump,Jarvan IV,Wukong
+17,Udyr,3,jungle,0.5091,0.0281,0.0264,Amumu,Rengar,Hecarim
+18,Volibear,3,jungle,0.5139,0.0203,0.013500000000000002,Ekko,Zac,Shaco
+19,Kindred,3,jungle,0.5034000000000001,0.0369,0.0333,Skarner,Karthus,Briar
+20,Karthus,3,jungle,0.4997,0.0364,0.0934,Taliyah,Xin Zhao,Udyr
+21,Fiddlesticks,3,jungle,0.5088,0.0216,0.0127,Nocturne,Elise,Xin Zhao
+22,Kha'Zix,3,jungle,0.4877,0.0655,0.0553,Ivern,Nocturne,Wukong
+23,Talon,3,jungle,0.5056,0.0225,0.0068000000000000005,Rengar,Hecarim,Lillia
+24,Elise,3,jungle,0.4854,0.0562,0.0684,Taliyah,Warwick,Nocturne
+25,Kayn,3,jungle,0.485,0.0592,0.0464,Fiddlesticks,Shyvana,Evelynn
+26,Briar,3,jungle,0.501,0.0242,0.021400000000000002,Master Yi,Kayn,Vi
+27,Rek'Sai,4,jungle,0.5044,0.018500000000000003,0.009000000000000001,Nunu & Willump,Skarner,Diana
+28,Vi,4,jungle,0.4829,0.059500000000000004,0.0171,Kindred,Gragas,Kayn
+29,Ekko,4,jungle,0.4875,0.0424,0.0078000000000000005,Amumu,Kha'Zix,Skarner
+30,Zyra,4,jungle,0.5031,0.0171,0.0118,Wukong,Karthus,Nidalee
+31,Zac,4,jungle,0.48710000000000003,0.0354,0.021099999999999997,Diana,Lillia,Evelynn
+32,Master Yi,4,jungle,0.4855,0.0366,0.0575,Sejuani,Evelynn,Talon
+33,Ivern,4,jungle,0.5003,0.0139,0.0083,Shaco,Karthus,Hecarim
+34,Nidalee,4,jungle,0.4756,0.048499999999999995,0.044800000000000006,Udyr,Kindred,Briar
+35,Evelynn,4,jungle,0.4916,0.0203,0.0319,Skarner,Jarvan IV,Nocturne
+36,Taliyah,4,jungle,0.49369999999999997,0.0171,0.0044,Zac,Skarner,Wukong
+37,Rengar,5,jungle,0.48310000000000003,0.026699999999999998,0.0495,Hecarim,Nocturne,Fiddlesticks
+38,Poppy,5,jungle,0.5044,0.0066,0.011699999999999999,,,
+39,Shaco,5,jungle,0.46659999999999996,0.0429,0.136,Bel'Veth,Lillia,Kindred
+40,Shyvana,5,jungle,0.48479999999999995,0.0129,0.0031,Nocturne,Hecarim,Viego
+41,Teemo,5,jungle,0.49729999999999996,0.0055000000000000005,0.0086,Lee Sin,,
+42,Sejuani,5,jungle,0.4718,0.0213,0.0026,Wukong,Ekko,Lee Sin
+43,Qiyana,5,jungle,0.48969999999999997,0.0067,0.0016,Viego,Lee Sin,
+44,Rammus,5,jungle,0.4813,0.010700000000000001,0.0252,Viego,,
+45,Pantheon,5,jungle,0.4867,0.0073,0.0017000000000000001,Graves,Viego,Lee Sin
+46,Zed,5,jungle,0.4747,0.011399999999999999,0.0242,Wukong,Lee Sin,Elise
+47,Gragas,5,jungle,0.46020000000000005,0.0258,0.012,Kindred,Xin Zhao,Bel'Veth
+48,Ambessa,5,jungle,0.46909999999999996,0.0072,0.028300000000000002,Wukong,Graves,Viego
+1,Viktor,1,mid,0.5033,0.1384,0.33390000000000003,Naafiri,Zoe,Neeko
+2,Cassiopeia,1,mid,0.5398,0.0216,0.0159,Irelia,Zed,Vladimir
