Merge pull request #29 from Jylpah/merge-master-dev-datetime

Backport master
This commit is contained in:
Jylpah authored and GitHub committed 2021-05-03 19:09:21 +03:00
commit b34a061c9d
7 files changed
+2941 -2471

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@@ -134,7 +134,7 @@ replay_details_flds = [
## Syntax: key == stat field in https://api.wotblitz.eu/wotb/tanks/stats/ (all.KEY) ## Syntax: key == stat field in https://api.wotblitz.eu/wotb/tanks/stats/ (all.KEY)
## Value array [ 'Stat Title', [ 0, data buckets ....], scaling_factor_for_bucket_values, 'print_format' ] ## Value array [ 'Stat Title', [ 0, data buckets ....], scaling_factor_for_bucket_values, 'print_format' ]
histogram_fields = { histogram_fields = {
'wins' : [ 'Win rate', [0, .35, .40, .45, .48, .5, .52, .55, .60, .65, .70, 1], 100, '{:2.0%}' ], 'wins' : [ 'Win rate', [0, .35, .40, .45, .48, .5, .52, .55, .60, .65, .70, 1], 1, '{:2.0%}' ],
'damage_dealt' : [ 'Avg. Dmg.', [0, 200, 300, 400, 500, 600, 700, 800, 900, 1000, 1100, 1200, 1300, 1400, 1500, 1750, 2000, 2250, 2500, 2750, 3000, 100e3], 1, '{:3.0f}' ], 'damage_dealt' : [ 'Avg. Dmg.', [0, 200, 300, 400, 500, 600, 700, 800, 900, 1000, 1100, 1200, 1300, 1400, 1500, 1750, 2000, 2250, 2500, 2750, 3000, 100e3], 1, '{:3.0f}' ],
'battles' : [ 'Battles', [0, 1000, 2500, 5000, 7000, 10e3, 15e3, 25e3, 50e3, 5e7], .001, '{:.0f}k'] # battles is a mandatory stat to include 'battles' : [ 'Battles', [0, 1000, 2500, 5000, 7000, 10e3, 15e3, 25e3, 50e3, 5e7], .001, '{:.0f}k'] # battles is a mandatory stat to include
} }
@@ -1515,7 +1515,7 @@ class BattleCategorySingle(BattleCategory):
class PlayerHistogram(): class PlayerHistogram():
def __init__(self, field: str, name: str, fields : list, factor: float, format: str ): def __init__(self, field: str, name: str, fields : list, factor: float, cat_format: str ):
self.field = field self.field = field
if self.field == 'wins': if self.field == 'wins':
self.name = StatFunc.get_title() self.name = StatFunc.get_title()
@@ -1523,7 +1523,7 @@ class PlayerHistogram():
self.name = name self.name = name
self.fields = fields self.fields = fields
self.cat_factor = factor self.cat_factor = factor
self.cat_format = format self.cat_format = cat_format
self.ncat = len(self.fields) - 1 self.ncat = len(self.fields) - 1
self.allies = [0] * self.ncat self.allies = [0] * self.ncat
self.enemies = [0] * self.ncat self.enemies = [0] * self.ncat
@@ -1613,7 +1613,7 @@ class PlayerHistogram():
print("\n{:12s} | {:13s} | {:13s} | {:13s}".format(self.name, "Allies", "Enemies", "TOTAL")) print("\n{:12s} | {:13s} | {:13s} | {:13s}".format(self.name, "Allies", "Enemies", "TOTAL"))
for cat in self.results: for cat in self.results:
stat = self.results[cat] stat = self.results[cat]
print("{:12s} | {:5d} ({:4.1%}) | {:5d} ({:4.1%}) | {:5d} ({:4.1%})".format(cat, stat['allies'], stat['allies%']*100, stat['enemies'], stat['enemies%']*100, stat['total'], stat['total%']*100 )) print("{:12s} | {:5d} ({:5.1%}) | {:5d} ({:5.1%}) | {:5d} ({:5.1%})".format(cat, stat['allies'], stat['allies%'], stat['enemies'], stat['enemies%'], stat['total'], stat['total%'] ))
else: else:
bu.error('Results have not been calculated yet.') bu.error('Results have not been calculated yet.')
