def get_players() -> list[dict]:
"""Gets all the players from the sheet and their associated ids for finding ballchasing replays
Returns:
list[dict]: List of {username: str, ids: list[str]} dicts each representing a unique player
"""
sheet = Sheet(sheet_p4, refresh_cooldown=300)
players = sheet.to_df('Players!A1:AH')
players = players.loc[(players['Not Playing'] == "FALSE") & (
players['Departed'] == "FALSE") & (~players['Team'].isin(
['Waitlist', 'Below MMR', 'Ineligible', 'Future Star', 'Banned']) &
(players['Username'] != ''))]
players.set_index('Username', inplace=True)
processed_players: list[dict] = []
for player in players.index:
trackers = players.loc[player, 'Tracker']
ids = get_ids_from_trackers(trackers)
processed_players.append({
"username": player,
"ids": ids,
})
return processed_players
def fix_failed(self):
sheet = Sheet(gdstats_sheet)
failed = sheet.to_df('Failed Players!A1:AN')
fixed = pd.DataFrame(columns=failed.columns)
if failed.empty:
return print("No players found!")
for row in failed.index:
username = failed.loc[row, 'Username']
known = input(f"Do you know who {username} is? (y/n) ")
if known == "y":
_id = input("Please type their discord id: ")
# Add rl id to their account
found = self.session.all_players.find_one_and_update(
{"_id": _id},
{"$push": {
"rl_id": failed.loc[row, "Discord ID"]
}})
if found:
fixed = fixed.append(failed.loc[row])
fixed.loc[fixed['Username'] == username,
'Discord ID'] = _id
fixed.loc[fixed['Username'] == username,
'Username'] = found['username']
failed.drop(row)
self.unknown = failed['Username'].values
sheet.clear("Failed Players!A2:AN")
self.log_data(fixed.set_index("Discord ID"),
f'{dates[get_latest_gameday()]}!A2:Z')
self.upload_stats(fixed.set_index("Discord ID"))
def from_db_old(cls, id: ObjectId, session: Session, sheet: Sheet) -> Player:
doc = session.players.find_one({"_id": id})
team = session.teams.find_one({"_id": doc['info']['team']})
if team:
team_data = TeamData(
team['team'],
League.from_str(team['league']),
17,
JoinMethod.OTHER,
None,
LeaveMethod.OTHER
)
else:
team_data = None
players_df = sheet.to_df('Players!A1:Z').drop_duplicates(subset="Username").set_index("Username")
links = players_df.loc[doc['username'], "Tracker"]
return Player(
players_df.loc[doc['username'], 'Discord ID'], # Some of the ids in the database were wrong for some reason
doc['username'],
None,
doc['info']['id'],
links.split(', '),
Region.from_str(doc['info']['region']),
Platform.from_str(doc['info']['platform']),
MMRData(doc['info']['mmr'], doc['info']['mmr'], {datetime.now().strftime("%m/%d/%y"): doc['info']['mmr']}),
team['team'] if team else doc['info']['team'],
[team_data],
[PlayerSeason(
17,
[team_data],
Stats.from_db_old(doc),
Stats(),
[],
False,
False,
False,
)]
)
def season2():
s2_sheet = Sheet('1fjXBT93zTRSHSWnG01G7Q1EAxIeXOiftGHfNAqU09a4')
games = []
# Get Major players on each team
major_players = s2_sheet.to_df('Major League Player Sheet !A4:K51')
for row in major_players.index:
if major_players.loc[row, "Team Name"] == "":
major_players.loc[row,
"Team Name"] = major_players.loc[row - 1,
"Team Name"]
major_players['Team Name'] = major_players['Team Name'].str.strip()
major_players = major_players.loc[(major_players['Gamertag'] != '') & (
major_players['ODC Confirmed'] != "Coach") &
(major_players['Sub'] != "Yes")]
major_players['MMR'] = major_players['MMR'].str.replace(',',
'').astype(int)
major_players = major_players.loc[major_players['MMR'] > 805]
# Get Major schedule
major_schedule = s2_sheet.to_df('Major League Schedule!A3:D102')
major_schedule = major_schedule.loc[major_schedule['Score'].str.len() == 3]
major_schedule['Winner'] = major_schedule['Winner'].str.strip()
major_schedule['Teams Playing'] = major_schedule[
'Teams Playing'].str.strip()
for i in major_schedule.index:
row = major_schedule.loc[i]
teams = row['Teams Playing'].split(' vs. ')
if i == 2:
teams = row['Teams Playing'].split(' vs ') # Annoying misspelling
game_3 = row['Score'][-1] == 1
winner = row['Winner']
loser = teams[1] if teams[0] == row['Winner'] else teams[0]
series = {
'league': 'major',
'teams': teams,
'score': {
winner: 2,
loser: 1 if game_3 else 0
},
'games': [],
}
# Games 1 and 2 are the winner's wins
series['games'].append({
'winner': winner,
teams[0]: {
'players':
list(major_players.loc[major_players['Team Name'] == teams[0],
'Gamertag'].values),
'goals':
1 if winner == teams[0] else 0
},
teams[1]: {
'players':
list(major_players.loc[major_players['Team Name'] == teams[1],
'Gamertag'].values),
'goals':
1 if winner == teams[1] else 0
}
})
# Do this again for game 2
series['games'].append({
'winner': winner,
teams[0]: {
'players':
list(major_players.loc[major_players['Team Name'] == teams[0],
'Gamertag'].values),
'goals':
1 if winner == teams[0] else 0
},
teams[1]: {
'players':
list(major_players.loc[major_players['Team Name'] == teams[1],
'Gamertag'].values),
'goals':
1 if winner == teams[1] else 0
}
})
# Add the loser's game if it went to game 3
if game_3:
series['games'].append({
'winner':
teams[1] if teams[0] == winner else teams[0],
teams[0]: {
'players':
list(major_players.loc[major_players['Team Name'] ==
teams[0], 'Gamertag'].values),
'goals':
1 if winner == teams[1] else 0
},
teams[1]: {
'players':
list(major_players.loc[major_players['Team Name'] ==
teams[1], 'Gamertag'].values),
'goals':
1 if winner == teams[0] else 0
}
})
games.append(series)
# Get Minor players on each team
minor_players = s2_sheet.to_df('Minor League Player Sheet!A4:K51')
for row in minor_players.index:
if minor_players.loc[row, "Team Name"] == "":
minor_players.loc[row,
"Team Name"] = minor_players.loc[row - 1,
"Team Name"]
minor_players['Team Name'] = minor_players['Team Name'].str.strip()
minor_players = minor_players.loc[(minor_players['Gamertag'] != '') & (
minor_players['ODC Confirmed'] != "Coach") &
(minor_players['Sub'] != "Yes")]
minor_players['MMR'] = minor_players['MMR'].str.replace(',',
'').astype(int)
# Get Minor schedule
minor_schedule = s2_sheet.to_df('Minor League Schedule!A3:D102')
minor_schedule = minor_schedule.loc[minor_schedule['Score'].str.len() == 3]
minor_schedule['Winner'] = minor_schedule['Winner'].str.strip()
minor_schedule['Teams Playing'] = minor_schedule[
'Teams Playing'].str.strip()
for i in minor_schedule.index:
row = minor_schedule.loc[i]
teams = row['Teams Playing'].split(' vs. ')
if '.' not in row['Teams Playing']:
teams = row['Teams Playing'].split(' vs ') # Annoying misspelling
game_3 = row['Score'][-1] == 1
winner = row['Winner']
loser = teams[1] if teams[0] == row['Winner'] else teams[0]
series = {
'league': 'minor',
'teams': teams,
'score': {
winner: 2,
loser: 1 if game_3 else 0
},
'games': [],
}
# Games 1 and 2 are the winner's wins
series['games'].append({
'winner': winner,
teams[0]: {
'players':
list(minor_players.loc[minor_players['Team Name'] == teams[0],
'Gamertag'].values),
'goals':
1 if winner == teams[0] else 0
},
teams[1]: {
'players':
list(minor_players.loc[minor_players['Team Name'] == teams[1],
'Gamertag'].values),
'goals':
1 if winner == teams[1] else 0
}
})
# Do this again for game 2
series['games'].append({
'winner': winner,
teams[0]: {
'players':
list(minor_players.loc[minor_players['Team Name'] == teams[0],
'Gamertag'].values),
'goals':
1 if winner == teams[0] else 0
},
teams[1]: {
'players':
list(minor_players.loc[minor_players['Team Name'] == teams[1],
'Gamertag'].values),
'goals':
1 if winner == teams[1] else 0
}
})
# Add the loser's game if it went to game 3
if game_3:
series['games'].append({
'winner':
teams[1] if teams[0] == winner else teams[0],
teams[0]: {
'players':
list(minor_players.loc[minor_players['Team Name'] ==
teams[0], 'Gamertag'].values),
'goals':
1 if winner == teams[1] else 0
},
teams[1]: {
'players':
list(minor_players.loc[minor_players['Team Name'] ==
