Author SHA1 Message Date
Jylpah 4c517a11c5 Update blitzutils.py 2020-12-06 16:33:20 +02:00
Jylpah 1a7fcffa17 WIReplay(): started 2020-12-05 23:19:05 +02:00
8 changed files with 2531 additions and 5091 deletions

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@@ -1,5 +1,4 @@
#!/usr/bin/env python3 #!/usr/bin/env python3.8
## PYTHON VERSION MUST BE 3.7 OR HIGHER
import sys, os, json, time, base64, urllib, inspect, hashlib, re, string, random import sys, os, json, time, base64, urllib, inspect, hashlib, re, string, random
import asyncio, aiofiles, aiohttp, aiosqlite, lxml import asyncio, aiofiles, aiohttp, aiosqlite, lxml
@@ -22,12 +21,7 @@ _log_level = NORMAL
LOG = False LOG = False
LOGGER = None LOGGER = None
MODE_TANK_STATS = 'tank_stats' ## Progress display
MODE_PLAYER_STATS = 'player_stats'
MODE_PLAYER_ACHIEVEMENTS= 'player_achievements'
MODE_TANKOPEDIA = 'tankopedia'
# Progress display
_progress_N = 100 _progress_N = 100
_progress_i = 0 _progress_i = 0
_progress_id = None _progress_id = None
@@ -36,10 +30,9 @@ _progress_obj = None
UMASK= os.umask(0) UMASK= os.umask(0)
os.umask(UMASK) os.umask(UMASK)
# ----------------------------------------------------------- ## -----------------------------------------------------------
# Class ThrottledClientSession(aiohttp.ClientSession) #### Class ThrottledClientSession(aiohttp.ClientSession)
# ----------------------------------------------------------- ## -----------------------------------------------------------
class ThrottledClientSession(aiohttp.ClientSession): class ThrottledClientSession(aiohttp.ClientSession):
"""Rate-throttled client session class inherited from aiohttp.ClientSession)""" """Rate-throttled client session class inherited from aiohttp.ClientSession)"""
@@ -61,28 +54,31 @@ class ThrottledClientSession(aiohttp.ClientSession):
self._queue = asyncio.Queue(min(2, int(rate_limit)+1)) self._queue = asyncio.Queue(min(2, int(rate_limit)+1))
self._fillerTask = asyncio.create_task(self._filler()) self._fillerTask = asyncio.create_task(self._filler())
def _get_sleep(self) -> list: def _get_sleep(self) -> list:
if self.rate_limit == None: if self.rate_limit == None:
return None return None
else: else:
return 1/self.rate_limit return 1/self.rate_limit
def get_rate(self) -> float: def get_rate(self) -> float:
"""Return rate of requests""" """Return rate of requests"""
return self._count / (time.time() - self._start_time) return self._count / (time.time() - self._start_time)
def get_stats(self): def get_stats(self):
"""Get session statistics""" """Get session statistics"""
res = {'rate': self.get_rate(), 'rate_limit': self.rate_limit, res = {'rate' : self.get_rate(), 'rate_limit': self.rate_limit, 'count' : self._count }
'count': self._count}
return res return res
def get_stats_str(self): def get_stats_str(self):
"""Print session statistics""" """Print session statistics"""
return 'rate limit: ' + str(self.rate_limit if self.rate_limit != None else '-') + \ return 'rate limit: ' + str(self.rate_limit if self.rate_limit != None else '-') + \
' rate: ' + \ ' rate: ' + "{0:.1f}".format(self.get_rate()) + ' requests: ' + str(self._count)
"{0:.1f}".format(self.get_rate()) + \
' requests: ' + str(self._count)
def reset_counters(self): def reset_counters(self):
"""Reset rate counters and return current results""" """Reset rate counters and return current results"""
@@ -91,12 +87,14 @@ class ThrottledClientSession(aiohttp.ClientSession):
self._count = 0 self._count = 0
return res return res
def set_rate_limit(self, rate_limit: float = 1): def set_rate_limit(self, rate_limit: float = 1):
if rate_limit >= 0: if rate_limit >= 0:
self.rate_limit = rate_limit self.rate_limit = rate_limit
return self.rate_limit return self.rate_limit
return None return None
async def close(self) -> None: async def close(self) -> None:
"""Close rate-limiter's "bucket filler" task""" """Close rate-limiter's "bucket filler" task"""
# DEBUG # DEBUG
@@ -105,10 +103,11 @@ class ThrottledClientSession(aiohttp.ClientSession):
if self._fillerTask != None: if self._fillerTask != None:
self._fillerTask.cancel() self._fillerTask.cancel()
await asyncio.wait_for(self._fillerTask, timeout= 0.5) await asyncio.wait_for(self._fillerTask, timeout= 0.5)
except (asyncio.CancelledError, asyncio.TimeoutError): except (asyncio.exceptions.CancelledError, asyncio.TimeoutError):
pass pass
await super().close() await super().close()
async def _filler_simple(self): async def _filler_simple(self):
"""Filler task to fill the leaky bucket algo""" """Filler task to fill the leaky bucket algo"""
try: try:
@@ -123,6 +122,7 @@ class ThrottledClientSession(aiohttp.ClientSession):
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
async def _filler(self): async def _filler(self):
"""Filler task to fill the leaky bucket algo""" """Filler task to fill the leaky bucket algo"""
try: try:
@@ -141,18 +141,18 @@ class ThrottledClientSession(aiohttp.ClientSession):
increment = self.rate_limit * (now - updated_at) increment = self.rate_limit * (now - updated_at)
fraction += increment % 1 fraction += increment % 1
extra_increment = fraction // 1 extra_increment = fraction // 1
items_2_add = int( items_2_add = int(min(self._queue.maxsize - self._queue.qsize(), int(increment) + extra_increment))
min(self._queue.maxsize - self._queue.qsize(), int(increment) + extra_increment))
fraction = fraction % 1 fraction = fraction % 1
for i in range(0,items_2_add): for i in range(0,items_2_add):
self._queue.put_nowait(i) self._queue.put_nowait(i)
updated_at = now updated_at = now
await asyncio.sleep(sleep) await asyncio.sleep(sleep)
except asyncio.CancelledError: except (asyncio.exceptions.CancelledError, asyncio.CancelledError):
debug('Cancelled') debug('Cancelled')
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
async def _request(self, *args,**kwargs): async def _request(self, *args,**kwargs):
"""Throttled _request()""" """Throttled _request()"""
if self._queue != None: if self._queue != None:
@@ -164,12 +164,12 @@ class ThrottledClientSession(aiohttp.ClientSession):
class AsyncLogger(): class AsyncLogger():
"""Async file logger""" """Async file logger"""
def __init__(self) -> None: def __init__(self) -> None:
self._queue = asyncio.Queue() self._queue = asyncio.Queue()
self._task = None self._task = None
self._file = None self._file = None
async def open(self, logfn: str = None): async def open(self, logfn: str = None):
"""Set logging to file""" """Set logging to file"""
if logfn == None: if logfn == None:
@@ -183,6 +183,7 @@ class AsyncLogger():
self._file = None self._file = None
return False return False
async def logger(self): async def logger(self):
"""Async file logger""" """Async file logger"""
if self._file == None: if self._file == None:
@@ -198,12 +199,14 @@ class AsyncLogger():
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
def log(self, msg: str = ''): def log(self, msg: str = ''):
self._queue.put_nowait(msg) self._queue.put_nowait(msg)
async def close(self): async def close(self):
try: try:
# empty queue & close ## empty queue & close
await self._queue.join() await self._queue.join()
self._task.cancel() self._task.cancel()
self._file.close() self._file.close()
@@ -211,10 +214,9 @@ class AsyncLogger():
error('Error closing log file', err) error('Error closing log file', err)
return None return None
# ----------------------------------------------------------- ## -----------------------------------------------------------
# Utils #### Utils
# ----------------------------------------------------------- ## -----------------------------------------------------------
def set_debug(debug: bool): def set_debug(debug: bool):
global _log_level global _log_level
@@ -298,7 +300,6 @@ async def close_file_logging():
await LOGGER.close() await LOGGER.close()
LOGGER = None LOGGER = None
def _randomword(length): def _randomword(length):
letters = string.ascii_lowercase letters = string.ascii_lowercase
return ''.join(random.choice(letters) for i in range(length)) return ''.join(random.choice(letters) for i in range(length))
@@ -316,7 +317,7 @@ def verbose_std(msg="", id=None) -> bool:
def warning(msg = "", id = None, force: bool = False) -> bool: def warning(msg = "", id = None, force: bool = False) -> bool:
"""Print a warning message""" """Print a warning message"""
return _print_log_msg('', 'Warning: ' + msg, None, id, print_msg=(force or (_log_level >= NORMAL))) return _print_log_msg('Warning', msg, None, id, print_msg= (force or (_log_level >= NORMAL)) )
def debug(msg = "", id = None, exception = None, force: bool = False) -> bool: def debug(msg = "", id = None, exception = None, force: bool = False) -> bool:
@@ -336,21 +337,6 @@ def log(msg="", id=None, exception=None) -> bool:
return _print_log_msg('LOG', msg=msg, exception=exception, id=id, print_msg=(_log_level >= DEBUG)) return _print_log_msg('LOG', msg=msg, exception=exception, id=id, print_msg=(_log_level >= DEBUG))
## Copy with pride: https://stackoverflow.com/questions/2203424/python-how-to-retrieve-class-information-from-a-frame-object
def get_class_from_frame(fr):
args, _, _, value_dict = inspect.getargvalues(fr)
# we check the first parameter for the frame function is
# named 'self'
if len(args) and args[0] == 'self':
# in that case, 'self' will be referenced in value_dict
instance = value_dict.get('self', None)
if instance:
# return its class
return getattr(instance, '__class__', None)
# return None otherwise
return None
def _print_log_msg(prefix = 'LOG', msg = '', exception = None, id = None, print_msg : bool = True): def _print_log_msg(prefix = 'LOG', msg = '', exception = None, id = None, print_msg : bool = True):
# Use empty prefix to determine standard verbose messages # Use empty prefix to determine standard verbose messages
if not (print_msg or LOG): if not (print_msg or LOG):
@@ -359,13 +345,8 @@ def _print_log_msg(prefix = 'LOG', msg = '', exception = None, id = None, print_
if prefix != '': if prefix != '':
curframe = inspect.currentframe() curframe = inspect.currentframe()
calframe = inspect.getouterframes(curframe) calframe = inspect.getouterframes(curframe)
class_name = get_class_from_frame(curframe)
caller = calframe[2].function caller = calframe[2].function
if class_name != None: prefix = prefix + ': ' + caller + '(): '
prefix = prefix + ': ' + class_name + '.' + caller
else:
prefix = prefix + ': ' + caller
prefix = prefix + '(): '
if id != None: if id != None:
prefix = prefix + '[' + str(id) + ']: ' prefix = prefix + '[' + str(id) + ']: '
@@ -423,14 +404,12 @@ def set_progress_bar(heading: str, max_value: int, step: int = None, slow: bool
return return
def set_counter(heading: str, step = None): def set_counter(heading: str):
global _progress_obj, _progress_i global _progress_obj, _progress_i
_progress_i = 0 _progress_i = 0
if _progress_obj != None: if _progress_obj != None:
finish_progress_bar() finish_progress_bar()
_progress_obj = Counter(heading + ': ') _progress_obj = Counter(heading)
if step != None:
set_progress_step(step)
return return
@@ -555,7 +534,7 @@ async def get_url_JSON(session: aiohttp.ClientSession, url: str, chk_JSON_func =
if url == None: if url == None:
return None return None
# To avoid excessive use of servers ## To avoid excessive use of servers
for retry in range(1,max_tries+1): for retry in range(1,max_tries+1):
try: try:
async with session.get(url) as resp: async with session.get(url) as resp:
@@ -633,9 +612,9 @@ def get_JSON_value(json, key : str = None, keys : list = None, keypath = None):
raise KeyError('Key not found: ' + get_JSON_keypath(keypath, keys[0])) raise KeyError('Key not found: ' + get_JSON_keypath(keypath, keys[0]))
# ----------------------------------------------------------- ## -----------------------------------------------------------
# Class SlowBar #### Class SlowBar
# ----------------------------------------------------------- ## -----------------------------------------------------------
class SlowBar(IncrementalBar): class SlowBar(IncrementalBar):
suffix = '%(index)d/%(max)d %(percent)d%% ETA %(remaining_hours).0f h %(remaining_mins).0f mins' suffix = '%(index)d/%(max)d %(percent)d%% ETA %(remaining_hours).0f h %(remaining_mins).0f mins'
@@ -648,17 +627,19 @@ class SlowBar(IncrementalBar):
return (self.eta - (self.eta // 3600)*3600) // 60 return (self.eta - (self.eta // 3600)*3600) // 60
# ----------------------------------------------------------- ## -----------------------------------------------------------
# Class StatsNotFound #### Class StatsNotFound
# ----------------------------------------------------------- ## -----------------------------------------------------------
class StatsNotFound(Exception): class StatsNotFound(Exception):
pass pass
# -----------------------------------------------------------
# Class WG
# ----------------------------------------------------------- ## -----------------------------------------------------------
#### Class WG
## -----------------------------------------------------------
class WG: class WG:
@@ -691,7 +672,7 @@ class WG:
# WHERE account_id = {} AND stat = {} # WHERE account_id = {} AND stat = {}
# AND date >= {} LIMIT 1;""" # AND date >= {} LIMIT 1;"""
# TANK_STATS
SQL_TANK_STATS_TBL = 'tank_stats' SQL_TANK_STATS_TBL = 'tank_stats'
SQL_TANK_STATS_CREATE_TBL = 'CREATE TABLE IF NOT EXISTS ' + SQL_TANK_STATS_TBL + \ SQL_TANK_STATS_CREATE_TBL = 'CREATE TABLE IF NOT EXISTS ' + SQL_TANK_STATS_TBL + \
@@ -705,7 +686,6 @@ class WG:
SQL_TANK_STATS_UPDATE = 'REPLACE INTO ' + SQL_TANK_STATS_TBL + '(account_id, tank_id, update_time, stats) VALUES(?,?,?,?)' SQL_TANK_STATS_UPDATE = 'REPLACE INTO ' + SQL_TANK_STATS_TBL + '(account_id, tank_id, update_time, stats) VALUES(?,?,?,?)'
