def main():
# Pull the data
champion_roles = pull_data()
# Use individual champions
darius = Champion(name='Darius', region='NA')
leesin = Champion(name='Lee Sin', region='NA')
syndra = Champion(name='Syndra', region='NA')
draven = Champion(name='Draven', region='NA')
braum = Champion(name='Braum', region='NA')
champions = [darius, leesin, syndra, draven, braum]
roles = get_champion_roles(champions,
top=darius,
champion_roles=champion_roles)
print({role.name: champion.name for role, champion in roles.items()})
# Use Cassiopeia's match.blue_team and/or match.red_team objects
summoner = Summoner(name="Kalturi", region="NA")
for match in summoner.match_history:
roles = get_team_roles(match.blue_team, champion_roles)
print({role.name: champion.name for role, champion in roles.items()})
roles = get_team_roles(match.red_team, champion_roles)
print({role.name: champion.name for role, champion in roles.items()})
break
async def item(self, champ):
champion = Champion(name=champ)
for spell in champion.spells:
await self.bot.say(spell.name)
await self.bot.say(spell.keywords)
await self.bot.say("--------")
def test_champions():
champions = Champions(region="NA")
for champion in champions:
champion.name, champion.id
annie = Champion(name="Annie", region="NA")
annie.name
annie.title
for spell in annie.spells:
spell.name, spell.keywords
annie.info.difficulty
annie.passive.name
{item.name: count for item, count in annie.recommended_itemsets[0].item_sets[0].items.items()}
annie.free_to_play
annie._Ghost__all_loaded
ziggs = cass.get_champion("Ziggs", region="NA")
ziggs.name
ziggs.region
{item.name: count for item, count in ziggs.recommended_itemsets[0].item_sets[0].items.items()}
ziggs.free_to_play
for spell in ziggs.spells:
for var in spell.variables:
spell.name, var
ziggs._Ghost__all_loaded
def get_champions():
lux = Champion(name="Lux", id=99, region="NA")
print(lux.name)
print(lux.championgg.elo)
print(lux.championgg.patch)
# Lux mid vs. Lux support win rates
print(lux.championgg[Role.middle].win_rate)
print(lux.championgg[Role.support].win_rate)
# Print a bunch of data
print(lux.championgg[Role.support].play_rate)
print(lux.championgg[Role.support].play_rate_by_role)
print(lux.championgg[Role.support].ban_rate)
print(lux.championgg[Role.support].games_played)
print(lux.championgg[Role.support].damage_composition)
print(lux.championgg[Role.support].kills)
print(lux.championgg[Role.support].total_damage_taken)
print(lux.championgg[Role.support].neutral_minions_killed_in_team_jungle)
print(lux.championgg[Role.support].assists)
print(lux.championgg[Role.support].neutral_minions_killed_in_enemy_jungle)
print(lux.championgg[Role.support].gold_earned)
print(lux.championgg[Role.support].deaths)
print(lux.championgg[Role.support].minions_killed)
print(lux.championgg[Role.support].total_healed)
# Get matchup data for Lux mid
# (This takes a minute to run the first time but is ~ instantaneous thereafter)
for matchup in lux.championgg[Role.middle].matchups:
if matchup.nmatches > 100:
print(
f"{matchup.enemy.champion.name}: {round(matchup.winrate*100)}% ({matchup.nmatches} matches analyzed)"
)
async def masteryrole(self, ctx: commands.Context, region: as_region, *,
name: str) -> None:
"""Assign a role for your mastery score."""
async with db_cursor(self.dsn) as cursor:
await cursor.execute(
"SELECT id FROM champions WHERE guild_id = %s",
(ctx.message.guild.id, ))
champion_row = await cursor.fetchone()
if champion_row is None:
await ctx.channel.send(
":x: no champion configured for this guild")
return
champion = Champion(id=champion_row[0], region=region)
summoner = Summoner(name=name, region=region)
masterygetter = functools.partial(
cassiopeia.get_champion_mastery,
champion=champion,
summoner=summoner,
region=region,
)
loop = asyncio.get_event_loop()
mastery = await loop.run_in_executor(None, masterygetter)
matching_role = find_matching_role(mastery.points)
print(f"giving {ctx.message.author} role {matching_role} for "
f"{mastery.points:,} points on {name} in {region.value}")
await ctx.message.author.add_roles(
discord.Object(id=matching_role),
reason=
f"mastery score of {mastery.points:,} on {name} in {region.value}",
)
await ctx.send(":ok_hand: role added!")