teams[1], 'Gamertag'].values),
'goals':
1 if winner == teams[0] else 0
}
})
games.append(series)
return games
class Newsbot(commands.Bot):
def __init__(self, token: Literal = BOT_TOKEN):
intents = discord.Intents.default()
intents.message_content = True
super().__init__(command_prefix=prefix, intents=intents, help_command=None, case_insensitive=True)
self.session = Session()
self.p4sheet = Sheet(sheet_p4, refresh_cooldown=60)
self.fc_sheet = Sheet(forecast_sheet)
self.indysheet = Sheet(sheet_indy, refresh_cooldown=60)
self.gdsheet = Sheet(gdstats_sheet)
self.pr_sheet = Sheet(power_rankings_sheet)
self.identifier = Identifier(self.session, self.p4sheet)
self.elo = EloHandler(self.session, self.identifier)
self.fantasy = FantasyHandler(self.session)
self.players = PlayersHandler(self.session, self.p4sheet, self.identifier)
self.teams = TeamsHandler(session=self.session)
self.stats = StatsHandler(
session=self.session,
p4sheet=self.p4sheet,
indysheet=self.indysheet,
powerrankings=self.pr_sheet,
teams=self.teams,
identifier=self.identifier,
)
self.token = token
self.COGS = [
Elo(
self,
session=self.session,
identifier=self.identifier,
fc_sheet=self.fc_sheet,
elo=self.elo,
),
# Fantasy(
# self, session=self.session, fantasy=self.fantasy, p4_sheet=self.p4sheet
# ),
Help(self),
Links(self),
Reddit(self),
Stats(
self,
session=self.session,
p4sheet=self.p4sheet,
indysheet=self.indysheet,
gdsheet=self.gdsheet,
identifier=self.identifier,
players=self.players,
stats=self.stats,
teams=self.teams,
),
Stocks(
self,
session=self.session,
),
Misc(
self,
session=self.session,
identifier=self.identifier,
p4sheet=self.p4sheet,
indysheet=self.indysheet,
teams=self.teams,
),
]
async def setup_hook(self):
await self.load_cogs()
async def load_cogs(self) -> None:
for cog in self.COGS:
await self.add_cog(cog)
async def on_command_error(
self, ctx: Context, error: discord.errors.DiscordException
):
if isinstance(error, commands.NoPrivateMessage):
await ctx.send("This command cannot be used in private messages.")
elif isinstance(error, commands.DisabledCommand):
await ctx.send("Sorry. This command is disabled and cannot be used.")
elif isinstance(error, commands.CommandInvokeError):
if isinstance(error.original, discord.errors.Forbidden):
return await ctx.send(
"This bot doesn't have adequate permissions in this channel or server. You may need to re-invite the bot to your server: https://discord.com/api/oauth2/authorize?client_id=635188576446840858&permissions=380104723520&scope=applications.commands%20bot"
)
else:
await self.log_error(
error.original, ctx.channel, ctx.command, ctx.kwargs
)
async def log_error(
self,
error: commands.CommandInvokeError,
channel: discord.ChannelType,
command: commands.Command,
args: dict,
):
await channel.send("There was an unexpected error using this command.")
error_channel: discord.TextChannel = self.get_channel(862730357371305995)
if isinstance(channel, discord.TextChannel):
await error_channel.send(
"**" + str(type(error)) + " in " + f"<#{channel.id}>" + "**"
)
elif isinstance(channel, discord.DMChannel):
await error_channel.send(
"**" + str(type(error)) + " in DM with " + channel.recipient.name + "**"
)
await error_channel.send(f"*Command: {command.name}*")
await error_channel.send(error)
await error_channel.send(args)
async def on_ready(self):
print("Logged in as")
print(f"Username: {self.user.name}")
print(f"User ID: {self.user.id}")
print("---------------------------------")
await self.change_presence(activity=discord.Game(f"Commands are slash commands now!"))
async def on_message(self, message: discord.Message):
if message.type.value == 0:
if message.content.split()[0] in (
'$schedule', '$stats', '$top', '$ts', '$gdstats'
):
await message.reply("This bot has converted all commands to slash commands! Type '/' to see all of the slash commands available in this server. If you don't see any slash commands, you may need to reinvite the bot to your server: https://discord.com/api/oauth2/authorize?client_id=635188576446840858&permissions=380104723520&scope=applications.commands%20bot")
channels = {
598237603254239238: "Major",
598237794762227713: "AAA",
598237830824591490: "AA",
598237861837537304: "A",
715549072936796180: "Indy",
715551351236722708: "Mav",
757714221759987792: "Ren",
757719107041755286: "Pal",
}
if int(message.channel.id) in list(channels):
# Criteria is either 'record' or 'rating', followed by the threshold for an upset
criteria, threshold = ("record", 4)
# Parse messages
league = channels[message.channel.id]
if "forfeit" in message.content:
return
game = message.content.split("\n")[2:4]
team1 = game[0].split(": ")[0]
team1_score = int(game[0][-1])
team2 = game[1].split(": ")[0]
team2_score = int(game[1][-1])
# This is needed to put records in alert_message, even if using rating for the criteria
records = self.pr_sheet.to_df("Team Wins!A1:AE17")
records = {
"Major": records.iloc[:, 0:3],
"AAA": records.iloc[:, 4:7],
"AA": records.iloc[:, 8:11],
"A": records.iloc[:, 12:15],
"Indy": records.iloc[:, 16:19],
"Mav": records.iloc[:, 20:23],
"Ren": records.iloc[:, 24:27],
"Pal": records.iloc[:, 28:31]
}[league]
records = records.set_index(f"{league} Teams")
team1_record = (
f"({records.loc[team1, 'Wins']}-{records.loc[team1, 'Losses']})"
)
team2_record = (
f"({records.loc[team2, 'Wins']}-{records.loc[team2, 'Losses']})"
)
team1_wins = int(records.loc[team1, "Wins"])
team2_wins = int(records.loc[team2, "Wins"])
if criteria == "rating":
team1_rating = self.elo.get_elo(team1)
team2_rating = self.elo.get_elo(team2)
upset = False
if criteria == "record" and team2_wins - team1_wins >= threshold:
upset = True
elif criteria == "rating" and team2_rating - team1_rating >= threshold:
upset = True
# Send to #game-scores channel
gamescores_channel = self.get_channel(836784966221430805)
await gamescores_channel.send(
f"**{league} result**\n{team1} {team1_record}: {team1_score}\n{team2} {team2_record}: {team2_score}"
)
descriptors = [
"have taken down",
"have defeated",
"beat",
"were victorious over",
"thwarted",
"have upset",
"have overpowered",
"got the better of",
"overcame",
"triumphed over",
]
if upset:
UPSET_ALERT_MESSAGE = f"""**UPSET ALERT**\n{team1} {team1_record} {choice(descriptors)} {team2} {team2_record} with a score of {team1_score} - {team2_score}"""
# Send the message out to subscribed channels
await self.wait_until_ready()
send_to = self.session.admin.find_one({"purpose": "channels"})[
"channels"
]["upset_alerts"]
for channel in send_to:
channel: discord.TextChannel = self.get_channel(int(channel))
if channel == None:
continue
new_message = UPSET_ALERT_MESSAGE
for role in channel.guild.roles:
role: discord.Role
if role.name.lower() == "upset alerts":
new_message += (
f"\n{role.mention}"
)
#await channel.send(new_message) (TEMPORARILY DISABLED)
await self.process_commands(message)
async def close(self):
await super().close()
self.session.close()
def run(self):
# return await super().start(self.token, reconnect=True)
super().run(self.token, reconnect=True)
class Misc(commands.Cog, name="Misc"):
def __init__(
self,
bot: Newsbot,
session: Session = None,
identifier: Identifier = None,
p4sheet: Sheet = None,
indysheet: Sheet = None,
teams: TeamsHandler = None,
):
self.bot = bot
self.session = session if session else Session()
self.identifier = identifier if identifier else Identifier()
self.p4sheet = p4sheet if p4sheet else Sheet(sheet_p4)
self.indysheet = indysheet if indysheet else Sheet(sheet_indy)
self.teams = teams if teams else TeamsHandler(session=self.session,
p4sheet=self.p4sheet)
self.streamsheet = Sheet(stream_sheet)
super().__init__()
@commands.command()
@commands.is_owner()
async def sync(self, ctx: Context) -> None:
await self.bot.tree.sync()
# await self.bot.tree.sync(guild=self.bot.get_guild(224552524173148171))
await ctx.send("Synced!")