# PLAYER_STATS
SQL_PLAYER_STATS_TBL = 'player_stats' SQL_PLAYER_STATS_TBL = 'player_stats'
SQL_PLAYER_STATS_CREATE_TBL = 'CREATE TABLE IF NOT EXISTS ' + SQL_PLAYER_STATS_TBL + \ SQL_PLAYER_STATS_CREATE_TBL = 'CREATE TABLE IF NOT EXISTS ' + SQL_PLAYER_STATS_TBL + \
@@ -719,7 +699,6 @@ class WG:
SQL_PLAYER_STATS_CACHED = 'SELECT * FROM ' + SQL_PLAYER_STATS_TBL + ' WHERE account_id = ? AND update_time > ?' SQL_PLAYER_STATS_CACHED = 'SELECT * FROM ' + SQL_PLAYER_STATS_TBL + ' WHERE account_id = ? AND update_time > ?'
# PLAYER_ACHIEVEMENTS
SQL_PLAYER_ACHIEVEMENTS_TBL = 'player_achievements' SQL_PLAYER_ACHIEVEMENTS_TBL = 'player_achievements'
SQL_PLAYER_ACHIEVEMENTS_CREATE_TBL = 'CREATE TABLE IF NOT EXISTS ' + SQL_PLAYER_ACHIEVEMENTS_TBL + \ SQL_PLAYER_ACHIEVEMENTS_CREATE_TBL = 'CREATE TABLE IF NOT EXISTS ' + SQL_PLAYER_ACHIEVEMENTS_TBL + \
@@ -727,12 +706,11 @@ class WG:
update_time INTEGER NOT NULL, update_time INTEGER NOT NULL,
stats TEXT)""" stats TEXT)"""
SQL_PLAYER_ACHIEVEMENTS_COUNT = 'SELECT COUNT(*) FROM ' + SQL_PLAYER_ACHIEVEMENTS_TBL
SQL_PLAYER_ACHIEVEMENTS_CACHED = 'SELECT * FROM ' + SQL_PLAYER_ACHIEVEMENTS_TBL + ' WHERE account_id = ? AND update_time > ?' SQL_PLAYER_ACHIEVEMENTS_CACHED = 'SELECT * FROM ' + SQL_PLAYER_ACHIEVEMENTS_TBL + ' WHERE account_id = ? AND update_time > ?'
SQL_PLAYER_ACHIEVEMENTS_UPDATE = 'REPLACE INTO ' + SQL_PLAYER_ACHIEVEMENTS_TBL + '(account_id, update_time, stats) VALUES(?,?,?)' SQL_PLAYER_ACHIEVEMENTS_UPDATE = 'REPLACE INTO ' + SQL_PLAYER_ACHIEVEMENTS_TBL + '(account_id, update_time, stats) VALUES(?,?,?)'
SQL_PLAYER_ACHIEVEMENTS_COUNT = 'SELECT COUNT(*) FROM ' + SQL_PLAYER_ACHIEVEMENTS_TBL
SQL_TABLES = [ SQL_PLAYER_STATS_TBL, SQL_TANK_STATS_TBL, SQL_PLAYER_ACHIEVEMENTS_TBL ] SQL_TABLES = [ SQL_PLAYER_STATS_TBL, SQL_TANK_STATS_TBL, SQL_PLAYER_ACHIEVEMENTS_TBL ]
@@ -740,7 +718,7 @@ class WG:
SQL_PRUNE_CACHE = """DELETE from {} WHERE update_time < {}""" SQL_PRUNE_CACHE = """DELETE from {} WHERE update_time < {}"""
# Default data. Please use the latest maps.json ## Default data. Please use the latest maps.json
maps = { maps = {
"Random": "Random map", "Random": "Random map",
@@ -889,7 +867,7 @@ class WG:
error(exception=err) error(exception=err)
# Class methods ---------------------------------------------------------- ## Class methods ----------------------------------------------------------
@classmethod @classmethod
def get_server(cls, account_id: int) -> str: def get_server(cls, account_id: int) -> str:
@@ -1074,7 +1052,7 @@ class WG:
return False return False
# Methods -------------------------------------------------- ## Methods --------------------------------------------------
def load_tanks(self, tankopedia_fn: str): def load_tanks(self, tankopedia_fn: str):
"""Load tanks from tankopedia JSON""" """Load tanks from tankopedia JSON"""
if tankopedia_fn == None: if tankopedia_fn == None:
@@ -1269,7 +1247,7 @@ class WG:
#debug('JSON Response received: ' + str(json_data)) #debug('JSON Response received: ' + str(json_data))
stats = json_data['data'][str(account_id)] stats = json_data['data'][str(account_id)]
if cache: if cache:
await self.save_tank_stats(account_id, tank_ids, stats) await self.put_2_statsQ('tank_stats', [account_id, tank_ids], stats)
return stats return stats
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
@@ -1302,7 +1280,7 @@ class WG:
#debug('JSON Response received: ' + str(json_data)) #debug('JSON Response received: ' + str(json_data))
stats = json_data['data'][str(account_id)] stats = json_data['data'][str(account_id)]
if cache: if cache:
await self.save_player_stats(account_id, stats) await self.put_2_statsQ('player_stats', [account_id], stats)
return stats return stats
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
@@ -1341,7 +1319,7 @@ class WG:
for account_id in json_data['data'].keys(): for account_id in json_data['data'].keys():
stats[account_id] = json_data['data'][account_id] stats[account_id] = json_data['data'][account_id]
if cache: if cache:
await self.save_player_achievements(int(account_id), json_data['data'][account_id]) await self.put_2_statsQ('player_achievements', [int(account_id)], json_data['data'][account_id])
return stats return stats
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
@@ -1448,7 +1426,7 @@ class WG:
return None return None
async def save_stats(self, statsType: str, key: list, stats: list): async def put_2_statsQ(self, statsType: str, key: list, stats: list):
"""Save stats to a async queue to be saved by the stat_saver -task""" """Save stats to a async queue to be saved by the stat_saver -task"""
if self.statsQ == None: if self.statsQ == None:
return False return False
@@ -1457,30 +1435,6 @@ class WG:
return True return True
async def save_player_stats(self, account_id: int, stats: dict):
try:
await self.save_stats(MODE_PLAYER_STATS, [int(account_id)], stats)
except Exception as err:
error(exception=err)
return None
async def save_player_achievements(self, account_id: int, stats: dict):
try:
await self.save_stats(MODE_PLAYER_ACHIEVEMENTS, [int(account_id)], stats)
except Exception as err:
error(exception=err)
return None
async def save_tank_stats(self, account_id: int, tank_ids: list, stats: dict):
try:
await self.save_stats(MODE_TANK_STATS, [int(account_id), tank_ids], stats)
except Exception as err:
error(exception=err)
return None
async def stat_saver(self): async def stat_saver(self):
"""Async task for saving stats into cache in background""" """Async task for saving stats into cache in background"""
@@ -1489,20 +1443,15 @@ class WG:
return None return None
try: try:
self.cache = await aiosqlite.connect(WG.CACHE_DB_FILE) self.cache = await aiosqlite.connect(WG.CACHE_DB_FILE)
# Create cache tables table ## Create cache tables table
await self.cache.execute(WG.SQL_TANK_STATS_CREATE_TBL) await self.cache.execute(WG.SQL_TANK_STATS_CREATE_TBL)
await self.cache.execute(WG.SQL_PLAYER_STATS_CREATE_TBL) await self.cache.execute(WG.SQL_PLAYER_STATS_CREATE_TBL)
await self.cache.execute(WG.SQL_PLAYER_ACHIEVEMENTS_CREATE_TBL) await self.cache.execute(WG.SQL_PLAYER_ACHIEVEMENTS_CREATE_TBL)
await self.cache.commit() await self.cache.commit()
if is_debug():
async with self.cache.execute(WG.SQL_PLAYER_STATS_COUNT) as cursor:
debug('Cache contains: ' + str((await cursor.fetchone())[0]) + ' player stat records' )
async with self.cache.execute(WG.SQL_PLAYER_ACHIEVEMENTS_COUNT) as cursor:
debug('Cache contains: ' + str((await cursor.fetchone())[0]) + ' player achievement records' )
async with self.cache.execute(WG.SQL_TANK_STATS_COUNT) as cursor: async with self.cache.execute(WG.SQL_TANK_STATS_COUNT) as cursor:
debug('Cache contains: ' + str((await cursor.fetchone())[0]) + ' player tank stat records' ) debug('Cache contains: ' + str((await cursor.fetchone())[0]) + ' cached player tank stat records' )
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
sys.exit(1) sys.exit(1)
@@ -1511,22 +1460,21 @@ class WG:
try: try:
stats = await self.statsQ.get() stats = await self.statsQ.get()
stat_type = stats[0] stats_type = stats[0]
key = stats[1] key = stats[1]
stats_data = stats[2] stats_data = stats[2]
update_time = stats[3] update_time = stats[3]
#debug('stat_type: ' + stat_type + ', key: ' + str(key)) if stats_type == 'tank_stats':
if stat_type == MODE_TANK_STATS:
await self.store_tank_stats(key, stats_data, update_time) await self.store_tank_stats(key, stats_data, update_time)
elif stat_type == MODE_PLAYER_STATS: elif stats_type == 'player_stats':
await self.store_player_stats(key, stats_data, update_time) await self.store_player_stats(key, stats_data, update_time)
elif stat_type == MODE_PLAYER_ACHIEVEMENTS: elif stats_type == 'player_achievements':
await self.store_player_achievements(key, stats_data, update_time) await self.store_player_achievements(key, stats_data, update_time)