except Exception as err: except Exception as err:
@@ -1621,7 +1621,6 @@ class PlayerHistogram():
return None return None
class ErrorCatchingArgumentParser(argparse.ArgumentParser): class ErrorCatchingArgumentParser(argparse.ArgumentParser):
def exit(self, status=0, message=None): def exit(self, status=0, message=None):
if status: if status:
@@ -1677,14 +1676,14 @@ async def main(argv):
try: try:
if 'ANALYZER' in config.sections(): if 'ANALYZER' in config.sections():
configAnalyzer = config['ANALYZER'] configAnalyzer = config['ANALYZER']
OPT_MODE_DEFAULT= configAnalyzer.getboolean('mode', OPT_MODE_DEFAULT) OPT_MODE_DEFAULT = configAnalyzer.getboolean('mode', OPT_MODE_DEFAULT)
OPT_HIST = configAnalyzer.getboolean('histograms', OPT_HIST) OPT_HIST = configAnalyzer.getboolean('histograms', OPT_HIST)
OPT_STAT_FUNC = configAnalyzer.get('stat_func', fallback=OPT_STAT_FUNC) OPT_STAT_FUNC = configAnalyzer.get('stat_func', fallback=OPT_STAT_FUNC)
OPT_WORKERS_N = configAnalyzer.getint('workers', OPT_WORKERS_N) OPT_WORKERS_N = configAnalyzer.getint('workers', OPT_WORKERS_N)
OPT_EXPORT_CSV_FILE = configAnalyzer.get('csv_file', OPT_EXPORT_CSV_FILE) OPT_EXPORT_CSV_FILE = configAnalyzer.get('csv_file', OPT_EXPORT_CSV_FILE)
OPT_EXPORT_JSON_FILE = configAnalyzer.get('json_file', OPT_EXPORT_JSON_FILE) OPT_EXPORT_JSON_FILE= configAnalyzer.get('json_file', OPT_EXPORT_JSON_FILE)
res_categorizations = configAnalyzer.get('categorizations', None) res_categorizations = configAnalyzer.get('categorizations', None)
if res_categorizations != None: if res_categorizations != None:
res_categorizations.replace(' ','') res_categorizations.replace(' ','')
BattleCategorizationList.set_categorizations_default(res_categorizations.split(',')) BattleCategorizationList.set_categorizations_default(res_categorizations.split(','))
@@ -1744,7 +1743,7 @@ async def main(argv):
parser.add_argument('--csv', action='store_true', default=False, help='Export data in CSV format') parser.add_argument('--csv', action='store_true', default=False, help='Export data in CSV format')
parser.add_argument('-o','--outfile', type=str, default='-', metavar="OUTPUT", help='File to write results. Default STDOUT') parser.add_argument('-o','--outfile', type=str, default='-', metavar="OUTPUT", help='File to write results. Default STDOUT')
parser.add_argument('--db', action='store_true', default=OPT_DB, help='Use DB - You are unlikely to have it') parser.add_argument('--db', action='store_true', default=OPT_DB, help='Use DB - You are unlikely to have it')
parser.add_argument('--filters', type=str, default=None, help='Filter replays based on categories. Filters given in JSON format.\nUse array "[]" for multiple filters/values. see --mode help.\nExample: : [ {"tier" : [8,9,20] }, { "player_wins" : 5 }]') parser.add_argument('--filters', type=str, default=None, help='Filter replays based on categories. Filters given in JSON format.\nUse array "[]" for multiple filters/values. see --mode help.\nExample: : [ {"tier" : [8,9,10] }, { "player_wins" : 5 }]')
parser.add_argument('--filters_db', type=str, default=None, help='[only for DB setup] Filter replays in DB based on categories. Filters given in MongoDB JSON format. See --mode help') parser.add_argument('--filters_db', type=str, default=None, help='[only for DB setup] Filter replays in DB based on categories. Filters given in MongoDB JSON format. See --mode help')
parser.add_argument('--min', type=int, default=None, help='Only select replays from players with minimum number of replays in the dataset') parser.add_argument('--min', type=int, default=None, help='Only select replays from players with minimum number of replays in the dataset')
argverbosity = parser.add_mutually_exclusive_group() argverbosity = parser.add_mutually_exclusive_group()
@@ -1765,7 +1764,7 @@ async def main(argv):
# res_categories = BattleCategorization.get_categorizations(OPT_CATEGORIZATIONS, args) # res_categories = BattleCategorization.get_categorizations(OPT_CATEGORIZATIONS, args)
bu.set_log_level(args.silent, args.verbose, args.debug) bu.set_log_level(args.silent, args.verbose, args.debug)
bu.set_progress_step(250) # Set the frequency of the progress dots. # bu.set_progress_step(250) # Set the frequency of the progress dots.
#### Connect to MongoDB. You are unlikely to have this set up... #### Connect to MongoDB. You are unlikely to have this set up...