@app_commands.command(name="ping")
async def ping(self, interaction: discord.Interaction):
"""Shows the bot's latency"""
await interaction.response.send_message(
f"Pong! {round(self.bot.latency * 1000)}ms", ephemeral=True)
@app_commands.command(name="upset_alerts")
@has_permissions(manage_channels=True)
async def upset_alerts(self, interaction: discord.Interaction) -> str:
"""Subscribes the given channel to upset alerts
Args:
ctx (Context): discord context object
Returns:
str: response sent in discord
"""
async with interaction.channel.typing():
channels = self.bot.session.admin.find_one(
{"purpose": "channels"})["channels"]["upset_alerts"]
if interaction.channel_id in channels:
self.bot.session.admin.find_one_and_update(
{"purpose": "channels"},
{
"$pull": {
"channels.upset_alerts": interaction.channel_id
}
},
)
return await interaction.response.send_message(
"This channel will no longer receive alerts.")
else:
self.bot.session.admin.find_one_and_update(
{"purpose": "channels"},
{
"$push": {
"channels.upset_alerts": interaction.channel_id
}
},
)
return await interaction.response.send_message(
"This channel will now receive alerts!")
return
@upset_alerts.error
async def upset_alerts_error(self, ctx: Context,
error: commands.CommandError):
if isinstance(error, commands.CheckFailure):
return await ctx.send(
"You don't have manage_channel perms for this server.")
@app_commands.command(name="schedule")
async def schedule(self, interaction: discord.Interaction, *, team: str):
"""Shows the schedule for any team.
Args:
team (str): Team name
"""
async with interaction.channel.typing():
team: str = team.title()
if team not in divisions.keys():
return await interaction.response.send_message(
f"Couldn't find team `{team}`", ephemeral=True)
league: str = self.identifier.find_league(team)
sheet: Sheet = (self.p4sheet if league.lower()
in ["major", "aaa", "aa", "a"] else self.indysheet)
all_games: pd.DataFrame = sheet.to_df(f"{league} Schedule!O4:X188")
if all_games.empty:
return await interaction.response.send_message(
"Schedules couldn't be found, possibly because they aren't on the sheet. Contact arco if you believe this is an error."
)
# If any non-preseason results are in, get rid of the preseason games
if 'N' in all_games[all_games['Score'] != ""]['Preseason'].values:
all_games = all_games[all_games['Preseason'] == "N"]
all_games.columns.values[3] = "Team 1"
all_games.columns.values[5] = "Team 2"
all_games.columns.values[8] = "Logs"
all_games.drop(
columns=["Preseason", "Playoff", "Game Logs Processed"],
inplace=True)
schedule: pd.DataFrame = all_games.loc[(
all_games["Team 1"] == team) | (all_games["Team 2"] == team)]
schedule.set_index("Day", drop=True, inplace=True)
dfi.export(schedule, "schedule.png", table_conversion="matplotlib")
path = os.path.abspath("schedule.png")
file = discord.File(path)
await interaction.response.send_message(file=file)
file.close()
return os.remove(path)
@app_commands.command(name="roster")
async def roster(self, interaction: discord.Interaction, *, team: str):
"""Shows a team's roster as well as other useful information about the team
Args:
team (str): Team name
"""
async with interaction.channel.typing():
try:
data = self.teams.get_data(team)
except TeamNotFoundError:
return await interaction.response.send_message(
f"Couldn't find team: {team}", ephemeral=True)
embed = discord.Embed(title=team.title(), color=0x00008B)
embed.set_thumbnail(url=self.teams.get_logo_url(data))
embed.add_field(name="**GM**",
value=self.teams.get_gm(data),
inline=True)
embed.add_field(name="**AGM**",
value=self.teams.get_agm(data),
inline=True)
embed.add_field(name="**Captain**",
value=self.teams.get_captain(data),
inline=True)
embed.add_field(name="**Org**",
value="\n".join(self.teams.get_org(data)["Teams"]))
embed.add_field(name="**Roster**",
value="\n".join(self.teams.get_roster(team)))
embed.add_field(name="**League**",
value=self.teams.get_league(data),
inline=True)
for i, field in enumerate(embed.fields):
if field.value == "":
embed.set_field_at(i, name=field.name, value="-")
return await interaction.response.send_message(embed=embed)
@app_commands.command()
async def stream(self, interaction: discord.Interaction):
"""Shows the upcoming stream schedule"""
async with interaction.channel.typing():
try:
data = self.streamsheet.to_df("S17 Stream Schedule!D3:K")
except:
return await interaction.response.send_message(
"Couldn't find the stream schedule :(")
data = data.rename(
columns={
"Date:": "Date",
"League:": "League",
"Series:": "Series",
"Time:": "Time",
"Streamer:": "Streamer",
"Play by Play:": "PBP",
"Color:": "Color",
})
data = data[(data["League"].str.lower().isin(leagues.keys())) &
(data['Series'].str.strip() != "-") &
(data['Date'].str.strip() !=
"")] # Get rid of empty rows and TBD rows
data["Date"] = pd.to_datetime(data["Date"],
format="%m/%d/%y",
errors="coerce")
monday = datetime.today() - timedelta(
days=datetime.today().weekday())
week = timedelta(days=7)
sched = data[data["Date"] > datetime.today()].set_index("Date")
filename = "stream_schedule.png"
dfi.export(sched, filename, table_conversion="matplotlib")
path = os.path.abspath(filename)
file = discord.File(path)
await interaction.response.send_message(file=file)
return os.remove(path)
class TeamsHandler:
def __init__(self, refresh_cooldown: int = 30, session: Session = None):
self.cooldown = refresh_cooldown
if not session:
self.session = Session()
else:
self.session = session
self.sheet = Sheet(sheet_p4, refresh_cooldown=self.cooldown)
def get_data(self, team: str) -> pd.Series:
data = self.sheet.to_df('Teams!A1:AD129') # ALL the team data, not really necessary but good to have
data.set_index("Team", inplace=True)
team = team.title()
try:
data = data.loc[team]
except KeyError:
raise TeamNotFoundError(team)
return data
def get_gm(self, data: pd.Series) -> str:
return data.loc['GM']
def get_agm(self, data: pd.Series) -> str:
return data.loc['AGM']
def get_captain(self, data: pd.Series) -> str:
captain = data.loc['Captain']
if captain == '':
return None
else:
return captain
def get_league(self, data: pd.Series) -> str:
return data.loc['League']
def get_org(self, data: pd.Series) -> dict:
system = data['League System']
org = {
'System': system,
'Teams': []
}
org['Teams'] = data.loc['Organization Name'].split('/')
return org
def get_logo_url(self, data: pd.Series) -> str:
# path = '/'.join(os.getcwd().split('\\')) + f"/Image_templates/RLPC_Logos/{team.title()}.png"
# return path
return data.loc['Logo']
def get_roster(self, team: str) -> list:
players = self.sheet.to_df("Players!A1:AG")
players = players[players['Departed'] == "FALSE"]
players = players[players['Not Playing'] == "FALSE"]
players = players[players['Team'] == team.title()]
players.drop_duplicates(subset="Username", inplace=True)
roster = list(players['Username'].values)
return roster
class Identifier:
def __init__(self, session: Session = None, p4sheet: Sheet = None):
if not p4sheet:
self.p4sheet = Sheet(sheet_p4)
else:
self.p4sheet = p4sheet
if not session:
self.session = Session()
else:
self.session = session
self.ids = {}
self.leagues = {}
self.tracker_ids = {}
@staticmethod
def is_discord_id(string: str) -> bool:
if len(string) in (17, 18) and string.isnumeric():
return True
else:
return False
def identify(self, id: str) -> str:
"""
Determines which player matches a given ID
Parameters
----------
id : str
The unique Rocket Leauge ID of any given player.
Returns
-------
str
The name of the player as spelled on the RLPC Spreadsheet.
"""
if self.ids.get(id):
return self.ids.get(id)
player = self.session.all_players.find_one({'rl_id': id})
if not player:
return None
else:
self.ids[id] = player['username']
return player['username']
def find_team(self, names: list, id_players: bool = False, choices: list = None) -> str:
"""
Determines which team most likely matches a given set of three players
Parameters
----------
names : list
List of player names (should be verified as the same on the sheet before using find_team()).
id_players : bool
Whether or not this function should identify players first (if given a list of ids rather than names)
choices : list
A list of possible teams that this can be. This is used to find the correct team in case of subs or call downs
Returns
-------
str
Team name.
"""
if id_players:
new_names = []
for id in names:
name = self.identify(id)
if not name:
continue
new_names.append(name)
names = new_names
found_teams = []
teams = self.p4sheet.to_df("Teams!F1:P129")
for player in names:
if self.is_discord_id(player):
doc = self.session.all_players.find_one({"_id": player})
else:
doc = self.session.all_players.find_one({'username': player})
team: str = doc['current_team']
if team in ['Free Agent', 'Not Playing', 'Departed', 'Waitlist']:
continue
# Not sure why this was here, keeping it just in case
# try:
# team = self.session.teams.find_one({'_id': team})
# except TypeError:
# continue
if choices:
choice_league = self.find_league(choices[0])
team_league = self.find_league(team)
affiliate_columns = {
'Major': 'Major Affiliate',
'AAA': 'AAA Affiliate',
'AA': 'AA Affiliate',
'A': 'A Affiliate',
'Independent': 'Major Affiliate',
'Maverick': 'AAA Affiliate',
'Renegade': 'AA Affiliate',
'Paladin': 'A Affiliate'
}
if teams.loc[teams['Team'] == team, affiliate_columns[choice_league]].values[0] != '': # This player is from a different league, so is likely a sub
team = teams.loc[teams['Team'] == team, affiliate_columns[choice_league]].values[0]
found_teams.append(team)
for team in found_teams:
if found_teams.count(team) > (len(found_teams)/2):
return team # This will return if more than half of the players are on the same team
return "Undetermined" # If every player belongs to a different team
def find_league(self, team: str) -> str:
"""
Finds out what league a team plays in
Parameters
----------
team : str
Name of the team.
Returns
-------
str
Name of the league.
"""
team = team.title()
if self.leagues.get(team):
return self.leagues.get(team)
if team in ['Not Playing', 'Departed', 'Waitlist', 'Free Agent', 'Undetermined']:
return None
doc = self.session.teams.find_one({"_id": team})
self.leagues[team] = doc['league']
return doc['league']
def tracker_identify(self, name: str) -> str:
"""
Finds a player's username based on the name used in-game by seeing if it matches any rltracker links
Parameters
----------
name : str
The in-game name of a player.
Returns
-------
str
The name of the player as spelled on the RLPC Spreadsheet.
"""
sheetdata = self.p4sheet.to_df('Players!A1:AE')
player = sheetdata.loc[sheetdata['Tracker'].str.contains(name.replace(' ', '%20').replace('(', '\('), case=False), 'Username']
try:
return player.values[0]
except:
return None
class PlayersHandler:
def __init__(self, session: Session = None, p4sheet: Sheet = None, identifier: Identifier = None):
if not p4sheet:
self.p4sheet = Sheet(sheet_p4)
else:
self.p4sheet = p4sheet
if not session:
self.session = Session()
else:
self.session = session
if not identifier:
self.identifier = Identifier()
else:
self.identifier = identifier
def move_teams(self, id: str, old: str, new: str, join_method: models.JoinMethod = models.JoinMethod.OTHER, leave_method: models.LeaveMethod = models.LeaveMethod.OTHER):
player_doc = self.session.all_players.find_one({"_id": id})
old_doc = self.session.teams.find_one({"_id": old})
new_doc = self.session.teams.find_one({"_id": new})
if old_doc and new_doc:
leave_method = models.LeaveMethod.TRADE
join_method = models.JoinMethod.TRADE
new_team = {
"name": new,
"league": self.identifier.find_league(new),
"join_season": current_season,
"join_method": join_method.value,
"leave_season": None,
"leave_method": None
}
new_player = {
"playerid": id,
"join_date": datetime.now(),
"join_method": join_method.value,
"leave_date": None,
"leave_method": None
}
if not player_doc['team_history']:
self.session.all_players.update_one({"_id": id}, {
"$set": {"team_history": []}
})
# Update player
self.session.all_players.find_one_and_update({"_id": id}, {
"$set": {
"current_team": new,
}
})
if old_doc:
if not player_doc['team_history']:
team_history_basic = {
"name": old,
"league": old_doc['league'],
"join_season": current_season,
"join_method": None,
"leave_season": None,
"leave_method": None,
}
self.session.all_players.update_one({"_id": id}, {
"$push": {"team_history": team_history_basic}
})
player_doc['team_history'] = [team_history_basic]
self.session.all_players.find_one_and_update({"_id": id}, {
"$set": {
f"team_history.{len(player_doc['team_history']) - 1}.leave_season": current_season,
f"team_history.{len(player_doc['team_history']) - 1}.leave_method": leave_method.value,
"seasons.$[season].teams.$[team].leave_season": current_season,
"seasons.$[season].teams.$[team].leave_method": leave_method.value,
}}, array_filters = [{'season.season_num': current_season}, {"team.name": old, "team.leave_season": None}])
if new_doc:
self.session.all_players.find_one_and_update({"_id": id}, {
"$push": {
"seasons.$[season].teams": new_team,
"team_history": new_team,
}
}, array_filters = [{'season.season_num': current_season}])
# Update old team (assuming the old team isn't a non-playing team)
if old_doc:
self.session.teams.find_one_and_update({"_id": old}, {
"$pull": {"current_players": id},
"$push": {"previous_players": id},
"$set": {
"seasons.$[season].players.$[player].leave_date": datetime.now(),
"seasons.$[season].players.$[player].leave_method": leave_method.value,
}
}, array_filters = [{'season.season_num': current_season}, {"player.playerid": id, "player.leave_date": None}])
# Update new team (assuming the new team isn't a non_playing team)
if new_doc:
self.session.teams.find_one_and_update({"_id": new},
{
"$push": {
"current_players": id,
"seasons.$[season].players": new_player
}
}, array_filters = [{"season.season_num": current_season}])
def check_players(self):
"""
Compares the rlpc sheet to the database to ensure that all players are present and have accurate info
Returns
-------
None.