else: else:
error('Function to saves stats type \'' + stat_type + '\' is not implemented yet') error('Function to saves stats type \'' + stats_type + '\' is not implemented yet')
except asyncio.CancelledError: except (asyncio.CancelledError):
# this is an eternal loop that will wait until cancelled # this is an eternal loop that will wait until cancelled
return None return None
@@ -1559,7 +1507,7 @@ class WG:
for stat in stats_data: for stat in stats_data:
tank_id = stat['tank_id'] tank_id = stat['tank_id']
await self.cache.execute(WG.SQL_TANK_STATS_UPDATE, (account_id, tank_id, update_time, json.dumps(stat))) await self.cache.execute(WG.SQL_TANK_STATS_UPDATE, (account_id, tank_id, update_time, json.dumps(stat)))
tank_ids.discard(tank_id) tank_ids.remove(tank_id)
# no stats found => Add None to mark that # no stats found => Add None to mark that
for tank_id in tank_ids: for tank_id in tank_ids:
await self.cache.execute(WG.SQL_TANK_STATS_UPDATE, (account_id, tank_id, update_time, None)) await self.cache.execute(WG.SQL_TANK_STATS_UPDATE, (account_id, tank_id, update_time, None))
@@ -1706,9 +1654,9 @@ class WG:
return None return None
# ----------------------------------------------------------- ## -----------------------------------------------------------
# Class WoTinspector #### Class WoTinspector
# ----------------------------------------------------------- ## -----------------------------------------------------------
class WoTinspector: class WoTinspector:
URL_WI = 'https://replays.wotinspector.com' URL_WI = 'https://replays.wotinspector.com'
@@ -1791,7 +1739,7 @@ class WoTinspector:
hash.update(data) hash.update(data)
replay_id = hash.hexdigest() replay_id = hash.hexdigest()
# Testing if the replay has already been posted ## Testing if the replay has already been posted
json_resp = await self.get_replay_JSON(replay_id) json_resp = await self.get_replay_JSON(replay_id)
if json_resp != None: if json_resp != None:
debug('Already uploaded: ' + title, id=N) debug('Already uploaded: ' + title, id=N)
@@ -1890,7 +1838,7 @@ class WoTinspector:
# FIX The replay can have allies/enemies i.e. be useful for # FIX The replay can have allies/enemies i.e. be useful for
# team composition analysis, but does not have player contribution # team composition analysis, but does not have player contribution
if ('status' in json_resp) and json_resp['status'] == 'ok' and \ if ('status' in json_resp) and json_resp['status'] == 'ok' and \
(get_JSON_value(json_resp, key='data.summary.winner_team') != None) : (get_JSON_value(json_resp, key='data.summary.allies') != None) :
debug("JSON check OK") debug("JSON check OK")
return True return True
except KeyError as err: except KeyError as err:
@@ -1900,6 +1848,192 @@ class WoTinspector:
return False return False
## -----------------------------------------------------------
#### Class WoTinspector
## -----------------------------------------------------------
class WIReplay:
replayI = 1
STATUS_UNINIT = 'uninitialized'
STATUS_ERROR = 'error'
STATUS_INCOMPLETE = 'teams only'
STATUS_OK = 'OK'
STATUS_PROCESSED = 'processed'
@classmethod
def warning(cls, msg: str = ''):
bu.warning('Replay[' + str(self.ID) + ']: ' + msg + ': ' + (self.filename if self.filename != None else '') )
@classmethod
def check(cls, replay_json) -> str:
status = self.STATUS_ERROR
try:
if ('status' in json_resp) and (json_resp['status'] == 'ok'):
if get_JSON_value(json_resp, key='data.summary.allies') != None :
debug("JSON check OK")
except KeyError as err:
debug('Replay JSON check failed', exception=err)
except:
debug("Replay JSON check failed: " + str(json_resp))
return status
def __init__(self, replay_json, player_id : int = None, filename : str = None):
self.player_id = player_id
self.filename = filename
self.I = self.replayI
self.replayI += 1
self.status = WIReplay.STATUS_UNINIT
self.result = dict()
try:
self.status = self.check(replay_json)
if self.status == self.STATUS_ERROR:
self.warning('Invalid replay. Skipping')
return
self.result['_id'] = replay_json['_id']
self.result['battle_start_timestamp'] = int(replay_json['data']['summary']['battle_start_timestamp'])
protagonist = int(replay_json['data']['summary']['protagonist'])
# For filtering replays per submitter
result['protagonist'] = protagonist
if account_id == None:
account_id = protagonist
elif protagonist != account_id:
if account_id in replay_json['data']['summary']['enemies']:
# switch the teams...
if replay_json['data']['summary']['battle_result'] != 2:
if replay_json['data']['summary']['battle_result'] == 0:
replay_json['data']['summary']['battle_result'] = 1
else:
replay_json['data']['summary']['battle_result'] = 0
tmp = replay_json['data']['summary']['enemies']
replay_json['data']['summary']['enemies'] = replay_json['data']['summary']['allies']
replay_json['data']['summary']['allies'] = tmp
elif account_id in replay_json['data']['summary']['allies']:
pass
else:
# looking for an account_id, but account_id not found in the teams => skipping the replay
return None
if url:
result['url'] = replay_json['data']['view_url']
for key in replay_summary_flds:
result[key] = replay_json['data']['summary'][key]
except Exception as err:
bu.error(exception=err)
return None
try:
#bu.debug('Part 2')
result['allies'] = set()
result['enemies'] = set()
result['allies_survived'] = 0 # for steamroller stats
result['enemies_survived'] = 0 # for steamroller stats
btl_duration = 0
btl_tier = 0
protagonist_tank = None
for player in replay_json['data']['summary']['details']:
btl_duration = max(btl_duration, player['time_alive'])
player_tank_tier = wg.get_tank_data(player['vehicle_descr'], 'tier')
btl_tier = max(btl_tier, player_tank_tier)
if (protagonist != None) and (player['dbid'] == protagonist):
protagonist_tank = player['vehicle_descr']
if player['dbid'] == account_id:
# player itself is not put in results['allies']
tmp = {}
tmp['account_id'] = account_id
tmp['tank_id'] = player['vehicle_descr']
tmp['tank_tier'] = player_tank_tier
tmp['tank_name'] = wg.get_tank_name(tmp['tank_id'])
tmp['tank_type'] = wg.get_tank_type_id(tmp['tank_id'])
tmp['tank_nation'] = wg.get_tank_nation_id(tmp['tank_id'])
tmp['is_premium'] = int(wg.is_premium(tmp['tank_id']))
tmp['squad_index'] = player['squad_index']
for key in replay_details_flds:
tmp[key] = player[key]
if player['hitpoints_left'] == 0:
tmp['survived'] = 0
tmp['destroyed'] = 1
else:
tmp['survived'] = 1
tmp['destroyed'] = 0
result['allies_survived'] += 1
for key in tmp.keys():
result[key] = tmp[key]
else:
tmp_account_id = player['dbid']
tmp_tank_id = player['vehicle_descr']
tmp_battletime = result['battle_start_timestamp']
if player['death_reason'] == -1:
survived = True
else:
survived = False
if player['dbid'] in replay_json['data']['summary']['allies']:
result['allies'].add(get_stat_id(tmp_account_id, tmp_tank_id, tmp_battletime))
if survived:
result['allies_survived'] += 1
else:
result['enemies'].add(get_stat_id(tmp_account_id, tmp_tank_id, tmp_battletime))
if survived:
result['enemies_survived'] += 1
## Rather use 'player' than incomprehensible 'protagonist'...
result['player'] = get_stat_id(protagonist, protagonist_tank, result['battle_start_timestamp'])
bu.debug('Player stats_id: ' + result['player'])
# remove platoon buddy from stats
if result['squad_index'] != None:
for player in replay_json['data']['summary']['details']:
bu.debug(str(player))
if (player['squad_index'] == result['squad_index']) and (player['dbid'] in replay_json['data']['summary']['allies']) and (player['dbid'] != account_id):
# platoon buddy found
tmp_account_id = player['dbid']
tmp_tank_id = player['vehicle_descr']
#tmp_tank_tier = str(wg.get_tank_tier(tmp_tank_id))
tmp_battletime = result['battle_start_timestamp']