+3,Zoe,1,mid,0.5322,0.0297,0.0134,Ekko,Malzahar,Syndra
+4,Sylas,1,mid,0.5044,0.10679999999999999,0.09230000000000001,Cassiopeia,Malzahar,Neeko
+5,Lux,1,mid,0.5207999999999999,0.037200000000000004,0.013999999999999999,Azir,Zoe,Cassiopeia
+6,Irelia,1,mid,0.5158,0.0381,0.08869999999999999,Azir,Veigar,Swain
+7,Galio,1,mid,0.513,0.053099999999999994,0.0373,Lux,Qiyana,Corki
+8,Ahri,1,mid,0.49979999999999997,0.09849999999999999,0.0352,Zoe,Ekko,Kennen
+9,Neeko,1,mid,0.5461,0.0089,0.0025,Aurora,,
+10,Syndra,2,mid,0.5057,0.0637,0.0384,Twisted Fate,Anivia,Qiyana
+11,Vladimir,2,mid,0.5149,0.0356,0.025699999999999997,Syndra,Kassadin,Ekko
+12,Xerath,2,mid,0.5164,0.0302,0.0245,Talon,Zoe,Irelia
+13,Akali,2,mid,0.4951,0.08380000000000001,0.0966,Naafiri,Aurelion Sol,Xerath
+14,Taliyah,2,mid,0.5253,0.0197,0.0051,Akshan,Katarina,Galio
+15,Garen,2,mid,0.5488000000000001,0.0054,0.0026,,,
+16,Kayle,2,mid,0.5458,0.0063,0.0022,,,
+17,Malzahar,2,mid,0.5115999999999999,0.0336,0.0333,Lissandra,Galio,Twisted Fate
+18,Lissandra,2,mid,0.5123,0.0318,0.0144,Twisted Fate,Sylas,Cassiopeia
+19,Aurora,2,mid,0.49700000000000005,0.058499999999999996,0.1198,Lux,Malzahar,Qiyana
+20,Vex,2,mid,0.5093,0.0348,0.0526,Vladimir,Lux,Akshan
+21,LeBlanc,2,mid,0.49560000000000004,0.0584,0.2102,Kassadin,Ekko,Cassiopeia
+22,Akshan,2,mid,0.5107,0.028300000000000002,0.0245,Anivia,Vladimir,Yasuo
+23,Veigar,2,mid,0.5126,0.0248,0.004699999999999999,Syndra,Zed,Yasuo
+24,Hwei,2,mid,0.4917,0.06480000000000001,0.056900000000000006,Katarina,Cassiopeia,Aurelion Sol
+25,Yasuo,2,mid,0.4865,0.0706,0.1216,Xerath,Vel'Koz,Aurelion Sol
+26,Katarina,2,mid,0.4867,0.0758,0.0662,Cassiopeia,Aurelion Sol,Lissandra
+27,Ambessa,2,mid,0.5273,0.0069,0.027000000000000003,,,
+28,Qiyana,2,mid,0.5085999999999999,0.0241,0.0058,Vex,Xerath,LeBlanc
+29,Anivia,3,mid,0.5093,0.0212,0.0147,Malzahar,Aurora,Lux
+30,Talon,3,mid,0.4989,0.0336,0.0103,Ryze,Irelia,Qiyana
+31,Vel'Koz,3,mid,0.5177,0.0125,0.0025,Hwei,Sylas,Syndra
+32,Ekko,3,mid,0.4996,0.0273,0.005,Lissandra,Aurora,Xerath
+33,Zed,3,mid,0.48200000000000004,0.0572,0.1225,Vex,Vladimir,Taliyah
+34,Annie,3,mid,0.5192,0.0098,0.0017000000000000001,Katarina,Sylas,Syndra
+35,Swain,3,mid,0.5049,0.018500000000000003,0.0084,Hwei,Zed,Ahri
+36,Kassadin,3,mid,0.49939999999999996,0.024300000000000002,0.0291,Irelia,Galio,Lux
+37,Orianna,3,mid,0.48450000000000004,0.044500000000000005,0.0089,Ryze,Cassiopeia,Diana
 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