"""
logger.info("Checking players...")
sheetdata = self.p4sheet.to_df("Players!A1:AG")
sheetdata['Unique IDs'] = sheetdata['Unique IDs'].map(lambda x: x.split(","))
sheetdata['Tracker'] = sheetdata['Tracker'].map(lambda x: x.split(', '))
sheetdata['Sheet MMR'] = sheetdata['Sheet MMR'].map(lambda x: int(x))
sheetdata['Tracker MMR'] = sheetdata['Tracker MMR'].map(lambda x: int(x))
sheetdata = sheetdata.loc[sheetdata['Username'] != ""]
sheetdata = sheetdata.loc[sheetdata['Team'] != "N/A"] # This should never happen unless sheets team puts it here, /shrug
sheetdata = sheetdata.loc[sheetdata['Departed'] != "TRUE"]
sheetdata = sheetdata.loc[sheetdata['Not Playing'] != "TRUE"]
sheetdata = sheetdata.set_index('Discord ID')
all_players = self.session.all_players
teams = self.session.teams
# NEW CHECKS
for discord_id in sheetdata.index:
player: str = sheetdata.loc[discord_id, 'Username']
# First check if the player is already in the database
doc = self.session.all_players.find_one({"_id": discord_id})
# If the player is not in the database, add them as a player
if doc == None:
logger.debug(f"Adding {player} to database")
data = models.Player(
_id = discord_id,
username = player,
league = sheetdata.loc[discord_id, 'League'],
date_joined = datetime.now(),
rl_id = sheetdata.loc[discord_id, 'Unique IDs'],
tracker_links = sheetdata.loc[discord_id, 'Tracker'],
region = models.Region.from_str(sheetdata.loc[discord_id, 'Region']),
platform = models.Platform.from_str(sheetdata.loc[discord_id, 'Platform']),
mmr = models.MMRData(sheetdata.loc[discord_id, 'Sheet MMR'], sheetdata.loc[discord_id, 'Tracker MMR'], {datetime.now().strftime("%m/%d/%y"): sheetdata.loc[discord_id, 'Tracker MMR']}),
current_team = sheetdata.loc[discord_id, 'Team'],
team_history = None,
seasons = None # Will be added later in this function if needed
).insert_new(self.session)
# Otherwise, check fields to see if any of them changed
else:
data = models.Player.from_db(doc)
if not data.league:
all_players.find_one_and_update({"_id": discord_id}, {"$set": {"league": sheetdata.loc[discord_id, 'League']}})
# Season doesn't exist
if not data.seasons:
season = models.PlayerSeason(
season_num = current_season,
teams = [],
season_stats = models.Stats(),
playoff_stats = models.Stats(),
games = [],
made_playoffs = False,
finalists = False,
champions = False
)
data.seasons = [season]
season_dict = season.to_dict()
all_players.find_one_and_update({"_id": discord_id}, {"$set": {"seasons": [season_dict]}})
logger.debug(f"{player} has joined this season.")
elif filter(lambda x: x.season_num == current_season, data.seasons) == 0:
season = models.PlayerSeason(
season_num = current_season,
teams = [],
season_stats = models.Stats(),
playoff_stats = models.Stats(),
games = [],
made_playoffs = False,
finalists = False,
champions = False
)
data.seasons = [*data.seasons, season]
season_dict = season.to_dict()
all_players.find_one_and_update({"_id": discord_id}, {"$push": {"seasons": season_dict}})
logger.debug(f"{player} has joined this season.")
# Username
if data.username != player:
data.username = player
all_players.find_one_and_update({"_id": discord_id}, {"$set": {"username": player}})
logger.debug(f"{data.username} has changed their name to {player}")
# League
league = sheetdata.loc[discord_id, 'League']
if data.league != league and league.lower() not in ("below mmr", "future star"):
data.league = models.League.from_str(league)
all_players.find_one_and_update({"_id": discord_id}, {"$set": {"league": league}})
logger.debug(f"{player} has changed league to {data.league}.")
# rl ids
for playerid in sheetdata.loc[discord_id, 'Unique IDs']:
if playerid == '':
continue # No ids are available, so just ignore
elif playerid not in data.rl_id:
data.rl_id.append(playerid)
all_players.find_one_and_update({"_id": discord_id}, {"$push": {"rl_id": playerid}})
logger.debug(f"Added id '{playerid}' for {player}")
# tracker links
for tracker in sheetdata.loc[discord_id, 'Tracker']:
if tracker == '':
continue # No trackers are available, so just ignore
elif tracker not in data.tracker_links:
data.tracker_links.append(tracker)
all_players.find_one_and_update({"_id": discord_id}, {"$push": {"tracker_links": tracker}})
logger.debug(f"Added tracker {tracker} for {player}")
# Region
if data.region != models.Region.from_str(sheetdata.loc[discord_id, 'Region']):
data.region = models.Region.from_str(sheetdata.loc[discord_id, 'Region'])
all_players.find_one_and_update({"_id": discord_id}, {"$set": {"region": sheetdata.loc[discord_id, 'Region']}})
logger.debug(f"Moved {player} to {data.region}")
# Platform
if data.platform != models.Platform.from_str(sheetdata.loc[discord_id, 'Platform']):
data.platform = models.Platform.from_str(sheetdata.loc[discord_id, 'Platform'])
all_players.find_one_and_update({"_id": discord_id}, {"$set": {"platform": sheetdata.loc[discord_id, 'Platform']}})
logger.debug(f"Switched {player} to {data.platform}")
# MMR
if data.mmr.current_official_mmr != sheetdata.loc[discord_id, 'Sheet MMR']:
data.mmr.current_official_mmr = sheetdata.loc[discord_id, 'Sheet MMR']
all_players.find_one_and_update({"_id": discord_id}, {"$set": {"mmr.current_official_mmr": sheetdata.loc[discord_id, 'Sheet MMR'].item()}})
logger.debug(f"Updated {player}'s Sheet MMR to {data.mmr.current_official_mmr}")
# Team
if data.current_team != sheetdata.loc[discord_id, 'Team']:
old = data.current_team
new = sheetdata.loc[discord_id, 'Team']
data.current_team = new
self.move_teams(discord_id, old, new)
self.remove_not_playing()
logger.info("Done checking players.")