# platoon buddy removed from stats
result['allies'].remove(get_stat_id(tmp_account_id, tmp_tank_id, tmp_battletime))
break
for ratio in BattleCategory.get_result_fields_ratio(all=True):
result[ratio] = BattleCategory.calc_ratio(ratio, result)
result['time_alive%'] = result['time_alive'] / btl_duration
result['battle_tier'] = btl_tier
result['top_tier'] = 1 if (result['tank_tier'] == btl_tier) else 0
result['win'] = 1 if result['battle_result'] == 1 else 0
REPLAY_I += 1
result['battle_i'] = REPLAY_I
bu.print_progress()
if result == None:
bu.warning(msg_str + 'Invalid replay ' + (replay_file if replay_file != None else '') )
queue.task_done()
continue
playerstanks.update(set(result['allies']))
playerstanks.update(set(result['enemies']))
playerstanks.update(set([result['player']]))
results.append(result)
bu.debug('Marking task ' + str(replayID) + ' done')
class BlitzStars: class BlitzStars:
URL_BLITZSTARS = 'https://www.blitzstars.com' URL_BLITZSTARS = 'https://www.blitzstars.com'
+9 -30
View File
@@ -1,5 +1,4 @@
#!/usr/bin/env python3 #!/usr/bin/env python3.8
## PYTHON VERSION MUST BE 3.7 OR HIGHER
# Extract tankopedia data in WG API JSON format from Blitz app files (Android APK unzipped) # Extract tankopedia data in WG API JSON format from Blitz app files (Android APK unzipped)
@@ -82,7 +81,6 @@ async def main(argv):
tankopedia['data'] = tanks tankopedia['data'] = tanks
tankopedia['userStr'] = userStrs tankopedia['userStr'] = userStrs
bu.verbose_std('New tankopedia \'' + args.tanks + '\' contains ' + str(len(tanks)) + ' tanks') bu.verbose_std('New tankopedia \'' + args.tanks + '\' contains ' + str(len(tanks)) + ' tanks')
bu.verbose_std('New tankopedia \'' + args.tanks + '\' contains ' + str(len(userStrs)) + ' tank strings')
await outfile.write(json.dumps(tankopedia, ensure_ascii=False, indent=4, sort_keys=False)) await outfile.write(json.dumps(tankopedia, ensure_ascii=False, indent=4, sort_keys=False))
if args.maps != None: if args.maps != None:
@@ -114,14 +112,14 @@ async def extract_tanks(blitz_app_base : str, nation: str):
tankList = xmltodict.parse(await f.read()) tankList = xmltodict.parse(await f.read())
for data in tankList['root'].keys(): for data in tankList['root'].keys():
tank_xml = tankList['root'][data] tank_xml = tankList['root'][data]
tank = dict() tank = {}
tank['is_premium'] = issubclass(type(tank_xml['price']), dict)
tank['nation'] = nation
tank['tank_id'] = await get_tank_id(nation, int(tank_xml['id'])) tank['tank_id'] = await get_tank_id(nation, int(tank_xml['id']))
tank['tier'] = int(tank_xml['level'])
tank['type'] = await get_tank_type(tank_xml['tags'])
tank['userStr'] = tank_xml['userString'] tank['userStr'] = tank_xml['userString']
#bu.debug('Reading tank string: ' + tank['userStr'], force=True) tank['nation'] = nation
tank['tier'] = int(tank_xml['level'])
#debug(tank_xml['price'])
tank['is_premium'] = issubclass(type(tank_xml['price']), dict)
tank['type'] = await get_tank_type(tank_xml['tags'])
tanks.append(tank) tanks.append(tank)
except Exception as err: except Exception as err:
bu.error(err) bu.error(err)
@@ -162,27 +160,9 @@ async def convert_tank_names(tanklist : list, tank_strs: dict) -> dict:
try: try:
for tank in tanklist: for tank in tanklist:
tank['name'] = tank_strs[tank['userStr']] tank['name'] = tank_strs[tank['userStr']]
#userStrs[tank['userStr'].split(':')[1]] = tank['name'] userStrs[tank['userStr'].split(':')[1]] = tank['name']
tank.pop('userStr', None) tank.pop('userStr', None)
tank_tmp = collections.OrderedDict() tankopedia[str(tank['tank_id'])] = tank
for key in sorted(tank.keys()):
tank_tmp[key] = tank[key]
tankopedia[str(tank['tank_id'])] = tank_tmp
for tank_str in tank_strs:
skip = False
key = tank_str.split(':')[1]
bu.debug('Tank string: ' + key + ' = ' + tank_strs[tank_str])
re_strs = [r'^Chassis_', r'^Turret_', r'^_', r'_short$' ]
for re_str in re_strs:
p = re.compile(re_str)
if p.match(key):
skip = True
break
if skip:
continue
userStrs[key] = tank_strs[tank_str]
# sorting # sorting
tankopedia_sorted = collections.OrderedDict() tankopedia_sorted = collections.OrderedDict()
@@ -192,7 +172,6 @@ async def convert_tank_names(tanklist : list, tank_strs: dict) -> dict:
userStrs_sorted = collections.OrderedDict() userStrs_sorted = collections.OrderedDict()
for userStr in sorted(userStrs.keys()): for userStr in sorted(userStrs.keys()):
userStrs_sorted[userStr] = userStrs[userStr] userStrs_sorted[userStr] = userStrs[userStr]
# bu.debug('Tank strings: ' + str(len(userStrs_sorted)))
except Exception as err: except Exception as err:
bu.error(err) bu.error(err)
-4
View File
@@ -19,7 +19,6 @@
"grossberg": "Dynasty's Pearl", "grossberg": "Dynasty's Pearl",
"himmelsdorf": "Himmelsdorf", "himmelsdorf": "Himmelsdorf",
"holmeisk": "Wasteland", "holmeisk": "Wasteland",
"iceworld": "Everfrost",
"idle": "Yukon", "idle": "Yukon",
"italy": "Vineyards", "italy": "Vineyards",
"karelia": "Rockfield", "karelia": "Rockfield",
@@ -48,9 +47,6 @@
"rift": "Hellas", "rift": "Hellas",
"rock": "Mayan Ruins", "rock": "Mayan Ruins",
"rudniki": "Mines", "rudniki": "Mines",
"rudniki_01": "Mines - Hill",
"rudniki_02": "Mines - Village",
"rudniki_03": "Mines - Center",
"savanna": "Oasis Palms", "savanna": "Oasis Palms",
"skit": "Naval Frontier", "skit": "Naval Frontier",
"test": "World of Ducks", "test": "World of Ducks",
-5
View File
@@ -2,11 +2,6 @@
| Release | Date | Notes | Inaccurate? | | Release | Date | Notes | Inaccurate? |
|:-------:|:--------:|-------------|-----| |:-------:|:--------:|-------------|-----|
| 7.9 | 2021-04-27 | Mines rework, new tutorial, colorblind mode, JgPz E100 legendary camo | |
| 7.8 | 2021-03-24 | Mid-tier balance changes, Grille line new consumables | |
| 7.7 | 2021-02-24 | Czechoslovakian medium tanks | |
| 7.6 | 2021-01-27 | AMC 13 90, TOG II buffs, free replay camera | |
| 7.5 | 2020-12-09 | ATGM removal, Batchat, Kpz70, T-2020 buff | |
| 7.4 | 2020-11-12 | TD buffs, Clan missions | | | 7.4 | 2020-11-12 | TD buffs, Clan missions | |
| 7.3 | 2020-10-08 | Swedish HT line | | | 7.3 | 2020-10-08 | Swedish HT line | |
| 7.2 | 2020-08-19 | Balance changes, added tier X ammo capa, new aiming reticles | | | 7.2 | 2020-08-19 | Balance changes, added tier X ammo capa, new aiming reticles | |
-172
View File
@@ -1,172 +0,0 @@
,TOTAL,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
,Total,6942,100%,71.80%,2058,1.86,1.4,64%,2.3,5.4,86.10%,90.80%,65.30%,90%,57.08%,50.15%,50.12%,0.20%
,,,,,,,,,,,,,,,,,,
,Result,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
,Loss,1959,28%,0.00%,1715,1.12,1.3,61%,1.3,1.3,84.70%,88.60%,13.40%,78%,56.47%,49.56%,50.92%,0.10%
,Win,4983,72%,100.00%,2193,2.16,1.4,65%,3,15.1,86.50%,91.40%,85.70%,95%,57.32%,50.39%,49.80%,0.20%
,,,,,,,,,,,,,,,,,,
,Battle Type,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
,Encounter,4652,67%,73.00%,1969,1.98,1.4,67%,2.5,6,85.70%,90.70%,66.80%,91%,57.43%,50.41%,50.33%,0.30%
,Supremacy,2290,33%,69.30%,2238,1.63,1.2,60%,2,4.3,87.10%,91.20%,62.20%,89%,56.37%,49.63%,49.69%,0.00%
,,,,,,,,,,,,,,,,,,
,Tier,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
,Bottom tier,2480,36%,69.50%,1750,1.53,1.2,0%,2.2,3.9,85.40%,89.20%,60.70%,88%,56.91%,50.13%,49.99%,0.10%
,Top tier,4462,64%,73.10%,2229,2.05,1.5,100%,2.4,6.4,86.50%,91.60%,67.90%,91%,57.18%,50.16%,50.19%,0.20%
,,,,,,,,,,,,,,,,,,
,Tank Tier,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
,1,89,1%,80.90%,678,1.89,1.9,40%,3,7.6,86.20%,91.80%,75.30%,95%,55.40%,48.80%,48.40%,0.00%
,2,180,3%,77.80%,970,2.64,1.6,73%,3.3,9.1,82.90%,90.60%,71.10%,93%,56.04%,49.36%,49.46%,0.90%
,3,540,8%,75.70%,1099,2.15,1.4,36%,3.1,7,83.60%,90.00%,69.10%,93%,57.55%,51.15%,50.16%,1.90%
,4,628,9%,75.20%,1256,2.21,1.3,73%,3.1,7.4,85.00%,91.60%,70.20%,94%,55.72%,51.76%,51.65%,0.00%