+39,Aurelion Sol,3,mid,0.5005,0.0183,0.005699999999999999,Vladimir,Veigar,Lux
+40,Yone,3,mid,0.46950000000000003,0.0721,0.0535,Lissandra,Akshan,Xerath
+41,Fizz,3,mid,0.48829999999999996,0.026600000000000002,0.0288,Ryze,Veigar,Galio
+42,Kennen,3,mid,0.5179,0.005600000000000001,0.0034999999999999996,Sylas,,
+43,Diana,3,mid,0.484,0.0254,0.0066,Cassiopeia,Vex,Hwei
+44,Twisted Fate,3,mid,0.48460000000000003,0.0254,0.0026,Orianna,Lux,Ekko
+45,Azir,3,mid,0.4849,0.0219,0.0032,LeBlanc,Galio,Vladimir
+46,Cho'Gath,3,mid,0.5097999999999999,0.0054,0.0009,Viktor,,
+47,Brand,3,mid,0.5104,0.0051,0.0026,Viktor,,
+48,Pantheon,3,mid,0.5036,0.0067,0.0016,Sylas,Yone,
+49,Naafiri,3,mid,0.49570000000000003,0.0102,0.0034999999999999996,Ahri,,
+50,Corki,3,mid,0.4914,0.011200000000000002,0.0074,Aurora,LeBlanc,Ahri
+51,Gragas,4,mid,0.4902,0.0089,0.0042,Ahri,Katarina,
+52,Malphite,4,mid,0.49229999999999996,0.0063,0.01,Sylas,,
+53,Ziggs,4,mid,0.4943,0.006,0.002,Viktor,,
+54,Renekton,4,mid,0.49520000000000003,0.0051,0.0038,,,
+55,Jayce,4,mid,0.4619,0.0192,0.011899999999999999,LeBlanc,Galio,Sylas
+1,Miss Fortune,1,adc,0.5253,0.1149,0.0398,Seraphine,Hwei,Corki
+2,Corki,1,adc,0.5223,0.0818,0.054400000000000004,Viktor,Nilah,Vayne
+3,Jinx,1,adc,0.5065999999999999,0.1827,0.037000000000000005,Lux,Veigar,Varus
+4,Viktor,2,adc,0.5221,0.0196,0.0475,Samira,Draven,Kai'Sa
+5,Vayne,2,adc,0.5207,0.037200000000000004,0.021099999999999997,Samira,Aphelios,Draven
+6,Ezreal,2,adc,0.4915,0.19010000000000002,0.057800000000000004,Lux,Nilah,Kog'Maw
+7,Caitlyn,2,adc,0.49060000000000004,0.1753,0.24969999999999998,Nilah,Ziggs,Brand
+8,Varus,3,adc,0.5043,0.075,0.0184,Hwei,Tristana,Viktor
+9,Seraphine,3,adc,0.5373,0.009399999999999999,0.0019,Smolder,Draven,Jinx
+10,Lux,3,adc,0.5342,0.0105,0.004,Corki,Kai'Sa,
+11,Kog'Maw,3,adc,0.5241,0.0209,0.0101,Aphelios,Lucian,Caitlyn
+12,Jhin,3,adc,0.485,0.18100000000000002,0.0277,Brand,Lux,Samira
+13,Draven,3,adc,0.5009,0.0646,0.2643,Twitch,Swain,Zeri
+14,Nilah,3,adc,0.5242,0.0174,0.0319,Xayah,Jinx,Ashe
+15,Xayah,3,adc,0.5117,0.0374,0.0058,Vayne,Zeri,Sivir
+16,Veigar,3,adc,0.5422,0.0054,0.001,Ashe,,
+17,Twitch,3,adc,0.5108,0.0362,0.0192,Kog'Maw,Corki,Kai'Sa
+18,Ashe,3,adc,0.4817,0.1611,0.2029,Swain,Seraphine,Twitch
+19,Kai'Sa,3,adc,0.4889,0.1243,0.0132,Seraphine,Nilah,Samira
+20,Sivir,3,adc,0.5052,0.043899999999999995,0.0079,Kog'Maw,Viktor,Vayne
+21,Lucian,3,adc,0.5001,0.0536,0.008100000000000001,Viktor,Xayah,Samira