bu.debug('DB_SERVER: ' + DB_SERVER) bu.debug('DB_SERVER: ' + DB_SERVER)
@@ -1815,7 +1814,7 @@ async def main(argv):
# Make replay Queue # Make replay Queue
scanner_task = asyncio.create_task(mk_replayQ(replayQ, args, db)) scanner_task = asyncio.create_task(mk_replayQ(replayQ, args, db))
bu.debug('Replay scanner started') bu.set_counter('Reading replays', 10)
# Start tasks to process the Queue # Start tasks to process the Queue
for i in range(OPT_WORKERS_N): for i in range(OPT_WORKERS_N):
reader_tasks.append(asyncio.create_task(replay_reader(replayQ, i, args))) reader_tasks.append(asyncio.create_task(replay_reader(replayQ, i, args)))
@@ -2111,7 +2110,7 @@ async def process_player_stats(players, N_workers: int, args : argparse.Namespac
try: try:
statsQ = asyncio.Queue() statsQ = asyncio.Queue()
bu.debug('Create player stats queue: ' + str(len(players)) + ' players') bu.debug('Create player stats queue: ' + str(len(players)) + ' players')
stat_id_map = {} stat_id_map = dict()
stat_ids = set() stat_ids = set()
stat_id_map_func = globals()[StatFunc.get_stat_id_func()] stat_id_map_func = globals()[StatFunc.get_stat_id_func()]
@@ -2137,8 +2136,8 @@ async def process_player_stats(players, N_workers: int, args : argparse.Namespac
bu.debug('Cancelling stats workers') bu.debug('Cancelling stats workers')
for task in stats_tasks: for task in stats_tasks:
task.cancel() task.cancel()
player_stats = {} player_stats = dict()
stat_id_remap = {} stat_id_remap = dict()
bu.debug('Gathering stats worker outputs') bu.debug('Gathering stats worker outputs')
for (stats, id_remap) in await asyncio.gather(*stats_tasks): for (stats, id_remap) in await asyncio.gather(*stats_tasks):
@@ -2245,8 +2244,8 @@ def calc_team_stats(results: list, player_stats : dict, stat_id_map : dict, arg
async def stat_worker(queue : asyncio.Queue, workerID: int, args : argparse.Namespace, db : motor.motor_asyncio.AsyncIOMotorDatabase) -> list: async def stat_worker(queue : asyncio.Queue, workerID: int, args : argparse.Namespace, db : motor.motor_asyncio.AsyncIOMotorDatabase) -> list:
"""Worker thread to find stats for player / tank pairs""" """Worker thread to find stats for player / tank pairs"""
# global wg # global wg
stats = {} stats = dict()
stat_id_remap = {} stat_id_remap = dict()
stat_db_func = globals()[StatFunc.get_db_func()] stat_db_func = globals()[StatFunc.get_db_func()]
stat_wg_func = globals()[StatFunc.get_wg_func()] stat_wg_func = globals()[StatFunc.get_wg_func()]
@@ -2258,42 +2257,38 @@ async def stat_worker(queue : asyncio.Queue, workerID: int, args : argparse.Name
try: try:
bu.debug('Stat_id: ' + stat_id, id=workerID) bu.debug('Stat_id: ' + stat_id, id=workerID)
bu.print_progress() bu.print_progress()
# Analysing player performance based on their stats on the tier tanks they are playing stats_tmp = None
# Try cache first # Try cache first
if (stat_id not in stats): pruned_stat_id = prune_stat_id(stat_id)
stats_tmp = None if (pruned_stat_id not in stats):
pruned_stat_id = prune_stat_id(stat_id) stats_tmp = await stat_wg_func(pruned_stat_id, cache_only = True)
if (pruned_stat_id not in stats): else:
stats_tmp = await stat_wg_func(pruned_stat_id, cache_only = True) stat_id_remap[stat_id] = pruned_stat_id
else: continue
stat_id_remap[stat_id] = pruned_stat_id
queue.task_done()
continue
if (stats_tmp != None): if (stats_tmp != None):
stats[pruned_stat_id] = stats_tmp stats[pruned_stat_id] = stats_tmp
stat_id_remap[stat_id] = pruned_stat_id stat_id_remap[stat_id] = pruned_stat_id
queue.task_done() continue
continue
# try DB
# try DB stats[stat_id] = await stat_db_func(db, stat_id)
stats[stat_id] = await stat_db_func(db, stat_id) bu.debug('get_db_' + args.stat_func + '_stats returned: account_id=' + str(get_account_id_f_stat_id(stat_id)) + ': ' + str(stats[stat_id]), workerID)
bu.debug('get_db_' + args.stat_func + '_stats returned: account_id=' + str(get_account_id_f_stat_id(stat_id)) + ': ' + str(stats[stat_id]), workerID)
# no DB stats found, trying WG AP # no DB stats found, trying WG AP
if (stats[stat_id] == None): if (stats[stat_id] == None):
stats[pruned_stat_id] = await stat_wg_func(pruned_stat_id) stats[pruned_stat_id] = await stat_wg_func(pruned_stat_id)
stat_id_remap[stat_id] = pruned_stat_id stat_id_remap[stat_id] = pruned_stat_id
del stats[stat_id] del stats[stat_id]
bu.debug('get_wg_' + args.stat_func + '_stats returned: account_id=' + str(get_account_id_f_stat_id(pruned_stat_id)) + ': ' + str(stats[pruned_stat_id]), workerID) bu.debug('get_wg_' + args.stat_func + '_stats returned: account_id=' + str(get_account_id_f_stat_id(pruned_stat_id)) + ': ' + str(stats[pruned_stat_id]), workerID)
except KeyError as err: except KeyError as err:
bu.error('Key not found', err, id=workerID) bu.error('Key not found', err, id=workerID)