def get_team_roles(team: Team, champion_roles=None):
roles = _get_team_roles(team, champion_roles)[0]
roles = {
role: Champion(id=id_, region="NA")
for role, id_ in roles.items()
}
return roles
def get_champions():
# annie = Champion(name="Annie", region="NA")
annie = Champion(name="Annie")
print(annie.name)
print(annie.title)
for spell in annie.spells:
print(spell.name, spell.keywords)
print(annie.info.difficulty)
print(annie.passive.name)
print({
item.name: count
for item, count in
annie.recommended_itemsets[0].item_sets[0].items.items()
})
print(annie.free_to_play)
print(annie._Ghost__all_loaded)
print(annie)
# ziggs = cass.get_champion(region="NA", "Ziggs")
ziggs = cass.get_champion("Ziggs")
print(ziggs.name)
print(ziggs.region)
print({
item.name: count
for item, count in
ziggs.recommended_itemsets[0].item_sets[0].items.items()
})
print(ziggs.free_to_play)
for spell in ziggs.spells:
for var in spell.variables:
print(spell.name, var)
print(ziggs._Ghost__all_loaded)
async def getChamps(self, champ):
# annie = Champion(name="Annie", region="NA")
champion = Champion(name=champ)
await self.bot.say(champion.name)
await self.bot.say(champion.title)
for spell in champion.spells:
await self.bot.say(spell.name)
await self.bot.say(spell.keywords)
await self.bot.say(champion.info.difficulty)
await self.bot.say(champion.passive.name)
await self.bot.say({item.name: count for item, count in champion.recommended_itemsets[0].item_sets[0].items.items()})
await self.bot.say(champion._Ghost__all_loaded)
await self.bot.say(champion.blurb)
await self.bot.say("Thank you, come again!")
def get_champion_roles(composition: List[Union["Champion", str, int]],
top=None,
jungle=None,
middle=None,
bottom=None,
utility=None,
champion_roles=None):
if champion_roles is None:
champion_roles = pull_data()
from cassiopeia import Champion
# Shallow copy so we don't modify the list in-place
composition = [champion for champion in composition]
for i, champion in enumerate(composition):
if isinstance(champion, str):
composition[i] = Champion(name=champion, region='NA').id
elif isinstance(champion, Champion):
composition[i] = champion.id
if isinstance(top, str):
top = Champion(name=top, region='NA').id
elif isinstance(top, Champion):
top = top.id
if isinstance(jungle, str):
jungle = Champion(name=jungle, region='NA').id
elif isinstance(jungle, Champion):
jungle = jungle.id
if isinstance(middle, str):
middle = Champion(name=middle, region='NA').id
elif isinstance(middle, Champion):
middle = middle.id
if isinstance(bottom, str):
bottom = Champion(name=bottom, region='NA').id
elif isinstance(bottom, Champion):
bottom = bottom.id
if isinstance(utility, str):
utility = Champion(name=utility, region='NA').id
elif isinstance(utility, Champion):
utility = utility.id
positions = get_roles(champion_roles, composition, top, jungle, middle,
bottom, utility)
positions = {
Position(position): Champion(id=id_, region='NA')
for position, id_ in positions.items()
}
return positions
def get_champions():
cls()
camp = input('Insira o nome do campeão -> ')
annie = Champion(name=camp, region="BR")
print(f"""
Campeão: {annie.name}
Dano de ataque: {annie.stats.attack_damage} (+{annie.stats.attack_damage_per_level} por nível)
Vida: {annie.stats.health} (+{annie.stats.health_per_level} por nível)