+22,Kalista,3,adc,0.49939999999999996,0.0418,0.021,Vayne,Corki,Smolder
+23,Samira,3,adc,0.4993,0.041299999999999996,0.0434,Xayah,Sivir,Miss Fortune
+24,Ziggs,3,adc,0.5127,0.018500000000000003,0.0064,Smolder,Kai'Sa,Sivir
+25,Tristana,4,adc,0.4988,0.032400000000000005,0.0034999999999999996,Smolder,Vayne,Aphelios
+26,Hwei,4,adc,0.5093,0.013300000000000001,0.011699999999999999,Corki,Kai'Sa,Ashe
+27,Zeri,4,adc,0.4961,0.0278,0.0025,Tristana,Varus,Vayne
+28,Swain,4,adc,0.505,0.0144,0.0066,Jhin,Miss Fortune,Ezreal
+29,Brand,4,adc,0.5157,0.0067,0.0034000000000000002,Ezreal,Jinx,
+30,Yasuo,4,adc,0.5038,0.01,0.0173,Jinx,Corki,Kai'Sa
+31,Aphelios,5,adc,0.4757,0.045700000000000005,0.0060999999999999995,Corki,Swain,Varus
+32,Smolder,5,adc,0.47490000000000004,0.0348,0.014499999999999999,Vayne,Viktor,Kog'Maw
+33,Karthus,5,adc,0.4975,0.0079,0.0206,Draven,Jhin,Jinx
+1,Lulu,1,support,0.5157,0.1467,0.1837,Sylas,Vel'Koz,Zoe
+2,Janna,1,support,0.5285,0.0703,0.0274,Zyra,Elise,Seraphine
+3,Rell,1,support,0.5181,0.0754,0.0319,Taric,Janna,Maokai
+4,Nami,1,support,0.5123,0.09359999999999999,0.0083,Zoe,Taric,Blitzcrank
+5,Thresh,1,support,0.5036999999999999,0.1282,0.053200000000000004,Sona,Renata Glasc,Brand
+6,Braum,1,support,0.5168,0.0694,0.0662,Poppy,Soraka,Galio
+7,Senna,1,support,0.5231,0.051100000000000007,0.015,Poppy,Vel'Koz,Zilean
+8,Karma,2,support,0.4986,0.1093,0.0437,Braum,Shaco,Seraphine
+9,Poppy,2,support,0.5196999999999999,0.0385,0.0674,Maokai,Janna,Seraphine
+10,Maokai,2,support,0.5253,0.0294,0.0174,Soraka,Janna,Tahm Kench
+11,Taric,2,support,0.5367999999999999,0.0178,0.0036,Braum,Alistar,Senna
+12,Soraka,2,support,0.51,0.045700000000000005,0.0166,Swain,Bard,Xerath
+13,Pyke,2,support,0.48960000000000004,0.084,0.34869999999999995,Maokai,Taric,Rell
+14,Elise,2,support,0.5239,0.0208,0.025,Maokai,Senna,Leona
+15,Alistar,2,support,0.5103,0.041100000000000005,0.013600000000000001,Elise,Morgana,Pantheon
+16,Nautilus,2,support,0.4865,0.0983,0.1247,Shaco,Renata Glasc,Hwei
+17,Vel'Koz,2,support,0.5169,0.0275,0.0055000000000000005,Zyra,Pyke,Sona
+18,Milio,3,support,0.4991,0.0537,0.027000000000000003,Morgana,Senna,Pantheon
+19,Blitzcrank,3,support,0.4951,0.057999999999999996,0.17579999999999998,Sona,Taric,Senna
+20,Tahm Kench,3,support,0.5023,0.0416,0.058499999999999996,Alistar,Nami,Blitzcrank
+21,Seraphine,3,support,0.5049,0.0348,0.0069,Xerath,Bard,Zilean
+22,Sona,3,support,0.5147999999999999,0.0226,0.0013,Janna,Pyke,Leona
+23,Lux,3,support,0.4914,0.0593,0.0219,Taric,Alistar,Bard