def remove_not_playing(self):
"""Changes team of anyone listed on the sheet as "Not Playing" or "Departed"
Returns:
None
"""
sheetdata = self.p4sheet.to_df("Players!A1:AG")
sheetdata = sheetdata.drop_duplicates(subset='Username')
sheetdata = sheetdata.loc[sheetdata['Username'] != ""]
sheetdata.set_index("Username", inplace=True)
not_playing = sheetdata.loc[sheetdata['Not Playing'] == "TRUE"]
departed = sheetdata.loc[sheetdata['Departed'] == "TRUE"]
logger.info("NOT PLAYING")
for player in not_playing.index:
discord_id: str = not_playing.loc[player, 'Discord ID']
doc = self.session.all_players.find_one({'_id': discord_id})
if doc == None:
continue
if doc['current_team'] != "Not Playing":
self.move_teams(discord_id, doc['current_team'], "Not Playing", models.JoinMethod.OTHER, models.LeaveMethod.NONPLAYING)
logger.info("DEPARTED")
for player in departed.index:
discord_id: str = departed.loc[player, 'Discord ID']
doc = self.session.all_players.find_one({'_id': discord_id})
if doc == None:
continue
if doc['current_team'] != "Departed":
self.move_teams(discord_id, doc['current_team'], "Departed", models.JoinMethod.OTHER, models.LeaveMethod.NONPLAYING)
class StatsHandler:
def __init__(self,
session: Session = None,
p4sheet: Sheet = None,
indysheet: Sheet = None,
powerrankings: Sheet = None,
gdsheet: Sheet = None,
teams: rlpc.players.TeamsHandler = None,
identifier: rlpc.players.Identifier = None):
if not session:
self.session = Session()
else:
self.session = session
if not p4sheet:
self.p4sheet = Sheet(sheet_p4)
else:
self.p4sheet = p4sheet
if not indysheet:
self.indysheet = Sheet(sheet_indy)
else:
self.indysheet = indysheet
if not powerrankings:
self.powerrankings = Sheet(power_rankings_sheet)
else:
self.powerrankings = powerrankings
if not gdsheet:
self.gdsheet = Sheet(gdstats_sheet)
else:
self.gdsheet = gdsheet
if not teams:
self.teams = rlpc.players.TeamsHandler(session=self.session)
else:
self.teams = teams
if not identifier:
self.identifier = rlpc.players.Identifier(self.session,
self.p4sheet)
else:
self.identifier = identifier
def capitalize_username(self, username: str) -> List[str]:
try:
players = self.p4sheet.to_df('Players!A1:I')
except SheetToDfError:
raise StatSheetError("Players!A1:I")
lower_players = players['Username'].str.lower()
if username.lower() in lower_players.values:
pindex = lower_players[lower_players == username.lower()].index[0]
player = players.loc[pindex][0]
players = players.set_index("Username")
try:
league = players.loc[player, "League"]
except UnboundLocalError:
raise FindPlayersError(None, None)
if type(league) == pd.Series:
league = league[0]
return player, league
def get_player_stats_db(self,
player: str,
category: str = "all",
pergame: bool = False) -> pd.DataFrame:
player, league = self.capitalize_username(player)
db_stats = self.session.all_players.find_one({'username': player})
if db_stats == None:
raise PlayerNotFoundError(player, 0)
stats = pd.DataFrame()
stats.loc[0, 'Player'] = player
if category not in statsCategories.keys() and category != "all":
raise InvalidStatError(category)
games = 1
if pergame:
games = max(
db_stats['seasons'][-1]['season_stats']['games_played'], 1)
if category == "all":
for stat in statsCategories['general']:
stats.loc[0, stat] = round(
db_stats['seasons'][-1]['season_stats'][snakecase_stat(
stat)] / games, 1)
else:
keys = statsCategories[category]
for key in keys:
stats.loc[0, key] = round(
db_stats['seasons'][-1]['season_stats'][snakecase_stat(
key)] / games, 1)
return stats
def get_player_stats_sheet(self,
player: str,
stat: str = "all") -> pd.DataFrame:
"""
Gets the stats from the RLPC Spreadsheet for a given player
parameters
---------
player: str
The player's username, as spelled on the sheet (case insentive)
stat: (optional) str
What stat(s) to return. "all" returns all stats, but a single stat can be specified.
returns
------
stats: pd.DataFrame
Series containing player's stats
"""
# Make sure the program understands the specified stat if it's mis-capitalized or whatever
# TODO: Replace with structural pattern matching in python 3.10
if stat.lower() in [
"sp", "series", "series_played", "series-played", "splayed",
"seris", "sieries", "seiries"
]:
stat = "Series Played"
elif stat.lower() in [
"gp", "games", "games_played", "games-played", "gplayed"
]:
stat = "Games Played"
elif stat.lower() in ["goals", "goal", "scores"]:
stat = "Goals"
elif stat.lower() in ['assists', 'assist', 'passes']:
stat = "Assists"
elif stat.lower() in ['saves', 'save']:
stat = "Saves"
elif stat.lower() in ['shots', 'shot']:
stat = "Shots"
elif stat.lower() in [
'points', 'point', 'goals+assists', 'goals + assists',
'goals and assists'
]:
stat = "Points (Goals+Assists)"
elif stat.lower() in [
'gpg', 'goals per game', 'goals pg', 'goals per'
]:
stat = "Goals per game"
elif stat.lower() in [
'apg', 'assists per game', 'assists pg', 'assists per'
]:
stat = "Assists per game"
elif stat.lower() in [
'spg', 'sapg', 'saves per game', 'saves pg', 'saves per'
]:
stat = "Saves per game"
elif stat.lower() in [
'shot rate', 'shooting percent', 'shooting percentage',
'shot accuracy', 'shooting accuracy', 'shooting %', 'shot %'
]:
stat = "Shooting %"
elif stat.lower() in [
'win rate', 'winning rate', 'winning percent',
'winning percentage'
]:
stat = "Winning %"
elif stat.lower() in ['wins', 'win']:
stat = "Wins"
elif stat.lower() in [
'ppg', 'points per game', 'points pg', 'points per'
]:
stat = "Points per Game"
elif stat.lower() in [
'shpg', 'shots per game', ' shots pg', 'shots per'
]:
stat = "Shots Per Game"
try:
players = self.p4sheet.to_df('Players!A1:I')
except SheetToDfError:
raise StatSheetError("Players!A1:I")
player, league = self.capitalize_username(player)
try:
stats = self.p4sheet.to_df(f"{league} League Stat Database!C3:R")
except:
raise StatSheetError(f"{league} League Stat Database!C3:R")
if stat not in list(stats) and stat.lower() != "all":
raise InvalidStatError(stat)
stats = stats.loc[stats['Player'] == player]
if stats.empty:
raise StatsError(player, stat)
if stat != "all":
stats = stats[['Player', stat]]
return stats
def power_rankings(self, league: str) -> pd.DataFrame:
"""
Gets the most recent power rankings for a given league from the power rankings sheet
parameters
---------
league: str
What league to get power rankings for
returns
---------
rankings: pd.DataFrame
Dataframe containing each team's rank and how many points they had
"""
try:
league = leagues[league.lower()]
except:
return "Could not understand league"
start_rows = {
'Major': 2,
'AAA': 21,
'AA': 40,
'A': 59,
'Independent': 78,
'Maverick': 97,
'Renegade': 116,
'Paladin': 135
}
data_range = f'Rankings History!A{start_rows[league]}:M{start_rows[league]+16}'
try:
data = self.powerrankings.to_df(data_range).set_index('')
except GetSheetError or SheetToDfError:
raise PRSheetError(league)
if data.empty:
raise NoPRError(league)
column = 1
for i in range(12):
if data.iloc[:, i].values[0] == '':
column = i - 1
break
else:
continue
try:
data.iloc[:, column] = data.iloc[:, column].apply(lambda x: int(x))
except ValueError:
raise NoPRError(league)
rankings = data.iloc[:, column]
rankings = rankings.sort_values(ascending=False)
return rankings
@staticmethod
def season_index(doc, season=current_season):
if isinstance(doc['seasons'], dict):
doc['seasons'] = [
doc['seasons']
] # Fix strange behavior from pymongo that turns arrays with 1 value into objects
# Get the index needed for the current season
season_index = 0
for i, season in enumerate(doc['seasons']):
if season['season_num'] == season:
season_index = i
return season_index
def statlb(self,
useSheet: bool = False,
league: str = "all",
stat: str = "Goals",
limit: int = 10,
pergame: bool = False,
asc: bool = False) -> pd.Series:
"""Gets a series containing a leaderboard for a given stat
Args:
useSheet (bool, optional): Whether to use stats from the sheet instead of database (League can't be "all" if True). Defaults to False.