except Exception as err: except Exception as err:
bu.error('Unexpected error', err, id=workerID) bu.error('Unexpected error', err, id=workerID)
queue.task_done() finally:
queue.task_done()
except (asyncio.CancelledError, concurrent.futures.CancelledError): except (asyncio.CancelledError, concurrent.futures.CancelledError):
bu.debug('Stats queue is empty', id=workerID) bu.debug('Stats queue is empty', id=workerID)
@@ -2327,7 +2322,7 @@ async def get_wg_tank_stats(stat_id_str: str, cache_only = False) -> dict:
player_stats = await wg.get_player_tank_stats(account_id, [ tank_id ], hist_stats, cache_only = cache_only) player_stats = await wg.get_player_tank_stats(account_id, [ tank_id ], hist_stats, cache_only = cache_only)
#bu.debug('account_id: ' + str(account_id) + ' ' + str(player_stats)) #bu.debug('account_id: ' + str(account_id) + ' ' + str(player_stats))
return await tank_stats_helper(player_stats) return tank_stats_helper(player_stats)
except KeyError as err: except KeyError as err:
bu.error('account_id: ' + str(account_id) + ' tank_id:' + str(tank_id) +' : Key not found', err) bu.error('account_id: ' + str(account_id) + ' tank_id:' + str(tank_id) +' : Key not found', err)
@@ -2353,8 +2348,8 @@ async def get_db_tank_stats(db : motor.motor_asyncio.AsyncIOMotorDatabase, stat_
for stat in hist_stats: for stat in hist_stats:
project[stat] = True project[stat] = True
project['_id'] = False project['_id'] = False
bu.debug('find(): tank_id={} account_id={} last_battle_time>={}'.format(tank_id, account_id, battletime - time_buffer))
cursor = dbc.find({ '$and': [ { 'account_id': account_id }, { 'last_battle_time': { '$gte': battletime - time_buffer }}, { 'tank_id' : tank_id } ] }, projection=project).sort('last_battle_time',-1).limit(1) cursor = dbc.find({ '$and': [ { 'tank_id' : tank_id }, { 'account_id': account_id }, { 'last_battle_time': { '$gte': battletime - time_buffer }} ] }, projection=project).sort('last_battle_time',-1).limit(1)
# pipeline = [ { '$match': { '$and': [ { 'account_id': account_id }, { 'last_battle_time': { '$lte': battletime + time_buffer }}, { 'tank_id' : tank_id } ]}}, # pipeline = [ { '$match': { '$and': [ { 'account_id': account_id }, { 'last_battle_time': { '$lte': battletime + time_buffer }}, { 'tank_id' : tank_id } ]}},
# { '$sort': { 'last_battle_time': -1 }}, # { '$sort': { 'last_battle_time': -1 }},
@@ -2365,7 +2360,11 @@ async def get_db_tank_stats(db : motor.motor_asyncio.AsyncIOMotorDatabase, stat_
# cursor = dbc.aggregate(pipeline, allowDiskUse=True) # cursor = dbc.aggregate(pipeline, allowDiskUse=True)
#cursor = dbc.aggregate(pipeline) #cursor = dbc.aggregate(pipeline)
return await tank_stats_helper(await cursor.to_list(1)) stats = await cursor.to_list(1)
# store cache
# await wg.save_tank_stats(account_id, [tank_id], stats)
return tank_stats_helper(stats)
except Exception as err: except Exception as err:
bu.error('account_id: ' + str(account_id) + ' Error', err) bu.error('account_id: ' + str(account_id) + ' Error', err)
@@ -2386,7 +2385,7 @@ async def get_wg_tank_tier_stats(stat_id_str: str, cache_only = False) -> dict:
player_stats = await wg.get_player_tank_stats(account_id, tier_tanks, hist_stats, cache_only = cache_only) player_stats = await wg.get_player_tank_stats(account_id, tier_tanks, hist_stats, cache_only = cache_only)
#bu.debug('account_id: ' + str(account_id) + ' ' + str(player_stats)) #bu.debug('account_id: ' + str(account_id) + ' ' + str(player_stats))
return await tank_stats_helper(player_stats) return tank_stats_helper(player_stats)
except KeyError as err: except KeyError as err:
bu.error('account_id: ' + str(account_id) + ' Key not found', err) bu.error('account_id: ' + str(account_id) + ' Key not found', err)
@@ -2409,7 +2408,7 @@ async def get_wg_tier_x_stats(stat_id_str: str, cache_only = False) -> dict:
player_stats = await wg.get_player_tank_stats(account_id, tier_tanks, hist_stats, cache_only = cache_only) player_stats = await wg.get_player_tank_stats(account_id, tier_tanks, hist_stats, cache_only = cache_only)
#bu.debug('account_id: ' + str(account_id) + ' ' + str(player_stats)) #bu.debug('account_id: ' + str(account_id) + ' ' + str(player_stats))
return await tank_stats_helper(player_stats) return tank_stats_helper(player_stats)
except KeyError as err: except KeyError as err:
bu.error('account_id: ' + str(account_id) + ' Key not found', err) bu.error('account_id: ' + str(account_id) + ' Key not found', err)
@@ -2437,8 +2436,10 @@ async def get_db_tank_tier_stats(db : motor.motor_asyncio.AsyncIOMotorDatabase,
# cursor = dbc.aggregate(pipeline, allowDiskUse=True) # cursor = dbc.aggregate(pipeline, allowDiskUse=True)
cursor = dbc.aggregate(pipeline) cursor = dbc.aggregate(pipeline)