+24,Leona,3,support,0.4882,0.0613,0.049699999999999994,Tahm Kench,Zilean,Renata Glasc
+25,Zyra,3,support,0.5046,0.028399999999999998,0.019299999999999998,Seraphine,Soraka,Yuumi
+26,Bard,3,support,0.491,0.049699999999999994,0.0074,Maokai,Poppy,Thresh
+27,Renata Glasc,3,support,0.5027,0.025,0.0036,Braum,Nami,Karma
+28,Neeko,4,support,0.5039,0.021400000000000002,0.006,Seraphine,Poppy,Janna
+29,Rakan,4,support,0.4794,0.0562,0.0060999999999999995,Seraphine,Taric,Tahm Kench
+30,Xerath,4,support,0.4889,0.0321,0.0255,Milio,Alistar,Nautilus
+31,Morgana,4,support,0.4901,0.028999999999999998,0.0922,Maokai,Soraka,Zyra
+32,Zilean,4,support,0.491,0.023700000000000002,0.0074,Milio,Pyke,Janna
+33,Galio,4,support,0.5143,0.0076,0.0052,Rell,Karma,
+34,Shaco,4,support,0.49920000000000003,0.0129,0.0404,Rell,Janna,Rakan
+35,Zac,4,support,0.5203,0.0051,0.003,Lulu,,
+36,Pantheon,4,support,0.4921,0.0177,0.0040999999999999995,Janna,Karma,Nautilus
+37,Yuumi,4,support,0.4696,0.0462,0.0696,Sona,Braum,Elise
+38,Zoe,5,support,0.49770000000000003,0.0087,0.0038,Nautilus,Thresh,Karma
+39,Swain,5,support,0.4625,0.0197,0.0088,Milio,Pyke,Nami
+40,Brand,5,support,0.4632,0.0154,0.0078000000000000005,Janna,Lulu,Nami
+41,Camille,5,support,0.48,0.005600000000000001,0.0026,,,
+42,LeBlanc,5,support,0.467,0.0078000000000000005,0.0274,Pyke,Thresh,Lulu
+43,Sylas,5,support,0.4558,0.0123,0.0104,Janna,Rakan,Nami
+44,Hwei,5,support,0.4672,0.008,0.0068000000000000005,Lulu,Thresh,Karma
+45,Shen,5,support,0.4714,0.005,0.0006,Thresh,,

util/data/weekly_meta_stats.csv

@@ -1,162 +1,162 @@
 rank,champion,games,KDA,WR,pick,ban,cs,gold
-1,Viego,685,3.23,52.55,27.13,22.02,177.99,11652
-2,Viktor,681,2.52,52.57,26.97,37.78,207.05,11314
-3,Corki,554,2.64,51.99,21.94,12.91,214.86,11849
-4,Jayce,537,2.1,49.16,21.27,5.46,191.1,10769
-5,Ezreal,476,2.58,46.43,18.85,7.95,199.53,11042
-6,Lee Sin,475,3.36,52.42,18.81,9.66,161.51,11211
-7,K'Sante,445,2.51,53.48,17.62,12.67,182.8,10169
-8,Yone,436,2.04,49.31,17.27,4.54,212.43,11479
-9,Jhin,419,3.22,51.55,1.66,1.02,200.84,12039
-10,Sylas,413,2.37,53.27,16.36,8.25,152.12,10364
-11,Aurora,405,2.71,46.42,16.04,2.41,191.38,10971
-12,Ambessa,390,2.14,48.97,15.44,29.24,180.71,10503
-13,Ashe,365,2.56,50.41,14.46,22.34,195.39,10887
-14,Irelia,361,1.54,47.65,1.43,14.17,215.94,12089
-15,Varus,342,2.45,51.46,13.54,5.25,197.96,11357
-16,Graves,342,3.05,50.88,13.54,18.48,196.38,12363
-17,Skarner,338,3.79,53.25,13.39,26.62,139.78,9866