Mana: {annie.stats.mana} (+{annie.stats.mana_per_level} por nível)
Armadura: {annie.stats.armor} (+{annie.stats.armor_per_level} por nível)
Resistência mágica: {annie.stats.magic_resist} (+{annie.stats.magic_resist_per_level} por nível)
""")
input('aperte enter para contiuar')
async def get_champion_mastery(self, champion, region,
msg) -> ChampionMastery:
"""Returns ChampionMastery object"""
try:
champion = Champion(name=champion, region="NA")
mastery = ChampionMastery(summoner=self.summoner,
champion=champion,
region=region)
mastery.points
return mastery
except TypeError as exception:
await Exceptions().raise_exception(self.ctx, exception, "cm", msg,
champion)
return
except APIRequestError as exception:
await Exceptions().raise_exception(self.ctx, exception, "", msg,
None)
return
def get_champions():
champions = Champions(region="NA")
for champion in champions:
print(champion.name, champion.id)
# annie = Champion(name="Annie", region="NA")
annie = Champion(name="Annie", region="NA")
print(annie.name)
print(annie.title)
for spell in annie.spells:
print(spell.name, spell.keywords)
print(annie.info.difficulty)
print(annie.passive.name)
print({item.name: count for item, count in annie.recommended_itemsets[0].item_sets[0].items.items()})
print(annie.free_to_play)
print(annie.win_rates)
def test_championmastery():
me = Summoner(name="Kalturi", id=21359666, region="NA")
karma = Champion(name="Karma", id=43, region="NA")
cm = ChampionMastery(champion=karma, summoner=me, region="NA")
cm = cass.get_champion_mastery(champion=karma, summoner=me, region="NA")
'Champion ID:', cm.champion.id
'Mastery points:', cm.points
'Mastery Level:', cm.level
'Points until next level:', cm.points_until_next_level
cms = cass.get_champion_masteries(summoner=me, region="NA")
cms = me.champion_masteries
cms[0].points
cms["Karma"].points # Does a ton of calls without a cache
"{} has mastery level 6 or higher on:".format(me.name)
pro = cms.filter(lambda cm: cm.level >= 6)
[cm.champion.name for cm in pro]
def test_championgg():
syndra = Champion(name="Syndra", region="NA")
syndra.name
syndra.championgg[Role.middle].win_rate
syndra.championgg[Role.middle].play_rate
syndra.championgg[Role.middle].play_rate_by_role
syndra.championgg[Role.middle].ban_rate
syndra.championgg[Role.middle].games_played
syndra.championgg[Role.middle].damage_composition
syndra.championgg[Role.middle].kills
syndra.championgg[Role.middle].total_damage_taken
syndra.championgg[Role.middle].neutral_minions_killed_in_team_jungle
syndra.championgg[Role.middle].assists
syndra.championgg[Role.middle].neutral_minions_killed_in_enemy_jungle
syndra.championgg[Role.middle].gold_earned
syndra.championgg[Role.middle].deaths
syndra.championgg[Role.middle].minions_killed
syndra.championgg[Role.middle].total_healed
syndra.championgg[Role.middle].championgg_metadata["elo"]
syndra.championgg[Role.middle].championgg_metadata["patch"]
def get_team_roles(team: Team, champion_roles=None):
if champion_roles is None:
champion_roles = pull_data()
champions = [participant.champion.id for participant in team.participants]
smite = None
for participant in team.participants:
if participant.summoner_spell_d.id == 11 or participant.summoner_spell_f.id == 11:
if smite is None:
smite = participant.champion.id
else:
smite = None
if smite is None:
positions = get_roles(champion_roles, champions)
else:
positions = get_roles(champion_roles, champions, jungle=smite)
positions = {
Position(position): Champion(id=id_, region='NA')
for position, id_ in positions.items()
}
return positions
def test_championgg():
if not "CHAMPIONGG_KEY" in os.environ:
pytest.xfail("No championgg key provided")
syndra = Champion(name="Syndra", region="NA")
syndra.name
syndra.championgg[Role.middle].win_rate
syndra.championgg[Role.middle].play_rate
syndra.championgg[Role.middle].play_rate_by_role
syndra.championgg[Role.middle].ban_rate
syndra.championgg[Role.middle].games_played
syndra.championgg[Role.middle].damage_composition
syndra.championgg[Role.middle].kills
syndra.championgg[Role.middle].total_damage_taken
syndra.championgg[Role.middle].neutral_minions_killed_in_team_jungle
syndra.championgg[Role.middle].assists
syndra.championgg[Role.middle].neutral_minions_killed_in_enemy_jungle
syndra.championgg[Role.middle].gold_earned
syndra.championgg[Role.middle].deaths
syndra.championgg[Role.middle].minions_killed
syndra.championgg[Role.middle].total_healed
syndra.championgg[Role.middle].championgg_metadata["elo"]
syndra.championgg[Role.middle].championgg_metadata["patch"]
def print_champion_mastery():
# Name: Kalturi
# ID: 21359666
# Account ID: 34718348
me = Summoner(name="Kalturi", id=21359666)
karma = Champion(name="Karma", id=43)
#cm = ChampionMastery(champion=karma, summoner=me)
cm = cass.get_champion_mastery(champion=karma, summoner=me)
print('Champion ID:', cm.champion.id)
print('Mastery points:', cm.points)
print('Mastery Level:', cm.level)
print('Points until next level:', cm.points_until_next_level)
cms = cass.get_champion_masteries(summoner=me)
cms = me.champion_masteries
print(cms[0].points)
# print(cms["Karma"].points) # Does a ton of calls without a cache
print("{} has mastery level 6 or higher on:".format(me.name))
pro = cms.filter(lambda cm: cm.level >= 6)
print([cm.champion.name for cm in pro])
def test_championgg():
annie = Champion(name="Annie", id=1, region="NA")
annie.name
annie.championgg.win_rate
annie.championgg.play_rate
annie.championgg.play_rate_by_role
annie.championgg.ban_rate
annie.championgg.games_played
annie.championgg.damage_composition
annie.championgg.kills
annie.championgg.total_damage_taken
annie.championgg.wards_killed
annie.championgg.neutral_minions_killed_in_team_jungle
annie.championgg.assists
annie.championgg.performance_score
annie.championgg.neutral_minions_killed_in_enemy_jungle
annie.championgg.gold_earned
annie.championgg.deaths
annie.championgg.minions_killed
annie.championgg.total_healed
annie.championgg.championgg_metadata["elo"]
annie.championgg.championgg_metadata["patch"]
async def champion_information(self, ctx, champ):
"""Provide the champion name you want after command and it will provide a link for the wikipedia page on said champ. This command is still in progress, so please put multi-word names in quotes."""
try:
champion = Champion(name=champ.title(), region=region)
champion.blurb # call to trigger exception if not found
except NotFoundError:
await ctx.send(
"Sorry, that champion could not be found. Please make sure you spelled the name correctly."