return await tank_stats_helper(await cursor.to_list(1000)) stats = await cursor.to_list(1000)
# await wg.save_tank_stats(account_id, tier_tanks, stats)
return tank_stats_helper(stats)
except Exception as err: except Exception as err:
bu.error('account_id: ' + str(account_id) + ' Error', err) bu.error('account_id: ' + str(account_id) + ' Error', err)
return None return None
@@ -2448,23 +2449,9 @@ async def get_db_tier_x_stats(db : motor.motor_asyncio.AsyncIOMotorDatabase, sta
"""Get player stats from MongoDB (you are very unlikely to have it, unless you have set it up)""" """Get player stats from MongoDB (you are very unlikely to have it, unless you have set it up)"""
if db == None: if db == None:
return None return None
try: try:
dbc = db[DB_C_TANK_STATS]
( account_id, battletime ) = str2ints(stat_id_str) ( account_id, battletime ) = str2ints(stat_id_str)
tier_tanks = wg.get_tanks_by_tier(10) return await get_db_tank_tier_stats(db,get_stat_id(account_id, 10, battletime) )
time_buffer = 2*7*24*3600
pipeline = [ { '$match': { '$and': [ { 'account_id': account_id }, { 'last_battle_time': { '$lte': battletime + time_buffer }}, { 'tank_id' : {'$in': tier_tanks} } ]}},
{ '$sort': { 'last_battle_time': -1 }},
{ '$group': { '_id': '$tank_id', 'doc': { '$first': '$$ROOT' }}},
{ '$replaceRoot': { 'newRoot': '$doc' }},
{ '$project': { '_id': 0 }} ]
# cursor = dbc.aggregate(pipeline, allowDiskUse=True)
cursor = dbc.aggregate(pipeline)
return await tank_stats_helper(await cursor.to_list(1000))
except Exception as err: except Exception as err:
bu.error('account_id: ' + str(account_id) + ' Error', err) bu.error('account_id: ' + str(account_id) + ' Error', err)
return None return None
@@ -2482,14 +2469,16 @@ async def get_db_player_stats(db : motor.motor_asyncio.AsyncIOMotorDatabase, sta
pipeline = [ { '$match': { '$and': [ { 'account_id': account_id }, { 'last_battle_time': { '$lte': battletime + time_buffer }} ]}}, pipeline = [ { '$match': { '$and': [ { 'account_id': account_id }, { 'last_battle_time': { '$lte': battletime + time_buffer }} ]}},
{ '$sort': { 'last_battle_time': -1 }}, { '$sort': { 'last_battle_time': -1 }},
{ '$group': { '_id': '$tank_id', 'doc': { '$first': '$$ROOT' }}}, { '$group': { '_id': { 'tank_id':'$tank_id'}, 'doc': { '$first': '$$ROOT' }}},
{ '$replaceRoot': { 'newRoot': '$doc' }}, { '$replaceRoot': { 'newRoot': '$doc' }},
{ '$project': { '_id': 0 }} ] { '$project': { '_id': 0 }} ]
# cursor = dbc.aggregate(pipeline, allowDiskUse=True) # cursor = dbc.aggregate(pipeline, allowDiskUse=True)
cursor = dbc.aggregate(pipeline) cursor = dbc.aggregate(pipeline)
return await tank_stats_helper(await cursor.to_list(1000)) stats = await cursor.to_list(1000)
# await wg.save_tank_stats(account_id, [], stats)
return tank_stats_helper(stats)
except Exception as err: except Exception as err:
bu.error('account_id: ' + str(account_id) + ' Error', err) bu.error('account_id: ' + str(account_id) + ' Error', err)
@@ -2517,20 +2506,17 @@ async def get_wg_player_stats(stat_id_str: str, cache_only = False) -> dict:
return None return None
async def tank_stats_helper(stat_list: list): def tank_stats_helper(stat_list: list):
"""Helpher func got get_db_tank_tier_stats() and get_wg_tank_tier_stats()""" """Helpher func got get_db_tank_tier_stats() and get_wg_tank_tier_stats()"""
try: try:
if stat_list == None: if stat_list == None:
return None return None
stats = {} stats = collections.defaultdict(def_value_zero)
hist_fields = histogram_fields.keys() hist_fields = histogram_fields.keys()
if 'battles' not in hist_fields: if 'battles' not in hist_fields:
bu.error('\'battles\' must be defined in \'histogram_fields\'') bu.error('\'battles\' must be defined in \'histogram_fields\'')
return None return None
for field in hist_fields:
stats[field] = 0
for tank_stat in stat_list: for tank_stat in stat_list:
tank_stat = tank_stat['all'] tank_stat = tank_stat['all']
for field in hist_fields: for field in hist_fields:
@@ -2554,7 +2540,7 @@ async def player_stats_helper(player_stats: dict):
try: try:
if player_stats == None: if player_stats == None:
return None return None
stats = {} stats = dict()
hist_fields = histogram_fields.keys() hist_fields = histogram_fields.keys()
if 'battles' not in hist_fields: if 'battles' not in hist_fields:
bu.error('\'battles\' must be defined in \'histogram_fields\'') bu.error('\'battles\' must be defined in \'histogram_fields\'')
@@ -2595,12 +2581,12 @@ async def mk_replayQ(queue : asyncio.Queue, args : argparse.Namespace, db : moto
cursor = dbc.find(filters) cursor = dbc.find(filters)
else: else:
# select all # select all
cursor = dbc.find({}) cursor = dbc.find(dict())
bu.debug('Reading replays...') bu.debug('Reading replays...')