-18,Wukong,338,2.86,51.78,13.39,8.92,181.65,11614
-19,Nautilus,311,2.67,52.41,12.32,7.39,24.97,7266
-20,Caitlyn,303,2.36,54.46,0.12,13.91,208.85,11935
-21,Lulu,298,3.5,53.36,1.18,1.22,31.63,7464
-22,Akali,288,2.61,48.61,11.41,9.85,183.09,11073
-23,Renekton,281,2.17,51.25,11.13,9.32,198.07,11106
-24,Yasuo,280,1.74,51.43,11.09,17.44,211.54,11587
-25,Rell,276,3.37,53.26,10.93,3.05,23.38,7464
-26,Poppy,274,2.43,53.28,10.85,15.43,57.24,8231
-27,Talon,271,2.8,53.87,10.73,7.37,197.88,11961
-28,Hwei,270,2.53,44.81,10.69,5.79,187.89,10538
-29,Karma,262,3.07,53.82,10.38,3.32,44.65,8088
-30,Bard,257,3.65,49.81,10.18,1.16,26.24,7615
-31,Rakan,256,3.26,46.88,10.14,1.07,27.87,7429
-32,Gnar,239,2.05,45.61,9.47,5.36,194.31,11042
-33,Kai'Sa,239,2.59,43.51,9.47,0.88,203.39,11698
-34,Jinx,236,2.54,49.58,9.35,1.84,200.29,11162
-35,Jax,230,1.95,55.65,9.11,11.48,180.66,10902
-36,Pyke,229,2.41,48.91,9.07,44.15,30.93,8746
-37,Vi,212,3.04,50.94,0.84,1.25,163.11,10446
-38,Ahri,206,2.94,50.49,8.16,2.61,192.06,10721
-39,Syndra,203,2.59,51.23,8.04,0.39,206.56,11447
-40,Lux,201,3.13,54.23,7.96,1.41,142.39,10068
-41,Gragas,201,2.48,49.25,7.96,4.58,166.75,10045
-42,Maokai,199,2.4,47.74,7.88,2.31,106.15,8406
-43,Nidalee,198,3.76,55.05,7.84,8.78,173.29,11418
-44,Galio,194,2.83,52.06,7.68,0.45,166.91,9825
-45,Zed,188,2.79,54.26,7.44,14.38,199.98,12528
-46,Camille,187,2.08,52.94,7.41,1.66,158.57,10943
-47,Jarvan IV,187,3.79,50.27,7.41,1.57,161.2,10728
-48,Kindred,187,2.64,4.92,7.41,8.94,174.36,11567
-49,Neeko,185,2.57,48.11,7.33,1.39,59.74,8350
-50,Ekko,179,3.16,49.72,7.09,2.05,198.59,11975
-51,Taliyah,178,2.74,51.69,7.05,1.83,189.21,11090
-52,Elise,177,2.53,46.89,7.01,9.72,105.67,10470
-53,Zyra,169,3.32,5.68,6.69,6.39,197.69,11782
-54,Janna,167,3.89,52.69,6.61,0.42,23.57,7468
-55,Orianna,158,3.26,58.86,6.26,0.94,194.28,10518
-56,Draven,158,2.15,50.63,6.26,32.37,195.15,12928
-57,Zac,154,3.26,49.35,0.61,4.79,156.18,10418
-58,Riven,151,2.43,56.29,5.98,8.21,202.01,11593
-59,Diana,150,2.74,0.6,5.94,1.26,197.83,11927
-60,Braum,148,3.26,56.76,5.86,5.31,23.49,7164
-61,Blitzcrank,148,2.64,0.5,5.86,8.14,23.14,7354
-62,Nami,147,3.96,48.98,5.82,0.41,23.07,7603
-63,Aatrox,146,2.28,56.85,5.78,4.75,174.86,10216
-64,Leona,145,2.44,48.97,5.74,1.84,25.17,7321
-65,Gwen,145,1.9,46.21,5.74,2.99,202.86,11986
-66,Pantheon,145,2.13,42.07,5.74,1.31,140.9,10073
-67,Swain,143,3,55.24,5.66,1.26,181.74,10857
-68,Kha'Zix,141,2.75,41.13,5.58,4.29,169.07,11016
-69,Kalista,139,2.42,42.45,5.51,3.59,206.04,12462