)
wiki_champ_name = champion.name.replace(' ', '_').replace('\'', '%27')
# create embed
embed = discord.Embed(
title=f'{champion.name}, {champion.title}',
url=
f'https://leagueoflegends.fandom.com/wiki/{wiki_champ_name}/LoL',
description=f'{champion.blurb}')
embed.set_thumbnail(
url=
f'http://ddragon.leagueoflegends.com/cdn/11.4.1/img/champion/{champion.name}.png'
)
embed.add_field(name='Passive', value=champion.passive.description)
embed.add_field(name='Q',
value=champion.spells[0].description,
inline=False)
embed.add_field(name='W',
value=champion.spells[1].description,
inline=False)
embed.add_field(name='E',
value=champion.spells[2].description,
inline=False)
embed.add_field(name='R',
value=champion.spells[3].description,
inline=False)
await ctx.send(embed=embed)
def get_champion_details(champion_stats, position):
champion_details = []
# Retrieve mtg and team comp roles
for champion in champion_stats:
champion_obj = Champion(name=champion[0], region=region)
champion_role = get_champion_role(champion_obj)
if champion_role != position:
continue
similar_champions = get_similar_champions(champion_obj,
position,
strict=True)
if len(similar_champions) < 2:
similar_champions = get_similar_champions(champion_obj,
position,
lenient=True)
filtered_similar = []
for champion in similar_champions:
if champion.name != champion_obj.name:
filtered_similar.append(champion)
champion_details.append({
'name': champion_obj.name,
'similar': filtered_similar,
'role': position
})
return champion_details[0:6]
def get_similar_champions(champion, position, strict=False, lenient=False):
champion_detail = ChampionRole.query.filter_by(name=champion.name).first()
query = {}
if strict:
# find similar champions based on strict similarity
for column in champion_detail.__table__.columns:
v = str(getattr(champion_detail, column.name))
# Match roles, power spikes, damage type, mtg color
if v in ("1", 'PHYSICAL', 'MAGICAL', 'UTILITY', 'X'):
query[column.name] = str(getattr(champion_detail, column.name))
elif lenient:
for column in champion_detail.__table__.columns:
v = str(getattr(champion_detail, column.name))
if v in ("1", 'PHYSICAL', 'MAGICAL', 'UTILITY'):
# Ignore power spikes
if column.name != 'early_game' and column.name != 'mid_game' and column.name != 'late_game':
query[column.name] = str(
getattr(champion_detail, column.name))
else:
return print(
"You gotta identify what strength the search is using my dude.")
similar_champions = ChampionRole.query.filter_by(**query).all()
similar_and_same_role = []
for x in similar_champions:
champion_role = get_champion_role(Champion(name=x.name, region=region))
if champion_role == position:
similar_and_same_role.append(x)
return similar_and_same_role
async def table_build(self, ctx: commands.Context) -> None:
"""Build the mastery table."""
if ctx.message.guild.id in self.builds_running:
await ctx.channel.send("build already running")
return
self.builds_running.add(ctx.message.guild.id)
try:
async with db_cursor(self.dsn) as cursor:
await cursor.execute(
"SELECT entry_id, id FROM champions WHERE guild_id = %s",
(ctx.message.guild.id, ),
)
champion_row = await cursor.fetchone()
if champion_row is None:
await ctx.channel.send(
":x: guild champion must be configured first")
return None
await cursor.execute(
"SELECT entry_id, id, upper(platform::text) FROM summoners WHERE guild_id = %s",
(ctx.message.guild.id, ),
)
summoners = await cursor.fetchall()
if not summoners:
await ctx.channel.send(":x: no summoners added")
return None
await ctx.channel.send(
f":ok: starting build for {len(summoners)} summoners")
if len(summoners) >= 20:
await ctx.channel.send(
f":information_source: this will take a while, why not go {go_for_phrase()}?"
)
champion = Champion(id=champion_row[1],
region=Platform(summoners[0][2]).region)
masteries = []
loop = asyncio.get_event_loop()
for (entry_id, id_, platform) in summoners:
region = Platform(platform).region
summoner = Summoner(id=id_, region=region)
masterygetter = functools.partial(
cassiopeia.get_champion_mastery,
champion=champion,
summoner=summoner,
region=region,
)
mastery = await loop.run_in_executor(None, masterygetter)
summoner_name = await loop.run_in_executor(
None, lambda: summoner.name)
# Do not add users with score of 0
if mastery.points:
masteries.append(
(summoner_name, region.value, mastery.points))
query = ("""
INSERT INTO summoner_champion_masteries
(champion_entry, summoner_entry, score, last_change)
VALUES
(%s, %s, %s, %s)
ON CONFLICT
(champion_entry, summoner_entry)
DO UPDATE SET
last_change = EXCLUDED.last_change,
score = EXCLUDED.score
""")
await cursor.execute(
query, (champion_row[0], entry_id, mastery.points,
mastery.last_played.datetime))
else:
# Remove users who never played the champion
await cursor.execute(
"DELETE FROM summoners WHERE entry_id = %s",
(entry_id, ))
await ctx.channel.send(
f":information_source: player `{summoner.name}` on "
f"`{region.value}` never played `{champion.name}`, "
"automatically dropped from table")
print(
f"auto-drop {summoner.name} on {region.value} (eid={entry_id})"
)
sorted_masteries = sorted(masteries,
key=operator.itemgetter(2),
reverse=True)
head = [
r'\# | Name | Region | Points',
'---:|------|--------|-------',
]
for position, (name, region, points) in enumerate(sorted_masteries,
start=1):
head.append(f'{position} | {name} | {region} | {points:,}')
output = io.BytesIO('\n'.join(head).encode())
table = discord.File(fp=output, filename='table.txt')
await ctx.channel.send(":receipt: build done", file=table)
except Exception:
await ctx.channel.send(
f":warning: sorry, something crashed. congratulations <@{ctx.bot.owner_id}>"
)
raise
finally:
self.builds_running.remove(ctx.message.guild.id)
def getChampionInfo(self, championName): champ = Champion(name = championName, region = self.region) print(champ.name) return champ
async def title(self, champ):
"""This does stuff!"""