async for replay_json in cursor: async for replay_json in cursor:
_id = replay_json['_id'] _id = replay_json['_id']
#del(replay_json['_id']) #del(replay_json['_id'])
await queue.put(await mk_readerQ_item(replay_json, 'DB: _id = ' + _id)) await queue.put(await mk_readerQ_item(replay_json, _id=_id))
Nreplays += 1 Nreplays += 1
bu.debug('All the matching replays have been read from the DB') bu.debug('All the matching replays have been read from the DB')
except Exception as err: except Exception as err:
@@ -2616,7 +2602,7 @@ async def mk_replayQ(queue : asyncio.Queue, args : argparse.Namespace, db : moto
if (p_replayfile.match(line) != None): if (p_replayfile.match(line) != None):
replay_json = await bu.open_JSON(line, wi.chk_JSON_replay) replay_json = await bu.open_JSON(line, wi.chk_JSON_replay)
await queue.put(await mk_readerQ_item(replay_json, line)) await queue.put(await mk_readerQ_item(replay_json, filename=line))
except Exception as err: except Exception as err:
bu.error(exception=err) bu.error(exception=err)
else: else:
@@ -2627,7 +2613,7 @@ async def mk_replayQ(queue : asyncio.Queue, args : argparse.Namespace, db : moto
fn = fn[:-1] fn = fn[:-1]
if os.path.isfile(fn) and (p_replayfile.match(fn) != None): if os.path.isfile(fn) and (p_replayfile.match(fn) != None):
replay_json = await bu.open_JSON(fn, wi.chk_JSON_replay) replay_json = await bu.open_JSON(fn, wi.chk_JSON_replay)
await queue.put(await mk_readerQ_item(replay_json, fn)) await queue.put(await mk_readerQ_item(replay_json, filename=fn))
bu.debug('File added to queue: ' + fn) bu.debug('File added to queue: ' + fn)
Nreplays += 1 Nreplays += 1
elif os.path.isdir(fn): elif os.path.isdir(fn):
@@ -2636,7 +2622,7 @@ async def mk_replayQ(queue : asyncio.Queue, args : argparse.Namespace, db : moto
if entry.is_file() and (p_replayfile.match(entry.name) != None): if entry.is_file() and (p_replayfile.match(entry.name) != None):
bu.debug(entry.name) bu.debug(entry.name)
replay_json = await bu.open_JSON(entry.path, wi.chk_JSON_replay) replay_json = await bu.open_JSON(entry.path, wi.chk_JSON_replay)
await queue.put(await mk_readerQ_item(replay_json, entry.name)) await queue.put(await mk_readerQ_item(replay_json, filename=entry.name))
bu.debug('File added to queue: ' + entry.path) bu.debug('File added to queue: ' + entry.path)
Nreplays += 1 Nreplays += 1
except Exception as err: except Exception as err:
@@ -2645,22 +2631,26 @@ async def mk_replayQ(queue : asyncio.Queue, args : argparse.Namespace, db : moto
return Nreplays return Nreplays
async def mk_readerQ_item(replay_json, filename : str = None) -> list: async def mk_readerQ_item(replay_json, filename : str = None, _id: str = None) -> list:
"""Make an item to replay queue""" """Make an item to replay queue"""
global REPLAY_N global REPLAY_N
REPLAY_N +=1 REPLAY_N +=1
try: try:
if not '_id' in replay_json: if wi.chk_JSON_replay(replay_json):
id = wi.read_replay_id(replay_json) if not '_id' in replay_json:
replay_json['_id'] = id _id = wi.read_replay_id(replay_json)
replay_json['_id'] = _id
else:
replay_json = None # mark error
except Exception as err: except Exception as err:
bu.error(exception=err) bu.error(exception=err)
if filename == None:
return [replay_json, REPLAY_N, '' ] if filename != None:
elif RE_SRC_IS_DB.match(filename) != None:
return [replay_json, REPLAY_N, filename ]
else:
return [replay_json, REPLAY_N, os.path.basename(filename) ] return [replay_json, REPLAY_N, os.path.basename(filename) ]
elif _id != None:
return [replay_json, REPLAY_N, 'DB: ' + _id ]
else:
return None
async def replay_reader(queue: asyncio.Queue, readerID: int, args : argparse.Namespace): async def replay_reader(queue: asyncio.Queue, readerID: int, args : argparse.Namespace):
@@ -2676,9 +2666,9 @@ async def replay_reader(queue: asyncio.Queue, readerID: int, args : argparse.Nam
replay_file = item[2] replay_file = item[2]
try: try:
msg_str = 'Replay[' + str(replayID) + ']: ' # msg_str = 'Replay[' + str(replayID) + ']: '
if replay_json == None: if replay_json == None:
bu.warning(msg_str + 'Invalid replay. Skipping: ' + (replay_file if replay_file != None else '') ) bu.warning('Invalid replay. Skipping: ' + (replay_file if replay_file != None else '') )
queue.task_done() queue.task_done()
continue continue
@@ -2687,7 +2677,7 @@ async def replay_reader(queue: asyncio.Queue, readerID: int, args : argparse.Nam
result = await read_replay_JSON(replay_json, args) result = await read_replay_JSON(replay_json, args)
bu.print_progress() bu.print_progress()
if result == None: if result == None:
bu.warning(msg_str + 'Invalid replay ' + (replay_file if replay_file != None else '') ) bu.warning('Invalid replay ' + (replay_file if replay_file != None else '') )