-70,Senna,137,2.74,53.28,5.43,0.84,32.76,8439
-71,Tristana,135,2.97,60.74,5.35,0.63,200.69,12561
-72,Thresh,129,3.18,54.26,5.11,3.32,26.61,7393
-73,Rumble,128,2.41,52.34,5.07,1.69,183.78,10595
+1,Viego,687,3.23,52.69,27.16,22.01,177.98,11656
+2,Viktor,682,2.52,52.49,26.96,37.75,207.08,11311
+3,Corki,554,2.64,51.99,2.19,12.92,214.86,11849
+4,Jayce,537,2.1,49.16,21.23,5.47,191.1,10769
+5,Lee Sin,478,3.37,52.72,18.89,9.66,161.39,11208
+6,Ezreal,477,2.58,46.54,18.86,7.94,199.61,11049
+7,K'Sante,445,2.51,53.48,17.59,12.67,182.8,10169
+8,Yone,437,2.04,4.92,17.27,4.55,212.41,11478
+9,Jhin,420,3.22,51.67,1.66,1.03,200.78,12039
+10,Sylas,416,2.37,53.13,16.44,8.25,152.25,10364
+11,Aurora,407,2.72,46.44,16.09,2.41,191.43,10977
+12,Ambessa,392,2.14,48.72,15.49,29.22,181.05,10515
+13,Ashe,366,2.56,50.27,14.47,22.32,195.51,10893
+14,Irelia,362,1.54,47.51,14.31,1.42,215.95,12088
+15,Varus,342,2.45,51.46,13.52,5.26,197.96,11357
+16,Graves,342,3.05,50.88,13.52,18.49,196.38,12363
+17,Wukong,339,2.85,51.62,1.34,8.93,181.38,11593
+18,Skarner,338,3.79,53.25,13.36,2.66,139.78,9866
+19,Nautilus,311,2.67,52.41,12.29,7.39,24.97,7266
+20,Caitlyn,303,2.36,54.46,11.98,13.91,208.85,11935
+21,Lulu,298,3.5,53.36,11.78,12.21,31.63,7464
+22,Akali,288,2.61,48.61,11.38,9.83,183.09,11073
+23,Yasuo,281,1.75,5.16,11.11,17.48,211.52,11593
+24,Renekton,281,2.17,51.25,11.11,9.31,198.07,11106
+25,Rell,277,3.38,53.43,10.95,3.04,23.35,7465
+26,Poppy,274,2.43,53.28,10.83,15.42,57.24,8231
+27,Talon,271,2.8,53.87,10.71,7.38,197.88,11961
+28,Hwei,271,2.53,44.65,10.71,5.78,188.03,10543
+29,Karma,263,3.09,53.99,10.39,3.33,44.56,8082
+30,Bard,257,3.65,49.81,10.16,1.16,26.24,7615
+31,Rakan,256,3.26,46.88,10.12,1.07,27.87,7429
+32,Gnar,240,2.06,45.42,9.49,5.36,194.47,11047
+33,Kai'Sa,239,2.59,43.51,9.45,0.88,203.39,11698
+34,Jinx,238,2.54,49.58,9.41,1.84,200.15,11153
+35,Jax,232,1.94,55.17,9.17,11.49,180.5,10877
+36,Pyke,229,2.41,48.91,9.05,44.14,30.93,8746
+37,Vi,213,3.05,51.17,8.42,1.25,163,10439
+38,Ahri,207,2.95,50.72,8.18,2.62,191.9,10710
+39,Syndra,203,2.59,51.23,8.02,3.89,206.56,11447
+40,Lux,202,3.12,53.96,7.98,1.41,142.52,10071
+41,Gragas,201,2.48,49.25,7.94,4.57,166.75,10045
+42,Maokai,200,2.4,0.48,7.91,2.31,106.14,8396
+43,Nidalee,199,3.76,55.28,7.87,8.78,173.43,11431
+44,Galio,194,2.83,52.06,7.67,0.45,166.91,9825
+45,Zed,188,2.79,54.26,7.43,14.38,199.98,12528
+46,Camille,187,2.08,52.94,7.39,1.66,158.57,10943
+47,Jarvan IV,187,3.79,50.27,7.39,1.57,161.2,10728