champion = Champion(name=champ)
await self.bot.say(champion.title)
def get_roles(champion_roles,
composition: List[Union[Champion, str, int]],
top=None,
jungle=None,
middle=None,
adc=None,
support=None,
verbose=False):
""" Returns a dictionary with keys Top, Jungle, Middle, ADC, Support and values as names of the input champions. """
if isinstance(composition[0], Champion):
region = composition[0].region
else:
region = 'NA'
if isinstance(composition[0], str):
composition = [
Champion(name=name, region='NA').id for name in composition
]
elif isinstance(composition[0], Champion):
composition = [champion.id for champion in composition]
if isinstance(top, str):
top = Champion(name=top, region='NA').id
elif isinstance(top, Champion):
top = top.id
if isinstance(jungle, str):
jungle = Champion(name=jungle, region='NA').id
elif isinstance(jungle, Champion):
jungle = jungle.id
if isinstance(middle, str):
middle = Champion(name=middle, region='NA').id
elif isinstance(middle, Champion):
middle = middle.id
if isinstance(adc, str):
adc = Champion(name=adc, region='NA').id
elif isinstance(adc, Champion):
adc = adc.id
if isinstance(support, str):
support = Champion(name=support, region='NA').id
elif isinstance(support, Champion):
support = support.id
second_best_metric = -float('inf')
second_best_roles = None
second_best_play_percents = None
if None not in [top, jungle, middle, adc, support]:
best_roles = {
Role.top: top,
Role.jungle: jungle,
Role.middle: middle,
Role.adc: adc,
Role.support: support
}
best_play_percents = {
top: champion_roles[top][Role.top],
jungle: champion_roles[jungle][Role.jungle],
middle: champion_roles[middle][Role.middle],
adc: champion_roles[adc][Role.adc],
support: champion_roles[support][Role.support],
}
best_metric = sum(v for v in best_play_percents.values()) / 5
else:
best_roles = {
Role.top: composition[0],
Role.jungle: composition[1],
Role.middle: composition[2],
Role.adc: composition[3],
Role.support: composition[4]
}
best_play_percents = {
composition[0]: champion_roles[composition[0]][Role.top],
composition[1]: champion_roles[composition[1]][Role.jungle],
composition[2]: champion_roles[composition[2]][Role.middle],
composition[3]: champion_roles[composition[3]][Role.adc],
composition[4]: champion_roles[composition[4]][Role.support],
}
best_metric = sum(v for v in best_play_percents.values()) / 5
second_best_roles = {
Role.top: composition[0],
Role.jungle: composition[1],
Role.middle: composition[2],
Role.adc: composition[3],
Role.support: composition[4]
}
second_best_play_percents = {
composition[0]: champion_roles[composition[0]][Role.top],
composition[1]: champion_roles[composition[1]][Role.jungle],
composition[2]: champion_roles[composition[2]][Role.middle],
composition[3]: champion_roles[composition[3]][Role.adc],
composition[4]: champion_roles[composition[4]][Role.support],
}
second_best_metric = sum(v for v in best_play_percents.values()) / 5
for champs in itertools.permutations(composition, 5):
roles = {
Role.top: champion_roles[champs[0]][Role.top],
Role.jungle: champion_roles[champs[1]][Role.jungle],
Role.middle: champion_roles[champs[2]][Role.middle],
Role.adc: champion_roles[champs[3]][Role.adc],
Role.support: champion_roles[champs[4]][Role.support],
}
if top is not None and champs[0] != top:
continue
if jungle is not None and champs[1] != jungle:
continue
if middle is not None and champs[2] != middle:
continue