queue.task_done() queue.task_done()
continue continue
@@ -2696,7 +2686,7 @@ async def replay_reader(queue: asyncio.Queue, readerID: int, args : argparse.Nam
playerstanks.update(set([result['player']])) playerstanks.update(set([result['player']]))
results.append(result) results.append(result)
bu.debug('Marking task ' + str(replayID) + ' done') bu.debug('Marking replay [' + str(replayID) + '] done', id=readerID)
except Exception as err: except Exception as err:
bu.error(exception=err) bu.error(exception=err)
@@ -2713,7 +2703,7 @@ async def read_replay_JSON(replay_json: dict, args : argparse.Namespace) -> dict
account_id = args.account_id account_id = args.account_id
url = args.url url = args.url
#db = args.db #db = args.db
result = {} result = dict()
try: try:
# bu.debug(str(replay_json)) # bu.debug(str(replay_json))
if not wi.chk_JSON_replay(replay_json): if not wi.chk_JSON_replay(replay_json):
@@ -2778,7 +2768,7 @@ async def read_replay_JSON(replay_json: dict, args : argparse.Namespace) -> dict
if player['dbid'] == account_id: if player['dbid'] == account_id:
# player itself is not put in results['allies'] # player itself is not put in results['allies']
tmp = {} tmp = dict()
tmp['account_id'] = account_id tmp['account_id'] = account_id
tmp['tank_id'] = player['vehicle_descr'] tmp['tank_id'] = player['vehicle_descr']
tmp['tank_tier'] = player_tank_tier tmp['tank_tier'] = player_tank_tier
@@ -2879,8 +2869,8 @@ def prune_stat_id(stat_id_str: str) -> str:
return ':'.join(stat_id) return ':'.join(stat_id)
def get_stat_id(account_id: int, tank_id: int, battletime: int) -> str: def get_stat_id(account_id: int, tank_id: int, battle_time: int) -> str:
return ':'.join([ str(account_id), str(tank_id), str(battletime)]) return ':'.join(map(str, [account_id, tank_id, battle_time ]))
def get_stat_id_tank_tier(stat_id_str: str) -> str: def get_stat_id_tank_tier(stat_id_str: str) -> str:
@@ -2890,7 +2880,7 @@ def get_stat_id_tank_tier(stat_id_str: str) -> str:
account_id = stat_id[0] account_id = stat_id[0]
tank_tier = wg.get_tank_tier(stat_id[1]) tank_tier = wg.get_tank_tier(stat_id[1])
battle_time = (stat_id[2] // BATTLE_TIME_BUCKET) * BATTLE_TIME_BUCKET battle_time = (stat_id[2] // BATTLE_TIME_BUCKET) * BATTLE_TIME_BUCKET
return ':'.join(map(str, [account_id, tank_tier, battle_time ])) return get_stat_id(account_id, tank_tier, battle_time)
except Exception as err: except Exception as err:
bu.error('Stats_id: ' + stat_id_str, exception=err) bu.error('Stats_id: ' + stat_id_str, exception=err)
return None return None
@@ -2903,7 +2893,7 @@ def get_stat_id_tank(stat_id_str: str) -> str:
account_id = stat_id[0] account_id = stat_id[0]
tank_id = stat_id[1] tank_id = stat_id[1]
battle_time = (stat_id[2] // BATTLE_TIME_BUCKET) * BATTLE_TIME_BUCKET battle_time = (stat_id[2] // BATTLE_TIME_BUCKET) * BATTLE_TIME_BUCKET
return ':'.join(map(str, [account_id, tank_id, battle_time ])) return get_stat_id(account_id, tank_id, battle_time)
except Exception as err: except Exception as err:
bu.error('Stats_id: ' + stat_id_str, exception=err) bu.error('Stats_id: ' + stat_id_str, exception=err)
return None return None
+59 -21
View File
@@ -22,6 +22,11 @@ _log_level = NORMAL
LOG = False LOG = False
LOGGER = None LOGGER = None
MODE_TANK_STATS = 'tank_stats'
MODE_PLAYER_STATS = 'player_stats'
MODE_PLAYER_ACHIEVEMENTS= 'player_achievements'
MODE_TANKOPEDIA = 'tankopedia'
# Progress display # Progress display
_progress_N = 100 _progress_N = 100
_progress_i = 0 _progress_i = 0
@@ -311,7 +316,7 @@ 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:
@@ -418,12 +423,14 @@ def set_progress_bar(heading: str, max_value: int, step: int = None, slow: bool
return return
def set_counter(heading: str): def set_counter(heading: str, step = None):
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
@@ -649,8 +656,6 @@ class StatsNotFound(Exception):
pass pass
# ----------------------------------------------------------- # -----------------------------------------------------------
# Class WG # Class WG
# ----------------------------------------------------------- # -----------------------------------------------------------
@@ -686,7 +691,7 @@ 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 + \
@@ -700,6 +705,7 @@ 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 + \
@@ -713,6 +719,7 @@ 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 + \
@@ -720,12 +727,13 @@ 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 ]
SQL_CHECK_TABLE_EXITS = """SELECT name FROM sqlite_master WHERE type='table' AND name=?""" SQL_CHECK_TABLE_EXITS = """SELECT name FROM sqlite_master WHERE type='table' AND name=?"""