,5,626,9%,80.20%,1503,2.29,1.3,71%,3.2,8.3,86.90%,89.50%,72.20%,93%,55.69%,50.38%,49.95%,0.00%
,6,1064,15%,74.20%,1801,1.97,1.4,62%,2.4,5.8,86.70%,92.20%,65.90%,90%,56.82%,49.24%,49.31%,0.00%
,7,1141,16%,71.80%,2143,1.69,1.3,50%,2.5,4.9,85.70%,90.10%,65.80%,90%,58.48%,49.62%,49.60%,0.00%
,8,1222,18%,68.20%,2371,1.59,1.4,67%,2.1,4.2,87.40%,90.90%,61.80%,89%,56.84%,49.80%,49.99%,0.00%
,9,598,9%,64.70%,2806,1.61,1.2,49%,2.1,4,89.10%,91.90%,59.50%,87%,56.58%,50.13%,50.32%,0.00%
,10,854,12%,65.60%,3270,1.62,1.5,100%,2,4,88.30%,90.20%,59.60%,88%,58.37%,50.83%,51.16%,0.00%
,,,,,,,,,,,,,,,,,,
,Tank Class,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
,Light Tank,1337,19%,74.40%,1589,1.88,1.9,59%,2.3,5.9,83.70%,89.20%,68.40%,90%,57.15%,50.20%,49.90%,0.70%
,Medium Tank,1957,28%,73.10%,2181,1.99,1.7,67%,2.4,5.9,88.20%,91.40%,66.40%,90%,57.23%,50.26%,50.12%,0.10%
,Heavy Tank,2032,29%,70.00%,2180,1.75,1.2,70%,1.9,5,87.20%,90.70%,65.20%,91%,56.72%,50.16%,50.23%,0.00%
,Tank Destroyer,1616,23%,70.30%,2144,1.84,0.7,59%,3,4.8,85.10%,92.60%,61.50%,91%,57.31%,49.98%,50.16%,0.00%
,,,,,,,,,,,,,,,,,,
,Player WR,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
,35 - 45%,80,1%,43.80%,1255,0.93,1,55%,1.1,1.5,84.00%,87.10%,37.50%,82%,44.52%,49.84%,51.14%,0.00%
,45 - 50%,584,8%,69.20%,1397,1.46,1.1,62%,1.8,3.8,81.20%,87.40%,61.30%,89%,47.86%,49.84%,49.86%,0.00%
,50 - 55%,1970,28%,69.00%,1861,1.73,1.3,63%,2.1,4.3,85.40%,90.20%,60.20%,88%,53.06%,50.10%,49.99%,0.00%
,55 - 65%,3677,53%,73.50%,2249,2.01,1.4,66%,2.5,6.3,87.50%,91.50%,68.10%,92%,58.78%,50.13%,50.14%,0.00%
,65 - %,631,9%,76.40%,2274,1.95,1.4,61%,2.8,7,84.60%,91.40%,72.10%,91%,69.92%,50.79%,50.51%,1.90%
,,,,,,,,,,,,,,,,,,
,Player Hit Rate,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
, 0 - 25%,32,0%,43.80%,1,0,1.6,47%,0,0,0.00%, inf%,25.00%,57%,54.55%,50.15%,51.14%,0.00%
,25 - 50%,47,1%,44.70%,693,0.34,1.3,51%,0.6,0.5,38.70%,90.50%,36.20%,77%,55.05%,50.14%,51.15%,0.00%
,50 - 60%,172,2%,56.40%,876,0.6,1.2,58%,0.8,1.1,54.70%,87.80%,44.80%,81%,56.38%,50.61%,50.48%,0.00%
,60 - 70%,461,7%,58.80%,1254,1.08,1.2,61%,1.4,2.4,65.40%,87.70%,54.20%,87%,56.29%,50.18%,50.50%,0.00%
,70 - 80%,941,14%,70.50%,1691,1.59,1.3,63%,2,4.6,75.50%,89.10%,65.70%,91%,56.92%,50.36%,50.24%,0.00%
,80 - 90%,2091,30%,74.00%,2071,1.98,1.4,66%,2.5,6.3,85.00%,90.60%,68.50%,93%,57.00%,50.10%,50.08%,0.10%
,90 - 95%,1258,18%,81.00%,2561,2.52,1.5,66%,3.3,11,92.30%,92.00%,77.10%,96%,57.73%,50.08%,49.85%,0.30%
,95 - %,1940,28%,69.60%,2259,1.82,1.4,64%,2.2,4.5,99.00%,91.70%,59.80%,86%,57.17%,50.12%,50.11%,0.40%
,,,,,,,,,,,,,,,,,,
,Player Pen Rate,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
, 0 - 25%,49,1%,38.80%,6,0,1.5,39%,0,0,45.80%,10.50%,22.40%,56%,55.11%,49.96%,50.47%,0.00%
,25 - 50%,43,1%,30.20%,447,0.19,1.7,44%,0.3,0.2,82.30%,38.40%,20.90%,66%,55.41%,50.75%,51.06%,0.00%
,50 - 60%,110,2%,41.80%,642,0.27,1.5,60%,0.5,0.4,77.50%,53.10%,32.70%,70%,54.44%,50.46%,50.61%,0.00%
,60 - 70%,210,3%,52.40%,1085,0.63,1.3,56%,0.9,1.1,81.00%,65.10%,40.00%,79%,55.71%,50.58%,50.39%,0.00%
,70 - 80%,469,7%,65.00%,1669,1.33,1.4,61%,1.6,3.1,83.50%,75.40%,57.60%,89%,56.39%,50.24%,50.30%,0.00%
,80 - 90%,1544,22%,71.60%,2076,1.86,1.4,61%,2.3,5.5,86.00%,85.30%,66.30%,92%,57.35%,50.17%,50.03%,0.20%
,90 - 95%,1210,17%,79.30%,2509,2.53,1.5,66%,3.3,11,87.80%,92.40%,77.00%,96%,57.57%,50.00%,50.09%,0.20%
,95 - %,3307,48%,73.30%,2100,1.88,1.3,67%,2.4,5.5,86.30%,99.30%,65.60%,90%,57.11%,50.14%,50.10%,0.20%
,,,,,,,,,,,,,,,,,,
Server,account_id_anon,Battles,% Battles,WR,DPB,KPB,Spot,Top tier,DR,KDR,Hit rate,Pen rate,Surv%,Share live,Player WR,Allies WR,Enemies WR,No stats
RU,1,33,0%,78.80%,3112,1.91,1.6,67%,2.5,7.9,89.60%,90.20%,75.80%,87%,71.43%,50.74%,51.07%,0.00%
RU,2,23,0%,87.00%,3525,2.78,1.7,74%,4.3,32,90.40%,94.40%,91.30%,100%,59.39%,48.07%,48.75%,0.00%
RU,3,81,1%,66.70%,1927,1.47,1,75%,1.9,3.1,82.30%,89.60%,53.10%,86%,69.59%,50.23%,50.85%,0.00%
EU,4,26,0%,80.80%,4082,2.62,1.2,62%,4.1,17,91.10%,93.80%,84.60%,98%,53.92%,48.75%,49.31%,0.00%
EU,5,79,1%,59.50%,1920,0.97,1.4,75%,1.4,2,80.20%,87.10%,50.60%,84%,59.06%,50.12%,51.22%,0.00%
EU,6,92,1%,60.90%,1685,0.99,1.5,65%,1.3,1.8,87.80%,88.50%,45.70%,83%,57.79%,50.30%,50.77%,0.00%
EU,7,50,1%,78.00%,2787,2.92,1.9,52%,4,16.2,90.60%,92.70%,82.00%,99%,64.87%,50.49%,50.50%,0.00%
EU,8,69,1%,60.90%,1695,1.48,1.9,55%,1.5,3,87.80%,92.10%,50.70%,77%,54.73%,50.06%,49.81%,0.10%
EU,9,33,0%,63.60%,1529,1.55,1.9,64%,2,3.6,82.10%,91.30%,57.60%,85%,52.48%,49.85%,50.92%,0.00%
EU,10,22,0%,90.90%,2990,3.82,1,59%,3.6,42,85.60%,93.00%,90.90%,100%,57.27%,48.97%,49.67%,0.00%
EU,11,35,1%,62.90%,1197,0.97,1.1,66%,1.3,2,85.20%,88.10%,51.40%,81%,55.89%,50.71%,49.97%,0.00%
EU,12,20,0%,95.00%,4854,3.95,1.2,25%,4.9,79,94.40%,95.60%,95.00%,99%,56.71%,49.15%,49.81%,0.00%
EU,13,80,1%,73.80%,2228,2.65,1.4,69%,3.3,8.5,92.10%,92.70%,68.80%,95%,58.83%,49.43%,49.21%,0.00%
EU,14,30,0%,83.30%,2167,3.93,2,63%,4.2,19.7,87.90%,92.00%,80.00%,98%,62.43%,50.39%,49.69%,0.00%
EU,15,305,4%,55.40%,2126,1.21,1.3,78%,1.6,2.4,85.80%,90.90%,49.50%,87%,58.91%,50.46%,50.47%,0.00%
EU,16,49,1%,69.40%,2362,2.47,1.5,43%,4,7.1,90.20%,93.30%,65.30%,94%,62.94%,49.43%,49.50%,0.00%
EU,17,22,0%,86.40%,1898,4.41,1.4,95%,4.8,48.5,90.60%,94.80%,90.90%,100%,57.61%,48.11%,49.25%,0.00%
EU,18,96,1%,76.00%,1764,2.19,0.9,67%,3.2,7.2,89.40%,95.00%,69.80%,94%,56.39%,50.00%,49.58%,0.00%
EU,19,23,0%,95.70%,1997,2.09,1.3,65%,3.8,16,90.70%,94.20%,87.00%,98%,70.96%,48.51%,49.66%,0.00%
EU,20,256,4%,54.30%,1081,0.58,1.5,55%,0.9,0.8,81.10%,83.80%,28.10%,68%,52.29%,50.31%,49.81%,0.00%
EU,21,73,1%,82.20%,1025,1.9,1.5,55%,2.7,6.3,84.20%,92.30%,69.90%,94%,58.95%,51.61%,50.45%,0.00%
EU,22,53,1%,79.20%,1415,1.98,0.9,47%,3.2,7,87.40%,90.40%,71.70%,95%,57.15%,50.10%,49.76%,0.00%
EU,23,70,1%,81.40%,2224,2.5,1.8,47%,4,9.7,89.20%,90.20%,74.30%,96%,61.99%,50.85%,50.17%,0.00%
EU,24,83,1%,73.50%,3049,2.1,2,73%,3.2,7.2,89.60%,91.70%,71.10%,96%,60.48%,49.78%,49.51%,0.00%
EU,25,127,2%,68.50%,1609,1.86,1.3,52%,2.4,4.5,83.40%,89.50%,59.10%,89%,54.64%,49.76%,49.35%,0.00%
EU,26,52,1%,80.80%,2669,2.62,2.2,50%,3,11.3,87.80%,91.00%,76.90%,95%,62.66%,49.60%,49.65%,0.20%
EU,27,30,0%,86.70%,4246,3.17,1.4,57%,3.6,23.8,88.10%,95.30%,86.70%,99%,56.38%,49.10%,49.54%,0.00%
EU,28,24,0%,83.30%,2823,2.96,1.8,62%,4.9,17.8,89.30%,91.20%,83.30%,98%,64.91%,50.25%,51.06%,0.00%
EU,29,29,0%,75.90%,1750,1.62,1.3,59%,2.2,3.6,88.10%,93.60%,55.20%,91%,54.39%,49.78%,49.34%,0.00%
EU,30,26,0%,92.30%,2631,3.12,1.8,69%,3.1,27,92.90%,93.80%,88.50%,97%,57.57%,49.93%,49.96%,0.00%
EU,31,31,0%,90.30%,2126,2.16,1.2,61%,3.4,13.4,85.20%,91.20%,83.90%,98%,52.31%,50.24%,49.30%,0.00%
EU,32,44,1%,77.30%,1848,2.91,0.7,77%,3.4,14.2,85.40%,91.70%,79.50%,96%,50.22%,50.67%,50.91%,0.00%
EU,33,74,1%,94.60%,1811,3.24,1.5,59%,4.1,48,86.80%,86.30%,93.20%,99%,56.08%,49.98%,49.17%,0.00%
EU,34,158,2%,77.80%,1290,1.66,0.9,53%,2.4,4.4,78.40%,90.70%,62.70%,93%,49.45%,49.80%,50.05%,0.00%
EU,35,21,0%,61.90%,1796,1.19,1.4,86%,1.5,2.5,77.00%,86.60%,52.40%,82%,48.99%,50.98%,50.38%,0.00%
EU,36,120,2%,55.80%,1730,1.1,1.6,68%,1.3,2.2,85.30%,85.90%,49.20%,83%,60.61%,50.43%,49.95%,0.10%
EU,37,25,0%,88.00%,5110,3.6,1.5,96%,3.7,45,94.90%,91.70%,92.00%,100%,60.44%,50.29%,51.16%,0.00%
EU,38,350,5%,62.00%,1159,1.09,1.3,63%,1.2,2.3,83.10%,89.70%,52.30%,84%,52.65%,50.37%,50.42%,0.00%
EU,39,25,0%,84.00%,4965,2.72,1.5,84%,3.6,13.6,89.40%,91.30%,80.00%,97%,54.95%,49.64%,50.59%,0.00%
EU,40,22,0%,90.90%,4394,3.09,2.3,64%,4.2,34,92.60%,90.30%,90.90%,98%,52.49%,50.46%,50.63%,0.00%
EU,41,57,1%,63.20%,3078,1.63,2.3,96%,2,3.3,85.40%,86.30%,50.90%,85%,60.62%,51.59%,52.10%,0.00%
EU,42,22,0%,68.20%,2270,0.95,1.3,91%,1.6,1.9,85.20%,88.90%,50.00%,85%,59.46%,50.97%,50.61%,0.00%
EU,43,45,1%,64.40%,1482,0.93,1.6,62%,1.2,1.8,83.00%,91.60%,48.90%,79%,50.40%,51.15%,50.79%,0.00%