league (str, optional): Which league to get stats from. Defaults to "all".
stat (str, optional): Which stat to look at. Defaults to "Goals".
limit (int, optional): How many players to include on the leaderboard. Defaults to 10.
pergame (bool, optional): Whether to divide stats by # games played. Defaults to False.
Returns:
pd.Series: Sorted series containing players and their stats
"""
if useSheet == True and league == "all":
raise StatsError(player=None, stat=stat)
if league != "all":
try:
league = leagues[league.lower()]
except:
return f"Could not understand league {league}."
compound_stats = {
'Winning %': ['Games Won', 'Games Played'],
'Shooting %': ['Goals', 'Shots'],
'Shooting % Against': ['Goals Against', 'Shots Against'],
'Points': ['Goals', 'Assists'],
'MVP Rate': ['MVPs', 'Games Won'],
'% Time Slow': ['Time Slow', 'Time Boost', 'Time Supersonic'],
'% Time Boost': ['Time Slow', 'Time Boost', 'Time Supersonic'],
'% Time Supersonic':
['Time Slow', 'Time Boost', 'Time Supersonic'],
'% Time Ground': ['Time Ground', 'Time Low Air', 'Time High Air'],
'% Time Low Air': ['Time Ground', 'Time Low Air', 'Time High Air'],
'% Time High Air':
['Time Ground', 'Time Low Air', 'Time High Air'],
'% Most Back':
['Time Most Back', 'Time Defensive Half', 'Time Offensive Half'],
'% Most Forward': [
'Time Most Forward', 'Time Defensive Half',
'Time Offensive Half'
],
'% Goals Responsible': ['Conceded When Last', 'Goals Against'],
'Position Ratio': ['Time Infront Ball', 'Time Behind Ball'],
}
stat = stat.title()
# Make sure the program understands the specified stat if it's mis-capitalized or whatever
# SHEETS STATS
if useSheet:
if stat.lower() in [
"sp", "series", "series_played", "series-played",
"splayed", "seris", "sieries", "seiries"
]:
stat = "Series Played"
elif stat.lower() in [
"gp", "games", "games_played", "games-played", "gplayed"
]:
stat = "Games Played"
elif stat.lower() in ["goals", "goal", "scores"]:
stat = "Goals"
elif stat.lower() in ['assists', 'assist', 'passes']:
stat = "Assists"
elif stat.lower() in ['saves', 'save']:
stat = "Saves"
elif stat.lower() in ['shots', 'shot']:
stat = "Shots"
elif stat.lower() in [
'points', 'point', 'goals+assists', 'goals + assists',
'goals and assists'
]:
stat = "Points (Goals+Assists)"
elif stat.lower() in [
'gpg', 'goals per game', 'goals pg', 'goals per'
]:
stat = "Goals per game"
elif stat.lower() in [
'apg', 'assists per game', 'assists pg', 'assists per'
]:
stat = "Assists per game"
elif stat.lower() in [
'spg', 'sapg', 'saves per game', 'saves pg', 'saves per'
]:
stat = "Saves per game"
elif stat.lower() in [
'shot rate', 'shooting percent', 'shooting percentage',
'shot accuracy', 'shooting accuracy', 'shooting %',
'shot %'
]:
stat = "Shooting %"
elif stat.lower() in [
'win rate', 'winning rate', 'winning percent',
'winning percentage'
]:
stat = "Winning %"
elif stat.lower() in ['wins', 'win']:
stat = "Wins"
elif stat.lower() in [
'ppg', 'points per game', 'points pg', 'points per'
]:
stat = "Points per Game"
elif stat.lower() in [
'shpg', 'shots per game', ' shots pg', 'shots per'
]:
stat = "Shots Per Game"
else:
raise InvalidStatError(stat)
try:
if league.lower() in ['major', 'aaa', 'aa', 'a']:
data = self.p4sheet.to_df(
f'{league} League Stat Database!C3:R')
elif league.lower() in [
'independent', 'maverick', 'renegade', 'paladin'
]:
data = self.indysheet.to_df(f'{league} Stat Database!C3:R')
except SheetToDfError:
raise StatSheetError('{league} League Stat Database!C3:R')
data.set_index("Player", inplace=True)
data.replace(to_replace='', value='0', inplace=True)
# Turn number strings into ints and floats
for col in data.columns:
try:
data[col] = data[col].astype(int)
except:
try:
data[col] = data[col].astype(float)
except:
data[col] = data[col].str.rstrip('%').astype(float)
lb = data[stat.title()]
lb: pd.Series = lb[lb > 0]
games_played = data['Games Played']
if pergame:
if stat in [
'Goals Per Game', 'Assists per game', 'Saves per game',
'Points per Game', 'Shots per Game', 'Winning %',
'Shooting %'
]:
pass # These stats are already per game
else:
lb = round(lb / games_played, 2)
# DATABASE STATS
else:
if stat not in valid_stats and stat not in compound_stats.keys(
) and stat != 'Mvp Rate':
raise InvalidStatError(stat)
else:
stat = stat.title()
if stat == 'Mvp Rate':
stat = 'MVP Rate'
players = self.session.players
data = pd.Series(name=stat, dtype=float)
stat_snake = snakecase_stat(stat)
if stat not in compound_stats.keys():
# category = findCategory(stat)
# if not category:
# raise InvalidStatError(stat)
try:
if league != "all":
cursor = self.session.all_players.aggregate([{
"$unwind":
"$seasons"
}, {
"$match": {
"league": league,
f"seasons.season_stats.{stat_snake}": {
'$gt': 0
},
f"seasons.season_stats.games_played": {
'$gt': 0
}
}
}])
else:
cursor = self.session.all_players.aggregate([{
"$unwind":
"$seasons"
}, {
"$match": {
f"seasons.season_stats.{stat_snake}": {
'$gt': 0
},
f"seasons.season_stats.games_played": {
'$gt': 0
}
}
}])
except:
raise FindPlayersError(league, stat)
# Iterate through cursor and get all players' stats
while cursor.alive:
doc = cursor.next()
if isinstance(doc['seasons'], dict):
doc['seasons'] = [
doc['seasons']
] # Fix strange behavior from pymongo that turns arrays with 1 value into objects
# Get the index needed for the current season
season_index = self.season_index(doc)
if pergame:
data[doc['username']] = round(
(doc['seasons'][season_index]['season_stats']
[stat_snake] / doc['seasons'][season_index]
['season_stats']["games_played"]), 2)
else:
data[doc['username']] = round(
doc['seasons'][season_index]['season_stats']
[stat_snake], 2)
return data.sort_values(ascending=asc).head(limit)
else:
filter = {"seasons.season_num": current_season}
if league != "all":
filter['league'] = league
necessary = compound_stats[stat]
for stat_name in necessary:
filter[
f'seasons.season_stats.{snakecase_stat(stat_name)}'] = {
'$gt': 0
}
try:
cursor = self.session.all_players.aggregate([{
"$unwind":
"$seasons"
}, {
"$match":
filter
}])
except:
raise FindPlayersError(league, stat)
# Iterate throuch cursor and get all players' stats
while cursor.alive:
info = cursor.next()
if isinstance(info['seasons'], dict):
info['seasons'] = [
info['seasons']