if adc is not None and champs[3] != adc:
continue
if support is not None and champs[4] != support:
continue
metric = sum(v for v in roles.values()) / 5
if metric > best_metric:
second_best_metric = best_metric
second_best_roles = best_roles
best_metric = metric
best_roles = {
Role.top: champs[0],
Role.jungle: champs[1],
Role.middle: champs[2],
Role.adc: champs[3],
Role.support: champs[4]
}
best_play_percents = {
champs[0]: champion_roles[champs[0]][Role.top],
champs[1]: champion_roles[champs[1]][Role.jungle],
champs[2]: champion_roles[champs[2]][Role.middle],
champs[3]: champion_roles[champs[3]][Role.adc],
champs[4]: champion_roles[champs[4]][Role.support],
}
if best_metric > metric > second_best_metric:
second_best_metric = metric
second_best_roles = {
Role.top: champs[0],
Role.jungle: champs[1],
Role.middle: champs[2],
Role.adc: champs[3],
Role.support: champs[4]
}
second_best_play_percents = {
champs[0]: champion_roles[champs[0]][Role.top],
champs[1]: champion_roles[champs[1]][Role.jungle],
champs[2]: champion_roles[champs[2]][Role.middle],
champs[3]: champion_roles[champs[3]][Role.adc],
champs[4]: champion_roles[champs[4]][Role.support],
}
if second_best_roles == best_roles:
second_best_roles = None
second_best_play_percents = None
second_best_metric = -float('inf')
count_bad_assignments = 0
for value in best_play_percents.values():
if value < 0:
count_bad_assignments += 1
count_secondary_bad_assignments = 0
if second_best_play_percents:
found_acceptable_alternative = True
for value in second_best_play_percents.values():
if value < 0:
count_secondary_bad_assignments += 1
#if count_secondary_bad_assignments > count_bad_assignments:
# found_acceptable_alternative = False
else:
found_acceptable_alternative = False
confidence = (best_metric - second_best_metric) / best_metric
if found_acceptable_alternative:
string = []
for role in [
Role.top, Role.jungle, Role.middle, Role.adc, Role.support
]:
if best_roles[role] != second_best_roles[role]:
string.append("{}: {}".format(role, second_best_roles[role]))
alternative = ', '.join(string)
else:
alternative = None
if verbose:
# These commented lines below are useful for debugging
#print("Best roles: {}".format(best_metric))
#if second_best_metric > -float('inf'):
# print("Second best roles: {}".format(second_best_metric))
# for role, champ in second_best_roles.items():
# print(" {}: {} == {}".format(role, champ, champion_roles[champ][role]))
# for role, champion in best_roles.items():
# print(champion, champion_roles[champion])
# print('')
for role in [
Role.top, Role.jungle, Role.middle, Role.adc, Role.support
]:
print("{}: {} ({}%)".format(
role, best_roles[role].name,
round(100. * champion_roles[best_roles[role]][role], 2)))
print("Probability: {}%".format(round(100. * best_metric, 1)))
if not found_acceptable_alternative:
print("Confidence: {}%".format(round(100. * confidence, 1)))
else:
print("Confidence: {}% (Alternative is {})".format(
round(100. * confidence, 1),
[champion.name for champion in alternative]))
print('')
best_roles = {
role: Champion(id=id_, region=region)
for role, id_ in best_roles.items()
}
if second_best_roles is not None:
second_best_roles = {
role: Champion(id=id_, region=region)
for role, id_ in second_best_roles.items()
}
return best_roles, best_metric, confidence, second_best_roles
def getChampion(self, championName): champion = Champion(name = championName, region = self.region) return champion