@@ -1261,7 +1269,7 @@ 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.put_2_statsQ('tank_stats', [account_id, tank_ids], stats) await self.save_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)
@@ -1294,7 +1302,7 @@ 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.put_2_statsQ('player_stats', [account_id], stats) await self.save_player_stats(account_id, stats)
return stats return stats
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
@@ -1333,7 +1341,7 @@ 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.put_2_statsQ('player_achievements', [int(account_id)], json_data['data'][account_id]) await self.save_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)
@@ -1440,7 +1448,7 @@ class WG:
return None return None
async def put_2_statsQ(self, statsType: str, key: list, stats: list): async def save_stats(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
@@ -1449,6 +1457,30 @@ 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"""
@@ -1464,8 +1496,13 @@ class WG:
await self.cache.commit() await self.cache.commit()
async with self.cache.execute(WG.SQL_TANK_STATS_COUNT) as cursor: if is_debug():
debug('Cache contains: ' + str((await cursor.fetchone())[0]) + ' cached player tank stat records' ) 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:
debug('Cache contains: ' + str((await cursor.fetchone())[0]) + ' player tank stat records' )
except Exception as err: except Exception as err:
error(exception=err) error(exception=err)
sys.exit(1) sys.exit(1)
@@ -1474,19 +1511,20 @@ class WG:
try: try:
stats = await self.statsQ.get() stats = await self.statsQ.get()
stats_type = stats[0] stat_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]
if stats_type == 'tank_stats': #debug('stat_type: ' + stat_type + ', key: ' + str(key))
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 stats_type == 'player_stats': elif stat_type == MODE_PLAYER_STATS:
await self.store_player_stats(key, stats_data, update_time) await self.store_player_stats(key, stats_data, update_time)
elif stats_type == 'player_achievements': elif stat_type == MODE_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 \'' + stats_type + '\' is not implemented yet') error('Function to saves stats type \'' + stat_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
@@ -1521,7 +1559,7 @@ 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.remove(tank_id) tank_ids.discard(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))
@@ -1852,7 +1890,7 @@ 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.allies') != None) : (get_JSON_value(json_resp, key='data.summary.winner_team') != None) :
debug("JSON check OK") debug("JSON check OK")
return True return True
except KeyError as err: except KeyError as err:
+8 -6
View File
@@ -115,13 +115,12 @@ async def extract_tanks(blitz_app_base : str, nation: str):
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 = dict()
tank['tank_id'] = await get_tank_id(nation, int(tank_xml['id']))
tank['userStr'] = tank_xml['userString']
tank['nation'] = nation
tank['tier'] = int(tank_xml['level'])
#debug(tank_xml['price'])
tank['is_premium'] = issubclass(type(tank_xml['price']), dict) 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['tier'] = int(tank_xml['level'])
tank['type'] = await get_tank_type(tank_xml['tags']) tank['type'] = await get_tank_type(tank_xml['tags'])
tank['userStr'] = tank_xml['userString']
#bu.debug('Reading tank string: ' + tank['userStr'], force=True) #bu.debug('Reading tank string: ' + tank['userStr'], force=True)
tanks.append(tank) tanks.append(tank)
except Exception as err: except Exception as err:
@@ -165,7 +164,10 @@ async def convert_tank_names(tanklist : list, tank_strs: dict) -> dict:
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)
tankopedia[str(tank['tank_id'])] = tank tank_tmp = collections.OrderedDict()
for key in sorted(tank.keys()):
tank_tmp[key] = tank[key]
tankopedia[str(tank['tank_id'])] = tank_tmp
for tank_str in tank_strs: for tank_str in tank_strs:
skip = False skip = False
+3
View File
@@ -48,6 +48,9 @@
"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",
+3
View File
@@ -2,6 +2,9 @@
| 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 | | | 7.6 | 2021-01-27 | AMC 13 90, TOG II buffs, free replay camera | |
| 7.5 | 2020-12-09 | ATGM removal, Batchat, Kpz70, T-2020 buff | | | 7.5 | 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 | |
+172
View File
@@ -0,0 +1,172 @@
,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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