EU,44,56,1%,96.40%,1927,2.79,1.6,77%,5.4,31.2,85.60%,90.20%,91.10%,98%,54.95%,49.96%,49.62%,0.00%
EU,45,28,0%,96.40%,4659,3.5,1.4,64%,3.8,49,89.00%,91.70%,92.90%,100%,54.81%,49.56%,49.85%,0.00%
EU,46,134,2%,70.90%,1291,1.99,1,49%,3.3,5.6,82.90%,91.80%,64.20%,94%,55.71%,51.75%,51.64%,0.00%
EU,47,51,1%,72.50%,1119,1.43,0.9,78%,1.9,3.8,89.20%,89.20%,62.70%,89%,52.58%,52.04%,52.06%,0.00%
EU,48,45,1%,86.70%,2756,2.71,2.2,64%,4.1,12.2,90.10%,91.50%,77.80%,97%,63.68%,49.88%,49.92%,0.00%
EU,49,35,1%,97.10%,5932,3.57,1.1,94%,5.7,41.7,88.10%,96.30%,91.40%,99%,70.46%,49.51%,50.42%,0.00%
EU,50,186,3%,60.80%,1169,1.02,1.2,49%,1.2,2.1,80.20%,89.20%,52.20%,84%,56.65%,50.14%,50.07%,0.00%
EU,51,25,0%,92.00%,2194,4.68,2.3,60%,4.9,117,86.20%,92.00%,96.00%,100%,70.74%,52.26%,51.76%,0.00%
EU,52,93,1%,62.40%,1444,1.1,1.1,54%,1.7,2.9,88.00%,92.30%,62.40%,85%,72.96%,49.89%,50.29%,0.00%
EU,53,25,0%,80.00%,2374,2.8,1.5,68%,3.5,11.7,86.80%,90.50%,76.00%,95%,60.96%,49.42%,48.68%,0.00%
EU,54,30,0%,53.30%,2384,1.27,1.7,73%,1.6,2.5,85.00%,86.50%,50.00%,81%,54.58%,49.33%,50.27%,0.00%
EU,55,29,0%,79.30%,2219,1.93,1.6,69%,2.1,5.1,88.30%,86.10%,62.10%,89%,47.58%,50.43%,49.39%,0.00%
EU,56,73,1%,69.90%,2036,2.33,0.9,64%,3.2,8.5,90.80%,94.00%,72.60%,95%,52.47%,49.24%,49.05%,0.10%
EU,57,26,0%,96.20%,949,3.08,2,50%,3.2,26.7,83.20%,87.10%,88.50%,97%,46.64%,49.42%,48.36%,0.00%
EU,58,20,0%,65.00%,344,0.45,0.9,45%,0.7,1.3,75.50%,73.80%,65.00%,83%,45.36%,49.30%,49.03%,0.00%
EU,59,149,2%,34.90%,1105,0.8,1.1,60%,0.9,1.1,82.80%,85.80%,28.90%,78%,45.21%,50.08%,51.28%,0.00%
EU,60,22,0%,63.60%,1108,0.91,1,91%,1.3,1.4,78.70%,85.00%,36.40%,81%,54.54%,49.66%,49.03%,0.00%
EU,61,36,1%,94.40%,2794,3.81,2.5,83%,6.2,45.7,85.30%,92.10%,91.70%,100%,63.28%,50.37%,50.28%,0.00%
EU,62,32,0%,31.20%,1786,1.19,0.9,75%,1.8,2,90.60%,91.90%,40.60%,88%,61.60%,49.13%,50.35%,0.00%
EU,63,21,0%,85.70%,2476,3.33,2,76%,4.8,35,91.50%,95.70%,90.50%,99%,53.93%,50.29%,49.74%,0.00%
NA,64,23,0%,91.30%,2371,3.57,0.9,70%,4.8,20.5,86.10%,92.50%,82.60%,99%,58.19%,49.00%,50.44%,0.30%
NA,65,25,0%,96.00%,4281,2.56,1.8,72%,4.1,64,90.20%,91.40%,96.00%,100%,62.10%,51.41%,50.28%,0.00%
NA,66,238,3%,76.10%,2183,1.56,1.5,50%,2.8,5.7,79.70%,89.90%,72.70%,92%,68.48%,50.75%,50.57%,0.00%
NA,67,56,1%,73.20%,2022,1.88,1.3,68%,2.5,6.6,85.20%,90.40%,71.40%,93%,55.31%,49.88%,49.73%,0.10%
NA,68,25,0%,92.00%,6141,3.36,1.2,100%,3.5,28,92.20%,93.80%,88.00%,99%,62.64%,49.81%,50.96%,0.00%
NA,69,44,1%,77.30%,4178,1.93,1.5,77%,3,12.1,92.10%,91.60%,84.10%,98%,53.67%,50.20%,50.23%,0.00%
NA,70,26,0%,96.20%,3412,3.46,1.8,69%,3.6,90,92.20%,93.90%,96.20%,100%,65.85%,48.95%,49.25%,0.00%
NA,71,58,1%,77.60%,1642,1.93,0.9,60%,2.2,5.6,86.00%,94.60%,65.50%,87%,46.03%,49.73%,50.08%,0.00%
NA,72,197,3%,78.20%,2416,2.37,1.2,64%,3.3,10.8,86.30%,92.80%,78.20%,97%,56.68%,49.22%,49.50%,0.00%
NA,73,23,0%,60.90%,3932,1.91,2,87%,3,4.9,89.50%,90.70%,60.90%,89%,60.65%,48.75%,50.51%,0.00%
NA,74,42,1%,78.60%,1431,2.45,0.7,36%,2.2,6.9,84.50%,89.30%,64.30%,90%,50.81%,49.26%,49.33%,0.00%
NA,75,21,0%,81.00%,3748,3.29,1.3,57%,4,17.2,91.90%,92.50%,81.00%,100%,61.77%,48.23%,48.98%,0.00%
NA,76,34,0%,88.20%,2707,2.59,1.4,68%,3,44,84.50%,90.50%,94.10%,96%,55.79%,50.34%,49.42%,0.00%
NA,77,115,2%,74.80%,2171,2.19,1.4,74%,2.9,8.4,89.00%,91.40%,73.90%,95%,59.53%,49.65%,49.88%,0.00%
NA,78,23,0%,65.20%,1958,1.96,0.5,61%,2.3,5.6,89.80%,93.30%,65.20%,92%,62.10%,50.31%,49.85%,0.00%
NA,79,218,3%,74.30%,1860,2.16,1.5,65%,2.6,7.2,85.90%,91.60%,70.20%,95%,53.76%,50.11%,49.84%,0.00%
NA,80,35,1%,57.10%,3142,1.71,1.9,80%,2.3,3.2,90.00%,93.10%,45.70%,86%,56.23%,50.16%,51.49%,0.00%
NA,81,32,0%,90.60%,3407,2.62,1.2,62%,3.6,16.8,85.80%,91.90%,84.40%,97%,54.91%,49.20%,49.43%,0.00%
NA,82,20,0%,90.00%,4472,3.4,2.2,75%,4.1,34,86.20%,83.10%,90.00%,100%,50.16%,50.67%,50.02%,0.00%
NA,83,51,1%,72.50%,1023,2.08,1.1,76%,2.2,5.6,88.30%,93.20%,62.70%,91%,73.85%,56.05%,50.69%,23.20%
NA,84,47,1%,80.90%,3820,2.45,1.4,85%,3.7,12.8,93.20%,94.90%,80.90%,98%,61.01%,50.73%,50.39%,0.00%
NA,85,71,1%,91.50%,3159,2.73,0.9,65%,3.9,27.7,89.40%,92.40%,90.10%,99%,55.39%,49.64%,50.01%,0.00%
NA,86,28,0%,85.70%,4249,2.46,1.3,79%,3.1,23,91.90%,93.70%,89.30%,95%,61.07%,50.13%,50.15%,0.00%
NA,87,24,0%,75.00%,3048,2.17,1.9,75%,2.7,10.4,85.40%,90.00%,79.20%,98%,55.74%,49.79%,50.05%,0.00%
NA,88,34,0%,67.60%,3317,2.21,2.1,65%,3.6,6.8,90.50%,91.30%,67.60%,96%,61.83%,49.97%,49.88%,0.00%
NA,89,23,0%,30.40%,1399,0.52,1.3,91%,0.9,0.8,87.30%,85.40%,30.40%,71%,49.58%,50.38%,51.69%,0.00%
NA,90,20,0%,75.00%,1305,0.6,1.4,60%,1.1,1.7,88.10%,80.10%,65.00%,91%,48.23%,49.76%,49.40%,0.00%
NA,91,24,0%,79.20%,2554,2.96,1.2,50%,5.6,17.8,93.30%,95.50%,83.30%,98%,58.79%,50.82%,51.10%,0.00%
NA,92,48,1%,56.20%,1707,0.69,0.7,92%,0.8,1.4,81.30%,86.80%,52.10%,87%,55.85%,53.43%,53.97%,0.00%
NA,93,130,2%,62.30%,1912,1.31,1.3,70%,1.3,2.9,89.00%,91.70%,55.40%,86%,59.63%,49.95%,50.11%,0.00%
NA,94,35,1%,77.10%,3875,2.74,1.8,57%,3.6,12,89.60%,94.40%,77.10%,95%,59.73%,49.60%,50.04%,0.00%
NA,95,23,0%,73.90%,2688,3.17,1,74%,3.4,14.6,92.50%,93.20%,78.30%,96%,51.21%,49.86%,50.33%,0.00%
NA,96,26,0%,61.50%,1796,1.19,1.2,31%,1.6,2.8,75.60%,84.20%,57.70%,91%,54.00%,50.02%,50.03%,0.00%
NA,97,21,0%,90.50%,1869,2.52,2.3,76%,3.2,17.7,85.40%,89.60%,85.70%,96%,56.43%,49.38%,49.01%,0.00%
NA,98,101,1%,71.30%,1499,2,0.7,58%,2.7,5.3,83.30%,91.50%,62.40%,93%,52.60%,49.80%,49.63%,0.10%
NA,99,20,0%,60.00%,1368,1,0.9,45%,1.4,2.9,83.50%,87.90%,65.00%,84%,54.73%,50.49%,50.26%,0.00%
NA,100,24,0%,79.20%,1998,2.54,1.6,75%,3.4,20.3,85.30%,83.70%,87.50%,98%,53.43%,50.95%,50.42%,0.30%
NA,101,26,0%,42.30%,1170,0.77,1.7,73%,1.3,1.2,75.50%,86.50%,34.60%,81%,46.59%,49.31%,50.13%,0.00%
NA,102,26,0%,53.80%,1013,0.85,0.8,62%,1.1,1.2,74.20%,82.40%,26.90%,83%,52.75%,49.08%,49.42%,0.00%
NA,103,23,0%,91.30%,3980,3,1.4,83%,3.1,34.5,86.00%,90.80%,91.30%,97%,63.72%,49.86%,49.82%,0.00%
NA,104,57,1%,71.90%,1694,1.49,0.6,74%,2.8,4.7,82.80%,86.80%,68.40%,92%,46.26%,49.48%,48.84%,0.00%
ASIA,105,330,5%,82.40%,2195,2.01,1.7,63%,2.7,7.5,89.80%,92.70%,73.00%,94%,57.98%,49.95%,49.71%,0.00%
ASIA,106,132,2%,77.30%,1268,1.31,0.8,58%,2.2,3.5,82.20%,92.40%,62.10%,85%,62.78%,49.79%,50.26%,0.00%
ASIA,107,21,0%,90.50%,3749,3.67,1.8,81%,4.1,38.5,90.70%,93.70%,90.50%,97%,53.77%,49.37%,50.06%,0.00%
ASIA,108,35,1%,85.70%,4501,2.6,1.6,74%,4,15.2,89.10%,91.20%,82.90%,99%,54.47%,49.39%,49.24%,0.00%
ASIA,109,67,1%,73.10%,1278,1.7,1.5,54%,2.8,5.7,83.80%,88.00%,70.10%,93%,55.23%,51.01%,50.11%,0.10%
ASIA,110,70,1%,91.40%,1525,1.54,1.1,54%,3.5,54,78.50%,86.10%,97.10%,99%,49.45%,49.53%,48.75%,0.00%
ASIA,111,49,1%,67.30%,2050,1.96,0.7,73%,2.7,5.3,85.70%,91.40%,63.30%,93%,52.58%,49.79%,49.79%,0.00%
1 TOTAL Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
2 Total 6942 100% 71.80% 2058 1.86 1.4 64% 2.3 5.4 86.10% 90.80% 65.30% 90% 57.08% 50.15% 50.12% 0.20%
3
4 Result Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
5 Loss 1959 28% 0.00% 1715 1.12 1.3 61% 1.3 1.3 84.70% 88.60% 13.40% 78% 56.47% 49.56% 50.92% 0.10%
6 Win 4983 72% 100.00% 2193 2.16 1.4 65% 3 15.1 86.50% 91.40% 85.70% 95% 57.32% 50.39% 49.80% 0.20%
7
8 Battle Type Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
9 Encounter 4652 67% 73.00% 1969 1.98 1.4 67% 2.5 6 85.70% 90.70% 66.80% 91% 57.43% 50.41% 50.33% 0.30%
10 Supremacy 2290 33% 69.30% 2238 1.63 1.2 60% 2 4.3 87.10% 91.20% 62.20% 89% 56.37% 49.63% 49.69% 0.00%
11
12 Tier Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
13 Bottom tier 2480 36% 69.50% 1750 1.53 1.2 0% 2.2 3.9 85.40% 89.20% 60.70% 88% 56.91% 50.13% 49.99% 0.10%
14 Top tier 4462 64% 73.10% 2229 2.05 1.5 100% 2.4 6.4 86.50% 91.60% 67.90% 91% 57.18% 50.16% 50.19% 0.20%
15
16 Tank Tier Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
17 1 89 1% 80.90% 678 1.89 1.9 40% 3 7.6 86.20% 91.80% 75.30% 95% 55.40% 48.80% 48.40% 0.00%