] # Fix strange behavior from pymongo that turns arrays with 1 value into objects
# Get the index needed for the current season
player_stats = info['seasons'][self.season_index(
info)]['season_stats']
if stat == 'Winning %':
datapoint = round((player_stats['games_won'] /
player_stats['games_played']), 2)
elif stat == 'Shooting %':
datapoint = round(
(player_stats['goals'] / player_stats['shots']), 2)
elif stat == 'Shooting % Against':
datapoint = round((player_stats['goals_against'] /
player_stats['shots_against']), 2)
elif stat == 'Points':
datapoint = round(
(player_stats['goals'] + player_stats['assists']),
2)
if pergame:
datapoint = round(
(datapoint / player_stats['games_played']), 2)
elif stat == 'MVP Rate':
datapoint = round(
player_stats['mvps'] / player_stats['games_won'],
2)
elif stat == '% Time Slow':
datapoint = round(
player_stats['time_slow'] /
(player_stats['time_slow'] +
player_stats['time_boost'] +
player_stats['time_supersonic']), 2)
elif stat == '% Time Boost':
datapoint = round(
player_stats['time_boost'] /
(player_stats['time_slow'] +
player_stats['time_boost'] +
player_stats['time_supersonic']), 2)
elif stat == '% Time Supersonic':
datapoint = round(
player_stats['time_supersonic'] /
(player_stats['time_slow'] +
player_stats['time_boost'] +
player_stats['time_supersonic']), 2)
elif stat == '% Time Ground':
datapoint = round(
player_stats['time_ground'] /
(player_stats['time_ground'] +
player_stats['time_low_air'] +
player_stats['time_high_air']), 2)
elif stat == '% Time Low Air':
datapoint = round(
player_stats['time_low_air'] /
(player_stats['time_ground'] +
player_stats['time_low_air'] +
player_stats['time_high_air']), 2)
elif stat == '% Time High Air':
datapoint = round(
player_stats['time_high_air'] /
(player_stats['time_ground'] +
player_stats['time_low_air'] +
player_stats['time_high_air']), 2)
elif stat == '% Most Back':
datapoint = round(
player_stats['time_most_back'] /
(player_stats['time_defensive_half'] +
player_stats['time_offensive_half']), 2)
elif stat == '% Most Forward':
datapoint = round(
player_stats['time_most_forward'] /
(player_stats['time_defensive_half'] +
player_stats['time_offensive_half']), 2)
elif stat == '% Goals Responsible':
datapoint = round(
player_stats['conceded_when_last'] /
player_stats['goals_against'], 2)
elif stat == 'Position Ratio':
datapoint = round(
player_stats['time_infront_ball'] /
player_stats['time_behind_ball'], 2)
data[info['username']] = datapoint
return data.sort_values(ascending=asc).head(limit)
return lb.sort_values(ascending=asc).head(limit)
def get_me(self, discord_id: str) -> str:
ids = self.p4sheet.to_df('Trackers!A1:B').set_index('Discord ID')
try:
player = ids.loc[discord_id, 'Username']
if type(player) == pd.core.series.Series:
player = player[0]
except:
raise FindMeError(discord_id)
return player
def gdstats(self,
player: str,
day: int = None,
stat: str = None,
pergame: bool = False) -> pd.DataFrame:
if day == None:
day = get_latest_gameday()
try:
datarange = dates[day]
except KeyError:
raise InvalidDayError(day)
try:
data = self.gdsheet.to_df(datarange).set_index("Username")
data.loc[:, 'Series Played':
'Fantasy Points'] = data.loc[:, 'Series Played':
'Fantasy Points'].astype(
float)
except SheetToDfError:
raise GDStatsSheetError(day)
lower_players: pd.Index = data.index.str.lower()
if player.lower() in lower_players.values:
pindex = np.where(lower_players.to_numpy() == player.lower())
player = data.index[pindex].values[0]
else:
raise PlayerNotFoundError(player, day)
stats_series = data.loc[player]
if isinstance(stats_series, pd.DataFrame):
stats_series = stats_series.sum()
if pergame:
stats_series[3:-1] = stats_series[3:-1].apply(
lambda x: float(x)) / int(stats_series['Games Played'])
stats_series[3:-1] = stats_series[3:-1].apply(
lambda x: round(x, 2))
return stats_series
def teamstats(self, team: str = None, league: str = None) -> pd.DataFrame:
if team != None:
team = team.title()
roster = self.teams.get_roster(team)
league = self.identifier.find_league(team)
elif league != None:
league = leagues[league.lower()]
sheet: Sheet
if league in ['Major', 'AAA', 'AA', 'A']:
sheet = self.p4sheet
elif league in ['Independent', 'Maverick', 'Renegade', 'Paladin']:
sheet = self.indysheet
else:
raise LeagueNotFoundError(team)
if not team:
stats = sheet.to_df(f"{league} Stats!D5:Q9").set_index("")
stats = stats.append(
sheet.to_df(f"{league} Stats!D12:Q16").set_index(""))
stats = stats.append(
sheet.to_df(f"{league} Stats!D20:Q24").set_index(""))
stats = stats.append(
sheet.to_df(f"{league} Stats!D27:Q31").set_index(""))
stats.rename(columns={
'Record (Div Record)': 'Record',
'Forfeits': "FFs",
'W/L Streak': 'Streak',
'Winning %': 'Win %',
'Goals | PG': 'Goals',
'Assists | PG': 'Assists',
'Saves | PG': 'Saves',
'Shots | PG': 'Shots',
r'%Goals Assisted': 'Assist %',
'Shooting %': 'Shot %',
'GA | PG': 'GA',
'Shots Agnst | PG': 'SA',
'Opp Shooting %': 'Opp Shot %'
},
inplace=True)
return stats
else:
stats = pd.DataFrame()
for player in roster:
stats = stats.append(self.get_player_stats_sheet(player))
stats.rename(columns={
'Series Played': 'Series',
'Games Played': 'Games',
'Points (Goals+Assists)': 'Points',
'Goals per game': 'GPG',
'Assists per game': 'APG',
'Saves per game': 'SPG',
'Shooting %': 'Shot %',
'Winning %': 'Win %',
'Points per Game': 'PPG',
'Shots Per Game': 'ShPG'
},
inplace=True)
return stats.set_index('Player')
def difference(self, player: str, stat: str) -> List[float]:
stat = stat.title()
if stat not in valid_stats:
raise InvalidStatError(stat)
day = get_latest_gameday()
player_info = self.session.players.find_one(
{'$text': {
'$search': f"\"{player}\""
}})
if player_info == None:
raise PlayerNotFoundError(player, 0)
else:
total_stat = player_info['stats'][findCategory(stat)][stat]
games_played = player_info['stats']['general']['Games Played']
total_stat /= games_played
while day > 0:
try:
recent_stat = self.gdstats(player, day, stat,
pergame=True).loc[stat.title()]
break
except PlayerNotFoundError:
day -= 1
continue
if day == 0:
# Raise error if player has no stats on gdstats sheet
raise PlayerNotFoundError(player, 0)
if recent_stat == 0:
diff = -1
elif total_stat == 0:
raise ZeroError()
else:
diff = (recent_stat - total_stat) / total_stat
return (diff, total_stat, recent_stat)