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 74,Sona,128,2.98,46.88,5.17,1.23,28.09,7720
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 91,Udyr,94,2.96,55.32,3.72,5.63,185.2,10885
 92,Ryze,94,2.44,54.26,3.72,0.79,211.19,11382
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 113,Ivern,73,5.52,57.53,2.89,1.74,146.96,10355
 114,Zeri,73,2.54,42.47,2.95,0.28,226.51,12038
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-120,Tahm Kench,65,2.79,58.46,2.57,1.92,60.71,8496
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 121,Zilean,64,2.99,43.75,2.53,1.42,72.88,7850
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-132,Akshan,55,2.77,54.55,2.18,5.03,185.6,12299
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 137,Kog'Maw,51,2.27,35.29,2.06,0.12,197.76,11430
-138,Rek'Sai,47,4,55.32,1.86,0.65,178.81,11968
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 140,Briar,46,2.36,0.5,1.82,1.39,152.26,11701
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 143,Evelynn,41,3.11,60.98,1.62,3.32,160.8,10573
-144,Yuumi,41,3.84,4.39,1.62,5.26,14.41,6592
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 145,Mordekaiser,40,2.12,6.25,1.58,1.19,173.6,10485
 146,Anivia,40,2.95,0.55,1.58,0.18,183.07,10705
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 148,Kled,36,2.31,58.33,1.45,0.03,182.22,11719
-149,Olaf,36,1.94,47.22,1.43,1.34,182.08,10686
-150,Fizz,36,2.24,38.89,1.43,0.65,155.03,10824
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-152,Vel'Koz,33,3.05,57.58,1.31,0.38,136.52,10631
-153,Brand,32,2.53,53.13,1.27,0.33,142.31,9632
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-155,Rammus,31,3.73,41.94,1.23,2.07,182.32,10988
-156,Nilah,30,2.46,56.67,1.19,3.73,206.9,13259
-157,Morgana,29,2.52,41.38,1.15,1.91,75.41,8346
-158,Vex,25,2.75,0.6,0.99,0.19,173.32,10678
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+156,Nilah,30,2.46,56.67,1.19,3.74,206.9,13259
+157,Morgana,30,2.49,0.4,1.19,1.91,79.87,8433
+158,Vex,25,2.75,0.6,0.99,1.89,173.32,10678
 159,Annie,25,2.61,0.52,0.99,0.31,157.32,10261
 160,Singed,24,2.47,0.5,0.95,0.78,160.63,9949
 161,Yorick,24,1.06,29.17,0.97,0.54,176.13,9654
@@ -167,4 +167,4 @@ rank,champion,games,KDA,WR,pick,ban,cs,gold
 166,Nasus,14,1.8,0.5,0.55,1.97,172.43,10215
 167,Quinn,13,1.66,46.15,0.51,0.71,148.85,10760
 168,Illaoi,13,1.39,23.08,0.51,1.19,217.69,11962
-169,Naafiri,10,1.93,0.4,0.04,0.24,175.4,10393
+169,Naafiri,11,1.88,36.36,0.43,0.24,177.09,10296