18 2 180 3% 77.80% 970 2.64 1.6 73% 3.3 9.1 82.90% 90.60% 71.10% 93% 56.04% 49.36% 49.46% 0.90%
19 3 540 8% 75.70% 1099 2.15 1.4 36% 3.1 7 83.60% 90.00% 69.10% 93% 57.55% 51.15% 50.16% 1.90%
20 4 628 9% 75.20% 1256 2.21 1.3 73% 3.1 7.4 85.00% 91.60% 70.20% 94% 55.72% 51.76% 51.65% 0.00%
21 5 626 9% 80.20% 1503 2.29 1.3 71% 3.2 8.3 86.90% 89.50% 72.20% 93% 55.69% 50.38% 49.95% 0.00%
22 6 1064 15% 74.20% 1801 1.97 1.4 62% 2.4 5.8 86.70% 92.20% 65.90% 90% 56.82% 49.24% 49.31% 0.00%
23 7 1141 16% 71.80% 2143 1.69 1.3 50% 2.5 4.9 85.70% 90.10% 65.80% 90% 58.48% 49.62% 49.60% 0.00%
24 8 1222 18% 68.20% 2371 1.59 1.4 67% 2.1 4.2 87.40% 90.90% 61.80% 89% 56.84% 49.80% 49.99% 0.00%
25 9 598 9% 64.70% 2806 1.61 1.2 49% 2.1 4 89.10% 91.90% 59.50% 87% 56.58% 50.13% 50.32% 0.00%
26 10 854 12% 65.60% 3270 1.62 1.5 100% 2 4 88.30% 90.20% 59.60% 88% 58.37% 50.83% 51.16% 0.00%
27
28 Tank Class Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
29 Light Tank 1337 19% 74.40% 1589 1.88 1.9 59% 2.3 5.9 83.70% 89.20% 68.40% 90% 57.15% 50.20% 49.90% 0.70%
30 Medium Tank 1957 28% 73.10% 2181 1.99 1.7 67% 2.4 5.9 88.20% 91.40% 66.40% 90% 57.23% 50.26% 50.12% 0.10%
31 Heavy Tank 2032 29% 70.00% 2180 1.75 1.2 70% 1.9 5 87.20% 90.70% 65.20% 91% 56.72% 50.16% 50.23% 0.00%
32 Tank Destroyer 1616 23% 70.30% 2144 1.84 0.7 59% 3 4.8 85.10% 92.60% 61.50% 91% 57.31% 49.98% 50.16% 0.00%
33
34 Player WR Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
35 35 - 45% 80 1% 43.80% 1255 0.93 1 55% 1.1 1.5 84.00% 87.10% 37.50% 82% 44.52% 49.84% 51.14% 0.00%
36 45 - 50% 584 8% 69.20% 1397 1.46 1.1 62% 1.8 3.8 81.20% 87.40% 61.30% 89% 47.86% 49.84% 49.86% 0.00%
37 50 - 55% 1970 28% 69.00% 1861 1.73 1.3 63% 2.1 4.3 85.40% 90.20% 60.20% 88% 53.06% 50.10% 49.99% 0.00%
38 55 - 65% 3677 53% 73.50% 2249 2.01 1.4 66% 2.5 6.3 87.50% 91.50% 68.10% 92% 58.78% 50.13% 50.14% 0.00%
39 65 - % 631 9% 76.40% 2274 1.95 1.4 61% 2.8 7 84.60% 91.40% 72.10% 91% 69.92% 50.79% 50.51% 1.90%
40
41 Player Hit Rate Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
42 0 - 25% 32 0% 43.80% 1 0 1.6 47% 0 0 0.00% inf% 25.00% 57% 54.55% 50.15% 51.14% 0.00%
43 25 - 50% 47 1% 44.70% 693 0.34 1.3 51% 0.6 0.5 38.70% 90.50% 36.20% 77% 55.05% 50.14% 51.15% 0.00%
44 50 - 60% 172 2% 56.40% 876 0.6 1.2 58% 0.8 1.1 54.70% 87.80% 44.80% 81% 56.38% 50.61% 50.48% 0.00%
45 60 - 70% 461 7% 58.80% 1254 1.08 1.2 61% 1.4 2.4 65.40% 87.70% 54.20% 87% 56.29% 50.18% 50.50% 0.00%
46 70 - 80% 941 14% 70.50% 1691 1.59 1.3 63% 2 4.6 75.50% 89.10% 65.70% 91% 56.92% 50.36% 50.24% 0.00%
47 80 - 90% 2091 30% 74.00% 2071 1.98 1.4 66% 2.5 6.3 85.00% 90.60% 68.50% 93% 57.00% 50.10% 50.08% 0.10%
48 90 - 95% 1258 18% 81.00% 2561 2.52 1.5 66% 3.3 11 92.30% 92.00% 77.10% 96% 57.73% 50.08% 49.85% 0.30%
49 95 - % 1940 28% 69.60% 2259 1.82 1.4 64% 2.2 4.5 99.00% 91.70% 59.80% 86% 57.17% 50.12% 50.11% 0.40%
50
51 Player Pen Rate Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
52 0 - 25% 49 1% 38.80% 6 0 1.5 39% 0 0 45.80% 10.50% 22.40% 56% 55.11% 49.96% 50.47% 0.00%
53 25 - 50% 43 1% 30.20% 447 0.19 1.7 44% 0.3 0.2 82.30% 38.40% 20.90% 66% 55.41% 50.75% 51.06% 0.00%
54 50 - 60% 110 2% 41.80% 642 0.27 1.5 60% 0.5 0.4 77.50% 53.10% 32.70% 70% 54.44% 50.46% 50.61% 0.00%
55 60 - 70% 210 3% 52.40% 1085 0.63 1.3 56% 0.9 1.1 81.00% 65.10% 40.00% 79% 55.71% 50.58% 50.39% 0.00%
56 70 - 80% 469 7% 65.00% 1669 1.33 1.4 61% 1.6 3.1 83.50% 75.40% 57.60% 89% 56.39% 50.24% 50.30% 0.00%
57 80 - 90% 1544 22% 71.60% 2076 1.86 1.4 61% 2.3 5.5 86.00% 85.30% 66.30% 92% 57.35% 50.17% 50.03% 0.20%
58 90 - 95% 1210 17% 79.30% 2509 2.53 1.5 66% 3.3 11 87.80% 92.40% 77.00% 96% 57.57% 50.00% 50.09% 0.20%
59 95 - % 3307 48% 73.30% 2100 1.88 1.3 67% 2.4 5.5 86.30% 99.30% 65.60% 90% 57.11% 50.14% 50.10% 0.20%
60
61 Server account_id_anon Battles % Battles WR DPB KPB Spot Top tier DR KDR Hit rate Pen rate Surv% Share live Player WR Allies WR Enemies WR No stats
62 RU 1 33 0% 78.80% 3112 1.91 1.6 67% 2.5 7.9 89.60% 90.20% 75.80% 87% 71.43% 50.74% 51.07% 0.00%
63 RU 2 23 0% 87.00% 3525 2.78 1.7 74% 4.3 32 90.40% 94.40% 91.30% 100% 59.39% 48.07% 48.75% 0.00%
64 RU 3 81 1% 66.70% 1927 1.47 1 75% 1.9 3.1 82.30% 89.60% 53.10% 86% 69.59% 50.23% 50.85% 0.00%
65 EU 4 26 0% 80.80% 4082 2.62 1.2 62% 4.1 17 91.10% 93.80% 84.60% 98% 53.92% 48.75% 49.31% 0.00%
66 EU 5 79 1% 59.50% 1920 0.97 1.4 75% 1.4 2 80.20% 87.10% 50.60% 84% 59.06% 50.12% 51.22% 0.00%
67 EU 6 92 1% 60.90% 1685 0.99 1.5 65% 1.3 1.8 87.80% 88.50% 45.70% 83% 57.79% 50.30% 50.77% 0.00%
68 EU 7 50 1% 78.00% 2787 2.92 1.9 52% 4 16.2 90.60% 92.70% 82.00% 99% 64.87% 50.49% 50.50% 0.00%
69 EU 8 69 1% 60.90% 1695 1.48 1.9 55% 1.5 3 87.80% 92.10% 50.70% 77% 54.73% 50.06% 49.81% 0.10%
70 EU 9 33 0% 63.60% 1529 1.55 1.9 64% 2 3.6 82.10% 91.30% 57.60% 85% 52.48% 49.85% 50.92% 0.00%
71 EU 10 22 0% 90.90% 2990 3.82 1 59% 3.6 42 85.60% 93.00% 90.90% 100% 57.27% 48.97% 49.67% 0.00%
72 EU 11 35 1% 62.90% 1197 0.97 1.1 66% 1.3 2 85.20% 88.10% 51.40% 81% 55.89% 50.71% 49.97% 0.00%
73 EU 12 20 0% 95.00% 4854 3.95 1.2 25% 4.9 79 94.40% 95.60% 95.00% 99% 56.71% 49.15% 49.81% 0.00%
74 EU 13 80 1% 73.80% 2228 2.65 1.4 69% 3.3 8.5 92.10% 92.70% 68.80% 95% 58.83% 49.43% 49.21% 0.00%
75 EU 14 30 0% 83.30% 2167 3.93 2 63% 4.2 19.7 87.90% 92.00% 80.00% 98% 62.43% 50.39% 49.69% 0.00%
76 EU 15 305 4% 55.40% 2126 1.21 1.3 78% 1.6 2.4 85.80% 90.90% 49.50% 87% 58.91% 50.46% 50.47% 0.00%
77 EU 16 49 1% 69.40% 2362 2.47 1.5 43% 4 7.1 90.20% 93.30% 65.30% 94% 62.94% 49.43% 49.50% 0.00%
78 EU 17 22 0% 86.40% 1898 4.41 1.4 95% 4.8 48.5 90.60% 94.80% 90.90% 100% 57.61% 48.11% 49.25% 0.00%
79 EU 18 96 1% 76.00% 1764 2.19 0.9 67% 3.2 7.2 89.40% 95.00% 69.80% 94% 56.39% 50.00% 49.58% 0.00%
80 EU 19 23 0% 95.70% 1997 2.09 1.3 65% 3.8 16 90.70% 94.20% 87.00% 98% 70.96% 48.51% 49.66% 0.00%
81 EU 20 256 4% 54.30% 1081 0.58 1.5 55% 0.9 0.8 81.10% 83.80% 28.10% 68% 52.29% 50.31% 49.81% 0.00%
82 EU 21 73 1% 82.20% 1025 1.9 1.5 55% 2.7 6.3 84.20% 92.30% 69.90% 94% 58.95% 51.61% 50.45% 0.00%
83 EU 22 53 1% 79.20% 1415 1.98 0.9 47% 3.2 7 87.40% 90.40% 71.70% 95% 57.15% 50.10% 49.76% 0.00%
84 EU 23 70 1% 81.40% 2224 2.5 1.8 47% 4 9.7 89.20% 90.20% 74.30% 96% 61.99% 50.85% 50.17% 0.00%
85 EU 24 83 1% 73.50% 3049 2.1 2 73% 3.2 7.2 89.60% 91.70% 71.10% 96% 60.48% 49.78% 49.51% 0.00%
86 EU 25 127 2% 68.50% 1609 1.86 1.3 52% 2.4 4.5 83.40% 89.50% 59.10% 89% 54.64% 49.76% 49.35% 0.00%
87 EU 26 52 1% 80.80% 2669 2.62 2.2 50% 3 11.3 87.80% 91.00% 76.90% 95% 62.66% 49.60% 49.65% 0.20%
88 EU 27 30 0% 86.70% 4246 3.17 1.4 57% 3.6 23.8 88.10% 95.30% 86.70% 99% 56.38% 49.10% 49.54% 0.00%
89 EU 28 24 0% 83.30% 2823 2.96 1.8 62% 4.9 17.8 89.30% 91.20% 83.30% 98% 64.91% 50.25% 51.06% 0.00%
90 EU 29 29 0% 75.90% 1750 1.62 1.3 59% 2.2 3.6 88.10% 93.60% 55.20% 91% 54.39% 49.78% 49.34% 0.00%
91 EU 30 26 0% 92.30% 2631 3.12 1.8 69% 3.1 27 92.90% 93.80% 88.50% 97% 57.57% 49.93% 49.96% 0.00%
92 EU 31 31 0% 90.30% 2126 2.16 1.2 61% 3.4 13.4 85.20% 91.20% 83.90% 98% 52.31% 50.24% 49.30% 0.00%
93 EU 32 44 1% 77.30% 1848 2.91 0.7 77% 3.4 14.2 85.40% 91.70% 79.50% 96% 50.22% 50.67% 50.91% 0.00%
94 EU 33 74 1% 94.60% 1811 3.24 1.5 59% 4.1 48 86.80% 86.30% 93.20% 99% 56.08% 49.98% 49.17% 0.00%
95 EU 34 158 2% 77.80% 1290 1.66 0.9 53% 2.4 4.4 78.40% 90.70% 62.70% 93% 49.45% 49.80% 50.05% 0.00%
96 EU 35 21 0% 61.90% 1796 1.19 1.4 86% 1.5 2.5 77.00% 86.60% 52.40% 82% 48.99% 50.98% 50.38% 0.00%
97 EU 36 120 2% 55.80% 1730 1.1 1.6 68% 1.3 2.2 85.30% 85.90% 49.20% 83% 60.61% 50.43% 49.95% 0.10%
98 EU 37 25 0% 88.00% 5110 3.6 1.5 96% 3.7 45 94.90% 91.70% 92.00% 100% 60.44% 50.29% 51.16% 0.00%
99 EU 38 350 5% 62.00% 1159 1.09 1.3 63% 1.2 2.3 83.10% 89.70% 52.30% 84% 52.65% 50.37% 50.42% 0.00%
100 EU 39 25 0% 84.00% 4965 2.72 1.5 84% 3.6 13.6 89.40% 91.30% 80.00% 97% 54.95% 49.64% 50.59% 0.00%
101 EU 40 22 0% 90.90% 4394 3.09 2.3 64% 4.2 34 92.60% 90.30% 90.90% 98% 52.49% 50.46% 50.63% 0.00%
102 EU 41 57 1% 63.20% 3078 1.63 2.3 96% 2 3.3 85.40% 86.30% 50.90% 85% 60.62% 51.59% 52.10% 0.00%
103 EU 42 22 0% 68.20% 2270 0.95 1.3 91% 1.6 1.9 85.20% 88.90% 50.00% 85% 59.46% 50.97% 50.61% 0.00%
104 EU 43 45 1% 64.40% 1482 0.93 1.6 62% 1.2 1.8 83.00% 91.60% 48.90% 79% 50.40% 51.15% 50.79% 0.00%
105 EU 44 56 1% 96.40% 1927 2.79 1.6 77% 5.4 31.2 85.60% 90.20% 91.10% 98% 54.95% 49.96% 49.62% 0.00%
106 EU 45 28 0% 96.40% 4659 3.5 1.4 64% 3.8 49 89.00% 91.70% 92.90% 100% 54.81% 49.56% 49.85% 0.00%
107 EU 46 134 2% 70.90% 1291 1.99 1 49% 3.3 5.6 82.90% 91.80% 64.20% 94% 55.71% 51.75% 51.64% 0.00%
108 EU 47 51 1% 72.50% 1119 1.43 0.9 78% 1.9 3.8 89.20% 89.20% 62.70% 89% 52.58% 52.04% 52.06% 0.00%
109 EU 48 45 1% 86.70% 2756 2.71 2.2 64% 4.1 12.2 90.10% 91.50% 77.80% 97% 63.68% 49.88% 49.92% 0.00%
110 EU 49 35 1% 97.10% 5932 3.57 1.1 94% 5.7 41.7 88.10% 96.30% 91.40% 99% 70.46% 49.51% 50.42% 0.00%
111 EU 50 186 3% 60.80% 1169 1.02 1.2 49% 1.2 2.1 80.20% 89.20% 52.20% 84% 56.65% 50.14% 50.07% 0.00%
112 EU 51 25 0% 92.00% 2194 4.68 2.3 60% 4.9 117 86.20% 92.00% 96.00% 100% 70.74% 52.26% 51.76% 0.00%
113 EU 52 93 1% 62.40% 1444 1.1 1.1 54% 1.7 2.9 88.00% 92.30% 62.40% 85% 72.96% 49.89% 50.29% 0.00%
114 EU 53 25 0% 80.00% 2374 2.8 1.5 68% 3.5 11.7 86.80% 90.50% 76.00% 95% 60.96% 49.42% 48.68% 0.00%
115 EU 54 30 0% 53.30% 2384 1.27 1.7 73% 1.6 2.5 85.00% 86.50% 50.00% 81% 54.58% 49.33% 50.27% 0.00%
116 EU 55 29 0% 79.30% 2219 1.93 1.6 69% 2.1 5.1 88.30% 86.10% 62.10% 89% 47.58% 50.43% 49.39% 0.00%
117 EU 56 73 1% 69.90% 2036 2.33 0.9 64% 3.2 8.5 90.80% 94.00% 72.60% 95% 52.47% 49.24% 49.05% 0.10%
118 EU 57 26 0% 96.20% 949 3.08 2 50% 3.2 26.7 83.20% 87.10% 88.50% 97% 46.64% 49.42% 48.36% 0.00%
119 EU 58 20 0% 65.00% 344 0.45 0.9 45% 0.7 1.3 75.50% 73.80% 65.00% 83% 45.36% 49.30% 49.03% 0.00%
120 EU 59 149 2% 34.90% 1105 0.8 1.1 60% 0.9 1.1 82.80% 85.80% 28.90% 78% 45.21% 50.08% 51.28% 0.00%
121 EU 60 22 0% 63.60% 1108 0.91 1 91% 1.3 1.4 78.70% 85.00% 36.40% 81% 54.54% 49.66% 49.03% 0.00%
122 EU 61 36 1% 94.40% 2794 3.81 2.5 83% 6.2 45.7 85.30% 92.10% 91.70% 100% 63.28% 50.37% 50.28% 0.00%
123 EU 62 32 0% 31.20% 1786 1.19 0.9 75% 1.8 2 90.60% 91.90% 40.60% 88% 61.60% 49.13% 50.35% 0.00%
124 EU 63 21 0% 85.70% 2476 3.33 2 76% 4.8 35 91.50% 95.70% 90.50% 99% 53.93% 50.29% 49.74% 0.00%
125 NA 64 23 0% 91.30% 2371 3.57 0.9 70% 4.8 20.5 86.10% 92.50% 82.60% 99% 58.19% 49.00% 50.44% 0.30%
126 NA 65 25 0% 96.00% 4281 2.56 1.8 72% 4.1 64 90.20% 91.40% 96.00% 100% 62.10% 51.41% 50.28% 0.00%
127 NA 66 238 3% 76.10% 2183 1.56 1.5 50% 2.8 5.7 79.70% 89.90% 72.70% 92% 68.48% 50.75% 50.57% 0.00%
128 NA 67 56 1% 73.20% 2022 1.88 1.3 68% 2.5 6.6 85.20% 90.40% 71.40% 93% 55.31% 49.88% 49.73% 0.10%
129 NA 68 25 0% 92.00% 6141 3.36 1.2 100% 3.5 28 92.20% 93.80% 88.00% 99% 62.64% 49.81% 50.96% 0.00%
130 NA 69 44 1% 77.30% 4178 1.93 1.5 77% 3 12.1 92.10% 91.60% 84.10% 98% 53.67% 50.20% 50.23% 0.00%
131 NA 70 26 0% 96.20% 3412 3.46 1.8 69% 3.6 90 92.20% 93.90% 96.20% 100% 65.85% 48.95% 49.25% 0.00%
132 NA 71 58 1% 77.60% 1642 1.93 0.9 60% 2.2 5.6 86.00% 94.60% 65.50% 87% 46.03% 49.73% 50.08% 0.00%
133 NA 72 197 3% 78.20% 2416 2.37 1.2 64% 3.3 10.8 86.30% 92.80% 78.20% 97% 56.68% 49.22% 49.50% 0.00%
134 NA 73 23 0% 60.90% 3932 1.91 2 87% 3 4.9 89.50% 90.70% 60.90% 89% 60.65% 48.75% 50.51% 0.00%
135 NA 74 42 1% 78.60% 1431 2.45 0.7 36% 2.2 6.9 84.50% 89.30% 64.30% 90% 50.81% 49.26% 49.33% 0.00%
136 NA 75 21 0% 81.00% 3748 3.29 1.3 57% 4 17.2 91.90% 92.50% 81.00% 100% 61.77% 48.23% 48.98% 0.00%
137 NA 76 34 0% 88.20% 2707 2.59 1.4 68% 3 44 84.50% 90.50% 94.10% 96% 55.79% 50.34% 49.42% 0.00%
138 NA 77 115 2% 74.80% 2171 2.19 1.4 74% 2.9 8.4 89.00% 91.40% 73.90% 95% 59.53% 49.65% 49.88% 0.00%
139 NA 78 23 0% 65.20% 1958 1.96 0.5 61% 2.3 5.6 89.80% 93.30% 65.20% 92% 62.10% 50.31% 49.85% 0.00%
140 NA 79 218 3% 74.30% 1860 2.16 1.5 65% 2.6 7.2 85.90% 91.60% 70.20% 95% 53.76% 50.11% 49.84% 0.00%
141 NA 80 35 1% 57.10% 3142 1.71 1.9 80% 2.3 3.2 90.00% 93.10% 45.70% 86% 56.23% 50.16% 51.49% 0.00%
142 NA 81 32 0% 90.60% 3407 2.62 1.2 62% 3.6 16.8 85.80% 91.90% 84.40% 97% 54.91% 49.20% 49.43% 0.00%
143 NA 82 20 0% 90.00% 4472 3.4 2.2 75% 4.1 34 86.20% 83.10% 90.00% 100% 50.16% 50.67% 50.02% 0.00%
144 NA 83 51 1% 72.50% 1023 2.08 1.1 76% 2.2 5.6 88.30% 93.20% 62.70% 91% 73.85% 56.05% 50.69% 23.20%
145 NA 84 47 1% 80.90% 3820 2.45 1.4 85% 3.7 12.8 93.20% 94.90% 80.90% 98% 61.01% 50.73% 50.39% 0.00%
146 NA 85 71 1% 91.50% 3159 2.73 0.9 65% 3.9 27.7 89.40% 92.40% 90.10% 99% 55.39% 49.64% 50.01% 0.00%
147 NA 86 28 0% 85.70% 4249 2.46 1.3 79% 3.1 23 91.90% 93.70% 89.30% 95% 61.07% 50.13% 50.15% 0.00%
148 NA 87 24 0% 75.00% 3048 2.17 1.9 75% 2.7 10.4 85.40% 90.00% 79.20% 98% 55.74% 49.79% 50.05% 0.00%
149 NA 88 34 0% 67.60% 3317 2.21 2.1 65% 3.6 6.8 90.50% 91.30% 67.60% 96% 61.83% 49.97% 49.88% 0.00%
150 NA 89 23 0% 30.40% 1399 0.52 1.3 91% 0.9 0.8 87.30% 85.40% 30.40% 71% 49.58% 50.38% 51.69% 0.00%
151 NA 90 20 0% 75.00% 1305 0.6 1.4 60% 1.1 1.7 88.10% 80.10% 65.00% 91% 48.23% 49.76% 49.40% 0.00%
152 NA 91 24 0% 79.20% 2554 2.96 1.2 50% 5.6 17.8 93.30% 95.50% 83.30% 98% 58.79% 50.82% 51.10% 0.00%
153 NA 92 48 1% 56.20% 1707 0.69 0.7 92% 0.8 1.4 81.30% 86.80% 52.10% 87% 55.85% 53.43% 53.97% 0.00%
154 NA 93 130 2% 62.30% 1912 1.31 1.3 70% 1.3 2.9 89.00% 91.70% 55.40% 86% 59.63% 49.95% 50.11% 0.00%
155 NA 94 35 1% 77.10% 3875 2.74 1.8 57% 3.6 12 89.60% 94.40% 77.10% 95% 59.73% 49.60% 50.04% 0.00%
156 NA 95 23 0% 73.90% 2688 3.17 1 74% 3.4 14.6 92.50% 93.20% 78.30% 96% 51.21% 49.86% 50.33% 0.00%
157 NA 96 26 0% 61.50% 1796 1.19 1.2 31% 1.6 2.8 75.60% 84.20% 57.70% 91% 54.00% 50.02% 50.03% 0.00%
158 NA 97 21 0% 90.50% 1869 2.52 2.3 76% 3.2 17.7 85.40% 89.60% 85.70% 96% 56.43% 49.38% 49.01% 0.00%
159 NA 98 101 1% 71.30% 1499 2 0.7 58% 2.7 5.3 83.30% 91.50% 62.40% 93% 52.60% 49.80% 49.63% 0.10%
160 NA 99 20 0% 60.00% 1368 1 0.9 45% 1.4 2.9 83.50% 87.90% 65.00% 84% 54.73% 50.49% 50.26% 0.00%
161 NA 100 24 0% 79.20% 1998 2.54 1.6 75% 3.4 20.3 85.30% 83.70% 87.50% 98% 53.43% 50.95% 50.42% 0.30%
162 NA 101 26 0% 42.30% 1170 0.77 1.7 73% 1.3 1.2 75.50% 86.50% 34.60% 81% 46.59% 49.31% 50.13% 0.00%
163 NA 102 26 0% 53.80% 1013 0.85 0.8 62% 1.1 1.2 74.20% 82.40% 26.90% 83% 52.75% 49.08% 49.42% 0.00%
164 NA 103 23 0% 91.30% 3980 3 1.4 83% 3.1 34.5 86.00% 90.80% 91.30% 97% 63.72% 49.86% 49.82% 0.00%
165 NA 104 57 1% 71.90% 1694 1.49 0.6 74% 2.8 4.7 82.80% 86.80% 68.40% 92% 46.26% 49.48% 48.84% 0.00%
166 ASIA 105 330 5% 82.40% 2195 2.01 1.7 63% 2.7 7.5 89.80% 92.70% 73.00% 94% 57.98% 49.95% 49.71% 0.00%
167 ASIA 106 132 2% 77.30% 1268 1.31 0.8 58% 2.2 3.5 82.20% 92.40% 62.10% 85% 62.78% 49.79% 50.26% 0.00%
168 ASIA 107 21 0% 90.50% 3749 3.67 1.8 81% 4.1 38.5 90.70% 93.70% 90.50% 97% 53.77% 49.37% 50.06% 0.00%
169 ASIA 108 35 1% 85.70% 4501 2.6 1.6 74% 4 15.2 89.10% 91.20% 82.90% 99% 54.47% 49.39% 49.24% 0.00%
170 ASIA 109 67 1% 73.10% 1278 1.7 1.5 54% 2.8 5.7 83.80% 88.00% 70.10% 93% 55.23% 51.01% 50.11% 0.10%
171 ASIA 110 70 1% 91.40% 1525 1.54 1.1 54% 3.5 54 78.50% 86.10% 97.10% 99% 49.45% 49.53% 48.75% 0.00%
172 ASIA 111 49 1% 67.30% 2050 1.96 0.7 73% 2.7 5.3 85.70% 91.40% 63.30% 93% 52.58% 49.79% 49.79% 0.00%
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#!/usr/bin/env python3 #!/usr/bin/env python3.8
## PYTHON VERSION MUST BE 3.7 OR HIGHER
import json, argparse, inspect, sys, os, io, base64, aiohttp, urllib, asyncio, aiofiles, aioconsole import json, argparse, inspect, sys, os, io, base64, aiohttp, urllib, asyncio, aiofiles, aioconsole
import logging, re, concurrent.futures, configparser, motor.motor_asyncio, ssl, zipfile import logging, re, concurrent.futures, configparser, motor.motor_asyncio, ssl, zipfile